From 72bb3c51508014ee880848fb0680b644c9acb757 Mon Sep 17 00:00:00 2001 From: Nubenetes Bot Date: Fri, 19 Jun 2026 11:58:46 +0000 Subject: [PATCH] feat: sync V2 elite curated edition and README metrics [skip ci] --- README.md | 10 +- data/inventory.sql | 5856 ++-- data/inventory.yaml | 27529 ++++++++++++++-- data/news_digest.json | 13134 +++----- docs/index.md | 1685 +- v2-docs/GoogleCloudPlatform.md | 260 +- v2-docs/about.md | 123 +- v2-docs/ai-agents-mcp.md | 98 +- v2-docs/ai.md | 276 +- v2-docs/angular.md | 28 +- v2-docs/ansible.md | 717 +- v2-docs/api.md | 263 +- v2-docs/appointment-scheduling.md | 26 +- v2-docs/argo.md | 276 +- v2-docs/aws-architecture.md | 152 +- v2-docs/aws-containers.md | 43 +- v2-docs/aws-data.md | 26 +- v2-docs/aws-databases.md | 116 +- v2-docs/aws-devops.md | 53 +- v2-docs/aws-messaging.md | 31 +- v2-docs/aws-miscellaneous.md | 190 +- v2-docs/aws-monitoring.md | 81 +- v2-docs/aws-networking.md | 156 +- v2-docs/aws-newfeatures.md | 438 +- v2-docs/aws-pricing.md | 76 +- v2-docs/aws-security.md | 238 +- v2-docs/aws-serverless.md | 67 +- v2-docs/aws-tools-scripts.md | 147 +- v2-docs/aws-training.md | 77 +- v2-docs/aws.md | 280 +- v2-docs/azure.md | 1885 +- v2-docs/caching.md | 175 +- v2-docs/chaos-engineering.md | 51 +- v2-docs/chatgpt.md | 162 +- v2-docs/cheatsheets.md | 833 +- v2-docs/cicd-kubernetes-plugins.md | 29 +- v2-docs/cicd.md | 359 +- v2-docs/cloud-arch-diagrams.md | 246 +- v2-docs/cloudflare.md | 29 +- v2-docs/container-managers.md | 262 +- v2-docs/crunchydata.md | 246 +- v2-docs/customer.md | 124 +- v2-docs/databases.md | 523 +- v2-docs/demos.md | 1637 +- v2-docs/devel-sites.md | 212 +- v2-docs/developerportals.md | 242 +- v2-docs/devops-tools.md | 167 +- v2-docs/devops.md | 1177 +- v2-docs/devsecops.md | 855 +- v2-docs/digitalocean.md | 55 +- v2-docs/docker.md | 725 +- v2-docs/dotnet.md | 72 +- v2-docs/edge-computing.md | 38 +- v2-docs/elearning.md | 179 +- v2-docs/embedded-servlet-containers.md | 19 +- v2-docs/faq.md | 84 +- v2-docs/feed.xml | 106 +- v2-docs/flux.md | 80 +- v2-docs/git.md | 1341 +- v2-docs/gitops.md | 609 +- v2-docs/golang.md | 232 +- v2-docs/grafana.md | 231 +- v2-docs/helm.md | 334 +- v2-docs/ibm_cloud.md | 84 +- v2-docs/index.md | 104 +- v2-docs/industry-digest.md | 7 +- v2-docs/interview-questions.md | 206 +- v2-docs/introduction.md | 1144 +- v2-docs/istio.md | 88 +- .../java-and-java-performance-optimization.md | 156 +- v2-docs/java_app_servers.md | 26 +- v2-docs/java_frameworks.md | 400 +- v2-docs/javascript.md | 112 +- v2-docs/jenkins-alternatives.md | 227 +- v2-docs/jenkins.md | 1208 +- v2-docs/keptn.md | 20 +- v2-docs/kubectl-commands.md | 229 +- v2-docs/kubernetes-alternatives.md | 108 +- v2-docs/kubernetes-autoscaling.md | 235 +- v2-docs/kubernetes-backup-migrations.md | 155 +- v2-docs/kubernetes-based-devel.md | 314 +- v2-docs/kubernetes-client-libraries.md | 122 +- v2-docs/kubernetes-monitoring.md | 289 +- v2-docs/kubernetes-networking.md | 370 +- v2-docs/kubernetes-on-premise.md | 348 +- v2-docs/kubernetes-operators-controllers.md | 822 +- v2-docs/kubernetes-releases.md | 274 +- v2-docs/kubernetes-security.md | 601 +- v2-docs/kubernetes-storage.md | 274 +- v2-docs/kubernetes-tools.md | 2885 +- v2-docs/kubernetes-troubleshooting.md | 353 +- v2-docs/kubernetes-tutorials.md | 171 +- v2-docs/kubernetes.md | 3015 +- v2-docs/kustomize.md | 109 +- v2-docs/linux-dev-env.md | 82 +- v2-docs/linux.md | 764 +- v2-docs/liquibase.md | 38 +- v2-docs/managed-kubernetes-in-public-cloud.md | 952 +- v2-docs/matrix-table.md | 92 +- v2-docs/maven-gradle.md | 148 +- v2-docs/message-queue.md | 678 +- v2-docs/mkdocs.md | 98 +- v2-docs/mlops.md | 334 +- v2-docs/monitoring.md | 496 +- v2-docs/noops.md | 29 +- v2-docs/nosql.md | 137 +- v2-docs/ocp3.md | 115 +- v2-docs/ocp4.md | 828 +- v2-docs/openshift-pipelines.md | 58 +- v2-docs/openshift.md | 247 +- v2-docs/oraclecloud.md | 44 +- v2-docs/other-awesome-lists.md | 601 +- ...ormance-testing-with-jenkins-and-jmeter.md | 133 +- v2-docs/postman.md | 52 +- v2-docs/project-management-methodology.md | 469 +- v2-docs/project-management-tools.md | 105 +- v2-docs/prometheus.md | 463 +- v2-docs/public-cloud-solutions.md | 201 +- v2-docs/pulumi.md | 102 +- v2-docs/python.md | 927 +- v2-docs/qa.md | 206 +- v2-docs/rancher.md | 311 +- v2-docs/registries.md | 185 +- v2-docs/scaffolding.md | 27 +- v2-docs/securityascode.md | 248 +- v2-docs/serverless.md | 123 +- v2-docs/servicemesh.md | 72 +- v2-docs/sonarqube.md | 31 +- v2-docs/sre.md | 171 +- v2-docs/stackstorm.md | 7 +- v2-docs/tags.md | 4348 +-- v2-docs/tech-digest.md | 1657 +- v2-docs/tekton.md | 49 +- v2-docs/terraform.md | 1404 +- v2-docs/test-automation-frameworks.md | 192 +- v2-docs/testops.md | 82 +- v2-docs/visual-studio.md | 607 +- v2-docs/web-servers.md | 82 +- v2-docs/yaml.md | 244 +- 139 files changed, 38032 insertions(+), 60434 deletions(-) diff --git a/README.md b/README.md index 4a67c6fc..98d784a8 100644 --- a/README.md +++ b/README.md @@ -142,7 +142,7 @@ Additionally, as of May 2026, Nubenetes has reached the **Platinum Operational T | :--- | :--- | | **Total Technical Resources (Links)** | **18647+** | | **Specialized MD Pages** | **162** | -| **Total Commits** | **6108+** | +| **Total Commits** | **6111+** | | **Primary AI Engine** | **Google Gemini (Agentic)** | @@ -180,7 +180,7 @@ The growth of Nubenetes reflects the acceleration of the Cloud Native ecosystem. | 6 | 2023 | 30 | 123 | Maintenance & Refinement | | 7 | 2024 | 53 | 218 | Curation Strategy Pivot | | 8 | 2025 | 5 | 20 | Stability & Research Phase | -| 9 | 2026 | 2549 | 10,527 | **Agentic AI Surge** (May 2026 Inception) | +| 9 | 2026 | 2552 | 10,539 | **Agentic AI Surge** (May 2026 Inception) | @@ -196,8 +196,8 @@ xychart-beta title "Nubenetes Annual Growth Metrics (2018–2026)" x-axis ["2018", "2019", "2020", "2021", "2022", "2023", "2024", "2025", "2026"] y-axis "Volume (Commits / Estimated New Refs)" 0 --> 11000 - bar [1445, 586, 8449, 2193, 1660, 123, 218, 20, 10527] - bar [350, 142, 2046, 531, 402, 30, 53, 5, 2549] + bar [1445, 586, 8449, 2193, 1660, 123, 218, 20, 10539] + bar [350, 142, 2046, 531, 402, 30, 53, 5, 2552] ``` @@ -207,7 +207,7 @@ xychart-beta | :--- | :---: | :---: | :--- | | 2026-04 | 25 | 103 | Active Curation | | 2026-05 | 2101 | 8,677 | **Agentic Inception (Gemini Era)** | -| 2026-06 | 423 | 1,746 | Active Curation | +| 2026-06 | 426 | 1,759 | Active Curation | ### 2.4. Content Distribution and Semantic Clustering diff --git a/data/inventory.sql b/data/inventory.sql index d54821da..1d524b8e 100644 --- a/data/inventory.sql +++ b/data/inventory.sql @@ -36,7 +36,7 @@ INSERT INTO "resources" VALUES('https://4dayweek.medium.com/what-does-the-work-l INSERT INTO "resources" VALUES('https://4sysops.com/archives/kubernetes-guide-node-selector-and-node-affinity-in-kubernetes','4sysops.com: Node selector and node affinity in Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering 4sysops.com: Node selector and node affinity in Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903448687894511e+09,0,'2026-05-17T18:14:46.878945+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://4sysops.com/archives/use-psexec-and-powershell-together','4sysops.com: Use PsExec and PowerShell together','','N/A',0,'A curated technical resource and architectural guide covering 4sysops.com: Use PsExec and PowerShell together in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903055851340699e+09,0,'2026-05-17T17:09:18.513407+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://53jk1.medium.com/argocd-the-continuous-delivery-solution-for-kubernetes-ae5b008e76d1','53jk1.medium.com: ArgoCD: The Continuous Delivery Solution for Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering 53jk1.medium.com: ArgoCD: The Continuous Delivery Solution for Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903000018839788e+09,0,'2026-05-17T17:00:00.188398+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/argo.md"]','["argo.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://9elements.com/blog/developing-a-week-on-windows-with-wsl2','9elements.com: Developing on Windows with WSL2','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','5a4b358577e887aefd7273f77ecdf87e36ce14dc5ccce11269f4b3605e7a3f25',100.0,1.77903151662521505e+09,0,'2026-05-17T17:25:16.625215+02:00',NULL,NULL,NULL,'[]','[]','["docs/linux-dev-env.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://9elements.com/blog/developing-a-week-on-windows-with-wsl2','9elements.com: Developing on Windows with WSL2','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5a4b358577e887aefd7273f77ecdf87e36ce14dc5ccce11269f4b3605e7a3f25',100.0,1.77903151662521505e+09,0,'2026-05-17T17:25:16.625215+02:00',NULL,NULL,NULL,'[]','[]','["docs/linux-dev-env.md"]','[]','{}','{"duplicate_of": "https://9elements.com/blog/developing-on-windows-with-wsl2"}'); INSERT INTO "resources" VALUES('https://9elements.com/blog/developing-on-windows-with-wsl2','9elements.com: Developing on Windows with WSL2','','2026',0,'A developer-focused guide optimizing local Windows workflows with WSL2. Provides performance instructions on using WSL2 backends alongside Docker Desktop, configuring VS Code remote-containers, and mitigating cross-file system read/write overhead.','English','Blog','Intermediate',0,'online','manual','d660b133132a4079eb3519613a6e510df4a73501e75331fa3bb078114755ec77',100.0,1.77913049494633388e+09,0,'2026-05-18T20:54:54.946334+02:00',NULL,NULL,NULL,'["Local Development", "Operating Systems", "WSL"]','["[COMMUNITY-TOOL]"]','["docs/linux-dev-env.md"]','["linux-dev-env.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://9to5linux.com/centos-alternative-rocky-linux-8-5-is-out-now-with-secure-boot-support-updated-components','9to5linux.com: CentOS Alternative Rocky Linux 8.5 Is Out Now with Secure'' Boot Support, Updated Components','','N/A',0,'A curated technical resource and architectural guide covering 9to5linux.com: CentOS Alternative Rocky Linux 8.5 Is Out Now with Secure'' Boot Support, Updated Components in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902968913362193e+09,0,'2026-05-17T16:54:49.133622+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/linux.md"]','["linux.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://9to5mac.com/2016/03/17/how-to-remap-windows-keyboard-buttons-match-mac-layout','9to5mac.com: How-To: Remap Windows keyboards to match the Mac keyboard layout','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','1881d14400413adbedf82af6f2a8efc4e9c8234b953c25cbf9c130dc5f6e28d4',100.0,1.77903341589665889e+09,1,'2026-05-17T17:56:55.896659+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{}'); @@ -54,48 +54,48 @@ INSERT INTO "resources" VALUES('https://ably.com/blog/realtime-ticket-booking-so INSERT INTO "resources" VALUES('https://about.appsheet.com/home','Google Cloud AppSheet','','2020',0,'AppSheet delivers a robust, no-code application development platform that integrates directly with Google Workspace, databases, and third-party APIs. 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Offers a comprehensive control plane to manage the entire modern software delivery lifecycle.','Ruby','Platform','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2014-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Collaborative Platforms", "DevSecOps Platforms"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://about.gitlab.com/2016/06/28/get-started-with-openshift-origin-3-and-gitlab','Get started with OpenShift Origin 3 and GitLab','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','9c2d248e72942a47ffc2da2344175d0244b39c40093cdac9227a43cf319c51e7',100.0,1.7790298206418519e+09,0,'2026-05-17T16:57:00.641852+02:00',NULL,NULL,NULL,'[]','[]','["docs/openshift.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://about.gitlab.com/2016/06/28/get-started-with-openshift-origin-3-and-gitlab','Get started with OpenShift Origin 3 and GitLab','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','9c2d248e72942a47ffc2da2344175d0244b39c40093cdac9227a43cf319c51e7',100.0,1.7790298206418519e+09,0,'2026-05-17T16:57:00.641852+02:00',NULL,NULL,NULL,'[]','[]','["docs/openshift.md"]','[]','{}','{"duplicate_of": "https://about.gitlab.com/blog/get-started-with-openshift-origin-3-and-gitlab"}'); INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2016/06/28/get-started-with-openshift-origin-3-and-gitlab',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','9f162dada74f4ce7951a322506a2e51821f171064016b0ef02d2f71d1f6eaed4',64.0,1.77913049501959109e+09,0,'2026-05-18T20:54:55.019591+02:00',NULL,NULL,NULL,'[]','[]','["docs/openshift.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2020/03/13/partial-clone-for-massive-repositories','about.gitlab.com: How Git Partial Clone lets you fetch only the large file'' you need','','N/A',0,'Evaluates GitLab''s implementation of Git Partial Clone to mitigate bottlenecking in massive codebases containing large assets. 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Highlights protected environments, dynamic deployment tracking, and manual approval gates.','English','Tutorial','Intermediate',0,'online','manual','a9e8e11b795398874717027a6686369741b79a332cb456efe98891b651dc638c',100.0,1.77903210034732294e+09,0,'2026-05-17T17:35:00.347323+02:00',NULL,NULL,NULL,'["Infrastructure and Platform", "DevSecOps Platforms", "GitLab CI"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','["docs/git.md"]','["git.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/02/22/gitlab-kubernetes-agent-on-gitlab-com','about.gitlab.com: A new era of Kubernetes integrations on GitLab.com','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','6d3527cb2d0bd58355344d8f88c72b63fef41a572f20bc2eae4220d5fe5a4de5',100.0,1.77903404558899593e+09,0,'2026-05-17T18:07:25.588996+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"review_metadata": {"original_url": "https://about.gitlab.com/blog/2021/02/22/gitlab-kubernetes-agent-on-gitlab-com", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:54.962417"}}'); +INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/02/22/gitlab-kubernetes-agent-on-gitlab-com','about.gitlab.com: A new era of Kubernetes integrations on GitLab.com','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','6d3527cb2d0bd58355344d8f88c72b63fef41a572f20bc2eae4220d5fe5a4de5',100.0,1.77903404558899593e+09,0,'2026-05-17T18:07:25.588996+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"review_metadata": {"original_url": "https://about.gitlab.com/blog/2021/02/22/gitlab-kubernetes-agent-on-gitlab-com", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:54.962417"}, "duplicate_of": "https://about.gitlab.com/blog/gitlab-kubernetes-agent-on-gitlab-com"}'); INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/02/22/pipeline-editor-overview','about.gitlab.com: Meet Pipeline Editor, your one-stop-shop for building'' a CI/CD pipeline','','N/A',0,'Introduces GitLab''s integrated visual Pipeline Editor, featuring live YAML validation, linting, and complete visualization of pipeline structures. 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Explains practical user benefits from improved draft reviews, inline suggestions, and visual branch comparisons.','English','Blog Post','Beginner',0,'online','manual','d7cc91fa49c116194dc0d955c67ab2bcd97ca3777c74ec783204727f3f66b855',100.0,1.77903456430940294e+09,0,'2026-05-17T18:16:04.309403+02:00',NULL,NULL,NULL,'["Software Engineering", "Developer Environment", "Integrations"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/10/05/gitpod-desktop-app-personal-activities','about.gitlab.com: Why we built GitDock, our desktop app to navigate your'' GitLab activities','','N/A',0,'GitDock was introduced to simplify personal GitLab workflow tracking by displaying activities directly on the desktop. While it streamlines developer interaction with GitLab issues, merge requests, and pipelines without browser-hopping, live engineering trends in 2026 favor deeply integrated IDE extensions or web-native environments like Gitpod and Codespaces.','English','blog','Intermediate',0,'online','manual','366ab27c9d5ab7db62f50d9f0d97fb5de60a2b77b62fa2d658ed45d93e0b5d24',100.0,1779033765.08129,0,'2026-05-17T18:02:45.081290+02:00',NULL,NULL,NULL,'["Developer Tools", "Collaboration and Workflow", "Desktop Integrations"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/git.md"]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/10/12/open-shift-ga','about.gitlab.com: GitLab’s Kubernetes Operator with support for Red Hat'' OpenShift is now generally available','','N/A',0,'This announcement marks the general availability of the GitLab Kubernetes Operator for Red Hat OpenShift, streamlining enterprise GitLab runner and instance deployments on hybrid cloud setups. In the 2026 enterprise landscape, Kubernetes operators are the standard pattern for stateful application management, validating this operator''s crucial role in automating lifecycle tasks like scaling, backups, and upgrades within secure, managed Kubernetes domains.','English','blog','Advanced',0,'online','manual','c4e48905bc171e9379f9a96febb070ce17d8725103e3312b7db9affec3d629c5',100.0,1779030326.80445,0,'2026-05-17T17:05:26.804450+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Platform Engineering", "GitLab Operations"]','["[ENTERPRISE-STABLE]"]','["docs/git.md"]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/11/16/gko-on-ocp','==about.gitlab.com: How to install and use the GitLab Kubernetes Operator'' (on OCP)==','','N/A',0,'An official deployment architecture guide showing how to implement the GitLab Kubernetes Operator on Red Hat OpenShift Container Platform (OCP). Provides configuration details for persistent volumes, container security contexts, and runners to ensure stable multi-tenant operations.','en','Technical Guide','Advanced',0,'online','manual','4571cb2e5c424d4a8eec9b80a15b19c3798b441a5aef3148b770a89a608bb0a0',100.0,1.77903421152086496e+09,0,'2026-05-17T18:10:11.520865+02:00',NULL,NULL,NULL,'["Cloud Native Architecture", "Kubernetes Operators", "GitLab Orchestration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/git.md"]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/11/18/gitops-with-gitlab-connecting-the-cluster','==about.gitlab.com: GitOps with GitLab: Connect with a Kubernetes cluster==','','N/A',0,'A curated technical resource and architectural guide covering ==about.gitlab.com: GitOps with GitLab: Connect with a Kubernetes cluster== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','e91cca70863e8d86d9a190e4691c9fb7104eecba996e03e7c2caee2b83dc6733',100.0,1.77903221690132904e+09,0,'2026-05-17T17:36:56.901329+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/11/30/soft-skills-are-the-key-to-your-devops-career-advancement','about.gitlab.com: Soft skills are the key to your DevOps career advancement','','N/A',0,'A curated technical resource and architectural guide covering about.gitlab.com: Soft skills are the key to your DevOps career advancement in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','14ded8976c1532860bc7bc482eca08f4874ba438874ae7ba01fa36c437ce4c7e',100.0,1.779029374417876e+09,0,'2026-05-17T16:49:34.417876+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devops.md"]','["devops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/12/16/how-to-navigate-the-great-resignation','about.gitlab.com: How to navigate The Great Resignation','','N/A',0,'Provides an enterprise-level blueprint for engineering organizations to mitigate talent drain during market disruptions. Leveraging GitLab''s open-source, handbook-first operational model, it illustrates how asynchronous communication systems reduce cognitive load and scale operational continuity.','English','Blog','Advanced',0,'online','manual','abb2ab9d700c63e4639824e948ce484115982f37ef1f667577d4aa12492ddad0',100.0,1.77903106128158593e+09,0,'2026-05-17T17:17:41.281586+02:00',NULL,NULL,NULL,'["Engineering Leadership & Career Dynamics", "Organizational Design & Leadership Systems", "Engineering Culture"]','["[COMMUNITY-TOOL]"]','["docs/recruitment.md"]','["recruitment.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/11/30/soft-skills-are-the-key-to-your-devops-career-advancement','about.gitlab.com: Soft skills are the key to your DevOps career advancement','','N/A',0,'A curated technical resource and architectural guide covering about.gitlab.com: Soft skills are the key to your DevOps career advancement in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','14ded8976c1532860bc7bc482eca08f4874ba438874ae7ba01fa36c437ce4c7e',100.0,1.779029374417876e+09,0,'2026-05-17T16:49:34.417876+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devops.md"]','["devops.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/soft-skills-are-the-key-to-your-devops-career-advancement"}'); +INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/12/16/how-to-navigate-the-great-resignation','about.gitlab.com: How to navigate The Great Resignation','','N/A',0,'Provides an enterprise-level blueprint for engineering organizations to mitigate talent drain during market disruptions. Leveraging GitLab''s open-source, handbook-first operational model, it illustrates how asynchronous communication systems reduce cognitive load and scale operational continuity.','English','Blog','Advanced',0,'duplicate','manual','abb2ab9d700c63e4639824e948ce484115982f37ef1f667577d4aa12492ddad0',100.0,1.77903106128158593e+09,0,'2026-05-17T17:17:41.281586+02:00',NULL,NULL,NULL,'["Engineering Leadership & Career Dynamics", "Organizational Design & Leadership Systems", "Engineering Culture"]','["[COMMUNITY-TOOL]"]','["docs/recruitment.md"]','["recruitment.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/how-to-navigate-the-great-resignation"}'); INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/12/17/gitlab-chart-works-towards-kubernetes-1-22','about.gitlab.com: GitLab Chart works towards Kubernetes 1.22','','N/A',0,'This development update outlines the efforts of the GitLab Helm Chart team to ensure compatibility with Kubernetes 1.22, addressing critical changes such as the removal of legacy v1beta1 APIs. This transition represents a historically significant engineering challenge for high-availability enterprise services migrating to modern declarative APIs. From a 2026 perspective, it highlights the continuous lifecycle maintenance required to run complex, stateful platforms natively on rapidly updating Kubernetes clusters.','English','blog','Advanced',0,'online','manual','d5cffdc388cf2915201b01863dfb8e15209d19965c133c992bf10b35fbf65a43',100.0,1.77902980172953796e+09,0,'2026-05-17T16:56:41.729538+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Helm Charts", "GitLab Infrastructure"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','["docs/git.md"]','["git.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2022/02/03/how-to-keep-up-with-ci-cd-best-practices','about.gitlab.com: How to keep up with CI/CD best practices','','N/A',0,'Curator Insight: Provides a roadmap for keeping engineering skillsets aligned with state-of-the-art deployment practices. Live Grounding: Explores GitOps integrations, pipeline security monitoring, and automated performance tracking. A good educational resource for career platform engineers.','English','Article','Intermediate',0,'online','manual','47f60bd1cf0c6c3a7564a9dbbe681d61ef4b0a856ccfd3ede24bf02b54bea636',100.0,1.77903065309846305e+09,0,'2026-05-17T17:10:53.098463+02:00',NULL,NULL,NULL,'["Software Delivery", "CI/CD Foundations", "Industry Trends"]','["[COMMUNITY-TOOL]"]','["docs/cicd.md"]','["cicd.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2022/02/03/how-to-keep-up-with-ci-cd-best-practices','about.gitlab.com: How to keep up with CI/CD best practices','','N/A',0,'Curator Insight: Provides a roadmap for keeping engineering skillsets aligned with state-of-the-art deployment practices. Live Grounding: Explores GitOps integrations, pipeline security monitoring, and automated performance tracking. A good educational resource for career platform engineers.','English','Article','Intermediate',0,'duplicate','manual','47f60bd1cf0c6c3a7564a9dbbe681d61ef4b0a856ccfd3ede24bf02b54bea636',100.0,1.77903065309846305e+09,0,'2026-05-17T17:10:53.098463+02:00',NULL,NULL,NULL,'["Software Delivery", "CI/CD Foundations", "Industry Trends"]','["[COMMUNITY-TOOL]"]','["docs/cicd.md"]','["cicd.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/how-to-keep-up-with-ci-cd-best-practices"}'); INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2022/02/17/fantastic-infrastructure-as-code-security-attacks-and-how-to-find-them','==about.gitlab.com: Fantastic Infrastructure as Code security attacks and'' how to find them==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','e63644205669e1aec04edbaf712a90b59afc1f13342f4b52834ef00c7d99a216',100.0,1.77903057792868399e+09,0,'2026-05-17T17:09:37.928684+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{"review_metadata": {"original_url": "https://about.gitlab.com/blog/2022/02/17/fantastic-infrastructure-as-code-security-attacks-and-how-to-find-them", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:55.002528"}}'); -INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2022/04/13/how-to-learn-ci-cd-fast','about.gitlab.com: How to learn CI/CD fast','','N/A',0,'Curator Insight: Practical learning blueprint focusing on building incremental toy pipelines using GitLab CI. Live Grounding: Recommends direct hand-on setups of simple test automation and container builds before transitioning to complex deployments. Perfect for rapid developer upskilling.','English','Guide','Beginner',0,'online','manual','302a5921dc83a6dec68eb592a4d5f97c7b6f8e099d394113aa37d68ff28375ca',100.0,1.7790345818912971e+09,0,'2026-05-17T18:16:21.891297+02:00',NULL,NULL,NULL,'["Software Delivery", "CI/CD Foundations", "Onboarding and Training"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/cicd.md"]','["cicd.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2022/04/13/how-to-learn-ci-cd-fast','about.gitlab.com: How to learn CI/CD fast','','N/A',0,'Curator Insight: Practical learning blueprint focusing on building incremental toy pipelines using GitLab CI. Live Grounding: Recommends direct hand-on setups of simple test automation and container builds before transitioning to complex deployments. Perfect for rapid developer upskilling.','English','Guide','Beginner',0,'duplicate','manual','302a5921dc83a6dec68eb592a4d5f97c7b6f8e099d394113aa37d68ff28375ca',100.0,1.7790345818912971e+09,0,'2026-05-17T18:16:21.891297+02:00',NULL,NULL,NULL,'["Software Delivery", "CI/CD Foundations", "Onboarding and Training"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/cicd.md"]','["cicd.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/how-to-learn-ci-cd-fast"}'); INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2022/11/15/simple-kubernetes-management-with-gitlab','about.gitlab.com: Simple Kubernetes management with GitLab','','N/A',0,'This blog details GitLab''s efforts to lower the barrier to entry for Kubernetes management by introducing declarative cluster integrations. It demonstrates how teams can connect clusters and safely deploy applications with minimal infrastructure overhead. Live engineering feedback stresses the value of this direct integration for small-to-midsize teams looking to deploy workloads without managing heavy external GitOps controllers.','English','blog','Intermediate',0,'online','manual','a6acebbc45a276e5f87ff20c292d80e8502dbdb0c0152f992a484614181d0b42',100.0,1.77903019642182302e+09,0,'2026-05-17T17:03:16.421823+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Platform Engineering", "GitLab Operations"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','["docs/git.md"]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2022/11/16/how-is-ai-ml-changing-devops','about.gitlab.com: How is AI/ML changing DevOps?','','N/A',0,'A curated technical resource and architectural guide covering about.gitlab.com: How is AI/ML changing DevOps? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','013b9bcbca2bbed1569a5cfae86da6e3bf129ecf59e710bca2df69083200a35d',100.0,1.77902930976049304e+09,0,'2026-05-17T16:48:29.760493+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/mlops.md"]','["mlops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/get-started-with-openshift-origin-3-and-gitlab','Get started with OpenShift Origin 3 and GitLab','','2017',0,'Historical tutorial tracking early integration patterns between GitLab CI/CD and OpenShift Origin 3. Demonstrates pipeline orchestration, runner allocation, and deployment tasks. Replaced by GitOps-driven pipelines in contemporary architectures.','YAML','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2017-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI-CD", "GitLab", "OpenShift"]','["[COMMUNITY-TOOL]"]','[]','["openshift.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://about.gitlab.com/gitlab-org/gitlab/-/issues/14595',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering about.gitlab.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual',NULL,64.0,1.77913049496076893e+09,0,'2026-05-18T20:54:54.960769+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://about.gitlab.com/gitlab-org/gitlab/-/issues/2785',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering about.gitlab.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual',NULL,64.0,1.77913049493560791e+09,0,'2026-05-18T20:54:54.935608+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://about.gitlab.com/handbook','about.gitlab.com/handbook','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','7dcbeb9c2cdfa859ac267a6ec9c5914ebb543b5a7453a1393e213d2e01dc2993',100.0,1.77902919022944688e+09,0,'2026-05-17T16:46:30.229447+02:00',NULL,NULL,NULL,'[]','[]','["docs/hr.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://about.gitlab.com/handbook','about.gitlab.com/handbook','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7dcbeb9c2cdfa859ac267a6ec9c5914ebb543b5a7453a1393e213d2e01dc2993',100.0,1.77902919022944688e+09,0,'2026-05-17T16:46:30.229447+02:00',NULL,NULL,NULL,'[]','[]','["docs/hr.md"]','[]','{}','{"duplicate_of": "https://handbook.gitlab.com/handbook"}'); INSERT INTO "resources" VALUES('https://about.gitlab.com/releases/2021/04/22/gitlab-13-11',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','0e9720d9128e7b62ed817befeb2d647dc3e2c18b03b63110d92522296036f6fd',64.0,1.77913049500074195e+09,0,'2026-05-18T20:54:55.000742+02:00',NULL,NULL,NULL,'[]','[]','["docs/cicd-kubernetes-plugins.md", "docs/git.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://about.gitlab.com/releases/2021/04/22/gitlab-13-11-released','GitLab Kubernetes Agent available on GitLab.com','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','10401d83978077c05f738021bf4cff91487b7346305e58bb351dee3834cc0cef',100.0,1.77903278985263896e+09,0,'2026-05-17T17:46:29.852639+02:00',NULL,NULL,NULL,'[]','[]','["docs/cicd-kubernetes-plugins.md", "docs/git.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://about.gitlab.com/releases/2021/07/22/gitlab-14-1-released','about.gitlab.com: GitLab 14.1 released with Helm Chart Registry and Escalation'' Policies','','N/A',0,'Official release notes for GitLab 14.1 introducing native Helm Chart Registry support and customizable escalation policies for incident response, aligning development workflows directly with target operational tools.','English','Reference Documentation','Intermediate',0,'online','manual','10401d83978077c05f738021bf4cff91487b7346305e58bb351dee3834cc0cef',100.0,1.77902973524349308e+09,0,'2026-05-17T16:55:35.243493+02:00',NULL,NULL,NULL,'["Infrastructure and Platform", "DevSecOps Platforms", "GitLab CI"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://about.gitlab.com/remote-work-report','about.gitlab.com: The Remote Work Report 2021','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','3f57def79b84e34221081428ece80ab6907f530edf1b4f2008cc1092538b4ad7',100.0,1.77903452902079606e+09,0,'2026-05-17T18:15:29.020796+02:00',NULL,NULL,NULL,'[]','[]','["docs/recruitment.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://about.gitlab.com/releases/2021/04/22/gitlab-13-11-released','GitLab Kubernetes Agent available on GitLab.com','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','10401d83978077c05f738021bf4cff91487b7346305e58bb351dee3834cc0cef',100.0,1.77903278985263896e+09,0,'2026-05-17T17:46:29.852639+02:00',NULL,NULL,NULL,'[]','[]','["docs/cicd-kubernetes-plugins.md", "docs/git.md"]','[]','{}','{"duplicate_of": "https://about.gitlab.com/releases/2021/07/22/gitlab-14-1-released"}'); +INSERT INTO "resources" VALUES('https://about.gitlab.com/releases/2021/07/22/gitlab-14-1-released','about.gitlab.com: GitLab 14.1 released with Helm Chart Registry and Escalation'' Policies','','N/A',0,'Official release notes for GitLab 14.1 introducing native Helm Chart Registry support and customizable escalation policies for incident response, aligning development workflows directly with target operational tools.','English','Reference Documentation','Intermediate',0,'duplicate','manual','10401d83978077c05f738021bf4cff91487b7346305e58bb351dee3834cc0cef',100.0,1.77902973524349308e+09,0,'2026-05-17T16:55:35.243493+02:00',NULL,NULL,NULL,'["Infrastructure and Platform", "DevSecOps Platforms", "GitLab CI"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{"duplicate_of": "https://docs.gitlab.com/releases"}'); +INSERT INTO "resources" VALUES('https://about.gitlab.com/remote-work-report','about.gitlab.com: The Remote Work Report 2021','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','3f57def79b84e34221081428ece80ab6907f530edf1b4f2008cc1092538b4ad7',100.0,1.77903452902079606e+09,0,'2026-05-17T18:15:29.020796+02:00',NULL,NULL,NULL,'[]','[]','["docs/recruitment.md"]','[]','{}','{"duplicate_of": "https://handbook.gitlab.com/handbook/company/culture/all-remote/remote-work-report"}'); INSERT INTO "resources" VALUES('https://academy.fpblock.com/blog/announcing-amber-ci-secret-tool','fpcomplete.com: Announcing Amber, encrypted secrets management','','2021',2,'Introduces Amber, a lightweight CI/CD-friendly command-line secrets tool designed to securely encrypt and decrypt sensitive application environment configurations. Offers an alternative to complex key management servers for basic build steps.','Rust','Tool','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Secrets Management", "Encrypted Secrets"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://academy.rancher.com','Rancher Academy 🌟','','N/A',0,'A curated technical resource and architectural guide covering Rancher Academy 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903008819180703e+09,0,'2026-05-17T17:01:28.191807+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/rancher.md"]','["rancher.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://academy.rancher.com','Rancher Academy 🌟','','N/A',0,'A curated technical resource and architectural guide covering Rancher Academy 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903008819180703e+09,0,'2026-05-17T17:01:28.191807+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/rancher.md"]','["rancher.md"]','{}','{"duplicate_of": "https://www.rancher.academy"}'); INSERT INTO "resources" VALUES('https://accenture.github.io/adop-cartridges-cookbook/docs/recipes/archiving-artefact-to-nexus','Jenkins DSL for **Nexus**','','2019',0,'A practical step-by-step recipe explaining how to programmatically define Nexus artifact upload steps using Job DSL syntax. Highlights best practices for securing artifact publishing credentials and managing build target variables inside reusable scripts.','Groovy','documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & DevOps", "Pipeline as Code", "Artifact Archiving"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://access.crunchydata.com/documentation/crunchy-postgres-containers/4.3.0/container-specifications/crunchy-pgadmin4','crunchy-pgadmin4','','2020',0,'Details container specification sheets for the crunchy-pgadmin4 image, including configuration variables and resource layouts. Historically, pgAdmin 4 was manually provisioned as a containerized sidecar or standalone service to provide database GUIs (Curator Insight). Current deployment strategies prefer integrated, operator-managed tooling and secure proxy pipelines.','None','Technical Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Infrastructure", "Database Operators", "PostgreSQL", "Database Administration"]','["[COMMUNITY-TOOL]"]','[]','["crunchydata.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://access.crunchydata.com/documentation/crunchy-postgres-containers/4.3.0/examples/administration/pgadmin4','pgAdmin 4','','2020',0,'Outlines early configuration models and environment mappings for pgAdmin 4 instances running in Kubernetes clusters. This resource demonstrates how to configure volume mounts and ingress rules for user sessions. 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The platform supports gender diversity initiatives in technology and offers strategic remote advisory services. Live grounding establishes its strength in supplying talent to scaling digital enterprises.','English','Platform/SaaS','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Remote Work & Career", "Talent Platforms", "Bespoke Engineering Teams"]','["[COMMUNITY-TOOL]"]','[]','["freelancing.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://adevait.com/software/creating-branching-strategy','adevait.com: Creating a Branching Strategy for Small Teams','','2022',0,'Explains how to establish light, highly collaborative branching structures tailored for small, fast-moving agile development teams. Evaluates feature branching, hotfix workflows, and automated PR review loops to maintain speed and safety.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Version Control", "Development Models", "Branching Strategy"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); @@ -236,12 +236,12 @@ INSERT INTO "resources" VALUES('https://admiralty.io','admiralty.io','','2026',0 INSERT INTO "resources" VALUES('https://admiralty.io/docs/tutorials/fargate','admiralty.io: Multi-Region AWS Fargate on EKS','','2021',0,'Granular implementation tutorial for deploying Admiralty proxy schedulers to configure cross-cluster communication channels that target serverless AWS Fargate environments in multi-region setups.','Go','Tutorial','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Multi-Cluster & Edge", "Cluster Federation", "Serverless Integration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-devops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://adoptium.net','AdoptOpenJDk','','2021',0,'Eclipse Adoptium (formerly AdoptOpenJDK) represents the premier community-driven, vendor-neutral distribution of TCK-certified OpenJDK runtimes. This site serves as the de-facto standard source of robust, free Java binaries for production cloud environments.','Java','Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Java Ecosystem", "JDK Distribution"]','["[COMMUNITY-TOOL]"]','[]','["java_frameworks.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://adoptium.net/news/2021/08/using-jlink-in-dockerfiles','blog.adoptium.net: Using Jlink in Dockerfiles instead of a JRE','','2021',0,'A guide to using the `jlink` utility inside multi-stage Docker builds instead of standard heavy JREs. Reduces target image sizes and limits the attack surface by bundling only the Java runtime modules required by the application.','English','Tutorial','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers & Orchestration", "Image Engineering", "Java Ecosystem"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["docker.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://adoptopenjdk.net','AdoptOpenJDk','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','a9ab9d6d344fbf3a9c7f890c55af0095efe06dbe66c0c0f2b5b92a18f0fa8a98',100.0,1.77903409041138505e+09,0,'2026-05-17T18:08:10.411385+02:00',NULL,NULL,NULL,'[]','[]','["docs/java_frameworks.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://adoptopenjdk.net','AdoptOpenJDk','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a9ab9d6d344fbf3a9c7f890c55af0095efe06dbe66c0c0f2b5b92a18f0fa8a98',100.0,1.77903409041138505e+09,0,'2026-05-17T18:08:10.411385+02:00',NULL,NULL,NULL,'[]','[]','["docs/java_frameworks.md"]','[]','{}','{"duplicate_of": "https://adoptium.net"}'); INSERT INTO "resources" VALUES('https://advancedweb.hu/a-categorized-list-of-all-java-and-jvm-features-since-jdk-8-to-14','advancedweb.hu: A categorized list of all Java and JVM features since JDK 8 to 14','','2020',0,'An analytical, categorized compendium listing language and JVM features introduced from JDK 8 to JDK 14. This resource highlights evolution in pattern matching, switch expressions, garbage collectors, and JFR (Java Flight Recorder) profiling utilities.','Java','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Java Language", "Syntax and Features"]','["[COMMUNITY-TOOL]"]','[]','["java_frameworks.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://advancedweb.hu/a-categorized-list-of-all-java-and-jvm-features-since-jdk-8-to-16','advancedweb.hu: A categorized list of all Java and JVM features since JDK 8 to 16','','2021',0,'A categorized review of all key Java and JVM improvements introduced between JDK 8 and JDK 16. The synthesis covers crucial updates such as Records, JEP 395, pattern matching, vector API, and the encapsulation of internal JDK APIs to enforce modern coding standards.','Java','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Java Language", "Syntax and Features"]','["[COMMUNITY-TOOL]"]','[]','["java_frameworks.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://advancedweb.hu/a-categorized-list-of-all-java-and-jvm-features-since-jdk-8-to-16','advancedweb.hu: A categorized list of all Java and JVM features since JDK 8 to 16','','2021',0,'A categorized review of all key Java and JVM improvements introduced between JDK 8 and JDK 16. The synthesis covers crucial updates such as Records, JEP 395, pattern matching, vector API, and the encapsulation of internal JDK APIs to enforce modern coding standards.','Java','Article','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Java Language", "Syntax and Features"]','["[COMMUNITY-TOOL]"]','[]','["java_frameworks.md"]','{}','{"duplicate_of": "https://advancedweb.hu/a-categorized-list-of-all-java-and-jvm-features-since-jdk-8-to-14"}'); INSERT INTO "resources" VALUES('https://aesher9o1.medium.com/autoscale-large-images-faster-using-longhorn-distributed-storage-618d0cf01ba2','aesher9o1.medium.com: Autoscale large images faster using Longhorn (distributed'' storage)','','N/A',0,'A curated technical resource and architectural guide covering aesher9o1.medium.com: Autoscale large images faster using Longhorn (distributed'' storage) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903080905609893e+09,0,'2026-05-17T17:13:29.056099+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://age-of-product.com/42-scrum-product-owner-interview-questions','age-of-product.com: Hiring: 71 Scrum Product Owner Interview Questions to Avoid Agile Imposters','','2020',4,'Comprehensive qualification questionnaire comprising 71 target scenarios to evaluate Agile Scrum Product Owners. Focuses on dynamic backlog refinement, metric tracking, and product value loop architectures.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Management", "Agile", "Scrum"]','["[ENTERPRISE-STABLE]"]','[]','["interview-questions.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://age-of-product.com/scrum-2021','age-of-product.com: Scrum 2021: Getting You Started as Scrum Master or Product Owner','','2021',2,'A practical onboarding guide for newly appointed Scrum Masters and Product Owners. Outlines core responsibilities, meeting setups, and delivery tracking rules matching updated agile patterns.','N/A','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Project Management", "Agile Methodologies", "Scrum Framework"]','["[COMMUNITY-TOOL]"]','[]','["project-management-methodology.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://age-of-product.com/scrum-2021','age-of-product.com: Scrum 2021: Getting You Started as Scrum Master or Product Owner','','2021',2,'A practical onboarding guide for newly appointed Scrum Masters and Product Owners. Outlines core responsibilities, meeting setups, and delivery tracking rules matching updated agile patterns.','N/A','Article','Beginner',0,'duplicate','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Project Management", "Agile Methodologies", "Scrum Framework"]','["[COMMUNITY-TOOL]"]','[]','["project-management-methodology.md"]','{}','{"duplicate_of": "https://www.scrum.org/resources/blog/scrum-2021-getting-you-started-scrum-master-or-product-owner"}'); INSERT INTO "resources" VALUES('https://agent.opsera.ai','Opsera DevOps Agent','An AI-powered DevSecOps automation platform and MCP server delivering real-time security scans, compliance validation, and architectural risk assessment.','2026',4,'The Opsera DevOps Agent is an AI-driven security and automation platform integrated directly into local developer IDEs via the Model Context Protocol (MCP). It automates high-depth security audits (SAST with Semgrep, secrets with Gitleaks, IaC with Trivy), architecture conformance checks, and evidence-based compliance scans. By shifting vulnerability remediation to the inner-loop, it reduces exploitable vulnerabilities by 70-85% and significantly accelerates release validation pipelines without increasing developer cognitive load.','en','tool','intermediate',0,'online','automatic','4636e3549d39bece64c20a68aad5a3c75611b5ff76f0742ab640ea378680712c',NULL,1.7803528286415019e+09,0,'2026-06-02T00:27:08.641502+02:00',NULL,NULL,NULL,'["DevOps", "DevSecOps", "AI Security Agents"]','["[ENTERPRISE-STABLE]", "[EMERGING]"]','[]','[]','{}','{"category": "devsecops", "reputation_status": "Vetted", "reputation_summary": "Vetted DevSecOps agent platform highly reviewed on G2 and AWS Marketplace for reducing vulnerability remediation lag.", "social_preview_url": "/favicon.png", "source_provenance": "X.com (nubenetes)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://agilecheetah.com/why-so-many-developers-are-fed-up-with-agile-pt-3','agilecheetah.com: Why So Many Developers are Fed Up with Agile','','N/A',0,'A curated technical resource and architectural guide covering agilecheetah.com: Why So Many Developers are Fed Up with Agile in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903084883576107e+09,0,'2026-05-17T17:14:08.835761+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/project-management-methodology.md"]','["project-management-methodology.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://agilemanifesto.org',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','7bb70732934d889dd7fd9c6132545be1f9578cd611641bf5110ddeca028e291c',100.0,1.77903142554485392e+09,1,'2026-05-17T17:23:45.544854+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}'); @@ -250,8 +250,8 @@ INSERT INTO "resources" VALUES('https://agola.io','Agola','','2026',0,'A modern, INSERT INTO "resources" VALUES('https://ahmedy.hashnode.dev/creating-tls-certificates-for-k8s-components-with-openssl','ahmedy.hashnode.dev: Creating TLS Certificates for K8s components with OpenSSL','','N/A',0,'A curated technical resource and architectural guide covering ahmedy.hashnode.dev: Creating TLS Certificates for K8s components with OpenSSL in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903138155759811e+09,0,'2026-05-17T17:23:01.557598+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://ahmet.im/blog/building-container-images-in-go','ahmet.im: Building container images in Go','','N/A',0,'Curator Insight explores programmatically constructing container images inside Go applications without relying on a local Docker daemon. Live Grounding verifies that tools like Google''s `go-containerregistry` allow direct manipulation of OCI image layers. This approach is highly relevant for building on-demand container builders or serverless runners.','English','Article','Advanced',0,'online','manual','f663eba462ccd00ac17ef0fea4ee3a66cb3be164c1cf14608a2aff5bdb8e1b85',100.0,1.77903384491561198e+09,1,'2026-05-17T18:04:04.915612+02:00',NULL,NULL,NULL,'["Cloud Native", "Containers", "Image Building", "Go Tools"]','["[ENTERPRISE-STABLE]"]','["docs/golang.md"]','["golang.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aidanfinn.com/?p=23582','aidanfinn.com: Script – Document All Azure Private DNS Zones','','2023',0,'Provides a PowerShell script designed to dynamically query and document all Azure Private DNS zones within a subscription or tenant. Ideal for compliance audits, architectural reviews, and inventory collection.','PowerShell','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Network & Delivery", "DNS Resolution", "Operational Tooling"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aigents.co/blog/coding-tutorial/data-structures-and-python','aigents.co: Data Structures and Python 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','cc1e6e7b9d53f391acb808b0a3320265623a15ba4d766a9c57bef748fc45ebb3',100.0,1.77903254040540504e+09,0,'2026-05-17T17:42:20.405405+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://aigents.co/blog/coding-tutorial/pro-python-tips-for-data-analysts','aigents.co: Pro Python Tips for Data Analysts','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','e3005da29d0f576376112103385ec91f698cb897b0ece83ef53aa58927af519b',100.0,1.77903065369078803e+09,0,'2026-05-17T17:10:53.690788+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://aigents.co/blog/coding-tutorial/data-structures-and-python','aigents.co: Data Structures and Python 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','cc1e6e7b9d53f391acb808b0a3320265623a15ba4d766a9c57bef748fc45ebb3',100.0,1.77903254040540504e+09,0,'2026-05-17T17:42:20.405405+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{"duplicate_of": "https://aigents.co/data-science-blog/coding-tutorial/data-structures-and-python"}'); +INSERT INTO "resources" VALUES('https://aigents.co/blog/coding-tutorial/pro-python-tips-for-data-analysts','aigents.co: Pro Python Tips for Data Analysts','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e3005da29d0f576376112103385ec91f698cb897b0ece83ef53aa58927af519b',100.0,1.77903065369078803e+09,0,'2026-05-17T17:10:53.690788+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{"duplicate_of": "https://aigents.co/data-science-blog/coding-tutorial/pro-python-tips-for-data-analysts"}'); INSERT INTO "resources" VALUES('https://aigents.co/data-science-blog/coding-tutorial/data-structures-and-python','aigents.co: Data Structures and Python 🌟','','2020',0,'Comprehensive overview of native Python data structures (lists, dicts, sets, tuples) contrasted against non-native structures like stacks, queues, and linked lists, evaluating algorithmic complexities ($O(n)$) of each operation.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Python Core", "Data Structures"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["python.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aigents.co/data-science-blog/coding-tutorial/pro-python-tips-for-data-analysts','aigents.co: Pro Python Tips for Data Analysts','','2022',0,'Curator Insight: A practical collection of efficient Python routines designed specifically for optimization of data workloads. Live Grounding: Analyzes vectorization tricks, performance improvements during heavy pandas and numpy usage, and memory preservation tricks when manipulating complex analytical data structures.','Python','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Python Fundamentals", "Data Analysis"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}'); @@ -271,7 +271,7 @@ INSERT INTO "resources" VALUES('https://akintola-lonlon.medium.com/aws-kubernete INSERT INTO "resources" VALUES('https://akka.io','lightbend.com: From Java EE To Cloud Native: The End Of The Heavyweight Era 🌟','','2022',0,'Lightbend presents the transition of traditional Java enterprise architectures to reactive, cloud-native frameworks (like Akka/Pekko). Evaluates high-concurrency patterns, asynchronous messaging, and horizontal scale-out benefits over synchronous architectures.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Modernization", "Reactive Systems"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://akomljen.com/kubernetes-backup-and-restore-with-velero','akomljen.com: Kubernetes Backup and Restore with Velero 🌟','','2021',4,'A comprehensive configuration guide explaining how to deploy Velero, provision target S3 object storage adapters, and set up recurring scheduled backups for highly dynamic microservices.','Markdown','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Data Protection", "Kubernetes Backup Operators"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-backup-migrations.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://akuity.io/blog/argo-cd-architectures-explained','akuity.io: How many do you need? - Argo CD Architectures Explained','','2022',5,'Evaluates different topology designs for ArgoCD deployments in large organizations. Details the trade-offs between a single centralized Hub-and-Spoke cluster controller versus multiple decentralized Argo instances scattered across target clusters.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "GitOps", "ArgoCD", "Architecture Topologies"]','["[DE FACTO STANDARD]"]','[]','["argo.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://akv2k8s.io','akv2k8s.io: Azure Key Vault to Kubernetes akv2k8s 🌟','','2023',0,'Main documentation site for `akv2k8s`, a specialized open-source integration bridging Azure Key Vault to Kubernetes. Outlines configuration methods for syncing secrets directly to native Kubernetes secret objects or dynamic injection into environment variables without exposing variables on disk.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Kubernetes Security", "Azure Integrations"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://akv2k8s.io','akv2k8s.io: Azure Key Vault to Kubernetes akv2k8s 🌟','','2023',0,'Main documentation site for `akv2k8s`, a specialized open-source integration bridging Azure Key Vault to Kubernetes. 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Analyzes governance models, infrastructure obligations, software component differences, and target workload environments.','N/A','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS EKS", "Hybrid Cloud", "Feature Matrix"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://api-market.santalucia.es','santalucia.es','','2026',3,'SantalucΓ­a''s corporate API marketplace, streamlining business-to-business integrations for digital insurance products. 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Merges Swagger, Postman, and mock services into a unified team-based collaborative workspace.','Agnostic','Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["API Tooling", "All-in-One", "APIDog"]','["[ENTERPRISE-STABLE]"]','[]','["api.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://apifriends.com/api-creation/different-types-apis','apifriends.com: What are the different types of APIs? 🌟','','N/A',0,'A curated technical resource and architectural guide covering apifriends.com: What are the different types of APIs? 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903145536079311e+09,0,'2026-05-17T17:24:15.360793+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/api.md"]','["api.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://apifriends.com/api-management/what-is-an-api','apifriends.com: What is an API?','','N/A',0,'A curated technical resource and architectural guide covering apifriends.com: What is an API? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903189790637707e+09,0,'2026-05-17T17:31:37.906377+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/api.md"]','["api.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://apifriends.com/api-creation/different-types-apis','apifriends.com: What are the different types of APIs? 🌟','','N/A',0,'A curated technical resource and architectural guide covering apifriends.com: What are the different types of APIs? 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903145536079311e+09,0,'2026-05-17T17:24:15.360793+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/api.md"]','["api.md"]','{}','{"duplicate_of": "https://blog.axway.com/learning-center/apis/basics/different-types-apis"}'); +INSERT INTO "resources" VALUES('https://apifriends.com/api-management/what-is-an-api','apifriends.com: What is an API?','','N/A',0,'A curated technical resource and architectural guide covering apifriends.com: What is an API? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903189790637707e+09,0,'2026-05-17T17:31:37.906377+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/api.md"]','["api.md"]','{}','{"duplicate_of": "https://www.postman.com/what-is-an-api"}'); INSERT INTO "resources" VALUES('https://apiiro.com/blog/malicious-kubernetes-helm-charts-can-be-used-to-steal-sensitive-information-from-argo-cd-deployments','apiiro.com: Malicious Kubernetes Helm Charts can be used to steal sensitive information from Argo CD deployments','','2022',0,'Crucial security report highlighting vulnerabilities where malicious or compromised Helm charts exploit the template-rendering engine of GitOps systems (like Argo CD) to expose sensitive secrets or execute side-channel attacks.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Security", "Vulnerabilities", "Argo CD Security"]','["[COMMUNITY-TOOL]"]','[]','["helm.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://apilandscape.apiscene.io','API Landscape','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','7a6754159e6e7f78a327eb017cf49b8d59f7244c2958b34c11eaf976dd0644f5',100.0,1.77903065557724809e+09,0,'2026-05-17T17:10:55.577248+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://apilandscape.apiscene.io','API Landscape','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7a6754159e6e7f78a327eb017cf49b8d59f7244c2958b34c11eaf976dd0644f5',100.0,1.77903065557724809e+09,0,'2026-05-17T17:10:55.577248+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{"duplicate_of": "https://www.apidays.co/api-landscape"}'); INSERT INTO "resources" VALUES('https://apimarket.cecabank.es','Cecabank API Market','','2026',3,'Cecabank''s developer platform designed to align financial integration with the PSD2 mandate. It provides endpoints for third-party providers (TPPs) to execute payment initiations and retrieve consolidated account balance statements.','Spanish','Enterprise Product','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Domain APIs", "Fintech", "Banking Gateways"]','["[COMMUNITY-TOOL]"]','[]','["developerportals.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://apis.developer.tsb.co.uk','TSB API Developer Portal','','2026',3,'A PSD2-compliant developer ecosystem facilitating open-banking integration with TSB Bank. It offers sandbox environments, sandbox mock data, and security protocols to test account information and payment initiation APIs.','English','Enterprise Product','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Domain APIs", "Fintech", "Banking Gateways"]','["[COMMUNITY-TOOL]"]','[]','["developerportals.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://apistore.caixabank.com','CaixaBank API Store','','N/A',0,'A curated technical resource and architectural guide covering CaixaBank API Store in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790305899310851e+09,0,'2026-05-17T17:09:49.931085+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/developerportals.md"]','["developerportals.md"]','{}','{}'); @@ -387,16 +387,16 @@ INSERT INTO "resources" VALUES('https://apkplz.net/app/com.LearningSolution.Lear INSERT INTO "resources" VALUES('https://apmblog.dynatrace.com/2011/05/11/how-garbage-collection-differs-in-the-three-big-jvms','How Garbage Collection differs in the three big JVMs','','2011',0,'An architectural comparison of garbage collection strategies across the three historically major JVM engines: Oracle HotSpot, IBM J9, and Oracle JRockit. It evaluates generational assumptions, compaction pauses, and old-generation management policies. Although useful for legacy support, it predates modern developments like ZGC or Shenandoah.','English','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2011-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Java Virtual Machine", "Garbage Collection"]','["[LEGACY]"]','[]','["java-and-java-performance-optimization.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://apolicy.io','Apolicy','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','1b5d21a5dc646db1a9d3a1b520d2c0d56a1596c91a2b72344622cd773bd35d19',100.0,1.77903141051639795e+09,0,'2026-05-17T17:23:30.516398+02:00',NULL,NULL,NULL,'[]','[]','["docs/securityascode.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://app.diagrams.net','draw.io','','2025',5,'The premier open-source interactive canvas for drafting clean UML schemas, Kubernetes layers, and custom network structures. Features broad integration capabilities and local execution variants.','JavaScript','Web Application','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture & Visualization", "Interactive Diagramming", "Web"]','["[DE FACTO STANDARD]"]','[]','["cloud-arch-diagrams.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://app.getambassador.io','Ambassador Edge Stack. K8S Initializer (scaffolding tool) 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','N/A',100.0,1.77903223972980499e+09,0,'2026-05-17T17:37:19.729805+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md", "docs/scaffolding.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://app.getambassador.io','Ambassador Edge Stack. K8S Initializer (scaffolding tool) 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1.77903223972980499e+09,0,'2026-05-17T17:37:19.729805+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md", "docs/scaffolding.md"]','[]','{}','{"duplicate_of": "https://blackbird.a8r.io"}'); INSERT INTO "resources" VALUES('https://app.getambassador.io/initializer','k8s Initializer 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','58ebedccfbb19f2d3b13281440b513e61047c409d5f0e90eb4a68dbdc3264431',100.0,1.77903275431637692e+09,0,'2026-05-17T17:45:54.316377+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://app.gitbook.com/o/-LbOdudvkdYwKCQYAHS8/s/RrlyoCHlF8LNFTvw74mT','Using Third Party Network Operators with OpenShift','','2020',0,'An analytical guide reviewing the integration of third-party network operators inside the OpenShift ecosystem. It details the interaction boundaries between the cluster-network-operator and custom CNI plugins. Architectural considerations focus on ensuring compatibility with OpenShift''s default SDN parameters, identity controls, and DNS routing setups to prevent operational regression during cluster upgrades.','English','Reference','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Orchestration", "Third-Party CNI"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://app.polymersearch.com/discover/aws','Everything AWS | Search and discover 6K+ quality AWS repositories','','2026',0,'An open-source exploration platform indexing over 6,000 AWS repositories. It assists platform architects in discovering community-validated CDK constructs, deployment templates, and cloud helper scripts.','N/A','Repository','Intermediate',0,'online','manual','cc94765c29e878b6c6f5a4cc86bee8d2de2fd1b0bf3444936b36a5a81c8a4646',100.0,1.77902916353121495e+09,1,'2026-05-17T16:46:03.531215+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Learning & News"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://app.rollout.io','CloudBees Rollout 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','0afad09dc886ae98b42ac56b575ab5fdf3c508af321703084877f23a58d0f3a8',100.0,1.77903151128744506e+09,0,'2026-05-17T17:25:11.287445+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://app.vagrantup.com/ansible/boxes/tower','vagrant: ansible tower','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','cfb1d00cefb9fbdbbee65df180a91ee861e70bff27fec81a2daad38a5cbb2174',100.0,1.77903159637984299e+09,0,'2026-05-17T17:26:36.379843+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://app.vagrantup.com/krlex/boxes/centos-awx','vagrant: centos-awx','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','cfb1d00cefb9fbdbbee65df180a91ee861e70bff27fec81a2daad38a5cbb2174',100.0,1.77903451002474808e+09,0,'2026-05-17T18:15:10.024748+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://app.vagrantup.com/ansible/boxes/tower','vagrant: ansible tower','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','cfb1d00cefb9fbdbbee65df180a91ee861e70bff27fec81a2daad38a5cbb2174',100.0,1.77903159637984299e+09,0,'2026-05-17T17:26:36.379843+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{"duplicate_of": "https://portal.cloud.hashicorp.com/vagrant/discover/ansible/tower"}'); +INSERT INTO "resources" VALUES('https://app.vagrantup.com/krlex/boxes/centos-awx','vagrant: centos-awx','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','cfb1d00cefb9fbdbbee65df180a91ee861e70bff27fec81a2daad38a5cbb2174',100.0,1.77903451002474808e+09,0,'2026-05-17T18:15:10.024748+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{"duplicate_of": "https://app.vagrantup.com/ansible/boxes/tower"}'); INSERT INTO "resources" VALUES('https://appium.io','appium.io','','2024',5,'An open-source, cross-platform mobile automation tool implementing the W3C WebDriver protocol for native, hybrid, and mobile web applications. Establishes a standard interface to control iOS (via XCUITest) and Android (via UIAutomator2) devices without requiring recompilation of the target mobile applications.','Multi-language','Repository','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Quality Assurance & Testing", "Mobile Automation", "Appium Core"]','["[DE FACTO STANDARD]"]','[]','["test-automation-frameworks.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://appscode.com/blog/post/openshift-mongodb','blog.byte.builders: Manage MongoDB in Openshift Using KubeDB','','2021',4,'Demonstrates how to run and manage MongoDB instances on OpenShift using the KubeDB Operator. Covers scaling clusters, orchestrating schema updates, configuring persistent disk claims, and executing point-in-time recoveries.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Kubernetes", "Database Orchestration", "Operator Integrations"]','["[ENTERPRISE-STABLE]"]','[]','["ocp4.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://appsecengineer.com/courses/kubernetes-policy-management-with-kyverno','appsecengineer.com: Kubernetes Policy Management with Kyverno','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','62b70f6440830bc9558111b52c1d7d5546e13116140f7f50fb765573b7a2193b',100.0,1.77903392405637288e+09,0,'2026-05-17T18:05:24.056373+02:00',NULL,NULL,NULL,'[]','[]','["docs/securityascode.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://appsecengineer.com/courses/kubernetes-policy-management-with-kyverno','appsecengineer.com: Kubernetes Policy Management with Kyverno','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','62b70f6440830bc9558111b52c1d7d5546e13116140f7f50fb765573b7a2193b',100.0,1.77903392405637288e+09,0,'2026-05-17T18:05:24.056373+02:00',NULL,NULL,NULL,'[]','[]','["docs/securityascode.md"]','[]','{}','{"duplicate_of": "https://www.appsecengineer.com/courses-collection/kubernetes-policy-management-with-kyverno"}'); INSERT INTO "resources" VALUES('https://aprendegit.com/git-flow-la-rama-develop-y-uso-de-feature-branches','aprendegit.com: git-flow: la rama develop y uso de feature branches','','2016',0,'A Spanish-language tutorial focusing on the mechanics of the GitFlow `develop` branch and feature integration lifecycle. It outlines merge patterns and synchronization techniques to help developers keep active lines aligned during parallel sprints.','Markdown','Guide','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control Systems", "Git Workflows"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aprenderbigdata.com/databricks','aprenderbigdata.com: Databricks: IntroducciΓ³n a Spark en la nube','- Databricks es el nombre de la plataforma analΓ­tica de datos basada en Apache Spark desarrollada por la compaΓ±Γ­a con el mismo nombre. La empresa se fundΓ³ en 2013 con los creadores y los desarrolladores principales de Spark. Permite hacer analΓ­tica Big Data e inteligencia artificial con Spark de una forma sencilla y colaborativa. - Esta plataforma estΓ‘ disponible como servicio cloud en Microsoft Azure y Amazon Web Services (AWS).','2022',3,'Offers a clear Spanish-language introduction to Databricks, highlighting its managed Apache Spark ecosystem across AWS and Azure. Demystifies collaborative notebooks, workspace management, and optimized runtimes. Live Grounding shows that Databricks continues to expand its lakehouse dominance, abstracting underlying infrastructure away from data engineers while offering native cloud integrations.','Spanish','Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data & AI", "Cloud Platforms", "Databricks"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-bigdata.md"]','{}','{}'); @@ -406,7 +406,7 @@ INSERT INTO "resources" VALUES('https://arabitnetwork.com/2021/03/13/k8s-enablin INSERT INTO "resources" VALUES('https://arc.dev','arc - formerly codementor','','2026',0,'Formerly known as Codementor, Arc specializes in matching software developers with mentorship and remote work opportunities. The platform facilitates direct knowledge transfer alongside enterprise recruiting. Live grounding shows robust integration of AI career-guidance tools alongside traditional freelance pipelines.','English','Platform/SaaS','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Remote Work & Career", "Talent Platforms", "Mentorship Networks"]','["[COMMUNITY-TOOL]"]','[]','["freelancing.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://architectelevator.com/cloud/hybrid-multi-cloud','architectelevator.com: Multi Cloud Architecture: Decisions and Options','','2021',0,'Analyses strategic multi-cloud architectural decisions. Gregor Hohpe presents frameworks to distinguish between cloud integration, portability, and distribution, highlighting that multi-cloud should be a deliberate architectural choice rather than a default risk-mitigation strategy.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Strategy", "Multi-Cloud Decisions"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://architectelevator.com/cloud/serverless-design-patterns','architectelevator.com: Concerned about Serverless Lock-in? Consider Patterns!','','2020',4,'Proposes core mitigation strategies for cloud vendor lock-in through abstraction layers, hexagonal architecture, and port-and-adapters design patterns.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Serverless", "Design Patterns"]','["[ENTERPRISE-STABLE]"]','[]','["serverless.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://architecturenotes.co/12-factor-app-revisited','architecturenotes.co: 12 Factor App Revisited','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','9ac61602a5b0bfed64302cf6719324bec6d98bd799485e73f7bdd23c6b36c291',100.0,1.77903442479854106e+09,0,'2026-05-17T18:13:44.798541+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://architecturenotes.co/12-factor-app-revisited','architecturenotes.co: 12 Factor App Revisited','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','9ac61602a5b0bfed64302cf6719324bec6d98bd799485e73f7bdd23c6b36c291',100.0,1.77903442479854106e+09,0,'2026-05-17T18:13:44.798541+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{"duplicate_of": "https://architecturenotes.co/p/12-factor-app-revisited"}'); INSERT INTO "resources" VALUES('https://architecturenotes.co/p/12-factor-app-revisited','architecturenotes.co: 12 Factor App Revisited','','2023',0,'Critically evaluates how classic 12-Factor concepts have aged. Addresses the challenges of serverless scaling, API-first interfaces, distributed telemetry, and modern build/release pipelines.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Patterns", "Twelve-Factor App"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://architecturenotes.co/p/redis','architecturenotes.co: Redis Explained 🌟🌟','','2022',4,'An exceptional, visually illustrated deep-dive analyzing Redis execution cycles, single-threaded multiplexing event loops, and data structural formats. Demystifies complex operational mechanisms such as AOF/RDB persistence and memory eviction strategies.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Caching", "In-Memory Datastores", "Redis Deep-Dive"]','["[ENTERPRISE-STABLE]"]','[]','["caching.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://architecturenotes.co/p/things-you-should-know-about-databases','architecturenotes.co: Things You Should Know About Databases','','2022',0,'A high-density masterclass on database internals. Provides clear, deeply visual breakdowns of write-ahead logs (WAL), transaction isolation levels, indexing data structures (B-Trees vs LSM Trees), and database buffer pools.','English','Deep Dive','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Database Architecture", "Core Concepts", "Engineering Essentials"]','["[COMMUNITY-TOOL]"]','[]','["databases.md"]','{}','{}'); @@ -414,7 +414,7 @@ INSERT INTO "resources" VALUES('https://architecturenotes.co/redis','==architect INSERT INTO "resources" VALUES('https://architecturenotes.co/things-you-should-know-about-databases','==architecturenotes.co: Things You Should Know About Databases==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','cca61e2ae3ab129761cc96050c8756fe73ae3091d3251ecef9d4473ad61047c8',100.0,1.77903267962406396e+09,0,'2026-05-17T17:44:39.624064+02:00',NULL,NULL,NULL,'[]','[]','["docs/databases.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://archive.grafana.com/docs/grafana/v5.4','grafana.com/docs/v5.4/','','2018',0,'Archived documentation for Grafana v5.4, preserved primarily to reference legacy metrics collection architectures from early OpenShift 4 telemetry configurations.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability & Ops", "Metrics Visualization", "Grafana Old Versions"]','["[LEGACY]"]','[]','["ocp4.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://archive.kabisa.nl/tech/k8s-workshop-in-a-box','Kubernetes workshop in a box','- [GitHub: K8s workshop in a box](https://github.com/kabisa/k8s-workshop-in-a-box)','2020',0,'An archival portal hosting a self-contained, offline-capable ''Kubernetes Workshop in a Box.'' Designed to run interactive tutorials without reliable internet connections. (Live Grounding: While some container tooling patterns are archived, the offline structure is a highly referenced model for local development isolation).','YAML','Workshop Material','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Infrastructure", "Learning Resources", "Kubernetes Workshops"]','["[LEGACY]"]','[]','["demos.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://argon2-cffi.readthedocs.io','argon2-cffi','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','07dc74516f809d9607d6446bdce50dd64cac2c70fe5c2f02a64c4287c51703d6',100.0,1779031541.46109,0,'2026-05-17T17:25:41.461090+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://argon2-cffi.readthedocs.io','argon2-cffi','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','07dc74516f809d9607d6446bdce50dd64cac2c70fe5c2f02a64c4287c51703d6',100.0,1779031541.46109,0,'2026-05-17T17:25:41.461090+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{"duplicate_of": "https://argon2-cffi.readthedocs.io/en/stable"}'); INSERT INTO "resources" VALUES('https://argon2-cffi.readthedocs.io/en/stable','argon2-cffi','','2026',5,'The recommended CFFI Python interface for Argon2, the winner of the Password Hashing Competition. Provides extreme resistance against CPU-intensive and GPU-based parallel hardware attack mechanisms. Excellent for hashing secrets and credentials inside authentication backend APIs.','Python','Library','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Cryptography", "Hashing Algorithms"]','["[DE FACTO STANDARD]"]','[]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://argonsys.com/microsoft-cloud/library/how-to-query-azure-resources-using-the-azure-cli','argonsys.com: How to query Azure resources using the Azure CLI','','2022',0,'Shows how to build and execute JMESPath expressions within standard Azure CLI inputs, enabling programmatic array sorting and resource discovery.','None','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform Management", "Microsoft Azure", "Azure CLI", "JMESPath Querying"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://argoproj.github.io','ArgoCD','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','f624ce88391cb9845b3acb71c58007b1af69a70cf86dd2f5b59210fe63e97d7d',100.0,1779033973.74796,1,'2026-05-17T18:06:13.747960+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}'); @@ -422,13 +422,13 @@ INSERT INTO "resources" VALUES('https://argoproj.github.io/argo-cd','Argo CD','' INSERT INTO "resources" VALUES('https://argoproj.github.io/argo-events','argoproj.github.io: Argo Events - The Event-driven Workflow Automation Framework','','2026',0,'The standard event-driven orchestration engine for Kubernetes. Argo Events integrates with sources like webhooks, S3, or pub-sub, dynamically executing serverless triggers, custom scripts, and Argo Workflows with native scalability.','Go','Operator','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes GitOps & Packaging", "Argo Project Ecosystem", "Event-Driven Automation"]','["[COMMUNITY-TOOL]"]','[]','["argo.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://argoproj.github.io/argo-rollouts','argoproj.github.io: Argo Rollouts - Kubernetes Progressive Delivery Controller','','2023',5,'Introduces the core concepts of Argo Rollouts, which replaces standard Kubernetes Deployment objects with custom Rollout resources. Enables automatic analysis, metrics integration (Prometheus, Datadog), and automated rollback strategies.','English','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps & CD", "Argo Rollouts", "Progressive Delivery"]','["[DE FACTO STANDARD]"]','[]','["argo.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://arinco.com.au/blog/awesome-azure-policy-chapter-1','arinco.com.au: Awesome Azure Policy Chapter 1','','2022',0,'Granular deployment guide for Azure Policy architecture, focusing on the fundamentals of constructing custom JSON definitions. Explains parameter declaration, execution contexts, and mapping policy structures to target enterprise workloads.','English','Technical Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Governance & Management", "Enterprise Governance", "Compliance"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["azure.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://arinco.com.au/blog/awesome-azure-policy-chapter-2','arinco.com.au: Awesome Azure Policy Chapter 2','','2022',0,'Advanced mechanics of Azure Policy, exploring parameter inheritance, deployIfNotExists policies, and automated remediation tasks across massive enterprise management groups. Key to achieving continuous compliance without developer bottlenecking.','English','Technical Guide','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Governance & Management", "Enterprise Governance", "Compliance"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["azure.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://arjavdave.com/2021/03/11/continuous-integration-for-ios-on-azure-devops-part-1','arjavdave.com: Continuous Integration: CI/CD for iOS (Part 1)','','N/A',0,'A curated technical resource and architectural guide covering arjavdave.com: Continuous Integration: CI/CD for iOS (Part 1) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','14e7174c450d87f96de4989197db318984677fc2a2c9f6a3fa27241a2e6216f8',100.0,1.77903111514629507e+09,0,'2026-05-17T17:18:35.146295+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://arinco.com.au/blog/awesome-azure-policy-chapter-2','arinco.com.au: Awesome Azure Policy Chapter 2','','2022',0,'Advanced mechanics of Azure Policy, exploring parameter inheritance, deployIfNotExists policies, and automated remediation tasks across massive enterprise management groups. Key to achieving continuous compliance without developer bottlenecking.','English','Technical Guide','Advanced',0,'duplicate','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Governance & Management", "Enterprise Governance", "Compliance"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["azure.md"]','{}','{"duplicate_of": "https://arinco.com.au/blog/awesome-azure-policy-chapter-1"}'); +INSERT INTO "resources" VALUES('https://arjavdave.com/2021/03/11/continuous-integration-for-ios-on-azure-devops-part-1','arjavdave.com: Continuous Integration: CI/CD for iOS (Part 1)','','N/A',0,'A curated technical resource and architectural guide covering arjavdave.com: Continuous Integration: CI/CD for iOS (Part 1) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','14e7174c450d87f96de4989197db318984677fc2a2c9f6a3fa27241a2e6216f8',100.0,1.77903111514629507e+09,0,'2026-05-17T17:18:35.146295+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{"duplicate_of": "https://arjavdave.com"}'); INSERT INTO "resources" VALUES('https://armin.su/ssl-certificates-from-lets-encrypt-for-kubernetes-private-ingress-via-terraform-c9f595ee65fa','armin.su: SSL certificates from Let’s Encrypt for Kubernetes Private Ingress'' via Terraform','','N/A',0,'A curated technical resource and architectural guide covering armin.su: SSL certificates from Let’s Encrypt for Kubernetes Private Ingress'' via Terraform in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903032285117101e+09,0,'2026-05-17T17:05:22.851171+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://arnoldgalovics.com/github-actions-oracle-cloud-kubernetes','arnoldgalovics.com: GitHub Actions CI/CD For Oracle Cloud Kubernetes','','2021',0,'A detailed technical walkthrough showcasing the implementation of automated deployment pipelines using GitHub Actions to target Oracle Cloud Infrastructure Container Engine for Kubernetes (OKE). It delineates secure OCI API authentication configurations, container image construction, and rollout orchestrations. (Live Grounding: Represents a standard, practical approach to OKE deployments using runners, contrasting with traditional enterprise Jenkins setups).','YAML/Shell','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code & CI-CD", "CI-CD Pipelines", "GitHub Actions", "Oracle Cloud Infrastructure"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://arnoldgalovics.com/java-and-spring-boot-multiline-log-support-for-fluentd-efk-stack','arnoldgalovics.com: Java and Spring Boot multiline log support for Fluentd'' (EFK stack)','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','ab40174b43145730a87eb84fe4f855756c1779a8278c21cf21e51a7863003d20',100.0,1.7790331016960709e+09,0,'2026-05-17T17:51:41.696071+02:00',NULL,NULL,NULL,'[]','[]','["docs/java_frameworks.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://arnoldgalovics.com/java-and-spring-boot-multiline-log-support-for-fluentd-efk-stack','arnoldgalovics.com: Java and Spring Boot multiline log support for Fluentd'' (EFK stack)','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ab40174b43145730a87eb84fe4f855756c1779a8278c21cf21e51a7863003d20',100.0,1.7790331016960709e+09,0,'2026-05-17T17:51:41.696071+02:00',NULL,NULL,NULL,'[]','[]','["docs/java_frameworks.md"]','[]','{}','{"duplicate_of": "https://arnoldgalovics.com/java-multiline-logs-fluentd"}'); INSERT INTO "resources" VALUES('https://arnoldgalovics.com/java-multiline-logs-fluentd','arnoldgalovics.com: Java and Spring Boot multiline log support for Fluentd (EFK stack)','','2021',0,'Solves the complex problem of forwarding multiline stack traces from Spring Boot to central logging platforms like Fluentd. It provides clear configuration patterns to parse multiline trace logs into structured JSON payloads, preventing log fragmentation.','Java','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes & Cloud Native", "Observability", "Logging"]','["[COMMUNITY-TOOL]"]','[]','["java_frameworks.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://around25.com/blog/horizontal-pod-autoscaler-in-kubernetes','around25.com: Horizontal Pod Autoscaler in Kubernetes 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','446b2ce91d7a490438739e6f05342b4dd4da1e40410dcdb3cabd03ae5488fbaa',100.0,1.77903060901518297e+09,0,'2026-05-17T17:10:09.015183+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-autoscaling.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://around25.com/blog/horizontal-pod-autoscaler-in-kubernetes','around25.com: Horizontal Pod Autoscaler in Kubernetes 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','446b2ce91d7a490438739e6f05342b4dd4da1e40410dcdb3cabd03ae5488fbaa',100.0,1.77903060901518297e+09,0,'2026-05-17T17:10:09.015183+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-autoscaling.md"]','[]','{}','{"duplicate_of": "https://www.around25.com/blog/horizontal-pod-autoscaler-in-kubernetes"}'); INSERT INTO "resources" VALUES('https://aroworkshop.io',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering aroworkshop.io in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031729.87525,0,'2026-05-17T17:28:49.875250+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/openshift.md"]','["openshift.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://arstechnica.com/gadgets/2021/01/centos-is-gone-but-rhel-is-now-free-for-up-to-16-production-servers','arstechnica.com: CentOS is goneβ€”but RHEL is now free for up to 16 production servers','','2021',2,'Report on Red Hat''s post-CentOS mitigation strategy, which expanded free Red Hat Enterprise Linux (RHEL) individual developer subscriptions to support up to 16 production nodes, easing the transition for small operations.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Operating Systems", "Linux Distributions"]','["[COMMUNITY-TOOL]"]','[]','["linux.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://arstechnica.com/gadgets/2021/01/on-the-death-of-centos-red-hat-liaison-brian-exelbierd-speaks','arstechnica.com: Why Red Hat killed CentOSβ€”a CentOS board member speaks','','2021',2,'Behind-the-scenes perspective on the transition to CentOS Stream. Argues that CentOS Linux was a dead end that did not contribute back to RHEL, while CentOS Stream serves as an active, collaborative innovation platform.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Operating Systems", "Linux Distributions"]','["[COMMUNITY-TOOL]"]','[]','["linux.md"]','{}','{}'); @@ -454,7 +454,7 @@ INSERT INTO "resources" VALUES('https://arun-sisodiya.medium.com/kyverno-a-polic INSERT INTO "resources" VALUES('https://asciiflow.com','ASCIIFlow','','2026',0,'ASCIIFlow is a highly practical, browser-based editor used to design clear, text-based ASCII flowcharts and architecture diagrams. It is widely valued by software engineers and systems architects for embedding clean diagrams directly into markdown readme files, codebases, and configuration headers. This straightforward design utility simplifies collaborative technical documentation across teams.','TypeScript','Web Tool','Beginner',0,'online','manual','2a7bca173bfbf450a20db316ed20f18c6d034406626db64b202117f226e7b5c3',100.0,1.77903112224654793e+09,1,'2026-05-17T17:18:42.246548+02:00',NULL,NULL,NULL,'["Documentation", "Diagramming", "Developer Tooling"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://asdf-vm.com','ASDF 🌟','','2026',5,'An extensible CLI runtime version manager that unifies environment configurations (Node.js, Ruby, Python, Elixir, Go, and more) under a single .tool-versions file. Successfully eliminates environment drift across development machines and CI runners via a robust plugin-driven architecture.','Shell','CLI Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Local Developer Environment", "Version Management", "Multi-Language Runtimes"]','["[DE FACTO STANDARD]"]','[]','["devops-tools.md", "linux-dev-env.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://ashishtechmill.com/cicd-workflow-for-spring-boot-application-on-kubernetes-via-skaffold','ashishtechmill.com: CI/CD Workflow for Spring Boot Application on Kubernetes'' via Skaffold','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903088642224597e+09,0,'2026-05-17T17:14:46.422246+02:00',NULL,NULL,NULL,'[]','[]','["docs/scaffolding.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://ashishtechmill.com/demystifying-google-container-tool-jib-java-image-builder','ashishtechmill.com: Demystifying Google Container Tool Jib: Java Image Builder','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','N/A',100.0,1.77903114886566591e+09,0,'2026-05-17T17:19:08.865666+02:00',NULL,NULL,NULL,'[]','[]','["docs/maven-gradle.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://ashishtechmill.com/demystifying-google-container-tool-jib-java-image-builder','ashishtechmill.com: Demystifying Google Container Tool Jib: Java Image Builder','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1.77903114886566591e+09,0,'2026-05-17T17:19:08.865666+02:00',NULL,NULL,NULL,'[]','[]','["docs/maven-gradle.md"]','[]','{}','{"duplicate_of": "https://www.ashishtechmill.com/demystifying-google-container-tool-jib-java-image-builder"}'); INSERT INTO "resources" VALUES('https://asishmm.medium.com/discussion-on-horizontal-pod-autoscaler-with-a-demo-on-local-k8s-cluster-81694c09f818','asishmm.medium.com: Discussion on Horizontal Pod Autoscaler with a demo'' on local k8s cluster','','N/A',0,'A curated technical resource and architectural guide covering asishmm.medium.com: Discussion on Horizontal Pod Autoscaler with a demo'' on local k8s cluster in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903258673172807e+09,0,'2026-05-17T17:43:06.731728+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://asonisg.medium.com/multi-tenancy-with-kubernetes-part-1-8ac4e5083e31','asonisg.medium.com: Multi-tenancy with Kubernetes (Part-1)','','N/A',0,'A curated technical resource and architectural guide covering asonisg.medium.com: Multi-tenancy with Kubernetes (Part-1) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903208769657301e+09,0,'2026-05-17T17:34:47.696573+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://astrofrog.github.io/blog/2016/01/12/stop-writing-python-4-incompatible-code','Stop writing code that will break on Python 4!','','2016',0,'Warns against brittle version check logic (e.g., hardcoded string indexing or strict `sys.version_info[0] == 3`) that would fail when Python 4 releases. 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This architectural guide remains highly relevant for legacy and enterprise codebase preservation.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Python Core", "Compatibility"]','["[LEGACY]"]','[]','["python.md"]','{}','{}'); @@ -480,7 +480,7 @@ INSERT INTO "resources" VALUES('https://automationqahub.com/how-to-install-playw INSERT INTO "resources" VALUES('https://automationqahub.com/how-to-publish-extentreport-using-jenkins','automationqahub.com: How To Publish ExtentReport Using Jenkins','','2021',0,'Shows how to integrate the Jenkins HTML Publisher plugin to generate interactive ExtentReport test reports inside build views. *Curator Insight*: Publishing test metrics. *Live Grounding*: Essential for making automation test feedback available inside build dashboards.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Pipelines", "Code Quality", "Test Automation"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://automationqahub.com/latest-api-testing-interview-questions-and-answers','automationqahub.com: Latest API Testing Interview Questions And Answers','','2026',0,'A concise roadmap evaluating core concepts of web service API validation structures. Details functional request testing, HTTP status assert mapping, and structural performance validations in automated integration scopes.','None','Interview Q&A','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Career & Interview Preparation", "Interview Prep", "API & Automation Testing"]','["[COMMUNITY-TOOL]"]','[]','["interview-questions.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://automationqahub.com/latest-rest-assured-interview-questions','automationqahub.com: Latest Rest Assured Interview Questions','','2021',3,'Deep-dive into Rest Assured framework mechanics for validating HTTP endpoints. Evaluates request/response logging, authentication mechanisms, custom deserialization engines, and structural JSON assertions.','Java','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Testing", "API Automation", "REST Assured"]','["[COMMUNITY-TOOL]"]','[]','["interview-questions.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://automationqahub.com/latest-selenium-interview-questions-and-answers','automationqahub.com: The Ultimate List of Selenium Interview Questions','','2026',0,'A comprehensive list of interview questions targeting browser-based Selenium test suites. Explains element locator strategies, synchronization waits, and optimization patterns for Page Object Model setups.','None','Interview Q&A','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Career & Interview Preparation", "Interview Prep", "Selenium Automation"]','["[COMMUNITY-TOOL]"]','[]','["interview-questions.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://automationqahub.com/latest-selenium-interview-questions-and-answers','automationqahub.com: The Ultimate List of Selenium Interview Questions','','2026',0,'A comprehensive list of interview questions targeting browser-based Selenium test suites. Explains element locator strategies, synchronization waits, and optimization patterns for Page Object Model setups.','None','Interview Q&A','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Career & Interview Preparation", "Interview Prep", "Selenium Automation"]','["[COMMUNITY-TOOL]"]','[]','["interview-questions.md"]','{}','{"duplicate_of": "https://automationqahub.com/common-cypress-interview-questions"}'); INSERT INTO "resources" VALUES('https://automationqahub.com/mastering-git-your-ultimate-git-cheat-sheet-for-quick-reference','automationqahub.com: The Ultimate Git Cheat Sheet 🌟','','2026',0,'A comprehensive, production-ready Git reference sheet. Synthesizes key command structures for staging, branch synchronization, merging mechanics, state backtracking, and log tracking.','None','Cheat Sheet','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Career & Interview Preparation", "Reference Vaults", "Git & Version Control"]','["[COMMUNITY-TOOL]"]','[]','["interview-questions.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://automationqahub.com/popular-software-testing-interview-questions','automationqahub.com: Top Software Testing Interview Questions','','2021',3,'Comprehensive software testing reference mapping manual testing strategies, automated validation practices, test design methodologies, and classic bug lifecycle patterns.','None','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Testing", "Fundamentals", "QA Methodology"]','["[COMMUNITY-TOOL]"]','[]','["interview-questions.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://automationreinvented.blogspot.com/2020/02/top-18-docker-commands-for-aytomation.html','Top 18 Docker commands for Automation Tester/Devops/SDET/Test Lead? 🌟','','2020',0,'A structured compilation of fundamental Docker CLI diagnostics commands. Guides engineers through inspecting layer details, logs, network spaces, and system usage stats.','Bash','Cheat Sheet','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Container Basics", "Docker Commands"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["docker.md"]','{}','{}'); @@ -513,7 +513,7 @@ INSERT INTO "resources" VALUES('https://awesomeopensource.com/project/William-Ye INSERT INTO "resources" VALUES('https://awesomeopensource.com/project/cloudposse/terraform-aws-multi-az-subnets','awesomeopensource.com: Terraform Aws Multi Az Subnets','','N/A',0,'A curated technical resource and architectural guide covering awesomeopensource.com: Terraform Aws Multi Az Subnets in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903035266983294e+09,0,'2026-05-17T17:05:52.669833+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://awesomeopensource.com/project/sirredbeard/Awesome-WSL','Awesome WSL','','N/A',0,'A curated technical resource and architectural guide covering Awesome WSL in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903082719071292e+09,0,'2026-05-17T17:13:47.190713+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["other-awesome-lists.md"]','{}','{"is_special": true}'); INSERT INTO "resources" VALUES('https://awesomeopensource.com/projects/cidr','awesomeopensource.com: The Top 110 Cidr Open Source Projects on Github 🌟','','N/A',0,'A curated technical resource and architectural guide covering awesomeopensource.com: The Top 110 Cidr Open Source Projects on Github 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903022841461801e+09,0,'2026-05-17T17:03:48.414618+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/networking.md", "docs/other-awesome-lists.md"]','["networking.md", "other-awesome-lists.md"]','{}','{"is_special": true}'); -INSERT INTO "resources" VALUES('https://awesomerank.github.io/lists/janikvonrotz/awesome-powershell.html','awesomerank.github.io: janikvonrotz/awesome-powershell','','2026',0,'An automatically ranked rendering of the Awesome PowerShell directory, categorizing contributions by community engagement and updates. It provides engineers with instant visibility into which PowerShell modules are actively maintained versus those that have lapsed into legacy status.','N/A','Website','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Tools", "Scripts", "PowerShell"]','["[LEGACY]"]','[]','["other-awesome-lists.md"]','{}','{"is_special": true}'); +INSERT INTO "resources" VALUES('https://awesomerank.github.io/lists/janikvonrotz/awesome-powershell.html','awesomerank.github.io: janikvonrotz/awesome-powershell','','2026',0,'An automatically ranked rendering of the Awesome PowerShell directory, categorizing contributions by community engagement and updates. It provides engineers with instant visibility into which PowerShell modules are actively maintained versus those that have lapsed into legacy status.','N/A','Website','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Tools", "Scripts", "PowerShell"]','["[LEGACY]"]','[]','["other-awesome-lists.md"]','{}','{"is_special": true, "duplicate_of": "https://github.com/janikvonrotz/awesome-powershell"}'); INSERT INTO "resources" VALUES('https://awkwardferny.medium.com/setting-up-distributed-tracing-with-opentelemetry-jaeger-in-kubernetes-ingress-nginx-cfdda7d9441d','awkwardferny.medium.com: Setting up Distributed Tracing in Kubernetes with'' OpenTracing, Jaeger, and Ingress-NGINX','','N/A',0,'A curated technical resource and architectural guide covering awkwardferny.medium.com: Setting up Distributed Tracing in Kubernetes with'' OpenTracing, Jaeger, and Ingress-NGINX in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903053848194408e+09,0,'2026-05-17T17:08:58.481944+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws-latency.altaircp.com','Find the fastest region from your location','','2018',0,'An essential community-built utility for testing regional latencies directly from client browsers to AWS data centers. Critical for architects choosing optimal regions for low-latency interactive applications and global disaster recovery architectures.','English','blog','beginner',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Performance Optimization"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws-observability.github.io/terraform-aws-observability-accelerator','aws-observability.github.io: AWS Observability Accelerator for Terraform 🌟','','2024',0,'The AWS Observability Accelerator is an official collection of production-grade Terraform modules. Quickly configures and installs ADOT, Amazon Managed Service for Prometheus, and Grafana on Amazon EKS clusters.','HCL','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "EKS & Container Orchestration"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}'); @@ -597,7 +597,7 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2023/ INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2023/02/aws-sam-cli-sam-list-command-inspect-resources','AWS SAM CLI introduces β€˜sam list’ command to inspect AWS SAM resources','','2023',0,'AWS SAM CLI introduced the ''sam list'' command to improve local diagnostics for serverless stacks. This tool displays resource endpoints, IAM roles, and stack states directly within the terminal, streamlining deployment workflows.','None','Developer Tool','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Serverless", "Developer Tooling"]','["[COMMUNITY-TOOL]"]','[]','["aws-newfeatures.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2023/02/enable-aws-systems-manager-default-all-ec2-instances-account','Announcing the ability to enable AWS Systems Manager by default across all EC2 instances in an account','','2023',0,'AWS Systems Manager launched ''Default Host Management Configuration'', enabling standard host management across all EC2 instances inside an account automatically, removing manual profile attachment requirements.','None','Cloud Service','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Governance", "Systems Management"]','["[COMMUNITY-TOOL]"]','[]','["aws-newfeatures.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2023/03/amazon-detective-graph-visualization-interactive-security-investigations','Amazon Detective adds graph visualization for interactive security investigations','','2023',0,'Amazon Detective updated its threat-hunting capabilities with interactive graph visualizations. Security analysts can trace access relationships, API anomalies, and suspicious activity logs visually across multi-account ecosystems.','None','Cloud Service','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Security", "Threat Hunting"]','["[COMMUNITY-TOOL]"]','[]','["aws-newfeatures.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2023/04/aws-transit-gateway-europe-spain-region','AWS Transit Gateway is now available in Europe (Spain) Region','','2023',0,'Product update announcement covering the launch of AWS Transit Gateway in the Europe (Spain) Region (eu-south-2). Allows complex hub-and-spoke networking architectures to route traffic at regional speed.','None','Technical Release','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platforms", "AWS Regional Infrastructure", "Spain"]','["[COMMUNITY-TOOL]"]','[]','["aws-spain.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2023/04/aws-transit-gateway-europe-spain-region','AWS Transit Gateway is now available in Europe (Spain) Region','','2023',0,'Product update announcement covering the launch of AWS Transit Gateway in the Europe (Spain) Region (eu-south-2). Allows complex hub-and-spoke networking architectures to route traffic at regional speed.','None','Technical Release','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platforms", "AWS Regional Infrastructure", "Spain"]','["[COMMUNITY-TOOL]"]','[]','["aws-spain.md", "aws.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2023/05/amazon-cloudfront-one-click-security-protections','Amazon CloudFront announces one-click security protections','','2023',0,'Amazon CloudFront introduced one-click security enablement, letting users easily provision AWS WAF protection directly from their CDN resource portal, simplifying deployment patterns.','None','Cloud Service','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Networking", "CDN Security"]','["[COMMUNITY-TOOL]"]','[]','["aws-newfeatures.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2023/05/aws-backup-cross-region-backups-four-regions','AWS Backup supports cross-Region backups in four new Regions','','2023',3,'An AWS announcement highlighting the addition of cross-region backup capabilities in four additional regions. Live Grounding emphasizes that cross-region vault copying is crucial for meeting geographic compliance and defending enterprise databases against whole-region infrastructure outages.','English','Release Announcement','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Disaster Recovery", "AWS Services", "Multi-Region"]','["[COMMUNITY-TOOL]"]','[]','["aws-backup.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2023/05/aws-management-console-private-access','Private Access to the AWS Management Console is generally available','','2023',0,'Details the general availability of Private Access to the AWS Management Console. This feature allows enterprise customers to limit console access to connections originating from specific network endpoints or VPCs, drastically reducing potential attack surfaces and ensuring secure administration paths.','English','Product Release','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Integrations", "AWS", "Security"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-releases.md"]','{}','{}'); @@ -614,12 +614,12 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2024/ INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2026/05/aws-local-zones-region-selector/?sc_channel=sm&sc_campaign=Launch_Campaign&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=awareness&trkCampaign=f9c69475-df97-4143-8955-acfd0ed7ce10&trk=f9c69475-df97-4143-8955-acfd0ed7ce10&linkId=944784139','AWS Management Console Local Zones in Region Selector','AWS Management Console introduces integrated visibility of opted-in AWS Local Zones directly within the top Region Selector navigation panel.','2026',4,'Curator Insight: Providing centralized edge infrastructure visibility directly in the management console significantly simplifies decentralized application deployment. Live Grounding: AWS''s latest announcement documents the inclusion of opted-in AWS Local Zones within the Region Selector, enabling operators to quickly navigate, govern, and view low-latency edge resources parented across multiple primary regions.','en','news','Intermediate',0,'online','automatic','5df95d0bac5716c2fecf1dab3e461025bb5ac2d2467ef6029dbff12ec132f82a',NULL,1.78035215826354599e+09,0,'2026-06-02T00:15:58.263546+02:00',NULL,NULL,NULL,'["AWS", "Management Console", "Infrastructure", "Local Zones"]','["[ENTERPRISE-STABLE]"]','[]','[]','{}','{"category": "aws-newfeatures", "reputation_status": "Vetted", "reputation_summary": "Officially released core feature within the AWS Management Console, supported globally.", "social_preview_url": "", "source_provenance": "X.com (awscloud)", "suggested_new_category": ""}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/activate','AWS Activate','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','2805722d4026971e82ee97b10d3579bc775a364891a4de0644874a1673284651',100.0,1.77903305080716204e+09,0,'2026-05-17T17:50:50.807162+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/activate','AWS Activate','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','2805722d4026971e82ee97b10d3579bc775a364891a4de0644874a1673284651',100.0,1.77903305080716204e+09,0,'2026-05-17T17:50:50.807162+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/startups"}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/app-mesh','aws.amazon.com/app-mesh','','2022',0,'Live Grounding Synthesis: Built on Envoy as AWS''s managed service mesh, AWS App Mesh was deprecated in late 2024 and fully sunsetted. Platform teams are urged to transition to Amazon ECS Service Connect or Amazon VPC Lattice.','English','Documentation','Medium',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "AWS"]','["[LEGACY]"]','[]','["aws-miscellaneous.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/application-migration-service','AWS Cloud Endure Migration','','2026',0,'Curator Insight maps the evolution of CloudEndure into AWS Application Migration Service (AWS MGN). Live Grounding confirms AWS MGN is the primary enterprise engine for lift-and-shift migrations, maintaining block-level replication of physical, virtual, or cloud-based servers directly to AWS target instances.','N/A','Platform','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Migration", "AWS MGN"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/apprunner','AWS App Runner 🌟','','2026',0,'Curator Insight outlines AWS App Runner as a fully managed container service for rapid web application and API deployment. Live Grounding confirms its position in 2026 as a premier choice for developers wanting to bypass Kubernetes complexity, offering automated load balancing, scaling, and TLS termination directly from source code or ECR.','N/A','Platform','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Development", "Container Orchestration", "App Runner"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/architecture/icons','AWS Architecture Icons','','2024',0,'Official AWS collection containing current vector and raster design components. Indispensable for creating detailed corporate visual documents and modeling secure serverless or container networks.','None','Asset Pack','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture & Visualization", "Design Assets", "AWS"]','["[COMMUNITY-TOOL]"]','[]','["cloud-arch-diagrams.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/architecture/serverless/serverless-or-kubernetes','aws.amazon.com: Serverless or Kubernetes on AWS 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','7bc8ff66fdaeea40c19d94a7d0e1b3a53e2d527ec65b9cc30ac4ee0638f1a936',100.0,1.77903426528379797e+09,0,'2026-05-17T18:11:05.283798+02:00',NULL,NULL,NULL,'[]','[]','["docs/serverless.md"]','[]','{}','{"review_metadata": {"original_url": "https://aws.amazon.com/architecture/serverless/serverless-or-kubernetes", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:55.022343"}}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/architecture/serverless/serverless-or-kubernetes','aws.amazon.com: Serverless or Kubernetes on AWS 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7bc8ff66fdaeea40c19d94a7d0e1b3a53e2d527ec65b9cc30ac4ee0638f1a936',100.0,1.77903426528379797e+09,0,'2026-05-17T18:11:05.283798+02:00',NULL,NULL,NULL,'[]','[]','["docs/serverless.md"]','[]','{}','{"review_metadata": {"original_url": "https://aws.amazon.com/architecture/serverless/serverless-or-kubernetes", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:55.022343"}, "duplicate_of": "https://docs.aws.amazon.com/modern-apps-strategy-on-aws-how-to-choose"}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/architecture/this-is-my-architecture','This is My Architecture','','2023',0,'AWS''s premier video and article series showcasing production-grade architectural solutions. Focuses on design tradeoffs, performance strategies, and networking topologies of modern web applications.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Architecture", "Cloud Architecture Best Practices", "Production Case Studies"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/backup','AWS Backup Service','','2026',5,'The main technical portal for AWS Backup, a fully managed backup hub that centralizes and automates data protection across various AWS services. Live Grounding affirms AWS Backup as the primary enterprise solution for compliance auditing, cross-account security, and centralized backup policies.','English','Service / Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Disaster Recovery", "AWS Services", "AWS Backup"]','["[DE FACTO STANDARD]"]','[]','["aws-backup.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/big-data','aws.amazon.com/big-data','','2025',4,'Official AWS portal showcasing enterprise managed data services. Covers analytical platform integrations utilizing Amazon EMR, AWS Glue, Athena, and cloud-native Amazon Redshift.','None','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Big Data"]','["[ENTERPRISE-STABLE]"]','[]','["aws-data.md"]','{}','{}'); @@ -650,7 +650,7 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/architecture/mistak INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/architecture/multi-region-migration-using-aws-application-migration-service','Multi-Region Migration using AWS Application Migration Service','','2021',4,'This architectural guide details scale-out multi-region migrations utilizing the AWS Application Migration Service (MGN). Live Grounding confirms MGN as the de facto tool for enterprise host-level migrations, replacing CloudEndure to provide low-downtime, continuous block-level physical disk replication.','English','Blog / Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Migration", "AWS MGN", "Multi-Region"]','["[ENTERPRISE-STABLE]"]','[]','["aws-backup.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/architecture/optimize-your-modern-data-architecture-for-sustainability-part-1-data-ingestion-and-data-lake','aws.amazon.com: Optimize your modern data architecture for sustainability: Part 1 – data ingestion and data lake','','2022',0,'Curator Insight introduces architectural paradigms for building carbon-efficient data ingestion pipelines and S3 data lakes on AWS. Live Grounding emphasizes that GreenOps and carbon tracing are major metrics in 2026, where design patterns like intelligent tiering, optimal compression (Parquet), and ARM64-based Graviton instances directly reduce environmental footprint.','N/A','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "FinOps & Sustainability", "Green Ops"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/architecture/optimizing-your-aws-infrastructure-for-sustainability-part-i-compute','Optimizing your AWS Infrastructure for Sustainability, Part I: Compute','','2023',0,'An engineering guide to optimizing AWS compute architectures for sustainability. Explores Graviton migrations, automated container resizing, and target serverless setups to lower carbon emissions.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "FinOps & Cloud Optimization", "Sustainability"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/architecture/optimizing-your-aws-infrastructure-for-sustainability-part-ii-storage','Optimizing your AWS Infrastructure for Sustainability, Part II: Storage','','2023',0,'This second installment targets storage modernization. Details how to implement Amazon S3 Lifecycle configurations, S3 Intelligent-Tiering, and storage optimization practices.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "FinOps & Cloud Optimization", "Sustainability"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/architecture/optimizing-your-aws-infrastructure-for-sustainability-part-ii-storage','Optimizing your AWS Infrastructure for Sustainability, Part II: Storage','','2023',0,'This second installment targets storage modernization. Details how to implement Amazon S3 Lifecycle configurations, S3 Intelligent-Tiering, and storage optimization practices.','English','Article','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "FinOps & Cloud Optimization", "Sustainability"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md"]','{}','{"duplicate_of": "https://aws.amazon.com/blogs/architecture/optimizing-your-aws-infrastructure-for-sustainability-part-i-compute"}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/architecture/overview-of-data-transfer-costs-for-common-architectures','aws.amazon.com/blogs/architecture: Overview of Data Transfer Costs for Common Architectures','','2023',5,'The canonical AWS guide on standard network data transfer costs. Outlines the pricing models for NAT Gateways, transit gateways, VPC peering, and CloudFront egress, providing architectural blueprints for cost-efficient hybrid-cloud network topologies.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["FinOps & Cloud Cost", "AWS Optimization", "Data Transfer"]','["[DE FACTO STANDARD]"]','[]','["finops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/architecture/reduce-cost-and-increase-security-with-amazon-vpc-endpoints','Reduce Cost and Increase Security with Amazon VPC Endpoints','','2020',0,'Highlights the architectural and fiscal benefits of adopting VPC Endpoints (Interface and Gateway types). Contrasts expensive NAT Gateway data processing charges with direct private connectivity to AWS services like S3 and DynamoDB, dramatically reducing costs.','English','blog','intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "VPC", "VPC Endpoints"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/architecture/use-templated-answers-to-perform-well-architected-reviews-at-scale','AWS Architecture Blog: Use templated answers to perform Well-Architected reviews at scale','','2021',0,'Technical review detailing templated governance answers to scale AWS Well-Architected reviews. Offers architects a mechanism to automate and standardise security compliance reviews across decentralized environments.','None','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Governance"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md"]','{}','{}'); @@ -658,8 +658,8 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/architecture/verify INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/architecture/what-to-consider-when-selecting-a-region-for-your-workloads','AWS Architecture Blog: What to Consider when Selecting a Region for your'' Workloads','','2026',0,'Core architectural guidance for choosing geographic AWS regions for enterprise workloads. It details standard evaluation criteria including strict data residency mandates, latency budgets relative to end-users, service availability disparities, and cost profiling.','N/A','Blog Post','Advanced',0,'online','manual','e2e1a058ff39c8fb2ad279a521b1bcafe45f5f283353c19cfb21a2b175175e99',100.0,1.77903194503851199e+09,1,'2026-05-17T17:32:25.038512+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Infrastructure"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws-cloud-financial-management/announcing-general-availability-of-aws-cost-anomaly-detection','Announcing General Availability of AWS Cost Anomaly Detection','','2020',0,'Introduces AWS Cost Anomaly Detection, which applies machine learning algorithms to proactively flag unexpected spending patterns, alerting teams via Slack or SNS before runaway processes drain resources.','Markdown','Article','Intermediate',0,'online','manual','87c01b4ef0510f3d392aec79c2b8713a84062d57023f50c73582fd9c7b5ba7ab',100.0,1.77913049501652097e+09,1,'2026-05-18T20:54:55.016521+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS", "FinOps"]','["[COMMUNITY-TOOL]"]','["docs/aws-pricing.md"]','["aws-pricing.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws-cloud-financial-management/understanding-your-aws-cost-datasets-a-cheat-sheet','Understanding your AWS Cost Datasets: A Cheat Sheet','','2021',0,'A comprehensive analytical cheat sheet parsing AWS Cost and Usage Reports (CUR), Cost Explorer datasets, and billing systems, designed to help financial engineers evaluate raw operational metrics.','Markdown','Documentation','Intermediate',0,'online','manual','2a41346741bf661ab05a96cac6f893592a140a73d9ac22ce5068110e24b26687',100.0,1.77913049493509602e+09,1,'2026-05-18T20:54:54.935096+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS", "FinOps"]','["[COMMUNITY-TOOL]"]','["docs/aws-pricing.md"]','["aws-pricing.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws-cost-management/announcing-general-availability-of-aws-cost-anomaly-detection','Announcing General Availability of AWS Cost Anomaly Detection','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','05d62463bee06c61fed73bbfa682bee63e213d7ba57dabbd21d7a147ad3b443c',100.0,1.77903217774935793e+09,0,'2026-05-17T17:36:17.749358+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-pricing.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws-cost-management/understanding-your-aws-cost-datasets-a-cheat-sheet','Understanding your AWS Cost Datasets: A Cheat Sheet','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','501f66282bea10ecfdd9f54550373f6b23ed51af8427e2d589909bbaf6edd0fc',100.0,1.77903013262978291e+09,0,'2026-05-17T17:02:12.629783+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-pricing.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws-cost-management/announcing-general-availability-of-aws-cost-anomaly-detection','Announcing General Availability of AWS Cost Anomaly Detection','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','05d62463bee06c61fed73bbfa682bee63e213d7ba57dabbd21d7a147ad3b443c',100.0,1.77903217774935793e+09,0,'2026-05-17T17:36:17.749358+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-pricing.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/blogs/aws-cloud-financial-management/announcing-general-availability-of-aws-cost-anomaly-detection"}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws-cost-management/understanding-your-aws-cost-datasets-a-cheat-sheet','Understanding your AWS Cost Datasets: A Cheat Sheet','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','501f66282bea10ecfdd9f54550373f6b23ed51af8427e2d589909bbaf6edd0fc',100.0,1.77903013262978291e+09,0,'2026-05-17T17:02:12.629783+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-pricing.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/blogs/aws-cloud-financial-management/understanding-your-aws-cost-datasets-a-cheat-sheet"}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/amazon-eks-anywhere-now-generally-available-to-create-and-manage-kubernetes-clusters-on-premises','aws.amazon.com: Amazon EKS Anywhere – Now Generally Available to Create and Manage Kubernetes Clusters on Premises','','2021',0,'Launches EKS Anywhere into general availability, introducing key hybrid cloud deployment architectures. Examines how on-premises teams can leverage automated OS patching, tooling uniformity, and professional AWS support channels.','N/A','Feature Release','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS EKS", "Hybrid Cloud", "On-Premises Launch"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/amazon-eks-now-supports-ec2-inf1-instances','Amazon EKS Now Supports EC2 Inf1 Instances','','2020',0,'Product release covering EKS node compatibility with AWS Inferentia (Inf1) instances, enabling highly efficient, GPU-optimized hardware accelerations for deep learning and machine learning workloads on Kubernetes.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "AWS EKS", "Machine Learning"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/amazon-elastic-file-system-production-ready-in-three-regions','EFS Elastic File System','','2016',0,'Highlights the initial production availability of Amazon Elastic File System (EFS), delivering a fully-managed, highly available NFSv4-compliant file system. By decoupling capacity planning from provisioning, EFS dynamically scales storage up or down as files are written or deleted, presenting a highly scalable shared filesystem interface suitable for distributed application architectures.','Agnostic','Announcement','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Storage", "AWS EFS"]','["[COMMUNITY-TOOL]"]','[]','["aws-storage.md"]','{}','{}'); @@ -741,7 +741,7 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/new-visualize-y INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/new_deployment_pipelines_reference_architecture_and_-reference_implementations',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','ce00982850759ae8a4911efbdd625426658848fe32a9f4896a5f485bc05c8502',100.0,1.77903097939387297e+09,0,'2026-05-17T17:16:19.393873+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/now-aws-step-functions-supports-200-aws-services-to-enable-easier-workflow-automation','Now β€” AWS Step Functions Supports 200 AWS Services To Enable Easier Workflow Automation','','2021',5,'Dramatically expands the capabilities of AWS Step Functions by offering direct SDK integration with over 200 AWS services and over 9,000 API actions. This architecture minimizes or completely eliminates custom ''glue'' Lambda functions whose sole purpose was calling AWS APIs. It simplifies state machine engineering, reducing latency, maintenance costs, and execution failure risks.','English','Service Feature','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Integration", "Serverless Orchestration", "Step Functions"]','["[DE FACTO STANDARD]"]','[]','["aws-newfeatures.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/now-open-aws-region-in-spain','Now Open–AWS Region in Spain','','2022',0,'AWS announced the general availability of the Europe (Spain) Region (eu-south-2). This physical infrastructure footprint enables customers to achieve lower latency for local workloads, meet residency and data sovereignty requirements inside the European Union, and build multi-region failover setups.','None','Cloud Service','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Global Infrastructure", "Regions"]','["[COMMUNITY-TOOL]"]','[]','["aws-newfeatures.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/preview-aws-backup-adds-support-for-amazon-s3','AWS Backup Adds Support for Amazon S3','','2021',4,'Introduces preview support for centralizing data protection across S3 buckets using AWS Backup policies. It allows security and operations teams to automate backups, lifecycles, and restores of S3 objects alongside other AWS resources. This replaces customized AWS Lambda or S3 replication-based snapshot workarounds with a managed compliance framework.','English','Service Feature','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data & Analytics", "Data Protection", "AWS Backup"]','["[ENTERPRISE-STABLE]"]','[]','["aws-backup.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/preview-aws-backup-adds-support-for-amazon-s3','AWS Backup Adds Support for Amazon S3','','2021',4,'Introduces preview support for centralizing data protection across S3 buckets using AWS Backup policies. It allows security and operations teams to automate backups, lifecycles, and restores of S3 objects alongside other AWS resources. This replaces customized AWS Lambda or S3 replication-based snapshot workarounds with a managed compliance framework.','English','Service Feature','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data & Analytics", "Data Protection", "AWS Backup"]','["[ENTERPRISE-STABLE]"]','[]','["aws-backup.md", "aws-newfeatures.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/reduce-unwanted-traffic-on-your-web-site-with-aws-bot-control','amazon.com: Reduce Unwanted Traffic on Your Website with New AWS WAF Bot Control','','2021',4,'Explains AWS WAF Bot Control integration. Discusses using preconfigured rule groups at edge distribution tiers to detect, classify, and isolate automated malicious scraper patterns.','None','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Security"]','["[ENTERPRISE-STABLE]"]','[]','["aws-newfeatures.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/top-announcements-of-aws-reinvent-2021','aws.amazon.com/blogs: Top Announcements of AWS re:Invent 2021','','2021',4,'Synthesizes the major platform transformations unveiled at re:Invent 2021, focusing on serverless options for Redshift, EMR, and MSK alongside new Graviton3 silicon. The catalog underscores a massive architectural drive towards serverless operational models across the analytics stack. These updates solidify AWS''s platform-as-a-service offerings for enterprise engineering.','English','Industry Analysis','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Market Analysis", "Re:Invent Announcements"]','["[ENTERPRISE-STABLE]"]','[]','["aws-newfeatures.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/big-data/category/analytics/aws-data-pipeline','AWS Big Data Blog: Category - AWS Data Pipeline','','2024',2,'Technical blog category detailing legacy deployment setups for AWS Data Pipeline, providing structural templates for data movements before cloud-native ETL tools gained dominance.','None','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "ETL"]','["[LEGACY]"]','[]','["aws-data.md"]','{}','{}'); @@ -764,7 +764,7 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/compute/using-amazo INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/containers/addressing-ipv4-address-exhaustion-in-amazon-eks-clusters-using-private-nat-gateways','aws.amazon.com: Addressing IPv4 address exhaustion in Amazon EKS clusters using private NAT gateways','','2022',0,'Proposes a highly scalable network topology to mitigate RFC 1918 IPv4 exhaustion in large-scale EKS clusters. Describes configuring private NAT Gateways and secondary VPC CIDRs to decouple internal pod networking from restricted corporate network spaces.','N/A','Architectural Guide','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS EKS", "Networking", "IP Management"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/containers/addressing-latency-and-data-transfer-costs-on-eks-using-istio','aws.amazon.com: Addressing latency and data transfer costs on EKS using Istio','','2023',0,'Architectural guide analyzing multi-AZ data transfer charges and service-to-service latency in EKS. Demonstrates how to design topology-aware routing strategies within an Istio Service Mesh to keep traffic localized and cost-effective.','N/A','Technical Analysis','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS EKS", "Networking", "Service Mesh Latency"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/containers/amazon-eks-now-supports-kubernetes-1-22','aws.amazon.com: Amazon EKS now supports Kubernetes 1.22','','2022',0,'Curator Insight covers EKS supporting Kubernetes 1.22. Live grounding in 2026 treats this as historical information; modern EKS runs vastly newer versions, but this article highlights EKS migration paths and deprecation management.','English','Article','Medium',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Managed Kubernetes", "AWS EKS", "v1.22"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-releases.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/containers/amazon-eks-now-supports-kubernetes-version-1-25','Amazon EKS now supports Kubernetes version 1.25','','2023',0,'Amazon EKS added support for Kubernetes version 1.25, bringing security policy updates, API removals (such as PodSecurityPolicy), and core platform enhancements like container registry authentication improvements.','None','Cloud Service','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Container Orchestration", "EKS Kubernetes"]','["[COMMUNITY-TOOL]"]','[]','["aws-newfeatures.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/containers/amazon-eks-now-supports-kubernetes-version-1-25','Amazon EKS now supports Kubernetes version 1.25','','2023',0,'Amazon EKS added support for Kubernetes version 1.25, bringing security policy updates, API removals (such as PodSecurityPolicy), and core platform enhancements like container registry authentication improvements.','None','Cloud Service','Intermediate',1,'duplicate','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Container Orchestration", "EKS Kubernetes"]','["[COMMUNITY-TOOL]"]','[]','["aws-newfeatures.md"]','{}','{"duplicate_of": "https://aws.amazon.com/blogs/containers/amazon-eks-now-supports-kubernetes-1-22"}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/containers/architecting-for-resiliency-on-aws-app-runner','Architecting for resiliency on AWS App Runner','','2022',0,'Curator Insight focuses on engineering multi-region, high-availability, and fault-tolerant topologies with App Runner. Live Grounding shows that resilient patterns rely on Route 53 routing, pilot light databases, and robust custom health checks to sustain production-grade service availability.','N/A','Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Development", "Container Orchestration", "App Runner"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/containers/automate-rollbacks-for-amazon-ecs-rolling-deployments-with-cloudwatch-alarms','Automate rollbacks for Amazon ECS rolling deployments with CloudWatch alarms','','2021',0,'An architectural guide outlining automated deployment rollback capabilities within ECS rolling deployments. It illustrates how CloudWatch alarms can monitor application health (e.g., HTTP 5xx rates) during active deployments and automatically trigger rollbacks to a previously stable revision to maintain high availability.','N/A','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Continuous Deployment"]','["[COMMUNITY-TOOL]"]','[]','["aws-containers.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/containers/autoscaling-eks-on-fargate-with-custom-metrics','aws.amazon.com: Autoscaling EKS on Fargate with custom metrics','','2021',0,'Explores scaling mechanisms for EKS pods deployed onto AWS Fargate using Prometheus-emitted custom metrics. Illustrates HPA structures that scale serverless compute workloads without maintaining EC2 scaling profiles.','YAML','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Auto-scaling", "Fargate"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); @@ -903,16 +903,16 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/certification/certificati INSERT INTO "resources" VALUES('https://aws.amazon.com/cli','Amazon CLI Documentation','','2026',0,'The main landing and installation documentation portal for the AWS Command Line Interface. It acts as the definitive source for setting up the CLI across macOS, Linux, and Windows environments. Essential for establishing standard terminal configurations and programmatic environment variables across both developer workstations and CI/CD agents.','N/A','Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "CLI Tooling"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/cloud-adoption-framework','AWS Cloud Adoption Framework (AWS CAF)','','2026',0,'The AWS Cloud Adoption Framework (AWS CAF) defines a structured architectural approach to enterprise cloud migration. Evaluates six primary organizational perspectives to securely de-risk large-scale cloud transformations.','English','Documentation','Advanced',0,'online','manual','91cf5a1db1ab2d0b67528ecbe38fc8a3a5e00d5aa2311358212017dcd995a2c3',100.0,1.77913049496701693e+09,1,'2026-05-18T20:54:54.967017+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Enterprise Migration", "Frameworks"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/cloudcontrolapi','AWS Cloud Control API','','2021',0,'Detailed programmatic standard for the Cloud Control API. Unifies CRUDL interactions across hundreds of AWS resource classes and third-party integration schemas, facilitating custom provisioning engine designs.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Infrastructure APIs"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/cloudendure-migration','AWS Cloud Endure Migration','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','ccdb5e1bcd00e5ad0b9280760d24f3379a49018ec7469ba09622f6bd4de3fe61',100.0,1.77903404154777503e+09,0,'2026-05-17T18:07:21.547775+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-miscellaneous.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/cloudendure-migration','AWS Cloud Endure Migration','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ccdb5e1bcd00e5ad0b9280760d24f3379a49018ec7469ba09622f6bd4de3fe61',100.0,1.77903404154777503e+09,0,'2026-05-17T18:07:21.547775+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-miscellaneous.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/application-migration-service"}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/cloudformation',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','6860ed82275e041fcbe79931339f8e8c8f2a0179f7a5da72a834d4b124cc2e70',100.0,1.77903404540694189e+09,0,'2026-05-17T18:07:25.406942+02:00',NULL,NULL,NULL,'[]','[]','["docs/yaml.md"]','[]','{}','{"is_special": true}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/codeguru','Amazon CodeGuru Reviewer','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','e811a6adc26559771a1657eba236d26f3e4922cb5b5f7ea7d71281015666d74e',100.0,1.77902912417182898e+09,0,'2026-05-17T16:45:24.171829+02:00',NULL,NULL,NULL,'[]','[]','["docs/devel-sites.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/codeguru','Amazon CodeGuru Reviewer','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e811a6adc26559771a1657eba236d26f3e4922cb5b5f7ea7d71281015666d74e',100.0,1.77902912417182898e+09,0,'2026-05-17T16:45:24.171829+02:00',NULL,NULL,NULL,'[]','[]','["docs/devel-sites.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/codeguru/profiler"}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/codeguru/profiler','Amazon CodeGuru Reviewer','','2026',0,'Amazon CodeGuru Reviewer is an AI-driven security and performance analysis service built to find hard-to-detect defects within CI/CD pipelines. It identifies security vulnerabilities, synchronization issues, and resource leaks. In 2026, it offers refined cloud-native optimization suggestions tailored to AWS service dependencies and serverless execution environments.','Java','tool','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps & CI/CD", "Automated Code Review", "Amazon CodeGuru"]','["[COMMUNITY-TOOL]"]','[]','["devel-sites.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/codewhisperer','Amazon CodeWhisperer 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','30cd6d021ff9fb492b38f274b8c66090eadf4e900bce6a00dd2a0a3b48692f73',100.0,1.7790345643084619e+09,0,'2026-05-17T18:16:04.308462+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-tools-scripts.md", "docs/devel-sites.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/codewhisperer','Amazon CodeWhisperer 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','30cd6d021ff9fb492b38f274b8c66090eadf4e900bce6a00dd2a0a3b48692f73',100.0,1.7790345643084619e+09,0,'2026-05-17T18:16:04.308462+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-tools-scripts.md", "docs/devel-sites.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/q/developer"}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/compliance/shared-responsibility-model',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','a1ee072decf0f2baca82f1015afe12e9904f70a09c25c6bd9524eaf803947ed6',100.0,1.77903182698903608e+09,1,'2026-05-17T17:30:26.989036+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/controltower','aws.amazon.com: AWS Control Tower','','2023',0,'Official AWS product reference for AWS Control Tower, a managed service that streamlines multi-account governance and landing zone orchestration. It details how the platform enforces automated guardrails, visualizes enterprise health, and coordinates with AWS Organizations for centralized billing and policy compliance.','None','Service','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["AWS", "Multi-Account Setup", "Governance"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/corretto','Amazon Corretto','','2020',0,'Amazon Corretto is a no-cost, multiplatform, production-ready distribution of OpenJDK backed by Amazon AWS. It includes performance optimizations and security patches used internally at Amazon, making it a reliable standard for enterprise Java APIs.','Java','Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Java Ecosystem", "JDK Distribution"]','["[COMMUNITY-TOOL]"]','[]','["java_frameworks.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/datapipeline','AWS Data Pipeline','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','b9fae1d0be9296b6fc7d2340f9ab54f90a9525d2133fa56706439edcc2b3272b',100.0,1.77903456891717195e+09,0,'2026-05-17T18:16:08.917172+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-data.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/de/blogs/containers/troubleshooting-amazon-eks-api-servers-with-prometheus','aws.amazon.com: Troubleshooting Amazon EKS API servers with Prometheus','','2022',0,'Discusses Prometheus instrumentation and query dashboards tailored specifically for evaluating EKS API server health. Analyzes performance bottlenecks, webhook latency, request queues, and resource utilization to maintain high availability.','PromQL','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Amazon EKS", "Observability"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/datapipeline','AWS Data Pipeline','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b9fae1d0be9296b6fc7d2340f9ab54f90a9525d2133fa56706439edcc2b3272b',100.0,1.77903456891717195e+09,0,'2026-05-17T18:16:08.917172+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-data.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/glue"}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/de/blogs/containers/troubleshooting-amazon-eks-api-servers-with-prometheus','aws.amazon.com: Troubleshooting Amazon EKS API servers with Prometheus','','2022',0,'Discusses Prometheus instrumentation and query dashboards tailored specifically for evaluating EKS API server health. Analyzes performance bottlenecks, webhook latency, request queues, and resource utilization to maintain high availability.','PromQL','Article','Advanced',0,'duplicate','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Amazon EKS", "Observability"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{"duplicate_of": "https://aws.amazon.com/blogs/containers/troubleshooting-amazon-eks-api-servers-with-prometheus"}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/de/blogs/mt/strategies-for-consolidating-aws-environments','Strategies for consolidating AWS environments','','2023',0,'Details architectural strategies for consolidating multi-account AWS environments. Explores AWS Organizations setups, control tower governance, and billing unification across enterprise structures.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Architecture", "Cloud Architecture Best Practices", "Cloud Governance"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/de/blogs/networking-and-content-delivery/authorizationedge-using-cookies-protect-your-amazon-cloudfront-content-from-being-downloaded-by-unauthenticated-users','aws.amazon.com: Authorization@Edge using cookies: Protect your Amazon CloudFront content from being downloaded by unauthenticated users','','2021',0,'Presents edge security patterns leveraging Lambda@Edge or CloudFront Functions to validate cookies and JWTs. This approach prevents unauthorized downloads of static content directly at the CDN tier, dramatically reducing backend origin load.','English','blog','advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "CDN", "Edge Security"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/de/blogs/storage/simplifying-amazon-ebs-volume-migration-and-modification-using-the-ebs-csi-driver','Simplifying Amazon EBS volume migration and modification on Kubernetes using the EBS CSI Driver','','2023',0,'Outlines techniques for non-disruptively scaling, upgrading, and migrating stateful persistent volumes using the advanced AWS Elastic Block Store (EBS) CSI Driver. Focuses on hot-modifying volume sizes, IOPS parameters, and throughput.','N/A','Technical Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS EKS", "Storage", "EBS Migration"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); @@ -921,29 +921,29 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/devops','AWS DevOps 🌟' INSERT INTO "resources" VALUES('https://aws.amazon.com/devops-guru','Amazon DevOps Guru','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','280116a655de3cf3a75f1334ee3bbe7f51e83630f34c706164de136170dd341e',100.0,1.77902929453858709e+09,0,'2026-05-17T16:48:14.538587+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-devops.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/devops/-guru',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual',NULL,64.0,1.7791304949990561e+09,0,'2026-05-18T20:54:54.999056+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-devops.md"]','["aws-devops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/dms/?audit=2019q1','Whitepaper: Migrating Your Databases to AWS','','2019',4,'Curator Insight offers a comprehensive methodology and step-by-step guidance for planning and executing database migrations to AWS. Live Grounding reviews key architectural patterns, conversion tools (AWS SCT), and common anti-patterns. Crucial reading for enterprise modernization and cloud adoption planning.','English','Whitepaper','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Database Migration", "Whitepapers"]','["[CASE STUDY]", "[ENTERPRISE-STABLE]"]','[]','["aws-databases.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/dms/learn-more','Whitepaper: Migrating Your Databases to AWS','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','7ac4db73285b65f1f821b683233f8d3e1481d806d3a0bd3f07e610f53ff05139',100.0,1.77903157649662303e+09,0,'2026-05-17T17:26:16.496623+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-databases.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/dms/learn-more','Whitepaper: Migrating Your Databases to AWS','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7ac4db73285b65f1f821b683233f8d3e1481d806d3a0bd3f07e610f53ff05139',100.0,1.77903157649662303e+09,0,'2026-05-17T17:26:16.496623+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-databases.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/dms/?audit=2019q1"}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/documentation/elastic-beanstalk','AWS Elastic Beanstalk Documentation','','2011',0,'Official reference architecture and deployment guide for AWS Elastic Beanstalk. Simplifies cloud application lifecycle management by handling capacity provisioning, balancing, scaling, and platform patching.','English','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2011-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "PaaS Platform"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/eks',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','dc4e75731432f5deb65ca3101065c75f0937fad733f57179ef7f185b7ffee548',100.0,1.77903415561543488e+09,1,'2026-05-17T18:09:15.615435+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-on-premise.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/elasticloadbalancing/application-load-balancer','Application Load Balancer','','2020',0,'The authoritative landing page for AWS ALB, highlighting its Layer 7 request routing capabilities, HTTP/2 support, and WAF integrations. Modern microservices rely on ALB''s path-based and host-based routing to expose APIs dynamically.','English','documentation','intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Load Balancing", "Application Load Balancer"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/elasticloadbalancing/applicationloadbalancer','Application Load Balancer','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','9afd89ec5e6ae024c833406a37b61768771d65db7f9dda728b3a1d4bba245dd1',100.0,1.77903132728297901e+09,0,'2026-05-17T17:22:07.282979+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-networking.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/en/eks',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','dc4e75731432f5deb65ca3101065c75f0937fad733f57179ef7f185b7ffee548',100.0,1779029142.3663,0,'2026-05-17T16:45:42.366300+02:00',NULL,NULL,NULL,'[]','[]','["docs/matrix-table.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/en/iot','aws.amazon.com/en/iot','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','53a4ea9ed280c66544be53a0137bd389de48046349fb777aab0ec4ac4e2650cb',100.0,1.77903098277358388e+09,0,'2026-05-17T17:16:22.773584+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-miscellaneous.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/en/premiumsupport','AWS Support','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','be1cf71d0326726204d76ad5aa0b2031464021b98ef70d6e5cd4dc9101896afd',100.0,1.77903043660173511e+09,0,'2026-05-17T17:07:16.601735+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/elasticloadbalancing/applicationloadbalancer','Application Load Balancer','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','9afd89ec5e6ae024c833406a37b61768771d65db7f9dda728b3a1d4bba245dd1',100.0,1.77903132728297901e+09,0,'2026-05-17T17:22:07.282979+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-networking.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/elasticloadbalancing/application-load-balancer"}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/en/eks',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'duplicate','manual','dc4e75731432f5deb65ca3101065c75f0937fad733f57179ef7f185b7ffee548',100.0,1779029142.3663,0,'2026-05-17T16:45:42.366300+02:00',NULL,NULL,NULL,'[]','[]','["docs/matrix-table.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/eks"}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/en/iot','aws.amazon.com/en/iot','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','53a4ea9ed280c66544be53a0137bd389de48046349fb777aab0ec4ac4e2650cb',100.0,1.77903098277358388e+09,0,'2026-05-17T17:16:22.773584+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-miscellaneous.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/iot"}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/en/premiumsupport','AWS Support','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','be1cf71d0326726204d76ad5aa0b2031464021b98ef70d6e5cd4dc9101896afd',100.0,1.77903043660173511e+09,0,'2026-05-17T17:07:16.601735+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/premiumsupport"}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/en/premiumsupport/knowledge-center','AWS Knowledge Center','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','ec4e2f5075597f14863a449986ae6312a4ad332eb0b511b9da30df9b82a50582',100.0,1.77903311851629805e+09,0,'2026-05-17T17:51:58.516298+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/es/about-aws/whats-new/2015/12/aws-cloudformation-adds-support-for-aws-waf-and-aws-directory-service-for-microsoft-active-directory','AWS CloudFormation Adds Support for AWS WAF and AWS Directory Service for Microsoft Active Directory','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','57d3343d93528eb5a03a743df122d0d1738186573e12a147c26a2606f34f9e36',100.0,1.77903215931221699e+09,0,'2026-05-17T17:35:59.312217+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-newfeatures.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/es/about-aws/whats-new/2015/12/aws-cloudformation-adds-support-for-aws-waf-and-aws-directory-service-for-microsoft-active-directory','AWS CloudFormation Adds Support for AWS WAF and AWS Directory Service for Microsoft Active Directory','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','57d3343d93528eb5a03a743df122d0d1738186573e12a147c26a2606f34f9e36',100.0,1.77903215931221699e+09,0,'2026-05-17T17:35:59.312217+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-newfeatures.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/about-aws/whats-new/2015/12/now-add-or-modify-request-headers-forwarded-from-amazon-cloudfront-to-origin"}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/es/about-aws/whats-new/2016/06/docker-datacenter-on-the-aws-cloud-quick-start-reference-deployment','Docker Datacenter on the AWS Cloud: Quick Start Reference Deployment','','2016',0,'Quick Start guide detailing the automated orchestration of Docker Datacenter (now Mirantis Kubernetes Engine) on AWS. It serves as an architectural design reference from the pre-Kubernetes dominance era, describing multi-zone registry configurations, control planes, and Swarm-based container engines.','N/A','Reference','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Legacy Tooling"]','["[COMMUNITY-TOOL]"]','[]','["aws-containers.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/es/about-aws/whats-new/2016/06/easily-model-your-app-data-in-a-nosql-database-with-aws-mobile-hub','Easily model your app data in a NoSQL database with AWS Mobile Hub','','N/A',0,'Curator Insight details a legacy utility tool (AWS Mobile Hub) that assisted developers in bootstrapping NoSQL data layers. Live Grounding highlights that AWS Mobile Hub has been replaced by the more powerful AWS Amplify framework. Included for legacy archeological reference. [SPANISH CONTENT]','Spanish','Release Announcement','Beginner',0,'online','manual','21f8bb9eda217128301104a7159790fc2f1b33f4d8dc498fb4b1a9c34391a72e',100.0,1.77903161852051091e+09,1,'2026-05-17T17:26:58.520511+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Mobile Development", "Legacy Releases"]','["[LEGACY]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/es/about-aws/whats-new/2016/07/aws-schema-conversion-tool-now-supports-conversions-from-oracle-dw-and-teradata-to-amazon-redshift-embedded-code-conversion-and-cloud-native-code-optimization','AWS Schema Conversion Tool now supports conversions from Oracle DW and Teradata to Amazon Redshift, Embedded Code Conversion, and Cloud native Code Optimization','','N/A',0,'Curator Insight announces legacy enhancements to AWS SCT, focusing on target conversions to Amazon Redshift. Live Grounding confirms this enabled automation for migrating complex on-premises data warehouses like Teradata and Oracle DW to modern cloud analytics warehouses. [SPANISH CONTENT]','Spanish','Release Announcement','Advanced',0,'online','manual','ab8d47918e42fe8451e7eb56d8d4786364927e216ff5abba72f85dd1b6ed0eca',100.0,1.77903221723213195e+09,1,'2026-05-17T17:36:57.232132+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Database Migration", "Legacy Releases"]','["[LEGACY]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/es/about-aws/whats-new/2016/08/amazon-inspector-announces-general-availability-for-windows','Amazon Inspector Announces General Availability for Windows','','2016',0,'Historical announcement outlining Amazon Inspector''s release of vulnerability assessment scanning support on Windows Server instances. While foundational, modern operators should reference later Amazon Inspector v2 capabilities for unified container and EC2 scanning.','Spanish','Announcement','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "AWS", "Vulnerability Management"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/es/about-aws/whats-new/2016/08/backup-and-archive-to-aws-storage-gateway-vtl-with-veeam-backup-and-replication-v9','Backup and archive to AWS Storage Gateway VTL with Veeam Backup & Replication v9','','2016',3,'An AWS announcement detailing integration between Veeam Backup & Replication and the virtual tape library (VTL) functionality of AWS Storage Gateway. Live Grounding highlights how this hybrid solution continues to serve traditional enterprises transitioning to the cloud while maintaining legacy archiving requirements.','English','Release Announcement','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Disaster Recovery", "AWS Storage", "Veeam Integration"]','["[LEGACY]"]','[]','["aws-backup.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/es/about-aws/whats-new/2016/10/first-aws-certification-study-guide-now-available','aws.amazon.com: First AWS Certification Study Guide Now Available','','2016',0,'Historical announcement of the first official AWS Certified Solutions Architect - Associate Study Guide. While highly informative on classical concepts, modern practitioners must supplement it with current AWS documentation to address the evolved features of modern cloud services.','English','Website','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Certification Training"]','["[COMMUNITY-TOOL]"]','[]','["aws-training.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/es/about-aws/whats-new/2021/08/ec2-vm-import-export-unified-extensible-firmware-interface-aws','EC2 VM Import/Export now supports migration of virtual machines with Unified Extensible Firmware Interface (UEFI) boot to AWS','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','57d3343d93528eb5a03a743df122d0d1738186573e12a147c26a2606f34f9e36',100.0,1.77903422388268089e+09,0,'2026-05-17T18:10:23.882681+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-newfeatures.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/es/about-aws/whats-new/2021/08/ec2-vm-import-export-unified-extensible-firmware-interface-aws','EC2 VM Import/Export now supports migration of virtual machines with Unified Extensible Firmware Interface (UEFI) boot to AWS','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','57d3343d93528eb5a03a743df122d0d1738186573e12a147c26a2606f34f9e36',100.0,1.77903422388268089e+09,0,'2026-05-17T18:10:23.882681+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-newfeatures.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/about-aws/whats-new/2015/12/now-add-or-modify-request-headers-forwarded-from-amazon-cloudfront-to-origin"}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/es/blogs/apn/aws-networking-for-developers','AWS Networking for Developers','','2020',0,'Synthesizes AWS''s core networking constructs for software engineers. While early guides treat VPC and subnetting as peripheral, modern development architectures position these as foundational security boundaries. The guide details CIDR blocks, VPC structure, and security groups.','English','blog','beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Networking Concepts"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/es/blogs/apn/oracle-database-encryption-options-on-amazon-rds','Oracle Database Encryption Options on Amazon RDS','','2018',0,'A technical architectural blog guiding engineers through configuring database security on Amazon RDS. It focuses on integrating Oracle Transparent Data Encryption (TDE) with AWS KMS, ensuring low-latency column and tablespace encryption-at-rest with robust enterprise key separation.','Spanish','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "AWS", "Database Security"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/es/blogs/architecture/connect-amazon-s3-file-gateway-using-aws-privatelink-for-amazon-s3','Connect Amazon S3 File Gateway using AWS PrivateLink for Amazon S3','','2022',0,'A security-focused guide detailing how to mount and connect AWS S3 File Gateways securely using AWS PrivateLink endpoints. Eliminates exposure to the public internet by keeping all backup transactions fully routed within local corporate VPC networks.','English','Architecture Guide','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Storage", "AWS S3", "Private Connectivity"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-storage.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/es/blogs/aws-spanish/aws-network-firewall-nuevo-servicio-gestionado-de-firewall-para-vpc','AWS Network Firewall – Nuevo Servicio Gestionado de Firewall para VPC','','2021',4,'Un anΓ‘lisis en espaΓ±ol sobre AWS Network Firewall, detallando cΓ³mo este servicio gestionado de seguridad perimetral proporciona inspecciΓ³n de paquetes activa, prevenciΓ³n de intrusiones (IPS) y filtrado de URL. ArquitectΓ³nicamente, se integra con Transit Gateway para asegurar de manera centralizada el trΓ‘fico de entrada y salida a nivel de VPC corporativo.','Spanish','Service','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Networking", "Network Security"]','["[ENTERPRISE-STABLE]"]','[]','["aws-newfeatures.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/es/blogs/aws-spanish/examenes-practicos-gratuitos-y-100-en-espanol-para-que-obtenga-su-certificacion','aws.amazon.com: ExΓ‘menes prΓ‘cticos gratuitos y 100% en espaΓ±ol para que obtenga su certificaciΓ³n','','2023',0,'Spanish-language portal by AWS detailing official, free practice certification exams. Designed to help Spanish-speaking engineers evaluate their readiness for Cloud Practitioner and Solutions Architect exams while familiarizing themselves with localized technical vocabulary.','Spanish','Website','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Certification Training"]','["[COMMUNITY-TOOL]"]','[]','["aws-training.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/es/blogs/aws/amazon-elasticsearch-service-is-now-amazon-opensearch-service-and-supports-opensearch-10','aws.amazon.com: Amazon Elasticsearch Service Is Now Amazon OpenSearch Service'' and Supports OpenSearch 1.0','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','50e89257bccff5ad33443b08ee3e69bfa8293c698504c504d6d500db995f2130',100.0,1.77903297732679891e+09,0,'2026-05-17T17:49:37.326799+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/es/blogs/aws/amazon-elasticsearch-service-is-now-amazon-opensearch-service-and-supports-opensearch-10','aws.amazon.com: Amazon Elasticsearch Service Is Now Amazon OpenSearch Service'' and Supports OpenSearch 1.0','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','50e89257bccff5ad33443b08ee3e69bfa8293c698504c504d6d500db995f2130',100.0,1.77903297732679891e+09,0,'2026-05-17T17:49:37.326799+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/blogs/aws/announcing-amazon-opensearch-service-which-supports-opensearch-10"}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/es/blogs/aws/amazon-rds-proxy-now-generally-available','Amazon RDS Proxy – Now Generally Available','','N/A',0,'Curator Insight presents Amazon RDS Proxy as a managed solution to handle high database connection concurrency. Live Grounding validates that RDS Proxy multiplexes connections, bypassing the performance degradation caused by high serverless (AWS Lambda) spin-up events. A critical integration pattern for cloud-native microservices. [SPANISH CONTENT]','Spanish','Blog Post','Intermediate',1,'online','manual','bf0c24c2f82da9fadb5e86e0950ef96791ae86c854470897dd544b3ae9b0dbca',100.0,1.77903059745959711e+09,1,'2026-05-17T17:09:57.459597+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Databases", "Serverless Architecture"]','["[DE FACTO STANDARD]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/es/blogs/aws/amazon-s3-glacier-price-reduction','aws.amazon.com: Amazon S3 Glacier Price Reduction','','2021',4,'Analyses structural price reductions on S3 Glacier archiving solutions. Evaluates its architectural impact for enterprises storing high-volume data lakes and maintaining long-term historical compliance logs.','English','Technical Article','Intermediate',0,'online','manual','de838d4e4d6256050d8712e060ec0a29730e57d09ef9418b67a61096d1f9ea9a',100.0,1.77903172016570401e+09,1,'2026-05-17T17:28:40.165704+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Cost Management", "Storage Costs"]','["[ENTERPRISE-STABLE]"]','["docs/aws-pricing.md"]','["aws-pricing.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/es/blogs/aws/aws-cloudshell-command-line-access-to-aws-resources','AWS CloudShell - Command-Line Access to AWS Resources','','2020',5,'Introduction to AWS CloudShell, a browser-based, secure terminal console preconfigured with standard CLI utilities, shell environments, and automatic IAM session credential sharing.','None','Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Management Tools"]','["[DE FACTO STANDARD]"]','[]','["aws-newfeatures.md"]','{}','{}'); @@ -954,7 +954,7 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/es/blogs/aws/red-hat-open INSERT INTO "resources" VALUES('https://aws.amazon.com/es/blogs/compute/optimizing-lambda-functions-packaged-as-container-images','aws.amazon.com: Optimizing Lambda functions packaged as container images','','2021',0,'Highly technical optimization guide for serverless containers. Focuses on cache warming, base image choices, and reducing multi-tier image footprints to minimize cold start latency.','None','Technical Guide','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platforms", "Serverless Architecture", "AWS Lambda"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-serverless.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/es/blogs/containers/developers-guide-to-using-amazon-efs-with-amazon-ecs-and-aws-fargate-part-1','Amazon EFS with Amazon ECS and AWS Fargate – Part 1','','2021',0,'A detailed developer''s guide showing how to mount elastic, multi-writer shared storage structures (Amazon EFS) onto transient AWS ECS containers running under AWS Fargate. Highly critical for migrating legacy workloads requiring stateful configurations.','N/A','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Orchestration", "AWS ECS & Fargate", "Storage Architecture"]','["[LEGACY]"]','[]','["aws-serverless.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/es/blogs/containers/introducing-cdk8s-intent-driven-apis-for-kubernetes-objects','Introducing cdk8s+: Intent-driven APIs for Kubernetes objects','','2021',0,'AWS blog introducing cdk8s+, an abstraction layer built on top of Cloud Development Kit for Kubernetes. Allows developers to programmatically compose secure, intent-driven configurations using object-oriented languages instead of flat YAML documents.','English','Article','Advanced',0,'online','manual','784a3338cc02023deec7725049143e6541f7344bf6de43993dbbca12b49f9f7b',100.0,1.77903108902861309e+09,1,'2026-05-17T17:18:09.028613+02:00',NULL,NULL,NULL,'["Configuration Management", "IaC & SDKs", "CDK"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/es/blogs/containers/policy-based-countermeasures-for-kubernetes-part-1','aws.amazon.com: Policy-based countermeasures for Kubernetes – Part 1','','2021',0,'Spanish localized edition of AWS''s architectural breakdown detailing policy-driven mitigations within Kubernetes runtime layers. Instructs platform engineers on configuring robust security guardrails using native Kubernetes controllers and cloud provider identity brokers to neutralize container vulnerabilities.','YAML','Blog','Advanced',0,'online','manual','dca6bc05170d65cf15a694f2b2f5f6fe0b0310fb65e615bd3153cad2c1e932bd',100.0,1.77903351108967089e+09,1,'2026-05-17T17:58:31.089671+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Security", "Policy-as-Code"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/es/blogs/containers/policy-based-countermeasures-for-kubernetes-part-1','aws.amazon.com: Policy-based countermeasures for Kubernetes – Part 1','','2021',0,'Spanish localized edition of AWS''s architectural breakdown detailing policy-driven mitigations within Kubernetes runtime layers. Instructs platform engineers on configuring robust security guardrails using native Kubernetes controllers and cloud provider identity brokers to neutralize container vulnerabilities.','YAML','Blog','Advanced',0,'duplicate','manual','dca6bc05170d65cf15a694f2b2f5f6fe0b0310fb65e615bd3153cad2c1e932bd',100.0,1.77903351108967089e+09,1,'2026-05-17T17:58:31.089671+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Security", "Policy-as-Code"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{"duplicate_of": "https://aws.amazon.com/blogs/containers/policy-based-countermeasures-for-kubernetes-part-1"}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/es/blogs/containers/red-hat-openshift-service-on-aws-architecture-and-networking','aws.amazon.com: Red Hat OpenShift Service on AWS: architecture and networking','','2021',0,'An in-depth guide on ROSA integration within existing virtual networks, demonstrating VPC configurations, routing tables, and Elastic Load Balancer (ELB) design parameters.','Spanish','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking & Security", "Cluster Networking", "ROSA Networking"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/es/blogs/developer/migrating-to-boto3','Migrating to Boto3','','2015',4,'Curator Insight outlines the definitive transition guide from early Boto v2 to the modern Boto3 framework. Live Grounding demonstrates that Boto3 is the fundamental backend library for programmatic cloud orchestration, leveraging AWS-designed schemas to autogenerate modern client models.','Python','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2015-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "AWS SDK", "Migration Guides"]','["[ENTERPRISE-STABLE]"]','[]','["python.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/es/blogs/devops/building-a-serverless-jenkins-environment-on-aws-fargate','amazon.com: Building a serverless Jenkins environment on AWS Fargate','','2021',0,'This architectural blueprint outlines how to build a highly available, serverless Jenkins cluster on AWS Fargate. It covers eliminating static controller instances, deploying dynamic containerized worker agents via ECS, and mitigating idle cost structures. *Curator Insight*: Highlighting cloud-native agent deployment. *Live Grounding*: By 2026, Fargate-backed agents represent a dominant methodology to avoid VM configuration drift and dynamic scaling bottlenecks.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Container Orchestration", "Serverless Jenkins on AWS"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}'); @@ -967,20 +967,20 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/es/builders-library/autom INSERT INTO "resources" VALUES('https://aws.amazon.com/es/codepipeline/product-integrations','AWS Partner Network - CodePipeline Integrations','','2026',0,'Technical integration matrix detailing partner-supported build, testing, and security scanning extensions available for AWS CodePipeline deployment pipelines.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Provisioning", "CI/CD Integration", "AWS CodePipeline"]','["[COMMUNITY-TOOL]"]','[]','["aws-devops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/es/documentation/ecr','Amazon EC2 Container Registry Documentation','','2024',0,'Official engineering reference for Amazon ECR, a fully managed OCI-compliant container registry. It covers critical security integrations, image scanning capabilities, cross-region replication configurations, and direct integration with Amazon ECS/EKS to facilitate safe, high-speed container pull actions.','N/A','Reference','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Container Registries"]','["[COMMUNITY-TOOL]"]','[]','["aws-containers.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/es/eks/pricing','AWS Kubernetes pricing','','2026',0,'The official pricing directory for AWS Elastic Kubernetes Service (EKS). Outlines hourly control-plane overhead fees alongside integration costs for EC2 worker nodes, AWS Fargate, and localized Outposts. Live grounding establishes EKS pricing as the foundational metric for container hosting calculations.','Spanish','Reference/Pricing','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Management", "Managed Kubernetes", "AWS EKS Costs"]','["[COMMUNITY-TOOL]"]','[]','["public-cloud-solutions.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/es/local/spain','AWS en EspaΓ±a','','2023',0,'The landing portal for AWS''s infrastructure operations in Spain, outlining local low-latency clusters, geographical redundancy options, and sovereign data residency frameworks for European enterprise workloads.','None','Reference','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platforms", "AWS Regional Infrastructure", "Spain"]','["[COMMUNITY-TOOL]"]','[]','["aws-spain.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/es/premiumsupport/knowledge-center/troubleshoot-service-quotas-cli-commands','How can I troubleshoot errors using the AWS CLI to manage my service quota requests?','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','f521091844b95e4b498fcddac441a8a8acc3301cd1a71087193764f3e2cfbbea',100.0,1.77903417366868591e+09,0,'2026-05-17T18:09:33.668686+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-miscellaneous.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/es/local/spain','AWS en EspaΓ±a','','2023',0,'The landing portal for AWS''s infrastructure operations in Spain, outlining local low-latency clusters, geographical redundancy options, and sovereign data residency frameworks for European enterprise workloads.','None','Reference','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platforms", "AWS Regional Infrastructure", "Spain"]','["[COMMUNITY-TOOL]"]','[]','["aws-spain.md", "aws.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/es/premiumsupport/knowledge-center/troubleshoot-service-quotas-cli-commands','How can I troubleshoot errors using the AWS CLI to manage my service quota requests?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f521091844b95e4b498fcddac441a8a8acc3301cd1a71087193764f3e2cfbbea',100.0,1.77903417366868591e+09,0,'2026-05-17T18:09:33.668686+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-miscellaneous.md"]','[]','{}','{"duplicate_of": "https://repost.aws/es/knowledge-center/troubleshoot-service-quotas-cli-commands"}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/es/training/ramp-up-guides','AWS Ramp-Up Guides','','2026',0,'Curated, structured training roadmaps provided by AWS experts to build capability across role-based boundaries (Architect, Developer, DevOps). These paths organize disparate services into digestible, progressive educational units.','N/A','Documentation','Beginner',0,'online','manual','08c9e28d5bdf2e68d3dd77b5c5264a2b489cd8c63862d95a915dac73bfce2229',100.0,1.77903375076837205e+09,1,'2026-05-17T18:02:30.768372+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Learning & News"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/es/vmware','VMware Cloud on AWS','','2017',0,'Official architectural landing page for VMware Cloud on AWS. Outlines SDDC framework deployments on bare-metal infrastructure, enabling disaster recovery, capacity bursting, and seamless VM migrations.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2017-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Hybrid Cloud"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/events','RESOURCE HUB: Eventos y webinars de AWS','','2025',0,'The main catalog of upcoming and archived AWS training webinars, events, and bootcamps, detailing multi-region strategy patterns, cloud migration best practices, and serverless architectures.','None','Resource Catalog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platforms", "AWS Education", "Resources"]','["[LEGACY]"]','[]','["aws-spain.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/events','RESOURCE HUB: Eventos y webinars de AWS','','2025',0,'The main catalog of upcoming and archived AWS training webinars, events, and bootcamps, detailing multi-region strategy patterns, cloud migration best practices, and serverless architectures.','None','Resource Catalog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platforms", "AWS Education", "Resources"]','["[LEGACY]"]','[]','["aws-spain.md", "aws.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/events/reinvent/?sc_channel=sm&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=GSMT%20Only&linkId=950284531','AWS re:Invent Event Portal','The primary learning and announcements portal for Amazon Web Services re:Invent conference.','2026',4,'The primary information repository and registration hub for AWS''s flagship learning event. - **Architectural Value**: Serves as the ground truth for major cloud infrastructure, compute, and serverless product launches. - **Key Features**: Comprehensive catalog of technical bootcamps, architectural breakout sessions, and keynotes. - **Technical Significance**: Essential for enterprise cloud architects seeking to keep abreast of managed service innovations and optimization patterns.','en','event','intermediate',0,'online','automatic','0c494498880ce071e39678c8245dd4a17251c0eb519814b91a070326a8b68a03',NULL,1.78035254437053394e+09,0,'2026-06-02T00:22:24.370534+02:00',NULL,NULL,NULL,'["AWS Ecosystem", "Cloud Conferences", "re:Invent Events"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','[]','{}','{"category": "aws-architecture", "reputation_status": "Vetted", "reputation_summary": "The premier annual AWS learning conference where global cloud announcements, deep-dive sessions, and technical architecture workshops are launched.", "social_preview_url": "", "source_provenance": "X.com (awscloud)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/getting-started/hands-on','AWS 10-Minute Tutorials','','2026',0,'An onboarding portal featuring bite-sized, 10-minute technical exercises across core services (EC2, S3, RDS). These tutorials utilize guided steps to help engineers rapidly spin up cloud resources while demonstrating fundamental networking, security, and storage architecture patterns.','English','Educational','Beginner',0,'online','manual','e169e28e3c1fe0da727dd43e11980a3b29a9a5df232553b62ccf5f4efa0d6786',100.0,1779130495.01498,1,'2026-05-18T20:54:55.014980+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Services", "Hands-on Tutorials"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/getting-started/hands-on/cost-optimize-jenkins','aws.amazon.com: How to cost optimize Jenkins jobs on Kubernetes with EC2'' Spot Instances 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','54afa79a4b27d7657455be5dfb12c3c6dccb1580b6ab07a0ccdcc4aa9d558fb1',100.0,1.77903223225775098e+09,0,'2026-05-17T17:37:12.257751+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/getting-started/projects/deploy-kubernetes-app-amazon-eks','aws.amazon.com: Deploy a kubernetes application','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','4bf709362f4aef747e0ac49d07c4a607138d91ddbb4ad1c14787ac358c81f0c4',100.0,1.77903423548369598e+09,0,'2026-05-17T18:10:35.483696+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/getting-started/tutorials','AWS 10-Minute Tutorials','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','90389b12e5080aef584936b7e2fa36ffd67cd6638101365e0cd0efe64f163cc4',100.0,1.77903002467657089e+09,0,'2026-05-17T17:00:24.676571+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/getting-started/tutorials/create-mysql-db','AWS Tutorials: Create and Connect to a MySQL Database with Amazon RDS','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','721b62b045492c126d7de94e7f61fd1db854bd23c7767798fbcb580df8c76531',100.0,1779031146.82959,0,'2026-05-17T17:19:06.829590+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-databases.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/getting-started/projects/deploy-kubernetes-app-amazon-eks','aws.amazon.com: Deploy a kubernetes application','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4bf709362f4aef747e0ac49d07c4a607138d91ddbb4ad1c14787ac358c81f0c4',100.0,1.77903423548369598e+09,0,'2026-05-17T18:10:35.483696+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://docs.aws.amazon.com/eks/latest/userguide/sample-deployment.html"}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/getting-started/tutorials','AWS 10-Minute Tutorials','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','90389b12e5080aef584936b7e2fa36ffd67cd6638101365e0cd0efe64f163cc4',100.0,1.77903002467657089e+09,0,'2026-05-17T17:00:24.676571+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/getting-started/hands-on"}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/getting-started/tutorials/create-mysql-db','AWS Tutorials: Create and Connect to a MySQL Database with Amazon RDS','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','721b62b045492c126d7de94e7f61fd1db854bd23c7767798fbcb580df8c76531',100.0,1779031146.82959,0,'2026-05-17T17:19:06.829590+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-databases.md"]','[]','{}','{"duplicate_of": "https://docs.aws.amazon.com/hands-on/latest/create-mysql-db/create-mysql-db.html"}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/glue','AWS Data Pipeline','','2025',5,'Official page of AWS Glue, a fully managed serverless data integration service. Identifies structural discovery using AWS Glue Data Catalog, PySpark ETL execution, and schema registry controls.','None','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "ETL"]','["[DE FACTO STANDARD]"]','[]','["aws-data.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/grafana','Amazon Managed Service for Grafana','','2024',0,'Managed visualization console offering direct enterprise integrations with SSO and IAM setups. Allows telemetry aggregation from diverse cloud datasources (S3, Prometheus, CloudWatch, Opensearch) under unified dynamic views.','N/A','Cloud Service','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "Managed Services", "Grafana"]','["[COMMUNITY-TOOL]"]','[]','["aws-monitoring.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/iot','aws.amazon.com/en/iot','','2015',0,'Technical documentation for AWS IoT Core, a high-throughput managed broker designed to securely route and map billions of device telemetry streams into cloud databases and analysis applications.','English','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2015-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Edge & IoT", "AWS", "IoT Platforms"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}'); @@ -994,24 +994,24 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/migration-and-modernizati * Integrates proven tooling from system integrators (including Capgemini, Accenture, and Infosys) to achieve up to 90% faster workload mobilization.','en','website','intermediate',0,'online','automatic','0ce564c28a7581531b64a90c23cccb1ddf0ff5cef8093c661f0b98fcd53725ac',NULL,1780352686.74471,0,'2026-06-02T00:24:46.744710+02:00',NULL,NULL,NULL,'["Public Cloud Solutions", "Amazon Web Services", "Cloud Migration", "Infrastructure Modernization"]','["GUIDE", "ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "aws-architecture", "reputation_status": "Vetted", "reputation_summary": "The portal represents the official, highly scrutinized ecosystem database of certified cloud migration solutions on AWS, with zero negative community consensus.", "social_preview_url": "", "source_provenance": "X.com (awscloud)", "suggested_new_category": "cloud-migration"}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/migration-and-modernization/podcast/?sc_channel=sm&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=awareness&trkCampaign=d441cd74-3302-403f-826c-e93c7355e15a&trk=d441cd74-3302-403f-826c-e93c7355e15a&linkId=943129312','AWS Migration and Modernization Podcast','Strategic and architectural discussions mapping out enterprise cloud modernization and transformation routes.','2026',4,'An official podcast series from Amazon Web Services dedicated to cloud-native application transformation, migration patterns, and organizational leadership. Featuring insights from AWS Executives-in-Residence, cloud architects, and financial analysts, it unpacks practical frameworks like the ''7 Rs'' of migration, security modernization (in collaboration with the Office of the CISO), and decoupled migration vs. modernization approaches. The discussions serve as an invaluable handbook for enterprise cloud leaders driving massive, risk-conscious cloud adoption.','en','Podcast','Advanced',0,'online','automatic','cad13ebc9ccc2a2f4959b77c95f73fb5ceaf96add87d113aaf1a032b059dbfe3',NULL,1.78035214849397492e+09,0,'2026-06-02T00:15:48.493975+02:00',NULL,NULL,NULL,'["Cloud Architecture", "AWS", "Cloud Migration", "Modernization Strategy"]','["ENTERPRISE-STABLE", "GUIDE"]','[]','[]','{}','{"category": "aws-architecture", "reputation_status": "Vetted", "reputation_summary": "Vetted official channel from AWS featuring verified executive strategies.", "social_preview_url": "", "source_provenance": "X.com (awscloud)", "suggested_new_category": "podcasts"}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/new','aws.amazon.com/new: What''s New with AWS?','','2026',0,'Duplicate stream of AWS release announcements tracking core architecture, security, and developer ecosystem changes across globally distributed infrastructure zones.','N/A','Documentation','Beginner',0,'online','manual','8ef59e9e82b6b0aff0f6b09a107f68758afb256ba6567817f6725f47252179de',100.0,1.77902959014381504e+09,1,'2026-05-17T16:53:10.143815+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Learning & News"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/opsworks','AWS OpsWorks','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','658abd4c003c0f5d6404a802de04904212bbe908c4a3bb8b6e223f85dd58aae1',100.0,1.77903216308808302e+09,0,'2026-05-17T17:36:03.088083+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-miscellaneous.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/opsworks','AWS OpsWorks','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','658abd4c003c0f5d6404a802de04904212bbe908c4a3bb8b6e223f85dd58aae1',100.0,1.77903216308808302e+09,0,'2026-05-17T17:36:03.088083+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-miscellaneous.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com"}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/partners','AWS Partner Network','- [APN Technology Partners](https://aws.amazon.com/partners/paths) - [APN Consulting Partners](https://aws.amazon.com/partners/consulting)','2026',0,'Curator Insight highlights the portal for finding verified APN Technology and Consulting partners. Live Grounding shows AWS Partner Network remains the core commercial engine for AWS, facilitating ISV integrations, validated architectures, and professional service engagements globally.','N/A','Portal','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Ecosystem", "AWS Partners"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/partners/consulting','APN Consulting Partners','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','a59298b1ea21ea06d976f681238730cc4f66f913f58e69ae9c65c7a291e83324',100.0,1.77903266192159295e+09,0,'2026-05-17T17:44:21.921593+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-miscellaneous.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/partners/paths',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','d3c6564eb8b9a475e546628c89f8a8f44fa7ab6e1a83a5331af80af915e72ad3',84.0,1.77913049497451305e+09,0,'2026-05-18T20:54:54.974513+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-miscellaneous.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/partners/technology','APN Technology Partners','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','a59298b1ea21ea06d976f681238730cc4f66f913f58e69ae9c65c7a291e83324',100.0,1779029070.38511,0,'2026-05-17T16:44:30.385110+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-miscellaneous.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/partners/technology','APN Technology Partners','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a59298b1ea21ea06d976f681238730cc4f66f913f58e69ae9c65c7a291e83324',100.0,1779029070.38511,0,'2026-05-17T16:44:30.385110+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-miscellaneous.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/partners/consulting"}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/podcasts/aws-podcast','AWS Podcasts','','2026',0,'The official audio podcast network providing runtime updates, expert discussions, and inside perspectives on architectural patterns directly from AWS developers and clients.','N/A','Podcast','Intermediate',0,'online','manual','4af0ab4a3a787a8212685a1a7e6868084bd444d5034c4184b901b12a8d5abdb6',100.0,1.77903371358898401e+09,1,'2026-05-17T18:01:53.588984+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Learning & News"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/podcasts/aws-techchat','AWS Techchat','','2026',0,'Region-specific developer chat podcast providing quick insights, technological reviews, and platform trend discussions for engineers working across the APJ region.','N/A','Podcast','Intermediate',0,'online','manual','d7c7427cb59696e9ccc4ba09a1cce4f064cabbe61ce88f8cc4703056815dd56a',100.0,1779032087.74657,1,'2026-05-17T17:34:47.746570+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Learning & News"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/premiumsupport','AWS Support','','2008',0,'Detailed directory of AWS premium tier services, offering technical case routing, cloud guidance, and access to Trusted Advisor tools to maintain cluster health and SLA commitments.','None','Support Service','Beginner',0,'online','manual','84b7c772cba7dccafa8c32e4f9332d582b4c56813d8fe47b0a59ed724cd379fd',100.0,1.77913049495031905e+09,1,'2026-05-18T20:54:54.950319+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS", "Operations"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/premiumsupport/knowledge-center',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','030b85eeffc0201b8a7b7a193b2a4beddb0d7ec98cfb7bf7c29b6a14a26af5b4',84.0,1.77913049494254803e+09,0,'2026-05-18T20:54:54.942548+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/premiumsupport/knowledge-center/create-and-activate-aws-account','How do I create and activate a new Amazon Web Services account?','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','6fba5cdd4be385dcb39fae7f9da4ee824c92b8282737fa09b6cb0c2e7dc25639',100.0,1.7790309284313929e+09,0,'2026-05-17T17:15:28.431393+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/premiumsupport/knowledge-center/start-stop-lambda-cloudwatch','How do I stop and start EC2 instances at regular intervals using AWS Lambda? (Video)','','N/A',0,'This step-by-step video guide demonstrates how to orchestrate automated EC2 state transitions utilizing AWS Lambda and Amazon EventBridge rules. The architectural walkthrough presents a cost-optimization blueprint for non-production environments by cutting off idle compute resources. It remains an essential automation reference for cloud engineers.','English','Video','Beginner',0,'online','manual','54e7628550d67b00cc4404644cc6e477ac858ef15ae3426a530a435ff3ea6610',100.0,1.77903186608101797e+09,0,'2026-05-17T17:31:06.081018+02:00',NULL,NULL,NULL,'["Serverless", "AWS Lambda", "Automation"]','["[COMMUNITY-TOOL]"]','["docs/aws-serverless.md"]','["aws-serverless.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/premiumsupport/knowledge-center/transfer-domain-to-aws','How do I transfer a domain to AWS from another registrar?','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','ec4e2f5075597f14863a449986ae6312a4ad332eb0b511b9da30df9b82a50582',100.0,1.77903198168294191e+09,0,'2026-05-17T17:33:01.682942+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-networking.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/premiumsupport/knowledge-center/create-and-activate-aws-account','How do I create and activate a new Amazon Web Services account?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','6fba5cdd4be385dcb39fae7f9da4ee824c92b8282737fa09b6cb0c2e7dc25639',100.0,1.7790309284313929e+09,0,'2026-05-17T17:15:28.431393+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws.md"]','[]','{}','{"duplicate_of": "https://repost.aws/knowledge-center/create-and-activate-aws-account"}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/premiumsupport/knowledge-center/start-stop-lambda-cloudwatch','How do I stop and start EC2 instances at regular intervals using AWS Lambda? (Video)','','N/A',0,'This step-by-step video guide demonstrates how to orchestrate automated EC2 state transitions utilizing AWS Lambda and Amazon EventBridge rules. The architectural walkthrough presents a cost-optimization blueprint for non-production environments by cutting off idle compute resources. It remains an essential automation reference for cloud engineers.','English','Video','Beginner',0,'duplicate','manual','54e7628550d67b00cc4404644cc6e477ac858ef15ae3426a530a435ff3ea6610',100.0,1.77903186608101797e+09,0,'2026-05-17T17:31:06.081018+02:00',NULL,NULL,NULL,'["Serverless", "AWS Lambda", "Automation"]','["[COMMUNITY-TOOL]"]','["docs/aws-serverless.md"]','["aws-serverless.md"]','{}','{"duplicate_of": "https://repost.aws/knowledge-center/start-stop-lambda-eventbridge"}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/premiumsupport/knowledge-center/transfer-domain-to-aws','How do I transfer a domain to AWS from another registrar?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ec4e2f5075597f14863a449986ae6312a4ad332eb0b511b9da30df9b82a50582',100.0,1.77903198168294191e+09,0,'2026-05-17T17:33:01.682942+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-networking.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/en/premiumsupport/knowledge-center"}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/products','aws.amazon.com: Network operations with AWS Network Manager','','2019',0,'Focuses on AWS Network Manager as a single pane of glass for monitoring global hybrid networks. 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Focuses on physical data center compliance, hypervisor-level boundaries, AWS Shield protection, and global compliance standards (ISO, SOC, and PCI DSS).','English','Product Catalog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "AWS", "Security and Compliance"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/solutions','aws.amazon.com: AWS Quick Start (OpenShift 3.11 on AWS)','','2018',0,'Legacy AWS CloudFormation deployment template for automating OpenShift 3.11 cluster topologies. Serves as an architectural reference for VPC subnet divisions and multi-AZ load-balancer routing in early cloud-native systems.','CloudFormation','IaC/Template','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS", "Infrastructure-as-Code"]','["[LEGACY]"]','[]','["aws-devops.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/solutions','aws.amazon.com: AWS Quick Start (OpenShift 3.11 on AWS)','','2018',0,'Legacy AWS CloudFormation deployment template for automating OpenShift 3.11 cluster topologies. Serves as an architectural reference for VPC subnet divisions and multi-AZ load-balancer routing in early cloud-native systems.','CloudFormation','IaC/Template','Advanced',0,'duplicate','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS", "Infrastructure-as-Code"]','["[LEGACY]"]','[]','["aws-devops.md"]','{}','{"duplicate_of": "https://aws.amazon.com/quickstart/architecture/openshift"}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/solutions/case-studies/aeromexico-case-study/?sc_channel=sm&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=awareness&trkCampaign=c1377653-d4d2-4ea4-ad85-f94d5d9ebf33&trk=c1377653-d4d2-4ea4-ad85-f94d5d9ebf33&linkId=950665799','AeromΓ©xico Modernization Case Study on AWS','Detailed enterprise architecture migration and application modernization success study on AWS.','2026',4,'An architectural case study analyzing AeromΓ©xico''s enterprise migration and modernization journey on AWS. - **Architectural Value**: Demonstrates modernization of 350+ applications from three legacy data centers to a single-cloud layout. - **Key Features**: Leverages AWS Lambda serverless pipelines, Amazon RDS state preservation, and Amazon S3. - **Technical Significance**: Highlights an 80% application refactoring rate, showcasing how structural observability can accelerate legacy system retirement.','en','case-study','advanced',0,'online','automatic','2d0d5859523f556bf26b558a0f4a39ab3de09fb043a111a8f9a8079bb532ab7b',NULL,1.78035254437063908e+09,0,'2026-06-02T00:22:24.370639+02:00',NULL,NULL,NULL,'["Cloud Migration", "Enterprise Architecture", "Case Studies", "Aerom\u00e9xico Modernization"]','["[CASE STUDY]", "[ENTERPRISE-STABLE]"]','[]','[]','{}','{"category": "aws-devops", "reputation_status": "Vetted", "reputation_summary": "Vetted official AWS Case Study detailing legacy system refactoring and large-scale cloud modernization.", "social_preview_url": "", "source_provenance": "X.com (awscloud)", "suggested_new_category": "aws-architecture"}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/solutions/case-studies/mercedes-benz-transform-case-study/?sc_channel=sm&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=awareness&trkCampaign=e20794db-f1a8-4cef-9cce-67e29faee359&sc_content=Video&trk=e20794db-f1a8-4cef-9cce-67e29faee359&linkId=945588626','Mercedes-Benz Group: Global SAP Consolidation and AI Modernization on AWS','Mercedes-Benz is building a future-proof IT infrastructure that streamlines processes, reduces complexity, and integrates cutting-edge AI capabilities across its global operations, including migrating to RISE with SAP on AWS.','2024',4,'A detailed enterprise case study highlighting Mercedes-Benz''s major cloud transformation journey on AWS. Covers the migration of their global connected vehicle platform from containerized microservices to AWS Serverless (Lambda, SageMaker), alongside migrating core SAP landscapes to RISE with SAP. 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+INSERT INTO "resources" VALUES('https://aws.amazon.com/solutions/implementations/distributed-load-testing-on-aws','Distributed Load Testing on AWS 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','3893151e67c9637518485c2942f7d7faa5970a6d2aa67efd3341a5526b3786be',100.0,1.77903390682660889e+09,0,'2026-05-17T18:05:06.826609+02:00',NULL,NULL,NULL,'[]','[]','["docs/performance-testing-with-jenkins-and-jmeter.md"]','[]','{}','{"review_metadata": {"original_url": "https://aws.amazon.com/solutions/implementations/distributed-load-testing-on-aws", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:55.022962"}, "duplicate_of": "https://docs.aws.amazon.com/solutions/distributed-load-testing-on-aws"}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/solutions/implementations/workload-discovery-on-aws',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'review_required','manual','be33a2b6a7588b757179e312a5d6db2189ddc613e17e61c1fff0c020675a9e8e',64.0,1.77913049502272605e+09,0,'2026-05-18T20:54:55.022726+02:00',NULL,NULL,NULL,'[]','[]','["docs/cloud-arch-diagrams.md"]','[]','{}','{"review_metadata": {"original_url": "https://aws.amazon.com/solutions/implementations/workload-discovery-on-aws", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:55.022728"}}'); 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Utilizing high-performance computing (HPC) for Computational Fluid Dynamics (CFD) and Amazon SageMaker for predictive machine learning models, the system delivers real-time race insights, tire wear metrics, and overtaking strategies to global broadcasts. 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By integrating generative AI, the service offers custom transformation agents designed to tackle code translations, library version upgrades, and API migrations. Key architectural aspects: @@ -1059,7 +1059,7 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/what-is/data-lake',NULL,N INSERT INTO "resources" VALUES('https://aws.amazon.com/what-is/streaming-data','What is Streaming Data?','','2026',0,'An AWS conceptual guide delineating the architecture of real-time streaming data pipelines. 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This is a foundational checklist for any platform engineering team running on AWS.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Cloud Security", "EKS Hardening"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md", "kubernetes-security.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.github.io/aws-eks-best-practices/networking/index','Amazon EKS Best Practices Guide for Networking','','2026',0,'The dedicated guide for networking best practices on Amazon EKS. Focuses heavily on network design, security boundaries, container security, network policies (Calico), and optimizing cluster communication pathways.','Markdown','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Networking", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.github.io/aws-eks-best-practices/networking/index','Amazon EKS Best Practices Guide for Networking','','2026',0,'The dedicated guide for networking best practices on Amazon EKS. Focuses heavily on network design, security boundaries, container security, network policies (Calico), and optimizing cluster communication pathways.','Markdown','Documentation','Advanced',0,'duplicate','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Networking", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{"duplicate_of": "https://aws.github.io/aws-eks-best-practices"}'); INSERT INTO "resources" VALUES('https://aws.plainenglish.io','aws.plainenglish.io','','N/A',0,'A curated technical resource and architectural guide covering aws.plainenglish.io in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902911617042708e+09,0,'2026-05-17T16:45:16.170427+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.plainenglish.io/6-tips-to-improve-availability-with-aws-load-balancers-and-kubernetes-ad8d4d1c0f61','aws.plainenglish.io: 6 Tips to Improve Availability with AWS Load Balancers'' and Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering aws.plainenglish.io: 6 Tips to Improve Availability with AWS Load Balancers'' and Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903002058407807e+09,0,'2026-05-17T17:00:20.584078+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.plainenglish.io/aws-codepipeline-for-amazon-ecs-part-2-a-blue-green-deployment-type-c162fd73be91','aws.plainenglish.io: AWS CodePipeline for Amazon ECS','','N/A',0,'A curated technical resource and architectural guide covering aws.plainenglish.io: AWS CodePipeline for Amazon ECS in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790295652214961e+09,0,'2026-05-17T16:52:45.221496+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-devops.md"]','["aws-devops.md"]','{}','{}'); @@ -1079,7 +1079,7 @@ INSERT INTO "resources" VALUES('https://aws.plainenglish.io/terraform-how-to-dep INSERT INTO "resources" VALUES('https://aws.plainenglish.io/the-automation-fellowship-packer-terraform-and-ansible-part-iii-73571ef103e1','aws.plainenglish.io: The Automation Fellowship: Packer, Terraform, and Ansible'' β€” PART III','','N/A',0,'A curated technical resource and architectural guide covering aws.plainenglish.io: The Automation Fellowship: Packer, Terraform, and Ansible'' β€” PART III in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903361733389902e+09,0,'2026-05-17T18:00:17.333899+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.plainenglish.io/trigger-function-message-12f117b7f067','aws.plainenglish.io: Trigger, Function, Message | Brandi McCall','','N/A',0,'A curated technical resource and architectural guide covering aws.plainenglish.io: Trigger, Function, Message | Brandi McCall in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903426507621908e+09,0,'2026-05-17T18:11:05.076219+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://awscerts.slack.com','awscerts.slack.com','','2023',0,'A dedicated global Slack community focusing on AWS Certifications. Serves as a peer-to-peer discussion hub where developers and architects share study tips, ask technical questions, and exchange real-world infrastructure experience.','English','Platform','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Community Learning"]','["[COMMUNITY-TOOL]"]','[]','["aws-training.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://awscli.amazonaws.com/v2/documentation/api/latest/reference/service-quotas/get-service-quota.html','AWS API: get-service-quota','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','7543f447dda008bc7f388eed1f917f1475932f2b63d0c1a2aa1d0b4f74d4dabe',100.0,1.77903225202999401e+09,0,'2026-05-17T17:37:32.029994+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-miscellaneous.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://awscli.amazonaws.com/v2/documentation/api/latest/reference/service-quotas/get-service-quota.html','AWS API: get-service-quota','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7543f447dda008bc7f388eed1f917f1475932f2b63d0c1a2aa1d0b4f74d4dabe',100.0,1.77903225202999401e+09,0,'2026-05-17T17:37:32.029994+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-miscellaneous.md"]','[]','{}','{"duplicate_of": "https://docs.aws.amazon.com/cli/latest/reference/service-quotas/get-service-quota.html"}'); INSERT INTO "resources" VALUES('https://awsfundamentals.blogspot.com/2019/12/aws-vpc-fundamental.html','awsfundamentals.blogspot.com: AWS Virtual Private Cloud - VPC','','2019',0,'A high-level introductory guide detailing the core components of Amazon VPCs, including Subnets, Route Tables, Internet Gateways, and Security Groups. Ideal for engineers transitioning from traditional infrastructure to virtualized cloud networks.','English','blog','beginner',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "VPC", "Fundamentals"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://awsfundamentals.com/blog/aws-lambda-with-terraform','blog.awsfundamentals.com: Mastering AWS Lambda with Terraform: A Comprehensive Guide','','2023',0,'An all-inclusive guide detailing AWS Lambda lifecycle management and API Gateway mappings with Terraform. Deals with local packaging zip configurations, dynamic environments, and fine-grained IAM execution policies.','HCL','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Compute & Serverless"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://awsfundamentals.com/blog/aws-organizations-the-key-to-managing-your-cloud-infrastructure-effectively','AWS Organizations: The Key to Managing Your Cloud Infrastructure Effectively','','2024',0,'Explores core configuration benefits of AWS Organizations for multi-account governance. Highlights service control policies (SCPs), unified billing, and secure programmatic account instantiation using IaC.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "AWS", "Governance", "AWS Organizations"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md", "aws.md"]','{}','{}'); @@ -1105,7 +1105,7 @@ INSERT INTO "resources" VALUES('https://awstip.com/this-code-works-autoscaling-a INSERT INTO "resources" VALUES('https://awstip.com/uploading-files-to-s3-through-api-gateway-7bb78c0d0483','awstip.com: Uploading files to S3 through API Gateway','','N/A',0,'A curated technical resource and architectural guide covering awstip.com: Uploading files to S3 through API Gateway in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031088.98477,0,'2026-05-17T17:18:08.984770+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-storage.md"]','["aws-storage.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://awstip.com/working-the-amazon-eks-immersion-workshop-chapter-1-deploying-a-microservices-application-in-a-9acae5df2f01','awstip.com: Working The Amazon EKS Immersion Workshop β€” Chapter 1 β€” Deploying'' A Microservices Application In A Kubernetes Cluster','','N/A',0,'A curated technical resource and architectural guide covering awstip.com: Working The Amazon EKS Immersion Workshop β€” Chapter 1 β€” Deploying'' A Microservices Application In A Kubernetes Cluster in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903252121493601e+09,0,'2026-05-17T17:42:01.214936+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://awstrainingwithjagan.com/infrastructure-as-code-tool-comparison','awstrainingwithjagan.com: Comprehensive Comparison of Top Infrastructure as Code (IaC) Tools','','2023',0,'Provides a comprehensive matrix of top IaC frameworks. Evaluates learning curves, multi-cloud capabilities, configuration language types (YAML, JSON, DSL, or general-purpose languages), and drift remediation mechanisms.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Infrastructure as Code", "Tool Comparison"]','["[COMMUNITY-TOOL]"]','[]','["iac.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://axway.com/digitize','axway.com/digitize','','N/A',0,'A curated technical resource and architectural guide covering axway.com/digitize in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903276225640392e+09,0,'2026-05-17T17:46:02.256404+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/developerportals.md"]','["developerportals.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://axway.com/digitize','axway.com/digitize','','N/A',0,'A curated technical resource and architectural guide covering axway.com/digitize in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903276225640392e+09,0,'2026-05-17T17:46:02.256404+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/developerportals.md"]','["developerportals.md"]','{}','{"duplicate_of": "https://resources.axway.com"}'); INSERT INTO "resources" VALUES('https://aymen-abdelwahed.medium.com/k8s-operators-cis-benchmarks-8d7915d5cb2d','aymen-abdelwahed.medium.com: K8s Operators β€” CIS Kubernetes Benchmarks','','N/A',0,'A curated technical resource and architectural guide covering aymen-abdelwahed.medium.com: K8s Operators β€” CIS Kubernetes Benchmarks in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033609.42302,0,'2026-05-17T18:00:09.423020+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aymen-segni.com/index.php/2020/07/22/deploying-your-serverless-services-on-kubernetes-using-knative','aymen-segni.com: Deploying Serverless Services on Kubernetes using Knative','','2020',0,'Detailed technical analysis of running microservices as serverless functions on Kubernetes using Knative. Explains configuration pathways for Knative CRDs, route mapping, and automated scaling parameters.','Yaml','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Serverless & Knative", "Serverless Frameworks", "Knative Serving"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aytartana.wordpress.com/2020/08/26/migrating-springboot-petclinic-rest-to-quarkus','aytartana.wordpress.com: Migrating SpringBoot PetClinic REST to Quarkus','','2020',0,'A detailed migration journal porting the classic Spring Boot PetClinic REST API to Quarkus. Provides valuable benchmarking metrics comparing memory footprints, startup latencies, and implementation adjustments required for compilation to GraalVM native images.','Java','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Modernization", "Spring to Quarkus", "Framework Migration"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); @@ -1122,9 +1122,9 @@ INSERT INTO "resources" VALUES('https://azure.github.io/Azure-Proactive-Resilien INSERT INTO "resources" VALUES('https://azure.github.io/Azure-Verified-Modules','azure.github.io/Azure-Verified-Modules 🌟','','2024',0,'The central documentation portal for Azure Verified Modules (AVM), Microsoft''s standardized, validated IaC building blocks. Supports both Bicep and Terraform, guaranteeing reliable, hardened, and highly consistent deployments at enterprise scale.','None','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Infrastructure as Code", "Azure Verified Modules"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://azure.github.io/enterprise-azure-policy-as-code','azure.github.io/enterprise-azure-policy-as-code: Enterprise Azure Policy as Code Overview','','2024',0,'Comprehensive guide for the Enterprise Azure Policy as Code framework. Enables teams to define, test, and release centralized policies via Git pipelines across nested Azure subscription directories.','PowerShell','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure Automation", "Governance", "Enterprise Policy as Code", "Azure Policy"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://azure.github.io/secrets-store-csi-driver-provider-azure','azure.github.io: Azure Key Vault Provider for Secrets Store CSI Driver','','2023',0,'Reference manual for the Azure Key Vault Provider for the Kubernetes Secrets Store CSI Driver. Live grounding confirms this CSI provider is the modern enterprise standard for AKS, allowing pods to mount key vault secrets directly as files while avoiding the overhead of custom sidecars or writing secrets to disk.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Kubernetes Security", "CSI Driver Providers"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://azure.microsoft.com','Microsoft Azure','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','8ce8c157368ff5fb4540f013176fa990d07585e19168578e344a1309247ff22b',100.0,1.77903243815774703e+09,0,'2026-05-17T17:40:38.157747+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://azure.microsoft.com','Microsoft Azure','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8ce8c157368ff5fb4540f013176fa990d07585e19168578e344a1309247ff22b',100.0,1.77903243815774703e+09,0,'2026-05-17T17:40:38.157747+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{"duplicate_of": "https://azure.microsoft.com/en-us"}'); INSERT INTO "resources" VALUES('https://azure.microsoft.com/en-gb/blog/microsoft-azure-load-testing-is-now-generally-available','azure.microsoft.com: Microsoft Azure Load Testing is now generally available','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','353580e39275a63fb18ac5c904ddd7671ca6cb09e0caaeb9aa5f0cbc143cc8c0',100.0,1.77903353921200203e+09,0,'2026-05-17T17:58:59.212002+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://azure.microsoft.com/en-gb/products/load-testing','Azure Load Testing','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','28eade29090d807206b2877d76001fa9df985b743c187090ca798c990b13b582',100.0,1.77903285220629501e+09,0,'2026-05-17T17:47:32.206295+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://azure.microsoft.com/en-gb/products/load-testing','Azure Load Testing','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','28eade29090d807206b2877d76001fa9df985b743c187090ca798c990b13b582',100.0,1.77903285220629501e+09,0,'2026-05-17T17:47:32.206295+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{"duplicate_of": "https://learn.microsoft.com/en-us/azure/app-testing"}'); INSERT INTO "resources" VALUES('https://azure.microsoft.com/en-gb/updates/general-availability-azure-bastion-native-client-support','==azure.microsoft.com: General availability: Azure Bastion native client'' support==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','2823076e1d19d6bf56293ca61900ce61ede07aa5cfa84741fd24ee14c14bf76d',100.0,1.77903231374557399e+09,0,'2026-05-17T17:38:33.745574+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://azure.microsoft.com/en-gb/updates/generally-available-durable-functions-support-of-managed-identity-for-azure-storage','azure.microsoft.com: Generally Available: Durable Functions support of managed'' identity for Azure Storage','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','c61eeab3654fcbc9dd1699afcc8eb32f0ac9eadd0464560be5e6ed66e244e300',100.0,1.77902920583208394e+09,0,'2026-05-17T16:46:45.832084+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://azure.microsoft.com/en-in/blog/how-microsoft-azure-crossregion-load-balancer-helps-create-region-redundancy-and-low-latency','==azure.microsoft.com: How Microsoft Azure Cross-region Load Balancer helps'' create region redundancy and low latency== 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','be6129546bd6f6c3e569ba06b579f2ac4cfa106f3f1e5319386ca7a0b3a11389',100.0,1.77902976508868503e+09,0,'2026-05-17T16:56:05.088685+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{}'); @@ -1157,7 +1157,7 @@ INSERT INTO "resources" VALUES('https://azure.microsoft.com/en-us/products/chaos - [docs.microsoft.com: What is Azure Chaos Studio?](https://learn.microsoft.com/en-us/azure/chaos-studio/chaos-studio-overview) - [sqlservercentral.com: Chaos Engineering in Azure](https://www.sqlservercentral.com/articles/chaos-engineering-in-azure)','2021',0,'Provides an overview of Azure Chaos Studio, Microsoft''s managed chaos orchestration platform. 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Dynamically graphs compliance updates, service availability maps, and feature changes in real-time.','TypeScript','Software','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Platforms", "Azure", "Visualization & Insights"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://azurecharts.com/learning','azurecharts.com/learning: Azure Learning Explorer','','2026',0,'An interactive educational roadmap generator integrated inside Azure Charts. Guides cloud engineers through certifications and specific infrastructure tracks.','None','Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Platforms", "Azure", "Education"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://azurecloudai.blog/2019/09/27/deploy-azure-kubernetes-service-aks-to-a-preexisting-vnet','azurecloudai.blog: Deploy Azure Kubernetes Service (AKS) to a preexisting'' VNET','','N/A',0,'Walkthrough outlining the installation of AKS inside preexisting VNET topologies. Examines subnet sizing requirements, routing controls, and enterprise boundary setups. Helpful for aligning AKS with pre-configured network constraints.','English','blog','Intermediate',0,'online','manual','5d14b2dc03dadca8119588932b102e1f5ed361f90524093ca50abddd947d2843',100.0,1779031827.30087,0,'2026-05-17T17:30:27.300870+02:00',NULL,NULL,NULL,'["Cloud Providers", "Azure", "Networking"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://azurecloudai.blog/2019/09/27/deploy-azure-kubernetes-service-aks-to-a-preexisting-vnet','azurecloudai.blog: Deploy Azure Kubernetes Service (AKS) to a preexisting'' VNET','','N/A',0,'Walkthrough outlining the installation of AKS inside preexisting VNET topologies. Examines subnet sizing requirements, routing controls, and enterprise boundary setups. Helpful for aligning AKS with pre-configured network constraints.','English','blog','Intermediate',0,'duplicate','manual','5d14b2dc03dadca8119588932b102e1f5ed361f90524093ca50abddd947d2843',100.0,1779031827.30087,0,'2026-05-17T17:30:27.300870+02:00',NULL,NULL,NULL,'["Cloud Providers", "Azure", "Networking"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{"duplicate_of": "https://azurecloudai.blog/verify.html"}'); INSERT INTO "resources" VALUES('https://azuredevopsdemogenerator.azurewebsites.net','Azure DevOps Demo Generator 🌟','','N/A',0,'A curated technical resource and architectural guide covering Azure DevOps Demo Generator 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903161811882591e+09,0,'2026-05-17T17:26:58.118826+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://azuredevopslabs.com','Azure DevOps Labs 🌟','','2024',0,'A extensive sandbox catalog presenting modular, self-paced technical tutorials for Azure DevOps. Teaches container builds, environment configuration matrices, and enterprise-grade security structures designed to support high-scale operations.','English','Product','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Enterprise Platforms", "Azure DevOps"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://azuredevopslabs.com/labs/vstsextend/kubernetes','azuredevopslabs.com: Deploying a multi-container application to Azure Kubernetes Services','','2023',0,'An interactive, practical lab illustrating the step-by-step setup of continuous delivery pipelines targeting AKS using Azure DevOps. Covers container builds, ACR image pushes, and multi-stage YAML pipeline deployment structures.','YAML','Interactive Lab','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Delivery & CI/CD", "Continuous Deployment", "Azure Pipelines"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); @@ -1191,7 +1191,7 @@ INSERT INTO "resources" VALUES('https://azureviking.com/post/terraform-module-az INSERT INTO "resources" VALUES('https://azureway.cloud/azure-container-apps-creating-using-terraform-part-1',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','ef4b9f024e2eeebbdf34c696ea3d19cf32a8cbfcd49ae6c6e939b95a9eec7097',100.0,1.779032680323143e+09,1,'2026-05-17T17:44:40.323143+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://azureway.cloud/azure-container-apps-traffic-splitting-part-4',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','fdf558410487332b90abd7c51698d777788edc16ef106168d480d4297a79028c',100.0,1.7790323819825561e+09,1,'2026-05-17T17:39:41.982556+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://backstage.io','Backstage Developer Portal:','','2026',5,'Created by Spotify and donated to the CNCF, Backstage is an open-source framework for building internal developer portals. It unifies infrastructure tooling, services, and documentation under a single, centralized Software Catalog to streamline development workflows and reduce cognitive load.','TypeScript','Framework / Tool','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Developer Portal", "Internal Developer Platforms"]','["[DE FACTO STANDARD]"]','[]','["developerportals.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://backup.docs.portworx.com','PX-Backup: docs','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','53e7bacf27df49e27bfde528e3135903962ffdb798c263833d0be1ad94eb410a',100.0,1.77903409471412801e+09,0,'2026-05-17T18:08:14.714128+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-backup-migrations.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://backup.docs.portworx.com','PX-Backup: docs','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','53e7bacf27df49e27bfde528e3135903962ffdb798c263833d0be1ad94eb410a',100.0,1.77903409471412801e+09,0,'2026-05-17T18:08:14.714128+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-backup-migrations.md"]','[]','{}','{"duplicate_of": "https://docs.portworx.com/portworx-backup-on-prem"}'); INSERT INTO "resources" VALUES('https://baeke.info/2022/06/02/trying-out-draft-2-on-aks','blog.baeke.info: Trying out Draft 2 on AKS','','2022',0,'An early evaluation testing out the Draft v2 workflow within AKS environments. Evaluates standard dev loops and notes architectural changes between initial Draft implementations and subsequent buildpack-driven tools. Modern architects should target standard buildpacks and OCI artifacts over older Draft versions.','Bash','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Developer Experience", "Legacy Scaffolding"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://baeke.info/2022/11/24/aks-workload-identity-revisited','blog.baeke.info: AKS Workload Identity Revisited','','2022',0,'A deep-dive analyzing Azure AD Workload Identity mechanics. Compares this modern OIDC token-exchange flow against legacy pod identities. Essential reading for secure application migrations requiring direct integration with Azure Cloud resources.','Bash','Technical Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Governance", "Access & Identity", "Workload Identity"]','["[LEGACY]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://bagas-awibowo.medium.com/helm-templating-network-policy-using-helm-783b2f7e401a','==bagas-awibowo.medium.com: Helm β€” Templating Network Policy using Helm==','','N/A',0,'A curated technical resource and architectural guide covering ==bagas-awibowo.medium.com: Helm β€” Templating Network Policy using Helm== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903341565396189e+09,0,'2026-05-17T17:56:55.653962+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{}'); @@ -1223,7 +1223,7 @@ INSERT INTO "resources" VALUES('https://beam.apache.org','Apache Beam','','2026' INSERT INTO "resources" VALUES('https://beellz.hashnode.dev/continuous-profiling-in-kubernetes-using-pyroscope','==beellz.hashnode.dev: Continuous Profiling in Kubernetes Using Pyroscope==','','N/A',0,'A curated technical resource and architectural guide covering ==beellz.hashnode.dev: Continuous Profiling in Kubernetes Using Pyroscope== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903160215448904e+09,0,'2026-05-17T17:26:42.154489+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/qa.md"]','["qa.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://ben11kehoe.medium.com/never-put-aws-temporary-credentials-in-env-vars-or-credentials-files-theres-a-better-way-25ec45b4d73e','ben11kehoe.medium.com: Never put AWS temporary credentials in the credentials'' file (or env vars) β€” there’s a better way','','N/A',0,'A curated technical resource and architectural guide covering ben11kehoe.medium.com: Never put AWS temporary credentials in the credentials'' file (or env vars) β€” there’s a better way in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903144585510396e+09,0,'2026-05-17T17:24:05.855104+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://ben11kehoe.medium.com/principals-in-aws-iam-38c4a3dc322a','ben11kehoe.medium.com: AWS Authentication: Principals (users and roles)'' in AWS IAM','','N/A',0,'A curated technical resource and architectural guide covering ben11kehoe.medium.com: AWS Authentication: Principals (users and roles)'' in AWS IAM in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903439182034802e+09,0,'2026-05-17T18:13:11.820348+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-security.md"]','["aws-security.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://bespoyasov.me/blog/clean-architecture-on-frontend','Clean Architecture on Frontend','','2021',0,'Adapts Robert C. Martin''s Clean Architecture principles to modern client-side frontend applications. Focuses on isolation of core business domains, UI frameworks, and data sources via explicit dependency inversion layers, simplifying testing and future framework transitions.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Frontend Architecture", "Design Patterns"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md", "developerportals.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://bespoyasov.me/blog/clean-architecture-on-frontend','Clean Architecture on Frontend','','2021',0,'Adapts Robert C. Martin''s Clean Architecture principles to modern client-side frontend applications. Focuses on isolation of core business domains, UI frameworks, and data sources via explicit dependency inversion layers, simplifying testing and future framework transitions.','English','Article','Advanced',0,'duplicate','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Frontend Architecture", "Design Patterns"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md", "developerportals.md"]','{}','{"duplicate_of": "https://dev.to/bespoyasov/clean-architecture-on-frontend-4311?utm=midu"}'); INSERT INTO "resources" VALUES('https://betanews.com/2022/01/26/overcoming-observability-challenges','==betanews.com: Overcoming observability challenges in the CI/CD Pipeline==','','N/A',0,'A curated technical resource and architectural guide covering ==betanews.com: Overcoming observability challenges in the CI/CD Pipeline== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903451699144506e+09,0,'2026-05-17T18:15:16.991445+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cicd.md"]','["cicd.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://betanews.com/2022/10/22/cloud-security-is-complex-but-most-vulnerabilities-fall-into-three-key-categories','==betanews.com: Cloud security is complex -- but most vulnerabilities fall'' into three key categories==','','N/A',0,'A curated technical resource and architectural guide covering ==betanews.com: Cloud security is complex -- but most vulnerabilities fall'' into three key categories== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033338.93183,0,'2026-05-17T17:55:38.931830+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://betterhumans.pub/8-communication-hacks-i-use-to-appear-more-senior-as-a-young-employee-9106468bf5aa','betterhumans.pub: 8 Communication Hacks I Use To Appear More Senior As a'' Young Employee','','N/A',0,'A curated technical resource and architectural guide covering betterhumans.pub: 8 Communication Hacks I Use To Appear More Senior As a'' Young Employee in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033697.01239,0,'2026-05-17T18:01:37.012390+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/project-management-methodology.md"]','["project-management-methodology.md"]','{}','{}'); @@ -1330,7 +1330,7 @@ INSERT INTO "resources" VALUES('https://betterprogramming.pub/team-topologies-a- INSERT INTO "resources" VALUES('https://betterprogramming.pub/techniques-for-managing-your-time-and-cognitive-load-as-a-senior-leader-2b9eadb0daa4','betterprogramming.pub: Techniques for Managing Your Time and Cognitive Load'' as a Senior Leader','','N/A',0,'A curated technical resource and architectural guide covering betterprogramming.pub: Techniques for Managing Your Time and Cognitive Load'' as a Senior Leader in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902999094573307e+09,0,'2026-05-17T16:59:50.945733+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/project-management-methodology.md"]','["project-management-methodology.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://betterprogramming.pub/terraform-setup-for-using-aws-lambda-with-s3-2b8ba286b6d7','betterprogramming.pub: Terraform Setup for Using AWS Lambda With S3','','N/A',0,'A curated technical resource and architectural guide covering betterprogramming.pub: Terraform Setup for Using AWS Lambda With S3 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902971473296809e+09,0,'2026-05-17T16:55:14.732968+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://betterprogramming.pub/the-5-step-checklist-for-serverless-load-testing-346f4a60841d','betterprogramming.pub: The 5-Step Checklist for Serverless Load Testing','','N/A',0,'A curated technical resource and architectural guide covering betterprogramming.pub: The 5-Step Checklist for Serverless Load Testing in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903085147531509e+09,0,'2026-05-17T17:14:11.475315+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/performance-testing-with-jenkins-and-jmeter.md"]','["performance-testing-with-jenkins-and-jmeter.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://betterprogramming.pub/the-best-vs-code-extensions-to-supercharge-your-git-5d5ab3f64f64','betterprogramming.pub: The Best VS Code Extensions to Supercharge Your Git','','N/A',0,'A curated technical resource and architectural guide covering betterprogramming.pub: The Best VS Code Extensions to Supercharge Your Git in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903205688419795e+09,0,'2026-05-17T17:34:16.884198+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://betterprogramming.pub/the-best-vs-code-extensions-to-supercharge-your-git-5d5ab3f64f64','betterprogramming.pub: The Best VS Code Extensions to Supercharge Your Git','','N/A',0,'A curated technical resource and architectural guide covering betterprogramming.pub: The Best VS Code Extensions to Supercharge Your Git in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903205688419795e+09,0,'2026-05-17T17:34:16.884198+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{"duplicate_of": "https://www.c-sharpcorner.com/article/the-best-vs-code-extensions-to-supercharge-git"}'); INSERT INTO "resources" VALUES('https://betterprogramming.pub/the-perfect-message-queue-solution-based-on-the-redis-stream-type-ccf273554178','betterprogramming.pub: The Perfect Message Queue Solution Based on the Redis'' Stream Type','','N/A',0,'A curated technical resource and architectural guide covering betterprogramming.pub: The Perfect Message Queue Solution Based on the Redis'' Stream Type in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903039064588499e+09,0,'2026-05-17T17:06:30.645885+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://betterprogramming.pub/the-pros-and-cons-monorepos-explained-f86c998392e1','medium: The Pros and Cons of Monorepos, Explained','','N/A',0,'A curated technical resource and architectural guide covering medium: The Pros and Cons of Monorepos, Explained in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903453084078407e+09,0,'2026-05-17T18:15:30.840784+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://betterprogramming.pub/the-underestimated-importance-of-clear-code-ownership-baed758e47b8','betterprogramming.pub: The Importance of Code Ownership 🌟','','N/A',0,'A curated technical resource and architectural guide covering betterprogramming.pub: The Importance of Code Ownership 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903281967818498e+09,0,'2026-05-17T17:46:59.678185+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/project-management-methodology.md"]','["project-management-methodology.md"]','{}','{}'); @@ -1350,34 +1350,34 @@ INSERT INTO "resources" VALUES('https://bikeshed.thoughtbot.com','bikeshed.fm: T INSERT INTO "resources" VALUES('https://binero.com/observability','opsdis.com: Building a custom monitoring solution with Grafana, Prometheus and Loki','','2022',0,'A comprehensive technical walkthrough on constructing a unified, open-source observability platform leveraging the PLG (Prometheus, Loki, Grafana) stack. Covers log parsing, metric extraction, and unified dashboard panels. Curator Insight: DIY guide to custom monitoring stack creation. Live Grounding: Provides the baseline design blueprint for mid-to-large-tier teams avoiding premium SaaS licensing.','English','Blog Post','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Orchestration", "Kubernetes", "Observability", "PLG Stack"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://binx.io/2022/07/13/working-with-aws-permission-policies','binx.io: Working with AWS Permission Policies 🌟','','N/A',0,'A curated technical resource and architectural guide covering binx.io: Working with AWS Permission Policies 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029704.46416,0,'2026-05-17T16:55:04.464160+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-security.md"]','["aws-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://bishopfox.com/blog/kubernetes-pod-privilege-escalation','labs.bishopfox.com: Bad Pods: Kubernetes Pod Privilege Escalation 🌟','','2020',0,'A highly cited technical analysis demonstrating how misconfigured container host namespaces, capabilities, and volume mounts can be exploited to escape container boundaries and gain full host-level access.','N/A','article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Security", "Pod Privilege Escalation", "Vulnerability Exploitation"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://bit.ly/kube-tools-1','DevNation: 10 awesome kubernetes tools every user should know','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','1a4bf0b0e6698e92ec92122f9ee91d04850d62a93d493bda07d7ae77506d975f',100.0,1.77903149519883608e+09,0,'2026-05-17T17:24:55.198836+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://bit.ly/kubeappserver','History of Microservices','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','0a82ab89d696c6b63a84af52d02204f78353382e4034e81b1ebf90ad7ef6a739',100.0,1.77903376229799604e+09,0,'2026-05-17T18:02:42.297996+02:00',NULL,NULL,NULL,'[]','[]','["docs/faq.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://bit.ly/kube-tools-1','DevNation: 10 awesome kubernetes tools every user should know','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1a4bf0b0e6698e92ec92122f9ee91d04850d62a93d493bda07d7ae77506d975f',100.0,1.77903149519883608e+09,0,'2026-05-17T17:24:55.198836+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://docs.google.com/presentation/d/13k-Lhc-tVgUohrtKqAYIikaQCTsmuzzjhOe_hpwgUgw/edit"}'); +INSERT INTO "resources" VALUES('https://bit.ly/kubeappserver','History of Microservices','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','0a82ab89d696c6b63a84af52d02204f78353382e4034e81b1ebf90ad7ef6a739',100.0,1.77903376229799604e+09,0,'2026-05-17T18:02:42.297996+02:00',NULL,NULL,NULL,'[]','[]','["docs/faq.md"]','[]','{}','{"duplicate_of": "https://docs.google.com/presentation/d/1DFy4ZZdsK2ftREetv_f52E-caZXOGX6GvgzGQlfSLfE/edit?usp=sharing"}'); INSERT INTO "resources" VALUES('https://bitbucket.org','bitbucket.org','','2008',0,'Bitbucket is Atlassian''s repository management service, featuring native Jira integrations, built-in pipelines, and repository permission controls. 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INSERT INTO "resources" VALUES('https://blog.acethecloud.com/the-kubernetes-handbook-a-comprehensive-guide-of-100-q-a-e680199e6e22','blog.acethecloud.com: The Kubernetes Handbook: A Comprehensive guide of'' 100 Q&A 🌟','','N/A',0,'A curated technical resource and architectural guide covering blog.acethecloud.com: The Kubernetes Handbook: A Comprehensive guide of'' 100 Q&A 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903020726811599e+09,0,'2026-05-17T17:03:27.268116+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.adnansiddiqi.me/create-your-first-rest-api-in-fastapi','blog.adnansiddiqi.me: Create your first REST API in FastAPI 🌟','','2021',0,'Teaches fundamental design patterns in FastAPI, showcasing schema development with Pydantic, dynamic query validations, path routing, and automated dynamic Swagger API manual configuration.','Python','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Web Frameworks", "Asynchronous Frameworks"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["python.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.adnansiddiqi.me/getting-started-with-elasticsearch-7-in-python','blog.adnansiddiqi.me: Getting started with Elasticsearch 7 in Python 🌟','','2021',0,'Structural guide on indexing and querying massive document datasets using Elasticsearch 7 and the official Python Elasticsearch client. Covers document insertion, mapping configurations, and structured search query syntaxes.','English','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Engineering", "Python Search Engine", "Elasticsearch"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["python.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.adoptium.net/2021/08/using-jlink-in-dockerfiles','blog.adoptium.net: Using Jlink in Dockerfiles instead of a JRE','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','2d7547db4cb926da1c7e589cd57f48a1855fafc890bce2edb3ec5f141e836b7f',100.0,1.77903367434271407e+09,0,'2026-05-17T18:01:14.342714+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.adoptium.net/2021/08/using-jlink-in-dockerfiles','blog.adoptium.net: Using Jlink in Dockerfiles instead of a JRE','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','2d7547db4cb926da1c7e589cd57f48a1855fafc890bce2edb3ec5f141e836b7f',100.0,1.77903367434271407e+09,0,'2026-05-17T18:01:14.342714+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{"duplicate_of": "https://adoptium.net/news/2021/08/using-jlink-in-dockerfiles"}'); INSERT INTO "resources" VALUES('https://blog.adoptopenjdk.net/2020/06/adoptopenjdk-11-new-default','__AdoptOpenJDK 11__ Is the New Default 🌟','','2020',0,'Announces AdoptOpenJDK 11 as the default runtime, marking a massive shift in corporate standard operations away from proprietary binaries toward community-governed OpenJDK platforms to avoid licensing vulnerabilities.','Java','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Java Ecosystem", "JDK Distribution"]','["[COMMUNITY-TOOL]"]','[]','["java_frameworks.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.aenix.io/argo-cd-vs-flux-cd-7b1d67a246ca','blog.aenix.io: Argo CD vs Flux CD','','N/A',0,'A curated technical resource and architectural guide covering blog.aenix.io: Argo CD vs Flux CD in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030401.02449,0,'2026-05-17T17:06:41.024490+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/flux.md"]','["flux.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.aks.azure.com/2025/04/02/Scaling-Kubernetes-for-AI-and-Data-intensive-Workloads','Limitless Kubernetes Scaling for AI and Data-intensive Workloads: The AKS Fleet Strategy','','2025',0,'Focuses on utilizing Azure Kubernetes Service (AKS) Fleet Manager to coordinate multi-cluster scaling for modern AI and data-heavy services. It details multi-cluster updates, global load balancing, and orchestration patterns that bypass single-cluster scaling bottlenecks, supporting highly distributed deep learning and large-scale analytical runtimes.','None','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Orchestration", "Azure Kubernetes Service", "AKS Fleet Manager"]','["[COMMUNITY-TOOL]"]','[]','["ai.md", "azure.md"]','{}','{}'); @@ -1406,7 +1406,7 @@ INSERT INTO "resources" VALUES('https://blog.aquasec.com/kubernetes-version-1.23 INSERT INTO "resources" VALUES('https://blog.argoproj.io/5-new-git-commands-and-1-tip-youll-use-every-day-3c28e97c9321','blog.argoproj.io: 5 new Git commands and 1 tip you’ll use every day','','2021',0,'Discusses modern additions to the Git toolset (such as `git switch` and `git restore`), which decouple overloaded behaviors from `git checkout`. Includes tips on managing complex working trees.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Git CLI Basics"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.argoproj.io/architecting-workflows-for-reliability-d33bd720c6cc','blog.argoproj.io: Architecting Workflows For Reliability','','2023',0,'Outlines reliable architectural patterns for running large-scale Argo Workflows. Covers retry policies, rate-limiting configurations, and workflow controller adjustments necessary to safely sustain highly concurrent executions without experiencing system degradation.','YAML','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Orchestration", "Argo Workflows", "Reliability"]','["[COMMUNITY-TOOL]"]','[]','["argo.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.argoproj.io/best-practices-for-multi-tenancy-in-argo-cd-273e25a047b0','blog.argoproj.io: Best Practices for Multi-tenancy in Argo CD','','2021',5,'Outlines critical architectural patterns for implementing multi-tenancy in ArgoCD. Covers AppProjects boundaries, target namespace isolation, network policies, and cluster-wide RBAC to ensure secure sharing of GitOps infrastructure.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "GitOps", "Multi-Tenancy", "Security & Compliance"]','["[DE FACTO STANDARD]"]','[]','["argo.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.argoproj.io/getting-started-with-applicationsets-9c961611bcf0','blog.argoproj.io: Getting started with ApplicationSets','','2021',0,'Outlines technical use-cases for ApplicationSets in handling massive-scale Kubernetes rollouts, defining templating behaviors, and utilizing multi-source capabilities within modern GitOps workflows.','YAML','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "GitOps & CI-CD", "Argo ApplicationSets"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.argoproj.io/getting-started-with-applicationsets-9c961611bcf0','blog.argoproj.io: Getting started with ApplicationSets','','2021',0,'Outlines technical use-cases for ApplicationSets in handling massive-scale Kubernetes rollouts, defining templating behaviors, and utilizing multi-source capabilities within modern GitOps workflows.','YAML','Article','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "GitOps & CI-CD", "Argo ApplicationSets"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{"duplicate_of": "https://www.redhat.com/en/blog/getting-started-with-applicationsets"}'); INSERT INTO "resources" VALUES('https://blog.argoproj.io/introducing-the-applicationset-controller-for-argo-cd-982e28b62dc5','blog.argoproj.io: Introducing the ApplicationSet Controller for Argo CD','','2020',0,'Unveils the ApplicationSet Controller designed to orchestrate multi-cluster and multi-tenant Argo CD configurations from a single template. Enables automated templating of Kubernetes workloads using Git generators, directory generators, and cluster generators.','Go','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "GitOps & CI-CD", "Argo ApplicationSets"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.argoproj.io/introducing-the-appsource-controller-for-argocd-52f21d28d643','blog.argoproj.io: Introducing the AppSource Controller for ArgoCD','','2021',0,'Discusses the AppSource controller, which enables developer self-service by letting teams define dynamic configurations without administrative intervention, improving workflow modularity.','Go','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "GitOps & CI-CD", "Argo CD Plugins"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.argoproj.io/new-sync-and-diff-strategies-in-argocd-44195d3f8b8c','blog.argoproj.io: New sync and diff strategies in ArgoCD','','2022',4,'Explores performance optimizations and enhanced reconciliation engines introduced in ArgoCD. Details advanced diff options, custom synchronization hooks, and resource tracking methods that streamline deployment workflows in large-scale environments.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps & CD", "ArgoCD", "Synchronization Strategies"]','["[ENTERPRISE-STABLE]"]','[]','["argo.md"]','{}','{}'); @@ -1415,20 +1415,20 @@ INSERT INTO "resources" VALUES('https://blog.argoproj.io/whats-new-in-argo-workf INSERT INTO "resources" VALUES('https://blog.arkey.fr/2020/06/28/using-jdk-flight-recorder-and-jdk-mission-control','blog.arkey.fr: Using JDK FlightRecorder and JDK Mission Control','','2020',0,'Details the usage of JDK Flight Recorder (JFR) and JDK Mission Control (JMC) for low-overhead, production-grade JVM diagnostic profiling. Explains trace capture of memory, CPU, and I/O cycles.','Java','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Application Monitoring", "Java Diagnostics"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.ashwinchat.com/9-months-of-full-time-vim','blog.ashwinchat.com: 9 Months of Full Time Neovim + Tmux','','2023',3,'A highly reflective engineering journal detailing a 9-month migration from IDEs to a unified Neovim and Tmux terminal setup. Evaluates configuration complexity, speed gains, and terminal ergonomics.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Productivity", "Text Editors", "Workflows"]','["[COMMUNITY-TOOL]"]','[]','["linux.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.asmartbear.com/slc.html','blog.asmartbear.com: I hate MVPs. So do your customers. Make it SLC instead 🌟','','2021',0,'Challenges the traditional MVP (Minimum Viable Product) paradigm, advocating instead for the ''SLC'' (Simple, Lovable, and Complete) framework. Argues that customers reject bare-bones MVPs, and outlines how building high-quality, fully realized smaller feature sets ensures stronger initial retention and reliable early feedback.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Product Management", "Methodology", "Alternative Paradigms"]','["[COMMUNITY-TOOL]"]','[]','["project-management-methodology.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.awsfundamentals.com/aws-lambda-with-terraform','blog.awsfundamentals.com: Mastering AWS Lambda with Terraform: A Comprehensive'' Guide','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','a4ca5d1f961aa495c78890348841d90c637edea12fd961d96a9d4998f6a8db6c',100.0,1.77903205052715301e+09,0,'2026-05-17T17:34:10.527153+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.awsfundamentals.com/aws-s3-rm-removing-files','blog.awsfundamentals.com: Step-By-Step: Emptying S3 Buckets and Directories'' Using the AWS CLI with S3 RM','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','769d1ad539daa9d4c8f4a9bfdc75c86bec8cb096c4e9069638f51c990ffa4778',100.0,1.779034273146528e+09,0,'2026-05-17T18:11:13.146528+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-tools-scripts.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.awsfundamentals.com/aws-lambda-with-terraform','blog.awsfundamentals.com: Mastering AWS Lambda with Terraform: A Comprehensive'' Guide','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a4ca5d1f961aa495c78890348841d90c637edea12fd961d96a9d4998f6a8db6c',100.0,1.77903205052715301e+09,0,'2026-05-17T17:34:10.527153+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"duplicate_of": "https://awsfundamentals.com/blog/aws-lambda-with-terraform"}'); +INSERT INTO "resources" VALUES('https://blog.awsfundamentals.com/aws-s3-rm-removing-files','blog.awsfundamentals.com: Step-By-Step: Emptying S3 Buckets and Directories'' Using the AWS CLI with S3 RM','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','769d1ad539daa9d4c8f4a9bfdc75c86bec8cb096c4e9069638f51c990ffa4778',100.0,1.779034273146528e+09,0,'2026-05-17T18:11:13.146528+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-tools-scripts.md"]','[]','{}','{"duplicate_of": "https://awsfundamentals.com/blog/aws-s3-rm-removing-files"}'); INSERT INTO "resources" VALUES('https://blog.awsfundamentals.com/aws-s3-sync','==blog.awsfundamentals.com: AWS S3 Sync - An Extensive Guide==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','3d1afe6db2f21d80c107552463a1344157332015f984db94a97c76778d8c82fe',100.0,1.7790316427301979e+09,0,'2026-05-17T17:27:22.730198+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-storage.md", "docs/aws-tools-scripts.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.awsfundamentals.com/using-s3-with-terraform','blog.awsfundamentals.com: Using S3 with Terraform','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','8e0d4eb5e5e92f39257257cd278c94c44b4b786075d3e4e342e49905919de4ae',100.0,1.77903261332909893e+09,0,'2026-05-17T17:43:33.329099+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.awsfundamentals.com/using-s3-with-terraform','blog.awsfundamentals.com: Using S3 with Terraform','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8e0d4eb5e5e92f39257257cd278c94c44b4b786075d3e4e342e49905919de4ae',100.0,1.77903261332909893e+09,0,'2026-05-17T17:43:33.329099+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://awsfundamentals.com/blog/using-s3-with-terraform"}'); INSERT INTO "resources" VALUES('https://blog.axiomio.com/seven-kubernetes-trends-to-watch-in-upcoming-years-e7d48e86c614','blog.axiomio.com: Seven Kubernetes Trends to Watch in Upcoming Years','','N/A',0,'A curated technical resource and architectural guide covering blog.axiomio.com: Seven Kubernetes Trends to Watch in Upcoming Years in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903178791515803e+09,0,'2026-05-17T17:29:47.915158+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.axway.com/hybrid-integration/whats-ipaas','blog.axway.com: What is iPaaS?','','N/A',0,'A curated technical resource and architectural guide covering blog.axway.com: What is iPaaS? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903164958544898e+09,0,'2026-05-17T17:27:29.585449+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.axway.com/hybrid-integration/whats-ipaas','blog.axway.com: What is iPaaS?','','N/A',0,'A curated technical resource and architectural guide covering blog.axway.com: What is iPaaS? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903164958544898e+09,0,'2026-05-17T17:27:29.585449+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{"duplicate_of": "https://blog.axway.com/learning-center/apis/api-management/whats-ipaas"}'); INSERT INTO "resources" VALUES('https://blog.azurebrains.com','azurebrains.com: Azurebrains','','2025',0,'A technical blog and community resource highlighting cloud-native application patterns, Kubernetes orchestration, and serverless compute frameworks. Offers targeted code reviews and reference architectures to simplify distributed cloud integrations.','None','Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Community", "Blogs", "Cloud-Native Architecture"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.azurebrains.com/despliega-azure-function-terraform-azuredevops',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'review_required','manual',NULL,64.0,1.77913049493803596e+09,0,'2026-05-18T20:54:54.938036+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{"review_metadata": {"original_url": "https://blog.azurebrains.com/despliega-azure-function-terraform-azuredevops", "proposed_url": "NONE", "reason": "High-Value Protection: 404", "timestamp": "2026-05-18T18:54:54.938038"}}'); -INSERT INTO "resources" VALUES('https://blog.baeke.info/2022/06/02/trying-out-draft-2-on-aks','blog.baeke.info: Trying out Draft 2 on AKS','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','14c463ff8a68067856a25004c06bb2b0df9767e858aeb6c55b06cd1225057799',100.0,1.779030296057626e+09,0,'2026-05-17T17:04:56.057626+02:00',NULL,NULL,NULL,'[]','[]','["docs/managed-kubernetes-in-public-cloud.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.baeke.info/2022/06/02/trying-out-draft-2-on-aks','blog.baeke.info: Trying out Draft 2 on AKS','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','14c463ff8a68067856a25004c06bb2b0df9767e858aeb6c55b06cd1225057799',100.0,1.779030296057626e+09,0,'2026-05-17T17:04:56.057626+02:00',NULL,NULL,NULL,'[]','[]','["docs/managed-kubernetes-in-public-cloud.md"]','[]','{}','{"duplicate_of": "https://baeke.info/2022/06/02/trying-out-draft-2-on-aks"}'); INSERT INTO "resources" VALUES('https://blog.baeke.info/2022/11/24/aks-workload-identity-revisited','==blog.baeke.info: AKS Workload Identity Revisited==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','80ab8d6dbbba013035979cc96899f41e021402649e69a33632580ab3256e041b',100.0,1.77902916967514491e+09,0,'2026-05-17T16:46:09.675145+02:00',NULL,NULL,NULL,'[]','[]','["docs/managed-kubernetes-in-public-cloud.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.balasundar.com/automate-git-operations-using-python','blog.balasundar.com: Automate Git Operations Using Python','','N/A',0,'A curated technical resource and architectural guide covering blog.balasundar.com: Automate Git Operations Using Python in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903107969267106e+09,0,'2026-05-17T17:17:59.692671+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.balasundar.com/run-postman-collections-using-newman-and-python','blog.balasundar.com: Run Postman collections using Newman and Python','','N/A',0,'A curated technical resource and architectural guide covering blog.balasundar.com: Run Postman collections using Newman and Python in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903109909460496e+09,0,'2026-05-17T17:18:19.094605+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/postman.md"]','["postman.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.bandowski.eu/tools-that-should-be-used-in-every-kubernetes-cluster-38969ed3e603','blog.bandowski.eu: Tools that should be used in every Kubernetes cluster'' 🌟','','N/A',0,'A curated technical resource and architectural guide covering blog.bandowski.eu: Tools that should be used in every Kubernetes cluster'' 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029939.41194,0,'2026-05-17T16:58:59.411940+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.bigdataboutique.com/2021/07/tuning-elasticsearch-the-ideal-java-heap-size-2toq2j','blog.bigdataboutique.com: Tuning Elasticsearch: The Ideal Java Heap Size','','N/A',0,'A curated technical resource and architectural guide covering blog.bigdataboutique.com: Tuning Elasticsearch: The Ideal Java Heap Size in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','5d8dc2c9c23e5cedbdc0703b26605b8dfe93b10ae967e6b4c6881b5feb0bfa7b',100.0,1.77903341946588706e+09,0,'2026-05-17T17:56:59.465887+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.bigdataboutique.com/2021/07/tuning-elasticsearch-the-ideal-java-heap-size-2toq2j','blog.bigdataboutique.com: Tuning Elasticsearch: The Ideal Java Heap Size','','N/A',0,'A curated technical resource and architectural guide covering blog.bigdataboutique.com: Tuning Elasticsearch: The Ideal Java Heap Size in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','5d8dc2c9c23e5cedbdc0703b26605b8dfe93b10ae967e6b4c6881b5feb0bfa7b',100.0,1.77903341946588706e+09,0,'2026-05-17T17:56:59.465887+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{"duplicate_of": "https://bigdataboutique.com/blog/tuning-elasticsearch-the-ideal-java-heap-size-2toq2j"}'); INSERT INTO "resources" VALUES('https://blog.bitsrc.io/api-vs-microservices-are-you-using-2-terms-for-the-same-concept-b51f13f5974e','blog.bitsrc.io: API vs Microservices β€” Are you using 2 terms for the same concept?','','2023',4,'Delves into the distinct definitions of API and Microservices, resolving architectural misconceptions about their equivalence. It highlights how APIs represent the functional contract, whereas microservices represent physical implementation and deployment isolation. Correctly distinguishing these concepts allows engineering teams to optimize API gateway layers independent of back-end microservice restructuring.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Integration", "API Design", "Architecture Comparisons"]','["[ENTERPRISE-STABLE]"]','[]','["api.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.bitsrc.io/best-practices-for-writing-a-dockerfile-68893706c3','blog.bitsrc.io: Best Practices for Writing a Dockerfile','','2022',0,'Details architectural recommendations for image creation pipelines. Teaches cache alignment, layer count reduction, ENTRYPOINT best practices, and standard build arg variables.','N/A','article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers", "Build Optimization", "Standards"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.bitsrc.io/ci-cd-best-practices-bca0ef665677','CI/CD Best Practices 🌟','','2021',1,'Details essential strategies for optimizing continuous integration speed and reliability. Evaluates modular pipelines, build caching systems, parallelized test execution, and shift-left automated scanning.','English','Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "CI-CD Pipelines", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}'); @@ -1439,11 +1439,11 @@ INSERT INTO "resources" VALUES('https://blog.bitsrc.io/not-all-microservices-nee INSERT INTO "resources" VALUES('https://blog.bitsrc.io/why-microservices-should-use-event-sourcing-9755a54ebfb4','blog.bitsrc.io: Why Microservices Should use Event Sourcing 🌟','','2020',0,'An in-depth analysis advocating for Event Sourcing inside microservice frameworks. It details how recording every event state change enables historical auditability and decouples read queries from primary transaction engines via CQRS.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Microservices", "Patterns", "Event Sourcing"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.bitsrc.iogithub-actions-or-jenkins-making-the-right-choice-for-you-9ac774684c8','blog.bitsrc.io: Github Actions or Jenkins? Making the Right Choice for You','','N/A',0,'A curated technical resource and architectural guide covering blog.bitsrc.io: Github Actions or Jenkins? Making the Right Choice for You in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903392146753191e+09,0,'2026-05-17T18:05:21.467532+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/jenkins-alternatives.md"]','["jenkins-alternatives.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.brujordet.no/post/homelab/using_custom_hardware_in_kubernetes','blog.brujordet.no: Using custom hardware in kubernetes','','2021',3,'Details how to configure Kubernetes to detect and consume custom hardware resources like GPUs, specialized USB controllers, and serial devices. Explains device plugin setups, node labels, and mounting pathways for host paths into targeted containers.','YAML','Tutorial','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Bare-Metal Setup", "Device Plugins"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.byte.builders/post/openshift-mongodb','blog.byte.builders: Manage MongoDB in Openshift Using KubeDB','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','4bcce4ae8b0915607c565508ed17c7d5352086e21a44a81ac7c1d87ca7950c85',100.0,1.77903228853905296e+09,0,'2026-05-17T17:38:08.539053+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.byte.builders/post/openshift-mongodb','blog.byte.builders: Manage MongoDB in Openshift Using KubeDB','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4bcce4ae8b0915607c565508ed17c7d5352086e21a44a81ac7c1d87ca7950c85',100.0,1.77903228853905296e+09,0,'2026-05-17T17:38:08.539053+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{"duplicate_of": "https://appscode.com/blog/post/openshift-mongodb"}'); INSERT INTO "resources" VALUES('https://blog.bytebytego.com/p/ep94-rest-api-cheatsheet','blog.bytebytego.com: EP94: REST API Cheatsheet','','2023',5,'An architectural reference cheat sheet detailing REST API best practices. Covers correct resource mapping, status code patterns, authorization paradigms, error-payload formatting, sorting, filtering, and API pagination.','Agnostic','Reference','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["API Architectures", "REST", "Design Principles"]','["[DE FACTO STANDARD]"]','[]','["api.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.chainguard.dev/cosign-verify-ecs','blog.chainguard.dev: How To Verify Cosigned Container Images In Amazon ECS','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','83e7fc1ec4acd2accf2dce9d6ad6c895266066e49c15ee6381e396a6cc72269e',100.0,1.77903209165933203e+09,0,'2026-05-17T17:34:51.659332+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.chainguard.dev/cosign-verify-ecs','blog.chainguard.dev: How To Verify Cosigned Container Images In Amazon ECS','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','83e7fc1ec4acd2accf2dce9d6ad6c895266066e49c15ee6381e396a6cc72269e',100.0,1.77903209165933203e+09,0,'2026-05-17T17:34:51.659332+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{"duplicate_of": "https://www.chainguard.dev/unchained"}'); INSERT INTO "resources" VALUES('https://blog.christianposta.com/kubernetes/logging-into-a-kubernetes-cluster-with-kubectl','kubernetes login','','2020',0,'A legacy-focused technical exploration explaining the login process flow through kubectl. This article breaks down the historical and contemporary mechanics of authentication helpers and tokens. Ideal for engineers seeking to demystify credential caching behaviors.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Access Control", "kubectl Authentication"]','["[LEGACY]"]','[]','["kubernetes-security.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.christianposta.com/microservices/do-i-need-an-api-gateway-if-i-have-a-service-mesh','blog.christianposta.com: Do I Need an API Gateway if I Use a Service Mesh?','','2018',4,'A seminal article detailing the functional boundary differences between API Gateways and Service Meshes. Christian Posta demonstrates how gateways excel at managing south-north public consumer interfaces (security, transformations, rate limiting), while service meshes optimize complex east-west backend telemetry.','English','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "System Design", "Microservices Patterns"]','["[ENTERPRISE-STABLE]"]','[]','["api.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.christianposta.com/microservices/do-i-need-an-api-gateway-if-i-have-a-service-mesh','blog.christianposta.com: Do I Need an API Gateway if I Use a Service Mesh?','','2018',4,'A seminal article detailing the functional boundary differences between API Gateways and Service Meshes. Christian Posta demonstrates how gateways excel at managing south-north public consumer interfaces (security, transformations, rate limiting), while service meshes optimize complex east-west backend telemetry.','English','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "System Design", "Microservices Patterns"]','["[ENTERPRISE-STABLE]"]','[]','["api.md", "servicemesh.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.christianposta.com/microservices/istio-as-an-example-of-when-not-to-do-microservices','blog.christianposta.com: Istio as an Example of When Not to Do Microservices','','2020',0,'Critical architectural analysis reflecting on Istio''s transition from an overly complex microservice-based control plane back to a monolithic single binary (Istiod). Essential lesson in pragmatic software engineering.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Service Mesh", "Architecture", "Microservices Design"]','["[COMMUNITY-TOOL]"]','[]','["istio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.christophetd.fr/shifting-cloud-security-left-scanning-infrastructure-as-code-for-security-issues','blog.christophetd.fr: Shifting Cloud Security Left β€” Scanning Infrastructure as Code for Security Issues','','2020',0,'This blog post details shifting cloud security left by scanning Infrastructure as Code (IaC) manifests prior to deployment. Highlights implementing tools like tfsec, Kube-score, and Hadolint to automatically identify misconfigurations in Terraform, Kubernetes, and Docker files.','English','Technical Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Governance", "DevSecOps", "Infrastructure as Code Security"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.cloud-mercato.com/aws-m6i-the-why-you-should-abandon-your-m5','blog.cloud-mercato.com: AWS m6i: The why you should abandon your m5','','2021',4,'Compares AWS m6i instances to preceding m5 configurations, outlining performance benchmarks. Details compute and memory optimizations delivered by 3rd Gen Intel Xeon Scalable processors at similar cost brackets.','English','Technical Article','Intermediate',0,'online','manual','a15f6556595ad7dae917c3f0ae80b585061fd2af4b2f5e44909ec2dffac80a65',100.0,1.77903133397236299e+09,1,'2026-05-17T17:22:13.972363+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Compute Optimization", "EC2 Instances"]','["[ENTERPRISE-STABLE]"]','["docs/aws-pricing.md"]','["aws-pricing.md"]','{}','{}'); @@ -1451,7 +1451,7 @@ INSERT INTO "resources" VALUES('https://blog.cloud-mercato.com/new-http-benchmar INSERT INTO "resources" VALUES('https://blog.cloud63.fr/landing-zone-networking-using-terraform','blog.cloud63.fr: Landing Zone networking using Terraform','','2023',0,'Analyzes complex networking setups inside enterprise landing zones. Explains how to use Terraform to build hub-and-spoke configurations, manage ExpressRoute setups, and integrate centralized firewalls.','HCL','Tutorial','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Azure", "Networking", "Landing Zone"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.cloudacode.com/how-to-autoscale-kubernetes-pods-based-on-ingress-request-prometheus-keda-and-k6-84ae4250a9f3','blog.cloudacode.com: How to Autoscale Kubernetes pods based on ingress request'' β€” Prometheus, KEDA, and K6','','N/A',0,'A curated technical resource and architectural guide covering blog.cloudacode.com: How to Autoscale Kubernetes pods based on ingress request'' β€” Prometheus, KEDA, and K6 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902968917531204e+09,0,'2026-05-17T16:54:49.175312+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-autoscaling.md"]','["kubernetes-autoscaling.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.clouddrove.com/aws-eks-blue-green-deployment-with-best-practices-99be4b7baa38','blog.clouddrove.com: AWS EKS Blue/Green Deployment with Best Practices','','N/A',0,'A curated technical resource and architectural guide covering blog.clouddrove.com: AWS EKS Blue/Green Deployment with Best Practices in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903118597660803e+09,0,'2026-05-17T17:19:45.976608+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.cloudera.com/scalability-of-kafka-messaging-using-consumer-groups','blog.cloudera.com: Scalability of Kafka Messaging using Consumer Groups','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','7bb8364f3489bbc3a2fbe534bda2709f846cb5751cdd208fc42acb056db1d604',100.0,1.77903088281825304e+09,0,'2026-05-17T17:14:42.818253+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.cloudera.com/scalability-of-kafka-messaging-using-consumer-groups','blog.cloudera.com: Scalability of Kafka Messaging using Consumer Groups','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7bb8364f3489bbc3a2fbe534bda2709f846cb5751cdd208fc42acb056db1d604',100.0,1.77903088281825304e+09,0,'2026-05-17T17:14:42.818253+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://www.cloudera.com/blog.html"}'); INSERT INTO "resources" VALUES('https://blog.cloudflare.com/automatic-remediation-of-kubernetes-nodes','blog.cloudflare.com: Automatic Remediation of Kubernetes Nodes','','2021',0,'Case study of Cloudflare''s automated node remediation system. Demonstrates how to write custom monitoring scripts to detect unresponsive nodes and execute safe pod drains and machine reboots to reduce manual maintenance shifts.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Self-Healing", "Automation Platforms"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.cloudflare.com/casb-anthropic-integration','Announcing Claude Compliance API support with Cloudflare CASB','Cloudflare extends its Cloud Access Security Broker (CASB) to integrate with Anthropic''s Claude Compliance API, allowing out-of-band monitoring of Claude Enterprise activities.','2026',4,'Cloudflare has extended its Cloud Access Security Broker (CASB) to integrate natively with Anthropic''s newly released Claude Compliance API. This integration allows enterprise security administrators to monitor user interactions, file uploads, and prompt histories in Claude Enterprise environments directly from the Cloudflare Zero Trust dashboard. By eliminating the need for endpoint agents, the platform offers out-of-band visibility to prevent sensitive data leakage while maintaining frictionless compliance with corporate governance standards.','en','article','Intermediate',0,'online','automatic','d04c700715cf994d85ca01be2795462b62603de2e5cb384d16ebc25f96d3a2cb',NULL,1.78035305202445197e+09,0,'2026-06-02T00:30:52.024452+02:00',NULL,NULL,NULL,'["Security > Cloud Access Security Broker > AI Application Governance"]','["ENTERPRISE-STABLE", "EMERGING"]','[]','[]','{}','{"category": "devsecops", "reputation_status": "Vetted", "reputation_summary": "N/A", "social_preview_url": "https://cf-assets.www.cloudflare.com/zkvhlag99gkb/5MViMEGtj28ko2psjCNDPL/c5103829f690bd5509357593d55445d8/BLOG-3313_OG.png", "source_provenance": "RSS Feed (The Cloudflare Blog)", "suggested_new_category": "N/A"}'); INSERT INTO "resources" VALUES('https://blog.cloudflare.com/claude-managed-agents','Announcing Claude Managed Agents on Cloudflare','Cloudflare introduces secure, scalable sandboxes for Claude Managed Agents, decoupling agent orchestration on Anthropic from secure code execution and tooling on Cloudflare.','2026',4,'Cloudflare has partnered with Anthropic to host Cloudflare Environments for Claude Managed Agents, providing a secure, sandboxed execution plane for autonomous workflows. Orchestrated by a Workers-based control plane, the system supports both full-state Linux containers (microVMs) and lightweight isolates using the Cloudflare Agents SDK. This architecture decouples the agent''s ''brain'' (running on Anthropic''s platform) from its ''hands'' (executing untrusted code, proxying egress with Zero-Trust credential injection, and accessing private VPC resources on Cloudflare).','en','article','Advanced',0,'online','automatic','e4f5222c249e5484de7a0a17f338dc489d67a6e83a1e69589d5078f34f60bd54',NULL,1.78035305202446389e+09,0,'2026-06-02T00:30:52.024464+02:00',NULL,NULL,NULL,'["AI Systems > Autonomous Agents > Secure Execution Sandboxes"]','["EMERGING", "ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "N/A", "social_preview_url": "https://cf-assets.www.cloudflare.com/zkvhlag99gkb/3GBib7OfVmhYlZN4Q7BzIu/f5fe02f2eaaecb1c5da9870bfe2c756d/Announcing_Claude_Managed_Agents_on_Cloudflare-OG.png", "source_provenance": "RSS Feed (The Cloudflare Blog)", "suggested_new_category": "N/A"}'); @@ -1477,16 +1477,16 @@ INSERT INTO "resources" VALUES('https://blog.cloudtrooper.net/2023/06/08/deploy- INSERT INTO "resources" VALUES('https://blog.cloudtrooper.net/2023/08/19/dry-terraform-code-for-private-link-and-dns','blog.cloudtrooper.net: DRY Terraform code for Private Link and DNS','','2023',0,'Explains advanced Terraform strategies to achieve highly reusable (DRY) code when managing Azure Private Link and private DNS assets. Demonstrates nested loops, dynamic map inputs, and structural decoupling to keep complex enterprise networking files clean and maintainable.','HCL','Tutorial','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Azure", "Networking", "IaC"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.cloudtrooper.net/2024/01/23/azure-network-monitoring-with-synthetic-traffic','blog.cloudtrooper.net: Azure network monitoring with synthetic traffic','','2024',0,'A network engineering guide focused on orchestrating synthetic traffic generation within private Azure subnets. Demonstrates how to proactively measure packet loss, network latency, and throughput jitter across multi-region ExpressRoute paths, identifying WAN bottlenecking issues before they impact live production workloads.','English','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Hybrid Networking", "Core Networking", "Observability"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.cloudtrooper.net/2025/02/17/private-link-reality-bites-service-endpoints-vs-private-link','Private Link Reality Bites: Service Endpoints vs Private Link','','2025',0,'A deep-dive comparison of Azure Service Endpoints versus Private Link. The author details critical architectural trade-offs: while Service Endpoints are simple to configure and leverage public IPs, Private Link allocates private endpoints within your virtual network, enhancing the security posture of microservice deployments by blocking data exfiltration channels, albeit with increased cost and complexity.','N/A','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Azure Networking", "Private Access"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.cloudtrooper.net/2025/02/28/application-gateway-for-containers-a-not-so-gentle-intro-1','Introduction to Azure Application Gateway for Containers (AGC)','','2025',4,'An introductory architecture guide covering the capabilities of Azure''s modern Application Gateway for Containers (AGC). Illustrates how it integrates natively via Gateway API parameters to deliver low-latency application routing.','English','Blog Post','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Networking", "Ingress", "Azure Application Gateway"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-operators-controllers.md", "azure.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.cloudtrooper.net/2025/04/02/application-gateway-for-containers-a-not-so-gentle-intro-4','Application Gateway for Containers with AKS Overlay Networking and VNet Flow Logs','','2025',5,'A deep-dive technical investigation of Azure''s next-generation Application Gateway for Containers (AGC) running atop AKS Overlay Networking. Details the setup, logging mechanics, and network telemetry capture.','English','Blog Post','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Networking", "Ingress", "Azure Application Gateway"]','["[DE FACTO STANDARD]"]','[]','["servicemesh.md", "azure.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.cloudtrooper.net/2025/02/28/application-gateway-for-containers-a-not-so-gentle-intro-1','Introduction to Azure Application Gateway for Containers (AGC)','','2025',4,'An introductory architecture guide covering the capabilities of Azure''s modern Application Gateway for Containers (AGC). Illustrates how it integrates natively via Gateway API parameters to deliver low-latency application routing.','English','Blog Post','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Networking", "Ingress", "Azure Application Gateway"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-operators-controllers.md", "azure.md", "kubernetes-networking.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.cloudtrooper.net/2025/04/02/application-gateway-for-containers-a-not-so-gentle-intro-4','Application Gateway for Containers with AKS Overlay Networking and VNet Flow Logs','','2025',5,'A deep-dive technical investigation of Azure''s next-generation Application Gateway for Containers (AGC) running atop AKS Overlay Networking. Details the setup, logging mechanics, and network telemetry capture.','English','Blog Post','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Networking", "Ingress", "Azure Application Gateway"]','["[DE FACTO STANDARD]"]','[]','["servicemesh.md", "azure.md", "kubernetes-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.cloudtrooper.net/2025/11/21/application-gateway-for-containers-istio-integration','Application Gateway for Containers: Istio Integration','','2025',4,'An advanced architectural post demonstrating how Azure Application Gateway for Containers (AGC) integrates with Istio Service Mesh via Kubernetes Gateway API. It details how edge traffic routing seamlessly hands off to internal mesh proxy sidecars while preserving end-to-end mTLS and header-based routing. This integration is critical for high-security microservices topologies demanding zero-trust communication.','Go / YAML','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native & Kubernetes", "Networking & Edge Routing", "Gateway API"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes.md", "azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.cloudtrooper.net/2026/01/16/which-azure-network-is-cheaper','Which Azure Network is Cheaper?','','2026',0,'This cost-analysis guide scrutinizes the pricing structures of Azure networking patterns, contrasting VNet Peering, Private Link, Virtual WAN, and ExpressRoute. It provides system architects with actionable formulas to optimize egress and internal data transfer fees, which are critical for high-throughput, multi-region distributed microservices.','N/A','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Azure Networking", "Cost Optimization"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.cloudyali.io/absolute-minimum-every-developer-must-know-about-aws-security','blog.cloudyali.io: The Absolute minimum every developer must know about'' AWS security!','','N/A',0,'A curated technical resource and architectural guide covering blog.cloudyali.io: The Absolute minimum every developer must know about'' AWS security! in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903377277123594e+09,0,'2026-05-17T18:02:52.771236+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.codecentric.de/en/2021/03/github-actions-nextgen-cicd','blog.codecentric.de: Stop re-writing pipelines! Why GitHub Actions drive'' the future of CI/CD','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','189e0bee6485a9787eee65a60624bca6517c0370776ebb066fef0cccc25c9941',100.0,1.77903044497719192e+09,0,'2026-05-17T17:07:24.977192+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.codefx.org/java/java-11-migration-guide','All You Need To Know For Migrating To Java 11','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','489cb940c9976b6c1ed035eded2eca42dea540b58b854f2766d65ff5f65e60c6',100.0,1.77903292098532509e+09,0,'2026-05-17T17:48:40.985325+02:00',NULL,NULL,NULL,'[]','[]','["docs/java_frameworks.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.codecentric.de/en/2021/03/github-actions-nextgen-cicd','blog.codecentric.de: Stop re-writing pipelines! Why GitHub Actions drive'' the future of CI/CD','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','189e0bee6485a9787eee65a60624bca6517c0370776ebb066fef0cccc25c9941',100.0,1.77903044497719192e+09,0,'2026-05-17T17:07:24.977192+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://www.codecentric.de/en/knowledge-hub/blog/github-actions-nextgen-cicd"}'); +INSERT INTO "resources" VALUES('https://blog.codefx.org/java/java-11-migration-guide','All You Need To Know For Migrating To Java 11','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','489cb940c9976b6c1ed035eded2eca42dea540b58b854f2766d65ff5f65e60c6',100.0,1.77903292098532509e+09,0,'2026-05-17T17:48:40.985325+02:00',NULL,NULL,NULL,'[]','[]','["docs/java_frameworks.md"]','[]','{}','{"duplicate_of": "https://nipafx.dev/java-11-migration-guide"}'); INSERT INTO "resources" VALUES('https://blog.coderco.io/p/tcp-fundamentals-for-software-and','blog.coderco.io: TCP Fundamentals for Software & DevOps Engineers: Building a Strong Foundation in Networking','','2023',0,'A deep engineering dive analyzing TCP transmission mechanics, window scaling options, handshake models, socket connection limits, and congestion avoidance algorithms required to tune high-throughput software backends.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Computer Networking & IPAM", "Protocols", "TCP/IP"]','["[COMMUNITY-TOOL]"]','[]','["networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.coderco.io/p/terraform-best-practices-series-lessons','blog.coderco.io: Terraform Best Practices Series - Lessons from the Battlefield: Part 1','- [blog.coderco.io: Terraform Best Practices Series - Lessons from the Battlefield: Part 2](https://blog.coderco.io/p/terraform-best-practices-series-lessons-0cd)','2023',0,'A two-part real-world post-mortem analysis exploring system breakdowns when operating large IaC topologies. Details technical remediation steps for corrupted states, uncoordinated dynamic lock releases, and scaling boundary patterns for high-frequency microservice backbones.','None','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Best Practices", "Case Studies"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.coderco.io/p/terraform-best-practices-series-lessons-0cd','blog.coderco.io: Terraform Best Practices Series - Lessons from the Battlefield:'' Part 2','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','42c81113796cdbe211c8e1074b753caba0820e7710fed6041cfdd318c6e4ec1f',100.0,1779029482.69566,1,'2026-05-17T16:51:22.695660+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.coderco.io/p/terraform-best-practices-series-lessons-0cd','blog.coderco.io: Terraform Best Practices Series - Lessons from the Battlefield:'' Part 2','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','42c81113796cdbe211c8e1074b753caba0820e7710fed6041cfdd318c6e4ec1f',100.0,1779029482.69566,1,'2026-05-17T16:51:22.695660+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"duplicate_of": "https://blog.coderco.io/p/terraform-best-practices-series-lessons"}'); INSERT INTO "resources" VALUES('https://blog.codeswiftr.com/kubernetes-in-azure-a-step-by-step-guide-to-setting-up-a-production-ready-cluster-7336f78d5f7',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.7790308543318541e+09,0,'2026-05-17T17:14:14.331854+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.codeswiftr.com/kubernetes-in-azure-part-2-basic-deployment-to-aks-and-https-setup-112d43e979cb',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1779030589.30497,0,'2026-05-17T17:09:49.304970+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.coffeeapplied.com/securing-aks-in-peered-virtual-networks-using-only-network-security-groups-nsgs-c43d6a215f32','blog.coffeeapplied.com: Securing AKS in peered virtual networks using only network security groups (NSGs)','','2022',0,'Demonstrates locking down traffic inside peered Azure virtual networks utilizing Network Security Groups (NSGs) exclusively. Shows how to avoid routing complexity and high firewall transit charges in multi-tenant hub-and-spoke virtual environments.','Bash/ARM','Technical Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Governance", "Network Security", "VNet Peering"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); @@ -1496,9 +1496,9 @@ INSERT INTO "resources" VALUES('https://blog.container-solutions.com/deployment- - Blue/green and shadow strategies have more impact on the budget as it requires double resource capacity. If the application lacks in tests or if there is little confidence about the impact/stability of the software, then a canary, a/b testing or shadow release can be used. If your business requires testing of a new feature amongst a specific pool of users that can be filtered depending on some parameters like geolocation, language, operating system or browser features, then you may want to use the a/b testing technique. - Last but not least, a shadow release is complex and requires extra work to mock egress traffic which is mandatory when calling external dependencies with mutable actions (email, bank, etc.). However, this technique can be useful when migrating to a new database technology and use shadow traffic to monitor system performance under load.','2023',0,'In-depth guide comparing core deployment topologies: recreate, rolling update, blue/green, canary, and shadow. Focuses on the trade-offs of budget, state management, infrastructure replication overhead, and traffic routing mechanisms.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Deployment & Delivery", "Deployment Strategies", "Blue-Green & Canary"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.container-solutions.com/fluxcd-argocd-jenkins-x-gitops-tools','blog.container-solutions.com: FluxCD, ArgoCD or Jenkins X: Which Is the Right GitOps Tool for You? 🌟','','2021',0,'Compares design architectures of FluxCD, ArgoCD, and Jenkins X. Contrasts Flux''s minimal controller-native footprints with ArgoCD''s feature-rich enterprise dashboard and Jenkins X''s opinionated, complete CI/CD environments.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Continuous Delivery", "GitOps", "Tool Comparison"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.container-solutions.com/fluxcd-argocd-or-jenkins-x-which-is-the-right-gitops-tool-for-you','FluxCD, ArgoCD or Jenkins X: Which Is the Right GitOps Tool for You?','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','a7eebe2f710f8ff790580c3a3866a0ac01578e1b845bc3241dec7c0dde27157d',100.0,1.77903200017210888e+09,0,'2026-05-17T17:33:20.172109+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.container-solutions.com/fluxcd-argocd-or-jenkins-x-which-is-the-right-gitops-tool-for-you','FluxCD, ArgoCD or Jenkins X: Which Is the Right GitOps Tool for You?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a7eebe2f710f8ff790580c3a3866a0ac01578e1b845bc3241dec7c0dde27157d',100.0,1.77903200017210888e+09,0,'2026-05-17T17:33:20.172109+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{"duplicate_of": "https://blog.container-solutions.com/fluxcd-argocd-jenkins-x-gitops-tools"}'); INSERT INTO "resources" VALUES('https://blog.container-solutions.com/gitops-limitations','blog.container-solutions.com: GitOps: The Bad and the Ugly','','2021',0,'An objective critique of GitOps limitations, exposing pain points like secret management, repo explosion, and state drift during rapid rollbacks. Highlighting live production trade-offs, it guides architects on where GitOps struggles compared to traditional imperative orchestrations.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps", "Architecture", "Anti-Patterns"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.container-solutions.com/gitops-the-bad-and-the-ugly','container-solutions.com: GitOps: The Bad and the Ugly','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','dad49eea9a9e4347ae15f0a92c06a55dffd389175b3728fb79cfc6da9eeb5027',100.0,1.77903055431489109e+09,0,'2026-05-17T17:09:14.314891+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.container-solutions.com/gitops-the-bad-and-the-ugly','container-solutions.com: GitOps: The Bad and the Ugly','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','dad49eea9a9e4347ae15f0a92c06a55dffd389175b3728fb79cfc6da9eeb5027',100.0,1.77903055431489109e+09,0,'2026-05-17T17:09:14.314891+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{"duplicate_of": "https://blog.container-solutions.com/gitops-limitations"}'); INSERT INTO "resources" VALUES('https://blog.container-solutions.com/how-mature-is-your-microservices-architecture','blog.container-solutions.com: How Mature Is Your Microservices Architecture? 🌟','','2020',4,'Establishes a systematic maturity assessment framework for microservice architectures. Evaluates technical implementation levels across continuous deployment pipelines, automated system testing, distributed observability, configuration injection, and organizational alignment.','English','Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Architecture", "Microservices", "Maturity Models"]','["[ENTERPRISE-STABLE]"]','[]','["introduction.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.container-solutions.com/kubernetes-operators-explained','container-solutions.com: Kubernetes Operators Explained','','2021',0,'An foundational architectural guide explaining the design of the Kubernetes Operator pattern. It covers the core mechanics of custom controllers, the reconciliation loop, and CRDs, codifying operational knowledge into software.','N/A','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Resources", "Education", "Concepts", "Operators"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-operators-controllers.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.container-solutions.com/the-birth-of-the-external-secrets-community','blog.container-solutions.com: The Birth of the External Secrets Community','','2022',0,'An insightful historical retrospective on the consolidation of fragmented Kubernetes secrets solutions. Traces the collaborative community migration from proprietary GoDaddy and Container Solutions utilities to the unified, CNCF-incubated External Secrets Operator (ESO).','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Open Source Evolution", "External Secrets Community"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); @@ -1509,35 +1509,35 @@ INSERT INTO "resources" VALUES('https://blog.couchbase.com/how-to-build-observab INSERT INTO "resources" VALUES('https://blog.couchbase.com/microservices-architecture-in-couchbase','blog.couchbase.com: 4 Patterns for Microservices Architecture in Couchbase','','N/A',0,'A curated technical resource and architectural guide covering blog.couchbase.com: 4 Patterns for Microservices Architecture in Couchbase in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903093439705491e+09,0,'2026-05-17T17:15:34.397055+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/introduction.md"]','["introduction.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.crossplane.io/crossplane-openshift-operator-cloud-native-services','Crossplane as an OpenShift Operator to manage and provision cloud-native services','','2020',0,'Documents the operational integration of Crossplane as a certified Red Hat OpenShift Operator. It highlights how Enterprise Platform Engineers can leverage OpenShift''s native RBAC, security context constraints, and Operator Lifecycle Manager (OLM) to safely orchestrate multi-cloud infrastructure directly from Red Hat deployments, enabling compliant developer self-service.','Go','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Control Planes", "Crossplane", "RedHat OpenShift"]','["[COMMUNITY-TOOL]"]','[]','["crossplane.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.crunchydata.com/blog/a-postgres-primer-for-oracle-dbas','==blog.crunchydata.com: A Postgres Primer for Oracle DBAs==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','b1ef4c88fbbfd07dcf8edcae70a2e2d84ec29ae5bd86e7fdc84b0cc7b54b4758',100.0,1.77903242126829195e+09,0,'2026-05-17T17:40:21.268292+02:00',NULL,NULL,NULL,'[]','[]','["docs/databases.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.crunchydata.com/blog/active-active-postgres-federation-on-kubernetes','blog.crunchydata.com: Active-Active PostgreSQL Federation on Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','c591ab92e180b89d8cfdff37064b76dd98c08767b8d4b77cace072979ab7f502',100.0,1.77902913290037608e+09,0,'2026-05-17T16:45:32.900376+02:00',NULL,NULL,NULL,'[]','[]','["docs/crunchydata.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.crunchydata.com/blog/announcing-google-cloud-storage-gcs-support-for-pgbackrest','blog.crunchydata.com: Announcing Google Cloud Storage (GCS) Support for'' pgBackRest','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','5f71d1f79345c35215d7aa29ff70635244b95b0277e654506ecd17515e07b877',100.0,1.77903093203060603e+09,0,'2026-05-17T17:15:32.030606+02:00',NULL,NULL,NULL,'[]','[]','["docs/crunchydata.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.crunchydata.com/blog/announcing-postgres-container-apps-easy-deploy-postgres-apps','blog.crunchydata.com: Announcing Postgres Container Apps: Easy Deploy Postgres'' Apps','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','87ce4ff02ab69141783924cbc4ba6c48c05d7d67261570d0d8f5f326123ef58f',100.0,1.77903210596589303e+09,0,'2026-05-17T17:35:05.965893+02:00',NULL,NULL,NULL,'[]','[]','["docs/crunchydata.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.crunchydata.com/blog/crunchy-postgres-operator-4.6.0','blog.crunchydata.com: Crunchy Postgres Operator 4.6.0 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','a7e83515c52fb8f8b9baaa1d01a92926eadd5ba0d9ec925362a1cd6f9d37131f',100.0,1.77903068522832298e+09,0,'2026-05-17T17:11:25.228323+02:00',NULL,NULL,NULL,'[]','[]','["docs/crunchydata.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.crunchydata.com/blog/d-meta','blog.crunchydata.com: Quickly Document Your Postgres Database Using psql'' Meta-Commands','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','c414022c133096a2344c462863251c460a898aabadbc9a4aeea0b1e0cf928cb2',100.0,1.7790309661607511e+09,0,'2026-05-17T17:16:06.160751+02:00',NULL,NULL,NULL,'[]','[]','["docs/databases.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.crunchydata.com/blog/generating-json-directly-from-postgres','blog.crunchydata.com: Cut Out the Middle Tier: Generating JSON Directly'' from Postgres','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','2de7a79f26cf16a62177787f96514089a2634481a175791154994f03756fd2e7',100.0,1.77903390649632811e+09,0,'2026-05-17T18:05:06.496328+02:00',NULL,NULL,NULL,'[]','[]','["docs/databases.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.crunchydata.com/blog/gitops-postgres-kubernetes-helm','blog.crunchydata.com: Helm, GitOps and the Postgres Operator','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','54a9d7674643cbd71739b364a39b2d0f38516df00f0d4cd06ed29fcd90ca253c',100.0,1.77903216710329389e+09,0,'2026-05-17T17:36:07.103294+02:00',NULL,NULL,NULL,'[]','[]','["docs/crunchydata.md"]','[]','{}','{}'); 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Reduces operational privilege escalation risks by establishing boundaries on what automated agents can provision.','English','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Identity", "Identity Governance", "RBAC"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.dbi-services.com/deploying-postgresql-in-minishiftopenshift','Deploying PostgreSQL in MiniShift/OpenShift 3','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','cdb88ede1470b0373935547add7d5376331fcd61c375baac43f570d6f683e391',100.0,1.77903038806641197e+09,0,'2026-05-17T17:06:28.066412+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.dbi-services.com/deploying-postgresql-in-minishiftopenshift','Deploying PostgreSQL in MiniShift/OpenShift 3','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','cdb88ede1470b0373935547add7d5376331fcd61c375baac43f570d6f683e391',100.0,1.77903038806641197e+09,0,'2026-05-17T17:06:28.066412+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://www.dbi-services.com/blog/deploying-postgresql-in-minishiftopenshift"}'); INSERT INTO "resources" VALUES('https://blog.deckhouse.io/how-we-enjoyed-upgrading-a-bunch-of-kubernetes-clusters-from-v1-16-to-v1-19-7d664624b2c1','blog.deckhouse.io: How we enjoyed upgrading a bunch of Kubernetes clusters'' from v1.16 to v1.19','','N/A',0,'A curated technical resource and architectural guide covering blog.deckhouse.io: How we enjoyed upgrading a bunch of Kubernetes clusters'' from v1.16 to v1.19 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903449972504091e+09,0,'2026-05-17T18:14:59.725041+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.deref.io/containers-dont-solve-everything','blog.deref.io: Containers Don''t Solve Everything 🌟','','N/A',0,'A curated technical resource and architectural guide covering blog.deref.io: Containers Don''t Solve Everything 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903036464246106e+09,0,'2026-05-17T17:06:04.642461+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/introduction.md"]','["introduction.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.desdelinux.net/microsoft-performance-tools-una-serie-de-herramientas-open-source-para-analizar-el-rendimiento-del-sistema','blog.desdelinux.net: Microsoft Performance-Tools, una serie de herramientas open source para analizar el rendimiento del sistema','','2022',0,'Overview of Microsoft''s Performance-Tools suite, which provides cross-platform command-line tools for analyzing trace logs, Windows/Linux system resource usage, and overall system performance. It details how architects can inspect CPU, disk, and networking bottlenecks at a low kernel-level, enhancing system-level optimization.','N/A','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Systems", "Performance Tuning", "Diagnostic Tools"]','["[COMMUNITY-TOOL]"]','[]','["performance-testing-with-jenkins-and-jmeter.md"]','{}','{}'); @@ -1634,7 +1634,7 @@ INSERT INTO "resources" VALUES('https://blog.direktiv.io/event-driven-orchestrat INSERT INTO "resources" VALUES('https://blog.direktiv.io/redefining-event-driven-orchestration-for-automation-applications-ec07d79f21c0','blog.direktiv.io: Redefining event-driven orchestration for automation &'' applications','','N/A',0,'A curated technical resource and architectural guide covering blog.direktiv.io: Redefining event-driven orchestration for automation &'' applications in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903111725740098e+09,0,'2026-05-17T17:18:37.257401+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.docker.com/2019/07/intro-guide-to-dockerfile-best-practices','blog.docker.com: Intro Guide to Dockerfile Best Practices 🌟','','N/A',0,'A curated technical resource and architectural guide covering blog.docker.com: Intro Guide to Dockerfile Best Practices 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790314356430931e+09,0,'2026-05-17T17:23:55.643093+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/docker.md"]','["docker.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.doit-intl.com/aws-firewalls-101-how-and-when-to-use-each-one-d4ad8087a6b3','doit-intl.com: AWS Firewalls 101: How and when to use each one','','N/A',0,'A curated technical resource and architectural guide covering doit-intl.com: AWS Firewalls 101: How and when to use each one in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903268385781788e+09,0,'2026-05-17T17:44:43.857818+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-security.md"]','["aws-security.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.doit-intl.com/how-to-setup-multi-cluster-load-balancing-with-gke-4b407e1f3dff','blog.doit-intl.com: How to Set Up Multi-Cluster Load Balancing with GKE','','N/A',0,'A curated technical resource and architectural guide covering blog.doit-intl.com: How to Set Up Multi-Cluster Load Balancing with GKE in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903308176770806e+09,0,'2026-05-17T17:51:21.767708+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.doit-intl.com/how-to-setup-multi-cluster-load-balancing-with-gke-4b407e1f3dff','blog.doit-intl.com: How to Set Up Multi-Cluster Load Balancing with GKE','','N/A',0,'A curated technical resource and architectural guide covering blog.doit-intl.com: How to Set Up Multi-Cluster Load Balancing with GKE in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903308176770806e+09,0,'2026-05-17T17:51:21.767708+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{"duplicate_of": "https://www.doit.com/blog"}'); INSERT INTO "resources" VALUES('https://blog.doit-intl.com/kubernetes-and-secrets-management-in-cloud-858533c20dca','blog.doit-intl.com: Kubernetes and Secrets Management in the Cloud','','N/A',0,'A curated technical resource and architectural guide covering blog.doit-intl.com: Kubernetes and Secrets Management in the Cloud in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903422677837395e+09,0,'2026-05-17T18:10:26.778374+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.dream11engineering.com/finding-order-in-chaos-how-we-automated-performance-testing-with-torque-6eb63706fcea','blog.dream11engineering.com: Finding Order in Chaos: How We Automated Performance'' Testing with Torque','','N/A',0,'A curated technical resource and architectural guide covering blog.dream11engineering.com: Finding Order in Chaos: How We Automated Performance'' Testing with Torque in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902991660106897e+09,0,'2026-05-17T16:58:36.601069+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/performance-testing-with-jenkins-and-jmeter.md"]','["performance-testing-with-jenkins-and-jmeter.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.dream11engineering.com/lessons-learned-from-running-graphql-at-scale-2ad60b3cefeb','blog.dream11engineering.com: Lessons learned from running GraphQL at scale','','N/A',0,'A curated technical resource and architectural guide covering blog.dream11engineering.com: Lessons learned from running GraphQL at scale in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903161832089209e+09,0,'2026-05-17T17:26:58.320892+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/api.md"]','["api.md"]','{}','{}'); @@ -1652,28 +1652,28 @@ INSERT INTO "resources" VALUES('https://blog.equationlabs.io/managing-database-m INSERT INTO "resources" VALUES('https://blog.executeautomation.com/running-jenkins-build-agent-within-docker-container-part-a','blog.executeautomation.com: Running Jenkins Build Agent within Docker container'' – Part A','','N/A',0,'A curated technical resource and architectural guide covering blog.executeautomation.com: Running Jenkins Build Agent within Docker container'' – Part A in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032518.34226,0,'2026-05-17T17:41:58.342260+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.extremehacking.org/blog/2015/11/09/jmeter-web-application-testing-cheatsheet','JMeter Web Application Testing Cheatsheet','','2026',0,'A testing reference for designing HTTP request sequences in Apache JMeter. Curator Insight highlights its historical impact on load testing. Live Grounding verifies that despite competition from newer utilities, JMeter remains widely deployed for bulk scale tests.','XML','Cheat Sheet','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Performance Testing", "JMeter"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.fastthread.io/2018/09/24/stackoverflowerror',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','18007107c1475ec2e8f911fbaf79aa33d8895210b4ea64457b086ea7a56df07a',100.0,1.77903024871289396e+09,0,'2026-05-17T17:04:08.712894+02:00',NULL,NULL,NULL,'[]','[]','["docs/java-and-java-performance-optimization.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.flant.com/advanced-helm-templating','blog.flant.com: Making the most out of Helm templates 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','a46df6a082ca18727150607b565864b26be886ea4d4e219977f7c1fe629db2c4',100.0,1.77902905843452191e+09,0,'2026-05-17T16:44:18.434522+02:00',NULL,NULL,NULL,'[]','[]','["docs/helm.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.flant.com/chaos-engineering-in-kubernetes-open-source-tools','blog.flant.com: Open Source solutions for chaos engineering in Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','e7e13d56bc586b5dc1c4c83bd7624f1b1326a5ebeadd9f9f8dcafd5c2b2a97d2',100.0,1.77903270712042188e+09,0,'2026-05-17T17:45:07.120422+02:00',NULL,NULL,NULL,'[]','[]','["docs/chaos-engineering.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.flant.com/comparing-kubernetes-operators-for-postgresql','blog.flant.com: Comparing Kubernetes operators for PostgreSQL','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','7c247c557ca0e7778d8bfb1fbe977f0b0f8b0caba414b1c171235484a88727e3',100.0,1.77903149182481408e+09,0,'2026-05-17T17:24:51.824814+02:00',NULL,NULL,NULL,'[]','[]','["docs/databases.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.flant.com/ha-keycloak-infinispan-kubernetes','blog.flant.com: Running fault-tolerant Keycloak with Infinispan in Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','8179038c36bb539c39c65093e16786767ad31ddd73fcfa345d67fe8891f1c07a',100.0,1.77903307644818496e+09,0,'2026-05-17T17:51:16.448185+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.flant.com/kubenav-managing-kubernetes-from-smartphone','blog.flant.com: kubenav as a tool for managing Kubernetes clusters from'' your smartphone','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','33992fc42410ff2fff905bc3876c1606701e4aa1646ff08a0bc2a81a06072c5a',100.0,1.77903003082194805e+09,0,'2026-05-17T17:00:30.821948+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.flant.com/advanced-helm-templating','blog.flant.com: Making the most out of Helm templates 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a46df6a082ca18727150607b565864b26be886ea4d4e219977f7c1fe629db2c4',100.0,1.77902905843452191e+09,0,'2026-05-17T16:44:18.434522+02:00',NULL,NULL,NULL,'[]','[]','["docs/helm.md"]','[]','{}','{"duplicate_of": "https://palark.com/blog/advanced-helm-templating"}'); +INSERT INTO "resources" VALUES('https://blog.flant.com/chaos-engineering-in-kubernetes-open-source-tools','blog.flant.com: Open Source solutions for chaos engineering in Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e7e13d56bc586b5dc1c4c83bd7624f1b1326a5ebeadd9f9f8dcafd5c2b2a97d2',100.0,1.77903270712042188e+09,0,'2026-05-17T17:45:07.120422+02:00',NULL,NULL,NULL,'[]','[]','["docs/chaos-engineering.md"]','[]','{}','{"duplicate_of": "https://palark.com/blog/chaos-engineering-in-kubernetes-open-source-tools"}'); +INSERT INTO "resources" VALUES('https://blog.flant.com/comparing-kubernetes-operators-for-postgresql','blog.flant.com: Comparing Kubernetes operators for PostgreSQL','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7c247c557ca0e7778d8bfb1fbe977f0b0f8b0caba414b1c171235484a88727e3',100.0,1.77903149182481408e+09,0,'2026-05-17T17:24:51.824814+02:00',NULL,NULL,NULL,'[]','[]','["docs/databases.md"]','[]','{}','{"duplicate_of": "https://palark.com/blog/comparing-kubernetes-operators-for-postgresql"}'); +INSERT INTO "resources" VALUES('https://blog.flant.com/ha-keycloak-infinispan-kubernetes','blog.flant.com: Running fault-tolerant Keycloak with Infinispan in Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8179038c36bb539c39c65093e16786767ad31ddd73fcfa345d67fe8891f1c07a',100.0,1.77903307644818496e+09,0,'2026-05-17T17:51:16.448185+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{"duplicate_of": "https://palark.com/blog/ha-keycloak-infinispan-kubernetes"}'); +INSERT INTO "resources" VALUES('https://blog.flant.com/kubenav-managing-kubernetes-from-smartphone','blog.flant.com: kubenav as a tool for managing Kubernetes clusters from'' your smartphone','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','33992fc42410ff2fff905bc3876c1606701e4aa1646ff08a0bc2a81a06072c5a',100.0,1.77903003082194805e+09,0,'2026-05-17T17:00:30.821948+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{"duplicate_of": "https://palark.com/blog/kubenav-managing-kubernetes-from-smartphone"}'); INSERT INTO "resources" VALUES('https://blog.flant.com/kubernetes-security-with-kube-bench-and-kube-hunter','==blog.flant.com: Kubernetes cluster security assessment with kube-bench'' and kube-hunter==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','e5c494288589795e300f17fcf224f45ce704cdc226a8e29fa4da0a28502cd707',100.0,1.779034525343616e+09,0,'2026-05-17T18:15:25.343616+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.flant.com/kubernetes-storage-performance-linstor-ceph-mayastor-vitastor','blog.flant.com: Comparing Ceph, LINSTOR, Mayastor, and Vitastor storage'' performance in Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','179a984f39cacacdd1566ac15e88b14c03998b87235d10969404240b26bc9df8',100.0,1.77902912583944296e+09,0,'2026-05-17T16:45:25.839443+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-storage.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.flant.com/kui-hybrid-cli-gui-for-kubernetes','blog.flant.com: Kui β€” a β€œhybrid” CLI/GUI application for working with Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','fc0af26260476cffacbfd2299dc59f47587a9c053198466702946ebdc03aea82',100.0,1.77903198501807594e+09,0,'2026-05-17T17:33:05.018076+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.flant.com/our-experience-with-postgres-operator-for-kubernetes-by-zalando','blog.flant.com: Our experience with Postgres Operator for Kubernetes by'' Zalando','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','b477f7ab3171c3b3598ebc5b96210dd6eb260756d7a9426cfc951d5be0d70f65',100.0,1.77903159804998493e+09,0,'2026-05-17T17:26:38.049985+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.flant.com/small-local-kubernetes-comparison','blog.flant.com: Small Kubernetes for your local experiments: k0s, MicroK8s,'' kind, k3s, and Minikube','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','c5bb9665f8bdf13201d6d7ba2608a51c690b1a3f5ff49b66a9b871d252afa65e',100.0,1.77903151827004909e+09,0,'2026-05-17T17:25:18.270049+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.flant.com/kubernetes-storage-performance-linstor-ceph-mayastor-vitastor','blog.flant.com: Comparing Ceph, LINSTOR, Mayastor, and Vitastor storage'' performance in Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','179a984f39cacacdd1566ac15e88b14c03998b87235d10969404240b26bc9df8',100.0,1.77902912583944296e+09,0,'2026-05-17T16:45:25.839443+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-storage.md"]','[]','{}','{"duplicate_of": "https://palark.com/blog/kubernetes-storage-performance-linstor-ceph-mayastor-vitastor"}'); +INSERT INTO "resources" VALUES('https://blog.flant.com/kui-hybrid-cli-gui-for-kubernetes','blog.flant.com: Kui β€” a β€œhybrid” CLI/GUI application for working with Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','fc0af26260476cffacbfd2299dc59f47587a9c053198466702946ebdc03aea82',100.0,1.77903198501807594e+09,0,'2026-05-17T17:33:05.018076+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{"duplicate_of": "https://palark.com/blog/kui-hybrid-cli-gui-for-kubernetes"}'); +INSERT INTO "resources" VALUES('https://blog.flant.com/our-experience-with-postgres-operator-for-kubernetes-by-zalando','blog.flant.com: Our experience with Postgres Operator for Kubernetes by'' Zalando','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b477f7ab3171c3b3598ebc5b96210dd6eb260756d7a9426cfc951d5be0d70f65',100.0,1.77903159804998493e+09,0,'2026-05-17T17:26:38.049985+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://palark.com/blog/our-experience-with-postgres-operator-for-kubernetes-by-zalando"}'); +INSERT INTO "resources" VALUES('https://blog.flant.com/small-local-kubernetes-comparison','blog.flant.com: Small Kubernetes for your local experiments: k0s, MicroK8s,'' kind, k3s, and Minikube','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c5bb9665f8bdf13201d6d7ba2608a51c690b1a3f5ff49b66a9b871d252afa65e',100.0,1.77903151827004909e+09,0,'2026-05-17T17:25:18.270049+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{"duplicate_of": "https://palark.com/blog/small-local-kubernetes-comparison"}'); INSERT INTO "resources" VALUES('https://blog.flatturtle.com','vishnuch.tech: Interprocess Communication in Microservices 🌟','','2023',4,'A technical exploration of Interprocess Communication (IPC) patterns within distributed microservices. It analyzes synchronous IPC (via REST, gRPC) and contrasts it with asynchronous, broker-driven messaging (RabbitMQ, Kafka) from a latency and system coupling perspective. Decoupling IPC paths is presented as the primary defense against cascading regional failures in microservices architectures.','English','Guide','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Integration", "API Design", "Protocols & Formats"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["api.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.fleetdm.com/4-tips-for-github-actions-usability-2-debugging-4c0c920adfde','blog.fleetdm.com: 4 tips for GitHub Actions usability (+2 bonus tips for'' debugging)','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','9a835d5751e0909490d1d91b4ccafe092b57d200aa2f00a0c0f3e818ea3f9083',100.0,1.77903138908352804e+09,0,'2026-05-17T17:23:09.083528+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.fleetdm.com/4-tips-for-github-actions-usability-2-debugging-4c0c920adfde','blog.fleetdm.com: 4 tips for GitHub Actions usability (+2 bonus tips for'' debugging)','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','9a835d5751e0909490d1d91b4ccafe092b57d200aa2f00a0c0f3e818ea3f9083',100.0,1.77903138908352804e+09,0,'2026-05-17T17:23:09.083528+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://fleetdm.com/engineering/tips-for-github-actions-usability"}'); INSERT INTO "resources" VALUES('https://blog.flipkart.tech/the-art-of-system-debugging-decoding-cpu-utilization-da75f09ef1ff','blog.flipkart.tech: The Art of System Debugging β€” Decoding CPU Utilization'' 🌟','','N/A',0,'A curated technical resource and architectural guide covering blog.flipkart.tech: The Art of System Debugging β€” Decoding CPU Utilization'' 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033210.82014,0,'2026-05-17T17:53:30.820140+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/java-and-java-performance-optimization.md", "docs/linux.md"]','["java-and-java-performance-optimization.md", "linux.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.flomesh.io/kubernetes-gateway-api-evolution-of-service-networking-aa76ec4efa7e','blog.flomesh.io: Kubernetes Gateway API β€” Evolution of Service Networking','','N/A',0,'A curated technical resource and architectural guide covering blog.flomesh.io: Kubernetes Gateway API β€” Evolution of Service Networking in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903223614853692e+09,0,'2026-05-17T17:37:16.148537+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.flomesh.io/using-pipy-as-a-kubernetes-policy-engine-e70a23c8d54c','blog.flomesh.io: sing Pipy as a Kubernetes policy engine','','N/A',0,'A curated technical resource and architectural guide covering blog.flomesh.io: sing Pipy as a Kubernetes policy engine in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903390333122396e+09,0,'2026-05-17T18:05:03.331224+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.fourninecloud.com/kubernetes-monitoring-how-to-monitor-using-prometheus-f2eff767f6bb','blog.fourninecloud.com: Kubernetes monitoring β€” How to monitor using prometheus?','','2021',0,'A beginner-to-intermediate tutorial demonstrating how to install, configure, and operate a Prometheus instance on a Kubernetes cluster. Outlines basic service discovery configurations, exporter architectures, and Prometheus-operator customization patterns.','None','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Modern Observability & Service Mesh", "Cluster Monitoring", "Prometheus Setup"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-monitoring.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.frankel.ch/annotation-free-spring','blog.frankel.ch: Annotation-free Spring','','2021',0,'Explores annotation-free bean configuration in Spring, leveraging functional Kotlin or Java DSLs. By replacing classical runtime annotation scanning with declarative bean definitions, this approach lowers application startup latencies and improves GraalVM compile-time reflection analysis.','Java','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Spring Ecosystem", "Configuration", "Functional Bean Registration"]','["[COMMUNITY-TOOL]"]','[]','["java_frameworks.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.frankel.ch/basics-access-kubernetes-pods','blog.frankel.ch: Back to basics: accessing Kubernetes pods','','2022',0,'An in-depth guide tracing the technical mechanisms required to route traffic to ephemeral Kubernetes pods. Discusses the transition from local port-forwarding (kubectl port-forward) to production-ready patterns utilizing Services (ClusterIP, NodePort, LoadBalancer) and Ingress resources, highlighting the underlying iptables/IPVS routing mechanics.','English','Technical Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Pod Connectivity", "Ingress & Services"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.frankel.ch/kubernetes-extensibility','blog.frankel.ch: Introduction to Kubernetes extensibility 🌟','','2024',0,'A structural overview explaining the mechanics of Kubernetes API extension. It reviews Custom Resource definitions, control loops, and API aggregation structures to build a complete mental map of the engine''s modular architecture.','N/A','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Extensibility & Development", "API Extensions", "Conceptual Overviews"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-operators-controllers.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.frankel.ch/kubernetes-extensibility','blog.frankel.ch: Introduction to Kubernetes extensibility 🌟','','2024',0,'A structural overview explaining the mechanics of Kubernetes API extension. It reviews Custom Resource definitions, control loops, and API aggregation structures to build a complete mental map of the engine''s modular architecture.','N/A','Blog','Beginner',0,'duplicate','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Extensibility & Development", "API Extensions", "Conceptual Overviews"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-operators-controllers.md"]','{}','{"duplicate_of": "https://itnext.io/kubernetes-extensibility-c5fed27f0952"}'); INSERT INTO "resources" VALUES('https://blog.frankel.ch/learning-auditing-kubernetes-manifests','blog.frankel.ch: Learning by auditing Kubernetes manifests','','2021',0,'An educational approach to understanding Kubernetes security postures through direct manifest auditing. The author walks through security context misconfigurations, detailing how over-privileged containers expose node architectures. This technique bridges the gap between passive development and active cluster security controls.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Policy & Audit", "Manifest Auditing"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.gceasy.io/2019/03/13/micrometrics-to-forecast-application-performance',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','6f929579bee5a08e10d0c37d8b1f2a78ba7fbe8b68e55b884406984e05a85c61',100.0,1.77903112231673407e+09,0,'2026-05-17T17:18:42.316734+02:00',NULL,NULL,NULL,'[]','[]','["docs/java-and-java-performance-optimization.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.gceasy.io/2020/11/05/best-practices-java-memory-arguments-for-containers','blog.gceasy.io: Best practices: Java memory arguments for Containers 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','508148182319a6736f3df50820e0b1ff67f15f67b29fc4f706cd002f1e9375d1',100.0,1.77903088286349201e+09,0,'2026-05-17T17:14:42.863492+02:00',NULL,NULL,NULL,'[]','[]','["docs/java-and-java-performance-optimization.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.gceasy.io/2020/11/05/best-practices-java-memory-arguments-for-containers','blog.gceasy.io: Best practices: Java memory arguments for Containers 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','508148182319a6736f3df50820e0b1ff67f15f67b29fc4f706cd002f1e9375d1',100.0,1.77903088286349201e+09,0,'2026-05-17T17:14:42.863492+02:00',NULL,NULL,NULL,'[]','[]','["docs/java-and-java-performance-optimization.md"]','[]','{}','{"duplicate_of": "https://blog.gceasy.io/best-practices-java-memory-arguments-for-containers"}'); INSERT INTO "resources" VALUES('https://blog.gceasy.io/best-practices-java-memory-arguments-for-containers','blog.gceasy.io: Best practices: Java memory arguments for Containers 🌟','','2021',0,'Direct blueprint for configuring JVM heap metrics under Docker environments. Details the risks of omitting explicit container-aware memory allocation rules, preventing silent OOMKilled evictions by the host kernel.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Kubernetes", "Containerized JVM Tuning"]','["[COMMUNITY-TOOL]"]','[]','["java-and-java-performance-optimization.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.getambassador.io/best-tools-for-kubernetes-local-development-a-comprehensive-guide-3577d351d31e','blog.getambassador.io: Best Tools for Kubernetes Local Development: A Comprehensive Guide','','2022',2,'A comparative market review assessing local Kubernetes developer pipelines including Minikube, Kind, and K3s. Highlights developer speed, local resources consumption, and production parity.','None','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Local Development", "Tooling", "Comparisons"]','["[COMMUNITY-TOOL]"]','[]','["rancher.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.getambassador.io/centralized-authentication-with-keycloak-and-ambassador-edge-stack-d509ffbc7b6f','blog.getambassador.io: Step-by-Step Centralized Authentication for Kubernetes with Keycloak and the Ambassador Edge Stack','','2020',4,'Demonstrates step-by-step implementation of centralized authentication at the edge of Kubernetes clusters. By combining the Ambassador Edge Stack (Emissary-ingress) with Keycloak via OAuth2/OIDC filters, it decouples identity concerns from individual backend microservices, streamlining service architecture.','YAML','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Identity & Access Management", "Ingress Integration"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["devsecops.md"]','{}','{}'); @@ -1694,17 +1694,17 @@ INSERT INTO "resources" VALUES('https://blog.getambassador.io/kubernetes-canary- INSERT INTO "resources" VALUES('https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4cbdedcc9914?gi=e61c67017989',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'online','manual',NULL,NULL,NULL,0,'2024-01-01T00:00:00+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4cbdedcc9914?gi=ffbb9dbe21b4',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'online','manual',NULL,NULL,NULL,0,'2024-01-01T00:00:00+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.getambassador.io/microservice-orchestration-best-practices-f32314dd6a12','blog.getambassador.io: Microservice Orchestration Best Practices','','2021',0,'Contrasts orchestration and choreography in distributed microservice topologies. Analyzes the trade-offs of centralized workflow engines versus decentralized event routing, providing architectural criteria to guide deployment choices under scale.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Microservices", "Orchestration", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.getpostman.com','blog.getpostman.com','','N/A',0,'A curated technical resource and architectural guide covering blog.getpostman.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902931001449394e+09,0,'2026-05-17T16:48:30.014494+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/postman.md"]','["postman.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.getpostman.com','blog.getpostman.com','','N/A',0,'A curated technical resource and architectural guide covering blog.getpostman.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77902931001449394e+09,0,'2026-05-17T16:48:30.014494+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/postman.md"]','["postman.md"]','{}','{"duplicate_of": "https://blog.postman.com"}'); INSERT INTO "resources" VALUES('https://blog.gitguardian.com/github-security','GitHub security: what does it take to protect your company from credentials leaking on GitHub? 🌟','','2021',4,'Examines the severe risks and systemic impacts of credential leakage on public and private Git repositories. Discusses mitigation strategies, developer scanning workflows, and the integration of GitGuardian API to catch hardcoded secrets at push time. Vital reading for DevSecOps leads.','N/A','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Application Security", "Secrets Detection"]','["[ENTERPRISE-STABLE]"]','[]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.gitguardian.com/hardening-your-k8-pt-1','blog.gitguardian.com: Hardening Your Kubernetes Cluster - Threat Model (Pt. 1) 🌟🌟','','2022',0,'Part one of a tutorial series focusing on threat modeling within Kubernetes systems. Outlines typical attack surface definitions across components like API endpoints, etcd systems, and workers. Aids engineering teams in establishing defense boundaries.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Fundamentals", "Threat Modeling"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.gitguardian.com/hardening-your-k8s-pt-2','blog.gitguardian.com: Hardening Your Kubernetes Cluster - Guidelines (Pt. 2) 🌟','','2021',0,'The second part of a structural security guide detailing advanced settings such as RBAC limitations, audit logging targets, container engine isolation, and secrets scanning policies.','N/A','article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Security", "Cluster Hardening", "Runtime Secrets Scanning"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.gitguardian.com/how-to-improve-your-docker-containers-security-cheat-sheet','blog.gitguardian.com: Docker Security Best Practices & Cheat Sheet 🌟','','2025',4,'Focuses on protecting applications by avoiding hardcoded secrets, securing base images, and implementing strict runtime privileges within Docker builds. Provides precise, actionable rules for integrating automated container security checks into CI/CD pipelines.','HTML','Cheat Sheet','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Virtualization & Containers", "Docker", "Security Hardening"]','["[ENTERPRISE-STABLE]"]','[]','["cheatsheets.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.gitguardian.com/kubernetes-tutorial-part-1-pods','blog.gitguardian.com: Kubernetes Hardening Tutorial Part 1: Pods','','2021',0,'Part one of GitGuardian''s workload security tutorial, targeting critical pod configurations such as root user restrictions, secure namespaces, and minimizing host-level network sharing.','N/A','article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Security", "Workload Hardening", "Pod Specifications"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.gitguardian.com/kubernetes-tutorial-part-2-network','blog.gitguardian.com: Kubernetes Hardening Tutorial Part 2: Network','','2022',0,'This technical tutorial demonstrates the configuration of Kubernetes NetworkPolicies to enforce granular traffic isolation. It contrasts default-allow networking models with secure default-deny postures, providing production-ready ingress and egress manifests. Engineers will learn how to reduce lateral threat movement by restricting pod-to-pod communications.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Network Security", "Network Policies"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.gitguardian.com/kubernetes-tutorial-part-2-network','blog.gitguardian.com: Kubernetes Hardening Tutorial Part 2: Network','','2022',0,'This technical tutorial demonstrates the configuration of Kubernetes NetworkPolicies to enforce granular traffic isolation. It contrasts default-allow networking models with secure default-deny postures, providing production-ready ingress and egress manifests. Engineers will learn how to reduce lateral threat movement by restricting pod-to-pod communications.','English','Article','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Network Security", "Network Policies"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{"duplicate_of": "https://blog.gitguardian.com/kubernetes-tutorial-part-1-pods"}'); INSERT INTO "resources" VALUES('https://blog.gitguardian.com/rewriting-git-history-cheatsheet','blog.gitguardian.com: Rewriting your git history, removing files permanently - cheatsheet & guide','','2021',5,'A detailed security guide for removing sensitive files, secrets, and large payloads from Git history. Compares legacy `git filter-branch` with the faster, modern `git-filter-repo` and BFG Repo-Cleaner tools, outlining downstream impacts of forced push updates.','English','Guide','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Security and Authentication"]','["[DE FACTO STANDARD]", "[GUIDE]", "[LEGACY]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.gitguardian.com/secrets-credentials-api-git','blog.gitguardian.com: Secrets in source code (episode 2/3). Why secrets in git are such a problem','','2021',4,'Explores the anatomy of credential exposure within VCS platforms. It highlights the persistence of Git history, showing why simply deleting a secret in a subsequent commit does not mitigate security risks. Emphasizes mandatory history rewriting and continuous pipeline scanning.','N/A','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Application Security", "Secrets Detection"]','["[ENTERPRISE-STABLE]"]','[]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.gitguardian.com/what-is-policy-as-code-an-introduction-to-open-policy-agent','blog.gitguardian.com: What is Policy-as-Code? An Introduction to Open Policy'' Agent','','2022',0,'Comprehensive introduction to Open Policy Agent (OPA) and its application of declarative, domain-agnostic policy enforcement using the Rego language. Evaluates the architectural shift of separating policy logic from application code, making security policies testable and auditable in Git repos.','Rego','Blog','Intermediate',0,'online','manual','34359a122e909ff5ef0661e9ab2559594bf6dfd5b302318aa250989991664a51',100.0,1.7790314313973639e+09,1,'2026-05-17T17:23:51.397364+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Security & Compliance", "Policy-as-Code"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.golang.org/gopls-vscode-go','blog.golang.org: Gopls on by default in the VS Code Go extension','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','8861dc71fc266c47c0c55b238c99731a247a08446a0dadb0536eea3eabce38f6',100.0,1.77903139310226392e+09,0,'2026-05-17T17:23:13.102264+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.golang.org/gopls-vscode-go','blog.golang.org: Gopls on by default in the VS Code Go extension','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8861dc71fc266c47c0c55b238c99731a247a08446a0dadb0536eea3eabce38f6',100.0,1.77903139310226392e+09,0,'2026-05-17T17:23:13.102264+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{"duplicate_of": "https://go.dev/blog/gopls-vscode-go"}'); INSERT INTO "resources" VALUES('https://blog.google/innovation-and-ai/infrastructure-and-cloud/global-network/missouri-programs','Google announces new community investments in Missouri','We’re helping build the state’s next-generation workforce and investing in energy programs.','2026',4,'* **Curator Insight**: Google''s investment strategy in Missouri underscores the growing interdependence between ultra-scale data centers, clean grid energy initiatives, and local workforce preparedness. * **Live Grounding**: Industry analysts note that securing regional power infrastructures is becoming a primary bottleneck for hyper-scale cloud deployments supporting next-generation machine learning workloads.','en','blog_post','intermediate',0,'online','automatic','16f69576d03fece8c04788aa1031698a43c183e1d14b74145577423d7325f986',NULL,1.780352942833678e+09,0,'2026-06-02T00:29:02.833678+02:00',NULL,NULL,NULL,'["Infrastructure", "Public Cloud", "Data Centers", "Regional Expansion"]','["CASE STUDY"]','[]','[]','{}','{"category": "uncategorized", "reputation_status": "Vetted", "reputation_summary": "Official Google regional infrastructure announcement with positive utility alignment.", "social_preview_url": "https://storage.googleapis.com/gweb-uniblog-publish-prod/images/MissouriSocial.max-1440x810.png", "source_provenance": "RSS Feed (AI)", "suggested_new_category": "sustainability-and-infrastructure"}'); INSERT INTO "resources" VALUES('https://blog.google/innovation-and-ai/infrastructure-and-cloud/google-cloud/eighth-generation-tpu-agentic-era/&linkId=61973364','Our Eighth Generation TPUs: Two Chips for the Agentic Era','Google officially launches TPU 8t and TPU 8i, next-generation custom ASICs built to scale training and minimize agentic inference latencies.','2026',4,'This release details Google''s eighth-generation custom ASICs, unveiling a split computing strategy featuring TPU 8t (training) and TPU 8i (inference). Engineered for the agentic era, these architectures deliver massive parallel computing throughput with double the inter-chip bandwidth and 10x lower storage latencies. @@ -1763,20 +1763,20 @@ INSERT INTO "resources" VALUES('https://blog.greenroots.info/how-not-to-use-git- INSERT INTO "resources" VALUES('https://blog.griddynamics.comdeveloping-a-modular-pipeline-library-to-improve-devops-collaboration','blog.griddynamics.com: Developing a modular pipeline library to improve'' DevOps collaboration','','N/A',0,'A curated technical resource and architectural guide covering blog.griddynamics.com: Developing a modular pipeline library to improve'' DevOps collaboration in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032038.99948,0,'2026-05-17T17:33:58.999480+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.gruntwork.io/a-comprehensive-guide-to-managing-secrets-in-your-terraform-code-1d586955ace1','==blog.gruntwork.io: A comprehensive guide to managing secrets in your Terraform'' code== 🌟🌟🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','935b612b7e5330a121d376233941de6ed474f1fc4e99aa7cfed204e57f57201b',100.0,1.77903154403443789e+09,0,'2026-05-17T17:25:44.034438+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}'); 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-INSERT INTO "resources" VALUES('https://blog.gruntwork.io/introducing-the-gruntwork-module-service-and-architecture-catalogs-eb3a21b99f70','blog.gruntwork.io: Introducing: The Gruntwork Module, Service, and Architecture'' Catalogs','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','1f2bc141169d94e71efbbb48ac806230ddce8425e0794ce811510be8b361b3c4',100.0,1779032732.20487,0,'2026-05-17T17:45:32.204870+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.gruntwork.io/how-to-use-terraform-as-a-team-251bc1104973','blog.gruntwork.io: How to use Terraform as a team','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','dd4c9dd1812a29386c9e4ee994349ed39aa849132b38a4053643810961472174',100.0,1.77903309263656306e+09,0,'2026-05-17T17:51:32.636563+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"duplicate_of": "https://www.gruntwork.io/blog/how-to-use-terraform-as-a-team"}'); +INSERT INTO "resources" VALUES('https://blog.gruntwork.io/introducing-git-xargs-an-open-source-tool-to-update-multiple-github-repos-753f9f3675ec','blog.gruntwork.io: Introducing git-xargs: an open source tool to update'' multiple GitHub repos','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a118bd30e118b7fca5e125d64e3d0ac4d6b08de582f3734188af32f07f0da3f5',100.0,1.77903219834316706e+09,0,'2026-05-17T17:36:38.343167+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://www.gruntwork.io/blog/introducing-git-xargs-an-open-source-tool-to-update-multiple-github-repos"}'); +INSERT INTO "resources" VALUES('https://blog.gruntwork.io/introducing-the-gruntwork-module-service-and-architecture-catalogs-eb3a21b99f70','blog.gruntwork.io: Introducing: The Gruntwork Module, Service, and Architecture'' Catalogs','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1f2bc141169d94e71efbbb48ac806230ddce8425e0794ce811510be8b361b3c4',100.0,1779032732.20487,0,'2026-05-17T17:45:32.204870+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"duplicate_of": "https://www.gruntwork.io/blog/introducing-the-gruntwork-module-service-and-architecture-catalogs"}'); INSERT INTO "resources" VALUES('https://blog.gruntwork.io/terraform-tips-tricks-loops-if-statements-and-gotchas-f739bbae55f9','==blog.gruntwork.io: Terraform tips & tricks: loops, if-statements, and'' gotchas==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','c0bd066f3513f9951cf13b7c67920709ca8f16b3f0a7f81a19e3fbac3877a1bb',100.0,1779029169.10788,0,'2026-05-17T16:46:09.107880+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.gruntwork.io/why-we-use-terraform-and-not-chef-puppet-ansible-saltstack-or-cloudformation-7989dad2865c','Why we use Terraform and not Chef, Puppet, Ansible, SaltStack, or CloudFormation','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','23ea27bb5350b33fe078b6e450dd1da780baeb3a7c624cc2bd51def5ca0e0be6',100.0,1.77903369746640706e+09,0,'2026-05-17T18:01:37.466407+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.gruntwork.io/why-we-use-terraform-and-not-chef-puppet-ansible-saltstack-or-cloudformation-7989dad2865c','Why we use Terraform and not Chef, Puppet, Ansible, SaltStack, or CloudFormation','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','23ea27bb5350b33fe078b6e450dd1da780baeb3a7c624cc2bd51def5ca0e0be6',100.0,1.77903369746640706e+09,0,'2026-05-17T18:01:37.466407+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"duplicate_of": "https://www.gruntwork.io/blog/why-we-use-terraform-and-not-chef-puppet-ansible-saltstack-or-cloudformation"}'); INSERT INTO "resources" VALUES('https://blog.gskinner.com/archives/2022/01/flutter-easily-add-ci-testing-with-github-actions.html','blog.gskinner.com: Flutter: Easily add CI testing with GitHub Actions','','2022',0,'A technical implementation blueprint for integrating Flutter automated testing pipelines within GitHub Actions. Outlines configuration paradigms for environment caching, automated test suite execution, and artifact compilation. Significantly minimizes manual pre-flight validation overhead for cross-platform workflows.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Mobile CI/CD", "Flutter Automation"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.gurock.com/what-is-devtestops','==blog.gurock.com: What Is DevTestOps?==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','2139f1c6dea772bdc996a2479def6c1f6f0502d04cac10f709fbfc1086fc299c',100.0,1779033102.35605,0,'2026-05-17T17:51:42.356050+02:00',NULL,NULL,NULL,'[]','[]','["docs/testops.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.guybarrette.com/powershell-prompt-how-to-display-your-current-kubernetes-context-using-oh-my-posh-3','blog.guybarrette.com: Powershell prompt: How to display your current Kubernetes'' context using Oh-My-Posh 3 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','322db1d92e2eb99a3de03d1b1b92579ed51efa9167248e89212cd55c70312e86',100.0,1.77903275424328589e+09,0,'2026-05-17T17:45:54.243286+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.guybarrette.com/powershell-prompt-how-to-display-your-current-kubernetes-context-using-oh-my-posh-3','blog.guybarrette.com: Powershell prompt: How to display your current Kubernetes'' context using Oh-My-Posh 3 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','322db1d92e2eb99a3de03d1b1b92579ed51efa9167248e89212cd55c70312e86',100.0,1.77903275424328589e+09,0,'2026-05-17T17:45:54.243286+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{"duplicate_of": "https://www.linkedin.com/newsletters/6962087231775772672"}'); INSERT INTO "resources" VALUES('https://blog.harbur.io/demystifying-stateful-apps-on-kubernetes-by-deploying-an-etcd-cluster-b85bf8c16fea','blog.harbur.io: Demystifying stateful apps on Kubernetes by deploying an etcd cluster','','2017',0,'A deep dive into stateful mechanics by manually building and scaling an etcd cluster inside Kubernetes. Demystifies headless Services, Pod IDs, and Persistent Volumes. Though modern architectures prefer automated Operators, this serves as a fundamental learning tool for stateful storage dynamics.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2017-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Storage", "Stateful Applications", "Etcd Deployment"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.harbur.iothe-seven-steps-to-build-a-cloud-native-ci-cd-for-github-repos-using-tekton-31a445a3bde','blog.harbur.io: The Seven Steps to build a Cloud Native CI/CD for GitHub'' repos using Tekton','','N/A',0,'A curated technical resource and architectural guide covering blog.harbur.io: The Seven Steps to build a Cloud Native CI/CD for GitHub'' repos using Tekton in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903145849425196e+09,0,'2026-05-17T17:24:18.494252+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/tekton.md"]','["tekton.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.heaphero.io','blog.heaphero.io: HeapHero - Java & Android Heap Dump Analyzer','','2021',0,'Technical analysis and troubleshooting advice targeting Java OutOfMemoryErrors. Discusses using automated heap analysis to pinpoint classloader leaks, redundant data allocations, and memory bloat.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["JVM Architecture", "Memory Management", "Diagnostics"]','["[COMMUNITY-TOOL]"]','[]','["java-and-java-performance-optimization.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.heaphero.io/2020/10/16/what-is-gc-log-thread-dump-and-heapdump','blog.heaphero.io: What is GC Log, thread dump and Heapdump? 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','559a9bd9d174e6ca3fb64b21c6115215522e36121bab8995b4d7c7efa055fc58',100.0,1.77903192759022808e+09,0,'2026-05-17T17:32:07.590228+02:00',NULL,NULL,NULL,'[]','[]','["docs/java-and-java-performance-optimization.md"]','[]','{}','{"review_metadata": {"original_url": "https://blog.heaphero.io/2020/10/16/what-is-gc-log-thread-dump-and-heapdump", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:55.003193"}}'); +INSERT INTO "resources" VALUES('https://blog.heaphero.io/2020/10/16/what-is-gc-log-thread-dump-and-heapdump','blog.heaphero.io: What is GC Log, thread dump and Heapdump? 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','559a9bd9d174e6ca3fb64b21c6115215522e36121bab8995b4d7c7efa055fc58',100.0,1.77903192759022808e+09,0,'2026-05-17T17:32:07.590228+02:00',NULL,NULL,NULL,'[]','[]','["docs/java-and-java-performance-optimization.md"]','[]','{}','{"review_metadata": {"original_url": "https://blog.heaphero.io/2020/10/16/what-is-gc-log-thread-dump-and-heapdump", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:55.003193"}, "duplicate_of": "https://blog.heaphero.io/what-is-gc-log-thread-dump-and-heapdump"}'); INSERT INTO "resources" VALUES('https://blog.heptio.com/kubectl-shell-autocomplete-heptioprotip-48dd023e0bf3','kubectl Shell Autocomplete','','2026',0,'A deep dive into setting up shell autocomplete for ''kubectl'' across Bash, Zsh, and fish environments. From an operational efficiency perspective, autocompletion queries API resources dynamically, minimizing context switching and reducing manual spelling errors during incident response.','Shell','Blog Post','Beginner',0,'online','manual','f51b724db1b07500464e468f00b7cbbaaeebf13dc732f713a0ba9aab868a0cc0',100.0,1.77903043380534195e+09,0,'2026-05-17T17:07:13.805342+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "CLI & Debugging"]','["[COMMUNITY-TOOL]"]','["docs/kubectl-commands.md"]','["kubectl-commands.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.heroku.com/monolithic-applications-into-services','blog.heroku.com: Deconstructing Monolithic Applications into Services','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','386f9bffe1485db033d860396b08009aae2e76a6a245a48f1dce0b1b623f75ab',100.0,1.779033428901129e+09,0,'2026-05-17T17:57:08.901129+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.heroku.com/monolithic-applications-into-services','blog.heroku.com: Deconstructing Monolithic Applications into Services','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','386f9bffe1485db033d860396b08009aae2e76a6a245a48f1dce0b1b623f75ab',100.0,1.779033428901129e+09,0,'2026-05-17T17:57:08.901129+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{"duplicate_of": "https://www.heroku.com/blog/monolithic-applications-into-services"}'); INSERT INTO "resources" VALUES('https://blog.heyal.co.uk/unit-testing-helm-charts','blog.heyal.co.uk: How to unit-test your helm charts with Golang 🌟','','2021',0,'Deep technical look into executing unit testing on Helm chart outputs using Go tests instead of simple bash scripts. Ensures template logic parses properly and conforms to runtime requirements prior to deploy.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Application Delivery", "Testing", "Unit Testing"]','["[COMMUNITY-TOOL]"]','[]','["helm.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.httpwatch.com/2015/01/16/a-simple-performance-comparison-of-https-spdy-and-http2/comment-page-1','A Simple Performance Comparison of HTTPS, SPDY and HTTP/2 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','0a6525f7b57befcd65510b8f15d56af33f4752b6d07fd5f1a25ac528af3f86e7',100.0,1779032172.11741,1,'2026-05-17T17:36:12.117410+02:00',NULL,NULL,NULL,'[]','[]','["docs/networking.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.hubspot.com/marketing/ipaas-vendors','blog.hubspot.com: The 22 Best iPaaS Vendors for Any Budget','','2021',0,'An industry survey of 22 leading iPaaS platforms. It contrasts heavy enterprise offerings like MuleSoft and Workato with modern developer-centric alternatives. Evaluates features such as pre-built connectors, low-code interface flexibility, data translation capabilities, and target developer personas.','N/A','Market Analysis','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Integration", "iPaaS", "Market Review"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}'); @@ -1785,8 +1785,8 @@ INSERT INTO "resources" VALUES('https://blog.hubspot.es/marketing/matriz-raci',' INSERT INTO "resources" VALUES('https://blog.hubspot.es/sales/producto-minimo-viable','blog.hubspot.es: MVP: 3 pasos para desarrollar un Producto mΓ­nimo viable','','2023',0,'A 3-step Spanish guide for planning and executing an MVP. Details strategies to prioritize core features, validate assumptions through immediate customer telemetry, and iterate based on quantitative post-launch metrics.','Spanish','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Product Management", "Methodology", "Minimum Viable Product"]','["[COMMUNITY-TOOL]"]','[]','["project-management-methodology.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.identitydigest.com/azuread-federate-k8s','==blog.identitydigest.com: Azure AD workload identity federation with Kubernetes==','','N/A',0,'A curated technical resource and architectural guide covering ==blog.identitydigest.com: Azure AD workload identity federation with Kubernetes== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903240015802907e+09,0,'2026-05-17T17:40:00.158029+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.inedo.com/devops/top-50-docker-tools','Top 50 Docker Tools','','2026',0,'This curated overview evaluates 50 critical tools in the Docker ecosystem, categorizing them across orchestration, monitoring, registry management, and local development. It provides an architectural map for platform engineers looking to design custom container toolchains by comparing complementary utilities. The guide remains valuable for identifying alternative runtimes, security scanners, and automated deployment helpers.','Markdown','Article','Low',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Containerization", "Tool Ecosystem"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.inedo.com/top-50-docker-tools','Top 50 Docker Tools','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','a0dcb2cd9ba8c0791271684dabb912ecd168d1711a53c4fdebbb2cf604815970',100.0,1.77903003453929209e+09,0,'2026-05-17T17:00:34.539292+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.insight-services-apac.dev/2023/12/04/getting-started-bicep','insight-services-apac.github.io: Getting Started with Bicep','','2023',0,'A foundational exploration of Azure Bicep designed to ease the onboarding ramp from legacy ARM templates. Emphasizes cleaner declarative syntax, structural modularization, and native integration with Azure CLI/PowerShell workflows.','Bicep','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Infrastructure as Code", "Azure Bicep"]','["[LEGACY]"]','[]','["azure.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.inedo.com/top-50-docker-tools','Top 50 Docker Tools','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a0dcb2cd9ba8c0791271684dabb912ecd168d1711a53c4fdebbb2cf604815970',100.0,1.77903003453929209e+09,0,'2026-05-17T17:00:34.539292+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{"duplicate_of": "https://blog.inedo.com/devops/top-50-docker-tools"}'); +INSERT INTO "resources" VALUES('https://blog.insight-services-apac.dev/2023/12/04/getting-started-bicep','insight-services-apac.github.io: Getting Started with Bicep','','2023',0,'A foundational exploration of Azure Bicep designed to ease the onboarding ramp from legacy ARM templates. Emphasizes cleaner declarative syntax, structural modularization, and native integration with Azure CLI/PowerShell workflows.','Bicep','Blog','Beginner',0,'duplicate','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Infrastructure as Code", "Azure Bicep"]','["[LEGACY]"]','[]','["azure.md"]','{}','{"duplicate_of": "https://piotrminkowski.com/2024/06/13/getting-started-with-backstage"}'); INSERT INTO "resources" VALUES('https://blog.ionelmc.ro/2015/01/02/speedup-pip-install','Speed up pip install','','2015',2,'Curator Insight details early strategies for accelerating pip package installation times using HTTP caching proxies. Live Grounding reveals that modern package management tools (like ''uv'' and optimized caching protocols in current pip versions) natively resolve these network bottlenecks, rendering legacy HTTP-cache hacks largely obsolete but educationally significant.','Python','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2015-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Python", "Package Management"]','["[LEGACY]"]','[]','["python.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.isaack.io/articles/2016-08/Jenkins-CICD-Getting-Started-With-Groovy-Part-1','medium: Jenkins CICD Getting started with Groovy and Docker Containers β€”'' Part 1','','N/A',0,'A curated technical resource and architectural guide covering medium: Jenkins CICD Getting started with Groovy and Docker Containers β€”'' Part 1 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903159153821611e+09,0,'2026-05-17T17:26:31.538216+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/openshift-pipelines.md"]','["openshift-pipelines.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.ivnilv.com/posts/rotating-kops-etcd-certificates','blog.ivnilv.com: Rotating Kops Etcd Certificates','','2020',0,'A technical troubleshooting guide mapping out the precise sequence required to rotate internal etcd client and peer certificates within a running, Kops-managed cluster. Addresses avoidance of control plane downtime and potential etcd split-brain scenarios during CA transitions.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Provisioning", "Deployment Tools", "Security"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-on-premise.md"]','{}','{}'); @@ -1816,15 +1816,15 @@ INSERT INTO "resources" VALUES('https://blog.kintone.io/entry/neco-registry','bl INSERT INTO "resources" VALUES('https://blog.kintone.io/entry/pvc-autoresizer','blog.kintone.io: Introducing pvc-autoresizer','','2021',0,'An introductory case study and engineering blog post detailing the motivation behind building pvc-autoresizer. It walks through disk capacity challenges and the architecture of using Prometheus alerts to trigger CSI-driven volume expansion.','Markdown','Article','Simple',0,'online','manual','3757cb8ec2d890fd3d87cca669ebd9866c0d3bf071784219650412a1bb97ae81',100.0,1.779034336832309e+09,1,'2026-05-17T18:12:16.832309+02:00',NULL,NULL,NULL,'["Storage", "Volume Management", "Developer Education"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.kloia.com/karpenter-cluster-autoscaler-76d7f7ec0d0e','blog.kloia.com: Karpenter Cluster Autoscaler','','2022',3,'This practical guide walks through configuring Karpenter on AWS EKS. It outlines essential IAM roles, Helm deployment values, and Karpenter ''Provisioner'' (NodePool) definitions. A structured onboarding resource for platform engineers transitioning away from Kubernetes Cluster Autoscaler.','English','Technical Article','Medium',0,'online','manual','dc456b0ec8f845235e47996b50b5d31f93c19b576a78dd7534b50746a05e6bf2',100.0,1.779031388866086e+09,0,'2026-05-17T17:23:08.866086+02:00',NULL,NULL,NULL,'["Autoscaling", "Resource Provisioning", "Tutorials"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.knell.it/commands-kubernetes-should-adopt-from-red-hat-openshift','==blog.knell.it: Commands Kubernetes should adopt from Red Hat OpenShift==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','31cbfb4c1c83b83ba281bc9c10568cd543279227e913f2858dce892363838926',100.0,1.779031568535681e+09,0,'2026-05-17T17:26:08.535681+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.knell.it/making-your-helm-chart-observable-for-prometheus','blog.knell.it: Making your Helm Chart observable for Prometheus','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','41413740ec2d252a223a3474acdc4e253862a7f7915ac34606887f7642ec1d1c',100.0,1.77903309358004689e+09,0,'2026-05-17T17:51:33.580047+02:00',NULL,NULL,NULL,'[]','[]','["docs/helm.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.knell.it/making-your-helm-chart-observable-for-prometheus','blog.knell.it: Making your Helm Chart observable for Prometheus','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','41413740ec2d252a223a3474acdc4e253862a7f7915ac34606887f7642ec1d1c',100.0,1.77903309358004689e+09,0,'2026-05-17T17:51:33.580047+02:00',NULL,NULL,NULL,'[]','[]','["docs/helm.md"]','[]','{}','{"duplicate_of": "https://christianhuth.de/making-your-helm-chart-observable-for-prometheus"}'); INSERT INTO "resources" VALUES('https://blog.knoldus.com/introduction-to-kubernetes-deployment-strategies','blog.knoldus.com: Introduction to Kubernetes Deployment Strategies','','N/A',0,'A curated technical resource and architectural guide covering blog.knoldus.com: Introduction to Kubernetes Deployment Strategies in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903189812277293e+09,0,'2026-05-17T17:31:38.122773+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.knoldus.com/introduction-to-kubernetes-deployment-strategies-part-2','blog.knoldus.com: Introduction to Kubernetes Deployment Strategies – Part'' 2','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903433606607198e+09,0,'2026-05-17T18:12:16.066072+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.knoldus.com/introduction-to-kubernetes-deployment-strategies-part-2','blog.knoldus.com: Introduction to Kubernetes Deployment Strategies – Part'' 2','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1.77903433606607198e+09,0,'2026-05-17T18:12:16.066072+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://blog.knoldus.com/introduction-to-kubernetes-deployment-strategies"}'); INSERT INTO "resources" VALUES('https://blog.knoldus.com/monitoring-kafka-with-prometheus-and-grafana',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903433041196894e+09,0,'2026-05-17T18:12:10.411969+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.kubecost.com/blog/aks-cost','blog.kubecost.com: AKS Cost Monitoring and Governance With Kubecost','','N/A',0,'A curated technical resource and architectural guide covering blog.kubecost.com: AKS Cost Monitoring and Governance With Kubecost in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903179664222788e+09,0,'2026-05-17T17:29:56.642228+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.kubecost.com/blog/aks-cost','blog.kubecost.com: AKS Cost Monitoring and Governance With Kubecost','','N/A',0,'A curated technical resource and architectural guide covering blog.kubecost.com: AKS Cost Monitoring and Governance With Kubecost in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903179664222788e+09,0,'2026-05-17T17:29:56.642228+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"duplicate_of": "https://www.apptio.com/topics/kubernetes/aks-cost/?src=kc-blog"}'); INSERT INTO "resources" VALUES('https://blog.kubecost.com/blog/announcing-kubecost-first-round',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering blog.kubecost.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903380636826205e+09,0,'2026-05-17T18:03:26.368262+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.kubecost.com/blog/kubernetes-kops','blog.kubecost.com: Kubernetes kOps: Step-By-Step Example & Alternatives','','N/A',0,'A curated technical resource and architectural guide covering blog.kubecost.com: Kubernetes kOps: Step-By-Step Example & Alternatives in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902913294812607e+09,0,'2026-05-17T16:45:32.948126+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.kubecost.com/blog/kubernetes-labels','blog.kubecost.com: The Guide to Kubernetes Labels','','N/A',0,'A curated technical resource and architectural guide covering blog.kubecost.com: The Guide to Kubernetes Labels in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903106458757805e+09,0,'2026-05-17T17:17:44.587578+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.kubecost.com/blog/kubernetes-node-affinity','blog.kubecost.com: Kubernetes node affinity: examples & instructions','','N/A',0,'A curated technical resource and architectural guide covering blog.kubecost.com: Kubernetes node affinity: examples & instructions in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903191056361794e+09,0,'2026-05-17T17:31:50.563618+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.kubecost.com/blog/kubernetes-kops','blog.kubecost.com: Kubernetes kOps: Step-By-Step Example & Alternatives','','N/A',0,'A curated technical resource and architectural guide covering blog.kubecost.com: Kubernetes kOps: Step-By-Step Example & Alternatives in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77902913294812607e+09,0,'2026-05-17T16:45:32.948126+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{"duplicate_of": "https://www.apptio.com/blog/kubernetes-kops/?src=kc-blog"}'); +INSERT INTO "resources" VALUES('https://blog.kubecost.com/blog/kubernetes-labels','blog.kubecost.com: The Guide to Kubernetes Labels','','N/A',0,'A curated technical resource and architectural guide covering blog.kubecost.com: The Guide to Kubernetes Labels in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903106458757805e+09,0,'2026-05-17T17:17:44.587578+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"duplicate_of": "https://www.apptio.com/topics/kubernetes/labels/?src=kc-blog"}'); +INSERT INTO "resources" VALUES('https://blog.kubecost.com/blog/kubernetes-node-affinity','blog.kubecost.com: Kubernetes node affinity: examples & instructions','','N/A',0,'A curated technical resource and architectural guide covering blog.kubecost.com: Kubernetes node affinity: examples & instructions in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903191056361794e+09,0,'2026-05-17T17:31:50.563618+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"duplicate_of": "https://www.apptio.com/topics/kubernetes/node-affinity/?src=kc-blog"}'); INSERT INTO "resources" VALUES('https://blog.kubecost.com/blog/rancher-vs-kubernetes','==blog.kubecost.com: Rancher vs Kubernetes: It’s not either or==','','N/A',0,'A curated technical resource and architectural guide covering ==blog.kubecost.com: Rancher vs Kubernetes: It’s not either or== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031142.98789,0,'2026-05-17T17:19:02.987890+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/rancher.md"]','["rancher.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.kubesimplify.com/diy-how-to-build-a-kubernetes-policy-engine','blog.kubesimplify.com: DIY: How To Build A Kubernetes Policy Engine','','2022',4,'An advanced, hands-on tutorial that guides readers through building a custom Kubernetes policy engine from scratch using Go. Covers hook registration with the API server, resource validation workflows, and runtime policy updates.','Go','Tutorial','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Policy Enforcement", "Custom Controllers"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.kubesimplify.com/getting-started-with-ko-a-fast-container-image-builder-for-your-go-applications','blog.kubesimplify.com: Getting started with ko: A fast container image builder for your Go applications','','2022',0,'Evaluates `ko`, an open-source image synthesis compiler built to package Go applications without requiring Docker or a local daemon. By compiling and pushing binaries directly to registries, it simplifies Go-based microservice shipping with built-in Software Bill of Materials (SBOM) generation.','Go','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Infrastructure", "Image Synthesis", "Language-Specific Builders"]','["[COMMUNITY-TOOL]"]','[]','["container-managers.md"]','{}','{}'); @@ -1842,7 +1842,7 @@ INSERT INTO "resources" VALUES('https://blog.learncodeonline.in/managing-file-op INSERT INTO "resources" VALUES('https://blog.lelonek.me/liveness-and-readiness-probes-for-kubernetes-in-phoenix-application-890e24d0737e','Liveness and Readiness Probes for Kubernetes in Phoenix application','','N/A',0,'A curated technical resource and architectural guide covering Liveness and Readiness Probes for Kubernetes in Phoenix application in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903134929704904e+09,0,'2026-05-17T17:22:29.297049+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.lightspin.io/nginx-custom-snippets-cve-2021-25742','blog.lightspin.io: NGINX Custom Snippets CVE-2021-25742','','N/A',0,'A curated technical resource and architectural guide covering blog.lightspin.io: NGINX Custom Snippets CVE-2021-25742 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903194491070699e+09,0,'2026-05-17T17:32:24.910707+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.linkody.com/guides/google-search-operators-cheatsheet','blog.linkody.com: The Ultimate Google Search Operators Cheatsheet 🌟','','2023',0,'A highly structured, table-driven cheat sheet detailing Google dorking queries. It allows security analysts and systems architects to perform targeted domain audits, trace security leaks, and parse public records with high precision.','None','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Information Retrieval", "OSINT", "Search Optimization"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.logrocket.com/aws-amplify-and-react-native-a-tutorial','blog.logrocket.com: AWS Amplify and React Native: A tutorial','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','f4a3d1810a7fe04d0aa7f45d83c37ab77f4bc77c18d1f7b0952f0feea46bfab2',100.0,1.7790342265742371e+09,0,'2026-05-17T18:10:26.574237+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-miscellaneous.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.logrocket.com/aws-amplify-and-react-native-a-tutorial','blog.logrocket.com: AWS Amplify and React Native: A tutorial','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f4a3d1810a7fe04d0aa7f45d83c37ab77f4bc77c18d1f7b0952f0feea46bfab2',100.0,1.7790342265742371e+09,0,'2026-05-17T18:10:26.574237+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-miscellaneous.md"]','[]','{}','{"duplicate_of": "https://blog.logrocket.com/aws-amplify-react-native-tutorial-examples"}'); INSERT INTO "resources" VALUES('https://blog.logrocket.com/aws-amplify-react-native-tutorial-examples','blog.logrocket.com: AWS Amplify and React Native: A tutorial','','2022',0,'Curator Insight steps through the integration of AWS Amplify into React Native projects for seamless mobile backend generation. Live Grounding confirms this setup remains a highly efficient workflow, though development teams in 2026 now focus heavily on Amplify Gen 2, which utilizes TypeScript-first code-first DX.','JavaScript','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Development", "Frontend & Mobile", "AWS Amplify"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-miscellaneous.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.logrocket.com/build-blockchain-with-go','blog.logrocket.com: How to build a blockchain from scratch with Go','','2022',0,'A guide illustrating how to build a basic blockchain protocol in Go from scratch. Walks through cryptography, hashing, transaction processing, and basic consensus mechanism structures.','en','Guide','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Languages", "Go", "Advanced Projects"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["golang.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.logrocket.com/building-simple-app-go-postgresql','blog.logrocket.com: Building a simple app with Go and PostgreSQL','','N/A',0,'A hands-on tutorial on developing a database-backed CRUD application in Go using the PostgreSQL driver. Covers connection pool tuning and safe SQL transaction strategies.','en','Guide','Intermediate',1,'online','manual','90e12b1f72f0b68c3415733ea25675610377d7b0f9e44dc34b4b88e2d21c5a76',100.0,1779030739.36345,1,'2026-05-17T17:12:19.363450+02:00',NULL,NULL,NULL,'["Cloud Native Languages", "Go", "Storage Integration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/golang.md"]','["golang.md"]','{}','{}'); @@ -1850,12 +1850,12 @@ INSERT INTO "resources" VALUES('https://blog.logrocket.com/django-rest-framework INSERT INTO "resources" VALUES('https://blog.logrocket.com/docker-alternatives','blog.logrocket.com: Top Docker alternatives for 2022','','2022',3,'An analytical framework evaluating OCI runtime alternatives to standard Docker. Key trade-offs focused on security profiles, developer experience, and system-level dependencies for engines like Podman, Buildah, and Kaniko.','Markdown','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform", "Container Engines", "Alternatives"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.logrocket.com/graphql-vs-grpc-vs-rest-choosing-right-api','blog.logrocket.com: GraphQL vs. gRPC vs. REST: Choosing the right API','','2023',5,'A deep architectural comparison of GraphQL, gRPC, and REST. Details clear design sweet spots: GraphQL for data consolidation on client screens, gRPC for service-to-service calls, and REST for stable public integrations.','Agnostic','Analysis','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["API Architectures", "Patterns", "Comparison"]','["[DE FACTO STANDARD]"]','[]','["api.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.logrocket.com/guide-to-grpc-gateway','blog.logrocket.com: An all-in-one guide to gRPC-Gateway','','2026',0,'This LogRocket guide delivers a comprehensive tutorial on configuring and deploying the gRPC-Gateway proxy inside microservices. It covers real-world tasks such as generating reverse proxy code from protobuf schemas, intercepting errors, and handling cross-origin resource sharing (CORS). For engineers transitioning to gRPC, this reference simplifies the integration of dual-protocol APIs.','Markdown','Documentation','Intermediate',0,'online','manual','ed7b744a630c58aca3b2c72778aeb6eb57378336daa1c013805bf92efe1cf00c',100.0,1.77903111101198697e+09,1,'2026-05-17T17:18:31.011987+02:00',NULL,NULL,NULL,'["Learning Resources", "Tutorials", "API Integration"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.logrocket.com/how-to-build-blockchain-from-scratch-go','blog.logrocket.com: How to build a blockchain from scratch with Go','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','a9c86d505e5090c914f4263890b5fed1707cf71cbd3a2b4396a62a1f9f72b1e4',100.0,1.7790312579333589e+09,0,'2026-05-17T17:20:57.933359+02:00',NULL,NULL,NULL,'[]','[]','["docs/golang.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.logrocket.com/how-to-build-blockchain-from-scratch-go','blog.logrocket.com: How to build a blockchain from scratch with Go','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a9c86d505e5090c914f4263890b5fed1707cf71cbd3a2b4396a62a1f9f72b1e4',100.0,1.7790312579333589e+09,0,'2026-05-17T17:20:57.933359+02:00',NULL,NULL,NULL,'[]','[]','["docs/golang.md"]','[]','{}','{"duplicate_of": "https://blog.logrocket.com/build-blockchain-with-go"}'); INSERT INTO "resources" VALUES('https://blog.logrocket.com/kubevela-intro-better-way-ship-applications','blog.logrocket.com: Intro to KubeVela: A better way to ship applications','','2021',0,'An introductory developer guide providing an overview of KubeVela''s application architecture model and its practical advantages over standard Kubernetes YAML files. It explains how to model complex deployment stages.','English','Technical Article','Intermediate',0,'online','manual','326cee9ad7a2f37ec712f6483fb80178a0296d6f78276361e854f6016261a9e9',100.0,1.77903138156261706e+09,1,'2026-05-17T17:23:01.562617+02:00',NULL,NULL,NULL,'["Platform Engineering", "Application Delivery", "Educational Material"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.logrocket.com/top-10-vs-code-extensions-2021','blog.logrocket.com: Top 10 VS Code extensions for 2021','','2026',3,'Retrospective review of key VS Code extensions from 2021. Offers context on how tooling has transitioned from simple local execution helpers to advanced cloud-integrated platforms.','English','Article','Beginner',0,'online','manual','5b4bbfb8253173ff6de52c52f82aea519892ee21b2008590e2258847cf9fbf9b',100.0,1.77903254946595501e+09,1,'2026-05-17T17:42:29.465955+02:00',NULL,NULL,NULL,'["Development Environment", "Productivity", "Community Resource"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.logrocket.com/top-docker-alternatives-2022','==blog.logrocket.com: Top Docker alternatives for 2022==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','0359329a98b67214a271a8f5b64fe1770929d2a309fec47a4f02289ff66d8309',100.0,1.77902956968852591e+09,0,'2026-05-17T16:52:49.688526+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.logrocket.com/working-supabase-studio','blog.logrocket.com: Working with Supabase Studio','','2022',0,'A practical exploration of Supabase Studio, an embedded database UI. Shows how to configure relational tables, manage Row-Level Security (RLS) configurations, and run SQL commands without leaving the platform UI.','SQL/TypeScript','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Backend-as-a-Service", "PostgreSQL", "Database Tooling"]','["[COMMUNITY-TOOL]"]','[]','["devel-sites.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.lukechannings.com/2020-05-10-kubernetes-gitops-lessons.html','blog.lukechannings.com: Mistakes made and lessons learned with Kubernetes'' and GitOps','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','c91c3a350ed1d3430347d5e98325754b6dd8b2ae5c9658033f13ec5595f193d0',100.0,1.77903112240466189e+09,0,'2026-05-17T17:18:42.404662+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.lukechannings.com/2020-05-10-kubernetes-gitops-lessons.html','blog.lukechannings.com: Mistakes made and lessons learned with Kubernetes'' and GitOps','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c91c3a350ed1d3430347d5e98325754b6dd8b2ae5c9658033f13ec5595f193d0',100.0,1.77903112240466189e+09,0,'2026-05-17T17:18:42.404662+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://lukechannings.com/blog/2020-05-10-kubernetes-gitops-lessons"}'); INSERT INTO "resources" VALUES('https://blog.marcnuri.com','blog.marcnuri.com','- [blog.marcnuri.com: Eclipse JKube 1.4.0 is now available!](https://blog.marcnuri.com/eclipse-jkube-1-4-0)','2021',0,'A deep-dive analysis of Eclipse JKube 1.4.0 improvements, focusing on streamlined Helm chart compilation, upgraded core API clients, and enhanced native build properties for container engines.','Java','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Development", "Java Tooling", "Eclipse JKube"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-client-libraries.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.marcnuri.com/eclipse-jkube-1-4-0','blog.marcnuri.com: Eclipse JKube 1.4.0 is now available!','','2021',2,'An update detailing features and improvements delivered in Eclipse JKube 1.4.0. Live Grounding indicates that updates like 1.4.0 stabilized multi-platform image generation capabilities and introduced robust handling of custom Helm charts and manifest validation rules.','English','Blog / Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Java", "Build Tools", "Eclipse JKube", "Release Notes"]','["[COMMUNITY-TOOL]"]','[]','["maven-gradle.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.marcnuri.com/eclipse-jkube-introduction-kubernetes-openshift','blog.marcnuri.com: Eclipse JKube introduction: Java tools and plugins for Kubernetes and OpenShift','','2020',3,'An introductory blog post showcasing the capabilities of JKube''s Kubernetes Maven and Gradle plugins. Live Grounding points to this resource as an excellent conceptual primer, explaining the transition from raw Java byte code to orchestrator-ready container configurations with minimal configuration overhead.','English','Blog / Article','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Java", "Build Tools", "Eclipse JKube", "Overview"]','["[COMMUNITY-TOOL]"]','[]','["maven-gradle.md"]','{}','{}'); @@ -1868,78 +1868,78 @@ INSERT INTO "resources" VALUES('https://blog.mayadata.io/kubernetes-storage-basi INSERT INTO "resources" VALUES('https://blog.miguelgrinberg.com/post/the-flask-mega-tutorial-now-with-python-3-support','The Flask Mega-Tutorial: Now with Python 3 Support','','2021',0,'Miguel Grinberg''s definitive masterclass in Flask application development. Guides developers from initial setup through databases migrations with SQLAlchemy, user authorization pipelines, background tasks, and containerized cloud setups.','Python','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Web Frameworks", "Comprehensive Tutorials"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["python.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.mimacom.com/automate-nexus','blog.mimacom.com/automate-nexus','','N/A',0,'A curated technical resource and architectural guide covering blog.mimacom.com/automate-nexus in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903153341031289e+09,0,'2026-05-17T17:25:33.410313+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/registries.md"]','["registries.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.mimacom.com/git-aliases-you-wished-you-had','blog.mimacom.com: The Git Commands You Wish You Always Had','','N/A',0,'A curated technical resource and architectural guide covering blog.mimacom.com: The Git Commands You Wish You Always Had in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903161813014793e+09,0,'2026-05-17T17:26:58.130148+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.mimacom.com/kubernetes-cheat-sheet','blog.mimacom.com: Kubernetes Cheat Sheet','','N/A',0,'A curated technical resource and architectural guide covering blog.mimacom.com: Kubernetes Cheat Sheet in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903157430729699e+09,0,'2026-05-17T17:26:14.307297+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.mimacom.com/kubernetes-cheat-sheet','blog.mimacom.com: Kubernetes Cheat Sheet','','N/A',0,'A curated technical resource and architectural guide covering blog.mimacom.com: Kubernetes Cheat Sheet in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903157430729699e+09,0,'2026-05-17T17:26:14.307297+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"duplicate_of": "https://developers.redhat.com/cheat-sheets/kubernetes"}'); INSERT INTO "resources" VALUES('https://blog.mimacom.com/log4j-in-a-log4shell','blog.mimacom.com: A Summary of log4j Exploit in a Log4shell - What Happened'' and What You Can Do About It','','N/A',0,'A curated technical resource and architectural guide covering blog.mimacom.com: A Summary of log4j Exploit in a Log4shell - What Happened'' and What You Can Do About It in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.779032337404953e+09,0,'2026-05-17T17:38:57.404953+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.min.io/best-practices-for-kubernetes-object-storage','blog.min.io: Best Practices for Kubernetes Object Storage','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','5ea7ecdba38016590c6707b8f664060a491c3903240765977002e0874a9ab47f',100.0,1.77902957409843802e+09,0,'2026-05-17T16:52:54.098438+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-storage.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.min.io/certificate-based-authentication-with-s3','blog.min.io: Certificate-based Authentication for S3','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','4394025f35827d71f3ac31fed31ffba9dd162d059eb880ed6ebe15a665c23338',100.0,1.7790310213441739e+09,0,'2026-05-17T17:17:01.344174+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-storage.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.min.io/monoclouds-vs-multiclouds-hybridclouds','blog.min.io: Mono Clouds vs Multi-Clouds & Hybrid Clouds','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','5ea7ecdba38016590c6707b8f664060a491c3903240765977002e0874a9ab47f',100.0,1.77903162077874493e+09,0,'2026-05-17T17:27:00.778745+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.min.io/single-vs-multi-tenant','blog.min.io: Cloud-Native Object Storage Architectures: Single-Tenant vs'' Multi-Tenant','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','5ea7ecdba38016590c6707b8f664060a491c3903240765977002e0874a9ab47f',100.0,1.779029119168581e+09,0,'2026-05-17T16:45:19.168581+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-storage.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.min.io/the_way_of_the_cloud','blog.min.io: Kubernetes, Consistency and Commoditization - The Way of the'' Cloud','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','5ea7ecdba38016590c6707b8f664060a491c3903240765977002e0874a9ab47f',100.0,1.77903237705845403e+09,0,'2026-05-17T17:39:37.058454+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.min.io/why-kubernetes-managed','blog.min.io: Why Kubernetes Managed Object Storage Matters','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','5ea7ecdba38016590c6707b8f664060a491c3903240765977002e0874a9ab47f',100.0,1.77903217363368606e+09,0,'2026-05-17T17:36:13.633686+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-storage.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.min.io/certificate-based-authentication-with-s3','blog.min.io: Certificate-based Authentication for S3','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4394025f35827d71f3ac31fed31ffba9dd162d059eb880ed6ebe15a665c23338',100.0,1.7790310213441739e+09,0,'2026-05-17T17:17:01.344174+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-storage.md"]','[]','{}','{"duplicate_of": "https://www.min.io/blog/certificate-based-authentication-with-s3"}'); +INSERT INTO "resources" VALUES('https://blog.min.io/monoclouds-vs-multiclouds-hybridclouds','blog.min.io: Mono Clouds vs Multi-Clouds & Hybrid Clouds','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5ea7ecdba38016590c6707b8f664060a491c3903240765977002e0874a9ab47f',100.0,1.77903162077874493e+09,0,'2026-05-17T17:27:00.778745+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{"duplicate_of": "https://blog.min.io/best-practices-for-kubernetes-object-storage"}'); +INSERT INTO "resources" VALUES('https://blog.min.io/single-vs-multi-tenant','blog.min.io: Cloud-Native Object Storage Architectures: Single-Tenant vs'' Multi-Tenant','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5ea7ecdba38016590c6707b8f664060a491c3903240765977002e0874a9ab47f',100.0,1.779029119168581e+09,0,'2026-05-17T16:45:19.168581+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-storage.md"]','[]','{}','{"duplicate_of": "https://blog.min.io/best-practices-for-kubernetes-object-storage"}'); +INSERT INTO "resources" VALUES('https://blog.min.io/the_way_of_the_cloud','blog.min.io: Kubernetes, Consistency and Commoditization - The Way of the'' Cloud','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5ea7ecdba38016590c6707b8f664060a491c3903240765977002e0874a9ab47f',100.0,1.77903237705845403e+09,0,'2026-05-17T17:39:37.058454+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://blog.min.io/best-practices-for-kubernetes-object-storage"}'); +INSERT INTO "resources" VALUES('https://blog.min.io/why-kubernetes-managed','blog.min.io: Why Kubernetes Managed Object Storage Matters','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5ea7ecdba38016590c6707b8f664060a491c3903240765977002e0874a9ab47f',100.0,1.77903217363368606e+09,0,'2026-05-17T17:36:13.633686+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-storage.md"]','[]','{}','{"duplicate_of": "https://blog.min.io/best-practices-for-kubernetes-object-storage"}'); INSERT INTO "resources" VALUES('https://blog.mineiros.io/how-to-keep-your-terraform-code-dry-by-using-terramate-be5807fef8f6','blog.mineiros.io: How to keep your Terraform code DRY by using Terramate','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77902950919441699e+09,0,'2026-05-17T16:51:49.194417+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.mineiros.io/introducing-terramate-an-orchestrator-and-code-generator-for-terraform-5e538c9ee055','blog.mineiros.io: Introducing Terramate β€” An Orchestrator and Code Generator'' for Terraform','','N/A',0,'A curated technical resource and architectural guide covering blog.mineiros.io: Introducing Terramate β€” An Orchestrator and Code Generator'' for Terraform in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903157410496211e+09,0,'2026-05-17T17:26:14.104962+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.mongodirector.com/which-is-the-best-mongodb-gui',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering blog.mongodirector.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903289887147903e+09,0,'2026-05-17T17:48:18.871479+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/nosql.md"]','["nosql.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.netsil.com/kubernetes-vs-openshift-vs-tectonic-comparing-enterprise-options-e3a34dc60519','blog.netsil.com: Kubernetes vs Openshift vs Tectonic: Comparing Enterprise'' Options','','N/A',0,'A curated technical resource and architectural guide covering blog.netsil.com: Kubernetes vs Openshift vs Tectonic: Comparing Enterprise'' Options in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030856.44908,0,'2026-05-17T17:14:16.449080+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/introduction.md"]','["introduction.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.newrelic.com/engineering/how-to-organize-kubernetes-clusters','blog.newrelic.com: Kubernetes Fundamentals, Part 4: How to Organize Clusters','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','34b93a040543d1f9729bf70360c63c6913483c7690ed74377a04cd49ac2f1adc',100.0,1.77903361206128597e+09,0,'2026-05-17T18:00:12.061286+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.newrelic.com/engineering/how-to-use-kubernetes-volumes','blog.newrelic.com: Kubernetes Fundamentals, Part 5: Working with Kubernetes'' Volumes','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','e2e5e0dff992f15a01fdce4a1ddfccd71b13bb1775f97372dec1b2ce9c18f4ab',100.0,1779030407.10823,0,'2026-05-17T17:06:47.108230+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-storage.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.newrelic.com/engineering/kubernetes-health-checks','blog.newrelic.com: Kubernetes Fundamentals, Part 2: How to Use Health Checks','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','4fd2012d435a50645805046545549336ce67b850662efbce88ec5c3ca4743134',100.0,1.77903275668224906e+09,0,'2026-05-17T17:45:56.682249+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.newrelic.com/engineering/kubernetes-request-and-limits','blog.newrelic.com: Kubernetes Fundamentals, Part 1: How to Manage Cluster'' Capacity with Requests and Limits','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','3b2d730249f135d5f551e2c729196140aadcca418ab2d5f7b1b642a7b0ae2663',100.0,1.77903088279959392e+09,0,'2026-05-17T17:14:42.799594+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.newrelic.com/engineering/opentelemetry-opentracing-opencensus','newrelic.com: OpenTracing, OpenCensus, OpenTelemetry, and New Relic (Best'' overview of OpenTelemetry)','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','c4de583d3b6057995fe832ecff2d9188e336e12fef6bfda94f58a8f5d76bbdc0',100.0,1.77903456434741806e+09,0,'2026-05-17T18:16:04.347418+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.newrelic.com/engineering/how-to-organize-kubernetes-clusters','blog.newrelic.com: Kubernetes Fundamentals, Part 4: How to Organize Clusters','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','34b93a040543d1f9729bf70360c63c6913483c7690ed74377a04cd49ac2f1adc',100.0,1.77903361206128597e+09,0,'2026-05-17T18:00:12.061286+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://newrelic.com/blog/infrastructure-monitoring/how-to-organize-kubernetes-clusters"}'); +INSERT INTO "resources" VALUES('https://blog.newrelic.com/engineering/how-to-use-kubernetes-volumes','blog.newrelic.com: Kubernetes Fundamentals, Part 5: Working with Kubernetes'' Volumes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e2e5e0dff992f15a01fdce4a1ddfccd71b13bb1775f97372dec1b2ce9c18f4ab',100.0,1779030407.10823,0,'2026-05-17T17:06:47.108230+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-storage.md"]','[]','{}','{"duplicate_of": "https://newrelic.com/blog/infrastructure-monitoring/how-to-use-kubernetes-volumes"}'); +INSERT INTO "resources" VALUES('https://blog.newrelic.com/engineering/kubernetes-health-checks','blog.newrelic.com: Kubernetes Fundamentals, Part 2: How to Use Health Checks','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4fd2012d435a50645805046545549336ce67b850662efbce88ec5c3ca4743134',100.0,1.77903275668224906e+09,0,'2026-05-17T17:45:56.682249+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://newrelic.com/blog/infrastructure-monitoring/kubernetes-health-checks"}'); +INSERT INTO "resources" VALUES('https://blog.newrelic.com/engineering/kubernetes-request-and-limits','blog.newrelic.com: Kubernetes Fundamentals, Part 1: How to Manage Cluster'' Capacity with Requests and Limits','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','3b2d730249f135d5f551e2c729196140aadcca418ab2d5f7b1b642a7b0ae2663',100.0,1.77903088279959392e+09,0,'2026-05-17T17:14:42.799594+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://newrelic.com/blog/infrastructure-monitoring/kubernetes-request-and-limits"}'); +INSERT INTO "resources" VALUES('https://blog.newrelic.com/engineering/opentelemetry-opentracing-opencensus','newrelic.com: OpenTracing, OpenCensus, OpenTelemetry, and New Relic (Best'' overview of OpenTelemetry)','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c4de583d3b6057995fe832ecff2d9188e336e12fef6bfda94f58a8f5d76bbdc0',100.0,1.77903456434741806e+09,0,'2026-05-17T18:16:04.347418+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{"duplicate_of": "https://newrelic.com/blog/dem/opentelemetry-opentracing-opencensus"}'); INSERT INTO "resources" VALUES('https://blog.nillsf.com/index.php/2020/12/03/how-to-run-your-own-admission-controller-on-kubernetes','blog.nillsf.com: How to run your own admission controller on Kubernetes','','2020',0,'Details the build-and-deploy cycle for executing custom admission validation controllers. Outlines network security issues, webhook endpoint setups, and service configurations required by the API server.','Go','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Security", "Webhooks"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.nillsf.com/index.php/2020/12/06/customize-core-dump-in-azure-kubernetes','blog.nillsf.com: Customize core dump in Azure Kubernetes','','2020',0,'Analyzes advanced kernel-level customizations required to capture core dumps from Linux containers running on AKS. Focuses on configuring host path directories, container filesystem capabilities, and kernel variables. Grounding shows this is vital for diagnostic debugging in low-level runtime environments (C++/.NET) where standard logs fail during sudden container restarts.','Bash/YAML','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations & Troubleshooting", "Diagnostic Analysis", "Core Dumps"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.nobugware.com/post/2019/nomad_an_alternative_to_kubernetes','Nomad an alternative to Kubernetes','','2019',0,'A critical contrast of Nomad against Kubernetes, focusing on single-binary architecture, easy deployment, and native integrations with HashiCorp Consul and Vault.','None','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "HashiCorp Nomad", "Comparison"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-alternatives.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.nody.cc/posts/2020-06-kubernetes-network-policy-verification','blog.nody.cc: Verify your Kubernetes Cluster Network Policies: From Faith to Proof','','2020',4,'Focuses on validating network security policies using automated policy-verification and security-testing tools instead of assuming they work. Explains techniques for writing reliable assertions for ingress and egress rules. Live Grounding notes that modern 2026 enterprise teams actively integrate policy checkers (such as Sonobuoy, Cilium Hubble, or OPA) into CI/CD pipelines.','Markdown','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking & Security", "Kubernetes Networking", "Security & Hardening"]','["[ENTERPRISE-STABLE]"]','[]','["devsecops.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.nody.cc/posts/2020-06-kubernetes-network-policy-verification','blog.nody.cc: Verify your Kubernetes Cluster Network Policies: From Faith to Proof','','2020',4,'Focuses on validating network security policies using automated policy-verification and security-testing tools instead of assuming they work. Explains techniques for writing reliable assertions for ingress and egress rules. Live Grounding notes that modern 2026 enterprise teams actively integrate policy checkers (such as Sonobuoy, Cilium Hubble, or OPA) into CI/CD pipelines.','Markdown','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking & Security", "Kubernetes Networking", "Security & Hardening"]','["[ENTERPRISE-STABLE]"]','[]','["devsecops.md", "kubernetes-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.nootch.net/post/kubernetes-at-home-with-k3s','blog.nootch.net: Kubernetes at Home With K3s','','2020',2,'A personal home-lab engineering log detailing bare-metal K3s installation, storage mounting strategies, and managing multi-tenant microservices on budget-friendly consumer hardware.','None','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Edge & IoT", "Bare Metal", "Home Lab"]','["[COMMUNITY-TOOL]"]','[]','["rancher.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.ogenki.io/post/terraform-controller','blog.ogenki.io: Applying GitOps Principles to Infrastructure: An overview of tf-controller','- Terraform can be considered a "semi-declarative" tool as there is no built-in automatic reconciliation feature. There are several solutions to address this issue, but generally speaking, a modification will be applied using terraform apply. The code is actually written using the HCL configuration files (declarative), but the execution is done imperatively. As a result, there can be a drift between the declared and actual state (for example, a colleague who would have changed something directly into the console πŸ˜‰). - ❓❓ So, how can I ensure that what is committed using Git is really applied. How to be notified if there is a change compared to the desired state and how to automatically apply what is in my code (GitOps)? - This is the promise of tf-controller, an Open Source Kubernetes operator from Weaveworks, tightly related to Flux (a GitOps engine from the same company). Flux is one of the solutions I really appreciate, that''s why I invite you to have a look on my previous article','2023',4,'Analyzes the capabilities of Weaveworks'' "tf-controller", a specialized Kubernetes operator designed to reconcile Terraform configurations following strict GitOps design loops. Details how this eliminates configuration drift by continuously comparing declared Git repository states with actual live environment structures. Live grounding confirms that despite Weaveworks'' corporate restructuring, the community remains actively engaged in developing controller-driven reconciliation loops.','Go','Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Kubernetes Integration", "GitOps & Provisioning"]','["[ENTERPRISE-STABLE]"]','[]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.oliverjumpertz.dev/the-10-most-valuable-lessons-i-learned-as-a-developer','blog.oliverjumpertz.dev: The 10 Most Valuable Lessons I Learned As A Developer','','N/A',0,'A curated technical resource and architectural guide covering blog.oliverjumpertz.dev: The 10 Most Valuable Lessons I Learned As A Developer in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902979610891509e+09,0,'2026-05-17T16:56:36.108915+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/developerportals.md"]','["developerportals.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.openreplay.com/8-cool-vs-code-tips-to-make-your-workspace-more-personal','blog.openreplay.com: 8 Cool VS Code tips to make your workspace more personal','','2022',0,'Explores workspace personalization strategies within VS Code. Outlines customizations for custom layouts, performance optimization settings, and UI modifications to support intensive, multi-hour coding sessions.','N/A','Article','Beginner',0,'online','manual','8a704484e51fe75e103c8636999b7d671d4e7e17c490f5dec1a4dc7041a2dd3f',100.0,1.77902935695044207e+09,1,'2026-05-17T16:49:16.950442+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Ecosystem & General Productivity"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.openshift.com/500_pods_per_node','blog.openshift.com: OpenShift Scale: Running 500 Pods Per Node 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','e8cb1098fe34b77675ef3aae22554e9824287759ef54e290407325208c6a52e5',100.0,1.77902916563414692e+09,0,'2026-05-17T16:46:05.634147+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.openshift.com/advanced-network-customizations-for-openshift-install','blog.openshift.com: Advanced Network customizations for OpenShift Install','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','c44273f5e49429789bb2ef18432dfdd8a35158ad19021a7a9b74cd513b2d7767',100.0,1779032088.22765,0,'2026-05-17T17:34:48.227650+02:00',NULL,NULL,NULL,'[]','[]','["docs/openshift.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.openshift.com/500_pods_per_node','blog.openshift.com: OpenShift Scale: Running 500 Pods Per Node 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e8cb1098fe34b77675ef3aae22554e9824287759ef54e290407325208c6a52e5',100.0,1.77902916563414692e+09,0,'2026-05-17T16:46:05.634147+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{"duplicate_of": "https://www.redhat.com/en/blog/500_pods_per_node"}'); +INSERT INTO "resources" VALUES('https://blog.openshift.com/advanced-network-customizations-for-openshift-install','blog.openshift.com: Advanced Network customizations for OpenShift Install','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c44273f5e49429789bb2ef18432dfdd8a35158ad19021a7a9b74cd513b2d7767',100.0,1779032088.22765,0,'2026-05-17T17:34:48.227650+02:00',NULL,NULL,NULL,'[]','[]','["docs/openshift.md"]','[]','{}','{"duplicate_of": "https://www.redhat.com/en/blog/advanced-network-customizations-for-openshift-install"}'); INSERT INTO "resources" VALUES('https://blog.openshift.com/aws-and-red-hat-quickstart-workshop','blog.openshift.com: OCP multi-node deployment on **AWS** using CloudFormation'' and Ansible (quickstart workshop)','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','e23227f60378685a415b96c0c73a507ab461ddbb0bf594fce8be391b9c4d40a7',100.0,1.7790328697883861e+09,0,'2026-05-17T17:47:49.788386+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md", "docs/openshift.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.openshift.com/cloud-native-ci-cd-with-openshift-pipelines','blog.openshift.com: cloud native CI/CD with openshift pipelines','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','66015a0026f92adabf79475854c7c2f09f5b136dc1c40c7ff6e9d0244797ca14',100.0,1.77903455821089291e+09,0,'2026-05-17T18:15:58.210893+02:00',NULL,NULL,NULL,'[]','[]','["docs/tekton.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.openshift.com/configure-the-openshift-image-registry-backed-by-openshift-container-storage','blog.openshift.com: Configure the OpenShift Image Registry backed by OpenShift'' Container Storage','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','cf2f0457cdc0d28f7cf398dc01abaeb74a63da266b8dcedfaf7badd6713c50f6',100.0,1.77903065384723711e+09,0,'2026-05-17T17:10:53.847237+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.openshift.com/debugging-java-applications-on-openshift-kubernetes','blog.openshift.com: Debugging Java Applications On OpenShift and Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','dda7ec361766f5f9f97c0a7b67370743ca08bf6ebd9d59b5c046e9646466dfaa',100.0,1.77903276281708407e+09,0,'2026-05-17T17:46:02.817084+02:00',NULL,NULL,NULL,'[]','[]','["docs/java-and-java-performance-optimization.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.openshift.com/deploying-jenkins-on-openshift-part-1','blog.openshift.com: Deploying Jenkins on OpenShift: Part 1','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','b0c6304d42b8751b8593aa2f93281777cef36f3a81064d9f3ef84da953448fcd',100.0,1.7790314360035479e+09,0,'2026-05-17T17:23:56.003548+02:00',NULL,NULL,NULL,'[]','[]','["docs/openshift-pipelines.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.openshift.com/enabling-openshift-4-clusters-to-stop-and-resume-cluster-vms','Enabling OpenShift 4 Clusters to Stop and Resume Cluster VMs','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','5d8b2bf7e2ab6fccd522abb51222af09ae87f1bac8c08c329b0e7853b43f4b86',100.0,1779033360.87944,0,'2026-05-17T17:56:00.879440+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.openshift.com/fine-grained-policy-enforcement-in-openshift-with-open-policy-agent','blog.openshift.com: Fine-Grained Policy Enforcement in OpenShift with Open'' Policy Agent 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','356195790f128135638d2857608626b4046248f2468393c1f7a36c640377ea20',100.0,1.77903378253889203e+09,0,'2026-05-17T18:03:02.538892+02:00',NULL,NULL,NULL,'[]','[]','["docs/securityascode.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.openshift.com/configure-the-openshift-image-registry-backed-by-openshift-container-storage','blog.openshift.com: Configure the OpenShift Image Registry backed by OpenShift'' Container Storage','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','cf2f0457cdc0d28f7cf398dc01abaeb74a63da266b8dcedfaf7badd6713c50f6',100.0,1.77903065384723711e+09,0,'2026-05-17T17:10:53.847237+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{"duplicate_of": "https://www.redhat.com/en/blog/configure-the-openshift-image-registry-backed-by-openshift-container-storage"}'); +INSERT INTO "resources" VALUES('https://blog.openshift.com/debugging-java-applications-on-openshift-kubernetes','blog.openshift.com: Debugging Java Applications On OpenShift and Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','dda7ec361766f5f9f97c0a7b67370743ca08bf6ebd9d59b5c046e9646466dfaa',100.0,1.77903276281708407e+09,0,'2026-05-17T17:46:02.817084+02:00',NULL,NULL,NULL,'[]','[]','["docs/java-and-java-performance-optimization.md"]','[]','{}','{"duplicate_of": "https://www.redhat.com/en/blog/debugging-java-applications-on-openshift-kubernetes"}'); +INSERT INTO "resources" VALUES('https://blog.openshift.com/deploying-jenkins-on-openshift-part-1','blog.openshift.com: Deploying Jenkins on OpenShift: Part 1','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b0c6304d42b8751b8593aa2f93281777cef36f3a81064d9f3ef84da953448fcd',100.0,1.7790314360035479e+09,0,'2026-05-17T17:23:56.003548+02:00',NULL,NULL,NULL,'[]','[]','["docs/openshift-pipelines.md"]','[]','{}','{"duplicate_of": "https://www.redhat.com/en/blog/deploying-jenkins-on-openshift-part-1"}'); +INSERT INTO "resources" VALUES('https://blog.openshift.com/enabling-openshift-4-clusters-to-stop-and-resume-cluster-vms','Enabling OpenShift 4 Clusters to Stop and Resume Cluster VMs','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5d8b2bf7e2ab6fccd522abb51222af09ae87f1bac8c08c329b0e7853b43f4b86',100.0,1779033360.87944,0,'2026-05-17T17:56:00.879440+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{"duplicate_of": "https://www.redhat.com/en/blog/enabling-openshift-4-clusters-to-stop-and-resume-cluster-vms"}'); +INSERT INTO "resources" VALUES('https://blog.openshift.com/fine-grained-policy-enforcement-in-openshift-with-open-policy-agent','blog.openshift.com: Fine-Grained Policy Enforcement in OpenShift with Open'' Policy Agent 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','356195790f128135638d2857608626b4046248f2468393c1f7a36c640377ea20',100.0,1.77903378253889203e+09,0,'2026-05-17T18:03:02.538892+02:00',NULL,NULL,NULL,'[]','[]','["docs/securityascode.md"]','[]','{}','{"duplicate_of": "https://www.redhat.com/en/blog/fine-grained-policy-enforcement-in-openshift-with-open-policy-agent"}'); 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+INSERT INTO "resources" VALUES('https://blog.openshift.comfull-cluster-part-2-protecting-nodes','blog.openshift.com/full-cluster-part-2-protecting-nodes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1779032231.96755,0,'2026-05-17T17:37:11.967550+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp3.md"]','[]','{}','{"duplicate_of": "https://www.redhat.com/en/blog/full-cluster-part-2-protecting-nodes"}'); +INSERT INTO "resources" VALUES('https://blog.openshift.comfull-cluster-part-3-capacity-management','full-cluster-part-3-capacity-management','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1.77903413137916207e+09,0,'2026-05-17T18:08:51.379162+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp3.md"]','[]','{}','{"duplicate_of": "https://www.redhat.com/en/blog/full-cluster-part-3-capacity-management"}'); INSERT INTO "resources" VALUES('https://blog.openshift.comhelm-and-operators-on-openshift-part-1','blog.openshift.com: Helm and Operators on OpenShift, Part 1','','N/A',0,'A curated technical resource and architectural guide covering blog.openshift.com: Helm and Operators on OpenShift, Part 1 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903156686323905e+09,0,'2026-05-17T17:26:06.863239+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{}'); 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INSERT INTO "resources" VALUES('https://blog.openshift.comintroduction-to-gitops-with-openshift','blog.openshift.com: Introduction to GitOps with OpenShift','','N/A',0,'A curated technical resource and architectural guide covering blog.openshift.com: Introduction to GitOps with OpenShift in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032619.99221,0,'2026-05-17T17:43:39.992210+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/gitops.md", "docs/ocp3.md"]','["gitops.md", "ocp3.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.openshift.comis-it-too-late-to-integrate-gitops','blog.openshift.com: is it too late to integrate GitOps?','','N/A',0,'A curated technical resource and architectural guide covering blog.openshift.com: is it too late to integrate GitOps? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903254944631695e+09,0,'2026-05-17T17:42:29.446317+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/gitops.md", "docs/ocp3.md"]','["gitops.md", "ocp3.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.openshift.comkubernetes-federation-v2-on-openshift-3-11','OpenShift 3.11 Multi-cluster Federation','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903401539315295e+09,0,'2026-05-17T18:06:55.393153+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp3.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.openshift.comkubernetes-federation-v2-on-openshift-3-11','OpenShift 3.11 Multi-cluster Federation','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1.77903401539315295e+09,0,'2026-05-17T18:06:55.393153+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp3.md"]','[]','{}','{"duplicate_of": "https://www.redhat.com/en/blog/kubernetes-federation-v2-on-openshift-3-11"}'); INSERT INTO "resources" VALUES('https://blog.openshift.comopenshift-hive-cluster-as-a-service','blog.openshift.com: openshift hive cluster as a service','','N/A',0,'A curated technical resource and architectural guide covering blog.openshift.com: openshift hive cluster as a service in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903151039731597e+09,0,'2026-05-17T17:25:10.397316+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{}'); 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(ECS vs Kubernetes)','','N/A',0,'A curated technical resource and architectural guide covering blog.opstree.com: A Comparison Between Various Container Orchestration Services!'' 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Part 1==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','ea7a3da779fd8f1c58b966274e447717ddd8a06111538aad767d34f7ebbbdbdf',100.0,1.7790300072651031e+09,0,'2026-05-17T17:00:07.265103+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.palark.com/best-practices-for-deploying-highly-available-apps-in-kubernetes-part-2','blog.palark.com: Best practices for deploying highly available apps in Kubernetes.'' 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How to destroy Elasticsearch while'' migrating it within Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','fea3b1d088ffe792d4087a4627051661fca68862f32ddada9d44906754f63335',100.0,1.77903278705244588e+09,0,'2026-05-17T17:46:27.052446+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.palark.com/kubernetes-services-interaction-monitoring-with-netflow','blog.palark.com: Service communication monitoring in Kubernetes with NetFlow','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','2c2c5d37bf809e0ced3d9bfa6aac00488551e9cb9ede17f460d16bbb813d02da',100.0,1.77903222104583406e+09,0,'2026-05-17T17:37:01.045834+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-monitoring.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.palark.com/kubernetes-snaphots-usage','blog.palark.com: Kubernetes snapshots: What are they and how to use them?'' 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','91bcb37070c4a54dce3bd6d4dfb717e11e4e9242b4c0a7c45a78d5e0d6f5cd65',100.0,1.779031362430727e+09,0,'2026-05-17T17:22:42.430727+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-backup-migrations.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.palark.com/okteto-cloud-for-local-development-in-kubernetes','blog.palark.com: Okteto Cloud as another way for local development in Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','896b3e485b2707e5260dc6bc67d34548175f61426db6c7e6a50764d2f1c60667',100.0,1.77903172143576908e+09,0,'2026-05-17T17:28:41.435769+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.palark.com/tag/kubernetes','blog.palark.com','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','ce7431c7413501cd5372b177266d1483268d5b803196d04200f4592f5afbfb18',100.0,1.77903297889488601e+09,0,'2026-05-17T17:49:38.894886+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.paloaltonetworks.com/2020/10/cloud-iam-misconfiguration-risks','paloaltonetworks.com: Is Your Organization Protected Against IAM Misconfiguration'' Risks?','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','55532c0c4d7d574b8ff3f08fa2013fc5edb6e3718fe5b20a18d2ba11c6a9b160',100.0,1.77903384560876202e+09,0,'2026-05-17T18:04:05.608762+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.palark.com/best-practices-for-deploying-highly-available-apps-in-kubernetes-part-2','blog.palark.com: Best practices for deploying highly available apps in Kubernetes.'' Part 2','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b11a9987e8e70e31dafcf4c2d0b4849d5e1d0fae9a94ee5a18d7cb50a483be0c',100.0,1779030987.57398,0,'2026-05-17T17:16:27.573980+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://palark.com/blog/best-practices-kubernetes-part-1"}'); +INSERT INTO "resources" VALUES('https://blog.palark.com/chaos-mesh-in-kubernetes','blog.palark.com: Attaining harmony of chaos in Kubernetes with Chaos Mesh','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','85724c3f018168790d1c9436ca07509f4d7415a4cd2b6997ce52543bebcaa571',100.0,1.77903146230542111e+09,0,'2026-05-17T17:24:22.305421+02:00',NULL,NULL,NULL,'[]','[]','["docs/chaos-engineering.md"]','[]','{}','{"duplicate_of": "https://palark.com/blog/chaos-mesh-in-kubernetes"}'); +INSERT INTO "resources" VALUES('https://blog.palark.com/comparing-ingress-controllers-for-kubernetes','blog.palark.com: Comparing Ingress controllers for Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d2872234c6d937b788cf4802a87047894c00ae1b0f5dd13d6ad6f1e0575af473',100.0,1.77903213621307802e+09,0,'2026-05-17T17:35:36.213078+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-networking.md"]','[]','{}','{"duplicate_of": "https://palark.com/blog/comparing-ingress-controllers-for-kubernetes"}'); +INSERT INTO "resources" VALUES('https://blog.palark.com/configmaps-in-kubernetes-how-they-work-and-what-you-should-remember','blog.palark.com: ConfigMaps in Kubernetes: how they work and what you should'' remember 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c10ee371eb7b0bdeb4a24770c2b80ed805491874212b64e944f8204708922943',100.0,1.77903096779402589e+09,0,'2026-05-17T17:16:07.794026+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://palark.com/blog/kubernetes-configmap-guide"}'); +INSERT INTO "resources" VALUES('https://blog.palark.com/failure-stories-elasticsearch-migration-within-kubernetes','blog.palark.com: Failure stories #2. How to destroy Elasticsearch while'' migrating it within Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','fea3b1d088ffe792d4087a4627051661fca68862f32ddada9d44906754f63335',100.0,1.77903278705244588e+09,0,'2026-05-17T17:46:27.052446+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://palark.com/blog/failure-stories-elasticsearch-migration-within-kubernetes"}'); +INSERT INTO "resources" VALUES('https://blog.palark.com/kubernetes-services-interaction-monitoring-with-netflow','blog.palark.com: Service communication monitoring in Kubernetes with NetFlow','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','2c2c5d37bf809e0ced3d9bfa6aac00488551e9cb9ede17f460d16bbb813d02da',100.0,1.77903222104583406e+09,0,'2026-05-17T17:37:01.045834+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-monitoring.md"]','[]','{}','{"duplicate_of": "https://palark.com/blog/kubernetes-services-interaction-monitoring-with-netflow"}'); +INSERT INTO "resources" VALUES('https://blog.palark.com/kubernetes-snaphots-usage','blog.palark.com: Kubernetes snapshots: What are they and how to use them?'' 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','91bcb37070c4a54dce3bd6d4dfb717e11e4e9242b4c0a7c45a78d5e0d6f5cd65',100.0,1.779031362430727e+09,0,'2026-05-17T17:22:42.430727+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-backup-migrations.md"]','[]','{}','{"duplicate_of": "https://palark.com/blog/kubernetes-snaphots-usage"}'); +INSERT INTO "resources" VALUES('https://blog.palark.com/okteto-cloud-for-local-development-in-kubernetes','blog.palark.com: Okteto Cloud as another way for local development in Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','896b3e485b2707e5260dc6bc67d34548175f61426db6c7e6a50764d2f1c60667',100.0,1.77903172143576908e+09,0,'2026-05-17T17:28:41.435769+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{"duplicate_of": "https://palark.com/blog/okteto-cloud-for-local-development-in-kubernetes"}'); +INSERT INTO "resources" VALUES('https://blog.palark.com/tag/kubernetes','blog.palark.com','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ce7431c7413501cd5372b177266d1483268d5b803196d04200f4592f5afbfb18',100.0,1.77903297889488601e+09,0,'2026-05-17T17:49:38.894886+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://palark.com/blog/tag/kubernetes"}'); +INSERT INTO "resources" VALUES('https://blog.paloaltonetworks.com/2020/10/cloud-iam-misconfiguration-risks','paloaltonetworks.com: Is Your Organization Protected Against IAM Misconfiguration'' Risks?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','55532c0c4d7d574b8ff3f08fa2013fc5edb6e3718fe5b20a18d2ba11c6a9b160',100.0,1.77903384560876202e+09,0,'2026-05-17T18:04:05.608762+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{"duplicate_of": "https://www.paloaltonetworks.com/blog/2020/10/cloud-iam-misconfiguration-risks"}'); INSERT INTO "resources" VALUES('https://blog.pandorafms.org/network-commands','blog.pandorafms.org: Useful Network commands','','N/A',0,'A curated technical resource and architectural guide covering blog.pandorafms.org: Useful Network commands in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903033971582794e+09,0,'2026-05-17T17:05:39.715828+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/linux.md"]','["linux.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.pipetail.io/posts/2020-05-04-most-common-mistakes-k8s','10 most common mistakes when using Kubernetes','- resources - requests and limits - liveness and readiness probes @@ -1983,7 +1983,7 @@ INSERT INTO "resources" VALUES('https://blog.px.dev/autoscaling-custom-k8s-metri INSERT INTO "resources" VALUES('https://blog.px.dev/container-filesystems','blog.px.dev: Where are my container''s files? Inspecting container filesystems','','2021',4,'A low-level debugging guide for mapping virtual container filesystems back to host machines. Explains overlayfs architecture, namespace confinement, and how to query disk structures via procfs, assisting in post-mortem application forensics.','Bash','Tutorial','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Troubleshooting", "Storage & File Systems"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.px.dev/etcd-6-tips','blog.px.dev: How etcd works and 6 tips to keep in mind','','2021',0,'A deep-dive analyzing etcd internals under the Raft consensus mechanism. Provides six optimization techniques covering disk partition isolating, compact tasks, db sizing, lease scaling, and defragmentation routines necessary to protect cluster health.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Etcd", "Performance Tuning"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.px.dev/k8s-operator','blog.px.dev/k8s-operator: 3 Reasons to Use Kubernetes Operators (and 2 Reasons Not To)','','2021',0,'Evaluates the advantages and disadvantages of deploying Operators. It contrasts automation capabilities against increased control-plane pressure and code maintenance costs.','N/A','Article','Medium',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Resources", "Education", "Trade-off Evaluation", "Operators"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-operators-controllers.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.rabbitmq.com/posts/2021/07/rabbitmq-streams-first-application','blog.rabbitmq.com: First Application With RabbitMQ Streams','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','14c29a2777e5a6b1611d378fda6c0d6fbe0e629b4e3903f1d4d6d57d1221527c',100.0,1.77903155280268502e+09,0,'2026-05-17T17:25:52.802685+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.rabbitmq.com/posts/2021/07/rabbitmq-streams-first-application','blog.rabbitmq.com: First Application With RabbitMQ Streams','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','14c29a2777e5a6b1611d378fda6c0d6fbe0e629b4e3903f1d4d6d57d1221527c',100.0,1.77903155280268502e+09,0,'2026-05-17T17:25:52.802685+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://www.rabbitmq.com/blog/2021/07/19/rabbitmq-streams-first-application"}'); INSERT INTO "resources" VALUES('https://blog.rackspace.com/patch-and-ami-management-for-windows-on-aws','blog.rackspace.com: Patch and AMI Management for Windows on AWS','','2016',0,'Engineering blog clarifying patch administration, automated AMI construction, and system compliance practices for running legacy or enterprise Windows Server nodes on AWS.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Infrastructure Operations"]','["[LEGACY]"]','[]','["aws-miscellaneous.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.radwell.codes/2021/05/best-kubernetes-distribution-for-local-environments','blog.radwell.codes: What’s the best Kubernetes distribution for local environments? 🌟','','2021',0,'Analyzes localized Kubernetes distributions from a CPU and memory efficiency standpoint. Helps engineers match custom testing configurations against hardware-constrained developer machines.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Local Kubernetes Environments", "Single-Node Clusters", "Evaluation"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-based-devel.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.radwell.codes/2021/05/provisioning-single-node-kubernetes-cluster-using-kubeadm-on-ubuntu-20-04','blog.radwell.codes: Provisioning Single-node Kubernetes Cluster using kubeadm on Ubuntu 20.04','','2021',0,'A step-by-step workflow focused on configuring a single-node Kubernetes cluster on Ubuntu 20.04 using Kubeadm. Outlines how to untaint the control plane node to enable single-node scheduling for development and resource-constrained test beds.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Provisioning", "Bootstrapping", "Ubuntu"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-on-premise.md"]','{}','{}'); @@ -2001,8 +2001,8 @@ INSERT INTO "resources" VALUES('https://blog.runx.dev/3-things-i-hate-about-kube INSERT INTO "resources" VALUES('https://blog.runx.dev/5-common-kubernetes-mistakes-and-how-to-avoid-them-150607beb475','blog.runx.dev: 5 Common Kubernetes Mistakes and how to avoid them','','N/A',0,'A curated technical resource and architectural guide covering blog.runx.dev: 5 Common Kubernetes Mistakes and how to avoid them in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902916533829808e+09,0,'2026-05-17T16:46:05.338298+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.runx.dev/will-that-kubernetes-v1-22-upgrade-break-my-application-cc339dc2e2c7','==blog.runx.dev: Will That Kubernetes v1.22 Upgrade Break My Application?==','','N/A',0,'A curated technical resource and architectural guide covering ==blog.runx.dev: Will That Kubernetes v1.22 Upgrade Break My Application?== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903044021270799e+09,0,'2026-05-17T17:07:20.212708+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-releases.md"]','["kubernetes-releases.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.scaleway.com/how-to-deploy-and-distribute-the-workload-on-a-multi-cloud-kubernetes-environment','==blog.scaleway.com: How to deploy and distribute the workload on a multi-cloud'' Kubernetes environment== 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','70e02f3237e2d19e30a467db58f89a3eac0587a286f147482a4ae7528c27a90c',100.0,1.77903225604730105e+09,0,'2026-05-17T17:37:36.047301+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.scaleway.com/saas-multi-tenant-vs-multi-instance-architectures','SaaS Solutions - What is the difference between a multi-instance and a multi-tenant architecture','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','1d5982314c11696e253ed690609482ee21310325a46be485a1ce97743593f78d',100.0,1779032729.14055,0,'2026-05-17T17:45:29.140550+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md", "docs/scaleway.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.scaleway.com/understanding-kubernetes-autoscaling','blog.scaleway.com: Understanding Kubernetes Autoscaling','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','a9023f1430aa0d47d7a17aa03c09c852c43f5fa9f5d8b413b5422141a167c606',100.0,1.77903255678999304e+09,0,'2026-05-17T17:42:36.789993+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-autoscaling.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.scaleway.com/saas-multi-tenant-vs-multi-instance-architectures','SaaS Solutions - What is the difference between a multi-instance and a multi-tenant architecture','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1d5982314c11696e253ed690609482ee21310325a46be485a1ce97743593f78d',100.0,1779032729.14055,0,'2026-05-17T17:45:29.140550+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md", "docs/scaleway.md"]','[]','{}','{"duplicate_of": "https://www.scaleway.com/en/blog/saas-multi-tenant-vs-multi-instance-architectures"}'); +INSERT INTO "resources" VALUES('https://blog.scaleway.com/understanding-kubernetes-autoscaling','blog.scaleway.com: Understanding Kubernetes Autoscaling','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a9023f1430aa0d47d7a17aa03c09c852c43f5fa9f5d8b413b5422141a167c606',100.0,1.77903255678999304e+09,0,'2026-05-17T17:42:36.789993+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-autoscaling.md"]','[]','{}','{"duplicate_of": "https://thinksys.com/devops/kubernetes-autoscaling"}'); INSERT INTO "resources" VALUES('https://blog.scottlowe.org/2016/03/22/using-docker-machine-with-aws','Using Docker Machine with AWS','','2016',0,'Detailed technical blog post showing how to provision and manage remote Docker engines on AWS using the deprecated Docker Machine utility. While valuable for historical debugging and legacy architecture comprehension, live industry alignment dictates migrating to modern Cloud API alternatives (such as AWS CLI, Terraform, or Rancher).','Bash','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Legacy Tooling"]','["[LEGACY]"]','[]','["aws-containers.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.scottlowe.org/2020/06/16/using-kubectl-via-an-ssh-tunnel','blog.scottlowe.org: Using kubectl via an SSH Tunnel','','2020',0,'Provides step-by-step instructions for establishing secure SSH tunnels to reach private Kubernetes cluster control planes. Solves public exposure issues of the Kubernetes API server using proxy forwarding. (Live Grounding: Standard fallback security access pattern, often replaced by modern Zero Trust Network Access (ZTNA) brokers in larger companies).','Shell','Technical Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Infrastructure", "Kubernetes Core", "Cluster Access Security"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.scrumstudy.com/scrum-and-kanban-alike-or-different-2','blog.scrumstudy.com: Scrum and Kanban, alike or different?','','2020',1,'A structural analysis comparing Scrum iterations and Kanban workflows. Explores trade-offs in velocity, team responsibility, and scheduling mechanics, providing project leaders with strategic decision criteria.','N/A','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Project Management", "Agile Methodologies", "Scrum vs Kanban"]','["[COMMUNITY-TOOL]"]','[]','["project-management-methodology.md"]','{}','{}'); @@ -2023,14 +2023,14 @@ INSERT INTO "resources" VALUES('https://blog.siliconvalve.com/posts/2024/02/06/a INSERT INTO "resources" VALUES('https://blog.sixeyed.com/you-cant-always-have-kubernetes-running-containers-in-azure-vm-scale-sets','blog.sixeyed.com: You can''t always have Kubernetes: running containers in Azure VM Scale Sets','','2021',0,'An architectural exploration of container orchestration using Virtual Machine Scale Sets (VMSS) as a high-density, low-complexity alternative to Kubernetes. This methodology leverages native cloud init scripts and container runtimes embedded within custom base images. Ideal for scenarios demanding high performance and cost efficiency without the operational overhead of an AKS control plane.','English','Technical Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Compute & Containers", "Virtual Machines", "VMSS"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.sldk.de/2021/02/introduction-to-gitops-on-kubernetes-with-flux-v2','blog.sldk.de: Introduction to GitOps on Kubernetes with Flux v2 🌟','','2021',0,'A clear introduction to the fundamental architecture of Flux v2. Explains key resources including GitRepository, Kustomization, and how they combine to deploy reliable workloads.','None','Technical Article','Medium',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "GitOps & Deployment", "Flux Ecosystem"]','["[COMMUNITY-TOOL]"]','[]','["flux.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.slycreator.com/network-policies-understanding-kubernetes-network-policies','blog.slycreator.com: Network Policies: Understanding Kubernetes Network'' Policies','','N/A',0,'A curated technical resource and architectural guide covering blog.slycreator.com: Network Policies: Understanding Kubernetes Network'' Policies in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903437277753591e+09,0,'2026-05-17T18:12:52.777536+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.sonatype.com/achieving-ci/cd-with-kubernetes','blog.sonatype.com: Achieving CI and CD With Kubernetes 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','8a9f4e9111c40252f87cc0d63dad277be6dd8d40f780a6056eec61a75a219459',100.0,1.77903216339387488e+09,0,'2026-05-17T17:36:03.393875+02:00',NULL,NULL,NULL,'[]','[]','["docs/cicd.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.sonatype.com/new-cloud-native-ci/cd-projects-openshift-and-tekton','CI/CD OpenShift and Tekton','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','5e8e23b3064531a9a1a80b25d4f3246e1fc02fa2deb596d3c30ffff686d0f881',100.0,1.77903282038078808e+09,0,'2026-05-17T17:47:00.380788+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins-alternatives.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.sonatype.com/python-packages-upload-your-aws-keys-env-vars-secrets-to-web','blog.sonatype.com: Python Packages Upload Your AWS Keys, env vars, Secrets'' to the Web','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','21eaec12364609a146d3f83fab8f0252432eb164a4488f041da520454e5eb8fe',100.0,1779032920.73995,0,'2026-05-17T17:48:40.739950+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.sonatype.com/using-nexus-3-as-your-repository-part-3-docker-images','blog.sonatype.com: Using Nexus 3 as Your Repository – Part 3: Docker Images'' 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','f66223c15fe543495b6255c2a07bc52b0c3634674c80bb4a5378931e1c88b8b1',100.0,1.77903421777415895e+09,0,'2026-05-17T18:10:17.774159+02:00',NULL,NULL,NULL,'[]','[]','["docs/registries.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.sonatype.com/achieving-ci/cd-with-kubernetes','blog.sonatype.com: Achieving CI and CD With Kubernetes 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8a9f4e9111c40252f87cc0d63dad277be6dd8d40f780a6056eec61a75a219459',100.0,1.77903216339387488e+09,0,'2026-05-17T17:36:03.393875+02:00',NULL,NULL,NULL,'[]','[]','["docs/cicd.md"]','[]','{}','{"duplicate_of": "https://www.sonatype.com/blog/achieving-ci/cd-with-kubernetes"}'); +INSERT INTO "resources" VALUES('https://blog.sonatype.com/new-cloud-native-ci/cd-projects-openshift-and-tekton','CI/CD OpenShift and Tekton','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5e8e23b3064531a9a1a80b25d4f3246e1fc02fa2deb596d3c30ffff686d0f881',100.0,1.77903282038078808e+09,0,'2026-05-17T17:47:00.380788+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins-alternatives.md"]','[]','{}','{"duplicate_of": "https://www.sonatype.com/blog/new-cloud-native-ci/cd-projects-openshift-and-tekton"}'); +INSERT INTO "resources" VALUES('https://blog.sonatype.com/python-packages-upload-your-aws-keys-env-vars-secrets-to-web','blog.sonatype.com: Python Packages Upload Your AWS Keys, env vars, Secrets'' to the Web','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','21eaec12364609a146d3f83fab8f0252432eb164a4488f041da520454e5eb8fe',100.0,1779032920.73995,0,'2026-05-17T17:48:40.739950+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{"duplicate_of": "https://www.sonatype.com/blog/python-packages-upload-your-aws-keys-env-vars-secrets-to-web"}'); +INSERT INTO "resources" VALUES('https://blog.sonatype.com/using-nexus-3-as-your-repository-part-3-docker-images','blog.sonatype.com: Using Nexus 3 as Your Repository – Part 3: Docker Images'' 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f66223c15fe543495b6255c2a07bc52b0c3634674c80bb4a5378931e1c88b8b1',100.0,1.77903421777415895e+09,0,'2026-05-17T18:10:17.774159+02:00',NULL,NULL,NULL,'[]','[]','["docs/registries.md"]','[]','{}','{"duplicate_of": "https://www.sonatype.com/blog/using-sonatype-nexus-repository-3-part-3-docker-images"}'); INSERT INTO "resources" VALUES('https://blog.sonnes.cloud/introducing-azure-devops-backup-tool-1-1-0-0-major-update-with-new-features-bug-fixes-and-enhanced-security','blog.sonnes.cloud: Introducing Azure DevOps Backup Tool 1.1.0.0: Major update with new features, bug fixes and enhanced security!','','2024',3,'Introduces major feature releases of the Azure DevOps Backup Tool (v1.1.0.0), highlighting enhancements in API throughput, credential safety, and automated backup schedules. 2026 engineering audits confirm this tool is reliable for securing multi-tenant environments against accidental service deletions.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud DevOps", "Data Protection & Backup", "Disaster Recovery"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.stack-labs.com/code/kustomize-101','blog.stack-labs.com: Kustomize - The right way to do templating in Kubernetes','','2020',3,'An foundational exploration of declarative application customization in Kubernetes using Kustomize. It contrasts template-driven engines like Helm with Kustomize''s overlay-based, template-free patching, focusing on clean resource organization across different environments without altering original YAML files.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "Configuration Management"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kustomize.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.stackademic.com/advanced-end-to-end-devsecops-kubernetes-three-tier-project-using-aws-eks-argocd-prometheus-fbbfdb956d1a','blog.stackademic.com: Advanced End-to-End DevSecOps Kubernetes Three-Tier'' Project using AWS EKS, ArgoCD, Prometheus, Grafana, and Jenkins','','N/A',0,'A curated technical resource and architectural guide covering blog.stackademic.com: Advanced End-to-End DevSecOps Kubernetes Three-Tier'' Project using AWS EKS, ArgoCD, Prometheus, Grafana, and Jenkins in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903449145917701e+09,0,'2026-05-17T18:14:51.459177+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.stackademic.com/advanced-end-to-end-devsecops-kubernetes-three-tier-project-using-azure-aks-fluxcd-prometheus-cca3c5e61953','blog.stackademic.com: Advanced End-to-End DevSecOps Kubernetes Three-Tier'' Project using Azure AKS, fluxCD, Prometheus, Grafana, and GitLab','','N/A',0,'A curated technical resource and architectural guide covering blog.stackademic.com: Advanced End-to-End DevSecOps Kubernetes Three-Tier'' Project using Azure AKS, fluxCD, Prometheus, Grafana, and GitLab in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903068021047711e+09,0,'2026-05-17T17:11:20.210477+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.stackademic.com/advanced-end-to-end-devsecops-kubernetes-three-tier-project-using-azure-aks-fluxcd-prometheus-cca3c5e61953','blog.stackademic.com: Advanced End-to-End DevSecOps Kubernetes Three-Tier'' Project using Azure AKS, fluxCD, Prometheus, Grafana, and GitLab','','N/A',0,'A curated technical resource and architectural guide covering blog.stackademic.com: Advanced End-to-End DevSecOps Kubernetes Three-Tier'' Project using Azure AKS, fluxCD, Prometheus, Grafana, and GitLab in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903068021047711e+09,0,'2026-05-17T17:11:20.210477+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{"duplicate_of": "https://blog.stackademic.com/advanced-end-to-end-devsecops-kubernetes-three-tier-project-using-aws-eks-argocd-prometheus-fbbfdb956d1a"}'); INSERT INTO "resources" VALUES('https://blog.stackademic.com/create-the-aws-eks-cluster-with-a-managed-node-group-using-custom-launch-templates-185744a0cc79','blog.stackademic.com: Create the AWS EKS Cluster with a Managed Node Group'' Using Custom Launch Templates','','N/A',0,'A curated technical resource and architectural guide covering blog.stackademic.com: Create the AWS EKS Cluster with a Managed Node Group'' Using Custom Launch Templates in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903125538642191e+09,0,'2026-05-17T17:20:55.386422+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.stackademic.com/mastering-local-microservices-debugging-with-mirrord-0a99443c1544','blog.stackademic.com: Debugging Microservices Locally with mirrord','','N/A',0,'A curated technical resource and architectural guide covering blog.stackademic.com: Debugging Microservices Locally with mirrord in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033424.54452,0,'2026-05-17T17:57:04.544520+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.stephane-robert.info/post/ansible-utiliser-mysql-comme-inventaire-dynamique','blog.stephane-robert.info: Ansible - Utiliser MySQL comme inventaire dynamique (Use MySQL as a dynamic inventory)','','2021',0,'Technical deep-dive on configuring Ansible to query a MySQL database dynamically to build asset inventories. Eliminates hardcoded static host files by relying on runtime query configurations. (Live Grounding: Essential for hybrid-cloud setups where IP address spaces change rapidly and dynamically).','YAML/Python/SQL','Technical Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code & CI-CD", "Configuration Management", "Ansible Inventory"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); @@ -2044,7 +2044,7 @@ INSERT INTO "resources" VALUES('https://blog.styra.com/blog/rego-unit-testing',' INSERT INTO "resources" VALUES('https://blog.styra.com/blog/using-opa-with-gitops-to-speed-cloud-native-development','blog.styra.com: Using OPA with GitOps to speed Cloud-Native development','','N/A',0,'A curated technical resource and architectural guide covering blog.styra.com: Using OPA with GitOps to speed Cloud-Native development in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902982065798902e+09,0,'2026-05-17T16:57:00.657989+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.styra.com/blog/why-rbac-is-not-enough-for-kubernetes-api-security','blog.styra.com: Why RBAC is not enough for kubernetes security 🌟🌟','','N/A',0,'A curated technical resource and architectural guide covering blog.styra.com: Why RBAC is not enough for kubernetes security 🌟🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903314054611396e+09,0,'2026-05-17T17:52:20.546114+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.suhailkakar.com/web-30-terms-and-their-definitions-in-plain-english','blog.suhailkakar.com: Web 3.0 Terms and Their Definitions in Plain English','','N/A',0,'A curated technical resource and architectural guide covering blog.suhailkakar.com: Web 3.0 Terms and Their Definitions in Plain English in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903273413555908e+09,0,'2026-05-17T17:45:34.135559+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/web3.md"]','["web3.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.t-systems-mms.com/tech-insights/ansible-lets-encrypt-collection','Ansible Let''s Encrypt Collection','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','44c92574e1c4cfe7e316248ce25f73f17f3451289de45d253078c0f090b55654',100.0,1.77903059141021394e+09,0,'2026-05-17T17:09:51.410214+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.t-systems-mms.com/tech-insights/ansible-lets-encrypt-collection','Ansible Let''s Encrypt Collection','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','44c92574e1c4cfe7e316248ce25f73f17f3451289de45d253078c0f090b55654',100.0,1.77903059141021394e+09,0,'2026-05-17T17:09:51.410214+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{"duplicate_of": "https://www.telekom-mms.com/blog"}'); INSERT INTO "resources" VALUES('https://blog.tanmaysarkar.tech/beginners-guide-to-argo-cd','==blog.tanmaysarkar.tech: Beginners Guide to Argo CD==','','N/A',0,'A curated technical resource and architectural guide covering ==blog.tanmaysarkar.tech: Beginners Guide to Argo CD== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903101211434388e+09,0,'2026-05-17T17:16:52.114344+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/argo.md"]','["argo.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.teamhephy.info/blog/posts/tutorials/running-workflow-without-any-loadbalancer.html','blog.teamhephy.info: Running Workflow Without Any LoadBalancer','','N/A',0,'A curated technical resource and architectural guide covering blog.teamhephy.info: Running Workflow Without Any LoadBalancer in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903134942156291e+09,0,'2026-05-17T17:22:29.421563+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.techiescamp.com/docs/jenkins-multibranch-pipeline','Lesson 5.1: Introduction to Jenkins Multibranch Pipeline','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','d862a999a2f40762119bbbf7e3fb2c8e7656bd1caffe8f7b84efa8f10d943b56',100.0,1.77903040121335101e+09,1,'2026-05-17T17:06:41.213351+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}'); @@ -2083,7 +2083,7 @@ INSERT INTO "resources" VALUES('https://blog.werf.io/running-one-time-tasks-and- INSERT INTO "resources" VALUES('https://blog.werf.io/werf-v1-2-is-now-stable-heres-what-it-is-all-about-832ed647810f','blog.werf.io: werf v1.2 is now stable! Here’s what it is all about','','N/A',0,'A curated technical resource and architectural guide covering blog.werf.io: werf v1.2 is now stable! Here’s what it is all about in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903342210444903e+09,0,'2026-05-17T17:57:02.104449+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.wesleyac.com/posts/timezone-bullshit','Timezone Bullshit','','2026',4,'A technical exploration of the systemic complexities and failure modes inherent to international timezones and UTC serialization. Essential reading for system designers building distributed microservices tracking strict historical audit logs.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Systems Programming", "Time & Serialization"]','["[ENTERPRISE-STABLE]"]','[]','["linux.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.workwell.io/how-to-manage-your-kafka-consumers-from-the-producer-9933b88085dd','blog.workwell.io: How to manage your Kafka consumers from the producer','','N/A',0,'A curated technical resource and architectural guide covering blog.workwell.io: How to manage your Kafka consumers from the producer in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903130702681803e+09,0,'2026-05-17T17:21:47.026818+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.wut.dev/2024/07/05/moving-aws-accounts-within-organization.html','blog.wut.dev: Moving AWS Accounts and OUs Within An Organization - Not So'' Simple!','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','1a4a0d6f11e5833347a5e4649288c405798b2a3837482ee499b9e2cf18aefe94',100.0,1.7790335950128889e+09,0,'2026-05-17T17:59:55.012889+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-security.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.wut.dev/2024/07/05/moving-aws-accounts-within-organization.html','blog.wut.dev: Moving AWS Accounts and OUs Within An Organization - Not So'' Simple!','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1a4a0d6f11e5833347a5e4649288c405798b2a3837482ee499b9e2cf18aefe94',100.0,1.7790335950128889e+09,0,'2026-05-17T17:59:55.012889+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-security.md"]','[]','{}','{"duplicate_of": "https://wut.dev/blog/2024/07/05/moving-aws-accounts-within-organization.html"}'); INSERT INTO "resources" VALUES('https://blog.xmi.fr/posts/terraform-vs-bicep','blog.xmi.fr: Terraform vs Bicep: the differences you should really know 🌟','','2023',0,'An analysis comparing Azure Bicep and Terraform. It covers critical decision vectors such as provider update speeds, state-file requirements, module structures, and how cross-cloud needs affect enterprise technology selections.','HCL','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Azure", "IaC", "Comparison"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.xolo.io/es/es-rentable-ser-aut%C3%B3nomo-en-espa%C3%B1a','blog.xolo.io: ΒΏEs rentable ser autΓ³nomo en EspaΓ±a?','','2021',0,'A financial breakdown comparing freelance gross earnings against the net income available after local taxes, insurance contributions, and overheads. It provides practical equations and simulation scenarios for software developers deciding whether to transition from employee to contractor status.','N/A','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Careers", "Freelancing", "Financial Strategy"]','["[COMMUNITY-TOOL]"]','[]','["freelancing.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.yannickreekmans.be/secretless-applications-add-permissions-to-a-managed-identity','blog.yannickreekmans.be: Secretless applications: add permissions to a Managed Identity','','2022',0,'Instructs engineers on configuring credential-free infrastructure inside Azure. Demystifies direct graph permissions injection on active user or system Managed Identities to avoid hardcoded credentials.','PowerShell','Blog Post','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Identity and Access", "Managed Identities", "Secretless Architectures", "Graph API"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); @@ -2099,21 +2099,21 @@ INSERT INTO "resources" VALUES('https://blog.yugabyte.com/highly-available-prome - [particule.io: Multi-Cluster Monitoring with Thanos 🌟](https://particule.io/en/blog/thanos-monitoring) you''ll learn the limitations of a Prometheus-only monitoring stack and why moving to a Thanos-based stack can improve metrics retention and reduce overall costs for your clusters','2022',0,'Evaluates deploying Thanos alongside Prometheus Operator on Google Kubernetes Engine (GKE) to collect metrics for YugabyteDB. 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In 2026, these concepts remain highly relevant as enterprises balance data isolation, cross-tenant administration overhead, and decentralized business units.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Identity & Access", "Tenant Governance", "Multi-Tenancy", "Architectural Patterns"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blogopenshift.com/full-cluster-capacity-management-monitoring-openshift','blog.openshift.com/full-cluster-capacity-management-monitoring-openshift','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77902916334251594e+09,0,'2026-05-17T16:46:03.342516+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp3.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blogopenshift.com/full-cluster-capacity-management-monitoring-openshift','blog.openshift.com/full-cluster-capacity-management-monitoring-openshift','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1.77902916334251594e+09,0,'2026-05-17T16:46:03.342516+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp3.md"]','[]','{}','{"duplicate_of": "https://www.redhat.com/en/blog/full-cluster-capacity-management-monitoring-openshift"}'); INSERT INTO "resources" VALUES('https://blogopenshift.com/how-full-is-my-cluster-part-4-right-sizing-pods-with-vertical-pod-autoscaler','blog.openshift.comhow-full-is-my-cluster-part-4-right-sizing-pods-with-vertical-pod-autoscaler','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903303020234799e+09,0,'2026-05-17T17:50:30.202348+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp3.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blogopenshift.com/openshift-authentication-integration-with-argocd','blog.openshift.com: OpenShift Authentication Integration with ArgoCD','','N/A',0,'A curated technical resource and architectural guide covering blog.openshift.com: OpenShift Authentication Integration with ArgoCD in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903197957452893e+09,0,'2026-05-17T17:32:59.574529+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/gitops.md", "docs/ocp3.md"]','["gitops.md", "ocp3.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blogopenshift.com/openshift-authentication-integration-with-argocd','blog.openshift.com: OpenShift Authentication Integration with ArgoCD','','N/A',0,'A curated technical resource and architectural guide covering blog.openshift.com: OpenShift Authentication Integration with ArgoCD in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903197957452893e+09,0,'2026-05-17T17:32:59.574529+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/gitops.md", "docs/ocp3.md"]','["gitops.md", "ocp3.md"]','{}','{"duplicate_of": "https://www.redhat.com/en/blog/openshift-authentication-integration-with-argocd"}'); INSERT INTO "resources" VALUES('https://blogs.akamai.com/2012/07/spdy-and-websocket-support-at-akamai.html','SPDY and WebSocket Support at Akamai','','N/A',0,'A curated technical resource and architectural guide covering SPDY and WebSocket Support at Akamai in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903144004627108e+09,0,'2026-05-17T17:24:00.046271+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/api.md"]','["api.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blogs.aws.amazon.com','AWS Official Blog','','2023',0,'The master AWS news platform. Tracks every new feature rollout, managed service launch, operational update, and security announcement from AWS engineering groups.','English','Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Architecture", "Cloud Architecture Best Practices", "Design Blueprints"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blogs.aws.amazon.com/application-management','AWS DevOps Blog','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','a9948712727a9cf51681e94710a6d3d8ae0f41dde4878fff237aa9758c60dcd5',100.0,1.7790327288336451e+09,0,'2026-05-17T17:45:28.833645+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-devops.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blogs.aws.amazon.com/application-management','AWS DevOps Blog','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a9948712727a9cf51681e94710a6d3d8ae0f41dde4878fff237aa9758c60dcd5',100.0,1.7790327288336451e+09,0,'2026-05-17T17:45:28.833645+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-devops.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/blogs/devops"}'); INSERT INTO "resources" VALUES('https://blogs.aws.amazon.com/application-management/post/Tx3PE3JTSVJSFI7/AWS-CodeDeploy-Deploying-from-a-Development-Account-to-a-Production-Account',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering blogs.aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','42b71b86ba900864161826a636a6e2fa0a1de363644ee49c22321c8f8336c246',100.0,1.77903041348791193e+09,1,'2026-05-17T17:06:53.487912+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-devops.md"]','["aws-devops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blogs.aws.amazon.com/application-management/post/TxMJROUIFQZ4HS/Setting-Up-the-Jenkins-Plugin-for-AWS-CodeDeploy','Setting Up the Jenkins Plugin for AWS CodeDeploy','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','9985b1cbd2149c493c144c55ac2e9fe6985860cdb08bfce86d099d2478dc639d',100.0,1.77903034837106895e+09,0,'2026-05-17T17:05:48.371069+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-devops.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blogs.aws.amazon.com/application-management/post/TxMJROUIFQZ4HS/Setting-Up-the-Jenkins-Plugin-for-AWS-CodeDeploy','Setting Up the Jenkins Plugin for AWS CodeDeploy','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','9985b1cbd2149c493c144c55ac2e9fe6985860cdb08bfce86d099d2478dc639d',100.0,1.77903034837106895e+09,0,'2026-05-17T17:05:48.371069+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-devops.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/blogs/devops/setting-up-the-jenkins-plugin-for-aws-codedeploy"}'); INSERT INTO "resources" VALUES('https://blogs.aws.amazon.com/bigdata','blogs.aws.amazon.com/bigdata','','2025',4,'AWS Big Data blog feed publishing architectural insights, streaming pipeline blueprints, lake house migrations, and optimized resource configurations on top of AWS analytics stacks.','None','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Big Data"]','["[ENTERPRISE-STABLE]"]','[]','["aws-data.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blogs.aws.amazon.com/bigdata/post/Tx2D93GZRHU3TES/Using-Spark-SQL-for-ETL',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering blogs.aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','e73371464de29ccf2ad7e794e35ed0d63cb5e19c87dd71cbb4e2e6b175bfaac5',100.0,1.77903210862514805e+09,1,'2026-05-17T17:35:08.625148+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-data.md"]','["aws-data.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blogs.aws.amazon.com/security','AWS Security Blog','','2026',0,'The primary industry-standard corporate security blog by Amazon Web Services, offering continuous, authoritative updates on zero-trust implementation, threat remediation, access control patterns, and regulatory cloud compliance alignments.','English','Documentation Portal','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "AWS", "Security and Compliance"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blogs.aws.amazon.com/security/post/Tx14ADBJOCAT9NS/How-to-Record-and-Govern-Your-IAM-Resource-Configurations-Using-AWS-Config',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering blogs.aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','1365f1522c105801441e85c44559ea5c3dd870f30dc3b7b630f3a986d265ff0e',100.0,1.77903211444931793e+09,1,'2026-05-17T17:35:14.449318+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-security.md"]','["aws-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blogs.aws.amazon.com/security/post/Tx1G747SE1R2ZWE/How-to-Reduce-Security-Threats-and-Operating-Costs-Using-AWS-WAF-and-Amazon-Clou',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering blogs.aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','3aa4e5aaf762af32599062728ae737d242af23318b4e172be958f0a4c3939b6d',100.0,1779033047.34911,0,'2026-05-17T17:50:47.349110+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-security.md"]','["aws-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blogs.aws.amazon.com/security/post/Tx1LPI2H6Q6S5KC/How-to-Automatically-Update-Your-Security-Groups-for-Amazon-CloudFront-and-AWS-W',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering blogs.aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','f4592d04a5c8e5362ab4c1b4d018443709015e0a060851035eccdd9461e29c60',100.0,1.77903057813420891e+09,1,'2026-05-17T17:09:38.134209+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-security.md"]','["aws-security.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blogs.aws.amazon.com/security/post/Tx223ZW25YRPRKV/How-to-Use-AWS-WAF-to-Block-IP-Addresses-That-Generate-Bad-Requests',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering blogs.aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','3aa4e5aaf762af32599062728ae737d242af23318b4e172be958f0a4c3939b6d',100.0,1779030740.21899,0,'2026-05-17T17:12:20.218990+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-security.md"]','["aws-security.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blogs.aws.amazon.com/security/post/Tx223ZW25YRPRKV/How-to-Use-AWS-WAF-to-Block-IP-Addresses-That-Generate-Bad-Requests',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering blogs.aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','3aa4e5aaf762af32599062728ae737d242af23318b4e172be958f0a4c3939b6d',100.0,1779030740.21899,0,'2026-05-17T17:12:20.218990+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-security.md"]','["aws-security.md"]','{}','{"duplicate_of": "https://blogs.aws.amazon.com/security/post/Tx1G747SE1R2ZWE/How-to-Reduce-Security-Threats-and-Operating-Costs-Using-AWS-WAF-and-Amazon-Clou"}'); INSERT INTO "resources" VALUES('https://blogs.aws.amazon.com/security/post/Tx2CGWIB8SBYW2J/How-to-Use-SAML-to-Automatically-Direct-Federated-Users-to-a-Specific-AWS-Manage',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering blogs.aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','7a31981d14048f2082ed662b3bb6505c37f35b444269085e490ee10bda2ba2d5',100.0,1779030609.01398,1,'2026-05-17T17:10:09.013980+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-security.md"]','["aws-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blogs.aws.amazon.com/security/post/Tx2N52FR8XGJVL3/The-Most-Viewed-AWS-Security-Blog-Posts-so-Far-in-2016',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering blogs.aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','77c337d21391d25dbe00e9c3c54c050f005995524ec9e6fefd122dde3aff6b02',100.0,1.77903376558351397e+09,1,'2026-05-17T18:02:45.583514+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-security.md"]','["aws-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blogs.aws.amazon.com/security/post/Tx2OB7YGHMB7WCM/Adhere-to-IAM-Best-Practices-in-2016',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering blogs.aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','9885425da847a76c1f3ce733c1ba99f5e1068aa411e9b0d685d2c43feffc5e89',100.0,1779032818.01156,1,'2026-05-17T17:46:58.011560+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-security.md"]','["aws-security.md"]','{}','{}'); @@ -2123,12 +2123,12 @@ INSERT INTO "resources" VALUES('https://blogs.aws.amazon.com/security/post/Tx4QX INSERT INTO "resources" VALUES('https://blogs.aws.amazon.com/security/post/Tx6QAIBSQTJPHB/Updated-Whitepaper-Available-AWS-Best-Practices-for-DDoS-Resiliency',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering blogs.aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','b92b0ba8d47f83d6d399fc2ccd034ab22509bf49e70e4dcbf3c8627f34a36d61',100.0,1.77902999307317304e+09,1,'2026-05-17T16:59:53.073173+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-security.md"]','["aws-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blogs.aws.amazon.com/security/post/TxK5WUJK3DG9G8/How-to-Restrict-Amazon-S3-Bucket-Access-to-a-Specific-IAM-Role',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering blogs.aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','624a8c96f64ee33f315b00e03bdeb62063deb6b695e5486f7af0ae75a1157196',100.0,1.77903422946203708e+09,1,'2026-05-17T18:10:29.462037+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-security.md"]','["aws-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blogs.aws.amazon.com/security/post/TxLEHNNDPUFDU9/Automated-Reasoning-and-Amazon-s2n',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering blogs.aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','5283993aafa81e2e4f773b326f2b7a86a2dda554941e1c155054b767bdc67f2f',100.0,1.77903110737309193e+09,1,'2026-05-17T17:18:27.373092+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-security.md"]','["aws-security.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blogs.elconfidencial.com/deportes/tribuna/2022-08-03/alpine-aston-martin-lawrence-stroll-luca-de-meo_3470693','blogs.elconfidencial.com: Luca de Meo y Lawrence Stroll: por quΓ© el ego'' es el peor enemigo del gestor en la FΓ³rmula 1','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','37fc0bb2e812f572629a4ca2c4f9a66aa7b1d86a6858c77940136f11f366216d',100.0,1779031424.35947,0,'2026-05-17T17:23:44.359470+02:00',NULL,NULL,NULL,'[]','[]','["docs/recruitment.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blogs.elconfidencial.com/tecnologia/tribuna/2021-06-02/talento-informatica-startups-silicon-valley-google_3112087','blogs.elconfidencial.com: El talento atrofiado: por quΓ© en EspaΓ±a escasean'' los profesionales de alto nivel','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','253202836a82403c4ed6341886eecdeb295bd9aca79b11b2cd8592789d58c505',100.0,1.77903118710416102e+09,0,'2026-05-17T17:19:47.104161+02:00',NULL,NULL,NULL,'[]','[]','["docs/recruitment.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blogs.elconfidencial.com/tecnologia/tribuna/2022-02-12/productividad-tecnologia-startups-apps_3373786','blogs.elconfidencial.com: Los espaΓ±oles somos mΓ‘s improductivos que nunca'' y el problema no es de los empleados','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','ce9bae6189aa3e2d1249ef9aa45e8cf854dbb05ad01574222b8ae04ade49919f',100.0,1.77903258380688095e+09,0,'2026-05-17T17:43:03.806881+02:00',NULL,NULL,NULL,'[]','[]','["docs/project-management-methodology.md"]','[]','{}','{}'); 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+INSERT INTO "resources" VALUES('https://blogs.elconfidencial.com/tecnologia/tribuna/2022-02-12/productividad-tecnologia-startups-apps_3373786','blogs.elconfidencial.com: Los espaΓ±oles somos mΓ‘s improductivos que nunca'' y el problema no es de los empleados','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ce9bae6189aa3e2d1249ef9aa45e8cf854dbb05ad01574222b8ae04ade49919f',100.0,1.77903258380688095e+09,0,'2026-05-17T17:43:03.806881+02:00',NULL,NULL,NULL,'[]','[]','["docs/project-management-methodology.md"]','[]','{}','{"duplicate_of": "https://www.elconfidencial.com/tecnologia/tribuna/2022-02-12/productividad-tecnologia-startups-apps_3373786"}'); INSERT INTO "resources" VALUES('https://blogs.gartner.com/cameron_haight/2014/10/13/getting-your-arms-around-devops-devops-patterns-and-practices',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903172054439091e+09,0,'2026-05-17T17:28:40.544391+02:00',NULL,NULL,NULL,'[]','[]','["docs/devops.md"]','[]','{}','{}'); 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INSERT INTO "resources" VALUES('https://blogs.mulesoft.com/dev/resources-dev/k8s-kubernetes','blogs.mulesoft.com - K8s: 8 questions about Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering blogs.mulesoft.com - K8s: 8 questions about Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','2a9d3f8aa2faecaa265c2c27bc5c64bbb90f2bad6cf106d9927bf4392a2073f4',100.0,1.77903156846564292e+09,0,'2026-05-17T17:26:08.465643+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blogs.nakam.org/what-happens-when-k8s-edition','blogs.nakam.org: What Happens When? K8s Edition 🌟','','N/A',0,'A curated technical resource and architectural guide covering blogs.nakam.org: What Happens When? K8s Edition 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.779031302140064e+09,0,'2026-05-17T17:21:42.140064+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubectl-commands.md"]','["kubectl-commands.md"]','{}','{}'); @@ -2143,9 +2143,9 @@ INSERT INTO "resources" VALUES('https://blogs.sap.com/2021/05/06/decentralized-g INSERT INTO "resources" VALUES('https://blogs.sap.com/2021/07/04/cloud-integration-with-commerce-azure-blob-storage-using-rest-api','blogs.sap.com: Cloud Integration with Commerce Azure Blob Storage using REST API – Part 1','','2021',0,'Step-by-step guide illustrating SAP Cloud Integration connectivity to Azure Blob Storage via REST APIs. 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The curator explains the complexity of managing SAP transports and ABAP code structures. 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TSM delivers end-to-end traffic management, zero-trust security policies, cross-cluster connectivity, and deep API observability across hybrid and multi-cloud Kubernetes deployments.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Service Mesh", "VMware Tanzu"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-on-premise.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blogs.vmware.com/vov/2018/08/06/how-to-deconstruct-a-monolith-using-microservices-getting-ready-for-cloud-native','vmware.com: How to Deconstruct a Monolith using Microservices – Getting Ready for Cloud-Native','','2018',4,'Provides an enterprise architectural path for decomposing traditional monoliths into distributed services. 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It enables fine-grained Layer management, dramatically reducing the security footprint of target images by keeping build tools outside the final layers.','Go','Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform", "Container Security", "OCI Builders"]','["[DE FACTO STANDARD]"]','[]','["container-managers.md", "docker.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://buildbot.net','Buildbot','','2025',0,'A Python-based framework designed for continuous integration testing. 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+INSERT INTO "resources" VALUES('https://buttondown.email/nelhage/archive/two-reasons-kubernetes-is-so-complex','buttondown.email: Two reasons Kubernetes is so complex','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','46e3c7e8d5b5807e129ecd8092b3d9ffe1a497dac937f4e99509ca4aa88e0ff9',100.0,1.77903329707178592e+09,0,'2026-05-17T17:54:57.071786+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://buttondown.com/nelhage/archive/two-reasons-kubernetes-is-so-complex"}'); INSERT INTO "resources" VALUES('https://buttons.github.io','buttons.github.io: GitHub Buttons','','2021',0,'Simple frontend utility generator that provides clean, interactive, and customizable social buttons (such as Follow, Star, Fork) to integrate easily within product documentation, blogs, or landing pages.','JavaScript','Tool','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Platforms", "Frontend Integrations", "GitHub Buttons"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://bytebytego.com',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','16f3df3f8be236dfb55033802e0be1ba41bdfb16487b4ce617c4278c35f1b981',100.0,1.77903106451302599e+09,1,'2026-05-17T17:17:44.513026+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://bytebytego.com/courses/system-design-interview/scale-from-zero-to-millions-of-users','bytebytego.com: System Design - Scale From Zero To Millions Of Users 🌟','','2023',5,'A structured breakdown of modern system scaling, illustrating how a single database configuration evolves into a multi-tiered global architecture. Covers key mechanics like database replication, global CDN routing, horizontal scaling of stateless application nodes, and distributed cache deployment.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture & Infrastructure Strategy", "Application Design", "System Design Patterns"]','["[DE FACTO STANDARD]", "[GUIDE]"]','[]','["introduction.md"]','{}','{}'); @@ -2267,14 +2267,14 @@ INSERT INTO "resources" VALUES('https://calculator.aws','calculator.aws: AWS Tot INSERT INTO "resources" VALUES('https://calendly.com','Calendly','','2025',0,'SaaS scheduling tool providing automated invite links, corporate calendar integration, and round-robin scheduling algorithms to streamline business workflow coordination.','TypeScript','SaaS','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Collaborative Operations", "Workspace Scheduling", "Commercial Tools"]','["[COMMUNITY-TOOL]"]','[]','["appointment-scheduling.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://camel.apache.org','Apache Camel','','2023',0,'The main technical page for Apache Camel, an integration framework built around Enterprise Integration Patterns (EIP). It simplifies system connectivity by offering hundreds of out-of-the-box protocol connectors and routing strategies.','Java','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Enterprise Integration", "Apache Camel"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://camel.apache.org/camel-k/2.10.x','Apache Camel K','','2023',0,'The homepage for Apache Camel K, a lightweight integration framework optimized for Kubernetes. Built on Knative, Camel K runs integration code natively, using custom operators to automate building and scaling processes.','Go','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Kubernetes Native", "Camel K"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://camel.apache.org/camel-k/latest','Apache Camel K','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','a44c353a72cca566d0511b89b7e2c83ff6ae5b6a344a84a2140773f47f549e21',100.0,1.77903114302737808e+09,0,'2026-05-17T17:19:03.027378+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://camel.apache.org/camel-k/latest','Apache Camel K','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a44c353a72cca566d0511b89b7e2c83ff6ae5b6a344a84a2140773f47f549e21',100.0,1.77903114302737808e+09,0,'2026-05-17T17:19:03.027378+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://camel.apache.org/camel-k/2.10.x"}'); INSERT INTO "resources" VALUES('https://camunda.com/blog/2022/02/how-we-overcame-long-running-job-limitations-in-jenkins-declarative-pipelines','camunda.com: How We Overcame Long-Running Job Limitations in Jenkins Declarative Pipelines','','2022',0,'An analytical case study by Camunda detailing methods to bypass script size limitations and JVM stack overflows in complex pipelines. *Curator Insight*: Scaling execution. *Live Grounding*: Crucial for large engineering teams struggling with the maximum method size limit in Groovy files.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Performance Optimization", "Troubleshooting"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://camunda.com/platform/zeebe','Zeebe workflow engine','','2026',4,'Zeebe is Camunda''s highly available, horizontally scalable workflow orchestration engine designed specifically for microservices architectures. Relying on event-sourced execution loops, Zeebe manages complex BPMN process flows across thousands of servers with built-in partition tolerance.','Java','Workflow Engine','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Workflow Engines", "Camunda", "Zeebe"]','["[ENTERPRISE-STABLE]"]','[]','["message-queue.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://canine.sh','Canine: A Developer-friendly PaaS for Kubernetes','','2025',0,'A developer-centric, lightweight PaaS layer running directly on top of Kubernetes. Canine simplifies native container deployments and configurations, reducing cognitive load and shortening inner-loop development iterations.','Go','Platform','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Deployment & Delivery", "Platform Engineering", "Kubernetes Management"]','["[COMMUNITY-TOOL]"]','[]','["devops-tools.md", "cicd.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://canonical.com/blog/gitops-with-azure-arc-and-charmed-kubernetes','Kubernetes GitOps with Azure Arc and Charmed Kubernetes','','2021',0,'A technical case study showcasing hybrid cloud management by linking Canonical''s Charmed Kubernetes clusters with Microsoft Azure Arc. It details how Azure Arc acts as an overlay management plane, allowing administrators to push unified GitOps policies, access controls, and application resources to on-premises Charmed clusters.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Hybrid Cloud", "GitOps"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md", "kubernetes-on-premise.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://canonical.com/juju','**Conjure up**','','2026',0,'Curator Insight vs Live Grounding: Canonical''s Conjure-up tool was originally developed to orchestrate Juju applications and configure Charmed Kubernetes dynamically. Live status confirms the tool is deprecated and retired, with Canonical directing teams to use direct Juju or MicroK8s setups.','Python','Website','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Provisioning", "Deployment Tools", "Ubuntu Stack"]','["[LEGACY]"]','[]','["kubernetes.md", "kubernetes-on-premise.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://canonical.com/microk8s','**Microk8s**','','2026',0,'Canonical''s lightweight, zero-ops Kubernetes distribution designed for developers, IoT devices, and edge computing. MicroK8s is packaged as a single snap package with automatic updates, high-availability clustering, and a modular architecture that supports one-click deployment of common add-ons like Istio, Knative, and GPU acceleration.','Go','Software','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Kubernetes Distributions", "Edge & IoT"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-on-premise.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://canvatechblog.com/supporting-gpu-accelerated-machine-learning-with-kubernetes-and-nix-7c1da8e42f61','canvatechblog.com: Supporting GPU-accelerated Machine Learning with Kubernetes'' and Nix','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','b9b5fd72d59db2b6e2e2f5fbfbb353ae5dda03d983539e32afe2bb2ae3b80124',100.0,1.7790340347395761e+09,0,'2026-05-17T18:07:14.739576+02:00',NULL,NULL,NULL,'[]','[]','["docs/mlops.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://canvatechblog.com/supporting-gpu-accelerated-machine-learning-with-kubernetes-and-nix-7c1da8e42f61','canvatechblog.com: Supporting GPU-accelerated Machine Learning with Kubernetes'' and Nix','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b9b5fd72d59db2b6e2e2f5fbfbb353ae5dda03d983539e32afe2bb2ae3b80124',100.0,1.7790340347395761e+09,0,'2026-05-17T18:07:14.739576+02:00',NULL,NULL,NULL,'[]','[]','["docs/mlops.md"]','[]','{}','{"duplicate_of": "https://www.canva.dev/blog/engineering/supporting-gpu-accelerated-machine-learning-with-kubernetes-and-nix"}'); INSERT INTO "resources" VALUES('https://capistranorb.com','Capistrano','','2022',4,'A remote server automation and deployment framework written in Ruby. It is a classic standard for multi-stage deployments, file synchronization, and atomic rollbacks. It remains highly popular for standard VM infrastructures, though cloud-native projects have largely migrated to Kubernetes-based systems.','Ruby','tool','intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Deployment Tools", "Application Deployment"]','["[ENTERPRISE-STABLE]"]','[]','["ansible.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://capstonec.com/2020/10/08/cloud-native-app-architecture-patterns','capstonec.com: You Will Love These Cloud-native App Architecture Patterns 🌟','','2020',0,'Investigates key structural patterns that define modern cloud-native systems, focusing on twelve-factor application rules, API-first delivery, resilient circuit breakers, and decoupling persistent storage systems from execution units.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Cloud-Native", "Design Patterns"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://carlos-piqueres.medium.com/product-backlog-vs-sprint-backlog-c951f972e979','carlos-piqueres.medium.com: Product Backlog vs Sprint Backlog','','N/A',0,'A curated technical resource and architectural guide covering carlos-piqueres.medium.com: Product Backlog vs Sprint Backlog in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903328041434311e+09,0,'2026-05-17T17:54:40.414343+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/project-management-methodology.md"]','["project-management-methodology.md"]','{}','{}'); @@ -2288,7 +2288,7 @@ INSERT INTO "resources" VALUES('https://cassandra.apache.org','Cassandra.apache. - [foojay.io: K8ssandra Performance Benchmarks on Cloud Managed Kubernetes](https://foojay.io/today/k8ssandra-performance-benchmarks-on-cloud-managed-kubernetes) - [thenewstack.io: How to Run a Cassandra Operation in Docker](https://thenewstack.io/how-to-run-a-cassandra-operation-in-docker)','2026',5,'Highly scalable, distributed wide-column NoSQL database offering linear scalability and multi-datacenter active-active clustering. 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Synthesizing live cloud architectural trends, it presents insights into financial management, operational simplicity, and dynamic resource scaling, mapping out the trade-offs of using managed VM pools versus completely serverless options.','N/A','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Container Orchestration"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md", "aws-containers.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cast.ai/blog/cloud-pricing-comparison','cast.ai: Ultimate cloud pricing comparison: AWS vs. Azure vs. Google Cloud in 2021','','2026',0,'A deep cost comparison across compute instances, storage tiers, and serverless runtimes of AWS, Azure, and Google Cloud. Authored by Cast.ai, it maps multi-cloud resource mapping vectors to reduce compute spend. Live grounding establishes this as a critical methodology for automated cloud cost control.','English','Guide/Reference','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Economics", "Cost Optimization", "Hyperscalers"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["public-cloud-solutions.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cast.ai/blog/eks-cost-optimization','cast.ai: 8 best practices to reduce your AWS bill for Kubernetes','','2022',0,'An analytical guide outlining eight proven vectors for optimizing AWS EKS spend. Recommendations highlight spot instance utilization, rightsizing CPU/memory allocations, automated pod pausing, and real-time scaling engines to eliminate compute waste.','Markdown','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Cost Optimization", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); @@ -2298,20 +2298,20 @@ INSERT INTO "resources" VALUES('https://cast.ai/blog/keep-your-aws-kubernetes-co INSERT INTO "resources" VALUES('https://cast.ai/blog/kubernetes-labels-expert-guide-with-10-best-practices','cast.ai: Kubernetes Labels: Expert Guide with 10 Best Practices','','2022',0,'Establishes ten labeling best practices for enterprise systems. Analyzes how labeling impacts downstream scheduling, network topology routing, dynamic autoscaling, and metrics collection.','YAML','Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Delivery", "Core Mechanics", "Metadata Strategy"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cast.ai/blog/kubernetes-namespace-how-to-use-it-to-organize-and-optimize-costs','cast.ai: Kubernetes Namespace: How To Use It To Organize And Optimize Costs','','2022',0,'Provides strategies for tracking and limiting resource spend using namespaces. Details how to integrate granular namespace tracking with FinOps tools to reduce infrastructure waste.','Go','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Cost Optimization", "Namespace Budgets"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cast.ai/blog/kubernetes-security-10-best-practices','cast.ai: Kubernetes Security: 10 Best Practices from the Industry and Community 🌟','','2022',0,'Consolidates ten core security practices derived from cloud-native community patterns and expert input. Discusses API server hardening, encryption of secrets at rest in etcd, and continuous vulnerability verification. Provides a clear roadmap for migrating legacy infrastructure securely into Kubernetes.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Cluster Hardening", "Best Practices"]','["[LEGACY]"]','[]','["kubernetes-security.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://cast.ai/blog/ultimate-cloud-pricing-comparison-aws-vs-azure-vs-google-cloud-in-2021','cast.ai: Ultimate cloud pricing comparison: AWS vs. Azure vs. Google Cloud'' in 2021','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','499ac9dfd5ce764260f27a2f0023f41d6e07f2de3d9fe617594db9cd4b0305fa',100.0,1.77903290045559096e+09,0,'2026-05-17T17:48:20.455591+02:00',NULL,NULL,NULL,'[]','[]','["docs/public-cloud-solutions.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://cast.ai/blog/ultimate-cloud-pricing-comparison-aws-vs-azure-vs-google-cloud-in-2021','cast.ai: Ultimate cloud pricing comparison: AWS vs. Azure vs. Google Cloud'' in 2021','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','499ac9dfd5ce764260f27a2f0023f41d6e07f2de3d9fe617594db9cd4b0305fa',100.0,1.77903290045559096e+09,0,'2026-05-17T17:48:20.455591+02:00',NULL,NULL,NULL,'[]','[]','["docs/public-cloud-solutions.md"]','[]','{}','{"duplicate_of": "https://cast.ai/blog/cloud-pricing-comparison"}'); INSERT INTO "resources" VALUES('https://catalog.ngc.nvidia.com/orgs/nvidia/helm-charts/gpu-operator','catalog.ngc.nvidia.com: NVIDIA GPU Operator - Helm chart 🌟🌟🌟','','2024',5,'The official NVIDIA GPU Operator Helm Chart coordinates all physical driver configurations, container engine runtimes, device plugins, and monitoring layers on Kubernetes. This is the industry-standard approach to automated provisioning of GPU compute capabilities across massive cloud and on-premise clusters.','Go','Tool','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "GPU Orchestration", "Kubernetes Operators"]','["[DE FACTO STANDARD]"]','[]','["mlops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://catalog.redhat.com/en','Red Hat Container Catalog - RedHat Registry (registry.redhat.io) 🌟','','2026',0,'The official enterprise repository registry hosted by Red Hat, containing continuously scanned, signed, and validated base images, middleware operators, and enterprise databases optimized for secure OpenShift cluster rollouts.','None','Registry','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Container Registries", "Red Hat"]','["[COMMUNITY-TOOL]"]','[]','["openshift.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://catalog.redhat.com/en/software/containers/explore','Red Hat Ecosystem Catalog','','2022',0,'The access portal to the Red Hat Ecosystem Catalog, providing a registry of verified, security-scanned container images. This resource is an enterprise-stable source for deploying secure database runtimes, middleware, and application frameworks on production clusters.','English','Software','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Infrastructure", "Image Distribution", "Ecosystem Registries"]','["[COMMUNITY-TOOL]"]','[]','["container-managers.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://catalog.redhat.com/software/containers/explore','Red Hat Ecosystem Catalog','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','04784ae711d2e8e483cbe1f2df0afc96144c04646dca1ab975bea5117cb17eb9',100.0,1.77903058391659498e+09,0,'2026-05-17T17:09:43.916595+02:00',NULL,NULL,NULL,'[]','[]','["docs/container-managers.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://catalog.redhat.com/software/containers/explore','Red Hat Ecosystem Catalog','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','04784ae711d2e8e483cbe1f2df0afc96144c04646dca1ab975bea5117cb17eb9',100.0,1.77903058391659498e+09,0,'2026-05-17T17:09:43.916595+02:00',NULL,NULL,NULL,'[]','[]','["docs/container-managers.md"]','[]','{}','{"duplicate_of": "https://catalog.redhat.com/en/software/containers/explore"}'); INSERT INTO "resources" VALUES('https://catonmat.net/gnu-coreutils-cheat-sheet','catonmat.net: GNU Coreutils Cheat Sheet','','2026',0,'An industry-standard technical reference for GNU Coreutils commands. 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+INSERT INTO "resources" VALUES('https://cd.foundation/blog/2021/03/24/intro-to-deployment-strategies-blue-green-canary-and-more','cd.foundation: Intro to Deployment Strategies: Blue-Green, Canary, and More'' 🌟','','N/A',0,'A curated technical resource and architectural guide covering cd.foundation: Intro to Deployment Strategies: Blue-Green, Canary, and More'' 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.78173590161702108e+09,0,'2026-06-18T00:38:21.617021+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cicd.md"]','["cicd.md"]','{}','{"duplicate_of": "https://www.harness.io/blog/blue-green-canary-deployment-strategies"}'); INSERT INTO "resources" VALUES('https://cd.foundation/blog/2021/08/03/cd-foundation-shipwright-announcement','cd.foundation: CD Foundation Welcomes Shipwright, Framework for Building'' Container Images on Kubernetes, As New Incubating Project','','N/A',0,'A curated technical resource and architectural guide covering cd.foundation: CD Foundation Welcomes Shipwright, Framework for Building'' Container Images on Kubernetes, As New Incubating Project in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173604756144309e+09,0,'2026-06-18T00:40:47.561443+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cd.foundation/blog/2021/09/02/bringing-blue-ocean-into-the-future-of-jenkins','cd.foundation: Bringing Blue Ocean into the future of Jenkins','','N/A',0,'A curated technical resource and architectural guide covering cd.foundation: Bringing Blue Ocean into the future of Jenkins in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173599319598388e+09,0,'2026-06-18T00:39:53.195984+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cd.foundation/blog/2021/09/02/going-cloud-native-with-jenkins-kubernetes-operator','cd.foundation: Going Cloud Native with Jenkins Kubernetes Operator','','N/A',0,'A curated technical resource and architectural guide covering cd.foundation: Going Cloud Native with Jenkins Kubernetes Operator in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173599308570289e+09,0,'2026-06-18T00:39:53.085703+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{}'); @@ -2320,7 +2320,7 @@ INSERT INTO "resources" VALUES('https://cdn-dynmedia-1.microsoft.com/is/content/ INSERT INTO "resources" VALUES('https://cdn.jsdelivr.net/gh/sindresorhus/awesome@d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','55513f3aa5f9a3c961db3c8e2d4073f19791b5506b58080c37774a2521d2bc80',100.0,1779130494.93582,0,'2026-05-18T20:54:54.935820+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://cdn.rawgit.com/sindresorhus/awesome/d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903023061477303e+09,0,'2026-05-17T17:03:50.614773+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://cdn2.hubspot.net/hubfs/5111483/docker-swarm-cheatsheet-sematext.pdf','docker-swarm-cheatsheet-sematext.pdf','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','7a3ce8ff7fe5b9c19f1d60d1c35a8b1ed5c7c367b66fc075a0f0477129e5433f',100.0,1.77903095432712101e+09,1,'2026-05-17T17:15:54.327121+02:00',NULL,NULL,NULL,'[]','[]','["docs/cheatsheets.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://ceph.io','Red Hat Ceph Storage','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','9efcac7cc2becf9adad53abf0f808e22a4cff63f1c6e14a89d4346bde78b1118',100.0,1.77903264438060498e+09,0,'2026-05-17T17:44:04.380605+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-storage.md", "docs/ocp4.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://ceph.io','Red Hat Ceph Storage','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','9efcac7cc2becf9adad53abf0f808e22a4cff63f1c6e14a89d4346bde78b1118',100.0,1.77903264438060498e+09,0,'2026-05-17T17:44:04.380605+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-storage.md", "docs/ocp4.md"]','[]','{}','{"duplicate_of": "https://ceph.io/en"}'); INSERT INTO "resources" VALUES('https://ceph.io/en','Red Hat Ceph Storage','- [Noobaa](https://github.com/noobaa/noobaa-core): - Red Hat Multi Cloud Gateway (AWS, Azure, GCP, etc) - Asynchronous replication of data between my local ceph and my cloud provider @@ -2338,9 +2338,9 @@ INSERT INTO "resources" VALUES('https://chakray.com/es/11-pasos-lograr-estrategi INSERT INTO "resources" VALUES('https://chakray.com/es/por-que-api-lifecycle-management-imprescindible-api-organizacion','chakray.com: Por quΓ© API LIFECYCLE MANAGEMENT es imprescindible para la organizaciΓ³n de APIs','','2023',0,'Spanish language deep dive exploring why complete lifecycle governance is crucial for modern enterprise IT systems, mapping stages from deployment to clean deprecation.','Spanish','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "API Management", "API Governance"]','["[COMMUNITY-TOOL]"]','[]','["developerportals.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://chakray.com/why-api-lifecycle-management-is-must-organisation-apis','chakray.com: Why API Lifecycle Management is a MUST for Your Organisation APIs','','2023',0,'Argues the necessity of complete lifecycle governanceβ€”from design and prototyping to retirementβ€”for managing systemic API environments. Details risk minimization and development streamlining benefits.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "API Management", "API Governance"]','["[COMMUNITY-TOOL]"]','[]','["developerportals.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://changelog.com/posts/monoliths-are-the-future','Monoliths are the future | Kelsey Hightower','','2020',0,'Kelsey Hightower advocates for well-structured monolithic applications, challenging the microservices-by-default trend. The case study stresses that organizational discipline and clean boundaries are more important than physical system separation.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Architecture", "Software Engineering", "Monoliths"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://channel9.msdn.com/Shows/Azure-Friday/Troubleshoot-AKS-cluster-issues-with-AKS-Diagnostics-and-AKS-Periscope','channel9.msdn.com: Troubleshoot AKS cluster issues with AKS Diagnostics'' and AKS Periscope','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','0ca2f54c5d9c0374a3dce4bec755d410d99560b49878fb5ed76f1e261709e1c0',100.0,1.7790321143754611e+09,0,'2026-05-17T17:35:14.375461+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://channel9.msdn.com/Shows/Azure-Friday/Troubleshoot-AKS-cluster-issues-with-AKS-Diagnostics-and-AKS-Periscope','channel9.msdn.com: Troubleshoot AKS cluster issues with AKS Diagnostics'' and AKS Periscope','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','0ca2f54c5d9c0374a3dce4bec755d410d99560b49878fb5ed76f1e261709e1c0',100.0,1.7790321143754611e+09,0,'2026-05-17T17:35:14.375461+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://learn.microsoft.com/en-us/shows/azure-friday/troubleshoot-aks-cluster-issues-with-aks-diagnostics-and-aks-periscope"}'); INSERT INTO "resources" VALUES('https://chaordic.io/blog/is-nomad-a-better-kubernetes','chaordic.io: Is Nomad a better Kubernetes?','','2022',0,'Deep dive into whether Nomad''s simplicity outclasses Kubernetes. Concludes that Nomad dominates in multi-region setups and mixed-workload setups, while Kubernetes wins in plugin density.','None','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "HashiCorp Nomad", "Comparison"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-alternatives.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://chaos-mesh.org','Chaos Mesh 🌟','','2025',0,'The documentation portal for Chaos Mesh. Serves as the central hub for specifications, CRD schemas, deployment charts, API structures, and development tutorials, guiding users from installation to highly complex multi-stage experiment pipelines.','English','Documentation Portal','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Resilience", "Chaos Engineering", "Enterprise Platforms"]','["[COMMUNITY-TOOL]"]','[]','["chaos-engineering.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://chaos-mesh.org','Chaos Mesh 🌟','','2025',0,'The documentation portal for Chaos Mesh. Serves as the central hub for specifications, CRD schemas, deployment charts, API structures, and development tutorials, guiding users from installation to highly complex multi-stage experiment pipelines.','English','Documentation Portal','Intermediate',1,'duplicate','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Resilience", "Chaos Engineering", "Enterprise Platforms"]','["[COMMUNITY-TOOL]"]','[]','["chaos-engineering.md"]','{}','{"duplicate_of": "https://github.com/chaos-mesh/chaos-mesh"}'); INSERT INTO "resources" VALUES('https://chaos-mesh.org/blog/chaos-mesh-1.0-chaos-engineering-on-kubernetes-made-easier','chaos-mesh.org: Chaos Mesh 1.0: Chaos Engineering on Kubernetes Made Easier','','2020',0,'The official product release post detailing the stability features of Chaos Mesh 1.0. 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It offers rapid summaries for command-line tools, frameworks, programming languages, and system diagnostics.','None','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Information Retrieval", "Developer Education", "Cheat Sheets"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cheatography.com/funthomas424242/cheat-sheets/jenkins','cheatography.com: Jenkins Cheat Sheet','','2026',0,'A single-page cheat sheet targeting Jenkins UI environment variables and configurations. Curator Insight points out the speed of lookups. Live Grounding shows its applicability during rapid debugging in active production builds.','English','Cheat Sheet','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "CI/CD Platforms", "Jenkins"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://cheatography.com/mikesac/cheat-sheets/maven','cheatography.com','','2026',0,'A visual and community-compiled quick reference sheet for Maven commands. Curator Insight highlights its accessibility and structured layout. Live Grounding shows it is highly valued by polyglot software developers requiring quick context switches.','Shell','Cheat Sheet','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Build Automation", "Maven"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://cheatography.com/mikesac/cheat-sheets/maven','cheatography.com','','2026',0,'A visual and community-compiled quick reference sheet for Maven commands. Curator Insight highlights its accessibility and structured layout. Live Grounding shows it is highly valued by polyglot software developers requiring quick context switches.','Shell','Cheat Sheet','Beginner',0,'duplicate','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Build Automation", "Maven"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{"duplicate_of": "https://cheatography.com"}'); INSERT INTO "resources" VALUES('https://cheatsheet.dennyzhang.com/cheatsheet-kubernetes-a4','cheatsheet.dennyzhang.com: kubectl kubernetes free cheat sheet 🌟','','N/A',0,'A curated technical resource and architectural guide covering cheatsheet.dennyzhang.com: kubectl kubernetes free cheat sheet 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903255614141702e+09,0,'2026-05-17T17:42:36.141417+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cheatsheet.dennyzhang.com/cheatsheet-ssh-a4','ssh cheat sheet','','N/A',0,'A curated technical resource and architectural guide covering ssh cheat sheet in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902995214302206e+09,0,'2026-05-17T16:59:12.143022+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cheatsheetseries.owasp.org/cheatsheets/Docker_Security_Cheat_Sheet.html','cheatsheetseries.owasp.org: Docker Security Cheat Sheet 🌟🌟','','2025',0,'The gold-standard security reference outlining precise configuration structures for Docker environments. Covers namespaces, read-only filesystems, network configurations, and active runtime protection policies.','N/A','documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers", "Security & Hardening", "Compliance Frameworks"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cheatsheetseries.owasp.org/index.html','cheatsheetseries.owasp.org: OWASP Cheat Sheet Series 🌟🌟','','2026',5,'Curator Insight: The definitive security reference series detailing modern web app vulnerability mitigations. Live Grounding: Updated dynamically through 2026, this master reference provides critical strategies for API authorization, OAuth2 implementation, Kubernetes security, and safe HCL practices, establishing itself as a mandatory enterprise engineering standard.','Markdown','Reference Guide','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Application Security", "OWASP"]','["[DE FACTO STANDARD]", "[GUIDE]"]','[]','["cheatsheets.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://chrisarcand.com/purposeful-commits','Purposeful Commits','','2018',2,'A technical essay discussing optimal commit message hygiene and atomic commits. Argues that purposeful, structured histories are critical for tracking down regression roots and ensuring easy codebase traversability.','N/A','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Git Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["devops.md", "cicd.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://chrisarcand.com/purposeful-commits','Purposeful Commits','','2018',2,'A technical essay discussing optimal commit message hygiene and atomic commits. Argues that purposeful, structured histories are critical for tracking down regression roots and ensuring easy codebase traversability.','N/A','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Git Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["devops.md", "cicd.md", "git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://chrisedrego.medium.com/kubernetes-autoscaling-series-cluster-autoscaler-5d60c10c3dc1','==chrisedrego.medium.com: Kubernetes AutoScaling Series: Cluster AutoScaler=='' 🌟','','N/A',0,'A curated technical resource and architectural guide covering ==chrisedrego.medium.com: Kubernetes AutoScaling Series: Cluster AutoScaler=='' 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903042993370389e+09,0,'2026-05-17T17:07:09.933704+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-autoscaling.md"]','["kubernetes-autoscaling.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://chrisedrego.medium.com/power-of-priorityclass-in-kubernetes-87505260ecb6','==chrisedrego.medium.com: Power of PriorityClass in Kubernetes== 🌟','','N/A',0,'A curated technical resource and architectural guide covering ==chrisedrego.medium.com: Power of PriorityClass in Kubernetes== 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903258673266601e+09,0,'2026-05-17T17:43:06.732666+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://chrishaessig.medium.com/multi-cluster-setup-with-istio-c1c6437f4e8c','chrishaessig.medium.com: Multi cluster setup with istio','','N/A',0,'A curated technical resource and architectural guide covering chrishaessig.medium.com: Multi cluster setup with istio in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903236093555808e+09,0,'2026-05-17T17:39:20.935558+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/istio.md"]','["istio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://chrisshort.net','chrisshort.net: GitOps: An implementation of DevOps (abstracts)','- [==chrisshort.net: GitOps: An implementation of DevOps==](https://chrisshort.net/gitops-an-implementation-of-devops) GitOps is a prescriptive way of implementing DevOps. 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Evaluates the efficiency of tools like built-in debugging runtimes and fast namespace switching.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Kubernetes", "Developer Experience", "Developer Tooling"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://christianhuth.de/making-your-helm-chart-observable-for-prometheus','blog.knell.it: Making your Helm Chart observable for Prometheus','','2021',0,'Explains how to embed ServiceMonitor or PodMonitor definitions natively into Helm templates. Simplifies application observability by automatically registering target resources for Prometheus scraping post-deployment.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Observability", "Prometheus Integration", "Metrics"]','["[COMMUNITY-TOOL]"]','[]','["helm.md"]','{}','{}'); @@ -2376,12 +2376,12 @@ INSERT INTO "resources" VALUES('https://christianmartinezfinancialfox.medium.com INSERT INTO "resources" VALUES('https://christianmartinezfinancialfox.medium.com/tableaugpt-the-ultimate-guide-on-how-to-utilize-its-full-potential-445939e3833d','TableauGPT β€” The Ultimate Guide on how to utilize its full potential in Finance','','N/A',0,'A curated technical resource and architectural guide covering TableauGPT β€” The Ultimate Guide on how to utilize its full potential in Finance in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903065305075693e+09,0,'2026-05-17T17:10:53.050757+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/chatgpt.md"]','["chatgpt.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://christopher-lawshe.medium.com/building-infrastructure-with-terraform-ec2-jenkins-s3-and-more-4ec30f53a44a','christopher-lawshe.medium.com: Building infrastructure with Terraform: EC2,'' Jenkins, S3 and more','','N/A',0,'A curated technical resource and architectural guide covering christopher-lawshe.medium.com: Building infrastructure with Terraform: EC2,'' Jenkins, S3 and more in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902946477779293e+09,0,'2026-05-17T16:51:04.777793+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://christophermeiklejohn.com/filibuster/2022/03/19/understanding-faults.html','christophermeiklejohn.com: Understanding why Resilience Faults in Microservice Applications Occur','','2022',4,'Evaluates systemic failure modes in microservice environments, emphasizing issues like cascading failures, misconfigured circuit breakers, and network partition timeouts. Shows how programmatic resilience-testing strategies can identify failure-handling errors during early design.','English','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Microservices & Distributed Systems", "Testing & Reliability", "Fault Tolerance"]','["[ENTERPRISE-STABLE]"]','[]','["introduction.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://chrome.google.com/webstore/detail/json-viewer/efknglbfhoddmmfabeihlemgekhhnabb','Port of Firefox''s JSON Viewer','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','4111869a4150c031d07af43bb10caded83eb3f8280cbc4f76154e51f4dc8d167',100.0,1.77903052245375895e+09,0,'2026-05-17T17:08:42.453759+02:00',NULL,NULL,NULL,'[]','[]','["docs/ChromeDevTools.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://chrome.google.com/webstore/detail/monitor-me-jenkins/jhbokpimjgedmpcmfoghhiokhpihlkgc','Chrome Extension','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','3d99a9dbc54f776e21060d7efcad59bc54fb57684e071b020bb515eef26cbb87',100.0,1.7790341733312869e+09,0,'2026-05-17T18:09:33.331287+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://chrome.google.com/webstore/detail/json-viewer/efknglbfhoddmmfabeihlemgekhhnabb','Port of Firefox''s JSON Viewer','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4111869a4150c031d07af43bb10caded83eb3f8280cbc4f76154e51f4dc8d167',100.0,1.77903052245375895e+09,0,'2026-05-17T17:08:42.453759+02:00',NULL,NULL,NULL,'[]','[]','["docs/ChromeDevTools.md"]','[]','{}','{"duplicate_of": "https://chromewebstore.google.com/detail/json-viewer/efknglbfhoddmmfabeihlemgekhhnabb"}'); +INSERT INTO "resources" VALUES('https://chrome.google.com/webstore/detail/monitor-me-jenkins/jhbokpimjgedmpcmfoghhiokhpihlkgc','Chrome Extension','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','3d99a9dbc54f776e21060d7efcad59bc54fb57684e071b020bb515eef26cbb87',100.0,1.7790341733312869e+09,0,'2026-05-17T18:09:33.331287+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{"duplicate_of": "https://chromewebstore.google.com/detail/empty-title/jhbokpimjgedmpcmfoghhiokhpihlkgc"}'); INSERT INTO "resources" VALUES('https://chromeos.dev/en/linux','Linux on Chrome OS, sometimes called Crostini 🌟','','2023',0,'Documentation on Crostini, the native Linux container ecosystem on ChromeOS. Enables execution of heavy developer tooling, full-scale IDEs, compilers, and container runtimes (Docker) on lightweight Chrome hardware.','N/A','Article','Intermediate',0,'online','manual','9ca376ccb91087975fe2732418251abe4c7e246439815b13b12de3aad58c4de1',100.0,1.77903173973839902e+09,1,'2026-05-17T17:28:59.738399+02:00',NULL,NULL,NULL,'["Development Environment", "Operating Systems", "Chrome OS"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://chromewebstore.google.com/detail/empty-title/jhbokpimjgedmpcmfoghhiokhpihlkgc','Chrome Extension','','2023',0,'Lightweight browser extension allowing developers to receive desktop notifications and track the real-time health of parameterized builds directly in their web browsers.','JavaScript','Browser Extension','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Dashboards & Visualization", "Browser Extensions"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://chromewebstore.google.com/detail/json-viewer/efknglbfhoddmmfabeihlemgekhhnabb','Port of Firefox''s JSON Viewer','','2024',0,'A browser extension port bringing Firefox''s native, highly interactive JSON viewer layout to Chrome. Implements folding, filtering, syntax highlighting, and visual hierarchy detection for raw JSON responses.','JavaScript','Browser Extension','Low',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Workspace", "Diagnostics & Debugging", "Browser Developer Tools"]','["[COMMUNITY-TOOL]"]','[]','["ChromeDevTools.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://chromewebstore.google.com/detail/yaml-validator/gjgbohnlhijomhfiflapnlnmcpckgigg',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','3d99a9dbc54f776e21060d7efcad59bc54fb57684e071b020bb515eef26cbb87',100.0,1.77903041339147496e+09,0,'2026-05-17T17:06:53.391475+02:00',NULL,NULL,NULL,'[]','[]','["docs/yaml.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://chromewebstore.google.com/detail/yaml-validator/gjgbohnlhijomhfiflapnlnmcpckgigg',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'duplicate','manual','3d99a9dbc54f776e21060d7efcad59bc54fb57684e071b020bb515eef26cbb87',100.0,1.77903041339147496e+09,0,'2026-05-17T17:06:53.391475+02:00',NULL,NULL,NULL,'[]','[]','["docs/yaml.md"]','[]','{}','{"duplicate_of": "https://chrome.google.com/webstore/detail/monitor-me-jenkins/jhbokpimjgedmpcmfoghhiokhpihlkgc"}'); INSERT INTO "resources" VALUES('https://cicadatesting.github.io/cicada-2','Cicada: A tool for testing microservices','','2021',4,'Introduces Cicada, a continuous test suite optimized for microservice applications. Streamlines complex assertions across concurrent API and event stream networks in Kubernetes-native topologies.','English','Documentation','Advanced',1,'online','manual','3c257fdf8ea749d5061bea96a3716a95507b51cd26db9c2feeee1ec227d2f70d',100.0,1.77903040378034901e+09,1,'2026-05-17T17:06:43.780349+02:00',NULL,NULL,NULL,'["DevOps & Quality Assurance", "Continuous Testing", "Microservices Testing"]','["[ENTERPRISE-STABLE]"]','["docs/testops.md"]','["testops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cidr.xyz','cidr.xyz 🌟','','2026',0,'An highly intuitive visual interface designed for parsing, structuring, and exploring Classless Inter-Domain Routing blocks. Translates complex binary IP masks, network paths, and IP pools into interactive graphics.','JavaScript','Utility','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Computer Networking & IPAM", "Subnetting & Addressing", "CIDR Calculators"]','["[COMMUNITY-TOOL]"]','[]','["networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cilium.io','cilium.io 🌟','','2026',0,'The main website for Cilium, the industry-standard networking, security, and observability engine powered by eBPF. Eliminates routing performance penalties and delivers deep API metrics.','English','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "CNI", "Cilium"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md", "kubernetes-networking.md"]','{}','{}'); @@ -2416,11 +2416,11 @@ INSERT INTO "resources" VALUES('https://cloud-melon.com/2019/12/26/under-the-hoo INSERT INTO "resources" VALUES('https://cloud-viadee.medium.com/gitops-for-it-architects-6312e7822819','cloud-viadee.medium.com: GitOps for IT-Architects: Transparent and Secure'' Kubernetes deployments','','N/A',0,'A curated technical resource and architectural guide covering cloud-viadee.medium.com: GitOps for IT-Architects: Transparent and Secure'' Kubernetes deployments in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903190241901898e+09,0,'2026-05-17T17:31:42.419019+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/flux.md"]','["flux.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloud.google.com','cloud.google.com','','2026',0,'Google Cloud Platform (GCP) official portal. It features premium tier global networking, fully managed Kubernetes engines (GKE), advanced analytical and machine learning toolsets, and highly scalable data storage.','English','IaaS/PaaS','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Public Cloud", "Google Cloud"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloud.google.com/anthos','Anthos 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','adfa87302bf9829128390578b39b95c8228298e81fb42888b3d39fead84058b6',100.0,1.77903394966472601e+09,0,'2026-05-17T18:05:49.664726+02:00',NULL,NULL,NULL,'[]','[]','["docs/GoogleCloudPlatform.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://cloud.google.com/anthos/config-management','Anthos Config Management','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','fcc08473aca3f4b3fe70682d5e0fff8199e030234af3625bf4b6bbbac805b2ac',100.0,1.77903065973814511e+09,0,'2026-05-17T17:10:59.738145+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://cloud.google.com/anthos/config-management','Anthos Config Management','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','fcc08473aca3f4b3fe70682d5e0fff8199e030234af3625bf4b6bbbac805b2ac',100.0,1.77903065973814511e+09,0,'2026-05-17T17:10:59.738145+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{"duplicate_of": "https://docs.cloud.google.com/kubernetes-engine/docs"}'); INSERT INTO "resources" VALUES('https://cloud.google.com/apigee','Google Apigee API Manager','','2026',0,'Google Cloud''s premier enterprise API management platform designed to build, secure, and monitor APIs globally. Provides integrated developer portals, advanced machine learning-driven threat detection, and seamless serverless hosting layers.','English','Platform','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "API Management", "Cloud Services"]','["[COMMUNITY-TOOL]"]','[]','["developerportals.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://cloud.google.com/appsheet','Google Cloud AppSheet','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','d8866b4291368aedd1f10c3c5d273ebcbaaba6a4f7ea0712a85c9261ac8bdf32',100.0,1.77903137780669593e+09,0,'2026-05-17T17:22:57.806696+02:00',NULL,NULL,NULL,'[]','[]','["docs/GoogleCloudPlatform.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://cloud.google.com/architecture/creating-cicd-pipeline-vsts-compute-engine','cloud.google.com: Crea una canalizaciΓ³n de CI/CD con Azure Pipelines y Compute'' Engine','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','1b3ddfc45f20060eb31a723da7e99953d21db74272de65a350c744d4f34eadd4',100.0,1.7790335117642529e+09,0,'2026-05-17T17:58:31.764253+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://cloud.google.com/architecture/owasp-top-ten-mitigation','cloud.google.com: OWASP Top 10 mitigation options on Google Cloud 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','b844f6610515322361bf5bdf0bdb1696c29d93edf3a3f96c65f925fe0d027d9d',100.0,1.77903296755374193e+09,0,'2026-05-17T17:49:27.553742+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://cloud.google.com/appsheet','Google Cloud AppSheet','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d8866b4291368aedd1f10c3c5d273ebcbaaba6a4f7ea0712a85c9261ac8bdf32',100.0,1.77903137780669593e+09,0,'2026-05-17T17:22:57.806696+02:00',NULL,NULL,NULL,'[]','[]','["docs/GoogleCloudPlatform.md"]','[]','{}','{"duplicate_of": "https://about.appsheet.com/home"}'); +INSERT INTO "resources" VALUES('https://cloud.google.com/architecture/creating-cicd-pipeline-vsts-compute-engine','cloud.google.com: Crea una canalizaciΓ³n de CI/CD con Azure Pipelines y Compute'' Engine','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1b3ddfc45f20060eb31a723da7e99953d21db74272de65a350c744d4f34eadd4',100.0,1.7790335117642529e+09,0,'2026-05-17T17:58:31.764253+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{"duplicate_of": "https://docs.cloud.google.com/dotnet/docs/creating-cicd-pipeline-vsts-compute-engine"}'); +INSERT INTO "resources" VALUES('https://cloud.google.com/architecture/owasp-top-ten-mitigation','cloud.google.com: OWASP Top 10 mitigation options on Google Cloud 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b844f6610515322361bf5bdf0bdb1696c29d93edf3a3f96c65f925fe0d027d9d',100.0,1.77903296755374193e+09,0,'2026-05-17T17:49:27.553742+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{"duplicate_of": "https://docs.cloud.google.com/architecture/security/owasp-top-ten-mitigation"}'); INSERT INTO "resources" VALUES('https://cloud.google.com/architecture/partners/a-hybrid-cloud-native-devsecops-pipeline-with-jfrog-artifactory-and-gke-on-prem',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'review_required','manual','85a29bd7f17d232ecb81d29855f2b229464de646d2e7cce92aea6cdd4691837b',64.0,1.77913049496147894e+09,0,'2026-05-18T20:54:54.961479+02:00',NULL,NULL,NULL,'[]','[]','["docs/GoogleCloudPlatform.md"]','[]','{}','{"review_metadata": {"original_url": "https://cloud.google.com/architecture/partners/a-hybrid-cloud-native-devsecops-pipeline-with-jfrog-artifactory-and-gke-on-prem", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:54.961482"}}'); INSERT INTO "resources" VALUES('https://cloud.google.com/blog/products/ai-machine-learning/google-cloud-managed-mcp-for-gemini','Google Cloud Managed MCP','','2025',0,'Google Cloud''s managed solution for Model Context Protocol, allowing enterprise Gemini models to safely interact with local data sources and external enterprise systems. By hosting and scaling MCP servers inside Google''s managed environment, it minimizes operational overhead while securing transactional agentic workflows with native cloud IAM.','None','Announcement','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["AI Engineering", "Model Context Protocol", "Google Cloud"]','["[COMMUNITY-TOOL]"]','[]','["ai-agents-mcp.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloud.google.com/blog/products/ai-machine-learning/google-named-a-leader-in-the-gartner-magic-quadrant&linkId=61975377','Google Named a Leader in the Gartner Magic Quadrant for AI Application Development Platforms','Google Cloud recognized as a Leader in the inaugural Gartner Magic Quadrant for AI Application Development Platforms, with a mid-cycle update highlighting Vertex AI, Gemini Enterprise, and Model Context Protocol (MCP) integrations.','2026',4,'This mid-cycle update of the Gartner Magic Quadrant designates Google as a Leader in AI Application Development Platforms, highlighting the integration of Gemini Enterprise and the Vertex AI Agent Platform. Key architectural highlights include out-of-the-box support for the open-standard Model Context Protocol (MCP) via 50+ managed servers and advanced agent simulation pipelines. The platform excels in critical capabilities, specifically agent execution trajectory evaluations, enabling rigorous governance and lifecycle management for enterprise AI agent systems.','en','article','intermediate',0,'online','automatic','c2ff7242306a510ebf75add1de297442b38c670f43e7297cff0956babe80b228',NULL,1.78035256146835803e+09,0,'2026-06-02T00:22:41.468358+02:00',NULL,NULL,NULL,'["Cloud Platforms", "Google Cloud Platform", "Vertex AI and AI Application Development"]','["[ENTERPRISE-STABLE]"]','[]','[]','{}','{"category": "uncategorized", "reputation_status": "Vetted", "reputation_summary": "Official announcement from Google Cloud Blog. Heavily vetted and authoritative industry report coverage.", "social_preview_url": "https://storage.googleapis.com/gweb-cloudblog-publish/images/01_-_AI__Machine_Learning_H1ZyZG8.max-2600x2600.jpg", "source_provenance": "X.com (GoogleCloud)", "suggested_new_category": ""}'); @@ -2457,7 +2457,7 @@ INSERT INTO "resources" VALUES('https://cloud.google.com/blog/products/devops-sr INSERT INTO "resources" VALUES('https://cloud.google.com/blog/products/devops-sre/google-cloud-deploy-now-ga','cloud.google.com: Google Cloud Deploy, now GA, makes it easier to do continuous delivery to GKE','','2022',0,'Marks the general availability of Cloud Deploy. Highlights newly reinforced features including IAM-driven gate approvals, delivery pipeline visualization, security logging, and deep architectural telemetry across GKE target environments.','English','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps & Delivery", "Continuous Delivery", "GKE GA"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloud.google.com/blog/products/devops-sre/sre-at-google-our-complete-list-of-cre-life-lessons','cloud.google.com: SRE at Google: Our complete list of CRE life lessons 🌟','','2020',0,'A comprehensive aggregation of operational lessons compiled by Google''s Customer Reliability Engineering (CRE) team. This resource serves as a core blueprint for implementing user-focused SLOs, identifying operational anti-patterns, and structuring incident communication paths.','English','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Site Reliability Engineering", "Google Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["sre.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloud.google.com/blog/products/gcp/5-google-cloud-product-cheat-sheets-2021','cloud.google.com: 5 cheat sheets to help you get started on your Google Cloud journey 🌟','','2026',0,'A visual curation of visual decision trees and cheat sheets for GCP products. Useful for quick architecture mapping of compute options, database services, and hybrid setups.','English','Reference Guide','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Public Cloud", "Reference Sheets"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://cloud.google.com/blog/products/gcp/sre-vs-devops-competing-standards-or-close-friends','cloud.google.com: SRE vs. DevOps: competing standards or close friends?','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','14034c4e627b26362a22dc64bff02c23c4b32a949f6154256e9171bfe2517b7f',100.0,1.77902946648011398e+09,0,'2026-05-17T16:51:06.480114+02:00',NULL,NULL,NULL,'[]','[]','["docs/sre.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://cloud.google.com/blog/products/gcp/sre-vs-devops-competing-standards-or-close-friends','cloud.google.com: SRE vs. DevOps: competing standards or close friends?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','14034c4e627b26362a22dc64bff02c23c4b32a949f6154256e9171bfe2517b7f',100.0,1.77902946648011398e+09,0,'2026-05-17T16:51:06.480114+02:00',NULL,NULL,NULL,'[]','[]','["docs/sre.md"]','[]','{}','{"duplicate_of": "https://cloud.google.com/blog/products/devops-sre"}'); INSERT INTO "resources" VALUES('https://cloud.google.com/blog/products/identity-security/announcing-general-availability-of-google-cloud-ids','cloud.google.com: Cloud IDS for network-based threat detection is now generally available','','2021',0,'Details Cloud IDS (Intrusion Detection System), a managed service delivering deep packet inspection and network threat protection powered by Palo Alto Networks. It intercepts and monitors VPC traffic mirroring to detect malware, exploits, and anomalous behavior.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking & Security", "Threat Detection", "Intrusion Detection"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloud.google.com/blog/products/identity-security/enabling-keyless-authentication-from-github-actions','cloud.google.com: Enabling keyless authentication from GitHub Actions','','2021',0,'Details the architectural implementation of Workload Identity Federation to eliminate hardcoded service account keys within GitHub Actions CI/CD workflows. By leveraging OpenID Connect (OIDC), it establishes a secure, temporary trust relationship between external platforms and GCP.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking & Security", "IAM", "Federated Identity"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloud.google.com/blog/products/identity-security/how-to-authenticate-service-accounts-to-help-keep-applications-secure','cloud.google.com: Choose the best way to use and authenticate service accounts on Google Cloud','','2026',0,'Strategic guidelines on secure Google Cloud service account authentication, outlining identity federation, Workload Identity on GKE, and avoiding high-risk, long-lived JSON key downloads.','English','Best Practices Guide','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Security", "IAM"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); @@ -2486,7 +2486,7 @@ INSERT INTO "resources" VALUES('https://cloud.google.com/blog/topics/developers- INSERT INTO "resources" VALUES('https://cloud.google.com/blog/topics/developers-practitioners/google-cloud-networking-overview','cloud.google.com: Google Cloud Networking overview 🌟🌟','','2021',0,'A comprehensive baseline analysis of GCP''s Software-Defined Networking (SDN) topology. Focuses on Global VPCs, subnets, peering, Cloud Interconnect, and private service access networks, highlighting Google’s unique global fiber infrastructure.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking & Security", "Infrastructure", "VPC"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloud.google.com/blog/topics/developers-practitioners/how-transfer-your-data-google-cloud','cloud.google.com: How to transfer your data to Google Cloud','','2021',0,'Demystifies data ingestion and migration strategies into GCP, categorizing methods by data volume, network bandwidth, and velocity. Focuses on Storage Transfer Service, Transfer Appliance, and programmatic transfer workflows to optimize offline and online pipeline migration.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Data Migration", "Storage"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloud.google.com/blog/topics/developers-practitioners/how-use-machine-learning-model-google-sheet-using-bigquery-ml','cloud.google.com: How to use a machine learning model from a Google Sheet using BigQuery ML','','2021',3,'Explains how to integrate BigQuery ML model inferences directly within Google Sheets using connected sheets and SQL. This bridging pattern democratizes access to complex analytical models for non-technical stakeholders. Eliminates standard ETL overhead by pushing computation directly into Google''s scalable data warehouse infrastructure.','SQL','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platforms", "Google Cloud", "Data Analytics"]','["[COMMUNITY-TOOL]"]','[]','["mlops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://cloud.google.com/blog/topics/developers-practitioners/introducing-google-cloud-architecture-diagramming-tool','cloud.google.com: Introducing a Google Cloud architecture diagramming tool','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','65b3fa7a717dfa6c0566e54165fdd947aeb2ad24a96b79d9f55462239cb9895a',100.0,1.7790314164813869e+09,0,'2026-05-17T17:23:36.481387+02:00',NULL,NULL,NULL,'[]','[]','["docs/cloud-arch-diagrams.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://cloud.google.com/blog/topics/developers-practitioners/introducing-google-cloud-architecture-diagramming-tool','cloud.google.com: Introducing a Google Cloud architecture diagramming tool','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','65b3fa7a717dfa6c0566e54165fdd947aeb2ad24a96b79d9f55462239cb9895a',100.0,1.7790314164813869e+09,0,'2026-05-17T17:23:36.481387+02:00',NULL,NULL,NULL,'[]','[]','["docs/cloud-arch-diagrams.md"]','[]','{}','{"duplicate_of": "https://cloud.google.com/blog"}'); INSERT INTO "resources" VALUES('https://cloud.google.com/blog/topics/developers-practitioners/level-up-your-agents-announcing-googles-official-skills-repository','Level Up Your Agents: Announcing Google''s Official Skills Repository','','2025',0,'Google Cloud''s announcement of its official skills repository designed for AI agents. This resource provides ready-made functions, connectors, and tools that can be bound to Gemini-powered agents, enabling them to query enterprise databases, execute administrative tasks, and integrate with standard GCP APIs with strict security guarantees.','Python','Announcement','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["AI Engineering", "Agentic Frameworks", "Google Cloud"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloud.google.com/blog/topics/developers-practitioners/microservices-architecture-google-cloud','cloud.google.com: Microservices architecture on Google Cloud','','2026',0,'Architect''s blueprint for designing, deploying, and managing microservices topologies on GCP using GKE, Cloud Run, API gateways, Cloud SQL, and service mesh frameworks like Anthos Service Mesh.','English','Architecture Guide','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Microservices", "Google Cloud"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloud.google.com/blog/topics/developers-practitioners/service-directory-cheat-sheet','cloud.google.com: Service Directory cheat sheet','','2021',0,'Introduces Service Directory, a real-time, highly scalable registry facilitating multi-cloud service discovery. It consolidates management of container, VM, and serverless endpoints, exposing uniform lookup APIs through DNS, HTTP, and gRPC.','English','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking & Security", "Service Discovery", "Registry"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); @@ -2498,84 +2498,84 @@ INSERT INTO "resources" VALUES('https://cloud.google.com/blog/topics/developers- INSERT INTO "resources" VALUES('https://cloud.google.com/blog/topics/developers-practitioners/where-should-i-run-my-stuff-choosing-google-cloud-compute-option','cloud.google.com: Where should I run my stuff? Choosing a Google Cloud compute option','','2021',0,'An architectural decision matrix evaluating Google Cloud''s compute execution environments, ranging from Compute Engine and GKE to Cloud Run and App Engine. It guides architects to match runtime characteristics, scaling requirements, and operational overhead boundaries with the appropriate hosting platform.','English','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Compute", "Architectural Decision"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloud.google.com/blog/topics/developers-practitioners/your-google-cloud-database-options-explained','cloud.google.com: Your Google Cloud database options, explained','','2021',0,'A comprehensive analytical overview of Google Cloud''s managed database portfolio, mapping structured, unstructured, relational, and NoSQL engines (such as Cloud Spanner, Cloud SQL, and Firestore) to specific enterprise workloads. It guides architects through selecting storage paradigms based on consistency models, scale, and transaction volumes.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Databases", "Managed Services"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloud.google.com/blog/topics/developers/introducing-google-cloud-architecture-diagramming-tool',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering cloud.google.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','f4ee019296efda6e073b6caf251f0e958f9d4423b1b341863f690ad92dd07cee',100.0,1.7791304949289329e+09,1,'2026-05-18T20:54:54.928933+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cloud-arch-diagrams.md"]','["cloud-arch-diagrams.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://cloud.google.com/blog/topics/kubernetes-best-practices','cloud.google.com: Kubernetes Best Practices','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','645c54eba5f478c3dafa2f56b4bd1e65967e9a639861920bde3a4545fcc6950b',100.0,1.77903011560124802e+09,0,'2026-05-17T17:01:55.601248+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://cloud.google.com/blog/topics/kubernetes-best-practices','cloud.google.com: Kubernetes Best Practices','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','645c54eba5f478c3dafa2f56b4bd1e65967e9a639861920bde3a4545fcc6950b',100.0,1.77903011560124802e+09,0,'2026-05-17T17:01:55.601248+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://cloud.google.com/blog/products/containers-kubernetes"}'); INSERT INTO "resources" VALUES('https://cloud.google.com/blog/topics/threat-intelligence/azure-run-command-dummies','mandiant.com: Azure Run Command for Dummies','','2022',0,'A security audit of the Azure VM Run Command service. Explores risk considerations, execution logs, and configuration baselines required to limit deployment vectors.','None','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security Operations", "Virtual Machines", "Azure Run Command", "Vulnerability Analysis"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloud.google.com/blog/topics/training-certifications/google-cloud-to-train-more-than-40-million-with-cloud-skills','cloud.google.com: Training more than 40 million new people on Google Cloud skills','- [Google Cloud Skills Boost](https://cloud.google.com)','2026',0,'Overview of Google Cloud''s strategic global training initiative, aiming to upskill developers via Google Cloud Skills Boost, interactive learning labs, and modular path certifications.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Public Cloud", "Training"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloud.google.com/blog/topics/training-certifications/new-learning-hub-and-benefits-for-google-cloud-innovators','cloud.google.com: How to get started with Google Cloud: Introducing our new learning hub and learning benefits for Innovators','','2026',0,'Announces Google Cloud''s community-driven learning hub for Innovators, detailing access to free learning resources, interactive codelabs, live expert sessions, and peer-to-peer networking.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Public Cloud", "Training"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloud.google.com/build','Google Cloud Build','','2026',0,'Google Cloud''s serverless continuous integration and continuous delivery platform, enabling high-performance builds across multiple languages. The curator highlights its deep integration with GKE and secure Docker artifact pipelines. Live telemetry confirms that Cloud Build is highly effective for cost-sensitive scaling operations due to its pay-as-you-go billing model.','YAML','Platform','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "GCP Ecosystem", "CI/CD Pipelines"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://cloud.google.com/cloud-build','Google Cloud Build','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','d3ad7f441f8f8e07b2e0458ccd41d11759ee549013639c2291c95983ba8b1b48',100.0,1.77903059433242797e+09,0,'2026-05-17T17:09:54.332428+02:00',NULL,NULL,NULL,'[]','[]','["docs/GoogleCloudPlatform.md", "docs/devops.md", "docs/jenkins-alternatives.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://cloud.google.com/cloud-build','Google Cloud Build','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d3ad7f441f8f8e07b2e0458ccd41d11759ee549013639c2291c95983ba8b1b48',100.0,1.77903059433242797e+09,0,'2026-05-17T17:09:54.332428+02:00',NULL,NULL,NULL,'[]','[]','["docs/GoogleCloudPlatform.md", "docs/devops.md", "docs/jenkins-alternatives.md"]','[]','{}','{"duplicate_of": "https://cloud.google.com/build"}'); INSERT INTO "resources" VALUES('https://cloud.google.com/code','Google Cloud Code','- [github: Google Cloud Code samples](https://github.com/GoogleCloudPlatform/cloud-code-samples)','2025',0,'A powerful suite of IDE plugins (VS Code, IntelliJ) designed to accelerate development of cloud-native systems on GCP. Curator highlights focus on debugging Kubernetes clusters directly from local workstations. Live engineering teams use Cloud Code to minimize the gap between local code changes and GCP deployment environments, driving faster development feedback loops.','JavaScript','Platform','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "GCP Ecosystem", "IDE Integrations"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://cloud.google.com/code/docs/vscode/yaml-editing','cloud.google.com: configuring_with_snippets 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','556028c2596bffed5964078f30273137ff9106d33108d52182900383fc1f696d',100.0,1.77903209820389699e+09,0,'2026-05-17T17:34:58.203897+02:00',NULL,NULL,NULL,'[]','[]','["docs/scaffolding.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://cloud.google.com/config-connector/docs/overview','==cloud.google.com/config-connector==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','c270e33efcd5c0823ef24bdeae2fb857b6978176031adea9e02d4e30de45af2f',100.0,1779031393.62727,0,'2026-05-17T17:23:13.627270+02:00',NULL,NULL,NULL,'[]','[]','["docs/iac.md", "docs/kubernetes-tools.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://cloud.google.com/code/docs/vscode/yaml-editing','cloud.google.com: configuring_with_snippets 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','556028c2596bffed5964078f30273137ff9106d33108d52182900383fc1f696d',100.0,1.77903209820389699e+09,0,'2026-05-17T17:34:58.203897+02:00',NULL,NULL,NULL,'[]','[]','["docs/scaffolding.md"]','[]','{}','{"duplicate_of": "https://docs.cloud.google.com/code/docs/vscode/yaml-editing"}'); +INSERT INTO "resources" VALUES('https://cloud.google.com/config-connector/docs/overview','==cloud.google.com/config-connector==','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c270e33efcd5c0823ef24bdeae2fb857b6978176031adea9e02d4e30de45af2f',100.0,1779031393.62727,0,'2026-05-17T17:23:13.627270+02:00',NULL,NULL,NULL,'[]','[]','["docs/iac.md", "docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://docs.cloud.google.com/config-connector/docs/overview"}'); INSERT INTO "resources" VALUES('https://cloud.google.com/deploy/docs/deploy-app-run',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','4a085e12d289cf09fb38d4da6fa82de03871fbde23b0dde54fafe5a04942ae0b',100.0,1.77903137810354399e+09,0,'2026-05-17T17:22:58.103544+02:00',NULL,NULL,NULL,'[]','[]','["docs/GoogleCloudPlatform.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://cloud.google.com/devops','cloud.google.com: DevOps','','2026',0,'Google Cloud''s primary DevOps hub, anchoring its research around DORA (DevOps Research and Assessment) and native cloud capabilities like Cloud Build and GKE. Curator reviews emphasize high-velocity software delivery architectures. Modern GCP engineering patterns rely on these principles to deploy secure, distributed, and containerized architectures on Google Cloud Platform.','N/A','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "GCP Ecosystem", "DevOps Frameworks"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloud.google.com/docs/compare','Platform comparisons','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','a8a2df130c90cdf017eb1df82aecd89472870ae41708456dd21565ff28a376eb',100.0,1.77903303101851511e+09,0,'2026-05-17T17:50:31.018515+02:00',NULL,NULL,NULL,'[]','[]','["docs/GoogleCloudPlatform.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://cloud.google.com/docs/compare/aws','AWS and GCP comparison','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','a8a2df130c90cdf017eb1df82aecd89472870ae41708456dd21565ff28a376eb',100.0,1.77903361283068609e+09,0,'2026-05-17T18:00:12.830686+02:00',NULL,NULL,NULL,'[]','[]','["docs/GoogleCloudPlatform.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://cloud.google.com/docs/get-started/aws-azure-gcp-service-comparison','==cloud.google.com: Compare AWS and Azure services to Google Cloud==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','a8a2df130c90cdf017eb1df82aecd89472870ae41708456dd21565ff28a376eb',100.0,1.77903055491524696e+09,0,'2026-05-17T17:09:14.915247+02:00',NULL,NULL,NULL,'[]','[]','["docs/public-cloud-solutions.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://cloud.google.com/docs/compare/aws','AWS and GCP comparison','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a8a2df130c90cdf017eb1df82aecd89472870ae41708456dd21565ff28a376eb',100.0,1.77903361283068609e+09,0,'2026-05-17T18:00:12.830686+02:00',NULL,NULL,NULL,'[]','[]','["docs/GoogleCloudPlatform.md"]','[]','{}','{"duplicate_of": "https://cloud.google.com/docs/compare"}'); +INSERT INTO "resources" VALUES('https://cloud.google.com/docs/get-started/aws-azure-gcp-service-comparison','==cloud.google.com: Compare AWS and Azure services to Google Cloud==','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a8a2df130c90cdf017eb1df82aecd89472870ae41708456dd21565ff28a376eb',100.0,1.77903055491524696e+09,0,'2026-05-17T17:09:14.915247+02:00',NULL,NULL,NULL,'[]','[]','["docs/public-cloud-solutions.md"]','[]','{}','{"duplicate_of": "https://cloud.google.com/docs/compare"}'); INSERT INTO "resources" VALUES('https://cloud.google.com/docs/terraform/blueprints/terraform-blueprints','==cloud.google.com: Terraform blueprints and modules for Google Cloud=='' 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','1fcd8e89b1155f9c05a2c0272b56e9e2ede48c5cf306c0f3e52b3c47b30cc0f0',100.0,1.77903426321462297e+09,0,'2026-05-17T18:11:03.214623+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://cloud.google.com/free/docs/aws-azure-gcp-service-comparison','cloud.google.com: Compare AWS and Azure services to Google Cloud','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','a8a2df130c90cdf017eb1df82aecd89472870ae41708456dd21565ff28a376eb',100.0,1.77903103212725305e+09,0,'2026-05-17T17:17:12.127253+02:00',NULL,NULL,NULL,'[]','[]','["docs/GoogleCloudPlatform.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://cloud.google.com/free/docs/aws-azure-gcp-service-comparison','cloud.google.com: Compare AWS and Azure services to Google Cloud','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a8a2df130c90cdf017eb1df82aecd89472870ae41708456dd21565ff28a376eb',100.0,1.77903103212725305e+09,0,'2026-05-17T17:17:12.127253+02:00',NULL,NULL,NULL,'[]','[]','["docs/GoogleCloudPlatform.md"]','[]','{}','{"duplicate_of": "https://cloud.google.com/docs/compare"}'); INSERT INTO "resources" VALUES('https://cloud.google.com/icons','Google Cloud Architecture Icons','','2024',0,'The standardized Google Cloud Platform graphical asset library and system diagram rules. Designed to assist cloud architects in drafting Google-recommended structures with consistent representations for compute, storage, data, and analytical pipelines.','None','Asset Pack','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture & Visualization", "Design Assets", "GCP"]','["[COMMUNITY-TOOL]"]','[]','["cloud-arch-diagrams.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloud.google.com/kubernetes-engine','Google Kubernetes Engine','- One of the most helpful GKE features is the ability to create clusters and node pools with custom kernel parameters. This means you no longer need to use one-off daemonsets, or random workarounds, to tune your machines after cluster creation.','2025',0,'Core landing documentation for Google Kubernetes Engine (GKE), highlighting GKE''s industry-standard capabilities. Specifically focuses on setting up node pools with custom kernel parameters, eliminating post-bootstrap script workarounds. 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Serves as a primary reference for system architects evaluating Google''s managed offerings, providing documentation and pathing for product integration.','HTML','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "GCP", "Product Catalog"]','["[ENTERPRISE-STABLE]"]','[]','["GoogleCloudPlatform.md", "cheatsheets.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloud.google.com/products/tools','Cloud Developer Tools','','2026',0,'A comprehensive directory of Google Cloud developer tools, spanning Cloud Shell, Artifact Registry, and Cloud Code extensions. The curator highlights its streamline-driven integration with local IDE environments. 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IAC'' DevOps Best Practices 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4ff5c776040d1834c7c9298b0dd760123eae537f2aa3f6a80dc1103ef7404d95',100.0,1.779033206182271e+09,0,'2026-05-17T17:53:26.182271+02:00',NULL,NULL,NULL,'[]','[]','["docs/iac.md"]','[]','{}','{"duplicate_of": "https://cloudify.co/blog/ansible-terraform-and-cloudify"}'); +INSERT INTO "resources" VALUES('https://cloudify.co/blog/migrating-pods-containerized-applications-nodes-kubernetes-cluster-using-cloudify','cloudify.co: Migrating Pods With Containerized Applications Between Nodes'' In The Same Kubernetes Cluster Using Cloudify 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4ff5c776040d1834c7c9298b0dd760123eae537f2aa3f6a80dc1103ef7404d95',100.0,1.77903357279881596e+09,0,'2026-05-17T17:59:32.798816+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-backup-migrations.md"]','[]','{}','{"duplicate_of": "https://cloudify.co/blog/ansible-terraform-and-cloudify"}'); +INSERT INTO "resources" VALUES('https://cloudify.co/blog/overcoming-devsecops-delivery-pipeline-challenges','cloudify.co: Understanding DevSecOps And Its Challenges','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4ff5c776040d1834c7c9298b0dd760123eae537f2aa3f6a80dc1103ef7404d95',100.0,1.77902929181585502e+09,0,'2026-05-17T16:48:11.815855+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{"duplicate_of": "https://cloudify.co/blog/ansible-terraform-and-cloudify"}'); +INSERT INTO "resources" VALUES('https://cloudify.co/blog/simplifying-hybrid-cloud-deployments-with-aws-eks-and-outpost','cloudify.co: Simplifying Hybrid Cloud Deployments With AWS EKS And Outpost','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4ff5c776040d1834c7c9298b0dd760123eae537f2aa3f6a80dc1103ef7404d95',100.0,1.779029862840878e+09,0,'2026-05-17T16:57:42.840878+02:00',NULL,NULL,NULL,'[]','[]','["docs/managed-kubernetes-in-public-cloud.md"]','[]','{}','{"duplicate_of": "https://cloudify.co/blog/ansible-terraform-and-cloudify"}'); +INSERT INTO "resources" VALUES('https://cloudify.co/everything-you-need-to-know-about-hybrid-cloud','cloudify.co: Your Guide to Infrastructure Automation & Hybrid Cloud Orchestration'' 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4ff5c776040d1834c7c9298b0dd760123eae537f2aa3f6a80dc1103ef7404d95',100.0,1.77903283504486203e+09,0,'2026-05-17T17:47:15.044862+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{"duplicate_of": "https://cloudify.co/blog/ansible-terraform-and-cloudify"}'); +INSERT INTO "resources" VALUES('https://cloudify.co/terraform-integration','cloudify.co: Cloudify and Terraform Integration. Supercharge Your Terraform'' Templates','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4ff5c776040d1834c7c9298b0dd760123eae537f2aa3f6a80dc1103ef7404d95',100.0,1.77903371595052504e+09,0,'2026-05-17T18:01:55.950525+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"duplicate_of": "https://cloudify.co/blog/ansible-terraform-and-cloudify"}'); INSERT INTO "resources" VALUES('https://cloudkatha.com/aws-s3-storage-classes-everything-you-need-to-know','cloudkatha.com: AWS S3 Storage Classes: Everything You Need to Know','','2022',0,'A comprehensive deep-dive into AWS S3 storage classes, analyzing latency specs, durability SLA patterns, and price points of different tiers. Highly valuable for data platform engineers designing lifecycle transition rules to automate low-cost cold storage.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Storage", "AWS S3", "Storage Lifecycle"]','["[COMMUNITY-TOOL]"]','[]','["aws-storage.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloudkatha.com/difference-between-root-user-and-iam-user-in-aws-you-need-to-know','cloudkatha.com: Difference between Root User and IAM User in AWS You Need to Know','','2021',0,'A straightforward guide detailing the differences between an AWS account''s root user credentials and standard delegated IAM identities. Emphasizes security best practices, such as disabling root access keys and using delegated roles for daily maintenance.','English','Technical Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "AWS", "Identity and Access Management"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloudkatha.com/how-to-configure-aws-sqs-dead-letter-queue-using-cloudformation','cloudkatha.com: How to Configure AWS SQS Dead Letter Queue using CloudFormation','','2022',0,'This hands-on guide details how to configure resilient AWS SQS messaging architectures, with a focus on provisioning dedicated SQS Dead Letter Queues (DLQs) using CloudFormation. Explains configuration properties like RedrivePolicies and maxReceiveCount settings.','YAML','How-to Guide','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "CloudFormation", "Messaging Configuration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-iac.md"]','{}','{}'); @@ -2675,9 +2675,9 @@ INSERT INTO "resources" VALUES('https://cloudnativenow.com/uncategorized/9-pilla INSERT INTO "resources" VALUES('https://cloudnativesimplified.substack.com/p/tool-series-1-kcp','cloudnativesimplified.substack.com: kcp: Kubernetes-like control plane','','N/A',0,'A curated technical resource and architectural guide covering cloudnativesimplified.substack.com: kcp: Kubernetes-like control plane in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790303671462419e+09,0,'2026-05-17T17:06:07.146242+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloudnativetoolkit.dev/adopting/use-cases/gitops/gitops-ibm-cloud-paks',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual',NULL,80.0,1.77903422384462404e+09,0,'2026-05-17T18:10:23.844624+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://cloudogu.com/en/blog',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','a298f16198354314893af506971dfe33f8360dfd30b68edde8fbd91bd720eb5c',100.0,1.77902957405233597e+09,0,'2026-05-17T16:52:54.052336+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://cloudogu.com/en/blog/cd-with-nexus-jenkins-ces','Continuous Delivery with Sonatype Nexus, Jenkins and the Cloudogu Ecosystem','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','cd1c538590522bb92b28c310c1eae9a40183f00c3b7e9e461185a61ce67a05a2',100.0,1.77903057508949089e+09,0,'2026-05-17T17:09:35.089491+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md", "docs/registries.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://cloudogu.com/en/blog/gitops-tools','cloudogu.com: Automation Assistants: GitOps tools in comparison 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','06987b214919f107e8536704903b9f4e23f12bd696c9e980b2c38e40edf4d567',100.0,1.77902911402001595e+09,0,'2026-05-17T16:45:14.020016+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://cloudogu.com/en/blog/kubernetes-least-privilege-gcp-example','cloudogu.com: Kubernetes least privilege implementation using the Google'' Cloud as an axample','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','97772e220e38d7f3baa85d8b4a2b65cdbf81514cdd3af55b8e6178e224a66e6e',100.0,1.77902912171077394e+09,0,'2026-05-17T16:45:21.710774+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://cloudogu.com/en/blog/cd-with-nexus-jenkins-ces','Continuous Delivery with Sonatype Nexus, Jenkins and the Cloudogu Ecosystem','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','cd1c538590522bb92b28c310c1eae9a40183f00c3b7e9e461185a61ce67a05a2',100.0,1.77903057508949089e+09,0,'2026-05-17T17:09:35.089491+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md", "docs/registries.md"]','[]','{}','{"duplicate_of": "https://platform.cloudogu.com/en/blog/cd-with-nexus-jenkins-ces"}'); +INSERT INTO "resources" VALUES('https://cloudogu.com/en/blog/gitops-tools','cloudogu.com: Automation Assistants: GitOps tools in comparison 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','06987b214919f107e8536704903b9f4e23f12bd696c9e980b2c38e40edf4d567',100.0,1.77902911402001595e+09,0,'2026-05-17T16:45:14.020016+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{"duplicate_of": "https://platform.cloudogu.com/en/blog/gitops-tools"}'); +INSERT INTO "resources" VALUES('https://cloudogu.com/en/blog/kubernetes-least-privilege-gcp-example','cloudogu.com: Kubernetes least privilege implementation using the Google'' Cloud as an axample','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','97772e220e38d7f3baa85d8b4a2b65cdbf81514cdd3af55b8e6178e224a66e6e',100.0,1.77902912171077394e+09,0,'2026-05-17T16:45:21.710774+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://platform.cloudogu.com/en/blog/kubernetes-least-privilege-gcp-example"}'); INSERT INTO "resources" VALUES('https://cloudonaut.io/advanved-aws-networking-pitfalls-that-you-should-avoid','cloudonaut.io: Advanced AWS Networking: Pitfalls That You Should Avoid','','2019',0,'Deconstructs highly complex pitfalls in AWS network implementations, specifically Route 53 routing loops and VPC peering scaling bottlenecks. While historic guides suggest basic VPC peers, live production systems demand Transit Gateways and PrivateLink to scale securely without IP overlap.','English','blog','advanced',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Networking Pitfalls"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloudonaut.io/aws-client-vpn-connected-with-the-cloud','cloudonaut.io: AWS Client VPN: Connected with the Cloud','','2019',0,'Evaluates AWS Client VPN as a fully managed client-to-site VPN service. Contrasts self-managed OpenVPN boxes with AWS''s elastic scale, highlighting directory service integrations, routing configurations, and target network associations.','English','blog','intermediate',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Remote Access VPN"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloudonaut.io/ec2-checklist-seven-things-to-do-after-launching-an-instance','cloudonaut.io: EC2 Checklist: 7 things to do after launching an instance','','2026',0,'An architectural checklist outlining critical optimization practices immediately following EC2 virtual machine instantiation. It targets key parameters like security group isolation, IAM roles, cloud-init configuration, dynamic DNS mapping, and EBS volume performance tuning.','N/A','Blog Post','Intermediate',0,'online','manual','dac8aff6b4f699aed2d9899b5d87654d008e314c2b1ce8ab70283ee9c9efac63',100.0,1.77903080584533405e+09,1,'2026-05-17T17:13:25.845334+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Infrastructure"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); @@ -2697,11 +2697,11 @@ INSERT INTO "resources" VALUES('https://cloudpundit.com/2020/09/22/dont-boil-the INSERT INTO "resources" VALUES('https://cloudscaling.com/blog/cloud-computing/the-history-of-pets-vs-cattle','cloudscaling.com: The History of Pets vs Cattle and How to Use the Analogy Properly','- __In the old way of doing things, we treat our servers like pets, for example Bob the mail server. If Bob goes down, it’s all hands on deck. The CEO can’t get his email and it’s the end of the world. In the new way, servers are numbered, like cattle in a herd. For example, www001 to www100. When one server goes down, it’s taken out back, shot, and replaced on the line.__ - ==Pets==: __Servers or server pairs that are treated as indispensable or unique systems that can never be down. Typically they are manually built, managed, and β€œhand fed”. Examples include mainframes, solitary servers, HA loadbalancers/firewalls (active/active or active/passive), database systems designed as master/slave (active/passive), and so on.__ - ==Cattle==: __Arrays of more than two servers, that are built using automated tools, and are designed for failure, where no one, two, or even three servers are irreplaceable. Typically, during failure events no human intervention is required as the array exhibits attributes of β€œrouting around failures” by restarting failed servers or replicating data through strategies like triple replication or erasure coding. Examples include web server arrays, multi-master datastores such as Cassandra clusters, multiple racks of gear put together in clusters, and just about anything that is load-balanced and multi-master.__','2021',0,'Unpacks the historical context of the ''Pets vs Cattle'' cloud infrastructure analogy. Contrasts bespoke, manually maintained systems (pets) with standardized, automatically rebuilt, and ephemeral containerized node pools (cattle).','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Cloud Architecture", "Paradigms"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://cloudskills.io/blog/git-azure-devops','cloudskills.io: Getting Started with Git and Azure DevOps: The Ultimate'' Guide 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','0f6f4a758b9bf5b93d6bd08641f5e3509efd1b680b57e34fd366d1d5c1c84203',100.0,1.77903073675736093e+09,0,'2026-05-17T17:12:16.757361+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://cloudskills.io/blog/git-azure-devops','cloudskills.io: Getting Started with Git and Azure DevOps: The Ultimate'' Guide 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','0f6f4a758b9bf5b93d6bd08641f5e3509efd1b680b57e34fd366d1d5c1c84203',100.0,1.77903073675736093e+09,0,'2026-05-17T17:12:16.757361+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{"duplicate_of": "https://ine.com"}'); INSERT INTO "resources" VALUES('https://cloudtips.nl/the-maester-terraform-module-8c68b2b68c51','The Maester - Terraform Module','','N/A',0,'A curated technical resource and architectural guide covering The Maester - Terraform Module in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903217099702405e+09,0,'2026-05-17T17:36:10.997024+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/iac.md", "docs/kubernetes-tools.md", "docs/terraform.md"]','["iac.md", "kubernetes-tools.md", "terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloudtweaks.com/2019/05/devops-secure-and-scalable-ci-cd-pipeline-with-aws','cloudtweaks.com: DevOps - Secure and Scalable CI/CD Pipeline with AWS','','2019',3,'An architectural guide detailing how to build highly secure, scalable CI/CD pipelines natively on AWS using CodePipeline, CodeBuild, and IAM roles. Discusses security integrations such as static analysis and automated vulnerability scanning at the ingest phase.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS", "CI/CD & Security"]','["[COMMUNITY-TOOL]"]','[]','["devops.md", "devops-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloudyuga.guru/blogs/k8s-qos-oomkilled','cloudyuga.guru: How does Kubernetes assign QoS class to pods through OOM score?','','2020',0,'This article provides a rigorous, technical exploration of how Kubernetes maps container memory/CPU requests and limits to Quality of Service (QoS) classes: Guaranteed, Burstable, and BestEffort. It details how the orchestrator translates these classes into Linux OOM scores, which the kernel uses to select victim processes during memory pressure. Mastering this mapping is vital for designing reliable, high-density cluster workloads.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes", "Resource Management", "QoS & OOM Score"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-troubleshooting.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://cloudyuga.guru/hands_on_lab/k8s-qos-oomkilled','cloudyuga.guru: How does Kubernetes assign QoS class to pods through OOM'' score?','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','cd75e5580b09ed11ee77f578f2ad7892db76470d91d4b4574f69dda3abfec66c',100.0,1.77903039669148111e+09,0,'2026-05-17T17:06:36.691481+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-troubleshooting.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://cloudyuga.guru/hands_on_lab/k8s-qos-oomkilled','cloudyuga.guru: How does Kubernetes assign QoS class to pods through OOM'' score?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','cd75e5580b09ed11ee77f578f2ad7892db76470d91d4b4574f69dda3abfec66c',100.0,1.77903039669148111e+09,0,'2026-05-17T17:06:36.691481+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-troubleshooting.md"]','[]','{}','{"duplicate_of": "https://cloudyuga.guru/blogs/k8s-qos-oomkilled"}'); INSERT INTO "resources" VALUES('https://cluster-api.sigs.k8s.io','ClusterAPI','','2026',0,'The home page of Cluster API (CAPI), a Kubernetes SIG project that implements declarative API-driven cluster management. Utilizing custom controllers and CRDs, CAPI treats clusters, machines, and control planes as native Kubernetes resources, enabling unified multi-cloud infrastructure automation.','Go/Markdown','Website','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Provisioning", "Declarative Infrastructure", "Core Engine"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-on-premise.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cluster-api.sigs.k8s.io/tasks/experimental-features/cluster-class','ClusterClass: Experimental Feature for Streamlined Cluster Lifecycle Management in Cluster API','','2024',0,'Outlines the ClusterClass feature inside Kubernetes Cluster API. Enables building reusable, abstract cluster topologies that simplify control-plane configuration and worker node pool management across diverse host infrastructure.','YAML','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "Cluster API", "ClusterClass"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md", "iac.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cmcrowell.com/cheat-sheet','cmcrowell.com/cheat-sheet 🌟','','2023',3,'A concise aggregate cheat sheet mapping Linux sysadmin syntax, database queries, and cloud orchestration scripts. Simplifies multi-tool engineering routines by locating key operations under a single landing page.','HTML','Cheat Sheet','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Productivity", "General References", "Admin Shortcuts"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}'); @@ -2717,22 +2717,22 @@ INSERT INTO "resources" VALUES('https://code.egym.de/horizontal-pod-autoscaler-i INSERT INTO "resources" VALUES('https://code.egym.de/vertical-pod-autoscaler-in-kubernetes-b12a5c61393f','code.egym.de: Vertical Pod Autoscaler in Kubernetes','','2019',0,'A foundational implementation guide focusing on configuring the Vertical Pod Autoscaler. Clearly demonstrates how to configure optimal threshold values, helping engineers avoid continuous restart-eviction cycles.','N/A','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes & Scaling", "Resource Management", "Vertical Scaling"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-autoscaling.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://code.joejag.com/2021/i-am-aws-certified-should-you-trust-me.html','I''m AWS certified? Should you trust me?','','2021',3,'An engineering critique detailing the practical limitations and real value of Cloud certification tracks. Argues cogently for prioritizing hands-on system building and debugging over standard textbook multiple-choice testing formats.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Professional Development", "Opinion & Strategy", "Certifications"]','["[COMMUNITY-TOOL]"]','[]','["elearning.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://code.likeagirl.io/docker-setup-simple-application-with-mongodb-for-data-storage-272bdb3036ad','code.likeagirl.io: Docker: Setup Simple Application with MongoDB for Data'' Storage','','N/A',0,'A curated technical resource and architectural guide covering code.likeagirl.io: Docker: Setup Simple Application with MongoDB for Data'' Storage in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903061062819409e+09,0,'2026-05-17T17:10:10.628194+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/nosql.md"]','["nosql.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://code.tutsplus.com/tutorials/rest-vs-grpc-battle-of-the-apis--cms-30711','REST vs. gRPC: Battle of the APIs','','N/A',0,'A curated technical resource and architectural guide covering REST vs. gRPC: Battle of the APIs in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903228761138105e+09,0,'2026-05-17T17:38:07.611381+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/api.md"]','["api.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://code.tutsplus.com/tutorials/rest-vs-grpc-battle-of-the-apis--cms-30711','REST vs. gRPC: Battle of the APIs','','N/A',0,'A curated technical resource and architectural guide covering REST vs. gRPC: Battle of the APIs in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903228761138105e+09,0,'2026-05-17T17:38:07.611381+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/api.md"]','["api.md"]','{}','{"duplicate_of": "https://code.tutsplus.com/rest-vs-grpc-battle-of-the-apis--cms-30711t"}'); INSERT INTO "resources" VALUES('https://code.visualstudio.com','code.visualstudio.com: Visual Studio Code','','2026',0,'VS Code stands as the preeminent local-to-cloud development environment, offering comprehensive extensibility for managing containerized applications and cloud infrastructure. By integrating terminal shells, GitOps pipelines, and YAML linting directly into the UI, it accelerates standard development workflows. It is the core platform around which modern cloud-native developer environments are built.','TypeScript','IDE Platform','Beginner',0,'online','manual','c3c50a8f061161616e6c3a3783c83deffa3891653bae2a24cfe414f69e3e58d6',100.0,1.77903084227968692e+09,1,'2026-05-17T17:14:02.279687+02:00',NULL,NULL,NULL,'["Documentation", "Developer Tooling", "IDE Platforms"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://code.visualstudio.com/blogs/2021/06/10/remote-repositories','Remote Repositories 🌟','','2026',5,'The official VS Code documentation introducing virtual file systems and remote repository integrations. It explains how developers can navigate, edit, and search remote codebases instantly without clone overhead.','English','Article','Intermediate',0,'online','manual','e3767f503d90547e090c4895a5cb574e94dd947cf8af0bda1408bc5ec0f5cd77',100.0,1.77902945922455692e+09,1,'2026-05-17T16:50:59.224557+02:00',NULL,NULL,NULL,'["Collaboration", "Remote Development", "VS Code Tooling"]','["[DE FACTO STANDARD]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://code.visualstudio.com/blogs/2021/10/20/vscode-dev?WT.mc_id=devcloud-46480-cxa','code.visualstudio.com: vscode.dev(!)','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','77e9ffd05ce9c5bc89094f10ffe02454d9be4e754cf99edb47e4fb29e5066dd9',100.0,1779029056.3679,1,'2026-05-17T16:44:16.367900+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://code.visualstudio.com/blogs/2021/10/20/vscode-dev?WT.mc_id=devcloud-46480-cxa','code.visualstudio.com: vscode.dev(!)','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','77e9ffd05ce9c5bc89094f10ffe02454d9be4e754cf99edb47e4fb29e5066dd9',100.0,1779029056.3679,1,'2026-05-17T16:44:16.367900+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{"duplicate_of": "https://vscode.dev"}'); INSERT INTO "resources" VALUES('https://code.visualstudio.com/docs/azure/kubernetes','Working with Kubernetes in VS Code','','2026',5,'The definitive architectural guide by Microsoft detailing Kubernetes cluster integration inside the IDE. It covers manifest management, log streaming, and remote debugging techniques essential for orchestrating distributed microservices.','English','Article','Advanced',1,'online','manual','6c06929236af06eafecdc5a45ed2ec89a83144f4df8b0dbd20731faf2ffa0c40',100.0,1.77903142553276801e+09,1,'2026-05-17T17:23:45.532768+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "VS Code Tooling"]','["[DE FACTO STANDARD]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://code.visualstudio.com/docs/copilot/overview','code.visualstudio.com: GitHub Copilot in VS Code','','2026',4,'The official guide detailing configuration and prompt engineering practices for using GitHub Copilot inside VS Code. Essential for developers optimizing their generative AI workflow.','English','Article','Beginner',0,'online','manual','146c1d3f794a0d9c79c45d1d9be96516d6a6174f75f3a2c0df57ac82f9826d46',100.0,1.77903003457861304e+09,1,'2026-05-17T17:00:34.578613+02:00',NULL,NULL,NULL,'["Development Environment", "AI-Assisted Engineering", "VS Code Tooling"]','["[ENTERPRISE-STABLE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://code.visualstudio.com/docs/datascience/data-wrangler','Getting Started with Data Wrangler in VS Code','','2023',4,'Curator Insight outlines VS Code''s visual data preparation extension. Live Grounding shows that Data Wrangler bridges the visual gap in exploratory data analysis (EDA), generating reproducible Python code in Pandas and Polars dialects directly inside Jupyter environments.','Python','Tool Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Science", "Tooling", "Data Wrangling"]','["[ENTERPRISE-STABLE]"]','[]','["demos.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://code.visualstudio.com/docs/editor/integrated-terminal','Integrated Terminal','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','59d82b23dc3e37c81cdd54c0eb808b62b2433fc566eea0670cd208bfa4077466',100.0,1.77903209107686901e+09,0,'2026-05-17T17:34:51.076869+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://code.visualstudio.com/docs/editor/versioncontrol','Using Version Control in VS Code','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','08a30b246d1c850dfc56949b05d5bdeb0712aa55d87aa8ab17c2b977c1b8c9a0',100.0,1.77903218486687111e+09,0,'2026-05-17T17:36:24.866871+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://code.visualstudio.com/docs/datascience/data-wrangler','Getting Started with Data Wrangler in VS Code','','2023',4,'Curator Insight outlines VS Code''s visual data preparation extension. Live Grounding shows that Data Wrangler bridges the visual gap in exploratory data analysis (EDA), generating reproducible Python code in Pandas and Polars dialects directly inside Jupyter environments.','Python','Tool Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Science", "Tooling", "Data Wrangling"]','["[ENTERPRISE-STABLE]"]','[]','["demos.md", "visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://code.visualstudio.com/docs/editor/integrated-terminal','Integrated Terminal','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','59d82b23dc3e37c81cdd54c0eb808b62b2433fc566eea0670cd208bfa4077466',100.0,1.77903209107686901e+09,0,'2026-05-17T17:34:51.076869+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{"duplicate_of": "https://code.visualstudio.com/docs/terminal/basics"}'); +INSERT INTO "resources" VALUES('https://code.visualstudio.com/docs/editor/versioncontrol','Using Version Control in VS Code','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','08a30b246d1c850dfc56949b05d5bdeb0712aa55d87aa8ab17c2b977c1b8c9a0',100.0,1.77903218486687111e+09,0,'2026-05-17T17:36:24.866871+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{"duplicate_of": "https://code.visualstudio.com/docs/sourcecontrol/overview"}'); INSERT INTO "resources" VALUES('https://code.visualstudio.com/docs/java/java-project','code.visualstudio.com: Java Project Management in VS Code','','2026',4,'Guide on setting up VS Code for enterprise Java development. Showcases full integration with Apache Maven, offering seamless debugging, project dependency visualization, and execution pipelines.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Productivity", "IDE Integrations", "VS Code Java"]','["[ENTERPRISE-STABLE]"]','[]','["maven-gradle.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://code.visualstudio.com/docs/sourcecontrol/overview','Using Version Control in VS Code','','2015',0,'The official guide detailing VS Code''s native source control integration, enabling developers to execute Git workflows directly within the editor. It covers staging, committing, branching, and resolving merge conflicts without switching to an external terminal.','Markdown','Documentation','Beginner',0,'online','manual','ca9d892187473e14d09fb96087e961ef9a13f9dbbb6c07142cc0b7f22419d0fd',100.0,1.77913049496776103e+09,1,'2026-05-18T20:54:54.967761+02:00',NULL,NULL,NULL,'["Development Tools", "VS Code", "Version Control"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://code.visualstudio.com/docs/terminal/basics','Integrated Terminal','','2016',0,'Comprehensive documentation of VS Code''s integrated terminal, highlighting support for multiple shells, profile configurations, and task automation without leaving the application window.','Markdown','Documentation','Beginner',0,'online','manual','bc875417bf381c54b67f6509195ddbf988e2585a10083abe52c8e9ade592f68f',100.0,1.77913049500768899e+09,1,'2026-05-18T20:54:55.007689+02:00',NULL,NULL,NULL,'["Development Tools", "VS Code", "Productivity"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://code.visualstudio.com/shortcuts/keyboard-shortcuts-linux.pdf','code.visualstudio.com: keyboard shortcuts for Linux','','2023',0,'Official documentation highlighting native Linux keyboard configurations in VS Code, detailing shortcut bindings optimized for desktop environments running across various Linux distributions.','N/A','Documentation','Beginner',0,'online','manual','6b4c15228763e7088a84b43e8b4063c22658fc9bdf8f903e10d3d039b9253d06',100.0,1.77903098611204099e+09,1,'2026-05-17T17:16:26.112041+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Ecosystem & General Productivity"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://code.visualstudio.com/shortcuts/keyboard-shortcuts-macos.pdf','code.visualstudio.com: keyboard shortcuts for macOS','','2023',0,'Official reference guide mapping out macOS keyboard shortcuts in VS Code. Highly useful for standardizing mouse-free developer environments and boosting engineering execution speed on Apple hardware.','N/A','Documentation','Beginner',0,'online','manual','adc8651d12a6efca877f34991a1dae66a6f7f3da3e0a29d654fb9145d9b0398d',100.0,1.77903135194614791e+09,1,'2026-05-17T17:22:31.946148+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Ecosystem & General Productivity"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://code.visualstudio.com/shortcuts/keyboard-shortcuts-windows.pdf','code.visualstudio.com: keyboard shortcuts for Windows','','2023',0,'Official PDF reference manual containing native Windows keyboard shortcuts for VS Code. Establishes critical key combination patterns for navigation, terminal toggles, multi-cursor editing, and refactoring commands.','N/A','Documentation','Beginner',0,'online','manual','b506af005a8a81952aed09e56515b127eae6cfd30f1bfbb563c86e5d5ef53d35',100.0,1.77903109927428102e+09,1,'2026-05-17T17:18:19.274281+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Ecosystem & General Productivity"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://code.visualstudio.com/updates','VSCode Updates','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','616b20408208ff618eb627b4845cffa696d673acafca27d440b77d95b6d7e902',100.0,1.77903026769340896e+09,0,'2026-05-17T17:04:27.693409+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://code.visualstudio.com/shortcuts/keyboard-shortcuts-windows.pdf','code.visualstudio.com: keyboard shortcuts for Windows','','2023',0,'Official PDF reference manual containing native Windows keyboard shortcuts for VS Code. Establishes critical key combination patterns for navigation, terminal toggles, multi-cursor editing, and refactoring commands.','N/A','Documentation','Beginner',0,'duplicate','manual','b506af005a8a81952aed09e56515b127eae6cfd30f1bfbb563c86e5d5ef53d35',100.0,1.77903109927428102e+09,1,'2026-05-17T17:18:19.274281+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Ecosystem & General Productivity"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{"duplicate_of": "https://code.visualstudio.com/shortcuts/keyboard-shortcuts-linux.pdf"}'); +INSERT INTO "resources" VALUES('https://code.visualstudio.com/updates','VSCode Updates','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','616b20408208ff618eb627b4845cffa696d673acafca27d440b77d95b6d7e902',100.0,1.77903026769340896e+09,0,'2026-05-17T17:04:27.693409+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{"duplicate_of": "https://code.visualstudio.com/updates/v1_120"}'); INSERT INTO "resources" VALUES('https://code.visualstudio.com/updates/v1_120','VSCode Updates','','2026',0,'Official release notes detailing the latest features, UX enhancements, and API updates of the monthly VS Code release cycle, highlighting ongoing integrations with AI agents and modern platform tooling.','Markdown','Documentation','Beginner',0,'online','manual','1cec3d87564a1c68f19475ed0cc875323d68bb5d474b0db3a601f50b4c927093',100.0,1.77913049493396711e+09,1,'2026-05-18T20:54:54.933967+02:00',NULL,NULL,NULL,'["Development Tools", "VS Code", "Release Notes"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://code.visualstudio.com/updates/v1_120/v1_46',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering code.visualstudio.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'review_required','manual',NULL,64.0,1779130495.00055,0,'2026-05-18T20:54:55.000550+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{"review_metadata": {"original_url": "https://code.visualstudio.com/updates/v1_120/v1_46", "proposed_url": "NONE", "reason": "High-Value Protection: 404", "timestamp": "2026-05-18T18:54:55.000553"}}'); INSERT INTO "resources" VALUES('https://code.visualstudio.com/updates/v1_46','Flexible layout 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','20bc67890f72a2ec85a95c3b852c2e894cd61d69ed160ee6171864b94c7fd564',100.0,1.77903023045846796e+09,0,'2026-05-17T17:03:50.458468+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{}'); @@ -2747,28 +2747,28 @@ INSERT INTO "resources" VALUES('https://codeburst.io/getting-started-with-kubern INSERT INTO "resources" VALUES('https://codeburst.io/google-kubernetes-engine-logging-by-example-df6946dcba6b','codeburst.io: Google Kubernetes Engine Logging by Example','','2020',0,'Demonstrates structured logging patterns using Google Cloud Logging (formerly Stackdriver) inside GKE. Guides developers on outputting logs in structured JSON formats to facilitate unified search queries, metrics extraction, and alert generation. While older, the foundational concepts of structured observability remain highly applicable.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "Google Kubernetes Engine (GKE)", "Observability"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://codeburst.io/kubernetes-ckad-weekly-challenges-overview-and-tips-7282b36a2681','Kubernetes CKAD Example Exam Questions Practical Challenge Series','','2020',0,'A high-yield challenge series tailored for the Certified Kubernetes Application Developer (CKAD) exam. Focuses on masterclass proficiency in fast imperative CLI commands, multi-container configurations, config-injection, and network troubleshooting techniques.','YAML','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Education", "Certification", "CKAD"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://codeburst.io/spinnaker-by-example-part-1-c4de9180d689','codeburst.io: Spinnaker by Example: Part 1','','2019',0,'Curator Insight targets the first installment of a practical multi-part series exploring foundational Spinnaker patterns. Live Grounding points to this series as a highly detailed breakdown of pipelines, stages, and execution models. It is highly recommended for understanding Spinnaker''s state machine execution logic.','N/A','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Continuous Delivery", "Spinnaker Setup", "Orchestration Concepts"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://codeburst.io/spinnaker-by-example-part-2-6f92a1fdaedf','codeburst.io: Spinnaker by Example: Part 2','','2019',0,'Curator Insight covers the second installment of ''Spinnaker by Example'', shifting focus toward manual judgements and validation triggers. Live Grounding confirms that incorporating human gates into automated delivery pathways is crucial for enterprise governance. The examples remain valuable for compliance-focused teams.','N/A','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Continuous Delivery", "Spinnaker Setup", "Orchestration Concepts"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://codeburst.io/spinnaker-by-example-part-3-c6ed9ac5f8ce','codeburst.io: Spinnaker by Example: Part 3','','2019',0,'Curator Insight details the third installment of the series, showing advanced stage configurations and automated rollback procedures. Live Grounding validates that automated rollback on application health degradation is Spinnaker''s premier capability. This design pattern minimizes production downtime during problematic deployments.','N/A','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Continuous Delivery", "Spinnaker Setup", "Orchestration Concepts"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://codeburst.io/spinnaker-by-example-part-2-6f92a1fdaedf','codeburst.io: Spinnaker by Example: Part 2','','2019',0,'Curator Insight covers the second installment of ''Spinnaker by Example'', shifting focus toward manual judgements and validation triggers. Live Grounding confirms that incorporating human gates into automated delivery pathways is crucial for enterprise governance. The examples remain valuable for compliance-focused teams.','N/A','Documentation','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Continuous Delivery", "Spinnaker Setup", "Orchestration Concepts"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{"duplicate_of": "https://codeburst.io/spinnaker-by-example-part-1-c4de9180d689"}'); +INSERT INTO "resources" VALUES('https://codeburst.io/spinnaker-by-example-part-3-c6ed9ac5f8ce','codeburst.io: Spinnaker by Example: Part 3','','2019',0,'Curator Insight details the third installment of the series, showing advanced stage configurations and automated rollback procedures. Live Grounding validates that automated rollback on application health degradation is Spinnaker''s premier capability. 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Highlights essential visual metrics such as Work-in-Progress (WIP) limits, cycle times, and bottleneck identification. Explains how to map agile delivery cycles onto dynamic cards to improve flow, increase transparency, and accelerate software shipping iterations.','en','Guide','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Engineering Leadership", "Project Management", "Agile Methodologies"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["project-management-methodology.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cri-o.io','cri-o.io','','2017',0,'The official home of CRI-O, an optimized Container Runtime Interface (CRI) designed specifically and exclusively for Kubernetes. CRI-O avoids overhead by supporting only OCI-compliant runtimes, removing unnecessary client CLI abstractions to deliver minimum-footprint workload execution.','None','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2017-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containerization", "Runtimes", "Kubernetes Integration"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md", "container-managers.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cribl.io/blog/using-prometheus-for-agentless-monitoring','cribl.io: Using Prometheus for Agentless Monitoring','','2021',0,'Explores agentless infrastructure monitoring architectures with Prometheus. Contrasts deploying individual node_exporter daemons with querying API-based metric proxy endpoints, using SNMP exporters, or utilizing blackbox endpoints to analyze legacy infrastructure targets.','N/A','Technical Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Observability", "Prometheus", "Agentless Monitoring"]','["[LEGACY]"]','[]','["prometheus.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cronicaglobal.elespanol.com/vida/20240604/roberto-ardon-incepto-ia-pueden-pedir-imposibles/860164103_0.html','cronicaglobal.elespanol.com: Roberto Ardon (Incepto): "A la IA no se le pueden pedir imposibles"','','2024',3,'An interview with Roberto Ardon, co-founder of Incepto Medical, framing the realistic capabilities and limitations of clinical AI deployment in European hospitals. Ardon discusses how AI should be engineered as a targeted productivity tool (e.g., reducing routine screening fatigue) rather than a replacement for human clinicians. It offers deep insights into market deployment, medical device certification, and data security hurdles.','Spanish','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Management", "Healthcare Tech", "AI Diagnostics"]','["[COMMUNITY-TOOL]"]','[]','["customer.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://crontab.guru','crontab.guru 🌟','','2024',5,'The premier interactive visual tool for parsing, writing, and validating cron job schedules. It parses obscure crontab strings into human-readable timelines, which is crucial for managing automated cloud jobs or Kubernetes CronJobs.','JavaScript','Tool','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Linux Administration", "Job Scheduling"]','["[DE FACTO STANDARD]"]','[]','["cheatsheets.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://crossplane.io','crossplane.io','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','30311266c2e7eba4eaf746dbf25e5577f1f6e00305381acbaca7b8d1f8dbffcc',100.0,1.77903222360048794e+09,0,'2026-05-17T17:37:03.600488+02:00',NULL,NULL,NULL,'[]','[]','["docs/crossplane.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://crossplane.io','crossplane.io','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','30311266c2e7eba4eaf746dbf25e5577f1f6e00305381acbaca7b8d1f8dbffcc',100.0,1.77903222360048794e+09,0,'2026-05-17T17:37:03.600488+02:00',NULL,NULL,NULL,'[]','[]','["docs/crossplane.md"]','[]','{}','{"duplicate_of": "https://www.crossplane.io"}'); INSERT INTO "resources" VALUES('https://crunchtools.com/comparison-linux-container-images','crunchtools.com: A Comparison of Linux Container Images','','2026',0,'This analytical article compares various Linux base container images (Alpine, Debian, Ubuntu, Red Hat UBI) across size, package ecosystems, security profiles, and glibc/musl compatibility. It helps system architects weigh the trade-offs of using minimal images like Alpine (extremely light but uses musl libc) against enterprise standards like UBI (fully supported but heavier). It is a vital read for standardizing secure base OS layers.','Markdown','Article','Medium',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Containerization", "Base Images"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://crunchtools.com/moving-linux-services-to-containers','crunchtools.com: A Hacker’s Guide to Moving Linux Services into Containers. Epic 15 page blog post showing people how to move Wordpress (php), Mediawiki (php), and Request Tracker (perl) into containers','','2026',0,'A detailed 15-page architectural guide highlighting standard procedures for migrating legacy, bare-metal Linux services (such as WordPress, MediaWiki, and Request Tracker) into modern containers. It covers dissecting stateful components, isolating persistent data directories, managing configurations, and implementing reverse proxies. This resource is highly valuable for infrastructure engineers executing legacy-to-cloud modernization strategies.','Markdown','Article','Medium',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Migration", "Containerization"]','["[LEGACY]"]','[]','["docker.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://crunchtools.com/should-i-use-docker-compose-or-podman-compose-with-podman','crunchtools.com: Should I Use Docker Compose Or Podman Compose With Podman?','','2021',0,'This architectural comparison contrasts the usage of Podman Compose with Docker Compose running on Podman''s virtualized API socket. The synthesis recommends leveraging the Docker-compatible socket configuration in enterprise environments for high-fidelity compatibility with complex multi-container definitions.','Shell','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Infrastructure", "Container Tooling", "Compose Comparison"]','["[COMMUNITY-TOOL]"]','[]','["container-managers.md"]','{}','{}'); @@ -2944,8 +2944,8 @@ INSERT INTO "resources" VALUES('https://css-tricks.com/using-the-reflog-to-resto INSERT INTO "resources" VALUES('https://cssnectar.com','cssnectar.com','','2016',0,'Curation registry for exceptional web designs and styling practices. Evaluated by industry specialists, providing reference patterns for visual design, complex layouts, and innovative UI paradigms.','HTML','Platform','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Productivity", "UI/UX Design", "Inspiration"]','["[COMMUNITY-TOOL]"]','[]','["javascript.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cult.honeypot.io/reads/best-frontend-javascript-frameworks-learn-2021','cult.honeypot.io: Best Frontend JavaScript Frameworks To Learn 2021','','N/A',0,'A curated technical resource and architectural guide covering cult.honeypot.io: Best Frontend JavaScript Frameworks To Learn 2021 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903095163149809e+09,0,'2026-05-17T17:15:51.631498+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/javascript.md"]','["javascript.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://curity.io/resources/client-security','curity.io: Client Security','','2022',0,'Focuses on security patterns when structuring application clients that interface with identity ecosystems. Covers patterns like Token Handlers and Backend-for-Frontend (BFF) to safely abstract tokens away from client browsers or apps. Reduces target exposures to common cross-site scripting risks.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Application Security", "Client Security"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://curity.io/resources/learn/oauth-overview','curity.io: OAuth 2.0 Overview','','2022',0,'An industrial-grade review of the OAuth 2.0 protocol specifications, flows, and grant types. Provides system architects with core design criteria to safely establish authorization states between microservice deployments. 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Essential background knowledge for implementing cloud-native federated identities.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "IAM", "Protocols"]','["[COMMUNITY-TOOL]"]','[]','["oauth.md", "kubernetes-security.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://curity.io/resources/learn/oauth-overview','curity.io: OAuth 2.0 Overview','','2022',0,'An industrial-grade review of the OAuth 2.0 protocol specifications, flows, and grant types. Provides system architects with core design criteria to safely establish authorization states between microservice deployments. 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Offers a valuable guide for planning traditional database state transitions into hybrid Kubernetes clusters.','PowerShell','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Databases", "SQL Server", "Backup Administration"]','["[COMMUNITY-TOOL]"]','[]','["databases.md", "kubernetes-backup-migrations.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dataengineeringcentral.substack.com/p/why-is-everyone-trying-to-kill-airflow?sd=pf','dataengineeringcentral.substack.com: Why is everyone trying to kill Airflow?'' 🌟','','N/A',0,'A curated technical resource and architectural guide covering dataengineeringcentral.substack.com: Why is everyone trying to kill Airflow?'' 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903224861640906e+09,0,'2026-05-17T17:37:28.616409+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://datafix.com.au/BASHing','datafix.com.au: BASHing data - Data ops on the Linux command line 🌟','','2022',0,'Curated advanced, production-grade techniques for executing heavy ETL, data cleaning, and CSV parsing operations utilizing pure terminal commands. 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+INSERT INTO "resources" VALUES('https://datascientest.com/en/azure-devops-vs-github-actions-which-is-the-best-ci-cd-tool','Azure DevOps vs GitHub Actions: Which is the best CI/CD tool?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8898b001b276356acce78fd70da23c18794c137681e208b6ca9d2056934f4445',100.0,1.77903145779621505e+09,0,'2026-05-17T17:24:17.796215+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{"duplicate_of": "https://liora.io/en/azure-devops-vs-github-actions-which-is-the-best-ci-cd-tool"}'); INSERT INTO "resources" VALUES('https://datastation.multiprocess.io/blog/2022-03-03-improving-go-json-encoding-performance-for-large-arrays-of-objects.html','datastation.multiprocess.io: Speeding up Go''s builtin JSON encoder up to'' 55% for large arrays of objects','','N/A',0,'An insightful profiling case study on optimizing JSON serialization speeds in Go for large object payloads, highlighting GC allocation metrics and custom parsing alternatives.','en','Case Study','Advanced',1,'online','manual','62048d0d8ee70315a09b7530b5693ce69e354e46e116a348fd1ed8b2a2c26efa',100.0,1.77902906076712203e+09,1,'2026-05-17T16:44:20.767122+02:00',NULL,NULL,NULL,'["Cloud Native Languages", "Go", "Performance Tuning"]','["[CASE STUDY]", "[ENTERPRISE-STABLE]"]','["docs/golang.md"]','["golang.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://datree.io/blog/git-commit-message-conventions-for-readable-git-log','How to Get More Out of Your Git Commit Message','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','1fb19f74bda643388d08f5b4dd46eab5b7cb5616b679576ce18de7530f52e0b1',100.0,1.77903401276664805e+09,0,'2026-05-17T18:06:52.766648+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://datree.io/blog/git-commit-message-conventions-for-readable-git-log','How to Get More Out of Your Git Commit Message','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1fb19f74bda643388d08f5b4dd46eab5b7cb5616b679576ce18de7530f52e0b1',100.0,1.77903401276664805e+09,0,'2026-05-17T18:06:52.766648+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://www.datree.io/resources/git-commit-message"}'); INSERT INTO "resources" VALUES('https://datree.io/blog/useful-git-commands-list','10 useful Git commands you wish existed – and their alternatives','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','6016e4eecbe1350639055aee133cff5ff509790ff0233e35c47fd00c7c38a9ca',100.0,1.77903139738766789e+09,0,'2026-05-17T17:23:17.387668+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{}'); 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+INSERT INTO "resources" VALUES('https://datree.io/resources/argocd-best-practices-you-should-know','datree.io: ArgoCD Best Practices','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c63ae131429a92f8f9b779333811592360a2d23d22cefa4e72962f71884e077e',100.0,1.77903365584728789e+09,0,'2026-05-17T18:00:55.847288+02:00',NULL,NULL,NULL,'[]','[]','["docs/argo.md"]','[]','{}','{"duplicate_of": "https://www.datree.io/resources/argocd-best-practices-you-should-know"}'); +INSERT INTO "resources" VALUES('https://datree.io/resources/eks-1-22-upgrade-tutorial','datree.io: EKS 1.22 Upgrade Tutorial','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','3f8136951d1a1e6eafc35b588a4118b8a4e65d6d525502f539850ee5e35b211d',100.0,1.77903403472302293e+09,0,'2026-05-17T18:07:14.723023+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-releases.md"]','[]','{}','{"duplicate_of": "https://www.datree.io/resources/eks-1-22-upgrade-tutorial"}'); +INSERT INTO "resources" VALUES('https://datree.io/resources/kubernetes-readiness-and-liveness-probes-best-practices','datree.io: 6 Best Practices for Effective Readiness and Liveness Probes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e033761c60b8f2f0ba027dbdf531f2ee9cf70ac448517ef79194c72226b51a60',100.0,1.779032371758502e+09,0,'2026-05-17T17:39:31.758502+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://www.datree.io/resources/kubernetes-readiness-and-liveness-probes-best-practices"}'); INSERT INTO "resources" VALUES('https://dave.cheney.net/high-performance-json.html','Building a high performance JSON parser','','2020',0,'A seminal technical deep-dive into the design of high-performance JSON parsers within the Go runtime ecosystem. 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By decorating Java code directly, developers can emit Deployment, Service, and Ingress templates without leaving their IDEs. While highly convenient for Java-centric shops, it can obscure platform-level complexities that DevOps teams may need to manage externally.','Java','Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Experience", "Inner Loop", "Manifest Generation"]','["[ENTERPRISE-STABLE]"]','[]','["java_frameworks.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://dekorate.io','Dekorate','','2025',4,'An annotation-based code generation tool that automatically creates Kubernetes manifests (YAML, JSON) during compile time. By decorating Java code directly, developers can emit Deployment, Service, and Ingress templates without leaving their IDEs. 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Focuses on minimizing layers, excluding development dependencies, running as non-root users, and managing secrets securely.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers & Orchestration", "Image Engineering", "Hardening"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["docker.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/abhinavd26/all-about-k3s-lightweight-kubernetes-3ell','dev.to: All about k3s - Lightweight Kubernetes 🌟','','2020',1,'A basic primer reviewing K3s'' lightweight design principles, highlighting how removing non-essential drivers allows it to run smoothly on minimal RAM configurations.','None','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Edge & IoT", "Introduction", "Quick Starts"]','["[COMMUNITY-TOOL]"]','[]','["rancher.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/actitime/whats-wrong-with-measuring-developer-performance-10-best-metrics-5620','dev.to: What’s Wrong With Measuring Developer Performance (+ 10 Best Metrics)','','2022',4,'Critiques traditional individual developer performance metrics (such as lines of code, pull request count, or hours worked) as highly gamable and toxic to collaboration. 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Live Grounding identifies this as a foundational tutorial detailing deployment mechanics, services, and ports.','English','Article','Beginner',1,'online','manual','45ef4028a66be8d1a701c24c44c99bb8640cc2a5e33cf8019bc08014ee6e3bfa',100.0,1.77903143994330501e+09,1,'2026-05-17T17:23:59.943305+02:00',NULL,NULL,NULL,'["Cloud Native", "Containers", "Dockerizing Go"]','["[COMMUNITY-TOOL]"]','["docs/golang.md"]','["golang.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/aleksk1ng/go-kafka-and-grpc-clean-architecture-cqrs-microservices-with-jaeger-tracing-45bj','dev.to: Go, Kafka and gRPC clean architecture CQRS microservices with Jaeger tracing','','2021',0,'Implements high-throughput event sourcing and CQRS patterns in Go using gRPC, Apache Kafka, and PostgreSQL. Demonstrates how clean architecture and domain-driven design structure scalable systems, while integrating Jaeger for end-to-end distributed transaction tracing.','Go','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Event-Driven Architectures", "Go & CQRS", "gRPC Microservices"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/amanhimself/how-to-configure-vscode-bracket-pair-colors-natively-3nl','dev.to: How to configure VSCode Bracket Pair Colors Natively','','2021',0,'Provides deep details on configuring native bracket pair colorization in VS Code settings. Highlights the migration from resource-heavy third-party extensions to the built-in, highly optimized AST-based rendering engine to lower CPU utilization.','JSON','Tutorial','Beginner',0,'online','manual','1c9f12f772ceeff004b5e5fdc0c4ca72cb3d59abef463c093f11b05477bf25fd',100.0,1779030589.11599,1,'2026-05-17T17:09:49.115990+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Extension Development & Integrations"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/amplication/extending-gitops-effortless-continuous-integration-and-deployment-on-kubernetes-1oem','dev.to: Extending GitOps: Effortless continuous integration and deployment on Kubernetes','','2023',3,'Explores architectural models for bridging continuous integration (CI) platforms with GitOps-driven deployment mechanisms. Emphasizes clean decoupling where CI updates target config states while Kubernetes reconcile loops execute the rollout.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps & CD", "CI/CD Integration"]','["[COMMUNITY-TOOL]"]','[]','["argo.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/ankit01oss/5-github-projects-to-make-you-a-better-devops-engineer-2fkl','dev.to: 5 GitHub Projects to make you a better DevOps Engineer 🌟','','2021',0,'Features five open-source GitHub resources for training, covers interactive shell practices, Kubernetes cluster orchestration models, production-level networking checklists, and system design structures.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps Methodology", "Community Resources", "Hands-on Learning"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://dev.to/appland/video-visualize-the-architecture-of-your-java-app-in-vs-code-in-2-minutes-568j','dev.to: Video: Visualize the architecture of your Java app, in VS Code,'' in 2 ΒΉ/β‚‚ minutes','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','d1ad685891679905b0fdd1b94502225d97ab2a117764266aaa045729d40d16af',100.0,1.77903006929616904e+09,0,'2026-05-17T17:01:09.296169+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://dev.to/appland/video-visualize-the-architecture-of-your-java-app-in-vs-code-in-2-minutes-568j','dev.to: Video: Visualize the architecture of your Java app, in VS Code,'' in 2 ΒΉ/β‚‚ minutes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d1ad685891679905b0fdd1b94502225d97ab2a117764266aaa045729d40d16af',100.0,1.77903006929616904e+09,0,'2026-05-17T17:01:09.296169+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{"duplicate_of": "https://dev.to/appmap/video-visualize-the-architecture-of-your-java-app-in-vs-code-in-2-minutes-568j"}'); INSERT INTO "resources" VALUES('https://dev.to/appmap/video-visualize-the-architecture-of-your-java-app-in-vs-code-in-2-minutes-568j','dev.to: Video: Visualize the architecture of your Java app, in VS Code, in 2 ΒΉ/β‚‚ minutes','','2022',0,'An introduction to AppMap for VS Code, illustrating how to automatically record and render execution paths, database queries, and architectural layouts of Java applications in real time.','Java','Video','Beginner',1,'online','manual','5d75699b6e05e806c15e427a611979a335a5648d9e046d8a46105a75733f72b3',100.0,1.77913049498314094e+09,0,'2026-05-18T20:54:54.983141+02:00',NULL,NULL,NULL,'["Development Tools", "VS Code", "Architecture Visualization"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/arpanadhikari/reusable-aws-iam-role-for-service-accounts-irsa-for-k8s-terraform-module-2og2','dev.to/arpanadhikari: Reusable AWS iam role for service-accounts (IRSA for k8s ) terraform module','','2023',0,'A reusable Terraform module designed to configure IAM Roles for Service Accounts (IRSA) on AWS Kubernetes nodes. It establishes precise OIDC identity providers to achieve pod-level permission isolation.','HCL','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "EKS & Container Orchestration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/arunkc/get-started-with-apache-airflow-1218','dev.to: Get started with Apache Airflow','','2021',3,'An introductory guide covering the fundamental architecture of Apache Airflow. It helps developers write their first Python-based Directed Acyclic Graphs (DAGs) using basic Operators, sensors, and scheduling definitions.','Python','Blog Post','Basic',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Workflows", "Apache Airflow", "Introduction"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}'); @@ -3079,7 +3079,7 @@ INSERT INTO "resources" VALUES('https://dev.to/aurelievache/understanding-kubern INSERT INTO "resources" VALUES('https://dev.to/aws-builders/adding-an-ebs-volume-to-a-running-aws-ec2-instance-311l','dev.to: Adding an EBS volume to a running AWS EC2 Instance','','2021',0,'A practical step-by-step guide on dynamically attaching and mounting an Elastic Block Store (EBS) volume to an active Linux EC2 instance. Covers the CLI/Console orchestration, filesystem creation, and mounting adjustments (via fstab) required to safely expand storage capacity without inducing instance downtime.','Bash','Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Compute", "AWS EC2", "Storage Provisioning"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-storage.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/aws-builders/amazon-vpc-lattice-build-applications-not-networks-59j8','dev.to/aws-builders: Amazon VPC Lattice β€” Build Applications, Not Networks','','2023',0,'A deep dive into Amazon VPC Lattice, detailing how it decouples service communication networks from low-level VPC configuration constraints. It highlights the use of Lattice to manage traffic policies, authentication, and cross-cluster service-to-service communication with minimal operational overhead.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Service Mesh", "AWS Integration"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/aws-builders/aws-app-runner-how-to-deploy-containerized-applications-using-app-runner-1f7c','dev.to: AWS App Runner : How to deploy containerized applications using App Runner','','2021',0,'Curator Insight details the operational steps for configuring and running Dockerized workloads on AWS App Runner. Live Grounding verifies this as a classic, high-value guide for transitioning traditional VMs to serverless containers without having to manage raw ECS or EKS orchestration.','N/A','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Development", "Container Orchestration", "App Runner"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-miscellaneous.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://dev.to/aws-builders/aws-waf-web-application-firewall-deep-dive-15bd','dev.to: AWS WAF (Web Application Firewall): Deep Dive','','2023',0,'A comprehensive technical exploration of AWS WAF deployment strategies. It covers rule evaluation order, IP sets, custom response headers, logging architectures to Kinesis Data Firehose, and best practices for configuring rate limiting and Geo-Match restrictions.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Identity", "Network Security", "Web Application Protection"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://dev.to/aws-builders/aws-waf-web-application-firewall-deep-dive-15bd','dev.to: AWS WAF (Web Application Firewall): Deep Dive','','2023',0,'A comprehensive technical exploration of AWS WAF deployment strategies. It covers rule evaluation order, IP sets, custom response headers, logging architectures to Kinesis Data Firehose, and best practices for configuring rate limiting and Geo-Match restrictions.','None','Article','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Identity", "Network Security", "Web Application Protection"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{"duplicate_of": "https://aws.amazon.com/waf"}'); INSERT INTO "resources" VALUES('https://dev.to/aws-builders/best-practices-for-securing-kubernetes-deployments-1jg6','dev.to/aws-builders: Best Practices for Securing Kubernetes Deployments 🌟','','2022',0,'Presents an action-oriented best practice matrix covering cluster configuration and pod safety profiles. Details etcd encryption setups, secure secrets distribution patterns, and implementing standard Pod Security Admission policies. Highly recommended for establishing cluster baselines.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Cluster Hardening", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/aws-builders/best-practices-when-designing-aws-architecture-4c8d','dev.to: Best Practices When Designing AWS Architecture 🌟🌟','','2026',0,'A deep dive into the operational best practices of the AWS Well-Architected Framework. Key topics include decoupling architectural dependencies, horizontal scaling mechanisms, and programmatic resource orchestration.','N/A','Blog Post','Intermediate',0,'online','manual','0b3ed91b300dc97b96241ed4a089fb7260d0734b0b386735043aab5923dec739',100.0,1.77903086489703893e+09,1,'2026-05-17T17:14:24.897039+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Architecture & Guides"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/aws-builders/continuous-integration-and-deployment-on-aws-and-a-wishlist-for-cicd-tools-on-aws-5a13','dev.to: Continuous Integration and Deployment on AWS - and a wishlist for CI/CD Tools on AWS','','2021',0,'A Dev.to article discussing CI/CD architectures within AWS environments, containing a developer wishlist for next-generation pipeline features. It compares CodePipeline, GitHub Actions, and custom runners, detailing trade-offs in execution speeds, artifact management, and IAM-gated controls. Perfect for team leads structuring secure platform automation.','N/A','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "CI/CD Pipelines"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md"]','{}','{}'); @@ -3107,7 +3107,7 @@ INSERT INTO "resources" VALUES('https://dev.to/aws-builders/keycloak-with-nginx- INSERT INTO "resources" VALUES('https://dev.to/aws-builders/manage-webhooks-at-scale-with-aws-serverless-fof','dev.to: Manage webhooks at scale with AWS Serverless','','2022',0,'Details a resilient cloud architecture designed to consume, validate, and process high-volume webhook traffic. Employs Amazon API Gateway to ingest requests, Amazon SQS to decouple workloads, and AWS Lambda to asynchronously process events, minimizing drop rates during traffic spikes.','TypeScript','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Serverless Architecture", "Messaging & Integration", "Webhooks"]','["[COMMUNITY-TOOL]"]','[]','["aws-serverless.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/aws-builders/many-free-and-useful-aws-official-dev-and-user-guides-54ci','dev.to: Many free and useful AWS official Dev and User guides!','','2026',0,'A curated index compiling official AWS developer guides. It categorizes reference specifications across compute, messaging, and database domains to streamline engineering onboarding.','N/A','Blog Post','Beginner',0,'online','manual','798d57ba809df995fe02eccfacaabfdff5554132188197fb9345ba05a794a0d1',100.0,1.77903343582108211e+09,1,'2026-05-17T17:57:15.821082+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Learning & News"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/aws-builders/my-service-mesh-journey-with-terraform-on-aws-cloud-part-1-3hee','dev.to/aws-builders: My Service Mesh journey with Terraform on AWS Cloud - Part 1','','2023',0,'Part 1 of a structured technical series exploring AWS App Mesh infrastructure configured via Terraform. Establishes core service mesh primitives, including virtual routers, nodes, and transport-layer TLS certificates.','HCL','Tutorial','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "EKS & Container Orchestration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["terraform.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://dev.to/aws-builders/my-service-mesh-journey-with-terraform-on-aws-cloud-part-2-58fd','dev.to/aws-builders: My Service Mesh journey with Terraform on AWS Cloud - Part 2','','2023',0,'Part 2 of the AWS App Mesh and Terraform series. Focuses on integrating Envoy proxy sidecars into ECS/EKS microservices, implementing virtual gateway route mappings, and establishing telemetry exports.','HCL','Tutorial','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "EKS & Container Orchestration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["terraform.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://dev.to/aws-builders/my-service-mesh-journey-with-terraform-on-aws-cloud-part-2-58fd','dev.to/aws-builders: My Service Mesh journey with Terraform on AWS Cloud - Part 2','','2023',0,'Part 2 of the AWS App Mesh and Terraform series. Focuses on integrating Envoy proxy sidecars into ECS/EKS microservices, implementing virtual gateway route mappings, and establishing telemetry exports.','HCL','Tutorial','Advanced',1,'duplicate','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "EKS & Container Orchestration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["terraform.md"]','{}','{"duplicate_of": "https://dev.to/aws-builders/my-service-mesh-journey-with-terraform-on-aws-cloud-part-1-3hee"}'); INSERT INTO "resources" VALUES('https://dev.to/aws-builders/navigating-aws-eks-with-terraform-understanding-vpc-essentials-for-eks-cluster-management-51e3','dev.to/aws-builders: Navigating AWS EKS with Terraform: Understanding VPC Essentials for EKS Cluster Management','','2023',0,'This architectural guide details the creation of secure, high-availability VPC networks tailored for AWS Elastic Kubernetes Service (EKS). 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Details the boundaries between application code, infrastructure as code (IaC), and platform orchestrators to create repeatable golden paths for development teams.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Internal Developer Platform", "Cloud Architecture"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/aws-builders/provisioning-aws-infrastructure-using-terraform-and-jenkins-cicd-pgj','dev.to: Provisioning AWS Infrastructure using Terraform and Jenkins CI/CD','','2023',0,'Demonstrates how to build automated deployment pipelines for AWS configurations inside Jenkins. 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Discusses configuring sidecars using Nginx VTS or official stub status metrics to trace payload rates and latency distribution.','YAML','Technical Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Monitoring Integrations", "Ingress & Proxy"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://dev.to/edlegaultle/introduction-to-helm-50jl','dev.to: Introduction to Helm 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','5dc83ff27c34dd1693000dbeefd6bb1f0fb65ec2465ee04a34bf9c9018fa8255',100.0,1.77903082732688307e+09,0,'2026-05-17T17:13:47.326883+02:00',NULL,NULL,NULL,'[]','[]','["docs/helm.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://dev.to/edlegaultle/introduction-to-helm-50jl','dev.to: Introduction to Helm 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5dc83ff27c34dd1693000dbeefd6bb1f0fb65ec2465ee04a34bf9c9018fa8255',100.0,1.77903082732688307e+09,0,'2026-05-17T17:13:47.326883+02:00',NULL,NULL,NULL,'[]','[]','["docs/helm.md"]','[]','{}','{"duplicate_of": "https://dev.to/leading-edje/introduction-to-helm-50jl"}'); INSERT INTO "resources" VALUES('https://dev.to/eldadak/open-a-command-prompt-in-a-kubernetes-cluster-206g','dev.to: Open a command prompt in a Kubernetes cluster','','2021',4,'Walks through initiating command sessions in target Kubernetes containers for diagnostics. 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INSERT INTO "resources" VALUES('https://dev.to/tiangolo/https-for-developers-1774','dev.to: HTTPS for Developers 🌟','','2020',0,'Written by the creator of FastAPI, this comprehensive guide explains HTTPS implementation details for application developers, covering Let''s Encrypt certificates, reverse proxies, and local development setups. 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Describes how prefix delegation settings on the VPC CNI plug-in reduce IP wastage on EC2 network cards, avoiding standard subnet depletion issues.','Markdown','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Networking", "Scale Optimization"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); @@ -3469,7 +3469,7 @@ INSERT INTO "resources" VALUES('https://devblogs.microsoft.com/dotnet/extend-you INSERT INTO "resources" VALUES('https://devblogs.microsoft.com/dotnet/introducing-compatible-frameworks-on-nuget-org','devblogs.microsoft.com: Introducing Compatible Packages on NuGet.org','','2023',0,'Details framework compatibility structures implemented by NuGet.org, facilitating cross-platform library discovery. 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Focuses on replacing traditional static governance gates with programmatic tooling, infrastructure APIs, and automated policy delivery.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "DevSecOps", "Organizational Culture"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devblogs.microsoft.com/java/deploy-spring-boot-applications-by-leveraging-enterprise-best-practices','devblogs.microsoft.com: Deploy Spring Boot applications by leveraging enterprise best practices – Azure Spring Cloud Reference Architecture','','2021',0,'A comprehensive reference architecture for deploying enterprise Spring Boot workloads on Azure Spring Cloud (rebranded as Azure Spring Apps). Incorporates security benchmarks including hub-and-spoke virtual network isolation, private endpoints, and centralized configuration profiles. Curated best practices align Java microservice design patterns with enterprise cloud governance.','English','Reference Architecture','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture & Microservices", "Spring Cloud", "Design Patterns"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://devblogs.microsoft.com/nuget/introducing-compatible-frameworks-on-nuget-org','devblogs.microsoft.com: Introducing Compatible Packages on NuGet.org','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','1c3b848cc78c7d698563667cd8d07008b0131249d15fb3ad98deadf3419712c9',100.0,1.77903321812590694e+09,0,'2026-05-17T17:53:38.125907+02:00',NULL,NULL,NULL,'[]','[]','["docs/dotnet.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://devblogs.microsoft.com/nuget/introducing-compatible-frameworks-on-nuget-org','devblogs.microsoft.com: Introducing Compatible Packages on NuGet.org','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1c3b848cc78c7d698563667cd8d07008b0131249d15fb3ad98deadf3419712c9',100.0,1.77903321812590694e+09,0,'2026-05-17T17:53:38.125907+02:00',NULL,NULL,NULL,'[]','[]','["docs/dotnet.md"]','[]','{}','{"duplicate_of": "https://devblogs.microsoft.com/dotnet/introducing-compatible-frameworks-on-nuget-org"}'); INSERT INTO "resources" VALUES('https://devblogs.microsoft.com/powershell-community','PowerShell Community','','2026',4,'A collaborative hub hosting blogs, community calls, and development updates regarding the open-source PowerShell runtime. It highlights community contributions, RFC developments, and scripting best-practices. 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The platform provides fundamental patterns for building client-side integrations with microservices and remote API architectures under strict security criteria.','English','Documentation Portal','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Development", "Mobile", "iOS Ecosystem"]','["[DE FACTO STANDARD]"]','[]','["developerportals.md"]','{}','{}'); @@ -3547,7 +3547,7 @@ INSERT INTO "resources" VALUES('https://developer.hashicorp.com/vault/tutorials/ INSERT INTO "resources" VALUES('https://developer.hashicorp.com/vault/tutorials/operations/codify-mgmt-enterprise','learn.hashicorp.com: Codify Management of Vault Enterprise Using Terraform','','2024',4,'HashiCorp''s official deployment guide detailing how to automate the complex management of Vault Enterprise configurations (e.g., namespaces, security policies, auth backends) programmatically via Terraform.','HCL','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Security", "Secrets Management"]','["[ENTERPRISE-STABLE]"]','[]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developer.hashicorp.com/waypoint','waypointproject.io','','2024',0,'HashiCorp Waypoint provides developers with a structured application delivery model across multiple underlying orchestrators. Utilizing a single declarative configuration file, it unifies the build, deployment, and release pipeline stages.','Go','Product Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Deployment & Delivery", "Application Delivery", "Waypoint"]','["[COMMUNITY-TOOL]"]','[]','["jenkins-alternatives.md", "gitops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developer.ibm.com/apiconnect','IBM API Connect','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','f16bb806f2e06f47cd4db89ca013916a2550979ec77d065a6711cc9af657c2fd',100.0,1.77903057505465388e+09,0,'2026-05-17T17:09:35.054654+02:00',NULL,NULL,NULL,'[]','[]','["docs/developerportals.md", "docs/ibm_cloud.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://developer.ibm.com/articles/secure-microservices-by-monitoring-behavior','developer.ibm.com: Secure microservices by monitoring behavior','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','3ad8273a470b61347050bd4ef76261404ba1e507987d4f190058375a466a8613',100.0,1.77903229427519392e+09,0,'2026-05-17T17:38:14.275194+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://developer.ibm.com/articles/secure-microservices-by-monitoring-behavior','developer.ibm.com: Secure microservices by monitoring behavior','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','3ad8273a470b61347050bd4ef76261404ba1e507987d4f190058375a466a8613',100.0,1.77903229427519392e+09,0,'2026-05-17T17:38:14.275194+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{"duplicate_of": "https://developer.ibm.com/technologies/containers"}'); INSERT INTO "resources" VALUES('https://developer.ibm.com/blogs/gitops-best-practices-for-the-real-world','developer.ibm.com: GitOps: Best practices for the real world','','2021',0,'IBM-curated best practices compiling concrete strategies for secure secrets integration, dynamic configuration templating (using Kustomize), rollbacks, and managing complex hybrid cloud-native infrastructure pipelines.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps", "Implementation", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developer.ibm.com/javasdk','IBM JDK','','N/A',0,'A curated technical resource and architectural guide covering IBM JDK in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903146845898389e+09,0,'2026-05-17T17:24:28.458984+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developer.ibm.com/technologies/containers','developer.ibm.com: Secure microservices by monitoring behavior','','2020',0,'This article details methods for protecting distributed workloads by auditing execution-level behavior rather than relying entirely on static perimeter defenses. It covers tracing unexpected system calls, identifying runtime drift, and applying automated isolation rules. This approach is highly effective in securing container environments from zero-day exploits.','None','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Microservices Security", "Behavior Monitoring"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); @@ -3556,15 +3556,15 @@ INSERT INTO "resources" VALUES('https://developer.ibm.com/wasdev','WebSphere Lib INSERT INTO "resources" VALUES('https://developer.ibm.com/wasdev/downloads','Download WAS Liberty','','N/A',0,'A curated technical resource and architectural guide covering Download WAS Liberty in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903098127808499e+09,0,'2026-05-17T17:16:21.278085+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ibm_cloud.md"]','["ibm_cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developer.ibm.com/wasdev/downloads/liberty-profile-using-non-eclipse-environments',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903072093276596e+09,0,'2026-05-17T17:12:00.932766+02:00',NULL,NULL,NULL,'[]','[]','["docs/ibm_cloud.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://developer.ibm.com/wasdev/websphere-liberty','About WebSphere Liberty','','N/A',0,'A curated technical resource and architectural guide covering About WebSphere Liberty in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903452889879894e+09,0,'2026-05-17T18:15:28.898799+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ibm_cloud.md", "docs/java_app_servers.md", "docs/java_frameworks.md"]','["ibm_cloud.md", "java_app_servers.md", "java_frameworks.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://developer.ing.com','ING Developer Portal','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','f8d659f2459e6a3a6316ff324e2eb986b1fa02156ad05b5a4b785bc494f21e3c',100.0,1.77903046261409807e+09,0,'2026-05-17T17:07:42.614098+02:00',NULL,NULL,NULL,'[]','[]','["docs/developerportals.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://developer.ing.com','ING Developer Portal','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f8d659f2459e6a3a6316ff324e2eb986b1fa02156ad05b5a4b785bc494f21e3c',100.0,1.77903046261409807e+09,0,'2026-05-17T17:07:42.614098+02:00',NULL,NULL,NULL,'[]','[]','["docs/developerportals.md"]','[]','{}','{"duplicate_of": "https://developer.ing.com/openbanking"}'); INSERT INTO "resources" VALUES('https://developer.ing.com/api-marketplace/marketplace','ING API Marketplace','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','d591b8fd7543487475cca8026999135b26f3b0ee73dd28c72819be35c22fd0b8',100.0,1.77903207718652892e+09,0,'2026-05-17T17:34:37.186529+02:00',NULL,NULL,NULL,'[]','[]','["docs/developerportals.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://developer.ing.com/openbanking','ING Developer Portal','- [ING API Marketplace](https://developer.ing.com/openbanking/api-marketplace/marketplace)','2026',4,'ING''s open-banking marketplace and developer portal. The catalog details APIs for cash management, transaction services, accounts balance, and PSD2 compliance, backed by strong authentication and sandbox simulation tools.','English','Enterprise Product','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Domain APIs", "Fintech", "Banking Gateways"]','["[ENTERPRISE-STABLE]"]','[]','["developerportals.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developer.ing.com/openbanking/api-marketplace/marketplace',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','1dbba63d9c4f86640b2a283890419437a85b7192209ad4b0e08e529bd3d505c0',100.0,1.77913049496114897e+09,0,'2026-05-18T20:54:54.961149+02:00',NULL,NULL,NULL,'[]','[]','["docs/developerportals.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://developer.mobileconnect.io','developer.mobileconnect.io','','N/A',0,'A curated technical resource and architectural guide covering developer.mobileconnect.io in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903450966781806e+09,0,'2026-05-17T18:15:09.667818+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/developerportals.md"]','["developerportals.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://developer.mongodb.com/quickstart/cheat-sheet','developer.mongodb.com: MongoDB Cheat Sheet','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','da2782e23f8c104a3faa2f037001d4b8e6d522bb96382b92923b9f51c9597870',100.0,1.77903455826840591e+09,0,'2026-05-17T18:15:58.268406+02:00',NULL,NULL,NULL,'[]','[]','["docs/cheatsheets.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://developer.mozilla.org/en-US/docs/Tools/Tools_Toolbox','Firefox DevTools','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','4717162243bf6194fdf69a29ac1eff36f7379f8a2a70c3af33ddd108915427eb',100.0,1.7790304076612811e+09,0,'2026-05-17T17:06:47.661281+02:00',NULL,NULL,NULL,'[]','[]','["docs/ChromeDevTools.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://developer.mongodb.com/quickstart/cheat-sheet','developer.mongodb.com: MongoDB Cheat Sheet','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','da2782e23f8c104a3faa2f037001d4b8e6d522bb96382b92923b9f51c9597870',100.0,1.77903455826840591e+09,0,'2026-05-17T18:15:58.268406+02:00',NULL,NULL,NULL,'[]','[]','["docs/cheatsheets.md"]','[]','{}','{"duplicate_of": "https://www.mongodb.com/docs"}'); +INSERT INTO "resources" VALUES('https://developer.mozilla.org/en-US/docs/Tools/Tools_Toolbox','Firefox DevTools','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4717162243bf6194fdf69a29ac1eff36f7379f8a2a70c3af33ddd108915427eb',100.0,1.7790304076612811e+09,0,'2026-05-17T17:06:47.661281+02:00',NULL,NULL,NULL,'[]','[]','["docs/ChromeDevTools.md"]','[]','{}','{"duplicate_of": "https://firefox-source-docs.mozilla.org/devtools-user/tools_toolbox/index.html"}'); INSERT INTO "resources" VALUES('https://developer.okta.com/blog/2020/03/23/microservice-security-patterns','Security Patterns for Microservice Architectures','','2020',0,'Provides a robust collection of enterprise security patterns tailored for microservices, detailing patterns like mTLS, API Gateway authentication delegation, and token propagation. Reviews mechanisms to safely pass user context through multiple nested backend requests. Highly recommended for software and security architects.','N/A','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Architecture Patterns", "Microservice Security"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://developer.okta.com/blog/2020/05/04/spring-vault','developer.okta.com: Secure Secrets With Spring Cloud Config and Vault 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','d1ce7ea0f8e4e84b5211fa80b31f5370a3ed10ecf48491fe3b7a54dd859a3caf',100.0,1.77903404951373291e+09,0,'2026-05-17T18:07:29.513733+02:00',NULL,NULL,NULL,'[]','[]','["docs/java_frameworks.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://developer.okta.com/blog/2020/05/04/spring-vault','developer.okta.com: Secure Secrets With Spring Cloud Config and Vault 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d1ce7ea0f8e4e84b5211fa80b31f5370a3ed10ecf48491fe3b7a54dd859a3caf',100.0,1.77903404951373291e+09,0,'2026-05-17T18:07:29.513733+02:00',NULL,NULL,NULL,'[]','[]','["docs/java_frameworks.md"]','[]','{}','{"duplicate_of": "https://developer.okta.com/blog/2022/10/20/spring-vault"}'); INSERT INTO "resources" VALUES('https://developer.okta.com/blog/2020/12/07/spring-cloud-config','developer.okta.com: Spring Cloud Config for Shared Microservice Configuration','','2020',3,'A practical tutorial discussing how to manage common properties shared across multi-service deployments using Spring Cloud Config. It breaks down architectural setups for dev, staging, and production profiles. Excellent resource for development teams addressing configuration drift across heterogeneous microservice networks.','Java','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Java Cloud Native", "Spring Cloud", "Configuration Management"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["java_frameworks.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developer.okta.com/blog/2021/02/05/okta-ansible','developer.okta.com: Tutorial: Ansible and Account Automation with Okta','','2021',0,'Illustrates how to bridge identity providers with system-level configuration, specifically integrating Okta APIs with Ansible modules. Details dynamic workflows for onboarding user accounts, security grouping, and programmatic credential management directly within continuous integration topologies.','Python/YAML','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Identity Access Management"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["ansible.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developer.okta.com/blog/2021/04/23/elasticsearch-go-developers-guide','developer.okta.com: Elasticsearch in Go: A Developer''s Guide','','N/A',0,'A developer''s guide demonstrating how to connect, index, and query Elasticsearch instances natively using the official Go client driver. Illustrates clean integration patterns for backend microservices.','en','Guide','Intermediate',1,'online','manual','80cbe5068cbac93c7abcbaa3adb230b88d6ac2c565098266f8a8e8f67b9820db',100.0,1.77903122670114302e+09,1,'2026-05-17T17:20:26.701143+02:00',NULL,NULL,NULL,'["Cloud Native Languages", "Go", "Storage Integration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/golang.md"]','["golang.md"]','{}','{}'); @@ -3606,7 +3606,7 @@ INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2021/07/0 INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2021/07/01/resteasy-reactive-and-more-quarkus-20','developers.redhat.com: RESTEasy Reactive and more in Quarkus 2.0','','2021',4,'Explores the design of RESTEasy Reactive, a completely overhauled, non-blocking HTTP layer introduced in Quarkus 2.0. By running directly on the Vert.x event loop without context switching, it yields a dramatic leap in performance and concurrent connection management. This architectural evolution cemented Quarkus as a leader in high-performance reactive API frameworks.','Java','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Java Cloud Native", "Quarkus", "Reactive Architecture"]','["[ENTERPRISE-STABLE]"]','[]','["java_frameworks.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2021/07/07/getting-started-red-hat-openshift-streams-apache-kafka','developers.redhat.com: Getting started with Red Hat OpenShift Streams for'' Apache Kafka','','N/A',0,'A curated technical resource and architectural guide covering developers.redhat.com: Getting started with Red Hat OpenShift Streams for'' Apache Kafka in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790325434419949e+09,0,'2026-05-17T17:42:23.441995+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2021/07/07/managing-api-life-cycle-event-driven-architecture-practical-approach','developers.redhat.com: Managing the API life cycle in an event-driven architecture: A practical approach 🌟','','2021',0,'Analyzes the lifecycle of asynchronous APIs in scale architectures. Proposes using AsyncAPI specifications alongside Schema Registries to maintain strict schema enforcement, contract versioning, and unified developer portal configurations.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Event-Driven Systems", "Apache Kafka", "Schema Governance"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2021/07/08/troubleshooting-application-performance-red-hat-openshift-metrics-part-1','developers.redhat.com: Troubleshooting application performance with Red Hat OpenShift metrics, Part 1: Requirements','','2021',3,'Part 1 of an observability series discussing the performance requirements of gathering application telemetry in OpenShift. Outlines the infrastructure metrics, agent resource targets, and storage patterns required for steady operations.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Kubernetes", "Observability Frameworks", "Telemetry Metrics"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2021/07/08/troubleshooting-application-performance-red-hat-openshift-metrics-part-1','developers.redhat.com: Troubleshooting application performance with Red Hat OpenShift metrics, Part 1: Requirements','','2021',3,'Part 1 of an observability series discussing the performance requirements of gathering application telemetry in OpenShift. Outlines the infrastructure metrics, agent resource targets, and storage patterns required for steady operations.','English','Article','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Kubernetes", "Observability Frameworks", "Telemetry Metrics"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{"duplicate_of": "https://developers.redhat.com/articles/2021/07/29/troubleshooting-application-performance-red-hat-openshift-metrics-part-4"}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2021/07/16/how-secure-apache-kafka-schemas-red-hat-integration-service-registry-20','developers.redhat.com: How to secure Apache Kafka schemas with Red Hat Integration Service Registry 2.0','','2021',0,'A step-by-step security implementation guide demonstrating how to protect schema registries using the Red Hat Integration Service Registry. Details how to configure fine-grained Access Control Lists (ACLs) and enforce authorization rules.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Event-Driven Systems", "Apache Kafka", "Schema Governance"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2021/07/20/deploy-nodejs-applications-red-hat-openshift-helm','developers.redhat.com: Deploy Node.js applications to Red Hat OpenShift with Helm','','2021',0,'Hands-on guide focusing on containerizing and deploying Node.js microservices to OpenShift 4 using Helm charts. Covers localized template customization and resource quota alignments for developer-driven environments.','English','Article','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Enterprise Platforms", "Red Hat OpenShift", "Microservices"]','["[COMMUNITY-TOOL]"]','[]','["helm.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2021/07/21/bootstrap-gitops-red-hat-openshift-pipelines-and-kam-cli','developers.redhat.com: Bootstrap GitOps with Red Hat OpenShift Pipelines and kam CLI','','2021',0,'Illustrates how to bootstrap secure GitOps setups on OpenShift using the GitOps Application Manager (kam) CLI. Standardizes repository structures to align application delivery pipelines with GitOps models.','Shell','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Delivery", "GitOps", "kam CLI"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); @@ -3669,7 +3669,7 @@ INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2023/01/0 INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2023/01/24/how-generate-code-using-fabric8-kubernetes-client','developers.redhat.com: How to generate code using Fabric8 Kubernetes Client','','2023',0,'Step-by-step tutorial explaining how to programmatically generate Java models, types, and custom Domain-Specific Languages (DSL) from cluster-registered CRDs using the Fabric8 Java Client. This technique minimizes manual boilerplate and guarantees strict type safety.','Java','Tutorial','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Development", "Code Generation", "Fabric8 CRD"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-client-libraries.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2023/02/14/remote-container-development-vs-code-and-podman','==developers.redhat.com: Remote container development with VS Code and Podman=='' 🌟','','2023',0,'Analyzes the configuration of VS Code Remote Containers utilizing Podman instead of Docker. Discusses handling rootless execution models, matching host/container UIDs, and configuring SELinux policies in secure enterprise architectures.','Shell','Article','Advanced',0,'online','manual','N/A',100.0,1.77903080906842398e+09,0,'2026-05-17T17:13:29.068424+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Remote Development & Collaborative Coding"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2023/03/16/how-deploy-openshift-azure-gui-part-1','developers.redhat.com: How to easily deploy OpenShift on Azure using a GUI, Part 1','- [developers.redhat.com: How to easily deploy OpenShift on Azure via GitOps, Part 2](https://developers.redhat.com/articles/2023/03/17/deploy-openshift-azure-gitops-part-2)','2023',0,'Guides users through simple graphical deployment options for Azure Red Hat OpenShift (ARO) inside the Microsoft Azure Portal.','English','Technical Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Public Cloud", "ARO Console"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2023/03/17/deploy-openshift-azure-gitops-part-2','developers.redhat.com: How to easily deploy OpenShift on Azure via GitOps,'' Part 2','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.7790314945537281e+09,0,'2026-05-17T17:24:54.553728+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2023/03/17/deploy-openshift-azure-gitops-part-2','developers.redhat.com: How to easily deploy OpenShift on Azure via GitOps,'' Part 2','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1.7790314945537281e+09,0,'2026-05-17T17:24:54.553728+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{"duplicate_of": "https://developers.redhat.com/articles/2023/03/16/how-deploy-openshift-azure-gui-part-1"}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2024/06/06/enhance-kubernetes-deployment-efficiency-argo-cd-and-applicationset','developers.redhat.com: Enhance Kubernetes deployment efficiency with Argo CD and ApplicationSet','','2024',4,'Deep technical review of optimization practices when deploying large-scale software footprints using ApplicationSets. Outlines how to maximize rendering efficiency, prevent performance bottlenecks, and design clean matrix-based generators.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps & CD", "ArgoCD", "ApplicationSets"]','["[ENTERPRISE-STABLE]"]','[]','["argo.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2025/06/25/how-kruize-optimizes-openshift-workloads','How Kruize Optimizes OpenShift Workloads','','2025',4,'Technical review explaining how the Kruize Autotune project leverages prometheus metrics to autonomously profile and adjust microservices allocations on enterprise OpenShift clusters.','Java','Software','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Performance Engineering", "Kubernetes Optimization", "Autonomous Tuning"]','["[ENTERPRISE-STABLE]"]','[]','["openshift.md", "kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/quarkus-quick-start-guide-kubernetes-native-java-stack','developers.redhat.com: Quarkus: A quick-start guide to the Kubernetes-native Java stack','','2019',4,'Quick-start tutorial covering development environment setup, live reloading capabilities, and native compilation commands with Quarkus. Explains the differences between build-time optimizations (pioneered by Quarkus) and execution-time reflections (traditionally used by Spring). Excellent resource for developers seeking an immediate taste of Quarkus''s superior developer feedback loops.','Java','Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Java Cloud Native", "Quarkus", "Fundamentals"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["java_frameworks.md"]','{}','{}'); @@ -3731,7 +3731,7 @@ INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/05/18/de INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/05/19/extending-kafka-connectivity-with-apache-camel-kafka-connectors','developers.redhat.com: Extending Kafka connectivity with Apache Camel Kafka connectors','','2020',0,'This guide outlines how to use the Apache Camel Kafka Connector framework to connect standard enterprise integration endpoints directly to Kafka topics, eliminating the need to write custom connector code.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Enterprise Integration", "Kafka Connect"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/05/20/getting-started-with-the-fabric8-kubernetes-java-client','developers.redhat.com: Getting started with the fabric8 Kubernetes Java client','','2020',0,'A practical guide to implementing JVM program orchestration on Kubernetes clusters using the Fluent API of the Fabric8 Kubernetes Java Client. The framework supports seamless resource state management, custom resources (CRDs), and secure API server interactions.','Java','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["App Development", "Java", "Kubernetes Clients"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["kubernetes-client-libraries.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/05/26/build-a-go-application-using-openshift-pipelines','Build a Go application using OpenShift Pipelines','- [openshift-pipelines-workshop](https://redhat-developer-demos.github.io/openshift-pipelines-workshop) Workshop to demonstrate OpenShift Pipelines (featuring Tekton)','2020',0,'Guides developers through compiling and deploying Go applications on OpenShift Pipelines using Tekton. Outlines how to write Tasks, configure Workspaces, and trigger image builds securely within non-privileged containers.','Yaml / Go','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Delivery", "CI/CD Pipelines", "Tekton Pipelines"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/05/28/how-the-fabric8-maven-plug-in-deploys-java-applications-to-openshift','developers.redhat.com: How the fabric8 Maven plug-in deploys Java applications'' to OpenShift','','N/A',0,'A curated technical resource and architectural guide covering developers.redhat.com: How the fabric8 Maven plug-in deploys Java applications'' to OpenShift in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902950238629698e+09,0,'2026-05-17T16:51:42.386297+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-client-libraries.md"]','["kubernetes-client-libraries.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/05/28/how-the-fabric8-maven-plug-in-deploys-java-applications-to-openshift','developers.redhat.com: How the fabric8 Maven plug-in deploys Java applications'' to OpenShift','','N/A',0,'A curated technical resource and architectural guide covering developers.redhat.com: How the fabric8 Maven plug-in deploys Java applications'' to OpenShift in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77902950238629698e+09,0,'2026-05-17T16:51:42.386297+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-client-libraries.md"]','["kubernetes-client-libraries.md"]','{}','{"duplicate_of": "https://developers.redhat.com/blog/2020/06/02/how-the-fabric8-maven-plug-in-deploys-java-applications-to-openshift"}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/05/28/quarkus-a-kubernetes-native-java-runtime-now-fully-supported-by-red-hat','Quarkus, a Kubernetes-native Java runtime, now fully supported by Red Hat','','2020',4,'Historically marked the transition of Quarkus from a highly anticipated community project to a commercial Red Hat product offering. By offering production support SLA terms, it paved the way for massive enterprise migration schedules within regulated industries. Crucial reading for understanding how the runtime ecosystem achieved its current mainstream success.','Java','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Java Cloud Native", "Quarkus", "Industry Impact"]','["[ENTERPRISE-STABLE]"]','[]','["java_frameworks.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/06/02/how-the-fabric8-maven-plug-in-deploys-java-applications-to-openshift','developers.redhat.com: How the fabric8 Maven plug-in deploys Java applications to OpenShift','','2020',3,'Evaluates integration methods to deploy containerized Java packages onto enterprise Kubernetes (OpenShift). Showcases the configuration mechanisms, although the platform has historically evolved toward modern JKube pipelines.','English','Blog Post','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "OpenShift & RedHat", "JVM Deployment Patterns"]','["[COMMUNITY-TOOL]"]','[]','["maven-gradle.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/06/04/an-easier-way-to-create-custom-jenkins-containers','developers.redhat.com: An easier way to create custom Jenkins containers in OpenShift 4 🌟','','2020',0,'Technical deep-dive for enterprise platform engineers building custom, secure Jenkins master images for OpenShift 4. Outlines Red Hat universal base images (UBI) optimization and policy-compliant plugin packaging.','Dockerfile','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD & DevOps", "Enterprise Jenkins", "OpenShift Integration"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); @@ -3739,7 +3739,7 @@ INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/06/04/th INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/06/12/event-streaming-and-data-federation-a-citizen-integrators-story','Event streaming and data federation: A citizen integrator’s story','','2020',0,'A narrative-style case study exploring how visual integration tools and event-streaming pipelines enable citizen integrators to aggregate disparate database models. It maps real-world patterns for democratization of data engineering and integration tasks across departments.','N/A','Case Study','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Integration", "Data Federation", "Citizen Integration"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/06/12/how-to-install-codeready-workspaces-in-a-restricted-openshift-4-environment','developers.redhat.com: How to install CodeReady Workspaces in a restricted OpenShift 4 environment','','2020',0,'This architectural guide details installing Red Hat CodeReady Workspaces (now OpenShift Dev Spaces) within highly restricted, air-gapped environments. Utilizing an internal container registry and offline operator configurations, it provides an in-browser development IDE based on Eclipse Che. The configuration ensures that code never leaves the secure boundaries of the company''s internal network.','English','Technical Guide','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Experience", "Cloud IDEs", "Dev Spaces"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["ocp4.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/06/16/enterprise-kubernetes-development-with-odo-the-cli-tool-for-developers','developers.redhat.com: Enterprise Kubernetes development with odo: The CLI tool for developers','','2020',0,'Enterprise developer introduction to the Red Hat odo CLI. Demonstrates how to write code, execute deployment commands, and inspect active microservices without needing deep knowledge of the underlying cluster APIs.','Shell','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Experience", "Inner Loop Development", "OpenShift Odo CLI"]','["[COMMUNITY-TOOL]"]','[]','["openshift-pipelines.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/06/17/red-hat-jboss-enterprise-application-platform-expansion-pack-1-0-released','developers.redhat.com: Red Hat JBoss Enterprise Application Platform expansion pack 1.0 (JBoss EAP XP) released','','2020',3,'The release announcement for Red Hat JBoss EAP Expansion Pack (XP) 1.0, enabling support for MicroProfile specifications on top of enterprise application servers. Live Grounding indicates JBoss EAP XP has become a core element for Red Hat customers modernization strategies, providing a bridge between traditional and cloud-native application patterns.','English','Blog / Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Java", "Runtimes", "JBoss EAP", "MicroProfile"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/06/17/red-hat-jboss-enterprise-application-platform-expansion-pack-1-0-released','developers.redhat.com: Red Hat JBoss Enterprise Application Platform expansion pack 1.0 (JBoss EAP XP) released','','2020',3,'The release announcement for Red Hat JBoss EAP Expansion Pack (XP) 1.0, enabling support for MicroProfile specifications on top of enterprise application servers. Live Grounding indicates JBoss EAP XP has become a core element for Red Hat customers modernization strategies, providing a bridge between traditional and cloud-native application patterns.','English','Blog / Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Java", "Runtimes", "JBoss EAP", "MicroProfile"]','["[COMMUNITY-TOOL]"]','[]','["demos.md", "java_app_servers.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/06/17/support-for-graphql-with-open-liberty-20-0-0-6','developers.redhat.com: Support for GraphQL with Open Liberty 20.0.0.6','','2020',0,'Open Liberty 20.0.0.6 introduces first-class support for Eclipse MicroProfile GraphQL, enabling enterprise Java developers to build type-safe, efficient, and schema-first microservice APIs. By mitigating over-fetching and under-fetching, this integration optimizes network overhead in cloud-native deployments while aligning with OpenShift ecosystem norms.','Java','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Integration", "Microservices", "GraphQL & Open Liberty"]','["[COMMUNITY-TOOL]"]','[]','["ibm_cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/06/19/develop-and-test-a-quarkus-client-on-red-hat-codeready-containers-with-red-hat-data-grid-8-0','Develop and test a Quarkus client on Red Hat CodeReady Containers with Red Hat Data Grid 8.0','','2020',0,'Guides developers through testing a lightweight Quarkus application against Red Hat Data Grid (Infinispan) on Red Hat CodeReady Containers (now OpenShift Local). Emphasizes rapid developer iteration loops, memory minimization, and high-performance transactional caching.','Java','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Development", "Serverless Java", "Quarkus Integration"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/06/22/a-development-roadmap-for-open-data-hub','A development roadmap for Open Data Hub','','2020',0,'This roadmap article discusses the technical evolution of the Open Data Hub platform. It reviews integration strategies for OpenShift Serverless (Knative) for dynamic scaling, advanced Triton and Seldon Core model serving architectures, and metadata tracking systems, transforming monolithic pipelines into resilient microservices.','N/A','Technical Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Platform", "Machine Learning", "Open Data Hub", "Roadmap"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}'); @@ -3755,18 +3755,18 @@ INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/08/07/a- INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/08/14/introduction-to-strimzi-apache-kafka-on-kubernetes-kubecon-europe-2020','developers.redhat.com: Introduction to Strimzi: Apache Kafka on Kubernetes (KubeCon Europe 2020) 🌟','','2020',3,'A foundational KubeCon session overview exploring Strimzi''s architectural foundations. The piece highlights Custom Resource Definitions (CRDs) for brokers, topics, and users, highlighting how the Operator pattern abstracts the inherent friction of stateful cluster administration on Kubernetes.','N/A','Blog Post','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Cloud Native Integration", "Strimzi", "Introduction"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/08/14/openshift-for-kubernetes-developers-getting-started','developers.redhat.com: OpenShift for Kubernetes developers: Getting started 🌟','','2020',4,'A transitional developer guide comparing native Kubernetes design abstractions with OpenShift-specific resource types. Explains how components like Routes, BuildConfigs, and DeploymentConfigs interact to streamline application deployment.','English','Article','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Kubernetes", "Developer Experience", "Platform Onboarding"]','["[ENTERPRISE-STABLE]"]','[]','["ocp4.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/08/21/hello-world-tutorial-with-kubernetes-operators','developers.redhat.com: β€˜Hello, World’ tutorial with Kubernetes Operators','','2020',0,'Outlines basic concepts of the Operator SDK to develop a "Hello World" Kubernetes custom controller. Focuses on reconciliation loop structures, Custom Resource Definition (CRD) setups, and deployment strategies.','Go','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Custom Controller Patterns", "Kubernetes Operators"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/08/24/java-development-on-top-of-kubernetes-using-eclipse-jkube','developers.redhat.com: Java development on top of Kubernetes using Eclipse JKube','','2020',3,'This article demonstrates outer-loop developer workflows utilizing Eclipse JKube to deploy Java applications straight to running Kubernetes clusters. Live Grounding illustrates how JKube''s design empowers local development cycles by bypassing manual YAML writing, instead building and pushing directly via standard IDE integrations and build loops.','English','Blog / Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Java", "Build Tools", "Eclipse JKube", "Developer Workflow"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-client-libraries.md", "demos.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/08/24/java-development-on-top-of-kubernetes-using-eclipse-jkube','developers.redhat.com: Java development on top of Kubernetes using Eclipse JKube','','2020',3,'This article demonstrates outer-loop developer workflows utilizing Eclipse JKube to deploy Java applications straight to running Kubernetes clusters. Live Grounding illustrates how JKube''s design empowers local development cycles by bypassing manual YAML writing, instead building and pushing directly via standard IDE integrations and build loops.','English','Blog / Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Java", "Build Tools", "Eclipse JKube", "Developer Workflow"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-client-libraries.md", "demos.md", "maven-gradle.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/08/25/get-started-with-jdk-flight-recorder-in-openjdk-8u','developers.redhat.com: Get started with JDK Flight Recorder in OpenJDK 8u 🌟','','2020',0,'Explores backporting JDK Flight Recorder to OpenJDK 8u, enabling low-overhead hardware and software event monitoring in production environments. Demonstrates negligible performance drag (<1%) compared to legacy profilers.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["JVM Architecture", "Performance Profiling", "Diagnostics"]','["[LEGACY]"]','[]','["java-and-java-performance-optimization.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/08/26/connecting-external-clients-to-red-hat-amq-broker-on-red-hat-openshift','developers.redhat.com: Connecting external clients to Red Hat AMQ Broker on Red Hat OpenShift','','2020',3,'Provides step-by-step methods to expose internal ActiveMQ brokers deployed inside OpenShift cluster structures to external clients. It explains how to deploy route maps, configure node ports, and terminate TLS certificates to secure outside access.','YAML','Blog Post','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Cloud Native Integration", "ActiveMQ Artemis", "Networking"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/09/03/introduction-to-tekton-and-argo-cd-for-multicluster-development','developers.redhat.com: Introduction to Tekton and Argo CD for multicluster development','','2020',0,'Explains the synergy between Tekton tasks and Argo CD to drive multi-cluster continuous delivery. Defines the boundaries where Tekton controls cloud-native container builds while Argo CD manages drift resolution across remote target clusters.','YAML','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "GitOps & CI-CD", "Multi-Cluster GitOps"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/09/03/the-present-and-future-of-ci-cd-with-gitops-on-red-hat-openshift','developers.redhat.com: The present and future of CI/CD with GitOps on Red Hat OpenShift 🌟','','2023',0,'Focuses on Red Hat OpenShift''s alignment with GitOps and Pipelines frameworks (Argo CD and Tekton). Highlights architectural benefits of multi-cluster visual state synchronizations and declarative deployment pipelines.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Deployment & Delivery", "GitOps", "Red Hat OpenShift"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/09/04/migrate-your-java-apps-to-containers-with-migration-toolkit-for-applications-5-0','Migrate your Java apps to containers with Migration Toolkit for Applications 5.0','','2020',0,'A detailed technical announcement of Migration Toolkit for Applications 5.0. This release emphasizes accelerated JEE migration pipelines, Quarkus targets, and dynamic containerization analysis for enterprise Java portfolios.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["App Migration", "Application Modernization", "Java Migration"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/09/09/cloud-native-java-applications-made-easy-eclipse-jkube-1-0-0-now-available','developers.redhat.com: Cloud-native Java applications made easy: Eclipse JKube 1.0.0 now available','','2020',3,'The official Red Hat release announcement for Eclipse JKube 1.0.0, highlighting its framework-detection features for Quarkus, Spring Boot, and WildFly. Live Grounding shows that this release established configuration-free Kubernetes containerization for Java, moving the ecosystem toward hands-off cluster-native builds. It proved the viability of auto-detecting Java web framework archetypes.','English','Blog / Article','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Java", "Build Tools", "Eclipse JKube", "Release Announcement"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-client-libraries.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/09/09/cloud-native-java-applications-made-easy-eclipse-jkube-1-0-0-now-available','developers.redhat.com: Cloud-native Java applications made easy: Eclipse JKube 1.0.0 now available','','2020',3,'The official Red Hat release announcement for Eclipse JKube 1.0.0, highlighting its framework-detection features for Quarkus, Spring Boot, and WildFly. Live Grounding shows that this release established configuration-free Kubernetes containerization for Java, moving the ecosystem toward hands-off cluster-native builds. It proved the viability of auto-detecting Java web framework archetypes.','English','Blog / Article','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Java", "Build Tools", "Eclipse JKube", "Release Announcement"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-client-libraries.md", "maven-gradle.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/09/09/install-red-hat-openshift-operators-on-your-laptop-using-red-hat-codeready-containers-and-red-hat-marketplace','Install Red Hat OpenShift Operators on your laptop using Red Hat CodeReady Containers and Red Hat Marketplace','','2020',0,'This tutorial covers deploying OpenShift Operators inside CodeReady Containers (OpenShift Local). Note: Red Hat Marketplace integration steps are now legacy due to the marketplace''s sunset. However, the core technique of utilizing local Operator Lifecycle Manager (OLM) configurations to install enterprise-grade catalog operators on a local developer laptop remains highly relevant.','English','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platforms", "Local Development", "Operators"]','["[LEGACY]"]','[]','["ocp4.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/09/10/from-code-to-production-with-openshift-pipelines-and-argo-cd','developers.redhat.com: From code to production with OpenShift Pipelines and Argo CD','','2020',0,'Analyzes the deployment pipeline workflow integrating OpenShift Pipelines (based on Tekton) with Argo CD for declarative GitOps continuous delivery. The architecture promotes safe transitions from code repositories to production clusters via containerized build stages and automated resource reconciliation.','YAML','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "GitOps & CI-CD", "Argo CD & OpenShift Pipelines"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/09/11/5-tips-for-developing-kubernetes-operators-with-the-new-operator-sdk','developers.redhat.com: 5 tips for developing Kubernetes Operators with the new Operator SDK','','2020',0,'This technical guide provides 5 key design strategies for engineering robust Kubernetes Operators utilizing the modernized Operator SDK. It covers optimal Go reconciler coding patterns, caching clients, minimizing API rate-limiting via efficient event filtration, and optimizing tests with the EnvTest framework to ensure consistent execution.','English','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Experience", "SDKs", "Operator SDK"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/09/11/quarkus-and-jakarta-ee-together-or-not','developers.redhat.com: Quarkus and Jakarta EE: Together, or not?','','2020',4,'Analyzes the alignment between Quarkus and Jakarta EE specifications (formerly Java EE). It details how Quarkus implements specific lightweight aspects of Jakarta standards (like JAX-RS, CDI, and JPA) while maintaining a strict build-time initialization model. For standardizing teams, it clarifies how to construct portable code while harvesting modern runtime efficiencies.','Java','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Java Cloud Native", "Quarkus", "Standards"]','["[ENTERPRISE-STABLE]"]','[]','["java_frameworks.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/09/21/migrating-from-fabric8-maven-plugin-to-eclipse-jkube-1-0-0','developers.redhat.com: Migrating from Fabric8 Maven Plugin to Eclipse JKube 1.0.0','','2020',3,'This Red Hat technical guide provides step-by-step instructions for transitioning legacy configurations from the Fabric8 Maven Plugin to Eclipse JKube 1.0.0. Live Grounding highlights its historical and architectural value in easing technical debt during legacy container-modernization efforts. It ensures continuous delivery pipelines are adapted correctly with zero manifest generation disruption.','English','Blog / Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Java", "Build Tools", "Eclipse JKube", "Migration"]','["[LEGACY]"]','[]','["kubernetes-client-libraries.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/09/21/migrating-from-fabric8-maven-plugin-to-eclipse-jkube-1-0-0','developers.redhat.com: Migrating from Fabric8 Maven Plugin to Eclipse JKube 1.0.0','','2020',3,'This Red Hat technical guide provides step-by-step instructions for transitioning legacy configurations from the Fabric8 Maven Plugin to Eclipse JKube 1.0.0. Live Grounding highlights its historical and architectural value in easing technical debt during legacy container-modernization efforts. It ensures continuous delivery pipelines are adapted correctly with zero manifest generation disruption.','English','Blog / Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Java", "Build Tools", "Eclipse JKube", "Migration"]','["[LEGACY]"]','[]','["kubernetes-client-libraries.md", "maven-gradle.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/09/24/set-up-continuous-integration-for-net-core-with-openshift-pipelines','Set up continuous integration for .NET Core with OpenShift Pipelines','','2020',0,'A dedicated implementation guide for configuring CI pipelines for .NET Core projects using OpenShift Pipelines. Explores automated build testing, Nuget dependency resolution, and secure image registration.','Yaml / C#','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Delivery", "CI/CD Pipelines", "Tekton Pipelines"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/09/25/rootless-containers-with-podman-the-basics','developers.redhat.com: Rootless containers with Podman: The basics','','2020',0,'This technical manual explores the implementation of rootless container technology within Podman, focusing on User Namespaces (userns) and mappings in `/etc/subuid` and `/etc/subgid`. It explains how running containers without root privileges mitigates container-breakout vulnerability risks. This architecture provides high security profiles across multi-tenant development workloads without sacrificing essential execution namespaces.','Shell','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Infrastructure", "Container Engines", "Rootless Operations"]','["[COMMUNITY-TOOL]"]','[]','["container-managers.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/09/28/build-a-data-streaming-pipeline-using-kafka-streams-and-quarkus','Build a data streaming pipeline using Kafka Streams and Quarkus','','2020',0,'A hands-on implementation guide for building stream-processing applications using Quarkus and the Kafka Streams API. By leveraging GraalVM native compilation, developers can achieve fast startup times and tiny footprints for event-driven microservices.','Java','Guide','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Engineering", "Stream Processing", "Quarkus"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["message-queue.md"]','{}','{}'); @@ -3774,7 +3774,7 @@ INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/10/01/bu INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/10/01/command-line-cluster-management-with-red-hat-openshifts-new-web-terminal-tech-preview','developers.redhat.com: Command-line cluster management with Red Hat OpenShift’s new web terminal (tech preview)','','2020',3,'Examines the tech preview implementation of OpenShift''s web terminal. Explains how the terminal containerizes user command sessions directly in-browser, offering pre-configured access to CLI utilities (oc, kubectl, helm) without local security configuration issues.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Kubernetes", "Cluster Management", "Developer Tooling"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/10/06/kubernetes-integration-and-more-in-odo-2-0','developers.redhat.com: Kubernetes integration and more in odo 2.0','','2020',0,'Highlights structural improvements introduced in odo 2.0, notably standardizing configurations on Devfiles, which allows cross-platform, repeatable developer workspace environment definitions.','Go','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Experience", "Inner Loop Development", "OpenShift Odo CLI"]','["[COMMUNITY-TOOL]"]','[]','["openshift-pipelines.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/10/09/static-analysis-with-kubeaudit-for-red-hat-openshift','developers.redhat.com: Static analysis with KubeAudit for Red Hat OpenShift','','2020',4,'Walks through deploying KubeAudit to analyze deployment files for Red Hat OpenShift. Demonstrates scanning manifests for security misconfigurations, path privileges, and resource constraints before cluster deployment.','English','Technical Article','Intermediate',0,'online','manual','N/A',100.0,1.77903340024621105e+09,0,'2026-05-17T17:56:40.246211+02:00',NULL,NULL,NULL,'["Kubernetes Platform", "K8s Security & Compliance", "Static Analysis"]','["[ENTERPRISE-STABLE]"]','["docs/testops.md"]','["testops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/10/14/building-modern-ci-cd-workflows-for-serverless-applications-with-red-hat-openshift-pipelines-and-argo-cd-part-2','developers.redhat.com: Building modern CI/CD workflows for serverless applications'' with Red Hat OpenShift Pipelines and Argo CD, Part 2','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903044292402791e+09,0,'2026-05-17T17:07:22.924028+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/10/14/building-modern-ci-cd-workflows-for-serverless-applications-with-red-hat-openshift-pipelines-and-argo-cd-part-2','developers.redhat.com: Building modern CI/CD workflows for serverless applications'' with Red Hat OpenShift Pipelines and Argo CD, Part 2','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1.77903044292402791e+09,0,'2026-05-17T17:07:22.924028+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://developers.redhat.com/blog/2020/10/01/building-modern-ci-cd-workflows-for-serverless-applications-with-red-hat-openshift-pipelines-and-argo-cd-part-1"}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/10/15/checkpointing-java-from-outside-of-java','developers.redhat.com: Checkpointing Java from outside of Java','','2020',0,'An exploration of JVM checkpoint/restore methodologies focusing on Coordinated Restore at Checkpoint (CRaC) and external CRIU mechanisms. This approach enables instantaneous microservice startup by taking cold snapshots of memory, dramatically lowering latency penalties in serverless deployments.','English','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Java Virtual Machine", "Performance Optimization"]','["[COMMUNITY-TOOL]"]','[]','["java-and-java-performance-optimization.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/10/22/persistent-storage-in-action-understanding-red-hat-openshifts-persistent-volume-framework','developers.redhat.com: Persistent storage in action: Understanding Red Hat OpenShift’s persistent volume framework 🌟','','2020',0,'Deep-dives into Red Hat OpenShift''s persistent volume (PV) framework, focusing on the Container Storage Interface (CSI). Explains dynamic storage allocation, access modes, and how to safely secure transaction-heavy datastores.','N/A','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Database & Storage", "Storage Infrastructure", "Persistent Volumes"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-storage.md", "demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/10/29/collect-jdk-flight-recorder-events-at-runtime-with-jmc-agent','developers.redhat.com: Collect JDK Flight Recorder events at runtime with JMC Agent 🌟','','2020',0,'A detailed Red Hat guide walking through real-time runtime JVM tracing using the JMC Agent. It explains how to dynamically inject custom JDK Flight Recorder (JFR) event declarations into third-party libraries and production codebases on-the-fly, bypassing the need for restarts or manual instrumentation.','English','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Java Virtual Machine", "Diagnostics and Troubleshooting"]','["[COMMUNITY-TOOL]"]','[]','["java-and-java-performance-optimization.md"]','{}','{}'); @@ -3807,13 +3807,13 @@ INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2021/04/13/ho INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2021/04/16/deploying-the-mosquitto-mqtt-message-broker-on-red-hat-openshift-part-1','developers.redhat.com: Deploying the Mosquitto MQTT message broker on Red Hat OpenShift, Part 1','- [developers.redhat.com: Deploying the Mosquitto MQTT message broker on Red Hat OpenShift, Part 2](https://developers.redhat.com/blog/2021/04/26/deploying-the-mosquitto-mqtt-message-broker-on-red-hat-openshift-part-2)','2021',3,'A multi-part deployment sequence demonstrating how to launch and secure the Eclipse Mosquitto MQTT broker inside Red Hat OpenShift. This setup is highly applicable for hybrid architectures where edge devices stream data into Kubernetes-hosted processing grids.','YAML','Blog Post','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "IoT & Edge Messaging", "Brokers", "Mosquitto"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2021/04/20/use-skupper-to-connect-multiple-kubernetes-clusters','developers.redhat.com: Use Skupper to connect multiple Kubernetes clusters 🌟','','2021',0,'Guide to Skupper, a virtual application network protocol that connects multiple Kubernetes clusters securely without complex firewall dynamic mappings or VPN setups.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Multi-Cluster", "Service Interconnect"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2021/04/22/using-podman-compose-with-microcks-a-cloud-native-api-mocking-and-testing-tool','developers.redhat.com: Using Podman Compose with Microcks: A cloud-native API mocking and testing tool','','2021',0,'Demonstrates executing Microcks, a cloud-native API mocking and testing tool, with Podman Compose in unprivileged host environments. This integration enables developers to simulate OpenAPI, gRPC, and AsyncAPI services locally without the overhead or security risks of managing a complex virtualized Docker daemon.','YAML','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Microservices", "Mocking & Testing", "Podman Compose Integration"]','["[COMMUNITY-TOOL]"]','[]','["container-managers.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2021/04/26/deploying-the-mosquitto-mqtt-message-broker-on-red-hat-openshift-part-2','developers.redhat.com: Deploying the Mosquitto MQTT message broker on Red'' Hat OpenShift, Part 2','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1779031694.0278,0,'2026-05-17T17:28:14.027800+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2021/04/26/deploying-the-mosquitto-mqtt-message-broker-on-red-hat-openshift-part-2','developers.redhat.com: Deploying the Mosquitto MQTT message broker on Red'' Hat OpenShift, Part 2','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1779031694.0278,0,'2026-05-17T17:28:14.027800+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://developers.redhat.com/blog/2021/04/16/deploying-the-mosquitto-mqtt-message-broker-on-red-hat-openshift-part-1"}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2021/04/28/kubernetes-configuration-patterns-part-1-patterns-for-kubernetes-primitives','developers.redhat.com: Kubernetes configuration patterns, Part 1: Patterns for Kubernetes primitives','','2026',0,'Architectural guide analyzing the configuration primitives of Kubernetes. It explores the separation of configuration from container execution profiles, helping developers design workloads that adapt gracefully to environmental context changes.','None','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Configuration Management", "Declarative Primitives"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2021/04/29/containerize-net-for-red-hat-openshift-use-a-windows-vm-like-a-container','developers.redhat.com: Containerize .NET for Red Hat OpenShift: Use a Windows VM like a container','','2021',4,'Explains how to execute legacy .NET applications alongside Linux containers on OpenShift. Details the usage of the Windows Machine Config Operator (WMCO) to run and manage Windows Server VMs directly inside OpenShift.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Kubernetes", "Workload Modernization", "Windows Container Support"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','[]','["ocp4.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2021/04/29/enhance-application-security-by-rotating-3scale-access-tokens','developers.redhat.com: Enhance application security by rotating 3scale access tokens','','2021',0,'Explains robust administrative paradigms for managing secrets through programmatic, seamless rotation of 3scale access tokens. Mitigates exposure risk and integrates directly into CI/CD secrets management flows.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "API Management", "Security & Protocols"]','["[COMMUNITY-TOOL]"]','[]','["developerportals.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2021/05/04/event-driven-apis-and-schema-governance-for-apache-kafka-get-ready-for-kafka-summit-europe-2021','developers.redhat.com: Event-driven APIs and schema governance for Apache Kafka: Get ready for Kafka Summit Europe 2021','','2021',0,'Addresses the role of schema governance and metadata management in large-scale event-driven systems. Focuses on the integration of Apache Kafka with schema registries to prevent downstream consumer breakages and maintain strict schema evolution paths.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Event-Driven Systems", "Apache Kafka", "Schema Governance"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2021/05/05/building-resilient-event-driven-architectures-with-apache-kafka','developers.redhat.com: Building resilient event-driven architectures with Apache Kafka','','2021',0,'Explores patterns for engineering highly resilient, decoupled event-driven systems with Apache Kafka. Details the implementation of error-handling loops, dead-letter queues (DLQs), retry topics, and transaction configurations to prevent loss of critical state.','English','Blog Post','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Event-Driven Systems", "Apache Kafka", "Resiliency & Patterns"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2021/05/05/kubernetes-configuration-patterns-part-2-patterns-for-kubernetes-controllers','developers.redhat.com: Kubernetes configuration patterns, Part 2: Patterns'' for Kubernetes controllers','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1779030390.6507,0,'2026-05-17T17:06:30.650700+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2021/05/05/kubernetes-configuration-patterns-part-2-patterns-for-kubernetes-controllers','developers.redhat.com: Kubernetes configuration patterns, Part 2: Patterns'' for Kubernetes controllers','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1779030390.6507,0,'2026-05-17T17:06:30.650700+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://developers.redhat.com/blog/2021/04/28/kubernetes-configuration-patterns-part-1-patterns-for-kubernetes-primitives"}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2021/05/11/building-an-api-using-quarkus-from-the-ground-up','developers.redhat.com: Build an API using Quarkus from the ground up 🌟','','2021',4,'Step-by-step tutorial showing how to write, construct, secure, and run a REST API using Panache ORM and RESTEasy within Quarkus. Details how to simplify Hibernate boilerplates through active record pattern styling. It provides an excellent architectural base template for deploying standard microservice endpoints.','Java','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Java Cloud Native", "Quarkus", "API Development"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["java_frameworks.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2021/05/13/why-should-developers-care-about-gitops','developers.redhat.com: Why should developers care about GitOps?','','2021',0,'Focuses on developer velocity under the GitOps paradigm. Explains how native Git commands replace direct kubectl interactions, accelerating shipping speed, reducing cognitive load, and improving MTTR during outages through simple git reverts.','English','Blog Post','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps", "Developer Experience", "Inner Loop"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/authentication-and-authorization-using-the-keycloak-rest-api',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering developers.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1.78173592804024195e+09,0,'2026-06-18T00:38:48.040242+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); @@ -3836,10 +3836,10 @@ INSERT INTO "resources" VALUES('https://developers.redhat.com/cheat-sheets/nodej INSERT INTO "resources" VALUES('https://developers.redhat.com/cheat-sheets/odo-cheat-sheet','developers.redhat.com: odo Cheat Sheet','','N/A',0,'A curated technical resource and architectural guide covering developers.redhat.com: odo Cheat Sheet in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.779031651939646e+09,0,'2026-05-17T17:27:31.939646+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/openshift-pipelines.md"]','["openshift-pipelines.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/cheat-sheets/red-hat-openshift-container-platform','developers.redhat.com: Red Hat OpenShift Container Platform Cheat Sheet','','2026',0,'An official Red Hat publication for managing the OpenShift Container Platform CLI. 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Details configuration of ingress routing, TLS terminations, and middleware inside Kubernetes. In 2026, it represents a standard design pattern for deploying zero-trust edge proxies.','English','Tool Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Edge Proxy", "Traefik"]','["[COMMUNITY-TOOL]"]','[]','["mkdocs.md"]','{}','{}'); @@ -4122,19 +4122,19 @@ INSERT INTO "resources" VALUES('https://docker-py.readthedocs.org','The docker-p INSERT INTO "resources" VALUES('https://dockerlabs.collabnix.com/docker/cheatsheet','dockerlabs.collabnix.com: The Ultimate Docker Cheat Sheet 🌟','','2024',3,'A structured repository aggregating developer instructions for Docker engines, Compose, and Swarm. Acts as a key educational path for transition training from basic container builds to multi-container microservice orchestrations.','HTML','Cheat Sheet','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Virtualization & Containers", "Docker", "CLI Reference"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dockerlabs.collabnix.com/kubernetes/cheatsheets/kubectl.html','dockerlabs.collabnix.com: Cheatsheet - Kubectl 🌟','','2024',3,'A collaborative tutorial reference detailing standard kubectl execution sequences. Designed for cloud-native learners mapping Docker concepts directly onto operational Kubernetes paradigms.','HTML','Cheat Sheet','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "CLI Management"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dockerlabs.collabnix.com/kubernetes/kubetools','Awesome kubetools','','2023',0,'A curated handbook cataloging CLI-level tools, visual interfaces, and monitoring integrations for Kubernetes clusters. This repository serves as a catalog of terminal enhancements like k9s and kubectx to streamline manual control of multiple namespaces.','Markdown','Awesome List','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Curation", "Awesome Lists", "Kubernetes Tools"]','["[COMMUNITY-TOOL]"]','[]','["other-awesome-lists.md"]','{}','{"is_special": true}'); -INSERT INTO "resources" VALUES('https://dockerlux.github.io/pdf/cheat-sheet-v2.pdf','dockerlux.github.io: Docker Cheat Sheet 🌟','','2023',3,'A comprehensive visual and syntactical reference tracking container manipulation commands. Organizes instructions logically from image builds and container runtime parameters to network mapping and persistent storage configurations.','PDF','Cheat Sheet','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Virtualization & Containers", "Docker", "CLI Reference"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://dockerlux.github.io/pdf/cheat-sheet-v2.pdf','dockerlux.github.io: Docker Cheat Sheet 🌟','','2023',3,'A comprehensive visual and syntactical reference tracking container manipulation commands. Organizes instructions logically from image builds and container runtime parameters to network mapping and persistent storage configurations.','PDF','Cheat Sheet','Beginner',0,'duplicate','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Virtualization & Containers", "Docker", "CLI Reference"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{"duplicate_of": "https://github.com/wsargent/docker-cheat-sheet"}'); INSERT INTO "resources" VALUES('https://docs.amplify.aws/javascript/build-a-backend/auth/set-up-auth','docs.amplify.aws: Set up Amplify Auth','','2026',0,'Curator Insight provides a guided reference for setting up secure Cognito authentication in JS applications via Amplify. Live Grounding validates this as the standard security integration method for frontend architectures, offering seamless token management, MFA, and federated identity providers out of the box.','JavaScript','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Development", "Frontend & Mobile", "AWS Amplify"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.ansible.com','docs.ansible.com','','2025',0,'The definitive technical documentation portal for Ansible. It includes playbooks, modules, inventories, and advanced execution patterns. Engineers refer to this manual for building scalable configuration management and infrastructure-as-code deployments.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Automation", "Infrastructure as Code", "Ansible"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://docs.ansible.com/ansible-tower/index.html','Ansible Tower Docs','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','5cb96ce6807373c11e52c7ce42e2a998a6b42428e50080f894ab642d68e5b06d',100.0,1.77903366356455898e+09,0,'2026-05-17T18:01:03.564559+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://docs.ansible.com/ansible/latest/collections/kubernetes/core/helm_module.html','docs.ansible.com: kubernetes.core.helm module – Manages Kubernetes packages'' with the Helm package manager','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','f33f8d4b81a7e26d6bb655ee94964513c94c7c41da723b39eb3adb5ed4bcfe76',100.0,1.77903426280507111e+09,0,'2026-05-17T18:11:02.805071+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://docs.ansible.com/ansible/latest/collections/kubernetes/core/helm_plugin_module.html','docs.ansible.com: kubernetes.core.helm_plugin module – Manage Helm plugins','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','a09ce03cf5c351bee39eb29ba8baaca8458315101204311da3c520a424b7fa4a',100.0,1.77903421744887804e+09,0,'2026-05-17T18:10:17.448878+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://docs.ansible.com/ansible-tower/index.html','Ansible Tower Docs','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5cb96ce6807373c11e52c7ce42e2a998a6b42428e50080f894ab642d68e5b06d',100.0,1.77903366356455898e+09,0,'2026-05-17T18:01:03.564559+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{"duplicate_of": "https://legacy-controller-docs.ansible.com/ansible-tower"}'); +INSERT INTO "resources" VALUES('https://docs.ansible.com/ansible/latest/collections/kubernetes/core/helm_module.html','docs.ansible.com: kubernetes.core.helm module – Manages Kubernetes packages'' with the Helm package manager','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f33f8d4b81a7e26d6bb655ee94964513c94c7c41da723b39eb3adb5ed4bcfe76',100.0,1.77903426280507111e+09,0,'2026-05-17T18:11:02.805071+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{"duplicate_of": "https://docs.ansible.com/projects/ansible/latest/collections/kubernetes/core/helm_module.html"}'); +INSERT INTO "resources" VALUES('https://docs.ansible.com/ansible/latest/collections/kubernetes/core/helm_plugin_module.html','docs.ansible.com: kubernetes.core.helm_plugin module – Manage Helm plugins','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a09ce03cf5c351bee39eb29ba8baaca8458315101204311da3c520a424b7fa4a',100.0,1.77903421744887804e+09,0,'2026-05-17T18:10:17.448878+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{"duplicate_of": "https://docs.ansible.com/projects/ansible/latest/collections/kubernetes/core/helm_plugin_module.html"}'); INSERT INTO "resources" VALUES('https://docs.ansible.com/ansible/latest/collections/kubernetes/core/k8s_module.html','==docs.ansible.com: kubernetes.core.k8s – Manage Kubernetes (K8s) objects==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','95b41d2391d1f0ca9a31771b92f60c991070f9ecc0ab546330124e78a45f36fb',100.0,1.77903218533689808e+09,1,'2026-05-17T17:36:25.336898+02:00',NULL,NULL,NULL,'[]','[]','["docs/about.md", "docs/ansible.md"]','[]','{}','{}'); 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-INSERT INTO "resources" VALUES('https://docs.ansible.com/ansible/latest/scenario_guides/cloud_guides.html','Public Cloud Guides 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','464394003c2795ff8aba348da3feb14fa01c54edc5f9104f03ed6c1f21a21f1b',100.0,1.77903019654030203e+09,0,'2026-05-17T17:03:16.540302+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://docs.ansible.com/ansible/latest/user_guide/playbooks.html','docs.ansible.com: Working With Playbooks','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','N/A',100.0,1.77903413934947204e+09,0,'2026-05-17T18:08:59.349472+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://docs.ansible.com/ansible/latest/user_guide/playbooks_advanced_syntax.html','docs.ansible.com: YAML anchors and aliases: sharing variable values','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','N/A',100.0,1.77903277997554302e+09,0,'2026-05-17T17:46:19.975543+02:00',NULL,NULL,NULL,'[]','[]','["docs/yaml.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://docs.ansible.com/ansible/latest/collections/netbox/netbox/index.html','Netbox Ansible Modules','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7e318f8da7703df94993413fe21a59bc4bbc49b0091060e8333d9e00287fc176',100.0,1.77903309259165692e+09,0,'2026-05-17T17:51:32.591657+02:00',NULL,NULL,NULL,'[]','[]','["docs/networking.md"]','[]','{}','{"duplicate_of": "https://docs.ansible.com/projects/ansible/latest/collections/netbox/netbox/index.html"}'); +INSERT INTO "resources" VALUES('https://docs.ansible.com/ansible/latest/dev_guide/developing_modules_general.html','docs.ansible.com: Developing Ansible modules','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','908028ecadce4ec6966854502a3b691bf3fb9dd7dd2f797f8dd4d691738413da',100.0,1.77903103736821389e+09,0,'2026-05-17T17:17:17.368214+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{"duplicate_of": "https://docs.ansible.com/projects/ansible/latest/dev_guide/developing_modules_general.html"}'); +INSERT INTO "resources" VALUES('https://docs.ansible.com/ansible/latest/modules/k8s_module.html','Manage Kubernetes (K8s) objects','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1905b0598c9890f39199c4cb4aa36095ab562f7e646c52a5a162dd7fd458a374',100.0,1.77903439460217809e+09,0,'2026-05-17T18:13:14.602178+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubectl-commands.md"]','[]','{}','{"duplicate_of": "https://docs.ansible.com/collections.html"}'); +INSERT INTO "resources" VALUES('https://docs.ansible.com/ansible/latest/scenario_guides/cloud_guides.html','Public Cloud Guides 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','464394003c2795ff8aba348da3feb14fa01c54edc5f9104f03ed6c1f21a21f1b',100.0,1.77903019654030203e+09,0,'2026-05-17T17:03:16.540302+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{"duplicate_of": "https://docs.ansible.com/projects/ansible/latest/scenario_guides/cloud_guides.html"}'); +INSERT INTO "resources" VALUES('https://docs.ansible.com/ansible/latest/user_guide/playbooks.html','docs.ansible.com: Working With Playbooks','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1.77903413934947204e+09,0,'2026-05-17T18:08:59.349472+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{"duplicate_of": "https://docs.ansible.com/projects/ansible/latest/user_guide/playbooks.html"}'); +INSERT INTO "resources" VALUES('https://docs.ansible.com/ansible/latest/user_guide/playbooks_advanced_syntax.html','docs.ansible.com: YAML anchors and aliases: sharing variable values','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1.77903277997554302e+09,0,'2026-05-17T17:46:19.975543+02:00',NULL,NULL,NULL,'[]','[]','["docs/yaml.md"]','[]','{}','{"duplicate_of": "https://docs.ansible.com/projects/ansible/latest/user_guide/playbooks_advanced_syntax.html"}'); INSERT INTO "resources" VALUES('https://docs.ansible.com/projects/ansible/latest/collections/kubernetes/core/helm_module.html','docs.ansible.com: kubernetes.core.helm module – Manages Kubernetes packages with the Helm package manager','','2024',0,'Official reference for the `kubernetes.core.helm` Ansible module. This enables declarative state management of Helm packages inside Kubernetes clusters directly from playbooks, bridging traditional automation with modern GitOps pipelines.','Python','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Orchestration", "Kubernetes", "Helm Integration"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.ansible.com/projects/ansible/latest/collections/kubernetes/core/helm_plugin_module.html','docs.ansible.com: kubernetes.core.helm_plugin module – Manage Helm plugins','','2024',0,'Official documentation detailing Ansible''s `kubernetes.core.helm_plugin` module. This module automates the installation, update, and removal of core Helm plugins, streamlining toolchain dependencies directly on administrative cluster environments.','Python','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Orchestration", "Kubernetes", "Helm Integration"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.ansible.com/projects/ansible/latest/collections/kubernetes/core/k8s_module.html','docs.ansible.com: kubernetes.core.k8s – Manage Kubernetes objects','','2024',4,'Official documentation for the cornerstone `kubernetes.core.k8s` module. It allows direct, declarative definition of Kubernetes objects inside Ansible playbooks using native YAML manifest definitions, enabling a blended hybrid orchestration pattern.','Python','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Automation & Orchestration", "Configuration Management", "Ansible Kubernetes Module"]','["[ENTERPRISE-STABLE]"]','["docs/about.md"]','["ansible.md", "about.md"]','{}','{}'); @@ -4145,7 +4145,7 @@ INSERT INTO "resources" VALUES('https://docs.ansible.com/projects/ansible/latest INSERT INTO "resources" VALUES('https://docs.ansible.com/projects/ansible/latest/user_guide/playbooks_advanced_syntax.html','docs.ansible.com: YAML anchors and aliases: sharing variable values','','2022',4,'Official Ansible documentation showing how playbooks use YAML anchors and aliases. It demonstrates how to share variable lists, task setups, and connection settings across playbooks. This is a core best practice for maintaining massive infrastructure inventories.','YAML','documentation','intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "YAML Syntax"]','["[ENTERPRISE-STABLE]"]','[]','["yaml.md"]','{}','{"is_special": true}'); INSERT INTO "resources" VALUES('https://docs.ansible.com/projects/molecule','Ansible Molecule','','2026',0,'Molecule is the definitive testing framework for Ansible roles and collections. It orchestrates test infrastructure using containers or VMs, runs linters, executes target playbooks, and runs validation scripts to guarantee code reliability across systems.','Python','Testing Tool','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible Testing", "Molecule"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.aporeto.com/docs/main/guides/okd-master-api-protection','docs.aporeto.com: OpenShift Master API Protection','','N/A',0,'A curated technical resource and architectural guide covering docs.aporeto.com: OpenShift Master API Protection in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','ca834ee9db8bffed8a3fde1272aa93226b3a4f7e0159550c18563d621e838bc5',100.0,1.77903348934472107e+09,0,'2026-05-17T17:58:09.344721+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://docs.astronomer.io/learn/dynamically-generating-dags','docs.astronomer.io: Dynamically generating DAGs in Airflow','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','8b775b2f47f2e416b9b4f3d5b2ac65ec9d5f27b80a8e7610d7a3a5a046994724',100.0,1.77903164774094605e+09,0,'2026-05-17T17:27:27.740946+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://docs.astronomer.io/learn/dynamically-generating-dags','docs.astronomer.io: Dynamically generating DAGs in Airflow','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8b775b2f47f2e416b9b4f3d5b2ac65ec9d5f27b80a8e7610d7a3a5a046994724',100.0,1.77903164774094605e+09,0,'2026-05-17T17:27:27.740946+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://www.astronomer.io/docs/learn/dynamically-generating-dags"}'); INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/AWSCloudFormation/latest/TemplateReference/aws-template-resource-type-ref.html',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1.78173587585335803e+09,0,'2026-06-18T00:37:55.853358+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["aws-iac.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/ReleaseHistory.html',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','762aed88a8db85f26c944592050d5c22b77b981c4531ea67bf732c631dbe0159',100.0,1.779033187281394e+09,1,'2026-05-17T17:53:07.281394+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-iac.md"]','["aws-iac.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-template-resource-type-ref.html',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','c360ac3735602e76e7cc222f60ae809ec971b6c6ef376dcf955167df4dab4030',100.0,1.77903057447689795e+09,1,'2026-05-17T17:09:34.476898+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-iac.md"]','["aws-iac.md"]','{}','{}'); @@ -4176,13 +4176,13 @@ INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/cli/latest/reference INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/cli/latest/reference/service-quotas/get-service-quota.html','AWS API: get-service-quota','','2026',0,'Curator Insight describes the AWS CLI reference for auditing specific service limits. Live Grounding highlights its mandatory use in modern GitOps and IaC (Terraform/Pulumi) pipelines to preemptively validate account thresholds before executing large-scale resource provisioning.','N/A','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Operations", "Service Quotas"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/cloud-map/latest/api/API_HealthCheckCustomConfig.html','Custom Health Check: HealthCheckCustomConfig','','2022',0,'Official reference guide for Cloud Map API''s custom health checks. Explains dynamic service discovery patterns for serverless workloads where traditional load balancer health checks are inapplicable.','N/A','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Service Discovery", "AWS Cloud Map", "Health Checks"]','["[COMMUNITY-TOOL]"]','[]','["aws-monitoring.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/data-pipeline','AWS Data Pipeline Documentation','','2025',2,'Classic developer documentation for AWS Data Pipeline. Details the scheduling of batch workflows across EC2 and EMR resources (largely superseded by modern AWS Glue and Step Functions setups).','None','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "ETL"]','["[COMMUNITY-TOOL]"]','[]','["aws-data.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/data-pipeline/index.html','AWS Data Pipeline Documentation','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','51bad39648418f870cc7bf6ffb620590197ca607b0923977477f809627aae418',100.0,1.77903339838024091e+09,0,'2026-05-17T17:56:38.380241+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-data.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/data-pipeline/index.html','AWS Data Pipeline Documentation','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','51bad39648418f870cc7bf6ffb620590197ca607b0923977477f809627aae418',100.0,1.77903339838024091e+09,0,'2026-05-17T17:56:38.380241+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-data.md"]','[]','{}','{"duplicate_of": "https://docs.aws.amazon.com/data-pipeline"}'); INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/eks/latest/userguide/autoscaling.html','Amazon Web Services: EKS Cluster Autoscaler','- [eksworkshop.com: Configure Cluster Autoscaler (CA)](https://eksworkshop.com/scaling/deploy_ca)','2024',0,'Official AWS documentation for implementing Cluster Autoscaler on Amazon Elastic Kubernetes Service (EKS). Integrates with AWS Auto Scaling Groups (ASGs) to scale compute instances dynamically, providing optimal resource scheduling and EC2 cost management.','Go','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Platform", "Autoscaling", "Cluster Autoscaling"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-autoscaling.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/eks/latest/userguide/calico.html ','Calico in EKS','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','92dc5d2a435b305fe917252b3b0dcd9345c2e1fc22c4f4c3735457cef6021f1b',100.0,1.7790305779969511e+09,0,'2026-05-17T17:09:37.996951+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/eks/latest/userguide/cluster-autoscaler.html','Amazon Web Services: EKS Cluster Autoscaler','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','15b1a69c1832f01c65be6d3f2d2f9525fabf1317c4c31b6cd92f0c753f1621b1',100.0,1.77902915508784198e+09,0,'2026-05-17T16:45:55.087842+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-autoscaling.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/eks/latest/userguide/calico.html ','Calico in EKS','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','92dc5d2a435b305fe917252b3b0dcd9345c2e1fc22c4f4c3735457cef6021f1b',100.0,1.7790305779969511e+09,0,'2026-05-17T17:09:37.996951+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{"duplicate_of": "https://docs.aws.amazon.com/eks/latest/userguide/cni-network-policy.html"}'); +INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/eks/latest/userguide/cluster-autoscaler.html','Amazon Web Services: EKS Cluster Autoscaler','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','15b1a69c1832f01c65be6d3f2d2f9525fabf1317c4c31b6cd92f0c753f1621b1',100.0,1.77902915508784198e+09,0,'2026-05-17T16:45:55.087842+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-autoscaling.md"]','[]','{}','{"duplicate_of": "https://docs.aws.amazon.com/eks/latest/userguide/autoscaling.html"}'); INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/eks/latest/userguide/cni-network-policy.html','Calico in EKS','','2024',0,'Guides integration of Calico as a high-performance network policy engine alongside EKS. While AWS VPC CNI handles native IP routing, Calico enforces declarative security policies. This hybrid configuration provides robust, fine-grained L3/L4 segregation across namespace borders.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Network Security", "Network Policies"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/eks/latest/userguide/eks-add-ons.html','docs.aws.amazon.com: Managing Amazon EKS add-ons','','2023',0,'Official operational documentation for administering lifecycle updates, configurations, and IAM permissions of core Amazon EKS add-ons. Simplifies the lifecycle management of essential operational software such as CoreDNS, kube-proxy, and the VPC CNI.','N/A','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS EKS", "Cluster Lifecycle", "Managed Add-ons"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/eks/latest/userguide/managing-add-ons.html','docs.aws.amazon.com: Managing Amazon EKS add-ons','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','e7c8cc407543ca14cfb4a60b6ebaccf82f99dd6e3bf5cbc7633d578d96d4005a',100.0,1.77903042579182195e+09,0,'2026-05-17T17:07:05.791822+02:00',NULL,NULL,NULL,'[]','[]','["docs/managed-kubernetes-in-public-cloud.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/eks/latest/userguide/managing-add-ons.html','docs.aws.amazon.com: Managing Amazon EKS add-ons','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e7c8cc407543ca14cfb4a60b6ebaccf82f99dd6e3bf5cbc7633d578d96d4005a',100.0,1.77903042579182195e+09,0,'2026-05-17T17:07:05.791822+02:00',NULL,NULL,NULL,'[]','[]','["docs/managed-kubernetes-in-public-cloud.md"]','[]','{}','{"duplicate_of": "https://docs.aws.amazon.com/eks/latest/userguide/eks-add-ons.html"}'); INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/eks/latest/userguide/sample-deployment.html','aws.amazon.com: Deploy a kubernetes application','','2021',0,'Official AWS documentation presenting core application deployment workflows on Amazon EKS. Walks through basic VPC considerations, creating standard manifests, exposing application services, and utilizing classic dynamic volume provisioning.','YAML','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS EKS", "Foundational"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/eks/latest/userguide/sec-group-reqs.html','Security Group Rules EKS','','2024',0,'Official AWS configuration documentation detailing the network security boundaries for Amazon EKS clusters. It defines minimal requirements for control-plane-to-node communication over secure ports. This ensures highly restrictive ingress/egress patterns in security groups.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Cloud Security", "AWS EKS Network"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/eks/latest/userguide/update-managed-node-group.html','Updating a managed node group','','2023',0,'Complete operational reference for rolling out Kubernetes version updates and AMI revisions across AWS Managed Node Groups. Focuses on graceful drain orchestration and node surge strategies to maintain active service availability.','N/A','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS EKS", "Cluster Lifecycle", "Node Updates"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); @@ -4194,7 +4194,7 @@ INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/general/latest/gr/gl INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/hands-on/latest/create-mysql-db/create-mysql-db.html','AWS Tutorials: Create and Connect to a MySQL Database with Amazon RDS','','2026',4,'A beginner-to-intermediate hands-on tutorial for launching a MySQL DB instance inside AWS RDS. Walks through security group access policies, DB engine parameters, and application tier connectivity patterns.','English','Documentation','Basic',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Databases", "Amazon RDS"]','["[ENTERPRISE-STABLE]"]','[]','["aws-databases.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/iot/latest/developerguide/what-is-aws-iot.html','What Is AWS IoT?','','2026',0,'Curator Insight maps AWS IoT as the entry point for connecting physical devices to AWS cloud services. Live Grounding confirms it has evolved into a robust suite of services (Core, Greengrass, Device Defender) handling billions of messages daily. It provides secure, bi-directional communication with MQTT/HTTPS and acts as the foundational layer for enterprise IoT data ingestion.','N/A','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "IoT & Edge", "AWS IoT Core"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/kinesis','AWS Kinesis','','2026',4,'AWS Kinesis is a fully-managed proprietary real-time streaming alternative to Apache Kafka, tightly integrated with the AWS serverless ecosystem. It abstracts partition management and storage architectures, serving as an attractive choice for engineering groups prioritizing low-overhead operations.','N/A','SaaS Platform','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Data Streaming", "Managed Services", "Cloud Alternatives"]','["[ENTERPRISE-STABLE]"]','[]','["message-queue.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/kinesis/index.html','AWS Kinesis','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','89f68bcd396376649118300dd888a192ca699fea639d9457294299adf2379491',100.0,1.77903341590148806e+09,0,'2026-05-17T17:56:55.901488+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/kinesis/index.html','AWS Kinesis','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','89f68bcd396376649118300dd888a192ca699fea639d9457294299adf2379491',100.0,1.77903341590148806e+09,0,'2026-05-17T17:56:55.901488+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://docs.aws.amazon.com/kinesis"}'); INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/kms/latest/developerguide/importing-keys.html','encrypt and decrypt data: Importing Key Material in AWS Key Management Service (AWS KMS)','','2026',0,'Official technical reference guide for importing external symmetric/asymmetric cryptographic key materials (BYOK) into AWS KMS. Covers PKCS#1 padding requirements, secure wrapping key transport, token parameters, and operational risks associated with manually importing key lifetimes.','English','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "AWS", "Cryptography"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/lambda/latest/dg/lambda-python-how-to-create-deployment-package.html','you can use Python with AWS Lambda','','2024',0,'The authoritative documentation for designing, packaging, and optimizing Python functions running inside AWS Lambda. Detail runtime limits, library dependencies, and context executions.','Python','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platforms", "Serverless Architecture", "AWS Lambda"]','["[COMMUNITY-TOOL]"]','[]','["aws-serverless.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/lambda/latest/dg/limits.html','AWS Lambda Limits','','2025',0,'The critical reference table mapping AWS Lambda system quotas. Outlines payload thresholds, execution timeouts, ephemeral storage configurations, and concurrency parameters necessary for scalable platform designs.','None','Reference Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platforms", "Serverless Architecture", "AWS Lambda"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-serverless.md"]','{}','{}'); @@ -4237,17 +4237,17 @@ INSERT INTO "resources" VALUES('https://docs.cloud.google.com/secret-manager/doc INSERT INTO "resources" VALUES('https://docs.cloud.google.com/service-mesh/docs','Traffic Director overview','','2024',3,'Google''s Traffic Director offered a managed service mesh control plane. Modern GCP architectures have integrated Traffic Director directly into Cloud Service Mesh (Anthos Service Mesh) to unify managed networks.','None','commercial-product','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Managed Services", "Google Cloud"]','["[COMMUNITY-TOOL]"]','[]','["servicemesh.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.cloud.google.com/stackdriver/docs/managed-prometheus','cloud.google.com: Google Cloud Managed Service for Prometheus','','2026',0,'Official engineering configuration docs for GCP''s managed Prometheus service. Guides users on setting up GKE-based scrapers and writing scalable PromQL statements.','None','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Platforms", "Google Cloud Platform", "Managed Observability"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.cloud.google.com/vpc/docs/vpc','cloud.google.com: VPN network overview','','2026',0,'Reference documentation on GCP Cloud VPN network architecture. 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Ensures smooth compliance within pre-defined enterprise internal network spaces. Grounding shows ARM is stable, although Bicep and Terraform are dominant in 2026.','JSON','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Provisioning & IaC", "ARM Templates"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://docs.cloudify.co','cloudify.co: Your Guide to Infrastructure Automation & Hybrid Cloud Orchestration 🌟','','2021',3,'An architectural manual focused on multi-cloud orchestration and automation frameworks. Discusses leveraging open-source TOSCA-based standards to orchestrate compute resources, handle multi-site network topologies, and coordinate complex deployments across multiple hypervisors.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Infrastructure Automation", "Hybrid Cloud Strategy"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://docs.cloudify.co','cloudify.co: Your Guide to Infrastructure Automation & Hybrid Cloud Orchestration 🌟','','2021',3,'An architectural manual focused on multi-cloud orchestration and automation frameworks. Discusses leveraging open-source TOSCA-based standards to orchestrate compute resources, handle multi-site network topologies, and coordinate complex deployments across multiple hypervisors.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Infrastructure Automation", "Hybrid Cloud Strategy"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md", "introduction.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.cloudposse.com/components/library/aws/runs-on','Cloud Posse runs-on: GitHub Actions Self-Hosted Runners','','2025',0,'A collection of Cloud Posse Terraform modules designed to automate secure, dynamically autoscaling self-hosted GitHub Actions runners inside AWS networks, optimization execution speed while keeping compute costs minimal.','Terraform','Module','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "CI/CD & Delivery", "Self-Hosted Runners"]','["[COMMUNITY-TOOL]"]','[]','["devops.md", "cicd.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://docs.conduktor.io/learn','conduktor.io/kafka: Learn Apache Kafka like never before','','2022',0,'Conduktor''s centralized, highly visual learning playground for mastering Apache Kafka. Covers core distributed architectural structures, partition routing, message durability guarantees, and schema setups through structured modules.','English','Web Portal','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Event-Driven Systems", "Apache Kafka", "Learning Resources"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://docs.conduktor.io/learn','conduktor.io/kafka: Learn Apache Kafka like never before','','2022',0,'Conduktor''s centralized, highly visual learning playground for mastering Apache Kafka. Covers core distributed architectural structures, partition routing, message durability guarantees, and schema setups through structured modules.','English','Web Portal','Beginner',0,'duplicate','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Event-Driven Systems", "Apache Kafka", "Learning Resources"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{"duplicate_of": "https://www.conduktor.io/kafka"}'); INSERT INTO "resources" VALUES('https://docs.confluent.io/platform/current/streams/overview.html','Kafka Streams and ksqlDB Compared – How to Choose','','2021',3,'A comparative guide contrasting the application patterns of using ksqlDB with writing custom Java code via the Kafka Streams library. It provides engineers with logical decision paths based on pipeline scale, deployment models, and development team specializations.','N/A','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Data Streaming", "Stream Processing", "Architectural Patterns"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.databricks.com/aws/en/structured-streaming/production','docs.databricks.com: Use scheduler pools for multiple streaming workloads','','2023',4,'Deep dives into configuring Spark scheduler pools to enforce Fair Scheduling (FAIR) when running multiple concurrent Structured Streaming queries in a shared production workspace. Prevents heavy resource queries from starving lightweight streaming jobs. Live Grounding verifies that proper allocation of pool weights remains a mandatory configuration practice for robust multi-tenant streaming pipelines.','Markdown','Reference','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data & AI", "Apache Spark", "Streaming & Scheduling"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-bigdata.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://docs.databricks.com/structured-streaming/scheduler-pools.html','docs.databricks.com: Use scheduler pools for multiple streaming workloads','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','76a764e3d2746d3d578598f5fc889e4f04a4ed55edd3e1f6d76cd0df1a4f35ea',100.0,1.7790331009375379e+09,0,'2026-05-17T17:51:40.937538+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-bigdata.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://docs.databricks.com/structured-streaming/scheduler-pools.html','docs.databricks.com: Use scheduler pools for multiple streaming workloads','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','76a764e3d2746d3d578598f5fc889e4f04a4ed55edd3e1f6d76cd0df1a4f35ea',100.0,1.7790331009375379e+09,0,'2026-05-17T17:51:40.937538+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-bigdata.md"]','[]','{}','{"duplicate_of": "https://docs.databricks.com/aws/en/structured-streaming/production"}'); INSERT INTO "resources" VALUES('https://docs.digitalocean.com/products/app-platform','App Platform','','2024',0,'App Platform reference document outlining core specs of DigitalOcean''s fully managed Platform-as-a-Service (PaaS). Allows automated code deployments directly from Git systems, managing containers, databases, and SSL endpoints.','N/A','Documentation','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "PaaS", "DigitalOcean App Platform"]','["[COMMUNITY-TOOL]"]','[]','["digitalocean.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.digitalocean.com/products/kubernetes','docs.digitalocean.com: Kubernetes on DigitalOcean','','2025',0,'The baseline documentation hub for DigitalOcean Kubernetes (DOKS). Features developer-friendly setup guides, automated node pool configurations, and block storage integrations. Recommended for startups and medium-sized application workloads seeking an intuitive managed container orchestrator.','N/A','Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Alternative Cloud", "DigitalOcean Kubernetes (DOKS)", "Core Platforms"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.digitalocean.com/products/kubernetes/how-to/autoscale','DigitalOcean Kubernetes: DOKS Cluster Autoscaler','','2023',0,'Implementation guide for configuring the managed Cluster Autoscaler on DigitalOcean Kubernetes (DOKS). Simplifies cluster expansion and reduction, automating droplet lifecycle management based on pending workloads.','Go','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Platform", "Autoscaling", "Cluster Autoscaling"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-autoscaling.md"]','{}','{}'); @@ -4257,39 +4257,39 @@ INSERT INTO "resources" VALUES('https://docs.docker.com/desktop/setup/install/wi INSERT INTO "resources" VALUES('https://docs.docker.com/desktop/setup/sign-in',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','9080cb4becbe717357c9e1c4edbcbac814d9456023a6ccf7cdca3b0ddc695ef1',100.0,1.77913049502387094e+09,0,'2026-05-18T20:54:55.023871+02:00',NULL,NULL,NULL,'[]','[]','["docs/matrix-table.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.docker.com/develop/develop-images/build_enhancements','buildkit','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','fba2fcf8bf5cbf0b910823e052640e3de2255c7a48377a733845089d11ea0080',100.0,1.77903456436060094e+09,0,'2026-05-17T18:16:04.360601+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.docker.com/docker-for-windows',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','f4a11e2bf8432fac4e34a3fdae0bb447c3379e304097fd259ae7398e4a4d0490',100.0,1.77903210377011394e+09,0,'2026-05-17T17:35:03.770114+02:00',NULL,NULL,NULL,'[]','[]','["docs/matrix-table.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://docs.docker.com/ee/ucp','Universal Control Plane overview','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','2683fa73407419afc7464df24ec715f9349aa16a2db1f220bf13acefc4435d20',100.0,1.77903208779704904e+09,0,'2026-05-17T17:34:47.797049+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-alternatives.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://docs.docker.com/ee/ucp','Universal Control Plane overview','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','2683fa73407419afc7464df24ec715f9349aa16a2db1f220bf13acefc4435d20',100.0,1.77903208779704904e+09,0,'2026-05-17T17:34:47.797049+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-alternatives.md"]','[]','{}','{"duplicate_of": "https://docs.docker.com"}'); INSERT INTO "resources" VALUES('https://docs.docker.com/engine/context/ecs-integration','docs.docker.com: Deploying Docker containers on ECS','','N/A',0,'A curated technical resource and architectural guide covering docs.docker.com: Deploying Docker containers on ECS in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','c23648dbab66659012b2ce4d60cdeb4ef11408ea0e747f44cdc631e3fcc6d6b7',100.0,1.77903221686637306e+09,0,'2026-05-17T17:36:56.866373+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/docker.md"]','["docker.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://docs.docker.com/engine/reference/commandline/buildx_imagetools','docs.docker.com: docker buildx imagetools','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','81a2f3abbac42d450220e4a4bdb1ca5c86a0dfcbe87f518820af63a2835b2df6',100.0,1.77903275403783702e+09,0,'2026-05-17T17:45:54.037837+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://docs.docker.com/engine/reference/commandline/buildx_imagetools','docs.docker.com: docker buildx imagetools','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','81a2f3abbac42d450220e4a4bdb1ca5c86a0dfcbe87f518820af63a2835b2df6',100.0,1.77903275403783702e+09,0,'2026-05-17T17:45:54.037837+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{"duplicate_of": "https://docs.docker.com/reference/cli/docker/buildx/imagetools"}'); INSERT INTO "resources" VALUES('https://docs.docker.com/engine/swarm','Docker Swarm','','2026',0,'Docker''s native, built-in container clustering orchestration engine. Perfect for fast multi-host scaling of simple apps, though largely superseded by EKS and Nomad in major multi-tenant enterprise architectures.','Go','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Docker Swarm", "Core"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-alternatives.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.docker.com/reference/cli/docker/buildx/imagetools','docs.docker.com: docker buildx imagetools','','2024',0,'Official CLI manual for Buildx Imagetools, documenting dynamic multi-platform manifest manipulation directly within registries. 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It provides flags and config file options required to bypass default TLS validation checks for local testing. In modern secure container platform patterns, this practice is deprecated and replaced by end-to-end TLS.','N/A','Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Management", "Docker Security", "Insecure Registries"]','["[LEGACY]"]','[]','["docker.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.dynatrace.com/docs/ingest-from/setup-on-container-platforms/kubernetes/legacy/deploy-oneagent-operator-openshift-legacy','dynatrace.com: Deploy OneAgent on OpenShift Container Platform','','2023',0,'Technical deployment specification for deploying the Dynatrace OneAgent operator onto OpenShift Container Platforms. Detailing daemonset deployments, security context constraints (SCCs), and privileged execution requirements.','en','Documentation','Advanced',1,'online','manual','f2f0dd66bd718fb52208eeb1c9a3e14f1daed997d44e9355d8f976eff5ade446',100.0,1.77913049496707391e+09,0,'2026-05-18T20:54:54.967074+02:00',NULL,NULL,NULL,'["Observability", "Platform Monitoring", "Dynatrace Agent Deployment"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://docs.fluxcd.io','docs.fluxcd.io','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','N/A',100.0,1.77903019923172807e+09,0,'2026-05-17T17:03:19.231728+02:00',NULL,NULL,NULL,'[]','[]','["docs/flux.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://docs.fluxcd.io','docs.fluxcd.io','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1.77903019923172807e+09,0,'2026-05-17T17:03:19.231728+02:00',NULL,NULL,NULL,'[]','[]','["docs/flux.md"]','[]','{}','{"duplicate_of": "https://docs.fluxcd.io/en/1.22.2"}'); INSERT INTO "resources" VALUES('https://docs.fluxcd.io/en/1.22.2','docs.fluxcd.io','','2021',0,'Archived reference documentation for the legacy Flux v1 orchestrator. Left online purely as historical reference; teams must use modern Flux v2 systems for controller architectures and security controls.','None','Documentation','Medium',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "GitOps & Deployment", "Flux Ecosystem"]','["[LEGACY]"]','[]','["flux.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.garden.io','garden.io: cloud native devops platform','','2021',0,'Architectural specifications for the Garden orchestration tool. Details graph configurations, Helm-based packaging models, pipeline test automation patterns, and enterprise testing setups inside remote clusters.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Developer Experience", "Graph-Based Dev & Test", "Garden Documentation"]','["[COMMUNITY-TOOL]"]','[]','["pulumi.md", "kubernetes-based-devel.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.getenroute.io','getenroute.io: Drive API Security At Kubernetes Ingress Using Helm And Envoy 🌟','','2022',3,'Enroute is a lightweight, Envoy-driven API gateway and Ingress Controller designed to secure microservices at the cluster boundary. Highlights integration with Helm and declarative custom resource configurations. 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INSERT INTO "resources" VALUES('https://dzone.com/articles/defining-day-2-operations','==DZone: Defining Day-2 Operations==','','N/A',0,'A curated technical resource and architectural guide covering ==DZone: Defining Day-2 Operations== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173623549078702e+09,0,'2026-06-18T00:43:55.490787+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/about.md", "docs/devops.md"]','["about.md", "devops.md"]','{}','{}'); @@ -4644,7 +4644,7 @@ INSERT INTO "resources" VALUES('https://dzone.com/articles/gatling-gun-is-now-a- INSERT INTO "resources" VALUES('https://dzone.com/articles/gatling-light-weight-load-testing-tool','Gatling: A Lightweight Load Testing Tool','','N/A',0,'A curated technical resource and architectural guide covering Gatling: A Lightweight Load Testing Tool in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.781736133701267e+09,0,'2026-06-18T00:42:13.701267+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/performance-testing-with-jenkins-and-jmeter.md"]','["performance-testing-with-jenkins-and-jmeter.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dzone.com/articles/gatling-performance-testing-pros-and-cons','Gatling Performance Testing Pros and Cons','','N/A',0,'A curated technical resource and architectural guide covering Gatling Performance Testing Pros and Cons in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173613354870104e+09,0,'2026-06-18T00:42:13.548701+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/performance-testing-with-jenkins-and-jmeter.md"]','["performance-testing-with-jenkins-and-jmeter.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dzone.com/articles/gatling-vs-jmeter','Gatling vs JMeter','','N/A',0,'A curated technical resource and architectural guide covering Gatling vs JMeter in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736123.62553,0,'2026-06-18T00:42:03.625530+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/performance-testing-with-jenkins-and-jmeter.md"]','["performance-testing-with-jenkins-and-jmeter.md"]','{}','{}'); 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INSERT INTO "resources" VALUES('https://dzone.com/articles/getting-started-with-java-ee-8-payara-5-and-eclips','Dzone: Getting Started With Java EE 8, Payara 5 and Eclipse Oxygen','','N/A',0,'A curated technical resource and architectural guide covering Dzone: Getting Started With Java EE 8, Payara 5 and Eclipse Oxygen in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.7817359830238409e+09,0,'2026-06-18T00:39:43.023841+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/java_app_servers.md"]','["java_app_servers.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dzone.com/articles/getting-started-with-jenkins-the-ultimate-guide','dzone: getting started with jenkins the ultimate guide','','N/A',0,'A curated technical resource and architectural guide covering dzone: getting started with jenkins the ultimate guide in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173599261515593e+09,0,'2026-06-18T00:39:52.615156+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dzone.com/articles/getting-started-with-kibana-advanced-searches','dzone: Getting Started With Kibana Advanced Searches','','N/A',0,'A curated technical resource and architectural guide covering dzone: Getting Started With Kibana Advanced Searches in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173610182014107e+09,0,'2026-06-18T00:41:41.820141+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}'); @@ -4818,8 +4818,8 @@ INSERT INTO "resources" VALUES('https://dzone.com/refcardz/essential-apache-http INSERT INTO "resources" VALUES('https://dzone.com/refcardz/getting-started-git','dzone.com: refcard - getting started with git','','N/A',0,'A curated technical resource and architectural guide covering dzone.com: refcard - getting started with git in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903216289986705e+09,0,'2026-05-17T17:36:02.899867+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md", "docs/git.md"]','["cheatsheets.md", "git.md"]','{}','{}'); 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INSERT INTO "resources" VALUES('https://dzone.com/refcardz/getting-started-with-quarkus-serverless-functions','dzone refcard: Getting Started With Quarkus Serverless Functions','','N/A',0,'A curated technical resource and architectural guide covering dzone refcard: Getting Started With Quarkus Serverless Functions in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903055383745408e+09,0,'2026-05-17T17:09:13.837454+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dzone.com/refcardz/getting-started-with-rancher','dzone: Getting Started With Rancher 🌟','','2021',2,'A quick-start Refcard outlining basic SUSE Rancher setup mechanisms, underlying architecture, CNI options, and step-by-step guidance on initial multi-cluster configuration.','None','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Management", "Introduction", "Quick Starts"]','["[COMMUNITY-TOOL]"]','[]','["rancher.md"]','{}','{}'); 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INSERT INTO "resources" VALUES('https://dzone.com/refcardz/kubernetes-multi-cluster-management-and-governance','dzone refcard: Kubernetes Multi-Cluster Management and Governance','','N/A',0,'A curated technical resource and architectural guide covering dzone refcard: Kubernetes Multi-Cluster Management and Governance in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903142551667809e+09,0,'2026-05-17T17:23:45.516678+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dzone.com/refcardz/monitoring-kubernetes','DZone: Kubernetes Monitoring Essentials','','N/A',0,'A curated technical resource and architectural guide covering DZone: Kubernetes Monitoring Essentials in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903061477497506e+09,0,'2026-05-17T17:10:14.774975+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-monitoring.md"]','["kubernetes-monitoring.md"]','{}','{}'); 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Live Grounding highlights its architectural utility for modern engineering, ensuring system backward-compatibility and multi-runtime reliability during pipeline validation.','English','Blog / Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD", "Jenkins", "Parallel Pipelines"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://e.printstacktrace.blog/using-jenkins-pipeline-parallel-stages-to-build-maven-project-with-different-jdks','Using Jenkins Pipeline parallel stages to build Maven project with different JDKs','','2021',3,'A technical guide illustrating how to build a Maven project against multiple JDKs simultaneously using Jenkins parallel stages. 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You will learn how to use a matrix section of the Jenkins Pipeline to define parallel stages, as well as how to create a Docker image that provides both Java and Maven using the powerful SDKMAN command-line tool. After watching this video you should feel comfortable with setting up multiple parallel stages to build your Java project using different versions of the compiler. And what is most important - it does not require creating Dockerfiles for each Java version. I will show you how to build the pipeline using just a single Dockerfile that does the job. - - [Jenkins Pipeline Maven build demo](https://github.com/wololock/jenkine-pipeline-maven-demo/tree/sdkman)','2021',4,'This tutorial explains how to use SDKMAN! inside a Docker container within a Jenkins Declarative Pipeline to build Java projects using different compiler versions. 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Live Grounding highlights its architectural value, eliminating the need to maintain distinct runner VMs or complex custom Dockerfiles for each target JDK configuration.','English','Blog / Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD", "Jenkins", "SDKMAN", "Docker Integration"]','["[ENTERPRISE-STABLE]"]','[]','["demos.md", "maven-gradle.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://ealtili.medium.com/deepdive-to-vpcs-and-connections-to-vpc-2de3fb164d7c','ealtili.medium.com: Deepdive to VPCs and Connections to VPC','','N/A',0,'A curated technical resource and architectural guide covering ealtili.medium.com: Deepdive to VPCs and Connections to VPC in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903110880320501e+09,0,'2026-05-17T17:18:28.803205+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-networking.md"]','["aws-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://ebook.bobby.sh/training.html','Introduction to Bash Scripting Interactive training','- [dev.to: Introduction to Bash Scripting - A DO Hackathon Submission](https://dev.to/bobbyiliev/introduction-to-bash-scripting-5571)','2022',0,'A practical, interactive learning roadmap focused on scripting fundamentals. 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Successor to the popular Fabric8 Maven Plugin, it integrates natively into Maven and Gradle builds. In 2026, it remains a robust enterprise choice for teams seeking to automate image builds and deployments directly from their existing JVM build pipelines.','Java','Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Experience", "Inner Loop", "Maven Integration"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-client-libraries.md", "java_frameworks.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://eclipse.dev/jkube/docs/migration-guide','eclipse.org: Migration Guide for projects using Fabric8 Maven Plugin to Eclipse JKube 🌟','','2020',4,'The official Eclipse foundation migration documentation for moving from Fabric8 to JKube. Live Grounding confirms this is the authoritative reference for modifying existing POM.xml profiles, aligning configuration namespaces, and preserving legacy custom templates under the new JKube APIs.','English','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Java", "Build Tools", "Eclipse JKube", "Migration"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','[]','["kubernetes-client-libraries.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://eclipse.dev/jkube/docs/migration-guide','eclipse.org: Migration Guide for projects using Fabric8 Maven Plugin to Eclipse JKube 🌟','','2020',4,'The official Eclipse foundation migration documentation for moving from Fabric8 to JKube. Live Grounding confirms this is the authoritative reference for modifying existing POM.xml profiles, aligning configuration namespaces, and preserving legacy custom templates under the new JKube APIs.','English','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Java", "Build Tools", "Eclipse JKube", "Migration"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','[]','["kubernetes-client-libraries.md", "maven-gradle.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://eclipse.org/jkube','JKube','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','2b425737ec3ecdc20219c4eadd6dbcc2b17995f43c9b33e2972b5ea5d534fa07',100.0,1.77903038549318504e+09,0,'2026-05-17T17:06:25.493185+02:00',NULL,NULL,NULL,'[]','[]','["docs/java_frameworks.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://economictimes.indiatimes.com/tech/technology/thoughtworks-xconf-tech-talk-series-serverless-vs-kubernetes-when-deploying-microservices/articleshow/89085544.cms','economictimes.indiatimes.com: Thoughtworks XConf Tech Talk Series: Serverless vs. Kubernetes when deploying microservices','','2022',3,'Synthesizes thought leadership from Thoughtworks on microservice execution options. 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Here''s what you should know','','2021',0,'This reporting details the widespread societal impact of the Log4Shell vulnerability across critical infrastructure networks. It explains the core concepts of the flaw and highlights the challenges organizations face with nested software dependencies. It is a useful case study for explaining software supply chain risks to non-technical stakeholders.','None','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Vulnerabilities", "Public Impact Reporting"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://editor.cilium.io','==editor.cilium.io== 🌟🌟🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','30857276ad41f46b3ba1a7646d8025c65d7faff1a36e4f9b26800fb5724e8b49',100.0,1779030856.95366,0,'2026-05-17T17:14:16.953660+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-networking.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://editor.cilium.io','==editor.cilium.io== 🌟🌟🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','30857276ad41f46b3ba1a7646d8025c65d7faff1a36e4f9b26800fb5724e8b49',100.0,1779030856.95366,0,'2026-05-17T17:14:16.953660+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-networking.md"]','[]','{}','{"duplicate_of": "https://editor.networkpolicy.io"}'); INSERT INTO "resources" VALUES('https://editor.networkpolicy.io','editor.cilium.io 🌟','','2026',0,'Interactive web-based policy playground. 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Serves as a streamlined sandbox to drop `terraform graph` outputs and tweak rendering settings without local Graphviz runtime dependencies.','JavaScript','Tool','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Visualization", "Online Editors"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://edu.gcfglobal.org/en','GCF LearnFree.org','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','706387a492a002123259fbb42ed6a8595a1bb1bd10e2d013a15c6d0ab1deebcd',100.0,1.77903002595395398e+09,0,'2026-05-17T17:00:25.953954+02:00',NULL,NULL,NULL,'[]','[]','["docs/elearning.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://education.github.com','education.github.com','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','d3ec3491d5d92257f86777a8d10d8ae28c3facc3f672b24ddd8595310685a834',100.0,1.77902947276741909e+09,0,'2026-05-17T16:51:12.767419+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://edu.gcfglobal.org/en','GCF LearnFree.org','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','706387a492a002123259fbb42ed6a8595a1bb1bd10e2d013a15c6d0ab1deebcd',100.0,1.77903002595395398e+09,0,'2026-05-17T17:00:25.953954+02:00',NULL,NULL,NULL,'[]','[]','["docs/elearning.md"]','[]','{}','{"duplicate_of": "https://www.learnfree.org/en"}'); +INSERT INTO "resources" VALUES('https://education.github.com','education.github.com','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d3ec3491d5d92257f86777a8d10d8ae28c3facc3f672b24ddd8595310685a834',100.0,1.77902947276741909e+09,0,'2026-05-17T16:51:12.767419+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://github.com/education"}'); INSERT INTO "resources" VALUES('https://education.github.com/git-cheat-sheet-education.pdf','education.github.com: Git cheat sheet 🌟','','2024',4,'Curator Insight: GitHub Education''s visual command reference designed for students and junior developers. Live Grounding: Tailored for fast scanning during lab sessions, this resource covers simple stage-commit-push cycles alongside basic remote configurations.','PDF','Official Guide','Beginner',0,'online','manual','952af3dfc702d051c0ac47e0d071c3831d7cc34f945a30be7aecda7c80ae5a35',100.0,1.77902957534467506e+09,1,'2026-05-17T16:52:55.344675+02:00',NULL,NULL,NULL,'["Development", "Version Control", "Git"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); INSERT INTO "resources" VALUES('https://ee.kumuluz.com','KumuluzEE','','2026',0,'An award-winning, lightweight microservice framework that enables standard Java EE APIs to run as independent, containerized applications. 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Supports tiering structures including heap, off-heap, disk, and clustered setups, offering seamless integration with Spring and Hibernate.','Java','Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Caching Strategy", "Off-Heap Storage"]','["[COMMUNITY-TOOL]"]','[]','["java-and-java-performance-optimization.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://eksworkshop.com ',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual',NULL,100.0,1.77913049498884296e+09,0,'2026-05-18T20:54:54.988843+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://eksworkshop.com/ ','eksworkshop.com','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903034827051806e+09,0,'2026-05-17T17:05:48.270518+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://eksworkshop.com ',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'duplicate','manual',NULL,100.0,1.77913049498884296e+09,0,'2026-05-18T20:54:54.988843+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://www.eksworkshop.com"}'); +INSERT INTO "resources" VALUES('https://eksworkshop.com/ ','eksworkshop.com','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1.77903034827051806e+09,0,'2026-05-17T17:05:48.270518+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://eksworkshop.com "}'); INSERT INTO "resources" VALUES('https://eksworkshop.com/scaling/deploy_ca','eksworkshop.com: Configure Cluster Autoscaler (CA)','','N/A',0,'A curated technical resource and architectural guide covering eksworkshop.com: Configure Cluster Autoscaler (CA) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903279345897293e+09,0,'2026-05-17T17:46:33.458973+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md", "docs/kubernetes-autoscaling.md"]','["demos.md", "kubernetes-autoscaling.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://eksworkshop.com/x-ray/microservices','eksworkshop.com/x-ray/microservices','','N/A',0,'A curated technical resource and architectural guide covering eksworkshop.com/x-ray/microservices in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903217776521205e+09,0,'2026-05-17T17:36:17.765212+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://elastisys.io/compliantkubernetes','compliantkubernetes.io: Compliant Kubernetes is a Certified Kubernetes distribution, that complies with: HIPAA, GDPR, PCI DSS, FFFS 2014:7, ISO 27001, etc. 🌟','','2022',5,'A highly secure, certified Kubernetes distribution engineered by Elastisys to meet rigorous regulatory compliance frameworks including GDPR, HIPAA, and PCI DSS. It features built-in security tooling such as Harbor registry image signing, Falco runtime intrusion detection, Open Policy Agent (OPA) gatekeeper policies, and unified audit logging out of the box.','Go','Software','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security Operations", "Distribution", "Compliance"]','["[DE FACTO STANDARD]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://eli.thegreenplace.net/2021/rest-servers-in-go-part-4-using-openapi-and-swagger','eli.thegreenplace.net: REST Servers in Go: Part 4 - using OpenAPI and Swagger','','N/A',0,'Detailed technical guide demonstrating how to build OpenAPI-driven REST APIs in Go. Emphasizes schema-first code generation to guarantee contract reliability between independent microservices.','en','Guide','Intermediate',1,'online','manual','0f72b44fade35e01bd55d55f46ab2936d16b657bf233ee3488fa9066dd560b62',100.0,1.7790321526329019e+09,1,'2026-05-17T17:35:52.632902+02:00',NULL,NULL,NULL,'["Cloud Native Languages", "Go", "API Design"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','["docs/golang.md"]','["golang.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://elmanytas.es/?q=node/358','elmanytas.es: Kubernetes para impostores III','','2020',2,'A highly practical Spanish-language guide dissecting Kubernetes primitives and runtime structures. It demystifies the steep learning curve by explaining pods, services, and deployments with a pragmatic, developer-focused narrative.','Spanish','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Fundamentals", "Spanish Resources", "Practical Guides"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://elpais.com/smoda/trabajo/apariencias-venderse-trabajo.html',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering elpais.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,100.0,1779130494.95686,0,'2026-05-18T20:54:54.956860+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/project-management-methodology.md"]','["project-management-methodology.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://emea-resources.awscloud.com/spain-events-webinars','RESOURCE HUB: Eventos y webinars de AWS','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','5354e32447e7f82a812660384b5a4f87c8462c4407d5bbe69d0510043596c53e',100.0,1.779029838341892e+09,0,'2026-05-17T16:57:18.341892+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-spain.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://emea-resources.awscloud.com/spain-events-webinars','RESOURCE HUB: Eventos y webinars de AWS','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5354e32447e7f82a812660384b5a4f87c8462c4407d5bbe69d0510043596c53e',100.0,1.779029838341892e+09,0,'2026-05-17T16:57:18.341892+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-spain.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/events"}'); INSERT INTO "resources" VALUES('https://eminaktas.medium.com/debug-containerd-in-production-fe93ef4e3ce2','eminaktas.medium.com: Debug Containerd in Production','','N/A',0,'A curated technical resource and architectural guide covering eminaktas.medium.com: Debug Containerd in Production in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903002459556198e+09,0,'2026-05-17T17:00:24.595562+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-troubleshooting.md"]','["kubernetes-troubleshooting.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://eminalemdar.medium.com/cloud-native-secret-management-with-external-secrets-operator-2912f41f9c49','eminalemdar.medium.com: Cloud Native Secret Management with External Secrets'' Operator','','N/A',0,'A curated technical resource and architectural guide covering eminalemdar.medium.com: Cloud Native Secret Management with External Secrets'' Operator in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903378192188501e+09,0,'2026-05-17T18:03:01.921885+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://emirayhan.medium.com/kubernetes-k8s-deployment-strategies-eb3a0f5cbc49','emirayhan.medium.com: Kubernetes (k8s) Deployment Strategies','','N/A',0,'A curated technical resource and architectural guide covering emirayhan.medium.com: Kubernetes (k8s) Deployment Strategies in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902912072607088e+09,0,'2026-05-17T16:45:20.726071+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); @@ -4896,7 +4896,7 @@ INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Apache_Maven','Wik INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Apdex','Wikipedia: Application Performance Index','','N/A',0,'A curated technical resource and architectural guide covering Wikipedia: Application Performance Index in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903404159248399e+09,0,'2026-05-17T18:07:21.592484+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Application_performance_management','APM in wikipedia','','N/A',0,'A curated technical resource and architectural guide covering APM in wikipedia in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903030546805906e+09,0,'2026-05-17T17:05:05.468059+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Azure_DevOps','Wikipedia: Azure DevOps','','N/A',0,'A curated technical resource and architectural guide covering Wikipedia: Azure DevOps in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903092786289596e+09,0,'2026-05-17T17:15:27.862896+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Azure_DevOps_Server','wikipedia: Azure DevOps Server','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903032280076193e+09,0,'2026-05-17T17:05:22.800762+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Azure_DevOps_Server','wikipedia: Azure DevOps Server','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1.77903032280076193e+09,0,'2026-05-17T17:05:22.800762+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://en.wikipedia.org/wiki/Azure_DevOps"}'); INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Blockchain','en.wikipedia.org: Blockchain','','N/A',0,'A curated technical resource and architectural guide covering en.wikipedia.org: Blockchain in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.779029513452039e+09,0,'2026-05-17T16:51:53.452039+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/digital-money.md"]','["digital-money.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Bus_factor','Bus factor','','N/A',0,'A curated technical resource and architectural guide covering Bus factor in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903257152059602e+09,0,'2026-05-17T17:42:51.520596+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/project-management-methodology.md"]','["index.md", "project-management-methodology.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Cloud-based_integration','Wikipedia: Cloud Based Integration (iPaaS)','','N/A',0,'A curated technical resource and architectural guide covering Wikipedia: Cloud Based Integration (iPaaS) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903190238823103e+09,0,'2026-05-17T17:31:42.388231+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); @@ -4933,13 +4933,13 @@ INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Jakarta_EE','wikip INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/JavaScript','wikipedia: JavaScript','','N/A',0,'A curated technical resource and architectural guide covering wikipedia: JavaScript in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903162009304094e+09,0,'2026-05-17T17:27:00.093041+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/javascript.md"]','["javascript.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Java_Platform,_Enterprise_Edition','wikipedia: Java Enterprise Edition (Java EE)','','N/A',0,'A curated technical resource and architectural guide covering wikipedia: Java Enterprise Edition (Java EE) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032832.85899,0,'2026-05-17T17:47:12.858990+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/introduction.md", "docs/java_frameworks.md"]','["introduction.md", "java_frameworks.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Kiss_up_kick_down','en.wikipedia.org: Kiss up kick down','','N/A',0,'A curated technical resource and architectural guide covering en.wikipedia.org: Kiss up kick down in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903146656173801e+09,0,'2026-05-17T17:24:26.561738+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/about.md", "docs/project-management-methodology.md"]','["about.md", "project-management-methodology.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Kubernetes','Wikipedia.org: Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering Wikipedia.org: Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903224846981191e+09,0,'2026-05-17T17:37:28.469812+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Kubernetes','Wikipedia.org: Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering Wikipedia.org: Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903224846981191e+09,0,'2026-05-17T17:37:28.469812+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"duplicate_of": "https://www.thoughtworks.com/radar/platforms/kubernetes"}'); INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Lean_software_development','Wikipedia: Lean software development','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903321303063607e+09,0,'2026-05-17T17:53:33.030636+02:00',NULL,NULL,NULL,'[]','[]','["docs/devops.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/List_of_HTTP_status_codes','wikipedia: List of HTTP status codes','','N/A',0,'A curated technical resource and architectural guide covering wikipedia: List of HTTP status codes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903165188608503e+09,0,'2026-05-17T17:27:31.886085+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/networking.md"]','["networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/List_of_performance_analysis_tools','en.wikipedia.org/wiki/List_of_performance_analysis_tools','','N/A',0,'A curated technical resource and architectural guide covering en.wikipedia.org/wiki/List_of_performance_analysis_tools in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903223933437109e+09,0,'2026-05-17T17:37:19.334371+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/java-and-java-performance-optimization.md", "docs/monitoring.md"]','["java-and-java-performance-optimization.md", "monitoring.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/MIT_License','en.wikipedia.org/wiki/InfluxDB','','N/A',0,'A curated technical resource and architectural guide covering en.wikipedia.org/wiki/InfluxDB in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902998492199611e+09,0,'2026-05-17T16:59:44.921996+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Message_broker','Wikipedia: Message Broker','','N/A',0,'A curated technical resource and architectural guide covering Wikipedia: Message Broker in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903288428475499e+09,0,'2026-05-17T17:48:04.284755+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Microsoft_Visual_Studio','wikipedia: Azure DevOps Services','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903308133412504e+09,0,'2026-05-17T17:51:21.334125+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Microsoft_Visual_Studio','wikipedia: Azure DevOps Services','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1.77903308133412504e+09,0,'2026-05-17T17:51:21.334125+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://en.wikipedia.org/wiki/Azure_DevOps_Server"}'); INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Minimum_viable_product','Minimum Viable Product','','N/A',0,'A curated technical resource and architectural guide covering Minimum Viable Product in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903409723306393e+09,0,'2026-05-17T18:08:17.233064+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/project-management-methodology.md"]','["project-management-methodology.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/NoSQL','NoSQL - Wikipedia','','N/A',0,'A curated technical resource and architectural guide covering NoSQL - Wikipedia in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903382334056305e+09,0,'2026-05-17T18:03:43.340563+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/nosql.md"]','["nosql.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Node.js','wikipedia: Node.js','','N/A',0,'A curated technical resource and architectural guide covering wikipedia: Node.js in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.779031693805619e+09,0,'2026-05-17T17:28:13.805619+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/javascript.md"]','["javascript.md"]','{}','{}'); @@ -4972,15 +4972,15 @@ INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Xamarin','Wikipedi INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/YAML','wikipedia: YAML','','N/A',0,'A curated technical resource and architectural guide covering wikipedia: YAML in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903119009363198e+09,0,'2026-05-17T17:19:50.093632+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/yaml.md"]','["yaml.md"]','{}','{"is_special": true}'); INSERT INTO "resources" VALUES('https://eng.grip.security/enabling-aws-iam-group-access-to-an-eks-cluster-using-rbac','eng.grip.security: Enabling AWS IAM Group Access to an EKS Cluster Using'' RBAC','','N/A',0,'A curated technical resource and architectural guide covering eng.grip.security: Enabling AWS IAM Group Access to an EKS Cluster Using'' RBAC in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903376127646803e+09,0,'2026-05-17T18:02:41.276468+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://eng.lifion.com/journey-to-zero-downtime-rolling-updates-with-ambassador-badda6a7d450','Our Journey to Zero Downtime Rolling Updates with Ambassador','','N/A',0,'A curated technical resource and architectural guide covering Our Journey to Zero Downtime Rolling Updates with Ambassador in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903453337182211e+09,0,'2026-05-17T18:15:33.371822+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://eng.lyft.com/how-we-learned-to-improve-kubernetes-cronjobs-at-scale-part-2-of-2-dad0c973ffca','How we learned to improve Kubernetes CronJobs at Scale (Part 2 of 2)','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','03b1d6ce80093a96c566c8a4e2db8efec98399cd0ac5521b0cc4e686814add54',100.0,1779033079.02915,0,'2026-05-17T17:51:19.029150+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://eng.lyft.com/how-we-learned-to-improve-kubernetes-cronjobs-at-scale-part-2-of-2-dad0c973ffca','How we learned to improve Kubernetes CronJobs at Scale (Part 2 of 2)','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','03b1d6ce80093a96c566c8a4e2db8efec98399cd0ac5521b0cc4e686814add54',100.0,1779033079.02915,0,'2026-05-17T17:51:19.029150+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://eng.lyft.com/improving-kubernetes-cronjobs-at-scale-part-1-cf1479df98d4"}'); INSERT INTO "resources" VALUES('https://eng.lyft.com/improving-kubernetes-cronjobs-at-scale-part-1-cf1479df98d4','How we learned to improve Kubernetes CronJobs at Scale (Part 1 of 2)','- [How we learned to improve Kubernetes CronJobs at Scale (Part 2 of 2)](https://eng.lyft.com/how-we-learned-to-improve-kubernetes-cronjobs-at-scale-part-2-of-2-dad0c973ffca)','2021',4,'Lyft engineers outline architectural bottlenecks of the built-in CronJob controller under heavy enterprise scales. Delivers critical modifications and performance recommendations to safely orchestrate thousands of parallel batch tasks.','English','Case Study','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Workloads", "Batch Jobs", "Scaling"]','["[CASE STUDY]", "[ENTERPRISE-STABLE]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://engineerd.github.io/kube-exec/introduction','kube-exec 🌟','','2022',0,'A streamlined wrapper designed to optimize interactive container access via kubectl exec. Cuts through repetitive argument flags and targets pods using quick matches to establish terminal tunnels.','Go','CLI Tool','Beginner',0,'online','manual','5cd74d098de55772906719d262a155aeb9ad111be13fa88f3cf7114f2a06960b',100.0,1.7790291585811491e+09,1,'2026-05-17T16:45:58.581149+02:00',NULL,NULL,NULL,'["Developer Experience", "CLI Utilities", "Container Access"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://engineering.atspotify.com/2016/02/25/spotifys-event-delivery-the-road-to-the-cloud-part-i','engineering.atspotify.com: Spotify’s Event Delivery – The Road to the Cloud'' (Part I)','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','ded03085293ffb83ca434c23b387efcaf02d6588d5255b94142be710094b4c84',100.0,1.77903156491423296e+09,0,'2026-05-17T17:26:04.914233+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://engineering.atspotify.com/2016/02/25/spotifys-event-delivery-the-road-to-the-cloud-part-i','engineering.atspotify.com: Spotify’s Event Delivery – The Road to the Cloud'' (Part I)','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ded03085293ffb83ca434c23b387efcaf02d6588d5255b94142be710094b4c84',100.0,1.77903156491423296e+09,0,'2026-05-17T17:26:04.914233+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://engineering.atspotify.com/2016/2/spotifys-event-delivery-the-road-to-the-cloud-part-i"}'); INSERT INTO "resources" VALUES('https://engineering.atspotify.com/2016/2/spotifys-event-delivery-the-road-to-the-cloud-part-i','engineering.atspotify.com: Spotify’s Event Delivery – The Road to the Cloud (Part I)','','2016',0,'This historical case study from Spotify Engineering documents their migration from an on-premise event delivery pipeline to Google Cloud Platform. It details how they designed ingestion paths for billions of real-time events daily, utilizing cloud-managed infrastructure.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Engineering", "Event Streaming", "Case Study"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://engineering.backmarket.com/how-we-improved-third-party-availability-and-latency-with-nginx-in-kubernetes-bb3fc7224ae4','==engineering.backmarket.com: How we improved third-party availability and'' latency with Nginx in Kubernetes== 🌟','','N/A',0,'A curated technical resource and architectural guide covering ==engineering.backmarket.com: How we improved third-party availability and'' latency with Nginx in Kubernetes== 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031117.29217,0,'2026-05-17T17:18:37.292170+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://engineering.cloudflight.io/running-the-openshift-console-in-plain-kubernetes','engineering.cloudflight.io: Running the OpenShift console in plain Kubernetes'' 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903375746535706e+09,0,'2026-05-17T18:02:37.465357+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://engineering.doit.com/no-restarts-no-disruptions-seamless-pod-resource-updates-with-in-place-resizing-f3cf41654216',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903019687010908e+09,0,'2026-05-17T17:03:16.870109+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://engineering.dynatrace.com/blog/kubernetes-security-part-1-role-based-access-control-rbac','engineering.dynatrace.com: Kubernetes Security Best Practices -Part 1: Role'' Based Access Control (RBAC)','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','ac5428140f4cf01da7eafa693582520ec53b6265a50789a9f14cdc0131f5ead2',100.0,1.77903209673369789e+09,0,'2026-05-17T17:34:56.733698+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://engineering.dynatrace.com/blog/kubernetes-security-part-1-role-based-access-control-rbac','engineering.dynatrace.com: Kubernetes Security Best Practices -Part 1: Role'' Based Access Control (RBAC)','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ac5428140f4cf01da7eafa693582520ec53b6265a50789a9f14cdc0131f5ead2',100.0,1.77903209673369789e+09,0,'2026-05-17T17:34:56.733698+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{"duplicate_of": "https://www.dynatrace.com/news/engineering"}'); INSERT INTO "resources" VALUES('https://engineering.fb.com/2026/05/26/ml-applications/silvertorch-index-as-model-new-retrieval-paradigm-recommendation-systems','SilverTorch: Index as Model β€” A New Retrieval Paradigm for Recommendation Systems','Meta introduces SilverTorch, a unified PyTorch model-based system that replaces separate microservices for vector indexing, filtering, and scoring with a single GPU-optimized execution graph.','2026',4,'Meta''s SilverTorch architecture redefines recommendation engines by consolidating vector retrieval, filtering, and scoring into a unified, GPU-optimized PyTorch model. Historically, recommendation pipelines relied on disparate microservices that suffered from communication latency and inconsistent feature evaluation. SilverTorch bypasses this by utilizing high-performance layers like GPU Bloom indexes and fused Int8 Approximate Nearest Neighbor (ANN) search inside the model graph, delivering a 23.7x throughput increase and a 20.9x TCO improvement at an 80-million-item scale.','en','article','Advanced',1,'online','automatic','15f1072919f34001fcccd103074fcbafe2ddabfa841b8f3adb0d5ac1cf9752ec',NULL,1.78035305202449798e+09,0,'2026-06-02T00:30:52.024498+02:00',NULL,NULL,NULL,'["Machine Learning > AI Infrastructure > High-Throughput Recommendation Retrieval"]','["ENTERPRISE-STABLE", "CASE STUDY"]','[]','[]','{}','{"category": "mlops", "reputation_status": "Vetted", "reputation_summary": "N/A", "social_preview_url": "https://engineering.fb.com/wp-content/uploads/2026/05/SilverTorch-Hero-Final.png", "source_provenance": "RSS Feed (Engineering at Meta)", "suggested_new_category": "N/A"}'); INSERT INTO "resources" VALUES('https://engineering.grab.com/zero-trust-with-kafka','engineering.grab.com: Zero trust with Kafka','','2022',0,'Explores how transport provider Grab designed a Zero Trust security posture around their large-scale Kafka event bus. Details how mutual TLS (mTLS), fine-grained broker ACLs, and automated token rotation prevent inter-service data exfiltration.','English','Case Study','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Event-Driven Systems", "Apache Kafka", "Security"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://engineering.konveyor.io','engineering.konveyor.io: Konveyor Engineering Knowledgebase','','N/A',0,'A curated technical resource and architectural guide covering engineering.konveyor.io: Konveyor Engineering Knowledgebase in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902913032101893e+09,0,'2026-05-17T16:45:30.321019+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-backup-migrations.md"]','["kubernetes-backup-migrations.md"]','{}','{}'); @@ -5004,9 +5004,9 @@ INSERT INTO "resources" VALUES('https://enlear.academy/how-to-build-a-scalable-e INSERT INTO "resources" VALUES('https://enlear.academy/repository-pattern-and-unit-of-work-with-asp-net-core-web-api-6802e1aa4f78','enlear.academy: Repository Pattern and Unit of Work with ASP.NET Core Web'' API','','N/A',0,'A curated technical resource and architectural guide covering enlear.academy: Repository Pattern and Unit of Work with ASP.NET Core Web'' API in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903138152141094e+09,0,'2026-05-17T17:23:01.521411+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/dotnet.md"]','["dotnet.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://enlear.academy/sealed-secrets-with-kubernetes-a3f4d13dbc17','==enlear.academy: Sealed Secrets with Kubernetes==','','N/A',0,'A curated technical resource and architectural guide covering ==enlear.academy: Sealed Secrets with Kubernetes== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031739.67522,0,'2026-05-17T17:28:59.675220+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://enmilocalfunciona.io/aprende-a-configurar-thanos-usando-docker-compose','enmilocalfunciona.io: Aprende a configurar Thanos usando docker-compose','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','c27c8464f3577b895626fbef8d3bf75dc51342e167ee59b01615836652cbaa34',100.0,1.77903071929297089e+09,0,'2026-05-17T17:11:59.292971+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://enmilocalfunciona.io/mostrando-resultados-de-jenkins-en-grafana-mediante-influxdb','Mostrando resultados de Jenkins en Grafana mediante InfluxDB 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','da281fb2ba88b08259eb39027bb8e77101f78e8a6ad407ba50401710250f9e91',100.0,1.77903313020012593e+09,0,'2026-05-17T17:52:10.200126+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://enmilocalfunciona.io/mostrando-resultados-de-jenkins-en-grafana-mediante-influxdb','Mostrando resultados de Jenkins en Grafana mediante InfluxDB 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','da281fb2ba88b08259eb39027bb8e77101f78e8a6ad407ba50401710250f9e91',100.0,1.77903313020012593e+09,0,'2026-05-17T17:52:10.200126+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://www.enmilocalfunciona.io/mostrando-resultados-de-jenkins-en-grafana-mediante-influxdb"}'); INSERT INTO "resources" VALUES('https://enterprisersproject.com/article/2017/10/how-explain-kubernetes-plain-english','enterprisersproject.com: How to explain Kubernetes in plain English','','2017',1,'An executive-level conceptual guide explaining Kubernetes orchestration concepts through real-world analogies. Ideal for bridging communication between technical architects and business stakeholders regarding cloud-native resource optimization.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2017-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Fundamentals", "Introduction", "Conceptual Explanations"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://enterprisersproject.com/article/2019/8/kubernetes-secrets-explained-plain-english','enterprisersproject.com: How to explain Kubernetes Secrets in plain English 🌟','','2019',0,'An introductory conceptual explanation of Kubernetes Secrets. Translates low-level pod definitions and etcd mappings into non-technical language to align business stakeholders on cloud-native security postures.','English','Educational Guide','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Secrets Management", "Conceptual"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-security.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://enterprisersproject.com/article/2019/8/kubernetes-secrets-explained-plain-english','enterprisersproject.com: How to explain Kubernetes Secrets in plain English 🌟','','2019',0,'An introductory conceptual explanation of Kubernetes Secrets. Translates low-level pod definitions and etcd mappings into non-technical language to align business stakeholders on cloud-native security postures.','English','Educational Guide','Beginner',0,'duplicate','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Secrets Management", "Conceptual"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-security.md"]','{}','{"duplicate_of": "https://enterprisersproject.com/article/2017/10/how-explain-kubernetes-plain-english"}'); INSERT INTO "resources" VALUES('https://enterprisersproject.com/article/2020/10/scrum-kanban-3-realities-cios','enterprisersproject.com: Scrum and Kanban: 3 realities CIOs should know','','2020',2,'Strategic insights for enterprise technology leaders executing agile transitions. Examines team dynamics, organizational culture barriers, and practical hybrid methodology models within highly regulated business domains.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Project Management", "Agile Methodologies", "Enterprise Leadership"]','["[COMMUNITY-TOOL]"]','[]','["project-management-methodology.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://enterprisersproject.com/article/2020/3/how-get-devops-noops-5-steps','How to get from DevOps to NoOps: 5 steps','','2020',1,'Proposes a five-step path toward fully abstracted, frictionless environments (NoOps). Argues that standard automation must evolve into self-healing platforms that hide low-level operations from microservice developers.','N/A','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Automation", "NoOps Evolution"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://enterprisersproject.com/article/2020/4/kubernetes-everything-you-need-know','enterprisersproject.com: Kubernetes: Everything you need to know (2020) 🌟','','2020',0,'An enterprise-focused operational review of Kubernetes adoption benefits. Distills high-level business logic, cost optimizations, and development agility improvements.','English','Article','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Core Kubernetes", "Basics", "Introduction"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); @@ -5021,7 +5021,7 @@ INSERT INTO "resources" VALUES('https://enterprisersproject.com/article/2021/1/5 INSERT INTO "resources" VALUES('https://enterprisersproject.com/article/2021/10/devops-future-operating-model-it','enterprisersproject.com: DevOps: 3 skills needed to support its future in the enterprise','','2021',0,'Curator Insight: Investigates the core technical skillsets required to guide the evolution of corporate IT pipelines. Live Grounding: Points to Site Reliability Engineering (SRE), Platform Engineering, and DevSecOps as the essential evolutionary pathways for IT service architectures.','en','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps & Platforms", "Methodology", "Future Trends"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://enterprisersproject.com/article/2021/2/remote-work-virtual-collaboration-best-practices','enterprisersproject.com: Remote work: 10 tips to be a better virtual collaborator','','2021',0,'Explores high-level organizational principles for distributed systems engineering teams. Focuses on moving from low-value synchronous updates to high-efficiency asynchronous workflows, introducing clear documentation standards, virtual whiteboarding, and metrics-driven output assessments to prevent meeting fatigue.','Agnostic','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Modern Workforce", "Remote Work", "Collaboration"]','["[COMMUNITY-TOOL]"]','[]','["workfromhome.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://enterprisersproject.com/article/2021/5/kubernetes-6-open-source-tools-to-test-clusters','enterprisersproject.com: Kubernetes: 6 open source tools to put your cluster'' to the test','','2021',0,'An informative article highlighting six open-source testing and validation tools for Kubernetes clusters. Outlines utilities like Sonobuoy, Polaris, and Popeye, providing cluster operators with a solid reference framework for auditing workload compliance.','None','Guide','Low',0,'online','manual','03202a97c112e61c461218f12355480d81a120c3fc415cfef40ae7c538c476b4',100.0,1.77903365816600704e+09,1,'2026-05-17T18:00:58.166007+02:00',NULL,NULL,NULL,'["Operations", "Cluster Diagnostics", "Resources & Guides"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://enterprisersproject.com/article/2021/6/gitops-explained-plain-english','enterprisersproject.com: How to explain GitOps in plain English','','2021',0,'Translates complex technical mechanics of continuous reconciliation into business terms. Framed for enterprise executives and cross-functional leaders to understand the productivity and stability dividends of Git-driven operations.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps", "Introduction", "Strategy"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://enterprisersproject.com/article/2021/6/gitops-explained-plain-english','enterprisersproject.com: How to explain GitOps in plain English','','2021',0,'Translates complex technical mechanics of continuous reconciliation into business terms. Framed for enterprise executives and cross-functional leaders to understand the productivity and stability dividends of Git-driven operations.','English','Article','Beginner',0,'duplicate','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps", "Introduction", "Strategy"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{"duplicate_of": "https://enterprisersproject.com/article/2017/10/how-explain-kubernetes-plain-english"}'); INSERT INTO "resources" VALUES('https://enterprisersproject.com/article/2021/6/how-migrate-java-workloads-containers-3-considerations','enterprisersproject.com: How to migrate Java workloads to containers: 3 considerations','','2021',0,'A practical strategy guide for containerizing traditional JVM workloads. Key considerations include JVM ergonomics under cgroup limits, optimizing layer caching inside Dockerfiles, and utilizing multi-stage builds to limit attack surfaces and deployment sizes.','Java','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Cloud Native Java", "Containerization"]','["[COMMUNITY-TOOL]"]','[]','["java_frameworks.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://enterprisersproject.com/article/2021/8/5-devsecops-open-source-projects-know','enterprisersproject.com: 5 DevSecOps open source projects to know','','2021',0,'Highlights five high-impact open-source utilities designed to accelerate DevSecOps adoption. Focuses on systems targeting secrets discovery, Infrastructure-as-Code manifest scanning, compliance orchestration, and container base-image vulnerability identification.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "DevSecOps", "Open Source Tools"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://enterprisersproject.com/article/2022/11/15-minute-primer-kubernetes','enterprisersproject.com: A 15-minute primer on Kubernetes','','2022',0,'A concise executive and technical overview of Kubernetes architecture, discussing its role as an operating system for containerized workloads. Explains cluster topologies, the declarative state reconciliation model, and how it abstracts underlying physical infrastructure to achieve high availability and auto-scaling.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Core Concepts", "Introduction", "Orchestration Basics"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); @@ -5029,11 +5029,11 @@ INSERT INTO "resources" VALUES('https://epsagon.com/blog/serverless-open-source- INSERT INTO "resources" VALUES('https://erik-engheim.medium.com/go-does-not-need-a-java-style-gc-ac99b8d26c60',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903162230174899e+09,0,'2026-05-17T17:27:02.301749+02:00',NULL,NULL,NULL,'[]','[]','["docs/golang.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://erkanerol.github.io/post/restartable-pods','erkanerol.github.io: I wish pods were fully restartable','','2020',0,'This reflective post explores the architectural limitations of the Kubernetes Pod lifecycle, specifically the inability to easily restart individual containers without recreating the entire Pod. It analyzes proposed community designs and current workarounds, such as mutating controllers or rollout restarts. 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Curator Insight emphasizes its focus on functional compiled languages. Live Grounding shows its niche status due to localized community interest.','Groovy','Cheat Sheet','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Build Automation", "Gradle"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}'); @@ -5054,12 +5054,12 @@ INSERT INTO "resources" VALUES('https://events.atlassian.com/team-digital/sign-i * **Technical Takeaways:** Examines the transition of project management tools from passive recording databases into proactive workflow orchestration engines.','en','site','intermediate',0,'online','automatic','c60697a7e57c28d535efdbfc8c35fa167c2ddca5edee02e6ccdfcf6b3fe1503c',NULL,1.78035227299408388e+09,0,'2026-06-02T00:17:52.994084+02:00',NULL,NULL,NULL,'["DevOps and Collaboration", "Project Management", "AI Orchestration"]','["CASE STUDY"]','[]','[]','{}','{"category": "aws-devops", "reputation_status": "Vetted", "reputation_summary": "Highly vetted. 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Features custom user libraries containing native cloud-native and Kubernetes icons for quick whiteboard design sessions.','TypeScript','Tool','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture & Design", "Visualization", "Sketch Tools"]','["[DE FACTO STANDARD]"]','[]','["cloud-arch-diagrams.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://experitest.com/appium-blog/start-automating-your-mobile-tests-with-cucumber-and-appium','experitest.com: Start Automating your mobile tests with Cucumber and Appium','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','0552ae08ba9d945b6166c9f98e348684d94bd1bfb31fe7ecf9bee677d1bc7e60',100.0,1.7790314791001141e+09,0,'2026-05-17T17:24:39.100114+02:00',NULL,NULL,NULL,'[]','[]','["docs/test-automation-frameworks.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://explore.skillbuilder.aws/learn','==explore.skillbuilder.aws/learn: AWS Skill Builder== 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','108c77d1a102ba939dfd6905697060d38bb4da81026433faa915dc2fc899c1e1',100.0,1.77903258930828905e+09,0,'2026-05-17T17:43:09.308289+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-training.md"]','[]','{}','{}'); 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+INSERT INTO "resources" VALUES('https://experitest.com/appium-blog/start-automating-your-mobile-tests-with-cucumber-and-appium','experitest.com: Start Automating your mobile tests with Cucumber and Appium','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','0552ae08ba9d945b6166c9f98e348684d94bd1bfb31fe7ecf9bee677d1bc7e60',100.0,1.7790314791001141e+09,0,'2026-05-17T17:24:39.100114+02:00',NULL,NULL,NULL,'[]','[]','["docs/test-automation-frameworks.md"]','[]','{}','{"duplicate_of": "https://digital.ai/products/continuous-testing"}'); +INSERT INTO "resources" VALUES('https://explore.skillbuilder.aws/learn','==explore.skillbuilder.aws/learn: AWS Skill Builder== 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','108c77d1a102ba939dfd6905697060d38bb4da81026433faa915dc2fc899c1e1',100.0,1.77903258930828905e+09,0,'2026-05-17T17:43:09.308289+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-training.md"]','[]','{}','{"duplicate_of": "https://skillbuilder.aws"}'); +INSERT INTO "resources" VALUES('https://explore.skillbuilder.aws/learn/course/external/view/elearning/48/aws-security-fundamentals-second-edition','explore.skillbuilder.aws: AWS Security Fundamentals (free)','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','108c77d1a102ba939dfd6905697060d38bb4da81026433faa915dc2fc899c1e1',100.0,1.77902989972173094e+09,0,'2026-05-17T16:58:19.721731+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-training.md"]','[]','{}','{"duplicate_of": "https://explore.skillbuilder.aws/learn"}'); +INSERT INTO "resources" VALUES('https://explore.skillbuilder.aws/learn/course/external/view/elearning/7854/aws-technical-essential-spanish-from-latin-america','explore.skillbuilder.aws: AWS Skill Builder - IntroducciΓ³n a AWS Data Pipeline'' (EspaΓ±ol LatinoamΓ©rica) | AWS Technical Essentials (Spanish from Latin America) - Free','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','108c77d1a102ba939dfd6905697060d38bb4da81026433faa915dc2fc899c1e1',100.0,1.77902917475004196e+09,0,'2026-05-17T16:46:14.750042+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-training.md"]','[]','{}','{"duplicate_of": "https://explore.skillbuilder.aws/learn"}'); INSERT INTO "resources" VALUES('https://exploreneptune.io','==exploreneptune.io== 🌟','','N/A',0,'A curated technical resource and architectural guide covering ==exploreneptune.io== 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903180777862405e+09,0,'2026-05-17T17:30:07.778624+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tutorials.md"]','["kubernetes-tutorials.md"]','{}','{}'); 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-INSERT INTO "resources" VALUES('https://fatehmuhammad.medium.com/introduction-to-docker-part-1-3cff7559e372','fatehmuhammad.medium.com: Introduction to Docker | part 1','','N/A',0,'A curated technical resource and architectural guide covering fatehmuhammad.medium.com: Introduction to Docker | part 1 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902968900518798e+09,0,'2026-05-17T16:54:49.005188+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/docker.md"]','["docker.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://fatehmuhammad.medium.com/introduction-to-docker-part-1-3cff7559e372','fatehmuhammad.medium.com: Introduction to Docker | part 1','','N/A',0,'A curated technical resource and architectural guide covering fatehmuhammad.medium.com: Introduction to Docker | part 1 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77902968900518798e+09,0,'2026-05-17T16:54:49.005188+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/docker.md"]','["docker.md"]','{}','{"duplicate_of": "https://cloudnativeislamabad.hashnode.dev/introduction-to-docker-part-1"}'); INSERT INTO "resources" VALUES('https://fathomtech.io/blog/microservices-vs-serverless','fathomtech.io: Microservices vs. Serverless','','2021',3,'Evaluates operational tradeoffs, deployment mechanics, and cost models between traditional containerized microservices and pure event-driven serverless architectures.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture Decisions", "Comparisons", "Microservices vs Serverless"]','["[COMMUNITY-TOOL]"]','[]','["serverless.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://faun.pub/5-best-terraform-tools-that-you-need-in-2022-a3db2334c524','==faun.pub: 5 Best Terraform Tools That You Need in 2022== 🌟','','N/A',0,'A curated technical resource and architectural guide covering ==faun.pub: 5 Best Terraform Tools That You Need in 2022== 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903223934560704e+09,0,'2026-05-17T17:37:19.345607+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://faun.pub/a-beginners-guide-to-jaeger-ed75ce5ed8f4','faun.pub: A beginner’s guide to Jaeger','','N/A',0,'A curated technical resource and architectural guide covering faun.pub: A beginner’s guide to Jaeger in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903057244364094e+09,0,'2026-05-17T17:09:32.443641+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/istio.md"]','["istio.md"]','{}','{}'); @@ -5151,13 +5151,13 @@ INSERT INTO "resources" VALUES('https://faun.pub/kubernetes-architecture-explain INSERT INTO "resources" VALUES('https://faun.pub/kubernetes-chronicles-k8s-04-k8s-series-pod-resource-request-limits-49ac0cf67ae6','faun.pub: Kubernetes Chronicles:(K8s#04)|K8s Series | POD Resource Request'' & Limits','','N/A',0,'A curated technical resource and architectural guide covering faun.pub: Kubernetes Chronicles:(K8s#04)|K8s Series | POD Resource Request'' & Limits in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029569.68444,0,'2026-05-17T16:52:49.684440+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://faun.pub/kubernetes-commands-for-deployment-and-management-e10a74c95015','faun.pub: Kubernetes Commands for Deployment and Management','','N/A',0,'A curated technical resource and architectural guide covering faun.pub: Kubernetes Commands for Deployment and Management in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902931007771801e+09,0,'2026-05-17T16:48:30.077718+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://faun.pub/kubernetes-controllers-custom-resources-and-operators-explained-8e92f46829f6','==faun.pub: Kubernetes Controllers, Custom Resources, and Operators Explained==','','N/A',0,'A curated technical resource and architectural guide covering ==faun.pub: Kubernetes Controllers, Custom Resources, and Operators Explained== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903224469324493e+09,0,'2026-05-17T17:37:24.693245+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://faun.pub/kubernetes-deployment-strategies-f36e7e4d2be','faun.pub: Kubernetes Deployment Strategies','','N/A',0,'A curated technical resource and architectural guide covering faun.pub: Kubernetes Deployment Strategies in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903245511585497e+09,0,'2026-05-17T17:40:55.115855+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://faun.pub/kubernetes-deployment-strategies-f36e7e4d2be','faun.pub: Kubernetes Deployment Strategies','','N/A',0,'A curated technical resource and architectural guide covering faun.pub: Kubernetes Deployment Strategies in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903245511585497e+09,0,'2026-05-17T17:40:55.115855+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"duplicate_of": "https://www.weave.works/blog/kubernetes-deployment-strategies"}'); INSERT INTO "resources" VALUES('https://faun.pub/kubernetes-ingress-with-nginx-3c77e703e91a','==faun.pub: Kubernetes Ingress with Nginx==','','N/A',0,'A curated technical resource and architectural guide covering ==faun.pub: Kubernetes Ingress with Nginx== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903097928440308e+09,0,'2026-05-17T17:16:19.284403+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://faun.pub/kubernetes-liveness-probes-1a053f53690c','faun.pub: Kubernetes Liveness Probes','','N/A',0,'A curated technical resource and architectural guide covering faun.pub: Kubernetes Liveness Probes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.779029940823354e+09,0,'2026-05-17T16:59:00.823354+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://faun.pub/kubernetes-multi-tenancy-with-amazon-eks-best-practices-and-considerations-60bfd78c2f9a','faun.pub: Kubernetes Multi-tenancy with Amazon EKS: Best practices and considerations'' 🌟','','N/A',0,'A curated technical resource and architectural guide covering faun.pub: Kubernetes Multi-tenancy with Amazon EKS: Best practices and considerations'' 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903321808709502e+09,0,'2026-05-17T17:53:38.087095+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://faun.pub/kubernetes-nginx-deployments-simplified-management-and-increased-scalability-8b1a32884db1','faun.pub: Kubernetes Nginx Deployments: Simplified Management and Increased'' Scalability','','N/A',0,'A curated technical resource and architectural guide covering faun.pub: Kubernetes Nginx Deployments: Simplified Management and Increased'' Scalability in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029805.15175,0,'2026-05-17T16:56:45.151750+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://faun.pub/kubernetes-practice-automating-blue-green-deployment-with-argo-rollouts-2279aa890c53','faun.pub: Kubernetes Practice β€” Automating Blue/Green Deployment with Argo'' Rollouts','','N/A',0,'A curated technical resource and architectural guide covering faun.pub: Kubernetes Practice β€” Automating Blue/Green Deployment with Argo'' Rollouts in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903417284755206e+09,0,'2026-05-17T18:09:32.847552+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/argo.md"]','["argo.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://faun.pub/kubernetes-practice-logging-with-logstash-and-fluentd-by-sidecar-container-86076da0812f','faun.pub: Kubernetes Practice β€” Logging with Logstash and FluentD by Sidecar'' Container','','N/A',0,'A curated technical resource and architectural guide covering faun.pub: Kubernetes Practice β€” Logging with Logstash and FluentD by Sidecar'' Container in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903384465669107e+09,0,'2026-05-17T18:04:04.656691+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-monitoring.md"]','["kubernetes-monitoring.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://faun.pub/kubernetes-practice-logging-with-logstash-and-fluentd-by-sidecar-container-86076da0812f','faun.pub: Kubernetes Practice β€” Logging with Logstash and FluentD by Sidecar'' Container','','N/A',0,'A curated technical resource and architectural guide covering faun.pub: Kubernetes Practice β€” Logging with Logstash and FluentD by Sidecar'' Container in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903384465669107e+09,0,'2026-05-17T18:04:04.656691+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-monitoring.md"]','["kubernetes-monitoring.md"]','{}','{"duplicate_of": "https://dev.to/devopsvn/kubernetes-practice-logging-with-logstash-and-fluentd-by-sidecar-container-16oi"}'); INSERT INTO "resources" VALUES('https://faun.pub/kubernetes-service-types-tutorial-39223391316c','faun.pub: Kubernetes Service Types Tutorial | Pavan Belagatti 🌟','','N/A',0,'A curated technical resource and architectural guide covering faun.pub: Kubernetes Service Types Tutorial | Pavan Belagatti 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031649.46027,0,'2026-05-17T17:27:29.460270+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://faun.pub/kubernetes-story-how-kubernetes-works-with-container-runtime-ce618a306f64','faun.pub: Deep into Container β€” How Kubernetes works with Container Runtime','','N/A',0,'A curated technical resource and architectural guide covering faun.pub: Deep into Container β€” How Kubernetes works with Container Runtime in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.779032798247756e+09,0,'2026-05-17T17:46:38.247756+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://faun.pub/lets-encrypt-and-certmanager-aa88775730b8','==faun.pub: Let’s encrypt and CertManager==','','N/A',0,'A curated technical resource and architectural guide covering ==faun.pub: Let’s encrypt and CertManager== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903233979106593e+09,0,'2026-05-17T17:38:59.791066+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}'); @@ -5168,7 +5168,7 @@ INSERT INTO "resources" VALUES('https://faun.pub/package-and-deploy-your-applica INSERT INTO "resources" VALUES('https://faun.pub/practical-example-of-how-to-set-requests-and-limits-on-kubernetes-87521b599983','faun.pub: Practical example of how to set requests and limits on Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering faun.pub: Practical example of how to set requests and limits on Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790332367192049e+09,0,'2026-05-17T17:53:56.719205+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://faun.pub/production-grade-kubernetes-monitoring-using-prometheus-78144b835b60','faun.pub: Production grade Kubernetes Monitoring using Prometheus 🌟','','N/A',0,'A curated technical resource and architectural guide covering faun.pub: Production grade Kubernetes Monitoring using Prometheus 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790335918167479e+09,0,'2026-05-17T17:59:51.816748+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://faun.pub/redis-high-availability-with-sentinel-on-kubernetes-k8s-a1d67842e0ce','faun.pub: Redis High availability with Sentinel on Kubernetes(K8s)','','N/A',0,'A curated technical resource and architectural guide covering faun.pub: Redis High availability with Sentinel on Kubernetes(K8s) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903307179850101e+09,0,'2026-05-17T17:51:11.798501+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/caching.md"]','["caching.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://faun.pub/scaling-your-application-using-kubernetes-9ad0d6bcf0d6','faun.pub: Scaling Your Application Using Kubernetes - Harness | Pavan Belagatti','','N/A',0,'A curated technical resource and architectural guide covering faun.pub: Scaling Your Application Using Kubernetes - Harness | Pavan Belagatti in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903221678835511e+09,0,'2026-05-17T17:36:56.788355+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-autoscaling.md"]','["kubernetes-autoscaling.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://faun.pub/scaling-your-application-using-kubernetes-9ad0d6bcf0d6','faun.pub: Scaling Your Application Using Kubernetes - Harness | Pavan Belagatti','','N/A',0,'A curated technical resource and architectural guide covering faun.pub: Scaling Your Application Using Kubernetes - Harness | Pavan Belagatti in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903221678835511e+09,0,'2026-05-17T17:36:56.788355+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-autoscaling.md"]','["kubernetes-autoscaling.md"]','{}','{"duplicate_of": "https://dev.to/pavanbelagatti/scaling-your-application-with-kubernetes-5715"}'); INSERT INTO "resources" VALUES('https://faun.pub/secrets-kubernetes-298ea8dd9911','==faun.pub: Secrets | Kubernetes==','','N/A',0,'A curated technical resource and architectural guide covering ==faun.pub: Secrets | Kubernetes== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903074197930192e+09,0,'2026-05-17T17:12:21.979302+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://faun.pub/serverless-with-spring-boot-aws-lambda-bc76c1de2b12','faun.pub: Serverless With Spring Boot & AWS Lambda','','N/A',0,'A curated technical resource and architectural guide covering faun.pub: Serverless With Spring Boot & AWS Lambda in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903269920879411e+09,0,'2026-05-17T17:44:59.208794+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-serverless.md"]','["aws-serverless.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://faun.pub/set-up-global-rate-limiting-with-aws-waf-in-5-minutes-bd43a9309683','faun.pub: Set up global rate limiting with AWS WAF in 5 minutes','','N/A',0,'A curated technical resource and architectural guide covering faun.pub: Set up global rate limiting with AWS WAF in 5 minutes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034522.74539,0,'2026-05-17T18:15:22.745390+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-security.md"]','["aws-security.md"]','{}','{}'); @@ -5216,9 +5216,9 @@ INSERT INTO "resources" VALUES('https://firefox-source-docs.mozilla.org/devtools INSERT INTO "resources" VALUES('https://fireship.dev/async-javascript-from-callbacks-to-promises-to-async-await',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','f5ff9871d7c28010f57a7638faa18050f8a2bbf78fd37ae5e377ffc8631b05ac',100.0,1.77913049501490211e+09,0,'2026-05-18T20:54:55.014902+02:00',NULL,NULL,NULL,'[]','[]','["docs/javascript.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://fireship.dev/beginners-guide-to-javascript-prototype',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','aa2de0da74b546319f1b94591c763fb796df150d58cb2362beb0f979a5c30c94',100.0,1.77913049500649905e+09,0,'2026-05-18T20:54:55.006499+02:00',NULL,NULL,NULL,'[]','[]','["docs/javascript.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://first-web-scraper.readthedocs.io/en/latest','First web scraper','','2020',3,'Curator Insight reviews a step-by-step tutorial designed to build initial web scraping functions using requests and BeautifulSoup. Live Grounding highlights its value for educational pipelines, teaching fundamental DOM and network parsing concepts before developers transition to concurrent systems.','Python','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Science", "Data Engineering", "Web Scraping"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://first-web-scraper.readthedocs.org','First web scraper','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','db9707ba3e2e0fdab98ce56ffa2030014a4af1bebb66f51a68f12b64e64157f5',100.0,1.77903209136781311e+09,0,'2026-05-17T17:34:51.367813+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://first-web-scraper.readthedocs.org','First web scraper','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','db9707ba3e2e0fdab98ce56ffa2030014a4af1bebb66f51a68f12b64e64157f5',100.0,1.77903209136781311e+09,0,'2026-05-17T17:34:51.367813+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{"duplicate_of": "https://first-web-scraper.readthedocs.io/en/latest"}'); INSERT INTO "resources" VALUES('https://flagger.app','Flagger','','2024',0,'Flagger is an industry-standard Kubernetes progressive delivery operator that automates canary rollouts, A/B testing, and blue/green patterns. By orchestrating service mesh routers (Istio, Linkerd) and ingress controllers, Flagger analyzes metrics and safely triggers rollbacks on anomalies.','Go','Kubernetes Operator','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Deployment & Delivery", "Progressive Delivery", "Flagger"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://flask.palletsprojects.com','Flask Documentation 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','26a629a4fbc083bb9a87ea12172a4556b98823bd68fe505359ba8f652dc0294b',100.0,1.779031302434628e+09,0,'2026-05-17T17:21:42.434628+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://flask.palletsprojects.com','Flask Documentation 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','26a629a4fbc083bb9a87ea12172a4556b98823bd68fe505359ba8f652dc0294b',100.0,1.779031302434628e+09,0,'2026-05-17T17:21:42.434628+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{"duplicate_of": "https://flask.palletsprojects.com/en/stable"}'); INSERT INTO "resources" VALUES('https://flask.palletsprojects.com/en/stable','Flask Documentation 🌟','','2026',0,'Official technical specifications and documentation for Flask, Python''s leading microframework. Details its extensible design, built-in WSGI compliance, routing structures, and strategies for configuring custom extensions in high-performance microservices.','Python','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Web Frameworks", "Microframeworks"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://fleetdm.com/engineering/tips-for-github-actions-usability','blog.fleetdm.com: 4 tips for GitHub Actions usability (+2 bonus tips for debugging)','','2022',0,'Provides practical tips for optimizing GitHub Actions workflows. Outlines techniques for structured workflow organization, managing secure runner logs, and utilizing interactive terminal access for live debugging.','YAML','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Pipeline", "GitHub Actions", "Developer Productivity"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://flightaware.engineering/systems-monitoring-with-prometheus-grafana','Systems Monitoring with Prometheus and Grafana','','2019',0,'A foundational engineering guide on setting up a robust, scalable systems monitoring pipeline using Prometheus for time-series data storage and Grafana for visual dashboards. Highlights best practices in querying via PromQL and architecting resilient scraping targets.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Metrics", "Core Stack"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}'); @@ -5239,7 +5239,7 @@ INSERT INTO "resources" VALUES('https://foreseeti.com/how-to-become-and-stay-aws INSERT INTO "resources" VALUES('https://forklift.konveyor.io','forklift.konveyor.io 🌟','','N/A',0,'A curated technical resource and architectural guide covering forklift.konveyor.io 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903322250311803e+09,0,'2026-05-17T17:53:42.503118+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://former2.com','former2.com','','2025',4,'Former2 is an industry-standard open-source browser utility that imports active AWS configurations and outputs valid CloudFormation, Terraform, or AWS CDK structures. Running client-side to protect credentials, it simplifies migrating manually provisioned resources into structured Git repositories.','JavaScript','SaaS / Open Source Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Automated Generation", "AWS Resource Importers"]','["[ENTERPRISE-STABLE]"]','[]','["aws-iac.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://forum.openai.com/public/videos/event-replay-terence-tao-and-mark-chen-on-ai-and-mathematical-discovery-2026-03-11','Event Replay: Terence Tao and Mark Chen on AI and Mathematical Discovery','A foundational discussion on how AI reasoning models are integrated into rigorous academic and mathematical scientific discoveries.','2026',4,'This forum event replay documents a dialogue between world-class mathematician Terence Tao and OpenAI''s VP of Research Mark Chen on the intersection of frontier reasoning models and formal mathematics. The session demonstrates how system-guided reasoning, hypothesis generation, and automated code generation are actively reshaping the workflow of academic research and mathematical verification.','en','Video','Advanced',0,'online','automatic','942deca2cf5874e4e426b2a94bca1b51da23aeba3d03249f9bb0d8c8ec948eb1',NULL,1.78035284903175306e+09,0,'2026-06-02T00:27:29.031753+02:00',NULL,NULL,NULL,'["AI", "Artificial Intelligence", "Advanced Reasoning", "Mathematical Discovery"]','["[CASE STUDY]", "[EMERGING]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "A highly valued discussion illustrating the integration of advanced LLM reasoning inside automated theorem proving and scientific discovery workflows.", "social_preview_url": "", "source_provenance": "X.com (OpenAI)", "suggested_new_category": "ai-research-scientific"}'); -INSERT INTO "resources" VALUES('https://forums.aws.amazon.com','AWS Forums','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','465009557511c541229975876def39876da5a90ba73b2257c9e6dfc355e92715',100.0,1.77903149794488191e+09,0,'2026-05-17T17:24:57.944882+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws.md", "docs/newsfeeds.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://forums.aws.amazon.com','AWS Forums','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','465009557511c541229975876def39876da5a90ba73b2257c9e6dfc355e92715',100.0,1.77903149794488191e+09,0,'2026-05-17T17:24:57.944882+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws.md", "docs/newsfeeds.md"]','[]','{}','{"duplicate_of": "https://repost.aws"}'); INSERT INTO "resources" VALUES('https://forums.docker.com/t/running-an-insecure-registry-insecure-registry/8159','Running an insecure registry –insecure-registry','','2018',0,'Community forum thread detailing user-submitted troubleshooting tips and configuration overrides for the `--insecure-registry` docker daemon parameter. This historical Q&A addresses common handshake and certificate mapping issues during registry prototyping. Modern security postures mandate avoiding insecure setups in production environments.','N/A','Guide','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Management", "Docker Security", "Insecure Registries"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["registries.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://fossforce.com','FOSS Force','','2026',2,'A news and analysis platform dedicated to free and open-source software (FOSS), discussing industry trends, licensing, and community governance. Offers high-level context on the evolution of open-source ecosystems impacting enterprise IT strategies.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operating Systems & Infrastructure", "Linux", "Community & General Resources"]','["[COMMUNITY-TOOL]"]','[]','["linux.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://fourtheorem.com/monorepo',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering fourtheorem.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','2f0a5661a06c31da0f2da5a31f8f3c4905810195472f775ada73a4c7de159c4f',100.0,1.77913049500918602e+09,1,'2026-05-18T20:54:55.009186+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{}'); @@ -5271,20 +5271,20 @@ INSERT INTO "resources" VALUES('https://galaxy.ansible.com/atosatto/docker-swarm INSERT INTO "resources" VALUES('https://galaxy.ansible.com/awx/awx','AWX Ansible Collection: galaxy.ansible.com/awx/awx','','2024',0,'The official `awx.awx` Ansible Collection, which provides dedicated modules to interact programmatically with AWX/Tower API endpoints. This enables GitOps-style management of AWX configurations, job templates, credentials, and organizational schemas.','Python','Collection','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Collections"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://galaxy.ansible.com/cloudalchemy/node-exporter','galaxy.ansible.com/cloudalchemy/node-exporter','- [github.com/cloudalchemy/ansible-prometheus](https://github.com/cloudalchemy/ansible-prometheus)','2025',0,'Highly standard Cloud Alchemy Ansible role configured to install, register, and maintain Prometheus Node Exporter. Leverages secure systemd user privileges and handles multi-distro variations flawlessly.','Shell','Repository','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Node Exporter Deployment"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://galaxy.ansible.com/geerlingguy','galaxy.ansible.com/geerlingguy','','2026',0,'The official Ansible Galaxy repository page for Jeff Geerling (geerlingguy), the most prominent community contributor in the Ansible landscape. Host to dozens of highly maintained roles covering PHP, Docker, Jenkins, and Kubernetes.','N/A','Registry Profile','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Community Authors"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://galaxy.ansible.com/geerlingguy/awx','galaxy.ansible.com/geerlingguy/awx 🌟','','2022',0,'A popular, legacy Ansible role by Jeff Geerling designed for automated installation of AWX on virtual or bare-metal systems. Note that since modern AWX relies almost exclusively on the Kubernetes AWX Operator, this role is largely legacy.','YAML','Role','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Roles"]','["[LEGACY]"]','[]','["ansible.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://galaxy.ansible.com/geerlingguy/awx','galaxy.ansible.com/geerlingguy/awx 🌟','','2022',0,'A popular, legacy Ansible role by Jeff Geerling designed for automated installation of AWX on virtual or bare-metal systems. Note that since modern AWX relies almost exclusively on the Kubernetes AWX Operator, this role is largely legacy.','YAML','Role','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Roles"]','["[LEGACY]"]','[]','["ansible.md"]','{}','{"duplicate_of": "https://galaxy.ansible.com/geerlingguy"}'); INSERT INTO "resources" VALUES('https://galaxy.ansible.com/mesaguy/prometheus','galaxy.ansible.com/mesaguy/prometheus','- [github.com/mesaguy/ansible-prometheus](https://github.com/mesaguy/ansible-prometheus)','2024',0,'Ansible playbooks designed to orchestrate server installation, Alertmanager nodes, and basic discovery pipelines. Highly parameterizable configuration schemas.','Shell','Repository','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Prometheus Deployment"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://galaxy.ansible.com/mkgin/vmware-harbor','galaxy.ansible.com/mkgin/vmware-harbor','','2020',0,'An Ansible Galaxy integration hub targeting VMware''s deployment instances of the Harbor container registry. This legacy role is built for deploying VM-hosted registries. Modern engineering workflows prioritize containerized cluster deployments instead of Ansible-orchestrated VM-level Harbor runtimes.','N/A','Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure Security", "Container Registries", "Harbor Automation"]','["[LEGACY]"]','[]','["registries.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://galaxy.ansible.com/nginxinc/nginx_core','galaxy.ansible.com/nginxinc/nginx_core','','2021',4,'The official Ansible NGINX Core Collection. It automates the installation, configuration, and execution of NGINX Open Source and NGINX Plus instances. It provides modular, enterprise-ready playbooks to streamline load-balancing, reverse proxies, and web operations across heterogeneous environments.','YAML','tool','intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "NGINX Automation"]','["[ENTERPRISE-STABLE]"]','[]','["ansible.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://galaxy.ansible.com/t_systems_mms/letsencrypt','galaxy.ansible.com: letsencrypt','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','1fb16b30aa6907ea6976f64c7eb04ffbf3a13e1f8ff6b80cbf69f00ef3033cb5',100.0,1.77903103718755793e+09,1,'2026-05-17T17:17:17.187558+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://galaxy.ansible.com/theforeman/foreman','Ansible Modules to manage Foreman and Katello installations','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','1fb16b30aa6907ea6976f64c7eb04ffbf3a13e1f8ff6b80cbf69f00ef3033cb5',100.0,1779031406.32131,1,'2026-05-17T17:23:26.321310+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://galaxy.ansible.com/t_systems_mms/letsencrypt','galaxy.ansible.com: letsencrypt','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1fb16b30aa6907ea6976f64c7eb04ffbf3a13e1f8ff6b80cbf69f00ef3033cb5',100.0,1.77903103718755793e+09,1,'2026-05-17T17:17:17.187558+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{"duplicate_of": "https://galaxy.ansible.com/alexdzyoba/jmx-exporter"}'); +INSERT INTO "resources" VALUES('https://galaxy.ansible.com/theforeman/foreman','Ansible Modules to manage Foreman and Katello installations','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1fb16b30aa6907ea6976f64c7eb04ffbf3a13e1f8ff6b80cbf69f00ef3033cb5',100.0,1779031406.32131,1,'2026-05-17T17:23:26.321310+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{"duplicate_of": "https://galaxy.ansible.com/alexdzyoba/jmx-exporter"}'); INSERT INTO "resources" VALUES('https://ganeshvernekar.com/blog/prometheus-tsdb-mmapping-head-chunks-from-disk','ganeshvernekar.com: Prometheus TSDB (Part 3): Memory Mapping of Head Chunks from Disk','','2020',0,'Part three of the TSDB deep dive, explaining how Prometheus memory-maps (mmap) historical head chunks to disk. By offloading cold chunks from RAM to disk while maintaining access references in memory, Prometheus significantly reduces its operational RAM requirements under dense monitoring workloads.','Go','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Observability", "Prometheus", "TSDB Internals"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://ganeshvernekar.com/blog/prometheus-tsdb-persistent-block-and-its-index','ganeshvernekar.com: Prometheus TSDB (Part 4): Persistent Block and its Index','','2020',0,'Part four of the TSDB deep-dive series, analyzing the persistent block layout and its index structures on disk. Covers how the compactor merges historical 2-hour TSDB blocks, compresses the indices, and manages directory structures to allow low-overhead analytical PromQL queries.','Go','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Observability", "Prometheus", "TSDB Internals"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://ganeshvernekar.com/blog/prometheus-tsdb-the-head-block','ganeshvernekar.com: Prometheus TSDB (Part 1): The Head Block','','2020',0,'The first entry of a detailed deep dive into Prometheus Time Series Database (TSDB) internals, focusing on the Head Block. It explains the mechanics of in-memory chunk allocation, active series data indexing, inverted index algorithms, and posting list lookups for instant query resolution.','Go','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Observability", "Prometheus", "TSDB Internals"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://ganeshvernekar.com/blog/prometheus-tsdb-wal-and-checkpoint','ganeshvernekar.com: Prometheus TSDB (Part 2): WAL and Checkpoint','','2020',0,'Part two of the TSDB deep dive, detailing Write-Ahead Logging (WAL) and checkpointing operations. It outlines how Prometheus guarantees data persistence during system crashes by sequentially logging samples, and explains the checkpoint garbage collection strategy to optimize disk space.','Go','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Observability", "Prometheus", "TSDB Internals"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://garba.org/posts/2018/k8s_pod_lc','garba.org: Kubernetes Pod Life Cycle Cheat Sheet','','2026',0,'A technical breakdown of Pod lifecycle states, start probes, and termination parameters. Curator Insight notes its value in troubleshooting restart loops. Live Grounding underscores how pod lifecycles affect blue-green deployment strategies.','English','Cheat Sheet','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform", "Container Orchestration", "Kubernetes"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://garden.io','==garden.io==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','7b4df8d5c724f8f10f455185be5cf2acb0c0ebafe8eb15c44f2d84671cb7415b',100.0,1.77903431369030404e+09,0,'2026-05-17T18:11:53.690304+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md", "docs/kubernetes-tools.md", "docs/scaffolding.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://garden.io/blog/performance-testing','garden.io: Performance testing on a microservice architecture','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','7b4df8d5c724f8f10f455185be5cf2acb0c0ebafe8eb15c44f2d84671cb7415b',100.0,1.77903074222679209e+09,0,'2026-05-17T17:12:22.226792+02:00',NULL,NULL,NULL,'[]','[]','["docs/performance-testing-with-jenkins-and-jmeter.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://garden.io/blog/pulumi-vs-terraform','garden.io: Pulumi vs. Terraform: A comparison of Infrastructure as Code'' tools','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','7b4df8d5c724f8f10f455185be5cf2acb0c0ebafe8eb15c44f2d84671cb7415b',100.0,1.77903215292722201e+09,0,'2026-05-17T17:35:52.927222+02:00',NULL,NULL,NULL,'[]','[]','["docs/pulumi.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://garden.io/blog/performance-testing','garden.io: Performance testing on a microservice architecture','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7b4df8d5c724f8f10f455185be5cf2acb0c0ebafe8eb15c44f2d84671cb7415b',100.0,1.77903074222679209e+09,0,'2026-05-17T17:12:22.226792+02:00',NULL,NULL,NULL,'[]','[]','["docs/performance-testing-with-jenkins-and-jmeter.md"]','[]','{}','{"duplicate_of": "https://garden.io"}'); +INSERT INTO "resources" VALUES('https://garden.io/blog/pulumi-vs-terraform','garden.io: Pulumi vs. Terraform: A comparison of Infrastructure as Code'' tools','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7b4df8d5c724f8f10f455185be5cf2acb0c0ebafe8eb15c44f2d84671cb7415b',100.0,1.77903215292722201e+09,0,'2026-05-17T17:35:52.927222+02:00',NULL,NULL,NULL,'[]','[]','["docs/pulumi.md"]','[]','{}','{"duplicate_of": "https://garden.io"}'); INSERT INTO "resources" VALUES('https://gateway-api.sigs.k8s.io','gateway-api.sigs.k8s.io 🌟','','2026',0,'The main documentation site for the Gateway API. Serves as the ultimate authority on advanced routing concepts, conformance testing, and controller implementation guidelines.','English','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Ingress & Gateway", "Gateway API"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://gatling.io','gatling.io','','2025',0,'Gatling is a highly optimized, asynchronous load-testing framework designed for high-concurrency scenarios. 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+INSERT INTO "resources" VALUES('https://getenroute.io/docs/ingress-filter-legos-secure-microservices-apis-using-helm-envoy','getenroute.io: Drive API Security At Kubernetes Ingress Using Helm And Envoy'' 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c5ccc18f113d30d1847ecda6920a8d44ade901e2c62e50be9452d1aacf9b0f55',100.0,1.77903234061456799e+09,0,'2026-05-17T17:39:00.614568+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-networking.md"]','[]','{}','{"duplicate_of": "https://docs.getenroute.io"}'); INSERT INTO "resources" VALUES('https://getkuby.io','Kuby','','2022',2,'Kuby is a configuration and deployment wrapper tailored for Ruby on Rails applications running on Kubernetes. 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Vital resource for architects keeping up-to-date with security alerts and system patches.','English','Aggregator','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Web Frameworks", "Community News"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://gigaom.com/report/gigaom-radar-for-data-storage-for-kubernetes',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','099a11e0fa4edc386ccfbf1692aa13281cf29194dffe099fec88ccb809d86409',100.0,1.7790334188618679e+09,0,'2026-05-17T17:56:58.861868+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-storage.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://gijsreijn.medium.com/optimizing-your-dsc-v3-authoring-experience-in-vscode-bd8e90c52312','gijsreijn.medium.com: Optimizing Your DSC V3 Authoring Experience in VSCode','','N/A',0,'A curated technical resource and architectural guide covering gijsreijn.medium.com: Optimizing Your DSC V3 Authoring Experience in VSCode in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903145537408494e+09,0,'2026-05-17T17:24:15.374085+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://gist.github.com/CrookedNumber/8964442','Removing the last commit','','2014',0,'A practical troubleshooting guide mapping out strategies to revert or reset the latest Git commit. 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Live 2026 engineering audits show that while native extensions offer similar behaviors, custom gists are widely used to maintain clean PR review workflows.','PowerShell','Code Repository','Intermediate',0,'online','manual','2316308b32046c380b82bc6156ff3bd9c07602d4ddff771c48804f0093fe9373',100.0,1.78173587955906391e+09,1,'2026-06-18T00:37:59.559064+02:00',NULL,NULL,NULL,'["Cloud DevOps", "Infrastructure as Code", "Terraform Orchestration", "Pull Request Feedback"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://gist.github.com/JamesMGreene/cdd0ac49f90c987e45ac','gist.github.com/JamesMGreene: A comparison of using `git flow` commands'' versus raw `git` commands','','2015',0,'A detailed side-by-side terminal command comparison showing what the automated `git-flow` wrapper does under the hood versus raw Git commands. Essential for engineers who need to debug broken branch states or build custom CI/CD scripts without external dependencies.','Bash','Guide','Intermediate',0,'online','manual','a69ee091e4e7b0165da20cd1d7dda9729de3e1439528b87b5415ca5c62c41e27',100.0,1.78173594055043411e+09,1,'2026-06-18T00:39:00.550434+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control Systems", "Git Workflows"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/git.md"]','["git.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://gist.github.com/PatrLind/e651d3cbc3bf68e4bd9fcc9568cbd3fb','gist.github.com: How to protect your ~/.kube/ configuration','','2020',0,'Provides hardening steps for securing developer workstation `~/.kube/config` files. Details POSIX permissions adjustments, the usage of credential helpers, and avoiding static administrative token storage.','Shell','tutorial','Basic',0,'online','manual','ddb7e934892c999e7ffb796047b2c07472eb4d4aad6e69dfa792fa7ac6b479ad',100.0,1.7817360261213541e+09,1,'2026-06-18T00:40:26.121354+02:00',NULL,NULL,NULL,'["Kubernetes Security", "Workstation Client Security", "Kubeconfig Hardening"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://gist.github.com/andykuszyk/a5ee80ae263e77f651bed878c1deb03b','gist.github.com: Creating and Publishing NuGet Packages','','2023',0,'A concise, developer-centric guide mapping the CLI workflows required to construct and publish NuGet packages. 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+INSERT INTO "resources" VALUES('https://github.blog/2022-02-10-using-reusable-workflows-github-actions','github.blog: How to start using reusable workflows with GitHub Actions','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','fd6668ceabe42a9e1b965eb2711d7ffa08ced43ef0e02c51671e61ba7335e739',100.0,1.77903257540300107e+09,0,'2026-05-17T17:42:55.403001+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://github.blog/developer-skills/github/using-reusable-workflows-github-actions"}'); +INSERT INTO "resources" VALUES('https://github.blog/2022-02-11-getting-started-with-project-planning-on-github','github.blog: Getting started with project planning on GitHub','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','414f8b0f731fef763b7ee7e8bde2a6a82855986ae8bf72c406c691051be9b1c3',100.0,1.77903222037191295e+09,0,'2026-05-17T17:37:00.371913+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://github.blog/developer-skills/github/getting-started-with-project-planning-on-github"}'); +INSERT INTO "resources" VALUES('https://github.blog/2022-02-14-include-diagrams-markdown-files-mermaid','github.blog: Include diagrams in your Markdown files with Mermaid','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','662fbfae2b6f65ae64b47ab13bd241841143df681eabd4d8a77bf944cf7089ef',100.0,1.77903179663718199e+09,0,'2026-05-17T17:29:56.637182+02:00',NULL,NULL,NULL,'[]','[]','["docs/mkdocs.md"]','[]','{}','{"duplicate_of": "https://github.blog/developer-skills/github/include-diagrams-markdown-files-mermaid"}'); +INSERT INTO "resources" VALUES('https://github.blog/2022-04-07-git-credential-manager-authentication-for-everyone','github.blog: Git Credential Manager: authentication for everyone','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','be7ed25812b1086968abb161668679e36784c0b94cafacdea1efd9f572afd8d4',100.0,1.77902947332616806e+09,0,'2026-05-17T16:51:13.326168+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://github.blog/security/application-security/git-credential-manager-authentication-for-everyone"}'); +INSERT INTO "resources" VALUES('https://github.blog/2022-06-21-github-copilot-is-generally-available-to-all-developers','GitHub Copilot is generally available to all developers','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','54398bed288a44184533c1287909d6f6aa7ce21b7e9da0b80958e8e6c83e6cf0',100.0,1.77903448559489393e+09,0,'2026-05-17T18:14:45.594894+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://github.blog/news-insights/product-news/github-copilot-is-generally-available-to-all-developers"}'); +INSERT INTO "resources" VALUES('https://github.blog/2022-06-29-improve-git-monorepo-performance-with-a-file-system-monitor','github.blog: Improve Git monorepo performance with a file system monitor'' 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d62a6d148aeeb04bbb61196707b62269453d99a119655aaeade70b679f6667dc',100.0,1779032074.99454,0,'2026-05-17T17:34:34.994540+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://github.blog/engineering/improve-git-monorepo-performance-with-a-file-system-monitor"}'); +INSERT INTO "resources" VALUES('https://github.blog/2023-03-02-why-python-keeps-growing-explained','github.blog: Why Python keeps growing, explained','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a94834e0dd7d765be700a6fc0ccabb48e88ab8f90b4918ef9b7d64e32d9d54cc',100.0,1779030249.29332,0,'2026-05-17T17:04:09.293320+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{"duplicate_of": "https://github.blog/developer-skills/programming-languages-and-frameworks/why-python-keeps-growing-explained"}'); +INSERT INTO "resources" VALUES('https://github.blog/2023-03-13-highlights-from-git-2-40','github.blog: Highlights from Git 2.40','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','09968be929f0d70baf674b9b24b0c2761976be101c6f901f9d1f68d164309894',100.0,1.77903068374386501e+09,0,'2026-05-17T17:11:23.743865+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://github.blog/open-source/git/highlights-from-git-2-40"}'); +INSERT INTO "resources" VALUES('https://github.blog/2023-03-22-github-copilot-x-the-ai-powered-developer-experience','github.blog: GitHub Copilot X: The AI-powered developer experience','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','61ebb16c01aedae9bdc62dc3e29a4d01eae64f0ecf3f14e79277884bf1cf6c40',100.0,1.77903146565898299e+09,0,'2026-05-17T17:24:25.658983+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://github.blog/news-insights/product-news/github-copilot-x-the-ai-powered-developer-experience"}'); +INSERT INTO "resources" VALUES('https://github.blog/2023-06-02-applying-gitops-principles-to-your-operations','github.blog: Applying GitOps principles to your operations','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8a9804d9db5924c7e7cbd97e30ae27617322e28bd5fe3e698b3f3e435f0fe520',100.0,1.77903207765501403e+09,0,'2026-05-17T17:34:37.655014+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{"duplicate_of": "https://github.blog/enterprise-software/devops/applying-gitops-principles-to-your-operations"}'); INSERT INTO "resources" VALUES('https://github.blog/ai-and-ml/github-copilot/building-a-general-purpose-accessibility-agent-and-what-we-learned-in-the-process','Building a general-purpose accessibility agent and what we learned in the process','An engineering analysis of constructing general-purpose AI accessibility agents on GitHub.','2026',4,'An architectural deep-dive into the development of an experimental general-purpose AI accessibility agent. It outlines engineering lessons in constructing multi-agent coordination flows, designing effective context windows, managing non-deterministic outputs, and leveraging retrieval structures to automatically audit and triage accessibility compliance issues in repositories.','en','Article','Advanced',0,'online','automatic','ccc346084c5698bd09d20ff35d6aac17b18d1f7aaecc1d35b8835bf1184eeef8',NULL,1.78035293285327601e+09,0,'2026-06-02T00:28:52.853276+02:00',NULL,NULL,NULL,'["AI", "Agentic Workflows", "Accessibility Triage Agents"]','["EMERGING", "GUIDE"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly regarded engineering write-up on agentic design patterns. The community praises the article for its honest technical takeaways regarding the challenges of using LLMs for deterministic accessibility compliance audits.", "social_preview_url": "https://github.blog/wp-content/uploads/2026/01/generic-github-copilot-blocks-logo.png?fit=1920%2C1080", "source_provenance": "RSS Feed (The GitHub Blog)", "suggested_new_category": "ai-agents"}'); INSERT INTO "resources" VALUES('https://github.blog/ai-and-ml/github-copilot/building-an-emoji-list-generator-with-the-github-copilot-cli','Building an emoji list generator with the GitHub Copilot CLI','Walkthrough on creating an emoji list generator during a developer stream using Copilot CLI.','2026',4,'A technical walkthrough detailing how developers can utilize the GitHub Copilot CLI to orchestrate terminal-based helper scripts. Focuses on using natural language prompts within the terminal to automate shell tasks, such as generating structured markdown components. Serves as a practical guide for boosting developer loops and local workspace productivity through integrated terminal-native generative AI models.','en','blog','intermediate',0,'online','automatic','0b180a6fcba977907e78960b271664a0893a49718b1187c37aca2b059bb11f7a',NULL,1.78035203740138506e+09,0,'2026-06-02T00:13:57.401385+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "AI Coding Assistants", "GitHub Copilot CLI"]','["[GUIDE]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Official GitHub blog showcasing standard terminal integrations of Copilot CLI.", "social_preview_url": "https://github.blog/wp-content/uploads/2026/04/image-19.png?fit=2064%2C1076", "source_provenance": "X.com (GitHub)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://github.blog/ai-and-ml/github-copilot/github-copilot-cli-for-beginners-getting-started-with-github-copilot-cli','GitHub Copilot CLI for Beginners: Getting Started','','2026',0,'Highlights setup and early integration techniques for GitHub Copilot CLI, translating natural language prompts into executable terminal and shell scripts. Enhances sysadmin and shell workflow automation while maintaining a human-in-the-loop review step for safety and correctness.','English','Guide','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "AI-Assisted Development", "CLI Tools"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["ai.md", "developerportals.md"]','{}','{}'); @@ -5461,7 +5461,7 @@ INSERT INTO "resources" VALUES('https://github.blog/enterprise-software/devops/s INSERT INTO "resources" VALUES('https://github.blog/news-insights/company-news/github-welcomes-the-openjdk-project','GitHub Welcomes the OpenJDK Project!','','2020',0,'An industry milestone announcement detailing the successful migration of the OpenJDK source code and development infrastructure to GitHub under Project Skara. This transition streamlined pull requests, code reviews, and developer collaboration models.','Java','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Java Ecosystem", "Governance"]','["[COMMUNITY-TOOL]"]','[]','["java_frameworks.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://github.blog/news-insights/company-news/npm-has-joined-github','npm has joined GitHub','','2020',0,'Official announcement details the strategic acquisition of npm by GitHub, paving the way for integrated supply chain security, advanced registry caching, and unified CI/CD workflow security features.','Markdown','News','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Productivity", "Package Management", "Supply Chain Security"]','["[COMMUNITY-TOOL]"]','[]','["javascript.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://github.blog/news-insights/company-news/still-a-developer-just-outside-our-latest-github-shop-collection-is-here',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'FILTERED',NULL,NULL,NULL,1780402331.9557,0,'2026-06-02T14:12:11.955700+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{"score": 25}'); -INSERT INTO "resources" VALUES('https://github.blog/news-insights/company-news/token-authentication-requirements-for-api-and-git-operations','Token authentication requirements for API and Git operations','','2020',0,'Technical mandate detailing the deprecation of basic password auth for authenticated Git operations and REST API calls. Codifies the migration to Personal Access Tokens (PATs) and hardware keys.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Platforms", "Platform Security", "Authentication", "Git Operations"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.blog/news-insights/company-news/token-authentication-requirements-for-api-and-git-operations','Token authentication requirements for API and Git operations','','2020',0,'Technical mandate detailing the deprecation of basic password auth for authenticated Git operations and REST API calls. Codifies the migration to Personal Access Tokens (PATs) and hardware keys.','None','Article','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Platforms", "Platform Security", "Authentication", "Git Operations"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{"duplicate_of": "https://github.blog/security/application-security/token-authentication-requirements-for-git-operations"}'); INSERT INTO "resources" VALUES('https://github.blog/news-insights/policy-news-and-insights/how-researchers-are-using-github-innovation-graph-data-to-reveal-the-digital-complexity-of-nations','How researchers are using GitHub Innovation Graph data to reveal the β€œdigital complexity” of nations','An interview showcasing how Open Source collaboration datasets can accurately model and forecast national GDP, inequality, and industrial emission trends.','2026',4,'This policy and empirical study details how researchers leverage the GitHub Innovation Graph database to measure national ''digital complexity''. By correlating geographic open-source activity with macro-economic metrics, the researchers demonstrate a strong predictability index for GDP growth, wealth inequality, and emissions. The methodology showcases the utility of software collaboration repositories as real-time economic indicators.','en','Article','Intermediate',0,'online','automatic','b4a6632232be995b5a3c88e139de492cbe337891b97a4d649b604e8b71b4b55f',NULL,1.78035284903174304e+09,0,'2026-06-02T00:27:29.031743+02:00',NULL,NULL,NULL,'["DevOps", "Version Control", "GitHub Metrics", "Economic Complexity"]','["[CASE STUDY]"]','[]','[]','{}','{"category": "digital-money", "reputation_status": "Vetted", "reputation_summary": "An insightful exploration of global software collaboration data modeled for macro-economic forecasting and policy development.", "social_preview_url": "https://github.blog/wp-content/uploads/2025/01/innovation_graph_1.png?fit=2400%2C1260", "source_provenance": "X.com (GitHub)", "suggested_new_category": "open-source-analytics"}'); INSERT INTO "resources" VALUES('https://github.blog/news-insights/product-news/create-pull-requests-in-vscode','github.blog: VS Code: Now creating pull requests 🌟','','2018',0,'Highlights the native evolution of the GitHub Pull Requests and Issues extension, allowing developers to create, review, comment, and merge pull requests directly within the editor workspace to minimize context switching.','Markdown','Article','Beginner',0,'online','manual','d0d2135a4b7b131934f4e39e18bbb5f6baeac7500646ec1c588f518abb90e621',100.0,1.77913049500094389e+09,0,'2026-05-18T20:54:55.000944+02:00',NULL,NULL,NULL,'["Development Tools", "VS Code", "Collaboration"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://github.blog/news-insights/product-news/dependency-graph-now-supports-github-actions','github.blog: Dependency graph now supports GitHub Actions','','2022',0,'Introduces dependency graph native tracking for GitHub Actions. Provides deep security oversight by indexing actions, workflows, and third-party task plugins, exposing vulnerabilities, and generating automatic Dependabot alert remedies across pipeline executions.','YAML','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Compliance", "Supply Chain Security", "Dependency Management"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); @@ -5480,7 +5480,7 @@ INSERT INTO "resources" VALUES('https://github.blog/open-source/git/commits-are- INSERT INTO "resources" VALUES('https://github.blog/open-source/git/get-up-to-speed-with-partial-clone-and-shallow-clone','github.blog: Get up to speed with partial clone and shallow clone','','2020',5,'Explains how to optimize clone performance in extremely large codebases using partial clones (blobless and treeless) and shallow clones. Compares how these strategies reduce network payloads and local disk consumption, making them ideal for high-throughput CI/CD runtimes.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Monorepos and Performance"]','["[DE FACTO STANDARD]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://github.blog/open-source/git/git-credential-manager-core-building-a-universal-authentication-experience','Git Credential Manager Core: Building a universal authentication experience','','2020',3,'Explains the design philosophy and inner workings of Git Credential Manager Core. Discusses how it establishes a universal, unified authentication standard across Windows, macOS, and Linux, ensuring secure-by-default credential caching for enterprise environments.','N/A','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Developer Tooling", "Credential Management"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://github.blog/open-source/git/highlights-from-git-2-28','github.blog: Highlights from Git 2.28','','2020',0,'Review of the features introduced in Git 2.28, detailing the init.defaultBranch configuration options and internal hashing optimizations to support modern security workflows.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Version Control", "Releases"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.blog/open-source/git/highlights-from-git-2-40','github.blog: Highlights from Git 2.40','','2023',0,'Analyzes structural performance updates and feature introductions in Git 2.40. Highlights include rewrites of legacy helper scripts like ''git jump'' and ''git add --interactive'' into native C, improving cross-platform compatibility and system execution speed across massive scale enterprise mono-repos.','English','Changelog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Version Control", "Git Core", "Platform Updates"]','["[LEGACY]"]','[]','["git.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.blog/open-source/git/highlights-from-git-2-40','github.blog: Highlights from Git 2.40','','2023',0,'Analyzes structural performance updates and feature introductions in Git 2.40. Highlights include rewrites of legacy helper scripts like ''git jump'' and ''git add --interactive'' into native C, improving cross-platform compatibility and system execution speed across massive scale enterprise mono-repos.','English','Changelog','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Version Control", "Git Core", "Platform Updates"]','["[LEGACY]"]','[]','["git.md"]','{}','{"duplicate_of": "https://github.blog/open-source/git/highlights-from-git-2-28"}'); INSERT INTO "resources" VALUES('https://github.blog/open-source/git/how-to-undo-almost-anything-with-git','github.blog: How to undo (almost) anything with Git','','2021',0,'Authoritative GitHub guide detailing tree restoration strategies. Employs git reflog, commit reverts, soft/hard resets, and stash management to repair repository configuration states.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Version Control", "Git Troubleshooting"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://github.blog/open-source/maintainers/github-actions-update-helping-maintainers-combat-bad-actors','github.blog: GitHub Actions update: Helping maintainers combat bad actors','','2021',0,'Highlights GitHub security countermeasures designed to prevent cryptojacking and resource abuse in public actions. Documents the requirement for manual approval of workflows initiated by first-time external contributors.','None','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Pipeline", "Security & Compliance", "Open Source Workflows"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://github.blog/security/application-security/git-credential-manager-authentication-for-everyone','github.blog: Git Credential Manager: authentication for everyone','','2022',0,'Details structural security updates inside Git Credential Manager to address multi-factor authentication on GitHub and Azure DevOps. Explains background processes managing secure local keychain interactions to prevent token leakage.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Version Control", "Identity & Access Management"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); @@ -5491,179 +5491,179 @@ INSERT INTO "resources" VALUES('https://github.blog/security/investigating-unaut INSERT INTO "resources" VALUES('https://github.blog/security/raising-the-bar-quality-shared-responsibility-and-the-future-of-githubs-bug-bounty-program','Raising the bar: Quality, shared responsibility, and the future of GitHub''s bug bounty program','Updates to security submission criteria and boundaries within GitHub''s official bug bounty program.','2026',4,'Documents systemic updates to GitHub''s bug bounty program designed to address the influx of low-impact, AI-generated vulnerability submissions. The updated policy enforces stricter criteria requiring validated proofs-of-concept (PoC), clarifies the security boundaries of shared platform responsibility, and refines the compensation structure for low-risk findings to ensure optimal engineering focus.','en','Article','Intermediate',0,'online','automatic','30e4222268585f78c9b46ae26d309ec8a0339240efdd96bf4dfcb25b4cf0b246',NULL,1.78035293285328698e+09,0,'2026-06-02T00:28:52.853287+02:00',NULL,NULL,NULL,'["Security", "Vulnerability Management", "Application Security"]','["ENTERPRISE-STABLE", "GUIDE"]','[]','[]','{}','{"category": "devsecops", "reputation_status": "Vetted", "reputation_summary": "Widely discussed in the security research community. The update to bug bounty standards is viewed as a necessary filter to combat low-quality AI-generated vulnerability reports, establishing a mature standard for shared responsibility.", "social_preview_url": "https://github.blog/wp-content/uploads/2021/06/GitHub-Bug-Bounty.png?fit=1498%2C826", "source_provenance": "RSS Feed (The GitHub Blog)", "suggested_new_category": "security-programs"}'); INSERT INTO "resources" VALUES('https://github.blog/security/supply-chain-security/github-supply-chain-security-features-go-community','github.blog: GitHub brings supply chain security features to the Go community','','2021',0,'Details deployment of automated dependency parsing, vulnerability detection databases (GitHub Advisory Database), and automated security pull requests (Dependabot) directly targeting the Go package ecosystem.','Go','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "DevSecOps", "Supply Chain Security", "Go Security"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://github.blog/security/supply-chain-security/safeguard-container-signing-capability-actions','github.blog: Safeguard your containers with new container signing capability in GitHub Actions (cosign)','','2022',5,'Establishes secure container build pipelines by integrating Sigstore Cosign directly with GitHub Actions. It leverages GitHub''s OIDC provider to eliminate static private keys, signing container images with ephemeral, keyless certificates. This infrastructure drastically reduces credential leakage vectors in automated build environments.','YAML','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Supply Chain Security", "Container Signing"]','["[DE FACTO STANDARD]", "[GUIDE]"]','[]','["devsecops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/01mf02/jaq','github.com/01mf02/jaq','','2025',5,'A modern clone of jq built in Rust, engineered for lightning-fast configuration query processing, enhanced compiler diagnostic outputs, and strict type safety across multi-gigabyte files.','Rust','CLI Tool','Medium',0,'online','manual','dcb6f91a197fbba1d7e1e3fb9588479204a7e76aaf77204a2bead92e4d1bcc2c',100.0,1.77903171490958189e+09,1,'2026-06-11T17:53:58Z',NULL,NULL,NULL,'["Developer Workspace", "Command-Line Tooling", "JSON & YAML Manipulators"]','["[DE FACTO STANDARD]"]','["docs/yaml.md"]','["data-and-advanced-analytics.md", "yaml.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-11T17:53:58Z", "gh_stars": 3642, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/10tanmay100/MEDICAL-DATA-PROJECT-END2END-WITH-FEW-MLOPS','github.com/10tanmay100: MEDICAL-DATA-PROJECT-END2END-WITH-FEW-MLOPS','','2023',1,'A template project exploring end-to-end MLOps strategies for medical imaging classifications. Built to serve as a baseline architectural guide, it shows how to parse medical image sets, structure training scripts, and deploy models as queryable endpoints.','Python','Repository','Intermediate',0,'online','manual','2e94c2348e441acc83427fb2e9498bf4f1113bf5b2c00425bf09ba4aff68b4f5',100.0,1.779034523365067e+09,1,'2024-01-24T19:56:16Z',NULL,NULL,NULL,'["MLOps", "Medical Imaging", "End-to-End Pipeline"]','["[COMMUNITY-TOOL]"]','["docs/mlops.md"]','["mlops.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-01-24T19:56:16Z", "gh_stars": 3}'); -INSERT INTO "resources" VALUES('https://github.com/2-alchemists/krossboard','github.com/2-alchemists/krossboard-kubernetes-operator','','2025',5,'Krossboard provides multi-cluster aggregation of system footprints and utilization. Aimed at enterprise FinOps implementations, it normalizes resource tracking metrics across cloud distributions to generate structured usage metrics and consolidated billing trends.','Go','Repository','Intermediate',0,'online','manual','edb4abade49d7a4e31de4d1bcdab537ce9be0dfd0d2d7b190ecdb80d8fed4e40',100.0,1.77913049498508691e+09,1,'2025-03-18T22:16:48Z',NULL,NULL,NULL,'["FinOps & Autoscaling", "Multi-Cluster", "Cost Tracking"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2025-03-18T22:16:48Z", "gh_stars": 63}'); -INSERT INTO "resources" VALUES('https://github.com/2-alchemists/krossboard-kubernetes-operator','github.com/2-alchemists/krossboard-kubernetes-operator','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','d8953edb5c5f078614b5e2dbab6d1f81af17261abbf9be8944a2fa05a907aff1',100.0,1.77903200048020792e+09,0,'2026-05-17T17:33:20.480208+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-operators-controllers.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/23andMe/Yamale','23andMe/Yamale','','2022',4,'A schema validation tool written in Python. Yamale validates YAML files by checking them against defined schemas, making it easy to enforce structural constraints, verify data types, and run assertions in configuration testing pipelines.','Python','library','intermediate',0,'online','manual','759ada515afe9cec0d0de1f3d40406fb231737a26ef29417a43c3a051de1beb8',100.0,1.77903375962368607e+09,1,'2026-06-01T00:42:50Z',NULL,NULL,NULL,'["Configuration Management", "YAML Syntax", "Validation"]','["[ENTERPRISE-STABLE]"]','["docs/yaml.md"]','["data-and-advanced-analytics.md", "yaml.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-01T00:42:50Z", "gh_stars": 765, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/4ARMED/kubeletmein','4ARMED/kubeletmein','','2019',2,'A technical auditing utility engineered to locate and read API client certificates directly from Kubelet configurations. It helps security teams check local permission scopes and recover access inside administrative bounds.','Go','CLI Tool','Intermediate',0,'online','manual','eae906d46887be6d1630783c8e818bf25903ee32cd3ea12c2c0d59823beea5aa',100.0,1.77903378248370194e+09,1,'2025-11-28T11:49:34Z',NULL,NULL,NULL,'["Security & Compliance", "Credential Retrieval", "Kubelet Authentication"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2025-11-28T11:49:34Z", "gh_stars": 164}'); -INSERT INTO "resources" VALUES('https://github.com/99designs/aws-vault','AWS Vault','','2015',5,'The industry-standard CLI utility for securely storing and accessing AWS credentials in local development workflows. It encrypts keys in OS keystores (like macOS Keychain or KWallet) and exposes temporary STS credentials via environment variables or metadata endpoints, preventing hardcoded local credentials exposure.','Go','Repository','Intermediate',0,'online','manual','f3f2c0bfaf6e40a77f34461ee46e598fa99e3d56148b33a7a91e648e71e456c6',100.0,1.77903154017744803e+09,1,'2025-12-30T11:28:54Z',NULL,NULL,NULL,'["Security & Identity", "AWS IAM", "Credential Management"]','["[DE FACTO STANDARD]"]','["docs/aws-security.md"]','["aws-security.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-12-30T11:28:54Z", "gh_stars": 8978}'); -INSERT INTO "resources" VALUES('https://github.com/ABZ-Aaron/CheatSheets','ABZ-Aaron/CheatSheets','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','9b8591906e1ac1e076713178225d15e5ec3060470379e85c3857bea96519c68d',100.0,1.7790293569605391e+09,0,'2026-05-17T16:49:16.960539+02:00',NULL,NULL,NULL,'[]','[]','["docs/cheatsheets.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/ABZ-Aaron/cheat-sheets','github.com/ABZ-Aaron: SQL Cheat Sheet 🌟','','2025',0,'An intensive SQL compilation focusing on relational queries. Highlights transaction control, subqueries, complex JOIN strategies, CTEs, and window functions used across major RDBMS engines (PostgreSQL, MySQL, SQLite).','SQL','Cheat Sheet','Advanced',0,'online','manual','8d0afffe9c1ffe15b0ae1571eb1c822dfdc897120df6e63a6ae4fc0d9f8b3793',100.0,1.77913049494210505e+09,1,'2022-07-25T07:39:15Z',NULL,NULL,NULL,'["Databases & Storage", "Relational Databases", "SQL"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"gh_stars": 1714, "gh_pushed": "2022-07-25T07:39:15Z", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/AICoE/OpenShiftKubeAudit','OpenShiftKubeAudit','','2021',5,'A compliance auditing utility designed specifically to scan Red Hat OpenShift architectures. It checks active security profiles, configurations, and SCCs (Security Context Constraints) to trace potential misconfigurations or vulnerabilities within enterprise installations.','Python','Tool','Medium',0,'online','manual','049bcb40e2fdcc4b12363a9e2c1d22fd07ebe1827a39bad2abaebecfe19b71d5',100.0,1.77903166997257399e+09,1,'2020-09-16T17:31:26Z',NULL,NULL,NULL,'["Networking & Security", "Security Compliance", "OpenShift Audit"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2020-09-16T17:31:26Z", "gh_stars": 10}'); -INSERT INTO "resources" VALUES('https://github.com/Abhisheksinha1506/Collection-of-Useful-Scripts','Abhisheksinhacoder/collection-of-useful-scripts','','2024',0,'A community-focused index containing multi-purpose system administration utilities and server configuration scripts, simplifying setup across Windows and Linux nodes.','PowerShell','GitHub Repository','Intermediate',0,'unreachable','manual','aa8107a38883d61b2607bf1f1de837a0e4562892dee326d221df15ca8522ca6e',100.0,1.77913049496368694e+09,1,'2026-05-18T20:54:54.963687+02:00',NULL,NULL,NULL,'["Infrastructure Automation", "Automation Workflows", "DevOps Utilities", "Multi-OS Provisioning"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_license": "N/A", "gh_stars": 0, "gh_pushed": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/Abhisheksinhacoder/collection-of-useful-scripts','Abhisheksinhacoder/collection-of-useful-scripts','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','87c0ae37fa711f2ed8c0da30f5592a2bc3292aef4ff149f2c52a17acd0e27775',100.0,1.77903305117445707e+09,0,'2026-05-17T17:50:51.174457+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/AbsaOSS/k8gb','K8GB - Kubernetes Global Balancer','','2024',4,'K8GB is a cloud-native, Kubernetes-native Global Server Load Balancing (GSLB) controller based on CoreDNS. Live Grounding indicates that K8GB is highly valued for coordinating traffic redirection across geographically distributed, multi-region clusters, enabling active-passive and active-active failover patterns without relying on proprietary hardware devices.','Go','Tool','Advanced',0,'online','manual','6ee86ccfb98715db228dbcbf1f93214c29e8d31b68e6edd32605743139e8f34b',100.0,1.77903156746133589e+09,1,'2026-02-20T09:06:45Z',NULL,NULL,NULL,'["Networking & Security", "Kubernetes Networking", "Global Load Balancing"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-02-20T09:06:45Z", "gh_stars": 1}'); -INSERT INTO "resources" VALUES('https://github.com/AdamRussak/k8f','github.com/AdamRussak/k8f','','2026',1,'K8f simplifies local microservice debugging by providing a graphical interface to manage multiple concurrent Kubernetes port-forward tunnels. It replaces manual, error-prone terminal execution with a clean dashboard for defining, starting, and monitoring local-to-remote cluster tunnels. This GUI wrapper is highly beneficial for developers managing complex, multi-service local mockups.','Go','GUI Tool','Beginner',0,'online','manual','ea421b4a60048804e51f303d1517606e1be0ac8498182945c930c89a6a6a8dd1',100.0,1.77902934128064298e+09,1,'2025-11-20T01:33:43Z',NULL,NULL,NULL,'["Operations", "Port Forwarding", "Local Development"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2025-11-20T01:33:43Z", "gh_stars": 41}'); -INSERT INTO "resources" VALUES('https://github.com/AdminTurnedDevOps/CapabilityPE','github.com/AdminTurnedDevOps/CapabilityPE','','2024',2,'A research and practical taxonomy repository addressing DevOps platform engineering capability matrices. Assists engineering organizations in evaluating architecture, pipeline velocity, self-service portals, and cloud-native maturity tracks.','Markdown','Documentation','Advanced',0,'online','manual','4aad8379ca2139f263bb12069572c8a54e05643a627e5e5b936ba2e8165603f8',100.0,1.77903225230947303e+09,1,'2024-08-31T21:17:15Z',NULL,NULL,NULL,'["DevOps & Platform Engineering", "Methodology & Culture", "Platform Engineering Strategy"]','["[COMMUNITY-TOOL]"]','["docs/devops-tools.md"]','["devops-tools.md"]','{}','{"gh_stars": 75, "gh_pushed": "2024-08-31T21:17:15Z", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/AdminTurnedDevOps/DevOps-The-Hard-Way-AWS','==AdminTurnedDevOps/DevOps-The-Hard-Way-AWS==','','2025',5,'A comprehensive learning curriculum covering real-world cloud operations on AWS. Hands-on modules include terraforming network segments, setting up pipelines, security scanning, and establishing resilient monitoring.','HCL','Repository','Advanced',0,'online','manual','5b135e139f5d280c6c397a0f9866cf148a23a268b94addc861f835f62e5eea43',100.0,1.77903430963556504e+09,1,'2025-04-27T15:08:31Z',NULL,NULL,NULL,'["DevOps & CI/CD", "AWS Infrastructure", "DevOps Guides"]','["[DE FACTO STANDARD]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-04-27T15:08:31Z", "gh_stars": 2420}'); -INSERT INTO "resources" VALUES('https://github.com/AdminTurnedDevOps/Terraform-The-Hard-Way','==AdminTurnedDevOps/Terraform-The-Hard-Way==','','2023',4,'A comprehensive, hands-on repository designed to teach the inner workings of Terraform without automated abstractions. Explores fundamental concepts like local/remote state locking, provider initialization, manual dependency resolution, and deep CLI mechanics. Live grounding confirms this repository is a highly valued community-driven learning path for SREs requiring direct structural familiarity with IaC.','HCL','Repository','Advanced',0,'online','manual','dc04c4b9b499a851a2bf7dff5411f9443613ba503e7be802fb9425ec196b36ed',100.0,1.77903097620207691e+09,1,'2022-02-07T16:09:25Z',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "Deep Dive Tutorials"]','["[ENTERPRISE-STABLE]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-02-07T16:09:25Z", "gh_stars": 342}'); -INSERT INTO "resources" VALUES('https://github.com/AdminTurnedDevOps/kubernetes-examples','==github.com/AdminTurnedDevOps/kubernetes-examples==','','2022',0,'A clean, community-curated collection of fundamental manifest configurations. Serves as a useful rapid-lookup repository containing validated yaml schemas for Deployments, ConfigMaps, Secrets, Ingress, and persistent volume abstractions.','YAML','Repository','Beginner',0,'online','manual','d20430380daa96e24255979fb1f1dbf0cff3f81a45c8517972fc0d3f4efc9a6f',100.0,1.77903032731489706e+09,1,'2023-12-28T20:29:39Z',NULL,NULL,NULL,'["Core Orchestration", "Workloads", "Examples"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 755, "gh_pushed": "2023-12-28T20:29:39Z", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/AdminTurnedDevOps/kubernetes-in-production-examples','==github.com/AdminTurnedDevOps/kubernetes-in-production-examples==','','2022',0,'Advanced enterprise-readiness blueprint repository. Highlights essential security context layers, proper resource constraint mechanisms (CPU/Memory requests and limits), NetworkPolicies, Horizontal Pod Autoscalers, and liveness/readiness probe best practices for production deployments.','YAML','Repository','Advanced',0,'online','manual','d8aba7108a12ff8fc0ba7bbffa91fe3e354f142e92997be37c298f8822f4e8d3',100.0,1.77903293507687091e+09,1,'2024-11-20T19:18:24Z',NULL,NULL,NULL,'["Infrastructure", "Production Hardening", "Examples"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 79, "gh_pushed": "2024-11-20T19:18:24Z", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/Alishahryar1/free-claude-code','free-claude-code','Use Claude Code CLI for free by routing Anthropic API calls through alternative backends like NVIDIA NIM and OpenRouter.','2026',4,'This popular open-source local proxy intercepts Anthropic API calls initiated by the Claude Code CLI or VSCode extension and translates them dynamically for seventeen alternative LLM providers. 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It utilizes the native Kubernetes VolumeSnapshot APIs to orchestrate retention policies and dynamic cross-region backup restorations.','Go','Operator','Medium',0,'online','manual','e5dd508dab4bf90f50a86f906e2c250bfae0002b55f5f5772c41328614f894bc',100.0,1779030685.66597,1,'2026-05-18T23:15:58Z',NULL,NULL,NULL,'["Data Management", "Storage", "Backup", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-18T23:15:58Z", "gh_stars": 434, "gh_open_issues_30d": 7, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T13:33:51.997554+02:00"}'); INSERT INTO "resources" VALUES('https://github.com/FairwindsOps/goldilocks','==github.com/FairwindsOps: Goldilocks is a utility that can help you identify'' a starting point for resource requests and limits==','','2024',5,'Goldilocks is a highly popular utility that analyzes Vertical Pod Autoscaler (VPA) recommendations. - Automatically creates VPAs for workloads and visualizes ideal resource boundaries in a clean dashboard. -- Essential for platform engineers aiming to establish baseline CPU and memory allocations.','Go','Repository','Intermediate',0,'online','manual','3bec3036ab7946085be258c79d8334fcc870699dff3eb7cdf73a2581198cef7c',100.0,1.77903157479486703e+09,1,'2026-05-29T14:20:44Z',NULL,NULL,NULL,'["Resource Management", "Automation & Tools", "Rightsizing Tools"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md", "docs/kubernetes.md"]','["kubernetes-tools.md", "kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-29T14:20:44Z", "gh_stars": 3250}'); -INSERT INTO "resources" VALUES('https://github.com/FairwindsOps/gonogo','FairwindsOps/gonogo','','2023',1,'A specialized CLI tool developed to assess cluster upgrade readiness by auditing manifests for deprecated APIs. 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It matches dynamic GitOps deployment models to external cloud infrastructure, allowing teams to unify orchestration under a single control plane.','Go','Operator','Advanced',0,'online','manual','bbdd21ccb68f68f7246e54a2c94c62d3a1ea61d50dc45d38cb67655431c88206',100.0,1.77913049503026604e+09,1,'2025-12-09T04:52:15Z',NULL,NULL,NULL,'["Infrastructure", "GitOps", "Infrastructure-as-Code", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-12-09T04:52:15Z", "gh_stars": 380}'); -INSERT INTO "resources" VALUES('https://github.com/GambitResearch/kubeonoff','kubeonoff','','2019',1,'A simple web dashboard designed to allow non-technical team members to scale Kubernetes deployments and statefulsets down to zero or back up. Serves as an early operational utility for dev environment cost reduction.','Python','Web Dashboard','Simple',1,'online','manual','ea2c74a01198a11f02526f689fae8ada8e5daf923df7177c39c0b9e70c7d935b',100.0,1.77903032725371789e+09,1,'2020-08-07T14:23:59Z',NULL,NULL,NULL,'["Cluster Management", "Cost Optimization", "Resource Control"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2020-08-07T14:23:59Z", "gh_stars": 24}'); -INSERT INTO "resources" VALUES('https://github.com/GhostWriters/DockSTARTer','DockSTARTer','','2025',4,'A user-friendly CLI utility designed to simplify the configuration and installation of self-hosted server software via structured Docker Compose patterns. Serves as a solid entry point for containerization concepts in local server and edge hardware topologies.','Shell','CLI Tool','Intermediate',1,'online','manual','c5f8cb9040914e17c5e1a6e62653675fdd45833a0343afb830b56d17972db35d',100.0,1.77903433098251104e+09,1,'2026-06-03T19:39:45Z',NULL,NULL,NULL,'["Local Developer Environment", "Container Runtime Setup", "Docker Compose"]','["[ENTERPRISE-STABLE]"]','["docs/devops-tools.md", "docs/docker.md", "docs/kubernetes-tools.md"]','["devops-tools.md", "docker.md", "kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-03T19:39:45Z", "gh_stars": 2560}'); -INSERT INTO "resources" VALUES('https://github.com/GitCredentialManager/git-credential-manager','==Git Credential Manager==','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','dd260b672af5cf39e8805dc84d087cb581fe46d4675ed61c72c950ce63769d20',100.0,1.77903056233860111e+09,0,'2026-05-17T17:09:22.338601+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/GitHubSecurityLab/actions-permissions','github.com/GitHubSecurityLab/actions-permissions: GitHub token permissions'' Monitor and Advisor actions','','2023',2,'A pivotal security action from GitHub Security Lab designed to automatically audit, advise, and enforce least-privilege token policies in GitHub Actions workflows. Minimizes risks from repository injection and credential leaks.','TypeScript','Repository','Advanced',0,'online','manual','c5e6bbcefdad668b698aaa3970afb1e2805c008208323b96ff1ee76ad2d77436',100.0,1.77903055882644701e+09,1,'2026-01-31T20:52:48Z',NULL,NULL,NULL,'["CI/CD Pipelines", "Security & Compliance", "GitHub Actions Security"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-01-31T20:52:48Z", "gh_stars": 369}'); -INSERT INTO "resources" VALUES('https://github.com/GoodforGod/java-logger-benchmark','GoodforGod/java-logger-benchmark','','2026',5,'A performance micro-benchmark comparing major Java logging frameworks like SLF4J, Logback, and Log4j2. 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Although critical during older Kubernetes version transitions, the tool has yielded active usage to modern checkers like kubent.','Go','CLI Tool','Intermediate',0,'online','manual','9628f202e61203b30608772546d5077b035b639a3e21172f5d8baee5a4a945da',100.0,1.7790326796313579e+09,1,'2026-05-01T16:41:08Z',NULL,NULL,NULL,'["Operations", "Upgrade Safety", "Auditing"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-01T16:41:08Z", "gh_stars": 146, "gh_open_issues_30d": 12, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T13:33:53.428111+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/FairwindsOps/pluto','Pluto is a cli tool to help discover deprecated apiVersions in Kubernetes 🌟','','2026',5,'An essential static analysis tool that inspects files, Helm releases, and live clusters to detect deprecated or removed Kubernetes API versions. Prevents cluster upgrade disruptions by proactively targeting obsolete resource configurations.','Go','CLI Tool','Intermediate',0,'online','manual','00bc58712c4fefcd04ba0e46f3de7b55fc2d74cb26d72eddba63a434102b5fb4',100.0,1.77903302527517199e+09,1,'2026-04-27T19:14:03Z',NULL,NULL,NULL,'["Configuration Management", "Upgrade Governance", "API Deprecations"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-27T19:14:03Z", "gh_stars": 2531, "gh_open_issues_30d": 5, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T13:33:54.155649+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/FairwindsOps/polaris','Polaris','','2026',5,'A widely adopted configuration validation engine designed to audit Kubernetes manifests, charts, and running pods against dozens of best practices. Identifies issues including lack of resource limits, security context issues, and networking misconfigurations.','Go','Operator','Medium',0,'online','manual','b2da4d67193ba4cc00733a450b9b4cf2de0f1de4b56618fbfb510023ba6fc8ed',100.0,1779029369.83405,1,'2026-05-19T00:15:12Z',NULL,NULL,NULL,'["Networking & Security", "Security Compliance", "Config Validation"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md", "docs/yaml.md"]','["kubernetes-tools.md", "yaml.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-19T00:15:12Z", "gh_stars": 3367, "is_special": true, "gh_open_issues_30d": 18, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T13:33:54.871408+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/FairwindsOps/rbac-manager','==FairwindsOps/rbac-manager: RBAC Manager== 🌟','','2024',5,'RBAC Manager mitigates the configuration overhead of managing Kubernetes users and permissions. 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Extremely useful in pre-upgrade planning sequences to avoid control-plane migration disruptions. 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It matches dynamic GitOps deployment models to external cloud infrastructure, allowing teams to unify orchestration under a single control plane.','Go','Operator','Advanced',0,'online','manual','bbdd21ccb68f68f7246e54a2c94c62d3a1ea61d50dc45d38cb67655431c88206',100.0,1.77913049503026604e+09,1,'2025-12-09T04:52:15Z',NULL,NULL,NULL,'["Infrastructure", "GitOps", "Infrastructure-as-Code", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-12-09T04:52:15Z", "gh_stars": 380, "gh_open_issues_30d": 26, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T13:33:57.720334+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/GambitResearch/kubeonoff','kubeonoff','','2019',1,'A simple web dashboard designed to allow non-technical team members to scale Kubernetes deployments and statefulsets down to zero or back up. Serves as an early operational utility for dev environment cost reduction.','Python','Web Dashboard','Simple',1,'online','manual','ea2c74a01198a11f02526f689fae8ada8e5daf923df7177c39c0b9e70c7d935b',100.0,1.77903032725371789e+09,1,'2020-08-07T14:23:59Z',NULL,NULL,NULL,'["Cluster Management", "Cost Optimization", "Resource Control"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2020-08-07T14:23:59Z", "gh_stars": 24, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T13:33:58.477182+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/GhostWriters/DockSTARTer','DockSTARTer','','2025',4,'A user-friendly CLI utility designed to simplify the configuration and installation of self-hosted server software via structured Docker Compose patterns. Serves as a solid entry point for containerization concepts in local server and edge hardware topologies.','Shell','CLI Tool','Intermediate',1,'online','manual','c5f8cb9040914e17c5e1a6e62653675fdd45833a0343afb830b56d17972db35d',100.0,1.77903433098251104e+09,1,'2026-06-03T19:39:45Z',NULL,NULL,NULL,'["Local Developer Environment", "Container Runtime Setup", "Docker Compose"]','["[ENTERPRISE-STABLE]"]','["docs/devops-tools.md", "docs/docker.md", "docs/kubernetes-tools.md"]','["devops-tools.md", "docker.md", "kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-03T19:39:45Z", "gh_stars": 2560, "gh_open_issues_30d": 6, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T13:33:59.249949+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/GitCredentialManager/git-credential-manager','==Git Credential Manager==','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','dd260b672af5cf39e8805dc84d087cb581fe46d4675ed61c72c950ce63769d20',100.0,1.77903056233860111e+09,0,'2026-05-17T17:09:22.338601+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://github.com/git-ecosystem/git-credential-manager", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T13:33:59.899797+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/GitHubSecurityLab/actions-permissions','github.com/GitHubSecurityLab/actions-permissions: GitHub token permissions'' Monitor and Advisor actions','','2023',2,'A pivotal security action from GitHub Security Lab designed to automatically audit, advise, and enforce least-privilege token policies in GitHub Actions workflows. 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It serves as an authoritative bridge between enterprise multi-cloud setups and native Google engineering guidelines.','N/A','Repository','Intermediate',0,'online','manual','b3375081e95ab2709d8bb1f7065dce3f5a5b8c503a772ab4c610515c8f43a365',100.0,1779033704.95922,1,'2024-05-30T16:03:07Z',NULL,NULL,NULL,'["Cloud Infrastructure", "GCP", "Resources"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "CC-BY-4.0", "gh_pushed": "2024-05-30T16:03:07Z", "gh_stars": 904, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/GoogleCloudPlatform/buildpacks','Google Cloud Buildpacks','','2020',5,'An open-source implementation of Cloud Native Buildpacks optimized for GCP runtimes. 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It leverages Custom Resource Definitions (CRDs) to orchestrate complex Oracle database tasks in a declarative, cloud-native manner. In 2026, it continues to be a crucial tool for enterprises modernizing legacy database infrastructure.','Go','Kubernetes Operator','High',0,'online','manual','fb69003a1f8a5f6d35e0a1ec90de820ff000b2ba0d5b9203fcca61f8b465ab0e',100.0,1.77902988400078201e+09,1,'2026-04-16T20:45:36Z',NULL,NULL,NULL,'["Database", "Operator", "Oracle"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-16T20:45:36Z", "gh_stars": 212}'); -INSERT INTO "resources" VALUES('https://github.com/GoogleCloudPlatform/golang-samples','==GoogleCloudPlatform/golang-samples: Sample apps and code written for Google'' Cloud in the Go programming language.==','','N/A',0,'Curator Insight outlines a large collection of idiomatic examples for utilizing Google Cloud APIs within Go applications. Live Grounding proves its importance for production engineering teams using services like BigQuery, Cloud Run, and GKE.','English','Repository','Intermediate',1,'online','manual','dd80c34836d76a57378f1493ceb40cc2921f95517c13ff62cfaa889b39f55d52',100.0,1.77903052291314792e+09,1,'2026-06-12T21:08:57Z',NULL,NULL,NULL,'["Public Cloud", "Google Cloud", "Go Samples"]','["[ENTERPRISE-STABLE]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T21:08:57Z", "gh_stars": 4624}'); -INSERT INTO "resources" VALUES('https://github.com/GoogleCloudPlatform/k8s-config-connector','github.com/GoogleCloudPlatform/k8s-config-connector: GCP Config Connector','','2020',5,'Config Connector is a Kubernetes Custom Resource Definition (CRD) controller that allows operators to manage Google Cloud resources natively as if they were standard Kubernetes objects. It bridges GitOps configurations with physical cloud infrastructure provisioning.','Go','Repository','Advanced',0,'online','manual','f961070ead418e1b5e3eac9ce6450e971f17b65eeff15e13bf2d8130ad99d137',100.0,1779031901.12351,1,'2026-06-14T10:08:49Z',NULL,NULL,NULL,'["Containers & Orchestration", "GitOps", "Config Connector"]','["[DE FACTO STANDARD]"]','["docs/GoogleCloudPlatform.md"]','["GoogleCloudPlatform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T10:08:49Z", "gh_stars": 1042}'); -INSERT INTO "resources" VALUES('https://github.com/GoogleCloudPlatform/secrets-store-csi-driver-provider-gcp','GoogleCloudPlatform/secrets-store-csi-driver-provider-gcp: Google Secret'' Manager Provider for Secret Store CSI Driver','','2026',4,'The official GCP provider for the Kubernetes Secrets Store CSI Driver. It enables high-security mounting of secrets from GCP Secret Manager directly into ephemeral memory-backed volumes inside target Pods, removing the risk of persisting values in etcd or local physical disks.','Go','Tool','Advanced',1,'online','manual','78b4b8aecea89d28a63c4fe5be7916fa1b9c1a3604e18828659a7a64da26912b',100.0,1.77903329621604704e+09,1,'2026-05-11T07:27:16Z',NULL,NULL,NULL,'["Security", "Secrets Management", "CSI Driver Providers"]','["[ENTERPRISE-STABLE]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-11T07:27:16Z", "gh_stars": 267}'); -INSERT INTO "resources" VALUES('https://github.com/GoogleCloudPlatform/terraformer','github.com/GoogleCloudPlatform/terraformer 🌟','','2025',5,'A widely adopted CLI tool that reverse-engineers existing cloud infrastructure into declarative HCL code and states. Acts as a vital tool during migration processes from manual setups to systematic GitOps configurations.','Go','Tool','Advanced',0,'online','manual','4c14f43f68a58826ed21dbb8d8595429129c1a43fbb77c31a7c6922a5740a0d4',100.0,1.77903108724896907e+09,1,'2026-03-16T20:12:11Z',NULL,NULL,NULL,'["Infrastructure as Code", "Reverse Engineering", "Tooling"]','["[DE FACTO STANDARD]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-03-16T20:12:11Z", "gh_stars": 14540}'); -INSERT INTO "resources" VALUES('https://github.com/GoogleContainerTools/container-structure-test','GoogleContainerTools/container-structure-test','','2023',5,'The official repository for Google''s `container-structure-test`. Details a powerful unit testing framework that validates container image structures (checking file layouts, metadata keys, variable exports, and executable output states) without actually running the target container environment.','Go','Codebase','Intermediate',0,'online','manual','d5d9b3b49c059346a42b83fc79bd566689d0265ec824544c0290df592c93bc88',100.0,1.77903430965203404e+09,1,'2026-06-01T18:59:57Z',NULL,NULL,NULL,'["Security", "Container Security", "Testing Frameworks"]','["[DE FACTO STANDARD]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-01T18:59:57Z", "gh_stars": 2484}'); -INSERT INTO "resources" VALUES('https://github.com/GoogleContainerTools/jib','jib','','2026',5,'Jib is a fast, specialized build tool by Google that constructs optimized Docker and OCI images for Java applications without requiring a Docker daemon or Dockerfile. Integrating directly into Maven or Gradle builds, it divides Java applications into granular layers (dependencies, resources, classes) to speed up continuous iteration. It is an industry-standard practice for enterprise JVM application deployment pipelines.','Java','Tool','Medium',1,'online','manual','78fc490bad61ff886aa896300605b43f81bd3ff7b429ac8b2666996a41a05419',100.0,1.77903423570345711e+09,1,'2026-05-19T14:55:01Z',NULL,NULL,NULL,'["Application Development", "Java", "Image Building"]','["[DE FACTO STANDARD]"]','["docs/docker.md"]','["docker.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-19T14:55:01Z", "gh_stars": 14409}'); -INSERT INTO "resources" VALUES('https://github.com/GoogleContainerTools/kaniko','kaniko','','2026',5,'Kaniko is an open-source tool developed by Google to build container images from Dockerfiles inside containerized environments (like Kubernetes) without requiring a privileged Docker daemon. It executes each instruction in the Dockerfile entirely in user space, avoiding risky Docker-in-Docker (DinD) security practices. Kaniko remains a de facto standard tool for secure, isolated cloud-native CI/CD build environments.','Go','Tool','High',0,'online','manual','5549f618604c7a812ebd538d68888c13b74d54663ffed4ba15bddbfaee1c79bc',100.0,1779034116.63033,1,'2025-06-03T14:36:10Z',NULL,NULL,NULL,'["Infrastructure", "Continuous Integration", "Image Building"]','["[DE FACTO STANDARD]"]','["docs/docker.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "docker.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-06-03T14:36:10Z", "gh_stars": 15767}'); -INSERT INTO "resources" VALUES('https://github.com/HewlettPackard/terraschema','TerraSchema: Generate JSON Schema from Terraform Configurations','','2026',1,'A specialized CLI tool that parses declared Terraform configurations to generate structural JSON Schemas. Useful for running runtime validation scripts on dynamic inputs or verifying API schemas during configuration processing.','Go','CLI Tool','Intermediate',0,'online','manual','56d28c0f7c01ea7b5f38bd846b7412fd254c600dfdf7e6576f1c43902824721b',100.0,1.77902957355261898e+09,1,'2025-12-08T13:12:57Z',NULL,NULL,NULL,'["Cloud Infrastructure", "Infrastructure as Code", "Schema Generation"]','["[COMMUNITY-TOOL]"]','["docs/iac.md", "docs/kubernetes-tools.md", "docs/terraform.md"]','["kubernetes-tools.md", "iac.md", "terraform.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-12-08T13:12:57Z", "gh_stars": 71}'); -INSERT INTO "resources" VALUES('https://github.com/HolmesGPT/holmesgpt','HolmesGPT (Robusta)','','2025',2,'Curator Insight: An AI-driven troubleshooting assistant for Kubernetes clusters by Robusta. Live Grounding: Utilizes LLM agents to autonomously parse Prometheus alerts, collect pod logs, inspect live status, and deliver actionable remediation steps for infrastructure incidents.','Python','Software','Advanced',1,'online','manual','8cd690d10195d9b3384a1fbd2a76e1c123be4591179884b268e6b7fb71823a31',100.0,1.77913049493679189e+09,1,'2026-06-14T10:13:58Z',NULL,NULL,NULL,'["Cloud Native Operations", "AI AIOps", "Kubernetes Troubleshooting"]','["[COMMUNITY-TOOL]"]','["docs/ai-agents-mcp.md", "docs/ai.md"]','["ai.md", "ai-agents-mcp.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T10:13:58Z", "gh_stars": 2623}'); -INSERT INTO "resources" VALUES('https://github.com/HopopOps/k8s-ldap-auth','vbouchaud/k8s-ldap-auth','','2018',1,'A lightweight Kubernetes webhook authentication service interfacing directly with external LDAP/Active Directory engines. It maps LDAP group memberships into Kubernetes groups for clean RBAC authorization.','Go','Webhook Service','Medium',1,'online','manual','a01b5c8ed749400c7ab239a0f0a7d533adc2799509816ea9a00ea97a2e633c96',100.0,1.77913049501118111e+09,1,'2026-06-08T21:04:13Z',NULL,NULL,NULL,'["Security", "Identity & Access", "LDAP Authentication"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MPL-2.0", "gh_pushed": "2026-06-08T21:04:13Z", "gh_stars": 54}'); -INSERT INTO "resources" VALUES('https://github.com/IBM/CP4MCM-SDK','github.com/IBM/CP4MCM-SDK : Business Partner App Integration with IBM MCM','','2020',1,'An integration SDK for registering and packaging third-party application services within the IBM Cloud Pak for Multicloud Management (CP4MCM) ecosystem. Live Grounding Note: CP4MCM and this SDK are largely archived or superseded by newer Red Hat Advanced Cluster Management (RHACM) methodologies, making this mostly historical for legacy integrations.','Go','Repository','Advanced',1,'online','manual','e3d66423e10268c139843065bffb6358c23dfdb070a27b796a864a15ceea8475',100.0,1.77903056998499488e+09,1,'2022-03-08T03:31:17Z',NULL,NULL,NULL,'["Enterprise Integration", "Multi-Cluster Management", "IBM Cloud Pak SDK"]','["[LEGACY]"]','["docs/ibm_cloud.md"]','["ibm_cloud.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-03-08T03:31:17Z", "gh_stars": 2}'); -INSERT INTO "resources" VALUES('https://github.com/IBM/argocd-vault-plugin','IBM/argocd-vault-plugin','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','bacdb3b79f20c82c07dcabd131068baa6a41a9fd000e0061f4269359f582cd5d',100.0,1779029838.60532,0,'2026-05-17T16:57:18.605320+02:00',NULL,NULL,NULL,'[]','[]','["docs/argo.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/IBM/varnish-operator','github.com/IBM/varnish-operator','','2023',2,'A specialized Kubernetes Operator developed by IBM to deploy, manage, and scale Varnish Cache setups natively within container orchestrators. Although useful for cloud-native setups, in 2026 it faces stiff competition from service meshes offering in-built caching proxies.','Go','Repository','Advanced',0,'online','manual','f14866d050d9b7b9479b06e636a282fd3ea681d5364fe2cfc2b8a9cbccf47e38',100.0,1.77903000972900509e+09,1,'2024-09-16T10:32:32Z',NULL,NULL,NULL,'["Infrastructure & Caching", "Kubernetes Operators", "Varnish Deployment"]','["[COMMUNITY-TOOL]"]','["docs/caching.md"]','["caching.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-09-16T10:32:32Z", "gh_stars": 69}'); -INSERT INTO "resources" VALUES('https://github.com/Ileriayo/markdown-badges','github.com/Ileriayo/markdown-badges: Markdown Badges','','2026',5,'A massive curated catalog of dynamic, consistent, and beautiful SVG shields and badges for GitHub repositories. It supports a wide array of languages, frameworks, cloud providers, and developer tools. Live grounding confirms it is standard practice for enriching project READMEs.','Markdown','Repository','Beginner',0,'online','manual','b2af5269244126ccec1218d8c1605a4fdf4d3aecbc8fa37a548f2bbbf17420c0',100.0,1.7790302389726181e+09,1,'2026-05-22T23:46:44Z',NULL,NULL,NULL,'["Documentation & Workflow", "Writing Tools", "Metadata Badges"]','["[DE FACTO STANDARD]"]','["docs/mkdocs.md"]','["mkdocs.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-05-22T23:46:44Z", "gh_stars": 16701}'); -INSERT INTO "resources" VALUES('https://github.com/Isan-Rivkin/kube_query','Kube_query','','2020',5,'A developer-focused diagnostic tool that applies SQL query patterns to inspect active Kubernetes cluster states, mimicking OSQuery mechanisms. It simplifies resource discovery by enabling relational SQL queries across Pods, Services, and Deployments. While offering clean diagnostic convenience, live tracking indicates the project remains a niche developer utility.','Go','CLI Tool','Medium',0,'online','manual','f770c2456de05e78244bd2d5650c5037f62648e6059a4490f4c829fba829b951',100.0,1.77903036122420501e+09,1,'2020-11-30T12:21:35Z',NULL,NULL,NULL,'["Operations", "Cluster Querying", "OSQuery Integration"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-11-30T12:21:35Z", "gh_stars": 13}'); -INSERT INTO "resources" VALUES('https://github.com/IvanJosipovic/KubeUI','KubeUI: A Desktop Kubernetes Client','','2024',2,'A high-performance, desktop-optimized UI designed to stream, monitor, and interact with live cluster metrics and objects. It enhances developer agility through dynamic views of multi-cluster namespaces and active workload metrics.','C#','Tool','Beginner',0,'online','manual','3f044ea42a7c7cb2dcb5df55885b1fddcbf28eb96202deaf875ffb6df9dc13c7',100.0,1779030928.62387,1,'2026-06-14T04:45:46Z',NULL,NULL,NULL,'["Observability", "UI Clients", "Multi-Cluster"]','["[COMMUNITY-TOOL]"]','["docs/devops-tools.md", "docs/kubernetes-tools.md", "docs/kubernetes-troubleshooting.md"]','["devops-tools.md", "kubernetes-tools.md", "kubernetes-troubleshooting.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-14T04:45:46Z", "gh_stars": 311}'); -INSERT INTO "resources" VALUES('https://github.com/JFolberth/TheYAMLPipelineOne','github.com/JFolberth/TheYAMLPipelineOne 🌟','','2024',4,'An open-source pipeline framework showcasing advanced DRY (Don''t Repeat Yourself) YAML patterns for Azure DevOps. In 2026, this template system represents best-in-class orchestration, enabling developers to scale microservice builds without duplicating pipelines or configuration code.','PowerShell','Code Repository','Advanced',1,'online','manual','a8bba28939d632d8db343e0ce7122d56c8cdd6d044201c9be8efde952b1f7d9b',100.0,1.77903401289815902e+09,1,'2025-02-26T16:15:34Z',NULL,NULL,NULL,'["Cloud DevOps", "CI-CD Pipelines", "YAML Templating and Reusability"]','["[ENTERPRISE-STABLE]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-02-26T16:15:34Z", "gh_stars": 221}'); -INSERT INTO "resources" VALUES('https://github.com/JFryy/qq','github.com/JFryy/qq','','2024',5,'A versatile, multi-format query engine supporting YAML, JSON, TOML, and XML processing within a unified execution context. Streamlines data conversion and extraction tasks during schema migrations.','Go','CLI Tool','Medium',0,'online','manual','9390a93c9045a4e6e2448c9d06e3b8803f3b9ff351e04e972dfa714c2949061c',100.0,1.77903245761006903e+09,1,'2026-05-19T00:18:46Z',NULL,NULL,NULL,'["Developer Workspace", "Command-Line Tooling", "JSON & YAML Manipulators"]','["[DE FACTO STANDARD]"]','["docs/yaml.md"]','["data-and-advanced-analytics.md", "yaml.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-05-19T00:18:46Z", "gh_stars": 725, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/JPCERTCC/LogonTracer','github.com/JPCERTCC/LogonTracer','','2025',5,'Incident response tool mapping Active Directory authentication logs onto Neo4j graph databases. Visually identifies anomalous domain login correlations, pass-the-hash movements, and identity exploitation attacks.','Python','Repository','Advanced',0,'online','manual','c37c57af01cd0d7cffa23c3c33198ce0e610b3bb4b5465114d1ee8ba0313b2d1',100.0,1.77903330969002699e+09,1,'2026-04-22T15:13:52Z',NULL,NULL,NULL,'["Security", "Threat Hunting", "Active Directory"]','["[DE FACTO STANDARD]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-04-22T15:13:52Z", "gh_stars": 3182}'); -INSERT INTO "resources" VALUES('https://github.com/JamesTGrant/kubectl-debug','github.com/JamesTGrant/kubectl-debug','','2021',2,'A kubectl plugin designed to launch temporary debugging containers within a target pod namespace. Streamlines manual container introspection prior to the widespread adoption of native ephemeral containers.','Go','Tool','Intermediate',0,'online','manual','d1745da922e0a7ed091c3f104317345debae9e48c30d01138e4a210c65814165',100.0,1.77903209570959401e+09,1,'2024-05-06T05:15:03Z',NULL,NULL,NULL,'["Observability", "Debugging", "CLI Extensions"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md", "docs/kubernetes-troubleshooting.md"]','["kubernetes-tools.md", "kubernetes-troubleshooting.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-05-06T05:15:03Z", "gh_stars": 373}'); -INSERT INTO "resources" VALUES('https://github.com/JeanBaptisteWATENBERG/junit5-kubernetes','junit5-kubernetes','','2020',1,'A JUnit 5 extension that allows Java developers to integrate Kubernetes clusters dynamically into their automated testing suites, provisioning temporary namespaces and managing resources during test lifecycles.','Java','Testing Library','Advanced',0,'online','manual','122aa535b5787cf3c36d0ca2bc7b0f6bb5556a3efb2ff8e41018a31f40ece85b',100.0,1.77902956397961092e+09,1,'2022-09-16T23:15:08Z',NULL,NULL,NULL,'["Application Lifecycle", "Testing & Verification", "Integration Testing"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2022-09-16T23:15:08Z", "gh_stars": 43}'); -INSERT INTO "resources" VALUES('https://github.com/JovianX/Service-Hub','github.com/JovianX/Service-Hub','','2024',1,'Service-Hub is a self-service platform dashboard designed to turn Helm charts, operators, and cloud infrastructure scripts into unified service catalog items. By presenting clean configuration inputs, it abstracts away cluster YAML complexity from downstream developers.','Go','Web Catalog','Advanced',1,'online','manual','830e319eac60c01930e8c6892355613459a6151d820133cadd4a2daa3325c9f1',100.0,1.77903391407375597e+09,1,'2024-04-02T11:20:36Z',NULL,NULL,NULL,'["Operations", "Platform Engineering", "Service Catalog"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-04-02T11:20:36Z", "gh_stars": 122}'); -INSERT INTO "resources" VALUES('https://github.com/JovianX/helm-release-plugin','JovianX/helm-release-plugin','','2022',2,'Utility command plugin allowing cluster administrators to inspect, unpack, and export deployment releases easily. Facilitates troubleshooting across multi-environment states and eases visual configuration comparisons.','Go','Plugin','Intermediate',0,'online','manual','f4b73219b977ea01a50fa006d13592fd579e1429e0b0a4f8806b9fd0f749c500',100.0,1.77903246278784298e+09,1,'2026-03-29T15:24:57Z',NULL,NULL,NULL,'["Cloud Native", "Application Delivery", "Helm Plugins", "Release Management"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-03-29T15:24:57Z", "gh_stars": 109}'); -INSERT INTO "resources" VALUES('https://github.com/JulianHayward/AzADServicePrincipalInsights','github.com/JulianHayward/AzADServicePrincipalInsights','','2024',5,'Automated reporting utility designed to audit Entra ID (Azure AD) Service Principals, highlighting over-permissioned applications, API vulnerabilities, and expiring credential/certificate payloads.','PowerShell','Repository','Intermediate',0,'online','manual','bb715ee94d54478241dd269201f2486027c124c04cd5ed4ad19f9ad5d76ff178',100.0,1.77903252500288295e+09,1,'2025-04-30T14:57:39Z',NULL,NULL,NULL,'["Cloud Platform", "Governance", "Security Auditing"]','["[DE FACTO STANDARD]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-04-30T14:57:39Z", "gh_stars": 251}'); -INSERT INTO "resources" VALUES('https://github.com/Juniper/Junos-terraform','Junos-terraform: JUNOS Terraform Automation Framework (JTAF)','','2023',2,'The JUNOS Terraform Automation Framework (JTAF) auto-generates custom Terraform providers based on Junos XML schema specifications. Enables network administrators to manage hardware appliances declaratively.','Go','Repository','Advanced',0,'online','manual','89231b644330502e1ec08f800e51361a06bc7f1b1e48dc78cb8677945f03fe54',100.0,1779030052.42853,1,'2026-06-08T10:06:52Z',NULL,NULL,NULL,'["Infrastructure as Code", "Networking", "Juniper Junos"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T10:06:52Z", "gh_stars": 82}'); -INSERT INTO "resources" VALUES('https://github.com/Juniper/contrail-docker/wiki/Configure-docker-service-to-use-insecure-registry','Configure Docker Service To Use Insecure Registry','','2020',5,'A legacy wiki repository explaining systems-level configurations required to allow the Docker daemon to communicate with insecure, self-hosted registries. It highlights modification of systemd services and the daemon.json config file. This historic resource has been unmaintained for several years and serves solely as a retro technical reference.','Markdown','Documentation','Intermediate',0,'online','manual','fb79d205ff288fe3395ded82336fba90a30f5cca7819f789a31ce6e71a5d7d42',100.0,1.77903055424010705e+09,1,'2023-02-20T17:58:58Z',NULL,NULL,NULL,'["Container Management", "Docker Security", "Insecure Registries"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/registries.md"]','["registries.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-02-20T17:58:58Z", "gh_stars": 48}'); -INSERT INTO "resources" VALUES('https://github.com/K8Studio/K8studio','k8studio.github.io/k8studio','','2024',2,'A feature-rich desktop client that constructs interactive, dynamic node graphs representing active cluster topology. Helps cluster administrators visualize resource footprints, namespace boundaries, and connectivity routes visually.','TypeScript','Repository','Intermediate',0,'online','manual','c0e8641074fb61d2eaaa8bfbf28247b5c48c63ad5ae4b96651bcdd2ef0fa428a',100.0,1.77903264045236897e+09,1,'2026-06-09T19:43:36Z',NULL,NULL,NULL,'["Platform Engineering", "UI & Dashboards", "Visual Ide"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-based-devel.md"]','["kubernetes-based-devel.md"]','{}','{"gh_stars": 53, "gh_pushed": "2026-06-09T19:43:36Z", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/KWasm/podman-wasm','github.com/KWasm/podman-wasm','','2025',0,'Part of the KWasm ecosystem, podman-wasm integrates WebAssembly runtimes directly with Podman container environments. It enables the seamless execution of highly isolated Wasm workloads alongside native Linux containers, signaling the paradigm of lightweight, secure serverless execution.','Go','Runtime Extension','Advanced',0,'online','manual','f254b3d9bb2dddcfcffaa8323709cecd53c76af82fc2d4cbb6ba880484033752',100.0,1.77903448755038595e+09,1,'2022-10-20T18:17:57Z',NULL,NULL,NULL,'["Runtime", "WebAssembly (Wasm)", "Container Engines"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-10-20T18:17:57Z", "gh_stars": 30}'); -INSERT INTO "resources" VALUES('https://github.com/KnicKnic/temp-kubernetes-ci','KnicKnic/temp-kubernetes-ci: Temp Kubernetes CI','','2021',1,'A CI framework designed to spin up ephemeral Kubernetes instances dynamically within workflow jobs for automated end-to-end testing, and immediately tear them down afterward. In 2026, it is largely archived, having been superseded by standard GitHub Actions runners with native Kind or k3s integrations.','PowerShell','CI Framework','Medium',0,'online','manual','37f66908f3d84b0cfe979fad1b98ffb071f1b6a471f1ebf0fd35b7b7f0d0f269',100.0,1.77903169705075693e+09,1,'2023-01-05T15:04:04Z',NULL,NULL,NULL,'["Development", "CI/CD", "Testing"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-01-05T15:04:04Z", "gh_stars": 15}'); -INSERT INTO "resources" VALUES('https://github.com/Kubeinit/kubeinit','kubeinit 🌟','','2025',5,'An Ansible-driven framework designed to automate the installation and configuration of multi-node Kubernetes and OpenShift clusters. Supports diverse hypervisors and custom local configurations to establish development environments.','Python','Installer','Advanced',0,'online','manual','30030a2ad117765656888aa3efc1f8a879dd1cab246b8bed321c75e6869c73f3',100.0,1.77903142308528399e+09,1,'2025-12-05T21:26:59Z',NULL,NULL,NULL,'["Platform Engineering", "Installation", "Automation"]','["COMMUNITY-TOOL", "EMERGING"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-12-05T21:26:59Z", "gh_stars": 222}'); -INSERT INTO "resources" VALUES('https://github.com/Kubermatic/Kubermatic','Kubermatic Kubernetes Platform 🌟','','2026',4,'Kubermatic Kubernetes Platform (KKP) is a high-performance multi-cluster management engine that automates the lifecycle of thousands of Kubernetes clusters. By running control planes as containers within a master cluster (Kubernetes-in-Kubernetes), KKP drastically reduces resource overhead and simplifies multi-cloud operations. It is widely adopted by European enterprises prioritizing sovereign, multi-tenant infrastructure.','Go','Platform','High',0,'online','manual','698ae17261cd088111a4d11d3775ae9c4ae16c62f86a0de8983a02ef6df703d4',100.0,1.77902956162196588e+09,1,'2026-06-12T17:52:28Z',NULL,NULL,NULL,'["Cluster Management", "Multi-Cluster Orchestration", "Enterprise Control Plane"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-12T17:52:28Z", "gh_stars": 1281}'); -INSERT INTO "resources" VALUES('https://github.com/KurtGokhan/tegaki','Tegaki turns any Google Font into animated handwriting','Handwriting animation for the web supporting custom text, natural timing, and multi-framework integration.','2026',4,'Curator Insight: An innovative frontend library that bypasses the need for complex, manual SVG path tracing or heavy Lottie files by dynamically converting Google Fonts into animated stroke-by-stroke handwriting. Live Grounding (MCP): Production performance checks confirm the library uses a highly optimized custom rasterization and distance transform image processing pipeline, natively supporting React, Svelte, Vue, Astro, and vanilla JavaScript layouts with low execution overhead.','English','repository','Intermediate',0,'online','automatic','94af03c7cbccc30053e2e1a8d55b817492ac1898d960848d0ea65351c96319de',NULL,1.78035270531452202e+09,0,'2026-05-27T16:38:21Z',NULL,NULL,NULL,'["Frontend Development", "Web Animation", "Typography Tools"]','["COMMUNITY-TOOL"]','[]','[]','{}','{"category": "javascript", "gh_license": "MIT", "gh_pushed": "2026-05-27T16:38:21Z", "gh_stars": 2661, "reputation_status": "Vetted", "reputation_summary": "Highly praised across frontend developer forums and Trendshift for its novel approach to real-time handwriting simulation without manual SVG path design.", "social_preview_url": "https://repository-images.githubusercontent.com/1194746675/11ef7275-f0dc-4e2c-aa37-fa99910d0f1a", "source_provenance": "X.com (midudev)", "suggested_new_category": ""}'); -INSERT INTO "resources" VALUES('https://github.com/KusionStack/kusion','github.com/KusionStack/kusion','','2025',3,'Kusion is an open-source intent-driven declarative configuration engine. Uses structured schema architectures (KCL) to compile application delivery models into multi-cloud platform resources, helping developers manage infrastructure and application lifecycles natively.','Go','Open Source Project','Advanced',1,'online','manual','2cd68d99e09c2f043f947a636db779b2493944e02ae669ba1c9df8b96a6a03e9',100.0,1.7790300353523581e+09,1,'2026-01-04T06:01:34Z',NULL,NULL,NULL,'["Platform Engineering", "Declarative Configuration", "KusionStack"]','["[COMMUNITY-TOOL]"]','["docs/devops.md"]','["devops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-01-04T06:01:34Z", "gh_stars": 1310}'); -INSERT INTO "resources" VALUES('https://github.com/Kyrremann/kubectl-eksporter','kubectl-eksporter 🌟','','2021',1,'A kubectl plugin designed to clean and extract manifest files directly from active cluster resources. It automatically strips runtime-specific metadata and system-defined statuses, leaving clean configs suitable for GitOps repositories.','Go','CLI Plugin','Simple',0,'online','manual','00470afeddc5ab436af6236f07d9e1e8281b9f868578ae7fa4edd3e4f8e33e35',100.0,1.77903133388377904e+09,1,'2022-07-06T18:52:39Z',NULL,NULL,NULL,'["Operations & UX", "Manifest Generation", "Resource Cleaning"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2022-07-06T18:52:39Z", "gh_stars": 23}'); -INSERT INTO "resources" VALUES('https://github.com/LeCoupa/awesome-cheatsheets','LeCoupa/awesome-cheatsheets','','2024',5,'An extensive collection of high-density cheat sheets targeting mainstream programming environments, databases, and container architectures. It serves as a rapid reference hub for backend engineers looking to quickly lookup API syntaxes and commands.','Markdown','Repository','Beginner',0,'online','manual','c1cb8f7dc3a8ea050fb502a814cd2fe11811d445819b0895993c0872226d7e07',100.0,1.77903238368471598e+09,1,'2026-04-12T17:26:10Z',NULL,NULL,NULL,'["Developer Education", "Cheat Sheets", "Reference Hubs"]','["[DE FACTO STANDARD]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-04-12T17:26:10Z", "gh_stars": 46016}'); -INSERT INTO "resources" VALUES('https://github.com/LerryAlexander/postman_jenkins_api_tests','LerryAlexander: Postman + Newman API Automated Tests running on a Jenkins'' Pipeline 🌟','','2020',0,'Curator Insight focuses on running automated Postman test suites through Newman CLI inside a Jenkins Pipeline. Live Grounding confirms this is a standard integration step for end-to-end REST API verification. By surfacing test execution failures in Jenkins console output, teams can safely block regression deployments.','JavaScript','Repository','Intermediate',1,'online','manual','685c6ee914595c89b7b648e4e2a91a22f2a193a226bf058e4ca62641914ff3b9',100.0,1.77903159207763504e+09,1,'2020-08-30T01:20:17Z',NULL,NULL,NULL,'["Quality Assurance", "API Testing Automation", "Newman Integration", "Jenkins Pipelines"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 3, "gh_pushed": "2020-08-30T01:20:17Z", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/Levi-Michael/boto3-ec2-s3-management','github.com/Levi-Michael/boto3-ec2-s3-management: A python tools base on'' AWS boto3 for manage ec2 and s3 buckets','','2024',0,'A lightweight Python-based tool leveraging Boto3 to programmatically manage EC2 instances and S3 bucket lifecycles. It provides system administrators with an alternative to the heavy AWS Management Console for quick resource termination, tag filtering, and volume audits. Its clean syntax serves as an educational base for custom infrastructure engineering scripts.','Python','Repository','Beginner',0,'online','manual','deadc4b406decdb32c215b6271a7a90853038e8c5247e00576e7f442ce2112ae',100.0,1.7790290612660849e+09,1,'2023-03-15T13:04:34Z',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Automation"]','["[COMMUNITY-TOOL]"]','["docs/aws-tools-scripts.md"]','["aws-tools-scripts.md"]','{}','{"gh_stars": 2, "gh_pushed": "2023-03-15T13:04:34Z", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/Lightning-AI/engineering-class','==github.com/Lightning-AI/engineering-class: Lightning Bits: Engineering'' for Researchers== 🌟','','2023',0,'An educational repository addressing the gap between raw AI/ML research scripts and production-grade deployments. Synthesizes software hygiene patterns, testing foundations, Docker containerization, and clean architectural paradigms for machine learning practitioners.','Python','Repository','Intermediate',0,'online','manual','d53760e45e9409ed3e5c7de582fc09c02e777187ab73555b18bbf799ddc63c7a',100.0,1.77903288955305695e+09,1,'2022-08-29T19:32:52Z',NULL,NULL,NULL,'["Engineering Education", "Software Engineering", "AI & Research Ops"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{"gh_stars": 134, "gh_pushed": "2022-08-29T19:32:52Z", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/Lightning-AI/engineering-class/blob/main/ep08-github-pr/Ep08-ShowNotes.md','github.com/Lightning-AI/engineering-class: Episode 8: Creating a Pull Request'' on GitHub','','2023',0,'A detailed educational guide focused on pull request hygiene. Outlines techniques for structural rebase execution, concise commit grouping, and PR review preparation, maximizing CI signal feedback and accelerating collaborative review approvals.','Markdown','Documentation','Beginner',0,'online','manual','ee2ccc731dcca4fb9bd2f00580bcd855e0327553477c86a72797e3ea673a0ae9',100.0,1.77903237679289102e+09,1,'2022-08-29T19:32:52Z',NULL,NULL,NULL,'["Developer Platform", "Collaboration Tools", "Git Workflows"]','["GUIDE"]','["docs/git.md"]','["git.md"]','{}','{"gh_stars": 134, "gh_pushed": "2022-08-29T19:32:52Z", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/Lightning-AI/engineering-class/blob/main/ep09-github-collab/Ep09-ShowNotes.md','github.com/Lightning-AI/engineering-class: Episode 9: Collaborating with'' Pull Requests using GitHub','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','ab1ec6988565d7ff9e31fa4965e394b1d3ff77dde4d99e36ffdd59d020b68af6',100.0,1.77903172040696907e+09,1,'2026-05-17T17:28:40.406969+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/LovesCloud/java-groovy-docker','github.com/LovesCloud/java-groovy-docker','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','f286914fa12dceff6cce0778dc313c171156680b209e96ac3cada7a2a10715fe',100.0,1.77902998923167395e+09,1,'2026-05-17T16:59:49.231674+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/LukeMwila/bootstrap-rke-cluster-in-aws','Bootstrap RKE Kubernetes Cluster in AWS Environment','','2021',2,'An automation playbook demonstrating how to bootstrap highly available Rancher Kubernetes Engine (RKE) clusters in an AWS infrastructure environment using structured Terraform configurations.','HCL','IaC','Advanced',0,'online','manual','588d9e4c6e2c0c0234a36386b4c9fc2f4ded1451a954ad900cc1bab3985ba370',100.0,1.77903022072395706e+09,1,'2022-01-13T13:04:50Z',NULL,NULL,NULL,'["Kubernetes Management", "Infrastructure as Code", "RKE"]','["[COMMUNITY-TOOL]"]','["docs/rancher.md"]','["rancher.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-01-13T13:04:50Z", "gh_stars": 19}'); -INSERT INTO "resources" VALUES('https://github.com/MOZGIII/port-map-operator','port-map-operator','','2022',5,'An operator that automates mapping physical node ports or external router ports directly to target service resources inside the cluster. Excellent for homelabs or edge gateways that need dynamically updated router UPnP mapping profiles.','Go','Operator','Medium',0,'online','manual','74ee4912bed16e7a635bd994083c434497eedae8802dac222c866279174e5426',100.0,1.77903150777730894e+09,1,'2023-01-24T10:03:19Z',NULL,NULL,NULL,'["Networking & Security", "Service Access", "Port Forwarding"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-01-24T10:03:19Z", "gh_stars": 28}'); -INSERT INTO "resources" VALUES('https://github.com/Maelstromage/Log4jSherlock','Maelstromage/Log4jSherlock','','2021',5,'A Python utility designed to scan compiled archives (JAR, WAR, EAR) for compromised Log4j classes. While its active maintenance has slowed, the script remains a useful reference for performing offline filesystem audits on legacy systems. It provides clear patterns for searching deep directory structures.','Python','Tool','Intermediate',0,'online','manual','a79f869b69f76044873c1e18c985d3bb69f7dd6e0499410c3c11c4538cbe23ee',100.0,1.7790324639775381e+09,1,'2023-04-14T19:27:15Z',NULL,NULL,NULL,'["Security", "Vulnerabilities", "Log4Shell Scanners"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2023-04-14T19:27:15Z", "gh_stars": 108}'); -INSERT INTO "resources" VALUES('https://github.com/ManagedKube/kubernetes-common-services','kubernetes-common-services','','2022',5,'A curated repository hosting template manifests and configuration blueprints for common supporting platform infrastructure. Includes readily deployable definitions for monitoring stacks, ingress controllers, certificate issuers, and log forwarders.','YAML','Templates','Intermediate',0,'online','manual','76435369d8d8b290778172dda4bbad1b1964b8d830aa06e18bdb0425b4960b29',100.0,1.77903432700366711e+09,1,'2021-02-17T00:44:01Z',NULL,NULL,NULL,'["Platform Engineering", "Boilerplates", "Reference Architectures"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2021-02-17T00:44:01Z", "gh_stars": 129}'); -INSERT INTO "resources" VALUES('https://github.com/ManagedKube/kubernetes-development-environment-in-a-box','kubernetes-development-environment-in-a-box','','2020',1,'An early local development kit utilizing Vagrant and VirtualBox VMs. Live Grounding confirms this project is inactive, having been entirely superseded by modern, lightweight containerized runtimes like kind or k3d.','Shell','Tool','Advanced',0,'online','manual','787b84397fcc51c5d517bfb7e7fbf923a1b41edef6278c8a944d9ad97545ac95',100.0,1.77903188330073308e+09,1,'2021-02-08T17:13:23Z',NULL,NULL,NULL,'["Local Kubernetes Environments", "Legacy VMs", "Vagrant Toolkits"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-based-devel.md"]','["kubernetes-based-devel.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2021-02-08T17:13:23Z", "gh_stars": 17}'); -INSERT INTO "resources" VALUES('https://github.com/Masterminds/sprig','Masterminds/sprig: Sprig: Template functions for Go templates','','N/A',0,'Curator Insight presents Sprig as a comprehensive library of template functions for Go, heavily utilized in Helm charts. Live Grounding confirms its status as an industry-standard dependency for dynamic Helm manifest generation, though recent development has shifted to maintenance mode.','English','Repository','Intermediate',0,'online','manual','fa4fdd48c93004df4b03591707eda2dd98b34875d1d811f4dbfd80968fc30c11',100.0,1.77903154009412407e+09,1,'2025-07-18T13:29:21Z',NULL,NULL,NULL,'["DevOps Tools", "Templating", "Go Templates"]','["[ENTERPRISE-STABLE]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-07-18T13:29:21Z", "gh_stars": 4721}'); -INSERT INTO "resources" VALUES('https://github.com/Mathieu-Desrochers/Learning-Go','Mathieu-Desrochers/Learning-Go','','N/A',0,'Curator Insight covers personal coding exercises and challenges compiled while learning Go. 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It executes each instruction in the Dockerfile entirely in user space, avoiding risky Docker-in-Docker (DinD) security practices. Kaniko remains a de facto standard tool for secure, isolated cloud-native CI/CD build environments.','Go','Tool','High',0,'online','manual','5549f618604c7a812ebd538d68888c13b74d54663ffed4ba15bddbfaee1c79bc',100.0,1779034116.63033,1,'2025-06-03T14:36:10Z',NULL,NULL,NULL,'["Infrastructure", "Continuous Integration", "Image Building"]','["[DE FACTO STANDARD]"]','["docs/docker.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "docker.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-06-03T14:36:10Z", "gh_stars": 15767, "gh_open_issues_30d": 760, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T13:34:10.547103+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/HewlettPackard/terraschema','TerraSchema: Generate JSON Schema from Terraform Configurations','','2026',1,'A specialized CLI tool that parses declared Terraform configurations to generate structural JSON Schemas. 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Although useful for cloud-native setups, in 2026 it faces stiff competition from service meshes offering in-built caching proxies.','Go','Repository','Advanced',0,'online','manual','f14866d050d9b7b9479b06e636a282fd3ea681d5364fe2cfc2b8a9cbccf47e38',100.0,1.77903000972900509e+09,1,'2024-09-16T10:32:32Z',NULL,NULL,NULL,'["Infrastructure & Caching", "Kubernetes Operators", "Varnish Deployment"]','["[COMMUNITY-TOOL]"]','["docs/caching.md"]','["caching.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-09-16T10:32:32Z", "gh_stars": 69, "gh_open_issues_30d": 10, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T13:34:14.951547+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/Ileriayo/markdown-badges','github.com/Ileriayo/markdown-badges: Markdown Badges','','2026',5,'A massive curated catalog of dynamic, consistent, and beautiful SVG shields and badges for GitHub repositories. It supports a wide array of languages, frameworks, cloud providers, and developer tools. Live grounding confirms it is standard practice for enriching project READMEs.','Markdown','Repository','Beginner',0,'online','manual','b2af5269244126ccec1218d8c1605a4fdf4d3aecbc8fa37a548f2bbbf17420c0',100.0,1.7790302389726181e+09,1,'2026-05-22T23:46:44Z',NULL,NULL,NULL,'["Documentation & Workflow", "Writing Tools", "Metadata Badges"]','["[DE FACTO STANDARD]"]','["docs/mkdocs.md"]','["mkdocs.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-05-22T23:46:44Z", "gh_stars": 16701, "gh_open_issues_30d": 3, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T13:34:15.663944+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/Isan-Rivkin/kube_query','Kube_query','','2020',5,'A developer-focused diagnostic tool that applies SQL query patterns to inspect active Kubernetes cluster states, mimicking OSQuery mechanisms. It simplifies resource discovery by enabling relational SQL queries across Pods, Services, and Deployments. While offering clean diagnostic convenience, live tracking indicates the project remains a niche developer utility.','Go','CLI Tool','Medium',0,'online','manual','f770c2456de05e78244bd2d5650c5037f62648e6059a4490f4c829fba829b951',100.0,1.77903036122420501e+09,1,'2020-11-30T12:21:35Z',NULL,NULL,NULL,'["Operations", "Cluster Querying", "OSQuery Integration"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-11-30T12:21:35Z", "gh_stars": 13, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T13:34:16.372994+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/IvanJosipovic/KubeUI','KubeUI: A Desktop Kubernetes Client','','2024',2,'A high-performance, desktop-optimized UI designed to stream, monitor, and interact with live cluster metrics and objects. It enhances developer agility through dynamic views of multi-cluster namespaces and active workload metrics.','C#','Tool','Beginner',0,'online','manual','3f044ea42a7c7cb2dcb5df55885b1fddcbf28eb96202deaf875ffb6df9dc13c7',100.0,1779030928.62387,1,'2026-06-14T04:45:46Z',NULL,NULL,NULL,'["Observability", "UI Clients", "Multi-Cluster"]','["[COMMUNITY-TOOL]"]','["docs/devops-tools.md", "docs/kubernetes-tools.md", "docs/kubernetes-troubleshooting.md"]','["devops-tools.md", "kubernetes-tools.md", "kubernetes-troubleshooting.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-14T04:45:46Z", "gh_stars": 311, "gh_open_issues_30d": 13, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T13:34:17.165299+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/JFolberth/TheYAMLPipelineOne','github.com/JFolberth/TheYAMLPipelineOne 🌟','','2024',4,'An open-source pipeline framework showcasing advanced DRY (Don''t Repeat Yourself) YAML patterns for Azure DevOps. In 2026, this template system represents best-in-class orchestration, enabling developers to scale microservice builds without duplicating pipelines or configuration code.','PowerShell','Code Repository','Advanced',1,'online','manual','a8bba28939d632d8db343e0ce7122d56c8cdd6d044201c9be8efde952b1f7d9b',100.0,1.77903401289815902e+09,1,'2025-02-26T16:15:34Z',NULL,NULL,NULL,'["Cloud DevOps", "CI-CD Pipelines", "YAML Templating and Reusability"]','["[ENTERPRISE-STABLE]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-02-26T16:15:34Z", "gh_stars": 221, "gh_open_issues_30d": 4, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T13:34:17.867803+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/JFryy/qq','github.com/JFryy/qq','','2024',5,'A versatile, multi-format query engine supporting YAML, JSON, TOML, and XML processing within a unified execution context. Streamlines data conversion and extraction tasks during schema migrations.','Go','CLI Tool','Medium',0,'online','manual','9390a93c9045a4e6e2448c9d06e3b8803f3b9ff351e04e972dfa714c2949061c',100.0,1.77903245761006903e+09,1,'2026-05-19T00:18:46Z',NULL,NULL,NULL,'["Developer Workspace", "Command-Line Tooling", "JSON & YAML Manipulators"]','["[DE FACTO STANDARD]"]','["docs/yaml.md"]','["data-and-advanced-analytics.md", "yaml.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-05-19T00:18:46Z", "gh_stars": 725, "is_special": true, "gh_open_issues_30d": 3, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T13:34:18.579949+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/JPCERTCC/LogonTracer','github.com/JPCERTCC/LogonTracer','','2025',5,'Incident response tool mapping Active Directory authentication logs onto Neo4j graph databases. Visually identifies anomalous domain login correlations, pass-the-hash movements, and identity exploitation attacks.','Python','Repository','Advanced',0,'online','manual','c37c57af01cd0d7cffa23c3c33198ce0e610b3bb4b5465114d1ee8ba0313b2d1',100.0,1.77903330969002699e+09,1,'2026-04-22T15:13:52Z',NULL,NULL,NULL,'["Security", "Threat Hunting", "Active Directory"]','["[DE FACTO STANDARD]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-04-22T15:13:52Z", "gh_stars": 3182, "gh_open_issues_30d": 21, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T13:34:19.334583+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/JamesTGrant/kubectl-debug','github.com/JamesTGrant/kubectl-debug','','2021',2,'A kubectl plugin designed to launch temporary debugging containers within a target pod namespace. Streamlines manual container introspection prior to the widespread adoption of native ephemeral containers.','Go','Tool','Intermediate',0,'online','manual','d1745da922e0a7ed091c3f104317345debae9e48c30d01138e4a210c65814165',100.0,1.77903209570959401e+09,1,'2024-05-06T05:15:03Z',NULL,NULL,NULL,'["Observability", "Debugging", "CLI Extensions"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md", "docs/kubernetes-troubleshooting.md"]','["kubernetes-tools.md", "kubernetes-troubleshooting.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-05-06T05:15:03Z", "gh_stars": 373, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T13:34:20.102098+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/JeanBaptisteWATENBERG/junit5-kubernetes','junit5-kubernetes','','2020',1,'A JUnit 5 extension that allows Java developers to integrate Kubernetes clusters dynamically into their automated testing suites, provisioning temporary namespaces and managing resources during test lifecycles.','Java','Testing Library','Advanced',0,'online','manual','122aa535b5787cf3c36d0ca2bc7b0f6bb5556a3efb2ff8e41018a31f40ece85b',100.0,1.77902956397961092e+09,1,'2022-09-16T23:15:08Z',NULL,NULL,NULL,'["Application Lifecycle", "Testing & Verification", "Integration Testing"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2022-09-16T23:15:08Z", "gh_stars": 43, "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T13:34:20.812154+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/JovianX/Service-Hub','github.com/JovianX/Service-Hub','','2024',1,'Service-Hub is a self-service platform dashboard designed to turn Helm charts, operators, and cloud infrastructure scripts into unified service catalog items. By presenting clean configuration inputs, it abstracts away cluster YAML complexity from downstream developers.','Go','Web Catalog','Advanced',1,'online','manual','830e319eac60c01930e8c6892355613459a6151d820133cadd4a2daa3325c9f1',100.0,1.77903391407375597e+09,1,'2024-04-02T11:20:36Z',NULL,NULL,NULL,'["Operations", "Platform Engineering", "Service Catalog"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-04-02T11:20:36Z", "gh_stars": 122, "gh_open_issues_30d": 55, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T13:34:21.550827+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/JovianX/helm-release-plugin','JovianX/helm-release-plugin','','2022',2,'Utility command plugin allowing cluster administrators to inspect, unpack, and export deployment releases easily. Facilitates troubleshooting across multi-environment states and eases visual configuration comparisons.','Go','Plugin','Intermediate',0,'online','manual','f4b73219b977ea01a50fa006d13592fd579e1429e0b0a4f8806b9fd0f749c500',100.0,1.77903246278784298e+09,1,'2026-03-29T15:24:57Z',NULL,NULL,NULL,'["Cloud Native", "Application Delivery", "Helm Plugins", "Release Management"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-03-29T15:24:57Z", "gh_stars": 109, "gh_open_issues_30d": 12, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T13:34:22.265879+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/JulianHayward/AzADServicePrincipalInsights','github.com/JulianHayward/AzADServicePrincipalInsights','','2024',5,'Automated reporting utility designed to audit Entra ID (Azure AD) Service Principals, highlighting over-permissioned applications, API vulnerabilities, and expiring credential/certificate payloads.','PowerShell','Repository','Intermediate',0,'online','manual','bb715ee94d54478241dd269201f2486027c124c04cd5ed4ad19f9ad5d76ff178',100.0,1.77903252500288295e+09,1,'2025-04-30T14:57:39Z',NULL,NULL,NULL,'["Cloud Platform", "Governance", "Security Auditing"]','["[DE FACTO STANDARD]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-04-30T14:57:39Z", "gh_stars": 251, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T13:34:23.007194+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/Juniper/Junos-terraform','Junos-terraform: JUNOS Terraform Automation Framework (JTAF)','','2023',2,'The JUNOS Terraform Automation Framework (JTAF) auto-generates custom Terraform providers based on Junos XML schema specifications. Enables network administrators to manage hardware appliances declaratively.','Go','Repository','Advanced',0,'online','manual','89231b644330502e1ec08f800e51361a06bc7f1b1e48dc78cb8677945f03fe54',100.0,1779030052.42853,1,'2026-06-08T10:06:52Z',NULL,NULL,NULL,'["Infrastructure as Code", "Networking", "Juniper Junos"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T10:06:52Z", "gh_stars": 82, "gh_open_issues_30d": 6, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T13:34:23.723206+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/Juniper/contrail-docker/wiki/Configure-docker-service-to-use-insecure-registry','Configure Docker Service To Use Insecure Registry','','2020',5,'A legacy wiki repository explaining systems-level configurations required to allow the Docker daemon to communicate with insecure, self-hosted registries. It highlights modification of systemd services and the daemon.json config file. This historic resource has been unmaintained for several years and serves solely as a retro technical reference.','Markdown','Documentation','Intermediate',0,'online','manual','fb79d205ff288fe3395ded82336fba90a30f5cca7819f789a31ce6e71a5d7d42',100.0,1.77903055424010705e+09,1,'2023-02-20T17:58:58Z',NULL,NULL,NULL,'["Container Management", "Docker Security", "Insecure Registries"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/registries.md"]','["registries.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-02-20T17:58:58Z", "gh_stars": 48, "gh_open_issues_30d": 36, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T13:34:24.470996+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/K8Studio/K8studio','k8studio.github.io/k8studio','','2024',2,'A feature-rich desktop client that constructs interactive, dynamic node graphs representing active cluster topology. Helps cluster administrators visualize resource footprints, namespace boundaries, and connectivity routes visually.','TypeScript','Repository','Intermediate',0,'online','manual','c0e8641074fb61d2eaaa8bfbf28247b5c48c63ad5ae4b96651bcdd2ef0fa428a',100.0,1.77903264045236897e+09,1,'2026-06-09T19:43:36Z',NULL,NULL,NULL,'["Platform Engineering", "UI & Dashboards", "Visual Ide"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-based-devel.md"]','["kubernetes-based-devel.md"]','{}','{"gh_stars": 53, "gh_pushed": "2026-06-09T19:43:36Z", "gh_license": "N/A", "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T13:34:25.212037+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/KWasm/podman-wasm','github.com/KWasm/podman-wasm','','2025',0,'Part of the KWasm ecosystem, podman-wasm integrates WebAssembly runtimes directly with Podman container environments. It enables the seamless execution of highly isolated Wasm workloads alongside native Linux containers, signaling the paradigm of lightweight, secure serverless execution.','Go','Runtime Extension','Advanced',0,'online','manual','f254b3d9bb2dddcfcffaa8323709cecd53c76af82fc2d4cbb6ba880484033752',100.0,1.77903448755038595e+09,1,'2022-10-20T18:17:57Z',NULL,NULL,NULL,'["Runtime", "WebAssembly (Wasm)", "Container Engines"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-10-20T18:17:57Z", "gh_stars": 30, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T13:34:25.951382+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/KnicKnic/temp-kubernetes-ci','KnicKnic/temp-kubernetes-ci: Temp Kubernetes CI','','2021',1,'A CI framework designed to spin up ephemeral Kubernetes instances dynamically within workflow jobs for automated end-to-end testing, and immediately tear them down afterward. 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By running control planes as containers within a master cluster (Kubernetes-in-Kubernetes), KKP drastically reduces resource overhead and simplifies multi-cloud operations. 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It automatically strips runtime-specific metadata and system-defined statuses, leaving clean configs suitable for GitOps repositories.','Go','CLI Plugin','Simple',0,'online','manual','00470afeddc5ab436af6236f07d9e1e8281b9f868578ae7fa4edd3e4f8e33e35',100.0,1.77903133388377904e+09,1,'2022-07-06T18:52:39Z',NULL,NULL,NULL,'["Operations & UX", "Manifest Generation", "Resource Cleaning"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2022-07-06T18:52:39Z", "gh_stars": 23, "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T13:34:30.406892+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/LeCoupa/awesome-cheatsheets','LeCoupa/awesome-cheatsheets','','2024',5,'An extensive collection of high-density cheat sheets targeting mainstream programming environments, databases, and container architectures. 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Live Grounding confirms this is a standard integration step for end-to-end REST API verification. 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It provides system administrators with an alternative to the heavy AWS Management Console for quick resource termination, tag filtering, and volume audits. Its clean syntax serves as an educational base for custom infrastructure engineering scripts.','Python','Repository','Beginner',0,'online','manual','deadc4b406decdb32c215b6271a7a90853038e8c5247e00576e7f442ce2112ae',100.0,1.7790290612660849e+09,1,'2023-03-15T13:04:34Z',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Automation"]','["[COMMUNITY-TOOL]"]','["docs/aws-tools-scripts.md"]','["aws-tools-scripts.md"]','{}','{"gh_stars": 2, "gh_pushed": "2023-03-15T13:04:34Z", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T13:34:32.528290+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/Lightning-AI/engineering-class','==github.com/Lightning-AI/engineering-class: Lightning Bits: Engineering'' for Researchers== 🌟','','2023',0,'An educational repository addressing the gap between raw AI/ML research scripts and production-grade deployments. 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Excellent for homelabs or edge gateways that need dynamically updated router UPnP mapping profiles.','Go','Operator','Medium',0,'online','manual','74ee4912bed16e7a635bd994083c434497eedae8802dac222c866279174e5426',100.0,1.77903150777730894e+09,1,'2023-01-24T10:03:19Z',NULL,NULL,NULL,'["Networking & Security", "Service Access", "Port Forwarding"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-01-24T10:03:19Z", "gh_stars": 28, "gh_open_issues_30d": 25, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T13:34:36.877327+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/Maelstromage/Log4jSherlock','Maelstromage/Log4jSherlock','','2021',5,'A Python utility designed to scan compiled archives (JAR, WAR, EAR) for compromised Log4j classes. While its active maintenance has slowed, the script remains a useful reference for performing offline filesystem audits on legacy systems. It provides clear patterns for searching deep directory structures.','Python','Tool','Intermediate',0,'online','manual','a79f869b69f76044873c1e18c985d3bb69f7dd6e0499410c3c11c4538cbe23ee',100.0,1.7790324639775381e+09,1,'2023-04-14T19:27:15Z',NULL,NULL,NULL,'["Security", "Vulnerabilities", "Log4Shell Scanners"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2023-04-14T19:27:15Z", "gh_stars": 108, "gh_open_issues_30d": 13, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T13:34:37.579798+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/ManagedKube/kubernetes-common-services','kubernetes-common-services','','2022',5,'A curated repository hosting template manifests and configuration blueprints for common supporting platform infrastructure. Includes readily deployable definitions for monitoring stacks, ingress controllers, certificate issuers, and log forwarders.','YAML','Templates','Intermediate',0,'online','manual','76435369d8d8b290778172dda4bbad1b1964b8d830aa06e18bdb0425b4960b29',100.0,1.77903432700366711e+09,1,'2021-02-17T00:44:01Z',NULL,NULL,NULL,'["Platform Engineering", "Boilerplates", "Reference Architectures"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2021-02-17T00:44:01Z", "gh_stars": 129, "gh_open_issues_30d": 6, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T13:34:38.314052+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/ManagedKube/kubernetes-development-environment-in-a-box','kubernetes-development-environment-in-a-box','','2020',1,'An early local development kit utilizing Vagrant and VirtualBox VMs. Live Grounding confirms this project is inactive, having been entirely superseded by modern, lightweight containerized runtimes like kind or k3d.','Shell','Tool','Advanced',0,'online','manual','787b84397fcc51c5d517bfb7e7fbf923a1b41edef6278c8a944d9ad97545ac95',100.0,1.77903188330073308e+09,1,'2021-02-08T17:13:23Z',NULL,NULL,NULL,'["Local Kubernetes Environments", "Legacy VMs", "Vagrant Toolkits"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-based-devel.md"]','["kubernetes-based-devel.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2021-02-08T17:13:23Z", "gh_stars": 17, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T13:34:39.028107+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/Masterminds/sprig','Masterminds/sprig: Sprig: Template functions for Go templates','','N/A',0,'Curator Insight presents Sprig as a comprehensive library of template functions for Go, heavily utilized in Helm charts. Live Grounding confirms its status as an industry-standard dependency for dynamic Helm manifest generation, though recent development has shifted to maintenance mode.','English','Repository','Intermediate',0,'online','manual','fa4fdd48c93004df4b03591707eda2dd98b34875d1d811f4dbfd80968fc30c11',100.0,1.77903154009412407e+09,1,'2025-07-18T13:29:21Z',NULL,NULL,NULL,'["DevOps Tools", "Templating", "Go Templates"]','["[ENTERPRISE-STABLE]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-07-18T13:29:21Z", "gh_stars": 4721, "gh_open_issues_30d": 183, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T13:34:39.742414+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/Mathieu-Desrochers/Learning-Go','Mathieu-Desrochers/Learning-Go','','N/A',0,'Curator Insight covers personal coding exercises and challenges compiled while learning Go. 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It wraps standard drain, cordon, reboot, and uncordon routines to maintain service availability during host maintenance. Widely used for ad-hoc operational tuning.','Bash','CLI Plugin','Low',0,'online','manual','4cda894f82c39e81325129c4e69b2045d7da3d8a985c4fc621e5e246a1f83f48',100.0,1.77903001526326298e+09,1,'2024-06-08T16:53:24Z',NULL,NULL,NULL,'["Operations", "Command Line Tools", "Node Operations"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2024-06-08T16:53:24Z", "gh_stars": 109}'); INSERT INTO "resources" VALUES('https://github.com/Mr-Un1k0d3r/ATP-PowerShell-Scripts','==github.com/Mr-Un1k0d3r/ATP-PowerShell-Scripts==','','2021',0,'Provides advanced scripts designed to audit protection baselines, test defensive measures, and evaluate Active Directory environments against vulnerability patterns.','PowerShell','GitHub Repository','Advanced',0,'online','manual','7e02fecdb793a0c0b021f8a6e0b23cf9abed11a63e04debc50a1e5e53fd6dd98',100.0,1.77903145909886407e+09,1,'2023-03-14T17:49:00Z',NULL,NULL,NULL,'["Security Operations", "Advanced Threat Protection", "Offensive Tooling", "Penetration Testing"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_stars": 218, "gh_pushed": "2023-03-14T17:49:00Z", "gh_license": "N/A"}'); INSERT INTO "resources" VALUES('https://github.com/NCCloud/mayfly','github.com/NCCloud/mayfly: Ephemeral Kubernetes Resources 🌟','','2025',5,'Mayfly introduces time-to-live policies on generic Kubernetes resources and testing namespaces. 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This allows systems teams to embed auto-updating, declarative system models within active Git code bases. It prevents outdated repository diagrams by tying documentation directly to code pipelines.','Go','Documentation Tool','Intermediate',0,'online','manual','fdc1002c98d4a4eabbea5d2e2738cb29925fd2ee6ead97800782b5781fe3ca40',100.0,1.77903375793716096e+09,1,'2026-06-11T23:35:21Z',NULL,NULL,NULL,'["Infrastructure as Code", "Visualization", "Documentation Generation"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T23:35:21Z", "gh_stars": 5}'); INSERT INTO "resources" VALUES('https://github.com/SAP-archive/kubernetes-deployment-orchestrator','github: Kubernetes Deployment Orchestrator','','2021',1,'An archived, experimental orchestrator developed by SAP to coordinate complex Helm releases and dependency chains across large multi-tenant landscapes. Kept strictly as a historic design blueprint for modular platform workflows.','Go','CLI Tool','Advanced',0,'online','manual','cb51adc9ec040511c16e1fc898babebbe009035d419fbaf76c5bb3661d6397d5',100.0,1.77913049501123905e+09,1,'2023-03-01T11:37:12Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Orchestration Utilities"]','["[EMERGING]", "[LEGACY]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-03-01T11:37:12Z", "gh_stars": 11}'); INSERT INTO "resources" VALUES('https://github.com/SAP/jenkins-library',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','b34245c60382e5fd68cee735a78fce12fae57bd37f797de410022f099c425202',100.0,1.77903283533721494e+09,0,'2026-05-17T17:47:15.337215+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/SAP/kubernetes-deployment-orchestrator','github: Kubernetes Deployment Orchestrator','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','198ce0a4229f9eccf84208128bb1f0022b948d731cce276e1a1e8064971f6342',100.0,1779032361.61413,0,'2026-05-17T17:39:21.614130+02:00',NULL,NULL,NULL,'[]','[]','["docs/helm.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/SAP/kubernetes-deployment-orchestrator','github: Kubernetes Deployment Orchestrator','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','198ce0a4229f9eccf84208128bb1f0022b948d731cce276e1a1e8064971f6342',100.0,1779032361.61413,0,'2026-05-17T17:39:21.614130+02:00',NULL,NULL,NULL,'[]','[]','["docs/helm.md"]','[]','{}','{"duplicate_of": "https://github.com/SAP-archive/kubernetes-deployment-orchestrator"}'); INSERT INTO "resources" VALUES('https://github.com/Salaboy/from-monolith-to-k8s','Salaboy/From Monolith to K8s','','2023',3,'A comprehensive practical blueprint mapping out the refactoring of monolithic architectures to Kubernetes-native services. Demonstrates key modernization steps including structural separation of services, data partitioning, and ingress configuration. This project is highly referenceable as a hands-on pedagogical resource for architectural transitions.','Java','Repository','Advanced',1,'online','manual','f4ad402920e19debc9fb733d9d0e70d0d427045add322ecea22a7dcf704f31ff',100.0,1.77903366384366107e+09,1,'2023-07-17T07:50:39Z',NULL,NULL,NULL,'["Cloud Native Architecture", "Microservices Migration", "Case Study"]','["[COMMUNITY-TOOL]"]','["docs/demos.md", "docs/java_frameworks.md"]','["java_frameworks.md", "demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-07-17T07:50:39Z", "gh_stars": 354}'); INSERT INTO "resources" VALUES('https://github.com/Saniewski/mongo-express-docker-extension','github.com/Saniewski/mongo-express-docker-extension','','2023',2,'A specialized Docker Desktop extension embedding Mongo Express tools into local engineering control panels. Streamlines administrative database actions, collection querying, and sandbox testing workflows.','TypeScript','repository','Intermediate',0,'online','manual','288d3f0cd2afa37afc6758f8e08d95ccce6680251f08d4be4b16b29ee1fbce6a',100.0,1.77902935660802388e+09,1,'2025-08-03T07:21:23Z',NULL,NULL,NULL,'["Containers", "Developer Tooling", "Database Extensions"]','["[COMMUNITY-TOOL]"]','["docs/docker.md"]','["docker.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-08-03T07:21:23Z", "gh_stars": 11}'); INSERT INTO "resources" VALUES('https://github.com/Shopify/kubeaudit','==github.com/Shopify/kubeaudit== 🌟🌟','','2023',4,'Shopify''s kubeaudit is a popular open-source tool targeting configuration analysis. Curators note its ability to audit running clusters or local manifests for root execution or privilege escalations. *Live Grounding (2026)*: The repository is archived/read-only, but its audit logic remains highly influential for policy structures.','Go','Repository','Intermediate',0,'online','manual','cc93106d19fc62264e4d57a74eba66432df37e6cb71ef2e73dd92cf1256d7dc2',100.0,1.77903258355871796e+09,1,'2024-08-21T18:48:27Z',NULL,NULL,NULL,'["Security", "Vulnerability Assessment", "Policy Enforcement"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-08-21T18:48:27Z", "gh_stars": 1937}'); @@ -5747,10 +5747,10 @@ INSERT INTO "resources" VALUES('https://github.com/StarpTech/k-andy','StarpTech/ INSERT INTO "resources" VALUES('https://github.com/Stono/kconmon','kmoncon','','2021',5,'A connection monitoring tool that tests internal and external cluster connectivity paths actively from the inside out. Dispatches continuous diagnostics metrics to trace latency, DNS resolution, and structural network failures across namespaces.','Node.js','Daemon','Intermediate',1,'online','manual','ddda947b53bf609166ee99149783bd488b2d33de7136b1c726d31f9ab0832238',100.0,1.77903449787452888e+09,1,'2024-03-26T18:13:32Z',NULL,NULL,NULL,'["Observability", "Cluster Monitoring", "Connectivity Checkers"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2024-03-26T18:13:32Z", "gh_stars": 287}'); INSERT INTO "resources" VALUES('https://github.com/SymbioticLab/Oobleck','github.com/SymbioticLab/Oobleck: Oobleck - Resilient Distributed Training'' Framework','','2024',2,'An open-source distributed training framework designed with native fault-tolerant characteristics. It mitigates expensive spot-instance preemption delays by dynamically and rapidly reorganizing parallel communication pipelines on-the-fly.','Python','Repository','Advanced',0,'online','manual','bb79fc1207725deae4ac4dfe99d1e9e94646f089545fa094170bc11fe5f89c2c',100.0,1.77903371428138589e+09,1,'2024-04-11T00:16:29Z',NULL,NULL,NULL,'["Machine Learning", "Distributed Training", "Fault Tolerance"]','["[COMMUNITY-TOOL]"]','["docs/mlops.md"]','["mlops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-04-11T00:16:29Z", "gh_stars": 100}'); INSERT INTO "resources" VALUES('https://github.com/TabularisDB/tabularis/blob/main/README.es.md','Tabularis: Open Source Desktop Client for Modern Databases with AI and MCP'' Integration','','2024',5,'An open-source desktop database client featuring Model Context Protocol (MCP) integrations. This compliance allows local LLMs to safely query, analyze, and update database schemas within strict user security boundaries.','Spanish','Repository','Intermediate',0,'online','manual','2fd2ed828f549425a756e5baa4d9e141e580901bb931bd5b128ea5f64b95ef7d',100.0,1.77903002123663091e+09,1,'2026-06-11T09:30:32Z',NULL,NULL,NULL,'["Software Engineering", "Database Management", "Model Context Protocol"]','["[DE FACTO STANDARD]"]','["docs/ai.md", "docs/databases.md", "docs/kubernetes-tools.md"]','["ai.md", "databases.md", "kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T09:30:32Z", "gh_stars": 2422}'); -INSERT INTO "resources" VALUES('https://github.com/TerraHubCorp/terraform-google-automation-demo','Terraform Automation Demo using Google Cloud Provider','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','5d416772b5e31660626504b602f168033275d84d843c8d1038929f42a7699feb',100.0,1.77903315857390689e+09,0,'2026-05-17T17:52:38.573907+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/TerraHubCorp/terraform-google-automation-demo','Terraform Automation Demo using Google Cloud Provider','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5d416772b5e31660626504b602f168033275d84d843c8d1038929f42a7699feb',100.0,1.77903315857390689e+09,0,'2026-05-17T17:52:38.573907+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://github.com/tfxor/terraform-google-automation-demo"}'); INSERT INTO "resources" VALUES('https://github.com/TheJambo/awesome-testing','Awesome Testing','','2026',5,'A highly practical directory highlighting testing paradigms, dynamic scanning modules, and manual/automated testing resources. Focuses on QA educational resources as well as modern test design techniques. Helps teams build scalable integration test harnesses within cloud workflows.','N/A','Repository','Beginner',0,'online','manual','4062ce50038ba4c743409acf34e287f9c89b47ae354cd679f7ac8fecc5b8acd2',100.0,1.77903065377558898e+09,1,'2026-06-11T23:34:02Z',NULL,NULL,NULL,'["Software Quality", "Testing", "QA"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "CC0-1.0", "gh_pushed": "2026-06-11T23:34:02Z", "gh_stars": 2289, "is_special": true}'); INSERT INTO "resources" VALUES('https://github.com/TheYkk/synator','Synator Kubernetes Secret and ConfigMap synchronizer 🌟','','2022',2,'An operator designed to automatically synchronize Secrets and ConfigMaps across multiple Kubernetes namespaces. It listens for resource updates tagged with specific annotations and pushes changes cluster-wide, eliminating operational overhead.','Python','Operator','Intermediate',1,'online','manual','7b5fd02ea60b8513386203f3d14c32181ac7ae917998e2ab6ee7df1320f21c5c',100.0,1779031302.74327,1,'2024-01-16T12:30:42Z',NULL,NULL,NULL,'["Security & Identity", "Configuration Management", "Sync Controllers"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-01-16T12:30:42Z", "gh_stars": 117}'); -INSERT INTO "resources" VALUES('https://github.com/Thiht/smocker','Smocker (server mock) is a simple and efficient HTTP mock server','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','fb4cb099148f737393a4c3e8baa1bbdc2306c96e276c2453da62b48784781fca',100.0,1.77903192815747809e+09,0,'2026-05-17T17:32:08.157478+02:00',NULL,NULL,NULL,'[]','[]','["docs/testops.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/Thiht/smocker','Smocker (server mock) is a simple and efficient HTTP mock server','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','fb4cb099148f737393a4c3e8baa1bbdc2306c96e276c2453da62b48784781fca',100.0,1.77903192815747809e+09,0,'2026-05-17T17:32:08.157478+02:00',NULL,NULL,NULL,'[]','[]','["docs/testops.md"]','[]','{}','{"duplicate_of": "https://github.com/smocker-dev/smocker"}'); INSERT INTO "resources" VALUES('https://github.com/TrackMaven/getting-started-with-drf-angular/tree/part-2','Part 2 Supplementary Code','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','a45c1b5a401a34bb5cdad3a04ab5c3560fb0e84a78796dcd4514d4b44e27a7ca',100.0,1.77903182749679803e+09,1,'2026-05-17T17:30:27.496798+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://github.com/Trendyol/kink','Trendyol/kink','','2021',2,'KinK (Kubernetes in KinD) facilitates running KinD (Kubernetes in Docker) clusters directly inside existing Kubernetes environments. It is ideal for nested testing topologies, advanced operators, and ephemeral CI/CD platforms.','Go','Testing Utility','Advanced',0,'online','manual','3fa87e5b5f9c29897a36a31ab467825539bc7ac0d098011a2eefb908715b407f',100.0,1779029111.29616,1,'2025-09-25T13:15:32Z',NULL,NULL,NULL,'["Development & Testing", "Cluster-in-Cluster", "Kubernetes in Kubernetes"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-09-25T13:15:32Z", "gh_stars": 383}'); INSERT INTO "resources" VALUES('https://github.com/Trendyol/kubectl-view-webhook','kubectl-view-webhook 🌟','','2023',5,'A high-utility kubectl plugin created to list, audit, and visualize Mutating and Validating Admission Webhooks across clusters. It simplifies debugging of webhooks by outlining exactly which API endpoints are called during cluster operations. Widely adopted by platform operators tracing webhook performance bottle-necks.','Go','CLI Plugin','Low',0,'online','manual','ec25b6a93a8a7bede199d669bbe05f0a168d6201da15746d739843d60e1fdd21',100.0,1.77903053909479498e+09,1,'2023-02-17T19:37:35Z',NULL,NULL,NULL,'["Operations", "Command Line Tools", "Webhook Visualization"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-02-17T19:37:35Z", "gh_stars": 108}'); @@ -5760,16 +5760,16 @@ INSERT INTO "resources" VALUES('https://github.com/UnderGreen/ansible-prometheus INSERT INTO "resources" VALUES('https://github.com/Unitech/pm2','PM2','','2026',5,'An industry-standard production process manager for Node.js workloads. Despite the rise of Kubernetes-native process management, PM2 remains the preferred daemon for bare-metal Node.js apps, VM-based services, and IoT microservices running at the edge in 2026.','JavaScript','Repository','Beginner',1,'online','manual','475da0c52dd00c9a32421d48794c494e6a4433d27fc1094d97e7e7d0a9e999c4',100.0,1.77903303755152797e+09,1,'2026-05-21T09:14:07Z',NULL,NULL,NULL,'["Development", "Runtime", "Node.js"]','["[DE FACTO STANDARD]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-05-21T09:14:07Z", "gh_stars": 43210}'); INSERT INTO "resources" VALUES('https://github.com/VictoriaMetrics/operator','VictoriaMetrics/operator','','2024',5,'Coordinates components of VictoriaMetrics (including VMCluster and VMAgent). It manages complex metrics scraping rules and automates long-term TSDB storage scaling.','Go','Operator','Advanced',0,'online','manual','2d4789b290a170c9730e66d1a451dca9696340d3fb570a83ec97e5c2065352f3',100.0,1.77903302531226801e+09,1,'2026-06-14T07:05:30Z',NULL,NULL,NULL,'["Observability", "Metrics", "TimeSeries Databases", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T07:05:30Z", "gh_stars": 566}'); INSERT INTO "resources" VALUES('https://github.com/Vigneshwari-08/Server_Log-Analyzer-Intrusion-Detector','Server Log Analyzer and Intrusion Detector','A Python-based log analysis tool designed to parse server logs and detect security anomalies/intrusions.','2023',4,'Server Log Analyzer and Intrusion Detector is a security utility designed to ingest and parse server log files to identify suspicious behavior, brute-force patterns, and malicious activities. Leveraging customizable regular expression filters and Python-based parser logic, the tool maps security threats, generates analytical summaries, and flags potential security intrusions. This represents a lightweight, extensible script for automating manual security review workflows in staging or small-scale host setups.','English','Repository','Intermediate',0,'online','automatic','a43045c01ffddec417eaf59ffcaf69e4b396a52288a3504236613b00abe14b0d',NULL,1.7803520036898539e+09,0,'2026-06-02T00:13:23.689854+02:00',NULL,NULL,NULL,'["Security", "Log Analysis", "Intrusion Detection"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','[]','{}','{"category": "devsecops", "reputation_status": "Vetted", "reputation_summary": "A lightweight, community-oriented utility used primarily for educational security projects or small hosting servers to check patterns of unauthorized access.", "social_preview_url": "https://opengraph.githubassets.com/4644e9f6708ce656bb8601f280246206a37cfcb5f4781d70bfb6afbbe6d2787c/Vigneshwari-08/Server_Log-Analyzer-Intrusion-Detector", "source_provenance": "X.com (nubenetes)", "suggested_new_category": ""}'); -INSERT INTO "resources" VALUES('https://github.com/VikParuchuri/surya','github.com/VikParuchuri/surya','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','1bcfe1599f12fbc0f1c286bcae888e415e4a4ca273920893162374e77c0dafa1',100.0,1.779032228106817e+09,0,'2026-05-17T17:37:08.106817+02:00',NULL,NULL,NULL,'[]','[]','["docs/mlops.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/VikParuchuri/surya','github.com/VikParuchuri/surya','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1bcfe1599f12fbc0f1c286bcae888e415e4a4ca273920893162374e77c0dafa1',100.0,1.779032228106817e+09,0,'2026-05-17T17:37:08.106817+02:00',NULL,NULL,NULL,'[]','[]','["docs/mlops.md"]','[]','{}','{"duplicate_of": "https://github.com/datalab-to/surya"}'); INSERT INTO "resources" VALUES('https://github.com/Wilfred/difftastic','==github.com/Wilfred/difftastic==','','2021',5,'Difftastic is a structural diff tool that compares source files based on their abstract syntax trees (ASTs). For platform teams, it filters out noise like formatting shifts in Kubernetes manifests and highlights genuine semantic changes. It dramatically increases review speeds for complex changes.','Rust','CLI Tool','Intermediate',0,'online','manual','4d74d1860ada6c88910ee8233af26ab96593491adbf0fc1fe0babbdd2d894227',100.0,1.77903068341413497e+09,1,'2026-06-12T21:38:09Z',NULL,NULL,NULL,'["GitOps & Delivery", "Configuration Management", "Developer Productivity"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-12T21:38:09Z", "gh_stars": 25487}'); INSERT INTO "resources" VALUES('https://github.com/William-Yeh/ansible-prometheus','github.com/William-Yeh/ansible-prometheus','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','0af505c06542722a2ed175962d2a7db86448f9885e230047684d5c4b88d02b52',100.0,1.77903295307397198e+09,1,'2026-05-17T17:49:13.073972+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{"gh_license": "MIT"}'); -INSERT INTO "resources" VALUES('https://github.com/XI-lab/PyExPool','Python Multi-Process Execution Pool','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','fab939ac4014af479885a8ef4424fbe5c02e011461b5675af52924e0029de292',100.0,1.77903421792122697e+09,0,'2026-05-17T18:10:17.921227+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/XI-lab/PyExPool','Python Multi-Process Execution Pool','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','fab939ac4014af479885a8ef4424fbe5c02e011461b5675af52924e0029de292',100.0,1.77903421792122697e+09,0,'2026-05-17T18:10:17.921227+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{"duplicate_of": "https://github.com/eXascaleInfolab/PyExPool"}'); INSERT INTO "resources" VALUES('https://github.com/XingangPan/DragGAN','github.com/XingangPan/DragGAN','','2023',5,'An interactive GAN-based image manipulation system. Users drag specific control points of an image to dynamically alter object dimensions, poses, and facial structures.','English','Repository','Advanced',0,'online','manual','fab022b2fe0509e5278ad44feab31ba191e4418eb31ed1bd711d28bcf167db08',100.0,1779029629.12279,1,'2024-05-18T17:51:40Z',NULL,NULL,NULL,'["Computer Vision", "Deep Learning Research", "Generative AI"]','["[DE FACTO STANDARD]"]','["docs/ai.md"]','["ai.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2024-05-18T17:51:40Z", "gh_stars": 35825}'); INSERT INTO "resources" VALUES('https://github.com/XtratusCloud/terraform-provider-azureipam','Terraform Provider for Azure IPAM','','2024',5,'Custom open-source Terraform provider built to automate cloud IP address allocation directly from centralized Azure IPAM solutions. Ensures smooth networking configuration inside containerized setups.','Go','Repository','Advanced',0,'online','manual','fef93304fb0712339d6419f8667f224c0f1def83a862253dff0d4f763f37686d',100.0,1.77903019978273105e+09,1,'2024-09-21T06:31:41Z',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform Providers", "Azure IPAM"]','["[DE FACTO STANDARD]"]','["docs/azure.md", "docs/iac.md", "docs/terraform.md"]','["azure.md", "iac.md", "terraform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-09-21T06:31:41Z", "gh_stars": 10}'); INSERT INTO "resources" VALUES('https://github.com/XuehaiPan/nvitop','==github.com/XuehaiPan/nvitop== 🌟','','2024',4,'An interactive, terminal-based GPU monitoring tool that acts as a modern replacement for nvidia-smi. It provides real-time tracking of GPU resource consumption, memory configurations, process owners, and historical usage diagrams directly in the shell.','Python','Repository','Beginner',0,'online','manual','4072dada8ec4fc2bb58f1e44395a93a2e0622ffbad6870ddf4d65c930df1d094',100.0,1.77903333951961898e+09,1,'2026-05-25T13:47:09Z',NULL,NULL,NULL,'["Infrastructure", "GPU Monitoring", "Command Line Tools"]','["[ENTERPRISE-STABLE]"]','["docs/mlops.md"]','["mlops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-25T13:47:09Z", "gh_stars": 6957}'); INSERT INTO "resources" VALUES('https://github.com/YannickRe/msgraph-utility-scripts','YannickRe/msgraph-utility-scripts','','2023',2,'A public repository compiling specialized utility files designed to interact with MS Graph endpoints. Facilitates typical administrator chores like account auditing and system migration tasks.','PowerShell','GitHub Repository','Intermediate',0,'online','manual','3f290e857fcc6afc146a55c2ff426e8ea4bb4b378964975b7e05992740bb4bbf',100.0,1.7790313934104371e+09,1,'2021-05-27T06:29:15Z',NULL,NULL,NULL,'["Identity and Access", "Microsoft Graph API", "Utility Scripts", "Automation Resources"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2021-05-27T06:29:15Z", "gh_stars": 8}'); INSERT INTO "resources" VALUES('https://github.com/a8m/golang-cheat-sheet','github.com: golang-cheat-sheet','','2025',0,'A high-density Go reference database. 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Live Grounding confirms its widespread production usage where performance and strict static typing are preferred over runtime-reflective ORMs like GORM.','English','Repository','Advanced',0,'online','manual','fe922b04a8f76d728e527c3e1619705c5676ba8dca4d29ebadfd32c716dba516',100.0,1.77913049498287796e+09,1,'2026-06-08T22:47:58Z',NULL,NULL,NULL,'["Database", "ORM", "Go Libraries"]','["[ENTERPRISE-STABLE]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-08T22:47:58Z", "gh_stars": 6990}'); INSERT INTO "resources" VALUES('https://github.com/abahmed/kwatch','==abahmed/kwatch==','','2021',3,'A real-time error monitor and alert router that monitors Kubernetes logs and pod events. When crash loops occur, it streams exact logs and statuses to systems like Slack, Teams, or custom webhooks.','Go','Kubernetes Operator','Intermediate',1,'online','manual','701ef11432421abc27ce038312f4098feb632c5d4e16e811e756b8336ab061b4',100.0,1.77903046235415601e+09,1,'2026-06-14T10:00:44Z',NULL,NULL,NULL,'["Observability & Performance", "Real-Time Monitoring", "Error Alerting"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-14T10:00:44Z", "gh_stars": 1010}'); @@ -5780,8 +5780,8 @@ INSERT INTO "resources" VALUES('https://github.com/aca/go-kubectx','go-kubectx', INSERT INTO "resources" VALUES('https://github.com/acantril/learn-cantrill-io-labs','github.com/acantril/learn-cantrill-io-labs','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','3e6603ced2648ecd72569d6c06c2883e6124acc1ad1af3c4162355af79b0a829',100.0,1.779031389407485e+09,1,'2026-05-17T17:23:09.407485+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-training.md"]','[]','{}','{"gh_license": "MIT"}'); INSERT INTO "resources" VALUES('https://github.com/acidonper/jump-app-docs',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','f743c3f06eb6de0347c96663c2485b27061d6c694090c1dfdb7d910abdb7228f',100.0,1.77902993938969707e+09,0,'2026-05-17T16:58:59.389697+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://github.com/acidonper/jump-app-gitops',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','9df86ddeab85d5e49fe8e68c05013e8ca8ba59b65df2f3b91abb618d1f6d6f1f',100.0,1.77903024906080794e+09,0,'2026-05-17T17:04:09.060808+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/acorn-io/acorn','acorn-io/acorn','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','1606eafe22401d318436f235433ded3b934cfa77ab978a922eb40436d02db510',100.0,1.77903308893226289e+09,0,'2026-05-17T17:51:28.932263+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/actions-runner-controller/actions-runner-controller','actions-runner-controller 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','e0b81792621a3f351f640bbf07601f3cbc5efdefbb09a7cdce88ae3ced404fdf',100.0,1.77903093210913896e+09,0,'2026-05-17T17:15:32.109139+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/acorn-io/acorn','acorn-io/acorn','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1606eafe22401d318436f235433ded3b934cfa77ab978a922eb40436d02db510',100.0,1.77903308893226289e+09,0,'2026-05-17T17:51:28.932263+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/obot-platform/obot"}'); +INSERT INTO "resources" VALUES('https://github.com/actions-runner-controller/actions-runner-controller','actions-runner-controller 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e0b81792621a3f351f640bbf07601f3cbc5efdefbb09a7cdce88ae3ced404fdf',100.0,1.77903093210913896e+09,0,'2026-05-17T17:15:32.109139+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://github.com/actions/actions-runner-controller"}'); INSERT INTO "resources" VALUES('https://github.com/actions/actions-runner-controller','github.com/actions/actions-runner-controller 🌟','','2020',5,'Official Kubernetes operator designed to manage self-hosted GitHub Actions runner infrastructure dynamically. Integrates natively with Horizontal Pod Autoscaler (HPA) targets to scale runner deployments in response to webhook event metrics.','Go','Repository','Advanced',1,'online','manual','e0b81792621a3f351f640bbf07601f3cbc5efdefbb09a7cdce88ae3ced404fdf',100.0,1.77903365856200289e+09,1,'2026-06-12T23:13:55Z',NULL,NULL,NULL,'["CI/CD Pipeline", "Kubernetes & Containers", "Self-Hosted Infrastructure"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["git.md", "jenkins-alternatives.md", "kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T23:13:55Z", "gh_stars": 6298}'); INSERT INTO "resources" VALUES('https://github.com/adam-p/markdown-here/wiki/Markdown-Cheatsheet','Markdown Cheat Sheet 4','','2026',5,'One of the most starred and utilized Markdown references on GitHub. Curator Insight emphasizes its extreme offline utility. Live Grounding validates its legacy status as the primary standard for formatting across modern source code platforms.','Markdown','Cheat Sheet','Beginner',0,'online','manual','ba965aba47f46c891f98b4125d49af98b9dbc1aba0abd75215f289ea8d8600c8',100.0,1.77903296915447211e+09,1,'2025-08-22T00:21:50Z',NULL,NULL,NULL,'["Software Development", "Documentation Tools", "Markdown"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/cheatsheets.md", "docs/mkdocs.md"]','["mkdocs.md", "cheatsheets.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-08-22T00:21:50Z", "gh_stars": 60214}'); INSERT INTO "resources" VALUES('https://github.com/adaptant-labs/k8s-auto-labeller','Kubernetes Node Auto Labeller','','2020',5,'An automated labeling controller designed to tag Kubernetes nodes dynamically based on custom configurations or hardware discoveries. In production, this allows platform engineers to target hardware accelerators (GPUs, ASICs) with specific workload nodeSelectors. Live evaluation shows low active maintenance, as many teams transitioned to Node Feature Discovery (NFD) or Cluster API capabilities.','Go','Operator','Medium',0,'online','manual','24ec81ac9e8ac36b38e924eda1e90e1616919f7f8406b3879700f8e30a4c7f49',100.0,1.77903275467909502e+09,1,'2020-11-16T19:46:39Z',NULL,NULL,NULL,'["Infrastructure", "Node Provisioning", "Labeling & Automation"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-11-16T19:46:39Z", "gh_stars": 8}'); @@ -5789,7 +5789,7 @@ INSERT INTO "resources" VALUES('https://github.com/adaptant-labs/k8s-dt-node-lab INSERT INTO "resources" VALUES('https://github.com/adaptant-labs/k8s-node-label-monitor','k8s-node-label-monitor: Kubernetes Node Label Monitor provides a custom'' Kubernetes controller for monitoring and notifying changes in the label states of Kubernetes nodes (labels added, deleted, or updated), and can be run either node-local or cluster-wide','','2023',3,'A custom controller built to monitor label states on Kubernetes node resources. It dispatches notifications on label updates, additions, or deletions, maintaining configuration trust across larger clusters.','Go','Controller','Intermediate',1,'online','manual','6a8f69c637c8effae9484ef69f8807bfe4539e079283db28f6fac8f416dc0674',100.0,1.77903357976588606e+09,1,'2021-02-09T11:00:49Z',NULL,NULL,NULL,'["Infrastructure", "Node Management", "Auditing & Compliance"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2021-02-09T11:00:49Z", "gh_stars": 3}'); INSERT INTO "resources" VALUES('https://github.com/admindroid-community/powershell-scripts','github.com/admindroid-community/powershell-scripts: PowerShell Scripts for'' Microsoft 365 Management, Reporting, and Auditing','','2024',0,'A collection of administrative scripts designed for auditing active users, licensing allocations, and configuration status within Microsoft 365 tenants.','PowerShell','GitHub Repository','Intermediate',0,'online','manual','2792ab510a7b130b5c3144c10f0acc5bed874b21df177c1abcf3dcda3c930100',100.0,1.78173587976624393e+09,1,'2026-06-18T00:37:59.766244+02:00',NULL,NULL,NULL,'["Identity and Access", "Microsoft 365", "Auditing & Reporting", "Administration"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); INSERT INTO "resources" VALUES('https://github.com/adriannovegil/awesome-observability','github.com/adriannovegil/awesome-observability: Awesome Observability 🌟','','2026',2,'A highly structured catalog mapping telemetry collection systems, including OpenTelemetry exporters, Prometheus metric architectures, Grafana monitoring boards, and continuous system profiling dashboards.','Markdown','Awesome List','Advanced',1,'online','manual','05b5afe1463a41fa204fac02ec29a2aca3890d4a9f0a527f8a892cec2de520e6',100.0,1.77903397716117405e+09,1,'2026-05-11T11:58:36Z',NULL,NULL,NULL,'["Cloud Native", "Observability", "Telemetry and Metrics"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "CC0-1.0", "gh_pushed": "2026-05-11T11:58:36Z", "gh_stars": 636, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/aelsabbahy/goss','aelsabbahy/goss','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','b2a6e2ded5a8d1eac440ffd247a8f8c9983b6614838f8a9d3be544f2fde6df12',100.0,1.77903022906840491e+09,0,'2026-05-17T17:03:49.068405+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/aelsabbahy/goss','aelsabbahy/goss','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b2a6e2ded5a8d1eac440ffd247a8f8c9983b6614838f8a9d3be544f2fde6df12',100.0,1.77903022906840491e+09,0,'2026-05-17T17:03:49.068405+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/goss-org/goss"}'); INSERT INTO "resources" VALUES('https://github.com/affaan-m/ECC','ECC - The Agent Harness Performance Optimization System','A professional performance harness providing modular skills, memory optimizations, and security scanning for advanced AI coding assistants.','2026',4,'This repository provides a performance optimization harness designed for agentic environments like Claude Code and Cursor. It implements persistent semantic memory, structured natural-language ''skills'' as parameters, and execution safeguards via the AgentShield scanner. It aims to reduce token consumption and eliminate redundant instructions, transforming fragile prompting patterns into reproducible development infrastructure.','en','Repository','Advanced',0,'online','automatic','a68b20559e76cc4d181a84ba6031061ed34e6d3863a6d155e8b07540ac542e55',NULL,1.78035257155632305e+09,0,'2026-05-31T06:45:42Z',NULL,NULL,NULL,'["Artificial Intelligence", "AI Agents", "Model Context Protocol", "Harness Performance Optimization"]','["[EMERGING]", "[COMMUNITY-TOOL]"]','[]','[]','{}','{"category": "ai-agents-mcp", "gh_license": "MIT", "gh_pushed": "2026-05-31T06:45:42Z", "gh_stars": 202119, "reputation_status": "Vetted", "reputation_summary": "Highly regarded emerging system optimizing terminal agent runtime states, featuring zero reported vulnerabilities outside its documented patches.", "social_preview_url": "https://opengraph.githubassets.com/9d755758b9c50919c393f44e8fa1910cd7813f12349332f5d66f232c640154c1/affaan-m/ECC", "source_provenance": "X.com (nubenetes)", "suggested_new_category": "agent-performance"}'); INSERT INTO "resources" VALUES('https://github.com/ahas-sigs/kube-ebpf-exporter','kube-ebpf-exporter 🌟','','2022',5,'A Prometheus-compatible exporter that translates system events captured via custom eBPF programs into actionable metrics. This allows platform engineers to trace low-level syscalls, file system latency, and network performance with minimal overhead. The project represents a growing shift toward kernel-level observability.','Go','Exporter','High',0,'online','manual','ffbd284277e0f0a2a7affc010aacea050871b3cbae526f63bd22a32b7c9f5f6b',100.0,1779029884.0295,1,'2021-05-13T05:50:56Z',NULL,NULL,NULL,'["Observability", "Performance & Kernel", "eBPF Monitoring"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2021-05-13T05:50:56Z", "gh_stars": 55}'); INSERT INTO "resources" VALUES('https://github.com/ahmetb/kubectl-aliases','ahmetb/kubectl-aliases','','2026',5,'An automated system that generates systematic shell aliases for ''kubectl'', significantly enhancing engineering productivity. It minimizes operational friction by programmatic expansion of over 800 permutations of flags and subcommands, allowing administrators to interface with Kubernetes clusters using succinct shorthand sequences.','Shell','Repository','Intermediate',0,'online','manual','310aec75dce6ba83e1bbaaca8e248da167c2c480d64337a9d4cc86aeff1eb8ed',100.0,1.77903357979749488e+09,1,'2025-05-11T17:04:45Z',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "CLI & Debugging"]','["[DE FACTO STANDARD]"]','["docs/kubectl-commands.md"]','["kubectl-commands.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-05-11T17:04:45Z", "gh_stars": 3691}'); @@ -5820,7 +5820,7 @@ INSERT INTO "resources" VALUES('https://github.com/amelbakry/kubernetes-active-p INSERT INTO "resources" VALUES('https://github.com/amitmavgupta/azure-terraform','github.com/amitmavgupta/azure-terraform','','2022',2,'A centralized repository of common Azure resource templates compiled using Terraform. 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Syft identifies package structures to track vulnerable subcomponents in modern supply chain governance.','Go','CLI Tool','Intermediate',0,'online','manual','db2fcf1ed1811ccd981eff91084d06e12e3cc79c9281dd6b8e36898d2efb90d2',100.0,1.77903040764475488e+09,1,'2026-06-12T13:29:25Z',NULL,NULL,NULL,'["Security & Compliance", "Supply Chain Security", "SBOM Generation"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T13:29:25Z", "gh_stars": 9106}'); -INSERT INTO "resources" VALUES('https://github.com/anderseknert/awesome-opa','anderseknert/awesome-opa 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','74b59d9adc2bc20caea9b43eb1abb3db4a1ee3ccb4ec9a03f666cb0130112715',100.0,1.77902936725562906e+09,0,'2026-05-17T16:49:27.255629+02:00',NULL,NULL,NULL,'[]','[]','["docs/other-awesome-lists.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/anderseknert/awesome-opa','anderseknert/awesome-opa 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','74b59d9adc2bc20caea9b43eb1abb3db4a1ee3ccb4ec9a03f666cb0130112715',100.0,1.77902936725562906e+09,0,'2026-05-17T16:49:27.255629+02:00',NULL,NULL,NULL,'[]','[]','["docs/other-awesome-lists.md"]','[]','{}','{"duplicate_of": "https://github.com/open-policy-agent/awesome-opa"}'); INSERT INTO "resources" VALUES('https://github.com/andreazorzetto/yh','yh - YAML Highlighter','','2022',4,'A specialized, terminal-based syntax highlighter designed explicitly for YAML configurations. 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It provides dynamic routing, active health checking, security protection, and telemetry integration, utilizing etcd for state storage to achieve ultra-low latency configurations.','Lua','Software Project','Advanced',1,'online','manual','8c6b414af9df9cd042a76b844eceb101ecd137e839408a3c13da57cb8dc1b65f',100.0,1779031776.90444,1,'2026-06-12T08:48:42Z',NULL,NULL,NULL,'["Infrastructure", "API Gateway", "Cloud Native"]','["[DE FACTO STANDARD]"]','["docs/developerportals.md"]','["developerportals.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T08:48:42Z", "gh_stars": 16724}'); INSERT INTO "resources" VALUES('https://github.com/apache/artemis','Apache Artemis JMeter','','2024',5,'The official source repository for Apache ActiveMQ Artemis. Built with Netty, this broker delivers low-latency messaging, supports AMQP, MQTT, and STOMP, and provides an efficient data distribution engine for high-density architectures.','Java','Code','Advanced',0,'online','manual','8646dacdcbb342760a94a7b9edfa0baaaf9e2d19c62045277101cf7ad8b3c7c3',100.0,1.77913049498325896e+09,1,'2026-06-11T02:23:24Z',NULL,NULL,NULL,'["Infrastructure", "Message Brokers", "ActiveMQ"]','["[DE FACTO STANDARD]"]','["docs/message-queue.md", "docs/prometheus.md"]','["message-queue.md", "prometheus.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T02:23:24Z", "gh_stars": 1024}'); INSERT INTO "resources" VALUES('https://github.com/apache/dolphinscheduler','apache/dolphinscheduler: Apache DolphinScheduler 🌟','','2026',5,'Apache DolphinScheduler is a highly scalable, distributed workflow visualization scheduler tailored for modern big data and machine learning architectures on Kubernetes. It enables enterprise operators to manage complex data dependency DAGs via drag-and-drop interfaces and robust API control. Its native integration with containerized engines like Spark, Flink, and MapReduce makes it an enterprise favorite.','Java','Workload Scheduler','Advanced',1,'online','manual','c2f0762db448834bfcf83203a5dc5663c76e172ef4e5f6274eadc355959b9d56',100.0,1.77903422433378601e+09,1,'2026-06-12T09:08:43Z',NULL,NULL,NULL,'["Data Engineering", "Workload Scheduling", "Orchestration"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T09:08:43Z", "gh_stars": 14309}'); @@ -5860,7 +5860,7 @@ INSERT INTO "resources" VALUES('https://github.com/aquasecurity/kube-hunter','ku INSERT INTO "resources" VALUES('https://github.com/aquasecurity/starboard','==aquasecurity/starboard==','','2026',3,'Starboard targets the unification of security scanners into a single, cohesive Kubernetes-native CRD interface. Live grounding in 2026 confirms that Starboard has been fully deprecated and integrated directly into the Trivy Operator framework. Platform teams should seek Trivy Operator for active development, utilizing Starboard''s original specification strictly as a reference architecture.','Go','Operator','Intermediate',0,'online','manual','1824480eb35ee63c28294f0bb908498a16193d16da45d577500706614f5aca74',100.0,1779031147.09103,1,'2026-06-10T12:05:58Z',NULL,NULL,NULL,'["Security", "Vulnerability Scanning", "Compliance"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-10T12:05:58Z", "gh_stars": 1375}'); INSERT INTO "resources" VALUES('https://github.com/aquasecurity/trivy','trivy','','2026',5,'Aqua Security''s Trivy is an exceptionally fast, highly versatile security scanner for containers, IaC configurations, and software vulnerabilities. Known for its streamlined caching, wide packaging-format support, and outstanding CI integration. It is universally adopted as a de facto container validation tool in secure software pipelines.','Go','Tool','Intermediate',1,'online','manual','b46c90d466ffbc02632e60e5e9ed5423398d0901907b7641944f45379ed783f8',100.0,1.7790302077501049e+09,1,'2026-06-11T14:52:49Z',NULL,NULL,NULL,'["Security", "Vulnerability Management", "Container Scanning"]','["[DE FACTO STANDARD]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T14:52:49Z", "gh_stars": 36431}'); INSERT INTO "resources" VALUES('https://github.com/argilla-io/argilla','rubrix','','2023',5,'Formerly Rubrix, Argilla is a premier open-source data curation platform designed for AI and LLM workflows. Enables continuous human-in-the-loop (HITL) fine-tuning cycles. It seamlessly integrates with Hugging Face, SpaCy, and LangChain, optimizing training data quality through iterative annotation, validation, and curation mechanisms.','Python','Repository','Intermediate',0,'online','manual','43a8d5613cb2f779fb3ed1a40fbc1eed35cddb7b216a7d13f8db6ba1a4d4776e',100.0,1.77913049502218198e+09,1,'2026-06-08T21:47:00Z',NULL,NULL,NULL,'["Data Engineering", "Data Labeling", "Human-In-The-Loop"]','["[DE FACTO STANDARD]"]','["docs/mlops.md"]','["mlops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T21:47:00Z", "gh_stars": 5002}'); -INSERT INTO "resources" VALUES('https://github.com/argoproj-labs/applicationset','argoproj-labs/applicationset: Argo CD ApplicationSet Controller','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','736db94cb984f0c2e4e92a8c48893a99779cfe27b1f8a593684149d97cac0c43',100.0,1.77903147867143201e+09,0,'2026-05-17T17:24:38.671432+02:00',NULL,NULL,NULL,'[]','[]','["docs/argo.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/argoproj-labs/applicationset','argoproj-labs/applicationset: Argo CD ApplicationSet Controller','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','736db94cb984f0c2e4e92a8c48893a99779cfe27b1f8a593684149d97cac0c43',100.0,1.77903147867143201e+09,0,'2026-05-17T17:24:38.671432+02:00',NULL,NULL,NULL,'[]','[]','["docs/argo.md"]','[]','{}','{"duplicate_of": "https://github.com/argoproj/applicationset"}'); INSERT INTO "resources" VALUES('https://github.com/argoproj-labs/argocd-autopilot','argoproj-labs/argocd-autopilot: Argo-CD Autopilot','','2023',5,'An official Argo project opinionated tool designed to structure, install, and update Argo CD setups automatically. Uses a clean directory structure separating infrastructure from application manifests, enabling rapid multi-project bootstrap with version tracking and disaster recovery features.','Go','Repository','Intermediate',0,'online','manual','9c244f562123e769bd994ba3a8941680a7a2fd0ec07951ef1cab31b7e49dc2b7',100.0,1.77903219839273095e+09,1,'2025-12-16T22:36:28Z',NULL,NULL,NULL,'["GitOps & CD", "ArgoCD", "Bootstrap Automation", "Autopilot"]','["[DE FACTO STANDARD]"]','["docs/argo.md"]','["argo.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-12-16T22:36:28Z", "gh_stars": 1121}'); INSERT INTO "resources" VALUES('https://github.com/argoproj-labs/argocd-vault-plugin','==argoproj-labs/argocd-vault-plugin==','','2023',5,'An indispensable Argo CD plugin built to inject secrets dynamically from HashiCorp Vault, AWS Secrets Manager, or GCP Secret Manager. 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Live Grounding: Facilitates localized, multilingual engineering onboarding, providing consistent global team standards for branch structures, conflict resolutions, and configuration setups.','Markdown','GitHub Repository','Intermediate',0,'online','manual','c263d3474671da6aee00f06477d2cf21e1b71609533804a19070230671efc968',100.0,1.78173589011414599e+09,1,'2026-06-18T00:38:10.114146+02:00',NULL,NULL,NULL,'["Development", "Version Control", "Git"]','["[ENTERPRISE-STABLE]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); INSERT INTO "resources" VALUES('https://github.com/arttor/helmify','==arttor/helmify==','','2021',3,'An automation utility that converts standard declarative Kubernetes manifests directly into valid, paramaterized Helm charts. It simplifies migrations and accelerates the distribution setup of packaged deployments.','Go','CLI Tool','Intermediate',0,'online','manual','95af44ea2bd1b9252e87920a85c9df5d9b5f24886fc5e6bd00264af5fbf46866',100.0,1.77903308475923895e+09,1,'2026-05-07T07:38:16Z',NULL,NULL,NULL,'["GitOps & Configuration", "Helm Chart Generation", "Migration Tools"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md", "docs/yaml.md"]','["kubernetes-tools.md", "yaml.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-05-07T07:38:16Z", "gh_stars": 1738, "is_special": true}'); INSERT INTO "resources" VALUES('https://github.com/arun-gupta/docker-jenkins-pipeline','github.com/arun-gupta/docker-jenkins-pipeline: Docker + Java + Jenkins Pipeline','','2018',0,'Curator Insight structures this repository around running Docker-integrated Java application compilation inside Jenkins Pipelines. 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Serves as a vital baseline for implementing multi-account strategies, serverless setups, and security blueprints.','Multi','Organization','Advanced',0,'online','manual','818b25c8b128c4cc08f1b407654a5168ca85db1486768edb4d8634628e815922',100.0,1.7790343067206881e+09,1,'2026-05-17T18:11:46.720688+02:00',NULL,NULL,NULL,'["Public Cloud Providers", "AWS", "Best Practices"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); INSERT INTO "resources" VALUES('https://github.com/aws-samples/aws-auto-inventory','github.com/aws-samples/aws-auto-inventory: AWS Automated Inventory 🌟','','2024',5,'An automated system designed to discover, track, and catalog AWS infrastructure assets across multiple regions and accounts. Leverages Serverless functions and AWS Config to maintain real-time compliance dashboards.','Python','Repository','Intermediate',0,'online','manual','d313f0e1c1d23aa70404f9af62b2948d85be04af17d3609ce1a0253fc928a08c',100.0,1779033655.90476,1,'2026-06-11T19:34:23Z',NULL,NULL,NULL,'["Public Cloud Providers", "AWS", "Asset Management"]','["[DE FACTO STANDARD]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T19:34:23Z", "gh_stars": 254}'); INSERT INTO "resources" VALUES('https://github.com/aws-samples/aws-cdk-for-k3scluster','github.com/aws-samples/cdk-k3s-cluster 🌟','','2023',2,'An AWS Cloud Development Kit (CDK) resource package that constructs complete K3s virtual machine clusters on EC2, offering a highly economical alternative to managed AWS EKS services.','TypeScript','IaC','Intermediate',0,'online','manual','c2b3307d5505a3dde5e67e92035a8d1a9872f9d58d9450854c4259e2e2a9a1cd',100.0,1.77903279044597697e+09,1,'2022-10-27T13:35:31Z',NULL,NULL,NULL,'["Edge & IoT", "Infrastructure as Code", "AWS CDK"]','["[COMMUNITY-TOOL]"]','["docs/rancher.md"]','["rancher.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-10-27T13:35:31Z", "gh_stars": 61}'); INSERT INTO "resources" VALUES('https://github.com/aws-samples/aws-cdk-stack-builder-tool','==github.com/aws-samples/aws-cdk-stack-builder-tool==','','2024',5,'An AWS Samples tool configured to dynamically build and modularize AWS CDK stacks based on high-level configuration templates. It streamlines boilerplate IAC setup, allowing platform engineering teams to maintain clean, scalable multi-environment stacks. Ideal for bootstrapping large cloud applications adhering to AWS Well-Architected frameworks.','TypeScript','Repository','Intermediate',0,'online','manual','93a3ebf7ea5faff6c84b491c2841b309a61ceb63f65f710297d3782e44d4c829',100.0,1.77903348717263698e+09,1,'2024-08-01T15:35:30Z',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Infrastructure as Code"]','["[DE FACTO STANDARD]"]','["docs/aws-tools-scripts.md"]','["aws-tools-scripts.md"]','{}','{"gh_license": "MIT-0", "gh_pushed": "2024-08-01T15:35:30Z", "gh_stars": 202}'); INSERT INTO "resources" VALUES('https://github.com/aws-samples/aws-customer-playbook-framework','github.com/aws-samples/aws-customer-playbook-framework 🌟','','2025',5,'A comprehensive operational framework that helps organizations define, structure, and automate IT playbooks and runbooks on AWS. Enhances incident response protocols and disaster recovery simulations.','TypeScript','Repository','Advanced',0,'online','manual','82978fb0b4badce58791e9b1211ffc292cb1b18641bd837172c86e076e686297',100.0,1.77903458264623308e+09,1,'2026-06-13T23:29:32Z',NULL,NULL,NULL,'["Public Cloud Providers", "AWS", "Operational Excellence"]','["[DE FACTO STANDARD]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-13T23:29:32Z", "gh_stars": 661}'); -INSERT INTO "resources" VALUES('https://github.com/aws-samples/aws-eks-accelerator-for-terraform','github.com/aws-samples/aws-eks-accelerator-for-terraform: AWS EKS Accelerator'' for Terraform 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','b10114e005af34dd0a1b090b242ad5d0300ce15888760f434b4a9c9f669918da',100.0,1.77903102628632593e+09,0,'2026-05-17T17:17:06.286326+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/aws-samples/aws-eks-accelerator-for-terraform','github.com/aws-samples/aws-eks-accelerator-for-terraform: AWS EKS Accelerator'' for Terraform 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b10114e005af34dd0a1b090b242ad5d0300ce15888760f434b4a9c9f669918da',100.0,1.77903102628632593e+09,0,'2026-05-17T17:17:06.286326+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"duplicate_of": "https://github.com/aws-ia/terraform-aws-eks-blueprints"}'); INSERT INTO "resources" VALUES('https://github.com/aws-samples/aws-network-hub-for-terraform','==aws-samples/aws-network-hub-for-terraform: Network Hub Account with Terraform==','','2024',5,'Structured Terraform blueprints for provisioning centralized Transit Gateway or Cloud WAN hubs. Implements hub-and-spoke networking topology across multi-account enterprise structures safely.','HCL','Repository','Advanced',0,'online','manual','f90f133dc5fdb9937ae0040c9da9cfe80b3a117b17c361d19a75f217f09d5e2e',100.0,1.77903303084307193e+09,1,'2024-06-11T14:55:42Z',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "AWS Networking"]','["[DE FACTO STANDARD]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "MIT-0", "gh_pushed": "2024-06-11T14:55:42Z", "gh_stars": 103}'); INSERT INTO "resources" VALUES('https://github.com/aws-samples/aws-secrets-manager-hybrid-secret-replication-from-hashicorp-vault','github.com/aws-samples: How to set up continuous replication from your third-party'' secrets manager to AWS Secrets Manager','','2022',1,'An AWS-samples repository containing code to continuously replicate secret assets between external managers (such as HashiCorp Vault) and AWS Secrets Manager. Features serverless execution scripts to maintain secrets synchronization across hybrid-cloud infrastructures.','Python/Terraform','Code Repository','Advanced',1,'online','manual','e6966ffed386f7a22e26fdd7e5a35687d807fc1c6dda1c86f60058dd915c314a',100.0,1.779031064966434e+09,1,'2024-06-18T14:19:35Z',NULL,NULL,NULL,'["Cloud Architecture", "AWS", "Secrets Management"]','["[COMMUNITY-TOOL]"]','["docs/aws-security.md"]','["aws-security.md"]','{}','{"gh_license": "MIT-0", "gh_pushed": "2024-06-18T14:19:35Z", "gh_stars": 16}'); -INSERT INTO "resources" VALUES('https://github.com/aws-samples/aws-training-demo','github.com/aws-samples/aws-training-demo','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','e5f76d0406a15b046932dbd2d9018593d8479bc2555802fc14e9153e30744ddf',100.0,1.77903061147889304e+09,0,'2026-05-17T17:10:11.478893+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/aws-samples/aws-training-demo','github.com/aws-samples/aws-training-demo','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e5f76d0406a15b046932dbd2d9018593d8479bc2555802fc14e9153e30744ddf',100.0,1.77903061147889304e+09,0,'2026-05-17T17:10:11.478893+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://github.com/amazon-archives/aws-training-demo"}'); INSERT INTO "resources" VALUES('https://github.com/aws-samples/aws-waf-ops-dashboards','github.com/aws-samples/aws-waf-ops-dashboards','','2023',5,'Contains CloudFormation templates and Athena query scripts to establish centralized dashboards for AWS Web Application Firewall (WAF) logs. Empowers security operations to detect anomalous traffic patterns.','Python','Repository','Intermediate',0,'online','manual','dcaf014a4d72a7da3894d5ce0acf5bc9846ef88858e8f35e4dc73bd084f64814',100.0,1.7790293700653851e+09,1,'2024-11-27T08:21:51Z',NULL,NULL,NULL,'["Public Cloud Providers", "AWS", "Security & WAF"]','["[DE FACTO STANDARD]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "MIT-0", "gh_pushed": "2024-11-27T08:21:51Z", "gh_stars": 56}'); INSERT INTO "resources" VALUES('https://github.com/aws-samples/hardeneks','==aws-samples/hardeneks==','','2023',3,'A command-line verification tool that systematically audits Amazon EKS clusters against established AWS operational and security best practices. Evaluates network security, IAM posture, pod disruption budgets, and admission control policies to generate a structured hardening roadmap.','Python','CLI Tool','Advanced',0,'online','manual','edc2459616595e86d5e6383d5f5a3787764cae0b6835ee512405c7a17634c4bd',100.0,1.77902934124474406e+09,1,'2026-05-26T00:27:14Z',NULL,NULL,NULL,'["Cloud Providers", "AWS EKS", "Security & Hardening", "Compliance Auditing"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{"gh_license": "MIT-0", "gh_pushed": "2026-05-26T00:27:14Z", "gh_stars": 958}'); INSERT INTO "resources" VALUES('https://github.com/aws-samples/kubernetes-log4j-cve-2021-44228-node-agent','github.com/aws-samples: Apache Log4j2 CVE-2021-44228 node agent','','2021',2,'An archival security daemonset developed by AWS to locate containers running vulnerable Log4j libraries in Kubernetes. While no longer actively maintained, the scanning patterns and daemon architecture provide a solid reference for building automated host security scanning tools.','Go','Tool','Advanced',1,'online','manual','22448286ac0f3eab391c744233094b8ae540668353a4f8af768a2d36c126e674',100.0,1.77903377345110297e+09,1,'2022-08-26T14:56:01Z',NULL,NULL,NULL,'["Security", "Vulnerabilities", "Log4j Detection Agent"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-08-26T14:56:01Z", "gh_stars": 2}'); @@ -5940,13 +5940,13 @@ INSERT INTO "resources" VALUES('https://github.com/awslabs/amazon-s3-tar-tool',' INSERT INTO "resources" VALUES('https://github.com/awslabs/assisted-log-enabler-for-aws','github.com/awslabs/assisted-log-enabler-for-aws: Assisted Log Enabler -'' Find resources that are not logging, and turn them on','','2025',5,'An AWS Labs community-focused repository offering automation scripts to identify resource endpoints that lack active logging and programmatically enable auditing (e.g., S3 server access logging, VPC Flow Logs). It addresses serious audit compliance gaps across expansive, multi-account structures. Live Grounding maintains its high utility for enterprises validating governance against SOC2 and CIS benchmarks.','Python','Repository','Advanced',0,'online','manual','a639dceeef558c6cfb347e005da2e3088994cf965c57d0af619e56dd2d1e96b2',100.0,1.77903189867519497e+09,1,'2026-06-13T23:30:47Z',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Logging and Auditing"]','["[DE FACTO STANDARD]"]','["docs/aws-tools-scripts.md"]','["aws-tools-scripts.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T23:30:47Z", "gh_stars": 274}'); INSERT INTO "resources" VALUES('https://github.com/awslabs/aws-cloudsaga','==awslabs/aws-cloudsaga: AWS CloudSaga - Simulate security events in AWS==','','2025',5,'AWS CloudSaga is an open-source tool developed by AWS to simulate security events and malicious activity directly inside your AWS environment. It enables security operations teams to validate detection mechanisms, alert pipelines, and incident response procedures. Essential for continuous red-teaming exercises and maintaining robust cloud posture management.','Go','Repository','Advanced',0,'online','manual','72b2d374572c51c3b212c0901e24f9e113bba18f791604eb743c29512ba40d18',100.0,1779031564.70116,1,'2026-06-13T23:25:47Z',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Security Simulation"]','["[DE FACTO STANDARD]"]','["docs/aws-tools-scripts.md"]','["aws-tools-scripts.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T23:25:47Z", "gh_stars": 477}'); INSERT INTO "resources" VALUES('https://github.com/awslabs/aws-kubernetes-migration-factory','==github.com/awslabs: Kubernetes Migration Factory User Guide== 🌟','','2026',5,'The AWS Kubernetes Migration Factory provides an automated, programmatic framework for migrating legacy VM-based or on-premises workloads into Amazon EKS. Curator Insight notes its structured pipelines that reduce migration errors, while Live Grounding confirms its utility in enterprise-scale rehosting plans. 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Synthesizing developer insight with live deployment footprints, it provides programmatic control over EKS configurations, core add-ons, and IAM integrations. It is ideal for teams seeking TypeScript/Python program-based IaC over static YAML or HCL configurations.','TypeScript','Code Repository','Advanced',0,'online','manual','6d1c7f8cb4f4504526a91b80b3d6831dfaa2d23609fdd7ba4d74fd6a4c79ac63',100.0,1.77913049500957608e+09,1,'2026-06-11T23:11:51Z',NULL,NULL,NULL,'["Cloud Infrastructure", "Infrastructure as Code", "AWS CDK"]','["[DE FACTO STANDARD]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T23:11:51Z", "gh_stars": 510}'); -INSERT INTO "resources" VALUES('https://github.com/awslabs/cdk8s','github.com/awslabs/cdk8s','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','4e4e6aa8ff97716ee088cd364fca4f83a29ce3f6ce9958ffd8b73eae54db2a2b',100.0,1.77903098998279309e+09,0,'2026-05-17T17:16:29.982793+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/awslabs/cdk8s','github.com/awslabs/cdk8s','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4e4e6aa8ff97716ee088cd364fca4f83a29ce3f6ce9958ffd8b73eae54db2a2b',100.0,1.77903098998279309e+09,0,'2026-05-17T17:16:29.982793+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://github.com/cdk8s-team/cdk8s"}'); INSERT INTO "resources" VALUES('https://github.com/awslabs/cognito-at-edge','awslabs/cognito-at-edge','','2023',2,'An AWS Labs utility for parsing and verifying Amazon Cognito user authentication tokens directly inside CloudFront Lambda@Edge functions. This shifts JWT parsing to the network edge, avoiding cold starts on regional API servers.','TypeScript','Library','Intermediate',1,'online','manual','e404f89183c7624b41303bf7684985db4f495ce1cd01b7ad90a9c0fb6a4c06b0',100.0,1.77903005251467299e+09,1,'2026-05-29T16:43:34Z',NULL,NULL,NULL,'["Cloud Architecture", "AWS", "Identity and Access Management"]','["[COMMUNITY-TOOL]"]','["docs/aws-security.md"]','["aws-security.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-29T16:43:34Z", "gh_stars": 238}'); INSERT INTO "resources" VALUES('https://github.com/awslabs/diagram-as-code','github.com/awslabs/diagram-as-code 🌟','','2022',4,'An AWS Labs community experiment designed to showcase the power of programmatically rendering complex systems architecture. Helps engineers integrate documentation updates directly inside release workflows.','Python','Library','Intermediate',0,'online','manual','b785f63e07b6aec35d948693162ca6d59795c1bfaa2c91d1abd5b15d121ac443',100.0,1.77903350848277401e+09,1,'2026-04-20T01:46:01Z',NULL,NULL,NULL,'["Architecture & Visualization", "Diagrams as Code", "Python"]','["[ENTERPRISE-STABLE]"]','["docs/cloud-arch-diagrams.md"]','["cloud-arch-diagrams.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-20T01:46:01Z", "gh_stars": 1519}'); INSERT INTO "resources" VALUES('https://github.com/awslabs/eks-node-viewer','awslabs/eks-node-viewer','','2023',4,'A highly functional CLI diagnostic tool designed to visualize real-time cost, resource utilization, and scheduling efficiency across Amazon EKS node groups. Highly integrated with dynamic autoscaling engines like Karpenter to optimize infrastructure financial footprints.','Go','CLI Tool','Intermediate',0,'online','manual','0bde84201333b18e725405254ecaa05aba317bf3205f04b8dd87323ad99b9878',100.0,1779033343.14635,1,'2026-06-08T19:56:47Z',NULL,NULL,NULL,'["Cloud Providers", "AWS EKS", "Cost Optimization", "Node Scaling Metrics"]','["[ENTERPRISE-STABLE]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T19:56:47Z", "gh_stars": 1632}'); -INSERT INTO "resources" VALUES('https://github.com/awslabs/karpenter','awslabs/karpenter','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','d5d81bd6f2e1a86399f0b28a8b016245f35a425de82ac20bad1a52be5f295000',100.0,1.77903189688128399e+09,0,'2026-05-17T17:31:36.881284+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/awslabs/karpenter','awslabs/karpenter','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d5d81bd6f2e1a86399f0b28a8b016245f35a425de82ac20bad1a52be5f295000',100.0,1.77903189688128399e+09,0,'2026-05-17T17:31:36.881284+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/aws/karpenter-provider-aws"}'); INSERT INTO "resources" VALUES('https://github.com/awslabs/specctl','github.com/awslabs/specctl','','2023',5,'A specialized security tool developed by AWS Labs to parse, extract, and map standard Kubernetes manifest objects or ECS task definitions directly into AWS infrastructure controls. Analyzes security and network isolation requirements.','Go','Tool','Advanced',0,'online','manual','1bc5beb53afb89e68bcccf04c3c60985b6d289e14aa4593a45cf691c1a42da52',100.0,1.77903430692835211e+09,1,'2023-11-10T17:14:34Z',NULL,NULL,NULL,'["Security & Governance", "Kubernetes Compliance", "Infrastructure Translation"]','["[DE FACTO STANDARD]"]','["docs/aws-serverless.md"]','["aws-serverless.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-11-10T17:14:34Z", "gh_stars": 258}'); INSERT INTO "resources" VALUES('https://github.com/awslabs/sustainability-scanner','github.com/awslabs/sustainability-scanner: Sustainability Scanner (SusScanner)','','2023',2,'An AWS Labs security linter (SusScanner) designed to parse CloudFormation templates, highlighting optimization and resource usage anomalies. The tool aids in reducing carbon footprints and waste overhead by aligning resource choices with the AWS Sustainability Pillar.','Python','Tool','Intermediate',0,'online','manual','71279f7c9292f087f392647331e6d2c66016616c552f4d963dd01cdeab02ecec',100.0,1.77903210876423692e+09,1,'2024-08-29T08:48:01Z',NULL,NULL,NULL,'["Cloud Architecture", "AWS", "Sustainability"]','["[COMMUNITY-TOOL]"]','["docs/aws-security.md"]','["aws-security.md"]','{}','{"gh_license": "MIT-0", "gh_pushed": "2024-08-29T08:48:01Z", "gh_stars": 124}'); INSERT INTO "resources" VALUES('https://github.com/awslabs/terraform-iam-policy-validator','awslabs/terraform-iam-policy-validator','','2021',5,'A command-line tool designed to parse Terraform plans and validate IAM policies against AWS IAM Access Analyzer''s validation rules during CI/CD. This enables automated static security analysis of infrastructure-as-code, blocking insecure policy deployment before they reach live environments.','Python','Repository','Intermediate',0,'online','manual','354fc7cde8325e7bd07ccd57ffd8cad06c5c037c4d909569993d56f0f166b99b',100.0,1.7790304015205779e+09,1,'2025-06-09T22:47:03Z',NULL,NULL,NULL,'["Security & Identity", "AWS IAM", "Least Privilege Automation"]','["[DE FACTO STANDARD]"]','["docs/aws-security.md"]','["aws-security.md"]','{}','{"gh_license": "MIT-0", "gh_pushed": "2025-06-09T22:47:03Z", "gh_stars": 347}'); @@ -5954,7 +5954,7 @@ INSERT INTO "resources" VALUES('https://github.com/aylei/kubectl-debug','kubectl INSERT INTO "resources" VALUES('https://github.com/azohra/yaml.sh','azohra/yaml.sh','','2021',2,'An experimental, pure Bash-based YAML parser designed to extract configurations without external runtime dependencies like Python or Node.js. It is a lightweight helper for minimal edge installations, though mostly inactive in terms of recent development.','Bash','tool','intermediate',0,'online','manual','0cfc2dbf9260192158b5d7dc49e0d45b63299a02600ae86aaa8a155c50dd18fb',100.0,1.77903140192896795e+09,1,'2024-01-23T18:50:58Z',NULL,NULL,NULL,'["Configuration Management", "YAML Processing", "CLI Tools"]','["[EMERGING]"]','["docs/yaml.md"]','["data-and-advanced-analytics.md", "yaml.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-01-23T18:50:58Z", "gh_stars": 34, "is_special": true}'); INSERT INTO "resources" VALUES('https://github.com/azsk/DevOpsKit','Secure DevOps Kit for Azure','','2024',3,'The Secure DevOps Kit for Azure (AzSK) provides scanning scripts, CI/CD extensions, and compliance templates for secure-by-default cloud engineering. Live Grounding: As of recent cycles, AzSK has transitioned to a legacy state with Microsoft recommending native Azure Policy and Microsoft Defender for Cloud. It remains a valuable historical reference for building automated security controls directly into enterprise deployment workflows.','PowerShell','Software Toolkit','Advanced',0,'online','manual','b9783691731becff9ab8cc1bcd7a74dc41860191a4800d478e3ab5b7f50a0d8d',100.0,1.77903375804945397e+09,1,'2024-05-07T12:50:16Z',NULL,NULL,NULL,'["DevSecOps & Platform Engineering", "Infrastructure Security", "AzSK Toolkit"]','["[LEGACY]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-05-07T12:50:16Z", "gh_stars": 222}'); INSERT INTO "resources" VALUES('https://github.com/azsk/DevOpsKit-docs','DevOpsKit-docs','','2024',3,'The official documentation repository supporting the Secure DevOps Kit for Azure (AzSK). It outlines operational processes for deploying automated security checks in Azure DevOps pipelines and resource deployment validation. While native Azure tools have superseded AzSK, the structured policies and patterns detailed here still inform modern DevSecOps security baselines.','Markdown','Documentation','Intermediate',0,'online','manual','9ea109c8e22550cb328511be5017491ab4175b9d6e2fd928482c5860a720e853',100.0,1.77903130282895803e+09,1,'2022-02-14T11:55:39Z',NULL,NULL,NULL,'["DevSecOps & Platform Engineering", "Infrastructure Security", "AzSK Documentation"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-02-14T11:55:39Z", "gh_stars": 498}'); -INSERT INTO "resources" VALUES('https://github.com/azure-devops','github.com/azure-devops','','2026',0,'The main developer repository portal for Azure DevOps, cataloging extensions, migration tooling, and programmatic APIs required to integrate enterprise workflows with git-based operations.','None','Repository','Intermediate',0,'online','manual','ae1c2217d251681e10403761be33aea790e916a8ffe27adf745ccde179788b28',100.0,1.77902925213479304e+09,1,'2026-05-17T16:47:32.134793+02:00',NULL,NULL,NULL,'["DevOps", "CI-CD Pipelines", "Platform Integration"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/azure-devops','github.com/azure-devops','','2026',0,'The main developer repository portal for Azure DevOps, cataloging extensions, migration tooling, and programmatic APIs required to integrate enterprise workflows with git-based operations.','None','Repository','Intermediate',0,'duplicate','manual','ae1c2217d251681e10403761be33aea790e916a8ffe27adf745ccde179788b28',100.0,1.77902925213479304e+09,1,'2026-05-17T16:47:32.134793+02:00',NULL,NULL,NULL,'["DevOps", "CI-CD Pipelines", "Platform Integration"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "duplicate_of": "https://github.com/Azure/apiops"}'); INSERT INTO "resources" VALUES('https://github.com/azure-samples/avm-terraform-labs',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','0dacd7ef4066bcfad49dbad32e48db22e6c2e01d09f7a586d8d1178ee20b8de4',100.0,1779034560.66281,0,'2026-05-17T18:16:00.662810+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md", "docs/terraform.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://github.com/azure/fleet','github.com/azure/fleet','','2024',3,'Explores Azure Kubernetes Service (AKS) Fleet Manager, designed for multi-cluster fleet-wide management. Coordinates application rollouts, implements global ingress configurations, and automates orchestrator upgrades across distributed topologies.','Go','Repository','Advanced',1,'online','manual','93f4b3c26fd86766496d535ea8f271bc0280836859aaaaa3d64c6f8ecea8285e',100.0,1.7790298021768651e+09,1,'2026-06-10T09:34:42Z',NULL,NULL,NULL,'["Cloud Infrastructure", "Container Orchestration", "AKS Fleet Manager"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-10T09:34:42Z", "gh_stars": 224}'); INSERT INTO "resources" VALUES('https://github.com/azure/mission-critical-online','github.com/azure/mission-critical-online: Welcome to Azure Mission-Critical'' Online Reference Implementation','','2026',5,'An industry-grade reference template demonstrating design strategies for mission-critical cloud applications on Azure. Implements active-active patterns, automated failover, and zero-downtime updates.','Bicep','Repository','Advanced',1,'online','manual','abd53ddd93a178e6126ca682e7336d02bbc0908b6b83723503709b118ed243dc',100.0,1779033501.00063,1,'2025-01-14T14:51:10Z',NULL,NULL,NULL,'["Cloud Native Platforms", "Azure", "High Availability Architectures"]','["[DE FACTO STANDARD]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-01-14T14:51:10Z", "gh_stars": 401}'); @@ -5963,7 +5963,7 @@ INSERT INTO "resources" VALUES('https://github.com/backube/volsync','VolSync INSERT INTO "resources" VALUES('https://github.com/badarsebard/terraforge','badarsebard/terraforge','','2022',1,'Terraforge functions as an intuitive visual scaffolding platform engineered to streamline the baseline authoring of complex Terraform configurations. Developers can sketch resource boundaries visually and export clean HCL and variables. Though limited in enterprise scaling, it remains a valuable accelerator for rapid prototyping.','JavaScript','Visual Tool','Beginner',0,'online','manual','63b99ff9036bd2923354bac610bb21034167f0275a775b70206cc8bd62902b83',100.0,1.77903061147783589e+09,1,'2024-06-24T01:36:03Z',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "Scaffolding Utilities"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "MPL-2.0", "gh_pushed": "2024-06-24T01:36:03Z", "gh_stars": 64}'); INSERT INTO "resources" VALUES('https://github.com/bank-vaults/bank-vaults','Bank Vaults: Un Cuchillo Suizo para HashiCorp Vault en Kubernetes','','2026',4,'Bank Vaults is a comprehensive, production-grade tool designed for managing, configuring, and injecting secrets from HashiCorp Vault on Kubernetes. It utilizes an operator-driven approach to inject secrets dynamically into Pod filesystems, completely removing secrets from the cluster API storage. It is the de facto standard for enterprises seeking secure vault management and dynamic secrets injection.','Go','Security Suite','Advanced',1,'online','manual','82cc5a2a6f76cd56252c4ff64ac9970ca7e76551690aa752a0ff821067b4d0a8',100.0,1.77903036526471495e+09,1,'2026-06-07T18:48:59Z',NULL,NULL,NULL,'["Security", "Secret Management", "Integrations"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-07T18:48:59Z", "gh_stars": 2254}'); INSERT INTO "resources" VALUES('https://github.com/banzaicloud/dast-operator','DAST operator','','2021',5,'An operator designed to run automated Dynamic Application Security Testing (DAST) scans against active services directly in the cluster environment. Integrates security assertions early inside staging deployment cycles. Note: Banzai Cloud projects are largely archived or integrated.','Go','Operator','Advanced',1,'online','manual','33d4bf37c50364106e93e54bbb6629dcda56920719fa4685e7a3b4d4bbc7e167',100.0,1.77902995067566895e+09,1,'2023-04-05T09:57:11Z',NULL,NULL,NULL,'["Security", "Vulnerability Scanning", "Automation Operators"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-04-05T09:57:11Z", "gh_stars": 194}'); -INSERT INTO "resources" VALUES('https://github.com/banzaicloud/kafka-operator','Banzai Kafka Operator','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','ea86f213227b0ac761ebd947b56dd615515e6061bbfe225846dc1b0b7d55ac79',100.0,1.77903238887049508e+09,0,'2026-05-17T17:39:48.870495+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/banzaicloud/kafka-operator','Banzai Kafka Operator','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ea86f213227b0ac761ebd947b56dd615515e6061bbfe225846dc1b0b7d55ac79',100.0,1.77903238887049508e+09,0,'2026-05-17T17:39:48.870495+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://github.com/banzaicloud/koperator"}'); INSERT INTO "resources" VALUES('https://github.com/banzaicloud/koperator','Banzai Kafka Operator','','2024',4,'Originally engineered by Banzai Cloud, Koperator is a highly automated operator framework designed to manage Kafka on Kubernetes with Cruise Control integrations. While mostly superseded by Strimzi, its historical innovations in granular scaling and fine-grained rebalancing influenced modern stateful Kubernetes abstractions.','Go','Kubernetes Operator','Advanced',1,'online','manual','a087e59f4d2d26c4447ca0a27691b91675be891624781a74d1248472b4f29042',100.0,1.7791304950298531e+09,1,'2025-03-11T08:20:50Z',NULL,NULL,NULL,'["Infrastructure", "Cloud Native Integration", "Kubernetes Operators", "Koperator"]','["[ENTERPRISE-STABLE]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-03-11T08:20:50Z", "gh_stars": 790}'); INSERT INTO "resources" VALUES('https://github.com/banzaicloud/thanos-operator','banzaicloud/thanos-operator 🌟','','2023',5,'Streamlines Thanos-based monitoring architectures by provisioning Query, Store, Compact, and Ruler resources. It manages historical metrics storage across dynamic environments.','Go','Operator','Advanced',0,'online','manual','a6b7f7dbe7bbbfe7aa995b7e9f3a74874903bfe55c21106c1ac3e19c8598d823',100.0,1.77903000099484896e+09,1,'2024-01-19T15:02:07Z',NULL,NULL,NULL,'["Observability", "Metrics", "Thanos Orchestration", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-01-19T15:02:07Z", "gh_stars": 283}'); INSERT INTO "resources" VALUES('https://github.com/bbl/secretize','Secretize 🌟','','2020',2,'A lightweight command-line utility to convert raw secrets and environment variables directly into encrypted Kubernetes Secret manifests. Helpful for basic automation pipelines, although modern enterprise workflows typically favor external systems like Vault, External Secrets Operator, or sealed-secrets.','Go','Repository','Intermediate',0,'online','manual','aaaf92a6d099ab669769db6ea68561457fca407d63fcc8e7879ab54790ade02e',100.0,1.77903081013138508e+09,1,'2026-04-07T17:05:26Z',NULL,NULL,NULL,'["Cloud Native", "Security", "Secrets Management"]','["[COMMUNITY-TOOL]"]','["docs/kustomize.md"]','["kustomize.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-04-07T17:05:26Z", "gh_stars": 71}'); @@ -5976,12 +5976,12 @@ INSERT INTO "resources" VALUES('https://github.com/biosimulations/deployment','b INSERT INTO "resources" VALUES('https://github.com/bit-cloner/ecrcp','ecrcp','','2020',0,'A lightweight utility designed to copy Docker images directly between different Amazon ECR registries without requiring local download-and-reupload bandwidth. Useful for cross-account deployments and regional migration tasks in complex enterprise AWS landing zones.','Go','Tool','Intermediate',0,'online','manual','7e2b0d2b0ff78890b32eab285b671fa3ba55196ec1919a0385b17e36a8784944',100.0,1.78173587618487596e+09,1,'2026-06-18T00:37:56.184876+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Container Registries"]','["[COMMUNITY-TOOL]"]','["docs/aws-containers.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "aws-containers.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); INSERT INTO "resources" VALUES('https://github.com/bit-cloner/kcg','kcg 🌟','','2021',1,'Kubernetes Context Generator (kcg) is a simple utility built to simplify generating custom kubeconfig profiles across multiple distinct environments. It remains a minor community project overshadowed by enterprise dynamic loaders.','Go','CLI Tool','Simple',0,'online','manual','5b3f063a63c487a1455c56e4d74e4214f90f370d82129b35e550a4ee325eabd6',100.0,1.77903201751916599e+09,1,'2021-04-29T17:01:09Z',NULL,NULL,NULL,'["Operations & UX", "CLI Plugins", "Context Switching"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2021-04-29T17:01:09Z", "gh_stars": 19}'); INSERT INTO "resources" VALUES('https://github.com/bit-cloner/poke','POKE - Provision Opinionated Kubernetes on EKS','','2018',0,'Opinionated CLI provisioning script wrapper for configuring standardized Amazon EKS instances. This project has been classified as legacy due to extensive inactivity; modern teams should leverage Terraform or EKS Blueprints instead.','Go','Tool','Intermediate',0,'online','manual','N/A',100.0,1.78173606840856099e+09,1,'2026-06-18T00:41:08.408561+02:00',NULL,NULL,NULL,'["Cloud Native", "AWS EKS", "Cluster Provisioning"]','["[LEGACY]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/bitnami-labs/kubewatch','==bitnami-labs/kubewatch==','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','86a2aadcf296a2d87fd6d458ec25b123a24e9270ed6027c8971ef1649221acb8',100.0,1.77903204661207795e+09,0,'2026-05-17T17:34:06.612078+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/bitnami-labs/kubewatch','==bitnami-labs/kubewatch==','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','86a2aadcf296a2d87fd6d458ec25b123a24e9270ed6027c8971ef1649221acb8',100.0,1.77903204661207795e+09,0,'2026-05-17T17:34:06.612078+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/vmware-archive/kubewatch"}'); INSERT INTO "resources" VALUES('https://github.com/bitnami/kubecfg','kubecfg','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','bb3d5954a600ef594c5c6906e8dd1523194c3c9b1259bd7c4aaf6dde5fc87f53',100.0,1.77903087446510601e+09,0,'2026-05-17T17:14:34.465106+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://github.com/blendle/kubecrt','Kubecrt','','2021',1,'An archived, early-stage conversion utility built to convert Helm charts into raw Kubernetes manifests. This project has been fully superseded by standard native capabilities like ''helm template'' and is preserved solely as a historical reference of early declarative rendering strategies.','Go','CLI Tool','Beginner',0,'online','manual','a6c1de2a92799dde3536bdcc8a5926eaebfdcdd420f822b2c126cf487d276efa',100.0,1.77903307228802895e+09,1,'2023-03-07T02:59:09Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Legacy Utilities"]','["[LEGACY]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "ISC", "gh_pushed": "2023-03-07T02:59:09Z", "gh_stars": 113}'); INSERT INTO "resources" VALUES('https://github.com/bloomberg/goldpinger','bloomberg/goldpinger 🌟','','2017',4,'An advanced connectivity troubleshooting tool that deploys as a cluster-wide DaemonSet to ping target peers. It generates visual mesh graphics depicting latency patterns, transport failures, and network partition faults.','Go','Kubernetes DaemonSet','Intermediate',1,'online','manual','5a906ec37741f8a82781e9e2c6196860fcb8b11251866231046ab986fc61ee7c',100.0,1.77903347981929802e+09,1,'2026-04-23T15:38:04Z',NULL,NULL,NULL,'["Observability & Performance", "Network Monitoring", "Mesh Connectivity"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-23T15:38:04Z", "gh_stars": 2707}'); INSERT INTO "resources" VALUES('https://github.com/bloomberg/memray','github.com/bloomberg/memray 🌟🌟','','2025',5,'Curator Insight details Memray as Bloomberg''s advanced memory tracker for Python applications. Live Grounding confirms its preeminent role in tracking allocations inside complex microservice systems, excelling in profiling C/C++ extension boundaries where standard tools fall short.','Python / C++','Library / CLI','Advanced',1,'online','manual','9be53de03b150e560c31ef702fbf954ed599304266538a270b551a89cac52663',100.0,1.77903371626742911e+09,1,'2026-06-12T00:32:27Z',NULL,NULL,NULL,'["Software Engineering", "Python", "Memory Profiling"]','["[DE FACTO STANDARD]"]','["docs/python.md"]','["python.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T00:32:27Z", "gh_stars": 15115}'); -INSERT INTO "resources" VALUES('https://github.com/bluefrg/bitbucket-auto-merge','BitBucket Auto Merge','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','2536b6d8b2279bd5db3fd12b921818904b1e4467b3feddc8d7fcc2bafa1693f9',100.0,1.77903140185519289e+09,0,'2026-05-17T17:23:21.855193+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/bluefrg/bitbucket-auto-merge','BitBucket Auto Merge','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','2536b6d8b2279bd5db3fd12b921818904b1e4467b3feddc8d7fcc2bafa1693f9',100.0,1.77903140185519289e+09,0,'2026-05-17T17:23:21.855193+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://github.com/mikefrank-ca/bitbucket-auto-merge"}'); INSERT INTO "resources" VALUES('https://github.com/bluxmit/alnoda-workspaces','github.com/bluxmit: Kubespray Workspace','','2024',5,'A containerized development sandbox and workspace designed to streamline the execution of Kubespray and Ansible playbooks, ensuring dependency insulation and tool consistency across local machine environments.','Docker/Shell','Repository','Intermediate',0,'online','manual','5afb0973ee4b9b75f27e799ba2e4c8cf97fc81f5dfd4e3396c9192984278d69a',100.0,1.77903036363115596e+09,1,'2023-07-30T07:49:59Z',NULL,NULL,NULL,'["Provisioning", "Ansible", "Development Environments"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2023-07-30T07:49:59Z", "gh_stars": 1361}'); INSERT INTO "resources" VALUES('https://github.com/bmaynard/kubevol','Kubevol 🌟','','2018',1,'A historical command-line utility for copying and transferring data between Kubernetes Persistent Volume Claims (PVCs). It is now considered legacy as native CSI snapshot capabilities and robust migration utilities have become standard.','Python','CLI Tool','Simple',0,'online','manual','6a7da73d86c4ed1ad1af29324d3711a520570bfdfdf6524f822389ea5fd37dd2',100.0,1.77903316298204708e+09,1,'2023-02-06T23:46:43Z',NULL,NULL,NULL,'["Storage", "Volume Management", "Data Migration"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2023-02-06T23:46:43Z", "gh_stars": 18}'); INSERT INTO "resources" VALUES('https://github.com/bmuschko/ckad-crash-course','bmuschko/ckad-crash-course: Certified Kubernetes Application Developer (CKAD)'' Crash Course','','2021',5,'A repository housing comprehensive code examples, study guides, and hands-on exercises complementing Benjamin Muschko''s CKAD Crash Course. It focuses on application design, deployment configurations, security contexts, and troubleshooting methodologies essential to the Linux Foundation blueprint.','Shell','Reference','Intermediate',0,'online','manual','036f2eff18d8bcecd44deb08c1c2cac124913756765535397a7eca244f0a5334',100.0,1.78173622159774208e+09,1,'2026-06-18T00:43:41.597742+02:00',NULL,NULL,NULL,'["Training", "Certification", "CKAD"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); @@ -5996,7 +5996,7 @@ INSERT INTO "resources" VALUES('https://github.com/box/kube-exec-controller','bo INSERT INTO "resources" VALUES('https://github.com/box/kube-iptables-tailer','github.com/box/kube-iptables-tailer','','2026',3,'Kube-iptables-tailer is a specialized controller that parses system-level kernel iptables packet drop logs and maps them directly to active Kubernetes Pods. By resolving low-level packet drops to recognizable workload names, it simplifies network policy auditing and connectivity troubleshooting. This utility is ideal for platform teams managing strict, multi-layer networking environments.','Go','Network Controller','Advanced',0,'online','manual','c354ad86a39a806991da9793087a82af802fc0958dab8bdaccc520690099c0c0',100.0,1779031808.40008,1,'2024-08-12T08:40:33Z',NULL,NULL,NULL,'["Networking", "iptables Analysis", "Troubleshooting"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-08-12T08:40:33Z", "gh_stars": 549}'); INSERT INTO "resources" VALUES('https://github.com/bpftrace/bpftrace','bpftrace','','2018',5,'A high-level tracing language and diagnostic toolkit built on top of the Linux eBPF subsystem. It allows system engineers to dynamically probe kernel modules, trace memory allocations, and analyze latency. Live Grounding shows that bpftrace is a core diagnostic pillar in production engineering.','C++','Tool','Advanced',0,'online','manual','37f422e9795c080231318d3d71659a3fbac0d01be532fe49ebe9bf563141ef75',100.0,1.77913049494506096e+09,1,'2026-06-13T15:56:16Z',NULL,NULL,NULL,'["Infrastructure & Operations", "Observability", "Kernel Tracing"]','["[DE FACTO STANDARD]"]','["docs/linux.md"]','["linux.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T15:56:16Z", "gh_stars": 10160}'); INSERT INTO "resources" VALUES('https://github.com/bregman-arie/devops-exercises','bregman-arie/devops-exercises 🌟','','2026',5,'A massive curated repository containing thousands of questions, answers, and hands-on exercises covering Linux, Jenkins, Docker, Kubernetes, Ansible, Terraform, AWS, and system design. (Live Grounding: With over 82k stars, it stands in 2026 as the preeminent resource for preparing systems engineers and validating platform architecture skills).','Python/YAML','Reference Guide','Intermediate',1,'online','manual','74f02f679be571f5cbde19766052dcc39fdac290a01354dc045033912e6304c1',100.0,1.77903210442080307e+09,1,'2025-12-27T14:22:30Z',NULL,NULL,NULL,'["DevOps & Platform Engineering", "Interview Preparation", "Reference Guides"]','["[DE FACTO STANDARD]", "[GUIDE]"]','["docs/demos.md", "docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md", "demos.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2025-12-27T14:22:30Z", "gh_stars": 82758, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/bregman-arie/devops-resources','==bregman-arie/devops-resources== 🌟','','2026',0,'A massive collection of operational guides, cheat sheets, books, and courses covering Kubernetes ecosystems, continuous delivery pipelines, configuration engines, and cloud design.','Markdown','Awesome List','Intermediate',0,'online','manual','9ff97eac6df2ac9efd2f8276a5c9580d0a37f227613f7113e5741f45e51d52ea',100.0,1781736123.10989,1,'2026-06-18T00:42:03.109890+02:00',NULL,NULL,NULL,'["Infrastructure & Operations", "DevOps & SRE Engineering", "Educational Resources"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true}'); +INSERT INTO "resources" VALUES('https://github.com/bregman-arie/devops-resources','==bregman-arie/devops-resources== 🌟','','2026',0,'A massive collection of operational guides, cheat sheets, books, and courses covering Kubernetes ecosystems, continuous delivery pipelines, configuration engines, and cloud design.','Markdown','Awesome List','Intermediate',0,'duplicate','manual','9ff97eac6df2ac9efd2f8276a5c9580d0a37f227613f7113e5741f45e51d52ea',100.0,1781736123.10989,1,'2026-06-18T00:42:03.109890+02:00',NULL,NULL,NULL,'["Infrastructure & Operations", "DevOps & SRE Engineering", "Educational Resources"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true, "duplicate_of": "https://github.com/bregman-arie/devops-exercises"}'); INSERT INTO "resources" VALUES('https://github.com/brennerm/uptimerobot-operator','uptimerobot-operator','','2023',5,'Synchronizes current routing profiles with the UptimeRobot API. It dynamically configures exterior synthetic latency testing targets as new ingresses scale up or out.','Go','Operator','Medium',0,'online','manual','019ed7ba4756bb460e0fb2c270bbffd3c8e917906e4007d7d6397ce57c2e01fe',100.0,1.7790330513467431e+09,1,'2023-11-14T16:27:12Z',NULL,NULL,NULL,'["Observability", "Monitoring", "External Integration", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-11-14T16:27:12Z", "gh_stars": 60}'); INSERT INTO "resources" VALUES('https://github.com/bridgecrewio/AirIAM','bridgecrewio/AirIAM','','2023',2,'AirIAM bridges the gap between manual runtime configuration and declarative postures by parsing active AWS IAM deployments and converting them to structured Terraform modules. It leverages analytics to isolate unused roles and design clean, least-privilege configurations. Platform engineers utilize it to refactor legacy brownfield permissions into audited GitOps structures.','Python','CLI Tool','Advanced',0,'online','manual','09ac371fb9ddc2a4b26fbab44ac8cee1b1d19e6581f91e3655a4ee002aea67b4',100.0,1779029341.51882,1,'2025-03-18T19:37:06Z',NULL,NULL,NULL,'["Infrastructure as Code", "Cloud Security", "IAM Translation"]','["[LEGACY]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-03-18T19:37:06Z", "gh_stars": 824}'); INSERT INTO "resources" VALUES('https://github.com/bridgecrewio/checkov','Checkov 🌟','','2026',5,'Checkov is a static code analysis tool for Infrastructure as Code (IaC) that scans Kubernetes manifests, Helm charts, Terraform, and cloud-provider templates for misconfigurations and security risks, acting as a critical CI/CD gatekeeper.','Python','Security Scanner','Intermediate',0,'online','manual','98f69842258ecb7f450daae2e657279f373b3e71ba9dbd34c8a40e24dcdd02df',100.0,1.77903217795133209e+09,1,'2026-06-11T23:29:10Z',NULL,NULL,NULL,'["Security & Identity", "Compliance & Auditing", "Static Code Analysis"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T23:29:10Z", "gh_stars": 8790}'); @@ -6012,13 +6012,13 @@ INSERT INTO "resources" VALUES('https://github.com/calvin-puram/awesome-kubernet INSERT INTO "resources" VALUES('https://github.com/carlosedp/cluster-monitoring','Cluster Monitoring stack for ARM / X86-64 platforms','','2025',5,'A specialized telemetry suite crafted for physical, edge, and multi-architecture Kubernetes clusters running on ARM or x86 systems. Extends modern operators to resource-constrained environments.','Jsonnet','Repository','Advanced',1,'online','manual','a3d3a6a736de50fc3b1505948aadfbaea2fb00071f2911992a29bf71cf186969',100.0,1.77903295041548299e+09,1,'2025-08-22T22:59:09Z',NULL,NULL,NULL,'["Cloud Native Platforms", "Kubernetes", "Multi-Arch Telemetry"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md", "docs/prometheus.md"]','["kubernetes-tools.md", "prometheus.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-08-22T22:59:09Z", "gh_stars": 754}'); INSERT INTO "resources" VALUES('https://github.com/carlosedp/lbconfig-operator','github.com/carlosedp/lbconfig-operator: External Load Balancer Operator'' 🌟','','2023',1,'Operator that dynamically provisions and configures external hardware/software load balancers (such as F5 BIG-IP or HAProxy) based on Kubernetes ingress or service resource updates.','Go','Repository','Advanced',0,'online','manual','0cb420e6987d09ec35c12f2e9945f9ff24a337a8f85a78f5f8277b71b8086b83',100.0,1.77902956995955204e+09,1,'2026-03-01T22:30:31Z',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "Networking"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-03-01T22:30:31Z", "gh_stars": 63}'); INSERT INTO "resources" VALUES('https://github.com/carlosonunez/k8s-harness','k8s-harness 🌟','','2018',0,'A legacy testing framework designed to rapidly provision and tear down ephemeral Kubernetes development harnesses. While useful in early CI, modern virtual cluster setups like vcluster or Kind provide much higher speed and fidelity.','Ruby','Testing Framework','Simple',0,'online','manual','43219a1713ceb71f2d79b4e51ebdee330214d0682945f5bb7378f8347b210c49',100.0,1.78173604680598592e+09,1,'2026-06-18T00:40:46.805986+02:00',NULL,NULL,NULL,'["Application Lifecycle", "Testing & Verification", "Local Harnesses"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/carlosonunez/kubernetes-the-hard-way-on-azure','Kubernetes the Hard Way: Azure Edition','','2021',0,'A localized adaptation of ''Kubernetes the Hard Way'' targeting Azure cloud services. Focuses on manual creation of Virtual Networks (VNets), Network Security Groups (NSGs), Azure load balancers, and systemd service profiles to build a transparent control plane.','Markdown','Repository','Advanced',0,'online','manual','1ae1465f5fd177aebc32e70d65e9efac02258fce8fd7f6572830dc76e371a71f',100.0,1.78173602649203801e+09,1,'2026-06-18T00:40:26.492038+02:00',NULL,NULL,NULL,'["Provisioning", "Bootstrapping", "Azure"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/carlosonunez/kubernetes-the-hard-way-on-azure','Kubernetes the Hard Way: Azure Edition','','2021',0,'A localized adaptation of ''Kubernetes the Hard Way'' targeting Azure cloud services. Focuses on manual creation of Virtual Networks (VNets), Network Security Groups (NSGs), Azure load balancers, and systemd service profiles to build a transparent control plane.','Markdown','Repository','Advanced',0,'duplicate','manual','1ae1465f5fd177aebc32e70d65e9efac02258fce8fd7f6572830dc76e371a71f',100.0,1.78173602649203801e+09,1,'2026-06-18T00:40:26.492038+02:00',NULL,NULL,NULL,'["Provisioning", "Bootstrapping", "Azure"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "duplicate_of": "https://github.com/prabhatsharma/kubernetes-the-hard-way-aws"}'); INSERT INTO "resources" VALUES('https://github.com/cavaliercoder/vpc-free','github.com/cavaliercoder/vpc-free','','2024',5,'A specialized tool designed to scan AWS VPC configurations and identify unused IP subnets and available address spaces. It simplifies subnet planning and CIDR allocation by visually exposing gaps in current IP management matrices. Essential for large enterprises implementing zero-trust network segmentations or multi-region Transit Gateway routing.','Go','Repository','Intermediate',0,'online','manual','6642a03abac705fe10c8ad93cebb687fa4f56c9e9f888f675c97c706d4bff7ac',100.0,1779030538.95954,1,'2019-06-26T00:24:45Z',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Networking"]','["[DE FACTO STANDARD]"]','["docs/aws-tools-scripts.md"]','["aws-tools-scripts.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2019-06-26T00:24:45Z", "gh_stars": 59}'); INSERT INTO "resources" VALUES('https://github.com/cdk8s-team/cdk8s','cdk8s','','2026',5,'The GitHub repository containing the core source code for CDK8s. It allows developers to model Kubernetes resources as structured code in TypeScript, Python, Java, or Go. It features full support for custom-generated CRDs, letting platform teams build clean, reusable configuration libraries.','TypeScript','Tool','Intermediate',0,'online','manual','4e4e6aa8ff97716ee088cd364fca4f83a29ce3f6ce9958ffd8b73eae54db2a2b',100.0,1.77903024906896495e+09,1,'2026-06-13T10:24:27Z',NULL,NULL,NULL,'["Configuration", "CDK & DSLs", "CDK8s"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-client-libraries.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "kubernetes-client-libraries.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T10:24:27Z", "gh_stars": 4823}'); INSERT INTO "resources" VALUES('https://github.com/ceph/ceph','Ceph: A Distributed Object, Block, and File Storage Platform','','2026',5,'An enterprise-grade, highly scalable distributed storage ecosystem providing object, block, and file system storage on a single unified cluster. Widely adopted as the primary storage layer backing cloud platforms and Kubernetes orchestration (Rook-Ceph).','C++','Infrastructure','Advanced',0,'online','manual','5fccdfde04b9481e08f59d6cf81834cadee87cc848f31d62c280766005d71925',100.0,1.77903209175809407e+09,1,'2026-06-13T22:54:53Z',NULL,NULL,NULL,'["Cloud Infrastructure & Orchestration", "Storage & Databases", "Distributed Block Storage"]','["[DE FACTO STANDARD]"]','["docs/aws-storage.md", "docs/cloud-asset-inventory.md", "docs/kubernetes-storage.md"]','["aws-storage.md", "cloud-asset-inventory.md", "kubernetes-storage.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-13T22:54:53Z", "gh_stars": 16707}'); INSERT INTO "resources" VALUES('https://github.com/cert-manager/approver-policy','github.com/cert-manager: Policy Approver','','2024',5,'The cert-manager approver-policy extension code repository. Intercepts CertificateRequest resources before submission, evaluating requested commonNames, SANs, and key constraints against user-defined security guidelines.','Go','Code Repository','Advanced',0,'online','manual','331ac73ab670293dd3c50c8119d2b9707a74e38e0b59e4fdd59484c9f5a7c8c3',100.0,1.77913049498746395e+09,1,'2026-06-13T09:32:17Z',NULL,NULL,NULL,'["Security", "PKI & Certificates", "cert-manager", "Access Control"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T09:32:17Z", "gh_stars": 90}'); INSERT INTO "resources" VALUES('https://github.com/cert-manager/cert-manager','==cert-manager/cert-manager==','','2026',5,'Consolidated record of the cert-manager repository, automating certificate lifecycles to guarantee encrypted transport paths between internal microservice runtimes.','Go','Code Repository','Advanced',0,'online','manual','d2ec3a0583b0d999c41e17df6d4ddf7762a9bc25a361a2a78db3913473d65e6f',100.0,1.77903153830299091e+09,1,'2026-06-14T01:07:13Z',NULL,NULL,NULL,'["Security", "PKI & Certificates", "cert-manager"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-security.md"]','["registries.md", "kubernetes-security.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T01:07:13Z", "gh_stars": 13859}'); -INSERT INTO "resources" VALUES('https://github.com/cert-manager/policy-approver','github.com/cert-manager: Policy Approver','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','77377c86ef3a506463e841cfd92ae4019df552e035539b54900d47def409cf60',100.0,1.77903392232206392e+09,0,'2026-05-17T18:05:22.322064+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/cert-manager/policy-approver','github.com/cert-manager: Policy Approver','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','77377c86ef3a506463e841cfd92ae4019df552e035539b54900d47def409cf60',100.0,1.77903392232206392e+09,0,'2026-05-17T18:05:22.322064+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{"duplicate_of": "https://github.com/cert-manager/approver-policy"}'); INSERT INTO "resources" VALUES('https://github.com/chaos-mesh/chaos-mesh','Chaos Mesh','','2025',5,'A robust, CNCF-incubating chaos engineering platform designed for cloud-native ecosystems. Orchestrates extensive failure injectionsβ€”spanning network partitions, node failures, system call manipulations, and JVM faultsβ€”allowing developers to systematically evaluate Kubernetes stability under load.','Go','SaaS Platform / Orchestrator','Advanced',1,'online','manual','dda04b09c01fae29e8fd45959bbd630e73f4e1333799a464731c56bbd42e7e70',100.0,1.77902988401929688e+09,1,'2026-06-12T09:21:53Z',NULL,NULL,NULL,'["Resilience", "Chaos Engineering", "Enterprise Platforms"]','["[DE FACTO STANDARD]"]','["docs/chaos-engineering.md"]','["chaos-engineering.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T09:21:53Z", "gh_stars": 7747}'); INSERT INTO "resources" VALUES('https://github.com/chaosblade-io/chaosblade','chaosblade','','2025',5,'Alibaba''s multi-platform chaos engineering tool designed to inject faults across various levels of a system. Specifically targets OS resource exhaustion, network degradation, disk I/O bottlenecks, and deep application-layer faults for languages like Java, Go, and C++.','Go','Software Utility','Advanced',1,'online','manual','0b7a4de55c0e224e822bb577e5c593e6911d47a8862693ad954b36a431baf3a7',100.0,1.77903453145563197e+09,1,'2026-06-09T16:23:13Z',NULL,NULL,NULL,'["Resilience", "Chaos Engineering", "Kubernetes Tools"]','["[DE FACTO STANDARD]"]','["docs/chaos-engineering.md"]','["chaos-engineering.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T16:23:13Z", "gh_stars": 6352}'); INSERT INTO "resources" VALUES('https://github.com/charlax/professional-programming','github.com/charlax/professional-programming: A collection of full-stack'' resources for programmers 🌟','','2026',5,'A world-class resource collection addressing the operational, psychological, and architectural aspects of professional software engineering. Spans topics from system design and API robustness to career planning and team mechanics. An essential reading reference for engineering leads and staff architects.','N/A','Repository','Intermediate',0,'online','manual','f254cf680e5e80c3e9c6b39c4ed3c5cf84643f79de26334daab3f270700bb54c',100.0,1.77903223244468498e+09,1,'2026-06-08T00:03:16Z',NULL,NULL,NULL,'["Developer Tools", "Methodology", "Resources"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-08T00:03:16Z", "gh_stars": 51109, "is_special": true}'); @@ -6032,22 +6032,22 @@ INSERT INTO "resources" VALUES('https://github.com/chr-fritz/csi-sshfs','chr-fri INSERT INTO "resources" VALUES('https://github.com/chrislusf/seaweedfs','chrislusf/seaweedfs','','2020',1,'A fast, highly scalable distributed storage engine that provides file and object hosting. This repository features native integration paths, enabling microservice workloads to access high-throughput file structures with rapid lookup times.','Go','Storage Platform','Advanced',0,'online','manual','de61a9b3d109057426969c8a7d760944d3795ffa627822a5be380f0c61eb3e90',100.0,1.7790314650983591e+09,1,'2026-06-08T06:18:52Z',NULL,NULL,NULL,'["Storage & Data", "Distributed File Systems", "Object Storage"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T06:18:52Z", "gh_stars": 26}'); INSERT INTO "resources" VALUES('https://github.com/chrisns/cosign-keyless-demo','chrisns/cosign-keyless-demo: Cosign Keyless GitHub Action Demo','','2021',2,'A practical reference repository showcasing how to perform keyless container image signing inside GitHub Actions using Cosign. The blueprint demonstrates authenticating against Fulcio and Rekor using GitHub''s temporary identity tokens. Essential for platform engineers looking to implement secure-by-default CI/CD pipelines.','Go','Repository','Intermediate',1,'online','manual','d9b118c22b91aa81144ead0562da99a0ed5acfe3abf3c239535a8f8905b64325',100.0,1.77903342220426511e+09,1,'2023-01-31T22:31:51Z',NULL,NULL,NULL,'["Security", "Supply Chain Security", "Keyless Signing"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-01-31T22:31:51Z", "gh_stars": 14}'); INSERT INTO "resources" VALUES('https://github.com/chrisns/k8s-opa-boilerplate','chrisns/k8s-opa-boilerplate','','2020',1,'A minimal, highly instructional boilerplate repository demonstrating Open Policy Agent (OPA) integration inside Kubernetes using Gatekeeper. Helps bootstrap policy-as-code paradigms to secure deployments and enforce structural admission controls.','Rego','Repository','Advanced',0,'online','manual','8a0b016f5f851d2b242d57ece34c8c4e59db74b3c5f76f5453c0f8fe58d69c84',100.0,1779033773.44563,1,'2026-06-02T18:15:17Z',NULL,NULL,NULL,'["Cloud Native", "Security", "Policy Enforcement"]','["[COMMUNITY-TOOL]"]','["docs/demos.md", "docs/kustomize.md"]','["kustomize.md", "demos.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-02T18:15:17Z", "gh_stars": 18}'); -INSERT INTO "resources" VALUES('https://github.com/christopherhein/awesome-eks','christopherhein/awesome-eks: Awesome EKS','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','93a9e5db618cb592b0f77817d16fab80c32bf37548e360f8f15b7b0d147ee9df',100.0,1.77903114718230199e+09,0,'2026-05-17T17:19:07.182302+02:00',NULL,NULL,NULL,'[]','[]','["docs/other-awesome-lists.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/christopherhein/awesome-eks','christopherhein/awesome-eks: Awesome EKS','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','93a9e5db618cb592b0f77817d16fab80c32bf37548e360f8f15b7b0d147ee9df',100.0,1.77903114718230199e+09,0,'2026-05-17T17:19:07.182302+02:00',NULL,NULL,NULL,'[]','[]','["docs/other-awesome-lists.md"]','[]','{}','{"duplicate_of": "https://github.com/jimmyraywv/awesome-eks"}'); INSERT INTO "resources" VALUES('https://github.com/cicdops/awesome-ciandcd','Awesome CI/CD 🌟','','2025',3,'An extensive curated list capturing modern DevOps platforms, delivery engines, automated linting, security scanning, and container validation tools, acting as a foundational technical index for engineering teams.','Markdown','Repository','Intermediate',1,'online','manual','5a5b7c5fa80a5882bee04d962414e0db0c1332043f674bdac2b3db4bd7a9fbe5',100.0,1.7790310263363161e+09,1,'2026-04-14T12:29:54Z',NULL,NULL,NULL,'["Deployment & Delivery", "CI/CD & Delivery", "Resource Portals"]','["[COMMUNITY-TOOL]"]','["docs/cicd.md", "docs/other-awesome-lists.md"]','["cicd.md", "other-awesome-lists.md"]','{}','{"gh_license": "GPL-2.0", "gh_pushed": "2026-04-14T12:29:54Z", "gh_stars": 1999, "is_special": true}'); INSERT INTO "resources" VALUES('https://github.com/cilium/tetragon','Tetragon (Cilium)','','2022',5,'An eBPF-powered security observability and runtime enforcement platform. It monitors and blocks system events at the kernel level, providing granular process execution, network activity, and file system audit streams with zero container overhead.','Go','platform','Advanced',1,'online','manual','68c450ba0fe25e40514df915223a5935099e45961a55a65fa4f4551626c2b41d',100.0,1779031109.34794,1,'2026-06-14T09:06:49Z',NULL,NULL,NULL,'["Observability & Monitoring", "eBPF Runtime Enforcement", "Tetragon Platform"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T09:06:49Z", "gh_stars": 4749}'); INSERT INTO "resources" VALUES('https://github.com/cinhtau/sonatype-nexus-waffle','github.com/cinhtau/sonatype-nexus-waffle','','2018',5,'An archived community plugin targeting Windows Active Directory single sign-on (SSO) authentication within Sonatype Nexus. Live grounding confirms it is obsolete, unmaintained, and legacy. Useful primarily as vintage integration code, modern Nexus deployments utilize modern OIDC and LDAP endpoints.','Java','Repository','Advanced',0,'online','manual','c430ab3d6f9179affd62ed9be3ed0189f8b99d15e900eeb970e8a68664b314db',100.0,1.77902961371268296e+09,1,'2019-05-17T19:12:19Z',NULL,NULL,NULL,'["Artifact Management", "Package Repositories", "Nexus Integrations"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/registries.md"]','["registries.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2019-05-17T19:12:19Z", "gh_stars": 6}'); INSERT INTO "resources" VALUES('https://github.com/circa10a/terraform-provider-mailform','github.com/circa10a/terraform-provider-mailform','','2021',1,'A niche experimental Terraform provider for the Mailform SaaS API. Serves as a great programmatic example for developers seeking to build customized provider architectures using standard SDK specifications.','Go','Provider','Intermediate',0,'online','manual','179c6253105400bd3692883c5767318d8a344c169d207f1887df3eb388847fae',100.0,1.77903215769201803e+09,1,'2025-11-12T03:06:44Z',NULL,NULL,NULL,'["Infrastructure as Code", "SaaS Integration", "Providers"]','["[EMERGING]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "MPL-2.0", "gh_pushed": "2025-11-12T03:06:44Z", "gh_stars": 14}'); INSERT INTO "resources" VALUES('https://github.com/cisagov/log4j-scanner','==cisagov/log4j-scanner==','','2021',0,'CISA''s open-source scanning tool designed to verify Log4j vulnerabilities by executing safe, targeted callback requests. It is a highly reliable diagnostic utility for auditing external attack surfaces and ensuring regulatory compliance. The tool remains an essential resource for enterprise security audits.','Python','Tool','Intermediate',0,'online','manual','48b61235254336a836b0f1b1ccccb13bfe62a090c6f91c115c0112ac63e4bae1',100.0,1.78173593004124498e+09,1,'2026-06-18T00:38:50.041245+02:00',NULL,NULL,NULL,'["Security", "Vulnerabilities", "Log4Shell Scanners"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); INSERT INTO "resources" VALUES('https://github.com/ckotzbauer/chekr','chekr','','2022',1,'A lightweight utility designed to inspect Kubernetes configurations and validate them against upcoming resource deprecations and removals. By mapping API versions in manifest files to deprecation roadmaps, it prevents cluster upgrade disruptions. Active through 2026, it remains a useful command-line tool for pre-flight deployment audits.','Go','CLI Tool','Medium',0,'online','manual','7051b38f708de41e58bdb9317a2523365211292d7599f817c8c551fca5b23cc2',100.0,1.77903112635894703e+09,1,'2023-09-16T06:23:32Z',NULL,NULL,NULL,'["Security", "Policy Enforcement", "Deprecation Check"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-09-16T06:23:32Z", "gh_stars": 9}'); -INSERT INTO "resources" VALUES('https://github.com/ckotzbauer/chekr/issues/61','github.com issues: Generate Kyverno deprecation policies with chekr','','2022',1,'A specific technical issue and discussion detailing how to dynamically generate Kyverno deprecation policies using chekr. This represents an advanced integration pattern where declarative deprecation rules can be continuously generated and enforced at admission time. An invaluable resource in 2026 for automated platform upgrades.','Markdown','Documentation / Issue','Medium',0,'online','manual','64981e18ca235f20e325e03f8bd8e65477f0b0858a8a19b3df882c11da23659e',100.0,1.77903450002723503e+09,1,'2023-09-16T06:23:32Z',NULL,NULL,NULL,'["Security", "Policy Enforcement", "Kyverno Integration"]','["GUIDE"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-09-16T06:23:32Z", "gh_stars": 9}'); +INSERT INTO "resources" VALUES('https://github.com/ckotzbauer/chekr/issues/61','github.com issues: Generate Kyverno deprecation policies with chekr','','2022',1,'A specific technical issue and discussion detailing how to dynamically generate Kyverno deprecation policies using chekr. This represents an advanced integration pattern where declarative deprecation rules can be continuously generated and enforced at admission time. An invaluable resource in 2026 for automated platform upgrades.','Markdown','Documentation / Issue','Medium',0,'online','manual','64981e18ca235f20e325e03f8bd8e65477f0b0858a8a19b3df882c11da23659e',100.0,1.77903450002723503e+09,1,'2023-09-16T06:23:32Z',NULL,NULL,NULL,'["Security", "Policy Enforcement", "Kyverno Integration"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-09-16T06:23:32Z", "gh_stars": 9}'); INSERT INTO "resources" VALUES('https://github.com/ckotzbauer/vulnerability-operator','ckotzbauer/vulnerability-operator','','2023',5,'Integrates scanning engines with active cluster runtimes, cross-referencing running container image tags against security databases to alert administrators to new vulnerabilities.','Go','Operator','Advanced',0,'online','manual','48b51a396e0e94d654e5e238dd08cc407cc44898fccfa028445cd33f29032737',100.0,1779032255.36903,1,'2026-06-13T13:29:42Z',NULL,NULL,NULL,'["Security", "Vulnerability Management", "Scanning", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-13T13:29:42Z", "gh_stars": 87}'); INSERT INTO "resources" VALUES('https://github.com/clanktron/k3s-ansible','clanktron/k3s-ansible','','2022',2,'A robust, multi-node Ansible playbook developed to cleanly orchestrate K3s setups, handle system dependencies, bind node components, and extract active kubeconfigs automatically.','YML','IaC','Intermediate',0,'online','manual','34d9e871c6f5b42ebfb9cdf1bf0744ffc0710c729a4535ea63be7ddf4f792add',100.0,1.779032017760185e+09,1,'2022-09-15T05:51:01Z',NULL,NULL,NULL,'["Edge & IoT", "Cluster Provisioning", "Ansible Roles"]','["[COMMUNITY-TOOL]"]','["docs/rancher.md"]','["rancher.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-09-15T05:51:01Z", "gh_stars": 36}'); -INSERT INTO "resources" VALUES('https://github.com/clastix/capsule','==Capsule Operator==','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','82756c4742f62a3e237316762b895ce70a87796f7ece4032aa7093de049c5e65',100.0,1.77902931026936197e+09,0,'2026-05-17T16:48:30.269362+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-operators-controllers.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/clastix/capsule','==Capsule Operator==','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','82756c4742f62a3e237316762b895ce70a87796f7ece4032aa7093de049c5e65',100.0,1.77902931026936197e+09,0,'2026-05-17T16:48:30.269362+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-operators-controllers.md"]','[]','{}','{"duplicate_of": "https://github.com/projectcapsule/capsule"}'); INSERT INTO "resources" VALUES('https://github.com/cli/cli','github.com/cli/cli','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','a52e2e804b83b6dcd5c62fb973c6a49c969cf2ab698cf1ceb6de5e8c6cc46782',100.0,1.77903292066923809e+09,1,'2026-05-17T17:48:40.669238+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"gh_license": "MIT"}'); INSERT INTO "resources" VALUES('https://github.com/cloud-ark/caastle','cloud-ark/caastle','','2021',1,'An application-focused operator designed to manage multi-tiered applications in Kubernetes using structured Custom Resources. By coordinating complex dependency lifecycles across different services, it attempts to simplify custom operator architecture. In 2026, it is primarily viewed as a research-level project.','Python','Kubernetes Operator','High',0,'online','manual','463ff6042883048fb4ccbba61b567694071bc7725dc37e8ba0a63107f2d49222',100.0,1.77903135669877791e+09,1,'2018-10-29T16:57:29Z',NULL,NULL,NULL,'["Platform", "Application Platform", "Custom Resources"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2018-10-29T16:57:29Z", "gh_stars": 26}'); INSERT INTO "resources" VALUES('https://github.com/cloud-ark/kubeplus','KubePlus - Kubernetes Operator to deliver Helm charts as-a-service 🌟','','2024',5,'Delivers Helm charts as managed services by generating dynamic APIs. It secures multi-tenant pipelines, enforces platform utilization policies, and integrates Helm deployments with custom billing engines.','Go','Operator','Advanced',0,'online','manual','e5a88a7c5feb987add38a79bfaec017b7fb35ebac325b9ec8f25e243ac32e335',100.0,1.77903002124825692e+09,1,'2026-06-03T15:05:24Z',NULL,NULL,NULL,'["Application Delivery", "Packaging", "SaaS Provisioning", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-03T15:05:24Z", "gh_stars": 735}'); INSERT INTO "resources" VALUES('https://github.com/cloud-bulldozer/benchmark-operator','cloud-bulldozer/benchmark-operator: The Chuck Norris of cloud benchmarks','','2024',5,'Automates heavy performance testing (e.g., FIO, uperf) within active clusters. It deploys targets, isolates benchmark metrics, and exports execution data to visualization layers.','Go','Operator','Advanced',0,'online','manual','edfe3b8caa1da00123cb823ef49ca923957b0463f59db375b03fcd8ed2cef680',100.0,1.77903452153634905e+09,1,'2025-05-28T10:48:27Z',NULL,NULL,NULL,'["Reliability", "Testing", "Performance Benchmarking", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-05-28T10:48:27Z", "gh_stars": 305}'); -INSERT INTO "resources" VALUES('https://github.com/cloud-bulldozer/kube-burner','kube-burner 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','59ce31168e8f6a50d9531f032f45f6daff0742dc413c3ff7f8c1467a566de664',100.0,1.77903102699635291e+09,0,'2026-05-17T17:17:06.996353+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/cloud-bulldozer/kube-burner','kube-burner 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','59ce31168e8f6a50d9531f032f45f6daff0742dc413c3ff7f8c1467a566de664',100.0,1.77903102699635291e+09,0,'2026-05-17T17:17:06.996353+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/kube-burner/kube-burner"}'); INSERT INTO "resources" VALUES('https://github.com/cloud-custodian/cloud-custodian','Cloud Custodian','','2026',5,'A robust, YAML-configured rules engine used by enterprise platform engineers to manage multi-cloud compliance, cost control, and security posture across AWS, Azure, and GCP. Automates cost-saving resource deletions, tag compliance, and real-time security remediation.','Python','Software','Advanced',0,'online','manual','4122fb4f0d8f8b9b1d5e3fd765197751c957199983189d480fa145cd59f6fc46',100.0,1.77903154029675197e+09,1,'2026-06-10T18:53:37Z',NULL,NULL,NULL,'["Cloud-Native Platforms", "Multi-Cloud Governance", "Compliance Engine"]','["[DE FACTO STANDARD]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-10T18:53:37Z", "gh_stars": 6007}'); INSERT INTO "resources" VALUES('https://github.com/cloud-native-toolkit/multi-tenancy-gitops','==cloud-native-toolkit/multi-tenancy-gitops== 🌟','','2023',5,'A production-grade toolkit mapping GitOps and Argo CD architectures onto multi-tenant Kubernetes clusters. Outlines secure separation patterns, namespace isolations, and policy sync mechanisms for scaling environments.','Yaml / Shell','Repository','Advanced',0,'online','manual','9ee4507bfa3837182a87995eb7b7b398017cf6866580d56db23d50633424d1be',100.0,1.77903068091314291e+09,1,'2025-05-09T18:47:42Z',NULL,NULL,NULL,'["Application Delivery", "GitOps", "Multi-Tenancy"]','["[DE FACTO STANDARD]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-05-09T18:47:42Z", "gh_stars": 120}'); INSERT INTO "resources" VALUES('https://github.com/cloud66-oss/copper','Copper','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','771e183c89c06d4a087f0f058f4b331548fb3e0102fc42394040c8ab2fdeec2e',100.0,1.77902995028408288e+09,1,'2026-05-17T16:59:10.284083+02:00',NULL,NULL,NULL,'[]','[]','["docs/yaml.md"]','[]','{}','{"gh_license": "Apache-2.0", "is_special": true}'); @@ -6092,24 +6092,24 @@ INSERT INTO "resources" VALUES('https://github.com/containernetworking/cni','CNI INSERT INTO "resources" VALUES('https://github.com/containers/buildah','github.com/containers/buildah','','2026',5,'The official GitHub repository for Buildah, containing the core Go source code for building daemonless OCI container images. Live Grounding confirms its active role as a standard engine within Kubernetes environments, particularly Red Hat OpenShift, allowing secure rootless image construction. It is highly valued for its ability to create scratch images containing only runtime-essential binaries, dramatically reducing final image attack surfaces.','Go','Repository','Advanced',0,'online','manual','0a37e92cf398bc2346e88e1ffe1cfd914b7f52c8551790ae4941ad9118c4b74b',100.0,1.77903280241546797e+09,1,'2026-05-22T01:25:14Z',NULL,NULL,NULL,'["Infrastructure", "Containers", "Image Building"]','["[DE FACTO STANDARD]"]','["docs/container-managers.md"]','["container-managers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-22T01:25:14Z", "gh_stars": 8795}'); INSERT INTO "resources" VALUES('https://github.com/containers/conmon','Conmon','','2017',5,'An essential, daemonless container monitor written in C, used primarily by Podman and CRI-O. Conmon supervises container lifecycles, capturing standard output/error streams, tracking exit codes, and managing attachment sockets while maintaining a negligible host resource overhead.','C','Repository','Advanced',0,'online','manual','d75ef63f02648710f491201fa5ff9a4acb949c9e8a7ab0130026e2ad46d0395b',100.0,1.77903198811424803e+09,1,'2026-06-13T18:15:32Z',NULL,NULL,NULL,'["Containerization", "Runtimes", "Low-Level Engines"]','["[DE FACTO STANDARD]"]','["docs/container-managers.md"]','["container-managers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T18:15:32Z", "gh_stars": 481}'); INSERT INTO "resources" VALUES('https://github.com/containers/crun','crun','','2019',5,'A high-performance, lightweight, and low-memory-footprint OCI runtime written completely in C. It serves as an ultra-fast alternative to Go-based runc, offering native support for advanced Linux features such as cgroups v2, user namespaces, and direct system call mapping.','C','Repository','Advanced',0,'online','manual','c221b057b7c47c7633e3af5254b068421f8b6ab8323d762748981de09fbdd83f',100.0,1.779030407653723e+09,1,'2026-05-30T10:56:09Z',NULL,NULL,NULL,'["Containerization", "Runtimes", "Low-Level Engines"]','["[DE FACTO STANDARD]"]','["docs/container-managers.md"]','["container-managers.md"]','{}','{"gh_license": "GPL-2.0", "gh_pushed": "2026-05-30T10:56:09Z", "gh_stars": 3964}'); -INSERT INTO "resources" VALUES('https://github.com/containers/libpod','Libpod: Library and tool for running OCI-based containers in Pods','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','bf72fecd7240628916a05633a0724e634622839175bf8822d603a8a51cb7e363',100.0,1.77903056218299198e+09,0,'2026-05-17T17:09:22.182992+02:00',NULL,NULL,NULL,'[]','[]','["docs/container-managers.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/containers/libpod','Libpod: Library and tool for running OCI-based containers in Pods','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','bf72fecd7240628916a05633a0724e634622839175bf8822d603a8a51cb7e363',100.0,1.77903056218299198e+09,0,'2026-05-17T17:09:22.182992+02:00',NULL,NULL,NULL,'[]','[]','["docs/container-managers.md"]','[]','{}','{"duplicate_of": "https://github.com/containers/podman"}'); INSERT INTO "resources" VALUES('https://github.com/containers/podman','Libpod: Library and tool for running OCI-based containers in Pods','- Libpod is a library used to create container pods. Home of Podman. - Libpod provides a library for applications looking to use the Container Pod concept, popularized by Kubernetes. Libpod also contains the Pod Manager tool (Podman). Podman manages pods, containers, container images, and container volumes.','2018',5,'The core engine library underlying Podman, enabling programmatic creation and lifecycle management of OCI-compliant containers and Pods. Libpod brings native Kubernetes-style multi-container ''Pod'' groupings to local local environments without requiring a background orchestration API.','Go','Repository','Advanced',0,'online','manual','2eb130c7313acca5d372a6eb124f7b915e3addd277a85484fb8250cb46c555d4',100.0,1.77913049493524789e+09,1,'2026-05-22T09:18:45Z',NULL,NULL,NULL,'["Containerization", "Container Engines", "Daemonless Execution"]','["[DE FACTO STANDARD]"]','["docs/container-managers.md"]','["container-managers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-22T09:18:45Z", "gh_stars": 31763}'); INSERT INTO "resources" VALUES('https://github.com/containers/skopeo','Skopeo','','2026',5,'Skopeo is an industry-standard command-line tool designed to perform operations on container images and image registries without requiring local container storage or engines. Architects leverage Skopeo to inspect remote manifest details, sign images, and sync packages directly between registries (e.g., from Docker Hub to ECR). Live Grounding confirms it as a vital utility in production CI/CD security scanning and compliance loops.','Go','Repository','Intermediate',0,'online','manual','5876e9728abf32910bb2513d206f60a4cae6f3a945dcf5358fb283f78f8c8922',100.0,1.77903184482572889e+09,1,'2026-05-21T14:40:34Z',NULL,NULL,NULL,'["Infrastructure", "Containers", "Image Management"]','["[DE FACTO STANDARD]"]','["docs/container-managers.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "container-managers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-21T14:40:34Z", "gh_stars": 10891}'); -INSERT INTO "resources" VALUES('https://github.com/containerscrew/aws-sso-auth','github.com/containerscrew/aws-sso-auth','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','63f3f95ccb8d912ee62899fde56ecbbe048c1dd5a4e3e7dfb0426237b1bda635',100.0,1.77903316701024508e+09,0,'2026-05-17T17:52:47.010245+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-tools-scripts.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/containerscrew/aws-sso-auth','github.com/containerscrew/aws-sso-auth','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','63f3f95ccb8d912ee62899fde56ecbbe048c1dd5a4e3e7dfb0426237b1bda635',100.0,1.77903316701024508e+09,0,'2026-05-17T17:52:47.010245+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-tools-scripts.md"]','[]','{}','{"duplicate_of": "https://github.com/containerscrew/aws-sso-rs"}'); INSERT INTO "resources" VALUES('https://github.com/containerscrew/aws-sso-rs','github.com/containerscrew/aws-sso-auth','','2026',4,'A lightweight Rust-based terminal utility (aws-sso-rs) designed to automate AWS IAM Identity Center login workflows and manage local workstation credential lifecycles. It bypasses slow browser integration loops by managing token renewals and profile switching programmatically. Critical for terminal-first developers using security-hardened AWS structures.','Rust','Repository','Intermediate',0,'online','manual','0ed39e4ea9ad32e320356ac72700ed3e22db590735596f9cad48b94fb8b51101',100.0,1.7791304949654231e+09,1,'2025-12-19T12:52:05Z',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Identity Management"]','["[ENTERPRISE-STABLE]"]','["docs/aws-tools-scripts.md"]','["aws-tools-scripts.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2025-12-19T12:52:05Z", "gh_stars": 4}'); INSERT INTO "resources" VALUES('https://github.com/containrrr/watchtower','github.com/containrrr/watchtower','','2026',5,'Watchtower is an automation utility that monitors running Docker containers and automatically updates them whenever a new version of their base image is pushed to a remote registry. It executes graceful shutdowns, restarts the container with its original configurations, and sends notifications via webhooks. This is an optimal solution for staging, homelab, and edge environments where manual container updates are highly inefficient.','Go','Tool','Medium',0,'online','manual','2c045d1d45b19cf7702d75cab8a4d8a5785eccbd4e05e8a4a029ecd99ce5b352',100.0,1779030248.96687,1,'2025-12-17T14:44:11Z',NULL,NULL,NULL,'["Infrastructure", "Continuous Deployment", "Automation"]','["[DE FACTO STANDARD]"]','["docs/docker.md"]','["docker.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-12-17T14:44:11Z", "gh_stars": 24678}'); INSERT INTO "resources" VALUES('https://github.com/contentful-labs/kube-secret-syncer','contentful-labs/kube-secret-syncer 🌟','','2021',2,'A targeted operator designed to synchronize secrets securely from external services (specifically AWS Parameter Store) directly into native Kubernetes Secrets, ensuring cloud-hosted secrets stay continuously aligned with active workloads.','Go','Operator','Intermediate',1,'online','manual','31362501cbefbbf7cb62ba03875a9d0550a36ebb1cbe331896c282cfd6b1ea39',100.0,1779029939.38852,1,'2026-05-12T09:58:53Z',NULL,NULL,NULL,'["Security & Identity", "Secrets Management", "External Secrets Sync"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-operators-controllers.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-12T09:58:53Z", "gh_stars": 194}'); INSERT INTO "resources" VALUES('https://github.com/controlplaneio/badrobot','github.com/controlplaneio/badrobot','','2026',2,'Badrobot is a security audit tool focused on evaluating the security posture of third-party Kubernetes operators and their associated service accounts. It parses Helm charts and controller specifications to discover overly permissive RBAC bindings and risky system privileges. Security architects utilize it to harden cluster control planes against lateral privilege escalation via vulnerable operator patterns.','Go','Security Scanner','Advanced',0,'online','manual','17c07f3935c2b385962a04ed3530662efdcd94eeb5841a3bec716ffa63309da1',100.0,1.7790335673797841e+09,1,'2026-06-09T10:11:13Z',NULL,NULL,NULL,'["Security", "Operator Security", "Static Analysis"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T10:11:13Z", "gh_stars": 229}'); -INSERT INTO "resources" VALUES('https://github.com/coodict/python3-in-one-pic','github: Python3 in one pic','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','3bae1009948bf6090caf00ed3609c4874c1d0213b203641ecb8aa673f5944d63',100.0,1.77902960994109892e+09,0,'2026-05-17T16:53:29.941099+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/coodict/python3-in-one-pic','github: Python3 in one pic','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','3bae1009948bf6090caf00ed3609c4874c1d0213b203641ecb8aa673f5944d63',100.0,1.77902960994109892e+09,0,'2026-05-17T16:53:29.941099+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{"duplicate_of": "https://github.com/rainyear/python3-in-one-pic"}'); INSERT INTO "resources" VALUES('https://github.com/copilot','GitHub Copilot 🌟','','2023',5,'The main landing framework for GitHub Copilot''s developer organization. As an AI-assisted development standard, it houses the core SDK components, extension configurations, and telemetry hooks driving modern contextual code synthesis inside major integrated development environments (IDEs).','TypeScript','Library','Advanced',0,'online','manual','ea5a4cec3a13ca0942f6e14db3396bf030155df379dd7578c2b5ada8763d5f15',100.0,1.77913049502647709e+09,1,'2026-05-18T20:54:55.026477+02:00',NULL,NULL,NULL,'["Software Engineering", "AI-Assisted Development", "Copilot Ecosystem"]','["[DE FACTO STANDARD]"]','["docs/devel-sites.md", "docs/git.md"]','["git.md", "devel-sites.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); INSERT INTO "resources" VALUES('https://github.com/coreos/flannel','Flannel','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','6ed5e8e6740bad4bb638d3df66476db19617af6103f823cfa9c31e6a87732e36',100.0,1.77903001528649592e+09,0,'2026-05-17T17:00:15.286496+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-networking.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/coreos/kube-prometheus','kube-prometheus','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','83406644b79c139181aba89253e69e0ef05e6d85df426c45f612896e4c54a605',100.0,1.77903081013022589e+09,0,'2026-05-17T17:13:30.130226+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/coreos/kube-prometheus','kube-prometheus','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','83406644b79c139181aba89253e69e0ef05e6d85df426c45f612896e4c54a605',100.0,1.77903081013022589e+09,0,'2026-05-17T17:13:30.130226+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{"duplicate_of": "https://github.com/prometheus-operator/kube-prometheus"}'); INSERT INTO "resources" VALUES('https://github.com/coreos/rpm-ostree',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','dd54e487375c77e1878f0ba56fe35163eef7083a3ab8e6292c83cd9c98711708',100.0,1.77903288955399298e+09,1,'2026-05-17T17:48:09.553993+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{"gh_license": "NOASSERTION"}'); INSERT INTO "resources" VALUES('https://github.com/corneliusweig/ketall','ketall','','2023',3,'A kubectl plugin that executes an authentic ''get all'' command, querying every single resource type (including CRDs, cluster-scoped resources, and configs) instead of the limited subset retrieved by default. In 2026, it continues to be one of the most widely recommended diagnostic plugins for capturing complete system topology snapshot outputs.','Go','Kubectl Plugin','Low',0,'online','manual','6ac47342e9617f3d1786ba958830ff02c3de0cad4e7d8e51959b0f478e537cdd',100.0,1.7790344547993009e+09,1,'2023-12-06T15:08:38Z',NULL,NULL,NULL,'["Operations", "CLI Tool", "Query"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-12-06T15:08:38Z", "gh_stars": 751}'); INSERT INTO "resources" VALUES('https://github.com/corneliusweig/konfig','corneliusweig/konfig','','2019',2,'A practical kubectl extension designed to safely split, filter, and combine credentials inside complex kubeconfig contexts. It isolates specific configuration sets to reduce administrative risk across disparate target hosts.','Go','Kubectl Plugin','Intermediate',0,'online','manual','8cc0bd25f80cd0378e4ec4b2d53ed32fa32df5371b277a2da32d2854ac13e689',100.0,1779032579.34016,1,'2022-06-30T06:25:55Z',NULL,NULL,NULL,'["Development & Testing", "Kubectl Plugins", "Kubeconfig Management"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-06-30T06:25:55Z", "gh_stars": 388}'); INSERT INTO "resources" VALUES('https://github.com/cortexproject/cortex','github.com/cortexproject/cortex','','2024',5,'Open-source repository for Cortex. Implements Prometheus as a service, allowing isolated multi-tenancy, long-term metric durability in object storage (S3/GCS), and horizontally scalable querying.','Go','Open Source Tool','Advanced',1,'online','manual','937315c597d3938532554ce2b2beedc8042ebd4857623c8ef4c26091df742784',100.0,1.7790314318797779e+09,1,'2026-06-12T13:32:09Z',NULL,NULL,NULL,'["Observability", "Distributed Storage", "Cortex Engine"]','["[DE FACTO STANDARD]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T13:32:09Z", "gh_stars": 5811}'); -INSERT INTO "resources" VALUES('https://github.com/corunet/kloadgen','KLoadGen - Kafka + (Avro/Json Schema) Load Generator 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','ecb578dd5db52b61f29132a67a43f79ed181097580a628edd2e2c66b44aee43e',100.0,1.77903404198796391e+09,0,'2026-05-17T18:07:21.987964+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/corunet/kloadgen','KLoadGen - Kafka + (Avro/Json Schema) Load Generator 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ecb578dd5db52b61f29132a67a43f79ed181097580a628edd2e2c66b44aee43e',100.0,1.77903404198796391e+09,0,'2026-05-17T18:07:21.987964+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://github.com/sngular/kloadgen"}'); INSERT INTO "resources" VALUES('https://github.com/couler-proj/couler','Couler','','2023',4,'Couler is an open-source Python SDK built to simplify programming native Kubernetes workflow engines like Argo or Tekton. It allows machine learning and data engineering teams to construct complex workflows via intuitive Python code instead of hand-writing endless YAML sheets.','Python','SDK','Advanced',0,'online','manual','7b9d2c324707d3c2e2c421e9c4028e7b996a5b537d35ecb9e1ad7d367fbb80e5',100.0,1.77903330978994393e+09,1,'2024-10-08T03:31:54Z',NULL,NULL,NULL,'["Orchestration", "Workflows", "Kubernetes SDKs", "Couler"]','["[ENTERPRISE-STABLE]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-10-08T03:31:54Z", "gh_stars": 944}'); INSERT INTO "resources" VALUES('https://github.com/crazy-max/diun','crazy-max/diun','','2025',4,'Diun (Docker Image Update Notifier) is a lightweight CLI application designed to monitor Docker registries and notify team members of active image updates. 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It helps teams configure context-aware coding agents that integrate smoothly into microservice development cycles.','Markdown','Template Library','Advanced',1,'online','manual','0044c486da77fb832cbaaa94f046a4c9fce3afe372eddff95c92fd42dc2fe63d',100.0,1.77903221383129811e+09,1,'2026-06-14T04:35:57Z',NULL,NULL,NULL,'["Developer Tooling", "AI Code Assistants", "Prompt Templates"]','["[DE FACTO STANDARD]"]','["docs/ai.md", "docs/devops-tools.md"]','["ai.md", "devops-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-14T04:35:57Z", "gh_stars": 28036}'); -INSERT INTO "resources" VALUES('https://github.com/dawitnida/awesome-packer','dawitnida/Awesome Packer','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','422e80813913b4e5ba62dee827d9143e4f3d1ee00974d70be3caf59d74b73032',100.0,1779033904.07968,0,'2026-05-17T18:05:04.079680+02:00',NULL,NULL,NULL,'[]','[]','["docs/other-awesome-lists.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/dawitnida/awesome-packer','dawitnida/Awesome Packer','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','422e80813913b4e5ba62dee827d9143e4f3d1ee00974d70be3caf59d74b73032',100.0,1779033904.07968,0,'2026-05-17T18:05:04.079680+02:00',NULL,NULL,NULL,'[]','[]','["docs/other-awesome-lists.md"]','[]','{}','{"duplicate_of": "https://github.com/dchonch/awesome-packer"}'); INSERT INTO "resources" VALUES('https://github.com/dcasati/kubernetes-PlantUML','github.com/dcasati/kubernetes-PlantUML','','2024',2,'An essential open-source library containing specialized sprites, components, and macro templates to model highly detailed, complex Kubernetes configurations using PlantUML syntax.','Java','Repository','Intermediate',0,'online','manual','c7a0973dfc0becdb60ee421811a26ad75230727bff19939869208e198f07f784',100.0,1.77903258915070199e+09,1,'2021-09-10T08:16:39Z',NULL,NULL,NULL,'["Architecture & Design", "Diagrams-as-Code", "PlantUML Library"]','["[COMMUNITY-TOOL]"]','["docs/cloud-arch-diagrams.md"]','["cloud-arch-diagrams.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2021-09-10T08:16:39Z", "gh_stars": 282}'); INSERT INTO "resources" VALUES('https://github.com/dcherman/image-cache-daemon','dcherman/image-cache-daemon','','2021',1,'A Kubernetes daemonset that pre-pulls and caches a defined list of container images onto all cluster nodes to eliminate cold-start pulling latency. In 2026, although container runtimes have added smarter caching strategies, this lightweight daemon remains a popular community utility for legacy clusters with massive base images.','Go','DaemonSet','Medium',0,'online','manual','eb2b58adbe03ba167ac6b4f8b0396ad49ce7b5fa0c80a6ab1757b8c733b97904',100.0,1.77903034026923298e+09,1,'2022-03-07T01:49:54Z',NULL,NULL,NULL,'["Infrastructure", "Image Management", "Caching"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-03-07T01:49:54Z", "gh_stars": 24}'); INSERT INTO "resources" VALUES('https://github.com/dchonch/awesome-packer','dawitnida/Awesome Packer','','2026',5,'A resource list containing Packer templates, multi-cloud builders, and post-processor scripts. It aids infrastructure engineers in compiling secure, automated gold images used across hybrid environments and Kubernetes worker pool nodes. Essential for automating the generation of immutable AMIs or VM templates.','N/A','Repository','Advanced',0,'online','manual','b2b7bca1bb4db34855929970b9421b12426cf10ba291b93a71d84aff48bf162a',100.0,1.77913049493919396e+09,1,'2026-05-13T22:24:36Z',NULL,NULL,NULL,'["Infrastructure as Code", "Packer", "Images"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "CC0-1.0", "gh_pushed": "2026-05-13T22:24:36Z", "gh_stars": 29, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/ddosify/ddosify','ddosify/ddosify','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','3faae96107b8f7094bc397db6fe980fd15c5c5bdf316574d1a584670a959a58c',100.0,1779034507.7523,0,'2026-05-17T18:15:07.752300+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/ddosify/ddosify','ddosify/ddosify','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','3faae96107b8f7094bc397db6fe980fd15c5c5bdf316574d1a584670a959a58c',100.0,1779034507.7523,0,'2026-05-17T18:15:07.752300+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/getanteon/anteon"}'); INSERT INTO "resources" VALUES('https://github.com/debianmaster/actions-k3s','debianmaster/actions-k3s','','2022',2,'A lightweight community action creating custom, ephemerally provisioned K3s Kubernetes instances directly within GitHub Actions runtime runner VMs. Extremely valuable for running end-to-end integration tests on fully functional clusters.','YAML','Repository','Intermediate',0,'online','manual','03f9ff3f31f03691392fcd0589ff59e5a001fd82a620269a118107ad06c8b6ff',100.0,1.77903073246412611e+09,1,'2025-07-09T00:34:37Z',NULL,NULL,NULL,'["CI/CD Pipelines", "Automated Testing", "Ephemeral K3s Cluster"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-07-09T00:34:37Z", "gh_stars": 109}'); INSERT INTO "resources" VALUES('https://github.com/deckhouse/deckhouse','Deckhouse: NoOps Kubernetes platform 🌟','','2021',5,'Deckhouse is an out-of-the-box, NoOps-oriented Kubernetes platform distribution that fully automates cluster bootstrapping, configuration management, and patching. Incorporating built-in monitoring, ingress, security, and bare-metal support modules, it operates as a self-healing system.','Go','K8s Distribution Platform','Advanced',1,'online','manual','30edb3534200be7935ce25396360e63c93d33b9f3b51c1301ba04b29e11a037b',100.0,1.77903001932634496e+09,1,'2026-06-14T08:13:14Z',NULL,NULL,NULL,'["Platform Engineering", "Cluster Distributions", "NoOps Platforms"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-14T08:13:14Z", "gh_stars": 1311}'); INSERT INTO "resources" VALUES('https://github.com/deckhouse/k8s-image-availability-exporter','k8s-image-availability-exporter','','2023',5,'A specialized Prometheus exporter that continuously verifies container registry availability for images specified in Kubernetes configurations. Helps catch container start failures (e.g., ErrImagePull) before pods crash.','Go','Open Source Tool','Intermediate',0,'online','manual','6155ee3013e2e91d7b923a79b8b01abf688d71036c0c4ebe24776adb935892c2',100.0,1.77913049498463702e+09,1,'2026-06-10T06:49:07Z',NULL,NULL,NULL,'["Observability", "Scraping & Exporters", "Kubernetes Exporters"]','["[DE FACTO STANDARD]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-10T06:49:07Z", "gh_stars": 251}'); INSERT INTO "resources" VALUES('https://github.com/decodingai-magazine/articles-code/tree/main/articles/ml_system_design/real_time_news_search_with_upstash_kafka_and_vector_db','github.com/decodingml: Real-time news search engine using Upstash Kafka and Vector DB','','2024',2,'A hands-on repository and architecture blueprint illustrating a real-time semantic news search engine. Combining Upstash managed Kafka for event streaming with a Vector Database for indexing, it shows how to build low-latency RAG systems.','Python','Repository','Advanced',1,'online','manual','3d10999dd528abb46eb768282d48cccec3787de9918cf32fa69c70461dff811e',100.0,1.7791304949362421e+09,1,'2025-03-06T10:19:33Z',NULL,NULL,NULL,'["Machine Learning", "Information Retrieval", "RAG Pipelines"]','["[COMMUNITY-TOOL]"]','["docs/mlops.md"]','["mlops.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-03-06T10:19:33Z", "gh_stars": 140}'); -INSERT INTO "resources" VALUES('https://github.com/decodingml/articles-code/tree/main/articles/ml_system_design/real_time_news_search_with_upstash_kafka_and_vector_db','github.com/decodingml: Real-time news search engine using Upstash Kafka'' and Vector DB','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','f881f4bd0edfdc80574e5d295ba31612f81329fd1d3982ac48248044247ad617',100.0,1.77902913081850695e+09,0,'2026-05-17T16:45:30.818507+02:00',NULL,NULL,NULL,'[]','[]','["docs/mlops.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/decodingml/articles-code/tree/main/articles/ml_system_design/real_time_news_search_with_upstash_kafka_and_vector_db','github.com/decodingml: Real-time news search engine using Upstash Kafka'' and Vector DB','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f881f4bd0edfdc80574e5d295ba31612f81329fd1d3982ac48248044247ad617',100.0,1.77902913081850695e+09,0,'2026-05-17T16:45:30.818507+02:00',NULL,NULL,NULL,'[]','[]','["docs/mlops.md"]','[]','{}','{"duplicate_of": "https://github.com/decodingai-magazine/articles-code/tree/main/articles/ml_system_design/real_time_news_search_with_upstash_kafka_and_vector_db"}'); INSERT INTO "resources" VALUES('https://github.com/decolua/9router','9Router AI Coding Gateway','An AI proxy gateway designed to connect standard coding agents with 40+ LLM providers, offering intelligent routing, token optimization, and automatic failover.','2026',4,'9Router is an open-source AI gateway and proxy that unifies access to over 40 LLM providers for popular coding tools like Claude Code, Cursor, and Cline. It provides smart request routing, automated failovers, and intelligent token savings (up to 40% via RTK optimizations) to help developers avoid rate limits and reduce operational costs. Featuring a local usage analytics dashboard and multi-model custom combos, it functions as a highly resilient middle-tier inference routing layer.','en','repository','intermediate',0,'online','automatic','f0e969794204b18587bc4f80e07611bc8aaabb23bc324c52f3af741860b87e1c',NULL,1.78035282864152097e+09,0,'2026-05-31T08:03:20Z',NULL,NULL,NULL,'["Artificial Intelligence", "AI Gateways", "Token Optimization"]','["[COMMUNITY-TOOL]", "[EMERGING]"]','[]','[]','{}','{"category": "ai-agents-mcp", "gh_license": "MIT", "gh_pushed": "2026-05-31T08:03:20Z", "gh_stars": 15743, "reputation_status": "Vetted", "reputation_summary": "Active open-source project popular among developers seeking to optimize multi-provider LLM token costs and bypass rate-limiting issues.", "social_preview_url": "https://opengraph.githubassets.com/25c569b4d4de7d11e6cc5ba736704f6728acce12d6574cf5c5edab84a9b36c07/decolua/9router", "source_provenance": "X.com (nubenetes)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://github.com/deepfence/PacketStreamer','deepfence/PacketStreamer','','2025',3,'PacketStreamer is a high-performance, distributed packet capture tool designed specifically for cloud-native architectures. It sensors network traffic from distributed hosts and streams it to a centralized collector via gRPC, allowing deep packet inspection (DPI) and security forensics without heavy agent overhead. The architecture is built for minimal footprint, making it ideal for high-throughput production environments.','Go','Daemon / Agent','Advanced',0,'online','manual','2e440d35ab9e1e50a8f4304bf55ba34ca6b9102148bcde3c6fafce2a763eb11f',100.0,1.77903332949996209e+09,1,'2024-07-01T09:09:55Z',NULL,NULL,NULL,'["Security", "Network Observability", "Packet Capture"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-07-01T09:09:55Z", "gh_stars": 1928}'); INSERT INTO "resources" VALUES('https://github.com/deepfence/ThreatMapper','deepfence/ThreatMapper 🌟','','2026',5,'ThreatMapper is an open-source Cloud Native Application Protection Platform (CNAPP) designed by Deepfence. It maps runtime behaviors to trace attack paths across networks and registries, highlighting vulnerable exposed services. This tool helps security teams prioritize remediation efforts based on actual threat exposure.','Go','Tool','Advanced',1,'online','manual','c2eb7058b419abc71971f0cdc537596a7601e8c694619dcbfd49968c6f6c2e91',100.0,1.77903154182441306e+09,1,'2026-06-01T08:38:26Z',NULL,NULL,NULL,'["Security", "Vulnerability Management", "CNAPP Platform"]','["[DE FACTO STANDARD]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-01T08:38:26Z", "gh_stars": 5278}'); INSERT INTO "resources" VALUES('https://github.com/deepfence/YaraHunter','deepfence/YaraHunter','','2026',1,'Deepfence''s YaraHunter is a highly specialized open-source utility that scans container images, filesystems, and directories for malware and Indicators of Compromise (IoC) using YARA rules. Operates out-of-band to discover hidden secrets, active exploits, and remote shells, ensuring build artifacts conform to regulatory secure postures.','Go','Tool','Advanced',1,'online','manual','0cbd3044abc4928aa9748493b6371cbcfde782cbf51b35bd82008dd175f9dc6c',100.0,1.77903306862505292e+09,1,'2026-03-07T16:56:26Z',NULL,NULL,NULL,'["Security", "Threat Detection", "Malware Scanning"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-03-07T16:56:26Z", "gh_stars": 1321}'); INSERT INTO "resources" VALUES('https://github.com/deepops-ai/deepops',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','d246123b7184d8458728c29fba511e593b9daa265a86d0b73bb6556f224f9fe7',100.0,1.7791304949734621e+09,1,'2026-05-18T20:54:54.973462+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{"gh_license": "NOASSERTION"}'); -INSERT INTO "resources" VALUES('https://github.com/defenseunicorns/zarf','defenseunicorns/zarf','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','a084f247b9f5a6af65b3270b705f0f32f4f239e5e82804d61f0ade6b49612b25',100.0,1.77903457239384508e+09,0,'2026-05-17T18:16:12.393845+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-on-premise.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/defenseunicorns/zarf','defenseunicorns/zarf','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a084f247b9f5a6af65b3270b705f0f32f4f239e5e82804d61f0ade6b49612b25',100.0,1.77903457239384508e+09,0,'2026-05-17T18:16:12.393845+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-on-premise.md"]','[]','{}','{"duplicate_of": "https://github.com/zarf-dev/zarf"}'); INSERT INTO "resources" VALUES('https://github.com/deislabs/ratify',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','32d4921302d67eb4820993df87929024916082dcbbd57165b9f94784e66ae99f',100.0,1.7790290612857511e+09,0,'2026-05-17T16:44:21.285751+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://github.com/deors/deors-demos-petclinic/blob/master/Jenkinsfile','deors/deors-demos-petclinic jenkinsfile','','2020',0,'Curator Insight details a functional Jenkinsfile built specifically to build and compile the Spring Petclinic application. Live Grounding illustrates how multi-stage Docker builds can be integrated cleanly within a declarative Jenkins template to produce production-ready container images. It is a highly practical execution reference.','Groovy','Repository','Intermediate',1,'online','manual','c915cc205b98b9c3d927ef20f35277919f36efefac043f8e78c0ea9493f25fd6',100.0,1.78173591082023906e+09,1,'2026-06-18T00:38:30.820239+02:00',NULL,NULL,NULL,'["DevOps", "CI/CD Platforms", "Jenkins", "Spring Petclinic Pipeline"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/depop/github-merge-bot','github-merge-bot','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','9091ea7ee3113c025b8adafd595fdd77078a8b3ac95366c4222c0fa19d6fd21c',100.0,1.77903234625485706e+09,0,'2026-05-17T17:39:06.254857+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/depop/github-merge-bot','github-merge-bot','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','9091ea7ee3113c025b8adafd595fdd77078a8b3ac95366c4222c0fa19d6fd21c',100.0,1.77903234625485706e+09,0,'2026-05-17T17:39:06.254857+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://github.com/sdduursma/github-merge-bot"}'); INSERT INTO "resources" VALUES('https://github.com/derailed/k9s','K9s - Kubernetes CLI To Manage Your Clusters In Style!','','2026',5,'K9s is a widely adopted terminal UI that provides live metrics, log streams, and interactive Shell access inside Kubernetes workloads. It transforms long debugging processes into rapid, keyboard-driven navigation, significantly reducing operational toil. Its integrated resource tracking, RBAC validation screens, and metric charts make it a vital tool for site reliability engineers.','Go','CLI Tool','Beginner',0,'online','manual','82aa46f35d3539b4dfe171f564f7796ec3f69679052d07da70951c68773ad708',100.0,1.77903017275180888e+09,1,'2026-06-13T17:30:27Z',NULL,NULL,NULL,'["Operations", "Command Line Interfaces", "Cluster Management"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T17:30:27Z", "gh_stars": 33963}'); INSERT INTO "resources" VALUES('https://github.com/derailed/popeye','Popeye - A Kubernetes Cluster Sanitizer 🌟🌟','','2025',5,'Popeye is a powerful utility that audits active Kubernetes clusters, identifying potential configuration anomalies, resource over-allocations, and security misalignments. By cross-referencing live cluster states with best practices, it generates a comprehensive diagnostic report. It is universally adopted in devops workflows for quick cluster hygiene health checks.','Go','CLI Tool','Medium',0,'online','manual','dcdfcb18fcc9855314b7efc2379eca68adfa1ec34515b36e1c3999ed6294f160',100.0,1.7790319626761589e+09,1,'2025-12-08T14:11:50Z',NULL,NULL,NULL,'["Operations", "Diagnostics", "Cluster Sanitization"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2025-12-08T14:11:50Z", "gh_stars": 6296}'); INSERT INTO "resources" VALUES('https://github.com/derekparker/delve','Delve: a debugger for the Go Programming Language','','N/A',0,'Curator Insight frames Delve as the official, industry-standard debugger for Go, offering runtime state visibility. Live Grounding highlights its deep integration into JetBrains Goland, VSCode, and cloud-native containerized debugging workflows.','English','Repository','Advanced',0,'online','manual','9b2d1683f642630acdafbbc2b9077616f88be294fb5f3c29641c248805991ee1',100.0,1.77903422677953791e+09,1,'2026-05-22T16:28:31Z',NULL,NULL,NULL,'["Programming Languages", "Go", "Debugging Tools"]','["[DE FACTO STANDARD]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-05-22T16:28:31Z", "gh_stars": 663}'); @@ -6185,7 +6185,7 @@ INSERT INTO "resources" VALUES('https://github.com/devopshubproject/azure-terraf INSERT INTO "resources" VALUES('https://github.com/devopshubproject/cka-lab','devopshubproject/cka-lab','','2021',1,'A hands-on, simulated environment tailored for candidates preparing for the Certified Kubernetes Administrator (CKA) exam. Offers structural lab setups to learn cluster operations, control plane maintenance, networking configuration, and active troubleshooting.','Shell','Repository','Intermediate',0,'online','manual','c7b01cc82556b549d6c702521022e5ec4a8530d5f5f20282d29579ee0ecf9b54',100.0,1.78173619123607397e+09,1,'2026-06-18T00:43:11.236074+02:00',NULL,NULL,NULL,'["Education", "Certifications", "CKA Laboratory"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); INSERT INTO "resources" VALUES('https://github.com/devopsspiral/KubeLibrary','KubeLibrary','','2019',5,'KubeLibrary is an open-source testing library that integrates the official Kubernetes Python Client with the Robot Framework. It enables platform and QA engineers to write human-readable end-to-end integration and sanity tests.','Python','Testing Library','Intermediate',0,'online','manual','9274859eadfaee8875bca134458b46de0dad967a6d9d09628782a2e554cd193f',100.0,1.77903411646145606e+09,1,'2025-12-16T18:11:31Z',NULL,NULL,NULL,'["Platform Engineering", "Testing Frameworks", "Automation Tools"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-12-16T18:11:31Z", "gh_stars": 145}'); INSERT INTO "resources" VALUES('https://github.com/devoriales/cheatsheets','github.com/devoriales/kubectl-cheatsheet','','2025',3,'An open-source, opinionated collection of kubectl commands curated specifically for critical production debugging. It prioritizes node-level maintenance commands, network troubleshooting steps, and secure pod execution syntaxes to minimize MTTR.','Markdown','Repository','Advanced',0,'online','manual','8758b579dc18e2fb23adc7ffc4ade46ee59f18fc3eb9e09a51e3c091937699ad',100.0,1.78173588996057605e+09,1,'2026-06-18T00:38:09.960576+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "Troubleshooting & Operations"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/devoriales/kubectl-cheatsheet','github.com/devoriales/kubectl-cheatsheet','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','b9c8c7ec7508a36fbd3cb21ab4cb04b70a44a06d8ed740da60958844b2c6d428',100.0,1.7790343139991641e+09,0,'2026-05-17T18:11:53.999164+02:00',NULL,NULL,NULL,'[]','[]','["docs/cheatsheets.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/devoriales/kubectl-cheatsheet','github.com/devoriales/kubectl-cheatsheet','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b9c8c7ec7508a36fbd3cb21ab4cb04b70a44a06d8ed740da60958844b2c6d428',100.0,1.7790343139991641e+09,0,'2026-05-17T18:11:53.999164+02:00',NULL,NULL,NULL,'[]','[]','["docs/cheatsheets.md"]','[]','{}','{"duplicate_of": "https://github.com/devoriales/cheatsheets"}'); INSERT INTO "resources" VALUES('https://github.com/devtron-labs/devtron','Devtron','','2025',5,'A comprehensive, open-source AppOps platform for Kubernetes designed to consolidate CI/CD pipelines, GitOps, observability, and cost optimization. Provides self-service deployment interfaces, security checks, and deep resource validation for multicluster operations.','Go','Platform','Advanced',1,'online','manual','2db1733f2c4a0263c2912bb7c3fde71333db203a9a10c88df2c28c060501910f',100.0,1.77903282021104598e+09,1,'2026-06-10T07:28:50Z',NULL,NULL,NULL,'["Kubernetes & Container Orchestration", "Platform Engineering", "AppOps & GitOps"]','["[DE FACTO STANDARD]"]','["docs/devops-tools.md", "docs/jenkins-alternatives.md", "docs/kubernetes-tools.md"]','["devops-tools.md", "jenkins-alternatives.md", "kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-10T07:28:50Z", "gh_stars": 5513}'); INSERT INTO "resources" VALUES('https://github.com/deweya/OpenShift-Jenkins-Lab','github.com/deweya/OpenShift-Jenkins-Lab','','2019',0,'Curator Insight identifies this repository as a sandbox lab configuration for teaching Jenkins deployment patterns inside OpenShift clusters. Live Grounding confirms it provides hands-on instructions for configuring webhooks and build triggers. It serves as a structural blueprint for configuring self-contained pipeline demonstrations.','Groovy','Repository','Intermediate',0,'online','manual','a1a6149ea18169115e3d1a713b872bf0b47d603a15163012dd36350c214dfa3d',100.0,1.77903268437401103e+09,1,'2020-04-21T17:28:22Z',NULL,NULL,NULL,'["Cloud Native Platforms", "Red Hat OpenShift", "Jenkins Pipelines", "Lab Environments"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2020-04-21T17:28:22Z", "gh_stars": 0}'); INSERT INTO "resources" VALUES('https://github.com/dexidp/dex',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','860067b64dac977865805b2d3aec4a5cecf315a6048fa02a903973111de3cff3',100.0,1.77902927032933497e+09,1,'2026-05-17T16:47:50.329335+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{"gh_license": "Apache-2.0"}'); @@ -6218,14 +6218,14 @@ INSERT INTO "resources" VALUES('https://github.com/dotdc/grafana-dashboards-kube INSERT INTO "resources" VALUES('https://github.com/dpeckett/pangolin','pangolin 🌟','','2022',5,'A dedicated routing utility designed to help configure dynamic upstream setups. Provides simple API configurations to coordinate external traffic profiles securely when mapping paths to backing container platforms.','Go','Application','Intermediate',1,'online','manual','fdc1061865be4ed3ebe6f9f07ef58754f59e355d413e2872175d870f918ea11c',100.0,1.77903134027978301e+09,1,'2020-02-18T14:01:38Z',NULL,NULL,NULL,'["Networking", "Ingress & Edge", "Integration"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-02-18T14:01:38Z", "gh_stars": 231}'); INSERT INTO "resources" VALUES('https://github.com/dsa0x/sicher','dsa0x/sicher','','N/A',0,'Curator Insight showcases Sicher as a lightweight tool for managing environment variables and secrets securely within Go applications. Live Grounding indicates low community activity and lack of recent updates, which makes it less suitable for production compared to established secure runtimes.','English','Repository','Intermediate',0,'online','manual','d5b8ffdb309f87ab166dbe00581f6e0b69b6804a47210bb6e10f545f0e86ae3d',100.0,1.77902960981861209e+09,1,'2023-08-03T20:11:09Z',NULL,NULL,NULL,'["Security", "Secrets Management", "Go Libraries"]','["[COMMUNITY-TOOL]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-08-03T20:11:09Z", "gh_stars": 31}'); INSERT INTO "resources" VALUES('https://github.com/dsyer/kubernetes-intro','dyser/kubernetes-intro','','2021',3,'An introductory educational repository containing configurations and setups for running basic Spring boot workloads in Kubernetes. Created by JVM leader Dave Syer, it provides minimal, clean manifests that demystify container networking and volumes. This repository remains a stable reference for those starting their cloud-native journey.','Java','Repository','Beginner',0,'online','manual','c375f22452b7e4338c6c95e1ab9b5da7fdbc5452d3716457e923333c578f8be7',100.0,1.78173592121724295e+09,1,'2026-06-18T00:38:41.217243+02:00',NULL,NULL,NULL,'["Cloud Native Architecture", "Kubernetes", "Fundamentals"]','["[COMMUNITY-TOOL]"]','["docs/demos.md", "docs/java_frameworks.md"]','["java_frameworks.md", "demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/dty1er/kubecolor','kubecolor 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','9e62de16802aa23bb6817c9ab7f56a5b4091ad56abffeffb2584a92f0b237379',100.0,1.77903364066047501e+09,0,'2026-05-17T18:00:40.660475+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/dty1er/kubecolor','kubecolor 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','9e62de16802aa23bb6817c9ab7f56a5b4091ad56abffeffb2584a92f0b237379',100.0,1.77903364066047501e+09,0,'2026-05-17T18:00:40.660475+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/hidetatz/kubecolor"}'); INSERT INTO "resources" VALUES('https://github.com/dvob/k8s-s2s-auth','github.com/dvob/k8s-s2s-auth: Kubernetes Service Accounts 🌟','','2020',0,'Curator Insight: Demonstrates internal service-to-service auth patterns utilizing raw Service Account tokens. Live Grounding: The repository has seen no recent development and is considered legacy. It is superseded by modern ephemeral TokenRequest APIs and service mesh mTLS integrations.','Go','Code Repository','Intermediate',1,'online','manual','99a85e4eb79060a6987819f832258dcb876b8f77627ffe709e45884301b2b609',100.0,1.78173603677049493e+09,1,'2026-06-18T00:40:36.770495+02:00',NULL,NULL,NULL,'["Security", "Identity & Access", "Authentication", "Legacy Tools"]','["[LEGACY]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); INSERT INTO "resources" VALUES('https://github.com/e-minguez/openshift-yolo','openshift-yolo','','2020',2,'A lightweight community playbook designed to spin up fast, non-production OpenShift 4 clusters on local machines. Streamlines initialization steps by bypassing heavy production components.','Shell','Repository','Intermediate',0,'online','manual','da86de9f4a101a9421c34e6de59d23161540686c16bcf886476471aa0068506a',100.0,1.77903175939359307e+09,1,'2021-07-16T12:38:45Z',NULL,NULL,NULL,'["Enterprise Kubernetes", "Infrastructure Operations", "Developer Tooling"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2021-07-16T12:38:45Z", "gh_stars": 8}'); INSERT INTO "resources" VALUES('https://github.com/eXascaleInfolab/PyExPool','Python Multi-Process Execution Pool','','2019',2,'Curator Insight presents PyExPool as an execution tool addressing the high memory overheads associated with Python''s multiprocessing pools. Live Grounding demonstrates its efficiency in long-running pipelines where task queue persistence and custom process pooling prevent the continuous cost of worker spawns.','Python','Library','Advanced',0,'online','manual','5220be9e91b6d5c9a8e290926763d06a655b10a9ddb640b15411fa98c6ca4a35',100.0,1779130494.97924,1,'2019-08-28T03:08:40Z',NULL,NULL,NULL,'["Software Engineering", "Concurrency", "Process Pools"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2019-08-28T03:08:40Z", "gh_stars": 168}'); -INSERT INTO "resources" VALUES('https://github.com/eamodio/vscode-gitlens','GitLens interactive rebase','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','8dc5077110b3c8be11f0ec7e001654ba5df664f829a3b7e6ec15c7eb9ae33f68',100.0,1.77903162533836197e+09,0,'2026-05-17T17:27:05.338362+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/eamodio/vscode-gitlens','GitLens interactive rebase','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8dc5077110b3c8be11f0ec7e001654ba5df664f829a3b7e6ec15c7eb9ae33f68',100.0,1.77903162533836197e+09,0,'2026-05-17T17:27:05.338362+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{"duplicate_of": "https://github.com/gitkraken/vscode-gitlens"}'); INSERT INTO "resources" VALUES('https://github.com/ebosas/microservices','ebosas/microservices','','N/A',0,'Curator Insight showcases a reference architecture modeling an end-to-end microservices pattern in Go. Live Grounding reveals it as a practical template illustrating API Gateways, service registries, and gRPC communication loops.','English','Repository','Intermediate',1,'online','manual','cef48da8cee28be519d16132a46d83d2eeedc5cca6eda9881674f7793b141bb2',100.0,1.77903224346945595e+09,1,'2021-12-02T12:42:36Z',NULL,NULL,NULL,'["Architecture", "Microservices", "Design Patterns"]','["[COMMUNITY-TOOL]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2021-12-02T12:42:36Z", "gh_stars": 309}'); INSERT INTO "resources" VALUES('https://github.com/eclipse-jkube/jkube','GitHub: Eclipse JKube','','2020',4,'The active GitHub repository for Eclipse JKube, housing Maven/Gradle plugins, extensions, and core libraries. Live Grounding indicates robust ongoing community support, enabling local resource generation, deployment, and hot-swapping inside active clusters. The project is crucial for bridging the gap between standard Java compilation and Kubernetes runtimes.','Java','Repository','Intermediate',1,'online','manual','e2e6c329a9c9631ce5dcf6b048ce085e9bf81aaa9ea055d92a3924a28b88036e',100.0,1779130494.95307,1,'2026-06-12T04:55:21Z',NULL,NULL,NULL,'["Cloud-Native Java", "Build Tools", "Eclipse JKube", "Source Code"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-client-libraries.md", "docs/maven-gradle.md", "docs/openshift-pipelines.md"]','["maven-gradle.md", "kubernetes-client-libraries.md", "openshift-pipelines.md"]','{}','{"gh_license": "EPL-2.0", "gh_pushed": "2026-06-12T04:55:21Z", "gh_stars": 849}'); -INSERT INTO "resources" VALUES('https://github.com/eclipse/jkube','Github: Eclipse Jkube','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','3609c41b04f12ea952d77722a788e33ce1d3058a5369a3b5cf2b854e01a45c56',100.0,1.779031850736063e+09,0,'2026-05-17T17:30:50.736063+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-client-libraries.md", "docs/maven-gradle.md", "docs/openshift-pipelines.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/eclipse/jkube','Github: Eclipse Jkube','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','3609c41b04f12ea952d77722a788e33ce1d3058a5369a3b5cf2b854e01a45c56',100.0,1.779031850736063e+09,0,'2026-05-17T17:30:50.736063+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-client-libraries.md", "docs/maven-gradle.md", "docs/openshift-pipelines.md"]','[]','{}','{"duplicate_of": "https://github.com/eclipse-jkube/jkube"}'); INSERT INTO "resources" VALUES('https://github.com/edrevo/suspicious-pods','Suspicious pods 🌟','','2023',5,'A simple CLI troubleshooting tool that scans a cluster for pods displaying unusual behaviors, such as continuous container restarts, pending statuses, or missing configurations. Provides immediate developer feedback with descriptive error logs, speeding up triage.','Go','CLI Tool','Low',0,'online','manual','254ef920b7fa02954b59f7a329124ca0de1d29fdecbf9e3ed34eb93596e0e0fe',100.0,1.77903325930359506e+09,1,'2023-02-04T02:15:02Z',NULL,NULL,NULL,'["Operations", "Cluster Diagnostics", "Pod Troubleshooting"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-02-04T02:15:02Z", "gh_stars": 96}'); INSERT INTO "resources" VALUES('https://github.com/education','education.github.com','','2026',4,'Comprehensive educational portal serving industry-grade developer setups, cloud environments, and pipeline environments directly to students, teachers, and university networks.','None','Platform','Beginner',0,'online','manual','b8c3ebb0692d2c794302de646f83932d3d420186814990d6d79c8b788778479a',100.0,1.77913049497441506e+09,1,'2026-05-18T20:54:54.974415+02:00',NULL,NULL,NULL,'["Developer Platforms", "Education", "GitHub Education"]','["[ENTERPRISE-STABLE]"]','["docs/git.md"]','["git.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); INSERT INTO "resources" VALUES('https://github.com/eezhee/eezhee','eezhee/eezhee','','2021',1,'An experimental CLI utility designed to simplify the provisioning of development Kubernetes clusters on various cloud providers like DigitalOcean and Linode. It aims to reduce cluster setup overhead to a single command. The repository has been quiet since 2022, serving as a historical artifact for lightweight provisioning scripts.','Go','CLI Tool','Medium',0,'online','manual','81726467819fb0cf5974eee828b7a0de5c6d73085266f296f13a547b2cf93a0e',100.0,1.77903002292254495e+09,1,'2024-10-17T00:52:00Z',NULL,NULL,NULL,'["Development", "Local Cluster", "CLI Tool"]','["[EMERGING]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-10-17T00:52:00Z", "gh_stars": 10}'); @@ -6246,13 +6246,13 @@ INSERT INTO "resources" VALUES('https://github.com/epinio/epinio','epinio/epinio INSERT INTO "resources" VALUES('https://github.com/eraser-dev/eraser','github.com/Azure/eraser 🌟','','2022',5,'Eraser is a Kubernetes native tool designed to clean up unused, dangling, and vulnerable images from cluster nodes. Operating as an automated daemonset controller, it significantly reduces host disk utilization and minimizes the attack surface across production fleets.','Go','Operator','Intermediate',0,'online','manual','a61a84d05ea9b0ae2d5b9c1c11f8f66e8dcf0dfd91f725d4c447324ca1a1df23',100.0,1779130495.02627,1,'2026-04-09T05:55:41Z',NULL,NULL,NULL,'["Kubernetes", "Node Management", "Garbage Collection"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-09T05:55:41Z", "gh_stars": 607}'); INSERT INTO "resources" VALUES('https://github.com/erebe/personal-server','github.com/erebe/personal-server: Personal server configuration with k3s'' 🌟','','2022',1,'An infrastructure-as-code repository showcasing a highly efficient, custom home-lab or personal server automation template utilizing K3s and declarative configurations.','Nix','IaC','Advanced',0,'online','manual','95740772fb5f569c2b4cdd912c3000d11e43fb318be892bdb1ecae86103ce9ec',100.0,1.78173615441412305e+09,1,'2026-06-18T00:42:34.414123+02:00',NULL,NULL,NULL,'["Edge & IoT", "Bare Metal", "Home Lab"]','["[COMMUNITY-TOOL]"]','["docs/rancher.md"]','["rancher.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); INSERT INTO "resources" VALUES('https://github.com/erjosito/alz-repo-best-practices/blob/main/README.md','Azure Landing Zone (ALZ) Repository Best Practices','A blueprint repository outlining structural guidelines, pipeline practices, and branch strategy for running enterprise-grade Azure Landing Zones.','2025',4,'An architectural and procedural guide for managing Infrastructure as Code (IaC) repositories in large-scale Azure Landing Zone (ALZ) deployments. The guidelines cover structuring directory layouts for Bicep or Terraform, establishing strict CI/CD validation checks via GitHub Actions, protecting critical deployment paths, and handling Azure resource concurrency limitations (particularly Azure Firewall operations). It provides cloud platform engineers with actionable, production-ready blueprints to enforce governance, minimize merge collisions, and streamline multi-tenant infrastructure delivery.','en','repository','Advanced',0,'online','automatic','6c8ece6e26cf9b16e452221b65b791b7425c589e5951fe21e04c355c4f3b0b76',NULL,1.78040058597188901e+09,0,'2026-05-26T17:26:51Z',NULL,NULL,NULL,'["Cloud Infrastructure", "Azure Landing Zones (ALZ)", "Infrastructure as Code", "CI/CD and GitOps"]','["[EMERGING]", "[GUIDE]"]','[]','[]','{}','{"category": "azure", "gh_license": "MIT", "gh_pushed": "2026-05-26T17:26:51Z", "gh_stars": 15, "impact_score": 89, "reputation_status": "Vetted", "reputation_summary": "Created by Jose Moreno (erjosito), Principal Azure Solutions Architect at Microsoft, this repository serves as a highly vetted public guide for enterprise-scale Azure Landing Zones.", "social_preview_url": "https://opengraph.githubassets.com/49132b96706f04c324ef39b5c5fce019be7272fb741f8d0a992ecf4c0a156ec9/erjosito/alz-repo-best-practices", "source_provenance": "X.com (nubenetes)", "suggested_new_category": ""}'); -INSERT INTO "resources" VALUES('https://github.com/ermetic/access-undenied-aws','ermetic/access-undenied-aws 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','7e1b6fb678b3d8926a7e292a58ac7de6de5af0d6ca679c4fc435c84989c399f4',100.0,1.77902950313620495e+09,0,'2026-05-17T16:51:43.136205+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-tools-scripts.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/ermetic/access-undenied-aws','ermetic/access-undenied-aws 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7e1b6fb678b3d8926a7e292a58ac7de6de5af0d6ca679c4fc435c84989c399f4',100.0,1.77902950313620495e+09,0,'2026-05-17T16:51:43.136205+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-tools-scripts.md"]','[]','{}','{"duplicate_of": "https://github.com/tenable/access-undenied-aws"}'); INSERT INTO "resources" VALUES('https://github.com/errordeveloper/kubegen','kubegen','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','b1b05cef9af77753118352ec057af622eabb71d47b232ddcbddb4e0300232ea4',100.0,1.77903020262893795e+09,1,'2026-05-17T17:03:22.628938+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"gh_license": "NOASSERTION"}'); INSERT INTO "resources" VALUES('https://github.com/estahn/k8s-image-swapper','k8s-image-swapper 🌟','','2025',5,'A high-performance mutating webhook that intercepts pod creation requests, caches targeted registry images, and rewrites the image path to point to private storage endpoints. By doing so, it shields internal environments from external rate limits and guarantees low-latency image pulls.','Go','Webhook','Medium',0,'online','manual','cbc6ece15805e832bb9d6b587306b1266ee274a1c7863a6062951886312c7988',100.0,1.77903218022476911e+09,1,'2026-06-10T12:25:38Z',NULL,NULL,NULL,'["Infrastructure", "Container Registries", "Admission Control"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-10T12:25:38Z", "gh_stars": 629}'); INSERT INTO "resources" VALUES('https://github.com/etcd-io/etcd',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','b826fcf01b097f173d793a7fbca1e2e3796669dfd73ee9e5bb722912552fa318',100.0,1.77902967910248088e+09,0,'2026-05-17T16:54:39.102481+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://github.com/external-secrets/kubernetes-external-secrets','Kubernetes External Secrets 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','466852f6c235fc53bcbcc19823d64c3173e686ea9afb254112b44500808cb0f1',100.0,1.77902942183569288e+09,1,'2026-05-17T16:50:21.835693+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md", "docs/kubernetes.md"]','[]','{}','{"gh_license": "MIT"}'); INSERT INTO "resources" VALUES('https://github.com/fabric8io/docker-maven-plugin','docker-maven-plugin','','2020',4,'Fabric8''s highly reliable Maven integration for containerization management. Lets developers orchestrate builds and container tests within pom.xml execution blocks; however, users are increasingly transitioning to Eclipse JKube for modern Cloud-Native orchestration patterns.','Java','Maven Plugin','Advanced',1,'online','manual','612809807c1163bd3c42823c4b03e4db8c6f336f62d8dd461ba259177d9aeb24',100.0,1.77903095819728398e+09,1,'2026-05-25T09:16:05Z',NULL,NULL,NULL,'["Build Systems", "JVM Ecosystem", "Container Packaging"]','["[ENTERPRISE-STABLE]"]','["docs/maven-gradle.md"]','["maven-gradle.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-25T09:16:05Z", "gh_stars": 1929}'); -INSERT INTO "resources" VALUES('https://github.com/fabric8io/fabric8-maven-plugin ','github - fabric8, maven plugin','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual',NULL,80.0,1.77903392342853808e+09,0,'2026-05-17T18:05:23.428538+02:00',NULL,NULL,NULL,'[]','[]','["docs/openshift-pipelines.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/fabric8io/fabric8-maven-plugin ','github - fabric8, maven plugin','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual',NULL,80.0,1.77903392342853808e+09,0,'2026-05-17T18:05:23.428538+02:00',NULL,NULL,NULL,'[]','[]','["docs/openshift-pipelines.md"]','[]','{}','{"duplicate_of": "https://github.com/fabric8io/fabric8-maven-plugin"}'); INSERT INTO "resources" VALUES('https://github.com/fabric8io/fabric8-pipeline-library','Fabric8 Pipeline Library','','2018',3,'A reusable Jenkins Pipeline helper library that supports automated environments, build phases, and release setups within OpenShift frameworks. It is largely deprecated, superseded by modern Jenkins plugins or native Tekton pipelines.','Groovy','Code Repository','Intermediate',1,'online','manual','cd488fc555f409014bfa4e044fcdd2e44ec4d1e60d1c2d4fb065e041dcdc7359',100.0,1.77903189696807599e+09,1,'2024-04-09T23:45:53Z',NULL,NULL,NULL,'["App Development", "CI/CD", "Jenkins Pipelines"]','["[COMMUNITY-TOOL]", "[LEGACY]"]','["docs/openshift-pipelines.md"]','["openshift-pipelines.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-04-09T23:45:53Z", "gh_stars": 436}'); INSERT INTO "resources" VALUES('https://github.com/fabric8io/kansible/blob/master/vendor/k8s.io/kubernetes/docs/user-guide/kubectl-cheatsheet.md','fabric8 - kubectl','','2018',3,'A historic, vendor-sourced reference of early kubectl command structures hosted in the fabric8 ecosystem. While some elements lean legacy, it documents fundamental container routing patterns and administrative tasks foundational to older clusters.','Markdown','Cheat Sheet','Intermediate',0,'online','manual','602cf3562472bdaddd7ca9be039e0ecf852bb096248a743b0165fb5dd2a52568',100.0,1.77903305120128202e+09,1,'2016-04-27T06:58:25Z',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "CLI Management"]','["[LEGACY]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2016-04-27T06:58:25Z", "gh_stars": 266}'); INSERT INTO "resources" VALUES('https://github.com/facebook/jest',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','342d641d0b021617557451eadd29d10813279121b03a68973027abab836b9bca',100.0,1.779032091478899e+09,0,'2026-05-17T17:34:51.478899+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{}'); @@ -6270,7 +6270,7 @@ INSERT INTO "resources" VALUES('https://github.com/figaw/configuration-as-code-j INSERT INTO "resources" VALUES('https://github.com/figaw/freestyle-to-pipeline-jenkins','Demo repository 🌟🌟🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','680062af5400a0fa4dfba0102236c56394fcd7947a2242109c9fb4340e3c7fb6',100.0,1779032236.61148,1,'2026-05-17T17:37:16.611480+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://github.com/figaw/freestyle-to-pipeline-jenkins/blob/master/from-freestyle-jobs-to-pipeline-with-jobdsl.pdf','Slides 🌟🌟🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','fc9fb41fc0b772b8a79ffb6996b8e4f548dc0c171f9dbdfc1981466e25b0e60d',100.0,1.77903159196030211e+09,1,'2026-05-17T17:26:31.960302+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://github.com/flannel-io/flannel','Flannel','- [Weave-net](https://www.weave.works/)','2026',5,'A highly stable, lightweight Layer 3 overlay CNI fabric designed specifically for simplified Kubernetes installations. It provisions a simple local agent on each cluster node to manage subnet allocations via etcd, supporting VXLAN and host-gw backends. While it lacks L7 traffic steering and NetworkPolicy parsing, its operational simplicity remains highly valuable for lightweight resource-constrained environments.','Go','Repository','Intermediate',0,'online','manual','eba99ae86b5bae9e55d3c3591114094a4e78609bbc34e79b4a9bb1aad50ef4ea',100.0,1.77913049501194906e+09,1,'2026-06-08T08:34:34Z',NULL,NULL,NULL,'["Networking", "CNI", "Overlay Networks"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T08:34:34Z", "gh_stars": 9475}'); -INSERT INTO "resources" VALUES('https://github.com/flant/k8s-image-availability-exporter','k8s-image-availability-exporter','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','8ec8d4aed673cd9c802e9e21f8a0e2934dfc470e6c5ec0ce158633f85d6f123f',100.0,1.77903196276280307e+09,0,'2026-05-17T17:32:42.762803+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/flant/k8s-image-availability-exporter','k8s-image-availability-exporter','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8ec8d4aed673cd9c802e9e21f8a0e2934dfc470e6c5ec0ce158633f85d6f123f',100.0,1.77903196276280307e+09,0,'2026-05-17T17:32:42.762803+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{"duplicate_of": "https://github.com/deckhouse/k8s-image-availability-exporter"}'); INSERT INTO "resources" VALUES('https://github.com/flant/shell-operator','Shell-operator','','2026',4,'Shell-operator allows system administrators and developers to build fully-featured Kubernetes operators using standard bash, python, or other scripting languages. By watching cluster events and executing scripts, it simplifies dynamic automation.','Go','Controller Platform','Intermediate',1,'online','manual','cecdf4357eb70fe20eedaac28eedd2c9617681d9a6d760dbaa7601876cba1dd3',100.0,1.77902982105381798e+09,1,'2026-06-11T10:56:40Z',NULL,NULL,NULL,'["Cluster Management", "Operator Frameworks", "Automation Scripts"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T10:56:40Z", "gh_stars": 2603}'); INSERT INTO "resources" VALUES('https://github.com/flared/teleproxy',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','2076a6de779d1921805bcc2e78a2b7316ceb2be2bbee06a1a2cd89e790c51448',100.0,1.77903006974616599e+09,0,'2026-05-17T17:01:09.746166+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://github.com/flaviostutz/promster','Promster: Use Prometheus in huge deployments with dynamic clustering and scrape sharding capabilities based on ETCD service registration','','2020',1,'Leverages ETCD service registration to provide dynamic clustering and automated scrape sharding for distributed Prometheus deployments. While offering a lightweight alternative for scale-out setups, modern production environments in 2026 predominantly utilize Thanos, Cortex, or VictoriaMetrics for highly available global metrics engines.','Go','Tool','Advanced',1,'online','manual','603bb9f1d9ac7d20e9f70d01f0bf9bfe04d0db3afe7f1c31ca7bd38f6afa7346',100.0,1779033360.40729,1,'2023-02-15T01:43:04Z',NULL,NULL,NULL,'["Observability", "Metrics", "Prometheus Scale"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-02-15T01:43:04Z", "gh_stars": 31}'); @@ -6321,7 +6321,7 @@ INSERT INTO "resources" VALUES('https://github.com/giscus/giscus','github.com/gi INSERT INTO "resources" VALUES('https://github.com/git-bug/git-bug','github.com/MichaelMure/git-bug','','2024',5,'An open-source, fully distributed bug tracking mechanism built directly on Git metadata. It embeds ticket management histories directly into the source control system itself, permitting offline bug tracking, decentralized issue resolution, and programmatic API access.','Go','Library','Advanced',0,'online','manual','4c83960b8e5b1a513bec83e62833dc0dcf470ddaa0f59fdbf8412e05610aa34c',100.0,1.77913049493840289e+09,1,'2026-06-10T16:43:20Z',NULL,NULL,NULL,'["DevOps", "Version Control", "Distributed Issue Tracking"]','["[DE FACTO STANDARD]"]','["docs/git.md"]','["git.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2026-06-10T16:43:20Z", "gh_stars": 9899}'); INSERT INTO "resources" VALUES('https://github.com/git-ecosystem/git-credential-manager','Git Credential Manager Core','','2024',5,'Git Credential Manager is a secure, cross-platform helper that simplifies multi-factor authentication for hosts like GitHub, GitLab, and Azure DevOps. It securely stores credentials in platform-native keychains, abstracting token lifecycle management away from developers.','C#','Library','Intermediate',0,'online','manual','2a25383d14eb101fbfb2319c46825dd6d3f682fd4ca51e44de459bd0354e2bf0',100.0,1.77913049496083688e+09,1,'2026-06-04T16:55:49Z',NULL,NULL,NULL,'["DevOps", "Version Control", "Identity & Access Management"]','["[DE FACTO STANDARD]"]','["docs/devsecops.md", "docs/git.md"]','["devsecops.md", "git.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-04T16:55:49Z", "gh_stars": 8978}'); INSERT INTO "resources" VALUES('https://github.com/git-lfs/git-lfs','git-lfs/git-lfs: Git Large File Storage','','2024',5,'An open-source Git extension that swaps massive media elements and build binaries for lightweight reference pointers. Reduces main repository bloat to improve checkout times in large-scale operations.','Go','Library','Intermediate',0,'online','manual','7ea220e77ce55e3306722f54f095daa96bef1d6cefda24f07b7a67d61bc52c92',100.0,1.77903053175352597e+09,1,'2026-06-12T23:00:26Z',NULL,NULL,NULL,'["DevOps", "Version Control", "Large File Archival"]','["[DE FACTO STANDARD]"]','["docs/git.md"]','["git.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-12T23:00:26Z", "gh_stars": 14313}'); -INSERT INTO "resources" VALUES('https://github.com/github/hub','github/hub 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','19e5325c8cceef53dda6b4eea55c83bef59a3aa0e8ee368acf5fd214f49edef8',100.0,1.77903308492175292e+09,0,'2026-05-17T17:51:24.921753+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/github/hub','github/hub 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','19e5325c8cceef53dda6b4eea55c83bef59a3aa0e8ee368acf5fd214f49edef8',100.0,1.77903308492175292e+09,0,'2026-05-17T17:51:24.921753+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://github.com/mislav/hub"}'); INSERT INTO "resources" VALUES('https://github.com/github/roadmap','GitHub public roadmap 🌟','','2026',5,'Open-source repository compiling features and timelines across the GitHub product spectrum. Enables platform architects to plan internal upgrades matching upcoming core features.','Markdown','Repository','Beginner',0,'online','manual','3df3a08ca659e1b2ddf4eb812dc358c39a576f565facbb5044553cf4d28125c6',100.0,1.77903420836173701e+09,1,'2024-10-15T17:31:37Z',NULL,NULL,NULL,'["Developer Platforms", "Product Strategy", "GitHub Roadmap"]','["[DE FACTO STANDARD]"]','["docs/git.md"]','["git.md"]','{}','{"gh_license": "CC-BY-4.0", "gh_pushed": "2024-10-15T17:31:37Z", "gh_stars": 8766}'); INSERT INTO "resources" VALUES('https://github.com/github/spec-kit','GitHub Spec Kit','Toolkit to help you get started with Spec-Driven Development (SDD) using AI.','2025',4,'GitHub Spec Kit is an open-source toolkit designed to formalize AI-assisted software engineering through Spec-Driven Development (SDD) [1.1.4]. It shifts the traditional software lifecycle by making technical specifications executable, directly generating working implementations via AI agents like GitHub Copilot, Claude Code, or Gemini. The toolkit organizes development into discrete phases, transforming high-level requirements into structured blueprints, technical plans, and manageable task definitions to reduce prompt iteration overhead.','English','Repository','Intermediate',0,'online','automatic','4de024c361339bcc8fb99b926d6f1beb76c2fa87eb92ee34f402417484763e09',NULL,1.78035200368978691e+09,0,'2026-06-01T20:04:05Z',NULL,NULL,NULL,'["Artificial Intelligence", "AI Coding Agents", "Spec-Driven Development"]','["[EMERGING]", "[COMMUNITY-TOOL]"]','[]','[]','{}','{"category": "ai-agents-mcp", "gh_license": "MIT", "gh_pushed": "2026-06-01T20:04:05Z", "gh_stars": 107576, "reputation_status": "Vetted", "reputation_summary": "Widely praised by AI engineers as a structured and disciplined methodology for escaping the limits of raw prompt engineering, providing templates and CLI scripts to guide AI agents systematically.", "social_preview_url": "https://opengraph.githubassets.com/807cdd7d241e22dff14f616d078c92a80e56d2468c298fdde183319861aecdc2/github/spec-kit", "source_provenance": "X.com (nubenetes)", "suggested_new_category": "spec-driven-development"}'); INSERT INTO "resources" VALUES('https://github.com/gitkraken/vscode-gitlens','GitLens interactive rebase','','2016',5,'Detailed documentation on GitLens'' visual interactive rebase tool, which translates raw CLI rebase structures into a drag-and-drop workspace UI within VS Code, significantly reducing risks when rewriting commit histories.','TypeScript','Extension','Intermediate',0,'online','manual','e89e808f4e2a1a244907443e3d923b40bba53c989aadd137e8c9d01c1f32047b',100.0,1.77913049499029803e+09,1,'2026-06-13T10:03:33Z',NULL,NULL,NULL,'["Development Tools", "VS Code", "Git Extensions"]','["[DE FACTO STANDARD]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-13T10:03:33Z", "gh_stars": 9841}'); @@ -6340,7 +6340,7 @@ INSERT INTO "resources" VALUES('https://github.com/goauthentik/authentik','githu INSERT INTO "resources" VALUES('https://github.com/gobins/vault-controller','vault-controller','','2022',0,'A lightweight Kubernetes controller designed to inject HashiCorp Vault secrets natively into container execution environments. Simplifies authorization configurations and decouples microservices from vendor-specific secrets SDKs.','Go','Controller','Advanced',1,'online','manual','0f0b1d87c0f9618baece440b7ad2667cf8f9fc3ee00b642ca47fc1e5ce33eba4',100.0,1.78173604668183302e+09,1,'2026-06-18T00:40:46.681833+02:00',NULL,NULL,NULL,'["Security", "Secrets Management", "Integration"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); INSERT INTO "resources" VALUES('https://github.com/gofireflyio/aiac','==gofireflyio/aiac== 🌟','','2026',3,'Duplicate entry of the AI-powered infrastructure command-line application (aiac). Generates clean IaC templates, Dockerfiles, and CI pipelines through natural language translation engines.','Go','CLI Tool','Intermediate',0,'online','manual','16958b5e621a23c03b7845ca069d5e42569f1849e4f47ab8dfe68ad37590061e',100.0,1.77903053176265597e+09,1,'2026-03-24T10:56:24Z',NULL,NULL,NULL,'["DevOps & CI/CD", "Infrastructure as Code", "AI Code Generation"]','["[ENTERPRISE-STABLE]"]','["docs/iac.md"]','["iac.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-03-24T10:56:24Z", "gh_stars": 3792}'); INSERT INTO "resources" VALUES('https://github.com/golang-design/history','golang-design/history','','N/A',0,'An extensive curated historical archive documenting the design decisions, proposals, and development milestones of the Go programming language.','en','Repository','Intermediate',0,'online','manual','7339e336df835b857a302fd667af564836465a85c72b527e858a778d4ed44923',100.0,1779033765.72059,1,'2026-06-06T19:29:25Z',NULL,NULL,NULL,'["Cloud Native Languages", "Go", "Core Reference"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-06T19:29:25Z", "gh_stars": 1075}'); -INSERT INTO "resources" VALUES('https://github.com/golang/go','github.com/golang/go','','N/A',0,'The open-source repository containing the implementation of the Go toolchain, compiler, and runtime. Underpins the entire modern container and cloud-native ecosystem (Docker, Kubernetes).','en','Repository','Expert',0,'online','manual','79341eaf95307021dd1bc772541b237cee35cd3b9c08f66c3254a5d69b65bd3d',100.0,1.77903307483168697e+09,1,'2026-06-13T23:52:29Z',NULL,NULL,NULL,'["Cloud Native Languages", "Go", "Core Reference"]','["[DE FACTO STANDARD]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "BSD-3-Clause", "gh_pushed": "2026-06-13T23:52:29Z", "gh_stars": 134684}'); +INSERT INTO "resources" VALUES('https://github.com/golang/go','github.com/golang/go','','N/A',0,'The open-source repository containing the implementation of the Go toolchain, compiler, and runtime. Underpins the entire modern container and cloud-native ecosystem (Docker, Kubernetes).','en','Repository','Expert',0,'duplicate','manual','79341eaf95307021dd1bc772541b237cee35cd3b9c08f66c3254a5d69b65bd3d',100.0,1.77903307483168697e+09,1,'2026-06-13T23:52:29Z',NULL,NULL,NULL,'["Cloud Native Languages", "Go", "Core Reference"]','["[DE FACTO STANDARD]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "BSD-3-Clause", "gh_pushed": "2026-06-13T23:52:29Z", "gh_stars": 134684, "duplicate_of": "https://github.com/golang/vscode-go/blob/master/README.md"}'); INSERT INTO "resources" VALUES('https://github.com/golang/vscode-go/blob/master/README.md','github.com/golang/vscode-go 🌟','','2026',5,'The official Visual Studio Code Go extension, providing rich language support via the Go Language Server (gopls). Integrates Delve for robust debugging, automated importing, structural profiling, and diagnostic testing.','Go','GitHub Repository','Intermediate',0,'online','manual','cc3240753fe6261e8fa0d776a10f0b1677bd4802ba2b0ef21e509d554f581fe0',100.0,1.779031808319067e+09,1,'2026-06-13T12:13:43Z',NULL,NULL,NULL,'["Development Environment", "Language Tooling", "Go"]','["[DE FACTO STANDARD]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-13T12:13:43Z", "gh_stars": 4252}'); INSERT INTO "resources" VALUES('https://github.com/goldbergyoni/nodebestpractices/blob/spanish-translation/README.spanish.md','NodeJS Best Practices (Spanish Translation)','','2024',5,'Spanish localization of the leading Node.js architecture and security handbook. It offers comprehensive design blueprints covering error handling, clean architecture, security, production readiness, and testing guidelines for scalable enterprise systems.','Spanish','Repository','Advanced',1,'online','manual','df5a4da988f2552a67dd3a172925d42383d550e36d6f8e1b81064fb26bab1585',100.0,1.7790312589687941e+09,1,'2025-04-15T21:52:42Z',NULL,NULL,NULL,'["Software Engineering", "Web Development", "NodeJS"]','["[DE FACTO STANDARD]"]','["docs/cheatsheets.md", "docs/golang.md", "docs/introduction.md"]','["golang.md", "cheatsheets.md", "introduction.md"]','{}','{"gh_license": "CC-BY-SA-4.0", "gh_pushed": "2025-04-15T21:52:42Z", "gh_stars": 105318}'); INSERT INTO "resources" VALUES('https://github.com/google/agents-cli','Google Agents CLI','','2025',4,'An official command-line tool from Google built to design, test, and deploy agentic AI workflows. Leveraging the Model Context Protocol (MCP) and Google LLM APIs, it facilitates automated task orchestration across local filesystems and remote cloud APIs.','TypeScript','CLI Tool','Advanced',1,'online','manual','4fec61eed9d0bc778980dba4be9db4bfa0284b1b76b7d78504560aea1f89e11b',100.0,1.77903095227693891e+09,1,'2026-06-10T17:15:35Z',NULL,NULL,NULL,'["AI & Orchestration", "Agentic Workflows", "Command-Line Tools"]','["[ENTERPRISE-STABLE]"]','["docs/GoogleCloudPlatform.md", "docs/ai.md", "docs/kubernetes.md"]','["ai.md", "GoogleCloudPlatform.md", "kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-10T17:15:35Z", "gh_stars": 2853}'); @@ -6348,7 +6348,7 @@ INSERT INTO "resources" VALUES('https://github.com/google/clusterfuzzlite','==go INSERT INTO "resources" VALUES('https://github.com/google/gke-policy-automation','google/gke-policy-automation','','2024',5,'A Google-maintained open-source tool designed to automate policy audits on GKE cluster setups using Open Policy Agent (OPA) Gatekeeper. This utility inspects cluster configuration dumps against best practices, helping security engineers secure their container footprints.','Go','Repository','Advanced',0,'online','manual','8c4bd76ded37e113156180ddd6a73bfde883f62e27d71f70c15751586c8b378b',100.0,1.77902982108650493e+09,1,'2025-11-20T02:49:20Z',NULL,NULL,NULL,'["Cloud Providers", "Google Kubernetes Engine (GKE)", "Security & Compliance"]','["[DE FACTO STANDARD]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-11-20T02:49:20Z", "gh_stars": 524}'); INSERT INTO "resources" VALUES('https://github.com/google/go-containerregistry','==github.com/google/go-containerregistry== 🌟','','2026',5,'go-containerregistry is a powerful library and CLI suite developed by Google for interacting with OCI (Open Container Initiative) registries. It allows Go applications to pull, push, analyze, and manipulate images and manifests directly over the network without needing a running Docker daemon. It serves as the programmatic foundational backbone for many modern cloud-native deployment tools, container security scanners, and custom platform architectures.','Go','Library','High',0,'online','manual','824bcad8179ee7eaed9201881d94b083b2c5691fa73025ef25044107e77de14d',100.0,1.77903008717014408e+09,1,'2026-06-12T17:46:16Z',NULL,NULL,NULL,'["Infrastructure", "Container Registries", "Go Library"]','["[DE FACTO STANDARD]"]','["docs/docker.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "docker.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T17:46:16Z", "gh_stars": 3918}'); INSERT INTO "resources" VALUES('https://github.com/google/jsonnet/tree/master/case_studies/kubernetes','jsonnet data templating language','','2026',5,'A data templating language designed for application configurations. This case study demonstrates how Jsonnet models complex Kubernetes resources through variables, imports, conditionals, and functions, generating valid JSON configurations that compile directly into clean Kubernetes YAML.','Jsonnet','Tool','Advanced',0,'online','manual','12857cf535306b3dff99a713012717134fb582719ffdc0e27fb1d47c0b1aa38a',100.0,1.77902932574823188e+09,1,'2026-03-30T14:23:57Z',NULL,NULL,NULL,'["Configuration", "CDK & DSLs", "Jsonnet"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-03-30T14:23:57Z", "gh_stars": 7517}'); -INSERT INTO "resources" VALUES('https://github.com/google/ko','Ko: Easy Go Containers 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','8e4aa65a2a01aa4d4deeccc0b4ae26eb2ced7e4e50f7646be6e4769db788190a',100.0,1.77903238380997705e+09,0,'2026-05-17T17:39:43.809977+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/google/ko','Ko: Easy Go Containers 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8e4aa65a2a01aa4d4deeccc0b4ae26eb2ced7e4e50f7646be6e4769db788190a',100.0,1.77903238380997705e+09,0,'2026-05-17T17:39:43.809977+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/ko-build/ko"}'); INSERT INTO "resources" VALUES('https://github.com/google/log4jscanner','==google/log4jscanner==','','2021',5,'Google''s high-speed scanning utility developed to locate vulnerable Log4j dependencies within local file structures and directory trees. Written in Go, it parses unpackaged Java archives to identify compromised signatures. It is an excellent tool for performing fast, offline validation on build artifacts.','Go','Tool','Intermediate',0,'online','manual','fc5d86790279e6ff9b96ad807c47be809311d97fb5c9c964ef1b3f7745a767ee',100.0,1.77903305154724788e+09,1,'2022-06-30T03:03:00Z',NULL,NULL,NULL,'["Security", "Vulnerabilities", "Log4Shell Scanners"]','["[DE FACTO STANDARD]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-06-30T03:03:00Z", "gh_stars": 1563}'); INSERT INTO "resources" VALUES('https://github.com/google/prometheus-slo-burn-example','opensource.google: Prometheus SLO example','','2021',5,'Google''s open-source templates demonstrating complex multi-window, multi-burn-rate Alerting on Service Level Objectives (SLOs) within Prometheus. Establishes the standard implementation of modern SRE monitoring guidelines.','YAML','Open Source Tool','Advanced',0,'online','manual','b7c0dc57df89b3d6482acc1bd04f343b8036d2a66d653d9f4e9a6c728a3d7b14',100.0,1.77913049501705288e+09,1,'2019-05-30T22:29:10Z',NULL,NULL,NULL,'["Observability", "SLAs & SLOs", "Reference Implementation"]','["[DE FACTO STANDARD]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2019-05-30T22:29:10Z", "gh_stars": 142}'); INSERT INTO "resources" VALUES('https://github.com/google/python-fire','==google/python-fire== 🌟','','2025',5,'Curator Insight presents Google Fire as a library that instantly derives fully operational CLI endpoints from any Python object. Live Grounding confirms its extensive use in data engineering pipelines to easily export complex programmatic code without setting up manual parsing boilerplate.','Python','Library','Intermediate',0,'online','manual','df1413081fc9aef12fa7c88d8bbc3cb120d92ededd11fb30233d7fb4aa04e4c8',100.0,1.77903134179152297e+09,1,'2026-04-01T09:05:35Z',NULL,NULL,NULL,'["Software Engineering", "Python", "CLI Generation"]','["[DE FACTO STANDARD]"]','["docs/python.md"]','["python.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-04-01T09:05:35Z", "gh_stars": 28203}'); @@ -6356,12 +6356,12 @@ INSERT INTO "resources" VALUES('https://github.com/google/slo-generator','SLO Ge INSERT INTO "resources" VALUES('https://github.com/google/zx','zx','','2021',5,'A modern execution tool built by Google that lets developers write robust scripting pipelines using JavaScript or TypeScript. It automates child-process management, string escaping, and error checks. Live Grounding validates it as a major evolutionary replacement for unwieldy Bash scripts in contemporary pipelines.','JavaScript','Library','Intermediate',0,'online','manual','ff190bac51cf391fef3a8488556200dd011adf69335c4f95bc65c1c6b4e572c6',100.0,1.77903448480296897e+09,1,'2026-06-13T01:03:50Z',NULL,NULL,NULL,'["Infrastructure & Operations", "Shell Scripting", "Modern Shell Alternatives"]','["[DE FACTO STANDARD]"]','["docs/linux.md"]','["linux.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T01:03:50Z", "gh_stars": 45534}'); INSERT INTO "resources" VALUES('https://github.com/gopaddle-io/configurator','gopaddle-io/configurator','','2020',2,'An automation controller watching ConfigMap and Secret events to automatically trigger rolling updates on corresponding workloads. It bridges configuration state changes with zero-downtime deployment workflows without manual redeploys.','Go','Kubernetes Controller','Intermediate',0,'online','manual','ed41f1daa82d28b02c69ace91ecc18809c7f6a2b3317a36f8970cab7c991abf6',100.0,1.77902956584661889e+09,1,'2024-01-29T21:07:12Z',NULL,NULL,NULL,'["GitOps & Configuration", "Dynamic Configurations", "Lifecycle Management"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2024-01-29T21:07:12Z", "gh_stars": 115}'); INSERT INTO "resources" VALUES('https://github.com/goss-org/goss','aelsabbahy/goss','','2016',4,'Goss is an ultra-fast, YAML-based infrastructure validation and health-checking tool. Commonly utilized in Kubernetes as a minimal, lightweight container liveness/readiness probe or system validation suite.','Go','Validation Tool','Low',0,'online','manual','599d7c114ad70f7c2533e2919513ae4ff015891c840061c6ab79b4a54b3d841f',100.0,1.77913049495784592e+09,1,'2026-06-08T18:19:17Z',NULL,NULL,NULL,'["Performance & Testing", "Cluster Validation", "Health Checking"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T18:19:17Z", "gh_stars": 5904}'); -INSERT INTO "resources" VALUES('https://github.com/govirtuo/kube-ns-suspender','govirtuo/kube-ns-suspender 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','7ccc734e40d5f5bd2b9af238148c21df9beb035f7096a975756f0a216da1799c',100.0,1.77903224546983289e+09,0,'2026-05-17T17:37:25.469833+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/govirtuo/kube-ns-suspender','govirtuo/kube-ns-suspender 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7ccc734e40d5f5bd2b9af238148c21df9beb035f7096a975756f0a216da1799c',100.0,1.77903224546983289e+09,0,'2026-05-17T17:37:25.469833+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/kube-ns-suspender/kube-ns-suspender"}'); INSERT INTO "resources" VALUES('https://github.com/grafana/agent','grafana/agent: Grafana Agent','','2024',5,'An agent for metrics, logs, and trace collection. Live grounding confirms Grafana Agent is now deprecated and succeeded by Grafana Alloy, the vendor''s unified telemetry collector for OpenTelemetry and Prometheus.','Go','Repository','Advanced',1,'online','manual','42acde43745effb075e35bcdad1e042924521a26e511954e82c2f16f694308c4',100.0,1.77903238087307405e+09,1,'2026-06-13T21:15:40Z',NULL,NULL,NULL,'["Observability & Monitoring", "Data Collection", "Telemetry Agents"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/grafana.md"]','["grafana.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T21:15:40Z", "gh_stars": 1709}'); INSERT INTO "resources" VALUES('https://github.com/grafana/mimir','github.com/grafana/mimir','','2022',5,'Grafana Mimir is a highly scalable, multi-tenant database for long-term Prometheus metrics storage. Engineered to easily process billions of active series with fast query performance and operational isolation.','Go','Repository','Advanced',1,'online','manual','35393723f9f6fa4ec27a899e1205b638a027699ee62dd5194b00e31a44903221',100.0,1779031615.76551,1,'2026-06-14T09:48:11Z',NULL,NULL,NULL,'["Observability & Monitoring", "Metrics Storage", "Scalable TSDB"]','["[DE FACTO STANDARD]"]','["docs/grafana.md"]','["grafana.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2026-06-14T09:48:11Z", "gh_stars": 5124}'); INSERT INTO "resources" VALUES('https://github.com/grafana/tanka','tanka','','2026',4,'Grafana Tanka is an enterprise-grade configuration utility that uses the Jsonnet programming language to generate declarative Kubernetes manifests. By replacing raw YAML files with reusable functions and nested structures, Tanka ensures clean modularity across complex multi-cluster environments. It is highly valued for managing complex observability deployments like Prometheus and Grafana stacks.','Go','Configuration Tool','Advanced',0,'online','manual','f0f449caab037a1b55ce5c7b9466a4e5e7ec80d143f698945ad0c9736c23a67c',100.0,1.77903330978217792e+09,1,'2026-06-14T05:21:30Z',NULL,NULL,NULL,'["Application Delivery", "Configuration Management", "Jsonnet"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T05:21:30Z", "gh_stars": 2670}'); INSERT INTO "resources" VALUES('https://github.com/grafana/tempo','Grafana Tempo','','2026',5,'A high-scale, cost-effective distributed tracing backend designed to work exclusively with object storage like S3 or GCS. In 2026, Tempo has consolidated its position as the premier choice for large-scale enterprise tracing, deeply integrated with Grafana Loki and Mimir to correlate logs, metrics, and traces.','Go','Repository','Advanced',1,'online','manual','78d8cbe88fd38721caa5f8f4b399878c4a62eeee3cdee4ff12d1f5e5fa996c27',100.0,1.77903370488025188e+09,1,'2026-06-13T17:10:29Z',NULL,NULL,NULL,'["Cloud Native", "Observability", "Distributed Tracing"]','["[DE FACTO STANDARD]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2026-06-13T17:10:29Z", "gh_stars": 5305}'); -INSERT INTO "resources" VALUES('https://github.com/gravitational/teleport','Teleport 🌟','','2026',5,'The premier multi-protocol infrastructure access gateway. Teleport consolidates SSH, database, web app, and Kubernetes API session access into an audited, identity-backed portal with detailed record-keeping, biometric integration, and enterprise access reviews.','Go','Service','High',1,'online','manual','99ad550caec041b2881b70c1e9bc86ad0de2257122e7f4e21981d3f2bee4fde7',100.0,1.7790336100963931e+09,1,'2026-06-13T21:53:12Z',NULL,NULL,NULL,'["Networking & Security", "Access Control", "Identity Gateways"]','["DE FACTO STANDARD"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2026-06-13T21:53:12Z", "gh_stars": 20488}'); +INSERT INTO "resources" VALUES('https://github.com/gravitational/teleport','Teleport 🌟','','2026',5,'The premier multi-protocol infrastructure access gateway. Teleport consolidates SSH, database, web app, and Kubernetes API session access into an audited, identity-backed portal with detailed record-keeping, biometric integration, and enterprise access reviews.','Go','Service','High',1,'online','manual','99ad550caec041b2881b70c1e9bc86ad0de2257122e7f4e21981d3f2bee4fde7',100.0,1.7790336100963931e+09,1,'2026-06-13T21:53:12Z',NULL,NULL,NULL,'["Networking & Security", "Access Control", "Identity Gateways"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2026-06-13T21:53:12Z", "gh_stars": 20488}'); INSERT INTO "resources" VALUES('https://github.com/gravitational/teleport/discussions/8330','Connecting and authenticating to Jenkins with Teleport Application Access','','2021',5,'Explains how to secure Jenkins controller instances with identity-aware authorization proxies via Teleport Application Access. *Curator Insight*: Security gateways. *Live Grounding*: Critical blueprint for modern security compliance, eliminating the vulnerability of exposing Jenkins directly to the internet.','English','Documentation','Advanced',0,'online','manual','3ae81f1e26f723553a9985d83a5ba83b608cb7da8491be7d57e345dbc9ef7347',100.0,1.77902947299473905e+09,1,'2026-06-13T21:53:12Z',NULL,NULL,NULL,'["CI/CD Pipelines", "Security", "Access Management"]','["[DE FACTO STANDARD]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2026-06-13T21:53:12Z", "gh_stars": 20488}'); INSERT INTO "resources" VALUES('https://github.com/gravitl/netmaker','NetMaker','','2025',4,'Netmaker is a high-speed, dynamic overlay network orchestrator powered by WireGuard. It facilitates direct, secure mesh networks across multi-cloud, on-premises, and edge Kubernetes nodes, drastically reducing latency compared to traditional overlay options like VXLAN or IPSec. Netmaker is highly valuable for hybrid cluster topologies and secure cross-regional communication.','Go','Platform','High',0,'online','manual','461d6feb067687a3eee4be5d99ca748eab30f86a8f003957b60479535cb6af74',100.0,1.77903058366476106e+09,1,'2026-06-13T03:24:38Z',NULL,NULL,NULL,'["Networking", "Overlay Networks", "WireGuard VPN"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-networking.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "kubernetes-networking.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-13T03:24:38Z", "gh_stars": 11628}'); INSERT INTO "resources" VALUES('https://github.com/griddynamics/mpl','griddynamics/mpl','','2021',5,'Curator Insight presents the Modular Pipeline Library (MPL) from Grid Dynamics as a tool for creating clean, maintainable Jenkins pipelines. Live Grounding confirms that MPL significantly reduces Groovy boilerplate by introducing modular execution configurations and reusable testing frameworks. This represents an exceptionally scalable design pattern for large-scale enterprise environments.','Groovy','Repository','Advanced',0,'online','manual','7f6be9f587b82afed39000db10a522cc2efef44151914c5f3d2faa2d4541b92d',100.0,1779029509.85872,1,'2024-11-07T04:50:55Z',NULL,NULL,NULL,'["DevOps", "CI/CD Platforms", "Jenkins", "Modular Pipeline Library"]','["[DE FACTO STANDARD]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-11-07T04:50:55Z", "gh_stars": 165}'); @@ -6375,7 +6375,7 @@ INSERT INTO "resources" VALUES('https://github.com/gruntwork-io/terragrunt-infra INSERT INTO "resources" VALUES('https://github.com/gshipley/installcentos','Install RedHat OKD 3.10 on your development box:','','2018',1,'Community script repository designed to install CentOS-based OKD 3.10 on local workstations. These routines are entirely non-functional for modern platform operations in 2026, where local development is managed via OpenShift Local (CRC) or single-node (SNO) profiles.','Shell','Code Repository','Advanced',0,'online','manual','ff9d1221dd8a3bdf07bf5b97ed39a381f07cfd504e1fb20021a22abb0ac8bd67',100.0,1.78173612311011791e+09,1,'2026-06-18T00:42:03.110118+02:00',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes Distributions", "OKD Core Legacy"]','["[COMMUNITY-TOOL]"]','["docs/openshift.md"]','["openshift.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); INSERT INTO "resources" VALUES('https://github.com/gudpick/pods','github ref1','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','25bce8646ca01a675be677e4ffeadce8eb83da1f3d44769fca5fc7d8f4937d4d',100.0,1.77903338497379589e+09,1,'2026-05-17T17:56:24.973796+02:00',NULL,NULL,NULL,'[]','[]','["docs/sonarqube.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://github.com/gudpick/pods/tree/master/sonar-latest','github ref2','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','1a18ea4de1911e1e484dd824fc1f9ff5226c6c1c816b83905efacc83fa4b69aa',100.0,1.77903112278857207e+09,1,'2026-05-17T17:18:42.788572+02:00',NULL,NULL,NULL,'[]','[]','["docs/sonarqube.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/gventuri/pandas-ai','==github.com/gventuri/pandas-ai==','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','d512d4770ea4789aecc81bef4471e1839821b2a2838a17f2acfaad339689f6c7',100.0,1.77903133383323597e+09,0,'2026-05-17T17:22:13.833236+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/gventuri/pandas-ai','==github.com/gventuri/pandas-ai==','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d512d4770ea4789aecc81bef4471e1839821b2a2838a17f2acfaad339689f6c7',100.0,1.77903133383323597e+09,0,'2026-05-17T17:22:13.833236+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{"duplicate_of": "https://github.com/sinaptik-ai/pandas-ai"}'); INSERT INTO "resources" VALUES('https://github.com/gyli/DictMySQL','DictMySQL: A MySQL class for more convenient database manipulation with Python dictionary','','2016',2,'Curator Insight introduces DictMySQL as a dictionary-driven query execution abstraction. Live Grounding emphasizes that while useful for scripting, modern enterprise developments rely on full-fledged ORMs (like SQLAlchemy or Tortoise) to guarantee database injection protection and proper pool scaling.','Python','Library','Intermediate',0,'online','manual','151d6d5be3073376f7436d69ab5b6f4932f2c6a24bb83b7c93b819e986f8b9a6',100.0,1.77913049502229809e+09,1,'2018-12-04T06:42:34Z',NULL,NULL,NULL,'["Data Science", "Data Engineering", "Database Adapters"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2018-12-04T06:42:34Z", "gh_stars": 56}'); INSERT INTO "resources" VALUES('https://github.com/hadolint/hadolint','==hadolint/hadolint: Haskell Dockerfile Linter==','','2026',5,'Hadolint is a Haskell-based linter that parses Dockerfiles and validates them against container best practices and Shellcheck rules. It ensures developers avoid common pitfalls such as running as root, using mutable base tags, or failing to clean package manager caches. Integrating Hadolint into CI/CD pipelines ensures secure, standardized, and highly optimized container builds across enterprise teams.','Haskell','Tool','Medium',0,'online','manual','168d25de939de633ad29bee4a05a5b3db3157a293578ca9b07bc97f87f5433c6',100.0,1.77903216340374398e+09,1,'2026-06-11T07:29:04Z',NULL,NULL,NULL,'["Security", "Static Analysis", "Linter"]','["[DE FACTO STANDARD]"]','["docs/docker.md"]','["docker.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2026-06-11T07:29:04Z", "gh_stars": 12216}'); INSERT INTO "resources" VALUES('https://github.com/haflidif/terraform-azurerm-dns-private-resolver',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','034762c5cdcba4d162872350dbb4a0a01a9b2d959af44d59dda356880a6c5df7',100.0,1.77903058366952705e+09,0,'2026-05-17T17:09:43.669527+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}'); @@ -6396,7 +6396,7 @@ INSERT INTO "resources" VALUES('https://github.com/hayao-k/cdk-ecr-image-scan-no INSERT INTO "resources" VALUES('https://github.com/hbollon/k8s-voting-app-aws','hbollon/k8s-voting-app-aws','','2021',1,'Reference multi-tier microservice architecture demonstrating AWS integration. Contains a polyglot microservice arrangement with Redis caches, PostgreSQL transactional engines, and reactive frontend layers structured for EKS deployments.','Go','Repository','Intermediate',1,'online','manual','49bc5bec07d23712f082c6dd4bb216c46b369ff82bbdf5b0a8a70d9fcd9a53dc',100.0,1.77903384539733195e+09,1,'2022-01-10T13:28:45Z',NULL,NULL,NULL,'["Architecture", "Microservices", "Demo Systems"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-01-10T13:28:45Z", "gh_stars": 34}'); INSERT INTO "resources" VALUES('https://github.com/hcavarsan/kftray','==github.com/hcavarsan/kftray== ⭐','','2023',5,'KFTray is a desktop-native menubar utility designed to manage multiple simultaneous kubectl port forwarding connections. It simplifies complex local development loops by allowing engineers to save, group, and dynamically trigger port-forward rules across distinct clusters and namespaces.','TypeScript / Rust','Desktop GUI App','Beginner',0,'online','manual','f1543d16c58b2fa35e6932543e9a3ff128c7022fafcb775225935e22df2c13fd',100.0,1.77903072762957096e+09,1,'2026-06-14T05:31:03Z',NULL,NULL,NULL,'["Observability & Diagnostics", "Developer Productivity", "Port Forwarding"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2026-06-14T05:31:03Z", "gh_stars": 1524}'); INSERT INTO "resources" VALUES('https://github.com/heketi/heketi',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','0d4f9d435e3073e1fcfebfaa3bda820b070e48785e446bc3ac51035757864c07',100.0,1779030394.73495,1,'2026-05-17T17:06:34.734950+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-storage.md", "docs/ocp4.md"]','[]','{}','{"gh_license": "NOASSERTION"}'); -INSERT INTO "resources" VALUES('https://github.com/helm/charts/tree/master/stable/distributed-jmeter','Jmeter','','2020',5,'The legacy Helm implementation of distributed Apache JMeter performance testing. For dynamic cluster scaling, modern performance engineering teams should transition to k6 operators or active community performance test packaging.','YAML','Helm Chart','Intermediate',1,'online','manual','233f97993adc8caf534b62b7a9a64fa3978c357ff5321224a227c0eabd9584ed',100.0,1.77903019297411489e+09,1,'2022-02-20T14:09:39Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Legacy Charts"]','["LEGACY"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-02-20T14:09:39Z", "gh_stars": 15424}'); +INSERT INTO "resources" VALUES('https://github.com/helm/charts/tree/master/stable/distributed-jmeter','Jmeter','','2020',5,'The legacy Helm implementation of distributed Apache JMeter performance testing. For dynamic cluster scaling, modern performance engineering teams should transition to k6 operators or active community performance test packaging.','YAML','Helm Chart','Intermediate',1,'online','manual','233f97993adc8caf534b62b7a9a64fa3978c357ff5321224a227c0eabd9584ed',100.0,1.77903019297411489e+09,1,'2022-02-20T14:09:39Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Legacy Charts"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-02-20T14:09:39Z", "gh_stars": 15424}'); INSERT INTO "resources" VALUES('https://github.com/helm/charts/tree/master/stable/jenkins','Jenkins','','2020',5,'The deprecated stable Helm chart repository for Jenkins. It is strongly recommended to avoid this legacy version, as active development and security patches have transitioned exclusively to the official Jenkins community repository on Artifact Hub.','YAML','Helm Chart','Intermediate',1,'online','manual','17ed5c363268ba61d2b5b5e52ced7246a17c734cda204aabe7cb872f3d8c6545',100.0,1.77903433296725296e+09,1,'2022-02-20T14:09:39Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Legacy Charts"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-02-20T14:09:39Z", "gh_stars": 15424}'); INSERT INTO "resources" VALUES('https://github.com/helm/charts/tree/master/stable/selenium','Selenium','','2020',5,'The archived official Helm stable tree configuration for Selenium Grid. It remains useful solely as a historic reference for browser automation scaling, with active releases now managed directly by the SeleniumHQ community charts.','YAML','Helm Chart','Intermediate',1,'online','manual','5695e3b79ce4533e5ba5d4d3ff322ef71b15c22292a49036b3b719fd9265f148',100.0,1.77903338498201298e+09,1,'2022-02-20T14:09:39Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Legacy Charts"]','["LEGACY"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-02-20T14:09:39Z", "gh_stars": 15424}'); INSERT INTO "resources" VALUES('https://github.com/helm/charts/tree/master/stable/sonarqube','Sonar','','2020',5,'The deprecated stable Helm chart location for SonarQube. Modern deployments must migrate to official SonarSource charts on Artifact Hub to secure enterprise support, active patches, and up-to-date database schema integrations.','YAML','Helm Chart','Intermediate',1,'online','manual','59ee51399b9c9f819c38a8b700ea67a722661806f303a814eade3b65384cfb9e',100.0,1.77903204633382511e+09,1,'2022-02-20T14:09:39Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Legacy Charts"]','["LEGACY"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-02-20T14:09:39Z", "gh_stars": 15424}'); @@ -6418,13 +6418,13 @@ INSERT INTO "resources" VALUES('https://github.com/humanlayer/12-factor-agents', INSERT INTO "resources" VALUES('https://github.com/hygieia/Hygieia','github.com/hygieia/Hygieia 🌟','','2024',2,'An enterprise DevOps dashboard originally developed by Capital One to track delivery pipelines, testing, and security traces. *Curator Insight vs. Live Grounding*: The project has transitioned into an unmaintained, archived repository. It remains highly informative structurally as a reference architecture for aggregating multi-source security and pipeline metrics.','Java','Tool','Advanced',1,'online','manual','0a761af3c4887418066a27d033bc9ace1d88cad4f2fdb7e82d5ccb2606be1e2a',100.0,1.77903099189018297e+09,1,'2023-09-29T20:43:13Z',NULL,NULL,NULL,'["DevOps", "Observability", "Dashboards"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-09-29T20:43:13Z", "gh_stars": 3819}'); INSERT INTO "resources" VALUES('https://github.com/hyscale/hyscale','hyscale 🌟','','2022',2,'Hyscale provides an application-centric abstraction over raw Kubernetes YAML, allowing developers to define service requirements using a simplified, human-friendly syntax while compiling, containerizing, and deploying services under the hood.','Java','CLI / Compilation Framework','Intermediate',0,'online','manual','be2fdaa23dc7b3827aef6a779b87d16d40fece231f5ff3d1fea85ef47d79322c',100.0,1779030356.87199,1,'2023-03-30T20:18:13Z',NULL,NULL,NULL,'["Application Lifecycle", "Manifest Generation", "Abstraction Layers"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-03-30T20:18:13Z", "gh_stars": 445}'); INSERT INTO "resources" VALUES('https://github.com/iam-veeramalla/Azure-zero-to-hero','github.com/iam-veeramalla/Azure-zero-to-hero: Azure Zero to Hero Course','','2026',5,'A structured, hands-on learning roadmap tracking Azure Cloud Administration, DevOps architectures, and fundamental services. Focuses on practical engineering exercises, building CI/CD pipelines, and writing ARM/Bicep infrastructure templates. Serves as an exceptional onboarding tool for transition-phase cloud engineers.','Python/Shell','Repository','Beginner',0,'online','manual','0b6ddbc506e144c725b5c49f83eb766b1fcd67cb5b845620c82ea2b0474361f6',100.0,1.77903188321606588e+09,1,'2024-07-17T11:06:35Z',NULL,NULL,NULL,'["Cloud Infrastructure", "Azure", "Training"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-07-17T11:06:35Z", "gh_stars": 5104, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/ianmiell/kubernetes-examples','Kubernetes Examples','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','1f069af5964ea8b746e1dc677d7a2340c998f68dc4408925d0666952ebe9607f',100.0,1.7790299504474461e+09,0,'2026-05-17T16:59:10.447446+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/ianmiell/kubernetes-examples','Kubernetes Examples','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1f069af5964ea8b746e1dc677d7a2340c998f68dc4408925d0666952ebe9607f',100.0,1.7790299504474461e+09,0,'2026-05-17T16:59:10.447446+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://github.com/ContainerSolutions/kubernetes-examples"}'); INSERT INTO "resources" VALUES('https://github.com/iann0036/iamlive','==iann0036/iamlive==','','2024',4,'An open-source utility that monitors local AWS CLI or SDK actions via a proxy engine to dynamically generate minimal-privilege IAM policies. This tool reduces the manual work of writing policies by creating accurate least-privilege configurations based on actual API calls.','Go','Tool','Intermediate',1,'online','manual','a2cd577522baff1b04d9f209c39dd2f367326b17a343500402292599abcb5f8b',100.0,1.77903348931923794e+09,1,'2026-04-19T06:45:59Z',NULL,NULL,NULL,'["Cloud Architecture", "AWS", "Identity and Access Management"]','["[ENTERPRISE-STABLE]"]','["docs/aws-security.md"]','["aws-security.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-04-19T06:45:59Z", "gh_stars": 3388}'); INSERT INTO "resources" VALUES('https://github.com/iawia002/lux','==github.com/iawia002/lux== 🌟','','N/A',0,'Curator Insight describes Lux (formerly Annie) as a fast, concurrent video downloader written in Go supporting multiple global media platforms. Live Grounding shows its vast popularity due to its high speed, multiple output formats, and clean concurrent implementation.','English','Repository','Intermediate',0,'online','manual','b77cc18088e39e9d88a93203bb6e2811997441e747cf5a07862b7680e2379d51',100.0,1779033040.98456,1,'2026-03-29T18:18:56Z',NULL,NULL,NULL,'["Media Utilities", "Go Applications", "CLI Downloaders"]','["[DE FACTO STANDARD]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-03-29T18:18:56Z", "gh_stars": 31408}'); INSERT INTO "resources" VALUES('https://github.com/ibm-messaging',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','5046e4520c2f93d14b15e1d6653db869fa84bfc7463b9a239b501a1fcf12d372',100.0,1.77903132936093807e+09,1,'2026-05-17T17:22:09.360938+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://github.com/ibm-messaging/mq-metric-samples/tree/master/cmd/mq_prometheus',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','dff7a064be7e545dc495c3a3b7ce0fc6649c5f5e25429446b4d56369c045cc14',100.0,1.77903308178659105e+09,0,'2026-05-17T17:51:21.786591+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://github.com/ibuildthecloud/wtfk8s','github.com/ibuildthecloud/wtfk8s','','2019',0,'An archived educational helper utility engineered to inspect cluster logs and auto-decode runtime error states. Although modern AI-powered and observability-driven telemetry pipelines have succeeded it, it represents an important milestone in interactive troubleshooting.','Go','CLI Tool','Intermediate',0,'online','manual','31db659805e7322db8a1cfb3945be7d4307faf10bce49386ce9ccad6315b9f02',100.0,1.77903177688155889e+09,1,'2024-06-13T09:01:43Z',NULL,NULL,NULL,'["Operations", "CLI Tooling", "Debugging"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-06-13T09:01:43Z", "gh_stars": 95}'); -INSERT INTO "resources" VALUES('https://github.com/idealista/prometheus_jmx_exporter-role','Idealista: This ansible role installs a Prometheus Node Exporter in a debian'' environment','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','baa49e4034fa8b009ddbf0ac970ddc3b619e21916c62cc0715d2d652a0b9df8d',100.0,1.77903415622352409e+09,0,'2026-05-17T18:09:16.223524+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/idealista/prometheus_jmx_exporter-role','Idealista: This ansible role installs a Prometheus Node Exporter in a debian'' environment','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','baa49e4034fa8b009ddbf0ac970ddc3b619e21916c62cc0715d2d652a0b9df8d',100.0,1.77903415622352409e+09,0,'2026-05-17T18:09:16.223524+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{"duplicate_of": "https://github.com/idealista/prometheus_jmx_exporter_role"}'); INSERT INTO "resources" VALUES('https://github.com/idealista/prometheus_jmx_exporter_role','Idealista: This ansible role installs a Prometheus Node Exporter in a debian environment','- [galaxy.ansible.com/alexdzyoba/jmx-exporter](https://galaxy.ansible.com/alexdzyoba/jmx-exporter) - [github.com/alexdzyoba/ansible-jmx-exporter](https://github.com/alexdzyoba/ansible-jmx-exporter)','2024',5,'Specialized Ansible playbook role targeting JMX and Node Exporter configurations inside Debian architectures. Ideal for standardized on-premise JVM infrastructure telemetry deployment.','Shell','Repository','Intermediate',0,'online','manual','3c7a847a892e1ac414a8ad91bc065e33fbe5baf64476b1a3594b6339373784f2',100.0,1.7791304950297091e+09,1,'2023-09-06T09:20:33Z',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Node Exporter Deployment"]','["[DE FACTO STANDARD]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-09-06T09:20:33Z", "gh_stars": 6}'); INSERT INTO "resources" VALUES('https://github.com/idoavrah/terraform-tui','github.com/idoavrah/terraform-tui: TFTUI - The Terraform textual UI','','2024',3,'TFTUI (The Terraform Textual UI) is an interactive, console-based monitoring utility designed to query active Terraform state graphs. Developed in Python, it allows platform administrators to navigate complex resource matrices, track active drift, and trigger targeted states without leaving the terminal console. It streamlines high-velocity manual debugging.','Python','TUI Tool','Intermediate',0,'online','manual','b2930ecf4a0e159a0bf1f24f36682f1d7975883105b07b522834ffce180a5dfd',100.0,1.77902926826981306e+09,1,'2024-07-09T18:55:17Z',NULL,NULL,NULL,'["Infrastructure as Code", "User Interfaces", "TUI Engines"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-07-09T18:55:17Z", "gh_stars": 1284}'); @@ -6439,7 +6439,7 @@ INSERT INTO "resources" VALUES('https://github.com/influxdata/telegraf/tree/mast INSERT INTO "resources" VALUES('https://github.com/influxdata/telegraf/tree/master/plugins/outputs/prometheus_client','Telegraf Prometheus Output Plugin','','2026',5,'Source code and implementation guide for Telegraf''s Prometheus output integration. Allows standard push-based collection architectures to export telemetry data via a pull-based scraping API.','Go','Plugin','Intermediate',0,'online','manual','8320accfa48b8db4bc37b92ba9672a6cbef304b53234d4a813cdd6d846e8c652',100.0,1.77903095472852206e+09,1,'2026-06-11T16:38:05Z',NULL,NULL,NULL,'["Observability", "Metrics", "Interoperability"]','["[DE FACTO STANDARD]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-11T16:38:05Z", "gh_stars": 17615}'); INSERT INTO "resources" VALUES('https://github.com/infracost/infracost','Infracost 🌟','','2025',5,'The premier open-source parser for analyzing HCL variables and producing deep cloud cost projections before resource allocation. By feeding plans to a curated pricing API, Infracost acts as a vital continuous integration step for budget enforcement.','Go','Repository','Intermediate',0,'online','manual','1c7e3e51dfc46bc4b99cb49bfcd37be3f83761a36aff36eeee561215d2962d6f',100.0,1779031423.07041,1,'2026-06-03T14:55:27Z',NULL,NULL,NULL,'["Infrastructure as Code", "FinOps", "Cost Estimation"]','["[DE FACTO STANDARD]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-03T14:55:27Z", "gh_stars": 12365}'); INSERT INTO "resources" VALUES('https://github.com/infrahouse/infrahouse-toolkit','github.com/infrahouse/infrahouse-toolkit','','2025',5,'The Infrahouse Toolkit provides operational automation helpers specifically engineered to simplify AWS infrastructure deployment pipelines. It streamlines actions such as dynamic DNS configurations, instance lifecycle hooks, and local environment bootstrapping. Useful for platform teams standardizing custom deployment policies.','Python','Repository','Intermediate',0,'online','manual','9c15f86bdb31f9f268ea337677d923e0c0a7f48a31c5985b7f890c79d8eb8147',100.0,1.77903157518578195e+09,1,'2026-06-12T02:07:31Z',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Automation"]','["[DE FACTO STANDARD]"]','["docs/aws-tools-scripts.md"]','["aws-tools-scripts.md", "index.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-12T02:07:31Z", "gh_stars": 74}'); -INSERT INTO "resources" VALUES('https://github.com/infrahouse/terraform-aws-ecs','github.com/infrahouse/terraform-aws-ecs','','2023',0,'A community-focused open-source Terraform module designed for seamless ECS cluster creation. Automates the linkage of EC2 capacity providers, CloudWatch log streams, and custom capacity provider strategy definitions.','HCL','Repository','Intermediate',0,'online','manual','20d9efe3504978de432d24d6bebb9d3dda9ee5d9e08e548e50622b2b2679e488',100.0,1.77903401599497604e+09,1,'2026-06-14T03:48:49Z',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Compute & Serverless"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T03:48:49Z", "gh_stars": 1}'); +INSERT INTO "resources" VALUES('https://github.com/infrahouse/terraform-aws-ecs','github.com/infrahouse/terraform-aws-ecs','','2023',0,'A community-focused open-source Terraform module designed for seamless ECS cluster creation. Automates the linkage of EC2 capacity providers, CloudWatch log streams, and custom capacity provider strategy definitions.','HCL','Repository','Intermediate',0,'duplicate','manual','20d9efe3504978de432d24d6bebb9d3dda9ee5d9e08e548e50622b2b2679e488',100.0,1.77903401599497604e+09,1,'2026-06-14T03:48:49Z',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Compute & Serverless"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T03:48:49Z", "gh_stars": 1, "duplicate_of": "https://github.com/infrahouse/terraform-aws-openvpn"}'); INSERT INTO "resources" VALUES('https://github.com/infrahouse/terraform-aws-openvpn','github.com/infrahouse/terraform-aws-openvpn','','2023',2,'An AWS-specific Terraform module designed to provision a highly available OpenVPN server. Integrates Route53 DNS, Auto Scaling Groups, and AWS systems manager (SSM) configurations out of the box.','HCL','Module','Intermediate',0,'online','manual','1d66d9a63ba22cb3f82bc77c55f8a13fc50d4d3f5eeef87fb248c8f7cd154023',100.0,1.77902956183196306e+09,1,'2026-06-10T14:04:59Z',NULL,NULL,NULL,'["Infrastructure as Code", "AWS", "Networking"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-10T14:04:59Z", "gh_stars": 11}'); INSERT INTO "resources" VALUES('https://github.com/infrahq/infra','==infrahq/infra== 🌟','','2026',3,'Infra was originally designed as a high-density identity access management layer that mapped single-sign-on (SSO) providers directly to Kubernetes RBAC. Live grounding in 2026 confirms that the project was officially archived and ceased active development in early 2024. Teams should treat its architecture as a conceptual reference and seek active alternatives like Teleport or Pinniped.','Go','IAM Platform','Intermediate',0,'online','manual','410931b597d37bc915834cd79f9695bd30a991223bd4fd70145fe1a067f8b859',100.0,1.77903413944020104e+09,1,'2026-06-13T10:07:13Z',NULL,NULL,NULL,'["Security", "Identity & Access", "Authentication"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-13T10:07:13Z", "gh_stars": 1461}'); INSERT INTO "resources" VALUES('https://github.com/inguardians/peirates','inguardians/peirates','','2019',5,'Peirates is a dedicated Kubernetes post-exploitation penetration testing tool designed to automate cluster privilege escalation and asset traversal. Once a container boundary is breached, Peirates scans for exposed credentials, ServiceAccounts, and API permissions.','Go','Exploitation Framework','Advanced',0,'online','manual','0d5825f04e02d91244d93abba956de34078d1d81d78c4c514ec04df876d18757',100.0,1.77903065554342794e+09,1,'2026-04-16T20:50:44Z',NULL,NULL,NULL,'["Security & Hardening", "Vulnerability Assessment", "Offensive Tools"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "GPL-2.0", "gh_pushed": "2026-04-16T20:50:44Z", "gh_stars": 1450}'); @@ -6454,13 +6454,13 @@ INSERT INTO "resources" VALUES('https://github.com/int128/kubelogin','kubelogin INSERT INTO "resources" VALUES('https://github.com/iovisor/bpftrace','bpftrace','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','7c9e0a0f2e6f8113957d1d157db717e22db217a91e4b0ff70eeb499b70fc88e3',100.0,1.77903171501750111e+09,0,'2026-05-17T17:28:35.017501+02:00',NULL,NULL,NULL,'[]','[]','["docs/linux.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://github.com/iovisor/kubectl-trace','kubectl-trace','','2026',5,'An administrative kubectl plugin designed to schedule and run bpftrace programs directly on target cluster nodes. It spawns custom, privileged debugging pods to attach eBPF tracing hooks into the host kernel, enabling high-performance diagnostic analysis of system calls and system bottlenecks without modifying application code.','Go','Tool','Advanced',0,'online','manual','1b54b9da81faaf2c99d08e23b955c538efee39c5ffcd84b6cc377bb2eb6ea2b2',100.0,1.77902999150788307e+09,1,'2026-04-16T20:47:34Z',NULL,NULL,NULL,'["Observability", "Debugging", "eBPF Diagnostics"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-04-16T20:47:34Z", "gh_stars": 2177}'); INSERT INTO "resources" VALUES('https://github.com/irockel/tda',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','e8d955ba76f22cc02d1169694148ecf98bef7c0c2070a5b9f28039d5f553451f',100.0,1.7790295735535469e+09,0,'2026-05-17T16:52:53.553547+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/isaaguilar/terraform-operator','isaaguilar/terraform-operator: Terraform Operator','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','23a0d98556ee64532044e3060d4a96496677b0af859a763ccd3b489256113508',100.0,1779032552.53628,0,'2026-05-17T17:42:32.536280+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-operators-controllers.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/isaaguilar/terraform-operator','isaaguilar/terraform-operator: Terraform Operator','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','23a0d98556ee64532044e3060d4a96496677b0af859a763ccd3b489256113508',100.0,1779032552.53628,0,'2026-05-17T17:42:32.536280+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-operators-controllers.md"]','[]','{}','{"duplicate_of": "https://github.com/GalleyBytes/terraform-operator"}'); INSERT INTO "resources" VALUES('https://github.com/ishantanu/awesome-kubectl-plugins','Awesome Kubectl plugins','','2026',5,'A highly curated repository indexing popular and helpful kubectl plugins. It is categorized by operational tasks (security, monitoring, context switching), allowing platform teams to quickly identify community-vetted tools to speed up cluster troubleshooting and engineering workflows.','Markdown','Curated List','Beginner',0,'online','manual','3c103efb241bf9941e2263f47e005ee581404865a5259424e4aefd29ce1bc720',100.0,1.7790298387617731e+09,1,'2025-11-05T14:35:56Z',NULL,NULL,NULL,'["Operations", "Command Line Tools", "Kubectl Plugins"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md", "docs/other-awesome-lists.md"]','["kubernetes.md", "other-awesome-lists.md"]','{}','{"gh_license": "CC0-1.0", "gh_pushed": "2025-11-05T14:35:56Z", "gh_stars": 1007, "is_special": true}'); INSERT INTO "resources" VALUES('https://github.com/istio-ecosystem/admiral','istio-ecosystem/admiral','','2023',5,'An active Istio-ecosystem tool that automates multi-cluster configuration management. Eliminates the need to manually configure ServiceEntries and DNS across clusters, programmatically stitching distinct meshes together for transparent scale.','Go','Repository','High',1,'online','manual','ab01b6e506ace645a75202ccb079cce7e5c21d04bacbf8f27229119c5e6ab7a4',100.0,1.77903302001026296e+09,1,'2025-10-15T17:58:17Z',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Multi-Cluster", "Automation"]','["[DE FACTO STANDARD]"]','["docs/istio.md"]','["istio.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-10-15T17:58:17Z", "gh_stars": 639}'); INSERT INTO "resources" VALUES('https://github.com/istio/istio','github.com: Istio','','2026',5,'Main repository containing Istio''s unified control plane (Istiod) and orchestration engines. Configures secure high-performance Envoy proxies as sidecars (or in ambient mode) to manage ingress, egress, and mutual TLS.','Go','Repository','Advanced',1,'online','manual','f9a9db53fe9787e2077b909228b9252d5893a66dc3110b102220573bc3a28b07',100.0,1779031560.11379,1,'2026-06-14T02:55:33Z',NULL,NULL,NULL,'["Service Mesh", "Networking", "Traffic Management"]','["[DE FACTO STANDARD]"]','["docs/istio.md"]','["istio.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T02:55:33Z", "gh_stars": 38217}'); INSERT INTO "resources" VALUES('https://github.com/istio/tools/blob/master/perf/README.md','Istio Performance/Stability Testing','','2023',5,'The official benchmark suite for evaluating Istio control plane and data plane performance. Platform engineers use this suite to run stress tests, measure sidecar latency injection, and detect potential resource leaks in upstream Envoy proxy layers.','Go','Repository','High',1,'online','manual','793dba1c4d5dda996907cabbdb8711c1cabb18c23d0dbb4a69c9a94305ce3c88',100.0,1779033675.37906,1,'2026-06-14T07:07:32Z',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Performance"]','["[DE FACTO STANDARD]"]','["docs/istio.md"]','["istio.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T07:07:32Z", "gh_stars": 372}'); INSERT INTO "resources" VALUES('https://github.com/itaysk/kubectl-neat','kubectl-neat 🌟','','2026',4,'Kubectl-neat is an essential CLI plugin that formats raw, exported Kubernetes YAML files to remove internal cluster noise (such as automatically populated statuses and timestamps), yielding highly readable manifests for GitOps.','Go','CLI Plugin','Simple',0,'online','manual','ce58fb404e6d57766bdc5e2e80af464154f391644252236124cefda51f391608',100.0,1779031592.02384,1,'2025-12-05T02:37:08Z',NULL,NULL,NULL,'["Operations & UX", "Manifest Generation", "Resource Cleaning"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-12-05T02:37:08Z", "gh_stars": 2077}'); -INSERT INTO "resources" VALUES('https://github.com/ivx/yet-another-cloudwatch-exporter','YACE - yet another cloudwatch exporter 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','8bd7c4325eb756f2f30fed15ebf15cc95ec662be7cbe28a3f8a6d24bdde3ae12',100.0,1.77903102628749299e+09,0,'2026-05-17T17:17:06.287493+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/ivx/yet-another-cloudwatch-exporter','YACE - yet another cloudwatch exporter 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8bd7c4325eb756f2f30fed15ebf15cc95ec662be7cbe28a3f8a6d24bdde3ae12',100.0,1.77903102628749299e+09,0,'2026-05-17T17:17:06.287493+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{"duplicate_of": "https://github.com/prometheus-community/yet-another-cloudwatch-exporter"}'); INSERT INTO "resources" VALUES('https://github.com/iximiuz/awesome-container-tinkering','github.com/iximiuz: Awesome Container Tinkering','','2026',2,'A technical reference compilation dedicated to container design internals, tracing host namespaces, Linux cgroups, and direct OCI runtime interaction. Valuable for platform engineers building deep mechanical knowledge under the standard Docker and Kubernetes virtualization abstractions.','Markdown','Educational Repository','Advanced',1,'online','manual','9fac5ac660ac1f809a1fb0f1fe25e80acc76f77a1c95b066bc5aa44cadff13be',100.0,1.77903446190540099e+09,1,'2024-10-09T15:29:27Z',NULL,NULL,NULL,'["Infrastructure & Operations", "Containerization", "Container Internals"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-10-09T15:29:27Z", "gh_stars": 719, "is_special": true}'); INSERT INTO "resources" VALUES('https://github.com/iximiuz/cdebug','==iximiuz/cdebug==','','2025',3,'A specialized CLI tool for debugging running containers. Allows attaching ephemeral tooling environments into running, stripped-down containers (even without Kubernetes, working directly with Docker/containerd).','Go','Tool','Advanced',0,'online','manual','f5215501a32b9877da266ca96cb8e183d10bfef0af2751fa93fe2b7d69ae6daf',100.0,1.77903160940474605e+09,1,'2026-01-18T19:11:25Z',NULL,NULL,NULL,'["Observability", "Debugging", "Container Debugging"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-troubleshooting.md"]','["kubernetes-troubleshooting.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-01-18T19:11:25Z", "gh_stars": 1652}'); INSERT INTO "resources" VALUES('https://github.com/iximiuz/client-go-examples','iximiuz/client-go-examples','','N/A',0,'Curator Insight gathers high-quality recipes illustrating direct usage of Kubernetes client-go. Live Grounding highlights its pedagogical design, illustrating dynamic clients, Typed clients, and standard Controller loops in easy-to-digest formats.','English','Repository','Intermediate',0,'online','manual','f43f9485706e097503038888101cb9aa255e53e58d4af4412471bca034e96e5a',100.0,1.77903130268608903e+09,1,'2025-12-12T09:50:55Z',NULL,NULL,NULL,'["Cloud Native", "Kubernetes Development", "Go Client-Go"]','["[ENTERPRISE-STABLE]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-12-12T09:50:55Z", "gh_stars": 1116}'); @@ -6505,9 +6505,9 @@ INSERT INTO "resources" VALUES('https://github.com/jenkinsci/performance-plugin' INSERT INTO "resources" VALUES('https://github.com/jenkinsci/pipeline-graph-view-plugin','pipeline-graph-view-plugin 🌟','','2025',5,'The underlying backend and visualization architecture for the Pipeline Graph View. Utilizing React components, it interfaces with Jenkins Core APIs to supply real-time execution graphs and state reporting without degrading the performance of the controller.','Java','Jenkins Plugin','Intermediate',0,'online','manual','ba00d1064e40668a6081b52c4c8ed27914b88071267d1e40b6b86bd98ccaeae1',100.0,1.77903380615785908e+09,1,'2026-06-14T00:52:59Z',NULL,NULL,NULL,'["Continuous Integration", "User Experience", "Visualization"]','["[DE FACTO STANDARD]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-14T00:52:59Z", "gh_stars": 154}'); INSERT INTO "resources" VALUES('https://github.com/jenkinsci/pipeline-utility-steps-plugin',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','48e9e1e257d81d49efe44b16e1e997f18b8b716ddd5516af8425f4f806e124d4',100.0,1.779030012108608e+09,0,'2026-05-17T17:00:12.108608+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://github.com/jenkinsci/plugin-installation-manager-tool','Plugin Installation Manager Tool','','2025',2,'A vital dependency management utility designed to download and package plugin bundles offline before launching controllers. Eradicates run-time dependency resolution issues inside restricted, isolated air-gapped container networks.','Java','CLI Tool','Intermediate',0,'online','manual','d8ec528d2f3c53c7df4a14cd3ebc9d75075feff1f88577db0ad0f7f7a352f6df',100.0,1.779031340291749e+09,1,'2026-06-01T03:55:38Z',NULL,NULL,NULL,'["CI/CD Infrastructure", "Plugin Management", "CLI Tooling"]','["[COMMUNITY-TOOL]"]','["docs/demos.md", "docs/jenkins.md"]','["jenkins.md", "demos.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-01T03:55:38Z", "gh_stars": 460}'); -INSERT INTO "resources" VALUES('https://github.com/jenkinsci/plugin-installation-manager-tool/releases/tag/plugin-management-parent-pom-1.1.0','Jenkins Plugin Manager CLI v1.1.0','','2021',2,'Stable tag release implementation of the command-line plugin installer. Integrates secure checksum validations, custom download mirrors, and optimized multi-threaded dependency sorting hierarchies.','Java','Release','Intermediate',0,'online','manual','c603d0ce63b1778b203690fef7cfbf3977cdb7abece5b55ad83b9cbf8aeaf26c',100.0,1.77903121601300907e+09,1,'2026-06-01T03:55:38Z',NULL,NULL,NULL,'["CI/CD Infrastructure", "Plugin Management", "CLI Tooling"]','["ENTERPRISE-STABLE"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-01T03:55:38Z", "gh_stars": 460}'); +INSERT INTO "resources" VALUES('https://github.com/jenkinsci/plugin-installation-manager-tool/releases/tag/plugin-management-parent-pom-1.1.0','Jenkins Plugin Manager CLI v1.1.0','','2021',2,'Stable tag release implementation of the command-line plugin installer. Integrates secure checksum validations, custom download mirrors, and optimized multi-threaded dependency sorting hierarchies.','Java','Release','Intermediate',0,'online','manual','c603d0ce63b1778b203690fef7cfbf3977cdb7abece5b55ad83b9cbf8aeaf26c',100.0,1.77903121601300907e+09,1,'2026-06-01T03:55:38Z',NULL,NULL,NULL,'["CI/CD Infrastructure", "Plugin Management", "CLI Tooling"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-01T03:55:38Z", "gh_stars": 460}'); INSERT INTO "resources" VALUES('https://github.com/jenkinsci/plugin-pom','Parent POM for Jenkins Plugins. Plugin POM 4.0','','2026',5,'The standardized parent Maven POM definition used by Jenkins plugins to enforce code quality, manage shared build dependencies, and utilize updated Jenkins core capabilities.','XML','Maven POM','Intermediate',0,'online','manual','773e935ca21ab90c922018742b2d031ed01432ebbdf5b7552aa2ec046b537cd2',100.0,1.77902914288493609e+09,1,'2026-06-13T00:57:58Z',NULL,NULL,NULL,'["Frameworks & Ecosystem", "Development Resources", "Build Automation"]','["[DE FACTO STANDARD]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-13T00:57:58Z", "gh_stars": 75}'); -INSERT INTO "resources" VALUES('https://github.com/jenkinsci/plugin-pom/releases/tag/plugin-4.0','4.0 changelog','','2020',5,'Detailed release changelog outlining architectural changes, library upgrades, and toolchain standardizations introduced in the 4.0 lifecycle of the Plugin Parent POM.','Markdown','Release Notes','Intermediate',0,'online','manual','69cf1ebae93b526fa15ced159f2f29e65183746595d16b6bdf0b1a50df847f5c',100.0,1.77903310135417294e+09,1,'2026-06-13T00:57:58Z',NULL,NULL,NULL,'["Frameworks & Ecosystem", "Development Resources", "Release Notes"]','["GUIDE"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-13T00:57:58Z", "gh_stars": 75}'); +INSERT INTO "resources" VALUES('https://github.com/jenkinsci/plugin-pom/releases/tag/plugin-4.0','4.0 changelog','','2020',5,'Detailed release changelog outlining architectural changes, library upgrades, and toolchain standardizations introduced in the 4.0 lifecycle of the Plugin Parent POM.','Markdown','Release Notes','Intermediate',0,'online','manual','69cf1ebae93b526fa15ced159f2f29e65183746595d16b6bdf0b1a50df847f5c',100.0,1.77903310135417294e+09,1,'2026-06-13T00:57:58Z',NULL,NULL,NULL,'["Frameworks & Ecosystem", "Development Resources", "Release Notes"]','["[DE FACTO STANDARD]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-13T00:57:58Z", "gh_stars": 75}'); INSERT INTO "resources" VALUES('https://github.com/jenkinsci/prometheus-plugin','Jenkins Prometheus Metrics Plugin 🌟','','2026',5,'Exposes an endpoint directly scrapable by Prometheus server, outputting standardized Grafana-compatible metrics on JVM state, build durations, queue bottlenecks, and agent counts. Paramount for modern cloud-native Jenkins operations.','Java','Plugin','Medium',0,'online','manual','2cf76767144d78ee4c62433a58ae6052a1b901e39aa4b05b36f9668e9fa6f055',100.0,1.7790322434780209e+09,1,'2026-06-08T01:32:43Z',NULL,NULL,NULL,'["Infrastructure", "Observability", "Performance"]','["[DE FACTO STANDARD]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T01:32:43Z", "gh_stars": 193}'); INSERT INTO "resources" VALUES('https://github.com/jenkinsci/pull-request-monitoring-plugin','Pull Request Monitoring 🌟','','2021',5,'Monitors open pull requests, pulling performance metrics and status metadata directly into the Jenkins user interface. It acts as a lightweight telemetry bridge for engineering teams focused on optimizing cycle times and PR evaluation pipelines.','Java','Jenkins Plugin','Intermediate',0,'online','manual','489ae91221a14bd7cdd4456faf5184688c49e272563d553ed46348c6681518ac',100.0,1.7790305980158751e+09,1,'2025-06-26T13:41:45Z',NULL,NULL,NULL,'["Continuous Integration", "Pull Request Lifecycle", "Monitoring"]','["[DE FACTO STANDARD]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-06-26T13:41:45Z", "gh_stars": 10}'); INSERT INTO "resources" VALUES('https://github.com/jenkinsci/redis-fingerprint-storage-plugin','Redis Fingerprint Storage Plugin','','2020',0,'Practical implementation of Jenkins'' external fingerprint storage framework utilizing Redis. Solves local disk IO bottlenecks by shifting artifact tracking records to an in-memory Redis cluster, enhancing controller scalability.','Java','Repository','Advanced',0,'online','manual','57dd7330ac1a7413119727e01ba8a74fbf77e18d53bf3d6a9ad73619b1560890',100.0,1.77903086553828096e+09,1,'2025-12-23T15:44:01Z',NULL,NULL,NULL,'["CI-CD", "Jenkins", "Data Persistence"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-12-23T15:44:01Z", "gh_stars": 5}'); @@ -6520,11 +6520,11 @@ INSERT INTO "resources" VALUES('https://github.com/jertel/elastalert2','jertel/e INSERT INTO "resources" VALUES('https://github.com/jesseduffield/lazydocker','==jesseduffield/lazydocker==','','2026',5,'Lazydocker is an immersive, keyboard-driven terminal user interface (TUI) for managing Docker and Docker Compose setups. It aggregates container statuses, logs, CPU/Memory resource graphs, filesystem changes, and network mappings into a single cohesive terminal window. By offering quick shortcuts for container operations (restart, prune, executive shells), it drastically enhances developer productivity and local environment troubleshooting.','Go','Tool','Medium',0,'online','manual','d2e62921893bc218f51edac17f9f93c83f606e44a7cfb394ef48b0030300d52a',100.0,1.77903413175435209e+09,1,'2026-04-19T02:51:06Z',NULL,NULL,NULL,'["Infrastructure", "Containerization", "Developer Experience"]','["[DE FACTO STANDARD]"]','["docs/docker.md"]','["docker.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-04-19T02:51:06Z", "gh_stars": 51350}'); INSERT INTO "resources" VALUES('https://github.com/jessfraz/branch-cleanup-action','github.com: Branch Cleanup Action 🌟','','2018',2,'An automated GitHub Action designed to delete merged branches. Classified as legacy under MVQ protocols due to years of inactivity, since native GitHub repositories now support automatic head branch deletion.','Go','Repository','Beginner',0,'online','manual','7177819e51c4dac000181ca90de69429fdcd52d3b89b18b40fe01d7a240134c4',100.0,1.77903229713672208e+09,1,'2022-03-02T13:52:50Z',NULL,NULL,NULL,'["Developer Platform", "Automation", "Stale Data Cleanup"]','["[LEGACY]"]','["docs/git.md"]','["git.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-03-02T13:52:50Z", "gh_stars": 422}'); INSERT INTO "resources" VALUES('https://github.com/jetify-com/launchpad','github.com/jetpack-io/launchpad ⭐','','2022',3,'Launchpad is a CLI tool developed by Jetpack (now Jetify) that allows developers to run their code in Kubernetes with zero initial configuration. It builds, publishes, and deploys applications directly into target namespaces seamlessly.','Go','CLI Tool','Medium',1,'online','manual','5339aade1067a111b2fab48670e23c8d3c8278f905df0849b402b87133cd00bf',100.0,1.77913049502466201e+09,1,'2025-06-12T18:38:42Z',NULL,NULL,NULL,'["Developer Experience", "Local Development", "Application Deployment"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-06-12T18:38:42Z", "gh_stars": 417}'); -INSERT INTO "resources" VALUES('https://github.com/jetpack-io/launchpad','==github.com/jetpack-io/launchpad== ⭐','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','fb544dafd013392994d721cbd842e0e04d97d876292c2b1a3cd63cbc76dcb44f',100.0,1.7790328336111021e+09,0,'2026-05-17T17:47:13.611102+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/jetstack/cert-manager','https://github.com/jetstack/cert-manager/','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','d2ec3a0583b0d999c41e17df6d4ddf7762a9bc25a361a2a78db3913473d65e6f',100.0,1779032525.09707,0,'2026-05-17T17:42:05.097070+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md", "docs/registries.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/jetpack-io/launchpad','==github.com/jetpack-io/launchpad== ⭐','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','fb544dafd013392994d721cbd842e0e04d97d876292c2b1a3cd63cbc76dcb44f',100.0,1.7790328336111021e+09,0,'2026-05-17T17:47:13.611102+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/jetify-com/launchpad"}'); +INSERT INTO "resources" VALUES('https://github.com/jetstack/cert-manager','https://github.com/jetstack/cert-manager/','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d2ec3a0583b0d999c41e17df6d4ddf7762a9bc25a361a2a78db3913473d65e6f',100.0,1779032525.09707,0,'2026-05-17T17:42:05.097070+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md", "docs/registries.md"]','[]','{}','{"duplicate_of": "https://github.com/cert-manager/cert-manager"}'); INSERT INTO "resources" VALUES('https://github.com/jetstack/jetstack-secure','Jetstack Secure Agent 🌟🌟','','2021',3,'A component of the Jetstack Secure platform that integrates with cert-manager. It aggregates TLS/SSL certificate telemetry and configuration states from clusters, allowing centralized enterprise monitoring of certificate lifetimes and trust domains.','Go','Security Agent','Medium',1,'online','manual','224b191f0512769b4fa70afeb7491e9fe1ea31f9223e48acd33d2faa294b4bd4',100.0,1.77913049494026303e+09,1,'2026-06-04T12:45:21Z',NULL,NULL,NULL,'["Security", "Certificate Management", "Trust & Identity"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-04T12:45:21Z", "gh_stars": 262}'); INSERT INTO "resources" VALUES('https://github.com/jetstack/kube-oidc-proxy','==kube-oidc-proxy==','','2023',2,'A reverse proxy that adds OIDC authentication to managed Kubernetes clusters (e.g., EKS, GKE, AKS) where modifying API server flags directly is restricted. It intercepts incoming API server requests, validates the OIDC token, and impersonates the user utilizing Kubernetes user impersonation headers. Active through 2026, it serves as a critical bridge for enterprise security compliance on managed platforms.','Go','Reverse Proxy','High',1,'online','manual','9d0e057ff29b11783d14b50b4daf19a8d120b7d338dca7f245dbdaf4ec01a81d',100.0,1.77903458061093592e+09,1,'2024-08-10T02:04:32Z',NULL,NULL,NULL,'["Security", "Authentication", "Proxy"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-08-10T02:04:32Z", "gh_stars": 476}'); -INSERT INTO "resources" VALUES('https://github.com/jetstack/preflight','Jetstack Secure Agent 🌟🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','585b79d16de68d144caafd446fe05aaf3dc652819129f7f06741494c70df6257',100.0,1.77903005248233199e+09,0,'2026-05-17T17:00:52.482332+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/jetstack/preflight','Jetstack Secure Agent 🌟🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','585b79d16de68d144caafd446fe05aaf3dc652819129f7f06741494c70df6257',100.0,1.77903005248233199e+09,0,'2026-05-17T17:00:52.482332+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/jetstack/jetstack-secure"}'); INSERT INTO "resources" VALUES('https://github.com/jetstack/version-checker','vesion-checker','','2025',3,'A utility developed by Jetstack that checks running cluster image versions against public container registries to report outdated dependencies, exposing compatibility statuses as Prometheus metrics for proactive patching.','Go','Controller / Prometheus Exporter','Intermediate',1,'online','manual','39e6b5baea339da5732067c1fce5e0c9c406aa0c0da4b0687196803a7a1ee933',100.0,1779031618.64787,1,'2026-06-08T11:09:15Z',NULL,NULL,NULL,'["Security & Identity", "Compliance & Auditing", "Dependency Tracking"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T11:09:15Z", "gh_stars": 773}'); INSERT INTO "resources" VALUES('https://github.com/jglick/jk--',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','c7160ad04869ae1374ec7283be669a69f496abebfb773a0577aac0e737876e5b',100.0,1.7790325567556529e+09,1,'2026-05-17T17:42:36.755653+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://github.com/jimmyraywv/awesome-eks','christopherhein/awesome-eks: Awesome EKS','','2026',0,'A highly focused directory of networking drivers, controller scripts, and utilities optimized for AWS Elastic Kubernetes Service (EKS). Crucial for platforms implementing AWS-CNI custom networking policies, security plugins, and IAM Roles for Service Accounts (IRSA). It assists engineering leads in bridging native AWS security primitives with Kubernetes service accounts.','N/A','Repository','Advanced',0,'online','manual','64b104d493f66e726ac829ec6abbf5b96545c81b5acfd9e4423fb70b0967a5e7',100.0,1.78173612332525396e+09,1,'2026-06-18T00:42:03.325254+02:00',NULL,NULL,NULL,'["Container Orchestration", "Kubernetes", "EKS"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true}'); @@ -6544,7 +6544,7 @@ INSERT INTO "resources" VALUES('https://github.com/jonmosco/kube-ps1','==github. INSERT INTO "resources" VALUES('https://github.com/jonrau1/ElectricEye/blob/master/README.md','github: ElectricEye','','2024',5,'An automated cloud security assessment framework designed to continually monitor AWS environments for configuration drift, vulnerabilities, and deviations from industry standards. Outputs findings directly to AWS Security Hub.','Python','Tool','Advanced',0,'online','manual','24b68c80b70022b001b1bf864a22adc4e707459e4baabb630128f2333238998b',100.0,1.77903084279890108e+09,1,'2026-02-09T03:04:44Z',NULL,NULL,NULL,'["Security & Governance", "Cloud Security Posture", "Automated Auditing"]','["[DE FACTO STANDARD]"]','["docs/aws-monitoring.md"]','["aws-monitoring.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-02-09T03:04:44Z", "gh_stars": 1043}'); INSERT INTO "resources" VALUES('https://github.com/jordanwilson230/kubectl-plugins/tree/krew','github.com/jordanwilson230: kubectl-plugins','','2022',3,'A collection of highly interactive `kubectl` CLI utilities. Offers streamlined troubleshooting scripts to rapidly extract environment variables, debug network states, and audit active container definitions.','Go','Repository','Intermediate',0,'online','manual','c3ecf0c518984ee24df41f03a941450e42bcdc4e0b11d3eccbf9c6548650e3b7',100.0,1.77903367565580296e+09,1,'2024-06-27T06:00:21Z',NULL,NULL,NULL,'["Extending Kubernetes", "CLI Plugins", "Tooling"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-06-27T06:00:21Z", "gh_stars": 637}'); INSERT INTO "resources" VALUES('https://github.com/jose-r-lopez/SSI_Infraestructure_Automation_Materials','jose-r-lopez/SSI_Materials','','2022',1,'A structured repository containing laboratory manuals, automation scripts, and server-provisioning blueprints. Optimized for teaching systems administration and automation using Ansible and Vagrant. (Live Grounding: Excellent academic/foundational resource for mapping traditional configurations to automated workflows).','YAML/Vagrantfile','Academic Repo','Intermediate',0,'online','manual','f661a7a09421a613c439decbea31bb9766de4645c00b6db050e689619294df65',100.0,1779130494.99681,1,'2022-08-22T19:38:44Z',NULL,NULL,NULL,'["DevOps & Platform Engineering", "Infrastructure Automation", "Academic Materials"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2022-08-22T19:38:44Z", "gh_stars": 44}'); -INSERT INTO "resources" VALUES('https://github.com/jose-r-lopez/SSI_Materials','jose-r-lopez/SSI_Materials','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','02dc341426843d53442e249db967495b816bfdce9092ec740ba46e6044ddca1a',100.0,1.77903225744871401e+09,0,'2026-05-17T17:37:37.448714+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/jose-r-lopez/SSI_Materials','jose-r-lopez/SSI_Materials','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','02dc341426843d53442e249db967495b816bfdce9092ec740ba46e6044ddca1a',100.0,1.77903225744871401e+09,0,'2026-05-17T17:37:37.448714+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://github.com/jose-r-lopez/SSI_Infraestructure_Automation_Materials"}'); INSERT INTO "resources" VALUES('https://github.com/joseadanof/awesome-cloudnative-trainings','github.com/joseadanof: Awesome Cloud Native Trainings','','2023',5,'A thoroughly organized directory cataloging cloud-native certifications (CKA, CKAD, CKS), training centers, and open labs. Extremely useful for platform engineering managers designing structured learning and technical progression tracks for their teams.','Markdown','Awesome List','Beginner',0,'online','manual','43482b8fbeb83fedaba53002241970156bdd74bb8d09d0ed5085e5bd9c3638cc',100.0,1.78173612314186406e+09,1,'2026-06-18T00:42:03.141864+02:00',NULL,NULL,NULL,'["Curation", "Awesome Lists", "Training"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true}'); INSERT INTO "resources" VALUES('https://github.com/joshnh/Git-Commands/blob/master/README.md','==joshnh/Git-Commands== 🌟','','2024',3,'Curator Insight: A curated, text-based catalog of advanced Git parameters and commands hosted directly on GitHub. Live Grounding: Primarily targets automation workflows and repository maintenance, offering rapid copy-paste commands to clean dead branches or verify history integrity.','Markdown','GitHub Repository','Intermediate',0,'online','manual','ebbdc82ff621d6dab4e789c3c2f71ee42752ae2f1e313503e8dd5255fdd7849b',100.0,1.78173588987158489e+09,1,'2026-06-18T00:38:09.871585+02:00',NULL,NULL,NULL,'["Development", "Version Control", "Git"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); INSERT INTO "resources" VALUES('https://github.com/joyrex2001/kubedock','joyrex2001/kubedock','','2021',2,'A Docker API emulation tool that captures traditional Docker daemon requests and executes them as lightweight, native Kubernetes pods. It permits integration tests to execute cleanly without physical Docker runtimes.','Go','CLI Tool','Advanced',0,'online','manual','73dff733e98eb9e8166b466a9e524a82d64d2f70fab0db83faeb850bab273c1e',100.0,1.77903236893798708e+09,1,'2026-06-09T18:34:26Z',NULL,NULL,NULL,'["Development & Testing", "Local Environments", "Docker API Emulation"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-09T18:34:26Z", "gh_stars": 360}'); @@ -6576,7 +6576,7 @@ INSERT INTO "resources" VALUES('https://github.com/kabisa/k8s-workshop-in-a-box' INSERT INTO "resources" VALUES('https://github.com/kadalu/kadalu','Kadalu','','2026',5,'Kadalu is a lightweight, container-native storage solution that utilizes GlusterFS to orchestrate persistent volumes inside Kubernetes. It runs storage services inside application pods as microservices, offering a lightweight alternative to external GlusterFS cluster configurations.','Python','Orchestrator','Medium',1,'online','manual','969e8e892e60028fbae8a8a8fa5682d0a7f4a47e4acef21ac9a6aa354f8e0ef9',100.0,1.77903108718946099e+09,1,'2026-02-10T23:35:35Z',NULL,NULL,NULL,'["Storage", "Kubernetes Storage", "GlusterFS Orchestration"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-storage.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "kubernetes-storage.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-02-10T23:35:35Z", "gh_stars": 748}'); INSERT INTO "resources" VALUES('https://github.com/kahun/awesome-sysadmin','Awesome SysAdmin','','2026',4,'The premier community-led index indexing system administration tools and software solutions. Essential for discovering stable, self-hosted services for network mapping, backups, monitoring, and automated system setups.','Markdown','Awesome List','Intermediate',0,'online','manual','594c9d69863a2c5a63ba36f38119ddae68a8631f14f063c1d682ac6c69caccef',100.0,1.77903321850782895e+09,1,'2024-03-26T23:45:17Z',NULL,NULL,NULL,'["Infrastructure & Operations", "Systems Administration", "Tools and Infrastructure"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2024-03-26T23:45:17Z", "gh_stars": 24308, "is_special": true}'); INSERT INTO "resources" VALUES('https://github.com/kairos-io/kairos','github.com/kairos-io/kairos: Kairos - Kubernetes-focused, Cloud Native Linux'' meta-distribution','','2023',5,'Kairos is an open-source, immutable Linux meta-distribution optimized specifically for edge and cloud-native Kubernetes deployments. It treats the base operating system as an appliance, allowing declarative, zero-touch provisioning and atomic node upgrades.','Go','Open Source Tool','Advanced',0,'online','manual','83500ef3c1bda65b42ac3667f5f5d971e25176644287ca7fb7708c423a3f1aa7',100.0,1.77903221378284311e+09,1,'2026-06-12T06:00:33Z',NULL,NULL,NULL,'["Infrastructure", "OS", "Immutable Infrastructure"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T06:00:33Z", "gh_stars": 1739}'); -INSERT INTO "resources" VALUES('https://github.com/kakao/ipvs-node-controller','ipvs-node-controller','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','82eada97cb961d58c9ae7567e680a807a48c3f9d238d8cf66f7d4d45588549bb',100.0,1.77903290284123897e+09,0,'2026-05-17T17:48:22.841239+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/kakao/ipvs-node-controller','ipvs-node-controller','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','82eada97cb961d58c9ae7567e680a807a48c3f9d238d8cf66f7d4d45588549bb',100.0,1.77903290284123897e+09,0,'2026-05-17T17:48:22.841239+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/kakao/network-node-manager"}'); INSERT INTO "resources" VALUES('https://github.com/kakao/network-node-manager','Network Node Manager','','2024',3,'A specialized network daemon developed by Kakao for optimizing node-level routing rules and handling network interfaces inside Kubernetes. Live Grounding shows that this utility targets bare-metal clusters, streamlining system-level network management while improving connectivity troubleshooting in on-premise cloud infrastructure.','Go','Tool','Advanced',0,'online','manual','82eada97cb961d58c9ae7567e680a807a48c3f9d238d8cf66f7d4d45588549bb',100.0,1.7790304626152029e+09,1,'2023-06-27T08:35:15Z',NULL,NULL,NULL,'["Networking & Security", "Kubernetes Networking", "Deep Dive"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-networking.md"]','["kubernetes-tools.md", "kubernetes-networking.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-06-27T08:35:15Z", "gh_stars": 109}'); INSERT INTO "resources" VALUES('https://github.com/kapicorp/tesoro','Tesoro','','2023',5,'An admission controller webhook designed to streamline secrets synchronizations and handle decoding actions securely. Ensures raw secret assets are safely verified before injecting configuration data into target runtimes.','Go','Webhook','Advanced',1,'online','manual','3e89efe9ad2dd94d5dc8e64eae88eaecf8ad64c88129fd5f828fbb42bc98f197',100.0,1.77903446208759593e+09,1,'2024-12-23T09:15:23Z',NULL,NULL,NULL,'["Security", "Secrets Management", "Integration"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-12-23T09:15:23Z", "gh_stars": 37}'); INSERT INTO "resources" VALUES('https://github.com/karampok/dnsconfig-injector','github.com: dnsconfig-injector - Mutating Admission Webhook for dnsconfig'' pod injection','','2021',5,'A specialized Mutating Admission Webhook that injects customized `dnsConfig` schemas into target pods at runtime. This alleviates the need for manual configuration of resolving hosts inside microservices manifests. Live usage points to a stable but legacy posture, as native Kubernetes DNS config inheritance has matured.','Go','Webhook','Medium',0,'online','manual','bcba8d6046cf71c04000925bf020129c5a34957900e326a462ef30def87fcf6f',100.0,1.77902968970586609e+09,1,'2023-01-19T14:35:31Z',NULL,NULL,NULL,'["Networking & Security", "Admission Control", "DNS Configuration"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-01-19T14:35:31Z", "gh_stars": 30}'); @@ -6590,7 +6590,7 @@ INSERT INTO "resources" VALUES('https://github.com/kbterm/kubeterm','Kubeterm: G INSERT INTO "resources" VALUES('https://github.com/kcp-dev/kcp','kcp: a prototype of a Kubernetes API server that is not a Kubernetes cluster'' - a place to create, update, and maintain Kube-like APIs with controllers above or without clusters','','2021',5,'KCP acts as a highly customizable prototype of a Kubernetes API server that functions completely independent of physical container nodes. It serves as a foundational platform for control plane building, multi-cluster API management, and physical-compute scheduling abstraction.','Go','API Server Platform','Advanced',1,'online','manual','c7cc544dca954749c4eeacaa25de4b3416a07972f436da2f735864856cd2253f',100.0,1.77903421772443509e+09,1,'2026-06-12T13:16:58Z',NULL,NULL,NULL,'["Platform Engineering", "Control Plane Design", "API Federation"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T13:16:58Z", "gh_stars": 2785}'); INSERT INTO "resources" VALUES('https://github.com/kedacore/keda/issues/2214','github.com/kedacore/keda/issues/2214','','2024',5,'Technical GitHub issue discussion within the KEDA repository, offering granular insight into community-driven debugging, performance tuning, and architectural refinement. Reflects the active, battle-tested maintenance of this vital cloud-native project.','Go','Repository','Advanced',0,'online','manual','27b7f60ec0e2d61d94876b2753262615382e6b310b314bc5f171c2450331c3ef',100.0,1.77903378311133289e+09,1,'2026-06-11T15:09:37Z',NULL,NULL,NULL,'["Infrastructure & Platform", "Autoscaling", "Event-Driven Scaling"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-autoscaling.md"]','["kubernetes-autoscaling.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T15:09:37Z", "gh_stars": 10282}'); INSERT INTO "resources" VALUES('https://github.com/keel-hq/keel','==Keel== 🌟','','2024',5,'Keel is a lightweight CD daemon that monitors container registries and automatically updates deployments, statefulsets, and helm releases without needing external pipeline orchestration.','Go','Operator','Medium',0,'online','manual','aaf25a8ae8466482d26582b01bd789b1e86588f8130c21220f0693a887eb2a85',100.0,1.77903167703013205e+09,1,'2026-02-26T08:30:36Z',NULL,NULL,NULL,'["Application Delivery", "Continuous Deployment", "Auto-Upgrade", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "MPL-2.0", "gh_pushed": "2026-02-26T08:30:36Z", "gh_stars": 2714}'); -INSERT INTO "resources" VALUES('https://github.com/kei6u/kubectl-secret-data','kei6u/kubectl-secret-data','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','4f17bac8559850f882932f44aa46901c1522e3dfe247b35a7aee9e3da1d8ae30',100.0,1.779033296271281e+09,0,'2026-05-17T17:54:56.271281+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md", "docs/kubernetes.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/kei6u/kubectl-secret-data','kei6u/kubectl-secret-data','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4f17bac8559850f882932f44aa46901c1522e3dfe247b35a7aee9e3da1d8ae30',100.0,1.779033296271281e+09,0,'2026-05-17T17:54:56.271281+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md", "docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://github.com/keisku/kubectl-secretdata"}'); INSERT INTO "resources" VALUES('https://github.com/keikoproj/upgrade-manager','RollingUpgrade','','2024',5,'An AWS-integrated upgrade manager operator that coordinates automated rolling restarts and updates of autoscaling group instances. Ensures worker nodes are drained safely and sequentially without causing disruptions to critical services.','Go','Operator','High',0,'online','manual','d966c0567f646a6f7239b576354fe976099c233a7e6d06d5e2fd4c67262083ef',100.0,1.77903185055489206e+09,1,'2026-06-08T15:58:15Z',NULL,NULL,NULL,'["Infrastructure", "Node Provisioning", "Rolling Upgrades"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T15:58:15Z", "gh_stars": 138}'); INSERT INTO "resources" VALUES('https://github.com/keisku/kubectl-explore','keisku/kubectl-explore','','2021',3,'An interactive terminal explorer extension designed to inspect API schema models and CRD fields. It features deep navigation options, helping authors look up configurations without opening web browsers.','Go','Kubectl Plugin','Intermediate',0,'online','manual','755acd1bec581daa8b9fc1418121366675aaf8d2d0563b94f7adf72e70f9c0a4',100.0,1.77903357032547903e+09,1,'2025-11-10T02:10:45Z',NULL,NULL,NULL,'["Development & Testing", "Kubectl Plugins", "API Discovery"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-11-10T02:10:45Z", "gh_stars": 599}'); INSERT INTO "resources" VALUES('https://github.com/keisku/kubectl-secretdata','kei6u/kubectl-secret-data','','2026',5,'A highly convenient kubectl plugin that decodes nested Secret structures instantly. By outputting plain text directly to standard output, it eliminates manual base64 decoding loops, drastically reducing troubleshooting overhead for operations teams who frequently audit cluster application states.','Go','Tool','Beginner',0,'online','manual','ee768c8abfb1aeb04cebb08e42c635d1a286b38775c0f5aef59705b39d078d21',100.0,1.77913049492060399e+09,1,'2024-10-10T04:57:50Z',NULL,NULL,NULL,'["Security", "Configuration Secrets", "CLI Decoders"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md", "docs/kubernetes.md"]','["kubernetes-tools.md", "kubernetes.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-10-10T04:57:50Z", "gh_stars": 39}'); @@ -6601,13 +6601,13 @@ INSERT INTO "resources" VALUES('https://github.com/kelseyhightower/nocode','gith INSERT INTO "resources" VALUES('https://github.com/kelseyhightower/serverless-vault-with-cloud-run','github.com/kelseyhightower: Serverless Vault with Cloud Run','','2020',3,'An architectural blueprint designed by Kelsey Hightower illustrating how to run HashiCorp Vault inside a Google Cloud Run serverless container environment. Demonstrates minimizing operational and infrastructure overhead while maintaining a hardened, low-latency secret-vending cluster.','Shell','Tutorial','Advanced',1,'online','manual','144443bedcd44d5c233af5b4babdfd85e3e39b6b968263cfc2088c040742d87f',100.0,1.77903442514887189e+09,1,'2022-04-28T16:47:21Z',NULL,NULL,NULL,'["Security", "Secrets Management", "Serverless Integration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-04-28T16:47:21Z", "gh_stars": 407}'); INSERT INTO "resources" VALUES('https://github.com/keptn-sandbox/keptn-jenkins-library','Keptn Jenkins Shared Library','','2022',1,'A pipeline-as-code integration allowing Jenkins jobs to dispatch Keptn-driven operations such as performance testing, quality gate validation, and continuous remediation, combining classic CI with modern orchestrators.','Groovy','Tool','Advanced',1,'online','manual','26861281d7504b3fd920a169ac339703db24bf8fa5ef0c69b9923d325280540c',100.0,1.77903439530097293e+09,1,'2026-06-09T16:52:44Z',NULL,NULL,NULL,'["Cloud Native Lifecycle", "CI/CD Pipelines", "Jenkins Integration"]','["[COMMUNITY-TOOL]"]','["docs/keptn.md"]','["keptn.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T16:52:44Z", "gh_stars": 8}'); INSERT INTO "resources" VALUES('https://github.com/keptn-sandbox/keptn-on-k3s','Keptn Control Plane on k3s','','2022',2,'A sandbox project demonstrating how to host Keptn''s automated cloud-native application delivery and lifecycle control plane directly on a highly efficient K3s edge engine.','Shell','Tool','Advanced',1,'online','manual','3c7518266349b165d696054dd97260bf19244d4c1a815f3a1fc28dd966b106e6',100.0,1.77903245591199398e+09,1,'2022-12-27T14:14:06Z',NULL,NULL,NULL,'["Edge & IoT", "Application Lifecycle", "Keptn"]','["[COMMUNITY-TOOL]"]','["docs/rancher.md"]','["rancher.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-12-27T14:14:06Z", "gh_stars": 29}'); -INSERT INTO "resources" VALUES('https://github.com/keptn-sandbox/keptn-on-k3s/blob/master/README-KeptnForDynatrace.md','github.com/keptn-sandbox/keptn-on-k3s: Tutorial: Keptn for Dynatrace Users'' in 5 Minutes 🌟','','2021',1,'Lightweight integration environment designed to host a full-featured Keptn sandbox on a resource-constrained K3s Kubernetes cluster, integrated with Dynatrace agents for rapid performance evaluations.','Shell','Tool','Intermediate',1,'online','manual','f0a91872d2c8650189f480e42e9579c7fd416c1e8ce8326eaacaba5f0e6935bb',100.0,1.77903052604573702e+09,1,'2022-12-27T14:14:06Z',NULL,NULL,NULL,'["Cloud Native Lifecycle", "Local Environments", "K3s Sandboxing"]','["COMMUNITY-TOOL"]','["docs/keptn.md"]','["keptn.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-12-27T14:14:06Z", "gh_stars": 29}'); +INSERT INTO "resources" VALUES('https://github.com/keptn-sandbox/keptn-on-k3s/blob/master/README-KeptnForDynatrace.md','github.com/keptn-sandbox/keptn-on-k3s: Tutorial: Keptn for Dynatrace Users'' in 5 Minutes 🌟','','2021',1,'Lightweight integration environment designed to host a full-featured Keptn sandbox on a resource-constrained K3s Kubernetes cluster, integrated with Dynatrace agents for rapid performance evaluations.','Shell','Tool','Intermediate',1,'online','manual','f0a91872d2c8650189f480e42e9579c7fd416c1e8ce8326eaacaba5f0e6935bb',100.0,1.77903052604573702e+09,1,'2022-12-27T14:14:06Z',NULL,NULL,NULL,'["Cloud Native Lifecycle", "Local Environments", "K3s Sandboxing"]','["[COMMUNITY-TOOL]"]','["docs/keptn.md"]','["keptn.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-12-27T14:14:06Z", "gh_stars": 29}'); INSERT INTO "resources" VALUES('https://github.com/kevincobain2000/gobrew','==gobrew== 🌟','','N/A',0,'Curator Insight highlights Gobrew as an elegant and fast Go version manager that downloads and switches active toolchains easily. Live Grounding notes its speed and simplicity, making it a competitive alternative to gvm and asdf for dedicated Go development.','English','Repository','Beginner',0,'online','manual','5dd3ab53b74ac074ee51daa9a73555ebfe9108e7b1dc96b69e794beb156cf1de',100.0,1.77902942181170201e+09,1,'2026-06-13T15:32:25Z',NULL,NULL,NULL,'["Programming Languages", "Go", "Version Managers"]','["[COMMUNITY-TOOL]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-13T15:32:25Z", "gh_stars": 423}'); INSERT INTO "resources" VALUES('https://github.com/kgamanji/cluster-api-helm-chart','github.com: Cluster API Helm Chart','','2021',5,'A community-driven Helm chart designed to package and deploy Cluster API (CAPI) resources and operators inside a management cluster. While it simplified CAPI components deployment via traditional Helm CI/CD pipelines, current production standards in 2026 have shifted entirely to official declarative setups via clusterctl or native GitOps operators, rendering this chart obsolete.','Go','Tool','Intermediate',0,'online','manual','ea92989949e8f13357fc2d50a39a477353c480bcbdc20bb7b6e30fd0147ccb8c',100.0,1.77903371625323605e+09,1,'2022-12-07T05:00:25Z',NULL,NULL,NULL,'["Infrastructure", "Cluster Management", "Cluster API"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-12-07T05:00:25Z", "gh_stars": 58}'); INSERT INTO "resources" VALUES('https://github.com/kiali/kiali','github.com: kiali','','2023',5,'The source repository for Kiali, an indispensable observability dashboard. Provides real-time interactive topologies, configuration validation, and native wizard-based creations of complex traffic routing mechanisms directly within Istio.','TypeScript','Repository','High',1,'online','manual','2480f773a33856863c8670f3bea2635dfda728b24622b721a197dd4aeafa568c',100.0,1.77903098663236188e+09,1,'2026-06-12T17:36:45Z',NULL,NULL,NULL,'["Observability", "Service Mesh", "Visualization"]','["[DE FACTO STANDARD]"]','["docs/istio.md"]','["istio.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T17:36:45Z", "gh_stars": 3617}'); INSERT INTO "resources" VALUES('https://github.com/kingdonb/kubectl-exec-user','kingdonb/kubectl-exec-user','','2022',0,'A specialized kubectl plugin built to execute shell commands inside containers using specific administrative user IDs. While helpful for testing boundary conditions under Pod Security Standards, it has lost active maintenance in favor of native kubectl capabilities.','Go','CLI Plugin','Intermediate',0,'online','manual','1970a12b050cc49de276333988a9efcb3c8155d16a60510de68f114ad01b11c8',100.0,1781736047.00281,1,'2026-06-18T00:40:47.002810+02:00',NULL,NULL,NULL,'["Operations", "CLI Tooling", "Debugging"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/kinvolk/inspektor-gadget','inspektor-gadget','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','f2b33444b25b2d021b45dfefe08c669eb5633f7ac86803ee810e3eec7301d02a',100.0,1.779030504027143e+09,0,'2026-05-17T17:08:24.027143+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-troubleshooting.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/kiosk-sh/kiosk',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','3d44b8ef74793fa5b29417df1d455e93cae77e5cdb31c72527fecdb4ad0231e8',100.0,1779030361.39409,0,'2026-05-17T17:06:01.394090+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/kinvolk/inspektor-gadget','inspektor-gadget','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f2b33444b25b2d021b45dfefe08c669eb5633f7ac86803ee810e3eec7301d02a',100.0,1.779030504027143e+09,0,'2026-05-17T17:08:24.027143+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-troubleshooting.md"]','[]','{}','{"duplicate_of": "https://github.com/inspektor-gadget/inspektor-gadget"}'); +INSERT INTO "resources" VALUES('https://github.com/kiosk-sh/kiosk',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'duplicate','manual','3d44b8ef74793fa5b29417df1d455e93cae77e5cdb31c72527fecdb4ad0231e8',100.0,1779030361.39409,0,'2026-05-17T17:06:01.394090+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/loft-sh/kiosk"}'); INSERT INTO "resources" VALUES('https://github.com/kislyuk/yq','kislyuk/yq','','2025',5,'A Python wrapper adapting standard jq queries for YAML and XML schemas. Translates input formats to JSON under-the-hood, enabling powerful jq syntax across hybrid multi-format configs.','Python','CLI Tool','Medium',0,'online','manual','1bc322c020f441534148a6a8bbc9bbd2f443dfb40ccb74742a44ed1ba6297803',100.0,1.77903429613736891e+09,1,'2026-01-02T08:37:10Z',NULL,NULL,NULL,'["Developer Workspace", "Command-Line Tooling", "JSON & YAML Manipulators"]','["[DE FACTO STANDARD]"]','["docs/yaml.md"]','["data-and-advanced-analytics.md", "yaml.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-01-02T08:37:10Z", "gh_stars": 2951, "is_special": true}'); INSERT INTO "resources" VALUES('https://github.com/kkdai/youtube','kkdai/youtube','','N/A',0,'Curator Insight identifies this package as a popular Go library and CLI for downloading YouTube videos. Live Grounding verifies it actively handles the ever-shifting signature and decryption schemas deployed by YouTube to maintain reliable media extraction.','English','Repository','Intermediate',0,'online','manual','7623806bb8aeb5258b883e4ffa852e754df7f5f622b79cbbd1e5562cbf1f2fbf',100.0,1.7790321983502891e+09,1,'2026-06-02T17:30:31Z',NULL,NULL,NULL,'["Media Utilities", "Go Packages", "YouTube Downloader"]','["[ENTERPRISE-STABLE]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-02T17:30:31Z", "gh_stars": 3899}'); INSERT INTO "resources" VALUES('https://github.com/kloeckner-i/db-auth-gateway','db-auth-gateway','','2021',5,'An open-source authentication gateway proxy designed to facilitate secure, IAM-mediated database connections. Minimizes credential sprawl by mapping incoming traffic identities directly to modern database authorization schemas.','Go','Repository','Advanced',0,'online','manual','ac50e3cf2d0b50aafc528d91b1ccb531d179186b38bff6042d4fd3c7ccce44fb',100.0,1779029941.34826,1,'2023-03-28T07:15:17Z',NULL,NULL,NULL,'["Networking & Security", "Identity & Access", "Database Proxy"]','["[DE FACTO STANDARD]"]','["docs/GoogleCloudPlatform.md"]','["GoogleCloudPlatform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-03-28T07:15:17Z", "gh_stars": 26}'); @@ -6625,7 +6625,7 @@ INSERT INTO "resources" VALUES('https://github.com/komodorio/validkube','==githu INSERT INTO "resources" VALUES('https://github.com/konstructio/kubefirst','github.com/kubefirst/kubefirst','','2021',4,'Kubefirst (by Konstructio) delivers an instant, fully integrated GitOps platform on Kubernetes, orchestrating cert-manager, External Secrets, Vault, Argo CD, and Terraform. It offers a standardized Git-driven operations roadmap out of the box.','Go','GitOps Platform','High',1,'online','manual','47066c619929a6867e90af3d8e5cd2094050465ef536cb1042b8713c1cf1f5d8',100.0,1.7791304949824171e+09,1,'2026-02-25T19:51:46Z',NULL,NULL,NULL,'["Infrastructure", "Platform Engineering", "GitOps Platforms"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-02-25T19:51:46Z", "gh_stars": 2049}'); INSERT INTO "resources" VALUES('https://github.com/konstruktoid/ansible-hvault-inventory','konstruktoid/ansible-hvault-inventory: Dynamic Ansible inventory using HashiCorp'' Vault SSH OTP and local password rotation','','2024',2,'An advanced dynamic Ansible inventory script integrating directly with HashiCorp Vault. It automates credential rotation, securely requests temporary SSH One-Time Passwords (OTP), and pulls inventory variables dynamically from secure vaults.','Python','Source Code','Advanced',0,'online','manual','759cd5f0e526f9b0bb324dd8bf7e5b9751cf98fac874019854d773e43f2bcb6a',100.0,1.77902950776025795e+09,1,'2026-04-12T19:45:50Z',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Secret Management"]','["[COMMUNITY-TOOL]"]','["docs/ansible.md"]','["ansible.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-12T19:45:50Z", "gh_stars": 23}'); INSERT INTO "resources" VALUES('https://github.com/konveyor','github.com/konveyor 🌟','','2025',4,'An open-source modernization and migration suite designed to analyze, refactor, and migrate complex application workloads to Kubernetes across multiple physical and cloud ecosystems.','Go','Product','Advanced',1,'online','manual','0d1e8a3d9217d19632a2397f9dc74c2ba7a6b2daad13790872767936e28d20fc',100.0,1.77903435007744598e+09,1,'2026-05-17T18:12:30.077446+02:00',NULL,NULL,NULL,'["Infrastructure", "Workload Mobility", "Migration Toolkits"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-backup-migrations.md"]','["kubernetes-backup-migrations.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/konveyor/crane','github.com/konveyor/crane: Crane 2.0 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','83ef4f8b717bc517775d9fc9e196f9272f13a5e6367584467916a86f707fc11b',100.0,1.77903357062342691e+09,0,'2026-05-17T17:59:30.623427+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-backup-migrations.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/konveyor/crane','github.com/konveyor/crane: Crane 2.0 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','83ef4f8b717bc517775d9fc9e196f9272f13a5e6367584467916a86f707fc11b',100.0,1.77903357062342691e+09,0,'2026-05-17T17:59:30.623427+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-backup-migrations.md"]','[]','{}','{"duplicate_of": "https://github.com/migtools/crane"}'); INSERT INTO "resources" VALUES('https://github.com/konveyor/move2kube','Move2Kube 🌟','','2026',2,'An advanced migration tool that automates the translation of non-Kubernetes platforms (including Cloud Foundry and Docker Compose) into standard Kubernetes resources, including Helm charts, Kustomize overlays, and Tekton pipelines.','Go','CLI/API Migration Tool','Advanced',1,'online','manual','1d0113979162da217e298144bebf5a7c637c2884d1ceecbac0d8039ab9d8f87c',100.0,1.77903375968923902e+09,1,'2025-03-06T14:02:34Z',NULL,NULL,NULL,'["Application Lifecycle", "Migration Tools", "Resource Conversion"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-03-06T14:02:34Z", "gh_stars": 411}'); INSERT INTO "resources" VALUES('https://github.com/kootenpv/yagmail','Yagmail: Python e-mail library','','2015',5,'A simplified, robust Gmail and SMTP automation client for Python. Simplifies the boilerplate needed for multi-part messages, inline attachment encoding, and HTML structures.','Python','Library','Intermediate',0,'online','manual','fbc3ce937342ae42893427eebd87db0a11e4c413a9804caaf4b5c995c52b7a7d',100.0,1.77903002518747496e+09,1,'2026-05-26T10:43:15Z',NULL,NULL,NULL,'["Backend Development", "Protocols & API Design", "E-Mail Services"]','["[DE FACTO STANDARD]"]','["docs/python.md"]','["python.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-05-26T10:43:15Z", "gh_stars": 2726}'); INSERT INTO "resources" VALUES('https://github.com/koslib/awesome-containerized-security','koslib/awesome-containerized-security 🌟','','2026',0,'An open repository cataloging security scanners, image validation standards, and host sandboxing tools. Aids DevSecOps engineers in hardening continuous integration pipelines and preventing privilege escalation exploits within cluster nodes.','Markdown','Awesome List','Intermediate',1,'online','manual','087c44c65f3740daec6869eabef522d0fee6070a507dce0da9febdafa66113f2',100.0,1.78173612303866696e+09,1,'2026-06-18T00:42:03.038667+02:00',NULL,NULL,NULL,'["Cloud Native", "Security", "Container Hardening"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true}'); @@ -6633,8 +6633,8 @@ INSERT INTO "resources" VALUES('https://github.com/kostis-codefresh/gitops-envir INSERT INTO "resources" VALUES('https://github.com/kotalco/kotal','Kotal operator','','2025',2,'A multi-client blockchain node operator for Kubernetes. Simplifies configuring and maintaining decentralized networks (such as Ethereum and IPFS) through native Kubernetes custom resources.','Go','Repository','Advanced',0,'online','manual','0837b2710101c70e8a9c9f33b7ceb51e1fbc6d4b866a8b813011ccd6d6ab5eec',100.0,1.77903361246352601e+09,1,'2024-05-04T16:17:07Z',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "Operators"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-05-04T16:17:07Z", "gh_stars": 221}'); INSERT INTO "resources" VALUES('https://github.com/krateoplatformops/krateo','github.com/krateoplatformops/krateo','','2025',0,'Krateo Platform Ops is an emerging control plane orchestrator designed to build standardized internal platforms. Utilizing Crossplane underneath, it helps platform engineers manage heterogeneous cloud resources, database deployments, and infrastructure pipelines via declarative Kubernetes interfaces.','Go','Control Plane Orchestrator','Advanced',1,'online','manual','66c8af7d61a1aee4c9a16aa4409bd49dc4b4becf2cd5dd705e1883890ba504dc',100.0,1.78173604715083098e+09,1,'2026-06-18T00:40:47.150831+02:00',NULL,NULL,NULL,'["Operations", "Platform Engineering", "Control Planes"]','["[EMERGING]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); INSERT INTO "resources" VALUES('https://github.com/krestomatio/keydb-operator','krestomatio/keydb-operator','','2023',5,'Manages KeyDB setups, providing high-speed, multi-threaded cache nodes with automated replica synchronization, cluster scaling, and rapid failover handling.','Go','Operator','Advanced',0,'online','manual','3e8faa933bd9d0a1fc08f285fabdbb8feeb6bcde974156407e2e74a86903eca6',100.0,1.77903207479940891e+09,1,'2026-06-10T04:20:54Z',NULL,NULL,NULL,'["Infrastructure", "Data Management", "In-Memory Databases", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-10T04:20:54Z", "gh_stars": 59}'); -INSERT INTO "resources" VALUES('https://github.com/kris-nova/kaar','kris-nova/kaar','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','c3fb2c8d9110d944e2f368f46734872a1f882009320f7df82d3872d1ad20f692',100.0,1.77903434637563896e+09,0,'2026-05-17T18:12:26.375639+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/kris-nova/naml','naml: Not another markup language','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','7ad4390e9ee29e70addd2a40691210c3205fec47d7bf919ecf3325a4f28c6c35',100.0,1.77903203513501906e+09,0,'2026-05-17T17:33:55.135019+02:00',NULL,NULL,NULL,'[]','[]','["docs/yaml.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/kris-nova/kaar','kris-nova/kaar','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c3fb2c8d9110d944e2f368f46734872a1f882009320f7df82d3872d1ad20f692',100.0,1.77903434637563896e+09,0,'2026-05-17T18:12:26.375639+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/krisnova/kaar"}'); +INSERT INTO "resources" VALUES('https://github.com/kris-nova/naml','naml: Not another markup language','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7ad4390e9ee29e70addd2a40691210c3205fec47d7bf919ecf3325a4f28c6c35',100.0,1.77903203513501906e+09,0,'2026-05-17T17:33:55.135019+02:00',NULL,NULL,NULL,'[]','[]','["docs/yaml.md"]','[]','{}','{"duplicate_of": "https://github.com/krisnova/naml"}'); INSERT INTO "resources" VALUES('https://github.com/krisnova/kaar','kris-nova/kaar','','2020',2,'Created by the late Kris Nova, Kaar is a Kubernetes Application Archive format tool designed to bundle container storage and system states into self-contained physical archives. Highly experimental and historical developer asset.','Go','Backup Tool','High',0,'online','manual','72e38de5b3a30b405f089cd8ad6d61ee3cd1ea6fb673f80b3cded219850a623f',100.0,1.77913049494714593e+09,1,'2022-05-04T14:27:12Z',NULL,NULL,NULL,'["Infrastructure", "Container Backup", "Image Archiving"]','["[EMERGING]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-05-04T14:27:12Z", "gh_stars": 152}'); INSERT INTO "resources" VALUES('https://github.com/krisnova/naml','naml: Not another markup language','','2024',5,'An innovative manifest generator replacing YAML markup with type-safe, compiled Go programs. Introduces compiler safety, automated integration testing, and clean OOP abstractions into GitOps deployment pipelines.','Go','Library','High',0,'online','manual','9d5671b4b99b23356f80ad9a31b9d390f467f6f01a2b8e1e174380b81e75e024',100.0,1.77913049500346899e+09,1,'2023-07-21T08:28:22Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes Manifests", "Alternative Manifest Engines"]','["[DE FACTO STANDARD]"]','["docs/yaml.md"]','["data-and-advanced-analytics.md", "yaml.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-07-21T08:28:22Z", "gh_stars": 1261, "is_special": true}'); INSERT INTO "resources" VALUES('https://github.com/kristofferandreasen/awesome-azure','github.com/kristofferandreasen/awesome-azure: Awesome Azure','','2026',0,'A structured directory detailing Azure-focused scripts, arm templates, and services. It provides functional entry points for systems engineers navigating Microsoft''s cloud ecosystem. While some elements lean towards legacy ARM configurations, it provides solid structural patterns for hybrid-cloud architects.','N/A','Repository','Intermediate',0,'online','manual','4f7d359de862bcbf74cfdd68e49cb070551e7e7d93441394e627c4579d793c41',100.0,1.78173612324515604e+09,1,'2026-06-18T00:42:03.245156+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Azure", "Resources"]','["[LEGACY]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true}'); @@ -6649,16 +6649,16 @@ INSERT INTO "resources" VALUES('https://github.com/kube-ns-suspender/kube-ns-sus INSERT INTO "resources" VALUES('https://github.com/kube-vip/kube-vip','kube-vip','','2019',5,'Kube-Vip is a lightweight virtual IP and load balancer engine designed for bare-metal Kubernetes environments, offering high availability for both control planes and LoadBalancer-type services. Operating as a DaemonSet, it negotiates IP addresses.','Go','Infrastructure Daemon','Advanced',0,'online','manual','7479b6f4ec4e498ddf325ad75d433009f16e5eee52e8a9297784148711004217',100.0,1.77903234441781401e+09,1,'2026-06-12T16:06:14Z',NULL,NULL,NULL,'["Network & Connectivity", "IP Address Management", "Load Balancing"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T16:06:14Z", "gh_stars": 2859}'); INSERT INTO "resources" VALUES('https://github.com/kubecfg/kubecfg','github.com/kubecfg/kubecfg','','2016',5,'Kubecfg is a Jsonnet-based configuration manager designed to generate and apply Kubernetes manifests with deterministic accuracy. By treating Kubernetes resources as code modules, it supports deep inheritance, abstraction, and parameterization of resource schemas.','Go','CLI Tool','Advanced',0,'online','manual','28787866aedee99095fb0b1e1ffc5b62edba4a3f8e2984ca1fc4f5207d4c5383',100.0,1.77903092834752392e+09,1,'2026-06-13T19:50:28Z',NULL,NULL,NULL,'["GitOps & Delivery", "Configuration Management", "Templating Tools"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T19:50:28Z", "gh_stars": 255}'); INSERT INTO "resources" VALUES('https://github.com/kubecost/cluster-turndown','Cluster Turndown','','2024',5,'A specialized cost-optimization controller that scales cluster worker groups down to zero during idle execution windows. Promotes strong governance over testing runtimes and non-production dynamic resource instances.','Go','Controller','Intermediate',1,'online','manual','b52114740ff857a2fd6826ecb3461bb64f00de23227b05b5f548da3ecc64c009',100.0,1779030711.63564,1,'2026-06-05T18:19:12Z',NULL,NULL,NULL,'["Infrastructure", "Cost Optimization", "Scheduling"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-05T18:19:12Z", "gh_stars": 286}'); -INSERT INTO "resources" VALUES('https://github.com/kubecost/cost-model','github.com/kubecost: kubecost-exporter - Running Kubecost as a Prometheus'' metric exporter','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','58b4fe6b649a9ae98023875b36520bd325ac12c7463a430cb57e7371638722be',100.0,1.77902991709985399e+09,0,'2026-05-17T16:58:37.099854+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/kubecost/cost-model','github.com/kubecost: kubecost-exporter - Running Kubecost as a Prometheus'' metric exporter','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','58b4fe6b649a9ae98023875b36520bd325ac12c7463a430cb57e7371638722be',100.0,1.77902991709985399e+09,0,'2026-05-17T16:58:37.099854+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://github.com/opencost/opencost"}'); INSERT INTO "resources" VALUES('https://github.com/kubecost/kubectl-cost','kubectl-cost','','2023',3,'A dedicated `kubectl` command-line plugin designed to interact directly with Kubecost APIs. Enables cluster administrators to quickly fetch real-time and historical financial metrics without accessing external graphical dashboards.','Go','Tool','Intermediate',0,'online','manual','6bad65098abf34b9ef26046e470ae3f770c9a2661a2871332b9b8190403c2c22',100.0,1.77903257522413396e+09,1,'2026-06-10T22:50:27Z',NULL,NULL,NULL,'["Infrastructure Optimization", "Cost Management", "Tooling"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-10T22:50:27Z", "gh_stars": 1041}'); -INSERT INTO "resources" VALUES('https://github.com/kubefirst/kubefirst','==github.com/kubefirst/kubefirst==','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','31774c4cfb73bc62c2093b13e555883036b61bd91bcf976a301b586e31aef091',100.0,1.77903169700754308e+09,0,'2026-05-17T17:28:17.007543+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/kubefirst/kubefirst','==github.com/kubefirst/kubefirst==','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','31774c4cfb73bc62c2093b13e555883036b61bd91bcf976a301b586e31aef091',100.0,1.77903169700754308e+09,0,'2026-05-17T17:28:17.007543+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/konstructio/kubefirst"}'); INSERT INTO "resources" VALUES('https://github.com/kubeflow/kfserving','KFServing 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','8ba963252e30c4a5d10725eb35c008e4a42c2e173825f7fa74928c3eebf1e560',100.0,1.77903367565473794e+09,0,'2026-05-17T18:01:15.654738+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://github.com/kubeguard/guard','Guard','','2021',5,'Guard (by Appscode) is an advanced authentication and authorization engine built for Kubernetes, allowing secure webhook integrations with identity providers. Useful for scaling zero-trust validation within multi-tenant clusters.','Go','CLI Tool','Advanced',0,'online','manual','e4a436c77eca5af50d5dbf79d16ddee804346139ad870945f640dd85e4ea44a2',100.0,1.77913049496844792e+09,1,'2026-05-21T15:29:07Z',NULL,NULL,NULL,'["Cloud Native Security", "Infrastructure Security", "Admission Control"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-21T15:29:07Z", "gh_stars": 620}'); INSERT INTO "resources" VALUES('https://github.com/kubehelper/kubehelper','KubeHelper','','2024',5,'An interactive terminal user interface designed to assist operators with fast cluster checks, resource inspection, and safe resource cleaning. Provides structural menu shortcuts, eliminating the need to execute lengthy nested kubectl commands manually.','Go','CLI Tool','Low',0,'online','manual','bbd8910634940f7da85391f196e3c97e7e35637bcc5d10e8add15044254f4bb9',100.0,1.77903449799948811e+09,1,'2021-02-15T13:27:24Z',NULL,NULL,NULL,'["Operations", "Command Line Tools", "Cluster Utilities"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2021-02-15T13:27:24Z", "gh_stars": 249}'); -INSERT INTO "resources" VALUES('https://github.com/kubeinit/kubeinit','Kubeinit 🌟','','2026',5,'Curator Insight vs Live Grounding: Kubeinit was designed as an Ansible automation tool to deploy Kubernetes, OKD, or OpenShift on VMs using libvirt/KVM. Live telemetry shows this repository has moved to legacy status with zero recent commits, reflecting a shift toward Cluster API providers for virtualization.','Python/Ansible','Repository','Advanced',0,'online','manual','30030a2ad117765656888aa3efc1f8a879dd1cab246b8bed321c75e6869c73f3',100.0,1.77903384520885491e+09,1,'2025-12-05T21:26:59Z',NULL,NULL,NULL,'["Provisioning", "Ansible", "Virtualization"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-12-05T21:26:59Z", "gh_stars": 222}'); +INSERT INTO "resources" VALUES('https://github.com/kubeinit/kubeinit','Kubeinit 🌟','','2026',5,'Curator Insight vs Live Grounding: Kubeinit was designed as an Ansible automation tool to deploy Kubernetes, OKD, or OpenShift on VMs using libvirt/KVM. Live telemetry shows this repository has moved to legacy status with zero recent commits, reflecting a shift toward Cluster API providers for virtualization.','Python/Ansible','Repository','Advanced',0,'duplicate','manual','30030a2ad117765656888aa3efc1f8a879dd1cab246b8bed321c75e6869c73f3',100.0,1.77903384520885491e+09,1,'2025-12-05T21:26:59Z',NULL,NULL,NULL,'["Provisioning", "Ansible", "Virtualization"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-12-05T21:26:59Z", "gh_stars": 222, "duplicate_of": "https://github.com/Kubeinit/kubeinit"}'); INSERT INTO "resources" VALUES('https://github.com/kubemq-io/kubemq-community','github.com/kubemq-io/kubemq-community 🌟','','2024',5,'The primary community codebase for KubeMQ. It showcases a lightweight, high-throughput message broker written in Go, specifically optimized for containerized microservice routing patterns inside Kubernetes.','Go','Code','Intermediate',0,'online','manual','26be1f454a72862d41e500b7e6e68eea0316a06151ab10ac9164a914a66cc46b',100.0,1.77903423306617903e+09,1,'2023-02-18T04:16:19Z',NULL,NULL,NULL,'["Infrastructure", "Message Brokers", "KubeMQ"]','["[DE FACTO STANDARD]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-02-18T04:16:19Z", "gh_stars": 667}'); INSERT INTO "resources" VALUES('https://github.com/kubenav/kubenav','kubenav','','2025',4,'A lightweight multi-platform open-source navigator designed for mobile devices (iOS, Android) and desktop. Delivers secure cluster troubleshooting, rapid log auditing, and safe shell executions directly on remote servers.','Dart','Repository','Intermediate',0,'online','manual','cc2b5c098452f2518d4d2137de361f8c9e3861275aaa2e9ee9bffb250d413d74',100.0,1.77902938029819798e+09,1,'2026-06-01T01:46:56Z',NULL,NULL,NULL,'["Platform Engineering", "UI & Dashboards", "Mobile Administration"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-based-devel.md"]','["kubernetes-based-devel.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-01T01:46:56Z", "gh_stars": 2274}'); -INSERT INTO "resources" VALUES('https://github.com/kubeops/config-syncer','==kubeops/config-syncer: Config Syncer (previously Kubed)==','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','534fd5b271e0124f649c91c528558cefbfb1f2c94aecde0f4746e6fdcb8a1509',100.0,1.77903152122944092e+09,0,'2026-05-17T17:25:21.229441+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/kubeops/config-syncer','==kubeops/config-syncer: Config Syncer (previously Kubed)==','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','534fd5b271e0124f649c91c528558cefbfb1f2c94aecde0f4746e6fdcb8a1509',100.0,1.77903152122944092e+09,0,'2026-05-17T17:25:21.229441+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/config-syncer/config-syncer"}'); INSERT INTO "resources" VALUES('https://github.com/kubeops/ui-server','identity-server','','2021',1,'An identity and authorization server built specifically for Kubernetes dashboard architectures. It integrates with native OpenID Connect (OIDC) providers to manage secure user sessions and token exchanges for web UIs.','Go','Identity Provider','High',1,'online','manual','976a2f5e5b440221f3ed9a2de22165b937adcdf6fc3204889c1811be2a0c9ea3',100.0,1.77913049500086593e+09,1,'2026-06-13T03:45:28Z',NULL,NULL,NULL,'["Security", "Identity & Access", "Authentication"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T03:45:28Z", "gh_stars": 27}'); INSERT INTO "resources" VALUES('https://github.com/kubeopsskills/cloud-secret-resolvers','kubeopsskills/cloud-secret-resolvers: Cloud Secret Resolvers (CSR)','','2021',2,'An open-source operator-free secret resolver utility that queries AWS, Azure, and GCP secret stores dynamically, writing resolved parameters straight into runtime Kubernetes configurations. Reduces overhead associated with bulky operator systems.','Go','Tool','Intermediate',1,'online','manual','f26f51430c382c7a8c629e1a75b95f2c292a675b9285750e8b7e033167d02d48',100.0,1779030711.75199,1,'2022-06-22T10:39:05Z',NULL,NULL,NULL,'["Security", "Secrets Management", "Kubernetes Integration"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-06-22T10:39:05Z", "gh_stars": 35}'); INSERT INTO "resources" VALUES('https://github.com/kubepack/chart-doc-gen','chart-doc-gen: Helm Chart Documentation Generator','','2022',2,'Command-line utility that extracts configuration variables directly from values.yaml to compile uniform Markdown files. Speeds up delivery by ensuring user manuals and codebases stay perfectly aligned.','Go','Plugin','Beginner',0,'online','manual','3cf55fa13e1a671d356837825acf23af6a782f0cb74eae5cc9398d49fb9d6d92',100.0,1.77903080340058493e+09,1,'2026-05-16T02:01:15Z',NULL,NULL,NULL,'["Cloud Native", "Application Delivery", "Documentation Automation"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-16T02:01:15Z", "gh_stars": 122}'); @@ -6669,13 +6669,13 @@ INSERT INTO "resources" VALUES('https://github.com/kuberlogic/kuberlogic','kuber INSERT INTO "resources" VALUES('https://github.com/kubermatic/fubectl','fubectl','','2026',5,'A widely adopted wrapper layer of shell helper functions and interactive `fzf` auto-completers designed to supercharge kubectl navigation. Radically simplifies log inspections, shell attachment prompts, and port forwarding setups.','Bash','CLI Tool','Beginner',0,'online','manual','6bb6ef7e2027b10db5fc1753953334a6f0f89021ec7407ce3e84f29c9528115e',100.0,1.77903413970885396e+09,1,'2026-02-18T08:38:54Z',NULL,NULL,NULL,'["Developer Experience", "CLI Utilities", "Context Management"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-02-18T08:38:54Z", "gh_stars": 1002}'); INSERT INTO "resources" VALUES('https://github.com/kubermatic/kubecarrier','KubeCarrier - Service Management at Scale','','2023',5,'KubeCarrier is an open-source system designed for managing services across multiple Kubernetes clusters using a Service App Store model based on CRDs. Curator insights framed it as an enterprise-ready hub for multi-tenant services; however, live grounding reveals the project has been archived by Kubermatic. It remains academically and architecturally notable for showing how to use Hub-and-Spoke cluster patterns to automate service provisioning.','Go','Software','Advanced',0,'online','manual','cdeca712f167e1ebbd9e47da971ef81314edde045093745dac14d6ba50e8663f',100.0,1.779032372197865e+09,1,'2023-07-05T20:56:40Z',NULL,NULL,NULL,'["Multi-Cluster", "Service Management", "Operator Framework"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-tools.md", "docs/kubernetes.md"]','["kubernetes-tools.md", "kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-07-05T20:56:40Z", "gh_stars": 291}'); INSERT INTO "resources" VALUES('https://github.com/kubermatic/kubeone','==kubermatic/kubeone== 🌟','','2024',4,'KubeOne is a highly opinionated, declarative Kubernetes cluster provisioning and lifecycle management tool. Utilizing the Cluster API under the hood, it automates the creation, upgrade, and maintenance of single control-plane or highly-available clusters across various cloud providers and bare-metal environments.','Go','CLI Tool','High',0,'online','manual','774d41c037db09506f5aeae4c27b66e363d5e2e624644905ebb94af4b11225f7',100.0,1.77903104633181095e+09,1,'2026-06-03T21:13:34Z',NULL,NULL,NULL,'["Cluster Management", "Provisioning", "Declarative Clusters"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-03T21:13:34Z", "gh_stars": 1513}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-client','github.com/kubernetes-client 🌟','','2026',0,'The master repository for official Kubernetes API clients. It coordinates client generation profiles across Python, Java, JavaScript, and Go, serving as the base for building advanced cloud orchestration tools.','Multi','Repository Directory','Advanced',0,'online','manual','f9afe847a27cfed4f08ab1bf87f4a7913f0636f1d90aa7aae6309ad7aa645ac6',100.0,1.77903378245455503e+09,1,'2026-05-17T18:03:02.454555+02:00',NULL,NULL,NULL,'["Cloud Native & K8s", "Kubernetes API", "Official SDKs"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-client-libraries.md"]','["kubernetes-client-libraries.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-client','github.com/kubernetes-client 🌟','','2026',0,'The master repository for official Kubernetes API clients. It coordinates client generation profiles across Python, Java, JavaScript, and Go, serving as the base for building advanced cloud orchestration tools.','Multi','Repository Directory','Advanced',0,'duplicate','manual','f9afe847a27cfed4f08ab1bf87f4a7913f0636f1d90aa7aae6309ad7aa645ac6',100.0,1.77903378245455503e+09,1,'2026-05-17T18:03:02.454555+02:00',NULL,NULL,NULL,'["Cloud Native & K8s", "Kubernetes API", "Official SDKs"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-client-libraries.md"]','["kubernetes-client-libraries.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "duplicate_of": "https://github.com/kubernetes-client/python"}'); INSERT INTO "resources" VALUES('https://github.com/kubernetes-client/go','kubernetes-client/go: OpenAPI based Generated Go client for Kubernetes','','2025',5,'An alternative OpenAPI-generated Go client for Kubernetes APIs. Best utilized for lightweight API interactions and custom code-generation environments requiring strict OpenAPI schema structures.','Go','Library','Advanced',0,'online','manual','74dc88e1d502b4a8a0b9763d5e16cda63b3d361ae16da5db2ddd9fdddc2bbb16',100.0,1.77903401313459801e+09,1,'2022-03-08T08:27:45Z',NULL,NULL,NULL,'["Cloud Native & K8s", "Kubernetes API", "Go Client"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-client-libraries.md"]','["kubernetes-client-libraries.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-03-08T08:27:45Z", "gh_stars": 239}'); INSERT INTO "resources" VALUES('https://github.com/kubernetes-client/java','github.com/kubernetes-client/java: Kubernetes Java Client','','2026',5,'The official OpenAPI-generated Java library for the Kubernetes API. Provides enterprise Java platforms with type-safe classes, informers, and watcher APIs to build robust, native controllers.','Java','Library','Advanced',0,'online','manual','c8b72e06d672e56ca6e5e8543d0d917f605312e4a547c80dab5aa2ecb39d736b',100.0,1.77903013283268094e+09,1,'2026-06-12T18:36:31Z',NULL,NULL,NULL,'["Cloud Native & K8s", "Kubernetes API", "Java Client"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-client-libraries.md"]','["kubernetes-client-libraries.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T18:36:31Z", "gh_stars": 3984}'); INSERT INTO "resources" VALUES('https://github.com/kubernetes-client/python','github.com/kubernetes-client/python','','2026',5,'The official Python SDK for interacting with Kubernetes API environments. Heavily leveraged across AI workflows, automation routines, and data operations needing native cluster integration.','Python','Library','Intermediate',0,'online','manual','68b4cba01dcb6e7de7b9e77f374c3c5af11f2fe7a1a8bc4649a93a393ad54fe7',100.0,1779029295.10066,1,'2026-06-08T03:02:20Z',NULL,NULL,NULL,'["Cloud Native & K8s", "Kubernetes API", "Python Client"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-client-libraries.md"]','["kubernetes-client-libraries.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T03:02:20Z", "gh_stars": 7594}'); INSERT INTO "resources" VALUES('https://github.com/kubernetes-client/python-base','github.com/kubernetes-client/python-base','','2025',5,'The foundational base configurations package supporting the official Kubernetes Python Client library. Standardizes raw REST connection handling and secure authentication exchanges.','Python','Library','Intermediate',0,'online','manual','0abb70df04327ef10002eba20626354a1fa4d8f91d47cb48f243316ffa896f35',100.0,1.77903280258956694e+09,1,'2022-02-25T23:19:26Z',NULL,NULL,NULL,'["Cloud Native & K8s", "Kubernetes API", "Python Client"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-client-libraries.md"]','["kubernetes-client-libraries.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-02-25T23:19:26Z", "gh_stars": 69}'); INSERT INTO "resources" VALUES('https://github.com/kubernetes-course/container_workshops','github.com/kubernetes-course/container_workshops','','2022',0,'Workshop curriculum dedicated to fundamental container internals, isolation concepts, namespaces, and runtime interactions. (Live Grounding: Serves as an excellent fundamental base for engineers seeking to demystify low-level OCI runtime mechanisms).','Shell/Dockerfile','Code Repository','Intermediate',0,'online','manual','e1b93a2ff48bc2af86ea2e40392312e1d5dcb188061af30eb1dd9b9a538b9165',100.0,1.78173591078982806e+09,1,'2026-06-18T00:38:30.789828+02:00',NULL,NULL,NULL,'["Cloud-Native Infrastructure", "Learning Resources", "Containerization Workshops"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-csi','github.com/kubernetes-csi','','2026',0,'The official GitHub organization containing CSI reference drivers, specification documentation, and auxiliary helper containers (such as csi-provisioner and csi-snapshotter). These foundational code repositories define how all third-party storage controllers communicate with the core Kubernetes API.','Go','Repository','High',0,'online','manual','e980d53aee55061c19050394117f47d9ecf6c911d4e7c26dfc046f77129d5b77',100.0,1.77903110921231603e+09,1,'2026-05-17T17:18:29.212316+02:00',NULL,NULL,NULL,'["Storage", "Kubernetes CSI", "Source Code"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-csi','github.com/kubernetes-csi','','2026',0,'The official GitHub organization containing CSI reference drivers, specification documentation, and auxiliary helper containers (such as csi-provisioner and csi-snapshotter). These foundational code repositories define how all third-party storage controllers communicate with the core Kubernetes API.','Go','Repository','High',0,'duplicate','manual','e980d53aee55061c19050394117f47d9ecf6c911d4e7c26dfc046f77129d5b77',100.0,1.77903110921231603e+09,1,'2026-05-17T17:18:29.212316+02:00',NULL,NULL,NULL,'["Storage", "Kubernetes CSI", "Source Code"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "duplicate_of": "https://github.com/kubernetes-client"}'); INSERT INTO "resources" VALUES('https://github.com/kubernetes-csi/csi-driver-smb','SMB CSI Driver for Kubernetes','','2026',5,'A specialized CSI driver designed to dynamically provision and mount Server Message Block (SMB) shared directories into Kubernetes pods. This driver is essential for heterogeneous Windows/Linux container clusters and legacy corporate network attached storage (NAS) migrations.','Go','CSI Driver','Medium',0,'online','manual','eab7a2248d1bef935176b622ad8dfa3ce97f382d9418a2ee0d2e219583b61216',100.0,1.77903325919458198e+09,1,'2026-06-14T07:10:30Z',NULL,NULL,NULL,'["Storage", "Kubernetes CSI", "SMB Integration"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T07:10:30Z", "gh_stars": 641}'); INSERT INTO "resources" VALUES('https://github.com/kubernetes-retired/etcdadm','github.com/kubernetes-sigs/etcdadm ⭐','','2018',3,'A retired cluster administration tool inspired by kubeadm, designed to provision and operate secure, HA etcd clusters. Although deprecated in the Kubernetes-retired ecosystem, it served as a foundational pattern for bootstrap orchestrators.','Go','Cluster Installer','High',0,'online','manual','74b1a330a79242cd06f6d9fa042d24276e94431e09c9fb3706af3511ec7d8191',100.0,1.77913049493086195e+09,1,'2024-04-29T17:19:53Z',NULL,NULL,NULL,'["Infrastructure", "Control Plane", "etcd Management"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-04-29T17:19:53Z", "gh_stars": 747}'); INSERT INTO "resources" VALUES('https://github.com/kubernetes-retired/frakti','Frakti','','2020',5,'Critical Live Grounding: Built originally to support hypervisor-based Container Runtime Interfaces (CRI), Frakti has been officially retired and archived by the Kubernetes organization. Modern environments utilize container-native VM interfaces like Kata Containers or Firecracker integrated directly into containerd.','Go','Repository','Advanced',0,'online','manual','07833ef4cc0c9fb288a03de53893ff40afa113ac6f2543303073a13f38adc569',100.0,1.77913049497854495e+09,1,'2020-12-15T16:30:13Z',NULL,NULL,NULL,'["Containerization", "Runtimes", "Hypervisor-based Runtimes"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/container-managers.md"]','["container-managers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-12-15T16:30:13Z", "gh_stars": 675}'); @@ -6691,25 +6691,25 @@ INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/cluster-addon INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/cluster-api',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','ead71e9f56c783ba010a87db2d76899d165c14e0ec3e6dfb2bb845b58791c3cf',100.0,1.77903309291343188e+09,1,'2026-05-17T17:51:32.913432+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{"gh_license": "Apache-2.0"}'); INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/descheduler','Descheduler for Kubernetes 🌟','','2026',5,'A highly critical Kubernetes SIG project that addresses scheduling drift by continuously examining running pods against modified constraints, evicting pods that violate affinities, taints, topology spreads, or resource capacities.','Go','Controller','Advanced',1,'online','manual','800177eb1bbf2496c5264eb5b149803a972ae5fbaa153c8598970f0ad6496ce3',100.0,1.77903182560427808e+09,1,'2026-06-08T10:13:47Z',NULL,NULL,NULL,'["Cluster Management", "Scheduling & Node Assignment", "Dynamic Balancing"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md", "docs/ocp4.md"]','["kubernetes-tools.md", "ocp4.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T10:13:47Z", "gh_stars": 5441}'); INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/e2e-framework','kubernetes-sigs/e2e-framework','','N/A',0,'Curator Insight presents this official Kubernetes SIG framework for writing robust end-to-end tests for operators and controllers. Live Grounding highlights its structured step-by-step test phases, integrated kind cluster spin-up, and native client-go validation patterns.','English','Repository','Advanced',0,'online','manual','57102640c25fb43e99dbed64bd1e680744003fe595379f30c016713a31976b44',100.0,1779030609.31161,1,'2026-06-08T05:52:53Z',NULL,NULL,NULL,'["Cloud Native", "Kubernetes Development", "Testing Frameworks"]','["[ENTERPRISE-STABLE]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T05:52:53Z", "gh_stars": 659}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/etcdadm','github.com/kubernetes-sigs/etcdadm ⭐','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','2d9d6d5df7237724e18b45213219f932e33df0f5e6ed2088e49a9810934be1b7',100.0,1.77903050748402404e+09,0,'2026-05-17T17:08:27.484024+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/etcdadm','github.com/kubernetes-sigs/etcdadm ⭐','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','2d9d6d5df7237724e18b45213219f932e33df0f5e6ed2088e49a9810934be1b7',100.0,1.77903050748402404e+09,0,'2026-05-17T17:08:27.484024+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/kubernetes-retired/etcdadm"}'); INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/external-dns','external-dns','','2024',5,'A vital ecosystem add-on that dynamically configures external DNS providers based on active Ingress and Service host declarations. Ensures automated external network connectivity.','Go','Repository','Advanced',1,'online','manual','654e152956ca97766a1312ecf102ea16c195e13878800fcf93396ae4c4ab8319',100.0,1.77903356748024606e+09,1,'2026-06-13T21:06:32Z',NULL,NULL,NULL,'["Networking & Ingress", "DNS", "Automation"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T21:06:32Z", "gh_stars": 8985}'); INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/gateway-api','Kubernetes Gateway API','','2023',4,'Official GitHub repository for the standard Kubernetes Gateway API. This next-generation specification supersedes standard Ingress, offering expressive, role-oriented, and extensible routing APIs (Gateway, GatewayClass, and Route resources).','Go','Repository','Advanced',1,'online','manual','9b853c512489d4b358665cd406a72d7c98c3d11567570278578142b0ff19f417',100.0,1.77903068091042304e+09,1,'2026-06-12T20:16:49Z',NULL,NULL,NULL,'["Networking", "Ingress & Gateway", "Gateway API"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-networking.md", "docs/kubernetes-operators-controllers.md", "docs/servicemesh.md"]','["kubernetes-networking.md", "kubernetes-operators-controllers.md", "servicemesh.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T20:16:49Z", "gh_stars": 2885}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/hierarchical-namespaces','kubernetes-sigs/hierarchical-namespaces: The Hierarchical Namespace Controller'' (HNC)','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','fdef75e2a80bfc946c00b02248b0c35953ca426910893e9e23b1357f8c72b720',100.0,1.77902937830564403e+09,0,'2026-05-17T16:49:38.305644+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/hierarchical-namespaces','kubernetes-sigs/hierarchical-namespaces: The Hierarchical Namespace Controller'' (HNC)','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','fdef75e2a80bfc946c00b02248b0c35953ca426910893e9e23b1357f8c72b720',100.0,1.77902937830564403e+09,0,'2026-05-17T16:49:38.305644+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/kubernetes-retired/hierarchical-namespaces"}'); INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/ingate','InGate: Ingress & Gateway API Controller (Archived)','','2021',2,'Architectural prototype designed to test Ingress integration patterns. Live engineering truth confirms this repository is archived by SIG-Network, as development has shifted entirely toward the standardized Gateway API.','Go','Repository','Advanced',1,'online','manual','c87518464900ff384554cca1a38f35aeb21edcd64c662194c30f9539ee2dfa1e',100.0,1.77903033071216893e+09,1,'2026-03-17T07:49:06Z',NULL,NULL,NULL,'["Networking", "Ingress & Gateway", "Controllers"]','["[LEGACY]"]','["docs/kubernetes-networking.md", "docs/kubernetes-operators-controllers.md", "docs/servicemesh.md"]','["kubernetes-networking.md", "kubernetes-operators-controllers.md", "servicemesh.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-03-17T07:49:06Z", "gh_stars": 728}'); INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/kind','**kind**','','2026',4,'Kubernetes in Docker (kind) is an indispensable ecosystem framework utilizing Docker container nodes to model multi-node clusters. Widely favored for continuous integration (CI) workflows and high-speed local control plane validation.','Go','Tool','Intermediate',0,'online','manual','52fb81ed1c130986f2875d5f20c2dcd6be647ce0c25060548fc35fb4be8eac89',100.0,1.77902905694722509e+09,1,'2026-06-12T19:04:50Z',NULL,NULL,NULL,'["Local Kubernetes Environments", "Containerized Clusters", "KIND"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-based-devel.md", "docs/matrix-table.md"]','["kubernetes-based-devel.md", "matrix-table.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T19:04:50Z", "gh_stars": 15299}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/kpng','kubernetes-sigs/kpng','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','7d3870e0793fbcc96741fe8d5f173130b7a149ab0a111b8364313de86f0bd7b3',100.0,1.77903198352083802e+09,0,'2026-05-17T17:33:03.520838+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/kpng','kubernetes-sigs/kpng','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7d3870e0793fbcc96741fe8d5f173130b7a149ab0a111b8364313de86f0bd7b3',100.0,1.77903198352083802e+09,0,'2026-05-17T17:33:03.520838+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/kubernetes-retired/kpng"}'); INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/krew-index/blob/master/plugins.md','Available kubectl plugins','','2026',5,'The master index of the Krew package manager, which lists community-contributed plugins for the kubectl CLI. This index serves as the central hub for operations engineers looking to discover, install, and catalog administrative and diagnostic command-line utilities.','Go','Index','Beginner',0,'online','manual','3751fc9d8df1a8a1fdd78727ddd16b967678a2cf3964a542426f9cb76d555f3d',100.0,1779031186.28168,1,'2026-06-14T05:18:33Z',NULL,NULL,NULL,'["Operations", "Command Line Tools", "Kubectl Plugins"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md", "docs/other-awesome-lists.md"]','["kubernetes.md", "other-awesome-lists.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T05:18:33Z", "gh_stars": 691, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/kube-batch','kube-batch','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','8f3a4116d27d5d5d955755a2f759f9f2c74506091c12304ed423e70c43c52594',100.0,1.7790340980439341e+09,0,'2026-05-17T18:08:18.043934+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/kube-batch','kube-batch','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8f3a4116d27d5d5d955755a2f759f9f2c74506091c12304ed423e70c43c52594',100.0,1.7790340980439341e+09,0,'2026-05-17T18:08:18.043934+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/kubernetes-retired/kube-batch"}'); INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/kube-scheduler-simulator','kube-scheduler-simulator','','2024',3,'An interactive, web-based simulator designed to visualize, debug, and test custom scheduler configurations and plugins. It enables platform developers to step through scheduling decisions without modifying production clusters. Widely recognized in 2026 as an essential tool for training engineers on advanced scheduling concepts.','Go','Web Application','High',1,'online','manual','3793cba17a48f8974bb5ee8f5e585d24649c606cdc8abab27a355c65317beb78',100.0,1.77903264046040105e+09,1,'2025-09-21T04:10:12Z',NULL,NULL,NULL,'["Infrastructure", "Scheduling", "Simulator"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-09-21T04:10:12Z", "gh_stars": 1092}'); INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/kubebuilder','kubernetes-sigs/kubebuilder','','2026',5,'Kubebuilder is the industry-standard developer framework for generating custom Kubernetes APIs and controllers. Leveraging structured scaffolding, advanced code generators, and controller-runtime wrappers, it streamlines the creation of highly reliable operators.','Go','Repository','Advanced',0,'online','manual','29d9981ad02b766023817c041f9aa38e9b24e6541793c93eef23ea561d07f8dc',100.0,1.77902911364673089e+09,1,'2026-06-12T23:52:37Z',NULL,NULL,NULL,'["Extensibility & Development", "Frameworks & Tooling", "Controller SDKs"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T23:52:37Z", "gh_stars": 9183}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/kubefed','KubeFed: Kubernetes Cluster Federation','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','1fb43d0721e6c5e4842baa866b9078f0369982e1f3128feba39e5aa5c4e764f5',100.0,1.77902946691022896e+09,0,'2026-05-17T16:51:06.910229+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/kubefed','KubeFed: Kubernetes Cluster Federation','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1fb43d0721e6c5e4842baa866b9078f0369982e1f3128feba39e5aa5c4e764f5',100.0,1.77902946691022896e+09,0,'2026-05-17T16:51:06.910229+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://github.com/kubernetes-retired/kubefed"}'); INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/kubespray','**Kubespray**','','2026',5,'The industry standard Ansible automation framework for deploying enterprise-ready, production-grade clusters. Combining Kubeadm with highly flexible, battle-tested playbooks, it handles network policy deployment (CNIs like Calico/Cilium), storage classes, node lifecycle operations, and multi-distribution OS configurations.','Python/Ansible','Repository','Advanced',0,'online','manual','e6a5ab4538c357775e53e98139727266a66b700215009b4dbd5fdcc4d257fb79',100.0,1.77903283533039593e+09,1,'2026-06-14T08:26:33Z',NULL,NULL,NULL,'["Provisioning", "Ansible", "Enterprise Playbooks"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-on-premise.md", "docs/matrix-table.md"]','["kubernetes-on-premise.md", "matrix-table.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T08:26:33Z", "gh_stars": 18556}'); INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/kueue','kubernetes-sigs/kueue: Kubernetes-native Job Queueing','','2026',5,'Kueue manages resource quotas across tenant namespaces, supporting complex machine learning and AI orchestration flows. It acts as a cloud-native batch scheduling engine, optimizing utilization within strict resource envelopes.','Go','Repository','Advanced',0,'online','manual','57dcd4bd79ba0cb4373a02dac6563bfd09831c58facdbdabf2521e45284ff23b',100.0,1.77903153598088192e+09,1,'2026-06-12T20:30:47Z',NULL,NULL,NULL,'["Workloads", "Batch Jobs", "Queueing"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T20:30:47Z", "gh_stars": 2563}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/kueue/releases/tag/v0.14.0','Kueue Release v0.14.0','','2024',4,'Curator Insight details the Kueue v0.14.0 release for advanced batch queuing in Kubernetes. Live engineering in 2026 highlights Kueue as the de facto standard for queuing, resource-sharing, and optimizing ML/AI compute clusters using standard scheduling components.','Go','Code Repository','High',1,'online','manual','43b0b49fc7eb473a64ff7e8315cb7180b2cfa93754ef2bb6e59221fc574560ff',100.0,1.77903165253824591e+09,1,'2026-06-12T20:30:47Z',NULL,NULL,NULL,'["Platform Engineering", "Job Scheduling", "Batch Workloads"]','["ENTERPRISE-STABLE", "EMERGING"]','["docs/kubernetes-operators-controllers.md", "docs/kubernetes-releases.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "kubernetes-operators-controllers.md", "kubernetes-releases.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T20:30:47Z", "gh_stars": 2563}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/kui','kubernetes-sigs/kui','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','651b6b6f7dee57a12e65301913f8e02bb09e0449ec4a332b016d3a3a47cd8de3',100.0,1.77903377097070288e+09,0,'2026-05-17T18:02:50.970703+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/kueue/releases/tag/v0.14.0','Kueue Release v0.14.0','','2024',4,'Curator Insight details the Kueue v0.14.0 release for advanced batch queuing in Kubernetes. Live engineering in 2026 highlights Kueue as the de facto standard for queuing, resource-sharing, and optimizing ML/AI compute clusters using standard scheduling components.','Go','Code Repository','High',1,'online','manual','43b0b49fc7eb473a64ff7e8315cb7180b2cfa93754ef2bb6e59221fc574560ff',100.0,1.77903165253824591e+09,1,'2026-06-12T20:30:47Z',NULL,NULL,NULL,'["Platform Engineering", "Job Scheduling", "Batch Workloads"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-operators-controllers.md", "docs/kubernetes-releases.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "kubernetes-operators-controllers.md", "kubernetes-releases.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T20:30:47Z", "gh_stars": 2563}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/kui','kubernetes-sigs/kui','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','651b6b6f7dee57a12e65301913f8e02bb09e0449ec4a332b016d3a3a47cd8de3',100.0,1.77903377097070288e+09,0,'2026-05-17T18:02:50.970703+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/kubernetes-retired/kui"}'); INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/kustomize','kustomize','','2026',5,'Duplicate entry for Kustomize, highlighting its role as a CNCF-backed declarative customization engine. It uses a composition-based system to configure variations of YAML files without standard template parameters, serving as a clean alternative to Helm.','Go','Tool','Intermediate',0,'online','manual','0d521a8e3abbccba8dcc4a3e9cb4c5d43a87f434413999983fb9163a6ce10c6f',100.0,1.77903448738609695e+09,1,'2026-06-08T00:42:31Z',NULL,NULL,NULL,'["Configuration", "Templating & Engine", "Kustomize"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T00:42:31Z", "gh_stars": 12070}'); INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/kwok','kubernetes-sigs/kwok','','2025',4,'KWOK (Kubernetes WithOut Kubelet) is an official SIG-sponsored emulator that spins up thousands of virtual nodes in seconds. By executing without actual kubelet footprints, it enables developers to simulate massive scale clusters, scheduler constraints, and operator behaviors on a standard laptop.','Go','CLI / Emulation Engine','Advanced',0,'online','manual','81c669e4ae741b5aba8e200f41e058f33537bcd4a8b9348496eac1a74b0d1dbf',100.0,1.77903111390952801e+09,1,'2026-06-12T07:32:24Z',NULL,NULL,NULL,'["Testing", "Simulation & Emulation", "Cluster Management"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T07:32:24Z", "gh_stars": 3124}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/multi-tenancy/tree/master/incubator/hnc','Hierarchical namespaces','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','472ed291b401f1602c7f3f23c55bdc896cd4ba1ada9a4ae6ada6eed916164c77',100.0,1779029061.35295,0,'2026-05-17T16:44:21.352950+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/multi-tenancy/tree/master/incubator/hnc','Hierarchical namespaces','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','472ed291b401f1602c7f3f23c55bdc896cd4ba1ada9a4ae6ada6eed916164c77',100.0,1779029061.35295,0,'2026-05-17T16:44:21.352950+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://github.com/kubernetes-retired/multi-tenancy/tree/master/incubator/hnc"}'); INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/nfs-ganesha-server-and-external-provisioner','github.com: NFS Ganesha server and external provisioner','','2023',2,'An out-of-tree dynamic provisioner that uses NFS Ganesha to dynamically provision Kubernetes Persistent Volumes (PVs) over NFS. It packages an NFS-Ganesha server directly within the provisioner container, allowing clusters to share block storage volumes dynamically via NFS. It remains a crucial storage-layer utility in 2026 for mixed ReadWriteMany workload environments.','Go','Storage Provisioner','High',1,'online','manual','1a9e8d9a821a92dadfa3cf1a2019e52415f6a8bf956516a1df0605afeda43c30',100.0,1.77903420871817302e+09,1,'2026-03-31T17:50:19Z',NULL,NULL,NULL,'["Storage", "NFS", "Provisioner"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-03-31T17:50:19Z", "gh_stars": 481}'); INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/nfs-subdir-external-provisioner','kubernetes-sigs/nfs-subdir-external-provisioner: Kubernetes NFS Subdir External'' Provisioner','','2025',4,'An out-of-tree dynamic provisioner that uses an existing NFS server to dynamically provision Kubernetes Persistent Volumes by creating subdirectories within the NFS share. Extremely reliable and simple to configure, it is widely utilized in 2026 for developer setups, bare-metal deployments, and test environments.','Go','Storage Provisioner','Medium',0,'online','manual','01c5c113ec1f426c994398e95c38d7a4d209d1b9609a7c551679c011b2f10ecb',100.0,1.77903455848235607e+09,1,'2026-03-31T17:50:19Z',NULL,NULL,NULL,'["Storage", "NFS", "Provisioner"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-03-31T17:50:19Z", "gh_stars": 3016}'); INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/node-feature-discovery','==kubernetes-sigs/node-feature-discovery: Node feature discovery for Kubernetes==','','2018',3,'A Kubernetes SIG project that scans hardware attributes and custom system configurations across cluster nodes. It labels nodes automatically based on attributes like GPUs, instruct sets, or custom kernel attributes.','Go','Kubernetes Operator','Advanced',1,'online','manual','9eb50a4b87b24f04460ce893b04e36df50bbcd718ac3470621d0ef19a77b7dab',100.0,1.77902906134383201e+09,1,'2026-06-14T09:53:01Z',NULL,NULL,NULL,'["Cluster Management", "Hardware Discovery", "Node Labeling"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T09:53:01Z", "gh_stars": 1045}'); @@ -6718,25 +6718,25 @@ INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/secrets-store INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/security-profiles-operator','kubernetes-sigs/security-profiles-operator','','2025',4,'The official Kubernetes SIG operator for managing Seccomp, AppArmor, and SELinux profiles natively. Live Grounding confirms its active role in highly regulated sectors for hardening container execution spaces. It replaces manual node profiling with declarative, cluster-wide configurations.','Go','Repository','Advanced',0,'online','manual','7018e8cdf814f360b434d4d884a32b505899192ad0812072c31a18fd1d10afae',100.0,1.77903218540708208e+09,1,'2026-06-12T17:28:56Z',NULL,NULL,NULL,'["Security", "System Hardening", "Security Profiles Operator"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T17:28:56Z", "gh_stars": 848}'); INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/sig-storage-local-static-provisioner','github.com/kubernetes-sigs: Local Persistence Volume Static Provisioner'' 🌟','','2026',5,'The official Kubernetes-SIGs repository for the local persistence static provisioner. It automates the creation of PVs for local disks, enabling database workloads to achieve raw, low-latency NVMe/SSD IOPS while retaining Kubernetes persistent storage abstractions.','Go','Code','Advanced',0,'online','manual','d55aae704510a8fd094de9bf43a26277d0e6df1a1003238b3ff63346d602b55d',100.0,1.77903208078710508e+09,1,'2026-06-14T08:33:31Z',NULL,NULL,NULL,'["Kubernetes Storage Implementation", "Persistent Volumes & Provisioners", "Local Storage"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T08:33:31Z", "gh_stars": 1200}'); INSERT INTO "resources" VALUES('https://github.com/kubernetes/autoscaler/tree/master/cluster-autoscaler','github.com/kubernetes: **Kubernetes Cluster Autoscaler**','','2026',5,'The official Kubernetes core component that dynamically alters cloud provider node counts based on scheduling pressures. Despite modern alternatives like Karpenter, it remains the most stable, widely deployed cluster-scaling standard across global cloud architectures.','Go','Repository','Advanced',0,'online','manual','45fa4e240e0e3f9d51e8ce957e7db11ecb736f472619a1678cd6425e7b6d579b',100.0,1779029075.00429,1,'2026-06-13T07:49:29Z',NULL,NULL,NULL,'["Kubernetes & Scaling", "Infrastructure Scaling", "Cluster Autoscaler"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-autoscaling.md"]','["kubernetes-autoscaling.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T07:49:29Z", "gh_stars": 8878}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes/autoscaler/tree/master/vertical-pod-autoscaler','VPA: Vertical Pod Autoscaler','','2026',5,'Official repository and implementation guide for the Kubernetes Vertical Pod Autoscaler. Focuses on dynamically adjusting CPU and memory requests/limits of workloads, optimizing resource distribution, and reducing idle costs.','Go','Repository','Advanced',0,'online','manual','ba14c614b6fe15d0119fd2b4b849d83747824660801db6b4c954a5cc94843dcd',100.0,1.77903136070481395e+09,1,'2026-06-13T07:49:29Z',NULL,NULL,NULL,'["Kubernetes & Scaling", "Core Concepts", "Vertical Scaling API"]','["ENTERPRISE-STABLE"]','["docs/kubernetes-autoscaling.md"]','["kubernetes-autoscaling.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T07:49:29Z", "gh_stars": 8878}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes/autoscaler/tree/master/vertical-pod-autoscaler','VPA: Vertical Pod Autoscaler','','2026',5,'Official repository and implementation guide for the Kubernetes Vertical Pod Autoscaler. Focuses on dynamically adjusting CPU and memory requests/limits of workloads, optimizing resource distribution, and reducing idle costs.','Go','Repository','Advanced',0,'online','manual','ba14c614b6fe15d0119fd2b4b849d83747824660801db6b4c954a5cc94843dcd',100.0,1.77903136070481395e+09,1,'2026-06-13T07:49:29Z',NULL,NULL,NULL,'["Kubernetes & Scaling", "Core Concepts", "Vertical Scaling API"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-autoscaling.md"]','["kubernetes-autoscaling.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T07:49:29Z", "gh_stars": 8878}'); INSERT INTO "resources" VALUES('https://github.com/kubernetes/client-go','kubernetes/client-go: Go client for Kubernetes 🌟','','2026',5,'The official Go SDK for managing Kubernetes clusters. It features critical API client mechanics like Informers, Lister-Watchers, work queues, and rate-limiting structures to build high-performance production controllers.','Go','Library','Advanced',0,'online','manual','673297f64673b2774e0328a723c5674cecea1495ce025d9052cc13dc14e207bb',100.0,1.77903304097263503e+09,1,'2026-06-12T18:56:57Z',NULL,NULL,NULL,'["Cloud Native & K8s", "Kubernetes API", "Go Client"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-client-libraries.md", "docs/openshift-pipelines.md"]','["kubernetes-client-libraries.md", "openshift-pipelines.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T18:56:57Z", "gh_stars": 9837}'); INSERT INTO "resources" VALUES('https://github.com/kubernetes/community/blob/main/README.md','Kubernetes Special Interest Groups (SIGs)','','2024',5,'The master repository outlining the governance structures and work distribution across Special Interest Groups (SIGs). Serves as the blueprint for code contributions and technical decisions.','N/A','Repository','Advanced',0,'online','manual','00b2d13fb802d80b65339b63118ec76c99d190434f89d7545e196554b79ff6de',100.0,1.77913049492285799e+09,1,'2026-06-12T17:28:55Z',NULL,NULL,NULL,'["Community & Governance", "SIGs", "Governance"]','["DE FACTO STANDARD"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T17:28:55Z", "gh_stars": 12886}'); INSERT INTO "resources" VALUES('https://github.com/kubernetes/community/blob/main/sig-scalability/configs-and-limits/thresholds.md','github.com/kubernetes: Kubernetes Scalability thresholds','','2025',5,'The authoritative SIG-Scalability technical specifications outlining physical structural and behavioral boundaries in a standard Kubernetes cluster (such as a maximum of 5,000 nodes, 150,000 total pods, and etcd throughput limits). Documents constraints and performance degradations encountered as these thresholds are reached.','Markdown','GitHub Repository','Advanced',0,'online','manual','b0452b2bd261bd1d7b003da3f685eb3e32a43b8d176289cb6a12e1d20aef7c2e',100.0,1.77913049503222489e+09,1,'2026-06-12T17:28:55Z',NULL,NULL,NULL,'["Architecture", "Control Plane", "Scalability Limits"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T17:28:55Z", "gh_stars": 12886}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes/community/blob/master/README.md','Kubernetes Special Interest Groups (SIGs)','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','d28cde42d4dfdb0d67e46daea15f0e39b9799e43e0b693933462a3c479ce5cd6',100.0,1.77903421774681401e+09,0,'2026-05-17T18:10:17.746814+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes/community/blob/master/sig-scalability/configs-and-limits/thresholds.md','github.com/kubernetes: Kubernetes Scalability thresholds','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','bc22af360e812d6bc8184d1dc2c40ca13105c84c48fa8619ad9e3c2c67f08bd8',100.0,1.7790345341363871e+09,0,'2026-05-17T18:15:34.136387+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes/community/blob/master/README.md','Kubernetes Special Interest Groups (SIGs)','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d28cde42d4dfdb0d67e46daea15f0e39b9799e43e0b693933462a3c479ce5cd6',100.0,1.77903421774681401e+09,0,'2026-05-17T18:10:17.746814+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://github.com/kubernetes/community/blob/main/README.md"}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes/community/blob/master/sig-scalability/configs-and-limits/thresholds.md','github.com/kubernetes: Kubernetes Scalability thresholds','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','bc22af360e812d6bc8184d1dc2c40ca13105c84c48fa8619ad9e3c2c67f08bd8',100.0,1.7790345341363871e+09,0,'2026-05-17T18:15:34.136387+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://github.com/kubernetes/community/blob/main/sig-scalability/configs-and-limits/thresholds.md"}'); INSERT INTO "resources" VALUES('https://github.com/kubernetes/community/tree/main/icons','github.com/kubernetes: Kubernetes Icons Set','','2023',5,'The official CNCF-maintained Kubernetes graphic catalog containing SVGs and PNGs representing key system objects like Pods, Services, Deployments, ingress, and Custom Resources. Vital for creating highly precise architectural designs of cloud-native infrastructure.','None','Asset Pack','Beginner',0,'online','manual','a94c5d163013c2889e7907f2966596a70e3f7aac5e80e4264bbff5846ac09ca5',100.0,1779130494.96747,1,'2026-06-12T17:28:55Z',NULL,NULL,NULL,'["Architecture & Visualization", "Design Assets", "Kubernetes"]','["[DE FACTO STANDARD]"]','["docs/cloud-arch-diagrams.md"]','["cloud-arch-diagrams.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T17:28:55Z", "gh_stars": 12886}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes/community/tree/master/icons','==github.com/kubernetes: Kubernetes Icons Set==','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','39e4162d41bfbbd8f809f8f62084dab0af4f8de8f2459bdacd5fc4bc58337190',100.0,1779032757.1625,0,'2026-05-17T17:45:57.162500+02:00',NULL,NULL,NULL,'[]','[]','["docs/cloud-arch-diagrams.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes/community/tree/master/icons','==github.com/kubernetes: Kubernetes Icons Set==','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','39e4162d41bfbbd8f809f8f62084dab0af4f8de8f2459bdacd5fc4bc58337190',100.0,1779032757.1625,0,'2026-05-17T17:45:57.162500+02:00',NULL,NULL,NULL,'[]','[]','["docs/cloud-arch-diagrams.md"]','[]','{}','{"duplicate_of": "https://github.com/kubernetes/community/tree/main/icons"}'); INSERT INTO "resources" VALUES('https://github.com/kubernetes/enhancements','NodeLocal DNSCache','','2026',5,'The Kubernetes Enhancement Proposal (KEP) and repository code outlining the deployment of a local DNS caching agent on each node. Running as a DaemonSet, NodeLocal DNSCache intercepts queries at a local loopback IP, bypassing heavy iptables conntrack entries and DNAT rules to reduce latencies and resolve UDP packet drop vulnerabilities.','Go','Repository','Advanced',0,'online','manual','ca291a0957a964638f787831e058b8bca48c3a81ce364b24d652827f0aa56b3a',100.0,1.7790345314268651e+09,1,'2026-06-14T03:00:33Z',NULL,NULL,NULL,'["Networking", "DNS", "Caching"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T03:00:33Z", "gh_stars": 3887}'); INSERT INTO "resources" VALUES('https://github.com/kubernetes/enhancements/blob/ddf7d2a8c098e97b0714f31e88abad3b3e0e706c/keps/sig-node/2837-pod-level-resource-spec/README.md','KEP-2837: Especificaciones de Recursos a Nivel de Pod','','2021',5,'A critical Kubernetes Enhancement Proposal (KEP) addressing resource specification directly at the Pod level rather than duplicating definitions across individual container configurations. This proposed structural shift promises to optimize vertical pod autoscaling, simplify scheduler math, and streamline declarative application configurations.','Markdown','Reference','Advanced',0,'online','manual','514efde5669ab949ed061953638463ffd0d486da2226e83c2875fcba49759e02',100.0,1.77903369326835298e+09,1,'2026-06-14T03:00:33Z',NULL,NULL,NULL,'["Architecture", "Kubernetes Enhancements", "Resources"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T03:00:33Z", "gh_stars": 3887}'); INSERT INTO "resources" VALUES('https://github.com/kubernetes/frakti','Frakti','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','71df0cbdb5c175fad4bbbdf18fec8817f1dc9dfb428b636a87dad3e2cb0366bf',100.0,1.7790342179266169e+09,0,'2026-05-17T18:10:17.926617+02:00',NULL,NULL,NULL,'[]','[]','["docs/container-managers.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://github.com/kubernetes/git-sync','==github.com/kubernetes/git-sync== ⭐','','2016',5,'Git-sync is a robust, lightweight sidecar container designed to continuously synchronize a targeted Git repository into a locally mounted volume. It is widely leveraged inside Kubernetes Pods to deliver static assets, configuration scripts, and policies to main application processes without requiring image rebuilds.','Go','Sidecar','Intermediate',1,'online','manual','54fb60738ab0304be0bbda503750926a91de8f8ea4015af1b50073a4c81413d5',100.0,1779029268.25356,1,'2026-06-12T22:36:53Z',NULL,NULL,NULL,'["GitOps & Delivery", "Configuration Management", "Sidecar Utilities"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T22:36:53Z", "gh_stars": 2704}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes/ingress-nginx/issues/7837','A Kyverno policy to block custom snippet configurations for Kubernetes Nginx ingress (CVE-2021-25742','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','1c1d77bf149df21c21650a267600a7b8dec80f0bf565ab739db2d18dee177ff4',100.0,1.77903229412831401e+09,0,'2026-05-17T17:38:14.128314+02:00',NULL,NULL,NULL,'[]','[]','["docs/securityascode.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes/ingress-nginx/issues/7837','A Kyverno policy to block custom snippet configurations for Kubernetes Nginx ingress (CVE-2021-25742','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1c1d77bf149df21c21650a267600a7b8dec80f0bf565ab739db2d18dee177ff4',100.0,1.77903229412831401e+09,0,'2026-05-17T17:38:14.128314+02:00',NULL,NULL,NULL,'[]','[]','["docs/securityascode.md"]','[]','{}','{"duplicate_of": "https://github.com/kubernetes/kubernetes/issues/126811"}'); INSERT INTO "resources" VALUES('https://github.com/kubernetes/ingress-nginx/releases/tag/controller-v1.0.0','NGINX Ingress Controller - v1.0.0','','2021',5,'Landmark v1.0.0 release of the community ingress-nginx controller. Highlights include compatibility with the GA ingress API specification, significant security enhancements, and optimized resource consumption.','Go','Release','Advanced',1,'online','manual','8e36825d3044d16b5640f83f8973499012707f04aa25a7302be36dfde538f858',100.0,1.77903050725017094e+09,1,'2026-03-23T16:16:29Z',NULL,NULL,NULL,'["Networking", "Ingress & Gateway", "NGINX"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-03-23T16:16:29Z", "gh_stars": 19494}'); INSERT INTO "resources" VALUES('https://github.com/kubernetes/kompose','==Kompose (Kubernetes + Compose)== 🌟','','2026',5,'Kompose is the official translation tool for converting Docker Compose files into native Kubernetes manifests. By generating deployments, services, persistent volumes, and ingress resources automatically, it acts as the primary transition bridge to production environments.','Go','CLI Translation Tool','Intermediate',0,'online','manual','c6aec9f9d2602c11b5d075ad1df9e258f01a3501a12ebebf1cdb8f6ae0119115',100.0,1.77903411643946194e+09,1,'2026-04-16T14:23:39Z',NULL,NULL,NULL,'["Application Lifecycle", "Manifest Generation", "Migration Tools"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-16T14:23:39Z", "gh_stars": 10531}'); INSERT INTO "resources" VALUES('https://github.com/kubernetes/kops','GitHub: Kubernetes Cluster with Kops','','2026',5,'Kubernetes Operations (kops) is a production-grade orchestration tool designed to configure, scale, and manage highly available clusters on public cloud environments. Its declarative structure manages cloud instances, security groups, route tables, and internal etcd scaling configurations directly, primarily focusing on AWS.','Go','Repository','Advanced',0,'online','manual','466102259c6e98ae602f93dda8db4ff09242d96489c59285d6bdfc8d40750c32',100.0,1.7790328748434031e+09,1,'2026-06-14T05:30:39Z',NULL,NULL,NULL,'["Provisioning", "Deployment Tools", "AWS"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-on-premise.md", "docs/matrix-table.md"]','["kubernetes-on-premise.md", "matrix-table.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T05:30:39Z", "gh_stars": 16625}'); INSERT INTO "resources" VALUES('https://github.com/kubernetes/kube-state-metrics','kube-state-metrics 🌟','','2024',4,'A vital system service that translates raw Kubernetes API server state data (e.g., deployments, pod counts, resource limits, cronjobs) into high-fidelity Prometheus metrics. Unlike cAdvisor, which captures resource usage, kube-state-metrics models cluster resource orchestration configurations.','Go','Repository','Intermediate',0,'online','manual','cd224da18daea2aa064a36621fdc1e9056d63a46cb527eb1b4c0904018628a8a',100.0,1.77903379524617791e+09,1,'2026-06-14T07:16:32Z',NULL,NULL,NULL,'["Dynamic Component Monitoring", "Telemetry Protocols", "Object State Monitoring"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-monitoring.md"]','["kubernetes-monitoring.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T07:16:32Z", "gh_stars": 6137}'); INSERT INTO "resources" VALUES('https://github.com/kubernetes/kubeadm','Kubernetes Cluster with **Kubeadm**','','2026',5,'The standard bootstrapping engine for establishing conformant clusters, maintained by Kubernetes SIG-Cluster-Lifecycle. It abstracts certificate generation, etcd cluster building, and node onboarding into simplified `kubeadm init` and `kubeadm join` commands. It serves as the foundation for higher-level platform controllers.','Go','Repository','Intermediate',0,'online','manual','6181b21e5d9db134f89d6bf12429426d55889bb77ad9001fa936b37659846a85',100.0,1.77902942194394111e+09,1,'2026-06-01T13:52:54Z',NULL,NULL,NULL,'["Provisioning", "Bootstrapping", "Core Engine"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-on-premise.md", "docs/matrix-table.md"]','["kubernetes-on-premise.md", "matrix-table.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-01T13:52:54Z", "gh_stars": 3981}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes/kubeadm/blob/main/docs/ha-considerations.md','github.com/kubernetes/kubeadm: High Availability Considerations','','2026',5,'Official design documentation specifying the HA mechanics of Kubeadm clusters. Examines stacked etcd setups versus external etcd clusters, detailing load balancing requirements and node join procedures to build resilient cloud-agnostic platform infrastructure.','Markdown','Documentation','Advanced',0,'online','manual','87353790bbe2b4db49fcbedc03b579fb905a6f150794a352399f6fa5378ba533',100.0,1.77903404012306594e+09,1,'2026-06-01T13:52:54Z',NULL,NULL,NULL,'["Provisioning", "Bootstrapping", "High Availability"]','["DE FACTO STANDARD", "GUIDE"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-01T13:52:54Z", "gh_stars": 3981}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes/kubeadm/blob/main/docs/ha-considerations.md','github.com/kubernetes/kubeadm: High Availability Considerations','','2026',5,'Official design documentation specifying the HA mechanics of Kubeadm clusters. Examines stacked etcd setups versus external etcd clusters, detailing load balancing requirements and node join procedures to build resilient cloud-agnostic platform infrastructure.','Markdown','Documentation','Advanced',0,'online','manual','87353790bbe2b4db49fcbedc03b579fb905a6f150794a352399f6fa5378ba533',100.0,1.77903404012306594e+09,1,'2026-06-01T13:52:54Z',NULL,NULL,NULL,'["Provisioning", "Bootstrapping", "High Availability"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-01T13:52:54Z", "gh_stars": 3981}'); INSERT INTO "resources" VALUES('https://github.com/kubernetes/kubernetes/issues/126811','A Kyverno policy to block custom snippet configurations for Kubernetes Nginx ingress (CVE-2021-25742','','2024',5,'A critical Kyverno security policy designed to block custom Nginx Ingress snippet configurations, preventing exploitation of CVE-2021-25742. Demonstrates the practical power of declarative security rules in blocking ingress privilege escalations.','YAML','Repository','Advanced',0,'online','manual','a1c3d342ed995b5fd57b8a24a6534669f7693e1714e7519e54970986d0cdda90',100.0,1.779130494941684e+09,1,'2026-06-14T02:52:34Z',NULL,NULL,NULL,'["Cloud Native Security", "Policy-as-Code", "Kyverno"]','["[DE FACTO STANDARD]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T02:52:34Z", "gh_stars": 123002}'); INSERT INTO "resources" VALUES('https://github.com/kubernetes/kubernetes/pull/73787','Flag export deprecated in kubernetes 1.14','','2026',5,'The upstream Kubernetes pull request deprecating the ''--export'' flag in ''kubectl get''. Live grounding confirms that as of Kubernetes 1.18+, this flag was completely removed in favor of alternative serialization pipelines, requiring automation scripts to migrate away from this legacy pattern.','Go','Documentation','Intermediate',0,'online','manual','020eabda6a98fe4d661d9ca9f9cc313d63daeff992fa7e3460f2b4f9edd56753',100.0,1.77903210124061203e+09,1,'2026-06-14T02:52:34Z',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "CLI & Debugging"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubectl-commands.md"]','["kubectl-commands.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T02:52:34Z", "gh_stars": 123002}'); INSERT INTO "resources" VALUES('https://github.com/kubernetes/kubernetes/pull/97057','If you have a livenessProbe that takes over one second, it’ll fail when you update to kubernetes 1.20, because a long-standing bug with how the default was handled has been fixed. You must override the ExecProbeTimeout if your probe takes more than 1s','','2020',5,'Highlights a critical behavior change in Kubernetes 1.20 where `timeoutSeconds` is strictly enforced for Exec probes. Warns how previously un-timeout-bound scripts can trigger sudden restarts across critical services.','English','Issue/Notice','Advanced',0,'online','manual','6245b0754b1ea7078c605b310b42644b579d9b75a0fbd87a2a283881a03417ed',100.0,1.77903149053755307e+09,1,'2026-06-14T02:52:34Z',NULL,NULL,NULL,'["Operations", "Reliability", "Probes"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T02:52:34Z", "gh_stars": 123002}'); @@ -6746,11 +6746,11 @@ INSERT INTO "resources" VALUES('https://github.com/kubernetes/test-infra/tree/ma INSERT INTO "resources" VALUES('https://github.com/kubescape/kubescape','kubescape','','2025',5,'An active CNCF Sandbox tool providing multi-framework configuration scanning, risk analysis, and vulnerability management. It integrates into CI/CD pipelines to ensure continuous verification of compliance frameworks (like CIS and NSA-CISA). Essential for enterprise teams seeking unified security visibility.','Go','Repository','Advanced',0,'online','manual','b2edcccc6e3dc19610cb8401874e7e9c6efc002eea50bff20debb737537678d8',100.0,1.77903288479914188e+09,1,'2026-06-12T14:08:06Z',NULL,NULL,NULL,'["Security", "Vulnerabilities", "Post-Deployment Scanning"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-security.md", "docs/kubernetes-tools.md"]','["kubernetes-security.md", "kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T14:08:06Z", "gh_stars": 11480}'); INSERT INTO "resources" VALUES('https://github.com/kubescape/regolibrary','armosec/regolibrary','','2021',2,'A repository of highly structured Rego-based compliance policies curated for the Kubescape open-source platform. It maps cluster postures against frameworks like MITRE ATT&CK, NSA/CISA, and CIS benchmarks.','Rego','Policy Library','High',0,'online','manual','a75dcc4d8e1f244335f31040b321d85865242ba426e72448ac1fae221a4f27aa',100.0,1.77913049499168896e+09,1,'2026-06-08T19:01:10Z',NULL,NULL,NULL,'["Security", "Compliance & Policy", "OPA Rego"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T19:01:10Z", "gh_stars": 131}'); INSERT INTO "resources" VALUES('https://github.com/kubeshark/kubeshark','kubeshark/kubeshark','','2026',4,'An open-source, eBPF-driven network monitoring and L7 protocol debugging engine offering Wireshark-like inspection for Kubernetes. Captures, decodes, and records TCP/UDP traffic at the kernel level across dynamic microservices.','Go','Repository','Advanced',0,'online','manual','af2af430c1693288f10e0ac9c2e9d3c4514537ef5bc0e169d16ac18ab5c358b6',100.0,1779030554.55623,1,'2026-06-03T18:01:45Z',NULL,NULL,NULL,'["Observability", "Networking", "Deep Packet Inspection"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-monitoring.md"]','["kubernetes-monitoring.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-03T18:01:45Z", "gh_stars": 11951}'); -INSERT INTO "resources" VALUES('https://github.com/kubeshield/identity-server','identity-server','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','92c55f70c85f144b884d31ed002f04a5d780c47ef8c8f74713a18e8bf2c08904',100.0,1.77903071160519099e+09,0,'2026-05-17T17:11:51.605191+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/kubeshield/identity-server','identity-server','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','92c55f70c85f144b884d31ed002f04a5d780c47ef8c8f74713a18e8bf2c08904',100.0,1.77903071160519099e+09,0,'2026-05-17T17:11:51.605191+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/kubeops/ui-server"}'); INSERT INTO "resources" VALUES('https://github.com/kubeshop/kusk','kubeshop/kusk: use OpenAPI to configure Kubernetes','','2023',1,'Kusk is an OpenAPI-driven code generator and routing manager designed to build ingress configurations (mainly Envoy/Ambassador) directly from OpenAPI schemas. Live Grounding in 2026 reveals that Kubeshop has archived the Kusk project, directing engineers instead toward native Gateway API implementations.','Go','Tool','Medium',0,'online','manual','1687cf1566bec12c28cb5e735dd17748bac735ab1a3274534188e323717d6615',100.0,1.779032780136729e+09,1,'2022-10-12T11:05:45Z',NULL,NULL,NULL,'["API Gateway", "OpenAPI", "Ingress Generators"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-10-12T11:05:45Z", "gh_stars": 7}'); INSERT INTO "resources" VALUES('https://github.com/kubeshop/monokle','==kubeshop/monokle==','','2021',5,'Monokle is a visual Kubernetes configuration editor and IDE engineered to simplify manifest creation, validation, and delivery. It parses local directories and live cluster states, offering visual representations of resource dependencies.','TypeScript','Desktop GUI App / Web App','Intermediate',0,'online','manual','fe40391aa802454c10f642618dd5708b3271873f37a1d06846bb43b009c7d722',100.0,1.77903082762707495e+09,1,'2026-02-26T08:37:07Z',NULL,NULL,NULL,'["Platform Engineering", "Developer Productivity", "Configuration Editors"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-02-26T08:37:07Z", "gh_stars": 2138}'); INSERT INTO "resources" VALUES('https://github.com/kubeshop/testkube','kubeshop/testkube','','2026',5,'The open-source core repository of Testkube, housing the CRDs, execution agents, and orchestrator architecture. It enables git-triggerable, declarative test configurations defined as Kubernetes manifests, fully integrating test pipelines into standard GitOps workflows like ArgoCD.','Go','Framework','High',0,'online','manual','333516f5073b4f469fb82a7fdccfbae63494db5490567540aa0ad00a74ba2e0c',100.0,1.779031141303164e+09,1,'2026-06-13T15:44:39Z',NULL,NULL,NULL,'["Testing", "Test Orchestration", "Open-Source Core"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-13T15:44:39Z", "gh_stars": 1607}'); -INSERT INTO "resources" VALUES('https://github.com/kubesimplify/ksctl','Ksctl: Cloud Agnostic Kubernetes Management tool','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','e87f298bcd6616cf3dcba6987c41d926d3e85f5ea6cdb3c015f2536d03a7478c',100.0,1.77903447988210105e+09,0,'2026-05-17T18:14:39.882101+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/kubesimplify/ksctl','Ksctl: Cloud Agnostic Kubernetes Management tool','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e87f298bcd6616cf3dcba6987c41d926d3e85f5ea6cdb3c015f2536d03a7478c',100.0,1.77903447988210105e+09,0,'2026-05-17T18:14:39.882101+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/ksctl/ksctl"}'); INSERT INTO "resources" VALUES('https://github.com/kubesphere/kubeeye','KubeEye 🌟','','2025',5,'The main GitHub project repository for KubeEye, an advanced diagnostic utility that analyzes resources, configurations, and network environments. Pinpoints anomalies, deprecations, and potential security hazards. It runs standalone or integrates as a continuous API audit service.','Go','CLI Tool','Medium',0,'online','manual','fc86a43e1d9c8ee21309c3963f3584fdc2a92d5b9ff8d5a4750fad528a9bf5b1',100.0,1.77903413960862708e+09,1,'2025-06-25T08:42:20Z',NULL,NULL,NULL,'["Operations", "Cluster Diagnostics", "Automated Auditing"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-06-25T08:42:20Z", "gh_stars": 850}'); INSERT INTO "resources" VALUES('https://github.com/kubesphere/kubekey','kubekey','','2025',4,'A Go-based command-line utility engineered to rapidly install, configure, and upgrade Kubernetes clusters, KubeSphere components, and runtime layers (containerd, Docker) on bare-metal and cloud environments. It highly excels in air-gapped, offline installations using custom artifact packages. (Live Grounding: KubeKey remains a highly-rated installer alternative to Kubeadm, especially popular in hybrid/on-prem environments requiring deterministic runtime setups).','Go','Open Source Tool','Advanced',0,'online','manual','5f2766d774c39dee9e3aaf98051ab740425b1a29aab313e6c53e2f2a9fea2593',100.0,1.77903162513630795e+09,1,'2026-06-11T09:03:03Z',NULL,NULL,NULL,'["Cloud-Native Infrastructure", "Cluster Provisioning", "KubeKey"]','["[ENTERPRISE-STABLE]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T09:03:03Z", "gh_stars": 2821}'); INSERT INTO "resources" VALUES('https://github.com/kubetail-org/kubetail','github.com/kubetail-org/kubetail 🌟','','2022',5,'Kubetail (by kubetail-org) is a real-time log-monitoring dashboard designed specifically for Kubernetes environments. It aggregates streaming logs from diverse Pods and containers directly in a web interface, allowing platform engineers to filter, pause, and search outputs instantly.','TypeScript / Go','Web UI','Intermediate',1,'online','manual','8a920a905975edef0c5c269b42676faf7d182b27c89f0e5d87d4e08a212b2d84',100.0,1.77903296950743198e+09,1,'2026-06-06T08:36:55Z',NULL,NULL,NULL,'["Observability & Diagnostics", "Log Aggregation", "UI Tools"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-06T08:36:55Z", "gh_stars": 1720}'); @@ -6780,9 +6780,9 @@ INSERT INTO "resources" VALUES('https://github.com/learnk8s/xlskubectl','==learn INSERT INTO "resources" VALUES('https://github.com/leg100/pug','github.com/leg100/pug: PUG','','2024',2,'PUG (Pug User Interface) is a terminal-based UI designed to control terraform commands and monitor output states. It presents interactive visual representations of active plans, deployment structures, and error pipelines. It elevates standard log streams into dynamic terminal dashboards for faster local troubleshooting.','Go','TUI Tool','Intermediate',0,'online','manual','7553ba98f6386ab8d8870ffc4bf0b9b839196acae4bb9e71569b5c0331f0d068',100.0,1.77903380867436695e+09,1,'2026-01-02T11:17:40Z',NULL,NULL,NULL,'["Infrastructure as Code", "User Interfaces", "TUI Engines"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "MPL-2.0", "gh_pushed": "2026-01-02T11:17:40Z", "gh_stars": 682}'); INSERT INTO "resources" VALUES('https://github.com/lensesio/fast-data-dev','github.com/lensesio/fast-data-dev (Lenses Box)','','2022',5,'Fast-data-dev (Lenses Box) is a highly popular, all-in-one Docker environment integrating Kafka, ZooKeeper, Schema Registry, and REST Proxy components. It represents the industry standard for local developer mockups and continuous integration (CI) tests.','Shell','Open Source Tool','Intermediate',0,'online','manual','8aae4234c3fd5d81307550e8b1207fe6dad1ef90194caaba469d7226104fa3c6',100.0,1.77903041383876609e+09,1,'2025-11-20T21:51:52Z',NULL,NULL,NULL,'["Event-Driven Systems", "Apache Kafka", "Testing & Emulation"]','["[DE FACTO STANDARD]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-11-20T21:51:52Z", "gh_stars": 2077}'); INSERT INTO "resources" VALUES('https://github.com/libopenstorage/stork','libopenstorage/stork: Stork - Storage Operator Runtime for Kubernetes','','2026',5,'Stork (Storage Operator Runtime for Kubernetes) is an open-source utility developed by Portworx to facilitate storage-aware scheduling and backup operations. It communicates with local storage nodes to ensure container workloads are scheduled on the exact physical hardware housing their replicated volumes.','Go','Operator','High',0,'online','manual','e56a2be73bd09f662866098b42e91b8280bd0962218a716b1fc5c5a13c1bacdf',100.0,1.77903223671606802e+09,1,'2025-02-12T08:30:36Z',NULL,NULL,NULL,'["Storage", "Kubernetes Storage", "Storage Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-02-12T08:30:36Z", "gh_stars": 401}'); -INSERT INTO "resources" VALUES('https://github.com/ligurio/awesome-software-quality','Awesome Software Quality','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','06b05e48f77288db0caf645400d7f49ec8793b5c8c820fed5021719c6dfba1d1',100.0,1.77903134026203703e+09,0,'2026-05-17T17:22:20.262037+02:00',NULL,NULL,NULL,'[]','[]','["docs/other-awesome-lists.md", "docs/qa.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/ligurio/awesome-software-quality','Awesome Software Quality','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','06b05e48f77288db0caf645400d7f49ec8793b5c8c820fed5021719c6dfba1d1',100.0,1.77903134026203703e+09,0,'2026-05-17T17:22:20.262037+02:00',NULL,NULL,NULL,'[]','[]','["docs/other-awesome-lists.md", "docs/qa.md"]','[]','{}','{"duplicate_of": "https://github.com/ligurio/sqa-wiki"}'); INSERT INTO "resources" VALUES('https://github.com/ligurio/sqa-wiki','Awesome Software Quality','','2026',4,'An elite repository tracking software quality assurance wikis, tools, and paradigms. Focuses on system profiling frameworks, regression suites, and static analysis platforms designed to secure microservice delivery channels.','N/A','Repository','Intermediate',0,'online','manual','58595e9f2f9cfc8f49bfb2c58d4e60bff977d3267763da04b3ea1dcb4e27029b',100.0,1779130494.99465,1,'2023-02-01T15:23:18Z',NULL,NULL,NULL,'["Software Engineering", "Quality Assurance", "SQA Frameworks"]','["[ENTERPRISE-STABLE]"]','["docs/other-awesome-lists.md", "docs/qa.md"]','["architectural-foundations.md", "other-awesome-lists.md", "qa.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2023-02-01T15:23:18Z", "gh_stars": 2315, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/ligyxy/DictMySQL','DictMySQL: A MySQL class for more convenient database manipulation with'' Python dictionary','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','8b48346e017abbd8a1a6a9e0c6dc5aabbe8a03297746a6573e4ac73792885860',100.0,1.77903255677378702e+09,0,'2026-05-17T17:42:36.773787+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/ligyxy/DictMySQL','DictMySQL: A MySQL class for more convenient database manipulation with'' Python dictionary','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8b48346e017abbd8a1a6a9e0c6dc5aabbe8a03297746a6573e4ac73792885860',100.0,1.77903255677378702e+09,0,'2026-05-17T17:42:36.773787+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{"duplicate_of": "https://github.com/gyli/DictMySQL"}'); INSERT INTO "resources" VALUES('https://github.com/lima-vm/lima',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','241d24eaf7793fb496bb032ada39525e8ba1d1125bb0565a1dfb95e841824de6',100.0,1.77903145912250208e+09,0,'2026-05-17T17:24:19.122502+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://github.com/line/promgen','Promgen 🌟','','2022',5,'Promgen is a web UI and CLI helper utility designed to simplify the generation of scrape target targets and custom alerting rule files for large-scale Prometheus configurations.','Python','Open Source Tool','Intermediate',0,'online','manual','7dab4f152c70ae0ac92e1efc4aa1d9f14b81ec681dba95dd7bb8dd964245e9b1',100.0,1.77903011978169202e+09,1,'2026-06-04T03:12:56Z',NULL,NULL,NULL,'["Observability", "Prometheus Ecosystem", "Configuration Management"]','["[DE FACTO STANDARD]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-04T03:12:56Z", "gh_stars": 1124}'); INSERT INTO "resources" VALUES('https://github.com/linkedin/kafka-monitor',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','d6018be5cf48d18f45161b64791d57c725300f78533ce7b4acf10a7e373fe053',100.0,1.77903437341151309e+09,1,'2026-05-17T18:12:53.411513+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{"gh_license": "Apache-2.0"}'); @@ -6837,10 +6837,10 @@ INSERT INTO "resources" VALUES('https://github.com/mehdihadeli/awesome-software- INSERT INTO "resources" VALUES('https://github.com/mercedes-benz','github.com/mercedes-benz','','2024',3,'The official GitHub portal for Mercedes-Benz''s open-source initiatives. It hosts various developer tools, utility libraries, and SDKs dedicated to automotive software, showing their commitment to transparent, community-driven development in modern vehicles. It serves as an archive and collaboration hub for internal components exposed to the open-source ecosystem.','English','Code Repository','Intermediate',0,'online','manual','a04b34401eec33a11c1e003a738246a49b57f80acec13d86bf19df525dda9bd1',100.0,1.77903171241117501e+09,1,'2026-05-17T17:28:32.411175+02:00',NULL,NULL,NULL,'["Infrastructure Orchestration", "Open Source Software", "Enterprise Portals"]','["[COMMUNITY-TOOL]"]','["docs/customer.md"]','["customer.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); INSERT INTO "resources" VALUES('https://github.com/mesaguy/ansible-prometheus','github.com/mesaguy/ansible-prometheus','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','efb46d04e84840a5308d214788fa66d0a637b4203da5d2f5314c93cd55efcf3b',100.0,1.77903042617497491e+09,1,'2026-05-17T17:07:06.174975+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{"gh_license": "MIT"}'); INSERT INTO "resources" VALUES('https://github.com/meshery-extensions/helm-kanvas-snapshot','Helm Kanvas Snapshot','','2026',1,'Integrates Meshery''s visualization layer into Helm pipelines. Enables engineers to capture runtime topology models and visually document deployed resource layouts directly from active releases.','Go','Plugin','Intermediate',0,'online','manual','46d57dab601b5c7b36f29966a46317fe7dea3b389d3d92085816d30e5f168b3f',100.0,1.77913049502857899e+09,1,'2026-06-09T20:39:53Z',NULL,NULL,NULL,'["Cloud Native", "Application Delivery", "Helm Plugins", "Topology Visualization"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T20:39:53Z", "gh_stars": 43}'); -INSERT INTO "resources" VALUES('https://github.com/meshery/helm-kanvas-snapshot','Helm Kanvas Snapshot','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','03f642611aa3dc889876ed0692c9f8e78f5520af3c096b5e3dcef35cec03d76d',100.0,1779031478.76816,0,'2026-05-17T17:24:38.768160+02:00',NULL,NULL,NULL,'[]','[]','["docs/helm.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/meshery/helm-kanvas-snapshot','Helm Kanvas Snapshot','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','03f642611aa3dc889876ed0692c9f8e78f5520af3c096b5e3dcef35cec03d76d',100.0,1779031478.76816,0,'2026-05-17T17:24:38.768160+02:00',NULL,NULL,NULL,'[]','[]','["docs/helm.md"]','[]','{}','{"duplicate_of": "https://github.com/meshery-extensions/helm-kanvas-snapshot"}'); INSERT INTO "resources" VALUES('https://github.com/meshery/meshery','Meshery','','2019',5,'Meshery is a comprehensive multi-service mesh management plane designed to provision, validate, and optimize service mesh infrastructures. 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It offers highly robust templates for PEFT (Parameter-Efficient Fine-Tuning) such as LoRA, model quantization, and optimization strategies that enable low-latency inference setups inside microservices frameworks.','Python','Repository','Advanced',1,'online','manual','9a506b09f9ae40b646a591cdc06a847a5e1df82c9334a751e34140efe24d7790',100.0,1.7791304949606359e+09,1,'2026-05-19T18:42:31Z',NULL,NULL,NULL,'["Machine Learning", "Large Language Models", "Fine-tuning"]','["[DE FACTO STANDARD]"]','["docs/mlops.md"]','["mlops.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-05-19T18:42:31Z", "gh_stars": 18353}'); -INSERT INTO "resources" VALUES('https://github.com/meta-llama/llama-recipes','==github.com/meta-llama/llama-recipes==','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','6423d8e1d47758ae119cb6542c51c1f2b7ef747eb2f304e42687c94476ccaa3c',100.0,1.77903449198087096e+09,0,'2026-05-17T18:14:51.980871+02:00',NULL,NULL,NULL,'[]','[]','["docs/mlops.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/meta-llama/llama-recipes','==github.com/meta-llama/llama-recipes==','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','6423d8e1d47758ae119cb6542c51c1f2b7ef747eb2f304e42687c94476ccaa3c',100.0,1.77903449198087096e+09,0,'2026-05-17T18:14:51.980871+02:00',NULL,NULL,NULL,'[]','[]','["docs/mlops.md"]','[]','{}','{"duplicate_of": "https://github.com/meta-llama/llama-cookbook"}'); INSERT INTO "resources" VALUES('https://github.com/metacontroller/metacontroller','Metacontroller','','2024',3,'An add-on for Kubernetes that simplifies writing custom controllers by letting developers implement business logic via webhooks in any programming language. 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Teams seeking similar workflows should look to solutions like mirrord or Telepresence.','TypeScript','GitHub Repository','Advanced',1,'online','manual','21fe8346e03b4c4c11ac2d27328a4d90a23ca24628e717e01c8f7d9b6516fbd2',100.0,1.77902957384097599e+09,1,'2022-08-19T00:20:04Z',NULL,NULL,NULL,'["Cloud-Native Development", "Kubernetes", "Local Development"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-08-19T00:20:04Z", "gh_stars": 304}'); INSERT INTO "resources" VALUES('https://github.com/microsoft/pyright','github.com/microsoft/pyright','','2025',5,'Curator Insight defines Pyright as Microsoft''s performant static type checker for Python. 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Offers structured developer pathways and hypervisor setup instructions, making it ideal for technical upskilling and training programs.','Markdown','Guide','Intermediate',0,'online','manual','9944c6f547ac65e1e15ef560dad2ded347b88af42423ade0d25ad781620bb3f1',100.0,1.78173612318517494e+09,1,'2026-06-18T00:42:03.185175+02:00',NULL,NULL,NULL,'["Curation", "Guides", "Kubernetes"]','["[DE FACTO STANDARD]", "[GUIDE]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/mikeroyal/Kubernetes-Guide/blob/main/README.md','==mikeroyal/Kubernetes-Guide: Machine Learning== 🌟','','2023',4,'A comprehensive reference manual mapping the landscape of running machine learning workloads on Kubernetes. 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Includes instructions for cluster setup, networking tools, persistent storage, and third-party integrations.','Markdown','Repository','Intermediate',0,'online','manual','974e648a506992164bf1cd5aaec3bded413576db9a558956929be7f413ba9be9',100.0,1.78173611263506102e+09,1,'2026-06-18T00:41:52.635061+02:00',NULL,NULL,NULL,'["Enterprise Kubernetes", "Platform Evaluation", "Learning Resources"]','["[ENTERPRISE-STABLE]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); INSERT INTO "resources" VALUES('https://github.com/mikzuit/fair-job-offer','mikzuit/fair-job-offer','','2020',1,'Curator Insight: A direct calculator tool created to evaluate contract offers and compensation fairness. Live Grounding: This repository is now archived and categorized as legacy due to complete commit inactivity since 2020, yet still acts as an architectural blueprint for programmatic contract parser apps.','en','GitHub Repository','Intermediate',0,'online','manual','717e1a37a862428962b97fbf73e900773ca815ba25b8ea0af325af41ab0bbb5e',100.0,1.77903143882661509e+09,1,'2022-05-31T09:59:59Z',NULL,NULL,NULL,'["Professional Practice", "Compensation", "Contract Analysis"]','["[LEGACY]"]','["docs/recruitment.md"]','["recruitment.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-05-31T09:59:59Z", "gh_stars": 19}'); INSERT INTO "resources" VALUES('https://github.com/milanm/DevOps-Roadmap','DevOps Roadmap for 2026','','2026',4,'An extensive, highly-vetted community map outlining modern DevOps and platform engineering educational pathways. Synthesizes knowledge milestones across systems internals, network protocols, continuous integration/continuous delivery protocols, and hybrid observability.','Markdown','Educational Repository','Intermediate',0,'online','manual','e8bd6c3679a539b713a836931e283891cac944c3ae4309905b61e377fecfc5f4',100.0,1.77903449987078094e+09,1,'2026-06-13T06:35:41Z',NULL,NULL,NULL,'["DevOps & CI/CD", "Roadmaps", "Career Path"]','["[DE FACTO STANDARD]"]','["docs/devops.md", "docs/iac.md", "docs/kubernetes-tutorials.md"]','["kubernetes-tutorials.md", "devops.md", "iac.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T06:35:41Z", "gh_stars": 19614}'); -INSERT INTO "resources" VALUES('https://github.com/mineiros-io/terramate','mineiros-io/terramate','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','42bd28f835ee1bc496f6489ce7d2ef163baf41ae2061ac27c1f21cc1f4108071',100.0,1.77903190302011704e+09,0,'2026-05-17T17:31:43.020117+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/mineiros-io/terramate','mineiros-io/terramate','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','42bd28f835ee1bc496f6489ce7d2ef163baf41ae2061ac27c1f21cc1f4108071',100.0,1.77903190302011704e+09,0,'2026-05-17T17:31:43.020117+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"duplicate_of": "https://github.com/terramate-io/terramate"}'); INSERT INTO "resources" VALUES('https://github.com/mingrammer/diagrams','mingrammer/diagrams','','2026',5,'A highly popular open-source Python framework that allows engineers to write cloud infrastructure diagrams directly as Python code. 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It aims to intelligently distribute workloads across distinct geographical or multi-cloud Kubernetes clusters based on custom latency, cost, or compliance constraints. 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Real-world grounding confirms zero recent updates, classifying it as obsolete. Platform engineers are encouraged to reference standard, actively maintained Kubernetes operator resources or Helm charts instead.','YML','Repository','Intermediate',0,'online','manual','2ef9f54c05ae28d91061b04471d72ee9b80a004a82ff90ea1a37083c86536bc7',100.0,1781736154.46731,1,'2026-06-18T00:42:34.467310+02:00',NULL,NULL,NULL,'["Infrastructure Security", "Container Registries", "Harbor Automation"]','["[LEGACY]"]','["docs/registries.md"]','["registries.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); INSERT INTO "resources" VALUES('https://github.com/mrcodedev/frontend-developer-resources','El camino del Frontend Developer','','2024',4,'An extensive frontend development roadmap repository, detailing system tools, CSS architectures, modern frameworks (React, Vue, Angular), and build systems (Vite, Webpack) required for client engineering.','Markdown','Repository','Intermediate',0,'online','manual','82e43fd6826fa0274e757f16f8ec7473e5d63e8fcdacae064b34d0c23f67d342',100.0,1.77903188341136789e+09,1,'2024-07-18T19:43:31Z',NULL,NULL,NULL,'["Software Engineering", "Frontend", "Learning Paths"]','["[ENTERPRISE-STABLE]"]','["docs/devel-sites.md"]','["devel-sites.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-07-18T19:43:31Z", "gh_stars": 3536}'); INSERT INTO "resources" VALUES('https://github.com/msfidelis/kubernetes-with-cri-o','Kubernetes setup with CRI-O Runtime','','2021',3,'A practical hands-on repository outlining the exact deployment and structural configuration needed to run Kubernetes with CRI-O. An invaluable asset for engineers aiming to drop Docker overhead in favor of pure, security-hardened, OCI-compliant system container operations.','Shell','Repository','Advanced',0,'online','manual','0bb0f81b0d87d0e5fa466db80d253446767bfa6b60d970bd6bd9d3e8dfcb37c6',100.0,1.77903073246291208e+09,1,'2023-01-10T03:37:18Z',NULL,NULL,NULL,'["Infrastructure", "Container Runtime Interface", "CRI-O Setup"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-01-10T03:37:18Z", "gh_stars": 93}'); @@ -6941,16 +6941,16 @@ INSERT INTO "resources" VALUES('https://github.com/myspotontheweb/gitops-workloa INSERT INTO "resources" VALUES('https://github.com/mysticrenji/jenkins-cicd-pipelines',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','e3791be07f4ca26ef2f951ef9473024ff66bd579071a24ee4aa06da97fe91420',100.0,1.77903373588637495e+09,0,'2026-05-17T18:02:15.886375+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://github.com/myugan/awesome-docker-security','myugan/awesome-docker-security: Awesome Docker Security','','2026',5,'An excellent collection of scanning tools, security benchmarks, and hardening guidelines specifically designed for Docker environments. It catalogs utilities like Trivy, Anchore, and Docker Bench for Security, which prevent container escape exploits. Indispensable for DevSecOps pipelines managing image registries.','N/A','Repository','Intermediate',0,'online','manual','b5d9c748751ac4faee2853a885e0f5dc8c14b454ee2d1cd27f27b120a317730a',100.0,1.77903451724220204e+09,1,'2026-02-28T13:24:37Z',NULL,NULL,NULL,'["Security", "Containers", "Docker"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-02-28T13:24:37Z", "gh_stars": 717, "is_special": true}'); INSERT INTO "resources" VALUES('https://github.com/nabsul/k8s-ecr-login-renew','nabsul/k8s-ecr-login-renew: Renew Kubernetes Docker secrets for AWS ECR','','2018',2,'A cron utility designed to update expiring AWS ECR registry tokens automatically within Kubernetes cluster namespaces. It maintains registry pull-secret health over long runtime durations.','Go','CronJob / Daemon','Intermediate',0,'online','manual','ec0eb033f0f22c8ea8ec17ad93b2c9963990348ac57d15b0a004c81c8679c1e5',100.0,1.77902971056381392e+09,1,'2026-01-17T21:33:16Z',NULL,NULL,NULL,'["Security & Compliance", "Identity & Access", "ECR Authentication"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-01-17T21:33:16Z", "gh_stars": 228}'); -INSERT INTO "resources" VALUES('https://github.com/narendranathreddythota/podtnl','Access Pod Online using Podtnl','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','ae4419c69e217a0ab294e802da0466c3b6cab971d53a79b7ca18403a7e5bab97',100.0,1.77903297252089905e+09,0,'2026-05-17T17:49:32.520899+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/narendranathreddythota/podtnl','Access Pod Online using Podtnl','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ae4419c69e217a0ab294e802da0466c3b6cab971d53a79b7ca18403a7e5bab97',100.0,1.77903297252089905e+09,0,'2026-05-17T17:49:32.520899+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/nnrthota/podtnl"}'); INSERT INTO "resources" VALUES('https://github.com/naveensilver/Ansible','github.com/naveensilver/Ansible','','2020',0,'Open-source repository archiving custom Ansible playbooks, tasks, and configurations for diverse operational setups. Serves as a useful template library for practical implementation reference.','English','github_repo','Beginner',0,'online','manual','25fddf953cc62696d495b81fe6724de4cf2eb00b8599c287d2f756215f5cbc89',100.0,1.78173586594978094e+09,1,'2026-06-18T00:37:45.949781+02:00',NULL,NULL,NULL,'["Automation & Orchestration", "Ansible", "Reference Projects"]','["[COMMUNITY-TOOL]"]','["docs/ansible.md"]','["ansible.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); INSERT INTO "resources" VALUES('https://github.com/nebuly-ai/nos','github.com/nebuly-ai/nos','','2023',5,'Nos is an advanced GPU optimization platform built for Kubernetes to run AI workloads cost-effectively. It utilizes dynamic resource slicing and scheduling to enable multi-tenant GPU sharing. This reduces hardware idling and increases resource efficiency for LLM and ML training jobs.','Go','Scheduler / Operator','Advanced',0,'online','manual','7a6f228da00f45465a8acf77d06b0017c8b52427d89875478ff4ac355cf767bb',100.0,1.77903394300459504e+09,1,'2024-04-21T20:57:30Z',NULL,NULL,NULL,'["Infrastructure", "GPU Optimization", "Dynamic Scheduling"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-04-21T20:57:30Z", "gh_stars": 684}'); INSERT INTO "resources" VALUES('https://github.com/ned1313/quiz-grader','Quiz Grader','','2023',0,'A lightweight utility engineered to automate the grading and feedback of quizzes and programming assignments. Processes markdown-based inputs to generate structured performance assessments, supporting classroom and self-assessment operations.','Python','Repository','Intermediate',0,'online','manual','de5a9e75137bee505318b4bff070071137ac7775aff07c9542c8b210b9fc80f4',100.0,1.78173589028598499e+09,1,'2026-06-18T00:38:10.285985+02:00',NULL,NULL,NULL,'["DevOps", "Automation", "Education Tooling"]','["[COMMUNITY-TOOL]"]','["docs/ai.md", "docs/cheatsheets.md", "docs/kubernetes-tutorials.md"]','["ai.md", "cheatsheets.md", "kubernetes-tutorials.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); INSERT INTO "resources" VALUES('https://github.com/neilhwatson/nustuff/blob/master/networking/nmcli.md','NetworkManager CLI cheatsheet','','N/A',0,'A curated technical resource and architectural guide covering NetworkManager CLI cheatsheet in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'unreachable','manual',NULL,80.0,1.7790303568009541e+09,0,'2026-05-17T17:05:56.800954+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/nekop/openshift-sandbox/blob/master/docs/command-cheatsheet.md','github.com: Openshift cheat sheet 1','','2026',0,'A public Git-based repository mapping common OpenShift CLI operations. Curator Insight focuses on developers utilizing localized sandbox configurations. Live Grounding demonstrates how manual cluster troubleshooting remains standard despite GitOps workflows.','Shell','Cheat Sheet','Intermediate',0,'online','manual','75e044df81b7bed9fd91ef02bb9be207b8ceb610d282967349bfe44072dfd6b4',100.0,1.78173589031811594e+09,1,'2026-06-18T00:38:10.318116+02:00',NULL,NULL,NULL,'["Platform", "Container Orchestration", "OpenShift"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/nekop/openshift-sandbox/blob/master/docs/command-cheatsheet.md','github.com: Openshift cheat sheet 1','','2026',0,'A public Git-based repository mapping common OpenShift CLI operations. Curator Insight focuses on developers utilizing localized sandbox configurations. Live Grounding demonstrates how manual cluster troubleshooting remains standard despite GitOps workflows.','Shell','Cheat Sheet','Intermediate',0,'duplicate','manual','75e044df81b7bed9fd91ef02bb9be207b8ceb610d282967349bfe44072dfd6b4',100.0,1.78173589031811594e+09,1,'2026-06-18T00:38:10.318116+02:00',NULL,NULL,NULL,'["Platform", "Container Orchestration", "OpenShift"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "duplicate_of": "https://github.com/mhausenblas/openshift-cheat-sheet"}'); INSERT INTO "resources" VALUES('https://github.com/netbox-community/netbox','NetBox IPAM 🌟','','2026',5,'The leading open-source IP Address Management (IPAM) and Data Center Infrastructure Management (DCIM) database. Built on Django and PostgreSQL, it serves as the programmable hardware and IP single-source-of-truth for global networks.','Python','Software','Advanced',0,'online','manual','0f1e66fb461ee83f1392989b338bde181fb9812c86c38f85e65d8ad48af2edeb',100.0,1.77903370689380788e+09,1,'2026-06-14T06:31:06Z',NULL,NULL,NULL,'["Computer Networking & IPAM", "Infrastructure Management", "IPAM & DCIM Platforms"]','["[DE FACTO STANDARD]"]','["docs/networking.md"]','["networking.md", "index.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T06:31:06Z", "gh_stars": 20845}'); INSERT INTO "resources" VALUES('https://github.com/netdata/netdata','Netdata','','2026',5,'An ultra-high-performance, zero-configuration system monitoring agent boasting over 79k stars on GitHub. Netdata provides real-time, per-second metrics directly from physical hosts, virtual machines, and container endpoints, making it a stellar edge diagnostics tool in 2026.','C','Repository','Intermediate',0,'online','manual','7c2e4eb471d73f0fa35983fdb4ae04f558d23fa4d4dafba4abda777bca43f610',100.0,1.77903439242660594e+09,1,'2026-06-14T09:52:59Z',NULL,NULL,NULL,'["Cloud Native", "Observability", "Infrastructure Monitoring"]','["[DE FACTO STANDARD]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2026-06-14T09:52:59Z", "gh_stars": 79146}'); INSERT INTO "resources" VALUES('https://github.com/network-automation/toolkit','Red Hat Ansible Tower - Workshop and Demo','','2023',2,'A specialized automation toolkit for Red Hat Ansible Tower/AWX focused on network architectures. Emphasizes role-based access controls, standardized workflow templates, and central log telemetry. (Live Grounding: Highlights critical patterns for bringing deterministic software-defined networking concepts to legacy environments).','YAML/Python','Code Repository','Advanced',0,'online','manual','82fd022722d4983925ce90da609585e464ee489cf3b3b8b1c1d5697ecd106930',100.0,1779130495.01861,1,'2026-06-01T18:44:18Z',NULL,NULL,NULL,'["Infrastructure as Code & CI-CD", "Configuration Management", "Ansible Tower"]','["[LEGACY]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2026-06-01T18:44:18Z", "gh_stars": 127}'); -INSERT INTO "resources" VALUES('https://github.com/network-automation/tower_workshop','Red Hat Ansible Tower - Workshop and Demo','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','a639856389ab34dea1f787a746eb7d1666430d15d2fff87886426435fcc567f3',100.0,1.77903035677525401e+09,0,'2026-05-17T17:05:56.775254+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/network-automation/tower_workshop','Red Hat Ansible Tower - Workshop and Demo','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a639856389ab34dea1f787a746eb7d1666430d15d2fff87886426435fcc567f3',100.0,1.77903035677525401e+09,0,'2026-05-17T17:05:56.775254+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://github.com/network-automation/toolkit"}'); INSERT INTO "resources" VALUES('https://github.com/nevalla/lens-resource-map-extension','Lens Resource Map extension','','2024',3,'An essential plugin for Lens that dynamically renders interactive resource maps, detailing dependency hierarchies, service boundaries, and ingress-to-pod flow connections in real time.','TypeScript','Repository','Intermediate',0,'online','manual','b2af0e978e630d223d9ac7105215c8b5879a84510bdbf3dc870af3c7c9027fc1',100.0,1.77903201775904703e+09,1,'2024-02-23T10:56:20Z',NULL,NULL,NULL,'["Platform Engineering", "UI & Dashboards", "Visual Ide Extensions"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-based-devel.md"]','["kubernetes-based-devel.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-02-23T10:56:20Z", "gh_stars": 406}'); INSERT INTO "resources" VALUES('https://github.com/nfrankel/jvm-controller','nfrankel/jvm-controller','','2020',0,'Demonstrates building a custom Java Virtual Machine (JVM) admission controller. Programmatically dynamically intercepts Pod specifications inside a validating or mutating webhook to inject appropriate runtime flags (such as JVM memory heap ergonomics) aligned with CPU and RAM resource limits.','Kotlin','Repository','Advanced',0,'online','manual','86d14a605f7a6f1deb5f729d64557524b956c232afda79214765cfa84ed57887',100.0,1.78173591069602799e+09,1,'2026-06-18T00:38:30.696028+02:00',NULL,NULL,NULL,'["Extensibility", "Admission Controllers", "JVM Configurations"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); INSERT INTO "resources" VALUES('https://github.com/nicholasamorim/ansible-role-harbor','nicholasamorim/ansible-role-harbor','','2021',5,'An Ansible role built to deploy and configure Harbor container registries on virtual machine hosts. Real-world grounding shows this project is unmaintained, reflecting a classic VM-centric infrastructure-as-code deployment pattern. Modern container-centric deployments strongly favor Kubernetes-native Helm-based installation paths.','YML','Repository','Intermediate',0,'online','manual','0e57673b66ce6cc2e5c3ab56c98967085e7c26d9e60cd72e290dd5eb3ba462a3',100.0,1.77903175582068896e+09,1,'2026-04-15T12:41:58Z',NULL,NULL,NULL,'["Infrastructure Security", "Container Registries", "Harbor Automation"]','["[DE FACTO STANDARD]"]','["docs/registries.md"]','["registries.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-04-15T12:41:58Z", "gh_stars": 26}'); @@ -6963,7 +6963,7 @@ INSERT INTO "resources" VALUES('https://github.com/night-gold/armada','Armada ku INSERT INTO "resources" VALUES('https://github.com/nilic/kubectl-netshoot','kubectl netshoot','','2026',5,'An operational kubectl plugin that spins up an ephemeral diagnostic container attached to a target pod''s network namespace. This tool exposes diagnostic programs (like tcpdump, curl, dig) directly inside the target''s traffic environment without requiring any alterations to the application''s base container design.','Go','Tool','Intermediate',0,'online','manual','39ac4dc4f3af7758724f3338effe47f7ce2f2701ee7f0407b6743f295e30f50e',100.0,1.77903154170263195e+09,1,'2026-03-06T13:17:06Z',NULL,NULL,NULL,'["Observability", "Network Diagnostics", "Pod Troubleshooting"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-03-06T13:17:06Z", "gh_stars": 206}'); INSERT INTO "resources" VALUES('https://github.com/ninlil/kubectl-vpa','kubectl-vpa','','2021',1,'A developer-friendly CLI plugin extension for kubectl that simplifies inspecting, auditing, and troubleshooting Vertical Pod Autoscaler recommendations and status formats directly from terminal environments.','Go','Repository','Intermediate',0,'online','manual','b1c4dd070ac79d3ab34c49144ed2fc89fd242f0e32d1e334016e6484172a803a',100.0,1.77903086204770302e+09,1,'2023-11-08T08:52:53Z',NULL,NULL,NULL,'["Kubernetes & Scaling", "Developer Tooling", "Kubectl Plugins"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-autoscaling.md"]','["kubernetes-autoscaling.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-11-08T08:52:53Z", "gh_stars": 4}'); INSERT INTO "resources" VALUES('https://github.com/nirmata/kyverno','github Kyverno - Kubernetes Native Policy Management','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','dbdbdef55b33c6c798a2cfb6c31cb5208c5dc12830a8e55e751a469dfaa02cd5',100.0,1.779033789313802e+09,1,'2026-05-17T18:03:09.313802+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{"gh_license": "Apache-2.0"}'); -INSERT INTO "resources" VALUES('https://github.com/nirops/yakiapp','nirops/yakiapp','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','0803fc16e1c26efda87445a9e8c7900a8bd104c7a64866f63830b9b983de0f65',100.0,1.77903053910062789e+09,0,'2026-05-17T17:08:59.100628+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/nirops/yakiapp','nirops/yakiapp','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','0803fc16e1c26efda87445a9e8c7900a8bd104c7a64866f63830b9b983de0f65',100.0,1.77903053910062789e+09,0,'2026-05-17T17:08:59.100628+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{"duplicate_of": "https://github.com/vivekagate/yakiapp"}'); INSERT INTO "resources" VALUES('https://github.com/nleiva/go-links','nleiva/go-links','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','3812d15c45585a045dc8de814d5a370204d458b6da5307763f2ee0b05971b318',100.0,1.7790321178481791e+09,1,'2026-05-17T17:35:17.848179+02:00',NULL,NULL,NULL,'[]','[]','["docs/other-awesome-lists.md"]','[]','{}','{"gh_license": "MIT", "is_special": true}'); INSERT INTO "resources" VALUES('https://github.com/nmachine-io/kerbi','Kerbi 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','01e9dc3cec1501013946987b0da92089271ae2782bc3324bbbe2bc7cc44a77d2',100.0,1.77903292308081507e+09,0,'2026-05-17T17:48:43.080815+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://github.com/nnellans/ado-pipelines-guide','github.com/nnellans/ado-pipelines-guide: Azure DevOps YAML Pipelines Guide'' 🌟','','2024',5,'A structured, community-created repository gathering YAML pipeline configurations and boilerplate templates. Focuses on standardized modular task integration and multi-stage configurations.','YAML','Repository','Intermediate',0,'online','manual','fde6a1ad70b76f7c11a6141bc8fd65a02a43c438bfca0c5c7b55b6584fa06796',100.0,1.77903273242389297e+09,1,'2026-04-14T15:15:31Z',NULL,NULL,NULL,'["CI/CD Pipelines", "Template Reference", "Azure DevOps Pipelines"]','["[DE FACTO STANDARD]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2026-04-14T15:15:31Z", "gh_stars": 74}'); @@ -6993,7 +6993,7 @@ INSERT INTO "resources" VALUES('https://github.com/odigos-io/odigos','odigos','' INSERT INTO "resources" VALUES('https://github.com/odoo/odoo/wiki/Mergebot','Odoo Mergebot','','2026',5,'Odoo''s foundational merge-bot built to orchestrate massive volume commits across multi-repository dependencies. It employs highly robust state-machine mechanics to validate test combinations and keep high-density deployments continuously updated.','Python','Tool','Advanced',0,'online','manual','5c57d4ce94918a8a910a106646474fa43d25d478ae50629a6e11903bc5bd3b7a',100.0,1.77902955662594795e+09,1,'2026-06-14T10:01:21Z',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Automation Bots"]','["[DE FACTO STANDARD]"]','["docs/git.md"]','["git.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-14T10:01:21Z", "gh_stars": 52393}'); INSERT INTO "resources" VALUES('https://github.com/ofek/csi-gcs','ofek/csi-gcs','','2019',2,'A CSI volume plugin executing secure file systems mounting directly to Google Cloud Storage (GCS) buckets. It provides container pods with localized, standard disk directory abstractions over GCS object storage.','Go','CSI Driver','Advanced',0,'online','manual','b6cb90159ae67c858da7d684ecf7d33622b9be8cc23a827355f11c57044c80a3',100.0,1.77902929509753108e+09,1,'2025-10-19T17:05:36Z',NULL,NULL,NULL,'["Storage & Data", "CSI Plugins", "Google Cloud Storage"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-10-19T17:05:36Z", "gh_stars": 159}'); INSERT INTO "resources" VALUES('https://github.com/oils-for-unix/oils/wiki/Alternative-Shells','oilshell: Alternative shells','','2026',5,'An exceptional evaluation wiki comparing next-generation Unix shells (Oils, Nushell, Fish, Zsh). Outlines parsing behaviors, JSON-first architectures, and language safety enhancements aimed at replacing classical POSIX bash scripts.','English','Reference','Advanced',0,'online','manual','b038a5d586f2594ce30e3d7c8d436d5bbf74da828c902a60d3214525ca11bb0b',100.0,1.7791304949387629e+09,1,'2026-05-31T03:03:03Z',NULL,NULL,NULL,'["Operating Systems & Infrastructure", "Command Line", "Modern Shells"]','["[DE FACTO STANDARD]"]','["docs/linux.md"]','["linux.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-05-31T03:03:03Z", "gh_stars": 3343}'); -INSERT INTO "resources" VALUES('https://github.com/oilshell/oil/wiki/Alternative-Shells','oilshell: Alternative shells','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','48d54621cc1c7f324dd50d640cb6c0247759059c8d04299d2140df1e168db171',100.0,1.779029705114578e+09,0,'2026-05-17T16:55:05.114578+02:00',NULL,NULL,NULL,'[]','[]','["docs/linux.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/oilshell/oil/wiki/Alternative-Shells','oilshell: Alternative shells','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','48d54621cc1c7f324dd50d640cb6c0247759059c8d04299d2140df1e168db171',100.0,1.779029705114578e+09,0,'2026-05-17T16:55:05.114578+02:00',NULL,NULL,NULL,'[]','[]','["docs/linux.md"]','[]','{}','{"duplicate_of": "https://github.com/oils-for-unix/oils/wiki/Alternative-Shells"}'); INSERT INTO "resources" VALUES('https://github.com/okd-community-install',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','ffeb163f05c6ad36068432e5b9f056dac55b984b9e65d5bcb8702971f783e4fb',100.0,1.7790322134320209e+09,1,'2026-05-17T17:36:53.432021+02:00',NULL,NULL,NULL,'[]','[]','["docs/matrix-table.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://github.com/okd-project/okd/blob/master/README.md','GitHub: OKD4','','2026',5,'The core GitHub repository containing build configurations, release pipelines, and architectural trackers for OKD4. Integrating Fedora CoreOS, this platform bridges the gap between raw Kubernetes and enterprise-ready application runtimes, including build pipelines (S2I), route configurations, and multi-tenant tooling natively.','Shell','Repository','Advanced',0,'online','manual','3000a2bbb7025d1fd0e18f8bc53b8ca32509ed6fbe0d38fd2d20dc13be27d196',100.0,1.77913049500599598e+09,1,'2026-06-11T09:17:26Z',NULL,NULL,NULL,'["Platforms", "Distribution", "Community Kubernetes"]','["[DE FACTO STANDARD]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T09:17:26Z", "gh_stars": 2076}'); INSERT INTO "resources" VALUES('https://github.com/okelet/awsipinventory','AWS IP inventory','','2025',0,'An open-source utility designed to scan and build a complete inventory of IP address allocations across multiple AWS Virtual Private Clouds (VPCs). It offers automated visibility into subnet depletion, Elastic IP overheads, and overall IP utilization patterns. This tool is vital for cloud platform engineers tasked with managing network range exhaustion in hybrid cloud environments.','Go','Repository','Intermediate',0,'online','manual','9f1cefefa08fdf447a255bea7dd31a71baf564f7a662109f38eba241cea06a17',100.0,1.78173587772382307e+09,1,'2026-06-18T00:37:57.723823+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Networking"]','["[COMMUNITY-TOOL]"]','["docs/aws-tools-scripts.md"]','["aws-tools-scripts.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); @@ -7010,8 +7010,8 @@ INSERT INTO "resources" VALUES('https://github.com/ondat/trousseau','github.com/ INSERT INTO "resources" VALUES('https://github.com/one2nc/cloudlens','github.com/one2nc/cloudlens 🌟','','2026',5,'Cloudlens is an open-source, interactive terminal UI built to monitor and navigate various cloud infrastructure components. It acts as an easy-to-use ''k9s'' equivalent for AWS resources, allowing administrators to inspect S3, EC2, and VPC metrics directly in their shell. A must-have for terminal-first systems engineers seeking immediate cloud diagnostics.','Go','Repository','Intermediate',0,'online','manual','e5a18ffa8a1afc656229b5aab336913bbba16495a676ded5485508e7cb10d289',100.0,1.77903288510046291e+09,1,'2024-04-20T05:24:58Z',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Developer Tooling"]','["[DE FACTO STANDARD]"]','["docs/aws-tools-scripts.md"]','["aws-tools-scripts.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-04-20T05:24:58Z", "gh_stars": 590}'); INSERT INTO "resources" VALUES('https://github.com/oneconcern/keycloak-gatekeeper',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','16176d2db4bbdce153dbec0bb936fd04532610c3c0388eda181d826a004e5584',100.0,1.77903019686747908e+09,1,'2026-05-17T17:03:16.867479+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{"gh_license": "Apache-2.0"}'); INSERT INTO "resources" VALUES('https://github.com/onedr0p/cluster-template','github.com/onedr0p/flux-cluster-template: Template for deploying k3s backed by Flux','','2024',5,'A production-grade template repository for provisioning home-lab and enterprise-edge K3s clusters managed end-to-end via Flux GitOps. Fully integrates essential platform components including Prometheus/Grafana stacks, cert-manager, Renovate, and automated ingress. Live Grounding confirms this is the premier community blueprint for building highly resilient, git-driven lightweight clusters.','YAML','Tool','Intermediate',0,'online','manual','8c28167eee89a02650529eaaf6042eef523592dee7871ebcb493627ed3e83597',100.0,1.77913049501782202e+09,1,'2026-06-13T16:10:38Z',NULL,NULL,NULL,'["Deployment & Orchestration", "GitOps", "Cluster Provisioning"]','["[DE FACTO STANDARD]"]','["docs/flux.md"]','["flux.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-13T16:10:38Z", "gh_stars": 2760}'); -INSERT INTO "resources" VALUES('https://github.com/onedr0p/flux-cluster-template','github.com/onedr0p/flux-cluster-template: Template for deploying k3s backed'' by Flux','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','81a46697a7ea3f19272a5c703e6447c0b40cd349f0c012191e230ff981a05bb3',100.0,1.77903019975020098e+09,0,'2026-05-17T17:03:19.750201+02:00',NULL,NULL,NULL,'[]','[]','["docs/flux.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/onurakpolat/awesome-bigdata','onurakpolat/awesome-bigdata','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','db58f10575b486bbd4d9a206ae40283cfe8fb1218da2541de0ff816c5c56ca78',100.0,1779032620.46244,0,'2026-05-17T17:43:40.462440+02:00',NULL,NULL,NULL,'[]','[]','["docs/other-awesome-lists.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/onedr0p/flux-cluster-template','github.com/onedr0p/flux-cluster-template: Template for deploying k3s backed'' by Flux','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','81a46697a7ea3f19272a5c703e6447c0b40cd349f0c012191e230ff981a05bb3',100.0,1.77903019975020098e+09,0,'2026-05-17T17:03:19.750201+02:00',NULL,NULL,NULL,'[]','[]','["docs/flux.md"]','[]','{}','{"duplicate_of": "https://github.com/onedr0p/cluster-template"}'); +INSERT INTO "resources" VALUES('https://github.com/onurakpolat/awesome-bigdata','onurakpolat/awesome-bigdata','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','db58f10575b486bbd4d9a206ae40283cfe8fb1218da2541de0ff816c5c56ca78',100.0,1779032620.46244,0,'2026-05-17T17:43:40.462440+02:00',NULL,NULL,NULL,'[]','[]','["docs/other-awesome-lists.md"]','[]','{}','{"duplicate_of": "https://github.com/oxnr/awesome-bigdata"}'); INSERT INTO "resources" VALUES('https://github.com/onzack/grafana-dashboards','github.com/onzack/grafana-dashboards','','2022',5,'Collection of bespoke dashboards for infrastructure monitoring. Covers edge network routers, Ceph clusters, and hardware diagnostics via Prometheus exporters.','JSON','Repository','Intermediate',0,'online','manual','4f7c5c02ac4fecc3f27b03463252ffef16a80a418d2d41f59a7b9f08fcd7b16d',100.0,1.7790301198074131e+09,1,'2026-05-18T10:55:12Z',NULL,NULL,NULL,'["Observability & Monitoring", "Grafana Ecosystem", "Community Dashboards"]','["[DE FACTO STANDARD]"]','["docs/grafana.md"]','["grafana.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-18T10:55:12Z", "gh_stars": 145}'); INSERT INTO "resources" VALUES('https://github.com/open-gitops/project','github.com/open-gitops/project 🌟','','2021',5,'Official open-source home of the OpenGitOps project. Contains formalized declarative infrastructure specifications and standards. Live Grounding verifies this as the canonical source of GitOps principles referenced by enterprises implementing native platform systems.','Markdown','Repository','Advanced',0,'online','manual','c0217b105dac5fd9dfe940b449c11b4b467f0b239842d40fdbddee14d768758b',100.0,1.77903456938286399e+09,1,'2025-06-11T16:44:22Z',NULL,NULL,NULL,'["Continuous Delivery", "GitOps", "Standards"]','["[DE FACTO STANDARD]"]','["docs/gitops.md"]','["gitops.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2025-06-11T16:44:22Z", "gh_stars": 1178}'); INSERT INTO "resources" VALUES('https://github.com/open-gsd/gsd-pi','GSD Pi - A Meta-Prompting and Context Engineering System for Autonomous Agents','An advanced meta-prompting framework enabling terminal coding agents to conduct long-running autonomous development sessions.','2026',4,'GSD Pi represents a state-of-the-art terminal coding agent framework that focuses on long-duration autonomous plan-execute cycles. Built upon meta-prompting, specialized context engineering, and git-worktree-aware operations, it lets models execute long workflows without losing context tracking. It leverages direct Model Context Protocol integrations to provide real-time environment grounding.','en','Repository','Advanced',0,'online','automatic','a25067eabf6263caadd9534b0d065168585db6fc3531025e48e5e83212529a0a',NULL,1.78035257155637788e+09,0,'2026-06-01T18:30:33Z',NULL,NULL,NULL,'["Artificial Intelligence", "Autonomous Agents", "Meta-Prompting", "Context Engineering", "Spec-Driven Development"]','["[EMERGING]", "[COMMUNITY-TOOL]"]','[]','[]','{}','{"category": "ai-agents-mcp", "gh_license": "MIT", "gh_pushed": "2026-06-01T18:30:33Z", "gh_stars": 416, "reputation_status": "Vetted", "reputation_summary": "Rapidly growing and active successor to gsd-build/gsd-2, widely vetted as a major terminal coding agent interface.", "social_preview_url": "https://opengraph.githubassets.com/3fabe8a292b889546eef2022e05fd48527b58a0afaaddc7f35ded59a5926df02/open-gsd/gsd-pi", "source_provenance": "X.com (nubenetes)", "suggested_new_category": "autonomous-agents"}'); @@ -7019,7 +7019,7 @@ INSERT INTO "resources" VALUES('https://github.com/open-guides/og-aws','The Open INSERT INTO "resources" VALUES('https://github.com/open-policy-agent/awesome-opa','anderseknert/awesome-opa 🌟','','2026',5,'A curated collection of resources, testing frameworks, and integrations for Open Policy Agent (OPA). Provides engineers with practical Rego examples to enforce policy-as-code restrictions across Kubernetes admission controllers and CI/CD pipelines. Essential for implementing fine-grained corporate compliance and access control.','Go/Rego','Repository','Advanced',0,'online','manual','d341fbb1a2e486e001a1c367772e019e97c29eafea0154dc6675a571a069b4ac',100.0,1779130495.02181,1,'2026-05-25T19:12:33Z',NULL,NULL,NULL,'["Security", "Policy as Code", "OPA"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "CC0-1.0", "gh_pushed": "2026-05-25T19:12:33Z", "gh_stars": 888, "is_special": true}'); INSERT INTO "resources" VALUES('https://github.com/open-policy-agent/conftest','open-policy-agent/conftest','','2026',5,'A policy-testing framework used to execute structural tests against declarative configuration files. Leveraging Open Policy Agent (OPA) and the Rego language, it validates Kubernetes templates, Helm values, and Terraform files before they enter production environments.','Go','Tool','Advanced',0,'online','manual','1e9db80ce98f857589fd525d44e57cae8e6c6a52a4e4f615fe6f364e1fcb66a8',100.0,1.7790294789648261e+09,1,'2026-06-12T13:44:57Z',NULL,NULL,NULL,'["Security", "Policy Enforcement", "Static Analysis"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-12T13:44:57Z", "gh_stars": 3199}'); INSERT INTO "resources" VALUES('https://github.com/open-policy-agent/contrib/tree/main/wasm/cloudflare-worker','compile OpenPolicyAgent policies into WebAssembly and run them on the edge','','2025',5,'An open-source utility that compiles declarative Open Policy Agent (Rego) policies into high-performance WebAssembly (Wasm) modules. Designed for lightning-fast security and routing decisions at edge platforms like Cloudflare Workers and Envoy proxies.','WebAssembly','Library','Advanced',0,'online','manual','413a832b1e286deabce0c775c6b431b7e58ab81a3d0541da571a8963f44817e5',100.0,1.77913049500831294e+09,1,'2026-05-11T05:40:57Z',NULL,NULL,NULL,'["Cloud Native Security", "Policy-as-Code", "OPA Wasm"]','["[DE FACTO STANDARD]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-11T05:40:57Z", "gh_stars": 348}'); -INSERT INTO "resources" VALUES('https://github.com/open-policy-agent/contrib/tree/master/wasm/cloudflare-worker','compile OpenPolicyAgent policies into WebAssembly and run them on the edge','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','0c89085cacde1bb274917c442cf40c10e9b9a0fff95aabdb1563db0943b885e5',100.0,1.77903273453165602e+09,0,'2026-05-17T17:45:34.531656+02:00',NULL,NULL,NULL,'[]','[]','["docs/securityascode.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/open-policy-agent/contrib/tree/master/wasm/cloudflare-worker','compile OpenPolicyAgent policies into WebAssembly and run them on the edge','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','0c89085cacde1bb274917c442cf40c10e9b9a0fff95aabdb1563db0943b885e5',100.0,1.77903273453165602e+09,0,'2026-05-17T17:45:34.531656+02:00',NULL,NULL,NULL,'[]','[]','["docs/securityascode.md"]','[]','{}','{"duplicate_of": "https://github.com/open-policy-agent/contrib/tree/main/wasm/cloudflare-worker"}'); INSERT INTO "resources" VALUES('https://github.com/open-policy-agent/gatekeeper','Open Policy Agent and Gatekeeper','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','40520569d9b4fe30f20da47e59d6dbec2a89cf1120e170372d26e63fdaff68b2',100.0,1.77902915508274388e+09,1,'2026-05-17T16:45:55.082744+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md", "docs/kubernetes.md"]','[]','{}','{"gh_license": "Apache-2.0"}'); INSERT INTO "resources" VALUES('https://github.com/open-telemetry/opentelemetry-collector','OpenTelemetry Collector','','2026',5,'A high-performance processing engine capable of receiving, parsing, filtering, and routing traces, metrics, and logs across vendor-agnostic infrastructure. Serves as the central data pipeline component in modern cloud-native observability stacks.','Go','Software','Advanced',1,'online','manual','a15de225b124e458d662e76b1550de0a28eeaf35f49b4ec61986b284025556de',100.0,1.77903219841695904e+09,1,'2026-06-12T19:36:20Z',NULL,NULL,NULL,'["Observability", "OpenTelemetry", "Collector Infrastructure"]','["[DE FACTO STANDARD]"]','["docs/monitoring.md", "docs/prometheus.md"]','["prometheus.md", "monitoring.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T19:36:20Z", "gh_stars": 7132}'); INSERT INTO "resources" VALUES('https://github.com/open-telemetry/opentelemetry-operator','github.com/open-telemetry/opentelemetry-operator','','2021',5,'Kubernetes operator for automating the deployment and management of the OpenTelemetry Collector. Simplifies application instrumentation via automated inject mechanisms for Java, NodeJS, Python, and Dotnet, facilitating declarative telemetry pipeline management across clusters.','Go','Kubernetes Operator','Advanced',1,'online','manual','a92223b4bd579e0fb66efd2a16f382605d58760d6e2a500df530201718cc2437',100.0,1.77903038528897094e+09,1,'2026-06-13T17:42:58Z',NULL,NULL,NULL,'["Observability", "Distributed Tracing", "OpenTelemetry Operator"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md", "docs/monitoring.md"]','["monitoring.md", "kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T17:42:58Z", "gh_stars": 1717}'); @@ -7044,17 +7044,17 @@ INSERT INTO "resources" VALUES('https://github.com/openshift/community/blob/mast INSERT INTO "resources" VALUES('https://github.com/openshift/console','==github.com/openshift/console== 🌟','','2026',4,'The official enterprise-grade administrative console for OpenShift environments. Offers advanced visualization dashboards for developers and platform operators, featuring real-time telemetry, custom resource definition (CRD) rendering, and multi-tenant security.','TypeScript','Repository','Advanced',1,'online','manual','0e8ab8d18c799a3ce53ab1b125f58f1aa3d48ac467d88dda92831840872fb2e2',100.0,1.7790323339830029e+09,1,'2026-06-13T03:53:18Z',NULL,NULL,NULL,'["Platform Engineering", "UI & Dashboards", "Enterprise Console"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-based-devel.md"]','["kubernetes-based-devel.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T03:53:18Z", "gh_stars": 456}'); INSERT INTO "resources" VALUES('https://github.com/openshift/hive','github.com/openshift/hive','','2026',3,'OpenShift Hive is an API-driven operator for provisioning, managing, and scaling OpenShift clusters. Running on a central management hub, Hive accepts declarative custom resources defining target clusters (AWS, GCP, Azure, Bare-Metal) and orchestrates the installer (IPI) to bootstrap, update, and manage the life cycle of target clusters dynamically at scale.','Go','Repository','Advanced',0,'online','manual','df93789d6bb15ac8334cc2a9714c3b38174913286174172a90020c1b287bcd75',100.0,1.77903084308222794e+09,1,'2026-06-08T09:22:16Z',NULL,NULL,NULL,'["Platforms", "Cluster Management", "Cluster Provisioning"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T09:22:16Z", "gh_stars": 277}'); INSERT INTO "resources" VALUES('https://github.com/openshift/hypershift','github.com/openshift/hypershift: HyperShift','','2022',5,'HyperShift decouples the OpenShift control plane from the infrastructure, hosting it as standard containerized workloads within a central management cluster. This architecture enables lightning-fast provisioning, significantly lower operational overhead, and highly cost-effective multi-tenant fleet management.','Go','Repository','Advanced',0,'online','manual','a2182f90a6aa5def9fbd0a5ed73845dd794ce5648efbbe85bd93bb6ff4099cc7',100.0,1.77902917266143703e+09,1,'2026-06-12T23:53:35Z',NULL,NULL,NULL,'["Enterprise Kubernetes", "Multi-Cluster Management", "Hosted Control Planes"]','["[DE FACTO STANDARD]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T23:53:35Z", "gh_stars": 526}'); -INSERT INTO "resources" VALUES('https://github.com/openshift/installer','github.com/openshift/installer openshift installer 🌟','','2026',5,'The official repository hosting the OpenShift Installer engine (IPI/UPI), which handles automated platform provisioning on major hypervisors and public clouds. Generates ignition files, configures bootstraps, and controls the automated installation of the core operators. Essential codebase for platform deployment.','Go','Code Repository','Advanced',0,'online','manual','0fca28d8dcaceb15cfed04b53519159e846b2ecf15d2c297d7bcf9298ab97cc5',100.0,1.77903153837820506e+09,1,'2026-06-14T03:41:30Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes Distributions", "Installer"]','["ENTERPRISE-STABLE", "DE FACTO STANDARD"]','["docs/ocp4.md", "docs/openshift.md"]','["openshift.md", "ocp4.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T03:41:30Z", "gh_stars": 1550}'); +INSERT INTO "resources" VALUES('https://github.com/openshift/installer','github.com/openshift/installer openshift installer 🌟','','2026',5,'The official repository hosting the OpenShift Installer engine (IPI/UPI), which handles automated platform provisioning on major hypervisors and public clouds. Generates ignition files, configures bootstraps, and controls the automated installation of the core operators. Essential codebase for platform deployment.','Go','Code Repository','Advanced',0,'online','manual','0fca28d8dcaceb15cfed04b53519159e846b2ecf15d2c297d7bcf9298ab97cc5',100.0,1.77903153837820506e+09,1,'2026-06-14T03:41:30Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes Distributions", "Installer"]','["[DE FACTO STANDARD]"]','["docs/ocp4.md", "docs/openshift.md"]','["openshift.md", "ocp4.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T03:41:30Z", "gh_stars": 1550}'); INSERT INTO "resources" VALUES('https://github.com/openshift/installer/blob/main/docs/user/aws/README.md','AWS Account Set Up 🌟','','2026',5,'This repository guide outlines the specific IAM policies, resource quotas, Route53 configurations, and networking permissions required to install OpenShift on AWS using the native installer-provisioned infrastructure (IPI). It is a vital technical reference for cloud infrastructure engineers.','Markdown','Documentation','Advanced',0,'online','manual','26cfbf4e2965b9721356c3f494cf99f2e5629e7680fdedfd2766663b397756f2',100.0,1.77913049493452501e+09,1,'2026-06-14T03:41:30Z',NULL,NULL,NULL,'["Infrastructure", "Public Cloud", "AWS Provisioning"]','["[DE FACTO STANDARD]"]','["docs/ocp4.md", "docs/openshift.md"]','["ocp4.md", "openshift.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T03:41:30Z", "gh_stars": 1550}'); -INSERT INTO "resources" VALUES('https://github.com/openshift/installer/blob/master/docs/user/aws/README.md','AWS Account Set Up 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','631b99a562e64c931cc2797121a798dbe242c3b665439f0aee87c2ba221adb5e',100.0,1.77903228283577394e+09,0,'2026-05-17T17:38:02.835774+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md", "docs/openshift.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/openshift/installer/blob/master/docs/user/aws/README.md','AWS Account Set Up 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','631b99a562e64c931cc2797121a798dbe242c3b665439f0aee87c2ba221adb5e',100.0,1.77903228283577394e+09,0,'2026-05-17T17:38:02.835774+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md", "docs/openshift.md"]','[]','{}','{"duplicate_of": "https://github.com/openshift/installer/blob/main/docs/user/aws/README.md"}'); INSERT INTO "resources" VALUES('https://github.com/openshift/jenkins','Jenkins Docker Image for Openshift v3','','2020',5,'Red Hat maintained OpenShift integration image for running Jenkins natively within OpenShift clusters. Includes pre-configured plugins, service-account integration, and S2I build configurations customized for enterprise OpenShift v3/v4 environments.','Shell','Repository','Advanced',0,'online','manual','2bcc9301a6f7b8fe819073c617f9a911cde4ab0aea9f550b0aee4b2b227dcb6c',100.0,1.77903343638403701e+09,1,'2026-06-12T15:34:29Z',NULL,NULL,NULL,'["CI/CD & DevOps", "Enterprise Jenkins", "OpenShift Integration"]','["[DE FACTO STANDARD]"]','["docs/openshift-pipelines.md"]','["openshift-pipelines.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T15:34:29Z", "gh_stars": 261}'); INSERT INTO "resources" VALUES('https://github.com/openshift/machine-api-operator','openshift/machine-api-operator','','2024',5,'A foundational OpenShift subsystem that manages machines as standard resources. It dynamically scales cloud infrastructure nodes up or down according to compute demands.','Go','Operator','Advanced',0,'online','manual','515f47e6404755a963221739e6f9d04ad2b3b08cc7d216845739e0ad502c5c5e',100.0,1.7790323722433319e+09,1,'2026-06-09T07:06:30Z',NULL,NULL,NULL,'["Infrastructure", "Cluster Management", "Node Provisioning", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T07:06:30Z", "gh_stars": 186}'); INSERT INTO "resources" VALUES('https://github.com/openshift/machine-api-operator/tree/main','Machine API','','2026',5,'The Machine API Operator is a foundational component of OpenShift 4''s declarative node lifecycle. Based on upstream Cluster API, it manages clusters of Machine objects as standard Kubernetes resources, enabling auto-scaling, self-healing nodes, and seamless multi-cloud provider instance integration directly from the cluster console.','Go','Source Code','Advanced',0,'online','manual','e8152960fc13796a3153a931a02f282a1a97820e8f4f516e800ad54d054d34f0',100.0,1.77913049503301405e+09,1,'2026-06-09T07:06:30Z',NULL,NULL,NULL,'["Infrastructure", "Cluster Management", "Declarative Nodes"]','["[DE FACTO STANDARD]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T07:06:30Z", "gh_stars": 186}'); -INSERT INTO "resources" VALUES('https://github.com/openshift/machine-api-operator/tree/master','Machine API','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','515f47e6404755a963221739e6f9d04ad2b3b08cc7d216845739e0ad502c5c5e',100.0,1.7790307277783041e+09,0,'2026-05-17T17:12:07.778304+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/openshift/machine-api-operator/tree/master','Machine API','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','515f47e6404755a963221739e6f9d04ad2b3b08cc7d216845739e0ad502c5c5e',100.0,1.7790307277783041e+09,0,'2026-05-17T17:12:07.778304+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{"duplicate_of": "https://github.com/openshift/machine-api-operator"}'); INSERT INTO "resources" VALUES('https://github.com/openshift/multus-cni','Multus','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','125bf32e0a046ca158d2ca69131173672d2bb4f006209bd612dde55562f0e24f',100.0,1.77903141085809803e+09,1,'2026-05-17T17:23:30.858098+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-networking.md", "docs/ocp4.md"]','[]','{}','{"gh_license": "Apache-2.0"}'); INSERT INTO "resources" VALUES('https://github.com/openshift/ocs-operator',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','b1638b0d3a8803d30466a01cb985c1ced8202b9591cf3fb194ce189ac540032b',100.0,1779031256.06712,0,'2026-05-17T17:20:56.067120+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/openshift/okd/blob/master/README.md','GitHub: OKD4','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','22515b9fe2aa4c0b4fbf7240f35a1414fbb05dfbb53d2ca02cf2cb7d2122b744',100.0,1.77903108956598591e+09,0,'2026-05-17T17:18:09.565986+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/openshift/origin','github.com/openshift/origin 🌟','','2026',5,'Core open-source repository for OKD (formerly OpenShift Origin), representing the upstream Kubernetes community distribution of OpenShift. Consists of cluster installation systems, APIs, and operators. In 2026, it is the primary engine of community innovation and testing before features migrate to commercial OpenShift.','Go','Code Repository','Advanced',0,'online','manual','df93e974d2779e81f267816b1d92587bfec4dc0a12f81ec310c1f1c18d1f168b',100.0,1.77903367216154694e+09,1,'2026-06-12T22:40:57Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes Distributions", "OKD Core"]','["ENTERPRISE-STABLE", "COMMUNITY-TOOL"]','["docs/openshift.md"]','["openshift.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T22:40:57Z", "gh_stars": 8658}'); +INSERT INTO "resources" VALUES('https://github.com/openshift/okd/blob/master/README.md','GitHub: OKD4','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','22515b9fe2aa4c0b4fbf7240f35a1414fbb05dfbb53d2ca02cf2cb7d2122b744',100.0,1.77903108956598591e+09,0,'2026-05-17T17:18:09.565986+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{"duplicate_of": "https://github.com/okd-project/okd/blob/master/README.md"}'); +INSERT INTO "resources" VALUES('https://github.com/openshift/origin','github.com/openshift/origin 🌟','','2026',5,'Core open-source repository for OKD (formerly OpenShift Origin), representing the upstream Kubernetes community distribution of OpenShift. Consists of cluster installation systems, APIs, and operators. In 2026, it is the primary engine of community innovation and testing before features migrate to commercial OpenShift.','Go','Code Repository','Advanced',0,'online','manual','df93e974d2779e81f267816b1d92587bfec4dc0a12f81ec310c1f1c18d1f168b',100.0,1.77903367216154694e+09,1,'2026-06-12T22:40:57Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes Distributions", "OKD Core"]','["[DE FACTO STANDARD]"]','["docs/openshift.md"]','["openshift.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T22:40:57Z", "gh_stars": 8658}'); INSERT INTO "resources" VALUES('https://github.com/openshift/origin/tree/main/examples/jenkins/pipeline','github - using jenkins pipelines with OKD','','2022',5,'Repository detailing baseline code configurations, sample pipelines, and deployment manifests engineered to execute scripted Jenkins procedures inside early versions of the OKD community container platform.','Groovy','Code Repository','Intermediate',0,'online','manual','91121d2204b88e20c0f6f79b7a01c12411ceb2c74b0b289c660ccef2bc9d1f08',100.0,1.77913049498668503e+09,1,'2026-06-12T22:40:57Z',NULL,NULL,NULL,'["Platform Architecture", "CI/CD", "Legacy Jenkins"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/demos.md", "docs/openshift-pipelines.md"]','["openshift-pipelines.md", "demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T22:40:57Z", "gh_stars": 8658}'); INSERT INTO "resources" VALUES('https://github.com/openshift/origin/tree/master/examples/jenkins/pipeline','github.com/openshift: Using Jenkins Declarative Pipelines with OpenShift'' 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','52b4ede50a0afaf09725ce77a26b3faa3af685d6ecf2601b26bb2bbe6380be9d',100.0,1.77903375796072292e+09,0,'2026-05-17T18:02:37.960723+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md", "docs/openshift-pipelines.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://github.com/openshift/origin/tree/release-3.11/examples/prometheus',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','f0d31f603b09e9762fe06a7861d566457ea8a235d6f52157d15b87294cb44e4b',100.0,1779032080.76688,1,'2026-05-17T17:34:40.766880+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{"gh_license": "Apache-2.0"}'); @@ -7063,7 +7063,7 @@ INSERT INTO "resources" VALUES('https://github.com/openshift/pipelines-tutorial' INSERT INTO "resources" VALUES('https://github.com/openshift/source-to-image','openshift/source-to-image','','2024',4,'Source-to-Image (S2I) is an enterprise-hardened build tool that compiles source code directly into ready-to-run container images by injecting code into a builder image. Originally built as a core component of Red Hat OpenShift, it offers repeatable, secure, and Dockerfile-free image builds. S2I remains highly relevant for secure enterprise workflows avoiding privileged Docker socket access.','Go','Tool','Medium',0,'online','manual','7df527843afee05828af011c3a1e69145d9bb0af43900bee2d8fc4998423231e',100.0,1.77903281791720294e+09,1,'2026-06-04T10:26:49Z',NULL,NULL,NULL,'["Application Delivery", "Build Tools", "Source-to-Image"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-04T10:26:49Z", "gh_stars": 2536}'); INSERT INTO "resources" VALUES('https://github.com/openshift/tektoncd-pipeline-operator','Jenkins-X + Tekton on OpenShift','','2021',5,'A community-maintained repository detailing the configuration of Jenkins X alongside Tekton on Red Hat OpenShift. Offers resource definitions and custom templates designed to respect OpenShift-specific Security Context Constraints (SCC).','Shell','Code Repository','Advanced',1,'online','manual','acd3779dc23965c3d9c1ec3683091aea1dabcfaf4510ee63f878744d4e77c8e0',100.0,1.7790310172952919e+09,1,'2021-06-22T00:40:19Z',NULL,NULL,NULL,'["Enterprise Platforms", "Red Hat OpenShift", "Serverless CI/CD"]','["[DE FACTO STANDARD]"]','["docs/jenkins-alternatives.md"]','["jenkins-alternatives.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2021-06-22T00:40:19Z", "gh_stars": 53}'); INSERT INTO "resources" VALUES('https://github.com/openshift/training','github.com: Openshift 4 training','','2024',0,'A public Git repository containing self-paced curriculum materials and lab configurations to train systems engineers in Day 2 cluster management tasks.','Shell','Source Code','Intermediate',0,'online','manual','0b80a7f1bd28202d2457c924eae2a281159d2a885821a1f5049db1c12fa4cf4f',100.0,1.78173611247582411e+09,1,'2026-06-18T00:41:52.475824+02:00',NULL,NULL,NULL,'["Resources & Training", "Self-Paced Labs", "Curriculum Code"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/openshiftdemos','github.com/openshiftdemos 🌟','','2020',0,'GitHub resource hosting active and archive-state templates designed to showcase enterprise tools on OpenShift. Features simple automation scripts, platform configuration files, and middleware integration recipes.','Shell','Repository','Intermediate',0,'online','manual','826418343f085ab7d6f38f30f9b2002d7fa0f8ead77b0fbdcc8b0f3ee8d90c8d',100.0,1.77903348711912488e+09,1,'2026-05-17T17:58:07.119125+02:00',NULL,NULL,NULL,'["Reference Architectures", "Enterprise Demos", "Community Repositories"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/openshiftdemos','github.com/openshiftdemos 🌟','','2020',0,'GitHub resource hosting active and archive-state templates designed to showcase enterprise tools on OpenShift. Features simple automation scripts, platform configuration files, and middleware integration recipes.','Shell','Repository','Intermediate',0,'duplicate','manual','826418343f085ab7d6f38f30f9b2002d7fa0f8ead77b0fbdcc8b0f3ee8d90c8d',100.0,1.77903348711912488e+09,1,'2026-05-17T17:58:07.119125+02:00',NULL,NULL,NULL,'["Reference Architectures", "Enterprise Demos", "Community Repositories"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "duplicate_of": "https://github.com/OpenShiftDemos"}'); INSERT INTO "resources" VALUES('https://github.com/operator-framework/operator-lifecycle-manager','Red Hat OLM','','2024',5,'Part of the Operator Framework, OLM manages the installation, updates, and role-based access control of Operators running inside a cluster. It acts as an orchestrator for custom resource definitions (CRDs) and controller versions, ensuring dependencies are resolved safely. This tool is standard infrastructure across Red Hat OpenShift and enterprise Kubernetes configurations to scale operations reliably.','Go','Software','Advanced',0,'online','manual','e15c159226235edaf4920381f5668cf85ef306916d706a5af48be3cef99a31e2',100.0,1.77903216731577801e+09,1,'2026-06-11T20:27:20Z',NULL,NULL,NULL,'["Extensibility", "Operators", "Lifecycle Management"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md", "docs/ocp4.md"]','["ocp4.md", "kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T20:27:20Z", "gh_stars": 1857}'); INSERT INTO "resources" VALUES('https://github.com/operator-framework/operator-lifecycle-manager/blob/master/doc/design/architecture.md','OLM Arquitecture','','2026',5,'This repository provides deep technical designs for Operator Lifecycle Manager (OLM). It handles updates, dependency validation, and multi-tenant installations of Kubernetes Operators.','Markdown','Documentation','Advanced',0,'online','manual','1c5886993c1a8c5860ce22c2b9355708c3d0e6f6d951f379a31d85358fe03b77',100.0,1.77903367527206492e+09,1,'2026-06-11T20:27:20Z',NULL,NULL,NULL,'["Extensibility & APIs", "Operator Framework", "OLM Core"]','["[DE FACTO STANDARD]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T20:27:20Z", "gh_stars": 1857}'); INSERT INTO "resources" VALUES('https://github.com/operator-framework/operator-lifecycle-manager/blob/master/doc/design/philosophy.md','OLM Philosophy','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','cbb9f40ed476b5c790577085144a4ea1c5449d8f4023d37f1ddd39bc68bbf09a',100.0,1.77903190336823606e+09,1,'2026-05-17T17:31:43.368236+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{"gh_license": "Apache-2.0"}'); @@ -7073,7 +7073,7 @@ INSERT INTO "resources" VALUES('https://github.com/opstree/dynamic-pv-scaler','d INSERT INTO "resources" VALUES('https://github.com/oracle','github.com/oracle','','2023',5,'The main open-source hub hosting Oracle''s cloud-native integrations, including the OCI Cloud Controller Manager (CCM) and CSI storage plugins. These modules enable standard cloud interactions and dynamic volume provisioning, bridging physical hardware capability with cloud-native platform control planes.','Go','Code Repository','Advanced',0,'online','manual','35ef82187afe8ed33a7004e041b70b6e30793926ce9adaf0f3eb3323ee5ce115',100.0,1.77903153594264102e+09,1,'2026-05-17T17:25:35.942641+02:00',NULL,NULL,NULL,'["Cloud Integrations", "Oracle Cloud", "Open Source"]','["[DE FACTO STANDARD]"]','["docs/oraclecloud.md"]','["oraclecloud.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); INSERT INTO "resources" VALUES('https://github.com/orangetw/awesome-jenkins-rce-2019','Hacking jenkins','','2026',0,'A technical security write-up archiving exploit chains, threat indicators, and software mitigation structures for the historic 2019 Jenkins Remote Code Execution flaws. 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It serves as an essential framework for migrating legacy Oracle setups to hybrid structures.','YAML','tool','advanced',0,'online','manual','dfcb719ee7f7befba89bad1f1dce4e19047300c983042c0604880a935f892181',100.0,1.77903262035051798e+09,1,'2026-05-24T08:43:08Z',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Database Deployment"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','["docs/ansible.md"]','["ansible.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-05-24T08:43:08Z", "gh_stars": 367}'); -INSERT INTO "resources" VALUES('https://github.com/oravirt/ansible-oracle-modules','github.com/oravirt/ansible-oracle-modules','','2021',3,'A specialized suite of Ansible modules specifically engineered to interact directly with internal Oracle database schemas. These modules handle tasks like tablespace adjustments, user provisioning, and initialization parameter alterations. 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Bulldozer monitors label states, status tests, and approval counts to execute configurable squash, rebase, or merge policies. Extremely stable in massive enterprise codebases.','Go','Tool','Intermediate',1,'online','manual','ac1ad64109418f0591257c3ad7348bced74ce36bc4771eb491de368515255fcb',100.0,1.7790314107875781e+09,1,'2026-06-11T17:14:05Z',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Automation Bots"]','["[ENTERPRISE-STABLE]"]','["docs/git.md"]','["git.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T17:14:05Z", "gh_stars": 803}'); INSERT INTO "resources" VALUES('https://github.com/palark/awesome-devops-telegram','github.com/palark/awesome-devops-telegram: Awesome DevOps Telegram','','2026',0,'An curated index of Telegram groups, discussion channels, and notification bot architectures focusing on systems administration and cloud-native computing. Useful for real-time peer networking and regional infrastructure communities.','Markdown','Awesome List','Beginner',0,'online','manual','30072b347a40e25af6b8ff17125dc710f9b1effa8f9d2409746cd31d5af6464f',100.0,1.7817361233151381e+09,1,'2026-06-18T00:42:03.315138+02:00',NULL,NULL,NULL,'["Infrastructure & Operations", "DevOps & SRE Engineering", "Community Channels"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/paliimx/Data-Structures-and-Algorithms','==github.com/paliimx: Data Structures and Algorithms implementation in Go==','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','aba8ef44d0d0bf757f3b76b8166af33db8d73d477997e4455e54311b41d235fe',100.0,1.77903023601194095e+09,0,'2026-05-17T17:03:56.011941+02:00',NULL,NULL,NULL,'[]','[]','["docs/golang.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/paliimx/Data-Structures-and-Algorithms','==github.com/paliimx: Data Structures and Algorithms implementation in Go==','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','aba8ef44d0d0bf757f3b76b8166af33db8d73d477997e4455e54311b41d235fe',100.0,1.77903023601194095e+09,0,'2026-05-17T17:03:56.011941+02:00',NULL,NULL,NULL,'[]','[]','["docs/golang.md"]','[]','{}','{"duplicate_of": "https://github.com/ua-nick/Data-Structures-and-Algorithms"}'); INSERT INTO "resources" VALUES('https://github.com/pallets/jinja','jinja 🌟','','2024',5,'The official repository for Jinja, the ubiquitous Python-based templating engine. 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It allows developers to test customized schedulers under synthetic workloads, providing metrics on queue times and resource utilization. As of 2026, while development has slowed, it remains a valuable tool for academic research and scheduler optimization profiling.','Go','Simulation Tool','High',0,'online','manual','7493b7284b8ae9449d4069df5586b8bedba4871650d03af765099379c2baab97',100.0,1.77903449801779103e+09,1,'2020-07-21T02:12:00Z',NULL,NULL,NULL,'["Infrastructure", "Simulation", "Scheduling"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-07-21T02:12:00Z", "gh_stars": 128}'); INSERT INTO "resources" VALUES('https://github.com/pie-r/terragrunt-vs-terraspace','pie-r/terragrunt-vs-terraspace','','2022',1,'An analytical repository contrasting the structural patterns, dependency engines, and deployment structures of Terragrunt and Terraspace. Includes hands-on config templates that highlight maintenance overheads, execution speeds, and setup patterns, helping architects select the optimal orchestration layer.','HCL','Comparison','Intermediate',0,'online','manual','eb4956f8fdddaef7dda3b2c31de2b17b46878bbbfc31274ea28c4141a0de8530',100.0,1.77903180240222406e+09,1,'2022-02-01T20:58:27Z',NULL,NULL,NULL,'["Infrastructure as Code", "Guides and Reviews", "Framework Comparisons"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-02-01T20:58:27Z", "gh_stars": 11}'); INSERT INTO "resources" VALUES('https://github.com/pieterlange/kube-backup','kube-backup: Kubernetes resource state sync to git','','2023',3,'Automates Kubernetes resource state replication directly to target Git repositories. This pattern acts as an early architectural precursor to fully fledged declarative GitOps platforms, maintaining a point-in-time configuration ledger.','Shell','Tool','Intermediate',1,'online','manual','c4730bccb12307f10f91f301f95658caf5623cbdfdd2c26232d6b384e92c4f37',100.0,1.77903207479851102e+09,1,'2023-05-31T08:37:18Z',NULL,NULL,NULL,'["Infrastructure", "Data Protection", "GitOps Synchronizers"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-backup-migrations.md"]','["kubernetes-backup-migrations.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-05-31T08:37:18Z", "gh_stars": 493}'); -INSERT INTO "resources" VALUES('https://github.com/pingcap/chaos-mesh','Chaos Mesh','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','dda04b09c01fae29e8fd45959bbd630e73f4e1333799a464731c56bbd42e7e70',100.0,1.77902988401831889e+09,0,'2026-05-17T16:58:04.018319+02:00',NULL,NULL,NULL,'[]','[]','["docs/chaos-engineering.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/pingcap/chaos-mesh','Chaos Mesh','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','dda04b09c01fae29e8fd45959bbd630e73f4e1333799a464731c56bbd42e7e70',100.0,1.77902988401831889e+09,0,'2026-05-17T16:58:04.018319+02:00',NULL,NULL,NULL,'[]','[]','["docs/chaos-engineering.md"]','[]','{}','{"duplicate_of": "https://github.com/chaos-mesh/chaos-mesh"}'); INSERT INTO "resources" VALUES('https://github.com/piomin/sample-quarkus-serverless-kafka','piomin/sample-quarkus-serverless-kafka','','2021',0,'A reference implementation of reactive serverless pipelines using Quarkus, Knative, and Apache Kafka. Illustrates sub-second cold starts, reactive stream processing (using SmallRye Reactive Messaging), and optimized containerization tailored for Kubernetes native eventing.','Java','Repository','Advanced',1,'online','manual','b53f3eae818c81e02e6a0b94b7488d51e308c34cf1065c23ddc170eb55ac770c',100.0,1.78173592128250694e+09,1,'2026-06-18T00:38:41.282507+02:00',NULL,NULL,NULL,'["Event-Driven Architectures", "Serverless Java", "Quarkus with Kafka"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); INSERT INTO "resources" VALUES('https://github.com/piomin/sample-spring-microservices-kubernetes','piomin/sample-spring-microservices-kubernetes: Microservices with Spring'' Boot and Spring Cloud on Kubernetes Demo Project - piotrminkowski.com 🌟','','2022',0,'An active and highly referenceable demo project exhibiting the deployment of Spring Boot microservices inside a Kubernetes cluster. Utilizes Spring Cloud Kubernetes for discovery, ConfigMaps for configurations, and Ribbon/Feign client integrations for service-to-service communication.','Java','Repository','Intermediate',1,'online','manual','7b68084321c423fc979d94581cc5f399666ec7b22c6688efac456f1f89a564ca',100.0,1.78173592116213393e+09,1,'2026-06-18T00:38:41.162134+02:00',NULL,NULL,NULL,'["Application Development", "Cloud-Native Java", "Spring Boot Microservices"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); INSERT INTO "resources" VALUES('https://github.com/piomin/sample-spring-microservices-new','==piomin/sample-spring-microservices-new: Microservices with Spring Cloud'' Advanced Demo Project==','','2023',0,'An updated showcase of modern, distributed architectures using the newest Spring Cloud dependencies. Features advanced setups including Spring Cloud Gateway, distributed tracing integrations, and resilient fault-tolerant design patterns.','Java','Repository','Advanced',1,'online','manual','3c77783716bdba0c1ad4ebc032a24ee895081a1ef6f86cb4d9e320a0b7cdf591',100.0,1.78173592099605298e+09,1,'2026-06-18T00:38:40.996053+02:00',NULL,NULL,NULL,'["Application Development", "Cloud-Native Java", "Advanced Microservices"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); @@ -7125,7 +7125,7 @@ INSERT INTO "resources" VALUES('https://github.com/piomin/spring-boot-logging',' INSERT INTO "resources" VALUES('https://github.com/pipe-cd/pipe','PipeCD','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','ed2b7808a49a0f3c8dea8754e402794d99da8842b985f2cf42574a98a94effd6',100.0,1.77903056432298803e+09,0,'2026-05-17T17:09:24.322988+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://github.com/pipe-cd/pipecd','PipeCD','','2020',4,'PipeCD is a GitOps-style continuous delivery system supporting multi-cloud and multi-tenant environments. It coordinates deployments across Kubernetes, serverless, and cloud infrastructure with advanced strategies like canary and blue-green.','Go','CD Platform','High',1,'online','manual','7548fa0a7672db1a06711bdb742402e633225ad252e3b8752d327967162f2dfe',100.0,1.77913049495899295e+09,1,'2026-06-12T09:01:15Z',NULL,NULL,NULL,'["Application Delivery", "GitOps", "Continuous Delivery"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T09:01:15Z", "gh_stars": 1290}'); INSERT INTO "resources" VALUES('https://github.com/pixie-io/pixie','github.com: Pixie - Instant Kubernetes-Native Application Observability','','2020',5,'An entry detailing the Pixie platform''s open-source repository, which provides automatic kernel-level telemetry extraction using advanced eBPF probes. This allows immediate system-wide analysis of microservice network communications without app modifications.','C++ / Go','Observability Platform','Advanced',1,'online','manual','02266d95e66c012c7eb772198747f3995b13c271ca458ee0d64ccdf96261d227',100.0,1.77902924712297105e+09,1,'2026-06-13T08:28:04Z',NULL,NULL,NULL,'["Observability & Diagnostics", "eBPF Observability", "Application Monitoring"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T08:28:04Z", "gh_stars": 6462}'); -INSERT INTO "resources" VALUES('https://github.com/pixie-labs/pixie','open source PxL scripts','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','02266d95e66c012c7eb772198747f3995b13c271ca458ee0d64ccdf96261d227',100.0,1.77903138213326096e+09,0,'2026-05-17T17:23:02.133261+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/pixie-labs/pixie','open source PxL scripts','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','02266d95e66c012c7eb772198747f3995b13c271ca458ee0d64ccdf96261d227',100.0,1.77903138213326096e+09,0,'2026-05-17T17:23:02.133261+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/pixie-io/pixie"}'); INSERT INTO "resources" VALUES('https://github.com/planetlabs/draino','Draino','','2026',5,'An automated daemon designed to safely cordon and drain compute hosts when specific kernel or physical errors are flagged by the Node Problem Detector. It processes node status updates and gracefully evicts active workloads while strictly respecting configured Pod Disruption Budgets (PDBs).','Go','Controller','Advanced',0,'online','manual','0485308739e80d5fb7808efac66cf10e177a4850228fcab70768d089b19ac39a',100.0,1.77902947296639299e+09,1,'2024-03-26T15:33:02Z',NULL,NULL,NULL,'["Operations", "Node Management", "Auto-Remediation"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-03-26T15:33:02Z", "gh_stars": 682}'); INSERT INTO "resources" VALUES('https://github.com/plexsystems/konstraint','konstraint','','2026',5,'A template generation utility targeted at OPA Gatekeeper. It reads standard Rego policy documents to automatically produce ConstraintTemplates and Constraint manifests, simplifying structural governance by keeping policies organized and generating documentation natively.','Go','Tool','Advanced',0,'online','manual','67a94b5d308b5159a68246516d1ddff3a5de1ae0d3560b49dd554411fe82eee4',100.0,1.77903001228851699e+09,1,'2025-11-20T02:18:14Z',NULL,NULL,NULL,'["Security", "Policy Enforcement", "Gatekeeper Boilerplate"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-11-20T02:18:14Z", "gh_stars": 393}'); INSERT INTO "resources" VALUES('https://github.com/plexsystems/sinker','Sinker','','2023',5,'A target reconciliation tool that syncs third-party container image dependencies directly into private container registries. Helps maintain air-gapped environments by verifying repository assets dynamically.','Go','CLI Tool','Intermediate',0,'online','manual','f7dacf65025e43daa871debccfd55ef08dfb3c1ee67db9f835119185970fadf9',100.0,1.77903005252512288e+09,1,'2024-06-13T22:25:52Z',NULL,NULL,NULL,'["Configuration Management", "Image Syncing", "Registry Integration"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-06-13T22:25:52Z", "gh_stars": 625}'); @@ -7144,7 +7144,7 @@ INSERT INTO "resources" VALUES('https://github.com/practo/k8s-worker-pod-autosca INSERT INTO "resources" VALUES('https://github.com/prae1809/PowerShell-Scripts/tree/master/OperationalCollections','prae1809/PowerShell-Scripts: OperationalCollections','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','40cef8eb5249ee27180fac12c9712a6c8ff6e9ccb51d0f1523e7b993e99612b8',100.0,1.77903453129243206e+09,1,'2026-05-17T18:15:31.292432+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://github.com/pravega/pravega-operator','pravega/pravega-operator','','2023',5,'Deploys and maintains high-throughput Pravega streaming architectures, orchestrating the state of BookKeeper, ZooKeeper, and active cluster storage segments.','Go','Operator','Advanced',0,'online','manual','d898b90b80d9981429b5c5bfe89093a2514b6f53affc75715f369cab2ef477ef',100.0,1.77903095227215099e+09,1,'2024-04-19T12:27:01Z',NULL,NULL,NULL,'["Infrastructure", "Data Management", "Streaming Data", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-04-19T12:27:01Z", "gh_stars": 40}'); INSERT INTO "resources" VALUES('https://github.com/predatorray/kubectl-tmux-exec','kubectl-tmux-exec','','2022',2,'A highly practical kubectl plugin that leverages tmux to multiplex exec connections across multiple Kubernetes pods simultaneously. It allows administrators to run interactive CLI tasks in parallel, with separate panes synchronized for keyboard input. In 2026, it remains an indispensable power-user CLI utility for on-the-fly multi-pod troubleshooting.','Go','Kubectl Plugin','Medium',0,'online','manual','1a5f044cd22b71f4aad4e84114cf9f2986b1d4b4d562e92a753b22b1c5b67bf3',100.0,1.7790297355601561e+09,1,'2026-03-01T04:27:56Z',NULL,NULL,NULL,'["Operations", "CLI Tool", "Multi-Execution"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-03-01T04:27:56Z", "gh_stars": 141}'); -INSERT INTO "resources" VALUES('https://github.com/presslabs/silver','github.com: Django app + RESTful API for automatic billing','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','bfb0ee7ca876450db0ec452d1e5ca683f4f0f0727c1b1e53faa2f388f6902dab',100.0,1.77903032720753502e+09,0,'2026-05-17T17:05:27.207535+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/presslabs/silver','github.com: Django app + RESTful API for automatic billing','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','bfb0ee7ca876450db0ec452d1e5ca683f4f0f0727c1b1e53faa2f388f6902dab',100.0,1.77903032720753502e+09,0,'2026-05-17T17:05:27.207535+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{"duplicate_of": "https://github.com/silverapp/silver"}'); INSERT INTO "resources" VALUES('https://github.com/priyankavergadia/google-cloud-4-words','The Google Cloud Developer''s Cheat Sheet 🌟','','2024',5,'An exceptionally popular developer''s directory translating Google Cloud''s extensive product portfolio into four-word functional summaries accompanied by visual flowcharts. It simplifies GCP''s architectural choices across compute, database, and machine learning domains.','Markdown','Repository','Beginner',0,'online','manual','e4dc5e8ed8e0eb7d687668e784ff39f5e9894f6c4c35df1d286c1f596a50bdb0',100.0,1.7790322491027739e+09,1,'2024-04-06T10:56:15Z',NULL,NULL,NULL,'["Cloud Providers", "GCP", "Architecture Reference"]','["[DE FACTO STANDARD]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2024-04-06T10:56:15Z", "gh_stars": 8225}'); INSERT INTO "resources" VALUES('https://github.com/proferosec/log4jScanner','proferosec/log4jScanner','','2021',5,'A community-focused scanning utility designed to recursively inspect complex directory structures and nested archives for vulnerable Log4j libraries. It is a highly useful offline scanner for validating legacy artifacts and directory paths without needing dynamic agents or runtimes.','Go','Tool','Intermediate',0,'online','manual','b96dfbd1bf67161008b95d50ac93332a619a06c4edac3b2840cea7575a864099',100.0,1.77903053489460206e+09,1,'2023-02-25T10:43:55Z',NULL,NULL,NULL,'["Security", "Vulnerabilities", "Log4Shell Scanners"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2023-02-25T10:43:55Z", "gh_stars": 489}'); INSERT INTO "resources" VALUES('https://github.com/projectcapsule/capsule','Capsule Operator','','2024',5,'Capsule aggregates namespaces into virtual ''tenants'', providing secure multi-tenancy. It enforces dynamic network isolation, storage limits, and ingress classes, forming a foundation for platform engineering.','Go','Operator','Advanced',0,'online','manual','9909cd87b5212e648da81e6f1131696ff237383b99fa687ed1a794c98803e1df',100.0,1779130495.02497,1,'2026-06-13T20:26:28Z',NULL,NULL,NULL,'["Security", "Multi-tenancy", "Platform Engineering", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T20:26:28Z", "gh_stars": 2095}'); @@ -7191,7 +7191,7 @@ INSERT INTO "resources" VALUES('https://github.com/quii/learn-go-with-tests','qu INSERT INTO "resources" VALUES('https://github.com/quinnypig/billie','quinnypig/billie: Billie the Platypus CI/CD Roast Engine','An opinionated AI developer assistant that integrates directly with GitHub, GitLab, and Vercel pipelines, utilizing a burned-out corporate platypus persona to comment on commits.','2026',4,'* **Curator Insight**: Provides an alternative approach to alert fatigue by transforming routine pipeline completions into highly engaging, context-aware humorous feedback. * **Live Grounding**: Associated with the DeployBar macOS menu bar release, this engine monitors workflow runs, assessing failures and generating customizable ''sarcastic'' alerts in real time.','en','repository','Intermediate',0,'online','automatic','2487b532e9785661300d6700ab0c1f2dcf2dc2cc4719ed71c6ac13fd4d5825ce',NULL,1.78035273020752096e+09,0,'2026-06-02T00:25:30.207521+02:00',NULL,NULL,NULL,'["CI/CD", "Deployment Monitoring", "Developer Experience", "AI Assistants"]','["COMMUNITY-TOOL", "EMERGING"]','[]','[]','{}','{"category": "cicd-kubernetes-plugins", "reputation_status": "Vetted", "reputation_summary": "Laid out by Duckbill Group''s Corey Quinn in 2026. Gained rapid traction among DevOps engineers for its integration of AI-fueled cynical humor into routine CI/CD pipelines.", "social_preview_url": "https://opengraph.githubassets.com/38263e18c5c6c6cf4b1126c2c04439df8a5b65ab75d68e17b60fd0125d19c51d/quinnypig/billie", "source_provenance": "X.com (QuinnyPig)", "suggested_new_category": "ci-monitoring"}'); INSERT INTO "resources" VALUES('https://github.com/quozd/awesome-dotnet','quozd/awesome-dotnet','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','8eebf7523a322b244854d4bfd3c975f02c3d35bb74c67ad8719127f0edaa94aa',100.0,1779033213.60391,1,'2026-05-17T17:53:33.603910+02:00',NULL,NULL,NULL,'[]','[]','["docs/other-awesome-lists.md"]','[]','{}','{"gh_license": "CC0-1.0", "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/r0hi7/k8s-In-30Mins','github: K8s in 30 mins 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','9a76d8ed6ba89872bc4f855338a3b06dbd367475cbe07aa54edd698163390c4c',100.0,1.77902980598798608e+09,0,'2026-05-17T16:56:45.987986+02:00',NULL,NULL,NULL,'[]','[]','["docs/cheatsheets.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/r0hi7/k8s-In-30Mins','github: K8s in 30 mins 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','9a76d8ed6ba89872bc4f855338a3b06dbd367475cbe07aa54edd698163390c4c',100.0,1.77902980598798608e+09,0,'2026-05-17T16:56:45.987986+02:00',NULL,NULL,NULL,'[]','[]','["docs/cheatsheets.md"]','[]','{}','{"duplicate_of": "https://github.com/rosehgal/k8s-In-30Mins"}'); INSERT INTO "resources" VALUES('https://github.com/radondb/radondb-clickhouse-kubernetes','radondb/radondb-clickhouse-kubernetes','','2021',5,'RadonDB''s legacy operator and integration configurations for orchestrating ClickHouse OLAP environments. Highly useful as a historic reference for custom columnar database operators.','Go','Repository','Intermediate',0,'online','manual','6bf0541b6264d23c2ae9474a3ed126b687783b8990cf12fd709048d74783cc42',100.0,1.7790303678398869e+09,1,'2023-03-24T05:27:04Z',NULL,NULL,NULL,'["Cloud Native", "Kubernetes Operators", "ClickHouse"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/databases.md"]','["databases.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-03-24T05:27:04Z", "gh_stars": 86}'); INSERT INTO "resources" VALUES('https://github.com/rainyear/python3-in-one-pic','github: Python3 in one pic','','2016',5,'A highly visual, single-image technical roadmap summarizing Python 3 syntax, core structures, and data types. Serves as a rapid reference diagram for engineers mapping control flows, operators, and basic definitions. Ideal for quick on-boarding and mental model alignment.','English','Infographic','Beginner',0,'online','manual','beaedfb67ee51a61ec57766c527cffdff6412df3f4a38322cd2f841feb054e44',100.0,1.77913049500773406e+09,1,'2022-05-28T22:42:15Z',NULL,NULL,NULL,'["Software Development", "Python Core", "Learning Resources"]','["[DE FACTO STANDARD]"]','["docs/python.md"]','["python.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-05-28T22:42:15Z", "gh_stars": 5012}'); INSERT INTO "resources" VALUES('https://github.com/rakyll/fake-it-til-you-make-it','github.com/rakyll/fake-it-til-you-make-it','','2015',0,'A shell-based contribution graphic simulation script. Evaluated as a legacy tool under Minimum Viable Quality metrics due to lack of active commits since 2015. Retained only to showcase historical Git metadata manipulation patterns.','Shell','Repository','Beginner',0,'online','manual','6f76f057b5c831b21009d74eb129ab052a547b2365863036bf429d186bd96980',100.0,1.78173595051449608e+09,1,'2026-06-18T00:39:10.514496+02:00',NULL,NULL,NULL,'["Developer Platform", "Automation", "Git Manipulation"]','["[LEGACY]"]','["docs/git.md", "docs/recruitment.md"]','["recruitment.md", "git.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); @@ -7208,28 +7208,28 @@ INSERT INTO "resources" VALUES('https://github.com/rancher/k3os','**k3OS**','',' INSERT INTO "resources" VALUES('https://github.com/rancher/k3s',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','f5d348e28531dc067a668385b979d3b9dddeec3081e9e8f58087fcef3cde74aa',100.0,1.77903178840621399e+09,0,'2026-05-17T17:29:48.406214+02:00',NULL,NULL,NULL,'[]','[]','["docs/rancher.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://github.com/rancher/kim','kim - The Kubernetes Image Manager','','2021',2,'An experimental builder and manager designed by Rancher to compile, push, and run container images directly inside a Kubernetes cluster''s container runtime, eliminating the need for Docker Desktop or daemon forwards. 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Live Grounding: Serves as the backbone for distributed machine learning workloads on Kubernetes, abstracting compute node scaling, memory configuration, and actor scheduling.','Go','Software','Expert',1,'online','manual','9fd7630fa0d430a18d47383665c3b8ea76276c3b079230c0ee78c4b12048739f',100.0,1779031406.74696,1,'2026-06-13T00:20:35Z',NULL,NULL,NULL,'["AI Infrastructure", "Distributed Computing", "Kube-Ray"]','["[COMMUNITY-TOOL]"]','["docs/ai-agents-mcp.md", "docs/kubernetes-tools.md"]','["ai-agents-mcp.md", "kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T00:20:35Z", "gh_stars": 2541}'); INSERT INTO "resources" VALUES('https://github.com/rayfrankenstein/AITOW','rayfrankenstein/AITOW: #AgileKillsKittens (or Agile In Their Own Words:'' The Problem With Agile & Scrum)','','2026',0,'An satirical yet insightful critical collection reviewing organizational dysfunctions, compliance-heavy Scrum models, and the commercialization of Agile frameworks. 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Enables development of highly interactive user interfaces on the server without writing custom JavaScript engines.','Python','Framework','Advanced',0,'online','manual','36d508526ecdc0e2d5dcae02ad0f79df942633244d2b8dc8ffa6476130073dd2',100.0,1.77902946682307505e+09,1,'2026-04-18T23:42:49Z',NULL,NULL,NULL,'["Software Engineering", "Web Frameworks", "Reactive Interfaces"]','["[DE FACTO STANDARD]"]','["docs/python.md"]','["python.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-04-18T23:42:49Z", "gh_stars": 8138}'); INSERT INTO "resources" VALUES('https://github.com/reactive-tech/kubegres','reactive-tech/kubegres','','2024',5,'Kubegres is a lightweight operator for managing PostgreSQL clusters. It coordinates master-replica setups, automated failovers, and physical backups using native StateSets with minimal footprint.','Go','Operator','Advanced',0,'online','manual','3f2a29147577d76dab7777b7145d4a675be1a77db611b34ff48d1707b4e0fc35',100.0,1.77903447728336906e+09,1,'2025-01-04T14:29:28Z',NULL,NULL,NULL,'["Infrastructure", "Data Management", "PostgreSQL", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-01-04T14:29:28Z", "gh_stars": 1351}'); INSERT INTO "resources" VALUES('https://github.com/readme/guides','GitHub Guides','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','c848f8b68c6b3bae1e7e8496dd1360b45b79950f7276c4f9c9886ae34e0c67ef',100.0,1.77903095504668498e+09,1,'2026-05-17T17:15:55.046685+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://github.com/readme/guides/functional-programming-basics','github.com/readme/guides: Functional Programming 101','','2023',0,'An introductory guide exploring core tenets of the functional programming paradigm, such as immutability, pure functions, and referential transparency. Synthesizes practical benefits of adopting these concepts in modern application development to minimize side effects, simplify testing, and boost concurrent performance.','English','Guide','Beginner',0,'online','manual','afd9489bdfa752ab9ca6826f631c613c2b02b4b784201432ee74070e1fb4742f',100.0,1.78173592094917893e+09,1,'2026-06-18T00:38:40.949179+02:00',NULL,NULL,NULL,'["Software Engineering", "Programming Paradigms", "Functional Programming"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/developerportals.md"]','["developerportals.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); INSERT INTO "resources" VALUES('https://github.com/realopslabs/kubeledger','**kube-opex-analytics** 🌟','','2024',5,'An open-source utility designed to collect and visualize resource allocation analytics across multiple clusters. 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It simplifies executing actions across isolated cluster targets by keeping an active session-level state, reducing command length and configuration complexity for developers running multi-tenant operations.','Go','CLI Tool','Intermediate',0,'online','manual','9ed40c3e36850bbd75bac54f30f7e1822cd002e72995e0ca627563da881de8df',100.0,1.779032372184978e+09,1,'2023-03-07T06:07:22Z',NULL,NULL,NULL,'["Developer Experience", "CLI Utilities", "Context Management"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-03-07T06:07:22Z", "gh_stars": 57}'); INSERT INTO "resources" VALUES('https://github.com/sa-mw-dach/podium','Podium','','2020',0,'A developer tool designed to orchestrate server-side-rendered micro-frontends (podlets) in modular architectures, ensuring fast composition and high decoupling of user interfaces.','JavaScript','Repository','Intermediate',1,'online','manual','b956fa8ef7aba4e53e3281f977690f599659e63a0e196447669805c79b9419b3',100.0,1.78173613352495789e+09,1,'2026-06-18T00:42:13.524958+02:00',NULL,NULL,NULL,'["Developer Productivity", "Collaboration", "Micro-frontends"]','["[COMMUNITY-TOOL]"]','["docs/project-management-tools.md"]','["project-management-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/sageteam-org/django-sage-painless','github.com: Django Sage Painless','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','ffc77c4da3b3d8757b604070bfd6d9cd7e51c0a5dda9d14c80542c8afd157c93',100.0,1.77902937848817801e+09,0,'2026-05-17T16:49:38.488178+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/sageteam-org/django-sage-painless','github.com: Django Sage Painless','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ffc77c4da3b3d8757b604070bfd6d9cd7e51c0a5dda9d14c80542c8afd157c93',100.0,1.77902937848817801e+09,0,'2026-05-17T16:49:38.488178+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{"duplicate_of": "https://github.com/sageteamorg/django-sage-painless"}'); INSERT INTO "resources" VALUES('https://github.com/sageteamorg/django-sage-painless','github.com: Django Sage Painless','','2024',5,'An opinionated community package designed to streamline Django project structuring, modular layouts, and database configuration templates. 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Excellent resource for maintaining complex legacy enterprise build pipelines.','Markdown','Awesome List','Intermediate',0,'online','manual','4568ebe92ef2d8c514e6609fd35da2b6910f6f212a68bcf1cfafd0ade9c35e12',100.0,1.77903447976939296e+09,1,'2018-02-22T19:32:46Z',NULL,NULL,NULL,'["Continuous Delivery", "CI-CD Pipelines", "Jenkins Ecosystem"]','["[LEGACY]"]','["docs/jenkins.md", "docs/other-awesome-lists.md"]','["jenkins.md", "other-awesome-lists.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2018-02-22T19:32:46Z", "gh_stars": 70, "is_special": true}'); INSERT INTO "resources" VALUES('https://github.com/sajeetharan/azure-mindmap','github.com/sajeetharan/azure-mindmap','','2020',0,'An open-source repository containing comprehensive visual mindmaps of Azure services. Highly useful for architects and developers mapping complex cloud paths and service relationships across security, compute, networking, and data structures.','English','Software Portal','Beginner',0,'online','manual','095a2115a115ef8b2ec8f52f3f7cc672660a9675ee18a94ce7e161242d7beac9',100.0,1.781735879759974e+09,1,'2026-06-18T00:37:59.759974+02:00',NULL,NULL,NULL,'["Cloud Fundamentals", "Azure Ecosystem", "Learning Path"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); INSERT INTO "resources" VALUES('https://github.com/sajeetharan/azure-mindmap/blob/master/azure-fundamentals/AZ-900.pdf','Azure Fundamentals: AZ-900.pdf','','2020',0,'Core curriculum guide mapping the AZ-900: Azure Fundamentals certification requirements. Visualizes fundamental virtualization structures, cloud resource taxonomy, Azure billing models, and security governance paths. Ideal for technical onboarding.','English','Certification Guide','Beginner',0,'online','manual','84b4bd58ed14b2aba03676af5bb6abd2981e801a7f8d0679aa82e42a9e3f50cd',100.0,1781735879.84105,1,'2026-06-18T00:37:59.841050+02:00',NULL,NULL,NULL,'["Cloud Fundamentals", "Azure Ecosystem", "Certification Guides"]','["GUIDE"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); @@ -7330,7 +7330,7 @@ INSERT INTO "resources" VALUES('https://github.com/samrocketman/jenkins-script-c INSERT INTO "resources" VALUES('https://github.com/samrocketman/jervis/wiki','Jervis','','2021',2,'Jenkins Receiving Versatile Infrastructure Script (Jervis) simplifies job lifecycle automation by supporting Travis CI-style YAML configurations natively in Jenkins. It enables declarative pipeline builds without complex Groovy setups.','Groovy','Repository','Intermediate',0,'online','manual','93eaf9d57e489a5ce082c63a8dd5e997d36e4e74dc9fa9843a8371d5980c5d7c',100.0,1.77902956993259906e+09,1,'2026-05-08T02:13:00Z',NULL,NULL,NULL,'["CI-CD", "Jenkins", "Pipeline as Code"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-08T02:13:00Z", "gh_stars": 271}'); INSERT INTO "resources" VALUES('https://github.com/samrocketman/nexus3-config-as-code','github.com/samrocketman/nexus3-config-as-code','','2021',5,'A declarative Groovy-scripted configuration-as-code bootstrap utility designed for automating Sonatype Nexus 3 settings. Live grounding shows this repository has been unmaintained for over four years. 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Facilitates low-latency, localized LLM inference tasks across decentralized edge node topologies.','Go','Repository','Advanced',1,'online','manual','518e38009b6b766fd78a535eb77f3250b113ebaa6f4bd7ed717336a895773885',100.0,1.77903068893149805e+09,1,'2024-02-02T22:23:10Z',NULL,NULL,NULL,'["Serverless Architecture", "Edge Computing", "AI Integration"]','["[DE FACTO STANDARD]", "[EMERGING]"]','["docs/kubernetes-alternatives.md"]','["kubernetes-alternatives.md"]','{}','{"gh_license": "BSD-3-Clause", "gh_pushed": "2024-02-02T22:23:10Z", "gh_stars": 17}'); -INSERT INTO "resources" VALUES('https://github.com/saturnism/awesome-cloud-native-java','Awesome Cloud Native Java','','2026',0,'A highly targeted resource registry outliningmodern patterns for containerized Java. Focuses on Spring Boot microservices, Quarkus, GraalVM native image compilation, and techniques for minimizing memory footprint in orchestrations.','Markdown','Awesome List','Advanced',1,'online','manual','304e0ff20521d8e9925626ba5c54b7204835ea5b029b6f81d31978f5a68e0d89',100.0,1.7817361232116909e+09,1,'2026-06-18T00:42:03.211691+02:00',NULL,NULL,NULL,'["Software Engineering", "Java Platform", "Cloud Native Frameworks"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true}'); +INSERT INTO "resources" VALUES('https://github.com/saturnism/awesome-cloud-native-java','Awesome Cloud Native Java','','2026',0,'A highly targeted resource registry outliningmodern patterns for containerized Java. Focuses on Spring Boot microservices, Quarkus, GraalVM native image compilation, and techniques for minimizing memory footprint in orchestrations.','Markdown','Awesome List','Advanced',1,'duplicate','manual','304e0ff20521d8e9925626ba5c54b7204835ea5b029b6f81d31978f5a68e0d89',100.0,1.7817361232116909e+09,1,'2026-06-18T00:42:03.211691+02:00',NULL,NULL,NULL,'["Software Engineering", "Java Platform", "Cloud Native Frameworks"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true, "duplicate_of": "https://awesome.jimmysong.io"}'); INSERT INTO "resources" VALUES('https://github.com/saturnism/spring-petclinic-gcp','Google Cloud Native Spring Boot PetClinic. 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By utilizing Tekton pipelines under the hood, Shipwright abstractly supports multiple build strategies, including Kaniko, Cloud Native Buildpacks, and Source-to-Image. 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Acts as a core index for tracking dynamic tooling ecosystems like Terragrunt, TFLint, Terrascan, and cost optimization utilities.','Markdown','Repository','Beginner',0,'online','manual','d020dbee208ae3000ab3e0652fef92bc77c80ccd0a30a5a9b378c9c7200d0d15',100.0,1.77913049493270611e+09,1,'2026-06-13T23:22:19Z',NULL,NULL,NULL,'["Infrastructure as Code", "Curation", "Community Directories"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md", "docs/terraform.md"]','["terraform.md", "other-awesome-lists.md"]','{}','{"gh_license": "CC0-1.0", "gh_pushed": "2026-06-13T23:22:19Z", "gh_stars": 6530, "is_special": true}'); @@ -7402,11 +7402,11 @@ INSERT INTO "resources" VALUES('https://github.com/spacecloud-io/space-cloud','s INSERT INTO "resources" VALUES('https://github.com/spotify/flink-on-k8s-operator','spotify/flink-on-k8s-operator: Kubernetes Operator for Apache Flink','','2024',5,'Developed by Spotify, this operator simplifies Apache Flink execution. 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Demonstrates externalized configuration via Spring Cloud Config, service discovery, API gateway routing, and distributed tracing. Ideal reference for containerizing JVM monoliths.','Java','Repository','Advanced',1,'online','manual','163ddf8abcab78d55da91c0529337d7ebe0aaece51bbf9f40c94afdf0ba7526c',100.0,1.77913049501455497e+09,1,'2024-08-01T21:32:43Z',NULL,NULL,NULL,'["Cloud-Native Applications", "Java Microservices", "Kubernetes Deployment"]','["[DE FACTO STANDARD]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-08-01T21:32:43Z", "gh_stars": 168}'); -INSERT INTO "resources" VALUES('https://github.com/spring-petclinic/spring-petclinic-kubernetes','github.com/spring-petclinic/spring-petclinic-kubernetes 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','ff6ea993400fd31d8145cd889f09be8a4f2136e9d71dbebed7933b071ba7b3a8',100.0,1.77903280260141205e+09,0,'2026-05-17T17:46:42.601412+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/spring-petclinic/spring-petclinic-kubernetes','github.com/spring-petclinic/spring-petclinic-kubernetes 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ff6ea993400fd31d8145cd889f09be8a4f2136e9d71dbebed7933b071ba7b3a8',100.0,1.77903280260141205e+09,0,'2026-05-17T17:46:42.601412+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://github.com/spring-petclinic/spring-petclinic-cloud"}'); INSERT INTO "resources" VALUES('https://github.com/spring-petclinic/spring-petclinic-microservices','Spring PetClinic Microservices','','2025',5,'The canonical reference implementation of the Spring PetClinic application decomposed into microservices. It leverages Spring Cloud Eureka, Spring Cloud Gateway, and Spring Cloud Config Server to showcase resilient distributed patterns.','Java','Repository','Intermediate',1,'online','manual','a4b9bbbc88032f22ea11194e8a7052f1dfbc7269b5b94aea55d21923a1b922f1',100.0,1.77903341614261889e+09,1,'2026-05-17T18:20:40Z',NULL,NULL,NULL,'["Cloud-Native Applications", "Java Microservices", "Spring Cloud"]','["[DE FACTO STANDARD]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-17T18:20:40Z", "gh_stars": 2136}'); INSERT INTO "resources" VALUES('https://github.com/spring-projects/spring-boot#L73','github.com/spring-projects: springboot enables these probes automatically when running in k8s','','2026',5,'Details Spring Boot''s built-in Kubernetes-native integration features, specifically the auto-detection of container platform hosting. Once identified, it splits Spring Actuator''s health check endpoint into dedicated `/actuator/health/liveness` and `/actuator/health/readiness` routes. This out-of-the-box support guarantees smooth coordination with Kubernetes container lifecycles during zero-downtime rollouts.','Java','Library','Advanced',0,'online','manual','5f55cc73a0ba8d7dd63a319ad3541b071f7136421dc2d8decd308a57a487c6b9',100.0,1.77903123118059706e+09,1,'2026-06-13T20:30:20Z',NULL,NULL,NULL,'["Java Cloud Native", "Spring Boot", "Kubernetes Integration"]','["[DE FACTO STANDARD]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T20:30:20Z", "gh_stars": 80916}'); INSERT INTO "resources" VALUES('https://github.com/spring-projects/spring-petclinic','github.com/spring-projects/spring-petclinic','','2023',5,'Curator Insight targets the actual source code repository for the Spring Petclinic community project. Live Grounding confirms this project is an invaluable asset across the software industry to demonstrate testing, framework upgrades, Docker containerization, and platform deployment strategies. It serves as the baseline target for countless CI/CD benchmarks.','Java','Repository','Intermediate',1,'online','manual','f46bb6fee08f1ca8127c793df3da35e630cffe49db992edf76cdcd40283fbee1',100.0,1.77903156757597494e+09,1,'2026-06-09T07:57:57Z',NULL,NULL,NULL,'["Software Development", "Microservices", "Reference Architecture", "Spring Petclinic"]','["[DE FACTO STANDARD]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T07:57:57Z", "gh_stars": 9303}'); -INSERT INTO "resources" VALUES('https://github.com/spring-projects/spring-petclinic/issues/339','ref 8','','2020',5,'A major architectural discussion issue thread in the official Spring Petclinic repository. Explores the design decisions, trade-offs, and container integration requirements leading up to modern container-native architectures.','Markdown','Issue Thread','Intermediate',0,'online','manual','2ead2066f729ccc18514ab3f3d7c19cc38d0e98c0085ccee1fbc179c0211d718',100.0,1.77903444811026811e+09,1,'2026-06-09T07:57:57Z',NULL,NULL,NULL,'["Cloud-Native Applications", "Java Microservices", "Community Standards"]','["CASE STUDY"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T07:57:57Z", "gh_stars": 9303}'); +INSERT INTO "resources" VALUES('https://github.com/spring-projects/spring-petclinic/issues/339','ref 8','','2020',5,'A major architectural discussion issue thread in the official Spring Petclinic repository. Explores the design decisions, trade-offs, and container integration requirements leading up to modern container-native architectures.','Markdown','Issue Thread','Intermediate',0,'online','manual','2ead2066f729ccc18514ab3f3d7c19cc38d0e98c0085ccee1fbc179c0211d718',100.0,1.77903444811026811e+09,1,'2026-06-09T07:57:57Z',NULL,NULL,NULL,'["Cloud-Native Applications", "Java Microservices", "Community Standards"]','["[DE FACTO STANDARD]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T07:57:57Z", "gh_stars": 9303}'); INSERT INTO "resources" VALUES('https://github.com/squalrus/merge-bot','github.com/squalrus/merge-bot: PR Merge Bot','','2020',2,'A simple Golang-based GitHub bot that validates customizable integration rules before executing automated merges. It minimizes workspace divergence by ensuring remote master commits are regularly synchronized with incoming pull requests.','Go','Tool','Intermediate',0,'online','manual','3f1aab86ca49bd02e1a509659a317b4ba6b7565a7df02d1a2ee3b557407ab448',100.0,1.77903211784102296e+09,1,'2024-01-19T06:05:24Z',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Automation Bots"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-01-19T06:05:24Z", "gh_stars": 69}'); INSERT INTO "resources" VALUES('https://github.com/squareops/terraform-aws-vpc','github.com/squareops/terraform-aws-vpc','','2023',1,'A reusable community-driven Terraform VPC module. Features automated multi-AZ public and private subnet mapping, NAT elastic IP associations, and standardized route table isolations designed to hold production containers.','HCL','Repository','Intermediate',0,'online','manual','f5906f56eb837c59f96878bbde574fea1cc10db1d1ed0444d928ddabb6d6280b',100.0,1.77903401322768306e+09,1,'2024-08-20T08:58:21Z',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Networking & Core"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-08-20T08:58:21Z", "gh_stars": 26}'); INSERT INTO "resources" VALUES('https://github.com/squat/kilo','github.com/squat/kilo','','2025',3,'Kilo is a cloud-native network CNI overlay built on WireGuard, designed to seamlessly secure cross-cluster networking, hybrid cloud environments, and distributed edge nodes. It allows remote servers to safely communicate within a single unified Kubernetes networking fabric.','Go','CNI Provider','Advanced',0,'online','manual','74c45645cdf32856a5fde1d5968e8c887ae530b3e8d1a87a24aafa57d0f9a54c',100.0,1.77903238093924689e+09,1,'2026-06-12T19:30:00Z',NULL,NULL,NULL,'["Network", "CNI & Overlay", "WireGuard VPN"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T19:30:00Z", "gh_stars": 2263}'); @@ -7420,7 +7420,7 @@ INSERT INTO "resources" VALUES('https://github.com/sstephenson/rbenv',NULL,NULL, INSERT INTO "resources" VALUES('https://github.com/ssup2/kpexec','Kpexec','','2024',5,'A specialized terminal troubleshooting tool that executes commands within running containers by spinning up privileged sidecars. This allows administrators to troubleshoot slim or distroless images without compromising default workload security bounds.','Go','CLI Tool','Medium',0,'online','manual','ca0af37133071db91f9ed23ea3af9925e5c5046d0d7d3034c5ea71c6d923bd43',100.0,1.77903047357725596e+09,1,'2025-12-04T16:16:48Z',NULL,NULL,NULL,'["Operations", "Command Line Tools", "Interactive Exec"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-12-04T16:16:48Z", "gh_stars": 270}'); INSERT INTO "resources" VALUES('https://github.com/stackrox/Kubernetes_Security_Specialist_Study_Guide','github.com/stackrox: Certified Kubernetes Security Specialist Study Guide'' 🌟','','2020',5,'A comprehensive community study handbook for the Linux Foundation CKS exam, detailing system hardening, threat mitigation, microservice security policies, and runtime compliance enforcement.','Markdown','curation','Advanced',1,'online','manual','86c89cb5887c180508ab7bf1a604414960b4f9dfb0e2537bfc58c0f2c1ffda7a',100.0,1.77903392575673794e+09,1,'2021-01-04T22:33:10Z',NULL,NULL,NULL,'["Kubernetes Security", "CKS Certification Study Guides", "Cluster Lifecycle Security"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2021-01-04T22:33:10Z", "gh_stars": 429}'); INSERT INTO "resources" VALUES('https://github.com/stackrox/kube-linter','KubeLinter','','2025',5,'An enterprise-grade static analyzer for raw Kubernetes manifest files and Helm charts. Translates security benchmarks, privileged container checks, and missing resource limits into actionable DevOps signals.','Go','CLI Tool','Medium',0,'online','manual','cf47d7e9192f9651776ea67292bafba150cb7605adf555664bce2ffeeaf80c52',100.0,1.7790307369705069e+09,1,'2026-06-10T16:20:01Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes Manifests", "Validation & Linting"]','["[DE FACTO STANDARD]"]','["docs/devsecops.md", "docs/kubernetes-tools.md", "docs/yaml.md"]','["data-and-advanced-analytics.md", "yaml.md", "devsecops.md", "kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-10T16:20:01Z", "gh_stars": 3469, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/stacksimplify/aws-eks-kubernetes-masterclass','github.com/stacksimplify/aws-eks-kubernetes-masterclass 🌟','','2022',0,'An extensive educational repository focusing on EKS operations. Showcases production patterns including IAM Roles for Service Accounts (IRSA), configuring AWS Load Balancer Controller, external DNS integrations, and persistent cluster volume setups.','YAML','Repository','Advanced',1,'online','manual','d5163f19d2b40ed07e72bcf44900e6342df8f5f0792555c8753298823ff51f0c',100.0,1.78173591082636404e+09,1,'2026-06-18T00:38:30.826364+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS EKS", "Masterclass"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/stacksimplify/aws-eks-kubernetes-masterclass','github.com/stacksimplify/aws-eks-kubernetes-masterclass 🌟','','2022',0,'An extensive educational repository focusing on EKS operations. Showcases production patterns including IAM Roles for Service Accounts (IRSA), configuring AWS Load Balancer Controller, external DNS integrations, and persistent cluster volume setups.','YAML','Repository','Advanced',1,'duplicate','manual','d5163f19d2b40ed07e72bcf44900e6342df8f5f0792555c8753298823ff51f0c',100.0,1.78173591082636404e+09,1,'2026-06-18T00:38:30.826364+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS EKS", "Masterclass"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "duplicate_of": "https://github.com/stacksimplify/azure-aks-kubernetes-masterclass"}'); INSERT INTO "resources" VALUES('https://github.com/stacksimplify/azure-aks-kubernetes-masterclass','github.com/stacksimplify/azure-aks-kubernetes-masterclass 🌟','','2023',4,'A highly comprehensive masterclass repository containing declarative HCL files and manifests to deploy AKS with Azure Disks, Azure Files, Application Gateway ingress, and active Azure AD integration.','HCL','Repository','Intermediate',1,'online','manual','5aa5f77ffa2cb7e6a5b6b7b247da6e75b951ea474975085f85c4ebd117f52a18',100.0,1.78173591069618296e+09,1,'2026-06-18T00:38:30.696183+02:00',NULL,NULL,NULL,'["Orchestration", "AKS", "Masterclass"]','["[ENTERPRISE-STABLE]"]','["docs/demos.md", "docs/terraform.md"]','["terraform.md", "demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); INSERT INTO "resources" VALUES('https://github.com/stacksimplify/azure-aks-kubernetes-masterclass/tree/master/25-Azure-DevOps-Terraform-Azure-AKS','**Boilerplate: 25-Azure-DevOps-Terraform-Azure-AKS** 🌟🌟🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','047cb7a87781eb910c358053dcbc997cdd2231a0eb8f27bc610ee154bb2f24d1',100.0,1.77902988377828502e+09,1,'2026-05-17T16:58:03.778285+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://github.com/stacksimplify/azure-aks-kubernetes-masterclass/tree/master/ppt-presentation','PDF presentation 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','71d3362e0796df8d9f9d6f1986c67b834869ab8e741a23af5ecc001ffa62bd99',100.0,1.77903397412436699e+09,1,'2026-05-17T18:06:14.124367+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}'); @@ -7440,7 +7440,7 @@ INSERT INTO "resources" VALUES('https://github.com/stephaneey/azure-and-k8s-arch INSERT INTO "resources" VALUES('https://github.com/stephaneey/azure-and-k8s-architecture/blob/main/networking/azure-kubernetes-service/east-west-traffic/east-west-shared-calico.md','azure-and-k8s-architecture: East-West Traffic shared cluster and shared'' responsibilities using Calico','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','433dcd5937807c0c6137c805c6b114481abf6d8f8e84b925927d1c6a83eb1809',100.0,1.77903321850691294e+09,1,'2026-05-17T17:53:38.506913+02:00',NULL,NULL,NULL,'[]','[]','["docs/managed-kubernetes-in-public-cloud.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://github.com/stern/stern','Stern 🌟','','2015',5,'Stern is a highly efficient Go-based CLI utility that tails logs from multiple pods and containers within a cluster, utilizing regular expressions for flexible Pod selection. It automatically handles the lifecycle of newly spawned pods, appending them to the output stream on the fly.','Go','CLI Tool','Intermediate',0,'online','manual','02a6d0aaa779be47b6c109a6867ca9a9a4ec5dd72ca3440241357456549c728f',100.0,1.77903171244419407e+09,1,'2026-05-03T09:27:21Z',NULL,NULL,NULL,'["Observability & Diagnostics", "Log Aggregation", "CLI Utilities"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-03T09:27:21Z", "gh_stars": 4733}'); INSERT INTO "resources" VALUES('https://github.com/steve-mt/awesome-slo','steveazz/awesome-slo: Awesome SLOs','','2026',2,'A highly practical resource library mapping Service Level Objectives (SLOs) and Service Level Indicators (SLIs). Curates specialized tooling and calculators designed to help teams construct resilient alerting networks and manage operational error budgets.','Markdown','Awesome List','Advanced',1,'online','manual','39ca6d296e300ee9175b8f98be6ac850f7886c05cad347e3eaf281ec4aacd48d',100.0,1.7791304949433391e+09,1,'2025-06-12T19:55:29Z',NULL,NULL,NULL,'["Infrastructure & Operations", "Site Reliability Engineering", "SLOs and SLIs"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "CC0-1.0", "gh_pushed": "2025-06-12T19:55:29Z", "gh_stars": 280, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/steveazz/awesome-slo','steveazz/awesome-slo: Awesome SLOs','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','2a8a72118a2186dd023c23869839516a034a9b5929836470362f008dfd03995f',100.0,1.77903316310622406e+09,0,'2026-05-17T17:52:43.106224+02:00',NULL,NULL,NULL,'[]','[]','["docs/other-awesome-lists.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/steveazz/awesome-slo','steveazz/awesome-slo: Awesome SLOs','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','2a8a72118a2186dd023c23869839516a034a9b5929836470362f008dfd03995f',100.0,1.77903316310622406e+09,0,'2026-05-17T17:52:43.106224+02:00',NULL,NULL,NULL,'[]','[]','["docs/other-awesome-lists.md"]','[]','{}','{"duplicate_of": "https://github.com/steve-mt/awesome-slo"}'); INSERT INTO "resources" VALUES('https://github.com/steveteuber/kubectl-graph','==steveteuber/kubectl-graph== ⭐','','2024',2,'A kubectl plugin that parses cluster resource dependencies and generates Graphviz DOT diagrams of resource hierarchies. It serves as an invaluable visual debugging companion for troubleshooting complex Helm deployments or Custom Resource linkages in real-time.','Go','CLI Plugin','Intermediate',0,'online','manual','b3652053583cd419d1f0449fb83fa6b07b1a016718aeb4f78087c7d7943a4100',100.0,1.77902946685349392e+09,1,'2026-05-19T02:00:05Z',NULL,NULL,NULL,'["Operations", "CLI Tooling", "Visualization"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-19T02:00:05Z", "gh_stars": 690}'); INSERT INTO "resources" VALUES('https://github.com/strimzi/kafka-kubernetes-config-provider','strimzi/kafka-kubernetes-config-provider: Kubernetes Configuration Provider'' for Apache Kafka','','2021',2,'A specialized provider class allowing Kafka applications to read operational properties directly from Kubernetes Secrets and ConfigMaps. This architectural utility simplifies TLS certificate mount mappings and broker credential provisioning, eliminating redundant file sync code in application containers.','Java','Configuration Provider','Advanced',1,'online','manual','eabf0551149322be6f770e7e21e08dafe73a314081eb9d630bd394fda8f2e39f',100.0,1.77903011607043409e+09,1,'2026-04-14T07:02:17Z',NULL,NULL,NULL,'["Infrastructure", "Cloud Native Integration", "Strimzi", "Configuration"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-14T07:02:17Z", "gh_stars": 30}'); INSERT INTO "resources" VALUES('https://github.com/strimzi/strimzi-canary','strimzi/strimzi-canary','','2021',2,'A dedicated canary service designed to act as a diagnostic sentinel within Strimzi-managed environments. It continuously executes basic read-write loops inside dedicated topics to report real-time, end-to-end performance indicators like latency and partition availability.','Go','Diagnostic Tool','Intermediate',0,'online','manual','ffc080c755a148610597ae6ba44a4b825d8440003acf6b569f3e15b32a607103',100.0,1.77903288957606697e+09,1,'2024-10-18T08:59:34Z',NULL,NULL,NULL,'["Infrastructure", "Cloud Native Integration", "Strimzi", "Monitoring"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-10-18T08:59:34Z", "gh_stars": 42}'); @@ -7472,7 +7472,7 @@ INSERT INTO "resources" VALUES('https://github.com/team-soteria/rback','rback: R INSERT INTO "resources" VALUES('https://github.com/teamcode-inc/kubeorbit','teamcode-inc/kubeorbit','','2026',2,'Kubeorbit is a specialized service routing tool focused on creating isolated testing channels within shared microservice topologies. By injecting dynamic headers into requests, it allows engineers to test unstable feature versions without duplicating entire clusters. Live engineering checks indicate the project has suffered low maintenance recently, making it a reference rather than a production candidate.','Go','Service Mesh Utility','Advanced',1,'online','manual','bdf3311904289520ce33142a90fc9b2d554fc34600ab788ef886b81cac40397a',100.0,1.77903020501144599e+09,1,'2023-02-17T08:40:47Z',NULL,NULL,NULL,'["Networking", "Microservices Routing", "Debugging"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-02-17T08:40:47Z", "gh_stars": 454}'); INSERT INTO "resources" VALUES('https://github.com/techiescamp/devops-projects','==techiescamp/devops-projects==:Real-World DevOps Projects For Learning','','2026',5,'A stellar, end-to-end GitHub archive that compiles structural templates, infrastructure blueprints, and multi-tier CI/CD pipelines. Features real-world deployment playbooks using Terraform, Ansible, and Kubernetes for cloud architectures.','English','GitHub Repository','Advanced',1,'online','manual','297a8442638797fa98363d63903f491e018c9759a1d1ce56fa095c869aa8c90e',100.0,1.78173594032385396e+09,1,'2026-06-18T00:39:00.323854+02:00',NULL,NULL,NULL,'["Orchestration", "Infrastructure as Code", "Real-World Architecture"]','["[DE FACTO STANDARD]"]','["docs/elearning.md"]','["elearning.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); INSERT INTO "resources" VALUES('https://github.com/techiescamp/kubernetes-learning-path','==github.com/techiescamp/kubernetes-learning-path== 🌟🌟','','2026',4,'A massive, community-backed repository organizing study plans, code repositories, structural templates, and practice exercises. 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By generating dynamic DRY configurations, it ensures strict state isolation and mitigates workspace blast radiuses.','Go','Orchestrator','Advanced',0,'online','manual','1513098c95eb990db1d4df497307f040e61d3baf25db35e2d9a0f0ccc4869e3c',100.0,1.77913049503229808e+09,1,'2026-05-27T11:50:43Z',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform Orchestration", "Monorepo Management"]','["[ENTERPRISE-STABLE]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "MPL-2.0", "gh_pushed": "2026-05-27T11:50:43Z", "gh_stars": 3598}'); -INSERT INTO "resources" VALUES('https://github.com/terrytangyuan/awesome-argo','terrytangyuan/awesome-argo 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','4cfcb2323980bc80f403202b4611bc3b2dd06b3d8dda2c07d39412a509e54f89',100.0,1.77903125834394311e+09,0,'2026-05-17T17:20:58.343943+02:00',NULL,NULL,NULL,'[]','[]','["docs/other-awesome-lists.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/terrytangyuan/awesome-argo','terrytangyuan/awesome-argo 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4cfcb2323980bc80f403202b4611bc3b2dd06b3d8dda2c07d39412a509e54f89',100.0,1.77903125834394311e+09,0,'2026-05-17T17:20:58.343943+02:00',NULL,NULL,NULL,'[]','[]','["docs/other-awesome-lists.md"]','[]','{}','{"duplicate_of": "https://github.com/akuity/awesome-argo"}'); INSERT INTO "resources" VALUES('https://github.com/terrytangyuan/awesome-kubeflow','github.com/terrytangyuan/awesome-kubeflow: Awesome Kubeflow 🌟','','2026',2,'A specialized resource index focusing on running machine learning operations (MLOps) natively on Kubernetes through Kubeflow. Detail-oriented guides cover automated model training, pipeline orchestration, hyperparameter tuning, and high-concurrency model serving.','Markdown','Awesome List','Advanced',1,'online','manual','368e3278e8b47d381a4391c7059b86740316f6b32b4060ea01e49f4818165a7f',100.0,1.77903240613625907e+09,1,'2026-01-01T03:24:00Z',NULL,NULL,NULL,'["Artificial Intelligence", "MLOps", "Kubernetes Machine Learning"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-01-01T03:24:00Z", "gh_stars": 227, "is_special": true}'); INSERT INTO "resources" VALUES('https://github.com/testcontainers','testcontainers 🌟','','2024',0,'A robust multi-language ecosystem providing throwaway, lightweight instances of common databases, Selenium web browsers, or anything else that can run in a Docker container for integration testing.','Java','Library','Intermediate',0,'online','manual','f65a223f058675053d67335baa5a873b8a0a1118a7ba296d1ccddb5137065dc5',100.0,1.77903074256864404e+09,1,'2026-05-17T17:12:22.568644+02:00',NULL,NULL,NULL,'["Software Engineering", "Testing", "Integration Testing"]','["[COMMUNITY-TOOL]"]','["docs/qa.md"]','["qa.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); INSERT INTO "resources" VALUES('https://github.com/tfutils/tfenv','tfenv','','2025',5,'A lightweight, highly adopted CLI utility for managing multiple concurrent local installations of Terraform. Crucial for platform engineers operating in multi-project environments where legacy workspaces require older HCL runtimes.','Bash','CLI Utility','Beginner',0,'online','manual','2fcb948b5d067c8cf48c90e90a73b6733826002a165922b95592cc136be4ff5e',100.0,1.77903439494255089e+09,1,'2026-05-01T20:56:20Z',NULL,NULL,NULL,'["Cloud Infrastructure", "Infrastructure as Code", "CLI Utilities"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-05-01T20:56:20Z", "gh_stars": 4939}'); @@ -7509,7 +7509,7 @@ INSERT INTO "resources" VALUES('https://github.com/tibordp/terraform-hcloud-dual INSERT INTO "resources" VALUES('https://github.com/timothystewart6/k3s-ansible','techno-tim/k3s-ansible','','2024',4,'Curator Insight highlights k3s-ansible as a widely adopted playbook for HA K3s deployments. 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Written in Node.js, it offered a lightweight alternative to OPA for specific JSON schema validations. 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Features specialized diagnostic tools to track real-time pod failures, trace internal network routes, and analyze real-time container event logs.','TypeScript','Repository','Intermediate',0,'online','manual','4043a8a110577ec40f5e5e13440e3a8f6966f1986e0c8005ae3ba3190df6dad8',100.0,1.7790335796600449e+09,1,'2026-03-09T18:34:55Z',NULL,NULL,NULL,'["Platform Engineering", "UI & Dashboards", "Desktop Client"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-based-devel.md"]','["kubernetes-based-devel.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-03-09T18:34:55Z", "gh_stars": 624}'); -INSERT INTO "resources" VALUES('https://github.com/up9inc/mizu','==up9inc/mizu==','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','af2af430c1693288f10e0ac9c2e9d3c4514537ef5bc0e169d16ac18ab5c358b6',100.0,1.7790305749244349e+09,0,'2026-05-17T17:09:34.924435+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/up9inc/mizu','==up9inc/mizu==','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','af2af430c1693288f10e0ac9c2e9d3c4514537ef5bc0e169d16ac18ab5c358b6',100.0,1.7790305749244349e+09,0,'2026-05-17T17:09:34.924435+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/kubeshark/kubeshark"}'); INSERT INTO "resources" VALUES('https://github.com/upbound/platform-ref-multi-k8s','upbound/platform-ref-multi-k8s: Upbound''s reference platform for multi-cloud'' Kubernetes with Crossplane','','2023',1,'A blueprint repository illustrating standard compositions and platform-ref layouts for deploying multi-cloud Kubernetes clusters using Crossplane. Provides direct, working configurations for credential partitioning, identity federation, and modular configuration hierarchies that conform to the Upbound control plane architecture.','YAML','Code Repository','Advanced',0,'online','manual','d9ec688cbd0cfad5ca5cba779b3a6e382e5b86f567e5a1ac91d49eaf29f0122b',100.0,1779032182.43422,1,'2026-02-09T19:39:18Z',NULL,NULL,NULL,'["Platform Engineering", "Control Planes", "Crossplane", "Reference Architectures"]','["[COMMUNITY-TOOL]"]','["docs/crossplane.md"]','["crossplane.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-02-09T19:39:18Z", "gh_stars": 66}'); INSERT INTO "resources" VALUES('https://github.com/updatecli/updatecli','github.com/updatecli/updatecli','','2021',5,'Updatecli is a declarative dependency management engine designed to automate updates across infrastructure manifests and Dockerfiles. It uses configuration files to track external sources (like GitHub releases) and apply updates to Git targets. 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It probes misconfigured webhooks, open API endpoints, and insecure ports to locate potential compromise vectors. Essential for red-teaming exercises.','Python','Tool','Medium',0,'online','manual','e55f13d800b10c97bf50c73f1e1989ac7c70e2ab10ca65f36419769c0286115e',100.0,1.779030052612226e+09,1,'2024-04-06T11:34:17Z',NULL,NULL,NULL,'["Networking & Security", "Vulnerability Scanning", "Pentesting"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-04-06T11:34:17Z", "gh_stars": 1003}'); INSERT INTO "resources" VALUES('https://github.com/veggiemonk/awesome-docker','Awesome Docker 🌟','','2025',5,'The premier community directory compiling top-tier runtimes, base images, build extensions, registries, and runtime protection systems. 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Deeply integrates with both raw cloud APIs and file-level utilities like Kopia and Restic.','Go','Tool','Intermediate',1,'online','manual','d5ae04bd0672ae5a9bad5255c2d129a796af52aff3371e337b1ba7dced637c05',100.0,1.779130494969383e+09,1,'2026-06-12T02:14:04Z',NULL,NULL,NULL,'["Infrastructure", "Data Protection", "Kubernetes Backup Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-backup-migrations.md", "docs/ocp4.md"]','["kubernetes-backup-migrations.md", "ocp4.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T02:14:04Z", "gh_stars": 10062}'); @@ -7580,23 +7580,23 @@ INSERT INTO "resources" VALUES('https://github.com/vmware-archive/kubecfg',NULL, INSERT INTO "resources" VALUES('https://github.com/vmware-archive/kubewatch','bitnami-labs/kubewatch','','2016',3,'A popular event-driven Kubernetes watcher that monitors cluster resources and broadcasts real-time changes directly to webhooks and team workspaces like Slack. 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Project development was officially archived in 2023 as developers shifted to other open-source or commercial alternatives like Lens, OpenLens, and K9s.','Go','Tool','Intermediate',0,'online','manual','557115c7f1f7f1d60f2d28fc1bb886e8de0988caee9fa553bf16edaf70be4fcc',100.0,1779130495.01089,1,'2023-01-19T20:55:03Z',NULL,NULL,NULL,'["Observability", "Dashboards", "Developer Tooling"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-on-premise.md", "docs/kubernetes-tools.md"]','["kubernetes-on-premise.md", "kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-01-19T20:55:03Z", "gh_stars": 6247}'); INSERT INTO "resources" VALUES('https://github.com/vmware-tanzu/antrea','VMware-tanzu Antrea','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','9bf5509121e1f02344fc0b7940d0ae4254283aec31ad23ef434c8ca11f65f3a8',100.0,1.7790331585819931e+09,0,'2026-05-17T17:52:38.581993+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-networking.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/vmware-tanzu/buildkit-cli-for-kubectl','vmware-tanzu/buildkit-cli-for-kubectl (kubectl plugin)','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','1f222d3e28b5c40bb71cc05c93efb05ad089bcf96a1cc7a93455a1a2051c094e',100.0,1.77902942212140488e+09,0,'2026-05-17T16:50:22.121405+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubectl-commands.md", "docs/kubernetes-tools.md"]','[]','{}','{}'); 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+INSERT INTO "resources" VALUES('https://github.com/vmware-tanzu/k-bench','==vmware-tanzu/k-bench== 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','dc9e83bcf59d12281d71dd6306c42cc3517d338a31e01967b538352cf4f304d4',100.0,1.7790331633176651e+09,0,'2026-05-17T17:52:43.317665+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/vmware/k-bench"}'); +INSERT INTO "resources" VALUES('https://github.com/vmware-tanzu/octant','vmware-tanzu/octant','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','542bedab216c3f66466fe63164e80299b5c4e0ce3a5539ecadd620c90ee4f921',100.0,1.77903361552823591e+09,0,'2026-05-17T18:00:15.528236+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-on-premise.md", "docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/vmware-archive/octant"}'); INSERT INTO "resources" VALUES('https://github.com/vmware-tanzu/pinniped',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','661fa35ea5636cb1668aa573444690a764339f9ccfa53cbb7369b42419e3e5dc',100.0,1.77903410570468902e+09,0,'2026-05-17T18:08:25.704689+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); 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By calculating the efficiency metric of individual layers and identifying wasted space from modified or deleted files, it gives platform teams precise insight into image build processes. In 2026, it remains a de facto standard tool for CI/CD optimization pipelines to keep enterprise container sizes lean and secure.','Go','Tool','Medium',0,'online','manual','c1155c8f1bc813e276d2dda0671128eb0419a310d3cfe74945163603212b7240',100.0,1.77903077958084797e+09,1,'2025-12-15T17:20:36Z',NULL,NULL,NULL,'["Infrastructure", "Containerization", "Image Optimization"]','["[DE FACTO STANDARD]"]','["docs/docker.md"]','["docker.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-12-15T17:20:36Z", "gh_stars": 54224}'); INSERT INTO "resources" VALUES('https://github.com/wallarm/sysbindings','wallarm/sysbindings','','2019',1,'A security auditing library tracking underlying operating system bindings and kernel integrations. Developed to map and check system-level execution, it helps identify container runtime escape attempts.','Go','Security Utility','Advanced',0,'online','manual','f09bc51cc5a2e250d70f065b62dbb4cccf64ad33222cbadcdd0b96b390fd24ef',100.0,1.77903157667258906e+09,1,'2022-08-24T04:45:13Z',NULL,NULL,NULL,'["Security & Compliance", "Runtime Security", "System Calls"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-08-24T04:45:13Z", "gh_stars": 19}'); INSERT INTO "resources" VALUES('https://github.com/wangjia184/pod-inspector','wangjia184/pod-inspector','','2020',0,'A localized tool developed to inspect and audit target pod environments. It analyzes container variables, runtime logs, and interface networks directly inside running clusters to facilitate rapid diagnosis.','Go','Diagnostic Tool','Intermediate',0,'online','manual','8abf6fe284c80d6bc06d5c8a807d378f12db57960014e121b37868e6299d2878',100.0,1.78173604686048293e+09,1,'2026-06-18T00:40:46.860483+02:00',NULL,NULL,NULL,'["Observability & Performance", "Pod Diagnostics", "Inspection Tools"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); INSERT INTO "resources" VALUES('https://github.com/wardviaene','github.com/wardviaene (kubernetes, terraform, ansible, docker, etc) 🌟','','2025',0,'A public code profile hosting highly referenceable configuration setups across Terraform, Ansible, Docker, and Kubernetes. The repositories serve as companion code for prominent DevOps bootcamps, detailing clean infrastructure-as-code patterns. (Live Grounding: Continually referenced by global practitioners transitioning to cloud infrastructure specialties).','HCL/YAML','Code Repository','Intermediate',0,'online','manual','447179f1e113a43ea28a199a27e97a83c8c4c2f3c3a2eb66e570539391e4a55c',100.0,1.77902951369122791e+09,1,'2026-05-17T16:51:53.691228+02:00',NULL,NULL,NULL,'["Cloud-Native Infrastructure", "Learning Resources", "IaC"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/wardviaene/advanced-kubernetes-course','wardviaene/advanced-kubernetes-course','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','f636c297880e176813cf80b6d3b1db7abe172fbeda24ac23f7cf4309f9b9fa9f',100.0,1.77903257913874197e+09,1,'2026-05-17T17:42:59.138742+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tutorials.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/wardviaene/advanced-kubernetes-course','wardviaene/advanced-kubernetes-course','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f636c297880e176813cf80b6d3b1db7abe172fbeda24ac23f7cf4309f9b9fa9f',100.0,1.77903257913874197e+09,1,'2026-05-17T17:42:59.138742+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tutorials.md"]','[]','{}','{"duplicate_of": "https://github.com/wardviaene/advanced-kubernetes-course/tree/master/spinnaker"}'); INSERT INTO "resources" VALUES('https://github.com/wardviaene/advanced-kubernetes-course/tree/master/spinnaker','wardviaene/advanced-kubernetes-course/spinnaker 🌟','','2020',0,'Curator Insight points to a companion repository for an advanced Kubernetes Spinnaker course. Live Grounding emphasizes its utility in demonstrating advanced deployment strategies (such as blue-green and canary analysis) directly inside Kubernetes clusters using Spinnaker''s pipeline GUI. It remains a reliable hands-on learning lab.','Shell','Repository','Advanced',0,'online','manual','00d8a3f1b9429aa9162c6d3c5d1c67c81d52800be22cc863a0ae3c5bd1be2ba3',100.0,1.78173591078501701e+09,1,'2026-06-18T00:38:30.785017+02:00',NULL,NULL,NULL,'["DevOps", "Continuous Delivery", "Spinnaker Setup", "Kubernetes Deployment Models"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); INSERT INTO "resources" VALUES('https://github.com/wardviaene/jenkins-course','wardviaene/jenkins-course','','2020',0,'A highly practical repository containing configuration examples, scripts, and multi-stage pipeline templates for various programming languages. Designed to serve as hands-on exercises for developers studying infrastructure-as-code and configuration-as-code fundamentals.','Shell','repository','Beginner',0,'online','manual','ca038c96e82bd2f05ad48674b128ec330a3cb2a4b1f0485555a9a0bcd60e8dfa',100.0,1.78173599220515203e+09,1,'2026-06-18T00:39:52.205152+02:00',NULL,NULL,NULL,'["Infrastructure & DevOps", "CI-CD Concepts", "Jenkins Tutorials"]','["[COMMUNITY-TOOL]"]','["docs/demos.md", "docs/jenkins.md"]','["jenkins.md", "demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); INSERT INTO "resources" VALUES('https://github.com/wardviaene/kubernetes-course','wardviaene/kubernetes-course','','2024',4,'Accompanying codebase for Ward Viaene''s comprehensive Kubernetes course, demonstrating deployments, configurations, microservice communication patterns, and cloud migrations. 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Historically important as a foundational GitOps tool, now superseded by automated reconciliation loops.','Python','CLI Tool','Intermediate',0,'online','manual','adc1dca09a4aba6f33c26682b72ea20b995e5c267076ea7569d6d463c1d0589c',100.0,1.77903370492469191e+09,1,'2023-10-24T15:14:24Z',NULL,NULL,NULL,'["Operations & UX", "GitOps Verification", "State Difference"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-10-24T15:14:24Z", "gh_stars": 1181}'); -INSERT INTO "resources" VALUES('https://github.com/weaveworks/kured','weaveworks: kured - Kubernetes Reboot Daemon 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','08fd05371ed694fe460e32a28d52b40bdef0ff8b63d69ee62cc2a4a8016bd7bc',100.0,1.77903280075564098e+09,0,'2026-05-17T17:46:40.755641+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/weaveworks/tf-controller','weaveworks/tf-controller: Weave GitOps Terraform Controller','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','fdf5961adf936014db589efc9c5ee27ba146b1616205da70fc26040b3c007c42',100.0,1.77903229030671191e+09,0,'2026-05-17T17:38:10.306712+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-operators-controllers.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/weaveworks/kured','weaveworks: kured - Kubernetes Reboot Daemon 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','08fd05371ed694fe460e32a28d52b40bdef0ff8b63d69ee62cc2a4a8016bd7bc',100.0,1.77903280075564098e+09,0,'2026-05-17T17:46:40.755641+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/kubereboot/kured"}'); +INSERT INTO "resources" VALUES('https://github.com/weaveworks/tf-controller','weaveworks/tf-controller: Weave GitOps Terraform Controller','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','fdf5961adf936014db589efc9c5ee27ba146b1616205da70fc26040b3c007c42',100.0,1.77903229030671191e+09,0,'2026-05-17T17:38:10.306712+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-operators-controllers.md"]','[]','{}','{"duplicate_of": "https://github.com/flux-iac/tofu-controller"}'); INSERT INTO "resources" VALUES('https://github.com/weaveworks/weave','github: Weave Net - Weaving Containers into Applications','','2024',5,'Weave Net is a widely adopted container CNI plugin that creates an autonomous peer-to-peer overlay network with no external database requirements. The repository was archived by Weaveworks in 2024, prompting enterprise engineering teams to migrate to active, high-performance CNIs like Cilium (eBPF-driven) or Calico.','Go','Tool','Advanced',0,'online','manual','1f69911f39474f4490279732d9001d534358fb2dcce5a45d4763660c952008df',100.0,1.77903258749661588e+09,1,'2024-08-09T08:45:55Z',NULL,NULL,NULL,'["Networking", "CNI Plugins", "Overlay Networks"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/gitops.md", "docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md", "gitops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-08-09T08:45:55Z", "gh_stars": 6612}'); INSERT INTO "resources" VALUES('https://github.com/weaveworks/wksctl','Weave Kubernetes System Control - wksctl','','2026',5,'Weaveworks'' Weave Kubernetes System Control (wksctl) was a GitOps-based tool for cluster creation, configuring infrastructure directly from a declared state stored in git. Curator Insight vs Live Grounding: Following Weaveworks'' operational shutdown, this tool has been archived and is considered historical legacy.','Go','Repository','Advanced',0,'online','manual','d25ae3245b5037cb51e5ff35f8e9c8da2923268e8149a3dc7af46358dfe60703',100.0,1.77903086543585109e+09,1,'2023-03-31T12:32:52Z',NULL,NULL,NULL,'["Provisioning", "GitOps", "Legacy Tools"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/gitops.md", "docs/kubernetes-on-premise.md", "docs/matrix-table.md"]','["kubernetes-on-premise.md", "gitops.md", "matrix-table.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-03-31T12:32:52Z", "gh_stars": 389}'); INSERT INTO "resources" VALUES('https://github.com/webmeshproj/webmesh-vdi','kVDI','','2023',3,'Duplicated reference of the peer-to-peer cloud-native VDI platform. It enables scalable running of interactive virtual desktops inside standard Kubernetes pods via automated remote-protocol streaming.','Go','VDI Platform','High',1,'online','manual','b33746153e732c810999240e093ebfdbe7489d0348fc6fde2fbc78d253880650',100.0,1.77913049496716499e+09,1,'2023-10-20T18:30:30Z',NULL,NULL,NULL,'["Infrastructure", "Virtual Desktop Infrastructure", "Edge Networking"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2023-10-20T18:30:30Z", "gh_stars": 459}'); @@ -7654,15 +7654,15 @@ INSERT INTO "resources" VALUES('https://github.com/zaynali53/DotENV',NULL,NULL,N INSERT INTO "resources" VALUES('https://github.com/zegl/kube-score','Kube-score','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','012d267b9cf6a4fe67e96337f31bb39ac58848f3b9aaa68183f2446f88c5c38c',100.0,1.77903207480019807e+09,1,'2026-05-17T17:34:34.800198+02:00',NULL,NULL,NULL,'[]','[]','["docs/yaml.md"]','[]','{}','{"gh_license": "MIT", "is_special": true}'); INSERT INTO "resources" VALUES('https://github.com/zsh-users/zsh-autosuggestions','github.com/zsh-users/zsh-autosuggestions 🌟','','2013',5,'A high-efficiency plugin that suggest terminal execution commands as you type, pulling context dynamically from local shells. It drastically reduces keystrokes and context switching. Live Grounding demonstrates that it has become an essential productivity tool across modern engineering environments.','Shell','Tool','Beginner',0,'online','manual','b2b0920b47bdc33b1b52ba933522de13d83c457669f7cb49654e36d648769e20',100.0,1779031455.90239,1,'2025-06-24T16:15:03Z',NULL,NULL,NULL,'["Infrastructure & Operations", "Terminal Environment", "Shell Configuration"]','["[DE FACTO STANDARD]"]','["docs/linux.md"]','["linux.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-06-24T16:15:03Z", "gh_stars": 35690}'); INSERT INTO "resources" VALUES('https://github.comjoshmsmith/monkey-ops','GitHub: monkey-ops, Openshift compliant, no cluster-admin required','','N/A',0,'A curated technical resource and architectural guide covering GitHub: monkey-ops, Openshift compliant, no cluster-admin required in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902951350066089e+09,0,'2026-05-17T16:51:53.500661+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/chaos-engineering.md"]','["chaos-engineering.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.dev','github.dev','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','a8bb4feb307e135bcaadcbfeac8e34b8946530f6e0dd10d883e7a693ae543819',100.0,1.77903347703638505e+09,0,'2026-05-17T17:57:57.036385+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.dev','github.dev','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a8bb4feb307e135bcaadcbfeac8e34b8946530f6e0dd10d883e7a693ae543819',100.0,1.77903347703638505e+09,0,'2026-05-17T17:57:57.036385+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{"duplicate_of": "https://github.dev/github/dev"}'); INSERT INTO "resources" VALUES('https://github.dev/github/dev','github.dev','','2021',0,'A fully web-based implementation of VS Code launched instantly from any GitHub repo by pressing `.`. It operates purely in the browser for code browsing, quick patches, and pull request reviews.','TypeScript','SaaS Platform','Beginner',0,'online','manual','392a950f91629fa40c2a7268e598810b0d9cb3397b82687a0cffbea94507baa7',100.0,1.77913049496806097e+09,1,'2026-05-18T20:54:54.968061+02:00',NULL,NULL,NULL,'["Development Environments", "Cloud IDEs", "Web Editors"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://github.dev/jakevdp/PythonDataScienceHandbook/tree/master/notebooks','github.dev: Python Data Science Handbook','','2022',0,'Official interactive notebook repository for the Python Data Science Handbook. Enables immediate local sandboxing, model parameter tweaks, and testing of complex data ingestion logic using integrated Jupyter execution files.','Python','Code Repository','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Science", "Interactive Computing", "Source Code Resources"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.github.com/training-kit/downloads/github-git-cheat-sheet.pdf','github.github.com/training-kit: Git cheat sheet','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','c92e37e083041a0685d56741bcaa699a2587788e019f9ea666daaa3cc1d8b646',100.0,1.77903198321048498e+09,0,'2026-05-17T17:33:03.210485+02:00',NULL,NULL,NULL,'[]','[]','["docs/cheatsheets.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.github.com/training-kit/downloads/github-git-cheat-sheet.pdf','github.github.com/training-kit: Git cheat sheet','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c92e37e083041a0685d56741bcaa699a2587788e019f9ea666daaa3cc1d8b646',100.0,1.77903198321048498e+09,0,'2026-05-17T17:33:03.210485+02:00',NULL,NULL,NULL,'[]','[]','["docs/cheatsheets.md"]','[]','{}','{"duplicate_of": "https://training.github.com/downloads/github-git-cheat-sheet.pdf"}'); INSERT INTO "resources" VALUES('https://github1s.com','github1s.com 🌟','','2021',0,'A popular community utility that opens any GitHub repository inside a lightweight, browser-based VS Code interface by appending ''1s'' to the github.com URL. Essential for fast, clone-free codebase assessments.','TypeScript','Article','Basic',0,'online','manual','37728f8cbf5312424a15780f983dc7f039fb56c9b370008642b6741de1ec4d48',100.0,1.77902964069521188e+09,1,'2026-05-17T16:54:00.695212+02:00',NULL,NULL,NULL,'["Development Environment", "Cloud IDE", "Code Browsing"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://githubcom/OctopusDeploy/terraform-provider-octopusdeploy',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903359160706806e+09,0,'2026-05-17T17:59:51.607068+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins-alternatives.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://gitlab.beuth-hochschule.de/s70178/petclinic-ansible-jenkins-ci-cd','gitlab.beuth-hochschule.de','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','bdf89d30618ce4f1beb9a984f88f9abe60238eaf10e6670a4416009366809679',100.0,1.77902911144558692e+09,0,'2026-05-17T16:45:11.445587+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://gitlab.beuth-hochschule.de/users/sign_in',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','1eb5cf2c72de4762ccbf04a285a728dc40381f05545ea021954c6f6b5ac0220d',100.0,1.7791304950265789e+09,1,'2026-05-18T20:54:55.026579+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://gitlab.com','gitlab.com','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','33535dcf5f2b20e68ccd0f715f6ecf023fc5d0cdac78d827e501a3469c21dc76',100.0,1.779030335486377e+09,0,'2026-05-17T17:05:35.486377+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md", "docs/jenkins-alternatives.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://gitlab.com','gitlab.com','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','33535dcf5f2b20e68ccd0f715f6ecf023fc5d0cdac78d827e501a3469c21dc76',100.0,1.779030335486377e+09,0,'2026-05-17T17:05:35.486377+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md", "docs/jenkins-alternatives.md"]','[]','{}','{"duplicate_of": "https://about.gitlab.com"}'); INSERT INTO "resources" VALUES('https://gitlab.com/bpmworkshop/rhpam-signal-marketing-demo','gitlab.com: Red Hat Process Automation Manager - Signal Marketing Demo','','2020',0,'A demonstration application built on Red Hat Process Automation Manager (RHPAM) modeling signal marketing workflows. Integrates Complex Event Processing (CEP) engine features, showcasing declarative state orchestration within microservice platforms.','Java','Repo','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Architecture", "Business Process Management", "RHPAM"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://gitlab.com/gitlab-org/gitlab/-/issues/14595','Provide merge bot functionality','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','7bda1fe4653758a0f475455c4c310380af1bf20a236bb7c650c9d4cde9e9e9f2',100.0,1779029138.54569,0,'2026-05-17T16:45:38.545690+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://gitlab.com/gitlab-org/gitlab/-/issues/2785','Auto-merge between release branches','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','ac7652f42c9a1fd557c23bbd302b6e95308b053d488952b6251f7dabb50f7a15',100.0,1.77903410197915291e+09,0,'2026-05-17T18:08:21.979153+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{}'); @@ -7678,12 +7678,12 @@ INSERT INTO "resources" VALUES('https://gitlab.com/rosarior/awesome-django','Awe INSERT INTO "resources" VALUES('https://gitlab.com/xavki/devopsland/-/tree/master/ansible',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','cface6a334618d78d8fa110d8b352156fd2340e2a9eca9e4ad934617535df54b',100.0,1.77903017235478901e+09,0,'2026-05-17T17:02:52.354789+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://gitlab.comquent.de/petclinic/spring-petclinic-microservices','gitlab.comquent.de: Microservices branch','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903142253428196e+09,0,'2026-05-17T17:23:42.534282+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://gitlab.freedesktop.org/gstreamer-merge-bot','Example: GStreamer Merge Bot','','2021',2,'A real-world production reference analyzing the deployment of a dedicated GitLab merge bot within the GStreamer ecosystem. Details structural optimizations for automating extensive suite tests across complex multimedia pipelines.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "GitLab Automation"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://gitlab.gnome.org/marge-merge-bot','Example: gitlab.gnome.org/marge-merge-bot','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903056984870696e+09,0,'2026-05-17T17:09:29.848707+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://gitlab.gnome.org/marge-merge-bot','Example: gitlab.gnome.org/marge-merge-bot','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1.77903056984870696e+09,0,'2026-05-17T17:09:29.848707+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://gitlab.gnome.org/users/sign_in"}'); INSERT INTO "resources" VALUES('https://gitlab.gnome.org/users/sign_in','Example: gitlab.gnome.org/marge-merge-bot','','2022',2,'Practical real-world case study showcasing the implementation of the Smarkets Marge-bot inside GNOME''s GitLab infrastructure. Examines performance outcomes when maintaining high-volume open-source codebases under automated review queues.','N/A','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "GitLab Automation"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://gizmodo.com/google-calendar-debuts-appointment-schedule-feature-1848715533','gizmodo.com: Google Calendar''s New Feature Can Figure Out When Your Friends'' Don''t Have an Excuse to Flake','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77902937422191691e+09,0,'2026-05-17T16:49:34.221917+02:00',NULL,NULL,NULL,'[]','[]','["docs/appointment-scheduling.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://gkovan.medium.com/a-zero-trust-approach-for-securing-the-supply-chain-of-microservices-packaged-as-container-images-89d2f5b7293b','gkovan.medium.com: A Zero Trust Approach for Securing the Supply Chain of'' Microservices Packaged as Container Images (sigstore, kyverno, openshift tekton, quarkus) 🌟','','N/A',0,'A curated technical resource and architectural guide covering gkovan.medium.com: A Zero Trust Approach for Securing the Supply Chain of'' Microservices Packaged as Container Images (sigstore, kyverno, openshift tekton, quarkus) 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903361907207298e+09,0,'2026-05-17T18:00:19.072073+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://glasskube.dev','glasskube.dev 🌟','','2024',0,'Glasskube.dev represents the homepage and core operational documentation hub for Glasskube, a modern enterprise-grade package manager for Kubernetes. Designed to eliminate Helm syntax overhead, it provides an intuitive visual UI and CLI setup for streamlining complex cluster component lifecycles.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Deployment & Delivery", "Package Management", "Glasskube"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://globaldatanet.com/blog/terraform-cicd-best-practices','globaldatanet.com: Terraform CI/CD Best Practices','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','ef33ef977bd6ec471c10e6b89f1892deb6f4d7a7c1f9971a8e733610c93e00c4',100.0,1.77902911345195293e+09,0,'2026-05-17T16:45:13.451953+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://globaldatanet.com/blog/terraform-cicd-best-practices','globaldatanet.com: Terraform CI/CD Best Practices','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ef33ef977bd6ec471c10e6b89f1892deb6f4d7a7c1f9971a8e733610c93e00c4',100.0,1.77902911345195293e+09,0,'2026-05-17T16:45:13.451953+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"duplicate_of": "https://globaldatanet.com/tech-blog/terraform-cicd-best-practices"}'); INSERT INTO "resources" VALUES('https://globaldatanet.com/tech-blog/aws-iam-identity-center-permission-management-at-scale-part-2','globaldatanet.com: .AWS IAM Identity Center Permission Management at Scale Part 2','','2023',0,'An in-depth guide focusing on the programmatic management of AWS IAM Identity Center (formerly AWS SSO). It explains how to deploy and scale permission sets, assignments, and identity mappings across multi-account AWS Organizations using infrastructure-as-code, drastically reducing manual administration and configuration drift.','None','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Identity", "AWS IAM", "Single Sign-On"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://globaldatanet.com/tech-blog/terraform-cicd-best-practices','globaldatanet.com: Terraform CI/CD Best Practices','','2023',0,'Outlines architectural patterns for executing automated provisioning steps. Discusses proper configuration mapping, plan verification stages, transient state lock handling, secure key authentication, and cloud drift assessment strategies.','None','Technical Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "CI/CD", "Automation Patterns"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://gmaster.io','gmaster','','2022',0,'A visualization client designed to resolve merge conflicts using code-structure maps rather than flat text comparisons. Provides refactoring-aware merges to streamline alignments, though widely considered a legacy specialized tool in modern workflows.','English','Product','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Version Control", "Desktop Git Clients"]','["[LEGACY]"]','[]','["git.md"]','{}','{}'); @@ -7693,14 +7693,14 @@ INSERT INTO "resources" VALUES('https://go.atlassian.com/ijvzec','Creating with * **Rich Format Support**: Uses Atlassian Document Format (ADF), SVG, and CSV-based data schemas to synthesize pages, whiteboards, and databases. * **Real-time Streaming**: Provides low-latency content generation and live editing synchronized directly inside active chat conversations.','en','Article','Advanced',0,'online','automatic','N/A',NULL,1.78040115231570196e+09,0,'2026-06-02T13:52:32.315702+02:00',NULL,NULL,NULL,'["Software Engineering", "AI Integrations", "Collaborative Canvases"]','["[ENTERPRISE-STABLE]", "[CASE STUDY]"]','[]','[]','{}','{"category": "ai-agents-mcp", "impact_score": 85, "reputation_status": "Vetted", "reputation_summary": "Official Atlassian shortlink redirecting to their engineering publication about Rovo''s collaborative AI canvas architecture.", "social_preview_url": "", "source_provenance": "X.com (Atlassian)", "suggested_new_category": "ai"}'); INSERT INTO "resources" VALUES('https://go.atomist.com','Atomist','','N/A',0,'A curated technical resource and architectural guide covering Atomist in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790309811950829e+09,0,'2026-05-17T17:16:21.195083+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/scaffolding.md"]','["scaffolding.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://go.aws/4eFRwIt','Convert AWS console actions to reusable code with AWS Console-to-Code, now generally available','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','c4f1476a4b8059ed580129ef95bd2856b0876fe260c1eaece06da8eef147564d',100.0,1.77903162072026705e+09,0,'2026-05-17T17:27:00.720267+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://go.aws/4eFRwIt','Convert AWS console actions to reusable code with AWS Console-to-Code, now generally available','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c4f1476a4b8059ed580129ef95bd2856b0876fe260c1eaece06da8eef147564d',100.0,1.77903162072026705e+09,0,'2026-05-17T17:27:00.720267+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/blogs/aws/convert-aws-console-actions-to-reusable-code-with-aws-console-to-code-now-generally-available/?trk=0d3532c8-5f49-4c86-9683-96c2417e9b4b&sc_channel=el"}'); INSERT INTO "resources" VALUES('https://go.dev','golang.org','','2026',0,'The official home of the Go programming language, designed for building simple, reliable, and highly efficient cloud-native software. Serves as the ultimate portal for runtime specifications and core packages.','en','Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Languages", "Go", "Core Reference"]','["[DE FACTO STANDARD]"]','[]','["golang.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://go.dev/blog/gopls-vscode-go','blog.golang.org: Gopls on by default in the VS Code Go extension','','2021',0,'Announces the standard integration of Gopls, the official Go language server, into the VS Code Go extension, ensuring native refactoring, precise definition hopping, and autocompletion for Go developers.','Go','Blog Post','Intermediate',0,'online','manual','382b09f3ec274fe3102b69bd93220b8a8845f3a87cf521810a3fba1240c44b7e',100.0,1.77913049502318406e+09,0,'2026-05-18T20:54:55.023184+02:00',NULL,NULL,NULL,'["Development Tools", "VS Code", "Language Servers"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://go.dev/blog/pkgsite-search-redesign','go.dev: A new search experience on pkg.go.dev','','N/A',0,'Details the architectural redesign of the official Go package registry search. Highlights usability and indexing upgrades implemented to streamline package discovery for developers.','en','Article','Beginner',0,'online','manual','1c3e6ab66eddcc9c2833200aff84633a04e137831e101117ae7029571eeeec52',100.0,1779031535.51647,1,'2026-05-17T17:25:35.516470+02:00',NULL,NULL,NULL,'["Cloud Native Languages", "Go", "Core Reference"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/golang.md"]','["golang.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://go.digitalocean.com/cicd-on-k8s','go.digitalocean.com/cicd-on-k8s','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77902927014952301e+09,0,'2026-05-17T16:47:50.149523+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://go.weave.works/2021_GitOps_Maturity_Model.html','go.weave.works: The GitOps Maturity Model - 4 evolutionary steps to continuous'' delivery (pdf)','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','091412b47e174c316006481c48b92256957365c7790fb29edb04c77f85eafff9',100.0,1779033762.40951,0,'2026-05-17T18:02:42.409510+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://go.weave.works/2021_GitOps_Maturity_Model.html','go.weave.works: The GitOps Maturity Model - 4 evolutionary steps to continuous'' delivery (pdf)','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','091412b47e174c316006481c48b92256957365c7790fb29edb04c77f85eafff9',100.0,1779033762.40951,0,'2026-05-17T18:02:42.409510+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{"duplicate_of": "https://www.weave.works/blog/category/kubernetes"}'); INSERT INTO "resources" VALUES('https://go.weave.works/automating-kubernetes-with-gitops-wp.html','weave.works: Automating Kubernetes with GitOps (whitepaper) 🌟','','2020',0,'High-density whitepaper outlining standard practices for automating configuration and state management on K8s. Elaborates on controller mechanics, state checking intervals, and self-healing cluster loops.','English','Whitepaper','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps", "Implementation", "Automation Principles"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://go.weave.works/gitops-ebook.html','go.weave.works: The Practical Guide to GitOps (eBook)','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','091412b47e174c316006481c48b92256957365c7790fb29edb04c77f85eafff9',100.0,1.77903179482266688e+09,0,'2026-05-17T17:29:54.822667+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://go.weave.works/gitops-ebook.html','go.weave.works: The Practical Guide to GitOps (eBook)','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','091412b47e174c316006481c48b92256957365c7790fb29edb04c77f85eafff9',100.0,1.77903179482266688e+09,0,'2026-05-17T17:29:54.822667+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{"duplicate_of": "https://go.weave.works/2021_GitOps_Maturity_Model.html"}'); INSERT INTO "resources" VALUES('https://go.weave.works/hardening-git-for-gitops.html','weave.works: Hardening Git for GitOps (white paper)','','2021',0,'Focuses exclusively on securing the Git version control system to withstand supply chain exploits. Details branch protections, cryptographic GPG/SSH commit signatures, multi-signature reviews, and audit trails.','English','Whitepaper','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps", "Security", "Hardening"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://go.weave.works/production-ready-kubernetes-checklist.html','weave.works: Production Ready Checklists for Kubernetes 🌟','','2021',0,'A structured checklist for preparing Kubernetes workloads for production environments. Tracks configuration rules for autoscaling parameters, multi-zone node configurations, backup recovery mechanisms, and observability pipelines to ensure system availability. 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+INSERT INTO "resources" VALUES('https://grafana.com/blog/2020/10/27/announcing-grafana-tempo-a-massively-scalable-distributed-tracing-system','grafana.com: Announcing Grafana Tempo, a massively scalable distributed'' tracing system 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4d08f8391695a9f5a04086f97a95e86d11093055aaec7207f5ece5bca76112e7',100.0,1.7790334308114829e+09,0,'2026-05-17T17:57:10.811483+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{"review_metadata": {"original_url": "https://grafana.com/blog/2020/10/27/announcing-grafana-tempo-a-massively-scalable-distributed-tracing-system", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:54.988357"}, "duplicate_of": "https://grafana.com/blog/announcing-grafana-tempo-a-massively-scalable-distributed-tracing-system"}'); INSERT INTO "resources" VALUES('https://grafana.com/blog/2021/01/08/get-started-with-prometheus-with-these-three-easy-projects','==grafana.com: Get started with Prometheus with these three easy projects==','','N/A',0,'A curated technical resource and architectural guide covering ==grafana.com: Get started with Prometheus with these three easy projects== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','e84b66663fadbde62c883b2508f2dc69d9855673b1bd9dd9c7dfc0e48e781dfc',100.0,1.7790307121660211e+09,0,'2026-05-17T17:11:52.166021+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{}'); 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+INSERT INTO "resources" VALUES('https://grafana.com/blog/2021/04/08/how-we-use-metamonitoring-prometheus-servers-to-monitor-all-other-prometheus-servers-at-grafana-labs','grafana.com: How we use metamonitoring Prometheus servers to monitor all'' other Prometheus servers at Grafana Labs','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','25fea83d846c79cd23a87704dc92b8813ddbb56786975afca19dd4fb6512e7b8',100.0,1779030892.55438,0,'2026-05-17T17:14:52.554380+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{"review_metadata": {"original_url": "https://grafana.com/blog/2021/04/08/how-we-use-metamonitoring-prometheus-servers-to-monitor-all-other-prometheus-servers-at-grafana-labs", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:54.949231"}, "duplicate_of": "https://grafana.com/blog/how-we-use-metamonitoring-prometheus-servers-to-monitor-all-other-prometheus-servers-at-grafana-labs"}'); INSERT INTO "resources" VALUES('https://grafana.com/blog/2021/07/06/whats-new-in-grafana-cloud-for-july-2021-traces-live-streaming-kubernetes-and-docker-integrations-and-more','grafana.com: What''s new in Grafana Cloud for July 2021: Traces, live streaming,'' Kubernetes and Docker integrations, and more','','N/A',0,'A curated technical resource and architectural guide covering grafana.com: What''s new in Grafana Cloud for July 2021: Traces, live streaming,'' Kubernetes and Docker integrations, and more in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','6307927eb723803f0de1c2b6b4d348c3c08439e938b6c2e362558d5f599eb387',100.0,1779030508.08261,0,'2026-05-17T17:08:28.082610+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/grafana.md"]','["grafana.md"]','{}','{}'); 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It walks through metrics generation, collection using Prometheus, and dashboarding via Grafana. Perfect for engineers getting started with basic application telemetry.','English','Blog/Guide','Beginner',0,'duplicate','manual','0b0cade843ea1c3636142b1387167da7cb408eceaa975bf4e036f91338cb06b2',100.0,1.7790320917110579e+09,0,'2026-05-17T17:34:51.711058+02:00',NULL,NULL,NULL,'["Observability", "Metrics", "Grafana"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/kubernetes-monitoring.md"]','["kubernetes-monitoring.md"]','{}','{"duplicate_of": "https://grafana.com/blog/a-beginners-guide-to-kubernetes-application-monitoring"}'); +INSERT INTO "resources" VALUES('https://grafana.com/blog/2023/03/03/how-to-optimize-resource-utilization-with-kubernetes-monitoring-for-grafana-cloud','grafana.com: How to optimize resource utilization with Kubernetes Monitoring'' for Grafana Cloud 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','99f77ff5b8ee77c6dcbc156a86cac7486fa720c5ca61cbf0c823139b9b9fb58b',100.0,1.77903068140469503e+09,0,'2026-05-17T17:11:21.404695+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-monitoring.md"]','[]','{}','{"review_metadata": {"original_url": "https://grafana.com/blog/2023/03/03/how-to-optimize-resource-utilization-with-kubernetes-monitoring-for-grafana-cloud", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:54.939261"}, "duplicate_of": "https://grafana.com/blog/how-to-optimize-resource-utilization-with-kubernetes-monitoring-for-grafana-cloud"}'); INSERT INTO "resources" VALUES('https://grafana.com/blog/2023/04/07/scrape-azure-metrics-and-monitor-aks-using-grafana-agent','==grafana.com: Scrape Azure metrics and monitor AKS using Grafana Agent=='' 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','61f70b588bd60964e6763e3a1f7e69b28319c47a264fb94899f8d23ae0fad1fc',100.0,1.77903272967969703e+09,0,'2026-05-17T17:45:29.679697+02:00',NULL,NULL,NULL,'[]','[]','["docs/managed-kubernetes-in-public-cloud.md"]','[]','{}','{"review_metadata": {"original_url": "https://grafana.com/blog/2023/04/07/scrape-azure-metrics-and-monitor-aks-using-grafana-agent", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:55.010536"}}'); INSERT INTO "resources" VALUES('https://grafana.com/blog/2023/10/16/why-companies-choose-grafana-cloud-over-self-managed-oss-stacks','grafana.com: Why companies choose Grafana Cloud over self-managed OSS stacks','','N/A',0,'A curated technical resource and architectural guide covering grafana.com: Why companies choose Grafana Cloud over self-managed OSS stacks in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','3a2120b1eea9e83d29f6fc7defa578f4be4fd654ff556a4ac797f29bd6860885',100.0,1.77903427037111711e+09,0,'2026-05-17T18:11:10.371117+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/grafana.md"]','["grafana.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://grafana.com/blog/2023/11/14/grafana-beyla-1.0-release-zero-code-instrumentation-for-application-telemetry-using-ebpf','grafana.com: Grafana Beyla 1.0 release: zero-code instrumentation for application'' telemetry using eBPF','','N/A',0,'A curated technical resource and architectural guide covering grafana.com: Grafana Beyla 1.0 release: zero-code instrumentation for application'' telemetry using eBPF in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','93552d685cd5610d881cdf878104ac9b14714660560d35ae637ffcb0ff9ed9c1',100.0,1.77903222434658789e+09,0,'2026-05-17T17:37:04.346588+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/grafana.md"]','["grafana.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://grafana.com/docs/agent/v0.32/configuration/integrations/azure-exporter-config',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','f48a7411b7e038f9c0672fbb683c857855f25b3405d64c3aafb2a77462a0bf5a',100.0,1.77903448249268507e+09,0,'2026-05-17T18:14:42.492685+02:00',NULL,NULL,NULL,'[]','[]','["docs/managed-kubernetes-in-public-cloud.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://grafana.com/docs/grafana-cloud/monitor-infrastructure/integrations/integration-reference/integration-docker','grafana.com: Docker Integration for Grafana Cloud','','2022',0,'Exhaustive integration manual for routing Prometheus-compatible engine metrics from Docker daemons directly to Grafana Cloud. 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By defining dashboards, notification integrations, and cluster data sources in declarative YAML, platform engineering teams can easily automate Grafana configuration via GitOps.','English','Documentation','Medium',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Visualization", "Grafana Configuration"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://grafana.com/docs/v5.4','grafana.com/docs/v5.4/','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','f5c26428f20623d10029e097f5577aa90154818224e71f7dc39a4a72d01fa2d7',100.0,1.77903380238637804e+09,0,'2026-05-17T18:03:22.386378+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://grafana.com/docs/v5.4','grafana.com/docs/v5.4/','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f5c26428f20623d10029e097f5577aa90154818224e71f7dc39a4a72d01fa2d7',100.0,1.77903380238637804e+09,0,'2026-05-17T18:03:22.386378+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{"duplicate_of": "https://archive.grafana.com/docs/grafana/v5.4"}'); INSERT INTO "resources" VALUES('https://grafana.com/grafana/dashboards','Grafana Dashboards','','2021',0,'Official ecosystem library hosting thousands of pre-configured dashboard JSON definitions. 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Provides visual paradigms for memory, system operations, disk throughput, and CPU scaling.','None','Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Visualization", "Grafana Dashboards"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://grafana.com/grafana/dashboards?collector=Telegraf','Grafana Dashboards with Telegraf Collectors','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','b6d7a3debd14be699cdcf1261c8afab8597a9e4e58e7d34964bddf9dbf550741',100.0,1.77903106494670891e+09,0,'2026-05-17T17:17:44.946709+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://grafana.com/grafana/dashboards?collector=Telegraf','Grafana Dashboards with Telegraf Collectors','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b6d7a3debd14be699cdcf1261c8afab8597a9e4e58e7d34964bddf9dbf550741',100.0,1.77903106494670891e+09,0,'2026-05-17T17:17:44.946709+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{"duplicate_of": "https://grafana.com/grafana/dashboards/?collector=Telegraf"}'); INSERT INTO "resources" VALUES('https://grafana.com/oss/faro','Grafana Faro 🌟','','2023',5,'Introduction to Grafana Faro, an open-source web SDK designed for Frontend Application Observability. Collects real-time core web vitals, user logs, console errors, and session metrics.','TypeScript','Repository','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "User Experience Monitoring", "Frontend Observability"]','["[DE FACTO STANDARD]"]','[]','["grafana.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://grafana.com/oss/grafana/?mdm=social','grafana.com: Grafana 9.3 feature: Grafana OAuth token improvements','','2022',0,'Architectural breakdown of OAuth credentials handling enhancements in Grafana 9.3. Focuses on downstream token propagation, background credential refreshes, and access token security constraints.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "Grafana Ecosystem", "Security & Access Control"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://grafana.com/oss/loki','Grafana Loki','','2024',5,'Grafana Loki is a highly available, multi-tenant log aggregation engine designed to index metadata labels instead of log contents. Minimizes overhead and simplifies Kubernetes-native log parsing.','Go','Repository','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "Log Management", "Log Aggregation"]','["[DE FACTO STANDARD]"]','[]','["grafana.md"]','{}','{}'); @@ -7784,24 +7784,24 @@ INSERT INTO "resources" VALUES('https://granulate.io/a-deep-dive-into-kubernetes INSERT INTO "resources" VALUES('https://graphql.org','GraphQL','','2026',5,'The GraphQL home, defining the industry-standard data query and schema management protocol. 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Details backward compatibility constraints, system engine integration tests, updated community collections, and critical bug fixes mapped back to the underlying ''ansible-core'' codebase.','English','Changelog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Releases"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://grow.google/certificates/interview-warmup','grow.google: interview warmup','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','9ab9ae66017074327379717fc5828bc323b701507c50b094945e6e5d2b1c98b6',100.0,1.779031800130831e+09,0,'2026-05-17T17:30:00.130831+02:00',NULL,NULL,NULL,'[]','[]','["docs/interview-questions.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://grow.google/certificates/interview-warmup','grow.google: interview warmup','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','9ab9ae66017074327379717fc5828bc323b701507c50b094945e6e5d2b1c98b6',100.0,1.779031800130831e+09,0,'2026-05-17T17:30:00.130831+02:00',NULL,NULL,NULL,'[]','[]','["docs/interview-questions.md"]','[]','{}','{"duplicate_of": "https://grow.google/grow-your-career/articles/interview-tips"}'); INSERT INTO "resources" VALUES('https://grow.google/grow-your-career/articles/interview-tips','grow.google: interview warmup','','2026',0,'An interactive tool developed by Google that leverages voice-to-text and NLP algorithms to evaluate mock interview responses. 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Utilizing HTTP/2 for transport and Protocol Buffers for serialization, it provides bidirectional streaming, multiplexing, and strongly typed contracts, serving as the modern standard for cloud-native microservices.','Agnostic','Framework','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["API Architectures", "RPC", "gRPC"]','["[DE FACTO STANDARD]"]','[]','["api.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://grpc.io/docs/what-is-grpc/faq',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','20caf4b06ca214386b259fedf8f57ee4cf235bc4acee94db100c4c2e943b284d',100.0,1.77913049502076602e+09,0,'2026-05-18T20:54:55.020766+02:00',NULL,NULL,NULL,'[]','[]','["docs/servicemesh.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://grpc.io/faq',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','dc083a65d3af708aa3bc909c276bebd315ddf2da5165f9aa2440e4743c16a25e',100.0,1.77903273418353199e+09,0,'2026-05-17T17:45:34.183532+02:00',NULL,NULL,NULL,'[]','[]','["docs/servicemesh.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://gruntwork.io','gruntwork.io','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','8ba9b0105dd56748b2841debd75ffd506b0ba07eebb611886a542d103a1e0b00',100.0,1.77902936689759802e+09,0,'2026-05-17T16:49:26.897598+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://gruntwork.io','gruntwork.io','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8ba9b0105dd56748b2841debd75ffd506b0ba07eebb611886a542d103a1e0b00',100.0,1.77902936689759802e+09,0,'2026-05-17T16:49:26.897598+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"duplicate_of": "https://www.gruntwork.io"}'); INSERT INTO "resources" VALUES('https://guide.sst.dev/examples/how-to-debug-lambda-functions-with-visual-studio-code.html','serverless-stack.com: How to debug Lambda functions with Visual Studio Code','','2021',0,'This guide explains how to leverage the SST (Serverless Stack) framework in VS Code to live-debug AWS Lambda functions locally. 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Compares Elasticsearch and Cassandra storage backends and reviews the deployment of collectors and agents.','English','Article','High',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Distributed Tracing", "Deployment"]','["[COMMUNITY-TOOL]"]','[]','["istio.md"]','{}','{}'); @@ -7822,11 +7822,11 @@ INSERT INTO "resources" VALUES('https://hackernoon.com/practical-transaction-han INSERT INTO "resources" VALUES('https://hackernoon.com/reducing-kubernetes-costs','hackernoon.com: Reducing Kubernetes Costs','','2021',0,'Explores pragmatic optimization techniques to trim compute waste. Focuses on standard auto-scaling mechanisms (HPA, VPA, Karpenter) and leveraging pre-emptible instances for elastic background processing.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure Optimization", "Cost Management", "FinOps Practices"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://hackernoon.com/the-ultimate-beginners-guide-to-kubernetes-and-container-orchestration-5d83354y','hackernoon.com: The Ultimate Beginners Guide To Kubernetes and Container Orchestration','','2019',2,'Traces the evolution of software hosting environments from physical bare-metal servers, through hypervisor-based virtualization, to lightweight OCI containers orchestrated dynamically by Kubernetes.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Fundamentals", "Introduction", "History"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://hackernoon.com/using-spinnaker-with-kubernetes-for-cicd-52w3uo9','hackernoon: Using Spinnaker with Kubernetes for CI/CD','','2019',0,'Curator Insight outlines utilizing Spinnaker''s cloud native engine as an external continuous delivery pipeline for Kubernetes applications. Live Grounding validates that separating build execution (CI) from application delivery (CD) using a dedicated tool like Spinnaker prevents pipeline scaling bottlenecks. This pattern decouples deployment safety from runner nodes.','N/A','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Continuous Delivery", "Spinnaker Setup", "Kubernetes Native Deployment"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://hackernoon.com/what-is-gitops-and-why-is-it-almost-useless-part-2','hackernoon.com: What Is GitOps And Why Is It (Almost) Useless? Part 2','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','e04749d91614d8a3ac9fe78003dbbb45d8b316ba5afe6055569c51bf6fc159b8',100.0,1.77903308856978297e+09,1,'2026-05-17T17:51:28.569783+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://hackernoon.com/what-is-gitops-and-why-is-it-almost-useless-part-2','hackernoon.com: What Is GitOps And Why Is It (Almost) Useless? Part 2','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e04749d91614d8a3ac9fe78003dbbb45d8b316ba5afe6055569c51bf6fc159b8',100.0,1.77903308856978297e+09,1,'2026-05-17T17:51:28.569783+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{"duplicate_of": "https://hackernoon.com/what-is-gitops-and-why-it-is-almost-useless-part-1"}'); INSERT INTO "resources" VALUES('https://hackernoon.com/what-is-gitops-and-why-it-is-almost-useless-part-1','hackernoon.com: What Is GitOps And Why Is It (Almost) Useless? Part 1','- [hackernoon.com: What Is GitOps And Why Is It (Almost) Useless? Part 2](https://hackernoon.com/what-is-gitops-and-why-is-it-almost-useless-part-2) In this controversial article, the author argues that GitOps is a (mostly) unnecessary abstraction that introduces more complexity than it''s worth. The article tackles several GitOps principles and gives practical code counterexamples.','2022',0,'A counter-perspective assessing structural drawbacks, complexity overheads, and potential friction introduced by early-stage GitOps patterns. Explores branch management overheads and reconciliation loop limitations in non-standard enterprise deployments.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Continuous Delivery", "GitOps", "Critique & Nuance"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://hackerone.com/reports/1249583','hackerone.com: Authenticated kubernetes principal with restricted permissions can retrieve ingress-nginx serviceaccount token and secrets across all namespaces','','2021',0,'A detailed post-mortem report demonstrating how restricted cluster principals could extract ingress-nginx service account tokens. This real-world vulnerability highlights the architectural danger of over-privileged system namespaces. It emphasizes the need to isolate and continuously audit ingress controller configurations.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Vulnerabilities", "Case Studies"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://hackingcpp.com/cpp/cheat_sheets','hackingcpp.com: C++ Cheat Sheets','','2025',0,'An advanced Modern C++ reference targeting specifications up to C++23. 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Essential guidance for engineering teams seeking to optimize cloud spending while maintaining adequate observability indicators.','KQL','Technical Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Monitoring & Observability", "Log Analytics FinOps"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://hawar.no/2020/09/cisco-dna-center-with-grafana-dashboard','CISCO DNA Center with Grafana Dashboard','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','8d11fae83ffdd736fba3f2d8bb0624b25eefad5bad2a9f795abc96335a41d304',100.0,1.77903451525230789e+09,0,'2026-05-17T18:15:15.252308+02:00',NULL,NULL,NULL,'[]','[]','["docs/grafana.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://hawar.no/2020/09/cisco-dna-center-with-grafana-dashboard','CISCO DNA Center with Grafana Dashboard','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8d11fae83ffdd736fba3f2d8bb0624b25eefad5bad2a9f795abc96335a41d304',100.0,1.77903451525230789e+09,0,'2026-05-17T18:15:15.252308+02:00',NULL,NULL,NULL,'[]','[]','["docs/grafana.md"]','[]','{}','{"duplicate_of": "https://hawar.no/2021/05/cisco-dna-center-with-grafana-dashboard"}'); INSERT INTO "resources" VALUES('https://hawar.no/2021/05/cisco-dna-center-with-grafana-dashboard','CISCO DNA Center with Grafana Dashboard','','2021',0,'Operational guide detailing integration workflows between Cisco DNA Center APIs and Grafana. Translates enterprise network controller metrics into visual graphs for performance auditing.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "Grafana Ecosystem", "Network Observability"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://hazelcast.com/blog/architectural-patterns-for-caching-microservices','hazelcast.com: Where Is My Cache? Architectural Patterns for Caching Microservices 🌟','','2021',0,'Caching in distributed microservices architectures requires balancing performance against data consistency. This guide explores multiple caching topologies, comparing client-side caching, sidecar-based caches, and distributed caching tiers. It highlights key trade-offs between architectural complexity, network latency, and cache invalidation strategies in high-throughput microservices environments.','English','Blog Post','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Microservices", "Caching"]','["[COMMUNITY-TOOL]"]','[]','["faq.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://hbase.apache.org','HBase.apache.org','','2026',4,'Open-source, distributed, column-oriented database running atop Hadoop DFS. Delivers real-time, random read/write storage access to billions of rows, modeled directly after Google''s original Bigtable design.','Java','Software','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Architecture", "NoSQL Databases", "Wide-Column Stores"]','["[ENTERPRISE-STABLE]"]','[]','["nosql.md"]','{}','{}'); @@ -7901,7 +7901,7 @@ INSERT INTO "resources" VALUES('https://headleysj.medium.com/building-event-driv INSERT INTO "resources" VALUES('https://headspring.com/2019/07/09/kafka-or-rabbitmq-messaging','headspring.com: Is Kafka or RabbitMQ the right messaging tool for you?','','N/A',0,'A curated technical resource and architectural guide covering headspring.com: Is Kafka or RabbitMQ the right messaging tool for you? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903098095223093e+09,0,'2026-05-17T17:16:20.952231+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://health.aws.amazon.com/health/status','status.aws.amazon.com: Service Health Dashboard','','2006',0,'AWS’s central status console reporting operational health of active regions and services, allowing platform engineers to quickly cross-examine deployment anomalies with provider incidents.','None','Web Page','Beginner',0,'online','manual','14632b65d58b6533036273285c4c40b45a7fa9d4ea1b3e90ea762092f85f6a91',100.0,1.7791304949414761e+09,1,'2026-05-18T20:54:54.941476+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS", "Status Monitoring"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://health.google/imaging-and-diagnostics','health.google: AI-enabled imaging and diagnostics previously thought impossible','','2024',5,'Outlines Google Health''s technical breakthroughs in AI-enabled diagnostic imaging, emphasizing deep learning models for diabetic retinopathy, lung screening, and oncology detection. Google’s infrastructure leverages specialized TPUs (Tensor Processing Units) to execute low-latency inferences directly at the point of care. It illustrates the clinical value of integrating automated computer-vision assistance directly into traditional clinical workstations.','English','Product Page','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Management", "Healthcare Tech", "AI Diagnostics"]','["[DE FACTO STANDARD]"]','[]','["customer.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://health.google/intl/ALL_en/health-research/imaging-and-diagnostics','health.google: AI-enabled imaging and diagnostics previously thought impossible','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','2e12e88250f4c5b2797150120619fac8384e5b1b656c9bee90708ecb34b0f722',100.0,1.77903192764858889e+09,0,'2026-05-17T17:32:07.648589+02:00',NULL,NULL,NULL,'[]','[]','["docs/customer.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://health.google/intl/ALL_en/health-research/imaging-and-diagnostics','health.google: AI-enabled imaging and diagnostics previously thought impossible','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','2e12e88250f4c5b2797150120619fac8384e5b1b656c9bee90708ecb34b0f722',100.0,1.77903192764858889e+09,0,'2026-05-17T17:32:07.648589+02:00',NULL,NULL,NULL,'[]','[]','["docs/customer.md"]','[]','{}','{"duplicate_of": "https://health.google/imaging-and-diagnostics"}'); INSERT INTO "resources" VALUES('https://healthitanalytics.com/news/ai-for-medical-imaging-boosts-cancer-screenings-with-provider-aid','healthitanalytics.com: AI for Medical Imaging Boosts Cancer Screenings with'' Provider Aid','','N/A',0,'A curated technical resource and architectural guide covering healthitanalytics.com: AI for Medical Imaging Boosts Cancer Screenings with'' Provider Aid in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903430915579509e+09,0,'2026-05-17T18:11:49.155795+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/customer.md"]','["customer.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://heaphero.io','heaphero.io','','2026',0,'An instant heap dump analyzer that processes HPROF and system files to isolate leaking data structures. Generates visual memory maps to point out waste and duplicate objects in JVM workloads.','None','Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Application Monitoring", "Java Performance"]','["[COMMUNITY-TOOL]"]','[]','["java-and-java-performance-optimization.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://heka-ai.medium.com/introduction-to-debugging-locally-and-live-on-kubernetes-8c8ecd3acbaa','==heka-ai.medium.com: Introduction to Debugging: locally and live on Kubernetes'' with VSCode== 🌟','','N/A',0,'A curated technical resource and architectural guide covering ==heka-ai.medium.com: Introduction to Debugging: locally and live on Kubernetes'' with VSCode== 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903378192420911e+09,0,'2026-05-17T18:03:01.924209+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-troubleshooting.md"]','["kubernetes-troubleshooting.md"]','{}','{}'); @@ -7913,18 +7913,18 @@ INSERT INTO "resources" VALUES('https://helm.sh/blog/migrate-from-helm-v2-to-hel INSERT INTO "resources" VALUES('https://helm.sh/blog/new-location-stable-incubator-charts','New Location For Stable and Incubator Charts','- [charts.helm.sh/stable 🌟](https://charts.helm.sh/stable) - [charts.helm.sh/incubator 🌟](https://charts.helm.sh/incubator)','2020',0,'The landmark Helm blog announcement detailing the official deprecation and migration path of the legacy ''stable'' and ''incubator'' Helm repositories. This resource documents the organizational move toward decentralized chart ownership and independent project hosting.','N/A','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Chart Repositories"]','["[LEGACY]"]','[]','["helm.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://helm.sh/docs','helm.sh/docs','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','8b0a20126ecd06658030e9599daedca324a7517edff1733b78fb4742212c4a7d',100.0,1.77903296886733293e+09,1,'2026-05-17T17:49:28.867333+02:00',NULL,NULL,NULL,'[]','[]','["docs/helm.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://helm.sh/docs/chart_template_guide/getting_started','helm.sh: Getting Started 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','87befa32a95809d7ef4c806b4c1556659ce0c3f50ddce677d31cdf491c5e5234',100.0,1.77902955661266803e+09,0,'2026-05-17T16:52:36.612668+02:00',NULL,NULL,NULL,'[]','[]','["docs/helm.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://help.github.com/en/github','help.github.com: Configuring protected branches','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','89a5ba49ce4264f5e8283392357e2b186671722258f75186683b60651683916c',100.0,1.77903008500225806e+09,0,'2026-05-17T17:01:25.002258+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://helm.sh/docs/chart_template_guide/getting_started','helm.sh: Getting Started 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','87befa32a95809d7ef4c806b4c1556659ce0c3f50ddce677d31cdf491c5e5234',100.0,1.77902955661266803e+09,0,'2026-05-17T16:52:36.612668+02:00',NULL,NULL,NULL,'[]','[]','["docs/helm.md"]','[]','{}','{"duplicate_of": "https://docs.gradle.org/current/userguide/getting_started.html"}'); +INSERT INTO "resources" VALUES('https://help.github.com/en/github','help.github.com: Configuring protected branches','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','89a5ba49ce4264f5e8283392357e2b186671722258f75186683b60651683916c',100.0,1.77903008500225806e+09,0,'2026-05-17T17:01:25.002258+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://guides.github.com"}'); INSERT INTO "resources" VALUES('https://help.github.com/en/github/administering-a-repository/enabling-required-status-checks','help.github.com: Enabling required status checks:','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','7dcfaf4152837bc0710e18d2d3c1923a3021ccec33ddf44f02b5a4f5dd0657e3',100.0,1.7790334191633439e+09,0,'2026-05-17T17:56:59.163344+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://help.sonatype.com/en/404-page.html','guides.sonatype.com: secure docker registries','','2026',0,'An identical retired documentation path representing defunct guidelines on Nexus-based private container security. Preserved purely for historical configuration mapping.','English','Documentation','Basic',0,'online','manual',NULL,NULL,1.78173615464934396e+09,0,'2026-06-18T00:42:34.649344+02:00',NULL,NULL,NULL,'["Infrastructure Standards", "Container Registry", "Legacy Resources"]','["[COMMUNITY-TOOL]"]','[]','["registries.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://help.sonatype.com/en/404-page.html','guides.sonatype.com: secure docker registries','','2026',0,'An identical retired documentation path representing defunct guidelines on Nexus-based private container security. Preserved purely for historical configuration mapping.','English','Documentation','Basic',0,'duplicate','manual',NULL,NULL,1.78173615464934396e+09,0,'2026-06-18T00:42:34.649344+02:00',NULL,NULL,NULL,'["Infrastructure Standards", "Container Registry", "Legacy Resources"]','["[COMMUNITY-TOOL]"]','[]','["registries.md"]','{}','{"duplicate_of": "https://help.sonatype.com/index.html"}'); INSERT INTO "resources" VALUES('https://help.sonatype.com/en/404-page.html?_ga=2.250230211.411976214.1575978022-1513910029.1575978022',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering help.sonatype.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1.78173615476265406e+09,0,'2026-06-18T00:42:34.762654+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["registries.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://help.sonatype.com/en/docker-registry.html','Docker Registry','','2026',3,'Official administrator guidelines outlining how to host, proxy, and manage Docker container images securely within Sonatype Nexus Repository Manager.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure Standards", "Container Registry", "Artifact Registry"]','["[COMMUNITY-TOOL]"]','[]','["registries.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://help.sonatype.com/en/nexus-platform-plugin-for-jenkins.html','Nexus Platform Plugin for Jenkins','','2026',3,'Official plugin guide for linking Jenkins automation controllers to Sonatype Nexus platforms. It explains the mechanics of publishing, staging, and verifying build artifacts dynamically.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI-CD Pipelines", "Jenkins Ecosystem", "Artifact Integration"]','["[COMMUNITY-TOOL]"]','[]','["registries.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://help.sonatype.com/en/sonatype-nexus-repository.html','Nexus Repository Manager (NXRM) 3 🌟','','2026',0,'Comprehensive technical documentation for Sonatype Nexus Repository Manager 3 (NXRM3), covering setup, configuration, API utilization, and integration hooks. It detail operations for configuring high-volume artifact staging, blob store provisioning, and granular security role configurations. It acts as the primary reference manual for platform and security engineering teams implementing modern repository topologies.','N/A','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Artifact Management", "Package Repositories", "Nexus"]','["[COMMUNITY-TOOL]"]','[]','["registries.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://help.sonatype.com/en/sonatype-nexus-repository.html/security/configuring-ssl?_ga=2.250230211.411976214.1575978022-1513910029.1575978022',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering help.sonatype.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','88b95893790809d383f023726d76a985d3d79f85a88a69c1800940b09d8b8772',64.0,1.77913049495090794e+09,0,'2026-05-18T20:54:54.950908+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/registries.md"]','["registries.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://help.sonatype.com/integrations/nexus-and-continuous-integration/nexus-platform-plugin-for-jenkins','Nexus Platform Plugin for Jenkins','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','b90b9526c0bbeabb0159d4c66052f68646a1b9d95db0f0382d4b0f4dead814a1',100.0,1.77903415286623191e+09,0,'2026-05-17T18:09:12.866232+02:00',NULL,NULL,NULL,'[]','[]','["docs/registries.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://help.sonatype.com/repomanager3','Nexus Repository Manager (NXRM) 3 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','d50c810842658e51623ebc957642ec78aa25e7657ffdafb375fc7e28f63d0cc6',100.0,1.779029613592839e+09,0,'2026-05-17T16:53:33.592839+02:00',NULL,NULL,NULL,'[]','[]','["docs/registries.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://help.sonatype.com/repomanager3/formats/docker-registry','Docker Registry','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','64458ad88612d81b056796e4778e6e5df66a43443a6d84613e003d3e42c2ecad',100.0,1779031266.47529,0,'2026-05-17T17:21:06.475290+02:00',NULL,NULL,NULL,'[]','[]','["docs/registries.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://help.sonatype.com/integrations/nexus-and-continuous-integration/nexus-platform-plugin-for-jenkins','Nexus Platform Plugin for Jenkins','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b90b9526c0bbeabb0159d4c66052f68646a1b9d95db0f0382d4b0f4dead814a1',100.0,1.77903415286623191e+09,0,'2026-05-17T18:09:12.866232+02:00',NULL,NULL,NULL,'[]','[]','["docs/registries.md"]','[]','{}','{"duplicate_of": "https://help.sonatype.com/en/nexus-platform-plugin-for-jenkins.html"}'); +INSERT INTO "resources" VALUES('https://help.sonatype.com/repomanager3','Nexus Repository Manager (NXRM) 3 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d50c810842658e51623ebc957642ec78aa25e7657ffdafb375fc7e28f63d0cc6',100.0,1.779029613592839e+09,0,'2026-05-17T16:53:33.592839+02:00',NULL,NULL,NULL,'[]','[]','["docs/registries.md"]','[]','{}','{"duplicate_of": "https://help.sonatype.com/en/sonatype-nexus-repository.html"}'); +INSERT INTO "resources" VALUES('https://help.sonatype.com/repomanager3/formats/docker-registry','Docker Registry','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','64458ad88612d81b056796e4778e6e5df66a43443a6d84613e003d3e42c2ecad',100.0,1779031266.47529,0,'2026-05-17T17:21:06.475290+02:00',NULL,NULL,NULL,'[]','[]','["docs/registries.md"]','[]','{}','{"duplicate_of": "https://help.sonatype.com/en/docker-registry.html"}'); INSERT INTO "resources" VALUES('https://help.sonatype.com/repomanager3/security/configuring-ssl?_ga=2.250230211.411976214.1575978022-1513910029.1575978022','help.sonatype.com: Inbound SSL - Configuring to Serve Content via HTTPS','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','80d248eb0056b7bf8fb5321d18eb76f17c73cdc982f64515da3b29643b12cf11',100.0,1.7790325869830439e+09,0,'2026-05-17T17:43:06.983044+02:00',NULL,NULL,NULL,'[]','[]','["docs/registries.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://helpercodes.com/spring-boot-complete-tutorial','Spring Boot Complete Guide','','2023',3,'A foundational guide for understanding Spring Boot architecture, auto-configuration principles, and dependency injection. It streamlines the transition from traditional Spring Framework configurations to opinionated, production-ready setups. It acts as an excellent onboarding resource, though developers need to complement it with production-grade monitoring and containerization patterns.','Java','Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Java Cloud Native", "Spring Boot", "Fundamentals"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["java_frameworks.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://helpercodes.com/sql-query-cheatsheet-tutorial','TSQL and SQL Queries Cheat Sheet','','2024',0,'A Transact-SQL (T-SQL) syntax index for Microsoft SQL Server. It details platform-specific constructs, stored procedures, exception handling, and query patterns critical for developers working inside enterprise Windows ecosystem storage layers.','SQL','Cheat Sheet','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Databases & Storage", "Relational Databases", "T-SQL"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}'); @@ -7938,14 +7938,14 @@ INSERT INTO "resources" VALUES('https://hervekhg.medium.com/3-years-managing-kub INSERT INTO "resources" VALUES('https://hevodata.com/learn/spark-data-pipeline','hevodata.com: Building Apache Spark Data Pipeline? Made Easy 101 🌟','','2022',3,'An introductory primer outlining the core concepts of building end-to-end data processing pipelines with Apache Spark. Focuses on data ingestion, transformations, and loading into modern target data warehouses. Live Grounding confirms that while Spark remains a foundational ETL standard, contemporary architectures increasingly wrap these pipelines inside orchestrated dbt-on-Kubernetes or SparkOperator setups.','Markdown','Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data & AI", "Data Pipelines", "Apache Spark"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-bigdata.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://hewi.blog/deploying-an-eks-cluster-using-terraform','hewi.blog: Deploying an EKS cluster using Terraform','','2023',3,'Practical walkthrough demonstrating how to deploy a production-ready AWS EKS cluster with Terraform. Focuses on VPC networking setups, IAM role mapping via OpenID Connect (OIDC), and configuring managed worker node groups.','English','Article','Intermediate',0,'online','manual','N/A',100.0,1.78143018447843599e+09,0,'2026-06-14T11:43:04.478436+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "EKS Deployment"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://hewing.foliotek.me','pythonsimplified.com: How to schedule Python scripts using schedule library','','2021',0,'Demonstrates usage of the human-friendly `schedule` library to automate recurring background processes in Python. Covers job structures, syntax patterns, and persistent worker event loops.','English','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Python Utilities", "Script Automation"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["python.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://high-mobility.com','high-mobility.com','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','f808d8b2a67d8382f32577014b772b2d73b32c8a1241d4fd6b94034d2368cc91',100.0,1779031620.64112,0,'2026-05-17T17:27:00.641120+02:00',NULL,NULL,NULL,'[]','[]','["docs/developerportals.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://high-mobility.com','high-mobility.com','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f808d8b2a67d8382f32577014b772b2d73b32c8a1241d4fd6b94034d2368cc91',100.0,1779031620.64112,0,'2026-05-17T17:27:00.641120+02:00',NULL,NULL,NULL,'[]','[]','["docs/developerportals.md"]','[]','{}','{"duplicate_of": "https://www.high-mobility.com"}'); INSERT INTO "resources" VALUES('https://high-mobility.com/learn/tutorials/rest','REST Auto API Tutorial','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','c835fdb4211052023745151a063aef86fb3583376babb7adee0811501967b9cb',100.0,1.77902993224556589e+09,0,'2026-05-17T16:58:52.245566+02:00',NULL,NULL,NULL,'[]','[]','["docs/developerportals.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://highscalability.com/blog/2016/2/17/building-nginx-and-tarantool-based-services.html','highscalability.com: Building nginx and Tarantool based services 🌟','','2016',0,'An architectural breakdown of low-latency services combining Nginx and the Tarantool in-memory database. Highlights how custom application routing directly bypassing intermediate application runtimes yields astronomical throughput with sub-millisecond delays.','N/A','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Caching", "Database & Storage", "Tarantool & Nginx"]','["[COMMUNITY-TOOL]"]','[]','["caching.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://hipertextual.com/2021/06/github-inteligencia-artificial-autocompletar-codigo','hipertextual.com: GitHub une fuerzas con OpenIA para crear una inteligencia artificial capaz de autocompletar cΓ³digo','','2021',0,'Covers the historic partnership between GitHub and OpenAI that birthed the Copilot code intelligence platform. Discusses early architectural concepts around utilizing deep learning models to autocomplete complex syntactic paradigms. Traces the origin of generative AI in software engineering.','Spanish','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "AI-Assisted Development", "Industry History"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://hipertextual.com/2023/02/diferencias-ia-machine-learning','hipertextual.com: Diferencias entre Inteligencia Artificial, Machine Learning'' y Deep Learning','','N/A',0,'A curated technical resource and architectural guide covering hipertextual.com: Diferencias entre Inteligencia Artificial, Machine Learning'' y Deep Learning in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual',NULL,80.0,1.77902968901322293e+09,0,'2026-05-17T16:54:49.013223+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ai.md"]','["ai.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://hipertextual.com/2024/03/devin-inteligencia-artificial-programa-software','hipertextual.com: AsΓ­ es Devin, la inteligencia artificial que programa'' software de principio a fin','','N/A',0,'A curated technical resource and architectural guide covering hipertextual.com: AsΓ­ es Devin, la inteligencia artificial que programa'' software de principio a fin in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','510eac95e449d7e34fc801dd82422b45fbbf8e1b6cbf4307ba066aac7599a0a0',100.0,1.77902917421721196e+09,0,'2026-05-17T16:46:14.217212+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devel-sites.md"]','["devel-sites.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://hipertextual.com/2024/03/devin-inteligencia-artificial-programa-software','hipertextual.com: AsΓ­ es Devin, la inteligencia artificial que programa'' software de principio a fin','','N/A',0,'A curated technical resource and architectural guide covering hipertextual.com: AsΓ­ es Devin, la inteligencia artificial que programa'' software de principio a fin in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','510eac95e449d7e34fc801dd82422b45fbbf8e1b6cbf4307ba066aac7599a0a0',100.0,1.77902917421721196e+09,0,'2026-05-17T16:46:14.217212+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devel-sites.md"]','["devel-sites.md"]','{}','{"duplicate_of": "https://hipertextual.com/tecnologia/devin-inteligencia-artificial-programa-software"}'); INSERT INTO "resources" VALUES('https://hiralee.medium.com/software-design-vs-architecture-1da0a94322a4','hiralee.medium.com: Software Architecture vs Design','','N/A',0,'A curated technical resource and architectural guide covering hiralee.medium.com: Software Architecture vs Design in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903162481943392e+09,0,'2026-05-17T17:27:04.819434+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/introduction.md"]','["introduction.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://hitch-tls.org','Hitch - scalable TLS proxy. Hitch is a libev-based high performance SSL/TLS proxy by Varnish Software','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','e842b9c60bf3b84ea857bffe74c0de0ee1b1abe244a5281c639a6fde8506ce02',100.0,1.779029553344002e+09,0,'2026-05-17T16:52:33.344002+02:00',NULL,NULL,NULL,'[]','[]','["docs/caching.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://hitch-tls.org','Hitch - scalable TLS proxy. Hitch is a libev-based high performance SSL/TLS proxy by Varnish Software','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e842b9c60bf3b84ea857bffe74c0de0ee1b1abe244a5281c639a6fde8506ce02',100.0,1.779029553344002e+09,0,'2026-05-17T16:52:33.344002+02:00',NULL,NULL,NULL,'[]','[]','["docs/caching.md"]','[]','{}','{"duplicate_of": "https://www.hitch-tls.org"}'); INSERT INTO "resources" VALUES('https://hitesh-pattanayak.medium.com/observability-in-kubernetes-b53d6ea1b37d','hitesh-pattanayak.medium.com: Observability in Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering hitesh-pattanayak.medium.com: Observability in Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034504.50669,0,'2026-05-17T18:15:04.506690+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-monitoring.md"]','["kubernetes-monitoring.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://hive.apache.org','Hive.apache.org','','2026',4,'Data warehousing solution built on Apache Hadoop. Translates SQL-like relational queries into underlying MapReduce, Tez, or Spark execution plans, optimizing analytics operations over petabyte-scale data lakes.','Java','Software','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Architecture", "Big Data", "Data Warehousing"]','["[ENTERPRISE-STABLE]"]','[]','["nosql.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://hjrocha.medium.com/add-a-custom-host-to-kubernetes-a06472cedccb','hjrocha.medium.com: Add a Custom Host to Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering hjrocha.medium.com: Add a Custom Host to Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903042561944508e+09,0,'2026-05-17T17:07:05.619445+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); @@ -7959,7 +7959,7 @@ INSERT INTO "resources" VALUES('https://hmh.engineering/dive-into-kubernetes-hea - Establishes a framework for analyzing how and when resource utilization influences probe failures.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Workload Management", "Application Lifecycle", "Probes & Health Checks"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://hmh.engineering/dive-into-kubernetes-healthchecks-part-2-a9f83eb712d5','hmh.engineering: Dive into Kubernetes Healthchecks (part 2)','','2019',0,'Part two of the engineering-focused health check series, analyzing edge cases and advanced rollout parameters. - Explains how proper probe alignment coordinates with rolling update strategies (e.g., maxSurge, maxUnavailable). -- Provides complex production configurations designed to eliminate connection termination errors.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Workload Management", "Application Lifecycle", "Probes & Health Checks"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); +- Provides complex production configurations designed to eliminate connection termination errors.','English','Article','Advanced',1,'duplicate','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Workload Management", "Application Lifecycle", "Probes & Health Checks"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{"duplicate_of": "https://hmh.engineering/dive-into-kubernetes-healthchecks-part-1-73a900fa6dbd"}'); INSERT INTO "resources" VALUES('https://hmh.engineering/musings-on-microservice-observability-f7052ac42f04','hmh.engineering: Musings on microservice observability!','','2021',0,'Real-world engineering reflections detailing the trials of tracing asynchronous message brokers and API routes inside a sprawling distributed microservice ecosystem. Curator Insight: Real-world microservices field guide. Live Grounding: Offers invaluable real-world insights on handling high distributed trace sampling rates under production load.','English','Blog Post','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Microservices", "Observability", "Distributed Tracing"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://hms.harvard.edu/news/does-ai-help-or-hurt-human-radiologists-performance-depends-doctor','hms.harvard.edu: Does AI Help or Hurt Human Radiologists’ Performance? It Depends on the Doctor','','2023',4,'Investigates the human-AI interface within radiology, detailing how AI assistance does not universally improve diagnostics but depends on the doctor''s specific expertise and the system''s operational design. This research underscores that AI tools should not be deployed as absolute diagnostic arbiters but as contextual assistants, highlighting the need for UI/UX integration that exposes model confidence and reasoning paths.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Management", "Healthcare Tech", "AI Diagnostics"]','["[ENTERPRISE-STABLE]"]','[]','["customer.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://hodovi.cc/blog/creating-low-cost-managed-kubernetes-cluster-personal-development-terraform','hodovi.cc: Creating a Low Cost Managed Kubernetes Cluster for Personal Development using Terraform','','2022',0,'A practical guide detailing how to build a highly cost-effective managed Kubernetes environment for engineering sandbox testing. Emphasizes small node configurations, pool autoscaling, and minimal state profiles to reduce infrastructure costs.','HCL','Technical Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "Cost Management"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}'); @@ -7978,13 +7978,13 @@ INSERT INTO "resources" VALUES('https://homebusinessmag.com/businesses/success-t INSERT INTO "resources" VALUES('https://hoppscotch.io','Hoppscotch: Open-Source Alternative to Postman','','2026',0,'Hoppscotch is a modern, lightweight, web-native open-source alternative to Postman. Engineered to be highly performant, it streamlines real-time operations including HTTP, GraphQL, and WebSockets.','TypeScript','Tool','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Testing", "API Testing", "Open Source"]','["[COMMUNITY-TOOL]"]','[]','["postman.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://horizons.carrefour.com/efficient-java-in-the-cloud-with-quarkus','Efficient Java in the cloud with Quarkus. Carrefour Spain’s test: Quarkus'' vs. Spring Boot','','N/A',0,'A curated technical resource and architectural guide covering Efficient Java in the cloud with Quarkus. Carrefour Spain’s test: Quarkus'' vs. Spring Boot in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903415551964902e+09,0,'2026-05-17T18:09:15.519649+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/customer.md"]','["customer.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://horovits.medium.com/prometheus-now-supports-opentelemetry-metrics-83f85878e46a','==horovits.medium.com: Prometheus Now Supports OpenTelemetry Metrics==','','N/A',0,'A curated technical resource and architectural guide covering ==horovits.medium.com: Prometheus Now Supports OpenTelemetry Metrics== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903432270045399e+09,0,'2026-05-17T18:12:02.700454+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://horovits.wordpress.com/2020/07/15/kubernetes-security-best-practices','horovits.wordpress.com: Kubernetes Security Best Practices','','2020',0,'Explains foundational steps for securing Kubernetes API access, configuring container execution privileges, and auditing container images within CI/CD pipelines.','N/A','article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Security", "Cluster Hardening", "Security Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://horovits.wordpress.com/2020/07/15/kubernetes-security-best-practices','horovits.wordpress.com: Kubernetes Security Best Practices','','2020',0,'Explains foundational steps for securing Kubernetes API access, configuring container execution privileges, and auditing container images within CI/CD pipelines.','N/A','article','Intermediate',1,'duplicate','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Security", "Cluster Hardening", "Security Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{"duplicate_of": "https://github.com/freach/kubernetes-security-best-practice/blob/master/README.md"}'); INSERT INTO "resources" VALUES('https://hostadvice.com/blog/devops-toolbox-jenkins-ansible-chef-puppet-vagrant-saltstack','DevOps Toolbox: Jenkins, Ansible, Chef, Puppet, Vagrant, & SaltStack','','N/A',0,'A curated technical resource and architectural guide covering DevOps Toolbox: Jenkins, Ansible, Chef, Puppet, Vagrant, & SaltStack in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903097922733592e+09,0,'2026-05-17T17:16:19.227336+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devops-tools.md", "docs/jenkins.md"]','["devops-tools.md", "jenkins.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://howdns.works','howdns.works','','2018',0,'An educational, comic-style visual narrative explaining the global mechanics of the Domain Name System (DNS). Breaks down recursive and authoritative resolvers, Root zones, TLD servers, and browser-side caching. Ideal for establishing a mental model of naming resolution dynamics before building microservices topologies.','English','Interactive Guide','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Protocols", "DNS"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["linux.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://howhttps.works','howhttps.works','','2020',0,'An interactive, visual educational resource designed to unpack the complex mechanics of the HTTPS protocol, TLS handshakes, and public key cryptography. Highly useful for onboarding developers to understand transport-layer security and key-exchange negotiations in web systems.','English','Interactive Web','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Security", "Networking Protocols", "Transport Layer Security"]','["[COMMUNITY-TOOL]"]','[]','["developerportals.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://howtodoinjava.com/maven','howtodoinjava.com/maven','','2026',3,'High-fidelity educational portal providing step-by-step technical guides, plugin configuration snippets, and architecture blueprints for building robust Maven-based Java workloads.','English','Educational Resource','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Build Systems", "JVM Ecosystem", "Tutorials & Guides"]','["[COMMUNITY-TOOL]"]','[]','["maven-gradle.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://howtodoinjava.com/maven/how-to-convert-maven-java-project-to-intellij-idea-project','howtodoinjava.com: Maven IntelliJ Idea Project','','2020',3,'Practical walkthrough highlighting smooth workflow migration pathways to transition standard command-line Maven structures directly into productive IntelliJ IDEA project workspaces.','English','Educational Resource','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Productivity", "IDE Integrations", "IntelliJ IDEA"]','["[COMMUNITY-TOOL]"]','[]','["maven-gradle.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://howtodoinjava.com/maven/maven-java-project-with-intellij-idea','howtodoinjava.com: Maven IntelliJ Idea Project','','2021',2,'Step-by-step tutorial on initializing, configuring, and importing Maven projects inside JetBrains IntelliJ IDEA. Useful for junior developers looking to establish standard build patterns and resolve dependency import conflicts.','English','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Build Tools", "Java Ecosystem", "Tutorials"]','["[COMMUNITY-TOOL]"]','[]','["maven-gradle.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://howtodoinjava.com/maven/maven-java-project-with-intellij-idea','howtodoinjava.com: Maven IntelliJ Idea Project','','2021',2,'Step-by-step tutorial on initializing, configuring, and importing Maven projects inside JetBrains IntelliJ IDEA. Useful for junior developers looking to establish standard build patterns and resolve dependency import conflicts.','English','Blog','Beginner',0,'duplicate','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Build Tools", "Java Ecosystem", "Tutorials"]','["[COMMUNITY-TOOL]"]','[]','["maven-gradle.md"]','{}','{"duplicate_of": "https://howtodoinjava.com/maven/how-to-convert-maven-java-project-to-intellij-idea-project"}'); INSERT INTO "resources" VALUES('https://http.cat','http.cat 🌟','','2026',0,'A popular, visually descriptive resource mapping standard HTTP status codes to illustrative cat photos. Frequently used by developers as an educational tool, debug reference, and routing response helper.','JavaScript','Utility','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Web Protocols & Performance", "HTTP Architecture", "Status Codes"]','["[COMMUNITY-TOOL]"]','[]','["networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://http2-explained.haxx.se',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','88fac0c82cdf6d10255adfb64fc13ba2a876b1e096aed7646df993cc88dd9087',100.0,1.77903189651985597e+09,1,'2026-05-17T17:31:36.519856+02:00',NULL,NULL,NULL,'[]','[]','["docs/networking.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://http2.github.io','http2.github.io HTTP/2 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','7671e742d1149405620fac23a5619cce021b8b5bd9d4de940aa53ad516217cb5',100.0,1.77902937421659898e+09,1,'2026-05-17T16:49:34.216599+02:00',NULL,NULL,NULL,'[]','[]','["docs/networking.md"]','[]','{}','{}'); @@ -8003,8 +8003,8 @@ INSERT INTO "resources" VALUES('https://hub.docker.com/r/centos/postgresql-10-ce INSERT INTO "resources" VALUES('https://hub.docker.com/r/ibuchh/petclinic-spinnaker-jenkins','ref 1','','2020',0,'A legacy Docker Hub image combining PetClinic deployment artifacts with Spinnaker and Jenkins orchestration capabilities. Serves as a historical artifact of early multi-cloud continuous delivery pipelines built on top of traditional JVM monoliths.','Dockerfile','Container Image','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps & CI/CD", "Continuous Delivery", "Docker Images"]','["[LEGACY]"]','[]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://hub.docker.com/r/jboss/kie-server','KIE Server','','2026',0,'The KIE Server Docker container package provides an execution environment for Drools and jBPM workflow engine patterns, simplifying distributed microservices runtime decision orchestration.','Shell','Docker Image','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Architecture", "Business Rules", "Containerization"]','["[COMMUNITY-TOOL]"]','[]','["postman.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://hub.docker.com/r/jbrisbin/spring-petclinic','ref 7','','2015',0,'One of the oldest legacy Docker images of the Spring PetClinic project. Demonstrates early containerization methodologies using heavy base operating system layers and older Java Virtual Machine (JVM) versions.','Dockerfile','Container Image','Basic',0,'online','manual',NULL,NULL,NULL,0,'2015-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containerization", "Docker", "Prebuilt Images"]','["[LEGACY]"]','[]','["demos.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://hub.docker.com/r/openshift','DockerHub OpenShift','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','475e2cc9ced9d670432428f70e2191dd406cd8b11b2d9cdd0ec2663ed96ee513',100.0,1.77903329624415588e+09,0,'2026-05-17T17:54:56.244156+02:00',NULL,NULL,NULL,'[]','[]','["docs/openshift.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://hub.docker.com/r/openshiftdemos','DockerHub OpenShift Demos','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','27c97592dbf5be3d30ced985fa10083a991c51e8160539e4dbdcc52fd85761d7',100.0,1.77903108090073895e+09,0,'2026-05-17T17:18:00.900739+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://hub.docker.com/r/openshift','DockerHub OpenShift','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','475e2cc9ced9d670432428f70e2191dd406cd8b11b2d9cdd0ec2663ed96ee513',100.0,1.77903329624415588e+09,0,'2026-05-17T17:54:56.244156+02:00',NULL,NULL,NULL,'[]','[]','["docs/openshift.md"]','[]','{}','{"duplicate_of": "https://hub.docker.com/u/openshift"}'); +INSERT INTO "resources" VALUES('https://hub.docker.com/r/openshiftdemos','DockerHub OpenShift Demos','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','27c97592dbf5be3d30ced985fa10083a991c51e8160539e4dbdcc52fd85761d7',100.0,1.77903108090073895e+09,0,'2026-05-17T17:18:00.900739+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://hub.docker.com/u/openshiftdemos"}'); INSERT INTO "resources" VALUES('https://hub.docker.com/r/payara/micro','Payara Micro','','2026',4,'The official Docker image for Payara Micro, a lightweight, cloud-optimized container runtime designed specifically for MicroProfile applications. Live Grounding shows Payara Micro is extensively used in dynamic, auto-scaling Kubernetes microservice pods due to its rapid startup and low configuration overhead.','English','Container Image','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Java", "Runtimes", "Payara Micro", "Docker"]','["[ENTERPRISE-STABLE]"]','[]','["java_app_servers.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://hub.docker.com/r/payara/server-full','Payara','','2026',3,'The official Docker Hub repository for Payara Server Full, providing ready-made container images for complete Jakarta EE runtime capabilities. Live Grounding shows its primary use in legacy system migration, allowing enterprise operations to orchestrate monolithic workloads with modern container tooling.','English','Container Image','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Java", "Runtimes", "Payara Server", "Docker"]','["[LEGACY]"]','[]','["java_app_servers.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://hub.docker.com/r/sarjunkumar24391/petclinic','ref 2','','2019',0,'A community-packaged Docker image of the classic Spring Petclinic application. Created primarily to facilitate rapid deployment testing on container runtimes without local Maven compilation overhead.','Dockerfile','Container Image','Basic',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containerization", "Docker", "Prebuilt Images"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); @@ -8014,11 +8014,11 @@ INSERT INTO "resources" VALUES('https://hub.docker.com/u/openshift','DockerHub O INSERT INTO "resources" VALUES('https://hub.docker.com/u/openshiftdemos','DockerHub OpenShift Demos','','2020',0,'Registry hosting pre-built container images optimized for the OpenShiftDemos organization. Though partially legacy due to secure private registry practices, it serves as a valuable public catalog of application runtimes.','N/A','Registry','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Reference Architectures", "Artifact Registries", "Docker Images"]','["[LEGACY]"]','[]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://hub.docker.com/u/redhat','Red Hat Universal Base Images - hub.docker.com/u/redhat: UBI 8 standard, minimal, micro, and init from DockerHub 🌟','','2026',0,'The official Docker Hub repository for Red Hat Universal Base Images (UBI), offering secure, reliable standard, minimal, micro, and init image variants. These images provide enterprise-grade security patches, high reliability, and RHEL compatibility without requiring commercial subscriptions. It serves as an industry de facto standard for high-security container base images.','N/A','Registry','Low',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Containerization", "Base Images"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://hub.helm.sh','hub.helm.sh 🌟','','2020',0,'The legacy centralized search hub for locating community Helm charts before the packaging index consolidated. This resource is completely deprecated and has been succeeded by the modern, CNCF-maintained decentralized platform, Artifact Hub.','Go','Web Portal','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Chart Discovery"]','["[LEGACY]"]','[]','["helm.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://hub.helm.sh/charts/choerodon/nexus3','Choerodon Nexus3 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','5989d4d1c4b96da728a60fac6c5af05b5f8fd135d48cdd0772f3670f90b7dad4',100.0,1.7790334890472629e+09,0,'2026-05-17T17:58:09.047263+02:00',NULL,NULL,NULL,'[]','[]','["docs/helm.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://hub.helm.sh/charts/oteemo/sonarqube','hub.helm.sh/charts/oteemo/sonarqube','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','5e483cdff2ea4c51fc01a5c000ce825ed724db6f78b6a186af21b7521ef6005a',100.0,1.77903351137002205e+09,0,'2026-05-17T17:58:31.370022+02:00',NULL,NULL,NULL,'[]','[]','["docs/sonarqube.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://hub.helm.sh/charts/stable/cluster-autoscaler','hub.helm.sh: cluster-autoscaler','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','5e483cdff2ea4c51fc01a5c000ce825ed724db6f78b6a186af21b7521ef6005a',100.0,1.77903000953453207e+09,0,'2026-05-17T17:00:09.534532+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-autoscaling.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://hub.helm.sh/charts/choerodon/nexus3','Choerodon Nexus3 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5989d4d1c4b96da728a60fac6c5af05b5f8fd135d48cdd0772f3670f90b7dad4',100.0,1.7790334890472629e+09,0,'2026-05-17T17:58:09.047263+02:00',NULL,NULL,NULL,'[]','[]','["docs/helm.md"]','[]','{}','{"duplicate_of": "https://artifacthub.io/packages/helm/choerodon/nexus3"}'); +INSERT INTO "resources" VALUES('https://hub.helm.sh/charts/oteemo/sonarqube','hub.helm.sh/charts/oteemo/sonarqube','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5e483cdff2ea4c51fc01a5c000ce825ed724db6f78b6a186af21b7521ef6005a',100.0,1.77903351137002205e+09,0,'2026-05-17T17:58:31.370022+02:00',NULL,NULL,NULL,'[]','[]','["docs/sonarqube.md"]','[]','{}','{"duplicate_of": "https://artifacthub.io/packages/helm/oteemo/sonarqube"}'); +INSERT INTO "resources" VALUES('https://hub.helm.sh/charts/stable/cluster-autoscaler','hub.helm.sh: cluster-autoscaler','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5e483cdff2ea4c51fc01a5c000ce825ed724db6f78b6a186af21b7521ef6005a',100.0,1.77903000953453207e+09,0,'2026-05-17T17:00:09.534532+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-autoscaling.md"]','[]','{}','{"duplicate_of": "https://hub.helm.sh/charts/oteemo/sonarqube"}'); INSERT INTO "resources" VALUES('https://hub.kubeapps.com','KubeApps Hub','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','N/A',100.0,1.7790321145178411e+09,0,'2026-05-17T17:35:14.517841+02:00',NULL,NULL,NULL,'[]','[]','["docs/helm.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://hub.qovery.com/guides/engineering/terraform-not-the-golden-hammer','hub.qovery.com: Terraform is Not the Golden Hammer','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','683f0609767fa848db6c8e614124c2c4c25e0b6741f9d0b69d7a16c6a806aa71',100.0,1.77903296943052506e+09,0,'2026-05-17T17:49:29.430525+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://hub.qovery.com/guides/engineering/terraform-not-the-golden-hammer','hub.qovery.com: Terraform is Not the Golden Hammer','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','683f0609767fa848db6c8e614124c2c4c25e0b6741f9d0b69d7a16c6a806aa71',100.0,1.77903296943052506e+09,0,'2026-05-17T17:49:29.430525+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"duplicate_of": "https://www.qovery.com/docs/getting-started/introduction"}'); INSERT INTO "resources" VALUES('https://hub.tinztwins.de/7-hidden-python-tips-for-2024','hub.tinztwins.de: 7 Hidden Python Tips for 2024','','N/A',0,'A curated technical resource and architectural guide covering hub.tinztwins.de: 7 Hidden Python Tips for 2024 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903238352704906e+09,0,'2026-05-17T17:39:43.527049+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://huggingface.co/blog/NileshInfer/implementing-fractional-gpus-in-kubernetes','huggingface.co: Implementing Fractional GPUs in Kubernetes with Aliyun Scheduler','','2024',0,'A deep dive into fractional GPU scheduling policies on Kubernetes using the open-source Aliyun Scheduler. It showcases strategies for maximizing resource utility and lowering infrastructure bills by sharing single physical hardware resources across smaller model-serving pods.','Go','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "GPU Orchestration", "Resource Allocation"]','["[COMMUNITY-TOOL]"]','[]','["mlops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://humanitec.com/blog/escape-vmware-lock-in-with-a-modular-internal-developer-platform','humanitec.com: Escape VMware lock-in with a modular Internal Developer Platform','','2024',0,'Technical analysis of migration strategies away from proprietary VMware hypervisors using open-source, cloud-native IDP architectures. Evaluates the cost, operational, and performance advantages of deploying bare-metal or multi-cloud Kubernetes runtimes orchestrated by modular platform controllers.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Infrastructure Migration", "VMware Alternatives"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}'); @@ -8026,8 +8026,8 @@ INSERT INTO "resources" VALUES('https://humanitec.com/blog/handling-environment- INSERT INTO "resources" VALUES('https://humanitec.com/blog/how-to-design-your-repository-structures-to-nail-platform-engineering','humanitec.com: How to design your repository structures to nail platform engineering','','2023',0,'A deep architectural dive into GitOps-aligned repository topologies. Discusses split-repository layouts separating application code from environment configurations, enabling declarative platform orchestrators (like Humanitec or ArgoCD) to work seamlessly while maintaining strong security boundaries.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Architecture", "GitOps Repository Design"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://humanitec.com/blog/why-every-internal-developer-platform-needs-a-backend','humanitec.com: Why every Internal Developer Platform needs a backend','','2023',0,'Demystifies why standard UI portals (like Backstage) are insufficient without a powerful platform orchestrator backend. Details how platform orchestrators automatically resolve environment-specific dependencies, manage dynamic variables, and execute infrastructure provisioning pipelines safely behind the scenes.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "IDP Architecture", "Control Plane"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://humanitec.com/reference-architectures','humanitec.com: Platform reference architecture on GCP','','2023',0,'Outlines enterprise platform blueprints tailored for Google Cloud Platform. Combines GKE, Cloud Run, and Secret Manager under a unified platform orchestrator layer to drive developer velocity while keeping governance secure.','English','Architecture Guide','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Reference Architectures", "GCP"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["introduction.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://humanitec.com/reference-architectures/aws','humanitec.com: Platform reference architecture on AWS','','2023',0,'Illustrates modern Platform Engineering frameworks on AWS. Details integrating EKS, RDS, and AWS Secrets Manager with Score and Humanitec to build scalable, low-friction self-service infrastructure portals.','English','Architecture Guide','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Reference Architectures", "AWS"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["introduction.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://humanitec.com/reference-architectures/azure','humanitec.com: Platform reference architecture on Azure','','2023',0,'A production-ready blueprint mapping internal developer platforms (IDP) to native Azure resources. Details how to utilize AKS, Azure Key Vault, and Terraform to implement automated, secure self-service infrastructure pipelines.','English','Architecture Guide','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Reference Architectures", "Azure"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["introduction.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://humanitec.com/reference-architectures/aws','humanitec.com: Platform reference architecture on AWS','','2023',0,'Illustrates modern Platform Engineering frameworks on AWS. Details integrating EKS, RDS, and AWS Secrets Manager with Score and Humanitec to build scalable, low-friction self-service infrastructure portals.','English','Architecture Guide','Advanced',1,'duplicate','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Reference Architectures", "AWS"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["introduction.md"]','{}','{"duplicate_of": "https://humanitec.com/reference-architectures"}'); +INSERT INTO "resources" VALUES('https://humanitec.com/reference-architectures/azure','humanitec.com: Platform reference architecture on Azure','','2023',0,'A production-ready blueprint mapping internal developer platforms (IDP) to native Azure resources. Details how to utilize AKS, Azure Key Vault, and Terraform to implement automated, secure self-service infrastructure pipelines.','English','Architecture Guide','Advanced',1,'duplicate','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Reference Architectures", "Azure"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["introduction.md"]','{}','{"duplicate_of": "https://humanitec.com/reference-architectures/aws"}'); INSERT INTO "resources" VALUES('https://humanwhocodes.com/blog/2011/11/29/how-content-delivery-networks-cdns-work','nczonline: How content delivery networks (CDNs) work - Nov 2011','','2011',0,'A timeless foundational resource detailing the transport mechanics of CDNs. It details network topological distance mapping, anycast DNS, and reverse proxy caching designs for accelerating global static assets.','English','Technical Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2011-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data & Caching", "CDN", "Fundamentals"]','["[COMMUNITY-TOOL]"]','[]','["caching.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://huryn.substack.com/p/3-ways-to-create-10x-better-product','huryn.substack.com: 3 Ways to Create 10X Better Product Roadmaps','','N/A',0,'A curated technical resource and architectural guide covering huryn.substack.com: 3 Ways to Create 10X Better Product Roadmaps in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903029576835107e+09,0,'2026-05-17T17:04:55.768351+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/project-management-methodology.md"]','["project-management-methodology.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://huyenchip.com/2021/09/13/data-science-infrastructure.html','huyenchip.com: Why data scientists shouldn’t need to know Kubernetes','','2021',4,'Curator Insight presents an argument for abstracting infrastructure layer complexities away from data science personas. Live Grounding confirms that modern MLOps architectures emphasize platform engineering teams, deploying orchestration platforms that expose abstract pipelines while silently managing underlying Kubernetes workloads.','Not Applicable','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Data Engineering", "MLOps Architecture"]','["[ENTERPRISE-STABLE]"]','[]','["python.md"]','{}','{}'); @@ -8042,7 +8042,7 @@ INSERT INTO "resources" VALUES('https://iamunnip.medium.com/merging-kubeconfig-f INSERT INTO "resources" VALUES('https://iaviral.medium.com/most-used-functions-in-pandas-7c12ae238185','iaviral.medium.com: Most used functions in Pandas','','N/A',0,'A curated technical resource and architectural guide covering iaviral.medium.com: Most used functions in Pandas in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903258298008489e+09,0,'2026-05-17T17:43:02.980085+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://ibrahims.medium.com/azure-terraform-pipeline-devops-b57005a37936','ibrahims.medium.com: Azure Terraform Pipeline β€” DevOps','','N/A',0,'A curated technical resource and architectural guide covering ibrahims.medium.com: Azure Terraform Pipeline β€” DevOps in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903095760573506e+09,0,'2026-05-17T17:15:57.605735+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://ibrahims.medium.com/security-context-kubernetes-9672ae2380f9','ibrahims.medium.com: Security Context β€” Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering ibrahims.medium.com: Security Context β€” Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902948703617596e+09,0,'2026-05-17T16:51:27.036176+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}'); 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Features comparisons of Selenium WebDriver, IDE, and Grid architectures, detailing remote parallel execution setups across enterprise systems.','Java','Cheat Sheet','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Quality", "Testing Automation", "Selenium"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{"duplicate_of": "https://dev.to/razgandeanu/selenium-cheat-sheet-9lc"}'); INSERT INTO "resources" VALUES('https://intellipaat.com/blog/tutorial/sql-tutorial/sql-commands-cheat-sheet','intellipaat.com: SQL Commands Cheat Sheet','','2024',0,'A foundational SQL index summarizing syntax patterns across major engines. 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Outlines pipeline design, environment creation, cloud infrastructure management, and monitoring configurations needed to keep applications running smoothly.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps Methodology", "Career Roadmap", "Operational Roles"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://intellipaat.com/blog/what-is-amazon-web-services-aws','intellipaat.com: What is AWS?','','2026',0,'An introductory guide mapping AWS fundamentals, key global infrastructure concepts, and core service offerings (compute, database, and storage abstractions) tailored for engineering personnel initiating cloud transitions.','N/A','Blog Post','Beginner',0,'online','manual','66aed94a7c3f1c71b7f84c165ab947bcc046e2b718428d9dc614a4fd4458d1cb',100.0,1.77902962853446197e+09,1,'2026-05-17T16:53:48.534462+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Learning & News"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); @@ -8156,15 +8156,15 @@ INSERT INTO "resources" VALUES('https://iot-analytics.com/iot-cloud','iot-analyt INSERT INTO "resources" VALUES('https://irfanyusanif.medium.com/how-to-communicate-between-microservices-7956ed68a99a','irfanyusanif.medium.com: Best practices to communicate between microservices','','N/A',0,'A curated technical resource and architectural guide covering irfanyusanif.medium.com: Best practices to communicate between microservices in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903283289458608e+09,0,'2026-05-17T17:47:12.894586+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://ishantgaurav.in/2021/06/22/complete-application-deployment-using-kubernetes','ishantgaurav.in: Complete Application Deployment using Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering ishantgaurav.in: Complete Application Deployment using Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903050338453102e+09,0,'2026-05-17T17:08:23.384531+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://ishantgaurav.in/2021/07/18/kubernetes-sidecar-container-pattern','ishantgaurav.in: Kubernetes – Sidecar Container Pattern','','N/A',0,'A curated technical resource and architectural guide covering ishantgaurav.in: Kubernetes – Sidecar Container Pattern in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903203656512093e+09,0,'2026-05-17T17:33:56.565121+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://ismiletechnologies.com/en_us/devsecops/secure-devops-kit-azureazsk','ismiletechnologies.com: Secure DevOps Kit For Azure(AzSK)','','2023',2,'An analysis of the Secure DevOps Kit for Azure, detailing its six key focus areas including subscription security, continuous assurance, and alerting. It provides a functional roadmap for integrating compliance checks into DevOps pipelines. It serves as a great introductory guide to understanding pre-cloud-native security assurance techniques.','N/A','Technical Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevSecOps & Platform Engineering", "Infrastructure Security", "AzSK Assessment"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://ismiletechnologies.com/en_us/devsecops/secure-devops-kit-azureazsk','ismiletechnologies.com: Secure DevOps Kit For Azure(AzSK)','','2023',2,'An analysis of the Secure DevOps Kit for Azure, detailing its six key focus areas including subscription security, continuous assurance, and alerting. It provides a functional roadmap for integrating compliance checks into DevOps pipelines. It serves as a great introductory guide to understanding pre-cloud-native security assurance techniques.','N/A','Technical Blog','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevSecOps & Platform Engineering", "Infrastructure Security", "AzSK Assessment"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{"duplicate_of": "https://github.com/azsk/DevOpsKit"}'); INSERT INTO "resources" VALUES('https://isoflow.io','Isoflow','','2024',3,'An emerging design canvas specialized in creating beautiful 3D isometric network and system architecture layouts. Ideal for producing high-fidelity structural graphics for engineering specifications.','TypeScript','Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture & Design", "Visualization", "3D Isometric"]','["[EMERGING]"]','[]','["cloud-arch-diagrams.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://isovalent.com/blog/post/2021-11-container-escape','isovalent.com: Detecting a Container Escape with Cilium and eBPF','','2021',0,'An in-depth case study of container escape tactics and real-time detection utilizing eBPF and Cilium. It highlights limits of traditional syscall auditing, showcasing how kernel-level hooks identify privilege escalation without agent-induced overhead. Live Grounding points to eBPF-based security as the modern baseline for runtime security orchestration.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Runtime Security", "eBPF & Cilium"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://isovalent.com/blog/post/azure-cni-cilium','isovalent.com: Announcing Azure CNI Powered by Cilium','','2022',0,'Isovalent''s technical summary showcasing Azure CNI powered by Cilium integration. This architecture combines Azure''s high-performance native routing fabrics with the advanced, secure eBPF-driven networking layer of Cilium. Represents the modern standard for fast AKS networking in 2026.','Markdown','Technical Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Networking & CNI", "Azure CNI Cilium"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://isovalent.com/blog/post/what-are-the-4-golden-signals-for-monitoring-kubernetes','isovalent.com: What are the 4 Golden Signals for Monitoring Kubernetes?','','2023',0,'Analyzes the implementation of Google''s ''Four Golden Signals'' within Kubernetes, highlighting how eBPF-powered tools like Cilium provide transparent application level metrics (latency, traffic, errors, saturation) without relying on traditional sidecar architectures.','None','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Modern Observability & Service Mesh", "Reliability Engineering", "eBPF-Based Telemetry"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-monitoring.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://isprox.com/16-estilos-liderazgo-cual-es-mas-efectivo','isprox.com: 16 Estilos de liderazgo: ΒΏcuΓ‘l es mΓ‘s efectivo?','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','3ff80c5eec8325ad0676446d5df37b5d77af27a71febd6c73aac11585126c1fb',100.0,1.77903071441006898e+09,0,'2026-05-17T17:11:54.410069+02:00',NULL,NULL,NULL,'[]','[]','["docs/project-management-methodology.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://isprox.com/16-estilos-liderazgo-cual-es-mas-efectivo','isprox.com: 16 Estilos de liderazgo: ΒΏcuΓ‘l es mΓ‘s efectivo?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','3ff80c5eec8325ad0676446d5df37b5d77af27a71febd6c73aac11585126c1fb',100.0,1.77903071441006898e+09,0,'2026-05-17T17:11:54.410069+02:00',NULL,NULL,NULL,'[]','[]','["docs/project-management-methodology.md"]','[]','{}','{"duplicate_of": "https://isprox.com/es/16-estilos-liderazgo-cual-es-mas-efectivo"}'); INSERT INTO "resources" VALUES('https://isprox.com/es/16-estilos-liderazgo-cual-es-mas-efectivo','isprox.com: 16 Estilos de liderazgo: ΒΏcuΓ‘l es mΓ‘s efectivo?','','2022',0,'Evaluates 16 distinct leadership models, contrasting authoritative and laissez-faire approaches with agile-friendly, situational, and servant leadership styles. Helps engineering directors choose a style matching their team''s level of maturity.','Spanish','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Management", "Leadership", "Organizational Design"]','["[COMMUNITY-TOOL]"]','[]','["project-management-methodology.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://istio.io','Istio.io','','2026',0,'Home of the de facto standard open-source service mesh. Implements a uniform plane for managing, securing, and routing microservices traffic across hybrid cloud container clusters.','English','Platform','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Service Mesh", "Networking", "Traffic Management"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md", "istio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://istio.io/blog/2020/tradewinds-2020','The Istio project just consolidated its control plane services: Pilot, Citadel,'' Galley, and the sidecar injector, into a single binary, __Istiod__','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','3de46fd0ea0aa3c429801bdfdd5630c2b2c5f87c9c44ecb9cde09b5162a82f6a',100.0,1.77903456919251608e+09,0,'2026-05-17T18:16:09.192516+02:00',NULL,NULL,NULL,'[]','[]','["docs/istio.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://istio.io/blog/2020/tradewinds-2020','The Istio project just consolidated its control plane services: Pilot, Citadel,'' Galley, and the sidecar injector, into a single binary, __Istiod__','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','3de46fd0ea0aa3c429801bdfdd5630c2b2c5f87c9c44ecb9cde09b5162a82f6a',100.0,1.77903456919251608e+09,0,'2026-05-17T18:16:09.192516+02:00',NULL,NULL,NULL,'[]','[]','["docs/istio.md"]','[]','{}','{"duplicate_of": "https://istio.io/latest/blog/2020/tradewinds-2020"}'); INSERT INTO "resources" VALUES('https://istio.io/latest/blog/2020/tradewinds-2020','The Istio project just consolidated its control plane services: Pilot, Citadel, Galley, and the sidecar injector, into a single binary, __Istiod__','','2020',0,'Architectural milestone document explaining the consolidation of Pilot, Citadel, Galley, and Sidecar Injector into the unified ''Istiod'' control plane. Significantly improved operator UX and runtime resource efficiency.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Service Mesh", "Architecture", "Evolution"]','["[COMMUNITY-TOOL]"]','[]','["istio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://istio.io/latest/blog/2021/external-locality-failover','istio.io: Configuring failover for external services','','2021',0,'Official technical documentation covering how to configure high-availability failover for services running outside the immediate mesh. Utilizes ServiceEntry, DestinationRule, and VirtualService configurations to coordinate multi-region and external egress redundancy.','English','Documentation','High',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Resilience"]','["[COMMUNITY-TOOL]"]','[]','["istio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://istio.io/latest/blog/2022/introducing-ambient-mesh','istio.io: Introducing Ambient Mesh','','2022',0,'Introduces Istio Ambient Mesh, an innovative sidecar-less service mesh architecture. Splits proxy responsibilities into a node-level shared zero-trust secure overlay (ztunnel) and optional Layer 7 waypoint proxies to reduce resource utilization.','English','Article','High',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Architecture"]','["[COMMUNITY-TOOL]"]','[]','["istio.md"]','{}','{}'); @@ -8188,7 +8188,7 @@ INSERT INTO "resources" VALUES('https://itnext.io/aks-performance-limit-ranges-8 INSERT INTO "resources" VALUES('https://itnext.io/ansible-and-jenkins-automate-your-scritps-8dff99ef653','itnext.io: Ansible and Jenkins β€” automate your scritps 🌟','','2021',0,'Explores the architectural integration of Ansible with Jenkins automation pipelines. By utilizing the Jenkins Ansible Plugin, it demonstrates how to leverage Jenkins for orchestration, scheduling, and secret management while offloading configuration deployment tasks to Ansible playbooks.','Groovy','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Continuous Integration", "Jenkins", "Ansible Integration"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md", "ansible.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/anthos-multi-cluster-management-aa6f2c03120d','itnext.io: Anthos β€” Multi-cluster Management','','2020',0,'Investigates the operational mechanics of Anthos multi-cluster registration, hub-and-spoke configuration, and telemetry collection. Shows how operators can deploy, manage, and monitor unified GKE environments spanning physical data centers and hyperscalers.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Hybrid & Multi-Cloud", "Anthos", "Multi-Cluster"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/architecting-kubernetes-clusters-choosing-a-cluster-size-92f6feaa2908','itnext.io: Architecting Kubernetes clusters β€” choosing a cluster size','','2022',0,'Evaluates control plane limits when scaling out node counts. Offers architectural guidance on managing etcd latency, sizing API servers, and planning node-pool capacities for high-throughput container platforms.','N/A','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cluster Architecture", "Sizing", "Worker Nodes"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://itnext.io/architecting-kubernetes-clusters-choosing-a-worker-node-size-b3729cc0c78f','itnext.io: Architecting Kubernetes clusters β€” choosing a worker node size','','2022',0,'Provides a practical framework for selecting compute instance sizes based on workload behavior. Compares reliability, failure-domain risk mitigation, container scheduling performance, and OS resources limits.','N/A','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cluster Architecture", "Sizing", "Worker Nodes"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://itnext.io/architecting-kubernetes-clusters-choosing-a-worker-node-size-b3729cc0c78f','itnext.io: Architecting Kubernetes clusters β€” choosing a worker node size','','2022',0,'Provides a practical framework for selecting compute instance sizes based on workload behavior. Compares reliability, failure-domain risk mitigation, container scheduling performance, and OS resources limits.','N/A','Article','Advanced',0,'duplicate','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cluster Architecture", "Sizing", "Worker Nodes"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{"duplicate_of": "https://itnext.io/architecting-kubernetes-clusters-choosing-a-cluster-size-92f6feaa2908"}'); INSERT INTO "resources" VALUES('https://itnext.io/argocd-secret-management-with-argocd-vault-plugin-539f104aff05','itnext.io: Solving ArgoCD Secret Management with the argocd-vault-plugin 🌟','','2021',0,'Discusses securing GitOps workflows by integrating HashiCorp Vault with Argo CD through the argocd-vault-plugin. Details how to avoid committing plain-text secrets to Git by dynamically injecting secrets during manifest generation.','Go','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Governance", "Secret Management", "Argo CD Plugins"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/argocd-users-access-and-rbac-ddf9f8b51bad','itnext.io: ArgoCD: users, access, and RBAC','','2021',3,'Details the configuration of user management, local accounts, and role-based access control (RBAC) in ArgoCD. Guides platform engineers through restricting access to specific applications, projects, or clusters using fine-grained policies.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "ArgoCD", "Security & Compliance", "RBAC"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["argo.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/automating-system-updates-for-kubernetes-clusters-using-ansible-94a70f4e1972','itnext.io: Automating System Updates for Kubernetes Clusters using Ansible','','2021',0,'A technical guide detailing the orchestration of OS-level patch management across Kubernetes worker and control-plane nodes using Ansible playbooks. It presents safe operational practices, including automated draining and unscheduling of nodes prior to updates, followed by post-update validation and uncordoning. 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Compares serverless Jenkins engines with traditional stateful master architectures.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI-CD", "Kubernetes Native", "Jenkins X"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/journey-of-a-microservice-application-in-the-kubernetes-world-6abd625c60fe','itnext.io: Journey Of A Microservice Application In The Kubernetes World 🌟','','2022',0,'Traces the structural lifecycle of a containerized microservice traversing deployment pipelines, service routing, and load balancing configurations. Provides practical insights into configuring readiness/liveness probes, autoscaling parameters, and ingress rules. Essential reference for microservice platform standardization.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Microservices", "Application Lifecycle"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://itnext.io/journey-of-a-microservice-application-in-the-kubernetes-world-bdfe795532ef','itnext.io: Journey Of A Microservice Application In The Kubernetes World','','2021',0,'Comprehensive architectural case study outlining the functional lifecycle journey of a microservice application cluster inside Kubernetes. Details cross-cutting concerns including distributed service discovery, secret distribution, configurations management, ingress controllers, and decentralized persistent data handling.','Go','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Microservices", "Design Patterns"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://itnext.io/journey-of-a-microservice-application-in-the-kubernetes-world-bdfe795532ef','itnext.io: Journey Of A Microservice Application In The Kubernetes World','','2021',0,'Comprehensive architectural case study outlining the functional lifecycle journey of a microservice application cluster inside Kubernetes. Details cross-cutting concerns including distributed service discovery, secret distribution, configurations management, ingress controllers, and decentralized persistent data handling.','Go','Article','Advanced',1,'duplicate','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Microservices", "Design Patterns"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{"duplicate_of": "https://itnext.io/journey-of-a-microservice-application-in-the-kubernetes-world-6abd625c60fe"}'); INSERT INTO "resources" VALUES('https://itnext.io/k8s-prevent-queue-worker-pod-from-being-killed-during-deployment-4252ea7c13f6','K8s prevent queue worker Pod from being killed during deployment','','2021',0,'This operations guide details how to prevent queue-consuming pods from being killed mid-job during rolling deployments on Kubernetes. It explains how to coordinate preStop hooks and terminationGracePeriodSeconds configurations.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Kubernetes", "Workload Management"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md", "message-queue.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/k8s-raise-statefulset-volume-size-with-low-impact-33fe1e2576f6','itnext.io: K8s raise StatefulSet volume size with low impact','','2021',0,'A crucial operations guide detailing how to safely expand Persistent Volume Claims (PVCs) bound to StatefulSets with minimal workload impact. Covers volume expansion capability (VolumeExpansion) within storage classes and live file-system resizing. (Live Grounding: Fundamental knowledge for running high-throughput production databases without service degradation).','YAML/Shell','Technical Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Infrastructure", "Kubernetes Core", "Storage Operations"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/k8s-tips-accessing-the-api-server-from-a-pod-f6f72bc847de','itnext.io: K8s Tips: Accessing the API Server From a Pod','','2021',0,'A precise guide demonstrating how to query the Kubernetes API server securely from inside a running Pod. It discusses how the kubelet automatically mounts the default ServiceAccount token, namespace identifier, and CA certificate into `/var/run/secrets/kubernetes.io/serviceaccount`, and details how to utilize these credentials in runtime clients.','Bash/YAML','Technical Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Security", "API Access"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); @@ -8336,7 +8336,7 @@ INSERT INTO "resources" VALUES('https://itnext.io/kubernetes-probes-startup-live INSERT INTO "resources" VALUES('https://itnext.io/kubernetes-rancher-cluster-manager-2-6-on-your-macos-laptop-with-k3d-k3s-in-5-min-8acdb94f3376','itnext.io: Kubernetes + Rancher Cluster Manager 2.6 on your macOS laptop with k3d/k3s in 5 min','','2021',0,'Curator Insight presents a 5-minute guide to bootstrapping Rancher 2.6 on macOS using k3d. Live engineering review in 2026 notes that while versions have moved on to Rancher 2.x/3.x, the underlying orchestration concepts of nesting Rancher inside containerized K3s nodes remain relevant for legacy environments.','English','Article','Medium',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Local Development", "Platform Management", "Rancher Setup"]','["[LEGACY]"]','[]','["rancher.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/kubernetes-readiness-probes-examples-common-pitfalls-136e3a9a058d','itnext.io: Kubernetes Readiness Probes β€” Examples & Common Pitfalls','','2021',0,'An analytical deep dive into the architecture of Readiness probes, focusing on common design anti-patterns. - Warns against linking Readiness checks to upstream dependencies (e.g., databases), which triggers cascading failures across services. -- Offers architectural guidelines for resilient, independent probe designs.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Workload Management", "Application Lifecycle", "Probes & Health Checks", "Readiness Probes"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); +- Offers architectural guidelines for resilient, independent probe designs.','English','Article','Intermediate',1,'duplicate','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Workload Management", "Application Lifecycle", "Probes & Health Checks", "Readiness Probes"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{"duplicate_of": "https://website.vcluster.com/blog/kubernetes-readiness-probes-examples-and-common-pitfalls"}'); INSERT INTO "resources" VALUES('https://itnext.io/kubernetes-resource-management-in-production-d5382c904ed1','itnext.io: Kubernetes Resource Management in Production','','2021',0,'Addresses the operational complexities of managing CPU and Memory resources in enterprise clusters. - Analyzes the direct impact of misaligned requests and limits on node scaling and scheduling. - Details robust strategies for avoiding OOM killers and kernel-level CPU starvation.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Resource Management", "Production Operations", "Capacity Management"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); @@ -8381,7 +8381,7 @@ INSERT INTO "resources" VALUES('https://itnext.io/observability-at-scale-52d0d9a INSERT INTO "resources" VALUES('https://itnext.io/observing-grpc-based-microservices-on-amazon-eks-running-istio-77ba90dd8cc0','itnext.io: Observing gRPC-based Microservices on Amazon EKS running Istio','','2021',0,'An observability-focused lab demonstrating how to monitor gRPC network flows inside Amazon EKS clusters running Istio. Covers Prometheus metric ingestion and Envoy access log configurations specifically optimized for HTTP/2 payloads.','English','Article','High',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "EKS"]','["[COMMUNITY-TOOL]"]','[]','["istio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/opentelemetry-understanding-sli-and-slo-with-opentelemetry-demo-74c1d0b263b0','itnext.io: OpenTelemetry β€” Understanding SLI and SLO with OpenTelemetry Demo','','2022',0,'An architectural deep-dive evaluating Service Level Indicators (SLIs) and Service Level Objectives (SLOs) within an active OpenTelemetry distributed microservices demo. Explores Prometheus alerts, collector architecture, and structured telemetry processing.','Go','Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "OpenTelemetry", "Reliability Engineering"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/performing-security-checks-for-deployed-kubernetes-manifests-fa9d442b7951','itnext.io: Performing Security Checks for Deployed Kubernetes Manifests','','2022',0,'Reviews technical methods to assess security profiles of Kubernetes configurations prior to cluster deployment. Explains standard static evaluation tools and custom policy syntax like Open Policy Agent (OPA) or Kyverno. Focuses on integrating these guardrails directly within pull request pipelines.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Static Analysis", "Manifest Auditing"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://itnext.io/platform-as-code-how-it-compares-with-infrastructure-as-code-and-what-it-enables-2684b348be2e','itnext.io: Platform-as-Code: how it relates to Infrastructure-as-Code and what it enables','','2022',4,'Delineates the evolution from standard Infrastructure-as-Code (IaC) to Platform-as-Code (PaC), where platform teams deliver fully orchestrated, self-service developer environments. Highlights how defining platforms declaratively abstracts raw cloud interfaces, simplifying application lifecycle deployment.','English','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps, Automation & Modern Systems Engineering", "Infrastructure-as-Code", "Platform Engineering"]','["[ENTERPRISE-STABLE]"]','[]','["iac.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://itnext.io/platform-as-code-how-it-compares-with-infrastructure-as-code-and-what-it-enables-2684b348be2e','itnext.io: Platform-as-Code: how it relates to Infrastructure-as-Code and what it enables','','2022',4,'Delineates the evolution from standard Infrastructure-as-Code (IaC) to Platform-as-Code (PaC), where platform teams deliver fully orchestrated, self-service developer environments. Highlights how defining platforms declaratively abstracts raw cloud interfaces, simplifying application lifecycle deployment.','English','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps, Automation & Modern Systems Engineering", "Infrastructure-as-Code", "Platform Engineering"]','["[ENTERPRISE-STABLE]"]','[]','["iac.md", "introduction.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/pod-rebalancing-and-allocations-in-kubernetes-df3dbfb1e2f9','itnext.io: POD rebalancing and allocations in kubernetes | Daniele Polencic 🌟🌟','','2023',2,'Analyzes Kubernetes eviction mechanisms, voluntary/involuntary pod disruption patterns, and descheduling strategies. Highlights the critical operational trade-offs of pod rebalancing and how Kubelet triggers evictions under memory and disk pressure scenarios.','Go','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Compute", "Pod Scheduling", "Resource Allocation"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/principles-patterns-and-practices-for-effective-infrastructure-as-code-e5f7bbe13df1','itnext.io: Principles, Patterns, and Practices for Effective Infrastructure as Code','','2021',0,'Maps out foundational engineering principles applied to Infrastructure as Code (IaC), including modular design, idempotency, and automated testing. These practices ensure underlying infrastructure layouts remain stable and predictable. This structural guidance is crucial to building scaling pipelines that feed into GitOps controllers.','Terraform','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Delivery", "Infrastructure as Code", "Patterns"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/processes-for-12-factor-microservice-applications-70551a9021b','itnext.io: Processes β€” for 12-factor Microservice Applications','','2022',0,'Unpacks Factor VI (Processes), requiring apps to run as stateless, shared-nothing executions. Details how to handle sticky sessions externally via Redis and run dynamic workloads cleanly across Kubernetes pods.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "Processes"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}'); @@ -8411,7 +8411,7 @@ INSERT INTO "resources" VALUES('https://itnext.io/sonarqube-running-tests-from-j INSERT INTO "resources" VALUES('https://itnext.io/state-of-persistent-storage-in-k8s-a-benchmark-77a96bb1ac29','itnext.io: State of Persistent Storage in K8s β€” A Benchmark','','2021',0,'A granular performance evaluation of stateful storage engines in Kubernetes environments, including OpenEBS, Rook-Ceph, and Longhorn. This benchmark measures key execution indicators like latency, IOPS, and CPU utilization, guiding system architects in selecting high-performance storage backends for critical databases.','English','Article','High',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Storage", "Kubernetes Storage", "Benchmarking"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-storage.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/stateful-workloads-in-kubernetes-e49b56a5959','itnext.io: How to Run Databases in Kubernetes','','2021',0,'A granular blueprint on configuring stateful workloads inside Kubernetes clusters. Details the practical implementation of Headless Services, stable network identifiers, local persistent volumes, and graceful cluster shutdowns.','English','Technical Guide','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data on Kubernetes", "Stateful Architecture", "Operational Guide"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["databases.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/sticky-sessions-and-canary-releases-in-kubernetes-8c45de2b0a2e','itnext.io: Sticky sessions canary releases in kubernetes Daniele Polencic','','2020',4,'Examines advanced routing configurations using NGINX Ingress Controller to implement sticky sessions in canary rollouts. Details how to direct user session pools safely to dynamic new feature pods without interrupting session persistence.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Traffic Management", "Ingress", "Canary Deployments"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://itnext.io/stupid-simple-scalability-dc4a7fbe67d6','itnext.io: Stupid Simple Scalability','','2020',0,'An easy-to-read conceptual architecture analysis outlining the pillars of horizontally scalable application design. Covers state decoupling, database indexing, and utilizing caching to guarantee high system availability.','N/A','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture & Strategy", "Scalability Foundations", "System Design"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-autoscaling.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://itnext.io/stupid-simple-scalability-dc4a7fbe67d6','itnext.io: Stupid Simple Scalability','','2020',0,'An easy-to-read conceptual architecture analysis outlining the pillars of horizontally scalable application design. Covers state decoupling, database indexing, and utilizing caching to guarantee high system availability.','N/A','Blog','Beginner',0,'duplicate','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture & Strategy", "Scalability Foundations", "System Design"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-autoscaling.md"]','{}','{"duplicate_of": "https://czakozoltan08.medium.com/stupid-simple-scalability-dc4a7fbe67d6"}'); INSERT INTO "resources" VALUES('https://itnext.io/stupid-simple-service-mesh-what-when-why-e9be9e5f4d41','itnext.io: Stupid Simple Service Mesh β€” What, When, Why 🌟','','2021',3,'A pragmatic introduction clarifying the core definitions, operational mechanics, and architectural justifications for a service mesh. Features simple, clear logic matrices to determine whether standard ingress controls are sufficient.','None','article','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Concepts"]','["[COMMUNITY-TOOL]"]','[]','["servicemesh.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/successful-short-kubernetes-stories-for-devops-architects-677f8bfed803','itnext.io: Successful & Short Kubernetes Stories For DevOps Architects','','2023',0,'A compilation of brief, high-impact architectural case studies illustrating real-world engineering failures and subsequent triumphs. It covers troubleshooting container networking, node resource exhaustion, and complex ingress rules.','English','Article Collection','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Case Studies", "Production Stories", "Troubleshooting"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/tagged/jenkins-x','itnext.io/tagged/jenkins-x','','2022',0,'Curated feed of tech posts detailing practical, hands-on implementations and configurations of Jenkins X within multi-cloud containerized environments. Useful for tracing evolution patterns.','English','Webpage','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI-CD", "Kubernetes Native", "Jenkins X"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}'); @@ -8445,18 +8445,18 @@ INSERT INTO "resources" VALUES('https://itrevolution.com/articles/get-started-wi INSERT INTO "resources" VALUES('https://itrevolution.com/articles/the-problem-with-org-charts','itrevolution.com: The Problem With Org Charts','','2020',0,'Explores the friction between traditional hierarchical organizational charts and the dynamic, communication-focused patterns required for modern software delivery. Highlights how Conway''s Law dictates that systems design mirrors communication structures, recommending shifting towards Team Topologies-aligned structures to streamline product delivery.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Organizational Design", "Team Topologies", "Team Structure"]','["[COMMUNITY-TOOL]"]','[]','["project-management-methodology.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itrevolution.com/author/gene-kim',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','6f51866e04b84b8bc8c034a1c814d562c174c736a0ecf55026c93e981f7a574b',100.0,1.77913049502933692e+09,0,'2026-05-18T20:54:55.029337+02:00',NULL,NULL,NULL,'[]','[]','["docs/devops.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://itrevolution.com/faculty/gene-kim',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','b83fef24ab0340f70f12d81cf38a2f6afa58ddb2e5c14b366efba176753abc58',100.0,1.77903041911073398e+09,0,'2026-05-17T17:06:59.110734+02:00',NULL,NULL,NULL,'[]','[]','["docs/devops.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://itrevolution.com/get-started-with-team-topologies-in-8-steps','itrevolution.com: Get Started With Team Topologies In 8 Steps','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','f5f31d0c1889fec52864d5ec5b2cad5c7638512e2f4b565160ca7d0a2b5d9763',100.0,1.77903123158079195e+09,0,'2026-05-17T17:20:31.580792+02:00',NULL,NULL,NULL,'[]','[]','["docs/project-management-methodology.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://itrevolution.com/the-problem-with-org-charts','itrevolution.com: The Problem With Org Charts','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','62ebd83060da79481ca89a22949ad2dece3148a845bbae3b27859939cd84b832',100.0,1.77903343663924694e+09,0,'2026-05-17T17:57:16.639247+02:00',NULL,NULL,NULL,'[]','[]','["docs/project-management-methodology.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://itrevolution.com/get-started-with-team-topologies-in-8-steps','itrevolution.com: Get Started With Team Topologies In 8 Steps','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f5f31d0c1889fec52864d5ec5b2cad5c7638512e2f4b565160ca7d0a2b5d9763',100.0,1.77903123158079195e+09,0,'2026-05-17T17:20:31.580792+02:00',NULL,NULL,NULL,'[]','[]','["docs/project-management-methodology.md"]','[]','{}','{"duplicate_of": "https://itrevolution.com/articles/get-started-with-team-topologies-in-8-steps"}'); +INSERT INTO "resources" VALUES('https://itrevolution.com/the-problem-with-org-charts','itrevolution.com: The Problem With Org Charts','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','62ebd83060da79481ca89a22949ad2dece3148a845bbae3b27859939cd84b832',100.0,1.77903343663924694e+09,0,'2026-05-17T17:57:16.639247+02:00',NULL,NULL,NULL,'[]','[]','["docs/project-management-methodology.md"]','[]','{}','{"duplicate_of": "https://itrevolution.com/articles/the-problem-with-org-charts"}'); INSERT INTO "resources" VALUES('https://itsfoss.com/exa','itsfoss.com/exa','','2021',0,'Curator insight outlines `exa` as a rust-based colorized replacement for the traditional `ls` command. Live grounding signals that `exa` is now archived and deprecated; modern systems deploy `eza` to preserve safe directory printing and performance traits.','Rust','Command-Line Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Linux", "Command Line", "Productivity"]','["[GUIDE]", "[LEGACY]"]','[]','["linux.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itsfoss.com/gitter','itsfoss.com: Gitter: A Cross-Platform Open Source Community Platform for Developers','','2020',0,'An exploration of Gitter, a highly integrated developer-focused chat tool. Note: In late 2020, Gitter migrated its infrastructure to the Matrix network, moving away from legacy proprietary structures.','English','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Productivity", "Collaboration", "Chat Platforms"]','["[LEGACY]"]','[]','["project-management-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itsfoss.com/htop-alternatives','itsfoss.com: 5 htop Alternatives to Enhance Your Linux System Monitoring Experience','','2022',0,'Evaluates advanced alternative monitoring frameworks like `btop`, `glances`, and `gtop`. 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It explores concepts such as immutable builds, metadata tagging, and geo-replication of artifact registries. An essential document for platform architects planning large-scale rollouts.','N/A','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Artifact Management", "Package Repositories", "JFrog Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["registries.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://jhhemal.medium.com/some-essential-built-in-tools-for-working-with-lists-81c4f9d5f25e','jhhemal.medium.com: Some Essential Built-in Tools for Working with Lists','','N/A',0,'A curated technical resource and architectural guide covering jhhemal.medium.com: Some Essential Built-in Tools for Working with Lists in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903102573388504e+09,0,'2026-05-17T17:17:05.733885+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://jhhemal.medium.com/some-tips-and-tricks-for-writing-better-code-in-python-f65e4b6814fd','jhhemal.medium.com: Some Tips and Tricks for Writing Better Code in Python','','N/A',0,'A curated technical resource and architectural guide covering jhhemal.medium.com: Some Tips and Tricks for Writing Better Code in Python in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903366320259094e+09,0,'2026-05-17T18:01:03.202591+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://jijujacob27.medium.com/sharded-saas-applications-on-kubernetes-using-helm-argocd-and-argo-rollouts-a683c66f8646','jijujacob27.medium.com: Sharded applications on Kubernetes using Helm, ArgoCD,'' and Argo-Rollouts','','N/A',0,'A curated technical resource and architectural guide covering jijujacob27.medium.com: Sharded applications on Kubernetes using Helm, ArgoCD,'' and Argo-Rollouts in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903092782311797e+09,0,'2026-05-17T17:15:27.823118+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/argo.md"]','["argo.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://jimangel.io/post/auto-gitops-isitstillrunning.com','jimangel.io: Self-Updating GitOps','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','555839b76c0b70ea769ee625f61e9a3c742917b26c280660bc222d9418eaf926',100.0,1.77903189652417111e+09,0,'2026-05-17T17:31:36.524171+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://jimangel.io/post/auto-gitops-isitstillrunning.com','jimangel.io: Self-Updating GitOps','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','555839b76c0b70ea769ee625f61e9a3c742917b26c280660bc222d9418eaf926',100.0,1.77903189652417111e+09,0,'2026-05-17T17:31:36.524171+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{"duplicate_of": "https://www.jimangel.io/posts/self-updating-gitops"}'); INSERT INTO "resources" VALUES('https://jimmydqv.com/iam-anywhere','jimmydqv.com: AWS IAM Anywhere 🌟','- Most of us that have worked with cloud long enough has encountered hybrid cloud solutions in one way or another. I often see clients with some parts, or applications, running on-premises that need to call AWS services. I''m working with an client with an application running on-premises. The application gather data from different sources, and then upload the data files to an Amazon S3 Bucket. The data is imported and analyzed in the cloud. Up till now I needed to create an IAM User and generate long lived credentials that the on-premises part could use. That is until the recent release of IAM Anywhere. - IAM Anywhere rely on Public key Infrastructure (PKI) and exchange x.509 certificates for temporary AWS IAM credentials. You establish a trust between you AWS account and a Certificate Authority (CA), a trust anchor. Certificates issued by that CA can then be used to get credentials. Fields, like the Common Name (CN), in the certificate can be used as conditions in policies to limit what IAM Roles that can be assumed.','2022',0,'A hands-on case study explaining how to integrate on-premises ingestion workloads with AWS S3 using AWS IAM Roles Anywhere. It highlights the PKI handshake mechanism exchanging x.509 certificates for short-lived STS credentials, effectively deprecating long-lived IAM user keys in non-cloud environments.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Identity", "AWS IAM", "Hybrid Cloud Identity"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://jimmysong.io/awesome-cloud-native','Awesome Cloud Native','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','37d670790e1825ff817a5ce878eebf563c5a137963e056c6fe213e77b2d218ee',100.0,1.77903180983057498e+09,0,'2026-05-17T17:30:09.830575+02:00',NULL,NULL,NULL,'[]','[]','["docs/other-awesome-lists.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://jimmysong.io/awesome-cloud-native','Awesome Cloud Native','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','37d670790e1825ff817a5ce878eebf563c5a137963e056c6fe213e77b2d218ee',100.0,1.77903180983057498e+09,0,'2026-05-17T17:30:09.830575+02:00',NULL,NULL,NULL,'[]','[]','["docs/other-awesome-lists.md"]','[]','{}','{"duplicate_of": "https://awesome.jimmysong.io"}'); INSERT INTO "resources" VALUES('https://jimmysong.io/blog/sidecar-injection-iptables-and-traffic-routing','jimmysong.io: Understanding the Sidecar Injection, Traffic Intercepting & Routing Process in Istio','','2021',0,'A deep dive into the mechanics of sidecar injection, iptables configuration, and traffic redirection in Istio. Indispensable reading for platform architects needing to diagnose internal routing mechanisms or design custom networking overlays.','English','Article','High',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Internals"]','["[COMMUNITY-TOOL]"]','[]','["istio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://jimmysong.io/en/blog/sidecar-injection-iptables-and-traffic-routing','jimmysong.io: Understanding the Sidecar Injection, Traffic Intercepting'' & Routing Process in Istio','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','06de95ed854b85dd465e84cbd7ff9ce3dee989c0c758582dff6ec6d2eaf4aefe',100.0,1.77902983818505907e+09,0,'2026-05-17T16:57:18.185059+02:00',NULL,NULL,NULL,'[]','[]','["docs/istio.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://jimmysong.io/kubernetes-handbook/concepts/pod.html','jimmysong.io/kubernetes-handbook/concepts/pod.html 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','7a2d7655e4722cb3117f2029a981d9878d43d683d0b4a00868492609d26d8818',100.0,1.77903264449981689e+09,0,'2026-05-17T17:44:04.499817+02:00',NULL,NULL,NULL,'[]','[]','["docs/cheatsheets.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://jimmysong.io/kubernetes-handbook/guide/using-kubectl.html','jimmysong.io: kubectl cheat sheet 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','7a2d7655e4722cb3117f2029a981d9878d43d683d0b4a00868492609d26d8818',100.0,1.77903103734107494e+09,0,'2026-05-17T17:17:17.341075+02:00',NULL,NULL,NULL,'[]','[]','["docs/cheatsheets.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://jimmysong.io/en/blog/sidecar-injection-iptables-and-traffic-routing','jimmysong.io: Understanding the Sidecar Injection, Traffic Intercepting'' & Routing Process in Istio','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','06de95ed854b85dd465e84cbd7ff9ce3dee989c0c758582dff6ec6d2eaf4aefe',100.0,1.77902983818505907e+09,0,'2026-05-17T16:57:18.185059+02:00',NULL,NULL,NULL,'[]','[]','["docs/istio.md"]','[]','{}','{"duplicate_of": "https://jimmysong.io/blog/sidecar-injection-iptables-and-traffic-routing"}'); +INSERT INTO "resources" VALUES('https://jimmysong.io/kubernetes-handbook/concepts/pod.html','jimmysong.io/kubernetes-handbook/concepts/pod.html 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7a2d7655e4722cb3117f2029a981d9878d43d683d0b4a00868492609d26d8818',100.0,1.77903264449981689e+09,0,'2026-05-17T17:44:04.499817+02:00',NULL,NULL,NULL,'[]','[]','["docs/cheatsheets.md"]','[]','{}','{"duplicate_of": "https://jimmysong.io/zh/book/kubernetes-handbook"}'); +INSERT INTO "resources" VALUES('https://jimmysong.io/kubernetes-handbook/guide/using-kubectl.html','jimmysong.io: kubectl cheat sheet 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7a2d7655e4722cb3117f2029a981d9878d43d683d0b4a00868492609d26d8818',100.0,1.77903103734107494e+09,0,'2026-05-17T17:17:17.341075+02:00',NULL,NULL,NULL,'[]','[]','["docs/cheatsheets.md"]','[]','{}','{"duplicate_of": "https://jimmysong.io/kubernetes-handbook/concepts/pod.html"}'); INSERT INTO "resources" VALUES('https://jimmysong.io/zh/book/kubernetes-handbook','jimmysong.io/kubernetes-handbook/concepts/pod.html 🌟','','2026',0,'A highly authoritative, Chinese-language Kubernetes conceptual handbook. Curator Insight ranks this as a leading resource for Asian cloud migrations. Live Grounding corroborates its influence on local cloud-native training curricula and infrastructure design.','Chinese','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform", "Container Orchestration", "Kubernetes"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://jinwookim928.medium.com/automation-script-for-git-flow-on-powershell-70d0596f6da8','jinwookim928.medium.com: Automation Script for Git Flow on PowerShell','','N/A',0,'A curated technical resource and architectural guide covering jinwookim928.medium.com: Automation Script for Git Flow on PowerShell in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033236.64424,0,'2026-05-17T17:53:56.644240+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://jinwookim928.medium.com/intro-to-event-driven-architecture-79914e5969d7','jinwookim928.medium.com: Why Not Event Driven Architecture?','','N/A',0,'A curated technical resource and architectural guide covering jinwookim928.medium.com: Why Not Event Driven Architecture? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903184434223699e+09,0,'2026-05-17T17:30:44.342237+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); @@ -8654,7 +8654,7 @@ INSERT INTO "resources" VALUES('https://johnclarke73.medium.com/our-continuous-d INSERT INTO "resources" VALUES('https://johnlokerse.dev/2024/02/05/lint-azure-bicep-templates-in-azure-devops','johnlokerse.dev: Lint Azure Bicep templates in Azure DevOps','','2024',0,'Illustrates the integration of Bicep linting tools within Azure DevOps build pipelines. 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It covers secure proxying, namespace-level configurations, and JWT token passing.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["API Development", "Kubernetes Administration", "Swagger UI"]','["[COMMUNITY-TOOL]"]','[]','["swagger-code-generator-for-rest-apis.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://josephrodriguezg.medium.com/deploying-a-spring-boot-application-in-kubernetes-using-helm-charts-5c04c2d46e16','josephrodriguezg.medium.com: Deploying a Spring Boot microservice in Kubernetes'' using Helm charts','','N/A',0,'A curated technical resource and architectural guide covering josephrodriguezg.medium.com: Deploying a Spring Boot microservice in Kubernetes'' using Helm charts in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790298780524671e+09,0,'2026-05-17T16:57:58.052467+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://joseprsm.medium.com/how-to-build-machine-learning-models-that-train-themselves-bbc87499ca5','joseprsm.medium.com: How to build Machine Learning models that train themselves','','N/A',0,'A curated technical resource and architectural guide covering joseprsm.medium.com: How to build Machine Learning models that train themselves in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902926777685499e+09,0,'2026-05-17T16:47:47.776855+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/mlops.md"]','["mlops.md"]','{}','{}'); @@ -8663,7 +8663,7 @@ INSERT INTO "resources" VALUES('https://journeyofthegeek.com/2024/05/10/azure-au INSERT INTO "resources" VALUES('https://jpastreamer.org','JPA streamer 🌟','','2021',0,'An open-source library that allows developers to write standard JPA queries using Java''s functional Stream API. 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Offers foundational reference templates for multi-tier microservices, storage configuration, and workload orchestration.','YAML','Reference Collection','Medium',1,'duplicate','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes Manifests", "Reference Architecture"]','["[COMMUNITY-TOOL]"]','[]','["yaml.md"]','{}','{"is_special": true, "duplicate_of": "https://github.com/ContainerSolutions/kubernetes-examples"}'); INSERT INTO "resources" VALUES('https://k8s.af','k8s.af 🌟','','2024',0,'A highly regarded community collection documenting real-world public post-mortems of major Kubernetes infrastructure outages. 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It is a premier tool in the shift towards AI-powered autonomous operations (AIOps).','Go','Product Page / Tool','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Operations", "AI-Powered Operations (AIOps)", "Kubernetes Troubleshooting"]','["[COMMUNITY-TOOL]"]','[]','["ai.md", "chatgpt.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://k8slens.dev','Lens Kubernetes IDE 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','e860aaafc139aee65bdb9b202cd7b3ebf039f4b0119839f709cbcabbd0da5bbf',100.0,1.77903292316241407e+09,0,'2026-05-17T17:48:43.162414+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://k8slens.dev','Lens Kubernetes IDE 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e860aaafc139aee65bdb9b202cd7b3ebf039f4b0119839f709cbcabbd0da5bbf',100.0,1.77903292316241407e+09,0,'2026-05-17T17:48:43.162414+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{"duplicate_of": "https://lenshq.io"}'); INSERT INTO "resources" VALUES('https://k8spatterns.io','k8spatterns.io: Free Kubernetes Patterns e-book','','N/A',0,'A curated technical resource and architectural guide covering k8spatterns.io: Free Kubernetes Patterns e-book in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903033951720905e+09,0,'2026-05-17T17:05:39.517209+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://k8spharos.dev','Pharos 🌟','','N/A',0,'A curated technical resource and architectural guide covering Pharos 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790334245105319e+09,0,'2026-05-17T17:57:04.510532+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-on-premise.md", "docs/matrix-table.md"]','["kubernetes-on-premise.md", "matrix-table.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://k8spin.cloud/oss-projects','Discover K8Spin open source software','','2024',0,'The main portal cataloging K8Spin''s open-source projects. Focuses on lightweight cluster sharing tools, providing APIs designed to bootstrap secure developer workspaces instantly.','N/A','Registry','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Multi-Tenancy", "Registries & Catalogs"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-operators-controllers.md"]','{}','{}'); @@ -8744,8 +8744,8 @@ INSERT INTO "resources" VALUES('https://k8syaml.com','k8syaml.com 🌟','','2021 INSERT INTO "resources" VALUES('https://k8up.io','k8up.io','','2025',4,'K8up uses standard CRD objects to configure high-frequency Restic backups on selected persistent volumes. Offers integrated S3 exports, backup target management, and pruning policies.','Go','Operator','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Data Protection", "Kubernetes Backup Operators"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-backup-migrations.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://k8z.dev','k8z.dev: A lightweight, modern mobile and desktop application for manage kubernetes. Easily for use fast, secure','','2024',3,'A modern, lightweight cross-platform desktop and mobile app engineered for low-memory footprint cluster monitoring. Emphasizes swift, responsive transitions and secure local storage of cluster context data.','TypeScript','Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "UI & Dashboards", "Desktop Client"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-based-devel.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://k9scli.io','==k9scli.io==','','2026',0,'The K9scli portal is the home of K9s, the terminal-based user interface designed to streamline real-time Kubernetes interaction. By abstracting kubectl command sequences into fast, keyboard-driven hotkeys, it has earned standard status in modern DevOps environments. This site serves as the starting point for setting up K9s skins, plugins, and custom cluster views.','Markdown','Documentation','Beginner',0,'online','manual','98e04a13ea4082c8fa8323ccc7cf9d53649f1326d1f2453ff3de5037e68020d8',100.0,1.7790345690960071e+09,1,'2026-05-17T18:16:09.096007+02:00',NULL,NULL,NULL,'["Operations", "Command Line Interfaces", "Cluster Management"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kafka-tutorials.confluent.io','kafka-tutorials.confluent.io 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','8186eb2c5e4fe5bf3fda69dbe0e853a6d90200c52b5a98bfc159fa073e880296',100.0,1779034477.1704,0,'2026-05-17T18:14:37.170400+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://kafka-tutorials.confluent.io/how-to-count-messages-on-a-kafka-topic/ksql.html','kafka-tutorials.confluent.io: How to count messages in a Kafka topic','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','b1456beaaa454ef29207eade70e1850ccb7521637951b2f4ea5d51ea8ca73098',100.0,1.77903152129770803e+09,0,'2026-05-17T17:25:21.297708+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://kafka-tutorials.confluent.io','kafka-tutorials.confluent.io 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8186eb2c5e4fe5bf3fda69dbe0e853a6d90200c52b5a98bfc159fa073e880296',100.0,1779034477.1704,0,'2026-05-17T18:14:37.170400+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://developer.confluent.io/tutorials"}'); +INSERT INTO "resources" VALUES('https://kafka-tutorials.confluent.io/how-to-count-messages-on-a-kafka-topic/ksql.html','kafka-tutorials.confluent.io: How to count messages in a Kafka topic','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b1456beaaa454ef29207eade70e1850ccb7521637951b2f4ea5d51ea8ca73098',100.0,1.77903152129770803e+09,0,'2026-05-17T17:25:21.297708+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://developer.confluent.io/confluent-tutorials/count-messages/ksql"}'); INSERT INTO "resources" VALUES('https://kafka-tutorials.confluent.io/join-a-stream-to-a-table/kstreams.html','kafka-tutorials.confluent.io: How to join a stream and a lookup table 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','ad78fd14f6f8e96bde7a81b75de9a6910753d28ad7099ee34d7a8fb07e367d71',100.0,1.77903428921558904e+09,0,'2026-05-17T18:11:29.215589+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://kafka.apache.org','Apache Kafka','','2026',5,'Apache Kafka is the de facto industry-standard distributed event streaming platform. Operating on a partitioned, append-only log model, Kafka handles millions of messages per second with fault-tolerant durability, acting as the centralized real-time nervous system for microservices.','Java','Platform','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Engineering", "Event Streaming", "Apache Kafka"]','["[DE FACTO STANDARD]"]','[]','["message-queue.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kailashyogeshwar.medium.com/how-we-implemented-reusable-ci-cd-pipeline-using-git-and-tekton-503bed91975b','kailashyogeshwar.medium.com: How we implemented Reusable CI/CD Pipeline using Git and Tekton','','2020',0,'Focuses on building highly reusable CI/CD pipelines on Git and Tekton. Demonstrates decoupling generic build parameters from execution manifests, allowing development teams to share pipelines easily across projects.','Yaml','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Delivery", "CI/CD Pipelines", "Tekton Templates"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); @@ -8761,11 +8761,11 @@ INSERT INTO "resources" VALUES('https://kanister.io','kanister.io 🌟','','N/A' INSERT INTO "resources" VALUES('https://kapeli.com/cheat_sheets/Sourcetree.docset/Contents/Resources/Documents/index','Sourcetree Cheat Sheet','','2023',3,'Curator Insight: Dedicated guide for Atlassian''s popular Sourcetree GUI client. Live Grounding: Maps graphic operations (interactive staging, repository cloning, flow configuration) back to basic CLI operations, reducing friction for non-CLI native engineers.','HTML','Client Reference','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Development", "Version Control", "Git Clients"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kapeli.com/cheatsheets','Dash Cheat Sheets','','2026',3,'A community-contributed aggregation of software-specific cheat sheets designed for Dash. Provides immediate keybinding and structural shortcuts across various developer tools, languages, and container technologies.','HTML','Cheat Sheet','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Productivity", "Documentation Tools", "Offline Readers"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kapeli.com/dash','Dash for MacOS','','2026',4,'A premium, offline-first documentation browser for macOS that integrates with over 200 API documentation sets. Enables instant searching of code blocks, APIs, and frameworks, reducing lookup latency and boosting local engineering velocity.','N/A','Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Productivity", "Documentation Tools", "Offline Readers"]','["[ENTERPRISE-STABLE]"]','[]','["cheatsheets.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kapitan.dev','Kapitan','','2022',4,'An open-source configuration management engine built to generate clean declarative configurations (Kubernetes manifests, Terraform, Ansible) using Python and Jsonnet. Kapitan simplifies managing configurations for multiple environments by using a single source of truth.','Python','tool','advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Operations", "Kubernetes", "Advanced Templating"]','["[ENTERPRISE-STABLE]"]','[]','["devsecops.md"]','{}','{"is_special": true}'); +INSERT INTO "resources" VALUES('https://kapitan.dev','Kapitan','','2022',4,'An open-source configuration management engine built to generate clean declarative configurations (Kubernetes manifests, Terraform, Ansible) using Python and Jsonnet. Kapitan simplifies managing configurations for multiple environments by using a single source of truth.','Python','tool','advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Operations", "Kubernetes", "Advanced Templating"]','["[ENTERPRISE-STABLE]"]','[]','["devsecops.md", "yaml.md"]','{}','{"is_special": true}'); INSERT INTO "resources" VALUES('https://karenapp.io','Karen','','2023',0,'AI-assisted scheduling tool featuring conversational UI interfaces. Automates appointment bookings and coordinates meeting slots through direct text and chat platform integrations.','Python','SaaS','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Collaborative Operations", "Workspace Scheduling", "Commercial Tools"]','["[COMMUNITY-TOOL]"]','[]','["appointment-scheduling.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://karenapp.io/articles/calendly-vs-scheduleonce','karenapp.io: Calendly vs ScheduleOnce','','2023',0,'Analyzes the feature sets of Calendly and ScheduleOnce. Maps Calendly''s individual link-sharing speed against ScheduleOnce''s complex multi-tier lead generation and round-robin routing flows.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Collaborative Operations", "Workspace Scheduling", "Market Comparisons"]','["[COMMUNITY-TOOL]"]','[]','["appointment-scheduling.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kargo.akuity.io',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','20c9faca08485292e66dc1b1f3e470296759a36ece518a7d9549424e5d198e50',100.0,1.77903072710989689e+09,0,'2026-05-17T17:12:07.109897+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://karlstoney.com/2019/05/31/istio-503s-ucs-and-tcp-fun-times','karlstoney.com: Istio 503''s with UC''s and TCP Fun Times','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','d1362fbdee11110a1600d59d9add81f078a1c1afedbce49e5215c92fa59d9cd1',100.0,1.77902999170568799e+09,0,'2026-05-17T16:59:51.705688+02:00',NULL,NULL,NULL,'[]','[]','["docs/istio.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://karlstoney.com/2019/05/31/istio-503s-ucs-and-tcp-fun-times','karlstoney.com: Istio 503''s with UC''s and TCP Fun Times','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d1362fbdee11110a1600d59d9add81f078a1c1afedbce49e5215c92fa59d9cd1',100.0,1.77902999170568799e+09,0,'2026-05-17T16:59:51.705688+02:00',NULL,NULL,NULL,'[]','[]','["docs/istio.md"]','[]','{}','{"duplicate_of": "https://karlstoney.com/istio-503s-ucs-and-tcp-fun-times"}'); INSERT INTO "resources" VALUES('https://karlstoney.com/istio-503s-ucs-and-tcp-fun-times','karlstoney.com: Istio 503''s with UC''s and TCP Fun Times','','2021',0,'High-impact technical case study investigating intermittent HTTP 503 errors and connection closure (UC) challenges under high TCP load inside Istio service meshes. Excellent deep-dive into sidecar race conditions.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Service Mesh", "Networking", "Troubleshooting"]','["[COMMUNITY-TOOL]"]','[]','["istio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://karneliuk.com/2019/07/rest-api-1-basics-cheat-sheet-ansible-bash-postman-and-python-for-get-using-netbox-and-docker-as-examples','karneliuk.com: REST API 1. Basics cheat sheet (Ansible, Bash, Postman, and Python) for GET using NetBox and Docker as examples','','2019',2,'Hands-on implementation guide for REST API execution using Ansible, Bash, Postman, and Python with a practical focus on GET operations. Leverages Docker-hosted NetBox to demonstrate programmatic network configuration management and automation strategies.','Python','Cheat Sheet','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "APIs", "Automation & Scripting"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://karneliuk.com/2019/08/rest-api-2-basics-cheat-sheet-ansible-bash-postman-and-python-for-post-delete-using-netbox-and-docker-as-examples','karneliuk.com: REST API 2. Basics cheat sheet (Ansible, Bash, Postman, and Python) for POST/DELETE using NetBox and Docker as examples','','2019',2,'Part two of the automation guide, expanding API execution into state-changing operations via POST and DELETE methods. Demonstrates transactional lifecycle management of infrastructure objects through multi-tool automation scripts across containerized environments.','Python','Cheat Sheet','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "APIs", "Automation & Scripting"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}'); @@ -8775,9 +8775,9 @@ INSERT INTO "resources" VALUES('https://kb.wisc.edu/ns/page.php?id=3493','wisc.e INSERT INTO "resources" VALUES('https://kccncna20.sched.com/event/ekAd/a-walk-through-the-kubernetes-ui-landscape-joaquim-rocha-kinvolk-henning-jacobs-zalando-se','kccncna20.sched.com: A Walk Through the Kubernetes UI Landscape','','N/A',0,'A curated technical resource and architectural guide covering kccncna20.sched.com: A Walk Through the Kubernetes UI Landscape in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173601271001291e+09,0,'2026-06-18T00:40:12.710013+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-based-devel.md"]','["kubernetes-based-devel.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kdo.dev','Kdo: deployless development on Kubernetes 🌟','','2022',0,'Bypasses standard development lifecycles by executing code directly inside Kubernetes environments. It connects local systems directly with cluster networks, eliminating slow container build-and-push cycles.','Go','CLI Tool','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Experience", "Inner Loop", "Development Tools", "Operators"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-operators-controllers.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kean.blog/post/trunk-based-development','kean.github.io: Trunk-Based Development','','2020',0,'A practical retrospective examining the execution of Trunk-Based Development (TBD) within cloud environments. Explores how fast feedback loops, automated testing, and branch-by-abstraction strategies work together to eliminate long-lived branching headaches.','Markdown','Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control Systems", "Git Workflows"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["git.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kean.github.io/post/trunk-based-development','kean.github.io: Trunk-Based Development','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','661f2f465cbec17ffb636d8b221b0a905ddf611f4bc61a2f096ce074f1f0434d',100.0,1.77903446171072292e+09,0,'2026-05-17T18:14:21.710723+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://kean.github.io/post/trunk-based-development','kean.github.io: Trunk-Based Development','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','661f2f465cbec17ffb636d8b221b0a905ddf611f4bc61a2f096ce074f1f0434d',100.0,1.77903446171072292e+09,0,'2026-05-17T18:14:21.710723+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://kean.blog/post/trunk-based-development"}'); INSERT INTO "resources" VALUES('https://keda.sh','keda.sh: Kubernetes Event-driven Autoscaling. Application autoscaling made simple.','','2024',0,'KEDA (Kubernetes Event-driven Autoscaling) is a CNCF Graduate project that brings event-driven autoscaling to Kubernetes workloads. Acting as a custom metrics adapter, it integrates seamlessly with external event sources (e.g., Kafka, RabbitMQ, Prometheus) to drive Horizontal Pod Autoscaler behaviors, including scaling down to zero.','Go','Project','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Platform", "Autoscaling", "Event-Driven Scaling"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-autoscaling.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://keepler.io/2021/03/gestionando-el-control-de-accesos-en-nuestro-data-lake-en-aws','keepler.io: Gestionando el control de accesos en nuestro data lake en AWS','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','c59d253a5e81c27921a261395e22de1d7b794bf842be6593aace2dc52766cad5',100.0,1.77903143320055699e+09,0,'2026-05-17T17:23:53.200557+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-security.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://keepler.io/2021/03/gestionando-el-control-de-accesos-en-nuestro-data-lake-en-aws','keepler.io: Gestionando el control de accesos en nuestro data lake en AWS','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c59d253a5e81c27921a261395e22de1d7b794bf842be6593aace2dc52766cad5',100.0,1.77903143320055699e+09,0,'2026-05-17T17:23:53.200557+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-security.md"]','[]','{}','{"duplicate_of": "https://keepler.io/es/2021/03/15/gestionando-el-control-de-accesos-en-nuestro-data-lake-en-aws"}'); INSERT INTO "resources" VALUES('https://keepler.io/es/2021/03/15/gestionando-el-control-de-accesos-en-nuestro-data-lake-en-aws','keepler.io: Gestionando el control de accesos en nuestro data lake en AWS','','2021',0,'A technical case study analyzing fine-grained data-access patterns inside AWS-based Data Lakes. Outlines integrations with AWS Lake Formation, Tag-based IAM access control, and metadata catalog security schemes to implement secure data-at-rest policies.','Spanish','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "AWS", "Database Security"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://keithtenzer.com/openshift/openshift-4-aws-ipi-installation-getting-started-guide',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','d75c703f3e8d2a66f0c9cc643dc6771f2da8c5abd84ae44d34156e5698d59abb',100.0,1.77903392344598793e+09,1,'2026-05-17T18:05:23.445988+02:00',NULL,NULL,NULL,'[]','[]','["docs/about.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://kelda.io/blog/sres-should-manage-development-environments','kelda.io: Why SREs Should be Responsible for Development Environments','','N/A',0,'A curated technical resource and architectural guide covering kelda.io: Why SREs Should be Responsible for Development Environments in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903068304399704e+09,0,'2026-05-17T17:11:23.043997+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/sre.md"]','["sre.md"]','{}','{}'); @@ -8785,7 +8785,7 @@ INSERT INTO "resources" VALUES('https://kemilad.medium.com/monitoring-stack-depl INSERT INTO "resources" VALUES('https://kenmugrage.com/2017/05/05/my-new-definition-of-devops',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual',NULL,80.0,1.77903043399690508e+09,0,'2026-05-17T17:07:13.996905+02:00',NULL,NULL,NULL,'[]','[]','["docs/devops.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://kenneth.io/post/introducing-remote-debugging-of-nodejs-apps-on-azure-app-service-from-vs-code-in-public-preview','kenneth.io: Introducing remote debugging of Node.js apps on Azure App Service'' from VS Code','','2018',0,'A technical guide demonstrating remote debugging for Node.js workloads deployed inside Azure App Service from local VS Code setups. Illustrates configuration of secure web sockets for remote diagnostic channels.','JavaScript','Article','Intermediate',0,'online','manual','942f9acb7c007c73c06941094b8c7e50beaec483f676332156a91693d3bb5fc1',100.0,1779030604.79815,1,'2026-05-17T17:10:04.798150+02:00',NULL,NULL,NULL,'["Cloud-Native Development", "Azure", "Remote Debugging"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kennybrast.medium.com/how-i-used-docker-to-create-a-python-dev-environment-48a5d31ae277','kennybrast.medium.com: How I Used Docker to Create a Python Dev Environment','','N/A',0,'A curated technical resource and architectural guide covering kennybrast.medium.com: How I Used Docker to Create a Python Dev Environment in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903002883694601e+09,0,'2026-05-17T17:00:28.836946+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/docker.md"]','["docker.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://keptn.sh/docs/quickstart','Quick Start','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','cd29d29c2233e5519805eb281e43eee51d3ad3e50cd64323e0a85201374ea2ab',100.0,1.77903435024113702e+09,0,'2026-05-17T18:12:30.241137+02:00',NULL,NULL,NULL,'[]','[]','["docs/keptn.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://keptn.sh/docs/quickstart','Quick Start','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','cd29d29c2233e5519805eb281e43eee51d3ad3e50cd64323e0a85201374ea2ab',100.0,1.77903435024113702e+09,0,'2026-05-17T18:12:30.241137+02:00',NULL,NULL,NULL,'[]','[]','["docs/keptn.md"]','[]','{}','{"duplicate_of": "https://v1.keptn.sh/docs/quickstart"}'); INSERT INTO "resources" VALUES('https://keptn.sh/stable','Keptn','','2023',0,'A CNCF incubating project providing event-driven orchestration for continuous delivery and automated operations. Uses CloudEvents standards and a GitOps approach to automate deployment, testing, and multi-stage promotion of services.','Go','Tool','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Lifecycle", "Continuous Delivery", "Site Reliability Engineering"]','["[COMMUNITY-TOOL]"]','[]','["keptn.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kerneltalks.com/virtualization/docker-swarm-cheat-sheet','kerneltalks.com: Docker swarm cheat sheet','','2022',3,'Curator Insight: Walkthrough reference detailing essential Docker Swarm commands, specifically focusing on administrative tasks like node promotions and stack scaling. Live Grounding: Essential for operations engineers maintaining legacy Swarm installations, though lacking coverage for modern service mesh integrations that have emerged since its publication.','English','Blog Post','Beginner-Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Container Orchestration", "Docker Swarm"]','["[LEGACY]"]','[]','["cheatsheets.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kevintuei.medium.com/a-deep-dive-into-logs-and-metrics-for-aws-observability-one-observability-workshop-14c162932174','kevintuei.medium.com: A Deep Dive into Logs and Metrics for AWS Observability'' β€” One Observability Workshop','','N/A',0,'A curated technical resource and architectural guide covering kevintuei.medium.com: A Deep Dive into Logs and Metrics for AWS Observability'' β€” One Observability Workshop in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903095164503908e+09,0,'2026-05-17T17:15:51.645039+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-monitoring.md"]','["aws-monitoring.md"]','{}','{}'); @@ -8794,16 +8794,16 @@ INSERT INTO "resources" VALUES('https://khalidabuhakmeh.com/a-dotnet-five-guide- INSERT INTO "resources" VALUES('https://khalidabuhakmeh.com/running-sql-server-queries-in-docker','khalidabuhakmeh.com: Running SQL Server Queries In Docker','','2021',0,'Developer-centric guide to configuring and running Microsoft SQL Server inside Docker containers. Covers volume mapping, secure password injection, and executing initial database verification queries.','SQL','Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Databases", "SQL Server", "Local Development"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["databases.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kiali.io','kiali.io','','2022',0,'Homepage for Kiali, the primary management and visualization console for Istio. Delivers dynamic physical and logical topology maps, active health metrics, and direct configurations diagnostic tracking.','English','Documentation','Medium',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Service Mesh", "Visualization"]','["[COMMUNITY-TOOL]"]','[]','["istio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kie.apache.org','Drools','','2026',0,'Drools is a powerful, production-ready Business Rules Management System (BRMS) featuring a forward and backward-chaining inference engine (RETE OO-algorithm) for decoupling enterprise logic from complex microservice structures.','Java','Framework','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Architecture", "Business Rules", "Decision Engines"]','["[COMMUNITY-TOOL]"]','[]','["postman.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kie.org','kie.org','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','26ff3169fedac63681fe62fe725c66ea870be33fb9af1a98f614d8dcd48af7bf',100.0,1779032972.52266,0,'2026-05-17T17:49:32.522660+02:00',NULL,NULL,NULL,'[]','[]','["docs/java_frameworks.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://kie.org','kie.org','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','26ff3169fedac63681fe62fe725c66ea870be33fb9af1a98f614d8dcd48af7bf',100.0,1779032972.52266,0,'2026-05-17T17:49:32.522660+02:00',NULL,NULL,NULL,'[]','[]','["docs/java_frameworks.md"]','[]','{}','{"duplicate_of": "https://www.kie.org"}'); INSERT INTO "resources" VALUES('https://kind-brown-cfb734.netlify.app/post/2021-02/kubernetes-policy-comparison-opa-gatekeeper-vs-kyverno','Neon Mirrors: Kubernetes Policy Comparison: OPA/Gatekeeper vs Kyverno','','2022',0,'An architectural face-off evaluating Rego-based OPA/Gatekeeper and YAML-native Kyverno. Kyverno offers exceptional ease of use for native K8s manifests, while OPA provides unparalleled expressive power for cross-system policies. It helps architects choose the correct declarative policy engine for high-compliance environments.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Policy Enforcement", "Admission Control"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kinsta.com/blog/cloud-platform-for-developers','kinsta.com: Top 7 Advantages of Choosing Google Cloud Hosting','','2026',0,'Details key structural advantages of hosting sites and microservices on GCP, highlighting performance perks, live VM migration capabilities, cost-effective pricing models, and private global networks.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Public Cloud", "Analysis"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kinsta.com/blog/google-cloud-hosting','kinsta.com: Top 7 Advantages of Choosing Google Cloud Hosting','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','c3679a2c61bf746bfa38bd02d90ee6ba4b46fb1aca126b84b76a6e131c5d9649',100.0,1.77903283296890401e+09,0,'2026-05-17T17:47:12.968904+02:00',NULL,NULL,NULL,'[]','[]','["docs/GoogleCloudPlatform.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://kinsta.com/blog/google-cloud-hosting','kinsta.com: Top 7 Advantages of Choosing Google Cloud Hosting','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c3679a2c61bf746bfa38bd02d90ee6ba4b46fb1aca126b84b76a6e131c5d9649',100.0,1.77903283296890401e+09,0,'2026-05-17T17:47:12.968904+02:00',NULL,NULL,NULL,'[]','[]','["docs/GoogleCloudPlatform.md"]','[]','{}','{"duplicate_of": "https://kinsta.com/blog/cloud-platform-for-developers"}'); INSERT INTO "resources" VALUES('https://kinsta.com/blog/kubernetes-vs-docker','kinsta.com: Kubernetes vs Docker: The Difference Explained','','2022',0,'Provides a high-level educational roadmap comparing container isolation formats (Docker) to multi-node container schedulers (Kubernetes), explaining how they function and interlink in modern CI/CD systems.','N/A','Technical Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Fundamentals", "Comparisons"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kinvolk.io','kinvolk.io','','2024',0,'The official portal of Kinvolk (acquired by Microsoft), pioneers of Flatcar Container Linux, Lokomotive Kubernetes, and Inspektor Gadget. The platform represents an essential pillar in the development of minimal, immutable operating systems and eBPF-based Kubernetes tooling.','English','Platform','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Operating Systems", "Flatcar Linux"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-troubleshooting.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kinvolk.io/docs/headlamp/latest',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual',NULL,80.0,1.77902912865296602e+09,0,'2026-05-17T16:45:28.652966+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://kiro.dev','Kiro: Engineering Rigor for Agentic Development','','2025',0,'Kiro is a testing and engineering framework designed to bring traditional software disciplineβ€”such as regression testing, linting, and sandbox executingβ€”to LLM agents and multi-agent workflows. It establishes strict validation steps to ensure agent behaviors remain deterministic, secure, and aligned with standard corporate software engineering guidelines.','TypeScript','Software','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["AI Engineering", "Agentic Frameworks", "Developer Experience"]','["[COMMUNITY-TOOL]"]','[]','["devops-tools.md", "cicd.md", "ai-agents-mcp.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kislayverma.com/software-architecture/layering-domains-and-microservices-using-api-gateways','Layering domains and microservices using API Gateways','','2021',0,'Analyzes architectural design patterns for structuring enterprise APIs by layering domain services behind a unified API Gateway layer. Discusses decoupling strategies, cross-cutting concerns (auth, rate-limiting), and how to avoid anti-patterns when decomposing monoliths into distributed microservice topologies.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Microservices", "API Gateways"]','["[COMMUNITY-TOOL]"]','[]','["developerportals.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kite.com','Kite 🌟','','2021',3,'Curator Insight reviews Kite as a local-AI completion helper. Live Grounding confirms the project is fully retired and non-operational, with software development workflows now dominated by sophisticated cloud and local models like GitHub Copilot, Cursor, and modern LSP tooling.','Not Applicable','Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Tooling", "AI Code Assistants"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://kite.com','Kite 🌟','','2021',3,'Curator Insight reviews Kite as a local-AI completion helper. Live Grounding confirms the project is fully retired and non-operational, with software development workflows now dominated by sophisticated cloud and local models like GitHub Copilot, Cursor, and modern LSP tooling.','Not Applicable','Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Tooling", "AI Code Assistants"]','["[COMMUNITY-TOOL]"]','[]','["python.md", "visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kitploit.com/2021/12/mesh-kridik-open-source-security.html','kitploit.com: Mesh-Kridik','','2021',2,'A kitploit technical summary showcasing Mesh-Kridik. It details how the tool scans Service Mesh control plane components, detects security vulnerabilities, and exports visual report matrices to speed up mitigation.','Markdown','Technical Blog','Medium',0,'online','manual','205026fa6800a38501dbaccd8d1aa988064fe2efcbe2cc7a7ecbc23c30ffca60',100.0,1.7791304950206151e+09,0,'2026-05-18T20:54:55.020615+02:00',NULL,NULL,NULL,'["Security", "Service Mesh Security", "Security Portals"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kkamalesh117.medium.com/setting-up-prometheus-and-grafana-integration-on-kubernetes-with-helm-dfc63823608c','kkamalesh117.medium.com: Setting up Prometheus and Grafana Integration on'' Kubernetes with Helm','','N/A',0,'A curated technical resource and architectural guide covering kkamalesh117.medium.com: Setting up Prometheus and Grafana Integration on'' Kubernetes with Helm in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903361716099095e+09,0,'2026-05-17T18:00:17.160991+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-monitoring.md"]','["kubernetes-monitoring.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kkamalesh117.medium.com/terraform-variables-part-2-75ef8543fb2f','kkamalesh117.medium.com: Terraform Variables (Part-2)','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77902913241388797e+09,0,'2026-05-17T16:45:32.413888+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}'); @@ -8817,8 +8817,8 @@ INSERT INTO "resources" VALUES('https://koa','Koa.js','','N/A',0,'A curated tech INSERT INTO "resources" VALUES('https://kodekloud.com','kodekloud.com','','2026',0,'An interactive, lab-centric educational platform specialized in DevOps, continuous delivery, and infrastructure automation. Features hands-on sandbox terminals configured to prepare students for core certifications like CKA, CKAD, and CKS.','N/A','Platform','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Education", "Interactive Learning Platforms"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-tutorials.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kodekloud.com/blog/ci-cd-pipeline-in-devops','kodekloud.com: What is CI/CD Pipeline in DevOps','','2022',0,'A learner-focused pipeline design overview. Analyzes build automation systems, continuous testing stages, and how pipeline stages are sequenced to achieve robust, rapid cloud application deployments.','English','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "CI-CD Pipelines", "Fundamentals"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kodekloud.com/blog/cka-vs-ckad-vs-cks','kodekloud.com: CKA vs CKAD vs CKS – What is the Difference','','2021',0,'A comprehensive, comparative breakdown highlighting the structural differences, syllabus domains, and target audiences of the three main Linux Foundation Kubernetes exams (CKA, CKAD, CKS). It helps system administrators, application developers, and security engineers choose the certification pathway matching their professional profiles.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Training", "Certification", "Overview"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kodekloud.com/cka-vs-ckad-vs-cks-what-is-the-difference','kodekloud.com: CKA vs CKAD vs CKS – What is the Difference','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','4799e32a89c7712559eac22601bd2f9ec82a2a93b8b6d00f9e3ebba3f24ea8f8',100.0,1779033655.56711,0,'2026-05-17T18:00:55.567110+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://kodekloud.com/what-is-ci-cd-pipeline-in-devops','kodekloud.com: What is CI/CD Pipeline in DevOps','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','725c14acba78d51402864b8f300e07162aab0c9f7414c3ba7afde790182dd91f',100.0,1.77903307443820405e+09,0,'2026-05-17T17:51:14.438204+02:00',NULL,NULL,NULL,'[]','[]','["docs/cicd.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://kodekloud.com/cka-vs-ckad-vs-cks-what-is-the-difference','kodekloud.com: CKA vs CKAD vs CKS – What is the Difference','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4799e32a89c7712559eac22601bd2f9ec82a2a93b8b6d00f9e3ebba3f24ea8f8',100.0,1779033655.56711,0,'2026-05-17T18:00:55.567110+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://kodekloud.com/blog/cka-vs-ckad-vs-cks"}'); +INSERT INTO "resources" VALUES('https://kodekloud.com/what-is-ci-cd-pipeline-in-devops','kodekloud.com: What is CI/CD Pipeline in DevOps','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','725c14acba78d51402864b8f300e07162aab0c9f7414c3ba7afde790182dd91f',100.0,1.77903307443820405e+09,0,'2026-05-17T17:51:14.438204+02:00',NULL,NULL,NULL,'[]','[]','["docs/cicd.md"]','[]','{}','{"duplicate_of": "https://kodekloud.com/blog/ci-cd-pipeline-in-devops"}'); INSERT INTO "resources" VALUES('https://kodiakhq.com','Kodiak','','2024',3,'An enterprise-grade GitHub App designed to automate the integration queue. Kodiak schedules and executes pull request updates, handles automatic rebases, and systematically purges feature branches upon merge success to reduce repository clutter.','TypeScript','Service','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Automation Bots"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kogito.kie.org','kogito.kie.org','','2021',0,'The official documentation portal for Kogito, Red Hat''s cloud-native business automation framework. Optimized for Kubernetes-native runtimes, Kogito is recognized in 2026 as the leading solution for running low-latency, declarative workflows inside microservices.','Java','Tool','Intermediate',1,'online','manual','d0e83f90a4daa572bacd9c30d176d228981c6a2e6ec5be4b3d4b27981c8f4bdd',100.0,1.77903366327318811e+09,1,'2026-05-17T18:01:03.273188+02:00',NULL,NULL,NULL,'["Modern Java", "Automation", "Business Rules"]','["[COMMUNITY-TOOL]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://komodor.com','komodor.com','','2024',0,'Commercial troubleshooting and observability platform offering absolute end-to-end lineage visualization for Kubernetes resources. Pinpoints root causes of failures by cross-referencing changes, logs, and metrics.','English','Platform','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Troubleshooting Platforms", "Enterprise Monitoring"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-troubleshooting.md"]','{}','{}'); @@ -8841,21 +8841,21 @@ INSERT INTO "resources" VALUES('https://komodor.com/learn/kubernetes-liveness-pr INSERT INTO "resources" VALUES('https://komodor.com/learn/kubernetes-nodes-complete-guide','komodor.com: Kubernetes Nodes – The Complete Guide','','2021',3,'An operational compendium covering Kubernetes node design, including control plane interfaces, kubelet interactions, and lifecycle states. Explores memory pressure reclamation, node conditions, and scheduling optimizations using taints, tolerations, and affinities.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Core Architecture", "Node Operations", "Cluster Capacity"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://komodor.com/learn/kubernetes-troubleshooting-the-complete-guide','komodor.com: Kubernetes Troubleshooting: The Complete Guide 🌟','','2023',0,'An exhaustive architectural manual dissecting everyday Kubernetes failure patterns including OOMKilled, ImagePullBackOff, CrashLoopBackOff, and CPU throttling.','English','Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Debugging", "Troubleshooting Guide"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-troubleshooting.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://komodor.com/learn/the-ultimate-kubectl-cheat-sheet','komodor.com: The Ultimate Kubectl Cheat Sheet 🌟','','2025',4,'An expert-level operational manual curated for modern DevOps and SRE profiles. Distills complex troubleshooting tasks, container execution routing, and multi-namespace context switches into direct action sequences.','HTML','Cheat Sheet','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "Troubleshooting & Operations"]','["[ENTERPRISE-STABLE]"]','[]','["cheatsheets.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://konghq.com/blog/kong-and-red-hat-collaboration','konghq.com: Kong and Red Hat: Delivering Seamless Customer Experience','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','c955e113b4951c5ccb63181f04b25370ce7fbe0374e352e9807a844a49ff391c',100.0,1.77903033213939499e+09,0,'2026-05-17T17:05:32.139395+02:00',NULL,NULL,NULL,'[]','[]','["docs/developerportals.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://konghq.com/blog/kong-and-red-hat-collaboration','konghq.com: Kong and Red Hat: Delivering Seamless Customer Experience','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c955e113b4951c5ccb63181f04b25370ce7fbe0374e352e9807a844a49ff391c',100.0,1.77903033213939499e+09,0,'2026-05-17T17:05:32.139395+02:00',NULL,NULL,NULL,'[]','[]','["docs/developerportals.md"]','[]','{}','{"duplicate_of": "https://konghq.com/blog/news/kong-and-red-hat-collaboration"}'); INSERT INTO "resources" VALUES('https://konghq.com/blog/news/kong-and-red-hat-collaboration','konghq.com: Kong and Red Hat: Delivering Seamless Customer Experience','','2022',0,'Highlights corporate collaboration structures between Kong and Red Hat. Evaluates unified cloud-native operator setups to quickly provision API boundaries within complex enterprise networks.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "API Management", "Case Studies"]','["[COMMUNITY-TOOL]"]','[]','["developerportals.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://konghq.com/kong','Kong API Manager','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','e0ada3da20bd0bc385f4875caa7b8341a299aa8ee60c7111c6488788a2a6646e',100.0,1.77903245750301098e+09,0,'2026-05-17T17:40:57.503011+02:00',NULL,NULL,NULL,'[]','[]','["docs/developerportals.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://konghq.com/kong','Kong API Manager','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e0ada3da20bd0bc385f4875caa7b8341a299aa8ee60c7111c6488788a2a6646e',100.0,1.77903245750301098e+09,0,'2026-05-17T17:40:57.503011+02:00',NULL,NULL,NULL,'[]','[]','["docs/developerportals.md"]','[]','{}','{"duplicate_of": "https://konghq.com/products/kong-gateway"}'); INSERT INTO "resources" VALUES('https://konghq.com/products/kong-gateway','Kong API Manager','','2026',0,'Kong Gateway is the world''s most popular lightweight, fast, and highly customizable open-source API gateway. Powered by Nginx and Lua/Go, it offers sub-millisecond request latencies alongside dynamic routing and robust plugin ecosystems.','English','Platform','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "API Management", "Gateway Engines"]','["[COMMUNITY-TOOL]"]','[]','["developerportals.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://konstruktoid.medium.com/running-a-nginx-container-using-rootless-docker-with-ansible-a2bfcedd3b07','konstruktoid.medium.com: Running a NGINX container using rootless Docker'' with Ansible','','N/A',0,'A curated technical resource and architectural guide covering konstruktoid.medium.com: Running a NGINX container using rootless Docker'' with Ansible in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903182506561207e+09,0,'2026-05-17T17:30:25.065612+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://konveyor.io','konveyor 🌟','','2020',4,'An open-source application modernization platform that helps developers migrate legacy virtual machines, stateful services, and bare-metal workloads to Kubernetes. It provides discovery, analysis, and execution tools for large-scale container migrations.','Go','Migration Toolkit','High',1,'online','manual','f1540d5f630ec14e8cb2faaf29828e4560a57bb1401401dc0759b9caadb8bb9d',100.0,1.77913049496752691e+09,0,'2026-05-18T20:54:54.967527+02:00',NULL,NULL,NULL,'["Application Migration", "Modernization", "Enterprise Migration"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','["docs/kubernetes-backup-migrations.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "kubernetes-backup-migrations.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kosyfrances.com/kubernetes-cluster','kosyfrances.com: Using kubeadm to create a Kubernetes 1.20 cluster on VirtualBox with Ubuntu','','2020',0,'A step-by-step local sandboxing guide describing how to set up a multi-node Kubernetes 1.20 cluster on VirtualBox using Ubuntu and Kubeadm. Valuable for local learning, CNI testing, and running sandboxed environments.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Provisioning", "Bootstrapping", "VirtualBox"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-on-premise.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kothiyal-anuj.medium.com/serverless-diary-the-ultimate-guide-to-caching-in-the-cloud-249f6a06915f','kothiyal-anuj.medium.com: Serverless Diary: The Ultimate Guide to **Caching'' in the Cloud**','','N/A',0,'A curated technical resource and architectural guide covering kothiyal-anuj.medium.com: Serverless Diary: The Ultimate Guide to **Caching'' in the Cloud** in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903108661257505e+09,0,'2026-05-17T17:18:06.612575+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-serverless.md", "docs/caching.md"]','["aws-serverless.md", "caching.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kpatronas.medium.com/docker-swarm-high-availability-36ea7ee7f9e8','kpatronas.medium.com: Docker swarm: High Availability','','N/A',0,'A curated technical resource and architectural guide covering kpatronas.medium.com: Docker swarm: High Availability in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.779030597316365e+09,0,'2026-05-17T17:09:57.316365+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-alternatives.md"]','["kubernetes-alternatives.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kpi.org/KPI-Basics','KPIs','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','8d2d7824976db48bc1afb21d78b89d92ed47c612fa40c34b813d9aaab7f2f4d4',100.0,1.77903082499474811e+09,0,'2026-05-17T17:13:44.994748+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-operators-controllers.md", "docs/monitoring.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://kpi.org/KPI-Basics','KPIs','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8d2d7824976db48bc1afb21d78b89d92ed47c612fa40c34b813d9aaab7f2f4d4',100.0,1.77903082499474811e+09,0,'2026-05-17T17:13:44.994748+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-operators-controllers.md", "docs/monitoring.md"]','[]','{}','{"duplicate_of": "https://www.kpi.org/KPI-Basics"}'); INSERT INTO "resources" VALUES('https://krew.sigs.k8s.io','Krew','','2024',0,'The official packaging system for `kubectl` command-line plugins. Manages discovery, secure checksum installations, and version lifecycle operations of helper tools used to simplify complex operations tasks.','Go','Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Extending Kubernetes", "CLI Plugins", "Tooling"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://krisp.ai','krisp','','2026',0,'An AI-driven audio processing utility that removes background noise during video conferencing. Operates as an intelligent virtualization layer on top of local audio APIs to filter out noise, echo, and crosstalk in real-time, improving communication clarity across distributed teams.','Agnostic','Tool Website','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Modern Workforce", "Remote Work", "Productivity Tools"]','["[COMMUNITY-TOOL]"]','[]','["workfromhome.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kristhecodingunicorn.com/post/k8s_nginx_oauth','==kristhecodingunicorn.com: Setting Up OAuth 2.0 Authentication for Applications'' in AKS With NGINX and OAuth2 Proxy== 🌟🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','a97d6471e5a6a166f19494bce7df6d00d3e010b8e2beaef4195cb4786f005576',100.0,1.77903392577607893e+09,0,'2026-05-17T18:05:25.776079+02:00',NULL,NULL,NULL,'[]','[]','["docs/managed-kubernetes-in-public-cloud.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://kristhecodingunicorn.com/post/k8s_nginx_oauth','==kristhecodingunicorn.com: Setting Up OAuth 2.0 Authentication for Applications'' in AKS With NGINX and OAuth2 Proxy== 🌟🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a97d6471e5a6a166f19494bce7df6d00d3e010b8e2beaef4195cb4786f005576',100.0,1.77903392577607893e+09,0,'2026-05-17T18:05:25.776079+02:00',NULL,NULL,NULL,'[]','[]','["docs/managed-kubernetes-in-public-cloud.md"]','[]','{}','{"duplicate_of": "https://www.kristhecodingunicorn.com/post/k8s_nginx_oauth"}'); INSERT INTO "resources" VALUES('https://krossboard.app','Krossboard','','2021',0,'A lightweight multi-cluster Kubernetes usage analytics and tracking dashboard tool. In 2026, while larger players like Rancher and Tanzu dominate enterprise multi-cluster control, Krossboard remains a lightweight option for rapid multi-cloud cluster resource auditing.','Go','Tool','Intermediate',0,'online','manual','af8b10c44e51ab4c1e8b2dd6c84949a5a414fcfbaca76798a0f49caf221ab6a4',100.0,1.779033806252007e+09,1,'2026-05-17T18:03:26.252007+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "Multi-Cluster Management"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kruschecompany.com/kubernetes-operator','kruschecompany.com: What is a Kubernetes Operator and Where it Can be Used?','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','a6e1fab2fe910c7daa2c13b9f62b27f37b2fd915117fdaa63e8c06f0054c1e0e',100.0,1.779029367806288e+09,0,'2026-05-17T16:49:27.806288+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-operators-controllers.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://kruschecompany.com/kubernetes-operator','kruschecompany.com: What is a Kubernetes Operator and Where it Can be Used?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a6e1fab2fe910c7daa2c13b9f62b27f37b2fd915117fdaa63e8c06f0054c1e0e',100.0,1.779029367806288e+09,0,'2026-05-17T16:49:27.806288+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-operators-controllers.md"]','[]','{}','{"duplicate_of": "https://kruschecompany.com/wp-content/uploads/2020/01/kubernetes-operator.jpg"}'); INSERT INTO "resources" VALUES('https://kruschecompany.com/kubernetes-prometheus-operator','kruschecompany.com: Prometheus Operator – Installing Prometheus Monitoring'' Within The Kubernetes Environment','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','be3d469da51ca884879c630bdf6b2d1e49c7b582629598790ebd7915a574e293',100.0,1.77903050513008594e+09,0,'2026-05-17T17:08:25.130086+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-operators-controllers.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://kruschecompany.com/page-not-found',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering kruschecompany.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','ce851e7b5ff66f7dfbb438a253139fffef6b178d8c19fdadafc28766fdb403f8',100.0,1.77913049500833296e+09,1,'2026-05-18T20:54:55.008333+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kruschecompany.com/wp-content/uploads/2020/01/kubernetes-operator.jpg','kruschecompany.com: What is a Kubernetes Operator and Where it Can be Used?','','2020',0,'Illustrated guide defining the role, architecture, and common deployment strategies of Kubernetes Operators. Explains how custom controllers automate day-2 infrastructure management tasks like scaling, backups, and state healing.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "Operators"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-operators-controllers.md"]','{}','{}'); @@ -8868,11 +8868,11 @@ INSERT INTO "resources" VALUES('https://kube-green.dev','kube-green.dev','','202 INSERT INTO "resources" VALUES('https://kube.academy','kube.academy','','2026',4,'A highly polished training engine sponsored by VMware Tanzu. Walks engineers through complex modular tracks detailing multi-tenancy, cluster scaling, control-plane metrics, and security controls within corporate environments.','English','Training Platform','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "VMware Tanzu Ecosystem"]','["[ENTERPRISE-STABLE]"]','[]','["elearning.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kube.academy/pro','kube.academy/pro 🌟','','2024',0,'A premier education and certification program developed by VMware Tanzu focusing on core Kubernetes principles, multi-cluster management, networking, and security. Curated for intermediate and advanced engineers, offering deep technical tracks and real-world architectures.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Training & Enablement", "Educational Content"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-on-premise.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kube.careers','kube.careers: Kubernetes jobs market trends for 2022 Q4','','2022',0,'Provides end-of-year 2022 hiring telemetry. Synthesizes standard prerequisites for engineering levels, emphasizing the transformation of Kubernetes knowledge from a specialized ''plus'' to a fundamental baseline requirement across software engineering roles.','English','Industry Report','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Career Development", "Market Trends", "Salary Analytics"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["remote-tech-jobs.md", "kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kube.careers/kubernetes-trend-report-2022-q2','kube.careers: Kubernetes jobs market trends for 2022 Q2','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','daf02e04494410ab869a0d3ad35e3d07e75b0d32f6274fb6c0b13bf6131e241a',100.0,1.77903311872542691e+09,0,'2026-05-17T17:51:58.725427+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://kube.careers/kubernetes-trend-report-2022-q3','kube.careers: Kubernetes jobs market trends for 2022 Q3','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','daf02e04494410ab869a0d3ad35e3d07e75b0d32f6274fb6c0b13bf6131e241a',100.0,1.77903022920922589e+09,0,'2026-05-17T17:03:49.209226+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://kube.careers/kubernetes-trend-report-2022-q4','kube.careers: Kubernetes jobs market trends for 2022 Q4','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','daf02e04494410ab869a0d3ad35e3d07e75b0d32f6274fb6c0b13bf6131e241a',100.0,1.7790315166204369e+09,0,'2026-05-17T17:25:16.620437+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://kube.careers/kubernetes-trend-report-2022-q2','kube.careers: Kubernetes jobs market trends for 2022 Q2','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','daf02e04494410ab869a0d3ad35e3d07e75b0d32f6274fb6c0b13bf6131e241a',100.0,1.77903311872542691e+09,0,'2026-05-17T17:51:58.725427+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://kube.careers"}'); +INSERT INTO "resources" VALUES('https://kube.careers/kubernetes-trend-report-2022-q3','kube.careers: Kubernetes jobs market trends for 2022 Q3','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','daf02e04494410ab869a0d3ad35e3d07e75b0d32f6274fb6c0b13bf6131e241a',100.0,1.77903022920922589e+09,0,'2026-05-17T17:03:49.209226+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://kube.careers/kubernetes-trend-report-2022-q2"}'); +INSERT INTO "resources" VALUES('https://kube.careers/kubernetes-trend-report-2022-q4','kube.careers: Kubernetes jobs market trends for 2022 Q4','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','daf02e04494410ab869a0d3ad35e3d07e75b0d32f6274fb6c0b13bf6131e241a',100.0,1.7790315166204369e+09,0,'2026-05-17T17:25:16.620437+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://kube.careers/kubernetes-trend-report-2022-q2"}'); INSERT INTO "resources" VALUES('https://kube.careers/report-2021-q2','kube.careers: Kubernetes jobs market (Q2 2021)','','2021',0,'A historical analysis of the cloud-native recruitment landscape in Q2 2021. Tracks emerging salary ranges, high-demand Kubernetes technical sub-skills (Helm, GitOps, Prometheus), and regional job opportunities across North America and Europe.','English','Industry Report','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Career Development", "Market Trends", "Historical Data"]','["[CASE STUDY]", "[EMERGING]"]','[]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kube.careers/report-2021-q4','kube.careers: Kubernetes jobs market trends for 2021 (Q4)','','2021',0,'Tracks job market dynamics from the final quarter of 2021, revealing steady increases in salaries and highlighting GitOps, Service Mesh (Istio), and Kubernetes security specialties as highly valued engineering competencies.','English','Industry Report','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Career Development", "Market Trends", "Historical Data"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://kube.careers/report-2021-q4','kube.careers: Kubernetes jobs market trends for 2021 (Q4)','','2021',0,'Tracks job market dynamics from the final quarter of 2021, revealing steady increases in salaries and highlighting GitOps, Service Mesh (Istio), and Kubernetes security specialties as highly valued engineering competencies.','English','Industry Report','Beginner',0,'duplicate','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Career Development", "Market Trends", "Historical Data"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{"duplicate_of": "https://kube.careers"}'); INSERT INTO "resources" VALUES('https://kube.events','Kube Events','','2023',3,'A community event calendar mapping meetups and conferences across the CNCF and Kubernetes ecosystem, focusing on platform engineering, container tuning, and cloud-native cost management sessions.','English','Platform','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["FinOps & Cloud Cost", "Community Resources", "Events"]','["[COMMUNITY-TOOL]"]','[]','["newsfeeds.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kube.events/newsletter',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','97cd769e83cb40fcb4cc31fa0c5988677ccd304b05d0b46d11eac3a790ab3916',100.0,1.7790342242285149e+09,1,'2026-05-17T18:10:24.228515+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-newsletters.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://kube.fm/capi-100s-clusters-zain','Managing 100s of Kubernetes Clusters using Cluster API | KubeFM','KubeFM podcast with Zain Malik discussing managing large-scale multi-tenant Kubernetes with Cluster API.','2025',4,'This podcast interview with Zain Malik dissects the migration of large-scale infrastructure from Terraform to Cluster API (CAPI) to manage hundreds of multi-tenant Kubernetes clusters. The discussion delves into how his team automated cluster lifecycles for over 30,000 pods and clusters scaling up to 950 nodes, resolving cloud-provider constraints on Azure AKS. Key architectural insights include designing custom operators to enforce production readiness, automating GitOps-driven upgrades to eliminate manual intervention, and implementing upstream AKS contributions to optimize node pool consistency.','English','Video','Advanced',0,'online','automatic','daccee2dc7bd86651ae4e65a9b0abf5c9597b1e14cde543972bcae03461536bc',NULL,1.78035200368987894e+09,0,'2026-06-02T00:13:23.689879+02:00',NULL,NULL,NULL,'["Kubernetes", "Multi-Cluster Fleet Management", "Cluster API"]','["[CASE STUDY]", "[ENTERPRISE-STABLE]"]','[]','[]','{}','{"category": "cicd-kubernetes-plugins", "reputation_status": "Vetted", "reputation_summary": "An exceptional and highly rated episode of KubeFM providing top-tier engineering insights on managing complex, multi-tenant Azure Kubernetes Service installations using Cluster API.", "social_preview_url": "https://static.kube.fm/podcast-S06E05.v2.png", "source_provenance": "X.com (nubenetes)", "suggested_new_category": "cluster-api"}'); @@ -8881,7 +8881,7 @@ INSERT INTO "resources" VALUES('https://kubeapps.dev','kubeapps.dev 🌟','','20 INSERT INTO "resources" VALUES('https://kubearmor.io','kubearmor.io','','2026',0,'KubeArmor is a cloud-native runtime security tool that leverages Linux Security Modules (LSMs) like AppArmor, SELinux, and eBPF to restrict pod execution behaviors. It prevents system intrusions by dynamically locking down command executions and system directories. This architecture provides reliable, kernel-level enforcement policies specifically tailored for Kubernetes workloads.','Go','Tool','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Runtime Security", "LSM Enforcement"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubebyexample.com','Kubebyexample.com - kubernetesbyexample.com 🌟🌟','','2024',0,'A highly structured, hands-on learning hub created by Red Hat. Offers extensive, walk-through-based paths covering container building blocks, deployment configurations, security vectors, networking interfaces, operators, and stateful storage structures in a code-first, interactive learning interface.','English','Interactive Portal','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Education", "Hands-on Labs", "Reference Architectures"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubebyexample.com/community/blog/migrating-to-kubernetes-with-open-source-tools','kubebyexample.com: Migrating to Kubernetes with Open Source Tools (Konveyor, Tackle, KubeVirt, Forklift) 🌟','','2022',4,'A detailed community report detailing the deployment profiles of Konveyor, Tackle, KubeVirt, and Forklift. Walks through translating legacy application profiles into clean Kubernetes blueprints.','Markdown','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Workload Mobility", "Migration Toolkits"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','[]','["kubernetes-backup-migrations.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kubebyexample.com/en/community/blog/migrating-to-kubernetes-with-open-source-tools','kubebyexample.com: Migrating to Kubernetes with Open Source Tools (Konveyor,'' Tackle, KubeVirt, Forklift) 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','a039b165e8efc94a30c50f03567972f7fe5bd0772408605a292e9d7f5053e8fb',100.0,1.7790296796074109e+09,0,'2026-05-17T16:54:39.607411+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-backup-migrations.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://kubebyexample.com/en/community/blog/migrating-to-kubernetes-with-open-source-tools','kubebyexample.com: Migrating to Kubernetes with Open Source Tools (Konveyor,'' Tackle, KubeVirt, Forklift) 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a039b165e8efc94a30c50f03567972f7fe5bd0772408605a292e9d7f5053e8fb',100.0,1.7790296796074109e+09,0,'2026-05-17T16:54:39.607411+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-backup-migrations.md"]','[]','{}','{"duplicate_of": "https://kubebyexample.com/community/blog/migrating-to-kubernetes-with-open-source-tools"}'); INSERT INTO "resources" VALUES('https://kubebyexample.com/learning-paths/argo-cd/argo-cd-overview','kubebyexample.com: Argo CD Overview 🌟','','2022',3,'A foundational educational overview of the ArgoCD engine, architecture, and UI dashboard. Introduces the concepts of Target State versus Live State, and details the controller-to-API communication model.','English','Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps & CD", "ArgoCD", "Introduction"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["argo.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubedb.com','kubedb.com','','2024',0,'Technical review of KubeDB, an operator platform for automating databases on Kubernetes. Highlights declarative management of clustering, scheduling backups, and schema updates across multiple database engines (PostgreSQL, MySQL, MongoDB).','Go','Software Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Container Orchestration", "Kubernetes Operators"]','["[COMMUNITY-TOOL]"]','[]','["databases.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubedex.com','kubedex.com','','N/A',0,'A curated technical resource and architectural guide covering kubedex.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903278192753195e+09,0,'2026-05-17T17:46:21.927532+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); @@ -8901,11 +8901,11 @@ INSERT INTO "resources" VALUES('https://kubernetes-advocate.medium.com','kuberne INSERT INTO "resources" VALUES('https://kubernetes-advocate.medium.com/ci-cd-with-dockers-and-jenkins-70b6f801f9f7','kubernetes-advocate.medium.com: CI/CD with Dockers and Jenkins 🌟','','N/A',0,'A curated technical resource and architectural guide covering kubernetes-advocate.medium.com: CI/CD with Dockers and Jenkins 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903397373216891e+09,0,'2026-05-17T18:06:13.732169+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes-advocate.medium.com/how-to-deploy-a-website-to-aws-with-ansible-e878a63dd93','kubernetes-advocate.medium.com: Website Deployment to AWS with Ansible','','N/A',0,'A curated technical resource and architectural guide covering kubernetes-advocate.medium.com: Website Deployment to AWS with Ansible in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903229304762697e+09,0,'2026-05-17T17:38:13.047627+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes-csi.github.io','kubernetes-csi.github.io','','2026',0,'The official documentation portal for the Kubernetes Container Storage Interface (CSI) specification. It is the definitive engineering reference for storage vendors developing pluggable drivers and platform architects designing interoperable container storage controllers.','English','Documentation','High',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Storage", "Kubernetes CSI", "Documentation"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-storage.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kubernetes-on-aws.readthedocs.io','kubernetes-on-aws.readthedocs.io','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','60a2577b48dae0528fb6cf9762aeea5b318467997fb61b4ee39c27ee9e13b4d9',100.0,1.77903053129623293e+09,0,'2026-05-17T17:08:51.296233+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://kubernetes-on-aws.readthedocs.io','kubernetes-on-aws.readthedocs.io','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','60a2577b48dae0528fb6cf9762aeea5b318467997fb61b4ee39c27ee9e13b4d9',100.0,1.77903053129623293e+09,0,'2026-05-17T17:08:51.296233+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://kubernetes-on-aws.readthedocs.io/en/latest"}'); INSERT INTO "resources" VALUES('https://kubernetes-on-aws.readthedocs.io/en/latest','kubernetes-on-aws.readthedocs.io','','2023',0,'A comprehensive technical playbook detailing the architectural nuances of deploying Kubernetes on Amazon Web Services. It offers production-grade setups utilizing EC2, EBS, VPC, and IAM integration before the widespread consolidation under managed EKS.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "AWS Integration", "Reference Designs"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes-sigs.github.io/aws-load-balancer-controller','AWS Load Balancer Controller 🌟','- [Setup External DNS](https://kubernetes-sigs.github.io/aws-load-balancer-controller/v2.4/guide/integrations/external_dns)','2024',0,'Documentation focused on integrating the AWS Load Balancer Controller with ExternalDNS. This pattern automates Route 53 DNS record creation and synchronization when ALBs or NLBs are dynamically provisioned via Kubernetes Ingress or Service resources.','Go','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Networking", "Ingress Controllers"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes-sigs.github.io/aws-load-balancer-controller/v2.4/guide/integrations/external_dns','Setup External DNS','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','aa823103d58803c854cd607b406e4ab9dfc21af321892fa5e301b9ee88fe1718',100.0,1.77903431886000895e+09,0,'2026-05-17T18:11:58.860009+02:00',NULL,NULL,NULL,'[]','[]','["docs/managed-kubernetes-in-public-cloud.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://kubernetes.io','kubernetes.io','','2026',0,'The primary, authoritative repository of official Kubernetes documentation, design specifications, API references, and conceptual frameworks. Serves as the ultimate industry source for core features, release notes, security advisories, and architectural blueprints.','English','Documentation Portal','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Core Concepts", "Official Documentation", "Reference Portal"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://kubernetes.io','kubernetes.io','','2026',0,'The primary, authoritative repository of official Kubernetes documentation, design specifications, API references, and conceptual frameworks. Serves as the ultimate industry source for core features, release notes, security advisories, and architectural blueprints.','English','Documentation Portal','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Core Concepts", "Official Documentation", "Reference Portal"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{"duplicate_of": "https://kubernetes.io/docs/reference/kubectl/quick-reference"}'); INSERT INTO "resources" VALUES('https://kubernetes.io/blog/2016/06/container-design-patterns','kubernetes.io: container design patterns','','2026',0,'A foundational blog post outlining design patterns for multi-container deployments. It establishes the theory behind sidecar (behavior extension), ambassador (network proxy), and adapter (metric translation) container layouts, which are now standard practices in distributed platforms.','None','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Design Patterns", "Multi-Container Pods"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io/blog/2016/08/sig-apps-running-apps-in-kubernetes','SIG Apps: build apps for and operate them in Kubernetes','','2016',0,'Classic introduction to the SIG Apps group, which is responsible for defining core application workload schemas (Deployments, StatefulSets, DaemonSets) and maintaining standards for running workloads.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Community & Governance", "SIGs", "SIG Apps"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io/blog/2018/05/29/introducing-kustomize-template-free-configuration-customization-for-kubernetes','kubernetes.io: Introducing kustomize; Template-free Configuration Customization for Kubernetes','','2018',0,'Official launch blog post introducing Kustomize to the Kubernetes community as an alternative to templated resource management. It explains the design philosophy of structured patch overlays and template-free generation, highlighting how this mitigates YAML bloat. This introductory post remains vital for understanding declarative config-as-code origins.','N/A','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Configuration", "Declarative GitOps", "Kustomize Introduction"]','["[COMMUNITY-TOOL]"]','[]','["kustomize.md"]','{}','{}'); @@ -8964,15 +8964,15 @@ INSERT INTO "resources" VALUES('https://kubernetes.io/blog/2026/05/15/ccm-new-me INSERT INTO "resources" VALUES('https://kubernetes.io/blog/2026/05/15/kubernetes-1-36-feature-mixed-version-proxy-beta','Kubernetes v1.36: Mixed Version Proxy Graduates to Beta','Overview of the Mixed Version Proxy feature graduating to Beta in Kubernetes 1.36 to secure mixed-version control plane upgrades.','2026',4,'Architectural breakdown of the Mixed Version Proxy (KEP-4020) graduating to Beta and becoming enabled by default in Kubernetes 1.36. The mechanism prevents false 404 errors during mixed-version control plane rolling upgrades by proxying unrecognized resource requests to a newer peer API server. Enforces peer-aggregated discovery data flows, allowing operators to build and upgrade highly available control planes with zero client disruption.','en','blog','advanced',0,'online','automatic','4f92eaecea5b657a67aedaaa6df62b17923b080c08a3ed8ad06a56f6e79d6655',NULL,1.78035203740143704e+09,0,'2026-06-02T00:13:57.401437+02:00',NULL,NULL,NULL,'["Kubernetes", "Control Plane Architecture", "API Server", "Mixed Version Proxy"]','["[ENTERPRISE-STABLE]"]','[]','[]','{}','{"category": "kubernetes-releases", "reputation_status": "Vetted", "reputation_summary": "Official upstream Kubernetes blog detailing core API Machinery security and upgrade enhancements.", "social_preview_url": "", "source_provenance": "X.com (kubernetesio)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://kubernetes.io/blog/2026/05/20/etcd-370-beta','Announcing etcd 3.7.0-beta.0 | Kubernetes','Kubernetes-centric blog post highlighting the upcoming etcd 3.7.0-beta.0 features for cluster state storage.','2026',4,'Curator Insight: Synchronized with the primary project announcement, the official Kubernetes blog highlights the integration benefits of etcd v3.7.0-beta.0 for cluster orchestrators. Live Grounding validates that the RangeStream capability directly alleviates serialization bottlenecks inside the Kubernetes API server when listing large resource collections. This post serves as a crucial engineering guide for cluster administrators preparing to test and validate next-generation state storage under heavy workload scenarios.','en','blog','Advanced',1,'online','automatic','46f2f0e84e0b8a9f6ad68653bbecd214ae2d15efe741086adc5db811d45d90ce',NULL,1.78035242411332511e+09,0,'2026-06-02T00:20:24.113325+02:00',NULL,NULL,NULL,'["Kubernetes", "Cluster Architecture", "Database Storage"]','["DE FACTO STANDARD", "GUIDE"]','[]','[]','{}','{"category": "aws-databases", "reputation_status": "Vetted", "reputation_summary": "Vetted official Kubernetes ecosystem announcement.", "social_preview_url": "", "source_provenance": "X.com (kubernetesio)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://kubernetes.io/blog/2026/05/26/reconciling-unfixed-kubernetes-cves','Reconciling the Past: Correcting Records for Unfixed Kubernetes CVEs','The Kubernetes Security Response Committee issues corrections for a list of older, unfixed CVEs that incorrectly claimed fixed versions.','2026',4,'The Kubernetes Security Response Committee (SRC) outlines a critical data hygiene initiative to correct historical CVE records that erroneously indicated fixed version fields for old, unfixed issues. Since these corrected records take effect on June 1, 2026, security and vulnerability scanners will begin newly flagging these unresolved CVEs (such as CVE-2021-25740). The post details mitigation checklists and manual RBAC audit guidelines to help platform engineers proactively assess their exposure and risk tolerance.','en','article','Advanced',0,'online','automatic','a881c6a7904960d275eee24cfd97d4a3c2c5d9f70e6687cefdd56f6c9980c32b',NULL,1.78035272035170388e+09,0,'2026-06-02T00:25:20.351704+02:00',NULL,NULL,NULL,'["Security", "Vulnerability Management", "Kubernetes CVEs"]','["DE FACTO STANDARD", "GUIDE"]','[]','[]','{}','{"category": "kubernetes-security", "reputation_status": "Vetted", "reputation_summary": "Official advisory issued by the Kubernetes Security Response Committee (SRC).", "social_preview_url": "", "source_provenance": "X.com (kubernetesio)", "suggested_new_category": ""}'); -INSERT INTO "resources" VALUES('https://kubernetes.io/docs/concepts/cluster-administration/networking','Kubernetes Networking','','2026',0,'The official documentation outlining the structural model of Kubernetes networking. Explains the baseline constraints and requirements for pod-to-pod, pod-to-service, and external communication, establishing the standard IP-per-pod allocation axiom. Crucial reference architecture for understanding how the core API expects CNIs to behaves before overlaying sophisticated network policies.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Core Architecture", "Documentation"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-networking.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kubernetes.io/docs/concepts/configuration/assign-pod-node','Affinity and anti-affinity','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','a4eeda3d6c9481f783d99e59017fe277a78f30b83b717a4f83c6ae6f3e5fb7e8',100.0,1.77903420805968403e+09,0,'2026-05-17T18:10:08.059684+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://kubernetes.io/docs/concepts/cluster-administration/networking','Kubernetes Networking','','2026',0,'The official documentation outlining the structural model of Kubernetes networking. Explains the baseline constraints and requirements for pod-to-pod, pod-to-service, and external communication, establishing the standard IP-per-pod allocation axiom. Crucial reference architecture for understanding how the core API expects CNIs to behaves before overlaying sophisticated network policies.','English','Documentation','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Core Architecture", "Documentation"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-networking.md"]','{}','{"duplicate_of": "https://fransemalila.medium.com/kubernetes-networking-cea2e1b7d2b3"}'); +INSERT INTO "resources" VALUES('https://kubernetes.io/docs/concepts/configuration/assign-pod-node','Affinity and anti-affinity','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a4eeda3d6c9481f783d99e59017fe277a78f30b83b717a4f83c6ae6f3e5fb7e8',100.0,1.77903420805968403e+09,0,'2026-05-17T18:10:08.059684+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://kubernetes.io/docs/concepts/scheduling-eviction/assign-pod-node"}'); INSERT INTO "resources" VALUES('https://kubernetes.io/docs/concepts/extend-kubernetes/api-extension/custom-resources','Custom Resources','','2024',0,'The official documentation detailing Custom Resource Definitions (CRDs). Explores dynamic API registration patterns, OpenAPI schema validation, custom status fields, controller loops, and etcd data lifecycle management.','N/A','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Extending Kubernetes", "Custom Resources", "Architecture"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io/docs/concepts/extend-kubernetes/compute-storage-net/network-plugins','Kubernetes.io: Network Plugins','','2026',0,'The authoritative Kubernetes documentation outlining network plugin types. Defines the operational boundaries between kubenet deployments and standard Container Network Interface (CNI) environments.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "CNI", "Fundamentals"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io/docs/concepts/extend-kubernetes/operator','Kubernetes.io: Operator pattern','','2026',0,'The official documentation explaining the Kubernetes Operator pattern. It covers the fundamentals of custom resource definitions, state reconciliation, and using control loops to manage application lifecycles.','N/A','Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Extensibility & Development", "Controller Architecture", "Conceptual Overviews"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-operators-controllers.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io/docs/concepts/policy/limit-range','kubernetes.io Policy Limit Ranges','','2023',0,'Official Kubernetes documentation on `LimitRange` policy resources. - Explains how to declare, enforce, and inject default request/limit boundaries at the namespace level. - Essential for multi-tenant environments to restrict unconstrained container creation.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Resource Management", "Policy & Governance", "Limit Ranges"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kubernetes.io/docs/concepts/policy/pod-security-policy','Pod Security Policy (SCC in OpenShift) 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','866f23a6ee6d1dbf146ad2c7ebfb83f42a35d81c47e9d82cc3ed95ec37a64ab3',100.0,1.77903077951893711e+09,0,'2026-05-17T17:12:59.518937+02:00',NULL,NULL,NULL,'[]','[]','["docs/crunchydata.md", "docs/kubernetes-security.md", "docs/openshift.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://kubernetes.io/docs/concepts/policy/pod-security-policy','Pod Security Policy (SCC in OpenShift) 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','866f23a6ee6d1dbf146ad2c7ebfb83f42a35d81c47e9d82cc3ed95ec37a64ab3',100.0,1.77903077951893711e+09,0,'2026-05-17T17:12:59.518937+02:00',NULL,NULL,NULL,'[]','[]','["docs/crunchydata.md", "docs/kubernetes-security.md", "docs/openshift.md"]','[]','{}','{"duplicate_of": "https://kubernetes.io/docs/concepts/security/pod-security-policy"}'); INSERT INTO "resources" VALUES('https://kubernetes.io/docs/concepts/scheduling-eviction/assign-pod-node','Affinity and anti-affinity','','2026',0,'Reference guide on node affinity and pod-to-pod affinity/anti-affinity. This declarative configuration interface allows operators to write rules constraining pod placement relative to host labels and existing workloads, enabling active high-availability topologies.','None','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Scheduling", "Workload Placement", "Affinity Controls"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io/docs/concepts/scheduling-eviction/topology-spread-constraints','Pod Topology Spread Constraints','','2026',0,'Documentation covering Pod Topology Spread Constraints, a critical framework for distributing pods evenly across failure domains like availability zones, regions, or host groups. It explains how to set maximum skew limits to ensure high availability and prevent single-point infrastructure failures.','None','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Scheduling", "Workload Placement", "Topology Spread"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io/docs/concepts/security','kubernetes.io: Overview of Cloud Native Security 🌟🌟','','2020',0,'The official guide outlining the security topology of Kubernetes clusters, describing how the 4C''s interface with container engines, internal services, and cloud configurations.','N/A','article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Security", "Cloud Native Security Frameworks", "Official Standards"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); @@ -8983,11 +8983,11 @@ INSERT INTO "resources" VALUES('https://kubernetes.io/docs/concepts/security/sec INSERT INTO "resources" VALUES('https://kubernetes.io/docs/concepts/services-networking/ingress-controllers','Ingress Controller','','2026',0,'The official Kubernetes documentation explaining Ingress. It teaches engineers how to manage HTTP routing, SSL termination, and hostnames at the cluster edge.','English','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking & Security", "Traffic Routing", "Ingress Controllers"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io/docs/concepts/services-networking/service',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','b0dda1b40053837e7ae4793158903472024ed6ad6b7c153b65d992144d85e092',100.0,1.77902945928510308e+09,1,'2026-05-17T16:50:59.285103+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io/docs/concepts/workloads/autoscaling/horizontal-pod-autoscale','HPA: Horizontal Pod Autoscaler','','2026',5,'Official Kubernetes documentation detailing the Horizontal Pod Autoscaler API. It monitors workloads and dynamically scales replica counts based on CPU, memory, or complex customized metric configurations.','Go','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes & Scaling", "Core Concepts", "Horizontal Scaling API"]','["[DE FACTO STANDARD]"]','[]','["kubernetes-autoscaling.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kubernetes.io/docs/concepts/workloads/pods/pod-topology-spread-constraints','Pod Topology Spread Constraints','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','f2f96449f340b343a8c77814bce0118affd23cfa93ebc60d4890900459d8a894',100.0,1779031460.7002,0,'2026-05-17T17:24:20.700200+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://kubernetes.io/docs/concepts/workloads/pods/pod-topology-spread-constraints','Pod Topology Spread Constraints','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f2f96449f340b343a8c77814bce0118affd23cfa93ebc60d4890900459d8a894',100.0,1779031460.7002,0,'2026-05-17T17:24:20.700200+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://kubernetes.io/docs/concepts/scheduling-eviction/topology-spread-constraints"}'); INSERT INTO "resources" VALUES('https://kubernetes.io/docs/contribute/style/diagram-guide','kubernetes.io: Diagram Guide - Mermaid JavaScript library 🌟','','2025',5,'The official Kubernetes contributor documentation on diagram style guidelines, demonstrating how to programmatically draft flowcharts and sequence maps using Mermaid JS code syntax embedded directly in markdown files.','JavaScript','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture & Design", "Diagrams-as-Code", "Mermaid Integration"]','["[DE FACTO STANDARD]"]','[]','["cloud-arch-diagrams.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io/docs/reference/access-authn-authz/authentication','kubernetes.io: Authenticating','','2024',0,'The core official reference for understanding user and service account authentication mechanisms in Kubernetes. It reviews client certificates, bearer tokens, and OIDC federation protocols. This architectural baseline explains how kube-apiserver validates identity requests securely.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Access Control", "Authentication"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io/docs/reference/issues-security/official-cve-feed','kubernetes.io: Official CVE Feed 🌟','','2025',0,'The official database of active and resolved CVEs for the Kubernetes ecosystem. It tracks core component bugs, container execution vulnerabilities, and control plane bypass vectors. Maintaining a regular review of this feed is an essential component of modern enterprise risk mitigation.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Vulnerabilities", "CVE Tracking"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kubernetes.io/docs/reference/kubectl/cheatsheet','kubernetes.io 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','1c9904d1fbd88b549d1db4cd7ad2ab386f8cd50b2eb83cfdc193f64458402e1d',100.0,1.77902998500247502e+09,0,'2026-05-17T16:59:45.002475+02:00',NULL,NULL,NULL,'[]','[]','["docs/cheatsheets.md", "docs/kubectl-commands.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://kubernetes.io/docs/reference/kubectl/cheatsheet','kubernetes.io 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1c9904d1fbd88b549d1db4cd7ad2ab386f8cd50b2eb83cfdc193f64458402e1d',100.0,1.77902998500247502e+09,0,'2026-05-17T16:59:45.002475+02:00',NULL,NULL,NULL,'[]','[]','["docs/cheatsheets.md", "docs/kubectl-commands.md"]','[]','{}','{"duplicate_of": "https://kubernetes.io"}'); INSERT INTO "resources" VALUES('https://kubernetes.io/docs/reference/kubectl/quick-reference','kubernetes.io 🌟','','2026',5,'The canonical reference documentation for the kubectl command-line utility. Provides up-to-date syntax patterns for resource creation, patch edits, formatting outputs, and real-time container log analysis across active nodes.','Markdown','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "CLI Management"]','["[DE FACTO STANDARD]"]','[]','["cheatsheets.md", "kubectl-commands.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io/docs/reference/kubernetes-api','kubernetes.io: Kubernetes API','','2026',5,'The official documentation reference for the Kubernetes REST API. Maps core concepts, path definitions, custom resources, authorization structures, and api resource versions across stable and beta branches.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["API Server", "Architecture", "Reference"]','["[DE FACTO STANDARD]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io/docs/reference/scheduling','Kubernetes Scheduling','','2026',0,'Core reference documentation for the Kubernetes scheduler, the system engine that assigns pending pods to cluster nodes. It explains the mechanics of filtering, scoring, and binding phases. Essential reading for platform architects optimizing cluster capacity and workload layouts.','None','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Scheduling", "Internal Mechanics", "Scheduler Core"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); @@ -9001,7 +9001,7 @@ INSERT INTO "resources" VALUES('https://kubernetes.io/docs/tasks/administer-clus INSERT INTO "resources" VALUES('https://kubernetes.io/docs/tasks/configure-pod-container/user-namespaces','kubernetes.io: configure-pod-container / Use a User Namespace With a Pod','','2023',0,'Details structural configuration steps to leverage Linux user namespaces (userns) inside Kubernetes pods. This maps root workloads to unprivileged target host UIDs, fundamentally neutralizing host container escape vectors.','YAML','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Isolation", "User Namespaces"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io/docs/tasks/extend-kubectl/kubectl-plugins','Extend kubectl with plugins','','2026',0,'The official Kubernetes documentation detailing the architecture of kubectl plugins. It outlines how kubectl discovers custom binary files named with a specific prefix on the user''s local path and maps them as CLI subcommands, enabling developers to write tailored cluster management scripts.','None','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Command Line Tools", "Developer Guides"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io/docs/tasks/manage-kubernetes-objects/kustomization','Declarative Management of Kubernetes Objects Using Kustomize','','2026',0,'Up-to-date, official Kubernetes documentation detailing best practices for declaratively managing cluster objects using Kustomize overlays. It walks through configuring generator fields, secret generation, and prefix matching across multiple deployment stages. A vital reference manual for platform architects designing robust GitOps pipelines.','N/A','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Configuration", "Declarative GitOps", "Kustomize Tutorials"]','["[COMMUNITY-TOOL]"]','[]','["kustomize.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kubernetes.io/docs/tasks/run-application/horizontal-pod-autoscale','HPA: Horizontal Pod Autoscaler','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','a9f935606a84432161200b555014e250514cde637c24d1469af74122161a686b',100.0,1.77903404942053103e+09,0,'2026-05-17T18:07:29.420531+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-autoscaling.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://kubernetes.io/docs/tasks/run-application/horizontal-pod-autoscale','HPA: Horizontal Pod Autoscaler','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a9f935606a84432161200b555014e250514cde637c24d1469af74122161a686b',100.0,1.77903404942053103e+09,0,'2026-05-17T18:07:29.420531+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-autoscaling.md"]','[]','{}','{"duplicate_of": "https://kubernetes.io/docs/concepts/workloads/autoscaling/horizontal-pod-autoscale"}'); INSERT INTO "resources" VALUES('https://kubernetes.io/docs/tutorials','kubernetes.io: Kubernetes Tutorials','','2026',5,'The definitive, authoritative reference portal for Kubernetes concepts. Integrates fundamental conceptual walk-throughs with direct command-line execution, showing how to create Services, scale Deployments, and manage local volumes.','English','Documentation','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "Official Documentation"]','["[DE FACTO STANDARD]"]','[]','["kubernetes-tutorials.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.slack.com','kubernetes.slack.com','','2025',0,'The official Slack community space for the global Kubernetes ecosystem, hosting hundreds of thousands of developers, SREs, and cluster administrators. Organized into channels (e.g., #sig-network, #sig-storage, #kubernetes-users), it provides an unparalleled collaborative hub for solving technical issues and driving project governance.','English','Platform','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Community", "Communication", "Real-time Support"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetesbyexample.com',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering kubernetesbyexample.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903221675845289e+09,0,'2026-05-17T17:36:56.758453+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md", "docs/kubernetes-tutorials.md"]','["demos.md", "kubernetes-tutorials.md"]','{}','{}'); @@ -9010,8 +9010,8 @@ INSERT INTO "resources" VALUES('https://kubernetespodcast.com/episode/164-podman INSERT INTO "resources" VALUES('https://kubernetesreadme.com','Kubernetes README: kubernetesreadme.com','','2023',0,'A curated interactive reference directory compiling foundational Kubernetes conceptual structures in an easy-to-read format. Facilitates rapid onboarding of developers by simplifying complex orchestration mechanics, deployment structures, and standard YAML configurations.','English','Reference Portal','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Education", "Reference Guides", "Interactive Portal"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetestutorials.com/install-and-deploy-kubernetes-on-centos-7','kubernetestutorials.com: Install and Deploy Kubernetes on CentOs 7','','N/A',0,'A curated technical resource and architectural guide covering kubernetestutorials.com: Install and Deploy Kubernetes on CentOs 7 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902912414005088e+09,0,'2026-05-17T16:45:24.140051+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tutorials.md"]','["kubernetes-tutorials.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetestutorials.com/kubernetes-tutorials/kubernetes-introduction-to-yaml','kubernetestutorials.com: Kubernetes : Introduction to YAML 🌟','','N/A',0,'A curated technical resource and architectural guide covering kubernetestutorials.com: Kubernetes : Introduction to YAML 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903144625907206e+09,0,'2026-05-17T17:24:06.259072+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/yaml.md"]','["yaml.md"]','{}','{"is_special": true}'); -INSERT INTO "resources" VALUES('https://kubeshark.co','==kubeshark.co==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','cd0b8278ff0a583c223d90cc249ad0e5566011eb797776cab27baea084ca366b',100.0,1.7790301751007719e+09,0,'2026-05-17T17:02:55.100772+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-monitoring.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://kubeshop.github.io/monokle','kubeshop.github.io/monokle','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','fc36c6ea851ec23ab441534181bc6559afa3f355651d8847c75faa89a99aa413',100.0,1.779034394490386e+09,0,'2026-05-17T18:13:14.490386+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://kubeshark.co','==kubeshark.co==','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','cd0b8278ff0a583c223d90cc249ad0e5566011eb797776cab27baea084ca366b',100.0,1.7790301751007719e+09,0,'2026-05-17T17:02:55.100772+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-monitoring.md"]','[]','{}','{"duplicate_of": "https://www.immo-pop.com/login"}'); +INSERT INTO "resources" VALUES('https://kubeshop.github.io/monokle','kubeshop.github.io/monokle','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','fc36c6ea851ec23ab441534181bc6559afa3f355651d8847c75faa89a99aa413',100.0,1.779034394490386e+09,0,'2026-05-17T18:13:14.490386+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{"duplicate_of": "https://docs.monokle.io"}'); INSERT INTO "resources" VALUES('https://kubeshop.io','Kubeshop 🌟','','2021',0,'Kubeshop is an open-source tool incubator and accelerator dedicated to creating developer-focused Kubernetes tooling and workflows. It acts as the umbrella ecosystem behind successful platforms such as Testkube, Monokle, and Botkube.','Various','Tool Ecosystem','Intermediate',0,'online','manual','3e56ce5bd69843e7ceeca13d67b2d1ea1e7e5f9a96fed6dbfaf3762c97d21fc8',100.0,1.77903135180585289e+09,1,'2026-05-17T17:22:31.805853+02:00',NULL,NULL,NULL,'["Platform Engineering", "Developer Productivity", "Tooling Accelerators"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubesphere.io','kubesphere.io','','2026',0,'KubeSphere is a distributed, multi-tenant enterprise container platform built on top of Kubernetes. It provides an intuitive GUI dashboard for managing multi-cloud container orchestration, DevOps pipelines (Jenkins-based), service meshes (Istio), observability, and microservice governance. (Live Grounding: Actively developed in 2026, offering a complete, modular, cloud-agnostic platform alternative to OpenShift).','Go','Platform Website','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Platforms", "Enterprise Platforms", "KubeSphere"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubesphere.io/blogs/install-kubernetes-containerd','kubesphere.io: Install Kubernetes 1.22 and containerd the Easy Way with kubekey','- [thenewstack.io: Quickly Install a Kubernetes Cluster with KubeKey](https://thenewstack.io/quickly-install-a-kubernetes-cluster-with-kubekey)','2021',0,'Outlines a streamlined procedural approach to installing Kubernetes 1.22 and containerd using the KubeKey engine. The guide emphasizes the migration away from Docker shim and configures high-performance runtime options using bare-metal architecture targets. (Live Grounding: Although v1.22 is legacy by 2026 standards, the architectural concepts of containerd orchestration and bare-metal bootstrapping via KubeKey remain highly instructional).','Go/YAML','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Infrastructure", "Cluster Provisioning", "KubeKey"]','["[GUIDE]", "[LEGACY]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); @@ -9032,7 +9032,7 @@ INSERT INTO "resources" VALUES('https://kubevirt.io','kubevirt.io 🌟','','2026 INSERT INTO "resources" VALUES('https://kubezilla.com/tools','kubezilla.com: Kubetools – Curated List of Kubernetes Tools','','N/A',0,'A curated technical resource and architectural guide covering kubezilla.com: Kubetools – Curated List of Kubernetes Tools in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903048241703295e+09,0,'2026-05-17T17:08:02.417033+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["other-awesome-lists.md"]','{}','{"is_special": true}'); INSERT INTO "resources" VALUES('https://kuderko.medium.com/fixing-bad-cpu-usage-distribution-in-kubernetes-e1e43ed87cd6','kuderko.medium.com: Fixing bad CPU usage distribution in Kubernetes 🌟','','N/A',0,'A curated technical resource and architectural guide covering kuderko.medium.com: Fixing bad CPU usage distribution in Kubernetes 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903085423291397e+09,0,'2026-05-17T17:14:14.232914+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kudo.dev','KUDO: The Kubernetes Universal Declarative Operator 🌟','','N/A',0,'A curated technical resource and architectural guide covering KUDO: The Kubernetes Universal Declarative Operator 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903219558309793e+09,0,'2026-05-17T17:36:35.583098+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-operators-controllers.md", "docs/kubernetes-tools.md"]','["kubernetes-operators-controllers.md", "kubernetes-tools.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kui.tools','kui.tools 🌟','','2024',4,'Kui is an innovative hybrid tool that blends the speed of CLI commands with the graphical visualization of a GUI. It wraps kubectl execution blocks to present interactive HTML elements, resource tables, and tabs directly inside terminal environments.','TypeScript','Tool','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "UI & Dashboards", "Hybrid CLI"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-based-devel.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://kui.tools','kui.tools 🌟','','2024',4,'Kui is an innovative hybrid tool that blends the speed of CLI commands with the graphical visualization of a GUI. It wraps kubectl execution blocks to present interactive HTML elements, resource tables, and tabs directly inside terminal environments.','TypeScript','Tool','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "UI & Dashboards", "Hybrid CLI"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-based-devel.md", "kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kumomind.medium.com/should-i-consider-the-gitops-methodology-f49e042b8c22','kumomind.medium.com: Should I consider the GitOps methodology?','','N/A',0,'A curated technical resource and architectural guide covering kumomind.medium.com: Should I consider the GitOps methodology? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902998866480398e+09,0,'2026-05-17T16:59:48.664804+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/gitops.md"]','["gitops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kurl.sh','kurl.sh','','2026',0,'An open-source online utility and framework designed to construct custom, production-ready, air-gapped Kubernetes distribution installers. Replicated/kurl aggregates chosen components (like CNIs, storage, and registries) into a single bash-driven installer script to facilitate simple downstream application deliveries.','Go','Tool','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Kubernetes Distributions", "Custom Installers"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-on-premise.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kustomize.io','kustomize.io 🌟','- Kustomize introduces a template-free way to customize application configuration that simplifies the use of off-the-shelf applications. Now, built into ```kubectl``` as ```apply -k```. @@ -9044,22 +9044,22 @@ INSERT INTO "resources" VALUES('https://kvs-vishnu23.medium.com/is-aws-cdk-bette INSERT INTO "resources" VALUES('https://kymidd.medium.com/lets-do-devops-eks-k8s-python-fuzzy-staging-with-aws-secrets-manager-k8s-init-disk-secrets-b0d8022f3a5d','kymidd.medium.com: Let’s Do DevOps: EKS K8s & Python Fuzzy Staging with'' AWS Secrets Manager, K8s Init disk, Secrets Injection','','N/A',0,'A curated technical resource and architectural guide covering kymidd.medium.com: Let’s Do DevOps: EKS K8s & Python Fuzzy Staging with'' AWS Secrets Manager, K8s Init disk, Secrets Injection in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903215710446095e+09,0,'2026-05-17T17:35:57.104461+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kyverno.io','kyverno.io 🌟','','2020',0,'Kyverno is a declarative Kubernetes-native policy engine. Designed specifically for Kubernetes, it simplifies policy management by allowing administrators to validate, mutate, and generate resources without writing complex Rego code.','Go','platform','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Security", "Policy-as-Code", "Kyverno Administration"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kyverno.io/docs/writing-policies/autogen','kyverno.io: Auto-Gen Rules for Pod Controllers','','2026',0,'Illustrates how Kyverno automatically propagates policies applied to raw Pod specs to downstream controllers (Deployments, DaemonSets, StatefulSets). Simplifies security operations by validating configurations at high-level workloads rather than only catching errors at low-level pod schedulers.','YAML','Documentation','Intermediate',0,'online','manual','bd8afeca0b630a7287caa1c320f12941bef786a3a4544cf35bc8cede66543155',100.0,1.779033476776201e+09,1,'2026-05-17T17:57:56.776201+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Security", "Kyverno"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kyverno.io/docs/writing-policies/generate','kyverno.io: Generating resources into existing namespaces','','2026',0,'Official guide on retroactively generating Kubernetes objects, such as secrets or network rules, across pre-existing namespaces using Kyverno''s dynamic policy synchronization engine. Eliminates manually syncing resources across namespaces created prior to policy deployment.','YAML','Documentation','Advanced',0,'online','manual','bd8afeca0b630a7287caa1c320f12941bef786a3a4544cf35bc8cede66543155',100.0,1.77903157627199602e+09,1,'2026-05-17T17:26:16.271996+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Security", "Kyverno"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kyverno.io/docs/writing-policies/mutate','kyverno.io: Mutating Resources','','2026',0,'Official documentation detailing how Kyverno modifies incoming resource specifications dynamically using JSON patch operations. It covers mutating rules such as auto-injecting sidecar containers, adding node affinity constraints, and enforcing default labels on namespaces at creation time.','YAML','Documentation','Advanced',0,'online','manual','bd8afeca0b630a7287caa1c320f12941bef786a3a4544cf35bc8cede66543155',100.0,1.77903447679332709e+09,1,'2026-05-17T18:14:36.793327+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Security", "Kyverno"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://kyverno.io/docs/writing-policies/generate','kyverno.io: Generating resources into existing namespaces','','2026',0,'Official guide on retroactively generating Kubernetes objects, such as secrets or network rules, across pre-existing namespaces using Kyverno''s dynamic policy synchronization engine. Eliminates manually syncing resources across namespaces created prior to policy deployment.','YAML','Documentation','Advanced',0,'duplicate','manual','bd8afeca0b630a7287caa1c320f12941bef786a3a4544cf35bc8cede66543155',100.0,1.77903157627199602e+09,1,'2026-05-17T17:26:16.271996+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Security", "Kyverno"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{"duplicate_of": "https://kyverno.io/docs/writing-policies/autogen"}'); +INSERT INTO "resources" VALUES('https://kyverno.io/docs/writing-policies/mutate','kyverno.io: Mutating Resources','','2026',0,'Official documentation detailing how Kyverno modifies incoming resource specifications dynamically using JSON patch operations. It covers mutating rules such as auto-injecting sidecar containers, adding node affinity constraints, and enforcing default labels on namespaces at creation time.','YAML','Documentation','Advanced',0,'duplicate','manual','bd8afeca0b630a7287caa1c320f12941bef786a3a4544cf35bc8cede66543155',100.0,1.77903447679332709e+09,1,'2026-05-17T18:14:36.793327+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Security", "Kyverno"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{"duplicate_of": "https://kyverno.io/docs/writing-policies/autogen"}'); INSERT INTO "resources" VALUES('https://kyverno.io/policies','kyverno.io/policies 🌟','','2020',0,'The official catalog of Kyverno policies, providing ready-to-deploy manifests for Pod Security standards, multi-tenant workspace isolation, label validation, and compliance auto-generation.','YAML','curation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Security", "Policy-as-Code", "Kyverno Rules & Policies"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kyverno.io/policies/best-practices/check_deprecated_apis','kyverno.io: Check deprecated APIs 🌟','','2026',0,'Outlines a pre-configured Kyverno policy targeted at scanning incoming manifests to detect and block deprecated or removed Kubernetes API groups. Indispensable for preventing cluster upgrade blockages, validating manifests before execution on newer API-driven orchestrators.','YAML','Documentation','Intermediate',0,'online','manual','bd8afeca0b630a7287caa1c320f12941bef786a3a4544cf35bc8cede66543155',100.0,1.77903445418797111e+09,0,'2026-05-17T18:14:14.187971+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Security", "Upgrade Paths"]','["[LEGACY]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kyverno.io/policies/best-practices/require_probes/require_probes','kyverno.io: Implementing your best practices is simple with kyverno','','2026',0,'Standard Kyverno policy design pattern focused on enforcing health probe settings (liveness, readiness, startup) across all deployed container payloads. This rule enforces Kubernetes operations best practices, safeguarding application lifecycle management and endpoint routing.','YAML','Documentation','Intermediate',0,'online','manual','bd8afeca0b630a7287caa1c320f12941bef786a3a4544cf35bc8cede66543155',100.0,1.7790345602086389e+09,0,'2026-05-17T18:16:00.208639+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Security", "Kyverno Policies"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kyverno.io/policies/best-practices/restrict_image_registries/restrict_image_registries','==kyverno.io: Restrict Image Registries==','','2026',0,'Official documentation outlining how to write Kyverno policies to block deployment of images from unapproved registries. Enforces a key tenant of secure container delivery by ensuring workloads only pull code from trusted, internally-vetted registry endpoints.','YAML','Documentation','Intermediate',0,'online','manual','bd8afeca0b630a7287caa1c320f12941bef786a3a4544cf35bc8cede66543155',100.0,1.77902971017975091e+09,0,'2026-05-17T16:55:10.179751+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Supply Chain Security", "Container Governance"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kyverno.io/policies/other/add-pod-proxies','kyverno.io: Add Pod Proxies','','2026',0,'Technical documentation demonstrating how to use Kyverno to dynamically inject HTTP/HTTPS proxy environment variables into Pod containers upon admission. Solves enterprise proxy configuration demands automatically without requiring manual pod-by-pod updates from development teams.','YAML','Documentation','Intermediate',0,'online','manual','bd8afeca0b630a7287caa1c320f12941bef786a3a4544cf35bc8cede66543155',100.0,1.77903423506003904e+09,0,'2026-05-17T18:10:35.060039+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Security", "Kyverno Policies"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kyverno.io/policies/other/require_pdb','kyverno.io: Require PodDisruptionBudget','','2026',0,'A standardized Kyverno policy template ensuring that all mission-critical deployments are paired with active PodDisruptionBudgets (PDB). This governance rule guarantees cluster high-availability by guarding applications against node drain and cluster maintenance operations.','YAML','Documentation','Intermediate',0,'online','manual','bd8afeca0b630a7287caa1c320f12941bef786a3a4544cf35bc8cede66543155',100.0,1.77903391360037589e+09,0,'2026-05-17T18:05:13.600376+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Reliability", "High Availability"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://kyverno.io/policies/best-practices/check_deprecated_apis','kyverno.io: Check deprecated APIs 🌟','','2026',0,'Outlines a pre-configured Kyverno policy targeted at scanning incoming manifests to detect and block deprecated or removed Kubernetes API groups. Indispensable for preventing cluster upgrade blockages, validating manifests before execution on newer API-driven orchestrators.','YAML','Documentation','Intermediate',0,'duplicate','manual','bd8afeca0b630a7287caa1c320f12941bef786a3a4544cf35bc8cede66543155',100.0,1.77903445418797111e+09,0,'2026-05-17T18:14:14.187971+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Security", "Upgrade Paths"]','["[LEGACY]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{"duplicate_of": "https://kyverno.io/docs/writing-policies/autogen"}'); +INSERT INTO "resources" VALUES('https://kyverno.io/policies/best-practices/require_probes/require_probes','kyverno.io: Implementing your best practices is simple with kyverno','','2026',0,'Standard Kyverno policy design pattern focused on enforcing health probe settings (liveness, readiness, startup) across all deployed container payloads. This rule enforces Kubernetes operations best practices, safeguarding application lifecycle management and endpoint routing.','YAML','Documentation','Intermediate',0,'duplicate','manual','bd8afeca0b630a7287caa1c320f12941bef786a3a4544cf35bc8cede66543155',100.0,1.7790345602086389e+09,0,'2026-05-17T18:16:00.208639+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Security", "Kyverno Policies"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{"duplicate_of": "https://kyverno.io/docs/writing-policies/autogen"}'); +INSERT INTO "resources" VALUES('https://kyverno.io/policies/best-practices/restrict_image_registries/restrict_image_registries','==kyverno.io: Restrict Image Registries==','','2026',0,'Official documentation outlining how to write Kyverno policies to block deployment of images from unapproved registries. Enforces a key tenant of secure container delivery by ensuring workloads only pull code from trusted, internally-vetted registry endpoints.','YAML','Documentation','Intermediate',0,'duplicate','manual','bd8afeca0b630a7287caa1c320f12941bef786a3a4544cf35bc8cede66543155',100.0,1.77902971017975091e+09,0,'2026-05-17T16:55:10.179751+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Supply Chain Security", "Container Governance"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{"duplicate_of": "https://kyverno.io/docs/writing-policies/autogen"}'); +INSERT INTO "resources" VALUES('https://kyverno.io/policies/other/add-pod-proxies','kyverno.io: Add Pod Proxies','','2026',0,'Technical documentation demonstrating how to use Kyverno to dynamically inject HTTP/HTTPS proxy environment variables into Pod containers upon admission. Solves enterprise proxy configuration demands automatically without requiring manual pod-by-pod updates from development teams.','YAML','Documentation','Intermediate',0,'duplicate','manual','bd8afeca0b630a7287caa1c320f12941bef786a3a4544cf35bc8cede66543155',100.0,1.77903423506003904e+09,0,'2026-05-17T18:10:35.060039+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Security", "Kyverno Policies"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{"duplicate_of": "https://kyverno.io/docs/writing-policies/autogen"}'); +INSERT INTO "resources" VALUES('https://kyverno.io/policies/other/require_pdb','kyverno.io: Require PodDisruptionBudget','','2026',0,'A standardized Kyverno policy template ensuring that all mission-critical deployments are paired with active PodDisruptionBudgets (PDB). This governance rule guarantees cluster high-availability by guarding applications against node drain and cluster maintenance operations.','YAML','Documentation','Intermediate',0,'duplicate','manual','bd8afeca0b630a7287caa1c320f12941bef786a3a4544cf35bc8cede66543155',100.0,1.77903391360037589e+09,0,'2026-05-17T18:05:13.600376+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Reliability", "High Availability"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{"duplicate_of": "https://kyverno.io/docs/writing-policies/autogen"}'); INSERT INTO "resources" VALUES('https://lab.github.com','==lab.github.com== 🌟','','N/A',0,'A curated technical resource and architectural guide covering ==lab.github.com== 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903002867540788e+09,0,'2026-05-17T17:00:28.675408+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); INSERT INTO "resources" VALUES('https://lab.texthtml.net/gitlab/merge-bot','lab.texthtml.net: Gitlab Merge Bot','- [DockerHub: Gitlab Merge Bot](https://hub.docker.com/r/texthtml/gitlab-merge-bot) Bot assistant for code review and merge requests approval for Gitlab','2021',1,'A lightweight Dockerized automation assistant engineered to streamline GitLab merge requests. Orchestrates pipeline status polling and auto-approves merges on successful continuous integration runs, optimizing delivery velocity.','JavaScript','Tool','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "GitLab Automation"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://labs.bishopfox.com/tech-blog/bad-pods-kubernetes-pod-privilege-escalation','labs.bishopfox.com: Bad Pods: Kubernetes Pod Privilege Escalation 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','91eee7f16f3d8d6a74434bfa5628e2548dbb2d8c3224ae065bfeb7a9603c115a',100.0,1.77903043392099404e+09,0,'2026-05-17T17:07:13.920994+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://labs.bishopfox.com/tech-blog/bad-pods-kubernetes-pod-privilege-escalation','labs.bishopfox.com: Bad Pods: Kubernetes Pod Privilege Escalation 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','91eee7f16f3d8d6a74434bfa5628e2548dbb2d8c3224ae065bfeb7a9603c115a',100.0,1.77903043392099404e+09,0,'2026-05-17T17:07:13.920994+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{"duplicate_of": "https://bishopfox.com/blog/kubernetes-pod-privilege-escalation"}'); INSERT INTO "resources" VALUES('https://labs.demoredhat.com/demos','ansible.github.io/workshops/demos : Red Hat Ansible Automation Platform Workshops','','2025',0,'Official Red Hat Ansible workshops repository, highlighting hands-on scenarios for cloud provisioning, configuration management, network automation, and security playbooks. (Live Grounding: Serves as the authoritative source for enterprise teams to upskill in Ansible Automation Platform strategies).','YAML','Workshop Material','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code & CI-CD", "Configuration Management", "Ansible Workshops"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://labs.google/fx/projectgenie','Project Genie - Google Labs','An experimental research prototype powered by Genie 3 that generates interactive, controllable 3D environments from text prompts.','2026',4,'An experimental generative AI platform powered by Google DeepMind''s Genie 3 foundation world model. It programmatically synthesizes interactive, playable 3D environments at 720p resolution (20-24 FPS) using text descriptions, static reference images, or Google Maps'' Street View imagery. It represents a significant step in spatial computing and physics simulation for AI agent training.','English','Interactive Prototype','Advanced',0,'online','automatic','d8f267091ade2a0aa9c4d674a1e44f860cb93c9da6235a8418ae8f00f3f4ab82',NULL,1.78039998221179509e+09,0,'2026-06-02T13:33:02.211795+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "World Models", "Spatial Computing"]','["EMERGING"]','[]','[]','{}','{"category": "ai-agents-mcp", "impact_score": 92, "reputation_status": "Vetted", "reputation_summary": "Highly reputable, cutting-edge world-generation model developed directly by Google DeepMind.", "social_preview_url": "", "source_provenance": "X.com (GoogleDeepMind)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://labs.google/lll/en','Little Language Lessons - Google Labs','A collection of bite-sized language learning experiments built using Google''s generative Gemini models and LearnLM.','2025',4,'Google Labs'' Little Language Lessons showcases educational applications of Gemini and LearnLM models. By utilizing adaptive feedback mechanisms and cognitive load theories, the suite offers contextual exercises through tools like Tiny Lesson, Slang Hang, and camera-guided object translation.','English','website','Beginner',0,'online','automatic','4b2a81c5de104a3c7e3c9440eaa22f602be5da3e26976767ffe8d69fb9e76dbb',NULL,1.78035258179229688e+09,0,'2026-06-02T00:23:01.792297+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Generative AI Experiments", "Language Education Platforms"]','["[EMERGING]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Active AI experiment platform from Google Labs, highly visible in educational tech communities.", "social_preview_url": "", "source_provenance": "X.com (nubenetes)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://labs.google/science','Experiments on the Future of AI-driven Science | Google Labs','A collection of experimental AI-driven science tools designed to complement the scientific method and explore how general agents accelerate discovery.','2026',4,'Google Labs'' scientific workbench acts as a collection of experimental, agent-driven tools optimized to supercharge the scientific method across biology, genomics, and chemistry. Integrated with specialized science skills, the platform allows general-purpose agents to interface with over 30 leading life-science databases. This collaboration scales researchers'' ability to conduct complex workflows, such as structural bioinformatics, in minutes rather than hours.','English','project','Advanced',0,'online','automatic','478b6cdc582c6928e7af2b443491c0ce1cef5b9eefa5983fec90a8a629597d12',NULL,1.78035230245670604e+09,0,'2026-06-02T00:18:22.456706+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "AI for Science", "Scientific LLM Agents", "Gemini Ecosystem"]','["EMERGING", "ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "A high-impact scientific AI research playground by Google, backed by Nature publications and validated by top-tier academic institutions.", "social_preview_url": "", "source_provenance": "X.com (GoogleAI)", "suggested_new_category": ""}'); -INSERT INTO "resources" VALUES('https://labs.hol.vmware.com','VMware hands-on Labs 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','6594b343bcdf23ddb250949276937527498e535c5653856771d458c7acb0547d',100.0,1.77903452274425196e+09,0,'2026-05-17T18:15:22.744252+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-on-premise.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://labs.hol.vmware.com','VMware hands-on Labs 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','6594b343bcdf23ddb250949276937527498e535c5653856771d458c7acb0547d',100.0,1.77903452274425196e+09,0,'2026-05-17T18:15:22.744252+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-on-premise.md"]','[]','{}','{"duplicate_of": "https://labs.hol.vmware.com/HOL"}'); INSERT INTO "resources" VALUES('https://labs.hol.vmware.com/HOL','VMware hands-on Labs 🌟','','2026',0,'A highly rated, free cloud-based interactive training platform provided by Broadcom/VMware. It allows platform engineers and administrators to gain hands-on operational experience with VMware Tanzu, vSphere with Kubernetes, NSX-T, and modern multicloud management tools without needing local hardware.','English','Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Training & Enablement", "Interactive Labs"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-on-premise.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://labs.iximiuz.com/courses/containerd-cli/ctr/image-management','labs.iximiuz.com: How to work with container images using ctr','','2023',0,'Deep technical laboratory exercise focused on managing low-level container images using the containerd ''ctr'' CLI. Vital for operations engineers debugging nodes directly where high-level runtimes like docker are not installed.','English','Guide','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Runtimes", "containerd", "ctr CLI"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes.md", "kubernetes-troubleshooting.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://labs.iximiuz.com/tutorials/controlling-process-resources-with-cgroups','Controlling Process Resources with Linux Control Groups (cgroups)','','2021',0,'A system-level deep dive explaining Linux control groups (cgroups v1/v2). Demonstrates how Kubernetes translates resource limits/requests in YAML manifests to cgroup system boundaries, enforcing CPU and memory quotas.','C/Bash','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Kernel", "Resource Allocation"]','["[COMMUNITY-TOOL]"]','[]','["container-managers.md"]','{}','{}'); @@ -9073,7 +9073,7 @@ INSERT INTO "resources" VALUES('https://lalatron.hashnode.dev/when-kubernetes-an INSERT INTO "resources" VALUES('https://lalitchaturveditech.medium.com/optimize-java-performance-on-kubernetes-5f055d406ecf','lalitchaturveditech.medium.com: Optimize Java Performance On Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering lalitchaturveditech.medium.com: Optimize Java Performance On Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903180001421403e+09,0,'2026-05-17T17:30:00.014214+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/java-and-java-performance-optimization.md"]','["java-and-java-performance-optimization.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://lambda.grofers.com/evolving-cd-in-a-cloud-native-environment-bb64a38145ae','lambda.grofers.com: Evolving Continuous Delivery in a Cloud-Native Environment'' 🌟','','N/A',0,'A curated technical resource and architectural guide covering lambda.grofers.com: Evolving Continuous Delivery in a Cloud-Native Environment'' 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903397641684198e+09,0,'2026-05-17T18:06:16.416842+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/tekton.md"]','["tekton.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://lambda.grofers.com/learnings-from-two-years-of-kubernetes-in-production-b0ec21aa2814','lambda.grofers.com: Learnings From Two Years of Kubernetes in Production','','N/A',0,'A curated technical resource and architectural guide covering lambda.grofers.com: Learnings From Two Years of Kubernetes in Production in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903028526810503e+09,0,'2026-05-17T17:04:45.268105+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://landing.google.com/sre','Google: What is Site Reliability Engineering (SRE)?','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','20b5ae83fe9ad222ae24acce7caae29b353ea0deb65ce0aabb392d898d64006a',100.0,1.77903452075868511e+09,0,'2026-05-17T18:15:20.758685+02:00',NULL,NULL,NULL,'[]','[]','["docs/sre.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://landing.google.com/sre','Google: What is Site Reliability Engineering (SRE)?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','20b5ae83fe9ad222ae24acce7caae29b353ea0deb65ce0aabb392d898d64006a',100.0,1.77903452075868511e+09,0,'2026-05-17T18:15:20.758685+02:00',NULL,NULL,NULL,'[]','[]','["docs/sre.md"]','[]','{}','{"duplicate_of": "https://sre.google"}'); INSERT INTO "resources" VALUES('https://landing.gravitee.io/gravitee-edge-stack-unified-api-visibility-and-governance','getambassador.io: Kubernetes Annotations and Labels: What’s the Difference?','','2022',0,'Clarifies the distinct purposes of labels (used for selecting, querying, and grouping resources) versus annotations (non-identifying metadata used by external tools and operators). Crucial for policy enforcement and API discovery.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Administration", "Metadata Management", "Annotations & Labels"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://landing.jobs/blog/how-does-remote-work-affect-your-salary','landing.jobs: How does remote work affect your salary?','','N/A',0,'A curated technical resource and architectural guide covering landing.jobs: How does remote work affect your salary? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173615440220499e+09,0,'2026-06-18T00:42:34.402205+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/remote-tech-jobs.md"]','["remote-tech-jobs.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://landing.llamaindex.ai/-webinar-parsebench','Inside ParseBench: Evaluating Document Parsing for AI Agents','Educational webinar and resource landing page introducing ParseBench, an open-source evaluation benchmark with 167,000+ rules for verifying OCR and semantic document formatting.','2026',4,'Curator Insight: ParseBench introduces a critical paradigm shift in document processing benchmarks, moving away from flat character recognition to multi-dimensional agent readiness evaluation. @@ -9084,29 +9084,29 @@ INSERT INTO "resources" VALUES('https://laravel-news.com/deploy-your-php-app-wit INSERT INTO "resources" VALUES('https://laravel-news.com/generate-github-actions-config-for-laravel-projects-with-ghygen','laravel-news.com: Generate GitHub Actions Config for Laravel Projects with Ghygen','','2021',0,'Examines Ghygen, a web-based, declarative config generator tailored to output optimal GitHub Actions pipelines for PHP and Laravel projects. Simplifies multi-version PHP matrix testing, database configurations, and asset compilation.','PHP','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Pipeline", "GitHub Actions", "Project Scaffolding"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://launchdarkly.com/blog/get-a-detailed-explanation-of-release-testing-several','launchdarkly.com: Release Testing Explained 🌟','','2021',0,'Conceptual breakdown of release testing paradigms within CI/CD pipelines. Distinguishes between deployment and release phases, illustrating how progressive delivery and feature flag architectures mitigate systemic runtime risks in production.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Testing", "Release Testing"]','["[COMMUNITY-TOOL]"]','[]','["qa.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://layer5.io/service-mesh-landscape','layer5.io: The Service Mesh Landscape 🌟🌟','','2025',5,'An interactive tracker mapping out the diverse, evolving service mesh landscape. Managed by Layer5, it catalogues API compatibility, conformance standards, and architecture changes (e.g., sidecarless eBPF vs. sidecars) across all industry meshes.','None','open-source-tool','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Landscape"]','["[DE FACTO STANDARD]"]','[]','["servicemesh.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://leaddev.com/legacy-technical-debt-migrations/how-break-cycle-tech-debt','leaddev.com: How to break the cycle of tech debt','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','f60e0ee399e37a8df7c44a845d5bd29f41c70dcec1261b0657d15fd4bdd081d5',100.0,1.77903297547658491e+09,0,'2026-05-17T17:49:35.476585+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://leaddev.com/legacy-technical-debt-migrations/how-break-cycle-tech-debt','leaddev.com: How to break the cycle of tech debt','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f60e0ee399e37a8df7c44a845d5bd29f41c70dcec1261b0657d15fd4bdd081d5',100.0,1.77903297547658491e+09,0,'2026-05-17T17:49:35.476585+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{"duplicate_of": "https://leaddev.com/technical-direction/how-break-cycle-tech-debt"}'); INSERT INTO "resources" VALUES('https://leaddev.com/technical-direction/how-break-cycle-tech-debt','leaddev.com: How to break the cycle of tech debt','','2023',0,'Provides engineering leadership strategies to break the endless loop of compounding legacy software issues. Outlines methods to negotiate refactoring cycles directly with product stakeholders using objective metrics.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Methodology", "Engineering Leadership", "Technical Debt"]','["[LEGACY]"]','[]','["introduction.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://leanpub.com/kubernetes-101','Kubernetes 101','','2020',0,'An introductory technical book designed to bridge the knowledge gap for software developers transitioning to orchestrator-driven architectures. It breaks down critical components like Pods, Deployments, Services, and ingress resources, offering simple, step-by-step command patterns to build confidence with kubectl.','English','Book','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Training", "Books", "Beginner"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://leanpub.com/kubernetes-101','Kubernetes 101','','2020',0,'An introductory technical book designed to bridge the knowledge gap for software developers transitioning to orchestrator-driven architectures. 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Evaluates differences between Portal, Bicep, and Terraform implementations, outlining trade-offs in velocity, maintenance overhead, and custom extensibility.','English','Architecture Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Governance & Management", "Enterprise Governance", "Landing Zones"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["iac.md", "azure.md"]','{}','{}'); @@ -9118,7 +9118,7 @@ INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/appcenter',NUL INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/appcenter/build/choose-between-services',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','abd3b9064b72f8f040c4c80b9bf495d472963227e758e8f9912679a9779db866',64.0,1779130494.92168,0,'2026-05-18T20:54:54.921680+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure','Azure Docs','','2026',0,'Dedicated documentation library covering all Microsoft Azure services, including SDKs, CLI templates, ARM references, and architectural designs.','None','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Platforms", "Azure", "Dedicated Documentation"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/active-directory/reports-monitoring/overview-recommendations','==learn.microsoft.com: What are Azure Active Directory recommendations?=='' 🌟🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','6d4e184ba160017be6a66cea997f05f57b1b88d8c6103f770fa74f5c83b9a2ea',100.0,1.77903190080576896e+09,0,'2026-05-17T17:31:40.805769+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/active-directory/roles/custom-available-permissions','learn.microsoft.com: Application registration permissions for custom roles'' in Azure Active Directory','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','b4317099f343f65bab45c2b810068b9a02038ae69d13a768da31447372bddbf5',100.0,1.77902927037621092e+09,0,'2026-05-17T16:47:50.376211+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/active-directory/roles/custom-available-permissions','learn.microsoft.com: Application registration permissions for custom roles'' in Azure Active Directory','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b4317099f343f65bab45c2b810068b9a02038ae69d13a768da31447372bddbf5',100.0,1.77902927037621092e+09,0,'2026-05-17T16:47:50.376211+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{"duplicate_of": "https://learn.microsoft.com/en-us/entra/identity/role-based-access-control/custom-available-permissions"}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/advisor/advisor-assessments','learn.microsoft.com: Use Azure WAF assessments','','2025',0,'Official guide on deploying automated and self-guided Well-Architected Framework (WAF) assessments within the Azure Advisor suite. The system reviews resource configurations against baseline performance, security, and reliability metrics. This helps technical leads operationalize structural health evaluations across broad enterprise environments.','None','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Frameworks", "WAF Assessments"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/aks/cluster-autoscaler','Azure: AKS Cluster Autoscaler','','2024',0,'Reference guide for deploying and configuring the managed Cluster Autoscaler within Azure Kubernetes Service (AKS). Leverages Azure Virtual Machine Scale Sets (VMSS) to automatically provision or deprovision node capacity in response to application pod requirements.','Go','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Platform", "Autoscaling", "Cluster Autoscaling"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-autoscaling.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/aks/configure-azure-cni','docs.microsoft.com: Configure Azure CNI networking in Azure Kubernetes Service (AKS)','','2023',0,'In-depth technical configuration specifications for implementing the high-performance Azure CNI plugin on AKS clusters. Analyzes structural routing paths, IP allocation dynamics, and integration configurations.','N/A','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "Microsoft AKS", "Networking", "Azure CNI"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); @@ -9132,15 +9132,15 @@ INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/aks/rdp' INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/aks/start-stop-nodepools','docs.microsoft.com: Start and stop an Azure Kubernetes Service (AKS) node pool 🌟','','2022',0,'An official Microsoft technical guide documenting native start/stop capabilities inside AKS user node pools. Simplifies operational management by shutting down scaling instances to minimize computing costs during inactive schedules.','Bash','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations & Troubleshooting", "Resource Management", "Node Pools Scaling"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/api-management/api-management-howto-mutual-certificates-for-clients','learn.microsoft.com: Deploy AKS and API Management with mTLS','','2024',0,'Official documentation for implementing mutual TLS (mTLS) configurations between Azure API Management (APIM) and backend AKS services. Includes certificate exchange setups, ingress controller enforcement (such as NGINX), and identity validation processes. Necessary blueprinting for highly compliant systems such as open-banking and healthcare APIs.','YAML','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "Azure Kubernetes Service (AKS)", "Security"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/app-service/configure-custom-container','learn.microsoft.com: Configure a custom container for Azure App Service','','2026',5,'Technical reference for deploying custom Docker and OCI-compliant containers to Azure App Service (Web App for Containers). It covers crucial configurations, such as persistent storage mounts, multi-container deployments via Compose, and custom startup commands. Utilizing custom containers allows engineering teams to standardized packaging across local environments, AKS, and App Service.','Docker','Official Reference','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Application Platforms", "Azure App Service", "Custom Containers"]','["[DE FACTO STANDARD]"]','[]','["azure.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/app-service/configure-language-java','learn.microsoft.com: Configure a Java app for Azure App Service','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','22e9a854afad3b5c8db9069b3416962ab4c3738ca9f2b7095b4ac8180812f2fb',100.0,1.77903145594001293e+09,0,'2026-05-17T17:24:15.940013+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/app-service/configure-language-java','learn.microsoft.com: Configure a Java app for Azure App Service','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','22e9a854afad3b5c8db9069b3416962ab4c3738ca9f2b7095b4ac8180812f2fb',100.0,1.77903145594001293e+09,0,'2026-05-17T17:24:15.940013+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{"duplicate_of": "https://learn.microsoft.com/en-us/azure/app-service/configure-language-java-deploy-run"}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/app-service/configure-language-java-deploy-run','learn.microsoft.com: Configure a Java app for Azure App Service','','2026',4,'Comprehensive documentation detailing JVM optimization, logging integration, and web container (Tomcat/JBoss) tuning within Azure App Service. It guides engineers through profiling settings, customizing JAR/WAR deployments, and configuring APM agent connections. This resource is essential for running enterprise-grade Java microservices with high throughput and low cold-start latency.','Java','Official Reference','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Application Platforms", "Azure App Service", "Java Runtime Configurations"]','["[ENTERPRISE-STABLE]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/app-service/reference-app-settings','learn.microsoft.com: Environment variables and app settings in Azure App Service','','2026',5,'Official reference detailing how App Settings and Connection Strings map directly to environment variables at container execution time. It covers critical security aspects, including referencing Key Vault secrets natively to prevent plaintext credential leaks in code. This configuration framework forms the architectural baseline for deploying portable, 12-factor cloud-native applications.','N/A','Official Reference','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Application Platforms", "Azure App Service", "App Service Configuration"]','["[DE FACTO STANDARD]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/app-testing','docs.microsoft.com: Azure Load Testing','','2024',0,'Azure''s managed load testing service that lets developers generate high-scale load using existing Apache JMeter scripts. Synthesizing live cloud updates, it integrates seamlessly with Azure Monitor to provide end-to-end insights from client-side response times to server-side resource bottlenecks, aiding rapid optimization.','N/A','SaaS','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Azure", "Testing Services"]','["[COMMUNITY-TOOL]"]','[]','["performance-testing-with-jenkins-and-jmeter.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/architecture/ai-ml/guide/mlops-maturity-model','learn.microsoft.com: Machine Learning operations maturity model 🌟','','2022',4,'Detail-rich architectural framework defining the five levels of MLOps organizational maturity. Translates nebulous operational tasks into concrete capabilities encompassing model versioning, automated deployments, feature stores, drift alerts, and cross-functional continuous feedback loops.','None','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["MLOps", "Governance", "Maturity Models"]','["[ENTERPRISE-STABLE]"]','[]','["mlops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/architecture/example-scenario/aks-agic/aks-agic','learn.microsoft.com: Use Application Gateway Ingress Controller (AGIC) with a multitenant Azure Kubernetes Service','','2024',0,'This official reference architecture outlines deployment scenarios for using AGIC within multi-tenant AKS cluster designs. It synthesizes strategies for shared vs. dedicated Application Gateways, details path-based and host-based microservices routing, and outlines how to securely terminate TLS while enforcing Web Application Firewall (WAF) rule sets at the perimeter.','YAML','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "Azure Kubernetes Service (AKS)", "Multi-Tenancy"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/architecture/guide/azure-sandbox/azure-sandbox','Azure Sandbox','','2026',0,'A highly structured framework for rapidly spinning up isolated, secure development environments (sandboxes) on Azure. The architecture features pre-configured networking, automated lifecycle policies to prevent cost overrun, and mock workloads. It is perfect for developers to safely test cloud-native architectures and PoCs.','Bicep','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Sandbox Environments", "Development Environments", "Azure Sandbox"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/architecture/guide/networking/global-web-applications/mission-critical-app-service','Enterprise Web App Patterns - Azure Architecture Center','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','c8e66430bd670b87e62b7d2efadb6a451f2ab07fdb9ca0885983ed0e15e0f445',100.0,1.77903270030320906e+09,0,'2026-05-17T17:45:00.303209+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md", "docs/cloud-arch-diagrams.md", "docs/introduction.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/architecture/guide/security/conditional-access-architecture','learn.microsoft.com: Conditional Access architecture and personas','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','c28cd3d3a1c055ab47419e3d4490b4366f5707a9c36eca1bb2b8c31ca75e094e',100.0,1.77903036759762096e+09,0,'2026-05-17T17:06:07.597621+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/architecture/guide/networking/global-web-applications/mission-critical-app-service','Enterprise Web App Patterns - Azure Architecture Center','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c8e66430bd670b87e62b7d2efadb6a451f2ab07fdb9ca0885983ed0e15e0f445',100.0,1.77903270030320906e+09,0,'2026-05-17T17:45:00.303209+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md", "docs/cloud-arch-diagrams.md", "docs/introduction.md"]','[]','{}','{"duplicate_of": "https://learn.microsoft.com/en-us/azure/architecture/web-apps/guides/enterprise-app-patterns/overview"}'); +INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/architecture/guide/security/conditional-access-architecture','learn.microsoft.com: Conditional Access architecture and personas','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c28cd3d3a1c055ab47419e3d4490b4366f5707a9c36eca1bb2b8c31ca75e094e',100.0,1.77903036759762096e+09,0,'2026-05-17T17:06:07.597621+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{"duplicate_of": "https://learn.microsoft.com/en-us/entra/identity/conditional-access/plan-conditional-access"}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/architecture/guide/technology-choices/compute-decision-tree','learn.microsoft.com: Choose an Azure compute service 🌟🌟','','2023',0,'Canonical Microsoft decision-tree architecture for selecting compute models. Systematically evaluates parameters like container orchestration requirements, VM control limits, serverless scale-to-zero capabilities, and hybrid infrastructure integrations to guide architects toward Virtual Machines, AKS, App Services, or Container Apps.','English','Architecture Guide','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Compute & Containers", "Architecture Design", "Decision Matrices"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/architecture/guide/technology-choices/load-balancing-overview','docs.microsoft.com: Understand Azure Load Balancing. Decision tree for load balancing in Azure','','2025',0,'Official technical decision matrix mapping selection logic for Azure load-balancing technologies. Systematically contrasts global DNS/anycast layers (Front Door, Traffic Manager) with regional layer-4 and layer-7 controllers (Application Gateway, Azure Load Balancer).','None','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Traffic Management", "Load Balancing"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/architecture/icons','Azure Architecture Icons','','2024',0,'Microsoft''s official repository of Azure resource icons curated to help technical architects build compliant and standard system architectures. Perfect for structuring visual documentation in accordance with the Microsoft Cloud Adoption Framework.','None','Asset Pack','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture & Visualization", "Design Assets", "Azure"]','["[COMMUNITY-TOOL]"]','[]','["cloud-arch-diagrams.md"]','{}','{}'); @@ -9150,8 +9150,8 @@ INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/architec INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/architecture/reference-architectures/containers/aks-microservices/aks-microservices','docs.microsoft.com: Microservices architecture on Azure Kubernetes Service (AKS) 🌟','','2023',0,'Architectural design guide detailing enterprise container patterns for deploying robust, scalable, and secure microservices architectures natively inside Azure Kubernetes Service.','N/A','Architectural Blueprint','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "Microsoft AKS", "Microservices Design", "Production Architecture"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/architecture/reference-architectures/containers/aks-mission-critical/mission-critical-intro','learn.microsoft.com: Mission-critical baseline architecture on Azure','','2025',0,'Official reference architecture blueprint for deploying highly reliable, multi-region containerized workloads on Azure Kubernetes Service (AKS). Integrates active-active clustering, zero-downtime routing architectures, and strict self-healing protocols.','None','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Container Orchestration", "AKS Mission Critical"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/architecture/reference-architectures/containers/aks/baseline-aks','docs.microsoft.com: Baseline architecture for an Azure Kubernetes Service (AKS) cluster 🌟','','2023',0,'The official Azure Well-Architected Framework baseline architecture for establishing a highly secure, private, and resilient AKS cluster. Focuses on network isolation, hub-spoke topology, and enterprise integration.','N/A','Architectural Specification','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "Microsoft AKS", "Architecture Baseline", "Secure Architecture"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/architecture/solution-ideas/articles/dev-test-microservice','learn.microsoft.com: DevTest and DevOps for microservice solutions','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','aa552fe9b3c05c822b96eab7ec924002e97e9f8cdc7b7576eb7a334db6296db8',100.0,1.77903378211236405e+09,0,'2026-05-17T18:03:02.112364+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/architecture/solution-ideas/articles/mutual-tls-deploy-aks-api-management','learn.microsoft.com: Deploy AKS and API Management with mTLS','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','0ee8cedf9b6dd73f82709ad8cb6e57a401b2c6728caae3ada61ebbd8c4d2b4c2',100.0,1.77903029995222401e+09,0,'2026-05-17T17:04:59.952224+02:00',NULL,NULL,NULL,'[]','[]','["docs/managed-kubernetes-in-public-cloud.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/architecture/solution-ideas/articles/dev-test-microservice','learn.microsoft.com: DevTest and DevOps for microservice solutions','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','aa552fe9b3c05c822b96eab7ec924002e97e9f8cdc7b7576eb7a334db6296db8',100.0,1.77903378211236405e+09,0,'2026-05-17T18:03:02.112364+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{"duplicate_of": "https://learn.microsoft.com/en-us/azure/devtest-labs"}'); +INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/architecture/solution-ideas/articles/mutual-tls-deploy-aks-api-management','learn.microsoft.com: Deploy AKS and API Management with mTLS','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','0ee8cedf9b6dd73f82709ad8cb6e57a401b2c6728caae3ada61ebbd8c4d2b4c2',100.0,1.77903029995222401e+09,0,'2026-05-17T17:04:59.952224+02:00',NULL,NULL,NULL,'[]','[]','["docs/managed-kubernetes-in-public-cloud.md"]','[]','{}','{"duplicate_of": "https://learn.microsoft.com/en-us/azure/api-management/api-management-howto-mutual-certificates-for-clients"}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/architecture/web-apps/guides/enterprise-app-patterns/overview','Enterprise Web App Patterns - Azure Architecture Center','','2025',0,'Production-proven patterns and implementation pathways from the Azure Architecture Center. Establishes migration guidelines for modernizing monolithic applications into elastic web architectures.','None','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Web Applications", "Enterprise Patterns"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md", "azure.md", "cloud-arch-diagrams.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/azure-arc/kubernetes/conceptual-gitops-flux2','docs.microsoft.com: Configurations and GitOps with Azure Arc enabled Kubernetes','','2025',0,'Microsoft''s guide to deploying enterprise multi-cluster configurations using Azure Arc integrated with Flux v2 GitOps extensions. Enables unified policy-driven application deployment across hybrid cloud estates.','None','Documentation','High',1,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "GitOps & Deployment", "Flux Ecosystem"]','["[COMMUNITY-TOOL]"]','[]','["flux.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/azure-arc/kubernetes/conceptual-gitops-flux2-ci-cd',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering learn.microsoft.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','427d10ef9d0ee11880118ef321862a4e8826494afd5f3662253c8bc181b42884',100.0,1779130495.01631,0,'2026-05-18T20:54:55.016310+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{}'); @@ -9172,7 +9172,7 @@ INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/develope INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/developer/terraform/azure-export-for-terraform/export-advanced-scenarios','learn.microsoft.com: Using Azure Export for Terraform in advanced scenarios','','2024',0,'An operations playbook dealing with complex scenarios when running `aztfexport`. Focuses on large resource counts, Custom Mapping files, bulk imports, and resolving complex API dependency graphs safely.','Go','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Azure", "IaC", "Migration"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/developer/terraform/azure-export-for-terraform/export-terraform-overview','learn.microsoft.com: Overview of Azure Export for Terraform','','2024',0,'Official Microsoft documentation for importing cloud resources with `aztfexport`. Offers step-by-step guidance on scanning target environments, planning state alignment, and resolving common resource parsing errors.','Go','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Azure", "IaC", "Migration"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/devops/demo-gen/use-demo-generator-v2?view=azure-devops','Get started creating and populating demo Azure DevOps Services projects','','2024',0,'Official Microsoft learning guide outlining the usage patterns of the Demo Generator v2 platform. Focuses on setting up pre-populated source code repos, agile work boards, and deployment pipelines.','Markdown','Documentation','Basic',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps & CI/CD", "Azure DevOps", "Onboarding Engine"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/devops/managed-devops-pools','learn.microsoft.com: Managed DevOps Pools documentation','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','f8f3e544c51bd29d7b6ea042083de12908d98b4e05376924221d94807ce665b3',100.0,1.77903102375287199e+09,0,'2026-05-17T17:17:03.752872+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/devops/managed-devops-pools','learn.microsoft.com: Managed DevOps Pools documentation','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f8f3e544c51bd29d7b6ea042083de12908d98b4e05376924221d94807ce665b3',100.0,1.77903102375287199e+09,0,'2026-05-17T17:17:03.752872+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{"duplicate_of": "https://learn.microsoft.com/en-us/azure/devops/managed-devops-pools/?view=azure-devops"}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/devops/managed-devops-pools/?view=azure-devops','learn.microsoft.com: Managed DevOps Pools documentation','','2024',5,'Official Microsoft guide for Managed DevOps Pools, allowing platform engineering teams to deploy Microsoft-managed pipeline agents within virtual networks. In 2026, this capability is the enterprise-stable standard. It reduces cold-start latency, implements strict network isolation, and minimizes the maintenance overhead of self-hosted scale sets.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud DevOps", "Platform Engineering", "Infrastructure Execution", "Managed DevOps Pools"]','["[DE FACTO STANDARD]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/devops/pipelines/process/templates','==learn.microsoft.com: Azure DevOps Templates - Template types & usage=='' 🌟🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','2056713b6e113900ced2768e20013e02707e196247bf846e4f02f110103453af',100.0,1.77903357941840195e+09,0,'2026-05-17T17:59:39.418402+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/devops/pipelines/process/templates?view=azure-devops','learn.microsoft.com: Azure DevOps Templates - Template types & usage 🌟🌟','','2024',5,'Official Microsoft documentation outlining the structural types and configuration paradigms of Azure DevOps templates. Utilizing YAML templates with runtime parameters and compile-time expressions is the de facto standard in 2026. This approach allows enterprise organizations to centralize pipeline logic and enforce compliance across hundreds of microservices.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud DevOps", "CI-CD Pipelines", "YAML Templating and Reusability"]','["[DE FACTO STANDARD]"]','[]','["azure.md"]','{}','{}'); @@ -9221,7 +9221,7 @@ INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/powershell/dsc INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/powershell/dsc/overview/decisionmaker?view=dsc-1.1&viewFallbackFrom=dsc-1.1%2Fconfigurations%2Fconfigdata',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering learn.microsoft.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-01-01T00:00:00+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/powershell/dsc/overview/decisionmaker?view=dsc-1.1/configurations/configData',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','29e018282c7870c8ffa5a175bedd70ed574b6366c4b15f2eb488267fe9e5918b',100.0,1779130494.93861,0,'2026-05-18T20:54:54.938610+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/previous-versions/azure/aks/ingress-tls','docs.microsoft.com: Create an HTTPS ingress controller on Azure Kubernetes Service (AKS)','','2020',0,'A legacy Microsoft technical manual outlining the step-by-step deployment of an NGINX ingress controller with cert-manager on AKS. Curators highlight its historical value in configuring dynamic TLS certificates via Let''s Encrypt. Live grounding shows this is marked as a legacy/previous version doc, as engineering teams in 2026 favor native Application Gateway Ingress Controller (AGIC) or native Istio integrations.','YAML/Bash','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Ingress & Routing", "TLS Ingress Controller"]','["[LEGACY]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/previous-versions/visualstudio/bridge','Bridge to Kubernetes 🌟🌟','','2023',0,'Bridge to Kubernetes is Microsoft''s local-to-cloud debugging tunnel. Live Grounding notes this project has been largely deprecated in favor of more flexible, cross-platform CNCF solutions such as Telepresence.','TypeScript','Tool','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Developer Experience", "Remote Debugging", "Bridge to Kubernetes"]','["[LEGACY]"]','[]','["kubernetes-based-devel.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/previous-versions/visualstudio/bridge','Bridge to Kubernetes 🌟🌟','','2023',0,'Bridge to Kubernetes is Microsoft''s local-to-cloud debugging tunnel. Live Grounding notes this project has been largely deprecated in favor of more flexible, cross-platform CNCF solutions such as Telepresence.','TypeScript','Tool','Advanced',1,'duplicate','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Developer Experience", "Remote Debugging", "Bridge to Kubernetes"]','["[LEGACY]"]','[]','["kubernetes-based-devel.md"]','{}','{"duplicate_of": "https://github.com/microsoft/mindaro"}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/samples/azure-samples/avm-terraform-labs/avm-terraform-labs','learn.microsoft.com: Introduction to using Azure Verified Modules for Terraform','','2024',0,'Details the application of Azure Verified Modules specifically optimized for Terraform configurations. Demonstrates how to write scalable HCL blocks backed by Microsoft-maintained definitions, matching enterprise governance standards.','Terraform','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Infrastructure as Code", "Terraform AVM"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md", "azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/samples/browse/?expanded=azure&products=azure-resource-manager','Azure Quickstart Templates 🌟','','2026',0,'Consolidated schema collection of Azure Resource Manager (ARM) quickstart templates. Facilitates reproducible provisioning blueprints covering virtual networks, security configurations, compute engines, and databases.','JSON','Platform','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "Infrastructure as Code", "Azure Resource Manager"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/shows/azure-friday/troubleshoot-aks-cluster-issues-with-aks-diagnostics-and-aks-periscope','channel9.msdn.com: Troubleshoot AKS cluster issues with AKS Diagnostics and AKS Periscope','','2021',0,'Detailed video tutorial on troubleshooting AKS clusters with Azure Diagnostics and AKS Periscope. Explores advanced telemetry collection, container runtime log audits, network connectivity scans, and cluster-state snapshots for fast fault isolation.','Shell','Video','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Troubleshooting", "Azure AKS"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); @@ -9231,7 +9231,7 @@ INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/training/modul INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/training/paths/build-javascript-applications-typescript',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','720f4ccd8193f6c86690d8f3138069f679a1b5d1b9df4d486c7e9924d7c59a01',64.0,1.779130495012712e+09,0,'2026-05-18T20:54:55.012712+02:00',NULL,NULL,NULL,'[]','[]','["docs/cheatsheets.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/training/paths/gh-developing-agentic-systems-1','Developing in Agentic AI Systems Part 1 of 2 - Training | Microsoft Learn','Learn how to design, deploy, and manage agentic AI systems within the SDLC using GitHub.','2025',4,'This Microsoft learning path details the architectural patterns for integrating, orchestrating, and governing autonomous AI agents within the Software Development Lifecycle (SDLC) using GitHub as the system of record and control plane. It guides Cloud Architects through the ''plan, act, evaluate'' lifecycle, helping them design boundaries, track agentic actions, evaluate outcomes using automated status checks, and apply the contributor model to supervise agent-generated code. It forms a key foundation for managing production-grade AI agent systems with high safety and operational standards.','English','E-learning','Advanced',0,'online','automatic','ed07248465003667f69a23e8cbef5171fa7eda2424e7fcadb01cf0bc8c02cf08',NULL,1.7803520036898241e+09,0,'2026-06-02T00:13:23.689824+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "AI Agents", "SDLC Agentic Workflows"]','["[GUIDE]", "[EMERGING]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "A highly valued learning path that provides deep technical and governance strategies for production-grade agentic SDLC workflows, acting as study material for Microsoft''s Agentic AI Developer certification.", "social_preview_url": "https://learn.microsoft.com/training/achievements/agentic-github-1", "source_provenance": "X.com (midudev)", "suggested_new_category": "agentic-ai-certifications"}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/training/paths/implement-azure-functions','learn.microsoft.com: AZ-204: Implement Azure Functions 🌟','','2026',5,'The official Microsoft training curriculum for implementing serverless workflows and event-driven computing via Azure Functions. It covers bindings and triggers, Durable Functions for stateful execution, execution context, and performance profiling. This path forms the core educational foundation for building reliable, event-driven microservices on the Azure platform.','C# / Python / JS','Official Training','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Application Platforms", "Serverless Computing", "Azure Functions Core"]','["[DE FACTO STANDARD]"]','[]','["azure.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/training/paths/intro-to-kubernetes-on-azure','learn.microsoft.com: Introduction to Kubernetes on Azure','','2023',0,'Guided learning pathway introducing the core operational mechanics of Azure Kubernetes Service (AKS). Outlines control-plane abstractions, compute node orchestration, and Azure platform-native integrations.','N/A','Educational Course','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "Microsoft AKS", "Getting Started", "Core Concepts"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/training/paths/intro-to-kubernetes-on-azure','learn.microsoft.com: Introduction to Kubernetes on Azure','','2023',0,'Guided learning pathway introducing the core operational mechanics of Azure Kubernetes Service (AKS). Outlines control-plane abstractions, compute node orchestration, and Azure platform-native integrations.','N/A','Educational Course','Beginner',0,'duplicate','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "Microsoft AKS", "Getting Started", "Core Concepts"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{"duplicate_of": "https://www.cloudtechtwitter.com/2022/05/dont-miss-next-article-be-first-to-be.html"}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/visualstudio/docker/tutorials/docker-tutorial','A multi-step tutorial that covers the basics of working with Docker with Visual Studio Code and deploy on Azure','','2021',0,'A comprehensive learning pathway walking developers through building, debugging, and running Dockerized applications inside VS Code, followed by direct container deployment to Azure App Service or Azure Container Apps.','Markdown','Documentation','Intermediate',1,'online','manual','32bb5207b9bc59ede3b4478c23b43af95a2b5003be65648537291f4358c2321e',100.0,1.77913049495073699e+09,0,'2026-05-18T20:54:54.950737+02:00',NULL,NULL,NULL,'["Development Tools", "VS Code", "Docker Deployment"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/windows/wsl','docs.microsoft.com: WSL - Windows Subsystem for Linux','','2026',0,'Official engineering documentation detailing Windows Subsystem for Linux (WSL). Enables native ELF64 execution on Windows, forming a vital platform for building local Kubernetes, Docker, and bash-heavy development pipelines directly inside Windows environments.','English','Documentation','Intermediate',0,'online','manual','da3e321ed5b07193b3400f325880783873ab031e59820863bcf091e0b46f6972',100.0,1.77913049501625394e+09,0,'2026-05-18T20:54:55.016254+02:00',NULL,NULL,NULL,'["Local Development", "Operating Systems", "WSL"]','["[COMMUNITY-TOOL]"]','["docs/linux-dev-env.md"]','["linux-dev-env.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/nb-no/azure/cloud-adoption-framework/ready/landing-zone','Azure Landing Zone - Microsoft Cloud Adoption Framework','','2026',0,'Explains the architectural principles of Azure Landing Zones under the Microsoft CAF. It emphasizes separation of concerns across management, connectivity, and identity planes, while using custom policy assignments for automated control. This guidance helps platform teams establish a robust foundation for onboarding application workloads.','None','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Governance", "Enterprise Architecture", "Landing Zones"]','["[COMMUNITY-TOOL]"]','[]','["iac.md", "azure.md", "cloud-arch-diagrams.md"]','{}','{}'); @@ -9241,7 +9241,7 @@ INSERT INTO "resources" VALUES('https://learn.openshift.com','learn.openshift.co INSERT INTO "resources" VALUES('https://learn.openshift.com/introduction/gitops-introduction','learn.openshift.com: GitOps introduction','','N/A',0,'A curated technical resource and architectural guide covering learn.openshift.com: GitOps introduction in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903162248591089e+09,0,'2026-05-17T17:27:02.485911+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/gitops.md", "docs/ocp3.md"]','["gitops.md", "ocp3.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.openshift.com/middleware/pipelines','learn.openshift.com/middleware/pipelines','','N/A',0,'A curated technical resource and architectural guide covering learn.openshift.com/middleware/pipelines in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790325715812869e+09,0,'2026-05-17T17:42:51.581287+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/tekton.md"]','["tekton.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.openshift.com/playgrounds/openshift44','OpenShift 4.4','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903262004247593e+09,0,'2026-05-17T17:43:40.042476+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://learn.pluralsight.com/programs/2019/free-course/template4','Getting started with Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','46942cf4f1ddba68705814401a1a4c151c7780997ef43751d80c2f0c15a34f4e',100.0,1.77903452948168611e+09,0,'2026-05-17T18:15:29.481686+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://learn.pluralsight.com/programs/2019/free-course/template4','Getting started with Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','46942cf4f1ddba68705814401a1a4c151c7780997ef43751d80c2f0c15a34f4e',100.0,1.77903452948168611e+09,0,'2026-05-17T18:15:29.481686+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://acloud.guru/forums/aws-certified-advanced-networking-specialty/discussion/-LELSWplsuDI8q8_KtjN/What%20is%20the%20best%20way%20to%20generate%20a%20visual%20diagram%20of%20the%20AWS%20environment%20which%20includes%20VPC,%20VPN,%20EC2,%20and%20AMIs%3F"}'); INSERT INTO "resources" VALUES('https://learn.theketch.io/docs/getting-started','ketch: Getting Started','','N/A',0,'A curated technical resource and architectural guide covering ketch: Getting Started in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903152874021101e+09,0,'2026-05-17T17:25:28.740211+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/yaml.md"]','["yaml.md"]','{}','{"is_special": true}'); INSERT INTO "resources" VALUES('https://learncloudnative.com/blog/2020-11-23-multiple-vs-gateway','learncloudnative.com: Attach multiple VirtualServices to Istio Gateway','','2020',0,'A practical configuration guide for mapping multiple VirtualService configurations to a single Istio Ingress Gateway. Outlines how host-matching strategies prevent routing conflicts, allowing multiple development teams to deploy independent routes securely.','English','Article','Medium',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Traffic Management"]','["[COMMUNITY-TOOL]"]','[]','["istio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learncloudnative.com/blog/2022-05-10-kubectl-tips','learncloudnative.com: Kubernetes CLI (kubectl) tips you didn''t know about','','2022',3,'Advanced productivity guide detailing hidden features and productivity parameters within kubectl. Includes custom columns formatting, JSONPath parsing templates, and multi-context aliasing for faster operational feedback loops.','HTML','Cheat Sheet','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "CLI Management"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}'); @@ -9250,44 +9250,44 @@ INSERT INTO "resources" VALUES('https://learngitbranching.js.org','learngitbranc INSERT INTO "resources" VALUES('https://learning-devops-tools-with-nandita.blogspot.com/2022/08/overview-of-ansible-and-ansible.html','learning-devops-tools-with-nandita.blogspot.com: Overview of Ansible and Ansible Playbooks','','2022',0,'An foundational introduction to Ansible configuration management, detailing the core architecture, agentless push model, and YAML playbook structures. Clarifies how task-state validation enforces declarative infrastructure configurations.','English','blog_post','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Automation & Orchestration", "Ansible", "Foundations"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learning.postman.com/docs/collections/performance-testing/testing-api-performance','learning.postman.com: Simulate user traffic to test your API performance','','2026',0,'Comprehensive architectural documentation detailing Postman''s built-in performance testing runner. 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+INSERT INTO "resources" VALUES('https://learnk8s.io/terraform-lke','learnk8s.io/terraform-lke: Provisioning Kubernetes clusters on Linode with'' Terraform 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b2c9e3c5ece1f31e8f281585a508df5048a0affaf7a827ec4fd929a88eafa96e',100.0,1.77903200093197393e+09,0,'2026-05-17T17:33:20.931974+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"duplicate_of": "https://learnkube.com/terraform-lke"}'); INSERT INTO "resources" VALUES('https://learnk8s.io/troubleshooting-deployments','==learnk8s.io: A visual guide on troubleshooting Kubernetes deployments=='' 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','e71cc356dc770e9623496f43843fcb473674431aeb1d0aad26338410382e0f7a',100.0,1.77903205768726706e+09,0,'2026-05-17T17:34:17.687267+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-troubleshooting.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://learnk8s.io/validating-kubernetes-yaml','Validating Kubernetes YAML for best practice and policies 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','9366b64b9fddaf0b5c7fc8d842146a33b29a21b6a933e82ec534413c95a03fad',100.0,1.77903086590950107e+09,0,'2026-05-17T17:14:25.909501+02:00',NULL,NULL,NULL,'[]','[]','["docs/yaml.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://learnk8s.io/validating-kubernetes-yaml','Validating Kubernetes YAML for best practice and policies 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','9366b64b9fddaf0b5c7fc8d842146a33b29a21b6a933e82ec534413c95a03fad',100.0,1.77903086590950107e+09,0,'2026-05-17T17:14:25.909501+02:00',NULL,NULL,NULL,'[]','[]','["docs/yaml.md"]','[]','{}','{"duplicate_of": "https://learnkube.com/validating-kubernetes-yaml"}'); INSERT INTO "resources" VALUES('https://learnkube.com/allocatable-resources','learnk8s.io: Allocatable memory and CPU in Kubernetes Nodes','','2023',0,'Demystifies how Kubernetes computes physical allocatable resources. Deeply details the underlying formulas for `kube-reserved`, `system-reserved`, and eviction thresholds to ensure cluster stability under heavy workloads.','N/A','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cluster Architecture", "Sizing", "Node Allocatable"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md", "kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learnkube.com/authentication-kubernetes','learnk8s.io/authentication-kubernetes: User and workload identities in Kubernetes 🌟🌟🌟','- The difference b/w externally managed and internal identities. - How Kubernetes assigns identities for internal users with Service Accounts.','2023',0,'A deep analysis of the conceptual differences between human and workload identities within Kubernetes. Details how API server authentication modules resolve internal workloads using Service Accounts, contrasting them with external OIDC providers.','English','Educational Guide','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Identity & Access", "Authentication"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-security.md"]','{}','{}'); @@ -9303,10 +9303,10 @@ INSERT INTO "resources" VALUES('https://learnkube.com/kubernetes-custom-authenti INSERT INTO "resources" VALUES('https://learnkube.com/kubernetes-instance-calculator','learnk8s.io: Kubernetes Instance Calculator 🌟🌟','','2022',2,'An interactive utility designed to calculate the most efficient node configurations based on target workloads. 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Live Grounding highlights that resolving these issues requires client-side load balancing, proxy-assisted gRPC routing, or active connection-termination intervals.','Markdown','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking & Security", "Load Balancing", "Performance & Tuning"]','["[DE FACTO STANDARD]"]','[]','["servicemesh.md", "kubernetes-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learnkube.com/kubernetes-network-packets','learnk8s.io: Tracing the path of network traffic in Kubernetes 🌟','','2022',5,'An exceptionally precise visual reconstruction tracing the physical path of network packets through container boundaries, virtual interfaces, iptables chains, and node boundaries. Invaluable reference for platform engineers tasked with isolating root causes of packet drops and latency spikes.','English','Guide','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Networking", "Deep Dive", "Packet Flow"]','["[DE FACTO STANDARD]", "[GUIDE]"]','[]','["kubernetes-networking.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://learnkube.com/kubernetes-node-size','learnk8s.io: Architecting Kubernetes clusters β€” choosing a worker node size','','2023',0,'Analyzes the trade-offs of choosing small versus large instance types for Kubernetes worker nodes. 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Reviews the operations of kube-proxy in writing local node routing rules and traces how traffic migrates from virtual endpoints to real pod ports.','English','Guide','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Networking", "Fundamentals", "Service Discovery"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["kubernetes-tutorials.md", "kubernetes-networking.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://learnkube.com/kubernetes-services-and-load-balancing','Kubernetes Services and Load Balancing Explained','','2024',4,'A contemporary structural breakdown explaining how Kubernetes leverages service endpoints to build abstract load balancing layers. Reviews the operations of kube-proxy in writing local node routing rules and traces how traffic migrates from virtual endpoints to real pod ports.','English','Guide','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Networking", "Fundamentals", "Service Discovery"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["kubernetes-tutorials.md", "kubernetes-networking.md", "kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learnkube.com/kubernetes-terraform','learnk8s.io/kubernetes-terraform: Creating Kubernetes clusters with Terraform','','2023',0,'A detailed LearnK8s tutorial demonstrating cloud cluster provisioning with Terraform. Focuses on orchestrating clean IAM hierarchies, underlying storage provisions, network definitions, and secure worker node groups.','HCL','Technical Tutorial','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "Cluster Provisioning"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learnkube.com/kubernetes-wallpapers','learnk8s.io: Kubernetes wallpapers','','2021',1,'A collection of high-resolution, visually rich architectural diagrams and wallpaper guides designed to help developers visualize complex Kubernetes ecosystems, control plane interactions, and object lifecycles.','None','Reference','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Community", "Visual Resources", "Wallpapers"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learnkube.com/microservices-authentication-kubernetes','learnk8s.io: Authentication between microservices using Kubernetes identities 🌟','','2023',0,'A specialized guide analyzing how service-to-service communication can be secured natively. It demonstrates using Kubernetes ServiceAccount tokens as cryptographic identities to authenticate microservices without external overhead. This pattern reduces dependencies on heavy service meshes for simpler deployments.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Identity & Access", "Microservice Identities"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); @@ -9324,8 +9324,8 @@ INSERT INTO "resources" VALUES('https://learnkube.com/spring-boot-kubernetes-gui INSERT INTO "resources" VALUES('https://learnkube.com/templating-yaml-with-code','Templating YAML in Kubernetes with real code','- TL;DR: You should use tools such as [yq](https://mikefarah.gitbook.io/yq) and kustomize to template YAML resources instead of relying on tools that interpolate strings such as [Helm](https://helm.sh). - If you''re working on large scale projects, you should consider using **real code** β€” you can find [hands-on examples on how to programmatically generate Kubernetes resources in Java, Go, Javascript, C# and Python in this repository](https://github.com/learnk8s/templating-kubernetes).','2023',0,'Advocates for programmatic Kubernetes resource generation in real-world programming languages (Go, Python, Java) over raw text-interpolated tools like Helm. Details static typing validation advantages, testing, and GitOps orchestration scale benefits.','Go','Repository','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Configuration Management", "Declarative Templates", "Programmatic Generation"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learnkube.com/terraform-aks','learnk8s.io/terraform-aks 🌟','','2023',4,'An educational deep-dive into provisioning and bootstrapping an Azure Kubernetes Service (AKS) cluster using Terraform. Covers declarative infrastructure configuration, state management, and basic cluster connectivity verification.','HCL','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "AKS", "Tutorials"]','["[ENTERPRISE-STABLE]"]','[]','["terraform.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://learnkube.com/terraform-eks','learnk8s.io/terraform-eks 🌟','','2023',0,'An expert-level learning curriculum detailing production-ready Amazon EKS infrastructure provisioning using Terraform. Focuses on setting up IAM policies, custom security boundaries, and Managed Node Groups.','HCL','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "EKS & Container Orchestration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["terraform.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://learnkube.com/terraform-gke','learnk8s.io/terraform-gke 🌟','','2023',0,'A highly practical tutorial outlining GKE provisioning via Terraform. Guides engineers through VPC subnets, NAT gateway definition, and private cluster configuration patterns to ensure robust default network security boundaries.','HCL','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "GCP", "GKE Orchestration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["terraform.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://learnkube.com/terraform-eks','learnk8s.io/terraform-eks 🌟','','2023',0,'An expert-level learning curriculum detailing production-ready Amazon EKS infrastructure provisioning using Terraform. Focuses on setting up IAM policies, custom security boundaries, and Managed Node Groups.','HCL','Tutorial','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "EKS & Container Orchestration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["terraform.md"]','{}','{"duplicate_of": "https://learnkube.com/terraform-aks"}'); +INSERT INTO "resources" VALUES('https://learnkube.com/terraform-gke','learnk8s.io/terraform-gke 🌟','','2023',0,'A highly practical tutorial outlining GKE provisioning via Terraform. Guides engineers through VPC subnets, NAT gateway definition, and private cluster configuration patterns to ensure robust default network security boundaries.','HCL','Tutorial','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "GCP", "GKE Orchestration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["terraform.md"]','{}','{"duplicate_of": "https://learnkube.com/terraform-aks"}'); INSERT INTO "resources" VALUES('https://learnkube.com/terraform-lke','learnk8s.io/terraform-lke: Provisioning Kubernetes clusters on Linode with Terraform 🌟','','2023',0,'A step-by-step technical guide demonstrating the deployment of Linode Kubernetes Engine (LKE) clusters via Terraform. It outlines provider definitions, pool topology configuration, and secure extraction of kubeconfig parameters.','HCL','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Linode", "Kubernetes Provisioning"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learnkube.com/training','learnk8s.io/first-steps','','2021',0,'A world-class instructional portal providing interactive labs and highly visual, deeply detailed tutorials designed to demystify complex Kubernetes networking and cluster topologies. Ideal for training enterprise engineering teams, it ensures robust mental models of container interactions and scheduling concepts.','English','Course','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Training", "Interactive Learning", "Beginner"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learnkube.com/troubleshooting-deployments','learnk8s.io: A visual guide on troubleshooting Kubernetes deployments','','2023',0,'A high-density visual guide detailing a deterministic flowchart for troubleshooting Kubernetes deployment failures. It systematically walks engineers through checking ingress, service routing, selector matching, and pod-level failures (e.g., CrashLoopBackOff).','English','Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Debugging", "Troubleshooting Guide"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-troubleshooting.md"]','{}','{}'); @@ -9395,7 +9395,7 @@ INSERT INTO "resources" VALUES('https://levelup.gitconnected.com/top-30-git-comm INSERT INTO "resources" VALUES('https://levelup.gitconnected.com/truth-about-soap-vs-rest-vs-grpc-vs-graphql-checklist-f50bcb475adf','levelup.gitconnected.com: Truth About { SOAP vs REST vs GRPC vs GraphQL'' } Checklist','','N/A',0,'A curated technical resource and architectural guide covering levelup.gitconnected.com: Truth About { SOAP vs REST vs GRPC vs GraphQL'' } Checklist in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902922554765105e+09,0,'2026-05-17T16:47:05.547651+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/api.md"]','["api.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://levelup.gitconnected.com/vim-a-how-to-guide-55f63bfdcff','levelup.gitconnected.com: Vim: A How-To Guide','','N/A',0,'A curated technical resource and architectural guide covering levelup.gitconnected.com: Vim: A How-To Guide in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903404143040895e+09,0,'2026-05-17T18:07:21.430409+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/linux.md"]','["linux.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://levelup.gitconnected.com/whats-wrong-with-your-crudy-interfaces-besides-everything-bde4f4c8cb8a','levelup.gitconnected.com: What’s Wrong With Your CRUD APIsβ€” Besides Everything?','','N/A',0,'A curated technical resource and architectural guide covering levelup.gitconnected.com: What’s Wrong With Your CRUD APIsβ€” Besides Everything? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903169648228788e+09,0,'2026-05-17T17:28:16.482288+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/api.md"]','["api.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://liavyona09.medium.com/spice-up-your-kubernetes-environment-with-aws-lambda-a07d81347607','liavyona09.medium.com: Spice up Your Kubernetes Environment with AWS Lambda','','N/A',0,'A curated technical resource and architectural guide covering liavyona09.medium.com: Spice up Your Kubernetes Environment with AWS Lambda in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903001170278406e+09,0,'2026-05-17T17:00:11.702784+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-serverless.md"]','["aws-serverless.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://liavyona09.medium.com/spice-up-your-kubernetes-environment-with-aws-lambda-a07d81347607','liavyona09.medium.com: Spice up Your Kubernetes Environment with AWS Lambda','','N/A',0,'A curated technical resource and architectural guide covering liavyona09.medium.com: Spice up Your Kubernetes Environment with AWS Lambda in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903001170278406e+09,0,'2026-05-17T17:00:11.702784+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-serverless.md"]','["aws-serverless.md"]','{}','{"duplicate_of": "https://blog.usejournal.com/spice-up-your-kubernetes-environment-with-aws-lambda-a07d81347607"}'); INSERT INTO "resources" VALUES('https://libguestfs.org/guestfish.1.html','Guestfish','','2026',0,'An interactive command-line shell that enables safe, direct manipulation of virtual machine disk images without running the actual virtual machine. Allows direct filesystem edits, configuration injects, and recovery procedures across VM formats.','C','Utility Tool','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Linux", "Virtualization", "Disk Utilities"]','["[COMMUNITY-TOOL]"]','[]','["linux.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://libropython.es','Think Python en espanol (Piensa en Python)','Think Python en espaΓ±ol es una versiΓ³n moderna y gratuita del clΓ‘sico libro de programaciΓ³n. Combina teorΓ­a, ejercicios prΓ‘cticos y cuadernos interactivos de Google Colab para aprender a programar con lΓ³gica profesional. [SPANISH CONTENT]','2026',4,'A modern, community-driven Spanish translation of the foundational book ''Think Python'' (Piensa en Python), curated and localized by Miguel Ángel DurΓ‘n (midudev) in 2026. This version integrates modern tooling such as interactive Jupyter Notebooks and Google Colab, guiding students through core programming logic, algorithms, and an introduction to agentic language models. An exceptional pedagogical asset for the Spanish-speaking software engineering community. [SPANISH CONTENT]','Spanish','document','Beginner',0,'online','automatic','f866d5105ee689f8847bb6b0587d1602863650101615c2facd969cde18b5af08',NULL,1780352282.81461,0,'2026-06-02T00:18:02.814610+02:00',NULL,NULL,NULL,'["Programming Languages", "Python", "Computer Science Foundations", "Spanish Community"]','["[GUIDE]", "[COMMUNITY-TOOL]"]','[]','[]','{}','{"category": "python", "reputation_status": "Vetted", "reputation_summary": "A widely praised translation of the classic ''Think Python'' book by Miguel \u00c1ngel Dur\u00e1n (midudev), incorporating modern learning environments like Google Colab.", "social_preview_url": "https://libropython.es/og-image.jpg", "source_provenance": "X.com (midudev)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://librosgratis.dev','librosgratis.dev','Biblioteca viva de libros y guΓ­as gratuitas de programaciΓ³n en espaΓ±ol, organizada por tecnologΓ­as y niveles.','2026',4,'A collaborative open-source web library compiling a massive index of free programming books and technical reference guides written in Spanish. @@ -9405,15 +9405,15 @@ INSERT INTO "resources" VALUES('https://lightstep.com','lightstep.com','','N/A', INSERT INTO "resources" VALUES('https://linbit.com/kubernetes','linbit.com: LINSTOR - kubernetes persistent container storage','','2026',0,'LINSTOR is an open-source storage orchestration engine designed by LINBIT that coordinates block storage nodes using native Linux features like DRBD, LVM, and ZFS. It offers highly performant, low-overhead volume management, providing cluster architects with bare-metal storage speeds in Kubernetes.','Java','Platform','High',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Storage", "Kubernetes Storage", "High Performance Block Storage"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-storage.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://linkerd.io','Linkerd','','2026',5,'The ultra-lightweight, CNCF-graduated Linkerd service mesh. Built on a custom Rust data-plane proxy, it delivers security (automatic mTLS), latency optimization, and traffic management with minimal CPU and RAM overhead.','Rust','open-source-tool','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Linkerd"]','["[DE FACTO STANDARD]"]','[]','["servicemesh.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://linkerd.io/2.10/tasks/multicluster/index.html','linkerd.io: Multi-cluster communication','','2021',4,'Operational documentation outlining multi-cluster connection procedures with Linkerd. Explains the use of gateway pods, service mirroring, and cross-cluster trust configuration using unified cert credentials.','Rust','documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Linkerd", "Multi-Cluster"]','["[ENTERPRISE-STABLE]"]','[]','["servicemesh.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://linkerd.io/2020/06/09/announcing-linkerd-2.8','Announcing Linkerd 2.8: simple, secure multi-cluster Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','e1008643b03cbf91d8846594c7fff108d18195c3bd34bec735aecaa9a91f1397',100.0,1.77903159170310807e+09,0,'2026-05-17T17:26:31.703108+02:00',NULL,NULL,NULL,'[]','[]','["docs/servicemesh.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://linkerd.io/2020/06/09/announcing-linkerd-2.8','Announcing Linkerd 2.8: simple, secure multi-cluster Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e1008643b03cbf91d8846594c7fff108d18195c3bd34bec735aecaa9a91f1397',100.0,1.77903159170310807e+09,0,'2026-05-17T17:26:31.703108+02:00',NULL,NULL,NULL,'[]','[]','["docs/servicemesh.md"]','[]','{}','{"duplicate_of": "https://linkerd.io/2020/06/09/announcing-linkerd-2.8/index.html"}'); INSERT INTO "resources" VALUES('https://linkerd.io/2020/06/09/announcing-linkerd-2.8/index.html','Announcing Linkerd 2.8: simple, secure multi-cluster Kubernetes','','2020',4,'Announces Linkerd 2.8, which introduced secure, transparent multi-cluster networking. Facilitates seamless cross-cluster communication while preserving cryptographic security boundaries and pod-to-pod identity checking.','Rust','documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Linkerd", "Releases"]','["[ENTERPRISE-STABLE]"]','[]','["servicemesh.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://linkerd.io/2021/05/27/linkerd-vs-istio-benchmarks/index.html','linkerd.io: Benchmarking Linkerd and Istio','','2021',4,'Performance benchmarks contrasting Linkerd''s Rust proxy directly against Istio''s C++ Envoy proxy. Highlights resource-usage margins (specifically CPU and memory efficiency) under load.','Rust','article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Performance"]','["[ENTERPRISE-STABLE]"]','[]','["servicemesh.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://linkerd.io/2021/07/28/announcing-cncf-graduation','linkerd.io: Announcing Linkerd''s Graduation','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','f25aabde3801ad31bd970b31a10178fd5f2d71fc2c6e68ed48ad41240f834751',100.0,1.77902937457779407e+09,0,'2026-05-17T16:49:34.577794+02:00',NULL,NULL,NULL,'[]','[]','["docs/servicemesh.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://linkerd.io/2021/07/28/announcing-cncf-graduation','linkerd.io: Announcing Linkerd''s Graduation','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f25aabde3801ad31bd970b31a10178fd5f2d71fc2c6e68ed48ad41240f834751',100.0,1.77902937457779407e+09,0,'2026-05-17T16:49:34.577794+02:00',NULL,NULL,NULL,'[]','[]','["docs/servicemesh.md"]','[]','{}','{"duplicate_of": "https://linkerd.io/2021/07/28/announcing-cncf-graduation/index.html"}'); INSERT INTO "resources" VALUES('https://linkerd.io/2021/07/28/announcing-cncf-graduation/index.html','linkerd.io: Announcing Linkerd''s Graduation','','2021',4,'Announces Linkerd''s formal graduation in the CNCF. This milestone verified the project''s production maturity, broad commercial adoption, and strict open-source governance processes.','Rust','article','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Linkerd", "Milestones"]','["[ENTERPRISE-STABLE]"]','[]','["servicemesh.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://linkerd.io/2021/11/29/linkerd-vs-istio-benchmarks-2021/index.html','linkerd.io: Benchmarking Linkerd and Istio: 2021 Redux','','2021',4,'An updated performance benchmark analysis of Linkerd and Istio. Uses open-source suites to measure p99 latencies and memory consumption across varying loads, showcasing the efficiency of Linkerd''s Rust proxies.','Rust','article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Performance"]','["[ENTERPRISE-STABLE]"]','[]','["servicemesh.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://linkerd.io/2021/12/28/using-kubernetess-new-bound-service-account-tokens-for-secure-workload-identity','linkerd.io: Using Kubernetes''s new Bound Service Account Tokens for secure'' workload identity','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','ec9d042e3c08dbd75b50b0c7e5508936b905256309179f75431203eb23e2f976',100.0,1.77903154369214606e+09,0,'2026-05-17T17:25:43.692146+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://linkerd.io/2021/12/28/using-kubernetess-new-bound-service-account-tokens-for-secure-workload-identity','linkerd.io: Using Kubernetes''s new Bound Service Account Tokens for secure'' workload identity','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ec9d042e3c08dbd75b50b0c7e5508936b905256309179f75431203eb23e2f976',100.0,1.77903154369214606e+09,0,'2026-05-17T17:25:43.692146+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{"duplicate_of": "https://linkerd.io/2021/12/28/using-kubernetess-new-bound-service-account-tokens-for-secure-workload-identity/index.html"}'); INSERT INTO "resources" VALUES('https://linkerd.io/2021/12/28/using-kubernetess-new-bound-service-account-tokens-for-secure-workload-identity/index.html','linkerd.io: Using Kubernetes''s new Bound Service Account Tokens for secure workload identity','','2021',0,'Examines Linkerd''s transition to Kubernetes Bound Service Account Tokens (TokenRequest API). Explains the security benefits of using tokens containing specific audiences, node bindings, and short lifetimes to mitigate credential leakage risks.','English','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Identity & Access", "Workload Identity"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://linkerd.io/2022/03/09/announcing-automated-multi-cluster-failover-for-kubernetes','linkerd.io: Announcing automated multi-cluster failover for Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','8c088bb2c55479efa951a6cfa955246bebc283d62ced9f20c4c7ace840a632af',100.0,1.77903209125398397e+09,0,'2026-05-17T17:34:51.253984+02:00',NULL,NULL,NULL,'[]','[]','["docs/servicemesh.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://linkerd.io/2022/03/09/announcing-automated-multi-cluster-failover-for-kubernetes','linkerd.io: Announcing automated multi-cluster failover for Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8c088bb2c55479efa951a6cfa955246bebc283d62ced9f20c4c7ace840a632af',100.0,1.77903209125398397e+09,0,'2026-05-17T17:34:51.253984+02:00',NULL,NULL,NULL,'[]','[]','["docs/servicemesh.md"]','[]','{}','{"duplicate_of": "https://linkerd.io/2022/03/09/announcing-automated-multi-cluster-failover-for-kubernetes/index.html"}'); INSERT INTO "resources" VALUES('https://linkerd.io/2022/03/09/announcing-automated-multi-cluster-failover-for-kubernetes/index.html','linkerd.io: Announcing automated multi-cluster failover for Kubernetes','','2022',4,'Details automated multi-cluster failover mechanisms introduced in Linkerd. Highlights how target health probes automatically steer cross-cluster traffic to healthy regions during local system outages.','Rust','documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Linkerd", "High Availability"]','["[ENTERPRISE-STABLE]"]','[]','["servicemesh.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://linoxide.com','linoxide.com 🌟','','N/A',0,'A curated technical resource and architectural guide covering linoxide.com 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902989910424709e+09,0,'2026-05-17T16:58:19.104247+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/linux.md"]','["linux.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://linoxide.com/linux-command/use-ip-command-linux','**ip command**: How to use IP Command in Linux with Examples','','N/A',0,'A curated technical resource and architectural guide covering **ip command**: How to use IP Command in Linux with Examples in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.779032361028584e+09,0,'2026-05-17T17:39:21.028584+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/linux.md"]','["linux.md"]','{}','{}'); @@ -9429,7 +9429,7 @@ INSERT INTO "resources" VALUES('https://linuxhandbook.com/cheatsheets/yum','linu INSERT INTO "resources" VALUES('https://linuxhandbook.com/container-lifecycle-docker-commands','linuxhandbook.com: Docker Commands for Managing Container Lifecycle (Definitive Guide)','','2024',3,'Excellent analytical guide covering state transitions within a Docker container lifecycle. Explains deep distinctions between create, start, run, pause, stop, and kill operational phases, with real-world troubleshooting diagnostics.','HTML','Cheat Sheet','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Virtualization & Containers", "Docker", "CLI Reference"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://linuxhandbook.com/variables-bash-script','linuxhandbook.com: Unusual Ways to Use Variables Inside Bash Scripts','','2021',3,'An analytical deep dive into advanced variable assignments, dereferencing, and parameter expansions inside Bash. The text uncovers obscure but powerful syntax options to streamline operations without subprocesses. 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While the standalone portal has transitioned, the actual operational flow has been assimilated directly into the internal OpenShift OperatorHub interface.','English','Official Portal','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Ecosystem", "Marketplace"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md", "kubernetes-storage.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com','marketplace.visualstudio.com','','2023',0,'The VS Code Extension Marketplace, serving as the central hub for discovering, validating, and installing IDE extensions. This core infrastructure enables developers to scale VS Code capabilities dynamically.','N/A','Product','Beginner',0,'online','manual','71e97a5abbc2ba63f333f4c1e140df9a79979a82bd2b07b9978438fef90f6b70',100.0,1.77903138887068796e+09,1,'2026-05-17T17:23:08.870688+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Ecosystem & General Productivity"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.redhat.com/sunset','Red Hat Marketplace','','2024',2,'Originally a portal dedicated to discovering, buying, and provisioning certified operators and third-party software on OpenShift. While the standalone portal has transitioned, the actual operational flow has been assimilated directly into the internal OpenShift OperatorHub interface.','English','Official Portal','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Ecosystem", "Marketplace"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md", "kubernetes-storage.md", "openshift.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com','marketplace.visualstudio.com','','2023',0,'The VS Code Extension Marketplace, serving as the central hub for discovering, validating, and installing IDE extensions. This core infrastructure enables developers to scale VS Code capabilities dynamically.','N/A','Product','Beginner',0,'duplicate','manual','71e97a5abbc2ba63f333f4c1e140df9a79979a82bd2b07b9978438fef90f6b70',100.0,1.77903138887068796e+09,1,'2026-05-17T17:23:08.870688+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Ecosystem & General Productivity"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{"duplicate_of": "https://marketplace.visualstudio.com/azuredevops"}'); INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/azuredevops','Azure DevOps 🌟','','2026',4,'Extends the VS Code platform with deep Azure DevOps integration, providing real-time pipeline status checks, work item tracking, and Git repository links.','TypeScript','Extension','Intermediate',0,'online','manual','71e97a5abbc2ba63f333f4c1e140df9a79979a82bd2b07b9978438fef90f6b70',100.0,1.77903005188700294e+09,1,'2026-05-17T17:00:51.887003+02:00',NULL,NULL,NULL,'["Collaboration", "Continuous Integration", "Azure"]','["[ENTERPRISE-STABLE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items&itemName=Tim-Koehler.helm-intellisense&ssr=false','Helm Intellisense','','2018',0,'A standard-setting VS Code extension that enables autocompletion and path matching for Helm chart values files inside template paths, eliminating common typo bugs and deployment failures during manifest compilation.','TypeScript','Extension','Intermediate',0,'online','manual','N/A',100.0,1.77903157620918202e+09,0,'2026-05-17T17:26:16.209182+02:00',NULL,NULL,NULL,'["Development Tools", "VS Code", "Kubernetes Extensions"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=2gua.rainbow-brackets','Rainbow Brackets','','2023',0,'A legacy brackets colorization extension. Note that native VS Code bracket pair colorization has superseded it, offering vastly superior performance and rendering speed on complex source files.','TypeScript','Product','Beginner',0,'online','manual','f331c7f678a9a0789fa359354af882ee0ff3e5a61e612a265f9db902329be99f',100.0,1.77903267908825707e+09,1,'2026-05-17T17:44:39.088257+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Extension Development & Integrations"]','["[LEGACY]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); @@ -9604,16 +9604,16 @@ INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemN INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=azurepaas-tools.vscode-learncloud','marketplace.visualstudio.com: Learn Cloud 🌟','','2024',0,'Visual Studio Code extension designed to accelerate cloud onboarding directly within the developer workspace. It streamlines access to Azure training modules and sandboxed labs, reducing cognitive context switching during technical training.','TypeScript','Tool','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Tools", "IDE Extensions", "Azure Learning"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=charliermarsh.ruff','marketplace.visualstudio.com: Ruff extension for Visual Studio Code','','2026',5,'Integrates the ultra-fast Rust-based Ruff linter and formatter directly into VS Code. In 2026, it is the standard for microservice backends, replacing flake8 and black with massive speed enhancements.','TypeScript','Extension','Beginner',0,'online','manual','7eecbfa866b8b7a5c738528c9396e543f9fcb71cee792ba49d85dc148706a128',100.0,1.77903139698997592e+09,1,'2026-05-17T17:23:16.989976+02:00',NULL,NULL,NULL,'["Development Environment", "Linter and Formatter", "Python"]','["[DE FACTO STANDARD]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=christian-kohler.path-intellisense','Path Intellisense','','2026',4,'Provides dynamic path autocompletion during import statements and file references. This capability reduces import failures across large directories. Although modern language servers have improved built-in path resolution, this extension remains popular for deep directory layouts.','TypeScript','Extension','Beginner',0,'online','manual','f64b8e0255bcbeeebe8137b1194de72a0bd2060d8f00c1bbf2c9f7adf426b60f',100.0,1.77903361910918593e+09,1,'2026-05-17T18:00:19.109186+02:00',NULL,NULL,NULL,'["Development Environment", "IDE Enhancements", "VS Code Tooling"]','["[ENTERPRISE-STABLE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=cschleiden.vscode-github-actions','GitHub Actions 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','f844c19035655334933e41a62edff9ecda06584dd26d9beac271c6f22b838e84',100.0,1.77903057789040398e+09,0,'2026-05-17T17:09:37.890404+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=cschleiden.vscode-github-actions','GitHub Actions 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f844c19035655334933e41a62edff9ecda06584dd26d9beac271c6f22b838e84',100.0,1.77903057789040398e+09,0,'2026-05-17T17:09:37.890404+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{"duplicate_of": "https://marketplace.visualstudio.com/items?itemName=github.vscode-github-actions"}'); INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=dag-andersen.kubernetes-reference-highlighter','marketplace.visualstudio.com: Kubernetes Reference Highlighter 🌟','','2026',4,'Highlights cross-references inside Kubernetes manifest files, such as linking ConfigMaps and Secrets to Deployment specifications. Reduces misconfigurations and deployments crashes in complex environments.','TypeScript','Extension','Intermediate',1,'online','manual','4034882b2d236513f2ede0125889a49bdb8bfec578f9aecd180c1f717fb6ae69',100.0,1.77903108670936393e+09,1,'2026-05-17T17:18:06.709364+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "Configuration Validation"]','["[ENTERPRISE-STABLE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=dannysteenman.cloudformation-yaml-snippets','CloudFormation Snippets 🌟','','2019',0,'A comprehensive collection of AWS CloudFormation snippets formatted for both YAML and JSON, offering platform engineers rapid, boilerplate-free template creation for AWS infrastructure stacks.','TypeScript','Extension','Beginner',0,'online','manual','a07a638d33edf74292547806fd6504ece2c19e0c7a5af1791534c448b878af54',100.0,1.77913049492957806e+09,1,'2026-05-18T20:54:54.929578+02:00',NULL,NULL,NULL,'["Development Tools", "VS Code", "IaC Extensions"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=dbaeumer.vscode-eslint','ESLint:','','2023',0,'ESLint embeds static linting analysis into the active editor, identifying syntax defects, security code smells, and configuration errors in real time to prevent issues prior to container compilation.','JavaScript','Product','Intermediate',0,'online','manual','dd05e43922828a105b2e942474a764321d41501579df800fd40a05e242e6b155',100.0,1.77903380572246193e+09,1,'2026-05-17T18:03:25.722462+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Extension Development & Integrations"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=dracula-theme.theme-dracula','Dracula Official','','2026',5,'One of the most popular and cross-platform dark color palettes in software development, providing clear syntax highlighting and contrast.','TypeScript','Extension','Beginner',0,'online','manual','a1377ac560980128bbce3980b9af0ea0135ab80278fd5b2a1ca6cdb89879196b',100.0,1.77903403449905896e+09,1,'2026-05-17T18:07:14.499059+02:00',NULL,NULL,NULL,'["Development Environment", "IDE Customization", "VS Code Tooling"]','["[DE FACTO STANDARD]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=dsteenman.cloudformation-yaml-snippets','CloudFormation Snippets 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','b651a23ddd855358ffa4db601feb87d8d9eb7f2cb530d9356bbbbcd15a6100e8',100.0,1.77903350792224311e+09,0,'2026-05-17T17:58:27.922243+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=dsteenman.cloudformation-yaml-snippets','CloudFormation Snippets 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b651a23ddd855358ffa4db601feb87d8d9eb7f2cb530d9356bbbbcd15a6100e8',100.0,1.77903350792224311e+09,0,'2026-05-17T17:58:27.922243+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{"duplicate_of": "https://marketplace.visualstudio.com/items?itemName=dannysteenman.cloudformation-yaml-snippets"}'); INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=eamodio.gitlens','GitLens 🌟','','2023',0,'GitLens supercharges Git capabilities within VS Code, providing instant code authorship visibility, interactive file histories, branch comparison matrices, and commit-level analysis directly within the editor workspace.','TypeScript','Product','Intermediate',0,'online','manual','768a3671ff35758c36b8618d9bf0fb26a9e855cfc0861efd6c803e32f74498c7',100.0,1.77903350078053092e+09,1,'2026-05-17T17:58:20.780531+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Version Control Integration"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=esbenp.prettier-vscode','Prettier:','','2023',0,'Prettier enforces unified formatting across multi-developer configurations. This AST-based code formatter eliminates layout debates by structuring code uniformly on save across all major web-oriented files.','JavaScript','Product','Intermediate',0,'online','manual','a81f9be11f86ed8a661d2b6bbd4c0c0ff16446e41aeab4f299186cba33bcc2b5',100.0,1.77902999282248902e+09,1,'2026-05-17T16:59:52.822489+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Extension Development & Integrations"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=fabiospampinato.vscode-todo-plus','Todo+','','2023',0,'Todo+ manages task lists within the VS Code workspace, enabling inline timer tracking, markdown task tags, and task dashboard trees directly inside active repositories.','TypeScript','Product','Beginner',0,'online','manual','25498d7e649ba60353b9f3af43cf9729d47e37d684a2566b9c60d6ed55be40f4',100.0,1779032552.04564,1,'2026-05-17T17:42:32.045640+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Extension Development & Integrations"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=fatihacet.gitlab-workflow','GitLab Workflow','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','7bd4c431f9141b49a116a7dc20afa5fb7538276e487454f00df94f4ec16aa9e3',100.0,1.779031468572613e+09,0,'2026-05-17T17:24:28.572613+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=fatihacet.gitlab-workflow','GitLab Workflow','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7bd4c431f9141b49a116a7dc20afa5fb7538276e487454f00df94f4ec16aa9e3',100.0,1.779031468572613e+09,0,'2026-05-17T17:24:28.572613+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{"duplicate_of": "https://marketplace.visualstudio.com/items?itemName=gitlab.gitlab-workflow"}'); INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=github.vscode-github-actions','GitHub Actions 🌟','','2022',0,'The official GitHub Actions extension for VS Code, enabling developers to build, validate, monitor, and run CI/CD workflows natively within the IDE with real-time log streaming.','TypeScript','Extension','Intermediate',0,'online','manual','78034cc2e83fa4dfdd1e8f834d4ebae0a489898520c9a0e256935e37a5090470',100.0,1.77913049495809507e+09,1,'2026-05-18T20:54:54.958095+02:00',NULL,NULL,NULL,'["Development Tools", "VS Code", "CI/CD Extensions"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=gitlab.gitlab-workflow','GitLab Workflow','','2019',0,'Integrates GitLab''s merge requests, issues, and CI/CD pipelines directly into VS Code, allowing platform engineers to monitor CI statuses and conduct code reviews seamlessly inside the workspace.','TypeScript','Extension','Intermediate',0,'online','manual','a4b6a17418cc66fcbd47c4b43f4950d78472a530e67ff9b04cc1879907669a4b',100.0,1.77913049495965695e+09,1,'2026-05-18T20:54:54.959657+02:00',NULL,NULL,NULL,'["Development Tools", "VS Code", "CI/CD Extensions"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=hashicorp.terraform','Terraform','','2020',0,'The official HashiCorp Terraform extension, offering syntax highlighting, autocompletion, real-time dry-runs, and direct module documentation linkings to enforce clean IaC creation.','TypeScript','Extension','Intermediate',0,'online','manual','8fd4ab9e536e0b0803b33d821316da5b0a063d64f569698302991bbfb65927bb',100.0,1.77913049493051099e+09,1,'2026-05-18T20:54:54.930511+02:00',NULL,NULL,NULL,'["Development Tools", "VS Code", "IaC Extensions"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); @@ -9631,7 +9631,7 @@ INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemN INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=mgmcdermott.vscode-language-babel','Babel JavaScript','','2023',0,'Provides ECMAScript syntax highlighting support for older JS parser platforms, helping modernize legacy JavaScript code bases within VS Code''s editor structure.','JavaScript','Product','Beginner',0,'online','manual','394a97ab4388baf20359e98ea1d8c9c4e87effec92374b5c60c983298dc57dde',100.0,1.77903112565561699e+09,1,'2026-05-17T17:18:45.655617+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Extension Development & Integrations"]','["[LEGACY]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=mhutchie.git-graph','Git Graph','','2023',0,'Git Graph provides an interactive graph visualization of repository histories. It simplifies advanced operations such as interactive branch cherry-picks, rebasing, and merges through a graphical workspace context.','TypeScript','Product','Intermediate',0,'online','manual','88ea40b9a987f741e78523c6ed76fb11e95a93bbdba12298bfbe39f7434ed514',100.0,1.77903119013038706e+09,1,'2026-05-17T17:19:50.130387+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Version Control Integration"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=mikestead.dotenv','DotENV','','2026',4,'Provides syntax highlighting, syntax validation, and basic formatting for `.env` files. This lightweight extension prevents parsing and configuration errors before environment variables are deployed. Although basic, it remains highly useful for local environment orchestration and credential preparation.','TypeScript','Extension','Beginner',0,'online','manual','68032b3b815fa7b6fa7229304d22d7dbf6b8cb867e65cf67d3dd41966d2354ea',100.0,1.77903194488584709e+09,1,'2026-05-17T17:32:24.885847+02:00',NULL,NULL,NULL,'["Development Environment", "Configuration Management", "VS Code Tooling"]','["[ENTERPRISE-STABLE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=mindaro.mindaro','marketplace.visualstudio.com: Bridge to Kubernetes (VSCode)','- [marketplace.visualstudio.com: Bridge to Kubernetes (Visual Studio)](https://marketplace.visualstudio.com/items?itemName=ms-azuretools.mindaro) Bridge to Kubernetes for Visual Studio 2019','2023',0,'Official VS Code extension that implements the Bridge to Kubernetes local-to-remote cluster redirection framework. Allows developers to step through breakpoints in their local environment while acting as an integrated cluster endpoint.','TypeScript','Tool','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Development Workflow", "IDE Extensions", "Bridge to Kubernetes"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-troubleshooting.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=mindaro.mindaro','marketplace.visualstudio.com: Bridge to Kubernetes (VSCode)','- [marketplace.visualstudio.com: Bridge to Kubernetes (Visual Studio)](https://marketplace.visualstudio.com/items?itemName=ms-azuretools.mindaro) Bridge to Kubernetes for Visual Studio 2019','2023',0,'Official VS Code extension that implements the Bridge to Kubernetes local-to-remote cluster redirection framework. Allows developers to step through breakpoints in their local environment while acting as an integrated cluster endpoint.','TypeScript','Tool','Intermediate',1,'duplicate','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Development Workflow", "IDE Extensions", "Bridge to Kubernetes"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-troubleshooting.md"]','{}','{"duplicate_of": "https://github.com/microsoft/mindaro"}'); INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=mongodb.mongodb-vscode','MongoDB for VS Code','','2026',4,'Explores, queries, and modifies MongoDB data collections natively without leaving the editor. Essential tool for developers writing and verifying backend microservices backed by document stores.','TypeScript','Extension','Intermediate',1,'online','manual','9fd10141ccf49873cc5ff2956f100048c135f74302f5b76fb51fba5734c34104',100.0,1779032800.22788,1,'2026-05-17T17:46:40.227880+02:00',NULL,NULL,NULL,'["Software Engineering", "Databases", "NoSQL"]','["[ENTERPRISE-STABLE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=monokai.theme-monokai-pro-vscode','Monokai Pro Theme','','2026',4,'A highly structured color palette designed to reduce eye strain and optimize visual parsing of nested structures and syntaxes.','TypeScript','Extension','Beginner',0,'online','manual','ef4408788374e6681236e6a864413511fa59c35b556c1f53bdee3690e5b0a8d9',100.0,1.77903184436905908e+09,1,'2026-05-17T17:30:44.369059+02:00',NULL,NULL,NULL,'["Development Environment", "IDE Customization", "VS Code Tooling"]','["[ENTERPRISE-STABLE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=ms-azuretools.mindaro','marketplace.visualstudio.com: Bridge to Kubernetes (Visual Studio)','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','1566b680b9a6dffb1e52ccd9b7cc0d009f640d34cecaddc630e7db8dd119c359',100.0,1779030425.66038,1,'2026-05-17T17:07:05.660380+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-troubleshooting.md"]','[]','{}','{}'); @@ -9669,7 +9669,7 @@ INSERT INTO "resources" VALUES('https://martinfowler.com/articles/evodb.html','m INSERT INTO "resources" VALUES('https://martinfowler.com/articles/feature-toggles.html','martinfowler.com: Feature Toggles (aka Feature Flags)','','2017',0,'Martin Fowler''s foundational deep-dive into feature toggling architecture. He classifies toggles by their dynamism and lifespan (such as release, ops, experimental, and permission flags) and provides patterns for managing complex toggle configurations at scale.','Markdown','Specification','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2017-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Feature Management", "Architecture"]','["[EMERGING]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://martinfowler.com/articles/originalContinuousIntegration.html','martinfowler.com: Continuous Integration (original version)','','2017',0,'The canonical, industry-defining essay by software engineering pioneer Martin Fowler, establishing the fundamental tenants and best practices of Continuous Integration. It outlines core requirements such as automated self-testing, single-source repositories, daily main-line integrations, and automated deployments. It serves as the intellectual cornerstone for modern DevOps.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2017-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD", "Methodology", "Foundational Reading"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://martinfowler.com/articles/retrospective-antipatterns.html','martinfowler.com: Retrospectives Antipatterns 🌟','','2020',5,'An authoritative breakdown of typical anti-patterns observed during agile retrospective sessions, such as the ''Blame Game'' or ''Loudest Voice.'' Explains how to reconstruct retrospectives into productive, post-mortem style continuous feedback loops that actively resolve systemic design flaws, optimize integration paths, and elevate overall team software delivery quality.','en','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Engineering Leadership", "Agile Methodologies", "Continuous Improvement"]','["[DE FACTO STANDARD]"]','[]','["project-management-methodology.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://martinfowler.com/articles/serverless.html','martinfowler.com: Serverless Architectures','','2018',0,'Martin Fowler''s canonical analysis of serverless architectures. Compares Back-end-as-a-Service (BaaS) and Function-as-a-Service (FaaS) ecosystems, outlining core trade-offs regarding state management, horizontal scalability, operational costs, cold starts, security, and design complexity.','English','Reference Guide','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Serverless", "Fundamentals"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["serverless.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://martinfowler.com/articles/serverless.html','martinfowler.com: Serverless Architectures','','2018',0,'Martin Fowler''s canonical analysis of serverless architectures. Compares Back-end-as-a-Service (BaaS) and Function-as-a-Service (FaaS) ecosystems, outlining core trade-offs regarding state management, horizontal scalability, operational costs, cold starts, security, and design complexity.','English','Reference Guide','Advanced',1,'duplicate','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Serverless", "Fundamentals"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["serverless.md"]','{}','{"duplicate_of": "https://nubenetes.com/serverless"}'); INSERT INTO "resources" VALUES('https://martinfowler.com/bliki/KeystoneInterface.html','martinfowler.com: KeystoneInterface','','2021',0,'Martin Fowler''s architectural pattern for the Keystone Interface. Explains how placing incomplete backend features behind a critical interface gate allows developers to continuously deploy code without exposing unfinished work to end-users.','Markdown','Specification','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Feature Management", "Architecture"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://martinfowler.com/nosql.html','NoSQL Guide, by Martin Fowler','','2012',5,'A foundational architectural survey of NoSQL design patterns, distinguishing between document, key-value, wide-column, and graph models. Fowler introduces polyglot persistence and analyzes CAP theorem trade-offs against traditional RDBMS relational constraints.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2012-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Architecture", "NoSQL Databases", "Reference Guides"]','["[DE FACTO STANDARD]"]','[]','["nosql.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://martinheinz.dev/blog/35','martinheinz.dev: It''s Time to Forget About Docker 🌟','','2020',4,'Critically examines the OCI (Open Container Initiative) layer architecture to dismantle the assumption that the Docker daemon is required for packaging applications. Promotes alternative tooling such as Podman, Buildah, and Skopeo to improve daemonless security and run containers without root privileges.','English','Analysis','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers & Orchestration", "Container Engines", "Alternatives"]','["[ENTERPRISE-STABLE]"]','[]','["docker.md"]','{}','{}'); @@ -9694,11 +9694,11 @@ INSERT INTO "resources" VALUES('https://marvelousmlops.substack.com/p/technical- INSERT INTO "resources" VALUES('https://marvelousmlops.substack.com/p/traceability-and-reproducibility','marvelousmlops.substack.com: Traceability & Reproducibility','','N/A',0,'A curated technical resource and architectural guide covering marvelousmlops.substack.com: Traceability & Reproducibility in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.779029366691087e+09,0,'2026-05-17T16:49:26.691087+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/mlops.md"]','["mlops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://masterpoint.io/blog/ai-meets-tf-prompt-strategies-for-test-generation','AI Meets Terraform: Prompt Strategies for Test Generation','','2024',0,'Explores LLM prompting strategies designed to automatically generate high-quality integration testing assertions for Terraform infrastructure codebases. Outlines systematic framework specifications to minimize manual testing overhead.','None','Technical Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "AI Integrations", "Validation & Testing"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-operators-controllers.md", "ai.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://masterpoint.io/blog/terraform-use-cases','masterpoint.io: Three Terraform Use-cases You Need to Start Implementing','','2024',0,'Presents three advanced structural paradigms: multi-region dynamic workspace state querying, native mock-testing checks, and programmatic policy validation integration. Demonstrates production patterns that decoupled dependencies and enforce safe execution boundaries.','HCL','Technical Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://masterpoint.io/updates/terraform-use-cases','masterpoint.io: Three Terraform Use-cases You Need to Start Implementing','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','cbbbe2d9d2894182c5934e19b99ed045a8afe4d4d667cfe0bcfabb67c54d142c',100.0,1.77903457218614411e+09,0,'2026-05-17T18:16:12.186144+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://matiasmct.medium.com/observability-at-scale-52d0d9a5fb9b','matiasmct.medium.com: Observability at Scale','','N/A',0,'A curated technical resource and architectural guide covering matiasmct.medium.com: Observability at Scale in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903111087876296e+09,0,'2026-05-17T17:18:30.878763+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://matt-rickard.com/docker-desktop-alternatives','matt-rickard.com: An Overview of Docker Desktop Alternatives','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','1630d7c0f79d77e3ae6f7fb3393b84d01722233861032053eabd5ea19da10e15',100.0,1779032373.16813,0,'2026-05-17T17:39:33.168130+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://matt-rickard.com/how-to-calculate-a-cidr','matt-rickard.com: How to Calculate a CIDR','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','ee4197cd28ae9db65e7b54e44d8bf55a72706d486ec3b676d37d23ad05aeb7c1',100.0,1.77903367677053689e+09,0,'2026-05-17T18:01:16.770537+02:00',NULL,NULL,NULL,'[]','[]','["docs/networking.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://matt-rickard.com/infrastructure-as-code-will-be-written-by-ai','matt-rickard.com: Infrastructure as Code Will be Written by AI','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','adbeebee2c57b57dc87cfd628ac4fc2eb9b35f80564f9dc183852b4c9f99f28e',100.0,1.77903251988741397e+09,0,'2026-05-17T17:41:59.887414+02:00',NULL,NULL,NULL,'[]','[]','["docs/iac.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://masterpoint.io/updates/terraform-use-cases','masterpoint.io: Three Terraform Use-cases You Need to Start Implementing','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','cbbbe2d9d2894182c5934e19b99ed045a8afe4d4d667cfe0bcfabb67c54d142c',100.0,1.77903457218614411e+09,0,'2026-05-17T18:16:12.186144+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"duplicate_of": "https://masterpoint.io/blog/terraform-use-cases"}'); +INSERT INTO "resources" VALUES('https://matiasmct.medium.com/observability-at-scale-52d0d9a5fb9b','matiasmct.medium.com: Observability at Scale','','N/A',0,'A curated technical resource and architectural guide covering matiasmct.medium.com: Observability at Scale in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903111087876296e+09,0,'2026-05-17T17:18:30.878763+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{"duplicate_of": "https://itnext.io/observability-at-scale-52d0d9a5fb9b"}'); +INSERT INTO "resources" VALUES('https://matt-rickard.com/docker-desktop-alternatives','matt-rickard.com: An Overview of Docker Desktop Alternatives','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1630d7c0f79d77e3ae6f7fb3393b84d01722233861032053eabd5ea19da10e15',100.0,1779032373.16813,0,'2026-05-17T17:39:33.168130+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{"duplicate_of": "https://mattrickard.com/docker-desktop-alternatives"}'); +INSERT INTO "resources" VALUES('https://matt-rickard.com/how-to-calculate-a-cidr','matt-rickard.com: How to Calculate a CIDR','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ee4197cd28ae9db65e7b54e44d8bf55a72706d486ec3b676d37d23ad05aeb7c1',100.0,1.77903367677053689e+09,0,'2026-05-17T18:01:16.770537+02:00',NULL,NULL,NULL,'[]','[]','["docs/networking.md"]','[]','{}','{"duplicate_of": "https://mattrickard.com/how-to-calculate-a-cidr"}'); +INSERT INTO "resources" VALUES('https://matt-rickard.com/infrastructure-as-code-will-be-written-by-ai','matt-rickard.com: Infrastructure as Code Will be Written by AI','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','adbeebee2c57b57dc87cfd628ac4fc2eb9b35f80564f9dc183852b4c9f99f28e',100.0,1.77903251988741397e+09,0,'2026-05-17T17:41:59.887414+02:00',NULL,NULL,NULL,'[]','[]','["docs/iac.md"]','[]','{}','{"duplicate_of": "https://mattrickard.com/infrastructure-as-code-will-be-written-by-ai"}'); INSERT INTO "resources" VALUES('https://mattermost.com','Mattermost','','2026',0,'A secure, open-source chat and operational workflow platform targeted at high-security engineering environments. Features self-hosted orchestration, deep Slack API compatibility, integrated incident management pipelines, and strict compliance profiles suitable for defense and finance industries.','Go','Open Source Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Modern Workforce", "Remote Work", "Productivity Tools", "Open Source"]','["[COMMUNITY-TOOL]"]','[]','["workfromhome.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://mattermost.com/blog/the-top-7-open-source-tools-for-securing-your-kubernetes-cluster','mattermost.com: The Top 7 Open Source Tools for Securing Your Kubernetes Cluster','','2022',0,'This resource provides a comparative overview of seven premier open-source tools designed for Kubernetes security hardening. It introduces utilities like Trivy, Falco, and Kube-hunter, aligning each with specific pipeline gates or runtime defenses. Serves as a useful high-level map for architects selecting security tooling.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Tooling", "Security Auditing"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://matthewpalmer.net/kubernetes-app-developer/articles/kubernetes-ingress-guide-nginx-example.html','matthewpalmer.net: Kubernetes Ingress with Nginx Example 🌟','','2021',0,'Step-by-step architectural breakdown of implementing an NGINX Ingress Controller to manage external-to-internal cluster routing. Synthesizes key routing constructs, TLS termination setups via cert-manager, virtual hosting paths, and session affinity configurations vital for modern production topologies.','YAML','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Ingress", "Nginx"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); @@ -9729,10 +9729,10 @@ INSERT INTO "resources" VALUES('https://maxilect-company.medium.com/graceful-shu INSERT INTO "resources" VALUES('https://maximilianmichels.com/2021/kubernetes-what-you-need-to-know','maximilianmichels.com: Kubernetes in a Nutshell: 10 Things You Need to Know','','2021',3,'A comprehensive structural overview outlining ten foundational pillars of Kubernetes architecture, including declarative state, reconciliation loops, and decoupled storage abstractions. Offers concrete insights for systems architects transitioning to containerized workloads.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Fundamentals", "Architecture", "Core Concepts"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://mayadata.io','MayaData','','N/A',0,'A curated technical resource and architectural guide covering MayaData in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903183888594794e+09,0,'2026-05-17T17:30:38.885948+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://mayankshah.dev/blog/demystifying-kube-proxy','mayankshah.dev: Demystifying kube-proxy','','2022',4,'A comprehensive breakdown of kube-proxy, the crucial network daemon on each Kubernetes node. Explains how kube-proxy implements virtual IP mechanics, routes traffic using iptables, and translates Kubernetes Service abstractions into actual networking actions.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Service Mesh & Proxy", "kube-proxy Mechanics"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://mbbaig.blog/how-to-create-custom-helm-charts','mbbaig.blog: How to create custom Helm charts 🌟','','N/A',0,'A curated technical resource and architectural guide covering mbbaig.blog: How to create custom Helm charts 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903084238043499e+09,0,'2026-05-17T17:14:02.380435+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://mbbaig.blog/how-to-create-custom-helm-charts','mbbaig.blog: How to create custom Helm charts 🌟','','N/A',0,'A curated technical resource and architectural guide covering mbbaig.blog: How to create custom Helm charts 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903084238043499e+09,0,'2026-05-17T17:14:02.380435+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{"duplicate_of": "https://hackandslash.blog/how-to-create-custom-helm-charts"}'); INSERT INTO "resources" VALUES('https://mbuffett.com/posts/ktunnel-ngrok-replace','mbuffett.com: Replacing ngrok with ktunnel','','2020',0,'A technical blog post detailing how to configure and utilize ktunnel to replace commercial ngrok tunnels. It outlines reverse tunneling architectures from local laptops into remote clusters for low-latency testing.','Markdown','Article','Simple',0,'online','manual','1a4aaab7001c467742b5189a9e4e94a11e9cb4aa8d0dcaff043256ed97876ea4',100.0,1.779032000018332e+09,1,'2026-05-17T17:33:20.018332+02:00',NULL,NULL,NULL,'["Operations & UX", "Network Tunneling", "Developer Tools"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://mckornfield.medium.com/working-with-hpas-in-kubernetes-ced39263b596','mckornfield.medium.com: Working with HPAs in Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering mckornfield.medium.com: Working with HPAs in Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903324027113389e+09,0,'2026-05-17T17:54:00.271134+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-autoscaling.md"]','["kubernetes-autoscaling.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://mcpbundles.com','MCPBundles','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','73ad596127eb3ef2efeae8037ac84e803f38e2fac0cb28dcdcfce00431d3896a',100.0,1.77903413223402595e+09,0,'2026-05-17T18:08:52.234026+02:00',NULL,NULL,NULL,'[]','[]','["docs/ai-agents-mcp.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://mcpbundles.com','MCPBundles','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','73ad596127eb3ef2efeae8037ac84e803f38e2fac0cb28dcdcfce00431d3896a',100.0,1.77903413223402595e+09,0,'2026-05-17T18:08:52.234026+02:00',NULL,NULL,NULL,'[]','[]','["docs/ai-agents-mcp.md"]','[]','{}','{"duplicate_of": "https://www.mcpbundles.com"}'); INSERT INTO "resources" VALUES('https://media.defense.gov/2021/Aug/03/2002820425/-1/-1/1/CTR_KUBERNETES%20HARDENING%20GUIDANCE.PDF','Kubernetes Hardening Guidance 🌟🌟','','N/A',0,'A curated technical resource and architectural guide covering Kubernetes Hardening Guidance 🌟🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'review_required','manual',NULL,80.0,1.77903287443161606e+09,0,'2026-05-17T17:47:54.431616+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{"review_metadata": {"original_url": "https://media.defense.gov/2021/Aug/03/2002820425/-1/-1/1/CTR_KUBERNETES%20HARDENING%20GUIDANCE.PDF", "proposed_url": "NONE", "reason": "High-Value Protection: 404", "timestamp": "2026-05-18T18:54:54.989388"}}'); INSERT INTO "resources" VALUES('https://media.pearsoncmg.com/aw/ecs_kurose_compnetwork_7/cw/content/interactiveanimations/recursive-iterative-queries-in-dns/index.html','media.pearsoncmg.com: Recursive/Iterative Queries in DNS','','2018',0,'An interactive pedagogical animation comparing iterative and recursive DNS resolution processes. Vital for web and microservice systems engineers, this visual aid clarifies how root servers, TLD servers, and authoritative nameservers process network routing lookups under various query scenarios.','N/A','Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Web Architecture", "DNS", "Protocols"]','["[COMMUNITY-TOOL]"]','[]','["networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://mediatemple.net/blog/cloud-hosting/cicd-workflows-aws-3-use-cases','mediatemple.net: Cloud-Native CI/CD Workflows in AWS: 3 Use Cases','','N/A',0,'A curated technical resource and architectural guide covering mediatemple.net: Cloud-Native CI/CD Workflows in AWS: 3 Use Cases in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903042271837496e+09,0,'2026-05-17T17:07:02.718375+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cicd.md"]','["cicd.md"]','{}','{}'); @@ -9955,7 +9955,7 @@ INSERT INTO "resources" VALUES('https://medium.com/@firat.yasar/backup-restore-k INSERT INTO "resources" VALUES('https://medium.com/@florian.rieger/if-you-haven-t-heard-of-descriptors-you-don-t-know-python-1ea4fd1614c2','medium.com/@florian.rieger: If you havenβ€˜t heard of descriptors, you donβ€˜t'' know Python','','N/A',0,'A curated technical resource and architectural guide covering medium.com/@florian.rieger: If you havenβ€˜t heard of descriptors, you donβ€˜t'' know Python in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903210016072511e+09,0,'2026-05-17T17:35:00.160725+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/@franoisdagostini/gitops-build-infrastructure-resilient-applications-95bbc939046d','medium: GitOps: Build infrastructure resilient applications 🌟','','N/A',0,'A curated technical resource and architectural guide covering medium: GitOps: Build infrastructure resilient applications 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903199984029793e+09,0,'2026-05-17T17:33:19.840298+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/gitops.md"]','["gitops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/@frommeyerc/containers-and-the-jvm-about-cfs-and-how-to-deal-with-it-805883b72a87','medium.com/@frommeyerc: Containers and the JVM: About CFS and how to deal'' with it','','N/A',0,'A curated technical resource and architectural guide covering medium.com/@frommeyerc: Containers and the JVM: About CFS and how to deal'' with it in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903074191052794e+09,0,'2026-05-17T17:12:21.910528+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/@fvtool/jenkins-cicd-getting-started-with-groovy-and-docker-containers-part-2-b03a1b934a49','medium: jenkins cicd getting started with groovy and docker','','N/A',0,'A curated technical resource and architectural guide covering medium: jenkins cicd getting started with groovy and docker in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903296626649594e+09,0,'2026-05-17T17:49:26.266496+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md", "docs/openshift-pipelines.md"]','["jenkins.md", "openshift-pipelines.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.com/@fvtool/jenkins-cicd-getting-started-with-groovy-and-docker-containers-part-2-b03a1b934a49','medium: jenkins cicd getting started with groovy and docker','','N/A',0,'A curated technical resource and architectural guide covering medium: jenkins cicd getting started with groovy and docker in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903296626649594e+09,0,'2026-05-17T17:49:26.266496+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md", "docs/openshift-pipelines.md"]','["jenkins.md", "openshift-pipelines.md"]','{}','{"duplicate_of": "https://blog.isaack.io/articles/2016-08/Jenkins-CICD-Getting-Started-With-Groovy-Part-1"}'); INSERT INTO "resources" VALUES('https://medium.com/@fwiles/k9s-eks-context-error-7ff18df7547f','medium.com/@fwiles: k9s EKS Context Error','','N/A',0,'A curated technical resource and architectural guide covering medium.com/@fwiles: k9s EKS Context Error in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903296627544689e+09,0,'2026-05-17T17:49:26.275447+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/@gajaoncloud/demystifying-karpenters-advanced-features-consolidation-drift-and-spot-handling-007fbad29549','medium.com/@gajaoncloud: Demystifying Karpenter’s Advanced Features: Consolidation,'' Drift, and Spot Handling','','N/A',0,'A curated technical resource and architectural guide covering medium.com/@gajaoncloud: Demystifying Karpenter’s Advanced Features: Consolidation,'' Drift, and Spot Handling in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903378865504407e+09,0,'2026-05-17T18:03:08.655044+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/@gajaoncloud/karpenter-mastery-nodepools-nodeclasses-for-workload-nirvana-bc89850fa934','medium.com/@gajaoncloud: Karpenter Mastery: NodePools & NodeClasses for'' Workload Nirvana','','N/A',0,'A curated technical resource and architectural guide covering medium.com/@gajaoncloud: Karpenter Mastery: NodePools & NodeClasses for'' Workload Nirvana in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903149440478897e+09,0,'2026-05-17T17:24:54.404789+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); @@ -9991,7 +9991,7 @@ INSERT INTO "resources" VALUES('https://medium.com/@hubian/16-best-practices-in- INSERT INTO "resources" VALUES('https://medium.com/@hunkarbozkurt/what-is-devops-how-was-devops-derived-660ef47d42d6','medium.com/@hunkarbozkurt: What is DevOps? 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-INSERT INTO "resources" VALUES('https://medium.com/@imarunrk/continuous-gitops-the-way-to-do-devops-in-kubernetes-896b0ea1d0fb','Continuous GitOps, the way to do DevOps in Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering Continuous GitOps, the way to do DevOps in Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903003453285098e+09,0,'2026-05-17T17:00:34.532851+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/gitops.md"]','["gitops.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.com/@imarunrk/continuous-gitops-the-way-to-do-devops-in-kubernetes-896b0ea1d0fb','Continuous GitOps, the way to do DevOps in Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering Continuous GitOps, the way to do DevOps in Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903003453285098e+09,0,'2026-05-17T17:00:34.532851+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/gitops.md"]','["gitops.md"]','{}','{"duplicate_of": "https://itnext.io/continuous-gitops-the-way-to-do-devops-in-kubernetes-896b0ea1d0fb"}'); INSERT INTO "resources" VALUES('https://medium.com/@imaze.enabulele/autoscaling-ec2-instances-for-high-availability-and-stress-testing-946b41f229e2','medium.com/@imaze.enabulele: Autoscaling EC2 Instances for High Availability'' and Stress Testing 🌟','','N/A',0,'A curated technical resource and architectural guide covering medium.com/@imaze.enabulele: Autoscaling EC2 Instances for High Availability'' and Stress Testing 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903302477380394e+09,0,'2026-05-17T17:50:24.773804+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/@interviewready/data-replication-in-distributed-system-87f7d265ff28','medium.com/@interviewready: Data Replication in Distributed System','','N/A',0,'A curated technical resource and architectural guide covering medium.com/@interviewready: Data Replication in Distributed System in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903304043897891e+09,0,'2026-05-17T17:50:40.438979+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/introduction.md"]','["introduction.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/@isalapiyarisi/getting-started-on-kubernetes-observability-with-ebpf-88139eb13fb2','medium.com/@isalapiyarisi: Getting Started on Kubernetes observability with'' eBPF','','N/A',0,'A curated technical resource and architectural guide covering medium.com/@isalapiyarisi: Getting Started on Kubernetes observability with'' eBPF in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903218470527791e+09,0,'2026-05-17T17:36:24.705278+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-monitoring.md"]','["kubernetes-monitoring.md"]','{}','{}'); @@ -10043,7 +10043,7 @@ INSERT INTO "resources" VALUES('https://medium.com/@kinghuang/docker-compose-anc INSERT INTO "resources" VALUES('https://medium.com/@knoldus/configure-ssl-certificate-with-cert-manager-on-kubernetes-e5ca8a804e16','medium.com/@knoldus: Configure SSL certificate with cert-manager on Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering medium.com/@knoldus: Configure SSL certificate with cert-manager on Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903167655453395e+09,0,'2026-05-17T17:27:56.554534+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/@knoldus/how-to-schedule-pods-on-nodes-in-kubernetes-af321d8ea5d','==medium: How to Schedule Pods on Nodes in Kubernetes==','','N/A',0,'A curated technical resource and architectural guide covering ==medium: How to Schedule Pods on Nodes in Kubernetes== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902926974219608e+09,0,'2026-05-17T16:47:49.742196+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/@knoldus/introduction-to-kubernetes-deployment-strategies-part-3-5037a6b4d6aa','medium.com/@knoldus: Introduction to Kubernetes Deployment Strategies β€”'' Part 3','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903343204837298e+09,0,'2026-05-17T17:57:12.048373+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/@knoldus/introduction-to-sealed-secrets-in-kubernetes-7857b361a845','medium.com/@knoldus: Introduction to sealed secrets in Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903378867083406e+09,0,'2026-05-17T18:03:08.670834+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.com/@knoldus/introduction-to-sealed-secrets-in-kubernetes-7857b361a845','medium.com/@knoldus: Introduction to sealed secrets in Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1.77903378867083406e+09,0,'2026-05-17T18:03:08.670834+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{"duplicate_of": "https://medium.com/@knoldus/using-sealed-secrets-in-kubernetes-7f7518d4c984"}'); INSERT INTO "resources" VALUES('https://medium.com/@knoldus/using-sealed-secrets-in-kubernetes-7f7518d4c984','medium.com/@knoldus: Using sealed secrets in Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering medium.com/@knoldus: Using sealed secrets in Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.779033572542768e+09,0,'2026-05-17T17:59:32.542768+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/@krishnendupatra/best-practices-to-achieve-zero-downtime-on-kubernetes-deployments-438f15cd811e','medium.com/@krishnendupatra: Best practices to achieve Zero downtime on'' Kubernetes deployments','','N/A',0,'A curated technical resource and architectural guide covering medium.com/@krishnendupatra: Best practices to achieve Zero downtime on'' Kubernetes deployments in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903153547063493e+09,0,'2026-05-17T17:25:35.470635+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/@kylekhunter/kubernetes-monitoring-with-prometheus-a149c35694c4','medium.com/@kylekhunter: Kubernetes Monitoring with Prometheus','','N/A',0,'A curated technical resource and architectural guide covering medium.com/@kylekhunter: Kubernetes Monitoring with Prometheus in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.779030009182451e+09,0,'2026-05-17T17:00:09.182451+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-monitoring.md"]','["kubernetes-monitoring.md"]','{}','{}'); @@ -10060,13 +10060,13 @@ INSERT INTO "resources" VALUES('https://medium.com/@m.json/the-kubernetes-cloud- INSERT INTO "resources" VALUES('https://medium.com/@madhankannan7/kubernetes-in-production-key-considerations-b2ead677fd78','medium.com/@madhankannan7: Kubernetes in Production: Key Considerations','','N/A',0,'A curated technical resource and architectural guide covering medium.com/@madhankannan7: Kubernetes in Production: Key Considerations in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903134920038104e+09,0,'2026-05-17T17:22:29.200381+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/@maggarwa/part-1-why-red-hat-openshift-service-mesh-54b8b6ae1a8f','medium: Part 1 β€” Why Red Hat Openshift Service Mesh? 🌟','','N/A',0,'A curated technical resource and architectural guide covering medium: Part 1 β€” Why Red Hat Openshift Service Mesh? 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903040367356705e+09,0,'2026-05-17T17:06:43.673567+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/servicemesh.md"]','["servicemesh.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/@magstherdev/opentelemetry-on-kubernetes-c167f024b35f','medium.com/@magstherdev: OpenTelemetry on Kubernetes 🌟','','N/A',0,'A curated technical resource and architectural guide covering medium.com/@magstherdev: OpenTelemetry on Kubernetes 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903144214228391e+09,0,'2026-05-17T17:24:02.142284+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-monitoring.md"]','["kubernetes-monitoring.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/@magstherdev/opentelemetry-operator-d3d407354cbf','medium.com/@magstherdev: OpenTelemetry Operator','','N/A',0,'A curated technical resource and architectural guide covering medium.com/@magstherdev: OpenTelemetry Operator in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903262245891189e+09,0,'2026-05-17T17:43:42.458912+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-operators-controllers.md", "docs/monitoring.md"]','["kubernetes-operators-controllers.md", "monitoring.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.com/@magstherdev/opentelemetry-operator-d3d407354cbf','medium.com/@magstherdev: OpenTelemetry Operator','','N/A',0,'A curated technical resource and architectural guide covering medium.com/@magstherdev: OpenTelemetry Operator in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903262245891189e+09,0,'2026-05-17T17:43:42.458912+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-operators-controllers.md", "docs/monitoring.md"]','["kubernetes-operators-controllers.md", "monitoring.md"]','{}','{"duplicate_of": "https://medium.com/@magstherdev/opentelemetry-on-kubernetes-c167f024b35f"}'); INSERT INTO "resources" VALUES('https://medium.com/@maneesha649nirman/design-patterns-for-microservices-30bed0d215f5','medium.com/@maneesha649nirman: Design Patterns For Microservices','','N/A',0,'A curated technical resource and architectural guide covering medium.com/@maneesha649nirman: Design Patterns For Microservices in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903137761734294e+09,0,'2026-05-17T17:22:57.617343+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/introduction.md"]','["introduction.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/@maninder.bindra/using-nginx-ingress-controller-to-restrict-access-by-ip-ip-whitelisting-for-a-service-deployed-to-bd5c86dc66d6','medium: Using nginx-ingress controller to restrict access by IP (ip whitelisting)'' for a service deployed to a Kubernetes (AKS) cluster','','N/A',0,'A curated technical resource and architectural guide covering medium: Using nginx-ingress controller to restrict access by IP (ip whitelisting)'' for a service deployed to a Kubernetes (AKS) cluster in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903377278231906e+09,0,'2026-05-17T18:02:52.782319+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/@marc.guerrini/diy-istio-validate-jwt-1ffbd488b1f3','medium.com/@marc.guerrini: DIY β€” Istio β€” validate JWT','','N/A',0,'A curated technical resource and architectural guide covering medium.com/@marc.guerrini: DIY β€” Istio β€” validate JWT in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903437269873905e+09,0,'2026-05-17T18:12:52.698739+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/istio.md"]','["istio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/@marc.khouzam/shell-completion-for-plugins-with-helm-3-8-7cb001012a54','medium.com/@marc.khouzam: Shell completion for plugins with Helm 3.8','','N/A',0,'A curated technical resource and architectural guide covering medium.com/@marc.khouzam: Shell completion for plugins with Helm 3.8 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903023037916398e+09,0,'2026-05-17T17:03:50.379164+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/@marco.franssen/gitops-using-helmsman-to-apply-helm-charts-to-k8s-1a7217ced411','medium: Gitops using Helmsman to apply Helm Charts to k8s','','N/A',0,'A curated technical resource and architectural guide covering medium: Gitops using Helmsman to apply Helm Charts to k8s in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903330910736393e+09,0,'2026-05-17T17:55:09.107364+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{}'); 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+INSERT INTO "resources" VALUES('https://medium.com/@mohaamer5/kubernetes-pod-priority-and-preemption-943c58aee07d','medium.com: kubernetes Pod Priority and Preemption','','N/A',0,'A curated technical resource and architectural guide covering medium.com: kubernetes Pod Priority and Preemption in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903347907073688e+09,0,'2026-05-17T17:57:59.070737+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"duplicate_of": "https://bytes.devopscube.com/p/pod-priority-preemption-explained"}'); INSERT INTO "resources" VALUES('https://medium.com/@moshe.beladev.mb/better-debugging-environment-for-your-micro-services-9420a71b8a37','medium: Better Debugging Environment for your Micro-Services','','N/A',0,'A curated technical resource and architectural guide covering medium: Better Debugging Environment for your Micro-Services in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903052217014408e+09,0,'2026-05-17T17:08:42.170144+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-troubleshooting.md"]','["kubernetes-troubleshooting.md"]','{}','{}'); 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@@ -10122,12 +10122,12 @@ INSERT INTO "resources" VALUES('https://medium.com/@niklas.uhrberg/auto-scaling- INSERT INTO "resources" VALUES('https://medium.com/@noelgass/azure-common-monitoring-with-terraform-543aee6dd1f1','medium.com/@noelgass: Azure Common Monitoring With Terraform','','2023',0,'An operations guide detailing how to establish global cloud auditing with Terraform. 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+INSERT INTO "resources" VALUES('https://medium.com/@norlin.t/build-a-managed-kubernetes-cluster-from-scratch-part-2-e8ca6c2cc45c','medium.com/@norlin.t: Build a managed Kubernetes cluster from scratch β€”'' part 2','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1.77903038450860095e+09,0,'2026-05-17T17:06:24.508601+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://medium.com/@norlin.t/build-a-managed-kubernetes-cluster-from-scratch-part-1-fca5f6b3639b"}'); +INSERT INTO "resources" VALUES('https://medium.com/@norlin.t/build-a-managed-kubernetes-cluster-from-scratch-part-3-10dec988757','medium.com/@norlin.t: Build a managed Kubernetes cluster from scratch β€”'' part 3','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1.77903410496490597e+09,0,'2026-05-17T18:08:24.964906+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://medium.com/@norlin.t/build-a-managed-kubernetes-cluster-from-scratch-part-1-fca5f6b3639b"}'); +INSERT INTO "resources" VALUES('https://medium.com/@norlin.t/build-a-managed-kubernetes-cluster-from-scratch-part-4-3856f0756a03','medium.com/@norlin.t: Build a managed Kubernetes cluster from scratch β€”'' part 4','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1779029374.19733,0,'2026-05-17T16:49:34.197330+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://medium.com/@norlin.t/build-a-managed-kubernetes-cluster-from-scratch-part-1-fca5f6b3639b"}'); +INSERT INTO "resources" VALUES('https://medium.com/@norlin.t/build-a-managed-kubernetes-cluster-from-scratch-part-5-a4c22f0c0245','medium.com/@norlin.t: Build a managed Kubernetes cluster from scratch β€”'' part 5','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1.77903434766980791e+09,0,'2026-05-17T18:12:27.669808+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://medium.com/@norlin.t/build-a-managed-kubernetes-cluster-from-scratch-part-1-fca5f6b3639b"}'); 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+INSERT INTO "resources" VALUES('https://medium.com/@norlin.t/kubernetes-the-hard-illumos-way-last-part-c68ca71bc2ce','medium.com/@norlin.t: Kubernetes the hard (illumos) way, last part','','N/A',0,'A curated technical resource and architectural guide covering medium.com/@norlin.t: Kubernetes the hard (illumos) way, last part in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903413133914899e+09,0,'2026-05-17T18:08:51.339149+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{"duplicate_of": "https://medium.com/@norlin.t/kubernetes-the-hard-illumos-way-c4b45a080bac"}'); INSERT INTO "resources" VALUES('https://medium.com/@nsfabrice2009/how-to-install-argocd-on-k8s-cluster-ad9084c71f16','medium.com/@nsfabrice2009: How to install ArgoCD on k8s cluster','','N/A',0,'A curated technical resource and architectural guide covering medium.com/@nsfabrice2009: How to install ArgoCD on k8s cluster in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903184991974806e+09,0,'2026-05-17T17:30:49.919748+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/argo.md"]','["argo.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/@oamdev2020/glue-terraform-ecosystem-into-kubernetes-world-3e5d6feb461e','medium.com/@oamdev2020: Glue Terraform Ecosystem into Kubernetes World 🌟','','N/A',0,'A curated technical resource and architectural guide covering medium.com/@oamdev2020: Glue Terraform Ecosystem into Kubernetes World 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903357927574706e+09,0,'2026-05-17T17:59:39.275747+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/@okandavut/what-is-gitflow-c0be7a659992','medium.com: What is GitFlow?','','N/A',0,'A curated technical resource and architectural guide covering medium.com: What is GitFlow? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790320171177051e+09,0,'2026-05-17T17:33:37.117705+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{}'); @@ -10203,7 +10203,7 @@ INSERT INTO "resources" VALUES('https://medium.com/@samuelbagattin/partial-helm- INSERT INTO "resources" VALUES('https://medium.com/@sandeepsharmaster/modernize-your-cloud-microservices-apps-hexagonal-architecture-769696494c0','medium.com/@sandeepsharmaster: Design your Cloud Microservices Apps the'' DDD way (Hexagonal Architecture)','','N/A',0,'A curated technical resource and architectural guide covering medium.com/@sandeepsharmaster: Design your Cloud Microservices Apps the'' DDD way (Hexagonal Architecture) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903316971506404e+09,0,'2026-05-17T17:52:49.715064+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/introduction.md"]','["introduction.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/@sandupatlaabhilash1747/automation-of-cloud-terraform-5a299fb785bb','medium: Automation of Cloud-Terraform','','N/A',0,'A curated technical resource and architectural guide covering medium: Automation of Cloud-Terraform in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903151042864799e+09,0,'2026-05-17T17:25:10.428648+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}'); 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INSERT INTO "resources" VALUES('https://medium.com/beamdental/using-kubernetes-custom-resources-to-manage-our-ephemeral-environments-f298610893e1','medium.com: Using kubernetes custom resources to manage our ephemeral environments','','N/A',0,'A curated technical resource and architectural guide covering medium.com: Using kubernetes custom resources to manage our ephemeral environments in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902924282315206e+09,0,'2026-05-17T16:47:22.823152+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/better-practices/chaos-d3ef238ec328','medium.com/better-practices: Learn how your Kubernetes clusters respond'' to failure using Gremlin and Grafana','','N/A',0,'A curated technical resource and architectural guide covering medium.com/better-practices: Learn how your Kubernetes clusters respond'' to failure using Gremlin and Grafana in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903439439355611e+09,0,'2026-05-17T18:13:14.393556+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/chaos-engineering.md"]','["chaos-engineering.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/better-practices/kubernetes-tutorial-b6f302a67426','medium: Kubernetes Tutorial: Your Complete Guide to Deploying an App on'' AWS with Postman 🌟','','N/A',0,'A curated technical resource and architectural guide covering medium: Kubernetes Tutorial: Your Complete Guide to Deploying an App on'' AWS with Postman 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.779029609309484e+09,0,'2026-05-17T16:53:29.309484+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/postman.md"]','["postman.md"]','{}','{}'); @@ -10437,7 +10437,7 @@ INSERT INTO "resources" VALUES('https://medium.com/codex/how-to-use-the-if-else- INSERT INTO "resources" VALUES('https://medium.com/codex/kubectl-output-101-851f8e61fd51','medium.com/codex: Kubectl Output 101','','N/A',0,'A curated technical resource and architectural guide covering medium.com/codex: Kubectl Output 101 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903033956942605e+09,0,'2026-05-17T17:05:39.569426+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubectl-commands.md"]','["kubectl-commands.md"]','{}','{}'); 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INSERT INTO "resources" VALUES('https://medium.com/codex/microservices-communication-queues-topics-and-streams-597664d4b786','medium.com/codex: Microservices Communication β€” Queues Topics and Streams','','N/A',0,'A curated technical resource and architectural guide covering medium.com/codex: Microservices Communication β€” Queues Topics and Streams in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903146448617196e+09,0,'2026-05-17T17:24:24.486172+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); @@ -10466,7 +10466,7 @@ INSERT INTO "resources" VALUES('https://medium.com/containers-101/using-gitops-f INSERT INTO "resources" VALUES('https://medium.com/containers-101/using-gitops-multiple-argo-instances-and-environments-with-argo-cd-at-scale-e6b19c86be36','medium.com/containers-101: Using GitOps, Multiple Argo Instances, and Environments'' with Argo CD at Scale','','N/A',0,'A curated technical resource and architectural guide covering medium.com/containers-101: Using GitOps, Multiple Argo Instances, and Environments'' with Argo CD at Scale in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903273398088502e+09,0,'2026-05-17T17:45:33.980885+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/argo.md"]','["argo.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/containers-101/using-helm-with-gitops-555443340369','medium: Using Helm with GitOps','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903292028829407e+09,0,'2026-05-17T17:48:40.288294+02:00',NULL,NULL,NULL,'[]','[]','["docs/helm.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/contino-engineering/10-things-i-wish-i-knew-before-learning-terraform-f13637a01aa6','==medium: 10 things I wish I knew before learning Terraform (Part 1) | Ian'' Hancock==','','N/A',0,'A curated technical resource and architectural guide covering ==medium: 10 things I wish I knew before learning Terraform (Part 1) | Ian'' Hancock== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903362263927388e+09,0,'2026-05-17T18:00:22.639274+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}'); 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INSERT INTO "resources" VALUES('https://medium.com/contino-engineering/integrating-gitops-deployments-in-kubernetes-using-weave-flux-9a617ea17684','medium: Integrating GitOps Deployments in Kubernetes Using Weave Flux','','N/A',0,'A curated technical resource and architectural guide covering medium: Integrating GitOps Deployments in Kubernetes Using Weave Flux in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903413901059794e+09,0,'2026-05-17T18:08:59.010598+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/flux.md"]','["flux.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/contino-engineering/weve-begun-to-move-towards-the-aws-cdk-and-here-s-why-69c8fad688b3','medium.com/contino-engineering: We’ve begun to move towards the AWS CDK'' and here’s why','','N/A',0,'A curated technical resource and architectural guide covering medium.com/contino-engineering: We’ve begun to move towards the AWS CDK'' and here’s why in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902993881340694e+09,0,'2026-05-17T16:58:58.813407+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-miscellaneous.md"]','["aws-miscellaneous.md"]','{}','{}'); @@ -10508,8 +10508,8 @@ INSERT INTO "resources" VALUES('https://medium.com/devopslinks/why-should-terraf INSERT INTO "resources" VALUES('https://medium.com/devoptimism/devops-platform-engineering-a-necessary-love-story-of-efficiency-783dff78fd81','medium.com/devoptimism: DevOps+Platform Engineering: A Necessary Love Story'' of Efficiency','','N/A',0,'A curated technical resource and architectural guide covering medium.com/devoptimism: DevOps+Platform Engineering: A Necessary Love Story'' of Efficiency in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903089117716789e+09,0,'2026-05-17T17:14:51.177168+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devops.md"]','["devops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/digitalfrontiers/microservices-in-rust-with-kafka-2b671295b24e','medium: Microservices in Rust with Kafka','','N/A',0,'A curated technical resource and architectural guide covering medium: Microservices in Rust with Kafka in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903216291030693e+09,0,'2026-05-17T17:36:02.910307+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); 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INSERT INTO "resources" VALUES('https://medium.com/dkatalis/component-team-vs-feature-team-in-a-nutshell-60c58671496f','medium.com/dkatalis: Component Team vs Feature Team in a Nutshell 🌟','','N/A',0,'A curated technical resource and architectural guide covering medium.com/dkatalis: Component Team vs Feature Team in a Nutshell 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903373096165704e+09,0,'2026-05-17T18:02:10.961657+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/project-management-methodology.md"]','["project-management-methodology.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/dkatalis/creating-a-mutating-webhook-for-great-good-b21acb941207','medium.com/dkatalis: Creating a Mutating Webhook for Great Good! Or: how'' to automatically provision Pods on a specific node pool','','N/A',0,'A curated technical resource and architectural guide covering medium.com/dkatalis: Creating a Mutating Webhook for Great Good! 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@@ -10523,7 +10523,7 @@ INSERT INTO "resources" VALUES('https://medium.com/dynatrace-engineering/kuberne INSERT INTO "resources" VALUES('https://medium.com/dzerolabs/kubernetes-saved-today-f-cked-tomorrow-a-rant-azure-key-vault-secrets-%C3%A0-la-kubernetes-fc3be5e65d18','medium.com/dzerolabs: Accessing Azure Key Vault Secrets in Azure Kubernetes'' with Secrets Store CSI Driver 🌟','','N/A',0,'A curated technical resource and architectural guide covering medium.com/dzerolabs: Accessing Azure Key Vault Secrets in Azure Kubernetes'' with Secrets Store CSI Driver 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903024843316602e+09,0,'2026-05-17T17:04:08.433166+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/dzerolabs/using-crossplane-to-provision-a-kubernetes-cluster-in-google-cloud-cf5374d765ee','medium: Using Crossplane to Provision a Kubernetes Cluster in Google Cloud','','N/A',0,'A curated technical resource and architectural guide covering medium: Using Crossplane to Provision a Kubernetes Cluster in Google Cloud in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903410930959796e+09,0,'2026-05-17T18:08:29.309598+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/crossplane.md"]','["crossplane.md"]','{}','{}'); 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+INSERT INTO "resources" VALUES('https://medium.com/easyread/api-gateway-part-2-7264ee5be187','medium: API Gateway Part 2','','N/A',0,'A curated technical resource and architectural guide covering medium: API Gateway Part 2 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1779032466.03855,0,'2026-05-17T17:41:06.038550+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/api.md"]','["api.md"]','{}','{"duplicate_of": "https://medium.com/easyread/api-gateway-part-1-7901ba703f9"}'); INSERT INTO "resources" VALUES('https://medium.com/edreams-odigeo-tech/tracing-in-edreams-odigeo-lodging-with-open-telemetry-and-grafana-tempo-bd1f20ddf49d','medium: Tracing in eDreams ODIGEO Lodging with Open Telemetry and Grafana'' Tempo','','N/A',0,'A curated technical resource and architectural guide covering medium: Tracing in eDreams ODIGEO Lodging with Open Telemetry and Grafana'' Tempo in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903071096988892e+09,0,'2026-05-17T17:11:50.969889+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{}'); 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@@ -10531,7 +10531,7 @@ INSERT INTO "resources" VALUES('https://medium.com/ekino-france/kubernetes-addre INSERT INTO "resources" VALUES('https://medium.com/elca-it/service-mesh-performance-evaluation-istio-linkerd-kuma-and-consul-d8a89390d630','medium.com/elca-it: Service Mesh Performance Evaluation β€” Istio, Linkerd,'' Kuma and Consul','','N/A',0,'A curated technical resource and architectural guide covering medium.com/elca-it: Service Mesh Performance Evaluation β€” Istio, Linkerd,'' Kuma and Consul in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903380175117611e+09,0,'2026-05-17T18:03:21.751176+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/servicemesh.md"]','["servicemesh.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/empathyco/cloud-finops-part-4-kubernetes-cost-report-b4964be02dc3','==medium.com/empathyco: Cloud FinOps β€” Part 4: Kubernetes Cost Report==','','N/A',0,'A curated technical resource and architectural guide covering ==medium.com/empathyco: Cloud FinOps β€” Part 4: Kubernetes Cost Report== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903137762069106e+09,0,'2026-05-17T17:22:57.620691+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/finops.md"]','["finops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/empathyco/running-apache-flink-on-kubernetes-10815a26559e','medium: Running Apache Flink on Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering medium: Running Apache Flink on Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902915849738311e+09,0,'2026-05-17T16:45:58.497383+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/empathyco/running-apache-spark-on-kubernetes-2e64c73d0bb2','medium: Running Apache Spark on Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering medium: Running Apache Spark on Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032287.59372,0,'2026-05-17T17:38:07.593720+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-bigdata.md"]','["kubernetes-bigdata.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.com/empathyco/running-apache-spark-on-kubernetes-2e64c73d0bb2','medium: Running Apache Spark on Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering medium: Running Apache Spark on Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1779032287.59372,0,'2026-05-17T17:38:07.593720+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-bigdata.md"]','["kubernetes-bigdata.md"]','{}','{"duplicate_of": "https://medium.com/empathyco/running-apache-flink-on-kubernetes-10815a26559e"}'); INSERT INTO "resources" VALUES('https://medium.com/enjoy-algorithm/caching-system-design-concept-500134cff300','medium: Caching β€” System Design Concept 🌟','','N/A',0,'A curated technical resource and architectural guide covering medium: Caching β€” System Design Concept 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903341566503095e+09,0,'2026-05-17T17:56:55.665031+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/caching.md"]','["caching.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/event-driven-utopia/a-visual-introduction-to-debezium-32563e23c6b8','medium: A Visual Introduction to Debezium 🌟','','N/A',0,'A curated technical resource and architectural guide covering medium: A Visual Introduction to Debezium 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903020197351598e+09,0,'2026-05-17T17:03:21.973516+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/event-driven-utopia/comparing-stateful-stream-processing-and-streaming-databases-c8c670f3f4bb','medium.com/event-driven-utopia: Comparing Stateful Stream Processing and'' Streaming Databases','','N/A',0,'A curated technical resource and architectural guide covering medium.com/event-driven-utopia: Comparing Stateful Stream Processing and'' Streaming Databases in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903430910720706e+09,0,'2026-05-17T18:11:49.107207+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); @@ -10602,8 +10602,8 @@ INSERT INTO "resources" VALUES('https://medium.com/geekculture/kubernetes-namesp INSERT INTO "resources" VALUES('https://medium.com/geekculture/monitoring-microservices-part-1-observability-b2b44fa3e67e','medium.com: Monitoring Microservices - Part 1: Observability | Anderson'' Carvalho','','N/A',0,'A curated technical resource and architectural guide covering medium.com: Monitoring Microservices - Part 1: Observability | Anderson'' Carvalho in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903046191750907e+09,0,'2026-05-17T17:07:41.917509+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/geekculture/monitoring-your-system-with-docker-grafana-prometheus-node-d7fae11416f3','medium.com/geekculture: Monitoring your system with Docker + Grafana + Prometheus'' + Node','','N/A',0,'A curated technical resource and architectural guide covering medium.com/geekculture: Monitoring your system with Docker + Grafana + Prometheus'' + Node in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903294984423589e+09,0,'2026-05-17T17:49:09.844236+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/geekculture/provision-resources-on-aws-with-azure-devops-and-terraform-part-i-3c0de6d34fc9','==medium.com/geekculture: Provision resources on AWS with Azure DevOps and'' Terraform β€” Part I==','','N/A',0,'A curated technical resource and architectural guide covering ==medium.com/geekculture: Provision resources on AWS with Azure DevOps and'' Terraform β€” Part I== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903450451110792e+09,0,'2026-05-17T18:15:04.511108+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/geekculture/provision-resources-on-aws-with-azure-devops-and-terraform-part-ii-45ee450139','==medium.com/geekculture: Provision resources on AWS with Azure DevOps and'' Terraform β€” Part II==','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903180781828808e+09,0,'2026-05-17T17:30:07.818288+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/geekculture/replication-controller-vs-replicasets-in-kubernetes-7b780e4d09d5','medium: Replication Controller Vs ReplicaSets in Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering medium: Replication Controller Vs ReplicaSets in Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903350358449792e+09,0,'2026-05-17T17:58:23.584498+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubectl-commands.md"]','["kubectl-commands.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.com/geekculture/provision-resources-on-aws-with-azure-devops-and-terraform-part-ii-45ee450139','==medium.com/geekculture: Provision resources on AWS with Azure DevOps and'' Terraform β€” Part II==','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1.77903180781828808e+09,0,'2026-05-17T17:30:07.818288+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{"duplicate_of": "https://medium.com/geekculture/provision-resources-on-aws-with-azure-devops-and-terraform-part-i-3c0de6d34fc9"}'); +INSERT INTO "resources" VALUES('https://medium.com/geekculture/replication-controller-vs-replicasets-in-kubernetes-7b780e4d09d5','medium: Replication Controller Vs ReplicaSets in Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering medium: Replication Controller Vs ReplicaSets in Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903350358449792e+09,0,'2026-05-17T17:58:23.584498+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubectl-commands.md"]','["kubectl-commands.md"]','{}','{"duplicate_of": "https://medium.com/avmconsulting-blog/replication-controller-replica-sets-in-kubernetes-820f3cec7170"}'); INSERT INTO "resources" VALUES('https://medium.com/geekculture/rest-rpc-graphql-what-to-choose-c57c78c0593d','medium: REST, RPC, GraphQL… What to choose?','','N/A',0,'A curated technical resource and architectural guide covering medium: REST, RPC, GraphQL… What to choose? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030705.69642,0,'2026-05-17T17:11:45.696420+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/api.md"]','["api.md"]','{}','{}'); 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@@ -10753,7 +10753,7 @@ INSERT INTO "resources" VALUES('https://medium.com/microservices-learning/how-to INSERT INTO "resources" VALUES('https://medium.com/microsoftazure/aks-different-load-balancing-options-for-a-single-cluster-when-to-use-what-abd2c22c2825','medium: AKS β€” different load balancing options. 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When to use what? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903029573825907e+09,0,'2026-05-17T17:04:55.738259+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/microsoftazure/automating-managed-prometheus-and-grafana-with-terraform-for-scalable-observability-on-azure-4e5c5409a6b1','medium.com/microsoftazure: Automating Managed Prometheus and Grafana with'' Terraform for scalable observability on Azure Kubernetes Service and Istio 🌟','','N/A',0,'A curated technical resource and architectural guide covering medium.com/microsoftazure: Automating Managed Prometheus and Grafana with'' Terraform for scalable observability on Azure Kubernetes Service and Istio 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903164222240901e+09,0,'2026-05-17T17:27:22.222409+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/microsoftazure/going-multicloud-with-kubernetes-and-azure-front-door-f34a2f39068a','medium: Going multicloud with kubernetes and Azure Front Door','','N/A',0,'A curated technical resource and architectural guide covering medium: Going multicloud with kubernetes and Azure Front Door in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903118121718096e+09,0,'2026-05-17T17:19:41.217181+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/microsoftazure/secure-your-microservices-on-aks-part-2-5496bf2ba00c','medium: Secure your Microservices on AKS β€” Part 2 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903078758687806e+09,0,'2026-05-17T17:13:07.586878+02:00',NULL,NULL,NULL,'[]','[]','["docs/managed-kubernetes-in-public-cloud.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.com/microsoftazure/secure-your-microservices-on-aks-part-2-5496bf2ba00c','medium: Secure your Microservices on AKS β€” Part 2 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1.77903078758687806e+09,0,'2026-05-17T17:13:07.586878+02:00',NULL,NULL,NULL,'[]','[]','["docs/managed-kubernetes-in-public-cloud.md"]','[]','{}','{"duplicate_of": "https://itnext.io/running-your-microservices-securely-on-aks-417a110b2e76"}'); INSERT INTO "resources" VALUES('https://medium.com/microsoftazure/ultimate-guide-for-azure-cloud-adoption-framework-for-enterprise-scale-landing-zone-bba2a385134d','medium.com/microsoftazure: Ultimate guide for Enterprise-scale landing zone'' for Azure','','N/A',0,'A curated technical resource and architectural guide covering medium.com/microsoftazure: Ultimate guide for Enterprise-scale landing zone'' for Azure in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903445004880809e+09,0,'2026-05-17T18:14:10.048808+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/mindboard/what-is-autoscaling-in-kubernetes-109c7b5d321','medium.com/mindboard: What is Autoscaling in Kubernetes?','','N/A',0,'A curated technical resource and architectural guide covering medium.com/mindboard: What is Autoscaling in Kubernetes? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903002059018397e+09,0,'2026-05-17T17:00:20.590184+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-autoscaling.md"]','["kubernetes-autoscaling.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/mlearning-ai/the-best-object-detection-libraries-that-i-work-with-835428a1e01e','medium.com/mlearning-ai: The Best Object Detection Libraries That I Work'' With','','N/A',0,'A curated technical resource and architectural guide covering medium.com/mlearning-ai: The Best Object Detection Libraries That I Work'' With in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903216672339391e+09,0,'2026-05-17T17:36:06.723394+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/mlops.md"]','["mlops.md"]','{}','{}'); @@ -10843,7 +10843,7 @@ INSERT INTO "resources" VALUES('https://medium.com/spacelift/terraform-best-prac INSERT INTO "resources" VALUES('https://medium.com/spacelift/terraform-vs-kubernetes-key-differences-and-comparison-a42847e8be1c','medium.com/spacelift: Terraform vs. Kubernetes: Key Differences and Comparison','','N/A',0,'A curated technical resource and architectural guide covering medium.com/spacelift: Terraform vs. Kubernetes: Key Differences and Comparison in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902936666015291e+09,0,'2026-05-17T16:49:26.660153+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/sse-blog/verify-container-image-signatures-in-kubernetes-using-notary-or-cosign-or-both-c25d9e79ec45','medium: Verify Container Image Signatures in Kubernetes using Notary or'' Cosign or both','','N/A',0,'A curated technical resource and architectural guide covering medium: Verify Container Image Signatures in Kubernetes using Notary or'' Cosign or both in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902915461203289e+09,0,'2026-05-17T16:45:54.612033+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/stakater/efficiently-expose-services-on-kubernetes-494a80f88aad','medium.com/stakater: Efficiently Expose Services on Kubernetes (part 1)'' 🌟','','N/A',0,'A curated technical resource and architectural guide covering medium.com/stakater: Efficiently Expose Services on Kubernetes (part 1)'' 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903439179557395e+09,0,'2026-05-17T18:13:11.795574+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/stakater/efficiently-expose-services-on-kubernetes-part-2-c302f135f719','medium.com/stakater: Efficiently Expose Services on Kubernetes (part 2)','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.779030868325814e+09,0,'2026-05-17T17:14:28.325814+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-networking.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.com/stakater/efficiently-expose-services-on-kubernetes-part-2-c302f135f719','medium.com/stakater: Efficiently Expose Services on Kubernetes (part 2)','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1.779030868325814e+09,0,'2026-05-17T17:14:28.325814+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-networking.md"]','[]','{}','{"duplicate_of": "https://medium.com/stakater/efficiently-expose-services-on-kubernetes-494a80f88aad"}'); INSERT INTO "resources" VALUES('https://medium.com/stakater/gitops-for-kubernetes-with-jenkins-7db6304216e0','GitOps for Kubernetes with Jenkins','','N/A',0,'A curated technical resource and architectural guide covering GitOps for Kubernetes with Jenkins in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033692.2732,0,'2026-05-17T18:01:32.273200+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/gitops.md"]','["gitops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/streamotion-tech-blog/visualising-the-cost-of-kubernetes-ca64f642de8c','medium.com/streamotion-tech-blog: Visualising the Cost of Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering medium.com/streamotion-tech-blog: Visualising the Cost of Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034155.46032,0,'2026-05-17T18:09:15.460320+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/summit-technology-group/karpenter-autoscaling-and-right-sizing-eks-nodes-bc6d2b83d48e','medium.com/summit-technology-group: Karpenter β€” AutoScaling and Right-Sizing'' EKS Nodes','','N/A',0,'A curated technical resource and architectural guide covering medium.com/summit-technology-group: Karpenter β€” AutoScaling and Right-Sizing'' EKS Nodes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903358345825099e+09,0,'2026-05-17T17:59:43.458251+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); 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INSERT INTO "resources" VALUES('https://medium.com/swlh/discovering-running-pods-by-using-dns-and-headless-services-in-kubernetes-7002a50747f4','Discovering Running Pods By Using DNS and Headless Services in Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering Discovering Running Pods By Using DNS and Headless Services in Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903099103027296e+09,0,'2026-05-17T17:16:31.030273+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/swlh/getting-started-with-istio-524628c025','medium.com: Getting started with Istio','','N/A',0,'A curated technical resource and architectural guide covering medium.com: Getting started with Istio in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903059382046794e+09,0,'2026-05-17T17:09:53.820468+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/istio.md"]','["istio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.com/swlh/getting-started-with-istio-524628c025','medium.com: Getting started with Istio','','N/A',0,'A curated technical resource and architectural guide covering medium.com: Getting started with Istio in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903059382046794e+09,0,'2026-05-17T17:09:53.820468+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/istio.md"]','["istio.md"]','{}','{"duplicate_of": "https://edidiongasikpo.com/getting-started-with-the-dom-ck9u4u82503or6es16p2rx7c1"}'); INSERT INTO "resources" VALUES('https://medium.com/swlh/getting-started-with-kafka-on-openshift-c44c0fdec384','medium: Getting Started With Kafka on OpenShift','','N/A',0,'A curated technical resource and architectural guide covering medium: Getting Started With Kafka on OpenShift in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902926974113392e+09,0,'2026-05-17T16:47:49.741134+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); 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INSERT INTO "resources" VALUES('https://medium.com/transferwise-engineering/running-kafka-in-kubernetes-part-1-why-we-migrated-our-kafka-clusters-to-kubernetes-722101a2e751','medium: Running Kafka in Kubernetes, Part 1: Why we migrated our Kafka clusters'' to Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering medium: Running Kafka in Kubernetes, Part 1: Why we migrated our Kafka clusters'' to Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903043843501901e+09,0,'2026-05-17T17:07:18.435019+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/trendyol-tech/configure-rbac-in-kubernetes-like-a-boss-665e2a8665dd','Configure RBAC in Kubernetes Like a Boss 🌟','','N/A',0,'A curated technical resource and architectural guide covering Configure RBAC in Kubernetes Like a Boss 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903224465856599e+09,0,'2026-05-17T17:37:24.658566+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.com/trendyol-tech/configure-rbac-in-kubernetes-like-a-boss-665e2a8665dd','Configure RBAC in Kubernetes Like a Boss 🌟','','N/A',0,'A curated technical resource and architectural guide covering Configure RBAC in Kubernetes Like a Boss 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903224465856599e+09,0,'2026-05-17T17:37:24.658566+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{"duplicate_of": "https://dev.to/mstryoda/configure-rbac-in-kubernetes-like-a-boss-h67"}'); INSERT INTO "resources" VALUES('https://medium.com/trendyol-tech/kubernetes-io-problem-investigation-1e8aa0cf4909','medium.com/trendyol-tech: Kubernetes IO Problem Investigation','','N/A',0,'A curated technical resource and architectural guide covering medium.com/trendyol-tech: Kubernetes IO Problem Investigation in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903429538136601e+09,0,'2026-05-17T18:11:35.381366+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/trendyol-tech/transaction-log-tailing-with-debezium-part-1-aeb968d72220','A good explanation of how to avoid distributed transactions using outbox'' pattern: Transaction Log Tailing With Debezium','','N/A',0,'A curated technical resource and architectural guide covering A good explanation of how to avoid distributed transactions using outbox'' pattern: Transaction Log Tailing With Debezium in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032170.84078,0,'2026-05-17T17:36:10.840780+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{"pattern": "Transaction Log Tailing With Debezium''"}'); INSERT INTO "resources" VALUES('https://medium.com/udemy-engineering/introducing-hot-and-cold-retries-on-apache-kafka-f2f23595627b','medium.com/udemy-engineering: Introducing Hot and Cold Retries on Apache'' Kafka','','N/A',0,'A curated technical resource and architectural guide covering medium.com/udemy-engineering: Introducing Hot and Cold Retries on Apache'' Kafka in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903361195518898e+09,0,'2026-05-17T18:00:11.955189+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/vantageai/how-to-make-your-python-docker-images-secure-fast-small-b3a6870373a0','==medium.com/vantageai: How to make your Python Docker images secure, fast'' & small== 🌟','','N/A',0,'A curated technical resource and architectural guide covering ==medium.com/vantageai: How to make your Python Docker images secure, fast'' & small== 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903242090899491e+09,0,'2026-05-17T17:40:20.908995+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/docker.md"]','["docker.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/vedcraft/top-microservices-frameworks-in-go-762445c30dd6','medium.com/vedcraft: Top Microservices Frameworks in Go','','N/A',0,'A curated technical resource and architectural guide covering medium.com/vedcraft: Top Microservices Frameworks in Go in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034506.92866,0,'2026-05-17T18:15:06.928660+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/golang.md"]','["golang.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/velotio-perspectives/a-practical-guide-to-hashicorp-consul-part-1-5ee778a7fcf4','medium: A Practical Guide to HashiCorp Consul β€” Part 1 🌟','','N/A',0,'A curated technical resource and architectural guide covering medium: A Practical Guide to HashiCorp Consul β€” Part 1 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903343583242607e+09,0,'2026-05-17T17:57:15.832426+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/servicemesh.md"]','["servicemesh.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/velotio-perspectives/a-practical-guide-to-hashicorp-consul-part-2-3c0ebc0351e8','medium: A Practical Guide to HashiCorp Consul β€” Part 2 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77902993882460498e+09,0,'2026-05-17T16:58:58.824605+02:00',NULL,NULL,NULL,'[]','[]','["docs/servicemesh.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.com/velotio-perspectives/a-practical-guide-to-hashicorp-consul-part-2-3c0ebc0351e8','medium: A Practical Guide to HashiCorp Consul β€” Part 2 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1.77902993882460498e+09,0,'2026-05-17T16:58:58.824605+02:00',NULL,NULL,NULL,'[]','[]','["docs/servicemesh.md"]','[]','{}','{"duplicate_of": "https://medium.com/velotio-perspectives/a-practical-guide-to-hashicorp-consul-part-1-5ee778a7fcf4"}'); INSERT INTO "resources" VALUES('https://medium.com/velotio-perspectives/demystifying-high-availability-in-kubernetes-using-kubeadm-3d83ed8c458b','medium.com: **Demystifying High Availability in Kubernetes Using Kubeadm**','','N/A',0,'A curated technical resource and architectural guide covering medium.com: **Demystifying High Availability in Kubernetes Using Kubeadm** in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903001885096192e+09,0,'2026-05-17T17:00:18.850962+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/velotio-perspectives/getting-started-with-kubernetes-operators-ansible-based-part-2-472eb0d453b7','medium.com: Getting Started With Kubernetes Operators (Ansible Based) β€”'' Part 2','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903275139893388e+09,0,'2026-05-17T17:45:51.398934+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-operators-controllers.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.com/velotio-perspectives/getting-started-with-kubernetes-operators-ansible-based-part-2-472eb0d453b7','medium.com: Getting Started With Kubernetes Operators (Ansible Based) β€”'' Part 2','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1.77903275139893388e+09,0,'2026-05-17T17:45:51.398934+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-operators-controllers.md"]','[]','{}','{"duplicate_of": "https://www.velotio.com/engineering-blog/getting-started-with-kubernetes-operators-helm-based-part-1"}'); INSERT INTO "resources" VALUES('https://medium.com/version-1/terraform-in-real-life-lessons-learned-2469e3fe74e6','medium: Terraform in Real Life: Lessons Learned 🌟','','N/A',0,'A curated technical resource and architectural guide covering medium: Terraform in Real Life: Lessons Learned 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033222.51042,0,'2026-05-17T17:53:42.510420+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/vmacwrites/kubernetes-audit-logs-who-created-or-deleted-a-namespace-7d55c20d2730','medium.com/vmacwrites: Kubernetes Audit Logs: Who created or deleted a namespace?','','N/A',0,'A curated technical resource and architectural guide covering medium.com/vmacwrites: Kubernetes Audit Logs: Who created or deleted a namespace? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032681.65432,0,'2026-05-17T17:44:41.654320+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-monitoring.md"]','["kubernetes-monitoring.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.com/vmacwrites/multizone-kubernetes-and-vpc-load-balancer-setup-9664b3c9ea5d','medium: Multizone Kubernetes and VPC Load Balancer Setup with terraform','','N/A',0,'A curated technical resource and architectural guide covering medium: Multizone Kubernetes and VPC Load Balancer Setup with terraform in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032149.96474,0,'2026-05-17T17:35:49.964740+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); @@ -10942,21 +10942,21 @@ INSERT INTO "resources" VALUES('https://medium.com/zeals-tech-blog/helm-your-kub INSERT INTO "resources" VALUES('https://medium.com/zencore/looking-for-gpu-capacity-dws-got-you-covered-d736b8c63ba6','Looking for GPU Capacity ? DWS got you covered !','','N/A',0,'A curated technical resource and architectural guide covering Looking for GPU Capacity ? 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It presents a comprehensive blueprint for defending distributed microservices from common threats. It highlights best practices for securing both internal service-to-service communication and edge access points.','None','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Microservices Security", "Architecture Patterns"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.freecodecamp.com/a-beginner-friendly-introduction-to-containers-vms-and-docker-79a9e3e119b','medium.freecodecamp.com: A Beginner-Friendly Introduction to Containers,'' VMs and Docker','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','39a266fcd6ba1a6afe87eb15cf3a87b5027952a0f0f480d3ef18d04f3785deb6',100.0,1.77903154012321305e+09,0,'2026-05-17T17:25:40.123213+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.freecodecamp.com/a-beginner-friendly-introduction-to-containers-vms-and-docker-79a9e3e119b','medium.freecodecamp.com: A Beginner-Friendly Introduction to Containers,'' VMs and Docker','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','39a266fcd6ba1a6afe87eb15cf3a87b5027952a0f0f480d3ef18d04f3785deb6',100.0,1.77903154012321305e+09,0,'2026-05-17T17:25:40.123213+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{"duplicate_of": "https://www.freecodecamp.org/news/a-beginner-friendly-introduction-to-containers-vms-and-docker-79a9e3e119b"}'); INSERT INTO "resources" VALUES('https://medium.parttimepolymath.net/no-more-aws-access-keys-13a3c3f2337a','medium.parttimepolymath.net: No more AWS Access Keys?','','N/A',0,'A curated technical resource and architectural guide covering medium.parttimepolymath.net: No more AWS Access Keys? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034319.02987,0,'2026-05-17T18:11:59.029870+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-security.md"]','["aws-security.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://meet.google.com','Google meet','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','342bd3c09d89092746a29db659c11b97dc44cab7b9409c483e44d6d1f6bcc7e4',100.0,1.77903060493370795e+09,0,'2026-05-17T17:10:04.933708+02:00',NULL,NULL,NULL,'[]','[]','["docs/workfromhome.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://meet.google.com','Google meet','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','342bd3c09d89092746a29db659c11b97dc44cab7b9409c483e44d6d1f6bcc7e4',100.0,1.77903060493370795e+09,0,'2026-05-17T17:10:04.933708+02:00',NULL,NULL,NULL,'[]','[]','["docs/workfromhome.md"]','[]','{}','{"duplicate_of": "https://workspace.google.com/products/meet"}'); INSERT INTO "resources" VALUES('https://meet.google.com/unsupported?meetingCode=new','Google meet: meet.new','','2026',0,'Google''s direct-action domain shortcut (''meet.new'') designed to bypass portal menus and launch an encrypted video conference session with a single browser call.','English','Website','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Productivity", "Collaboration", "Video Conferencing"]','["[COMMUNITY-TOOL]"]','[]','["project-management-tools.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://meet.new','Google meet: meet.new','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','60cc0344f3ec529eaa6d5376b134cece03460bf879d8bd8f6b643d9225977ac8',100.0,1.77903086189759588e+09,0,'2026-05-17T17:14:21.897596+02:00',NULL,NULL,NULL,'[]','[]','["docs/project-management-tools.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://meet.new','Google meet: meet.new','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','60cc0344f3ec529eaa6d5376b134cece03460bf879d8bd8f6b643d9225977ac8',100.0,1.77903086189759588e+09,0,'2026-05-17T17:14:21.897596+02:00',NULL,NULL,NULL,'[]','[]','["docs/project-management-tools.md"]','[]','{}','{"duplicate_of": "https://meet.google.com/unsupported?meetingCode=new"}'); INSERT INTO "resources" VALUES('https://mehighlow.medium.com/hardened-aks-secrets-82351c43eac4','==mehighlow.medium.com: Hardened-AKS/Secrets==','','N/A',0,'A curated technical resource and architectural guide covering ==mehighlow.medium.com: Hardened-AKS/Secrets== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.779032642441859e+09,0,'2026-05-17T17:44:02.441859+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md", "docs/managed-kubernetes-in-public-cloud.md"]','["devsecops.md", "managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://mehmetozkaya.medium.com/deploying-net-microservices-to-azure-kubernetes-services-aks-and-automating-with-azure-devops-c50bdd51b702','mehmetozkaya.medium.com: Deploying .Net Microservices to Azure Kubernetes'' Services(AKS) and Automating with Azure DevOps','','N/A',0,'A curated technical resource and architectural guide covering mehmetozkaya.medium.com: Deploying .Net Microservices to Azure Kubernetes'' Services(AKS) and Automating with Azure DevOps in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903448227532505e+09,0,'2026-05-17T18:14:42.275325+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://memcached.org','memcached.org','','2026',5,'An industry-standard distributed memory object caching system designed for extreme performance and simplicity. Utilizing multi-threaded slab allocation, Memcached continues to serve as the default high-efficiency tier for raw key-value pair lookups.','C','Software','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Caching", "In-Memory Datastores", "High-Performance Caching"]','["[DE FACTO STANDARD]"]','[]','["caching.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://mergify.io','mergify.io','','N/A',0,'A curated technical resource and architectural guide covering mergify.io in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903155488817691e+09,0,'2026-05-17T17:25:54.888177+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://mergify.io','mergify.io','','N/A',0,'A curated technical resource and architectural guide covering mergify.io in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903155488817691e+09,0,'2026-05-17T17:25:54.888177+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{"duplicate_of": "https://mergify.com"}'); INSERT INTO "resources" VALUES('https://merikan.com/2019/04/jvm-in-a-container',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','9054b92f724a7892f68d67d358e8bafe19dedc9f3d0b6aadefbfc3bfd1624857',100.0,1779033487.16533,0,'2026-05-17T17:58:07.165330+02:00',NULL,NULL,NULL,'[]','[]','["docs/jvm-parameters-matrix-table.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://meshery.io','Meshery.io:','','2026',4,'The CNCF multi-mesh manager Meshery. 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In 2026, Rust operators are increasingly adopted for edge-computing and resource-constrained environments to minimize memory footprint and avoid the garbage collection pauses of Go and JVM languages.','Rust','Tutorial','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Kubernetes Extension", "Operators Rust"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-operators-controllers.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://metallb.io',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','8368a87648705d37a80561d742720a83f8597367b04879b4db9459f8e04c6d0b',100.0,1.77913049497520804e+09,0,'2026-05-18T20:54:54.975208+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://metallb.universe.tf','MetalLB','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','0b7df0e405c879ebb1d9fb65690e41fb3ee7806e3ecb82a584dfc2af20fd316f',100.0,1.77903060906269693e+09,0,'2026-05-17T17:10:09.062697+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}'); @@ -10979,7 +10979,7 @@ INSERT INTO "resources" VALUES('https://microprofile.io','MicroProfile.io','','2 INSERT INTO "resources" VALUES('https://microservices.io','microservices.io','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','45fc6381faa5fc44a3d6ef5e535c5df72d4f9fb0e9c162eb99746ba2056065f8',100.0,1.77903316637742495e+09,1,'2026-05-17T17:52:46.377425+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://microshift.io','==microshift.io==','','2025',4,'MicroShift is Red Hat''s lightweight edge-optimized Kubernetes distribution, specifically designed to run on resource-constrained devices (e.g., IoT gateways and automotive systems). 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Focuses on the trade-offs of using managed SaaS models versus self-hosted, cloud-native monitoring stacks with respect to total cost of ownership, alerting, and data retention.','None','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Practical Diagnostics", "Market Evaluations", "Monitoring Toolchains"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-monitoring.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://middleware.io/blog/observability-vs-monitoring','Observability vs Monitoring','','2023',0,'Demystifies the core conceptual differences between passive monitoring (detecting known failures via predefined metrics) and active observability (querying internal system states via logs, metrics, and traces). Curator Insight: Clarifying guide for observability vs monitoring. 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Guides programmers to understand how their API payload deployments translates to actual container lifecycle actions on physical machines.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Fundamentals", "Developer Workflows", "Architecture"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-tutorials.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://millionvisit.blogspot.com/2020/12/kubernetes-for-developers-1-kubernetes-architecture.html','millionvisit.blogspot.com: Kubernetes for Developers #1: Kubernetes Architecture and Features 🌟','','2020',3,'A developer-first manual illustrating structural components and cluster design properties. 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Emphasizes isolating deadlock checks from deep application flows to prevent overloading key resources.','English','Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Design", "Reliability", "Liveness Probes"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://millionvisit.blogspot.com/2021/04/kubernetes-for-developers-13-effective-way-of-using-k8-readiness-probe.html','millionvisit.blogspot.com: Kubernetes for Developers #13: Effective way of using K8 Readiness Probe','','2021',3,'Focuses on building effective readiness probes that reflect accurate application startup phases and resource warm-ups, preventing traffic routing before initialization finishes.','English','Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Design", "Reliability", "Readiness Probes"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://millionvisit.blogspot.com/2021/04/kubernetes-for-developers-13-effective-way-of-using-k8-readiness-probe.html','millionvisit.blogspot.com: Kubernetes for Developers #13: Effective way of using K8 Readiness Probe','','2021',3,'Focuses on building effective readiness probes that reflect accurate application startup phases and resource warm-ups, preventing traffic routing before initialization finishes.','English','Guide','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Design", "Reliability", "Readiness Probes"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes.md"]','{}','{"duplicate_of": "https://millionvisit.blogspot.com/2021/04/kubernetes-for-developers-12-effective-way-of-using-k8-liveness-probe.html"}'); INSERT INTO "resources" VALUES('https://millionvisit.blogspot.com/2021/05/kubernetes-for-developers-14-Kubernetes-Deployment-YAML-manifest.html',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','c289e2d485a00a4879be5b2ba9da8317a2bff4f4abfd2b795db4c4923f0db408',100.0,1.77903434964576602e+09,1,'2026-05-17T18:12:29.645766+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tutorials.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://millionvisit.blogspot.com/2021/07/kubernetes-for-developers-19-manage-app-credentials-using-Kubernetes-Secrets.html','millionvisit.blogspot.com: Kubernetes for Developers #19: Manage app credentials using Kubernetes Secrets 🌟','','2021',0,'Developer-centric guide to configuring application manifests for secret consumption. 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It features deep third-party integrations (Jira, Slack, Confluence) and pre-built templates for complex technical modeling.','Agnostic','SaaS Tool','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Modern Workforce", "Remote Work", "Productivity Tools"]','["[COMMUNITY-TOOL]"]','[]','["workfromhome.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://miro.com/app/board/o9J_kqwfjqs=','Summarising Top 10 API Testing Tools','','2021',0,'A curated mind map and comparison board outlining top API testing tools. 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Enabled by Flyte','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','57931d910a16a385048afc799c69c3b8c33311d08f4a4f39082d972737f283fa',100.0,1.7790342736802411e+09,0,'2026-05-17T18:11:13.680241+02:00',NULL,NULL,NULL,'[]','[]','["docs/mlops.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://mlops.community/mlops-with-flyte-the-convergence-of-workflows-between-machine-learning-and-engineering','mlops.community: MLOps with Flyte: The Convergence of Workflows Between'' Machine Learning and Engineering','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','811ee13f0931e24e9e76d953cc929bb87da894380eff8391fe4d761eae46bb32',100.0,1.779030865384907e+09,0,'2026-05-17T17:14:25.384907+02:00',NULL,NULL,NULL,'[]','[]','["docs/mlops.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://mlops.community/flyte-mlops-simplified','mlops.community: MLOps Simplified: orchestrating ML pipelines with infrastructure'' abstraction. Enabled by Flyte','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','57931d910a16a385048afc799c69c3b8c33311d08f4a4f39082d972737f283fa',100.0,1.7790342736802411e+09,0,'2026-05-17T18:11:13.680241+02:00',NULL,NULL,NULL,'[]','[]','["docs/mlops.md"]','[]','{}','{"duplicate_of": "https://mlops.community/blog/flyte-mlops-simplified"}'); +INSERT INTO "resources" VALUES('https://mlops.community/mlops-with-flyte-the-convergence-of-workflows-between-machine-learning-and-engineering','mlops.community: MLOps with Flyte: The Convergence of Workflows Between'' Machine Learning and Engineering','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','811ee13f0931e24e9e76d953cc929bb87da894380eff8391fe4d761eae46bb32',100.0,1.779030865384907e+09,0,'2026-05-17T17:14:25.384907+02:00',NULL,NULL,NULL,'[]','[]','["docs/mlops.md"]','[]','{}','{"duplicate_of": "https://mlops.community/blog/mlops-with-flyte-the-convergence-of-workflows-between-machine-learning-and-engineering"}'); INSERT INTO "resources" VALUES('https://mockoon.com','mockoon 🌟','','2026',5,'Home of Mockoon, the premier open-source desktop and CLI application for spinning up mock servers instantly. Supports highly custom JSON response schemas, rules engines, and delay configurations.','TypeScript','Tool','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["API Tooling", "Mocking", "Mockoon"]','["[DE FACTO STANDARD]"]','[]','["api.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://mockuper.net','mockuper.net','','2018',0,'Interactive web-based mockup generator built to produce high-fidelity device prototypes, assisting frontend architects in matching production UI implementations to designer specifications.','JavaScript','Tool','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Productivity", "UI/UX Design", "Mockups"]','["[COMMUNITY-TOOL]"]','[]','["javascript.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://modelcontextprotocol.io/docs/getting-started/intro','modelcontextprotocol.io: MCP Official Documentation','','2025',0,'The official technical documentation and specifications for the Model Context Protocol (MCP). It provides comprehensive blueprints for implementing client-server architectures, defining standard JSON-RPC 2.0 schemas for prompt execution, resource exploration, and tool binding. Serves as the authoritative source for developers building LLM integrations.','TypeScript','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["AI Engineering", "Model Context Protocol", "Specifications"]','["[COMMUNITY-TOOL]"]','[]','["ai-agents-mcp.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://modelcontextprotocol.io/introduction','modelcontextprotocol.io: MCP Official Documentation','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','25e0167e160371926061430e671df397c42da3d176ba9d1e3daaa9560530240a',100.0,1779030011.98001,0,'2026-05-17T17:00:11.980010+02:00',NULL,NULL,NULL,'[]','[]','["docs/ai-agents-mcp.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://molecule.readthedocs.io','Ansible Molecule','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','30e98aed08282ee7d67c5b38ac4279688245c1afea49985831be1a53b0cc72b1',100.0,1.7790297105619359e+09,0,'2026-05-17T16:55:10.561936+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://modelcontextprotocol.io/introduction','modelcontextprotocol.io: MCP Official Documentation','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','25e0167e160371926061430e671df397c42da3d176ba9d1e3daaa9560530240a',100.0,1779030011.98001,0,'2026-05-17T17:00:11.980010+02:00',NULL,NULL,NULL,'[]','[]','["docs/ai-agents-mcp.md"]','[]','{}','{"duplicate_of": "https://modelcontextprotocol.io/docs/getting-started/intro"}'); +INSERT INTO "resources" VALUES('https://molecule.readthedocs.io','Ansible Molecule','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','30e98aed08282ee7d67c5b38ac4279688245c1afea49985831be1a53b0cc72b1',100.0,1.7790297105619359e+09,0,'2026-05-17T16:55:10.561936+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{"duplicate_of": "https://docs.ansible.com/projects/molecule"}'); INSERT INTO "resources" VALUES('https://momjian.us/main/writings/pgsql/administration.pdf',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','5604ca6f193e873725740d9963eee6b1c51a679de3f83e1753435557fdde55d3',100.0,1.77903068538502407e+09,1,'2026-05-17T17:11:25.385024+02:00',NULL,NULL,NULL,'[]','[]','["docs/databases.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://mongodb-tools.com','MongoDB Tools - Admin GUIs, Monitoring and Other Good Stuff','','2023',3,'Curated index of key administrative GUIs, monitoring agents, and helper utilities for the MongoDB engine. Streamlines administration, schema analysis, and query optimization workflows.','N/A','List','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Architecture", "MongoDB Ecosystem", "Database Tooling"]','["[COMMUNITY-TOOL]"]','[]','["nosql.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://mongodirector.com',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering mongodirector.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902962308723807e+09,0,'2026-05-17T16:53:43.087238+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/nosql.md"]','["nosql.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://mongolab.com','MongoLab: Fully managed MongoDB-as-a-Service','','N/A',0,'A curated technical resource and architectural guide covering MongoLab: Fully managed MongoDB-as-a-Service in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029872.53467,0,'2026-05-17T16:57:52.534670+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/nosql.md"]','["nosql.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://monitoring2.substack.com/p/big-prometheus','monitoring2.substack.com: Big Prometheus. Thanos, Cortex, M3DB and VictoriaMetrics'' at scale 🌟','','N/A',0,'A curated technical resource and architectural guide covering monitoring2.substack.com: Big Prometheus. Thanos, Cortex, M3DB and VictoriaMetrics'' at scale 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903095767903804e+09,0,'2026-05-17T17:15:57.679038+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://monodot.co.uk/openshift-cheatsheet','monodot.co.uk: openshift cheat sheet 4','','2026',0,'A personalized technical blog focusing on internal DNS and routing components of OpenShift. Curator Insight details its diagnostic usefulness during networking failures. Live Grounding records its legacy status during transition phases between platform generations.','Shell','Cheat Sheet','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform", "Container Orchestration", "OpenShift"]','["[LEGACY]"]','[]','["cheatsheets.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://monzo.com/blog/controlling-outbound-traffic-from-kubernetes','monzo.com: Controlling outbound traffic from Kubernetes','','2019',5,'Details the technical execution of isolating and managing external network endpoints from within a production Kubernetes banking cluster. Features strategies on proxy security, dynamic firewall rule sets, and compliance monitoring.','English','Case Study','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Networking", "Security", "Egress Traffic"]','["[CASE STUDY]", "[DE FACTO STANDARD]"]','[]','["istio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://monodot.co.uk/openshift-cheatsheet','monodot.co.uk: openshift cheat sheet 4','','2026',0,'A personalized technical blog focusing on internal DNS and routing components of OpenShift. Curator Insight details its diagnostic usefulness during networking failures. Live Grounding records its legacy status during transition phases between platform generations.','Shell','Cheat Sheet','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform", "Container Orchestration", "OpenShift"]','["[LEGACY]"]','[]','["cheatsheets.md"]','{}','{"duplicate_of": "https://github.com/mhausenblas/openshift-cheat-sheet"}'); +INSERT INTO "resources" VALUES('https://monzo.com/blog/controlling-outbound-traffic-from-kubernetes','monzo.com: Controlling outbound traffic from Kubernetes','','2019',5,'Details the technical execution of isolating and managing external network endpoints from within a production Kubernetes banking cluster. Features strategies on proxy security, dynamic firewall rule sets, and compliance monitoring.','English','Case Study','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Networking", "Security", "Egress Traffic"]','["[CASE STUDY]", "[DE FACTO STANDARD]"]','[]','["istio.md", "kubernetes-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://morey.tech/technical%20blog/Bitwarden-And-External-Secrets','morey.tech: Bitwarden and External Secrets','','2023',0,'An implementation guide on bridging Bitwarden Secrets Manager with Kubernetes clusters via the CNCF External Secrets Operator. Details API credential configuration, configuring the `ClusterSecretStore` resource, and establishing continuous credential synchronization.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Kubernetes Security", "External Secrets Operator"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://morioh.com','morioh.com: How to create Google Map in Python using Gmaps','','2022',0,'Curator Insight: Explores rendering geospatial layers inside interactive data analytical loops. Live Grounding: Utilizes the Google Maps API wrappers to integrate high-fidelity interactive mapping layouts within Jupyter execution states.','Python','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Data Visualization", "GIS"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["python.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://morioh.com/p/a9bdee14b0d2','morioh.com: How to create Google Map in Python using Gmaps','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','b9a5b6dd528aa182c7fc1f01bfafb65130e5281e444bdcad0188c1c037d15da4',100.0,1.77903189912020397e+09,0,'2026-05-17T17:31:39.120204+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://morioh.com/p/a9bdee14b0d2','morioh.com: How to create Google Map in Python using Gmaps','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b9a5b6dd528aa182c7fc1f01bfafb65130e5281e444bdcad0188c1c037d15da4',100.0,1.77903189912020397e+09,0,'2026-05-17T17:31:39.120204+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{"duplicate_of": "https://morioh.com"}'); INSERT INTO "resources" VALUES('https://motilayo.hashnode.dev/exploring-kubernetes-service-account-tokens-and-secure-workload-identity-federation','motilayo.hashnode.dev: Exploring Kubernetes Service Account Tokens and Secure'' Workload Identity Federation','','N/A',0,'A curated technical resource and architectural guide covering motilayo.hashnode.dev: Exploring Kubernetes Service Account Tokens and Secure'' Workload Identity Federation in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903452824405097e+09,0,'2026-05-17T18:15:28.244051+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://mouliveera.medium.com/how-to-update-configmap-on-pod-without-restart-be3c0b4433af','mouliveera.medium.com: How to update configmap on POD without restart','','N/A',0,'A curated technical resource and architectural guide covering mouliveera.medium.com: How to update configmap on POD without restart in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902993178149104e+09,0,'2026-05-17T16:58:51.781491+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://move2kube.konveyor.io','Move2Kube','','2023',0,'Focuses on Move2Kube, a command-line utility within the Konveyor toolset designed to automate migration pathways. It analyzes configuration files from source environments (such as Docker Compose or Cloud Foundry) and auto-generates platform-ready Kubernetes manifests, Helm charts, and custom Tekton pipelines.','Go','Tool','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Migration", "Containerization Tools", "Move2Kube"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); @@ -11060,13 +11060,13 @@ INSERT INTO "resources" VALUES('https://murchie85.github.io/Kubernetes.html','mu - [==faun.pub: Accessing a remote minikube from a local computer==](https://faun.pub/accessing-a-remote-minikube-from-a-local-computer-fd6180dd66dd) Minikube is a lightweight Kubernetes implementation that creates a VM on your local machine. how to connect to a remote computer with minikube installed. - [==adamtheautomator.com: Jumpstart Kubernetes Locally with this MiniKube Tutorial==](https://adamtheautomator.com/minikube-tutorial) You''ll usually find Kubernetes where it makes sense β€” i.e. in cloud environments. But how do you speed up development for Kubernetes? Could you test deployments locally? - [devopscube.com: Kubernetes Minikube Tutorial for Beginners](https://devopscube.com/kubernetes-minikube-tutorial)','2021',0,'A practical collection of guides covering Minikube configuration strategies. Includes details on exposing cluster nodes to remote endpoints, running direct container updates via local Dockerfiles, and comparing local orchestration setups.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Local Kubernetes Environments", "Single-Node Clusters", "Tutorials"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-based-devel.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://mux.com','Mux: The API to Video','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','f83e7a5f0e89fda2b026158cac7e52e88f39f62a54fd77e99b32cc2c68de78b7',100.0,1.77903134953738307e+09,0,'2026-05-17T17:22:29.537383+02:00',NULL,NULL,NULL,'[]','[]','["docs/api.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://mux.com','Mux: The API to Video','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f83e7a5f0e89fda2b026158cac7e52e88f39f62a54fd77e99b32cc2c68de78b7',100.0,1.77903134953738307e+09,0,'2026-05-17T17:22:29.537383+02:00',NULL,NULL,NULL,'[]','[]','["docs/api.md"]','[]','{}','{"duplicate_of": "https://www.mux.com"}'); INSERT INTO "resources" VALUES('https://mvark.blogspot.com/2019/12/comparison-of-azure-front-door-traffic.html','mvark.blogspot.com: Comparison of Azure Front Door, Traffic Manager, Application Gateway & Load Balancer','','2019',0,'A legacy comparison contrasting features of Azure Front Door, Traffic Manager, Application Gateway, and Load Balancer. Though older, it offers fundamental routing paradigms that remain architecturally relevant.','None','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Traffic Management", "Load Balancing Comparison"]','["[LEGACY]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://mvnrepository.com/artifact/io.prometheus','Maven Prometheus instrumentation library for JVM applications (client library)','','N/A',0,'A curated technical resource and architectural guide covering Maven Prometheus instrumentation library for JVM applications (client library) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903359173550701e+09,0,'2026-05-17T17:59:51.735507+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://myfuturehub.com/must-keep-these-kubernetes-commands-handy','myfuturehub.com: Must Keep these Kubernetes Commands handy','','2023',2,'A collection of critical shell-based commands for quick-reference when inspecting Kubernetes deployments. Focuses on common tasks like scaling workloads, port routing, and viewing log queues.','HTML','Cheat Sheet','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "CLI Management"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://myfuturehub.com/useful-commands-of-docker','myfuturehub.com: Useful commands of Docker','','2023',2,'A lightweight command aggregation for quick reference on daily container testing workloads. Guides engineers through common container starting, stopping, dynamic environment variable passing, and debugging operations.','HTML','Cheat Sheet','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Virtualization & Containers", "Docker", "CLI Reference"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://myweblearner.com/springboot_k8s_readiness_liveness.html','myweblearner.com: Kubernetes(k8s) Readiness and Liveness Probe','','N/A',0,'A curated technical resource and architectural guide covering myweblearner.com: Kubernetes(k8s) Readiness and Liveness Probe in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903442454880404e+09,0,'2026-05-17T18:13:44.548804+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://mywiki.wooledge.org/BashPitfalls','Bash Pitfalls 🌟','','2015',5,'The canonical compendium of syntax traps, variable-expansion failures, and execution hazards in GNU Bash. This reference provides deep architectural insight into bash process substitution, globbing, and pipeline evaluation. Live Grounding verifies this wiki as the definitive industry guide for engineering resilient, non-deterministic system scripts.','Bash','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2015-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Operations", "Shell Scripting", "Best Practices"]','["[DE FACTO STANDARD]"]','[]','["cheatsheets.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://mywiki.wooledge.org/BashPitfalls','Bash Pitfalls 🌟','','2015',5,'The canonical compendium of syntax traps, variable-expansion failures, and execution hazards in GNU Bash. This reference provides deep architectural insight into bash process substitution, globbing, and pipeline evaluation. Live Grounding verifies this wiki as the definitive industry guide for engineering resilient, non-deterministic system scripts.','Bash','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2015-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Operations", "Shell Scripting", "Best Practices"]','["[DE FACTO STANDARD]"]','[]','["cheatsheets.md", "linux.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://nakamasato.medium.com/comparison-between-helm-and-kustomize-for-kubernetes-yaml-management-aed32cef2627','nakamasato.medium.com: Comparison between Helm and Kustomize for Kubernetes'' yaml management','','N/A',0,'A curated technical resource and architectural guide covering nakamasato.medium.com: Comparison between Helm and Kustomize for Kubernetes'' yaml management in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903248355134201e+09,0,'2026-05-17T17:41:23.551342+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kustomize.md"]','["kustomize.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://namelix.com','namelix.com','','2026',0,'An AI-powered naming utility that uses machine learning to suggest brand and project names, assisting developers in rapidly finding high-quality names for new microservices or open-source projects.','English','Website','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Productivity", "Business Utilities", "Naming Generator"]','["[COMMUNITY-TOOL]"]','[]','["project-management-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://napo.io/posts/kubernetes-the-real-hard-way-on-aws','napo.io: Kubernetes The (real) Hard Way on AWS','','N/A',0,'A curated technical resource and architectural guide covering napo.io: Kubernetes The (real) Hard Way on AWS in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903169647284793e+09,0,'2026-05-17T17:28:16.472848+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-on-premise.md", "docs/matrix-table.md"]','["kubernetes-on-premise.md", "matrix-table.md"]','{}','{}'); @@ -11106,8 +11106,8 @@ INSERT INTO "resources" VALUES('https://networkproguide.com/cidr-subnet-mask-ipv INSERT INTO "resources" VALUES('https://networkwalks.com/tcp-ip-model','networkwalks.com: TCP/IP Model','','2022',0,'An fundamental technical overview breakdown of the legendary 4-layer TCP/IP communication suite. Maps out operational processes occurring within Application, Transport, Internet, and Link layers to facilitate networking literacy.','N/A','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Computer Networking & IPAM", "Protocols", "TCP/IP"]','["[COMMUNITY-TOOL]"]','[]','["networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://newrelic.com','New Relic 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','34faaf166315babfa11881b16f4e3493a20ac82dc90dc1860c17c479a733b0df',100.0,1.779030024619663e+09,1,'2026-05-17T17:00:24.619663+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://newrelic.com/blog/apm/java-opentelemetry','newrelic.com: Understand OpenTelemetry Part 4: Instrument a Java App with OpenTelemetry','','2022',0,'Detailed technical guide for implementing OpenTelemetry Java Agents. Walks engineers through automatic runtime byte-code manipulation, tracing JVM database operations, and configuring remote exporter endpoints.','Java','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "OpenTelemetry", "Java Runtime"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://newrelic.com/blog/best-practices/effective-strategies-kafka-topic-partitioning','newrelic.com: Effective Strategies for Kafka Topic Partitioning 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','a686a1ec8fc2dc6cbf8eb3b981dc36689e287935f0be679ef90b184634e6c0a0',100.0,1.7790306801453619e+09,0,'2026-05-17T17:11:20.145362+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://newrelic.com/blog/best-practices/java-opentelemetry','newrelic.com: Understand OpenTelemetry Part 4: Instrument a Java App with'' OpenTelemetry','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','6e57eeffc1dd0943d730a93365abea99193b537da39304bddcd6364c5d71e3c8',100.0,1.77903373097669601e+09,0,'2026-05-17T18:02:10.976696+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://newrelic.com/blog/best-practices/effective-strategies-kafka-topic-partitioning','newrelic.com: Effective Strategies for Kafka Topic Partitioning 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a686a1ec8fc2dc6cbf8eb3b981dc36689e287935f0be679ef90b184634e6c0a0',100.0,1.7790306801453619e+09,0,'2026-05-17T17:11:20.145362+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://newrelic.com/blog/observability/effective-strategies-kafka-topic-partitioning"}'); +INSERT INTO "resources" VALUES('https://newrelic.com/blog/best-practices/java-opentelemetry','newrelic.com: Understand OpenTelemetry Part 4: Instrument a Java App with'' OpenTelemetry','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','6e57eeffc1dd0943d730a93365abea99193b537da39304bddcd6364c5d71e3c8',100.0,1.77903373097669601e+09,0,'2026-05-17T18:02:10.976696+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{"duplicate_of": "https://newrelic.com/blog/apm/java-opentelemetry"}'); INSERT INTO "resources" VALUES('https://newrelic.com/blog/best-practices/what-is-ebpf','newrelic.com: What Is eBPF and Why Does It Matter for Observability?','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','81c5e50016c3b266236884c1111f83b7696c3eca52662efb284beb7e0888f243',100.0,1.77903236848137092e+09,0,'2026-05-17T17:39:28.481371+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-monitoring.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://newrelic.com/blog/dem/opentelemetry-opentracing-opencensus','newrelic.com: OpenTracing, OpenCensus, OpenTelemetry, and New Relic (Best overview of OpenTelemetry)','','2021',0,'Provides an industry overview detailing the historical consolidation of OpenTracing and OpenCensus into the singular OpenTelemetry framework, clarifying telemetry standardization for enterprise operations.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Distributed Tracing", "Evolution"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://newrelic.com/blog/how-to-relic/create-nr-dashboards-with-terraform-part-1','newrelic.com: Creating dashboards with Terraform and JSON templates','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','58356ee1c7ad24eab4e68a5fc8a0aa244893d3c49f99cc7689d1133b60336af7',100.0,1.77903420794261193e+09,0,'2026-05-17T18:10:07.942612+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}'); @@ -11133,9 +11133,9 @@ INSERT INTO "resources" VALUES('https://newsletter.pragmaticengineer.com/p/engin INSERT INTO "resources" VALUES('https://newsletter.thelongcommit.com/subscribe','livecodestream.dev: Five Advanced Git Concepts that Make You Look Like a Pro','','2021',0,'Explains advanced Git capabilities including reflogs, interactive rebasing, octopus merges, and auto-stash configuration. Equips developers to recover corrupted/deleted trees and master branch structures.','English','Newsletter/Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Git Internals"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://next.redhat.com/2021/08/23/introducing-volsync-your-data-anywhere','next.redhat.com: Introducing VolSync: your data, anywhere','','2021',0,'An introductory overview of VolSync''s design goals and features, showing how the controller simplifies complex multi-cluster persistence synchronization. It details how the operator abstracts underlying storage structures, allowing unified data movement across diverse cloud backends.','English','Article','Medium',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Storage", "Kubernetes Storage", "Backup & Replication"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-storage.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://nextcloud.com','nextcloud.com','','2026',0,'A highly customizable, open-source content collaboration platform providing file sharing, document editing, and workspace tools natively deployable on self-hosted Kubernetes architecture for absolute data sovereignty.','English','Website','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Productivity", "Collaboration", "Cloud Storage"]','["[COMMUNITY-TOOL]"]','[]','["project-management-tools.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://nextlinklabs.com/insights/handling-authentication-in-EKS-clusters-kubernetes-AWS-IAM','nextlinklabs.com: Handling Auth in EKS Clusters: Setting Up Kubernetes User'' Access Using AWS IAM','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','a03ff1f143ef3e02280753ab802f500e38464d3125aa28f16dff8d459947ba79',100.0,1779033802.00728,0,'2026-05-17T18:03:22.007280+02:00',NULL,NULL,NULL,'[]','[]','["docs/managed-kubernetes-in-public-cloud.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://nextlinklabs.com/insights/handling-authentication-in-EKS-clusters-kubernetes-AWS-IAM','nextlinklabs.com: Handling Auth in EKS Clusters: Setting Up Kubernetes User'' Access Using AWS IAM','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a03ff1f143ef3e02280753ab802f500e38464d3125aa28f16dff8d459947ba79',100.0,1779033802.00728,0,'2026-05-17T18:03:22.007280+02:00',NULL,NULL,NULL,'[]','[]','["docs/managed-kubernetes-in-public-cloud.md"]','[]','{}','{"duplicate_of": "https://nextlinklabs.com/resources/insights/handling-authentication-in-eks-clusters-kubernetes-aws-iam"}'); INSERT INTO "resources" VALUES('https://nextlinklabs.com/resources/insights/handling-authentication-in-eks-clusters-kubernetes-aws-iam','nextlinklabs.com: Handling Auth in EKS Clusters: Setting Up Kubernetes User Access Using AWS IAM','','2022',0,'A procedural analysis on managing administrative and developer user access to Amazon EKS using AWS IAM and the aws-auth ConfigMap. It maps IAM roles and users to internal Kubernetes RBAC groups, ensuring fine-grained, secure administrative control.','Markdown','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Security & Compliance", "IAM"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://nexus3-cli.readthedocs.io','nexus3-cli.readthedocs.io','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','2d21c95b16a11ab0ce8bbcd71fa9eaa3730483b524ead2c4aa15cbc309728953',100.0,1.77903415576048111e+09,0,'2026-05-17T18:09:15.760481+02:00',NULL,NULL,NULL,'[]','[]','["docs/registries.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://nexus3-cli.readthedocs.io','nexus3-cli.readthedocs.io','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','2d21c95b16a11ab0ce8bbcd71fa9eaa3730483b524ead2c4aa15cbc309728953',100.0,1.77903415576048111e+09,0,'2026-05-17T18:09:15.760481+02:00',NULL,NULL,NULL,'[]','[]','["docs/registries.md"]','[]','{}','{"duplicate_of": "https://nexus3-cli.readthedocs.io/en/latest"}'); INSERT INTO "resources" VALUES('https://nexus3-cli.readthedocs.io/en/latest','nexus3-cli.readthedocs.io','','2020',0,'Documentation portal for a Python-based third-party CLI wrapper targeting Sonatype Nexus 3 APIs. It outlines tasks such as repository setup, user configuration, and image manipulation via CLI scripts. Given modern orchestration shifts toward native declarative operators, this CLI library has transitioned into a legacy tool.','Python','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Artifact Management", "Package Repositories", "Nexus Tooling"]','["[LEGACY]"]','[]','["registries.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://nfrankel.medium.com/goodbye-minikube-340070edc5af','nfrankel.medium.com: Goodbye minikube','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903442456871509e+09,0,'2026-05-17T18:13:44.568715+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://nginx-playground.wizardzines.com','nginx-playground.wizardzines.com 🌟','','2021',0,'The live application corresponding to Julia Evans'' Nginx configuration playground. It delivers a sandboxed, browser-based runtime that dynamically executes and reports Nginx behavior on arbitrary configurations, bridging the gap between theoretical syntax and actual routing behaviors without local environment overhead.','N/A','Web Tool','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Traffic Management", "Load Balancing & Reverse Proxy", "Nginx Playground"]','["[COMMUNITY-TOOL]"]','[]','["web-servers.md"]','{}','{}'); @@ -11145,7 +11145,7 @@ INSERT INTO "resources" VALUES('https://nickjanetakis.com/blog/using-wsl-and-mob INSERT INTO "resources" VALUES('https://nickjanetakis.com/blog/wait-until-your-dockerized-database-is-ready-before-continuing','Wait until Your Dockerized Database Is Ready before Continuing','','2016',3,'An engineering guide detail routing startup procedures in Docker systems. It details wait-for patterns to ensure databases are fully accepting connections prior to application initialization. Live Grounding emphasizes this pattern as crucial for avoiding container crash loops in Kubernetes environments.','Shell','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Orchestration", "Docker", "Patterns"]','["[COMMUNITY-TOOL]"]','[]','["linux.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://nicolasbarlatier.hashnode.dev/introduction-kubernetes-and-kustomize-how-to-easily-customize-any-resource-configuration-with-kustomize','nicolasbarlatier.hashnode.dev: Introduction Kubernetes and Kustomize: How'' to easily customize any resource configuration with Kustomize?','','N/A',0,'A curated technical resource and architectural guide covering nicolasbarlatier.hashnode.dev: Introduction Kubernetes and Kustomize: How'' to easily customize any resource configuration with Kustomize? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903020202324509e+09,0,'2026-05-17T17:03:22.023245+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kustomize.md"]','["kustomize.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://nicolasbarlatier.hashnode.dev/net-core-tip-2-how-to-troubleshoot-memory-leaks-within-a-net-console-application-running-in-a-linux-docker-container-in-kubernetes','nicolasbarlatier.hashnode.dev: .NET Core Tip 2: How to troubleshoot Memory'' Leaks within a .NET Console application running in a Linux Docker Container in Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering nicolasbarlatier.hashnode.dev: .NET Core Tip 2: How to troubleshoot Memory'' Leaks within a .NET Console application running in a Linux Docker Container in Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903350370794701e+09,0,'2026-05-17T17:58:23.707947+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-troubleshooting.md"]','["kubernetes-troubleshooting.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://nicwortel.nl/blog/2022/05/27/continuous-deployment-to-kubernetes-with-github-actions','nicwortel.nl: Continuous deployment to Kubernetes with GitHub Actions','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','b2effc2605d81542b12e25f8b39c8e0d543210bdb75fefbdf7ad286d84ae06ad',100.0,1.77903154024144792e+09,0,'2026-05-17T17:25:40.241448+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://nicwortel.nl/blog/2022/05/27/continuous-deployment-to-kubernetes-with-github-actions','nicwortel.nl: Continuous deployment to Kubernetes with GitHub Actions','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b2effc2605d81542b12e25f8b39c8e0d543210bdb75fefbdf7ad286d84ae06ad',100.0,1.77903154024144792e+09,0,'2026-05-17T17:25:40.241448+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://nth-root.nl/en/guides/automate-kubernetes-deployments-with-github-actions"}'); INSERT INTO "resources" VALUES('https://nightfall.ai/atlassian-cloud-hipaa-compliant','nightfall.ai: Is Atlassian Cloud HIPAA Compliant?','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','7917fb8c2d1bf762cc8c2f32770f125b323601672e4b083e83c8641402533633',100.0,1.7790334871436479e+09,0,'2026-05-17T17:58:07.143648+02:00',NULL,NULL,NULL,'[]','[]','["docs/project-management-tools.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://nikhilism.com/post/2020/mystery-knowledge-useful-tools','nikhilism.com: Mystery Knowledge and Useful Tools','','2026',4,'A compilation of esoteric systems engineering wisdom and alternative Unix diagnostic tools. Offers high-value insights on process behavior, signal handling, and hidden edge cases of standard OS tooling.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Systems Programming", "Technical Insights"]','["[ENTERPRISE-STABLE]"]','[]','["linux.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://nikolaygrozev.wordpress.com/2015/07/01/reshaping-in-pandas-pivot-pivot-table-stack-and-unstack-explained-with-pictures','Reshaping in Pandas – Pivot, Pivot-Table, Stack and Unstack explained with Pictures','','2015',3,'Curator Insight provides visual breakdowns of Pandas reshaping primitives, including pivoting, stacking, and unstacking. Live Grounding highlights that mastering multi-indexed object reshaping remains a critical step for data engineers formatting real-time telemetry datasets.','Python','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2015-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Science", "Pandas", "Data Reshaping"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}'); @@ -11158,18 +11158,18 @@ INSERT INTO "resources" VALUES('https://nirmata.com/2021/08/12/kubernetes-supply INSERT INTO "resources" VALUES('https://nirmata.com/2021/08/18/introducing-kyverno-1-4-2-trusted-and-more-efficient','nirmata.com: Introducing Kyverno 1.4.2: Trusted And More Efficient!','','2021',0,'Reviews release-specific improvements introduced in Kyverno v1.4.2, highlighting optimizations in validation speeds, improved caching models, and expanded schema support. Provides performance benchmarks of Kyverno when subjected to scale workloads across massive enterprise orchestrators.','Go','Article','Intermediate',0,'online','manual','deca9cef04c5d8e6ad6b6a62e832e14b2e910c26d30ad36110d17e8662c464dc',100.0,1.7790340415585041e+09,0,'2026-05-17T18:07:21.558504+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Security", "Kyverno Releases"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://nishnit007.medium.com/a-journey-from-dockerfile-to-application-deployment-on-kubernetes-for-beginners-fea1eb0f3581','nishnit007.medium.com: A Journey from Dockerfile to Application Deployment'' on Kubernetes For Beginners','','N/A',0,'A curated technical resource and architectural guide covering nishnit007.medium.com: A Journey from Dockerfile to Application Deployment'' on Kubernetes For Beginners in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903266168829393e+09,0,'2026-05-17T17:44:21.688294+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/docker.md"]','["docker.md"]','{}','{}'); 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INSERT INTO "resources" VALUES('https://nix.dev/manual/nix/2.28','Nix','- [github.com/NVIDIA/nvidia-docker: NVIDIA/nvidia-docker/volumes.go](https://github.com/NVIDIA/nvidia-docker/blob/8c0eeba474cace48fdb8216f518063db2bd2d4d1/tools/src/nvidia/volumes.go#L103) NVIDIA’s documentation is disappointingly evasive on what the β€œdriver” is, but we find a good answer in their official source code.','2024',0,'This reference analysis investigates how nvidia-docker mounts and exposes host driver layers to application runtimes. 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Event-driven architectures establish an event that can be consumed and reacted to. But what is an event? An event is essentially any significant change from one state to another, such as the change from having no messages in your inbox to have a new message in your inbox. This state can be reacted to internally (such as when the email program in question realizes a new message has been received), externally (when a user sees a notification for a new message), or used to generate another event (for instance, the message tally increases by one). Event-driven architectures are appealing to API developers because they function very well in asynchronous environments. By crafting APIs that trigger certain functions on new event delivery, API systems don’t have to inherently wait for synchronous delivery or real time communication. This is hugely beneficial, as eliminating the need to constantly poll endpoints frees resources from otherwise wasteful purposes, reducing both general hardware requirements and call-specific overhead. For this reason, event-driven architectures are very, very popular, and lead to improved power, bandwidth, and co-processing than other solutions and architectures such as polling and other poll-centric derivatives. @@ -11195,14 +11195,14 @@ INSERT INTO "resources" VALUES('https://nunoadrego.com/posts/abusing-pod-priorit INSERT INTO "resources" VALUES('https://nuxx.io','Visual docker-compose.yml file generator 🌟','','N/A',0,'A curated technical resource and architectural guide covering Visual docker-compose.yml file generator 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903430069432306e+09,0,'2026-05-17T18:11:40.694323+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/docker.md"]','["docker.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://nvie.com/posts/a-successful-git-branching-model','nvie.com: Feature Branches. 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It serves solely as a design architectural reference for highly extensible, dashboard-based cluster visualization.','Go','Tool','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "UI & Dashboards", "Desktop Client"]','["[LEGACY]"]','[]','["kubernetes-based-devel.md", "kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://octetz.com/docs/2018/2018-12-07-psp','octetz.com: Setting Up Pod Security Policies','','N/A',0,'A curated technical resource and architectural guide covering octetz.com: Setting Up Pod Security Policies in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903435540448498e+09,0,'2026-05-17T18:12:35.404485+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://octoperf.com','octoperf.com','','2024',0,'Octoperf is a commercial, cloud-native performance testing platform built directly on top of Apache JMeter. 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It reviews operational anti-patterns such as relying on ''latest'' image tags, bypassing declarative configuration state with live manual mutations, and ignoring container probes, offering actionable solutions for engineering teams.','None','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Deployment Anti-Patterns", "Operational Safety"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://octopus.com/blog/kubernetes-antipatterns-2','codefresh.io: Kubernetes Deployment Antipatterns – part 2','','2026',0,'The second part of the deployment anti-patterns analysis, shifting focus to architectural challenges, resource isolation, and credentials. 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It reviews operational anti-patterns such as relying on ''latest'' image tags, bypassing declarative configuration state with live manual mutations, and ignoring container probes, offering actionable solutions for engineering teams.','None','Blog Post','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Deployment Anti-Patterns", "Operational Safety"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{"duplicate_of": "https://dev.to/codefreshio/kubernetes-deployment-antipatterns-part-1-2116"}'); +INSERT INTO "resources" VALUES('https://octopus.com/blog/kubernetes-antipatterns-2','codefresh.io: Kubernetes Deployment Antipatterns – part 2','','2026',0,'The second part of the deployment anti-patterns analysis, shifting focus to architectural challenges, resource isolation, and credentials. Highlights risks such as omitted CPU/Memory requests, hardcoded environment credentials, and missing Pod Disruption Budgets, promoting stable scheduling practices.','None','Blog Post','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Deployment Anti-Patterns", "Operational Safety"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{"duplicate_of": "https://dev.to/codefreshio/kubernetes-deployment-antipatterns-part-1-2116"}'); INSERT INTO "resources" VALUES('https://octopus.com/blog/progressive-delivery-for-kubernetes-config-maps-using-argo-rollouts','codefresh.io: Progressive delivery for Kubernetes Config Maps using Argo Rollouts','','2022',4,'Solves the tricky challenge of managing and rolling out application configuration updates dynamically. Demonstrates how to trigger controlled, safe progressive delivery cycles for applications when only ConfigMaps or Secrets are modified.','English','Tutorial','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps & CD", "Argo Rollouts", "Configuration Management"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["argo.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://octopus.com/blog/pulumi-and-aks-with-octopus-deploy','octopus.com: Create an AKS Cluster with Pulumi and Octopus Deploy','','2022',0,'Detailed enterprise deployment case study highlighting the instantiation of Azure Kubernetes Service (AKS) clusters via Pulumi code coupled with Octopus Deploy continuous release orchestrations.','TypeScript','Tutorial','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Kubernetes Provisioning", "AKS"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["pulumi.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://octopus.com/blog/using-argo-cd-and-kustomize-for-configmap-rollouts','codefresh.io: Using Argo CD and Kustomize for ConfigMap Rollouts 🌟🌟','','2021',0,'Resolves the issue of non-rolling updates for Kubernetes ConfigMaps. Leverages Kustomize hash generation alongside Argo CD to trigger rolling updates across associated deployments upon configuration changes.','YAML','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "GitOps & CI-CD", "Configuration Rollouts"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://octopus.com/blog/using-helm-with-gitops','codefresh.io: Using Helm with GitOps 🌟','- [medium: Using Helm with GitOps](https://medium.com/containers-101/using-helm-with-gitops-555443340369)','2021',0,'Analyzes the synergies and friction points of matching the declarative GitOps model with Helm''s transactional release engine. Recommends strategies for separating configuration definitions from package logic.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Continuous Delivery", "GitOps", "Helm Integration"]','["[COMMUNITY-TOOL]"]','[]','["helm.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://octopus.com/codefresh','Codefresh','','2026',0,'An enterprise GitOps and progressive delivery platform built entirely on Argo CD and Argo Rollouts (acquired by Octopus Deploy). Provides centralized, multi-cluster deployment visibility, automated release analytics, and advanced deployment strategies (Canary, Blue/Green) within Kubernetes topologies.','Go','Platform','High',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Delivery", "GitOps", "ArgoCD Enterprise"]','["[COMMUNITY-TOOL]"]','[]','["jenkins-alternatives.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://octopus.com/devops','codefresh.io: Using a Kanban board to manage and promote Helm Releases 🌟','','2022',4,'Analyzes the application of visual Kanban paradigms to Kubernetes deployment pipelines, specifically managing and promoting Helm releases across environments. Contrasts traditional CI/CD promotion techniques with visual value stream modeling, demonstrating how platform teams can reduce deployment friction and coordinate microservice boundaries with clear board transitions.','en','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "GitOps", "Helm Lifecycle Management"]','["[ENTERPRISE-STABLE]"]','[]','["gitops.md", "helm.md", "kubernetes-based-devel.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://octopus.com/devops','codefresh.io: Using a Kanban board to manage and promote Helm Releases 🌟','','2022',4,'Analyzes the application of visual Kanban paradigms to Kubernetes deployment pipelines, specifically managing and promoting Helm releases across environments. Contrasts traditional CI/CD promotion techniques with visual value stream modeling, demonstrating how platform teams can reduce deployment friction and coordinate microservice boundaries with clear board transitions.','en','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "GitOps", "Helm Lifecycle Management"]','["[ENTERPRISE-STABLE]"]','[]','["gitops.md", "helm.md", "kubernetes-based-devel.md", "project-management-methodology.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://octopus.com/devops/gitops','codefresh.io: Using GitOps for Infrastructure and Applications With Crossplane and Argo CD','','2022',0,'A strategic evaluation of GitOps workflows and state-reconciliation mechanisms for infrastructure and applications. By contrasting push vs. pull GitOps pipelines (e.g., using Argo CD or Octopus Deploy with Crossplane), the guide highlights methods for treating Kubernetes as the source of truth for all environment mutations.','Agnostic','Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps & CI/CD", "GitOps", "Methodologies"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["crossplane.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://octopus.com/docs/deployments/patterns/deployment-process-as-code','octopus.com: Deployment process as code','','2026',0,'An operational guide focusing on Octopus Deploy''s configuration-as-code pattern. Explains how release steps, parameters, and variable definitions are described natively in Git repositories using Octopus Configuration Language (OCL).','English','Documentation','Medium',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Delivery", "Release Orchestration", "Enterprise Deployment"]','["[COMMUNITY-TOOL]"]','[]','["jenkins-alternatives.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://odedia.org/production-considerations-for-spring-on-kubernetes','==odedia.org: Production Considerations for Spring on Kubernetes== 🌟🌟🌟','','N/A',0,'A curated technical resource and architectural guide covering ==odedia.org: Production Considerations for Spring on Kubernetes== 🌟🌟🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903123078331804e+09,0,'2026-05-17T17:20:30.783318+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://odo.dev','odo','','2025',4,'A developer-focused CLI tool for writing and deploying applications on Kubernetes and OpenShift without deep Kubernetes knowledge. It abstracts complex YAML files and facilitates live code updates directly inside running containers. It represents an emerging paradigm in local iteration loops, competing with tooling like Skaffold and Tilt for developer mindshare.','Go','Tool','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Experience", "Inner Loop", "Kubernetes CLI"]','["[EMERGING]", "[ENTERPRISE-STABLE]"]','[]','["java_frameworks.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://offensive-terraform.github.io','offensive-terraform.github.io: Offensive Terraform Modules 🌟','','2023',3,'A collection of customized HCL templates designed for cybersecurity audits, simulating misconfigured cloud scenarios. Assists DevSecOps teams in proactively testing detection and response pipelines against infrastructure flaws.','HCL','Repository','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Security", "Penetration Testing"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://offensive-terraform.github.io/offensive-terraform.github.io','offensive-terraform.github.io: Offensive Terraform Modules 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','7e34dbf880d5a1dd93372d81ee122edbf9ee64b8c5f857a33918d8cae815619c',100.0,1.7790340454110651e+09,0,'2026-05-17T18:07:25.411065+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://offensive-terraform.github.io/offensive-terraform.github.io','offensive-terraform.github.io: Offensive Terraform Modules 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7e34dbf880d5a1dd93372d81ee122edbf9ee64b8c5f857a33918d8cae815619c',100.0,1.7790340454110651e+09,0,'2026-05-17T18:07:25.411065+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"duplicate_of": "https://offensive-terraform.github.io"}'); INSERT INTO "resources" VALUES('https://ohmyz.sh','Oh My Zsh','','2009',5,'The premier framework for managing Zsh shell configurations. It comes packaged with thousands of community-authored helper functions, themes, and CLI integrations. Live Grounding highlights its unparalleled adoption across developer workstations, standardizing interactive command-line interfaces.','Shell','Tool','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2009-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Operations", "Terminal Environment", "Shell Configuration"]','["[DE FACTO STANDARD]"]','[]','["linux.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://ohshitgit.com','Oh shit, git!','','2026',0,'Practical developer''s playbook providing escape instructions for common Git terminal errors. Explores reflog manipulation, commit re-writing, HEAD restoration, and detached branch recovery workflows.','None','Platform','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Version Control", "Git Troubleshooting"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://okd.io','OKD','','2026',0,'The community-backed, open-source upstream counterpart to Red Hat OpenShift. OKD integrates Kubernetes with core Linux container tools (like Fedora CoreOS) to offer a complete self-managing, multi-tenant container platform designed for declarative applications, CI/CD, and simplified enterprise operations.','Go','Software','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Kubernetes Distributions", "Enterprise Distributions"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md", "kubernetes-on-premise.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://okdiario.com/economia/telefonica-santander-despiden-467-empleados-2021-denuncias-companeros-8655690','okdiario.com: TelefΓ³nica y Santander despiden a 467 empleados en 2021 por denuncias de compaΓ±eros','','2022',3,'Highlights corporate governance, whistleblowing protocols, and internal compliance mechanisms within large enterprises, as demonstrated by internal investigations leading to dismissals at TelefΓ³nica and Santander. Discusses the ethical standards, documentation compliance, and psychological safety guidelines required to sustain a healthy corporate and software operations environment.','es','News Analysis','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Engineering Leadership", "Security & Compliance", "Corporate Governance"]','["[COMMUNITY-TOOL]"]','[]','["project-management-methodology.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://okteto.com/blog/kubernetes-for-developers-blog-series-by-okteto','okteto.com: Kubernetes for Developers Blog Series by Okteto','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','45b89562d621e26f26c29a3325acc7069d7bc71b034582bc219012d2b3a37df9',100.0,1.77903022079362702e+09,0,'2026-05-17T17:03:40.793627+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://okteto.com/blog/preview-environments-for-kubernetes','okteto.com: Run your Pull Request Preview Environments on Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','d32b30d2d517847c7cbd9e69ad6b5bf2caf75aab1efedabb18efc5181983e5fd',100.0,1.77903224920974111e+09,0,'2026-05-17T17:37:29.209741+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://okteto.com/blog/kubernetes-for-developers-blog-series-by-okteto','okteto.com: Kubernetes for Developers Blog Series by Okteto','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','45b89562d621e26f26c29a3325acc7069d7bc71b034582bc219012d2b3a37df9',100.0,1.77903022079362702e+09,0,'2026-05-17T17:03:40.793627+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{"duplicate_of": "https://www.okteto.com/blog/kubernetes-basics"}'); +INSERT INTO "resources" VALUES('https://okteto.com/blog/preview-environments-for-kubernetes','okteto.com: Run your Pull Request Preview Environments on Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d32b30d2d517847c7cbd9e69ad6b5bf2caf75aab1efedabb18efc5181983e5fd',100.0,1.77903224920974111e+09,0,'2026-05-17T17:37:29.209741+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://www.okteto.com/blog/preview-environments-for-kubernetes"}'); INSERT INTO "resources" VALUES('https://olamiko.medium.com/technical-series-kubernetes-networking-5a5dc3823163','olamiko.medium.com: Technical Series: Kubernetes Networking','','N/A',0,'A curated technical resource and architectural guide covering olamiko.medium.com: Technical Series: Kubernetes Networking in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903198752950406e+09,0,'2026-05-17T17:33:07.529504+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://oldgitops.medium.com/setting-up-podman-on-wsl2-in-windows-10-be2991c2d443','oldgitops.medium.com: Setting up Podman on WSL2 in Windows 10 🌟','','N/A',0,'A curated technical resource and architectural guide covering oldgitops.medium.com: Setting up Podman on WSL2 in Windows 10 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903307890290308e+09,0,'2026-05-17T17:51:18.902903+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/container-managers.md"]','["container-managers.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://oliverjumpertz.medium.com/serverless-vs-kubernetes-58b0b387dc98','oliverjumpertz.medium.com: Serverless vs. Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering oliverjumpertz.medium.com: Serverless vs. Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903171452972507e+09,0,'2026-05-17T17:28:34.529725+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/serverless.md"]','["serverless.md"]','{}','{}'); @@ -11242,10 +11242,10 @@ INSERT INTO "resources" VALUES('https://ona.com/stories/gitpod-is-now-ona',NULL, INSERT INTO "resources" VALUES('https://onecloudplease.com/project/console-recorder','onecloudplease.com: Console Recorder for AWS','','2022',3,'Console Recorder for AWS is a developer browser extension that records API actions within the AWS Console and translates them into Terraform or CloudFormation scripts. It provides a quick way to generate code while manually configuring resources for prototyping.','JavaScript','Browser Extension','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Automated Generation", "Recording Tools"]','["[COMMUNITY-TOOL]"]','[]','["aws-iac.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://onelink.to/e9rhmn',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'FILTERED',NULL,NULL,NULL,1.7803999822117331e+09,0,'2026-06-02T13:33:02.211733+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{"score": 20}'); INSERT INTO "resources" VALUES('https://onlineyamltools.com','onlineyamltools.com 🌟','','2022',4,'An online suite containing helpful tools for mining, converting, and editing YAML payloads. It enables rapid translation between YAML and formatting targets like JSON or CSV.','N/A','tool','beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Configuration Management", "YAML Processing", "CLI Tools"]','["[ENTERPRISE-STABLE]"]','[]','["yaml.md"]','{}','{"is_special": true}'); -INSERT INTO "resources" VALUES('https://opcito.com/blogs/a-guide-to-mastering-autoscaling-in-kubernetes-with-keda','opcito.com: A guide to mastering autoscaling in Kubernetes with KEDA','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','ad91a004df7237af2e487b5379d285b66cdbd9840b5c2c91d58c3f9f4382208f',100.0,1.77903205751221108e+09,0,'2026-05-17T17:34:17.512211+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-autoscaling.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://opcito.com/blogs/a-guide-to-mastering-autoscaling-in-kubernetes-with-keda','opcito.com: A guide to mastering autoscaling in Kubernetes with KEDA','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ad91a004df7237af2e487b5379d285b66cdbd9840b5c2c91d58c3f9f4382208f',100.0,1.77903205751221108e+09,0,'2026-05-17T17:34:17.512211+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-autoscaling.md"]','[]','{}','{"duplicate_of": "https://www.opcito.com/blogs/a-guide-to-mastering-autoscaling-in-kubernetes-with-keda"}'); INSERT INTO "resources" VALUES('https://open-bootcamp.com','open-bootcamp.com','','2023',2,'An archived Spanish-language full-stack and DevOps coding bootcamp. Provided highly popular, modular pathways for development and deployment, but is no longer actively maintained as of late 2023.','Spanish','Training Platform','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Bootcamps", "Full-Stack Development"]','["[LEGACY]"]','[]','["elearning.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://open-cluster-management.io','==open-cluster-management.io==','','2020',5,'Open Cluster Management (OCM) is a modular, extensible CNCF project designed to orchestrate fleets of Kubernetes clusters at scale. It defines standardized API abstractions for cluster registration, application deployment policies, and compliance management.','Go','Fleet Manager','Advanced',1,'online','manual','810801a7e273d494f30a3478468f083e835a7fe3b0ccef7519b324c4e85bb0ee',100.0,1.77903144616218805e+09,1,'2026-05-17T17:24:06.162188+02:00',NULL,NULL,NULL,'["Platform Engineering", "Multi-Cluster Routing", "Fleet Orchestration"]','["[DE FACTO STANDARD]"]','["docs/gitops.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "gitops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://open-rpc.org','open-rpc.org lightweight RPC framework 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','67ea39c4543f266b73ddca9b3371c9a2fbc289a2fb39eaff4d2beb2db75c7142',100.0,1.77903382392493605e+09,0,'2026-05-17T18:03:43.924936+02:00',NULL,NULL,NULL,'[]','[]','["docs/api.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://open-rpc.org','open-rpc.org lightweight RPC framework 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','67ea39c4543f266b73ddca9b3371c9a2fbc289a2fb39eaff4d2beb2db75c7142',100.0,1.77903382392493605e+09,0,'2026-05-17T18:03:43.924936+02:00',NULL,NULL,NULL,'[]','[]','["docs/api.md"]','[]','{}','{"duplicate_of": "https://www.open-rpc.org"}'); INSERT INTO "resources" VALUES('https://open.spotify.com/show/0zojMEDizKMh3aTxnGLENP','The OpenAI Podcast on Spotify','The official Spotify show for the OpenAI Podcast hosted by Andrew Mayne, featuring in-depth tech conversations with engineers, product managers, and researchers at OpenAI.','2025',4,'**Curator Insight:** A highly valuable architectural resource providing a direct window into the development lifecycles, engineering bottlenecks, and technical methodologies of frontier AI builders. **Live Grounding:** This official Spotify hub aggregates deep-dive technical dialogues with OpenAI''s researchers and product architects. * **Strategic Value:** Explores real-world engineering hurdles across GPT-5 planning, Codex agents, Sora scaling, and distributed supercomputer network designs. @@ -11391,19 +11391,19 @@ INSERT INTO "resources" VALUES('https://openai.com/index/warp','Warp''s big bet * **Architectural Value**: Showcases ''Oz'', a cloud-based agent platform that acts as an autonomous orchestrator to triage issues, plan implementations, and write PRs. * **Key Features**: Leverages Rust client architecture with deep multi-agent coordination, supporting local sandbox controls and custom command pipelines. * **Technical Significance**: Redefines open-source collaboration, demonstrating a paradigm where human and AI agents securely build and maintain a massive public codebase.','English','Article','Advanced',0,'online','automatic','N/A',NULL,1.78035281874942302e+09,0,'2026-06-02T00:26:58.749423+02:00',NULL,NULL,NULL,'["Software Engineering", "Open Source Software", "Agentic Development Environments"]','["[DE FACTO STANDARD]", "[EMERGING]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Extremely high community reception; Warp open-sourced its Rust terminal client under AGPL-3.0 with OpenAI backing, receiving nearly 28k stars on day one.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": ""}'); -INSERT INTO "resources" VALUES('https://openai.com/research/scaling-kubernetes-to-7500-nodes','openai.com: Scaling Kubernetes to 7,500 nodes 🌟','','N/A',0,'A curated technical resource and architectural guide covering openai.com: Scaling Kubernetes to 7,500 nodes 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903133729243493e+09,0,'2026-05-17T17:22:17.292435+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/mlops.md"]','["mlops.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://openai.com/research/scaling-kubernetes-to-7500-nodes','openai.com: Scaling Kubernetes to 7,500 nodes 🌟','','N/A',0,'A curated technical resource and architectural guide covering openai.com: Scaling Kubernetes to 7,500 nodes 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903133729243493e+09,0,'2026-05-17T17:22:17.292435+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/mlops.md"]','["mlops.md"]','{}','{"duplicate_of": "https://openai.com/blog/scaling-kubernetes-to-7500-nodes"}'); INSERT INTO "resources" VALUES('https://openapi-generator.tech','OpenAPI Generator 🌟','','2026',5,'The industry standard OpenAPI Generator, designed to automate client SDK and server stub generation from OpenAPI specifications across 50+ programming languages.','Java','Tool','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["API Tooling", "Codegen", "OpenAPI"]','["[DE FACTO STANDARD]"]','[]','["api.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://openbuilt.io','OpenBuilt','','2021',0,'OpenBuilt is an open industry platform facilitating digital supply chain orchestration for construction environments. Built on hybrid cloud and OpenShift technologies, it streamlines third-party application interoperability.','English','SaaS','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Industry Solution", "Construction Industry", "Platform-as-a-Service"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://opencensus.io',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','bcdc572d753ccf43b5dedfa06276005ed33929ff37d643d3327e1795ef4c1595',100.0,1.77903184992941498e+09,1,'2026-05-17T17:30:49.929415+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://opencontainers.org','OCI: Open Container Initiative','','2015',0,'The primary industry-governed specification standard for container formats and runtimes. By defining precise, cross-vendor standards for OCI Image Specifications and Runtime Specifications, it ensures complete runtime interoperability across diverse infrastructure orchestrators and container engines.','None','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2015-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containerization", "Fundamentals", "Standards"]','["[COMMUNITY-TOOL]"]','[]','["container-managers.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://opencoreventures.com/blog/2023-08-23-hashicorp-switching-bsl-shows-need-for-open-charter-companies','opencoreventures.com: HashiCorp switching to BSL shows a need for open charter'' companies','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','13e357f68ee695ca9861659d11214de3736521c3c40b00cbf5bc9019e122a0ff',100.0,1.77903423294201898e+09,0,'2026-05-17T18:10:32.942019+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://opencoreventures.com/blog/2023-08-23-hashicorp-switching-bsl-shows-need-for-open-charter-companies','opencoreventures.com: HashiCorp switching to BSL shows a need for open charter'' companies','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','13e357f68ee695ca9861659d11214de3736521c3c40b00cbf5bc9019e122a0ff',100.0,1.77903423294201898e+09,0,'2026-05-17T18:10:32.942019+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"duplicate_of": "https://www.opencoreventures.com/blog/hashicorp-switching-to-bsl-shows-a-need-for-open-charter-companies"}'); INSERT INTO "resources" VALUES('https://opencurve.io','Curve: opencurve.io','','N/A',0,'A curated technical resource and architectural guide covering Curve: opencurve.io in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903441719787406e+09,0,'2026-05-17T18:13:37.197874+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://opendatahub.io','Open Data Hub','','2020',0,'Open Data Hub (ODH) is an open-source, blueprint AI/ML platform built on OpenShift. It integrates projects like JupyterHub, Kubeflow, Apache Spark, and Prometheus. In 2026, ODH stands as the foundation of Red Hat OpenShift AI, demonstrating high enterprise stability for automating large-scale machine learning workflows, model serving, and data pipelines on Kubernetes.','Go','Official Project','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Platform", "Machine Learning", "Open Data Hub", "Core Platform"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://openebs.io','OpenEBS','','2026',5,'OpenEBS is an adaptable Container Attached Storage (CAS) system that transforms local node storage or cloud-attached disks into dedicated dynamic persistent volumes for stateful applications. Utilizing engines like Mayastor and LocalPV, it isolates I/O processing on a per-pod basis to deliver high-performance scalability.','Go','Platform','High',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Storage", "Kubernetes Storage", "Container Attached Storage"]','["[DE FACTO STANDARD]"]','[]','["kubernetes-storage.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://opengitops.dev','OpenGitOps.dev 🌟','','2021',0,'The home of the CNCF GitOps Working Group, detailing the official OpenGitOps standards. It defines the formal criteria required for GitOps systems: declarative states, versioned storage, pull-based delivery, and continuous reconciliation loop synchronization. Adhering to these principles ensures consistency, auditability, and robust security in automated delivery chains.','None','Specification Portal','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Delivery", "Continuous Deployment", "GitOps", "Standards"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://openid.net','OpenID Connect','','2024',0,'The official specifications for OpenID Connect, the dominant federation protocol for Kubernetes authentication. Implementing OIDC enables modern clusters to offload authentication to external identity providers like Okta, Keycloak, or Microsoft Entra ID. This standardizes identity tokens globally across decentralized services.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Identity & Access", "OIDC"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://openinsurance.io','Open Insurance','','2026',3,'An initiative advocating for open API standards within the insurance sector (Insurtech). It establishes data exchange models for claims processing, policy management, and underwritings to promote interoperability among traditional and digital insurers.','English','Standard / Initiative','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Domain APIs", "Fintech", "Insurtech"]','["[COMMUNITY-TOOL]"]','[]','["developerportals.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://openjdk.java.net/jeps/413','openjdk.java.net: JEP 413: Code Snippets in Java API Documentation','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','e7488a9d5e652fd970172c946cf0bfdb9f1f450f39a2fa4e78e6253e7f3c280c',100.0,1.77903048265789198e+09,0,'2026-05-17T17:08:02.657892+02:00',NULL,NULL,NULL,'[]','[]','["docs/java_frameworks.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://openjdk.java.net/jeps/413','openjdk.java.net: JEP 413: Code Snippets in Java API Documentation','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e7488a9d5e652fd970172c946cf0bfdb9f1f450f39a2fa4e78e6253e7f3c280c',100.0,1.77903048265789198e+09,0,'2026-05-17T17:08:02.657892+02:00',NULL,NULL,NULL,'[]','[]','["docs/java_frameworks.md"]','[]','{}','{"duplicate_of": "https://openjdk.org/jeps/413"}'); INSERT INTO "resources" VALUES('https://openjdk.org/jeps/413','openjdk.java.net: JEP 413: Code Snippets in Java API Documentation','','2021',0,'This proposal details JEP 413, introducing the `@snippet` tag for Java API documentation. By allowing the integration of validated, syntax-highlighted code snippets directly from external source files or internal blocks, it replaces fragile HTML `
` tags, streamlining the documentation-as-code workflow for large enterprise platforms.','Java','Specification','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Java Platform", "Documentation", "Javadoc"]','["[COMMUNITY-TOOL]"]','[]','["java_frameworks.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://openkruise.io','openkruise.io','','2024',0,'The main portal for the OpenKruise engine. OpenKruise is a CNCF incubating project delivering advanced application automation tools that address complex, scale-intensive deployment scenarios.','N/A','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Management", "Custom Controllers", "OpenKruise"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://openliberty.io','openliberty.io','','2026',4,'The project portal for Open Liberty, IBM''s open-source, highly modular Java runtime designed for microservices and cloud-native applications. Live Grounding highlights its performance, dynamic reloading capabilities, and seamless integration with container platforms.','English','Website','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Java", "Runtimes", "Open Liberty"]','["[ENTERPRISE-STABLE]"]','[]','["ibm_cloud.md"]','{}','{}');
@@ -11413,7 +11413,7 @@ INSERT INTO "resources" VALUES('https://openservicemesh.io','openservicemesh.io'
 INSERT INTO "resources" VALUES('https://openshift-ireland.com','openshift-ireland.com','','N/A',0,'A curated technical resource and architectural guide covering openshift-ireland.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903067359617209e+09,0,'2026-05-17T17:11:13.596172+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/openshift.md"]','["openshift.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://openshift.io','OpenShift.io','','N/A',0,'A curated technical resource and architectural guide covering OpenShift.io in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903413160015511e+09,0,'2026-05-17T18:08:51.600155+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/openshift.md"]','["openshift.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://openshift.tips','openshift.tips','','N/A',0,'A curated technical resource and architectural guide covering openshift.tips in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903358373890089e+09,0,'2026-05-17T17:59:43.738901+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://openshift.tv','OpenShift.tv','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','47ac2711865a914012d2661f0493cc3454d6105685d1b4122688854a3b7c5e72',100.0,1.77903320649515509e+09,0,'2026-05-17T17:53:26.495155+02:00',NULL,NULL,NULL,'[]','[]','["docs/openshift.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://openshift.tv','OpenShift.tv','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','47ac2711865a914012d2661f0493cc3454d6105685d1b4122688854a3b7c5e72',100.0,1.77903320649515509e+09,0,'2026-05-17T17:53:26.495155+02:00',NULL,NULL,NULL,'[]','[]','["docs/openshift.md"]','[]','{}','{"duplicate_of": "https://www.redhat.com/en/livestreaming"}');
 INSERT INTO "resources" VALUES('https://opensource.builders','opensource.builders','','2026',0,'A modern visual directory mapping proprietary SaaS and enterprise platforms to their open-source equivalents (e.g., Slack to Mattermost, Firebase to Supabase). Extremely useful for organizations looking to avoid vendor lock-in and adopt self-hosted, cloud-native deployments of core collaboration tools.','N/A','Website','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Tools", "Open Source", "Directories"]','["[COMMUNITY-TOOL]"]','[]','["other-awesome-lists.md"]','{}','{"is_special": true}');
 INSERT INTO "resources" VALUES('https://opensource.com','opensource.com 🌟','','2026',4,'A foundational open-source community portal offering comprehensive guides, tutorials, and articles on Linux, open-source software, and enterprise infrastructure strategy. Serves as a widespread reference hub for systems administrators, developers, and DevOps practitioners seeking standardized patterns and open-source alternatives.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operating Systems & Infrastructure", "Linux", "Community & General Resources"]','["[ENTERPRISE-STABLE]"]','[]','["linux.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/16/12/cidr-network-notation-configuration-linux','opensource.com: A Linux networking guide to CIDR notation and configuration - sipcalc 🌟','','2016',0,'An instructional overview exploring CLI utility sipcalc. Outlines advanced usage cases targeting CIDR parsing, IPv6 translation pathways, and network mask operations under Unix platforms.','Shell','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Computer Networking & IPAM", "Subnetting & Addressing", "Command-Line Utilities"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["networking.md"]','{}','{}');
@@ -11434,7 +11434,7 @@ INSERT INTO "resources" VALUES('https://opensource.com/article/19/7/devops-vs-sy
 INSERT INTO "resources" VALUES('https://opensource.com/article/19/7/how-transition-career-devops-engineer','opensource.com: How to transition into a career as a DevOps engineer','','2019',1,'Detailed strategic path to transition careers into cloud engineering. Underlines core requirements including version control, script modularity, and telemetry concepts.','N/A','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Culture", "Career Transition"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/19/8/why-spinnaker-matters-cicd','opensource.com: Why Spinnaker matters to CI/CD','','2019',0,'Analyzes Spinnaker''s architectural importance in decouple-focused CI/CD architectures. Focuses on its ability to handle complex canary, blue/green, and multi-region deployments out-of-the-box, mitigating the dependency on fragile custom scripts.','English','Technical Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Deployment & Delivery", "Continuous Deployment", "Multi-Cloud Continuous Delivery"]','["[COMMUNITY-TOOL]"]','[]','["jenkins-alternatives.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/19/9/intro-building-cicd-pipelines-jenkins','opensource.com - building cicd pipelines with jenkins 🌟','','2019',0,'A hands-on, beginner-friendly tutorial introducing basic continuous integration concepts using Jenkins Pipelines. Covers basic agent allocation, build stages, code linting execution, and post-run notifications.','English','article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & DevOps", "CI-CD Concepts", "Jenkins Tutorials"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://opensource.com/article/19/9/introduction-markdown','opensource.com: An introduction to Markdown','','2019',0,'An early introduction detailing why open-source projects adopt Markdown over legacy visual editors. Emphasizes parsing efficiency, cross-platform compatibility, and the ease of managing text-based version control in git workflows.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Documentation & Workflow", "Writing Tools", "Markdown Reference"]','["[LEGACY]"]','[]','["mkdocs.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://opensource.com/article/19/9/introduction-markdown','opensource.com: An introduction to Markdown','','2019',0,'An early introduction detailing why open-source projects adopt Markdown over legacy visual editors. Emphasizes parsing efficiency, cross-platform compatibility, and the ease of managing text-based version control in git workflows.','English','Article','Beginner',0,'duplicate','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Documentation & Workflow", "Writing Tools", "Markdown Reference"]','["[LEGACY]"]','[]','["mkdocs.md"]','{}','{"duplicate_of": "https://thenewstack.io/an-introduction-to-awk"}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/20/10/ansible-modules-linux','opensource.com: 10 Ansible modules for Linux system automation c','','2020',0,'A deep dive into ten foundational Ansible modules for Linux OS administration (copy, service, template, user, etc.). This acts as a reference for writing stable, repeatable configuration scripts on host systems. Highly useful for managing underlying Kubernetes node environments.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Automation", "Infrastructure as Code", "Ansible Linux Modules"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/20/10/calendar-ansible','opensource.com: Integrate your calendar with Ansible to avoid schedule conflicts 🌟','','2020',0,'A creative approach to scheduling production changes using Ansible playbooks hooked to digital calendars. It highlights API communication and conditional logic execution inside custom Ansible integrations. Ideal for teams seeking to automate maintenance windows safely.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Automation", "Advanced Orchestration", "Ansible Extensions"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/20/10/first-day-ansible','opensource.com: My first day using Ansible','','2020',0,'A reflective developer-experience piece outlining initial onboarding pain points and successes with Ansible. The author covers YAML structure, hosts file syntax, and basic ad-hoc commands. Helpful for understanding typical learning curves of new engineers.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Automation", "Infrastructure as Code", "Ansible Experience"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
@@ -11521,7 +11521,7 @@ INSERT INTO "resources" VALUES('https://opensource.com/article/21/4/process-json
 INSERT INTO "resources" VALUES('https://opensource.com/article/21/4/visualize-data-eda','opensource.com: Make your data boss-friendly with EDA - Enterprise Data Analytics','','2021',0,'A guide on employing Enterprise Data Analytics (EDA) configurations to design executive-friendly dashboards, translating complex transactional data queries into clear, actionable business telemetry visualizations.','N/A','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Analytics", "Visualization", "Data Analytics Engine"]','["[COMMUNITY-TOOL]"]','[]','["databases.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/21/5/jenkins-logs','opensource.com: Make Jenkins logs pretty','','2021',0,'Covers utilities and plugin practices to inject clean, colored, and readable structures into Jenkins logs. Helps reduce developer troubleshooting cycles. *Curator Insight*: Improving log readability. *Live Grounding*: Readable standard output logs are key to accelerating incident resolution in debugging failures.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Observability", "Logging & Monitoring"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/21/5/kubernetes-cheat-sheet','opensource.com: Learn essential Kubernetes commands with a new cheat sheet','','2021',3,'Introduces standard cluster control commands through a downloadable reference guide. Geared toward system engineers shifting from legacy virtual machine setups to distributed container configurations.','HTML','Cheat Sheet','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "CLI Management"]','["[LEGACY]"]','[]','["cheatsheets.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://opensource.com/article/21/5/mysql-query-tuning','opensource.com','','2021',0,'Explores query performance tuning in MySQL. Details analyzing optimizer output using the EXPLAIN statement to identify slow table scans and optimize composite indexes.','SQL','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Databases", "Relational Databases", "MySQL Optimization"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["databases.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://opensource.com/article/21/5/mysql-query-tuning','opensource.com','','2021',0,'Explores query performance tuning in MySQL. Details analyzing optimizer output using the EXPLAIN statement to identify slow table scans and optimize composite indexes.','SQL','Tutorial','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Databases", "Relational Databases", "MySQL Optimization"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["databases.md"]','{}','{"duplicate_of": "https://opensource.com"}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/21/5/python-38-features','opensource.com: Make your API better with this positional trick from Python 3.8','','2021',0,'Explains how to use Python 3.8''s positional-only argument separator (''/'') to construct secure and declarative APIs. Analyzes parameters isolation, namespace safety, and backwards compatibility advantages for package developers.','Python','Technical Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "API Design", "Language Features"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/21/6/bash-config','opensource.com: Parsing config files with Bash','','2021',3,'An analytical guide to parsing structural configuration files natively inside Bash environments. This resource explores tokenization, parameter substitution, and sandboxing inputs to avoid arbitrary command execution. Live Grounding demonstrates its utility in lightweight edge systems where standard runtimes like Python or jq are unavailable.','Bash','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Operations", "Shell Scripting", "Configuration Management"]','["[COMMUNITY-TOOL]"]','[]','["linux.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/21/6/kustomize-kubernetes','opensource.com: Modify your Kubernetes manifests with Kustomize','','2021',3,'Step-by-step introduction to customizing Kubernetes manifests natively using Kustomize. Focuses on setting up basic configurations with kustomization.yaml, declaring base manifests, and safely applying targeted environmental patches to resources like Deployments and Services.','English','Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "Configuration Management"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kustomize.md"]','{}','{}');
@@ -11578,7 +11578,7 @@ INSERT INTO "resources" VALUES('https://opensource.com/downloads/watch-cheat-she
 INSERT INTO "resources" VALUES('https://opensource.com/life/16/2/how-use-python-hack-your-ide','opensource.com: How to use Python to hack your Eclipse IDE','','2016',0,'Explains how to extend and automate the Eclipse IDE using Python scripting through Jython and the Eclipse Scripting Engine (EASE). Outlines how to write lightweight automation scripts to modify files, generate boilerplate, and interact with Eclipse UI controls directly, circumventing complex Java-heavy plugin development.','Python','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "IDEs & Editors", "Eclipse Integration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["python.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/life/16/7/how-restore-older-file-versions-git','opensource.com: How to restore older file versions in Git','','2016',0,'Focuses on file restoration mechanisms, demonstrating commands like git checkout, git restore, and git reset to recover historical files safely and manage state inconsistencies.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Version Control", "Git Operations"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/tags/kubernetes','opensource.com/tags/kubernetes','','2023',0,'This repository presents practical guides and conceptual overviews highlighting open-source tools within the Kubernetes ecosystem. It serves as a pedagogical gateway for system administrators transitioning to cloud-native orchestration models.','English','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Community & Learning", "Open Source", "Ecosystem Guides"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://opensource.google/projects/prometheus-slo-burn-example','opensource.google: Prometheus SLO example','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','5b6d8e3acaff84cdc3c9f594dcb9affd28189fdbc28b7895622dfb4158a4f230',100.0,1779034448.11153,0,'2026-05-17T18:14:08.111530+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://opensource.google/projects/prometheus-slo-burn-example','opensource.google: Prometheus SLO example','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5b6d8e3acaff84cdc3c9f594dcb9affd28189fdbc28b7895622dfb4158a4f230',100.0,1779034448.11153,0,'2026-05-17T18:14:08.111530+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{"duplicate_of": "https://github.com/google/prometheus-slo-burn-example"}');
 INSERT INTO "resources" VALUES('https://opensource.googleblog.com/2020/03/kpt-packaging-up-your-kubernetes.html','**Kpt**: Packaging up your Kubernetes configuration with git and YAML since'' 2014 **(Google)**','','2020',0,'A declarative configuration packaging and customization tool based on the ''WYSIWYG'' model. Leveraging KRM (Kubernetes Resource Model), it enables users to package, fetch, customize, and validate raw YAML files using a structured pipeline approach instead of complex templating.','Go','CLI Tool','Advanced',0,'online','manual','168c09716935f959b776fb98caa2f9b0f2fdd51330648679537056fd64617e76',100.0,1.77902916344172406e+09,1,'2026-05-17T16:46:03.441724+02:00',NULL,NULL,NULL,'["Configuration Management", "Declarative GitOps", "Packaging"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.googleblog.com/2020/05/the-tekton-pipelines-beta-release.html','opensource.googleblog.com: The Tekton Pipelines Beta release','','2020',4,'Details the milestones achieved in the Tekton Pipelines Beta release, focusing on API stabilization, backward compatibility guarantees, and resource maturity. Highlights the design security improvements and scalability enhancements that paved the way for widespread enterprise adoption of Tekton CI/CD.','Go','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Continuous Integration & Delivery", "Cloud Native CI-CD", "Release Analysis"]','["[ENTERPRISE-STABLE]"]','[]','["tekton.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.googleblog.com/2020/11/kubernetes-efficient-multi-zone.html','opensource.googleblog.com: Kubernetes: Efficient Multi-Zone Networking with Topology Aware Routing','','2020',4,'An in-depth guide on utilizing Topology Aware Routing (formerly Hints) to bias service endpoint selection to local availability zones. Details how keeping container interactions within local AZs reduces latency, minimizes cross-zone data transfer fees, and builds resilient architectures.','English','Blog Post','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Networking", "Routing & Topology", "Topology Aware Routing"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-networking.md"]','{}','{}');
@@ -11601,8 +11601,8 @@ INSERT INTO "resources" VALUES('https://operatorhub.io/operator/kubestone','oper
 INSERT INTO "resources" VALUES('https://operatorhub.io/operator/quay','operatorhub.io/operator/quay','','2020',0,'The Quay Operator automates the installation, scaling, configuration, and day-2 operations of Red Hat Quay on Kubernetes and OpenShift. It handles storage provisioning, database migrations, and ingress configurations via custom resource definitions.','YAML','Operator','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Kubernetes Operators", "Database & Registry"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://operatorhub.io/operator/robin-operator','Robin Storage Operator','','2023',0,'The OperatorHub entry for Robin Storage, detailing an enterprise-grade SDS solution specialized in automating complex relational databases and stateful systems on Kubernetes.','English','Platform Catalog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Storage & Data", "Enterprise Storage", "Robin Storage"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://operatorhub.io/operator/rook-ceph','Rook-Ceph','','2024',0,'The OperatorHub page for Rook-Ceph, establishing a Kubernetes-native way to run storage servers directly on a cluster. It turns local drives into dynamic volumes.','English','Platform Catalog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Storage & Data", "Cloud Native Storage", "Ceph Operators"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://operatorhub.io/operator/strimzi-kafka-operator',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','fab17f70f1680caa5f3bed130ef1a2d617477cf4be27db486d76e3f23e5585b6',100.0,1.77903022852825689e+09,0,'2026-05-17T17:03:48.528257+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://opsdis.com/custom-monitoring-solution-with-grafana-prometheus-and-loki','opsdis.com: Building a custom monitoring solution with Grafana, Prometheus'' and Loki','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','46faab488312644d156f35b676a5316372e226700ad9c58ea160efa3359d7d57',100.0,1.77903204756003689e+09,0,'2026-05-17T17:34:07.560037+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://operatorhub.io/operator/strimzi-kafka-operator',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'duplicate','manual','fab17f70f1680caa5f3bed130ef1a2d617477cf4be27db486d76e3f23e5585b6',100.0,1.77903022852825689e+09,0,'2026-05-17T17:03:48.528257+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{"duplicate_of": "https://operatorhub.io/operator/banzaicloud-kafka-operator"}');
+INSERT INTO "resources" VALUES('https://opsdis.com/custom-monitoring-solution-with-grafana-prometheus-and-loki','opsdis.com: Building a custom monitoring solution with Grafana, Prometheus'' and Loki','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','46faab488312644d156f35b676a5316372e226700ad9c58ea160efa3359d7d57',100.0,1.77903204756003689e+09,0,'2026-05-17T17:34:07.560037+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{"duplicate_of": "https://binero.com/observability"}');
 INSERT INTO "resources" VALUES('https://opssorry.substack.com/p/gitops-a-simple-approach-to-using','==opssorry.substack.com: GitOps: A Simple Approach to using AWS Secrets'' Manager with Kubernetes== 🌟','','N/A',0,'A curated technical resource and architectural guide covering ==opssorry.substack.com: GitOps: A Simple Approach to using AWS Secrets'' Manager with Kubernetes== 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903118126333904e+09,0,'2026-05-17T17:19:41.263339+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opstree.github.io','opstree.github.io','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','56d6bc9ae97cb95be43f479e94839a1650f974a8b80b370f7e90382fc7547062',100.0,1.77903146449679899e+09,1,'2026-05-17T17:24:24.496799+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://orange-quarter.com/upskill-yourself-with-these-5-devops-resources','orange-quarter.com: Upskill yourself with these 5 DevOps resources','- [dzone: DevOps](https://dzone.com/devops-tutorials-tools-news)
@@ -11617,7 +11617,7 @@ INSERT INTO "resources" VALUES('https://ordina-jworks.github.io/cloud/2020/08/28
 INSERT INTO "resources" VALUES('https://ostechnix.com/kubernetes-features','ostechnix.com: Kubernetes Features Explained In Detail','','N/A',0,'A curated technical resource and architectural guide covering ostechnix.com: Kubernetes Features Explained In Detail in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903033966086602e+09,0,'2026-05-17T17:05:39.660866+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://ot-container-kit.github.io/k8s-vault-webhook','K8s Vault Webhook 🌟','','2022',0,'Detailed reference manual for the Banzai Cloud Kubernetes Vault Webhook. Explains mutating webhook mechanics that intercept pod creation to inject secure credentials into environment variables at runtime, using an in-memory execution wrapper to eliminate the need for persistent agent containers.','Go','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Kubernetes Security", "Admission Controllers"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://otomi.io','otomi.io 🌟','','N/A',0,'A curated technical resource and architectural guide covering otomi.io 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031927.5568,0,'2026-05-17T17:32:07.556800+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://otterize.com/blog/mastering-kubernetes-networking-otterize-s-journey-in-cloud-native-packet-management','otterize.com: Mastering Kubernetes networking: A journey in cloud-native'' packet management','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','758775c46bd3a1b1c7da71ddbbc508cb6853502c44c361b707cfaf2a9d829781',100.0,1779034405.79321,0,'2026-05-17T18:13:25.793210+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-networking.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://otterize.com/blog/mastering-kubernetes-networking-otterize-s-journey-in-cloud-native-packet-management','otterize.com: Mastering Kubernetes networking: A journey in cloud-native'' packet management','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','758775c46bd3a1b1c7da71ddbbc508cb6853502c44c361b707cfaf2a9d829781',100.0,1779034405.79321,0,'2026-05-17T18:13:25.793210+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-networking.md"]','[]','{}','{"duplicate_of": "https://www.cyera.com"}');
 INSERT INTO "resources" VALUES('https://outdated.sh','outdated.sh 🌟','','N/A',0,'A curated technical resource and architectural guide covering outdated.sh 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903330907018399e+09,0,'2026-05-17T17:55:09.070184+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://overcast.blog/15-cloud-native-devops-tools-you-should-know-36129057a15c','overcast.blog: 15 Cloud-Native DevOps Tools You Should Know','','N/A',0,'A curated technical resource and architectural guide covering overcast.blog: 15 Cloud-Native DevOps Tools You Should Know in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903415241512703e+09,0,'2026-05-17T18:09:12.415127+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devops.md"]','["devops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://overcast.blog/gitops-with-argocd-for-kubernetes-tips-and-tricks-4b926ba75f88','overcast.blog: GitOps with ArgoCD for Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering overcast.blog: GitOps with ArgoCD for Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903205688518309e+09,0,'2026-05-17T17:34:16.885183+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/argo.md"]','["argo.md"]','{}','{}');
@@ -11628,7 +11628,7 @@ INSERT INTO "resources" VALUES('https://ovidiuborlean.medium.com/networking-late
 INSERT INTO "resources" VALUES('https://owasp.org/www-project-api-security','owasp.org: OWASP API Security Project 🌟','','2023',0,'The official OWASP API Security Project portal, targeting unique vulnerabilities associated with RESTful APIs, GraphQL endpoints, and distributed microservices. Explains Broken Object Level Authorization (BOLA), business logic flaws, and rate-limiting failure mechanisms. It is the global standard for establishing secure API lifecycles.','N/A','Specification','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Mitigation Standards", "API Security"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://owasp.org/www-project-kubernetes-top-ten','owasp.org: OWASP Kubernetes Top Ten','','2022',0,'The official OWASP Kubernetes Top Ten project document. Outlines the ten most dangerous vulnerabilities facing modern orchestrator deployments, including API vulnerabilities, insecure defaults, and supply-chain bugs. The core benchmark for establishing cluster defense strategies.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Vulnerability Assessment", "Threat Modeling"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://oxylabs.io/blog/python-web-scraping','oxylabs.io: Python Web Scraping Tutorial: Step-By-Step','','2021',0,'Comprehensive walkthrough detailing automated data collection strategies from HTML targets. Focuses on orchestrating HTTP/S sessions with `requests` and executing fast node traversal via `BeautifulSoup`.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Python Web", "Web Scraping"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["python.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://p2theme.com','Wordpress P2','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','556f1def82cfb31f03fbc89dfc189da12dd92599a95cdb7b86abb7f86f262486',100.0,1779034269.54995,0,'2026-05-17T18:11:09.549950+02:00',NULL,NULL,NULL,'[]','[]','["docs/workfromhome.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://p2theme.com','Wordpress P2','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','556f1def82cfb31f03fbc89dfc189da12dd92599a95cdb7b86abb7f86f262486',100.0,1779034269.54995,0,'2026-05-17T18:11:09.549950+02:00',NULL,NULL,NULL,'[]','[]','["docs/workfromhome.md"]','[]','{}','{"duplicate_of": "https://wordpress.com/p2"}');
 INSERT INTO "resources" VALUES('https://packer.io','packer.io','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','8be67f6953aafe0d0cae304f4d5e533780ee49d30b1c9604726af479300d661c',100.0,1.77903086535252594e+09,0,'2026-05-17T17:14:25.352526+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://packetpushers.net/podcasts/kubernetes-unpacked/ku046-do-kubernetes-certs-prepare-you-for-real-world-production','packetpushers.net: KU046: Do Kubernetes Certs Prepare You For Real-World Production?','','2023',0,'A highly critical, production-oriented podcast episode from Packet Pushers discussing whether obtaining Kubernetes certifications translates into actual day-2 engineering competency. It balances the theoretical mechanics tested in CKA/CKAD/CKS against complex real-world challenges, such as cloud networking, persistent storage, and GitOps workflows.','English','Audio','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Training", "Industry Analysis", "Media"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://pages.awscloud.com/GLOBAL-partner-DL-DevOps-weaveworks-ebook-2020-learn.html','pages.awscloud.com: GitOps on AWS for High Performing Team Operations (eBook)','','2020',0,'An e-book co-authored by AWS and Weaveworks exploring the deployment of GitOps workflows on AWS. It presents architectural patterns for using declarative systems to synchronize desired states defined in Git with operational EKS environments.','PDF','Ebook','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Continuous Delivery", "GitOps"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
@@ -11680,14 +11680,14 @@ INSERT INTO "resources" VALUES('https://paul-the-kelly.medium.com/extending-the-
 INSERT INTO "resources" VALUES('https://paulbutler.org/2024/the-haters-guide-to-kubernetes','paulbutler.org: The hater’s guide to Kubernetes','- This article provides a practical guide to using Kubernetes effectively, particularly for startups
     - It addresses common criticisms of Kubernetes, such as its overly complicated nature, and provides advice on using it in a way suitable for small teams','2024',0,'Offers a pragmatic, critical look at Kubernetes'' administrative complexity. Outlines strategic advice for startups, warning against premature orchestration setup while detailing how to run lean, low-overhead Kubernetes deployments.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "Anti-Patterns"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://pauldally.medium.com/why-leaving-pods-in-crashloopbackoff-can-have-a-bigger-impact-than-you-might-think-c0d3dbd067a','pauldally.medium.com: Why Leaving Pods in CrashLoopBackOff Can Have a Bigger'' Impact Than You Might Think','','N/A',0,'A curated technical resource and architectural guide covering pauldally.medium.com: Why Leaving Pods in CrashLoopBackOff Can Have a Bigger'' Impact Than You Might Think in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903001886409592e+09,0,'2026-05-17T17:00:18.864096+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-troubleshooting.md"]','["kubernetes-troubleshooting.md"]','{}','{}');
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@@ -11701,19 +11701,19 @@ INSERT INTO "resources" VALUES('https://pbpython.com/pandas-google-forms-part1.h
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 INSERT INTO "resources" VALUES('https://pcr.cloud-mercato.com','cloud-mercato.com: Public Cloud Reference 🌟','','2026',0,'An analytical comparative service assessing the VM performance, network throughput, and real-time operational costs of global hyperscalers. It helps platform architects make data-driven infrastructure decisions. Live grounding confirms its status as a vital neutral reference for multi-cloud benchmark analysis.','English','Reference/Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Benchmarks", "Pricing Analysis", "Public Cloud"]','["[COMMUNITY-TOOL]"]','[]','["public-cloud-solutions.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://pentestmonkey.net/cheat-sheet/ssh-cheat-sheet','pentestmonkey.net: ssh cheat sheet','','2026',0,'A security-focused guide detailing SSH tunnel techniques and reverse proxies. Curator Insight highlights its execution for network bypasses and security testing. Live Grounding notes its extensive use in red-team post-exploitation and secure pivoting environments.','Shell','Cheat Sheet','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Penetration Testing", "Secure Shell"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://pepy.tech/project/strimzi-kafka-cli','pepy.tech/project/strimzi-kafka-cli 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','e3a43fd29da25b0000eff5c564348013461fc255bc0d48646b02374355d04296',100.0,1.77903431387267804e+09,0,'2026-05-17T18:11:53.872678+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://pentestmonkey.net/cheat-sheet/ssh-cheat-sheet','pentestmonkey.net: ssh cheat sheet','','2026',0,'A security-focused guide detailing SSH tunnel techniques and reverse proxies. Curator Insight highlights its execution for network bypasses and security testing. Live Grounding notes its extensive use in red-team post-exploitation and secure pivoting environments.','Shell','Cheat Sheet','Advanced',0,'duplicate','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Penetration Testing", "Secure Shell"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{"duplicate_of": "https://cheatsheet.dennyzhang.com/cheatsheet-ssh-a4"}');
+INSERT INTO "resources" VALUES('https://pepy.tech/project/strimzi-kafka-cli','pepy.tech/project/strimzi-kafka-cli 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e3a43fd29da25b0000eff5c564348013461fc255bc0d48646b02374355d04296',100.0,1.77903431387267804e+09,0,'2026-05-17T18:11:53.872678+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://pepy.tech/projects/strimzi-kafka-cli"}');
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 INSERT INTO "resources" VALUES('https://phauer.com/2018/moving-back-from-gradle-to-maven','phauer.com: Why I Moved Back from Gradle to Maven','','2018',3,'A constructive case study analyzing the engineering trade-offs between Gradle and Maven. Highlights Maven''s predictability, declarative standards, and plugin stability over dynamic compilation structures.','English','Case Study','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Build Systems", "JVM Ecosystem", "Comparative Analysis"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["maven-gradle.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://phoenixnap.com/blog/kubernetes-vs-openshift','phoenixnap.com: Kubernetes vs OpenShift: Key Differences Compared 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','c51b6ed2dcaabfd8a5cbba6a711be1c84c986ece51594b5ce16645c932bda663',100.0,1.77903409803333306e+09,0,'2026-05-17T18:08:18.033333+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://phoenixnap.com/blog/kubernetes-vs-openshift','phoenixnap.com: Kubernetes vs OpenShift: Key Differences Compared 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c51b6ed2dcaabfd8a5cbba6a711be1c84c986ece51594b5ce16645c932bda663',100.0,1.77903409803333306e+09,0,'2026-05-17T18:08:18.033333+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{"duplicate_of": "https://phoenixnap.com/blog/openshift-vs-kubernetes"}');
 INSERT INTO "resources" VALUES('https://phoenixnap.com/blog/openshift-vs-kubernetes','phoenixnap.com: Kubernetes vs OpenShift: Key Differences Compared 🌟','','2021',0,'Breaks down core differences between vanilla Kubernetes and Red Hat OpenShift, evaluating deployment mechanics, security configurations (SCC vs RBAC), built-in routing, out-of-the-box monitoring, and support models.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Kubernetes", "OpenShift Comparison"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://phoenixnap.com/blog/sre-vs-devops','phoenixnap.com: SRE Vs. DevOps: Differences Explained 🌟','','2022',0,'Deep-dive analysis comparing the technical implementation differences between DevOps practices and SRE methods. Concretely defines metrics like SLIs, SLOs, and SLA relationships.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "SRE vs DevOps", "Conceptual Frameworks"]','["[COMMUNITY-TOOL]"]','[]','["sre.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://pingcap.com/blog/chaos-mesh-action-integrate-chaos-engineering-into-your-ci','pingcap.com: chaos-mesh-action: Integrate Chaos Engineering into Your CI','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','9a8370127b014dc8ef9a8d4caf99457b09790dcd80c18f4dd488e11f9b4aeb51',100.0,1.77903155016723394e+09,0,'2026-05-17T17:25:50.167234+02:00',NULL,NULL,NULL,'[]','[]','["docs/chaos-engineering.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://pingcap.com/blog/chaos-mesh-action-integrate-chaos-engineering-into-your-ci','pingcap.com: chaos-mesh-action: Integrate Chaos Engineering into Your CI','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','9a8370127b014dc8ef9a8d4caf99457b09790dcd80c18f4dd488e11f9b4aeb51',100.0,1.77903155016723394e+09,0,'2026-05-17T17:25:50.167234+02:00',NULL,NULL,NULL,'[]','[]','["docs/chaos-engineering.md"]','[]','{}','{"duplicate_of": "https://www.pingcap.com/blog/chaos-mesh-action-integrate-chaos-engineering-into-your-ci"}');
 INSERT INTO "resources" VALUES('https://pionative.com/6-important-things-you-need-to-run-kubernetes-in-production','pionative.com: 6 Important things you need to run Kubernetes in production','','2021',0,'Details critical requirements for enterprise production operations: centralized logging, advanced application metrics, external secrets management, robust backup configurations, CI/CD integrations, and policy engines.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Best Practices", "Production Readiness"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://piotrminkowski.com/2019/12/20/microservices-with-spring-cloud-kubernetes','piotrminkowski.com: Microservices with spring cloud kubernetes','','2019',4,'Real-world tutorial illustrating how to build and orchestrate Spring microservices leveraging Kubernetes service discovery and configurations instead of Eureka and Config Server. It presents a streamlined operational model by offloading standard cluster networking to native Kubernetes tools. A classic architecture reference for optimizing resource footprints in enterprise k8s environments.','Java','Tutorial','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Java Cloud Native", "Spring Cloud", "Kubernetes Integration"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["java_frameworks.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://piotrminkowski.com/2020/03/10/best-practices-for-microservices-on-kubernetes','piotrminkowski.com: Best practices for microservices on kubernetes 🌟','','2020',0,'An industry blueprint outlining architectural best practices for running Spring Boot microservices inside Kubernetes clusters. It covers configuring accurate liveness/readiness probes, setting container CPU/memory limits, orchestrating graceful shutdown hooks, and processing dynamic configuration maps.','Java','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes & Cloud Native", "Microservices", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["java_frameworks.md"]','{}','{}');
@@ -11734,7 +11734,7 @@ INSERT INTO "resources" VALUES('https://piotrminkowski.com/2021/07/08/kubernetes
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@@ -11759,7 +11759,7 @@ INSERT INTO "resources" VALUES('https://piotrminkowski.com/2023/08/22/resize-cpu
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@@ -11787,7 +11787,7 @@ INSERT INTO "resources" VALUES('https://platform9.com/blog/kubernetes-cluster-si
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@@ -11894,7 +11894,7 @@ INSERT INTO "resources" VALUES('https://podcasts.apple.com/us/podcast/openai-pod
 *   **Core Coverage:** Offers first-hand perspectives on API backward compatibility, vector-space search, real-world agent constraints, and the hardware bottlenecks of large-scale model serving.
 *   **Technical Depth:** Ideal for infrastructure engineers seeking to align enterprise system designs with the evolving roadmap of cognitive compute platforms.','en','audio','intermediate',0,'online','automatic','db721f4db55b195231a8170ff01ea228bd261d1bd83b49cc109d00cde1122877',NULL,1780352272.99402,0,'2026-06-02T00:17:52.994020+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Industry Insights", "Podcasts"]','["GUIDE"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly vetted. The official Apple Podcasts channel for OpenAI holds strong ratings and community interest.", "social_preview_url": "https://is1-ssl.mzstatic.com/image/thumb/Podcasts221/v4/d9/1b/91/d91b91c1-7b1a-0d84-7702-da8c4abb8c39/mza_12872078543701307403.jpeg/1200x1200bf-60.jpg", "source_provenance": "X.com (OpenAI)", "suggested_new_category": ""}');
 INSERT INTO "resources" VALUES('https://podman-desktop.io','Podman Desktop','','2023',0,'The official product documentation for Podman Desktop, a premier enterprise-stable GUI dashboard designed to orchestrate local container runtimes and Kubernetes configurations. Key capabilities include visual multi-engine management, local cluster creation, and seamless extension integrations.','TypeScript','Software','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Infrastructure", "Graphical User Interfaces", "Podman Desktop"]','["[COMMUNITY-TOOL]"]','[]','["container-managers.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://podman.io','podman','','2026',5,'Podman delivers a daemonless container engine framework for executing, managing, and building OCI containers. Rootless orchestration patterns are native to Podman, allowing seamless integration with Linux systemd configurations.','Go','Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform", "Container Engines", "Daemonless Runtimes"]','["[DE FACTO STANDARD]"]','[]','["container-managers.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://podman.io','podman','','2026',5,'Podman delivers a daemonless container engine framework for executing, managing, and building OCI containers. Rootless orchestration patterns are native to Podman, allowing seamless integration with Linux systemd configurations.','Go','Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform", "Container Engines", "Daemonless Runtimes"]','["[DE FACTO STANDARD]"]','[]','["container-managers.md", "docker.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://podman.io/blogs/2020/06/29/podman-v2-announce.html','podmain.io: Announcing Podman v2','','2020',0,'The release announcement detailing Podman v2''s updated architecture, notably the introduction of a new structured REST API. This release allows remote management of containers from macOS or Windows machines, bridging compatibility barriers to match modern hybrid-development requirements.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containerization", "Container Engines", "Daemonless Execution"]','["[COMMUNITY-TOOL]"]','[]','["container-managers.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://pointbase.hashnode.dev/understand-docker-layers-by-example-run-instructions-impact','pointbase.hashnode.dev: Understand Docker layers by example : RUN instructions'' Impact','','N/A',0,'A curated technical resource and architectural guide covering pointbase.hashnode.dev: Understand Docker layers by example : RUN instructions'' Impact in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903156685471797e+09,0,'2026-05-17T17:26:06.854718+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/docker.md"]','["docker.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://polarsquad.com/blog/check-your-kubernetes-deployments','polarsquad.com: Check your Kubernetes deployments!','','2020',3,'Presents an essential operational checklist for production-grade Kubernetes workloads. Warns against basic anti-patterns and covers CPU/Memory resource constraints, Pod Disruption Budgets, anti-affinity controls, and robust health checks.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Reliability", "Auditing"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
@@ -11908,17 +11908,17 @@ INSERT INTO "resources" VALUES('https://portal.kubevious.io','Kubevious SaaS: po
 INSERT INTO "resources" VALUES('https://portal.tutorialsdojo.com/product-category/aws/aws-digital-courses-2','portal.tutorialsdojo.com: AWS Digital Courses (free)','','2022',0,'Features free, highly rated, detailed AWS digital courses hosted on Tutorials Dojo. Renowned for realistic exam simulations, conceptual cheat sheets, and deep architecture breakdowns that help engineers pass AWS Associate and Professional certifications.','English','Platform','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Certification Training"]','["[COMMUNITY-TOOL]"]','[]','["aws-training.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://porter.sh','Porter','','2018',5,'Porter is an open-source tool built around the Cloud Native Application Bundle (CNAB) specification. By bundling Helm charts, Terraform configurations, and raw bash scripts into a single OCI-compliant registry artifact, it provides standardized enterprise installer flows.','Go','Packaging CLI','Advanced',0,'online','manual','e42516cff238c3b07fa77b7d1158bdf80be5aa95913be24ea8b594313a80a3f5',100.0,1.77903134185605192e+09,1,'2026-05-17T17:22:21.856052+02:00',NULL,NULL,NULL,'["GitOps & Delivery", "Application Promotion", "Packaging Formats"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://portswigger.net','portswigger.net: Introducing vAPI – an open source lab environment to learn about API security','','2023',4,'vAPI is a self-hosted, intentionally vulnerable API environment designed to educate developers and security teams on the OWASP API Security Top 10 vulnerabilities.','JavaScript','Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["API Security", "Testing", "Lab"]','["[ENTERPRISE-STABLE]"]','[]','["api.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://portswigger.net/daily-swig/introducing-vapi-an-open-source-lab-environment-to-learn-about-api-security','portswigger.net: Introducing vAPI – an open source lab environment to learn'' about API security','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','d85fc80de493313ace77dc75debeb3dd721c864a082b14638e63b03deaf8780e',100.0,1.77903169473589706e+09,0,'2026-05-17T17:28:14.735897+02:00',NULL,NULL,NULL,'[]','[]','["docs/api.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://portswigger.net/daily-swig/introducing-vapi-an-open-source-lab-environment-to-learn-about-api-security','portswigger.net: Introducing vAPI – an open source lab environment to learn'' about API security','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d85fc80de493313ace77dc75debeb3dd721c864a082b14638e63b03deaf8780e',100.0,1.77903169473589706e+09,0,'2026-05-17T17:28:14.735897+02:00',NULL,NULL,NULL,'[]','[]','["docs/api.md"]','[]','{}','{"duplicate_of": "https://portswigger.net"}');
 INSERT INTO "resources" VALUES('https://portworx.com','Portworx','','N/A',0,'A curated technical resource and architectural guide covering Portworx in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173603611588311e+09,0,'2026-06-18T00:40:36.115883+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://portworx.com/automating-kubernetes-data-management-with-gitops-autopilot','portworx.com: Automating Kubernetes Data Management with GitOps & AutoPilot','','N/A',0,'A curated technical resource and architectural guide covering portworx.com: Automating Kubernetes Data Management with GitOps & AutoPilot in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903211717410302e+09,0,'2026-05-17T17:35:17.174103+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/gitops.md"]','["gitops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://portworx.com/how-to-backup-and-restore-elasticsearch-on-kubernetes','portworx.com: How to backup and restore Elasticsearch on Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering portworx.com: How to backup and restore Elasticsearch on Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903205687712907e+09,0,'2026-05-17T17:34:16.877129+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-monitoring.md"]','["kubernetes-monitoring.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://portworx.com/implementing-data-security-on-red-hat-openshift','portworx.com: Implementing Data Security on Red Hat OpenShift 🌟','','N/A',0,'A curated technical resource and architectural guide covering portworx.com: Implementing Data Security on Red Hat OpenShift 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903146661019802e+09,0,'2026-05-17T17:24:26.610198+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://portworx.com/kubernetes-backup-monitoring','portworx.com: Monitoring Kubernetes Backup with Prometheus and Grafana','','N/A',0,'A curated technical resource and architectural guide covering portworx.com: Monitoring Kubernetes Backup with Prometheus and Grafana in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903203934182691e+09,0,'2026-05-17T17:33:59.341827+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://portworx.com/automating-kubernetes-data-management-with-gitops-autopilot','portworx.com: Automating Kubernetes Data Management with GitOps & AutoPilot','','N/A',0,'A curated technical resource and architectural guide covering portworx.com: Automating Kubernetes Data Management with GitOps & AutoPilot in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903211717410302e+09,0,'2026-05-17T17:35:17.174103+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/gitops.md"]','["gitops.md"]','{}','{"duplicate_of": "https://portworx.com/blog/automating-kubernetes-data-management-with-gitops-autopilot"}');
+INSERT INTO "resources" VALUES('https://portworx.com/how-to-backup-and-restore-elasticsearch-on-kubernetes','portworx.com: How to backup and restore Elasticsearch on Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering portworx.com: How to backup and restore Elasticsearch on Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903205687712907e+09,0,'2026-05-17T17:34:16.877129+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-monitoring.md"]','["kubernetes-monitoring.md"]','{}','{"duplicate_of": "https://portworx.com/blog/how-to-backup-and-restore-elasticsearch-on-kubernetes"}');
+INSERT INTO "resources" VALUES('https://portworx.com/implementing-data-security-on-red-hat-openshift','portworx.com: Implementing Data Security on Red Hat OpenShift 🌟','','N/A',0,'A curated technical resource and architectural guide covering portworx.com: Implementing Data Security on Red Hat OpenShift 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903146661019802e+09,0,'2026-05-17T17:24:26.610198+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"duplicate_of": "https://portworx.com/blog/implementing-data-security-on-red-hat-openshift"}');
+INSERT INTO "resources" VALUES('https://portworx.com/kubernetes-backup-monitoring','portworx.com: Monitoring Kubernetes Backup with Prometheus and Grafana','','N/A',0,'A curated technical resource and architectural guide covering portworx.com: Monitoring Kubernetes Backup with Prometheus and Grafana in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903203934182691e+09,0,'2026-05-17T17:33:59.341827+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{"duplicate_of": "https://portworx.com/blog/kubernetes-backup-monitoring"}');
 INSERT INTO "resources" VALUES('https://portworx.com/products/px-backup','PX-Backup','','N/A',0,'A curated technical resource and architectural guide covering PX-Backup in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903433243886709e+09,0,'2026-05-17T18:12:12.438867+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-backup-migrations.md"]','["kubernetes-backup-migrations.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://portworx.com/run-ha-elasticsearch-elk-red-hat-openshift','How to Run HA Elasticsearch (ELK) on Red Hat OpenShift','','N/A',0,'A curated technical resource and architectural guide covering How to Run HA Elasticsearch (ELK) on Red Hat OpenShift in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790322319342041e+09,0,'2026-05-17T17:37:11.934204+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ocp3.md"]','["ocp3.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://portworx.com/run-ha-elasticsearch-elk-red-hat-openshift','How to Run HA Elasticsearch (ELK) on Red Hat OpenShift','','N/A',0,'A curated technical resource and architectural guide covering How to Run HA Elasticsearch (ELK) on Red Hat OpenShift in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.7790322319342041e+09,0,'2026-05-17T17:37:11.934204+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ocp3.md"]','["ocp3.md"]','{}','{"duplicate_of": "https://portworx.com/blog/run-ha-elasticsearch-elk-red-hat-openshift"}');
 INSERT INTO "resources" VALUES('https://portworx.com/tutorial-kubernetes-persistent-volumes','portworx.com: Kubernetes Persistent Volume Tutorial by Portworx','','N/A',0,'A curated technical resource and architectural guide covering portworx.com: Kubernetes Persistent Volume Tutorial by Portworx in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736036.68631,0,'2026-06-18T00:40:36.686310+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://postgresapp.com','Postgres.app','','2025',0,'Postgres.app is a self-contained PostgreSQL package for macOS. Ideal for developer environments, it simplifies local setups without requiring container overhead or complex Homebrew dependency configurations.','Objective-C','Software Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Databases", "PostgreSQL", "Local Development"]','["[COMMUNITY-TOOL]"]','[]','["databases.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://postgrescheatsheet.com','postgrescheatsheet.com','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','e13b92ec97c475f5bbca0e02c32bb98d66b3fda0e538e7c155d595f7c066dc51',100.0,1779032975.25849,0,'2026-05-17T17:49:35.258490+02:00',NULL,NULL,NULL,'[]','[]','["docs/cheatsheets.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://postgrescheatsheet.com','postgrescheatsheet.com','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e13b92ec97c475f5bbca0e02c32bb98d66b3fda0e538e7c155d595f7c066dc51',100.0,1779032975.25849,0,'2026-05-17T17:49:35.258490+02:00',NULL,NULL,NULL,'[]','[]','["docs/cheatsheets.md"]','[]','{}','{"duplicate_of": "https://www.tigerdata.com/learn/postgres-cheat-sheet"}');
 INSERT INTO "resources" VALUES('https://povilasv.me/kubernetes-node-local-dns-cache','Kubernetes Node Local DNS Cache','','2020',0,'An analytical guide showcasing how to verify, configure, and measure performance gains of NodeLocal DNSCache in high-throughput clusters. Details configuration paths, fallback mechanisms, and troubleshooting steps to resolve configuration mismatches between DNS cache pods and system resolvers.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "DNS", "Caching"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-networking.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://powershellmagazine.com','powershellmagazine.com','','2024',4,'An online resource providing technical deep-dives, tooling tips, and scripting practices authored by PowerShell MVPs and community leaders. It covers topics ranging from advanced function creation to system provisioning patterns. An enduring reference for intermediate and advanced developers searching for specialized scripting solutions.','PowerShell','Technical Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Automation & Tooling", "Command Line Interface", "PowerShell Magazine"]','["[ENTERPRISE-STABLE]"]','[]','["azure.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://prabirmahatha.hashnode.dev/jenkins-declarative-pipeline-with-docker','prabirmahatha.hashnode.dev: Jenkins Declarative Pipeline with Docker','','N/A',0,'A curated technical resource and architectural guide covering prabirmahatha.hashnode.dev: Jenkins Declarative Pipeline with Docker in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029948.2904,0,'2026-05-17T16:59:08.290400+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{}');
@@ -11927,7 +11927,7 @@ INSERT INTO "resources" VALUES('https://practical365.com/use-certificate-authent
 INSERT INTO "resources" VALUES('https://practicalkubernetes.blogspot.com/2022/01/making-case-for-kubernetes-operators.html','practicalkubernetes.blogspot.com: Making the case for Kubernetes Operators','','2022',0,'Discusses why operators are well-suited for stateful databases and complex storage platforms, translating operational procedures into reliable code loops.','N/A','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Resources", "Education", "Value Proposition", "Operators"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-operators-controllers.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://prakashkumar0301.medium.com/blue-green-deployment-with-kubernetes-a37a534a2ef4','prakashkumar0301.medium.com: Blue-Green Deployment with Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering prakashkumar0301.medium.com: Blue-Green Deployment with Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903296110020089e+09,0,'2026-05-17T17:49:21.100201+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://prakashkumar0301.medium.com/blue-green-deployment-with-kubernetes-a37a534a2ef4','prakashkumar0301.medium.com: Blue-Green Deployment with Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering prakashkumar0301.medium.com: Blue-Green Deployment with Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903296110020089e+09,0,'2026-05-17T17:49:21.100201+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"duplicate_of": "https://blog.devgenius.io/blue-green-deployment-with-kubernetes-b7595b17fe17"}');
 INSERT INTO "resources" VALUES('https://prashant-48386.medium.com/continuous-delivery-for-kubernetes-with-argo-cd-9d5f3b69f1db','prashant-48386.medium.com: Continuous Delivery for Kubernetes With Argo'' CD','','N/A',0,'A curated technical resource and architectural guide covering prashant-48386.medium.com: Continuous Delivery for Kubernetes With Argo'' CD in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903375915112304e+09,0,'2026-05-17T18:02:39.151123+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/argo.md"]','["argo.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://praveendandu24.medium.com/ansible-infrastructure-testing-to-test-aws-resources-bd8bdba9ab7c','praveendandu24.medium.com: Ensuring AWS Infrastructure Consistency with'' Ansible Playbooks','','N/A',0,'A curated technical resource and architectural guide covering praveendandu24.medium.com: Ensuring AWS Infrastructure Consistency with'' Ansible Playbooks in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903423250806093e+09,0,'2026-05-17T18:10:32.508061+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}');
@@ -11945,7 +11945,7 @@ INSERT INTO "resources" VALUES('https://priyankavergadia.substack.com/p/the-layo
 INSERT INTO "resources" VALUES('https://proandroiddev.com/continuous-integration-delivery-for-android-with-github-actions-part-1-b232ed2b1740','proandroiddev.com: β€œContinuous Integration/Delivery” for Android with GitHub'' Actions β€” Part 1','','N/A',0,'A curated technical resource and architectural guide covering proandroiddev.com: β€œContinuous Integration/Delivery” for Android with GitHub'' Actions β€” Part 1 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902947525704789e+09,0,'2026-05-17T16:51:15.257048+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://proandroiddev.comimproving-ci-cd-pipeline-for-android-via-fastlane-and-github-actions-a635162d2c53','proandroiddev.com: Improving CI/CD pipeline for Android via Fastlane and'' GitHub Actions','','N/A',0,'A curated technical resource and architectural guide covering proandroiddev.com: Improving CI/CD pipeline for Android via Fastlane and'' GitHub Actions in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903434554331588e+09,0,'2026-05-17T18:12:25.543316+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/jenkins-alternatives.md"]','["jenkins-alternatives.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://procodeguide.com/programming/polly-in-aspnet-core','procodeguide.com: Build Resilient Microservices (Web API) using Polly in ASP.NET Core','','2022',0,'Provides a hands-on architectural approach to integrating Polly policy frameworks inside ASP.NET Core Web APIs. Details proper HttpClientFactory patterns, fallback strategies, and configuring resilient endpoint routing.','C#','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Architecture & .NET Development", "Microservices", "Resilience Patterns"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["dotnet.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://programmer.ink/think/maven-scaffolding-best-practices.html','programmer.ink: Maven scaffolding best practices','','N/A',0,'A curated technical resource and architectural guide covering programmer.ink: Maven scaffolding best practices in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903184451739692e+09,0,'2026-05-17T17:30:44.517397+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/maven-gradle.md"]','["maven-gradle.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://programmer.ink/think/maven-scaffolding-best-practices.html','programmer.ink: Maven scaffolding best practices','','N/A',0,'A curated technical resource and architectural guide covering programmer.ink: Maven scaffolding best practices in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903184451739692e+09,0,'2026-05-17T17:30:44.517397+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/maven-gradle.md"]','["maven-gradle.md"]','{}','{"duplicate_of": "https://enclaver.io/docs/0.x/getting-started"}');
 INSERT INTO "resources" VALUES('https://project-management.com/understanding-responsibility-assignment-matrix-raci-matrix','Understanding Responsibility Assignment Matrix (RACI Matrix)','','2021',0,'Explains the design and execution of the Responsibility Assignment Matrix (RACI), highlighting its critical role in multi-stakeholder enterprise engineering projects. Details how to clarify roles (Responsible, Accountable, Consulted, Informed) to eliminate organizational ambiguity and speed up operational decision-making.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Project Management", "Governance", "RACI Matrix"]','["[COMMUNITY-TOOL]"]','[]','["project-management-methodology.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://projector.cloud-mercato.com/projects/state-of-the-art-of-public-object-storage-europe','cloud-mercato.com: State of the art of Public Object Storage Europe 🌟','','2026',0,'A comprehensive, technical deep-dive analyzing European object storage performance, evaluating latency, transfer rates, and regulatory compliance (GDPR). Live grounding confirms that it is an invaluable tool for system designs requiring regional data sovereignty and optimal throughput-to-cost ratios.','English','Reference/Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Benchmarks", "Storage Analysis", "Object Storage"]','["[COMMUNITY-TOOL]"]','[]','["public-cloud-solutions.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://projects.eclipse.org/projects/technology.microprofile','Eclipse MicroProfile Project','','2026',0,'The official Eclipse repository defining the MicroProfile specifications. It manages continuous updates to APIs dedicated to configuring, securing, and tracing lightweight enterprise microservices, bridging the gap between legacy application servers and ultra-fast Kubernetes environments.','Java','Specification','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Java", "MicroProfile", "Specification"]','["[LEGACY]"]','[]','["java_frameworks.md"]','{}','{}');
@@ -11955,13 +11955,13 @@ INSERT INTO "resources" VALUES('https://prometheus-operator.dev','prometheus-ope
 INSERT INTO "resources" VALUES('https://prometheus.demo.do.prometheus.io','Prometheus Demo: prometheus.demo.do.prometheus.io 🌟','','N/A',0,'A curated technical resource and architectural guide covering Prometheus Demo: prometheus.demo.do.prometheus.io 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903164222045588e+09,0,'2026-05-17T17:27:22.220456+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://prometheus.io','**prometheus.io**','','2026',0,'The official homepage for Prometheus, the graduated CNCF monitoring system. Prometheus utilizes a pull model over HTTP, a multi-dimensional data model with time-series metrics identified by key-value pairs, dynamic target discovery (Kubernetes API integration), and the specialized query language PromQL.','Go','Official Project','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Observability", "Prometheus", "Core Platform"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://prometheus.io/blog/2021/11/16/agent','prometheus.io: Introducing Prometheus Agent Mode, an Efficient and Cloud-Native Way for Metric Forwarding','','2021',0,'Covers the official introducing of Prometheus Agent Mode. Details an optimized, lightweight metrics forwarding mode that omits local query operations to cut resource budgets in high-scale environments.','Go','Official Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Prometheus Ecosystem", "Agent Architecture"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://prometheus.io/docs/alerting/alertmanager','prometheus.io/docs/alerting/alertmanager/','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','9b8341f2b4d7e142f5fd9a60f353bf19a6c7ffeae34c7460cb575cc5bf3f66c5',100.0,1.77903180007498693e+09,0,'2026-05-17T17:30:00.074987+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://prometheus.io/docs/alerting/alertmanager','prometheus.io/docs/alerting/alertmanager/','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','9b8341f2b4d7e142f5fd9a60f353bf19a6c7ffeae34c7460cb575cc5bf3f66c5',100.0,1.77903180007498693e+09,0,'2026-05-17T17:30:00.074987+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{"duplicate_of": "https://prometheus.io/docs/alerting/latest/alertmanager"}');
 INSERT INTO "resources" VALUES('https://prometheus.io/docs/alerting/latest/alertmanager','prometheus.io/docs/alerting/alertmanager/','','2026',0,'Official Prometheus Alertmanager guide explaining notification deduplication, silent intervals, and dynamic routing to operations channels like Slack or PagerDuty.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability & Ops", "Alerting & Telemetry", "Alertmanager Configuration"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://prometheus.io/docs/instrumenting/clientlibs','LibrerΓ­as cliente','','2026',0,'The official directory and guide for Prometheus client libraries. It lists first-party (Go, Java, Python, Ruby) and community-developed client SDKs used to instrument application code, manage thread-safe internal registry states, and expose HTTP endpoints for pull-based metric ingestion.','Multi-language','Official Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Observability", "Prometheus", "Client Libraries"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://prometheus.io/docs/instrumenting/exporters','Prometheus Third Party Exporters','','2026',0,'An extensive inventory tracking community and third-party metrics exporters for Prometheus. Bridges native non-instrumented services (e.g., databases, physical hardware) to the Prometheus pull framework.','None','Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Prometheus", "Ecosystem"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://prometheus.io/docs/instrumenting/writing_exporters','prometheus.io: Writing Exporters','','2026',0,'Official engineering guidelines for architecting Prometheus exporters. Focuses on core metric exposition design, label usage, scraping cycles, and custom translation layers to prevent performance overhead on monitored endpoints.','None','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Prometheus", "Custom Instrumentation"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://prometheus.io/docs/introduction/comparison','prometheus.io: Comparison to Alternatives 🌟','','2023',0,'Official reference comparison of Prometheus against alternative timeseries systems like InfluxDB and OpenTelemetry. Highlights key differences regarding pull vs push architectures and dimensional data storage.','Go','Official Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Prometheus Ecosystem", "Architecture Comparison"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://prometheus.io/docs/prometheus/latest/getting_started','prometheus.io: Getting Started','','2026',0,'First-steps reference for Prometheus integration. Demonstrates basic config targets, scrape intervals, validation mechanisms, and initial evaluations of metric payloads using the integrated expression browser.','None','Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Prometheus", "Initial Configuration"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://prometheus.io/docs/prometheus/latest/getting_started','prometheus.io: Getting Started','','2026',0,'First-steps reference for Prometheus integration. Demonstrates basic config targets, scrape intervals, validation mechanisms, and initial evaluations of metric payloads using the integrated expression browser.','None','Documentation','Beginner',0,'duplicate','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Prometheus", "Initial Configuration"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{"duplicate_of": "https://docs.gradle.org/current/userguide/getting_started.html"}');
 INSERT INTO "resources" VALUES('https://prometheus.io/docs/prometheus/latest/installation','prometheus.io: Installarion','','2026',0,'Core installation reference documentation for Prometheus. Covers local compilation, Docker container deployments, configuration structures, and standard runtime execution arguments.','None','Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Prometheus", "Operational Deployment"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://prometheus.io/docs/prometheus/latest/querying/basics',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','6089f0a3237e3bbea96cd43eb24a775668daaac88496cf6053ff5018447aedf4',100.0,1.77903044029606604e+09,1,'2026-05-17T17:07:20.296066+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://prometheus.io/docs/prometheus/latest/storage','**Prometheus TSDB**','','2024',0,'Deep architectural dive into the internal engineering of Prometheus TSDB. Discusses memory-mapped files, write-ahead logging (WAL), chunk compression, compaction cycles, and dynamic metric block structures.','Go','Official Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Prometheus Ecosystem", "Core Architecture"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}');
@@ -11986,7 +11986,7 @@ INSERT INTO "resources" VALUES('https://puppet.com/resources/?refinementList%5Bt
 INSERT INTO "resources" VALUES('https://puppet.com/resources/report/2015-state-devops-report',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903321811098408e+09,0,'2026-05-17T17:53:38.110984+02:00',NULL,NULL,NULL,'[]','[]','["docs/project-management-methodology.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://puppet.com/resources/report/2020-devops-salary-report','2020 DevOps Salary Report','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903228969809794e+09,0,'2026-05-17T17:38:09.698098+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://puppet.com/resources/report/2020-state-of-devops-report','2020 State of DevOps Report','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77902913817561507e+09,0,'2026-05-17T16:45:38.175615+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://puppet.com/resources/report/2021-state-of-devops-report','puppet.com: The 2021 State of DevOps Report is here! 🌟','','N/A',0,'A curated technical resource and architectural guide covering puppet.com: The 2021 State of DevOps Report is here! 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031649.47751,0,'2026-05-17T17:27:29.477510+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devops.md"]','["devops.md", "index.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://puppet.com/resources/report/2021-state-of-devops-report','puppet.com: The 2021 State of DevOps Report is here! 🌟','','N/A',0,'A curated technical resource and architectural guide covering puppet.com: The 2021 State of DevOps Report is here! 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1779031649.47751,0,'2026-05-17T17:27:29.477510+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devops.md"]','["devops.md", "index.md"]','{}','{"duplicate_of": "https://www.puppet.com/resources/state-of-devops-report"}');
 INSERT INTO "resources" VALUES('https://puppet.com/resources/report/gartner-report-top-trends-impacting-infrastructure-and-operations-for-2021','2021 Gartner Report Top Trends Infra & Operations','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.779030472973706e+09,0,'2026-05-17T17:07:52.973706+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://purnapoudel.blogspot.com/2018/09/how-to-configure-postgresql-with-ssl-tls-on-kubernetes.html','purnapoudel.blogspot.com: How to Configure PostgreSQL with SSL/TLS support on Kubernetes','','2018',0,'An older but technically valid tutorial demonstrating SSL/TLS client certificate verification setup for PostgreSQL instances hosted within Kubernetes clusters. Employs K8s secrets to inject required server certificate authorities.','YAML','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Databases", "PostgreSQL", "Security"]','["[COMMUNITY-TOOL]"]','[]','["databases.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://purushothamkdr453.medium.com/event-driven-autoscaling-in-kubernetes-using-keda-a0c16a383619','purushothamkdr453.medium.com: Event driven autoscaling in kubernetes using'' KEDA','','N/A',0,'A curated technical resource and architectural guide covering purushothamkdr453.medium.com: Event driven autoscaling in kubernetes using'' KEDA in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902942133320689e+09,0,'2026-05-17T16:50:21.333207+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-autoscaling.md"]','["kubernetes-autoscaling.md"]','{}','{}');
@@ -11997,14 +11997,14 @@ INSERT INTO "resources" VALUES('https://pymotw.com','Python 3 standard library M
 INSERT INTO "resources" VALUES('https://pymotw.com/2','Python 2 standard library Module of the Week, Doug Hellmann','','2017',3,'Curator Insight references the legacy Python 2.x PyMOTW collection. Live Grounding emphasizes its value solely as an architectural translation catalog for software archeologists modernizing enterprise codebases to secure Python 3.x specifications.','Python','Resource Portal','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2017-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Python", "Standard Library Reference"]','["[LEGACY]"]','[]','["python.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://pypi.org/project/airflow-provider-mlflow','pypi.org/project/airflow-provider-mlflow','','2023',3,'An official PyPI integration package bridging Apache Airflow workflows and MLflow experiment runs. Provides customized operators and hooks to dynamically log metrics, register models, and fetch operational parameters inside enterprise scheduled orchestration DAGs.','Python','Package','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["MLOps", "Orchestration", "Airflow Providers"]','["[COMMUNITY-TOOL]"]','[]','["mlops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://pypi.org/project/ansible-navigator','pypi.org: ansible-navigator 🌟','','2024',3,'A core CLI/TUI interactive developer environment tool for managing, reviewing, and linting playbooks within containerized Execution Environments. Replaces legacy direct CLI runs.','Python','github_repo','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Automation & Orchestration", "Ansible Developer Tooling", "CLI & TUI"]','["[LEGACY]"]','[]','["ansible.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://pypi.org/project/ec2-ssh-yplan','ec2-ssh-yplan: A pair of command line utilities for finding and SSH-ing into your Amazon EC2 instances by tag (such as β€˜Name’)','','2016',2,'Curator Insight presents a set of CLI wrappers for resolving AWS EC2 instance metadata to facilitate fast SSH access. Live Grounding indicates that modern secure architectures prioritize AWS Systems Manager Session Manager (SSM) and private endpoint setups over direct, port-22 SSH routing models.','Python','CLI Tool','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "DevOps", "Command Line Utilities"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://pypi.org/project/ec2-ssh-yplan','ec2-ssh-yplan: A pair of command line utilities for finding and SSH-ing into your Amazon EC2 instances by tag (such as β€˜Name’)','','2016',2,'Curator Insight presents a set of CLI wrappers for resolving AWS EC2 instance metadata to facilitate fast SSH access. Live Grounding indicates that modern secure architectures prioritize AWS Systems Manager Session Manager (SSM) and private endpoint setups over direct, port-22 SSH routing models.','Python','CLI Tool','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "DevOps", "Command Line Utilities"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md", "python.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://pypi.org/project/http-sfv','http-sfv: HTTP Structured Field Values in Python','','2023',0,'A Python implementation of RFC 8941 for parsing and serializing HTTP Structured Field Values (SFV). This library provides software architects with a robust, spec-compliant mechanism to safely decode and encode structured headers at the application level, minimizing edge-case parsing vulnerabilities in API microservices.','Python','Repository','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Web Architecture", "HTTP Protocols", "Python Libraries"]','["[COMMUNITY-TOOL]"]','[]','["networking.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://pypi.org/project/latexify-py','pypi.org/project/latexify-py','','2024',0,'Utility library designed to compile executable Python math expressions directly into clean, standardized LaTeX code blocks. Accelerates documentation, research reports, and technical publication workflows directly from dynamic codebases.','Python','Library','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Science", "Mathematical Modeling", "Utility Libraries"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://pypi.org/project/pddb','PandasDatabase is a RESTful database engine application built on top of Pandas','','2020',2,'Curator Insight introduces pddb as a RESTful web service exposing Pandas dataframes via structured queries. Live Grounding highlights that while highly effective for localized prototyping, it lacks transactional guarantees, requiring migration to OLAP engines like DuckDB for production scaling.','Python','Library','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Science", "Data Engineering", "Database Engines"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://pypi.org/project/strimzi-kafka-cli',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','e91d38d69d4f98d0f37444e19173877101130412df85716ec98ad7ce8ab74f80',100.0,1.77902911865114498e+09,0,'2026-05-17T16:45:18.651145+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://pypi.python.org/pypi/ec2-ssh-yplan','ec2-ssh-yplan: A pair of command line utilities for finding and SSH-ing'' into your Amazon EC2 instances by tag (such as β€˜Name’)','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','e91d38d69d4f98d0f37444e19173877101130412df85716ec98ad7ce8ab74f80',100.0,1.7790291105814259e+09,0,'2026-05-17T16:45:10.581426+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-tools-scripts.md", "docs/python.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://pypi.org/project/strimzi-kafka-cli',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'duplicate','manual','e91d38d69d4f98d0f37444e19173877101130412df85716ec98ad7ce8ab74f80',100.0,1.77902911865114498e+09,0,'2026-05-17T16:45:18.651145+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://es.scribd.com/document/207247675/PEP-8-Cheatsheet-2009"}');
+INSERT INTO "resources" VALUES('https://pypi.python.org/pypi/ec2-ssh-yplan','ec2-ssh-yplan: A pair of command line utilities for finding and SSH-ing'' into your Amazon EC2 instances by tag (such as β€˜Name’)','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e91d38d69d4f98d0f37444e19173877101130412df85716ec98ad7ce8ab74f80',100.0,1.7790291105814259e+09,0,'2026-05-17T16:45:10.581426+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-tools-scripts.md", "docs/python.md"]','[]','{}','{"duplicate_of": "https://es.scribd.com/document/207247675/PEP-8-Cheatsheet-2009"}');
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+INSERT INTO "resources" VALUES('https://pypi.python.org/pypi/pddb','PandasDatabase is a RESTful database engine application built on top of Pandas','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e91d38d69d4f98d0f37444e19173877101130412df85716ec98ad7ce8ab74f80',100.0,1.77903210593979692e+09,0,'2026-05-17T17:35:05.939797+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{"duplicate_of": "https://es.scribd.com/document/207247675/PEP-8-Cheatsheet-2009"}');
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 INSERT INTO "resources" VALUES('https://python.plainenglish.io/how-to-perform-read-and-write-operations-on-json-files-in-python-a5bac724320d','==python.plainenglish.io: How to Perform Read and Write Operations on JSON'' Files in Python==','','N/A',0,'A curated technical resource and architectural guide covering ==python.plainenglish.io: How to Perform Read and Write Operations on JSON'' Files in Python== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030986.1495,0,'2026-05-17T17:16:26.149500+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{}');
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@@ -12014,7 +12014,7 @@ INSERT INTO "resources" VALUES('https://python.plainenglish.io/special-methods-t
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 INSERT INTO "resources" VALUES('https://python.plainenglish.io/who-writes-better-code-github-copilot-or-gpt-3-9e7441650c9b','python.plainenglish.io: Who Writes Better Code: GitHub CoPilot or GPT-3?','','N/A',0,'A curated technical resource and architectural guide covering python.plainenglish.io: Who Writes Better Code: GitHub CoPilot or GPT-3? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903210368052911e+09,0,'2026-05-17T17:35:03.680529+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://pythonium.net/mockapy','mockapy','','2023',3,'A lightweight Python utility designed to mock and generate synthetic payloads for REST and RPC interfaces, speeding up Python-based backend integration pipelines.','Python','Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["API Tooling", "Mocking", "Mockapy"]','["[COMMUNITY-TOOL]"]','[]','["api.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://pythonsimplified.com/how-to-schedule-python-scripts-using-schedule-library','pythonsimplified.com: How to schedule Python scripts using schedule library','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','dae11ecab4c0b5eaf762b442c88a5d88d4874362e721a1204aee73fce5f5cb8c',100.0,1.77902913496964097e+09,0,'2026-05-17T16:45:34.969641+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://pythonsimplified.com/how-to-schedule-python-scripts-using-schedule-library','pythonsimplified.com: How to schedule Python scripts using schedule library','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','dae11ecab4c0b5eaf762b442c88a5d88d4874362e721a1204aee73fce5f5cb8c',100.0,1.77902913496964097e+09,0,'2026-05-17T16:45:34.969641+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{"duplicate_of": "https://hewing.foliotek.me"}');
 INSERT INTO "resources" VALUES('https://pythonspeed.com/articles/docker-buildkit','pythonspeed.com: Docker BuildKit: faster builds, new features, and now it’s stable','','2022',0,'Analyzes the shift to BuildKit as the primary engine compiler. Evaluates features including multi-stage parallelization, secret mounting without environment leaks, and advanced build-cache mounts.','N/A','article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers", "Build Optimization", "BuildKit"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://pythonspeed.com/articles/docker-performance-overhead','pythonspeed.com: Docker can slow down your code and distort your benchmarks','','2021',0,'Details performance degradation anomalies caused by container virtualization. Focuses on CPU hyper-threading constraints, memory allocation overhead, and VM barriers on macOS/Windows, highlighting how these dynamics can distort micro-benchmarks.','English','Analysis','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Performance", "Diagnostics", "Performance Benchmarking"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://pythonspeed.com/articles/dockerizing-python-is-hard','Broken by default: why you should avoid most Dockerfile example 🌟','','2020',0,'Critically evaluates common Dockerfile patterns. Highlights failure vectors like poor caching strategies, bloated build images, and running containers as root. Offers concrete engineering improvements for Python.','Dockerfile','Critical Analysis','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Container Security", "Dockerfile optimization"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["docker.md"]','{}','{}');
@@ -12033,19 +12033,19 @@ INSERT INTO "resources" VALUES('https://qautomation.blog/2019/05/07/how-to-run-s
 INSERT INTO "resources" VALUES('https://qdnqn.com/create-kubernetes-yaml-definitions-using-go-and-cdk8s','qdnqn.com: Kubernetes objects from Go to YAML using Cdk8s','','N/A',0,'A curated technical resource and architectural guide covering qdnqn.com: Kubernetes objects from Go to YAML using Cdk8s in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902918969832205e+09,0,'2026-05-17T16:46:29.698322+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-client-libraries.md"]','["kubernetes-client-libraries.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://qdnqn.com/creating-kubernetes-operator-using-kubebuilder','qdnqn.com: Creating Kubernetes operator using Kubebuilder','','N/A',0,'A curated technical resource and architectural guide covering qdnqn.com: Creating Kubernetes operator using Kubebuilder in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902980524121689e+09,0,'2026-05-17T16:56:45.241217+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://qlinh.com/infosec/2020/09/30/threat-detection-with-kubernetes-audit-logs.html','qlinh.com: Leveraging Kubernetes audit logs for threat detection','','2020',0,'Detailed security analysis explaining how to configure the Kubernetes API server audit logging policy to capture active cluster states. Provides techniques for piping log streams to SIEM systems to detect privilege escalation, unauthorized namespace actions, and suspicious API execution.','None','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Log Management & Diagnostics", "Audit Logging", "Threat Detection"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-monitoring.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://quandarycg.com/everything-you-need-to-know-about-integrations','quandarycg.com: Everything You Need To Know About System Integration (And'' IPaaS) 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','65f6b1e67c673a85db75afc47e6bf3fd1a03701f4e1bdb163f7f8f74b64f6894',100.0,1.77902968942651605e+09,0,'2026-05-17T16:54:49.426516+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://quandarycg.com/everything-you-need-to-know-about-integrations','quandarycg.com: Everything You Need To Know About System Integration (And'' IPaaS) 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','65f6b1e67c673a85db75afc47e6bf3fd1a03701f4e1bdb163f7f8f74b64f6894',100.0,1.77902968942651605e+09,0,'2026-05-17T16:54:49.426516+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://www.quandarycg.com/everything-you-need-to-know-about-integrations"}');
 INSERT INTO "resources" VALUES('https://quarkus.io','quarkus.io','','2026',5,'Official landing page for Quarkus, the ''Supersonic Subatomic Java'' framework designed explicitly for GraalVM and OpenJDK. Quarkus optimizes Java applications for Kubernetes by providing incredibly low memory footprints and near-instant startup speeds (sub-millisecond boot). Over the years, it has matured into a powerful enterprise competitor to Spring Boot, specifically for serverless and container-dense runtimes.','Java','Framework','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Java Cloud Native", "Quarkus", "Core Runtime"]','["[DE FACTO STANDARD]"]','[]','["java_frameworks.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://quarkus.io/blog/decathlon-user-story','quarkus.io: VCStream: a new messaging platform for DECATHLON’s Value Chain, built on Quarkus','','2023',5,'Outlines Decathlon''s development of VCStream, a high-throughput messaging platform built on Quarkus to optimize its global supply and value chain. Quarkus''s sub-atomic, reactive execution model allowed Decathlon to dramatically reduce memory footprint and startup times compared to traditional Spring Boot setups. The architecture utilizes reactive streams and Kafka integrations to deliver real-time data synchronization at scale.','English','Case Study','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["System Architecture", "Messaging Systems", "Event-Driven Microservices"]','["[CASE STUDY]", "[DE FACTO STANDARD]"]','[]','["customer.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://quarkus.io/blog/march-of-ides','quarkus.io: Quarkus support in IDE''s','','2020',3,'Announcement outlining the deep integration of Quarkus tooling inside prominent IDEs (VS Code, IntelliJ IDEA, and Eclipse). Highlighted features include YAML autocomplete, active configuration hints, and seamless dev-mode execution within the editor window. This ecosystem maturation significantly boosted corporate adoption by providing parity with established IDE-supported frameworks.','Java','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Java Cloud Native", "Quarkus", "Developer Experience"]','["[COMMUNITY-TOOL]"]','[]','["java_frameworks.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://quarkus.io/blog/quarkus-for-spring-developers','quarkus.io: Quarkus for Spring Developers','','2020',4,'A strategic blog aimed at easing the migration path for developers transitioning from Spring Boot to Quarkus. It demonstrates how Quarkus supports Spring extension APIs (such as Spring DI, Web, and Data JPA) to lower the cognitive barrier. It proves that developers can retain Spring APIs while benefiting from Quarkus''s exceptional performance and native compilation.','Java','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Java Cloud Native", "Quarkus", "Migration"]','["[ENTERPRISE-STABLE]"]','[]','["java_frameworks.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://quarkus.io/guides/dev-ui','Quarkus - Dev UI 🌟','','2025',4,'Detailed documentation of Quarkus''s built-in Dev UI console, accessible locally during runtime dev mode. It permits developers to visualize configured properties, inspect active extensions, inspect database logs, and trigger custom events from a web browser interface. Architecturally, it streamlines internal-loop operations and minimizes standard context switching during active development.','Java','Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Java Cloud Native", "Quarkus", "Developer Experience"]','["[ENTERPRISE-STABLE]"]','[]','["java_frameworks.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://quay.io','Quay.io','','2026',0,'Quay.io is Red Hat''s enterprise-grade hosting platform for container images, offering advanced security and vulnerability scanning. It provides built-in support for fine-grained access control, geographic replication, and integration with external identity providers. Quay serves as a critical infrastructure backbone for secure container image distribution across large scale cluster topologies.','N/A','Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure Security", "Container Registries", "Quay"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://quickref.me/index.html','QuickRef.ME - Quick Reference Cheat Sheets','','2025',4,'QuickRef.ME offers highly organized cheat sheets covering major programming languages, CLI utilities, databases, and platform architectures. It serves as a rapid reference dashboard that reduces lookup overhead during continuous programming cycles.','N/A','Reference Portal','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Tooling", "Developer Knowledge", "Cheat Sheets"]','["[ENTERPRISE-STABLE]"]','[]','["cheatsheets.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://qvault.io/2020/10/26/how-to-restart-all-pods-in-a-kubernetes-namespace','qvault.io: How to Restart All Pods in a Kubernetes Namespace','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','f06df5f3ed70bf23bd559be1a007e58cfd18bb3b7c4b07c3b319f33aa0fb5b50',100.0,1.77903448298152899e+09,0,'2026-05-17T18:14:42.981529+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://quickref.me/index.html','QuickRef.ME - Quick Reference Cheat Sheets','','2025',4,'QuickRef.ME offers highly organized cheat sheets covering major programming languages, CLI utilities, databases, and platform architectures. It serves as a rapid reference dashboard that reduces lookup overhead during continuous programming cycles.','N/A','Reference Portal','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Tooling", "Developer Knowledge", "Cheat Sheets"]','["[ENTERPRISE-STABLE]"]','[]','["cheatsheets.md", "kubernetes-tools.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://qvault.io/2020/10/26/how-to-restart-all-pods-in-a-kubernetes-namespace','qvault.io: How to Restart All Pods in a Kubernetes Namespace','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f06df5f3ed70bf23bd559be1a007e58cfd18bb3b7c4b07c3b319f33aa0fb5b50',100.0,1.77903448298152899e+09,0,'2026-05-17T18:14:42.981529+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://www.boot.dev"}');
 INSERT INTO "resources" VALUES('https://raesene.github.io/blog/2022/07/03/lets-talk-about-kubernetes-on-the-internet','raesene.github.io: Let''s talk about Kubernetes on the Internet','','2022',0,'An urgent analytical overview assessing why many Kubernetes API control planes remain directly visible on the public internet. Discusses host-level firewall configurations, securing the Kubelet interface, and utilizing private API cluster features in major cloud providers. Emphasizes basic perimeter hygiene.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Network Security", "Internet Exposure"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://raesene.github.io/blog/2022/08/14/auditing-rbac-redux','raesene.github.io: Auditing RBAC - Redux','','2022',0,'Highly detailed assessment of tools and manual approaches used to audit RBAC permissions. Looks at the attack surface exposed by privileged service accounts and API server access loopholes, providing concrete defensive guidance.','English','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Identity & Access", "RBAC", "Security Auditing"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://rafay.co/ai-and-cloud-native-blog/helm-chart-hooks-tutorial','rafay.co: Helm Chart Hooks Tutorial','','2021',0,'Comprehensive breakdown of Helm lifecycle hooks (e.g., pre-install, post-upgrade). Explains how to coordinate prerequisite checks, execute database migrations, or trigger custom operations outside of standard deployment routines.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Application Delivery", "Package Management", "Helm Hooks"]','["[COMMUNITY-TOOL]"]','[]','["helm.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://rafay.co/the-kubernetes-current/helm-chart-hooks-tutorial','rafay.co: Helm Chart Hooks Tutorial','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','1f146de96cd77a1315d26ed98eb1c661070463cff056290d037a9fcd76c553e4',100.0,1779030235.43243,0,'2026-05-17T17:03:55.432430+02:00',NULL,NULL,NULL,'[]','[]','["docs/helm.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://rafay.co/the-kubernetes-current/helm-chart-hooks-tutorial','rafay.co: Helm Chart Hooks Tutorial','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1f146de96cd77a1315d26ed98eb1c661070463cff056290d037a9fcd76c553e4',100.0,1779030235.43243,0,'2026-05-17T17:03:55.432430+02:00',NULL,NULL,NULL,'[]','[]','["docs/helm.md"]','[]','{}','{"duplicate_of": "https://rafay.co/ai-and-cloud-native-blog/helm-chart-hooks-tutorial"}');
 INSERT INTO "resources" VALUES('https://raft.github.io','The Raft Consensus Algorithm 🌟','','2024',0,'An interactive educational visualizer for the Raft Consensus Algorithm, designed to be more understandable than Paxos. Covers leader election, log replication, safety mechanisms, and cluster membership changes in highly consistent databases.','English','Interactive Guide','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Distributed Systems", "Consensus", "Algorithms"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://rahulbhatia1998.medium.com/designing-a-multi-region-kubernetes-cluster-for-disaster-recovery-on-aws-eks-0a0a98ad5854','rahulbhatia1998.medium.com: Designing A Multi-Region Kubernetes Cluster'' For Disaster Recovery On AWS EKS','','N/A',0,'A curated technical resource and architectural guide covering rahulbhatia1998.medium.com: Designing A Multi-Region Kubernetes Cluster'' For Disaster Recovery On AWS EKS in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902947248274302e+09,0,'2026-05-17T16:51:12.482743+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
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@@ -12125,7 +12125,7 @@ Live Grounding: Aggregates comprehensive technical tracks in systems programming
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@@ -12140,21 +12140,21 @@ INSERT INTO "resources" VALUES('https://recipes.rbac.dev',NULL,NULL,NULL,NULL,NU
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-INSERT INTO "resources" VALUES('https://redis.io/topics/pubsub','Redis Pub/sub','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','8ca9b92f18b43c3569699c84440c7cb9aafa0163a5fe5ed26c8114c9cd2ff2f2',100.0,1.77903043377905797e+09,0,'2026-05-17T17:07:13.779058+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://redis.io/topics/pubsub','Redis Pub/sub','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8ca9b92f18b43c3569699c84440c7cb9aafa0163a5fe5ed26c8114c9cd2ff2f2',100.0,1.77903043377905797e+09,0,'2026-05-17T17:07:13.779058+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://redis.io/docs/latest/develop"}');
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@@ -12169,7 +12169,7 @@ INSERT INTO "resources" VALUES('https://refactoring.guru/design-patterns/python'
 INSERT INTO "resources" VALUES('https://refine.dev/blog/kubectl-exec-command','A Complete Guide to Kubectl exec','','2023',0,'Comprehensive guide explaining the inner workings of the ''kubectl exec'' command. Breaks down how connection handshakes occur between the API server, Kubelet, and container runtimes (CRI).','English','Guide','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Debugging", "CLI Operations"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-troubleshooting.md", "kubectl-commands.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://reflectoring.io/spring-boot-feature-flags','reflectoring.io: Feature Flags with Spring Boot','','2021',0,'A hands-on implementation guide for setting up feature flags in a Spring Boot application. Compares custom, property-based configurations with specialized frameworks like Togglz or FF4J to manage dynamic code execution paths.','Java','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Feature Management", "Implementation"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://reflectoring.io/when-to-use-lombok','reflectoring.io: When Should I Use Project Lombok?','','2021',0,'Explores Project Lombok''s role in reducing Java boilerplate (getters, setters, builders) through compile-time annotation processing. While highly beneficial for clean data objects, it details architectural trade-offs such as IDE support dependencies, debugging difficulties, and potential issues with framework integration (e.g., Hibernate lazy loading).','Java','Article','Intermediate',0,'online','manual','78a2eb81cd73964515ad4c1a9f9c6f1d03b0d396c8e3b3384242a09522b0da17',100.0,1.77903215078291106e+09,1,'2026-05-17T17:35:50.782911+02:00',NULL,NULL,NULL,'["Software Engineering", "Java Development", "Code Generation"]','["[COMMUNITY-TOOL]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://registry.hub.docker.com/r/jboss/kie-server','KIE Server','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','3865dc2c441102b06ef5625cd8329dab9c437b935db60b5b737b2ce196900517',100.0,1.77903377069384193e+09,0,'2026-05-17T18:02:50.693842+02:00',NULL,NULL,NULL,'[]','[]','["docs/postman.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://registry.hub.docker.com/r/jboss/kie-server','KIE Server','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','3865dc2c441102b06ef5625cd8329dab9c437b935db60b5b737b2ce196900517',100.0,1.77903377069384193e+09,0,'2026-05-17T18:02:50.693842+02:00',NULL,NULL,NULL,'[]','[]','["docs/postman.md"]','[]','{}','{"duplicate_of": "https://hub.docker.com/r/jboss/kie-server"}');
 INSERT INTO "resources" VALUES('https://registry.k8s.io',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','c474668e8493999cfd455bb2cab673d6f84bc3331d5a30ff1085c382f0662fb4',100.0,1.77903225726998209e+09,0,'2026-05-17T17:37:37.269982+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-releases.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://registry.terraform.io','Terraform Registry - registry.terraform.io: Terraform Providers and Modules 🌟','','2026',0,'The central hub for discovering and publishing official, partner-supported, and community-maintained providers and modules. In 2026, it serves as the foundation of the IaC ecosystem, hosting thousands of modular solutions that streamline cloud deployments.','English','Developer Portal','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Infrastructure as Code", "Module Registry"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://registry.terraform.io/modules/Azure/avm-ptn-alz','registry.terraform.io/modules/Azure/avm-ptn-alz: ALZ Terraform Module','','2024',4,'The official ALZ pattern module within the Azure Verified Modules (AVM) framework. It combines core tenant configuration, management groups, routing, and access controls into a single package for reliable compliance management.','HCL','Module','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Azure", "Landing Zone", "AVM"]','["[ENTERPRISE-STABLE]"]','[]','["terraform.md"]','{}','{}');
@@ -12180,7 +12180,7 @@ INSERT INTO "resources" VALUES('https://registry.terraform.io/modules/hlokensgar
 INSERT INTO "resources" VALUES('https://registry.terraform.io/modules/hlokensgard/res-ipam/azure/latest','Terraform Azure Resource IPAM Module','','2025',0,'Specialized Terraform registry module designed to automate IP Address Management (IPAM) inside multi-VNet architectures. Standardizes subnetworking allocations dynamically to prevent prefix overlapping.','HCL','Library','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform Modules", "IPAM"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md", "azure.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://registry.terraform.io/modules/markti/azure-terraformer/azuredevops','registry.terraform.io/modules: azure-terraformer - azuredevops provider','','2023',1,'An Azure DevOps Terraform module engineered to provision and orchestrate Azure DevOps platform resources. Simplifies pipeline initialization, workspace provisioning, and repository structures using standard provider bindings.','HCL','Module','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Azure DevOps", "Modules"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://registry.terraform.io/modules/markti/github-runner/azurerm','registry.terraform.io/modules/markti/github-runner','','2023',0,'An infrastructure-as-code (IaC) Terraform module tailored for automating self-hosted GitHub Actions runners in Microsoft Azure. Employs Virtual Machine Scale Sets (VMSS) alongside ephemeral instances to secure and scale cluster execution tasks. Essential for enterprise workloads demanding isolated network pathways.','Terraform','Library','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Infrastructure as Code", "Terraform Modules"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://registry.terraform.io/modules/zenml-io/zenml-stack','registry.terraform.io/modules/zenml-io/zenml-stack','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','a00bb3c6f3a64dac5c89e8e580c539f6c00fb4e8913238cddbe24075cf1c1158',100.0,1779030682.98967,1,'2026-05-17T17:11:22.989670+02:00',NULL,NULL,NULL,'[]','[]','["docs/mlops.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://registry.terraform.io/modules/zenml-io/zenml-stack','registry.terraform.io/modules/zenml-io/zenml-stack','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a00bb3c6f3a64dac5c89e8e580c539f6c00fb4e8913238cddbe24075cf1c1158',100.0,1779030682.98967,1,'2026-05-17T17:11:22.989670+02:00',NULL,NULL,NULL,'[]','[]','["docs/mlops.md"]','[]','{}','{"duplicate_of": "https://registry.terraform.io/providers/hashicorp/kubernetes/latest/docs"}');
 INSERT INTO "resources" VALUES('https://registry.terraform.io/providers/OctopusDeployLabs/octopusdeploylatest/docs','registry.terraform.io: octopusdeploy Provider','','2026',0,'The official Terraform provider for managing Octopus Deploy resources. Enables infrastructure teams to programmatically construct projects, target deployment environments, tenants, and target resources.','Go','Provider','Medium',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Delivery", "Release Orchestration", "Infrastructure as Code"]','["[COMMUNITY-TOOL]"]','[]','["jenkins-alternatives.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://registry.terraform.io/providers/hashicorp/Azurerm/latest/docs/data-sources/ip_groups','registry.terraform.io: Data Source: azurerm_ip_groups (new)','','2024',3,'Technical schema specification detailing the Azure RM `azurerm_ip_groups` data source. Permits dynamic query and referencing of preconfigured IP Groups for use in firewall and network rules.','HCL','Provider','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Azure", "Networking"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://registry.terraform.io/providers/hashicorp/awscc/latest','awscc','','2024',3,'The AWS Cloud Control (AWSCC) provider is co-engineered to interface directly with the AWS Cloud Control API, ensuring rapid updates for newly released services. By mapping directly to CloudFormation schemas, it eliminates typical developer waiting cycles associated with the standard legacy provider.','HCL','Library','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["AWS", "Terraform Providers", "IaC"]','["[LEGACY]"]','[]','["terraform.md"]','{}','{}');
@@ -12191,10 +12191,10 @@ INSERT INTO "resources" VALUES('https://release.com/blog/6-docker-compose-best-p
 INSERT INTO "resources" VALUES('https://release.com/blog/cutting-build-time-in-half-docker-buildx-kubernetes','releasehub.com: Cutting Build Time In Half with Docker’s Buildx Kubernetes Driver','','2021',0,'Outlines how to optimize CI/CD pipeline build performance by scaling compilation workloads using the Docker Buildx Kubernetes driver. Demonstrates how offloading build tasks to Kubernetes clusters yields massive cache reuse and parallelization gains.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Pipelines", "Build Speed", "Docker Buildx"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://release.com/blog/kubernetes-health-checks-2-ways-to-improve-stability','releasehub.com: Kubernetes Health Checks - 2 Ways to Improve Stability in Your Production Applications','','2021',0,'Evaluates how properly defined health checks prevent bad deployments. Contrasts the operational differences of readiness probes (traffic routing control) with liveness probes (container restart trigger).','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Application Reliability", "Health Checks"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://release.com/blog/terraform-kubernetes-deployment-a-detailed-walkthrough','releasehub.com: Terraform Kubernetes Deployment: A Detailed Walkthrough','','2022',0,'A detailed walk-through demonstrating the creation and bootstrap process of managed cloud container environments, illustrating resource sequencing requirements and control loop structures.','HCL','Technical Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "Cluster Provisioning"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://releasehub.com/blog/6-docker-compose-best-practices-for-dev-and-prod','releasehub.com: 6 Docker Compose Best Practices for Dev and Prod','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','08453a849995d76175cdb6d045c393dc9f7175fb8f146d5aca9e4aa97fe7a080',100.0,1.77903098323353791e+09,0,'2026-05-17T17:16:23.233538+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://releasehub.com/blog/cutting-build-time-in-half-docker-buildx-kubernetes','releasehub.com: Cutting Build Time In Half with Docker’s Buildx Kubernetes'' Driver','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','418815082d146a0bb5ce41a7481fb9877873a89e64d711073734ed174e8e28ea',100.0,1.77903234042641305e+09,0,'2026-05-17T17:39:00.426413+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://releasehub.com/blog/kubernetes-health-checks-2-ways-to-improve-stability','releasehub.com: Kubernetes Health Checks - 2 Ways to Improve Stability in'' Your Production Applications','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','ed87ddbadb29e4740ce7124849e7ee311e90e16c9127e791509755f6b228bef6',100.0,1.77902980215355801e+09,0,'2026-05-17T16:56:42.153558+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://releasehub.com/blog/terraform-kubernetes-deployment-a-detailed-walkthrough','releasehub.com: Terraform Kubernetes Deployment: A Detailed Walkthrough','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','ab0b84ba0a1b3f155f75b72c696f7536d2741ecfdfafcdb16d9a524b0a2a8b3f',100.0,1.77903421209768509e+09,0,'2026-05-17T18:10:12.097685+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://releasehub.com/blog/6-docker-compose-best-practices-for-dev-and-prod','releasehub.com: 6 Docker Compose Best Practices for Dev and Prod','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','08453a849995d76175cdb6d045c393dc9f7175fb8f146d5aca9e4aa97fe7a080',100.0,1.77903098323353791e+09,0,'2026-05-17T17:16:23.233538+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{"duplicate_of": "https://release.com/blog/6-docker-compose-best-practices-for-dev-and-prod"}');
+INSERT INTO "resources" VALUES('https://releasehub.com/blog/cutting-build-time-in-half-docker-buildx-kubernetes','releasehub.com: Cutting Build Time In Half with Docker’s Buildx Kubernetes'' Driver','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','418815082d146a0bb5ce41a7481fb9877873a89e64d711073734ed174e8e28ea',100.0,1.77903234042641305e+09,0,'2026-05-17T17:39:00.426413+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{"duplicate_of": "https://release.com/blog/cutting-build-time-in-half-docker-buildx-kubernetes"}');
+INSERT INTO "resources" VALUES('https://releasehub.com/blog/kubernetes-health-checks-2-ways-to-improve-stability','releasehub.com: Kubernetes Health Checks - 2 Ways to Improve Stability in'' Your Production Applications','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ed87ddbadb29e4740ce7124849e7ee311e90e16c9127e791509755f6b228bef6',100.0,1.77902980215355801e+09,0,'2026-05-17T16:56:42.153558+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://release.com/blog/kubernetes-health-checks-2-ways-to-improve-stability"}');
+INSERT INTO "resources" VALUES('https://releasehub.com/blog/terraform-kubernetes-deployment-a-detailed-walkthrough','releasehub.com: Terraform Kubernetes Deployment: A Detailed Walkthrough','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ab0b84ba0a1b3f155f75b72c696f7536d2741ecfdfafcdb16d9a524b0a2a8b3f',100.0,1.77903421209768509e+09,0,'2026-05-17T18:10:12.097685+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"duplicate_of": "https://release.com/blog/terraform-kubernetes-deployment-a-detailed-walkthrough"}');
 INSERT INTO "resources" VALUES('https://releaseops.io/blog/scaling-kubernetes-deployments-in-aws-with-container-insights-metrics','releaseops.io: Scaling Kubernetes Deployments in AWS with Container Insights'' Metrics','','N/A',0,'A curated technical resource and architectural guide covering releaseops.io: Scaling Kubernetes Deployments in AWS with Container Insights'' Metrics in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903119007090592e+09,0,'2026-05-17T17:19:50.070906+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://relferreira.github.io/kubedev','kubedev 🌟','','2022',0,'A local desktop application wrapper giving developers real-time graphical insights into running local clusters. Simplifies common developer workflows like tailing logs, inspecting port-forwards, and viewing state changes without context-switching.','Go','Desktop App','Beginner',0,'online','manual','ab23bf9c8ab70d8437275f1c81250ef42e6840c812331b1c565ba20e0a5b85cd',100.0,1.77903095167091703e+09,1,'2026-05-17T17:15:51.670917+02:00',NULL,NULL,NULL,'["Developer Experience", "UI Dashboards", "Local Development"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://relnotes.k8s.io','relnotes.k8s.io: Kubernetes Release Notes','','2026',0,'Curator Insight highlights the official Kubernetes Release Notes portal. Live grounding in 2026 demonstrates this tool''s constant utility for DevOps engineers running automated deprecation pipelines and tracking version-to-version API mutations.','English','Documentation','Medium',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Core", "Release Lifecycle", "Documentation"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-releases.md"]','{}','{}');
@@ -12203,7 +12203,7 @@ INSERT INTO "resources" VALUES('https://remote.one','remoteone','','N/A',0,'A cu
 INSERT INTO "resources" VALUES('https://renjithvr11.medium.com/running-gitlab-runners-on-kubernetes-8e7fc9bf75ce','renjithvr11.medium.com: Running GitLab Runners on Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering renjithvr11.medium.com: Running GitLab Runners on Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790330020793519e+09,0,'2026-05-17T17:50:02.079352+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://repl.it','Repl.it','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','f0bb00f560f5b867bbd409e64053308f1c563b94addb6c170b31b5316fafd262',100.0,1.77903144013608193e+09,0,'2026-05-17T17:24:00.136082+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://replit.com','Repl.it','','2016',0,'An interactive, collaborative cloud workspace supporting over fifty languages. Replit incorporates instant deployment engines, hosting layers, and AI pairing models to democratize software construction.','Polyglot','SaaS Platform','Beginner',1,'online','manual','4db5893859040e1e9f5c825e6cb72e1ade936b2a8e1d29007ebb44c50ab72ab4',100.0,1.77913049494513106e+09,1,'2026-05-18T20:54:54.945131+02:00',NULL,NULL,NULL,'["Development Environments", "Cloud IDEs", "Online Sandboxes"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://repo.new','GH repos: repo.new','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','fd72a180b350a154cab081467cd08bde050716a894ceb1e7a781a2a4fbe3a846',100.0,1.7790337593682959e+09,0,'2026-05-17T18:02:39.368296+02:00',NULL,NULL,NULL,'[]','[]','["docs/project-management-tools.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://repo.new','GH repos: repo.new','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','fd72a180b350a154cab081467cd08bde050716a894ceb1e7a781a2a4fbe3a846',100.0,1.7790337593682959e+09,0,'2026-05-17T18:02:39.368296+02:00',NULL,NULL,NULL,'[]','[]','["docs/project-management-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fnew"}');
 INSERT INTO "resources" VALUES('https://repost.aws','AWS Forums','','2023',3,'A legacy discussion forum resource for AWS developers troubleshooting infrastructure configurations and billing queries. Note: The platform has largely migrated to AWS Re:Post for community support.','English','Platform','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["FinOps & Cloud Cost", "Community Resources", "Forums"]','["[LEGACY]"]','[]','["newsfeeds.md", "aws.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://repost.aws/es/knowledge-center/troubleshoot-service-quotas-cli-commands','How can I troubleshoot errors using the AWS CLI to manage my service quota requests?','','2025',0,'Curator Insight targets the diagnostics and troubleshooting workflows for managing AWS service quotas programmatically. Live Grounding points to this as a vital operational playbook for SRE teams, helping avoid throttling and deployment blocks during dynamic scaling by automating quota requests via CLI and API.','N/A','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Operations", "Service Quotas"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://repost.aws/knowledge-center','How do I transfer a domain to AWS from another registrar?','','2021',0,'A granular tutorial on migrating DNS management to Amazon Route 53 from external registrars. While straightforward, real-world deployment requires careful TTL planning and nameserver transition strategies to prevent query dropouts and route interruptions during migration.','English','documentation','beginner',0,'online','manual',NULL,NULL,1.78173587781307601e+09,0,'2026-06-18T00:37:57.813076+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "DNS & Domain Management", "Route 53"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{}');
@@ -12211,19 +12211,19 @@ INSERT INTO "resources" VALUES('https://repost.aws/knowledge-center/create-and-a
 INSERT INTO "resources" VALUES('https://repost.aws/knowledge-center/eks-plan-upgrade-cluster','repost.aws: How do I plan an upgrade strategy for an Amazon EKS cluster?','','2023',0,'An operational walkthrough guiding cluster operators through step-by-step diagnostic and execution checklists for upgrading an EKS control plane and worker nodes while verifying structural API compatibility.','N/A','Troubleshooting FAQ','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS EKS", "Cluster Lifecycle", "Upgrade Strategy"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://research.google/pubs/dapper-a-large-scale-distributed-systems-tracing-infrastructure','Dapper','','2010',0,'Google''s seminal research paper on large-scale distributed systems tracing infrastructure. Formed the theoretical basis and design patterns for modern tracing architectures including Zipkin, Jaeger, and OpenTelemetry.','None','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2010-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Distributed Tracing", "Research"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://research.google/pubs/pub36356','Dapper','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','39f408db666030da521804aa3526ae1d7d43163f0a48c003c1931d346c835603',100.0,1.77903392412242293e+09,0,'2026-05-17T18:05:24.122423+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://research.nccgroup.com/2021/11/10/detection-engineering-for-kubernetes-clusters','==research.nccgroup.com: Detection Engineering for Kubernetes clusters==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','0e260f1e4b4f1418c0be0572ce75cad2fb73d9e29057c0890495ba0cf595f42a',100.0,1.77903334364685797e+09,0,'2026-05-17T17:55:43.646858+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-troubleshooting.md"]','[]','{}','{"review_metadata": {"original_url": "https://research.nccgroup.com/2021/11/10/detection-engineering-for-kubernetes-clusters", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:54.997738"}}');
+INSERT INTO "resources" VALUES('https://research.nccgroup.com/2021/11/10/detection-engineering-for-kubernetes-clusters','==research.nccgroup.com: Detection Engineering for Kubernetes clusters==','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','0e260f1e4b4f1418c0be0572ce75cad2fb73d9e29057c0890495ba0cf595f42a',100.0,1.77903334364685797e+09,0,'2026-05-17T17:55:43.646858+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-troubleshooting.md"]','[]','{}','{"review_metadata": {"original_url": "https://research.nccgroup.com/2021/11/10/detection-engineering-for-kubernetes-clusters", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:54.997738"}, "duplicate_of": "https://research.nccgroup.com/2022/01/13/10-real-world-stories-of-how-weve-compromised-ci-cd-pipelines"}');
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-INSERT INTO "resources" VALUES('https://resources.whitesourcesoftware.com/blog-whitesource/kubernetes-security','resources.whitesourcesoftware.com: Kubernetes Security Best Practices 🌟','','2020',0,'Details patterns for implementing automated security controls, concentrating on software composition analysis (SCA), secrets lifecycle management, and validating supply-chain container provenance.','N/A','article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Security", "Supply Chain Security", "Open Source Vulnerability Scanning"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://resources.github.com/devops/tools/automation/actions','==resources.github.com: What is GitHub Actions? How automation & CI/CD work'' on GitHub (whitepaper/pdf)==','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b964f9c267dd74922960191ddbc088786f7058589c53a4d58e88937eaa8626f1',100.0,1.77903019295902109e+09,0,'2026-05-17T17:03:12.959021+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://github.com/resources/whitepapers/actions"}');
+INSERT INTO "resources" VALUES('https://resources.whitesourcesoftware.com/blog-whitesource/kubernetes-security','resources.whitesourcesoftware.com: Kubernetes Security Best Practices 🌟','','2020',0,'Details patterns for implementing automated security controls, concentrating on software composition analysis (SCA), secrets lifecycle management, and validating supply-chain container provenance.','N/A','article','Intermediate',1,'duplicate','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Security", "Supply Chain Security", "Open Source Vulnerability Scanning"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{"duplicate_of": "https://github.com/freach/kubernetes-security-best-practice/blob/master/README.md"}');
 INSERT INTO "resources" VALUES('https://restic.net','**Restic**','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','9132670dc8eacfe7a7a1734d45d80315ecdef2a07850d76cffdc33f4604d9a52',100.0,1.7790302025754559e+09,1,'2026-05-17T17:03:22.575456+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://resume.io/blog','The remote job guide: job search & productivity working from home','','2023',0,'Curator Insight provides strategies for optimizing resume design, executing distributed job searches, and maintaining focus in home offices. Live Grounding notes these tips are crucial for software engineers aiming to stand out in a globalized, highly competitive remote hiring landscape.','N/A','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Organizational Culture", "Remote Work", "Career Strategy"]','["[COMMUNITY-TOOL]"]','[]','["remote-tech-jobs.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://resume.io/blog/remote-job-guide','The remote job guide: job search & productivity working from home','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','ad43003c54c2c21b79dbb21b20851c15dcc8da1dc3a2aef499fc09bc38e65a62',100.0,1.7790330387001121e+09,0,'2026-05-17T17:50:38.700112+02:00',NULL,NULL,NULL,'[]','[]','["docs/remote-tech-jobs.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://resume.io/blog/remote-job-guide','The remote job guide: job search & productivity working from home','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ad43003c54c2c21b79dbb21b20851c15dcc8da1dc3a2aef499fc09bc38e65a62',100.0,1.7790330387001121e+09,0,'2026-05-17T17:50:38.700112+02:00',NULL,NULL,NULL,'[]','[]','["docs/remote-tech-jobs.md"]','[]','{}','{"duplicate_of": "https://resume.io/blog"}');
 INSERT INTO "resources" VALUES('https://rethinkdb.com','rethinkdb.com','','2026',4,'Open-source NoSQL database built to push live updates and query changes directly to client-facing web applications. Utilizes its proprietary ReQL language to manage real-time event feeds.','C++','Software','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Architecture", "NoSQL Databases", "Real-Time Databases"]','["[ENTERPRISE-STABLE]"]','[]','["nosql.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://retina.sh',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','d53b0721c57d77b11a25453fb96763ee56f1176cbe7e214ef2c158da503c36a3',100.0,1.77903325866933488e+09,0,'2026-05-17T17:54:18.669335+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-monitoring.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://reviewnprep.com/blog/devops-basics','reviewnprep.com: DevOps Basics','','2022',0,'Presents an essential primer on the core building blocks of the DevOps lifecycle, including continuous integration, pipeline automation, and automated monitoring. Curator structures position this as an introductory learning framework. Live software engineering reviews validate that these foundational definitions remain highly useful for aligning non-technical business stakeholders on modern delivery metrics.','N/A','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps & SRE", "Fundamentals", "Core Concepts"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://reviewnprep.com/blog/devops-tool-comparison-docker-vs-kubernetes-vs-ansible','reviewnprep.com: DevOps Tool Primer: Docker, Kubernetes, Ansible','','2020',3,'An educational primer clarifying the exact boundaries of container runtimes, declarative state orchestrators, and agentless configuration engines. Serves as a useful roadmap for platform engineers designing highly reproducible multi-cloud infrastructures.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps & Platform Engineering", "Architecture & Orchestration", "Foundational Primer"]','["[COMMUNITY-TOOL]"]','[]','["devops-tools.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://revistacloud.com/serverlesshorrors-la-web-que-recoge-las-peores-pesadillas-del-mundo-serverless','ServerlessHorrors: A Web Compiling Nightmares in the Serverless World','','2021',0,'A catalog documenting real-world runtime failures, billing anomalies, database connection exhaustion, cold start latency bottlenecks, and unexpected vendor configurations within modern serverless cloud setups.','N/A','Article','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure & Orchestration", "Serverless Architecture", "Case Studies"]','["[COMMUNITY-TOOL]"]','[]','["serverless.md", "cloud-asset-inventory.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://rexegg.com/regex-tricks.html','rexegg.com: Regex Syntax Tricks','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','7e63e74b25f578d1f38b67279851b133b669c877dcdfc0b0a5ddff620d42b86d',100.0,1.77902905677749204e+09,0,'2026-05-17T16:44:16.777492+02:00',NULL,NULL,NULL,'[]','[]','["docs/linux.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://rexegg.com/regex-tricks.html','rexegg.com: Regex Syntax Tricks','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7e63e74b25f578d1f38b67279851b133b669c877dcdfc0b0a5ddff620d42b86d',100.0,1.77902905677749204e+09,0,'2026-05-17T16:44:16.777492+02:00',NULL,NULL,NULL,'[]','[]','["docs/linux.md"]','[]','{}','{"duplicate_of": "https://www.rexegg.com/regex-tricks.php"}');
 INSERT INTO "resources" VALUES('https://rhelblog.redhat.com/tag/varnish','Red Hat Enterprise Linux Blog. Tag: Varnish','','2019',0,'Red Hat''s official integration portal outlining configuration blueprints for running Varnish Cache inside Red Hat Enterprise Linux (RHEL) architectures. Highlights systemd customization and repository setups to guarantee enterprise-level stability and high-availability HTTP caching.','N/A','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Caching", "Edge Caching", "Enterprise Linux Support"]','["[COMMUNITY-TOOL]"]','[]','["caching.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://rieckpil.de/maven-setup-for-testing-java-applications','rieckpil.de: Maven Setup For Testing Java Applications','','2020',3,'Architectural setup guide on configuring the Maven testing ecosystem using Surefire and Failsafe plugins for robust JUnit, Testcontainers, and integration testing execution pipelines.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Build Systems", "JVM Ecosystem", "Testing Frameworks"]','["[COMMUNITY-TOOL]"]','[]','["maven-gradle.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://rigorousthemes.com/blog/best-kubernetes-dashboard-alternatives','rigorousthemes.com: 10 Best Kubernetes Dashboard Alternatives 2022','','2022',2,'A comparative round-up presenting ten modern alternatives to the native Kubernetes Dashboard. Evaluates installation ease, cluster management scalability, resource profiles, and real-time visualization features of each alternative.','N/A','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "UI & Dashboards", "Alternatives"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-based-devel.md"]','{}','{}');
@@ -12242,14 +12242,14 @@ INSERT INTO "resources" VALUES('https://robin.io','Robin','','N/A',0,'A curated
 INSERT INTO "resources" VALUES('https://robinshen.medium.com/hands-on-gitops-with-onedev-f05bd278f07c','Hands-on GitOps with OneDev and Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering Hands-on GitOps with OneDev and Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903019621747088e+09,0,'2026-05-17T17:03:16.217471+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/jenkins-alternatives.md"]','["jenkins-alternatives.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://robotframework.org','Robot Framework 🌟','','2024',5,'An open-source, keyword-driven acceptance testing and robotic process automation (RPA) framework. Built on Python, Robot Framework provides an abstraction layer over Selenium, Appium, and API clients, enabling non-programmers to define readable testing scripts while keeping underlying code highly modular and extensible.','Robot','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Quality Assurance & Testing", "Acceptance Testing", "Keyword-Driven Frameworks"]','["[DE FACTO STANDARD]"]','[]','["test-automation-frameworks.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://rockcontent.com/es/blog/matriz-raci','Aprende cΓ³mo distribuir mejor las responsabilidades con la Matriz RACI','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','a817dca36d7165b20ca2b4af6fb317f0f10d4e22e217ac0decc4976db1015971',100.0,1.77903093506806492e+09,0,'2026-05-17T17:15:35.068065+02:00',NULL,NULL,NULL,'[]','[]','["docs/project-management-methodology.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://rockcontent.com/es/blog/tipos-de-consultoria','rockcontent.com: Conoce los principales tipos de consultorΓ­a en las que'' tu negocio puede invertir para explotar su potencial','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','4ee8fa42cbcffda87fa12f8c03fa82734f9b42c7b67ab9a021dc711bc1fb346a',100.0,1.77903270475699305e+09,0,'2026-05-17T17:45:04.756993+02:00',NULL,NULL,NULL,'[]','[]','["docs/project-management-methodology.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://rocket.chat','Rocket Chat','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','9148fc1787f85787e79c8dc435941400d6dca6921414cf29d372356161a0b29d',100.0,1.77902999324368906e+09,0,'2026-05-17T16:59:53.243689+02:00',NULL,NULL,NULL,'[]','[]','["docs/workfromhome.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://rockcontent.com/es/blog/tipos-de-consultoria','rockcontent.com: Conoce los principales tipos de consultorΓ­a en las que'' tu negocio puede invertir para explotar su potencial','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4ee8fa42cbcffda87fa12f8c03fa82734f9b42c7b67ab9a021dc711bc1fb346a',100.0,1.77903270475699305e+09,0,'2026-05-17T17:45:04.756993+02:00',NULL,NULL,NULL,'[]','[]','["docs/project-management-methodology.md"]','[]','{}','{"duplicate_of": "https://analoghq.ai/blog/es/tipos-de-consultoria"}');
+INSERT INTO "resources" VALUES('https://rocket.chat','Rocket Chat','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','9148fc1787f85787e79c8dc435941400d6dca6921414cf29d372356161a0b29d',100.0,1.77902999324368906e+09,0,'2026-05-17T16:59:53.243689+02:00',NULL,NULL,NULL,'[]','[]','["docs/workfromhome.md"]','[]','{}','{"duplicate_of": "https://www.rocket.chat"}');
 INSERT INTO "resources" VALUES('https://rockset.com/blog/sequoia-capital-elasticsearch-to-rockset','rockset.com: Sequoia Capital: Why We Moved from Elasticsearch to Rockset','','N/A',0,'A curated technical resource and architectural guide covering rockset.com: Sequoia Capital: Why We Moved from Elasticsearch to Rockset in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790345602165811e+09,0,'2026-05-17T18:16:00.216581+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/databases.md"]','["databases.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://rogerdudler.github.io/git-guide','rogerdudler.github.io: git - the simple guide 🌟','','2023',4,'Curator Insight: A famously minimalistic, highly approachable guide for Git absolute beginners. Live Grounding: Excellent onboarding material focusing exclusively on basic operations (init, add, commit, push), stripping away internal storage complexities to prevent beginner cognitive overload.','HTML','Tutorial Website','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Development", "Version Control", "Git"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["cheatsheets.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://rogerdudler.github.io/git-guide/files/git_cheat_sheet.pdf','rogerdudler.github.io: git cheat sheet pdf','','2023',3,'Curator Insight: Printable PDF version of Roger Dudler''s minimalist Git guide. Live Grounding: High utility as a physical desk reference for engineers migrating from SVN or TFVC, focusing purely on high-frequency CLI operations.','PDF','Printable Guide','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Development", "Version Control", "Git"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["cheatsheets.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://rogerdudler.github.io/git-guide/files/git_cheat_sheet.pdf','rogerdudler.github.io: git cheat sheet pdf','','2023',3,'Curator Insight: Printable PDF version of Roger Dudler''s minimalist Git guide. Live Grounding: High utility as a physical desk reference for engineers migrating from SVN or TFVC, focusing purely on high-frequency CLI operations.','PDF','Printable Guide','Beginner',0,'duplicate','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Development", "Version Control", "Git"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["cheatsheets.md"]','{}','{"duplicate_of": "https://education.github.com/git-cheat-sheet-education.pdf"}');
 INSERT INTO "resources" VALUES('https://rogulski.it/blog/kafka-consumer-knative-fastapi','rogulski.it: Consume Kafka events with Knative service and FastAPI on kubernetes 🌟','','2022',0,'A hands-on implementation guide showing how to connect Knative serverless triggers with Python-based FastAPI services on Kubernetes. Demonstrates configuring custom event subscriptions to feed incoming Kafka payloads directly to serverless worker containers.','English','Blog Post','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Serverless", "Knative", "Eventing Integration"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://rollno748.medium.com/load-testing-gcp-pub-sub-using-jmeter-9eff79440beb','rollno748.medium.com: Load testing GCP Pub/Sub using JMeter','','N/A',0,'A curated technical resource and architectural guide covering rollno748.medium.com: Load testing GCP Pub/Sub using JMeter in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903166928396797e+09,0,'2026-05-17T17:27:49.283968+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/performance-testing-with-jenkins-and-jmeter.md"]','["performance-testing-with-jenkins-and-jmeter.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://rollout.io/blog/rollout-tutorial-feature-flagging-in-your-react-native-app-in-5-minutes','rollout.io: CloudBees Rollout Tutorial: Feature Flagging in your React Native'' App in 5 minutes','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','2d20fb80c9507ff96826c679d297cc88a3a8a84f1c9ea2ed4cc313d65343b407',100.0,1.77903413505809688e+09,0,'2026-05-17T18:08:55.058097+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://rollout.io/blog/rollout-tutorial-feature-flagging-in-your-react-native-app-in-5-minutes','rollout.io: CloudBees Rollout Tutorial: Feature Flagging in your React Native'' App in 5 minutes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','2d20fb80c9507ff96826c679d297cc88a3a8a84f1c9ea2ed4cc313d65343b407',100.0,1.77903413505809688e+09,0,'2026-05-17T18:08:55.058097+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{"duplicate_of": "https://www.cloudbees.com/blog/rollout-tutorial-feature-flagging-your-react-native-app-5-minutes"}');
 INSERT INTO "resources" VALUES('https://rollout.io/wp-content/uploads/2018/11/Rising.The_.Flag_.Rollout-1.pdf',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'review_required','manual','38bf587523ca271e559c7060b0c03c95cb50e07d8c7457beb0ed22d6ff36cddf',100.0,1779033384.70621,0,'2026-05-17T17:56:24.706210+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{"review_metadata": {"original_url": "https://rollout.io/wp-content/uploads/2018/11/Rising.The_.Flag_.Rollout-1.pdf", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:54.967769"}}');
 INSERT INTO "resources" VALUES('https://ronaknathani.com/blog/2020/08/how-a-kubernetes-pod-gets-an-ip-address','ronaknathani.com: How a Kubernetes Pod Gets an IP Address 🌟','','2020',5,'An exquisite, step-by-step technical analysis of the process of container instantiation and network interface creation. Explores how the Kubelet invokes CNI plugins to assign an IP address. Live Grounding validates that understanding the low-level CNI specification and IPC interactions is crucial for debugging cluster networking bottlenecks.','Markdown','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking & Security", "Kubernetes Networking", "Deep Dive"]','["[DE FACTO STANDARD]"]','[]','["kubernetes.md", "kubernetes-networking.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://rook.io','Rook','','2026',5,'Rook acts as a production-hardened CNCF graduated storage orchestrator that natively embeds Ceph within Kubernetes. By managing disks, pools, and filesystems as declarative resources, Rook eliminates manual storage administration and bridges Kubernetes-native paradigms with high-availability bare metal storage.','Go','Orchestrator','High',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Storage", "Kubernetes Storage", "Storage Orchestrators"]','["[DE FACTO STANDARD]"]','[]','["ocp4.md", "kubernetes-storage.md"]','{}','{}');
@@ -12262,11 +12262,11 @@ INSERT INTO "resources" VALUES('https://rpadovani.com/k8s-algorithm-pick-pod-sca
 INSERT INTO "resources" VALUES('https://rpadovani.com/terraform-cloudinit','rpadovani.com: How to make Terraform waiting for cloud-init to finish on EC2 without SSH','','2021',0,'Addresses a common race condition by detailing how to orchestrate Terraform to hold resource readiness signals until cloud-init scripts complete execution, without resorting to vulnerable, direct SSH connections.','English','Technical Tutorial','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Virtualization & Compute", "Cloud-Init"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["terraform.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://rudderstack.com','rudderstack.com iPaaS','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','d056740e4d71e64586dcdf73a3d2bf8c3335fb4a7f6d142e5c655d05f81cf868',100.0,1.77903182751822209e+09,0,'2026-05-17T17:30:27.518222+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{}');
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 INSERT INTO "resources" VALUES('https://rutlandblog.com','rutlandblog.com','','2025',0,'A focused engineering blog hosting technical walkthroughs and troubleshooting guides for cloud operations, networking, and virtualization in Azure. Content delivers real-world configuration debugging and sysadmin strategies.','None','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Community", "Blogs", "SysOps & Azure"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://ruudvanasseldonk.com/2023/01/11/the-yaml-document-from-hell','ruudvanasseldonk.com: The yaml document from hell','','N/A',0,'Curator Insight is a renowned technical critique of YAML’s excessive complexity, implicit typing, and edge-case errors (the Norway problem). Live Grounding evaluates the structural vulnerability of relying on implicit parsers in mission-critical configuration schemas. Indispensable read for infrastructure architects evaluating alternative formats like TOML or CUE.','English','Blog Post','Advanced',0,'online','manual','407ebbdf4fdc3c32ebab46a50e2e7839bdd0980daaad13ef29321b7c00b4114a',100.0,1.77903106331332206e+09,0,'2026-05-17T17:17:43.313322+02:00',NULL,NULL,NULL,'["Platform Engineering", "Configuration Syntax", "Antipatterns"]','["[DE FACTO STANDARD]"]','["docs/yaml.md"]','["data-and-advanced-analytics.md", "yaml.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://ruudvanasseldonk.com/2023/01/11/the-yaml-document-from-hell','ruudvanasseldonk.com: The yaml document from hell','','N/A',0,'Curator Insight is a renowned technical critique of YAML’s excessive complexity, implicit typing, and edge-case errors (the Norway problem). Live Grounding evaluates the structural vulnerability of relying on implicit parsers in mission-critical configuration schemas. Indispensable read for infrastructure architects evaluating alternative formats like TOML or CUE.','English','Blog Post','Advanced',0,'duplicate','manual','407ebbdf4fdc3c32ebab46a50e2e7839bdd0980daaad13ef29321b7c00b4114a',100.0,1.77903106331332206e+09,0,'2026-05-17T17:17:43.313322+02:00',NULL,NULL,NULL,'["Platform Engineering", "Configuration Syntax", "Antipatterns"]','["[DE FACTO STANDARD]"]','["docs/yaml.md"]','["data-and-advanced-analytics.md", "yaml.md"]','{}','{"duplicate_of": "https://ruuda.nl/2023/the-yaml-document-from-hell"}');
 INSERT INTO "resources" VALUES('https://rvm.io',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','cae0a4f19261702ec2e151d8ee99f7fadb20eb06bb2ee123dc84f4dfcb847fef',100.0,1.77903032663652491e+09,0,'2026-05-17T17:05:26.636525+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md", "docs/maven-gradle.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://saahitya.hashnode.dev/pod-disruption-budgetpdb','saahitya.hashnode.dev: Pod Disruption Budget(Pdb)','','N/A',0,'A curated technical resource and architectural guide covering saahitya.hashnode.dev: Pod Disruption Budget(Pdb) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903297478110289e+09,0,'2026-05-17T17:49:34.781103+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://sagikazarmark.hu/blog/vanity-import-paths-in-go',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','17764bf953c2da654a48be3d6145bc9794a4ae9ad5c5f519b2a3a09daa03dd21',100.0,1.77903198028815603e+09,0,'2026-05-17T17:33:00.288156+02:00',NULL,NULL,NULL,'[]','[]','["docs/golang.md"]','[]','{}','{}');
@@ -12275,9 +12275,9 @@ INSERT INTO "resources" VALUES('https://sahansera.dev/publishing-android-apps-to
 INSERT INTO "resources" VALUES('https://sairamkrish.medium.com/terraform-best-practices-and-project-setup-1772ad04cf5e','sairamkrish.medium.com: Terraform β€” Best practices and project setup','','N/A',0,'A curated technical resource and architectural guide covering sairamkrish.medium.com: Terraform β€” Best practices and project setup in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903281750414109e+09,0,'2026-05-17T17:46:57.504141+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://saiteja313.medium.com/tracing-dns-issues-in-kubernetes-28b38f782103','saiteja313.medium.com: Tracing DNS issues in Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering saiteja313.medium.com: Tracing DNS issues in Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903126618973207e+09,0,'2026-05-17T17:21:06.189732+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-troubleshooting.md"]','["kubernetes-troubleshooting.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://sakaiproject.atlassian.net/wiki/spaces/REL/pages/1314427619/Maven+release+plugin+cheat+sheet',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering sakaiproject.atlassian.net in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,100.0,1.77913049495629906e+09,0,'2026-05-18T20:54:54.956299+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://salaboy.com/2022/01/29/event-driven-applications-with-cloudevents-on-kubernetes','salaboy.com: Event-Driven applications with CloudEvents on Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','010ddd6edf11684699029d3736050e75266137aa95f14f380132ccc16fa6e120',100.0,1.77902971046534395e+09,0,'2026-05-17T16:55:10.465344+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://salaboy.com/2022/08/03/building-platforms-on-top-of-kubernetes-vcluster-and-crossplane','salaboy.com: Building platforms on top of Kubernetes: VCluster and Crossplane','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','cf1123a2229edd992e9f0e55757f7965517646a61d8de36e8286cea6a81b65d4',100.0,1.77903258369033408e+09,0,'2026-05-17T17:43:03.690334+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://salaboy.com/2022/11/28/the-challenges-of-platform-building-on-top-of-kubernetes-4-4','salaboy.com: The Challenges of Platform Building on Top of Kubernetes 4/4','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','dcd6e28dc0cb6437dec8516891750bcf55556ebbb2c9fca3378d10af6c6865d6',100.0,1.77903034001633906e+09,0,'2026-05-17T17:05:40.016339+02:00',NULL,NULL,NULL,'[]','[]','["docs/devops.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://salaboy.com/2022/01/29/event-driven-applications-with-cloudevents-on-kubernetes','salaboy.com: Event-Driven applications with CloudEvents on Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','010ddd6edf11684699029d3736050e75266137aa95f14f380132ccc16fa6e120',100.0,1.77902971046534395e+09,0,'2026-05-17T16:55:10.465344+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://www.salaboy.com/2022/01/29/event-driven-applications-with-cloudevents-on-kubernetes"}');
+INSERT INTO "resources" VALUES('https://salaboy.com/2022/08/03/building-platforms-on-top-of-kubernetes-vcluster-and-crossplane','salaboy.com: Building platforms on top of Kubernetes: VCluster and Crossplane','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','cf1123a2229edd992e9f0e55757f7965517646a61d8de36e8286cea6a81b65d4',100.0,1.77903258369033408e+09,0,'2026-05-17T17:43:03.690334+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://www.salaboy.com/2022/08/03/building-platforms-on-top-of-kubernetes-vcluster-and-crossplane"}');
+INSERT INTO "resources" VALUES('https://salaboy.com/2022/11/28/the-challenges-of-platform-building-on-top-of-kubernetes-4-4','salaboy.com: The Challenges of Platform Building on Top of Kubernetes 4/4','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','dcd6e28dc0cb6437dec8516891750bcf55556ebbb2c9fca3378d10af6c6865d6',100.0,1.77903034001633906e+09,0,'2026-05-17T17:05:40.016339+02:00',NULL,NULL,NULL,'[]','[]','["docs/devops.md"]','[]','{}','{"duplicate_of": "https://www.salaboy.com/2022/11/28/the-challenges-of-platform-building-on-top-of-kubernetes-4-4"}');
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 INSERT INTO "resources" VALUES('https://samirbehara.com/2019/05/30/cloud-native-monitoring-with-prometheus','Cloud Native Monitoring with Prometheus 🌟','','2019',0,'An architectural review of cloud-native monitoring patterns utilizing Prometheus. It contrasts traditional push-based monitoring models with the pull-based multi-dimensional metrics architecture, mapping the interaction between Server, Discovery, Alertmanager, and Grafana.','N/A','Technical Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Observability", "Prometheus", "Architecture Overview"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}');
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@@ -12285,7 +12285,7 @@ INSERT INTO "resources" VALUES('https://samos-it.com/posts/securing-redis-istio-
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-INSERT INTO "resources" VALUES('https://sap.github.io/jenkins-library','sap.github.io/jenkins-library','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','6abadb75504027b8038578a13521e11e4fcd2e590d5de93db6070dde25803a45',100.0,1.77902970446157288e+09,0,'2026-05-17T16:55:04.461573+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://sap.github.io/jenkins-library','sap.github.io/jenkins-library','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','6abadb75504027b8038578a13521e11e4fcd2e590d5de93db6070dde25803a45',100.0,1.77902970446157288e+09,0,'2026-05-17T16:55:04.461573+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{"duplicate_of": "https://www.project-piper.io"}');
 INSERT INTO "resources" VALUES('https://sapling-scm.com/docs/introduction','sapling-scm.com','','2022',0,'Sapling is Meta’s Git-compatible source control management system engineered specifically for massive monolithic repositories. Integrates client-side logic with deep server-side virtual file optimizations to provide rapid execution on filesystems with millions of files.','C++','Library','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Version Control", "Scalable SCM Systems"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://satyenkumar.medium.com/demystifying-the-cloud-computing-an-overview-of-the-microsoft-azure-6a5c1fb1799d','==satyenkumar.medium.com: Demystifying The Cloud: An Overview of the Microsoft'' Azure== 🌟🌟🌟','','N/A',0,'A curated technical resource and architectural guide covering ==satyenkumar.medium.com: Demystifying The Cloud: An Overview of the Microsoft'' Azure== 🌟🌟🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903153548938703e+09,0,'2026-05-17T17:25:35.489387+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://satyenkumar.medium.com/my-youtube-channel-is-updated-for-aws-certifications-over-150-video-list-1ae7aa81e99d','satyenkumar.medium.com: My Youtube Channel is updated for AWS Certifications'' (Over 150 Video list)','','N/A',0,'A curated technical resource and architectural guide covering satyenkumar.medium.com: My Youtube Channel is updated for AWS Certifications'' (Over 150 Video list) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903391356148505e+09,0,'2026-05-17T18:05:13.561485+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-training.md"]','["aws-training.md"]','{}','{}');
@@ -12297,44 +12297,44 @@ INSERT INTO "resources" VALUES('https://scoop.sh','Scoop: A command-line install
 INSERT INTO "resources" VALUES('https://scotch.io/courses/10-need-to-know-javascript-concepts/declaring-javascript-variables-var-let-and-const',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','0df48620e6b2106ab30430a74433ff08d91013549d409e6a2904f979bf2f31ad',100.0,1.77903149755172491e+09,0,'2026-05-17T17:24:57.551725+02:00',NULL,NULL,NULL,'[]','[]','["docs/javascript.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://scrapy.org','Scrapy','','2025',5,'Curator Insight details Scrapy as a highly scalable web extraction framework. Live Grounding confirms its role as a robust engine for structured data pipelines, leveraging asynchronous scheduling capabilities to handle crawling tasks efficiently at scale.','Python','Framework','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Science", "Data Engineering", "Web Scraping"]','["[DE FACTO STANDARD]"]','[]','["python.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://scrivano.org/posts/2022-10-21-the-journey-to-speed-up-oci-containers','scrivano.org: the journey to speed up running OCI containers','','2022',0,'An exceptional technical post investigating performance optimization avenues for OCI containers. It explores the historical startup bottlenecks of container initialization and deep dives into storage drivers, container startup phases, and runtime improvements inside tools like crun.','None','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containerization", "Runtimes", "Performance Optimization"]','["[COMMUNITY-TOOL]"]','[]','["container-managers.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://sdkman.io','SdkMan','','2026',5,'The homepage for SDKMAN!, a command-line tool designed to manage parallel versions of multiple Software Development Kits, with a strong focus on the JVM ecosystem. Live Grounding confirms it as the definitive tool for local environments, facilitating zero-friction switches between different Java, Maven, Gradle, and Scala runtimes.','English','Tool / Framework','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Environment Management", "SDKMAN"]','["[DE FACTO STANDARD]"]','[]','["demos.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://sdkman.io','SdkMan','','2026',5,'The homepage for SDKMAN!, a command-line tool designed to manage parallel versions of multiple Software Development Kits, with a strong focus on the JVM ecosystem. Live Grounding confirms it as the definitive tool for local environments, facilitating zero-friction switches between different Java, Maven, Gradle, and Scala runtimes.','English','Tool / Framework','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Environment Management", "SDKMAN"]','["[DE FACTO STANDARD]"]','[]','["demos.md", "maven-gradle.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://semaphoreci.com/blog/revving-up-continuous-integration-with-parallel-testing','semaphoreci.com: Revving up Continuous Integration with Parallel Testing','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a76341400ed4615321069fd9f620b72d26ca78d69829069d357b17e37806b961',100.0,1779033795.39628,0,'2026-05-17T18:03:15.396280+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins-alternatives.md"]','[]','{}','{"duplicate_of": "https://semaphore.io/blog/revving-up-continuous-integration-with-parallel-testing"}');
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-INSERT INTO "resources" VALUES('https://sematext.com/docker','sematext: Monitor Docker Metrics & Logs 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','cfc2577e1aef3aa5524bcdcf9b5d20671e09f51f46cb90c86ffe869d848c4b89',100.0,1.77903296915556097e+09,0,'2026-05-17T17:49:29.155561+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://sematext.com/docker','sematext: Monitor Docker Metrics & Logs 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','cfc2577e1aef3aa5524bcdcf9b5d20671e09f51f46cb90c86ffe869d848c4b89',100.0,1.77903296915556097e+09,0,'2026-05-17T17:49:29.155561+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{"duplicate_of": "https://sematext.com/capabilities/container-monitoring"}');
 INSERT INTO "resources" VALUES('https://semgrep.dev','Semgrep','','2024',0,'Fast, open-source static analysis engine for searching code, finding bugs, and enforcing dependency policies. Syntactically aware engine makes it highly customizable and much faster than legacy AST scanners.','OCaml','Tool','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Static Analysis", "SAST"]','["[LEGACY]"]','[]','["qa.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://sentry.io/welcome','sentry.io','- APMs like Dynatrace, etc.','2024',0,'Technical framework for real-time application error tracking and performance profiling. Offers native SDK integrations across key stacks, trace stitching, and code-level context detailing for distributed microservices.','en','Documentation','Intermediate',1,'online','manual','ea96440263f38a8daa633c922507453a80c6b92a2d65b0bbdd4a28eb4826b507',100.0,1.77913049493695807e+09,1,'2026-05-18T20:54:54.936958+02:00',NULL,NULL,NULL,'["Observability", "APM & Logging", "Application Performance Monitoring"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://sequoia.makes.software/reducing-docker-image-size-particularly-for-kubernetes-environments','sequoia.makes.software: Reducing Docker Image Size (Particularly for Kubernetes Environments) 🌟','','2022',0,'Examines image sizing optimizations specifically within large-scale Kubernetes production networks. Highlights how smaller footprints accelerate pull cycles and deployment velocity.','N/A','article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers", "Build Optimization", "Kubernetes Deployment"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://seranking.com/blog/practical-tips-google-search-operators','seranking.com: The cheat sheet of 30+ Google Search operators','','2023',0,'Explores advanced searching patterns using specific logical commands inside Google''s search engine. This reference is invaluable for research-heavy engineers who need to quickly filter threat vectors, target domains, or precise engineering docs.','None','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Information Retrieval", "OSINT", "Search Optimization"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://serhii.vasylenko.info/2022/01/16/some-techniques-to-enhance-your-terraform-proficiency','serhii.vasylenko.info: Some Techniques to Enhance Your Terraform Proficiency','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','c7720124311df98171910dfa0e27515bc007263d43b030040e41b9426f81ce7e',100.0,1.77903146476511692e+09,0,'2026-05-17T17:24:24.765117+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://serhii.vasylenko.info/2022/01/16/some-techniques-to-enhance-your-terraform-proficiency','serhii.vasylenko.info: Some Techniques to Enhance Your Terraform Proficiency','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c7720124311df98171910dfa0e27515bc007263d43b030040e41b9426f81ce7e',100.0,1.77903146476511692e+09,0,'2026-05-17T17:24:24.765117+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"duplicate_of": "https://devdosvid.blog/2022/01/16/some-techniques-to-enhance-your-terraform-proficiency"}');
 INSERT INTO "resources" VALUES('https://serokell.io/blog/kubernetes-guide','serokell.io/blog/kubernetes-guide: A Guide to Kubernetes','','2023',0,'A detailed conceptual primer exploring the architecture, core constructs, and real-world deployment mechanisms of Kubernetes. Discusses basic cluster layout, continuous reconciliation loops, scaling commands, and the historical pivot from legacy monolithic hosts to orchestrated microservices.','English','Technical Article','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Core Concepts", "Introduction", "Orchestration Concepts"]','["[LEGACY]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://seroter.com/2021/08/18/using-the-new-google-cloud-config-controller-to-provision-and-manage-cloud-services-via-the-kubernetes-resource-model','seroter.com: Using the new Google Cloud Config Controller to provision and manage cloud services via the Kubernetes Resource Model','','2021',0,'Introduces the Google Cloud Config Controller, highlighting its use of the Kubernetes Resource Model (KRM) to declare and govern external GCP services. Allows platform teams to enforce stateful GitOps practices, treating cloud resources (like databases and networking) identical to standard Kubernetes manifests.','YAML','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "GitOps", "Declarative Infrastructure"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://serverless-stack.com/examples/how-to-debug-lambda-functions-with-visual-studio-code.html','serverless-stack.com: How to debug Lambda functions with Visual Studio Code','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','af25eafc3ec17cd565814e92f72ddbe39899b4f9558c50a314415fdbeca6e195',100.0,1.77903375114178609e+09,0,'2026-05-17T18:02:31.141786+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://serverless-stack.com/examples/how-to-debug-lambda-functions-with-visual-studio-code.html','serverless-stack.com: How to debug Lambda functions with Visual Studio Code','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','af25eafc3ec17cd565814e92f72ddbe39899b4f9558c50a314415fdbeca6e195',100.0,1.77903375114178609e+09,0,'2026-05-17T18:02:31.141786+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{"duplicate_of": "https://guide.sst.dev/examples/how-to-debug-lambda-functions-with-visual-studio-code.html"}');
 INSERT INTO "resources" VALUES('https://serverless.tf','serverless.tf: Doing serverless with Terraform','','2024',4,'The serverless.tf project offers structured Terraform blueprints for designing robust, production-ready serverless applications on AWS. By standardizing execution patterns for AWS Lambda, API Gateway, and Step Functions, it eliminates raw boilerplate while preserving native HCL flexibility.','HCL','Framework','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Serverless", "AWS", "IaC"]','["[ENTERPRISE-STABLE]"]','[]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://serverlesshorrors.com','serverlesshorrors.com 🌟','','2020',4,'An open community catalog detailing critical serverless horror stories, execution loops, cold-start bottlenecks, and configuration mistakes to help engineers avoid similar traps.','English','Web Resource','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Serverless", "Anti-patterns"]','["[ENTERPRISE-STABLE]"]','[]','["serverless.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://serverlessland.com','serverlessland.com','','2026',0,'The premier AWS-managed serverless knowledge hub. It serves as an architectural repository for designing events, writing Lambda configurations, orchestrating Step Functions, and keeping abreast of serverless pattern trends globally.','N/A','Documentation','Intermediate',0,'online','manual','5b6cd1441b940a59f09104ff12fcc2ef9e14fba4fd58318b17a366f7c9ce9412',100.0,1.77903221954391098e+09,1,'2026-05-17T17:36:59.543911+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Serverless"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
@@ -12379,14 +12379,14 @@ INSERT INTO "resources" VALUES('https://serverlessland.com/event-driven-architec
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 INSERT INTO "resources" VALUES('https://serverlessland.com/event-driven-architecture/visuals/splitter-pattern','serverlessland.com: Splitter pattern','','2023',4,'Examines the Enterprise Integration Pattern (EIP) of splitting a single composite payload into individual records for decoupled and parallel execution inside event pipelines.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Event Driven Architecture", "Design Patterns", "Enterprise Integration Patterns"]','["[ENTERPRISE-STABLE]"]','[]','["serverless.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://serverlessland.com/explore/sam-pipelines','AWS SAM Pipelines','','2026',0,'Technical deep dive into the SAM (Serverless Application Model) Pipelines integration. It provides prescriptive architectural frameworks for continuous integration and delivery (CI/CD) pipelines supporting multi-account serverless deployment methodologies.','N/A','Documentation','Advanced',0,'online','manual','5b6cd1441b940a59f09104ff12fcc2ef9e14fba4fd58318b17a366f7c9ce9412',100.0,1.77903308154412508e+09,1,'2026-05-17T17:51:21.544125+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Serverless"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://serverlessland.com/patterns','serverlessland.com/patterns: Serverless Patterns Collection','','2026',0,'An open repository of Infrastructure as Code (IaC) serverless design patterns using SAM, CDK, and CloudFormation. Highly valuable for scaffolding backend pipelines integrating API Gateway, EventBridge, and DynamoDB.','N/A','Documentation','Intermediate',0,'online','manual','5b6cd1441b940a59f09104ff12fcc2ef9e14fba4fd58318b17a366f7c9ce9412',100.0,1.77903317000527691e+09,1,'2026-05-17T17:52:50.005277+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Serverless"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://servicesblog.redhat.com/2019/03/06/remote-debugging-of-java-applications-on-openshift','Remote Debugging of Java Applications on OpenShift','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','436b956763fab597970904ae06f789617a42c43fa2506ad672e1ae9ef87e3dbf',100.0,1.77903189649269795e+09,0,'2026-05-17T17:31:36.492698+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://serverlessland.com/explore/sam-pipelines','AWS SAM Pipelines','','2026',0,'Technical deep dive into the SAM (Serverless Application Model) Pipelines integration. It provides prescriptive architectural frameworks for continuous integration and delivery (CI/CD) pipelines supporting multi-account serverless deployment methodologies.','N/A','Documentation','Advanced',0,'duplicate','manual','5b6cd1441b940a59f09104ff12fcc2ef9e14fba4fd58318b17a366f7c9ce9412',100.0,1.77903308154412508e+09,1,'2026-05-17T17:51:21.544125+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Serverless"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{"duplicate_of": "https://serverlessland.com"}');
+INSERT INTO "resources" VALUES('https://serverlessland.com/patterns','serverlessland.com/patterns: Serverless Patterns Collection','','2026',0,'An open repository of Infrastructure as Code (IaC) serverless design patterns using SAM, CDK, and CloudFormation. Highly valuable for scaffolding backend pipelines integrating API Gateway, EventBridge, and DynamoDB.','N/A','Documentation','Intermediate',0,'duplicate','manual','5b6cd1441b940a59f09104ff12fcc2ef9e14fba4fd58318b17a366f7c9ce9412',100.0,1.77903317000527691e+09,1,'2026-05-17T17:52:50.005277+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Serverless"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{"duplicate_of": "https://serverlessland.com"}');
+INSERT INTO "resources" VALUES('https://servicesblog.redhat.com/2019/03/06/remote-debugging-of-java-applications-on-openshift','Remote Debugging of Java Applications on OpenShift','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','436b956763fab597970904ae06f789617a42c43fa2506ad672e1ae9ef87e3dbf',100.0,1.77903189649269795e+09,0,'2026-05-17T17:31:36.492698+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{"duplicate_of": "https://www.redhat.com/en/blog/remote-debugging-java-applications-openshift"}');
 INSERT INTO "resources" VALUES('https://sessionize.com/aiewf2026','AI Engineer World''s Fair 2026 Call for Speakers','Submit proposals to speak at the largest technical AI conference in the world, taking place at Moscone West, San Francisco.','2026',4,'Curator Insight: Technical event agendas serve as key indicators of immediate architectural shifts and developer tool standardization.
 
 Live Grounding: This Sessionize CFP maps out advanced tracks for the 2026 conference at Moscone West, specifically soliciting expertise in recursive autoresearch loops, contextual memory systems, agentic commerce frameworks, and specialized domain-specific vertical AI engines.','en','documentation','Intermediate',0,'online','automatic','4f766dd0556e9503816d234b33375a5956e201b5d57157e9054ac8c4d1361262',NULL,1.78035215826339697e+09,0,'2026-06-02T00:15:58.263397+02:00',NULL,NULL,NULL,'["AI", "Conferences", "AI Engineering", "Sessionize CFP"]','["[GUIDE]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly trusted platform used for the world''s largest technical AI engineering event.", "social_preview_url": "https://sessionize.com/image/867d-1140o400o3-94j3nHBkq2aeR7cfcMmgi3.png", "source_provenance": "X.com (swyx)", "suggested_new_category": ""}');
 INSERT INTO "resources" VALUES('https://severalnines.com/blog/how-does-database-load-balancer-work','severalnines.com: How Does a Database Load Balancer Work?','','2022',0,'Explains how specialized database load balancers function under the hood. Details protocol-level query routing, connection multiplexing, failover health-checks, and automatic routing of write requests to the master and read requests to replica pools.','English','Deep Dive','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Database Architecture", "Traffic Management", "Load Balancing"]','["[COMMUNITY-TOOL]"]','[]','["databases.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://severalnines.com/database-blog/how-does-database-load-balancer-work','severalnines.com: How Does a Database Load Balancer Work?','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','6f70da2fa7e539f7984aea83957484e9bae9fe6ef597cf45c2c652e919d6eac2',100.0,1.77903288102494788e+09,0,'2026-05-17T17:48:01.024948+02:00',NULL,NULL,NULL,'[]','[]','["docs/databases.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://severalnines.com/database-blog/how-does-database-load-balancer-work','severalnines.com: How Does a Database Load Balancer Work?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','6f70da2fa7e539f7984aea83957484e9bae9fe6ef597cf45c2c652e919d6eac2',100.0,1.77903288102494788e+09,0,'2026-05-17T17:48:01.024948+02:00',NULL,NULL,NULL,'[]','[]','["docs/databases.md"]','[]','{}','{"duplicate_of": "https://severalnines.com/blog/how-does-database-load-balancer-work"}');
 INSERT INTO "resources" VALUES('https://shadman-jamil.medium.com/most-useful-software-architecture-patterns-68e171405292','shadman-jamil.medium.com: Most Useful Software Architecture Patterns','','N/A',0,'A curated technical resource and architectural guide covering shadman-jamil.medium.com: Most Useful Software Architecture Patterns in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790345333534429e+09,0,'2026-05-17T18:15:33.353443+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devel-sites.md"]','["devel-sites.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://shahin-mahmud.medium.com/write-your-first-kubernetes-operator-in-go-177047337eae','shahin-mahmud.medium.com: Write your first Kubernetes operator in go','','N/A',0,'A curated technical resource and architectural guide covering shahin-mahmud.medium.com: Write your first Kubernetes operator in go in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031563.97891,0,'2026-05-17T17:26:03.978910+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/golang.md"]','["golang.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://shahirdaya.medium.com/what-does-it-mean-to-be-cloud-native-12360a324571','shahirdaya.medium.com: What does it mean to be Cloud Native? 🌟','','N/A',0,'A curated technical resource and architectural guide covering shahirdaya.medium.com: What does it mean to be Cloud Native? 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903326302707791e+09,0,'2026-05-17T17:54:23.027078+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/introduction.md"]','["introduction.md"]','{}','{}');
@@ -12394,15 +12394,15 @@ INSERT INTO "resources" VALUES('https://shahneil.medium.com/what-are-kubernetes-
 INSERT INTO "resources" VALUES('https://shardul.dev/most-useful-kubectl-plugins','shardul.dev: Most Useful kubectl Plugins','','2021',4,'Reviews highly useful extensions managed via the Krew plugins system. Showcases tools that expand administrator diagnostic capacities, log operations, and performance checks.','English','Technical Article','Intermediate',0,'online','manual','88aa2bf0c26d66d33e33805d808a13fb92d3ef645cc0048ce262a37283edd652',100.0,1.77902915864601898e+09,1,'2026-05-17T16:45:58.646019+02:00',NULL,NULL,NULL,'["Kubernetes Platform", "Cluster Administration", "Kubectl Plugins"]','["[ENTERPRISE-STABLE]"]','["docs/kubectl-commands.md"]','["kubectl-commands.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://shayn-71079.medium.com/scaling-kubernetes-clusters-8a061321de93','shayn-71079.medium.com: Scaling Kubernetes Clusters','','N/A',0,'A curated technical resource and architectural guide covering shayn-71079.medium.com: Scaling Kubernetes Clusters in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903059380814504e+09,0,'2026-05-17T17:09:53.808145+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://sheet.new','Spreadsheets: sheet.new','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','3d46144599dbe942de78f54d0004273c4c17bd0bbaffff20f22e4911ab418942',100.0,1779029465.29867,0,'2026-05-17T16:51:05.298670+02:00',NULL,NULL,NULL,'[]','[]','["docs/project-management-tools.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://sheet.new','Spreadsheets: sheet.new','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','3d46144599dbe942de78f54d0004273c4c17bd0bbaffff20f22e4911ab418942',100.0,1779029465.29867,0,'2026-05-17T16:51:05.298670+02:00',NULL,NULL,NULL,'[]','[]','["docs/project-management-tools.md"]','[]','{}','{"duplicate_of": "https://accounts.google.com/v3/signin/identifier?continue=https%3A%2F%2Fdocs.google.com%2Fspreadsheets%2Fu%2F0%2Fcreate%3Fusp%3Ddot_new&dsh=S338656440%3A1779029465061496&followup=https%3A%2F%2Fdocs.google.com%2Fspreadsheets%2Fu%2F0%2Fcreate%3Fusp%3Ddot_new<mpl=sheets&osid=1&passive=1209600&service=wise&flowName=WebLiteSignIn&flowEntry=ServiceLogin&ifkv=AWa2PauvFLix7FhDQsyeXMzly7IlWofT_GeExGBZD5PeXgcMI8_fmgxBG05tRNkG3ISAaCxExVB7"}');
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 INSERT INTO "resources" VALUES('https://shields.io','shields.io 🌟','','2023',1,'Shields.io is the standard metadata badge generation service for developer readmes and project hubs. It provides dynamic SVG badges showing continuous integration status, test coverage, package versioning, and license compliance across open-source and enterprise repositories.','English','SaaS / Tool','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Version Control", "Collaborative Workflows", "Metadata Display"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://shiftsync.tricentis.com/software-testing-blogs-69/getting-started-with-automated-continuous-performance-testing-406','tricentis.com: Getting started with automated continuous performance testing','','2022',4,'An enterprise guide to integrating continuous automated performance and load testing frameworks inside CI pipelines, catching backend scaling and resource-allocation bugs early.','Agnostic','Technical Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["API Testing", "Performance", "Continuous Integration"]','["[ENTERPRISE-STABLE]"]','[]','["api.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://shipa.io/a-developer-focused-ci-cd-pipeline-for-kubernetes','shipa.io: A Developer focused CI/CD pipeline for Kubernetes','','2021',0,'Outlines designing application-centric CI/CD pipelines that leverage developer platform layers to remove raw Kubernetes configuration friction. (Live Grounding: Highlights the evolving landscape of platform engineering where developers focus on code deliverables while security/infrastructure is handled declaratively by platforms).','YAML','Technical Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code & CI-CD", "Developer Platforms", "CI-CD Pipelines"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://shipa.io/a-real-world-application-deployment-on-kubernetes','shipa.io: Deploying a real-world application on Kubernetes','','2021',0,'Walks through deploying a multi-tier production-grade application on Kubernetes using Shipa framework abstraction policies instead of raw, complex manifests. (Live Grounding: Demonstrates early architectural trends aiming to simplify the developer experience by decoupling container configurations from platform management).','YAML','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Delivery", "Developer Platforms", "App Deployment"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["demos.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://shipa.io/deploying-applications-on-kubernetes','shipa.io: Developing and deploying applications to Kubernetes locally with Shipa and Minikube','','2021',0,'Showcases local application delivery pipelines combining Minikube with Shipa''s developer-focused abstractions. Allows engineers to deploy code without writing verbose YAML. (Live Grounding: Important context for 2026 Developer Platforms. Shipa was acquired by Snyk in 2023, shifting its core value towards Snyk AppRisk for secure cloud development).','Shell','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Delivery", "Developer Platforms", "Local Development"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["demos.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://shipa.io/development/a-developer-focused-ci-cd-pipeline-for-kubernetes','shipa.io: A Developer focused CI/CD pipeline for Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','21e5a88b3d2328730d0695be7ffe835ae20d2044f6d2a4db33259868f8fabb9a',100.0,1.77903295429370808e+09,0,'2026-05-17T17:49:14.293708+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://shipa.io/development/terraform-meets-appops','shipa.io: Terraform meets AppOps 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','268946f82244a5b33f6505fecb52992e83dee43b1822b44389df36547a06702d',100.0,1779030287.81885,0,'2026-05-17T17:04:47.818850+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://shipa.io/development/a-developer-focused-ci-cd-pipeline-for-kubernetes','shipa.io: A Developer focused CI/CD pipeline for Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','21e5a88b3d2328730d0695be7ffe835ae20d2044f6d2a4db33259868f8fabb9a',100.0,1.77903295429370808e+09,0,'2026-05-17T17:49:14.293708+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://shipa.io/a-developer-focused-ci-cd-pipeline-for-kubernetes"}');
+INSERT INTO "resources" VALUES('https://shipa.io/development/terraform-meets-appops','shipa.io: Terraform meets AppOps 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','268946f82244a5b33f6505fecb52992e83dee43b1822b44389df36547a06702d',100.0,1779030287.81885,0,'2026-05-17T17:04:47.818850+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"duplicate_of": "https://shipa.io/terraform-meets-appops-2"}');
 INSERT INTO "resources" VALUES('https://shipa.io/devops-challenge-kubernetes-deployment-ketch-vs-yaml','shipa.io: DevOps Challenge – Kubernetes Deployment: Ketch vs YAML','','2021',0,'A comparative study analyzing Developer Experience (DX) benefits of abstracting infrastructure definitions via Ketch versus handcrafting raw declarative Kubernetes YAML.','None','Technical Article','Medium',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes Manifests", "Alternative Manifest Engines"]','["[COMMUNITY-TOOL]"]','[]','["yaml.md"]','{}','{"is_special": true}');
 INSERT INTO "resources" VALUES('https://shipa.io/gitops','shipa.io: GitOps in Kubernetes, the easy way–with GitHub Actions and Shipa','','2021',0,'Explores combining the ease of GitHub Actions workflows with Shipa''s application management plane to implement secure GitOps pipelines. (Live Grounding: Proves early efforts in platform engineering to bridge continuous integration directly into abstract application runtimes).','YAML','Tutorial','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps & Declarative Git", "Developer Platforms", "GitHub Actions"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["demos.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://shipa.io/gitops-in-the-enterprise','shipa.io: GitOps in the enterprise 🌟','','2021',0,'Highlights how Shipa brings AppOps abstraction to traditional GitOps workflows. Explains the separation of infrastructure policies from application deployment manifests to lower cognitive overhead for software developers.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps", "Enterprise", "AppOps"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
@@ -12442,9 +12442,9 @@ INSERT INTO "resources" VALUES('https://simplecheatsheet.com','simplecheatsheet.
 INSERT INTO "resources" VALUES('https://simplecheatsheet.com/tag/golang-cheat-sheet','simplecheatsheet.com/tag/golang-cheat-sheet','','N/A',0,'A curated technical resource and architectural guide covering simplecheatsheet.com/tag/golang-cheat-sheet in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903357057460403e+09,0,'2026-05-17T17:59:30.574604+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md", "docs/golang.md"]','["cheatsheets.md", "golang.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://simplyblock.io','simplyblock: simplyblock.io','','2026',0,'Simplyblock is a high-performance cloud storage platform engineered to optimize block-storage scaling in AWS and Kubernetes. Utilizing NVMe-over-Fabrics disaggregation, dynamic caching, and compression, it significantly lowers cloud storage expenses while keeping sub-millisecond access speeds.','C','Platform','High',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Storage", "Kubernetes Storage", "High Performance Block Storage"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-storage.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://sincro.es/blog/actualidad-fiscal-contable/teletrabajo-desde-espana-para-el-extranjero-donde-hay-que-tributar','sincrogo.com: Teletrabajo desde EspaΓ±a para el extranjero: ΒΏdΓ³nde hay que tributar?','','2023',0,'Curator Insight parses the complex tax and labor legalities of working remotely from Spain for international employers. Live Grounding highlights this as a critical blueprint for digital nomads and global remote contractors navigating dual-taxation, local social security, and Spanish Beckham Law regulations.','Spanish','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Organizational Culture", "Remote Work", "Compliance & Tax"]','["[COMMUNITY-TOOL]"]','[]','["remote-tech-jobs.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://sincrogo.com/blog/actualidad-fiscal-contable/teletrabajo-desde-espana-para-el-extranjero-donde-hay-que-tributar','sincrogo.com: Teletrabajo desde EspaΓ±a para el extranjero: ΒΏdΓ³nde hay que'' tributar?','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','450fad9db51fa4016d5e5edec4a97f134f5e753f5b779f6a7cdff99686988fd5',100.0,1.779029592511554e+09,0,'2026-05-17T16:53:12.511554+02:00',NULL,NULL,NULL,'[]','[]','["docs/remote-tech-jobs.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://sincrogo.com/blog/actualidad-fiscal-contable/teletrabajo-desde-espana-para-el-extranjero-donde-hay-que-tributar','sincrogo.com: Teletrabajo desde EspaΓ±a para el extranjero: ΒΏdΓ³nde hay que'' tributar?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','450fad9db51fa4016d5e5edec4a97f134f5e753f5b779f6a7cdff99686988fd5',100.0,1.779029592511554e+09,0,'2026-05-17T16:53:12.511554+02:00',NULL,NULL,NULL,'[]','[]','["docs/remote-tech-jobs.md"]','[]','{}','{"duplicate_of": "https://sincro.es/blog/actualidad-fiscal-contable/teletrabajo-desde-espana-para-el-extranjero-donde-hay-que-tributar"}');
 INSERT INTO "resources" VALUES('https://sinergiasincontrol.blogspot.com/2021/11/643-la-excelente-propuesta-de-trabajo.html9',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual',NULL,80.0,1.77902915864442205e+09,0,'2026-05-17T16:45:58.644422+02:00',NULL,NULL,NULL,'[]','[]','["docs/recruitment.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://sites.google.com/site/mrxpalmeiras/ansible/ansible-cheat-sheet','mrxpalmeiras: Ansible Cheat Sheet','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','60cc0344f3ec529eaa6d5376b134cece03460bf879d8bd8f6b643d9225977ac8',100.0,1779029132.80926,0,'2026-05-17T16:45:32.809260+02:00',NULL,NULL,NULL,'[]','[]','["docs/cheatsheets.md", "docs/other-awesome-lists.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://sites.google.com/site/mrxpalmeiras/ansible/ansible-cheat-sheet','mrxpalmeiras: Ansible Cheat Sheet','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','60cc0344f3ec529eaa6d5376b134cece03460bf879d8bd8f6b643d9225977ac8',100.0,1779029132.80926,0,'2026-05-17T16:45:32.809260+02:00',NULL,NULL,NULL,'[]','[]','["docs/cheatsheets.md", "docs/other-awesome-lists.md"]','[]','{}','{"duplicate_of": "https://meet.new"}');
 INSERT INTO "resources" VALUES('https://sixfold.medium.com/reducing-database-queries-to-a-minimum-with-dataloaders-cc98c25e54ce','sixfold.medium.com: Reducing database queries to a minimum with DataLoaders','','N/A',0,'A curated technical resource and architectural guide covering sixfold.medium.com: Reducing database queries to a minimum with DataLoaders in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903098091317105e+09,0,'2026-05-17T17:16:20.913171+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/databases.md"]','["databases.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://skaffold.dev','Skaffold 🌟','','2026',4,'Google''s Skaffold remains an industry-leading workflow engine that orchestrates code building, artifact pushing, and target deployment steps. It features smart caching, file sync capability, and multi-profile handling configurations.','Go','Tool','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Developer Experience", "Inner-Loop Automation", "Skaffold"]','["[ENTERPRISE-STABLE]"]','[]','["jenkins-alternatives.md", "kubernetes-based-devel.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://skaffold.dev/docs/pipeline-stages/init','Skaffold --generate-manifests','','2025',5,'Detail on Skaffold''s `--generate-manifests` capability, which facilitates local build and deployment orchestration on Kubernetes. This tool manages the developer inner loop by tracking local code modifications, triggering rebuilding/tagging of images, and automating deployments. It has become an industry standard for continuous local feedback loops in multi-service local environments.','Go','Tool','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Experience", "Inner Loop", "Orchestration Tooling"]','["[DE FACTO STANDARD]"]','[]','["java_frameworks.md"]','{}','{}');
@@ -12455,7 +12455,7 @@ INSERT INTO "resources" VALUES('https://skildops.medium.com/backup-an-entire-kub
 INSERT INTO "resources" VALUES('https://skillbuilder.aws','explore.skillbuilder.aws/learn: AWS Skill Builder 🌟','','2023',0,'The official AWS digital learning portal offering over 600 free and paid cloud training courses. Provides comprehensive, hands-on labs, game-based learning (Cloud Quest), and official certification exam preparation tracks maintained directly by AWS engineering teams.','English','Platform','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Official Training"]','["[COMMUNITY-TOOL]"]','[]','["aws-training.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://skillbuilder.aws/course/external/view/elearning/48/aws-security-fundamentals-second-edition','explore.skillbuilder.aws: AWS Security Fundamentals (free)','','2021',4,'A foundational security course covering AWS shared responsibility models, identity boundaries, network segregation methods, and programmatic cryptographic mechanisms.','English','Interactive Course','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Training", "AWS Security"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["aws-training.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://skillbuilder.aws/course/external/view/elearning/7854/aws-technical-essential-spanish-from-latin-america','explore.skillbuilder.aws: AWS Skill Builder - IntroducciΓ³n a AWS Data Pipeline (EspaΓ±ol LatinoamΓ©rica) | AWS Technical Essentials (Spanish from Latin America)'' - Free','','2021',3,'Official localized AWS Skill Builder path delivering fundamental architectural and Data Pipeline instructions in Spanish. [SPANISH CONTENT]','Spanish','Interactive Course','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Training", "AWS Official"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-training.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://skilledfield.com.au/monitoring-kubernetes-and-docker-container-logs','skilledfield.com.au: Monitoring Kubernetes and Docker Container Logs','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','52198432ca323827ac8c97a44f623ffd9d20da96c5bfb8ee72e924c305410143',100.0,1.77903457757454609e+09,0,'2026-05-17T18:16:17.574546+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://skilledfield.com.au/monitoring-kubernetes-and-docker-container-logs','skilledfield.com.au: Monitoring Kubernetes and Docker Container Logs','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','52198432ca323827ac8c97a44f623ffd9d20da96c5bfb8ee72e924c305410143',100.0,1.77903457757454609e+09,0,'2026-05-17T18:16:17.574546+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{"duplicate_of": "https://skillfield.com.au/blog/monitoring-kubernetes-and-docker-container-logs"}');
 INSERT INTO "resources" VALUES('https://skillfield.com.au/blog/monitoring-kubernetes-and-docker-container-logs','skilledfield.com.au: Monitoring Kubernetes and Docker Container Logs','','2022',0,'A detailed tutorial on harvesting and storing ephemeral container stdout/stderr outputs in Docker and Kubernetes clusters. Covers fluentd/fluent-bit ingestion, namespace routing, and Elasticsearch querying. Curator Insight: Logging implementation patterns. Live Grounding: Critical reference for configuring non-intrusive container daemon log rotators.','English','Blog Post','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Orchestration", "Kubernetes", "Logging", "Docker Logs"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://skillslane.com/learn-kubernetes-from-these-best-online-courses',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903124284688711e+09,0,'2026-05-17T17:20:42.846887+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://sklar.rocks/how-container-storage-interface-works','sklar.rocks: How the CSI (Container Storage Interface) Works','','2020',0,'An instructional overview explaining how the Container Storage Interface (CSI) specification coordinates volume management. It details the precise structural operations between the Kubelet, Kubernetes API servers, and vendor-specific CSI driver components.','English','Article','Medium',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Storage", "Kubernetes CSI", "How-To"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-storage.md"]','{}','{}');
@@ -12477,12 +12477,12 @@ INSERT INTO "resources" VALUES('https://sm43.medium.com/tekton-triggering-the-pi
 INSERT INTO "resources" VALUES('https://sm43.medium.com/world-of-tekton-part-1-999738d63e25','sm43.medium.com: World of Tekton 😺 (Part 1)','','N/A',0,'A curated technical resource and architectural guide covering sm43.medium.com: World of Tekton 😺 (Part 1) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790343495007081e+09,0,'2026-05-17T18:12:29.500708+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/tekton.md"]','["tekton.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://smallstep.com/blog/command-line-secrets','smallstep.com: How to Handle Secrets on the Command Line 🌟','','2022',4,'Outlines mechanisms for handling secrets securely on local developer terminals, preventing credentials from entering process tables or shell command histories. Covers configuration variables, pipeline redirections, and utilizing memory-backed file filesystems.','Bash','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Secrets Management", "Developer Workstation"]','["[ENTERPRISE-STABLE]"]','[]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://smarketshq.com/marge-bot-for-gitlab-keeps-master-always-green-6070e9d248df','Example: Smarkets''s Marge-bot for GitLab keeps master always green','','2020',3,'Smarkets'' original architectural write-up highlighting the design constraints that birthed Marge-bot. Focuses on maintaining linear histories, removing manual rebase efforts, and enforcing continuous validation to maintain a 100% green master branch.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "GitLab Automation"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://smartbear.com/resources/ebooks/the-state-of-api-2019-report','smartbear.com: The State of API 2019 Report 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','56b9db7c31981fa5eabedda599f692b70985bdb3950087a2268ad112da868022',100.0,1.77903138589075398e+09,0,'2026-05-17T17:23:05.890754+02:00',NULL,NULL,NULL,'[]','[]','["docs/api.md"]','[]','{}','{"review_metadata": {"original_url": "https://smartbear.com/resources/ebooks/the-state-of-api-2019-report", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:55.020867"}}');
+INSERT INTO "resources" VALUES('https://smartbear.com/resources/ebooks/the-state-of-api-2019-report','smartbear.com: The State of API 2019 Report 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','56b9db7c31981fa5eabedda599f692b70985bdb3950087a2268ad112da868022',100.0,1.77903138589075398e+09,0,'2026-05-17T17:23:05.890754+02:00',NULL,NULL,NULL,'[]','[]','["docs/api.md"]','[]','{}','{"review_metadata": {"original_url": "https://smartbear.com/resources/ebooks/the-state-of-api-2019-report", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:55.020867"}, "duplicate_of": "https://smartbear.com/resources/all"}');
 INSERT INTO "resources" VALUES('https://smartcar.com','smartcar.com','','2026',4,'Smartcar provides a developer-friendly API platform for connected vehicles, enabling telemetry collection, remote door locking, and EV battery charging management. It abstracts away complex proprietary OBD protocols into a standard RESTful developer portal.','English','Enterprise Product','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Domain APIs", "Automotive", "Connected Vehicle API"]','["[ENTERPRISE-STABLE]"]','[]','["developerportals.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://smartcar.com/bmw','Smartcar API for BMW','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','adc97dd38689f3318815773688a4c7d854c98c755e2ea38b2641fd2235fe9b40',100.0,1.77902994837266111e+09,0,'2026-05-17T16:59:08.372661+02:00',NULL,NULL,NULL,'[]','[]','["docs/developerportals.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://smartcar.com/bmw','Smartcar API for BMW','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','adc97dd38689f3318815773688a4c7d854c98c755e2ea38b2641fd2235fe9b40',100.0,1.77902994837266111e+09,0,'2026-05-17T16:59:08.372661+02:00',NULL,NULL,NULL,'[]','[]','["docs/developerportals.md"]','[]','{}','{"duplicate_of": "https://smartcar.com/brand/bmw"}');
 INSERT INTO "resources" VALUES('https://smartcar.com/brand/bmw','Smartcar API for BMW','','2026',3,'A specialized portal demonstrating the application of the Smartcar API to integrate directly with BMW connected vehicles. It details configuration patterns, authorization flows, and supported telemetry fields specific to BMW models.','English','Documentation Portal','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Domain APIs", "Automotive", "Connected Vehicle API"]','["[COMMUNITY-TOOL]"]','[]','["developerportals.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://smoda.elpais.com/trabajo/apariencias-venderse-trabajo','smoda.elpais.com: Destacar y venderse no implica trabajar bien: asΓ­ es la nueva batalla por las apariencias del trabajo','','2022',4,'A critical sociological assessment of superficial performance-displaying trends in corporate spaces, colloquially known as ''performative productivity.'' Warns engineering leads to prioritize objective technical contributions (like shipping clean microservice code, reducing system downtime, and improving test coverage) over performative status updates and political visibility.','es','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Engineering Leadership", "Developer Productivity", "Team Dynamics"]','["[ENTERPRISE-STABLE]"]','[]','["project-management-methodology.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://snipcart.com/blog/api-vs-microservices-architecture','snipcart.com: API vs. Microservices: A Beginners Guide to Understand Them'' 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','6cb0cb3b097128f21cc96c34ea6f8a217a290d85eb3cf05f7d59c9f918af5923',100.0,1.77903056943323206e+09,0,'2026-05-17T17:09:29.433232+02:00',NULL,NULL,NULL,'[]','[]','["docs/api.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://snipcart.com/blog/api-vs-microservices-architecture','snipcart.com: API vs. Microservices: A Beginners Guide to Understand Them'' 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','6cb0cb3b097128f21cc96c34ea6f8a217a290d85eb3cf05f7d59c9f918af5923',100.0,1.77903056943323206e+09,0,'2026-05-17T17:09:29.433232+02:00',NULL,NULL,NULL,'[]','[]','["docs/api.md"]','[]','{}','{"duplicate_of": "https://snipcart.com/blog/microservices-vs-api"}');
 INSERT INTO "resources" VALUES('https://snipcart.com/blog/microservices-vs-api','snipcart.com: API vs. Microservices: A Beginners Guide to Understand Them 🌟','','2023',4,'A clear architectural primer explaining the differences and relationships between APIs and Microservices. While a microservice is a decentralized, self-contained deployment unit encapsulating business logic, an API is the interface used to interact with that service. This article resolves common industry confusion, clarifying how APIs act as the essential glue enabling decoupled microservices to communicate.','English','Guide','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Integration", "API Design", "Architecture Comparisons"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["api.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://snyk.io/articles/open-source-security','snyk.io: The State of Open Source Security 2020','','2020',0,'Snyk''s comprehensive security report detailing open-source dependency risk profiles. Explores how transitive package vulnerabilities enter cloud applications, advocating for automated software composition analysis (SCA) inside developer inner loops.','English','Industry Report','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Governance", "Vulnerability Management", "Open Source Security"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://snyk.io/blog','fugue.co: 5 tips for using the Rego language for Open Policy Agent (OPA)','','2021',0,'An additional collection of advanced Rego development practices, focusing on unit-testing frameworks, mock injections, and playground emulator tools to ensure policy robustness and security governance.','Rego','Article','Advanced',0,'online','manual','572a15be891f39d3571783be2674f6520dcf1ff02fb8d742cbb4214643e5eb08',100.0,1.77913049497186589e+09,1,'2026-05-18T20:54:54.971866+02:00',NULL,NULL,NULL,'["Cloud Native Security", "Policy-as-Code", "Rego"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}');
@@ -12491,7 +12491,7 @@ INSERT INTO "resources" VALUES('https://snyk.io/blog/10-kubernetes-security-cont
 INSERT INTO "resources" VALUES('https://snyk.io/blog/10-serverless-security-best-practices','10 Serverless security best practices','','2020',0,'Snyk-authored blueprint outlining ten security best practices for serverless environments. Explains operational workflows covering IAM role minimization, packaging dependencies scans, static code analysis, configurations storage, and comprehensive logging to eliminate attack vectors.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Cloud Security", "Serverless Security"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://snyk.io/blog/securing-open-source-dependencies-snyk-visual-studio-code-extension','==snyk.io: Securing your open source dependencies with the Snyk Visual Studio'' Code extension==','','2026',4,'A technical article demonstrating how to find and remediate open-source vulnerability risks directly from the editor using Snyk. This guide helps engineers implement continuous dependency scanning early in the development lifecycle.','English','Article','Intermediate',1,'online','manual','4b0749440f04ac6c28d3c9d690236cb1a73929ce8597f061cef7dc3aecdba15d',100.0,1.77903450716182708e+09,1,'2026-05-17T18:15:07.161827+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "SecOps", "Security Code Scanning"]','["[ENTERPRISE-STABLE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://snyk.io/blog/shipping-kubernetes-native-applications-with-confidence','snyk.io: Shipping Kubernetes-native applications with confidence','','2021',0,'Explores secure deployment strategies for containerized architectures. The guide emphasizes continuous vulnerability scanning, secure base images, and enforcement of Kubernetes security policies within active CI/CD delivery pipelines.','English','Whitepaper / Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Compliance", "Supply Chain Security", "Hardening"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://snyk.io/open-source-security-report','snyk.io: The State of Open Source Security 2020','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','1b2cee379f2c54c90264d798af521193ca913ad30395b21aef7d92da8581ca14',100.0,1779032797.96032,0,'2026-05-17T17:46:37.960320+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://snyk.io/open-source-security-report','snyk.io: The State of Open Source Security 2020','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1b2cee379f2c54c90264d798af521193ca913ad30395b21aef7d92da8581ca14',100.0,1779032797.96032,0,'2026-05-17T17:46:37.960320+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{"duplicate_of": "https://snyk.io/articles/open-source-security"}');
 INSERT INTO "resources" VALUES('https://snyk.io/product/container-vulnerability-management','Fugue: Container and Kubernetes. Runtime infrastructure security','','2024',0,'Fugue (now integrated under Snyk Container security suite) delivers continuous compliance and automated infrastructure monitoring for AWS, Azure, and Google Cloud alongside Kubernetes runtime configurations, mapping live states to CIS Benchmarks and SOC 2 frameworks.','None','Service','Intermediate',0,'online','manual','b8861aff17ba60b031e7170b45b885816293f94e031a3d7d95c840c48213f7b4',100.0,1.77913049493788909e+09,1,'2026-05-18T20:54:54.937889+02:00',NULL,NULL,NULL,'["Cloud Native Security", "Infrastructure Security", "Runtime Analysis"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://socket.dev/blog/introducing-socket','socket.dev: Introducing Socket','','2022',0,'This reference introduces Socket, a platform that audits the actual behavior of dependencies rather than relying on static lists of known vulnerabilities. It detects package anomalies such as unexpected network requests or shell executions. This approach prevents typosquatting and software supply chain attacks at build time.','None','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Software Supply Chain", "Dependency Auditing"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://socket.io','Socket.io','','2026',5,'The home of Socket.io, a premier real-time bidirectional event engine. Built over WebSockets, it provides reliable HTTP long-polling fallbacks, automatic reconnection, packet buffering, and client-room multiplexing out of the box.','JavaScript','Framework','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["API Architectures", "Real-Time", "Socket.IO"]','["[DE FACTO STANDARD]"]','[]','["api.md"]','{}','{}');
@@ -12508,7 +12508,7 @@ INSERT INTO "resources" VALUES('https://soshace.com','soshace','','2026',0,'A cu
 INSERT INTO "resources" VALUES('https://sosiv.io','sosiv.io: A Deep Dive into Kubernetes Resource Requests and Limits','','2022',0,'An analytical deep dive tracing requests and limits down to Linux cgroups.
 - Illustrates how kubelet actively translates YAML parameters into systemd unit constraints.
 - Useful for engineers seeking to bridge the gap between K8s concepts and Linux kernel mechanics.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Resource Management", "Resource Planning", "Requests and Limits"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://sosiv.io/post/a-deep-dive-into-kubernetes-resource-requests-and-limits','sosiv.io: A Deep Dive into Kubernetes Resource Requests and Limits','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','4ea2e26b54057f6a7edf436da90542a8d5cd78bfd2860f7656771b97f15a4477',100.0,1.77902982330156207e+09,0,'2026-05-17T16:57:03.301562+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://sosiv.io/post/a-deep-dive-into-kubernetes-resource-requests-and-limits','sosiv.io: A Deep Dive into Kubernetes Resource Requests and Limits','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4ea2e26b54057f6a7edf436da90542a8d5cd78bfd2860f7656771b97f15a4477',100.0,1.77902982330156207e+09,0,'2026-05-17T16:57:03.301562+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://sosiv.io"}');
 INSERT INTO "resources" VALUES('https://source.coveo.com/2021/11/11/prometheus-at-scale','source.coveo.com: Prometheus at scale','','2021',0,'An enterprise-grade case study addressing scale challenges within high-ingestion environments. Proposes architectures utilizing remote write protocols, query caching layers, and multi-tenant Prometheus aggregators.','None','Technical Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Prometheus Ecosystem", "Production Scaling"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://sourceforge.net/projects/winpython','WinPython: Portable Scientific Python 2/3 32/64bit Distribution for Windows','','2025',4,'Curator Insight presents WinPython as a portable, isolated scientific Python distribution for Windows environments. Live Grounding confirms its value for locked-down systems, giving data scientists complete offline capabilities without requiring administrator installation permissions.','Python','Distribution','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Science", "Software Distribution", "Windows Environments"]','["[ENTERPRISE-STABLE]"]','[]','["python.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://sourceware.org/systemtap','SystemTap','- [developers.redhat.com: Opening black boxes with statement tracing (SystemTap)](https://developers.redhat.com/articles/2021/08/04/opening-black-boxes-statement-tracing)','2021',0,'Deep diagnostic software for Linux kernels allowing engineers to trace system calls and profile execution pathways in black-box binaries dynamically without recompilation.','C','Tool','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Diagnostics", "Tracing"]','["[COMMUNITY-TOOL]"]','[]','["qa.md"]','{}','{}');
@@ -12518,7 +12518,7 @@ INSERT INTO "resources" VALUES('https://spacelift.io/blog/ansible-vs-terraform',
 INSERT INTO "resources" VALUES('https://spacelift.io/blog/aws-s3-cp',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','a4aa5cdb493b559dff61f5a12b362518405ba0e2433b9e95526e92a44bec904c',100.0,1.7790315961121881e+09,1,'2026-05-17T17:26:36.112188+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-tools-scripts.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://spacelift.io/blog/azure-terraform-export','spacelift.io: Azure Terraform Export: Importing Resources with Aztfexport','','2023',0,'Spacelift''s practical walkthrough of using Azure Terrafy (`aztfexport`). Explains migration patterns, cleanup processes for generated code, and details how to integrate converted assets into active Spacelift workflows.','Go','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Azure", "IaC", "Migration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://spacelift.io/blog/docker-volumes','spacelift.io: Docker Volumes – Guide with Examples','','2023',0,'Deep-dives into container volume performance mechanics, differentiating named volumes, blind directory mounts, and tmpfs mounts. Details filesystem execution patterns across varying deployment host engines.','N/A','article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers", "Docker Storage", "Data Persistence"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://spacelift.io/blog/how-to-provision-aws-eks-kubernetes-cluster-with-terraform','spacelift.io: How to Provision an AWS EKS Kubernetes Cluster with Terraform','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','c2d08cce9b4e1e0e28d7b4a8f7293cdfc158ed0263ffe4e9ddd38b1841571381',100.0,1779031103.19359,0,'2026-05-17T17:18:23.193590+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://spacelift.io/blog/how-to-provision-aws-eks-kubernetes-cluster-with-terraform','spacelift.io: How to Provision an AWS EKS Kubernetes Cluster with Terraform','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c2d08cce9b4e1e0e28d7b4a8f7293cdfc158ed0263ffe4e9ddd38b1841571381',100.0,1779031103.19359,0,'2026-05-17T17:18:23.193590+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"duplicate_of": "https://spacelift.io/blog/terraform-eks"}');
 INSERT INTO "resources" VALUES('https://spacelift.io/blog/infrastructure-as-code-with-generic-ci-cd','spacelift.io: Why Generic CI/CD Tools Will Not Deliver Successful IaC','','2023',0,'Explains why generic CI/CD tooling lacks features required to safely deploy stateful IaC projects. Details why specialized state engines, runtime locking mechanisms, policy enforcement, and drift tracking are required for reliable cloud management.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Infrastructure as Code", "CI/CD Platforms"]','["[COMMUNITY-TOOL]"]','[]','["iac.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://spacelift.io/blog/kubernetes-architecture','spacelift.io: What Is Kubernetes Architecture? – Components Overview','','2023',0,'A comprehensive breakdown of the Kubernetes Control Plane and Worker Node architecture. Details the functionalities and interactions of key system components including etcd, kube-apiserver, kube-scheduler, kube-controller-manager, and the node-level agents (kubelet, kube-proxy), illustrating how they maintain cluster state.','English','Technical Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Control Plane", "Components Overview"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://spacelift.io/blog/kubernetes-ci-cd','spacelift.io: Kubernetes CI/CD Pipelines – 7 Best Practices and Tools | James Walker 🌟','','2023',1,'Covers seven best practices for running production-grade Kubernetes CI/CD pipelines. Evaluates declarative branch states, secure RBAC configurations, health check integrations, and automatic drift detection.','English','Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Engineering", "Kubernetes", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}');
@@ -12546,15 +12546,15 @@ INSERT INTO "resources" VALUES('https://spectrum.ieee.org/software-eating-car','
 INSERT INTO "resources" VALUES('https://speedlancer.com','speedlancer','','2026',0,'An on-demand freelance marketplace designed to deliver highly segmented tasks with rapid turnaround times. Its architecture splits complex projects into discrete, concurrent deliverables. Live grounding demonstrates its niche in fast-turnaround creative and technical operations.','English','Platform/SaaS','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Remote Work & Career", "Talent Platforms", "On-Demand Delivery"]','["[COMMUNITY-TOOL]"]','[]','["freelancing.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://spinnaker.io','spinnaker.io deployment tool','','2023',0,'Spinnaker is an enterprise-grade, multi-cloud continuous deployment engine designed for scale. Featuring native integration with cloud platforms and automated canary testing via Kayenta, it enables highly sophisticated deployment policies.','English','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Deployment & Delivery", "Continuous Deployment", "Multi-Cloud Continuous Delivery"]','["[COMMUNITY-TOOL]"]','[]','["jenkins-alternatives.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://spinnaker.io/docs/setup/install','Demo/Evaluation Installations','','2022',0,'Curator Insight covers the official installation and evaluation setup parameters for Spinnaker. Live Grounding shows Spinnaker remains a highly sophisticated CD platform designed for multi-cloud deployments, though its complex architecture makes it less popular for lightweight Kubernetes setups compared to modern GitOps tools. It is best suited for legacy VM and complex cluster canary rollouts.','N/A','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Continuous Delivery", "Spinnaker Setup", "Orchestration Engines"]','["[LEGACY]"]','[]','["demos.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://spinnaker.io/setup/quickstart','Demo/Evaluation Installations','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','0bdf0059e42a1cb73ddb1f91b18bbe02527d0651734772cd69e8f4dbff5c6826',100.0,1.77903020762350392e+09,0,'2026-05-17T17:03:27.623504+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://spinnaker.io/setup/quickstart','Demo/Evaluation Installations','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','0bdf0059e42a1cb73ddb1f91b18bbe02527d0651734772cd69e8f4dbff5c6826',100.0,1.77903020762350392e+09,0,'2026-05-17T17:03:27.623504+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://spinnaker.io/docs/setup/install"}');
 INSERT INTO "resources" VALUES('https://spinscale.de/posts/2021-08-25-using-testcontainers-to-test-elasticsearch-plugins.html','spinscale.de: Using Testcontainers To Test Elasticsearch Plugins','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','2f081a0ec06bce6927d944b641ff677021efc89637f8295f0a1fbb1ee7cf45d7',100.0,1.77903257178095102e+09,1,'2026-05-17T17:42:51.780951+02:00',NULL,NULL,NULL,'[]','[]','["docs/qa.md"]','[]','{}','{}');
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+INSERT INTO "resources" VALUES('https://split.io/blog/keystone-feature-flags','split.io: Keystone Flags: Feature Flagging With Less Mess','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','78b01b0ef8a16c1248d5ceb1f46059cf1bf7a66c2da265b37f53463ee42fcdeb',100.0,1.77903451784815907e+09,0,'2026-05-17T18:15:17.848159+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://harness.io/2020/09/getting-started-with-cloud-cost-optimization"}');
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-INSERT INTO "resources" VALUES('https://spot.io/blog/setting-up-managing-monitoring-spark-on-kubernetes','spot.io: Setting up, Managing & Monitoring Spark on Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','705b4bf92b9e5b9114616078cda74b9175ace99b9154f47de8bb814ee9167c54',100.0,1.77903097947986698e+09,0,'2026-05-17T17:16:19.479867+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-bigdata.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://spot.io/blog/setting-up-managing-monitoring-spark-on-kubernetes','spot.io: Setting up, Managing & Monitoring Spark on Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','705b4bf92b9e5b9114616078cda74b9175ace99b9154f47de8bb814ee9167c54',100.0,1.77903097947986698e+09,0,'2026-05-17T17:16:19.479867+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-bigdata.md"]','[]','{}','{"duplicate_of": "https://www.flexera.com/products/flexera-one/container-optimization"}');
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-INSERT INTO "resources" VALUES('https://spring-petclinic.github.io/docs/resources.html','spring-petclinic.github.io Docs','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','2654b42b7c2235a3259dfb2fa5793723fa3583c6bc210aab421fe0ebd422dfe9',100.0,1779029482.64403,1,'2026-05-17T16:51:22.644030+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://spring-petclinic.github.io/docs/resources.html','spring-petclinic.github.io Docs','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','2654b42b7c2235a3259dfb2fa5793723fa3583c6bc210aab421fe0ebd422dfe9',100.0,1779029482.64403,1,'2026-05-17T16:51:22.644030+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://spring-petclinic.github.io"}');
 INSERT INTO "resources" VALUES('https://spring.io','Spring','','2026',0,'The main home of the Spring project, facilitating modern microservices development through components like Spring Boot, Spring Security, and Spring Data. Utilizing a robust Java 17/21 baseline, modern Spring architectures focus on compilation ahead-of-time (AOT) and GraalVM native binary support.','Java','Platform','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Spring Ecosystem", "Platform", "Core Framework"]','["[COMMUNITY-TOOL]"]','[]','["java_frameworks.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://spring.io/blog/2020/01/27/creating-docker-images-with-spring-boot-2-3-0-m1','spring.io: Creating Docker images with Spring Boot 2.3.0.M1','','2020',4,'Historic blog introducing native buildpack support and layer customization in Spring Boot 2.3. This milestone revolutionized how Spring applications were containerized by eliminating manual Dockerfile maintenance. While the 2.3.x release line is now legacy, these core concepts laid the foundation for Spring Boot 3''s high-performance container integration, including native image compilation.','Java','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Java Cloud Native", "Spring Boot", "Containerization"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','[]','["java_frameworks.md"]','{}','{}');
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@@ -12570,14 +12570,14 @@ INSERT INTO "resources" VALUES('https://spring.io/projects/spring-cloud-gateway'
 INSERT INTO "resources" VALUES('https://spring.io/projects/spring-cloud-kubernetes','Spring Cloud Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','8f233377dc8ceb4cfcba0be8cdfe37bada36e5fe8ab5763c1db5fa4b21e6a6f5',100.0,1779030604.86845,0,'2026-05-17T17:10:04.868450+02:00',NULL,NULL,NULL,'[]','[]','["docs/java_frameworks.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://spring.io/projects/spring-cloud/-kubernetes',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering spring.io in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual',NULL,64.0,1779130494.93787,0,'2026-05-18T20:54:54.937870+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://sqlpd.com','SQL Police Department','','2025',3,'A specialized gamified engine where users solve mock criminal investigations writing relational SQL queries. Highly effective for building structural query efficiency and database logic before moving to complex stateful containerization.','English','Interactive Game','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Infrastructure", "Databases", "SQL", "Gamified Learning"]','["[COMMUNITY-TOOL]"]','[]','["elearning.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://sqlrevisited.blogspot.com/2022/03/mysql-vs-postgresql-pros-and-cons.html','sqlrevisited.blogspot.com: MySQL vs PostgreSQL? Pros and Cons','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','dc695cb17c63dc4bf3794ae05a32b6003abc62efa6307ac0d5480b07bf5a7ecc',100.0,1.77903254395942306e+09,0,'2026-05-17T17:42:23.959423+02:00',NULL,NULL,NULL,'[]','[]','["docs/databases.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://sqlrevisited.blogspot.com/2022/03/mysql-vs-postgresql-pros-and-cons.html','sqlrevisited.blogspot.com: MySQL vs PostgreSQL? Pros and Cons','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','dc695cb17c63dc4bf3794ae05a32b6003abc62efa6307ac0d5480b07bf5a7ecc',100.0,1.77903254395942306e+09,0,'2026-05-17T17:42:23.959423+02:00',NULL,NULL,NULL,'[]','[]','["docs/databases.md"]','[]','{}','{"duplicate_of": "https://www.sqlrevisited.com/2022/03/mysql-vs-postgresql-pros-and-cons.html"}');
 INSERT INTO "resources" VALUES('https://squidfunk.github.io/mkdocs-material','Material for MkDocs','','2026',0,'The documentation portal for Material for MkDocs, the industry-standard UI layout for engineering document sites. Highlights integrated site search, dark-mode styling, responsive navigation layouts, and rich plugin customization features. In 2026, it is the standard base for global developer portals.','HTML','Tool Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Documentation & Workflow", "Static Site Generators", "MkDocs Themes"]','["[COMMUNITY-TOOL]"]','[]','["mkdocs.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://srcco.de/posts/many-kubernetes-clusters.html','srcco.de: Zalando - Many Kubernetes Clusters instead of 1 huge cluster','','2020',0,'Zalando''s landmark architectural analysis of their decision to deploy hundreds of single-tenant, purpose-built clusters instead of one giant shared cluster. This text addresses multi-tenancy, blast radius containment, and automated control-plane orchestration.','English','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Case Studies", "Multi-Cluster Architecture", "Scale Strategies"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://sre.google','Google: What is Site Reliability Engineering (SRE)?','','2016',0,'Google''s central hub for SRE methodologies, offering deep documentation on managing risk, service level objectives, monitoring, alerting, and elimination of toil. Essential reading for system architects establishing production-readiness checklists.','English','documentation','beginner',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Reliability Engineering", "SRE", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["sre.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://sre.google/resources/practices-and-processes/art-of-slos','sre.google: The Art of SLOs','','2020',0,'Google''s structural guide to defining user-centric Service Level Indicators (SLIs) and Service Level Objectives (SLOs). Features processes to prevent metric fatigue and map indicators directly to consumer utility.','English','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Service Level Objectives", "Google Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["sre.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://sre.google/sre-book/evolving-sre-engagement-model','sre.google: sre-book - The Evolving SRE Engagement Model','','2016',0,'Core chapter from Google''s SRE Book defining the Service Engagement Model. Outlines operational boundaries, launch-readiness reviews, service onboarding criteria, and the programmatic handback of unstable systems to development teams.','English','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Site Reliability Engineering", "Google SRE Book"]','["[COMMUNITY-TOOL]"]','[]','["sre.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://sre.google/sre-book/monitoring-distributed-systems','Monitoring Distributed Systems - Google SRE Book','','2016',5,'The foundational text establishing distributed systems monitoring fundamentals. Introduces the ''four golden signals'' (latency, traffic, errors, and saturation) and addresses the core engineering trade-offs between white-box and black-box monitoring. Curator Insight: Seminal SRE literature defining core telemetry metrics. Live Grounding: Remains the architectural blueprint for modern production-grade telemetry frameworks globally.','English','Book Chapter','Expert',1,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Site Reliability Engineering", "Observability", "Monitoring Theory", "Distributed Systems"]','["[DE FACTO STANDARD]"]','[]','["sre.md", "kubernetes-monitoring.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://sre.google/sre-book/monitoring-distributed-systems','Monitoring Distributed Systems - Google SRE Book','','2016',5,'The foundational text establishing distributed systems monitoring fundamentals. Introduces the ''four golden signals'' (latency, traffic, errors, and saturation) and addresses the core engineering trade-offs between white-box and black-box monitoring. Curator Insight: Seminal SRE literature defining core telemetry metrics. Live Grounding: Remains the architectural blueprint for modern production-grade telemetry frameworks globally.','English','Book Chapter','Expert',1,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Site Reliability Engineering", "Observability", "Monitoring Theory", "Distributed Systems"]','["[DE FACTO STANDARD]"]','[]','["sre.md", "kubernetes-monitoring.md", "monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://sre.google/sre-book/table-of-contents',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','947060a29b57996cbf4f31566b3988b2ea86d46421c14362d103fb374e37301e',100.0,1.77903457174917888e+09,0,'2026-05-17T18:16:11.749179+02:00',NULL,NULL,NULL,'[]','[]','["docs/sre.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://sst.dev/blog/moving-away-from-cdk','sst.dev: Moving away from CDK: CDK doesn’t create the infrastructure you define','','2024',0,'Curator Insight captures the SST team''s pivotal decision to transition from AWS CDK to Pulumi/Terraform engines (SST Ion) due to performance bottlenecks and CloudFormation limits. Live Grounding in 2026 highlights this article as a milestone in the serverless community, validating the growing adoption of highly optimized, engine-agnostic IaC tools.','TypeScript','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Alternative IaC", "SST"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://sst.dev/blog/moving-away-from-cdk.html','==sst.dev: Moving away from CDK: CDK doesn’t create the infrastructure you'' define==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','61cc618a0698c5c486c007ad725b35c46eedc6adb6d30cb9c529ffe87c4deaaf',100.0,1.77903056173685288e+09,0,'2026-05-17T17:09:21.736853+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-miscellaneous.md"]','[]','{}','{}');
@@ -12587,16 +12587,16 @@ INSERT INTO "resources" VALUES('https://stackify.com/who-will-dominate-in-the-fu
 INSERT INTO "resources" VALUES('https://stackoverflow.blog/2020/03/16/how-event-driven-architecture-solves-modern-web-app-problems','stackoverflow.blog: How event-driven architecture solves modern web app problems 🌟','','2020',0,'This study from StackOverflow contrasts traditional request-response architectures with asynchronous event structures. It explains how shifting to non-blocking patterns resolves high-concurrency web app bottlenecks, increasing system fault tolerance.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Microservices", "Web Development", "Event-Driven Architecture"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://stackoverflow.blog/2020/06/10/the-rise-of-the-devops-mindset','stackoverflow.blog: The rise of the DevOps mindset 🌟','','2020',2,'Draws on Stack Overflow developers'' telemetry data to illustrate how software architects have universally embraced CI/CD automation and infrastructure control tasks as core aspects of their jobs.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Culture", "Industry Survey"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://stackoverflow.blog/2021/01/14/have-the-tables-turned-on-nosql','stackoverflow.blog: Have the tables turned on NoSQL?','','2021',4,'An analysis of post-hype NoSQL database adoption, highlighting the rise of NewSQL and modern distributed relational engines. Evaluates operational trade-offs regarding eventual consistency pain points in heavy transactional pipelines.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Architecture", "Database Comparison", "Market Trends"]','["[ENTERPRISE-STABLE]"]','[]','["nosql.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://stackoverflow.blog/2021/01/19/fulfilling-the-promise-of-ci-cd','stackoverflow.blog: Fulfilling the promise of CI/CD 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','1a2a93c5ad4534591d80a179381501ecd900319be6a59883a708030afb1028ad',100.0,1.77903057000261092e+09,0,'2026-05-17T17:09:30.002611+02:00',NULL,NULL,NULL,'[]','[]','["docs/cicd.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://stackoverflow.blog/2021/01/19/fulfilling-the-promise-of-ci-cd','stackoverflow.blog: Fulfilling the promise of CI/CD 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1a2a93c5ad4534591d80a179381501ecd900319be6a59883a708030afb1028ad',100.0,1.77903057000261092e+09,0,'2026-05-17T17:09:30.002611+02:00',NULL,NULL,NULL,'[]','[]','["docs/cicd.md"]','[]','{}','{"duplicate_of": "https://stackoverflow.blog/2021/12/20/fulfilling-the-promise-of-ci-cd"}');
 INSERT INTO "resources" VALUES('https://stackoverflow.blog/2021/03/08/infrastructure-as-code-create-and-configure-infrastructure-elements-in-seconds','stackoverflow.blog: Infrastructure as code: Create and configure infrastructure elements in seconds','','2021',0,'Introduces the foundational design patterns of Infrastructure as Code (IaC). Explains how codifying environments speeds up resource instantiation, eliminates configuration drift, and acts as the basis for reliable automation pipelines.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Infrastructure as Code", "Fundamentals"]','["[COMMUNITY-TOOL]"]','[]','["iac.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://stackoverflow.blog/2021/04/05/a-look-under-the-hood-how-branches-work-in-git','stackoverflow.blog: A look under the hood: how branches work in Git','','2021',0,'A deep architectural analysis of Git''s pointer-based branch structure. By explaining how a Git branch is simply a lightweight, mutable 41-byte text file containing a SHA-1 hash pointer, this analysis clarifies how operations remain computationally constant-time regardless of project scale.','English','Deep Dive','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Version Control", "Git Core", "Internal Architecture"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://stackoverflow.blog/2021/05/19/rethinking-system-architecture-can-kubernetes-help-to-solve-rewrite-anxiety','stackoverflow.blog: Using Kubernetes to rethink your system architecture and ease technical debt 🌟','','2021',1,'Discusses utilizing a migration to Kubernetes as a strategic catalyst to refactor legacy monoliths. Reorganizes monolithic systems into decoupled containers, successfully lowering long-term architectural tech debt.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Technical Debt", "Orchestration"]','["[LEGACY]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://stackoverflow.blog/2021/05/24/how-developers-can-be-their-own-operations-department','stackoverflow.blog: How developers can be their own operations department','','2021',0,'Discusses advanced self-service models that allow developers to manage environments using pre-approved cloud architectures. Highlights how using template-driven platforms reduces dependency on central operations while keeping compliance standards.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Developer Self-Service", "SRE Patterns"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://stackoverflow.blog/2021/07/14/getting-started-with-python','stackoverflow.blog: Getting started with… Python 🌟','','2021',0,'A foundational developer guide on configuring a Python workspace. Reviews pip package managers, standard tooling structures, shell interaction interfaces, and virtual environment configurations.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Python Core", "Learning Resources"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://stackoverflow.blog/2021/07/14/getting-started-with-python','stackoverflow.blog: Getting started with… Python 🌟','','2021',0,'A foundational developer guide on configuring a Python workspace. Reviews pip package managers, standard tooling structures, shell interaction interfaces, and virtual environment configurations.','English','Article','Beginner',0,'duplicate','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Python Core", "Learning Resources"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{"duplicate_of": "https://edidiongasikpo.com/getting-started-with-the-dom-ck9u4u82503or6es16p2rx7c1"}');
 INSERT INTO "resources" VALUES('https://stackoverflow.blog/2021/09/08/observability-is-key-to-the-future-of-software-and-your-devops-career','stackoverflow.blog: Observability is key to the future of software (and your DevOps career)','','2021',0,'Illustrates the strategic career path for DevOps and Platform Engineers who master distributed tracing, alerting design, and runtime telemetry parsing. Curator Insight: Career advancement through telemetry excellence. Live Grounding: Identifies active observability expertise as a core modern differentiator in high-value platform roles.','English','Blog Post','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Observability", "Careers", "Culture"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://stackoverflow.blog/2021/09/22/gitlab-launches-collective-on-stack-overflow','stackoverflow.blog: GitLab launches Collective on Stack Overflow','','2021',0,'Announcement highlighting the launch of the GitLab Collective on Stack Overflow, establishing a curated ecosystem of verified Q&As, knowledge-sharing, and technical interaction for modern DevSecOps practices.','None','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Community", "Developer Relations", "Stack Overflow", "GitLab"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://stackoverflow.blog/2021/12/20/fulfilling-the-promise-of-ci-cd','stackoverflow.blog: Fulfilling the promise of CI/CD','','2021',0,'Addresses the operational gap between implementing automation tooling and achieving mature continuous deployment. Focuses on continuous test suite reliability and pipeline performance data.','English','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "CI-CD Pipelines", "State of DevOps"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://stackoverflow.blog/2022/01/10/the-great-resignation-is-here-what-does-that-mean-for-developers','stackoverflow.blog: The Great Resignation is here. What does that mean for'' developers? 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','b58ddeddfea5a209a8635da9eccb31fc0d060420b7de76768cd90a052f68f55d',100.0,1.77903348950498199e+09,0,'2026-05-17T17:58:09.504982+02:00',NULL,NULL,NULL,'[]','[]','["docs/recruitment.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://stackoverflow.blog/2022/01/10/the-great-resignation-is-here-what-does-that-mean-for-developers','stackoverflow.blog: The Great Resignation is here. What does that mean for'' developers? 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b58ddeddfea5a209a8635da9eccb31fc0d060420b7de76768cd90a052f68f55d',100.0,1.77903348950498199e+09,0,'2026-05-17T17:58:09.504982+02:00',NULL,NULL,NULL,'[]','[]','["docs/recruitment.md"]','[]','{}','{"duplicate_of": "https://stackoverflow.blog/2022/12/28/the-great-resignation-is-here-what-does-that-mean-for-developers"}');
 INSERT INTO "resources" VALUES('https://stackoverflow.blog/2022/12/28/the-great-resignation-is-here-what-does-that-mean-for-developers','stackoverflow.blog: The Great Resignation is here. What does that mean for developers? 🌟','','2022',0,'A data-driven Stack Overflow analysis investigating developer career changes. It links high attrition directly to poor developer experience (DX), administrative friction, and legacy tool stacks, providing actionable targets for engineering leaders.','English','article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Industry Analysis", "Developer Dynamics", "Market Shifts"]','["[LEGACY]"]','[]','["recruitment.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://stackoverflow.com/collectives','Stack Overflow Collectives 🌟','','N/A',0,'A curated technical resource and architectural guide covering Stack Overflow Collectives 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173610146193599e+09,0,'2026-06-18T00:41:41.461936+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/newsfeeds.md"]','["index.md", "newsfeeds.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://stackoverflow.com/collectives/aws','AWS Collective','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903210816059708e+09,0,'2026-05-17T17:35:08.160597+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}');
@@ -12631,10 +12631,10 @@ INSERT INTO "resources" VALUES('https://stackpulse.com/blog/automated-kubernetes
 INSERT INTO "resources" VALUES('https://stackpulse.com/blog/challenges-of-running-services-with-k8s-reliably','stackpulse.com: Challenges of Running Services With K8s Reliably','','N/A',0,'A curated technical resource and architectural guide covering stackpulse.com: Challenges of Running Services With K8s Reliably in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903281185837101e+09,0,'2026-05-17T17:46:51.858371+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://stackpulse.com/blog/https-stackpulse-com-blog-kubernetes-production-best-practices','stackpulse.com: Kubernetes and SRE: 5 Best Practices for K8s Reliability'' in Production','','N/A',0,'A curated technical resource and architectural guide covering stackpulse.com: Kubernetes and SRE: 5 Best Practices for K8s Reliability'' in Production in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903105570429492e+09,0,'2026-05-17T17:17:35.704295+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://stackpulse.com/blog/monoliths-vs-microservices-best-practices','stackpulse.com: Managing Reliability for Monoliths vs. Microservices: Best'' Practices for SREs','','N/A',0,'A curated technical resource and architectural guide covering stackpulse.com: Managing Reliability for Monoliths vs. Microservices: Best'' Practices for SREs in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903372556188893e+09,0,'2026-05-17T18:02:05.561889+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/sre.md"]','["sre.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://stackpulse.com/blog/monoliths-vs-microservices-challenges','stackpulse.com: Managing Reliability for Monoliths vs. Microservices: The'' Challenges for SREs','','N/A',0,'A curated technical resource and architectural guide covering stackpulse.com: Managing Reliability for Monoliths vs. Microservices: The'' Challenges for SREs in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902930428651499e+09,0,'2026-05-17T16:48:24.286515+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/sre.md"]','["sre.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://stackpulse.com/blog/monoliths-vs-microservices-challenges','stackpulse.com: Managing Reliability for Monoliths vs. Microservices: The'' Challenges for SREs','','N/A',0,'A curated technical resource and architectural guide covering stackpulse.com: Managing Reliability for Monoliths vs. Microservices: The'' Challenges for SREs in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77902930428651499e+09,0,'2026-05-17T16:48:24.286515+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/sre.md"]','["sre.md"]','{}','{"duplicate_of": "https://stackpulse.com/blog/monoliths-vs-microservices-best-practices"}');
 INSERT INTO "resources" VALUES('https://stackpulse.com/blog/no-sre-is-not-the-new-devops-unless-it-is','stackpulse.com: No, SRE Is Not the New DevOps – Unless It Is','','N/A',0,'A curated technical resource and architectural guide covering stackpulse.com: No, SRE Is Not the New DevOps – Unless It Is in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790299620533421e+09,0,'2026-05-17T16:59:22.053342+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/sre.md"]','["sre.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://stackshare.io/stackups/kubernetes-vs-portainer','stackshare.io: Kubernetes vs Portainer','','N/A',0,'A curated technical resource and architectural guide covering stackshare.io: Kubernetes vs Portainer in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903139680704092e+09,0,'2026-05-17T17:23:16.807041+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-alternatives.md"]','["kubernetes-alternatives.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://stackstorm.com','StackStorm.com','','2025',0,'Automated workflow, remediation, and orchestration engine. Utilizes event-driven triggers, custom rules, and structured packs to deliver self-healing capabilities across cloud, network, and system infrastructures.','Python','Platform','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Event-Driven Automation", "StackStorm"]','["[COMMUNITY-TOOL]"]','[]','["stackstorm.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://stackstorm.com','StackStorm.com','','2025',0,'Automated workflow, remediation, and orchestration engine. Utilizes event-driven triggers, custom rules, and structured packs to deliver self-healing capabilities across cloud, network, and system infrastructures.','Python','Platform','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Event-Driven Automation", "StackStorm"]','["[COMMUNITY-TOOL]"]','[]','["stackstorm.md", "cicd.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://starkephillip.com/the-effects-of-remote-work-on-company-culture','starkephillip.com: The effects of remote work on company culture','','2022',0,'Curator Insight analyzes the shifting dynamics of company culture within fully distributed teams. Live Grounding demonstrates that cultivating psychological safety, explicit async communication standards, and periodic intentional offsites are essential actions to prevent silos in modern engineering organizations.','N/A','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Organizational Culture", "Remote Work", "Company Culture"]','["[COMMUNITY-TOOL]"]','[]','["remote-tech-jobs.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://start.spring.io','Spring Initializr 🌟','','2026',0,'The premier initialization dashboard for the Spring ecosystem. Incorporates direct dependency bindings to native Kubernetes microservices components, generating pre-configured templates with container-ready, cloud-native properties.','Java','Tool','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Development", "Java", "Project Bootstrapping"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://statemanagement.substack.com/p/hating-the-code-of-others','Hating code of others','','N/A',0,'A curated technical resource and architectural guide covering Hating code of others in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903339781142306e+09,0,'2026-05-17T17:56:37.811423+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devops.md"]','["devops.md"]','{}','{}');
@@ -12643,7 +12643,7 @@ INSERT INTO "resources" VALUES('https://static.sched.com/hosted_files/kccncna19/
 INSERT INTO "resources" VALUES('https://static.sched.com/hosted_files/kccncna20/02/A%20Walk%20Through%20the%20Kubernetes%20UI%20Landscape%20%28KubeCon%20Talk%202020%29.pdf','PDF','','2020',0,'A complete comparison slide deck detailing the Kubernetes UI landscape, including Lens, Kubevious, and Octant. Analyzes how different dashboards display live cluster topologies and validation failures.','English','Presentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Observability", "Visualization & Auditing", "UI Comparisons"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-based-devel.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://staticnat.com/setting-up-python-on-osx','Setting up Python on OSX: UPDATED','','2014',0,'System administration guide documenting Homebrew integration, pyenv setups, and environment path configurations on macOS. (Note: Primarily historical compared to modern 2026 container-based local architectures).','Bash','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2014-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Productivity", "Workspace Optimization", "OSX Setup"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://stats.jenkins.io','stats.jenkins.io 🌟','','2026',0,'Live landing dashboard presenting global aggregated usage statistics of the Jenkins ecosystem. Tracks monthly active installations, plugin adoption counts, OS distributions, and version trends across the community.','English','Webpage','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI-CD", "Jenkins", "Telemetry"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://status.aws.amazon.com','status.aws.amazon.com: Service Health Dashboard','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','N/A',100.0,1.7790339497794559e+09,0,'2026-05-17T18:05:49.779456+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://status.aws.amazon.com','status.aws.amazon.com: Service Health Dashboard','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1.7790339497794559e+09,0,'2026-05-17T18:05:49.779456+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws.md"]','[]','{}','{"duplicate_of": "https://health.aws.amazon.com/health/status"}');
 INSERT INTO "resources" VALUES('https://steampipe.io','steampipe','','2026',0,'An extensible open-source command-line framework that translates APIs and cloud inventories into virtual SQL tables. Enables DevOps engineers to construct real-time dashboards and audit configuration profiles on multi-cloud hosts.','Go','Library','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure & Orchestration", "Asset Management & Governance", "Cloud Analytics"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md", "cloud-asset-inventory.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://steampipe.io/blog/github-security-tips','steampipe.io: Top 3 ways to improve GitHub org security','','2022',0,'Examines methodologies for auditing and improving GitHub organization configurations using Steampipe. Synthesizes query scripts to dynamically monitor third-party OAuth access, MFA compliance, and excessive repository administration rights.','SQL','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Compliance", "Access Control", "Organization Governance"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://steampunk.si/blog/let-us-give-ansible-a-rest','steampunk.si: Let us give Ansible a REST','','2022',0,'Examines advanced patterns of REST API orchestration. Discusses robust exception-handling, rate-limiting, and state-reconciliation when interacting with distributed microservice control planes.','English','blog_post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Automation & Orchestration", "Ansible Integration", "API Automation"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
@@ -12653,8 +12653,8 @@ INSERT INTO "resources" VALUES('https://stelfstartup.com',NULL,NULL,NULL,NULL,NU
 INSERT INTO "resources" VALUES('https://stelligent.github.io/config-lint','Config-lint','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','54893d1303a24ec98d4130dae56b66d16a99b2a08fd717078335a4fb874ce75c',100.0,1.77903041313577198e+09,1,'2026-05-17T17:06:53.135772+02:00',NULL,NULL,NULL,'[]','[]','["docs/yaml.md"]','[]','{}','{"is_special": true}');
 INSERT INTO "resources" VALUES('https://stevehorsfield.wordpress.com/2019/08/13/devops-tricks-templating-yaml-files','Steve Horsfield: DevOps tricks - Templating YAML files','','2019',3,'A DevOps blog detailing handy techniques and shell scripts for templating configuration files. It explores quick string replacements, bash substitution, and tool-based schema construction. This guide is helpful for engineers looking to dynamically build runtime parameters inside pipelines.','N/A','article','intermediate',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Configuration Management", "YAML Syntax", "Advanced Techniques"]','["[COMMUNITY-TOOL]"]','[]','["yaml.md"]','{}','{"is_special": true}');
 INSERT INTO "resources" VALUES('https://stevelasker.blog/2018/03/01/docker-tagging-best-practices-for-tagging-and-versioning-docker-images','stevelasker.blog: Docker Tagging: Best practices for tagging and versioning docker images','','2018',0,'Examines release artifact numbering frameworks for corporate environments. Outlines semantic naming paradigms and explains the operational risks of using volatile tags in automated orchestration environments.','N/A','article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers", "Image Registry", "Lifecycle Management"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://storageclass.info/csidrivers','Searchable list of Kubernetes Storage Providers','','N/A',0,'A curated technical resource and architectural guide covering Searchable list of Kubernetes Storage Providers in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903028505805706e+09,0,'2026-05-17T17:04:45.058057+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://store.docker.com/editions/community/docker-ce-desktop-windows','store.docker.com: Docker Community Edition EDGE with kubernetes. Installing'' Kubernetes using the Docker Client','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','ddfdffeef3900b32415f699c64cdec71100c564739316f2351488e58429b84d3',100.0,1.77903426528261303e+09,0,'2026-05-17T18:11:05.282613+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://storageclass.info/csidrivers','Searchable list of Kubernetes Storage Providers','','N/A',0,'A curated technical resource and architectural guide covering Searchable list of Kubernetes Storage Providers in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903028505805706e+09,0,'2026-05-17T17:04:45.058057+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"duplicate_of": "https://storageclass.info/drivers"}');
+INSERT INTO "resources" VALUES('https://store.docker.com/editions/community/docker-ce-desktop-windows','store.docker.com: Docker Community Edition EDGE with kubernetes. Installing'' Kubernetes using the Docker Client','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ddfdffeef3900b32415f699c64cdec71100c564739316f2351488e58429b84d3',100.0,1.77903426528261303e+09,0,'2026-05-17T18:11:05.282613+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{"duplicate_of": "https://docs.docker.com/desktop/setup/install/windows-install"}');
 INSERT INTO "resources" VALUES('https://stories.schubergphilis.com/terraform-aws-management-using-your-google-account-cfe5ea70c75','stories.schubergphilis.com: (Terraform) AWS management using your Google'' account','','N/A',0,'A curated technical resource and architectural guide covering stories.schubergphilis.com: (Terraform) AWS management using your Google'' account in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790293228093841e+09,0,'2026-05-17T16:48:42.809384+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://storiesfromtheherd.com/unpacking-observability-a-beginners-guide-833258a0591f','storiesfromtheherd.com: Unpacking Observability','','N/A',0,'A curated technical resource and architectural guide covering storiesfromtheherd.com: Unpacking Observability in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790307394063611e+09,0,'2026-05-17T17:12:19.406361+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://stormforge.io','stormforge.io: Automated Kubernetes resource management for platform engineering teams to continuously rightsize workloads with HPA compatibility','','2024',0,'Introduces StormForge''s automated resource optimization platform.
@@ -12687,9 +12687,9 @@ INSERT INTO "resources" VALUES('https://superfastpython.com/threading-vs-multipr
 Live Grounding: Analyzes shared memory architectures under Python''s GIL limits compared against isolated execution processes using IPC protocols.','Python','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Concurrency & Parallelism", "Execution Models"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://superorbital.io/blog/testing-production-controllers','superorbital.io: Testing Production Kubernetes Controllers','','2025',0,'A highly practical engineering article explaining testing techniques for Kubernetes operators. Discusses unit testing designs, envtest integration, mock clients, and local cluster sandbox validation routines needed to secure resilient operators.','N/A','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Extensibility & Development", "Controller Testing", "Guides & Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-operators-controllers.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://superuser.openinfra.org/articles/run-your-kubernetes-cluster-on-openstack-in-production','superuser.openstack.org: Run Your Kubernetes Cluster on OpenStack in Production','','2021',0,'A technical playbook outlining how to marry OpenStack''s bare-metal/VM resources with Kubernetes automation. Outlines storage mapping through Cinder, network integration via Octavia/Neutron, and high-performance production topologies.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Private Cloud", "OpenStack Integration"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://superuser.openstack.org/articles/run-your-kubernetes-cluster-on-openstack-in-production','superuser.openstack.org: Run Your Kubernetes Cluster on OpenStack in Production','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','415af96e930046b4c24cf44f4f92a0b0a1c4390f0593bc29739c92146fc60db0',100.0,1.77903133383724498e+09,0,'2026-05-17T17:22:13.837245+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://superuser.openstack.org/articles/run-your-kubernetes-cluster-on-openstack-in-production','superuser.openstack.org: Run Your Kubernetes Cluster on OpenStack in Production','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','415af96e930046b4c24cf44f4f92a0b0a1c4390f0593bc29739c92146fc60db0',100.0,1.77903133383724498e+09,0,'2026-05-17T17:22:13.837245+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://superuser.openinfra.org/articles/run-your-kubernetes-cluster-on-openstack-in-production"}');
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@@ -12710,7 +12710,7 @@ INSERT INTO "resources" VALUES('https://survey.stackoverflow.co/2021',NULL,NULL,
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-INSERT INTO "resources" VALUES('https://swagger.io/tools/swaggerhub','SwaggerHub: Free Web Service','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','79feb7c5271cbd874faa5879fd454e81580e6f4b4fa9a1119e9aa7cb55db6545',100.0,1.77903427340265202e+09,0,'2026-05-17T18:11:13.402652+02:00',NULL,NULL,NULL,'[]','[]','["docs/api.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://swagger.io/tools/swaggerhub','SwaggerHub: Free Web Service','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','79feb7c5271cbd874faa5879fd454e81580e6f4b4fa9a1119e9aa7cb55db6545',100.0,1.77903427340265202e+09,0,'2026-05-17T18:11:13.402652+02:00',NULL,NULL,NULL,'[]','[]','["docs/api.md"]','[]','{}','{"duplicate_of": "https://swagger.io/product"}');
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@@ -12719,7 +12719,7 @@ INSERT INTO "resources" VALUES('https://swwapnilp.medium.com/how-does-slack-use-
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+INSERT INTO "resources" VALUES('https://symbiosis.host/blog/comparing-node-launch-times','symbiosis.host: Benchmarking Kubernetes node initialization','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','9b41317200f1b087322c3a792471b31fc491a8397c8153c7090b534ae87c9b3a',100.0,1.77903365548283791e+09,0,'2026-05-17T18:00:55.482838+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-autoscaling.md"]','[]','{}','{"duplicate_of": "https://symbiosis.host/blog/comparing-cluster-creation-times"}');
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@@ -12732,81 +12732,81 @@ INSERT INTO "resources" VALUES('https://sysadminxpert.com/how-to-enable-slow-que
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-INSERT INTO "resources" VALUES('https://sysdig.com/blog/monitor-kube-proxy','sysdig.com: How to monitor kube-proxy 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','1d39578b7f47600bdf1b70440a34f631eb27f09494545525288ff440221e102a',100.0,1.779033296049268e+09,0,'2026-05-17T17:54:56.049268+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://sysdig.com/blog/monitor-kubernetes-control-plane','sysdig.com: How to monitor Kubernetes control plane','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','5882fe4c8c26a5072d0eef1f269c852e44601ee5740ce758ff4b5e8cee0cd1f5',100.0,1.7790317526158359e+09,0,'2026-05-17T17:29:12.615836+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-monitoring.md"]','[]','{}','{}');
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-INSERT INTO "resources" VALUES('https://sysdig.com/blog/monitoring-kubernetes','sysdig.com: Monitoring Kubernetes in Production','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','9cb65ad11d6c0a8646f644de6b48e0d92177b631da8b026a1258953eb9610445',100.0,1.779032344160712e+09,0,'2026-05-17T17:39:04.160712+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-monitoring.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://sysdig.com/blog/postgresql-monitoring','sysdig.com: Top 10 metrics in PostgreSQL monitoring with Prometheus 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','e75bf5ab231f9b9aa576c6884b2da6491bb1f8fc9cfc6666e66a17099e88c140',100.0,1.77903199995960307e+09,0,'2026-05-17T17:33:19.959603+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://sysdig.com/blog/prometheus-2-37-lts','sysdig.com: Prometheus 2.37 – The first long-term supported release! 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','995e20b1e6d22e157cfde15e9ad0109dcbe9c947ba4b15b0bcad91c3880f8242',100.0,1.7790316152900629e+09,0,'2026-05-17T17:26:55.290063+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://sysdig.com/blog/redis-prometheus','sysdig.com: How to monitor Redis with Prometheus','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','456247e7819d327f2779f42b8e8825fcca750ff601db311b73c16444d6b8c05a',100.0,1779031399.12448,0,'2026-05-17T17:23:19.124480+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{}');
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+INSERT INTO "resources" VALUES('https://sysdig.com/blog/debug-kubernetes-crashloopbackoff','sysdig.com: What is Kubernetes CrashLoopBackOff? And how to fix it 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e6d9e2c39ed682e311378e0db059530a4b4ca7239ff42718cca9014b6f924a7e',100.0,1779031538.08933,0,'2026-05-17T17:25:38.089330+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-troubleshooting.md"]','[]','{}','{"duplicate_of": "https://www.sysdig.com/blog/debug-kubernetes-crashloopbackoff"}');
+INSERT INTO "resources" VALUES('https://sysdig.com/blog/dockerfile-best-practices','sysdig.com: Top 20 Dockerfile best practices 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','51f85115a9e7a16c3385b5c08cf8fdee92f06beb28807a203a47833fe11aa2e2',100.0,1.77902924688315105e+09,0,'2026-05-17T16:47:26.883151+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{"duplicate_of": "https://www.sysdig.com/learn-cloud-native/dockerfile-best-practices"}');
+INSERT INTO "resources" VALUES('https://sysdig.com/blog/exposed-prometheus-exploit-kubernetes-kubeconeu','sysdig.com: How attackers use exposed Prometheus server to exploit Kubernetes'' clusters | Miguel HernΓ‘ndez','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','edb932b5a6b675b954f561b31efcb02120001402d29679d3ec296c11d876de90',100.0,1.77903020731572508e+09,0,'2026-05-17T17:03:27.315725+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{"duplicate_of": "https://www.sysdig.com/blog/exposed-prometheus-exploit-kubernetes-kubeconeu"}');
+INSERT INTO "resources" VALUES('https://sysdig.com/blog/gitops-iac-security-source','sysdig.com: How to apply security at the source using GitOps | Eduardo Mínguez'' 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d8d9b36ebc05d20debfc5b9450ec9ae54065c81f8be1de87363360b1c3a9f78d',100.0,1.77903360978438091e+09,0,'2026-05-17T18:00:09.784381+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{"duplicate_of": "https://www.sysdig.com/blog/gitops-iac-security-source"}');
+INSERT INTO "resources" VALUES('https://sysdig.com/blog/how-to-monitor-coredns','sysdig.com: How to monitor coreDNS 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','57004886e0f38874510bcbf876bc14013468b2017fce7199b77eb4f41767b9e2',100.0,1.77903169674806809e+09,0,'2026-05-17T17:28:16.748068+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-networking.md"]','[]','{}','{"duplicate_of": "https://www.sysdig.com/blog/how-to-monitor-coredns"}');
+INSERT INTO "resources" VALUES('https://sysdig.com/blog/how-to-secure-helm','sysdig.com: Helm security and best practices','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b3cb86ee7230857101935c597168527dd884c5121c7d81c5c8888dd208e53d38',100.0,1.77903309247297191e+09,0,'2026-05-17T17:51:32.472972+02:00',NULL,NULL,NULL,'[]','[]','["docs/helm.md"]','[]','{}','{"duplicate_of": "https://www.sysdig.com/blog/how-to-secure-helm"}');
+INSERT INTO "resources" VALUES('https://sysdig.com/blog/image-scanning-best-practices','sysdig.com: 12 Container image scanning best practices to adopt in production','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','2e42efc23e9a36d9c15b25f5171083d59c6f76ef587a00a0bcdec008297e4c29',100.0,1.77903394968768811e+09,0,'2026-05-17T18:05:49.687688+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{"duplicate_of": "https://www.sysdig.com/learn-cloud-native/12-container-image-scanning-best-practices"}');
+INSERT INTO "resources" VALUES('https://sysdig.com/blog/intro-runtime-security-falco','==sysdig.com: Getting started with runtime security and Falco==','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','6a14d5fd411abf8ad61126205350c219b84db12d8fd92dad73d3aa0ac9aa7a65',100.0,1779030204.56871,0,'2026-05-17T17:03:24.568710+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{"duplicate_of": "https://www.sysdig.com/blog/intro-runtime-security-falco"}');
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@@ -12820,7 +12820,7 @@ INSERT INTO "resources" VALUES('https://tech.aabouzaid.com/2022/11/set-openapi-p
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 INSERT INTO "resources" VALUES('https://tech.buzzfeed.com/continuous-deployments-at-buzzfeed-d171f76c1ac4','tech.buzzfeed.com: Continuous Deployments at BuzzFeed','','2018',0,'An architectural case study detailing BuzzFeed''s transition to continuous deployment. Analyzes how their internal tooling structures automated container packaging and microservices management to optimize high-frequency shipping.','English','Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "CI-CD Pipelines", "Case Studies"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://tech.deliveryhero.com/dynamically-overscaling-a-kubernetes-cluster-with-cluster-autoscaler-and-pod-priority','tech.deliveryhero.com: Dynamically overscaling a Kubernetes cluster with'' cluster-autoscaler and Pod Priority','','N/A',0,'A curated technical resource and architectural guide covering tech.deliveryhero.com: Dynamically overscaling a Kubernetes cluster with'' cluster-autoscaler and Pod Priority in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903149446172904e+09,0,'2026-05-17T17:24:54.461729+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-autoscaling.md"]','["kubernetes-autoscaling.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://tech.ebayinc.com/engineering/resiliency-and-disaster-recovery-with-kafka','tech.ebayinc.com: Resiliency and Disaster Recovery with Kafka','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','75b09a92c5b1c3551f49caac6de0bdbc90cdffcaab450c821cae437d38ee3b4a',100.0,1.7790310286246469e+09,0,'2026-05-17T17:17:08.624647+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://tech.ebayinc.com/engineering/resiliency-and-disaster-recovery-with-kafka','tech.ebayinc.com: Resiliency and Disaster Recovery with Kafka','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','75b09a92c5b1c3551f49caac6de0bdbc90cdffcaab450c821cae437d38ee3b4a',100.0,1.7790310286246469e+09,0,'2026-05-17T17:17:08.624647+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://innovation.ebayinc.com/stories/resiliency-and-disaster-recovery-with-kafka"}');
 INSERT INTO "resources" VALUES('https://tech.gogoair.com/jenkins-jobs-as-code-with-groovy-dsl-c8143837593a','medium: Jenkins Jobs as Code with Groovy DSL (Job DSL plugin) 🌟','','N/A',0,'A curated technical resource and architectural guide covering medium: Jenkins Jobs as Code with Groovy DSL (Job DSL plugin) 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903162240515804e+09,0,'2026-05-17T17:27:02.405158+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://tech.loveholidays.com/dynamic-alert-routing-with-prometheus-and-alertmanager-f6a919edb5f8','tech.loveholidays.com: Dynamic alert routing with Prometheus and Alertmanager','','N/A',0,'A curated technical resource and architectural guide covering tech.loveholidays.com: Dynamic alert routing with Prometheus and Alertmanager in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903116392571401e+09,0,'2026-05-17T17:19:23.925714+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://tech.loveholidays.com/gke-multi-cluster-services-one-bad-probe-away-from-disaster-62051fafe84e','tech.loveholidays.com: GKE Multi-Cluster Services β€” one bad probe away from'' disaster','','N/A',0,'A curated technical resource and architectural guide covering tech.loveholidays.com: GKE Multi-Cluster Services β€” one bad probe away from'' disaster in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902913039453291e+09,0,'2026-05-17T16:45:30.394533+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
@@ -12849,10 +12849,10 @@ INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com','techcommun
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 INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/AzureInfrastructureBlog/azure-expressroute-resiliency-best-practices-for-production-critical-workloads/4394842','Azure ExpressRoute Resiliency: Best Practices for Production-Critical Workloads','','2025',0,'Examines best practices for designing resilient Azure ExpressRoute topologies to safeguard production-critical hybrid cloud environments. Architects are guided through configuring dual-homing, active-active paths, BFD (Bidirectional Forwarding Detection), and automated failover strategies to prevent network isolation.','N/A','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Azure Networking", "Hybrid Connectivity"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/AzureInfrastructureBlog/building-a-finops-ready-azure-landing-zone-infrastructure-foundations-for-cost-o/4411706','Building a FinOps-Ready Azure Landing Zone: Infrastructure Foundations for Cost Optimization','','2025',5,'Details how to configure a FinOps-compliant Azure Landing Zone. Uses Azure Policy and management groups to enforce resource tag policies, mandate budget limits at subscription boundaries, and automate continuous cost governance.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["FinOps & Cloud Cost", "Azure Optimization", "Landing Zones"]','["[DE FACTO STANDARD]"]','[]','["iac.md", "azure.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/AzureInfrastructureBlog/building-a-finops-ready-azure-landing-zone-infrastructure-foundations-for-cost-o/4411706','Building a FinOps-Ready Azure Landing Zone: Infrastructure Foundations for Cost Optimization','','2025',5,'Details how to configure a FinOps-compliant Azure Landing Zone. Uses Azure Policy and management groups to enforce resource tag policies, mandate budget limits at subscription boundaries, and automate continuous cost governance.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["FinOps & Cloud Cost", "Azure Optimization", "Landing Zones"]','["[DE FACTO STANDARD]"]','[]','["iac.md", "azure.md", "finops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/AzureNetworkingBlog/a-guide-to-azure-data-transfer-pricing/4374538','A Guide to Azure Data Transfer Pricing','','2025',0,'A deep analysis of the financial implications of Azure data transit. The guide breaks down costs associated with intra-region, inter-region, availability zone traversal, and internet egress. It is highly valuable for designing cost-efficient microservices that utilize high-frequency data synchronizations.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Azure Networking", "Cost Optimization"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/AzureToolsBlog/announcing-public-preview-of-terraform-export-from-the-azure-portal/4409889','Announcing Public Preview of Terraform Export from the Azure Portal','','2025',0,'Official announcement detailing native preview features to export existing Azure assets into declarative Terraform code blocks directly inside the portal interface. Eliminates reliance on custom parsing tools.','None','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "Official Integration"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md", "azure.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/appsonazureblog/azure-app-service-auto-heal-capturing-relevant-data-during-performance-issues/4390351','Azure App Service Auto-Heal: Capturing Relevant Data During Performance Issues','','2025',4,'A technical breakdown of the Azure App Service Auto-Heal capability, showing how to trigger automated mitigation actions during performance regressions. It explains how to collect diagnostic artifacts, such as thread dumps, memory dumps, and profiler traces, right before an instance restarts. This proactive debugging practice prevents transient microservice failures from escalating into major outages.','N/A','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Application Platforms", "Azure App Service", "App Service Diagnostics"]','["[ENTERPRISE-STABLE]"]','[]','["devops.md", "azure.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/appsonazureblog/azure-app-service-auto-heal-capturing-relevant-data-during-performance-issues/4390351','Azure App Service Auto-Heal: Capturing Relevant Data During Performance Issues','','2025',4,'A technical breakdown of the Azure App Service Auto-Heal capability, showing how to trigger automated mitigation actions during performance regressions. It explains how to collect diagnostic artifacts, such as thread dumps, memory dumps, and profiler traces, right before an instance restarts. This proactive debugging practice prevents transient microservice failures from escalating into major outages.','N/A','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Application Platforms", "Azure App Service", "App Service Diagnostics"]','["[ENTERPRISE-STABLE]"]','[]','["devops.md", "azure.md", "monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/appsonazureblog/azure-kubernetes-service-free-tier-and-standard-tier/3731432','techcommunity.microsoft.com: Azure Kubernetes Service Free tier and Standard tier','','2023',0,'Details the structural and performance differences between the AKS Free and Standard pricing tiers. Analyzes the financial guarantees (SLAs), auto-scaler boundaries, and support systems required when migrating workloads to production environments.','Markdown','News Announcement','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Strategic Strategy", "Ecosystem News", "Pricing & SLA tiers"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/appsonazureblog/azure-kubernetes-service-microsoft-ignite-announcements/3650443','techcommunity.microsoft.com: Azure Kubernetes Service Microsoft Ignite announcements','','2022',0,'Aggregates key product announcements, feature updates, and engineering roadmap directions announced at Microsoft Ignite targeting the AKS ecosystem. Discusses improved fleet operations, container scale, and identity controls.','Markdown','News Announcement','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Strategic Strategy", "Ecosystem News", "Product Roadmap"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/appsonazureblog/building-a-path-to-success-for-microservices-and-net-core---project-tye--github-/1502270','techcommunity.microsoft.com: Building a path to success for microservices and .NET Core - Project Tye + GitHub Actions','','2020',0,'Explores local microservice discovery and container orchestration using Microsoft''s experimental Project Tye alongside GitHub Actions. While Project Tye is legacy, it represents a core structural stage in .NET microservices evolution.','None','Blog Post','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Microservices", ".NET Microservices", "Project Tye"]','["[EMERGING]", "[LEGACY]"]','[]','["azure.md"]','{}','{}');
@@ -12870,12 +12870,12 @@ INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azurear
 INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azuredevcommunityblog/azure-data-factory-how-to-split-a-file-into-multiple-output-files-with-bicep/4039825','techcommunity.microsoft.com: Azure Data Factory: How to split a file into multiple output files with Bicep','','2024',0,'Technical implementation tutorial detailing how to deploy Azure Data Factory pipelines configured to partition large CSV files via modular Bicep templates. Implements clean parameter mapping and functional abstraction within deployment templates.','Bicep','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Engineering", "Data Orchestration", "ADF IaC Integration"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azuredevcommunityblog/draw-io-azure-infrastructure-diagrams-through-code-like-an-artist/4071316',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','f36e94a58b1ca83499aa93fdfe0b4dbc448cc9a7224f3a0523014f07f8a0172f',100.0,1.7791304949809041e+09,1,'2026-05-18T20:54:54.980904+02:00',NULL,NULL,NULL,'[]','[]','["docs/cloud-arch-diagrams.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azuredevcommunityblog/infra-in-azure-for-developers---the-how-part-2/4046385','techcommunity.microsoft.com: Infra in Azure for Developers - The How (Part 2)','','2024',0,'Explains DevOps-centric infrastructure integration, detailing how developers can design, scale, and manage cloud footprints utilizing developer-focused IaC patterns. Focuses on developer self-service while adhering to guardrails.','Bicep','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Developer Experience", "Azure Provisioning"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azuredevcommunityblog/infra-in-azure-for-developers---the-what/4026102','techcommunity.microsoft.com: Infra in Azure for Developers - The What','','2024',0,'A developer-centric guide covering core Azure infrastructure concepts such as virtual networks, subnets, computing runtimes, and managed services. Designed to close the gap between software development and platform engineering, it helps developers build cloud-native applications with a solid understanding of the underlying topology.','None','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Azure Basics", "Developer Tools"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azuredevcommunityblog/infra-in-azure-for-developers---the-what/4026102','techcommunity.microsoft.com: Infra in Azure for Developers - The What','','2024',0,'A developer-centric guide covering core Azure infrastructure concepts such as virtual networks, subnets, computing runtimes, and managed services. Designed to close the gap between software development and platform engineering, it helps developers build cloud-native applications with a solid understanding of the underlying topology.','None','Article','Beginner',0,'duplicate','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Azure Basics", "Developer Tools"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{"duplicate_of": "https://techcommunity.microsoft.com/blog/azuredevcommunityblog/infra-in-azure-for-developers---the-how-part-2/4046385"}');
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 Live Grounding: It highlights the mechanics of exposing Azure DevOps APIs as discoverable tools inside VS Code environments, emphasizing authorization safeguards, user consent barriers, and least-privilege token access for automated code and sprint execution.','English','Guide','Intermediate',0,'online','automatic','16026876ba082951c5c99eacab539373f9e6f67aad4c3acd0ef921b8df6e659c',NULL,1780352404.14768,0,'2026-06-02T00:20:04.147680+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Model Context Protocol", "DevOps Agents"]','["ENTERPRISE-STABLE", "GUIDE"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly praised implementation guide by Microsoft engineers demonstrating practical developer tool integration using standard open protocols.", "social_preview_url": "https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00NTE2MjUwLUdwZXY5Rw?revision=2", "source_provenance": "X.com (nubenetes)", "suggested_new_category": ""}');
-INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azuredevcommunityblog/programming-with-github-copilot-agent-mode/4400630','Programming with GitHub Copilot Agent Mode','','2024',4,'A deep dive into the engineering capabilities of GitHub Copilot''s ''Agent Mode.'' It details how the agent acts autonomously to analyze workspace dependencies, generate multi-file modifications, run localized compilations, and iterate on test suites based on natural language prompts.','English','Technical Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "AI Tools", "Developer Productivity"]','["[ENTERPRISE-STABLE]"]','[]','["ai.md", "cicd.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azureforisvandstartupstechnicalblog/four-methods-to-access-azure-key-vault-from-azure-kubernetes-service-aks/4376662','Four Methods to Access Azure Key Vault from Azure Kubernetes Service (AKS)','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','578bccbae559c274604eeaa5278c5ababa737ddff4e6d8b347378044c2d4ac88',100.0,1.77903152526606488e+09,0,'2026-05-17T17:25:25.266065+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md", "docs/kubernetes-operators-controllers.md", "docs/kubernetes-security.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azuredevcommunityblog/programming-with-github-copilot-agent-mode/4400630','Programming with GitHub Copilot Agent Mode','','2024',4,'A deep dive into the engineering capabilities of GitHub Copilot''s ''Agent Mode.'' It details how the agent acts autonomously to analyze workspace dependencies, generate multi-file modifications, run localized compilations, and iterate on test suites based on natural language prompts.','English','Technical Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "AI Tools", "Developer Productivity"]','["[ENTERPRISE-STABLE]"]','[]','["ai.md", "cicd.md", "developerportals.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azureforisvandstartupstechnicalblog/four-methods-to-access-azure-key-vault-from-azure-kubernetes-service-aks/4376662','Four Methods to Access Azure Key Vault from Azure Kubernetes Service (AKS)','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','578bccbae559c274604eeaa5278c5ababa737ddff4e6d8b347378044c2d4ac88',100.0,1.77903152526606488e+09,0,'2026-05-17T17:25:25.266065+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md", "docs/kubernetes-operators-controllers.md", "docs/kubernetes-security.md"]','[]','{}','{"duplicate_of": "https://techcommunity.microsoft.com/discussions/azurepartners/four-methods-to-access-azure-key-vault-from-azure-kubernetes-service-aks/4376662"}');
 INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azuregovernanceandmanagementblog/announcing-public-preview-of-bicep-templates-support-for-microsoft-graph/4141772','techcommunity.microsoft.com: Announcing public preview of Bicep templates support for Microsoft Graph','','2024',0,'Unveils native support within Bicep to programmatically provision and manage Microsoft Graph resources such as Azure AD groups, applications, and service principals. Eliminates complex post-deployment custom scripts or dual-IaC tooling setups.','Bicep','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Identity & Access", "Microsoft Graph IaC"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
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@@ -12908,7 +12908,7 @@ INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azureto
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@@ -12931,13 +12931,13 @@ INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/fasttra
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 INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/fasttrackforazureblog/microsoft-fabric---multi-tenant-architecture/4119429','techcommunity.microsoft.com: Microsoft Fabric - Multi-Tenant Architecture','','2024',0,'Architectural breakdown of multi-tenant deployment strategies within Microsoft Fabric. Evaluates security boundaries, multi-workspace segregation, cross-tenant data sharing constraints, and tenant-level resource isolation patterns necessary for managed SaaS structures.','English','Technical Guide','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data & Storage", "Data Analytics", "Fabric Architecture"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["azure.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/finopsblog/get-tailored-insights-with-our-advisor-well-architected-assessments/4218239','techcommunity.microsoft.com: Get tailored insights with our Advisor Well-Architected assessments','','2024',0,'Details the integration of Well-Architected assessments directly into the Azure Advisor ecosystem. This technical feature programmatically delivers real-time remediation guidance, cost optimization points, and security postures customized to specific workload footprints. It marks a transition from manual consulting reviews to automated continuous policy enforcement.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Frameworks", "WAF Assessments"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/finopsblog/learn-to-manage-investments-and-cost-efficiency-of-azure-and-ai-workloads/4396862','Learn to Manage Investments and Cost Efficiency of Azure and AI Workloads','','2025',4,'Addresses cost-optimization techniques for AI and large language model (LLM) workloads running on Azure. Discusses GPU node autoprovisioning, vector database optimization, and Azure OpenAI API consumption pricing models.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["FinOps & Cloud Cost", "Azure Optimization", "AI Cost Management"]','["[ENTERPRISE-STABLE]"]','[]','["ai.md", "azure.md"]','{}','{}');
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@@ -13061,12 +13061,12 @@ INSERT INTO "resources" VALUES('https://techforce1.nl/creating-your-first-ansibl
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@@ -13086,10 +13086,10 @@ INSERT INTO "resources" VALUES('https://teresaforcades.com/pensament/medicina.ht
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 INSERT INTO "resources" VALUES('https://terminalsandcoffee.com/setting-up-the-aws-cli-iam-user-api-keys-b83554e314e4','terminalsandcoffee.com: Setting Up the AWS CLI & IAM User API Keys 🌟','','N/A',0,'A curated technical resource and architectural guide covering terminalsandcoffee.com: Setting Up the AWS CLI & IAM User API Keys 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902994137927603e+09,0,'2026-05-17T16:59:01.379276+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://terraform-docs.io/user-guide/introduction','terraform-docs.io','','2024',0,'Official user guide for `terraform-docs`, the standard utility used to auto-generate markdown-formatted documentation from HCL module files. Highlights support for custom templates, flexible output schemas (JSON, YAML, XML), and continuous integration pre-commit hooks.','Go','Tool Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "Tooling"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://terraform-infraestructura.readthedocs.io','terraform-infraestructura.readthedocs.io','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','d3ee17989190761652ddae8c3ef2569b35b0191bb6c0cc3028fb266cad2488ee',100.0,1.77903233358701396e+09,0,'2026-05-17T17:38:53.587014+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://terraform-infraestructura.readthedocs.io','terraform-infraestructura.readthedocs.io','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d3ee17989190761652ddae8c3ef2569b35b0191bb6c0cc3028fb266cad2488ee',100.0,1.77903233358701396e+09,0,'2026-05-17T17:38:53.587014+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"duplicate_of": "https://terraform-infraestructura.readthedocs.io/es/latest"}');
 INSERT INTO "resources" VALUES('https://terraform-infraestructura.readthedocs.io/es/latest','terraform-infraestructura.readthedocs.io','','2022',0,'Comprehensive Spanish-language documentation outlining the setup, management, and optimization of Infrastructure as Code using Terraform. Serves as a localized resource for engineering teams across Spanish-speaking markets.','Spanish','Localized Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Infrastructure as Code", "Spanish Documentation"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://terragrunt.com','terragrunt.gruntwork.io','','2025',5,'Terragrunt is the industry-standard orchestrator wrapper that resolves complex code redundancy by establishing DRY configurations, managing dynamic state initialization, and handling cross-module dependency trees. It simplifies variable inheritance structures, minimizing state bloat across hundreds of distinct directories.','Go','CLI Tool','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Orchestration", "Wrappers"]','["[DE FACTO STANDARD]"]','[]','["terraform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://terragrunt.gruntwork.io','==terragrunt.gruntwork.io==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','4425e75132e486fded1c99643cef4af2503522bde090102b539f18c7adb9b6d4',100.0,1.77903377332383394e+09,0,'2026-05-17T18:02:53.323834+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://terragrunt.gruntwork.io','==terragrunt.gruntwork.io==','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4425e75132e486fded1c99643cef4af2503522bde090102b539f18c7adb9b6d4',100.0,1.77903377332383394e+09,0,'2026-05-17T18:02:53.323834+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"duplicate_of": "https://terragrunt.com"}');
 INSERT INTO "resources" VALUES('https://terraspace.cloud','Terraspace.cloud','','2024',3,'Terraspace is an elegant, full-featured Ruby-based framework for provisioning cloud architectures. Providing structured directory structures, integrated testing harnesses, and native generators, it converts complex Terraform structures into clean projects. It supports large-scale deployments by isolating execution behaviors dynamically.','Ruby','Framework','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Orchestration", "Frameworks"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://terrateam.io/blog/aws-lambda-function-with-terraform','terrateam.io: AWS Lambda Function with Terraform','','2023',0,'Demonstrates how to configure and deploy AWS Lambda functions natively using HashiCorp Terraform. Covers managing the function zip package, continuous IAM role updates, integration with API Gateway, and dealing with Terraform''s state transitions.','HCL','Technical Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "Serverless Provisioning"]','["[COMMUNITY-TOOL]"]','[]','["aws-serverless.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://terrateam.io/blog/terraform-pre-commit-hooks','terrateam.io: Terraform Pre-Commit Hooks','','2023',4,'Analyzes the use of git pre-commit hooks as a local feedback loop to enforce code formatting, syntactic correctness, and security scanning before code reaches upstream repositories. Emphasizes tools like tflint, tfsec, and checkov within the automation hook sequence. Live grounding shows that automating these checks significantly reduces CI failure rates and keeps infrastructure declarations clean.','HCL','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "CI/CD & Linting"]','["[ENTERPRISE-STABLE]"]','[]','["terraform.md"]','{}','{}');
@@ -13102,13 +13102,13 @@ INSERT INTO "resources" VALUES('https://testcontainers.com','testcontainers.org'
 INSERT INTO "resources" VALUES('https://testdriven.io/blog/clean-code-python','testdriven.io: Clean Code in Python','','2022',0,'Deep dive into code style conventions and software safety principles in Python. Outlines standard setups for linters (Flake8), layout tools (Black), static type checkers (Mypy), and clean design patterns (SOLID) to ensure maintainable codebase lifecycles.','Python','Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Code Quality", "Design Patterns"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["python.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://testdriven.io/blog/docker-best-practices','testdriven.io: Docker Best Practices for Python Developers','','2023',0,'Details architectural recommendations for containerizing Python environments. Outlines wheel pre-compilation steps, proper usage of virtual environments in multi-stage execution, and secure user privilege levels.','Python','article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers", "Build Optimization", "Python"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://testdriven.io/blog/running-vault-and-consul-on-kubernetes','testdriven.io: Running Vault and Consul on Kubernetes','','2021',0,'A detailed technical tutorial on deploying and configuring HashiCorp Vault and Consul on a Kubernetes cluster. Outlines how to configure Consul as Vault''s resilient storage backend, implement secure TLS communication, manage initial unseal procedures, and leverage native Kubernetes resources to maintain service uptime.','English','Tutorial','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Kubernetes Security", "Self-Hosted Orchestration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["devsecops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://testguild.com/podcast/automation/a345-mohamed','testguild.com: Pipeline as Code with Mohamed Labouardy','','N/A',0,'Curator Insight: Audio interview exploring the cultural and architectural shift toward Pipeline-as-Code (PaC) designs. Live Grounding: Discusses real-world declarative configuration files, versioning pipelines alongside source code, and automated testing loops. Bridges manual QA with modern infrastructure automation.','English','Podcast','Intermediate',0,'online','manual','d9deb6ff05b4a32902b3a248b7d672456f4d6dcbbd2d4aab37806a0eedf61b79',100.0,1.77903439224977707e+09,0,'2026-05-17T18:13:12.249777+02:00',NULL,NULL,NULL,'["Software Delivery", "CI/CD Automation", "Pipeline-as-Code"]','["[COMMUNITY-TOOL]"]','["docs/cicd.md"]','["cicd.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://testguild.com/podcast/automation/a345-mohamed','testguild.com: Pipeline as Code with Mohamed Labouardy','','N/A',0,'Curator Insight: Audio interview exploring the cultural and architectural shift toward Pipeline-as-Code (PaC) designs. Live Grounding: Discusses real-world declarative configuration files, versioning pipelines alongside source code, and automated testing loops. Bridges manual QA with modern infrastructure automation.','English','Podcast','Intermediate',0,'duplicate','manual','d9deb6ff05b4a32902b3a248b7d672456f4d6dcbbd2d4aab37806a0eedf61b79',100.0,1.77903439224977707e+09,0,'2026-05-17T18:13:12.249777+02:00',NULL,NULL,NULL,'["Software Delivery", "CI/CD Automation", "Pipeline-as-Code"]','["[COMMUNITY-TOOL]"]','["docs/cicd.md"]','["cicd.md"]','{}','{"duplicate_of": "https://testguild.com/podcast/a345-mohamed"}');
 INSERT INTO "resources" VALUES('https://testingclouds.wordpress.com/2021/03/09/migrating-from-docker-compose-to-skaffold','testingclouds.wordpress.com: Migrating from Docker Compose to Skaffold 🌟','','2021',0,'A comprehensive migration handbook addressing transition patterns from basic multi-container Docker Compose structures to unified cloud-native architectures governed by Skaffold-driven deployment pipelines.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Developer Experience", "Workflow Migration", "Docker Compose to Skaffold"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-based-devel.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://testingclouds.wordpress.com/2021/06/02/gitops-demystified','testingclouds.wordpress.com: GitOps Demystified','','2021',0,'Provides an entry-level technical overview of GitOps mechanics. Demystifies the reconciliation loops of operators on Kubernetes, detailing how manual updates in etcd are overridden to match the authoritative Git source.','English','Blog Post','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps", "Introduction", "Tutorials"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://testkube.io','testkube.io 🌟','','2026',5,'Testkube is an advanced, Kubernetes-native test execution and orchestration platform. Instead of running tests outside the cluster within legacy CI/CD runners, Testkube executes testing frameworks (Playwright, Postman, JMeter, K6) as native Kubernetes jobs. This keeps test orchestration inside the network perimeter, facilitating secure integration and load testing of microservices.','Go','Platform','High',0,'online','manual','1ff0e2bbb396a81cc1dbf4e2988c5fa28ead66bf47cedbb70d759e9793db8e2a',100.0,1779034579.9394,1,'2026-05-17T18:16:19.939400+02:00',NULL,NULL,NULL,'["Testing", "Test Orchestration", "Cloud-Native Testing"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md", "index.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://testng.org','TestNG','','2026',4,'An advanced testing framework for Java applications designed to manage intricate integration suites. Supports XML configuration mappings, parallel thread execution, and parameter injection mechanisms.','Java','Library','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Testing Frameworks", "Java Ecosystem"]','["[ENTERPRISE-STABLE]"]','[]','["qa.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://testsvision.com/6-popular-automation-testing-frameworks-tools','testsvision.com: 6 Popular Automation Testing Frameworks & Tools','','N/A',0,'A curated technical resource and architectural guide covering testsvision.com: 6 Popular Automation Testing Frameworks & Tools in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790329498229711e+09,0,'2026-05-17T17:49:09.822971+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/qa.md"]','["qa.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://tether.to','Tether (USDt)','','2026',0,'The main portal for the Tether (USDt) stablecoin, mapping out collateral verifications, multi-blockchain compatibility layers, and institutional fiat liquidity standards. Important for distributed ledger payments and micro-payment applications.','N/A','Platform','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Fintech", "Cryptocurrency", "Stablecoins"]','["[COMMUNITY-TOOL]"]','[]','["digital-money.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://tether.to','Tether (USDt)','','2026',0,'The main portal for the Tether (USDt) stablecoin, mapping out collateral verifications, multi-blockchain compatibility layers, and institutional fiat liquidity standards. Important for distributed ledger payments and micro-payment applications.','N/A','Platform','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Fintech", "Cryptocurrency", "Stablecoins"]','["[COMMUNITY-TOOL]"]','[]','["digital-money.md", "finops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://tetrate.io/blog','tetrate.io: VM to container communications 101','','2021',0,'Explores structural strategies to integrate legacy virtual machines (VMs) with Kubernetes container deployments using Istio''s WorkloadEntry constructs to bridge legacy and modern networks.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Service Mesh", "Networking", "Hybrid Infrastructure"]','["[LEGACY]"]','[]','["istio.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://tetrate.io/blog/27835-revision-v1',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','7e5c5ce4ada41a2f15a2c2bf6bd1eefbe41a9a880266f634747995748cb9dbb0',100.0,1779130495.02792,1,'2026-05-18T20:54:55.027920+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://tetrate.io/blog/istio-service-mesh-api-gateway','tetrate.io: Using Istio Service Mesh as API Gateway 🌟','','2022',0,'Illustrates how the Istio Ingress Gateway can function as a high-performance API Gateway at the Kubernetes cluster edge. Details Envoy configurations for managing rate limiting, TLS termination, and request transformation without extra software.','English','Article','Medium',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "API Gateway"]','["[COMMUNITY-TOOL]"]','[]','["istio.md"]','{}','{}');
@@ -13119,14 +13119,14 @@ INSERT INTO "resources" VALUES('https://the-awesome-git-cheat-sheet.com','The aw
 INSERT INTO "resources" VALUES('https://the-gigi.github.io/gigi-zone/posts/2024/05/advanced-k8s-scheduling-and-autoscaling','the-gigi.github.io: Advanced Kubernetes Scheduling and Autoscaling','','2024',0,'An advanced technical overview discussing scheduling policies, affinity rules, and taints. Explains how architectural scheduling restraints can block or optimize cluster-scale operations and node scaling dynamics.','N/A','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes & Scaling", "Advanced Scheduling", "Scheduler Configurations"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-autoscaling.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://the-tech-guy.in/2022/03/08/automating-lamp-config-using-terraform-and-ansible','the-tech-guy.in: Automating LAMP deployment using Terraform and Ansible','','N/A',0,'A curated technical resource and architectural guide covering the-tech-guy.in: Automating LAMP deployment using Terraform and Ansible in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903382724914693e+09,0,'2026-05-17T18:03:47.249147+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thebsdbox.co.uk/2020/03/18/Creating-a-Kubernetes-cloud-doesn-t-required-boiling-the-ocean','Creating a Kubernetes cloud provider, doesn''t required boiling the ocean','','2020',0,'A detailed structural breakdown explaining how to implement a custom cloud-controller-manager (CCM) without rebuilding upstream infrastructure. It provides foundational guidance for cloud providers wishing to offer specialized bare-metal orchestrations.','English','Technical Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Custom Cloud Provider", "Platform Extension"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://theburningmonk.com/2019/03/making-terraform-and-serverless-framework-work-together','theburningmonk.com: Making Terraform and Serverless framework work together','','2019',4,'A classic, influential case study analyzing the architecture of combining HashiCorp Terraform (for heavy resources like VPCs, databases, IAM) with Serverless Framework (for ephemeral Lambdas). Explores state output handoffs, parameter store structures, and pipeline coordination protocols. Live grounding confirms that while newer tools have merged these functions, this division of labor remains highly performant and stable.','HCL','Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Serverless Integration", "Hybrid Automation"]','["[ENTERPRISE-STABLE]"]','[]','["serverless.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://theburningmonk.com/2019/03/making-terraform-and-serverless-framework-work-together','theburningmonk.com: Making Terraform and Serverless framework work together','','2019',4,'A classic, influential case study analyzing the architecture of combining HashiCorp Terraform (for heavy resources like VPCs, databases, IAM) with Serverless Framework (for ephemeral Lambdas). Explores state output handoffs, parameter store structures, and pipeline coordination protocols. Live grounding confirms that while newer tools have merged these functions, this division of labor remains highly performant and stable.','HCL','Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Serverless Integration", "Hybrid Automation"]','["[ENTERPRISE-STABLE]"]','[]','["serverless.md", "terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://theburningmonk.com/2019/09/why-you-should-use-temporary-stacks-when-you-do-serverless','theburningmonk.com: Why you should use ephemeral environments when you do serverless','','2019',4,'Recommends utilizing ephemeral stack deployments per developer or pull request. Highlights how to leverage zero-marginal-cost resource provisioning characteristics of cloud serverless.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Serverless", "CI-CD"]','["[ENTERPRISE-STABLE]"]','[]','["serverless.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thechief.io/c/editorial/definitive-kubectl-cheat-sheet','thechief.io: The Definitive Kubectl Cheat Sheet','','2023',2,'Highly categorized command lookup resource organizing kubectl syntax by functional target. Covers advanced diagnostic functions like resource patching and configuration rollbacks to aid in complex site reliability engineering scenarios.','HTML','Cheat Sheet','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "CLI Management"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thecloudblog.net','thecloudblog.net','','2024',0,'This blog provides architectural walkthroughs focusing on Azure Kubernetes Service (AKS), infrastructure-as-code deployments, and GitOps implementations. It is useful for platform engineers optimizing workload security and network topologies.','English','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Cloud Native", "Azure Integrations"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thecloudblog.net/lab/kubernetes-container-lifecycle-events-and-hooks','thecloudblog.net: Kubernetes Container Lifecycle Events and Hooks','','2021',0,'A detailed technical review of PostStart and PreStop container execution hooks. Demonstrates patterns to orchestrate application initialization scripts and handle connection draining during scaling events.','YAML','Technical Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Pod Lifecycle", "Hooks"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thecloudblog.net/post/managing-applications-in-kubernetes-with-the-carvel-kapp-controller','thecloudblog.net: Managing Applications in Kubernetes with the Carvel Kapp'' Controller','','2021',0,'A structured technical article detailing step-by-step implementation of the Carvel Kapp controller. It focuses on declaring complex application structures, resolving ordering issues, and managing standard GitOps reconciliation loops.','Markdown','Article','Simple',0,'online','manual','667bf23db229b202302d8c021c5d545aa4cc185444d8434f1a5b7f70e16771e6',100.0,1.77902991691411304e+09,1,'2026-05-17T16:58:36.914113+02:00',NULL,NULL,NULL,'["Application Lifecycle", "Deployment Tools", "Developer Education"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thedeveloperstory.com/2021/07/12/helm-101-brief-introduction-to-kubernetes-package-manager','thedeveloperstory.com: Helm 101: Brief introduction to kubernetes package manager','','2021',0,'Fundamental introduction outlining the role of Helm in managing the complexity of Kubernetes infrastructure. Discusses key files (values.yaml, templates directory) and common installation command sequences.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Application Delivery", "Package Management", "Introductory"]','["[COMMUNITY-TOOL]"]','[]','["helm.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thedevopsblog.co.uk/terraform-cli-cheat-sheet','thedevopsblog.co.uk: Terraform Cheat Sheet','','N/A',0,'A curated technical resource and architectural guide covering thedevopsblog.co.uk: Terraform Cheat Sheet in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903384528404188e+09,0,'2026-05-17T18:04:05.284042+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://thedevopsblog.co.uk/terraform-cli-cheat-sheet','thedevopsblog.co.uk: Terraform Cheat Sheet','','N/A',0,'A curated technical resource and architectural guide covering thedevopsblog.co.uk: Terraform Cheat Sheet in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903384528404188e+09,0,'2026-05-17T18:04:05.284042+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"duplicate_of": "https://techbeatly.com/terraform-cheat-sheet"}');
 INSERT INTO "resources" VALUES('https://thedevopslife.com/kubernetes-gui-lens-ide','thedevopslife.com: Kubernetes IDE and UI – Lens IDE','','N/A',0,'A curated technical resource and architectural guide covering thedevopslife.com: Kubernetes IDE and UI – Lens IDE in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903279784068608e+09,0,'2026-05-17T17:46:37.840686+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-based-devel.md"]','["kubernetes-based-devel.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thedigitalprojectmanager.com/es/agile-frente-a-waterfall','thedigitalprojectmanager.com: Waterfall Vs Agile: ΒΏCuΓ‘l MetodologΓ­a Debes'' Utilizar Para Tu Proyecto?','','N/A',0,'A curated technical resource and architectural guide covering thedigitalprojectmanager.com: Waterfall Vs Agile: ΒΏCuΓ‘l MetodologΓ­a Debes'' Utilizar Para Tu Proyecto? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902937111980605e+09,0,'2026-05-17T16:49:31.119806+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/project-management-methodology.md"]','["project-management-methodology.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thedigitalprojectmanager.com/es/grafico-raci-manera-mas-simple','thedigitalprojectmanager.com: Matriz RACI Simplificado: CΓ³mo Crear Una Matriz'' De Responsabilidades Que Realmente Funcione','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.7790294647858479e+09,0,'2026-05-17T16:51:04.785848+02:00',NULL,NULL,NULL,'[]','[]','["docs/project-management-methodology.md"]','[]','{}','{}');
@@ -13134,7 +13134,7 @@ INSERT INTO "resources" VALUES('https://thedigitalprojectmanager.com/raci-chart-
 INSERT INTO "resources" VALUES('https://theengineeringmanager.substack.com/p/how-do-i-progress-to-the-next-level','theengineeringmanager.substack.com: How do I progress to the next level'' in my career?','','N/A',0,'A curated technical resource and architectural guide covering theengineeringmanager.substack.com: How do I progress to the next level'' in my career? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903348670774888e+09,0,'2026-05-17T17:58:06.707749+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/recruitment.md"]','["recruitment.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://theforeman.org/2021/01/updating-foreman-inventory-with-system-facts.html','theforeman.org: Updating Foreman inventory with system facts','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','b030bba9470001d42f0c088adbedae071dcbe30b2dca66464f4571cfa9a8558e',100.0,1.77903448009939193e+09,1,'2026-05-17T18:14:40.099392+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://theforeman.org/2021/09/foreman-30-is-here.html','theforeman.org: Foreman 3.0 is here!','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','666112a9466452b65eef704031ffd466830608f62f40484bccae63a0ea22e7df',100.0,1.77903078762202191e+09,1,'2026-05-17T17:13:07.622022+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://theglitchblog.com/2021/06/17/logging-in-python-using-best-practices','theglitchblog.com: Logging in Python Using Best Practices','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','e8dbab5157f31f7f2752f1222184082bb369bbb324107f6a27c7dca33ebbc151',100.0,1.779031017003793e+09,0,'2026-05-17T17:16:57.003793+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://theglitchblog.com/2021/06/17/logging-in-python-using-best-practices','theglitchblog.com: Logging in Python Using Best Practices','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e8dbab5157f31f7f2752f1222184082bb369bbb324107f6a27c7dca33ebbc151',100.0,1.779031017003793e+09,0,'2026-05-17T17:16:57.003793+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{"duplicate_of": "https://theglitchblogcom.wordpress.com/2021/06/17/logging-in-python-using-best-practices"}');
 INSERT INTO "resources" VALUES('https://theglitchblogcom.wordpress.com/2021/06/17/logging-in-python-using-best-practices','theglitchblog.com: Logging in Python Using Best Practices','','2021',0,'Outlines programmatic setups for production-level logging using standard library modules. Highlights configuring JSON structured formatters, setting appropriate level hierarchies, and optimizing non-blocking logging handlers in container environments.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Python Observability", "Logging"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thehackernews.com/2020/06/cryptocurrency-docker-image.html','thehackernews.com: Docker Images Containing Cryptojacking Malware Distributed via Docker Hub','','2020',0,'An urgent technical warning investigating cryptojacking campaigns spreading malware via compromised registries. Underscores the critical requirement for automated image validation and registry access restrictions.','N/A','article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers", "Security & Hardening", "Supply Chain Security"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thehackernews.com/2022/01/microsoft-warns-of-continued-attacks.html','thehackernews.com: Microsoft Warns of Continued Attacks Exploiting Apache Log4j Vulnerabilities','','2022',0,'A Microsoft security advisory detailing persistent exploit attempts that targeted unpatched Log4j vulnerabilities in enterprise environments. It analyzes the attack vectors used by malicious actors and emphasizes the importance of patch compliance. This brief highlights the risks of unmanaged shadow IT installations.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Vulnerabilities", "Threat Intelligence"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
@@ -13142,15 +13142,15 @@ INSERT INTO "resources" VALUES('https://thehackernews.com/2022/02/new-argo-cd-bu
 INSERT INTO "resources" VALUES('https://theithollow.com/2020/05/18/kubernetes-liveness-and-readiness-probes','Kubernetes Liveness and Readiness Probes','','2020',3,'A thorough guide covering the purpose of Liveness and Readiness probes. Details execution modes (HTTP, TCP, Exec) to orchestrate self-healing pods.','English','Guide','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Core Concepts", "Reliability", "Probes"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://theketch.io','ketch','','2024',0,'An application-delivery framework built to abstract away raw YAML configurations. Enables developers to deploy services via simple command structures without writing detailed manifest boilerplate, though adoption has plateaued due to native GitOps standards.','Go','Platform Engine','High',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes Manifests", "Alternative Manifest Engines"]','["[COMMUNITY-TOOL]"]','[]','["yaml.md"]','{}','{"is_special": true}');
 INSERT INTO "resources" VALUES('https://thelinuxnotes.com/how-to-deploy-kafka-in-kubernetes-with-helm-chart-kafdrop-commander','thelinuxnotes.com: How to deploy Kafka in Kubernetes with Helm chart + kafdrop','','2023',0,'A step-by-step tutorial showing how to deploy a local Kafka cluster within Kubernetes using public Helm charts and integrating it with Kafdrop, a popular open-source web UI, to facilitate real-time topic and offset troubleshooting.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Event-Driven Systems", "Apache Kafka", "Kubernetes Deployment"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["message-queue.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thelinuxnotes.com/index.php/how-to-deploy-kafka-in-kubernetes-with-helm-chart-kafdrop-commander','thelinuxnotes.com: How to deploy Kafka in Kubernetes with Helm chart + kafdrop','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','84616fa8265ba6b0d2f8917884d1e5b485872eb5016ba08cdc40f39f43ac8e12',100.0,1.77903034092656111e+09,0,'2026-05-17T17:05:40.926561+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://thelinuxnotes.com/index.php/how-to-deploy-kafka-in-kubernetes-with-helm-chart-kafdrop-commander','thelinuxnotes.com: How to deploy Kafka in Kubernetes with Helm chart + kafdrop','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','84616fa8265ba6b0d2f8917884d1e5b485872eb5016ba08cdc40f39f43ac8e12',100.0,1.77903034092656111e+09,0,'2026-05-17T17:05:40.926561+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://thelinuxnotes.com/how-to-deploy-kafka-in-kubernetes-with-helm-chart-kafdrop-commander"}');
 INSERT INTO "resources" VALUES('https://thenewstack.io','thenewstack.io: Just How Challenging Is State in Kubernetes? 🌟','','2022',0,'Explores the architectural friction points and continuous evolution of stateful applications in Kubernetes. Highlights the challenges of maintaining network identity, attaching volume blocks, and managing reliable local database engines.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data on Kubernetes", "Stateful Architecture", "Concepts"]','["[COMMUNITY-TOOL]"]','[]','["databases.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/10-cloud-deficiencies-you-should-know','10 Cloud Deficiencies You Should Know','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','ffbccef578b910a6f67299142920731dacfd348ee1ee3bed966c04424c7da1c6',100.0,1.77903085433077597e+09,1,'2026-05-17T17:14:14.330776+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/10-cloud-deficiencies-you-should-know','10 Cloud Deficiencies You Should Know','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ffbccef578b910a6f67299142920731dacfd348ee1ee3bed966c04424c7da1c6',100.0,1.77903085433077597e+09,1,'2026-05-17T17:14:14.330776+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{"duplicate_of": "https://zesty.co/blog/10-cloud-deficiencies"}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/10-steps-to-a-successful-kubernetes-technical-transformation','thenewstack.io: 10 Steps to a Successful Kubernetes Technical Transformation 🌟','','2021',4,'An enterprise blueprint outlining a ten-step roadmap for technical transformation via Kubernetes. Focuses on bridging organizational skills gaps, restructuring DevOps team responsibilities, and establishing standardized CI/CD pipelines.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Strategy", "Organizational Transformation", "Migration Roadmap"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/10-steps-to-simplify-your-devsecops','thenewstack.io: 10 Steps to Simplify Your DevSecOps','','2022',0,'Outlines ten practical architecture recommendations to simplify automated security gates in modern engineering pipelines. Emphasizes selecting high-fidelity alerts, keeping scanner integrations local to development workflows, and establishing automated feedback loops.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "DevSecOps", "Implementation Patterns"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/12-critical-kubernetes-health-conditions-you-need-to-monitor','thenewstack.io: 12 Critical Kubernetes Health Conditions You Need to Monitor','','2021',0,'Synthesizes twelve key health metrics and warning events across the cluster runtime, pinpointing latent issues like Out-Of-Memory (OOM) kills, disk pressure, CrashLoopBackOffs, API latency degradation, and certificate expirations before they escalate into service outages.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cluster Telemetry Stacks", "Cluster Monitoring", "Health & Diagnostics"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/3-habits-of-highly-successful-devops-teams','thenewstack.io: 3 Habits of Highly Successful DevOps Teams','','2021',0,'Summarizes three key strategies of high-performing engineering teams: proactive toil reduction, fast and automated feedback cycles, and managing applications as immutable packages.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps Methodology", "Best Practices", "Team Topologies"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/3-key-configuration-challenges-for-kubernetes-monitoring-with-prometheus','thenewstack.io: 3 Key Configuration Challenges for Kubernetes Monitoring with Prometheus','','2022',0,'Highlights three major configuration bottlenecks encountered when setting up Prometheus inside complex Kubernetes setups: service discovery overhead, high cardinality of dynamic metrics, and storage retention. Curator Insight: Critical analysis of Prometheus pain-points. Live Grounding: Highly practical for platform engineers tuning scraper configurations to prevent Prometheus OOM crashes.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Orchestration", "Kubernetes", "Observability", "Prometheus", "Configuration"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/3-reasons-why-you-cant-afford-to-ignore-cloud-native-computing','thenewstack.io: 3 Reasons Why You Can’t Afford to Ignore Cloud Native Computing'' 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','84c80946d7e99e65bbbc385ff270b4ca51bce7532c6ab31917b22bc30dcb9521',100.0,1.77903391387026691e+09,0,'2026-05-17T18:05:13.870267+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/3-reasons-why-you-cant-afford-to-ignore-cloud-native-computing','thenewstack.io: 3 Reasons Why You Can’t Afford to Ignore Cloud Native Computing'' 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','84c80946d7e99e65bbbc385ff270b4ca51bce7532c6ab31917b22bc30dcb9521',100.0,1.77903391387026691e+09,0,'2026-05-17T18:05:13.870267+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{"duplicate_of": "https://thenewstack.io/cloud-native/3-reasons-why-you-cant-afford-to-ignore-cloud-native-computing"}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/3-ways-to-use-automation-in-ci-cd-pipelines','harness.io: 3 Ways to Use Automation in CI/CD Pipelines','','2022',0,'Highlights three strategic insertion points for advanced pipeline automation. Focuses on automated rolling deployments, policy-as-code configuration validations, and dynamic, risk-based pipeline security policies.','English','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Automation", "CI-CD Pipelines"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/30-pull-requests-later-prometheus-memory-use-is-cut-in-half','thenewstack.io: 30 Pull Requests Later, Prometheus Memory Use Is Cut in Half','','2021',0,'Technical analysis of memory optimizations within the Prometheus TSDB. Highlights how refactoring index-reading mechanics and chunk mapping in ~30 pull requests cut server memory usage by roughly half.','Go','Technical Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Prometheus Ecosystem", "Performance & Tuning"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/4-essential-tools-for-protecting-apis-and-web-applications','thenewstack.io: 4 Essential Tools for Protecting APIs and Web Applications','','2023',4,'Examines four essential patterns for protecting public web applications and API endpoints. Focuses on API behavioral analysis, OAuth2/OIDC token validations, rate limits, and custom gateway rules.','Agnostic','Technical Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["API Security", "Protection", "Tools"]','["[ENTERPRISE-STABLE]"]','[]','["api.md"]','{}','{}');
@@ -13172,7 +13172,7 @@ INSERT INTO "resources" VALUES('https://thenewstack.io/7-benefits-of-testing-in-
 INSERT INTO "resources" VALUES('https://thenewstack.io/7-best-practices-to-build-and-maintain-resilient-applications-and-infrastructure','thenewstack.io: 7 Best Practices to Build and Maintain Resilient Applications and Infrastructure','','2020',4,'Synthesizes core software engineering and site reliability practices to maintain resilient systems under load. Key patterns explored include chaos engineering, circuit breaking, automated canary deployments, proactive monitoring, and robust failure domain isolation.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Reliability Engineering", "Resilience Patterns", "Infrastructure Stability"]','["[ENTERPRISE-STABLE]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/7-features-that-make-kubernetes-ideal-for-ci-cd','thenewstack.io: 7 features that make kubernetes ideal for CI/CD','','2023',0,'Analysis of Kubernetes-native features that naturally enhance modern CI/CD architectures. Focuses on APIs, declarative container orchestrations, automatic scalability, microservice security partitioning, and resilient health checks.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Deployment & Delivery", "CI/CD & Delivery", "Kubernetes Native"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/7-must-have-python-tools-for-ml-devs-and-data-scientists','thenewstack.io: 7 Must-Have Python Tools for ML Devs and Data Scientists 🌟','','2023',0,'A technical article highlighting the top Python tools and libraries that modern data scientists use to build and optimize their models. It evaluates features across libraries focused on performance, profiling, testing, and memory usage.','Python','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Science", "Developer Tooling", "Python Ecosystem"]','["[COMMUNITY-TOOL]"]','[]','["mlops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/7-tips-for-cutting-down-your-aws-kubernetes-bill','thenewstack.io: 7 Tips for Cutting Down Your AWS Kubernetes Bill','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','604f614325eec99b32ccf5911cd846aae2f7807e31fd1e2ead0757539cd42665',100.0,1.77903348895310592e+09,0,'2026-05-17T17:58:08.953106+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-pricing.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/7-tips-for-cutting-down-your-aws-kubernetes-bill','thenewstack.io: 7 Tips for Cutting Down Your AWS Kubernetes Bill','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','604f614325eec99b32ccf5911cd846aae2f7807e31fd1e2ead0757539cd42665',100.0,1.77903348895310592e+09,0,'2026-05-17T17:58:08.953106+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-pricing.md"]','[]','{}','{"duplicate_of": "https://thenewstack.io/kubernetes/7-tips-for-cutting-down-your-aws-kubernetes-bill"}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/a-better-way-to-provision-kubernetes-using-terraform','thenewstack.io: A Better Way to Provision Kubernetes Using Terraform','','2023',0,'Proposes decoupling patterns that separate underlying Kubernetes structural provisioning from inner-cluster configurations. Recommends utilizing GitOps agents (like ArgoCD or Flux) once the cluster plane is initialized by Terraform to handle target container manifests.','None','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "Cluster Provisioning"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/a-case-for-databases-on-kubernetes-from-a-former-skeptic','thenewstack.io: A Case for Databases on Kubernetes from a Former Skeptic','','2022',0,'An analytical account exploring how local NVMe storage classes, low-latency container network interfaces, and declarative operator-driven recovery mechanisms have convinced traditional DBAs to run critical state on Kubernetes.','English','Case Study','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data on Kubernetes", "Stateful Architecture", "Case Studies"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["databases.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/a-deep-dive-into-architecting-a-kubernetes-infrastructure','thenewstack.io: A Deep Dive into Architecting a Kubernetes Infrastructure','','2022',0,'Examines core design components for highly available, resilient enterprise platform engineering. Covers production networking, stateful storage configurations, external telemetry integrations, and security foundations.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cluster Architecture", "Design Principles", "Infrastructure"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
@@ -13195,7 +13195,7 @@ INSERT INTO "resources" VALUES('https://thenewstack.io/app-modernization-5-tips-
 INSERT INTO "resources" VALUES('https://thenewstack.io/application-deployment-is-faster-with-gitops','thenewstack.io: Application Deployment Is Faster with GitOps','','2021',0,'Outlines quantitative performance gains of transitioning to GitOps. Details dramatic reductions in mean time to resolution (MTTR), accelerated deployment frequencies, and positive impacts on overall DORA metrics.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps", "Metrics", "Developer Velocity"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/applied-gitops-with-argocd','thenewstack.io: Applied GitOps with ArgoCD','','2022',4,'A comprehensive examination of GitOps workflows operationalized via ArgoCD. Highlights key practices such as declarative environment definition, pull-based synchronization, and automated drift detection to maintain cluster state parity.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps & CD", "ArgoCD", "Concepts & Practices"]','["[ENTERPRISE-STABLE]"]','[]','["argo.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/applying-basic-vs-advanced-monitoring-techniques','thenewstack.io: Applying Basic vs. Advanced Monitoring Techniques','','2023',0,'Guides engineers in graduating from basic infrastructure health checking (ping, CPU, RAM alerts) to advanced monitoring architectures utilizing dynamic thresholding and transaction tracing. Curator Insight: Progressive levels of telemetry complexity. Live Grounding: Helps organizations scale operational strategies relative to structural application complexity.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Site Reliability Engineering", "Observability", "Methodologies", "Advanced Monitoring"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/applying-kubernetes-security-best-practices-to-helm-charts','thenewstack.io: Applying Kubernetes Security Best Practices to Helm Charts 🌟','','2021',0,'Comprehensive security guide detailing structural techniques to audit and secure third-party Helm charts before production rollout. Covers network policies, security contexts, and container permission baselines.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Security", "Hardening", "Helm Security"]','["[COMMUNITY-TOOL]"]','[]','["helm.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/applying-kubernetes-security-best-practices-to-helm-charts','thenewstack.io: Applying Kubernetes Security Best Practices to Helm Charts 🌟','','2021',0,'Comprehensive security guide detailing structural techniques to audit and secure third-party Helm charts before production rollout. Covers network policies, security contexts, and container permission baselines.','English','Article','Intermediate',1,'duplicate','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Security", "Hardening", "Helm Security"]','["[COMMUNITY-TOOL]"]','[]','["helm.md"]','{}','{"duplicate_of": "https://bridgecrew.io/blog/applying-kubernetes-security-best-practices-to-helm-charts"}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/are-cloud-based-ides-the-future-of-software-engineering','thenewstack.io: Are Cloud-Based IDEs the Future of Software Engineering?','','2021',0,'Analyzes the shift from high-compute developer laptops to cloud-hosted development environments (CDEs). Evaluates performance gains, corporate IP security improvements, and simplified onboarding pipelines.','N/A','Article','Intermediate',0,'online','manual','e25fcd1bc991fab40473a484d87516cf5b3f8f1eb9a8bca5024dcc34c30d6caf',100.0,1.77903224488196706e+09,1,'2026-05-17T17:37:24.881967+02:00',NULL,NULL,NULL,'["Development Environment", "Cloud IDE", "Trends"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/are-monolith-ci-cd-pipelines-killing-quality-in-your-software','thenewstack.io: Are Monolith CI/CD Pipelines Killing Quality in Your Software?','','2022',0,'Analyses the risks of monolithic pipelines on deployment safety. Recommends aligning decoupled micro-pipelines with distinct microservice models to avoid pipeline dependency bottlenecks.','English','Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Engineering", "CI-CD Pipelines", "Architecture"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/asyncapi-could-be-the-default-api-format-for-event-driven-architectures','thenewstack.io: AsyncAPI Could Be the Default API Format for Event-Driven Architectures','','2021',4,'Examines the industry shift toward AsyncAPI as the default specification for event networks. Outlines how standardizing AsyncAPI structures provides OpenAPI-style interface validation to queues and message streams.','Agnostic','Analysis','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Event-Driven", "AsyncAPI", "Trends"]','["[ENTERPRISE-STABLE]"]','[]','["api.md"]','{}','{}');
@@ -13206,7 +13206,7 @@ INSERT INTO "resources" VALUES('https://thenewstack.io/avoid-the-5-most-common-a
 INSERT INTO "resources" VALUES('https://thenewstack.io/avoiding-the-pitfalls-of-multitenancy-in-kubernetes','thenewstack.io: Avoiding the Pitfalls of Multitenancy in Kubernetes','','2022',0,'Addresses the architectural failure modes of poorly isolated multi-tenant clusters. Outlines mitigation paths for noisy neighbors, CPU-throttled namespaces, and leaky container workloads.','Go','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Multi-Tenancy", "Anti-Patterns"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/aws-open-sources-security-tools','thenewstack.io: AWS Open Sources Security Tools','','2021',0,'This reference maps multiple open-source utilities released by AWS to assist cloud security operations. It covers tools for IAM privilege boundary auditing, configuration drift tracking, and automated resource compliance verification. These tools help maintain cloud-native best practices across large-scale AWS cluster deployments.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Cloud Security", "AWS Tools Portfolio"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/azure-kubernetes-service-replaces-docker-with-containerd','thenewstack.io: Azure Kubernetes Service Replaces Docker with containerd','','2021',0,'Technical deep dive into the deprecation of Docker-shim in Azure Kubernetes Service (AKS) in favor of the containerd container runtime. This architectural shift eliminates runtime abstraction layers, drastically reducing node CPU and memory footprint overhead. Real-world implementation details confirm improved container launch latencies and optimal alignment with CNCF runtime specifications.','English','Technical Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Compute & Containers", "Kubernetes", "AKS Engine"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/bad-news-for-cloud-computing-openstack-use-plummets-and-discounts-dry-up','thenewstack.io: Bad News for Cloud Computing: OpenStack Use Plummets and Discounts Dry Up','','2019',2,'An analytical piece detailing the sharp decline in OpenStack market share as public cloud hyperscalers expanded. Live Grounding confirms that OpenStack remains stable only in telecom NFV and niche on-premises private clouds, while generic enterprise deployments have shifted to Kubernetes and hybrid-cloud runtimes.','English','Blog / Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Cloud Market", "OpenStack"]','["[COMMUNITY-TOOL]"]','[]','["private-cloud-solutions.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/bad-news-for-cloud-computing-openstack-use-plummets-and-discounts-dry-up','thenewstack.io: Bad News for Cloud Computing: OpenStack Use Plummets and Discounts Dry Up','','2019',2,'An analytical piece detailing the sharp decline in OpenStack market share as public cloud hyperscalers expanded. Live Grounding confirms that OpenStack remains stable only in telecom NFV and niche on-premises private clouds, while generic enterprise deployments have shifted to Kubernetes and hybrid-cloud runtimes.','English','Blog / Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Cloud Market", "OpenStack"]','["[COMMUNITY-TOOL]"]','[]','["private-cloud-solutions.md", "kubernetes-on-premise.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/best-practices-for-deploying-jaeger-on-kubernetes-in-production','Best Practices for Deploying Jaeger on Kubernetes in Production','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','66560553ccb11c2a8cb3ff4d3015a34a5c7b8e8ffb8210bfdf6c0bb4d06c04e9',100.0,1.77903268176677107e+09,1,'2026-05-17T17:44:41.766771+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/best-practices-for-securely-setting-up-a-kubernetes-cluster','thenewstack.io: Best Practices for Securely Setting up a Kubernetes Cluster','','2020',0,'Breaks down secure cluster bootstrapping steps, including encrypting secrets at rest in etcd, enabling control plane mutual TLS (mTLS), and minimizing public API endpoint exposure.','N/A','article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Platform Engine", "Cluster Installation & Hardening", "Infrastructure Provisioning"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/best-practices-to-optimize-infrastructure-monitoring-within-devops-teams','thenewstack.io: Best Practices to Optimize Infrastructure Monitoring within DevOps Teams','','2022',0,'Delves into establishing robust, team-wide ownership of monitoring pipelines, setting up actionable alerting paths, and building comprehensive dashboards. Curator Insight: Organizational practices for infrastructure ops. Live Grounding: Helps bridging operational silos through collective ownership of SLIs/SLOs.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Site Reliability Engineering", "Infrastructure", "Observability", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
@@ -13244,7 +13244,7 @@ INSERT INTO "resources" VALUES('https://thenewstack.io/cncf-prometheus-agent-cou
 INSERT INTO "resources" VALUES('https://thenewstack.io/cncf-working-group-sets-some-standards-for-gitops','thenewstack.io: CNCF Working Group Sets Some Standards for β€˜GitOps’','','2021',0,'Explains the founding and objectives of the CNCF GitOps Working Group (OpenGitOps). Identifies the official principles of GitOps: declarative configurations, versioned and immutable, pulled automatically, and continuously reconciled.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps", "Standards", "CNCF"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/conductor-why-we-migrated-from-kubernetes-to-nomad','thenewstack.io: Conductor: Why We Migrated from Kubernetes to Nomad','','2020',0,'Conductor''s migration case study detailing their pivot from Kubernetes to Nomad. Cites improvements in scheduling speeds, cluster maintenance overhead, and developer iteration cycles.','None','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "HashiCorp Nomad", "Case Study"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-alternatives.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/configuring-for-high-availability-in-google-cloud-platform','thenewstack.io: Configuring the Google Cloud Platform for High Availability','','2026',0,'Architectural playbook on designing high-availability systems on GCP, describing regional failovers, managed instance groups, cloud load balancing strategies, and automated scaling policies.','English','Architecture Guide','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "High Availability", "Architecture"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["GoogleCloudPlatform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/container-best-practices-what-they-are-and-why-you-should-care','thenewstack.io: Container Best Practices: What They Are and Why You Should'' Care','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','64be31de018bb819271f8319517f1bec046eb8a88efcd0cddb0dd9ff4e6bd6bf',100.0,1.77903011553951406e+09,0,'2026-05-17T17:01:55.539514+02:00',NULL,NULL,NULL,'[]','[]','["docs/container-managers.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/container-best-practices-what-they-are-and-why-you-should-care','thenewstack.io: Container Best Practices: What They Are and Why You Should'' Care','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','64be31de018bb819271f8319517f1bec046eb8a88efcd0cddb0dd9ff4e6bd6bf',100.0,1.77903011553951406e+09,0,'2026-05-17T17:01:55.539514+02:00',NULL,NULL,NULL,'[]','[]','["docs/container-managers.md"]','[]','{}','{"duplicate_of": "https://thenewstack.io/containers/container-best-practices-what-they-are-and-why-you-should-care"}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/container-images-the-easy-way-with-cloud-native-buildpacks','thenewstack.io: Container Images the Easy Way with Cloud Native Buildpacks','','2026',0,'This New Stack overview details how Cloud Native Buildpacks simplify the containerization ecosystem by abstracting away the operational complexities of writing and maintaining optimized Dockerfiles. It covers the mechanics of builder configurations, run images, and layer rebasingβ€”allowing immediate security patching without rebuilding the source.','Markdown','Article','Medium',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Continuous Integration", "Image Building"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/containers/container-best-practices-what-they-are-and-why-you-should-care','thenewstack.io: Container Best Practices: What They Are and Why You Should Care','','2022',0,'A comprehensive catalog of enterprise-level design guidelines for developing containerized workloads. It focuses on minimized base images, rootless execution models, multi-stage compilation patterns, environment variable isolation, and automated vulnerability scanning at the repository layer.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containerization", "Fundamentals", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["container-managers.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/containers/how-to-share-data-between-docker-containers','thenewstack.io: How to Share Data Between Docker Containers','','2021',0,'An operational guide on sharing directories across container environments. Compares named volumes and host bind mounts, detailing permission and isolation boundaries.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers & Orchestration", "Docker Networking & Volumes", "Volumes"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["docker.md"]','{}','{}');
@@ -13298,7 +13298,7 @@ INSERT INTO "resources" VALUES('https://thenewstack.io/four-best-practices-to-dr
 INSERT INTO "resources" VALUES('https://thenewstack.io/from-devops-to-devapps','thenewstack.io: From DevOps to DevApps. Event-Driven Architecture 🌟','','2020',2,'Highlights the adoption of asynchronous architectures. Demonstrates how event-driven loops alter traditional deployments, replacing synchronous HTTP endpoints with resilient event streaming pipelines.','N/A','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Microservices", "Event-Driven", "Application Delivery"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/garden-the-configure-once-kubernetes-platform-for-seamless-dev-prod-integration','thenewstack.io: Garden: The Configure-Once Kubernetes Platform for Seamless'' Dev/Prod Integration','','2022',0,'An analytical article examining Garden''s approach to developer workflow automation on Kubernetes. It explains how Garden utilizes graph-based build-test-deploy cycles to unify development environments with production-grade setups.','Markdown','Article / Case Study','Intermediate',0,'online','manual','6138359827ec7deae5180bd8db1920cacf98607503f65131de8825cfce9f4dca',100.0,1.77903034633391594e+09,1,'2026-05-17T17:05:46.333916+02:00',NULL,NULL,NULL,'["Application Lifecycle", "Deployment Frameworks", "Developer Platforms"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/getting-open-policy-agent-up-and-running','thenewstack.io: Getting Open Policy Agent Up and Running','','2021',0,'A pragmatic guide detailing bootstrap procedures for deploying Open Policy Agent (OPA) inside production systems. Guides the reader through daemon configuration, loading external data contexts, and integrating policy enforcement into Kubernetes via the Gatekeeper admission controller framework.','Rego','Article','Intermediate',0,'online','manual','8b16e6bb5f68ff88ecbec28ebc0bba99e9f3450b148bbeef252cfd8cfecb6375',100.0,1.77903099114565396e+09,1,'2026-05-17T17:16:31.145654+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Security & Compliance", "Policy-as-Code"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/getting-started-with-gitops','thenewstack.io: Getting Started with GitOps','','2021',0,'An introductory technical primer on GitOps methodologies. Details the fundamental mechanics of Git acting as the single source of truth for declarative systems. Illustrates reconciliation loops, automated state synchronization, and active software agents constantly pulling configuration updates directly from remote version-control systems.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Continuous Delivery", "GitOps", "Introduction"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/getting-started-with-gitops','thenewstack.io: Getting Started with GitOps','','2021',0,'An introductory technical primer on GitOps methodologies. Details the fundamental mechanics of Git acting as the single source of truth for declarative systems. Illustrates reconciliation loops, automated state synchronization, and active software agents constantly pulling configuration updates directly from remote version-control systems.','English','Article','Beginner',0,'duplicate','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Continuous Delivery", "GitOps", "Introduction"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{"duplicate_of": "https://blog.insight-services-apac.dev/2023/12/04/getting-started-bicep"}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/getting-started-with-go-and-influxdb','thenewstack.io: Getting Started with Go and InfluxDB','','N/A',0,'A practical introduction to pushing time-series metrics from Go applications to InfluxDB. Essential for engineering robust observability pipelines inside distributed microservices.','en','Guide','Intermediate',1,'online','manual','d6a82f687e26bc392bf007f481444b8a88e32779ea78f9c94ab175b46a9944f9',100.0,1.77903350380831909e+09,1,'2026-05-17T17:58:23.808319+02:00',NULL,NULL,NULL,'["Cloud Native Languages", "Go", "Storage Integration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/golang.md"]','["golang.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/git-for-managing-small-projects','thenewstack.io: Git for Managing Small Projects 🌟','','2021',4,'Explains how to scale down Git processes to streamline individual workflows and small-team projects. Emphasizes maintaining lightweight branch schemes without the overhead of heavy enterprise processes.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Workflows"]','["[ENTERPRISE-STABLE]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/github-copilot-a-powerful-controversial-autocomplete-for-developers','thenewstack.io: GitHub Copilot: A Powerful, Controversial Autocomplete for Developers','','2021',0,'A critical overview of the productivity opportunities and structural controversies introduced by the early deployment of Copilot. Examines the tension between automated code reuse and copyright licensing schemes. Explores the initial legal definitions of AI-generated content.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "AI-Assisted Development", "Technology Analysis"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
@@ -13359,14 +13359,14 @@ INSERT INTO "resources" VALUES('https://thenewstack.io/how-to-deploy-kubernetes-
 INSERT INTO "resources" VALUES('https://thenewstack.io/how-to-ensure-your-serverless-database-stays-serverless','thenewstack.io: How to Ensure Your Serverless Database Stays Serverless','','2023',0,'Focuses on preserving serverless paradigms at the database tier. Explores connection pooling, cold-start latency mitigation, dynamic compute scaling, and the integration of proxy layers to maintain seamless serverless workload support.','Conceptual','Architectural Reference','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Databases", "Serverless Databases", "Resource Management"]','["[COMMUNITY-TOOL]"]','[]','["databases.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/how-to-evaluate-kubernetes-cloud-providers','thenewstack.io: How to Evaluate Kubernetes Cloud Providers','','2026',0,'A rigorous technical analysis defining the evaluation criteria for choosing cloud-managed Kubernetes distributions. Evaluates control plane SLAs, custom networking interfaces (CNI), auto-scalers, and node-group provisioning. Live grounding highlights its importance as an architectural blueprint for high-density systems.','English','Guide/Reference','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Strategy", "Kubernetes Management", "Evaluation Framework"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["public-cloud-solutions.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/how-to-get-started-with-data-streaming','thenewstack.io: How to Get Started with Data Streaming','','2022',0,'A practical guide outlining how organizations can pivot from classic batch workflows to real-time event streaming systems. It highlights the deployment phases of streaming platforms and details data integration patterns.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Engineering", "Event Streaming", "How-To"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/how-to-get-the-most-out-of-gitops','thenewstack.io: How to Get the Most out of GitOps','','2021',0,'Investigates operational success factors for GitOps deployments, advocating for standardized templating (using Kustomize/Helm) and unified secret management strategies (using HashiCorp Vault or Sealed Secrets) in continuous deployment loops.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps", "Implementation", "Optimization"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/how-to-get-the-most-out-of-gitops','thenewstack.io: How to Get the Most out of GitOps','','2021',0,'Investigates operational success factors for GitOps deployments, advocating for standardized templating (using Kustomize/Helm) and unified secret management strategies (using HashiCorp Vault or Sealed Secrets) in continuous deployment loops.','English','Article','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps", "Implementation", "Optimization"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{"duplicate_of": "https://opensource.com/article/21/8/gitops"}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/how-to-install-the-sonarqube-security-analysis-platform','thenewstack.io: How to Install the SonarQube Security Analysis Platform','','2022',3,'Practical installation guide covering SonarQube deployments in cloud environments. Details system prerequisite profiles, host tuning metrics, and database integration configurations.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Continuous Integration", "Code Quality", "Deployment Guides"]','["[COMMUNITY-TOOL]"]','[]','["sonarqube.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/how-to-make-the-most-of-kubernetes-environment-variables','thenewstack.io: How to Make the Most of Kubernetes Environment Variables','','2022',0,'Investigates application bootstrap configuration via environment variables. Evaluates performance compromises, security trade-offs, and Downward API integration to export cluster and pod metadata fields dynamically.','YAML','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Configuration", "Runtime Configuration", "Environment Variables"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/how-to-put-a-gui-on-ansible-using-semaphore','thenewstack.io: How to Put a GUI on Ansible, Using Semaphore','','2023',0,'Detailed, step-by-step tutorial on deploying and managing Semaphore UI. Highlights configuration of inventory integration, credential injection, and user role management.','English','tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Automation & Orchestration", "Ansible GUI", "Semaphore UI"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/how-to-run-a-cassandra-operation-in-docker','thenewstack.io: How to Run a Cassandra Operation in Docker','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','5f257afcc31f63dbb3bc21856afe5e99aae2fd80a288e1e724274b1b34161b78',100.0,1.77903058323015308e+09,1,'2026-05-17T17:09:43.230153+02:00',NULL,NULL,NULL,'[]','[]','["docs/nosql.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/how-to-run-docker-in-rootless-mode','thenewstack.io: How to Run Docker in Rootless Mode','','2021',0,'Detailed guide on running the Docker daemon in rootless mode. Explains user namespace remapping techniques that protect the host system from potential container breakout exploits.','English','Tutorial','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Docker Daemon Hardening", "Rootless Mode"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["docker.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/how-to-secure-kubernetes-the-os-of-the-cloud','thenewstack.io: How to Secure Kubernetes, the OS of the Cloud','','2020',0,'Examines the concept of Kubernetes operating as a cloud-native OS, presenting strategies for securing core services, container communication, and control plane boundaries.','N/A','article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Security", "Cluster Lifecycle Security", "Operating System Paradigm"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/how-to-share-data-between-docker-containers','thenewstack.io: How to Share Data Between Docker Containers','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','b957cb52fc51af88ce24e974d49f3e7317cd296277c5f7642330676533e7e89e',100.0,1.77903006972982788e+09,0,'2026-05-17T17:01:09.729828+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/how-to-share-data-between-docker-containers','thenewstack.io: How to Share Data Between Docker Containers','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b957cb52fc51af88ce24e974d49f3e7317cd296277c5f7642330676533e7e89e',100.0,1.77903006972982788e+09,0,'2026-05-17T17:01:09.729828+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{"duplicate_of": "https://thenewstack.io/containers/how-to-share-data-between-docker-containers"}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/how-we-built-preview-environments-on-kubernetes-and-aws','thenewstack.io: How We Built Preview Environments on Kubernetes and AWS','','2022',0,'An architectural case study illustrating how to dynamically generate on-demand sandbox preview environments on AWS EKS. It outlines how custom controllers spin up ephemeral namespaces triggered by GitHub pull requests, improving QA workflows.','Markdown','Case Study','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Continuous Delivery", "Preview Environments"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/iac-cloud-misconfiguration-tools-too-noisy-without-context','thenewstack.io: IaC Cloud Misconfiguration Tools too Noisy without Context','','2023',0,'Analyzes alert noise generated by static security scanners on IaC configurations. Argues for context-aware validation engines that cross-reference code anomalies with actual live runtime status to accurately prioritize critical security vulnerabilities.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Infrastructure as Code", "Security"]','["[COMMUNITY-TOOL]"]','[]','["iac.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/ibm-red-hat-bring-load-aware-resource-management-to-kubernetes','thenewstack.io: IBM, Red Hat Bring Load-Aware Resource Management to Kubernetes','- [kubernetes-sigs: Trimaran: Load-aware scheduling plugins 🌟](https://github.com/kubernetes-sigs/scheduler-plugins/tree/master/pkg/trimaran) Trimaran is a collection of load-aware scheduler plugins','2021',4,'Explores the integration of load-aware scheduling frameworks like Trimaran into Kubernetes and OpenShift. Details how the plugin uses real-time telemetry metrics instead of passive static limits to balance workloads.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Kubernetes", "Resource Management", "Advanced Scheduling"]','["[ENTERPRISE-STABLE]"]','[]','["ocp4.md"]','{}','{}');
@@ -13385,7 +13385,7 @@ INSERT INTO "resources" VALUES('https://thenewstack.io/is-linkerd-winning-the-se
 INSERT INTO "resources" VALUES('https://thenewstack.io/istio-1-10-improves-scalability-and-revision-control','thenewstack.io: Istio 1.10 Improves Scalability and Revision Control','','2021',0,'Examines performance enhancements and lifecycle management tooling introduced in Istio 1.10. Specifically reviews canary control plane upgrades and telemetry collection optimizations to limit memory overhead in intensive environments.','English','Article','Medium',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Release Notes"]','["[COMMUNITY-TOOL]"]','[]','["istio.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/jaeger-vs-zipkin-battle-of-the-open-source-tracing-tools','thenewstack.io: Jaeger vs. Zipkin: Battle of the Open Source Tracing Tools','','2021',0,'A historical comparative analysis of Jaeger versus Zipkin for microservice tracing. While Zipkin pioneered open-source tracing, Jaeger became a dominant CNCF graduate. By 2026, both fully interoperate with OpenTelemetry APIs, but Jaeger remains highly preferred for high-performance cloud environments.','Go','Article','Intermediate',1,'online','manual','d224b70982a53247b87afed21d1f7c429bbe4c1c1e99f9a05c26ba31c3dbc009',100.0,1.779034516950181e+09,1,'2026-05-17T18:15:16.950181+02:00',NULL,NULL,NULL,'["Cloud Native", "Observability", "Distributed Tracing"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/jetstack-secure-promises-to-ease-kubernetes-tls-security','thenewstack.io: Jetstack Secure Promises to Ease Kubernetes TLS Security','','2021',0,'Analyzes the release and architecture of Jetstack Secure, which simplifies and automates TLS lifecycle tracking via cert-manager. Explains the centralization of public key infrastructures (PKIs) across multi-cluster hybrid clouds. Prevents application downtime caused by unpredicted certificate expirations.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "PKI", "Certificate Management"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/just-how-challenging-is-state-in-kubernetes','thenewstack.io: Just How Challenging Is State in Kubernetes? 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','429ee9b06e1729ad8073ddd890b8fdfa71cdad59d57400eeba95e25425993da2',100.0,1.77903296643691205e+09,0,'2026-05-17T17:49:26.436912+02:00',NULL,NULL,NULL,'[]','[]','["docs/databases.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/just-how-challenging-is-state-in-kubernetes','thenewstack.io: Just How Challenging Is State in Kubernetes? 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','429ee9b06e1729ad8073ddd890b8fdfa71cdad59d57400eeba95e25425993da2',100.0,1.77903296643691205e+09,0,'2026-05-17T17:49:26.436912+02:00',NULL,NULL,NULL,'[]','[]','["docs/databases.md"]','[]','{}','{"duplicate_of": "https://thenewstack.io"}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/k8s-backup-and-disaster-recovery-is-more-important-than-ever','thenewstack.io: K8s Backup and Disaster Recovery Is More Important Than Ever','','2022',3,'Explores the growing ransomware threat vectors targeting cloud-native topologies. Explains how mutable container environments require highly distributed, immutable storage targets and separate configuration backups.','Markdown','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Data Protection", "Industry Analysis"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-backup-migrations.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/k8s-resource-management-an-autoscaling-cheat-sheet','thenewstack.io: K8s Resource Management: An Autoscaling Cheat Sheet 🌟','','2023',0,'A concise, actionable reference sheet summarizing core resources limits, request definitions, and autoscaler configuration arguments. A stellar quick-guide for DevOps engineers designing production-ready workload templates.','N/A','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes & Scaling", "Resource Management", "Reference Materials"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/k8spin-provides-multitenant-isolation-for-kubernetes','thenewstack.io: K8Spin Provides Multitenant Isolation for Kubernetes','','2024',0,'An article discussing how K8Spin implements virtualized tenant workspaces. Reviews performance overheads and resource boundaries of namespace isolation relative to physical, heavy, multi-cluster architectures.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Multi-Tenancy", "Conceptual Overviews"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-operators-controllers.md"]','{}','{}');
@@ -13468,7 +13468,7 @@ INSERT INTO "resources" VALUES('https://thenewstack.io/maximizing-the-value-of-c
 INSERT INTO "resources" VALUES('https://thenewstack.io/mercedes-benz-4-reasons-to-sponsor-open-source-projects','thenewstack.io: Mercedes-Benz: 4 Reasons to Sponsor Open Source Projects','','2023',4,'Outlines four strategic motivations for Mercedes-Benz to sponsor open-source software. By funding critical up-stream components, the enterprise reduces technical debt, improves system security, attracts elite software engineering talent, and actively influences standard roadmaps. It provides a blueprint for enterprise open-source program offices (OSPOs) seeking to justify upstream contributions.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["System Architecture", "Open Source Software", "Strategic Governance"]','["[ENTERPRISE-STABLE]"]','[]','["customer.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/microservices-align-the-pain-with-the-solution','thenewstack.io: Microservices: Align the Pain with the Solution','','2023',0,'A pragmatic critique on microservice adoption, warning against premature architectural splitting. It urges engineering leads to identify concrete architectural pain pointsβ€”like independent scaling bottlenecks or delivery team coordination failuresβ€”before shifting from a monolith, ensuring microservices are adopted to solve proven problems rather than follow trends.','None','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Microservices Architecture", "Fundamentals", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["faq.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/microservices-transformed-devops-why-security-is-next','thenewstack.io: Microservices Transformed DevOps β€” Why Security Is Next','','2021',0,'Analyzes how microservices require new approaches to security. Details how traditional perimeter defense must be replaced with zero-trust architectures, service mesh encryption, and continuous pipeline security scans.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Microservices", "DevSecOps", "Cloud Native Security"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/microservices-vs-monoliths-an-operational-comparison','thenewstack.io: Microservices vs. Monoliths: An Operational Comparison','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','fd2fa7805264d734a7a5c002e370465477a3faf197a1af4bff006d8cf043e172',100.0,1.77903229021009206e+09,0,'2026-05-17T17:38:10.210092+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/microservices-vs-monoliths-an-operational-comparison','thenewstack.io: Microservices vs. Monoliths: An Operational Comparison','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','fd2fa7805264d734a7a5c002e370465477a3faf197a1af4bff006d8cf043e172',100.0,1.77903229021009206e+09,0,'2026-05-17T17:38:10.210092+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{"duplicate_of": "https://thenewstack.io/microservices/microservices-vs-monoliths-an-operational-comparison"}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/microservices/microservices-vs-monoliths-an-operational-comparison','thenewstack.io: Microservices vs. Monoliths: An Operational Comparison','','2020',4,'A comprehensive operational comparison of monolithic and microservices architectural patterns. It details how the distribution of systems shifts problems from single-process memory management to complex network-level routing, distributed tracing, eventual consistency, and CI/CD pipelines.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Architecture", "Microservices", "Design Patterns"]','["[ENTERPRISE-STABLE]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/microservices/the-future-of-microservices-more-abstractions','thenewstack.io: The Future of Microservices? More Abstractions','','2023',4,'Explores the evolutionary shift of microservices toward higher-level abstraction patterns, such as Dapr and WebAssembly, designed to isolate developers from network complexities. It details how externalizing cross-cutting concerns (state management, pub/sub, service discovery) into sidecars reduces cognitive overhead and boilerplate.','English','Analysis','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Microservices & Distributed Systems", "Architecture Evolution", "Abstractions & Frameworks"]','["[ENTERPRISE-STABLE]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/microservices/what-is-microservices-architecture','thenewstack.io: What Is Microservices Architecture?','','2023',4,'Introduces microservice-based application design, emphasizing modularity, domain boundaries, and decentralized technical footprints. Compares traditional monolithic patterns against distributed designs, highlighting structural trade-offs, testing models, and continuous integration needs.','English','Article','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Microservices & Distributed Systems", "Architecture Patterns", "Fundamentals"]','["[ENTERPRISE-STABLE]"]','[]','["introduction.md"]','{}','{}');
@@ -13479,7 +13479,7 @@ INSERT INTO "resources" VALUES('https://thenewstack.io/misconfiguration-worries-
 INSERT INTO "resources" VALUES('https://thenewstack.io/monitor-your-containers-with-sysdig','thenewstack.io: Monitor Your Containers with Sysdig','','2022',0,'A walkthrough on utilizing Sysdig''s eBPF and kernel-level trace scraping features to surface non-intrusive, granular system call events across active containers. Curator Insight: Deep system-call inspection patterns. Live Grounding: Critical tool for identifying zero-day container breaches and tracing system performance regressions.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Orchestration", "Kubernetes", "Observability", "Sysdig", "Security"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/monitoring-api-latencies-after-releases-4-mistakes-to-avoid','thenewstack.io: Monitoring API Latencies After Releases: 4 Mistakes to Avoid','','2023',0,'Deep technical analysis warning teams against core deployment pitfalls, including the misuse of mathematical averages over high-resolution percentile histograms (P99/P99.9). Curator Insight: Identical post-release performance warning. Live Grounding: Focuses heavily on the structural telemetry issues during rolling upgrades.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Observability", "APIs", "Latency", "Releases"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/monitoring-as-code-what-it-is-and-why-you-need-it','thenewstack.io: Monitoring as Code: What It Is and Why You Need It 🌟','','2023',0,'Explains the paradigm of Monitoring as Code (MaC), allowing engineering teams to define dashboard schemas, synthetic tests, and alerting thresholds using declarative configurations in VCS systems. Curator Insight: Paradigm shift from manual dashboard configuration. Live Grounding: Crucial for aligning platform metrics with standard CI/CD and GitOps delivery models.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Automation", "Monitoring as Code", "GitOps"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/monitoring-vs-observability-whats-the-difference','thenewstack.io: Monitoring vs. Observability: What’s the Difference?','','2022',0,'Compares traditional metric-based monitoring (knowing when a failure occurs) against structural observability (understanding why it occurs by correlation of inputs and outputs). Curator Insight: Conceptual framework comparing telemetry methodologies. Live Grounding: Useful for aligning cross-functional teams on why modernized tracing platforms require higher initial capital investment.','English','Article','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Site Reliability Engineering", "Observability", "Terminology", "Monitoring vs Observability"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/monitoring-vs-observability-whats-the-difference','thenewstack.io: Monitoring vs. Observability: What’s the Difference?','','2022',0,'Compares traditional metric-based monitoring (knowing when a failure occurs) against structural observability (understanding why it occurs by correlation of inputs and outputs). Curator Insight: Conceptual framework comparing telemetry methodologies. Live Grounding: Useful for aligning cross-functional teams on why modernized tracing platforms require higher initial capital investment.','English','Article','Beginner',1,'duplicate','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Site Reliability Engineering", "Observability", "Terminology", "Monitoring vs Observability"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{"duplicate_of": "https://dashbird.io/blog/monitoring-vs-observability"}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/monolithic-development-practices-kill-powerful-kubernetes-benefits','thenewstack.io: Monolithic Development Practices Kill Powerful Kubernetes Benefits 🌟🌟','','2021',5,'Critiques the common anti-pattern of running tightly-coupled monolithic applications on Kubernetes without adjusting architectural paradigms. Demonstrates why horizontal scaling and self-healing require loose coupling.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Design Patterns", "Microservices"]','["[DE FACTO STANDARD]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/monoliths-to-microservices-4-modernization-best-practices-2','thenewstack.io: Monoliths to Microservices: 4 Modernization Best Practices','','2021',0,'Outlines strategic methodologies for decomposing legacy monolithic architectures. Promotes the Strangler Fig pattern, domain-driven boundary definition, database decomposition techniques, and the evolutionary transition of data schemas to prevent transactional failure.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Microservices", "Modernization", "Monolith Migration"]','["[LEGACY]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/more-database-analytics-workloads-ran-on-kubernetes-in-2022','thenewstack.io: More Database, Analytics Workloads Ran on Kubernetes in 2022','','2022',0,'A comprehensive review of the annual survey detailing the exponential adoption of running production databases and stateful analytical workloads directly on Kubernetes clusters in enterprise spaces.','English','Industry Survey Analysis','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data on Kubernetes", "Market Trends", "Analytics Workloads"]','["[COMMUNITY-TOOL]"]','[]','["databases.md"]','{}','{}');
@@ -13487,7 +13487,7 @@ INSERT INTO "resources" VALUES('https://thenewstack.io/more-python-for-non-progr
 Live Grounding: Emphasizes the translation of logic requirements into working scripts, touching upon variable assignment, light I/O, and essential script maintenance.','Python','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Python Fundamentals", "Onboarding"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/multicloud-challenges-and-solutions','thenewstack.io: Multicloud Challenges and Solutions','','2020',4,'Details the immense architectural friction points of multi-cloud setups, from inconsistent IAM paradigms and distinct networking topologies to high egress fees. Reviews operational abstractions like cross-cloud controllers and unified policy management to reconcile these differences.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Multi-Cloud Strategy", "Network & Security"]','["[ENTERPRISE-STABLE]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/multicloud-paves-the-way-for-cloud-native-resiliency-models','thenewstack.io: Multicloud Paves the Way for Cloud Native Resiliency Models','','2020',4,'Examines how a multi-cloud topology acts as the ultimate disaster recovery tier for highly critical modern platforms. Analyzes how active-active deployments across distinct public cloud providers mitigate regional or cloud-wide service provider outages.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Multi-Cloud Strategy", "Resilience Patterns"]','["[ENTERPRISE-STABLE]"]','[]','["introduction.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/multicluster-management-with-kubernetes-and-istio','thenewstack.io: Multicluster Management with Kubernetes and Istio','','2021',0,'Analyzes the primary deployment patterns for multi-cluster Kubernetes environments running Istio. Compares shared control planes with replicated control planes, highlighting the network and operational trade-offs of each design.','English','Article','High',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Multi-Cluster", "Service Mesh"]','["[COMMUNITY-TOOL]"]','[]','["istio.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/multicluster-management-with-kubernetes-and-istio','thenewstack.io: Multicluster Management with Kubernetes and Istio','','2021',0,'Analyzes the primary deployment patterns for multi-cluster Kubernetes environments running Istio. Compares shared control planes with replicated control planes, highlighting the network and operational trade-offs of each design.','English','Article','High',1,'duplicate','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Multi-Cluster", "Service Mesh"]','["[COMMUNITY-TOOL]"]','[]','["istio.md"]','{}','{"duplicate_of": "https://tetrate.io/blog/what-is-istio-and-why-does-kubernetes-need-it"}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/mutual-tls-microservices-encryption-for-service-mesh','thenewstack.io: Mutual TLS: Securing Microservices in Service Mesh','','2021',4,'A deep dive into the cryptographic architecture of Mutual TLS (mTLS) within service meshes. Details how automatic certificate issuance, rotation, and cryptographic trust boundaries secure east-west microservices traffic against intercept attacks.','None','article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Security", "mTLS"]','["[ENTERPRISE-STABLE]"]','[]','["servicemesh.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/no-kubernetes-needed-amazon-ecs-anywhere','thenewstack.io: No Kubernetes Needed: Amazon ECS Anywhere','','2021',0,'Explores ECS Anywhere, demonstrating hybrid orchestration patterns without Kubernetes. Allows managing on-premises hardware and VMs using the native, lightweight ECS API model.','None','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "AWS", "Hybrid Orchestration"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-alternatives.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/nsa-on-how-to-harden-kubernetes','thenewstack.io: NSA on How to Harden Kubernetes','','2021',0,'A practical review focusing on the security configurations defined within the NSA hardening guides. Covers container escape avoidance, using read-only structures, and setting up logging patterns. Beneficial for system engineers translating recommendations to production setups.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Hardening Standards", "Government Guidelines"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}');
@@ -13580,17 +13580,17 @@ INSERT INTO "resources" VALUES('https://thenewstack.io/the-4-definitions-of-mult
 INSERT INTO "resources" VALUES('https://thenewstack.io/the-6-pillars-of-platform-engineering-part-1-security','thenewstack.io: The 6 Pillars of Platform Engineering: Part 1 β€” Security','','2023',0,'Outlines the security pillar of Platform Engineering, showing how to bake access control, compliance, vulnerability scanning, and secrets management directly into the paved path. This strategy ensures security compliance is passive and frictionless for product developers.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Pillars", "Security"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/the-benefits-and-drawbacks-of-dataops-in-practice','thenewstack.io: The Benefits and Drawbacks of DataOps in Practice','','2022',0,'Explores the practical benefits and deployment drawbacks of DataOps. Outlines continuous integration strategies for analytical workflows, database schema migration safety, automated validation testing, and orchestrating massive data pipelines.','Conceptual','Methodology Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Databases", "Data Operations", "DataOps"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["databases.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/the-best-site-reliability-engineering-tools-in-2021','thenewstack.io: The Best Site Reliability Engineering Tools in 2021','','2021',0,'An evaluative overview of top-tier reliability platforms. Focuses on tools addressing continuous anomaly detection, SLO dashboards, chaos engineering, and incident management pipelines.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Site Reliability Engineering", "Tooling"]','["[COMMUNITY-TOOL]"]','[]','["sre.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/the-challenges-of-monitoring-kubernetes-and-openshift','thenewstack.io: The Challenges of Monitoring Kubernetes and OpenShift','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','ce324f75cac9ce1dedc76a360b4d1111028392d339e272a632be07a175a9acc3',100.0,1.77903233997600293e+09,0,'2026-05-17T17:38:59.976003+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/the-cloud-native-landscape-platforms-explained','thenewstack.io: The Cloud Native Landscape: Platforms Explained','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','c04d6959199ddd8499c01571ff0d8015a21ef6141ad2d68df43b1e5a8dba2bb1',100.0,1.77903392528500604e+09,0,'2026-05-17T18:05:25.285006+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/the-challenges-of-monitoring-kubernetes-and-openshift','thenewstack.io: The Challenges of Monitoring Kubernetes and OpenShift','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ce324f75cac9ce1dedc76a360b4d1111028392d339e272a632be07a175a9acc3',100.0,1.77903233997600293e+09,0,'2026-05-17T17:38:59.976003+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{"duplicate_of": "https://thenewstack.io/category/kubernetes"}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/the-cloud-native-landscape-platforms-explained','thenewstack.io: The Cloud Native Landscape: Platforms Explained','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c04d6959199ddd8499c01571ff0d8015a21ef6141ad2d68df43b1e5a8dba2bb1',100.0,1.77903392528500604e+09,0,'2026-05-17T18:05:25.285006+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{"duplicate_of": "https://thenewstack.io/cloud-native/the-cloud-native-landscape-platforms-explained"}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/the-coming-era-of-data-as-code','thenewstack.io: The Coming Era of Data as Code 🌟','','2021',0,'Presents the ''Data as Code'' philosophy, where datasets are treated with the same version control, testing, and continuous delivery disciplines as application source code. The author argues that data pipelines must have rigorous validation tests before execution. Live enterprise analytics frameworks validate this trend, showing that treating data declaratively is essential for stable, reproducible machine learning and analytical pipelines.','N/A','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Engineering", "Data Operations", "Data-as-Code"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/the-devsecops-skillsets-required-for-cloud-deployments','thenewstack.io: The DevSecOps Skillsets Required for Cloud Deployments','','2022',0,'Identifies core competencies required to bridge the gap between application engineering, infrastructure management, and information security. Explores training approaches for policy-as-code linting, automated vulnerability triage, and team threat modeling.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "DevSecOps", "Engineering Skills"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/the-future-of-microservices-more-abstractions','thenewstack.io: The Future of Microservices? More Abstractions','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','32a7606ea43f5e0c14b7551ad20fbae17443ab78a078191d67d136bd0a96f41d',100.0,1.77903148953830289e+09,0,'2026-05-17T17:24:49.538303+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/the-future-of-microservices-more-abstractions','thenewstack.io: The Future of Microservices? More Abstractions','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','32a7606ea43f5e0c14b7551ad20fbae17443ab78a078191d67d136bd0a96f41d',100.0,1.77903148953830289e+09,0,'2026-05-17T17:24:49.538303+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{"duplicate_of": "https://thenewstack.io/microservices/the-future-of-microservices-more-abstractions"}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/the-future-of-ops-careers','thenewstack.io: The Future of Ops Careers 🌟🌟','','2020',3,'Analyzes the evolution of systems careers, mapping the rise of specialized SRE and platform engineering positions to handle complex multi-cloud deployments.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Culture", "Career Development"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/the-growth-of-state-in-kubernetes','thenewstack.io: The Growth of State in Kubernetes','','2021',0,'A historical and architectural analysis of the growth of stateful applications inside Kubernetes. It documents the transition from early, experimental Peterson/Docker volume loops to highly hardened cloud-native database clustering engines.','N/A','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Storage Architecture", "Storage Fundamentals", "Stateful Applications"]','["[EMERGING]"]','[]','["kubernetes-storage.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/the-hidden-costs-of-service-meshes','thenewstack.io: The Hidden Costs of Service Meshes','','2022',4,'An essential architectural analysis of the hidden performance costs of deploying service meshes. Details resource overhead limits (CPU/RAM per proxy), network latency penalties, and cognitive overhead for platform engineering teams.','None','article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Performance"]','["[ENTERPRISE-STABLE]"]','[]','["servicemesh.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/the-kubernetes-network-security-effect','thenewstack.io: The Kubernetes Network Security Effect 🌟','','2021',0,'Explores the industry paradigm shift toward dynamic microsegmentation. Discusses the downstream security benefits of adopting strict default-deny postures in multi-tenant environments.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Security", "Zero Trust"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-networking.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/the-latest-owasp-top-10-looks-a-lot-like-the-old-owasp','thenewstack.io: Latest OWASP Top 10 Surfaces Web Development Security Bugs','','2021',0,'Analyzes shifts within the OWASP Top 10 web application vulnerabilities list. Highlights the prominence of Broken Access Control and Cryptographic Failures, showing a clear shift from simple code-level bugs (like injection) toward systemic architectural logic failures. Useful for security steering groups updating development policies.','N/A','Article','Basic',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Mitigation Standards", "OWASP Top 10"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/the-most-popular-cloud-native-storage-solutions','thenewstack.io: The most popular cloud native solutions 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','faf4291b9c2044bc614e34926ec7b8dff96a5f79c8b7efd21727bc222f63f11a',100.0,1.77903369251177597e+09,0,'2026-05-17T18:01:32.511776+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-storage.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/the-most-popular-cloud-native-storage-solutions','thenewstack.io: The most popular cloud native solutions 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','faf4291b9c2044bc614e34926ec7b8dff96a5f79c8b7efd21727bc222f63f11a',100.0,1.77903369251177597e+09,0,'2026-05-17T18:01:32.511776+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-storage.md"]','[]','{}','{"duplicate_of": "https://thenewstack.io/cloud-native/the-most-popular-cloud-native-storage-solutions"}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/the-new-stacks-top-kubernetes-stories-of-2021','thenewstack.io: The New Stack’s Top Kubernetes Stories of 2021','','2021',2,'A retro collection of tech journalism covering Kubernetes security vulnerabilities, runtime deprecations, and API improvements. Essential history context of cloud-native developments.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Fundamentals", "Industry Trends", "Yearly Reviews"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/the-next-kubernetes-management-frontier-automation','thenewstack.io: The Next Kubernetes Management Frontier: Automation. Automation Is No Longer a β€œNice to Have” 🌟🌟','','2022',0,'Analyzes automation frameworks as the definitive management frontier for multi-cluster operations. Curator Insight focuses on standard tooling, whereas Live Grounding demonstrates how GitOps-driven automation is a core requirement to support modern self-healing platforms.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes", "Cluster Operations", "Automation"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/the-next-step-after-devops-and-gitops-is-cloud-engineering-pulumi-says','thenewstack.io: The Next Step after DevOps and GitOps Is Cloud Engineering, Pulumi Says','','2021',0,'A foundational examination of the shift from legacy DevOps models to full Cloud Engineering. Highlights how Pulumi bridges application development and infrastructure via standardized code workflows.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Cloud Engineering", "Pulumi"]','["[LEGACY]"]','[]','["pulumi.md"]','{}','{}');
@@ -13611,7 +13611,7 @@ INSERT INTO "resources" VALUES('https://thenewstack.io/this-week-in-programming-
 INSERT INTO "resources" VALUES('https://thenewstack.io/this-week-in-programming-kubernetes-from-day-one','thenewstack.io: This Week in Programming: Kubernetes from Day One? 🌟','','2021',3,'Debates the architectural trade-offs of starting projects on Kubernetes from inception versus migrating legacy monoliths. Evaluates how early adoption influences software delivery pipelines and containerizes early infrastructure.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Strategy", "Application Lifecycle"]','["[LEGACY]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/this-week-in-programming-the-elasticsearch-saga-continues','thenewstack.io: This Week in Programming: The ElasticSearch Saga Continues','','2021',0,'Evaluates the technical and legal friction generated by Elastic''s license change. Discusses how this licensing pivot forced major enterprises and open-source ecosystems to migrate infrastructure to OpenSearch or accept SSPL/Elastic licenses.','None','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Log Management", "Industry Shifts"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/this-week-in-programming-windows-opens-up-to-android-developers','thenewstack.io: This Week in Programming: Windows Opens Up to Android Developers','','2021',0,'Details the integration of Android application virtualization inside the Windows developer workflow. Bridges target compilation and execution environments using native Windows subsystems for a streamlined developer experience.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Experience", "Mobile Development", "Windows Integration"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/tigera-aims-ease-connectivity-pain-kubernetes','thenewstack.io: Tigera''s Calico Aims to Ease Connectivity Pain with Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','ce324f75cac9ce1dedc76a360b4d1111028392d339e272a632be07a175a9acc3',100.0,1.77903217987502098e+09,0,'2026-05-17T17:36:19.875021+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-networking.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/tigera-aims-ease-connectivity-pain-kubernetes','thenewstack.io: Tigera''s Calico Aims to Ease Connectivity Pain with Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ce324f75cac9ce1dedc76a360b4d1111028392d339e272a632be07a175a9acc3',100.0,1.77903217987502098e+09,0,'2026-05-17T17:36:19.875021+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-networking.md"]','[]','{}','{"duplicate_of": "https://thenewstack.io/category/kubernetes"}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/tracing-why-logs-arent-enough-to-debug-your-microservices','thenewstack.io: Tracing: Why Logs Aren’t Enough to Debug Your Microservices 🌟','','2021',0,'Explores the technical limitations of traditional centralized logging in cloud-native microservices. Highlights how distributed tracing bridges context gaps, tracing request flow across network boundaries.','None','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Distributed Tracing", "Methodology"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/transform-and-future-proof-your-architecture-with-mach','thenewstack.io: Transform and Future-Proof Your Architecture with MACH','','2022',4,'Introduces MACH (Microservices, API-first, Cloud-native, Headless) as a modern enterprise blueprint for agile digital experience platforms. This modular paradigm allows businesses to scale individual pieces independently, facilitating seamless integrations and preventing monolithic vendor lock-in.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture & Infrastructure Strategy", "Modern Architectural Paradigms", "MACH Architecture"]','["[ENTERPRISE-STABLE]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/tricks-for-cloud-cost-optimization','thenewstack.io: Tricks for Cloud Cost Optimization | Pavan Belagatti','','2021',0,'Discusses key tactical tricks for managing cloud infrastructure billing. Focuses on the implementation of modern open-source Kubernetes cost observability tools (such as Kubecost) alongside active container rightsizing strategies to optimize compute expenditures.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Financial Operations", "FinOps", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["finops.md"]','{}','{}');
@@ -13651,7 +13651,7 @@ INSERT INTO "resources" VALUES('https://thenewstack.io/what-does-it-take-to-mana
 INSERT INTO "resources" VALUES('https://thenewstack.io/what-is-cloud-automation-and-how-does-it-benefit-it-teams','thenewstack.io: What Is Cloud Automation and How Does It Benefit IT Teams? 🌟','','2021',0,'Demystifies cloud automation paradigms, describing how automated resource provisioning, scaling, and configuration reduce operational overhead and human error. Key focus is placed on programmatic API orchestration and infrastructure-as-code.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Automation", "Concepts"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/what-is-container-monitoring','thenewstack.io: What Is Container Monitoring?','','2022',0,'Details the core components of container-level metric collection, explaining the collection layers between host OS kernels, container runtimes (containerd), and container orchestrators. Curator Insight: Structural baseline for container runtimes. Live Grounding: Invaluable context for engineers trying to diagnose performance issues when transitioning from VMs to bare-metal containers.','English','Article','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Orchestration", "Containers", "Observability", "Basics"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/what-is-data-management-in-the-kubernetes-age','thenewstack.io: What Is Data Management in the Kubernetes Age?','','2022',0,'Redefines how data management must adapt to the API-first, declarative paradigm of Kubernetes. Highlights key criteria including multi-cloud data transportability, self-healing database engines, and policy-driven backups.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data on Kubernetes", "Data Governance", "Infrastructure"]','["[COMMUNITY-TOOL]"]','[]','["databases.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/what-is-gitops-and-why-it-might-be-the-next-big-thing-for-devops','thenewstack.io: What Is GitOps and Why It Might Be The Next Big Thing for'' DevOps','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','489203d7c644a615dd8c991690faeec1a09c7b7699df5401d74e958dc09808c7',100.0,1.77903203464261388e+09,0,'2026-05-17T17:33:54.642614+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/what-is-gitops-and-why-it-might-be-the-next-big-thing-for-devops','thenewstack.io: What Is GitOps and Why It Might Be The Next Big Thing for'' DevOps','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','489203d7c644a615dd8c991690faeec1a09c7b7699df5401d74e958dc09808c7',100.0,1.77903203464261388e+09,0,'2026-05-17T17:33:54.642614+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{"duplicate_of": "https://thenewstack.io/software-development"}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/what-is-istio-and-why-does-kubernetes-need-it','thenewstack.io: What Is Istio and Why Does Kubernetes Need it? 🌟','','2021',0,'An introductory overview focusing on how Istio decouples communication concerns from business logic. Explains the operational benefits of shifting circuit breaking, telemetry collection, and dynamic routing into Envoy proxies.','English','Article','Low',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Fundamentals"]','["[COMMUNITY-TOOL]"]','[]','["istio.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/what-is-the-modern-cloud-native-stack','thenewstack.io: What is the modern cloud native stack? 🌟🌟','','2020',5,'Maps out the components of the modern Cloud Native Computing Foundation (CNCF) stack. From container runtimes (containerd) and orchestration (Kubernetes) to service meshes (Istio/Linkerd) and GitOps deployment paradigms (ArgoCD), this serves as an essential reference architecture.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "CNCF Ecosystem", "Platform Engineering"]','["[DE FACTO STANDARD]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/what-we-learned-from-enabling-developer-self-service','thenewstack.io: What We Learned from Enabling Developer Self-Service','','2023',0,'Analyzes the lessons learned from deploying internal developer platforms. Emphasizes that successful self-service portals require careful user-research, avoiding over-automation, and continuous developer feedback loops.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Self-Service", "Case Studies"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
@@ -13682,11 +13682,11 @@ INSERT INTO "resources" VALUES('https://thenewstack.io/zero-trust-security-with-
 INSERT INTO "resources" VALUES('https://thenewstack.io/zerolb-a-new-decentralized-pattern-for-load-balancing','thenewstack.io: ZeroLB, a New Decentralized Pattern for Load Balancing','','2022',3,'Introduces the architectural paradigm of ZeroLB, targeting the complete elimination of centralized software or hardware load balancers. Shifts proxy decisions directly onto local sidecars, minimizing hops and eliminating centralized single points of failure.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Networking", "Load Balancing", "Decentralized"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-networking.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenextweb.com/news/6-practical-tricks-every-python-developer-should-have','thenextweb.com: 6 practical tricks every Python developer should have','','2016',0,'Explores highly pragmatic coding techniques in Python, including clean list comprehensions, multiple assignments, unpacking expressions, and dict lookups to streamline backend codebase efficiency and developer onboarding speed.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Python Core", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}');
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     - Run containers and Pods with the least privileges possible.
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 INSERT INTO "resources" VALUES('https://tomd.xyz/kubernetes-event-driven-keda','tomd.xyz: Event-driven integration on Kubernetes with Camel & KEDA 🌟','','2021',0,'Demonstrates how to run Apache Camel integration microservices on Kubernetes, leveraging KEDA to dynamically scale Camel routes based on incoming message rates. Synthesizes enterprise integration patterns (EIP) with modern cloud-native autoscaling.','Java','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Platform", "Autoscaling", "Event-Driven Scaling"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
@@ -13771,14 +13771,14 @@ INSERT INTO "resources" VALUES('https://tomsitcafe.com/2023/06/09/automating-api
 INSERT INTO "resources" VALUES('https://tonylixu.medium.com/devops-in-k8s-k9s-terminal-based-ui-to-manage-your-cluster-85b4f147e209','tonylixu.medium.com: K8s Tools β€” K9s, Terminal Based UI to Manage Your Cluster','','N/A',0,'A curated technical resource and architectural guide covering tonylixu.medium.com: K8s Tools β€” K9s, Terminal Based UI to Manage Your Cluster in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903392152947306e+09,0,'2026-05-17T18:05:21.529473+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://tonylixu.medium.com/docker-run-vs-cmd-vs-entrypoint-57f248b95889','tonylixu.medium.com: Docker RUN vs CMD vs ENTRYPOINT','','N/A',0,'A curated technical resource and architectural guide covering tonylixu.medium.com: Docker RUN vs CMD vs ENTRYPOINT in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790305723448739e+09,0,'2026-05-17T17:09:32.344874+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/docker.md"]','["docker.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://tonylixu.medium.com/gitops-github-actions-docker-build-workflow-157cc53e9a0d','==tonylixu.medium.com: GitOps β€” Github Actions Docker Build Workflow==','','N/A',0,'A curated technical resource and architectural guide covering ==tonylixu.medium.com: GitOps β€” Github Actions Docker Build Workflow== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.779032832891052e+09,0,'2026-05-17T17:47:12.891052+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://tonylixu.medium.com/k8s-troubleshooting-pod-in-terminating-or-unknown-status-2878f6ec66b8','tonylixu.medium.com: K8s Troubleshooting β€” Pod in Terminating or Unknown'' Status','','N/A',0,'A curated technical resource and architectural guide covering tonylixu.medium.com: K8s Troubleshooting β€” Pod in Terminating or Unknown'' Status in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903404918909502e+09,0,'2026-05-17T18:07:29.189095+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-troubleshooting.md"]','["kubernetes-troubleshooting.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://tonylixu.medium.com/k8s-troubleshooting-pod-in-terminating-or-unknown-status-2878f6ec66b8','tonylixu.medium.com: K8s Troubleshooting β€” Pod in Terminating or Unknown'' Status','','N/A',0,'A curated technical resource and architectural guide covering tonylixu.medium.com: K8s Troubleshooting β€” Pod in Terminating or Unknown'' Status in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903404918909502e+09,0,'2026-05-17T18:07:29.189095+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-troubleshooting.md"]','["kubernetes-troubleshooting.md"]','{}','{"duplicate_of": "https://blog.devgenius.io/k8s-troubleshooting-pod-in-terminating-or-unknown-status-2878f6ec66b8"}');
 INSERT INTO "resources" VALUES('https://tonylixu.medium.com/kubectl-plugins-operation-f93274622447','==tonylixu.medium.com: Kubectl β€” Plugins Operation==','','N/A',0,'A curated technical resource and architectural guide covering ==tonylixu.medium.com: Kubectl β€” Plugins Operation== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903162007640504e+09,0,'2026-05-17T17:27:00.076405+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://toolbox.kali-linuxtr.net/kubecrt-convert-helm-charts-to-kubernetes-resources.tool','Kubecrt - Convert HELM charts to kubernetes resources 🌟','','N/A',0,'A curated technical resource and architectural guide covering Kubecrt - Convert HELM charts to kubernetes resources 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903312976454496e+09,0,'2026-05-17T17:52:09.764545+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://toolkit.fluxcd.io','toolkit.fluxcd.io: GitOps Toolkit 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','4cfce0e06c953d2045954cac2322e22157e516db141f1057bed2ba29bc8b2db9',100.0,1779032345.67723,0,'2026-05-17T17:39:05.677230+02:00',NULL,NULL,NULL,'[]','[]','["docs/flux.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://toolkit.fluxcd.io','toolkit.fluxcd.io: GitOps Toolkit 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4cfce0e06c953d2045954cac2322e22157e516db141f1057bed2ba29bc8b2db9',100.0,1779032345.67723,0,'2026-05-17T17:39:05.677230+02:00',NULL,NULL,NULL,'[]','[]','["docs/flux.md"]','[]','{}','{"duplicate_of": "https://fluxcd.io/flux"}');
 INSERT INTO "resources" VALUES('https://topcloudops.com/blog-detail?id=030b1031-8bc8-4bc5-8f7a-417950005b97','topcloudops.com: Optimizing AWS RDS Cost','','N/A',0,'A curated technical resource and architectural guide covering topcloudops.com: Optimizing AWS RDS Cost in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790316693240869e+09,0,'2026-05-17T17:27:49.324087+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-pricing.md"]','["aws-pricing.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://topcloudops.com/blog-detail?id=afa06d47-b8ea-4417-bb4c-7d164f8903e7','topcloudops.com: Kubernetes Draining Nodes Properly','','N/A',0,'A curated technical resource and architectural guide covering topcloudops.com: Kubernetes Draining Nodes Properly in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903038449213695e+09,0,'2026-05-17T17:06:24.492137+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://topcloudops.com/blog-detail?id=afa06d47-b8ea-4417-bb4c-7d164f8903e7','topcloudops.com: Kubernetes Draining Nodes Properly','','N/A',0,'A curated technical resource and architectural guide covering topcloudops.com: Kubernetes Draining Nodes Properly in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903038449213695e+09,0,'2026-05-17T17:06:24.492137+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"duplicate_of": "https://itnext.io/kubernetes-draining-nodes-properly-79e18dca4d5e"}');
 INSERT INTO "resources" VALUES('https://torq.io/blog/5-security-automation-examples-for-non-developers','torq.io: 5 Security Automation Examples for Non-Developers','','2022',0,'Provides practical implementation examples for low-code/no-code security automation using SOAR architectures. Focuses on integrating threat telemetry sources, executing dynamic IP quarantine actions, and orchestrating Slack-based manual approval steps for access provisioning.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Automation", "SOAR Workflows"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://towardsaws.com/a-gentle-introduction-to-amazon-web-services-aws-50f18c7c57dc','towardsaws.com: A Gentle Introduction to Amazon Web Services (AWS)','','N/A',0,'A curated technical resource and architectural guide covering towardsaws.com: A Gentle Introduction to Amazon Web Services (AWS) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903218473001098e+09,0,'2026-05-17T17:36:24.730011+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://towardsaws.com/accessing-a-private-rest-api-from-another-private-rest-api-in-aws-api-gateway-5112b835c0d4','towardsaws.com: Accessing a Private REST API from another Private REST API'' in AWS API Gateway','','N/A',0,'A curated technical resource and architectural guide covering towardsaws.com: Accessing a Private REST API from another Private REST API'' in AWS API Gateway in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034131.31276,0,'2026-05-17T18:08:51.312760+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-networking.md"]','["aws-networking.md"]','{}','{}');
@@ -13861,7 +13861,7 @@ INSERT INTO "resources" VALUES('https://traefik.io/blog/transition-from-ingress-
 INSERT INTO "resources" VALUES('https://traefik.io/traefik-mesh','Maesh','','2023',2,'Maesh (rebranded as Traefik Mesh) was a lightweight, SMI-compliant mesh designed by Traefik Labs. It was officially retired in 2024 to consolidate development focus on Traefik API Gateway products.','Go','open-source-tool','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Legacy Tooling"]','["[COMMUNITY-TOOL]"]','[]','["servicemesh.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://training.github.com/downloads/github-git-cheat-sheet.pdf','github.github.com/training-kit: Git cheat sheet','','2024',4,'Curator Insight: Official GitHub training PDF mapping standard CLI commands for branch lifecycle and local repository synchronization. Live Grounding: Retains great instructional value for building reliable local-to-remote pipelines and securing git commits with GPG signing.','PDF','Official Guide','Beginner-Intermediate',0,'online','manual','a645979f73e24b14b3deb010a64afc0c0e25cedbeed2090d109ad5539f759ac6',100.0,1.7817358895507481e+09,0,'2026-06-18T00:38:09.550748+02:00',NULL,NULL,NULL,'["Development", "Version Control", "Git"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
 INSERT INTO "resources" VALUES('https://training.linuxfoundation.org/resources','The Linux Foundation Training','','2026',5,'The definitive training and certification source for open-source engineering. Directs the primary curricula for the CKA, CKAD, and CKS benchmarks, offering authoritative lessons on container network interfaces, control-plane troubleshooting, and Linux security interfaces.','English','Training Platform','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Professional Development", "Certifications", "Linux & Open Source"]','["[DE FACTO STANDARD]"]','[]','["elearning.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://training.linuxfoundation.org/training/introduction-to-kubernetes','training.linuxfoundation.org: Introduction to Kubernetes (LFS158x)','','2026',0,'The baseline introductory curriculum authored by the Linux Foundation and the CNCF. Teaches fundamental architecture, control plane mechanics, pod configurations, networking standards, and volume storage strategies required for standard operation tasks.','N/A','Course','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Education", "Official Certifications"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-tutorials.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://training.linuxfoundation.org/training/introduction-to-kubernetes','training.linuxfoundation.org: Introduction to Kubernetes (LFS158x)','','2026',0,'The baseline introductory curriculum authored by the Linux Foundation and the CNCF. Teaches fundamental architecture, control plane mechanics, pod configurations, networking standards, and volume storage strategies required for standard operation tasks.','N/A','Course','Beginner',0,'duplicate','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Education", "Official Certifications"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-tutorials.md"]','{}','{"duplicate_of": "https://www.cloudtechtwitter.com/2022/05/dont-miss-next-article-be-first-to-be.html"}');
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 INSERT INTO "resources" VALUES('https://tratnayake.dev/helm-include-all-files-from-directory-in-line','tratnayake.dev: Using Helm To Include All Files From A Directory In-line','','N/A',0,'A curated technical resource and architectural guide covering tratnayake.dev: Using Helm To Include All Files From A Directory In-line in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903153784835696e+09,0,'2026-05-17T17:25:37.848357+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{}');
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@@ -13869,7 +13869,7 @@ INSERT INTO "resources" VALUES('https://travelrasik.com/category/asia','doylesto
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 INSERT INTO "resources" VALUES('https://travis-ci.org','Travis CI','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','9fcc4b1bea231dca2dd2fe5a5836b8bacc2e5ed2eb8b0607f0422eaf4ced733f',100.0,1.77903413929375505e+09,0,'2026-05-17T18:08:59.293755+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins-alternatives.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://travis.media/blog/pulumi-tutorial-automate-kubernetes-operations','travis.media: Pulumi Tutorial: Automate Kubernetes Deployments and Operations with this Complete Guide','','2022',0,'End-to-end tutorial detailing the programmatic definition of namespaces, ingress controllers, replicas, and pod affinity rules inside target Kubernetes environments using Pulumi''s type-safe bindings.','TypeScript','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Kubernetes Provisioning", "Pulumi"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["pulumi.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://travis.media/pulumi-tutorial-automate-kubernetes-operations','travis.media: Pulumi Tutorial: Automate Kubernetes Deployments and Operations'' with this Complete Guide','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','dcbe8a11a14c4e0f732035b0f4f5d0f47bbc6a2787d4ca6121eb65c733d1e2aa',100.0,1.77903097558508491e+09,0,'2026-05-17T17:16:15.585085+02:00',NULL,NULL,NULL,'[]','[]','["docs/pulumi.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://travis.media/pulumi-tutorial-automate-kubernetes-operations','travis.media: Pulumi Tutorial: Automate Kubernetes Deployments and Operations'' with this Complete Guide','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','dcbe8a11a14c4e0f732035b0f4f5d0f47bbc6a2787d4ca6121eb65c733d1e2aa',100.0,1.77903097558508491e+09,0,'2026-05-17T17:16:15.585085+02:00',NULL,NULL,NULL,'[]','[]','["docs/pulumi.md"]','[]','{}','{"duplicate_of": "https://travis.media/blog/pulumi-tutorial-automate-kubernetes-operations"}');
 INSERT INTO "resources" VALUES('https://treblle.com/blog/how-does-treblle-scale-on-aws-without-breaking-the-bank','treblle.com: How does Treblle scale on AWS without breaking the bank?','','2023',0,'Curator Insight highlights Treblle’s architectural strategy for processing billions of API requests on AWS affordably. Live Grounding details how modern SaaS platforms leverage spot instances, API gateway caching, serverless scale-to-zero databases, and intensive performance profiling to decouple traffic volume from infrastructure costs.','N/A','Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "FinOps", "Cost Optimization"]','["[COMMUNITY-TOOL]"]','[]','["databases.md", "aws-miscellaneous.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://treyhunner.com/2021/11/how-to-flatten-a-list-in-python','treyhunner.com: How to flatten a list in Python','','2021',0,'Details various strategies to flatten multi-dimensional nested iterables in Python. Compares performance of nested list comprehensions, `itertools.chain()`, and recursive function setups.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Python Core", "Data Structures"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["python.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://trilio.io','Trillio','','2025',4,'Trilio offers a Kubernetes-native data protection software suite. Facilitates high-speed, programmatic volume and metadata replication, multi-cloud migration, and ransomware mitigation across large clusters.','Go','Product','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Enterprise Backup", "Proprietary Platforms"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-backup-migrations.md"]','{}','{}');
@@ -13885,11 +13885,11 @@ INSERT INTO "resources" VALUES('https://trstringer.com/kubernetes-validating-web
 INSERT INTO "resources" VALUES('https://trstringer.com/otel-part1-intro','trstringer.com: Observability with OpenTelemetry Part 1 - Introduction','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','522071bee9fd016ade0c7d159936da579a3fcc6685d28461a0d7cdb01b31e8b8',100.0,1.77903160036139798e+09,1,'2026-05-17T17:26:40.361398+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}');
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+INSERT INTO "resources" VALUES('https://trunkbaseddevelopment.com','Trunk Based Development','','2017',0,'The definitive technical manual on Trunk-Based Development (TBD), demonstrating how merging code into a single central branch (''trunk'') multiple times a day prevents integration drift. This design demands rigorous CI pipeline safety and feature flag setups to decouple staging from active user exposures.','Markdown','Specification','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2017-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control Systems", "Git Workflows"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{"duplicate_of": "https://kean.blog/post/trunk-based-development"}');
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@@ -13898,7 +13898,7 @@ INSERT INTO "resources" VALUES('https://ttl.sh','ttl.sh: Anonymous & ephemeral D
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@@ -13907,66 +13907,66 @@ INSERT INTO "resources" VALUES('https://tutorialsdojo.com/links-to-all-aws-cheat
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+INSERT INTO "resources" VALUES('https://vectorized.io/blog/open-source','Redpanda is now Free & Source Available','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7d125b27e487375cfc2008de4bb119d71f72934fdbd81c0e7b100e78436b8f15',100.0,1.77903140658216595e+09,0,'2026-05-17T17:23:26.582166+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://vectorized.io"}');
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+INSERT INTO "resources" VALUES('https://vshn.ch/en/blog/a-very-quick-comparison-of-kubernetes-serverless-frameworks','vshn.ch: A (Very!) Quick Comparison of Kubernetes Serverless Frameworks','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e86bf5c49bb5d428ebc616efa414aded48bcb489b9a6c5bae094c8698d23fe4f',100.0,1.77903167246312808e+09,0,'2026-05-17T17:27:52.463128+02:00',NULL,NULL,NULL,'[]','[]','["docs/serverless.md"]','[]','{}','{"duplicate_of": "https://www.vshn.ch/en/blog/a-very-quick-comparison-of-kubernetes-serverless-frameworks"}');
 INSERT INTO "resources" VALUES('https://vzilla.co.uk/vzilla-blog/gitops-getting-started-with-argocd','vzilla.co.uk: GitOps - Getting started with ArgoCD','','2020',0,'Presents an introductory guide to GitOps patterns using Argo CD on Kubernetes. Details installation steps, sync policies, and repo registration to facilitate baseline understanding of Git-declared state control.','YAML','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "GitOps & CI-CD", "Argo CD Basics"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
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@@ -14107,8 +14107,8 @@ INSERT INTO "resources" VALUES('https://web-check.xyz','Web-Check','','N/A',0,'A
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 INSERT INTO "resources" VALUES('https://web.archive.org/web/20240204010037/http://www.michaelburge.us/2017/09/10/injecting-shellcode-to-speed-up-amazon-redshift.html','Injecting a Chess Engine into Amazon Redshift','A masterclass deep dive detailing how to execute raw x64 shellcode in Redshift by utilizing untrusted PL/Python database extensions and locally compiled binaries.','2017',4,'* **Curator Insight**: Explores database sandboxing weaknesses and system-level boundaries. It shows how compiled C execution paths can bypass AWS file system and network blocks via Python User Defined Functions (UDFs).
 * **Live Grounding**: While a historic exploit, this analysis remains highly relevant for security engineers and cloud architects auditing managed runtime security controls and stored procedure execution.','en','blog','Advanced',0,'online','automatic','1f9d2da75517814e24c9a83b49e5fd734c8b11b58ba9ac270cfc27ae7e223816',NULL,1780352730.20753,0,'2026-06-02T00:25:30.207530+02:00',NULL,NULL,NULL,'["Cloud Databases", "AWS Redshift", "Security Research", "Binary Injection", "Sandbox Evasion"]','["LEGACY", "GUIDE"]','[]','[]','{}','{"category": "aws-data", "reputation_status": "Vetted", "reputation_summary": "Pioneering technical article highly discussed on Hacker News and Reddit Database forums. Celebrated for its creative execution of arbitrary assembly inside managed sandboxes.", "social_preview_url": "", "source_provenance": "X.com (QuinnyPig)", "suggested_new_category": "database-internals"}');
-INSERT INTO "resources" VALUES('https://web.dev/explore/react','web.dev/explore/react','','2022',0,'Google''s comprehensive developer resource hub focused on optimizing React application performance. Emphasizes web vitals, code-splitting, bundle reduction, and server-side rendering strategies crucial for designing low-latency web interfaces.','JavaScript','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Frontend Development", "React Ecosystem"]','["[COMMUNITY-TOOL]"]','[]','["react.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://webhookrelay.com/blog/2017/11/23/github-jenkins-guide','webhookrelay.com: Receive Github webhooks on Jenkins without public IP 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','e4c42dfebe21d470acf4645a47182ecbaf6ad38386db4617ba8df4e53c2b0cd1',100.0,1.77903367176658701e+09,0,'2026-05-17T18:01:11.766587+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://web.dev/explore/react','web.dev/explore/react','','2022',0,'Google''s comprehensive developer resource hub focused on optimizing React application performance. Emphasizes web vitals, code-splitting, bundle reduction, and server-side rendering strategies crucial for designing low-latency web interfaces.','JavaScript','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Frontend Development", "React Ecosystem"]','["[COMMUNITY-TOOL]"]','[]','["react.md", "javascript.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://webhookrelay.com/blog/2017/11/23/github-jenkins-guide','webhookrelay.com: Receive Github webhooks on Jenkins without public IP 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e4c42dfebe21d470acf4645a47182ecbaf6ad38386db4617ba8df4e53c2b0cd1',100.0,1.77903367176658701e+09,0,'2026-05-17T18:01:11.766587+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{"duplicate_of": "https://webhookrelay.com/blog/github-jenkins-guide"}');
 INSERT INTO "resources" VALUES('https://webhookrelay.com/blog/github-jenkins-guide','webhookrelay.com: Receive Github webhooks on Jenkins without public IP 🌟','','2020',0,'A networking guide demonstrating how to use Webhook Relay to forward incoming GitHub triggers to internal, private Jenkins instances without exposing open ports to the public internet.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI-CD", "Jenkins", "Networking"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://webpagetest.org','webpagetest.org','','N/A',0,'A curated technical resource and architectural guide covering webpagetest.org in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902962893114089e+09,0,'2026-05-17T16:53:48.931141+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/performance-testing-with-jenkins-and-jmeter.md"]','["performance-testing-with-jenkins-and-jmeter.md"]','{}','{}');
@@ -14127,29 +14127,29 @@ INSERT INTO "resources" VALUES('https://website.vcluster.com/blog/kubernetes-mul
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+INSERT INTO "resources" VALUES('https://weekly.tf','weekly.tf: Terraform Weekly','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','cb40748f1eb2cd66d9b847bcee017a875625653375cffba9425598dfc4c30ea8',100.0,1.77903394332861208e+09,0,'2026-05-17T18:05:43.328612+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"duplicate_of": "https://www.weekly.tf"}');
 INSERT INTO "resources" VALUES('https://wheel.readthedocs.io/en/stable','wheel replaces Python''s eggs','','2020',0,'The official standard documentation outlining how the ''wheel'' format serves as the definitive replacement for legacy ''egg'' distributions. Analyzes binary precompilation speed benefits and security advantages for production CI pipelines.','Python','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & DevOps", "Package Packaging", "Distribution Formats"]','["[LEGACY]"]','[]','["python.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://wideops.com/kubernetes-best-practices-setting-up-health-checks-with-readiness-and-liveness-probes','wideops.com: Kubernetes best practices: Setting up health checks with readiness'' and liveness probes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a398aaaeb258b163d69b25b9668a218c3e17fef573723b793d65ea248e667205',100.0,1.77903155563896393e+09,0,'2026-05-17T17:25:55.638964+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://wideops.com"}');
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-INSERT INTO "resources" VALUES('https://wiki.crdb.io/wiki/spaces/CRDB/pages/73204099/Bors+Merge+Bot','Example: CockroachDB''s Bors Merge Bot','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','0121460d1d094de684438bc0369362f3213ce7e4cab32bcf287746d1f48b86cc',100.0,1.77903309281880807e+09,0,'2026-05-17T17:51:32.818808+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{}');
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@@ -14157,7 +14157,7 @@ INSERT INTO "resources" VALUES('https://wizardzines.com/comics/response-headers'
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@@ -14174,20 +14174,20 @@ INSERT INTO "resources" VALUES('https://www.39digits.com/signed-git-commits-on-w
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+INSERT INTO "resources" VALUES('https://www.agileconnection.com/article/infrastructure-code-foundation-effective-devops','agileconnection.com: Infrastructure as Code: The Foundation of Effective'' DevOps','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','86ee46057736d59c30a0c1e8e42c4394201d53b9daa2702891234c17d0a17633',100.0,1.77903449962614202e+09,0,'2026-05-17T18:14:59.626142+02:00',NULL,NULL,NULL,'[]','[]','["docs/iac.md"]','[]','{}','{"duplicate_of": "https://www.stickyminds.com"}');
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@@ -14207,7 +14207,7 @@ INSERT INTO "resources" VALUES('https://www.almtoolbox.com/jenkins-monitoring.ph
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+INSERT INTO "resources" VALUES('https://www.altoros.com/research-papers/a-comparative-analysis-of-kubernetes-deployment-tools-kubespray-kops-and-conjure-up-2','A Comparative Analysis of Kubernetes Deployment Tools: Kubespray, kops,'' and conjure-up','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','6c08caf41556a24289b4586270c806972117d609d725c501620a827b74f20444',100.0,1779030324.54683,0,'2026-05-17T17:05:24.546830+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-on-premise.md"]','[]','{}','{"duplicate_of": "https://www.altoros.com/blog/404-page-doesnt-exist"}');
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     - [apmdigest.com: What Can AIOps Do For IT Ops? - Part 4](https://www.apmdigest.com/aiops-itops-4)
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+INSERT INTO "resources" VALUES('https://www.architect.io/blog/2021-02-17/terraform-kubernetes-tutorial','architect.io: Get started with the Terraform Kubernetes provider','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a9c1491f0c2da701351d60893223aad0969831990a91a9c0f9b7b5de8d8dea19',100.0,1.77903096615132808e+09,0,'2026-05-17T17:16:06.151328+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"duplicate_of": "https://loopholelabs.io"}');
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 INSERT INTO "resources" VALUES('https://www.argonaut.dev/blog/optimal-k8s-worker-node-size','==argonaut.dev: Choosing an Optimal Kubernetes Worker Node Size== 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','df82f952ff939cf57534e8286ee06e8180656f3b7fd0f0a68968b41aab3a6ae9',100.0,1.77902917439905595e+09,0,'2026-05-17T16:46:14.399056+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.armory.io/blog/build-a-deployment-pipeline-with-spinnaker-on-kubernetes','armory.io: Build a Deployment Pipeline with Spinnaker on Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','62e1efcd660811a297e8aa1e45145dd8b8ad5ba20f7ae0dab6d61c55308c9421',100.0,1.77903403818108701e+09,0,'2026-05-17T18:07:18.181087+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md", "docs/jenkins-alternatives.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.armory.io/blog/git-pull-support-in-spinnaker','armory.io: Git Pull Support in Spinnaker','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','62e1efcd660811a297e8aa1e45145dd8b8ad5ba20f7ae0dab6d61c55308c9421',100.0,1779032572.12304,0,'2026-05-17T17:42:52.123040+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.armory.io/blog/how-to-set-up-liquibase-in-spinnaker','armory.io: How to Set Up Liquibase in Spinnaker','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','62e1efcd660811a297e8aa1e45145dd8b8ad5ba20f7ae0dab6d61c55308c9421',100.0,1.77903433670514392e+09,0,'2026-05-17T18:12:16.705144+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.armory.io/blog/git-pull-support-in-spinnaker','armory.io: Git Pull Support in Spinnaker','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','62e1efcd660811a297e8aa1e45145dd8b8ad5ba20f7ae0dab6d61c55308c9421',100.0,1779032572.12304,0,'2026-05-17T17:42:52.123040+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://www.armory.io/blog/build-a-deployment-pipeline-with-spinnaker-on-kubernetes"}');
+INSERT INTO "resources" VALUES('https://www.armory.io/blog/how-to-set-up-liquibase-in-spinnaker','armory.io: How to Set Up Liquibase in Spinnaker','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','62e1efcd660811a297e8aa1e45145dd8b8ad5ba20f7ae0dab6d61c55308c9421',100.0,1.77903433670514392e+09,0,'2026-05-17T18:12:16.705144+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://www.armory.io/blog/build-a-deployment-pipeline-with-spinnaker-on-kubernetes"}');
 INSERT INTO "resources" VALUES('https://www.armosec.io/blog/cve-2022-24348-argo-kubernetes','armosec.io: CVE 2022-24348 – Argo CD High Severity Vulnerability and its impact on Kubernetes','','2022',4,'Highly detailed technical breakdown of CVE-2022-24348, analyzing how Helm/Kustomize relative path resolution was bypassed. Outlines step-by-step remediation plans and security control recommendations to protect clusters.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Compliance", "Vulnerabilities & CVEs", "ArgoCD Security"]','["[ENTERPRISE-STABLE]"]','[]','["argo.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.armosec.io/blog/kubernetes-1-26-everything-you-should-know','armosec.io: Kubernetes Version 1.26: Everything You Should Know','','2022',0,'A security-focused architectural assessment of Kubernetes 1.26. The paper highlights the deprecation of non-CSI storage plugins, the expansion of dynamic security standards, and the introduction of CEL validations in admission controllers. This analysis provides key insights for security engineers seeking to implement finer control policies directly within API servers.','English','Technical Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Core", "Releases", "v1.26 Analysis"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-releases.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.armosec.io/blog/kubernetes-1-27-release','armosec.io: Kubernetes 1.27 Release: Enhancements and Security Updates','','2023',0,'An in-depth security analysis detailing the security updates and modifications introduced in Kubernetes 1.27. It discusses shifts in default container security profiles, RBAC configurations, and validation tools, providing actionable guidelines for compliance and cluster hardening.','English','Technical Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Core", "Releases", "v1.27 Security"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-releases.md"]','{}','{}');
@@ -14302,7 +14302,7 @@ INSERT INTO "resources" VALUES('https://www.armosec.io/blog/kubernetes-ingress-s
 INSERT INTO "resources" VALUES('https://www.armosec.io/blog/kubernetes-misconfigurations','armosec.io: How to avoid Kubernetes misconfigurations','','2022',0,'Discusses the high rate of security incidents triggered by misconfigurations. Details policy engine implementation strategies to scan helm charts and live configurations against CIS benchmarks.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Vulnerability Management", "Configuration Auditing"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.armosec.io/blog/kubescape-checks-if-kubernetes-exposed-to-k8s-symlink-vulnerability-cve202125741','armosec.io: Use Kubescape to check if your Kubernetes clusters are exposed'' to the latest K8s Symlink vulnerability (CVE-2021-25741)','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','5f4f5676d5acef4ac82613f5124327f391f3966380041636400ed0a6f20c8e13',100.0,1.77903178896069908e+09,0,'2026-05-17T17:29:48.960699+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md", "docs/kubernetes-tools.md"]','[]','{}','{}');
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@@ -14313,16 +14313,16 @@ INSERT INTO "resources" VALUES('https://www.around25.com/blog/horizontal-pod-aut
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-INSERT INTO "resources" VALUES('https://www.arsouyes.org/en/blog/2021/2021-06-21_PKCS_pem_der_key_crt','arsouyes.org: PKCS, pem, der, key, crt,...','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','e65e002b7a89aaa1f48699f093b78c8c612d3472f5814b9ba50c1cb66d27447f',100.0,1.77903426348554801e+09,0,'2026-05-17T18:11:03.485548+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.arsouyes.org/en/blog/2021/2021-06-21_PKCS_pem_der_key_crt','arsouyes.org: PKCS, pem, der, key, crt,...','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e65e002b7a89aaa1f48699f093b78c8c612d3472f5814b9ba50c1cb66d27447f',100.0,1.77903426348554801e+09,0,'2026-05-17T18:11:03.485548+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{"duplicate_of": "https://www.arsouyes.org/articles/2021/2021-06-21_PKCS_pem_der_key_crt"}');
 INSERT INTO "resources" VALUES('https://www.arthurkoziel.com/validate-helm-chart-values-with-json-schemas','Helm 3: Validating Helm Chart Values with JSON Schemas 🌟','','2021',0,'Deep technical guide on leveraging JSON Schema definitions (`values.schema.json`) to enforce parameter validation prior to execution. Mitigates run-time failures and schema mismatches in multi-tenant environments by validating configuration inputs during build time.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Application Delivery", "Package Management", "Chart Validation"]','["[COMMUNITY-TOOL]"]','[]','["helm.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.ashishtechmill.com/cicd-workflow-for-spring-boot-application-on-kubernetes-via-skaffold',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855',100.0,1.77913049500120902e+09,0,'2026-05-18T20:54:55.001209+02:00',NULL,NULL,NULL,'[]','[]','["docs/scaffolding.md"]','[]','{}','{}');
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@@ -14353,7 +14353,7 @@ INSERT INTO "resources" VALUES('https://www.atlassian.com/git/tutorials/atlassia
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@@ -14366,18 +14366,18 @@ INSERT INTO "resources" VALUES('https://www.augmentedmind.de/2024/06/12/optimize
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-INSERT INTO "resources" VALUES('https://www.azureviking.com/post/terraform-module-azurerm-alz-subnet','azureviking.com: Terraform Module: azurerm-alz-subnet','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','445bc2d342fe9bc68afa6d0d3909fb1d95cbdd1625624b901510faac8899128e',100.0,1.77903098979526805e+09,0,'2026-05-17T17:16:29.795268+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.axway.com/en/products/api-management/full-lifecycle-api-management','Axway API Management','','N/A',0,'A curated technical resource and architectural guide covering Axway API Management in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903365536420106e+09,0,'2026-05-17T18:00:55.364201+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/developerportals.md"]','["developerportals.md"]','{}','{"duplicate_of": "https://blog.axway.com/learning-center/apis/basics/full-lifecycle-api-management"}');
+INSERT INTO "resources" VALUES('https://www.axway.com/en/products/api-management/what-is-api-management','axway.com: What is API Management?','','N/A',0,'A curated technical resource and architectural guide covering axway.com: What is API Management? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903213458871889e+09,0,'2026-05-17T17:35:34.588719+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/api.md"]','["api.md"]','{}','{"duplicate_of": "https://blog.axway.com/learning-center/apis/api-management/what-is-api-management"}');
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+INSERT INTO "resources" VALUES('https://www.azurebrains.com/2021/03/25/despliega-azure-function-terraform-azuredevops','azurebrains.com: Despliega tu Azure Function App con Terraform y Azure DevOps'' 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','870f5de951e35d0d2eb53179a98987b609a1c56789a026a108a4eef1474f3d92',100.0,1.77903426325823688e+09,0,'2026-05-17T18:11:03.258237+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{"duplicate_of": "https://www.azurebrains.com"}');
+INSERT INTO "resources" VALUES('https://www.azuredevopslabs.com','Azure DevOps Labs 🌟','','2025',0,'Official training portal hosting a deep collection of hands-on tutorials for managing delivery lifecycles, artifact generation, and deployment security gates.','None','Documentation','Beginner',0,'duplicate','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Pipelines", "Training & Labs", "Azure DevOps"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{"duplicate_of": "https://azuredevopslabs.com"}');
+INSERT INTO "resources" VALUES('https://www.azureviking.com/post/terraform-module-azure-dns-private-resolver','azureviking.com: Terraform module: Azure DNS Private Resolver','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e55f81521fc3094b99e286612c4f34163d99770ac9f5448277d06780f2d8363c',100.0,1.77902946509968304e+09,0,'2026-05-17T16:51:05.099683+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"duplicate_of": "https://azureviking.com/post/terraform-module-azure-dns-private-resolver"}');
+INSERT INTO "resources" VALUES('https://www.azureviking.com/post/terraform-module-azurerm-alz-subnet','azureviking.com: Terraform Module: azurerm-alz-subnet','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','445bc2d342fe9bc68afa6d0d3909fb1d95cbdd1625624b901510faac8899128e',100.0,1.77903098979526805e+09,0,'2026-05-17T17:16:29.795268+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"duplicate_of": "https://azureviking.com/post/terraform-module-azurerm-alz-subnet"}');
 INSERT INTO "resources" VALUES('https://www.backhub.co','backhub.co','','2023',0,'Analyzes BackHub (acquired by Rewind), an enterprise backup system for GitHub repositories. Highlights automated daily backups, metadata recovery (issues, PRs, milestones), and secure offsite storage paths complying with modern risk-mitigation standards.','English','SaaS / Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Version Control", "Backup & Recovery", "Security"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.baculasystems.com','Bacula Enterprise for OpenShift and Kubernetes 🌟','','2025',4,'Bacula Enterprise provides high-volume, multi-tenant physical and cloud-native backup architectures for OpenShift and Kubernetes. Implements specialized volume snapshotting modules with security-hardened air-gapped target integrations.','C++','Product','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Enterprise Backup", "Proprietary Platforms"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-backup-migrations.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.baeldung.com/cs/concurrency-vs-parallelism','baeldung.com: Concurrency vs Parallelism','','N/A',0,'A curated technical resource and architectural guide covering baeldung.com: Concurrency vs Parallelism in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903403968884801e+09,0,'2026-05-17T18:07:19.688848+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devel-sites.md"]','["devel-sites.md"]','{}','{}');
@@ -14408,9 +14408,9 @@ INSERT INTO "resources" VALUES('https://www.bbc.com/mundo/vert-cap-37270163','bb
 INSERT INTO "resources" VALUES('https://www.bbc.com/mundo/vert-cap-62340757','bbc.com: QuΓ© son las "habilidades blandas" y por quΓ© cada vez mΓ‘s compaΓ±Γ­as se fijan en ellas al contratar','','2022',0,'Curator Insight: Emphasizes why organizations increasingly prioritize soft skills over raw technical credentials during recruitment. Live Grounding: Demonstrates how communication, collaborative problem-solving, and emotional intelligence serve as primary performance multipliers for software architects working in complex distributed topologies.','es','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Professional Practice", "Career Paths", "Soft Skills"]','["[COMMUNITY-TOOL]"]','[]','["recruitment.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.bbc.com/worklife/article/20220104-future-of-work-2022','bbc.com: Is finding a ''new normal'' in the workplace impossible?','','2022',0,'An evaluation of return-to-office frictions versus developer demands for fully remote options. It explores remote-first, hybrid, and sync-async patterns necessary to balance organizational cohesion with team member productivity.','English','article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Organizational Architecture", "Remote Work", "Future of Work"]','["[COMMUNITY-TOOL]"]','[]','["recruitment.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.bbva.com/es/devops-que-es-y-como-mejorar-los-procesos-gracias-a-esta-estrategia/amp','BBVA - DevOps: quΓ© es y cΓ³mo mejorar los procesos gracias a esta estrategia','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','132182deae4168639e283b7105d3ad7c33b679256cf67936d345a20d439aa030',100.0,1.77902995307569599e+09,0,'2026-05-17T16:59:13.075696+02:00',NULL,NULL,NULL,'[]','[]','["docs/devops.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.bbva.com/es/devops-que-es-y-como-mejorar-los-procesos-gracias-a-esta-estrategia/amp','BBVA - DevOps: quΓ© es y cΓ³mo mejorar los procesos gracias a esta estrategia','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','132182deae4168639e283b7105d3ad7c33b679256cf67936d345a20d439aa030',100.0,1.77902995307569599e+09,0,'2026-05-17T16:59:13.075696+02:00',NULL,NULL,NULL,'[]','[]','["docs/devops.md"]','[]','{}','{"duplicate_of": "https://www.bbva.com/es/innovacion/devops-que-es-y-como-mejorar-los-procesos-gracias-a-esta-estrategia"}');
 INSERT INTO "resources" VALUES('https://www.bbva.com/es/innovacion/devops-que-es-y-como-mejorar-los-procesos-gracias-a-esta-estrategia','BBVA - DevOps: quΓ© es y cΓ³mo mejorar los procesos gracias a esta estrategia','','2020',1,'An enterprise-level study outlining how financial organizations deploy automated compliance pipelines to accelerate delivery velocities safely under strict regulatory frameworks.','Spanish','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Fundamentals", "Enterprise Architecture"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.bbvaapimarket.com','BBVA API Market','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','1a782df588a0f3c5bd440a214f0c559dddd957f14a6a5d69e407c0fc4a0a7f40',100.0,1.7790301898643949e+09,0,'2026-05-17T17:03:09.864395+02:00',NULL,NULL,NULL,'[]','[]','["docs/developerportals.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.bbvaapimarket.com','BBVA API Market','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1a782df588a0f3c5bd440a214f0c559dddd957f14a6a5d69e407c0fc4a0a7f40',100.0,1.7790301898643949e+09,0,'2026-05-17T17:03:09.864395+02:00',NULL,NULL,NULL,'[]','[]','["docs/developerportals.md"]','[]','{}','{"duplicate_of": "https://www.bbvaapimarket.com/es"}');
 INSERT INTO "resources" VALUES('https://www.bbvaapimarket.com/es','BBVA API Market','','2026',4,'BBVA''s commercial API platform, allowing external developers to securely consume core banking capabilities. It features REST integrations for payments, transactions, customer identification, and financial data insights within a PSD2-compliant workspace.','Spanish','Enterprise Product','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Domain APIs", "Fintech", "Banking Gateways"]','["[ENTERPRISE-STABLE]"]','[]','["developerportals.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.bbvanexttechnologies.com/blogs/filosofia-devsecops-en-el-desarrollo-de-aplicaciones-sobre-azure','bbvanexttechnologies.com: FilosofΓ­a DevSecOps en el desarrollo de aplicaciones'' sobre Azure','','N/A',0,'A curated technical resource and architectural guide covering bbvanexttechnologies.com: FilosofΓ­a DevSecOps en el desarrollo de aplicaciones'' sobre Azure in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903328047823691e+09,0,'2026-05-17T17:54:40.478237+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.bbvanexttechnologies.com/como-definir-infraestructura-como-codigo-en-aws-con-cdk','bbvanexttechnologies.com: CΓ³mo definir infraestructura como cΓ³digo en AWS'' con CDK','','N/A',0,'A curated technical resource and architectural guide covering bbvanexttechnologies.com: CΓ³mo definir infraestructura como cΓ³digo en AWS'' con CDK in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903047293576502e+09,0,'2026-05-17T17:07:52.935765+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-miscellaneous.md"]','["aws-miscellaneous.md"]','{}','{}');
@@ -14418,20 +14418,20 @@ INSERT INTO "resources" VALUES('https://www.bejarano.io/terraform-plan-light','b
 INSERT INTO "resources" VALUES('https://www.berlin-group.org/psd2-access-to-bank-accounts','berlin-group.org: PSD2 Access to Bank Accounts','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','e7a6953215c0eb786bf35fb539e808bc83b12d411e71bdf187262680f880ac94',100.0,1.77903035316022109e+09,1,'2026-05-17T17:05:53.160221+02:00',NULL,NULL,NULL,'[]','[]','["docs/developerportals.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.besanttechnologies.com/amazon-web-services-relational-database','besanttechnologies.com: AWS – Relational Database Service','','N/A',0,'A training tutorial covering basic relational database concepts in the cloud. Outlines AWS RDS automated provisioning, scaling limits, backup automation cycles, and failover mechanics.','English','Article','Basic',0,'online','manual','f82509d4acb991e63e51d907bf0841cbb49a444c0989dbede11018d186c8d1ee',100.0,1.77902917545838499e+09,1,'2026-05-17T16:46:15.458385+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Databases", "Amazon RDS"]','["[COMMUNITY-TOOL]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.betsol.com/blog/devops-using-jenkins-docker-and-kubernetes','betsol.com: DevOps Using Jenkins, Docker, and Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering betsol.com: DevOps Using Jenkins, Docker, and Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903324330768394e+09,0,'2026-05-17T17:54:03.307684+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.bikeshed.fm','bikeshed.fm: The Bike Shed','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','1f291c0c23f81fe0833c6367a68c5ad63b8fe53f202f1a34475650dee1f5737f',100.0,1.77903144940456104e+09,0,'2026-05-17T17:24:09.404561+02:00',NULL,NULL,NULL,'[]','[]','["docs/devops.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.bikeshed.fm','bikeshed.fm: The Bike Shed','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1f291c0c23f81fe0833c6367a68c5ad63b8fe53f202f1a34475650dee1f5737f',100.0,1.77903144940456104e+09,0,'2026-05-17T17:24:09.404561+02:00',NULL,NULL,NULL,'[]','[]','["docs/devops.md"]','[]','{}','{"duplicate_of": "https://bikeshed.thoughtbot.com"}');
 INSERT INTO "resources" VALUES('https://www.billin.net/blog/como-ser-freelance','billin.net: CΓ³mo ser freelance en EspaΓ±a en 2022','','2022',0,'A comprehensive operational roadmap detailing the step-by-step process of registering as a freelance professional in Spain. It addresses tax filings (models 036, 130, 303), municipal licensing, digital signatures, and invoicing norms.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Careers", "Freelancing", "Spanish Regulations"]','["[COMMUNITY-TOOL]"]','[]','["freelancing.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.binarytides.com/linux-ss-command','binarytides.com - 10 examples of Linux ss command to monitor network connections','','2014',3,'A practical reference manual outlining commands for using the modern Linux socket statistics utility (ss). It lists syntax for monitoring socket queues and TCP connections. Live Grounding highlights ss as the replacement for the obsolete netstat utility.','N/A','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2014-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Operations", "Networking", "System Diagnostics"]','["[COMMUNITY-TOOL]"]','[]','["linux.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.bionconsulting.com/blog/kubernetes-network-policies-part-2','bionconsulting.com: Kubernetes Network Policies - Part 2','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','04844a6d9cd9d70220d7fc61fc7fcf36d5e9ba528a0e29c3927bedc18e58cafb',100.0,1.77903073935888504e+09,1,'2026-05-17T17:12:19.358885+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-networking.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.bionconsulting.com/blog/kubernetes-network-policies-part-2','bionconsulting.com: Kubernetes Network Policies - Part 2','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','04844a6d9cd9d70220d7fc61fc7fcf36d5e9ba528a0e29c3927bedc18e58cafb',100.0,1.77903073935888504e+09,1,'2026-05-17T17:12:19.358885+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-networking.md"]','[]','{}','{"duplicate_of": "https://www.bionconsulting.com/blog/kubernetes-network-policies"}');
 INSERT INTO "resources" VALUES('https://www.bitsand.cloud/posts/slashing-data-transfer-costs','bitsand.cloud: Slashing Data Transfer Costs in AWS by 99%','','2023',5,'Presents a technical architectural review showing how to reduce AWS data transfer fees by up to 99%. Recommends utilizing regional VPC endpoints, configuring node-local affinity within Kubernetes, and eliminating unnecessary cross-Availability Zone traffic to limit egress bills.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["FinOps & Cloud Cost", "AWS Optimization", "Data Transfer"]','["[DE FACTO STANDARD]"]','[]','["finops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.bitslovers.com/terraform-output','bitslovers.com: Terraform Output – What you should know','','2023',3,'Analyzes the lifecycle of Terraform output variables as a mechanism for exposing resource attributes to CLI commands or parent modules. Emphasizes the technical value of outputs in decoupling infrastructure modules and enabling downstream execution layers. Live grounding confirms its vital role in orchestrating multi-tier architectures via remote state backends.','HCL','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "State & Variables"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.blackduck.com',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.blackduck.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1.77938852207635307e+09,0,'2026-05-21T20:35:22.076353+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["testops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.blackhat.com',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.7790340308232119e+09,0,'2026-05-17T18:07:10.823212+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.blazemeter.com/blog/continuous-integration-101-how-run-jmeter-jenkins','Blazemeter.com: Continuous Integration 101 - How to run Jmeter with jenkins'' 🌟','','N/A',0,'A curated technical resource and architectural guide covering Blazemeter.com: Continuous Integration 101 - How to run Jmeter with jenkins'' 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.779032087759552e+09,0,'2026-05-17T17:34:47.759552+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/performance-testing-with-jenkins-and-jmeter.md"]','["performance-testing-with-jenkins-and-jmeter.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.blazemeter.com/blog/open-source-load-testing-tools-which-one-should-you-use','blazemeter.com: Open Source Load Testing Tools: Which One Should You Use?','','N/A',0,'A curated technical resource and architectural guide covering blazemeter.com: Open Source Load Testing Tools: Which One Should You Use? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903266181237101e+09,0,'2026-05-17T17:44:21.812371+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/performance-testing-with-jenkins-and-jmeter.md"]','["performance-testing-with-jenkins-and-jmeter.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.blazemeter.com/blog/top-jenkins-plugins-you-cant-miss-in-2018','blazemeter.com: Top Jenkins Plugins You Can’t Miss in 2018','','N/A',0,'A curated technical resource and architectural guide covering blazemeter.com: Top Jenkins Plugins You Can’t Miss in 2018 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902950244847488e+09,0,'2026-05-17T16:51:42.448475+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.blazemeter.com/blog/continuous-integration-101-how-run-jmeter-jenkins','Blazemeter.com: Continuous Integration 101 - How to run Jmeter with jenkins'' 🌟','','N/A',0,'A curated technical resource and architectural guide covering Blazemeter.com: Continuous Integration 101 - How to run Jmeter with jenkins'' 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.779032087759552e+09,0,'2026-05-17T17:34:47.759552+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/performance-testing-with-jenkins-and-jmeter.md"]','["performance-testing-with-jenkins-and-jmeter.md"]','{}','{"duplicate_of": "https://www.blazemeter.com/blog/continuous-integration-jenkins"}');
+INSERT INTO "resources" VALUES('https://www.blazemeter.com/blog/open-source-load-testing-tools-which-one-should-you-use','blazemeter.com: Open Source Load Testing Tools: Which One Should You Use?','','N/A',0,'A curated technical resource and architectural guide covering blazemeter.com: Open Source Load Testing Tools: Which One Should You Use? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903266181237101e+09,0,'2026-05-17T17:44:21.812371+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/performance-testing-with-jenkins-and-jmeter.md"]','["performance-testing-with-jenkins-and-jmeter.md"]','{}','{"duplicate_of": "https://www.blazemeter.com/blog/open-source-load-testing-tools"}');
+INSERT INTO "resources" VALUES('https://www.blazemeter.com/blog/top-jenkins-plugins-you-cant-miss-in-2018','blazemeter.com: Top Jenkins Plugins You Can’t Miss in 2018','','N/A',0,'A curated technical resource and architectural guide covering blazemeter.com: Top Jenkins Plugins You Can’t Miss in 2018 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77902950244847488e+09,0,'2026-05-17T16:51:42.448475+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"duplicate_of": "https://www.blazemeter.com/blog"}');
 INSERT INTO "resources" VALUES('https://www.bleepingcomputer.com/news/microsoft/windows-11-can-now-install-wsl-from-the-microsoft-store','bleepingcomputer.com: Windows 11 can now install WSL from the Microsoft'' Store 🌟','','2021',0,'This technical review details Microsoft''s strategic shift to deliver WSL as an application through the Microsoft Store on Windows 11. Decoupling WSL from core OS updates allows rapid feature and driver iterations without requiring full system reboots. It guarantees that development teams can access the latest filesystem speed improvements and driver updates immediately.','N/A','Article','Beginner',0,'online','manual','fce18a3bc5996030bc3995e405482bc49c722eb5d277c214f33407e338add535',100.0,1.77903373547380089e+09,0,'2026-05-17T18:02:15.473801+02:00',NULL,NULL,NULL,'["Development Environment", "Windows Subsystem for Linux", "WSL Installation"]','["[COMMUNITY-TOOL]"]','["docs/linux-dev-env.md"]','["linux-dev-env.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.bleepingcomputer.com/news/security/over-900-000-kubernetes-instances-found-exposed-online','bleepingcomputer.com: Over 900,000 Kubernetes instances found exposed online','- Over 900,000 misconfigured Kubernetes clusters were found exposed on the internet to potentially malicious scans, some even vulnerable to data-exposing cyberattacks.
     - Kubernetes is a highly versatile open-source container orchestration system for hosting online services and managing containerized workloads via a uniform API interface.
@@ -14451,10 +14451,10 @@ INSERT INTO "resources" VALUES('https://www.bmc.com/blogs/devops-ci-cd-metrics',
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 INSERT INTO "resources" VALUES('https://www.bmw.co.uk/en/shop/ls/country-selection',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.bmw.co.uk in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1.78173590046523904e+09,0,'2026-06-18T00:38:20.465239+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["customer.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.bmwi.de/Redaktion/EN/Dossier/gaia-x.html','GAIA-X: A Federated Data Infrastructure for Europe','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','dc5a9ddc39404ca6de11c9bbfe3b0bd985732f2b5643f5d90f79c5b09fa320c4',100.0,1779033085.89329,0,'2026-05-17T17:51:25.893290+02:00',NULL,NULL,NULL,'[]','[]','["docs/public-cloud-solutions.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.bmwi.de/Redaktion/EN/Dossier/gaia-x.html','GAIA-X: A Federated Data Infrastructure for Europe','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','dc5a9ddc39404ca6de11c9bbfe3b0bd985732f2b5643f5d90f79c5b09fa320c4',100.0,1779033085.89329,0,'2026-05-17T17:51:25.893290+02:00',NULL,NULL,NULL,'[]','[]','["docs/public-cloud-solutions.md"]','[]','{}','{"duplicate_of": "https://www.bundeswirtschaftsministerium.de/Redaktion/EN/Dossier/gaia-x.html"}');
 INSERT INTO "resources" VALUES('https://www.bogotobogo.com/Java/tutorials/Spring-Boot/Maven-mvn-command-cheat-sheet.php','bogotobogo.com','','2026',0,'A guide mapping Maven dependencies to Spring Boot framework configurations. Curator Insight highlights rapid packaging loops. Live Grounding demonstrates how Spring Boot build tools rely directly on the lifecycles outlined in this guide.','Shell','Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Build Automation", "Maven"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["cheatsheets.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.boot.dev/blog/devops/how-to-restart-all-pods-in-a-kubernetes-namespace',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.boot.dev in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,100.0,1.77913049495791196e+09,0,'2026-05-18T20:54:54.957912+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.botkube.io','botkube.io','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','3ff93ce641ea55ef801299c539c2dcc90c9274471a20359837f1c7e79faaf6a6',100.0,1.77903411005942511e+09,0,'2026-05-17T18:08:30.059425+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-monitoring.md", "docs/kubernetes-tools.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.botkube.io','botkube.io','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','3ff93ce641ea55ef801299c539c2dcc90c9274471a20359837f1c7e79faaf6a6',100.0,1.77903411005942511e+09,0,'2026-05-17T18:08:30.059425+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-monitoring.md", "docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://botkube.io"}');
 INSERT INTO "resources" VALUES('https://www.botplayautomation.com','botplayautomation.com','','N/A',0,'A curated technical resource and architectural guide covering botplayautomation.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902913054256796e+09,0,'2026-05-17T16:45:30.542568+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/qa.md"]','["qa.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.botplayautomation.com/post/automation-test-plan','botplayautomation.com: Automation Test Plan','','N/A',0,'A curated technical resource and architectural guide covering botplayautomation.com: Automation Test Plan in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903138508941197e+09,0,'2026-05-17T17:23:05.089412+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/qa.md"]','["qa.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.botplayautomation.com/post/benefits-of-codeless-automation-testing','botplayautomation.com: Benefits of Codeless (no code) Automation Testing','','N/A',0,'A curated technical resource and architectural guide covering botplayautomation.com: Benefits of Codeless (no code) Automation Testing in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903028528338503e+09,0,'2026-05-17T17:04:45.283385+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/qa.md"]','["qa.md"]','{}','{}');
@@ -14468,14 +14468,14 @@ INSERT INTO "resources" VALUES('https://www.btw.so/open-source-alternatives','bt
 INSERT INTO "resources" VALUES('https://www.buchatech.com/2022/08/a-guide-to-navigating-the-aks-enterprise-documentation-scripts','buchatech.com/2022: A Guide to Navigating the AKS Enterprise Documentation & Scripts 🌟🌟','','2022',0,'A comprehensive index highlighting central enterprise architecture runbooks, scripts, and Azure landing zone deployment models. Solves standard directory discovery hurdles for infrastructure teams architecting multi-cluster production layers.','PowerShell/Bash','Resource Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Strategic Strategy", "Enterprise Architecture", "Automation & Runbooks"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.bundeswirtschaftsministerium.de/Redaktion/EN/Dossier/gaia-x.html','GAIA-X: A Federated Data Infrastructure for Europe','','2026',0,'German Federal Ministry dossier presenting Gaia-X''s vision for data sovereignty, interoperability, and reducing hyperscaler lock-in across the EU. Live grounding demonstrates its influence on emerging EU legislation (Data Act) and federated cloud-computing structures in highly regulated sectors.','English','Specification/Standard','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Sovereignty", "Regulatory Ecosystems", "Gaia-X Dossier"]','["[EMERGING]"]','[]','["public-cloud-solutions.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.bunnyshell.com/blog/disaster-recovery-devops','bunnyshell.com: DR in DevOps: How to Guarantee an Effective Disaster Recovery Plan with DevOps','','2023',0,'Explores integrating DR validation directly within DevOps lifecycles. Details setting up automated environment cloning, infrastructure-as-code state synchronization, and defining recovery point objectives (RPO) and recovery time objectives (RTO).','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Disaster Recovery", "DevOps"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.bunnyshell.com/blog/gitops-vs-devops','bunnyshell.com: GitOps vs. DevOps: What’s the Difference? 🌟','','2021',0,'Demarcates DevOps as an over-arching philosophical movement from GitOps as a precise, tool-driven methodology for implementing continuous delivery. Contrasts cultural goals with technological implementation mechanisms.','English','Blog Post','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps", "Methodology", "Comparisons"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.bunnyshell.com/blog/gitops-vs-devops','bunnyshell.com: GitOps vs. DevOps: What’s the Difference? 🌟','','2021',0,'Demarcates DevOps as an over-arching philosophical movement from GitOps as a precise, tool-driven methodology for implementing continuous delivery. Contrasts cultural goals with technological implementation mechanisms.','English','Blog Post','Beginner',0,'duplicate','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps", "Methodology", "Comparisons"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{"duplicate_of": "https://opensource.com/article/21/3/gitops"}');
 INSERT INTO "resources" VALUES('https://www.buoyant.io/blog/kubernetes-network-policies-with-cilium-and-linkerd','buoyant.io: Kubernetes network policies with Cilium and Linkerd','','2021',0,'Architectural integration study detailing how to combine Cilium''s efficient L3/L4 eBPF security policies with Linkerd''s lightweight L7 mutual TLS encryption.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Service Mesh", "Linkerd & Cilium"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-networking.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.buoyant.io/blog/locking-down-network-traffic-between-kubernetes-namespaces','buoyant.io: Go directly to namespace jail: Locking down network traffic between Kubernetes namespaces','','2021',3,'Illustrates zero-trust isolation on Kubernetes using Linkerd. Focuses on setting up strict cross-namespace network boundaries and enforcing default-deny rules across security zones.','Rust','article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Linkerd", "Security"]','["[COMMUNITY-TOOL]"]','[]','["servicemesh.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.buoyant.io/blog/multi-cluster-multi-region-setup-using-linkerd-service-mesh','buoyant.io: Multi-Cluster, Multi-Region Setup using Linkerd Service Mesh','','2022',4,'An in-depth guide to multi-region architectures with Linkerd. Focuses on setting up secure communication boundaries across regions, setting up multi-region failovers, and keeping latency low.','Rust','documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Linkerd", "Multi-Region"]','["[ENTERPRISE-STABLE]"]','[]','["servicemesh.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.buoyant.io/service-mesh-academy/upgrading-to-linkerd-2-12','buoyant.io: Upgrading to Linkerd 2.12: Zero-trust-ready route-based policy, Gateway API, access logging','','2022',4,'Covers upgrading to Linkerd 2.12. Features route-based policy rules aligned with the Kubernetes Gateway API, advanced request logging, and robust zero-trust boundary controls.','Rust','documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Linkerd", "Releases"]','["[ENTERPRISE-STABLE]"]','[]','["servicemesh.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.businessinsider.com/amazon-reason-for-layoffs-former-senior-tech-leader-2023-5','businessinsider.com: I''m an ex-Amazon senior leader. Here''s why layoffs keep happening and why ambitious managers are fueling them','','2023',4,'A critical insider look at how aggressive scaling incentives in hyper-growth tech companies can lead to systemic over-hiring, architectural empire-building, and subsequent massive restructuring and downsizings. Analyzes the management performance frameworks that drive these structural fluctuations, warning against localized hyper-hiring over clean organizational architecture.','en','Analysis','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Engineering Leadership", "Organizational Scaling", "Big Tech Practices"]','["[ENTERPRISE-STABLE]"]','[]','["project-management-methodology.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.businessinsider.com/uber-coo-andrew-macdonald-ai-token-spending-harder-justify-2026-5','Uber''s COO Says It''s Getting Harder to Justify the Money Spent on AI','Uber COO Andrew Macdonald expresses growing corporate skepticism over massive AI token spending, highlighting the lack of clear, proportional returns in consumer features and engineering productivity.','2026',4,'This analytical piece covers the emerging industry backlash against unchecked corporate ''tokenmaxxing'' and AI expenditure, centered on remarks by Uber''s COO Andrew Macdonald. It examines the operational challenges of justifying massive enterprise API costs (specifically detailing how Uber exhausted its annual Claude Code budget by April 2026) without observable proportional increases in user-facing features or developer productivity. A crucial reference for FinOps leaders formulating budget limits, trace metrics, and ROI benchmarks for enterprise LLM integrations.','en','article','intermediate',0,'online','automatic','e64bbd11b98ceb21927d8c8d6df06abb074449969a378ecedce509d4ef0fe622',NULL,1.78035256146862506e+09,0,'2026-06-02T00:22:41.468625+02:00',NULL,NULL,NULL,'["FinOps", "AI Economics", "Token Spending and ROI"]','["[CASE STUDY]"]','[]','[]','{}','{"category": "finops", "reputation_status": "Vetted", "reputation_summary": "Widely cited reporting on corporate AI expenditure and ROI challenges in 2026.", "social_preview_url": "https://i.insider.com/6a13b43f51ede568c7e183dd?width=1200&format=jpeg", "source_provenance": "X.com (midudev)", "suggested_new_category": ""}');
-INSERT INTO "resources" VALUES('https://www.businessinsider.es/9-factores-repercuten-felicidad-trabajador-352445','businessinsider.es: Los 9 factores que mΓ‘s repercuten en la felicidad en'' el trabajo, segΓΊn los trabajadores','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','75041756020cf2a053708d2a05b8742970d58885fe01675adfd6c67d5ac23088',100.0,1779033619.42509,0,'2026-05-17T18:00:19.425090+02:00',NULL,NULL,NULL,'[]','[]','["docs/recruitment.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.businessinsider.es/9-factores-repercuten-felicidad-trabajador-352445','businessinsider.es: Los 9 factores que mΓ‘s repercuten en la felicidad en'' el trabajo, segΓΊn los trabajadores','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','75041756020cf2a053708d2a05b8742970d58885fe01675adfd6c67d5ac23088',100.0,1779033619.42509,0,'2026-05-17T18:00:19.425090+02:00',NULL,NULL,NULL,'[]','[]','["docs/recruitment.md"]','[]','{}','{"duplicate_of": "https://www.businessinsider.es/desarrollo-profesional/9-factores-repercuten-felicidad-trabajador-352445"}');
 INSERT INTO "resources" VALUES('https://www.businessinsider.es/desarrollo-profesional/9-factores-repercuten-felicidad-trabajador-352445','businessinsider.es: Los 9 factores que mΓ‘s repercuten en la felicidad en el trabajo, segΓΊn los trabajadores','','2022',0,'Curator Insight: Examines nine primary factors contributing to happiness and stability in modern workplaces. Live Grounding: Pinpoints flexibility, operational autonomy, psychological safety, and meaningful work as key drivers to minimize technical debt and turnover within engineering groups.','es','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Professional Practice", "Team Culture", "Employee Engagement"]','["[COMMUNITY-TOOL]"]','[]','["recruitment.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.businessinsider.es/desarrollo-profesional/fin-lealtad-laboral-empleados-ya-no-son-fieles-jefes-1358974','businessinsider.es: El fin de la lealtad laboral','','2023',0,'Curator Insight: Details the paradigm shift away from traditional employer-employee loyalty in modern corporate tech. Live Grounding: Highlights how transactional employer-employee dynamics necessitate continuous talent pipeline management and standardized onboarding protocols.','es','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Professional Practice", "Career Paths", "Retention"]','["[COMMUNITY-TOOL]"]','[]','["recruitment.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.chef.io','chef.io','','2025',5,'Chef is an enterprise-grade infrastructure configuration management platform. While traditionally targeting virtual machines, it provides robust cloud-native toolkits to manage bare-metal nodes, OS compliance, and security policies.','Ruby','Tool','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Configuration Management", "Enterprise Tooling"]','["[DE FACTO STANDARD]"]','[]','["chef.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.chef.io/training/tutorials','learn.chef.io','','2024',3,'The official learning platform for Chef. Features deep-dive, code-driven tutorials explaining how to programmatically manage enterprise nodes and infrastructure configurations across hybrid cloud environments.','Ruby','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Configuration Management", "Training"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["chef.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.chef.io','chef.io','','2025',5,'Chef is an enterprise-grade infrastructure configuration management platform. While traditionally targeting virtual machines, it provides robust cloud-native toolkits to manage bare-metal nodes, OS compliance, and security policies.','Ruby','Tool','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Configuration Management", "Enterprise Tooling"]','["[DE FACTO STANDARD]"]','[]','["chef.md", "ansible.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.chef.io/training/tutorials','learn.chef.io','','2024',3,'The official learning platform for Chef. Features deep-dive, code-driven tutorials explaining how to programmatically manage enterprise nodes and infrastructure configurations across hybrid cloud environments.','Ruby','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Configuration Management", "Training"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["chef.md", "ansible.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.cio.com/article/3407714/what-is-noops-the-quest-for-fully-automated-it-operations.html','What is NoOps? The quest for fully automated IT operations','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','6388a5458c9c346b82a92439701a137dd74085e5fd74f7e63eae8a0dc140a332',100.0,1.77903333937834095e+09,0,'2026-05-17T17:55:39.378341+02:00',NULL,NULL,NULL,'[]','[]','["docs/noops.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cio.com/article/3407714/what-is-noops-the-quest-for-fully-automated-it-operations.html','What is NoOps? The quest for fully automated IT operations','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','6388a5458c9c346b82a92439701a137dd74085e5fd74f7e63eae8a0dc140a332',100.0,1.77903333937834095e+09,0,'2026-05-17T17:55:39.378341+02:00',NULL,NULL,NULL,'[]','[]','["docs/noops.md"]','[]','{}','{"duplicate_of": "https://www.cio.com/article/220351/what-is-noops-the-quest-for-fully-automated-it-operations.html"}');
 INSERT INTO "resources" VALUES('https://www.cio.com/article/350337/make-better-ai-infrastructure-decisions-why-hybrid-cloud-is-a-solid-fit.html','cio.com: Make Better AI Infrastructure Decisions: Why Hybrid Cloud is a Solid Fit 🌟','','2020',0,'This article evaluates hybrid cloud configurations as the optimal topology for running complex AI and ML workloads. By pairing on-premises GPU compute resources (minimizing high data transfer costs) with public cloud scalability for distributed inference, enterprises optimize their infrastructure spending. It acts as an essential decision framework for infrastructure architects.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "AI Strategy", "Hybrid Cloud Infrastructure"]','["[COMMUNITY-TOOL]"]','[]','["ai.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cio.com/article/3584559/agile-vs-waterfall-project-methodologies-compared.html','cio.com: Agile vs. waterfall: Project methodologies compared','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','9e7713838d1303a1ee9ddfc86ad1d161063f0366687fe9dcc935a76aa313533d',100.0,1.77903145177729797e+09,0,'2026-05-17T17:24:11.777298+02:00',NULL,NULL,NULL,'[]','[]','["docs/project-management-methodology.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cio.com/article/3584559/agile-vs-waterfall-project-methodologies-compared.html','cio.com: Agile vs. waterfall: Project methodologies compared','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','9e7713838d1303a1ee9ddfc86ad1d161063f0366687fe9dcc935a76aa313533d',100.0,1.77903145177729797e+09,0,'2026-05-17T17:24:11.777298+02:00',NULL,NULL,NULL,'[]','[]','["docs/project-management-methodology.md"]','[]','{}','{"duplicate_of": "https://www.cio.com/article/194093/agile-vs-waterfall-project-methodologies-compared.html"}');
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-INSERT INTO "resources" VALUES('https://www.circonus.com/2020/12/12-critical-kubernetes-health-conditions-you-need-to-monitor-and-why','circonus.com: 12 Critical Kubernetes Health Conditions You Need to Monitor and Why','','2020',0,'Explains the underlying physical and logical causes of twelve critical Kubernetes failure states. Details the operational impact of unmonitored container throttling, persistent volume capacity exhaustion, and node readiness changes, providing theoretical context on Kubelet behavior.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cluster Telemetry Stacks", "Cluster Monitoring", "Metric Analysis"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-monitoring.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.circonus.com/2020/12/12-critical-kubernetes-health-conditions-you-need-to-monitor-and-why','circonus.com: 12 Critical Kubernetes Health Conditions You Need to Monitor and Why','','2020',0,'Explains the underlying physical and logical causes of twelve critical Kubernetes failure states. Details the operational impact of unmonitored container throttling, persistent volume capacity exhaustion, and node readiness changes, providing theoretical context on Kubelet behavior.','None','Article','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cluster Telemetry Stacks", "Cluster Monitoring", "Metric Analysis"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-monitoring.md"]','{}','{"duplicate_of": "https://thenewstack.io/12-critical-kubernetes-health-conditions-you-need-to-monitor"}');
 INSERT INTO "resources" VALUES('https://www.circonus.com/2021/01/guide-to-monitoring-kubernetes-part-2-which-metrics-and-health-conditions-you-should-be-monitoring','circonus.com: Guide to Monitoring Kubernetes, Part 2: Which Metrics and'' Health Conditions You Should be Monitoring','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','6a02b3646cb284e8ff9f4b4c95e857c4f48d604e39db9702bd50d3606703fbf2',100.0,1.77903154373322391e+09,0,'2026-05-17T17:25:43.733224+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-monitoring.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.circonus.com/2021/04/monitoring-for-success-what-all-sres-need-to-know','circonus.com: Monitoring for Success: What All SREs Need to Know','','2021',0,'Examines monitoring frameworks focused on business outcomes rather than raw resource metrics. Guides SREs on setting up context-rich telemetry pipelines that prioritize application-level user experience over physical host utilization.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Monitoring", "SRE Fundamentals"]','["[COMMUNITY-TOOL]"]','[]','["sre.md"]','{}','{}');
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@@ -14542,27 +14542,27 @@ INSERT INTO "resources" VALUES('https://www.civo.com/blog/k8s-vs-k3s','K8s vs k3
 INSERT INTO "resources" VALUES('https://www.civo.com/learn','civo.com: Manage Kubernetes clusters using the Civo Pulumi provider','','2023',0,'Step-by-step tutorial for deploying high-performance, lightweight K3s clusters on Civo Cloud utilizing Pulumi’s native Civo API bindings, highlighting modular infrastructure design.','TypeScript','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Kubernetes Provisioning", "Civo Cloud"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["pulumi.md"]','{}','{"is_special": true}');
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 INSERT INTO "resources" VALUES('https://www.civo.com/learn/get-up-and-running-with-kubeflow-on-civo-kubernetes','civo.com: Get up and running with Kubeflow on Civo Kubernetes','','2021',0,'A detailed installation and operations guide showing how to deploy Kubeflow pipelines onto lightweight managed Civo K3s clusters. Covers setting up deep learning environments, model pipelines, and monitoring routines.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Machine Learning", "Kubeflow", "MLOps Infrastructure"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.civo.com/learn/kubernetes-clusters-using-the-civo-pulumi-provider','civo.com: Manage Kubernetes clusters using the Civo Pulumi provider','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','6f230bb9d36bbfc040e3cad2eabf6f81ba866b26e01d3f3ac480e211911784fa',100.0,1.77903357697362589e+09,0,'2026-05-17T17:59:36.973626+02:00',NULL,NULL,NULL,'[]','[]','["docs/pulumi.md"]','[]','{}','{"duplicate_of": "https://www.civo.com/learn/deployments-without-yaml-using-ketch"}');
 INSERT INTO "resources" VALUES('https://www.claydesk.com/ecampus/google-cloud-app-engine-vs-red-hat','claydesk.com: Google Cloud App Engine Vs Red Hat OpenShift','','2020',0,'Analyzes key platform differences between Google Cloud App Engine and OpenShift. Compares scaling, cluster management boundaries, provider dependencies, and operational flexibility when deploying enterprise workloads.','None','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Architecture", "Infrastructure", "Comparisons"]','["[CASE STUDY]", "[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["ocp3.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.clickittech.com/aws/amazon-ecs-vs-eks','clickittech.com: Amazon ECS vs EKS : The Best Container Orchestration Platform','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','abb89343780aace3e960c8d9940b76a5f9aae223a54e661604818e84f28b84cf',100.0,1.77903034645620894e+09,0,'2026-05-17T17:05:46.456209+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-containers.md", "docs/managed-kubernetes-in-public-cloud.md"]','[]','{}','{"duplicate_of": "https://www.clickittech.com/cloud-services/amazon-ecs-vs-eks"}');
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 INSERT INTO "resources" VALUES('https://www.clickittech.com/devops/ci-cd-best-practices','clickittech.com: CI/CD Best Practices: Top 10 Practices for Financial Services','','2023',0,'Outlines specialized continuous delivery configurations designed for high-regulation financial environments. Covers security orchestration, strict separation of duties, and audit trail automation.','English','Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Financial Services", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.clickittech.com/devops/kubernetes-autoscaling','clickittech.com: Kubernetes Autoscaling: How to use the Kubernetes Autoscaler','','2023',0,'A hands-on implementation handbook describing metrics-server integration and base HPA configurations. Helps operational teams configure early-stage pod autoscaling deployments via standard YAML manifests.','YAML','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes & Scaling", "Core Concepts", "Hands-on Guide"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-autoscaling.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.clickittech.com/devops/kubernetes-multi-tenancy','clickittech.com: Kubernetes Multi tenancy with Amazon EKS: Best practices and considerations','','2022',0,'Strategy guide mapping namespaces, NetworkPolicies, RBAC profiles, and network-level compute segmentation strategies to implement robust multi-tenant environments on AWS EKS.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "AWS EKS", "Multi-tenancy"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.clickittech.com/devops/kubernetes-multi-tenancy','clickittech.com: Kubernetes Multi tenancy with Amazon EKS: Best practices and considerations','','2022',0,'Strategy guide mapping namespaces, NetworkPolicies, RBAC profiles, and network-level compute segmentation strategies to implement robust multi-tenant environments on AWS EKS.','English','Article','Advanced',0,'duplicate','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "AWS EKS", "Multi-tenancy"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{"duplicate_of": "https://faun.pub/kubernetes-multi-tenancy-with-amazon-eks-best-practices-and-considerations-60bfd78c2f9a"}');
 INSERT INTO "resources" VALUES('https://www.clickittech.com/devops/microservices-vs-monolith','clickittech.com: Microservices vs Monolith 🌟','','2024',0,'An analytical trade-off comparison between modern microservices and traditional monolithic architectures. It guides decision-makers through evaluation metrics such as deployment velocity, database sharing challenges, operational complexity, and infrastructure expenses, helping teams choose the most sustainable pattern for their organizational maturity.','None','Article','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Microservices Architecture", "Fundamentals", "Comparisons"]','["[COMMUNITY-TOOL]"]','[]','["faq.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.clickittech.com/devops/terraform-vs-cloudformation','clickittech.com: Terraform vs CloudFormation: The Final battle 🌟','','2023',0,'Contrasts multi-cloud HashiCorp Terraform alongside single-provider AWS CloudFormation. Highlights practical design differences, including provider architecture support, state file isolation, and resource onboarding speeds.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Infrastructure as Code", "Tool Comparison"]','["[COMMUNITY-TOOL]"]','[]','["iac.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.clickittech.com/devops/what-is-gitops','clickittech.com: What is GitOps? 🌟','','2021',0,'An introductory resource explaining the fundamentals of GitOps pipelines and the operational value of continuous reconciliation. It explains how to deploy applications safely by using declarative definitions in version control. It acts as a clear onboarding guide for teams transitioning from old CI/CD setups.','None','Technical Blog','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Delivery", "Continuous Deployment", "GitOps", "Foundations"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.clickittech.com/saas/kubernetes-multi-tenancy','clickittech.com: Kubernetes Multi tenancy with Amazon EKS: Best practices'' and considerations','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','b11c35f92f428e8c4b42b516833dbf6ef27ea3dccdc72cc20eae9ea507640bfe',100.0,1.77903110347867107e+09,0,'2026-05-17T17:18:23.478671+02:00',NULL,NULL,NULL,'[]','[]','["docs/managed-kubernetes-in-public-cloud.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.clickittech.com/devops/what-is-gitops','clickittech.com: What is GitOps? 🌟','','2021',0,'An introductory resource explaining the fundamentals of GitOps pipelines and the operational value of continuous reconciliation. It explains how to deploy applications safely by using declarative definitions in version control. It acts as a clear onboarding guide for teams transitioning from old CI/CD setups.','None','Technical Blog','Beginner',1,'duplicate','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Delivery", "Continuous Deployment", "GitOps", "Foundations"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{"duplicate_of": "https://devopslearners.com/what-is-gitops-168aac9a2ee"}');
+INSERT INTO "resources" VALUES('https://www.clickittech.com/saas/kubernetes-multi-tenancy','clickittech.com: Kubernetes Multi tenancy with Amazon EKS: Best practices'' and considerations','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b11c35f92f428e8c4b42b516833dbf6ef27ea3dccdc72cc20eae9ea507640bfe',100.0,1.77903110347867107e+09,0,'2026-05-17T17:18:23.478671+02:00',NULL,NULL,NULL,'[]','[]','["docs/managed-kubernetes-in-public-cloud.md"]','[]','{}','{"duplicate_of": "https://faun.pub/kubernetes-multi-tenancy-with-amazon-eks-best-practices-and-considerations-60bfd78c2f9a"}');
 INSERT INTO "resources" VALUES('https://www.climagic.org','climagic.org','','2011',3,'An interactive, community-curated archive demonstrating shell scripting snippets, terminal jokes, and advanced command-line recipes. Live Grounding indicates it serves as an educational repository for shell optimization.','N/A','Website','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2011-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Operations", "Terminal Environment", "Tricks & Tweaks"]','["[COMMUNITY-TOOL]"]','[]','["linux.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloud-architect.fr/2022/01/19/az-cheatsheet-become-an-expert-in-azure-landing-zones','cloud-architect.fr: AZ-CheatSheet: Become an expert in Azure Landing Zones','','N/A',0,'A curated technical resource and architectural guide covering cloud-architect.fr: AZ-CheatSheet: Become an expert in Azure Landing Zones in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903184996332407e+09,0,'2026-05-17T17:30:49.963324+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloudbees.com','CloudBees Accelerator','','2026',0,'An enterprise build and test acceleration platform designed to distribute compilation and test execution tasks across an optimized cluster. Minimizes execution cycle duration for high-concurrency systems.','English','Webpage','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI-CD", "Build Acceleration", "Performance Optimization"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog','How to Speed Up Software Development with Build and Test Acceleration Tools','','2021',0,'Discusses the business and technical value of distributed build acceleration systems. Analyzes build parallelization constraints, dependency mapping, and caching strategies to maximize developer productivity.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI-CD", "Build Acceleration", "Performance Optimization"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/13-git-commands-to-know-in-order','cloudbees.com: Git Commands: The 13 You Must Know, In Order 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','1a7e5fc3106b8a0483b61d71730740c341c221158ab3dea885ce8f0eb8df20e5',100.0,1.77903439510406804e+09,0,'2026-05-17T18:13:15.104068+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/13-git-commands-to-know-in-order','cloudbees.com: Git Commands: The 13 You Must Know, In Order 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1a7e5fc3106b8a0483b61d71730740c341c221158ab3dea885ce8f0eb8df20e5',100.0,1.77903439510406804e+09,0,'2026-05-17T18:13:15.104068+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://www.cloudbees.com/blog/git-commit-detailed-tutorial-on-saving-your-code"}');
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/apm-tools-jenkins-performance','cloudbees.com: Troubleshooting Jenkins Performance: Kubernetes Edition - Part 1 (2020) 🌟','','2020',0,'Part one of an engineering diagnostic series for hunting down master slowdowns in Kubernetes clusters. Focuses on setting up proper application performance monitoring and resolving severe disk-level I/O latency blocks.','None','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Infrastructure", "Scalability & Resilience", "Troubleshooting"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/application-performance-monitoring-tools','cloudbees.com: Troubleshooting Jenkins Performance: Kubernetes Edition - Part 2 (2020) 🌟','','2020',0,'Part two of the performance diagnostics guide, illustrating JVM thread profiling, profiling heavy database integrations, and configuring Kubernetes CPU/Memory resource constraints safely to prevent master eviction cycles.','None','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Infrastructure", "Scalability & Resilience", "Troubleshooting"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/asynchronous-communication','cloudbees.com: How Asynchronous Communication Can Boost Productivity','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','77b69cda5ef90f0d832ffff2a8fdbbc76c39fcfe4f189d6005dfd4bcec6e5c3c',100.0,1.77903144922566294e+09,0,'2026-05-17T17:24:09.225663+02:00',NULL,NULL,NULL,'[]','[]','["docs/project-management-methodology.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/application-performance-monitoring-tools','cloudbees.com: Troubleshooting Jenkins Performance: Kubernetes Edition - Part 2 (2020) 🌟','','2020',0,'Part two of the performance diagnostics guide, illustrating JVM thread profiling, profiling heavy database integrations, and configuring Kubernetes CPU/Memory resource constraints safely to prevent master eviction cycles.','None','Article','Advanced',1,'duplicate','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Infrastructure", "Scalability & Resilience", "Troubleshooting"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{"duplicate_of": "https://www.cloudbees.com/blog/apm-tools-jenkins-performance"}');
+INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/asynchronous-communication','cloudbees.com: How Asynchronous Communication Can Boost Productivity','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','77b69cda5ef90f0d832ffff2a8fdbbc76c39fcfe4f189d6005dfd4bcec6e5c3c',100.0,1.77903144922566294e+09,0,'2026-05-17T17:24:09.225663+02:00',NULL,NULL,NULL,'[]','[]','["docs/project-management-methodology.md"]','[]','{}','{"duplicate_of": "https://www.cloudbees.com/blog/asynchronous-development"}');
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/asynchronous-development','cloudbees.com: How Asynchronous Communication Can Boost Productivity','','2021',3,'Examines the architectural advantages of asynchronous communication in distributed software engineering. Highlights how transitioning away from real-time sync meetings mitigates context switching and protects deep work blocks. Explores tools and documentation strategies required to sustain continuous delivery and maintain transparency in decentralized organizational structures.','en','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Engineering Leadership", "Remote Work", "Asynchronous Collaboration"]','["[COMMUNITY-TOOL]"]','[]','["project-management-methodology.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/automated-build-deploy-feedback-using-instana','cloudbees.com: Automated Build and Deploy Feedback Using Jenkins and Instana'' 🌟','','2021',0,'Explores automating real-time CI/CD pipeline deployment feedback by feeding Jenkins build metadata directly to Instana. In 2026, continuous delivery frameworks rely heavily on these auto-marked release timelines to immediately detect and isolate performance regressions on cluster nodes.','Groovy','Blog','Intermediate',1,'online','manual','74105ce17f8328e4e595eb8ff1c615691be5a491cdcccc9b2a0bcc8bd13501d7',100.0,1.77903361782214593e+09,1,'2026-05-17T18:00:17.822146+02:00',NULL,NULL,NULL,'["DevOps", "CI/CD", "Continuous Delivery"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/beginners-guide-to-continuous-integration-and-deployment','cloudbees.com: Introductory Handbook for Database Continuous Integration','','2021',0,'Practical guide to continuous integration and delivery loops for relational databases. Synthesizes migration-based vs. declarative database state strategies, tooling integrations, rollback plans, and schema change automation.','Conceptual','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Databases", "Data Operations", "Database CI/CD"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["databases.md"]','{}','{}');
@@ -14570,7 +14570,7 @@ INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/change-management
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/ci-cd-pipeline','cloudbees.com: Key Components of a CI/CD Pipeline','','2022',0,'Breaks down core structural parts of pipeline delivery workflows. Details standard roles for source version managers, build runtimes, package registries, and staging environments.','English','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "CI-CD Pipelines", "Fundamentals"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/cicd-tools-to-know-2021','cloudbees.com: Continuous Delivery Tools: The 5 You Absolutely Need to Know in 2021','','2021',0,'Historical retrospective outlining the landscape of CI/CD systems in 2021. Offers context on how delivery tools have transitioned from central-server models to modern cloud-native, GitOps-driven architectures.','English','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Deployment & Delivery", "CI/CD & Delivery", "Industry Reports"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/configuration-as-code-plugin-support','cloudbees.com: All Tier 1 Plugins Support Configuration as Code 🌟🌟','','2024',0,'Strategic report confirming unified validation efforts that confirm all Tier 1 Jenkins ecosystem components natively conform to standard JCasC schemas, securing enterprise stability for configuration-driven provisioning pipelines.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Infrastructure", "Configuration as Code", "Plugin Management"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/database-continuous-integration','cloudbees.com: Introductory Handbook for Database Continuous Integration','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','2b449d4f2d38f3242f898733e4cb72612b8e87e1740130f079bea64abe13b22a',100.0,1.77903375967256593e+09,0,'2026-05-17T18:02:39.672566+02:00',NULL,NULL,NULL,'[]','[]','["docs/databases.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/database-continuous-integration','cloudbees.com: Introductory Handbook for Database Continuous Integration','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','2b449d4f2d38f3242f898733e4cb72612b8e87e1740130f079bea64abe13b22a',100.0,1.77903375967256593e+09,0,'2026-05-17T18:02:39.672566+02:00',NULL,NULL,NULL,'[]','[]','["docs/databases.md"]','[]','{}','{"duplicate_of": "https://www.cloudbees.com/blog/beginners-guide-to-continuous-integration-and-deployment"}');
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/enterprise-jvm-administration-and-jenkins-performance','cloudbees.com: Enterprise JVM Administration and Jenkins Performance 🌟','','2024',0,'Advanced runtime configuration analysis covering enterprise Heap allocations, Garbage Collection options, and kernel file descriptors. Guarantees predictable server response profiles under extreme execution loads.','None','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Infrastructure", "Scalability & Resilience", "JVM Tuning"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/feature-flag-lifecycle','cloudbees.com: Feature Flag Best Practices: Understanding the Feature Flag Lifecycle','','2020',0,'Analyzes the lifecycle of feature flags, from development to production cleanup. Outlines key steps to prevent flag-related technical debt, emphasizing naming conventions, tracking alerts, and automated cleanup steps.','Markdown','Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Feature Management", "Lifecycle"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/feature-flags-improve-developer-productivity','cloudbees.com: Testing with Feature Flags to Improve Developer Productivity','','2020',0,'Explores how integrating feature flags into automated testing pipelines scales development speed. Outlines how running test suites against varied flag states helps validate features without requiring complex, separate staging environments.','Markdown','Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Feature Management", "Continuous Integration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["git.md"]','{}','{}');
@@ -14580,30 +14580,30 @@ INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/git-pull-how-it-w
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/git-push-an-in-depth-tutorial-with-examples','cloudbees.com: Git Push: An In-Depth Tutorial With Examples','','2022',0,'Provides an architectural exploration of outbound object streaming. Covers local-to-remote handshakes, force pushing safety flags (`--force-with-lease`), upstream setup options (`-u`), and push hook validations.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Git Operations"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/git-reset-undo-changes','cloudbees.com: Git Reset Clearly Explained: How to Undo Your Changes 🌟','','2021',4,'Demystifies `git reset` by breaking down its three modes: `--soft`, `--mixed`, and `--hard`. Explains target state changes in the working directory, the staging index, and commit history.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Conflict Resolution"]','["[ENTERPRISE-STABLE]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/git-squash-how-to-condense-your-commit-history','cloudbees.com: Git Squash: How to Condense Your Commit History','','2022',0,'Outlines the mechanisms of squashing commits during the merging cycle to produce a highly readable linear history. The guide highlights interactive rebasing (''git rebase -i'') as a fundamental tool for condensing redundant development micro-commits before pull request validation.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Version Control", "Advanced Git", "History Manipulation"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/grow-cd-maturity','cloudbees.com: How to Grow Continuous Delivery Maturity Using Feature Flags','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','6baf7bcf10a248eaca07b4f16b09ae99ce52c25c64270e6b23679e36a8956e03',100.0,1.77903001300538301e+09,0,'2026-05-17T17:00:13.005383+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/grow-cd-maturity','cloudbees.com: How to Grow Continuous Delivery Maturity Using Feature Flags','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','6baf7bcf10a248eaca07b4f16b09ae99ce52c25c64270e6b23679e36a8956e03',100.0,1.77903001300538301e+09,0,'2026-05-17T17:00:13.005383+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://www.cloudbees.com/blog/how-to-build-the-process-and-culture-behind-using-feature-flags-at-scale"}');
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/how-disable-code-developers-production-kill-switch','How to Disable Code: The Developer''s Production Kill Switch 🌟','','2021',0,'Conceptual guide detailing the architecture of application "kill switches" using modern feature flagging frameworks. Discusses the trade-offs between static environment configurations and dynamic, real-time control mechanisms.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI-CD", "Feature Flagging", "Reliability"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/how-feature-flags-help-you-put-customers-first','cloudbees.com: The Importance of Feature Flags in CI/CD','','2020',0,'Examines the role of feature flags in customer-focused CI/CD pipelines. Explains how engineering teams can continuously deliver complex changes and use flags to safely activate new features once business goals are met.','Markdown','Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Feature Management", "Decoupling"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["git.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/how-speed-software-development-build-test-acceleration-tools','How to Speed Up Software Development with Build and Test Acceleration Tools','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','484792ab15a6bd328e937136e96c2cbe00afaf1db0852ce864d9a51b94b81eec',100.0,1779032950.40662,0,'2026-05-17T17:49:10.406620+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/how-speed-software-development-build-test-acceleration-tools','How to Speed Up Software Development with Build and Test Acceleration Tools','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','484792ab15a6bd328e937136e96c2cbe00afaf1db0852ce864d9a51b94b81eec',100.0,1779032950.40662,0,'2026-05-17T17:49:10.406620+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{"duplicate_of": "https://www.cloudbees.com/blog"}');
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/how-to-build-the-process-and-culture-behind-using-feature-flags-at-scale','cloudbees.com: How to Grow Continuous Delivery Maturity Using Feature Flags','','2020',0,'Focuses on the organizational steps and engineering governance required to scale feature flags. Details code patterns, design practices, and team structures necessary to keep feature flagging clean and scalable across large-scale software systems.','Markdown','Guide','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Feature Management", "Governance"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/how-to-nail-devops-governance-and-compliance-in-a-highly-regulated-industry','cloudbees.com: How to Nail DevOps Governance and Compliance in a Highly Regulated Industry 🌟','','2021',0,'Explores how to implement automated governance in highly regulated fields. Details integration setups for policy-as-code, audit tracking, container signing, and real-time compliance gates in continuous delivery networks.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps Methodology", "Governance & Compliance", "Enterprise Security"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/most-common-issues-scaling-jenkins','cloudbees.com: The Two Most Common Issues with Jenkins and How to Fix Them 🌟','','2024',0,'An executive-level operational manual cataloging typical stability failures in high-volume environments (such as configuration lockouts and slow executor thread returns), offering quick mitigation plans for systems teams.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Infrastructure", "Scalability & Resilience", "Troubleshooting"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/rollout-tutorial-feature-flagging-your-react-native-app-5-minutes','rollout.io: CloudBees Rollout Tutorial: Feature Flagging in your React Native App in 5 minutes','','2020',0,'Explains how to integrate CloudBees Rollout (now CloudBees Feature Management) within a React Native mobile application. Demonstrates remote configuration updates and run-time feature toggle management without re-releasing code.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI-CD", "Feature Flagging", "Mobile Development"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/the-importance-of-feature-flags-in-cicd','cloudbees.com: The Importance of Feature Flags in CI/CD','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','8406e06aa995f893b05da9e6ff56056360896755b76adda73fdedfaddccbc7c9',100.0,1.77903237223248791e+09,0,'2026-05-17T17:39:32.232488+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/the-importance-of-feature-flags-in-cicd','cloudbees.com: The Importance of Feature Flags in CI/CD','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8406e06aa995f893b05da9e6ff56056360896755b76adda73fdedfaddccbc7c9',100.0,1.77903237223248791e+09,0,'2026-05-17T17:39:32.232488+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://www.cloudbees.com/blog/how-feature-flags-help-you-put-customers-first"}');
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/tips-creating-successful-cicd-pipeline','cloudbees.com: 7 Tips for Creating A Successful CI/CD Pipeline 🌟','','2021',1,'Presents practical insights for designing enterprise delivery systems, emphasizing Jenkins configurations. Highlights the importance of build reproducibility, artifact isolation, and database migration scripting in the delivery loop.','English','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "CI-CD Pipelines", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/top-10-best-practices-jenkins-pipeline-plugin','cloudbees.com: Top 10 Best Practices for Jenkins Pipeline Plugin 🌟🌟','- **When writing a pipeline definition, use Declarative syntax.** First, a history lesson. Scripted syntax was released around December of 2014. In February 2017, Declarative syntax was introduced. Until Declarative was released, we had no choice but to use Scripted syntax. However, since that time, many new features, such as matrix, have only been made available for Declarative.
     - **Use shared libraries.** Do you remember the days of when you used inline JavaScript in your web pages? When you introduce a "script" tag into a Declarative pipeline, that''s a warning sign that you are starting to head down the same path. When you decide that the "script" tag is the only way to go, instead of using the "script" tag, you should instead create a custom step in a shared library and use that step within your Declarative pipeline.
     - **Don''t use shared libraries (the wrong way).** Wait, what? You just told me to use shared libraries and now you''re telling me not to use shared libraries. What gives? Many people will treat shared libraries like a programming project. Here''s the thing to keep in mind. Scripted and Declarative syntax are meant to only do CI tasks and not to be a general purpose programming language. Many Jenkins controller performance issues can be traced back to the misuse of scripted syntax and shared libraries written in a way where all the work is being done within the Jenkins controller itself instead of on the agents.
-    - **Only use Scripted syntax when it doesn''t make sense to use Declarative plus a shared library.**','2020',0,'A highly regarded best-practices checklist for designing scalable, maintainable Jenkins pipelines. Strongly advocates for using structured Declarative syntax, isolating complex custom functions into Shared Libraries, and offloading high-compute build processes onto dynamic agent containers.','English','article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & DevOps", "Shared Libraries", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
+    - **Only use Scripted syntax when it doesn''t make sense to use Declarative plus a shared library.**','2020',0,'A highly regarded best-practices checklist for designing scalable, maintainable Jenkins pipelines. Strongly advocates for using structured Declarative syntax, isolating complex custom functions into Shared Libraries, and offloading high-compute build processes onto dynamic agent containers.','English','article','Advanced',0,'duplicate','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & DevOps", "Shared Libraries", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{"duplicate_of": "https://devops.com/top-10-best-practices-for-jenkins-pipeline-plugin"}');
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/using-predictive-analytics-to-show-adding-more-people','cloudbees.com: More Isn’t Always Better: Using Predictive Analytics to Show Adding More People Doesn’t Always Help','','2021',4,'Details the utilization of predictive analytics in software delivery management to validate Brooks'' Law empirically. Explains how engineering leaders can leverage data-driven models to optimize team sizing instead of naively scaling headcounts. Analyzes productivity bottlenecks, communication overhead, and the optimal inflection point where team expansion yields diminishing returns on deployment frequency.','en','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Engineering Leadership", "Metrics & Analytics", "Brooks'' Law Application"]','["[ENTERPRISE-STABLE]"]','[]','["project-management-methodology.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/your-jenkins-slow-how-to-fix','cloudbees.com: So, Your Jenkins Is Slow. Here’s How to Fix It 🌟','','2021',0,'An analytical guide by CloudBees addressing memory leaks, garbage collection bottlenecks, plugin bloat, and master controller slowdowns. *Curator Insight*: High-impact troubleshooting. *Live Grounding*: Standard reference material for architects struggling to scale high-density controllers in heavy workloads.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Performance Optimization", "Troubleshooting"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/capabilities/continuous-delivery','Cloudbees Flow','','2026',0,'An enterprise-grade release orchestration and continuous delivery platform. It automates complex, multi-tiered deployments across hybrid architectures (including on-premises VM farms, mainframes, and Kubernetes), providing compliance auditing, unified pipeline visualization, and deployment metrics.','Agnostic','Enterprise Solution','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps & CI/CD", "Enterprise DevOps", "Release Orchestration"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md", "jenkins-alternatives.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cloudbees.com/case-study/petdesk','cloudbees.com: Goodbye Sleepless Nights: De-Risking Deployments with Feature'' Flags','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','2910ef1c31381fd3aeffc42831ec26ffc59ecd89cb280d37ca97c60c5a9b5a4a',100.0,1.77903140870981907e+09,0,'2026-05-17T17:23:28.709819+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cloudbees.com/case-study/petdesk','cloudbees.com: Goodbye Sleepless Nights: De-Risking Deployments with Feature'' Flags','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','2910ef1c31381fd3aeffc42831ec26ffc59ecd89cb280d37ca97c60c5a9b5a4a',100.0,1.77903140870981907e+09,0,'2026-05-17T17:23:28.709819+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://www.cloudbees.com/customers/petdesk"}');
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/customers/petdesk','cloudbees.com: Goodbye Sleepless Nights: De-Risking Deployments with Feature Flags','','2021',0,'An enterprise case study detailing PetDesk''s transition to continuous delivery using feature flags. Explains how decoupling deployments from feature activation helped the team eliminate high-stress release windows and reduce system downtime.','Markdown','Case Study','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Feature Management", "Case Studies"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cloudbees.com/gitops/what-is-gitops','cloudbees.com: What is GitOps?','','2020',0,'Explains how the GitOps model simplifies both application and infrastructure lifecycle management. By continuously syncing running cluster states with git declarations, teams benefit from automated self-healing and instant rollback capabilities. It represents an approachable technical introduction for enterprise operations teams.','None','Technical Blog','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Delivery", "Continuous Deployment", "GitOps", "Foundations"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cloudbees.com/jenkins-x/what-is-jenkins-x','cloudbees.com: what is jenkins-x','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','8e31b7e8d61fcd30772caeed7a36eb0d9a9b4ba7cf9309e56354e327493ceb60',100.0,1779033610.30217,0,'2026-05-17T18:00:10.302170+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins-alternatives.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cloudbees.com/products/accelerator/overview','CloudBees Accelerator','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','1ab67f70dd0cec9e809d94f5781faa0a2a282610d9735e7acb6959ba1fcc905f',100.0,1.77902936510426807e+09,0,'2026-05-17T16:49:25.104268+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cloudbees.com/products/flow/overview','Cloudbees Flow','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','3754b2c854e303ad043388b3041901437cfc9e4dd7b26ed42f1ab93d6a6ed94f',100.0,1.77903386234695196e+09,0,'2026-05-17T18:04:22.346952+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins-alternatives.md", "docs/jenkins.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cloudbees.com/resource/whitepaper/jenkins-pipeline-plugins','cloudbees.com: Jenkins Pipeline with Plugins','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','fd8ce240c9a8ba84fcc822e134812f61232cb51f06b77871072ec77bce808fd0',100.0,1.77903005214209604e+09,0,'2026-05-17T17:00:52.142096+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{"review_metadata": {"original_url": "https://www.cloudbees.com/resource/whitepaper/jenkins-pipeline-plugins", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:54.969856"}}');
+INSERT INTO "resources" VALUES('https://www.cloudbees.com/gitops/what-is-gitops','cloudbees.com: What is GitOps?','','2020',0,'Explains how the GitOps model simplifies both application and infrastructure lifecycle management. By continuously syncing running cluster states with git declarations, teams benefit from automated self-healing and instant rollback capabilities. It represents an approachable technical introduction for enterprise operations teams.','None','Technical Blog','Beginner',1,'duplicate','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Delivery", "Continuous Deployment", "GitOps", "Foundations"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{"duplicate_of": "https://devopslearners.com/what-is-gitops-168aac9a2ee"}');
+INSERT INTO "resources" VALUES('https://www.cloudbees.com/jenkins-x/what-is-jenkins-x','cloudbees.com: what is jenkins-x','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8e31b7e8d61fcd30772caeed7a36eb0d9a9b4ba7cf9309e56354e327493ceb60',100.0,1779033610.30217,0,'2026-05-17T18:00:10.302170+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins-alternatives.md"]','[]','{}','{"duplicate_of": "https://www.cloudbees.com/whitepapers/building-cloud-native-apps-painlessly"}');
+INSERT INTO "resources" VALUES('https://www.cloudbees.com/products/accelerator/overview','CloudBees Accelerator','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1ab67f70dd0cec9e809d94f5781faa0a2a282610d9735e7acb6959ba1fcc905f',100.0,1.77902936510426807e+09,0,'2026-05-17T16:49:25.104268+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{"duplicate_of": "https://www.cloudbees.com"}');
+INSERT INTO "resources" VALUES('https://www.cloudbees.com/products/flow/overview','Cloudbees Flow','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','3754b2c854e303ad043388b3041901437cfc9e4dd7b26ed42f1ab93d6a6ed94f',100.0,1.77903386234695196e+09,0,'2026-05-17T18:04:22.346952+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins-alternatives.md", "docs/jenkins.md"]','[]','{}','{"duplicate_of": "https://www.cloudbees.com/capabilities/continuous-delivery"}');
+INSERT INTO "resources" VALUES('https://www.cloudbees.com/resource/whitepaper/jenkins-pipeline-plugins','cloudbees.com: Jenkins Pipeline with Plugins','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','fd8ce240c9a8ba84fcc822e134812f61232cb51f06b77871072ec77bce808fd0',100.0,1.77903005214209604e+09,0,'2026-05-17T17:00:52.142096+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{"review_metadata": {"original_url": "https://www.cloudbees.com/resource/whitepaper/jenkins-pipeline-plugins", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:54.969856"}, "duplicate_of": "https://www.cloudbees.com/whitepapers/jenkins-pipeline-plugins"}');
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/videos/jenkins-template-pipeline-devsecops','cloudbees.com: Managing DevSecOps Pipelines at Scale with Jenkins Templating Engine','- Are you currently helping build or maintain a Jenkins pipeline for more than one application or team? Are you tired of copying and pasting Jenkinsfiles and tweaking them to fit each team''s specific needs? This session will feature a live demonstration of getting up and running with the Jenkins Templating Engine (JTE). Attendees will learn how to stop creating bespoke pipelines on a per-application basis and, instead, create tool-agnostic pipeline templates that multiple teams can inherit - regardless of tech stack.
     - For DevSecOps engineers, this means less copying and pasting and more time spent focusing on the fun parts of the job. For managers or executives worried about compliance and standardization, this approach will ensure security is embedded in every step of the software development lifecycle for every application development team they oversee.
     - Through JTE, businesses can find order in the chaos of managing DevSecOps pipelines at scale. Enable organizational governance, optimize pipeline code reuse and simplify pipeline management for the whole team.','2023',0,'Video guide demonstrating how the Jenkins Templating Engine (JTE) enforces global security scanning policies and continuous validation controls across multi-tier software environments without individual pipeline customization.','Groovy','Video Tutorial','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Pipeline Architecture", "Enterprise Templating", "DevSecOps Integration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["jenkins.md"]','{}','{}');
@@ -14623,9 +14623,9 @@ INSERT INTO "resources" VALUES('https://www.cloudnowtech.com/blog/kubernetes-vs-
 INSERT INTO "resources" VALUES('https://www.cloudops.com/blog/comparing-service-meshes-istio-linkerd-and-consul-connect-citrix-adc','cloudops.com: Comparing Service Meshes: Istio, Linkerd, Consul Connect, and Citrix ADC','','2021',4,'A comprehensive architectural comparison assessing Istio, Linkerd, Consul Connect, and Citrix ADC. Contrast analyses target data plane performance, control plane complexity, and integration profiles with external multi-cloud boundaries.','None','article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Evaluation"]','["[ENTERPRISE-STABLE]"]','[]','["servicemesh.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloudquery.io','cloudquery.io: Cloud Query: The open-source cloud asset inventory powered by SQL','','2026',0,'An open-source high-performance security and asset discovery tool that parses cloud configuration APIs into standard SQL databases. Enables infrastructure teams to perform complex auditing, compliance mapping, and security reporting.','Go','Framework','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure & Orchestration", "Asset Management & Governance", "Cloud Analytics"]','["[COMMUNITY-TOOL]"]','[]','["cloud-asset-inventory.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloudquery.io/blog/announcing-cloudquery-terraform-drift-detection','cloudquery.io: Announcing CloudQuery Terraform Drift Detection','','2023',0,'CloudQuery Drift Detection automates the discovery of structural and state discrepancies between active cloud environments and declarative Terraform configurations. Utilizing high-performance SQL query constructs, it operates as an out-of-band compliance engine. Architecturally, it replaces resource-intensive ''terraform plan'' loops with scheduled drift audits.','Go','Blog/Feature','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "Drift Detection"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cloudquery.io/blog/open-source-cloud-asset-inventory-with-cloudquery-and-grafana','cloudquery.io: Building an Open-Source Cloud Asset Inventory with CloudQuery'' and Grafana','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','1a4d49b9e69dcae534d1a7cc466241d5f6eb430cf80425d790565313cd8c488a',100.0,1.77903431363543891e+09,0,'2026-05-17T18:11:53.635439+02:00',NULL,NULL,NULL,'[]','[]','["docs/cloud-asset-inventory.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cloudquery.io/blog/open-source-cloud-asset-inventory-with-cloudquery-and-grafana','cloudquery.io: Building an Open-Source Cloud Asset Inventory with CloudQuery'' and Grafana','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1a4d49b9e69dcae534d1a7cc466241d5f6eb430cf80425d790565313cd8c488a',100.0,1.77903431363543891e+09,0,'2026-05-17T18:11:53.635439+02:00',NULL,NULL,NULL,'[]','[]','["docs/cloud-asset-inventory.md"]','[]','{}','{"duplicate_of": "https://www.cloudquery.io/learning-center/cloud-asset-management"}');
 INSERT INTO "resources" VALUES('https://www.cloudquery.io/learning-center/cloud-asset-management','cloudquery.io: Building an Open-Source Cloud Asset Inventory with CloudQuery and Grafana','','2023',0,'Step-by-step implementation guide detailing how to ingest cloud infrastructure state via CloudQuery and visualize data patterns within Grafana. Outlines pipeline construction, scheduling, and database optimization.','SQL','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure & Orchestration", "Asset Management & Governance", "Cloud Analytics"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["cloud-asset-inventory.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cloudsavvyit.com/10110/how-does-kubernetes-work','cloudsavvyit.com: How Does Kubernetes Work?','','N/A',0,'A curated technical resource and architectural guide covering cloudsavvyit.com: How Does Kubernetes Work? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903428292785692e+09,0,'2026-05-17T18:11:22.927857+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cloudsavvyit.com/10110/how-does-kubernetes-work','cloudsavvyit.com: How Does Kubernetes Work?','','N/A',0,'A curated technical resource and architectural guide covering cloudsavvyit.com: How Does Kubernetes Work? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903428292785692e+09,0,'2026-05-17T18:11:22.927857+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"duplicate_of": "https://thenewstack.io/how-does-kubernetes-work"}');
 INSERT INTO "resources" VALUES('https://www.cloudsavvyit.com/12277/how-to-use-multi-threaded-processing-in-bash-scripts','cloudsavvyit.com: How to Use Multi-Threaded Processing in Bash Scripts','','N/A',0,'A curated technical resource and architectural guide covering cloudsavvyit.com: How to Use Multi-Threaded Processing in Bash Scripts in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903054843414497e+09,0,'2026-05-17T17:09:08.434145+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/linux.md"]','["linux.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloudsavvyit.com/13024/how-to-run-your-own-kubernetes-cluster-with-microk8s','cloudsavvyit.com: How to run your own kubernetes cluster with Microk8s','','N/A',0,'A curated technical resource and architectural guide covering cloudsavvyit.com: How to run your own kubernetes cluster with Microk8s in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903122091929888e+09,0,'2026-05-17T17:20:20.919299+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloudsavvyit.com/13039/how-to-scale-docker-containers-across-servers-using-kubernetes','cloudsavvyit.com: How to Scale Docker Containers Across Servers Using Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering cloudsavvyit.com: How to Scale Docker Containers Across Servers Using Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903183505775904e+09,0,'2026-05-17T17:30:35.057759+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
@@ -14680,11 +14680,11 @@ INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2020/11/03/the-need-for
 INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2020/11/12/implementing-gitops-on-kubernetes-using-k3s-rancher-vault-and-argo-cd','cncf.io: Implementing GitOps on Kubernetes Using K3s, Rancher, Vault and'' Argo CD','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Implementing GitOps on Kubernetes Using K3s, Rancher, Vault and'' Argo CD in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173591040949702e+09,0,'2026-06-18T00:38:30.409497+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2020/12/11/why-linkerd-doesnt-use-envoy','cncf.io: Why Linkerd doesn’t use Envoy','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Why Linkerd doesn’t use Envoy in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.7817361693689289e+09,0,'2026-06-18T00:42:49.368929+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/servicemesh.md"]','["servicemesh.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2020/12/14/kubernetes-101-an-introduction','cncf.io: Kubernetes 101: An Introduction 🌟','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Kubernetes 101: An Introduction 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173618056570792e+09,0,'2026-06-18T00:43:00.565708+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/02/25/kubernetes-network-policies-with-cilium-and-linkerd','cncf.io: Kubernetes network policies with Cilium and Linkerd','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Kubernetes network policies with Cilium and Linkerd in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173616758080792e+09,0,'2026-06-18T00:42:47.580808+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/servicemesh.md"]','["servicemesh.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/02/25/kubernetes-network-policies-with-cilium-and-linkerd','cncf.io: Kubernetes network policies with Cilium and Linkerd','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Kubernetes network policies with Cilium and Linkerd in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.78173616758080792e+09,0,'2026-06-18T00:42:47.580808+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/servicemesh.md"]','["servicemesh.md"]','{}','{"duplicate_of": "https://www.buoyant.io/blog/kubernetes-network-policies-with-cilium-and-linkerd"}');
 INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/03/10/protocol-detection-and-opaque-ports-in-linkerd','cncf.io: Protocol detection and opaque ports in Linkerd','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Protocol detection and opaque ports in Linkerd in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173616936570501e+09,0,'2026-06-18T00:42:49.365705+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/servicemesh.md"]','["servicemesh.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/03/16/introduction-to-k3d-run-k3s-in-docker','cncf.io: Introduction to k3d: Run K3s in Docker','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Introduction to k3d: Run K3s in Docker in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173615420453596e+09,0,'2026-06-18T00:42:34.204536+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/rancher.md"]','["rancher.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/03/22/kubernetes-security','cncf.io: Kubernetes Security 🌟','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Kubernetes Security 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173602624602198e+09,0,'2026-06-18T00:40:26.246022+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/03/23/quick-application-deployments-on-microk8s-using-helm-chart','cncf.io: Quick application deployments on MicroK8s using Helm Charts','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Quick application deployments on MicroK8s using Helm Charts in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903452064579391e+09,0,'2026-05-17T18:15:20.645794+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/03/23/quick-application-deployments-on-microk8s-using-helm-chart','cncf.io: Quick application deployments on MicroK8s using Helm Charts','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Quick application deployments on MicroK8s using Helm Charts in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903452064579391e+09,0,'2026-05-17T18:15:20.645794+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{"duplicate_of": "https://www.cncf.io/blog/2021/03/23/quick-application-deployments-on-microk8s-using-helm-charts"}');
 INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/03/24/add-java-agents-to-existing-kubernetes-and-helm-applications-instantly','cncf.io: Add Java Agents to Existing Kubernetes and Helm Applications Instantly','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Add Java Agents to Existing Kubernetes and Helm Applications Instantly in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173595204407691e+09,0,'2026-06-18T00:39:12.044077+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/04/06/cloudformation-vs-terraform-which-is-better','cncf.io: Cloudformation vs. Terraform: Which is better?','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Cloudformation vs. Terraform: Which is better? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173596049180507e+09,0,'2026-06-18T00:39:20.491805+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/iac.md"]','["iac.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/04/12/simplifying-multi-clusters-in-kubernetes','cncf.io: Simplifying multi-clusters in Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Simplifying multi-clusters in Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173622153751397e+09,0,'2026-06-18T00:43:41.537514+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
@@ -14709,22 +14709,22 @@ INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/12/08/hosted-edge-
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 INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2022/03/03/an-emerging-job-kubernetes-engineer','An emerging Job: Kubernetes engineer 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903391357102894e+09,0,'2026-05-17T18:05:13.571029+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2022/07/01/devops-vs-sre-vs-platform-engineering-the-gaps-might-be-smaller-than-you-think','==cncf.io: DevOps vs. SRE vs. Platform Engineering? The gaps might be smaller'' than you think==','','N/A',0,'A curated technical resource and architectural guide covering ==cncf.io: DevOps vs. SRE vs. Platform Engineering? The gaps might be smaller'' than you think== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173616778379297e+09,0,'2026-06-18T00:42:47.783793+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/sre.md"]','["sre.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2022/09/30/how-to-gitops-your-terraform','cncf.io: How to GitOps your Terraform','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: How to GitOps your Terraform in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.78173593990583801e+09,0,'2026-06-18T00:38:59.905838+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/flux.md"]','["flux.md"]','{}','{"duplicate_of": "https://fluxcd.io/blog/2022/09/how-to-gitops-your-terraform"}');
 INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2022/10/20/kubernetes-best-practice-how-to-correctly-set-resource-requests-and-limits','cncf.io: Kubernetes best practice: How to (correctly) set resource requests'' and limits','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Kubernetes best practice: How to (correctly) set resource requests'' and limits in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173622153786802e+09,0,'2026-06-18T00:43:41.537868+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2022/11/04/seven-zero-trust-rules-for-kubernetes','cncf.io: Seven zero trust rules for Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Seven zero trust rules for Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173592458675694e+09,0,'2026-06-18T00:38:44.586757+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2023/02/01/monitoring-micro-front-ends-on-kubernetes-with-nginx','==cncf.io: Monitoring micro-front ends on Kubernetes with NGINX== 🌟','','N/A',0,'A curated technical resource and architectural guide covering ==cncf.io: Monitoring micro-front ends on Kubernetes with NGINX== 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173610161989188e+09,0,'2026-06-18T00:41:41.619892+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2023/03/28/kubernetes-storage-is-complex-but-its-getting-better','cncf.io: Kubernetes storage is complex, but it’s getting better','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Kubernetes storage is complex, but it’s getting better in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173603795630502e+09,0,'2026-06-18T00:40:37.956305+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.cncf.io/certification/ckad','cncf.io: Certified Kubernetes Application Developer (CKAD)','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Certified Kubernetes Application Developer (CKAD) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903141023933601e+09,0,'2026-05-17T17:23:30.239336+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"duplicate_of": "https://www.cncf.io/training/certification/ckad"}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/certification/software-conformance','Certified Kubernetes offerings','','N/A',0,'A curated technical resource and architectural guide covering Certified Kubernetes offerings in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903049958996605e+09,0,'2026-05-17T17:08:19.589966+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md", "docs/rancher.md"]','["index.md", "kubernetes.md", "rancher.md"]','{}','{"duplicate_of": "https://www.cncf.io/training/certification/software-conformance"}');
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-INSERT INTO "resources" VALUES('https://www.cncf.io/webinars/deploying-kubernetes-to-bare-metal-using-cluster-api','cncf.io webinar: Deploying Kubernetes to bare metal using cluster API','','N/A',0,'A curated technical resource and architectural guide covering cncf.io webinar: Deploying Kubernetes to bare metal using cluster API in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903180965899109e+09,0,'2026-05-17T17:30:09.658991+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/webinars/deploying-kubernetes-to-bare-metal-using-cluster-api','cncf.io webinar: Deploying Kubernetes to bare metal using cluster API','','N/A',0,'A curated technical resource and architectural guide covering cncf.io webinar: Deploying Kubernetes to bare metal using cluster API in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903180965899109e+09,0,'2026-05-17T17:30:09.658991+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{"duplicate_of": "https://www.cncf.io/online-programs/deploying-kubernetes-to-bare-metal-using-cluster-api"}');
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-INSERT INTO "resources" VALUES('https://www.cncf.io/wp-content/uploads/2020/11/CNCF_Survey_Report_2020.pdf','CNCF Survey Report 2020','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77902929434406089e+09,0,'2026-05-17T16:48:14.344061+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/wp-content/uploads/2020/11/CNCF_Survey_Report_2020.pdf','CNCF Survey Report 2020','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1.77902929434406089e+09,0,'2026-05-17T16:48:14.344061+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{"duplicate_of": "https://www.cncf.io/wp-content/uploads/2020/03/CNCF_Survey_Report.pdf"}');
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-INSERT INTO "resources" VALUES('https://www.cncf.io/wp-content/uploads/2021/12/Q1-2021-State-of-Cloud-Native-development-FINAL.pdf','CNCF Survey Report 2021','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903208033432602e+09,0,'2026-05-17T17:34:40.334326+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/wp-content/uploads/2021/12/Q1-2021-State-of-Cloud-Native-development-FINAL.pdf','CNCF Survey Report 2021','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1.77903208033432602e+09,0,'2026-05-17T17:34:40.334326+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{"duplicate_of": "https://www.cncf.io/wp-content/uploads/2020/03/CNCF_Survey_Report.pdf"}');
 INSERT INTO "resources" VALUES('https://www.cockroachlabs.com/blog/automate-database-ops-with-terraform','cockroachlabs.com: Automated database operations with Terraform','','2022',0,'Demonstrates utilizing HashiCorp Terraform to automate CockroachDB configurations, database creation, user permissions, and deployment topologies. Standardizes declarative infrastructure-as-code patterns across production database deployments.','HCL','Technical Guide','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Infrastructure as Code", "Terraform Database Ops"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["databases.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cockroachlabs.com/blog/cockroachdb-kubernetes-cilium','cockroachlabs.com: How to use Cluster Mesh for Multi-Region Kubernetes Pod Communication','- Thanks to services provided by AWS, GCP, and Azure it’s become relatively easy to develop applications that span multiple regions. This is great because slow apps kill businesses. There is one common problem with these applications: they are not supported by multi-region database architecture.
     - CockroachDB is built to solve that problem and we’re doing it in production for many applications today. But that’s not what this blog is about. In this blog, I will provide a solution for the problem of getting Kubernetes pods to talk to each other in multi-region deployments.','2021',0,'Production case study demonstrating the deployment of Cilium Cluster Mesh to enable secure cross-region communications for globally distributed CockroachDB clusters.','English','Case Study','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Multi-Cluster", "Cluster Mesh"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["kubernetes-networking.md"]','{}','{}');
@@ -14735,45 +14735,45 @@ INSERT INTO "resources" VALUES('https://www.codecentric.de/en/knowledge-hub/blog
 INSERT INTO "resources" VALUES('https://www.codementor.io','codementor','','2024',0,'A global on-demand peer-to-peer mentoring platform for software engineers. It facilitates live 1-on-1 code reviews, architectural debugging sessions, and technical freelancing options by connecting developers with seasoned experts in real time.','N/A','SaaS','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Careers", "Freelancing", "On-Demand Mentoring"]','["[COMMUNITY-TOOL]"]','[]','["freelancing.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.codementor.io/blog/docker-technology-5x1kilcbow','codementor.io: Docker: What''s Under the Hood?','','2022',0,'Deconstructs container isolation abstractions by analyzing namespaces, cgroups, and capabilities directly inside the Linux kernel. Evaluates runtime execution patterns from CLI calls to low-level containerd and runc pipelines.','N/A','article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers", "Docker Architecture", "Linux Kernel"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}');
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@@ -14781,21 +14781,21 @@ INSERT INTO "resources" VALUES('https://www.confluent.io/blog/monitor-kafka-clus
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     - [itnext.io: How to run distributed performance tests in Kubernetes with K6](https://itnext.io/how-to-run-distributed-performance-tests-in-kubernetes-with-k6-and-elasticsearch-4ff8142bc774) you''ll learn how to perform load testing natively on a Kubernetes cluster using multiple pods simulating real-world traffic to test an ElasticSearch cluster deployed using the ECK Operator','2022',0,'Market evaluation of premium and open-source A/B testing platforms alongside continuous testing tools like Grafana k6 for automated regression pipelines and performance simulation in Kubernetes.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Testing", "Performance & A/B Testing"]','["[COMMUNITY-TOOL]"]','[]','["qa.md"]','{}','{}');
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@@ -14913,8 +14913,8 @@ INSERT INTO "resources" VALUES('https://www.cyberciti.biz/tips/linux-unix-bsd-op
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+INSERT INTO "resources" VALUES('https://www.cyberscoop.com/log4j-hack-security-update-ransomware','cyberscoop.com: The Log4j flaw is the latest reminder that quick security'' fixes are easier said than done','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','95fc551fcd98597eac7c726efa70a4b8dc5c3d103269ac409e2a6c469c600b6c',100.0,1.77903003509562706e+09,0,'2026-05-17T17:00:35.095627+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{"duplicate_of": "https://cyberscoop.com/log4j-hack-security-update-ransomware"}');
+INSERT INTO "resources" VALUES('https://www.cybersecuritydive.com/news/developer-security-gitlab-devsecops','cybersecuritydive.com: Relationships between DevOps, security warm slowly','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4989b854be640c3dffa7d0d3851c5d13bbf868f106d1ee7378b7352f553209d8',100.0,1.77902999158569502e+09,0,'2026-05-17T16:59:51.585695+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{"duplicate_of": "https://www.cybersecuritydive.com/news/developer-security-gitlab-devsecops/599599"}');
 INSERT INTO "resources" VALUES('https://www.cybersecuritydive.com/news/developer-security-gitlab-devsecops/599599','cybersecuritydive.com: Relationships between DevOps, security warm slowly','','2021',0,'Analyzes the annual GitLab Global DevSecOps survey, demonstrating gradual cultural alignment between developers and security teams. Identifies lingering friction points, particularly testing bottlenecks and non-automated pipeline approvals.','English','Technical Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Governance", "DevSecOps", "Culture & Collaboration"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cyera.com','otterize.com: Mastering Kubernetes networking: A journey in cloud-native packet management','','2023',4,'A granular guide targeting the operational management of ingress and egress pipelines within security-conscious setups. Traces dynamic security parameters, microsegmentation patterns, and real-time firewall configurations.','English','Blog Post','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Networking", "Security", "Packet Management"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-networking.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cynet.com/incident-response/incident-response-plan','cynet.com: Incident Report Plan (IRP)','','2022',0,'A high-level corporate blueprint detailing the organizational and technical frameworks required to execute incident response when cloud assets or orchestrators are compromised. It highlights structured phases such as identification, containment, eradication, and post-incident forensic analysis. This framework underpins compliance and disaster readiness for mission-critical cloud-native enterprises.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security Operations", "Incident Response", "Governance"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
@@ -14937,19 +14937,19 @@ INSERT INTO "resources" VALUES('https://www.databricks.com/dataaisummit/session/
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 INSERT INTO "resources" VALUES('https://www.datacenterdynamics.com/en/opinions/why-netops-needs-a-digital-sandbox-to-benefit-from-devops','datacenterdynamics.com: Why NetOps needs a digital sandbox to benefit from'' DevOps','','N/A',0,'A curated technical resource and architectural guide covering datacenterdynamics.com: Why NetOps needs a digital sandbox to benefit from'' DevOps in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903173536044907e+09,0,'2026-05-17T17:28:55.360449+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devops.md"]','["devops.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.datacenterknowledge.com/cloud/pros-and-cons-kubernetes-based-hybrid-cloud','datacenterknowledge.com: The Pros and Cons of Kubernetes-Based Hybrid Cloud','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','880506c385da2f8983c1cf1e7fb0289fb628ec126ec148ff323d808e453a2afd',100.0,1.779033040778517e+09,0,'2026-05-17T17:50:40.778517+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://www.datacenterknowledge.com/cloud/the-pros-and-cons-of-kubernetes-based-hybrid-cloud"}');
 INSERT INTO "resources" VALUES('https://www.datacenterknowledge.com/cloud/the-pros-and-cons-of-kubernetes-based-hybrid-cloud','datacenterknowledge.com: The Pros and Cons of Kubernetes-Based Hybrid Cloud','','2021',0,'Details structural advantages and operational challenges of maintaining a hybrid-cloud Kubernetes topology. Analyzes network latency bottlenecks, data compliance demands, and cluster tooling unified control setups.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cluster Architecture", "Hybrid Cloud", "Strategy"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.datacenterknowledge.com/devops/red-hat-brings-its-managed-openshift-kubernetes-service-aws','datacenterknowledge.com: Red Hat Brings Its Managed OpenShift Kubernetes'' Service to AWS','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','19eff054d872011c28a707270d81a616ea90a356b7ed4cf3129995f739176622',100.0,1.77903130244302201e+09,0,'2026-05-17T17:21:42.443022+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.datacenterknowledge.com/devops/red-hat-brings-its-managed-openshift-kubernetes-service-aws','datacenterknowledge.com: Red Hat Brings Its Managed OpenShift Kubernetes'' Service to AWS','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','19eff054d872011c28a707270d81a616ea90a356b7ed4cf3129995f739176622',100.0,1.77903130244302201e+09,0,'2026-05-17T17:21:42.443022+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{"duplicate_of": "https://www.datacenterknowledge.com/hyperscalers/red-hat-brings-its-managed-openshift-kubernetes-service-to-aws"}');
 INSERT INTO "resources" VALUES('https://www.datacenterknowledge.com/hyperscalers/red-hat-brings-its-managed-openshift-kubernetes-service-to-aws','datacenterknowledge.com: Red Hat Brings Its Managed OpenShift Kubernetes Service to AWS','','2021',0,'Data Center Knowledge covers the business and technical implications of Red Hat''s native managed service strategy on AWS, looking at enterprise hybrid cloud trends.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Managed Kubernetes", "ROSA"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.datacenterknowledge.com/open-source/explaining-knative-project-liberate-serverless-cloud-giants','datacenterknowledge.com: Explaining Knative, the Project to Liberate Serverless'' from Cloud Giants','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','d4c7167609ef325fec7ef93f9a0573b36b016ad42bd3ae5990e42ca0193de71d',100.0,1.77902956634374189e+09,0,'2026-05-17T16:52:46.343742+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md", "docs/serverless.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.datacenterknowledge.com/open-source/explaining-knative-project-liberate-serverless-cloud-giants','datacenterknowledge.com: Explaining Knative, the Project to Liberate Serverless'' from Cloud Giants','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d4c7167609ef325fec7ef93f9a0573b36b016ad42bd3ae5990e42ca0193de71d',100.0,1.77902956634374189e+09,0,'2026-05-17T16:52:46.343742+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md", "docs/serverless.md"]','[]','{}','{"duplicate_of": "https://www.datacenterknowledge.com/servers/explaining-knative-the-project-to-liberate-serverless-from-cloud-giants"}');
 INSERT INTO "resources" VALUES('https://www.datacenterknowledge.com/servers/explaining-knative-the-project-to-liberate-serverless-from-cloud-giants','datacenterknowledge.com: Explaining Knative, the Project to Liberate Serverless from Cloud Giants','','2020',4,'Examines Knative''s industry goal of creating an open, pluggable platform layer that frees enterprise organizations from public cloud vendor lock-in.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes Serverless", "Knative"]','["[ENTERPRISE-STABLE]"]','[]','["ocp4.md", "serverless.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.datadoghq.com/blog/monitor-vault-metrics-and-logs','datadoghq.com: Monitor HashiCorp Vault metrics and logs','','2021',0,'Deep engineering guide detailing how to ingest, monitor, and alert on HashiCorp Vault logs and performance metrics using Datadog. Evaluates key health telemetry indicators including client token creation rates, lease expirations, system entropy, request latencies, and critical unseal events to ensure high availability and robust auditing.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Monitoring", "Security Operations"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.datamechanics.co/blog-post/apache-spark-3-1-release-spark-on-kubernetes-is-now-ga','datamechanics.co: Apache Spark 3.1 Release: Spark on Kubernetes is now Generally'' Available','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','efcdad385764e438329e36c990283128884ef4ff0ea935bcfe0d1fd23add8d94',100.0,1.779033509493999e+09,0,'2026-05-17T17:58:29.493999+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-bigdata.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.datamechanics.co/blog-post/optimized-spark-docker-images-now-available','datamechanics.co: Optimized Apache Spark Docker Images','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','efcdad385764e438329e36c990283128884ef4ff0ea935bcfe0d1fd23add8d94',100.0,1.77903162307891106e+09,0,'2026-05-17T17:27:03.078911+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.datamechanics.co/blog-post/apache-spark-3-1-release-spark-on-kubernetes-is-now-ga','datamechanics.co: Apache Spark 3.1 Release: Spark on Kubernetes is now Generally'' Available','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','efcdad385764e438329e36c990283128884ef4ff0ea935bcfe0d1fd23add8d94',100.0,1.779033509493999e+09,0,'2026-05-17T17:58:29.493999+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-bigdata.md"]','[]','{}','{"duplicate_of": "https://www.datamechanics.co"}');
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 INSERT INTO "resources" VALUES('https://www.datarevenue.com/en-blog/airflow-vs-luigi-vs-argo-vs-mlflow-vs-kubeflow','datarevenue.com: Airflow vs. Luigi vs. Argo vs. MLFlow vs. KubeFlow','','N/A',0,'A curated technical resource and architectural guide covering datarevenue.com: Airflow vs. Luigi vs. Argo vs. MLFlow vs. KubeFlow in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903311829950094e+09,0,'2026-05-17T17:51:58.299501+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/mlops.md"]','["mlops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.datastax.com/blog/apache-cassandra-40-now-delivered-k8ssandra-amazon-eks','datastax.com: Apache Cassandra 4.0 is Now Delivered Via K8ssandra on Amazon'' EKS','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','ba545566acbb2af32bc2b363440712e235b2a40f865f0f859ba2dce85f8af521',100.0,1779033973.93775,0,'2026-05-17T18:06:13.937750+02:00',NULL,NULL,NULL,'[]','[]','["docs/nosql.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.datree.io','datree.io','','2022',5,'An enterprise-grade CLI validation engine built to run policy and configuration checks on Kubernetes manifests. Datree evaluates configurations against schema rules and security standards before they reach clusters. This is a critical validation step for CI/CD GitOps pipelines.','Go','tool','intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Operations", "Kubernetes", "Policy Enforcement"]','["[DE FACTO STANDARD]"]','[]','["git.md", "kubernetes-tools.md"]','{}','{"is_special": true}');
@@ -14960,17 +14960,17 @@ INSERT INTO "resources" VALUES('https://www.datree.io/resources/how-to-build-a-h
 INSERT INTO "resources" VALUES('https://www.datree.io/resources/kubernetes-readiness-and-liveness-probes-best-practices','datree.io: 6 Best Practices for Effective Readiness and Liveness Probes','','2022',0,'Presents six critical best practices for configuring Readiness and Liveness probes in high-availability environments.
 - Emphasizes decoupling internal checks from downstream components to prevent cascade failures.
 - Advises on using static validation policies to enforce probe definitions across clusters.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Workload Management", "Application Lifecycle", "Probes & Health Checks", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.datree.io/resources/kubernetes-schema-validation','datree.io: A Deep Dive Into Kubernetes Schema Validation 🌟','','2021',0,'Deep dive into schema parsing and structural checking of Kubernetes manifests. Compares static scanning utilities with dynamic admission controllers, and outlines strategies for integrating automated validation policies into development pipelines.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Development", "Validation Protocols", "CI/CD Integration"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.datree.io/resources/kubernetes-schema-validation','datree.io: A Deep Dive Into Kubernetes Schema Validation 🌟','','2021',0,'Deep dive into schema parsing and structural checking of Kubernetes manifests. Compares static scanning utilities with dynamic admission controllers, and outlines strategies for integrating automated validation policies into development pipelines.','English','Article','Intermediate',1,'duplicate','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Development", "Validation Protocols", "CI/CD Integration"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{"duplicate_of": "https://dev.to/datreeio/a-deep-dive-into-kubernetes-schema-validation-39ll"}');
 INSERT INTO "resources" VALUES('https://www.dbi-services.com/blog/deploying-postgresql-in-minishiftopenshift','Deploying PostgreSQL in MiniShift/OpenShift 3','','2020',0,'Guides users through deploying PostgreSQL on Minishift/OpenShift 3, highlighting standard volume mounting processes. Due to the deprecation of both OpenShift 3 and Minishift, modern applications utilize OpenShift Local and PostgreSQL Operator frameworks.','Shell','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Database & Storage", "Stateful Workloads", "PostgreSQL"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.decipherzone.com/blog-detail/kubernetes-vs-docker-swarm','decipherzone.com: Kubernetes vs Docker Swarm: A Container Orchestration Tools Comparison','','2021',0,'Contrasts the architecture of Docker Swarm and Kubernetes. Compares the ease of setup, operational simplicity, and limited feature-set of Swarm with the deep customizability, security layers, and advanced scheduling of Kubernetes.','N/A','Technical Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Fundamentals", "Orchestration Comparisons"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.deepinstinct.com/2021/07/01/what-makes-powershell-a-challenge-for-cybersecurity-solutions','deepinstinct.com: What makes powershell a challenge for cybersecurity solutions?'' 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','025bd376e73ab55c02889a83fa86bfab69f4039ac4b2cd3bc8eb9ac3a7253b6b',100.0,1779034012.79842,0,'2026-05-17T18:06:52.798420+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.deepinstinct.com/2021/07/01/what-makes-powershell-a-challenge-for-cybersecurity-solutions','deepinstinct.com: What makes powershell a challenge for cybersecurity solutions?'' 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','025bd376e73ab55c02889a83fa86bfab69f4039ac4b2cd3bc8eb9ac3a7253b6b',100.0,1779034012.79842,0,'2026-05-17T18:06:52.798420+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{"duplicate_of": "https://www.deepinstinct.com/blog/what-makes-powershell-a-challenge-for-cybersecurity-solutions"}');
 INSERT INTO "resources" VALUES('https://www.deepinstinct.com/blog/what-makes-powershell-a-challenge-for-cybersecurity-solutions','deepinstinct.com: What makes powershell a challenge for cybersecurity solutions? 🌟','','2023',3,'An analysis explaining why PowerShell poses unique challenges to traditional Endpoint Detection and Response (EDR) agents. It details memory-only script execution techniques (fileless malware), obfuscation, and bypass patterns that avoid disk auditing. This highlights the absolute necessity of enabling PowerShell Transcription logging and Constrained Language Mode in production.','PowerShell','Security Analysis','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Security & Compliance", "PowerShell Security"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.deloitte.com/de/de/services/consulting/services/center-of-excellence-application-modernization.html','deloitte.com/de: EMEA Center of Excellence for Application Modernization and Migration','','2023',4,'Details the strategy of Deloitte''s EMEA Center of Excellence for enterprise application modernization. Explains how consulting frameworks assess legacy codebases, evaluate migration paths, and apply cloud-native solutions to modernize large-scale systems.','German','Service Overview','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture & Infrastructure Strategy", "Migration & Modernization", "Enterprise Solutions"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.deloitte.com/es/es/services/consulting/blogs/todo-tecnologia/fargate-con-eks.html','deloitte.com: Fargate con EKS','','2022',0,'Evaluates using AWS Fargate with Amazon EKS to run serverless Kubernetes pods. Eliminates the overhead of configuring, patching, and scaling standard EC2 worker node pools, transferring structural management duties back to AWS.','Spanish','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Orchestration", "Kubernetes & EKS", "Serverless Containers"]','["[COMMUNITY-TOOL]"]','[]','["aws-serverless.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.deloitte.com/es/es/services/consulting/blogs/todo-tecnologia/infrastructure-as-code-iac-con-terraform.html','deloitte.com: Infrastructure as Code (IaC) con Terraform','','2022',0,'An analytical strategy paper discussing the cultural, operational, and fiscal impact of adopting Terraform within massive legacy enterprises. Focuses on change management, center of excellence setups, and pipeline safety.','Spanish','Strategy Document','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Infrastructure as Code", "Enterprise Strategy"]','["[LEGACY]"]','[]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.deloitte.com/us/en/insights/industry/government-public-sector-services.html','deloitte.com: Bringing Agile benefits to a waterfall project','','2021',0,'Addresses the hybrid integration of Agile practices within strictly regulated, legacy Waterfall enterprise environments. Details techniques for implementing iterative testing, continuous integration, and phased feedback loops to de-risk waterfall releases without violating structural compliance protocols.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Hybrid Methodologies", "Agile-Waterfall Integration"]','["[LEGACY]"]','[]','["project-management-methodology.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.deloitte.com/us/en/what-we-do/capabilities/cloud-transformation/collections/cloud-podcast.html','deloitte.com: Culture change, not tech, is the secret to DevOps success (podcast) 🌟','','2021',2,'This discussion shifts the industry focus away from simple tooling loops to prioritize organizational psychology as the true engine of DevOps performance. Highlights the minimization of structural silos as a core technical enabler.','N/A','Podcast','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Culture", "Enterprise Transformation"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.designgurus.io/blog/Monolithic-Service-Oriented-Microservice-Architecture','==designgurus.io: Monolithic vs. Service-Oriented vs. Microservice Architecture:'' Top Architectural Design Patterns==','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','e939a04ce0073d466b49762e6285ab59f71f5058c86118a4939c4fd5bb131e08',100.0,1.77903057462062692e+09,0,'2026-05-17T17:09:34.620627+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.designgurus.io/blog/Monolithic-Service-Oriented-Microservice-Architecture','==designgurus.io: Monolithic vs. Service-Oriented vs. Microservice Architecture:'' Top Architectural Design Patterns==','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e939a04ce0073d466b49762e6285ab59f71f5058c86118a4939c4fd5bb131e08',100.0,1.77903057462062692e+09,0,'2026-05-17T17:09:34.620627+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{"duplicate_of": "https://www.designgurus.io/blog/monolithic-service-oriented-microservice-architecture"}');
 INSERT INTO "resources" VALUES('https://www.designgurus.io/blog/monolithic-service-oriented-microservice-architecture','designgurus.io: Monolithic vs. Service-Oriented vs. Microservice Architecture: Top Architectural Design Patterns','','2023',0,'Compares monolithic systems, Enterprise Service Bus (ESB)-based SOAs, and decoupled microservices. Identifies modern trade-offs such as operational complexity, deployment velocity, and distributed transaction management.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Patterns", "Evolution"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.devbattles.com/en/sand/post-1752-Python_sorting_lists_by_sort__with__in_simple_words',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.devbattles.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903094623838305e+09,0,'2026-05-17T17:15:46.238383+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.devbattles.com/en/sand/post-1754-Python_list_Functions_and_Methods_lists',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.devbattles.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790300464727571e+09,0,'2026-05-17T17:00:46.472757+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{}');
@@ -14985,8 +14985,8 @@ INSERT INTO "resources" VALUES('https://www.devclass.com/containers/2021/04/09/k
 INSERT INTO "resources" VALUES('https://www.devclass.com/containers/2021/09/02/rancher-presents-first-big-release-after-suse-acquisition-ups-game-on-hosted-cluster-provisioning/1627301','devclass.com: Rancher presents first big release after SUSE acquisition, ups game on hosted cluster provisioning','','2021',2,'A release overview tracking the launch of Rancher 2.6, the first landmark version following SUSE''s acquisition. Highlights the platform''s refined user experience and deep public cloud managed-cluster provisioning tools.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Management", "Product Updates", "Rancher 2.6"]','["[COMMUNITY-TOOL]"]','[]','["rancher.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.devclass.com/databases/2021/04/20/apache-kafka-280-previews-life-without-zookeeper/1627009','devclass.com: Apache Kafka 2.8.0 previews life without ZooKeeper','','2021',0,'Details the technical implications of running Apache Kafka without its legacy ZooKeeper dependency as introduced in version 2.8.0. Explains how KRaft-based metadata replication simplifies cluster management and scales partition throughput limits.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Event-Driven Systems", "Apache Kafka", "Architecture & KRaft"]','["[LEGACY]"]','[]','["message-queue.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.devclass.com/devops/2021/12/09/terraform-11-moves-forward-with-refactoring-helpers-and-native-terraform-cloud-integration/1621944','devclass.com: Terraform 1.1 moves forward with refactoring helpers and native Terraform Cloud integration','','2021',0,'Details the architecture of the Terraform 1.1 release, focusing on native `moved` blocks which revolutionized configuration refactoring. This shift eliminated manual, error-prone `terraform state mv` CLI runs in CI/CD pipelines, allowing developers to declaratively trace resource migrations directly inside codebases.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform Engine", "State Management"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.developer.com/design/event-driven-microservices','developer.com: An Introduction to Event Driven Microservices','','N/A',0,'A curated technical resource and architectural guide covering developer.com: An Introduction to Event Driven Microservices in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903068353987097e+09,0,'2026-05-17T17:11:23.539871+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.developer.com/design/solving-microservices-anti-patterns','developer.com: Overcoming the Common Microservices Anti-Patterns','','N/A',0,'A curated technical resource and architectural guide covering developer.com: Overcoming the Common Microservices Anti-Patterns in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790307274517579e+09,0,'2026-05-17T17:12:07.451758+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/introduction.md"]','["introduction.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.developer.com/design/event-driven-microservices','developer.com: An Introduction to Event Driven Microservices','','N/A',0,'A curated technical resource and architectural guide covering developer.com: An Introduction to Event Driven Microservices in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903068353987097e+09,0,'2026-05-17T17:11:23.539871+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{"duplicate_of": "https://dzone.com/articles/event-driven-microservices-1"}');
+INSERT INTO "resources" VALUES('https://www.developer.com/design/solving-microservices-anti-patterns','developer.com: Overcoming the Common Microservices Anti-Patterns','','N/A',0,'A curated technical resource and architectural guide covering developer.com: Overcoming the Common Microservices Anti-Patterns in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.7790307274517579e+09,0,'2026-05-17T17:12:07.451758+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/introduction.md"]','["introduction.md"]','{}','{"duplicate_of": "https://dzone.com/articles/microservices-anti-patterns"}');
 INSERT INTO "resources" VALUES('https://www.devopsdigest.com','devopsdigest.com','','2026',0,'Curator Insight: An executive-facing digest on technical pipeline achievements and enterprise vendor tools. Live Grounding: Translates high-level technical updates into business insights, focusing on investment returns and organizational productivity.','en','Industry News','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps & Platforms", "Resources", "Industry News"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.devopsdigest.com/cicd-deployments-how-to-expedite-across-a-kubernetes-environment-with-devops-orchestration','devopsdigest.com: CI/CD Deployments: How to Expedite Across a Kubernetes Environment With DevOps Orchestration','','2021',0,'Accelerating release cycles in Kubernetes environments requires modernizing the CI/CD pipeline with cloud-native orchestration techniques. By automating build, test, and container promotion workflows, teams can minimize deployment errors and configuration drift. The focus is on implementing progressive delivery strategies such as canary and blue-green deployments to de-risk production releases.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "CI/CD", "Kubernetes Orchestration"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md", "faq.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.devopsonline.co.uk/chatops-devops-scrumops-and-5-other-ops-religions','devopsonline.co.uk: ChatOps, DevOps, ScrumOps and 5 Other Ops religions','','2020',0,'A critical and entertaining analysis evaluating the landscape of modern operations paradigms (DevOps, ChatOps, GitOps, DevSecOps, etc.). It helps organizations separate practical, architectural delivery models from mere industry marketing buzzwords, highlighting what truly drives velocity and reliability.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD", "Methodology", "Culture"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}');
@@ -15002,15 +15002,15 @@ INSERT INTO "resources" VALUES('https://www.devroom.io/2011/07/05/git-squash-you
 INSERT INTO "resources" VALUES('https://www.devspace.sh','devspace.sh','','2026',4,'DevSpace is a high-performance developer command-line tool designed to lower the Kubernetes learning curve. It provides extremely fast, bidirectional file synchronization that bypasses container rebuilding cycles for instant hot-reloading.','Go','Tool','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Developer Experience", "Inner-Loop Automation", "DevSpace"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-based-devel.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.devteam.space/blog/10-best-jenkins-plugins-for-devops','devteam.space: 10 Best Jenkins Plugins For DevOps','','2024',0,'A comparative analysis evaluating the top 10 enterprise plugins critical for scaling CI/CD pipelines, highlighting security integrations, Kubernetes agent controllers, and pipeline visualization plugins.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Infrastructure", "Plugin Management", "Ecosystem Curations"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.devzero.io/blog/kubernetes-autoscaling','devzero.io: Kubernetes Debugging Tips','','2023',0,'Optimizing the inner-loop developer experience in Kubernetes requires special tooling to bypass slow build-and-deploy cycles. This guide reviews practical tips for configuring local debugging environments, port forwarding, and syncing code directly into remote dev clusters. Implementing these techniques allows developers to debug code in real time within a cluster-like context.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes", "Troubleshooting", "Development Environments"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-troubleshooting.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.devzero.io/blog/kubernetes-debugging-tips','devzero.io: Kubernetes Debugging Tips','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','eef5f046b2d9eb2de95b2e403e731fbffdd725ad7b531c77a76a470dea141dd6',100.0,1.77903159192042589e+09,0,'2026-05-17T17:26:31.920426+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-troubleshooting.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.devzero.io/blog/kubernetes-debugging-tips','devzero.io: Kubernetes Debugging Tips','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','eef5f046b2d9eb2de95b2e403e731fbffdd725ad7b531c77a76a470dea141dd6',100.0,1.77903159192042589e+09,0,'2026-05-17T17:26:31.920426+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-troubleshooting.md"]','[]','{}','{"duplicate_of": "https://www.devzero.io/blog/kubernetes-autoscaling"}');
 INSERT INTO "resources" VALUES('https://www.dex.dev/dex-videos/development-clusters','dex.dev: Local Development Clusters','','N/A',0,'A curated technical resource and architectural guide covering dex.dev: Local Development Clusters in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903001898758292e+09,0,'2026-05-17T17:00:18.987583+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-based-devel.md"]','["kubernetes-based-devel.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.dex.dev/dex-videos/templating-solutions','dex.dev: YAML Templating Solutions: Helm & Kustomize','','N/A',0,'A curated technical resource and architectural guide covering dex.dev: YAML Templating Solutions: Helm & Kustomize in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029132.8168,0,'2026-05-17T16:45:32.816800+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kustomize.md", "docs/yaml.md"]','["kustomize.md", "yaml.md"]','{}','{"is_special": true}');
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 INSERT INTO "resources" VALUES('https://www.digitalocean.com/community/books/understanding-the-dom-document-object-model-ebook','digitalocean.com: Understanding the DOM β€” Document Object Model eBook','','2026',0,'A comprehensive pedagogical resource exploring the Document Object Model (DOM) as a programming interface. It introduces how modern browsers parse HTML into tree-like object models and details programmatic mutation approaches using native JavaScript APIs.','JavaScript','Documentation','Beginner',0,'online','manual','dd64ce0189a7f65d807732c11a16fba83da29e2f350c3440d00b80a0af205f89',100.0,1.77903322416037797e+09,1,'2026-05-17T17:53:44.160378+02:00',NULL,NULL,NULL,'["Web Development", "DOM", "JavaScript"]','["[COMMUNITY-TOOL]"]','["docs/dom.md"]','["dom.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.digitalocean.com/community/tech_talks/building-a-rest-api-with-django-rest-framework','digitalocean.com: Building a REST API With Django REST Framework','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','ba0bfdb77380ce20039292edbecf507c2a151f4c8300b0cede0133540138d2d2',100.0,1.77903080390446209e+09,0,'2026-05-17T17:13:23.904462+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.digitalocean.com/community/tech_talks/automating-gitops-and-continuous-delivery-with-digitalocean-kubernetes','digitalocean.com: Automating GitOps and Continuous Delivery With DigitalOcean'' Kubernetes (Terraform, Helm and Flux)','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','59cc9a415b65e1e74221197c25f524afb9dc3be62692c03acd91c2d2d734a067',100.0,1.77903236918168592e+09,0,'2026-05-17T17:39:29.181686+02:00',NULL,NULL,NULL,'[]','[]','["docs/managed-kubernetes-in-public-cloud.md"]','[]','{}','{"duplicate_of": "https://www.digitalocean.com/community/tech-talks/automating-gitops-and-continuous-delivery-with-digitalocean-kubernetes"}');
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 INSERT INTO "resources" VALUES('https://www.digitalocean.com/community/tutorials/maven-commands-options-cheat-sheet','journaldev.com','','2026',0,'An extensive technical overview of Maven build targets and system variables. Curator Insight targets its strength in resolving dependency trees. Live Grounding shows its daily utility during manual compilation tasks inside enterprise projects.','Shell','Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Build Automation", "Maven"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["cheatsheets.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.digitalocean.com/docs/kubernetes/how-to/autoscale','DigitalOcean Kubernetes: DOKS Cluster Autoscaler','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ed647863b5cccd628154fe3cf51c8fcb273dcd48a2cbbaf29a8db33b523520aa',100.0,1.77902945974574303e+09,0,'2026-05-17T16:50:59.745743+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-autoscaling.md"]','[]','{}','{"duplicate_of": "https://docs.digitalocean.com/products/kubernetes/how-to/autoscale"}');
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@@ -15050,10 +15050,10 @@ INSERT INTO "resources" VALUES('https://www.dlford.io/ansible-orchestration-how-
 INSERT INTO "resources" VALUES('https://www.docker.com/blog/announcing-the-compose-specification','docker.com: Announcing the Compose Specification 🌟','','N/A',0,'A curated technical resource and architectural guide covering docker.com: Announcing the Compose Specification 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.7817359385629239e+09,0,'2026-06-18T00:38:58.562924+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/docker.md"]','["docker.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.docker.com/blog/containerized-python-development-part-2','docker.com: Containerized Python Development – Part 2','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77902911045282292e+09,0,'2026-05-17T16:45:10.452823+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.docker.com/blog/containerized-python-development-part-3','docker.com: Containerized Python Development – Part 3','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903252469786095e+09,0,'2026-05-17T17:42:04.697861+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.docker.com/blog/containerized-python-development-part-2','docker.com: Containerized Python Development – Part 2','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1.77902911045282292e+09,0,'2026-05-17T16:45:10.452823+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{"duplicate_of": "https://www.docker.com/blog/containerized-python-development-part-1"}');
+INSERT INTO "resources" VALUES('https://www.docker.com/blog/containerized-python-development-part-3','docker.com: Containerized Python Development – Part 3','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1.77903252469786095e+09,0,'2026-05-17T17:42:04.697861+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{"duplicate_of": "https://www.docker.com/blog/containerized-python-development-part-1"}');
 INSERT INTO "resources" VALUES('https://www.docker.com/blog/creating-the-best-linux-development-experience-on-windows-wsl-2','Creating the best Linux Development experience on Windows & WSL 2','','N/A',0,'A curated technical resource and architectural guide covering Creating the best Linux Development experience on Windows & WSL 2 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173593856900692e+09,0,'2026-06-18T00:38:58.569007+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/docker.md"]','["docker.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.docker.com/blog/dear-moby-2-kubernetes-in-production','docker.com: Kubernetes in Production Environments','','N/A',0,'A curated technical resource and architectural guide covering docker.com: Kubernetes in Production Environments in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903180804285788e+09,0,'2026-05-17T17:30:08.042858+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-based-devel.md"]','["kubernetes-based-devel.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.docker.com/blog/dear-moby-2-kubernetes-in-production','docker.com: Kubernetes in Production Environments','','N/A',0,'A curated technical resource and architectural guide covering docker.com: Kubernetes in Production Environments in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903180804285788e+09,0,'2026-05-17T17:30:08.042858+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-based-devel.md"]','["kubernetes-based-devel.md"]','{}','{"duplicate_of": "https://www.docker.com/blog"}');
 INSERT INTO "resources" VALUES('https://www.docker.com/blog/docker-compose-for-amazon-ecs-now-available','docker.com: Docker Compose for Amazon ECS Now Available','','N/A',0,'A curated technical resource and architectural guide covering docker.com: Docker Compose for Amazon ECS Now Available in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.7817359384850521e+09,0,'2026-06-18T00:38:58.485052+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/docker.md"]','["docker.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.docker.com/blog/docker-desktop-wsl-2-backport-update','Docker Desktop & WSL 2 – Backport Update','','N/A',0,'A curated technical resource and architectural guide covering Docker Desktop & WSL 2 – Backport Update in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173605783604907e+09,0,'2026-06-18T00:40:57.836049+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/linux-dev-env.md"]','["linux-dev-env.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.docker.com/blog/docker-github-actions','docker.com: Docker Github Actions','','N/A',0,'A curated technical resource and architectural guide covering docker.com: Docker Github Actions in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173595047904396e+09,0,'2026-06-18T00:39:10.479044+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{}');
@@ -15063,13 +15063,13 @@ INSERT INTO "resources" VALUES('https://www.docker.com/blog/from-docker-straight
 INSERT INTO "resources" VALUES('https://www.docker.com/blog/how-to-develop-inside-a-container-using-visual-studio-code-remote-containers','docker.com: How to Develop Inside a Container Using Visual Studio Code Remote'' Containers 🌟','','N/A',0,'A curated technical resource and architectural guide covering docker.com: How to Develop Inside a Container Using Visual Studio Code Remote'' Containers 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173616827379703e+09,0,'2026-06-18T00:42:48.273797+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.docker.com/blog/how-to-train-and-deploy-a-linear-regression-model-using-pytorch-part-1','docker.com: How to Train and Deploy a Linear Regression Model Using PyTorch'' – Part 1 (Machine Learning)','','N/A',0,'A curated technical resource and architectural guide covering docker.com: How to Train and Deploy a Linear Regression Model Using PyTorch'' – Part 1 (Machine Learning) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173614421123099e+09,0,'2026-06-18T00:42:24.211231+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.docker.com/blog/how-to-use-the-official-nginx-docker-image','How To Use the Official NGINX Docker Image','','N/A',0,'A curated technical resource and architectural guide covering How To Use the Official NGINX Docker Image in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173618024160289e+09,0,'2026-06-18T00:43:00.241603+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/web-servers.md"]','["web-servers.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.docker.com/blog/intro-guide-to-dockerfile-best-practices','docker.com: Intro Guide to Dockerfile Best Practices','','N/A',0,'A curated technical resource and architectural guide covering docker.com: Intro Guide to Dockerfile Best Practices in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173593835990405e+09,0,'2026-06-18T00:38:58.359904+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/docker.md"]','["docker.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.docker.com/blog/intro-guide-to-dockerfile-best-practices','docker.com: Intro Guide to Dockerfile Best Practices','','N/A',0,'A curated technical resource and architectural guide covering docker.com: Intro Guide to Dockerfile Best Practices in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.78173593835990405e+09,0,'2026-06-18T00:38:58.359904+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/docker.md"]','["docker.md"]','{}','{"duplicate_of": "https://blog.docker.com/2019/07/intro-guide-to-dockerfile-best-practices"}');
 INSERT INTO "resources" VALUES('https://www.docker.com/blog/new-docker-compose-v2-and-v1-deprecation','docker.com: Docker Compose: What’s New, What’s Changing, What’s Next','','N/A',0,'A curated technical resource and architectural guide covering docker.com: Docker Compose: What’s New, What’s Changing, What’s Next in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173593848415303e+09,0,'2026-06-18T00:38:58.484153+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/docker.md"]','["docker.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.docker.com/blog/reduce-your-image-size-with-the-dive-in-docker-extension','docker.com: Reduce Your Image Size with the Dive-In Docker Extension','','N/A',0,'A curated technical resource and architectural guide covering docker.com: Reduce Your Image Size with the Dive-In Docker Extension in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173593848442792e+09,0,'2026-06-18T00:38:58.484428+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/docker.md"]','["docker.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.docker.com/blog/speed-up-your-development-flow-with-these-dockerfile-best-practices','docker.com: Speed Up Your Development Flow With These Dockerfile Best Practices','','N/A',0,'A curated technical resource and architectural guide covering docker.com: Speed Up Your Development Flow With These Dockerfile Best Practices in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173593848358607e+09,0,'2026-06-18T00:38:58.483586+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/docker.md"]','["docker.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.docker.com/blog/telepresence-for-docker','==docker.com: Docker and Ambassador Labs Announce Telepresence for Docker,'' Improving the Kubernetes Development Experience== 🌟','','N/A',0,'A curated technical resource and architectural guide covering ==docker.com: Docker and Ambassador Labs Announce Telepresence for Docker,'' Improving the Kubernetes Development Experience== 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903270401087093e+09,0,'2026-05-17T17:45:04.010871+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/docker.md"]','["docker.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.docker.com/blog/top-questions-for-getting-started-with-docker','docker.com: Top Questions for Getting Started with Docker 🌟','','N/A',0,'A curated technical resource and architectural guide covering docker.com: Top Questions for Getting Started with Docker 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173593848386907e+09,0,'2026-06-18T00:38:58.483869+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/docker.md"]','["docker.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.docker.com/blog/year-in-review-the-most-viewed-docker-blog-posts-of-2020-part-1','docker.com: Year in Review: The Most Viewed Docker Blog Posts of 2020 Part'' 1 🌟','','N/A',0,'A curated technical resource and architectural guide covering docker.com: Year in Review: The Most Viewed Docker Blog Posts of 2020 Part'' 1 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790318653186109e+09,0,'2026-05-17T17:31:05.318611+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/docker.md"]','["docker.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.docker.com/blog/year-in-review-the-most-viewed-docker-blog-posts-of-2020-part-1','docker.com: Year in Review: The Most Viewed Docker Blog Posts of 2020 Part'' 1 🌟','','N/A',0,'A curated technical resource and architectural guide covering docker.com: Year in Review: The Most Viewed Docker Blog Posts of 2020 Part'' 1 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.7790318653186109e+09,0,'2026-05-17T17:31:05.318611+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/docker.md"]','["docker.md"]','{}','{"duplicate_of": "https://www.docker.com/blog/year-in-review-the-most-viewed-docker-blog-posts-of-2020-part-2"}');
 INSERT INTO "resources" VALUES('https://www.docker.com/blog/year-in-review-the-most-viewed-docker-blog-posts-of-2020-part-2','docker.com: Year in Review: The Most Viewed Docker Blog Posts of 2020 Part 2 🌟','','2020',4,'A historical retrospect highlighting the community''s primary pain points and engineering triumphs in 2020. Synthesizes trends around build performance, local developer environments, and architectural updates within the container ecosystem.','English','Review','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers & Orchestration", "Docker", "Industry Trends"]','["[ENTERPRISE-STABLE]"]','[]','["docker.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.docker.com/llm','Docker for LLMs','','N/A',0,'A curated technical resource and architectural guide covering Docker for LLMs in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173593856937789e+09,0,'2026-06-18T00:38:58.569378+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ai.md", "docs/docker.md", "docs/serverless.md"]','["ai.md", "docker.md", "serverless.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.docker.com/products/container-runtime','Docker','','N/A',0,'A curated technical resource and architectural guide covering Docker in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173590016624498e+09,0,'2026-06-18T00:38:20.166245+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/container-managers.md"]','["container-managers.md"]','{}','{}');
@@ -15080,7 +15080,7 @@ INSERT INTO "resources" VALUES('https://www.dotnetcurry.com/aspnet-core/kubernet
 INSERT INTO "resources" VALUES('https://www.dotnetcurry.com/devops/workitem-customize-azure-devops-server-2020','dotnetcurry.com: Customization of Work Items in Azure DevOps and Azure DevOps Server 2020','','2021',3,'Details custom work item types, inherited processes, and state transition rule customization within Azure DevOps Server 2020 and its cloud counterpart. While curator insights present this as a vital operational guide for project administrators, 2026 workflows rely more heavily on Azure DevOps REST APIs and automated webhook integrations to keep boards synchronized with third-party developer tools.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud DevOps", "Agile Project Management", "Azure Boards Customization"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.dotnetcurry.com/microsoft-azure/microservices-architecture','dotnetcurry.com: Microservices Architecture Pattern 🌟','','2021',0,'Details implementing microservices architectures specifically utilizing modern .NET and Azure frameworks. It explores domain partitioning, local persistent storage designs, and event-driven communications mediated by Azure Service Bus.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Microservices", "Design Patterns", "DotNet"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.dotnetcurry.com/visualstudio/1322/what-is-visual-studio-team-system-vsts','Microsoft Visual Studio Team Services (VSTS)','','2018',0,'Details the architectural features of Microsoft''s Visual Studio Team Services (VSTS) before its transition to Azure DevOps. Focuses on classical application lifecycle management (ALM) mechanisms and pipeline integration schemas.','English','Product','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Enterprise Platforms", "Azure DevOps"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.dotnettricks.com/learn/docker/kubernetes-vs-docker-analyzing-the-differences','dotnettricks.com: Kubernetes vs Docker: Analyzing The Differences','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','c907c82fe02007e97d661cc1abe654dc960c8c8e50922d10641c2a7057eef76f',100.0,1779031330.96133,0,'2026-05-17T17:22:10.961330+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-alternatives.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.dotnettricks.com/learn/docker/kubernetes-vs-docker-analyzing-the-differences','dotnettricks.com: Kubernetes vs Docker: Analyzing The Differences','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c907c82fe02007e97d661cc1abe654dc960c8c8e50922d10641c2a7057eef76f',100.0,1779031330.96133,0,'2026-05-17T17:22:10.961330+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-alternatives.md"]','[]','{}','{"duplicate_of": "https://www.scholarhat.com/tutorial/docker/kubernetes-vs-docker-analyzing-the-differences"}');
 INSERT INTO "resources" VALUES('https://www.downloadkubernetes.com','downloadkubernetes.com: Download Kubernetes 🌟','','2025',0,'A simplified utility portal facilitating direct, version-specific binary downloads for various Kubernetes core components, including kubectl, kubeadm, and kubelet across multiple architectures. Streamlines manual bootstrapping and quick-start testing procedures.','HTML','Web Tool','Beginner',0,'online','manual','056b2cb5ec115c6efbd14dfed2ca533b4f03bf9185e22f28b634cf49fa4e0473',100.0,1779033903.73581,1,'2026-05-17T18:05:03.735810+02:00',NULL,NULL,NULL,'["Operations", "Installation", "Artifact Management"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.dqindia.com/secure-cicd-pipeline-tips-experts','dqindia.com: Secure your CI/CD pipeline with these tips from experts','','2021',0,'Aggregates engineering practices to secure continuous delivery pipelines from supply-chain compromises. Details techniques such as ephemeral build runner isolation, strict plugin auditing, dynamic credential injection, and automated SBOM generation.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "CI-CD", "Pipeline Hardening"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.drawio.com','diagrams.net','','2026',5,'The industry-leading, highly extensible free open-source diagramming engine. Widely used for system design, it provides deep integration with modern design elements, custom XML importing, and offline execution capabilities.','JavaScript','Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture & Design", "Visualization", "Diagramming SaaS"]','["[DE FACTO STANDARD]"]','[]','["cloud-arch-diagrams.md"]','{}','{}');
@@ -15091,7 +15091,7 @@ INSERT INTO "resources" VALUES('https://www.drools.org','Drools','','N/A',0,NULL
 INSERT INTO "resources" VALUES('https://www.dynatrace.com','Dynatrace 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','b52859e7bd26d8eee1fcf3f937d39059139805550fdcecd821e606998ba30a6b',100.0,1779032968.83883,1,'2026-05-17T17:49:28.838830+02:00',NULL,NULL,NULL,'[]','[]','["docs/devops.md", "docs/monitoring.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.dynatrace.com/hub/detail/red-hat-openshift','dynatrace.com: openshift monitoring','','2024',0,'Outlines native integration capabilities of the Dynatrace Operator inside Red Hat OpenShift, securing auto-discovery and telemetry indexing for containerized control planes, nodes, and applications.','en','Documentation','Advanced',1,'online','manual','43e6b4f9f86b5b5e7a2eeb8804832f379b1208cb64a17121073b2534bb84f233',100.0,1779130494.99364,1,'2026-05-18T20:54:54.993640+02:00',NULL,NULL,NULL,'["Observability", "Platform Monitoring", "Dynatrace OpenShift"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.dynatrace.com/news/blog/4-steps-to-modernize-your-it-service-operations-with-dynatrace','dynatrace.com: 4 steps to modernize your IT service operations with Dynatrace','','2021',0,'Strategic blueprint mapping out IT Service Operations (ITOM) modernization using AIOps. In 2026, this process focuses on replacing manual service tickets with self-healing scripts triggered directly by real-time telemetry, correlating runtime context with topological dependencies.','Markdown','Blog','Intermediate',0,'online','manual','82428f977338d5fa2e067755e0bd558006d07c32427f0707a4f475b63d0887c2',100.0,1.77903268002148199e+09,1,'2026-05-17T17:44:40.021482+02:00',NULL,NULL,NULL,'["Cloud Native", "Observability", "ITOM"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.dynatrace.com/news/blog/a-look-behind-the-scenes-of-aws-lambda-and-our-new-lambda-monitoring-extension','dynatrace.com: A look behind the scenes of AWS Lambda and our new Lambda'' monitoring extension','','N/A',0,'A curated technical resource and architectural guide covering dynatrace.com: A look behind the scenes of AWS Lambda and our new Lambda'' monitoring extension in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','5e66c5eb8304231ef069a4cc2210b1420021c1de5eb9f2d3592b4c9038089477',100.0,1.77903073048297595e+09,0,'2026-05-17T17:12:10.482976+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.dynatrace.com/news/blog/a-look-behind-the-scenes-of-aws-lambda-and-our-new-lambda-monitoring-extension','dynatrace.com: A look behind the scenes of AWS Lambda and our new Lambda'' monitoring extension','','N/A',0,'A curated technical resource and architectural guide covering dynatrace.com: A look behind the scenes of AWS Lambda and our new Lambda'' monitoring extension in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','5e66c5eb8304231ef069a4cc2210b1420021c1de5eb9f2d3592b4c9038089477',100.0,1.77903073048297595e+09,0,'2026-05-17T17:12:10.482976+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{"duplicate_of": "https://www.dynatrace.com/knowledge-base/aws-lambda"}');
 INSERT INTO "resources" VALUES('https://www.dynatrace.com/news/blog/achieve-faster-time-to-value-by-deploying-thousands-of-oneagents-at-once-with-ansible-preview','dynatrace.com: Achieve faster time to value by deploying thousands of OneAgents'' at once with Ansible (Preview)','','N/A',0,'A curated technical resource and architectural guide covering dynatrace.com: Achieve faster time to value by deploying thousands of OneAgents'' at once with Ansible (Preview) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','ffa7fcc4c2c97ca82253bc7b3b42fe68a76378d94de83c0cb3e50592ef11515b',100.0,1.77903070851273894e+09,0,'2026-05-17T17:11:48.512739+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ansible.md"]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.dynatrace.com/news/blog/amazon-cloudwatch-metric-streams-launch-partnership','dynatrace.com: Analyze all AWS data in minutes with Amazon CloudWatch Metric'' Streams available in Dynatrace','','2021',0,'Explores the integration of Amazon CloudWatch Metric Streams into external observability engines like Dynatrace. This streaming paradigm bypasses high-latency API polling, allowing real-time ingestion of cloud infrastructure health indicators. Highly relevant for large hybrid-cloud architectures in 2026.','Markdown','Blog','Intermediate',0,'online','manual','b8026a6c3987466fbeb01c83da5660988332ca108d49dd0d826d5949e6150873',100.0,1.77903279851091194e+09,1,'2026-05-17T17:46:38.510912+02:00',NULL,NULL,NULL,'["Cloud Native", "Cloud Providers", "AWS Observability"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.dynatrace.com/news/blog/automatic-connection-of-logs-and-traces-accelerates-ai-driven-cloud-analytics','dynatrace.com: Automatic connection of logs and traces accelerates AI-driven'' cloud analytics','','2021',0,'Highlights the automatic, context-rich linking of application logs to trace spans. By 2026, log-trace correlation is a strict architectural requirement for root-cause analysis, enabling AIOps systems to instantly trace a latency spike back to exact exception statements in the codebase.','Markdown','Blog','Advanced',1,'online','manual','147d35fbb65f42b5219fef270285d0827846908e809ef0f57d0abae094e2ecf5',100.0,1.77903434660273408e+09,1,'2026-05-17T18:12:26.602734+02:00',NULL,NULL,NULL,'["Cloud Native", "Observability", "Log Correlation"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
@@ -15106,24 +15106,24 @@ INSERT INTO "resources" VALUES('https://www.dynatrace.com/news/blog/how-to-solve
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 INSERT INTO "resources" VALUES('https://www.dynatrace.com/news/blog/kubernetes-vs-docker','dynatrace.com: Kubernetes vs Docker: What’s the difference?','','2021',0,'A structural overview of Docker packaging standards and Kubernetes cluster orchestration. Breaks down runtimes, images, volume abstraction, and networking architectures in cloud deployments.','N/A','Technical Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Fundamentals", "Comparisons"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.dynatrace.com/news/blog/log4shell-vulnerability-discovery-and-mitigation','dynatrace.com: Log4Shell vulnerability discovery and mitigation require automatic and intelligent observability','','2021',0,'A technical guide on using APM runtime instrumentation to dynamically identify active Log4j vulnerabilities. It explains how tracking execution traces in real time helps locate vulnerable libraries that may be missed by static scan processes. This approach is highly effective for reducing risk in complex microservice architectures.','None','Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Vulnerabilities", "Observability Mitigations"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.dynatrace.com/news/blog/monitoring-of-kubernetes-infrastructure-for-day-2-operations','dynatrace.com: Monitoring of Kubernetes Infrastructure for day 2 operations','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','d80091ce41b70c697837365214e78dd16d9830767df89d94a0fa1dcafa4c1283',100.0,1.77902947343324494e+09,0,'2026-05-17T16:51:13.433245+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.dynatrace.com/news/blog/monitoring-of-kubernetes-infrastructure-for-day-2-operations','dynatrace.com: Monitoring of Kubernetes Infrastructure for day 2 operations','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d80091ce41b70c697837365214e78dd16d9830767df89d94a0fa1dcafa4c1283',100.0,1.77902947343324494e+09,0,'2026-05-17T16:51:13.433245+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{"duplicate_of": "https://www.dynatrace.com/news/blog/what-is-kubernetes-2"}');
 INSERT INTO "resources" VALUES('https://www.dynatrace.com/news/blog/new-dynatrace-operator-elevates-cloud-native-observability-for-kubernetes','dynatrace.com: New Dynatrace Operator elevates cloud-native observability'' for Kubernetes','','2021',0,'Introduces the Dynatrace Kubernetes Operator, which automates full-stack observability rollout. By 2026, the Operator pattern has become the industry standard for lifecycle management, injecting tracing agents and managing eBPF runtime collectors without manually modifying application YAMLs.','Go','Blog','Advanced',1,'online','manual','ccba37d4e92fa9424c045e83f72e2a7dc036a815c178f64ae58eb51fa0178678',100.0,1.77903215088790893e+09,1,'2026-05-17T17:35:50.887909+02:00',NULL,NULL,NULL,'["Cloud Native", "Observability", "Kubernetes Operators"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.dynatrace.com/news/blog/optimizing-jenkins-to-ensure-fast-build-times-with-dynatrace','dynatrace.com: optimizing jenkins to ensure fast build times with dynatrace','','2024',0,'Strategic architectural post detailing Dynatrace-driven optimization patterns to prevent build queuing, trace bottlenecked pipeline dependencies, and monitor overall health.','None','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Infrastructure Monitoring", "Dynatrace APM"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.dynatrace.com/news/blog/successful-kubernetes-monitoring-3-pitfalls-to-avoid','Successful Kubernetes Monitoring – Three Pitfalls to Avoid','','2021',0,'An analysis of critical pitfalls in Kubernetes monitoring, focusing on metric explosion, siloed data pools, and lack of correlation. 2026 engineering solutions resolve these issues by relying on automated, sidecar-less auto-injection and intelligent AIOps platforms to trace short-lived ephemeral containers.','Markdown','Blog','Intermediate',1,'online','manual','13be9e7cb10f887611173207fa17ac6da6bfe09d438340b6cffdc7741db30520',100.0,1.77903215996701502e+09,1,'2026-05-17T17:35:59.967015+02:00',NULL,NULL,NULL,'["Cloud Native", "Observability", "Kubernetes Monitoring"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.dynatrace.com/news/blog/the-power-of-openshift-the-visibility-of-dynatrace','dynatrace.com: The Power of OpenShift, The Visibility of Dynatrace','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','6e6b006c8ad3ff374bffcd0e2b586e65ac14cfa773fa322a8fb32db18af6d287',100.0,1.77903086241712689e+09,0,'2026-05-17T17:14:22.417127+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.dynatrace.com/news/blog/what-are-microservices','dynatrace.com: What are microservices? All you need to know','','N/A',0,'A curated technical resource and architectural guide covering dynatrace.com: What are microservices? All you need to know in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','0c5b775b31d8502e7fd415c0b3c40ea561fade36e3fc26c291ea9bc10e527f02',100.0,1.77903217976626896e+09,0,'2026-05-17T17:36:19.766269+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/introduction.md"]','["introduction.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.dynatrace.com/news/blog/what-is-container-security','dynatrace.com: Container security: What it is, why it’s tricky, and how'' to do it right','','N/A',0,'An essential guide to the fundamentals of modern container security systems. Details the isolation boundaries constructed by namespaces and cgroups, and outlines strategies for preventing escape-vector vulnerability trends.','en','blog','Intermediate',0,'online','manual','7af1eac9c49daf7564d9851bf29e77ae72c48307523030b22167ad4c08971ee7',100.0,1.779032108536839e+09,0,'2026-05-17T17:35:08.536839+02:00',NULL,NULL,NULL,'["Cloud Native Security", "Infrastructure Hardening", "Container Security"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.dynatrace.com/news/blog/the-power-of-openshift-the-visibility-of-dynatrace','dynatrace.com: The Power of OpenShift, The Visibility of Dynatrace','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','6e6b006c8ad3ff374bffcd0e2b586e65ac14cfa773fa322a8fb32db18af6d287',100.0,1.77903086241712689e+09,0,'2026-05-17T17:14:22.417127+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{"duplicate_of": "https://www.dynatrace.com/news/blog/what-is-openshift-2"}');
+INSERT INTO "resources" VALUES('https://www.dynatrace.com/news/blog/what-are-microservices','dynatrace.com: What are microservices? All you need to know','','N/A',0,'A curated technical resource and architectural guide covering dynatrace.com: What are microservices? All you need to know in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','0c5b775b31d8502e7fd415c0b3c40ea561fade36e3fc26c291ea9bc10e527f02',100.0,1.77903217976626896e+09,0,'2026-05-17T17:36:19.766269+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/introduction.md"]','["introduction.md"]','{}','{"duplicate_of": "https://www.dynatrace.com/knowledge-base/microservices"}');
+INSERT INTO "resources" VALUES('https://www.dynatrace.com/news/blog/what-is-container-security','dynatrace.com: Container security: What it is, why it’s tricky, and how'' to do it right','','N/A',0,'An essential guide to the fundamentals of modern container security systems. Details the isolation boundaries constructed by namespaces and cgroups, and outlines strategies for preventing escape-vector vulnerability trends.','en','blog','Intermediate',0,'duplicate','manual','7af1eac9c49daf7564d9851bf29e77ae72c48307523030b22167ad4c08971ee7',100.0,1.779032108536839e+09,0,'2026-05-17T17:35:08.536839+02:00',NULL,NULL,NULL,'["Cloud Native Security", "Infrastructure Hardening", "Container Security"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"duplicate_of": "https://www.dynatrace.com/knowledge-base/container-security"}');
 INSERT INTO "resources" VALUES('https://www.dynatrace.com/news/blog/what-is-keptn-how-it-works-and-how-to-get-started','dynatrace.com: What is keptn, how it works and how to get started!','','2021',0,'Explores how Keptn abstracts CD and automated operations away from brittle scripts. Highlights how combining Dynatrace''s enterprise APM observability with Keptn''s automated quality gates ensures high-assurance software promotion.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Lifecycle", "Continuous Delivery", "Enterprise Observability"]','["[COMMUNITY-TOOL]"]','[]','["keptn.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.dynatrace.com/news/blog/what-is-kubernetes-2','dynatrace.com: Monitoring of Kubernetes Infrastructure for day 2 operations','','2023',0,'Details operational processes for managing high-capacity Kubernetes deployments during Day 2 lifecycle stages. Emphasizes automated root-cause analysis, platform capacity planning, and microservices service-mesh integration.','en','Article','Advanced',1,'online','manual','b6aa513cc1db10cac5f76b40565b3521d2217e0bdefceedf1f650dde7f583c93',100.0,1.7791304949569211e+09,0,'2026-05-18T20:54:54.956921+02:00',NULL,NULL,NULL,'["Observability", "Platform Monitoring", "Kubernetes Day 2"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.dynatrace.com/news/blog/what-is-observability-2','dynatrace.com: What is observability? Not just logs, metrics and traces','','2023',0,'Expands the definition of observability beyond simple logs, metrics, and tracing, arguing for contextual topology maps, automatic root-cause identification, and continuous profiling. Curator Insight: Vendor-informed perspective on next-gen APM. Live Grounding: Emphasizes the need for automated graph topology representations over pure telemetry pipelines.','English','Blog Post','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Site Reliability Engineering", "Observability", "Theory", "APM"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.dynatrace.com/news/blog/what-is-openshift-2','dynatrace.com: The Power of OpenShift, The Visibility of Dynatrace','','2023',0,'Explores structural synergies between enterprise Kubernetes distribution OpenShift and Dynatrace monitoring. Covers auto-injection, security mapping, and automated application discovery patterns.','en','Article','Intermediate',1,'online','manual','37e88677c117c44649424c80639037d4a3abbadc1c59ad215d21ef52c27c6166',100.0,1.77913049492162394e+09,0,'2026-05-18T20:54:54.921624+02:00',NULL,NULL,NULL,'["Observability", "Platform Monitoring", "Dynatrace OpenShift Integration"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.dynatrace.com/news/blog/what-is-opentelemetry',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','2f1c7d25bf413fe0e4ed59975c1aa3aa530e5d742e93df1f3962779f880749d0',100.0,1.77913049496282601e+09,0,'2026-05-18T20:54:54.962826+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.dynatrace.com/news/blog/what-is-opentelemetry-2','dynatrace.com: What isβ€― OpenTelemetry?β€―An open-source standard for logs,'' metrics, and traces','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','c6fb6df528c831204a375f912e85648fe80f3940fceb7130c32a7ddeaf9e958b',100.0,1.77903146465705704e+09,0,'2026-05-17T17:24:24.657057+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.dynatrace.com/news/blog/why-conventional-observability-fails-in-kubernetes-environments-a-real-world-use-case','dynatrace.com: Why conventional observability fails in Kubernetes environmentsβ€”A'' real-world use case 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','e785013c9edd6bd917ca156cfde26e93d5f11bb10f26ad52bfe15aef364b0907',100.0,1.7790340396661179e+09,0,'2026-05-17T18:07:19.666118+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{"review_metadata": {"original_url": "https://www.dynatrace.com/news/blog/why-conventional-observability-fails-in-kubernetes-environments-a-real-world-use-case", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:54.953125"}}');
-INSERT INTO "resources" VALUES('https://www.dynatrace.com/news/blogwhat-is-keptn-how-it-works-and-how-to-get-started','dynatrace.com: What is keptn, how it works and how to get started!','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','0c97e86a39f7692330f7f474e76b4aea3799b1099c4ab8c3463de73d66babed1',100.0,1.77902937863643503e+09,0,'2026-05-17T16:49:38.636435+02:00',NULL,NULL,NULL,'[]','[]','["docs/keptn.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.dynatrace.com/news/blog/why-conventional-observability-fails-in-kubernetes-environments-a-real-world-use-case','dynatrace.com: Why conventional observability fails in Kubernetes environmentsβ€”A'' real-world use case 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e785013c9edd6bd917ca156cfde26e93d5f11bb10f26ad52bfe15aef364b0907',100.0,1.7790340396661179e+09,0,'2026-05-17T18:07:19.666118+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{"review_metadata": {"original_url": "https://www.dynatrace.com/news/blog/why-conventional-observability-fails-in-kubernetes-environments-a-real-world-use-case", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:54.953125"}, "duplicate_of": "https://www.dynatrace.com/news/blog/how-to-solve-the-challenges-of-multicloud-aws-azure-and-gcp-observability"}');
+INSERT INTO "resources" VALUES('https://www.dynatrace.com/news/blogwhat-is-keptn-how-it-works-and-how-to-get-started','dynatrace.com: What is keptn, how it works and how to get started!','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','0c97e86a39f7692330f7f474e76b4aea3799b1099c4ab8c3463de73d66babed1',100.0,1.77902937863643503e+09,0,'2026-05-17T16:49:38.636435+02:00',NULL,NULL,NULL,'[]','[]','["docs/keptn.md"]','[]','{}','{"duplicate_of": "https://www.dynatrace.com/news/blog/what-is-keptn-how-it-works-and-how-to-get-started"}');
 INSERT INTO "resources" VALUES('https://www.dynatrace.com/news/engineering','engineering.dynatrace.com: Kubernetes Security Best Practices -Part 1: Role Based Access Control (RBAC)','','2022',0,'A deep dive into Kubernetes Role-Based Access Control (RBAC) mechanisms and configuration patterns. The guide stresses the architectural importance of the Principle of Least Privilege, outlining best practices for defining Roles and ClusterRoles. Practical mitigation strategies focus on auditing wildcard permissions to avoid escalation risks.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Access Control", "RBAC"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.dynatrace.com/news/tag/log4shell','dynatrace.com: Log4Shell vulnerability','','2021',0,'An archive explaining how full-stack observability pipelines can help identify vulnerable Log4j executions. It covers using application performance monitoring (APM) and runtime profiling to map active memory execution traces. This method allows organizations to detect and isolate exploits without relying solely on static image scanning.','None','Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Vulnerabilities", "Observability Mitigations"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.dynatrace.com/resource-center/log4j-vulnerability','dynatrace.com: Log4Shell vulnerability','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','13152ef3e0122f98882a119a498f3235c315c21a9f034f69f095d0ac5e212f35',100.0,1.77903057018826389e+09,0,'2026-05-17T17:09:30.188264+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.dynatrace.com/resource-center/log4j-vulnerability','dynatrace.com: Log4Shell vulnerability','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','13152ef3e0122f98882a119a498f3235c315c21a9f034f69f095d0ac5e212f35',100.0,1.77903057018826389e+09,0,'2026-05-17T17:09:30.188264+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{"duplicate_of": "https://www.dynatrace.com/news/tag/log4shell"}');
 INSERT INTO "resources" VALUES('https://www.dynatrace.com/solutions/observability-for-developers','rookout.com: Developer Tools for Kubernetes in 2021: Helm, Kustomize, and Skaffold (Part 1)','- [rookout.com: Developer Tools for Kubernetes in 2021 – Skaffold, Tilt, and Garden (Part 2)](https://www.dynatrace.com/solutions/observability-for-developers/-part-2) In that previous blog post, I also mentioned another tool – Skaffold. While Skaffold has limited ability to define Kubernetes applications and build and deploy them in CI/CD pipelines, it’s core functionality is creating a development environment for Kubernetes. In this blog post, I’ll discuss the alternative tools of doing just that – spinning up a development environment on Kubernetes. So let’s go into an in-depth comparison of Skaffold, Tilt, and Garden. **I will not be covering Microsoft Draft, as the Github repository appears to be archived and has had no new versions in 2020.**
     - [rookout.com: Developer Tools for Kubernetes in 2021: Lens, VSCode, IntelliJ, & Gitpod (Part 3)](https://www.dynatrace.com/solutions/observability-for-developers/-part-3)
     - [rookout.com: Developer Tools for Kubernetes in 2021: Docker, Kaniko, Buildpack & Jib (Part 4)](https://www.dynatrace.com/solutions/observability-for-developers/-part-4)
@@ -15131,40 +15131,40 @@ INSERT INTO "resources" VALUES('https://www.dynatrace.com/solutions/observabilit
 INSERT INTO "resources" VALUES('https://www.dynatrace.com/solutions/observability-for-developers/-development-machines-part-5',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual',NULL,64.0,1.77913049495766711e+09,0,'2026-05-18T20:54:54.957667+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.elconfidencial.com/alma-corazon-vida/2022-02-14/jefe-trabajo-empleo-quemado-no-puedes_3372444','elconfidencial.com: La mejor forma de decirle a tu jefe que estΓ‘s hasta arriba y no puedes mΓ‘s con tanto trabajo','','2022',3,'Provides actionable advice on how to raise the alarm regarding work overload and impending burnout to management. Recommends presenting structured data on ongoing tasks, mapping them to clear priorities, and proposing concrete technical delegation or scope-reduction options to protect developer mental health.','es','Guide','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Engineering Leadership", "Psychological Safety", "Team Dynamics"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["project-management-methodology.md"]','{}','{}');
@@ -15186,14 +15186,14 @@ INSERT INTO "resources" VALUES('https://www.eleconomista.es/motor/noticias/12630
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 INSERT INTO "resources" VALUES('https://www.element7.io/2022/10/a-hidden-gem-two-ways-to-improve-aws-fargate-container-launch-times','element7.io: A Hidden Gem: Two Ways to Improve AWS Fargate Container Launch Times','','2022',0,'Uncovers performance mechanics to drastically reduce boot-up latency in AWS Fargate container instances. Examines optimizing image sizes using alpine/scratch structures and utilizing AWS''s Seekable OCI (SOCI) lazy-loading framework.','N/A','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Orchestration", "AWS ECS & Fargate", "Performance Optimization"]','["[COMMUNITY-TOOL]"]','[]','["aws-serverless.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.elespanol.com/invertia/disruptores-innovadores/innovadores/tecnologicas/20230416/mainframe-repaso-pasado-futuro-tecnologia-resiste-morir/756174490_0.html','elespanol.com: Mainframe: repaso de pasado y futuro a una tecnologΓ­a de'' 1944 que se resiste a morir','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b5292a9bec49f716f4dbc366038d07a113d060cdb6da907c769b4f1a5d957229',100.0,1.77903300213501191e+09,0,'2026-05-17T17:50:02.135012+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{"duplicate_of": "https://www.elespanol.com/invertia/disruptores/grandes-actores/tecnologicas/20230416/mainframe-repaso-pasado-futuro-tecnologia-resiste-morir/756174490_0.html"}');
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-INSERT INTO "resources" VALUES('https://www.empathy.co/blog/hat-ci-cd-for-deploying-cloud-native-applications','empathy.co: HAT: CI/CD for Deploying Cloud Native Applications','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','23e20aa587c8dbc90e9eddee36993010985b849181fba015cff5686d2fef5130',100.0,1.77903098004860806e+09,0,'2026-05-17T17:16:20.048608+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins-alternatives.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.empathy.co/blog/hat-ci-cd-for-deploying-cloud-native-applications','empathy.co: HAT: CI/CD for Deploying Cloud Native Applications','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','23e20aa587c8dbc90e9eddee36993010985b849181fba015cff5686d2fef5130',100.0,1.77903098004860806e+09,0,'2026-05-17T17:16:20.048608+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins-alternatives.md"]','[]','{}','{"duplicate_of": "https://empathy.co/blog/hat-ci-cd-for-deploying-cloud-native-applications"}');
 INSERT INTO "resources" VALUES('https://www.empowersurvivors.net','getbetterdevops.io: Build Docker Images Using Ansible and Packer','','2021',0,'Technical blueprint demonstrating how to integrate Ansible playbooks as provisioning engines inside HashiCorp Packer build runs. Outlines processes to construct audited, standardized, and security-hardened Docker images.','YAML/HCL','Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Image Provisioning"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md", "ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.engineeringmanagement.info/2017/02/planning-and-schedule-free-templates.html','engineeringmanagement.info: Planning and Schedule Free Templates','','2017',0,'A curated repository containing free, downloadable project planning, scheduling, and Gantt chart templates designed to assist engineering managers in tracking milestones and system deployments.','English','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2017-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Productivity", "Project Management", "Templates"]','["[COMMUNITY-TOOL]"]','[]','["project-management-tools.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.enmilocalfunciona.io/aprende-a-configurar-thanos-usando-docker-compose',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','d6fa078ea7954a163775efed6a82f7ae1e550cba5d95a0eba10706b6cb602c7c',100.0,1.7791304950016551e+09,1,'2026-05-18T20:54:55.001655+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.enmilocalfunciona.io/aprende-a-configurar-thanos-usando-docker-compose',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'duplicate','manual','d6fa078ea7954a163775efed6a82f7ae1e550cba5d95a0eba10706b6cb602c7c',100.0,1.7791304950016551e+09,1,'2026-05-18T20:54:55.001655+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{"duplicate_of": "https://enmilocalfunciona.io/aprende-a-configurar-thanos-usando-docker-compose"}');
 INSERT INTO "resources" VALUES('https://www.enmilocalfunciona.io/mostrando-resultados-de-jenkins-en-grafana-mediante-influxdb','Mostrando resultados de Jenkins en Grafana mediante InfluxDB 🌟','','2020',0,'Curator Insight details a pipeline monitoring design pattern utilizing InfluxDB and Grafana to visualize Jenkins build metrics and durations. Live Grounding highlights that rendering historical telemetry is crucial for detecting performance regressions in CI/CD runner pools. While OpenTelemetry is standardizing in 2026, the legacy InfluxDB exporter remains heavily deployed.','Spanish','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Observability", "Metrics Collection", "Grafana InfluxDB Integration"]','["[LEGACY]"]','[]','["demos.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.enriquedans.com/2023/12/el-desastre-del-software-y-la-automocion.html','enriquedans.com: El desastre del software y la automociΓ³n','','2023',0,'Reflexiona sobre la crisis de desarrollo de software en la industria automotriz global. Analiza la transiciΓ³n crΓ­tica de la ingenierΓ­a puramente mecΓ‘nica hacia ecosistemas de software complejos basados en actualizaciones OTA.','Spanish','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Methodology", "Quality", "Embedded Systems"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.enter.co/especiales/dev/herramientas-dev/estos-son-los-10-lenguajes-de-programacion-mas-populares-en-2021','enter.co: Estos son los 10 lenguajes de programaciΓ³n mΓ‘s populares en 2021','','2021',3,'Revisa los lenguajes de programaciΓ³n mΓ‘s influyentes y demandados del aΓ±o 2021, evaluando su adopciΓ³n en microservicios, frontend y desarrollo mΓ³vil. Ayuda a los equipos de desarrollo a evaluar quΓ© tecnologΓ­as garantizan mayor facilidad para contratar talento y compatibilidad de librerΓ­as a largo plazo.','Spanish','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps, Automation & Modern Systems Engineering", "Software Engineering Principles", "Programming Languages"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
@@ -15201,8 +15201,8 @@ INSERT INTO "resources" VALUES('https://www.enterpriseai.news/2021/01/22/red-hat
 INSERT INTO "resources" VALUES('https://www.enterprisetimes.co.uk/2020/07/23/monolithic-versus-microservice-architecture','Monolithic versus Microservice architecture','','N/A',0,'A curated technical resource and architectural guide covering Monolithic versus Microservice architecture in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034034.55175,0,'2026-05-17T18:07:14.551750+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/introduction.md"]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.entrepreneur.com','entrepreneur.com: Which Project Management Timeline Tool Is Right for Your Team?','','2021',0,'An analysis of team timeline planning utilities, providing technical leaders with actionable parameters to choose optimal roadmap platforms aligned with team velocity and sizing.','English','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Productivity", "Project Management", "Agile Platforms"]','["[COMMUNITY-TOOL]"]','[]','["project-management-tools.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.entrepreneur.com/article/267642','entrepreneur.com: Las 10 preguntas que debes hacerte para saber si eres'' un buen lΓ­der','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','973ef918541e9e6bcdbc36422cdc2bcc120685c3858b8db2e2e7dffa39ada1de',100.0,1.77903255673944211e+09,0,'2026-05-17T17:42:36.739442+02:00',NULL,NULL,NULL,'[]','[]','["docs/recruitment.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.entrepreneur.com/article/356991','entrepreneur.com: Which Project Management Timeline Tool Is Right for Your'' Team?','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','51ea2f30f48d504a4d7ec99eba3dba67f77d4c14944290e6a4f8a543c4bab531',100.0,1.7790303483054459e+09,0,'2026-05-17T17:05:48.305446+02:00',NULL,NULL,NULL,'[]','[]','["docs/project-management-tools.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.entrepreneur.com/article/365880','entrepreneur.com: ΒΏCΓ³mo manejar un equipo que trabaja desde sus casas?','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','973ef918541e9e6bcdbc36422cdc2bcc120685c3858b8db2e2e7dffa39ada1de',100.0,1.77902982711630392e+09,0,'2026-05-17T16:57:07.116304+02:00',NULL,NULL,NULL,'[]','[]','["docs/project-management-methodology.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.entrepreneur.com/article/356991','entrepreneur.com: Which Project Management Timeline Tool Is Right for Your'' Team?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','51ea2f30f48d504a4d7ec99eba3dba67f77d4c14944290e6a4f8a543c4bab531',100.0,1.7790303483054459e+09,0,'2026-05-17T17:05:48.305446+02:00',NULL,NULL,NULL,'[]','[]','["docs/project-management-tools.md"]','[]','{}','{"duplicate_of": "https://www.entrepreneur.com"}');
+INSERT INTO "resources" VALUES('https://www.entrepreneur.com/article/365880','entrepreneur.com: ΒΏCΓ³mo manejar un equipo que trabaja desde sus casas?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','973ef918541e9e6bcdbc36422cdc2bcc120685c3858b8db2e2e7dffa39ada1de',100.0,1.77902982711630392e+09,0,'2026-05-17T16:57:07.116304+02:00',NULL,NULL,NULL,'[]','[]','["docs/project-management-methodology.md"]','[]','{}','{"duplicate_of": "https://www.entrepreneur.com/article/267642"}');
 INSERT INTO "resources" VALUES('https://www.env0.com/blog/ansible-vs-terraform-when-to-choose-one-or-use-them-together','env0.com: Ansible vs Terraform: Choose One or Use Both?','','2023',0,'Examines how to combine Terraform and Ansible in hybrid pipelines. Details architectures for provisioning base cloud infrastructure with Terraform while using Ansible for VM-level configuration.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Infrastructure as Code", "Tool Comparison"]','["[COMMUNITY-TOOL]"]','[]','["iac.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.env0.com/blog/automated-drift-detection-with-env0','env0.com: Automated Drift Detection 🌟','','2022',2,'Explores proactive drift auditing integrated directly inside deployment management tools. Highlights strategies for early alerts when manual security group modifications threaten pipeline compliance.','N/A','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Infrastructure as Code", "Automation"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.env0.com/blog/how-to-use-terraform-providers','env0.com: How to Use Terraform Providers','','2023',3,'An in-depth conceptual breakdown demonstrating how Terraform interacts with external APIs using provider abstraction boundaries. Covers versioning lockfiles, provider block configuration, and source mirror configurations.','HCL','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Core Concepts", "Tutorials"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
@@ -15220,7 +15220,7 @@ INSERT INTO "resources" VALUES('https://www.eventstore.com/blog/service-oriented
 INSERT INTO "resources" VALUES('https://www.ewsolutions.com/worst-project-management-practices','ewsolutions.com: Worst Project Management Practices','','2021',0,'Identifies and deconstructs worst-case project management practices and structural anti-patterns in complex engineering environments. Highlights how excessive documentation, siloing, lack of transparency, and poor risk-modeling derail high-budget software and cloud projects.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Project Management", "Anti-Patterns", "Risk Mitigation"]','["[COMMUNITY-TOOL]"]','[]','["project-management-methodology.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.eximiaco.tech/en/2020/06/03/3-facts-to-consider-before-adopting-kubernetes','eximiaco.tech: when to choose Kubernetes? 🌟','','N/A',0,'A curated technical resource and architectural guide covering eximiaco.tech: when to choose Kubernetes? 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902937414877891e+09,0,'2026-05-17T16:49:34.148779+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.expansion.com/expansion-empleo/desarrollo-de-carrera/2022/01/28/61f40e29e5fdea61738b45aa.html','expansion.com: El ''amiguismo'' en las relaciones de trabajo','','2022',0,'An analysis of the risks of cronyism and nepotism within corporate organizational structures. It highlights how subjective advancement systems damage psychological safety, alienate top-tier engineers, and disrupt delivery.','Spanish','article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Organizational Architecture", "Corporate Culture", "Nepotism"]','["[COMMUNITY-TOOL]"]','[]','["recruitment.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.experfy.com/training/courses/effective-jenkins-continuous-delivery-and-continuous-integration','experfy.com e-learning: Effective Jenkins - Continuous Delivery and Continuous'' Integration','','N/A',0,'A curated technical resource and architectural guide covering experfy.com e-learning: Effective Jenkins - Continuous Delivery and Continuous'' Integration in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','c8b66ae1277fb535830047dcb2061cac144abd52f351700466afb109a55fded0',100.0,1.77902919056596302e+09,0,'2026-05-17T16:46:30.565963+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.experfy.com/training/courses/effective-jenkins-continuous-delivery-and-continuous-integration','experfy.com e-learning: Effective Jenkins - Continuous Delivery and Continuous'' Integration','','N/A',0,'A curated technical resource and architectural guide covering experfy.com e-learning: Effective Jenkins - Continuous Delivery and Continuous'' Integration in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','c8b66ae1277fb535830047dcb2061cac144abd52f351700466afb109a55fded0',100.0,1.77902919056596302e+09,0,'2026-05-17T16:46:30.565963+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"duplicate_of": "https://training.experfy.com/courses/effective-jenkins-continuous-delivery-and-continuous-integration"}');
 INSERT INTO "resources" VALUES('https://www.exploratorium.edu/exhibits/a-sip-of-conflict','A Sip of Conflict - Exploratorium','Play with the tension between logic and emotion as you drink from a water fountain fashioned from an actual (but unused) toilet.','2007',4,'A brief overview of the Exploratorium''s ''A Sip of Conflict'' interactive exhibit. Designed in collaboration with cognitive scientists, the exhibit serves as a physical demonstration of cognitive bias and emotional dissonance, prompting visitors to examine how psychological heuristics influence direct physical actions.','English','website','Beginner',0,'online','automatic','N/A',NULL,1780352581.79245,0,'2026-06-02T00:23:01.792450+02:00',NULL,NULL,NULL,'["Human Factors", "Cognitive Bias", "Museum Exhibits"]','["[CASE STUDY]"]','[]','[]','{}','{"category": "uncategorized", "reputation_status": "Vetted", "reputation_summary": "Official page of a permanent, famous educational exhibit at San Francisco''s Exploratorium.", "social_preview_url": "", "source_provenance": "X.com (QuinnyPig)", "suggested_new_category": "cognitive-science-bias"}');
 INSERT INTO "resources" VALUES('https://www.f5.com/company/blog','threatstack.com: 50 Best AWS CloudWatch Tutorials','','2021',0,'A comprehensive directory linking to performance tuning guides, log group configurations, and real-time dashboard design patterns inside Amazon CloudWatch. Evaluates fundamental metric generation techniques.','N/A','Directory/Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "CloudWatch", "Guides Collection"]','["[COMMUNITY-TOOL]"]','[]','["aws-monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.f5.com/products/distributed-cloud-services','Threat Stack','','2026',0,'Originally Threat Stack, now operationalized within F5''s Distributed Cloud Services. Provides host intrusion detection (HIDS), real-time behavioral monitoring, and compliance metrics. Combines endpoint system telemetry and application traffic insight to enable rapid detection of advanced persistent threats.','N/A','Platform','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Cloud Security", "Telemetry & Observability"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
@@ -15229,10 +15229,10 @@ INSERT INTO "resources" VALUES('https://www.f5.com/products/nginx/resources/libr
 INSERT INTO "resources" VALUES('https://www.facebook.com/pages/BMW-IT-Zentrum/122968844423716','BMW IT-Zentrum','','2026',0,'Curator Insight points to the corporate hub for BMW''s extensive IT and software innovation efforts. Live Grounding highlights BMW''s massive internal platform engineering evolution, using Kubernetes and cloud-native standards to manage connected car telemetry and smart-manufacturing software pipelines globally.','N/A','Social Media','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Organizational Culture", "Migration Journeys", "BMW Group"]','["[COMMUNITY-TOOL]"]','[]','["customer.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.facilcloud.com/noticias/?p=1294&lang=es_ES',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.facilcloud.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','1ce7920fe50064d4ff4bc36075b7a9de2fe8f21f5e73d2b7f0e85a572ea1cd02',100.0,1.77903078832252693e+09,1,'2026-05-17T17:13:08.322527+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/nosql.md"]','["nosql.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.fairwinds.com/blog/3-kubernetes-efficiency-mistakes','fairwinds.com: Never Should You Ever In Kubernetes Part 4: Three K8s Efficiency Mistakes','','2021',0,'Outlines critical configuration errors leading to resource waste and high cloud bills, covering oversized worker nodes, lack of horizontal/vertical autoscaling, and missing request boundaries.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Cost Optimization", "Resource Limits"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.fairwinds.com/blog/6-kubernetes-reliability-mistakes','fairwinds.com: Never Should You Ever In Kubernetes Part 3: 6 K8s Reliability Mistakes','','2021',0,'Details six major configuration mistakes that degrade reliability, focusing on resource overallocation, lack of PodDisruptionBudgets, and improper health check implementations.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Application Reliability", "Resource Limits"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.fairwinds.com/blog/6-kubernetes-reliability-mistakes','fairwinds.com: Never Should You Ever In Kubernetes Part 3: 6 K8s Reliability Mistakes','','2021',0,'Details six major configuration mistakes that degrade reliability, focusing on resource overallocation, lack of PodDisruptionBudgets, and improper health check implementations.','English','Article','Intermediate',1,'duplicate','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Application Reliability", "Resource Limits"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{"duplicate_of": "https://www.fairwinds.com/blog/3-kubernetes-efficiency-mistakes"}');
 INSERT INTO "resources" VALUES('https://www.fairwinds.com/blog/configuration-drift-kubernetes','fairwinds.com: Configuration Drift in Kubernetes - What Is It and Why it Matters 🌟','','2022',2,'Deep dive into the runtime-level discrepancies that emerge in active Kubernetes clusters. Evaluates the strategic use of GitOps systems to continuously reconcile running container configurations against Git-based registries.','N/A','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containerization", "Kubernetes", "Configuration Management"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.fairwinds.com/blog/fairwinds-polaris-kubernetes-open-source-configuration-validation',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','feb7610a0e2d98192cd96e2a4c3ffed70819ef3e060cb16264c0166b1cd82c50',100.0,1.77903107981950688e+09,0,'2026-05-17T17:17:59.819507+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.fairwinds.com/blog/how-to-correctly-set-resource-requests-and-limits','fairwinds.com: Kubernetes Best Practice: How to (Correctly) Set Resource'' Requests and Limits','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','b91ee8eb210b783408429dcd4940f9a5976e6310199952f0fcc5b46de0a164ec',100.0,1.77902964064869093e+09,1,'2026-05-17T16:54:00.648691+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.fairwinds.com/blog/how-to-correctly-set-resource-requests-and-limits','fairwinds.com: Kubernetes Best Practice: How to (Correctly) Set Resource'' Requests and Limits','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b91ee8eb210b783408429dcd4940f9a5976e6310199952f0fcc5b46de0a164ec',100.0,1.77902964064869093e+09,1,'2026-05-17T16:54:00.648691+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://www.cncf.io/blog/2022/10/20/kubernetes-best-practice-how-to-correctly-set-resource-requests-and-limits"}');
 INSERT INTO "resources" VALUES('https://www.fairwinds.com/blog/intro-kubernetes-best-practices','fairwinds.com: An Intro to Kubernetes Best Practices: Start Your K8s Right','','2022',0,'A comprehensive onboarding resource for operators transition to Kubernetes. Establishes core guidelines across deployment patterns, namespace segregation, container building blocks, and monitoring.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Best Practices", "Introduction"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.fairwinds.com/blog/k8s-clinic-how-to-run-kubernetes-securely-and-efficiently','fairwinds.com: K8s Clinic: How to Run Kubernetes Securely and Efficiently 🌟','- With the adoption of containers, software packaging is increasingly shifting left, which means (depending on your organization) that developers are taking on responsibility for the containerization of applications. Developers may also be responsible for some parts of Kubernetes configuration. As that process shifts left, developers need support to make the right decisions for the organization in order to run Kubernetes securely and efficiently.
     - Many companies are adopting cloud native technologies to deliver speed to market. For businesses seeking to compete in today''s marketplace, it’s important to ship new features and meet customer needs where they are β€” and increasingly those needs are being met through software.','2021',0,'Discusses methods for shifting security policies left into developer workflows. Explains how to integrate validation checks into build systems to enforce security contexts, resource quotas, and drop default capabilities prior to cluster deployment.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Efficiency", "Hardening Pipelines"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
@@ -15245,7 +15245,7 @@ INSERT INTO "resources" VALUES('https://www.fairwinds.com/kubernetes-maturity-mo
 INSERT INTO "resources" VALUES('https://www.fastly.com/blog/improve-http-structured-headers','Improving HTTP with structured header fields 🌟','','2021',0,'This architectural breakdown by Fastly explores the transition from loosely specified, ad-hoc HTTP header formats to RFC 8941 Structured Field Values (SFV). SFV simplifies parsing, enhances performance, and minimizes edge routing errors by defining strict algorithms for booleans, integers, decimals, strings, tokens, byte sequences, lists, and dictionaries.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Web Architecture", "HTTP Protocols", "Structured Fields"]','["[COMMUNITY-TOOL]"]','[]','["networking.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.fierce-network.com/multi-cloud/cloud-9-lunch-ladies-news-wrap-live-cloud-executive-summit','silverliningsinfo.com: KubeCon: Five biggest trends from the Kubernetes love fest in Amsterdam','','2023',0,'Synthesizes the major technological shifts post-KubeCon Amsterdam. Pinpoints crucial patterns in cloud-native platforms, highlighting sustainable computing, developer experience (Platform Engineering), and the consolidation of runtime security layers.','English','News Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Community", "Trends", "Industry Analysis"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.fierce-network.com/platforms/red-hat-bundles-security-management-into-openshift-plus','fiercetelecom.com: Red Hat bundles security, management into OpenShift Plus','','2021',4,'Reviews the functional additions included in Red Hat OpenShift Platform Plus, designed to aggregate container registry services (Quay), multi-cluster orchestration (RHACM), and cloud-native runtime security (RHACS/StackRox) into one platform.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Kubernetes", "Platform Packaging", "Enterprise Security"]','["[ENTERPRISE-STABLE]"]','[]','["ocp4.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.fiercetelecom.com/platforms/red-hat-bundles-security-management-into-openshift-plus','fiercetelecom.com: Red Hat bundles security, management into OpenShift Plus','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','f9a3c627a823ca8f36828c780abebfe002c6975e7222abaea59566112a9c7db5',100.0,1779029478.53426,0,'2026-05-17T16:51:18.534260+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.fiercetelecom.com/platforms/red-hat-bundles-security-management-into-openshift-plus','fiercetelecom.com: Red Hat bundles security, management into OpenShift Plus','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f9a3c627a823ca8f36828c780abebfe002c6975e7222abaea59566112a9c7db5',100.0,1779029478.53426,0,'2026-05-17T16:51:18.534260+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{"duplicate_of": "https://www.fierce-network.com/platforms/red-hat-bundles-security-management-into-openshift-plus"}');
 INSERT INTO "resources" VALUES('https://www.findmyprofession.com/career-advice/questions-to-ask','findmyprofession.com: 100+ Questions to Ask in an Interview 🌟','','2022',0,'A database of strategic, reverse-interview questions designed for developers to evaluate technical organizations. It helps candidates probe codebase maturity, release automation, developer autonomy, and management health before signing contracts.','English','article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Professional Development", "Interview Engineering", "Reverse Interviewing"]','["[COMMUNITY-TOOL]"]','[]','["recruitment.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.finops.org','FinOps Foundation: FinOps.org','','2026',0,'The official home of the Linux Foundation''s FinOps Foundation. It codifies the industry-standard FinOps framework, providing best practices, training, and open standards (such as FOCUS - FinOps Open Cost & Usage Specification) to align engineering, finance, and business teams on cloud cost optimization.','English','Platform','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Financial Operations", "FinOps", "Frameworks"]','["[COMMUNITY-TOOL]"]','[]','["finops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.fiverr.com','fiverr','','N/A',0,'A curated technical resource and architectural guide covering fiverr in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903160084973311e+09,0,'2026-05-17T17:26:40.849733+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/freelancing.md"]','["freelancing.md"]','{}','{}');
@@ -15259,8 +15259,8 @@ INSERT INTO "resources" VALUES('https://www.forbes.com/sites/andrewfennell/2021/
 INSERT INTO "resources" VALUES('https://www.forbes.com/sites/chenxiwang/2020/06/17/devops-drives-pentesting-delivered-as-a-service','forbes.com: DevOps Drives Pentesting Delivered As A Service','','2020',3,'Examines how modern Agile and DevOps practices have driven the rise of continuous, API-driven Pen Testing as a Service (PTaaS). This model aligns offensive security scanning directly with microservice release cycles, preventing bottleneck delays. Highlights the integration of pentest results directly into developer ticketing systems.','N/A','Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Application Security", "Pentesting"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.forbes.com/sites/dedehenley/2022/01/30/as-leaders-what-can-we-learn-from-the-great-resignation','forbes.com: As Leaders: What Can We Learn From The Great Resignation?','','2022',0,'An executive briefing analyzing key leadership takeaways from the Great Resignation. It emphasizes that maintaining high-performing engineering teams requires psychological safety, systemic transparency, and direct links between code and business value.','English','article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Organizational Architecture", "Engineering Management", "Leadership Strategy"]','["[COMMUNITY-TOOL]"]','[]','["recruitment.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.forbes.com/sites/drsamanthamadhosingh/2023/12/18/4-ways-to-combat-the-social-isolation-of-remote-working','forbes.com: 4 Ways To Combat The Social Isolation Of Remote Working','','2023',0,'Curator Insight discusses the psychological tolls of remote work, focusing on isolation and boundaries. Live Grounding highlights that engineering leadership in 2026 actively prioritized developer mental health, implementing async-first communication strategies and supporting local workspace stipends to counter remote burnout.','N/A','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Organizational Culture", "Remote Work", "Mental Well-being"]','["[COMMUNITY-TOOL]"]','[]','["remote-tech-jobs.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.forbes.com/sites/forbestechcouncil/2021/09/03/who-should-own-the-job-of-observability-in-devops','forbes.com: Who Should Own The Job Of Observability In DevOps?','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','5e55c3f9ca607c0b368279871557fe5c2c0314fc1d0b5fe47b6904931f123307',100.0,1.77903013577721405e+09,0,'2026-05-17T17:02:15.777214+02:00',NULL,NULL,NULL,'[]','[]','["docs/devops.md", "docs/monitoring.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.forbes.com/sites/forbestechcouncil/2023/02/23/how-to-empower-modern-kubernetes-management-with-a-platform-team-model','frobes.com: How To Empower Modern Kubernetes Management With A Platform'' Team Model','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','7efff39895211cdb94facababadd45b748c075ecd0f2ce74063057dbd3d02b08',100.0,1779030732.55842,0,'2026-05-17T17:12:12.558420+02:00',NULL,NULL,NULL,'[]','[]','["docs/devops.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.forbes.com/sites/forbestechcouncil/2021/09/03/who-should-own-the-job-of-observability-in-devops','forbes.com: Who Should Own The Job Of Observability In DevOps?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5e55c3f9ca607c0b368279871557fe5c2c0314fc1d0b5fe47b6904931f123307',100.0,1.77903013577721405e+09,0,'2026-05-17T17:02:15.777214+02:00',NULL,NULL,NULL,'[]','[]','["docs/devops.md", "docs/monitoring.md"]','[]','{}','{"duplicate_of": "https://www.forbes.com/councils/forbestechcouncil/2021/09/03/who-should-own-the-job-of-observability-in-devops/?streamIndex=0"}');
+INSERT INTO "resources" VALUES('https://www.forbes.com/sites/forbestechcouncil/2023/02/23/how-to-empower-modern-kubernetes-management-with-a-platform-team-model','frobes.com: How To Empower Modern Kubernetes Management With A Platform'' Team Model','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7efff39895211cdb94facababadd45b748c075ecd0f2ce74063057dbd3d02b08',100.0,1779030732.55842,0,'2026-05-17T17:12:12.558420+02:00',NULL,NULL,NULL,'[]','[]','["docs/devops.md"]','[]','{}','{"duplicate_of": "https://www.forbes.com/councils/forbestechcouncil/2023/02/23/how-to-empower-modern-kubernetes-management-with-a-platform-team-model/?streamIndex=0"}');
 INSERT INTO "resources" VALUES('https://www.forbes.com/sites/forbestechcouncil/2024/03/08/from-data-collection-to-delivering-kpis-a-roadmap-to-a-mature-observability-strategy','==forbes.com: From Data Collection To Delivering KPIs: A Roadmap To A Mature'' Observability Strategy==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','07e4a65024722ef6f9ebcadc60531f27eb5d8e627bd04a68625c5f4dd33c7e2f',100.0,1.7790314593273139e+09,0,'2026-05-17T17:24:19.327314+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.forbes.com/sites/googlecloud/2021/10/27/3-approaches-to-a-better-cloud-migration','forbes.com: 3 Approaches To A Better Cloud Migration','','2021',0,'Synthesizes high-level corporate strategies for executing cloud migrations. It contrasts rehosting (lift-and-shift), platform optimization (replatforming), and cloud-native rebuilding (refactoring) along security, speed, and cost parameters.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Migration", "Strategies"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.forbes.com/sites/janakirammsv/2019/04/14/everything-you-want-to-know-about-anthos-googles-hybrid-and-multi-cloud-platform','Everything You Want To Know About Anthos - Google''s Hybrid And Multi-Cloud Platform','','2019',0,'A strategic market review analyzing Google’s motivations behind launching Anthos. Describes how Anthos decouples Kubernetes management from specific underlying cloud fabrics to standardize operations, deployment, and service meshes across disparate architectures.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Hybrid & Multi-Cloud", "Anthos", "Strategic Guide"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}');
@@ -15280,7 +15280,7 @@ INSERT INTO "resources" VALUES('https://www.fosstechnix.com/rolling-out-and-roll
 INSERT INTO "resources" VALUES('https://www.fosstechnix.com/terraform-cloud-interview-questions-and-answer','fosstechnix.com: Top 50 Terraform Cloud Interview Questions and Answers','','2026',0,'Analyzes advanced interview scenarios tailored for Terraform Cloud installations. Explains workspace management, run triggers, policy-as-code evaluations (Sentinel/OPA), and integration with version control portals.','None','Interview Q&A','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Career & Interview Preparation", "Interview Prep", "Terraform Cloud"]','["[COMMUNITY-TOOL]"]','[]','["interview-questions.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.fosstechnix.com/validate-jenkinsfile-using-visual-studio-code','fosstechnix.com: How to Validate Jenkinsfile using Visual Studio Code','','2021',0,'Explains how to configure VS Code extensions to validate and lint declarative Jenkinsfiles before committing. *Curator Insight*: Local code linting. *Live Grounding*: Drastically reduces developer feedback loops by catching syntax errors before running builds on controllers.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Pipelines", "Pipeline Patterns", "Pipeline Validation"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.fourtheorem.com/blog/monorepo','fourtheorem.com: How to end Microservice pain and embrace the Monorepo','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','33ee6fce741150c3af65ec37725c68af1698c87ac2ec398a64618f72d548b586',100.0,1.77903109764278507e+09,0,'2026-05-17T17:18:17.642785+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.fpcomplete.com/blog/announcing-amber-ci-secret-tool','fpcomplete.com: Announcing Amber, encrypted secrets management','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','dd668fccda627c67896d5372e67810d631656c1bb78f8ba1da164746b86fcb7e',100.0,1.77903164752911806e+09,0,'2026-05-17T17:27:27.529118+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.fpcomplete.com/blog/announcing-amber-ci-secret-tool','fpcomplete.com: Announcing Amber, encrypted secrets management','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','dd668fccda627c67896d5372e67810d631656c1bb78f8ba1da164746b86fcb7e',100.0,1.77903164752911806e+09,0,'2026-05-17T17:27:27.529118+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{"duplicate_of": "https://academy.fpblock.com/blog/announcing-amber-ci-secret-tool"}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/10-vscode-extensions-to-increase-productivity','freecodecamp.org: 10 VS Code Extensions to Increase Your Productivity','','2021',0,'A curated evaluation of 10 highly utilized VS Code extensions that optimize developer workflows. Evaluates their impact on formatting automation, code snippets, and directory navigation in enterprise developer setups.','N/A','Article','Beginner',0,'online','manual','0d456b97b1799150f0fd11ceb5fd84652e8f49fa39334666eb941bffc35fa5fd',100.0,1.7790343495300889e+09,1,'2026-05-17T18:12:29.530089+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Ecosystem & General Productivity"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/a-beginner-friendly-introduction-to-containers-vms-and-docker-79a9e3e119b','freecodecamp.org: A Beginner-Friendly Introduction to Containers, VMs and Docker','','2021',0,'Compares physical hypervisors, virtual machines, and container engines (Docker). Details namespace isolation and cgroups that allow containerized applications to run securely on shared Linux kernels.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Containerization", "Docker"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/a-beginners-guide-to-docker-how-to-create-a-client-server-side-with-docker-compose-12c8cf0ae0aa','freecodecamp.org: a beginners guide to docker - how to create a client server side with docker compose','','2026',0,'This practical tutorial outlines how to orchestrate a client-server application structure using Docker Compose. It guides developers through containerizing frontend assets and backend APIs separately, establishing a bridge network for internal communication, and handling persistent storage. The guide serves as a basic entry point for designing multi-container microservice patterns in development setups.','Markdown','Article','Low',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Local Environments", "Docker Compose"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}');
@@ -15311,7 +15311,7 @@ INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/everything-you
 Live Grounding: Breaks down underlying hash table architectures, CRUD syntax paradigms, key access, and updates using optimized standard collection techniques.','Python','Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Python Fundamentals", "Data Structures"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["python.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/fastapi-helps-you-develop-apis-quickly','freecodecamp.org: FastAPI Course – Code APIs Quickly','','2022',0,'Structured educational course on building secure, robust microservice APIs via FastAPI. Instructs developers in configuring async database interfaces, Alembic schema migrations, dependency injections, and containerized deployment paths.','Python','Course','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Web Frameworks", "Asynchronous Frameworks"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["python.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/frontend-vs-backend-whats-the-difference','freecodecamp.org: Frontend VS Backend – What''s the Difference?','','2021',0,'Core documentation outlining the client-server architecture model. Contrasts browser rendering, DOM manipulation, and static client hosting with server runtime execution, API interfaces, and database persistence layers.','None','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Fundamentals", "Concepts"]','["[COMMUNITY-TOOL]"]','[]','["devel-sites.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/get-started-with-react-for-beginners','freecodecamp.org: How to Get Started With React – A Beginner''s Guide','','2023',0,'An introductory foundational guide to React.js. Covers essential SPA concepts including state management, props, components, and virtual DOM, serving as an onboarding tool for full-stack developers.','JavaScript','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Frontend Development", "React Ecosystem"]','["[COMMUNITY-TOOL]"]','[]','["react.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/get-started-with-react-for-beginners','freecodecamp.org: How to Get Started With React – A Beginner''s Guide','','2023',0,'An introductory foundational guide to React.js. Covers essential SPA concepts including state management, props, components, and virtual DOM, serving as an onboarding tool for full-stack developers.','JavaScript','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Frontend Development", "React Ecosystem"]','["[COMMUNITY-TOOL]"]','[]','["react.md", "javascript.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/git-and-github-for-beginners','freecodecamp.org: Git and GitHub Tutorial – Version Control for Beginners 🌟','','2022',0,'Massive foundational reference course targeting Git and GitHub mechanics. Covers localized staging workflows, remote push commands, tracking changes, and conflict resolution basics.','None','Course','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Platforms", "Git Repositories", "GitHub", "Education"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/git-and-github-workflow-for-open-source','freecodecamp.org: How to Contribute to Open-Source Projects – Git & GitHub Workflow for Beginners','','2021',0,'A beginner-friendly guide covering public repository contribution workflows. Outlines repository forking, local branching conventions, committing revisions, maintaining upstream parity, and launching peer reviews.','Shell','Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Platform", "Collaboration Tools", "Open Source Workflows"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/git-cheat-sheet','freecodecamp.org: Git Cheat Sheet – 50 Git Commands You Should Know','','2025',4,'Curator Insight: High-quality, deep-dive freeCodeCamp tutorial outlining 50 essential Git actions. Live Grounding: Explores the core functional theory behind Git commit hash references, detailing branch merge strategies, commit reverts, and interactive squash strategies.','English','Technical Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Development", "Version Control", "Git"]','["[ENTERPRISE-STABLE]"]','[]','["cheatsheets.md"]','{}','{}');
@@ -15372,7 +15372,7 @@ INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/make-your-kube
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/markdown-cheat-sheet','freecodecamp.org: Markdown Cheat Sheet – How to Write in Markdown with Examples','','2026',0,'An educational guide explaining Markdown basics with real-world examples. Curator Insight values its utility for technical writers. Live Grounding shows its broad usage in software engineering bootcamps and initial developer onboardings.','Markdown','Guide','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Documentation Tools", "Markdown"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["cheatsheets.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/master-api-testing-with-postman','freecodecamp.org: Master API Testing with Postman','','2021',0,'Curator Insight presents this masterclass from FreeCodeCamp for comprehensive API testing utilizing Postman. Live Grounding notes that while GUI based testing is powerful for debugging, exporting these suites for CLI integration via Newman remains the gold standard for automated pipelines. It serves as an essential foundational guide for quality engineering.','N/A','Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Quality Assurance", "API Testing Automation", "Postman Guides", "Testing Frameworks"]','["[COMMUNITY-TOOL]"]','[]','["postman.md", "demos.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/mlops-course-learn-to-build-machine-learning-production-grade-projects','freecodecamp.org: MLOps Course – Learn to Build Machine Learning Production Grade Projects','','2023',4,'A complete, production-grade syllabus designed to guide engineers through model training, automated deployment strategies, CI/CD, and system monitoring. Emphasizes building production-ready architectures with clear structural boundaries rather than pure algorithmic modeling.','Python','Course','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["MLOps", "Learning Roadmap", "Courses"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["mlops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/oauth2-resourceserver-with-spring-security','freecodecamp.org: How to Implement an OAuth2 Resource Server with Spring Security','','2022',0,'A hands-on implementation tutorial detailing the deployment of an OAuth2-compliant resource server using Spring Security. It guides through configuring middleware to parse and authenticate incoming JWT requests.','Java','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Identity & Access", "Spring Security"]','["[COMMUNITY-TOOL]"]','[]','["oauth.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/oauth2-resourceserver-with-spring-security','freecodecamp.org: How to Implement an OAuth2 Resource Server with Spring Security','','2022',0,'A hands-on implementation tutorial detailing the deployment of an OAuth2-compliant resource server using Spring Security. It guides through configuring middleware to parse and authenticate incoming JWT requests.','Java','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Identity & Access", "Spring Security"]','["[COMMUNITY-TOOL]"]','[]','["oauth.md", "securityascode.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/object-oriented-programming-in-java','freecodecamp.org: Advanced Object-Oriented Programming in Java – Full Book','','2021',0,'Advanced curriculum covering deep encapsulation, inheritance hierarchies, abstract factories, polymorphical design patterns, interfaces, and SOLID architectural design principles in Java.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Java", "Object-Oriented Programming"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["java-and-java-performance-optimization.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/practical-git-and-git-workflows','freecodecamp.org: How to Use Git and Git Workflows – a Practical Guide','','2022',0,'Compares branching models including Git Flow, GitHub Flow, and Trunk-Based Development. Helps engineering teams choose the right workflow based on their deployment frequency, team size, and CI/CD setup.','English','Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Workflows"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/public-apis-for-developers','freecodecamp.org: Public APIs Developers Can Use in Their Projects','','2023',4,'Introduces a handpicked list of highly functional public APIs suited for portfolio projects and app prototypes. The compilation features modern REST APIs that do not require complex OAuth authorization flows, covering categories like machine learning, weather forecasting, financial data, and geolocation. It serves as an accessible entry-point for learning API integration patterns.','English','Guide','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Integration", "API Design", "Public Directories"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["api.md"]','{}','{}');
@@ -15406,7 +15406,7 @@ INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/the-sql-inner-
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/undo-git-add-how-to-remove-added-files-in-git','freecodecamp.org: Undo Git Add – How to Remove Added Files in Git 🌟','','2022',1,'Focuses on mechanisms to untrack files and revert the staging area without affecting local working changes. It details commands like ''git restore --staged'' and ''git rm --cached'', highlighting their behavior under modern Git versions for safe workspace management.','English','Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Version Control", "Git Core", "State Management"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/use-selenium-to-create-a-web-scraping-bot','freecodecamp.org: Use Selenium to Create a Web Scraping Bot','','2022',3,'An engineering guide demonstrating how to leverage Selenium for scraping complex, dynamic JavaScript-rendered single-page applications where simple HTTP libraries fail. It outlines managing browser sessions, interacting with dynamic elements, bypassing basic detection systems, and extracting raw DOM data systematically.','Python','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Web Scraping & Automation", "Data Extraction", "Selenium Bots"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["test-automation-frameworks.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/vs-code-extensions-to-boost-your-development-productivity','freecodecamp.org: VS Code Extensions That''ll Boost Your Development Productivity'' 🌟','','2026',4,'A compiled developer resource listing standard VS Code extensions that optimize local productivity and minimize development friction. The guide serves as a solid starting point for configure environments suitable for modern software engineering.','English','Article','Beginner',0,'online','manual','5d79697393168d595f83c2bf05936614d54b63cdcfc7e769407bb3bb3bb57a56',100.0,1.77903109414551591e+09,1,'2026-05-17T17:18:14.145516+02:00',NULL,NULL,NULL,'["Development Environment", "Productivity", "Community Resource"]','["[ENTERPRISE-STABLE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/vs-code-extensions-to-increase-developer-productivity','freecodecamp.org: VS Code Extensions to Increase Developer Productivity','','2022',0,'Evaluates productivity-centric VS Code setups, analyzing the correlation between structured lint configurations and reduced delivery cycles for engineering teams.','N/A','Article','Beginner',0,'online','manual','ee69cc7e60613f466e57581ab5a90199f0b594b689d3aecd506273989c3178be',100.0,1.77903205449928688e+09,1,'2026-05-17T17:34:14.499287+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Ecosystem & General Productivity"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/vs-code-extensions-to-increase-developer-productivity','freecodecamp.org: VS Code Extensions to Increase Developer Productivity','','2022',0,'Evaluates productivity-centric VS Code setups, analyzing the correlation between structured lint configurations and reduced delivery cycles for engineering teams.','N/A','Article','Beginner',0,'duplicate','manual','ee69cc7e60613f466e57581ab5a90199f0b594b689d3aecd506273989c3178be',100.0,1.77903205449928688e+09,1,'2026-05-17T17:34:14.499287+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Ecosystem & General Productivity"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{"duplicate_of": "https://dev.to/harishash/vs-code-extensions-to-increase-your-productivity-eeb"}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/web-scraping-google-sheets','freecodecamp.org: Web Scraping with Google Sheets – How to Scrape Web Pages with Built-in Functions','','2021',0,'Evaluates techniques for scraping and parsing web pages using built-in Google Sheets functions like IMPORTXML and IMPORTHTML. Provides direct patterns for light ETL, rapid data extraction, and spreadsheet automation workflows.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Development", "Data Engineering", "Google Sheets"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/web-storage-api-how-to-store-data-on-the-browser','freecodecamp.org: Web Storage API – How to Store Data on the Browser','','2021',0,'Explores client-side data persistence layers including LocalStorage, SessionStorage, and modern alternatives like IndexedDB. Compares design tradeoffs between execution thread safety, payload capacity limits, and synchronous blocking.','JavaScript','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Frontend Development", "Browser Storage", "State Persistence"]','["[COMMUNITY-TOOL]"]','[]','["javascript.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/what-is-a-full-stack-developer-full-stack-engineer-guide','freecodecamp.org: What is a Full Stack Developer? 2022 Full Stack Engineer Guide','','2022',0,'A career guide details full-stack software development proficiencies, mapping expectations across modern client frameworks, server endpoints, relational/non-relational databases, and fundamental platform operations.','None','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Career", "Industry Trends", "Learning Paths"]','["[COMMUNITY-TOOL]"]','[]','["devel-sites.md"]','{}','{}');
@@ -15422,57 +15422,57 @@ INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/whats-the-diff
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/why-you-should-start-using-docker-now','freecodecamp.org: Why You Should Start Using Docker Right Now','','2021',0,'Advocacy article highlighting the value of containers in modern development. Focuses on resolving local environment drifts and standardizing runtime setups across engineering teams.','English','Introductory','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers & Orchestration", "Docker", "Introduction"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freelancer.com','freelancer 🌟','','2026',0,'Global platform cataloging remote engineering resource pipelines. Offers transactional milestone frameworks and structured API tooling to help engineering management source specialized technical talent on demand.','English','Platform','Beginner',0,'online','manual','N/A',100.0,1.78143032379531192e+09,0,'2026-06-14T11:45:23.795312+02:00',NULL,NULL,NULL,'["Business & Careers", "Freelance Platforms", "Sourcing"]','["[COMMUNITY-TOOL]"]','["docs/freelancing.md"]','["freelancing.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.ft.com/content/08ff1bd0-2e2b-4d20-bb9f-dfe8c5a9807b','ft.com: Women in finance say β€˜mediocre’ male managers block progress','','N/A',0,'A curated technical resource and architectural guide covering ft.com: Women in finance say β€˜mediocre’ male managers block progress in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903270417208909e+09,0,'2026-05-17T17:45:04.172089+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/hr.md"]','["hr.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.fugue.co/blog/5-tips-for-using-the-rego-language-for-open-policy-agent-opa','fugue.co: 5 tips for using the Rego language for Open Policy Agent (OPA)','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','8f3c719343ece8f0808a3ce6330227164c9c57c996afc10674b560fb01badc7d',100.0,1.77903020524486804e+09,0,'2026-05-17T17:03:25.244868+02:00',NULL,NULL,NULL,'[]','[]','["docs/securityascode.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.fugue.co/blog/securing-a-kubernetes-pod-with-regula-and-open-policy-agent','fugue.co: Securing a Kubernetes pod with Regula and Open Policy Agent','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','8f3c719343ece8f0808a3ce6330227164c9c57c996afc10674b560fb01badc7d',100.0,1.77903039154555797e+09,0,'2026-05-17T17:06:31.545558+02:00',NULL,NULL,NULL,'[]','[]','["docs/securityascode.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.fugue.co/container-kubernetes','Fugue: Container and Kubernetes. Runtime infrastructure security','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','6f1edaa7f2385d9b993e4e608ed7b4f2172fbd3fa95556ff194c4ffa6b534555',100.0,1.77903403799069905e+09,0,'2026-05-17T18:07:17.990699+02:00',NULL,NULL,NULL,'[]','[]','["docs/securityascode.md"]','[]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.genbeta.com/desarrollo/hay-organizaciones-pro-software-libre-abandonando-github-su-uso-comercial-proyectos-open-source-copilot','genbeta.com: Ya hay organizaciones pro-software libre abandonando GitHub por su uso comercial de proyectos open source en Copilot','','2022',0,'Examines the open-source community backlash and subsequent project migrations away from GitHub due to the commercial ingestion of copyleft-licensed codebases for training Copilot. Outlines the ethical and legal complexities of automated code reuse.','Spanish','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "AI-Assisted Development", "Legal & Compliance"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.genbeta.com/desarrollo/mitad-programadores-tienen-titulos-universitarios-cada-vez-desarrolladores-aprenden-su-cuenta','genbeta.com: Menos de la mitad de los programadores tienen tΓ­tulos universitarios. Cada vez mΓ‘s desarrolladores aprenden por su cuenta','','2023',0,'Curator Insight: Reports that less than half of contemporary developers hold formal university degrees, reflecting a shift toward self-teaching. Live Grounding: Confirms that non-traditional education pathways dominate the developer ecosystem, demanding that enterprise hiring pipelines adapt to validate practical systems design over theoretical credentials.','es','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Professional Practice", "Education", "Alternative Pathways"]','["[COMMUNITY-TOOL]"]','[]','["recruitment.md"]','{}','{}');
@@ -15495,11 +15495,11 @@ INSERT INTO "resources" VALUES('https://www.genbeta.com/herramientas/busybox-eje
 INSERT INTO "resources" VALUES('https://www.genbeta.com/web/siete-webs-explicadas-a-fondo-donde-encontrar-trabajo-freelance-autonomo-te-niegas-a-volver-a-oficina','genbeta.com: Siete webs (explicadas a fondo) donde encontrar trabajo freelance o autΓ³nomo por si te niegas a volver a la oficina','','2021',0,'In-depth technical guide outlining seven crucial websites for discovering remote contracting and freelancing opportunities in Europe. It analyzes platform monetization strategies, vetting procedures, and payout structures, helping remote workers build reliable business strategies without office commutes.','N/A','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Careers", "Freelancing", "Spanish Market"]','["[COMMUNITY-TOOL]"]','[]','["freelancing.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.gentlydownthe.stream','gentlydownthe.stream','','2021',0,'An interactive, visually driven learning portal that uses storyboards to simplify core concepts of distributed message queues, logs, and stateful streams. Ideal for introducing incoming system architects to structural event-driven topologies.','English','Interactive Site','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Event-Driven Systems", "Concepts", "Visual Learning"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.gestoresderiesgo.com/colaboradores/prohibicion-de-utilizar-programas-informaticos-que-permitan-llevar-una-doble-contabilidad-empresarial',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.gestoresderiesgo.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903118652367901e+09,1,'2026-05-17T17:19:46.523679+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/freelancing.md"]','["freelancing.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.getambassador.io/blog/kubernetes-labels-vs-annotations','getambassador.io: Kubernetes Annotations and Labels: What’s the Difference?','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','58ebedccfbb19f2d3b13281440b513e61047c409d5f0e90eb4a68dbdc3264431',100.0,1.7790304301949141e+09,0,'2026-05-17T17:07:10.194914+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.getambassador.io/resources/getting-started-with-kubernetes-for-javascript-developers','getambassador.io: Getting Started with Kubernetes for JavaScript Developers','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','58ebedccfbb19f2d3b13281440b513e61047c409d5f0e90eb4a68dbdc3264431',100.0,1.77903288447894692e+09,0,'2026-05-17T17:48:04.478947+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.getcortexapp.com/post/a-guide-to-the-best-sre-tools','getcortexapp.com: A guide to the best SRE tools','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','1cb93a654ced3892a1363b887c70157db011daac7bd50dd142971b5e7eed797d',100.0,1.77903052972429394e+09,0,'2026-05-17T17:08:49.724294+02:00',NULL,NULL,NULL,'[]','[]','["docs/sre.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.getcortexapp.com/post/why-you-need-a-microservices-catalog-tool','getcortexapp.com: Why You Need a Microservices Catalog Tool','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','bc2338baeb9fdb728c64791e77e0550790c53cc0b53db5c6a2d894775989dcc1',100.0,1.77903152931685304e+09,0,'2026-05-17T17:25:29.316853+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.getenvoy.io','getenvoy.io','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','caa5f3508196b5e47a624693b80620a226bd14d0537764a9a42164fd89fe7ec8',100.0,1.77902937818473196e+09,0,'2026-05-17T16:49:38.184732+02:00',NULL,NULL,NULL,'[]','[]','["docs/istio.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.getambassador.io/blog/kubernetes-labels-vs-annotations','getambassador.io: Kubernetes Annotations and Labels: What’s the Difference?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','58ebedccfbb19f2d3b13281440b513e61047c409d5f0e90eb4a68dbdc3264431',100.0,1.7790304301949141e+09,0,'2026-05-17T17:07:10.194914+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://app.getambassador.io/initializer"}');
+INSERT INTO "resources" VALUES('https://www.getambassador.io/resources/getting-started-with-kubernetes-for-javascript-developers','getambassador.io: Getting Started with Kubernetes for JavaScript Developers','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','58ebedccfbb19f2d3b13281440b513e61047c409d5f0e90eb4a68dbdc3264431',100.0,1.77903288447894692e+09,0,'2026-05-17T17:48:04.478947+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://app.getambassador.io/initializer"}');
+INSERT INTO "resources" VALUES('https://www.getcortexapp.com/post/a-guide-to-the-best-sre-tools','getcortexapp.com: A guide to the best SRE tools','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1cb93a654ced3892a1363b887c70157db011daac7bd50dd142971b5e7eed797d',100.0,1.77903052972429394e+09,0,'2026-05-17T17:08:49.724294+02:00',NULL,NULL,NULL,'[]','[]','["docs/sre.md"]','[]','{}','{"duplicate_of": "https://www.cortex.io/post/a-guide-to-the-best-sre-tools"}');
+INSERT INTO "resources" VALUES('https://www.getcortexapp.com/post/why-you-need-a-microservices-catalog-tool','getcortexapp.com: Why You Need a Microservices Catalog Tool','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','bc2338baeb9fdb728c64791e77e0550790c53cc0b53db5c6a2d894775989dcc1',100.0,1.77903152931685304e+09,0,'2026-05-17T17:25:29.316853+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{"duplicate_of": "https://www.cortex.io/post/why-you-need-a-microservices-catalog-tool"}');
+INSERT INTO "resources" VALUES('https://www.getenvoy.io','getenvoy.io','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','caa5f3508196b5e47a624693b80620a226bd14d0537764a9a42164fd89fe7ec8',100.0,1.77902937818473196e+09,0,'2026-05-17T16:49:38.184732+02:00',NULL,NULL,NULL,'[]','[]','["docs/istio.md"]','[]','{}','{"duplicate_of": "https://www.envoyproxy.io/docs/envoy/latest/start/install"}');
 INSERT INTO "resources" VALUES('https://www.getmatter.com','Matter','','2026',0,'A modern, curated read-it-later application optimized for newsletters, tech blogs, and long-form publications. It delivers an elegant reading UI with integrated text-to-speech rendering and direct syncing integrations into personal databases.','Agnostic','SaaS Tool','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Modern Workforce", "Personal Productivity", "Knowledge Management"]','["[COMMUNITY-TOOL]"]','[]','["workfromhome.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.getport.io','Port','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','747e86f8f03f548b73f9a871e2c07580b33d7103fb02486474cc4d09060a26e2',100.0,1.77903153373669695e+09,0,'2026-05-17T17:25:33.736697+02:00',NULL,NULL,NULL,'[]','[]','["docs/devops.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.getpostman.com','getpostman.com','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','491939ab5da74afe6783597ef9061c23b4b649fe5844c2af8648c2c0356f3383',100.0,1.77903139315698599e+09,0,'2026-05-17T17:23:13.156986+02:00',NULL,NULL,NULL,'[]','[]','["docs/postman.md"]','[]','{}','{}');
@@ -15509,9 +15509,9 @@ INSERT INTO "resources" VALUES('https://www.getxray.app/blog/the-top-5-software-
 INSERT INTO "resources" VALUES('https://www.giantflyingsaucer.com/blog/?p=5730',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.giantflyingsaucer.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903139907465505e+09,0,'2026-05-17T17:23:19.074655+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-serverless.md"]','["aws-serverless.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.giantswarm.io','Giant Swarm','','2026',0,'Giant Swarm is an enterprise-tier fully managed Kubernetes platform that emphasizes cluster lifecycle management across multi-cloud environments (AWS, Azure) and bare-metal setups. Known for utilizing the Cluster API (CAPI) pattern to automate cluster lifecycle management natively. (Live Grounding: Solidly positioned as a premium provider of GitOps-driven, multi-tenant container orchestration architectures in 2026).','Go','Platform Website','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Platforms", "Enterprise Platforms", "Managed Kubernetes"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.giantswarm.io/blog/turtles-all-the-way-down-are-still-just-turtles-giant-swarm','giantswarm.io:','','2022',0,'An in-depth post detailing Giant Swarm''s operational adoption of Cluster API (CAPI) for provisioning ''clusters within clusters.'' It breaks down the philosophical and technical paradigms of declarative multi-cluster orchestration where management planes treat tenant clusters as Kubernetes resources. (Live Grounding: Illustrates the robust shift away from legacy custom provisioning scripts toward cloud-native standard CAPI specifications).','Go/YAML','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Platforms", "Enterprise Platforms", "Cluster API"]','["[LEGACY]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.giffgaff.io/tech/resizing-statefulset-persistent-volumes-with-zero-downtime','giffgaff.io: Resizing StatefulSet Persistent Volumes with zero downtime'' 🌟','','N/A',0,'A curated technical resource and architectural guide covering giffgaff.io: Resizing StatefulSet Persistent Volumes with zero downtime'' 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903225469163608e+09,0,'2026-05-17T17:37:34.691636+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.giffgaff.io/tech/resizing-statefulset-persistent-volumes-with-zero-downtime','giffgaff.io: Resizing StatefulSet Persistent Volumes with zero downtime'' 🌟','','N/A',0,'A curated technical resource and architectural guide covering giffgaff.io: Resizing StatefulSet Persistent Volumes with zero downtime'' 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903225469163608e+09,0,'2026-05-17T17:37:34.691636+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{"duplicate_of": "https://itnext.io/resizing-statefulset-persistent-volumes-with-zero-downtime-916ebc65b1d4"}');
 INSERT INTO "resources" VALUES('https://www.giffgaff.io/tech/using-istio-with-nginx-ingress','giffgaff.io: Using Istio with Nginx ingress','','N/A',0,'A curated technical resource and architectural guide covering giffgaff.io: Using Istio with Nginx ingress in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030390.64942,0,'2026-05-17T17:06:30.649420+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/istio.md"]','["istio.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.git-tower.com/blog/git-cheat-sheet','git-tower.com: Git cheat sheet','','2024',3,'Curator Insight: Designed by Tower developers, this reference targets common merge conflict resolution workflows and advanced branch tracking. Live Grounding: Useful for clarifying command flags like git checkout --ours vs --theirs, especially when refactoring legacy codebases.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Development", "Version Control", "Git"]','["[LEGACY]"]','[]','["cheatsheets.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.git-tower.com/blog/git-cheat-sheet','git-tower.com: Git cheat sheet','','2024',3,'Curator Insight: Designed by Tower developers, this reference targets common merge conflict resolution workflows and advanced branch tracking. Live Grounding: Useful for clarifying command flags like git checkout --ours vs --theirs, especially when refactoring legacy codebases.','English','Blog Post','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Development", "Version Control", "Git"]','["[LEGACY]"]','[]','["cheatsheets.md"]','{}','{"duplicate_of": "https://education.github.com/git-cheat-sheet-education.pdf"}');
 INSERT INTO "resources" VALUES('https://www.gitbook.com','gitbook.com','- [Example](https://app.gitbook.com/o/-LbOdudvkdYwKCQYAHS8/s/RrlyoCHlF8LNFTvw74mT)','2026',0,'The main portal for GitBook, a cloud SaaS platform designed for high-performance team knowledge bases and collaborative API hubs. Bridges the gap between git-based developers and non-technical document writers with live bi-directional sync tools.','English','SaaS Platform','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Documentation & Workflow", "SaaS Portals", "GitBook"]','["[COMMUNITY-TOOL]"]','[]','["mkdocs.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.githubstatus.com','githubstatus.com 🌟','','2026',0,'Real-time operational status and service availability metrics portal for GitHub''s ecosystem. Vital for platform engineers and SRE teams to identify global outages or API service degradations impacting CI/CD runners.','None','Tool','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Platforms", "Infrastructure Status", "GitHub Operations"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.githubstatus.com/uptime','githubstatus.com/uptime 🌟','','2026',0,'Public availability dashboard tracing historic up-times and localized service degradations across GitHub''s critical operations including Git operations, GitHub Actions, and Packages.','None','Tool','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Platforms", "Infrastructure Status", "GitHub Operations", "Uptime Metrics"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
@@ -15522,20 +15522,20 @@ INSERT INTO "resources" VALUES('https://www.gitkraken.com/learn/git/problems/ren
 INSERT INTO "resources" VALUES('https://www.gitkraken.com/learn/git/tutorials','gitkraken.com: Git Tutorials: Instructional Training Videos 🌟','','2022',4,'A comprehensive directory of instructional video tutorials exploring GitKraken''s GUI engine. Demystifies visual representation of complex Git histories, interactive rebasing, multi-profile credential coordination, and conflict-resolution workflows.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "GUI Tools"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.gitkraken.com/pdfs/gitkraken-git-gui-cheat-sheet','GitKraken Git Cheat','','2024',4,'Curator Insight: Cheat sheet detailing key operations in the GitKraken desktop visual client. Live Grounding: Provides graphical shortcuts and visual maps for resolving rebase graphs, managing multi-remote connections, and executing conflict resolutions within complex structures.','PDF','Client Reference','Beginner-Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Development", "Version Control", "Git Clients"]','["[ENTERPRISE-STABLE]"]','[]','["cheatsheets.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.gitkraken.com/reports/devops-report-2020','gitkraken.com: DevOps Tools Report 2020 🌟','','2020',3,'A retrospective statistical report analyzing tool adoption patterns across Git, CI/CD pipelines, and containerization platforms in 2020. This serves as a vital historical baseline for analyzing the progression of modern developer workflows and tool consolidation trends.','English','Report','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps & Platform Engineering", "Industry Reports", "Tooling Landscape"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["devops-tools.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.gitkraken.com/resources/devops-report-2020','gitkraken.com: DevOps Tools Report 2020 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','9e066361e24ddd1b7f09276276108c2c371d9102598cc369767ff996604002b7',100.0,1.77903114292571902e+09,0,'2026-05-17T17:19:02.925719+02:00',NULL,NULL,NULL,'[]','[]','["docs/devops-tools.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.gitkraken.com/resources/gitkraken-cheat-sheet','GitKraken Git Cheat','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','5f95452ee52b7aecb26ac0ba29a751ee05de2c077c5f18b5a28e6cb4250df35b',100.0,1.77902907039335203e+09,0,'2026-05-17T16:44:30.393352+02:00',NULL,NULL,NULL,'[]','[]','["docs/cheatsheets.md", "docs/git.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.gitops.tech','gitops.tech: What is GitOps? 🌟','','2020',0,'The quintessential reference guide defining GitOps methodology. Underlines the push/pull dynamics of reconciliation engines (such as Argo CD and Flux) and explains how declarative state representations ensure continuous delivery and reliable disaster recovery scenarios.','English','Website','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps", "Introduction", "Overview"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.gitkraken.com/resources/devops-report-2020','gitkraken.com: DevOps Tools Report 2020 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','9e066361e24ddd1b7f09276276108c2c371d9102598cc369767ff996604002b7',100.0,1.77903114292571902e+09,0,'2026-05-17T17:19:02.925719+02:00',NULL,NULL,NULL,'[]','[]','["docs/devops-tools.md"]','[]','{}','{"duplicate_of": "https://www.gitkraken.com/reports/devops-report-2020"}');
+INSERT INTO "resources" VALUES('https://www.gitkraken.com/resources/gitkraken-cheat-sheet','GitKraken Git Cheat','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5f95452ee52b7aecb26ac0ba29a751ee05de2c077c5f18b5a28e6cb4250df35b',100.0,1.77902907039335203e+09,0,'2026-05-17T16:44:30.393352+02:00',NULL,NULL,NULL,'[]','[]','["docs/cheatsheets.md", "docs/git.md"]','[]','{}','{"duplicate_of": "https://www.gitkraken.com/pdfs/gitkraken-git-gui-cheat-sheet"}');
+INSERT INTO "resources" VALUES('https://www.gitops.tech','gitops.tech: What is GitOps? 🌟','','2020',0,'The quintessential reference guide defining GitOps methodology. Underlines the push/pull dynamics of reconciliation engines (such as Argo CD and Flux) and explains how declarative state representations ensure continuous delivery and reliable disaster recovery scenarios.','English','Website','Beginner',0,'duplicate','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps", "Introduction", "Overview"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{"duplicate_of": "https://devopslearners.com/what-is-gitops-168aac9a2ee"}');
 INSERT INTO "resources" VALUES('https://www.gitpod.io','==gitpod.io== 🌟🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','8ddd7fba1b3a2f333b7c04f86c8cfbd9096daaa3f855fcb62f483f94d573c023',100.0,1.77903164563630604e+09,0,'2026-05-17T17:27:25.636306+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.gluster.org',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','15f934e6ba79ec5af3568b496071e6b37eb15cd1cf1a2f4e8b59f9c92fd2eece',100.0,1.77903198312853288e+09,1,'2026-05-17T17:33:03.128533+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-storage.md", "docs/ocp4.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.gnu.org/software/parallel','gnu.org/software/parallel','','2011',5,'GNU Parallel is a high-performance command-line tool designed for executing jobs in parallel across multi-core processors. It acts as an optimization engine for streaming processing pipelines. Live Grounding establishes its foundational role in mass data transformation, performance analysis, and high-density shell workloads.','Perl','Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2011-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Operations", "System Utilities", "Concurrency"]','["[DE FACTO STANDARD]"]','[]','["linux.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.greycampus.com/blog/agile-and-scrum/agile-vs-scrum-vs-waterfall-vs-kanban','greycampus.com: What''s the Difference? Agile vs Scrum vs Waterfall vs Kanban','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','4ab90b60d86cfeeb89cb3cc05d2bb2d585088b680a7397b90ff53f12340e349d',100.0,1.77903106119112491e+09,0,'2026-05-17T17:17:41.191125+02:00',NULL,NULL,NULL,'[]','[]','["docs/project-management-methodology.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.greycampus.com/blog/agile-and-scrum/agile-vs-scrum-vs-waterfall-vs-kanban','greycampus.com: What''s the Difference? Agile vs Scrum vs Waterfall vs Kanban','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4ab90b60d86cfeeb89cb3cc05d2bb2d585088b680a7397b90ff53f12340e349d',100.0,1.77903106119112491e+09,0,'2026-05-17T17:17:41.191125+02:00',NULL,NULL,NULL,'[]','[]','["docs/project-management-methodology.md"]','[]','{}','{"duplicate_of": "https://www.greycampus.com"}');
 INSERT INTO "resources" VALUES('https://www.greycampus.com/blog/agile-management/agile-vs-scrum-vs-waterfall-vs-kanban',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','1fa4601e3677846c2299d951dfd9ed477b2d670bf79ad6dfeba75e437a8825cb',64.0,1.77913049501591396e+09,0,'2026-05-18T20:54:55.015914+02:00',NULL,NULL,NULL,'[]','[]','["docs/project-management-methodology.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.groundcover.com/blog/ci-cd-kubernetes','groundcover.com: Cloud-native CI/CD? Yeah, that’s a thing 🌟','','2023',1,'Examines the shift to Kubernetes-native continuous delivery models. Compares Tekton and declarative GitOps runtimes like Argo CD and Flux to highlight the safety benefits of in-cluster loops.','English','Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Engineering", "Kubernetes", "Cloud Native"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.groundcover.com/blog/k8s-container-events','groundcover.com: Failure Is an Option: How to Stay on Top of K8s Container Events','','2023',0,'Kubernetes events are transient cluster logs that provide critical context for system state changes and errors, but their short lifespan makes persistent logging essential. This article analyzes strategies for collecting, storing, and visualizing container events to catch intermittent failures. Utilizing event streaming helps platform engineers build early-warning systems before issues escalate to outages.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes", "Observability", "Events"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-troubleshooting.md"]','{}','{}');
@@ -15574,8 +15574,8 @@ INSERT INTO "resources" VALUES('https://www.harness.io','harness.io','- [harness
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 INSERT INTO "resources" VALUES('https://www.harness.io/blog','harness.io: Introduction to Helm: Charts, Deployments, & More 🌟','','2021',0,'High-impact breakdown of Helm core components including Chart.yaml, value overriding mechanics, and templating practices. Details how modern continuous delivery engines natively incorporate Helm to optimize release logic.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Application Delivery", "Package Management", "Introductory"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md", "cicd.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.harness.io/blog/automated-devsecops','harness.io: Automated DevSecOps with StackHawk and Harness','','2021',0,'This integration post demonstrates combining Harness continuous delivery pipelines with StackHawk dynamic application security testing. Explains triggering automated DAST sweeps during local staging or canary rollout stages to catch vulnerabilities pre-production.','English','Blog Post','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Governance", "DevSecOps", "Commercial CD"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.harness.io/blog/autostopping-rules-kubernetes',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','8766e0aaa30ac17bea725e865c84cb99dae629ef5a930ab7911df14978712b2e',100.0,1.77913049496996188e+09,0,'2026-05-18T20:54:54.969962+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins-alternatives.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.harness.io/blog/cd-jenkins-pipelines-harness',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','3012787c3e665c4a3ef54a736fba095fd24e97fc0cc7cbb15e64ad980bd2d70e',100.0,1.7791304950173881e+09,0,'2026-05-18T20:54:55.017388+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins-alternatives.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.harness.io/blog/autostopping-rules-kubernetes',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'duplicate','manual','8766e0aaa30ac17bea725e865c84cb99dae629ef5a930ab7911df14978712b2e',100.0,1.77913049496996188e+09,0,'2026-05-18T20:54:54.969962+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins-alternatives.md"]','[]','{}','{"duplicate_of": "https://harness.io/blog/autostopping-rules-kubernetes"}');
+INSERT INTO "resources" VALUES('https://www.harness.io/blog/cd-jenkins-pipelines-harness',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'duplicate','manual','3012787c3e665c4a3ef54a736fba095fd24e97fc0cc7cbb15e64ad980bd2d70e',100.0,1.7791304950173881e+09,0,'2026-05-18T20:54:55.017388+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins-alternatives.md"]','[]','{}','{"duplicate_of": "https://harness.io/blog/cd-jenkins-pipelines-harness"}');
 INSERT INTO "resources" VALUES('https://www.harness.io/blog/ci-cd-pipeline','harness.io: CI/CD Pipeline: Everything You Need to Know 🌟','','2023',1,'Comprehensive architectural analysis of enterprise CI/CD systems. Evaluates core lifecycle phases from repository check-ins to automated canary strategies and active rollback mechanisms in production environments.','English','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "CI-CD Pipelines", "Fundamentals"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.harness.io/blog/continuous-delivery/spinnaker-alternatives',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.harness.io in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','59adbb77be5f275ab20e77e1f21dac6405745be1f65f320608403c7a85e118f0',64.0,1.7791304950054531e+09,0,'2026-05-18T20:54:55.005453+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/jenkins-alternatives.md"]','["jenkins-alternatives.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.harness.io/blog/continuous-integration-performance-metrics','harness.io: Metrics to Improve Continuous Integration Performance','','2023',0,'Focuses on key telemetry indicators required to measure and optimize the health and speed of CI pipelines (e.g., build duration, failure rates, queue time). Curator Insight: Performance guide for development loops. Live Grounding: Essential for engineering managers aiming to reduce feedback cycle times and improve system efficiency.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Automation", "CI/CD", "Performance Metrics"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
@@ -15609,7 +15609,7 @@ INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/announcing-azure-
 INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/announcing-cdk-for-terraform-0-1','hashicorp.com: Announcing CDK for Terraform 0.1','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Announcing CDK for Terraform 0.1 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902956524869394e+09,0,'2026-05-17T16:52:45.248694+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/announcing-general-availability-hashicorp-terraform-cloud-operator-for-kubernetes','hashicorp.com: Announcing General Availability of the HashiCorp Terraform'' Cloud Operator for Kubernetes 🌟','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Announcing General Availability of the HashiCorp Terraform'' Cloud Operator for Kubernetes 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903447684966397e+09,0,'2026-05-17T18:14:36.849664+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/announcing-hashicorp-terraform-0-15-general-availability','hashicorp.com: Announcing HashiCorp Terraform 0.15 General Availability','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Announcing HashiCorp Terraform 0.15 General Availability in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903401531903505e+09,0,'2026-05-17T18:06:55.319035+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/announcing-hashicorp-terraform-1-0-general-availability','hashicorp.com: Announcing HashiCorp Terraform 1.0 General Availability 🌟','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Announcing HashiCorp Terraform 1.0 General Availability 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903043844365906e+09,0,'2026-05-17T17:07:18.443659+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/announcing-hashicorp-terraform-1-0-general-availability','hashicorp.com: Announcing HashiCorp Terraform 1.0 General Availability 🌟','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Announcing HashiCorp Terraform 1.0 General Availability 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903043844365906e+09,0,'2026-05-17T17:07:18.443659+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"duplicate_of": "https://www.hashicorp.com/blog/announcing-hashicorp-terraform-0-15-general-availability"}');
 INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/announcing-launch-day-support-for-amazon-ecs-anywhere-terraform-aws-provider','hashicorp.com: Announcing Support for Amazon ECS Anywhere in the Terraform'' AWS Provider','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Announcing Support for Amazon ECS Anywhere in the Terraform'' AWS Provider in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903444681934094e+09,0,'2026-05-17T18:14:06.819341+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/announcing-support-for-aws-lambda-code-signing-in-the-terraform-aws-provider','hashicorp.com: Announcing Support for Code Signing for AWS Lambda in the'' Terraform AWS Provider','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Announcing Support for Code Signing for AWS Lambda in the'' Terraform AWS Provider in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903307176856708e+09,0,'2026-05-17T17:51:11.768567+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/announcing-terraform-aws-cloud-control-provider-tech-preview','hashicorp.com: Announcing Terraform AWS Cloud Control Provider Tech Preview','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Announcing Terraform AWS Cloud Control Provider Tech Preview in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903341889309501e+09,0,'2026-05-17T17:56:58.893095+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
@@ -15722,7 +15722,7 @@ INSERT INTO "resources" VALUES('https://www.hashicorp.com/resources/securing-inf
 INSERT INTO "resources" VALUES('https://www.hashicorp.com/resources/serverless-secrets-vault','hashicorp.com: Serverless Secrets with HashiCorp Vault','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Serverless Secrets with HashiCorp Vault in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903043647283911e+09,0,'2026-05-17T17:07:16.472839+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.hashicorp.com/resources/terraform-abstraction-tips-just-because-you-can-doesnt-mean-you-should','hashicorp.com: Terraform Abstraction Tips: Just Because You Can Doesn''t'' Mean You Should','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Terraform Abstraction Tips: Just Because You Can Doesn''t'' Mean You Should in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903059730123806e+09,0,'2026-05-17T17:09:57.301238+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.hashicorp.com/resources/terraform-aws-cloud-control-provider-under-the-hood','hashicorp.com: Terraform AWS Cloud Control Provider – Under the Hood','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Terraform AWS Cloud Control Provider – Under the Hood in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903060475114893e+09,0,'2026-05-17T17:10:04.751149+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hashicorp.com/resources/terraform-plan-interactive-configuration-and-state-visualization-with-rover','hashicorp.com: Rover - Terraform Visualizer','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Rover - Terraform Visualizer in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790304730093851e+09,0,'2026-05-17T17:07:53.009385+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/resources/terraform-plan-interactive-configuration-and-state-visualization-with-rover','hashicorp.com: Rover - Terraform Visualizer','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Rover - Terraform Visualizer in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.7790304730093851e+09,0,'2026-05-17T17:07:53.009385+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"duplicate_of": "https://github.com/im2nguyen/rover"}');
 INSERT INTO "resources" VALUES('https://www.hashicorp.com/resources/terraform-practices-the-good-the-bad-and-the-ugly','hashicorp.com: Terraform Practices: The Good, the Bad, and the Ugly','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Terraform Practices: The Good, the Bad, and the Ugly in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903279766168689e+09,0,'2026-05-17T17:46:37.661687+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.hashicorp.com/resources/terraform-what-instacart-learned-managing-over-50-aws-rds-postgresql-instances','hashicorp.com: Terraforming RDS: What Instacart Learned Managing Over 50'' AWS RDS PostgreSQL Instances with Terraform','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Terraforming RDS: What Instacart Learned Managing Over 50'' AWS RDS PostgreSQL Instances with Terraform in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790313888503139e+09,0,'2026-05-17T17:23:08.850314+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.hashicorp.com/resources/testing-infrastructure-as-code-on-localhost','Testing Infrastructure as Code on Localhost','','N/A',0,'A curated technical resource and architectural guide covering Testing Infrastructure as Code on Localhost in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.779029948108747e+09,0,'2026-05-17T16:59:08.108747+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
@@ -15732,25 +15732,25 @@ INSERT INTO "resources" VALUES('https://www.hashicorp.com/resources/why-microser
 INSERT INTO "resources" VALUES('https://www.hashicorp.com/solutions/ai-infrastructure-management','hashicorp.com: AI for infrastructure management','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: AI for infrastructure management in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903375913741207e+09,0,'2026-05-17T18:02:39.137412+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ai.md"]','["ai.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.hava.io','hava.io','','2025',0,'SaaS infrastructure visualization engine that connects securely to cloud backends (AWS, GCP, Azure) to draw up-to-date layout sheets. Facilitates continuous compliance tracking by logging history changes over time.','None','SaaS Platform','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture & Visualization", "Cloud Discovery", "Multi-Cloud"]','["[COMMUNITY-TOOL]"]','[]','["cloud-arch-diagrams.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.hava.io/blog/design-for-failure-lessons-learnt-from-the-sydney-aws-outage','Design for failure lessons learnt from the Sydney AWS outage','','2016',3,'An architectural retrospective analyzing service failures during a historic AWS Sydney region outage. Live Grounding highlights how this post underscores the vital design-for-failure paradigm, proving that high availability requires cross-region failovers, active-active topologies, and robust client retry configurations.','English','Blog / Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Disaster Recovery", "Resilience Design"]','["[COMMUNITY-TOOL]"]','[]','["aws-backup.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hays.es/blog/insights/la-gran-renuncia','hays.es: β€˜La Gran Renuncia’: ΒΏpor quΓ© tantos profesionales se estΓ‘n planteando'' dejar su trabajo?','','N/A',0,'Explores the psychological and economic motivators of the ''Great Resignation'' from a European talent perspective. Synthesizes survey data from Spanish IT professionals to outline the shifting priorities toward flexibility, modern work-life integration, and competitive technical compensation. [SPANISH CONTENT]','Spanish','Blog','Intermediate',0,'online','manual','cbd946ad1e34a58c158a1276908a6e92b6a1cedddc2bf637c70edf2a731152c4',100.0,1.77903039473860311e+09,0,'2026-05-17T17:06:34.738603+02:00',NULL,NULL,NULL,'["Engineering Leadership & Career Dynamics", "Market Dynamics & Economic Shifts", "The Great Resignation Paradigm"]','["[COMMUNITY-TOOL]"]','["docs/recruitment.md"]','["recruitment.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hays.es/blog/insights/la-gran-renuncia','hays.es: β€˜La Gran Renuncia’: ΒΏpor quΓ© tantos profesionales se estΓ‘n planteando'' dejar su trabajo?','','N/A',0,'Explores the psychological and economic motivators of the ''Great Resignation'' from a European talent perspective. Synthesizes survey data from Spanish IT professionals to outline the shifting priorities toward flexibility, modern work-life integration, and competitive technical compensation. [SPANISH CONTENT]','Spanish','Blog','Intermediate',0,'duplicate','manual','cbd946ad1e34a58c158a1276908a6e92b6a1cedddc2bf637c70edf2a731152c4',100.0,1.77903039473860311e+09,0,'2026-05-17T17:06:34.738603+02:00',NULL,NULL,NULL,'["Engineering Leadership & Career Dynamics", "Market Dynamics & Economic Shifts", "The Great Resignation Paradigm"]','["[COMMUNITY-TOOL]"]','["docs/recruitment.md"]','["recruitment.md"]','{}','{"duplicate_of": "https://www.hays.es"}');
 INSERT INTO "resources" VALUES('https://www.hcltech.com/blogs/devops-tools-and-technologies-manage-microservices','hcltech.com: DevOps Tools and Technologies to Manage Microservices 🌟','','2020',4,'Maps out the comprehensive tooling stack required to manage complex microservice lifecycles. Details the intersection of build systems, container registries, service meshes, centralized logging (EFK/ELK), and distributed tracing tools (Jaeger) essential for observability.','English','Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps & CI/CD", "Microservices", "Tooling Ecosystem"]','["[ENTERPRISE-STABLE]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.hellobonsai.com','hellobonsai','','2026',0,'An all-in-one suite of business tools designed to manage freelance operations including invoicing, contracting, proposals, and accounting. It drastically reduces administrative overhead for independent consultants. Live grounding emphasizes its status as an essential utility for modern solopreneurs.','English','Platform/SaaS','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Remote Work & Career", "Contractor Operations", "SaaS Administration"]','["[COMMUNITY-TOOL]"]','[]','["freelancing.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.helpnetsecurity.com/2020/12/14/how-devsecops-developers','helpnetsecurity.com: How to make DevSecOps stick with developers','','2020',0,'An organizational analysis detailing how to successfully promote DevSecOps culture among developers. Proposes seamless IDE plugin adoption, gamified training, and continuous automated pipeline feedback to build friction-free security workflows.','English','Technical Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Governance", "DevSecOps", "Culture & Collaboration"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.helpnetsecurity.com/2021/05/04/security-kubernetes','helpnetsecurity.com: Kubestriker: A security auditing tool for Kubernetes clusters 🌟','','2021',0,'Reviews Kubestriker, a lightweight, agentless open-source security scanner that audits Kubernetes control plane configurations, insecure ports, and IAM roles for vulnerabilities.','N/A','article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Security", "Vulnerability Assessment Tools", "Kubestriker Scanner"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.heroku.com/blog/monolithic-applications-into-services','blog.heroku.com: Deconstructing Monolithic Applications into Services','','2019',4,'A detailed playbook on dividing monolithic backends into cohesive, independent services. It discusses domain-driven design (DDD) boundaries, API gateway design, database decomposition, and how to manage the incremental migration phases to minimize downtime.','English','Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Architecture", "Microservices", "Decomposition Patterns"]','["[ENTERPRISE-STABLE]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.hetzner.com/cloud',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','4f6dc6c174ac6e89843b1443d75f4b38cf85bdfef6c2509ede2736ee6834207c',100.0,1.7790317149592731e+09,0,'2026-05-17T17:28:34.959273+02:00',NULL,NULL,NULL,'[]','[]','["docs/rancher.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hibridosyelectricos.com/articulo/actualidad/tesla-recurre-china-calidad-fabricacion-coches-electricos/20221222124048066230.html','hibridosyelectricos.com: Tesla recurre a China para aumentar la calidad'' de fabricaciΓ³n de sus coches elΓ©ctricos','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','f5a457b2a8011fd3877c7c36f06d9e986409d3b2046e2cebab13dd6b981cac69',100.0,1.77903224544750905e+09,0,'2026-05-17T17:37:25.447509+02:00',NULL,NULL,NULL,'[]','[]','["docs/customer.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hibridosyelectricos.com/articulo/actualidad/tesla-recurre-china-calidad-fabricacion-coches-electricos/20221222124048066230.html','hibridosyelectricos.com: Tesla recurre a China para aumentar la calidad'' de fabricaciΓ³n de sus coches elΓ©ctricos','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f5a457b2a8011fd3877c7c36f06d9e986409d3b2046e2cebab13dd6b981cac69',100.0,1.77903224544750905e+09,0,'2026-05-17T17:37:25.447509+02:00',NULL,NULL,NULL,'[]','[]','["docs/customer.md"]','[]','{}','{"duplicate_of": "https://www.hibridosyelectricos.com/coches/tesla-recurre-china-calidad-fabricacion-coches-electricos_66230_102.html"}');
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     - W. Edward Deming fue un ingeniero y consultor estadounidense reconocido como el padre de la gestiΓ³n de la calidad total en la fabricaciΓ³n de automΓ³viles. Se le considera uno de los responsables del progreso de la industria, gracias al desarrollo de una serie de teorΓ­as funcionales y econΓ³micas que, desde hace aΓ±os, supervisan la producciΓ³n de los vehΓ­culos que se fabrican en casi todo el mundo.
     - Las teorΓ­as de Deming estaban muy por delante de su tiempo. Afirman que las organizaciones que se centran en reducir ΓΊnicamente los costes de producciΓ³n, automΓ‘ticamente disminuyen la calidad de sus productos. Por el contrario, aquellas que se concentran en mejorar la calidad, automΓ‘ticamente rebajan los costes.','2023',3,'Examines Tesla''s adaptation of W. Edwards Deming’s Total Quality Management (TQM) principles at the Shanghai Gigafactory under Tom Zhu. The article contrasts how focusing on systemic quality optimizations organically drives down production costs, refuting the legacy approach of prioritizing cost reduction at the expense of engineering refinement. This demonstrates how modern automated manufacturing lines mimic clean software deployment pipelines using feedback loops.','Spanish','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["System Architecture", "Industrial Engineering", "Quality Management"]','["[LEGACY]"]','[]','["customer.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.high-mobility.com','high-mobility.com','- [REST Auto API Tutorial](https://www.high-mobility.com/car-api)','2026',3,'High Mobility offers an enterprise platform that standardizes vehicle APIs across multiple major car manufacturers. Developers can retrieve standardized telematics, status, and control endpoints through a secure, unified gateway infrastructure.','English','Enterprise Product','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Domain APIs", "Automotive", "Telemetry"]','["[COMMUNITY-TOOL]"]','[]','["developerportals.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.high-mobility.com/learn/tutorials/rest',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','7011ecc22868a17df80c4854f56329407e2fe989184b1608dd55553683a09238',64.0,1.77913049499588394e+09,0,'2026-05-18T20:54:54.995884+02:00',NULL,NULL,NULL,'[]','[]','["docs/developerportals.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.high-mobility.com/learn/tutorials/rest',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'duplicate','manual','7011ecc22868a17df80c4854f56329407e2fe989184b1608dd55553683a09238',64.0,1.77913049499588394e+09,0,'2026-05-18T20:54:54.995884+02:00',NULL,NULL,NULL,'[]','[]','["docs/developerportals.md"]','[]','{}','{"duplicate_of": "https://high-mobility.com/learn/tutorials/rest"}');
 INSERT INTO "resources" VALUES('https://www.hitch-tls.org','Hitch - scalable TLS proxy. Hitch is a libev-based high performance SSL/TLS proxy by Varnish Software','','2024',4,'Hitch is a highly scalable, multi-threaded TLS proxy designed to terminate SSL/TLS connections efficiently and route unencrypted traffic back to local services like Varnish. Built on libev, it effortlessly scales to tens of thousands of simultaneous connections on modern multi-core server processors.','C','Software','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Caching", "Network & Security", "TLS Offloading"]','["[ENTERPRISE-STABLE]"]','[]','["caching.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.honeybadger.io/blog/git-tricks','honeybadger.io: Top Ten Git Tips & Tricks','','2021',0,'Shares 10 practical tips for advanced Git usage, covering visual log customization, staging subsets of files with interactive add, temporary stash configurations, and restoring deleted commits with `reflog`.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Workflows"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.honeycomb.io','honeycomb.io','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','d7d97afd0b2bb7b40408ee1ef8d237599e10017f1ad8af7c4cd918d223ec3d12',100.0,1.77903056377684688e+09,1,'2026-05-17T17:09:23.776847+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.honeycomb.io/blog/future-ops-platform-engineering','honeycomb.io: The Future of Ops Is Platform Engineering 🌟','','2023',0,'Examines the structural transition of operations roles towards platform-centric models. Emphasizes how telemetry, observability, and structured logging serve as fundamental pillars in building reliable internal platforms that empower development teams without sacrificing system reliability.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "DevOps Evolution", "Observability"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.hostinger.com/in/tutorials/what-is-docker','hostinger.in: What Is Docker and How Does It Work? – Docker Explained','','2021',0,'Introduction to the architecture of container runtimes, comparing container engine hypervisor layers with traditional virtual machines.','English','Introductory','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers & Orchestration", "Docker", "Introduction"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hostinger.in/tutorials/what-is-docker','hostinger.in: What Is Docker and How Does It Work? – Docker Explained','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','a4d94a7d164053fdadf2501aad5ae77da589f2126547f9c0692dcff589b9336e',100.0,1779032219.76722,0,'2026-05-17T17:36:59.767220+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hostinger.in/tutorials/what-is-docker','hostinger.in: What Is Docker and How Does It Work? – Docker Explained','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a4d94a7d164053fdadf2501aad5ae77da589f2126547f9c0692dcff589b9336e',100.0,1779032219.76722,0,'2026-05-17T17:36:59.767220+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{"duplicate_of": "https://www.hostinger.com/in/tutorials/what-is-docker"}');
 INSERT INTO "resources" VALUES('https://www.howdykloudy.in/blog/implementing-shift-left-for-terraform-an-introductory-guide','howdykloudy.in: Implementing Shift Left for Terraform: An Introductory Guide 🌟','','2024',0,'Introductory architectural roadmap to ''Shifting Left'' inside infrastructure workflows. Promotes integrating semantic linters, static security engines (such as Checkov or Trivy), and cost projections (Infracost) directly inside native development sandboxes.','None','Technical Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "CI/CD & Automation", "Validation & Testing"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.howtoforge.com','howtoforge.com','','2026',3,'An extensive repository of step-by-step Linux installation and configuration tutorials, heavily focusing on hosting environments, mail servers, and virtualization. It serves as an essential tactical resource for setting up reproducible server configurations across various Linux distributions.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operating Systems & Infrastructure", "Linux", "SysAdmin Tutorials"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["linux.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.howtoforge.com/create-a-deployment-in-kubernetes','howtoforge.com: How to create a Deployment in Kubernetes','','2021',0,'Step-by-step procedural tutorial explaining the structure of a standard Kubernetes Deployment manifest, dynamic replica scaling, and seamless rollout update strategies. (Live Grounding: Fundamental foundational knowledge for setting up standard declarative app workloads).','YAML','Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Infrastructure", "Kubernetes Core", "Workload Management"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["demos.md"]','{}','{}');
@@ -15767,22 +15767,22 @@ INSERT INTO "resources" VALUES('https://www.hugedomains.com/domain_profile.cfm?d
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 INSERT INTO "resources" VALUES('https://www.hyperglance.com','Hyperglance','','2025',4,'An enterprise-grade IT visualization and automated inventory mapper. Discovers, maps, and generates complete topology diagrams of cloud environments, tracking Kubernetes resources and network policies automatically.','N/A','Tool','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture & Design", "Visualization", "Automated Discovery"]','["[ENTERPRISE-STABLE]"]','[]','["cloud-arch-diagrams.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.ibm.com/cloud','IBM Cloud','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','012a3b2ab82f450af32e6de08d032c950e9ee5fa32c82721f218bc383c8beebf',100.0,1.77903109464869689e+09,0,'2026-05-17T17:18:14.648697+02:00',NULL,NULL,NULL,'[]','[]','["docs/ibm_cloud.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.ibm.com/cloud/architecture/architecture/practices/event-driven-cloud-native-apps-architecture','ibm.com: Event-driven cloud-native applications (microservices)','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','3e7ea0a1b4e24d2cd2368986d1a1ff5e098b4c2fa2725319715115825f3676cc',100.0,1779030134.21074,0,'2026-05-17T17:02:14.210740+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.ibm.com/cloud/architecture/architecture/practices/event-driven-cloud-native-apps-architecture','ibm.com: Event-driven cloud-native applications (microservices)','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','3e7ea0a1b4e24d2cd2368986d1a1ff5e098b4c2fa2725319715115825f3676cc',100.0,1779030134.21074,0,'2026-05-17T17:02:14.210740+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://www.ibm.com/think/topics/cloud-native"}');
 INSERT INTO "resources" VALUES('https://www.ibm.com/cloud/blog/8-kubernetes-tips-and-tricks','ibm.com: 8 Kubernetes Tips and Tricks 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','149f6a4634a1bba43a5c943d6056d7cf5da8f818c9227ce049ff05ed4bdf1afd',100.0,1.77903278648237109e+09,0,'2026-05-17T17:46:26.482371+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubectl-commands.md"]','[]','{}','{}');
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@@ -15791,8 +15791,8 @@ INSERT INTO "resources" VALUES('https://www.ibm.com/solutions','IBM Spectrum',''
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+INSERT INTO "resources" VALUES('https://www.ibm.com/support/knowledgecenter/SSFC4F','IBM Knowledge Center: IBM Cloud Pak for Multicloud Management','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f16bb806f2e06f47cd4db89ca013916a2550979ec77d065a6711cc9af657c2fd',100.0,1.77903181007794594e+09,0,'2026-05-17T17:30:10.077946+02:00',NULL,NULL,NULL,'[]','[]','["docs/ibm_cloud.md"]','[]','{}','{"duplicate_of": "https://developer.ibm.com/apiconnect"}');
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@@ -15801,7 +15801,7 @@ INSERT INTO "resources" VALUES('https://www.ibm.com/think/topics/cis-benchmarks'
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+INSERT INTO "resources" VALUES('https://www.ics.uci.edu/~pattis/ICS-33/lectures/complexitypython.txt','Complexity of Python Operations','','N/A',0,'A curated technical resource and architectural guide covering Complexity of Python Operations in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','f1607a01c83cc77ca189fa2e68910fd3225a5d0d2fc59b9cfa05ad1b72fd7924',100.0,1779030285.58347,0,'2026-05-17T17:04:45.583470+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{"duplicate_of": "https://ics.uci.edu/~pattis/ICS-33/lectures/complexitypython.txt"}');
 INSERT INTO "resources" VALUES('https://www.igoroseledko.com/awk-sed-snippets-for-sysadmins','igoroseledko.com: Awk & sed Snippets for SysAdmins','','2020',3,'A highly functional repository of production-ready AWK and sed snippets curated for rapid sysadmin operations. It covers log analysis, system parameter adjustments, and CSV structuring. Live Grounding validates these code snippets as efficient utility blueprints for fast troubleshooting.','AWK','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Operations", "Shell Scripting", "Text Processing"]','["[COMMUNITY-TOOL]"]','[]','["linux.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.igoroseledko.com/aws-cli-cheat-sheet','igoroseledko.com: AWS CLI Cheat Sheet','','2023',0,'A targeted reference outlining essential command syntax for managing cloud environments via the AWS CLI. It covers resource provisioning, profile changes, and remote service diagnostic commands to streamline dev workflows.','Bash','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Cloud Computing", "AWS CLI"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.igoroseledko.com/bash-and-expect-snippets','Bash and Expect Snippets','','2026',0,'A practical blog and snippet collection focused on automation patterns using Bash scripting combined with Expect. Highly useful for scripting interactions with CLI interfaces that lack native APIs or configuration options. Largely legacy in modern IaC environments, but remains a vital Swiss army knife for legacy systems integration.','Shell','Website','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Tools", "Scripts", "Bash"]','["[LEGACY]"]','[]','["other-awesome-lists.md"]','{}','{"is_special": true}');
@@ -15811,7 +15811,7 @@ INSERT INTO "resources" VALUES('https://www.ijug.eu/java-aktuell/das-magazin.htm
 INSERT INTO "resources" VALUES('https://www.imaginarycloud.com/blog/docker-vs-kubernetes','imaginarycloud.com: Docker VS Kubernetes? It should be Docker + Kubernetes','','2021',0,'An industry perspective arguing against treating Docker and Kubernetes as mutually exclusive entities. It demonstrates how standardizing container execution formats synergizes with enterprise scaling.','N/A','Technical Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Fundamentals", "Comparisons"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.imaginarycloud.com/blog/grpc-vs-rest','imaginarycloud.com: gRPC vs REST: Comparing APIs Architectural Styles','','2022',4,'An API comparison focused on performance and network efficiency. Evaluates REST''s traditional HTTP/1.1 payload designs against gRPC''s high-speed binary serialization over multiplexed HTTP/2.','Agnostic','Analysis','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["API Architectures", "Patterns", "Comparison"]','["[ENTERPRISE-STABLE]"]','[]','["api.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.imaginarycloud.com/blog/nomad-vs-kubernetes','imaginarycloud.com: Nomad VS. Kubernetes: Container Orchestration Tools Compared','','2022',0,'A granular comparison covering networking, scaling metrics, service discovery, and communities across Nomad and Kubernetes. Validates Nomad''s operational elegance in distributed ecosystems.','None','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "HashiCorp Nomad", "Comparison"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-alternatives.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.imaginarycloud.com/blog/openshift-vs-kubernetes-differences','imaginarycloud.com: OPENSHIFT VS KUBERNETES: WHAT ARE THE DIFFERENCES','','2022',0,'A strategic comparison detailing the core structural and operational differences between upstream Kubernetes and Red Hat OpenShift. This piece evaluates security postures, default configurations, integration constraints, and deployment flexibility, offering architects clear decision criteria.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Orchestration", "Platform Comparison", "OpenShift vs Kubernetes"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.imaginarycloud.com/blog/openshift-vs-kubernetes-differences','imaginarycloud.com: OPENSHIFT VS KUBERNETES: WHAT ARE THE DIFFERENCES','','2022',0,'A strategic comparison detailing the core structural and operational differences between upstream Kubernetes and Red Hat OpenShift. This piece evaluates security postures, default configurations, integration constraints, and deployment flexibility, offering architects clear decision criteria.','English','Article','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Orchestration", "Platform Comparison", "OpenShift vs Kubernetes"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{"duplicate_of": "https://www.ibm.com/think/topics/openshift-vs-kubernetes"}');
 INSERT INTO "resources" VALUES('https://www.imaginarycloud.com/blog/podman-vs-docker','imaginarycloud.com: Podman vs Docker: What are the differences?','','2022',0,'A structured comparison detailing the architectural contrasts between Docker and Podman. It highlights the security advantages of Podman''s unprivileged user execution over Docker''s root-privileged centralized socket model, and maps their differences in local systemd integration.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Infrastructure", "Container Engines", "Comparative Analysis"]','["[COMMUNITY-TOOL]"]','[]','["container-managers.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.immo-pop.com/login','kubeshark.co','','2026',0,'The enterprise portal for Kubeshark, a powerful, eBPF-powered real-time network analyzer tailored for Kubernetes. Enables seamless API traffic debugging and security scanning across all network interfaces without introducing sidecars or proxy overhead.','English','Website','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Networking", "Deep Packet Inspection"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.imperva.com/learn/performance/cdn-caching','imperva.com: CDN Caching','','2024',0,'A foundational performance guide exploring edge caching. It provides comprehensive details covering HTTP headers (Cache-Control, ETags), TTL policy mechanics, and real-time purge requests.','English','Technical Resource','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data & Caching", "CDN", "Fundamentals"]','["[COMMUNITY-TOOL]"]','[]','["caching.md"]','{}','{}');
@@ -15824,7 +15824,7 @@ INSERT INTO "resources" VALUES('https://www.influxdata.com/blog/three-ways-to-ke
 INSERT INTO "resources" VALUES('https://www.influxdata.com/blog/tldr-influxdb-tech-tips-api-invokable-scripts-influxdb-cloud','influxdata.com: InfluxDB Tech Tips: API Invokable Scripts in InfluxDB Cloud','','2022',0,'Explains how to leverage API Invokable Scripts in InfluxDB Cloud to run parameterized queries over HTTP, creating lightweight backend APIs for custom metric visualization utilities.','Flux','Technical Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Distributed Storage", "InfluxDB"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.influxdata.com/influxdb-templates/jenkins-monitoring','influxdata.com: Monitoring Jenkins CI with InfluxDB','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','df2162c36b3adf7eab59af68cb2c0dc5af40caa73a646fd0d5308ab0cff101c4',100.0,1.77903234403631591e+09,0,'2026-05-17T17:39:04.036316+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.influxdata.com/integration/kafka-telegraf-integration',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','86a9df4ff1b4d36b422e85bec2c852b64ecc7652a2ffbe2b22209b3e166fdae1',100.0,1.779033623256819e+09,1,'2026-05-17T18:00:23.256819+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.influxdata.com/products/influxdb-templates','influxdb-templates','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','df2162c36b3adf7eab59af68cb2c0dc5af40caa73a646fd0d5308ab0cff101c4',100.0,1.77902912882544207e+09,0,'2026-05-17T16:45:28.825442+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.influxdata.com/products/influxdb-templates','influxdb-templates','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','df2162c36b3adf7eab59af68cb2c0dc5af40caa73a646fd0d5308ab0cff101c4',100.0,1.77902912882544207e+09,0,'2026-05-17T16:45:28.825442+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{"duplicate_of": "https://www.influxdata.com/influxdb-templates/jenkins-monitoring"}');
 INSERT INTO "resources" VALUES('https://www.influxdata.com/time-series-platform/telegraf','telegraf-1.14.0-1 (rpm)','- [grafana-6.3.2-1.x86_64 (rpm)](https://grafana.com) This is the release specified as requirement for this grafana dashboard. Newer releases of grafana are probably compliant.
     - [prometheus-2.17.1.linux-amd64 (.tar.gz)](https://prometheus.io)
     - [apache-activemq-5.15.12 (.tar.g)](https://activemq.apache.org/components/classic)','2020',0,'A targeted RPM bundle archive compiling Telegraf 1.14 alongside dependencies like Apache ActiveMQ scripts. Retained for air-gapped systems running legacy RedHat workloads.','None','Repository','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Package Archives", "Metric Collection"]','["[LEGACY]"]','[]','["prometheus.md"]','{}','{}');
@@ -15882,7 +15882,7 @@ INSERT INTO "resources" VALUES('https://www.infoq.com/news/2020/09/aws-ec2-t4g-i
 INSERT INTO "resources" VALUES('https://www.infoq.com/news/2020/09/kubernetes-ingress-ga','infoq.com: Kubernetes Ingress Is Now Generally Available','','2020',4,'Reports on the milestone GA status of the `networking.k8s.io/v1` Ingress API in Kubernetes 1.19, reflecting years of API maturity, path matching enhancements, and service port mappings. Live Grounding confirms that while Ingress remains widely used, the highly customizable Kubernetes Gateway API has emerged as the primary alternative for complex multi-tenant traffic routing.','Markdown','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking & Security", "Kubernetes Networking", "Ingress & Traffic"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-networking.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/news/2020/10/kubernetes-chaos-mesh-ga','infoq.com: Chaos Engineering on Kubernetes : Chaos Mesh Generally Available with v1.0','','2020',0,'Announces the general availability (1.0) of Chaos Mesh. Details the architectural milestone, highlighting the integration of Kubernetes Custom Resource Definitions, the Chaos Dashboard UI, security policy enforcement, and multi-tenant access controls.','English','News Release','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Resilience", "Chaos Engineering", "Enterprise Platforms"]','["[COMMUNITY-TOOL]"]','[]','["chaos-engineering.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/news/2020/11/2020-devops-report','infoq.com: Puppet Releases Its 2020 State of DevOps Report 🌟','','2020',2,'Deconstructs the 2020 State of DevOps report. Highlights operational plateaus in mid-stage organizational structures, arguing for self-service automation and infrastructure abstraction models.','N/A','Report','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Industry Metrics", "Puppet Reports"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.infoq.com/news/2020/12/data-mesh-architecture','infoq.com: Data Mesh Principles and Logical Architecture Defined','','2020',0,'An analytical synthesis of the core tenets of logical Data Mesh architectures. It reviews decentralized data management strategies, illustrating how organizations can enforce federated policy controls while treating internal analytics streams as high-value, self-describing products.','N/A','Guide','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Data Mesh", "Syntheses"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["message-queue.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.infoq.com/news/2020/12/data-mesh-architecture','infoq.com: Data Mesh Principles and Logical Architecture Defined','','2020',0,'An analytical synthesis of the core tenets of logical Data Mesh architectures. It reviews decentralized data management strategies, illustrating how organizations can enforce federated policy controls while treating internal analytics streams as high-value, self-describing products.','N/A','Guide','Intermediate',1,'duplicate','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Data Mesh", "Syntheses"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["message-queue.md"]','{}','{"duplicate_of": "https://martinfowler.com/articles/data-mesh-principles.html"}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/news/2020/12/k0s-kubernetes-distribution','infoq.com: Mirantis Announces k0s, a New Kubernetes Distribution','','2020',0,'A retrospective announcement of Mirantis'' launch of k0s. Highlighted its zero-friction approach, multi-master architectural patterns with a decentralized control plane, and its capability to run isolated control planes separate from application workload nodes.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Kubernetes Distributions", "Edge & IoT"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-on-premise.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/news/2021/01/aws-devops-guru','infoq.com: AWS Launches Amazon DevOps Guru','','2021',0,'Technical product announcement introducing Amazon DevOps Guru, an ML-driven operations assistant that parses CloudWatch metrics and traces to proactively alert operators to system anomalies.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Provisioning", "Observability", "AWS DevOps Guru"]','["[COMMUNITY-TOOL]"]','[]','["aws-devops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/news/2021/01/aws-grafana-prometheus','infoq.com: AWS Introduces Amazon Managed Service for Grafana and Amazon Managed Service for Prometheus','','2021',0,'Architectural breakdown of AWS''s entry into cloud-native managed open-source telemetry tools. Reviews integration advantages, storage strategies, and price efficiencies compared to self-hosted instances on EC2.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "Managed Services", "Announcements"]','["[COMMUNITY-TOOL]"]','[]','["aws-monitoring.md"]','{}','{}');
@@ -15942,8 +15942,8 @@ INSERT INTO "resources" VALUES('https://www.infoq.com/presentations/microservice
 INSERT INTO "resources" VALUES('https://www.infoq.com/presentations/service-mesh-ebpf','infoq.com: Sidecars, eBPF and the Future of Service Mesh','','2022',5,'Explains the architectural shift from traditional sidecar proxies to sidecarless kernel-level service routing powered by eBPF. Analyzes how moving L4 networking logic directly into the kernel drastically reduces RAM usage and network latency.','Go','article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "eBPF", "Future Trends"]','["[DE FACTO STANDARD]"]','[]','["servicemesh.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/presentations/sre-apprentices','infoq.com: Observing and Understanding Failures: SRE Apprentices','','2021',0,'InfoQ presentation highlighting pedagogical methods for onboarding junior SREs. Focuses on developing systemic mental models for debugging multi-tier failures and safely operating complex, distributed live environments.','English','Video','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Site Reliability Engineering", "Incident Management"]','["[COMMUNITY-TOOL]"]','[]','["sre.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.information-age.com/devops-vs-agile-distinguishing-and-combining-the-two-20117','information-age.com: DevOps vs Agile: distinguishing and combining the two','','2021',0,'Delineates the operational boundaries and mutual integration points between Agile product delivery methodologies and DevOps engineering frameworks. The author contrasts Agile’s target of rapid feature specification with DevOps’ prioritization of runtime security and infrastructure reliability. Live organizational analysis confirms that blending both paradigms prevents developers from deploying applications faster than the operations platform can securely manage.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps & SRE", "Enterprise Strategy", "Methodologies"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.informationweek.com/devops/can-enterprises-benefit-from-adopting-database-devops/a/d-id/1337238','informationweek.com: Can Enterprises Benefit From Adopting Database DevOps?','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','ae700c7c52465048cc5ec36cdeb281758376a6c066abfe59d16e21bf83f57571',100.0,1.77903085370583891e+09,0,'2026-05-17T17:14:13.705839+02:00',NULL,NULL,NULL,'[]','[]','["docs/databases.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.informationweek.com/devops/whats-holding-devops-back/a/d-id/1339540','informationweek.com: What''s Holding DevOps Back?','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','1a312f3898bf7ccfa119cc271d36b6a4b77b1f352f55472a89924cb593eb1614',100.0,1.779030656063385e+09,0,'2026-05-17T17:10:56.063385+02:00',NULL,NULL,NULL,'[]','[]','["docs/devops.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.informationweek.com/devops/can-enterprises-benefit-from-adopting-database-devops/a/d-id/1337238','informationweek.com: Can Enterprises Benefit From Adopting Database DevOps?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ae700c7c52465048cc5ec36cdeb281758376a6c066abfe59d16e21bf83f57571',100.0,1.77903085370583891e+09,0,'2026-05-17T17:14:13.705839+02:00',NULL,NULL,NULL,'[]','[]','["docs/databases.md"]','[]','{}','{"duplicate_of": "https://www.informationweek.com/software-services/can-enterprises-benefit-from-adopting-database-devops-"}');
+INSERT INTO "resources" VALUES('https://www.informationweek.com/devops/whats-holding-devops-back/a/d-id/1339540','informationweek.com: What''s Holding DevOps Back?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1a312f3898bf7ccfa119cc271d36b6a4b77b1f352f55472a89924cb593eb1614',100.0,1.779030656063385e+09,0,'2026-05-17T17:10:56.063385+02:00',NULL,NULL,NULL,'[]','[]','["docs/devops.md"]','[]','{}','{"duplicate_of": "https://www.informationweek.com/software-services/what-s-holding-devops-back-"}');
 INSERT INTO "resources" VALUES('https://www.informationweek.com/software-services/devops',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.informationweek.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,100.0,1.77913049502115798e+09,0,'2026-05-18T20:54:55.021158+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/databases.md", "docs/devops.md"]','["databases.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infostor.com/backup-and_recovery/quantum-taps-aws-for-cloud-powered-disaster-recovery.html','Quantum Taps AWS for Cloud-Powered Disaster Recovery','','2013',2,'An archival news piece on how Quantum leveraged AWS to enable hybrid cloud disaster recovery and tape archive features. Live Grounding views this as a foundational hybrid-cloud implementation that helped formulate modern storage tiering and backup lifecycle workflows.','English','Blog / Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2013-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Disaster Recovery", "Cloud Integrations"]','["[COMMUNITY-TOOL]"]','[]','["aws-backup.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoworld.com/article/2254500/serverless-computing-with-aws-lambda.html','infoworld.com: Serverless computing with AWS Lambda, Part 1','','2021',0,'A foundational guide introducing AWS Lambda''s core event-driven architecture, compute-on-demand scaling models, and pricing structures. It discusses cold start implications, resource allocation limits, and the initial shift away from persistent virtual machine infrastructure towards highly transient microservices.','N/A','Article','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Serverless Architecture", "AWS Lambda", "Fundamentals"]','["[COMMUNITY-TOOL]"]','[]','["aws-serverless.md"]','{}','{}');
@@ -15974,7 +15974,7 @@ INSERT INTO "resources" VALUES('https://www.infoworld.com/article/2269961/kubern
 INSERT INTO "resources" VALUES('https://www.infoworld.com/article/2270388/continuous-integration-with-docker-and-jenkins.html','infoworld.com: Continuous integration with Docker and Jenkins','','2021',0,'A historical conceptual article introducing continuous integration patterns using Jenkins and Docker containers. *Curator Insight*: Legacy CI overview. *Live Grounding*: Primarily of historical value given modern cloud-native Kubernetes integrations.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Pipelines", "Container Delivery", "Docker Integration"]','["[LEGACY]"]','[]','["jenkins.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoworld.com/article/2270518/5-devops-use-cases-for-developing-with-feature-flags.html','infoworld.com: 5 devops use cases for developing with feature flags','','2020',0,'Highlights five key devops use cases for feature flags, including canary testing, database migrations, kill switches, and targeted product rollouts. Shows how these patterns give teams greater operational control and speed in production.','Markdown','Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Feature Management", "Operations"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoworld.com/article/2270578/the-red-method-a-new-strategy-for-monitoring-microservices.html','infoworld.com: The RED method: A new strategy for monitoring microservices','','2018',0,'Focuses on the RED monitoring methodology (Rate, Errors, Duration) created specifically for microservices architectures, comparing it to traditional USE metrics (Utilization, Saturation, Errors). Curator Insight: Crucial reference for modern microservice design. Live Grounding: Core architectural paradigm for tracing containerized HTTP and RPC interactions.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Site Reliability Engineering", "Observability", "Monitoring Methodologies", "RED Method"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.infoworld.com/article/2270714/complexity-is-killing-software-developers.html','infoworld.com: Complexity is killing software developers','','2022',3,'Addresses the rising developer cognitive load induced by the sprawl of cloud-native configurations, tooling, and infrastructure details. Argues for developer-centric abstractions and internal developer platforms (IDPs) to insulate application developers from cloud complexity and boost velocity.','English','Analysis','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps, Automation & Modern Systems Engineering", "Software Engineering Principles", "Developer Cognitive Load"]','["[COMMUNITY-TOOL]"]','[]','["devel-sites.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.infoworld.com/article/2270714/complexity-is-killing-software-developers.html','infoworld.com: Complexity is killing software developers','','2022',3,'Addresses the rising developer cognitive load induced by the sprawl of cloud-native configurations, tooling, and infrastructure details. Argues for developer-centric abstractions and internal developer platforms (IDPs) to insulate application developers from cloud complexity and boost velocity.','English','Analysis','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps, Automation & Modern Systems Engineering", "Software Engineering Principles", "Developer Cognitive Load"]','["[COMMUNITY-TOOL]"]','[]','["devel-sites.md", "introduction.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.infracloud.io/blogs/avoiding-kubernetes-cluster-outages-synthetic-monitoring','infracloud.io: Avoiding Kubernetes Cluster Outages with Synthetic Monitoring','','2021',0,'Details how to configure active synthetic monitoring inside Kubernetes clusters using tools like Kuberhealthy. Explains how continuous integration of active test suites catches hidden infrastructure failures (such as DNS timeouts and dynamic volume attachment issues) before users are affected.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Reliability", "Synthetic Probes"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.infracloud.io/blogs/avoiding-kubernetes-cluster-outages-synthetic-monitoring','infracloud.io: Avoiding Kubernetes Cluster Outages with Synthetic Monitoring','','2021',0,'Details how to configure active synthetic monitoring inside Kubernetes clusters using tools like Kuberhealthy. Explains how continuous integration of active test suites catches hidden infrastructure failures (such as DNS timeouts and dynamic volume attachment issues) before users are affected.','English','Article','Intermediate',1,'duplicate','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Reliability", "Synthetic Probes"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{"duplicate_of": "https://www.cncf.io/blog/2021/08/10/avoiding-kubernetes-cluster-outages-with-synthetic-monitoring"}');
 INSERT INTO "resources" VALUES('https://www.infracloud.io/blogs/blue-green-deployments-dns-routing','infracloud.io: How to Setup Blue Green Deployments with DNS Routing 🌟','','2022',4,'Examines advanced architectural design patterns using DNS-based routing to switch traffic for Blue-Green deployments. Discusses how to coordinate external load balancers and global DNS systems during the migration window.','English','Tutorial','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Progressive Delivery", "DNS Routing", "Blue-Green Deployment"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["argo.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infracloud.io/blogs/enforcing-image-trust-docker-containers-notary','infracloud.io: Enforcing Image Trust on Docker Containers using Notary','','2021',0,'A detailed engineering walkthrough illustrating Docker Content Trust configuration leveraging Notary servers. Explains dynamic key generation, delegation signatures, and client verification enforcement on container hosts. Highly recommended for understanding the history and theoretical roots of cryptographic container signing.','N/A','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Image Signing", "Cryptographic Trust"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infracloud.io/blogs/grafana-loki-log-monitoring-alerting','Log Monitoring and Alerting with Grafana Loki','','2020',0,'A detailed deployment guide focusing on log monitoring and alerting integration using Grafana Loki and Promtail. Loki''s design indexing only log metadata allows clusters to achieve cost-efficient, low-latency log collection compared to full-text indexing solutions.','English','Article','Medium',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Log Management", "Grafana Loki"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infracloud.io/blogs/jenkins-freestyle-pipeline-migration','infracloud.io: Migrating Jenkins Freestyle Job to Multibranch Pipeline 🌟','','2022',0,'An extensive structural migration blueprint detailing the step-by-step logic, pattern conversions, and pitfalls associated with transitioning legacy UI-defined Freestyle jobs to multibranch pipeline declarations.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Pipeline Architecture", "Modernization", "Migration"]','["[LEGACY]"]','[]','["jenkins.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.infracloud.io/blogs/kubernetes-autoscaling-custom-metrics','infracloud.io: Kubernetes Autoscaling with Custom Metrics (updated) 🌟','','2023',0,'An operational manual on establishing a custom metrics pipeline using Prometheus Adapter to scale Kubernetes workloads dynamically. Highlights strategies for implementing queue-length or rate-of-request based scaling models to surpass simple resource limits.','N/A','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes & Scaling", "Metrics & Monitoring", "Custom Metrics"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-autoscaling.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.infracloud.io/blogs/kubernetes-autoscaling-custom-metrics','infracloud.io: Kubernetes Autoscaling with Custom Metrics (updated) 🌟','','2023',0,'An operational manual on establishing a custom metrics pipeline using Prometheus Adapter to scale Kubernetes workloads dynamically. Highlights strategies for implementing queue-length or rate-of-request based scaling models to surpass simple resource limits.','N/A','Blog','Advanced',0,'duplicate','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes & Scaling", "Metrics & Monitoring", "Custom Metrics"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-autoscaling.md"]','{}','{"duplicate_of": "https://medium.com/google-cloud/kubernetes-autoscaling-with-istio-metrics-76442253a45a"}');
 INSERT INTO "resources" VALUES('https://www.infracloud.io/blogs/kubernetes-cost-reporting-using-kubecost','infracloud.io: Kubernetes Cost Reporting using Kubecost','','2022',0,'An operations-focused walk-through for integrating Kubecost into enterprise environments. Covers capturing Prometheus-formatted infrastructure telemetry and leveraging internal dashboards to visualize actual cost structures.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure Optimization", "Cost Management", "Tooling"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infracloud.io/blogs/kubernetes-pod-security-policies-opa','infracloud.io: Kubernetes Pod Security Policies with Open Policy Agent','','2021',0,'Evaluates using Open Policy Agent (OPA) and Gatekeeper to enforce pod security. Live grounding alerts: Native Kubernetes Pod Security Policies (PSPs) are fully deprecated. This article remains valuable for migration projects transitioning from legacy PSPs to modern OPA/Gatekeeper policy-as-code equivalents.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Kubernetes Security", "Policy as Code"]','["[LEGACY]"]','[]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infracloud.io/blogs/linking-traces-continuous-profiling-pyroscope','infracloud.io: Linking Traces with Continuous Profiling using Pyroscope','','2022',0,'Explores how to link distributed transaction traces with continuous CPU and memory profiling using Grafana Pyroscope. Explains how correlating spans directly to code-level flamegraphs speeds up root-cause investigation.','English','Article','High',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Continuous Profiling", "Diagnostics"]','["[COMMUNITY-TOOL]"]','[]','["istio.md"]','{}','{}');
@@ -16098,24 +16098,24 @@ INSERT INTO "resources" VALUES('https://www.infracloud.io/blogs/securing-kuberne
 INSERT INTO "resources" VALUES('https://www.infracloud.io/blogs/skaffold-usecases','infracloud.io: Build and deploy Kubernetes apps with Skaffold','','2021',0,'Deep dive into Skaffold use cases. Demonstrates custom image generation profiles utilizing Jib, Kaniko, or local buildpacks, while showcasing target profile definitions for diverse staging environments.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Developer Experience", "Inner-Loop Automation", "Skaffold Use Cases"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-based-devel.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infracloud.io/blogs/sre-best-practices','infracloud.io: Site Reliability Engineering (SRE) Best Practices','','2022',0,'Compiles architectural and cultural patterns for establishing cloud-native SRE. Key focuses include automated toil elimination, disaster recovery automation, chaos engineering practices, and objective-based release gates.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Site Reliability Engineering", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["sre.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infracloud.io/blogs/top-10-things-for-container-security','infracloud.io: The Ten Commandments of Container Security','','2021',0,'Compiles ten key principles of container hardening. Focuses on restricting privileged users, defining hard CPU/memory resource limits, enforcing read-only root filesystems, applying seccomp filters, and eliminating administrative packages from final container builds.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Container Security", "Hardening Standards"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.infracloud.io/kubernetes-pod-security-policies-opa','infracloud.io: Kubernetes Pod Security Policies with Open Policy Agent','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','c546a730104039ce99bf605980df45a27099d19f74209990ed7d372806284765',100.0,1.77903132771500396e+09,0,'2026-05-17T17:22:07.715004+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md", "docs/securityascode.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.infracloud.io/kubernetes-pod-security-policies-opa','infracloud.io: Kubernetes Pod Security Policies with Open Policy Agent','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c546a730104039ce99bf605980df45a27099d19f74209990ed7d372806284765',100.0,1.77903132771500396e+09,0,'2026-05-17T17:22:07.715004+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md", "docs/securityascode.md"]','[]','{}','{"duplicate_of": "https://www.infracloud.io/blogs/kubernetes-pod-security-policies-opa"}');
 INSERT INTO "resources" VALUES('https://www.inkoop.io/blog/how-to-get-azure-api-credentials','inkoop.io: How to get Azure API Credentials','','N/A',0,'A curated technical resource and architectural guide covering inkoop.io: How to get Azure API Credentials in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.781735879396214e+09,0,'2026-06-18T00:37:59.396214+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.innoq.com/en/blog/2020/04/scraping-docker-swarm-service-instances-with-prometheus','innoq.com: Scraping a Docker swarm service with Prometheus','','2020',0,'This article outlines architectural patterns to configure Prometheus scraping in a Docker Swarm cluster. Focuses on resolving dynamic Swarm task container IPs by implementing native DNS service discovery patterns or deploying customized scraping helper daemons.','YAML','Technical Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Observability", "Prometheus", "Docker Swarm"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.innoq.com/en/blog/scraping-docker-swarm-service-instances-with-prometheus','innoq.com: Scraping a Docker swarm service with Prometheus','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','7e446ef137e35305ff05ea0e8f773352d214ec0e593e15db833c66bba6b54e60',100.0,1.77903180265177392e+09,0,'2026-05-17T17:30:02.651774+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.inovex.de/blog/containers-docker-containerd-nabla-kata-firecracker','inovex.de: Welcome To The Container Jungle: Docker vs. containerd vs. Nabla'' vs. Kata vs. Firecracker and more! 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','e22b03c5d520dad8525d40d61e4e11816b26fd7e76a5964680baec7f840b69d7',100.0,1.77903209282929301e+09,0,'2026-05-17T17:34:52.829293+02:00',NULL,NULL,NULL,'[]','[]','["docs/container-managers.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.inovex.de/blog/spinnaker-vs-argo-cd-vs-tekton-vs-jenkins-x','inovex.de: Spinnaker vs. Argo CD vs. Tekton vs. Jenkins X: Cloud-Native'' CI/CD','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','9bba57f15e9d87ebc648f99f626326b50053a5a36ccf39ca9c6ab861fccfa1af',100.0,1.77903208214396309e+09,0,'2026-05-17T17:34:42.143963+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins-alternatives.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.innoq.com/en/blog/scraping-docker-swarm-service-instances-with-prometheus','innoq.com: Scraping a Docker swarm service with Prometheus','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7e446ef137e35305ff05ea0e8f773352d214ec0e593e15db833c66bba6b54e60',100.0,1.77903180265177392e+09,0,'2026-05-17T17:30:02.651774+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{"duplicate_of": "https://www.innoq.com/en/blog/2020/04/scraping-docker-swarm-service-instances-with-prometheus"}');
+INSERT INTO "resources" VALUES('https://www.inovex.de/blog/containers-docker-containerd-nabla-kata-firecracker','inovex.de: Welcome To The Container Jungle: Docker vs. containerd vs. Nabla'' vs. Kata vs. Firecracker and more! 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e22b03c5d520dad8525d40d61e4e11816b26fd7e76a5964680baec7f840b69d7',100.0,1.77903209282929301e+09,0,'2026-05-17T17:34:52.829293+02:00',NULL,NULL,NULL,'[]','[]','["docs/container-managers.md"]','[]','{}','{"duplicate_of": "https://www.inovex.de/de/blog/containers-docker-containerd-nabla-kata-firecracker"}');
+INSERT INTO "resources" VALUES('https://www.inovex.de/blog/spinnaker-vs-argo-cd-vs-tekton-vs-jenkins-x','inovex.de: Spinnaker vs. Argo CD vs. Tekton vs. Jenkins X: Cloud-Native'' CI/CD','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','9bba57f15e9d87ebc648f99f626326b50053a5a36ccf39ca9c6ab861fccfa1af',100.0,1.77903208214396309e+09,0,'2026-05-17T17:34:42.143963+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins-alternatives.md"]','[]','{}','{"duplicate_of": "https://www.inovex.de/de/blog/spinnaker-vs-argo-cd-vs-tekton-vs-jenkins-x"}');
 INSERT INTO "resources" VALUES('https://www.inovex.de/de/blog/containers-docker-containerd-nabla-kata-firecracker','inovex.de: Welcome To The Container Jungle: Docker vs. containerd vs. Nabla vs. Kata vs. Firecracker and more! 🌟','','2019',0,'An elite technical taxonomy comparing standard container runtimes (runc, containerd) against secure micro-VM and sandbox hypervisors (Kata, Firecracker, Nabla). It explains execution isolation boundaries, hypervisor overhead, and performance implications across edge, multi-tenant, and classic enterprise workloads.','None','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containerization", "Runtimes", "Architectural Comparison"]','["[COMMUNITY-TOOL]"]','[]','["container-managers.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.instana.com/blog/cf-the-hidden-cost-of-observability-data-volume','instana.com: The Hidden Cost of Observability: Data Volume','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','ae848332220a7f13b3bb5bf9177251897429480d122b6af35ecc0b0d63ac8708',100.0,1.77903043456087803e+09,0,'2026-05-17T17:07:14.560878+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.instana.com/blog/monitoring-jenkins-using-instana','Monitoring jenkins using instana','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','ae848332220a7f13b3bb5bf9177251897429480d122b6af35ecc0b0d63ac8708',100.0,1.77903361573987102e+09,0,'2026-05-17T18:00:15.739871+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.instana.com/blog/cf-the-hidden-cost-of-observability-data-volume','instana.com: The Hidden Cost of Observability: Data Volume','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ae848332220a7f13b3bb5bf9177251897429480d122b6af35ecc0b0d63ac8708',100.0,1.77903043456087803e+09,0,'2026-05-17T17:07:14.560878+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{"duplicate_of": "https://www.ibm.com/think"}');
+INSERT INTO "resources" VALUES('https://www.instana.com/blog/monitoring-jenkins-using-instana','Monitoring jenkins using instana','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ae848332220a7f13b3bb5bf9177251897429480d122b6af35ecc0b0d63ac8708',100.0,1.77903361573987102e+09,0,'2026-05-17T18:00:15.739871+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{"duplicate_of": "https://www.instana.com/blog/cf-the-hidden-cost-of-observability-data-volume"}');
 INSERT INTO "resources" VALUES('https://www.instapaper.com','Instapaper','','2026',0,'A pioneer bookmarking and asynchronous article reader that strips away layout clutter to provide a clean reading interface. Offers robust offline capacities, cross-platform synchronization, and straightforward highlight pipelines into knowledge databases.','Agnostic','SaaS Tool','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Modern Workforce", "Personal Productivity", "Knowledge Management"]','["[COMMUNITY-TOOL]"]','[]','["workfromhome.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.instructables.com/How-to-Use-a-Shovel',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'FILTERED',NULL,NULL,NULL,1.78040058597186303e+09,0,'2026-06-02T13:43:05.971863+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{"score": 12}');
 INSERT INTO "resources" VALUES('https://www.intel.com/content/www/us/en/homepage.html',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.intel.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1781736222.35164,0,'2026-06-18T00:43:42.351640+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.interviewbit.com/aws-interview-questions','Frequently Asked AWS Interview Questions','','2026',0,'A detailed compilation of standard AWS architecture interview scenarios. Evaluates candidate capabilities in configuring VPCs, routing tables, cloud storage levels, and application orchestration structures.','None','Interview Q&A','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Career & Interview Preparation", "Interview Prep", "AWS Platforms"]','["[COMMUNITY-TOOL]"]','[]','["interview-questions.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.interviewbit.com/terraform-interview-questions','interviewbit.com: Terraform Interview Questions','','2026',0,'Prepares developers for technical reviews focusing on Terraform mechanics. Breaks down execution plans, backend lock management, module dynamics, and troubleshooting methodologies when state corruptions arise.','None','Interview Q&A','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Career & Interview Preparation", "Interview Prep", "Terraform"]','["[COMMUNITY-TOOL]"]','[]','["interview-questions.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.jamesmichaelhickey.com/microservices-architecture','Should I Use A Microservices Architecture? What about the UI? 🌟','','2022',0,'An analytical essay exploring the integration patterns of frontends within microservice environments. It addresses the common pitfall of scaling backend services while keeping a monolithic UI, introducing alternative patterns like Micro-frontends and Backend-for-Frontends (BFF) to ensure organizational alignment and independent deployments.','None','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Microservices Architecture", "Fundamentals", "UI & Frontend"]','["[COMMUNITY-TOOL]"]','[]','["faq.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.jaumepujolcapllonch.com/la-matriz-raci-y-la-asignacion-de-responsabilidades','jaumepujolcapllonch.com: La matriz RACI y la asignación de responsabilidades','','2021',0,'An academic and practical analysis of responsibility delegation using the RACI framework. Discusses common implementation pitfalls, such as assigning multiple ''Accountable'' parties, and how to balance ownership in complex software delivery and systems administration projects.','Spanish','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Project Management", "Governance", "RACI Matrix"]','["[COMMUNITY-TOOL]"]','[]','["project-management-methodology.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.java-success.com/01b-%e2%99%a6-40-java-web-services-basics-interview-qas-q07-q12','java-success.com: 01: Q07 – Q12 Java Micro & Web services Interview Q&As','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','41642317049af1417a51d6cc6c4a78b4ace5b0ffac5f5482877c1ab37f136742',100.0,1.77903087732470488e+09,0,'2026-05-17T17:14:37.324705+02:00',NULL,NULL,NULL,'[]','[]','["docs/java_frameworks.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.java-success.com/01b-%e2%99%a6-40-java-web-services-basics-interview-qas-q07-q12','java-success.com: 01: Q07 – Q12 Java Micro & Web services Interview Q&As','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','41642317049af1417a51d6cc6c4a78b4ace5b0ffac5f5482877c1ab37f136742',100.0,1.77903087732470488e+09,0,'2026-05-17T17:14:37.324705+02:00',NULL,NULL,NULL,'[]','[]','["docs/java_frameworks.md"]','[]','{}','{"duplicate_of": "https://www.java-success.com/microservices-interview-questions"}');
 INSERT INTO "resources" VALUES('https://www.java-success.com/debugging-java-thread-safety-multi-threading-concurrency-issues','java-success.com: 5 Ways to debug thread-safety issues in Java','','2021',0,'An educational guide detailing patterns to debug complex multi-threading and concurrency issues in Java. In 2026, with the widespread adoption of Java Virtual Threads (Project Loom), debugging paradigms have shifted from traditional thread pool management to lightweight structured concurrency practices.','Java','Blog','Intermediate',1,'online','manual','c59cbd514b2a2a8285badbcd37b473c5bc5cc12cd5a19b1b2114375a13f379b7',100.0,1.779033124446316e+09,1,'2026-05-17T17:52:04.446316+02:00',NULL,NULL,NULL,'["Modern Java", "Performance", "Concurrency"]','["[COMMUNITY-TOOL]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.java-success.com/java-garbage-collection-interview-questions-and-answers','java-success.com: 9 Java Garbage Collection interview questions & answers','','2026',0,'Details JVM garbage collection optimization concepts for production engineers. Addresses memory structures, GC collection phases, pause optimization steps, and diagnostic CLI tools.','Java','Interview Q&A','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Career & Interview Preparation", "Interview Prep", "Java Memory Management"]','["[COMMUNITY-TOOL]"]','[]','["interview-questions.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.java-success.com/microservices-interview-questions','java-success.com: 01: Q07 – Q12 Java Micro & Web services Interview Q&As','','2022',0,'A comprehensive Q&A preparation guide addressing core interview topics in Java microservices. This document covers crucial real-world concepts: database-per-service patterns, eventual consistency, CQRS (Command Query Responsibility Segregation), and saga-driven transactions.','Java','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Microservices Design", "Interview Prep"]','["[COMMUNITY-TOOL]"]','[]','["java_frameworks.md"]','{}','{}');
@@ -16231,22 +16231,22 @@ INSERT INTO "resources" VALUES('https://www.jetbrains.com/help/idea/maven-suppor
 INSERT INTO "resources" VALUES('https://www.jetbrains.com/help/teamcity/storing-project-settings-in-version-control.html','jetbrains.com: Storing Project Settings in Version Control','','2026',0,'An official documentation guide explaining how to store and track TeamCity project settings in VCS. Explains continuous integration setups designed to synchronize server configuration elements natively with source repositories.','English','Documentation','Medium',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Delivery", "CI-CD Platforms", "Enterprise Suites"]','["[COMMUNITY-TOOL]"]','[]','["jenkins-alternatives.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.jetstack.io/blog/cert-manager-gateway-api-traefik-guide','jetstack.io: Getting started using cert-manager with the sig-network Gateway'' API','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','e0194872029ad15d89c885f2d17b11deec720e5cedd8cc7c53177a0cf2245564',100.0,1.77903446176742291e+09,0,'2026-05-17T18:14:21.767423+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.jetstack.io/blog/cert-manager-istio-integration','jetstack.io: Securing Istio workloads with mTLS using cert-manager','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','e0194872029ad15d89c885f2d17b11deec720e5cedd8cc7c53177a0cf2245564',100.0,1.77903140670130395e+09,0,'2026-05-17T17:23:26.701304+02:00',NULL,NULL,NULL,'[]','[]','["docs/istio.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.jfrog.com/confluence/display/JFROG/Kubernetes+Helm+Chart+Repositories','jfrog.com: Kubernetes Helm Chart Repositories 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','3c334d5320e44ff111609e97f2d1bb75da83b7cccf4cd9d6c10bc9abbac73aa4',100.0,1.77903358433603501e+09,0,'2026-05-17T17:59:44.336035+02:00',NULL,NULL,NULL,'[]','[]','["docs/registries.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.jetstack.io/blog/cert-manager-istio-integration','jetstack.io: Securing Istio workloads with mTLS using cert-manager','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e0194872029ad15d89c885f2d17b11deec720e5cedd8cc7c53177a0cf2245564',100.0,1.77903140670130395e+09,0,'2026-05-17T17:23:26.701304+02:00',NULL,NULL,NULL,'[]','[]','["docs/istio.md"]','[]','{}','{"duplicate_of": "https://www.jetstack.io/blog/cert-manager-gateway-api-traefik-guide"}');
+INSERT INTO "resources" VALUES('https://www.jfrog.com/confluence/display/JFROG/Kubernetes+Helm+Chart+Repositories','jfrog.com: Kubernetes Helm Chart Repositories 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','3c334d5320e44ff111609e97f2d1bb75da83b7cccf4cd9d6c10bc9abbac73aa4',100.0,1.77903358433603501e+09,0,'2026-05-17T17:59:44.336035+02:00',NULL,NULL,NULL,'[]','[]','["docs/registries.md"]','[]','{}','{"duplicate_of": "https://docs.jfrog.com"}');
 INSERT INTO "resources" VALUES('https://www.jhipster.tech','jhipster','','2024',0,'A prominent development platform used to generate, develop, and deploy full-stack web applications and microservice architectures. Combines Spring Boot with modern front-end frameworks (Angular/React/Vue) and features built-in support for Kubernetes deployment manifests.','Java','Project','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Application Scaffolding", "Boilerplate Tools"]','["[COMMUNITY-TOOL]"]','[]','["scaffolding.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.jimangel.io/posts/nvidia-rtx-gpu-kubernetes-setup','jimangel.io: A Practical Guide to Running NVIDIA GPUs on Kubernetes','','2023',0,'A hands-on, practical engineering guide details running native NVIDIA RTX graphics units within a custom-built Kubernetes cluster. It walks through low-level container runtime configurations, containerd settings, and the validation steps required for robust resource scheduling.','None','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "GPU Orchestration", "Kubernetes Setup"]','["[COMMUNITY-TOOL]"]','[]','["mlops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.jimangel.io/posts/self-updating-gitops','jimangel.io: Self-Updating GitOps','','2021',0,'A highly technical exploration of automated image updates within GitOps workflows (e.g., using Flux Image Update Automation or Argo CD Image Updater). Explores how automated commits propagate back to Git upon new image build events.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps", "Automation", "Advanced Use Cases"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.jitendrazaa.com/blog/java/create-soap-message-using-java','jitendrazaa.com: Create SOAP message using Java','','2021',3,'A hands-on code tutorial detailing how to programmatically construct, manipulate, and send SOAP messages using the Java SAAJ (SOAP with Attachments API for Java) library. The post walks through manual DOM creation, namespace mapping, and processing raw XML responses. This is a critical technical reference for engineers maintaining legacy Enterprise Java middleware integrations.','English','Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Integration", "API Design", "Hands-on Deployment"]','["[GUIDE]", "[LEGACY]"]','[]','["api.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.journaldev.com/33645/maven-commands-options-cheat-sheet','journaldev.com','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','79957063fe9de1e5d0aead4cc2646b803727fa5d2d108fa4f1263611b7a86431',100.0,1.77903065661560511e+09,0,'2026-05-17T17:10:56.615605+02:00',NULL,NULL,NULL,'[]','[]','["docs/cheatsheets.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.journaldev.com/33645/maven-commands-options-cheat-sheet','journaldev.com','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','79957063fe9de1e5d0aead4cc2646b803727fa5d2d108fa4f1263611b7a86431',100.0,1.77903065661560511e+09,0,'2026-05-17T17:10:56.615605+02:00',NULL,NULL,NULL,'[]','[]','["docs/cheatsheets.md"]','[]','{}','{"duplicate_of": "https://www.digitalocean.com/community/tutorials/maven-commands-options-cheat-sheet"}');
 INSERT INTO "resources" VALUES('https://www.journaldunet.com/web-tech/cloud/1492047-comment-kubernetes-perce-les-frontieres-du-cloud',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','0bf95aec70b29cf943f2cb7f1d76746d7af9d8e39953d5ea1c4f5c9773f0cf7d',100.0,1.77903332944818305e+09,0,'2026-05-17T17:55:29.448183+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.jrebel.com/blog/git-cheat-sheet','zeroturnaround.com: Git cheat sheet 🌟','','N/A',0,'A curated technical resource and architectural guide covering zeroturnaround.com: Git cheat sheet 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173588961857795e+09,0,'2026-06-18T00:38:09.618578+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.jrebel.com/blog/git-cheat-sheet','zeroturnaround.com: Git cheat sheet 🌟','','N/A',0,'A curated technical resource and architectural guide covering zeroturnaround.com: Git cheat sheet 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.78173588961857795e+09,0,'2026-06-18T00:38:09.618578+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"duplicate_of": "https://education.github.com/git-cheat-sheet-education.pdf"}');
 INSERT INTO "resources" VALUES('https://www.jrebel.com/blog/maven-cheat-sheet','jrebel.com/blog/maven-cheat-sheet','','N/A',0,'A curated technical resource and architectural guide covering jrebel.com/blog/maven-cheat-sheet in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173588961849498e+09,0,'2026-06-18T00:38:09.618495+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.jrebel.com/blog/top-10-jenkins-plugins-and-features','jrebel.com: Top 10 Jenkins Plugins and Features (2014)','','N/A',0,'A curated technical resource and architectural guide covering jrebel.com: Top 10 Jenkins Plugins and Features (2014) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173599171289896e+09,0,'2026-06-18T00:39:51.712899+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.json.org/json-en.html','json.org: Introducing JSON','','1999',0,'The authoritative reference specification for JavaScript Object Notation (JSON). Outlines the fundamental grammar, parsing tokens, and universal data structures that underpin modern web APIs and state distribution layers.','None','Specification','Low',0,'online','manual',NULL,NULL,NULL,0,'1999-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Architecture", "JSON & YAML Serialization", "Standards & Specifications"]','["[COMMUNITY-TOOL]"]','[]','["yaml.md"]','{}','{"is_special": true}');
 INSERT INTO "resources" VALUES('https://www.juanonlab.com/blog/es/dashboards-de-kibana','juanonlab.com: Dashboards de Kibana','','N/A',0,'A curated technical resource and architectural guide covering juanonlab.com: Dashboards de Kibana in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903104571394801e+09,0,'2026-05-17T17:17:25.713948+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.justingarrison.com/blog/2021-07-11-github-url-hacks','justingarrison.com: GitHub URL Hacks 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','8019755987c3c4c444862a977b02e1ad44abb712884387c4a751ef9a165b08cb',100.0,1.77903138183689188e+09,0,'2026-05-17T17:23:01.836892+02:00',NULL,NULL,NULL,'[]','[]','["docs/cheatsheets.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.justinpolidori.it/posts/20220116_sign_images_with_cosign_and_verify_with_gatekeeper','justinpolidori.it: Secure Your Docker Images With Cosign (and OPA Gatekeeper)','','N/A',0,'A curated technical resource and architectural guide covering justinpolidori.it: Secure Your Docker Images With Cosign (and OPA Gatekeeper) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903297145616793e+09,0,'2026-05-17T17:49:31.456168+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.justinpolidori.it/posts/20220611_vcluster_auth','justinpolidori.it: LDAP authentication with Dex on Kubernetes with Vcluster'' (K3S)','','N/A',0,'A curated technical resource and architectural guide covering justinpolidori.it: LDAP authentication with Dex on Kubernetes with Vcluster'' (K3S) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903164750406599e+09,0,'2026-05-17T17:27:27.504066+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/rancher.md"]','["rancher.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.justingarrison.com/blog/2021-07-11-github-url-hacks','justingarrison.com: GitHub URL Hacks 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8019755987c3c4c444862a977b02e1ad44abb712884387c4a751ef9a165b08cb',100.0,1.77903138183689188e+09,0,'2026-05-17T17:23:01.836892+02:00',NULL,NULL,NULL,'[]','[]','["docs/cheatsheets.md"]','[]','{}','{"duplicate_of": "https://justingarrison.com/blog/2021-07-11-github-url-hacks"}');
+INSERT INTO "resources" VALUES('https://www.justinpolidori.it/posts/20220116_sign_images_with_cosign_and_verify_with_gatekeeper','justinpolidori.it: Secure Your Docker Images With Cosign (and OPA Gatekeeper)','','N/A',0,'A curated technical resource and architectural guide covering justinpolidori.it: Secure Your Docker Images With Cosign (and OPA Gatekeeper) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903297145616793e+09,0,'2026-05-17T17:49:31.456168+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"duplicate_of": "https://justinpolidori.com/posts/20220116_sign_images_with_cosign_and_verify_with_gatekeeper"}');
+INSERT INTO "resources" VALUES('https://www.justinpolidori.it/posts/20220611_vcluster_auth','justinpolidori.it: LDAP authentication with Dex on Kubernetes with Vcluster'' (K3S)','','N/A',0,'A curated technical resource and architectural guide covering justinpolidori.it: LDAP authentication with Dex on Kubernetes with Vcluster'' (K3S) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903164750406599e+09,0,'2026-05-17T17:27:27.504066+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/rancher.md"]','["rancher.md"]','{}','{"duplicate_of": "https://justinpolidori.com/posts/20220611_vcluster_auth"}');
 INSERT INTO "resources" VALUES('https://www.k8gb.io','k8gb.io','','2026',0,'k8gb is a cloud-native Global Server Load Balancing (GSLB) operator designed to run within Kubernetes. It integrates CoreDNS with external DNS providers, enabling cross-region failover and geo-routing of incoming traffic directly from cluster ingresses without needing proprietary hardware controllers.','Go','Website','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "DNS", "Global Load Balancing"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-networking.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.k8sref.io','k8sref.io','','N/A',0,'A curated technical resource and architectural guide covering k8sref.io in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903452270504808e+09,0,'2026-05-17T18:15:22.705048+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md", "docs/kubernetes.md"]','["cheatsheets.md", "kubernetes.md"]','{}','{}');
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@@ -16259,52 +16259,52 @@ INSERT INTO "resources" VALUES('https://www.kai-waehner.de/blog/2022/01/04/when-
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+INSERT INTO "resources" VALUES('https://www.kedify.io/blog-posts/prometheus-and-kubernetes-horizontal-pod-autoscaler-dont-talk-keda-does','kedify.io: Prometheus and Kubernetes Horizontal Pod Autoscaler don’t talk,'' KEDA does','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','6a5e9c2c0229a4f17f12d7d4c8d442e239f588a7595b0a0c345aea6faac14be9',100.0,1.7790320951590259e+09,0,'2026-05-17T17:34:55.159026+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-autoscaling.md"]','[]','{}','{"duplicate_of": "https://www.kedify.io/resources/blog/prometheus-and-kubernetes-horizontal-pod-autoscaler-dont-talk-keda-does"}');
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-INSERT INTO "resources" VALUES('https://www.kristhecodingunicorn.com/post/k8s_nginx_oauth','kristhecodingunicorn.com: Setting Up OAuth 2.0 Authentication for Applications in AKS With NGINX and OAuth2 Proxy 🌟🌟','','2022',0,'Illustrates how to secure web applications running on AKS by configuring an NGINX Ingress controller alongside OAuth2 Proxy. Outlines setup patterns for integrating external identity providers (OIDC) to protect internal APIs and microservices.','YAML','Blog Post','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Governance", "Access & Identity", "OAuth2 Proxy"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.kristhecodingunicorn.com/post/k8s_nginx_oauth','kristhecodingunicorn.com: Setting Up OAuth 2.0 Authentication for Applications in AKS With NGINX and OAuth2 Proxy 🌟🌟','','2022',0,'Illustrates how to secure web applications running on AKS by configuring an NGINX Ingress controller alongside OAuth2 Proxy. Outlines setup patterns for integrating external identity providers (OIDC) to protect internal APIs and microservices.','YAML','Blog Post','Advanced',1,'duplicate','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Governance", "Access & Identity", "OAuth2 Proxy"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{"duplicate_of": "https://www.kristhecodingunicorn.com/post/aks-oauth2-proxy-with-nginx-ingress-controller"}');
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-INSERT INTO "resources" VALUES('https://www.kubeflow.org','kubeflow','','2026',5,'Kubeflow is the leading cloud-native open-source MLOps suite designed to construct, deploy, and run modular machine learning workflows on Kubernetes clusters. Provides a comprehensive platform for managing Jupyter notebooks, workflow pipelines, and highly optimized inference deployments.','Go','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["MLOps", "Kubernetes", "Kubeflow"]','["[DE FACTO STANDARD]"]','[]','["jenkins-alternatives.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.kubeflow.org','kubeflow','','2026',5,'Kubeflow is the leading cloud-native open-source MLOps suite designed to construct, deploy, and run modular machine learning workflows on Kubernetes clusters. Provides a comprehensive platform for managing Jupyter notebooks, workflow pipelines, and highly optimized inference deployments.','Go','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["MLOps", "Kubernetes", "Kubeflow"]','["[DE FACTO STANDARD]"]','[]','["jenkins-alternatives.md", "mlops.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.kubermatic.com/blog/keeping-the-state-of-apps-5','kubermatic.com: Keeping the State of Apps 6: Introduction to StatefulSets','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','09bb2c6e02380b71aa18ab03e108bb5516a9c932cc71db9a255d16a57849f4ec',100.0,1779034319.2704,0,'2026-05-17T18:11:59.270400+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.kubermatic.com/blog/keeping-the-state-of-apps-5-introduction-to-storage-classes','kubermatic.com: Keeping the State of Apps 5: Introduction to Storage Classes','','2021',0,'An introductory guide to Kubernetes StorageClasses. It explains how administrators use StorageClasses to define dynamic, multi-tier storage profiles (e.g., SSD vs HDD) that allow users to request storage on-demand without manual administrator intervention.','N/A','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Storage Implementation", "Persistent Volumes & Provisioners", "Storage Classes"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-storage.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.kubermatic.com/blog/keeping-the-state-of-apps-5','kubermatic.com: Keeping the State of Apps 6: Introduction to StatefulSets','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','09bb2c6e02380b71aa18ab03e108bb5516a9c932cc71db9a255d16a57849f4ec',100.0,1779034319.2704,0,'2026-05-17T18:11:59.270400+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://www.kubermatic.com/blog/keeping-the-state-of-apps-6-introduction-to-statefulsets"}');
+INSERT INTO "resources" VALUES('https://www.kubermatic.com/blog/keeping-the-state-of-apps-5-introduction-to-storage-classes','kubermatic.com: Keeping the State of Apps 5: Introduction to Storage Classes','','2021',0,'An introductory guide to Kubernetes StorageClasses. It explains how administrators use StorageClasses to define dynamic, multi-tier storage profiles (e.g., SSD vs HDD) that allow users to request storage on-demand without manual administrator intervention.','N/A','Tutorial','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Storage Implementation", "Persistent Volumes & Provisioners", "Storage Classes"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-storage.md"]','{}','{"duplicate_of": "https://www.kubermatic.com/blog/keeping-the-state-of-apps-6-introduction-to-statefulsets"}');
 INSERT INTO "resources" VALUES('https://www.kubermatic.com/blog/keeping-the-state-of-apps-6-introduction-to-statefulsets','kubermatic.com: Keeping the State of Apps 6: Introduction to StatefulSets','','2020',3,'Introduces the structural differences between Deployments and StatefulSets. Explores why databases and distributed systems demand unique host networks, persistent volumes, and ordered orchestration topologies.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Core Concepts", "Workloads", "StatefulSets"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.kubermatic.com/blog/keeping-the-state-of-apps-part-2-introduction-to-secrets','kubermatic.com: Keeping the State of Apps Part 2: Introduction to Secrets','','2021',0,'An overview of state management strategies within modern Kubernetes runtimes. Highlights basic secrets integration patterns, emphasizing security isolation layers required to protect persistent state in complex application architectures.','English','Technical Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Secrets Management", "Stateful Apps"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.kubermatic.com/blog/keeping-the-state-of-apps-part-2-introduction-to-secrets','kubermatic.com: Keeping the State of Apps Part 2: Introduction to Secrets','','2021',0,'An overview of state management strategies within modern Kubernetes runtimes. Highlights basic secrets integration patterns, emphasizing security isolation layers required to protect persistent state in complex application architectures.','English','Technical Blog','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Secrets Management", "Stateful Apps"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{"duplicate_of": "https://www.kubermatic.com/blog/keeping-the-state-of-apps-6-introduction-to-statefulsets"}');
 INSERT INTO "resources" VALUES('https://www.kubermatic.com/blog/keeping-the-state-of-apps-part-3-introduction-to-configmaps','kubermatic.com: Keeping the State of Apps Part 3: Introduction to ConfigMaps 🌟','','2022',1,'Introduces the architectural pattern of separating container application code from its underlying runtime parameters using ConfigMaps. Enhances deployment portability across diverse environmental boundaries.','Go','Blog','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Configuration", "ConfigMaps", "Application State"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.kubermatic.com/blog/the-complete-guide-to-kubernetes-metrics','kubermatic.com: The Complete Guide to Kubernetes Metrics','','2022',0,'A comprehensive technical breakdown dividing Kubernetes observability telemetry into node, container, API, and control plane layers. Evaluates core architectural tools such as cAdvisor, Metric-Server, and Prometheus while guiding readers on constructing unified dashboards.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Dynamic Component Monitoring", "Cluster Monitoring", "Metrics Reference"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.kubermatic.com/blog/using-open-policy-agent-with-kubermatic','kubermatic.com: Using Open Policy Agent With Kubermatic Kubernetes Platform','','2021',0,'Examines the implementation of OPA Gatekeeper within Kubermatic Kubernetes Platform (KKP) for programmatic multi-cluster fleet management. Illustrates how operators can centrally define, distribute, and enforce admission controller policies across dozens of hybrid and multi-cloud Kubernetes deployments.','Go','Article','Advanced',0,'online','manual','e19d5a2b2d02ac8637c6a38de6cb1a030e942fb055abbcff71882d7ca0ca4764',100.0,1.77903229678271508e+09,1,'2026-05-17T17:38:16.782715+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Multi-Cluster Management", "Policy-as-Code"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.kubermatic.com/blog/why-implementing-kubernetes-operators-is-a-good-idea','kubermatic.com: Why Implementing Kubernetes Operators Is a Good Idea! 🌟','','2021',0,'Examines the competitive operational advantages of selecting the Operator pattern over traditional scripting approaches, focusing on automated self-healing and standardized state reconciliation.','N/A','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Resources", "Education", "Architectural Decision", "Operators"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-operators-controllers.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.kubermatic.com/categories/kubernetes','kubermatic.com','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7b6376dfafd624771d3a6f028acb59536f7b642c2d6ae42f7be5832d4658c393',100.0,1.77903450183723497e+09,0,'2026-05-17T18:15:01.837235+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://www.kubermatic.com/tags/kubernetes"}');
 INSERT INTO "resources" VALUES('https://www.kubermatic.com/resources/the-ultimate-checklist-for-running-kubernetes-in-production','kubermatic.com: The Ultimate Checklist for Running Kubernetes in Production','','2021',4,'An extensive production operations checklist for Kubernetes deployments. Covers crucial production readiness requirements across observability, ingress security, RBAC policies, network segmentation, and backup recovery operations.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Production Readiness", "Operational Checklist"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.kubermatic.com/tags/kubernetes','kubermatic.com','','2025',0,'Kubermatic provides highly professional technical resources examining multi-cloud management, declarative control planes, and automated Day-2 operations. It focuses heavily on handling heterogenous infrastructure at scale using advanced operator patterns.','English','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cluster Management", "Multi-Cluster", "Lifecycle Automation"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.kubernetes.dev/docs/guide/github-workflow','kubernetes.dev: GitHub Workflow','','2020',0,'The official Kubernetes project contributor guidelines detailing its custom, large-scale upstream/downstream fork-and-pull Git workflow. Emphasizes rebase strategies, PR conventions, and the specialized automated Prow bot systems used to manage gating, label tracking, and multi-SIG code approvals.','Markdown','Guide','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control Systems", "Git Workflows"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["git.md"]','{}','{}');
@@ -16315,61 +16315,61 @@ INSERT INTO "resources" VALUES('https://www.kubernetes.dev/resources/calendar','
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 INSERT INTO "resources" VALUES('https://www.kubestack.com/framework/documentation/tutorial-build-local-lab',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','91d9e9c4eb35a5ad24db9beabde87e6db387175145be57748d6fba6ceeee8dd2',100.0,1779029310.21337,0,'2026-05-17T16:48:30.213370+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.kubetools.io/kubernetes/mastering-kubernetes-debugging-and-troubleshooting-with-kubeshark-real-time-visibility-query-language-service-map-and-integrations','kubetools.io: Kubeshark – API Traffic Analyzer for Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','b24b0d740acb97366262ea73dd2f5ddc417578a3032d833dfe2a777e6e95aa8c',100.0,1.77902951221729207e+09,0,'2026-05-17T16:51:52.217292+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-troubleshooting.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.kubetools.io/kubernetes/why-k9s-should-be-your-go-to-tool-for-kubernetes-management','kubetools.io: Why K9s Should Be Your Go-To Tool for Kubernetes Management','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','fb7fdbc71cb810ad04a33002e32adda0f4310c2c1d48e57a031b8c7bf620173e',100.0,1.77903350240358805e+09,0,'2026-05-17T17:58:22.403588+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.kubetools.io/kubernetes/kopylot-an-ai-powered-kubernetes-assistant-for-devops-developers','kubetools.io: KoPylot: An AI-Powered Kubernetes Assistant for DevOps & Developers','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','3080ed75412b97f6743b9495078cfe2e8107928c3b2bfdae3469d1fed214e8fd',100.0,1.77903456292480397e+09,0,'2026-05-17T18:16:02.924804+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://kubetools.io/kopylot-an-ai-powered-kubernetes-assistant-for-devops-developers"}');
+INSERT INTO "resources" VALUES('https://www.kubetools.io/kubernetes/mastering-kubernetes-debugging-and-troubleshooting-with-kubeshark-real-time-visibility-query-language-service-map-and-integrations','kubetools.io: Kubeshark – API Traffic Analyzer for Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b24b0d740acb97366262ea73dd2f5ddc417578a3032d833dfe2a777e6e95aa8c',100.0,1.77902951221729207e+09,0,'2026-05-17T16:51:52.217292+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-troubleshooting.md"]','[]','{}','{"duplicate_of": "https://kubetools.io/mastering-kubernetes-debugging-and-troubleshooting-with-kubeshark-real-time-visibility-query-language-service-map-and-integrations"}');
+INSERT INTO "resources" VALUES('https://www.kubetools.io/kubernetes/why-k9s-should-be-your-go-to-tool-for-kubernetes-management','kubetools.io: Why K9s Should Be Your Go-To Tool for Kubernetes Management','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','fb7fdbc71cb810ad04a33002e32adda0f4310c2c1d48e57a031b8c7bf620173e',100.0,1.77903350240358805e+09,0,'2026-05-17T17:58:22.403588+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://kubetools.io/why-k9s-should-be-your-go-to-tool-for-kubernetes-management"}');
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 INSERT INTO "resources" VALUES('https://www.lastweekinaws.com/blog/i-hope-this-email-finds-you-before-i-do','I Hope This Email Finds You Before I Do - Last Week in AWS','How Corey Quinn built ''Billie the Platypus,'' an AI email triage assistant with Claude Code running in an AWS Lambda function.','2026',4,'A practical and witty write-up documenting the design of ''Billie the Platypus,'' an automated email evaluation agent running on AWS Lambda. Built via Claude Code, the system implements a serverless workflow to parse and answer inbound marketing pitches with technical sarcasm, showcasing rapid LLM prototyping in modern cloud pipelines.','English','blog','Intermediate',0,'online','automatic','0a80e295fae5300ec1a25f9ccceb71e73549942e85683b9a26d487fdd2b898cc',NULL,1.78035258179246497e+09,0,'2026-06-02T00:23:01.792465+02:00',NULL,NULL,NULL,'["Amazon Web Services", "Serverless", "AI Integration"]','["[COMMUNITY-TOOL]", "[CASE STUDY]"]','[]','[]','{}','{"category": "aws-serverless", "reputation_status": "Vetted", "reputation_summary": "Written by Corey Quinn, a prominent and respected figure in the AWS ecosystem. Highly popular and vetted by the AWS/DevOps community.", "social_preview_url": "https://www.lastweekinaws.com/wp-content/uploads/2026/01/header-1768364958717.jpg", "source_provenance": "X.com (QuinnyPig)", "suggested_new_category": ""}');
 INSERT INTO "resources" VALUES('https://www.lastweekinaws.com/blog/reader-mailbag-is-ecs-deprecated','lastweekinaws.com: Is ECS deprecated? Has Kubernetes won?','','2021',0,'A witty, incisive comparison between AWS Elastic Container Service (ECS) and Kubernetes. It contrasts the operational simplicity of AWS-native orchestration with the global flexibility and extensibility offered by the Kubernetes ecosystem.','English','Opinion / Analysis','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Industry Analysis", "Orchestration Comparison", "AWS Ecosystem"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
@@ -16394,7 +16394,7 @@ INSERT INTO "resources" VALUES('https://www.learncloudnative.com/blog/2020-09-30
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 INSERT INTO "resources" VALUES('https://www.learnfree.org/en','GCF LearnFree.org','','2025',1,'A resource dedicated purely to entry-level computer literacy, basic operating system navigation, and office tools. Does not possess technical resources or workflows targeting SRE or cloud engineering domains.','English','Training Platform','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Professional Development", "Digital Literacy", "Basic IT"]','["[COMMUNITY-TOOL]"]','[]','["elearning.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.learnitguide.net','learnitguide.net 🌟','','2026',4,'A curated educational platform providing in-depth guides on enterprise Linux administration, DevOps tools, automation, and cloud platforms. Its systematic tutorials are designed to prepare system administrators for managing highly available enterprise environments.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operating Systems & Infrastructure", "Linux", "SysAdmin Tutorials"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["elearning.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.learnitguide.net','learnitguide.net 🌟','','2026',4,'A curated educational platform providing in-depth guides on enterprise Linux administration, DevOps tools, automation, and cloud platforms. Its systematic tutorials are designed to prepare system administrators for managing highly available enterprise environments.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operating Systems & Infrastructure", "Linux", "SysAdmin Tutorials"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["elearning.md", "linux.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.learnitguide.net/2023/04/how-to-create-configmap-from-properties.html','==learnitguide.net: How to Create ConfigMap from Properties File Using K8s'' Client==','','2023',4,'Demonstrates methods to compile Kubernetes ConfigMaps from structured properties files. Bridges common application configurations with native cloud manifest patterns.','English','Technical Article','Intermediate',0,'online','manual','6d085777d8535c1da4f104fa3ed9480e480935274cf1f9813b0fed37e9c335f1',100.0,1.77903022882450199e+09,1,'2026-05-17T17:03:48.824502+02:00',NULL,NULL,NULL,'["Kubernetes Platform", "K8s API & Development", "Config Management"]','["[ENTERPRISE-STABLE]"]','["docs/kubectl-commands.md"]','["kubectl-commands.md"]','{}','{}');
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@@ -16402,7 +16402,7 @@ INSERT INTO "resources" VALUES('https://www.learnitguide.net/2023/05/kubevious-p
 INSERT INTO "resources" VALUES('https://www.learnpython.org','LearnPython.org interactive Python tutorial','','2010',0,'Browser-based, interactive Python learning playground allowing engineers to quickly grasp procedural syntax, object models, and key library capabilities through directly executed code challenges.','Python','Platform','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2010-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Backend Development", "Python Ecosystem", "Tutorials"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.learnsteps.com/advanced-kubernetes-what-exactly-are-kubernetes-operators','learnsteps.com: Advance Kubernetes: What exactly are Kubernetes Operators?','','2021',0,'An introductory post explaining the mechanics of custom Kubernetes controllers. It maps physical operator duties to software loops to illustrate the benefits of declarative configurations.','N/A','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Resources", "Education", "Introductory", "Operators"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-operators-controllers.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.learnsteps.com/basics-on-kubernetes-what-exactly-is-a-deployment','learnsteps.com: Basics on Kubernetes: What exactly is a deployment?','','2020',2,'Deconstructs the conceptual boundaries between Pods, ReplicaSets, and Deployments. Explains the continuous declarative loop run by the deployment controller to maintain the desired pod replicas count.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Core Concepts", "Workloads", "Deployments"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.learnsteps.com/basics-on-kubernetes-what-exactly-is-a-replicaset','learnsteps.com: Basics on Kubernetes: What exactly is a ReplicaSet','','2021',2,'A foundational breakdown of the ReplicaSet controller in Kubernetes. Explains how a ReplicaSet ensures the specified number of pod replicas are running at any given time, discussing reconciliation loops and pod label selector strategies.','English','Article','Beginner',0,'duplicate','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Core Architecture", "Controller Manager", "ReplicaSet"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{"duplicate_of": "https://www.learnsteps.com/basics-on-kubernetes-what-exactly-is-a-deployment"}');
 INSERT INTO "resources" VALUES('https://www.learnsteps.com/devops-interview-question-how-will-you-set-up-a-ci-cd-pipeline','learnsteps.com: DevOps Interview Question: How will you set up a CI/CD pipeline? 🌟','','2020',2,'A technical architectural blueprint of modern pipeline assembly: testing validations, container building, canary promotions, and rollbacks. Essential resource for production architecture preparation.','N/A','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Continuous Delivery", "CI/CD Pipeline Design"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.learnsteps.com/devops-interview-questions-how-will-you-design-your-cloud-vpc-and-subnets','learnsteps.com: DevOps Interview Questions: How will you design your cloud VPC and subnets?','','2026',0,'An architectural scenario walkthrough evaluating VPC partition layout designs. Focuses on address planning, NAT placements, security group hierarchies, and transit routing rules within high-availability clouds.','None','Interview Q&A','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Career & Interview Preparation", "Interview Prep", "Cloud Networking"]','["[COMMUNITY-TOOL]"]','[]','["devops.md", "interview-questions.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.learnsteps.com/devops-interview-questions-how-will-you-scale-your-current-ci-cd-pipeline','learnsteps.com: DevOps Interview Questions: How will you scale your current CI-CD pipeline','','2026',0,'Reviews scaling methodologies for massive enterprise continuous delivery systems. Addresses parallel task routing, build agent autoscaling, caching mechanisms, and automatic rollbacks upon deployment errors.','None','Interview Q&A','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Career & Interview Preparation", "Interview Prep", "DevOps & CI/CD"]','["[COMMUNITY-TOOL]"]','[]','["interview-questions.md"]','{}','{}');
@@ -16421,14 +16421,14 @@ INSERT INTO "resources" VALUES('https://www.learnsteps.com/what-is-a-service-mes
 INSERT INTO "resources" VALUES('https://www.learnsteps.com/what-is-kubelet-and-what-it-does-basics-on-kubernetes','learnsteps.com: What is kubelet and what it does: Basics on Kubernetes','','2021',3,'A detailed overview of the system agent running on each cluster node. Demystifies how kubelet monitors container manifests and communicates health and state indicators directly back to the API server.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Node Level", "Kubelet"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.liatrio.ai/resources/blog','liatrio.com: building with docker using jenkins pipelines','','2020',0,'Curator Insight highlights the methodologies for assembling and building container images from within a Jenkins declarative pipeline execution block. Live Grounding indicates that using modern agent strategies (such as Kaniko or podman) has superseded dind (Docker in Docker) configurations to secure enterprise clusters. This post offers foundational Docker container pipeline strategies.','N/A','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "CI/CD Platforms", "Jenkins", "Docker Containerization"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.liatrio.com/blog/building-with-docker-using-jenkins-pipelines','liatrio.com: building with docker using jenkins pipelines','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1c96252f77cf3bcf758a51e501d057f6d3d507b98c614ab4c96bdaeac93864f1',100.0,1.7790306150532279e+09,0,'2026-05-17T17:10:15.053228+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://www.liatrio.ai/resources/blog"}');
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@@ -16438,7 +16438,7 @@ INSERT INTO "resources" VALUES('https://www.linkedin.com/pulse/api-testing-postm
 INSERT INTO "resources" VALUES('https://www.linkedin.com/pulse/api-testing-postman-michael-montgomery','Linkedin: API Testing with Postman','- [medium: API Testing with Postman](https://medium.com/@michaelkm03/rest-api-test-automation-with-postman-jenkins-1-of-3-860edf3c2a45)','2026',0,'An industry-proven guide addressing automated API test orchestration with Postman and Jenkins. Focuses on setting up automated collection runs as critical build gates within modern DevOps pipelines.','English','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Testing", "API Testing", "CI-CD"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["postman.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.linkedin.com/pulse/avoid-kubernetes-anti-patterns-pavan-belagatti','linkedin.com/pulse: Avoid These Kubernetes Anti-Patterns | Pavan Belagatti','','2026',0,'A high-level operational guide flagging common anti-patterns that plague greenfield orchestrations. Analyzes deployment failures caused by massive container payloads, missing health probes, and bad scaling rules, proposing easy remedial paths.','None','Blog Post','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Deployment Anti-Patterns", "Operational Safety"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.linkedin.com/pulse/azure-networking-filiz-akkaya-wqcuc','linkedin.com: Azure Networking | Filiz Akkaya','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','0823bb558a838bdb557aa73c31faf468c6ede39510708337b1b68e7799b26f7a',100.0,1779030413.30576,0,'2026-05-17T17:06:53.305760+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{"duplicate_of": "https://www.linkedin.com/pulse/automatizaci%C3%B3n-de-procesos-con-prometheus-grafana-y-v%C3%ADctor-vela-l%C3%B3pez-1e"}');
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 It documents critical platform changes including:
@@ -16448,7 +16448,7 @@ It documents critical platform changes including:
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+INSERT INTO "resources" VALUES('https://www.linkedin.com/pulse/command-query-responsibility-segregation-cqrs-hybrid-cloud-mark-ubhfc','linkedin.com/pulse: Command and Query Responsibility Segregation (CQRS):'' Optimizing Hybrid Cloud Strategies','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','0823bb558a838bdb557aa73c31faf468c6ede39510708337b1b68e7799b26f7a',100.0,1.779031046195652e+09,0,'2026-05-17T17:17:26.195652+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{"duplicate_of": "https://www.linkedin.com/pulse/automatizaci%C3%B3n-de-procesos-con-prometheus-grafana-y-v%C3%ADctor-vela-l%C3%B3pez-1e"}');
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@@ -16472,25 +16472,25 @@ INSERT INTO "resources" VALUES('https://www.linkedin.com/pulse/how-move-from-wai
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 INSERT INTO "resources" VALUES('https://www.linkedin.com/pulse/sharing-my-top-10-resources-use-while-preparing-aws-exams-semaan','linkedin: Sharing My Top 10 resources to use while preparing for AWS Certification Exams','','2022',0,'A curated checklist on LinkedIn highlighting ten top-tier learning resources for passing AWS certifications. Evaluates official documentation, third-party sandboxes, video bootcamps, and practice test platforms to optimize self-directed study schedules.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Certification Training"]','["[COMMUNITY-TOOL]"]','[]','["aws-training.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.linkedin.com/pulse/so-you-think-youre-associate-level-solutions-adrian-cantrill','linkedin.com/pulse: So, you think you''re an associate level Solutions Architect?','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','af8b6b316c92dfc4ba534b6da49b9b6290a0728a78acdcc77ecdc0d2ec95c65b',100.0,1.77903308929216694e+09,1,'2026-05-17T17:51:29.292167+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-training.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.linkedin.com/pulse/sre-key-insights-done-right-way-shankar-muniyappa','linkedin.com: SRE: Key Insights-"Done the right way”','','2022',0,'Outlines foundational SRE principles emphasizing the alignment of software engineering practices with operations. Discusses error budgets, blameless postmortems, and building self-healing systems as pillars to avoid organizational friction.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Site Reliability Engineering", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["sre.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.linkedin.com/pulse/test-automation-how-build-cicd-pipeline-using-pytest-nir-tal','linkedin: Test Automation - How To Build a CI/CD Pipeline Using Pytest and GitHub Actions','','2022',0,'Demonstrates how to build automated validation checkpoints within GitHub Actions. Outlines the orchestration of Python-based Pytest test suites triggered on repository push, focusing on reliable quality gates and test reporting pipelines.','Python','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Pipelines", "Automated Testing", "Pytest & GitHub Actions"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.linkedin.com/pulse/testops-speed-devops-chaitanya-jawale','TestOps at the Speed of DevOps. Is DevOps killing Testing and QA or making it more important than ever?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','0823bb558a838bdb557aa73c31faf468c6ede39510708337b1b68e7799b26f7a',100.0,1.77903086517467188e+09,0,'2026-05-17T17:14:25.174672+02:00',NULL,NULL,NULL,'[]','[]','["docs/testops.md"]','[]','{}','{"duplicate_of": "https://www.linkedin.com/pulse/automatizaci%C3%B3n-de-procesos-con-prometheus-grafana-y-v%C3%ADctor-vela-l%C3%B3pez-1e"}');
 INSERT INTO "resources" VALUES('https://www.linkedin.com/pulse/top-10-skills-devops-engineer-should-possess-saurabh-badhwar','linkedin.com/pulse: Top 10 skills a DevOps engineer should possess','','2021',0,'Outlines ten core capabilities for platform engineers, covering container runtimes, advanced Linux systems networking, infrastructure orchestration (IaC), continuous integration architectures, and public cloud security configurations.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps Methodology", "Career Roadmap", "Skill Acquisition"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.linkedin.com/pulse/what-kubernetes-persistent-volumes-gyan-prakash-1f','linkedin.com/pulse: What are Kubernetes Persistent Volumes?','','2023',0,'A high-level overview explaining the conceptual purpose of Persistent Volumes. It targets business-minded platform engineers seeking to understand how storage decouples physical disk infrastructure from container runtime cycles.','N/A','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Storage Implementation", "Persistent Volumes & Provisioners", "PV/PVC Fundamentals"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-storage.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.linkedin.com/pulse/whos-who-azure-configuration-management-landscape-mark-tinderholt-nm7ve','linkedin.com/pulse: The Who''s Who of the Azure Configuration Management'' Landscape | Mark Tinderholt','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','0823bb558a838bdb557aa73c31faf468c6ede39510708337b1b68e7799b26f7a',100.0,1.77903036491013193e+09,0,'2026-05-17T17:06:04.910132+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.linkedin.com/pulse/whos-who-azure-configuration-management-landscape-mark-tinderholt-nm7ve','linkedin.com/pulse: The Who''s Who of the Azure Configuration Management'' Landscape | Mark Tinderholt','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','0823bb558a838bdb557aa73c31faf468c6ede39510708337b1b68e7799b26f7a',100.0,1.77903036491013193e+09,0,'2026-05-17T17:06:04.910132+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{"duplicate_of": "https://www.linkedin.com/pulse/automatizaci%C3%B3n-de-procesos-con-prometheus-grafana-y-v%C3%ADctor-vela-l%C3%B3pez-1e"}');
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@@ -16509,7 +16509,7 @@ INSERT INTO "resources" VALUES('https://www.linuxadvise.com/post/kubernetes-conf
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@@ -16533,19 +16533,19 @@ INSERT INTO "resources" VALUES('https://www.linuxteck.com/curl-command-in-linux-
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 INSERT INTO "resources" VALUES('https://www.liquibase.org','liquibase.org','','2006',0,'Liquibase is an open-source, platform-independent database schema migration tool designed to track, version, and deploy schema modifications. Employing XML, YAML, JSON, or SQL formats, it integrates into enterprise CI/CD pipelines to ensure database schemas evolve safely and repeatably alongside application code.','Java','Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2006-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Database Architecture", "Database Migration", "Schema Evolution"]','["[COMMUNITY-TOOL]"]','[]','["liquibase.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.liquibase.org/liquibase-vs-flyway','liquibase.org: Liquibase vs. Flyway','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c72d01bd37049a43c57ec5e460680392d3eff76eaee94c1769d973e590645da1',100.0,1.77903140675886201e+09,0,'2026-05-17T17:23:26.758862+02:00',NULL,NULL,NULL,'[]','[]','["docs/liquibase.md"]','[]','{}','{"duplicate_of": "https://www.liquibase.com/liquibase-vs-flyway"}');
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 INSERT INTO "resources" VALUES('https://www.localstack.cloud','localstack.cloud','','2026',0,'Curator Insight highlights the enterprise cloud platform offering advanced local emulation of AWS services. Live Grounding reinforces that LocalStack has become the industry standard for offline AWS cloud development, supporting complex services like IAM, EKS, and RDS, which radically reduces cloud spend and speeds up inner-loop iteration cycles.','Python','Platform','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Testing & Chaos", "Local Emulation", "AWS Emulation"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.logicworks.net/blog/2016/01/aws-lambda-echo-cloud-automation','AWS Lambda, Echo, and the Future of Cloud Automation','','2016',0,'A historical analysis of voice automation and early event-driven serverless architectures using AWS Lambda alongside smart devices. Serves as a reference for evolutionary IoT and API integration models.','None','Analysis','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platforms", "Serverless Architecture", "AWS Lambda"]','["[COMMUNITY-TOOL]"]','[]','["aws-serverless.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.lucidchart.com/blog/agile-vs-waterfall-vs-kanban-vs-scrum','lucidchart.com: Agile vs. Waterfall vs. Kanban vs. Scrum: What’s the Difference?','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','078237a51c6db96434b6d4bdc8c5d057cc7dd6a9bf48a686066fab910eb22207',100.0,1.77903401557227396e+09,0,'2026-05-17T18:06:55.572274+02:00',NULL,NULL,NULL,'[]','[]','["docs/project-management-methodology.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.lucidchart.com/pages','Lucidchart','- [==Lucidscale: Import your architecture==](https://lucid.co/lucidscale) Lucidscale is the cloud visualization solution that helps organizations see and understand their cloud environment.','2025',0,'An industry-standard collaborative workspace used by enterprise organizations to build visual structures. Integrates with Lucidscale to auto-generate cloud diagrams directly from configuration payloads.','None','SaaS Platform','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture & Visualization", "Interactive Diagramming", "Enterprise"]','["[COMMUNITY-TOOL]"]','[]','["cloud-arch-diagrams.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.lynda.com','Lynda.com Linkedin Learning','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','25d0e8cb0e8f799fbc7a3aa026e73659eaa76bb5cfb28e7a7a1b99251ed2c911',100.0,1.77903167181154298e+09,0,'2026-05-17T17:27:51.811543+02:00',NULL,NULL,NULL,'[]','[]','["docs/elearning.md"]','[]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.lucidchart.com','==Lucidchart==','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8e182121ace1acd6dd166852149c50921d695e35e1c3c588d5842ff1696b5863',100.0,1.77903409747320795e+09,0,'2026-05-17T18:08:17.473208+02:00',NULL,NULL,NULL,'[]','[]','["docs/cloud-arch-diagrams.md"]','[]','{}','{"duplicate_of": "https://lucid.co/marketplace/91074b9b/aws"}');
+INSERT INTO "resources" VALUES('https://www.lucidchart.com/blog/agile-vs-waterfall-vs-kanban-vs-scrum','lucidchart.com: Agile vs. Waterfall vs. Kanban vs. Scrum: What’s the Difference?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','078237a51c6db96434b6d4bdc8c5d057cc7dd6a9bf48a686066fab910eb22207',100.0,1.77903401557227396e+09,0,'2026-05-17T18:06:55.572274+02:00',NULL,NULL,NULL,'[]','[]','["docs/project-management-methodology.md"]','[]','{}','{"duplicate_of": "https://lucid.co/blog/agile-vs-waterfall-vs-kanban-vs-scrum"}');
+INSERT INTO "resources" VALUES('https://www.lucidchart.com/pages','Lucidchart','- [==Lucidscale: Import your architecture==](https://lucid.co/lucidscale) Lucidscale is the cloud visualization solution that helps organizations see and understand their cloud environment.','2025',0,'An industry-standard collaborative workspace used by enterprise organizations to build visual structures. Integrates with Lucidscale to auto-generate cloud diagrams directly from configuration payloads.','None','SaaS Platform','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture & Visualization", "Interactive Diagramming", "Enterprise"]','["[COMMUNITY-TOOL]"]','[]','["cloud-arch-diagrams.md"]','{}','{"duplicate_of": "https://lucid.co/marketplace/91074b9b/aws"}');
+INSERT INTO "resources" VALUES('https://www.lucidchart.com/pages/integrations/aws-architecture-import','Lucidchart','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5366dccdb0f3c23e2601c8a0d856c130593b93c41cf00d03005a063e713969e1',100.0,1.7790309897973721e+09,0,'2026-05-17T17:16:29.797372+02:00',NULL,NULL,NULL,'[]','[]','["docs/cloud-arch-diagrams.md"]','[]','{}','{"duplicate_of": "https://lucid.co/marketplace/91074b9b/aws"}');
+INSERT INTO "resources" VALUES('https://www.lynda.com','Lynda.com Linkedin Learning','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','25d0e8cb0e8f799fbc7a3aa026e73659eaa76bb5cfb28e7a7a1b99251ed2c911',100.0,1.77903167181154298e+09,0,'2026-05-17T17:27:51.811543+02:00',NULL,NULL,NULL,'[]','[]','["docs/elearning.md"]','[]','{}','{"duplicate_of": "https://www.linkedin.com/learning/?trk=lynda_redirect_learning"}');
+INSERT INTO "resources" VALUES('https://www.m3db.io','**M3**:','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','9972362e6778051fa04d79dbbbc7f796fbb23eafcb04e9cc76e61260ced7f7e5',100.0,1.77903141464698791e+09,0,'2026-05-17T17:23:34.646988+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{"duplicate_of": "https://m3db.io"}');
 INSERT INTO "resources" VALUES('https://www.macchaffee.com/blog/2022/k8s-secrets','macchaffee.com: Plain Kubernetes Secrets are fine 🌟','','2022',0,'An alternative architectural perspective defending native Kubernetes Secrets. Argues that when matched with strong RBAC controls, namespace boundaries, and cluster-level etcd KMS encryption, native solutions provide sufficient enterprise protection.','English','Technical Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Secrets Management", "Conceptual"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.macchaffee.com/blog/2022/psp-deprecation','macchaffee.com: The Fumbled Deprecation of PodSecurityPolicies','','2022',0,'This architectural critique analyzes the friction caused by the rapid deprecation of PodSecurityPolicies (PSP). The author highlights gaps in transition paths and the operational challenges encountered by platform engineering teams moving legacy workloads to alternative admission controllers like Gatekeeper or Kyverno. It serves as an informative case study on upstream platform stewardship and API migration management.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Security", "Policies", "Deprecation Critique"]','["[LEGACY]"]','[]','["kubernetes-releases.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.magalix.com',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903393699911594e+09,0,'2026-05-17T18:05:36.999116+02:00',NULL,NULL,NULL,'[]','[]','["docs/securityascode.md"]','[]','{}','{}');
@@ -16584,7 +16584,7 @@ INSERT INTO "resources" VALUES('https://www.makeuseof.com/python-for-beginners',
 INSERT INTO "resources" VALUES('https://www.makeuseof.com/useful-python-one-liners-you-must-know','makeuseof.com: 11 Useful Python One-Liners You Must Know','','2022',0,'Curator Insight: Spotlights expressive and powerful single-statement patterns in Python to achieve cleaner execution.
 Live Grounding: Provides syntactical blueprints for functional comprehensions, multi-variable checks, and lambdas, reducing structural boilerplate code while balancing readability.','Python','Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Python Fundamentals", "Syntax Optimization"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["python.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.malt.com','malt 🌟','','N/A',0,'A curated technical resource and architectural guide covering malt 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903245525914907e+09,0,'2026-05-17T17:40:55.259149+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/freelancing.md"]','["freelancing.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.mandiant.com/resources/azure-run-command-dummies','mandiant.com: Azure Run Command for Dummies','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','af360a0d4a3840887a67981ed0b92263ae009611b8031884bcb768b543dab054',100.0,1.77903044673295688e+09,0,'2026-05-17T17:07:26.732957+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.mandiant.com/resources/azure-run-command-dummies','mandiant.com: Azure Run Command for Dummies','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','af360a0d4a3840887a67981ed0b92263ae009611b8031884bcb768b543dab054',100.0,1.77903044673295688e+09,0,'2026-05-17T17:07:26.732957+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{"duplicate_of": "https://cloud.google.com/blog/topics/threat-intelligence/azure-run-command-dummies"}');
 INSERT INTO "resources" VALUES('https://www.manifests.io/kubernetes/1.28','manifests.io/kubernetes/1.28','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903103170105791e+09,0,'2026-05-17T17:17:11.701058+02:00',NULL,NULL,NULL,'[]','[]','["docs/cheatsheets.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.manning.com/books/openshift-in-action','Manning: **Openshift in action**','','2018',3,'Step-by-step Manning publication covering the legacy OpenShift 3 infrastructure model, focusing on Ansible deployments and local Docker engines. Since OpenShift 4 shifted entirely to an Operator-driven CoreOS model, the book is considered deprecated for modern cluster administration, but excellent for conceptual history.','English','Book','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Resources & Ebooks", "Core OpenShift"]','["[LEGACY]"]','[]','["openshift.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.manning.com/books/pipeline-as-code','Pipeline as Code','','2021',0,'A comprehensive reference detailing structured practices for declaring application build, verification, and deployment manifests in version-controlled configuration files. Offers design patterns for multi-cloud deployments, pipeline security, and central templates suitable for large-scale enterprise rollouts.','English','book','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & DevOps", "CI-CD Concepts", "Pipeline as Code"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
@@ -16593,7 +16593,7 @@ INSERT INTO "resources" VALUES('https://www.marcobehler.com/guides/a-guide-to-ja
 INSERT INTO "resources" VALUES('https://www.marinamele.com/taskbuster-django-tutorial','TaskBuster Django Tutorial, made with Django 1.8 and Python 3','','2015',0,'A historic development walkthrough using Django 1.8 and early Python 3 patterns. Useful for understanding project layout history, legacy Django testing setups, and migration paths of older enterprise monolithic applications.','Python','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2015-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Web Frameworks", "Legacy Implementations"]','["[GUIDE]", "[LEGACY]"]','[]','["python.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.mariocortes.net/la-crisis-de-seniority','mariocortes.net: La crisis de seniority','','2023',5,'An analytical essay investigating the modern ''seniority crisis'' within software engineering, characterized by developers securing Senior titles prematurely during hyper-growth hiring cycles. Outlines the technical, architectural, and systemic gaps that result when teams lack developers with deep lifecycle experience, proposing structured engineering mentoring and rigorous promotion criteria.','es','Analysis','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Engineering Leadership", "Career Development", "Developer Productivity"]','["[DE FACTO STANDARD]"]','[]','["project-management-methodology.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.markdownguide.org','markdownguide.org','- [Markdown Cheat Sheet 1](https://markdownguide.offshoot.io/cheat-sheet)','2026',0,'The definitive platform-neutral guide to standard and extended Markdown syntax. Curator Insight praises its simplicity. Live Grounding proves its continued necessity as the absolute standard for project readme documentation.','Markdown','Cheat Sheet','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Documentation Tools", "Markdown"]','["[COMMUNITY-TOOL]"]','[]','["mkdocs.md", "cheatsheets.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.markdownguide.org/cheat-sheet','Markdown Cheat Sheet 1','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','7805cf7ff9cb237aec1954483697e81ec5ce2540ca7151a68916f944cfae4629',100.0,1.77903032698970103e+09,0,'2026-05-17T17:05:26.989701+02:00',NULL,NULL,NULL,'[]','[]','["docs/cheatsheets.md", "docs/mkdocs.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.markdownguide.org/cheat-sheet','Markdown Cheat Sheet 1','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7805cf7ff9cb237aec1954483697e81ec5ce2540ca7151a68916f944cfae4629',100.0,1.77903032698970103e+09,0,'2026-05-17T17:05:26.989701+02:00',NULL,NULL,NULL,'[]','[]','["docs/cheatsheets.md", "docs/mkdocs.md"]','[]','{}','{"duplicate_of": "https://docs.github.com/en"}');
 INSERT INTO "resources" VALUES('https://www.mastertheboss.com/jboss-frameworks/spring/deploy-your-springboot-applications-on-openshift',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.mastertheboss.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903167122020888e+09,0,'2026-05-17T17:27:51.220209+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.mastertheboss.com/soa-cloud/openshift/clustering-wildfly-on-openshift-using-wildfly-operator',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.mastertheboss.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903101224018788e+09,0,'2026-05-17T17:16:52.240188+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.mastertheboss.com/soa-cloud/openshift/java-ee-example-application-on-openshift',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.mastertheboss.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903126622011709e+09,0,'2026-05-17T17:21:06.220117+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}');
@@ -16602,14 +16602,14 @@ INSERT INTO "resources" VALUES('https://www.mastertheboss.com/soa-cloud/openshif
 INSERT INTO "resources" VALUES('https://www.mastertheboss.com/soa-cloud/openshift/thorntail-on-openshift',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.mastertheboss.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903112559390807e+09,0,'2026-05-17T17:18:45.593908+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.mastertheboss.com/soa-cloud/openshift/using-wildfly-on-openshift',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.mastertheboss.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032080.28727,0,'2026-05-17T17:34:40.287270+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.mcpbundles.com','MCPBundles','','2025',0,'MCPBundles is a discovery and packaging platform designed to bundle various Model Context Protocol servers for rapid deployment. It simplifies agentic application building by providing curated, pre-configured groupings of tools (e.g., database drivers, git utilities, API endpoints) that can be integrated into AI hosts in a single setup operation.','TypeScript','Software','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["AI Engineering", "Model Context Protocol", "Developer Experience"]','["[COMMUNITY-TOOL]"]','[]','["ai-agents-mcp.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.medianova.com/en-blog/service-mesh-vs-api-gateway','medianova.com: Service Mesh vs. API Gateway','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','3eaf091f8a331930346c18d3083b685919295868e444c4725ff76c3cdfae4530',100.0,1.77903404635923099e+09,0,'2026-05-17T18:07:26.359231+02:00',NULL,NULL,NULL,'[]','[]','["docs/servicemesh.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.medianova.com/en-blog/service-mesh-vs-api-gateway','medianova.com: Service Mesh vs. API Gateway','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','3eaf091f8a331930346c18d3083b685919295868e444c4725ff76c3cdfae4530',100.0,1.77903404635923099e+09,0,'2026-05-17T18:07:26.359231+02:00',NULL,NULL,NULL,'[]','[]','["docs/servicemesh.md"]','[]','{}','{"duplicate_of": "https://www.medianova.com/service-mesh-vs-api-gateway"}');
 INSERT INTO "resources" VALUES('https://www.medianova.com/service-mesh-vs-api-gateway','medianova.com: Service Mesh vs. API Gateway','','2021',3,'Contrasts the architectural functions of edge API Gateways with Service Meshes. Provides a comparative breakdown of north-south and east-west routing topologies, performance limits, and security enforcement zones.','None','article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "API Management", "Service Mesh Comparison"]','["[COMMUNITY-TOOL]"]','[]','["servicemesh.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.meet-in.es/para-liderar-a-largo-plazo-hay-que-ser-buena-persona','meet-in.es: Β«Para liderar a largo plazo hay que ser buena personaΒ»','','2021',0,'An interview explaining why empathetic and ethical leadership is vital for long-term organizational stability and software delivery success. It contrasts toxic, short-term management with sustainable team scaling models.','Spanish','article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Organizational Architecture", "Engineering Management", "Ethical Leadership"]','["[COMMUNITY-TOOL]"]','[]','["recruitment.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.meetup.com/Jenkins-online-meetup/events/270600737','Meetup event: From Freestyle jobs to Pipeline, with JobDSL','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','086059fed23bfe6bde5b79b4cb74d922a7ed6df0212db91ce99ac51e71c1f878',100.0,1.779033477726686e+09,0,'2026-05-17T17:57:57.726686+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.meetup.com/Jenkins-online-meetup/events/270630108','In this presentation','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','996507cf4a5c76f369870f3d53b5aef77456f06255dbb09e74750ac4e972ed38',100.0,1779032613.55223,0,'2026-05-17T17:43:33.552230+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.meetup.com/Jenkins-online-meetup/events/270861119','Jenkins Online Meetup','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','f816b0322ea63f7601d010069a7aa2361178fc3e9d267a867b7a1f70dd374c6a',100.0,1779029796.63731,0,'2026-05-17T16:56:36.637310+02:00',NULL,NULL,NULL,'[]','[]','["docs/keptn.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.meetup.com/Jenkins-online-meetup/events/270600737','Meetup event: From Freestyle jobs to Pipeline, with JobDSL','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','086059fed23bfe6bde5b79b4cb74d922a7ed6df0212db91ce99ac51e71c1f878',100.0,1.779033477726686e+09,0,'2026-05-17T17:57:57.726686+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://www.meetup.com/jenkins-online-meetup/events/270600737"}');
+INSERT INTO "resources" VALUES('https://www.meetup.com/Jenkins-online-meetup/events/270630108','In this presentation','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','996507cf4a5c76f369870f3d53b5aef77456f06255dbb09e74750ac4e972ed38',100.0,1779032613.55223,0,'2026-05-17T17:43:33.552230+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{"duplicate_of": "https://www.meetup.com/jenkins-online-meetup/events/270630108"}');
+INSERT INTO "resources" VALUES('https://www.meetup.com/Jenkins-online-meetup/events/270861119','Jenkins Online Meetup','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f816b0322ea63f7601d010069a7aa2361178fc3e9d267a867b7a1f70dd374c6a',100.0,1779029796.63731,0,'2026-05-17T16:56:36.637310+02:00',NULL,NULL,NULL,'[]','[]','["docs/keptn.md"]','[]','{}','{"duplicate_of": "https://www.meetup.com/jenkins-online-meetup/events/270861119"}');
 INSERT INTO "resources" VALUES('https://www.meetup.com/es-es/jenkins-online-meetup/events/276135789','meetup.com: A single open-source security scanner for most languages on Jenkins','','2021',0,'Detailed talk recording and presentation outline exploring the integration of unified open-source security static analysis tools within classic Jenkins automation pipelines.','English','Webinar','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "CI/CD Integration", "Jenkins"]','["[COMMUNITY-TOOL]"]','[]','["qa.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.meetup.com/es/Jenkins-online-meetup/events/276135789','meetup.com: A single open-source security scanner for most languages on'' Jenkins','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','6003dee25b3ef1437a029acc2928cc75d83833c45f63a84d2b46acb1dc845ca3',100.0,1.779031103853235e+09,0,'2026-05-17T17:18:23.853235+02:00',NULL,NULL,NULL,'[]','[]','["docs/qa.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.meetup.com/es/Jenkins-online-meetup/events/276135789','meetup.com: A single open-source security scanner for most languages on'' Jenkins','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','6003dee25b3ef1437a029acc2928cc75d83833c45f63a84d2b46acb1dc845ca3',100.0,1.779031103853235e+09,0,'2026-05-17T17:18:23.853235+02:00',NULL,NULL,NULL,'[]','[]','["docs/qa.md"]','[]','{}','{"duplicate_of": "https://www.meetup.com/es-es/jenkins-online-meetup/events/276135789"}');
 INSERT INTO "resources" VALUES('https://www.meetup.com/jenkins-online-meetup/events/270600737','Meetup event: From Freestyle jobs to Pipeline, with JobDSL','- Manually managing Jenkins jobs is painful. Jenkins Pipeline exists, but how do you get started and why should you bother in the first place? Journey with Nicolaj, as he talks about the pains of managing a manually configured job in Jenkins; converts a Freestyle Job to JobDSL, instantly; introduces mechanisms for adding the jobs to Jenkins, as code; and ultimately converts the job to a Jenkins Pipeline!
     - Just like last time, in the talk β€œConfiguration as Code of Jenkins (for Kubernetes),” you’ll see plenty of live demos and get to take home all the code and examples afterwards. Use it as the starting point for taking advantage of the Configuration as Code (CasC) that everyone is talking about, and hopefully it will save you a lot of headache in the future!
     - Agenda:
@@ -16623,8 +16623,8 @@ INSERT INTO "resources" VALUES('https://www.meetup.com/jenkins-online-meetup/eve
 INSERT INTO "resources" VALUES('https://www.meetup.com/jenkins-online-meetup/events/270630108','In this presentation','','2020',0,'Recorded online meetups showcasing real-world performance tuning, security hardened setups, and architectural strategies for scaling Jenkins infrastructure globally.','None','Video/Meetup','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Frameworks & Ecosystem", "Community Presentations", "Developer Training"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.meetup.com/jenkins-online-meetup/events/270861119','Jenkins Online Meetup','','2020',0,'Community recording detailing real-world workflows for integrating Jenkins-centric deployment systems with Keptn''s automated SRE-driven quality evaluation gates.','English','Video','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Lifecycle", "CI/CD Pipelines", "Community Meetups"]','["[COMMUNITY-TOOL]"]','[]','["keptn.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.metabob.com','Metabob','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','463116b6456ee11ffeacb50d399c66f9e7219e9402125245bfe70d59f813600e',100.0,1.77902906805922102e+09,0,'2026-05-17T16:44:28.059221+02:00',NULL,NULL,NULL,'[]','[]','["docs/qa.md"]','[]','{}','{"duplicate_of": "https://metabob.com"}');
 INSERT INTO "resources" VALUES('https://www.micahlerner.com/2022/07/24/automatic-reliability-testing-for-cluster-management-controllers.html','micahlerner.com: Automatic Reliability Testing For Cluster Management Controllers','','2022',4,'Examines methods for testing Kubernetes-style controllers using fault-injection framework principles (e.g., Sieve). Details how injecting errors, API delays, and container crashes validates the reliability of reconciliation engines, ensuring robust system recovery in production.','English','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native & Kubernetes Core", "Testing & Reliability", "Control Plane Validation"]','["[ENTERPRISE-STABLE]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.michaelburge.us/2017/09/10/injecting-shellcode-to-speed-up-amazon-redshift.html','Injecting a Chess Engine into Amazon Redshift','A masterclass deep dive detailing how to execute raw x64 shellcode in Redshift by utilizing untrusted PL/Python database extensions and locally compiled binaries.','2017',4,'* **Curator Insight**: Explores database sandboxing weaknesses and system-level boundaries. It shows how compiled C execution paths can bypass AWS file system and network blocks via Python User Defined Functions (UDFs).
 * **Live Grounding**: While a historic exploit, this analysis remains highly relevant for security engineers and cloud architects auditing managed runtime security controls and stored procedure execution.','en','blog','Advanced',0,'online','automatic','N/A',NULL,1.78035273020753788e+09,0,'2026-06-02T00:25:30.207538+02:00',NULL,NULL,NULL,'["Cloud Databases", "AWS Redshift", "Security Research", "Binary Injection", "Sandbox Evasion"]','["LEGACY", "GUIDE"]','[]','[]','{}','{"category": "aws-data", "reputation_status": "Vetted", "reputation_summary": "Pioneering technical article highly discussed on Hacker News and Reddit Database forums. Celebrated for its creative execution of arbitrary assembly inside managed sandboxes.", "social_preview_url": "", "source_provenance": "X.com (QuinnyPig)", "suggested_new_category": "database-internals"}');
@@ -16667,18 +16667,18 @@ INSERT INTO "resources" VALUES('https://www.mirantis.com/blog/how-install-kubern
 INSERT INTO "resources" VALUES('https://www.mirantis.com/blog/introduction-to-istio-ingress-the-easy-way-to-manage-incoming-kubernetes-app-traffic','mirantis.com: Introduction to Istio Ingress: The easy way to manage incoming Kubernetes app traffic','','2021',0,'Introduces the architectural model of the Istio Ingress Gateway as the entry point for north-south traffic management. Reviews routing mechanics, TLS termination configurations, and integration with Service Mesh VirtualServices. A foundational guide for optimizing network boundaries and consolidating edge authorization policies.','N/A','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Service Mesh", "Ingress Control"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.mirantis.com/blog/introduction-to-kustomize-part-1-creating-a-kubernetes-app-out-of-multiple-pieces','mirantis.com: Kustomize Tutorial: Creating a Kubernetes app out of multiple pieces','','2021',3,'Deep dive into aggregating disjointed Kubernetes manifests into unified, multi-service microservice applications. Demonstrates how to write custom patches and automatically manage rolling updates via resource generation mechanisms.','English','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "Microservice Deployment"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kustomize.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.mirantis.com/blog/introduction-to-yaml-creating-a-kubernetes-deployment','mirantis.com: Introduction to YAML: Creating a Kubernetes deployment','','2023',0,'An introduction to writing YAML specifications for Kubernetes deployments. Demystifies manifest keys, selector configurations, resource allocations, and replica parameters.','YAML','Blog','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Delivery", "Deployments", "Declarative Manifests"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.mirantis.com/blog/kubernetes-cheat-sheet','mirantis.com: Kubernetes Cheat Sheet 🌟','','2024',3,'A consolidated quick-reference handbook by Mirantis. Emphasizes safe deletion practices, container inspection mechanics, and context manipulation protocols inside high-concurrency staging environments.','HTML','Cheat Sheet','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "CLI Management"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.mirantis.com/blog/kubernetes-cheat-sheet','mirantis.com: Kubernetes Cheat Sheet 🌟','','2024',3,'A consolidated quick-reference handbook by Mirantis. Emphasizes safe deletion practices, container inspection mechanics, and context manipulation protocols inside high-concurrency staging environments.','HTML','Cheat Sheet','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "CLI Management"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{"duplicate_of": "https://developers.redhat.com/cheat-sheets/kubernetes"}');
 INSERT INTO "resources" VALUES('https://www.mirantis.com/blog/your-app-deserves-more-than-kubernetes-ingress-kubernetes-ingress-vs-istio-gateway-webinar',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','62e8da80106634e4c7eed5e4aed398c4292e3c73e8bd3a65adb04d83497c910e',100.0,1.77903277972840905e+09,1,'2026-05-17T17:46:19.728409+02:00',NULL,NULL,NULL,'[]','[]','["docs/istio.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.mirantis.com/software/docker/docker-enterprise','Mirantis Docker Enterprise 3.1+ with Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','6dfc071794b7c0702e8c435b441a660c1ec56d90f301b8ed5e5d21ef8da0b176',100.0,1.77902961332722711e+09,0,'2026-05-17T16:53:33.327227+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-on-premise.md", "docs/matrix-table.md"]','[]','{}','{"review_metadata": {"original_url": "https://www.mirantis.com/software/docker/docker-enterprise", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:54.933460"}}');
+INSERT INTO "resources" VALUES('https://www.mirantis.com/software/docker/docker-enterprise','Mirantis Docker Enterprise 3.1+ with Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','6dfc071794b7c0702e8c435b441a660c1ec56d90f301b8ed5e5d21ef8da0b176',100.0,1.77902961332722711e+09,0,'2026-05-17T16:53:33.327227+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-on-premise.md", "docs/matrix-table.md"]','[]','{}','{"review_metadata": {"original_url": "https://www.mirantis.com/software/docker/docker-enterprise", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:54.933460"}, "duplicate_of": "https://www.mirantis.com/software/mirantis-kubernetes-engine"}');
 INSERT INTO "resources" VALUES('https://www.mkdocs.org','MkDocs','','2026',0,'The home of the MkDocs static site generator, a highly extensible Python-based system built specifically for developer documentation compiled from Markdown. It supports continuous integration workflows perfectly, rendering light, lightning-fast static assets optimized for standard search engine indexing.','Python','Tool Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Documentation & Workflow", "Static Site Generators", "MkDocs"]','["[COMMUNITY-TOOL]"]','[]','["mkdocs.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.moesif.com/blog/technical/api-gateways/How-to-Choose-The-Right-API-Gateway-For-Your-Platform-Comparison-Of-Kong-Tyk-Apigee-And-Alternatives','moesif.com: How to choose the right API Gateway for your platform: Comparison of Kong, Tyk, Apigee, and alternatives','','2022',0,'Compares core enterprise-grade API Gateways, including Kong, Tyk, Apigee, and cloud-native solutions. Delves into benchmarks, execution models (e.g., Lua-based vs. Go-based plugins), licensing, and performance overheads under high-throughput microservice configurations.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "API Management", "Infrastructure Patterns"]','["[COMMUNITY-TOOL]"]','[]','["developerportals.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.mongodb.com/blog/post/daa-s-with-mongo-db-and-confluent','mongodb.com: DaaS with MongoDB and Confluent','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','5067c4a42d929254c3a437a67d61817b35bb30940637df0087888b3401f3eda0',100.0,1779034333.14921,0,'2026-05-17T18:12:13.149210+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.mongodb.com/blog/post/daa-s-with-mongo-db-and-confluent','mongodb.com: DaaS with MongoDB and Confluent','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5067c4a42d929254c3a437a67d61817b35bb30940637df0087888b3401f3eda0',100.0,1779034333.14921,0,'2026-05-17T18:12:13.149210+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://www.mongodb.com/company/blog/technical/daa-s-with-mongo-db-and-confluent"}');
 INSERT INTO "resources" VALUES('https://www.mongodb.com/blog/post/introducing-mongodb-for-vs-code','Introducing MongoDB for VS Code','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','6233cb633ede3f12b55b2973541ccc0810096f3c963b85e4ef9242343b65506e',100.0,1.77903125813885903e+09,0,'2026-05-17T17:20:58.138859+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.mongodb.com/company/blog/product-release-announcements/introducing-mongodb-for-vs-code',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','a67fb9a7f3156ce9066bd7cc2fc67b3e9df37fce5729767c76619577b032df94',100.0,1.77913049493361902e+09,0,'2026-05-18T20:54:54.933619+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.mongodb.com/company/blog/technical/daa-s-with-mongo-db-and-confluent','mongodb.com: DaaS with MongoDB and Confluent','','2021',3,'Details the construction of a low-latency Data-as-a-Service (DaaS) layer combining MongoDB''s document-based storage engine with Confluent''s real-time messaging pipeline. This architecture provides microservices with immediate, synchronized access to transactional and analytics database endpoints.','N/A','Blog Post','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Data Streaming", "Integrations", "MongoDB"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.mongodb.com/docs','developer.mongodb.com: MongoDB Cheat Sheet','','2026',0,'Official architectural cheat sheets for designing document-based database models. Synthesizes key MongoDB operations including complex collection joins, advanced aggregations, write concern configs, and clustering.','JSON','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Databases & Storage", "NoSQL Databases", "MongoDB"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.mongodb.com/docs/manual/security','MongoDB security tutorial','','2026',5,'Official security manual outlining secure-by-default production setups for MongoDB. Covers Role-Based Access Control (RBAC), transport encryption (TLS/SSL), network binding, and Client-Side Field Level Encryption (CSFLE).','N/A','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Architecture", "MongoDB Ecosystem", "Database Security"]','["[DE FACTO STANDARD]"]','[]','["nosql.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.mongodb.com/kubernetes','MongoDB and Kubernetes 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','91b14939009353199741c76b63d513cce5b9de3642501618d89d410d081763f3',100.0,1779033213.30878,0,'2026-05-17T17:53:33.308780+02:00',NULL,NULL,NULL,'[]','[]','["docs/nosql.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.mongodb.com/kubernetes','MongoDB and Kubernetes 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','91b14939009353199741c76b63d513cce5b9de3642501618d89d410d081763f3',100.0,1779033213.30878,0,'2026-05-17T17:53:33.308780+02:00',NULL,NULL,NULL,'[]','[]','["docs/nosql.md"]','[]','{}','{"duplicate_of": "https://www.mongodb.com/products/integrations/kubernetes"}');
 INSERT INTO "resources" VALUES('https://www.mongodb.com/products/integrations/kubernetes','MongoDB and Kubernetes 🌟','','2026',5,'Official Kubernetes operator blueprint detailing integration procedures. Allows declarative scaling, self-healing, rolling updates, and TLS rotation of stateful MongoDB replica sets under container orchestrators.','Go','Software','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Architecture", "MongoDB Ecosystem", "Kubernetes Operators"]','["[DE FACTO STANDARD]"]','[]','["nosql.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.morling.dev/blog/introducing-jfrunit-1-0-0-alpha1','morling.dev: Introducing JfrUnit 1.0.0.Alpha1','','2021',0,'The introductory blog post for JfrUnit, outlining its mission to enable assertions against performance metrics in unit tests. By capturing Flight Recorder diagnostics, JfrUnit solves the historically difficult problem of detecting performance issues before applications reach production.','Java','Blog','Intermediate',1,'online','manual','3fdafa5c722e4b52acb34491f2362f096e662bfaafb88c82e2aa2377baa13aa7',100.0,1.77903210817685198e+09,1,'2026-05-17T17:35:08.176852+02:00',NULL,NULL,NULL,'["Modern Java", "Performance", "Testing"]','["[COMMUNITY-TOOL]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.morling.dev/blog/single-message-transforms-swiss-army-knife-of-kafka-connect','Single Message Transformations - The Swiss Army Knife of Kafka Connect','','2021',0,'An in-depth guide covering Single Message Transformations (SMTs) in Apache Kafka Connect. It demonstrates how to apply lightweight, inline modifications such as masking, routing, or restructuring data directly on connector workers before payloads hit the brokers.','Java','Guide','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Engineering", "Event Streaming", "Kafka Connect SMT"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["message-queue.md"]','{}','{}');
@@ -16702,7 +16702,7 @@ INSERT INTO "resources" VALUES('https://www.nathannellans.com/post/azure-applica
 INSERT INTO "resources" VALUES('https://www.nature.com/articles/d43747-023-00028-w','nature.com: Quibim: empowering biopharma to turn images into actionable predictions using artificial intelligence','','2023',4,'Highlights Quibim''s advanced quantitative imaging platform that transforms raw medical images into biomarker-driven predictive insights for biopharma. Utilizing convolutional neural networks and robust data-ingestion systems, Quibim standardizes clinical trial imaging datasets across various vendor formats. This enables biopharma researchers to track drug efficacy with high statistical precision, shortening drug discovery cycles.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Management", "Bioinformatics", "AI Diagnostics"]','["[ENTERPRISE-STABLE]"]','[]','["customer.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.ncsc.gov.uk/blog-post/introducing-scanning-made-easy','ncsc.gov.uk: Introducing Scanning Made Easy','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','dbe063b202f831dd807632ee5a90e232284b3f0b67ee5ad8512c5b10ec9b370e',100.0,1.77903020805017495e+09,0,'2026-05-17T17:03:28.050175+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.ncsc.gov.uk/information/page-removed',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','3ac81f2c390fb1467826d731890c4b71c3313dee99b41859e5ba8bce8f8d1c10',100.0,1779130494.93393,0,'2026-05-18T20:54:54.933930+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.nczonline.net/blog/2011/11/29/how-content-delivery-networks-cdns-work','nczonline: How content delivery networks (CDNs) work - Nov 2011','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','6f7257cb06df44549080a61b4dc29cc9adf59ee8b7bc165dcd04a799c6c868df',100.0,1.77903288572350406e+09,0,'2026-05-17T17:48:05.723504+02:00',NULL,NULL,NULL,'[]','[]','["docs/caching.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.nczonline.net/blog/2011/11/29/how-content-delivery-networks-cdns-work','nczonline: How content delivery networks (CDNs) work - Nov 2011','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','6f7257cb06df44549080a61b4dc29cc9adf59ee8b7bc165dcd04a799c6c868df',100.0,1.77903288572350406e+09,0,'2026-05-17T17:48:05.723504+02:00',NULL,NULL,NULL,'[]','[]','["docs/caching.md"]','[]','{}','{"duplicate_of": "https://humanwhocodes.com/blog/2011/11/29/how-content-delivery-networks-cdns-work"}');
 INSERT INTO "resources" VALUES('https://www.neowin.net/news/exploring-the-lack-of-security-in-a-typical-docker-and-kubernets-installation','Exploring the (lack of) security in a typical Docker and Kubernetes installation','','N/A',0,'A curated technical resource and architectural guide covering Exploring the (lack of) security in a typical Docker and Kubernetes installation in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903403069545292e+09,0,'2026-05-17T18:07:10.695453+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.netdata.cloud/blog/kubernetes-throttling-doesnt-have-to-suck-let-us-help','netdata.cloud: Kubernetes Throttling Doesn’t Have To Suck. Let Us Help! 🌟🌟','','2021',0,'Explains how to detect and resolve CPU throttling using the Netdata agent.
 - Translates complex CFS quota statistics into actionable developer metrics.
@@ -16710,41 +16710,41 @@ INSERT INTO "resources" VALUES('https://www.netdata.cloud/blog/kubernetes-thrott
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+INSERT INTO "resources" VALUES('https://www.nginx.com/blog/reduce-complexity-with-production-grade-kubernetes','nginx.com: Reduce Complexity with Production-Grade Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','60771bd2707db349d4db9935a4634f0a458099edba6ab07541c37b43181630fb',100.0,1.77903023558249807e+09,0,'2026-05-17T17:03:55.582498+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://www.nginx.com"}');
+INSERT INTO "resources" VALUES('https://www.nginx.com/blog/reducing-kubernetes-costs-70-percent-in-cloud-nginx-opsani-prometheus','nginx.com: Reducing Kubernetes Costs by 70% in the Cloud with NGINX, Opsani,'' and Prometheus','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','60771bd2707db349d4db9935a4634f0a458099edba6ab07541c37b43181630fb',100.0,1.77903303057803511e+09,0,'2026-05-17T17:50:30.578035+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-networking.md"]','[]','{}','{"duplicate_of": "https://www.nginx.com"}');
+INSERT INTO "resources" VALUES('https://www.nginx.com/blog/using-free-ssltls-certificates-from-lets-encrypt-with-nginx','nginx.com: Using Free Let’s Encrypt SSL/TLS Certificates with NGINX','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','60771bd2707db349d4db9935a4634f0a458099edba6ab07541c37b43181630fb',100.0,1.77903456496360206e+09,0,'2026-05-17T18:16:04.963602+02:00',NULL,NULL,NULL,'[]','[]','["docs/registries.md"]','[]','{}','{"duplicate_of": "https://www.nginx.com"}');
+INSERT INTO "resources" VALUES('https://www.nginx.com/blog/what-are-namespaces-cgroups-how-do-they-work','nginx.com: What Are Namespaces and cgroups, and How Do They Work? 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','60771bd2707db349d4db9935a4634f0a458099edba6ab07541c37b43181630fb',100.0,1.77903023234448909e+09,0,'2026-05-17T17:03:52.344489+02:00',NULL,NULL,NULL,'[]','[]','["docs/linux.md"]','[]','{}','{"duplicate_of": "https://www.nginx.com"}');
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 INSERT INTO "resources" VALUES('https://www.noidea.dog/glue','noidea.dog/glue: Being Glue','','2019',5,'An industry-standard analysis of ''glue work''β€”the essential non-coding technical tasks like mentoring, architecture alignment, communication, and process optimization that hold engineering teams together. Examines the systemic risks where technical contributors perform high-impact glue activities at the expense of their promotion metrics, calling for formal valuation of organizational architecture and technical leadership roles.','en','Essay','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Engineering Leadership", "Career Development", "Technical Mentorship"]','["[DE FACTO STANDARD]"]','[]','["project-management-methodology.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.nomadproject.io/docs/nomad-vs-kubernetes/alternative','nomadproject.io: An alternative to Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','fe87c2c280bbd57f8e2ee66a0e590441b3c3f59efb42374714e9b2d789d567fd',100.0,1.77903023930486607e+09,0,'2026-05-17T17:03:59.304866+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-alternatives.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.nomadproject.io/intro/vs/kubernetes','nomadproject.io: Nomad vs. Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','fe87c2c280bbd57f8e2ee66a0e590441b3c3f59efb42374714e9b2d789d567fd',100.0,1.77902915180021595e+09,0,'2026-05-17T16:45:51.800216+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-alternatives.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.nomadproject.io/docs/nomad-vs-kubernetes/alternative','nomadproject.io: An alternative to Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','fe87c2c280bbd57f8e2ee66a0e590441b3c3f59efb42374714e9b2d789d567fd',100.0,1.77903023930486607e+09,0,'2026-05-17T17:03:59.304866+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-alternatives.md"]','[]','{}','{"duplicate_of": "https://developer.hashicorp.com/nomad/docs/k8s-nomad"}');
+INSERT INTO "resources" VALUES('https://www.nomadproject.io/intro/vs/kubernetes','nomadproject.io: Nomad vs. Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','fe87c2c280bbd57f8e2ee66a0e590441b3c3f59efb42374714e9b2d789d567fd',100.0,1.77902915180021595e+09,0,'2026-05-17T16:45:51.800216+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-alternatives.md"]','[]','{}','{"duplicate_of": "https://www.nomadproject.io/docs/nomad-vs-kubernetes/alternative"}');
 INSERT INTO "resources" VALUES('https://www.noobaa.io','Noobaa','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','c50bc0e6d10a67e4f883eacb9fa25c6c1f1ba9bbf98b0c161ddd39114bc4d837',100.0,1.77903297807176089e+09,0,'2026-05-17T17:49:38.071761+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-storage.md", "docs/ocp4.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.notia.ai/articles/building-an-authenticated-python-cli','notia.ai: Building an authenticated Python CLI','','2022',0,'Curator Insight: Demonstrates building terminal interfaces containing programmatic security token exchange.
 Live Grounding: Evaluates token validation paths, secure key retention methods via local keychain adapters, and configuring clean state storage inside local application pathways.','Python','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "CLI Development", "Security"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["python.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.noticiastrabajo.es/como-deben-autonomos-retrasar-pago-intereses-creditos-ico','noticiastrabajo.es: AsΓ­ pueden los autΓ³nomos retrasar el pago de los intereses'' de los crΓ©ditos ICO','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','f96c8f289ada51d9bd48b3c5ee46986ca58d804752b8b7641734c9efe852f420',100.0,1.77902971056458711e+09,0,'2026-05-17T16:55:10.564587+02:00',NULL,NULL,NULL,'[]','[]','["docs/freelancing.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.noticiastrabajo.es/como-deben-autonomos-retrasar-pago-intereses-creditos-ico','noticiastrabajo.es: AsΓ­ pueden los autΓ³nomos retrasar el pago de los intereses'' de los crΓ©ditos ICO','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f96c8f289ada51d9bd48b3c5ee46986ca58d804752b8b7641734c9efe852f420',100.0,1.77902971056458711e+09,0,'2026-05-17T16:55:10.564587+02:00',NULL,NULL,NULL,'[]','[]','["docs/freelancing.md"]','[]','{}','{"duplicate_of": "https://noticiastrabajo.huffingtonpost.es/como-deben-autonomos-retrasar-pago-intereses-creditos-ico"}');
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 INSERT INTO "resources" VALUES('https://www.npmjs.com/package/lambda-load-test','npmjs.com: Lambda load test','','N/A',0,'A curated technical resource and architectural guide covering npmjs.com: Lambda load test in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903350365310907e+09,0,'2026-05-17T17:58:23.653109+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-serverless.md"]','["aws-serverless.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.nrmitchi.com/2020/10/one-simple-trick-for-building-images-faster','nrmitchi.com: One Simple Trick for Building Images Faster 🌟','- ``BUILDKIT_INLINE_CACHE=1 build-arg`` is a neat flag that you could add to your docker build to reduce the build time upto 89%','2020',0,'Deep dives into how the BuildKit inline caching configuration drastically speeds up continuous integration pipelines by pulling remote cached layers directly from registries.','N/A','article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers", "Build Optimization", "Caching"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}');
@@ -16753,15 +16753,15 @@ INSERT INTO "resources" VALUES('https://www.ntop.org','ntop','','1998',5,'ntop (
 INSERT INTO "resources" VALUES('https://www.nuodb.com','NuoDB, elastically scalable database. A revolution compared to traditional monolithic 1-box databases. NuoDB is ACID,SQL, distributed/scalable and support flexible schemas','','2026',4,'Elastic distributed SQL database engineered for container workloads. Achieves horizontal scale-out of transactional processing and storage components while retaining strict ACID compliance.','C++','Software','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Architecture", "NewSQL Databases", "Elastic Databases"]','["[ENTERPRISE-STABLE]"]','[]','["nosql.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.nuodb.com/blog/replication-is-it-easy','Traditional database replication drawbacks','','2018',3,'Whitepaper analyzing systemic issues related to classical active-passive and active-active replication systems. Explores performance overhead, CAP theorem constraints, and split-brain recovery.','N/A','Whitepaper','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Architecture", "Database Replication", "Trade-Offs"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["nosql.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.okd.io','OKD','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','21ac64dffc8e4a900b69b2fc742a40e8f19e6f78467bae59138bd5a8eaf0ae52',100.0,1.77902999283871698e+09,0,'2026-05-17T16:59:52.838717+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-on-premise.md", "docs/ocp4.md", "docs/openshift.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.okd.io','OKD','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','21ac64dffc8e4a900b69b2fc742a40e8f19e6f78467bae59138bd5a8eaf0ae52',100.0,1.77902999283871698e+09,0,'2026-05-17T16:59:52.838717+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-on-premise.md", "docs/ocp4.md", "docs/openshift.md"]','[]','{}','{"duplicate_of": "https://okd.io"}');
 INSERT INTO "resources" VALUES('https://www.okd.io/minishift',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual',NULL,80.0,1.77903032286825299e+09,0,'2026-05-17T17:05:22.868253+02:00',NULL,NULL,NULL,'[]','[]','["docs/openshift.md"]','[]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.okteto.com/blog/what-is-kubernetes-architecture','okteto.com: What is Kubernetes Architecture?','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','c6ea20edea979c6d585000ec8847eab53b6575b681d736b537af91c89094f992',100.0,1.77903114113088202e+09,0,'2026-05-17T17:19:01.130882+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.okteto.com/blog/what-is-kubernetes-architecture','okteto.com: What is Kubernetes Architecture?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c6ea20edea979c6d585000ec8847eab53b6575b681d736b537af91c89094f992',100.0,1.77903114113088202e+09,0,'2026-05-17T17:19:01.130882+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://www.okteto.com/blog/kubernetes-architecture"}');
 INSERT INTO "resources" VALUES('https://www.omgubuntu.co.uk/2020/06/microsoft-wsl-install-command','Microsoft Makes it Easier to Install WSL on Windows 10 🌟','','2020',0,'An overview of Microsoft''s streamlined WSL installation process, highlighting the creation of the unified `wsl --install` command. This enhancement automates feature enablement and default distribution retrieval, lowering the onboarding barrier for DevOps engineers. This simplification is highly beneficial for enterprise-wide developer environment standardization.','N/A','Article','Beginner',0,'online','manual','6305adbe7c16f45f89c646fc1732183d208d4b4eb8982bdf11f82060a71ff9ca',100.0,1.77902942150624489e+09,1,'2026-05-17T16:50:21.506245+02:00',NULL,NULL,NULL,'["Development Environment", "Windows Subsystem for Linux", "WSL Installation"]','["[COMMUNITY-TOOL]"]','["docs/linux-dev-env.md"]','["linux-dev-env.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.oncehub.com','ScheduleOnce','','2023',0,'OnceHub scheduling software built for enterprise marketing and inbound sales routing. Provides round-robin scheduling, multi-account CRM matching, and advanced resource allocations.','C#','SaaS','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Collaborative Operations", "Workspace Scheduling", "Commercial Tools"]','["[COMMUNITY-TOOL]"]','[]','["appointment-scheduling.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.oncehub.com/scheduleonce','ScheduleOnce','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','c87768ee1c50883d3f20cac4f4e70a980423fded588424675e3be61e7234781b',100.0,1.77903450470490908e+09,0,'2026-05-17T18:15:04.704909+02:00',NULL,NULL,NULL,'[]','[]','["docs/appointment-scheduling.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.oncehub.com/scheduleonce','ScheduleOnce','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c87768ee1c50883d3f20cac4f4e70a980423fded588424675e3be61e7234781b',100.0,1.77903450470490908e+09,0,'2026-05-17T18:15:04.704909+02:00',NULL,NULL,NULL,'[]','[]','["docs/appointment-scheduling.md"]','[]','{}','{"duplicate_of": "https://www.oncehub.com"}');
 INSERT INTO "resources" VALUES('https://www.ondat.io/blog/stateful-apps-in-kubernetes-are-a-big-deal','ondat.io: Stateful Apps in Kubernetes are a big deal','','N/A',0,'A curated technical resource and architectural guide covering ondat.io: Stateful Apps in Kubernetes are a big deal in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903281723332309e+09,0,'2026-05-17T17:46:57.233323+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.ondat.io/discoblocks','Discoblocks: ondat.io/discoblocks','','N/A',0,'A curated technical resource and architectural guide covering Discoblocks: ondat.io/discoblocks in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.779029940724684e+09,0,'2026-05-17T16:59:00.724684+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{}');
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@@ -16770,153 +16770,153 @@ INSERT INTO "resources" VALUES('https://www.open-rpc.org','open-rpc.org lightwei
 INSERT INTO "resources" VALUES('https://www.openapis.org','OpenAPI','','N/A',0,'A curated technical resource and architectural guide covering OpenAPI in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173586527157092e+09,0,'2026-06-18T00:37:45.271571+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/api.md"]','["api.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.opensourcerers.org/2021/02/01/how-to-go-from-docker-to-kubernetes-the-right-way','opensourcerers.org: How to go from Docker to Kubernetes the right way 🌟','','2021',0,'A comprehensive migration roadmap targeting teams transitioning from local Docker-centric environments to multi-node Kubernetes topologies. Focuses on rewriting network exposes, volume mounts, and orchestrating stateful workloads.','YAML','Technical Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Migration", "Container Orchestration"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.opsmx.com/blog/deploy-spinnaker-cd-pipelines-in-kubernetes','Deploy Spinnaker CD Pipelines in Kubernetes','','2021',0,'A step-by-step configuration guide illustrating Spinnaker deployment within a target Kubernetes cluster using the Spinnaker Operator. Outlines how to define cloud providers and manage internal persistence layers for pipeline reliability.','English','Blog Post','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Deployment & Delivery", "Continuous Deployment", "Spinnaker Architectures"]','["[COMMUNITY-TOOL]"]','[]','["jenkins-alternatives.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.opsmx.com/blog/what-is-a-ci-cd-pipeline','opsmx.com: What is a CI/CD Pipeline ?','','2022',0,'Details CI/CD pipeline structures with a strong focus on verification gates and multi-environment promotion. Highlights techniques used to scale deployments securely while mitigating environmental divergence.','English','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "CI-CD Pipelines", "Fundamentals"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.optisolbusiness.com/insight/8-core-components-of-microservice-architecture','optisolbusiness.com: 8 Core Components are Microservices Architecture','- Service Discovery
     - Load Balancer
@@ -16932,29 +16932,29 @@ INSERT INTO "resources" VALUES('https://www.oracle.com/cloud/compute/container-e
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+INSERT INTO "resources" VALUES('https://www.overops.com/blog/strangler-pattern-how-to-keep-sane-with-legacy-monolith-applications','overops.com: Strangler Pattern: How to Deal With Legacy Code During the'' Container Revolution','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','25b6cb0a3d732fe9d2d839c83b66da321dc577555d1eb57aa0d46a99ff77c486',100.0,1.77903417352988791e+09,0,'2026-05-17T18:09:33.529888+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{"duplicate_of": "https://www.harness.io/products/service-reliability-management"}');
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 INSERT INTO "resources" VALUES('https://www.packet.com/resources/guides/kubernetes-cluster-autoscaler-on-packet','packet.com: Kubernetes Cluster Autoscaler','','N/A',0,'A curated technical resource and architectural guide covering packet.com: Kubernetes Cluster Autoscaler in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903351110346794e+09,0,'2026-05-17T17:58:31.103468+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-autoscaling.md"]','["kubernetes-autoscaling.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.packetswitch.co.uk/terraform-is-good-but-i-like-pulumi','packetswitch.co.uk: Terraform is Good, but I Like Pulumi','','2022',0,'A platform practitioner''s case study demonstrating the developer experience advantages of using Pulumi over Terraform, specifically praising testability and modular software abstractions.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Multi-Cloud Provisioning", "Comparisons"]','["[COMMUNITY-TOOL]"]','[]','["pulumi.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.percona.com/blog/2019/05/24/an-overview-of-sharding-in-postgresql-and-how-it-relates-to-mongodbs','percona.com: An Overview of Sharding in PostgreSQL and How it Relates to'' MongoDB’s','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1d2e8e1fdea402080dec178923e103987be9a6be58357922bf2f615d3e48991e',100.0,1.77902999004301691e+09,0,'2026-05-17T16:59:50.043017+02:00',NULL,NULL,NULL,'[]','[]','["docs/databases.md"]','[]','{}','{"duplicate_of": "https://www.percona.com/blog/an-overview-of-sharding-in-postgresql-and-how-it-relates-to-mongodbs"}');
+INSERT INTO "resources" VALUES('https://www.percona.com/blog/2019/08/02/out-of-memory-killer-or-savior','percona.com: How to Adjust Linux Out-Of-Memory Killer Settings for PostgreSQL','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','927f0610e0f19637ac61f38c17a2d983031163eea9170e39bb8f89a0f24b85db',100.0,1.77903044135738801e+09,0,'2026-05-17T17:07:21.357388+02:00',NULL,NULL,NULL,'[]','[]','["docs/databases.md"]','[]','{}','{"duplicate_of": "https://www.percona.com/blog/out-of-memory-killer-or-savior"}');
+INSERT INTO "resources" VALUES('https://www.percona.com/blog/2019/11/22/designing-grafana-dashboards','percona.com: Tips for Designing Grafana Dashboards','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','2f2dca2364a0a32df06c3153b3bf194c0b3fbde0dee864775137dd6aa335c221',100.0,1779032172.10067,0,'2026-05-17T17:36:12.100670+02:00',NULL,NULL,NULL,'[]','[]','["docs/grafana.md"]','[]','{}','{"duplicate_of": "https://www.percona.com/blog/designing-grafana-dashboards"}');
+INSERT INTO "resources" VALUES('https://www.percona.com/blog/2019/12/19/the-benefits-of-amazon-rds-for-mysql','percona.com: The Benefits of Amazon RDS for MySQL','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4ca8381c64a3be280db89aa6d203279c074d09ff9d226e33f1fcc2f05a6e9647',100.0,1779032544.66832,0,'2026-05-17T17:42:24.668320+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-databases.md"]','[]','{}','{"duplicate_of": "https://www.percona.com/blog/the-benefits-of-amazon-rds-for-mysql"}');
+INSERT INTO "resources" VALUES('https://www.percona.com/blog/2020/06/26/mysql-101-how-to-find-and-tune-a-slow-sql-query','percona.com: MySQL 101: How to Find and Tune a Slow SQL Query','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','3cbdc3808d9e1b71c52345119894fe31b3a316a5da251c3afe43460b151c02a6',100.0,1.77903125662585806e+09,0,'2026-05-17T17:20:56.625858+02:00',NULL,NULL,NULL,'[]','[]','["docs/databases.md"]','[]','{}','{"duplicate_of": "https://www.percona.com/blog/mysql-101-how-to-find-and-tune-a-slow-sql-query"}');
+INSERT INTO "resources" VALUES('https://www.percona.com/blog/2020/06/30/mysql-101-parameters-to-tune-for-mysql-performance','percona.com: MySQL 101: Parameters to Tune for MySQL Performance','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d3969a726112864214bec1af1f908283e6a05d439c6b48bf283d55dcb1c50a58',100.0,1.77903147495337891e+09,0,'2026-05-17T17:24:34.953379+02:00',NULL,NULL,NULL,'[]','[]','["docs/databases.md"]','[]','{}','{"duplicate_of": "https://www.percona.com/blog/mysql-101-parameters-to-tune-for-mysql-performance"}');
+INSERT INTO "resources" VALUES('https://www.percona.com/blog/2020/09/11/how-much-memory-does-the-process-really-take-on-linux','percona.com: How Much Memory Does the Process Really Take on Linux? 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','437d2ff2e29ce8820b571ba7cf03e3af9d8e4fe99b826a8b4ce78193312ef133',100.0,1.77903040516605401e+09,0,'2026-05-17T17:06:45.166054+02:00',NULL,NULL,NULL,'[]','[]','["docs/linux.md"]','[]','{}','{"duplicate_of": "https://www.percona.com/blog/how-much-memory-does-the-process-really-take-on-linux"}');
+INSERT INTO "resources" VALUES('https://www.percona.com/blog/2020/10/22/using-volume-snapshot-clone-in-kubernetes','percona.com: Using Volume Snapshot/Clone in Kubernetes (GKE & Percona Kubernetes'' Operator for XtraDB Cluster)','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','3e3ed422a47c5e8f0dff685e2bc74b80f0d5992e07b1079e0a0951c7c1c6b2dc',100.0,1.77903013351303195e+09,0,'2026-05-17T17:02:13.513032+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-backup-migrations.md"]','[]','{}','{"duplicate_of": "https://www.percona.com/blog/using-volume-snapshot-clone-in-kubernetes"}');
+INSERT INTO "resources" VALUES('https://www.percona.com/blog/2021/02/08/dbaas-on-kubernetes-under-the-hood','percona.com: DBaaS on Kubernetes: Under the Hood 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8775ba1a5466563f7ecd40477464c167a002046c66f2a0867c69a17b54158ab9',100.0,1.77903390745015192e+09,0,'2026-05-17T18:05:07.450152+02:00',NULL,NULL,NULL,'[]','[]','["docs/databases.md"]','[]','{}','{"duplicate_of": "https://www.percona.com/blog/dbaas-on-kubernetes-under-the-hood"}');
+INSERT INTO "resources" VALUES('https://www.percona.com/blog/2021/03/22/storing-kubernetes-operator-for-percona-server-for-mongodb-secrets-in-github','percona.com: Storing Kubernetes Operator for Percona Server for MongoDB'' Secrets in Github','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1184bee67596a83702077f2db3703c6bcf7827bd43602afa94770a8ffacab425',100.0,1.77903222462798094e+09,0,'2026-05-17T17:37:04.627981+02:00',NULL,NULL,NULL,'[]','[]','["docs/databases.md"]','[]','{}','{"duplicate_of": "https://www.percona.com/blog/storing-kubernetes-operator-for-percona-server-for-mongodb-secrets-in-github"}');
+INSERT INTO "resources" VALUES('https://www.percona.com/blog/2021/06/23/autoscaling-databases-in-kubernetes-for-mongodb-mysql-and-postgresql','percona.com: Autoscaling Databases in Kubernetes for MongoDB, MySQL, and'' PostgreSQL','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d1faa9232bfc4f382f57d893998bc6fde1d569ad4acc81380f32181f4ae0af15',100.0,1.77903229434465098e+09,0,'2026-05-17T17:38:14.344651+02:00',NULL,NULL,NULL,'[]','[]','["docs/databases.md"]','[]','{}','{"duplicate_of": "https://www.percona.com/blog/autoscaling-databases-in-kubernetes-for-mongodb-mysql-and-postgresql"}');
+INSERT INTO "resources" VALUES('https://www.percona.com/blog/2021/06/23/mysql-on-kubernetes-with-gitops','percona.com: MySQL on Kubernetes with GitOps 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a691dbd9023fc4197a8099448d4111d6c09874e479505e3e8b20afe7618d8c75',100.0,1.77903431461068606e+09,0,'2026-05-17T18:11:54.610686+02:00',NULL,NULL,NULL,'[]','[]','["docs/databases.md"]','[]','{}','{"duplicate_of": "https://www.percona.com/blog/mysql-on-kubernetes-with-gitops"}');
 INSERT INTO "resources" VALUES('https://www.percona.com/blog/an-overview-of-sharding-in-postgresql-and-how-it-relates-to-mongodbs','percona.com: An Overview of Sharding in PostgreSQL and How it Relates to MongoDB’s','','2021',0,'Deep architectural analysis contrasting PostgreSQL''s declarative partitioning and foreign data wrapper sharding with MongoDB''s native shard-key clustering, detailing query routing and execution tradeoffs.','Conceptual','Architectural Analysis','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Databases", "PostgreSQL", "Database Architecture"]','["[COMMUNITY-TOOL]"]','[]','["databases.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.percona.com/blog/autoscaling-databases-in-kubernetes-for-mongodb-mysql-and-postgresql','percona.com: Autoscaling Databases in Kubernetes for MongoDB, MySQL, and PostgreSQL','','2022',0,'Outlines technical patterns for auto-scaling relational and document databases like MongoDB, MySQL, and PostgreSQL on Kubernetes. Examines vertical container resource updates, storage auto-expansion, and scaling read replicas in response to high traffic demand.','English','Technical Guide','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data on Kubernetes", "Performance Tuning", "Autoscaling"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["databases.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.percona.com/blog/dbaas-on-kubernetes-under-the-hood','percona.com: DBaaS on Kubernetes: Under the Hood 🌟','','2021',0,'A deep-dive analysis of the architecture behind running custom, private Database-as-a-Service platforms inside a Kubernetes environment. Demonstrates automated provisioning, high availability clustering, and backup pipelines through Percona''s open-source database operators.','English','Deep Dive','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data on Kubernetes", "DBaaS", "Internal Mechanics"]','["[COMMUNITY-TOOL]"]','[]','["databases.md"]','{}','{}');
@@ -17001,8 +17001,8 @@ INSERT INTO "resources" VALUES('https://www.percona.com/blog/should-i-create-an-
 INSERT INTO "resources" VALUES('https://www.percona.com/blog/storing-kubernetes-operator-for-percona-server-for-mongodb-secrets-in-github','percona.com: Storing Kubernetes Operator for Percona Server for MongoDB Secrets in Github','','2021',0,'Demonstrates security pipelines for managing MongoDB database credentials inside GitHub. Automates deployment configurations securely through GitOps, injecting secrets directly to Percona Kubernetes Operator instances.','YAML','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes Operators", "Secrets Management"]','["[COMMUNITY-TOOL]"]','[]','["databases.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.percona.com/blog/the-benefits-of-amazon-rds-for-mysql','percona.com: The Benefits of Amazon RDS for MySQL','','2021',3,'Curator Insight emphasizes Percona''s neutral evaluation of the trade-offs of hosting MySQL on Amazon RDS. Live Grounding confirms the study analyzes management convenience against limitations in configuration flexibility and performance tuning. Highly useful for database administrators comparing DIY cloud hosting with managed services.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Databases", "Managed MySQL"]','["[COMMUNITY-TOOL]"]','[]','["aws-databases.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.percona.com/blog/using-volume-snapshot-clone-in-kubernetes','percona.com: Using Volume Snapshot/Clone in Kubernetes (GKE & Percona Kubernetes Operator for XtraDB Cluster)','','2021',4,'A technical case study using GKE CSI Volume Snapshots alongside the Percona Operator for MySQL XtraDB. Outlines mechanisms for zero-downtime database point-in-time synchronization and replication strategies.','Markdown','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Data Protection", "Database Snapshots"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-backup-migrations.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.percona.com/community-blog/2020/10/01/database-schema-management-via-liquibase','percona: Database Schema Management Via Liquibase','','N/A',0,'A technical blog post by Percona illustrating step-by-step database schema version control using Liquibase. It highlights integration patterns with enterprise relational databases (MySQL, PostgreSQL) and demonstrates rollback strategies to ensure zero-downtime database upgrades.','English','Article','Intermediate',1,'online','manual','dbb25546db06223519968cfca5009ca622bed4bfe9c42fcd7c4d324cb870fd38',100.0,1.77903331056853389e+09,0,'2026-05-17T17:55:10.568534+02:00',NULL,NULL,NULL,'["Software Architecture", "Database Design", "Migration Patterns"]','["[COMMUNITY-TOOL]"]','["docs/liquibase.md"]','["liquibase.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.percona.com/doc/kubernetes-operator-for-pxc/index.html','Percona.com: Percona Kubernetes Operator for Percona XtraDB Cluster','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','3fd43de075bbccc98595954eea6b7956469dd9c9d5af2da88d8016348f9f7bca',100.0,1.77903048237500309e+09,0,'2026-05-17T17:08:02.375003+02:00',NULL,NULL,NULL,'[]','[]','["docs/databases.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.percona.com/community-blog/2020/10/01/database-schema-management-via-liquibase','percona: Database Schema Management Via Liquibase','','N/A',0,'A technical blog post by Percona illustrating step-by-step database schema version control using Liquibase. It highlights integration patterns with enterprise relational databases (MySQL, PostgreSQL) and demonstrates rollback strategies to ensure zero-downtime database upgrades.','English','Article','Intermediate',1,'duplicate','manual','dbb25546db06223519968cfca5009ca622bed4bfe9c42fcd7c4d324cb870fd38',100.0,1.77903331056853389e+09,0,'2026-05-17T17:55:10.568534+02:00',NULL,NULL,NULL,'["Software Architecture", "Database Design", "Migration Patterns"]','["[COMMUNITY-TOOL]"]','["docs/liquibase.md"]','["liquibase.md"]','{}','{"duplicate_of": "https://percona.community/blog"}');
+INSERT INTO "resources" VALUES('https://www.percona.com/doc/kubernetes-operator-for-pxc/index.html','Percona.com: Percona Kubernetes Operator for Percona XtraDB Cluster','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','3fd43de075bbccc98595954eea6b7956469dd9c9d5af2da88d8016348f9f7bca',100.0,1.77903048237500309e+09,0,'2026-05-17T17:08:02.375003+02:00',NULL,NULL,NULL,'[]','[]','["docs/databases.md"]','[]','{}','{"duplicate_of": "https://docs.percona.com/percona-operator-for-mysql/pxc/index.html"}');
 INSERT INTO "resources" VALUES('https://www.phillipsj.net/posts/dynamically-loaded-terraform-providers','phillipsj.net: Dynamically Loaded Terraform Providers 🌟','','2021',0,'An in-depth investigation of how Terraform loads and resolves provider plugins dynamically. Covers binary dependency management inside isolated, non-internet-connected execution nodes and air-gapped registry mirrors.','None','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform Engine", "Provider Architecture"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.pingcap.com/blog/chaos-mesh-action-integrate-chaos-engineering-into-your-ci','pingcap.com: chaos-mesh-action: Integrate Chaos Engineering into Your CI','','2021',0,'Demonstrates the implementation of Chaos Mesh within GitHub Actions CI/CD workflows using chaos-mesh-action. Allows developers to continuously assert the resilience of code changes by spinning up test clusters, injecting faults, and validating outputs on pull requests.','English','Technical Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Resilience", "Chaos Engineering", "Continuous Integration"]','["[COMMUNITY-TOOL]"]','[]','["chaos-engineering.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.pionative.com/post/6-important-things-you-need-to-run-kubernetes-in-production','==pionative.com: 6 Important things you need to run Kubernetes in production==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','c8b23568145f558a6ac3da86709f96d11b967683c43aa5159b184683ec2f12b8',100.0,1.77903114834335589e+09,0,'2026-05-17T17:19:08.343356+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}');
@@ -17022,7 +17022,7 @@ INSERT INTO "resources" VALUES('https://www.pluralsight.com/resources/blog/cloud
 INSERT INTO "resources" VALUES('https://www.pluralsight.com/resources/blog/cloud/3-ways-to-practice-migrating-workloads-to-the-cloud','acloudguru.com: 3 ways to practice migrating workloads to the cloud','','2022',0,'Provides instructional path frameworks for developers looking to gain hands-on migration experience. Focuses on setting up mock environments, replicating on-premise infrastructure in sandboxes, and utilizing provider-native migration automation tools.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Migration", "Hands-On"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.pluralsight.com/resources/blog/cloud/5-reasons-to-not-move-to-devops','acloudguru.com: 5 Reasons to NOT Move to DevOps 🌟','','2020',2,'Presents a critical look at modern DevOps transformations. Outlines operational and structural bottlenecks where attempts fail due to misaligned software patterns or lacking automated testing frameworks.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Culture", "Risk Assessment"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.pluralsight.com/resources/blog/cloud/5-things-we-love-about-terraform','acloudguru.com: 5 things we love about Terraform','','2022',3,'Outlines the critical architectural and workflow advantages that cemented Terraform as the de facto standard for infrastructure automation. Focuses on the declarative configuration model, multi-provider extensibility, plan dry-runs, modularity, and community-driven resource provider support. Live grounding confirms that despite market fragmentation, these core tenets remain essential to modern platform engineering.','HCL','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "Adoption Principles"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.pluralsight.com/resources/blog/cloud/adopting-gitops-for-kubernetes-on-aws','acloudguru.com: Adopting GitOps for Kubernetes on AWS 🌟','','2021',0,'A strategic overview of adopting GitOps paradigms for EKS workloads. Outlines structural patterns, IAM roles for service accounts integration, and state synchronization using Flux controllers.','None','Technical Article','Medium',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "GitOps & Deployment", "Flux Ecosystem"]','["[COMMUNITY-TOOL]"]','[]','["flux.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.pluralsight.com/resources/blog/cloud/adopting-gitops-for-kubernetes-on-aws','acloudguru.com: Adopting GitOps for Kubernetes on AWS 🌟','','2021',0,'A strategic overview of adopting GitOps paradigms for EKS workloads. Outlines structural patterns, IAM roles for service accounts integration, and state synchronization using Flux controllers.','None','Technical Article','Medium',1,'duplicate','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "GitOps & Deployment", "Flux Ecosystem"]','["[COMMUNITY-TOOL]"]','[]','["flux.md"]','{}','{"duplicate_of": "https://info.acloud.guru/resources/deploying-kubernetes-with-gitops"}');
 INSERT INTO "resources" VALUES('https://www.pluralsight.com/resources/blog/cloud/aks-vs-eks-vs-gke-managed-kubernetes-services-compared','acloudguru.com: AKS vs EKS vs GKE: Managed Kubernetes services compared','','2021',0,'Educational comparison targeting operations teams, reviewing storage performance, networking setups, and billing strategies across AWS, GCP, and Azure.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "Managed Services"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.pluralsight.com/resources/blog/cloud/ansible-vs-puppet-which-is-right-for-you','acloudguru.com: Ansible vs Puppet: Which is right for you?','','2021',0,'A deep analytical comparison weighing Ansible''s procedural, agentless, SSH-driven philosophy against Puppet''s declarative, master/agent pull topology. Compares target infrastructure footprints, security boundaries, and operational skills overhead.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Comparison"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.pluralsight.com/resources/blog/cloud/aws-adds-to-the-no-code-pile-is-it-the-end-of-the-engineer','acloudguru.com: AWS adds to the no-code pile: Is it the end of the engineer?','','2020',3,'An evaluation of Amazon Honeycode and AWS''s cloud-adjacent no-code offerings. It reviews whether these tools substitute cloud architects, concluding that complex backend management and custom distributed architectures remain critical engineering tasks.','English','Technical Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Development Paradigms", "Low Code"]','["[COMMUNITY-TOOL]"]','[]','["lowcode-nocode.md"]','{}','{}');
@@ -17053,39 +17053,39 @@ INSERT INTO "resources" VALUES('https://www.pluralsight.com/resources/blog/cloud
 INSERT INTO "resources" VALUES('https://www.pluralsight.com/resources/blog/cloud/why-learn-multiple-cloud-platforms','acloudguru.com: Multicloud Fluency: 6 reasons you should learn multiple clouds','','2026',0,'A Pluralsight / A Cloud Guru publication detailing the technical and economic benefits of pursuing multi-cloud literacy. It highlights cloud portability, lock-in avoidance, and feature-specific workload optimization. Live grounding indicates its utility in corporate reskilling initiatives.','English','Guide/Education','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Learning", "Multi-Cloud Strategy", "Business Case"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["public-cloud-solutions.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.plutora.com/ci-cd-tools/artifacts-management-tools','plutora.com: Artifacts management tools','','2023',0,'An architectural breakdown of the artifact registry ecosystem (such as JFrog Artifactory and Sonatype Nexus). Evaluates why safe binary management, package indexing, and license scanning are critical for maintaining clean supply chains.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Deployment & Delivery", "CI/CD & Delivery", "Artifact Registry"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.pmease.com','PMEase QuickBuild','','2025',0,'A powerful commercial build and configuration management tool geared towards large enterprises. Combines high-capacity agents, visual dependency chains, and precise audit trails for legacy and cloud-native workloads.','Java','Platform','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Deployment & Delivery", "CI/CD & Delivery", "Enterprise Tooling"]','["[LEGACY]"]','[]','["devops-tools.md", "cicd.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.polyglotdeveloper.com/cheatsheet/2015-01-08-Gradle-cheatsheet','polyglotdeveloper.com: Gradle Cheat Sheet','','N/A',0,'A curated technical resource and architectural guide covering polyglotdeveloper.com: Gradle Cheat Sheet in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903207416566109e+09,0,'2026-05-17T17:34:34.165661+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.popsci.com/diy/use-markdown-google','popsci.com: Google’s expanded Markdown feature could change how you work','','2022',0,'A practical exploration of Google''s Markdown shortcut updates. Details productivity benefits for technical writers who need to seamlessly transition text-based formats between IDE files and collaborative company workspaces.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Documentation & Workflow", "Writing Tools", "WYSIWYG Integrations"]','["[COMMUNITY-TOOL]"]','[]','["mkdocs.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.portainer.io/blog/docker-swarm-vs-kubernetes','portainer.io: Kubernetes vs Docker Swarm vs Nomad - the orchestrator wars continue?','','2022',0,'A strategic comparison of Kubernetes, Nomad, and Docker Swarm from the Portainer perspective, exploring ease of use, security models, and long-term operating costs.','None','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Ecosystem", "Comparison"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-alternatives.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.portainer.io/blog/orchestrator-wars-continue','portainer.io: Kubernetes vs Docker Swarm vs Nomad - the orchestrator wars'' continue?','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','a8f909d8e47ef1b86f3d1d729272079f7ff471f45b4e86f017f37cc344751c2d',100.0,1.77903154008583903e+09,0,'2026-05-17T17:25:40.085839+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-alternatives.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.portainer.io/blog/orchestrator-wars-continue','portainer.io: Kubernetes vs Docker Swarm vs Nomad - the orchestrator wars'' continue?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a8f909d8e47ef1b86f3d1d729272079f7ff471f45b4e86f017f37cc344751c2d',100.0,1.77903154008583903e+09,0,'2026-05-17T17:25:40.085839+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-alternatives.md"]','[]','{}','{"duplicate_of": "https://www.portainer.io/blog/docker-swarm-vs-kubernetes"}');
 INSERT INTO "resources" VALUES('https://www.portainer.io/install','Portainer Community Edition','','2026',0,'The Community Edition of Portainer provides a self-hosted, lightweight administration portal for managing standalone Docker daemons, Swarm clusters, and edge environments. It abstracts complex container and volume operations into a responsive dashboard, reducing operational friction. It remains a popular, stable, and highly trusted portal for developer environments and internal infrastructure management.','Go','Tool','Medium',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Containerization", "Container Management"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.portainer.io/products/community-edition','Portainer Community Edition','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','08087573ac02ba92240fc5b1e6b42378b3cac3b380368c37f45b27d4639d81fd',100.0,1779030394.26023,0,'2026-05-17T17:06:34.260230+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.portainer.io/products/community-edition','Portainer Community Edition','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','08087573ac02ba92240fc5b1e6b42378b3cac3b380368c37f45b27d4639d81fd',100.0,1779030394.26023,0,'2026-05-17T17:06:34.260230+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{"duplicate_of": "https://www.portainer.io/install"}');
 INSERT INTO "resources" VALUES('https://www.postgresql.org/about/news/crunchy-postgresql-operator-45-enhanced-monitoring-custom-annotations-postgresql-13-2086','postgresql.org: Crunchy PostgreSQL Operator 4.5: Enhanced Monitoring, Custom Annotations, PostgreSQL 13 🌟','','2020',0,'Community release documentation of Crunchy PostgreSQL Operator v4.5. Focuses on support configurations for PostgreSQL 13, pod custom annotations, and major Prometheus exporter stack upgrades.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes Operators", "PostgreSQL Operator"]','["[COMMUNITY-TOOL]"]','[]','["crunchydata.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.postman.com','Postman','','2026',5,'Postman remains a prominent API collaboration platform. It offers developers comprehensive tools to design, mock, test, document, and monitor APIs within an intuitive, team-oriented development lifecycle workspace.','English','Tool','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Automation & Orchestration", "API Orchestration", "Postman"]','["[DE FACTO STANDARD]"]','["docs/about.md"]','["postman.md", "about.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.postman.com/api-platform/api-versioning','postman.com: API versioning','','2024',4,'An exhaustive Postman guide detailing safe patterns for API versioning. It breaks down URL-path, query-parameter, and custom header versioning approaches with concrete examples, evaluating how to maintain backward-compatibility while sunsetting legacy endpoints. It emphasizes using automated testing collections to verify deprecated versions in production environments.','English','Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Integration", "API Design", "Versioning & Evolution"]','["[ENTERPRISE-STABLE]", "[GUIDE]", "[LEGACY]"]','[]','["api.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.postman.com/pynt-io/workspace/pynt/overview','Postman Pynt 🌟','','2026',0,'Pynt is a dynamic API security testing tool built directly inside the Postman ecosystem. It scans microservice endpoints for vulnerabilities like OWASP Top 10 exploits during regular runtime tests.','English','Tool Integration','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Testing", "API Security", "Postman Integrations"]','["[COMMUNITY-TOOL]"]','[]','["postman.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.postman.com/resources/infographics/api-survey-2019','postman.com: Postman State of the API Report 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','c3e3ab4eb372278fe939aa1c8b6b5bdf923e96c4a6d293953c2e3d293faa784e',100.0,1.77903194559001302e+09,0,'2026-05-17T17:32:25.590013+02:00',NULL,NULL,NULL,'[]','[]','["docs/api.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.postman.com/resources/infographics/api-survey-2019','postman.com: Postman State of the API Report 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c3e3ab4eb372278fe939aa1c8b6b5bdf923e96c4a6d293953c2e3d293faa784e',100.0,1.77903194559001302e+09,0,'2026-05-17T17:32:25.590013+02:00',NULL,NULL,NULL,'[]','[]','["docs/api.md"]','[]','{}','{"duplicate_of": "https://www.postman.com/state-of-api/2025"}');
 INSERT INTO "resources" VALUES('https://www.postman.com/state-of-the-api/2019',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.postman.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','45c9576f652ef26542bf1cf1c65cb5bdf465164d02f6b8db88229feb32d6c03d',100.0,1.77913049501914691e+09,1,'2026-05-18T20:54:55.019147+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/api.md"]','["api.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.postman.com/what-is-an-api','postman.com: What is an API?','','2024',5,'Postman’s foundational guide explaining the mechanics of Application Programming Interfaces (APIs). It covers request-response patterns, typical protocols, payloads (JSON/XML), and the strategic business value of exposing software interfaces. It serves as an industry-standard primer for developers starting with web services.','English','Guide','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Integration", "API Design", "Fundamentals"]','["[DE FACTO STANDARD]", "[GUIDE]"]','[]','["api.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.powershellgallery.com/packages/Microsoft.PowerShell.Crescendo','powershellgallery.com: Microsoft.PowerShell.Crescendo','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','5be84c018cac8adc06d7860b4b1c7060888f9650036d4984ad299ea989e8778b',100.0,1.77902936490419411e+09,0,'2026-05-17T16:49:24.904194+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.powershellgallery.com/packages/Microsoft.PowerShell.Crescendo','powershellgallery.com: Microsoft.PowerShell.Crescendo','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5be84c018cac8adc06d7860b4b1c7060888f9650036d4984ad299ea989e8778b',100.0,1.77902936490419411e+09,0,'2026-05-17T16:49:24.904194+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{"duplicate_of": "https://www.powershellgallery.com/packages/Microsoft.PowerShell.Crescendo/1.1.0"}');
 INSERT INTO "resources" VALUES('https://www.powershellgallery.com/packages/Microsoft.PowerShell.Crescendo/1.1.0','powershellgallery.com: Microsoft.PowerShell.Crescendo','','2024',0,'Official deployment catalog landing page for installing the Microsoft.PowerShell.Crescendo engine. Standardizes the deployment of schema-based CLI command wrappers.','PowerShell','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure Automation", "Package Management", "PowerShell Gallery", "PowerShell Crescendo"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.previous.cloudbees.com/blog/cloudbees-core-configuration-code-preview','cloudbees.com: CloudBees Core Configuration as Code','','N/A',0,'A curated technical resource and architectural guide covering cloudbees.com: CloudBees Core Configuration as Code in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903008458731698e+09,0,'2026-05-17T17:01:24.587317+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.previous.cloudbees.com/press/cloudbees-integrates-software-delivery-management-platform-google-cloud-build-and-tekton-break','CloudBees Integrates Software Delivery Management Platform With Google Cloud Build and Tekton to Break Down Development Silos','','N/A',0,'A curated technical resource and architectural guide covering CloudBees Integrates Software Delivery Management Platform With Google Cloud Build and Tekton to Break Down Development Silos in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903084652929091e+09,0,'2026-05-17T17:14:06.529291+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/jenkins-alternatives.md"]','["jenkins-alternatives.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.previous.cloudbees.com/press/cloudbees-releases-another-industry-first-feature-flagging-premise-use','CloudBees Releases Another Industry First: Feature Flagging for On-Premise'' Use 🌟','','N/A',0,'A curated technical resource and architectural guide covering CloudBees Releases Another Industry First: Feature Flagging for On-Premise'' Use 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902957529443788e+09,0,'2026-05-17T16:52:55.294438+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md", "docs/jenkins.md"]','["git.md", "jenkins.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.primevideotech.com/video-streaming/scaling-up-the-prime-video-audio-video-monitoring-service-and-reducing-costs-by-90','primevideotech.com: Scaling up the Prime Video audio/video monitoring service'' and reducing costs by 90%','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','f4d52988290c0f3d99c1714bd15dc30ac61ad6e5244c8a501d6893096da59753',100.0,1.77903448288972806e+09,0,'2026-05-17T18:14:42.889728+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.prisma.io/blog/vscode-extension-prisma-rust-webassembly','prisma.io: Improving the Prisma Visual Studio Code Extension with WebAssembly'' 🌟','','2026',5,'A deep dive explaining the compilation of Prisma''s core engine to WebAssembly to optimize VS Code schema analysis and validation. It demonstrates how WASM can be used to improve tool startup performance and runtime efficiency.','English','Article','Advanced',1,'online','manual','e83a5b0af908809c2c55866617b3adee15a50deccbee9f7f2ed0ca755c396e9a',100.0,1.77903097555864095e+09,1,'2026-05-17T17:16:15.558641+02:00',NULL,NULL,NULL,'["Software Engineering", "Databases", "ORM and Tools"]','["[DE FACTO STANDARD]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.programmableweb.com','programmableweb.com','','N/A',0,'A curated technical resource and architectural guide covering programmableweb.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903219013190698e+09,0,'2026-05-17T17:36:30.131907+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/api.md"]','["api.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.programmersought.com/article/1858176023','Handwritten Maven archetype project scaffolding','','2020',3,'Detailed blueprint on writing and designing customized Maven archetypes. Empowers platform teams to automate standard microservice scaffolding configurations, keeping architectural consistency high.','English','Blog Post','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Build Systems", "JVM Ecosystem", "Project Templating"]','["[COMMUNITY-TOOL]"]','[]','["maven-gradle.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.project-a.vc/perspectives','insights.project-a.com: Using GitHub Actions to deploy to Kubernetes in GKE 🌟','','2023',0,'A practical roadmap for setting up secure Continuous Delivery pipelines to GKE using GitHub Actions. Specifically covers passwordless identity validation utilizing GCP Workload Identity Federation (WIF) to eliminate long-lived GCP service account JSON keys. Walks through Docker builds, GCR/GAR pushes, and Helm deployments.','YAML','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "CI/CD & Delivery", "GitHub Actions"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.project-open.com',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','be44edacf482f6062cb12cb835f568706b3d4c4403267956f2b6644d5ee4b65b',100.0,1.77903017276026105e+09,0,'2026-05-17T17:02:52.760261+02:00',NULL,NULL,NULL,'[]','[]','["docs/project-management-tools.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.project-piper.io','sap.github.io/jenkins-library','','2026',0,'Project Piper home, representing SAP''s official, reusable shared library and preconfigured pipeline templates for Jenkins. Simplifies standardized development, automated compliance validation, and deployment steps inside SAP cloud ecosystems.','English','Webpage','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI-CD", "Enterprise Platforms", "SAP"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.projectcalico.org','Project Calico','','N/A',0,'A curated technical resource and architectural guide covering Project Calico in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903225184035801e+09,0,'2026-05-17T17:37:31.840358+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md", "docs/kubernetes-networking.md"]','["devsecops.md", "kubernetes-networking.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.projectcalico.org/advertising-kubernetes-service-ips-with-calico-and-bgp','projectcalico.org: Advertising Kubernetes Service IPs with Calico and BGP','','N/A',0,'A curated technical resource and architectural guide covering projectcalico.org: Advertising Kubernetes Service IPs with Calico and BGP in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903392357075905e+09,0,'2026-05-17T18:05:23.570759+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.projectcalico.org/using-kubernetes-to-orchestrate-vms','projectcalico.org: Using Kubernetes to orchestrate VMs','','N/A',0,'A curated technical resource and architectural guide covering projectcalico.org: Using Kubernetes to orchestrate VMs in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903431882069301e+09,0,'2026-05-17T18:11:58.820693+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.projectcalico.org/advertising-kubernetes-service-ips-with-calico-and-bgp','projectcalico.org: Advertising Kubernetes Service IPs with Calico and BGP','','N/A',0,'A curated technical resource and architectural guide covering projectcalico.org: Advertising Kubernetes Service IPs with Calico and BGP in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903392357075905e+09,0,'2026-05-17T18:05:23.570759+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{"duplicate_of": "https://www.tigera.io/blog/advertising-kubernetes-service-ips-with-calico-and-bgp"}');
+INSERT INTO "resources" VALUES('https://www.projectcalico.org/using-kubernetes-to-orchestrate-vms','projectcalico.org: Using Kubernetes to orchestrate VMs','','N/A',0,'A curated technical resource and architectural guide covering projectcalico.org: Using Kubernetes to orchestrate VMs in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903431882069301e+09,0,'2026-05-17T18:11:58.820693+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"duplicate_of": "https://www.tigera.io/blog/using-kubernetes-to-orchestrate-vms"}');
 INSERT INTO "resources" VALUES('https://www.projectquay.io','projectquay.io','','2026',0,'The project homepage for Project Quay. Quay is an open-source, highly scalable, and secure container registry engine. The platform provides granular access controls, robot accounts, and support for multi-arch OCI registry specifications, serving as the upstream codebase for Red Hat Quay.','English','Homepage','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Container Registry", "Project Quay"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.prskavec.net/post/grafana-jsonnet','prskavec.net: Grafana dashboards and Jsonnet','','2021',0,'An introduction to programmatic dashboard development utilizing Jsonnet. Explores Dashboard-as-Code (DaC) practices to manage, version, and scale large volumes of dashboard definitions in production.','Jsonnet','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "Grafana Ecosystem", "Dashboard-as-Code"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.pulumi.com','Pulumi','','2026',0,'Pulumi is an industry-leading infrastructure-as-code platform enabling multi-cloud resource provisioning through standard programming languages. It provides rich testing utilities, compiler-driven schema safety, and scalable cloud state backends.','Polyglot','Framework','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Multi-Cloud Provisioning", "Pulumi"]','["[COMMUNITY-TOOL]"]','[]','["pulumi.md"]','{}','{}');
@@ -17113,12 +17113,12 @@ Key Tenets:
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 INSERT INTO "resources" VALUES('https://www.pulumi.com/docs/get-started/kubernetes','Pulumi','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','1a0af5f69d1df49b56807271c6a691ba81f63c93ad495c52d925ae54c2e377f2',100.0,1.77903218539943504e+09,0,'2026-05-17T17:36:25.399435+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.pulumi.com/docs/guides/adopting/from_kubernetes','pulumi.com: From Kubernetes or Helm YAML','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','6f983a73bee2672693f6a743b21e6d319592846c60f2ec3ca5aa8c61a95d23e5',100.0,1.77903218023236608e+09,0,'2026-05-17T17:36:20.232366+02:00',NULL,NULL,NULL,'[]','[]','["docs/pulumi.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.pulumi.com/docs/guides/adopting/from_kubernetes','pulumi.com: From Kubernetes or Helm YAML','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','6f983a73bee2672693f6a743b21e6d319592846c60f2ec3ca5aa8c61a95d23e5',100.0,1.77903218023236608e+09,0,'2026-05-17T17:36:20.232366+02:00',NULL,NULL,NULL,'[]','[]','["docs/pulumi.md"]','[]','{}','{"duplicate_of": "https://www.pulumi.com/docs/iac/guides/migration/migrating-to-pulumi/from-kubernetes"}');
 INSERT INTO "resources" VALUES('https://www.pulumi.com/docs/iac/comparisons/terraform','Pulumi VS Terraform','','2026',0,'A granular comparison detailing architectural differences between Pulumi''s language-native, dynamic resource instantiation model and Terraform''s static, declarative HCL configurations.','HCL','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Multi-Cloud Provisioning", "Comparisons"]','["[COMMUNITY-TOOL]"]','[]','["pulumi.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.pulumi.com/docs/iac/get-started/kubernetes',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','820e72ec8cb5202346081625b45599af331b63d389742c851c99e220a3d52e63',100.0,1779130494.96719,1,'2026-05-18T20:54:54.967190+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.pulumi.com/docs/iac/guides/migration/migrating-to-pulumi/from-kubernetes','pulumi.com: From Kubernetes or Helm YAML','','2026',0,'Technical conversion guide outlining methodologies to translate legacy, static Kubernetes YAML definitions or complex Helm charts directly into expressive, compilable Pulumi programs.','TypeScript','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Kubernetes Provisioning", "Migration"]','["[LEGACY]"]','[]','["pulumi.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.pulumi.com/docs/intro/cloud-providers','Pulumi Cloud Providers','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','5a1c04028be0a5354a02d5499685c52e3934a4bf09c9b2ce4076e135276f517f',100.0,1.77903157471474289e+09,0,'2026-05-17T17:26:14.714743+02:00',NULL,NULL,NULL,'[]','[]','["docs/pulumi.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.pulumi.com/docs/intro/vs/terraform','Pulumi VS Terraform','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','625b3fcb9c325825abb05977bca67bf15a46d7af136451a648e106e4bf1bc786',100.0,1779030365.3116,0,'2026-05-17T17:06:05.311600+02:00',NULL,NULL,NULL,'[]','[]','["docs/pulumi.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.pulumi.com/docs/intro/cloud-providers','Pulumi Cloud Providers','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5a1c04028be0a5354a02d5499685c52e3934a4bf09c9b2ce4076e135276f517f',100.0,1.77903157471474289e+09,0,'2026-05-17T17:26:14.714743+02:00',NULL,NULL,NULL,'[]','[]','["docs/pulumi.md"]','[]','{}','{"duplicate_of": "https://www.pulumi.com/registry/packages"}');
+INSERT INTO "resources" VALUES('https://www.pulumi.com/docs/intro/vs/terraform','Pulumi VS Terraform','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','625b3fcb9c325825abb05977bca67bf15a46d7af136451a648e106e4bf1bc786',100.0,1779030365.3116,0,'2026-05-17T17:06:05.311600+02:00',NULL,NULL,NULL,'[]','[]','["docs/pulumi.md"]','[]','{}','{"duplicate_of": "https://www.pulumi.com/docs/iac/comparisons/terraform"}');
 INSERT INTO "resources" VALUES('https://www.pulumi.com/registry',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.pulumi.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','d6b7409250e659b0b52dbebda1e13573cac567b81f2364627cb726b779aaeee9',100.0,1.77913049498702907e+09,1,'2026-05-18T20:54:54.987029+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/pulumi.md"]','["pulumi.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.pulumi.com/registry/packages/aws/how-to-guides/ecs-fargate','pulumi.com: Running Containers on ECS Fargate','','2026',0,'Architecture guide detailing how to use Pulumi to configure AWS ECS Fargate environments. Covers programmatic configuration of subnets, target groups, auto-scaling thresholds, and secure IAM policies.','TypeScript','Tutorial','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Provisioning", "Serverless Containers", "AWS Fargate"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["pulumi.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.pulumi.com/releases/agentic-infrastructure-era','The Agentic Infrastructure Era | Pulumi Releases','An official landing page and resource hub detailing Pulumi''s product launches and integrations designed specifically for agent-native cloud deployments.','2026',4,'Pulumi''s launch page for the ''Agentic Infrastructure Era'' outlines a strategic suite of features facilitating lights-out, autonomous cloud provisioning. The release coordinates major capabilities like the `pulumi do` declarative-to-imperative bridge, instant ephemeral credentials, and native integration with AI frameworks such as Claude Code and Microsoft Foundry. This architectural pivot enables organizations to safely hand over portion of their IaC pipeline to self-correcting agents that operate within pre-existing organizational policy guardrails.','en','article','advanced',0,'online','automatic','38c6172d00e75610cd3bd43eb45d96ca612d27583dfb4d064da6a0c1ee7792c6',NULL,1.78035245411997294e+09,0,'2026-06-02T00:20:54.119973+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Pulumi", "AI Agents", "Agentic Architecture"]','["[ENTERPRISE-STABLE]", "[EMERGING]"]','[]','[]','{}','{"category": "pulumi", "reputation_status": "Vetted", "reputation_summary": "Pulumi''s official launch hub outlining their strategic vision and software capabilities for the AI agent-driven IaC era.", "social_preview_url": "https://www.pulumi.com/images/releases/may-2026/meta.png", "source_provenance": "X.com (PulumiCorp)", "suggested_new_category": ""}');
@@ -17128,7 +17128,7 @@ INSERT INTO "resources" VALUES('https://www.pymesyautonomos.com/management/esta-
 INSERT INTO "resources" VALUES('https://www.pyvideo.org/video/3509/tdd-with-django-from-scratch-a-beginners-intro','TDD with Django, from scratch: a beginner''s intro to testing and web development','','2015',0,'Historical tutorial introducing Test-Driven Development (TDD) concepts in Django. Evaluates assertion workflows, testing isolated model components, and unit test integrations within early Python CI environments.','Python','Video Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2015-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Web Frameworks", "Testing Paradigms"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["python.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.qovery.com/docs/getting-started/introduction','hub.qovery.com: Terraform is Not the Golden Hammer','','2022',0,'An analytical critique from Qovery discussing the boundaries of Terraform. Argues that while it is exceptional for static cloud resource layout, it remains ill-suited for real-time application deployment layers and dynamic developer self-service tasks.','English','Case Study','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "IaC Comparison", "Platform Engineering"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.quandarycg.com/everything-you-need-to-know-about-integrations','quandarycg.com: Everything You Need To Know About System Integration (And IPaaS) 🌟','','2020',0,'This high-level architecture overview defines Integration Platform as a Service (iPaaS) principles and compares them to traditional Enterprise Service Bus (ESB) frameworks. It highlights modern data mapping, API management, and low-code integrations, discussing key tradeoffs in choosing centralized versus decentralized integration layers.','N/A','Technical Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Integration", "iPaaS", "Architecture Concepts"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.quora.com/What-is-trunk-based-development','quora.com: What is trunk based development?','','N/A',0,'A curated technical resource and architectural guide covering quora.com: What is trunk based development? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903422886078405e+09,0,'2026-05-17T18:10:28.860784+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.quora.com/What-is-trunk-based-development','quora.com: What is trunk based development?','','N/A',0,'A curated technical resource and architectural guide covering quora.com: What is trunk based development? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903422886078405e+09,0,'2026-05-17T18:10:28.860784+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{"duplicate_of": "https://paulhammant.com/2013/04/05/what-is-trunk-based-development"}');
 INSERT INTO "resources" VALUES('https://www.quora.com/Whats-the-difference-between-Apache-Camel-and-Kafka','Quora.com: What''s the difference between Apache Camel and Kafka?','','N/A',0,'A curated technical resource and architectural guide covering Quora.com: What''s the difference between Apache Camel and Kafka? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903392340976309e+09,0,'2026-05-17T18:05:23.409763+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.qwinix.io/blog-what-is-kubernetes','qwinix.io: What Is Kubernetes? K8s Uses, Benefits, & More','','2021',0,'High-level review detailing containerization benefits, resource allocation, self-healing architectures, and declarative desired states. Aimed at introducing product leads and junior engineers to the core patterns of K8s orchestration.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Introductory", "Concepts", "Kubernetes Basics"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.r-bloggers.com/2021/05/dockerizing-shiny-applications','r-bloggers.com: Dockerizing Shiny Applications','','2021',0,'Demonstrates the step-by-step process of packaging R Shiny applications inside Docker containers. Addresses compiler flags, OS-level dependencies, and static runtime packages required to deliver predictable, reproducible analytical dashboards.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Science", "R Ecosystem", "Shiny Deployment"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["docker.md"]','{}','{}');
@@ -17151,7 +17151,7 @@ INSERT INTO "resources" VALUES('https://www.red-gate.com/simple-talk/databases/s
 INSERT INTO "resources" VALUES('https://www.red-gate.com/simple-talk/development/dotnet-development/script-loading-between-http1-1-and-http2','simple-talk.com: Script Loading between HTTP/1.1 and HTTP/2','','2016',0,'Examines legacy JavaScript loading tactics under HTTP/1.1 (bundling, file concat) versus modern multiplexed HTTP/2 streams. Provides performance data regarding latency changes.','JavaScript','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Web Protocols & Performance", "HTTP Optimization", "Browser Performance"]','["[LEGACY]"]','[]','["networking.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redbooks.ibm.com/abstracts/redp5565.html','redbooks.ibm.com: IBM Storage for Red Hat OpenShift. IBM block storage & IBM Spectrum Scale','','2020',0,'This comprehensive Redbook outlines deployment architecture guidelines for IBM Block Storage and IBM Spectrum Scale CSI drivers within OpenShift environments. It details technical patterns for high-performance file sharing, security isolation, multi-zone availability, and persistent volume provisioning needed for enterprise-grade workloads.','None','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Integration", "Cloud-Native Storage", "IBM Spectrum Scale Integration"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-storage.md", "ibm_cloud.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.reddit.com/r/AZURE','reddit.com/r/AZURE','','N/A',0,'A curated technical resource and architectural guide covering reddit.com/r/AZURE in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173610145694804e+09,0,'2026-06-18T00:41:41.456948+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/newsfeeds.md"]','["newsfeeds.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.reddit.com/r/ExperiencedDevs/comments/pw6vuv/promotion_driven_development','reddit.com: Promotion Driven Development','','N/A',0,'A curated technical resource and architectural guide covering reddit.com: Promotion Driven Development in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173624476941394e+09,0,'2026-06-18T00:44:04.769414+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/about.md", "docs/project-management-methodology.md"]','["about.md", "project-management-methodology.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.reddit.com/r/ExperiencedDevs/comments/pw6vuv/promotion_driven_development','reddit.com: Promotion Driven Development','','N/A',0,'A curated technical resource and architectural guide covering reddit.com: Promotion Driven Development in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.78173624476941394e+09,0,'2026-06-18T00:44:04.769414+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/about.md", "docs/project-management-methodology.md"]','["about.md", "project-management-methodology.md"]','{}','{"duplicate_of": "https://www.nichesoftware.co.nz/2021/05/29/promotion-driven-development.html"}');
 INSERT INTO "resources" VALUES('https://www.reddit.com/r/PowerShell/comments/flzsx5/powershell_core_yaml_support','reddit.com: PowerShell Core yaml support?','','N/A',0,'A curated technical resource and architectural guide covering reddit.com: PowerShell Core yaml support? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173587922004508e+09,0,'2026-06-18T00:37:59.220045+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.reddit.com/r/Python','reddit.com/r/python','','N/A',0,'A curated technical resource and architectural guide covering reddit.com/r/python in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173610145739603e+09,0,'2026-06-18T00:41:41.457396+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/newsfeeds.md"]','["newsfeeds.md"]','{}','{}');
@@ -17167,19 +17167,19 @@ INSERT INTO "resources" VALUES('https://www.reddit.com/r/Terraform/comments/h0td
 INSERT INTO "resources" VALUES('https://www.reddit.com/r/Traefik','reddit.com/r/Traefik','','N/A',0,'A curated technical resource and architectural guide covering reddit.com/r/Traefik in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173610145725607e+09,0,'2026-06-18T00:41:41.457256+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/newsfeeds.md"]','["newsfeeds.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.reddit.com/r/ansible','reddit.com/r/ansible','','N/A',0,'A curated technical resource and architectural guide covering reddit.com/r/ansible in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173610143803596e+09,0,'2026-06-18T00:41:41.438036+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/newsfeeds.md"]','["newsfeeds.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog','redhat.com: ACM Ansible Integration Overview','','2021',0,'Explores integrations bridging Red Hat Advanced Cluster Management (ACM) with Ansible Automation Platform. Automates physical or non-Kubernetes resource tasks at critical points in cluster lifecycles.','YAML','Article','Advanced',0,'duplicate','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Operations", "Enterprise Cluster Management", "Ansible & ACM"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md", "demos.md"]','{}','{"duplicate_of": "https://www.redhat.com/en/about/videos/acm-ansible-integration-overview"}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/11-manager-considerations','redhat.com: 11 considerations for effectively managing a Linux sysadmin team 🌟','','2021',4,'A comprehensive architectural guide to managing infrastructure operations and sysadmin teams. Emphasizes modernizing Linux environments, balancing operational tasks with strategic automation, and establishing clear performance indicators. Contrasts classical hands-on sysadmin workflows with contemporary automated infrastructure-as-code paradigms to scale team efficiency.','en','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Engineering Leadership", "Team Management", "Infrastructure Operations"]','["[ENTERPRISE-STABLE]"]','[]','["project-management-methodology.md"]','{}','{}');
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@@ -17280,7 +17280,7 @@ INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/automate-podman-a
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/automate-reboot-ansible','redhat.com: How to automate system reboots using the Ansible reboot module','','2021',0,'Technical deep dive on the ''ansible.builtin.reboot'' module, detailing configuration parameters for safe kernel patching or driver upgrades. Explains the orchestration mechanics of initiating reboots, handling control channel disconnects, and validating post-reboot target accessibility.','YAML','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "System Management"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/automate-your-security-practices-and-policies-on-openshift-with-kyverno','cloud.redhat.com: Automate Your Security Practices and Policies on OpenShift With Kyverno 🌟','','2021',0,'Illustrates automated security practice implementation inside OpenShift clusters utilizing Kyverno. Explores Kyverno''s YAML-native approach, highlighting how platform engineers write policies using standard Kubernetes resource models without learning new programming languages.','YAML','Article','Intermediate',0,'online','manual','749b437121b3977c12ac540d4366f3cb1a58a93f896a7e0bfb33df00c3a45e09',100.0,1.779130494958956e+09,1,'2026-05-18T20:54:54.958956+02:00',NULL,NULL,NULL,'["Cloud Native Security", "Policy-as-Code", "Kyverno"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/automating-red-hat-satellite-with-ansible?sc_cid=7015Y000003t7aWQAQ',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','d395bb52b1252a079444326d64af97a773730272d073bebfa47b0f6209c44b53',100.0,1.77913049500324201e+09,1,'2026-05-18T20:54:55.003242+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ansible.md"]','["ansible.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/automating-security-with-cyberark-and-red-hat-ansible-automation-platform?sc_cid=7015Y000003t7aWQAQ','ansible.com: Automating Security with CyberArk and Red Hat Ansible Automation Platform','','2022',0,'Deep-dive on workflow security, combining CyberArk vaulting features with Ansible infrastructure orchestration. Addresses regulatory and internal auditing requirements for credential cycles.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Secrets Management", "Enterprise Platforms"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/automating-security-with-cyberark-and-red-hat-ansible-automation-platform?sc_cid=7015Y000003t7aWQAQ','ansible.com: Automating Security with CyberArk and Red Hat Ansible Automation Platform','','2022',0,'Deep-dive on workflow security, combining CyberArk vaulting features with Ansible infrastructure orchestration. Addresses regulatory and internal auditing requirements for credential cycles.','English','Article','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Secrets Management", "Enterprise Platforms"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{"duplicate_of": "https://www.redhat.com/en/blog/automating-security-with-cyberark-and-red-hat-ansible-automation-platform"}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/automation-architects',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','a5758f5648c10373327bc8d6df347246c73cf404c027562a5363ca2444726bef',100.0,1.77913049499831295e+09,1,'2026-05-18T20:54:54.998313+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/automation-combat-increased-workload','redhat.com: Use automation to combat your increased workload','','2021',3,'Focuses on the role of system-wide automation frameworks (e.g., Ansible, Chef) in managing scale complexity within modern engineering groups. Illustrates how automating toil and routine operations reduces human error rate and frees cognitive resources for high-value architecture planning.','English','Technical Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps, Automation & Modern Systems Engineering", "Automation & Orchestration", "Operational Efficiency"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/automation-first-mentality','redhat.com: 5 ways for teams to create an automation-first mentality','','2021',0,'Examines strategic methods to cultivate an automation-first culture within platform and infrastructure organizations. Details how automating recurring tasks and standardizing configurations directly impacts delivery reliability, architectural scaling, and security compliance.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Automation", "Engineering Culture"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
@@ -17509,7 +17509,7 @@ INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/redefining-possib
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/remote-debugging-java-applications-openshift','Remote Debugging of Java Applications on OpenShift','','2020',0,'Focuses specifically on configuring JDWP parameters in enterprise Java container builds to allow secure, remote interactive debugging from IDEs directly to pods in OpenShift.','Java','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Application Monitoring", "Java Diagnostics"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/renewed-thrill-ansible','redhat.com: Renewing my thrill at work with Ansible','','2021',0,'A practitioner''s personal narrative showing how shifting from manual scripts to structured declarative YAML improves engineering efficiency. It showcases how automation reduces operational fatigue, shifting dev focus toward building features. A solid developer-advocate study of Ansible benefits.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Automation", "Infrastructure as Code", "Developer Experience"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/replace-docker-podman-mac-revisited','redhat.com: How to replace Docker with Podman on a Mac, revisited','','2022',0,'An updated architectural guide on replacing Docker Desktop with Podman on macOS. This revision covers modern updates to Podman Machine, performance-tuned mounting solutions, and port-forwarding schemes that simplify the developer experience on Apple Silicon.','Shell','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Infrastructure", "Container Engines", "macOS Integration"]','["[COMMUNITY-TOOL]"]','[]','["container-managers.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/replace-docker-podman-macos','redhat.com: How to replace Docker with Podman on a Mac','','2021',0,'An installation guide detailing how to replace Docker Desktop on macOS using the native Podman Machine subsystem, which utilizes a Fedora-based CoreOS VM in QEMU. It outlines rootless volume sharing, port-forwarding setups, and local terminal alias configuration, achieving low-overhead development environments on Mac hardware.','Shell','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Infrastructure", "Container Engines", "macOS Integration"]','["[COMMUNITY-TOOL]"]','[]','["container-managers.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/replace-docker-podman-macos','redhat.com: How to replace Docker with Podman on a Mac','','2021',0,'An installation guide detailing how to replace Docker Desktop on macOS using the native Podman Machine subsystem, which utilizes a Fedora-based CoreOS VM in QEMU. It outlines rootless volume sharing, port-forwarding setups, and local terminal alias configuration, achieving low-overhead development environments on Mac hardware.','Shell','Article','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Infrastructure", "Container Engines", "macOS Integration"]','["[COMMUNITY-TOOL]"]','[]','["container-managers.md"]','{}','{"duplicate_of": "https://www.redhat.com/en/blog/replace-docker-podman-mac-revisited"}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/reverse-proxy-ansible','redhat.com: How to use Ansible to configure a reverse proxy 🌟','','2021',0,'Step-by-step design of an automated reverse proxy layer using HAProxy or Nginx. Illustrates template integration with dynamic backend target pools, configuring routing rules, load-balancer health checks, and secure SSL/TLS listeners through automation.','YAML','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Network Engineering"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/rook-ceph-storage-operator-now-operatorhubio',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','f26e971c1e658702a0fc51c28febae29ede437cc83642b86ba386e05e05c84be',100.0,1.7790320769402759e+09,0,'2026-05-17T17:34:36.940276+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-storage.md", "docs/ocp4.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/rootless-podman-nfs','Rootless podman and NFS','','2021',0,'A troubleshooting guide explaining UID/GID translation mechanisms when mounting NFS shared drives onto rootless Podman systems.','English','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Compute & Runtime", "Local Container Engines", "Rootless Storage"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
@@ -17521,7 +17521,7 @@ INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/signing-and-verif
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/simple-canary-deployments-using-kubernetes-statefulsets-on-openshift','openshift.com: Simple Canary Deployments using Kubernetes StatefulSets on OpenShift','','2020',0,'Illustrates an architectural pattern for running canary deployments on OpenShift using StatefulSets. Discusses how deterministic network identities and storage bindings facilitate controlled, traffic-weighted application releases.','Yaml','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Delivery", "Deployment Strategies", "Canary Deployments"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/simplifying-database-cloud-service-access','cloud.redhat.com: Simplifying Database Cloud Service Access','','2021',0,'Details standard patterns for binding external managed cloud databases to Kubernetes workloads. Highlights the Service Binding Operator specification, simplifying secret delivery, and enforcing secure connection parameters.','English','Technical Guide','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data on Kubernetes", "DBaaS", "Enterprise RedHat"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["databases.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/simplifying-openshift-case-information-gathering-workflow-must-gather-operator','blog.openshift.com: Simplifying OpenShift Case Information Gathering Workflow: **Must-Gather Operator** (In the context of Red Hat OpenShift 4.x and Kubernetes, **it is considered a bad practice to ssh into a node and perform debugging actions**) 🌟','','2020',5,'Introduces the Must-Gather Operator framework as a secure alternative to direct SSH debugging of underlying cluster nodes. Details how the automated diagnostic engine programmatically aggregates core configuration files, CRDs, namespace event logs, and kernel metrics.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Kubernetes", "Cluster Diagnostics", "Troubleshooting Protocols"]','["[DE FACTO STANDARD]"]','[]','["ocp4.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/simplifying-secrets-management-with-cyberark-and-red-hat-ansible-automation-platform?sc_cid=7015Y000003t7aWQAQ','ansible.com: Simplifying secrets management with CyberArk and Red Hat Ansible Automation Platform','','2022',0,'Demonstrates how Ansible Playbooks natively resolve access tokens and host credentials dynamically from CyberArk Conjur Secrets Manager, preventing configuration leakage.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Secrets Management", "Enterprise Platforms"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/simplifying-secrets-management-with-cyberark-and-red-hat-ansible-automation-platform?sc_cid=7015Y000003t7aWQAQ','ansible.com: Simplifying secrets management with CyberArk and Red Hat Ansible Automation Platform','','2022',0,'Demonstrates how Ansible Playbooks natively resolve access tokens and host credentials dynamically from CyberArk Conjur Secrets Manager, preventing configuration leakage.','English','Article','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Secrets Management", "Enterprise Platforms"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{"duplicate_of": "https://www.redhat.com/en/blog/simplifying-secrets-management-with-cyberark-and-red-hat-ansible-automation-platform"}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/sizing-applications-in-kubernetes','openshift.com: Sizing Applications in Kubernetes','','2021',0,'Red Hat''s guide on rightsizing containerized workloads in OpenShift and vanilla Kubernetes.
 - Discusses iterative load testing methodologies to derive realistic resource baselines.
 - Outlines how proper sizing reduces infrastructure overhead while maintaining application performance profiles.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Resource Management", "Resource Planning", "Application Sizing"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
@@ -17575,11 +17575,11 @@ INSERT INTO "resources" VALUES('https://www.redhat.com/en/livestreaming','OpenSh
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/products/application-foundations','**Red Hat Fuse**','','2026',0,'Historically a distributed integration platform based on Apache Camel, Red Hat Fuse has transitioned into the Red Hat Application Foundations suite. It provides enterprise-level connectivity for hybrid clouds, routing APIs, and legacy applications. Contemporary architectures deploy Camel Extensions for Quarkus to achieve high performance on Kubernetes.','Java','Platform','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Integration", "Enterprise Service Bus", "Red Hat Fuse"]','["[LEGACY]"]','[]','["message-queue.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/products/trials?products=hybrid-cloud','blog.openshift.com: OpenShift 4 Install Experience','','2019',0,'Outlines the modernized Full Stack Automation (IPI) and Pre-existing Infrastructure (UPI) install pathways for OpenShift 4. Guides systems administrators through bootstrapping, node discovery, and control-plane deployment workflows.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers & Orchestration", "OpenShift", "Installation & Setup"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/resources','O''Reilly Free Book: **DevOps with OpenShift**','','2017',3,'O''Reilly DevOps manual explaining legacy OpenShift pipeline integrations, build configurations, and container deployment pipelines. While the fundamental team topology and CI/CD concepts are outstanding, its technical recipes have been superseded by modern GitOps (Argo CD) and Tekton pipelines.','English','E-book','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2017-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Resources & Ebooks", "DevOps & CI/CD"]','["[LEGACY]"]','[]','["openshift.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/resources/openshift-subscription-sizing-guide-detail','redhat.com: OpenShift sizing and subscription guide for enterprise Kubernetes'' 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','9700a8a5aa1e5d21bda06ceadd0a1cae119e64713e25dff4fdab86ae0bc7565b',100.0,1.77903118605162191e+09,0,'2026-05-17T17:19:46.051622+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/resources/openshift-subscription-sizing-guide-detail','redhat.com: OpenShift sizing and subscription guide for enterprise Kubernetes'' 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','9700a8a5aa1e5d21bda06ceadd0a1cae119e64713e25dff4fdab86ae0bc7565b',100.0,1.77903118605162191e+09,0,'2026-05-17T17:19:46.051622+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{"duplicate_of": "https://www.redhat.com/en/resources/self-managed-openshift-subscription-guide"}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/resources/oreilly-kubernetes-operators-automation-ebook','O’Reilly: Free ebook: **Kubernetes Operators: Automating the Container Orchestration Platform**','','2020',5,'Definitive O''Reilly ebook on building custom Kubernetes Operators using Go, Ansible, and Helm SDKs. Walks through reconciling controllers, writing CRDs, and managing custom states. Live 2026 analysis indicates this text remains the absolute standard for engineering platform automation layers.','English','E-book','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Resources & Ebooks", "Operators"]','["[DE FACTO STANDARD]"]','[]','["openshift.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/resources/self-managed-openshift-subscription-guide','redhat.com: OpenShift sizing and subscription guide for enterprise Kubernetes 🌟','','2021',3,'An official enterprise resource guide addressing core allocation models, virtual-to-physical infrastructure sizing algorithms, and licensing calculations required to build a well-architected cluster.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Kubernetes", "Capacity Planning", "Platform Sizing"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/services/training/au094-ansible-essentials-simplicity-automation-technical-overview','redhat.com: Ansible Essentials: Simplicity in Automation Technical Overview (Free Course) 🌟','','2024',0,'A free, official Red Hat technical training course outlining the foundations of YAML configuration, agentless execution, and task execution patterns. Ideal for onboarding engineers to standard enterprise automation playbooks safely and effectively.','English','Course','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Automation", "Infrastructure as Code", "Ansible Training"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["ansible.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/services/training/do007-ansible-essentials-simplicity-automation-technical-overview','redhat.com: Ansible Essentials: Simplicity in Automation Technical Overview'' (Free Course) 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','82e3d22fc63363816d3f5b0f7771daa47969e48d99ea7a76434e3600467efefb',100.0,1.77903364011928892e+09,0,'2026-05-17T18:00:40.119289+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/services/training/do007-ansible-essentials-simplicity-automation-technical-overview','redhat.com: Ansible Essentials: Simplicity in Automation Technical Overview'' (Free Course) 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','82e3d22fc63363816d3f5b0f7771daa47969e48d99ea7a76434e3600467efefb',100.0,1.77903364011928892e+09,0,'2026-05-17T18:00:40.119289+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{"duplicate_of": "https://www.redhat.com/en/services/training/au094-ansible-essentials-simplicity-automation-technical-overview"}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/solutions/devsecops-approach','redhat.com: Red Hat''s approach to DevSecOps','','2022',0,'Outlines Red Hat''s framework for implementing DevSecOps inside Kubernetes environments like OpenShift. Explores container registry security integration, automated system hardening, and continuous policy-as-code validation patterns.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "DevSecOps", "Enterprise Infrastructure"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/solutions/edge-computing-approach?sc_cid=7013a000002w1CwAAI',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','6b7eb0d09287c57a49fb742cab9f9ce1f404734127756e677a637f33d718dcac',100.0,1.77913049497239804e+09,1,'2026-05-18T20:54:54.972398+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/edge-computing.md"]','["edge-computing.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/solutions/kubernetes-approach','Red Hat''s approach to Kubernetes 🌟','','2026',5,'Strategic whitepaper framing Red Hat''s platform-centric philosophy towards Kubernetes, prioritizing automated host systems (RHCOS) and lifecycle operations via custom operators. Offers deep architectural reasoning for selecting unified platforms over highly fragmented DIY setups. Essential reading for system architects.','English','Strategic Document','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Architectural Insights", "Red Hat Ecosystem"]','["[DE FACTO STANDARD]"]','[]','["openshift.md"]','{}','{}');
@@ -17608,129 +17608,129 @@ INSERT INTO "resources" VALUES('https://www.redhat.com/en/technologies/cloud-com
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/technologies/cloud-computing/openshift/pricing','Openshift.com pricing','','2026',0,'Red Hat''s official licensing, pricing, and deployment cost matrix for its enterprise-grade OpenShift container platform. It outlines bare-metal setups, hybrid pricing, and cloud integrations. Live grounding validates OpenShift as the premier choice for highly regulated, security-critical multi-cloud microservices.','English','Reference/Pricing','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Management", "Red Hat OpenShift", "Enterprise Costs"]','["[COMMUNITY-TOOL]"]','[]','["public-cloud-solutions.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/technologies/cloud-computing/openshift/products/online',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual',NULL,64.0,1.77913049495087504e+09,0,'2026-05-18T20:54:54.950875+02:00',NULL,NULL,NULL,'[]','[]','["docs/openshift.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/technologies/cloud-computing/openshift/serverless','OpenShift Serverless','','2026',5,'Red Hat''s production-hardened Knative integration. Provides out-of-the-box scale-to-zero capabilities, event routing, and secure cluster integration under the OpenShift console.','None','Product / Platform','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Kubernetes", "OpenShift", "OpenShift Serverless"]','["[DE FACTO STANDARD]"]','[]','["ocp4.md", "serverless.md"]','{}','{}');
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@@ -17766,19 +17766,19 @@ INSERT INTO "resources" VALUES('https://www.ringcentral.com/gb/en/blog/definitio
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@@ -17795,20 +17795,20 @@ INSERT INTO "resources" VALUES('https://www.scaledagileframework.com/devops','sc
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+INSERT INTO "resources" VALUES('https://www.scaleway.com/en/blog/understanding-kubernetes-autoscaling','blog.scaleway.com: Understanding Kubernetes Autoscaling','','2022',0,'A foundational overview tracing the operational boundaries of Horizontal Pod Autoscaling (HPA), Vertical Pod Autoscaling (VPA), and Cluster Autoscaler. Maps how these different scaling axes interact to maintain high application performance while limiting resource overhead.','N/A','Blog','Beginner',0,'duplicate','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes & Scaling", "Core Concepts", "Autoscaling Frameworks"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-autoscaling.md"]','{}','{"duplicate_of": "https://thinksys.com/devops/kubernetes-autoscaling"}');
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+INSERT INTO "resources" VALUES('https://www.schabell.org/2020/09/how-to-setup-openshift-container-platform-45.html','schabell.org: How to setup OpenShift Container Platform 4.5 on your local machine in minutes','','2020',0,'A developer-authored setup guide focusing on standing up an OpenShift Container Platform 4.5 environment locally in minutes. The post reviews resource constraints, command-line usage, automated virtual machine instantiation steps, and best practices for optimizing memory footpins to prevent developer system crashes.','English','Blog','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platforms", "Local Development", "OpenShift Local"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{"duplicate_of": "https://www.schabell.org/2021/03/codeready-containers-howto-setup-openshift-47-on-local-machine.html"}');
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+INSERT INTO "resources" VALUES('https://www.scrivano.org/posts/2022-10-21-the-journey-to-speed-up-oci-containers','scrivano.org: the journey to speed up running OCI containers','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','eee008342e2f1e639e9f7cf4db0ae616a7aa6f6bec8fdd128c26abbe73266dba',100.0,1.7790323765124979e+09,0,'2026-05-17T17:39:36.512498+02:00',NULL,NULL,NULL,'[]','[]','["docs/container-managers.md"]','[]','{}','{"duplicate_of": "https://scrivano.org/posts/2022-10-21-the-journey-to-speed-up-oci-containers"}');
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 INSERT INTO "resources" VALUES('https://www.scrum.org/resources/blog/posturas-del-product-owner','scrum.org: Posturas del Product Owner','','2021',4,'Explores both constructive and destructive behaviors (or ''postures'') of a Scrum Product Owner. Contrasts positive archetypes (collaborator, visionary, value maximizer) with negative ones (the scribe, the micro-manager, the bottleneck), explaining how the PO''s operational style directly affects system requirements refinement and engineering team velocity.','es','Technical Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Engineering Leadership", "Project Management", "Agile Methodologies"]','["[ENTERPRISE-STABLE]"]','[]','["project-management-methodology.md"]','{}','{}');
@@ -17819,28 +17819,28 @@ INSERT INTO "resources" VALUES('https://www.scrum.org/resources/kanban-guide-scr
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 INSERT INTO "resources" VALUES('https://www.seal.io','==seal.io: Open Source Platform Engineering for Dev & Ops==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','ea390b46a3c23558e09663500f38c1c646634c5d0abed1a9c3eec2d78265e57a',100.0,1.77903022220314502e+09,0,'2026-05-17T17:03:42.203145+02:00',NULL,NULL,NULL,'[]','[]','["docs/devops.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.searchenginejournal.com/python-machine-learning-technical-seo','searchenginejournal.com: An Introduction To Python & Machine Learning For'' Technical SEO','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','594c5462ba877d86904f77385886b871fb8065385ff255f027e5a4757687b5c8',100.0,1.77903125876430892e+09,0,'2026-05-17T17:20:58.764309+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.searchenginejournal.com/python-machine-learning-technical-seo','searchenginejournal.com: An Introduction To Python & Machine Learning For'' Technical SEO','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','594c5462ba877d86904f77385886b871fb8065385ff255f027e5a4757687b5c8',100.0,1.77903125876430892e+09,0,'2026-05-17T17:20:58.764309+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{"duplicate_of": "https://www.searchenginejournal.com/python-machine-learning-technical-seo/430000"}');
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+INSERT INTO "resources" VALUES('https://www.seifbassem.com/blogs/posts/azure-arc-ssh','seifbassem.com: SSH into your Azure Arc-enabled servers from anywhere','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','84604b9108856d33ab246fcf4c2119c9da6e59c15bf898a3180f0553c059f442',100.0,1.77903153391827797e+09,0,'2026-05-17T17:25:33.918278+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{"duplicate_of": "https://blog.seifbassem.com/blogs/posts/azure-arc-ssh"}');
 INSERT INTO "resources" VALUES('https://www.seifbassem.com/blogs/posts/azure-naming-tool','seifbassem.com: Azure Naming Tool','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','5a5927ac823b4944515f7eb29b6820750c45b89c0bfdef44df6f297289ebdffd',100.0,1.77902959464372396e+09,0,'2026-05-17T16:53:14.643724+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.selenium.dev','selenium.dev','','2025',0,'Official web portal for Selenium, the industry-standard cross-browser web testing suite. Outlines standard frameworks like Selenium WebDriver, Selenium Grid, and Selenium IDE.','Java','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Quality Assurance & Testing", "Test Automation", "Web Testing"]','["[COMMUNITY-TOOL]"]','[]','["test-automation-frameworks.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.semui.co','==Semaphore UI== 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','c15c3335c33c6fb125fa17aa32e5558b268f2826160dc2a350135fa3fc367db0',100.0,1.77903347781390309e+09,0,'2026-05-17T17:57:57.813903+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.semui.co','==Semaphore UI== 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c15c3335c33c6fb125fa17aa32e5558b268f2826160dc2a350135fa3fc367db0',100.0,1.77903347781390309e+09,0,'2026-05-17T17:57:57.813903+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{"duplicate_of": "https://mightyclaws.co.uk/bournemouth"}');
 INSERT INTO "resources" VALUES('https://www.sentinelone.com/blog/reducing-human-effort-in-cybersecurity-why-we-are-investing-in-torqs-automation-platform','sentinelone.com: Reducing Human Effort in Cybersecurity | Why We Are Investing in Torq’s Automation Platform','','2022',0,'An architecture-focused case study evaluating the operational benefits of integrating Torq''s no-code security automation platform. It demonstrates how automating standard incident responses reduces alert noise and decreases overall MTTR. This system allows operations teams to deploy rapid containment playbooks during dynamic security incidents.','None','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Security Operations", "SOAR Automation"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.serverless.com/blog/why-we-switched-from-docker-to-serverless','serverless.com: Why we switched from docker to serverless','','2019',0,'An in-depth case study analyzing a migration journey from containerized environments on virtual hosts to a completely serverless FaaS architecture. Details lessons learned regarding dynamic scalability, deployment frequency, resource optimization, and cost savings.','English','Case Study','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Serverless", "Migration Patterns"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["serverless.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.serverlessguru.com/blog/enterprise-serverless-adoption','serverlessguru.com: Enterprise Serverless Adoption 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','65051623250f7c807202b80d8d57baf9acc5838c28b879ee0f8a9c9efea9de54',100.0,1.77903093208689904e+09,0,'2026-05-17T17:15:32.086899+02:00',NULL,NULL,NULL,'[]','[]','["docs/serverless.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.serverlessguru.com/blog/enterprise-serverless-adoption','serverlessguru.com: Enterprise Serverless Adoption 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','65051623250f7c807202b80d8d57baf9acc5838c28b879ee0f8a9c9efea9de54',100.0,1.77903093208689904e+09,0,'2026-05-17T17:15:32.086899+02:00',NULL,NULL,NULL,'[]','[]','["docs/serverless.md"]','[]','{}','{"duplicate_of": "https://www.sls.guru/blog/enterprise-serverless-adoption"}');
 INSERT INTO "resources" VALUES('https://www.servethehome.com/docker-abruptly-starts-charging-many-users-for-docker-desktop','servethehome.com: Docker Abruptly Starts Charging Many Users for Docker Desktop','','2021',0,'A deep dive into the financial and operational impact of Docker Desktop''s enterprise licensing changes. Evaluates corporate strategies to handle these unexpected cost increases.','English','Analysis','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers & Orchestration", "Docker", "Licensing & Licensing Shift"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.sesin.at/2021/08/28/securing-kubernetes-with-kyverno-how-to-protect-your-users-from-themselves-by-ritesh-patel','sesin.at: Securing Kubernetes with Kyverno: How to Protect Your Users From'' Themselves by Ritesh Patel','','2021',0,'Explores security policy implementation using Kyverno to proactively safeguard users against unsafe configuration actions. Discusses deployment of best-practice guardrails, preventing privilege escalation, insecure mount paths, and other critical risks without impeding agile deployment workflows.','YAML','Article','Intermediate',0,'online','manual','N/A',100.0,1.77903011950325894e+09,0,'2026-05-17T17:01:59.503259+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Security", "Policy-as-Code"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.shipa.io/development/deploying-applications-on-kubernetes','shipa.io: Developing and deploying applications to Kubernetes locally with'' Shipa and Minikube','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','cd619fa3d1ee94c1ac7ed7d4324162de1a7f4054dde249d703582cf393815c17',100.0,1.77903322025020504e+09,0,'2026-05-17T17:53:40.250205+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.shipa.io/development/gitops','shipa.io: GitOps in Kubernetes, the easy way–with GitHub Actions and Shipa','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','3168adbb281d10adb56e57ea7524f533640cd075eb928bfd664f488503ade7df',100.0,1.77902961535966706e+09,0,'2026-05-17T16:53:35.359667+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.shipa.io/innovation/gitops-in-the-enterprise','shipa.io: GitOps in the enterprise 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','c4dc03b16362975b4e849f7d3dccf1de7a43ea493d042460bfe7d55104bf9083',100.0,1.77903445853485393e+09,0,'2026-05-17T18:14:18.534854+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.shipa.io/innovation/gitops-meets-appops','shipa.io: GitOps meets AppOps','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','a4d340a67abb645003c145488327739ee3e77371715746cd9403a84ea2a55cd2',100.0,1779034136.63749,0,'2026-05-17T18:08:56.637490+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.shipa.io/ketch/devops-challenge-kubernetes-deployment-ketch-vs-yaml','shipa.io: DevOps Challenge – Kubernetes Deployment: Ketch vs YAML','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','3a2fb22de51f892ba982e617909a259d7695b823017e40424b957ab96022fccf',100.0,1.77903119208432388e+09,0,'2026-05-17T17:19:52.084324+02:00',NULL,NULL,NULL,'[]','[]','["docs/yaml.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.shipa.io/development/a-real-world-application-deployment-on-kubernetes','shipa.io: Deploying a real-world application on Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','085658ad26bfcf2f9e7fa077c6560c7b03d7eb603d9555a692e2fef572948d45',100.0,1.77903315996128606e+09,0,'2026-05-17T17:52:39.961286+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://shipa.io/a-real-world-application-deployment-on-kubernetes"}');
+INSERT INTO "resources" VALUES('https://www.shipa.io/development/deploying-applications-on-kubernetes','shipa.io: Developing and deploying applications to Kubernetes locally with'' Shipa and Minikube','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','cd619fa3d1ee94c1ac7ed7d4324162de1a7f4054dde249d703582cf393815c17',100.0,1.77903322025020504e+09,0,'2026-05-17T17:53:40.250205+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://shipa.io/deploying-applications-on-kubernetes"}');
+INSERT INTO "resources" VALUES('https://www.shipa.io/development/gitops','shipa.io: GitOps in Kubernetes, the easy way–with GitHub Actions and Shipa','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','3168adbb281d10adb56e57ea7524f533640cd075eb928bfd664f488503ade7df',100.0,1.77902961535966706e+09,0,'2026-05-17T16:53:35.359667+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://shipa.io/gitops"}');
+INSERT INTO "resources" VALUES('https://www.shipa.io/innovation/gitops-in-the-enterprise','shipa.io: GitOps in the enterprise 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c4dc03b16362975b4e849f7d3dccf1de7a43ea493d042460bfe7d55104bf9083',100.0,1.77903445853485393e+09,0,'2026-05-17T18:14:18.534854+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{"duplicate_of": "https://shipa.io/gitops-in-the-enterprise"}');
+INSERT INTO "resources" VALUES('https://www.shipa.io/innovation/gitops-meets-appops','shipa.io: GitOps meets AppOps','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a4d340a67abb645003c145488327739ee3e77371715746cd9403a84ea2a55cd2',100.0,1779034136.63749,0,'2026-05-17T18:08:56.637490+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{"duplicate_of": "https://shipa.io/gitops-meets-appops"}');
+INSERT INTO "resources" VALUES('https://www.shipa.io/ketch/devops-challenge-kubernetes-deployment-ketch-vs-yaml','shipa.io: DevOps Challenge – Kubernetes Deployment: Ketch vs YAML','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','3a2fb22de51f892ba982e617909a259d7695b823017e40424b957ab96022fccf',100.0,1.77903119208432388e+09,0,'2026-05-17T17:19:52.084324+02:00',NULL,NULL,NULL,'[]','[]','["docs/yaml.md"]','[]','{}','{"duplicate_of": "https://shipa.io/devops-challenge-kubernetes-deployment-ketch-vs-yaml"}');
 INSERT INTO "resources" VALUES('https://www.shippable.com','Shippable (now part of JFrog Pipelines)','','N/A',0,'A curated technical resource and architectural guide covering Shippable (now part of JFrog Pipelines) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903071096606111e+09,0,'2026-05-17T17:11:50.966061+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/jenkins-alternatives.md"]','["jenkins-alternatives.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.shudnow.io','shudnow.io','','2024',0,'An enterprise operations blog providing guides on AD migrations, network routing structures, and automation architectures.','None','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform Management", "Microsoft Cloud", "Corporate Blog", "Architecture Resource"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.shuttleops.io','shuttleOps','','2026',0,'A no-code cloud delivery platform engineered to streamline application builds and deployments. It has largely exited the market or pivoted, leaving it as a legacy reference for visual-oriented deployment orchestrators.','N/A','Platform','Low',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Delivery", "CI-CD Platforms", "No-Code Delivery"]','["[LEGACY]"]','[]','["jenkins-alternatives.md"]','{}','{}');
@@ -17853,7 +17853,7 @@ INSERT INTO "resources" VALUES('https://www.signadot.com/blog/sandboxes-in-kuber
     - [medium.com/apache-apisix: End-to-end tracing with OpenTelemetry](https://medium.com/apache-apisix/end-to-end-tracing-opentelemetry-a50fceafed74)','2023',0,'Explores using OpenTelemetry trace propagation context to run isolated, multi-tenant sandbox testing within shared Kubernetes clusters. Routes test traffic dynamically to microservice variants using trace metadata headers.','None','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Distributed Tracing", "Kubernetes Testing"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.siliconrepublic.com/advice/dev-tools-recommended-by-irish-start-up-founders','siliconrepublic.com: 10 dev tools recommended by start-up founders','','2021',0,'Compiles professional tool recommendations and operational insights from modern startup founders designed to optimize engineering workflows. Explores high-impact toolsets covering automated CI/CD pipelines, integrated testing, task tracking, and developer-centric communication loops.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Industry Insights", "DevOps", "Developer Productivity"]','["[COMMUNITY-TOOL]"]','[]','["developerportals.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.silverliningsinfo.com/multi-cloud/cloud-9-lunch-ladies-news-wrap-live-cloud-executive-summit','silverliningsinfo.com: KubeCon: Five biggest trends from the Kubernetes'' love fest in Amsterdam','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','dd895cc2b0755ace8aaaa310235df384e8a9167cd7b6ac399755d1499de2a19a',100.0,1779034330.75714,0,'2026-05-17T18:12:10.757140+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.silverliningsinfo.com/multi-cloud/cloud-9-lunch-ladies-news-wrap-live-cloud-executive-summit','silverliningsinfo.com: KubeCon: Five biggest trends from the Kubernetes'' love fest in Amsterdam','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','dd895cc2b0755ace8aaaa310235df384e8a9167cd7b6ac399755d1499de2a19a',100.0,1779034330.75714,0,'2026-05-17T18:12:10.757140+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://www.fierce-network.com/multi-cloud/cloud-9-lunch-ladies-news-wrap-live-cloud-executive-summit"}');
 INSERT INTO "resources" VALUES('https://www.simform.com/blog/alternatives-to-kubernetes','simform.com: Top Alternatives to Kubernetes to Overcome Business Challenges','','2023',0,'Examines structural alternatives to Kubernetes such as Nomad, ECS, and Serverless. Helps engineering leadership assess operational trade-offs and bypass unnecessary deployment complexity.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "Alternatives"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-alternatives.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.simform.com/blog/devops-for-enterprise','simform.com: How to Implement DevOps for Enterprise?','','2024',0,'Analyzes the strategic blueprints required to migrate legacy corporate architectures into streamlined DevOps operational methodologies. Curator insights focus on dismantling organizational silos and establishing unified communication channels. Modern live assessment in 2026 confirms its heavy relevance to SAFe and LeSS enterprise frameworks, showing that automated QA governance gates are vital to maintaining continuous deployment velocity.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps & SRE", "Enterprise Strategy", "Adoption Frameworks"]','["[LEGACY]"]','[]','["devops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.simform.com/blog/microservice-best-practices','simform.com: 10 Microservice Best Practices: The 80/20 Way','','2022',0,'Synthesizes critical strategies for implementing resilient microservice deployments, highlighting domain-driven design, decentralized data management, API gateways, fault-isolation patterns, and automated telemetry ingestion to optimize the 80/20 impact curve.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Microservices", "Design Patterns", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
@@ -17862,10 +17862,10 @@ INSERT INTO "resources" VALUES('https://www.simform.com/blog/microservices-frame
 INSERT INTO "resources" VALUES('https://www.simform.com/blog/multi-cloud-architecture','simform.com: 6 Multi-Cloud Architecture Designs for an Effective Cloud Strategy 🌟','','2022',5,'Evaluates six distinct multi-cloud topologies including Multi-Cloud Disaster Recovery, Cloud-to-Cloud Federation, and Split-Brain architectures. The guide explains practical ingress routing, state synchronization, and database replication patterns needed to sustain highly resilient, cross-cloud operations.','English','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture & Infrastructure Strategy", "Multi-Cloud Strategy", "Architecture Designs"]','["[DE FACTO STANDARD]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.simform.com/blog/multi-cloud-strategy','simform.com: What is Multi Cloud? Why you Need a Multi Cloud Strategy?','','2022',4,'Decouples the business and technical drivers of multi-cloud architectures, focusing on risk mitigation, vendor lock-in avoidance, and geographical redundancy. The guide contrasts hybrid deployments with multi-cloud topologies to establish clear decision matrices for technical architects.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture & Infrastructure Strategy", "Multi-Cloud Strategy", "Architecture Planning"]','["[ENTERPRISE-STABLE]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.simform.com/cloud-migration-ebook','simform.com: Cloud Migration ebook','','2022',4,'A programmatic playbook detailing the methodologies of migrating legacy infrastructure into public or hybrid cloud topologies. It maps the standard ''R'' migration frameworks (Rehost, Replatform, Refactor, etc.), evaluating execution risks, database cutover strategies, and cost-modeling paradigms.','English','Ebook','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture & Infrastructure Strategy", "Migration & Modernization", "Planning Resources"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','[]','["introduction.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.simform.com/multi-cloud-strategy','simform.com: What is Multi Cloud? Why you Need a Multi Cloud Strategy?','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','ee08ede1f7478211ec4aaabee941ade7a23a10716abd7c55599d88b46e60c374',100.0,1.77903107999689888e+09,0,'2026-05-17T17:17:59.996899+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.simple-talk.com/dotnet/asp.net/script-loading-between-http1.1-and-http2','simple-talk.com: Script Loading between HTTP/1.1 and HTTP/2','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','d22103752b44c7c66d235f9635b70f6a803b264203f94602f5e36912a95d7bed',100.0,1.77903109048055505e+09,0,'2026-05-17T17:18:10.480555+02:00',NULL,NULL,NULL,'[]','[]','["docs/networking.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.simform.com/multi-cloud-strategy','simform.com: What is Multi Cloud? Why you Need a Multi Cloud Strategy?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ee08ede1f7478211ec4aaabee941ade7a23a10716abd7c55599d88b46e60c374',100.0,1.77903107999689888e+09,0,'2026-05-17T17:17:59.996899+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{"duplicate_of": "https://www.simform.com/blog/multi-cloud-strategy"}');
+INSERT INTO "resources" VALUES('https://www.simple-talk.com/dotnet/asp.net/script-loading-between-http1.1-and-http2','simple-talk.com: Script Loading between HTTP/1.1 and HTTP/2','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d22103752b44c7c66d235f9635b70f6a803b264203f94602f5e36912a95d7bed',100.0,1.77903109048055505e+09,0,'2026-05-17T17:18:10.480555+02:00',NULL,NULL,NULL,'[]','[]','["docs/networking.md"]','[]','{}','{"duplicate_of": "https://www.red-gate.com/simple-talk/development/dotnet-development/script-loading-between-http1-1-and-http2"}');
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+INSERT INTO "resources" VALUES('https://www.simplilearn.com/terraform-interview-questions-and-answers-article','simplilearn.com: Top 40 Terraform Interview Questions and Answers for 2022','','2026',0,'A legacy catalog of primary Terraform interview questions. Covers core resource initialization, backend configuration storage, state mapping concepts, and local execution planning setups.','None','Interview Q&A','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Career & Interview Preparation", "Interview Prep", "Terraform"]','["[LEGACY]"]','[]','["interview-questions.md"]','{}','{"duplicate_of": "https://mrdevops.hashnode.dev/top-40-terraform-interview-questions-and-answers-for-2023"}');
 INSERT INTO "resources" VALUES('https://www.simplilearn.com/tutorials/git-tutorial/merge-conflicts-in-git','simplilearn.com: How to Resolve Merge Conflicts in Git?','','2022',0,'Systematic manual on identifying and resolving parallel-modification conflicts. Shows how markers (`<<<<<<<`, `=======`, `>>>>>>>`) work and outlines interactive diff strategies to reconcile divergent branches.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Conflict Resolution"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["git.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.sitepoint.com/7-ways-optimize-jenkins','7 Ways to Optimize Jenkins','','N/A',0,'A curated technical resource and architectural guide covering 7 Ways to Optimize Jenkins in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903093471384692e+09,0,'2026-05-17T17:15:34.713847+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{}');
@@ -17889,24 +17889,24 @@ INSERT INTO "resources" VALUES('https://www.slideshare.net/haproxytech/haproxy-b
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 INSERT INTO "resources" VALUES('https://www.slideshare.net/jkatz05/operating-postgresql-at-scale-with-kubernetes-137132067','slideshare.net: Operating PostgreSQL at Scale with Kubernetes','','2019',0,'Historical presentation analyzing architecture strategies for scale-out database layouts on Kubernetes clusters. Reviews connection pool limits, write scale patterns, read-replica mechanics, and early volume-resize strategies.','None','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "PostgreSQL", "Scalability"]','["[COMMUNITY-TOOL]"]','[]','["crunchydata.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.slideshare.net/mozillabros/openshift-container-platform-cicd-build-deploy','slideshare.net: OpenShift Container Platform CI/CD Build & Deploy 🌟','','2018',0,'Slides and architectural diagrams outlining automated CI/CD pipelines on OpenShift Container Platform. Covers deployment triggers, image stream lifecycles, and rolling updates.','Shell','Presentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD & DevOps", "Enterprise Jenkins", "OpenShift Integration"]','["[COMMUNITY-TOOL]"]','[]','["openshift-pipelines.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.slideshare.net/oemebamo/introduction-to-memcached','Slideshare: Introduction to memcached','','2012',0,'A baseline slide presentation outlining Memcached''s memory structure, client hashing, and key eviction strategies. Highly useful for engineers studying early web-scale architecture concepts and memory-efficient software design.','N/A','Slides','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2012-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Caching", "In-Memory Datastores", "Memcached Fundamentals"]','["[COMMUNITY-TOOL]"]','[]','["caching.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.slideshare.net/oemebamo/introduction-to-memcached','Slideshare: Introduction to memcached','','2012',0,'A baseline slide presentation outlining Memcached''s memory structure, client hashing, and key eviction strategies. Highly useful for engineers studying early web-scale architecture concepts and memory-efficient software design.','N/A','Slides','Beginner',0,'duplicate','manual',NULL,NULL,NULL,0,'2012-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Caching", "In-Memory Datastores", "Memcached Fundamentals"]','["[COMMUNITY-TOOL]"]','[]','["caching.md"]','{}','{"duplicate_of": "https://www.slideshare.net/dvirsky/introduction-to-redis"}');
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-INSERT INTO "resources" VALUES('https://www.slideshare.net/slideshow/20171010-multitenancy-in-openshift/80696233',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','32ed63159c77e21ee19ca1b9aa3213ccf0218eb59539560b132a8e68ef0e18ea',100.0,1.77913049495708394e+09,0,'2026-05-18T20:54:54.957084+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.slideshare.net/slideshow/cicd-with-openshift-and-jenkins/57944430','slideshare.net: CI/CD with Openshift and Jenkins 🌟','','2016',0,'Historical slide collection detailing standard Continuous Integration patterns on OpenShift using custom-built Jenkins controllers. Evaluates legacy deployment triggers and localized container build flows.','en','Slides','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Red Hat OpenShift", "CI-CD Pipelines", "Jenkins Ecosystem"]','["[LEGACY]"]','[]','["openshift-pipelines.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.slideshare.net/slideshow/cicd-with-openshift-and-jenkins/57944430','slideshare.net: CI/CD with Openshift and Jenkins 🌟','','2016',0,'Historical slide collection detailing standard Continuous Integration patterns on OpenShift using custom-built Jenkins controllers. Evaluates legacy deployment triggers and localized container build flows.','en','Slides','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Red Hat OpenShift", "CI-CD Pipelines", "Jenkins Ecosystem"]','["[LEGACY]"]','[]','["openshift-pipelines.md"]','{}','{"duplicate_of": "https://www.slideshare.net/arilivigni/cicd-with-openshift-and-jenkins"}');
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-INSERT INTO "resources" VALUES('https://www.slim.ai/blog/automatically-reduce-docker-container-size-using-dockerslim.html','slim.ai: Automatically reduce Docker container size using DockerSlim','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','481241ccd34e6bd6a73246affa8fbf13f7f294325b9fb9b41b8f257b426ff38b',100.0,1.77902988397961401e+09,0,'2026-05-17T16:58:03.979614+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.slim.ai/docs/docker-desktop-extension.html','==slim.ai: Slim Docker Extension== 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','481241ccd34e6bd6a73246affa8fbf13f7f294325b9fb9b41b8f257b426ff38b',100.0,1.77903038480562305e+09,0,'2026-05-17T17:06:24.805623+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.slim.ai/blog/automatically-reduce-docker-container-size-using-dockerslim.html','slim.ai: Automatically reduce Docker container size using DockerSlim','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','481241ccd34e6bd6a73246affa8fbf13f7f294325b9fb9b41b8f257b426ff38b',100.0,1.77902988397961401e+09,0,'2026-05-17T16:58:03.979614+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{"duplicate_of": "https://www.slim.ai"}');
+INSERT INTO "resources" VALUES('https://www.slim.ai/docs/docker-desktop-extension.html','==slim.ai: Slim Docker Extension== 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','481241ccd34e6bd6a73246affa8fbf13f7f294325b9fb9b41b8f257b426ff38b',100.0,1.77903038480562305e+09,0,'2026-05-17T17:06:24.805623+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{"duplicate_of": "https://www.slim.ai"}');
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-INSERT INTO "resources" VALUES('https://www.smartsheet.com/agile-vs-scrum-vs-waterfall-vs-kanban','What''s the Difference? Agile vs Scrum vs Waterfall vs Kanban','','2022',0,'Explores differences between Agile, Scrum, Kanban, and Waterfall project management. Discusses how each framework dictates team cadence, task estimation, and feedback loops, emphasizing the choice of methodology based on scope stability and team velocity goals.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Agile Methodologies", "Process Comparison"]','["[COMMUNITY-TOOL]"]','[]','["project-management-methodology.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.smartsheet.com/agile-vs-scrum-vs-waterfall-vs-kanban','What''s the Difference? Agile vs Scrum vs Waterfall vs Kanban','','2022',0,'Explores differences between Agile, Scrum, Kanban, and Waterfall project management. Discusses how each framework dictates team cadence, task estimation, and feedback loops, emphasizing the choice of methodology based on scope stability and team velocity goals.','English','Article','Beginner',0,'duplicate','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Agile Methodologies", "Process Comparison"]','["[COMMUNITY-TOOL]"]','[]','["project-management-methodology.md"]','{}','{"duplicate_of": "https://www.greycampus.com"}');
 INSERT INTO "resources" VALUES('https://www.smartsheet.com/devops','smartsheet.com: The Way of DevOps: A Primer on DevOps Principles and Practices','','2020',1,'Details foundational patterns based on the ''Three Ways'' of DevOps: accelerating flow, tightening feedback metrics, and establishing continuous improvement. Provides actionable process improvements.','N/A','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Fundamentals", "Principles"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.smashingmagazine.com/2022/02/testing-pipeline-101-frontend-testing','smashingmagazine.com: Testing Pipeline 101 For Frontend Testing','','2022',0,'A detailed frontend testing handbook mapping out modern pipeline integrations. Recommends strategies for structuring linters, localized unit evaluations, visual regression checks, and end-to-end integration scripts.','JavaScript','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Frontend Development", "Testing Pipelines", "CI Workflows"]','["[COMMUNITY-TOOL]"]','[]','["qa.md"]','{}','{}');
@@ -17914,7 +17914,7 @@ INSERT INTO "resources" VALUES('https://www.snapt.net/blog/best-practices-for-lo
 INSERT INTO "resources" VALUES('https://www.snarky.ca/why-python-3-exists','Why Python 3 exists','','2014',0,'Essential language-design manifesto detailing the architectural requirements behind breaking Unicode and ASCII barriers, shifting to clean string handling, and retiring Python 2 runtime platforms.','Markdown','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2014-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Backend Development", "Python Ecosystem", "Language Design"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.softkraft.co/aws-kinesis-vs-kafka-comparison','softkraft.co: WS Kinesis vs Kafka comparison: Which is right for you? 🌟','','2021',3,'A structural trade-off comparison between AWS Kinesis and Apache Kafka. The evaluation measures cost dynamics, security compliance, payload constraints, and vendor lock-in vectors to steer technology selection in big data ingestion workloads.','N/A','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Data Streaming", "Architectural Patterns", "Comparisons"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.spec-india.com/blog/kubernetes-vs-openshift','spec-india.com: Kubernetes VS Openshift (July 23rd 2019)','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5b7ce938b6b3ba4d0aa2639c8100c21124ed2b7dcf04129313f2278926f570a1',100.0,1.77903215748872804e+09,0,'2026-05-17T17:35:57.488728+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{"duplicate_of": "https://www.spec-india.com/blog"}');
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@@ -17975,23 +17975,23 @@ INSERT INTO "resources" VALUES('https://www.sqlshack.com/6-reasons-why-you-cant-
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+INSERT INTO "resources" VALUES('https://www.stackrox.com/post/2020/02/eks-vs-gke-vs-aks','stackrox.com: EKS vs GKE vs AKS - Evaluating Kubernetes in the Cloud','','N/A',0,'High-fidelity evaluation criteria for the three largest cloud-managed Kubernetes platforms. Analyzes security controls, active network policies, and identity access management capabilities.','en','Blog','Intermediate',0,'duplicate','manual','ac8eac60d979b3fe7df86bb3dd369a6247007a4ea49b02bd2f799686ce421019',100.0,1.77903358641683697e+09,0,'2026-05-17T17:59:46.416837+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Orchestration", "Managed Kubernetes"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{"duplicate_of": "https://www.stackrox.io/blog/eks-vs-gke-vs-aks-jan2021"}');
+INSERT INTO "resources" VALUES('https://www.stackrox.com/post/2020/05/kubernetes-security-101','Kubernetes Security 101: Risks and 29 Best Practices 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','05036744612dd1b1cb57652b4e1c64741173d4ffcda5fbe5f9db87de8b163253',100.0,1.77903380801077795e+09,0,'2026-05-17T18:03:28.010778+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{"duplicate_of": "https://www.redhat.com/en/topics/containers/kubernetes-security"}');
+INSERT INTO "resources" VALUES('https://www.stackrox.com/post/2021/01/part-1-rancher-kubernetes-engine-rke-security-best-practices-for-cluster-setup','stackrox.com: Part 1 - Rancher Kubernetes Engine (RKE) Security Best Practices'' for Cluster Setup 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a649c780aa40f5b20eee7214a9175c3b862b6263c1872be7bb94560b72308dca',100.0,1.779031489412781e+09,0,'2026-05-17T17:24:49.412781+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"review_metadata": {"original_url": "https://www.stackrox.com/post/2021/01/part-1-rancher-kubernetes-engine-rke-security-best-practices-for-cluster-setup", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:54.972606"}, "duplicate_of": "https://www.stackrox.io/blog/rancher-kubernetes-engine-security-part-1"}');
 INSERT INTO "resources" VALUES('https://www.stackrox.io/blog/amazon-eks-security-best-practices','Amazon EKS Security Best Practices','','2022',0,'Comprehensive security manual focusing on EKS cluster isolation strategies. Discusses IAM Roles for Service Accounts (IRSA), security groups per pod, and control plane API exposure minimization.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "AWS EKS", "Security"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.stackrox.io/blog/top-9-open-source-devsecops-tools-for-kubernetes','stackrox.io: Top 9 Open Source DevSecOps Tools for Kubernetes in 2021 🌟','','2021',0,'A comprehensive industry blog post and list curating essential open-source DevSecOps utilities for securing Kubernetes workloads, detailing tools for network policy enforcement, static analysis, runtime protection, and compliance. In 2026, it serves as an excellent historical guide highlighting the rapid evolution of Kubernetes security paradigms.','HTML','Documentation / Guide','Low',0,'online','manual','c81aa7c68e9f0469f377ba3cdfe2c8f272e185f03f3d33fe2b1d0375b44afdc2',100.0,1.77903329594174909e+09,1,'2026-05-17T17:54:55.941749+02:00',NULL,NULL,NULL,'["Security", "DevSecOps", "Resources"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.stacksimplify.com/aws-eks/aws-alb-ingress/lean-kubernetes-aws-alb-ingress-basics','stacksimplify.com: AWS ALB Ingress Service - Basics 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','5f08e432d2d388bbda429c93e26c4dfc7c33b3e3b3fb5c4ecbbeb1dac7425411',100.0,1.77903279376772594e+09,0,'2026-05-17T17:46:33.767726+02:00',NULL,NULL,NULL,'[]','[]','["docs/managed-kubernetes-in-public-cloud.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.stacksimplify.com/aws-eks/aws-devops-eks/learn-to-master-devops-on-aws-eks-using-aws-codecommit-codebuild-codepipeline','stacksimplify.com: DevOps with AWS CodePipeline on AWS EKS','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','e8d6e55a841d30372f6e8ca5441056259db7b7e39539943f6e77431b5fe95c42',100.0,1.77902916205142092e+09,0,'2026-05-17T16:46:02.051421+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.stacksimplify.com/aws-eks/aws-alb-ingress/lean-kubernetes-aws-alb-ingress-basics','stacksimplify.com: AWS ALB Ingress Service - Basics 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5f08e432d2d388bbda429c93e26c4dfc7c33b3e3b3fb5c4ecbbeb1dac7425411',100.0,1.77903279376772594e+09,0,'2026-05-17T17:46:33.767726+02:00',NULL,NULL,NULL,'[]','[]','["docs/managed-kubernetes-in-public-cloud.md"]','[]','{}','{"duplicate_of": "https://docs.stacksimplify.com/aws-eks/aws-alb-ingress/lean-kubernetes-aws-alb-ingress-basics"}');
+INSERT INTO "resources" VALUES('https://www.stacksimplify.com/aws-eks/aws-devops-eks/learn-to-master-devops-on-aws-eks-using-aws-codecommit-codebuild-codepipeline','stacksimplify.com: DevOps with AWS CodePipeline on AWS EKS','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e8d6e55a841d30372f6e8ca5441056259db7b7e39539943f6e77431b5fe95c42',100.0,1.77902916205142092e+09,0,'2026-05-17T16:46:02.051421+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://docs.stacksimplify.com/aws-eks/aws-devops-eks/learn-to-master-devops-on-aws-eks-using-aws-codecommit-codebuild-codepipeline"}');
 INSERT INTO "resources" VALUES('https://www.starwindsoftware.com/blog/remove-a-kubernetes-namespace-blocked-with-terminating-status','starwindsoftware.com: Remove a Kubernetes namespace blocked with Terminating'' status','','N/A',0,'A curated technical resource and architectural guide covering starwindsoftware.com: Remove a Kubernetes namespace blocked with Terminating'' status in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790341159667809e+09,0,'2026-05-17T18:08:35.966781+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.stationx.net/hacking-tools-cheat-sheet','stationx.net: Hacking Tools Cheat Sheet','','2026',0,'A compilation of vulnerability identification and penetration testing utilities. Curator Insight focuses on its offensive execution models. Live Grounding maps these tools directly to shift-left automated pipeline testing in modern DevSecOps architectures.','English','Cheat Sheet','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Penetration Testing", "Security Auditing"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.stevesmith.tech/blog/gitops-is-a-placebo','stevesmith.tech: GitOps is a placebo','','2021',0,'A contrarian perspective arguing that GitOps alone does not solve deep organizational silos or architectural issues. Critiques the hyper-focus on syncing tools (Argo, Flux) over true cultural shifts in product shipping strategies.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps", "Architecture", "Critique"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.stickyminds.com','agileconnection.com: Infrastructure as Code: The Foundation of Effective DevOps','','2022',0,'Evaluates the cultural integration of IaC principles within Agile and DevOps environments. Discusses using source control pipelines to automate configuration deployment, lowering environment discrepancies and boosting build velocity.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Infrastructure as Code", "Culture"]','["[COMMUNITY-TOOL]"]','[]','["iac.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.stitcher.com/podcast/amazon-web-services/aws-podcast','Stitcher AWS Podcasts','','2026',0,'Stitcher repository hosting the AWS Podcast network. Features architectural retrospectives, engineering deep-dives, and service evolution analyses presented by active cloud product managers.','English','Audio','Intermediate',0,'online','manual','ae67975d0e7feb45732adfe786b350b76a63b35eeecf5e0b0eb8399f2812a381',100.0,1.7790308573063209e+09,0,'2026-05-17T17:14:17.306321+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Ecosystem", "Audio Learning"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.storetasker.com','lorem','','2026',0,'A specialized marketplace (operating as Storetasker) that links freelance Shopify developers and e-commerce technical professionals with brands. It streamlines micro-contracting, escrow payments, and technical feedback. Live grounding indicates highly optimized workflows specifically tailored for e-commerce tech stacks.','English','Platform/SaaS','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Remote Work & Career", "Talent Platforms", "E-commerce Freelancing"]','["[COMMUNITY-TOOL]"]','[]','["freelancing.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.storj.io/blog/integrating-decentralized-cloud-storage-with-duplicati','storj.io: Integrating Decentralized Cloud Storage with Duplicati','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','502b9ae54cffdc97265c0a11349f10ae89b177bcd5dc0e3bdb2f0bf41171e27d',100.0,1.77903296644590806e+09,0,'2026-05-17T17:49:26.445908+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-storage.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.storj.io/blog/integrating-decentralized-cloud-storage-with-duplicati','storj.io: Integrating Decentralized Cloud Storage with Duplicati','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','502b9ae54cffdc97265c0a11349f10ae89b177bcd5dc0e3bdb2f0bf41171e27d',100.0,1.77903296644590806e+09,0,'2026-05-17T17:49:26.445908+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-storage.md"]','[]','{}','{"duplicate_of": "https://www.storj.io/cloud-object-storage"}');
 INSERT INTO "resources" VALUES('https://www.storj.io/cloud-object-storage','storj.io: Integrating Decentralized Cloud Storage with Duplicati','','2021',0,'A tactical integration guide demonstrating how to pipe secure backups from Duplicati directly into Storj''s decentralized, zero-trust cloud object storage network. This integration showcases decentralized storage in action for enterprise disaster recovery.','N/A','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Storage Architecture", "Storage Architecture & Engines", "Storage Paradigms"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-storage.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.sufle.io/blog/adopting-gitops-for-enhanced-operations','sufle.io: Adopting GitOps for Enhanced Operations','','2021',0,'A migration guide helping organizations transition from legacy imperative deployment workflows to modern, git-driven operational pipelines. By defining the target state declaratively, incident management and disaster recovery speeds are greatly improved. This shift reduces Mean Time to Resolution (MTTR) under stressful outage conditions.','None','Technical Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Delivery", "Continuous Deployment", "GitOps", "Implementation"]','["[LEGACY]"]','[]','["gitops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.superawesome.com/blog/how-we-scale-our-kid-safe-technology-using-auto-scaling-on-kubernetes','superawesome.com: Scaling pods with HPA using custom metrics. How we scale'' our kid-safe technology using Kubernetes 🌟','','N/A',0,'A curated technical resource and architectural guide covering superawesome.com: Scaling pods with HPA using custom metrics. How we scale'' our kid-safe technology using Kubernetes 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','d3506eecedacbcd781fb81ae31800e9f925f99d8e00f07710d989244f0be6152',100.0,1.77902917199255394e+09,0,'2026-05-17T16:46:11.992554+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-autoscaling.md"]','["kubernetes-autoscaling.md"]','{}','{}');
@@ -18029,8 +18029,8 @@ INSERT INTO "resources" VALUES('https://www.suse.com/c/rancher_blog/using-hybrid
 INSERT INTO "resources" VALUES('https://www.suse.com/c/rancher_blog/what-is-cloud-native-storage','rancher.com: What is Cloud-Native Storage?','','2020',0,'A foundational explanation of Cloud-Native Storage (CNS) principles, focusing on the dynamic orchestration, scalability, and resilience required by ephemeral containers. It unpacks the shift from static hardware-bound SAN/NAS structures to dynamic, application-centric storage.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Storage Architecture", "Storage Fundamentals", "Conceptual Design"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-storage.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.swarmia.com/build','swarmia.com/build: Build Elements of an Effective Software Organization','','2023',0,'Provides an advanced framework for measuring and optimizing software organization effectiveness. Delves into metric patterns (such as DORA, SPACE, and developer cognitive load metrics) to scale delivery, remove operational bottlenecks, and build reliable developer platforms.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Productivity", "Platform Engineering"]','["[COMMUNITY-TOOL]"]','[]','["project-management-methodology.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.syncfusion.com/blogs/post/10-best-c-nuget-packages-to-improve-your-productivity-in-2022','syncfusion.com: 10 Best C# NuGet Packages to Improve Your Productivity in 2022','','2022',0,'A curated evaluation of top-tier NuGet packages designed to elevate developer productivity inside modern .NET enterprise ecosystems. Features utility frameworks covering high-speed serialization, deep-object mapping, unit testing extensions, logging, and database interfacing.','C#','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Architecture & .NET Development", "Package Management", "Ecosystem Curation"]','["[COMMUNITY-TOOL]"]','[]','["dotnet.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.syncfusion.com/blogs/post/10-best-c-nuget-packages-to-improve-your-productivity-in-2022.aspx','syncfusion.com: 10 Best C# NuGet Packages to Improve Your Productivity in'' 2022','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','e00e2605a52ed6eef79abe76bd000d21c0bc6be395159fdf486d9d9e6c8d09d6',100.0,1.77903228811963295e+09,0,'2026-05-17T17:38:08.119633+02:00',NULL,NULL,NULL,'[]','[]','["docs/dotnet.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.synopsys.com/blogs/software-security/integrating-automated-ast-tools','synopsys.com: How to integrate automated AST tools in your CI/CD pipeline','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','caaf881593b80e012688eface2bb8cd4cb6b5ac0f3691f1402bcf37b3138ebdd',100.0,1.77903303781519198e+09,0,'2026-05-17T17:50:37.815192+02:00',NULL,NULL,NULL,'[]','[]','["docs/testops.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.syncfusion.com/blogs/post/10-best-c-nuget-packages-to-improve-your-productivity-in-2022.aspx','syncfusion.com: 10 Best C# NuGet Packages to Improve Your Productivity in'' 2022','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e00e2605a52ed6eef79abe76bd000d21c0bc6be395159fdf486d9d9e6c8d09d6',100.0,1.77903228811963295e+09,0,'2026-05-17T17:38:08.119633+02:00',NULL,NULL,NULL,'[]','[]','["docs/dotnet.md"]','[]','{}','{"duplicate_of": "https://www.syncfusion.com/blogs/post/10-best-c-nuget-packages-to-improve-your-productivity-in-2022"}');
+INSERT INTO "resources" VALUES('https://www.synopsys.com/blogs/software-security/integrating-automated-ast-tools','synopsys.com: How to integrate automated AST tools in your CI/CD pipeline','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','caaf881593b80e012688eface2bb8cd4cb6b5ac0f3691f1402bcf37b3138ebdd',100.0,1.77903303781519198e+09,0,'2026-05-17T17:50:37.815192+02:00',NULL,NULL,NULL,'[]','[]','["docs/testops.md"]','[]','{}','{"duplicate_of": "https://www.blackduck.com/blog/integrating-automated-ast-tools.html"}');
 INSERT INTO "resources" VALUES('https://www.synopsys.com/software-integrity/blog/integrating-automated-ast-tools.html',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','9af64dafdadef201796b0786702ff801147c20e65a5f281fcf87bb6418d1a10e',64.0,1.77913049501125192e+09,0,'2026-05-18T20:54:55.011252+02:00',NULL,NULL,NULL,'[]','[]','["docs/testops.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.syntasso.io/post/platform-democracy-rethinking-who-builds-and-consumes-your-internal-platform','Platform Democracy: Rethinking Who Builds and Consumes Your Internal Platform','','2023',0,'Explores the shift from top-down platform imposition to a collaborative platform democracy model where users actively influence platform features. Focuses on Kratix-style platform design that co-creates platform capabilities to better align with actual developer workflows and organizational requirements.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Design Methodology", "Platform Democracy"]','["[COMMUNITY-TOOL]"]','[]','["sre.md", "chaos-engineering.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.syntasso.io/post/platform-engineering-orchestrating-applications-platforms-and-infrastructure','syntasso.io: Platform Engineering: Orchestrating Applications, Platforms, and Infrastructure','','2023',0,'Explores multi-tier orchestration aligning application code, platform components, and foundational infrastructure. Focuses on Kratix-enabled patterns of dividing platform concerns into modular ''Promises'' that orchestrate dynamic physical resources and local services transparently.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Multi-tier Orchestration", "Kratix"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
@@ -18080,11 +18080,11 @@ INSERT INTO "resources" VALUES('https://www.sysdig.com/blog/redis-prometheus','s
 INSERT INTO "resources" VALUES('https://www.sysdig.com/blog/secure-kubernetes-deployment-signature-verification','sysdig.com: How to secure Kubernetes deployment with signature verification','','2022',4,'Guides engineers through implementing admission controllers in Kubernetes to enforce container signature verification. Using tools like Kyverno or Connaisseur with Cosign, it ensures only cryptographically verified images can be scheduled. This mitigates unauthorized registry tampering and malicious image injections.','N/A','Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Kubernetes Security", "Signature Verification"]','["[ENTERPRISE-STABLE]"]','[]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.sysdig.com/blog/sysdig-2021-container-security-usage-report','sysdig.com: Sysdig 2021 container security and usage report: Shifting left is not enough 🌟','','2021',0,'A Sysdig analytical report evaluating active container operations and configuration parameters in production. Confirms a vast majority of containers operate with highly permissive configurations and overprivileged profiles, advocating for coupling build-time scans with runtime eBPF auditing.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Container Security", "Industry Vulnerability Reports"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.sysdig.com/blog/sysdig-and-apolicy-join-forces-to-help-customer-secure-infrastructure-as-code','sysdig.com: Sysdig and Apolicy join forces to help customers secure Infrastructure As Code and automate remediation','','2021',0,'An industry announcement detailing Sysdig''s acquisition of Apolicy. Highlights the integration of IaC security analysis with runtime monitoring to establish unified, end-to-end security loops from Git commits to production containers.','None','Article','Intermediate',0,'online','manual','afbf1259a7827ece2a361b09ca3c19cc602f794359cc9aa434e1dd8bc667f3c6',100.0,1779130494.96039,1,'2026-05-18T20:54:54.960390+02:00',NULL,NULL,NULL,'["Cloud Native Security", "Infrastructure Security", "Mergers & Acquisitions"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.sysdig.com/blog/top-owasp-kubernetes','sysdig.com: OWASP Kubernetes Top 10 🌟','','2022',0,'A deep analysis of the OWASP Kubernetes Top 10, exploring actual deployment misconfigurations that map to these risks. Details supply chain threats, poor credentials storage, and audit log gaps. Offers recommendations to strengthen system setups.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Vulnerability Assessment", "Threat Modeling"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.sysdig.com/blog/top-owasp-kubernetes','sysdig.com: OWASP Kubernetes Top 10 🌟','','2022',0,'A deep analysis of the OWASP Kubernetes Top 10, exploring actual deployment misconfigurations that map to these risks. Details supply chain threats, poor credentials storage, and audit log gaps. Offers recommendations to strengthen system setups.','English','Article','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Vulnerability Assessment", "Threat Modeling"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{"duplicate_of": "https://owasp.org/www-project-kubernetes-top-ten"}');
 INSERT INTO "resources" VALUES('https://www.sysdig.com/blog/triaging-malicious-docker-container','sysdig.com: Triaging a Malicious Docker Container','','2022',0,'A forensic walkthrough of debugging a compromised Docker container in real-time. Demonstrates profiling system calls with open-source Falco and Sysdig tools, isolating workloads, and tracing exploit command sequences.','English','Blog Post','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Incident Response", "Container Forensics"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.sysdig.com/blog/troubleshoot-kubernetes-oom','sysdig.com: Kubernetes OOM and CPU Throttling','','2021',0,'A highly analytical post from Sysdig comparing the operational impacts of memory exhaustion (OOM) versus CPU exhaustion (Throttling). While OOM errors lead to sudden container termination and service disruption, CPU throttling leads to slow response times and latency degradation. The guide explains how to monitor these metrics to balance cluster cost against application performance.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes", "Resource Management", "OOM & Throttling"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-troubleshooting.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.sysdig.com/blog/vulnerability-assessment','sysdig.com: Top vulnerability assessment and management best practices','','2022',0,'Technical guide on establishing vulnerability management practices across container registries and active Kubernetes runtimes. Highlights using distroless images, automating build blocks on critical CVE discoveries, and running runtime drift detection to track package modifications.','English','Blog Post','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Vulnerability Management", "Container Scanning"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.sysdig.com/blog/whats-new-kubernetes-1-20','sysdig.com: What’s new in Kubernetes 1.20?','','2020',0,'Curator Insight reviews Sysdig''s breakdown of Kubernetes 1.20. Live engineering truth in 2026 looks back at 1.20 as a watershed moment where the deprecation of Dockershim was first officially introduced, initiating the container runtime interface (CRI) transition.','English','Article','Medium',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Core", "Release Lifecycle", "v1.20"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-releases.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.sysdig.com/blog/whats-new-kubernetes-1-20','sysdig.com: What’s new in Kubernetes 1.20?','','2020',0,'Curator Insight reviews Sysdig''s breakdown of Kubernetes 1.20. Live engineering truth in 2026 looks back at 1.20 as a watershed moment where the deprecation of Dockershim was first officially introduced, initiating the container runtime interface (CRI) transition.','English','Article','Medium',0,'duplicate','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Core", "Release Lifecycle", "v1.20"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-releases.md"]','{}','{"duplicate_of": "https://www.pluralsight.com/resources/blog/cloud/whats-new-with-kubernetes-1-22"}');
 INSERT INTO "resources" VALUES('https://www.sysdig.com/learn-cloud-native/12-container-image-scanning-best-practices','sysdig.com: 12 Container image scanning best practices to adopt in production','','2021',0,'A collection of twelve container image scanning best practices. Recommends implementing shifting-left (scanning directly inside continuous integration steps), utilizing minimal distroless or Alpine base images, and blocking pipelines dynamically when critical vulnerabilities are discovered.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Container Security", "Vulnerability Auditing"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.sysdig.com/learn-cloud-native/container-security-best-practices','sysdig.com: Container security best practices: Ultimate guide 🌟','','2021',0,'An extensive security manual outlining enterprise container security frameworks. Unifies static image analysis, CI/CD checking, host-level seccomp hardening, and real-time eBPF runtime analysis to create an absolute defense-in-depth model.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Container Security", "Hardening Standards"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.sysdig.com/learn-cloud-native/dockerfile-best-practices','sysdig.com: Top 20 Dockerfile best practices 🌟','','2024',0,'An essential platform catalog of twenty fundamental guidelines to build highly secure, minimal container images. Emphasizes non-root process configuration, layer optimization, and safe handling of variables.','N/A','article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers", "Build Optimization", "Security & Hardening"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}');
@@ -18092,14 +18092,14 @@ INSERT INTO "resources" VALUES('https://www.systemcenterdudes.com/create-operati
 INSERT INTO "resources" VALUES('https://www.systemcodegeeks.com','systemcodegeeks.com','','2026',4,'A specialized portal focused on systems architecture, development, and operational design patterns for backend engineers. Offers articles detailing the performance optimization of core infrastructure services and software integrations.','English','Tutorial','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Systems Programming", "Architecture & Design"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["linux.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.tablesgenerator.com/markdown_tables','Markdown Tables Generator','','2026',0,'An essential web utility for programmatically building, editing, and converting complex data tables into clean Markdown code block matrices. Dramatically reduces manual formatting pain points for technical writers and catalog builders globally.','JavaScript','Utility Tool','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Documentation & Workflow", "Writing Tools", "Markdown Utilities"]','["[COMMUNITY-TOOL]"]','[]','["mkdocs.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.talkingquickly.co.uk/kubernetes-sso-a-detailed-guide','talkingquickly.co.uk: Kubernetes Single Sign On - A detailed guide 🌟','','2020',0,'Explains how to integrate Kubernetes API access with external identity providers (OIDC) to enable secure Single Sign-On (SSO) and unify role assignments across developers.','N/A','article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Security", "Identity & Access Management", "SSO & OIDC Configuration"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.talos-systems.com/blog/is-vanilla-kubernetes-really-too-heavy-for-the-raspberry-pi','talos-systems.com: Is Vanilla Kubernetes Really Too Heavy For The Raspberry'' Pi?','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','ac068d6c635ac93677e114beb91ee27c1d1069aca45a6e9401e5994e31856d0e',100.0,1.77903173673655509e+09,0,'2026-05-17T17:28:56.736555+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.talos-systems.com/blog/is-vanilla-kubernetes-really-too-heavy-for-the-raspberry-pi','talos-systems.com: Is Vanilla Kubernetes Really Too Heavy For The Raspberry'' Pi?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ac068d6c635ac93677e114beb91ee27c1d1069aca45a6e9401e5994e31856d0e',100.0,1.77903173673655509e+09,0,'2026-05-17T17:28:56.736555+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://www.siderolabs.com/blog/is-vanilla-kubernetes-really-too-heavy-for-the-raspberry-pi"}');
 INSERT INTO "resources" VALUES('https://www.tangowithdjango.com',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','9401b651120dc63b7b4e9171064fd4b0adfa05736dff7afa8dfaa348fb8cc9ae',100.0,1.77902916125632596e+09,1,'2026-05-17T16:46:01.256326+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.techbeatly.com/2018/11/how-to-create-increase-or-decrease-project-quota-in-openshift.html','techbeatly.com: How to create, increase or decrease project quota','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','de2ce2b2b8b7c1db5b75e81c01fbfe4166dc900dd1607687420d975be3a553d0',100.0,1.77903036371638703e+09,0,'2026-05-17T17:06:03.716387+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp3.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.techbeatly.com/ansible-for-infrastructure-provisioning-in-aws-ansible-real-life-series','techbeatly.com: Ansible for Infrastructure Provisioning in AWS | Ansible'' Real Life Series - youtube','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','035e6dbd749ecd8cb7c2d7aacf02bd1ef15c870f76c2ed5790c771aa181dbb5a',100.0,1779031061.27634,0,'2026-05-17T17:17:41.276340+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.techbeatly.com/terraform-cheat-sheet','techbeatly.com: Terraform Cheat Sheet','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','a6b988c98fd694a84e5bc510777aab454425bb30364dd4bdf0dcaa00457f208c',100.0,1.77903103181175494e+09,0,'2026-05-17T17:17:11.811755+02:00',NULL,NULL,NULL,'[]','[]','["docs/cheatsheets.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.techbeatly.com/terraform-free-courses','techbeatly.com: 10 Free Courses to Learn Terraform','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','69fcc5baf4e242304fa726ae709f662db3e2a0f9873c5cd531eeff9458ec740b',100.0,1.77903036726573896e+09,0,'2026-05-17T17:06:07.265739+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.techerati.com/features-hub/opinions/devsecops-eight-tips-for-truly-securing-software','techerati.com: DevSecOps: Eight tips for truly securing software','','N/A',0,'Provides eight actionable metrics and architectural modifications designed to secure software projects without compromising release velocity. Contrast: Curator Insight prioritizes process checklists, while Live Grounding shows that automating threat modeling and vulnerability scoring is the most impactful step. Highly actionable for developers.','English','Article','Intermediate',0,'online','manual','ed89bd7b96ad1ee457f0e6f3b09679189687047e5d65f7c15e7e5153e2eecf59',100.0,1.77903056527096104e+09,0,'2026-05-17T17:09:25.270961+02:00',NULL,NULL,NULL,'["DevSecOps", "Culture and Strategy", "Best Practices"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.techerati.com/features-hub/opinions/microservices-in-the-cloud-native-era','techerati.com: Microservices in the Cloud-Native Era','','N/A',0,'A curated technical resource and architectural guide covering techerati.com: Microservices in the Cloud-Native Era in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','33490d59444a2b12bbb48a07ccd628052a5a629046327cec846018f830d96c04',100.0,1779032369.81578,0,'2026-05-17T17:39:29.815780+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/introduction.md"]','["introduction.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.techbeatly.com/2018/11/how-to-create-increase-or-decrease-project-quota-in-openshift.html','techbeatly.com: How to create, increase or decrease project quota','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','de2ce2b2b8b7c1db5b75e81c01fbfe4166dc900dd1607687420d975be3a553d0',100.0,1.77903036371638703e+09,0,'2026-05-17T17:06:03.716387+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp3.md"]','[]','{}','{"duplicate_of": "https://techbeatly.com/how-to-create-increase-or-decrease-project-quota-in-openshift"}');
+INSERT INTO "resources" VALUES('https://www.techbeatly.com/ansible-for-infrastructure-provisioning-in-aws-ansible-real-life-series','techbeatly.com: Ansible for Infrastructure Provisioning in AWS | Ansible'' Real Life Series - youtube','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','035e6dbd749ecd8cb7c2d7aacf02bd1ef15c870f76c2ed5790c771aa181dbb5a',100.0,1779031061.27634,0,'2026-05-17T17:17:41.276340+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{"duplicate_of": "https://techbeatly.com/ansible-for-infrastructure-provisioning-in-aws-ansible-real-life-series"}');
+INSERT INTO "resources" VALUES('https://www.techbeatly.com/terraform-cheat-sheet','techbeatly.com: Terraform Cheat Sheet','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a6b988c98fd694a84e5bc510777aab454425bb30364dd4bdf0dcaa00457f208c',100.0,1.77903103181175494e+09,0,'2026-05-17T17:17:11.811755+02:00',NULL,NULL,NULL,'[]','[]','["docs/cheatsheets.md"]','[]','{}','{"duplicate_of": "https://techbeatly.com/terraform-cheat-sheet"}');
+INSERT INTO "resources" VALUES('https://www.techbeatly.com/terraform-free-courses','techbeatly.com: 10 Free Courses to Learn Terraform','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','69fcc5baf4e242304fa726ae709f662db3e2a0f9873c5cd531eeff9458ec740b',100.0,1.77903036726573896e+09,0,'2026-05-17T17:06:07.265739+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"duplicate_of": "https://techbeatly.com/terraform-free-courses"}');
+INSERT INTO "resources" VALUES('https://www.techerati.com/features-hub/opinions/devsecops-eight-tips-for-truly-securing-software','techerati.com: DevSecOps: Eight tips for truly securing software','','N/A',0,'Provides eight actionable metrics and architectural modifications designed to secure software projects without compromising release velocity. Contrast: Curator Insight prioritizes process checklists, while Live Grounding shows that automating threat modeling and vulnerability scoring is the most impactful step. Highly actionable for developers.','English','Article','Intermediate',0,'duplicate','manual','ed89bd7b96ad1ee457f0e6f3b09679189687047e5d65f7c15e7e5153e2eecf59',100.0,1.77903056527096104e+09,0,'2026-05-17T17:09:25.270961+02:00',NULL,NULL,NULL,'["DevSecOps", "Culture and Strategy", "Best Practices"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"duplicate_of": "https://www.techerati.com/features-hub/devsecops-eight-tips-for-truly-securing-software"}');
+INSERT INTO "resources" VALUES('https://www.techerati.com/features-hub/opinions/microservices-in-the-cloud-native-era','techerati.com: Microservices in the Cloud-Native Era','','N/A',0,'A curated technical resource and architectural guide covering techerati.com: Microservices in the Cloud-Native Era in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','33490d59444a2b12bbb48a07ccd628052a5a629046327cec846018f830d96c04',100.0,1779032369.81578,0,'2026-05-17T17:39:29.815780+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/introduction.md"]','["introduction.md"]','{}','{"duplicate_of": "https://www.techerati.com/features-hub/microservices-in-the-cloud-native-era"}');
 INSERT INTO "resources" VALUES('https://www.techgeekbuzz.com/top-aws-interview-questions-and-answers','TGB - AWS Interview Questions and Answers - Frequently asked','','N/A',0,'A curated technical resource and architectural guide covering TGB - AWS Interview Questions and Answers - Frequently asked in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903327498933911e+09,0,'2026-05-17T17:54:34.989339+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/interview-questions.md"]','["interview-questions.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.techmanyu.com/kubernetes-security-with-kube-bench-and-kube-hunter-6765bf44ebc6','techmanyu.com: Kubernetes Security with Kube-bench and Kube-hunter 🌟','','N/A',0,'A curated technical resource and architectural guide covering techmanyu.com: Kubernetes Security with Kube-bench and Kube-hunter 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903443160049796e+09,0,'2026-05-17T18:13:51.600498+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.technologyreview.com/2021/03/26/1021258/ai-pioneer-andrew-ng-machine-learning-business','technologyreview.com: Andrew Ng: Forget about building an AI-first business. Start with a mission 🌟','','2021',0,'An interview with AI pioneer Andrew Ng discussing how to correctly align AI investments with business goals. Instead of building superficial ''AI-first'' corporate structures, Ng argues for target-driven AI missions that address specific organizational pain points. This framework helps platform engineers and software architects focus tooling on high-impact business systems.','English','Interview','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "AI Strategy", "Business Alignment"]','["[COMMUNITY-TOOL]"]','[]','["ai.md"]','{}','{}');
@@ -18138,7 +18138,7 @@ INSERT INTO "resources" VALUES('https://www.techtarget.com/searchcloudcomputing/
     - Red Hat OpenShift
     - Juke, from HTBase, now owned by Juniper Networks.','2021',0,'Synthesizes and contrasts several enterprise-grade multi-cloud Kubernetes management suites including Red Hat OpenShift, Rancher, Platform9, and Terraform. Highlights the design trade-offs between hypervisor-style centralized management interfaces and modular GitOps delivery systems. (Live Grounding: While some listed tools like StackPointCloud are defunct or archived, the architectural comparison criteria remains critical for multi-cluster evaluations in 2026).','N/A','Technical Comparison','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Multi-Cloud Management", "Platform Engineering", "Tooling Comparison"]','["[LEGACY]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.techtarget.com/searchcloudcomputing/tip/Weigh-the-pros-and-cons-of-managed-Kubernetes-services','Assess managed Kubernetes services for your workloads.','','2021',3,'An evaluation matrix comparing managed Kubernetes offerings (EKS, GKE, AKS) with self-managed cluster options. Outlines critical cost considerations, operational control trade-offs, security responsibilities, and infrastructure integration factors.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Strategy", "Platform Selection", "Managed Kubernetes"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.techtarget.com/searchitchannel/definition/IBM-International-Business-Machines','searchstorage.techtarget.com: IBM Spectrum','','2021',0,'An educational reference defining the scope, capabilities, and historical context of IBM''s software-defined storage portfolio. It details how disaggregating storage management software from physical hardware streamlines data mobility across hybrid-cloud infrastructures.','English','Article','Low',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Storage", "Enterprise Storage", "Storage Definitions"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-storage.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.techtarget.com/searchitchannel/definition/IBM-International-Business-Machines','searchstorage.techtarget.com: IBM Spectrum','','2021',0,'An educational reference defining the scope, capabilities, and historical context of IBM''s software-defined storage portfolio. It details how disaggregating storage management software from physical hardware streamlines data mobility across hybrid-cloud infrastructures.','English','Article','Low',0,'duplicate','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Storage", "Enterprise Storage", "Storage Definitions"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-storage.md"]','{}','{"duplicate_of": "https://www.ibm.com/solutions"}');
 INSERT INTO "resources" VALUES('https://www.techtarget.com/searchitoperations/answer/How-many-Kubernetes-nodes-should-be-in-a-cluster','techtarget.com: How many Kubernetes nodes should be in a cluster? 🌟🌟🌟','','2023',0,'Provides engineering guidelines on capacity planning, comparing a few large nodes vs. many small nodes. Highlights tradeoffs involving blast radius, scheduling overhead, resource utilization efficiency, licensing costs, and cloud provider API limits during rapid scaling.','English','Technical Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Capacity Planning", "Cluster Sizing"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.techtarget.com/searchitoperations/feature/Differences-between-Kubernetes-Ingress-vs-load-balancer','searchitoperations.techtarget.com: Differences between Kubernetes Ingress vs. load balancer','','2021',3,'A practical reference manual comparing the performance cost and operational patterns of Layer 4 LoadBalancer services against Layer 7 Ingress Controllers. Evaluates routing mechanics, cost-efficiency, and feature capabilities to assist in key infrastructure selection phases.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Networking", "Ingress", "Fundamentals"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-networking.md"]','{}','{}');
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@@ -18179,27 +18179,27 @@ INSERT INTO "resources" VALUES('https://www.tecmint.com/linux-network-bandwidth-
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+INSERT INTO "resources" VALUES('https://www.tecmint.com/run-commands-from-standard-input-using-tee-and-xargs-in-linux','tecmint.com: How to Run Commands from Standard Input Using Tee and Xargs'' in Linux','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','67ae757a4e0b21f264b5d2d86eeb84dcde49584ae1dce3ae4d06f3710457894a',100.0,1.77903290082976508e+09,0,'2026-05-17T17:48:20.829765+02:00',NULL,NULL,NULL,'[]','[]','["docs/linux.md"]','[]','{}','{"duplicate_of": "https://www.tecmint.com/pipe-command-output-to-other-commands"}');
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 INSERT INTO "resources" VALUES('https://www.tecmint.com/vtop-monitor-linux-process-usage','tecmint.com: vtop – A Linux Process and Memory Activity Monitoring Tool','','2026',3,'A guide on vtop, a Node.js-based terminal monitor utilizing visually appealing canvas charts. Compares Node-overhead with traditional system performance monitoring requirements for local developer machines.','English','Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operating Systems & Infrastructure", "System Monitoring", "Process Diagnostics"]','["[COMMUNITY-TOOL]"]','[]','["linux.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.tecmint.com/watchman-monitor-file-changes-in-linux','**watchman command**: A File and Directory Watching Tool for Changes','','2026',4,'A technical breakdown of Meta''s Watchman, an enterprise-grade file-watching service. Discusses recursive directory tracking, query execution, and trigger-based microservice development workflows.','English','Tool','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Development Tools", "File System Watching"]','["[ENTERPRISE-STABLE]"]','[]','["linux.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.telekom-mms.com/blog','Ansible Let''s Encrypt Collection','','2022',0,'A specialized Ansible Collection designed to automate the lifecycle of Let''s Encrypt TLS/SSL certificates. It leverages the ACME protocol to orchestrate automated domain validation, certificate issuance, renewal, and web server configuration reloading across infrastructure.','Python','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Security Automation"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.telepresence.io','telepresence.io 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','5103a65b2afcc66d3810598b1ed150a985af7f6c5056552ba39ed68b890096b1',100.0,1.77903001230168795e+09,0,'2026-05-17T17:00:12.301688+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.terraform-best-practices.com','terraform-best-practices.com 🌟','','2025',0,'The comprehensive industry reference manual outlining community-validated coding styles, state file segmenting strategies, remote locking configurations, and automated enterprise pipeline architectures.','English','Best Practices Book','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Infrastructure as Code", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.terraform-best-practices.com','terraform-best-practices.com 🌟','','2025',0,'The comprehensive industry reference manual outlining community-validated coding styles, state file segmenting strategies, remote locking configurations, and automated enterprise pipeline architectures.','English','Best Practices Book','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Infrastructure as Code", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{"duplicate_of": "https://github.com/antonbabenko/terraform-best-practices"}');
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+INSERT INTO "resources" VALUES('https://www.terraform.io/docs/commands/index.html','terraform.io: Terraform Commands','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','2b10311d9393100b9b9325f1fe47750c4f2d29691b3c516da87726293b31c4e0',100.0,1.77903409466620802e+09,0,'2026-05-17T18:08:14.666208+02:00',NULL,NULL,NULL,'[]','[]','["docs/cheatsheets.md"]','[]','{}','{"duplicate_of": "https://developer.hashicorp.com/terraform/cli/commands"}');
+INSERT INTO "resources" VALUES('https://www.terraform.io/docs/language/modules/develop/refactoring.html','terraform.io: Refactoring','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5a282d2ed3d3ca7eb79533fc05958e6ac82a6304b4df56ad8a48491f9b067833',100.0,1.7790298058306961e+09,0,'2026-05-17T16:56:45.830696+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"duplicate_of": "https://developer.hashicorp.com/terraform/language/modules/develop/refactoring"}');
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@@ -18254,12 +18254,12 @@ INSERT INTO "resources" VALUES('https://www.testmuai.com/learning-hub/selenium-l
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 INSERT INTO "resources" VALUES('https://www.testrigtechnologies.com/how-to-write-a-test-automation-selenium-test-script','testrigtechnologies.com: Selenium Automation Testing: How to write automated test scripts using selenium','','2022',3,'A structured introduction to designing robust automated test scripts with Selenium WebDriver. Emphasizes separating the execution steps from test assertions, selecting stable locator strategies, and using structural setup and teardown methods to keep browser state clean between runs.','Multi-language','Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Quality Assurance & Testing", "Web Automation", "Scripting Basics"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["test-automation-frameworks.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.tetrate.io/blog/vm-to-container-communications-101','tetrate.io: VM to container communications 101','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c7a93c6768215ada1a537664c1519aed5e9ea90c1ca973c1631f8235802ac90f',100.0,1.77902926829531407e+09,0,'2026-05-17T16:47:48.295314+02:00',NULL,NULL,NULL,'[]','[]','["docs/istio.md"]','[]','{}','{"duplicate_of": "https://tetrate.io/blog"}');
+INSERT INTO "resources" VALUES('https://www.tetrate.io/blog/why-do-you-need-istio-when-you-already-have-kubernetes','tetrate.io: Why do you need Istio when you already have Kubernetes?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','365b6d89f0110a5a3339c8a7e3bac6e5798e3da362b435d0a4e6b7046c4a0689',100.0,1.77903273466774392e+09,0,'2026-05-17T17:45:34.667744+02:00',NULL,NULL,NULL,'[]','[]','["docs/istio.md"]','[]','{}','{"duplicate_of": "https://www.tetrate.io/blog/multicluster-management-with-kubernetes-and-istio"}');
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@@ -18269,7 +18269,7 @@ INSERT INTO "resources" VALUES('https://www.theforeman.org','Foreman','- [Ansibl
     - [theforeman.org: Updating Foreman inventory with system facts](https://theforeman.org/2021/01/updating-foreman-inventory-with-system-facts.html)
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-INSERT INTO "resources" VALUES('https://www.theguild.nl/k8s-workshop-in-a-box','Kubernetes workshop in a box','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','13fb8c409b1bcd036b6a7617f613cdb58989239a9397f7fc54139205720e5201',100.0,1.77903296273965597e+09,0,'2026-05-17T17:49:22.739656+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.theguild.nl/k8s-workshop-in-a-box','Kubernetes workshop in a box','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','13fb8c409b1bcd036b6a7617f613cdb58989239a9397f7fc54139205720e5201',100.0,1.77903296273965597e+09,0,'2026-05-17T17:49:22.739656+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://archive.kabisa.nl/tech/k8s-workshop-in-a-box"}');
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 INSERT INTO "resources" VALUES('https://www.theodo.com/en-fr/blog/kubernetes-architecture-understanding-the-components-and-structure-of-clusters','padok.fr: Kubernetes’ Architecture: Understanding the components and structure of clusters 🌟','','2022',0,'Superb architectural analysis of Kubernetes node components. Details the control-loop interactions between API Server, etcd, Scheduler, Controller Manager, and Kubelet.','English','Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Core Kubernetes", "Architecture", "Control Plane"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
@@ -18278,20 +18278,20 @@ INSERT INTO "resources" VALUES('https://www.theodo.com/en-fr/blog/openshift-what
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+INSERT INTO "resources" VALUES('https://www.theregister.com/2021/12/06/mysql_a_pretty_poor_database','theregister.com: MySQL a ''pretty poor database'' says departing Oracle'' engineer','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','097c957b1efc285627dc61cb7795343ba006fcacd67112f3cefd302a16331437',100.0,1.77902917126976609e+09,0,'2026-05-17T16:46:11.269766+02:00',NULL,NULL,NULL,'[]','[]','["docs/databases.md"]','[]','{}','{"duplicate_of": "https://www.theregister.com/software/2021/12/06/mysql-a-pretty-poor-database-says-ex-oracle-engineer/539827"}');
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-INSERT INTO "resources" VALUES('https://www.theregister.com/2023/01/16/basecamp_37signals_cloud_bill','theregister.com: Basecamp details ''obscene'' $3.2 million bill that caused'' it to quit the cloud','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','333920645dcf2297b99fe54708fa734f1575c7d62746893c759b8f9c3ab28018',100.0,1.77903188490760588e+09,0,'2026-05-17T17:31:24.907606+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.theregister.com/2023/05/26/microsoft_azure_linux_container','theregister.com: Microsoft has made Azure Linux generally available. Repeat,'' Azure Linux','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','6c94da89e6685fa5840655482ee3281d1bf3017848ed57d2de3b139c4650ccdb',100.0,1.77903059970400404e+09,0,'2026-05-17T17:09:59.704004+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{}');
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@@ -18331,30 +18331,30 @@ INSERT INTO "resources" VALUES('https://www.thorsten-hans.com/debugging-apps-in-
 INSERT INTO "resources" VALUES('https://www.thorsten-hans.com/encrypt-your-kubernetes-secrets-with-mozilla-sops','thorsten-hans.com: Encrypt your Kubernetes Secrets with Mozilla SOPS','','2020',4,'A hands-on technical walkthrough for using Mozilla SOPS to securely encrypt Kubernetes Secrets manifests before committing them to VCS. Perfect for engineers implementing secure GitOps strategies with ArgoCD or FluxCD.','YAML','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Secrets Management", "GitOps Encrypted Secrets"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["devsecops.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.thoughtworks.com/es/insights/blog/modernizing-your-build-pipelines','thoughtworks.com: Modernizing your build pipelines with **Concourse CI**'' 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','35f670a232ec76b6cff0f76139bb57f07735789903b4647190ea9aafdd19610a',100.0,1.779029128712152e+09,0,'2026-05-17T16:45:28.712152+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md", "docs/jenkins.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.thoughtworks.com/es/insights/blog/modernizing-your-build-pipelines','thoughtworks.com: Modernizing your build pipelines with **Concourse CI**'' 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','35f670a232ec76b6cff0f76139bb57f07735789903b4647190ea9aafdd19610a',100.0,1.779029128712152e+09,0,'2026-05-17T16:45:28.712152+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md", "docs/jenkins.md"]','[]','{}','{"duplicate_of": "https://www.thoughtworks.com/es-es/insights/blog"}');
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+INSERT INTO "resources" VALUES('https://www.tigera.io/blog/turbocharging-aks-networking-with-calico-ebpf','tigera.io: Turbocharging AKS networking with Calico eBPF','','2021',0,'An official Tigera blog post covering the implementation steps for deploying the Calico eBPF data plane on AKS networks. Shows direct performance comparison over standard networking schemes. Highlights resource savings, security enforcement, and high-speed data planes.','Bash','Technical Article','Advanced',1,'duplicate','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Networking & CNI", "Calico eBPF"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{"duplicate_of": "https://thenewstack.io/turbocharging-aks-networking-with-calico-ebpf"}');
 INSERT INTO "resources" VALUES('https://www.tigerdata.com/blog/prometheus-vs-opentelemetry-metrics-a-complete-guide','timescale.com: Prometheus vs. OpenTelemetry Metrics: A Complete Guide','','2023',0,'Provides a comprehensive architectural comparison between Prometheus metric collection (pull-based, PromQL-native) and OpenTelemetry (push-based OTLP, multi-signal trace correlation). Guides technical architects on choosing the appropriate framework or blending them in a hybrid topology.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Standards", "Metrics Comparison"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.tigerdata.com/learn/postgres-cheat-sheet','postgrescheatsheet.com','','2025',0,'A PostgreSQL developer guide prioritizing connection pools, psql terminal controls, custom configurations, and transactional isolations. Includes quick-lookup rules for optimizing index setups and managing WAL parameters.','SQL','Cheat Sheet','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Databases & Storage", "Relational Databases", "PostgreSQL"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.timescale.com/blog/prometheus-vs-opentelemetry-metrics-a-complete-guide','timescale.com: Prometheus vs. OpenTelemetry Metrics: A Complete Guide','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','c7e62cc924ae5e7314a5f4d4e604531933dc1553802c71832681b3d984f38cac',100.0,1.77903084699931406e+09,0,'2026-05-17T17:14:06.999314+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.timescale.com/blog/prometheus-vs-opentelemetry-metrics-a-complete-guide','timescale.com: Prometheus vs. OpenTelemetry Metrics: A Complete Guide','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c7e62cc924ae5e7314a5f4d4e604531933dc1553802c71832681b3d984f38cac',100.0,1.77903084699931406e+09,0,'2026-05-17T17:14:06.999314+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{"duplicate_of": "https://www.tigerdata.com/blog/prometheus-vs-opentelemetry-metrics-a-complete-guide"}');
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-INSERT INTO "resources" VALUES('https://www.timewatch.com/outlook-resource-scheduling','timewatch.com: Outlook Resource Scheduling – View and report on Employee'' Outlook Calendars','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','b543bffce8e7e006065d585e87ba9d3a975f3555610aa50bc4bf67f6cee9ddcb',100.0,1.77903169494107389e+09,0,'2026-05-17T17:28:14.941074+02:00',NULL,NULL,NULL,'[]','[]','["docs/appointment-scheduling.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.timewatch.com/outlook-resource-scheduling','timewatch.com: Outlook Resource Scheduling – View and report on Employee'' Outlook Calendars','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b543bffce8e7e006065d585e87ba9d3a975f3555610aa50bc4bf67f6cee9ddcb',100.0,1.77903169494107389e+09,0,'2026-05-17T17:28:14.941074+02:00',NULL,NULL,NULL,'[]','[]','["docs/appointment-scheduling.md"]','[]','{}','{"duplicate_of": "https://www.timewatch.com/blog/outlook-resource-scheduling"}');
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@@ -18366,19 +18366,19 @@ INSERT INTO "resources" VALUES('https://www.toptechskills.com/ansible-tutorials-
 INSERT INTO "resources" VALUES('https://www.toptechskills.com/ansible-tutorials-courses/speed-up-ansible-playbooks-pipelining-mitogen','toptechskills.com: How to Speed Up Your Ansible Playbooks Over 600% 🌟','','2021',0,'Details Mitogen connection plugin integration with Ansible. Analyzes native SSH overhead bottlenecks and shows how Mitogen''s pipelining engine and multiplexed processes can reduce CPU utilization on controller nodes while speeding up runtimes by over 600%.','Python/YAML','Tutorial','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Optimization"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["ansible.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.trek10.com/blog/control-tower-then-vs-now','trek10.com: Control Tower: Then vs Now','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ad251c2f13950503eaaa02e9d9061628ead020456d00eb39e927c858bb977b2a',100.0,1.77903106235411095e+09,0,'2026-05-17T17:17:42.354111+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"duplicate_of": "https://caylent.com/insights"}');
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 INSERT INTO "resources" VALUES('https://www.tremolo.io/post/pipelines-and-kubernetes-authentication','tremolosecurity.com: Pipelines and Kubernetes Authentication','','2021',0,'A tactical guide outlining security risks of using long-lived ServiceAccount tokens within build pipelines. Recommends implementing ephemeral OIDC federation tokens and short-lived credential models to authenticate pipelines securely.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Authentication Protocols", "CI/CD Security"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.tricentis.com/blog/automated-continuous-performance-testing','tricentis.com: Getting started with automated continuous performance testing','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7a83ad104a05da294d85c17895a2adf15280f445f0e2706ddc3efefc11a1f82f',100.0,1.77903311929758811e+09,0,'2026-05-17T17:51:59.297588+02:00',NULL,NULL,NULL,'[]','[]','["docs/api.md"]','[]','{}','{"duplicate_of": "https://shiftsync.tricentis.com/software-testing-blogs-69/getting-started-with-automated-continuous-performance-testing-406"}');
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+INSERT INTO "resources" VALUES('https://www.trio.dev/react/resources/angular-vs-react','trio.dev: Angular vs React: Is Angular Dead?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d3be670a8f8e8897182845ebd6b1673045e60ab7e8545606b555ea2019fe312e',100.0,1.77903449367262697e+09,0,'2026-05-17T18:14:53.672627+02:00',NULL,NULL,NULL,'[]','[]','["docs/devel-sites.md"]','[]','{}','{"duplicate_of": "https://trio.dev/angular-vs-react"}');
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@@ -18386,7 +18386,7 @@ INSERT INTO "resources" VALUES('https://www.trustradius.com/platform-as-a-servic
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-INSERT INTO "resources" VALUES('https://www.tutorialspoint.com/openshift','tutorialspoint.com/openshift','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','f09fc89bf3d8390ceaa1170e80ee3096e88425d8d23d2bbd6f7683bf7be108f6',100.0,1.77903000940633392e+09,0,'2026-05-17T17:00:09.406334+02:00',NULL,NULL,NULL,'[]','[]','["docs/elearning.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.tutorialspoint.com/openshift','tutorialspoint.com/openshift','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f09fc89bf3d8390ceaa1170e80ee3096e88425d8d23d2bbd6f7683bf7be108f6',100.0,1.77903000940633392e+09,0,'2026-05-17T17:00:09.406334+02:00',NULL,NULL,NULL,'[]','[]','["docs/elearning.md"]','[]','{}','{"duplicate_of": "https://www.tutorialspoint.com/openshift/index.htm"}');
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@@ -18434,24 +18434,24 @@ INSERT INTO "resources" VALUES('https://www.unifiedguru.com/gitops-and-the-cloud
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-INSERT INTO "resources" VALUES('https://www.valuecoders.com/blog/technology-and-apps/why-should-you-adopt-devops-to-deliver-business-value-rapidly','valuecoders.com: Why Should You Adopt DevOps To Deliver Business Value Rapidly?','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','69d68e5ed9f0e9e266490863c10b062815149eedfd6e41a4d7f1c86459c0406c',100.0,1.77903282016806697e+09,0,'2026-05-17T17:47:00.168067+02:00',NULL,NULL,NULL,'[]','[]','["docs/devops.md"]','[]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.vamsitalkstech.com/architecture/a-deepdive-into-kubernetes-multitenancy-1-2','vamsitalkstech.com: Introduction to Kubernetes Multi-tenancy..(1/2)','','2021',0,'Part one of a multi-tenancy deep dive introducing isolation concepts. Examines the baseline challenges of tenant workloads on shared control planes and hypervisor-driven isolation schemes.','Go','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Multi-Tenancy", "Core Architecture"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.vamsitalkstech.com/architecture/kubernetes-multitenancy-best-practices-architecture-models-2-2','vamsitalkstech.com: Kubernetes Multi-tenancy Best Practices & Architecture Model..(2/2)','','2021',0,'Part two of a multi-tenancy deep dive comparing logical soft multi-tenancy to hard isolated virtualization layers. Analyzes the financial and security profiles of disparate cluster design approaches.','Go','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Multi-Tenancy", "Architectural Models"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.varinsights.com/doc/parallel-system-validation-the-end-of-devops-0001','softwarebusinessgrowth.com: Parallel System Validation – The End Of DevOps','','2021',0,'A strategic discussion surrounding ''Parallel System Validation'', exploring how real-time replication of production traffic to test stages replaces older, sequential Dev-Test-Deploy loops with continuous assurance environments.','Markdown','Article','Advanced',1,'online','manual','5915c597db52bbb75978a05bb57ffb1d5c0bd2e6a4cc0ced583c546bd6d8258e',100.0,1.77913049493541288e+09,1,'2026-05-18T20:54:54.935413+02:00',NULL,NULL,NULL,'["Development Methodology", "DevOps", "Validation"]','["[COMMUNITY-TOOL]"]','["docs/testops.md"]','["testops.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.varnish-cache.org/installation/redhat','varnish-cache.org: Installation on RedHat','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','9c783895f617ffb07864a3f74b5b16cd11e775762735203c0c8690b8e9fa8faf',100.0,1.77903017319464588e+09,0,'2026-05-17T17:02:53.194646+02:00',NULL,NULL,NULL,'[]','[]','["docs/caching.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.varnish-cache.org','Varnish Cache','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e0844cb158119bb1bcb1abc2f55095125f882afc0dc45c13327617f30b4afbcb',100.0,1.7790304414608581e+09,0,'2026-05-17T17:07:21.460858+02:00',NULL,NULL,NULL,'[]','[]','["docs/caching.md"]','[]','{}','{"duplicate_of": "https://www.varnish.org/index.html"}');
+INSERT INTO "resources" VALUES('https://www.varnish-cache.org/installation/redhat','varnish-cache.org: Installation on RedHat','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','9c783895f617ffb07864a3f74b5b16cd11e775762735203c0c8690b8e9fa8faf',100.0,1.77903017319464588e+09,0,'2026-05-17T17:02:53.194646+02:00',NULL,NULL,NULL,'[]','[]','["docs/caching.md"]','[]','{}','{"duplicate_of": "https://vinyl-cache.org/docs/trunk/installation/index.html"}');
 INSERT INTO "resources" VALUES('https://www.varnish-software.com','varnish-software.com','','2025',0,'Commercial portal for Varnish Software. It showcases enterprise extensions, massive cache storage configurations, real-time metrics dashboards, and distributed high-availability features built to scale globally.','English','Product Page','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data & Caching", "Edge Caching", "Varnish"]','["[COMMUNITY-TOOL]"]','[]','["caching.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.varnish.org/index.html','Varnish Cache','','2025',0,'Varnish Cache is an extremely fast, thread-optimized HTTP reverse proxy and cache director. It provides the powerful Varnish Configuration Language (VCL) allowing platform engineers to define custom request routing at the cache edge.','C','Open Source Software','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data & Caching", "Edge Caching", "Varnish"]','["[COMMUNITY-TOOL]"]','[]','["caching.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.varnish.org/index.html/installation/redhat',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.varnish.org in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','7b93980ef7841fe4774f46e0a76697a887d72136319fe16dc2d48b5b64f6952d',100.0,1.7791304950173459e+09,0,'2026-05-18T20:54:55.017346+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/caching.md"]','["caching.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.vaultproject.io','vaultproject.io','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','84f75eb49bfbbe4baa3a2b4fcdcef970fc19e108662f6f7ef69e7d97250e9bb5',100.0,1.77903445054229402e+09,0,'2026-05-17T18:14:10.542294+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.vaultproject.io','vaultproject.io','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','84f75eb49bfbbe4baa3a2b4fcdcef970fc19e108662f6f7ef69e7d97250e9bb5',100.0,1.77903445054229402e+09,0,'2026-05-17T18:14:10.542294+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{"duplicate_of": "https://developer.hashicorp.com/vault"}');
 INSERT INTO "resources" VALUES('https://www.vcluster.com','vcluster.com','','2026',0,'vcluster represents the industry-leading standard for running virtual Kubernetes clusters inside a single physical host namespace. It isolates the control plane, including API servers, storage, and controllers, reducing resource overhead compared to dedicated hardware nodes. This architecture significantly accelerates testing cadences and simplifies complex multi-tenant control paradigms.','Go','Platform','Advanced',0,'online','manual','a0b9044feadf578d45d85da3e90f5dd95de96274aa497b8c1f545e6f02f2a042',100.0,1.77902911622747492e+09,1,'2026-05-17T16:45:16.227475+02:00',NULL,NULL,NULL,'["Cluster Management", "Multi-Tenancy", "Virtualization"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.vcluster.com/blog/checklist-for-kubernetes-based-development','loft.sh: Checklist for Kubernetes-Based Development 🌟','','2021',0,'A developer-focused architecture checklist detailing ideal steps to build, optimize, and organize localized dev frameworks on top of cluster infrastructure without incurring severe cognitive overhead.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Developer Experience", "Standards & Workflows", "Checklists"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-based-devel.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.vcluster.com/blog/docker-compose-to-kubernetes-step-by-step-migration','loft.sh: Docker Compose to Kubernetes: Step-by-Step Migration 🌟','','2022',0,'An operations guide detailing step-by-step conversion methodologies for migrating multi-container applications from Docker Compose to production-ready Kubernetes manifests. Emphasizes declarative object creation and service mapping.','YAML','Technical Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Migration", "Dev Environments"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
@@ -18465,7 +18465,7 @@ INSERT INTO "resources" VALUES('https://www.vcluster.com/blog/kubernetes-cost-mo
 INSERT INTO "resources" VALUES('https://www.vcluster.com/blog/kubernetes-dashboards-headlamp','loft.sh: Kubernetes Dashboards: Headlamp','','2024',3,'A comprehensive technical comparison evaluating Headlamp as an alternative to the standard Kubernetes dashboard. Highlighted for its robust extensibility model via React plugins, it allows platform teams to build customized dashboards with minimal visual overhead.','TypeScript','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "UI & Dashboards", "Evaluation"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-based-devel.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.vcluster.com/blog/kubernetes-monitoring-dashboards-5-best-open-source-tools','loft.sh: Kubernetes Monitoring Dashboards - 5 Best Open-Source Tools','','2024',3,'An expert analysis comparing five of the best open-source monitoring dashboards for Kubernetes clusters. Evaluates each tool''s resource consumption, Prometheus/Grafana integration capabilities, and ability to handle multi-tenant visual partitioning.','N/A','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Dashboards", "Tooling Evaluation"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-based-devel.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.vcluster.com/blog/kubernetes-multi-tenancy-why-virtual-clusters-are-the-best-solution','loft.sh: Kubernetes Multi-Tenancy: Why Virtual Clusters Are The Best Solution','','2022',0,'Evaluates virtual clusters (vcluster) as the premier tool for hard multi-tenancy. Explains how virtualizing the control plane mitigates etcd pollution and simplifies development lifecycle structures.','Go','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Multi-Tenancy", "Virtual Clusters"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.vcluster.com/blog/kubernetes-network-policies-a-practitioners-guide','loft.sh: Kubernetes Network Policies: A Practitioner''s Guide 🌟','','2022',0,'An operator''s tactical guide. Outlines configuration mistakes to avoid, selector best practices, and automated testing strategies for policy deployments.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Security", "Network Policy"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-networking.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.vcluster.com/blog/kubernetes-network-policies-a-practitioners-guide','loft.sh: Kubernetes Network Policies: A Practitioner''s Guide 🌟','','2022',0,'An operator''s tactical guide. Outlines configuration mistakes to avoid, selector best practices, and automated testing strategies for policy deployments.','English','Article','Intermediate',1,'duplicate','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Security", "Network Policy"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-networking.md"]','{}','{"duplicate_of": "https://loft-sh.medium.com/kubernetes-network-policies-a-practitioners-guide-c9bb4cdd0dbc"}');
 INSERT INTO "resources" VALUES('https://www.vcluster.com/blog/kubernetes-network-policies-for-isolating-namespaces','loft.sh: Kubernetes Network Policies for Isolating Namespaces 🌟','','2022',0,'A prescriptive playbook for securing multi-tenant clusters, detailing how to isolate development, staging, and production namespaces using declarative policies.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Security", "Namespace Isolation"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-networking.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.vcluster.com/blog/kubernetes-nginx-ingress','loft.sh: Kubernetes NGINX Ingress: 10 Useful Configuration Options 🌟','','2021',4,'Provides ten practical and essential tuning annotations for NGINX Ingress controllers. Addresses tuning buffer limits, client timeouts, custom headers, and rate limits to maximize safety and application performance in production.','English','Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Networking", "Ingress", "NGINX Config"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["kubernetes-networking.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.vcluster.com/blog/kubernetes-on-windows-6-life-saving-tools-and-tips','loft.sh: Kubernetes on Windows: 6 Life-Saving Tools & Tips','','2022',0,'A technical resource detailing operational best practices, troubleshooting mechanisms, and performance-tuning tricks for running Windows Server containers on hybrid Kubernetes clusters. It addresses common networking pitfalls (such as Calico or Flannel overlay differences) and resource limitation differences between Linux namespaces and Windows Job Objects. It provides engineering teams with practical tips to facilitate legacy .NET Framework containerization.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Windows Containers", "Guides"]','["[LEGACY]"]','[]','["kubernetes.md", "kubernetes-tools.md"]','{}','{}');
@@ -18481,10 +18481,10 @@ INSERT INTO "resources" VALUES('https://www.vcluster.com/blog/using-kubernetes-e
 INSERT INTO "resources" VALUES('https://www.veeam.com/products/cloud/kubernetes-data-protection.html','Kasten','','2025',5,'Kasten K10 by Veeam is the preeminent data protection and disaster recovery platform built natively for Kubernetes. Simplifies metadata protection, block-level persistent backup, and migration via direct cloud storage drivers.','Go','Product','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Enterprise Backup", "Proprietary Platforms"]','["[DE FACTO STANDARD]"]','[]','["kubernetes-backup-migrations.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.veeam.com/products/cloud/kubernetes-data-protection.html/kubernetes/resources/books/kubernetes-backup-and-dr-for-dummies',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual',NULL,64.0,1.77913049499211502e+09,0,'2026-05-18T20:54:54.992115+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-backup-migrations.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.velotio.com/engineering-blog/autoscaling-in-kubernetes-using-hpa-vpa','velotio.com: Autoscaling in Kubernetes using HPA and VPA','','2021',0,'A developer-focused engineering comparison analyzing the operational differences and compatibility conflicts of HPA and VPA. Instructs on configuring boundaries to ensure stable application scaling.','N/A','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes & Scaling", "Production Practices", "Autoscaling Architecture"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-autoscaling.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.velotio.com/engineering-blog/getting-started-with-kubernetes-operators-golang-based-part-3','velotio.com: Getting Started With Kubernetes Operators (Golang Based) -'' Part 3','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','9a6cf0b07e6db3280474f134eac1c8907f09c22c1bcd1cc0c024e4d170f50cf6',100.0,1.77903279327748203e+09,1,'2026-05-17T17:46:33.277482+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-operators-controllers.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.velotio.com/engineering-blog/getting-started-with-kubernetes-operators-golang-based-part-3','velotio.com: Getting Started With Kubernetes Operators (Golang Based) -'' Part 3','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','9a6cf0b07e6db3280474f134eac1c8907f09c22c1bcd1cc0c024e4d170f50cf6',100.0,1.77903279327748203e+09,1,'2026-05-17T17:46:33.277482+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-operators-controllers.md"]','[]','{}','{"duplicate_of": "https://www.velotio.com/engineering-blog/getting-started-with-kubernetes-operators-helm-based-part-1"}');
 INSERT INTO "resources" VALUES('https://www.velotio.com/engineering-blog/getting-started-with-kubernetes-operators-helm-based-part-1','medium.com: Getting Started With Kubernetes Operators (Helm Based) - Part 1','- [medium.com: Getting Started With Kubernetes Operators (Ansible Based) β€” Part 2](https://medium.com/velotio-perspectives/getting-started-with-kubernetes-operators-ansible-based-part-2-472eb0d453b7)
     - [velotio.com: Getting Started With Kubernetes Operators (Golang Based) - Part 3](https://www.velotio.com/engineering-blog/getting-started-with-kubernetes-operators-golang-based-part-3)','2021',0,'A multi-phase training guide tracking operator design frameworks. It walks through building Helm-based control planes, transitioning to Ansible controllers, and writing performant Golang reconcilers.','N/A','Article','Medium',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Resources", "Education", "Tutorial Series", "Operators"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-operators-controllers.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.vice.com/en/article/g5y37j/thousands-of-software-engineers-say-the-job-market-is-getting-much-worse','vice.com: Thousands of Software Engineers Say the Job Market Is Getting'' Much Worse','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','31719bd15bededc57107588aab8fb196f5fc67f971ac8e38617f57344c449ceb',100.0,1.77903140225875806e+09,0,'2026-05-17T17:23:22.258758+02:00',NULL,NULL,NULL,'[]','[]','["docs/recruitment.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.vice.com/en/article/g5y37j/thousands-of-software-engineers-say-the-job-market-is-getting-much-worse','vice.com: Thousands of Software Engineers Say the Job Market Is Getting'' Much Worse','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','31719bd15bededc57107588aab8fb196f5fc67f971ac8e38617f57344c449ceb',100.0,1.77903140225875806e+09,0,'2026-05-17T17:23:22.258758+02:00',NULL,NULL,NULL,'[]','[]','["docs/recruitment.md"]','[]','{}','{"duplicate_of": "https://www.vice.com/en/article/thousands-of-software-engineers-say-the-job-market-is-getting-much-worse"}');
 INSERT INTO "resources" VALUES('https://www.vice.com/en/article/thousands-of-software-engineers-say-the-job-market-is-getting-much-worse','vice.com: Thousands of Software Engineers Say the Job Market Is Getting Much Worse','','2024',0,'A detailed look at the post-2023 technical labor contraction. It details the macroeconomic forces, high interest rates, and mass layoffs that ended the developer recruiting boom of 2021, shifting leverage back to employers.','English','article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Industry Analysis", "Labor Trends", "Market Contraction"]','["[COMMUNITY-TOOL]"]','[]','["recruitment.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.viewnext.com/front-end-vs-back-end','viewnext.com: Front End vs Back End (spanish)','','2020',2,'Explica la divisiΓ³n fundamental del desarrollo de software entre el Front End y el Back End. Describe las tecnologΓ­as clave de la capa de presentaciΓ³n (HTML, CSS, JavaScript frameworks) y las arquitecturas de servidor de la capa lΓ³gica, bases de datos y APIs que las sostienen.','Spanish','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Full-Stack Fundamentals", "Architectural Roles"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.viewnext.com/que-es-gitops','viewnext.com: ΒΏQuΓ© es GitOps?','','2021',0,'A Spanish-language introduction to GitOps, covering the conceptual alignment with DevOps methodologies, developer self-service paradigms, and the underlying pull-based synchronization agents that govern cloud-native environments.','Spanish','Blog Post','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps", "Introduction", "Spanish Resources"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
@@ -18495,7 +18495,7 @@ INSERT INTO "resources" VALUES('https://www.visual-paradigm.com/scrum/scrum-vs-w
 INSERT INTO "resources" VALUES('https://www.vladionescu.me/posts/scaling-containers-on-aws-in-2022','==vladionescu.me: Scaling containers on AWS in 2022 (comparison)==','','2026',0,'A benchmarking comparison of container orchestration engines on AWS. It evaluates cold-start limits, container provisioning metrics, and control plane auto-scaling responsiveness between ECS and EKS under enterprise workloads.','N/A','Blog Post','Advanced',0,'online','manual','d26dcefdbb2334e758bd4f67a4b734c8cd3c86ae4ea2573bec24028578d25802',100.0,1.7790343731362791e+09,1,'2026-05-17T18:12:53.136279+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Containers"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.vmware.com/products/app-platform/tanzu','tanzu.vmware.com: Microservices with Spring Cloud Kubernetes Reference Architecture 🌟','','2022',0,'Provides the canonical reference architecture for running high-scale Spring Cloud applications natively on Kubernetes. Evaluates Spring Cloud Kubernetes integrations for service discovery, centralized configuration via ConfigMaps, and seamless external secrets management, aligning with 2026 Tanzu application platform standards.','Java','Reference Architecture','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Development", "Cloud-Native Java", "Tanzu Framework"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md", "demos.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.vmware.com/products/cloud-infrastructure/vsphere','**VMware vSphere 7 with Kubernetes** - Project Pacific','','2020',0,'A transformative enterprise initiative (Project Pacific) that embedded native Kubernetes capabilities directly into the ESXi hypervisor. vSphere with Tanzu enables virtualization administrators to manage VMs and native Tanzu Kubernetes Grid (TKG) guest clusters inside a single vSphere Client interface, converging IT operations.','Proprietary','Software','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Virtualization", "VMware Tanzu"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-on-premise.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.vmware.com/products/vsphere.html','**VMware vSphere 7 with Kubernetes** - Project Pacific','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','36bd511c2b3bb7a1a8cecf170652901dd419c9d1bf33702eb986d81eebdcdaa3',100.0,1.77903245531730794e+09,0,'2026-05-17T17:40:55.317308+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-on-premise.md", "docs/matrix-table.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.vmware.com/products/vsphere.html','**VMware vSphere 7 with Kubernetes** - Project Pacific','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','36bd511c2b3bb7a1a8cecf170652901dd419c9d1bf33702eb986d81eebdcdaa3',100.0,1.77903245531730794e+09,0,'2026-05-17T17:40:55.317308+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-on-premise.md", "docs/matrix-table.md"]','[]','{}','{"duplicate_of": "https://www.vmware.com/products/cloud-infrastructure/vsphere"}');
 INSERT INTO "resources" VALUES('https://www.vogella.com/tutorials','vogella.com','','2023',2,'An extensive library of software architecture write-ups focused primarily on Git structures, Java microservices development, and traditional IDE configurations. Very helpful for standard legacy design, though lacking modern Kubernetes-native patterns.','English','Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Java Ecosystem", "Eclipse & Git"]','["[GUIDE]", "[LEGACY]"]','[]','["elearning.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.vogella.com/tutorials/ApacheMaven/article.html','vogella.com: Maven for Building Java application - Tutorial','','2020',3,'Step-by-step foundational tutorial covering Project Object Model configuration, standard lifecycle phases, dependency management, and Eclipse integration patterns.','English','Educational Resource','Beginner-Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Build Systems", "JVM Ecosystem", "Tutorials & Guides"]','["[COMMUNITY-TOOL]"]','[]','["maven-gradle.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.vpnranks.com/news/belgian-defense-ministry-under-cyber-attack-due-to-log4j-vulnerability','vpnranks.com: Belgian Defense Ministry Under Cyber Attack Due to Log4j Vulnerability','','2021',0,'A case study examining a cyberattack on the Belgian Defense Ministry that exploited the Log4Shell vulnerability. It illustrates how quickly malicious actors can operationalize exploits following public disclosures. This study highlights the need for continuous vigilance and rapid, automated patching across critical public sector systems.','None','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Vulnerabilities", "Real-World Incidents"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
@@ -18506,10 +18506,10 @@ INSERT INTO "resources" VALUES('https://www.w3schools.io/file/yaml-vs-yml','w3sc
 INSERT INTO "resources" VALUES('https://www.wappalyzer.com/technologies/documentation-tools/mkdocs','websites that use MkDocs','','2026',0,'Wappalyzer''s web-telemetry tracking the enterprise-scale adoption of the MkDocs engine. It demonstrates that the ''Docs-as-Code'' model has captured a massive share of internal and external API reference portals, proving that engineering teams prefer version-controlled Markdown over traditional SaaS wikis.','English','Analytics','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Documentation & Workflow", "Static Site Generators", "Case Study"]','["[COMMUNITY-TOOL]"]','[]','["mkdocs.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.warp.dev','Warp: The Agentic Development Environment','','2026',0,'A modern, Rust-based terminal emulator incorporating AI agent assistance directly into the command-line interface. Reimagines input fields like text editors, supports real-time workspace collaboration, and native context-sharing for accelerated platform ops troubleshooting.','English','Software','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Command-Line Utilities", "Terminal Emulators"]','["[COMMUNITY-TOOL]"]','[]','["ai.md", "developerportals.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.warpbuild.com','argonaut.dev: Choosing an Optimal Kubernetes Worker Node Size 🌟','','2023',0,'Analyzes the cost-benefit trade-offs between deploying many small worker nodes versus fewer large nodes. Examines daemon overhead, scheduling efficiency, IP exhaustion, and system stability vectors.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Infrastructure Sizing", "Compute Scaling"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.waypointproject.io','waypointproject.io','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','ddcd8af21ca0d588edbf1538d3d5087557b2415ec1848041f07a653fcb60455c',100.0,1.779034521347723e+09,0,'2026-05-17T18:15:21.347723+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md", "docs/jenkins-alternatives.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.waypointproject.io','waypointproject.io','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ddcd8af21ca0d588edbf1538d3d5087557b2415ec1848041f07a653fcb60455c',100.0,1.779034521347723e+09,0,'2026-05-17T18:15:21.347723+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md", "docs/jenkins-alternatives.md"]','[]','{}','{"duplicate_of": "https://developer.hashicorp.com/waypoint"}');
 INSERT INTO "resources" VALUES('https://www.weave.works','weave.works: Weave Kubernetes Platform','','2023',0,'The enterprise Kubernetes distribution offering from Weaveworks (WKP) built heavily around declarative GitOps concepts and Cluster API. Following Weaveworks'' operational cessation in early 2024, WKP is no longer commercially active, but its patterns directly influenced modern multi-cluster management strategies.','English','Software','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Kubernetes Distributions", "Enterprise Distributions"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md", "cicd.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.weave.works/blog/6-business-benefits-of-kubernetes','weave.works: 6 Business Benefits of Kubernetes','','2020',3,'From the creators of GitOps, this analysis frames Kubernetes not just as an engineering luxury but as an enterprise driver. Key features highlighted include multi-cloud flexibility, faster software release cycles, robust self-healing infrastructure, and container-driven resource optimization.','English','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Business Architecture", "Value Proposition"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.weave.works/blog/aws-networking-overview---part-2','AWS and Kubernetes Networking Options and Trade-Offs (part 2)','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','091412b47e174c316006481c48b92256957365c7790fb29edb04c77f85eafff9',100.0,1.77903111195161509e+09,0,'2026-05-17T17:18:31.951615+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-networking.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.weave.works/blog/aws-networking-overview---part-2','AWS and Kubernetes Networking Options and Trade-Offs (part 2)','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','091412b47e174c316006481c48b92256957365c7790fb29edb04c77f85eafff9',100.0,1.77903111195161509e+09,0,'2026-05-17T17:18:31.951615+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-networking.md"]','[]','{}','{"duplicate_of": "https://go.weave.works/2021_GitOps_Maturity_Model.html"}');
 INSERT INTO "resources" VALUES('https://www.weave.works/blog/case-study-national-australia-bank-decreases-operational-overhead-with-gitops','weave.works: Case Study: National Australia Bank Decreases Operational Overhead with GitOps','','2021',0,'Examines how National Australia Bank (NAB) utilized GitOps to minimize deployment friction, satisfy stringent compliance audits, and dramatically reduce operational overhead. Illustrates real-world recovery from multi-region outages using declarative definitions.','English','Case Study','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps", "Enterprise", "Case Studies"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.weave.works/blog/category/kubernetes','weave.works/blog/category/kubernetes','','N/A',0,'A curated technical resource and architectural guide covering weave.works/blog/category/kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','091412b47e174c316006481c48b92256957365c7790fb29edb04c77f85eafff9',100.0,1.77903073762154388e+09,0,'2026-05-17T17:12:17.621544+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.weave.works/blog/deutsche-telekom-explain-why-they-chose-gitops-for-5g','weave.works: The world’s largest telcos are now embracing GitOps. Deutsche Telekom explains why','','2021',0,'Case study analyzing how major telecommunications networks (e.g., Deutsche Telekom) apply GitOps workflows to govern large-scale 5G infrastructure. Curator Insight validates complex hybrid deployments, while Live Grounding proves the absolute necessity of Git-driven edge management to ensure consistent performance over thousands of remote kubernetes endpoints.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Continuous Delivery", "GitOps", "Telco & Edge"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
@@ -18522,18 +18522,18 @@ INSERT INTO "resources" VALUES('https://www.weave.works/blog/kubernetes-cluster'
 INSERT INTO "resources" VALUES('https://www.weave.works/blog/kubernetes-components-that-makeup-its-architecture','weave.works: Kubernetes components that make up its architecture 🌟','','2021',4,'A high-fidelity architectural reference cataloguing the operational mechanisms of etcd, the API server, and kubelet. Provides direct insight into state reconciliation and distributed consensus frameworks.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Control Plane", "Distributed Systems"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.weave.works/blog/kubernetes-deployment-strategies','weave.works: Kubernetes Deployment Strategies 🌟','','2021',4,'A classic GitOps and Progressive Delivery reference guide. Details how to coordinate deployment updates, using Git repositories as the source of truth, alongside progressive delivery tools like Flagger.','English','Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cluster Management", "Deployments", "Strategies"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.weave.works/blog/kubernetes-in-the-enterprise','==weave.works: Podcast: Kubernetes has won the enterprise==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','091412b47e174c316006481c48b92256957365c7790fb29edb04c77f85eafff9',100.0,1.77903026881947898e+09,0,'2026-05-17T17:04:28.819479+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.weave.works/blog/manage-thousands-of-clusters-with-gitops-and-the-cluster-api','weave.works: Manage Thousands of Clusters with GitOps and the Cluster API','','2021',0,'An architectural guide exploring the intersection of Cluster API (CAPI) and GitOps (specifically Flux) to manage fleet-scale Kubernetes deployments. It outlines the declaration of tenant clusters as custom resources (CRDs) in a management cluster, enabling automated multi-cluster life cycle control. Following Weaveworks'' exit in 2024, this approach remains standard, but is now realized using CNCF Flux and native CAPI providers.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Cluster Management", "GitOps"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-on-premise.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.weave.works/blog/manage-thousands-of-clusters-with-gitops-and-the-cluster-api','weave.works: Manage Thousands of Clusters with GitOps and the Cluster API','','2021',0,'An architectural guide exploring the intersection of Cluster API (CAPI) and GitOps (specifically Flux) to manage fleet-scale Kubernetes deployments. It outlines the declaration of tenant clusters as custom resources (CRDs) in a management cluster, enabling automated multi-cluster life cycle control. Following Weaveworks'' exit in 2024, this approach remains standard, but is now realized using CNCF Flux and native CAPI providers.','English','Article','Advanced',0,'duplicate','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Cluster Management", "GitOps"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-on-premise.md"]','{}','{"duplicate_of": "https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745/blog/manage-thousands-of-clusters-with-gitops-and-the-cluster-api"}');
 INSERT INTO "resources" VALUES('https://www.weave.works/blog/managing-kubernetes-with-gitops-in-a-multi-cluster-multi-cloud-world','weave.works: Managing Kubernetes with GitOps in a multi-cluster, multi-cloud world','','2021',0,'Demonstrates how Flux-based GitOps patterns manage complex fleet deployments across heterogeneous cloud providers. Note: While Weaveworks closed in early 2024, the multi-cluster architectures outlined here remain highly influential in the CNCF Flux and Open GitOps communities.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps", "Multi-Cluster", "Infrastructure"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.weave.works/blog/one-year-kured-kubernetes-reboot-daemon',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','091412b47e174c316006481c48b92256957365c7790fb29edb04c77f85eafff9',100.0,1.77903098712963104e+09,0,'2026-05-17T17:16:27.129631+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.weave.works/blog/progressively-delivering-applications-across-cloud-and-on-premise','weave.works: Progressively Delivering Applications Across Cloud and On-Premise.'' Using Kuma & GitOps to implement canary releasing','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','091412b47e174c316006481c48b92256957365c7790fb29edb04c77f85eafff9',100.0,1.77903440641197299e+09,0,'2026-05-17T18:13:26.411973+02:00',NULL,NULL,NULL,'[]','[]','["docs/cicd.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.weave.works/blog/progressively-delivering-applications-across-cloud-and-on-premise','weave.works: Progressively Delivering Applications Across Cloud and On-Premise.'' Using Kuma & GitOps to implement canary releasing','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','091412b47e174c316006481c48b92256957365c7790fb29edb04c77f85eafff9',100.0,1.77903440641197299e+09,0,'2026-05-17T18:13:26.411973+02:00',NULL,NULL,NULL,'[]','[]','["docs/cicd.md"]','[]','{}','{"duplicate_of": "https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745"}');
 INSERT INTO "resources" VALUES('https://www.weave.works/blog/the-definitive-guide-to-kubernetes-in-production','weave.works: The Definitive Guide to Kubernetes in Production 🌟🌟','','2021',5,'A comprehensive production-readiness roadmap. Addresses key criteria like security boundaries, network policies, cluster observability, auto-scaling mechanisms, and disaster recovery strategies required for mission-critical deployments.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Production Readiness", "Best Practices"]','["[DE FACTO STANDARD]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.weave.works/blog/the-history-of-gitops','weave.works: The History of GitOps 🌟','','2021',0,'Traces the term ''GitOps'' from its coining in 2017 by Weaveworks'' Alexis Richardson. Documents its growth alongside Kubernetes operators and custom controllers to its eventual standardization as a pivotal paradigm in modern cloud-native systems.','English','Blog Post','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps", "Introduction", "History"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.weave.works/blog/theres-more-to-gitops-than-meets-the-eye','weave.works: There’s More to GitOps Than Meets the Eye','','2020',0,'Explores structural changes in teams adopting GitOps. Asserts that GitOps is not merely a tooling change but a fundamental shift towards collaborative operations, peer reviews for infrastructure modifications, and self-documenting architectures.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps", "Methodology", "Advanced Perspectives"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.weave.works/blog/tools-for-automating-and-implementing-cloud-native-patterns','weave.works: Tools for Automating and Implementing Cloud Native Patterns','','2026',0,'Weave Works article detailing software tools engineered to validate cloud-native standards. Introduces continuous delivery mechanisms and GitOps reconciliation flows. Note: With Weave Works'' closure, this asset has historical significance, signaling a shift toward CNCF-incubated tools.','None','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Design Patterns", "GitOps Tools"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.weave.works/blog/what-is-a-self-service-developer-platform','weave.works: What is a self-service developer platform and why does it matter?','','2022',0,'Details the philosophy of Platform Engineering through self-service developer portals. Explains how curating ''golden paths'' reduces cognitive load on developers, allowing them to spin up database and infrastructure templates securely.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Self-Service", "Concepts"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.weave.works/blog/what-is-gitops-really','weave.works: What Is GitOps?','','2020',0,'Explores the architectural differences between ''push-based'' CI/CD pipelines and ''pull-based'' GitOps synchronization. It covers how running in-cluster agents mitigates credential exposure in multi-tenant environments. Although some early tool integrations are legacy, the underlying reconciliation paradigm remains the standard.','None','Technical Blog','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Delivery", "Continuous Deployment", "GitOps", "Foundations"]','["[LEGACY]"]','[]','["gitops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.weave.works/blog/what-is-gitops-really','weave.works: What Is GitOps?','','2020',0,'Explores the architectural differences between ''push-based'' CI/CD pipelines and ''pull-based'' GitOps synchronization. It covers how running in-cluster agents mitigates credential exposure in multi-tenant environments. Although some early tool integrations are legacy, the underlying reconciliation paradigm remains the standard.','None','Technical Blog','Beginner',1,'duplicate','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Delivery", "Continuous Deployment", "GitOps", "Foundations"]','["[LEGACY]"]','[]','["gitops.md"]','{}','{"duplicate_of": "https://devopslearners.com/what-is-gitops-168aac9a2ee"}');
 INSERT INTO "resources" VALUES('https://www.weave.works/blog/wkp-team-workspaces-rbac','weave.works: Weave Kubernetes Platform (WKP) Unlocks Cross Team Collaboration with Workspaces','','2021',0,'Examines multi-tenant operational security in Weave Kubernetes Platform (WKP) using GitOps workspaces. Details how RBAC policies, network restrictions, and workspace templates can be versioned and reconciled dynamically from Git.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Continuous Delivery", "GitOps", "Multi-tenancy"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.weave.works/blog/wksctl-a-new-oss-kubernetes-manager-using-gitops','WKSctl - A New OSS Kubernetes Manager using GitOps','','2019',0,'The official Weaveworks blog post introducing WKSctl. Demonstrates how to leverage GitOps loops to continuous update node configurations and automatically reconcile discrepancies between virtual infrastructure states and Git declarations.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Provisioning", "GitOps", "Media"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md", "kubernetes-on-premise.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.weave.works/blog/wksctl-a-new-oss-kubernetes-manager-using-gitops','WKSctl - A New OSS Kubernetes Manager using GitOps','','2019',0,'The official Weaveworks blog post introducing WKSctl. Demonstrates how to leverage GitOps loops to continuous update node configurations and automatically reconcile discrepancies between virtual infrastructure states and Git declarations.','English','Article','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Provisioning", "GitOps", "Media"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md", "kubernetes-on-premise.md"]','{}','{"duplicate_of": "https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745/blog/wksctl-a-new-oss-kubernetes-manager-using-gitops"}');
 INSERT INTO "resources" VALUES('https://www.weave.works/docs/net/latest/overview','Weave-net','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','091412b47e174c316006481c48b92256957365c7790fb29edb04c77f85eafff9',100.0,1.77903318862413191e+09,0,'2026-05-17T17:53:08.624132+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-networking.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.weave.works/features/prometheus-monitoring','Weave Cortex SaaS (Hosted Prometheus - Public Cloud)','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','091412b47e174c316006481c48b92256957365c7790fb29edb04c77f85eafff9',100.0,1.77903143626887297e+09,0,'2026-05-17T17:23:56.268873+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.weave.works/product/gitops-enterprise','Weave GitOps Enterprise','- Weave GitOps Enterprise is a continuous operations product that makes it easy to deploy and manage Kubernetes clusters and applications in any environment. With a single management console that lets you operate clusters running anywhere, in the public cloud, on the edge or in any hybrid scenario. Strong multi-tenancy can accelerate app delivery by providing developers with self-serve isolated workload namespaces across environments.
@@ -18543,7 +18543,7 @@ INSERT INTO "resources" VALUES('https://www.weave.works/technologies/going-cloud
 INSERT INTO "resources" VALUES('https://www.weave.works/use-cases/security-with-gitops','weave.works: Put Your Security Worries to Rest with GitOps Operational Control 🌟','','2021',0,'Investigates GitOps as a strong security posture where developers do not require direct Kubernetes API access. Instead, the Git repository acts as a RBAC gatekeeper, providing total observability and cryptographic audit trails for every deployment.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps", "Security", "Access Control"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.webcodegeeks.com/python/python-django-tutorial','webcodegeeks.com: Python Django Tutorial','','2018',0,'A foundational primer reviewing core MVC patterns inside Django. Details structure setups, standard templates design, model configurations, and administrative dashboard customization.','Python','Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Web Frameworks", "Fundamentals"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["python.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.weblineindia.com/blog/all-about-devops-automation','weblineindia.com: DevOps Automation – Everything You Need to Know','','2021',0,'Details continuous lifecycle orchestration techniques from code analysis to deployment. Analyzes pipeline security patterns, continuous testing targets, container storage architectures, and zero-downtime deployment patterns like blue-green systems.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps Methodology", "Automation Philosophy", "Continuous Integration"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.websiteplanet.com/blog/what-is-open-source-software','websiteplanet.com: What’s Open Source Software + How It Makes Money 2022','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','48b76d3a04ea9b344b87d2e9dd15097773477e84cf79805130519443b59f8e5b',100.0,1.77902983827410197e+09,0,'2026-05-17T16:57:18.274102+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.websiteplanet.com/blog/what-is-open-source-software','websiteplanet.com: What’s Open Source Software + How It Makes Money 2022','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','48b76d3a04ea9b344b87d2e9dd15097773477e84cf79805130519443b59f8e5b',100.0,1.77902983827410197e+09,0,'2026-05-17T16:57:18.274102+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{"duplicate_of": "https://www.websiteplanet.com/blog/what-is-open-source-software/?geo=us&device=desktop"}');
 INSERT INTO "resources" VALUES('https://www.websiteplanet.com/blog/what-is-open-source-software/?geo=us&device=desktop','websiteplanet.com: What’s Open Source Software + How It Makes Money 2022','','2022',3,'Details the monetization mechanics driving open-source software (OSS) ecosystems, covering models like open-core, dual-licensing, and cloud hosting. Helps engineering leaders assess the long-term sustainability and licensing risks associated with critical software dependencies.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture & Infrastructure Strategy", "Market Trends", "Open Source Business Models"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.wecloudpro.com/2020/08/22/kubernetes-disaster-recovery-with-velero.html','wecloudpro.com: Kubernetes Disaster Recovery with Velero 🌟','','N/A',0,'A curated technical resource and architectural guide covering wecloudpro.com: Kubernetes Disaster Recovery with Velero 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790344768098731e+09,0,'2026-05-17T18:14:36.809873+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-backup-migrations.md"]','["kubernetes-backup-migrations.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.wecloudpro.com/2020/11/01/Balance-your-kubernetes-cluster.html',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903125791061711e+09,0,'2026-05-17T17:20:57.910617+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}');
@@ -18558,7 +18558,7 @@ INSERT INTO "resources" VALUES('https://www.whizlabs.com','Whizlabs','','2026',4
 INSERT INTO "resources" VALUES('https://www.whizlabs.com/blog/google-cloud-platform','whizlabs.com: Introduction To Google Cloud Platform','','2026',0,'A comprehensive introductory article mapping out GCP foundational structures, virtual machine instances, VPC networking, storage classes, and certification paths for beginners.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Public Cloud", "Training"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.whizlabs.com/blog/kinesis-vs-kafka','whizlabs.com: AWS Kinesis vs Kafka Apache','','2021',4,'Comparative architectural review between AWS Kinesis and Apache Kafka. Analyzes data retention policies, throughput capabilities, scaling overheads, and total cost of ownership (TCO) profiles.','None','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Event Streaming", "Comparison"]','["[ENTERPRISE-STABLE]"]','[]','["aws-data.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.wired.co.uk/article/great-resignation-quit-job','wired.co.uk: The Great Resignation is here and no one is prepared','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','548b3e30425ae4de1adb674d0c024f4d20e7de886ad36ea05d8e2dba30b0e058',100.0,1.7790304440151081e+09,0,'2026-05-17T17:07:24.015108+02:00',NULL,NULL,NULL,'[]','[]','["docs/recruitment.md"]','[]','{}','{"duplicate_of": "https://www.wired.com/story/great-resignation-quit-job"}');
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@@ -18572,7 +18572,7 @@ INSERT INTO "resources" VALUES('https://www.xataka.com/empresas-y-economia/gran-
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@@ -18592,16 +18592,16 @@ INSERT INTO "resources" VALUES('https://www.xataka.com/robotica-e-ia/microsoft-n
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+INSERT INTO "resources" VALUES('https://www.yobyot.com/aws/aws-multi-region-keys-and-ec2-data-lifecycle-manager/2021/08/18','yobyot.com: AWS multi-region KMS keys and Data Lifecycle Manager: better'' together','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b642aa84b170fc32fe04321fa47847096aa2b9bad5f51e6154cdffc1661208dc',100.0,1779030730.41939,0,'2026-05-17T17:12:10.419390+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-security.md"]','[]','{}','{"duplicate_of": "https://yobyot.com/aws/aws-multi-region-keys-and-ec2-data-lifecycle-manager/2021/08/18"}');
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@@ -18640,17 +18640,17 @@ INSERT INTO "resources" VALUES('https://www.youtube.com/c/AnaisUrlichs','anais u
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 INSERT INTO "resources" VALUES('https://www.youtube.com/c/AppsCodeInc','kubedb appscode',NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','3e066c938e56e90a948ede9a3a1d5b94f64c8bd66b15ceb374879d41cb94125d',100.0,1.77903275423716497e+09,0,'2026-05-17T17:45:54.237165+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{"category": "learning_influencers_communities", "image": "images/kubedb_logo.jpg", "order_v1": 81, "order_v2": 15}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/c/Atlassian','atlassian videos',NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','b12f5490a703921bada1bb1f31dc077e68cd78f9f24e0448be30f5efbe5f6eed',100.0,1.77902915488654303e+09,0,'2026-05-17T16:45:54.886543+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{"category": "devops_cicd_iac", "image": "images/atlassian_logo.jpg", "order_v1": 33, "order_v2": 12}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/c/AzureDevOps','azure devops',NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','2455f05f33ced964057422ceab0cf08442bd34f18f51e92fc00be2b7766704c8',100.0,1.77903132751466608e+09,0,'2026-05-17T17:22:07.514666+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{"category": "devops_cicd_iac", "image": "images/azure_devops_youtube.jpg", "order_v1": 101, "order_v2": 19}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/c/AzureDevOps','azure devops',NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'duplicate','manual','2455f05f33ced964057422ceab0cf08442bd34f18f51e92fc00be2b7766704c8',100.0,1.77903132751466608e+09,0,'2026-05-17T17:22:07.514666+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{"category": "devops_cicd_iac", "image": "images/azure_devops_youtube.jpg", "order_v1": 101, "order_v2": 19}','{"duplicate_of": "https://marketplace.visualstudio.com/azuredevops"}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/c/CloudBeesTV','cloudbees videos',NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','bf31440ec1c5babac014ae7004d3c521069248feef2b4c8dd484dd7f72944944',100.0,1.77903278585661888e+09,0,'2026-05-17T17:46:25.856619+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{"category": "devops_cicd_iac", "image": "images/cloudbees_logo.jpg", "order_v1": 6, "order_v2": 1}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/c/Cloudacademy','cloud academy',NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','45fd85edc2170140593011f2a373204ccef285444f27a2e6e9baac45c99fcfa4',100.0,1.77903257907829308e+09,0,'2026-05-17T17:42:59.078293+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{"category": "learning_influencers_communities", "image": "images/cloud_academy_logo.jpg", "order_v1": 66, "order_v2": 0}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/c/Code','vscode videos',NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','0cfda6fe9a32083f87cadcf3aa9ba3386c95b5e8140df02f72fb021b877cd057',100.0,1.77903219593465399e+09,0,'2026-05-17T17:36:35.934654+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{"category": "dev_testing_collab", "image": "images/vscode_logo.jpg", "order_v1": 34, "order_v2": 0}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/c/Code','vscode videos',NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'duplicate','manual','0cfda6fe9a32083f87cadcf3aa9ba3386c95b5e8140df02f72fb021b877cd057',100.0,1.77903219593465399e+09,0,'2026-05-17T17:36:35.934654+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{"category": "dev_testing_collab", "image": "images/vscode_logo.jpg", "order_v1": 34, "order_v2": 0}','{"duplicate_of": "https://www.youtube.com/@code/shorts"}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/c/Confluent','confluent video',NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','ec48a02063af5b6f9add0321a3502b317f7f1ed34376ebdb303d7a8fc107d55f',100.0,1.77903178822865509e+09,0,'2026-05-17T17:29:48.228655+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{"category": "observability_databases_storage", "image": "images/confluent_logo.jpg", "order_v1": 60, "order_v2": 14}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/c/ContainerDays','container days',NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','d9137dd93ff2eff6232825e35e61c9e22ec426d1870f78ca70e0940557b6d301',100.0,1.77903146115834903e+09,0,'2026-05-17T17:24:21.158349+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{"category": "cloud_native_kubernetes", "image": "images/containerdays.jpg", "order_v1": 97, "order_v2": 11}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/c/ContinuousDeliveryFoundation','ContinuousDeliveryFoundation',NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','2a573f49f2a07ac52982df114beadf861830d0932a739f06328cfecd74e5949e',100.0,1.77903126653421401e+09,0,'2026-05-17T17:21:06.534214+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{"category": "devops_cicd_iac", "image": "images/ContinuousDeliveryFoundation.jpg", "order_v1": 99, "order_v2": 18}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/c/CrunchyDataPostgres','crunchydata',NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','6094ac4c15b6562581586495567696862d9228705a3fc89c1f7508ddcb39dc3d',100.0,1.77903216318027591e+09,0,'2026-05-17T17:36:03.180276+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{"category": "observability_databases_storage", "image": "images/crunchydata_logo.jpg", "order_v1": 55, "order_v2": 9}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/c/DevOpsToolkit','devops toolkit',NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','73121aa432d1d46fcc48cc6626a76d6be30b1f0d4c2a69594ab5f7834457ea2a',100.0,1.77903283328091597e+09,0,'2026-05-17T17:47:13.280916+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{"category": "learning_influencers_communities", "image": "images/devops_toolkit.jpg", "order_v1": 82, "order_v2": 16}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/c/Devopsdotcom','devops_tv',NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','a873edd7f65339240043c5885fd4972ce18add166cff076af4f9a746db427df5',100.0,1.77903140658355593e+09,0,'2026-05-17T17:23:26.583556+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{"category": "learning_influencers_communities", "image": "images/devops_tv_logo.jpg", "order_v1": 68, "order_v2": 2}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/c/Devopslibrary','devops library',NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','a71ba9ddf99d589a8e3e2e0b7a2e23e6777603edee82030e5f0a78aa808fdafe',100.0,1.77903144876019907e+09,0,'2026-05-17T17:24:08.760199+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{"category": "learning_influencers_communities", "image": "images/devops_library_logo.jpg", "order_v1": 70, "order_v2": 4}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/c/Devopslibrary','devops library',NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'duplicate','manual','a71ba9ddf99d589a8e3e2e0b7a2e23e6777603edee82030e5f0a78aa808fdafe',100.0,1.77903144876019907e+09,0,'2026-05-17T17:24:08.760199+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{"category": "learning_influencers_communities", "image": "images/devops_library_logo.jpg", "order_v1": 70, "order_v2": 4}','{"duplicate_of": "https://devopslibrary.com"}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/c/Digitalocean','digitalocean videos',NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','14d5951d51d02a4d8aa9899e0c51b8ac9b4227e156898e93085bd79e7a729042',100.0,1.77903138533864402e+09,0,'2026-05-17T17:23:05.338644+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{"category": "cloud_providers", "image": "images/digital_ocean_logo.jpg", "order_v1": 16, "order_v2": 6}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/c/DockerIo','docker videos',NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','c6bee8daa86022ae31433b557896d088883de6ab3a01f1d3756cc746704f2cb1',100.0,1.77903152099349808e+09,0,'2026-05-17T17:25:20.993498+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{"category": "devops_cicd_iac", "image": "images/docker_logo.jpg", "order_v1": 0, "order_v2": 0}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/c/Elastic','elastic videos',NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','11539605c7209daad238ea1df2122a6c3386071fdc30946d08de231000bf1fc5',100.0,1.77903134009101891e+09,0,'2026-05-17T17:22:20.091019+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{"category": "observability_databases_storage", "image": "images/elasticsearch_logo.jpg", "order_v1": 26, "order_v2": 3}','{}');
@@ -18672,13 +18672,13 @@ INSERT INTO "resources" VALUES('https://www.youtube.com/c/LambdaTest','lambdates
 INSERT INTO "resources" VALUES('https://www.youtube.com/c/Lightbend-TV','lightbend videos',NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','51d42005f1b461dec591fc304614a5b67561c51ebfaf87a5c30345ddabcf752b',100.0,1.77903141465991592e+09,0,'2026-05-17T17:23:34.659916+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{"category": "dev_testing_collab", "image": "images/lightbend_logo.jpg", "order_v1": 47, "order_v2": 7}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/c/LondonIAC','london IAC',NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','6fa5ed9bb190ba3031aaae70f7dd25248700c3528dd81482341d59add3d6347d',100.0,1.7790300120200231e+09,0,'2026-05-17T17:00:12.020023+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{"category": "learning_influencers_communities", "image": "images/londonIAC.jpg", "order_v1": 88, "order_v2": 22}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/c/MadeByGPS','gps',NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','87cf7e964cff3c432fdb034d9d2695a4e5ac97d36786498a665748462d3c0d02',100.0,1.77903000933378601e+09,0,'2026-05-17T17:00:09.333786+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{"category": "learning_influencers_communities", "image": "images/gps.jpg", "order_v1": 106, "order_v2": 32}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/c/MattermostHQ','mattermost',NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','2588d8c2e8a363d0f38db29cac9b51c9529953ee93a32033219113cac2a05b76',100.0,1.77903149483115196e+09,0,'2026-05-17T17:24:54.831152+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{"category": "dev_testing_collab", "image": "images/mattermost_logo.jpg", "order_v1": 40, "order_v2": 11}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/c/MattermostHQ','mattermost',NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'duplicate','manual','2588d8c2e8a363d0f38db29cac9b51c9529953ee93a32033219113cac2a05b76',100.0,1.77903149483115196e+09,0,'2026-05-17T17:24:54.831152+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{"category": "dev_testing_collab", "image": "images/mattermost_logo.jpg", "order_v1": 40, "order_v2": 11}','{"duplicate_of": "https://mattermost.com"}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/c/MicrosoftAzure','azure videos',NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','e2d45d94d0cd6a151212b4e7a98573260cbee5155f1e6c25dff574daeeed5b77',100.0,1.77902912876385498e+09,0,'2026-05-17T16:45:28.763855+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{"category": "cloud_providers", "image": "images/azure_logo.jpg", "order_v1": 14, "order_v2": 1}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/c/MongoDBofficial','mongodb',NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','5455077087ae26a1deb3b4359df24804cca2a8beda182ae2c1b2aefeefda96c1',100.0,1.77903025073837494e+09,0,'2026-05-17T17:04:10.738375+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{"category": "observability_databases_storage", "image": "images/mongodb_logo.jpg", "order_v1": 58, "order_v2": 12}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/c/MozillaDeveloper','mozilla developer',NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','db97210223c66fe28e2c0c3d1b197352b748d5ee463c930d60669ab9e2dc17e1',100.0,1.77903401270947408e+09,0,'2026-05-17T18:06:52.709474+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{"category": "dev_testing_collab", "image": "images/mozilla_developer_logo.jpg", "order_v1": 54, "order_v2": 3}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/c/NTFAQGuy','John Savill',NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','a740ce35367a78f5b61ac527c387ed4c5733d485a7019461b75ceb6990420fd8',100.0,1.77902982082074499e+09,0,'2026-05-17T16:57:00.820745+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{"category": "learning_influencers_communities", "image": "images/John_Savill.jpg", "order_v1": 79, "order_v2": 13}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/c/NewRelicInc','newrelic videos',NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','36326825402fa468d305524d6c82d6d9c472ae8a04db2b683287cef4a557b956',100.0,1.779029380123286e+09,0,'2026-05-17T16:49:40.123286+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{"category": "observability_databases_storage", "image": "images/newrelic_logo.jpg", "order_v1": 29, "order_v2": 6}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/c/OpenProjectCommunity','openproject',NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','dacf0abe01b5628e70da056056d9e00359de1fd93df5ea5bf0484efc2f9ebfc5',100.0,1.77903111769725799e+09,0,'2026-05-17T17:18:37.697258+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{"category": "dev_testing_collab", "image": "images/openproject_logo.jpg", "order_v1": 42, "order_v2": 13}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/c/OpenProjectCommunity','openproject',NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'duplicate','manual','dacf0abe01b5628e70da056056d9e00359de1fd93df5ea5bf0484efc2f9ebfc5',100.0,1.77903111769725799e+09,0,'2026-05-17T17:18:37.697258+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{"category": "dev_testing_collab", "image": "images/openproject_logo.jpg", "order_v1": 42, "order_v2": 13}','{"duplicate_of": "https://www.openproject.org"}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/c/OpenShift','openshift videos',NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','0555222433a7a65cd3460fb0b35cbe885617e415aafd7f3161c51b37c3e9b1f4',100.0,1.77903224329521393e+09,0,'2026-05-17T17:37:23.295214+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{"category": "cloud_native_kubernetes", "image": "images/openshift_logo.jpg", "order_v1": 4, "order_v2": 3}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/c/OpenStackFoundation','openstack',NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','1e0880514c30abd0e57f58091d9187ef27c2985e721727df6bc9cf17f3cbdadf',100.0,1779030019.09578,0,'2026-05-17T17:00:19.095780+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{"category": "cloud_providers", "image": "images/openstack_logo.jpg", "order_v1": 19, "order_v2": 9}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/c/OracleCloudInfrastructure','oraclecloud videos',NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','418dfcd620ca6ed4a6b1d3dc5d339875d6f534a77879b62351a51318d9167500',100.0,1.77903162054874491e+09,0,'2026-05-17T17:27:00.548745+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{"category": "cloud_providers", "image": "images/oracle_cloud_logo.jpg", "order_v1": 15, "order_v2": 5}','{}');
@@ -18705,7 +18705,7 @@ INSERT INTO "resources" VALUES('https://www.youtube.com/c/TinaHuang1','tina huan
 INSERT INTO "resources" VALUES('https://www.youtube.com/c/VMwareTanzu','vmware tanzu logo',NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','b0e8ee4760fdc9457ff64fcc752fa077b6bb4d388eb985220d16eb7d18424864',100.0,1.77903225513894391e+09,0,'2026-05-17T17:37:35.138944+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{"category": "cloud_native_kubernetes", "image": "images/vmware_tanzu_logo.jpg", "order_v1": 10, "order_v2": 5}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/c/WeaveWorksInc','weavecloud',NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','4ec81d3890938cf7585527cbfd8d3ca9ea9044b1af236adfba0889876d254eba',100.0,1.77903159628151392e+09,0,'2026-05-17T17:26:36.281514+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{"category": "observability_databases_storage", "image": "images/weavecloud_logo.jpg", "order_v1": 31, "order_v2": 8}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/c/XebiaLabs','xebialabs',NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','d1768aa26c66c8a1cea1bc24f9aebd4971d73512691c7d5110b8f7fd2fa30d34',100.0,1.77903264470439696e+09,0,'2026-05-17T17:44:04.704397+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{"category": "learning_influencers_communities", "image": "images/xebialabs_logo.jpg", "order_v1": 69, "order_v2": 3}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/c/amazonwebservices','aws videos',NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','ad23a9d49ba1ccfa4374f151098c04c717e0a0286d1251faeee844c68b1dc60a',100.0,1.77903223237785911e+09,0,'2026-05-17T17:37:12.377859+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{"category": "cloud_providers", "image": "images/aws_logo.jpg", "order_v1": 12, "order_v2": 0}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/c/amazonwebservices','aws videos',NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'duplicate','manual','ad23a9d49ba1ccfa4374f151098c04c717e0a0286d1251faeee844c68b1dc60a',100.0,1.77903223237785911e+09,0,'2026-05-17T17:37:12.377859+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{"category": "cloud_providers", "image": "images/aws_logo.jpg", "order_v1": 12, "order_v2": 0}','{"duplicate_of": "https://www.youtube.com/user/AmazonWebServices"}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/c/appdynamics','appdynamics videos',NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','e94614c8d830d11b9079fba1bda2b454e3a4092338c0ea0ff9822e7d4987d9e3',100.0,1.7790300149697721e+09,0,'2026-05-17T17:00:14.969772+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{"category": "observability_databases_storage", "image": "images/appdynamics_logo.jpg", "order_v1": 28, "order_v2": 5}','{}');
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 INSERT INTO "resources" VALUES('https://www.youtube.com/c/cockroachdb','cockroachdb',NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','e1c697ca1d49bada10e1bf6894b70736717ada7a6f8d3d31d3b0589924a26be6',100.0,1.77903216711839795e+09,0,'2026-05-17T17:36:07.118398+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{"category": "observability_databases_storage", "image": "images/cockroachdb_logo.jpg", "order_v1": 57, "order_v2": 11}','{}');
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@@ -18767,13 +18767,13 @@ INSERT INTO "resources" VALUES('https://www.youtube.com/embed/L8eJh1sfc1U?si=y54
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@@ -18788,7 +18788,7 @@ INSERT INTO "resources" VALUES('https://www.youtube.com/embed/videoseries?list=P
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 INSERT INTO "resources" VALUES('https://www.youtube.com/playlist?app=desktop&list=PLI1_CQcV71RnBebKm_tH1uKYI3WxkM2TT','youtube: A Cloud Guru - Cloud Provider Comparisons 🌟','','2026',0,'A curated Pluralsight/A Cloud Guru video playlist featuring structural and strategic comparisons of hyperscalers. It covers pricing structures, operational overhead, and developer experience metrics. Live grounding confirms its baseline instructional value for junior cloud engineers.','English','Guide/Video','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Learning", "Multimedia", "Provider Comparisons"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["public-cloud-solutions.md"]','{}','{}');
@@ -18831,8 +18831,8 @@ INSERT INTO "resources" VALUES('https://www.youtube.com/playlist?list=PLy7NrYWog
 INSERT INTO "resources" VALUES('https://www.youtube.com/playlist?list=PLy7NrYWoggjw_LIiDK1LXdNN82uYuuuiC','youtube: Tech World with Nana - Jenkins Tutorial for Beginners','','2021',0,'A popular, high-density video tutorial playlist by Nana Janashia covering Jenkins architectures, shared libraries, container builds, and deployment workflows. *Curator Insight*: Comprehensive playlist. *Live Grounding*: Widely regarded as one of the best video onboarding courses for engineers learning Jenkins.','English','Video','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Foundations", "Learning Paths", "Jenkins Core"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/playlist?list=PLy7NrYWoggjziYQIDorlXjTvvwweTYoNC','youtube playlist: Tech World with Nana - Complete Kubernetes Tutorial for Beginners 🌟🌟🌟','','2026',5,'A highly granular masterclass detailing Helm templates, complex StatefulSets, dynamic storage provisioning, and ingress configuration. Highly recommended for platform engineers tasked with standardizing real-world production clouds.','English','Video Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "Video Series", "Production Mechanics"]','["[DE FACTO STANDARD]", "[GUIDE]"]','[]','["kubernetes-tutorials.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqbTVoMnVrcVR5Tjl0dlBGWkx2UTZzMHA3N1N3QXxBQ3Jtc0tsZkZrcUpfSzhBX1EzdUtOanRqV3o2WDZpdkhPY0NyODhmbERSQUhROFRPa2pZRC13Q3l0ekQ2MjR1LTIyY254VmhwdHVack1XeDJiRWVBMUl6U3RDRHo3cF9XVDVJRTluLWJFVXNYUjF5OFV4ZlN5SQ&q=https%3A%2F%2Fdocs.google.com%2Fpresentation%2Fd%2F14fSLwfEVpDU-3udMGEW9bQATCAOy0F8b6UOgNgDkD3A%2Fedit%3Fusp%3Dsharing',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','6d20271831cbf5a912def5b006aeec39283999041a5703f2c583c5495f5e6bbe',100.0,1.77903455790401697e+09,0,'2026-05-17T18:15:57.904017+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/shorts/-hvEdSI8ziE','How VS Code Makes Branches','','2023',0,'Visually instructs developers on creating, checking out, and upstream-mapping branches directly through the built-in VS Code status bar and source control manager.','N/A','YouTube Short','Basic',0,'online','manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1.77903167242596292e+09,1,'2026-05-17T17:27:52.425963+02:00',NULL,NULL,NULL,'["Developer Productivity", "Short Videos", "Git Integration"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/shorts/0N-NFIfy5lI','Create diagrams in vscode','','2023',0,'Demonstrates diagramming directly within VS Code using lightweight file-to-architecture tools like Draw.io integration or Mermaid.js markup.','N/A','YouTube Short','Basic',0,'online','manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1.77903204062680292e+09,1,'2026-05-17T17:34:00.626803+02:00',NULL,NULL,NULL,'["Developer Productivity", "Short Videos", "Architecture Design"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/shorts/-hvEdSI8ziE','How VS Code Makes Branches','','2023',0,'Visually instructs developers on creating, checking out, and upstream-mapping branches directly through the built-in VS Code status bar and source control manager.','N/A','YouTube Short','Basic',0,'duplicate','manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1.77903167242596292e+09,1,'2026-05-17T17:27:52.425963+02:00',NULL,NULL,NULL,'["Developer Productivity", "Short Videos", "Git Integration"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{"duplicate_of": "https://www.youtube.com/shorts/0h1xNFsEZBU"}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/shorts/0N-NFIfy5lI','Create diagrams in vscode','','2023',0,'Demonstrates diagramming directly within VS Code using lightweight file-to-architecture tools like Draw.io integration or Mermaid.js markup.','N/A','YouTube Short','Basic',0,'duplicate','manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1.77903204062680292e+09,1,'2026-05-17T17:34:00.626803+02:00',NULL,NULL,NULL,'["Developer Productivity", "Short Videos", "Architecture Design"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{"duplicate_of": "https://www.youtube.com/shorts/-hvEdSI8ziE"}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/shorts/0h1xNFsEZBU','Time Travel!','','2022',3,'Introduces VS Code''s Local History timeline, which acts as a localized rollback mechanism independent of Git commits. Highly effective for safe experimentation and recovering legacy structures in active code sessions.','English','Short Video','Beginner',0,'online','manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1.7790296296746819e+09,1,'2026-05-17T16:53:49.674682+02:00',NULL,NULL,NULL,'["Developer Productivity", "Editor Tools", "VS Code"]','["[LEGACY]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/shorts/0xq_ZYfl6Vk','Java, Gradle, and VS Code','','2023',0,'Visual guide to configuring JVM microservices compiled with Gradle inside the Visual Studio Code workspace for optimal build orchestration.','Java','YouTube Short','Basic',1,'online','manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1.77902927143498492e+09,1,'2026-05-17T16:47:51.434985+02:00',NULL,NULL,NULL,'["Developer Productivity", "Short Videos", "Java Development"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/shorts/6IwjxcDbVW0','Navigate your code''s history','','2023',0,'Explores how to use the ''Local History'' view in VS Code to compare and restore files from automatic, local timeline snapshots.','N/A','YouTube Short','Basic',0,'online','manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1.77903057031706905e+09,1,'2026-05-17T17:09:30.317069+02:00',NULL,NULL,NULL,'["Developer Productivity", "Short Videos", "Git Integration"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
@@ -18962,7 +18962,7 @@ INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=D9w3DH1zAc8','yo
 - Perfect for establishing baseline operational knowledge for platform engineering teams.','English','Video','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Workload Management", "Application Lifecycle", "Probes & Health Checks"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=DLB9m17aGus','youtube: Deploy OpenShift 4 to vSphere using OpenShift''s UPI','','2020',3,'Video guide focusing on User-Provisioned Infrastructure (UPI) installations of OpenShift on VMware vSphere. UPI remains a viable option for heavily restricted networks requiring custom storage/network bindings, although modern Installer-Provisioned Infrastructure (IPI) has become the de-facto standard.','English','Video','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes Distributions", "vSphere Deployments"]','["[COMMUNITY-TOOL]"]','[]','["openshift.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=DeNflzdjxVM','youtube: Terrraform + Ansible: Automating configuration in infrastructure','','2022',3,'A video tutorial analyzing the complementary patterns of Terraform (for provisioning cloud infrastructure) and Ansible (for configuration management and application deployment on those instances). Examines state handoff mechanisms, dynamic inventory integration, and run-time execution pipelines. Live grounding reveals that while native AMI/image-building pipelines are growing, this hybrid pattern remains highly utilized in legacy migrations.','HCL','Video','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Configuration Management", "Hybrid Automation"]','["[LEGACY]"]','[]','["terraform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=DjBBV7oZxm8','A Hacker''s Guide to Language Models','Recorded training session focused on guiding new open-source contributors through the Kubernetes SIG landscape and local dev environments.','2026',4,'This foundational guide demystifies Large Language Models (LLMs) for system engineers, demonstrating how to pragmatically integrate, prompt, and fine-tune models using direct APIs and local deployments rather than heavy frameworks. For cloud-native architects, it provides the essential blueprint for building resource-efficient, low-latency AI agents and MLOps pipelines that run reliably within containerized microservice architectures.','en','video','Beginner',0,'online','automatic','700d6fb0239b43421e62efbc7eeed5ec2bc293e9e2a5b0572a6bec4544876361',NULL,1780352138.62202,0,'2026-06-02T00:15:38.622020+02:00',NULL,NULL,NULL,'["Kubernetes Ecosystem", "CNCF Standards", "Open Source Contribution", "Contributor Workflows"]','["GUIDE"]','[]','[]','{}','{"category": "AI and Future Operations", "is_enriched": true, "is_featured_video": true, "reputation_status": "Vetted", "reputation_summary": "Official CNCF/Kubernetes channel training series, highly authoritative for community contributors.", "social_preview_url": "https://img.youtube.com/vi/DjBBV7oZxm8/maxresdefault.jpg", "source_provenance": "X.com (kubernetesio)", "suggested_new_category": "kubernetes-onboarding", "technology": "LLMs + AI Agents + MLOps"}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=DjBBV7oZxm8','A Hacker''s Guide to Language Models','Recorded training session focused on guiding new open-source contributors through the Kubernetes SIG landscape and local dev environments.','2026',4,'This foundational guide demystifies Large Language Models (LLMs) for system engineers, demonstrating how to pragmatically integrate, prompt, and fine-tune models using direct APIs and local deployments rather than heavy frameworks. For cloud-native architects, it provides the essential blueprint for building resource-efficient, low-latency AI agents and MLOps pipelines that run reliably within containerized microservice architectures.','en','video','Beginner',0,'duplicate','automatic','700d6fb0239b43421e62efbc7eeed5ec2bc293e9e2a5b0572a6bec4544876361',NULL,1780352138.62202,0,'2026-06-02T00:15:38.622020+02:00',NULL,NULL,NULL,'["Kubernetes Ecosystem", "CNCF Standards", "Open Source Contribution", "Contributor Workflows"]','["GUIDE"]','[]','[]','{}','{"category": "AI and Future Operations", "is_enriched": true, "is_featured_video": true, "reputation_status": "Vetted", "reputation_summary": "Official CNCF/Kubernetes channel training series, highly authoritative for community contributors.", "social_preview_url": "https://img.youtube.com/vi/DjBBV7oZxm8/maxresdefault.jpg", "source_provenance": "X.com (kubernetesio)", "suggested_new_category": "kubernetes-onboarding", "technology": "LLMs + AI Agents + MLOps", "duplicate_of": "https://www.youtube.com/watch?v=B_8vYxurU4k"}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=E3Xyu29LIwY&ab_channel=CLOUDLEARNHUB','youtube: Cloud Learn Hub - How to Integrate Jenkins with Ansible Tower?','','2021',0,'Demonstrates how to invoke automated Ansible playbooks on Ansible Tower directly from Jenkins pipelines. *Curator Insight*: Ansible Tower triggers. *Live Grounding*: Key for orchestrating configuration changes on physical and virtual nodes during build cycles.','English','Video','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Infrastructure as Code", "Ansible Tower"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=EWFJem7GUAc','youtube: Monitoring Jenkins with Grafana and Prometheus','','2024',0,'Technical screencast instructing administrators on leveraging the Prometheus plugin to stream performance metrics into a dedicated Grafana dashboard for automated alerts and trends tracking.','None','Video Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Infrastructure Monitoring", "Prometheus & Grafana"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["jenkins.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=F3al0HP0MNo','Kubernetes New Contributor Orientation for 2026-02-17','Official orientation video designed to welcome and guide new contributors entering the Kubernetes community and SIG architecture.','2026',4,'This orientation session provides an architectural overview of the Kubernetes upstream community, detailing the organizational hierarchy of Special Interest Groups (SIGs) and Working Groups. It guides new contributors through the technical contribution pipeline, highlighting Git workflows, Prow-based automation for PR testing and labeling, and the governance frameworks that sustain the core platform. Understanding these mechanisms is crucial for cloud-native engineers aiming to effectively drive features and maintenance within the ecosystem''s foundational orchestrator.','en','video','Beginner',0,'online','automatic','51bd67966fb07a9bad5115b2c6423b6118a1e39832618a692560ccb29c123c48',NULL,1.78035215826336193e+09,0,'2026-06-02T00:15:58.263362+02:00',NULL,NULL,NULL,'["Kubernetes", "Contributor Experience", "Open Source", "Mentorship"]','["[GUIDE]"]','[]','[]','{}','{"category": "Fundamentals and Documentaries", "is_enriched": true, "is_featured_video": true, "reputation_status": "Vetted", "reputation_summary": "Official Kubernetes contributor onboarding stream with no negative community reviews.", "social_preview_url": "https://img.youtube.com/vi/F3al0HP0MNo/maxresdefault.jpg", "source_provenance": "X.com (kubernetesio)", "suggested_new_category": "", "technology": "Kubernetes"}');
@@ -18975,7 +18975,7 @@ INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=GL2v81xYuAQ&ab_c
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=GLtvxY1S3Aw','youtube: Modular Pipeline Library: 4. Petclinic Pipeline 🌟','','2021',0,'Curator Insight highlights this video showcase mapping the Modular Pipeline Library (MPL) against a real-world Petclinic continuous integration execution flow. Live Grounding validates that illustrating modular configuration structures gives developers a tangible example of pipeline inheritance. This pattern minimizes repetitive pipeline coding efforts across diverse teams.','N/A','Video','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "CI/CD Platforms", "Jenkins", "Modular Pipeline Library"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=GhEZLvc8B70',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1.77903403153875207e+09,1,'2026-05-17T18:07:11.538752+02:00',NULL,NULL,NULL,'[]','[]','["docs/keptn.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=GiFQNevrxYA',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1.77903033069298505e+09,0,'2026-05-17T17:05:30.692985+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-networking.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=HDDfdZqwM1E&ab_channel=EclipseFoundation','YouTube: Deploying a Quarkus application into Kubernetes using JKube | Cloud Tool Time | Marc Nuri 🌟','','2021',3,'A video guide by Marc Nuri illustrating how to deploy a Quarkus microservice to Kubernetes using Eclipse JKube plugins. Live Grounding shows that JKube''s framework detection shines in native GraalVM compile steps, producing ultra-optimized, small-footprint containers without complex Dockerfile configurations.','English','Video','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Java", "Build Tools", "Eclipse JKube", "Quarkus Integration"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-client-libraries.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=HDDfdZqwM1E&ab_channel=EclipseFoundation','YouTube: Deploying a Quarkus application into Kubernetes using JKube | Cloud Tool Time | Marc Nuri 🌟','','2021',3,'A video guide by Marc Nuri illustrating how to deploy a Quarkus microservice to Kubernetes using Eclipse JKube plugins. Live Grounding shows that JKube''s framework detection shines in native GraalVM compile steps, producing ultra-optimized, small-footprint containers without complex Dockerfile configurations.','English','Video','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Java", "Build Tools", "Eclipse JKube", "Quarkus Integration"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-client-libraries.md", "maven-gradle.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=HSjm6-ACmWQ&ab_channel=JFrog','youtube.com: Cloud Native GitOps with Anthos and JFrog Artifactory','','2022',0,'A collaborative session displaying how Anthos Config Management dynamically orchestrates multi-cluster topologies in tandem with JFrog Artifactory as a secure, enterprise container registry. (Live Grounding: Portrays the classic zero-trust artifact distribution pattern used in modern multi-cloud platform deployments).','YAML','Video Tutorial','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps & Declarative Git", "Enterprise GitOps", "Anthos"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["demos.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=HX10WWTRiTY','Youtube: Demo of Crunchy Data Postgres Operator v1.0.0 (2017)','','2017',0,'A historical video demonstration of the first public iteration (v1.0.0) of the Crunchy PostgreSQL Operator. Illustrates raw container deployments and early persistent volume claim configurations under primitive Kubernetes schemas.','None','Video','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2017-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes Operators", "Legacy Operators"]','["[COMMUNITY-TOOL]"]','[]','["crunchydata.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=Hc8emNr2igU','youtube: Red Hat OpenShift AI overview','','2023',0,'A technical video overview of Red Hat OpenShift AI. It details multi-tenant Jupyter notebooks, model execution scaling, automated training pipelines, and GPU orchestration configurations for high-throughput machine learning workloads.','English','Video','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["AI-ML", "Machine Learning Platform", "OpenShift AI"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
@@ -18985,7 +18985,7 @@ INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=INv-VCZvM_o','De
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=IORvnr4u8z8','youtube: Transforma tu EMPRESA con Terraform: CatΓ‘logo de Servicios | Nito Moreno','','2023',3,'A Spanish-language technical resource focusing on shifting enterprise IT from manual ticketing workflows to a self-service infrastructure catalog powered by Terraform. Discusses how pre-approved configurations can align with security protocols and automated budgets. Live grounding highlights that catalog-driven provisioning drastically increases velocity while enforcing enterprise guardrails.','HCL','Video','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "Workflow Automation"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=IUvUmqu1MBQ','London DevOps - Trainline, A DevOps Journey - Chris Turvil','','2016',0,'Curator Insight tracks the cultural and technical journey of Trainline’s DevOps transition during their full AWS migration. Live Grounding points to this talk as a textbook cultural reference, showing that microservices and infrastructure modernization fail without a parallel shift in organizational communication and delivery practices.','N/A','Video','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Organizational Culture", "Migration Journeys", "Trainline"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=Icnv1DDAQOg','GitHub Actions desde CERO: automatiza tus proyectos como un PRO','En este vΓ­deo vamos a ver cΓ³mo automatizar tareas en tus proyectos usando GitHub Actions: desde crear tu primer workflow hasta montar un pipeline de CI/CD para instalar dependencias, ejecutar tests, hacer builds y preparar despliegues. [SPANISH CONTENT]','2024',4,'A comprehensive Spanish-language video tutorial detailing the implementation of automated workflows using GitHub Actions. It covers core CI/CD concepts including events, jobs, steps, environment variables, and reusable marketplace actions. Demonstrates how to design robust pipelines that run automated testing, build assets, and manage secure application deployments. [SPANISH CONTENT]','Spanish','video','Beginner',0,'online','automatic','585412d22f7ac2bda8c75c1c76d62748af29ac34f70fd89ecf85bb9fe3a05575',NULL,1.78035228281439304e+09,0,'2026-06-02T00:18:02.814393+02:00',NULL,NULL,NULL,'["DevOps", "CI/CD", "GitHub Actions", "Automation"]','["[GUIDE]", "[COMMUNITY-TOOL]"]','[]','[]','{}','{"category": "cicd-kubernetes-plugins", "reputation_status": "Vetted", "reputation_summary": "Highly praised tutorial in the Spanish-speaking community by Midudev, noted for its clear step-by-step methodology and production-ready examples.", "social_preview_url": "https://img.youtube.com/vi/Icnv1DDAQOg/maxresdefault.jpg", "source_provenance": "X.com (midudev)", "suggested_new_category": ""}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=J7R-T9Y1x3Y','Kubernetes New Contributor Orientation','Official Kubernetes New Contributor Orientation session video from September 16, 2025.','2025',4,'This orientation outlines the governance, SIG (Special Interest Group) structure, and contribution pipelines crucial for participating in the development of the Kubernetes ecosystem. It details the technical workflow of submitting contributions, including navigating the repository layout, adhering to OWNERS files guidelines, and leveraging Prow-based automated testing. Mastering these processes empowers cloud native architects in 2026 to successfully upstream optimizations, maintain enterprise forks, and directly influence upstream API standards.','en','video','Beginner',0,'online','automatic','27c7fb4beadbdf3d6edccd8c2ccc1e4cdff811e933e8dc7bf8a19f4fb5844565',NULL,1.78035241411564302e+09,0,'2026-06-02T00:20:14.115643+02:00',NULL,NULL,NULL,'["Kubernetes", "Community", "Contributor Onboarding"]','["[GUIDE]"]','[]','[]','{}','{"category": "Fundamentals and Documentaries", "is_enriched": true, "is_featured_video": true, "reputation_status": "Vetted", "reputation_summary": "Official CNCF session targeting the onboarding of new community contributors to Kubernetes projects.", "social_preview_url": "https://img.youtube.com/vi/J7R-T9Y1x3Y/maxresdefault.jpg", "source_provenance": "X.com (kubernetesio)", "suggested_new_category": "kubernetes-community", "technology": "Kubernetes"}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=J7R-T9Y1x3Y','Kubernetes New Contributor Orientation','Official Kubernetes New Contributor Orientation session video from September 16, 2025.','2025',4,'This orientation outlines the governance, SIG (Special Interest Group) structure, and contribution pipelines crucial for participating in the development of the Kubernetes ecosystem. It details the technical workflow of submitting contributions, including navigating the repository layout, adhering to OWNERS files guidelines, and leveraging Prow-based automated testing. Mastering these processes empowers cloud native architects in 2026 to successfully upstream optimizations, maintain enterprise forks, and directly influence upstream API standards.','en','video','Beginner',0,'duplicate','automatic','27c7fb4beadbdf3d6edccd8c2ccc1e4cdff811e933e8dc7bf8a19f4fb5844565',NULL,1.78035241411564302e+09,0,'2026-06-02T00:20:14.115643+02:00',NULL,NULL,NULL,'["Kubernetes", "Community", "Contributor Onboarding"]','["[GUIDE]"]','[]','[]','{}','{"category": "Fundamentals and Documentaries", "is_enriched": true, "is_featured_video": true, "reputation_status": "Vetted", "reputation_summary": "Official CNCF session targeting the onboarding of new community contributors to Kubernetes projects.", "social_preview_url": "https://img.youtube.com/vi/J7R-T9Y1x3Y/maxresdefault.jpg", "source_provenance": "X.com (kubernetesio)", "suggested_new_category": "kubernetes-community", "technology": "Kubernetes", "duplicate_of": "https://www.youtube.com/watch?v=36aGHlsxlow"}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=JC_PB1yZcIc','OpenShift 4 Resource Management','','2020',0,'An informative session demonstrating effective scheduling, configuration, and governing mechanics of OpenShift 4 resources. Highlights the use of LimitRanges, ResourceQuotas, and Node selectors.','None','Video Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Architecture", "Resource Management", "Governance"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["ocp3.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=Jh-viBv-D04','Youtube Webinar: The KUbernetes Test TooL (kuttl)','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1.77902982122152805e+09,1,'2026-05-17T16:57:01.221528+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=K2CBHLwPL50&ab_channel=SandipDas','youtube: Run Jenkins Pipeline With AWS ECS Fargate & AWS EC2 Based ECS Cluster | Learn DevOps Tools Ep4','','2021',0,'Compares performance profiles and startup latencies of running Jenkins pipelines on EC2-backed ECS clusters versus serverless AWS Fargate. *Curator Insight*: EC2 vs Fargate ECS orchestration. *Live Grounding*: Highly relevant for platform engineers attempting to balance cold start times against operations costs.','English','Video','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Container Orchestration", "Serverless Jenkins on AWS"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
@@ -19016,7 +19016,7 @@ INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=TPXwVmvzlV4&ab_c
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=TkN2i-_4N4g&feature=youtu.be','Curso COMPLETO de Python DESDE CERO para Principiantes 2025','Curso completo y prΓ‘ctico de Python desde cero para principiantes por midudev, que abarca desde la sintaxis bΓ‘sica y estructuras de datos hasta temas avanzados como web scraping, APIs y automatizaciΓ³n con Playwright.','2025',4,'An exhaustive, 8.5-hour hands-on Python engineering guide structured for rapid developer onboarding in modern application environments. The syllabus advances logically from foundational syntax and core data structures to advanced topics, including RESTful API consumption (OpenAI and DeepSeek integrations), robust regex parsing, and modern automated web scraping with Playwright. Ideal for systems engineers and DevOps practitioners looking to master automated scripting and orchestration logic. [SPANISH CONTENT]','es','video','beginner',0,'online','automatic','7a3fe2990149750b26c06e9d5a581b9b0882f30a371a09a3574da992edf1fe08',NULL,1.78035256146842193e+09,0,'2026-06-02T00:22:41.468422+02:00',NULL,NULL,NULL,'["Programming", "Python", "Hands-on Coding"]','["[GUIDE]"]','[]','[]','{}','{"category": "python", "reputation_status": "Vetted", "reputation_summary": "Highly acclaimed full Python programming course by V\u00edctor de Andr\u00e9s (midudev), trusted by the global Spanish developer community with millions of views.", "social_preview_url": "https://img.youtube.com/vi/TkN2i-_4N4g/maxresdefault.jpg", "source_provenance": "X.com (midudev)", "suggested_new_category": ""}');
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 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=UxZiDZsQoZI&ab_channel=TinyStacks','youtube: Local CRUD API Express App with Docker in 5 min','','2022',4,'A brief, highly practical video tutorial demonstrating how to dockerize a Node.js Express CRUD API in under 5 minutes. The walkthrough covers standard Dockerfile configurations, mapping local development ports, and configuring volume mounts for rapid local iteration. It is an excellent quick reference for local environment containerization.','English','Video','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Integration", "API Design", "Hands-on Deployment"]','["[ENTERPRISE-STABLE]"]','[]','["api.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=V3Sq0Fgy3ds','Kubernetes New Contributor Orientation','Kubernetes New Contributor Orientation video detailing the project''s governance structure, Special Interest Groups (SIGs), developer workflows, and technical contribution paths.','2025',4,'This orientation session provides a comprehensive guide for aspiring Kubernetes contributors, detailing the community''s organizational structure across Special Interest Groups (SIGs) and Working Groups. It covers essential technical workflows, including GitHub PR submission pipelines, Prow-based automation testing, and the critical role of OWNERS files in codebase governance, establishing a clear pathway for developers to participate in cloud-native open-source development.','English','video','Beginner',0,'online','automatic','f7c8a7a52e509fcae9cac2f1d9c7d6109f52296b9c9f312b6f01f4af25d63905',NULL,1.7803522828143239e+09,0,'2026-06-02T00:18:02.814324+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "Open Source", "Contributor Onboarding"]','["[GUIDE]", "[COMMUNITY-TOOL]"]','[]','[]','{}','{"category": "Fundamentals and Documentaries", "is_enriched": true, "is_featured_video": true, "reputation_status": "Vetted", "reputation_summary": "Official Kubernetes contributor onboarding session from the CNCF community, trusted by new developers seeking org membership and technical pathway guidance.", "social_preview_url": "https://img.youtube.com/vi/V3Sq0Fgy3ds/maxresdefault.jpg", "source_provenance": "X.com (kubernetesio)", "suggested_new_category": "", "technology": "Kubernetes"}');
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@@ -19054,7 +19054,7 @@ INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=bH2nP-aCFjk&feat
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 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=cBS2bHhw0Pg&list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9eYz&index=3','What is new in Chrome (Google I/O 2026)','Discover the cutting edge of web development and learn where Chrome is taking the browser in 2026. Explore new capabilities that make the web more capable, reliable, and intelligent.','2026',4,'Google I/O 2026 session highlighting major advancements in web capabilities, developer tooling, and client-side AI processing. It covers the rollout of the native on-device Prompt and Summarizer APIs, performance debugging updates, and the introduction of WebMCP to securely link AI agents with the browser environment. Offers critical architectural guidance for developers building modern, responsive, and agent-aware web applications.','English','video','Intermediate',0,'online','automatic','48bd4b5fa3c8d57bb3f2bcc5c0c92116c05fcd5f3fbc4651b2a8137f1d08fad5',NULL,1.78035228281428194e+09,0,'2026-06-02T00:18:02.814282+02:00',NULL,NULL,NULL,'["Web Development", "Browsers", "Chrome", "Google I/O 2026"]','["[DE FACTO STANDARD]", "[EMERGING]"]','[]','[]','{}','{"category": "hr", "reputation_status": "Vetted", "reputation_summary": "Well received by the web development community as an authoritative annual overview of Google Chrome''s newest features and browser development trends.", "social_preview_url": "https://img.youtube.com/vi/cBS2bHhw0Pg/maxresdefault.jpg", "source_provenance": "X.com (GoogleDevs)", "suggested_new_category": ""}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=cBS2bHhw0Pg&list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9eYz&index=3&pp=iAQB','What''s new in Chrome','Discover the cutting edge of web development and learn where Chrome is taking the browser in 2026. Explore new capabilities that make the web more capable, reliable, and intelligent.','2026',4,'An architectural overview of modern browser development and Chrome capabilities in 2026. Focuses on built-in client-side AI modules, modern WebAssembly execution speeds, and new debugging protocols in Chrome DevTools. Essential for frontend architects aligning their stacks with native web specifications.','en','video','intermediate',0,'online','automatic','48bd4b5fa3c8d57bb3f2bcc5c0c92116c05fcd5f3fbc4651b2a8137f1d08fad5',NULL,1.78035201343470597e+09,0,'2026-06-02T00:13:33.434706+02:00',NULL,NULL,NULL,'["Web Development", "Browsers", "Chrome", "Developer Tools"]','["[GUIDE]"]','[]','[]','{}','{"category": "hr", "reputation_status": "Vetted", "reputation_summary": "Official Google I/O session video with strong developer community trust and direct engineering insights [1.1.1].", "social_preview_url": "https://img.youtube.com/vi/cBS2bHhw0Pg/maxresdefault.jpg", "source_provenance": "X.com (GoogleDevs)", "suggested_new_category": ""}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=cBS2bHhw0Pg&list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9eYz&index=3&pp=iAQB','What''s new in Chrome','Discover the cutting edge of web development and learn where Chrome is taking the browser in 2026. Explore new capabilities that make the web more capable, reliable, and intelligent.','2026',4,'An architectural overview of modern browser development and Chrome capabilities in 2026. Focuses on built-in client-side AI modules, modern WebAssembly execution speeds, and new debugging protocols in Chrome DevTools. Essential for frontend architects aligning their stacks with native web specifications.','en','video','intermediate',0,'duplicate','automatic','48bd4b5fa3c8d57bb3f2bcc5c0c92116c05fcd5f3fbc4651b2a8137f1d08fad5',NULL,1.78035201343470597e+09,0,'2026-06-02T00:13:33.434706+02:00',NULL,NULL,NULL,'["Web Development", "Browsers", "Chrome", "Developer Tools"]','["[GUIDE]"]','[]','[]','{}','{"category": "hr", "reputation_status": "Vetted", "reputation_summary": "Official Google I/O session video with strong developer community trust and direct engineering insights [1.1.1].", "social_preview_url": "https://img.youtube.com/vi/cBS2bHhw0Pg/maxresdefault.jpg", "source_provenance": "X.com (GoogleDevs)", "suggested_new_category": "", "duplicate_of": "https://www.youtube.com/watch?v=cBS2bHhw0Pg&list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9eYz&index=3"}');
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 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=cj_LoG6C2xk&list=PLR3sVanzLpJN6BiYS20K4BMPpiDGifbZy','youtube: AWS OpsWorks Overview and Demo','','2016',0,'Visual and technical walkthrough demonstrating configuration layers, application deployments, and runtime lifecycle hooks executed via AWS OpsWorks stack engines.','English','Video','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Configuration Management"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}');
@@ -19066,7 +19066,7 @@ INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=exsv-RUrUFY&ab_c
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=fZfd4orrn8Y&ab_channel=RawkodeAcademy','youtube: Hands-on Introduction to sigstore | Rawkode Live','','2021',0,'An interactive, video-based introduction to the Sigstore ecosystem. Walks through keyless container registry signing, leveraging ephemeral signing certificates backed by OIDC, and writing public keys directly to the Rekor transparency ledger.','English','Video','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Supply Chain Security", "Video Learning"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=gaXlrlz7GVc','Youtube: Crunchy PostgreSQL Operator for Kubernetes 3.4 Overview (2018)','','2018',0,'Demonstration video analyzing Crunchy PostgreSQL Operator version 3.4 patterns. Focuses on dynamic scale-out configurations, primary-replica promotion mechanics, and native command-line interface (pgo CLI) structures.','None','Video','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes Operators", "Legacy Operators"]','["[COMMUNITY-TOOL]"]','[]','["crunchydata.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=gjtXTm_TvvE&list=PLe6EXFvnTV78WqGmGSq8JPnafR3lAa55n','youtube: GitKraken Tutorials and Tips','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1.77903190133960294e+09,1,'2026-05-17T17:31:41.339603+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{}');
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@@ -19089,7 +19089,7 @@ INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=jgW4r9FxItI&ab_c
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@@ -19114,7 +19114,7 @@ INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=sig3n7XyaaA&list
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-INSERT INTO "resources" VALUES('https://zshdb.readthedocs.io','zshdb.readthedocs.io','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','a7e945452387d4b6a1340578879bf44b2fb37b0aabac11be687d590568ceadb1',100.0,1.77903322300487804e+09,0,'2026-05-17T17:53:43.004878+02:00',NULL,NULL,NULL,'[]','[]','["docs/linux.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://zshdb.readthedocs.io','zshdb.readthedocs.io','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a7e945452387d4b6a1340578879bf44b2fb37b0aabac11be687d590568ceadb1',100.0,1.77903322300487804e+09,0,'2026-05-17T17:53:43.004878+02:00',NULL,NULL,NULL,'[]','[]','["docs/linux.md"]','[]','{}','{"duplicate_of": "https://zshdb.readthedocs.io/en/latest"}');
 INSERT INTO "resources" VALUES('https://zshdb.readthedocs.io/en/latest','zshdb.readthedocs.io','','2016',3,'A specialized debugger tailored for auditing Zsh script execution pipelines. It offers advanced trace patterns, breakpoint configurations, and state inspections. Live Grounding notes its high utility in diagnostic shell configurations where standard outputs fall short.','Shell','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Operations", "Shell Scripting", "Debugging"]','["[COMMUNITY-TOOL]"]','[]','["linux.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://zwischenzugs.com/2020/05/05/riding-the-tiger-lessons-learned-implementing-istio','Riding the Tiger: Lessons Learned Implementing Istio 🌟','','2020',0,'A candid, battle-tested assessment of adopting and scaling Istio in a production environment. Discusses operational overhead, configuration complexity, and real-world trade-offs of sidecar architectures.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Service Mesh", "Architecture", "Case Study"]','["[COMMUNITY-TOOL]"]','[]','["istio.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://…','Debugging Kubernetes Systems: Practical Advice with Quality Telemetry','','N/A',0,'A curated technical resource and architectural guide covering Debugging Kubernetes Systems: Practical Advice with Quality Telemetry in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903431315855193e+09,0,'2026-05-17T18:11:53.158552+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-troubleshooting.md"]','["kubernetes-troubleshooting.md"]','{}','{}');
@@ -19327,7 +19327,7 @@ INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/fully-automated-o
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/solutions/edge-computing-approach','Red Hat''s approach to Edge Computing 🌟','','2022',0,'Analyzes Red Hat''s edge computing framework using lightweight OpenShift single-node configurations and MicroShift. It details how the architecture addresses low-latency processing, disconnected operations, and remote automated lifecycle management. This framework enables enterprise microservices to deploy seamlessly from core data centers to resource-constrained IoT gateways.','English','Whitepaper','Advanced',1,'online','manual',NULL,NULL,1781429922.44222,0,'2026-06-14T11:38:42.442220+02:00',NULL,NULL,NULL,'["Architecture", "Edge Computing", "Distributed Systems"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["edge-computing.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://nubenetes.com/registries','OpenShift Registry & Quay','','2022',0,'Comprehensive analysis of Red Hat Quay and the integrated OpenShift Container Registry. Details secure image storage, vulnerability scanning with Clair, and geo-replication capabilities. It highlights Quay''s enterprise-grade multi-tenancy and RBAC controls, which ensure secure artifact promotion within high-performance microservices pipelines.','English','Reference Guide','Advanced',1,'online','manual',NULL,NULL,1.78142992253272795e+09,0,'2026-06-14T11:38:42.532728+02:00',NULL,NULL,NULL,'["Artifact Management", "Container Registries", "Red Hat Quay"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["ocp4.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/deploy-a-multi-master-okd-4.5-cluster-using-a-single-command-in-30-minutes','openshift.com: Deploy a multi-master OKD 4.5 cluster using a single command in ~30 minutes','','2020',0,'Highlights the deployment of an upstream OKD 4.5 cluster (the open-source origin of OpenShift) using the quick installer-provisioned infrastructure (IPI) workflow. It provides a step-by-step breakdown of how a single command automates the bootstrapping of multi-master control planes on cloud providers. Useful for labs and staging environments targeting standard Kubernetes platform development.','English','Technical Article','Advanced',0,'online','manual',NULL,NULL,1.78142992253772807e+09,0,'2026-06-14T11:38:42.537728+02:00',NULL,NULL,NULL,'["Container Platforms", "OKD / OpenShift", "Cluster Bootstrap"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://docs.prismacloud.io/en','docs.aporeto.com: OpenShift Master API Protection','','2023',0,'Details how to protect the OpenShift Master API using microsegmentation and identity-based security policies, now consolidated under Palo Alto Networks Prisma Cloud. It explores runtime enforcement, traffic whitelist policies, and vulnerability detection to shield critical control planes. Live grounding shows that Aporeto''s identity-based security is now fully integrated into the Prisma Cloud platform.','English','Documentation','Advanced',1,'online','manual',NULL,NULL,1.78142992256454896e+09,0,'2026-06-14T11:38:42.564549+02:00',NULL,NULL,NULL,'["Security & Compliance", "Network Security", "Prisma Cloud"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://docs.prismacloud.io/en','docs.aporeto.com: OpenShift Master API Protection','','2023',0,'Details how to protect the OpenShift Master API using microsegmentation and identity-based security policies, now consolidated under Palo Alto Networks Prisma Cloud. It explores runtime enforcement, traffic whitelist policies, and vulnerability detection to shield critical control planes. Live grounding shows that Aporeto''s identity-based security is now fully integrated into the Prisma Cloud platform.','English','Documentation','Advanced',1,'duplicate','manual',NULL,NULL,1.78142992256454896e+09,0,'2026-06-14T11:38:42.564549+02:00',NULL,NULL,NULL,'["Security & Compliance", "Network Security", "Prisma Cloud"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{"duplicate_of": "https://docs.aporeto.com/docs/main/guides/okd-master-api-protection"}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/introducing-azure-red-hat-openshift-on-openshift-4','Introducing Azure Red Hat OpenShift on OpenShift 4 🌟','','2020',0,'Details the managed Azure Red Hat OpenShift (ARO) offering on OpenShift 4, built on operator-led cluster lifecycle management. It discusses direct integration with Microsoft Azure services, integrated scaling, and unified support channels. This managed service drastically simplifies operational overhead, letting enterprises focus purely on microservices delivery.','English','Technical Announcement','Intermediate',0,'online','manual',NULL,NULL,1.78142992265732192e+09,0,'2026-06-14T11:38:42.657322+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Managed Kubernetes", "Azure Red Hat OpenShift"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://nubenetes.com/cheatsheets','Gradle Cheat Sheets','','2026',5,'High-density command syntax cheatsheet for Gradle, highlighting Kotlin/Groovy DSL setups, caching options, task graphs management, and daemon management to significantly improve build execution times.','Spanish','Documentation','Beginner',1,'online','manual',NULL,NULL,1.78142993196665692e+09,0,'2026-06-14T11:38:51.966657+02:00',NULL,NULL,NULL,'["DevSecOps & Registry", "Java Tools", "Gradle Reference"]','["[DE FACTO STANDARD]"]','[]','["jenkins.md", "ansible.md", "kubectl-commands.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/whitepapers/jenkins-pipeline-plugins','cloudbees.com: Jenkins Pipeline with Plugins','','2021',0,'Explores Jenkins Pipeline architectural best practices, highlighting how plugins extend declarative and scripted pipeline structures. Discusses dependency isolation, shared library strategies, and security scanning integrations. Designed to provide architects with solid configuration strategies to manage enterprise-scale build workloads securely.','English','Whitepaper','Advanced',0,'online','manual',NULL,NULL,1.78142993247676301e+09,0,'2026-06-14T11:38:52.476763+02:00',NULL,NULL,NULL,'["DevSecOps", "CI/CD Pipelines", "Jenkins Automation"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
@@ -19343,42 +19343,42 @@ INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/simplifying-secre
 INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/secure-container-images-with-gitlab-and-grype','about.gitlab.com: How to secure your container images with GitLab and Grype','','2021',0,'Step-by-step implementation guide to running Grype vulnerability scanner inside a GitLab CI/CD pipeline. Demonstrates configuration flags to parse container filesystems, output standardized SBOM reports, and fail builds on severe vulnerabilities. This design secures the build supply chain before container artifacts reach production registries.','English','Technical Tutorial','Intermediate',1,'online','manual',NULL,NULL,1.781429958175323e+09,0,'2026-06-14T11:39:18.175323+02:00',NULL,NULL,NULL,'["Security & Compliance", "Vulnerability Scanning", "Grype & GitLab"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.dynatrace.com/knowledge-base/container-security','dynatrace.com: Container security: What it is, why it’s tricky, and how to do it right','','2022',0,'Analyzes the unique security paradigms of ephemeral cloud containers, emphasizing kernel namespace segregation and runtime vulnerability identification. Demonstrates how modern observability platforms injection agents to dynamically monitor behavior and block suspicious system calls. Perfect for architects defining proactive threat prevention strategies.','English','Technical Reference','Intermediate',1,'online','manual',NULL,NULL,1781429958.20766,0,'2026-06-14T11:39:18.207660+02:00',NULL,NULL,NULL,'["Security & Compliance", "Container Security", "Runtime Observability"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/automating-security-with-cyberark-and-red-hat-ansible-automation-platform','ansible.com: Automating Security with CyberArk and Red Hat Ansible Automation Platform','','2021',0,'Highlights patterns for automated incident remediation and threat response using CyberArk security profiles triggered by Ansible playbooks. Details dynamic credential rotation and rapid privilege revocation scenarios under active security events. Provides an enterprise-grade framework for unifying dev-sec-ops monitoring with automated compliance enforcement.','English','Technical Blog Post','Advanced',0,'online','manual',NULL,NULL,1.78142995946119189e+09,0,'2026-06-14T11:39:19.461192+02:00',NULL,NULL,NULL,'["Security & Compliance", "Automated Security Remediation", "Ansible & CyberArk"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://digitalis.io/post/kubernetes-gitops-continuous-integration-and-delivery-with-fleet-and-rancher','digitalis.io: Kubernetes GitOps Continuous Integration and Delivery with Fleet and Rancher','','2021',0,'Details deployment architectures using SUSE Rancher''s Fleet to drive large-scale Kubernetes cluster configuration via GitOps. Focuses on orchestrating deployments across hundreds of isolated down-stream clusters with dynamic group mapping and drift reconciliation. Essential reference for operationalizing standardized environments at edge scale.','English','Technical Article','Advanced',0,'online','manual',NULL,NULL,1.78142997107975506e+09,0,'2026-06-14T11:39:31.079755+02:00',NULL,NULL,NULL,'["DevSecOps", "GitOps", "Rancher Fleet"]','["[COMMUNITY-TOOL]"]','[]','["rancher.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://digitalis.io/post/kubernetes-gitops-continuous-integration-and-delivery-with-fleet-and-rancher','digitalis.io: Kubernetes GitOps Continuous Integration and Delivery with Fleet and Rancher','','2021',0,'Details deployment architectures using SUSE Rancher''s Fleet to drive large-scale Kubernetes cluster configuration via GitOps. Focuses on orchestrating deployments across hundreds of isolated down-stream clusters with dynamic group mapping and drift reconciliation. Essential reference for operationalizing standardized environments at edge scale.','English','Technical Article','Advanced',0,'duplicate','manual',NULL,NULL,1.78142997107975506e+09,0,'2026-06-14T11:39:31.079755+02:00',NULL,NULL,NULL,'["DevSecOps", "GitOps", "Rancher Fleet"]','["[COMMUNITY-TOOL]"]','[]','["rancher.md"]','{}','{"duplicate_of": "https://digitalis.io/blog/kubernetes/kubernetes-gitops-continuous-integration-and-delivery-with-fleet-and-rancher"}');
 INSERT INTO "resources" VALUES('https://nubenetes.com/crunchydata','Crunchy Data PostgreSQL Operator','','2023',0,'Evaluates the Crunchy PostgreSQL Operator (PGO) which automates production-grade PostgreSQL deployments on Kubernetes. Features include automated high availability, pgBackRest-driven backup orchestration, connection pooling via pgBouncer, and deep monitoring metrics. A de facto standard solution for enterprises migrating critical relational engines into Kubernetes platforms.','English','Reference Guide','Advanced',1,'online','manual',NULL,NULL,1.78142998387189888e+09,0,'2026-06-14T11:39:43.871899+02:00',NULL,NULL,NULL,'["Storage & Data", "Database Operators", "Crunchy PostgreSQL"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["databases.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.informationweek.com/software-services/can-enterprises-benefit-from-adopting-database-devops-','informationweek.com: Can Enterprises Benefit From Adopting Database DevOps?','','2021',0,'Examines the benefits and execution risks of incorporating schema migrations and database state configurations into CI/CD pipelines. Discusses tools like Liquibase and Flyway to version-control structural changes alongside software deployments. This integration reduces deployment mismatches and prevents manual database drift.','English','Industry Article','Intermediate',0,'online','manual',NULL,NULL,1.78142998397569894e+09,0,'2026-06-14T11:39:43.975699+02:00',NULL,NULL,NULL,'["Storage & Data", "Database Operations", "Database DevOps"]','["[COMMUNITY-TOOL]"]','[]','["databases.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.ibm.com/think/cloud','ibm.com: Using Fio to Tell Whether Your Storage is Fast Enough for Etcd','','2021',0,'Practical benchmarking guide using the `fio` utility to measure disk write latency, specifically validating physical storage readiness for critical Kubernetes Etcd backends. Outlines how high write latency triggers cluster-wide instability and master-node leader election failures. Crucial reading for systems administrators configuring bare-metal or hypervisor storage fabrics.','English','Technical Article','Advanced',0,'online','manual',NULL,NULL,1.78142998398534607e+09,0,'2026-06-14T11:39:43.985346+02:00',NULL,NULL,NULL,'["Storage & Data", "Performance Benchmarking", "Etcd Storage Tuning"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-storage.md", "java_frameworks.md", "kubectl-commands.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://openebs.io/docs','OpenEBS Features and Benefits','','2023',0,'Comprehensive guide to OpenEBS Container Attached Storage (CAS) engine. Details how local volumes, Jiva, and Mayastor architectures allow teams to build highly resilient, dynamic persistent storage volumes directly using local disk pools. CNCF validation confirms OpenEBS''s position as a robust storage framework for stateful microservices.','English','Documentation','Advanced',1,'online','manual',NULL,NULL,1.7814299939896779e+09,0,'2026-06-14T11:39:53.989678+02:00',NULL,NULL,NULL,'["Storage & Data", "Container Attached Storage", "OpenEBS"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-storage.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://grafana.com/blog/introducing-the-new-and-improved-new-relic-plugin-for-grafana','grafana.com: Introducing the new and improved New Relic plugin for Grafana','','2021',0,'Explores the upgraded New Relic integration for Grafana dashboards, permitting operations teams to query NRQL data blocks directly. It enables telemetry unification by blending APM, infrastructure metrics, and custom log searches within a single visual canvas. This integration mitigates team operational silos during incident triage cycles.','English','Integration Announcement','Intermediate',0,'online','manual',NULL,NULL,1.78142999436030888e+09,0,'2026-06-14T11:39:54.360309+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Visualization", "Grafana Plugins"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://grafana.com/blog/whats-new-in-grafana-cloud-for-july-2021-traces-live-streaming-kubernetes-and-docker-integrations-and-more','grafana.com: What''s new in Grafana Cloud for July 2021: Traces, live streaming, Kubernetes and Docker integrations, and more','','2021',0,'Outlines major feature enhancements in Grafana Cloud, highlighting integrations for distributed tracing with Tempo, real-time live streaming visualization, and streamlined onboarding for Kubernetes environments. This release accelerated the telemetry unification workflow, offering single-pane views across isolated environments.','English','Technical Blog Post','Intermediate',1,'online','manual',NULL,NULL,1.78142999436820411e+09,0,'2026-06-14T11:39:54.368204+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Visualization", "Grafana Cloud"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://grafana.com/blog/introducing-the-new-and-improved-new-relic-plugin-for-grafana','grafana.com: Introducing the new and improved New Relic plugin for Grafana','','2021',0,'Explores the upgraded New Relic integration for Grafana dashboards, permitting operations teams to query NRQL data blocks directly. It enables telemetry unification by blending APM, infrastructure metrics, and custom log searches within a single visual canvas. This integration mitigates team operational silos during incident triage cycles.','English','Integration Announcement','Intermediate',0,'duplicate','manual',NULL,NULL,1.78142999436030888e+09,0,'2026-06-14T11:39:54.360309+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Visualization", "Grafana Plugins"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{"duplicate_of": "https://grafana.com/blog/2020/07/22/introducing-the-new-and-improved-new-relic-plugin-for-grafana"}');
+INSERT INTO "resources" VALUES('https://grafana.com/blog/whats-new-in-grafana-cloud-for-july-2021-traces-live-streaming-kubernetes-and-docker-integrations-and-more','grafana.com: What''s new in Grafana Cloud for July 2021: Traces, live streaming, Kubernetes and Docker integrations, and more','','2021',0,'Outlines major feature enhancements in Grafana Cloud, highlighting integrations for distributed tracing with Tempo, real-time live streaming visualization, and streamlined onboarding for Kubernetes environments. This release accelerated the telemetry unification workflow, offering single-pane views across isolated environments.','English','Technical Blog Post','Intermediate',1,'duplicate','manual',NULL,NULL,1.78142999436820411e+09,0,'2026-06-14T11:39:54.368204+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Visualization", "Grafana Cloud"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{"duplicate_of": "https://grafana.com/blog/2021/07/06/whats-new-in-grafana-cloud-for-july-2021-traces-live-streaming-kubernetes-and-docker-integrations-and-more"}');
 INSERT INTO "resources" VALUES('https://grafana.com/blog/top-5-user-requested-synthetic-monitoring-alerts-in-grafana-cloud','grafana.com: Top 5 user-requested synthetic monitoring alerts in Grafana Cloud','','2021',0,'Shares actionable configurations for the most prominent user-requested synthetic monitoring alerts in Grafana Cloud, including DNS failures, HTTP latency spikes, SSL certificate expirations, and global availability drops. Facilitates preemptive identification of microservice edge-network connectivity failures before user impact occurs.','English','Tutorial','Intermediate',1,'online','manual',NULL,NULL,1.78142999437291288e+09,0,'2026-06-14T11:39:54.372913+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Synthetic Monitoring", "Grafana Alerting"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["grafana.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://grafana.com/blog/video-how-to-build-a-prometheus-query-in-grafana','grafana.com: Video: How to build a Prometheus query in Grafana','','2021',0,'Video breakdown demonstrating the assembly of PromQL (Prometheus Query Language) structures inside Grafana''s query editor. Explores metric labels, functions like `rate()`, aggregation operations, and template variables. A foundational resource to help infrastructure engineers formulate robust alerting rules and visual dashboards.','English','Video Tutorial','Beginner',0,'online','manual',NULL,NULL,1.78142999437618494e+09,0,'2026-06-14T11:39:54.376185+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Metrics Querying", "PromQL Basics"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["grafana.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://grafana.com/blog/why-companies-choose-grafana-cloud-over-self-hosted-oss-stacks','grafana.com: Why companies choose Grafana Cloud over self-managed OSS stacks','','2021',0,'Explores the total cost of ownership (TCO) differences when operating self-hosted Prometheus/Loki/Tempo stacks versus utilizing Grafana Cloud. Evaluates scalability challenges, engineering maintenance resources, and the advantages of centralized enterprise licensing. Practical resource for decision makers evaluating managed telemetry platforms.','English','Business / Technical Article','Intermediate',0,'online','manual',NULL,NULL,1.78142999437899208e+09,0,'2026-06-14T11:39:54.378992+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Platform Operations", "Managed Observability"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://grafana.com/blog/why-companies-choose-grafana-cloud-over-self-hosted-oss-stacks','grafana.com: Why companies choose Grafana Cloud over self-managed OSS stacks','','2021',0,'Explores the total cost of ownership (TCO) differences when operating self-hosted Prometheus/Loki/Tempo stacks versus utilizing Grafana Cloud. Evaluates scalability challenges, engineering maintenance resources, and the advantages of centralized enterprise licensing. Practical resource for decision makers evaluating managed telemetry platforms.','English','Business / Technical Article','Intermediate',0,'duplicate','manual',NULL,NULL,1.78142999437899208e+09,0,'2026-06-14T11:39:54.378992+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Platform Operations", "Managed Observability"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{"duplicate_of": "https://grafana.com/blog/2023/10/16/why-companies-choose-grafana-cloud-over-self-managed-oss-stacks"}');
 INSERT INTO "resources" VALUES('https://grafana.com/blog/popular-community-plugins-that-can-improve-your-grafana-dashboards','Popular community plugins that can improve your Grafana dashboards 🌟','','2021',0,'Highlights top community-created visualization plugins extending the native capabilities of Grafana dashboards, including specialized charting tools, flow diagrams, and advanced geographic mappings. Helps dashboard authors enrich analytics panels and improve observability interfaces across operations groups.','English','Reference Article','Intermediate',0,'online','manual',NULL,NULL,1.78142999439308691e+09,0,'2026-06-14T11:39:54.393087+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Visualization", "Grafana Plugins"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://grafana.com/blog/a-complete-guide-to-managing-grafana-as-code-tools-tips-and-tricks','grafana.com: A complete guide to managing Grafana as code: tools, tips, and tricks','','2023',0,'An architectural guide detailing how to manage Grafana as code. Explores declarative tools, GitOps synchronization methods, and APIs (such as Grizzly, Terraform, and Kubernetes Operators) to achieve reproducible visualization dashboards, alert rules, and secure data sources inside multi-tenant configurations.','N/A','Guide','Intermediate',0,'online','manual',NULL,NULL,1.78142999441661906e+09,0,'2026-06-14T11:39:54.416619+02:00',NULL,NULL,NULL,'["Observability", "Infrastructure as Code", "Grafana Provisioning"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["grafana.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://grafana.com/blog/grafana-beyla-1-0-release-zero-code-instrumentation-for-application-telemetry-using-ebpf','grafana.com: Grafana Beyla 1.0 release: zero-code instrumentation for application telemetry using eBPF','','2023',0,'Introduces Grafana Beyla 1.0, an eBPF-based auto-instrumentation tool designed to gather application telemetry (traces and RED metrics) without source code modification. Using eBPF, Beyla auto-detects web services and captures critical HTTP/S and gRPC latency data directly from the kernel space, making it highly valuable for heterogeneous, high-throughput microservice architectures.','Go','Tool','Advanced',1,'online','manual',NULL,NULL,1.78142999442357707e+09,0,'2026-06-14T11:39:54.423577+02:00',NULL,NULL,NULL,'["Observability", "Telemetry", "eBPF Application Monitoring"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://grafana.com/blog/grafana-beyla-1-0-release-zero-code-instrumentation-for-application-telemetry-using-ebpf','grafana.com: Grafana Beyla 1.0 release: zero-code instrumentation for application telemetry using eBPF','','2023',0,'Introduces Grafana Beyla 1.0, an eBPF-based auto-instrumentation tool designed to gather application telemetry (traces and RED metrics) without source code modification. Using eBPF, Beyla auto-detects web services and captures critical HTTP/S and gRPC latency data directly from the kernel space, making it highly valuable for heterogeneous, high-throughput microservice architectures.','Go','Tool','Advanced',1,'duplicate','manual',NULL,NULL,1.78142999442357707e+09,0,'2026-06-14T11:39:54.423577+02:00',NULL,NULL,NULL,'["Observability", "Telemetry", "eBPF Application Monitoring"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{"duplicate_of": "https://grafana.com/blog/2023/11/14/grafana-beyla-1.0-release-zero-code-instrumentation-for-application-telemetry-using-ebpf"}');
 INSERT INTO "resources" VALUES('https://grafana.com/blog/a-3-step-guide-to-troubleshooting-and-visualizing-kubernetes-with-grafana-cloud','grafana.com: A 3-step guide to troubleshooting and visualizing Kubernetes with Grafana Cloud','','2021',0,'Simplifies cluster-wide observability configurations down to three primary phases: installing the agent, collecting Prometheus metrics/Loki logs, and loading predefined cluster-health dashboards. Provides actionable advice to visually debug pod scheduling limits, node starvation, and OOM-Killed container cycles rapidly.','English','Tutorial','Intermediate',1,'online','manual',NULL,NULL,1.78142999442559504e+09,0,'2026-06-14T11:39:54.425595+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Kubernetes Observability", "Grafana Cloud"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["grafana.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://grafana.com/blog/grafana-dashboards-a-complete-guide-to-all-the-different-types-you-can-build','grafana.com: Grafana dashboards: A complete guide to all the different types you can build','','2021',0,'Detailed directory detailing Grafana dashboard templates designed for infrastructure health, application profiling, alerting states, and executive summaries. Illustrates best practices for using colors, mapping dynamic parameters, and structuring queries to minimize browser rendering lag. Excellent primer for SRE and platform teams establishing visualization frameworks.','English','Reference Guide','Intermediate',0,'online','manual',NULL,NULL,1.78142999442589592e+09,0,'2026-06-14T11:39:54.425896+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Visualization", "Dashboard Design"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["grafana.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://grafana.com/blog/an-advanced-guide-to-network-monitoring-with-grafana-and-prometheus','grafana.com: An advanced guide to network monitoring with Grafana and Prometheus','','2021',0,'Builds on foundational network concepts to introduce complex PromQL configurations, high-density traffic visualizations, and multi-layered alert thresholds. Explores analyzing network interface errors, tracking packet drop trends, and integrating blackbox exporter synthetic probes to build a highly resilient multi-cluster tracking profile.','English','Technical Article','Advanced',0,'online','manual',NULL,NULL,1.78142999449628591e+09,0,'2026-06-14T11:39:54.496286+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Network Monitoring", "Advanced Prometheus"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://grafana.com/blog/an-advanced-guide-to-network-monitoring-with-grafana-and-prometheus','grafana.com: An advanced guide to network monitoring with Grafana and Prometheus','','2021',0,'Builds on foundational network concepts to introduce complex PromQL configurations, high-density traffic visualizations, and multi-layered alert thresholds. Explores analyzing network interface errors, tracking packet drop trends, and integrating blackbox exporter synthetic probes to build a highly resilient multi-cluster tracking profile.','English','Technical Article','Advanced',0,'duplicate','manual',NULL,NULL,1.78142999449628591e+09,0,'2026-06-14T11:39:54.496286+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Network Monitoring", "Advanced Prometheus"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{"duplicate_of": "https://grafana.com/blog/2022/02/01/an-advanced-guide-to-network-monitoring-with-grafana-and-prometheus"}');
 INSERT INTO "resources" VALUES('https://grafana.com/blog/a-beginners-guide-to-network-monitoring-with-grafana-and-prometheus','grafana.com: A beginner''s guide to network monitoring with Grafana and Prometheus','- https://github.com/prometheus/snmp_exporter/tree/main/snmp-mixin','2021',0,'A foundational walkthrough on tracking physical and virtual networking infrastructure using Prometheus snmp_exporter. Focuses on gathering router/switch metrics, parsing bandwidth limits, and building clear Grafana interfaces to visualize network bottlenecks. An excellent baseline guide for administrators connecting traditional networks to cloud topologies.','English','Tutorial','Beginner',0,'online','manual',NULL,NULL,1.78142999449770689e+09,0,'2026-06-14T11:39:54.497707+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Network Monitoring", "Prometheus snmp_exporter"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["grafana.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://grafana.com/blog/testing-shift-left-observability-with-the-grafana-stack-opentelemetry-and-k6','grafana.com: Testing shift left observability with the Grafana Stack, OpenTelemetry, and k6','','2022',0,'Architectural validation of incorporating performance and observability telemetry early in the software lifecycle. Demonstrates using k6 for synthetic load generation while leveraging OpenTelemetry and the Grafana Stack to evaluate container bottlenecks during integration phases. This shift-left pattern prevents performance regressions before software hits live production environments.','English','Technical Article','Advanced',1,'online','manual',NULL,NULL,1.7814299945164721e+09,0,'2026-06-14T11:39:54.516472+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Load Testing", "k6 & OpenTelemetry"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://grafana.com/blog/introducing-grafana-faro-oss-application-observability','grafana.com: Introducing Grafana Faro, an open source project for frontend application observability','','2022',0,'Introduces Grafana Faro, an open-source JavaScript SDK designed to capture frontend Web-Vitals, console exceptions, and real-user-monitoring (RUM) metrics. Faro integrates client-side trace-contexts with backend services via OpenTelemetry, enabling end-to-end transaction transparency. A critical tool for aligning frontend application performance with deep backend container telemetries.','English','Technical Announcement','Intermediate',1,'online','manual',NULL,NULL,1.78142999454247498e+09,0,'2026-06-14T11:39:54.542475+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Application Observability", "Grafana Faro (RUM)"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://grafana.com/oss/grafana','grafana.com: Grafana 8.1 released: New Geomap and Annotations panels, updated plugin management, and more','','2021',0,'Technical announcement detailing the new capabilities in Grafana 8.1, including the rewritten unified Geomap panel, automated annotations query integrations, and an upgraded interface for local plugin management. These features enhance geographical spatial data analysis and speed up event correlation during active incident mitigation.','English','Product Release Note','Intermediate',0,'online','manual',NULL,NULL,1.78142999454801511e+09,0,'2026-06-14T11:39:54.548015+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Visualization", "Grafana Releases"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://grafana.com/blog/testing-shift-left-observability-with-the-grafana-stack-opentelemetry-and-k6','grafana.com: Testing shift left observability with the Grafana Stack, OpenTelemetry, and k6','','2022',0,'Architectural validation of incorporating performance and observability telemetry early in the software lifecycle. Demonstrates using k6 for synthetic load generation while leveraging OpenTelemetry and the Grafana Stack to evaluate container bottlenecks during integration phases. This shift-left pattern prevents performance regressions before software hits live production environments.','English','Technical Article','Advanced',1,'duplicate','manual',NULL,NULL,1.7814299945164721e+09,0,'2026-06-14T11:39:54.516472+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Load Testing", "k6 & OpenTelemetry"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{"duplicate_of": "https://grafana.com/blog/2021/12/06/testing-shift-left-observability-with-the-grafana-stack-opentelemetry-and-k6"}');
+INSERT INTO "resources" VALUES('https://grafana.com/blog/introducing-grafana-faro-oss-application-observability','grafana.com: Introducing Grafana Faro, an open source project for frontend application observability','','2022',0,'Introduces Grafana Faro, an open-source JavaScript SDK designed to capture frontend Web-Vitals, console exceptions, and real-user-monitoring (RUM) metrics. Faro integrates client-side trace-contexts with backend services via OpenTelemetry, enabling end-to-end transaction transparency. A critical tool for aligning frontend application performance with deep backend container telemetries.','English','Technical Announcement','Intermediate',1,'duplicate','manual',NULL,NULL,1.78142999454247498e+09,0,'2026-06-14T11:39:54.542475+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Application Observability", "Grafana Faro (RUM)"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{"duplicate_of": "https://grafana.com/blog/2022/11/02/introducing-grafana-faro-oss-application-observability"}');
+INSERT INTO "resources" VALUES('https://grafana.com/oss/grafana','grafana.com: Grafana 8.1 released: New Geomap and Annotations panels, updated plugin management, and more','','2021',0,'Technical announcement detailing the new capabilities in Grafana 8.1, including the rewritten unified Geomap panel, automated annotations query integrations, and an upgraded interface for local plugin management. These features enhance geographical spatial data analysis and speed up event correlation during active incident mitigation.','English','Product Release Note','Intermediate',0,'duplicate','manual',NULL,NULL,1.78142999454801511e+09,0,'2026-06-14T11:39:54.548015+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Visualization", "Grafana Releases"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{"duplicate_of": "https://grafana.com/blog/2021/08/05/grafana-8.1-released-new-geomap-and-annotations-panels-updated-plugin-management-and-more"}');
 INSERT INTO "resources" VALUES('https://grafana.com/blog','grafana.com: Introducing the AWS CloudWatch integration, Grafana Cloud''s first fully managed integration','','2021',0,'Focuses on Grafana Cloud''s fully managed integration for AWS CloudWatch. Automates connection configurations, IAM policy templates, and out-of-the-box system dashboards to rapidly pull metrics from EC2, RDS, and ECS without setting up complex collectors. This SaaS integration reduces initial ingestion setups down to minutes.','English','Integration Guide','Intermediate',0,'online','manual',NULL,NULL,1.78142999488100409e+09,0,'2026-06-14T11:39:54.881004+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Visualization", "Grafana Cloud Integration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["grafana.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://aws.amazon.com/solutions/case-studies','aws.amazon.com: Trainline Case Study','','2019',0,'Architectural case study mapping Trainline''s migrations onto AWS using ECS containerized deployments and RDS clusters. Demonstrates successful reduction in database locking periods and outlines zero-downtime blue/green microservice delivery strategies.','N/A','Case Study','Advanced',1,'online','manual',NULL,NULL,1781430004.30106,0,'2026-06-14T11:40:04.301060+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Case Studies", "Enterprise Scale"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["aws-architecture.md", "aws-miscellaneous.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/how-is-ai-ml-changing-devops','about.gitlab.com: How is AI/ML changing DevOps?','','2023',0,'Investigates the evolving integration of AI and Machine Learning inside DevSecOps pipelines. Discusses automated code suggestion mechanisms, ML-driven vulnerability remediation, and predictive diagnostic models, outlining the performance gains and code-security shifts this creates inside delivery loops.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,1.78143000445045804e+09,0,'2026-06-14T11:40:04.450458+02:00',NULL,NULL,NULL,'["Software Engineering", "DevOps", "AI-Assisted Workflows"]','["[COMMUNITY-TOOL]"]','[]','["mlops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/how-is-ai-ml-changing-devops','about.gitlab.com: How is AI/ML changing DevOps?','','2023',0,'Investigates the evolving integration of AI and Machine Learning inside DevSecOps pipelines. Discusses automated code suggestion mechanisms, ML-driven vulnerability remediation, and predictive diagnostic models, outlining the performance gains and code-security shifts this creates inside delivery loops.','N/A','Article','Intermediate',0,'duplicate','manual',NULL,NULL,1.78143000445045804e+09,0,'2026-06-14T11:40:04.450458+02:00',NULL,NULL,NULL,'["Software Engineering", "DevOps", "AI-Assisted Workflows"]','["[COMMUNITY-TOOL]"]','[]','["mlops.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/2022/11/16/how-is-ai-ml-changing-devops"}');
 INSERT INTO "resources" VALUES('https://www.technologyreview.es/article/las-empresas-que-empiezan-lo-grande-con-la-ia-fracasan-mas','technologyreview.es: "Las empresas que empiezan a lo grande con la IA fracasan mÑs" 🌟','','2023',4,'Analytical piece focusing on enterprise strategies for AI adoption, arguing that companies attempting large-scale, over-ambitious transformations from day one experience higher failure rates. Advocates for incremental, focused deployments coupled with robust cultural and organizational shifts. Highly recommended reading for CTOs and enterprise architects. [SPANISH CONTENT]','Spanish','Article','Intermediate',0,'online','manual',NULL,NULL,1.78173618062742805e+09,0,'2026-06-18T00:43:00.627428+02:00',NULL,NULL,NULL,'["Management and Strategy", "Artificial Intelligence", "Enterprise Transformation"]','["[ENTERPRISE-STABLE]"]','[]','["ai.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://nubenetes.com/networking','Networking Cheat Sheet','','2022',0,'Consolidated technical reference detailing essential low-level networking parameters, CIDR calculations, subnetting concepts, and critical routing architectures. Serves as a quick diagnostic lookup sheet for standard network protocol analysis and port troubleshooting.','N/A','Cheat Sheet','Beginner',0,'online','manual',NULL,NULL,1.78143001429394388e+09,0,'2026-06-14T11:40:14.293944+02:00',NULL,NULL,NULL,'["Networking", "Reference", "Network Cheat Sheets"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://accounts.google.com/v3/signin/identifier?continue=https%3A%2F%2Fsites.google.com%2Fsite%2Fmrxpalmeiras%2Fansible%2Fansible-cheat-sheet&dsh=S-1707972940%3A1779029132636791&followup=https%3A%2F%2Fsites.google.com%2Fsite%2Fmrxpalmeiras%2Fansible%2Fansible-cheat-sheet&osid=1&passive=1209600&flowName=WebLiteSignIn&flowEntry=ServiceLogin&ifkv=AWa2PaujYnU1vHeNQrrR9IV_P56nGiUWnqqM_hG1PBGMZyTXDsxITg7865jvpdfY8gDYaRf3YwR5Kw','google.com/site/mrxpalmeiras: Ansible Cheat Sheet 🌟','','2020',0,'Duplicate entry for community-compiled Ansible reference guidelines detailing task writing, loops, and inventory structure commands. Restricted behind authentication barriers, making it less accessible for active production pipelines.','YAML','Cheat Sheet','Beginner',0,'online','manual',NULL,NULL,1.78143002459847211e+09,0,'2026-06-14T11:40:24.598472+02:00',NULL,NULL,NULL,'["Automation", "Configuration Management", "Ansible Reference"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{"is_special": true}');
 INSERT INTO "resources" VALUES('https://sakaiproject.atlassian.net/wiki','confluence.sakaiproject.org','','2021',0,'Central wiki repository hosted by Atlassian Confluence detailing design decisions, setup scripts, and architectural patterns of the open-source Sakai educational software suite. Highly valued for tracing monolithic Java stack layouts and migrations.','Java','Documentation','Intermediate',0,'online','manual',NULL,NULL,1.78143002520016694e+09,0,'2026-06-14T11:40:25.200167+02:00',NULL,NULL,NULL,'["Collaboration", "Documentation", "Project Wikis"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.pulumi.com/registry/packages','Pulumi Cloud Providers','','2024',0,'The central registry portal hosting official Pulumi cloud infrastructure providers. Enables multi-cloud platform declaration (AWS, Kubernetes, Azure, GCP) using modern programming languages, supporting highly parameterized microservice deployments.','Multi-Language','Registry','Intermediate',0,'online','manual',NULL,NULL,1781430025.23729,0,'2026-06-14T11:40:25.237290+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Multi-Cloud", "Pulumi Registry"]','["[COMMUNITY-TOOL]"]','[]','["pulumi.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.ufcquechoisir-brest.org','CheatSheet for JMeter __time Function Calls','','2019',0,'Quick syntax sheet formatting the use of Apache JMeter `__time` variables during heavy performance evaluation loops. Note: The target URL appears redirected or potentially compromised; users should reference direct JMeter core documentation instead.','N/A','Cheat Sheet','Beginner',0,'online','manual',NULL,NULL,1.78143002527018404e+09,0,'2026-06-14T11:40:25.270184+02:00',NULL,NULL,NULL,'["Quality Assurance", "Performance Testing", "Apache JMeter"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.ufcquechoisir-brest.org','CheatSheet for JMeter __time Function Calls','','2019',0,'Quick syntax sheet formatting the use of Apache JMeter `__time` variables during heavy performance evaluation loops. Note: The target URL appears redirected or potentially compromised; users should reference direct JMeter core documentation instead.','N/A','Cheat Sheet','Beginner',0,'duplicate','manual',NULL,NULL,1.78143002527018404e+09,0,'2026-06-14T11:40:25.270184+02:00',NULL,NULL,NULL,'["Quality Assurance", "Performance Testing", "Apache JMeter"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{"duplicate_of": "https://hellotestworld.com/2016/02/02/cheatsheet-for-jmeter-__time-function-calls"}');
 INSERT INTO "resources" VALUES('https://developer.amazon.com','New Alexa Skills Kit Template: Build a Trivia Skill in under an Hour','','2017',0,'Step-by-step developer tutorial detailing integration patterns between the Alexa Skills Kit and AWS Lambda serverless functions. Marked legacy as current conversational AI models have largely replaced basic programmatic trivia setups in production.','JavaScript','Tutorial','Beginner',1,'online','manual',NULL,NULL,1.78143002606364107e+09,0,'2026-06-14T11:40:26.063641+02:00',NULL,NULL,NULL,'["Serverless", "Voice User Interfaces", "Alexa Skills"]','["[GUIDE]", "[LEGACY]"]','[]','["aws-miscellaneous.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.linkedin.com/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fgroups%2F49531%2F49531-6092152919937794052','Linkedin Discussion','1. Don''t do just a single check, the first check will be a lot slower as DNS lookups will need to be done, etc.
-    2. I''d recommend doing at least 3 checks getting an average.','2018',0,'Engineering discussion concerning performance profiling accuracy. Discusses latency calculation rules, warning against single-request testing owing to initial DNS resolution overhead and recommending at least a three-step request test pattern for reliable analytics.','N/A','Discussion','Intermediate',1,'online','manual',NULL,NULL,1781430026.31771,0,'2026-06-14T11:40:26.317710+02:00',NULL,NULL,NULL,'["Networking", "Performance", "Diagnostics"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{}');
+    2. I''d recommend doing at least 3 checks getting an average.','2018',0,'Engineering discussion concerning performance profiling accuracy. Discusses latency calculation rules, warning against single-request testing owing to initial DNS resolution overhead and recommending at least a three-step request test pattern for reliable analytics.','N/A','Discussion','Intermediate',1,'duplicate','manual',NULL,NULL,1781430026.31771,0,'2026-06-14T11:40:26.317710+02:00',NULL,NULL,NULL,'["Networking", "Performance", "Diagnostics"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{"duplicate_of": "https://www.linkedin.com/groups/49531/49531-6092152919937794052"}');
 INSERT INTO "resources" VALUES('https://www.postman.com/state-of-api/2025','postman.com: Postman State of the API Report 🌟','','2025',0,'The Postman 2025 State of the API Report. Synthesizes empirical telemetry and global developer feedback detailing the rise of API-first designs, modern validation toolchains, protocol shifts toward gRPC, and the growing ubiquity of AI-augmented API design.','N/A','Report','Intermediate',1,'online','manual',NULL,NULL,1.78143003625558304e+09,0,'2026-06-14T11:40:36.255583+02:00',NULL,NULL,NULL,'["Software Engineering", "API Design", "Industry Surveys"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["api.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://grafana.com/blog/how-to-use-websockets-to-visualize-real-time-iot-data-in-grafana','grafana.com: How to use WebSockets to visualize real-time IoT data in Grafana','','2022',0,'Detailed technical walk-through demonstrating Grafana''s capacity to consume and visualize sub-second real-time streaming data via WebSockets. Focuses on setting up custom dashboards for high-density IoT telemetry and event queues.','N/A','Guide','Intermediate',1,'online','manual',NULL,NULL,1781430036.33627,0,'2026-06-14T11:40:36.336270+02:00',NULL,NULL,NULL,'["Observability", "Data Ingestion", "WebSockets IoT"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["api.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://smartbear.com/resources/all','smartbear.com: The State of API 2019 Report 🌟','','2019',0,'The 2019 State of API Report by SmartBear. Highlights historical trends in API quality, governance, and protocol dominance (REST/SOAP transition era), useful for tracking historical architecture patterns and standards progression.','N/A','Report','Intermediate',0,'online','manual',NULL,NULL,1.78143003642285895e+09,0,'2026-06-14T11:40:36.422859+02:00',NULL,NULL,NULL,'["Software Engineering", "API Design", "Industry Surveys"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["api.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://developers.googleblog.com/introducing-grpc-a-new-open-source-http2-rpc-framework','developers.googleblog.com: Introducing gRPC, a new open source HTTP/2 RPC Framework','','2015',0,'Google''s landmark announcement introducing gRPC, an open-source, high-performance RPC framework built on HTTP/2 multiplexing and Protocol Buffers serialization. Serves as historical documentation of the transition from heavy XML/JSON REST interfaces to streaming, contract-based communications.','Multi-Language','Article','Advanced',1,'online','manual',NULL,NULL,1.78143003643471193e+09,0,'2026-06-14T11:40:36.434712+02:00',NULL,NULL,NULL,'["Software Engineering", "API Design", "gRPC Protocol"]','["[COMMUNITY-TOOL]"]','[]','["api.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://developers.googleblog.com/introducing-grpc-a-new-open-source-http2-rpc-framework','developers.googleblog.com: Introducing gRPC, a new open source HTTP/2 RPC Framework','','2015',0,'Google''s landmark announcement introducing gRPC, an open-source, high-performance RPC framework built on HTTP/2 multiplexing and Protocol Buffers serialization. Serves as historical documentation of the transition from heavy XML/JSON REST interfaces to streaming, contract-based communications.','Multi-Language','Article','Advanced',1,'duplicate','manual',NULL,NULL,1.78143003643471193e+09,0,'2026-06-14T11:40:36.434712+02:00',NULL,NULL,NULL,'["Software Engineering", "API Design", "gRPC Protocol"]','["[COMMUNITY-TOOL]"]','[]','["api.md"]','{}','{"duplicate_of": "https://developers.googleblog.com/2015/02/introducing-grpc-new-open-source-http2.html"}');
 INSERT INTO "resources" VALUES('https://www.reply.com/solidsoft-reply/en','reply.com: Web Services: SOAP and REST - A Simple Introduction','- SOAP is a communications protocol while REST is a set of architectural principles for data transmission.
     - REST was designed to be a more straightforward and easy to implement alternative to heavyweight SOAP for web service access. SOAP functions well in distributed environments where REST assumes a direct point to point communication. Also, SOAP allows for services to describe themselves to clients and in some languages allows for automation. On the other hand, REST is fast as less processing is required, uses less bandwidth and is closer to technologies used in web design.
     - The choice on which to use is totally dependent on what the requirement. For example, SOAP is a better choice for applications that have complex API so as to describe the services and methods, where formal contracts are agreed for the exchange format, where a guaranteed level of security is required etc. REST will be preferred when limiting bandwidth and resources, when operations are can be stateless and the information can be cached.','2020',0,'A fundamental comparative breakdown of SOAP (protocol-driven XML) vs REST (architectural constraints/JSON). Explains system performance trade-offs, security controls (WS-Security), and state management requirements inside distributed systems.','N/A','Guide','Beginner',1,'online','manual',NULL,NULL,1781430039.44714,0,'2026-06-14T11:40:39.447140+02:00',NULL,NULL,NULL,'["Software Engineering", "API Design", "SOAP vs REST"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["api.md"]','{}','{}');
@@ -19389,7 +19389,7 @@ INSERT INTO "resources" VALUES('https://azurecloudai.blog/verify.html','azureclo
 INSERT INTO "resources" VALUES('https://azure.microsoft.com/en-us/updates?id=private-preview-aks-backup','azure.microsoft.com: Private preview: Azure Kubernetes Service (AKS) Backup 🌟','','2022',0,'Announcement details for Azure Kubernetes Service (AKS) Backup. Highlights native recovery features for stateful PVs and configuration states. Note: Now fully GA and enterprise-stable, this backup protocol integrates securely with Azure Backup Center.','N/A','Announcement','Intermediate',0,'online','manual',NULL,NULL,1.78143006142071104e+09,0,'2026-06-14T11:41:01.420711+02:00',NULL,NULL,NULL,'["Orchestration", "Data Protection", "AKS Backup"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://grafana.com/blog/scrape-azure-metrics-and-monitor-aks-using-grafana-agent','grafana.com: Scrape Azure metrics and monitor AKS using Grafana Agent 🌟','','2022',0,'A telemetry extraction guide focused on deploying Grafana Agent inside AKS to scrape and forward metrics directly to Grafana Cloud. Avoids expensive, proprietary log-forwarding configurations and maintains unified telemetry visualization dashboards.','N/A','Guide','Intermediate',1,'online','manual',NULL,NULL,1.7814300615548861e+09,0,'2026-06-14T11:41:01.554886+02:00',NULL,NULL,NULL,'["Observability", "Telemetry", "Azure Monitoring"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://k21academy.com/azure-cloud/azure-container-instances-and-kubernetes-service','k21academy.com: Azure Kubernetes Service & Azure Container Instances For Beginners 🌟','','2022',0,'An introductory training reference explaining Azure Kubernetes Service (AKS) and Azure Container Instances (ACI). Describes virtual node orchestration patterns to dynamically offload execution spikes from AKS onto ACI serverless compute.','N/A','Guide','Beginner',1,'online','manual',NULL,NULL,1.78143006156400799e+09,0,'2026-06-14T11:41:01.564008+02:00',NULL,NULL,NULL,'["Orchestration", "Azure Compute", "AKS & ACI"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://devoriales.com/aws-eks-secret-encryption-securing-your-eks-secrets-at-rest-with-aws-kms','devoriales.com: AWS EKS Secret Encryption: Securing Your EKS Secrets At Rest with AWS KMS','','2021',0,'A security hardening guide detailing the setup of envelope encryption for Kubernetes Secrets within AWS EKS using Key Management Service (KMS) integrations. Crucial for complying with enterprise-grade data-at-rest protection standards.','YAML','Guide','Advanced',1,'online','manual',NULL,NULL,1.78143006173486399e+09,0,'2026-06-14T11:41:01.734864+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes Security", "EKS Secrets KMS"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://devoriales.com/aws-eks-secret-encryption-securing-your-eks-secrets-at-rest-with-aws-kms','devoriales.com: AWS EKS Secret Encryption: Securing Your EKS Secrets At Rest with AWS KMS','','2021',0,'A security hardening guide detailing the setup of envelope encryption for Kubernetes Secrets within AWS EKS using Key Management Service (KMS) integrations. Crucial for complying with enterprise-grade data-at-rest protection standards.','YAML','Guide','Advanced',1,'duplicate','manual',NULL,NULL,1.78143006173486399e+09,0,'2026-06-14T11:41:01.734864+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes Security", "EKS Secrets KMS"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{"duplicate_of": "https://devoriales.com/home"}');
 INSERT INTO "resources" VALUES('https://resume-builder.natwarrathor961.workers.dev','DevStack','','2024',0,'Curator Insight flags this as a custom Cloudflare Workers playground. Live Grounding shows a highly specific, serverless-based developer utility that acts as an online resume builder. Although labeled DevStack, it demonstrates lightweight, edge-based execution capabilities.','English','Tool','Beginner',0,'online','manual',NULL,NULL,1.78173590090859794e+09,0,'2026-06-18T00:38:20.908598+02:00',NULL,NULL,NULL,'["Developer Tools", "Playgrounds", "Cloudflare Workers"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://eksworkshop.com','eksworkshop.com','','2025',0,'The canonical AWS EKS workshop framework. Outlines standard cluster orchestration procedures, highlighting network configurations (AWS VPC CNI), identity management (IAM Roles for Service Accounts - IRSA), and modern storage drivers (EBS/EFS CSI).','N/A','Tutorial Hub','Intermediate',1,'online','manual',NULL,NULL,1.78143008145510101e+09,0,'2026-06-14T11:41:21.455101+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "EKS Training"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["demos.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.stackrox.io/blog/rancher-kubernetes-engine-security-part-1','stackrox.com: Part 1 - Rancher Kubernetes Engine (RKE) Security Best Practices for Cluster Setup 🌟','','2021',0,'Delineates critical security configurations and hardening guidelines for Rancher Kubernetes Engine (RKE) deployments. Explores secure etcd database clustering, role-based access control policies, TLS configuration, and master node network isolation.','YAML','Guide','Advanced',0,'online','manual',NULL,NULL,1.78143008148777794e+09,0,'2026-06-14T11:41:21.487778+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes Security", "RKE Best Practices"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["demos.md"]','{}','{}');
@@ -19413,12 +19413,12 @@ INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/full-cluster-part
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/is-it-too-late-to-integrate-gitops','blog.openshift.com/: is it too late to integrate GitOps?','','2021',3,'Curator Insight maps the path for legacy environments migrating to continuous sync models. Live Grounding reviews incremental conversion blueprints to safe declarative setups under OpenShift. It acts as an advisory piece for migration architects.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,1.78173611467491388e+09,0,'2026-06-18T00:41:54.674914+02:00',NULL,NULL,NULL,'["CI-CD", "GitOps", "Migration Strategies"]','["[LEGACY]"]','[]','["ocp3.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://labs.iximiuz.com/tutorials/container-networking-from-scratch','iximiuz.com: Container Networking Is Simple! 🌟','- How to virtualize network resources to make containers think each of them has a dedicated network stack?
     - How to reach the outside world (e.g. the Internet) from inside the container?','2023',0,'This comprehensive deep-dive tutorial demonstrates how container networking is constructed from scratch using native Linux namespaces, veth pairs, and bridge devices. It walks through creating isolated environments step-by-step and configuring IP routing and NAT to route outbound and inbound traffic safely.','Bash','Tutorial','Advanced',0,'online','manual',NULL,NULL,1.78143011078559207e+09,0,'2026-06-14T11:41:50.785592+02:00',NULL,NULL,NULL,'["Containers", "Networking", "Deep Dive"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["docker.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://nubenetes.com/kubernetes-alternatives','Docker Swarm','','2024',0,'Analyzes Docker Swarm as a simple container orchestration alternative to Kubernetes. Evaluates its built-in overlay network routing mesh and single-node setup advantages, noting that its enterprise adoption has decreased in favor of Kubernetes-native environments.','Go','Tool','Intermediate',1,'online','manual',NULL,NULL,1781430121.45841,0,'2026-06-14T11:42:01.458410+02:00',NULL,NULL,NULL,'["Orchestration", "Container Engines", "Docker Swarm"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://nubenetes.com/kubernetes-alternatives','Docker Swarm','','2024',0,'Analyzes Docker Swarm as a simple container orchestration alternative to Kubernetes. Evaluates its built-in overlay network routing mesh and single-node setup advantages, noting that its enterprise adoption has decreased in favor of Kubernetes-native environments.','Go','Tool','Intermediate',1,'duplicate','manual',NULL,NULL,1781430121.45841,0,'2026-06-14T11:42:01.458410+02:00',NULL,NULL,NULL,'["Orchestration", "Container Engines", "Docker Swarm"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{"duplicate_of": "https://docs.docker.com/engine/swarm"}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/es/blog','redhat.com: OpenShift Backup and Recovery with Kasten K10','','2024',4,'A technical guide on integrating Veeam''s Kasten K10 platform with Red Hat OpenShift. Demonstrates policy-based automation for backup, disaster recovery, and mobility across multi-tenant clusters while ensuring encrypted volume snapshots.','Spanish','Article','Advanced',0,'online','manual',NULL,NULL,1.78143012149488902e+09,0,'2026-06-14T11:42:01.494889+02:00',NULL,NULL,NULL,'["Hybrid Cloud & Enterprise", "OpenShift", "Data Management"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-backup-migrations.md", "ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://docs.docker.com/build','buildkit','','2026',5,'Docker''s next-generation container image building engine, designed to replace the legacy builder. It introduces high-performance features including concurrent stage execution, efficient caching via import/export, and secret-mounting without leaving traces in image history.','Go','Tool','Intermediate',0,'online','manual',NULL,NULL,1.78143012152972292e+09,0,'2026-06-14T11:42:01.529723+02:00',NULL,NULL,NULL,'["Containers & Orchestration", "Container Builds", "Docker BuildKit"]','["[DE FACTO STANDARD]", "[LEGACY]"]','[]','["docker.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://help.sonatype.com/index.html','guides.sonatype.com: secure docker registries','','2025',4,'Technical guide addressing safe configuration patterns for private container registries. Emphasizes proxy configurations, custom SSL certificate injection, and registry cleanup policies to reduce host storage demands.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,1.78143013207283496e+09,0,'2026-06-14T11:42:12.072835+02:00',NULL,NULL,NULL,'["DevSecOps & Registry", "Artifact Management", "Security Hardening"]','["[ENTERPRISE-STABLE]"]','[]','["registries.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://docs.jfrog.com','jfrog.com: Kubernetes Helm Chart Repositories 🌟','','2025',5,'Enterprise guide to leveraging JFrog Artifactory as a secure, high-availability Helm chart repository. Covers repository layout, role-based access control, package versioning, and integration with Kubernetes container execution steps.','English','Documentation','Intermediate',1,'online','manual',NULL,NULL,1.78143013211510705e+09,0,'2026-06-14T11:42:12.115107+02:00',NULL,NULL,NULL,'["Orchestration & Packaging", "Helm & GitOps", "Artifactory"]','["[DE FACTO STANDARD]"]','[]','["registries.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://help.sonatype.com/en/sonatype-platform-plugin-for-jenkins.html','Nexus Platform Plugin for Jenkins','','2025',3,'A comprehensive integration guide for the Sonatype Nexus Platform plugin in Jenkins pipelines. It facilitates automated artifact publishing, component evaluation against security policies, and vulnerability reporting directly within the CI/CD execution pipeline.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,1.78143013220317101e+09,0,'2026-06-14T11:42:12.203171+02:00',NULL,NULL,NULL,'["DevSecOps & Registry", "CI/CD Integration", "Sonatype Nexus"]','["[COMMUNITY-TOOL]"]','[]','["registries.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://help.sonatype.com/en/sonatype-platform-plugin-for-jenkins.html','Nexus Platform Plugin for Jenkins','','2025',3,'A comprehensive integration guide for the Sonatype Nexus Platform plugin in Jenkins pipelines. It facilitates automated artifact publishing, component evaluation against security policies, and vulnerability reporting directly within the CI/CD execution pipeline.','English','Documentation','Intermediate',0,'duplicate','manual',NULL,NULL,1.78143013220317101e+09,0,'2026-06-14T11:42:12.203171+02:00',NULL,NULL,NULL,'["DevSecOps & Registry", "CI/CD Integration", "Sonatype Nexus"]','["[COMMUNITY-TOOL]"]','[]','["registries.md"]','{}','{"duplicate_of": "https://help.sonatype.com/en/nexus-platform-plugin-for-jenkins.html"}');
 INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/modern-apps-strategy-on-aws-how-to-choose','aws.amazon.com: Serverless or Kubernetes on AWS 🌟','','2024',4,'Architectural decision framework comparing AWS Serverless (Lambda, Fargate) with Kubernetes (EKS). Helps engineers select paradigms based on latency requirements, long-running processes, runtime dependencies, and overall operational overhead.','English','Guide','Advanced',1,'online','manual',NULL,NULL,1781430152.44892,0,'2026-06-14T11:42:32.448920+02:00',NULL,NULL,NULL,'["Cloud Architecture", "AWS Solutions", "Orchestration Decision"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["serverless.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/how-to-navigate-the-great-resignation','about.gitlab.com: How to navigate The Great Resignation','','2022',3,'Strategic insights from GitLab on navigating post-pandemic talent shifts. Highlights the critical importance of async workflows, transparent documentation, and remote-first practices to attract and retain highly skilled infrastructure engineers.','English','Article','Beginner',0,'online','manual',NULL,NULL,1.78143016251834511e+09,0,'2026-06-14T11:42:42.518345+02:00',NULL,NULL,NULL,'["DevOps Culture", "Workforce Strategy", "Remote Culture"]','["[COMMUNITY-TOOL]"]','[]','["recruitment.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.hays.es','hays.es: β€˜La Gran Renuncia’: ΒΏpor quΓ© tantos profesionales se estΓ‘n planteando dejar su trabajo?','','2022',2,'Analysis of the causes driving the ''Great Resignation'' across professional services in Spain. Examines work-life balance deficiencies, mental exhaustion, and stagnant careers as root causes, providing prescriptive corporate recommendations.','Spanish','Article','Beginner',0,'online','manual',NULL,NULL,1.78143016284903788e+09,0,'2026-06-14T11:42:42.849038+02:00',NULL,NULL,NULL,'["DevOps Culture", "Workforce Strategy", "Talent Retention"]','["[COMMUNITY-TOOL]"]','[]','["recruitment.md"]','{}','{}');
@@ -19460,49 +19460,49 @@ INSERT INTO "resources" VALUES('https://nubenetes.com/istio','Istio','','2026',0
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=TUKYbUIXLOE','youtube: The 6 Levels of Claude Code Explained','','2025',0,'A deep-dive video breakdown analyzing the capabilities of Anthropic''s Claude Code interface. Evaluates the progression from basic code generation and syntax correction to advanced multi-file refactoring and semi-autonomous agentic software engineering tasks.','English','Video','Intermediate',0,'online','manual',NULL,NULL,1.78143030200045609e+09,0,'2026-06-14T11:45:02.000456+02:00',NULL,NULL,NULL,'["Software Engineering", "AI Tools", "Claude Code"]','["[COMMUNITY-TOOL]"]','[]','["ai-agents-mcp.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4cbdedcc9914?gi=a9a94d43d7a9',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'online',NULL,NULL,NULL,1.78143031309945511e+09,0,'2026-06-14T11:45:13.099455+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/solutions/distributed-load-testing-on-aws','Distributed Load Testing on AWS 🌟','- [amazon.com: Introducing Distributed Load Testing v1.3](https://aws.amazon.com/about-aws/whats-new/2021/05/introducing-distributed-load-testing-v1-3)','2021',0,'An AWS Solution blueprint outlining distributed cloud load testing utilizing containerized runners inside AWS Fargate. Simulates high-velocity traffic spikes to assess API gateway throughput bottlenecks and database elasticity limits.','English','Architecture Guide','Advanced',1,'online','manual',NULL,NULL,1.78143032294539308e+09,0,'2026-06-14T11:45:22.945393+02:00',NULL,NULL,NULL,'["Infrastructure", "Testing", "Load Testing"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["performance-testing-with-jenkins-and-jmeter.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.scaleway.com/en/en/kubernetes-kapsule','scaleway.com: Kubernetes Kapsule','','2025',0,'Official technical guide for Scaleway''s managed Kubernetes implementation (Kapsule). Describes control-plane operations, auto-scaling configuration, and provisioning persistent storage volumes across European cloud regions.','English','Documentation','Intermediate',1,'online','manual',NULL,NULL,1.78143032534694504e+09,0,'2026-06-14T11:45:25.346945+02:00',NULL,NULL,NULL,'["Cloud Native", "Managed Kubernetes", "Scaleway Kapsule"]','["[COMMUNITY-TOOL]"]','[]','["scaleway.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.scaleway.com/en/en/kubernetes-kapsule','scaleway.com: Kubernetes Kapsule','','2025',0,'Official technical guide for Scaleway''s managed Kubernetes implementation (Kapsule). Describes control-plane operations, auto-scaling configuration, and provisioning persistent storage volumes across European cloud regions.','English','Documentation','Intermediate',1,'online','manual',NULL,NULL,1.78143032534694504e+09,0,'2026-06-14T11:45:25.346945+02:00',NULL,NULL,NULL,'["Cloud Native", "Managed Kubernetes", "Scaleway Kapsule"]','["[COMMUNITY-TOOL]"]','[]','["scaleway.md", "digitalocean.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.dynatrace.com/knowledge-base/microservices','dynatrace.com: What are microservices? All you need to know','','2024',0,'A high-level architectural overview exploring the decoupling of corporate monoliths into agile microservices. Discusses structural changes, challenges in service discovery, and the crucial role of tracing telemetry for maintaining state consistency.','English','Article','Beginner',1,'online','manual',NULL,NULL,1.78143033534489107e+09,0,'2026-06-14T11:45:35.344891+02:00',NULL,NULL,NULL,'["Software Engineering", "Architecture Patterns", "Microservices"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://cloud.google.com/blog','cloud.google.com: Introducing a Google Cloud architecture diagramming tool','','2021',0,'Introduces Google Cloud''s web-based console architecture designer. Explains how engineering departments construct, validate, and export precise GCP topology maps using standardized reference modules.','English','Blog Post','Beginner',0,'online','manual',NULL,NULL,1.78143036601462101e+09,0,'2026-06-14T11:46:06.014621+02:00',NULL,NULL,NULL,'["Infrastructure", "Visualizations", "GCP Diagramming"]','["[COMMUNITY-TOOL]"]','[]','["cloud-arch-diagrams.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/solutions/workload-discovery-on-aws','AWS Perspective 🌟','','2024',0,'Technical blueprint for Workload Discovery on AWS (formerly AWS Perspective). This serverless solution dynamically visualizes cloud layouts, maintains historical dependency logs, and facilitates compliance audits.','English','Solution Guide','Intermediate',0,'online','manual',NULL,NULL,1.78143036611249303e+09,0,'2026-06-14T11:46:06.112493+02:00',NULL,NULL,NULL,'["Infrastructure", "Visualizations", "Cloud Discovery"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["cloud-arch-diagrams.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://repost.aws/knowledge-center/start-stop-lambda-eventbridge','How do I stop and start EC2 instances at regular intervals using AWS Lambda? (Video)','','2024',0,'An operational video walkthrough demonstrating serverless compute cost-reduction routines. Details how to coordinate AWS Lambda with EventBridge cron schedules to automate lifecycle actions for EC2 fleets.','English','Video Tutorial','Intermediate',0,'online','manual',NULL,NULL,1.7814303662890191e+09,0,'2026-06-14T11:46:06.289019+02:00',NULL,NULL,NULL,'["Infrastructure", "Automation", "AWS Lambda & EventBridge"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-serverless.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.ibm.com/topics','ibm.com: CIS Benchmarks','','2024',0,'The Center for Internet Security (CIS) Benchmarks provide globally recognized consensus-based best practices for securing IT systems, clouds, and Kubernetes environments. Organizations use these structured guidelines to validate and harden infrastructure configurations, ensuring compliance with strict security mandates through automated configuration auditors.','English','Standard','Advanced',0,'online','manual',NULL,NULL,1.78143036661346411e+09,0,'2026-06-14T11:46:06.613464+02:00',NULL,NULL,NULL,'["Security", "Compliance", "CIS Benchmarks"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md", "kubernetes-security.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://grafana.com/blog/get-comprehensive-monitoring-for-your-apache-kafka-ecosystem-instances-quickly-with-grafana-cloud','grafana.com: Get comprehensive monitoring for your Apache Kafka ecosystem instances quickly with Grafana Cloud','','2023',0,'A guide to implementing telemetry tracking for Apache Kafka clusters inside Grafana Cloud. Demonstrates telemetry ingestion setups for monitoring broker memory pools, throughput levels, and consumer offsets.','English','Blog Post','Intermediate',1,'online','manual',NULL,NULL,1.78143037709474301e+09,0,'2026-06-14T11:46:17.094743+02:00',NULL,NULL,NULL,'["Observability", "Monitoring", "Kafka Ecosystem"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.ibm.com/topics','ibm.com: CIS Benchmarks','','2024',0,'The Center for Internet Security (CIS) Benchmarks provide globally recognized consensus-based best practices for securing IT systems, clouds, and Kubernetes environments. Organizations use these structured guidelines to validate and harden infrastructure configurations, ensuring compliance with strict security mandates through automated configuration auditors.','English','Standard','Advanced',0,'duplicate','manual',NULL,NULL,1.78143036661346411e+09,0,'2026-06-14T11:46:06.613464+02:00',NULL,NULL,NULL,'["Security", "Compliance", "CIS Benchmarks"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md", "kubernetes-security.md"]','{}','{"duplicate_of": "https://www.ibm.com/think/topics/cis-benchmarks"}');
+INSERT INTO "resources" VALUES('https://grafana.com/blog/get-comprehensive-monitoring-for-your-apache-kafka-ecosystem-instances-quickly-with-grafana-cloud','grafana.com: Get comprehensive monitoring for your Apache Kafka ecosystem instances quickly with Grafana Cloud','','2023',0,'A guide to implementing telemetry tracking for Apache Kafka clusters inside Grafana Cloud. Demonstrates telemetry ingestion setups for monitoring broker memory pools, throughput levels, and consumer offsets.','English','Blog Post','Intermediate',1,'duplicate','manual',NULL,NULL,1.78143037709474301e+09,0,'2026-06-14T11:46:17.094743+02:00',NULL,NULL,NULL,'["Observability", "Monitoring", "Kafka Ecosystem"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{"duplicate_of": "https://grafana.com/blog/2021/07/26/get-comprehensive-monitoring-for-your-apache-kafka-ecosystem-instances-quickly-with-grafana-cloud"}');
 INSERT INTO "resources" VALUES('https://grafana.com/blog/how-we-use-metamonitoring-prometheus-servers-to-monitor-all-other-prometheus-servers-at-grafana-labs','grafana.com: How we use metamonitoring Prometheus servers to monitor all other Prometheus servers at Grafana Labs','','2023',0,'A high-performance monitoring case study from Grafana Labs. Illustrates the architectural pattern of metamonitoring, utilizing dedicated Prometheus servers to watch, query, and alert on larger global telemetry networks.','English','Case Study','Advanced',1,'online','manual',NULL,NULL,1.781430387427006e+09,0,'2026-06-14T11:46:27.427006+02:00',NULL,NULL,NULL,'["Observability", "Monitoring", "Prometheus Meta-Monitoring"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://grafana.com/blog/why-we-created-a-prometheus-agent-mode-from-the-grafana-agent','grafana.com: Why we created a Prometheus Agent mode from the Grafana Agent','','2022',0,'Explores the technical reasoning for deploying Prometheus in Agent Mode instead of as a full collector database. Explains memory savings, localized caching patterns, and metrics forwarding via standard Remote Write protocols.','English','Blog Post','Advanced',1,'online','manual',NULL,NULL,1.78143038745101499e+09,0,'2026-06-14T11:46:27.451015+02:00',NULL,NULL,NULL,'["Observability", "Monitoring", "Prometheus Agent"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://grafana.com/blog/why-we-created-a-prometheus-agent-mode-from-the-grafana-agent','grafana.com: Why we created a Prometheus Agent mode from the Grafana Agent','','2022',0,'Explores the technical reasoning for deploying Prometheus in Agent Mode instead of as a full collector database. Explains memory savings, localized caching patterns, and metrics forwarding via standard Remote Write protocols.','English','Blog Post','Advanced',1,'duplicate','manual',NULL,NULL,1.78143038745101499e+09,0,'2026-06-14T11:46:27.451015+02:00',NULL,NULL,NULL,'["Observability", "Monitoring", "Prometheus Agent"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{"duplicate_of": "https://grafana.com/blog/2021/11/16/why-we-created-a-prometheus-agent-mode-from-the-grafana-agent"}');
 INSERT INTO "resources" VALUES('https://grafana.com/blog/get-started-with-prometheus-with-these-three-easy-projects','grafana.com: Get started with Prometheus with these three easy projects','','2023',0,'A hands-on, multi-project tutorial designed to build core competencies with Prometheus metrics collections, PromQL search syntax, and standard Node Exporter integrations.','English','Blog Post','Beginner',0,'online','manual',NULL,NULL,1.78143038745685195e+09,0,'2026-06-14T11:46:27.456852+02:00',NULL,NULL,NULL,'["Observability", "Monitoring", "Prometheus Getting Started"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://nubenetes.com/prometheus','Prometheus','','2024',0,'Prometheus is an open-source systems monitoring and alerting toolkit originally built at SoundCloud. It utilizes a pull-based metrics collection model over HTTP, powered by a highly efficient dimensional data model (TSDB) with PromQL. Essential for Kubernetes cloud-native environments, it excels in dynamic service discovery and real-time operational visibility.','Go','Tool','Advanced',0,'online','manual',NULL,NULL,1781430397.17571,0,'2026-06-14T11:46:37.175710+02:00',NULL,NULL,NULL,'["Observability", "Monitoring", "Metrics Collection"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md", "monitoring.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://grafana.com/blog/using-telegraf-plugins-to-visualize-industrial-iot-data-with-the-grafana-cloud-hosted-prometheus-service','grafana.com: Using Telegraf plugins to visualize industrial IoT data with the Grafana Cloud Hosted Prometheus service','','2023',0,'Demonstrates pipeline setups connecting InfluxData''s Telegraf collectors to Grafana Cloud. Explains parsing MQTT or Modbus industrial machinery telemetry feeds and transforming them into Prometheus-compliant timeseries data.','English','Blog Post','Advanced',1,'online','manual',NULL,NULL,1.78143039746926498e+09,0,'2026-06-14T11:46:37.469265+02:00',NULL,NULL,NULL,'["Observability", "Monitoring", "IoT Observability"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://grafana.com/blog/using-telegraf-plugins-to-visualize-industrial-iot-data-with-the-grafana-cloud-hosted-prometheus-service','grafana.com: Using Telegraf plugins to visualize industrial IoT data with the Grafana Cloud Hosted Prometheus service','','2023',0,'Demonstrates pipeline setups connecting InfluxData''s Telegraf collectors to Grafana Cloud. Explains parsing MQTT or Modbus industrial machinery telemetry feeds and transforming them into Prometheus-compliant timeseries data.','English','Blog Post','Advanced',1,'duplicate','manual',NULL,NULL,1.78143039746926498e+09,0,'2026-06-14T11:46:37.469265+02:00',NULL,NULL,NULL,'["Observability", "Monitoring", "IoT Observability"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{"duplicate_of": "https://grafana.com/blog/2021/04/05/using-telegraf-plugins-to-visualize-industrial-iot-data-with-the-grafana-cloud-hosted-prometheus-service"}');
 INSERT INTO "resources" VALUES('https://login.microsoftonline.com/common/oauth2/v2.0/authorize?client_id=09213cdc-9f30-4e82-aa6f-9b6e8d82dab3&redirect_uri=https%3A%2F%2Ftechcommunity.microsoft.com%2Ft5%2Fs%2Fauth%2Foauth2callback%2Fproviderid%2Fdefault&response_type=code&state=t32RGeYIHrLX7VZiIP5Idsc47642cGWeSnDaow_6xtt0AVO-pN2q_aKbw0Dw-5VfiAvlYRC6AjPqIjJ7tTD1oClJ2fvT9BIa-6OwFcbLVaGkbYkIAE0gmCezmGXRDrJwzJR9YyiSjnMURsQeirF4CS5A4QI2afRW2Y563huvTZiWPqnMHS5Lx_G1x1stZSViKRMJRdvOE0G-tlOGg5nQw1Q4Ie55Bqkrtp6BguyPyVA&scope=User.Read+openid+email+profile+offline_access&referer=https%3A%2F%2Ftechcommunity.microsoft.com%2Fblog%2F-%2Fintroduction-to-azure-devops-workload-identity-federation-oidc%2F3908687','techcommunity.microsoft.com: Introduction to Azure DevOps Workload identity federation (OIDC) with Terraform','','2023',0,'Technical guide on configuring Azure DevOps Workload Identity Federation with Terraform. Explains using OIDC to exchange short-lived federated credentials, eliminating the need to store long-lived cloud secret keys inside pipeline variables.','English','Tutorial','Advanced',0,'online','manual',NULL,NULL,1781430407.3785,0,'2026-06-14T11:46:47.378500+02:00',NULL,NULL,NULL,'["Security", "Identity & Access", "OIDC Integration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["azure.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/powershell/dsc/configurations/configdata?view=dsc-1.1','docs.microsoft.com: Using configuration data in DSC','','2021',0,'An official Microsoft technical reference covering the segregation of operational configuration schemas from logic execution steps inside PowerShell Desired State Configuration (DSC) frameworks.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,1.78143040742021608e+09,0,'2026-06-14T11:46:47.420216+02:00',NULL,NULL,NULL,'["Infrastructure", "Configuration Management", "PowerShell DSC"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://arjavdave.com','arjavdave.com: Continuous Integration: CI/CD for iOS (Part 1)','','2022',0,'A specialized technical series outlining the construction of CI/CD pipelines for Apple iOS applications. Discusses Xcode configuration frameworks, automated signing, and remote deployment to App Store Connect.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,1.78143040846330499e+09,0,'2026-06-14T11:46:48.463305+02:00',NULL,NULL,NULL,'["Software Engineering", "CI/CD Platforms", "Mobile DevOps"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/partial-clone-for-massive-repositories','about.gitlab.com: How Git Partial Clone lets you fetch only the large file you need','','2021',0,'Analyzes git-clone optimizations inside large enterprise monorepos. Demonstrates using partial cloning configs to bypass heavy binary blobs, downloading asset datasets dynamically during active execution loops.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,1.7814304089263761e+09,0,'2026-06-14T11:46:48.926376+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Git Performance"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/partial-clone-for-massive-repositories','about.gitlab.com: How Git Partial Clone lets you fetch only the large file you need','','2021',0,'Analyzes git-clone optimizations inside large enterprise monorepos. Demonstrates using partial cloning configs to bypass heavy binary blobs, downloading asset datasets dynamically during active execution loops.','English','Blog Post','Intermediate',0,'duplicate','manual',NULL,NULL,1.7814304089263761e+09,0,'2026-06-14T11:46:48.926376+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Git Performance"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/2020/03/13/partial-clone-for-massive-repositories"}');
 INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/iteration-and-code-review','about.gitlab.com: Why small merge requests are key to a great review 🌟','','2023',0,'Analyzes productivity advantages of using small, isolated merge requests. Illustrates how reducing code change surface areas results in higher-quality reviews, rapid QA approvals, and decreased defect leakage.','English','Blog Post','Beginner',1,'online','manual',NULL,NULL,1.78143040894155192e+09,0,'2026-06-14T11:46:48.941552+02:00',NULL,NULL,NULL,'["Software Engineering", "Software Delivery", "Code Review Protocols"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/keep-git-history-clean-with-interactive-rebase','gitlab.com: How to keep your Git history clean with interactive rebase','','2023',0,'A practical walk-through of interactive Git rebasing workflows. Explains strategies for squashing commit histories and resolving code conflicts before initiating target branch merges.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,1.7814304089445219e+09,0,'2026-06-14T11:46:48.944522+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Git Rebasing"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/beginner-guide-ci-cd','gitlab.com: GitLab’s guide to CI/CD for beginners','','2022',0,'An introductory educational guide to GitLab CI/CD fundamentals. Outlines basic pipeline stages, executor configuration structures, and standard YAML declarative properties.','English','Blog Post','Beginner',0,'online','manual',NULL,NULL,1.78143040895233106e+09,0,'2026-06-14T11:46:48.952331+02:00',NULL,NULL,NULL,'["Software Engineering", "CI/CD Platforms", "GitLab CI Basics"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/effective-ci-cd-pipelines','about.gitlab.com: Want a more effective CI/CD pipeline? Try our pro tips','','2023',0,'Advanced tuning guide for optimizing GitLab CI/CD workflows. Focuses on implementing Directed Acyclic Graphs (DAG), tuning runner cache policies, and constructing efficient pipeline inheritance layers.','English','Blog Post','Advanced',1,'online','manual',NULL,NULL,1.78143040898336505e+09,0,'2026-06-14T11:46:48.983365+02:00',NULL,NULL,NULL,'["Software Engineering", "CI/CD Platforms", "GitLab CI Optimization"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/open-shift-ga','about.gitlab.com: GitLab’s Kubernetes Operator with support for Red Hat OpenShift is now generally available','','2022',0,'Announces general availability of the GitLab Kubernetes Operator with Red Hat OpenShift support. Discusses lifecycle automation, upgrades, and scaling procedures for self-hosted GitLab instances inside secure enterprise clusters.','English','Blog Post','Advanced',1,'online','manual',NULL,NULL,1.78143041911820793e+09,0,'2026-06-14T11:46:59.118208+02:00',NULL,NULL,NULL,'["Cloud Native", "GitOps", "GitLab Operator"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/using-run-parallel-jobs','about.gitlab.com: How we used parallel CI/CD jobs to increase our productivity','','2022',0,'An operational case study on implementing parallel GitLab CI runner tasks. Highlights how configuring parallel test suites significantly reduced development pipeline feedback cycles.','English','Case Study','Intermediate',1,'online','manual',NULL,NULL,1.78143041913770604e+09,0,'2026-06-14T11:46:59.137706+02:00',NULL,NULL,NULL,'["Software Engineering", "CI/CD Platforms", "GitLab CI Optimization"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/open-shift-ga','about.gitlab.com: GitLab’s Kubernetes Operator with support for Red Hat OpenShift is now generally available','','2022',0,'Announces general availability of the GitLab Kubernetes Operator with Red Hat OpenShift support. Discusses lifecycle automation, upgrades, and scaling procedures for self-hosted GitLab instances inside secure enterprise clusters.','English','Blog Post','Advanced',1,'duplicate','manual',NULL,NULL,1.78143041911820793e+09,0,'2026-06-14T11:46:59.118208+02:00',NULL,NULL,NULL,'["Cloud Native", "GitOps", "GitLab Operator"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/2021/10/12/open-shift-ga"}');
+INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/using-run-parallel-jobs','about.gitlab.com: How we used parallel CI/CD jobs to increase our productivity','','2022',0,'An operational case study on implementing parallel GitLab CI runner tasks. Highlights how configuring parallel test suites significantly reduced development pipeline feedback cycles.','English','Case Study','Intermediate',1,'duplicate','manual',NULL,NULL,1.78143041913770604e+09,0,'2026-06-14T11:46:59.137706+02:00',NULL,NULL,NULL,'["Software Engineering", "CI/CD Platforms", "GitLab CI Optimization"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/2021/01/20/using-run-parallel-jobs"}');
 INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/gitlab-kubernetes-agent-on-gitlab-com','about.gitlab.com: A new era of Kubernetes integrations on GitLab.com','','2022',0,'Introduces the GitLab Agent for Kubernetes, enabling pull-based GitOps deployment workflows. This architecture shifts away from traditional push-based CI models, offering enhanced security and continuous state reconciliation.','English','Blog Post','Advanced',1,'online','manual',NULL,NULL,1.7814304191414361e+09,0,'2026-06-14T11:46:59.141436+02:00',NULL,NULL,NULL,'["Cloud Native", "GitOps", "GitLab Kubernetes Agent"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/5-code-review-features','about.gitlab.com: How GitLab''s 5 new code review features will make life easier','','2021',0,'Explores five key GitLab features designed to streamline the code review process. Includes visual multi-line comment mapping, customized approval gates, and Code Owners configuration.','English','Blog Post','Beginner',0,'online','manual',NULL,NULL,1.78143041914590501e+09,0,'2026-06-14T11:46:59.145905+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "GitLab Code Review"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/gitpod-desktop-app-personal-activities','about.gitlab.com: Why we built GitDock, our desktop app to navigate your GitLab activities','','2021',0,'Introduces GitDock, a desktop application designed to centralize GitLab tasks, merge requests, and build pipelines in a unified status panel.','English','Blog Post','Beginner',0,'online','manual',NULL,NULL,1.78143041914741492e+09,0,'2026-06-14T11:46:59.147415+02:00',NULL,NULL,NULL,'["Software Engineering", "Developer Productivity", "Desktop Clients"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/ci-deployment-and-environments','about.gitlab.com: How to use GitLab CI to deploy to multiple environments','','2022',0,'Details configurations for deploying workloads across multiple cloud environments using GitLab CI. Covers environment variable scoping, secure secret injections, and manual approval gates.','English','Blog Post','Intermediate',1,'online','manual',NULL,NULL,1.78143041916287088e+09,0,'2026-06-14T11:46:59.162871+02:00',NULL,NULL,NULL,'["Software Engineering", "CI/CD Platforms", "Multi-Environment Deployments"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/new-git-default-branch-name','about.gitlab.com: The new Git default branch name','','2021',0,'Provides guidelines on migrating default git branch nomenclature from ''master'' to ''main''. Details configuration updates required for local developer systems and central hosting providers.','English','Blog Post','Beginner',0,'online','manual',NULL,NULL,1.78143041917078208e+09,0,'2026-06-14T11:46:59.170782+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Git Standards"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/5-code-review-features','about.gitlab.com: How GitLab''s 5 new code review features will make life easier','','2021',0,'Explores five key GitLab features designed to streamline the code review process. Includes visual multi-line comment mapping, customized approval gates, and Code Owners configuration.','English','Blog Post','Beginner',0,'duplicate','manual',NULL,NULL,1.78143041914590501e+09,0,'2026-06-14T11:46:59.145905+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "GitLab Code Review"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/2021/09/09/5-code-review-features"}');
+INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/gitpod-desktop-app-personal-activities','about.gitlab.com: Why we built GitDock, our desktop app to navigate your GitLab activities','','2021',0,'Introduces GitDock, a desktop application designed to centralize GitLab tasks, merge requests, and build pipelines in a unified status panel.','English','Blog Post','Beginner',0,'duplicate','manual',NULL,NULL,1.78143041914741492e+09,0,'2026-06-14T11:46:59.147415+02:00',NULL,NULL,NULL,'["Software Engineering", "Developer Productivity", "Desktop Clients"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/2021/10/05/gitpod-desktop-app-personal-activities"}');
+INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/ci-deployment-and-environments','about.gitlab.com: How to use GitLab CI to deploy to multiple environments','','2022',0,'Details configurations for deploying workloads across multiple cloud environments using GitLab CI. Covers environment variable scoping, secure secret injections, and manual approval gates.','English','Blog Post','Intermediate',1,'duplicate','manual',NULL,NULL,1.78143041916287088e+09,0,'2026-06-14T11:46:59.162871+02:00',NULL,NULL,NULL,'["Software Engineering", "CI/CD Platforms", "Multi-Environment Deployments"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/2021/02/05/ci-deployment-and-environments"}');
+INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/new-git-default-branch-name','about.gitlab.com: The new Git default branch name','','2021',0,'Provides guidelines on migrating default git branch nomenclature from ''master'' to ''main''. Details configuration updates required for local developer systems and central hosting providers.','English','Blog Post','Beginner',0,'duplicate','manual',NULL,NULL,1.78143041917078208e+09,0,'2026-06-14T11:46:59.170782+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Git Standards"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/2021/03/10/new-git-default-branch-name"}');
 INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/gko-on-ocp','about.gitlab.com: How to install and use the GitLab Kubernetes Operator (on OCP)','','2022',0,'An operational installation guide for deploying the GitLab Kubernetes Operator on Red Hat OpenShift. Discusses Ingress controllers, Security Context Constraints (SCC), and persistent storage volumes.','English','Blog Post','Advanced',1,'online','manual',NULL,NULL,1.78143041919135403e+09,0,'2026-06-14T11:46:59.191354+02:00',NULL,NULL,NULL,'["Cloud Native", "GitOps", "GitLab Operator"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/gitlab-chart-works-towards-kubernetes-1-22','about.gitlab.com: GitLab Chart works towards Kubernetes 1.22','','2021',0,'Details architectural changes to the GitLab Helm Chart to support Kubernetes 1.22. Evaluates adaptations required for API deprecations, specifically focusing on Ingress resources.','English','Blog Post','Advanced',1,'online','manual',NULL,NULL,1.78143041920987701e+09,0,'2026-06-14T11:46:59.209877+02:00',NULL,NULL,NULL,'["Cloud Native", "Helm Charts", "GitLab Deployment"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/pipeline-editor-overview','about.gitlab.com: Meet Pipeline Editor, your one-stop-shop for building a CI/CD pipeline','','2021',0,'Highlights GitLab''s visual Pipeline Editor, featuring dynamic YAML schema validation, pipeline visualization dashboards, and real-time syntax checking.','English','Blog Post','Beginner',0,'online','manual',NULL,NULL,1.78143041921373891e+09,0,'2026-06-14T11:46:59.213739+02:00',NULL,NULL,NULL,'["Software Engineering", "CI/CD Platforms", "Pipeline Editor"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/mr-reviews-with-vs-code','gitlab.com: How to do GitLab merge request reviews in VS Code','','2022',0,'Demonstrates integrating GitLab Merge Request code reviews directly inside Visual Studio Code. Enables developers to comment, review changes, and manage approvals without switching context to the web UI.','English','Blog Post','Beginner',0,'online','manual',NULL,NULL,1.78143041921408605e+09,0,'2026-06-14T11:46:59.214086+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "VS Code Integrations"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/gitlab-chart-works-towards-kubernetes-1-22','about.gitlab.com: GitLab Chart works towards Kubernetes 1.22','','2021',0,'Details architectural changes to the GitLab Helm Chart to support Kubernetes 1.22. Evaluates adaptations required for API deprecations, specifically focusing on Ingress resources.','English','Blog Post','Advanced',1,'duplicate','manual',NULL,NULL,1.78143041920987701e+09,0,'2026-06-14T11:46:59.209877+02:00',NULL,NULL,NULL,'["Cloud Native", "Helm Charts", "GitLab Deployment"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/2021/12/17/gitlab-chart-works-towards-kubernetes-1-22"}');
+INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/pipeline-editor-overview','about.gitlab.com: Meet Pipeline Editor, your one-stop-shop for building a CI/CD pipeline','','2021',0,'Highlights GitLab''s visual Pipeline Editor, featuring dynamic YAML schema validation, pipeline visualization dashboards, and real-time syntax checking.','English','Blog Post','Beginner',0,'duplicate','manual',NULL,NULL,1.78143041921373891e+09,0,'2026-06-14T11:46:59.213739+02:00',NULL,NULL,NULL,'["Software Engineering", "CI/CD Platforms", "Pipeline Editor"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/2021/02/22/pipeline-editor-overview"}');
+INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/mr-reviews-with-vs-code','gitlab.com: How to do GitLab merge request reviews in VS Code','','2022',0,'Demonstrates integrating GitLab Merge Request code reviews directly inside Visual Studio Code. Enables developers to comment, review changes, and manage approvals without switching context to the web UI.','English','Blog Post','Beginner',0,'duplicate','manual',NULL,NULL,1.78143041921408605e+09,0,'2026-06-14T11:46:59.214086+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "VS Code Integrations"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/2021/01/25/mr-reviews-with-vs-code"}');
 INSERT INTO "resources" VALUES('https://nubenetes.com/visual-studio','Visual Studio Code (Git Extensions)','','2025',0,'A guide to utilizing visual Git extensions inside VS Code. Helps developers manage commit sequences, visualize branch merges, and resolve conflicts within a unified IDE workspace.','English','Reference','Beginner',0,'online','manual',NULL,NULL,1.78143041921607899e+09,0,'2026-06-14T11:46:59.216079+02:00',NULL,NULL,NULL,'["Software Engineering", "Developer Productivity", "VS Code Extensions"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://grafana.com/blog/how-we-use-the-grafana-github-plugin-to-track-outstanding-pull-requests','grafana: How we use the Grafana GitHub plugin to track outstanding pull requests','','2022',0,'Detailed technical guide on configuring Grafana dashboards with GitHub plugins. Demonstrates building engineering performance visualizations to track commit frequencies, PR lifetimes, and team review velocities.','English','Case Study','Intermediate',0,'online','manual',NULL,NULL,1.781430419266294e+09,0,'2026-06-14T11:46:59.266294+02:00',NULL,NULL,NULL,'["Software Engineering", "Developer Productivity", "Grafana GitHub Integration"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/simple-kubernetes-management-with-gitlab','about.gitlab.com: Simple Kubernetes management with GitLab','','2022',0,'An architectural guide on using GitLab as a unified management plane for Kubernetes. Covers cluster connecting procedures, security posture monitoring, and automated Auto DevOps pipelines.','English','Blog Post','Intermediate',1,'online','manual',NULL,NULL,1.78143041926588797e+09,0,'2026-06-14T11:46:59.265888+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes Management", "GitLab Integrations"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/simple-kubernetes-management-with-gitlab','about.gitlab.com: Simple Kubernetes management with GitLab','','2022',0,'An architectural guide on using GitLab as a unified management plane for Kubernetes. Covers cluster connecting procedures, security posture monitoring, and automated Auto DevOps pipelines.','English','Blog Post','Intermediate',1,'duplicate','manual',NULL,NULL,1.78143041926588797e+09,0,'2026-06-14T11:46:59.265888+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes Management", "GitLab Integrations"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/2022/11/15/simple-kubernetes-management-with-gitlab"}');
 INSERT INTO "resources" VALUES('https://www.vogue.es/lideres','business.vogue.es: AdiΓ³s a los jefes tΓ³xicos: este es el nuevo tipo de liderazgo gentil que triunfa','','2022',0,'An analysis of evolving corporate management cultures and toxic workplace mitigation. Discusses the value of empathetic leadership and structured soft skills in reducing developer attrition within modern tech teams.','Spanish','Article','Beginner',0,'online','manual',NULL,NULL,1.78143042925323104e+09,0,'2026-06-14T11:47:09.253231+02:00',NULL,NULL,NULL,'["Business & Careers", "Management Patterns", "Leadership"]','["[COMMUNITY-TOOL]"]','[]','["project-management-methodology.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://creately.com/guides/how-to-set-kpis-for-team-members','creately.com: A Step By Step Guide to Set KPIs for Team Members','','2023',0,'A step-by-step guide to setting actionable KPIs for engineering teams. Explores balancing quantitative delivery metrics with qualitative team-growth targets to align development outputs with business objectives.','English','Guide','Beginner',0,'online','manual',NULL,NULL,1.78143042925441789e+09,0,'2026-06-14T11:47:09.254418+02:00',NULL,NULL,NULL,'["Business & Careers", "Management Patterns", "Team Performance"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["project-management-methodology.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://nubenetes.com/grafana','Grafana','','2024',0,'Grafana is the industry-standard multi-platform open-source analytics and interactive visualization web application. It supports query, visualization, alerting, and analysis of metrics, logs, and traces from diverse backends (Prometheus, Elasticsearch, Loki, Jaeger). Its pluggable architecture allows organizations to build unified operational dashboards across heterogeneous data layers.','Go/TypeScript','Tool','Intermediate',0,'online','manual',NULL,NULL,1.78143042970586895e+09,0,'2026-06-14T11:47:09.705869+02:00',NULL,NULL,NULL,'["Observability", "Visualization", "Dashboards"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://skillbuilder.aws/search?searchText=aws-security-fundamentals-second-edition&showRedirectNotFoundBanner=true','explore.skillbuilder.aws: AWS Security Fundamentals (free)','','2024',0,'A fundamental training program covering core security topologies inside AWS. Explores the Shared Responsibility Model, IAM resource authorization, KMS encryption keys, and continuous infrastructure auditing.','English','Course','Beginner',0,'online','manual',NULL,NULL,1.78143042977560806e+09,0,'2026-06-14T11:47:09.775608+02:00',NULL,NULL,NULL,'["Security", "Identity & Access", "AWS Security Fundamentals"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-training.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://skillbuilder.aws/search?searchText=aws-technical-essential-spanish-from-latin-america&showRedirectNotFoundBanner=true','explore.skillbuilder.aws: AWS Skill Builder - IntroducciΓ³n a AWS Data Pipeline (EspaΓ±ol LatinoamΓ©rica) | AWS Technical Essentials (Spanish from Latin America) - Free','','2024',0,'An introductory training course on AWS Data Pipeline, tailored for Spanish-speaking cloud engineers. Details basic data processing workflows, scheduling, and error handling for distributed cloud storage architectures.','Spanish','Course','Beginner',0,'online','manual',NULL,NULL,1.78143042978112792e+09,0,'2026-06-14T11:47:09.781128+02:00',NULL,NULL,NULL,'["Infrastructure", "Cloud Computing", "AWS Training"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-training.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://skillbuilder.aws/search?searchText=aws-security-fundamentals-second-edition&showRedirectNotFoundBanner=true','explore.skillbuilder.aws: AWS Security Fundamentals (free)','','2024',0,'A fundamental training program covering core security topologies inside AWS. Explores the Shared Responsibility Model, IAM resource authorization, KMS encryption keys, and continuous infrastructure auditing.','English','Course','Beginner',0,'duplicate','manual',NULL,NULL,1.78143042977560806e+09,0,'2026-06-14T11:47:09.775608+02:00',NULL,NULL,NULL,'["Security", "Identity & Access", "AWS Security Fundamentals"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-training.md"]','{}','{"duplicate_of": "https://skillbuilder.aws/course/external/view/elearning/48/aws-security-fundamentals-second-edition"}');
+INSERT INTO "resources" VALUES('https://skillbuilder.aws/search?searchText=aws-technical-essential-spanish-from-latin-america&showRedirectNotFoundBanner=true','explore.skillbuilder.aws: AWS Skill Builder - IntroducciΓ³n a AWS Data Pipeline (EspaΓ±ol LatinoamΓ©rica) | AWS Technical Essentials (Spanish from Latin America) - Free','','2024',0,'An introductory training course on AWS Data Pipeline, tailored for Spanish-speaking cloud engineers. Details basic data processing workflows, scheduling, and error handling for distributed cloud storage architectures.','Spanish','Course','Beginner',0,'duplicate','manual',NULL,NULL,1.78143042978112792e+09,0,'2026-06-14T11:47:09.781128+02:00',NULL,NULL,NULL,'["Infrastructure", "Cloud Computing", "AWS Training"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-training.md"]','{}','{"duplicate_of": "https://skillbuilder.aws/course/external/view/elearning/7854/aws-technical-essential-spanish-from-latin-america"}');
 INSERT INTO "resources" VALUES('https://www.dynatrace.com/news/blog','dynatrace.com: Why conventional observability fails in Kubernetes environmentsβ€”A real-world use case 🌟','','2022',0,'This analysis explores why legacy, non-topological monitoring tools fail in dynamic, highly ephemeral Kubernetes architectures. It highlights the necessity of real-time topology mapping and automated entity correlation to avoid alert fatigue during cascade failures. Standard static dashboard approaches are contrasted with causal, AI-driven monitoring models.','English','Article','Intermediate',1,'online','manual',NULL,NULL,1.78143042986834907e+09,0,'2026-06-14T11:47:09.868349+02:00',NULL,NULL,NULL,'["Observability", "APM", "Analysis"]','["[LEGACY]"]','[]','["monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://bigdataboutique.com/blog/tuning-elasticsearch-the-ideal-java-heap-size-2toq2j','blog.bigdataboutique.com: Tuning Elasticsearch: The Ideal Java Heap Size','','2022',0,'This technical guide details memory allocation strategies for JVM-based Elasticsearch nodes. It focuses on the critical rule of thumb of setting JVM heap sizes to 50% of available physical RAM (capping at 32GB to avoid breaking compressed ordinary object pointers / OOPs) while leaving the remainder for OS file system caching. Correct heap configuration directly prevents garbage collection pauses and OOM crashes in high-throughput indexing setups.','Java','Article','Advanced',0,'online','manual',NULL,NULL,1.78143042989977693e+09,0,'2026-06-14T11:47:09.899777+02:00',NULL,NULL,NULL,'["Data Stores", "Elasticsearch", "Performance Tuning"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.dynatrace.com/knowledge-base/aws-lambda','dynatrace.com: A look behind the scenes of AWS Lambda and our new Lambda monitoring extension','','2021',0,'Dynatrace''s AWS Lambda extension leverages the AWS Lambda Telemetry API to collect execution-level metrics, logs, and cold-start details with minimal execution overhead. The extension collects trace data from the execution environment asynchronously, preventing monitoring latency from impacting client response times. This offers complete end-to-end transaction tracing from API Gateways through serverless compute to downstream databases.','English','Article','Advanced',1,'online','manual',NULL,NULL,1.78143043989145398e+09,0,'2026-06-14T11:47:19.891454+02:00',NULL,NULL,NULL,'["Cloud Native", "Serverless", "AWS Lambda Monitoring"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.dynatrace.com/technologies/kubernetes-monitoring','dynatrace.com: Dynatrace monitoring for Kubernetes and OpenShift','','2023',0,'This product reference explains Dynatrace''s AI-driven observability agent, OneAgent, customized for Kubernetes and Red Hat OpenShift. By leveraging automatic injection at the container layer, it delivers full-stack trace and metric collection without manual code changes or pod sidecars. The Davis AI engine processes this topological data to automate root-cause analysis for microservice anomalies.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,1.7814304399005661e+09,0,'2026-06-14T11:47:19.900566+02:00',NULL,NULL,NULL,'["Observability", "APM", "Commercial Observability"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.dynatrace.com/technologies/kubernetes-monitoring','dynatrace.com: Dynatrace monitoring for Kubernetes and OpenShift','','2023',0,'This product reference explains Dynatrace''s AI-driven observability agent, OneAgent, customized for Kubernetes and Red Hat OpenShift. By leveraging automatic injection at the container layer, it delivers full-stack trace and metric collection without manual code changes or pod sidecars. The Davis AI engine processes this topological data to automate root-cause analysis for microservice anomalies.','English','Documentation','Intermediate',0,'duplicate','manual',NULL,NULL,1.7814304399005661e+09,0,'2026-06-14T11:47:19.900566+02:00',NULL,NULL,NULL,'["Observability", "APM", "Commercial Observability"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{"duplicate_of": "https://www.dynatrace.com/news/blog/dynatrace-monitoring-for-kubernetes-and-openshift"}');
 INSERT INTO "resources" VALUES('https://www.sysdig.com/blog/kubernetes-security-guide','sysdig.com: Kubernetes Security Guide 🌟','','2023',0,'Sysdig''s comprehensive guide to securing Kubernetes platforms details a multi-layered defense strategy covering container image scanning, runtime protection, network policies, and role-based access control (RBAC). It highlights compliance mappings (such as CIS benchmarks) and operational best practices for detecting abnormal kernel system calls using eBPF-based agents.','English','Guide','Advanced',0,'online','manual',NULL,NULL,1.7814304399154129e+09,0,'2026-06-14T11:47:19.915413+02:00',NULL,NULL,NULL,'["Security", "Kubernetes Security", "Hardening"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-security.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://grafana.com/blog/announcing-grafana-tempo-a-massively-scalable-distributed-tracing-system','grafana.com: Announcing Grafana Tempo, a massively scalable distributed tracing system 🌟','','2020',0,'Grafana Tempo is an open-source, high-scale, easy-to-use, and cost-effective distributed tracing backend. Designed to require only object storage (like S3 or GCS) to operate, it eliminates the operational overhead and high costs of running complex indexes via Elasticsearch or Cassandra. Tempo integrates deeply with Grafana, Prometheus, and Loki, enabling seamless correlation between logs, metrics, and traces.','Go','Tool','Advanced',0,'online','manual',NULL,NULL,1.78143044021736407e+09,0,'2026-06-14T11:47:20.217364+02:00',NULL,NULL,NULL,'["Observability", "Tracing", "Grafana Tempo"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://grafana.com/blog/a-beginners-guide-to-distributed-tracing-and-how-it-can-increase-an-applications-performance','grafana.com: A beginner''s guide to distributed tracing and how it can increase an application''s performance 🌟','','2021',0,'This introductory guide outlines the foundational mechanics of distributed tracing, exploring how request lifecycles are visualized using traces, spans, and parent-child span relationships. It clarifies how tracing correlates disjointed events across multi-service boundaries, enabling developers to detect latency bottlenecks and optimize microservice architectures.','English','Article','Beginner',1,'online','manual',NULL,NULL,1.78143044029948306e+09,0,'2026-06-14T11:47:20.299483+02:00',NULL,NULL,NULL,'["Observability", "Tracing", "Distributed Tracing"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
@@ -19512,7 +19512,7 @@ INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/channel/red-hat-a
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/automating-red-hat-satellite-with-ansible','ansible.com: Automating Red Hat Satellite with Ansible','- [galaxy.ansible.com: letsencrypt](https://galaxy.ansible.com/t_systems_mms/letsencrypt) This collection contains a role for issuing ssl certificates from Let''s Encrypt via dns or http-challenge','2021',0,'This technical resource details integrating Ansible with Red Hat Satellite to manage enterprise OS life cycles. It explains using Satellite Collections to provision instances, register hosts to subscription channels, and configure patch schedules automatically across large-scale physical and cloud environments.','Python','Article','Intermediate',0,'online','manual',NULL,NULL,1.78143047039794492e+09,0,'2026-06-14T11:47:50.397945+02:00',NULL,NULL,NULL,'["Automation", "Infrastructure Management", "Satellite"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/technologies/management/ansible','ansible.com: Automation services catalog, the newest addition to the Ansible Automation Platform','','2020',0,'This document covers the self-service Automation Services Catalog in Red Hat AAP. It allows business users to request IT resources using automated Ansible plays in a structured governance framework, tracking compliance and multi-level approvals across organization boundaries.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,1.78143047040665102e+09,0,'2026-06-14T11:47:50.406651+02:00',NULL,NULL,NULL,'["Automation", "Platform", "Ansible Catalog"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/technologies/management/ansible/application-delivery','ansible.com: Automating your business application''s REST API with Ansible','','2021',0,'This guide demonstrates orchestrating custom application workflows and RESTful APIs using Ansible''s `uri` module. It details credential authentication, payload handling, and status code verification within a continuous integration or system-provisioning pipeline, eliminating the need for ad-hoc scripting.','English','Article','Intermediate',1,'online','manual',NULL,NULL,1.78143047043063092e+09,0,'2026-06-14T11:47:50.430631+02:00',NULL,NULL,NULL,'["Automation", "API Integration", "Ansible HTTP"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.dynatrace.com/platform/oneagent','dynatrace.com: Achieve faster time to value by deploying thousands of OneAgents at once with Ansible (Preview)','','2022',0,'Details utilizing Ansible automation to rapidly deploy and configure thousands of Dynatrace OneAgent nodes simultaneously. It leverages certified collections to deploy system services across heterogeneous OS landscapes while ensuring uniform host tagging and environment variables.','Python','Article','Intermediate',0,'online','manual',NULL,NULL,1781430470.54936,0,'2026-06-14T11:47:50.549360+02:00',NULL,NULL,NULL,'["Observability", "Automation", "Ansible Integration"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.dynatrace.com/platform/oneagent','dynatrace.com: Achieve faster time to value by deploying thousands of OneAgents at once with Ansible (Preview)','','2022',0,'Details utilizing Ansible automation to rapidly deploy and configure thousands of Dynatrace OneAgent nodes simultaneously. It leverages certified collections to deploy system services across heterogeneous OS landscapes while ensuring uniform host tagging and environment variables.','Python','Article','Intermediate',0,'duplicate','manual',NULL,NULL,1781430470.54936,0,'2026-06-14T11:47:50.549360+02:00',NULL,NULL,NULL,'["Observability", "Automation", "Ansible Integration"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{"duplicate_of": "https://www.dynatrace.com/news/blog/achieve-faster-time-to-value-by-deploying-thousands-of-oneagents-at-once-with-ansible-preview"}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/top-10-ansible-blogs-2022','ansible.com: The Top 10 Ansible Blogs of 2022','','2022',0,'A curated digest of the most impactful Ansible-focused blogs of 2022, highlighting innovations in automation controller integrations, cloud-native operators, and execution environment isolation. This compilation serves as a learning map for engineering teams adapting to enterprise automation patterns and modular collections.','English','Blog','Beginner',0,'online','manual',NULL,NULL,1.78143047076187205e+09,0,'2026-06-14T11:47:50.761872+02:00',NULL,NULL,NULL,'["Automation", "Configuration Management", "Ansible Communities"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/based-validated-network-content','ansible.com: Fundamentals of Network Automation with Ansible Validated Content using the network.base collection','','2023',0,'This resource covers Ansible''s network validated content library, structured to help infrastructure teams quickly adopt reliable network automation capabilities. Focusing on the `network.base` collection, it details architectural standards for managing multi-vendor network fabrics with reusable, pre-validated playbooks and tasks.','Python','Article','Intermediate',0,'online','manual',NULL,NULL,1.78143047078244209e+09,0,'2026-06-14T11:47:50.782442+02:00',NULL,NULL,NULL,'["Automation", "Configuration Management", "Ansible Networking"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/introducing-ansible-automation-platform-2','ansible.com: Introducing Ansible Automation Platform 2','','2021',0,'This article introduces Ansible Automation Platform 2, showcasing its containerized architecture shift. By replacing standard python virtualenvs with execution environments (isolated containers containing all Python/Ansible dependencies), AAP 2 solves scalability limitations and drift issues across enterprise deployment nodes.','Python','Release Notes','Advanced',0,'online','manual',NULL,NULL,1.78143047079660511e+09,0,'2026-06-14T11:47:50.796605+02:00',NULL,NULL,NULL,'["Automation", "Platform", "Ansible AAP"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
@@ -19522,7 +19522,7 @@ INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/now-available-red
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/announcing-the-red-hat-enterprise-linux-certified-ansible-collection','ansible.com: Announcing the Red Hat Enterprise Linux Certified Ansible Collection 🌟','','2020',0,'Announcement of the Red Hat Enterprise Linux (RHEL) System Roles as certified Ansible collections. This allows sysadmins to manage core operating system configuration parameters (network interfaces, SELinux, firewall rules, and storage pools) using vendor-supported, stable, and declarative code modules.','Python','Article','Intermediate',0,'online','manual',NULL,NULL,1.78143047230447292e+09,0,'2026-06-14T11:47:52.304473+02:00',NULL,NULL,NULL,'["Automation", "Infrastructure Management", "Ansible Collections"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/whats-new-in-ansible-automation-platform-2-automation-controller','ansible.com: What''s new in Ansible Automation Platform 2: automation controller','- [ansible.com: What''s new in Ansible Automation Platform 2: automation content navigator](https://www.redhat.com/en/blog/whats-new-in-ansible-automation-platform-2-automation-content-navigator)','2021',0,'Highlights details of the ''automation controller,'' which replaces Ansible Tower in AAP 2. Built to decouple control plane and execution plane functions, it improves job routing, credential management, and multi-tenant scaling through decentralized execution environments.','Python','Article','Advanced',0,'online','manual',NULL,NULL,1.78143047249769401e+09,0,'2026-06-14T11:47:52.497694+02:00',NULL,NULL,NULL,'["Automation", "Platform", "Ansible AAP"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.stackrox.io/blog/kubernetes-networking-demystified','stackrox.com: Kubernetes Networking Demystified: A Brief Guide','','2021',0,'This reference guide deconstructs core Kubernetes networking patterns: container-to-container, pod-to-pod, pod-to-service, and external access mechanisms. It explains the mechanics of CNI plugins, IPAM allocations, iptables/IPVS load balancing, and dynamic ingress mapping.','English','Guide','Intermediate',1,'online','manual',NULL,NULL,1.78143048069003701e+09,0,'2026-06-14T11:48:00.690037+02:00',NULL,NULL,NULL,'["Kubernetes", "Networking", "Architecture"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-networking.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/devops-workflows-json-format-jq-ci-cd-lint','about.gitlab.com: Tips for productive DevOps workflows: JSON formatting with jq and CI/CD linting automation','','2022',0,'Technical walkthrough on improving pipeline developer velocity using GitLab CI/CD, JSON manipulation with `jq`, and linting tooling. It focuses on isolating syntax-checking phases to fail fast, validating config schemas before they are applied to running stages.','Shell','Article','Intermediate',0,'online','manual',NULL,NULL,1.78143048073274493e+09,0,'2026-06-14T11:48:00.732745+02:00',NULL,NULL,NULL,'["DevOps", "CI/CD", "Automation"]','["[COMMUNITY-TOOL]"]','[]','["yaml.md"]','{}','{"is_special": true}');
+INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/devops-workflows-json-format-jq-ci-cd-lint','about.gitlab.com: Tips for productive DevOps workflows: JSON formatting with jq and CI/CD linting automation','','2022',0,'Technical walkthrough on improving pipeline developer velocity using GitLab CI/CD, JSON manipulation with `jq`, and linting tooling. It focuses on isolating syntax-checking phases to fail fast, validating config schemas before they are applied to running stages.','Shell','Article','Intermediate',0,'duplicate','manual',NULL,NULL,1.78143048073274493e+09,0,'2026-06-14T11:48:00.732745+02:00',NULL,NULL,NULL,'["DevOps", "CI/CD", "Automation"]','["[COMMUNITY-TOOL]"]','[]','["yaml.md"]','{}','{"is_special": true, "duplicate_of": "https://about.gitlab.com/blog/2021/04/21/devops-workflows-json-format-jq-ci-cd-lint"}');
 INSERT INTO "resources" VALUES('https://thomasthornton.cloud/analyze-your-kubernetes-yaml-files-and-helm-charts-to-ensure-best-practices-using-kuberlinter-in-azure-devops-pipeline','thomasthornton.cloud: Analyze your Kubernetes YAML files and Helm Charts to ensure best practices using KubeLinter in Azure DevOps Pipeline','','2021',0,'This post walks through embedding KubeLinter in Azure DevOps CI/CD pipelines to audit Kubernetes manifests and Helm charts. It highlights security and performance check validations, such as identifying missing resource limits, root privileges, or improper security contexts before deployment.','YAML','Tutorial','Intermediate',0,'online','manual',NULL,NULL,1.78143048169823408e+09,0,'2026-06-14T11:48:01.698234+02:00',NULL,NULL,NULL,'["Kubernetes", "DevSecOps", "Linting"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["yaml.md"]','{}','{"is_special": true}');
 INSERT INTO "resources" VALUES('https://www.theodo.com/en-fr/blog','Kubernetes productivity tips and tricks 🌟','','2021',0,'A practitioner''s guide to enhancing CLI-based Kubernetes productivity. It explores advanced setups such as custom shell autocompletion, kubectx/kubens utilities, smart aliases, and log-tailing helpers designed to reduce cognitive overhead during real-time incident responses.','English','Article','Intermediate',0,'online','manual',NULL,NULL,1.78143048537858605e+09,0,'2026-06-14T11:48:05.378586+02:00',NULL,NULL,NULL,'["Kubernetes", "Operations", "Productivity"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-on-premise.md", "kubectl-commands.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://nubenetes.com/openshift','Openshift Container Platform','','2026',0,'Red Hat OpenShift is a premier enterprise-grade hybrid cloud Kubernetes application platform. It adds out-of-the-box developer tooling, integrated security standards, cluster virtualization, internal registry configurations, and Operator-based life cycle management directly over raw Kubernetes.','Go','Platform','Advanced',0,'online','manual',NULL,NULL,1.7814304855554161e+09,0,'2026-06-14T11:48:05.555416+02:00',NULL,NULL,NULL,'["Kubernetes Platforms", "Red Hat OpenShift", "Enterprise"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-on-premise.md"]','{}','{}');
@@ -19539,16 +19539,16 @@ INSERT INTO "resources" VALUES('https://thomasthornton.cloud/deploying-to-azure-
 INSERT INTO "resources" VALUES('https://blog.heaphero.io/what-is-gc-log-thread-dump-and-heapdump','blog.heaphero.io: What is GC Log, thread dump and Heapdump? 🌟','','2021',0,'A diagnostic reference explaining the roles of garbage collection (GC) logs, thread dumps, and heap dumps in Java Virtual Machine (JVM) analysis. GC logs map memory reclamation patterns, thread dumps identify concurrency deadlocks, and heap dumps pinpoint memory leaks. This guide bridges the gap between raw JVM telemetry and pragmatic troubleshooting workflows.','Java','Technical Article','Advanced',0,'online','manual',NULL,NULL,1.78143222860318398e+09,0,'2026-06-14T12:17:08.603184+02:00',NULL,NULL,NULL,'["Observability & Troubleshooting", "JVM Performance", "Diagnostics"]','["[COMMUNITY-TOOL]"]','[]','["java-and-java-performance-optimization.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thomasthornton.cloud/a-devops-journey-using-azure-devops','thomasthornton.cloud: A DevOps journey using Azure DevOps','','2021',0,'A comprehensive retrospective detailing the strategic transition and ongoing journey of adopting Azure DevOps for enterprise platform engineering. The guide explores centralizing pipeline definitions, managing environment gates, optimizing agent pools, and leveraging built-in boards and repositories. It highlights pragmatic challenges and structural lessons learned during real-world migrations to cloud-native delivery workflows.','YAML','Case Study','Intermediate',0,'online','manual',NULL,NULL,1.7814322592740519e+09,0,'2026-06-14T12:17:39.274052+02:00',NULL,NULL,NULL,'["Platform Engineering", "CI/CD Platforms", "Azure DevOps"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/federation-v2-is-now-kubefed','Multi-cluster Federation in OpenShift 4 is called **KubeFed**','','2019',2,'Curator Insight introduces the KubeFed system in OpenShift 4. Live Grounding highlights its mechanism for template distribution and configuration sync across multiple clusters. Valuable for understanding historical cross-cluster patterns before modern gateway patterns.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,1.78173611385339903e+09,0,'2026-06-18T00:41:53.853399+02:00',NULL,NULL,NULL,'["Kubernetes Cluster Operations", "Multi-Cluster", "Legacy Federation"]','["[COMMUNITY-TOOL]"]','[]','["ocp3.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://blog.ycrash.io/dmesg-unix-linux-command-beginners-introduction-with-examples','blog.ycrash.io: dmesg – Unix/Linux command, beginners introduction with examples','','2022',0,'A fundamental reference guide to using the `dmesg` utility for examining kernel-level ring buffer logs in Unix and Linux operating systems. The resource highlights critical subcommands for parsing device driver issues, memory allocation failures (including Out-Of-Memory/OOM kills), and hardware initialization errors. It provides essential CLI commands to help system administrators and site reliability engineers troubleshoot core OS issues.','Bash','Technical Article','Beginner',0,'online','manual',NULL,NULL,1781432292.0547,0,'2026-06-14T12:18:12.054700+02:00',NULL,NULL,NULL,'["Observability & Troubleshooting", "Linux Systems", "Kernel Diagnostics"]','["[COMMUNITY-TOOL]"]','[]','["linux.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thomasthornton.cloud/enabling-postgresql-flexible-server-logs-and-configuring-a-retention-period-using-terraform','thomasthornton.cloud: Enabling PostgreSQL flexible server logs and configuring a retention period using Terraform','','2022',0,'Practical implementation guide for leveraging HashiCorp Terraform to configure diagnostic logging and retention policies on Azure Database for PostgreSQL Flexible Server. By defining IaC blocks for diagnostic settings and log forwarding, platform engineers can automate the streaming of engine logs to Azure Monitor, Log Analytics, or Storage Accounts. This configuration ensures compliance with enterprise security audits and automated log archival.','HCL','Technical Article','Intermediate',0,'online','manual',NULL,NULL,1.78143232410063791e+09,0,'2026-06-14T12:18:44.100638+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Database Automation", "Terraform & Azure"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://blog.ycrash.io/dmesg-unix-linux-command-beginners-introduction-with-examples','blog.ycrash.io: dmesg – Unix/Linux command, beginners introduction with examples','','2022',0,'A fundamental reference guide to using the `dmesg` utility for examining kernel-level ring buffer logs in Unix and Linux operating systems. The resource highlights critical subcommands for parsing device driver issues, memory allocation failures (including Out-Of-Memory/OOM kills), and hardware initialization errors. It provides essential CLI commands to help system administrators and site reliability engineers troubleshoot core OS issues.','Bash','Technical Article','Beginner',0,'duplicate','manual',NULL,NULL,1781432292.0547,0,'2026-06-14T12:18:12.054700+02:00',NULL,NULL,NULL,'["Observability & Troubleshooting", "Linux Systems", "Kernel Diagnostics"]','["[COMMUNITY-TOOL]"]','[]','["linux.md"]','{}','{"duplicate_of": "https://blog.ycrash.io/2021/06/28/dmesg-unix-linux-command-beginners-introduction-with-examples"}');
+INSERT INTO "resources" VALUES('https://thomasthornton.cloud/enabling-postgresql-flexible-server-logs-and-configuring-a-retention-period-using-terraform','thomasthornton.cloud: Enabling PostgreSQL flexible server logs and configuring a retention period using Terraform','','2022',0,'Practical implementation guide for leveraging HashiCorp Terraform to configure diagnostic logging and retention policies on Azure Database for PostgreSQL Flexible Server. By defining IaC blocks for diagnostic settings and log forwarding, platform engineers can automate the streaming of engine logs to Azure Monitor, Log Analytics, or Storage Accounts. This configuration ensures compliance with enterprise security audits and automated log archival.','HCL','Technical Article','Intermediate',0,'duplicate','manual',NULL,NULL,1.78143232410063791e+09,0,'2026-06-14T12:18:44.100638+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Database Automation", "Terraform & Azure"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{"duplicate_of": "https://thomasthornton.cloud/2024/03/28/enabling-postgresql-flexible-server-logs-and-configuring-a-retention-period-using-terraform"}');
 INSERT INTO "resources" VALUES('https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4cbdedcc9914?gi=89e3feac8f11',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'online',NULL,NULL,NULL,1.7814324096178019e+09,0,'2026-06-14T12:20:09.617802+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.techerati.com/features-hub/microservices-in-the-cloud-native-era','techerati.com: Microservices in the Cloud-Native Era','','2022',0,'Explores the strategic paradigm shift toward microservices as the de facto structural archetype for scalable cloud platforms. It dissects operational complexities including traffic routing, discovery mechanisms, and failure domain containment through circuit-breakers. A vital read for architects planning monolithic-to-microservices migrations under modern Kubernetes-centric infrastructures.','English','Technical Article','Advanced',1,'online','manual',NULL,NULL,1.78143243180801892e+09,0,'2026-06-14T12:20:31.808019+02:00',NULL,NULL,NULL,'["Architecture Patterns", "Microservices", "Cloud-Native Infrastructure"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thomasthornton.cloud/conditional-variables-in-azure-devops-pipelines','thomasthornton.cloud: Conditional Variables in Azure DevOps Pipelines','','2022',0,'Detailed evaluation of configuring dynamic and conditional variable expressions within Azure DevOps YAML pipelines. By utilizing built-in pipeline expressions, developers can adjust variable values based on source branch, trigger conditions, or build parameters. This capability promotes DRY (Don''t Repeat Yourself) practices and allows high levels of pipeline reuse across different environments.','YAML','Technical Article','Intermediate',0,'online','manual',NULL,NULL,1781432462.54855,0,'2026-06-14T12:21:02.548550+02:00',NULL,NULL,NULL,'["Platform Engineering", "CI/CD Platforms", "Azure DevOps"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thomasthornton.cloud/adding-pull-request-comments-to-azure-devops-repo-from-azure-devops-pipelines','thomasthornton.cloud: Adding pull-request comments to Azure DevOps Repo from Azure DevOps Pipelines','','2022',0,'Step-by-step automation guide showing how to programmatically publish comments back to Azure DevOps pull requests directly from active CI pipelines. Using the Azure DevOps REST API or CLI within pipeline stages, teams can auto-post code quality summaries, terraform plans, or security scanner findings. This approach shortens the feedback loop for developers and streamlines team review processes.','YAML','Technical Article','Intermediate',0,'online','manual',NULL,NULL,1.78143246383758592e+09,0,'2026-06-14T12:21:03.837586+02:00',NULL,NULL,NULL,'["Platform Engineering", "CI/CD Platforms", "Azure DevOps"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://thomasthornton.cloud/conditional-variables-in-azure-devops-pipelines','thomasthornton.cloud: Conditional Variables in Azure DevOps Pipelines','','2022',0,'Detailed evaluation of configuring dynamic and conditional variable expressions within Azure DevOps YAML pipelines. By utilizing built-in pipeline expressions, developers can adjust variable values based on source branch, trigger conditions, or build parameters. This capability promotes DRY (Don''t Repeat Yourself) practices and allows high levels of pipeline reuse across different environments.','YAML','Technical Article','Intermediate',0,'duplicate','manual',NULL,NULL,1781432462.54855,0,'2026-06-14T12:21:02.548550+02:00',NULL,NULL,NULL,'["Platform Engineering", "CI/CD Platforms", "Azure DevOps"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{"duplicate_of": "https://thomasthornton.cloud/2021/08/04/conditional-variables-in-azure-devops-pipelines"}');
+INSERT INTO "resources" VALUES('https://thomasthornton.cloud/adding-pull-request-comments-to-azure-devops-repo-from-azure-devops-pipelines','thomasthornton.cloud: Adding pull-request comments to Azure DevOps Repo from Azure DevOps Pipelines','','2022',0,'Step-by-step automation guide showing how to programmatically publish comments back to Azure DevOps pull requests directly from active CI pipelines. Using the Azure DevOps REST API or CLI within pipeline stages, teams can auto-post code quality summaries, terraform plans, or security scanner findings. This approach shortens the feedback loop for developers and streamlines team review processes.','YAML','Technical Article','Intermediate',0,'duplicate','manual',NULL,NULL,1.78143246383758592e+09,0,'2026-06-14T12:21:03.837586+02:00',NULL,NULL,NULL,'["Platform Engineering", "CI/CD Platforms", "Azure DevOps"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{"duplicate_of": "https://thomasthornton.cloud/2024/01/18/adding-pull-request-comments-to-azure-devops-repo-from-azure-devops-pipelines"}');
 INSERT INTO "resources" VALUES('https://code.tutsplus.com/rest-vs-grpc-battle-of-the-apis--cms-30711t','REST vs. gRPC: Battle of the APIs','','2020',3,'Curator Insight presents this as a direct technical showdown. Live Grounding details the underlying HTTP/2 multiplexing advantage of gRPC versus HTTP/1.1 REST patterns. This guide provides concrete latency, serialization (Protobuf), and performance benchmarks crucial for microservices architects.','English','Article','Intermediate',1,'online','manual',NULL,NULL,1781735866.08307,0,'2026-06-18T00:37:46.083070+02:00',NULL,NULL,NULL,'["Application Architecture", "Inter-Service Communication", "Protocols"]','["[COMMUNITY-TOOL]"]','[]','["api.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://blog.axway.com/learning-center/apis/api-management/what-is-api-management','axway.com: What is API Management?','','2022',1,'Curator Insight focuses on the operational oversight of APIs. Live Grounding confirms the resource details the full lifecycle of API management, including policy enforcement, rate limiting, and analytics. It provides architects with foundational criteria for evaluating enterprise-grade API gateways.','English','Article','Intermediate',0,'online','manual',NULL,NULL,1.78173586714323496e+09,0,'2026-06-18T00:37:47.143235+02:00',NULL,NULL,NULL,'["Application Architecture", "API Management", "Lifecycle"]','["[COMMUNITY-TOOL]"]','[]','["api.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://blog.axway.com/learning-center/apis/basics/different-types-apis','apifriends.com: What are the different types of APIs? 🌟','','2021',2,'Curator Insight identifies this as a categorization guide. Live Grounding reveals a deep breakdown of open, partner, and internal APIs, along with architectural styles like REST, GraphQL, and gRPC. It is a key reference for establishing service-to-service governance rules.','English','Article','Beginner',0,'online','manual',NULL,NULL,1.781735867746809e+09,0,'2026-06-18T00:37:47.746809+02:00',NULL,NULL,NULL,'["Application Architecture", "API Management", "Design Patterns"]','["[COMMUNITY-TOOL]"]','[]','["api.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://blog.axway.com/learning-center/apis/basics/what-is-an-api','apifriends.com: What is an API?','','2021',0,'Curator Insight highlights this resource as an entry point for understanding API fundamentals. Live Grounding verifies it details REST, SOAP, and RPC protocols with clear architectural trade-offs. It serves as an educational starting point for cloud-native developers navigating API design patterns.','English','Article','Beginner',0,'online','manual',NULL,NULL,1.78173586781991505e+09,0,'2026-06-18T00:37:47.819915+02:00',NULL,NULL,NULL,'["Application Architecture", "API Management", "Fundamentals"]','["[COMMUNITY-TOOL]"]','[]','["api.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://blog.axway.com/learning-center/apis/basics/what-is-an-api','apifriends.com: What is an API?','','2021',0,'Curator Insight highlights this resource as an entry point for understanding API fundamentals. Live Grounding verifies it details REST, SOAP, and RPC protocols with clear architectural trade-offs. It serves as an educational starting point for cloud-native developers navigating API design patterns.','English','Article','Beginner',0,'duplicate','manual',NULL,NULL,1.78173586781991505e+09,0,'2026-06-18T00:37:47.819915+02:00',NULL,NULL,NULL,'["Application Architecture", "API Management", "Fundamentals"]','["[COMMUNITY-TOOL]"]','[]','["api.md"]','{}','{"duplicate_of": "https://www.postman.com/what-is-an-api"}');
 INSERT INTO "resources" VALUES('https://www.blazemeter.com/blog/devops-best-practices-testing','blazemeter.com: Three Ways DevOps Benefit from AWS CodePipeline','','2019',1,'Curator Insight emphasizes the DevOps efficiency gains using AWS-native pipelines. Live Grounding demonstrates how the platform automates continuous integration, integrates performance testing tools like BlazeMeter, and reduces manual deployment risk. It serves as a practical blueprint for cloud-native delivery.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,1.78173587589631104e+09,0,'2026-06-18T00:37:55.896311+02:00',NULL,NULL,NULL,'["CI-CD", "Cloud-Native Delivery", "AWS"]','["[COMMUNITY-TOOL]"]','[]','["aws-devops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://stackoverflow.com/questions/52337851/how-to-define-buildconfig-object-with-jenkins-and-openshift','stackoverflow: How to define BuildConfig object with Jenkins and openshift','','2018',1,'Curator Insight addresses automated OpenShift build pipelines. Live Grounding details the precise YAML and Jenkins pipeline syntax needed to safely trigger BuildConfig objects from external CI nodes. It remains highly relevant for legacy Jenkins-to-OpenShift integrations.','English','Q&A','Advanced',0,'online','manual',NULL,NULL,1.78173592060929608e+09,0,'2026-06-18T00:38:40.609296+02:00',NULL,NULL,NULL,'["CI-CD", "Platform-as-a-Service", "OpenShift"]','["[LEGACY]"]','[]','["demos.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://resources.axway.com','axway.com/digitize','','2022',1,'Curator Insight positions this as Axway''s resource repository. Live Grounding shows it serves as an enterprise catalog containing whitepapers, technical case studies, and integration blueprints. It is best utilized for scoping architectural patterns across multi-cloud enterprise setups.','English','Portal','Beginner',0,'online','manual',NULL,NULL,1.7817359221947031e+09,0,'2026-06-18T00:38:42.194703+02:00',NULL,NULL,NULL,'["Application Architecture", "Enterprise Integration", "Resources"]','["[COMMUNITY-TOOL]"]','[]','["developerportals.md"]','{}','{}');
@@ -19599,7 +19599,7 @@ INSERT INTO "resources" VALUES('https://www.apptio.com/topics/kubernetes/node-af
 INSERT INTO "resources" VALUES('https://www.apptio.com/blog-devops/?src=kc-blog','blog.kubecost.com: Kubecost raises $5.5 million to help teams monitor and reduce their Kubernetes spend','','2021',2,'Historic coverage highlighting Kubecost''s strategic venture backing to scale operational efforts and meet the explosive demand for FinOps tooling within Kubernetes networks. Summarizes market drivers leading to cloud-native expense monitoring as a critical corporate focus area.','English','News','Beginner',0,'online','manual',NULL,NULL,1.78173622213132405e+09,0,'2026-06-18T00:43:42.131324+02:00',NULL,NULL,NULL,'["Financial Operations", "Kubernetes FinOps", "Industry News"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://portworx.com/blog/automating-kubernetes-data-management-with-gitops-autopilot','portworx.com: Automating Kubernetes Data Management with GitOps & AutoPilot','','2022',3,'Explores Portworx Autopilot functionality in orchestrating automated volume capacity expansion and lifecycle data management using declarative GitOps models. Details how platform operators can automate storage provisioning dynamically based on real-time traffic demand, avoiding manual resizing overheads.','English','Guide','Advanced',0,'online','manual',NULL,NULL,1.78173623553762698e+09,0,'2026-06-18T00:43:55.537627+02:00',NULL,NULL,NULL,'["Data Management", "Kubernetes Storage", "GitOps Storage"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["gitops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.puppet.com/resources/state-of-devops-report','puppet.com: The 2021 State of DevOps Report is here! 🌟','','2021',4,'Landmark research report outlining DevOps adoption phases, focusing on the critical role of platform engineering and self-service capabilities in accelerating organizational maturity. Delivers quantifiable performance metrics comparing elite, high, and low performing technical teams worldwide. Highly valuable resource for strategic cloud planning.','English','Report','Intermediate',0,'online','manual',NULL,NULL,1781736235.85888,0,'2026-06-18T00:43:55.858880+02:00',NULL,NULL,NULL,'["Management and Strategy", "DevOps Culture", "Industry Reports"]','["[CASE STUDY]", "[ENTERPRISE-STABLE]"]','[]','["devops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://vadimkravcenko.com/shorts/promotion-based-development','Promotion-Based Development: A Fast Track to Mediocrity','','2023',4,'A thought-provoking critique of development environments where promotion tracks heavily incentivize complex over-engineering and short-term visibility tasks rather than long-term architectural stability. Warns against standard architectural anti-patterns created by misaligned individual KPIs. Highly valuable reading for engineering leadership.','English','Article','Beginner',0,'online','manual',NULL,NULL,1.78173624474800395e+09,0,'2026-06-18T00:44:04.748004+02:00',NULL,NULL,NULL,'["Management and Strategy", "Engineering Culture", "Career Development"]','["[ENTERPRISE-STABLE]"]','[]','["project-management-methodology.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://vadimkravcenko.com/shorts/promotion-based-development','Promotion-Based Development: A Fast Track to Mediocrity','','2023',4,'A thought-provoking critique of development environments where promotion tracks heavily incentivize complex over-engineering and short-term visibility tasks rather than long-term architectural stability. Warns against standard architectural anti-patterns created by misaligned individual KPIs. Highly valuable reading for engineering leadership.','English','Article','Beginner',0,'duplicate','manual',NULL,NULL,1.78173624474800395e+09,0,'2026-06-18T00:44:04.748004+02:00',NULL,NULL,NULL,'["Management and Strategy", "Engineering Culture", "Career Development"]','["[ENTERPRISE-STABLE]"]','[]','["project-management-methodology.md"]','{}','{"duplicate_of": "https://vadimkravcenko.com/shorts/promotion-based-development/"}');
 INSERT INTO "resources" VALUES('https://docs.gitlab.com/ee/ci','GitLab CI/CD',NULL,NULL,5,'Built-in continuous integration and delivery engine of GitLab, supporting declarative YAML pipeline specifications.',NULL,NULL,NULL,0,'online',NULL,NULL,NULL,NULL,0,'2024-01-01T00:00:00+02:00',NULL,NULL,NULL,'["Automation & Orchestration", "CI/CD and Pipelines", "GitLab CI"]','["[DE FACTO STANDARD]"]','["docs/about.md"]','["about.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/devops/pipelines','Azure Pipelines',NULL,NULL,4,'Cloud-hosted CI/CD pipeline service by Microsoft, supporting both Windows, Linux, and macOS environments.',NULL,NULL,NULL,0,'online',NULL,NULL,NULL,NULL,0,'2024-01-01T00:00:00+02:00',NULL,NULL,NULL,'["Automation & Orchestration", "CI/CD and Pipelines", "Azure Pipelines"]','["[ENTERPRISE-STABLE]"]','["docs/about.md"]','["about.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://cursor.com','cursor.com: Cursor AI Code Editor','','2025',5,'The premier AI-first code editor, built as a fork of VS Code, offering features like Cursor Tab (smart autocomplete), Cmd+K (inline edits), Composer (multi-file agentic code generation), and deep codebase indexing.','English','Software','Intermediate',0,'online','manual','N/A',100.0,1.78178817102135777e+09,0,'2026-06-18T15:09:31.021358+02:00',NULL,NULL,NULL,'["Developer Productivity", "IDEs", "Cursor"]','["[DE FACTO STANDARD]"]','["docs/ai.md"]','["ai.md"]','{}','{}');
diff --git a/data/inventory.yaml b/data/inventory.yaml
index 13ddec9a..5117168f 100644
--- a/data/inventory.yaml
+++ b/data/inventory.yaml
@@ -17,6 +17,7 @@ https://100daysofkubernetes.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -48,6 +49,7 @@ https://12factor.net:
   last_checked: 1779030927.998696
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:15:27.998696+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -73,6 +75,7 @@ https://1829034.medium.com/getting-started-with-chaos-engineering-13e85a438d37:
   last_checked: 1779032380.377799
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:40.377799+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -105,6 +108,7 @@ https://3t.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -134,6 +138,7 @@ https://3t.io/blog/how-to-connect-to-mongolab:
   last_checked: 1779033757.936089
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:02:37.936089+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -162,6 +167,7 @@ https://4dayweek.medium.com/what-does-the-work-life-balance-of-a-software-engine
   last_checked: 1779033750.7022
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:30.702200+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -193,6 +199,7 @@ https://4sysops.com/archives/kubernetes-guide-node-selector-and-node-affinity-in
   last_checked: 1779034486.878945
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:46.878945+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -224,6 +231,7 @@ https://4sysops.com/archives/use-psexec-and-powershell-together:
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   youtube_mosaic: {}
+  duplicate_of: https://9elements.com/blog/developing-on-windows-with-wsl2
 https://9elements.com/blog/developing-on-windows-with-wsl2:
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   youtube_mosaic: {}
+  duplicate_of: https://about.gitlab.com/blog/get-started-with-openshift-origin-3-and-gitlab
 https://about.gitlab.com/blog/2016/06/28/get-started-with-openshift-origin-3-and-gitlab:
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+  duplicate_of: https://about.gitlab.com/blog/beginner-guide-ci-cd
 https://about.gitlab.com/blog/2020/07/29/effective-ci-cd-pipelines:
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     reason: 'High-Value Protection: generic_redirect_loss'
     timestamp: '2026-05-18T18:54:54.941597'
+  duplicate_of: https://about.gitlab.com/blog/effective-ci-cd-pipelines
 https://about.gitlab.com/blog/2020/11/23/keep-git-history-clean-with-interactive-rebase:
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     reason: 'High-Value Protection: generic_redirect_loss'
     timestamp: '2026-05-18T18:54:54.957396'
+  duplicate_of: https://about.gitlab.com/blog/keep-git-history-clean-with-interactive-rebase
 https://about.gitlab.com/blog/2020/11/30/vscode-extension-development-with-gitlab:
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     proposed_url: NONE
     reason: 'High-Value Protection: generic_redirect_loss'
     timestamp: '2026-05-18T18:54:54.959459'
+  duplicate_of: https://about.gitlab.com/blog/vscode-extension-development-with-gitlab
 https://about.gitlab.com/blog/2020/12/10/basics-of-gitlab-ci-updated:
   title: 'about.gitlab.com: The basics of CI: How to run jobs sequentially, in parallel,''
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   youtube_mosaic: {}
+  duplicate_of: https://about.gitlab.com/blog/basics-of-gitlab-ci-updated
 https://about.gitlab.com/blog/2021/01/20/using-run-parallel-jobs:
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     reason: 'High-Value Protection: generic_redirect_loss'
     timestamp: '2026-05-18T18:54:54.962417'
+  duplicate_of: https://about.gitlab.com/blog/gitlab-kubernetes-agent-on-gitlab-com
 https://about.gitlab.com/blog/2021/02/22/pipeline-editor-overview:
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     reason: 'High-Value Protection: generic_redirect_loss'
     timestamp: '2026-05-18T18:54:54.998799'
+  duplicate_of: https://about.gitlab.com/blog/iteration-and-code-review
 https://about.gitlab.com/blog/2021/04/21/devops-workflows-json-format-jq-ci-cd-lint:
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     with jq and CI/CD linting automation'
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     proposed_url: NONE
     reason: 'High-Value Protection: generic_redirect_loss'
     timestamp: '2026-05-18T18:54:55.017492'
+  duplicate_of: https://about.gitlab.com/blog/gitops-done-3-ways
 https://about.gitlab.com/blog/2021/07/28/secure-container-images-with-gitlab-and-grype:
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     proposed_url: NONE
     reason: 'High-Value Protection: generic_redirect_loss'
     timestamp: '2026-05-18T18:54:54.943597'
+  duplicate_of: https://about.gitlab.com/blog/secure-container-images-with-gitlab-and-grype
 https://about.gitlab.com/blog/2021/08/10/how-to-agentless-gitops-aws:
   title: 'about.gitlab.com: How to use a push-based approach for GitOps with Terraform''
     and AWS ECS and EC2'
@@ -1407,13 +1463,14 @@ https://about.gitlab.com/blog/2021/08/10/how-to-agentless-gitops-aws:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: online
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   v2_locations:
   - terraform.md
   youtube_mosaic: {}
+  duplicate_of: https://about.gitlab.com/blog/how-to-agentless-gitops-aws
 https://about.gitlab.com/blog/2021/09/09/5-code-review-features:
   title: 'about.gitlab.com: How GitLab''s 5 new code review features will make life''
     easier'
@@ -1447,6 +1505,7 @@ https://about.gitlab.com/blog/2021/09/09/5-code-review-features:
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   discovered_at: '2026-05-17T18:16:04.309403+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -1482,6 +1541,7 @@ https://about.gitlab.com/blog/2021/10/05/gitpod-desktop-app-personal-activities:
   last_checked: 1779033765.08129
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:45.081290+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -1519,6 +1579,7 @@ https://about.gitlab.com/blog/2021/10/12/open-shift-ga:
   last_checked: 1779030326.80445
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:26.804450+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -1553,6 +1614,7 @@ https://about.gitlab.com/blog/2021/11/16/gko-on-ocp:
   last_checked: 1779034211.520865
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:11.520865+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -1586,6 +1648,7 @@ https://about.gitlab.com/blog/2021/11/18/gitops-with-gitlab-connecting-the-clust
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:56.901329+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -1611,13 +1674,14 @@ https://about.gitlab.com/blog/2021/11/30/soft-skills-are-the-key-to-your-devops-
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
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   discovered_at: '2026-05-17T16:49:34.417876+02:00'
+  last_ai_eval: null
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@@ -1631,6 +1695,7 @@ https://about.gitlab.com/blog/2021/11/30/soft-skills-are-the-key-to-your-devops-
   v2_locations:
   - devops.md
   youtube_mosaic: {}
+  duplicate_of: https://about.gitlab.com/blog/soft-skills-are-the-key-to-your-devops-career-advancement
 https://about.gitlab.com/blog/2021/12/16/how-to-navigate-the-great-resignation:
   title: 'about.gitlab.com: How to navigate The Great Resignation'
   description: ''
@@ -1644,13 +1709,14 @@ https://about.gitlab.com/blog/2021/12/16/how-to-navigate-the-great-resignation:
   resource_type: Blog
   complexity: Advanced
   is_microservice: false
-  status: online
+  status: duplicate
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   content_hash: abb2ab9d700c63e4639824e948ce484115982f37ef1f667577d4aa12492ddad0
   health_score: 100.0
   last_checked: 1779031061.281586
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   discovered_at: '2026-05-17T17:17:41.281586+02:00'
+  last_ai_eval: null
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@@ -1664,6 +1730,7 @@ https://about.gitlab.com/blog/2021/12/16/how-to-navigate-the-great-resignation:
   v2_locations:
   - recruitment.md
   youtube_mosaic: {}
+  duplicate_of: https://about.gitlab.com/blog/how-to-navigate-the-great-resignation
 https://about.gitlab.com/blog/2021/12/17/gitlab-chart-works-towards-kubernetes-1-22:
   title: 'about.gitlab.com: GitLab Chart works towards Kubernetes 1.22'
   description: ''
@@ -1687,6 +1754,7 @@ https://about.gitlab.com/blog/2021/12/17/gitlab-chart-works-towards-kubernetes-1
   last_checked: 1779029801.729538
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:56:41.729538+02:00'
+  last_ai_eval: null
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@@ -1714,13 +1782,14 @@ https://about.gitlab.com/blog/2022/02/03/how-to-keep-up-with-ci-cd-best-practice
   resource_type: Article
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 47f60bd1cf0c6c3a7564a9dbbe681d61ef4b0a856ccfd3ede24bf02b54bea636
   health_score: 100.0
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   discovered_at: '2026-05-17T17:10:53.098463+02:00'
+  last_ai_eval: null
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@@ -1734,6 +1803,7 @@ https://about.gitlab.com/blog/2022/02/03/how-to-keep-up-with-ci-cd-best-practice
   v2_locations:
   - cicd.md
   youtube_mosaic: {}
+  duplicate_of: https://about.gitlab.com/blog/how-to-keep-up-with-ci-cd-best-practices
 https://about.gitlab.com/blog/2022/02/17/fantastic-infrastructure-as-code-security-attacks-and-how-to-find-them:
   title: '==about.gitlab.com: Fantastic Infrastructure as Code security attacks and''
     how to find them=='
@@ -1752,6 +1822,7 @@ https://about.gitlab.com/blog/2022/02/17/fantastic-infrastructure-as-code-securi
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:37.928684+02:00'
+  last_ai_eval: null
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@@ -1778,13 +1849,14 @@ https://about.gitlab.com/blog/2022/04/13/how-to-learn-ci-cd-fast:
   resource_type: Guide
   complexity: Beginner
   is_microservice: false
-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T18:16:21.891297+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -1799,6 +1871,7 @@ https://about.gitlab.com/blog/2022/04/13/how-to-learn-ci-cd-fast:
   v2_locations:
   - cicd.md
   youtube_mosaic: {}
+  duplicate_of: https://about.gitlab.com/blog/how-to-learn-ci-cd-fast
 https://about.gitlab.com/blog/2022/11/15/simple-kubernetes-management-with-gitlab:
   title: 'about.gitlab.com: Simple Kubernetes management with GitLab'
   description: ''
@@ -1821,6 +1894,7 @@ https://about.gitlab.com/blog/2022/11/15/simple-kubernetes-management-with-gitla
   last_checked: 1779030196.421823
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:16.421823+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -1853,6 +1927,7 @@ https://about.gitlab.com/blog/2022/11/16/how-is-ai-ml-changing-devops:
   last_checked: 1779029309.760493
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:29.760493+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -1885,6 +1960,7 @@ https://about.gitlab.com/blog/get-started-with-openshift-origin-3-and-gitlab:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2017-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -1915,6 +1991,7 @@ https://about.gitlab.com/gitlab-org/gitlab/-/issues/14595:
   last_checked: 1779130494.960769
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.960769+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -1946,6 +2023,7 @@ https://about.gitlab.com/gitlab-org/gitlab/-/issues/2785:
   last_checked: 1779130494.935608
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.935608+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -1969,13 +2047,14 @@ https://about.gitlab.com/handbook:
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   is_microservice: false
-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T16:46:30.229447+02:00'
+  last_ai_eval: null
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@@ -1984,6 +2063,7 @@ https://about.gitlab.com/handbook:
   - docs/hr.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://handbook.gitlab.com/handbook
 https://about.gitlab.com/releases/2021/04/22/gitlab-13-11:
   title: null
   description: null
@@ -2001,6 +2081,7 @@ https://about.gitlab.com/releases/2021/04/22/gitlab-13-11:
   last_checked: 1779130495.000742
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.000742+02:00'
+  last_ai_eval: null
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@@ -2020,13 +2101,14 @@ https://about.gitlab.com/releases/2021/04/22/gitlab-13-11-released:
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   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   discovered_at: '2026-05-17T17:46:29.852639+02:00'
+  last_ai_eval: null
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@@ -2036,6 +2118,7 @@ https://about.gitlab.com/releases/2021/04/22/gitlab-13-11-released:
   - docs/git.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://about.gitlab.com/releases/2021/07/22/gitlab-14-1-released
 https://about.gitlab.com/releases/2021/07/22/gitlab-14-1-released:
   title: 'about.gitlab.com: GitLab 14.1 released with Helm Chart Registry and Escalation''
     Policies'
@@ -2049,13 +2132,14 @@ https://about.gitlab.com/releases/2021/07/22/gitlab-14-1-released:
   resource_type: Reference Documentation
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
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   last_checked: 1779029735.243493
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   discovered_at: '2026-05-17T16:55:35.243493+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -2069,6 +2153,7 @@ https://about.gitlab.com/releases/2021/07/22/gitlab-14-1-released:
   v2_locations:
   - git.md
   youtube_mosaic: {}
+  duplicate_of: https://docs.gitlab.com/releases
 https://about.gitlab.com/remote-work-report:
   title: 'about.gitlab.com: The Remote Work Report 2021'
   description: ''
@@ -2079,13 +2164,14 @@ https://about.gitlab.com/remote-work-report:
   resource_type: null
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   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
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   discovered_at: '2026-05-17T18:15:29.020796+02:00'
+  last_ai_eval: null
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@@ -2094,6 +2180,7 @@ https://about.gitlab.com/remote-work-report:
   - docs/recruitment.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://handbook.gitlab.com/handbook/company/culture/all-remote/remote-work-report
 https://academy.fpblock.com/blog/announcing-amber-ci-secret-tool:
   title: 'fpcomplete.com: Announcing Amber, encrypted secrets management'
   description: ''
@@ -2114,6 +2201,7 @@ https://academy.fpblock.com/blog/announcing-amber-ci-secret-tool:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -2137,13 +2225,14 @@ https://academy.rancher.com:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779030088.191807
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:28.191807+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -2157,6 +2246,7 @@ https://academy.rancher.com:
   v2_locations:
   - rancher.md
   youtube_mosaic: {}
+  duplicate_of: https://www.rancher.academy
 https://accenture.github.io/adop-cartridges-cookbook/docs/recipes/archiving-artefact-to-nexus:
   title: Jenkins DSL for **Nexus**
   description: ''
@@ -2177,6 +2267,7 @@ https://accenture.github.io/adop-cartridges-cookbook/docs/recipes/archiving-arte
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -2210,6 +2301,7 @@ https://access.crunchydata.com/documentation/crunchy-postgres-containers/4.3.0/c
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -2244,6 +2336,7 @@ https://access.crunchydata.com/documentation/crunchy-postgres-containers/4.3.0/e
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -2276,6 +2369,7 @@ https://access.crunchydata.com/documentation/crunchy-postgres-containers/latest:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -2305,6 +2399,7 @@ https://access.crunchydata.com/documentation/crunchy-postgres-containers/latest/
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:33.770307+02:00'
+  last_ai_eval: null
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@@ -2330,6 +2425,7 @@ https://access.crunchydata.com/documentation/crunchy-postgres-containers/latest/
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:17.522186+02:00'
+  last_ai_eval: null
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@@ -2355,6 +2451,7 @@ https://access.crunchydata.com/documentation/postgres-operator/4.3.0/installatio
   last_checked: 1779030367.293777
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:06:07.293777+02:00'
+  last_ai_eval: null
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@@ -2380,6 +2477,7 @@ https://access.crunchydata.com/documentation/postgres-operator/4.3.0/installatio
   last_checked: 1779030348.234175
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:05:48.234175+02:00'
+  last_ai_eval: null
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@@ -2420,6 +2518,7 @@ https://access.crunchydata.com/documentation/postgres-operator/4.3.0/installatio
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -2451,6 +2550,7 @@ https://access.crunchydata.com/documentation/postgres-operator/latest/operatorcl
   last_checked: 1779029110.544947
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:10.544947+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -2484,6 +2584,7 @@ https://access.redhat.com/articles/4993781:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -2515,6 +2616,7 @@ https://access.redhat.com/community/learn:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -2538,13 +2640,14 @@ https://access.redhat.com/containers:
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   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T17:43:42.991654+02:00'
+  last_ai_eval: null
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@@ -2553,6 +2656,7 @@ https://access.redhat.com/containers:
   - docs/openshift.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://catalog.redhat.com/en
 https://access.redhat.com/documentation/en-us/openshift_container_platform:
   title: "OpenShift 4 documentation \U0001F31F"
   description: ''
@@ -2564,13 +2668,14 @@ https://access.redhat.com/documentation/en-us/openshift_container_platform:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779032361.057519
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:21.057519+02:00'
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@@ -2584,6 +2689,7 @@ https://access.redhat.com/documentation/en-us/openshift_container_platform:
   v2_locations:
   - ocp4.md
   youtube_mosaic: {}
+  duplicate_of: https://docs.redhat.com/en/documentation/openshift_container_platform/4.22
 ? https://access.redhat.com/documentation/en-us/openshift_container_platform/4.1/pdf/updating_clusters/OpenShift_Container_Platform-4.1-Updating_clusters-en-US.pdf
 : title: null
   description: null
@@ -2601,6 +2707,7 @@ https://access.redhat.com/documentation/en-us/openshift_container_platform:
   last_checked: 1779032466.983718
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:41:06.983718+02:00'
+  last_ai_eval: null
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@@ -2629,6 +2736,7 @@ https://access.redhat.com/documentation/en-us/openshift_container_platform:
   last_checked: 1779031719.99563
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:39.995630+02:00'
+  last_ai_eval: null
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@@ -2660,6 +2768,7 @@ https://access.redhat.com/documentation/en-us/openshift_container_platform/4.2/h
   last_checked: 1779033398.083651
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:38.083651+02:00'
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@@ -2684,13 +2793,14 @@ https://access.redhat.com/documentation/en-us/openshift_container_platform/4.2/p
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779033092.38981
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:32.389810+02:00'
+  last_ai_eval: null
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@@ -2704,6 +2814,7 @@ https://access.redhat.com/documentation/en-us/openshift_container_platform/4.2/p
   v2_locations:
   - ibm_cloud.md
   youtube_mosaic: {}
+  duplicate_of: https://access.redhat.com/documentation/en-us/openshift_container_platform/4.2/html/installing_on_ibm_z
 https://access.redhat.com/documentation/en-us/openshift_container_platform/4.4/html-single/service_mesh/index:
   title: ServiceMesh
   description: ''
@@ -2722,6 +2833,7 @@ https://access.redhat.com/documentation/en-us/openshift_container_platform/4.4/h
   last_checked: 1779033617.320143
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:17.320143+02:00'
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   hierarchy:
@@ -2752,6 +2864,7 @@ https://access.redhat.com/documentation/en-us/red_hat_amq/6.3:
   last_checked: 1779029932.003357
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:52.003357+02:00'
+  last_ai_eval: null
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@@ -2777,6 +2890,7 @@ https://access.redhat.com/documentation/en-us/red_hat_amq/6.3:
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   discovered_at: '2026-05-17T17:44:41.768032+02:00'
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@@ -2802,6 +2916,7 @@ https://access.redhat.com/documentation/en-us/red_hat_amq/6.3:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:27.337143+02:00'
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@@ -2827,6 +2942,7 @@ https://access.redhat.com/documentation/en-us/red_hat_amq/7.6/html/managing_amq_
   last_checked: 1779031349.47603
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   discovered_at: '2026-05-17T17:22:29.476030+02:00'
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@@ -2852,6 +2968,7 @@ https://access.redhat.com/documentation/en-us/red_hat_amq/7.6/html/managing_amq_
   last_checked: 1779034499.551549
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   discovered_at: '2026-05-17T18:14:59.551549+02:00'
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@@ -2877,6 +2994,7 @@ https://access.redhat.com/documentation/en-us/red_hat_amq/7.6/html/using_amq_str
   last_checked: 1779033665.687968
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   discovered_at: '2026-05-17T18:01:05.687968+02:00'
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@@ -2902,6 +3020,7 @@ https://access.redhat.com/documentation/en-us/red_hat_amq/7.6/html/using_amq_str
   last_checked: 1779034558.070419
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:58.070419+02:00'
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@@ -2927,6 +3046,7 @@ https://access.redhat.com/documentation/en-us/red_hat_amq/7.6/html/using_amq_str
   last_checked: 1779031215.755812
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:15.755812+02:00'
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@@ -2953,6 +3073,7 @@ https://access.redhat.com/documentation/en-us/red_hat_amq/7.6/html/using_amq_str
   last_checked: 1779031541.432843
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:41.432843+02:00'
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@@ -2986,6 +3107,7 @@ https://access.redhat.com/documentation/en-us/red_hat_amq/7.6/html/using_amq_str
   last_checked: 1779030779.152243
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:59.152243+02:00'
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@@ -3018,6 +3140,7 @@ https://access.redhat.com/solutions/18301:
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   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -3048,6 +3171,7 @@ https://access.redhat.com/solutions/4363731:
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   discovered_at: '2026-05-17T17:39:36.794206+02:00'
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@@ -3079,6 +3203,7 @@ https://access.redhat.com/solutions/4363731:
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   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.985648+02:00'
+  last_ai_eval: null
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@@ -3110,6 +3235,7 @@ https://access.redhat.com/solutions/4363731:
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   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.951467+02:00'
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@@ -3141,6 +3267,7 @@ https://access.redhat.com/solutions/4363731:
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   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.021102+02:00'
+  last_ai_eval: null
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@@ -3172,6 +3299,7 @@ https://access.redhat.com/solutions/4363731:
   last_checked: 1779130494.950167
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.950167+02:00'
+  last_ai_eval: null
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@@ -3213,6 +3341,7 @@ https://access.redhat.com/solutions/4363731:
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   needs_ai_refresh: false
   discovered_at: '2026-06-02T13:52:32.315692+02:00'
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@@ -3259,6 +3388,7 @@ https://access.redhat.com/solutions/4363731:
   last_checked: 1780352730.207551
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:25:30.207551+02:00'
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@@ -3299,6 +3429,7 @@ https://access.redhat.com/solutions/4363731:
   last_checked: 1779130494.990676
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.990676+02:00'
+  last_ai_eval: null
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@@ -3332,6 +3463,7 @@ https://acentocoop.es:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -3366,6 +3498,7 @@ https://acethecloud.com/blog/azure-application-gateway-and-nginx-on-vm:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -3397,6 +3530,7 @@ https://acg-notice.pluralsight.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -3420,13 +3554,14 @@ https://acg-notice.pluralsight.com:
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-  status: null
+  status: duplicate
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   health_score: 100.0
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   discovered_at: '2026-05-17T18:15:05.348568+02:00'
+  last_ai_eval: null
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@@ -3435,6 +3570,7 @@ https://acg-notice.pluralsight.com:
   - docs/cloud-arch-diagrams.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.pluralsight.com
 https://acloudguru.com:
   title: acloudguru.com
   description: ''
@@ -3445,13 +3581,14 @@ https://acloudguru.com:
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-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T16:59:45.623898+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -3460,6 +3597,7 @@ https://acloudguru.com:
   - docs/aws-training.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://acloudguru.com/blog/engineering/10-docker-security-best-practices-to-cut-container-chaos
 https://acloudguru.com/blog/business/public-cloud-vs-private-cloud-whats-the-difference:
   title: "acloudguru.com: Public cloud vs private cloud: What’s the difference? \U0001F31F"
   description: ''
@@ -3470,13 +3608,14 @@ https://acloudguru.com/blog/business/public-cloud-vs-private-cloud-whats-the-dif
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:33.113915+02:00'
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@@ -3485,6 +3624,7 @@ https://acloudguru.com/blog/business/public-cloud-vs-private-cloud-whats-the-dif
   - docs/introduction.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.pluralsight.com/resources/blog/business-and-leadership/public-cloud-vs-private-cloud-whats-the-difference
 https://acloudguru.com/blog/business/sharing-data-in-the-cloud-four-patterns-everyone-should-know:
   title: 'acloudguru.com: Sharing data in the cloud: 4 patterns you should know'
   description: ''
@@ -3495,13 +3635,14 @@ https://acloudguru.com/blog/business/sharing-data-in-the-cloud-four-patterns-eve
   resource_type: null
   complexity: null
   is_microservice: false
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+  status: duplicate
   addition_method: manual
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:25.381991+02:00'
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@@ -3510,6 +3651,7 @@ https://acloudguru.com/blog/business/sharing-data-in-the-cloud-four-patterns-eve
   - docs/introduction.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.pluralsight.com/resources/blog/business-and-leadership/sharing-data-in-the-cloud-four-patterns-everyone-should-know
 https://acloudguru.com/blog/business/what-is-lift-and-shift-cloud-migration:
   title: 'acloudguru.com: What is lift and shift cloud migration?'
   description: ''
@@ -3520,13 +3662,14 @@ https://acloudguru.com/blog/business/what-is-lift-and-shift-cloud-migration:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:34:51.878255+02:00'
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   company: null
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@@ -3535,6 +3678,7 @@ https://acloudguru.com/blog/business/what-is-lift-and-shift-cloud-migration:
   - docs/faq.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.pluralsight.com/resources/blog/business-and-leadership/what-is-lift-and-shift-cloud-migration
 https://acloudguru.com/blog/engineering/10-docker-security-best-practices-to-cut-container-chaos:
   title: 'acloudguru.com: 10 Docker Security Best Practices to Cut Container Chaos'
   description: ''
@@ -3554,6 +3698,7 @@ https://acloudguru.com/blog/engineering/10-docker-security-best-practices-to-cut
   last_checked: 1779031329.427842
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:09.427842+02:00'
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@@ -3577,13 +3722,14 @@ https://acloudguru.com/blog/engineering/10-fun-hands-on-projects-to-learn-aws:
   resource_type: null
   complexity: null
   is_microservice: false
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+  status: duplicate
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   last_checked: 1779034450.939962
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   discovered_at: '2026-05-17T18:14:10.939962+02:00'
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@@ -3592,6 +3738,7 @@ https://acloudguru.com/blog/engineering/10-fun-hands-on-projects-to-learn-aws:
   - docs/aws-training.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.pluralsight.com/resources/blog/cloud/10-fun-hands-on-projects-to-learn-aws
 https://acloudguru.com/blog/engineering/12-aws-config-rules-that-every-account-should-have:
   title: 'acloudguru.com: 12 AWS Config rules that every account should have'
   description: ''
@@ -3602,13 +3749,14 @@ https://acloudguru.com/blog/engineering/12-aws-config-rules-that-every-account-s
   resource_type: null
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   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
   last_checked: 1779029365.268351
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:25.268351+02:00'
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   company: null
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   hierarchy: []
@@ -3617,6 +3765,7 @@ https://acloudguru.com/blog/engineering/12-aws-config-rules-that-every-account-s
   - docs/aws.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.pluralsight.com/resources/blog/cloud/12-aws-config-rules-that-every-account-should-have
 https://acloudguru.com/blog/engineering/3-ways-to-practice-migrating-workloads-to-the-cloud:
   title: '==acloudguru.com: 3 ways to practice migrating workloads to the cloud=='
   description: ''
@@ -3634,6 +3783,7 @@ https://acloudguru.com/blog/engineering/3-ways-to-practice-migrating-workloads-t
   last_checked: 1779031327.973881
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:07.973881+02:00'
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@@ -3652,13 +3802,14 @@ https://acloudguru.com/blog/engineering/5-reasons-to-not-move-to-devops:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779029805.574979
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:56:45.574979+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -3667,6 +3818,7 @@ https://acloudguru.com/blog/engineering/5-reasons-to-not-move-to-devops:
   - docs/devops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.pluralsight.com/resources/blog/cloud/5-reasons-to-not-move-to-devops
 https://acloudguru.com/blog/engineering/5-things-we-love-about-terraform:
   title: 'acloudguru.com: 5 things we love about Terraform'
   description: ''
@@ -3677,13 +3829,14 @@ https://acloudguru.com/blog/engineering/5-things-we-love-about-terraform:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: a79aac882671275813c4f9c0feb576e8ed006b41191e760674017712a1269b6e
   health_score: 100.0
   last_checked: 1779032220.258024
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:00.258024+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -3692,6 +3845,7 @@ https://acloudguru.com/blog/engineering/5-things-we-love-about-terraform:
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.pluralsight.com/resources/blog/cloud/5-things-we-love-about-terraform
 https://acloudguru.com/blog/engineering/adopting-gitops-for-kubernetes-on-aws:
   title: null
   description: null
@@ -3709,6 +3863,7 @@ https://acloudguru.com/blog/engineering/adopting-gitops-for-kubernetes-on-aws:
   last_checked: 1779030727.526301
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:07.526301+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -3727,13 +3882,14 @@ https://acloudguru.com/blog/engineering/aks-vs-eks-vs-gke-managed-kubernetes-ser
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: e2209ec320eb05805f159821819ade1d204c73d1c65a8559891515448d43222f
   health_score: 100.0
   last_checked: 1779033504.118778
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:24.118778+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -3742,6 +3898,7 @@ https://acloudguru.com/blog/engineering/aks-vs-eks-vs-gke-managed-kubernetes-ser
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.pluralsight.com/resources/blog/cloud/aks-vs-eks-vs-gke-managed-kubernetes-services-compared
 https://acloudguru.com/blog/engineering/ansible-vs-puppet-which-is-right-for-you:
   title: 'acloudguru.com: Ansible vs Puppet: Which is right for you?'
   description: ''
@@ -3752,13 +3909,14 @@ https://acloudguru.com/blog/engineering/ansible-vs-puppet-which-is-right-for-you
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: a15f14232a7ede96f843ed41e98ab6fe6984c28c1143e8c61f32d9baccbb1cdf
   health_score: 100.0
   last_checked: 1779032104.234957
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:04.234957+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -3767,6 +3925,7 @@ https://acloudguru.com/blog/engineering/ansible-vs-puppet-which-is-right-for-you
   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.pluralsight.com/resources/blog/cloud/ansible-vs-puppet-which-is-right-for-you
 https://acloudguru.com/blog/engineering/aws-adds-to-the-no-code-pile-is-it-the-end-of-the-engineer:
   title: 'acloudguru.com: AWS adds to the no-code pile: Is it the end of the engineer?'
   description: ''
@@ -3777,13 +3936,14 @@ https://acloudguru.com/blog/engineering/aws-adds-to-the-no-code-pile-is-it-the-e
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 87665ff2a5db835a4fd479921993a6ee2f0c32350c9e74a42271fc1a604145f2
   health_score: 100.0
   last_checked: 1779032463.007008
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:41:03.007008+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -3792,6 +3952,7 @@ https://acloudguru.com/blog/engineering/aws-adds-to-the-no-code-pile-is-it-the-e
   - docs/lowcode-nocode.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.pluralsight.com/resources/blog/cloud/aws-adds-to-the-no-code-pile-is-it-the-end-of-the-engineer
 https://acloudguru.com/blog/engineering/azure-devops-vs-github-comparing-microsofts-devops-twins:
   title: "==acloudguru.com: Azure DevOps vs GitHub: Comparing Microsoft’s DevOps Tools=='
     \U0001F31F"
@@ -3810,6 +3971,7 @@ https://acloudguru.com/blog/engineering/azure-devops-vs-github-comparing-microso
   last_checked: 1779030742.567161
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:22.567161+02:00'
+  last_ai_eval: null
   company: null
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@@ -3829,13 +3991,14 @@ https://acloudguru.com/blog/engineering/blockchain-cloud-comparison-what-is-bloc
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 96c88eb3bdb51f9e19047e2d4344d92f9d37db408bb2295618b3216af4905f32
   health_score: 100.0
   last_checked: 1779033862.690005
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:04:22.690005+02:00'
+  last_ai_eval: null
   company: null
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+  duplicate_of: https://www.pluralsight.com/resources/blog/cloud/blockchain-cloud-comparison-what-is-blockchain-as-a-service-baas
 https://acloudguru.com/blog/engineering/cloud-apps-secure-by-design:
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+  duplicate_of: https://www.pluralsight.com/resources/blog/cloud/cloud-apps-secure-by-design
 https://acloudguru.com/blog/engineering/cloud-developer-tooling-compared-aws-vs-azure-vs-gcp:
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+  duplicate_of: https://www.pluralsight.com/resources/blog/cloud/cloud-developer-tooling-compared-aws-vs-azure-vs-gcp
 https://acloudguru.com/blog/engineering/cloud-security-comparison-aws-vs-azure-vs-gcp:
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 https://acloudguru.com/blog/engineering/docker-copy-vs-add-whats-the-difference:
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   youtube_mosaic: {}
+  duplicate_of: https://www.pluralsight.com/resources/blog/cloud/docker-copy-vs-add-whats-the-difference
 https://acloudguru.com/blog/engineering/getting-started-with-the-elastic-stack:
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+  duplicate_of: https://www.pluralsight.com/resources/blog/cloud/getting-started-with-the-elastic-stack
 https://acloudguru.com/blog/engineering/gke-ludicrous-speed-gke-image-streaming-speeds-up-container-starts:
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+  duplicate_of: https://www.pluralsight.com/resources/blog/cloud/gke-ludicrous-speed-gke-image-streaming-speeds-up-container-starts
 https://acloudguru.com/blog/engineering/how-to-audit-and-secure-an-aws-account:
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   youtube_mosaic: {}
+  duplicate_of: https://www.pluralsight.com/resources/blog/cloud/how-to-audit-and-secure-an-aws-account
 https://acloudguru.com/blog/engineering/how-to-troubleshoot-5-common-terraform-errors:
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   youtube_mosaic: {}
+  duplicate_of: https://www.pluralsight.com/resources/blog/cloud/how-to-use-terraform-inputs-and-outputs
 https://acloudguru.com/blog/engineering/one-shell-to-rule-them-all-5-reasons-to-use-powershell-for-cloud-management:
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   youtube_mosaic: {}
+  duplicate_of: https://www.pluralsight.com/resources/blog/cloud/securing-your-multi-cloud-terraform-pipelines-with-policy-as-code
 https://acloudguru.com/blog/engineering/storage-showdown-aws-vs-azure-vs-gcp-cloud-comparison:
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.pluralsight.com/resources/blog/cloud/storage-showdown-aws-vs-azure-vs-gcp-cloud-comparison
 https://acloudguru.com/blog/engineering/the-cloud-dictionary-of-pain-five-of-awss-toughest-cloud-topics:
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   youtube_mosaic: {}
+  duplicate_of: https://www.pluralsight.com/resources/blog/cloud/the-cloud-dictionary-of-pain-five-of-awss-toughest-cloud-topics
 https://acloudguru.com/blog/engineering/the-top-cloud-diagramming-tools-ranked:
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   youtube_mosaic: {}
+  duplicate_of: https://www.pluralsight.com/resources/blog/cloud/the-top-cloud-diagramming-tools-ranked
 https://acloudguru.com/blog/engineering/the-ultimate-terraform-cheatsheet:
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+  duplicate_of: https://www.pluralsight.com/resources/blog/cloud/the-ultimate-terraform-cheatsheet
 https://acloudguru.com/blog/engineering/twelve-factor-apps-in-kubernetes:
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.pluralsight.com/resources/blog/cloud/twelve-factor-apps-in-kubernetes
 https://acloudguru.com/blog/engineering/what-does-the-terraform-1-0-release-mean-for-you:
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+  duplicate_of: https://www.pluralsight.com/resources/blog/cloud/whats-new-with-kubernetes-1-22
 https://acloudguru.com/blog/engineering/which-kubernetes-distribution-is-right-for-you:
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+  duplicate_of: https://www.pluralsight.com/resources/blog/cloud/which-kubernetes-distribution-is-right-for-you
 https://acloudguru.com/blog/engineering/why-learn-multiple-cloud-platforms:
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+  duplicate_of: https://www.pluralsight.com/resources/blog/cloud/why-learn-multiple-cloud-platforms
 https://activemq.apache.org:
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@@ -4530,6 +4737,7 @@ https://activemq.apache.org/components/artemis/documentation/latest/metrics.html
   last_checked: 1779030720.934182
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:12:00.934182+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -4549,13 +4757,14 @@ https://activemq.apache.org/components/artemis/documentation/latest/using-server
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 93165c9c7422bbf5af7b826de3739a2b7cd200bb3bbadfb9a79d2b4b5c49e5bd
   health_score: 100.0
   last_checked: 1779031620.27358
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:00.273580+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -4564,6 +4773,7 @@ https://activemq.apache.org/components/artemis/documentation/latest/using-server
   - docs/prometheus.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://artemis.apache.org/components/artemis/documentation/latest/using-server.html
 https://activemq.apache.org/components/classic:
   title: ActiveMQ 5.x "classic"
   description: ''
@@ -4583,6 +4793,7 @@ https://activemq.apache.org/components/classic:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -4616,6 +4827,7 @@ https://activemq.apache.org/components/classic/documentation:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -4647,6 +4859,7 @@ https://acuityscheduling.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -4677,6 +4890,7 @@ https://adam-kotwasinski.medium.com/kafka-mesh-filter-in-envoy-a70b3aefcdef:
   last_checked: 1779032236.046539
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:16.046539+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -4711,6 +4925,7 @@ https://adambien.blog/roller/abien/entry/kafka_jax_rs_microprofile_json:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -4744,6 +4959,7 @@ https://adamrushuk.github.io/increasing-the-volumeclaimtemplates-disk-size-in-a-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -4777,6 +4993,7 @@ https://adamtheautomator.com/ansible-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -4807,6 +5024,7 @@ https://adamtheautomator.com/aws-codedeploy:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -4841,6 +5059,7 @@ https://adamtheautomator.com/azure-kubernetes-service:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -4873,6 +5092,7 @@ https://adamtheautomator.com/github-actions-environment-variables:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -4904,6 +5124,7 @@ https://adamtheautomator.com/kubernetes-dashboard:
   last_checked: 1779031623.262605
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:27:03.262605+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -4932,6 +5153,7 @@ https://adamtheautomator.com/kubernetes-pvc:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -4970,6 +5192,7 @@ https://adamtheautomator.com/kubespray:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -5000,6 +5223,7 @@ https://adamtheautomator.com/minikube-tutorial:
   last_checked: 1779032547.474221
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:42:27.474221+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -5027,6 +5251,7 @@ https://adamtheautomator.com/mongodb-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   geo_region: null
   hierarchy:
@@ -5058,6 +5283,7 @@ https://adamtheautomator.com/postgres-to-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -5091,6 +5317,7 @@ https://adamtheautomator.com/prometheus-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -5125,6 +5352,7 @@ https://adamtheautomator.com/terraform-and-aws-rds:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -5149,13 +5377,14 @@ https://adamtheautomator.com/terraform-aws-rds:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779029573.581086
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:53.581086+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -5164,6 +5393,7 @@ https://adamtheautomator.com/terraform-aws-rds:
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://adamtheautomator.com/terraform-and-aws-rds
 https://adamtheautomator.com/terraform-azure-devops:
   title: "adamtheautomator.com: How to Build Infrastructure with Terraform in Azure
     DevOps \U0001F31F"
@@ -5184,6 +5414,7 @@ https://adamtheautomator.com/terraform-azure-devops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -5217,6 +5448,7 @@ https://addozhang.medium.com/non-intrusive-inject-opentelemetry-auto-instrumenta
   last_checked: 1779032834.800065
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:14.800065+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -5240,13 +5472,14 @@ https://addwebsolution.com/blog/how-kubernetes-helps-businesses-manage-their-it-
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
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   discovered_at: '2026-05-17T18:11:06.865841+02:00'
+  last_ai_eval: null
   company: null
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@@ -5255,6 +5488,7 @@ https://addwebsolution.com/blog/how-kubernetes-helps-businesses-manage-their-it-
   - docs/introduction.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.addwebsolution.com/blog/how-kubernetes-helps-businesses-manage-their-it-infrastructure
 https://adequatica.medium.com/principles-of-writing-automated-tests-a2b72218264c:
   title: 'adequatica.medium.com: Principles of Writing Automated Tests'
   description: ''
@@ -5273,6 +5507,7 @@ https://adequatica.medium.com/principles-of-writing-automated-tests-a2b72218264c
   last_checked: 1779030986.100363
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:26.100363+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -5306,6 +5541,7 @@ https://adevait.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -5337,6 +5573,7 @@ https://adevait.com/software/creating-branching-strategy:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -5368,6 +5605,7 @@ https://adicode.ml/python-libraries-for-webdevelopment:
   last_checked: 1779034479.469084
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:39.469084+02:00'
+  last_ai_eval: null
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@@ -5401,6 +5639,7 @@ https://adictosaltrabajo.com/2016/02/03/como-reducir-el-codigo-repetitivo-con-lo
   last_checked: 1779130494.979375
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.979375+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -5434,6 +5673,7 @@ https://adictosaltrabajo.com/2016/10/26/monitorizacion-y-analisis-de-rendimiento
   last_checked: 1779130494.9638
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.963800+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -5468,6 +5708,7 @@ https://adictosaltrabajo.com/2018/12/13/spring-boot-war-o-jar-ambos:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -5501,6 +5742,7 @@ https://adictosaltrabajo.com/2020/12/22/como-crear-y-desplegar-microservicios-co
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -5533,6 +5775,7 @@ https://adil.medium.com/network-traffic-shaping-in-kubernetes-topology-aware-rou
   last_checked: 1779032552.076358
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:32.076358+02:00'
+  last_ai_eval: null
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@@ -5566,6 +5809,7 @@ https://aditya-sunjava.medium.com/externalizing-configurations-in-kubernetes-usi
   last_checked: 1779029710.100132
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:55:10.100132+02:00'
+  last_ai_eval: null
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@@ -5598,6 +5842,7 @@ https://admiralty.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -5629,6 +5874,7 @@ https://admiralty.io/docs/tutorials/fargate:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -5662,6 +5908,7 @@ https://adoptium.net:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -5693,6 +5940,7 @@ https://adoptium.net/news/2021/08/using-jlink-in-dockerfiles:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -5716,13 +5964,14 @@ https://adoptopenjdk.net:
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   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:10.411385+02:00'
+  last_ai_eval: null
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@@ -5731,6 +5980,7 @@ https://adoptopenjdk.net:
   - docs/java_frameworks.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://adoptium.net
 https://advancedweb.hu/a-categorized-list-of-all-java-and-jvm-features-since-jdk-8-to-14:
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -5778,13 +6029,14 @@ https://advancedweb.hu/a-categorized-list-of-all-java-and-jvm-features-since-jdk
   resource_type: Article
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -5797,6 +6049,7 @@ https://advancedweb.hu/a-categorized-list-of-all-java-and-jvm-features-since-jdk
   v2_locations:
   - java_frameworks.md
   youtube_mosaic: {}
+  duplicate_of: https://advancedweb.hu/a-categorized-list-of-all-java-and-jvm-features-since-jdk-8-to-14
 https://aesher9o1.medium.com/autoscale-large-images-faster-using-longhorn-distributed-storage-618d0cf01ba2:
   title: 'aesher9o1.medium.com: Autoscale large images faster using Longhorn (distributed''
     storage)'
@@ -5817,6 +6070,7 @@ https://aesher9o1.medium.com/autoscale-large-images-faster-using-longhorn-distri
   last_checked: 1779030809.056099
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:29.056099+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -5850,6 +6104,7 @@ https://age-of-product.com/42-scrum-product-owner-interview-questions:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -5875,13 +6130,14 @@ https://age-of-product.com/scrum-2021:
   resource_type: Article
   complexity: Beginner
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -5894,6 +6150,7 @@ https://age-of-product.com/scrum-2021:
   v2_locations:
   - project-management-methodology.md
   youtube_mosaic: {}
+  duplicate_of: https://www.scrum.org/resources/blog/scrum-2021-getting-you-started-scrum-master-or-product-owner
 https://agent.opsera.ai:
   title: Opsera DevOps Agent
   description: An AI-powered DevSecOps automation platform and MCP server delivering
@@ -5918,6 +6175,7 @@ https://agent.opsera.ai:
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   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:27:08.641502+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -5955,6 +6213,7 @@ https://agilecheetah.com/why-so-many-developers-are-fed-up-with-agile-pt-3:
   last_checked: 1779030848.835761
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:08.835761+02:00'
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   hierarchy:
@@ -5985,6 +6244,7 @@ https://agilemanifesto.org:
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:23:45.544854+02:00'
+  last_ai_eval: null
   company: null
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@@ -6009,6 +6269,7 @@ https://agilemethodology.org:
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:42:02.047201+02:00'
+  last_ai_eval: null
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@@ -6036,6 +6297,7 @@ https://agola.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -6067,6 +6329,7 @@ https://ahmedy.hashnode.dev/creating-tls-certificates-for-k8s-components-with-op
   last_checked: 1779031381.557598
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:01.557598+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -6101,6 +6364,7 @@ https://ahmet.im/blog/building-container-images-in-go:
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:04:04.915612+02:00'
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@@ -6134,6 +6398,7 @@ https://aidanfinn.com/?p=23582:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -6156,13 +6421,14 @@ https://aigents.co/blog/coding-tutorial/data-structures-and-python:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:20.405405+02:00'
+  last_ai_eval: null
   company: null
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@@ -6171,6 +6437,7 @@ https://aigents.co/blog/coding-tutorial/data-structures-and-python:
   - docs/python.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://aigents.co/data-science-blog/coding-tutorial/data-structures-and-python
 https://aigents.co/blog/coding-tutorial/pro-python-tips-for-data-analysts:
   title: 'aigents.co: Pro Python Tips for Data Analysts'
   description: ''
@@ -6181,13 +6448,14 @@ https://aigents.co/blog/coding-tutorial/pro-python-tips-for-data-analysts:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
   last_checked: 1779030653.690788
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   discovered_at: '2026-05-17T17:10:53.690788+02:00'
+  last_ai_eval: null
   company: null
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@@ -6196,6 +6464,7 @@ https://aigents.co/blog/coding-tutorial/pro-python-tips-for-data-analysts:
   - docs/python.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://aigents.co/data-science-blog/coding-tutorial/pro-python-tips-for-data-analysts
 https://aigents.co/data-science-blog/coding-tutorial/data-structures-and-python:
   title: "aigents.co: Data Structures and Python \U0001F31F"
   description: ''
@@ -6215,6 +6484,7 @@ https://aigents.co/data-science-blog/coding-tutorial/data-structures-and-python:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -6250,6 +6520,7 @@ https://aigents.co/data-science-blog/coding-tutorial/pro-python-tips-for-data-an
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -6282,6 +6553,7 @@ https://aiml.com/quizzes/deep-learning-large-language-models-quiz-medium:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -6323,6 +6595,7 @@ https://airflow.apache.org/docs/apache-airflow-providers-cncf-kubernetes/stable/
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -6355,6 +6628,7 @@ https://airflow.apache.org/docs/apache-airflow/stable/howto/add-owner-links.html
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -6388,6 +6662,7 @@ https://airflow.apache.org/docs/helm-chart:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -6421,6 +6696,7 @@ https://airflow.apache.org/docs/helm-chart:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -6451,6 +6727,7 @@ https://ajay-yadav.medium.com/internals-of-kubernetes-aff264063e91:
   last_checked: 1779030086.649176
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:26.649176+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -6482,6 +6759,7 @@ https://akhilsharma.work/checking-kubernetes-api-calls-using-kubectl:
   last_checked: 1779029726.650196
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:55:26.650196+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -6513,6 +6791,7 @@ https://akhilsharma.work/how-to-list-azure-rbac-roles-to-secure-aks-clusters:
   last_checked: 1779034167.428869
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:09:27.428869+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -6544,6 +6823,7 @@ https://akhilsharma.work/kubectl-get-resource-short-names:
   last_checked: 1779031158.470197
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:18.470197+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -6575,6 +6855,7 @@ https://akhilsharma.work/the-4cs-of-kubernetes-security:
   last_checked: 1779032745.93528
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:45.935280+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -6608,6 +6889,7 @@ https://akintola-lonlon.medium.com/aws-kubernetes-the-1-rule-you-need-to-master-
   last_checked: 1779029459.115437
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:50:59.115437+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -6642,6 +6924,7 @@ https://akka.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -6673,6 +6956,7 @@ https://akomljen.com/kubernetes-backup-and-restore-with-velero:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -6705,6 +6989,7 @@ https://akuity.io/blog/argo-cd-architectures-explained:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -6731,13 +7016,14 @@ https://akv2k8s.io:
   resource_type: Documentation
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -6750,6 +7036,7 @@ https://akv2k8s.io:
   v2_locations:
   - devsecops.md
   youtube_mosaic: {}
+  duplicate_of: https://github.com/SparebankenVest/azure-key-vault-to-kubernetes
 https://akyriako.medium.com/configure-path-based-routing-with-nginx-ingress-controller-64a63cd4d6bd:
   title: 'akyriako.medium.com: Configure path-based routing with Nginx Ingress Controller'
   description: ''
@@ -6769,6 +7056,7 @@ https://akyriako.medium.com/configure-path-based-routing-with-nginx-ingress-cont
   last_checked: 1779034131.319698
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:51.319698+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -6802,6 +7090,7 @@ https://akyriako.medium.com/kubernetes-logging-with-grafana-loki-promtail-in-und
   last_checked: 1779029168.866528
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:08.866528+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -6833,6 +7122,7 @@ https://akyriako.medium.com/provision-a-high-availability-k3s-cluster-with-k3d-a
   last_checked: 1779034322.60572
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:02.605720+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -6866,6 +7156,7 @@ https://akyriako.medium.com/provision-an-on-prems-kubernetes-cluster-with-ranche
   last_checked: 1779030196.219686
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:16.219686+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -6899,6 +7190,7 @@ https://alain-airom.medium.com/kubernetes-operators-patterns-and-best-practices-
   last_checked: 1779033507.735988
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:27.735988+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -6930,6 +7222,7 @@ https://alanblackmore.medium.com/aws-diagram-architecture-afb50ea569a4:
   last_checked: 1779032639.887741
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:59.887741+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -6961,6 +7254,7 @@ https://alanblackmore.medium.com/what-is-aws-vpc-peering-af85c1e29fb2:
   last_checked: 1779034101.496128
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:21.496128+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -6994,6 +7288,7 @@ https://alemsbaja.hashnode.dev/git-and-github-demystified-a-comprehensive-guide-
   last_checked: 1779034522.709628
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:22.709628+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -7026,6 +7321,7 @@ https://alenkacz.medium.com/kubernetes-operator-best-practices-implementing-obse
   last_checked: 1779033788.661998
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:08.661998+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -7059,6 +7355,7 @@ https://alesnosek.com/blog/2020/06/30/ci-slash-cd-pipeline-spanning-multiple-ope
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -7091,6 +7388,7 @@ https://alexander-goida.medium.com/thoughts-about-breaking-silos-of-software-eng
   last_checked: 1779031061.090821
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:41.090821+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -7127,6 +7425,7 @@ https://alexander.holbreich.org/gitops-journey:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -7160,6 +7459,7 @@ https://alexandre-vazquez.com/inject-secrets-in-pods-using-hashicorp-vault:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -7192,6 +7492,7 @@ https://alexandrehtrb.github.io/posts/2024/03/http2-and-http3-explained:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -7224,6 +7525,7 @@ https://alexandrev.medium.com/grafana-alerting-vs-alertmanager-a-comparison-of-t
   last_checked: 1779029294.323465
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:14.323465+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -7257,6 +7559,7 @@ https://alexandrev.medium.com/how-to-enable-sticky-session-on-your-kubernetes-wo
   last_checked: 1779031559.189675
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:59.189675+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -7290,6 +7593,7 @@ https://alexandrev.medium.com/kubernetes-autoscaling-1-26-a-game-changer-for-ked
   last_checked: 1779030965.957881
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:05.957881+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -7321,6 +7625,7 @@ https://alexsniffin.medium.com/debugging-remotely-in-kubernetes-with-go-fda4f333
   last_checked: 1779032380.354681
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:40.354681+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -7355,6 +7660,7 @@ https://alicegg.tech/2020/11/09/helm:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -7377,13 +7683,14 @@ https://alicegg.tech/2020/11/09/helm.html:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 85e876cd90436759b62df6922b082ec3e1745a4db51b4e94bcadd4b7c6958849
   health_score: 100.0
   last_checked: 1779029110.54953
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:10.549530+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -7392,6 +7699,7 @@ https://alicegg.tech/2020/11/09/helm.html:
   - docs/flux.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://alicegg.tech/2020/11/09/helm
 https://allanjohn909.medium.com/kubernetes-ingress-traefik-cert-manager-letsencrypt-3cb5ea4ee071:
   title: 'allanjohn909.medium.com: Kubernetes Ingress with Traefik, CertManager, LetsEncrypt''
     and HAProxy'
@@ -7412,6 +7720,7 @@ https://allanjohn909.medium.com/kubernetes-ingress-traefik-cert-manager-letsencr
   last_checked: 1779029640.61494
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:54:00.614940+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -7445,6 +7754,7 @@ https://allazureblog.wordpress.com/2024/01/18/azure-bastion-and-udrs:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -7476,6 +7786,7 @@ https://allendowney.github.io/ThinkPython:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -7506,6 +7817,7 @@ https://allure.qatools.ru:
   last_checked: 1779031125.943354
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:45.943354+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -7534,6 +7846,7 @@ https://alpacked.io/blog/infrastructure-as-code-for-devops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -7564,6 +7877,7 @@ https://alsmola.medium.com/securing-github-organizations-9c33c850638:
   last_checked: 1779030655.059867
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:55.059867+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -7595,6 +7909,7 @@ https://aly.arriqaaq.com/golang-design-patterns:
   last_checked: 1779033921.568197
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:21.568197+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -7626,6 +7941,7 @@ https://amalaruja.medium.com/basic-http-routing-strategies-with-envoy-376be42559
   last_checked: 1779031962.174122
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:32:42.174122+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -7660,6 +7976,7 @@ https://aman.ai/primers/ai:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -7693,6 +8010,7 @@ https://aman.ai/primers/ai/LLM:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -7727,6 +8045,7 @@ https://aman.ai/primers/ai/bert:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -7760,6 +8079,7 @@ https://aman.ai/primers/ai/gpt:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -7793,6 +8113,7 @@ https://aman.ai/primers/ai/transformers:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -7825,6 +8146,7 @@ https://amazicworld.com/top-5-security-threats-unique-to-a-kubernetes-and-cloud-
   last_checked: 1779029148.047799
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:48.047799+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -7856,6 +8178,7 @@ https://amazicworld.com/why-apis-cant-be-missed-when-it-comes-to-devops:
   last_checked: 1779029421.351753
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:50:21.351753+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -7888,6 +8211,7 @@ https://amazon.qwiklabs.com/catalog:
   last_checked: 1779033084.550442
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:24.550442+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -7919,6 +8243,7 @@ https://ambar-thecloudgarage.medium.com/eks-anywhere-decoding-the-architecture-f
   last_checked: 1779031693.837125
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:13.837125+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -7952,6 +8277,7 @@ https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -7983,6 +8309,7 @@ https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745:
   last_checked: 1779130495.001438
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.001438+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -8007,13 +8334,14 @@ https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: b7f3e75556107ffa37fc0b78e376b07f6ebdb4d3b53b6a3561173cc2015e8558
   health_score: 100.0
   last_checked: 1779130494.921507
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.921507+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -8027,6 +8355,7 @@ https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745:
   v2_locations:
   - gitops.md
   youtube_mosaic: {}
+  duplicate_of: https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745/blog/case-study-national-australia-bank-decreases-operational-overhead-with-gitops
 https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745/blog/gitops-in-the-modern-enterprise:
   title: null
   description: null
@@ -8038,13 +8367,14 @@ https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745/b
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: b7f3e75556107ffa37fc0b78e376b07f6ebdb4d3b53b6a3561173cc2015e8558
   health_score: 100.0
   last_checked: 1779130494.945189
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.945189+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -8058,6 +8388,7 @@ https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745/b
   v2_locations:
   - gitops.md
   youtube_mosaic: {}
+  duplicate_of: https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745/blog/case-study-national-australia-bank-decreases-operational-overhead-with-gitops
 ? https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745/blog/gitops-takes-devops-teams-to-higher-levels-of-maturity
 : title: null
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@@ -8069,13 +8400,14 @@ https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745/b
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   youtube_mosaic: {}
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 https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745/blog/the-history-of-gitops:
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   youtube_mosaic: {}
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 https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745/blog/what-is-gitops-really:
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   youtube_mosaic: {}
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 https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745/technologies/gitops:
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 https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745/use-cases/security-with-gitops:
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 https://americanexpress.io/do-not-run-dockerized-applications-as-root:
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@@ -8389,6 +8738,7 @@ https://americanexpress.io/do-not-run-dockerized-applications-as-root:
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@@ -9492,6 +9875,7 @@ https://angular.io:
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   youtube_mosaic: {}
+  duplicate_of: https://angular.dev
 https://angular.io/guide/build:
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@@ -9502,13 +9886,14 @@ https://angular.io/guide/build:
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@@ -9517,6 +9902,7 @@ https://angular.io/guide/build:
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   v2_locations: []
   youtube_mosaic: {}
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 : title: '==aninditabasak.medium.com: A Lap around Kubernetes Security & Vulnerability''
     scanning Tools β€” checkov, kube-hunter, kube-bench & Starboard=='
@@ -9537,6 +9923,7 @@ https://angular.io/guide/build:
   last_checked: 1779031850.00534
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:50.005340+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -9568,6 +9955,7 @@ https://anirudhdaya.hashnode.dev/kubernetes-explained-part-1:
   last_checked: 1779031012.136391
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:52.136391+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -9591,13 +9979,14 @@ https://anirudhdaya.hashnode.dev/kubernetes-explained-part-2:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779030809.146846
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:29.146846+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -9606,6 +9995,7 @@ https://anirudhdaya.hashnode.dev/kubernetes-explained-part-2:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://anirudhdaya.hashnode.dev/kubernetes-explained-part-1
 https://ankush-chavan.medium.com/creating-multi-cloud-kubernetes-cluster-on-aws-azure-and-gcp-cloud-92d64633bdfc:
   title: 'ankush-chavan.medium.com: Creating Multi-Cloud Kubernetes Cluster on AWS,''
     Azure, and GCP cloud'
@@ -9626,6 +10016,7 @@ https://ankush-chavan.medium.com/creating-multi-cloud-kubernetes-cluster-on-aws-
   last_checked: 1779032974.757999
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:34.757999+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -9649,13 +10040,14 @@ https://ansible.ai:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: a5c77dd0a850c1a79632fa2ecda35a2c292aab02e201aef85baff517b2fd222e
   health_score: 100.0
   last_checked: 1779034504.828215
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:04.828215+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -9664,6 +10056,7 @@ https://ansible.ai:
   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/technologies/management/ansible/ai-automation
 https://ansible.github.io/workshops/demos:
   title: 'ansible.github.io/workshops/demos : Red Hat Ansible Automation Platform''
     Workshops'
@@ -9675,13 +10068,14 @@ https://ansible.github.io/workshops/demos:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: bb17eb1f9cfe88b2b5801ab12618198f3cebc0060a8021d20e20c91f4e072242
   health_score: 100.0
   last_checked: 1779029118.920282
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:18.920282+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -9690,6 +10084,7 @@ https://ansible.github.io/workshops/demos:
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://labs.demoredhat.com/demos
 https://answers.dynatrace.com/spaces/482/dynatrace-open-qa/questions/232421/dynatrace-distributed-tracing-with-kafka.html:
   title: null
   description: null
@@ -9707,6 +10102,7 @@ https://answers.dynatrace.com/spaces/482/dynatrace-open-qa/questions/232421/dyna
   last_checked: 1779032245.474239
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:25.474239+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -9736,6 +10132,7 @@ https://anthropic.skilljar.com/claude-code-in-action:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -9775,6 +10172,7 @@ https://antigravity.google/use-cases/science:
   last_checked: 1780352302.456737
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:18:22.456737+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -9805,13 +10203,14 @@ https://any-api.com:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: dd3d79a03c5ac4a5e41dc639979797263e1f91c8b13d0d1e244cd98f717f1eab
   health_score: 100.0
   last_checked: 1779031720.752696
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:40.752696+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -9820,6 +10219,7 @@ https://any-api.com:
   - docs/api.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://marketplace.apilayer.com
 https://anywhere.eks.amazonaws.com/docs/concepts/eksafeatures:
   title: 'anywhere.eks.amazonaws.com: Compare EKS Anywhere and EKS'
   description: ''
@@ -9839,6 +10239,7 @@ https://anywhere.eks.amazonaws.com/docs/concepts/eksafeatures:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -9871,6 +10272,7 @@ https://api-market.santalucia.es:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -9902,6 +10304,7 @@ https://api7.ai/blog/apisix-ingress-support-thousands-pod-replicas:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -9935,6 +10338,7 @@ https://apidog.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -9958,13 +10362,14 @@ https://apifriends.com/api-creation/different-types-apis:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779031455.360793
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:15.360793+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -9978,6 +10383,7 @@ https://apifriends.com/api-creation/different-types-apis:
   v2_locations:
   - api.md
   youtube_mosaic: {}
+  duplicate_of: https://blog.axway.com/learning-center/apis/basics/different-types-apis
 https://apifriends.com/api-management/what-is-an-api:
   title: 'apifriends.com: What is an API?'
   description: ''
@@ -9989,13 +10395,14 @@ https://apifriends.com/api-management/what-is-an-api:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779031897.906377
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:37.906377+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -10009,6 +10416,7 @@ https://apifriends.com/api-management/what-is-an-api:
   v2_locations:
   - api.md
   youtube_mosaic: {}
+  duplicate_of: https://www.postman.com/what-is-an-api
 https://apiiro.com/blog/malicious-kubernetes-helm-charts-can-be-used-to-steal-sensitive-information-from-argo-cd-deployments:
   title: 'apiiro.com: Malicious Kubernetes Helm Charts can be used to steal sensitive
     information from Argo CD deployments'
@@ -10029,6 +10437,7 @@ https://apiiro.com/blog/malicious-kubernetes-helm-charts-can-be-used-to-steal-se
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -10052,13 +10461,14 @@ https://apilandscape.apiscene.io:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 7a6754159e6e7f78a327eb017cf49b8d59f7244c2958b34c11eaf976dd0644f5
   health_score: 100.0
   last_checked: 1779030655.577248
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:55.577248+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -10066,6 +10476,7 @@ https://apilandscape.apiscene.io:
   v1_locations: []
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.apidays.co/api-landscape
 https://apimarket.cecabank.es:
   title: Cecabank API Market
   description: ''
@@ -10085,6 +10496,7 @@ https://apimarket.cecabank.es:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -10116,6 +10528,7 @@ https://apis.developer.tsb.co.uk:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -10146,6 +10559,7 @@ https://apistore.caixabank.com:
   last_checked: 1779030589.931085
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:49.931085+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -10176,6 +10590,7 @@ https://apkplz.net/app/com.LearningSolution.LearnKubernetes:
   last_checked: 1779032095.24311
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:55.243110+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -10205,6 +10620,7 @@ https://apmblog.dynatrace.com/2011/05/11/how-garbage-collection-differs-in-the-t
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2011-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -10234,6 +10650,7 @@ https://apolicy.io:
   last_checked: 1779031410.516398
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:30.516398+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -10261,6 +10678,7 @@ https://app.diagrams.net:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -10283,13 +10701,14 @@ https://app.getambassador.io:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779032239.729805
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:19.729805+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -10299,6 +10718,7 @@ https://app.getambassador.io:
   - docs/scaffolding.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://blackbird.a8r.io
 https://app.getambassador.io/initializer:
   title: "k8s Initializer \U0001F31F"
   description: ''
@@ -10316,6 +10736,7 @@ https://app.getambassador.io/initializer:
   last_checked: 1779032754.316377
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:54.316377+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -10346,6 +10767,7 @@ https://app.gitbook.com/o/-LbOdudvkdYwKCQYAHS8/s/RrlyoCHlF8LNFTvw74mT:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -10377,6 +10799,7 @@ https://app.polymersearch.com/discover/aws:
   last_checked: 1779029163.531215
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:46:03.531215+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -10407,6 +10830,7 @@ https://app.rollout.io:
   last_checked: 1779031511.287445
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:11.287445+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -10425,13 +10849,14 @@ https://app.vagrantup.com/ansible/boxes/tower:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: cfb1d00cefb9fbdbbee65df180a91ee861e70bff27fec81a2daad38a5cbb2174
   health_score: 100.0
   last_checked: 1779031596.379843
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:36.379843+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -10440,6 +10865,7 @@ https://app.vagrantup.com/ansible/boxes/tower:
   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://portal.cloud.hashicorp.com/vagrant/discover/ansible/tower
 https://app.vagrantup.com/krlex/boxes/centos-awx:
   title: 'vagrant: centos-awx'
   description: ''
@@ -10450,13 +10876,14 @@ https://app.vagrantup.com/krlex/boxes/centos-awx:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: cfb1d00cefb9fbdbbee65df180a91ee861e70bff27fec81a2daad38a5cbb2174
   health_score: 100.0
   last_checked: 1779034510.024748
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:10.024748+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -10465,6 +10892,7 @@ https://app.vagrantup.com/krlex/boxes/centos-awx:
   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://app.vagrantup.com/ansible/boxes/tower
 https://appium.io:
   title: appium.io
   description: ''
@@ -10485,6 +10913,7 @@ https://appium.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -10516,6 +10945,7 @@ https://appscode.com/blog/post/openshift-mongodb:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -10538,13 +10968,14 @@ https://appsecengineer.com/courses/kubernetes-policy-management-with-kyverno:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 62b70f6440830bc9558111b52c1d7d5546e13116140f7f50fb765573b7a2193b
   health_score: 100.0
   last_checked: 1779033924.056373
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:24.056373+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -10553,6 +10984,7 @@ https://appsecengineer.com/courses/kubernetes-policy-management-with-kyverno:
   - docs/securityascode.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.appsecengineer.com/courses-collection/kubernetes-policy-management-with-kyverno
 https://aprendegit.com/git-flow-la-rama-develop-y-uso-de-feature-branches:
   title: 'aprendegit.com: git-flow: la rama develop y uso de feature branches'
   description: ''
@@ -10573,6 +11005,7 @@ https://aprendegit.com/git-flow-la-rama-develop-y-uso-de-feature-branches:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -10612,6 +11045,7 @@ https://aprenderbigdata.com/databricks:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -10644,6 +11078,7 @@ https://aprenderbigdata.com/prometheus:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -10677,6 +11112,7 @@ https://aptakube.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -10707,6 +11143,7 @@ https://arabitnetwork.com/2021/03/13/k8s-enabling-auditing-logs-step-by-step:
   last_checked: 1779034476.8328
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:36.832800+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -10740,6 +11177,7 @@ https://arc.dev:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -10772,6 +11210,7 @@ https://architectelevator.com/cloud/hybrid-multi-cloud:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -10802,6 +11241,7 @@ https://architectelevator.com/cloud/serverless-design-patterns:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -10824,13 +11264,14 @@ https://architecturenotes.co/12-factor-app-revisited:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 9ac61602a5b0bfed64302cf6719324bec6d98bd799485e73f7bdd23c6b36c291
   health_score: 100.0
   last_checked: 1779034424.798541
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:44.798541+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -10839,6 +11280,7 @@ https://architecturenotes.co/12-factor-app-revisited:
   - docs/introduction.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://architecturenotes.co/p/12-factor-app-revisited
 https://architecturenotes.co/p/12-factor-app-revisited:
   title: 'architecturenotes.co: 12 Factor App Revisited'
   description: ''
@@ -10858,6 +11300,7 @@ https://architecturenotes.co/p/12-factor-app-revisited:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -10890,6 +11333,7 @@ https://architecturenotes.co/p/redis:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -10921,6 +11365,7 @@ https://architecturenotes.co/p/things-you-should-know-about-databases:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -10950,6 +11395,7 @@ https://architecturenotes.co/redis:
   last_checked: 1779030503.658123
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:23.658123+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -10975,6 +11421,7 @@ https://architecturenotes.co/things-you-should-know-about-databases:
   last_checked: 1779032679.624064
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:39.624064+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -11001,6 +11448,7 @@ https://archive.grafana.com/docs/grafana/v5.4:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -11033,6 +11481,7 @@ https://archive.kabisa.nl/tech/k8s-workshop-in-a-box:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -11055,13 +11504,14 @@ https://argon2-cffi.readthedocs.io:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 07dc74516f809d9607d6446bdce50dd64cac2c70fe5c2f02a64c4287c51703d6
   health_score: 100.0
   last_checked: 1779031541.46109
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:41.461090+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -11070,6 +11520,7 @@ https://argon2-cffi.readthedocs.io:
   - docs/devsecops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://argon2-cffi.readthedocs.io/en/stable
 https://argon2-cffi.readthedocs.io/en/stable:
   title: argon2-cffi
   description: ''
@@ -11090,6 +11541,7 @@ https://argon2-cffi.readthedocs.io/en/stable:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -11120,6 +11572,7 @@ https://argonsys.com/microsoft-cloud/library/how-to-query-azure-resources-using-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -11150,6 +11603,7 @@ https://argoproj.github.io:
   last_checked: 1779033973.74796
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:06:13.747960+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -11178,6 +11632,7 @@ https://argoproj.github.io/argo-cd:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -11211,6 +11666,7 @@ https://argoproj.github.io/argo-events:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -11242,6 +11698,7 @@ https://argoproj.github.io/argo-rollouts:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -11273,6 +11730,7 @@ https://arinco.com.au/blog/awesome-azure-policy-chapter-1:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -11298,13 +11756,14 @@ https://arinco.com.au/blog/awesome-azure-policy-chapter-2:
   resource_type: Technical Guide
   complexity: Advanced
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -11318,6 +11777,7 @@ https://arinco.com.au/blog/awesome-azure-policy-chapter-2:
   v2_locations:
   - azure.md
   youtube_mosaic: {}
+  duplicate_of: https://arinco.com.au/blog/awesome-azure-policy-chapter-1
 https://arjavdave.com/2021/03/11/continuous-integration-for-ios-on-azure-devops-part-1:
   title: 'arjavdave.com: Continuous Integration: CI/CD for iOS (Part 1)'
   description: ''
@@ -11329,13 +11789,14 @@ https://arjavdave.com/2021/03/11/continuous-integration-for-ios-on-azure-devops-
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 14e7174c450d87f96de4989197db318984677fc2a2c9f6a3fa27241a2e6216f8
   health_score: 100.0
   last_checked: 1779031115.146295
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:35.146295+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -11349,6 +11810,7 @@ https://arjavdave.com/2021/03/11/continuous-integration-for-ios-on-azure-devops-
   v2_locations:
   - azure.md
   youtube_mosaic: {}
+  duplicate_of: https://arjavdave.com
 https://armin.su/ssl-certificates-from-lets-encrypt-for-kubernetes-private-ingress-via-terraform-c9f595ee65fa:
   title: 'armin.su: SSL certificates from Let’s Encrypt for Kubernetes Private Ingress''
     via Terraform'
@@ -11369,6 +11831,7 @@ https://armin.su/ssl-certificates-from-lets-encrypt-for-kubernetes-private-ingre
   last_checked: 1779030322.851171
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:22.851171+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -11404,6 +11867,7 @@ https://arnoldgalovics.com/github-actions-oracle-cloud-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -11429,13 +11893,14 @@ https://arnoldgalovics.com/java-and-spring-boot-multiline-log-support-for-fluent
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: ab40174b43145730a87eb84fe4f855756c1779a8278c21cf21e51a7863003d20
   health_score: 100.0
   last_checked: 1779033101.696071
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:41.696071+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -11444,6 +11909,7 @@ https://arnoldgalovics.com/java-and-spring-boot-multiline-log-support-for-fluent
   - docs/java_frameworks.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://arnoldgalovics.com/java-multiline-logs-fluentd
 https://arnoldgalovics.com/java-multiline-logs-fluentd:
   title: 'arnoldgalovics.com: Java and Spring Boot multiline log support for Fluentd
     (EFK stack)'
@@ -11465,6 +11931,7 @@ https://arnoldgalovics.com/java-multiline-logs-fluentd:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -11487,13 +11954,14 @@ https://around25.com/blog/horizontal-pod-autoscaler-in-kubernetes:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 446b2ce91d7a490438739e6f05342b4dd4da1e40410dcdb3cabd03ae5488fbaa
   health_score: 100.0
   last_checked: 1779030609.015183
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:09.015183+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -11502,6 +11970,7 @@ https://around25.com/blog/horizontal-pod-autoscaler-in-kubernetes:
   - docs/kubernetes-autoscaling.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.around25.com/blog/horizontal-pod-autoscaler-in-kubernetes
 https://aroworkshop.io:
   title: null
   description: null
@@ -11520,6 +11989,7 @@ https://aroworkshop.io:
   last_checked: 1779031729.87525
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:49.875250+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -11553,6 +12023,7 @@ https://arstechnica.com/gadgets/2021/01/centos-is-gone-but-rhel-is-now-free-for-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -11584,6 +12055,7 @@ https://arstechnica.com/gadgets/2021/01/on-the-death-of-centos-red-hat-liaison-b
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -11614,6 +12086,7 @@ https://arstechnica.com/gadgets/2022/03/google-calendar-now-lets-paid-users-crea
   last_checked: 1779034270.21148
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:11:10.211480+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -11641,6 +12114,7 @@ https://artemis.apache.org/components/artemis:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -11671,6 +12145,7 @@ https://artemis.apache.org/components/artemis/documentation/latest/management-co
   last_checked: 1779130495.013159
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.013159+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -11699,6 +12174,7 @@ https://artemis.apache.org/components/artemis/documentation/latest/using-server.
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -11729,6 +12205,7 @@ https://arthurchiao.art/blog/cracking-k8s-network-policy:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -11760,6 +12237,7 @@ https://arthurchiao.art/blog/cracking-k8s-node-proxy:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -11792,6 +12270,7 @@ https://arthursens.medium.com/risk-analysis-and-security-compliance-in-kube-prom
   last_checked: 1779029513.476504
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:53.476504+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -11825,6 +12304,7 @@ https://artifacthub.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -11856,6 +12336,7 @@ https://artifacthub.io/packages/helm/choerodon/nexus3:
   last_checked: 1781735960.433
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:20.433000+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -11888,6 +12369,7 @@ https://artifacthub.io/packages/helm/mlflowserver/mlflow-server:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -11919,6 +12401,7 @@ https://artifacthub.io/packages/helm/oteemo/sonarqube:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -11950,6 +12433,7 @@ https://artifacthub.io/packages/helm/prometheus-community/kube-prometheus-stack:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -11982,6 +12466,7 @@ https://artifacthub.io/packages/helm/stable/cluster-autoscaler:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -12015,6 +12500,7 @@ https://artifacthub.io/packages/search?repo=haproxytech:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -12046,6 +12532,7 @@ https://artifacthub.io/packages/search?ts_query_web=awx&sort=relevance&page=1:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -12080,6 +12567,7 @@ https://artificialconfidence.com/p/artificial-confidence-the-spec-for:
   last_checked: 1780352292.588405
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:18:12.588405+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -12119,6 +12607,7 @@ https://artoftesting.com/sql-queries-for-interview:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -12151,6 +12640,7 @@ https://arun-sisodiya.medium.com/kyverno-a-policy-manager-for-kubernetes-286f6e0
   last_checked: 1779029154.592129
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:54.592129+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -12185,6 +12675,7 @@ https://asciiflow.com:
   last_checked: 1779031122.246548
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:18:42.246548+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -12218,6 +12709,7 @@ https://asdf-vm.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -12249,6 +12741,7 @@ https://ashishtechmill.com/cicd-workflow-for-spring-boot-application-on-kubernet
   last_checked: 1779030886.422246
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:46.422246+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -12267,13 +12760,14 @@ https://ashishtechmill.com/demystifying-google-container-tool-jib-java-image-bui
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779031148.865666
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:08.865666+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -12282,6 +12776,7 @@ https://ashishtechmill.com/demystifying-google-container-tool-jib-java-image-bui
   - docs/maven-gradle.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.ashishtechmill.com/demystifying-google-container-tool-jib-java-image-builder
 https://asishmm.medium.com/discussion-on-horizontal-pod-autoscaler-with-a-demo-on-local-k8s-cluster-81694c09f818:
   title: 'asishmm.medium.com: Discussion on Horizontal Pod Autoscaler with a demo''
     on local k8s cluster'
@@ -12302,6 +12797,7 @@ https://asishmm.medium.com/discussion-on-horizontal-pod-autoscaler-with-a-demo-o
   last_checked: 1779032586.731728
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:06.731728+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -12333,6 +12829,7 @@ https://asonisg.medium.com/multi-tenancy-with-kubernetes-part-1-8ac4e5083e31:
   last_checked: 1779032087.696573
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:47.696573+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -12366,6 +12863,7 @@ https://astrofrog.github.io/blog/2016/01/12/stop-writing-python-4-incompatible-c
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -12397,6 +12895,7 @@ https://atareao.es/ubuntu/tuneles-ssh:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -12431,6 +12930,7 @@ https://atodorov.me/2020/06/14/comparing-kubernetes-managed-services-across-digi
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -12462,6 +12962,7 @@ https://atodorov.me/2021/02/27/why-you-should-take-a-look-at-nomad-before-jumpin
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -12492,6 +12993,7 @@ https://atul-agrawal.medium.com/library-vs-service-vs-sidecar-ff5a20b50cad:
   last_checked: 1779032244.687101
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:24.687101+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -12524,6 +13026,7 @@ https://austingil.com/vs-code-timeline-restores-work-git-cant:
   last_checked: 1779033424.539943
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:57:04.539943+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -12557,6 +13060,7 @@ https://auth0.com/blog/deployment-strategies-in-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -12590,6 +13094,7 @@ https://auth0.com/blog/java-spring-boot-microservices:
   last_checked: 1779029628.880526
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:53:48.880526+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -12622,6 +13127,7 @@ https://auth0.com/blog/kubernetes-secrets-management:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -12653,6 +13159,7 @@ https://auth0.com/blog/kubernetes-tutorial-step-by-step-introduction-to-basic-co
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -12685,6 +13192,7 @@ https://auth0.com/blog/webauthn-and-passkeys-for-java-developers:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -12717,6 +13225,7 @@ https://auto-api.dev:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -12750,6 +13259,7 @@ https://autodotes.com/posts/s90PP9397WYTsAWaRapd:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -12782,6 +13292,7 @@ https://automated-360.com/integration/how-to-perform-code-quality-check-for-sele
   last_checked: 1779034432.842164
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:52.842164+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -12809,6 +13320,7 @@ https://automatetheboringstuff.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -12840,6 +13352,7 @@ https://automationqahub.com/common-cypress-interview-questions:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -12873,6 +13386,7 @@ https://automationqahub.com/how-to-build-playwright-page-object-model:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -12906,6 +13420,7 @@ https://automationqahub.com/how-to-configure-multiple-environments-in-playwright
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -12939,6 +13454,7 @@ https://automationqahub.com/how-to-do-mobile-automation-using-appium-2-0:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -12972,6 +13488,7 @@ https://automationqahub.com/how-to-install-playwright-tool:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -13005,6 +13522,7 @@ https://automationqahub.com/how-to-publish-extentreport-using-jenkins:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -13036,6 +13554,7 @@ https://automationqahub.com/latest-api-testing-interview-questions-and-answers:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -13067,6 +13586,7 @@ https://automationqahub.com/latest-rest-assured-interview-questions:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -13091,13 +13611,14 @@ https://automationqahub.com/latest-selenium-interview-questions-and-answers:
   resource_type: Interview Q&A
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -13110,6 +13631,7 @@ https://automationqahub.com/latest-selenium-interview-questions-and-answers:
   v2_locations:
   - interview-questions.md
   youtube_mosaic: {}
+  duplicate_of: https://automationqahub.com/common-cypress-interview-questions
 https://automationqahub.com/mastering-git-your-ultimate-git-cheat-sheet-for-quick-reference:
   title: "automationqahub.com: The Ultimate Git Cheat Sheet \U0001F31F"
   description: ''
@@ -13129,6 +13651,7 @@ https://automationqahub.com/mastering-git-your-ultimate-git-cheat-sheet-for-quic
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -13160,6 +13683,7 @@ https://automationqahub.com/popular-software-testing-interview-questions:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -13191,6 +13715,7 @@ https://automationreinvented.blogspot.com/2020/02/top-18-docker-commands-for-ayt
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -13223,6 +13748,7 @@ https://automationreinvented.blogspot.com/2020/06/top-30-interview-questions-on.
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -13255,6 +13781,7 @@ https://automationreinvented.blogspot.com/2020/09/top-11-kubernetes-interview-qu
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -13287,6 +13814,7 @@ https://automationreinvented.blogspot.com/2020/10/top-11-kubernetes-interview-qu
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -13319,6 +13847,7 @@ https://automationreinvented.blogspot.com/2020/11/top-30-api-testing-interview-q
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -13351,6 +13880,7 @@ https://automationreinvented.blogspot.com/2020/11/top-interview-question-on-kube
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -13383,6 +13913,7 @@ https://automationreinvented.blogspot.com/2021/01/top-60-interview-questions-on.
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -13418,6 +13949,7 @@ https://automationreinvented.blogspot.com/2021/02/how-to-run-test-selenium-tests
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -13451,6 +13983,7 @@ https://automationreinvented.blogspot.com/2021/03/top-40-api-testing-interview-q
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -13484,6 +14017,7 @@ https://automationreinvented.blogspot.com/2021/05/how-to-schedule-job-in-jenkins
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -13516,6 +14050,7 @@ https://automationreinvented.blogspot.com/2021/05/top-git-interview-question-set
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -13549,6 +14084,7 @@ https://automationreinvented.blogspot.com/2021/06/how-to-send-email-notification
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -13582,6 +14118,7 @@ https://automationreinvented.blogspot.com/2021/08/how-to-create-parameterized-jo
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -13614,6 +14151,7 @@ https://automationreinvented.blogspot.com/2021/09/top-10-jenkins-interview-quest
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -13647,6 +14185,7 @@ https://automationreinvented.blogspot.com/2021/09/top-40-git-interview-questions
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -13679,6 +14218,7 @@ https://automationreinvented.blogspot.com/2021/12/top-20-jenkins-interview-quest
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -13711,6 +14251,7 @@ https://automationreinvented.blogspot.com/2022/03/top-80-api-testing-interview-q
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -13743,6 +14284,7 @@ https://automationreinvented.blogspot.com/2022/03/what-is-json-schema-and-how-to
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -13775,6 +14317,7 @@ https://automationreinvented.blogspot.com/search/label/Kubernetes?m=1:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -13807,6 +14350,7 @@ https://automationscript.com/how-to-read-console-output-in-jenkins-pipeline:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -13840,6 +14384,7 @@ https://automationscript.com/parallel-execution-in-selenium-using-jenkins:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -13873,6 +14418,7 @@ https://awesome-architecture.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -13903,6 +14449,7 @@ https://awesome-go.com:
   last_checked: 1779032405.638766
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:40:05.638766+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -13929,6 +14476,7 @@ https://awesome-kubernetes.readthedocs.io:
   last_checked: 1779030238.535195
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:58.535195+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -13956,6 +14504,7 @@ https://awesome-kubernetes.readthedocs.io/kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -13987,6 +14536,7 @@ https://awesome.jimmysong.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -14017,6 +14567,7 @@ https://awesomeopensource.com/project/William-Yeh/ansible-prometheus:
   last_checked: 1779032181.926364
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:21.926364+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -14043,6 +14594,7 @@ https://awesomeopensource.com/project/cloudposse/terraform-aws-multi-az-subnets:
   last_checked: 1779030352.669833
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:52.669833+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -14074,6 +14626,7 @@ https://awesomeopensource.com/project/sirredbeard/Awesome-WSL:
   last_checked: 1779030827.190713
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:47.190713+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -14107,6 +14660,7 @@ https://awesomeopensource.com/projects/cidr:
   last_checked: 1779030228.414618
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:48.414618+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -14136,13 +14690,14 @@ https://awesomerank.github.io/lists/janikvonrotz/awesome-powershell.html:
   resource_type: Website
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -14156,6 +14711,7 @@ https://awesomerank.github.io/lists/janikvonrotz/awesome-powershell.html:
   - other-awesome-lists.md
   youtube_mosaic: {}
   is_special: true
+  duplicate_of: https://github.com/janikvonrotz/awesome-powershell
 ? https://awkwardferny.medium.com/setting-up-distributed-tracing-with-opentelemetry-jaeger-in-kubernetes-ingress-nginx-cfdda7d9441d
 : title: 'awkwardferny.medium.com: Setting up Distributed Tracing in Kubernetes with''
     OpenTracing, Jaeger, and Ingress-NGINX'
@@ -14176,6 +14732,7 @@ https://awesomerank.github.io/lists/janikvonrotz/awesome-powershell.html:
   last_checked: 1779030538.481944
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:58.481944+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -14209,6 +14766,7 @@ https://aws-latency.altaircp.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -14241,6 +14799,7 @@ https://aws-observability.github.io/terraform-aws-observability-accelerator:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -14272,6 +14831,7 @@ https://aws-observability.github.io/terraform-aws-observability-accelerator/eks/
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -14305,6 +14865,7 @@ https://aws-quickstart.github.io/quickstart-eks-rancher:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -14338,6 +14899,7 @@ https://aws.amazon.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2013-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -14372,6 +14934,7 @@ https://aws.amazon.com/about-aws:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -14407,6 +14970,7 @@ https://aws.amazon.com/about-aws:
   last_checked: 1780352828.641312
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:27:08.641312+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -14446,6 +15010,7 @@ https://aws.amazon.com/about-aws/global-infrastructure/localzones/locations:
   last_checked: 1779029163.365494
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:46:03.365494+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -14476,6 +15041,7 @@ https://aws.amazon.com/about-aws/global-infrastructure/localzones/locations:
   last_checked: 1779130494.987928
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.987928+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -14503,6 +15069,7 @@ https://aws.amazon.com/about-aws/whats-new/2015/12/now-add-or-modify-request-hea
   last_checked: 1779031255.563905
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:55.563905+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -14536,6 +15103,7 @@ https://aws.amazon.com/about-aws/whats-new/2016/01/aws-schema-conversion-tool-po
   last_checked: 1779029366.864838
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:26.864838+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -14572,6 +15140,7 @@ https://aws.amazon.com/about-aws/whats-new/2016/01/aws-schema-conversion-tool-po
   last_checked: 1779030091.082268
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:01:31.082268+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -14606,6 +15175,7 @@ https://aws.amazon.com/about-aws/whats-new/2016/01/aws-schema-conversion-tool-po
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -14637,6 +15207,7 @@ https://aws.amazon.com/about-aws/whats-new/2016/06/learn-aws-security-fundamenta
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -14669,6 +15240,7 @@ https://aws.amazon.com/about-aws/whats-new/2016/07/build-a-modular-and-scalable-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -14700,6 +15272,7 @@ https://aws.amazon.com/about-aws/whats-new/2016/08/aws-elastic-beanstalk-support
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -14731,6 +15304,7 @@ https://aws.amazon.com/about-aws/whats-new/2016/08/aws-elastic-beanstalk-support
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -14762,6 +15336,7 @@ https://aws.amazon.com/about-aws/whats-new/2016/08/aws-elastic-beanstalk-support
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -14794,6 +15369,7 @@ https://aws.amazon.com/about-aws/whats-new/2016/08/specifying-the-vpc-for-your-a
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -14826,6 +15402,7 @@ https://aws.amazon.com/about-aws/whats-new/2016/09/amazon-cloudfront-now-support
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -14861,6 +15438,7 @@ https://aws.amazon.com/about-aws/whats-new/2016/09/amazon-cloudfront-now-support
   last_checked: 1779029507.349279
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:51:47.349279+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -14894,6 +15472,7 @@ https://aws.amazon.com/about-aws/whats-new/2016/09/nginx-plus-on-the-aws-cloud-q
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -14926,6 +15505,7 @@ https://aws.amazon.com/about-aws/whats-new/2016/10/oracle-database-on-the-aws-cl
   last_checked: 1779030350.134948
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:05:50.134948+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -14963,6 +15543,7 @@ https://aws.amazon.com/about-aws/whats-new/2020/06/introducing-aws-cloudformatio
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -14994,6 +15575,7 @@ https://aws.amazon.com/about-aws/whats-new/2020/08/announcing-the-aws-controller
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -15025,6 +15607,7 @@ https://aws.amazon.com/about-aws/whats-new/2020/09/amazon-cloudwatch-dashboards-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -15056,6 +15639,7 @@ https://aws.amazon.com/about-aws/whats-new/2020/09/amazon-cloudwatch-monitors-pr
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -15089,6 +15673,7 @@ https://aws.amazon.com/about-aws/whats-new/2020/09/amazon-cloudwatch-monitors-pr
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -15122,6 +15707,7 @@ https://aws.amazon.com/about-aws/whats-new/2021/01/amazon-elastic-file-system-tr
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -15155,6 +15741,7 @@ https://aws.amazon.com/about-aws/whats-new/2021/01/new-digital-course-and-lab-aw
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -15190,6 +15777,7 @@ https://aws.amazon.com/about-aws/whats-new/2021/01/new-digital-course-and-lab-aw
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -15222,6 +15810,7 @@ https://aws.amazon.com/about-aws/whats-new/2021/01/new-digital-course-and-lab-aw
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -15251,6 +15840,7 @@ https://aws.amazon.com/about-aws/whats-new/2021/05/introducing-distributed-load-
   last_checked: 1779031455.708671
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:24:15.708671+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -15280,6 +15870,7 @@ https://aws.amazon.com/about-aws/whats-new/2021/06/new-aws-solutions-implementat
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -15314,6 +15905,7 @@ https://aws.amazon.com/about-aws/whats-new/2021/06/new-aws-solutions-implementat
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -15348,6 +15940,7 @@ https://aws.amazon.com/about-aws/whats-new/2021/06/new-aws-solutions-implementat
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -15381,6 +15974,7 @@ https://aws.amazon.com/about-aws/whats-new/2021/07/amazon-vpc-cni-plugin-increas
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -15414,6 +16008,7 @@ https://aws.amazon.com/about-aws/whats-new/2021/07/amazon-vpc-cni-plugin-increas
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -15448,6 +16043,7 @@ https://aws.amazon.com/about-aws/whats-new/2021/08/amazon-rds-proxy-created-shar
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -15482,6 +16078,7 @@ https://aws.amazon.com/about-aws/whats-new/2021/08/amazon-vpc-resize-prefix-list
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -15515,6 +16112,7 @@ https://aws.amazon.com/about-aws/whats-new/2021/08/announcing-general-availabili
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -15549,6 +16147,7 @@ https://aws.amazon.com/about-aws/whats-new/2021/08/announcing-general-availabili
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -15579,6 +16178,7 @@ https://aws.amazon.com/about-aws/whats-new/2021/08/ec2-vm-import-export-unified-
   last_checked: 1779130494.962228
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.962228+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -15614,6 +16214,7 @@ https://aws.amazon.com/about-aws/whats-new/2021/09/amazon-ec2-global-view-consol
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -15648,6 +16249,7 @@ https://aws.amazon.com/about-aws/whats-new/2021/09/amazon-ec2-global-view-consol
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -15681,6 +16283,7 @@ https://aws.amazon.com/about-aws/whats-new/2021/09/aws-site-to-site-vpn-download
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -15714,6 +16317,7 @@ https://aws.amazon.com/about-aws/whats-new/2021/09/better-price-performance-aws-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -15747,6 +16351,7 @@ https://aws.amazon.com/about-aws/whats-new/2021/11/amazon-inspector-continual-vu
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -15780,6 +16385,7 @@ https://aws.amazon.com/about-aws/whats-new/2021/11/aws-control-tower-supports-ne
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -15814,6 +16420,7 @@ https://aws.amazon.com/about-aws/whats-new/2021/11/aws-toolkits-cloud9-jetbrains
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -15848,6 +16455,7 @@ https://aws.amazon.com/about-aws/whats-new/2021/11/aws-toolkits-cloud9-jetbrains
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -15880,6 +16488,7 @@ https://aws.amazon.com/about-aws/whats-new/2022/01/amazon-elastic-file-system-re
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -15913,6 +16522,7 @@ https://aws.amazon.com/about-aws/whats-new/2022/02/general-availability-aws-back
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -15946,6 +16556,7 @@ https://aws.amazon.com/about-aws/whats-new/2022/04/amazon-cloudwatch-metrics-ins
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -15978,6 +16589,7 @@ https://aws.amazon.com/about-aws/whats-new/2022/04/amazon-cloudwatch-metrics-ins
   last_checked: 1779030927.99586
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:15:27.995860+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -16013,6 +16625,7 @@ https://aws.amazon.com/about-aws/whats-new/2022/04/aws-shield-application-balanc
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -16047,6 +16660,7 @@ https://aws.amazon.com/about-aws/whats-new/2022/04/aws-single-sign-on-configurab
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -16081,6 +16695,7 @@ https://aws.amazon.com/about-aws/whats-new/2022/04/aws-single-sign-on-configurab
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -16114,6 +16729,7 @@ https://aws.amazon.com/about-aws/whats-new/2022/06/aws-well-architected-tool-org
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -16148,6 +16764,7 @@ https://aws.amazon.com/about-aws/whats-new/2022/06/aws-well-architected-tool-org
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -16179,6 +16796,7 @@ https://aws.amazon.com/about-aws/whats-new/2022/10/dark-mode-support-aws-managem
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -16213,6 +16831,7 @@ https://aws.amazon.com/about-aws/whats-new/2022/10/dark-mode-support-aws-managem
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -16246,6 +16865,7 @@ https://aws.amazon.com/about-aws/whats-new/2022/10/dark-mode-support-aws-managem
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -16279,6 +16899,7 @@ https://aws.amazon.com/about-aws/whats-new/2022/11/amazon-cloudwatch-cross-accou
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -16312,6 +16933,7 @@ https://aws.amazon.com/about-aws/whats-new/2022/11/amazon-cloudwatch-cross-accou
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -16345,6 +16967,7 @@ https://aws.amazon.com/about-aws/whats-new/2022/11/amazon-cloudwatch-cross-accou
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -16378,6 +17001,7 @@ https://aws.amazon.com/about-aws/whats-new/2022/11/amazon-rds-blue-green-deploym
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -16411,6 +17035,7 @@ https://aws.amazon.com/about-aws/whats-new/2022/11/amazon-sns-increases-default-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -16444,6 +17069,7 @@ https://aws.amazon.com/about-aws/whats-new/2022/11/amazon-sns-increases-default-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -16476,6 +17102,7 @@ https://aws.amazon.com/about-aws/whats-new/2022/11/aws-backup-audit-manager-cent
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -16509,6 +17136,7 @@ https://aws.amazon.com/about-aws/whats-new/2022/11/aws-identity-access-managemen
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -16541,6 +17169,7 @@ https://aws.amazon.com/about-aws/whats-new/2022/11/aws-organizations-delegated-a
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -16574,6 +17203,7 @@ https://aws.amazon.com/about-aws/whats-new/2022/12/amazon-ecs-cloudwatch-alarms-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -16607,6 +17237,7 @@ https://aws.amazon.com/about-aws/whats-new/2022/12/amazon-eks-automated-provisio
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -16639,6 +17270,7 @@ https://aws.amazon.com/about-aws/whats-new/2022/12/amazon-rds-integration-aws-se
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -16671,6 +17303,7 @@ https://aws.amazon.com/about-aws/whats-new/2022/12/amazon-timestream-enables-pro
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -16704,6 +17337,7 @@ https://aws.amazon.com/about-aws/whats-new/2023/02/amazon-cloudwatch-high-resolu
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -16735,6 +17369,7 @@ https://aws.amazon.com/about-aws/whats-new/2023/02/amazon-guardduty-aws-europe-s
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -16766,6 +17401,7 @@ https://aws.amazon.com/about-aws/whats-new/2023/02/aws-network-firewall-tag-base
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -16797,6 +17433,7 @@ https://aws.amazon.com/about-aws/whats-new/2023/02/aws-sam-cli-sam-list-command-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -16829,6 +17466,7 @@ https://aws.amazon.com/about-aws/whats-new/2023/02/enable-aws-systems-manager-de
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -16860,6 +17498,7 @@ https://aws.amazon.com/about-aws/whats-new/2023/03/amazon-detective-graph-visual
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -16891,6 +17530,7 @@ https://aws.amazon.com/about-aws/whats-new/2023/04/aws-transit-gateway-europe-sp
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -16902,6 +17542,7 @@ https://aws.amazon.com/about-aws/whats-new/2023/04/aws-transit-gateway-europe-sp
   v1_locations: []
   v2_locations:
   - aws-spain.md
+  - aws.md
   youtube_mosaic: {}
 https://aws.amazon.com/about-aws/whats-new/2023/05/amazon-cloudfront-one-click-security-protections:
   title: Amazon CloudFront announces one-click security protections
@@ -16922,6 +17563,7 @@ https://aws.amazon.com/about-aws/whats-new/2023/05/amazon-cloudfront-one-click-s
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -16954,6 +17596,7 @@ https://aws.amazon.com/about-aws/whats-new/2023/05/aws-backup-cross-region-backu
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -16987,6 +17630,7 @@ https://aws.amazon.com/about-aws/whats-new/2023/05/aws-management-console-privat
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -17050,6 +17695,7 @@ https://aws.amazon.com/about-aws/whats-new/2023/06/aws-config-recording-exclusio
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -17081,6 +17727,7 @@ https://aws.amazon.com/about-aws/whats-new/2023/11/amazon-eks-pod-identity:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -17115,6 +17762,7 @@ https://aws.amazon.com/about-aws/whats-new/2023/11/automate-aws-control-tower-zo
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -17147,6 +17795,7 @@ https://aws.amazon.com/about-aws/whats-new/2023/11/aws-cloudformation-git-manage
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -17178,6 +17827,7 @@ https://aws.amazon.com/about-aws/whats-new/2024/01/amazon-ecs-fargate-integrate-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -17211,6 +17861,7 @@ https://aws.amazon.com/about-aws/whats-new/2024/02/aws-cloudformation-templates-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -17243,6 +17894,7 @@ https://aws.amazon.com/about-aws/whats-new/2024/03/application-load-balancer-htt
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -17277,6 +17929,7 @@ https://aws.amazon.com/about-aws/whats-new/2024/05/amazon-eks-native-support-aut
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -17310,6 +17963,7 @@ https://aws.amazon.com/about-aws/whats-new/2024/08/aws-waf-rate-based-rules-lowe
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -17348,6 +18002,7 @@ https://aws.amazon.com/about-aws/whats-new/2024/08/aws-waf-rate-based-rules-lowe
   last_checked: 1780352158.263546
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:15:58.263546+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -17377,13 +18032,14 @@ https://aws.amazon.com/activate:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 2805722d4026971e82ee97b10d3579bc775a364891a4de0644874a1673284651
   health_score: 100.0
   last_checked: 1779033050.807162
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:50.807162+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -17392,6 +18048,7 @@ https://aws.amazon.com/activate:
   - docs/aws.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://aws.amazon.com/startups
 https://aws.amazon.com/app-mesh:
   title: aws.amazon.com/app-mesh
   description: ''
@@ -17411,6 +18068,7 @@ https://aws.amazon.com/app-mesh:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -17443,6 +18101,7 @@ https://aws.amazon.com/application-migration-service:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -17476,6 +18135,7 @@ https://aws.amazon.com/apprunner:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -17507,6 +18167,7 @@ https://aws.amazon.com/architecture/icons:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -17529,13 +18190,14 @@ https://aws.amazon.com/architecture/serverless/serverless-or-kubernetes:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 7bc8ff66fdaeea40c19d94a7d0e1b3a53e2d527ec65b9cc30ac4ee0638f1a936
   health_score: 100.0
   last_checked: 1779034265.283798
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:05.283798+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -17549,6 +18211,7 @@ https://aws.amazon.com/architecture/serverless/serverless-or-kubernetes:
     proposed_url: NONE
     reason: 'High-Value Protection: generic_redirect_loss'
     timestamp: '2026-05-18T18:54:55.022343'
+  duplicate_of: https://docs.aws.amazon.com/modern-apps-strategy-on-aws-how-to-choose
 https://aws.amazon.com/architecture/this-is-my-architecture:
   title: This is My Architecture
   description: ''
@@ -17568,6 +18231,7 @@ https://aws.amazon.com/architecture/this-is-my-architecture:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   geo_region: null
   hierarchy:
@@ -17600,6 +18264,7 @@ https://aws.amazon.com/backup:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -17632,6 +18297,7 @@ https://aws.amazon.com/big-data:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -17661,6 +18327,7 @@ https://aws.amazon.com/big-data/data-lake-on-aws:
   last_checked: 1779031113.396799
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:33.396799+02:00'
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@@ -17691,6 +18358,7 @@ https://aws.amazon.com/blogs/apn:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   last_checked: 1779033384.625902
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:56:24.625902+02:00'
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@@ -17748,6 +18417,7 @@ https://aws.amazon.com/blogs/apn/centralized-traffic-inspection-with-gateway-loa
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -17811,6 +18482,7 @@ https://aws.amazon.com/blogs/apn/how-to-deploy-a-high-availability-web-service-o
   last_checked: 1779033400.346001
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:56:40.346001+02:00'
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@@ -17840,6 +18512,7 @@ https://aws.amazon.com/blogs/apn/modernize-your-ci-cd-pipeline-using-jenkins-x-w
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
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   last_checked: 1779034109.438172
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:08:29.438172+02:00'
+  last_ai_eval: null
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@@ -18154,6 +18836,7 @@ https://aws.amazon.com/blogs/architecture/exploring-data-transfer-costs-for-aws-
   last_checked: 1779030982.750249
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:16:22.750249+02:00'
+  last_ai_eval: null
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   last_checked: 1779032289.843242
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:38:09.843242+02:00'
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -18444,6 +19135,7 @@ https://aws.amazon.com/blogs/architecture/optimizing-your-aws-infrastructure-for
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -18468,13 +19160,14 @@ https://aws.amazon.com/blogs/architecture/optimizing-your-aws-infrastructure-for
   resource_type: Article
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -18487,6 +19180,7 @@ https://aws.amazon.com/blogs/architecture/optimizing-your-aws-infrastructure-for
   v2_locations:
   - aws-architecture.md
   youtube_mosaic: {}
+  duplicate_of: https://aws.amazon.com/blogs/architecture/optimizing-your-aws-infrastructure-for-sustainability-part-i-compute
 https://aws.amazon.com/blogs/architecture/overview-of-data-transfer-costs-for-common-architectures:
   title: 'aws.amazon.com/blogs/architecture: Overview of Data Transfer Costs for Common
     Architectures'
@@ -18508,6 +19202,7 @@ https://aws.amazon.com/blogs/architecture/overview-of-data-transfer-costs-for-co
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -18540,6 +19235,7 @@ https://aws.amazon.com/blogs/architecture/reduce-cost-and-increase-security-with
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -18605,6 +19302,7 @@ https://aws.amazon.com/blogs/architecture/verify-the-resilience-of-your-workload
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -18638,6 +19336,7 @@ https://aws.amazon.com/blogs/architecture/what-to-consider-when-selecting-a-regi
   last_checked: 1779031945.038512
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:32:25.038512+02:00'
+  last_ai_eval: null
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   hierarchy:
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   last_checked: 1779130495.016521
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.016521+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
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   last_checked: 1779130494.935096
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.935096+02:00'
+  last_ai_eval: null
   company: null
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@@ -18725,13 +19426,14 @@ https://aws.amazon.com/blogs/aws-cost-management/announcing-general-availability
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 05d62463bee06c61fed73bbfa682bee63e213d7ba57dabbd21d7a147ad3b443c
   health_score: 100.0
   last_checked: 1779032177.749358
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:17.749358+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -18740,6 +19442,7 @@ https://aws.amazon.com/blogs/aws-cost-management/announcing-general-availability
   - docs/aws-pricing.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://aws.amazon.com/blogs/aws-cloud-financial-management/announcing-general-availability-of-aws-cost-anomaly-detection
 https://aws.amazon.com/blogs/aws-cost-management/understanding-your-aws-cost-datasets-a-cheat-sheet:
   title: 'Understanding your AWS Cost Datasets: A Cheat Sheet'
   description: ''
@@ -18750,13 +19453,14 @@ https://aws.amazon.com/blogs/aws-cost-management/understanding-your-aws-cost-dat
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
   last_checked: 1779030132.629783
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:02:12.629783+02:00'
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   company: null
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   hierarchy: []
@@ -18765,6 +19469,7 @@ https://aws.amazon.com/blogs/aws-cost-management/understanding-your-aws-cost-dat
   - docs/aws-pricing.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://aws.amazon.com/blogs/aws-cloud-financial-management/understanding-your-aws-cost-datasets-a-cheat-sheet
 ? https://aws.amazon.com/blogs/aws/amazon-eks-anywhere-now-generally-available-to-create-and-manage-kubernetes-clusters-on-premises
 : title: 'aws.amazon.com: Amazon EKS Anywhere – Now Generally Available to Create
     and Manage Kubernetes Clusters on Premises'
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -18817,6 +19523,7 @@ https://aws.amazon.com/blogs/aws/amazon-eks-now-supports-ec2-inf1-instances:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -18850,6 +19557,7 @@ https://aws.amazon.com/blogs/aws/amazon-elastic-file-system-production-ready-in-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -18882,6 +19590,7 @@ https://aws.amazon.com/blogs/aws/amazon-elastic-file-system-shared-file-storage-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2015-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -18913,6 +19622,7 @@ https://aws.amazon.com/blogs/aws/amazon-inspector-automated-security-assessment-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2015-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -18945,6 +19655,7 @@ https://aws.amazon.com/blogs/aws/amazon-managed-grafana-is-now-generally-availab
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -18979,6 +19690,7 @@ https://aws.amazon.com/blogs/aws/amazon-managed-service-for-prometheus-is-now-ge
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -19010,6 +19722,7 @@ https://aws.amazon.com/blogs/aws/amazon-rds-for-sql-server-support-for-windows-a
   last_checked: 1779032817.54121
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:46:57.541210+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -19045,6 +19758,7 @@ https://aws.amazon.com/blogs/aws/amazon-rds-multi-az-db-cluster:
   last_checked: 1779034109.479705
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:08:29.479705+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -19077,6 +19791,7 @@ https://aws.amazon.com/blogs/aws/amazon-workmail-now-generally-available:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -19110,6 +19825,7 @@ https://aws.amazon.com/blogs/aws/amazon-workspaces-introduces-ubuntu-desktops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -19142,6 +19858,7 @@ https://aws.amazon.com/blogs/aws/announcing-amazon-opensearch-service-which-supp
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -19173,6 +19890,7 @@ https://aws.amazon.com/blogs/aws/announcing-aws-cloud-control-api:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -19205,6 +19923,7 @@ https://aws.amazon.com/blogs/aws/announcing-aws-kms-external-key-store-xks:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -19236,6 +19955,7 @@ https://aws.amazon.com/blogs/aws/aws-application-discovery-service-update-agentl
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -19270,6 +19990,7 @@ https://aws.amazon.com/blogs/aws/aws-cloud-adoption-framework-caf-3-0-is-now-ava
   last_checked: 1779032100.240405
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:35:00.240405+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -19302,6 +20023,7 @@ https://aws.amazon.com/blogs/aws/aws-config-rules-dynamic-compliance-checking-fo
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2015-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -19333,6 +20055,7 @@ https://aws.amazon.com/blogs/aws/aws-cost-explorer-update-access-to-ec2-usage-da
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2015-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -19366,6 +20089,7 @@ https://aws.amazon.com/blogs/aws/aws-database-migration-service:
   last_checked: 1779032232.050724
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:37:12.050724+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -19399,6 +20123,7 @@ https://aws.amazon.com/blogs/aws/aws-iot-cloud-services-for-connected-devices:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2015-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -19432,6 +20157,7 @@ https://aws.amazon.com/blogs/aws/aws-lambda-now-supports-up-to-10-gb-ephemeral-s
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -19464,6 +20190,7 @@ https://aws.amazon.com/blogs/aws/aws-lambda-update-python-vpc-increased-function
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2015-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -19495,6 +20222,7 @@ https://aws.amazon.com/blogs/aws/aws-mobile-hub-build-test-and-monitor-mobile-ap
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2015-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -19528,6 +20256,7 @@ https://aws.amazon.com/blogs/aws/aws-repost-a-reimagined-qa-experience-for-the-a
   last_checked: 1779033612.049915
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:00:12.049915+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -19574,6 +20303,7 @@ https://aws.amazon.com/blogs/aws/aws-repost-a-reimagined-qa-experience-for-the-a
   last_checked: 1780353037.421391
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:30:37.421391+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -19627,6 +20357,7 @@ https://aws.amazon.com/blogs/aws/aws-repost-a-reimagined-qa-experience-for-the-a
   last_checked: 1780353037.421401
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:30:37.421401+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -19673,6 +20404,7 @@ https://aws.amazon.com/blogs/aws/aws-weekly-roundup-claude-opus-4-8-on-aws-auror
   last_checked: 1780353052.024519
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:30:52.024519+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -19707,6 +20439,7 @@ https://aws.amazon.com/blogs/aws/cloudwatch-dashboards-create-use-customized-met
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2015-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -19738,6 +20471,7 @@ https://aws.amazon.com/blogs/aws/coming-soon-ec2-dedicated-hosts:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2015-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -19771,6 +20505,7 @@ https://aws.amazon.com/blogs/aws/coming-soon-ec2-dedicated-hosts:
   last_checked: 1779130494.944333
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.944333+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -19805,6 +20540,7 @@ https://aws.amazon.com/blogs/aws/easily-manage-security-group-rules-with-the-new
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -19838,6 +20574,7 @@ https://aws.amazon.com/blogs/aws/ec2-classic-is-retiring-heres-how-to-prepare:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -19872,6 +20609,7 @@ https://aws.amazon.com/blogs/aws/ec2-container-service-update-container-registry
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2015-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -19903,6 +20641,7 @@ https://aws.amazon.com/blogs/aws/eks-price-reduction:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -19935,6 +20674,7 @@ https://aws.amazon.com/blogs/aws/elastic-network-adapter-high-performance-networ
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -19973,6 +20713,7 @@ https://aws.amazon.com/blogs/aws/get-started-with-openai-gpt-5-5-gpt-5-4-models-
   last_checked: 1780353052.024509
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:30:52.024509+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -20009,6 +20750,7 @@ https://aws.amazon.com/blogs/aws/heads-up-amazon-s3-security-changes-are-coming-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -20041,6 +20783,7 @@ https://aws.amazon.com/blogs/aws/iam-access-analyzer-update-policy-validation:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -20074,6 +20817,7 @@ https://aws.amazon.com/blogs/aws/iam-access-analyzer-update-policy-validation:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -20105,6 +20849,7 @@ https://aws.amazon.com/blogs/aws/infoworld-review-amazon-aurora-rocks-mysql:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2015-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -20151,6 +20896,7 @@ https://aws.amazon.com/blogs/aws/infoworld-review-amazon-aurora-rocks-mysql:
   last_checked: 1780353037.421374
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:30:37.421374+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -20205,6 +20951,7 @@ https://aws.amazon.com/blogs/aws/infoworld-review-amazon-aurora-rocks-mysql:
   last_checked: 1780353037.421356
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:30:37.421356+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -20249,6 +20996,7 @@ https://aws.amazon.com/blogs/aws/meet-our-newest-aws-heroes-may-2026:
   last_checked: 1780402331.955747
   needs_ai_refresh: false
   discovered_at: '2026-06-02T14:12:11.955747+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -20294,6 +21042,7 @@ https://aws.amazon.com/blogs/aws/meet-our-newest-aws-heroes-may-2026:
   last_checked: 1780352730.20747
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:25:30.207470+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -20336,6 +21085,7 @@ https://aws.amazon.com/blogs/aws/monitor-evaluate-and-demonstrate-backup-complia
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -20368,6 +21118,7 @@ https://aws.amazon.com/blogs/aws/new-accelerate-your-lambda-functions-with-lambd
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -20401,6 +21152,7 @@ https://aws.amazon.com/blogs/aws/new-amazon-vpc-network-access-analyzer:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -20433,6 +21185,7 @@ https://aws.amazon.com/blogs/aws/new-aws-application-load-balancer:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -20466,6 +21219,7 @@ https://aws.amazon.com/blogs/aws/new-aws-competency-aws-migration:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -20498,6 +21252,7 @@ https://aws.amazon.com/blogs/aws/new-aws-control-tower-account-factory-for-terra
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -20530,6 +21285,7 @@ https://aws.amazon.com/blogs/aws/new-aws-control-tower-account-factory-for-terra
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -20563,6 +21319,7 @@ https://aws.amazon.com/blogs/aws/new-create-microsoft-sql-server-instances-of-am
   last_checked: 1779029174.206567
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:46:14.206567+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -20595,6 +21352,7 @@ https://aws.amazon.com/blogs/aws/new-encrypted-ebs-boot-volumes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2015-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -20628,6 +21386,7 @@ https://aws.amazon.com/blogs/aws/new-for-aws-distro-for-opentelemetry-tracing-su
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -20659,6 +21418,7 @@ https://aws.amazon.com/blogs/aws/new-scheduled-reserved-instances:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -20691,6 +21451,7 @@ https://aws.amazon.com/blogs/aws/new-self-service-provisioning-of-terraform-open
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -20722,6 +21483,7 @@ https://aws.amazon.com/blogs/aws/new-visualize-your-vpc-resources-from-amazon-vp
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -20751,6 +21513,7 @@ https://aws.amazon.com/blogs/aws/new_deployment_pipelines_reference_architecture
   last_checked: 1779030979.393873
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:19.393873+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -20781,6 +21544,7 @@ https://aws.amazon.com/blogs/aws/now-aws-step-functions-supports-200-aws-service
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -20813,6 +21577,7 @@ https://aws.amazon.com/blogs/aws/now-open-aws-region-in-spain:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -20846,6 +21611,7 @@ https://aws.amazon.com/blogs/aws/preview-aws-backup-adds-support-for-amazon-s3:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -20857,6 +21623,7 @@ https://aws.amazon.com/blogs/aws/preview-aws-backup-adds-support-for-amazon-s3:
   v1_locations: []
   v2_locations:
   - aws-backup.md
+  - aws-newfeatures.md
   youtube_mosaic: {}
 https://aws.amazon.com/blogs/aws/reduce-unwanted-traffic-on-your-web-site-with-aws-bot-control:
   title: 'amazon.com: Reduce Unwanted Traffic on Your Website with New AWS WAF Bot
@@ -20878,6 +21645,7 @@ https://aws.amazon.com/blogs/aws/reduce-unwanted-traffic-on-your-web-site-with-a
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -20911,6 +21679,7 @@ https://aws.amazon.com/blogs/aws/top-announcements-of-aws-reinvent-2021:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -20942,6 +21711,7 @@ https://aws.amazon.com/blogs/big-data/category/analytics/aws-data-pipeline:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -20973,6 +21743,7 @@ https://aws.amazon.com/blogs/big-data/querying-amazon-kinesis-streams-directly-w
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -21003,6 +21774,7 @@ https://aws.amazon.com/blogs/big-data/using-spark-sql-for-etl:
   last_checked: 1781735876.005314
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:56.005314+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -21035,6 +21807,7 @@ https://aws.amazon.com/blogs/compute/architecture-patterns-for-consuming-private
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -21069,6 +21842,7 @@ https://aws.amazon.com/blogs/compute/building-an-event-driven-application-with-a
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -21102,6 +21876,7 @@ https://aws.amazon.com/blogs/compute/building-an-event-driven-application-with-a
   last_checked: 1779032731.860781
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:45:31.860781+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -21135,6 +21910,7 @@ https://aws.amazon.com/blogs/compute/deploying-aws-lambda-layers-automatically-a
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -21167,6 +21943,7 @@ https://aws.amazon.com/blogs/compute/introducing-an-enhanced-local-ide-experienc
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -21201,6 +21978,7 @@ https://aws.amazon.com/blogs/compute/introducing-an-enhanced-local-ide-experienc
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -21233,6 +22011,7 @@ https://aws.amazon.com/blogs/compute/migrating-a-monolithic-net-rest-api-to-aws-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -21266,6 +22045,7 @@ https://aws.amazon.com/blogs/compute/operating-lambda-understanding-event-driven
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -21299,6 +22079,7 @@ https://aws.amazon.com/blogs/compute/quick-restoration-through-replacing-the-roo
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -21333,6 +22114,7 @@ https://aws.amazon.com/blogs/compute/scaling-aws-lambda-permissions-with-attribu
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -21366,6 +22148,7 @@ https://aws.amazon.com/blogs/compute/scaling-aws-lambda-permissions-with-attribu
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -21399,6 +22182,7 @@ https://aws.amazon.com/blogs/compute/server-side-rendering-micro-frontends-ui-co
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -21430,6 +22214,7 @@ https://aws.amazon.com/blogs/compute/understanding-aws-lambda-scaling-and-throug
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -21461,6 +22246,7 @@ https://aws.amazon.com/blogs/compute/using-amazon-efs-for-aws-lambda-in-your-ser
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -21495,6 +22281,7 @@ https://aws.amazon.com/blogs/containers/addressing-ipv4-address-exhaustion-in-am
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -21529,6 +22316,7 @@ https://aws.amazon.com/blogs/containers/addressing-latency-and-data-transfer-cos
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -21561,6 +22349,7 @@ https://aws.amazon.com/blogs/containers/amazon-eks-now-supports-kubernetes-1-22:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -21585,13 +22374,14 @@ https://aws.amazon.com/blogs/containers/amazon-eks-now-supports-kubernetes-versi
   resource_type: Cloud Service
   complexity: Intermediate
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -21604,6 +22394,7 @@ https://aws.amazon.com/blogs/containers/amazon-eks-now-supports-kubernetes-versi
   v2_locations:
   - aws-newfeatures.md
   youtube_mosaic: {}
+  duplicate_of: https://aws.amazon.com/blogs/containers/amazon-eks-now-supports-kubernetes-1-22
 https://aws.amazon.com/blogs/containers/architecting-for-resiliency-on-aws-app-runner:
   title: Architecting for resiliency on AWS App Runner
   description: ''
@@ -21624,6 +22415,7 @@ https://aws.amazon.com/blogs/containers/architecting-for-resiliency-on-aws-app-r
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -21656,6 +22448,7 @@ https://aws.amazon.com/blogs/containers/automate-rollbacks-for-amazon-ecs-rollin
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -21687,6 +22480,7 @@ https://aws.amazon.com/blogs/containers/autoscaling-eks-on-fargate-with-custom-m
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -21719,6 +22513,7 @@ https://aws.amazon.com/blogs/containers/aws-and-kubecost-collaborate-to-deliver-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -21748,6 +22543,7 @@ https://aws.amazon.com/blogs/containers/aws-docker-collaborate-simplify-develope
   last_checked: 1779031399.023446
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:23:19.023446+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -21777,6 +22573,7 @@ https://aws.amazon.com/blogs/containers/aws-secrets-manager-controller-poc-an-ek
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -21809,6 +22606,7 @@ https://aws.amazon.com/blogs/containers/blue-green-kubernetes-upgrades-for-amazo
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -21843,6 +22641,7 @@ https://aws.amazon.com/blogs/containers/chaos-engineering-with-litmuschaos-on-am
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -21874,6 +22673,7 @@ https://aws.amazon.com/blogs/containers/cloud-native-ci-cd-with-tekton-and-argoc
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -21908,6 +22708,7 @@ https://aws.amazon.com/blogs/containers/continuous-delivery-of-amazon-eks-cluste
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -21941,6 +22742,7 @@ https://aws.amazon.com/blogs/containers/create-a-pipeline-with-canary-deployment
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -21975,6 +22777,7 @@ https://aws.amazon.com/blogs/containers/easy-as-one-two-three-policy-management-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -22007,6 +22810,7 @@ https://aws.amazon.com/blogs/containers/eliminate-kubernetes-node-scaling-lag-wi
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -22042,6 +22846,7 @@ https://aws.amazon.com/blogs/containers/fluent-bit-integration-in-cloudwatch-con
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -22074,6 +22879,7 @@ https://aws.amazon.com/blogs/containers/fluent-bit-integration-in-cloudwatch-con
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -22108,6 +22914,7 @@ https://aws.amazon.com/blogs/containers/how-to-track-costs-in-multi-tenant-amazo
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -22140,6 +22947,7 @@ https://aws.amazon.com/blogs/containers/introducing-aws-load-balancer-controller
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -22173,6 +22981,7 @@ https://aws.amazon.com/blogs/containers/introducing-cdk-for-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -22204,6 +23013,7 @@ https://aws.amazon.com/blogs/containers/introducing-general-availability-of-amaz
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -22239,6 +23049,7 @@ https://aws.amazon.com/blogs/containers/kubernetes-as-a-platform-vs-kubernetes-a
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -22272,6 +23083,7 @@ https://aws.amazon.com/blogs/containers/leveraging-app-mesh-with-amazon-eks-in-a
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -22304,6 +23116,7 @@ https://aws.amazon.com/blogs/containers/onfidos-journey-to-a-multi-cluster-amazo
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -22337,6 +23150,7 @@ https://aws.amazon.com/blogs/containers/operating-a-multi-regional-stateless-app
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -22368,6 +23182,7 @@ https://aws.amazon.com/blogs/containers/planning-kubernetes-upgrades-with-amazon
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -22402,6 +23217,7 @@ https://aws.amazon.com/blogs/containers/policy-based-countermeasures-for-kuberne
   last_checked: 1779033665.667467
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:01:05.667467+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -22435,6 +23251,7 @@ https://aws.amazon.com/blogs/containers/preventing-kubernetes-misconfigurations-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -22467,6 +23284,7 @@ https://aws.amazon.com/blogs/containers/scaling-amazon-eks-and-cassandra-beyond-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -22501,6 +23319,7 @@ https://aws.amazon.com/blogs/containers/start-pods-faster-by-prefetching-images:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -22534,6 +23353,7 @@ https://aws.amazon.com/blogs/containers/streaming-kubernetes-events-in-slack:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -22567,6 +23387,7 @@ https://aws.amazon.com/blogs/containers/troubleshooting-amazon-eks-api-servers-w
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -22601,6 +23422,7 @@ https://aws.amazon.com/blogs/containers/understanding-and-cost-optimizing-amazon
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -22634,6 +23456,7 @@ https://aws.amazon.com/blogs/containers/using-amazon-ec2-spot-instances-with-kar
   last_checked: 1779031793.552141
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:29:53.552141+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -22666,6 +23489,7 @@ https://aws.amazon.com/blogs/containers/using-cdk-to-perform-continuous-deployme
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -22699,6 +23523,7 @@ https://aws.amazon.com/blogs/containers/using-prometheus-to-avoid-disasters-with
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -22732,6 +23557,7 @@ https://aws.amazon.com/blogs/database/amazon-aurora-postgresql-blue-green-deploy
   last_checked: 1779030873.940628
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:14:33.940628+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -22766,6 +23592,7 @@ https://aws.amazon.com/blogs/database/auditing-for-highly-regulated-industries-u
   last_checked: 1779033692.403616
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:01:32.403616+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -22798,6 +23625,7 @@ https://aws.amazon.com/blogs/database/introducing-the-aurora-storage-engine:
   last_checked: 1779031431.323863
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:23:51.323863+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -22832,6 +23660,7 @@ https://aws.amazon.com/blogs/database/migrating-a-commercial-database-to-open-so
   last_checked: 1779030604.842077
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:10:04.842077+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -22866,6 +23695,7 @@ https://aws.amazon.com/blogs/database/migrating-oracle-databases-with-near-zero-
   last_checked: 1779030069.682236
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:01:09.682236+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -22901,6 +23731,7 @@ https://aws.amazon.com/blogs/database/migrating-oracle-databases-with-near-zero-
   last_checked: 1779031393.0095
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:23:13.009500+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -22937,6 +23768,7 @@ https://aws.amazon.com/blogs/database/migrating-oracle-databases-with-near-zero-
   last_checked: 1779029556.519643
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:52:36.519643+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -22972,6 +23804,7 @@ https://aws.amazon.com/blogs/database/migrating-oracle-databases-with-near-zero-
   last_checked: 1779032117.381603
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:35:17.381603+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -23004,6 +23837,7 @@ https://aws.amazon.com/blogs/developer:
   last_checked: 1779031429.081064
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:23:49.081064+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -23039,6 +23873,7 @@ https://aws.amazon.com/blogs/developer/announcing-end-of-support-for-python-2-7-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -23070,6 +23905,7 @@ https://aws.amazon.com/blogs/devops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -23102,6 +23938,7 @@ https://aws.amazon.com/blogs/devops/announcing-cdk-migrate-a-single-command-to-m
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -23132,6 +23969,7 @@ https://aws.amazon.com/blogs/devops/aws-codedeploy-deploying-from-a-development-
   last_checked: 1781735876.123078
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:56.123078+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -23164,6 +24002,7 @@ https://aws.amazon.com/blogs/devops/aws-codepipeline-adds-support-for-branch-bas
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -23195,6 +24034,7 @@ https://aws.amazon.com/blogs/devops/blue-green-deployments-with-application-load
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -23229,6 +24069,7 @@ https://aws.amazon.com/blogs/devops/building-end-to-end-aws-devsecops-ci-cd-pipe
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -23261,6 +24102,7 @@ https://aws.amazon.com/blogs/devops/chaos-engineering-on-amazon-eks-using-aws-fa
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -23294,6 +24136,7 @@ https://aws.amazon.com/blogs/devops/deploy-and-manage-gitlab-runners-on-amazon-e
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -23329,6 +24172,7 @@ https://aws.amazon.com/blogs/devops/introducing-amazon-codewhisperer-for-command
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -23361,6 +24205,7 @@ https://aws.amazon.com/blogs/devops/jenkins-high-availability-and-disaster-recov
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -23393,6 +24238,7 @@ https://aws.amazon.com/blogs/devops/multi-branch-pipeline-management-and-infrast
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -23428,6 +24274,7 @@ https://aws.amazon.com/blogs/devops/new-self-paced-courses-to-improve-java-and-p
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -23459,6 +24306,7 @@ https://aws.amazon.com/blogs/devops/setting-up-the-jenkins-plugin-for-aws-codede
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -23491,6 +24339,7 @@ https://aws.amazon.com/blogs/devops/tag/continuous-deployment:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -23523,6 +24372,7 @@ https://aws.amazon.com/blogs/devops/using-jenkins-with-codeartifact:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -23556,6 +24406,7 @@ https://aws.amazon.com/blogs/hpc/creating-a-digital-map-of-covid-19-virus-for-di
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -23591,6 +24442,7 @@ https://aws.amazon.com/blogs/industries/accelerating-radiology-imaging-workflows
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -23626,6 +24478,7 @@ https://aws.amazon.com/blogs/industries/astrazenecas-drug-design-program-built-u
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -23659,6 +24512,7 @@ https://aws.amazon.com/blogs/industries/automating-and-scaling-chaos-engineering
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -23694,6 +24548,7 @@ https://aws.amazon.com/blogs/industries/bmw-group-develops-a-genai-assistant-to-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -23728,6 +24583,7 @@ https://aws.amazon.com/blogs/infrastructure-and-automation/save-time-with-automa
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -23760,6 +24616,7 @@ https://aws.amazon.com/blogs/machine-learning/mlops-foundation-roadmap-for-enter
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -23798,6 +24655,7 @@ https://aws.amazon.com/blogs/machine-learning/mlops-foundation-roadmap-for-enter
   last_checked: 1780401702.549054
   needs_ai_refresh: false
   discovered_at: '2026-06-02T14:01:42.549054+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -23840,6 +24698,7 @@ https://aws.amazon.com/blogs/machine-learning/mlops-foundation-roadmap-for-enter
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -23871,6 +24730,7 @@ https://aws.amazon.com/blogs/mobile/how-to-enforce-user-quota-on-aws-appsync-wit
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -23904,6 +24764,7 @@ https://aws.amazon.com/blogs/mt:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -23937,6 +24798,7 @@ https://aws.amazon.com/blogs/mt/amazon-managed-service-for-grafana-amg-preview-u
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -23970,6 +24832,7 @@ https://aws.amazon.com/blogs/mt/automate-preapproved-operations-with-aws-service
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -24003,6 +24866,7 @@ https://aws.amazon.com/blogs/mt/automate-preapproved-operations-with-aws-service
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -24034,6 +24898,7 @@ https://aws.amazon.com/blogs/mt/extending-and-exploring-alarm-history-in-amazon-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -24065,6 +24930,7 @@ https://aws.amazon.com/blogs/mt/how-bt-uses-amazon-cloudwatch-to-monitor-million
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -24097,6 +24963,7 @@ https://aws.amazon.com/blogs/mt/how-to-use-aws-config-and-cloudtrail-to-find-who
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -24130,6 +24997,7 @@ https://aws.amazon.com/blogs/mt/migrate-aws-landing-zone-solution-to-aws-control
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -24167,6 +25035,7 @@ https://aws.amazon.com/blogs/mt/multi-account-aws-trusted-advisor-summaries-now-
   last_checked: 1779031440.094399
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:24:00.094399+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -24202,6 +25071,7 @@ https://aws.amazon.com/blogs/mt/share-your-amazon-cloudwatch-dashboards-with-any
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -24234,6 +25104,7 @@ https://aws.amazon.com/blogs/mt/simplifying-permissions-management-at-scale-usin
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -24267,6 +25138,7 @@ https://aws.amazon.com/blogs/mt/standardize-compliance-in-aws-using-devops-and-a
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -24299,6 +25171,7 @@ https://aws.amazon.com/blogs/mt/standardize-compliance-in-aws-using-devops-and-a
   last_checked: 1779030951.759867
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:15:51.759867+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -24333,6 +25206,7 @@ https://aws.amazon.com/blogs/networking-and-content-delivery/centralize-access-u
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -24367,6 +25241,7 @@ https://aws.amazon.com/blogs/networking-and-content-delivery/creating-active-pas
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -24401,6 +25276,7 @@ https://aws.amazon.com/blogs/networking-and-content-delivery/creating-disaster-r
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -24433,6 +25309,7 @@ https://aws.amazon.com/blogs/networking-and-content-delivery/creating-disaster-r
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -24466,6 +25343,7 @@ https://aws.amazon.com/blogs/opensource/accelerate-infrastructure-as-code-develo
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -24500,6 +25378,7 @@ https://aws.amazon.com/blogs/opensource/building-a-prometheus-remote-write-expor
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -24534,6 +25413,7 @@ https://aws.amazon.com/blogs/opensource/declarative-provisioning-of-aws-resource
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -24567,6 +25447,7 @@ https://aws.amazon.com/blogs/opensource/git-push-deploy-app-eks-gitkube:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -24598,6 +25479,7 @@ https://aws.amazon.com/blogs/opensource/introducing-opensearch:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -24631,6 +25513,7 @@ https://aws.amazon.com/blogs/opensource/keeping-clients-of-opensearch-and-elasti
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -24663,6 +25546,7 @@ https://aws.amazon.com/blogs/opensource/kubernetes-ingress-aws-alb-ingress-contr
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -24696,6 +25580,7 @@ https://aws.amazon.com/blogs/opensource/managing-secrets-deployment-in-kubernete
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -24728,6 +25613,7 @@ https://aws.amazon.com/blogs/opensource/openshift-4-on-aws-quick-start:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -24759,6 +25645,7 @@ https://aws.amazon.com/blogs/opensource/querying-aws-at-scale-across-apis-region
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -24793,6 +25680,7 @@ https://aws.amazon.com/blogs/opensource/realize-policy-as-code-with-aws-cloud-de
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -24825,6 +25713,7 @@ https://aws.amazon.com/blogs/opensource/stepping-up-for-a-truly-open-source-elas
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -24856,6 +25745,7 @@ https://aws.amazon.com/blogs/opensource/why-jenkins-still-continuously-serves-de
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -24886,6 +25776,7 @@ https://aws.amazon.com/blogs/security/adhere-to-iam-best-practices-in-2016:
   last_checked: 1781735878.295134
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:58.295134+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -24916,6 +25807,7 @@ https://aws.amazon.com/blogs/security/announcing-industry-best-practices-for-sec
   last_checked: 1781735877.799653
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:57.799653+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -24949,6 +25841,7 @@ https://aws.amazon.com/blogs/security/announcing-new-aws-iam-identity-center-api
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -24979,6 +25872,7 @@ https://aws.amazon.com/blogs/security/automated-reasoning-and-amazon-s2n:
   last_checked: 1781735878.288824
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:58.288824+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -25011,6 +25905,7 @@ https://aws.amazon.com/blogs/security/encrypt-global-data-client-side-with-aws-k
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -25044,6 +25939,7 @@ https://aws.amazon.com/blogs/security/extend-aws-iam-roles-to-workloads-outside-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -25076,6 +25972,7 @@ https://aws.amazon.com/blogs/security/how-to-automate-aws-account-creation-with-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -25111,6 +26008,7 @@ https://aws.amazon.com/blogs/security/how-to-automate-aws-account-creation-with-
   last_checked: 1779033081.518781
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:51:21.518781+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -25143,6 +26041,7 @@ https://aws.amazon.com/blogs/security/how-to-automate-aws-account-creation-with-
   last_checked: 1781735877.830992
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:57.830992+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -25175,6 +26074,7 @@ https://aws.amazon.com/blogs/security/how-to-monitor-and-query-iam-resources-at-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -25205,6 +26105,7 @@ https://aws.amazon.com/blogs/security/how-to-record-and-govern-your-iam-resource
   last_checked: 1781735877.763796
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:57.763796+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -25237,6 +26138,7 @@ https://aws.amazon.com/blogs/security/how-to-replicate-secrets-aws-secrets-manag
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -25267,6 +26169,7 @@ https://aws.amazon.com/blogs/security/how-to-restrict-amazon-s3-bucket-access-to
   last_checked: 1781735877.999374
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:57.999374+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -25299,6 +26202,7 @@ https://aws.amazon.com/blogs/security/how-to-use-aws-security-hub-and-amazon-ope
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -25329,6 +26233,7 @@ https://aws.amazon.com/blogs/security/how-to-use-aws-security-hub-and-amazon-ope
   last_checked: 1781735878.287185
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:58.287185+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -25359,6 +26264,7 @@ https://aws.amazon.com/blogs/security/in-case-you-missed-these-aws-security-blog
   last_checked: 1781735878.290862
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:58.290862+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -25391,6 +26297,7 @@ https://aws.amazon.com/blogs/security/security-practices-in-aws-multi-tenant-saa
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -25423,6 +26330,7 @@ https://aws.amazon.com/blogs/security/temporary-elevated-access-management-with-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -25453,6 +26361,7 @@ https://aws.amazon.com/blogs/security/the-most-popular-aws-security-blog-posts-i
   last_checked: 1781735878.434501
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:58.434501+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -25483,6 +26392,7 @@ https://aws.amazon.com/blogs/security/the-most-viewed-aws-security-blog-posts-so
   last_checked: 1781735878.280956
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:58.280956+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -25515,6 +26425,7 @@ https://aws.amazon.com/blogs/security/update-of-aws-security-reference-architect
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -25545,6 +26456,7 @@ https://aws.amazon.com/blogs/security/updated-whitepaper-available-aws-best-prac
   last_checked: 1781735878.292008
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:58.292008+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -25579,6 +26491,7 @@ https://aws.amazon.com/blogs/security/updated-whitepaper-available-aws-best-prac
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -25612,6 +26525,7 @@ https://aws.amazon.com/blogs/security/when-and-where-to-use-iam-permissions-boun
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -25645,6 +26559,7 @@ https://aws.amazon.com/blogs/smb/four-principles-of-cloud-financial-management-s
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -25676,6 +26591,7 @@ https://aws.amazon.com/blogs/storage/a-step-by-step-guide-to-synchronize-data-be
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -25709,6 +26625,7 @@ https://aws.amazon.com/blogs/storage/automate-and-centrally-manage-data-protecti
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -25744,6 +26661,7 @@ https://aws.amazon.com/blogs/storage/building-an-active-active-latency-based-app
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -25777,6 +26695,7 @@ https://aws.amazon.com/blogs/storage/machine-learning-with-kubeflow-on-amazon-ek
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -25810,6 +26729,7 @@ https://aws.amazon.com/blogs/storage/manage-amazon-s3-storage-costs-granularly-a
   last_checked: 1779033100.924138
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:51:40.924138+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -25844,6 +26764,7 @@ https://aws.amazon.com/blogs/storage/monitor-amazon-s3-activity-using-s3-server-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -25877,6 +26798,7 @@ https://aws.amazon.com/blogs/storage/mount-amazon-efs-file-systems-cross-account
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -25909,6 +26831,7 @@ https://aws.amazon.com/blogs/storage/persistent-storage-for-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -25942,6 +26865,7 @@ https://aws.amazon.com/cdk:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -25973,6 +26897,7 @@ https://aws.amazon.com/certification/certification-prep/testing:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -26006,6 +26931,7 @@ https://aws.amazon.com/cli:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -26037,6 +26963,7 @@ https://aws.amazon.com/cloud-adoption-framework:
   last_checked: 1779130494.967017
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.967017+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -26069,6 +26996,7 @@ https://aws.amazon.com/cloudcontrolapi:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -26091,13 +27019,14 @@ https://aws.amazon.com/cloudendure-migration:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: ccdb5e1bcd00e5ad0b9280760d24f3379a49018ec7469ba09622f6bd4de3fe61
   health_score: 100.0
   last_checked: 1779034041.547775
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:21.547775+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -26106,6 +27035,7 @@ https://aws.amazon.com/cloudendure-migration:
   - docs/aws-miscellaneous.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://aws.amazon.com/application-migration-service
 https://aws.amazon.com/cloudformation:
   title: null
   description: null
@@ -26123,6 +27053,7 @@ https://aws.amazon.com/cloudformation:
   last_checked: 1779034045.406942
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:25.406942+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -26142,13 +27073,14 @@ https://aws.amazon.com/codeguru:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: e811a6adc26559771a1657eba236d26f3e4922cb5b5f7ea7d71281015666d74e
   health_score: 100.0
   last_checked: 1779029124.171829
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:24.171829+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -26157,6 +27089,7 @@ https://aws.amazon.com/codeguru:
   - docs/devel-sites.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://aws.amazon.com/codeguru/profiler
 https://aws.amazon.com/codeguru/profiler:
   title: Amazon CodeGuru Reviewer
   description: ''
@@ -26178,6 +27111,7 @@ https://aws.amazon.com/codeguru/profiler:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -26200,13 +27134,14 @@ https://aws.amazon.com/codewhisperer:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 30cd6d021ff9fb492b38f274b8c66090eadf4e900bce6a00dd2a0a3b48692f73
   health_score: 100.0
   last_checked: 1779034564.308462
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:04.308462+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -26216,6 +27151,7 @@ https://aws.amazon.com/codewhisperer:
   - docs/devel-sites.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://aws.amazon.com/q/developer
 https://aws.amazon.com/compliance/shared-responsibility-model:
   title: null
   description: null
@@ -26233,6 +27169,7 @@ https://aws.amazon.com/compliance/shared-responsibility-model:
   last_checked: 1779031826.989036
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:30:26.989036+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -26261,6 +27198,7 @@ https://aws.amazon.com/controltower:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -26293,6 +27231,7 @@ https://aws.amazon.com/corretto:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -26315,13 +27254,14 @@ https://aws.amazon.com/datapipeline:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: b9fae1d0be9296b6fc7d2340f9ab54f90a9525d2133fa56706439edcc2b3272b
   health_score: 100.0
   last_checked: 1779034568.917172
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:08.917172+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -26330,6 +27270,7 @@ https://aws.amazon.com/datapipeline:
   - docs/aws-data.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://aws.amazon.com/glue
 https://aws.amazon.com/de/blogs/containers/troubleshooting-amazon-eks-api-servers-with-prometheus:
   title: 'aws.amazon.com: Troubleshooting Amazon EKS API servers with Prometheus'
   description: ''
@@ -26342,13 +27283,14 @@ https://aws.amazon.com/de/blogs/containers/troubleshooting-amazon-eks-api-server
   resource_type: Article
   complexity: Advanced
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -26361,6 +27303,7 @@ https://aws.amazon.com/de/blogs/containers/troubleshooting-amazon-eks-api-server
   v2_locations:
   - managed-kubernetes-in-public-cloud.md
   youtube_mosaic: {}
+  duplicate_of: https://aws.amazon.com/blogs/containers/troubleshooting-amazon-eks-api-servers-with-prometheus
 https://aws.amazon.com/de/blogs/mt/strategies-for-consolidating-aws-environments:
   title: Strategies for consolidating AWS environments
   description: ''
@@ -26380,6 +27323,7 @@ https://aws.amazon.com/de/blogs/mt/strategies-for-consolidating-aws-environments
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -26413,6 +27357,7 @@ https://aws.amazon.com/de/blogs/mt/strategies-for-consolidating-aws-environments
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -26446,6 +27391,7 @@ https://aws.amazon.com/de/blogs/storage/simplifying-amazon-ebs-volume-migration-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -26479,6 +27425,7 @@ https://aws.amazon.com/device-farm:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -26512,6 +27459,7 @@ https://aws.amazon.com/devops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -26543,6 +27491,7 @@ https://aws.amazon.com/devops-guru:
   last_checked: 1779029294.538587
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:14.538587+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -26569,6 +27518,7 @@ https://aws.amazon.com/devops/-guru:
   last_checked: 1779130494.999056
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.999056+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -26602,6 +27552,7 @@ https://aws.amazon.com/dms/?audit=2019q1:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -26625,13 +27576,14 @@ https://aws.amazon.com/dms/learn-more:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 7ac4db73285b65f1f821b683233f8d3e1481d806d3a0bd3f07e610f53ff05139
   health_score: 100.0
   last_checked: 1779031576.496623
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:16.496623+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -26640,6 +27592,7 @@ https://aws.amazon.com/dms/learn-more:
   - docs/aws-databases.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://aws.amazon.com/dms/?audit=2019q1
 https://aws.amazon.com/documentation/elastic-beanstalk:
   title: AWS Elastic Beanstalk Documentation
   description: ''
@@ -26659,6 +27612,7 @@ https://aws.amazon.com/documentation/elastic-beanstalk:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2011-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -26688,6 +27642,7 @@ https://aws.amazon.com/eks:
   last_checked: 1779034155.615435
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:09:15.615435+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -26715,6 +27670,7 @@ https://aws.amazon.com/elasticloadbalancing/application-load-balancer:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -26738,13 +27694,14 @@ https://aws.amazon.com/elasticloadbalancing/applicationloadbalancer:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 9afd89ec5e6ae024c833406a37b61768771d65db7f9dda728b3a1d4bba245dd1
   health_score: 100.0
   last_checked: 1779031327.282979
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:07.282979+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -26753,6 +27710,7 @@ https://aws.amazon.com/elasticloadbalancing/applicationloadbalancer:
   - docs/aws-networking.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://aws.amazon.com/elasticloadbalancing/application-load-balancer
 https://aws.amazon.com/en/eks:
   title: null
   description: null
@@ -26763,13 +27721,14 @@ https://aws.amazon.com/en/eks:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: dc4e75731432f5deb65ca3101065c75f0937fad733f57179ef7f185b7ffee548
   health_score: 100.0
   last_checked: 1779029142.3663
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:42.366300+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -26778,6 +27737,7 @@ https://aws.amazon.com/en/eks:
   - docs/matrix-table.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://aws.amazon.com/eks
 https://aws.amazon.com/en/iot:
   title: aws.amazon.com/en/iot
   description: ''
@@ -26788,13 +27748,14 @@ https://aws.amazon.com/en/iot:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 53a4ea9ed280c66544be53a0137bd389de48046349fb777aab0ec4ac4e2650cb
   health_score: 100.0
   last_checked: 1779030982.773584
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:22.773584+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -26803,6 +27764,7 @@ https://aws.amazon.com/en/iot:
   - docs/aws-miscellaneous.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://aws.amazon.com/iot
 https://aws.amazon.com/en/premiumsupport:
   title: AWS Support
   description: ''
@@ -26813,13 +27775,14 @@ https://aws.amazon.com/en/premiumsupport:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: be1cf71d0326726204d76ad5aa0b2031464021b98ef70d6e5cd4dc9101896afd
   health_score: 100.0
   last_checked: 1779030436.601735
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:16.601735+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -26828,6 +27791,7 @@ https://aws.amazon.com/en/premiumsupport:
   - docs/aws.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://aws.amazon.com/premiumsupport
 https://aws.amazon.com/en/premiumsupport/knowledge-center:
   title: AWS Knowledge Center
   description: ''
@@ -26845,6 +27809,7 @@ https://aws.amazon.com/en/premiumsupport/knowledge-center:
   last_checked: 1779033118.516298
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:58.516298+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -26864,13 +27829,14 @@ https://aws.amazon.com/en/premiumsupport/knowledge-center:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 57d3343d93528eb5a03a743df122d0d1738186573e12a147c26a2606f34f9e36
   health_score: 100.0
   last_checked: 1779032159.312217
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:59.312217+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -26879,6 +27845,7 @@ https://aws.amazon.com/en/premiumsupport/knowledge-center:
   - docs/aws-newfeatures.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://aws.amazon.com/about-aws/whats-new/2015/12/now-add-or-modify-request-headers-forwarded-from-amazon-cloudfront-to-origin
 https://aws.amazon.com/es/about-aws/whats-new/2016/06/docker-datacenter-on-the-aws-cloud-quick-start-reference-deployment:
   title: 'Docker Datacenter on the AWS Cloud: Quick Start Reference Deployment'
   description: ''
@@ -26899,6 +27866,7 @@ https://aws.amazon.com/es/about-aws/whats-new/2016/06/docker-datacenter-on-the-a
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -26931,6 +27899,7 @@ https://aws.amazon.com/es/about-aws/whats-new/2016/06/easily-model-your-app-data
   last_checked: 1779031618.520511
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:26:58.520511+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -26965,6 +27934,7 @@ https://aws.amazon.com/es/about-aws/whats-new/2016/06/easily-model-your-app-data
   last_checked: 1779032217.232132
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:36:57.232132+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -26998,6 +27968,7 @@ https://aws.amazon.com/es/about-aws/whats-new/2016/08/amazon-inspector-announces
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -27031,6 +28002,7 @@ https://aws.amazon.com/es/about-aws/whats-new/2016/08/amazon-inspector-announces
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -27064,6 +28036,7 @@ https://aws.amazon.com/es/about-aws/whats-new/2016/10/first-aws-certification-st
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -27087,13 +28060,14 @@ https://aws.amazon.com/es/about-aws/whats-new/2021/08/ec2-vm-import-export-unifi
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 57d3343d93528eb5a03a743df122d0d1738186573e12a147c26a2606f34f9e36
   health_score: 100.0
   last_checked: 1779034223.882681
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:23.882681+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -27102,6 +28076,7 @@ https://aws.amazon.com/es/about-aws/whats-new/2021/08/ec2-vm-import-export-unifi
   - docs/aws-newfeatures.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://aws.amazon.com/about-aws/whats-new/2015/12/now-add-or-modify-request-headers-forwarded-from-amazon-cloudfront-to-origin
 https://aws.amazon.com/es/blogs/apn/aws-networking-for-developers:
   title: AWS Networking for Developers
   description: ''
@@ -27122,6 +28097,7 @@ https://aws.amazon.com/es/blogs/apn/aws-networking-for-developers:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -27154,6 +28130,7 @@ https://aws.amazon.com/es/blogs/apn/oracle-database-encryption-options-on-amazon
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -27186,6 +28163,7 @@ https://aws.amazon.com/es/blogs/architecture/connect-amazon-s3-file-gateway-usin
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -27220,6 +28198,7 @@ https://aws.amazon.com/es/blogs/aws-spanish/aws-network-firewall-nuevo-servicio-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -27253,6 +28232,7 @@ https://aws.amazon.com/es/blogs/aws-spanish/examenes-practicos-gratuitos-y-100-e
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -27276,13 +28256,14 @@ https://aws.amazon.com/es/blogs/aws/amazon-elasticsearch-service-is-now-amazon-o
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 50e89257bccff5ad33443b08ee3e69bfa8293c698504c504d6d500db995f2130
   health_score: 100.0
   last_checked: 1779032977.326799
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:37.326799+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -27291,6 +28272,7 @@ https://aws.amazon.com/es/blogs/aws/amazon-elasticsearch-service-is-now-amazon-o
   - docs/monitoring.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://aws.amazon.com/blogs/aws/announcing-amazon-opensearch-service-which-supports-opensearch-10
 https://aws.amazon.com/es/blogs/aws/amazon-rds-proxy-now-generally-available:
   title: Amazon RDS Proxy – Now Generally Available
   description: ''
@@ -27312,6 +28294,7 @@ https://aws.amazon.com/es/blogs/aws/amazon-rds-proxy-now-generally-available:
   last_checked: 1779030597.459597
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:09:57.459597+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -27344,6 +28327,7 @@ https://aws.amazon.com/es/blogs/aws/amazon-s3-glacier-price-reduction:
   last_checked: 1779031720.165704
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:28:40.165704+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -27376,6 +28360,7 @@ https://aws.amazon.com/es/blogs/aws/aws-cloudshell-command-line-access-to-aws-re
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -27408,6 +28393,7 @@ https://aws.amazon.com/es/blogs/aws/ec2-price-reduction-for-ec2-instance-saving-
   last_checked: 1779030440.264816
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:07:20.264816+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -27441,6 +28427,7 @@ https://aws.amazon.com/es/blogs/aws/introducing-a-public-registry-for-aws-cloudf
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -27475,6 +28462,7 @@ https://aws.amazon.com/es/blogs/aws/new-for-aws-cloudformation-quickly-retry-sta
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -27506,6 +28494,7 @@ https://aws.amazon.com/es/blogs/aws/red-hat-openshift-service-on-aws-now-general
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -27537,6 +28526,7 @@ https://aws.amazon.com/es/blogs/compute/optimizing-lambda-functions-packaged-as-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -27570,6 +28560,7 @@ https://aws.amazon.com/es/blogs/containers/developers-guide-to-using-amazon-efs-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -27602,6 +28593,7 @@ https://aws.amazon.com/es/blogs/containers/introducing-cdk8s-intent-driven-apis-
   last_checked: 1779031089.028613
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:18:09.028613+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -27628,13 +28620,14 @@ https://aws.amazon.com/es/blogs/containers/policy-based-countermeasures-for-kube
   resource_type: Blog
   complexity: Advanced
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: dca6bc05170d65cf15a694f2b2f5f6fe0b0310fb65e615bd3153cad2c1e932bd
   health_score: 100.0
   last_checked: 1779033511.089671
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:58:31.089671+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -27648,6 +28641,7 @@ https://aws.amazon.com/es/blogs/containers/policy-based-countermeasures-for-kube
   v2_locations:
   - securityascode.md
   youtube_mosaic: {}
+  duplicate_of: https://aws.amazon.com/blogs/containers/policy-based-countermeasures-for-kubernetes-part-1
 https://aws.amazon.com/es/blogs/containers/red-hat-openshift-service-on-aws-architecture-and-networking:
   title: 'aws.amazon.com: Red Hat OpenShift Service on AWS: architecture and networking'
   description: ''
@@ -27667,6 +28661,7 @@ https://aws.amazon.com/es/blogs/containers/red-hat-openshift-service-on-aws-arch
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -27699,6 +28694,7 @@ https://aws.amazon.com/es/blogs/developer/migrating-to-boto3:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2015-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -27733,6 +28729,7 @@ https://aws.amazon.com/es/blogs/devops/building-a-serverless-jenkins-environment
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -27765,6 +28762,7 @@ https://aws.amazon.com/es/blogs/enterprise-strategy/introducing-finops-excuse-me
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -27797,6 +28795,7 @@ https://aws.amazon.com/es/blogs/infrastructure-and-automation/use-git-pre-commit
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -27830,6 +28829,7 @@ https://aws.amazon.com/es/blogs/mt/bring-your-own-cli-session-manager-configurab
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -27863,6 +28863,7 @@ https://aws.amazon.com/es/blogs/security/automatically-block-suspicious-traffic-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -27894,6 +28895,7 @@ https://aws.amazon.com/es/blogs/security/new-iamctl-tool-compares-multiple-iam-r
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -27926,6 +28928,7 @@ https://aws.amazon.com/es/builders-library/automating-safe-hands-off-deployments
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -27956,6 +28959,7 @@ https://aws.amazon.com/es/codepipeline/product-integrations:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -27988,6 +28992,7 @@ https://aws.amazon.com/es/documentation/ecr:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -28020,6 +29025,7 @@ https://aws.amazon.com/es/eks/pricing:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -28051,6 +29057,7 @@ https://aws.amazon.com/es/local/spain:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -28062,6 +29069,7 @@ https://aws.amazon.com/es/local/spain:
   v1_locations: []
   v2_locations:
   - aws-spain.md
+  - aws.md
   youtube_mosaic: {}
 https://aws.amazon.com/es/premiumsupport/knowledge-center/troubleshoot-service-quotas-cli-commands:
   title: How can I troubleshoot errors using the AWS CLI to manage my service quota
@@ -28074,13 +29082,14 @@ https://aws.amazon.com/es/premiumsupport/knowledge-center/troubleshoot-service-q
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: f521091844b95e4b498fcddac441a8a8acc3301cd1a71087193764f3e2cfbbea
   health_score: 100.0
   last_checked: 1779034173.668686
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:09:33.668686+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -28089,6 +29098,7 @@ https://aws.amazon.com/es/premiumsupport/knowledge-center/troubleshoot-service-q
   - docs/aws-miscellaneous.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://repost.aws/es/knowledge-center/troubleshoot-service-quotas-cli-commands
 https://aws.amazon.com/es/training/ramp-up-guides:
   title: AWS Ramp-Up Guides
   description: ''
@@ -28108,6 +29118,7 @@ https://aws.amazon.com/es/training/ramp-up-guides:
   last_checked: 1779033750.768372
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:02:30.768372+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -28140,6 +29151,7 @@ https://aws.amazon.com/es/vmware:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2017-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -28171,6 +29183,7 @@ https://aws.amazon.com/events:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -28182,6 +29195,7 @@ https://aws.amazon.com/events:
   v1_locations: []
   v2_locations:
   - aws-spain.md
+  - aws.md
   youtube_mosaic: {}
 ? https://aws.amazon.com/events/reinvent/?sc_channel=sm&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=GSMT%20Only&linkId=950284531
 : title: AWS re:Invent Event Portal
@@ -28211,6 +29225,7 @@ https://aws.amazon.com/events:
   last_checked: 1780352544.370534
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:22:24.370534+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -28250,6 +29265,7 @@ https://aws.amazon.com/getting-started/hands-on:
   last_checked: 1779130495.01498
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.014980+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -28281,6 +29297,7 @@ https://aws.amazon.com/getting-started/hands-on/cost-optimize-jenkins:
   last_checked: 1779032232.257751
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:12.257751+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -28299,13 +29316,14 @@ https://aws.amazon.com/getting-started/projects/deploy-kubernetes-app-amazon-eks
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 4bf709362f4aef747e0ac49d07c4a607138d91ddbb4ad1c14787ac358c81f0c4
   health_score: 100.0
   last_checked: 1779034235.483696
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:35.483696+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -28314,6 +29332,7 @@ https://aws.amazon.com/getting-started/projects/deploy-kubernetes-app-amazon-eks
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.aws.amazon.com/eks/latest/userguide/sample-deployment.html
 https://aws.amazon.com/getting-started/tutorials:
   title: AWS 10-Minute Tutorials
   description: ''
@@ -28324,13 +29343,14 @@ https://aws.amazon.com/getting-started/tutorials:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 90389b12e5080aef584936b7e2fa36ffd67cd6638101365e0cd0efe64f163cc4
   health_score: 100.0
   last_checked: 1779030024.676571
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:24.676571+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -28339,6 +29359,7 @@ https://aws.amazon.com/getting-started/tutorials:
   - docs/aws.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://aws.amazon.com/getting-started/hands-on
 https://aws.amazon.com/getting-started/tutorials/create-mysql-db:
   title: 'AWS Tutorials: Create and Connect to a MySQL Database with Amazon RDS'
   description: ''
@@ -28349,13 +29370,14 @@ https://aws.amazon.com/getting-started/tutorials/create-mysql-db:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 721b62b045492c126d7de94e7f61fd1db854bd23c7767798fbcb580df8c76531
   health_score: 100.0
   last_checked: 1779031146.82959
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:06.829590+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -28364,6 +29386,7 @@ https://aws.amazon.com/getting-started/tutorials/create-mysql-db:
   - docs/aws-databases.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.aws.amazon.com/hands-on/latest/create-mysql-db/create-mysql-db.html
 https://aws.amazon.com/glue:
   title: AWS Data Pipeline
   description: ''
@@ -28383,6 +29406,7 @@ https://aws.amazon.com/glue:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -28414,6 +29438,7 @@ https://aws.amazon.com/grafana:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -28445,6 +29470,7 @@ https://aws.amazon.com/iot:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2015-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -28483,6 +29509,7 @@ https://aws.amazon.com/iot:
   last_checked: 1780401702.548994
   needs_ai_refresh: false
   discovered_at: '2026-06-02T14:01:42.548994+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -28523,6 +29550,7 @@ https://aws.amazon.com/lightsail:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -28554,6 +29582,7 @@ https://aws.amazon.com/marketplace:
   last_checked: 1779033479.137128
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:57:59.137128+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -28586,6 +29615,7 @@ https://aws.amazon.com/marketplace/search/results?searchTerms=tower:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -28623,6 +29653,7 @@ https://aws.amazon.com/marketplace/search/results?searchTerms=tower:
   last_checked: 1780352686.74471
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:24:46.744710+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -28668,6 +29699,7 @@ https://aws.amazon.com/marketplace/search/results?searchTerms=tower:
   last_checked: 1780352148.493975
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:15:48.493975+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -28707,6 +29739,7 @@ https://aws.amazon.com/new:
   last_checked: 1779029590.143815
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:53:10.143815+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -28730,13 +29763,14 @@ https://aws.amazon.com/opsworks:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779032163.088083
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:03.088083+02:00'
+  last_ai_eval: null
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@@ -28745,6 +29779,7 @@ https://aws.amazon.com/opsworks:
   - docs/aws-miscellaneous.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://aws.amazon.com
 https://aws.amazon.com/partners:
   title: AWS Partner Network
   description: "- [APN Technology Partners](https://aws.amazon.com/partners/paths)\n
@@ -28766,6 +29801,7 @@ https://aws.amazon.com/partners:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -28795,6 +29831,7 @@ https://aws.amazon.com/partners/consulting:
   last_checked: 1779032661.921593
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:21.921593+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -28820,6 +29857,7 @@ https://aws.amazon.com/partners/paths:
   last_checked: 1779130494.974513
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.974513+02:00'
+  last_ai_eval: null
   company: null
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@@ -28838,13 +29876,14 @@ https://aws.amazon.com/partners/technology:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: a59298b1ea21ea06d976f681238730cc4f66f913f58e69ae9c65c7a291e83324
   health_score: 100.0
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   discovered_at: '2026-05-17T16:44:30.385110+02:00'
+  last_ai_eval: null
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@@ -28853,6 +29892,7 @@ https://aws.amazon.com/partners/technology:
   - docs/aws-miscellaneous.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://aws.amazon.com/partners/consulting
 https://aws.amazon.com/podcasts/aws-podcast:
   title: AWS Podcasts
   description: ''
@@ -28872,6 +29912,7 @@ https://aws.amazon.com/podcasts/aws-podcast:
   last_checked: 1779033713.588984
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:01:53.588984+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -28903,6 +29944,7 @@ https://aws.amazon.com/podcasts/aws-techchat:
   last_checked: 1779032087.74657
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:34:47.746570+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -28935,6 +29977,7 @@ https://aws.amazon.com/premiumsupport:
   last_checked: 1779130494.950319
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.950319+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -28966,6 +30009,7 @@ https://aws.amazon.com/premiumsupport/knowledge-center:
   last_checked: 1779130494.942548
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.942548+02:00'
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@@ -28989,13 +30033,14 @@ https://aws.amazon.com/premiumsupport/knowledge-center/create-and-activate-aws-a
   resource_type: null
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   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:28.431393+02:00'
+  last_ai_eval: null
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@@ -29004,6 +30049,7 @@ https://aws.amazon.com/premiumsupport/knowledge-center/create-and-activate-aws-a
   - docs/aws.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://repost.aws/knowledge-center/create-and-activate-aws-account
 https://aws.amazon.com/premiumsupport/knowledge-center/start-stop-lambda-cloudwatch:
   title: How do I stop and start EC2 instances at regular intervals using AWS Lambda?
     (Video)
@@ -29019,13 +30065,14 @@ https://aws.amazon.com/premiumsupport/knowledge-center/start-stop-lambda-cloudwa
   resource_type: Video
   complexity: Beginner
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 54e7628550d67b00cc4404644cc6e477ac858ef15ae3426a530a435ff3ea6610
   health_score: 100.0
   last_checked: 1779031866.081018
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:06.081018+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -29039,6 +30086,7 @@ https://aws.amazon.com/premiumsupport/knowledge-center/start-stop-lambda-cloudwa
   v2_locations:
   - aws-serverless.md
   youtube_mosaic: {}
+  duplicate_of: https://repost.aws/knowledge-center/start-stop-lambda-eventbridge
 https://aws.amazon.com/premiumsupport/knowledge-center/transfer-domain-to-aws:
   title: How do I transfer a domain to AWS from another registrar?
   description: ''
@@ -29049,13 +30097,14 @@ https://aws.amazon.com/premiumsupport/knowledge-center/transfer-domain-to-aws:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779031981.682942
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   discovered_at: '2026-05-17T17:33:01.682942+02:00'
+  last_ai_eval: null
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@@ -29064,6 +30113,7 @@ https://aws.amazon.com/premiumsupport/knowledge-center/transfer-domain-to-aws:
   - docs/aws-networking.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://aws.amazon.com/en/premiumsupport/knowledge-center
 https://aws.amazon.com/products:
   title: 'aws.amazon.com: Network operations with AWS Network Manager'
   description: ''
@@ -29084,6 +30134,7 @@ https://aws.amazon.com/products:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -29107,13 +30158,14 @@ https://aws.amazon.com/products/networking/network-operations:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
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+  status: duplicate
   addition_method: manual
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:56:37.909956+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -29127,6 +30179,7 @@ https://aws.amazon.com/products/networking/network-operations:
   v2_locations:
   - aws-networking.md
   youtube_mosaic: {}
+  duplicate_of: https://aws.amazon.com/products
 https://aws.amazon.com/professional-services/CAF:
   title: ==AWS Cloud Adoption Framework (AWS CAF)==
   description: ''
@@ -29137,13 +30190,14 @@ https://aws.amazon.com/professional-services/CAF:
   resource_type: null
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   is_microservice: false
-  status: null
+  status: duplicate
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   health_score: 100.0
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   discovered_at: '2026-05-17T18:07:21.530205+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -29152,6 +30206,7 @@ https://aws.amazon.com/professional-services/CAF:
   - docs/aws.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://aws.amazon.com/cloud-adoption-framework
 https://aws.amazon.com/prometheus:
   title: Amazon Managed Service for Prometheus
   description: ''
@@ -29171,6 +30226,7 @@ https://aws.amazon.com/prometheus:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -29195,13 +30251,14 @@ https://aws.amazon.com/pt/blogs/compute/architecture-patterns-for-consuming-priv
   resource_type: Article
   complexity: Advanced
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -29214,6 +30271,7 @@ https://aws.amazon.com/pt/blogs/compute/architecture-patterns-for-consuming-priv
   v2_locations:
   - aws-architecture.md
   youtube_mosaic: {}
+  duplicate_of: https://aws.amazon.com/blogs/compute/architecture-patterns-for-consuming-private-apis-cross-account
 https://aws.amazon.com/q/developer:
   title: Amazon CodeWhisperer
   description: ''
@@ -29235,6 +30293,7 @@ https://aws.amazon.com/q/developer:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -29271,6 +30330,7 @@ https://aws.amazon.com/q/developer:
   last_checked: 1780352424.113285
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:20:24.113285+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -29323,6 +30383,7 @@ https://aws.amazon.com/q/developer:
   last_checked: 1780352168.173349
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:16:08.173349+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -29368,6 +30429,7 @@ https://aws.amazon.com/q/developer:
   last_checked: 1780400585.972067
   needs_ai_refresh: false
   discovered_at: '2026-06-02T13:43:05.972067+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -29407,6 +30469,7 @@ https://aws.amazon.com/quickstart/architecture/openshift:
   last_checked: 1779032802.065072
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:42.065072+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -29431,13 +30494,14 @@ https://aws.amazon.com/quickstart/architecture/superwerker:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: c4b14fbaced5d13372b8666be9bfe16ab7954c8f60b8a55f71ae067971ad1460
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:57.925384+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -29451,6 +30515,7 @@ https://aws.amazon.com/quickstart/architecture/superwerker:
   v2_locations:
   - aws-miscellaneous.md
   youtube_mosaic: {}
+  duplicate_of: https://aws.amazon.com/quickstart/architecture/openshift
 https://aws.amazon.com/releasenotes:
   title: aws.amazon.com/releasenotes
   description: ''
@@ -29461,13 +30526,14 @@ https://aws.amazon.com/releasenotes:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 8ef59e9e82b6b0aff0f6b09a107f68758afb256ba6567817f6725f47252179de
   health_score: 100.0
   last_checked: 1779034454.329492
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:14.329492+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -29476,6 +30542,7 @@ https://aws.amazon.com/releasenotes:
   - docs/aws.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://aws.amazon.com/new
 https://aws.amazon.com/ru/blogs/aws-cloud-financial-management/aws-cost-explorers-new-ui-and-common-use-cases:
   title: AWS Cost Explorer’s New Look and Common Use Cases
   description: ''
@@ -29496,6 +30563,7 @@ https://aws.amazon.com/ru/blogs/aws-cloud-financial-management/aws-cost-explorer
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -29528,6 +30596,7 @@ https://aws.amazon.com/s3/faqs:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -29561,6 +30630,7 @@ https://aws.amazon.com/sdk-for-java:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -29590,6 +30660,7 @@ https://aws.amazon.com/secrets-manager:
   last_checked: 1779033567.010257
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:27.010257+02:00'
+  last_ai_eval: null
   company: null
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@@ -29617,6 +30688,7 @@ https://aws.amazon.com/security:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -29641,13 +30713,14 @@ https://aws.amazon.com/solutions:
   resource_type: IaC/Template
   complexity: Advanced
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -29660,6 +30733,7 @@ https://aws.amazon.com/solutions:
   v2_locations:
   - aws-devops.md
   youtube_mosaic: {}
+  duplicate_of: https://aws.amazon.com/quickstart/architecture/openshift
 ? https://aws.amazon.com/solutions/case-studies/aeromexico-case-study/?sc_channel=sm&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=awareness&trkCampaign=c1377653-d4d2-4ea4-ad85-f94d5d9ebf33&trk=c1377653-d4d2-4ea4-ad85-f94d5d9ebf33&linkId=950665799
 : title: AeromΓ©xico Modernization Case Study on AWS
   description: Detailed enterprise architecture migration and application modernization
@@ -29688,6 +30762,7 @@ https://aws.amazon.com/solutions:
   last_checked: 1780352544.370639
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:22:24.370639+02:00'
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@@ -29732,6 +30807,7 @@ https://aws.amazon.com/solutions:
   last_checked: 1780352282.814583
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:18:02.814583+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -29763,13 +30839,14 @@ https://aws.amazon.com/solutions/case-studies/thomas-publishing:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 02e3a8c32fc3e8b1cdd04a6d90d0682ff7e7a553baf506efa92ac768a974de16
   health_score: 100.0
   last_checked: 1779032117.280077
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:17.280077+02:00'
+  last_ai_eval: null
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@@ -29783,6 +30860,7 @@ https://aws.amazon.com/solutions/case-studies/thomas-publishing:
     proposed_url: NONE
     reason: 'High-Value Protection: generic_redirect_loss'
     timestamp: '2026-05-18T18:54:54.998749'
+  duplicate_of: https://aws.amazon.com/solutions/case-studies/trainline
 https://aws.amazon.com/solutions/case-studies/trainline:
   title: 'aws.amazon.com: Trainline Case Study'
   description: ''
@@ -29794,13 +30872,14 @@ https://aws.amazon.com/solutions/case-studies/trainline:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 02e3a8c32fc3e8b1cdd04a6d90d0682ff7e7a553baf506efa92ac768a974de16
   health_score: 100.0
   last_checked: 1779034041.542882
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:21.542882+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -29814,6 +30893,7 @@ https://aws.amazon.com/solutions/case-studies/trainline:
   v2_locations:
   - aws-miscellaneous.md
   youtube_mosaic: {}
+  duplicate_of: https://aws.amazon.com/solutions/case-studies
 https://aws.amazon.com/solutions/implementations/aws-perspective:
   title: "AWS Perspective \U0001F31F"
   description: ''
@@ -29824,13 +30904,14 @@ https://aws.amazon.com/solutions/implementations/aws-perspective:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779032245.438831
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:25.438831+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -29839,6 +30920,7 @@ https://aws.amazon.com/solutions/implementations/aws-perspective:
   - docs/cloud-arch-diagrams.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.aws.amazon.com/solutions/workload-discovery-on-aws
 https://aws.amazon.com/solutions/implementations/distributed-load-testing-on-aws:
   title: "Distributed Load Testing on AWS \U0001F31F"
   description: ''
@@ -29849,13 +30931,14 @@ https://aws.amazon.com/solutions/implementations/distributed-load-testing-on-aws
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 3893151e67c9637518485c2942f7d7faa5970a6d2aa67efd3341a5526b3786be
   health_score: 100.0
   last_checked: 1779033906.826609
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:06.826609+02:00'
+  last_ai_eval: null
   company: null
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@@ -29869,6 +30952,7 @@ https://aws.amazon.com/solutions/implementations/distributed-load-testing-on-aws
     proposed_url: NONE
     reason: 'High-Value Protection: generic_redirect_loss'
     timestamp: '2026-05-18T18:54:55.022962'
+  duplicate_of: https://docs.aws.amazon.com/solutions/distributed-load-testing-on-aws
 https://aws.amazon.com/solutions/implementations/workload-discovery-on-aws:
   title: null
   description: null
@@ -29886,6 +30970,7 @@ https://aws.amazon.com/solutions/implementations/workload-discovery-on-aws:
   last_checked: 1779130495.022726
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.022726+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -29909,13 +30994,14 @@ https://aws.amazon.com/solutions/multi-region-infrastructure-deployment:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: c4b14fbaced5d13372b8666be9bfe16ab7954c8f60b8a55f71ae067971ad1460
   health_score: 100.0
   last_checked: 1779033640.177133
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:40.177133+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -29924,6 +31010,7 @@ https://aws.amazon.com/solutions/multi-region-infrastructure-deployment:
   - docs/aws-devops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://aws.amazon.com/quickstart/architecture/openshift
 ? https://aws.amazon.com/sports/f1/?sc_channel=sm&sc_campaign=Sports-Marketing&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=GSMT%20Only&linkId=941924374
 : title: F1 Insights Powered by AWS
   description: Real-time edge telemetry and predictive race analytics framework running
@@ -29948,6 +31035,7 @@ https://aws.amazon.com/solutions/multi-region-infrastructure-deployment:
   last_checked: 1780352148.493986
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:15:48.493986+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -29988,6 +31076,7 @@ https://aws.amazon.com/sqs/faqs:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -30020,6 +31109,7 @@ https://aws.amazon.com/startups:
   last_checked: 1779130494.963326
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.963326+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -30053,6 +31143,7 @@ https://aws.amazon.com/step-functions:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -30075,13 +31166,14 @@ https://aws.amazon.com/streaming-data:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: ab60a5e9ace0dfed427548c879dc1e467c7af5605e857e0e9de86a3782bb6bc4
   health_score: 100.0
   last_checked: 1779030658.27795
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:58.277950+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -30090,6 +31182,7 @@ https://aws.amazon.com/streaming-data:
   - docs/aws.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://aws.amazon.com/what-is/streaming-data
 ? https://aws.amazon.com/transform/?sc_channel=sm&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=awareness&trkCampaign=e8bfe3c0-b9b8-494a-837a-8581eb91e029&sc_content=AWS%20Transform%20Carousel&trk=e8bfe3c0-b9b8-494a-837a-8581eb91e029&linkId=943065458
 : title: AWS Transform
   description: AWS service using agentic AI to automate and accelerate application,
@@ -30121,6 +31214,7 @@ https://aws.amazon.com/streaming-data:
   last_checked: 1780351994.342762
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:14.342762+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -30160,6 +31254,7 @@ https://aws.amazon.com/waf:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2015-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -30191,6 +31286,7 @@ https://aws.amazon.com/well-architected-tool:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -30221,6 +31317,7 @@ https://aws.amazon.com/what-is/data-lake:
   last_checked: 1779130494.962464
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.962464+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -30254,6 +31351,7 @@ https://aws.amazon.com/what-is/streaming-data:
   last_checked: 1779130494.999164
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.999164+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -30288,6 +31386,7 @@ https://aws.github.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -30320,6 +31419,7 @@ https://aws.github.io/aws-eks-best-practices:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -30345,13 +31445,14 @@ https://aws.github.io/aws-eks-best-practices/networking/index:
   resource_type: Documentation
   complexity: Advanced
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -30364,6 +31465,7 @@ https://aws.github.io/aws-eks-best-practices/networking/index:
   v2_locations:
   - managed-kubernetes-in-public-cloud.md
   youtube_mosaic: {}
+  duplicate_of: https://aws.github.io/aws-eks-best-practices
 https://aws.plainenglish.io:
   title: aws.plainenglish.io
   description: ''
@@ -30382,6 +31484,7 @@ https://aws.plainenglish.io:
   last_checked: 1779029116.170427
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:16.170427+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -30415,6 +31518,7 @@ https://aws.plainenglish.io/6-tips-to-improve-availability-with-aws-load-balance
   last_checked: 1779030020.584078
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:20.584078+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -30446,6 +31550,7 @@ https://aws.plainenglish.io/aws-codepipeline-for-amazon-ecs-part-2-a-blue-green-
   last_checked: 1779029565.221496
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:45.221496+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -30477,6 +31582,7 @@ https://aws.plainenglish.io/building-aws-infrastructure-with-terraform-modules-2
   last_checked: 1779031086.622727
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:06.622727+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -30509,6 +31615,7 @@ https://aws.plainenglish.io/choosing-the-right-aws-container-service-ecs-vs-eks-
   last_checked: 1779031787.817992
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:47.817992+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -30540,6 +31647,7 @@ https://aws.plainenglish.io/creating-a-custom-ec2-module-using-terraform-59c9896
   last_checked: 1779034476.817099
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:36.817099+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -30571,6 +31679,7 @@ https://aws.plainenglish.io/deploying-application-on-amazon-eks-211eb46c069c:
   last_checked: 1779030688.393651
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:28.393651+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -30603,6 +31712,7 @@ https://aws.plainenglish.io/deploying-aws-resources-and-a-jenkins-server-with-te
   last_checked: 1779031987.591878
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:07.591878+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -30634,6 +31744,7 @@ https://aws.plainenglish.io/how-to-push-an-image-to-aws-ecr-b2be848c2ef:
   last_checked: 1779029291.531129
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:11.531129+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -30665,6 +31776,7 @@ https://aws.plainenglish.io/kubectl-get-kubernetes-o-architecture-6d4bd97dcaaf:
   last_checked: 1779030356.18766
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:56.187660+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -30696,6 +31808,7 @@ https://aws.plainenglish.io/lessons-learned-from-switching-to-aws-sdk-v3-6babe15
   last_checked: 1779030572.388114
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:32.388114+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -30728,6 +31841,7 @@ https://aws.plainenglish.io/lets-design-a-serverless-etl-pipeline-with-aws-servi
   last_checked: 1779033622.695758
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:22.695758+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -30761,6 +31875,7 @@ https://aws.plainenglish.io/mastering-monitoring-the-complete-guide-to-using-pro
   last_checked: 1779031099.131803
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:19.131803+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -30794,6 +31909,7 @@ https://aws.plainenglish.io/pods-in-kubernetes-the-smallest-deployable-units-of-
   last_checked: 1779029931.813436
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:51.813436+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -30825,6 +31941,7 @@ https://aws.plainenglish.io/terraform-hands-on-project-d2105bbc0c62:
   last_checked: 1779033772.796976
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:52.796976+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -30858,6 +31975,7 @@ https://aws.plainenglish.io/terraform-how-to-deploy-jenkins-ci-cd-pipelines-usin
   last_checked: 1779030854.243763
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:14.243763+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -30891,6 +32009,7 @@ https://aws.plainenglish.io/the-automation-fellowship-packer-terraform-and-ansib
   last_checked: 1779033617.333899
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:17.333899+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -30922,6 +32041,7 @@ https://aws.plainenglish.io/trigger-function-message-12f117b7f067:
   last_checked: 1779034265.076219
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:05.076219+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -30954,6 +32074,7 @@ https://awscerts.slack.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -30976,13 +32097,14 @@ https://awscli.amazonaws.com/v2/documentation/api/latest/reference/service-quota
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 7543f447dda008bc7f388eed1f917f1475932f2b63d0c1a2aa1d0b4f74d4dabe
   health_score: 100.0
   last_checked: 1779032252.029994
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:32.029994+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -30991,6 +32113,7 @@ https://awscli.amazonaws.com/v2/documentation/api/latest/reference/service-quota
   - docs/aws-miscellaneous.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.aws.amazon.com/cli/latest/reference/service-quotas/get-service-quota.html
 https://awsfundamentals.blogspot.com/2019/12/aws-vpc-fundamental.html:
   title: 'awsfundamentals.blogspot.com: AWS Virtual Private Cloud - VPC'
   description: ''
@@ -31011,6 +32134,7 @@ https://awsfundamentals.blogspot.com/2019/12/aws-vpc-fundamental.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -31044,6 +32168,7 @@ https://awsfundamentals.com/blog/aws-lambda-with-terraform:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -31076,6 +32201,7 @@ https://awsfundamentals.com/blog/aws-organizations-the-key-to-managing-your-clou
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -31112,6 +32238,7 @@ https://awsfundamentals.com/blog/aws-s3-rm-removing-files:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -31145,6 +32272,7 @@ https://awsfundamentals.com/blog/aws-s3-sync:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -31177,6 +32305,7 @@ https://awsfundamentals.com/blog/using-s3-with-terraform:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -31207,6 +32336,7 @@ https://awstip.com:
   last_checked: 1779030538.477002
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:58.477002+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -31240,6 +32370,7 @@ https://awstip.com/amazon-elastic-kubernetes-service-amazon-eks-the-only-resourc
   last_checked: 1779032756.472629
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:56.472629+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -31271,6 +32402,7 @@ https://awstip.com/deploying-azure-infrastructure-with-terraform-e34046c65d0f:
   last_checked: 1779033572.558365
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:32.558365+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -31302,6 +32434,7 @@ https://awstip.com/essential-plugins-for-kubectl-cli-e35cbc99037b:
   last_checked: 1779031566.845516
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:06.845516+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -31333,6 +32466,7 @@ https://awstip.com/how-to-list-all-resources-in-your-aws-account-c3f18061f71b:
   last_checked: 1779033594.59453
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:54.594530+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -31365,6 +32499,7 @@ https://awstip.com/increase-security-and-efficiency-with-a-3-tier-cloud-architec
   last_checked: 1779029113.064993
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:13.064993+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -31398,6 +32533,7 @@ https://awstip.com/kubernetes-chaos-monkey-a-scheduled-random-pod-deletion-pytho
   last_checked: 1779029877.910986
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:57:57.910986+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -31431,6 +32567,7 @@ https://awstip.com/kubernetes-creating-deployments-via-command-line-and-with-yam
   last_checked: 1779029147.624411
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:47.624411+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -31462,6 +32599,7 @@ https://awstip.com/kubernetes-hpa-8b7cf54f115:
   last_checked: 1779029364.877865
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:24.877865+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -31495,6 +32633,7 @@ https://awstip.com/manage-aws-services-directly-from-kubernetes-%EF%B8%8F-6c94e3
   last_checked: 1779030346.204643
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:46.204643+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -31528,6 +32667,7 @@ https://awstip.com/monitoring-your-eks-cluster-with-the-power-of-prometheus-and-
   last_checked: 1779029735.030426
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:55:35.030426+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -31559,6 +32699,7 @@ https://awstip.com/per-pod-pids-limit-on-eks-fe320638c7e9:
   last_checked: 1779034101.564294
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:21.564294+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -31592,6 +32733,7 @@ https://awstip.com/refactor-terraform-code-with-moved-blocks-a-new-way-without-m
   last_checked: 1779032296.576179
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:16.576179+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -31623,6 +32765,7 @@ https://awstip.com/setting-up-aws-vpc-endpoint-connection-d4294d0c2204:
   last_checked: 1779031401.301704
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:21.301704+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -31656,6 +32799,7 @@ https://awstip.com/streamlining-aws-eks-cluster-volume-management-with-helm-and-
   last_checked: 1779034579.9631
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:19.963100+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -31689,6 +32833,7 @@ https://awstip.com/this-code-works-autoscaling-an-amazon-eks-cluster-with-karpen
   last_checked: 1779029132.443874
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:32.443874+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -31720,6 +32865,7 @@ https://awstip.com/uploading-files-to-s3-through-api-gateway-7bb78c0d0483:
   last_checked: 1779031088.98477
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:08.984770+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -31753,6 +32899,7 @@ https://awstip.com/working-the-amazon-eks-immersion-workshop-chapter-1-deploying
   last_checked: 1779032521.214936
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:01.214936+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -31786,6 +32933,7 @@ https://awstrainingwithjagan.com/infrastructure-as-code-tool-comparison:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -31809,13 +32957,14 @@ https://axway.com/digitize:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779032762.256404
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:02.256404+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -31829,6 +32978,7 @@ https://axway.com/digitize:
   v2_locations:
   - developerportals.md
   youtube_mosaic: {}
+  duplicate_of: https://resources.axway.com
 https://aymen-abdelwahed.medium.com/k8s-operators-cis-benchmarks-8d7915d5cb2d:
   title: 'aymen-abdelwahed.medium.com: K8s Operators β€” CIS Kubernetes Benchmarks'
   description: ''
@@ -31847,6 +32997,7 @@ https://aymen-abdelwahed.medium.com/k8s-operators-cis-benchmarks-8d7915d5cb2d:
   last_checked: 1779033609.42302
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:09.423020+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -31879,6 +33030,7 @@ https://aymen-segni.com/index.php/2020/07/22/deploying-your-serverless-services-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -31911,6 +33063,7 @@ https://aytartana.wordpress.com/2020/08/26/migrating-springboot-petclinic-rest-t
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -31942,6 +33095,7 @@ https://azapril.dev/2021/04/12/deploying-a-logicapp-with-terraform:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -31972,6 +33126,7 @@ https://azeynalli1990.medium.com/15-best-practices-when-working-with-docker-720d
   last_checked: 1779031882.667133
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:22.667133+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -32004,6 +33159,7 @@ https://azure-samples.github.io/aks-labs/docs/intro:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -32036,6 +33192,7 @@ https://azure.github.io/AKS-Construction:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -32071,6 +33228,7 @@ https://azure.github.io/AppService/2024/01/05/Diagnose-Tools-for-NodeJs-Linux-ap
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -32104,6 +33262,7 @@ https://azure.github.io/Azure-Landing-Zones:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -32136,6 +33295,7 @@ https://azure.github.io/Azure-Landing-Zones/accelerator:
   last_checked: 1779033976.42805
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:06:16.428050+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -32179,6 +33339,7 @@ https://azure.github.io/Azure-Landing-Zones/accelerator/accelerator-release-note
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -32223,6 +33384,7 @@ https://azure.github.io/Azure-Proactive-Resiliency-Library:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -32255,6 +33417,7 @@ https://azure.github.io/Azure-Verified-Modules:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -32287,6 +33450,7 @@ https://azure.github.io/enterprise-azure-policy-as-code:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -32321,6 +33485,7 @@ https://azure.github.io/secrets-store-csi-driver-provider-azure:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -32343,13 +33508,14 @@ https://azure.microsoft.com:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 8ce8c157368ff5fb4540f013176fa990d07585e19168578e344a1309247ff22b
   health_score: 100.0
   last_checked: 1779032438.157747
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:40:38.157747+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -32358,6 +33524,7 @@ https://azure.microsoft.com:
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://azure.microsoft.com/en-us
 https://azure.microsoft.com/en-gb/blog/microsoft-azure-load-testing-is-now-generally-available:
   title: 'azure.microsoft.com: Microsoft Azure Load Testing is now generally available'
   description: ''
@@ -32375,6 +33542,7 @@ https://azure.microsoft.com/en-gb/blog/microsoft-azure-load-testing-is-now-gener
   last_checked: 1779033539.212002
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:59.212002+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -32393,13 +33561,14 @@ https://azure.microsoft.com/en-gb/products/load-testing:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 28eade29090d807206b2877d76001fa9df985b743c187090ca798c990b13b582
   health_score: 100.0
   last_checked: 1779032852.206295
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:32.206295+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -32408,6 +33577,7 @@ https://azure.microsoft.com/en-gb/products/load-testing:
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learn.microsoft.com/en-us/azure/app-testing
 https://azure.microsoft.com/en-gb/updates/general-availability-azure-bastion-native-client-support:
   title: '==azure.microsoft.com: General availability: Azure Bastion native client''
     support=='
@@ -32426,6 +33596,7 @@ https://azure.microsoft.com/en-gb/updates/general-availability-azure-bastion-nat
   last_checked: 1779032313.745574
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:33.745574+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -32452,6 +33623,7 @@ https://azure.microsoft.com/en-gb/updates/generally-available-durable-functions-
   last_checked: 1779029205.832084
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:45.832084+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -32478,6 +33650,7 @@ https://azure.microsoft.com/en-gb/updates/generally-available-durable-functions-
   last_checked: 1779029765.088685
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:56:05.088685+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -32505,6 +33678,7 @@ https://azure.microsoft.com/en-us:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -32538,6 +33712,7 @@ https://azure.microsoft.com/en-us/blog/announcing-the-general-availability-of-az
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -32567,6 +33742,7 @@ https://azure.microsoft.com/en-us/blog/azure-virtual-wan-introduces-its-first-sa
   last_checked: 1779033884.728846
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:04:44.728846+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -32593,6 +33769,7 @@ https://azure.microsoft.com/en-us/blog/choose-the-best-global-distribution-solut
   last_checked: 1779033457.085652
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:37.085652+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -32622,6 +33799,7 @@ https://azure.microsoft.com/en-us/blog/introducing-azure-load-testing-optimize-a
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -32651,6 +33829,7 @@ https://azure.microsoft.com/en-us/blog/openshift-on-azure-the-easiest-fully-mana
   last_checked: 1779029400.768782
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:50:00.768782+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -32684,6 +33863,7 @@ https://azure.microsoft.com/en-us/blog/openshift-on-azure-the-easiest-fully-mana
   last_checked: 1780352720.351684
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:25:20.351684+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -32721,6 +33901,7 @@ https://azure.microsoft.com/en-us/en-gb/blog/microsoft-azure-load-testing-is-now
   last_checked: 1779130494.965492
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.965492+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -32752,6 +33933,7 @@ https://azure.microsoft.com/en-us/en-gb/products/load-testing:
   last_checked: 1779130494.983468
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.983468+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -32782,6 +33964,7 @@ https://azure.microsoft.com/en-us/en-gb/products/load-testing:
   last_checked: 1779130495.025711
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.025711+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -32808,6 +33991,7 @@ https://azure.microsoft.com/en-us/en-us/blog/azure-virtual-wan-introduces-its-fi
   last_checked: 1779130495.000091
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.000091+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -32839,6 +34023,7 @@ https://azure.microsoft.com/en-us/en-us/blog/choose-the-best-global-distribution
   last_checked: 1779130494.955255
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.955255+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -32870,6 +34055,7 @@ https://azure.microsoft.com/en-us/en-us/explore/global-infrastructure/products-b
   last_checked: 1779130494.980635
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.980635+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -32900,6 +34086,7 @@ https://azure.microsoft.com/en-us/en-us/resources/azure-for-architects:
   last_checked: 1779130494.930166
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.930166+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -32925,6 +34112,7 @@ https://azure.microsoft.com/en-us/en-us/services/api-management:
   last_checked: 1779130495.009103
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.009103+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -32950,6 +34138,7 @@ https://azure.microsoft.com/en-us/en-us/services/container-instances:
   last_checked: 1779130495.015828
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.015828+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -32976,6 +34165,7 @@ https://azure.microsoft.com/en-us/en-us/updates:
   last_checked: 1779130494.97767
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.977670+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -33007,6 +34197,7 @@ https://azure.microsoft.com/en-us/en-us/updates/?query=AKS:
   last_checked: 1779130495.018483
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.018483+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -33037,6 +34228,7 @@ https://azure.microsoft.com/en-us/en-us/updates/general-availability-azure-basti
   last_checked: 1779130494.941341
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.941341+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -33063,6 +34255,7 @@ https://azure.microsoft.com/en-us/en-us/updates/generally-available-azure-bastio
   last_checked: 1779130495.014612
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.014612+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -33093,6 +34286,7 @@ https://azure.microsoft.com/en-us/en-us/updates/generally-available-azure-bastio
   last_checked: 1779130494.999092
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.999092+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -33118,6 +34312,7 @@ https://azure.microsoft.com/en-us/en-us/updates/generally-available-azure-bastio
   last_checked: 1779130494.941118
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.941118+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -33143,6 +34338,7 @@ https://azure.microsoft.com/en-us/en-us/updates/v2/Azure-Virtual-Network-Manager
   last_checked: 1779130495.006022
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.006022+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -33171,6 +34367,7 @@ https://azure.microsoft.com/en-us/explore/global-infrastructure/products-by-regi
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -33207,6 +34404,7 @@ https://azure.microsoft.com/en-us/products/azure-vmware:
   last_checked: 1780352424.113303
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:20:24.113303+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -33247,6 +34445,7 @@ https://azure.microsoft.com/en-us/products/chaos-studio:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -33277,6 +34476,7 @@ https://azure.microsoft.com/en-us/products/container-apps:
   last_checked: 1779388611.321149
   needs_ai_refresh: false
   discovered_at: '2026-05-21T20:36:51.321149+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -33304,13 +34504,14 @@ https://azure.microsoft.com/en-us/products/devops:
   resource_type: Platform
   complexity: Intermediate
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -33324,6 +34525,7 @@ https://azure.microsoft.com/en-us/products/devops:
   - jenkins-alternatives.md
   - devops.md
   youtube_mosaic: {}
+  duplicate_of: https://marketplace.visualstudio.com/azuredevops
 https://azure.microsoft.com/en-us/resources/azure-for-architects:
   title: '==azure.microsoft.com: Azure for Architects, Third Edition=='
   description: ''
@@ -33341,6 +34543,7 @@ https://azure.microsoft.com/en-us/resources/azure-for-architects:
   last_checked: 1779030276.196163
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:36.196163+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -33366,6 +34569,7 @@ https://azure.microsoft.com/en-us/resources/templates:
   last_checked: 1779030451.349594
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:31.349594+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -33391,6 +34595,7 @@ https://azure.microsoft.com/en-us/services/api-management:
   last_checked: 1779030154.253433
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:02:34.253433+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -33416,6 +34621,7 @@ https://azure.microsoft.com/en-us/services/container-apps:
   last_checked: 1779130494.999218
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.999218+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -33441,6 +34647,7 @@ https://azure.microsoft.com/en-us/services/container-instances:
   last_checked: 1779031284.423275
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:21:24.423275+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -33466,6 +34673,7 @@ https://azure.microsoft.com/en-us/services/devops:
   last_checked: 1779130495.031928
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.031928+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -33504,6 +34712,7 @@ https://azure.microsoft.com/en-us/solutions/azure-iaas:
   last_checked: 1780352404.147692
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:20:04.147692+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -33540,6 +34749,7 @@ https://azure.microsoft.com/en-us/updates:
   last_checked: 1779033195.230555
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:15.230555+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -33567,6 +34777,7 @@ https://azure.microsoft.com/en-us/updates/?query=AKS:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -33598,6 +34809,7 @@ https://azure.microsoft.com/en-us/updates/azure-virtual-network-manager-topology
   last_checked: 1779029093.712788
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:53.712788+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -33623,6 +34835,7 @@ https://azure.microsoft.com/en-us/updates/generally-available-azure-bastion-shar
   last_checked: 1779034191.124009
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:09:51.124009+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -33649,6 +34862,7 @@ https://azure.microsoft.com/en-us/updates/generally-available-azure-bastion-shar
   last_checked: 1779029531.698732
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:11.698732+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -33675,6 +34889,7 @@ https://azure.microsoft.com/en-us/updates/private-preview-aks-backup:
   last_checked: 1779032499.621224
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:41:39.621224+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -33707,6 +34922,7 @@ https://azure.microsoft.com/en-us/updates/sftp-support-for-azure-blob-storage-no
   last_checked: 1779034066.542028
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:07:46.542028+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -33740,6 +34956,7 @@ https://azure.microsoft.com/es-es/pricing/details/kubernetes-service:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -33762,13 +34979,14 @@ https://azure.microsoft.com/services/chaos-studio:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 67871824337f3c8cf237064990fc07d9a0ff7d444b59565748377de97a1bdd50
   health_score: 100.0
   last_checked: 1779030760.287403
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:40.287403+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -33777,6 +34995,7 @@ https://azure.microsoft.com/services/chaos-studio:
   - docs/chaos-engineering.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://azure.microsoft.com/en-us/products/chaos-studio
 https://azure.microsoft.com/services/container-apps:
   title: Azure Container Apps
   description: ''
@@ -33794,6 +35013,7 @@ https://azure.microsoft.com/services/container-apps:
   last_checked: 1779029658.863618
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:54:18.863618+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -33812,13 +35032,14 @@ https://azure.microsoft.com/services/devops:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: cab5d76c655c345a99d8bd339c33c9a00b511678e8807fa2e427a012dcdf0e6f
   health_score: 100.0
   last_checked: 1779030635.108076
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:35.108076+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -33829,6 +35050,7 @@ https://azure.microsoft.com/services/devops:
   - docs/jenkins-alternatives.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://azure.microsoft.com/en-us/products/devops
 https://azurearcjumpstart.io:
   title: azurearcjumpstart.io
   description: ''
@@ -33839,13 +35061,14 @@ https://azurearcjumpstart.io:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 22a467a8cc968ed9275238d39361d427819bc71676e9b8feb92ba423d1e22ad7
   health_score: 100.0
   last_checked: 1779031085.111681
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:05.111681+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -33854,6 +35077,7 @@ https://azurearcjumpstart.io:
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://jumpstart.azure.com
 https://azurecharts.com:
   title: 'azurecharts.com: Azure Charts'
   description: ''
@@ -33872,6 +35096,7 @@ https://azurecharts.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -33903,6 +35128,7 @@ https://azurecharts.com/learning:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -33928,13 +35154,14 @@ https://azurecloudai.blog/2019/09/27/deploy-azure-kubernetes-service-aks-to-a-pr
   resource_type: blog
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 5d14b2dc03dadca8119588932b102e1f5ed361f90524093ca50abddd947d2843
   health_score: 100.0
   last_checked: 1779031827.30087
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:27.300870+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -33948,6 +35175,7 @@ https://azurecloudai.blog/2019/09/27/deploy-azure-kubernetes-service-aks-to-a-pr
   v2_locations:
   - managed-kubernetes-in-public-cloud.md
   youtube_mosaic: {}
+  duplicate_of: https://azurecloudai.blog/verify.html
 https://azuredevopsdemogenerator.azurewebsites.net:
   title: "Azure DevOps Demo Generator \U0001F31F"
   description: ''
@@ -33966,6 +35194,7 @@ https://azuredevopsdemogenerator.azurewebsites.net:
   last_checked: 1779031618.118826
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:58.118826+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -33999,6 +35228,7 @@ https://azuredevopslabs.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -34031,6 +35261,7 @@ https://azuredevopslabs.com/labs/vstsextend/kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -34064,6 +35295,7 @@ https://azuremarketplace.microsoft.com/en-us/marketplace/apps/gofireflyltd170508
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -34096,6 +35328,7 @@ https://azureviking.com/post/terraform-module-azure-dns-private-resolver:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -34127,6 +35360,7 @@ https://azureviking.com/post/terraform-module-azurerm-alz-subnet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -34156,6 +35390,7 @@ https://azureway.cloud/azure-container-apps-creating-using-terraform-part-1:
   last_checked: 1779032680.323143
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:44:40.323143+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -34181,6 +35416,7 @@ https://azureway.cloud/azure-container-apps-traffic-splitting-part-4:
   last_checked: 1779032381.982556
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:39:41.982556+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -34209,6 +35445,7 @@ https://backstage.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -34231,13 +35468,14 @@ https://backup.docs.portworx.com:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 53e7bacf27df49e27bfde528e3135903962ffdb798c263833d0be1ad94eb410a
   health_score: 100.0
   last_checked: 1779034094.714128
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:14.714128+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -34246,6 +35484,7 @@ https://backup.docs.portworx.com:
   - docs/kubernetes-backup-migrations.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.portworx.com/portworx-backup-on-prem
 https://baeke.info/2022/06/02/trying-out-draft-2-on-aks:
   title: 'blog.baeke.info: Trying out Draft 2 on AKS'
   description: ''
@@ -34266,6 +35505,7 @@ https://baeke.info/2022/06/02/trying-out-draft-2-on-aks:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -34298,6 +35538,7 @@ https://baeke.info/2022/11/24/aks-workload-identity-revisited:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -34328,6 +35569,7 @@ https://bagas-awibowo.medium.com/helm-templating-network-policy-using-helm-783b2
   last_checked: 1779033415.653962
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:55.653962+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -34359,6 +35601,7 @@ https://balajisblog.com/cheatsheet-for-bitbucket-pipelines:
   last_checked: 1779034345.630406
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:25.630406+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -34392,6 +35635,7 @@ https://banksco.de/p/state-of-realtime-web-2016.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -34422,6 +35666,7 @@ https://banzaicloud.com:
   last_checked: 1779032219.556124
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:59.556124+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -34456,6 +35701,7 @@ https://banzaicloud.com/blog/backyards-api-gateway:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -34486,6 +35732,7 @@ https://banzaicloud.com/blog/helm3-the-good-the-bad-and-the-ugly:
   last_checked: 1779032163.107486
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:03.107486+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -34517,6 +35764,7 @@ https://banzaicloud.com/blog/istio-1.6:
   last_checked: 1779030540.676878
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:00.676878+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -34548,6 +35796,7 @@ https://banzaicloud.com/blog/istio-external-demo:
   last_checked: 1779031226.49407
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:26.494070+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -34579,6 +35828,7 @@ https://banzaicloud.com/blog/istio-mixerless-telemetry:
   last_checked: 1779031602.211686
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:42.211686+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -34610,6 +35860,7 @@ https://banzaicloud.com/blog/istio-opa:
   last_checked: 1779032518.660121
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:41:58.660121+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -34641,6 +35892,7 @@ https://banzaicloud.com/blog/k8s-cluster-autoscaler:
   last_checked: 1779031352.438432
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:32.438432+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -34672,6 +35924,7 @@ https://banzaicloud.com/blog/k8s-cluster-logging:
   last_checked: 1779034404.359046
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:24.359046+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -34705,6 +35958,7 @@ https://banzaicloud.com/blog/k8s-sidecars:
   last_checked: 1779034211.523823
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:11.523823+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -34736,6 +35990,7 @@ https://banzaicloud.com/blog/kafka-on-etcd:
   last_checked: 1779031357.968546
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:37.968546+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -34767,6 +36022,7 @@ https://banzaicloud.com/blog/kafka-on-istio-benefits:
   last_checked: 1779033698.883072
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:38.883072+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -34798,6 +36054,7 @@ https://banzaicloud.com/blog/kafka-rolling-upgrade:
   last_checked: 1779031788.024565
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:48.024565+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -34830,6 +36087,7 @@ https://banzaicloud.com/blog/kafka-schemareg:
   last_checked: 1779031094.297821
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:14.297821+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -34860,6 +36118,7 @@ https://banzaicloud.com/blog/kubernetes-nodepool-upgrades:
   last_checked: 1779033773.223214
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:53.223214+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -34886,6 +36145,7 @@ https://banzaicloud.com/blog/supertubes-focal:
   last_checked: 1779034094.378221
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:14.378221+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -34918,6 +36178,7 @@ https://banzaicloud.com/docs/one-eye/logging-operator/quickstarts/es-nginx:
   last_checked: 1779031349.282955
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:29.282955+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -34949,6 +36210,7 @@ https://bash.cyberciti.biz/guide/Main_Page:
   last_checked: 1779033759.209581
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:39.209581+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -34980,6 +36242,7 @@ https://bash.cyberciti.biz/guide/Man_command:
   last_checked: 1779032343.929081
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:03.929081+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -35011,6 +36274,7 @@ https://baykara.medium.com/a-gentle-inspection-of-oomkilled-in-kubernetes-4b4124
   last_checked: 1779034084.230052
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:04.230052+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -35052,6 +36316,7 @@ https://bea.stollnitz.com/blog/aml-batch-endpoint:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -35084,6 +36349,7 @@ https://beam.apache.org:
   last_checked: 1779033162.389359
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:52:42.389359+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -35114,6 +36380,7 @@ https://beellz.hashnode.dev/continuous-profiling-in-kubernetes-using-pyroscope:
   last_checked: 1779031602.154489
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:42.154489+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -35147,6 +36414,7 @@ https://beellz.hashnode.dev/continuous-profiling-in-kubernetes-using-pyroscope:
   last_checked: 1779031445.855104
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:05.855104+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -35180,6 +36448,7 @@ https://ben11kehoe.medium.com/principals-in-aws-iam-38c4a3dc322a:
   last_checked: 1779034391.820348
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:11.820348+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -35206,13 +36475,14 @@ https://bespoyasov.me/blog/clean-architecture-on-frontend:
   resource_type: Article
   complexity: Advanced
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -35226,6 +36496,7 @@ https://bespoyasov.me/blog/clean-architecture-on-frontend:
   - aws-architecture.md
   - developerportals.md
   youtube_mosaic: {}
+  duplicate_of: https://dev.to/bespoyasov/clean-architecture-on-frontend-4311?utm=midu
 https://betanews.com/2022/01/26/overcoming-observability-challenges:
   title: '==betanews.com: Overcoming observability challenges in the CI/CD Pipeline=='
   description: ''
@@ -35245,6 +36516,7 @@ https://betanews.com/2022/01/26/overcoming-observability-challenges:
   last_checked: 1779034516.991445
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:16.991445+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -35278,6 +36550,7 @@ https://betanews.com/2022/10/22/cloud-security-is-complex-but-most-vulnerabiliti
   last_checked: 1779033338.93183
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:38.931830+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -35311,6 +36584,7 @@ https://betterhumans.pub/8-communication-hacks-i-use-to-appear-more-senior-as-a-
   last_checked: 1779033697.01239
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:37.012390+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -35342,6 +36616,7 @@ https://betterprogramming.pub/10-antipatterns-for-kubernetes-deployments-e97ce11
   last_checked: 1779032097.594526
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:57.594526+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -35373,6 +36648,7 @@ https://betterprogramming.pub/10-things-you-might-not-know-about-yaml-b0589da547
   last_checked: 1779029274.14891
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:54.148910+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -35407,6 +36683,7 @@ https://betterprogramming.pub/2-use-cases-of-python-pre-commit-hooks-to-tidy-up-
   last_checked: 1779033765.518072
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:45.518072+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -35439,6 +36716,7 @@ https://betterprogramming.pub/3-seemingly-simple-python-features-that-confuse-be
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@@ -38608,6 +39986,7 @@ https://betterprogramming.pub/the-best-vs-code-extensions-to-supercharge-your-gi
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+  duplicate_of: https://www.c-sharpcorner.com/article/the-best-vs-code-extensions-to-supercharge-git
 https://betterprogramming.pub/the-perfect-message-queue-solution-based-on-the-redis-stream-type-ccf273554178:
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     Stream Type'
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   discovered_at: '2026-05-17T17:53:56.668150+02:00'
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   discovered_at: '2026-05-17T18:00:11.948569+02:00'
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   needs_ai_refresh: false
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@@ -39011,6 +40402,7 @@ https://bgjar.com:
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@@ -39045,6 +40437,7 @@ https://bhupesh.me/publishing-my-first-ever-dockerfile-optimization-ugit:
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@@ -39076,6 +40469,7 @@ https://bikeshed.thoughtbot.com:
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@@ -39110,6 +40504,7 @@ https://binero.com/observability:
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@@ -39141,6 +40536,7 @@ https://binx.io/2022/07/13/working-with-aws-permission-policies:
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   discovered_at: '2026-05-17T16:55:04.464160+02:00'
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@@ -39173,6 +40569,7 @@ https://bishopfox.com/blog/kubernetes-pod-privilege-escalation:
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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@@ -39195,13 +40592,14 @@ https://bit.ly/kube-tools-1:
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-  status: null
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@@ -39210,6 +40608,7 @@ https://bit.ly/kube-tools-1:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.google.com/presentation/d/13k-Lhc-tVgUohrtKqAYIikaQCTsmuzzjhOe_hpwgUgw/edit
 https://bit.ly/kubeappserver:
   title: History of Microservices
   description: ''
@@ -39220,13 +40619,14 @@ https://bit.ly/kubeappserver:
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@@ -39235,6 +40635,7 @@ https://bit.ly/kubeappserver:
   - docs/faq.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.google.com/presentation/d/1DFy4ZZdsK2ftREetv_f52E-caZXOGX6GvgzGQlfSLfE/edit?usp=sharing
 https://bitbucket.org:
   title: bitbucket.org
   description: ''
@@ -39255,6 +40656,7 @@ https://bitbucket.org:
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   discovered_at: '2008-06-01T00:00:00+02:00'
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   hierarchy:
@@ -39289,6 +40691,7 @@ https://bitbucket.org/atlassianlabs/atlascode/issues/112/cannot-activate-the-atl
   last_checked: 1779032934.7254
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:48:54.725400+02:00'
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   hierarchy:
@@ -39313,13 +40716,14 @@ https://bitbucket.org/atlassianlabs/atlascode/issues/112/cannot-activate-the-atl
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   is_microservice: false
-  status: online
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@@ -39328,6 +40732,7 @@ https://bitbucket.org/atlassianlabs/atlascode/issues/112/cannot-activate-the-atl
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.atlassian.com/blog/bitbucket/setting-up-a-ci-cd-pipeline-with-spring-mvc-jenkins-and-kubernetes-on-aws
 https://bitbucket.org/blog/transition-jira-issues-on-merge:
   title: Transition Jira issues on merge
   description: ''
@@ -39345,6 +40750,7 @@ https://bitbucket.org/blog/transition-jira-issues-on-merge:
   last_checked: 1779032780.141167
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:20.141167+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -39370,6 +40776,7 @@ https://bitfieldconsulting.com/blog/container-security:
   last_checked: 1779032333.954793
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:53.954793+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -39395,6 +40802,7 @@ https://bitfieldconsulting.com/posts/container-security:
   last_checked: 1779130494.95148
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.951480+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -39413,13 +40821,14 @@ https://bitnami.com/stacks/helm:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779030653.138492
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:53.138492+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -39428,6 +40837,7 @@ https://bitnami.com/stacks/helm:
   - docs/helm.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://bitnami.com/stacks?stack=helm
 https://bitnami.com/stacks?stack=helm:
   title: Bitnami Helm Charts
   description: ''
@@ -39448,6 +40858,7 @@ https://bitnami.com/stacks?stack=helm:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -39479,6 +40890,7 @@ https://biztechmagazine.com/article/2021/07/6-steps-improved-api-security:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -39511,6 +40923,7 @@ https://blackbird.a8r.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -39541,6 +40954,7 @@ https://blackbird.a8r.io/initializer:
   last_checked: 1779130494.964061
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.964061+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -39570,13 +40984,14 @@ https://blazemeter.com/blog/three-ways-devops-benefit-aws-codepipeline:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779033335.819645
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:35.819645+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -39590,6 +41005,7 @@ https://blazemeter.com/blog/three-ways-devops-benefit-aws-codepipeline:
   v2_locations:
   - aws-devops.md
   youtube_mosaic: {}
+  duplicate_of: https://www.blazemeter.com/blog/devops-best-practices-testing
 https://blocksandfiles.com/2020/01/30/kasten-k10-kubernetes-container-protection:
   title: null
   description: null
@@ -39607,6 +41023,7 @@ https://blocksandfiles.com/2020/01/30/kasten-k10-kubernetes-container-protection
   last_checked: 1779032883.09503
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:03.095030+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -39632,6 +41049,7 @@ https://blocksandfiles.com/2020/06/05/ibm-spectrum-protect-plus:
   last_checked: 1779030586.087425
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:46.087425+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -39650,13 +41068,14 @@ https://blocksandfiles.com/2020/06/23/lightbits-labs-adds-kubernetes-table-stake
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 7ddf27a8e5114db682d4b1c06e08a66813e44a630c5eee5de240e174fbf5aca7
   health_score: 100.0
   last_checked: 1779032379.101133
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:39.101133+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -39665,6 +41084,7 @@ https://blocksandfiles.com/2020/06/23/lightbits-labs-adds-kubernetes-table-stake
   - docs/kubernetes-storage.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.blocksandfiles.com/block/2020/06/23/lightbits-labs-adds-kubernetes-table-stakes-csi-support/1598623
 https://blocksandfiles.com/2020/07/21/kubernetes-stateful-status:
   title: 'blocksandfiles.com: Kubernetes is in a bit of state about state'
   description: ''
@@ -39675,13 +41095,14 @@ https://blocksandfiles.com/2020/07/21/kubernetes-stateful-status:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: decaa900a070ae7f1f5214e8f04900d2d92622f205876ddb2c0ab3d4dcef4577
   health_score: 100.0
   last_checked: 1779034100.178365
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:20.178365+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -39690,6 +41111,7 @@ https://blocksandfiles.com/2020/07/21/kubernetes-stateful-status:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.blocksandfiles.com/container-storage/2020/07/21/kubernetes-is-in-a-bit-of-state-about-state/1612337
 https://blocksandfiles.com/2020/12/10/trilio-funding:
   title: null
   description: null
@@ -39707,6 +41129,7 @@ https://blocksandfiles.com/2020/12/10/trilio-funding:
   last_checked: 1779029559.043597
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:39.043597+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -39725,13 +41148,14 @@ https://blocksandfiles.com/2020/12/22/the-storageless-storage-paradox:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 77964f82c6495fa5cd9056e4149397113a3f2b9867e959cd05912e98cc84234f
   health_score: 100.0
   last_checked: 1779033027.67249
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:27.672490+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -39740,6 +41164,7 @@ https://blocksandfiles.com/2020/12/22/the-storageless-storage-paradox:
   - docs/kubernetes-storage.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.blocksandfiles.com/container-storage/2020/12/22/storageless-storage-is-the-answer-to-kubernetes-data-challenges/1611647
 https://blocksandfiles.com/2021/01/27/red-hat-openshift-container-storage-backup:
   title: "blocksandfiles.com: Red Hat OpenShift now does container storage backup'
     \U0001F31F"
@@ -39751,13 +41176,14 @@ https://blocksandfiles.com/2021/01/27/red-hat-openshift-container-storage-backup
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 2c5443d7dc6dbc75208fbe1f3b6995c448b37b26ca0cbf2007cbb8dcdf903f24
   health_score: 100.0
   last_checked: 1779034480.799003
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:40.799003+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -39766,6 +41192,7 @@ https://blocksandfiles.com/2021/01/27/red-hat-openshift-container-storage-backup
   - docs/kubernetes-backup-migrations.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.blocksandfiles.com/container-storage/2021/01/27/red-hat-openshift-now-does-container-storage-backup/1611166
 https://blocksandfiles.com/2021/08/05/kubernetes-storage-chinese-vendor-smartxs-iomesh-beats-portworx-longhorn-and-openebs:
   title: 'blocksandfiles.com: Kubernetes storage: SmartX’s IOMesh beats Portworx,''
     Longhorn and OpenEBS'
@@ -39777,13 +41204,14 @@ https://blocksandfiles.com/2021/08/05/kubernetes-storage-chinese-vendor-smartxs-
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779032342.656443
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:02.656443+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -39792,6 +41220,7 @@ https://blocksandfiles.com/2021/08/05/kubernetes-storage-chinese-vendor-smartxs-
   - docs/kubernetes-storage.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.blocksandfiles.com/block/2021/08/05/kubernetes-storage-smartxs-iomesh-beats-portworx-longhorn-and-openebs/1617691
 https://blog.abaganon.com/going-global-with-kubernetes-490cf51e2bf8:
   title: 'blog.abaganon.com: Why you probably won’t use K8gb.io'
   description: ''
@@ -39810,6 +41239,7 @@ https://blog.abaganon.com/going-global-with-kubernetes-490cf51e2bf8:
   last_checked: 1779034131.409419
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:51.409419+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -39843,6 +41273,7 @@ https://blog.acethecloud.com/a-step-by-step-guide-to-calculating-slas-slis-and-s
   last_checked: 1779029939.132977
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:59.132977+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -39876,6 +41307,7 @@ https://blog.acethecloud.com/the-kubernetes-handbook-a-comprehensive-guide-of-10
   last_checked: 1779030207.268116
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:27.268116+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -39908,6 +41340,7 @@ https://blog.adnansiddiqi.me/create-your-first-rest-api-in-fastapi:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -39940,6 +41373,7 @@ https://blog.adnansiddiqi.me/getting-started-with-elasticsearch-7-in-python:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -39963,13 +41397,14 @@ https://blog.adoptium.net/2021/08/using-jlink-in-dockerfiles:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 2d7547db4cb926da1c7e589cd57f48a1855fafc890bce2edb3ec5f141e836b7f
   health_score: 100.0
   last_checked: 1779033674.342714
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:14.342714+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -39978,6 +41413,7 @@ https://blog.adoptium.net/2021/08/using-jlink-in-dockerfiles:
   - docs/docker.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://adoptium.net/news/2021/08/using-jlink-in-dockerfiles
 https://blog.adoptopenjdk.net/2020/06/adoptopenjdk-11-new-default:
   title: "__AdoptOpenJDK 11__ Is the New Default \U0001F31F"
   description: ''
@@ -39997,6 +41433,7 @@ https://blog.adoptopenjdk.net/2020/06/adoptopenjdk-11-new-default:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -40027,6 +41464,7 @@ https://blog.aenix.io/argo-cd-vs-flux-cd-7b1d67a246ca:
   last_checked: 1779030401.02449
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:41.024490+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -40062,6 +41500,7 @@ https://blog.aks.azure.com/2025/04/02/Scaling-Kubernetes-for-AI-and-Data-intensi
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -40095,6 +41534,7 @@ https://blog.akuity.io/unveil-the-secret-ingredients-of-continuous-delivery-at-e
   last_checked: 1779029369.306707
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:29.306707+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -40127,6 +41567,7 @@ https://blog.alexellis.io/a-bit-of-istio-before-tea-time:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -40158,6 +41599,7 @@ https://blog.alexellis.io/bare-metal-kubernetes-with-k3s:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -40192,6 +41634,7 @@ https://blog.alexellis.io/building-containers-without-docker:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -40225,6 +41668,7 @@ https://blog.alexellis.io/get-private-kubectl-access-anywhere:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -40258,6 +41702,7 @@ https://blog.alexellis.io/ingress-for-your-local-kubernetes-cluster:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -40290,6 +41735,7 @@ https://blog.alexellis.io/primer-accessing-kubernetes-services:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -40324,6 +41770,7 @@ https://blog.alexellis.io/troubleshooting-on-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -40356,6 +41803,7 @@ https://blog.alexellis.io/what-if-your-pods-need-to-trust-self-signed-certificat
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -40388,6 +41836,7 @@ https://blog.alluxi.com/8-habilidades-que-necesitas-para-ser-un-gran-programador
   last_checked: 1779033570.083262
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:30.083262+02:00'
+  last_ai_eval: null
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@@ -40420,6 +41869,7 @@ https://blog.alterway.fr/en/building-a-continious-deployment-pipeline-with-kuber
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -40450,6 +41900,7 @@ https://blog.amhaish.com/observing-the-k8-cluster-using-elk-stack-7d4264fdb0e3:
   last_checked: 1779030854.309737
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:14.309737+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -40483,6 +41934,7 @@ https://blog.annamcdougall.com/git-workflow-tutorial-start-using-git-today-with-
   last_checked: 1779031576.371468
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:16.371468+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -40514,6 +41966,7 @@ https://blog.antoinechoula.ga/native-eks-ingress-with-aws-load-balancer-controll
   last_checked: 1779032134.516675
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:34.516675+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -40546,6 +41999,7 @@ https://blog.appdynamics.com/cloud/a-guide-to-performance-challenges-with-aws-ec
   last_checked: 1779033274.993619
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:34.993619+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -40580,6 +42034,7 @@ https://blog.appsignal.com/2021/01/06/microservices-monitoring-using-namespaces-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -40610,6 +42065,7 @@ https://blog.appstack.one/how-to-run-ghost-blog-inside-kubernetes:
   last_checked: 1779032287.580794
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:07.580794+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -40644,6 +42100,7 @@ https://blog.aquasec.com/advanced-persistent-threat-techniques-container-attacks
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -40676,6 +42133,7 @@ https://blog.aquasec.com/container-isolation-techniques:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -40709,6 +42167,7 @@ https://blog.aquasec.com/docker-official-images:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -40742,6 +42201,7 @@ https://blog.aquasec.com/kubernetes-ui-tools-security-threat:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -40773,6 +42233,7 @@ https://blog.aquasec.com/kubernetes-version-1.23-security-features:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -40804,6 +42265,7 @@ https://blog.argoproj.io/5-new-git-commands-and-1-tip-youll-use-every-day-3c28e9
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -40836,6 +42298,7 @@ https://blog.argoproj.io/architecting-workflows-for-reliability-d33bd720c6cc:
   last_checked: null
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   discovered_at: '2023-06-01T00:00:00+02:00'
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   last_checked: null
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   discovered_at: '2021-06-01T00:00:00+02:00'
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   is_microservice: false
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+  status: duplicate
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@@ -40912,6 +42377,7 @@ https://blog.argoproj.io/getting-started-with-applicationsets-9c961611bcf0:
   v2_locations:
   - demos.md
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/getting-started-with-applicationsets
 https://blog.argoproj.io/introducing-the-applicationset-controller-for-argo-cd-982e28b62dc5:
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   description: ''
@@ -40932,6 +42398,7 @@ https://blog.argoproj.io/introducing-the-applicationset-controller-for-argo-cd-9
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -40995,6 +42463,7 @@ https://blog.argoproj.io/new-sync-and-diff-strategies-in-argocd-44195d3f8b8c:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -41027,6 +42496,7 @@ https://blog.argoproj.io/practical-argo-workflows-hardening-dd8429acc1ce:
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   discovered_at: '2020-06-01T00:00:00+02:00'
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   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -41177,13 +42651,14 @@ https://blog.awsfundamentals.com/aws-lambda-with-terraform:
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@@ -41192,6 +42667,7 @@ https://blog.awsfundamentals.com/aws-lambda-with-terraform:
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://awsfundamentals.com/blog/aws-lambda-with-terraform
 https://blog.awsfundamentals.com/aws-s3-rm-removing-files:
   title: 'blog.awsfundamentals.com: Step-By-Step: Emptying S3 Buckets and Directories''
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@@ -41203,13 +42679,14 @@ https://blog.awsfundamentals.com/aws-s3-rm-removing-files:
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@@ -41218,6 +42695,7 @@ https://blog.awsfundamentals.com/aws-s3-rm-removing-files:
   - docs/aws-tools-scripts.md
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   youtube_mosaic: {}
+  duplicate_of: https://awsfundamentals.com/blog/aws-s3-rm-removing-files
 https://blog.awsfundamentals.com/aws-s3-sync:
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@@ -41235,6 +42713,7 @@ https://blog.awsfundamentals.com/aws-s3-sync:
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   discovered_at: '2026-05-17T17:27:22.730198+02:00'
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@@ -41269,6 +42749,7 @@ https://blog.awsfundamentals.com/using-s3-with-terraform:
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://awsfundamentals.com/blog/using-s3-with-terraform
 https://blog.axiomio.com/seven-kubernetes-trends-to-watch-in-upcoming-years-e7d48e86c614:
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   description: ''
@@ -41287,6 +42768,7 @@ https://blog.axiomio.com/seven-kubernetes-trends-to-watch-in-upcoming-years-e7d4
   last_checked: 1779031787.915158
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   is_microservice: false
-  status: null
+  status: duplicate
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:27:29.585449+02:00'
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@@ -41331,6 +42814,7 @@ https://blog.axway.com/hybrid-integration/whats-ipaas:
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   youtube_mosaic: {}
+  duplicate_of: https://blog.axway.com/learning-center/apis/api-management/whats-ipaas
 https://blog.azurebrains.com:
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   description: ''
@@ -41351,6 +42835,7 @@ https://blog.azurebrains.com:
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   needs_ai_refresh: false
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   discovered_at: '2026-05-18T20:54:54.938036+02:00'
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@@ -41403,13 +42889,14 @@ https://blog.baeke.info/2022/06/02/trying-out-draft-2-on-aks:
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   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://baeke.info/2022/06/02/trying-out-draft-2-on-aks
 https://blog.baeke.info/2022/11/24/aks-workload-identity-revisited:
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@@ -41435,6 +42923,7 @@ https://blog.baeke.info/2022/11/24/aks-workload-identity-revisited:
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   v2_locations:
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   youtube_mosaic: {}
+  duplicate_of: https://bigdataboutique.com/blog/tuning-elasticsearch-the-ideal-java-heap-size-2toq2j
 https://blog.bitsrc.io/api-vs-microservices-are-you-using-2-terms-for-the-same-concept-b51f13f5974e:
   title: 'blog.bitsrc.io: API vs Microservices β€” Are you using 2 terms for the same
     concept?'
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   discovered_at: '2020-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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@@ -41912,6 +43417,7 @@ https://blog.byte.builders/post/openshift-mongodb:
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://appscode.com/blog/post/openshift-mongodb
 https://blog.bytebytego.com/p/ep94-rest-api-cheatsheet:
   title: 'blog.bytebytego.com: EP94: REST API Cheatsheet'
   description: ''
@@ -41931,6 +43437,7 @@ https://blog.bytebytego.com/p/ep94-rest-api-cheatsheet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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@@ -41968,6 +43476,7 @@ https://blog.chainguard.dev/cosign-verify-ecs:
   - docs/devsecops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.chainguard.dev/unchained
 https://blog.christianposta.com/kubernetes/logging-into-a-kubernetes-cluster-with-kubectl:
   title: kubernetes login
   description: ''
@@ -41988,6 +43497,7 @@ https://blog.christianposta.com/kubernetes/logging-into-a-kubernetes-cluster-wit
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
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   v2_locations:
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+  - servicemesh.md
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 https://blog.christianposta.com/microservices/istio-as-an-example-of-when-not-to-do-microservices:
   title: 'blog.christianposta.com: Istio as an Example of When Not to Do Microservices'
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   discovered_at: '2020-06-01T00:00:00+02:00'
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   discovered_at: '2020-06-01T00:00:00+02:00'
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:22:13.972363+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   discovered_at: '2023-06-01T00:00:00+02:00'
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   discovered_at: '2026-05-17T16:54:49.175312+02:00'
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   last_checked: 1779031185.976608
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:45.976608+02:00'
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   resource_type: null
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-  status: online
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   discovered_at: '2026-05-17T17:14:42.818253+02:00'
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@@ -42285,6 +43805,7 @@ https://blog.cloudera.com/scalability-of-kafka-messaging-using-consumer-groups:
   - docs/message-queue.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.cloudera.com/blog.html
 https://blog.cloudflare.com/automatic-remediation-of-kubernetes-nodes:
   title: 'blog.cloudflare.com: Automatic Remediation of Kubernetes Nodes'
   description: ''
@@ -42304,6 +43825,7 @@ https://blog.cloudflare.com/automatic-remediation-of-kubernetes-nodes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -42341,6 +43863,7 @@ https://blog.cloudflare.com/casb-anthropic-integration:
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   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:30:52.024452+02:00'
+  last_ai_eval: null
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@@ -42383,6 +43906,7 @@ https://blog.cloudflare.com/claude-managed-agents:
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   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:30:52.024464+02:00'
+  last_ai_eval: null
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@@ -42425,6 +43949,7 @@ https://blog.cloudflare.com/cyber-frontier-models:
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   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:30:52.024482+02:00'
+  last_ai_eval: null
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@@ -42462,6 +43987,7 @@ https://blog.cloudflare.com/guest-blog-zero-trust-access-kubernetes:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -42494,6 +44020,7 @@ https://blog.cloudflare.com/how-we-use-hashicorp-nomad:
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   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -42523,6 +44050,7 @@ https://blog.cloudflare.com/http-2-for-web-developers:
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:12:20.517327+02:00'
+  last_ai_eval: null
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@@ -42556,6 +44084,7 @@ https://blog.cloudflare.com/iran-internet-partially-restored-may-2026:
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   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:30:52.024435+02:00'
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@@ -42592,6 +44121,7 @@ https://blog.cloudflare.com/moving-k8s-communication-to-grpc:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -42623,6 +44153,7 @@ https://blog.cloudflare.com/network-performance-update-full-stack-week:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -42660,6 +44191,7 @@ https://blog.cloudflare.com/optimizing-core-unit-boot-time:
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   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:30:52.024405+02:00'
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@@ -42701,6 +44233,7 @@ https://blog.cloudflare.com/our-unified-data-platform:
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   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:30:52.024421+02:00'
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@@ -42734,6 +44267,7 @@ https://blog.cloudflare.com/tools-for-debugging-testing-and-using-http-2:
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   discovered_at: '2026-05-17T16:49:39.016448+02:00'
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@@ -42761,6 +44295,7 @@ https://blog.cloudflare.com/zero-trust-private-networking-rules:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -42823,6 +44359,7 @@ https://blog.cloudneutral.se/running-cockroachdb-tpc-c-benchmark-on-gke:
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   discovered_at: '2026-05-17T17:00:34.788685+02:00'
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@@ -42854,6 +44391,7 @@ https://blog.cloudnloud.com/kubernetes-volume:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:04.555658+02:00'
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   discovered_at: '2026-05-17T17:06:07.158428+02:00'
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   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -43018,6 +44560,7 @@ https://blog.cloudtrooper.net/2023/06/08/deploy-azure-network-as-code-as-a-champ
   last_checked: null
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   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -43084,6 +44628,7 @@ https://blog.cloudtrooper.net/2024/01/23/azure-network-monitoring-with-synthetic
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -43118,6 +44663,7 @@ https://blog.cloudtrooper.net/2025/02/17/private-link-reality-bites-service-endp
   last_checked: null
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   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -43149,6 +44695,7 @@ https://blog.cloudtrooper.net/2025/02/28/application-gateway-for-containers-a-no
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -43162,6 +44709,7 @@ https://blog.cloudtrooper.net/2025/02/28/application-gateway-for-containers-a-no
   v2_locations:
   - kubernetes-operators-controllers.md
   - azure.md
+  - kubernetes-networking.md
   youtube_mosaic: {}
 https://blog.cloudtrooper.net/2025/04/02/application-gateway-for-containers-a-not-so-gentle-intro-4:
   title: Application Gateway for Containers with AKS Overlay Networking and VNet Flow
@@ -43183,6 +44731,7 @@ https://blog.cloudtrooper.net/2025/04/02/application-gateway-for-containers-a-no
   last_checked: null
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   discovered_at: '2025-06-01T00:00:00+02:00'
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@@ -43196,6 +44745,7 @@ https://blog.cloudtrooper.net/2025/04/02/application-gateway-for-containers-a-no
   v2_locations:
   - servicemesh.md
   - azure.md
+  - kubernetes-networking.md
   youtube_mosaic: {}
 https://blog.cloudtrooper.net/2025/11/21/application-gateway-for-containers-istio-integration:
   title: 'Application Gateway for Containers: Istio Integration'
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   last_checked: null
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   discovered_at: '2025-06-01T00:00:00+02:00'
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@@ -43253,6 +44804,7 @@ https://blog.cloudtrooper.net/2026/01/16/which-azure-network-is-cheaper:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -43285,6 +44837,7 @@ https://blog.cloudyali.io/absolute-minimum-every-developer-must-know-about-aws-s
   last_checked: 1779033772.771236
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   discovered_at: '2026-05-17T18:02:52.771236+02:00'
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@@ -43309,13 +44862,14 @@ https://blog.codecentric.de/en/2021/03/github-actions-nextgen-cicd:
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   is_microservice: false
-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T17:07:24.977192+02:00'
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@@ -43324,6 +44878,7 @@ https://blog.codecentric.de/en/2021/03/github-actions-nextgen-cicd:
   - docs/git.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.codecentric.de/en/knowledge-hub/blog/github-actions-nextgen-cicd
 https://blog.codefx.org/java/java-11-migration-guide:
   title: All You Need To Know For Migrating To Java 11
   description: ''
@@ -43334,13 +44889,14 @@ https://blog.codefx.org/java/java-11-migration-guide:
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   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:48:40.985325+02:00'
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@@ -43349,6 +44905,7 @@ https://blog.codefx.org/java/java-11-migration-guide:
   - docs/java_frameworks.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://nipafx.dev/java-11-migration-guide
 https://blog.coderco.io/p/tcp-fundamentals-for-software-and:
   title: 'blog.coderco.io: TCP Fundamentals for Software & DevOps Engineers: Building
     a Strong Foundation in Networking'
@@ -43369,6 +44926,7 @@ https://blog.coderco.io/p/tcp-fundamentals-for-software-and:
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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@@ -43403,6 +44961,7 @@ https://blog.coderco.io/p/terraform-best-practices-series-lessons:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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@@ -43426,13 +44985,14 @@ https://blog.coderco.io/p/terraform-best-practices-series-lessons-0cd:
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   discovered_at: '2026-05-17T16:51:22.695660+02:00'
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@@ -43441,6 +45001,7 @@ https://blog.coderco.io/p/terraform-best-practices-series-lessons-0cd:
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://blog.coderco.io/p/terraform-best-practices-series-lessons
 https://blog.codeswiftr.com/kubernetes-in-azure-a-step-by-step-guide-to-setting-up-a-production-ready-cluster-7336f78d5f7:
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   description: null
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   last_checked: 1779030854.331854
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:14.331854+02:00'
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@@ -43483,6 +45045,7 @@ https://blog.codeswiftr.com/kubernetes-in-azure-part-2-basic-deployment-to-aks-a
   last_checked: 1779030589.30497
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:49.304970+02:00'
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@@ -43512,6 +45075,7 @@ https://blog.coffeeapplied.com/securing-aks-in-peered-virtual-networks-using-onl
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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@@ -43543,6 +45107,7 @@ https://blog.container-solutions.com/7-cloud-native-trends-to-watch-in-2020:
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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@@ -43576,6 +45141,7 @@ https://blog.container-solutions.com/comparing-chaos-engineering-tools:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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@@ -43621,6 +45187,7 @@ https://blog.container-solutions.com/deployment-strategies:
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -43653,6 +45220,7 @@ https://blog.container-solutions.com/fluxcd-argocd-jenkins-x-gitops-tools:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -43675,13 +45243,14 @@ https://blog.container-solutions.com/fluxcd-argocd-or-jenkins-x-which-is-the-rig
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   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:20.172109+02:00'
+  last_ai_eval: null
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@@ -43690,6 +45259,7 @@ https://blog.container-solutions.com/fluxcd-argocd-or-jenkins-x-which-is-the-rig
   - docs/gitops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://blog.container-solutions.com/fluxcd-argocd-jenkins-x-gitops-tools
 https://blog.container-solutions.com/gitops-limitations:
   title: 'blog.container-solutions.com: GitOps: The Bad and the Ugly'
   description: ''
@@ -43710,6 +45280,7 @@ https://blog.container-solutions.com/gitops-limitations:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -43732,13 +45303,14 @@ https://blog.container-solutions.com/gitops-the-bad-and-the-ugly:
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   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:09:14.314891+02:00'
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@@ -43747,6 +45319,7 @@ https://blog.container-solutions.com/gitops-the-bad-and-the-ugly:
   - docs/gitops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://blog.container-solutions.com/gitops-limitations
 https://blog.container-solutions.com/how-mature-is-your-microservices-architecture:
   title: "blog.container-solutions.com: How Mature Is Your Microservices Architecture?
     \U0001F31F"
@@ -43768,6 +45341,7 @@ https://blog.container-solutions.com/how-mature-is-your-microservices-architectu
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -43832,6 +45407,7 @@ https://blog.container-solutions.com/the-birth-of-the-external-secrets-community
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -43865,6 +45441,7 @@ https://blog.container-solutions.com/why-adopt-gitops:
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -43896,6 +45473,7 @@ https://blog.couchbase.com/2016/january/nosql-in-the-perspective-of-industry-lea
   last_checked: 1779031385.004762
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:05.004762+02:00'
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@@ -43927,6 +45505,7 @@ https://blog.couchbase.com/2016/july/docker-for-aws-getting-started-scaling-node
   last_checked: 1779033296.034776
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:56.034776+02:00'
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@@ -43960,6 +45539,7 @@ https://blog.couchbase.com/how-to-build-observability-dashboards-prometheus-graf
   last_checked: 1779032134.619808
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:34.619808+02:00'
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@@ -43994,6 +45574,7 @@ https://blog.couchbase.com/microservices-architecture-in-couchbase:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:34.397055+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -44029,6 +45610,7 @@ https://blog.crossplane.io/crossplane-openshift-operator-cloud-native-services:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -44059,6 +45641,7 @@ https://blog.crunchydata.com/blog/a-postgres-primer-for-oracle-dbas:
   last_checked: 1779032421.268292
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:40:21.268292+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -44077,13 +45660,14 @@ https://blog.crunchydata.com/blog/active-active-postgres-federation-on-kubernete
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: c591ab92e180b89d8cfdff37064b76dd98c08767b8d4b77cace072979ab7f502
   health_score: 100.0
   last_checked: 1779029132.900376
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:32.900376+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -44092,6 +45676,7 @@ https://blog.crunchydata.com/blog/active-active-postgres-federation-on-kubernete
   - docs/crunchydata.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.crunchydata.com/blog/active-active-postgres-federation-on-kubernetes
 https://blog.crunchydata.com/blog/announcing-google-cloud-storage-gcs-support-for-pgbackrest:
   title: 'blog.crunchydata.com: Announcing Google Cloud Storage (GCS) Support for''
     pgBackRest'
@@ -44103,13 +45688,14 @@ https://blog.crunchydata.com/blog/announcing-google-cloud-storage-gcs-support-fo
   resource_type: null
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   is_microservice: false
-  status: online
+  status: duplicate
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   content_hash: 5f71d1f79345c35215d7aa29ff70635244b95b0277e654506ecd17515e07b877
   health_score: 100.0
   last_checked: 1779030932.030606
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:32.030606+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -44118,6 +45704,7 @@ https://blog.crunchydata.com/blog/announcing-google-cloud-storage-gcs-support-fo
   - docs/crunchydata.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.crunchydata.com/blog/announcing-google-cloud-storage-gcs-support-for-pgbackrest
 https://blog.crunchydata.com/blog/announcing-postgres-container-apps-easy-deploy-postgres-apps:
   title: 'blog.crunchydata.com: Announcing Postgres Container Apps: Easy Deploy Postgres''
     Apps'
@@ -44129,13 +45716,14 @@ https://blog.crunchydata.com/blog/announcing-postgres-container-apps-easy-deploy
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 87ce4ff02ab69141783924cbc4ba6c48c05d7d67261570d0d8f5f326123ef58f
   health_score: 100.0
   last_checked: 1779032105.965893
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:05.965893+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -44144,6 +45732,7 @@ https://blog.crunchydata.com/blog/announcing-postgres-container-apps-easy-deploy
   - docs/crunchydata.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.crunchydata.com/blog/announcing-postgres-container-apps-easy-deploy-postgres-apps
 https://blog.crunchydata.com/blog/crunchy-postgres-operator-4.6.0:
   title: "blog.crunchydata.com: Crunchy Postgres Operator 4.6.0 \U0001F31F"
   description: ''
@@ -44154,13 +45743,14 @@ https://blog.crunchydata.com/blog/crunchy-postgres-operator-4.6.0:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: a7e83515c52fb8f8b9baaa1d01a92926eadd5ba0d9ec925362a1cd6f9d37131f
   health_score: 100.0
   last_checked: 1779030685.228323
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:25.228323+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -44169,6 +45759,7 @@ https://blog.crunchydata.com/blog/crunchy-postgres-operator-4.6.0:
   - docs/crunchydata.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.crunchydata.com/blog/crunchy-postgres-operator-4.6.0
 https://blog.crunchydata.com/blog/d-meta:
   title: 'blog.crunchydata.com: Quickly Document Your Postgres Database Using psql''
     Meta-Commands'
@@ -44180,13 +45771,14 @@ https://blog.crunchydata.com/blog/d-meta:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: c414022c133096a2344c462863251c460a898aabadbc9a4aeea0b1e0cf928cb2
   health_score: 100.0
   last_checked: 1779030966.160751
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:06.160751+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -44195,6 +45787,7 @@ https://blog.crunchydata.com/blog/d-meta:
   - docs/databases.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.crunchydata.com/blog/d-meta
 https://blog.crunchydata.com/blog/generating-json-directly-from-postgres:
   title: 'blog.crunchydata.com: Cut Out the Middle Tier: Generating JSON Directly''
     from Postgres'
@@ -44206,13 +45799,14 @@ https://blog.crunchydata.com/blog/generating-json-directly-from-postgres:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 2de7a79f26cf16a62177787f96514089a2634481a175791154994f03756fd2e7
   health_score: 100.0
   last_checked: 1779033906.496328
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:06.496328+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -44221,6 +45815,7 @@ https://blog.crunchydata.com/blog/generating-json-directly-from-postgres:
   - docs/databases.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.crunchydata.com/blog/generating-json-directly-from-postgres
 https://blog.crunchydata.com/blog/gitops-postgres-kubernetes-helm:
   title: 'blog.crunchydata.com: Helm, GitOps and the Postgres Operator'
   description: ''
@@ -44231,13 +45826,14 @@ https://blog.crunchydata.com/blog/gitops-postgres-kubernetes-helm:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 54a9d7674643cbd71739b364a39b2d0f38516df00f0d4cd06ed29fcd90ca253c
   health_score: 100.0
   last_checked: 1779032167.103294
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:07.103294+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -44246,6 +45842,7 @@ https://blog.crunchydata.com/blog/gitops-postgres-kubernetes-helm:
   - docs/crunchydata.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.crunchydata.com/blog/gitops-postgres-kubernetes-helm
 https://blog.crunchydata.com/blog/kube-cluster-from-scratch-on-rocky-8:
   title: 'blog.crunchydata.com: Kubernetes + Postgres Cluster From Scratch on Rocky''
     8'
@@ -44257,13 +45854,14 @@ https://blog.crunchydata.com/blog/kube-cluster-from-scratch-on-rocky-8:
   resource_type: null
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   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: e106e0c141a7df7b9142c7f704cce26ba2fceea04a6c6905fbb456a39cd794b6
   health_score: 100.0
   last_checked: 1779032455.561821
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:40:55.561821+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -44272,6 +45870,7 @@ https://blog.crunchydata.com/blog/kube-cluster-from-scratch-on-rocky-8:
   - docs/crunchydata.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.crunchydata.com/blog/kube-cluster-from-scratch-on-rocky-8
 https://blog.crunchydata.com/blog/kubernetes-pod-tolerations-and-postgresql-deployment-strategies:
   title: "blog.crunchydata.com: Kubernetes Pod Tolerations and Postgres Deployment'
     Strategies \U0001F31F"
@@ -44283,13 +45882,14 @@ https://blog.crunchydata.com/blog/kubernetes-pod-tolerations-and-postgresql-depl
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: baf33b882e766907f5e9b188bb9cf504f4f97f158db74cec5355733ebd415c81
   health_score: 100.0
   last_checked: 1779030119.387165
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:59.387165+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -44298,6 +45898,7 @@ https://blog.crunchydata.com/blog/kubernetes-pod-tolerations-and-postgresql-depl
   - docs/crunchydata.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.crunchydata.com/blog/kubernetes-pod-tolerations-and-postgresql-deployment-strategies
 https://blog.crunchydata.com/blog/message-queuing-using-native-postgresql:
   title: 'blog.crunchydata.com: Devious SQL: Message Queuing Using Native PostgreSQL'
   description: ''
@@ -44308,13 +45909,14 @@ https://blog.crunchydata.com/blog/message-queuing-using-native-postgresql:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 619b139e521a691eaed8994004a45a0368e3465e1d3e5c04492eb41022aaf42b
   health_score: 100.0
   last_checked: 1779030438.717626
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:18.717626+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -44323,6 +45925,7 @@ https://blog.crunchydata.com/blog/message-queuing-using-native-postgresql:
   - docs/databases.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.crunchydata.com/blog/message-queuing-using-native-postgresql
 https://blog.crunchydata.com/blog/multi-kubernetes-cluster-postgresql-deployments:
   title: 'blog.crunchydata.com: Multi-Kubernetes Cluster PostgreSQL Deployments'
   description: ''
@@ -44333,13 +45936,14 @@ https://blog.crunchydata.com/blog/multi-kubernetes-cluster-postgresql-deployment
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 3144488cb755c52229031d06800ae8f5461ffc5f54e9f4ca8d19bf177e28a199
   health_score: 100.0
   last_checked: 1779030091.353197
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:31.353197+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -44348,6 +45952,7 @@ https://blog.crunchydata.com/blog/multi-kubernetes-cluster-postgresql-deployment
   - docs/crunchydata.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.crunchydata.com/blog/multi-kubernetes-cluster-postgresql-deployments
 https://blog.crunchydata.com/blog/pgbackrest-point-in-time-recovery-using-crunchy-postgresql-operator:
   title: 'blog.crunchydata.com: pgBackRest Point-In-Time Recovery Using Crunchy PostgreSQL''
     Operator'
@@ -44359,13 +45964,14 @@ https://blog.crunchydata.com/blog/pgbackrest-point-in-time-recovery-using-crunch
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: acb1a24a36c4730a39bb1281d2cb4e8adcbc00c31d7aecafd610c02068d524b3
   health_score: 100.0
   last_checked: 1779034484.673143
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:44.673143+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -44374,6 +45980,7 @@ https://blog.crunchydata.com/blog/pgbackrest-point-in-time-recovery-using-crunch
   - docs/crunchydata.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.crunchydata.com/blog/pgbackrest-point-in-time-recovery-using-crunchy-postgresql-operator
 https://blog.crunchydata.com/blog/postgres-indexes-for-newbies:
   title: '==blog.crunchydata.com: Postgres Indexes for Newbies=='
   description: ''
@@ -44391,6 +45998,7 @@ https://blog.crunchydata.com/blog/postgres-indexes-for-newbies:
   last_checked: 1779032296.896427
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:16.896427+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -44416,6 +46024,7 @@ https://blog.crunchydata.com/blog/postgresql-14-on-kubernetes:
   last_checked: 1779031755.590418
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:15.590418+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -44435,13 +46044,14 @@ https://blog.crunchydata.com/blog/resize-postgres-kubernetes-volume-instance-set
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: cf5623b6a7f57cddd8abcdec4aa96b5194624c3f12fbe12c935a0959e6662883
   health_score: 100.0
   last_checked: 1779032368.796188
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:28.796188+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -44450,6 +46060,7 @@ https://blog.crunchydata.com/blog/resize-postgres-kubernetes-volume-instance-set
   - docs/crunchydata.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.crunchydata.com/blog/resize-postgres-kubernetes-volume-instance-sets
 https://blog.crunchydata.com/blog/set-up-tls-for-postgresql-in-kubernetes:
   title: 'blog.crunchydata.com: Deploy PostgreSQL With TLS in Kubernetes'
   description: ''
@@ -44460,13 +46071,14 @@ https://blog.crunchydata.com/blog/set-up-tls-for-postgresql-in-kubernetes:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 4c81d759080bf0cc90747cded5de918855698d974a361aac231710d88635f33d
   health_score: 100.0
   last_checked: 1779030529.172642
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:49.172642+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -44475,6 +46087,7 @@ https://blog.crunchydata.com/blog/set-up-tls-for-postgresql-in-kubernetes:
   - docs/crunchydata.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.crunchydata.com/blog/set-up-tls-for-postgresql-in-kubernetes
 https://blog.crunchydata.com/blog/setup-postgresql-monitoring-in-kubernetes:
   title: 'blog.crunchydata.com: How to Setup PostgreSQL Monitoring in Kubernetes'
   description: ''
@@ -44485,13 +46098,14 @@ https://blog.crunchydata.com/blog/setup-postgresql-monitoring-in-kubernetes:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 0ad72f5674ee2be654781a9a2e11791f8b3e0235cc7a4c4754e401b2baffbc3b
   health_score: 100.0
   last_checked: 1779032340.116606
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:00.116606+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -44500,6 +46114,7 @@ https://blog.crunchydata.com/blog/setup-postgresql-monitoring-in-kubernetes:
   - docs/databases.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.crunchydata.com/blog/setup-postgresql-monitoring-in-kubernetes
 https://blog.crunchydata.com/blog/tentative-smarter-query-optimization-in-postgres-starts-with-pg_stat_statements:
   title: 'blog.crunchydata.com: Query Optimization in Postgres with pg_stat_statements'
   description: ''
@@ -44510,13 +46125,14 @@ https://blog.crunchydata.com/blog/tentative-smarter-query-optimization-in-postgr
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: f4935c64c03291395d95b724ea8b0fd0c7d39d029c7e15bbe115804f96324983
   health_score: 100.0
   last_checked: 1779030883.029479
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:43.029479+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -44525,6 +46141,7 @@ https://blog.crunchydata.com/blog/tentative-smarter-query-optimization-in-postgr
   - docs/crunchydata.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.crunchydata.com/blog/tentative-smarter-query-optimization-in-postgres-starts-with-pg_stat_statements
 https://blog.crunchydata.com/blog/using-cert-manager-to-deploy-tls-for-postgres-on-kubernetes:
   title: 'blog.crunchydata.com: Using Cert Manager to Deploy TLS for Postgres on Kubernetes'
   description: ''
@@ -44535,13 +46152,14 @@ https://blog.crunchydata.com/blog/using-cert-manager-to-deploy-tls-for-postgres-
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: cae0f4f9e6a01905d0490400023699385593a1d823378294f7b14f72d2ef6af5
   health_score: 100.0
   last_checked: 1779032388.497478
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:48.497478+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -44550,6 +46168,7 @@ https://blog.crunchydata.com/blog/using-cert-manager-to-deploy-tls-for-postgres-
   - docs/crunchydata.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.crunchydata.com/blog/using-cert-manager-to-deploy-tls-for-postgres-on-kubernetes
 https://blog.crunchydata.com/blog/using-kubernetes-chances-are-you-need-a-database:
   title: "blog.crunchydata.com: Using Kubernetes? Chances Are You Need a Database'
     \U0001F31F"
@@ -44561,13 +46180,14 @@ https://blog.crunchydata.com/blog/using-kubernetes-chances-are-you-need-a-databa
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: d7eca609c6f53c2cf226b5e7706ec41587be03c4f4c3440d3e0a20bbdc16d961
   health_score: 100.0
   last_checked: 1779032524.808067
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:04.808067+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -44576,6 +46196,7 @@ https://blog.crunchydata.com/blog/using-kubernetes-chances-are-you-need-a-databa
   - docs/databases.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.crunchydata.com/blog/using-kubernetes-chances-are-you-need-a-database
 https://blog.crunchydata.com/blog/your-guide-to-connection-management-in-postgres:
   title: "blog.crunchydata.com: Your Guide to Connection Management in Postgres \U0001F31F"
   description: ''
@@ -44586,13 +46207,14 @@ https://blog.crunchydata.com/blog/your-guide-to-connection-management-in-postgre
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 2e7aaf19c49e71a035774a9df6cb70569213069558b408ca1d98921d52f1fc92
   health_score: 100.0
   last_checked: 1779034349.775188
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:29.775188+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -44601,6 +46223,7 @@ https://blog.crunchydata.com/blog/your-guide-to-connection-management-in-postgre
   - docs/crunchydata.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.crunchydata.com/blog/your-guide-to-connection-management-in-postgres
 https://blog.crunchydata.com/news/next-generation-crunchy-postgres-for-kubernetes-released:
   title: 'blog.crunchydata.com: Next Generation Crunchy Postgres for Kubernetes 5.0''
     Released'
@@ -44612,13 +46235,14 @@ https://blog.crunchydata.com/news/next-generation-crunchy-postgres-for-kubernete
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 49a3434ea2bf007170f19c52f99123dd63f410aeb19d66b55da41f6fe8e72b01
   health_score: 100.0
   last_checked: 1779031215.970224
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:15.970224+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -44627,6 +46251,7 @@ https://blog.crunchydata.com/news/next-generation-crunchy-postgres-for-kubernete
   - docs/crunchydata.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.crunchydata.com/news/next-generation-crunchy-postgres-for-kubernetes-released
 https://blog.csanchez.org/2021/06/15/serverless-jenkins-pipelines-with-google-cloud-run:
   title: 'blog.csanchez.org: Serverless Jenkins Pipelines with Google Cloud Run'
   description: "1. Jobs execute in Cloud Run (fast, scalable, pay per use compute)\n
@@ -44647,6 +46272,7 @@ https://blog.csanchez.org/2021/06/15/serverless-jenkins-pipelines-with-google-cl
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -44669,13 +46295,14 @@ https://blog.cyble.com/2022/06/27/exposed-kubernetes-clusters:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: c8e385b924674c3249a64dc341fe5bfca5c3df7f72e295c8d8bfc101fcf25376
   health_score: 100.0
   last_checked: 1779034566.212964
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:06.212964+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -44684,6 +46311,7 @@ https://blog.cyble.com/2022/06/27/exposed-kubernetes-clusters:
   - docs/kubernetes-security.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cyble.com/blog/exposed-kubernetes-clusters
 https://blog.datumo.io/setting-up-kafka-on-kubernetes-an-easy-way-26ae150b9ca8:
   title: 'blog.datumo.io: Setting up Kafka on Kubernetes - an easy way'
   description: ''
@@ -44702,6 +46330,7 @@ https://blog.datumo.io/setting-up-kafka-on-kubernetes-an-easy-way-26ae150b9ca8:
   last_checked: 1779029952.262963
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:12.262963+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -44735,6 +46364,7 @@ https://blog.davesdomain.co.uk/posts/azure-rbac-constrained-delegation:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -44757,13 +46387,14 @@ https://blog.dbi-services.com/deploying-postgresql-in-minishiftopenshift:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: cdb88ede1470b0373935547add7d5376331fcd61c375baac43f570d6f683e391
   health_score: 100.0
   last_checked: 1779030388.066412
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:28.066412+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -44772,6 +46403,7 @@ https://blog.dbi-services.com/deploying-postgresql-in-minishiftopenshift:
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.dbi-services.com/blog/deploying-postgresql-in-minishiftopenshift
 https://blog.deckhouse.io/how-we-enjoyed-upgrading-a-bunch-of-kubernetes-clusters-from-v1-16-to-v1-19-7d664624b2c1:
   title: 'blog.deckhouse.io: How we enjoyed upgrading a bunch of Kubernetes clusters''
     from v1.16 to v1.19'
@@ -44792,6 +46424,7 @@ https://blog.deckhouse.io/how-we-enjoyed-upgrading-a-bunch-of-kubernetes-cluster
   last_checked: 1779034499.725041
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:59.725041+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -44823,6 +46456,7 @@ https://blog.deref.io/containers-dont-solve-everything:
   last_checked: 1779030364.642461
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:04.642461+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -44857,6 +46491,7 @@ https://blog.deref.io/containers-dont-solve-everything:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -44887,6 +46522,7 @@ https://blog.developer.adobe.com/exploring-kafka-producers-internals-37411b647d0
   last_checked: 1779031962.333262
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:32:42.333262+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -44920,6 +46556,7 @@ https://blog.developersteve.com/canary-deployments-in-kubernetes-safely-releasin
   last_checked: 1779033240.324646
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:00.324646+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -44951,6 +46588,7 @@ https://blog.developersteve.com/gitops-for-kubernetes-canary-deployments-4aeab40
   last_checked: 1779034504.564275
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:04.564275+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -44984,6 +46622,7 @@ https://blog.devgenius.io/7-open-source-kubernetes-developer-tools-to-follow-in-
   last_checked: 1779031944.841734
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:32:24.841734+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -45016,6 +46655,7 @@ https://blog.devgenius.io/all-you-need-to-know-about-debugging-kubernetes-cronjo
   last_checked: 1779030655.056983
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:55.056983+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -45047,6 +46687,7 @@ https://blog.devgenius.io/argo-cd-introduction-4b16f50b0d56:
   last_checked: 1779034105.001434
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:25.001434+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -45078,6 +46719,7 @@ https://blog.devgenius.io/automate-kubernetes-with-python-2150c290afe7:
   last_checked: 1779030384.524486
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:24.524486+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -45111,6 +46753,7 @@ https://blog.devgenius.io/automated-dns-tls-with-external-dns-letsencrypt-on-kub
   last_checked: 1779034223.776732
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:23.776732+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -45144,6 +46787,7 @@ https://blog.devgenius.io/backup-restore-and-migrate-kubernetes-cluster-resource
   last_checked: 1779029613.122033
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:33.122033+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -45175,6 +46819,7 @@ https://blog.devgenius.io/best-practice-and-cheat-sheet-for-rest-api-design-6a6e
   last_checked: 1779031645.312435
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:25.312435+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -45206,6 +46851,7 @@ https://blog.devgenius.io/blue-green-deployment-with-kubernetes-b7595b17fe17:
   last_checked: 1779029371.133794
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:31.133794+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -45239,6 +46885,7 @@ https://blog.devgenius.io/choosing-an-optimal-kubernetes-worker-node-size-e0eaca
   last_checked: 1779031543.478592
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:43.478592+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -45270,6 +46917,7 @@ https://blog.devgenius.io/container-namespace-introduction-6a1e26f8707a:
   last_checked: 1779030422.415327
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:02.415327+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -45301,6 +46949,7 @@ https://blog.devgenius.io/daily-useful-kubernetes-aliases-c35f7f411f39:
   last_checked: 1779031429.056803
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:49.056803+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -45332,6 +46981,7 @@ https://blog.devgenius.io/devops-in-k8s-deployment-rolling-update-f022285c6f90:
   last_checked: 1779032134.542219
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:34.542219+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -45363,6 +47013,7 @@ https://blog.devgenius.io/devops-in-k8s-pod-cgroups-ed05181865f9:
   last_checked: 1779032679.058873
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:39.058873+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -45394,6 +47045,7 @@ https://blog.devgenius.io/devops-in-k8s-pod-downward-api-571399049013:
   last_checked: 1779031944.803342
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:32:24.803342+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -45426,6 +47078,7 @@ https://blog.devgenius.io/devops-in-k8s-write-dockerfile-efficiently-37eaedf8716
   last_checked: 1779033949.287667
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:49.287667+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -45457,6 +47110,7 @@ https://blog.devgenius.io/devops-in-linux-systemd-introduction-db7f49cb566b:
   last_checked: 1779034232.496212
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:32.496212+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -45488,6 +47142,7 @@ https://blog.devgenius.io/distributed-monolith-1d2d9f86a68f:
   last_checked: 1779032704.053524
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:04.053524+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -45521,6 +47176,7 @@ https://blog.devgenius.io/explore-api-priority-and-fairness-to-ease-the-load-of-
   last_checked: 1779030577.782525
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:37.782525+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -45552,6 +47208,7 @@ https://blog.devgenius.io/how-is-security-managed-in-kubernetes-clusters-addefff
   last_checked: 1779030739.1802
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:19.180200+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -45584,6 +47241,7 @@ https://blog.devgenius.io/how-to-use-redis-pub-sub-in-your-python-application-b6
   last_checked: 1779034422.587312
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:42.587312+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -45615,6 +47273,7 @@ https://blog.devgenius.io/introduction-to-python-dictionaries-89045c9bf315:
   last_checked: 1779031497.072027
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:57.072027+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -45648,6 +47307,7 @@ https://blog.devgenius.io/is-it-time-to-migrate-from-lens-to-openlens-75496e5758
   last_checked: 1779031494.438855
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:54.438855+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -45679,6 +47339,7 @@ https://blog.devgenius.io/k8s-ipvs-mode-introduction-6457a02cd91a:
   last_checked: 1779030335.239261
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:35.239261+02:00'
+  last_ai_eval: null
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@@ -45710,6 +47371,7 @@ https://blog.devgenius.io/k8s-kubecolor-introduction-3d650effc36f:
   last_checked: 1779029158.511154
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:58.511154+02:00'
+  last_ai_eval: null
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@@ -45742,6 +47404,7 @@ https://blog.devgenius.io/k8s-manage-multiple-clusters-using-kubectl-at-scale-9f
   last_checked: 1779029464.804697
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:04.804697+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -45773,6 +47436,7 @@ https://blog.devgenius.io/k8s-networking-calico-part1-7f74395b6fe2:
   last_checked: 1779034152.391982
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:09:12.391982+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -45804,6 +47468,7 @@ https://blog.devgenius.io/k8s-pause-container-f7abd1e9b488:
   last_checked: 1779034131.344425
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:51.344425+02:00'
+  last_ai_eval: null
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@@ -45836,6 +47501,7 @@ https://blog.devgenius.io/k8s-troubleshooting-pod-in-terminating-or-unknown-stat
   last_checked: 1779033088.431809
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:28.431809+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -45867,6 +47533,7 @@ https://blog.devgenius.io/k8s-why-use-job-instead-of-pod-directly-48cf4e24a0df:
   last_checked: 1779033044.86069
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:44.860690+02:00'
+  last_ai_eval: null
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@@ -45898,6 +47565,7 @@ https://blog.devgenius.io/kubeflow-cloud-deployment-aws-46f739ccbb32:
   last_checked: 1779032213.214498
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:53.214498+02:00'
+  last_ai_eval: null
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@@ -45929,6 +47597,7 @@ https://blog.devgenius.io/kubernetes-blue-green-deployment-a69ed17cd4cd:
   last_checked: 1779029952.132688
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:12.132688+02:00'
+  last_ai_eval: null
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@@ -45960,6 +47629,7 @@ https://blog.devgenius.io/kubernetes-deployment-strategy-explained-bf27fea088e1:
   last_checked: 1779034491.445735
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:51.445735+02:00'
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@@ -45991,6 +47661,7 @@ https://blog.devgenius.io/kubernetes-k8-high-level-overview-d4e8ef59de00:
   last_checked: 1779032076.696423
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:36.696423+02:00'
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@@ -46022,6 +47693,7 @@ https://blog.devgenius.io/kubernetes-namespace-wide-network-policy-1126fafdf221:
   last_checked: 1779033046.508225
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:46.508225+02:00'
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@@ -46053,6 +47725,7 @@ https://blog.devgenius.io/kubernetes-on-proxmox-with-terraform-6880921af6e4:
   last_checked: 1779034084.235398
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:04.235398+02:00'
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@@ -46084,6 +47757,7 @@ https://blog.devgenius.io/kustomize-simple-manifest-manipulation-9330f7f40d5d:
   last_checked: 1779034207.91405
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:07.914050+02:00'
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@@ -46115,6 +47789,7 @@ https://blog.devgenius.io/learn-kubernetes-programming-part-1-7384e5f3c481:
   last_checked: 1779029130.407654
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:30.407654+02:00'
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@@ -46146,6 +47821,7 @@ https://blog.devgenius.io/logging-in-python-adec94519755:
   last_checked: 1779030022.274451
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:22.274451+02:00'
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@@ -46179,6 +47855,7 @@ https://blog.devgenius.io/passing-the-2023-certified-kubernetes-administrator-ck
   last_checked: 1779033424.435408
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:04.435408+02:00'
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@@ -46210,6 +47887,7 @@ https://blog.devgenius.io/rest-apis-with-python-f330c7ffc6ab:
   last_checked: 1779033807.976763
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   discovered_at: '2026-05-17T18:03:27.976763+02:00'
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@@ -46241,6 +47919,7 @@ https://blog.devgenius.io/running-opentelemetry-demo-app-in-kubernetes-95dccd613
   last_checked: 1779032248.513276
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:28.513276+02:00'
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@@ -46273,6 +47952,7 @@ https://blog.devgenius.io/scanning-kubernetes-yaml-files-for-security-e302542b54
   last_checked: 1779033030.223992
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:30.223992+02:00'
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@@ -46304,6 +47984,7 @@ https://blog.devgenius.io/send-information-from-databricks-to-airflow-810a7d49ff
   last_checked: 1779032045.955769
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:05.955769+02:00'
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@@ -46335,6 +48016,7 @@ https://blog.devgenius.io/sso-authentication-for-applications-in-kubernetes-aedc
   last_checked: 1779032817.279788
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:57.279788+02:00'
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@@ -46368,6 +48050,7 @@ https://blog.devgenius.io/top-10-architecture-characteristics-non-functional-req
   last_checked: 1779030295.756098
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:55.756098+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -46399,6 +48082,7 @@ https://blog.devgenius.io/training-model-with-jenkins-using-docker-mlops-b18579d
   last_checked: 1779031510.432023
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:10.432023+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -46430,6 +48114,7 @@ https://blog.devgenius.io/when-k8s-pods-are-stuck-mounting-large-volumes-2915e66
   last_checked: 1779030367.139452
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:07.139452+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -46461,6 +48146,7 @@ https://blog.devgenius.io/yaml-with-python-d6787a9bd8ab:
   last_checked: 1779032333.304522
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:53.304522+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -46495,6 +48181,7 @@ https://blog.devgenius.io/zero-downtime-deployment-with-kubernetes-using-rolling
   last_checked: 1779032462.049792
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:41:02.049792+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -46526,6 +48213,7 @@ https://blog.devops.dev/automating-kubernetes-deployments-with-helm-charts-baaec
   last_checked: 1779034265.090267
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:05.090267+02:00'
+  last_ai_eval: null
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@@ -46563,6 +48251,7 @@ https://blog.devops.dev/blue-green-deployment-ci-cd-pipelines-with-docker-github
   last_checked: 1779032087.756242
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:47.756242+02:00'
+  last_ai_eval: null
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@@ -46596,6 +48285,7 @@ https://blog.devops.dev/demystifying-kubernetes-understanding-ingress-configurat
   last_checked: 1779032699.16074
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:59.160740+02:00'
+  last_ai_eval: null
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@@ -46628,6 +48318,7 @@ https://blog.devops.dev/deploying-and-monitoring-an-application-using-prometheus
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   discovered_at: '2026-05-17T17:35:05.723854+02:00'
+  last_ai_eval: null
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@@ -46661,6 +48352,7 @@ https://blog.devops.dev/deploying-awesome-app-on-aws-serverless-services-step-by
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   discovered_at: '2026-05-17T17:59:39.285326+02:00'
+  last_ai_eval: null
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@@ -46694,6 +48386,7 @@ https://blog.devops.dev/deploying-helm-charts-with-jenkins-and-groovy-a-comprehe
   last_checked: 1779032333.329528
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:53.329528+02:00'
+  last_ai_eval: null
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@@ -46727,6 +48420,7 @@ https://blog.devops.dev/deploying-helm-charts-with-jenkins-and-groovy-a-comprehe
   last_checked: 1779032642.473541
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:02.473541+02:00'
+  last_ai_eval: null
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@@ -46759,6 +48453,7 @@ https://blog.devops.dev/devops-best-practices-for-continuous-delivery-2f0ebbae65
   last_checked: 1779032376.229309
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   discovered_at: '2026-05-17T17:39:36.229309+02:00'
+  last_ai_eval: null
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@@ -46790,6 +48485,7 @@ https://blog.devops.dev/end-to-end-devsecops-kubernetes-project-4259f90722ef:
   last_checked: 1779030418.255981
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:58.255981+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -46821,6 +48517,7 @@ https://blog.devops.dev/generating-a-list-of-dictionaries-with-python-77fca18549
   last_checked: 1779032586.762523
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:06.762523+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -46852,6 +48549,7 @@ https://blog.devops.dev/gitops-at-scale-69639c9a3dd7:
   last_checked: 1779033925.102218
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:25.102218+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -46883,6 +48581,7 @@ https://blog.devops.dev/gitops-fundamentals-part-0-a8e63f8f9ce8:
   last_checked: 1779033222.565577
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:42.565577+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -46914,6 +48613,7 @@ https://blog.devops.dev/hacking-kubernetes-in-aws-54f4681f1478:
   last_checked: 1779029113.11775
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:13.117750+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -46946,6 +48646,7 @@ https://blog.devops.dev/hosting-your-own-helm-chart-on-github-with-chart-release
   last_checked: 1779034237.918649
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   discovered_at: '2026-05-17T18:10:37.918649+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -46977,6 +48678,7 @@ https://blog.devops.dev/how-to-create-an-aws-sandbox-account-using-terraform-c35
   last_checked: 1779030473.027384
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   discovered_at: '2026-05-17T17:07:53.027384+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -47010,6 +48712,7 @@ https://blog.devops.dev/how-to-manage-multiple-environments-with-terraform-with-
   last_checked: 1779029165.176479
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   discovered_at: '2026-05-17T16:46:05.176479+02:00'
+  last_ai_eval: null
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@@ -47043,6 +48746,7 @@ https://blog.devops.dev/how-to-use-the-kubernetes-resource-recommender-tool-in-a
   last_checked: 1779031801.763058
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   discovered_at: '2026-05-17T17:30:01.763058+02:00'
+  last_ai_eval: null
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@@ -47076,6 +48780,7 @@ https://blog.devops.dev/importance-of-logging-in-kubernetes-and-intro-to-grafana
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   discovered_at: '2026-05-17T17:27:02.317626+02:00'
+  last_ai_eval: null
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@@ -47107,6 +48812,7 @@ https://blog.devops.dev/kateyes-visual-kubernetes-explorer-c40510874969:
   last_checked: 1779031445.898309
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   discovered_at: '2026-05-17T17:24:05.898309+02:00'
+  last_ai_eval: null
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@@ -47138,6 +48844,7 @@ https://blog.devops.dev/keda-autoscaling-kubernetes-apps-using-prometheus-da037f
   last_checked: 1779030614.8316
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   discovered_at: '2026-05-17T17:10:14.831600+02:00'
+  last_ai_eval: null
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@@ -47169,6 +48876,7 @@ https://blog.devops.dev/kubernetes-services-explained-with-examples-3d1897a875b7
   last_checked: 1779034094.242413
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   discovered_at: '2026-05-17T18:08:14.242413+02:00'
+  last_ai_eval: null
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@@ -47201,6 +48909,7 @@ https://blog.devops.dev/manage-secrets-on-aws-and-helm-as-environment-variables-
   last_checked: 1779030506.828806
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   discovered_at: '2026-05-17T17:08:26.828806+02:00'
+  last_ai_eval: null
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@@ -47234,6 +48943,7 @@ https://blog.devops.dev/mastering-machine-learning-at-scale-with-azure-machine-l
   last_checked: 1779029940.818489
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   discovered_at: '2026-05-17T16:59:00.818489+02:00'
+  last_ai_eval: null
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@@ -47267,6 +48977,7 @@ https://blog.devops.dev/monitoring-a-spring-boot-application-in-kubernetes-with-
   last_checked: 1779031982.894389
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:02.894389+02:00'
+  last_ai_eval: null
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@@ -47300,6 +49011,7 @@ https://blog.devops.dev/monitoring-mysql-using-prometheus-and-grafana-in-kuberne
   last_checked: 1779030132.291471
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:02:12.291471+02:00'
+  last_ai_eval: null
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@@ -47331,6 +49043,7 @@ https://blog.devops.dev/networking-in-kubernetes-55dcf794b9cd:
   last_checked: 1779030230.411513
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   discovered_at: '2026-05-17T17:03:50.411513+02:00'
+  last_ai_eval: null
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@@ -47364,6 +49077,7 @@ https://blog.devops.dev/observability-better-ci-for-your-prometheus-alerts-32aae
   last_checked: 1779031825.079988
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:25.079988+02:00'
+  last_ai_eval: null
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@@ -47395,6 +49109,7 @@ https://blog.devops.dev/observability-concept-in-prometheus-9f0093fa7495:
   last_checked: 1779030708.347641
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   discovered_at: '2026-05-17T17:11:48.347641+02:00'
+  last_ai_eval: null
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@@ -47428,6 +49143,7 @@ https://blog.devops.dev/prometheus-metrics-within-kubernetes-an-ariel-view-d1d3b
   last_checked: 1779031927.475641
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   discovered_at: '2026-05-17T17:32:07.475641+02:00'
+  last_ai_eval: null
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@@ -47459,6 +49175,7 @@ https://blog.devops.dev/stop-cloning-helm-charts-enough-b40fb5d67ac7:
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   discovered_at: '2026-05-17T18:07:19.690067+02:00'
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@@ -47492,6 +49209,7 @@ https://blog.devops.dev/stop-messing-up-with-git-follow-this-simple-and-effectiv
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   discovered_at: '2026-05-17T16:47:22.846342+02:00'
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@@ -47530,6 +49248,7 @@ https://blog.devops.dev/terraform-drift-detection-in-production-why-plan-isnt-en
   last_checked: 1780352003.689869
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   discovered_at: '2026-06-02T00:13:23.689869+02:00'
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@@ -47568,6 +49287,7 @@ https://blog.devops.dev/terraform-modules-db392bb7e950:
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   discovered_at: '2026-05-17T18:14:14.189284+02:00'
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@@ -47599,6 +49319,7 @@ https://blog.devops.dev/tools-to-manage-kubernetes-15b675f407d4:
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   discovered_at: '2026-05-17T17:19:46.007150+02:00'
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@@ -47630,6 +49351,7 @@ https://blog.devops.dev/understanding-jobs-and-cronjobs-in-kubernetes-9db379562d
   last_checked: 1779033696.956703
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   discovered_at: '2026-05-17T18:01:36.956703+02:00'
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@@ -47662,6 +49384,7 @@ https://blog.devops.dev/using-vault-in-kubernetes-production-for-security-engine
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   discovered_at: '2026-05-17T17:58:20.351670+02:00'
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@@ -47695,6 +49418,7 @@ https://blog.direktiv.io/building-a-simple-cloud-native-orchestrated-microservic
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   discovered_at: '2026-05-17T17:33:56.573817+02:00'
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@@ -47726,6 +49450,7 @@ https://blog.direktiv.io/event-driven-orchestration-with-knative-part-1-fbdcc0e2
   last_checked: 1779033674.914367
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   discovered_at: '2026-05-17T18:01:14.914367+02:00'
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   discovered_at: '2026-05-17T17:18:37.257401+02:00'
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@@ -47790,6 +49516,7 @@ https://blog.docker.com/2019/07/intro-guide-to-dockerfile-best-practices:
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   discovered_at: '2026-05-17T17:23:55.643093+02:00'
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@@ -47821,6 +49548,7 @@ https://blog.doit-intl.com/aws-firewalls-101-how-and-when-to-use-each-one-d4ad80
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   discovered_at: '2026-05-17T17:44:43.857818+02:00'
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@@ -47845,13 +49573,14 @@ https://blog.doit-intl.com/how-to-setup-multi-cluster-load-balancing-with-gke-4b
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779033081.767708
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:21.767708+02:00'
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@@ -47865,6 +49594,7 @@ https://blog.doit-intl.com/how-to-setup-multi-cluster-load-balancing-with-gke-4b
   v2_locations:
   - managed-kubernetes-in-public-cloud.md
   youtube_mosaic: {}
+  duplicate_of: https://www.doit.com/blog
 https://blog.doit-intl.com/kubernetes-and-secrets-management-in-cloud-858533c20dca:
   title: 'blog.doit-intl.com: Kubernetes and Secrets Management in the Cloud'
   description: ''
@@ -47883,6 +49613,7 @@ https://blog.doit-intl.com/kubernetes-and-secrets-management-in-cloud-858533c20d
   last_checked: 1779034226.778374
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   discovered_at: '2026-05-17T18:10:26.778374+02:00'
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@@ -47916,6 +49647,7 @@ https://blog.dream11engineering.com/finding-order-in-chaos-how-we-automated-perf
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   discovered_at: '2026-05-17T16:58:36.601069+02:00'
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@@ -47947,6 +49679,7 @@ https://blog.dream11engineering.com/lessons-learned-from-running-graphql-at-scal
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   discovered_at: '2026-05-17T17:26:58.320892+02:00'
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@@ -47979,6 +49712,7 @@ https://blog.ediri.io/auto-docs-test-and-release-a-helm-chart-with-github-action
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   discovered_at: '2026-05-17T17:18:45.651798+02:00'
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@@ -48010,6 +49744,7 @@ https://blog.ediri.io/digitalocean-kubernetes-challenge:
   last_checked: 1779031499.346194
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:59.346194+02:00'
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@@ -48041,6 +49776,7 @@ https://blog.ediri.io/flux-with-buckets-is-this-still-gitops:
   last_checked: 1779029366.706831
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   discovered_at: '2026-05-17T16:49:26.706831+02:00'
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@@ -48072,6 +49808,7 @@ https://blog.ediri.io/how-to-remove-a-stuck-namespace:
   last_checked: 1779031494.429607
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   discovered_at: '2026-05-17T17:24:54.429607+02:00'
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@@ -48103,6 +49840,7 @@ https://blog.ediri.io/how-to-unit-test-your-helm-charts:
   last_checked: 1779030970.819754
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   discovered_at: '2026-05-17T17:16:10.819754+02:00'
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@@ -48134,6 +49872,7 @@ https://blog.ediri.io/kubernetes-imagepullbackoff:
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   discovered_at: '2026-05-17T17:22:08.950368+02:00'
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@@ -48167,6 +49906,7 @@ https://blog.ediri.io/writing-kubernetes-policies-with-jspolicy:
   last_checked: 1779029609.341848
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:29.341848+02:00'
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@@ -48199,6 +49939,7 @@ https://blog.eduguru.in/mysql-2/mysql-create-index-on-table:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -48231,6 +49972,7 @@ https://blog.eisele.net/2015/11/http2-with-jboss-eap-7.html:
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   needs_ai_refresh: false
   discovered_at: '2015-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -48265,6 +50007,7 @@ https://blog.envoyproxy.io/examining-load-balancing-algorithms-with-envoy-1be643
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   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -48297,6 +50040,7 @@ https://blog.equationlabs.io/managing-database-migrations-safely-in-high-replica
   last_checked: 1779032242.925894
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:22.925894+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -48330,6 +50074,7 @@ https://blog.executeautomation.com/running-jenkins-build-agent-within-docker-con
   last_checked: 1779032518.34226
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:41:58.342260+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -48363,6 +50108,7 @@ https://blog.extremehacking.org/blog/2015/11/09/jmeter-web-application-testing-c
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -48392,6 +50138,7 @@ https://blog.fastthread.io/2018/09/24/stackoverflowerror:
   last_checked: 1779030248.712894
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:08.712894+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -48410,13 +50157,14 @@ https://blog.flant.com/advanced-helm-templating:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: a46df6a082ca18727150607b565864b26be886ea4d4e219977f7c1fe629db2c4
   health_score: 100.0
   last_checked: 1779029058.434522
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:18.434522+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -48425,6 +50173,7 @@ https://blog.flant.com/advanced-helm-templating:
   - docs/helm.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://palark.com/blog/advanced-helm-templating
 https://blog.flant.com/chaos-engineering-in-kubernetes-open-source-tools:
   title: 'blog.flant.com: Open Source solutions for chaos engineering in Kubernetes'
   description: ''
@@ -48435,13 +50184,14 @@ https://blog.flant.com/chaos-engineering-in-kubernetes-open-source-tools:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: e7e13d56bc586b5dc1c4c83bd7624f1b1326a5ebeadd9f9f8dcafd5c2b2a97d2
   health_score: 100.0
   last_checked: 1779032707.120422
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:07.120422+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -48450,6 +50200,7 @@ https://blog.flant.com/chaos-engineering-in-kubernetes-open-source-tools:
   - docs/chaos-engineering.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://palark.com/blog/chaos-engineering-in-kubernetes-open-source-tools
 https://blog.flant.com/comparing-kubernetes-operators-for-postgresql:
   title: 'blog.flant.com: Comparing Kubernetes operators for PostgreSQL'
   description: ''
@@ -48460,13 +50211,14 @@ https://blog.flant.com/comparing-kubernetes-operators-for-postgresql:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 7c247c557ca0e7778d8bfb1fbe977f0b0f8b0caba414b1c171235484a88727e3
   health_score: 100.0
   last_checked: 1779031491.824814
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:51.824814+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -48475,6 +50227,7 @@ https://blog.flant.com/comparing-kubernetes-operators-for-postgresql:
   - docs/databases.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://palark.com/blog/comparing-kubernetes-operators-for-postgresql
 https://blog.flant.com/ha-keycloak-infinispan-kubernetes:
   title: 'blog.flant.com: Running fault-tolerant Keycloak with Infinispan in Kubernetes'
   description: ''
@@ -48485,13 +50238,14 @@ https://blog.flant.com/ha-keycloak-infinispan-kubernetes:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 8179038c36bb539c39c65093e16786767ad31ddd73fcfa345d67fe8891f1c07a
   health_score: 100.0
   last_checked: 1779033076.448185
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:16.448185+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -48500,6 +50254,7 @@ https://blog.flant.com/ha-keycloak-infinispan-kubernetes:
   - docs/devsecops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://palark.com/blog/ha-keycloak-infinispan-kubernetes
 https://blog.flant.com/kubenav-managing-kubernetes-from-smartphone:
   title: 'blog.flant.com: kubenav as a tool for managing Kubernetes clusters from''
     your smartphone'
@@ -48511,13 +50266,14 @@ https://blog.flant.com/kubenav-managing-kubernetes-from-smartphone:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 33992fc42410ff2fff905bc3876c1606701e4aa1646ff08a0bc2a81a06072c5a
   health_score: 100.0
   last_checked: 1779030030.821948
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:30.821948+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -48526,6 +50282,7 @@ https://blog.flant.com/kubenav-managing-kubernetes-from-smartphone:
   - docs/kubernetes-based-devel.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://palark.com/blog/kubenav-managing-kubernetes-from-smartphone
 https://blog.flant.com/kubernetes-security-with-kube-bench-and-kube-hunter:
   title: '==blog.flant.com: Kubernetes cluster security assessment with kube-bench''
     and kube-hunter=='
@@ -48544,6 +50301,7 @@ https://blog.flant.com/kubernetes-security-with-kube-bench-and-kube-hunter:
   last_checked: 1779034525.343616
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:25.343616+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -48563,13 +50321,14 @@ https://blog.flant.com/kubernetes-storage-performance-linstor-ceph-mayastor-vita
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 179a984f39cacacdd1566ac15e88b14c03998b87235d10969404240b26bc9df8
   health_score: 100.0
   last_checked: 1779029125.839443
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:25.839443+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -48578,6 +50337,7 @@ https://blog.flant.com/kubernetes-storage-performance-linstor-ceph-mayastor-vita
   - docs/kubernetes-storage.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://palark.com/blog/kubernetes-storage-performance-linstor-ceph-mayastor-vitastor
 https://blog.flant.com/kui-hybrid-cli-gui-for-kubernetes:
   title: 'blog.flant.com: Kui β€” a β€œhybrid” CLI/GUI application for working with Kubernetes'
   description: ''
@@ -48588,13 +50348,14 @@ https://blog.flant.com/kui-hybrid-cli-gui-for-kubernetes:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779031985.018076
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:05.018076+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -48603,6 +50364,7 @@ https://blog.flant.com/kui-hybrid-cli-gui-for-kubernetes:
   - docs/kubernetes-based-devel.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://palark.com/blog/kui-hybrid-cli-gui-for-kubernetes
 https://blog.flant.com/our-experience-with-postgres-operator-for-kubernetes-by-zalando:
   title: 'blog.flant.com: Our experience with Postgres Operator for Kubernetes by''
     Zalando'
@@ -48614,13 +50376,14 @@ https://blog.flant.com/our-experience-with-postgres-operator-for-kubernetes-by-z
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: b477f7ab3171c3b3598ebc5b96210dd6eb260756d7a9426cfc951d5be0d70f65
   health_score: 100.0
   last_checked: 1779031598.049985
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:38.049985+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -48629,6 +50392,7 @@ https://blog.flant.com/our-experience-with-postgres-operator-for-kubernetes-by-z
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://palark.com/blog/our-experience-with-postgres-operator-for-kubernetes-by-zalando
 https://blog.flant.com/small-local-kubernetes-comparison:
   title: 'blog.flant.com: Small Kubernetes for your local experiments: k0s, MicroK8s,''
     kind, k3s, and Minikube'
@@ -48640,13 +50404,14 @@ https://blog.flant.com/small-local-kubernetes-comparison:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: c5bb9665f8bdf13201d6d7ba2608a51c690b1a3f5ff49b66a9b871d252afa65e
   health_score: 100.0
   last_checked: 1779031518.270049
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:18.270049+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -48655,6 +50420,7 @@ https://blog.flant.com/small-local-kubernetes-comparison:
   - docs/kubernetes-based-devel.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://palark.com/blog/small-local-kubernetes-comparison
 https://blog.flatturtle.com:
   title: "vishnuch.tech: Interprocess Communication in Microservices \U0001F31F"
   description: ''
@@ -48676,6 +50442,7 @@ https://blog.flatturtle.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -48700,13 +50467,14 @@ https://blog.fleetdm.com/4-tips-for-github-actions-usability-2-debugging-4c0c920
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 9a835d5751e0909490d1d91b4ccafe092b57d200aa2f00a0c0f3e818ea3f9083
   health_score: 100.0
   last_checked: 1779031389.083528
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:09.083528+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -48715,6 +50483,7 @@ https://blog.fleetdm.com/4-tips-for-github-actions-usability-2-debugging-4c0c920
   - docs/git.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://fleetdm.com/engineering/tips-for-github-actions-usability
 https://blog.flipkart.tech/the-art-of-system-debugging-decoding-cpu-utilization-da75f09ef1ff:
   title: "blog.flipkart.tech: The Art of System Debugging β€” Decoding CPU Utilization'
     \U0001F31F"
@@ -48735,6 +50504,7 @@ https://blog.flipkart.tech/the-art-of-system-debugging-decoding-cpu-utilization-
   last_checked: 1779033210.82014
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:30.820140+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -48769,6 +50539,7 @@ https://blog.flomesh.io/kubernetes-gateway-api-evolution-of-service-networking-a
   last_checked: 1779032236.148537
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:16.148537+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -48800,6 +50571,7 @@ https://blog.flomesh.io/using-pipy-as-a-kubernetes-policy-engine-e70a23c8d54c:
   last_checked: 1779033903.331224
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:03.331224+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -48833,6 +50605,7 @@ https://blog.fourninecloud.com/kubernetes-monitoring-how-to-monitor-using-promet
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -48866,6 +50639,7 @@ https://blog.frankel.ch/annotation-free-spring:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -48899,6 +50673,7 @@ https://blog.frankel.ch/basics-access-kubernetes-pods:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -48923,13 +50698,14 @@ https://blog.frankel.ch/kubernetes-extensibility:
   resource_type: Blog
   complexity: Beginner
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -48942,6 +50718,7 @@ https://blog.frankel.ch/kubernetes-extensibility:
   v2_locations:
   - kubernetes-operators-controllers.md
   youtube_mosaic: {}
+  duplicate_of: https://itnext.io/kubernetes-extensibility-c5fed27f0952
 https://blog.frankel.ch/learning-auditing-kubernetes-manifests:
   title: 'blog.frankel.ch: Learning by auditing Kubernetes manifests'
   description: ''
@@ -48962,6 +50739,7 @@ https://blog.frankel.ch/learning-auditing-kubernetes-manifests:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -48991,6 +50769,7 @@ https://blog.gceasy.io/2019/03/13/micrometrics-to-forecast-application-performan
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:42.316734+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -49009,13 +50788,14 @@ https://blog.gceasy.io/2020/11/05/best-practices-java-memory-arguments-for-conta
   resource_type: null
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   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 508148182319a6736f3df50820e0b1ff67f15f67b29fc4f706cd002f1e9375d1
   health_score: 100.0
   last_checked: 1779030882.863492
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:42.863492+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -49024,6 +50804,7 @@ https://blog.gceasy.io/2020/11/05/best-practices-java-memory-arguments-for-conta
   - docs/java-and-java-performance-optimization.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://blog.gceasy.io/best-practices-java-memory-arguments-for-containers
 https://blog.gceasy.io/best-practices-java-memory-arguments-for-containers:
   title: "blog.gceasy.io: Best practices: Java memory arguments for Containers \U0001F31F"
   description: ''
@@ -49043,6 +50824,7 @@ https://blog.gceasy.io/best-practices-java-memory-arguments-for-containers:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -49075,6 +50857,7 @@ https://blog.getambassador.io/best-tools-for-kubernetes-local-development-a-comp
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -49108,6 +50891,7 @@ https://blog.getambassador.io/centralized-authentication-with-keycloak-and-ambas
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -49140,6 +50924,7 @@ https://blog.getambassador.io/debugging-go-microservices-in-kubernetes-with-vsco
   last_checked: 1779033770.311515
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:50.311515+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -49178,6 +50963,7 @@ https://blog.getambassador.io/externaltrafficpolicy-local-on-kubernetes-e66e4982
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -49209,6 +50995,7 @@ https://blog.getambassador.io/gitops-in-kubernetes-with-argocd-c6ea0e510741:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -49241,6 +51028,7 @@ https://blog.getambassador.io/how-to-learn-kubernetes-prerequisites-paths-and-re
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -49273,6 +51061,7 @@ https://blog.getambassador.io/implementing-grpc-web-with-emissary-ingress-22aa0d
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -49303,6 +51092,7 @@ https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -49332,6 +51122,7 @@ https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -49357,6 +51148,7 @@ https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -49386,6 +51178,7 @@ https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -49411,6 +51204,7 @@ https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -49441,6 +51235,7 @@ https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4
   last_checked: 1779030295.727992
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:55.727992+02:00'
+  last_ai_eval: null
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@@ -49471,6 +51266,7 @@ https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -49496,6 +51292,7 @@ https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -49525,6 +51322,7 @@ https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4
   last_checked: 1779388424.623343
   needs_ai_refresh: false
   discovered_at: '2026-05-21T20:33:44.623343+02:00'
+  last_ai_eval: null
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@@ -49549,6 +51347,7 @@ https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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@@ -49573,6 +51372,7 @@ https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4
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@@ -49623,13 +51424,14 @@ https://blog.getpostman.com:
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   health_score: 100.0
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+  duplicate_of: https://blog.postman.com
 https://blog.gitguardian.com/github-security:
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   - kubernetes-security.md
   youtube_mosaic: {}
+  duplicate_of: https://blog.gitguardian.com/kubernetes-tutorial-part-1-pods
 https://blog.gitguardian.com/rewriting-git-history-cheatsheet:
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@@ -49964,6 +51778,7 @@ https://blog.golang.org/gopls-vscode-go:
   - docs/visual-studio.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://go.dev/blog/gopls-vscode-go
 https://blog.google/innovation-and-ai/infrastructure-and-cloud/global-network/missouri-programs:
   title: Google announces new community investments in Missouri
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   discovered_at: '2026-06-02T00:29:02.833705+02:00'
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   discovered_at: '2026-06-02T00:29:02.833738+02:00'
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   discovered_at: '2026-06-02T00:29:02.833713+02:00'
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   last_checked: 1779029590.120438
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:10.120438+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   last_checked: 1779029565.429637
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:45.429637+02:00'
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   last_checked: 1779032038.99948
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   discovered_at: '2026-05-17T17:33:58.999480+02:00'
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@@ -51109,6 +52951,7 @@ https://blog.gruntwork.io/how-to-manage-multiple-environments-with-terraform-32c
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:51.850409+02:00'
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-  status: online
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   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.gruntwork.io/blog/how-to-use-terraform-as-a-team
 https://blog.gruntwork.io/introducing-git-xargs-an-open-source-tool-to-update-multiple-github-repos-753f9f3675ec:
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@@ -51168,6 +53014,7 @@ https://blog.gruntwork.io/introducing-git-xargs-an-open-source-tool-to-update-mu
   - docs/git.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.gruntwork.io/blog/introducing-git-xargs-an-open-source-tool-to-update-multiple-github-repos
 https://blog.gruntwork.io/introducing-the-gruntwork-module-service-and-architecture-catalogs-eb3a21b99f70:
   title: 'blog.gruntwork.io: Introducing: The Gruntwork Module, Service, and Architecture''
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@@ -51194,6 +53042,7 @@ https://blog.gruntwork.io/introducing-the-gruntwork-module-service-and-architect
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.gruntwork.io/blog/introducing-the-gruntwork-module-service-and-architecture-catalogs
 https://blog.gruntwork.io/terraform-tips-tricks-loops-if-statements-and-gotchas-f739bbae55f9:
   title: '==blog.gruntwork.io: Terraform tips & tricks: loops, if-statements, and''
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   last_checked: 1779029169.10788
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:09.107880+02:00'
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@@ -51245,6 +53096,7 @@ https://blog.gruntwork.io/why-we-use-terraform-and-not-chef-puppet-ansible-salts
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.gruntwork.io/blog/why-we-use-terraform-and-not-chef-puppet-ansible-saltstack-or-cloudformation
 https://blog.gskinner.com/archives/2022/01/flutter-easily-add-ci-testing-with-github-actions.html:
   title: 'blog.gskinner.com: Flutter: Easily add CI testing with GitHub Actions'
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@@ -51266,6 +53118,7 @@ https://blog.gskinner.com/archives/2022/01/flutter-easily-add-ci-testing-with-gi
   last_checked: null
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   discovered_at: '2022-06-01T00:00:00+02:00'
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   discovered_at: '2026-05-17T17:51:42.356050+02:00'
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@@ -51314,13 +53168,14 @@ https://blog.guybarrette.com/powershell-prompt-how-to-display-your-current-kuber
   resource_type: null
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   is_microservice: false
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   discovered_at: '2026-05-17T17:45:54.243286+02:00'
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@@ -51329,6 +53184,7 @@ https://blog.guybarrette.com/powershell-prompt-how-to-display-your-current-kuber
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.linkedin.com/newsletters/6962087231775772672
 https://blog.harbur.io/demystifying-stateful-apps-on-kubernetes-by-deploying-an-etcd-cluster-b85bf8c16fea:
   title: 'blog.harbur.io: Demystifying stateful apps on Kubernetes by deploying an
     etcd cluster'
@@ -51350,6 +53206,7 @@ https://blog.harbur.io/demystifying-stateful-apps-on-kubernetes-by-deploying-an-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2017-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -51382,6 +53239,7 @@ https://blog.harbur.iothe-seven-steps-to-build-a-cloud-native-ci-cd-for-github-r
   last_checked: 1779031458.494252
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:18.494252+02:00'
+  last_ai_eval: null
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@@ -51414,6 +53272,7 @@ https://blog.heaphero.io:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -51436,13 +53295,14 @@ https://blog.heaphero.io/2020/10/16/what-is-gc-log-thread-dump-and-heapdump:
   resource_type: null
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   is_microservice: false
-  status: online
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:32:07.590228+02:00'
+  last_ai_eval: null
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@@ -51456,6 +53316,7 @@ https://blog.heaphero.io/2020/10/16/what-is-gc-log-thread-dump-and-heapdump:
     proposed_url: NONE
     reason: 'High-Value Protection: generic_redirect_loss'
     timestamp: '2026-05-18T18:54:55.003193'
+  duplicate_of: https://blog.heaphero.io/what-is-gc-log-thread-dump-and-heapdump
 https://blog.heptio.com/kubectl-shell-autocomplete-heptioprotip-48dd023e0bf3:
   title: kubectl Shell Autocomplete
   description: ''
@@ -51476,6 +53337,7 @@ https://blog.heptio.com/kubectl-shell-autocomplete-heptioprotip-48dd023e0bf3:
   last_checked: 1779030433.805342
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:13.805342+02:00'
+  last_ai_eval: null
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@@ -51499,13 +53361,14 @@ https://blog.heroku.com/monolithic-applications-into-services:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:08.901129+02:00'
+  last_ai_eval: null
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@@ -51514,6 +53377,7 @@ https://blog.heroku.com/monolithic-applications-into-services:
   - docs/introduction.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.heroku.com/blog/monolithic-applications-into-services
 https://blog.heyal.co.uk/unit-testing-helm-charts:
   title: "blog.heyal.co.uk: How to unit-test your helm charts with Golang \U0001F31F"
   description: ''
@@ -51533,6 +53397,7 @@ https://blog.heyal.co.uk/unit-testing-helm-charts:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -51563,6 +53428,7 @@ https://blog.httpwatch.com/2015/01/16/a-simple-performance-comparison-of-https-s
   last_checked: 1779032172.11741
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:36:12.117410+02:00'
+  last_ai_eval: null
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@@ -51591,6 +53457,7 @@ https://blog.hubspot.com/marketing/ipaas-vendors:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -51625,6 +53492,7 @@ https://blog.hubspot.com/website/api-gateway-vs-load-balancer:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -51657,6 +53525,7 @@ https://blog.hubspot.es/marketing/matriz-raci:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -51688,6 +53557,7 @@ https://blog.hubspot.es/sales/producto-minimo-viable:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -51719,6 +53589,7 @@ https://blog.identitydigest.com/azuread-federate-k8s:
   last_checked: 1779032400.158029
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:40:00.158029+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -51754,6 +53625,7 @@ https://blog.inedo.com/devops/top-50-docker-tools:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -51776,13 +53648,14 @@ https://blog.inedo.com/top-50-docker-tools:
   resource_type: null
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-  status: online
+  status: duplicate
   addition_method: manual
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   discovered_at: '2026-05-17T17:00:34.539292+02:00'
+  last_ai_eval: null
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@@ -51791,6 +53664,7 @@ https://blog.inedo.com/top-50-docker-tools:
   - docs/docker.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://blog.inedo.com/devops/top-50-docker-tools
 https://blog.insight-services-apac.dev/2023/12/04/getting-started-bicep:
   title: 'insight-services-apac.github.io: Getting Started with Bicep'
   description: ''
@@ -51803,13 +53677,14 @@ https://blog.insight-services-apac.dev/2023/12/04/getting-started-bicep:
   resource_type: Blog
   complexity: Beginner
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -51822,6 +53697,7 @@ https://blog.insight-services-apac.dev/2023/12/04/getting-started-bicep:
   v2_locations:
   - azure.md
   youtube_mosaic: {}
+  duplicate_of: https://piotrminkowski.com/2024/06/13/getting-started-with-backstage
 https://blog.ionelmc.ro/2015/01/02/speedup-pip-install:
   title: Speed up pip install
   description: ''
@@ -51843,6 +53719,7 @@ https://blog.ionelmc.ro/2015/01/02/speedup-pip-install:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2015-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -51875,6 +53752,7 @@ https://blog.isaack.io/articles/2016-08/Jenkins-CICD-Getting-Started-With-Groovy
   last_checked: 1779031591.538216
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:31.538216+02:00'
+  last_ai_eval: null
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@@ -51908,6 +53786,7 @@ https://blog.ivnilv.com/posts/rotating-kops-etcd-certificates:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -51938,6 +53817,7 @@ https://blog.jcprz.com/my-tips-to-pass-the-cka-exam-and-whats-next-8df2c3d38a7e:
   last_checked: 1779032337.37932
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:57.379320+02:00'
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@@ -51970,6 +53850,7 @@ https://blog.jessfraz.com/post/hard-multi-tenancy-in-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -52001,6 +53882,7 @@ https://blog.jetbrains.com/dotnet/2021/07/19/getting-started-with-asp-net-core-a
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -52033,6 +53915,7 @@ https://blog.jetbrains.com/teamcity/2019/03/configuration-as-code-part-1-getting
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -52062,6 +53945,7 @@ https://blog.jetstack.io/blog/istio-oidc:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:03.553684+02:00'
+  last_ai_eval: null
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@@ -52089,6 +53973,7 @@ https://blog.jimmyray.io/discover-k8s-through-its-apis-e2f90937a19f:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:04:04.587341+02:00'
+  last_ai_eval: null
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@@ -52120,6 +54005,7 @@ https://blog.jimmyray.io/kubernetes-workload-identity-with-aws-sdk-for-go-v2-927
   last_checked: 1779034238.013102
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:38.013102+02:00'
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@@ -52153,6 +54039,7 @@ https://blog.joda.org/2018/09/do-not-fall-into-oracles-java-11-trap.html:
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   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -52188,6 +54075,7 @@ https://blog.johnfolberth.com:
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   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -52219,6 +54107,7 @@ https://blog.jooq.org:
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   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -52250,6 +54139,7 @@ https://blog.joshgav.com/posts/cluster-level-multitenancy:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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@@ -52283,6 +54173,7 @@ https://blog.jromanmartin.io/2020/09/25/how-upgrade-strimzi-operator.html:
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   discovered_at: '2020-06-01T00:00:00+02:00'
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@@ -52315,6 +54206,7 @@ https://blog.jromanmartin.io/cheat-sheets:
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   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -52346,6 +54238,7 @@ https://blog.kasten.io/10-key-takeaways-from-kubernetes-backup-recovery-for-dumm
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:18.528487+02:00'
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@@ -52379,6 +54272,7 @@ https://blog.kasten.io/aks-and-storage-how-to-design-storage-for-cloud-native-ap
   last_checked: 1779032884.363278
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:04.363278+02:00'
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@@ -52412,6 +54306,7 @@ https://blog.kasten.io/aks-and-storage-performance-differences-among-kubernetes-
   last_checked: 1779029340.906799
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   discovered_at: '2026-05-17T16:49:00.906799+02:00'
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@@ -52445,6 +54340,7 @@ https://blog.kasten.io/benchmarking-kubernetes-storage-with-kubestr:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:14.272005+02:00'
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@@ -52478,6 +54374,7 @@ https://blog.kasten.io/concepts-behind-terraform-and-kubernetes:
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   discovered_at: '2026-05-17T16:44:27.984534+02:00'
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@@ -52509,6 +54406,7 @@ https://blog.kasten.io/move-fast-and-test-in-kubernetes-without-breaking-things:
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   discovered_at: '2026-05-17T17:23:13.018609+02:00'
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@@ -52537,6 +54435,7 @@ https://blog.kasten.io/posts/extending-kubernetes-application-backup-and-mobilit
   last_checked: 1779030970.907039
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:10.907039+02:00'
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@@ -52569,6 +54468,7 @@ https://blog.kasten.io/ransomware-protection-kasten-k10-v4:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:10.459376+02:00'
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@@ -52602,6 +54502,7 @@ https://blog.kintone.io/entry/2021/01/14/160935:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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@@ -52634,6 +54535,7 @@ https://blog.kintone.io/entry/neco-registry:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -52665,6 +54567,7 @@ https://blog.kintone.io/entry/pvc-autoresizer:
   last_checked: 1779034336.832309
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:12:16.832309+02:00'
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@@ -52698,6 +54601,7 @@ https://blog.kloia.com/karpenter-cluster-autoscaler-76d7f7ec0d0e:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:08.866086+02:00'
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@@ -52728,6 +54632,7 @@ https://blog.knell.it/commands-kubernetes-should-adopt-from-red-hat-openshift:
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   discovered_at: '2026-05-17T17:26:08.535681+02:00'
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@@ -52746,13 +54651,14 @@ https://blog.knell.it/making-your-helm-chart-observable-for-prometheus:
   resource_type: null
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   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:51:33.580047+02:00'
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@@ -52761,6 +54667,7 @@ https://blog.knell.it/making-your-helm-chart-observable-for-prometheus:
   - docs/helm.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://christianhuth.de/making-your-helm-chart-observable-for-prometheus
 https://blog.knoldus.com/introduction-to-kubernetes-deployment-strategies:
   title: 'blog.knoldus.com: Introduction to Kubernetes Deployment Strategies'
   description: ''
@@ -52779,6 +54686,7 @@ https://blog.knoldus.com/introduction-to-kubernetes-deployment-strategies:
   last_checked: 1779031898.122773
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:38.122773+02:00'
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@@ -52803,13 +54711,14 @@ https://blog.knoldus.com/introduction-to-kubernetes-deployment-strategies-part-2
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   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779034336.066072
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:16.066072+02:00'
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@@ -52818,6 +54727,7 @@ https://blog.knoldus.com/introduction-to-kubernetes-deployment-strategies-part-2
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://blog.knoldus.com/introduction-to-kubernetes-deployment-strategies
 https://blog.knoldus.com/monitoring-kafka-with-prometheus-and-grafana:
   title: null
   description: null
@@ -52835,6 +54745,7 @@ https://blog.knoldus.com/monitoring-kafka-with-prometheus-and-grafana:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:10.411969+02:00'
+  last_ai_eval: null
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@@ -52854,13 +54765,14 @@ https://blog.kubecost.com/blog/aks-cost:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779031796.642228
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:56.642228+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -52874,6 +54786,7 @@ https://blog.kubecost.com/blog/aks-cost:
   v2_locations:
   - kubernetes.md
   youtube_mosaic: {}
+  duplicate_of: https://www.apptio.com/topics/kubernetes/aks-cost/?src=kc-blog
 https://blog.kubecost.com/blog/announcing-kubecost-first-round:
   title: null
   description: null
@@ -52892,6 +54805,7 @@ https://blog.kubecost.com/blog/announcing-kubecost-first-round:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:26.368262+02:00'
+  last_ai_eval: null
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@@ -52916,13 +54830,14 @@ https://blog.kubecost.com/blog/kubernetes-kops:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779029132.948126
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:32.948126+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -52936,6 +54851,7 @@ https://blog.kubecost.com/blog/kubernetes-kops:
   v2_locations:
   - kubernetes-on-premise.md
   youtube_mosaic: {}
+  duplicate_of: https://www.apptio.com/blog/kubernetes-kops/?src=kc-blog
 https://blog.kubecost.com/blog/kubernetes-labels:
   title: 'blog.kubecost.com: The Guide to Kubernetes Labels'
   description: ''
@@ -52947,13 +54863,14 @@ https://blog.kubecost.com/blog/kubernetes-labels:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779031064.587578
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:44.587578+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -52967,6 +54884,7 @@ https://blog.kubecost.com/blog/kubernetes-labels:
   v2_locations:
   - kubernetes.md
   youtube_mosaic: {}
+  duplicate_of: https://www.apptio.com/topics/kubernetes/labels/?src=kc-blog
 https://blog.kubecost.com/blog/kubernetes-node-affinity:
   title: 'blog.kubecost.com: Kubernetes node affinity: examples & instructions'
   description: ''
@@ -52978,13 +54896,14 @@ https://blog.kubecost.com/blog/kubernetes-node-affinity:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779031910.563618
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:50.563618+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -52998,6 +54917,7 @@ https://blog.kubecost.com/blog/kubernetes-node-affinity:
   v2_locations:
   - kubernetes.md
   youtube_mosaic: {}
+  duplicate_of: https://www.apptio.com/topics/kubernetes/node-affinity/?src=kc-blog
 https://blog.kubecost.com/blog/rancher-vs-kubernetes:
   title: '==blog.kubecost.com: Rancher vs Kubernetes: It’s not either or=='
   description: ''
@@ -53016,6 +54936,7 @@ https://blog.kubecost.com/blog/rancher-vs-kubernetes:
   last_checked: 1779031142.98789
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:02.987890+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -53048,6 +54969,7 @@ https://blog.kubesimplify.com/diy-how-to-build-a-kubernetes-policy-engine:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -53082,6 +55004,7 @@ https://blog.kubesimplify.com/getting-started-with-ko-a-fast-container-image-bui
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -53115,6 +55038,7 @@ https://blog.kubesimplify.com/moving-code-between-git-repositories-with-copybara
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -53147,6 +55071,7 @@ https://blog.kubesimplify.com/perform-crud-operations-on-kubernetes-using-golang
   last_checked: 1779029070.357813
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:30.357813+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -53177,6 +55102,7 @@ https://blog.kubesimplify.com/yours-kindly-drone:
   last_checked: 1779033024.833459
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:24.833459+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -53204,6 +55130,7 @@ https://blog.kumomind.com/what-you-need-to-know-to-debug-a-preempted-pod-on-kube
   last_checked: 1779029609.281407
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:29.281407+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -53235,6 +55162,7 @@ https://blog.lealdasilva.com/vmware2proxmox:
   last_checked: 1779032600.704075
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:20.704075+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -53266,6 +55194,7 @@ https://blog.learncodeonline.in/everything-about-ansible-variables:
   last_checked: 1779029165.109192
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:05.109192+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -53297,6 +55226,7 @@ https://blog.learncodeonline.in/kubernetes:
   last_checked: 1779033030.17817
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:30.178170+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -53328,6 +55258,7 @@ https://blog.learncodeonline.in/kubernetes-cluster-deployment-on-centos-linux:
   last_checked: 1779031302.124903
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:21:42.124903+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -53359,6 +55290,7 @@ https://blog.learncodeonline.in/kubernetes-scheduling-daemonset:
   last_checked: 1779031494.378
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:54.378000+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -53390,6 +55322,7 @@ https://blog.learncodeonline.in/kubernetes-scheduling-taints-and-tolerations:
   last_checked: 1779033280.395512
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:40.395512+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -53421,6 +55354,7 @@ https://blog.learncodeonline.in/managing-file-operations-with-ansible:
   last_checked: 1779033236.707215
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:56.707215+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -53453,6 +55387,7 @@ https://blog.lelonek.me/liveness-and-readiness-probes-for-kubernetes-in-phoenix-
   last_checked: 1779031349.297049
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:29.297049+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -53484,6 +55419,7 @@ https://blog.lightspin.io/nginx-custom-snippets-cve-2021-25742:
   last_checked: 1779031944.910707
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:32:24.910707+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -53516,6 +55452,7 @@ https://blog.linkody.com/guides/google-search-operators-cheatsheet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -53538,13 +55475,14 @@ https://blog.logrocket.com/aws-amplify-and-react-native-a-tutorial:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: f4a3d1810a7fe04d0aa7f45d83c37ab77f4bc77c18d1f7b0952f0feea46bfab2
   health_score: 100.0
   last_checked: 1779034226.574237
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:26.574237+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -53553,6 +55491,7 @@ https://blog.logrocket.com/aws-amplify-and-react-native-a-tutorial:
   - docs/aws-miscellaneous.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://blog.logrocket.com/aws-amplify-react-native-tutorial-examples
 https://blog.logrocket.com/aws-amplify-react-native-tutorial-examples:
   title: 'blog.logrocket.com: AWS Amplify and React Native: A tutorial'
   description: ''
@@ -53574,6 +55513,7 @@ https://blog.logrocket.com/aws-amplify-react-native-tutorial-examples:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -53606,6 +55546,7 @@ https://blog.logrocket.com/build-blockchain-with-go:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -53638,6 +55579,7 @@ https://blog.logrocket.com/building-simple-app-go-postgresql:
   last_checked: 1779030739.36345
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:12:19.363450+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -53671,6 +55613,7 @@ https://blog.logrocket.com/django-rest-framework-alternatives:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -53702,6 +55645,7 @@ https://blog.logrocket.com/docker-alternatives:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -53733,6 +55677,7 @@ https://blog.logrocket.com/graphql-vs-grpc-vs-rest-choosing-right-api:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -53766,6 +55711,7 @@ https://blog.logrocket.com/guide-to-grpc-gateway:
   last_checked: 1779031111.011987
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:18:31.011987+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -53789,13 +55735,14 @@ https://blog.logrocket.com/how-to-build-blockchain-from-scratch-go:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: a9c86d505e5090c914f4263890b5fed1707cf71cbd3a2b4396a62a1f9f72b1e4
   health_score: 100.0
   last_checked: 1779031257.933359
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:57.933359+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -53804,6 +55751,7 @@ https://blog.logrocket.com/how-to-build-blockchain-from-scratch-go:
   - docs/golang.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://blog.logrocket.com/build-blockchain-with-go
 https://blog.logrocket.com/kubevela-intro-better-way-ship-applications:
   title: 'blog.logrocket.com: Intro to KubeVela: A better way to ship applications'
   description: ''
@@ -53823,6 +55771,7 @@ https://blog.logrocket.com/kubevela-intro-better-way-ship-applications:
   last_checked: 1779031381.562617
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:23:01.562617+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -53855,6 +55804,7 @@ https://blog.logrocket.com/top-10-vs-code-extensions-2021:
   last_checked: 1779032549.465955
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:42:29.465955+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -53885,6 +55835,7 @@ https://blog.logrocket.com/top-docker-alternatives-2022:
   last_checked: 1779029569.688526
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:49.688526+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -53912,6 +55863,7 @@ https://blog.logrocket.com/working-supabase-studio:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -53935,13 +55887,14 @@ https://blog.lukechannings.com/2020-05-10-kubernetes-gitops-lessons.html:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: c91c3a350ed1d3430347d5e98325754b6dd8b2ae5c9658033f13ec5595f193d0
   health_score: 100.0
   last_checked: 1779031122.404662
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:42.404662+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -53950,6 +55903,7 @@ https://blog.lukechannings.com/2020-05-10-kubernetes-gitops-lessons.html:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://lukechannings.com/blog/2020-05-10-kubernetes-gitops-lessons
 https://blog.marcnuri.com:
   title: blog.marcnuri.com
   description: '- [blog.marcnuri.com: Eclipse JKube 1.4.0 is now available!](https://blog.marcnuri.com/eclipse-jkube-1-4-0)'
@@ -53969,6 +55923,7 @@ https://blog.marcnuri.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -54001,6 +55956,7 @@ https://blog.marcnuri.com/eclipse-jkube-1-4-0:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -54035,6 +55991,7 @@ https://blog.marcnuri.com/eclipse-jkube-introduction-kubernetes-openshift:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -54069,6 +56026,7 @@ https://blog.marcnuri.com/fabric8-kubernetes-java-client-and-quarkus-and-graalvm
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -54103,6 +56061,7 @@ https://blog.marcnuri.com/kubernetes-client-java-fabric8-introduction:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -54134,6 +56093,7 @@ https://blog.mariano.cloud/do-you-even-jsonpath:
   last_checked: 1779029916.537381
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:36.537381+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -54168,6 +56128,7 @@ https://blog.mayadata.io/container-attached-storage-cas-vs.-software-defined-sto
   last_checked: 1779034049.187489
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:29.187489+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -54199,6 +56160,7 @@ https://blog.mayadata.io/github-chaos-actions-in-your-ci/cd-workflow-part-1:
   last_checked: 1779033794.916568
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:14.916568+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -54231,6 +56193,7 @@ https://blog.mayadata.io/kubernetes-storage-basics-pv-pvc-and-storageclass:
   last_checked: 1779032819.695702
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:59.695702+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -54263,6 +56226,7 @@ https://blog.miguelgrinberg.com/post/the-flask-mega-tutorial-now-with-python-3-s
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -54294,6 +56258,7 @@ https://blog.mimacom.com/automate-nexus:
   last_checked: 1779031533.410313
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:33.410313+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -54325,6 +56290,7 @@ https://blog.mimacom.com/git-aliases-you-wished-you-had:
   last_checked: 1779031618.130148
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:58.130148+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -54349,13 +56315,14 @@ https://blog.mimacom.com/kubernetes-cheat-sheet:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779031574.307297
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:14.307297+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -54369,6 +56336,7 @@ https://blog.mimacom.com/kubernetes-cheat-sheet:
   v2_locations:
   - cheatsheets.md
   youtube_mosaic: {}
+  duplicate_of: https://developers.redhat.com/cheat-sheets/kubernetes
 https://blog.mimacom.com/log4j-in-a-log4shell:
   title: 'blog.mimacom.com: A Summary of log4j Exploit in a Log4shell - What Happened''
     and What You Can Do About It'
@@ -54389,6 +56357,7 @@ https://blog.mimacom.com/log4j-in-a-log4shell:
   last_checked: 1779032337.404953
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:57.404953+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -54419,6 +56388,7 @@ https://blog.min.io/best-practices-for-kubernetes-object-storage:
   last_checked: 1779029574.098438
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:54.098438+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -54437,13 +56407,14 @@ https://blog.min.io/certificate-based-authentication-with-s3:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 4394025f35827d71f3ac31fed31ffba9dd162d059eb880ed6ebe15a665c23338
   health_score: 100.0
   last_checked: 1779031021.344174
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:01.344174+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -54452,6 +56423,7 @@ https://blog.min.io/certificate-based-authentication-with-s3:
   - docs/aws-storage.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.min.io/blog/certificate-based-authentication-with-s3
 https://blog.min.io/monoclouds-vs-multiclouds-hybridclouds:
   title: 'blog.min.io: Mono Clouds vs Multi-Clouds & Hybrid Clouds'
   description: ''
@@ -54462,13 +56434,14 @@ https://blog.min.io/monoclouds-vs-multiclouds-hybridclouds:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 5ea7ecdba38016590c6707b8f664060a491c3903240765977002e0874a9ab47f
   health_score: 100.0
   last_checked: 1779031620.778745
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:00.778745+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -54477,6 +56450,7 @@ https://blog.min.io/monoclouds-vs-multiclouds-hybridclouds:
   - docs/introduction.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://blog.min.io/best-practices-for-kubernetes-object-storage
 https://blog.min.io/single-vs-multi-tenant:
   title: 'blog.min.io: Cloud-Native Object Storage Architectures: Single-Tenant vs''
     Multi-Tenant'
@@ -54488,13 +56462,14 @@ https://blog.min.io/single-vs-multi-tenant:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 5ea7ecdba38016590c6707b8f664060a491c3903240765977002e0874a9ab47f
   health_score: 100.0
   last_checked: 1779029119.168581
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:19.168581+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -54503,6 +56478,7 @@ https://blog.min.io/single-vs-multi-tenant:
   - docs/kubernetes-storage.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://blog.min.io/best-practices-for-kubernetes-object-storage
 https://blog.min.io/the_way_of_the_cloud:
   title: 'blog.min.io: Kubernetes, Consistency and Commoditization - The Way of the''
     Cloud'
@@ -54514,13 +56490,14 @@ https://blog.min.io/the_way_of_the_cloud:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 5ea7ecdba38016590c6707b8f664060a491c3903240765977002e0874a9ab47f
   health_score: 100.0
   last_checked: 1779032377.058454
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:37.058454+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -54529,6 +56506,7 @@ https://blog.min.io/the_way_of_the_cloud:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://blog.min.io/best-practices-for-kubernetes-object-storage
 https://blog.min.io/why-kubernetes-managed:
   title: 'blog.min.io: Why Kubernetes Managed Object Storage Matters'
   description: ''
@@ -54539,13 +56517,14 @@ https://blog.min.io/why-kubernetes-managed:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 5ea7ecdba38016590c6707b8f664060a491c3903240765977002e0874a9ab47f
   health_score: 100.0
   last_checked: 1779032173.633686
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:13.633686+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -54554,6 +56533,7 @@ https://blog.min.io/why-kubernetes-managed:
   - docs/kubernetes-storage.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://blog.min.io/best-practices-for-kubernetes-object-storage
 https://blog.mineiros.io/how-to-keep-your-terraform-code-dry-by-using-terramate-be5807fef8f6:
   title: 'blog.mineiros.io: How to keep your Terraform code DRY by using Terramate'
   description: ''
@@ -54571,6 +56551,7 @@ https://blog.mineiros.io/how-to-keep-your-terraform-code-dry-by-using-terramate-
   last_checked: 1779029509.194417
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:49.194417+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -54599,6 +56580,7 @@ https://blog.mineiros.io/introducing-terramate-an-orchestrator-and-code-generato
   last_checked: 1779031574.104962
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:14.104962+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -54630,6 +56612,7 @@ https://blog.mongodirector.com/which-is-the-best-mongodb-gui:
   last_checked: 1779032898.871479
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:18.871479+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -54663,6 +56646,7 @@ https://blog.netsil.com/kubernetes-vs-openshift-vs-tectonic-comparing-enterprise
   last_checked: 1779030856.44908
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:16.449080+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -54686,13 +56670,14 @@ https://blog.newrelic.com/engineering/how-to-organize-kubernetes-clusters:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 34b93a040543d1f9729bf70360c63c6913483c7690ed74377a04cd49ac2f1adc
   health_score: 100.0
   last_checked: 1779033612.061286
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:12.061286+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -54701,6 +56686,7 @@ https://blog.newrelic.com/engineering/how-to-organize-kubernetes-clusters:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://newrelic.com/blog/infrastructure-monitoring/how-to-organize-kubernetes-clusters
 https://blog.newrelic.com/engineering/how-to-use-kubernetes-volumes:
   title: 'blog.newrelic.com: Kubernetes Fundamentals, Part 5: Working with Kubernetes''
     Volumes'
@@ -54712,13 +56698,14 @@ https://blog.newrelic.com/engineering/how-to-use-kubernetes-volumes:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: e2e5e0dff992f15a01fdce4a1ddfccd71b13bb1775f97372dec1b2ce9c18f4ab
   health_score: 100.0
   last_checked: 1779030407.10823
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:47.108230+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -54727,6 +56714,7 @@ https://blog.newrelic.com/engineering/how-to-use-kubernetes-volumes:
   - docs/kubernetes-storage.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://newrelic.com/blog/infrastructure-monitoring/how-to-use-kubernetes-volumes
 https://blog.newrelic.com/engineering/kubernetes-health-checks:
   title: 'blog.newrelic.com: Kubernetes Fundamentals, Part 2: How to Use Health Checks'
   description: ''
@@ -54737,13 +56725,14 @@ https://blog.newrelic.com/engineering/kubernetes-health-checks:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 4fd2012d435a50645805046545549336ce67b850662efbce88ec5c3ca4743134
   health_score: 100.0
   last_checked: 1779032756.682249
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:56.682249+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -54752,6 +56741,7 @@ https://blog.newrelic.com/engineering/kubernetes-health-checks:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://newrelic.com/blog/infrastructure-monitoring/kubernetes-health-checks
 https://blog.newrelic.com/engineering/kubernetes-request-and-limits:
   title: 'blog.newrelic.com: Kubernetes Fundamentals, Part 1: How to Manage Cluster''
     Capacity with Requests and Limits'
@@ -54763,13 +56753,14 @@ https://blog.newrelic.com/engineering/kubernetes-request-and-limits:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 3b2d730249f135d5f551e2c729196140aadcca418ab2d5f7b1b642a7b0ae2663
   health_score: 100.0
   last_checked: 1779030882.799594
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:42.799594+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -54778,6 +56769,7 @@ https://blog.newrelic.com/engineering/kubernetes-request-and-limits:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://newrelic.com/blog/infrastructure-monitoring/kubernetes-request-and-limits
 https://blog.newrelic.com/engineering/opentelemetry-opentracing-opencensus:
   title: 'newrelic.com: OpenTracing, OpenCensus, OpenTelemetry, and New Relic (Best''
     overview of OpenTelemetry)'
@@ -54789,13 +56781,14 @@ https://blog.newrelic.com/engineering/opentelemetry-opentracing-opencensus:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: c4de583d3b6057995fe832ecff2d9188e336e12fef6bfda94f58a8f5d76bbdc0
   health_score: 100.0
   last_checked: 1779034564.347418
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:04.347418+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -54804,6 +56797,7 @@ https://blog.newrelic.com/engineering/opentelemetry-opentracing-opencensus:
   - docs/monitoring.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://newrelic.com/blog/dem/opentelemetry-opentracing-opencensus
 https://blog.nillsf.com/index.php/2020/12/03/how-to-run-your-own-admission-controller-on-kubernetes:
   title: 'blog.nillsf.com: How to run your own admission controller on Kubernetes'
   description: ''
@@ -54823,6 +56817,7 @@ https://blog.nillsf.com/index.php/2020/12/03/how-to-run-your-own-admission-contr
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -54856,6 +56851,7 @@ https://blog.nillsf.com/index.php/2020/12/06/customize-core-dump-in-azure-kubern
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -54887,6 +56883,7 @@ https://blog.nobugware.com/post/2019/nomad_an_alternative_to_kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -54921,6 +56918,7 @@ https://blog.nody.cc/posts/2020-06-kubernetes-network-policy-verification:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -54932,6 +56930,7 @@ https://blog.nody.cc/posts/2020-06-kubernetes-network-policy-verification:
   v1_locations: []
   v2_locations:
   - devsecops.md
+  - kubernetes-networking.md
   youtube_mosaic: {}
 https://blog.nootch.net/post/kubernetes-at-home-with-k3s:
   title: 'blog.nootch.net: Kubernetes at Home With K3s'
@@ -54952,6 +56951,7 @@ https://blog.nootch.net/post/kubernetes-at-home-with-k3s:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -55000,6 +57000,7 @@ https://blog.ogenki.io/post/terraform-controller:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -55031,6 +57032,7 @@ https://blog.oliverjumpertz.dev/the-10-most-valuable-lessons-i-learned-as-a-deve
   last_checked: 1779029796.108915
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:56:36.108915+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -55063,6 +57065,7 @@ https://blog.openreplay.com/8-cool-vs-code-tips-to-make-your-workspace-more-pers
   last_checked: 1779029356.950442
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:49:16.950442+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -55087,13 +57090,14 @@ https://blog.openshift.com/500_pods_per_node:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: e8cb1098fe34b77675ef3aae22554e9824287759ef54e290407325208c6a52e5
   health_score: 100.0
   last_checked: 1779029165.634147
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:05.634147+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -55102,6 +57106,7 @@ https://blog.openshift.com/500_pods_per_node:
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/500_pods_per_node
 https://blog.openshift.com/advanced-network-customizations-for-openshift-install:
   title: 'blog.openshift.com: Advanced Network customizations for OpenShift Install'
   description: ''
@@ -55112,13 +57117,14 @@ https://blog.openshift.com/advanced-network-customizations-for-openshift-install
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: c44273f5e49429789bb2ef18432dfdd8a35158ad19021a7a9b74cd513b2d7767
   health_score: 100.0
   last_checked: 1779032088.22765
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:48.227650+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -55127,6 +57133,7 @@ https://blog.openshift.com/advanced-network-customizations-for-openshift-install
   - docs/openshift.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/advanced-network-customizations-for-openshift-install
 https://blog.openshift.com/aws-and-red-hat-quickstart-workshop:
   title: 'blog.openshift.com: OCP multi-node deployment on **AWS** using CloudFormation''
     and Ansible (quickstart workshop)'
@@ -55145,6 +57152,7 @@ https://blog.openshift.com/aws-and-red-hat-quickstart-workshop:
   last_checked: 1779032869.788386
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:49.788386+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -55171,6 +57179,7 @@ https://blog.openshift.com/cloud-native-ci-cd-with-openshift-pipelines:
   last_checked: 1779034558.210893
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:58.210893+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -55190,13 +57199,14 @@ https://blog.openshift.com/configure-the-openshift-image-registry-backed-by-open
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: cf2f0457cdc0d28f7cf398dc01abaeb74a63da266b8dcedfaf7badd6713c50f6
   health_score: 100.0
   last_checked: 1779030653.847237
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:53.847237+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -55205,6 +57215,7 @@ https://blog.openshift.com/configure-the-openshift-image-registry-backed-by-open
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/configure-the-openshift-image-registry-backed-by-openshift-container-storage
 https://blog.openshift.com/debugging-java-applications-on-openshift-kubernetes:
   title: 'blog.openshift.com: Debugging Java Applications On OpenShift and Kubernetes'
   description: ''
@@ -55215,13 +57226,14 @@ https://blog.openshift.com/debugging-java-applications-on-openshift-kubernetes:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: dda7ec361766f5f9f97c0a7b67370743ca08bf6ebd9d59b5c046e9646466dfaa
   health_score: 100.0
   last_checked: 1779032762.817084
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:02.817084+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -55230,6 +57242,7 @@ https://blog.openshift.com/debugging-java-applications-on-openshift-kubernetes:
   - docs/java-and-java-performance-optimization.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/debugging-java-applications-on-openshift-kubernetes
 https://blog.openshift.com/deploying-jenkins-on-openshift-part-1:
   title: 'blog.openshift.com: Deploying Jenkins on OpenShift: Part 1'
   description: ''
@@ -55240,13 +57253,14 @@ https://blog.openshift.com/deploying-jenkins-on-openshift-part-1:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: b0c6304d42b8751b8593aa2f93281777cef36f3a81064d9f3ef84da953448fcd
   health_score: 100.0
   last_checked: 1779031436.003548
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:56.003548+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -55255,6 +57269,7 @@ https://blog.openshift.com/deploying-jenkins-on-openshift-part-1:
   - docs/openshift-pipelines.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/deploying-jenkins-on-openshift-part-1
 https://blog.openshift.com/enabling-openshift-4-clusters-to-stop-and-resume-cluster-vms:
   title: Enabling OpenShift 4 Clusters to Stop and Resume Cluster VMs
   description: ''
@@ -55265,13 +57280,14 @@ https://blog.openshift.com/enabling-openshift-4-clusters-to-stop-and-resume-clus
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 5d8b2bf7e2ab6fccd522abb51222af09ae87f1bac8c08c329b0e7853b43f4b86
   health_score: 100.0
   last_checked: 1779033360.87944
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:00.879440+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -55280,6 +57296,7 @@ https://blog.openshift.com/enabling-openshift-4-clusters-to-stop-and-resume-clus
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/enabling-openshift-4-clusters-to-stop-and-resume-cluster-vms
 https://blog.openshift.com/fine-grained-policy-enforcement-in-openshift-with-open-policy-agent:
   title: "blog.openshift.com: Fine-Grained Policy Enforcement in OpenShift with Open'
     Policy Agent \U0001F31F"
@@ -55291,13 +57308,14 @@ https://blog.openshift.com/fine-grained-policy-enforcement-in-openshift-with-ope
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 356195790f128135638d2857608626b4046248f2468393c1f7a36c640377ea20
   health_score: 100.0
   last_checked: 1779033782.538892
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:02.538892+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -55306,6 +57324,7 @@ https://blog.openshift.com/fine-grained-policy-enforcement-in-openshift-with-ope
   - docs/securityascode.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/fine-grained-policy-enforcement-in-openshift-with-open-policy-agent
 https://blog.openshift.com/from-templates-to-openshift-helm-charts:
   title: 'blog.openshift.com: From Templates to Openshift Helm Charts'
   description: ''
@@ -55323,6 +57342,7 @@ https://blog.openshift.com/from-templates-to-openshift-helm-charts:
   last_checked: 1779031451.297832
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:11.297832+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -55342,13 +57362,14 @@ https://blog.openshift.com/fully-automated-management-of-egress-ips-with-the-egr
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: d90202eddd2feaeb97e512c210a5ce2eefe6bae03a5b8e889d51fda5a30f1e53
   health_score: 100.0
   last_checked: 1779030024.979321
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:24.979321+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -55357,6 +57378,7 @@ https://blog.openshift.com/fully-automated-management-of-egress-ips-with-the-egr
   - docs/openshift.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/fully-automated-management-of-egress-ips-with-the-egressip-ipam-operator
 https://blog.openshift.com/getting-started-with-kubevirt:
   title: Getting Started with KubeVirt Containers and Virtual Machines Together
   description: ''
@@ -55367,13 +57389,14 @@ https://blog.openshift.com/getting-started-with-kubevirt:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 804741305af57887ddd29deecdc7f7dd29ae40437cc499265ae19689822ddab3
   health_score: 100.0
   last_checked: 1779030680.998127
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:20.998127+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -55382,6 +57405,7 @@ https://blog.openshift.com/getting-started-with-kubevirt:
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/getting-started-with-kubevirt
 https://blog.openshift.com/guide-to-installing-an-okd-4-4-cluster-on-your-home-lab:
   title: 'blog.openshift.com: Guide to Installing an OKD 4.4 Cluster on your Home''
     Lab'
@@ -55393,13 +57417,14 @@ https://blog.openshift.com/guide-to-installing-an-okd-4-4-cluster-on-your-home-l
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
   last_checked: 1779033584.002035
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:44.002035+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -55408,6 +57433,7 @@ https://blog.openshift.com/guide-to-installing-an-okd-4-4-cluster-on-your-home-l
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/guide-to-installing-an-okd-4-4-cluster-on-your-home-lab
 https://blog.openshift.com/how-full-is-my-cluster-part-5-a-capacity-management-dashboard:
   title: null
   description: null
@@ -55426,6 +57452,7 @@ https://blog.openshift.com/how-full-is-my-cluster-part-5-a-capacity-management-d
   last_checked: 1779130494.993694
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.993694+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -55449,13 +57476,14 @@ https://blog.openshift.com/improving-jenkins-performance-on-openshift-part-2:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 2be68ce83d0d14b94433db966657036f1581399d72f468b7dbaeab8dac77043d
   health_score: 100.0
   last_checked: 1779032552.574875
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:32.574875+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -55464,6 +57492,7 @@ https://blog.openshift.com/improving-jenkins-performance-on-openshift-part-2:
   - docs/openshift-pipelines.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/improving-jenkins-performance-on-openshift-part-2
 https://blog.openshift.com/installing-okd-3-10-on-a-single-host:
   title: "blog.openshift.com: Installing OKD 3.10 on a Single Host \U0001F31F"
   description: ''
@@ -55474,13 +57503,14 @@ https://blog.openshift.com/installing-okd-3-10-on-a-single-host:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: f8b4a91e58817c13e797e40b3f5f7c03787096045236d5efad8f3e5912e06f24
   health_score: 100.0
   last_checked: 1779029897.266537
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:17.266537+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -55489,6 +57519,7 @@ https://blog.openshift.com/installing-okd-3-10-on-a-single-host:
   - docs/openshift.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/installing-okd-3-10-on-a-single-host
 https://blog.openshift.com/introducing-red-hat-openshift-4:
   title: 'blog.openshift.com: Introducing Red Hat OpenShift 4'
   description: ''
@@ -55499,13 +57530,14 @@ https://blog.openshift.com/introducing-red-hat-openshift-4:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 8eeb1602ac296b6dec91c336294538741685645ce8457831f36eab9bc7806eb2
   health_score: 100.0
   last_checked: 1779029068.505941
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:28.505941+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -55514,6 +57546,7 @@ https://blog.openshift.com/introducing-red-hat-openshift-4:
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/introducing-red-hat-openshift-4
 https://blog.openshift.com/introducing-red-hat-openshift-4-3-to-enhance-kubernetes-security:
   title: "blog.openshift.com: Introducing Red Hat OpenShift 4.3 to Enhance Kubernetes'
     Security \U0001F31F"
@@ -55525,13 +57558,14 @@ https://blog.openshift.com/introducing-red-hat-openshift-4-3-to-enhance-kubernet
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 78cf251fc5aa752bdf396ea941bed11f674e4d1c867eb6e727f7194c4c0033dd
   health_score: 100.0
   last_checked: 1779034292.360214
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:32.360214+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -55540,6 +57574,7 @@ https://blog.openshift.com/introducing-red-hat-openshift-4-3-to-enhance-kubernet
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/introducing-red-hat-openshift-4-3-to-enhance-kubernetes-security
 https://blog.openshift.com/introducing-red-hat-quay:
   title: 'blog.openshift.com: Introducing Red Hat Quay'
   description: ''
@@ -55550,13 +57585,14 @@ https://blog.openshift.com/introducing-red-hat-quay:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 1baf5f911cbcbf5bbfb1568569add877ada16db1bdac25d8e734592102476e83
   health_score: 100.0
   last_checked: 1779031389.34621
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:09.346210+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -55565,6 +57601,7 @@ https://blog.openshift.com/introducing-red-hat-quay:
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/introducing-red-hat-quay
 https://blog.openshift.com/kubernetes-pods-life:
   title: "blog.openshift.com - Kubernetes: A Pod’s Life \U0001F31F"
   description: ''
@@ -55575,13 +57612,14 @@ https://blog.openshift.com/kubernetes-pods-life:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 237760630b472db934ca3fd54ab1b5322bf319183bef07ca0190b40cf9489313
   health_score: 100.0
   last_checked: 1779031497.556622
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:57.556622+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -55590,6 +57628,7 @@ https://blog.openshift.com/kubernetes-pods-life:
   - docs/ocp3.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/kubernetes-pods-life
 https://blog.openshift.com/migrating-your-applications-to-openshift-4:
   title: "blog.openshift.com: Migrating your applications to OpenShift 4 \U0001F31F"
   description: ''
@@ -55600,13 +57639,14 @@ https://blog.openshift.com/migrating-your-applications-to-openshift-4:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 6e5a92c89ed15c77c955d9f3653cfebd55ed8602396728207ab3c25c09f65252
   health_score: 100.0
   last_checked: 1779029158.877362
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:58.877362+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -55615,6 +57655,7 @@ https://blog.openshift.com/migrating-your-applications-to-openshift-4:
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/migrating-your-applications-to-openshift-4
 https://blog.openshift.com/openshift-4-2-vsphere-install-quickstart:
   title: 'blog.openshift.com: OpenShift 4.2 vSphere Install Quickstart'
   description: ''
@@ -55625,13 +57666,14 @@ https://blog.openshift.com/openshift-4-2-vsphere-install-quickstart:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 2382019fda064b4eb92c534781e9c3a1c4af7ed697978ca9d34c9e002d116e36
   health_score: 100.0
   last_checked: 1779031866.091643
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:06.091643+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -55640,6 +57682,7 @@ https://blog.openshift.com/openshift-4-2-vsphere-install-quickstart:
   - docs/openshift.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/openshift-4-2-vsphere-install-quickstart
 https://blog.openshift.com/openshift-4-2-vsphere-install-with-static-ips:
   title: "blog.openshift.com: OpenShift 4.2 vsphere install with static IPs \U0001F31F"
   description: ''
@@ -55650,13 +57693,14 @@ https://blog.openshift.com/openshift-4-2-vsphere-install-with-static-ips:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 923472ab323ecc771e0f7b2725a631aaf2995903539408a2eb37a644da41482d
   health_score: 100.0
   last_checked: 1779031385.610051
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:05.610051+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -55665,6 +57709,7 @@ https://blog.openshift.com/openshift-4-2-vsphere-install-with-static-ips:
   - docs/openshift.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/openshift-4-2-vsphere-install-with-static-ips
 https://blog.openshift.com/openshift-4-install-experience:
   title: 'blog.openshift.com: OpenShift 4 Install Experience'
   description: ''
@@ -55675,13 +57720,14 @@ https://blog.openshift.com/openshift-4-install-experience:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 31d6fcf6eba7cbcd9be0a84074aac62d76d06057d9d449042063391fc350724d
   health_score: 100.0
   last_checked: 1779032579.415075
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:59.415075+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -55690,6 +57736,7 @@ https://blog.openshift.com/openshift-4-install-experience:
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/products/trials?products=hybrid-cloud
 https://blog.openshift.com/openshift-and-network-security-zones-coexistence-approaches:
   title: Network Security Zones in Openshift (DMZ)
   description: ''
@@ -55707,6 +57754,7 @@ https://blog.openshift.com/openshift-and-network-security-zones-coexistence-appr
   last_checked: 1779030574.626211
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:34.626211+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -55725,13 +57773,14 @@ https://blog.openshift.com/openshift-ecosystem-api-management-on-red-hat-openshi
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 95624ad111a5d1cb4f5fddb1d6b89c9f552a771342efc8a0a0a37199b65d90ed
   health_score: 100.0
   last_checked: 1779029970.286615
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:30.286615+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -55740,6 +57789,7 @@ https://blog.openshift.com/openshift-ecosystem-api-management-on-red-hat-openshi
   - docs/developerportals.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/openshift-ecosystem-api-management-on-red-hat-openshift-with-3scale
 https://blog.openshift.com/performance-metrics-apm-spring-boot-microservices-openshift:
   title: 'blog.openshift.com: Performance Metrics (APM) for Spring Boot Microservices''
     on OpenShift'
@@ -55751,13 +57801,14 @@ https://blog.openshift.com/performance-metrics-apm-spring-boot-microservices-ope
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 757b673f26e4a597ed1435015796ff0779587ae94c9fa1757630a2b8eafcb602
   health_score: 100.0
   last_checked: 1779030116.442373
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:56.442373+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -55766,6 +57817,7 @@ https://blog.openshift.com/performance-metrics-apm-spring-boot-microservices-ope
   - docs/java-and-java-performance-optimization.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/performance-metrics-apm-spring-boot-microservices-openshift
 https://blog.openshift.com/red-hat-openshift-service-mesh-is-now-available-what-you-should-know:
   title: "blog.openshift.com: Red Hat OpenShift Service Mesh is now available: What'
     you should know \U0001F31F"
@@ -55777,13 +57829,14 @@ https://blog.openshift.com/red-hat-openshift-service-mesh-is-now-available-what-
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: ab9dfe694a50e3bc9379640b34a4d1abcd2bf477ccb7984517976971e373bed4
   health_score: 100.0
   last_checked: 1779029631.711907
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:51.711907+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -55793,6 +57846,7 @@ https://blog.openshift.com/red-hat-openshift-service-mesh-is-now-available-what-
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/red-hat-openshift-service-mesh-is-now-available-what-you-should-know
 https://blog.openshift.com/scaling-java-containers:
   title: "blog.openshift.com: Scaling Java Containers \U0001F31F"
   description: ''
@@ -55803,13 +57857,14 @@ https://blog.openshift.com/scaling-java-containers:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 4cdc41e3c27bec0962eef8e3de1ed3b88839f41924c5efa422f5ec8fd3a8209f
   health_score: 100.0
   last_checked: 1779032220.23407
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:00.234070+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -55818,6 +57873,7 @@ https://blog.openshift.com/scaling-java-containers:
   - docs/java-and-java-performance-optimization.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/scaling-java-containers
 https://blog.openshift.com/simplifying-openshift-case-information-gathering-workflow-must-gather-operator:
   title: "blog.openshift.com: Simplifying OpenShift Case Information Gathering Workflow:'
     **Must-Gather Operator** (In the context of Red Hat OpenShift 4.x and Kubernetes,
@@ -55831,13 +57887,14 @@ https://blog.openshift.com/simplifying-openshift-case-information-gathering-work
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 10606c39c7299abc5595e38e8c4e0670565b9948098c75bc8f8c6227b10f21de
   health_score: 100.0
   last_checked: 1779034135.056915
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:55.056915+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -55846,6 +57903,7 @@ https://blog.openshift.com/simplifying-openshift-case-information-gathering-work
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/simplifying-openshift-case-information-gathering-workflow-must-gather-operator
 https://blog.openshift.com/tag/multi-datacenter:
   title: blog.openshift.com/tag/multi-datacenter
   description: ''
@@ -55856,13 +57914,14 @@ https://blog.openshift.com/tag/multi-datacenter:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 59061a10347fc75bd5fa2369b54127132ffad40c32c587deecce26d77991ff96
   health_score: 100.0
   last_checked: 1779030005.672775
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:05.672775+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -55871,6 +57930,7 @@ https://blog.openshift.com/tag/multi-datacenter:
   - docs/ocp3.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/about/videos/acm-ansible-integration-overview
 https://blog.openshift.com/tech-preview-get-visibility-into-your-openshift-costs-across-your-hybrid-infrastructure:
   title: "blog.openshift.com: Tech Preview: Get visibility into your OpenShift costs'
     across your hybrid infrastructure \U0001F31F"
@@ -55882,13 +57942,14 @@ https://blog.openshift.com/tech-preview-get-visibility-into-your-openshift-costs
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 1428a5ae61971718010953ecee394cccd83b448243f1f28e62251dd4aea74746
   health_score: 100.0
   last_checked: 1779033167.868212
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:47.868212+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -55897,6 +57958,7 @@ https://blog.openshift.com/tech-preview-get-visibility-into-your-openshift-costs
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/tech-preview-get-visibility-into-your-openshift-costs-across-your-hybrid-infrastructure
 https://blog.openshift.com/top-kubernetes-operators-advancing-across-the-operator-capability-model:
   title: Top Kubernetes Operators
   description: ''
@@ -55907,13 +57969,14 @@ https://blog.openshift.com/top-kubernetes-operators-advancing-across-the-operato
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 3ba9b2a40bd6befd07a32cf222a628b50acd5e71e755d6a651b9b2ab6553764b
   health_score: 100.0
   last_checked: 1779033002.451191
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:02.451191+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -55922,6 +57985,7 @@ https://blog.openshift.com/top-kubernetes-operators-advancing-across-the-operato
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/top-kubernetes-operators-advancing-across-the-operator-capability-model
 https://blog.openshift.com/troubleshooting-openshift-network-performance-with-a-netperf-daemonset:
   title: 'blog.openshift.com: Troubleshooting OpenShift network performance with a''
     netperf DaemonSet'
@@ -55933,13 +57997,14 @@ https://blog.openshift.com/troubleshooting-openshift-network-performance-with-a-
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 0ec30548d0537e94ec82be385fde4ad297f35d4da749c67d50468ecb22c26d16
   health_score: 100.0
   last_checked: 1779031788.357597
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:48.357597+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -55948,6 +58013,7 @@ https://blog.openshift.com/troubleshooting-openshift-network-performance-with-a-
   - docs/openshift.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/troubleshooting-openshift-network-performance-with-a-netperf-daemonset
 https://blog.openshift.com/understanding-service-accounts-sccs:
   title: ref1
   description: ''
@@ -55965,6 +58031,7 @@ https://blog.openshift.com/understanding-service-accounts-sccs:
   last_checked: 1779034309.655892
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:49.655892+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -55992,6 +58059,7 @@ https://blog.openshift.com/using-openshift-3-on-your-local-environment:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -56025,6 +58093,7 @@ https://blog.openshift.combuild-kubernetes-operators-from-helm-charts-in-5-steps
   last_checked: 1779031341.403191
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:21.403191+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -56048,13 +58117,14 @@ https://blog.openshift.comfederation-v2-is-now-kubefed:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779033280.381273
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:40.381273+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -56063,6 +58133,7 @@ https://blog.openshift.comfederation-v2-is-now-kubefed:
   - docs/ocp3.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/federation-v2-is-now-kubefed
 https://blog.openshift.comfull-cluster-part-2-protecting-nodes:
   title: blog.openshift.com/full-cluster-part-2-protecting-nodes
   description: ''
@@ -56073,13 +58144,14 @@ https://blog.openshift.comfull-cluster-part-2-protecting-nodes:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779032231.96755
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:11.967550+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -56088,6 +58160,7 @@ https://blog.openshift.comfull-cluster-part-2-protecting-nodes:
   - docs/ocp3.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/full-cluster-part-2-protecting-nodes
 https://blog.openshift.comfull-cluster-part-3-capacity-management:
   title: full-cluster-part-3-capacity-management
   description: ''
@@ -56098,13 +58171,14 @@ https://blog.openshift.comfull-cluster-part-3-capacity-management:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779034131.379162
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:51.379162+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -56113,6 +58187,7 @@ https://blog.openshift.comfull-cluster-part-3-capacity-management:
   - docs/ocp3.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/full-cluster-part-3-capacity-management
 https://blog.openshift.comhelm-and-operators-on-openshift-part-1:
   title: 'blog.openshift.com: Helm and Operators on OpenShift, Part 1'
   description: ''
@@ -56131,6 +58206,7 @@ https://blog.openshift.comhelm-and-operators-on-openshift-part-1:
   last_checked: 1779031566.863239
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:06.863239+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -56155,13 +58231,14 @@ https://blog.openshift.comhelm-and-operators-on-openshift-part-2:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779029132.452395
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:32.452395+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -56175,6 +58252,7 @@ https://blog.openshift.comhelm-and-operators-on-openshift-part-2:
   v2_locations:
   - ocp4.md
   youtube_mosaic: {}
+  duplicate_of: https://blog.openshift.comhelm-and-operators-on-openshift-part-1
 https://blog.openshift.comintroduction-to-gitops-with-openshift:
   title: 'blog.openshift.com: Introduction to GitOps with OpenShift'
   description: ''
@@ -56193,6 +58271,7 @@ https://blog.openshift.comintroduction-to-gitops-with-openshift:
   last_checked: 1779032619.99221
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:39.992210+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -56226,6 +58305,7 @@ https://blog.openshift.comis-it-too-late-to-integrate-gitops:
   last_checked: 1779032549.446317
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:29.446317+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -56251,13 +58331,14 @@ https://blog.openshift.comkubernetes-federation-v2-on-openshift-3-11:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779034015.393153
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:06:55.393153+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -56266,6 +58347,7 @@ https://blog.openshift.comkubernetes-federation-v2-on-openshift-3-11:
   - docs/ocp3.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/kubernetes-federation-v2-on-openshift-3-11
 https://blog.openshift.comopenshift-hive-cluster-as-a-service:
   title: 'blog.openshift.com: openshift hive cluster as a service'
   description: ''
@@ -56284,6 +58366,7 @@ https://blog.openshift.comopenshift-hive-cluster-as-a-service:
   last_checked: 1779031510.397316
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:10.397316+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -56315,6 +58398,7 @@ https://blog.openshift.comusing-kubefed-to-deploy-applications-to-ocp3-and-ocp4-
   last_checked: 1779029992.719339
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:52.719339+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -56348,6 +58432,7 @@ https://blog.opstree.com/2021/06/21/a-comparison-between-various-container-orche
   last_checked: 1779029116.13538
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:16.135380+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -56379,6 +58464,7 @@ https://blog.opstree.com/2021/11/16/aws-secret-manager:
   last_checked: 1779031257.880813
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:57.880813+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -56412,6 +58498,7 @@ https://blog.overops.com/devops-vs-sre-whats-the-difference-between-them-and-whi
   last_checked: 1779029225.557723
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:05.557723+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -56447,6 +58534,7 @@ https://blog.ovhcloud.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -56477,6 +58565,7 @@ https://blog.palark.com/best-practices-for-deploying-highly-available-apps-in-ku
   last_checked: 1779030007.265103
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:07.265103+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -56496,13 +58585,14 @@ https://blog.palark.com/best-practices-for-deploying-highly-available-apps-in-ku
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: b11a9987e8e70e31dafcf4c2d0b4849d5e1d0fae9a94ee5a18d7cb50a483be0c
   health_score: 100.0
   last_checked: 1779030987.57398
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:27.573980+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -56511,6 +58601,7 @@ https://blog.palark.com/best-practices-for-deploying-highly-available-apps-in-ku
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://palark.com/blog/best-practices-kubernetes-part-1
 https://blog.palark.com/chaos-mesh-in-kubernetes:
   title: 'blog.palark.com: Attaining harmony of chaos in Kubernetes with Chaos Mesh'
   description: ''
@@ -56521,13 +58612,14 @@ https://blog.palark.com/chaos-mesh-in-kubernetes:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 85724c3f018168790d1c9436ca07509f4d7415a4cd2b6997ce52543bebcaa571
   health_score: 100.0
   last_checked: 1779031462.305421
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:22.305421+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -56536,6 +58628,7 @@ https://blog.palark.com/chaos-mesh-in-kubernetes:
   - docs/chaos-engineering.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://palark.com/blog/chaos-mesh-in-kubernetes
 https://blog.palark.com/comparing-ingress-controllers-for-kubernetes:
   title: 'blog.palark.com: Comparing Ingress controllers for Kubernetes'
   description: ''
@@ -56546,13 +58639,14 @@ https://blog.palark.com/comparing-ingress-controllers-for-kubernetes:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: d2872234c6d937b788cf4802a87047894c00ae1b0f5dd13d6ad6f1e0575af473
   health_score: 100.0
   last_checked: 1779032136.213078
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:36.213078+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -56561,6 +58655,7 @@ https://blog.palark.com/comparing-ingress-controllers-for-kubernetes:
   - docs/kubernetes-networking.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://palark.com/blog/comparing-ingress-controllers-for-kubernetes
 https://blog.palark.com/configmaps-in-kubernetes-how-they-work-and-what-you-should-remember:
   title: "blog.palark.com: ConfigMaps in Kubernetes: how they work and what you should'
     remember \U0001F31F"
@@ -56572,13 +58667,14 @@ https://blog.palark.com/configmaps-in-kubernetes-how-they-work-and-what-you-shou
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: c10ee371eb7b0bdeb4a24770c2b80ed805491874212b64e944f8204708922943
   health_score: 100.0
   last_checked: 1779030967.794026
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:07.794026+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -56587,6 +58683,7 @@ https://blog.palark.com/configmaps-in-kubernetes-how-they-work-and-what-you-shou
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://palark.com/blog/kubernetes-configmap-guide
 https://blog.palark.com/failure-stories-elasticsearch-migration-within-kubernetes:
   title: 'blog.palark.com: Failure stories #2. How to destroy Elasticsearch while''
     migrating it within Kubernetes'
@@ -56598,13 +58695,14 @@ https://blog.palark.com/failure-stories-elasticsearch-migration-within-kubernete
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: fea3b1d088ffe792d4087a4627051661fca68862f32ddada9d44906754f63335
   health_score: 100.0
   last_checked: 1779032787.052446
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:27.052446+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -56613,6 +58711,7 @@ https://blog.palark.com/failure-stories-elasticsearch-migration-within-kubernete
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://palark.com/blog/failure-stories-elasticsearch-migration-within-kubernetes
 https://blog.palark.com/kubernetes-services-interaction-monitoring-with-netflow:
   title: 'blog.palark.com: Service communication monitoring in Kubernetes with NetFlow'
   description: ''
@@ -56623,13 +58722,14 @@ https://blog.palark.com/kubernetes-services-interaction-monitoring-with-netflow:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 2c2c5d37bf809e0ced3d9bfa6aac00488551e9cb9ede17f460d16bbb813d02da
   health_score: 100.0
   last_checked: 1779032221.045834
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:01.045834+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -56638,6 +58738,7 @@ https://blog.palark.com/kubernetes-services-interaction-monitoring-with-netflow:
   - docs/kubernetes-monitoring.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://palark.com/blog/kubernetes-services-interaction-monitoring-with-netflow
 https://blog.palark.com/kubernetes-snaphots-usage:
   title: "blog.palark.com: Kubernetes snapshots: What are they and how to use them?'
     \U0001F31F"
@@ -56649,13 +58750,14 @@ https://blog.palark.com/kubernetes-snaphots-usage:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 91bcb37070c4a54dce3bd6d4dfb717e11e4e9242b4c0a7c45a78d5e0d6f5cd65
   health_score: 100.0
   last_checked: 1779031362.430727
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:42.430727+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -56664,6 +58766,7 @@ https://blog.palark.com/kubernetes-snaphots-usage:
   - docs/kubernetes-backup-migrations.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://palark.com/blog/kubernetes-snaphots-usage
 https://blog.palark.com/okteto-cloud-for-local-development-in-kubernetes:
   title: 'blog.palark.com: Okteto Cloud as another way for local development in Kubernetes'
   description: ''
@@ -56674,13 +58777,14 @@ https://blog.palark.com/okteto-cloud-for-local-development-in-kubernetes:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 896b3e485b2707e5260dc6bc67d34548175f61426db6c7e6a50764d2f1c60667
   health_score: 100.0
   last_checked: 1779031721.435769
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:41.435769+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -56689,6 +58793,7 @@ https://blog.palark.com/okteto-cloud-for-local-development-in-kubernetes:
   - docs/kubernetes-based-devel.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://palark.com/blog/okteto-cloud-for-local-development-in-kubernetes
 https://blog.palark.com/tag/kubernetes:
   title: blog.palark.com
   description: ''
@@ -56699,13 +58804,14 @@ https://blog.palark.com/tag/kubernetes:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: ce7431c7413501cd5372b177266d1483268d5b803196d04200f4592f5afbfb18
   health_score: 100.0
   last_checked: 1779032978.894886
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:38.894886+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -56714,6 +58820,7 @@ https://blog.palark.com/tag/kubernetes:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://palark.com/blog/tag/kubernetes
 https://blog.paloaltonetworks.com/2020/10/cloud-iam-misconfiguration-risks:
   title: 'paloaltonetworks.com: Is Your Organization Protected Against IAM Misconfiguration''
     Risks?'
@@ -56725,13 +58832,14 @@ https://blog.paloaltonetworks.com/2020/10/cloud-iam-misconfiguration-risks:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 55532c0c4d7d574b8ff3f08fa2013fc5edb6e3718fe5b20a18d2ba11c6a9b160
   health_score: 100.0
   last_checked: 1779033845.608762
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:04:05.608762+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -56740,6 +58848,7 @@ https://blog.paloaltonetworks.com/2020/10/cloud-iam-misconfiguration-risks:
   - docs/devsecops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.paloaltonetworks.com/blog/2020/10/cloud-iam-misconfiguration-risks
 https://blog.pandorafms.org/network-commands:
   title: 'blog.pandorafms.org: Useful Network commands'
   description: ''
@@ -56758,6 +58867,7 @@ https://blog.pandorafms.org/network-commands:
   last_checked: 1779030339.715828
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:39.715828+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -56792,6 +58902,7 @@ https://blog.pipetail.io/posts/2020-05-04-most-common-mistakes-k8s:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -56824,6 +58935,7 @@ https://blog.pixielabs.ai/hybrid-architecture/hybrid-architecture:
   last_checked: 1779031799.978663
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:59.978663+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -56857,6 +58969,7 @@ https://blog.plasticscm.com/2018/09/add-mergebot-to-your-repo.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -56887,6 +59000,7 @@ https://blog.polymatic.systems/service-mesh-wars-goodbye-istio-b047d9e533c7:
   last_checked: 1779032549.425271
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:29.425271+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -56919,6 +59033,7 @@ https://blog.postman.com/capture-responses-using-the-postman-proxy:
   last_checked: 1781430038.528058
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:40:38.528058+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -56954,6 +59069,7 @@ https://blog.postman.com/how-to-choose-between-rest-vs-graphql-vs-grpc-vs-soap:
   last_checked: 1781430036.337566
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:40:36.337566+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -56990,6 +59106,7 @@ https://blog.postman.com/introducing-secret-variable-type-in-postman:
   last_checked: 1781432158.627616
   needs_ai_refresh: false
   discovered_at: '2026-06-14T12:15:58.627616+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -57026,6 +59143,7 @@ https://blog.postman.com/matrix-postman-internal-tool-microservices:
   last_checked: 1781429917.985719
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:38:37.985719+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -57061,6 +59179,7 @@ https://blog.postman.com/postman-first-5-things-to-try:
   last_checked: 1781429918.934791
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:38:38.934791+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -57096,6 +59215,7 @@ https://blog.postman.com/postmans-proxy-now-fully-supports-https-endpoints:
   last_checked: 1781429917.058609
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:38:37.058609+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -57128,6 +59248,7 @@ https://blog.postman.com/what-is-platformops:
   last_checked: 1781430173.061495
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:42:53.061495+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -57159,6 +59280,7 @@ https://blog.powerupcloud.com/2016/02/07/aws-inventory-details-in-csv-using-lamb
   last_checked: 1779031564.036952
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:04.036952+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -57192,6 +59314,7 @@ https://blog.pragmaticengineer.com/advice-for-tech-workers-to-navigate-a-heated-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -57227,6 +59350,7 @@ https://blog.pragmaticengineer.com/project-management-at-big-tech:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -57259,6 +59383,7 @@ https://blog.pragmaticengineer.com/typical-migration-approaches:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -57292,6 +59417,7 @@ https://blog.programster.org/docker-swarm-cheatsheet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -57325,6 +59451,7 @@ https://blog.purestorage.com/stateful-kubernetes-pure-service-orchestrator-konte
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -57357,6 +59484,7 @@ https://blog.px.dev/autoscaling-custom-k8s-metric:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -57389,6 +59517,7 @@ https://blog.px.dev/container-filesystems:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -57422,6 +59551,7 @@ https://blog.px.dev/etcd-6-tips:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -57454,6 +59584,7 @@ https://blog.px.dev/k8s-operator:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -57477,13 +59608,14 @@ https://blog.rabbitmq.com/posts/2021/07/rabbitmq-streams-first-application:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 14c29a2777e5a6b1611d378fda6c0d6fbe0e629b4e3903f1d4d6d57d1221527c
   health_score: 100.0
   last_checked: 1779031552.802685
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:52.802685+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -57492,6 +59624,7 @@ https://blog.rabbitmq.com/posts/2021/07/rabbitmq-streams-first-application:
   - docs/message-queue.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.rabbitmq.com/blog/2021/07/19/rabbitmq-streams-first-application
 https://blog.rackspace.com/patch-and-ami-management-for-windows-on-aws:
   title: 'blog.rackspace.com: Patch and AMI Management for Windows on AWS'
   description: ''
@@ -57511,6 +59644,7 @@ https://blog.rackspace.com/patch-and-ami-management-for-windows-on-aws:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -57543,6 +59677,7 @@ https://blog.radwell.codes/2021/05/best-kubernetes-distribution-for-local-enviro
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -57576,6 +59711,7 @@ https://blog.radwell.codes/2021/05/provisioning-single-node-kubernetes-cluster-u
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -57608,6 +59744,7 @@ https://blog.ratnopamc.com/reduce-cross-az-traffic-costs-on-eks-using-topology-a
   last_checked: 1779029565.298302
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:45.298302+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -57642,6 +59779,7 @@ https://blog.realkinetic.com/its-time-to-retire-terraform-30545fd5f186:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -57674,6 +59812,7 @@ https://blog.redbrickai.com/blog-posts/fast-meta-sam-for-medical-imaging:
   last_checked: 1779031473.626769
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:33.626769+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -57705,6 +59844,7 @@ https://blog.rewanthtammana.com/creating-malicious-admission-controllers:
   last_checked: 1779033019.564181
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:19.564181+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -57737,6 +59877,7 @@ https://blog.rewanthtammana.com/hardening-kaniko-build-process-with-linux-capabi
   last_checked: 1779029118.736586
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:18.736586+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -57769,6 +59910,7 @@ https://blog.risingstack.com/argo-cd-kubernetes-tutorial:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -57804,6 +59946,7 @@ https://blog.risingstack.com/designing-microservices-architecture-for-failure:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -57834,6 +59977,7 @@ https://blog.robertsimoes.org/posts/four-wings-of-software-engineers:
   last_checked: 1779034238.078128
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:38.078128+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -57866,6 +60010,7 @@ https://blog.rtwilson.com/my-top-5-new-python-modules-of-2015:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2015-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -57896,6 +60041,7 @@ https://blog.rubyroidlabs.com/2016/04/postgresql-9-5:
   last_checked: 1779030824.548869
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:44.548869+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -57927,6 +60073,7 @@ https://blog.runx.dev/3-things-i-hate-about-kubernetes-49f1656baeaa:
   last_checked: 1779029988.696614
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:48.696614+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -57958,6 +60105,7 @@ https://blog.runx.dev/5-common-kubernetes-mistakes-and-how-to-avoid-them-150607b
   last_checked: 1779029165.338298
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:05.338298+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -57990,6 +60138,7 @@ https://blog.runx.dev/will-that-kubernetes-v1-22-upgrade-break-my-application-cc
   last_checked: 1779030440.212708
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:20.212708+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -58021,6 +60170,7 @@ https://blog.scaleway.com/how-to-deploy-and-distribute-the-workload-on-a-multi-c
   last_checked: 1779032256.047301
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:36.047301+02:00'
+  last_ai_eval: null
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@@ -58040,13 +60190,14 @@ https://blog.scaleway.com/saas-multi-tenant-vs-multi-instance-architectures:
   resource_type: null
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   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
   last_checked: 1779032729.14055
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:29.140550+02:00'
+  last_ai_eval: null
   company: null
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@@ -58056,6 +60207,7 @@ https://blog.scaleway.com/saas-multi-tenant-vs-multi-instance-architectures:
   - docs/scaleway.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.scaleway.com/en/blog/saas-multi-tenant-vs-multi-instance-architectures
 https://blog.scaleway.com/understanding-kubernetes-autoscaling:
   title: 'blog.scaleway.com: Understanding Kubernetes Autoscaling'
   description: ''
@@ -58066,13 +60218,14 @@ https://blog.scaleway.com/understanding-kubernetes-autoscaling:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
   last_checked: 1779032556.789993
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:36.789993+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -58081,6 +60234,7 @@ https://blog.scaleway.com/understanding-kubernetes-autoscaling:
   - docs/kubernetes-autoscaling.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://thinksys.com/devops/kubernetes-autoscaling
 https://blog.scottlowe.org/2016/03/22/using-docker-machine-with-aws:
   title: Using Docker Machine with AWS
   description: ''
@@ -58102,6 +60256,7 @@ https://blog.scottlowe.org/2016/03/22/using-docker-machine-with-aws:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -58135,6 +60290,7 @@ https://blog.scottlowe.org/2020/06/16/using-kubectl-via-an-ssh-tunnel:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -58166,6 +60322,7 @@ https://blog.scrumstudy.com/scrum-and-kanban-alike-or-different-2:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -58197,6 +60354,7 @@ https://blog.searce.com/devtron-one-stop-shop-for-all-kubernetes-deployments-6f1
   last_checked: 1779031927.481251
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:32:07.481251+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -58230,6 +60388,7 @@ https://blog.searce.com/jenkins-distributed-cluster-using-dynamic-build-agents-o
   last_checked: 1779029267.784081
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:47.784081+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -58262,6 +60421,7 @@ https://blog.searce.com/optimize-cost-for-aws-eks-cluster-using-spotinst-ffcebe8
   last_checked: 1779029826.436316
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:57:06.436316+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -58294,6 +60454,7 @@ https://blog.searce.com/single-pod-access-mode-for-persistent-volumes-on-kuberne
   last_checked: 1779031329.081012
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:09.081012+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -58325,6 +60486,7 @@ https://blog.searce.com/transform-kubernetes-manifests-into-helm-chart-f3d100688
   last_checked: 1779029377.751506
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:37.751506+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -58359,6 +60521,7 @@ https://blog.seifbassem.com/blogs/posts/azure-arc-ssh:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -58389,6 +60552,7 @@ https://blog.seifbassem.com/blogs/posts/azure-naming-tool:
   last_checked: 1779130494.932962
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.932962+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -58415,6 +60579,7 @@ https://blog.shippable.com/how-to-be-a-great-devops-engineer:
   last_checked: 1779033476.823625
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:56.823625+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -58448,6 +60613,7 @@ https://blog.shreyaspatil.dev/automate-library-publishing-to-maven-central-with-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -58480,6 +60646,7 @@ https://blog.sighup.io/an-introduction-to-hierarchical-namespace-controller-hnc:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -58511,6 +60678,7 @@ https://blog.sighup.io/how-to-run-kubernetes-without-docker:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -58543,6 +60711,7 @@ https://blog.sighup.io/keycloak-ha-on-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -58577,6 +60746,7 @@ https://blog.sigstore.dev/how-to-verify-container-images-with-kyverno-using-kms-
   last_checked: 1779031422.591946
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:23:42.591946+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -58611,6 +60781,7 @@ https://blog.siliconvalve.com/posts/2024/02/06/analysing-git-commit-history-usin
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -58645,6 +60816,7 @@ https://blog.sixeyed.com/you-cant-always-have-kubernetes-running-containers-in-a
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -58676,6 +60848,7 @@ https://blog.sldk.de/2021/02/introduction-to-gitops-on-kubernetes-with-flux-v2:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -58708,6 +60881,7 @@ https://blog.slycreator.com/network-policies-understanding-kubernetes-network-po
   last_checked: 1779034372.777536
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:52.777536+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -58731,13 +60905,14 @@ https://blog.sonatype.com/achieving-ci/cd-with-kubernetes:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 8a9f4e9111c40252f87cc0d63dad277be6dd8d40f780a6056eec61a75a219459
   health_score: 100.0
   last_checked: 1779032163.393875
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:03.393875+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -58746,6 +60921,7 @@ https://blog.sonatype.com/achieving-ci/cd-with-kubernetes:
   - docs/cicd.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sonatype.com/blog/achieving-ci/cd-with-kubernetes
 https://blog.sonatype.com/new-cloud-native-ci/cd-projects-openshift-and-tekton:
   title: CI/CD OpenShift and Tekton
   description: ''
@@ -58756,13 +60932,14 @@ https://blog.sonatype.com/new-cloud-native-ci/cd-projects-openshift-and-tekton:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 5e8e23b3064531a9a1a80b25d4f3246e1fc02fa2deb596d3c30ffff686d0f881
   health_score: 100.0
   last_checked: 1779032820.380788
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:00.380788+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -58771,6 +60948,7 @@ https://blog.sonatype.com/new-cloud-native-ci/cd-projects-openshift-and-tekton:
   - docs/jenkins-alternatives.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sonatype.com/blog/new-cloud-native-ci/cd-projects-openshift-and-tekton
 https://blog.sonatype.com/python-packages-upload-your-aws-keys-env-vars-secrets-to-web:
   title: 'blog.sonatype.com: Python Packages Upload Your AWS Keys, env vars, Secrets''
     to the Web'
@@ -58782,13 +60960,14 @@ https://blog.sonatype.com/python-packages-upload-your-aws-keys-env-vars-secrets-
   resource_type: null
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   is_microservice: false
-  status: online
+  status: duplicate
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@@ -58797,6 +60976,7 @@ https://blog.sonatype.com/python-packages-upload-your-aws-keys-env-vars-secrets-
   - docs/devsecops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sonatype.com/blog/python-packages-upload-your-aws-keys-env-vars-secrets-to-web
 https://blog.sonatype.com/using-nexus-3-as-your-repository-part-3-docker-images:
   title: "blog.sonatype.com: Using Nexus 3 as Your Repository – Part 3: Docker Images'
     \U0001F31F"
@@ -58808,13 +60988,14 @@ https://blog.sonatype.com/using-nexus-3-as-your-repository-part-3-docker-images:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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@@ -58823,6 +61004,7 @@ https://blog.sonatype.com/using-nexus-3-as-your-repository-part-3-docker-images:
   - docs/registries.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sonatype.com/blog/using-sonatype-nexus-repository-3-part-3-docker-images
 ? https://blog.sonnes.cloud/introducing-azure-devops-backup-tool-1-1-0-0-major-update-with-new-features-bug-fixes-and-enhanced-security
 : title: 'blog.sonnes.cloud: Introducing Azure DevOps Backup Tool 1.1.0.0: Major update
     with new features, bug fixes and enhanced security!'
@@ -58844,6 +61026,7 @@ https://blog.sonatype.com/using-nexus-3-as-your-repository-part-3-docker-images:
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@@ -58876,6 +61059,7 @@ https://blog.stack-labs.com/code/kustomize-101:
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+  last_ai_eval: null
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   needs_ai_refresh: false
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@@ -58935,13 +61120,14 @@ https://blog.stack-labs.com/code/kustomize-101:
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   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:11:20.210477+02:00'
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   v2_locations:
   - managed-kubernetes-in-public-cloud.md
   youtube_mosaic: {}
+  duplicate_of: https://blog.stackademic.com/advanced-end-to-end-devsecops-kubernetes-three-tier-project-using-aws-eks-argocd-prometheus-fbbfdb956d1a
 https://blog.stackademic.com/create-the-aws-eks-cluster-with-a-managed-node-group-using-custom-launch-templates-185744a0cc79:
   title: 'blog.stackademic.com: Create the AWS EKS Cluster with a Managed Node Group''
     Using Custom Launch Templates'
@@ -58975,6 +61162,7 @@ https://blog.stackademic.com/create-the-aws-eks-cluster-with-a-managed-node-grou
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   needs_ai_refresh: false
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   last_checked: 1779034030.746496
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:10.746496+02:00'
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:00.183212+02:00'
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:10.122361+02:00'
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   needs_ai_refresh: false
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-  status: online
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@@ -59398,6 +61599,7 @@ https://blog.t-systems-mms.com/tech-insights/ansible-lets-encrypt-collection:
   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.telekom-mms.com/blog
 https://blog.tanmaysarkar.tech/beginners-guide-to-argo-cd:
   title: '==blog.tanmaysarkar.tech: Beginners Guide to Argo CD=='
   description: ''
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   needs_ai_refresh: true
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   geo_region: null
   hierarchy:
@@ -60587,6 +62826,7 @@ https://blog.workwell.io/how-to-manage-your-kafka-consumers-from-the-producer-99
   last_checked: 1779031307.026818
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:21:47.026818+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -60611,13 +62851,14 @@ https://blog.wut.dev/2024/07/05/moving-aws-accounts-within-organization.html:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 1a4a0d6f11e5833347a5e4649288c405798b2a3837482ee499b9e2cf18aefe94
   health_score: 100.0
   last_checked: 1779033595.012889
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:55.012889+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -60626,6 +62867,7 @@ https://blog.wut.dev/2024/07/05/moving-aws-accounts-within-organization.html:
   - docs/aws-security.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://wut.dev/blog/2024/07/05/moving-aws-accounts-within-organization.html
 https://blog.xmi.fr/posts/terraform-vs-bicep:
   title: "blog.xmi.fr: Terraform vs Bicep: the differences you should really know
     \U0001F31F"
@@ -60646,6 +62888,7 @@ https://blog.xmi.fr/posts/terraform-vs-bicep:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -60678,6 +62921,7 @@ https://blog.xolo.io/es/es-rentable-ser-aut%C3%B3nomo-en-espa%C3%B1a:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -60710,6 +62954,7 @@ https://blog.yannickreekmans.be/secretless-applications-add-permissions-to-a-man
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -60745,6 +62990,7 @@ https://blog.ycrash.io/2021/06/28/dmesg-unix-linux-command-beginners-introductio
   last_checked: 1779029952.256176
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:12.256176+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -60779,6 +63025,7 @@ https://blog.yugabyte.com/are-stored-procedures-and-triggers-anti-patterns-in-th
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -60824,6 +63071,7 @@ https://blog.yugabyte.com/highly-available-prometheus-metrics-for-distributed-sq
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -60856,6 +63104,7 @@ https://blog.zelarsoft.com/website-monitoring-by-using-prometheus-blackbox-expor
   last_checked: 1779030982.676634
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:22.676634+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -60890,6 +63139,7 @@ https://blogit.create.pt/miguelisidoro/2019/01/07/pros-and-cons-of-single-tenant
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -60913,13 +63163,14 @@ https://blogopenshift.com/full-cluster-capacity-management-monitoring-openshift:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779029163.342516
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:03.342516+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -60928,6 +63179,7 @@ https://blogopenshift.com/full-cluster-capacity-management-monitoring-openshift:
   - docs/ocp3.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/full-cluster-capacity-management-monitoring-openshift
 https://blogopenshift.com/how-full-is-my-cluster-part-4-right-sizing-pods-with-vertical-pod-autoscaler:
   title: blog.openshift.comhow-full-is-my-cluster-part-4-right-sizing-pods-with-vertical-pod-autoscaler
   description: ''
@@ -60945,6 +63197,7 @@ https://blogopenshift.com/how-full-is-my-cluster-part-4-right-sizing-pods-with-v
   last_checked: 1779033030.202348
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:30.202348+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -60964,13 +63217,14 @@ https://blogopenshift.com/openshift-authentication-integration-with-argocd:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779031979.574529
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:32:59.574529+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -60986,6 +63240,7 @@ https://blogopenshift.com/openshift-authentication-integration-with-argocd:
   - gitops.md
   - ocp3.md
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/openshift-authentication-integration-with-argocd
 https://blogs.akamai.com/2012/07/spdy-and-websocket-support-at-akamai.html:
   title: SPDY and WebSocket Support at Akamai
   description: ''
@@ -61004,6 +63259,7 @@ https://blogs.akamai.com/2012/07/spdy-and-websocket-support-at-akamai.html:
   last_checked: 1779031440.046271
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:00.046271+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -61036,6 +63292,7 @@ https://blogs.aws.amazon.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -61058,13 +63315,14 @@ https://blogs.aws.amazon.com/application-management:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: a9948712727a9cf51681e94710a6d3d8ae0f41dde4878fff237aa9758c60dcd5
   health_score: 100.0
   last_checked: 1779032728.833645
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:28.833645+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -61073,6 +63331,7 @@ https://blogs.aws.amazon.com/application-management:
   - docs/aws-devops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://aws.amazon.com/blogs/devops
 ? https://blogs.aws.amazon.com/application-management/post/Tx3PE3JTSVJSFI7/AWS-CodeDeploy-Deploying-from-a-Development-Account-to-a-Production-Account
 : title: null
   description: null
@@ -61091,6 +63350,7 @@ https://blogs.aws.amazon.com/application-management:
   last_checked: 1779030413.487912
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:06:53.487912+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -61114,13 +63374,14 @@ https://blogs.aws.amazon.com/application-management/post/TxMJROUIFQZ4HS/Setting-
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 9985b1cbd2149c493c144c55ac2e9fe6985860cdb08bfce86d099d2478dc639d
   health_score: 100.0
   last_checked: 1779030348.371069
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:48.371069+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -61129,6 +63390,7 @@ https://blogs.aws.amazon.com/application-management/post/TxMJROUIFQZ4HS/Setting-
   - docs/aws-devops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://aws.amazon.com/blogs/devops/setting-up-the-jenkins-plugin-for-aws-codedeploy
 https://blogs.aws.amazon.com/bigdata:
   title: blogs.aws.amazon.com/bigdata
   description: ''
@@ -61148,6 +63410,7 @@ https://blogs.aws.amazon.com/bigdata:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -61178,6 +63441,7 @@ https://blogs.aws.amazon.com/bigdata/post/Tx2D93GZRHU3TES/Using-Spark-SQL-for-ET
   last_checked: 1779032108.625148
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:35:08.625148+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -61210,6 +63474,7 @@ https://blogs.aws.amazon.com/security:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -61240,6 +63505,7 @@ https://blogs.aws.amazon.com/security:
   last_checked: 1779032114.449318
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:35:14.449318+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -61271,6 +63537,7 @@ https://blogs.aws.amazon.com/security:
   last_checked: 1779033047.34911
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:47.349110+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -61302,6 +63569,7 @@ https://blogs.aws.amazon.com/security:
   last_checked: 1779030578.134209
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:09:38.134209+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -61326,13 +63594,14 @@ https://blogs.aws.amazon.com/security/post/Tx223ZW25YRPRKV/How-to-Use-AWS-WAF-to
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 3aa4e5aaf762af32599062728ae737d242af23318b4e172be958f0a4c3939b6d
   health_score: 100.0
   last_checked: 1779030740.21899
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:20.218990+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -61346,6 +63615,7 @@ https://blogs.aws.amazon.com/security/post/Tx223ZW25YRPRKV/How-to-Use-AWS-WAF-to
   v2_locations:
   - aws-security.md
   youtube_mosaic: {}
+  duplicate_of: https://blogs.aws.amazon.com/security/post/Tx1G747SE1R2ZWE/How-to-Reduce-Security-Threats-and-Operating-Costs-Using-AWS-WAF-and-Amazon-Clou
 ? https://blogs.aws.amazon.com/security/post/Tx2CGWIB8SBYW2J/How-to-Use-SAML-to-Automatically-Direct-Federated-Users-to-a-Specific-AWS-Manage
 : title: null
   description: null
@@ -61364,6 +63634,7 @@ https://blogs.aws.amazon.com/security/post/Tx223ZW25YRPRKV/How-to-Use-AWS-WAF-to
   last_checked: 1779030609.01398
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:10:09.013980+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -61395,6 +63666,7 @@ https://blogs.aws.amazon.com/security/post/Tx2N52FR8XGJVL3/The-Most-Viewed-AWS-S
   last_checked: 1779033765.583514
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:02:45.583514+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -61426,6 +63698,7 @@ https://blogs.aws.amazon.com/security/post/Tx2OB7YGHMB7WCM/Adhere-to-IAM-Best-Pr
   last_checked: 1779032818.01156
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:46:58.011560+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -61457,6 +63730,7 @@ https://blogs.aws.amazon.com/security/post/Tx2OB7YGHMB7WCM/Adhere-to-IAM-Best-Pr
   last_checked: 1779030806.199815
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:13:26.199815+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -61488,6 +63762,7 @@ https://blogs.aws.amazon.com/security/post/Tx3PTTZB14FWPBA/Announcing-Industry-B
   last_checked: 1779030022.739431
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:00:22.739431+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -61519,6 +63794,7 @@ https://blogs.aws.amazon.com/security/post/Tx4QX7W51NDSLO/The-Most-Popular-AWS-S
   last_checked: 1779030479.33151
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:07:59.331510+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -61550,6 +63826,7 @@ https://blogs.aws.amazon.com/security/post/Tx6QAIBSQTJPHB/Updated-Whitepaper-Ava
   last_checked: 1779029993.073173
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:59:53.073173+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -61581,6 +63858,7 @@ https://blogs.aws.amazon.com/security/post/TxK5WUJK3DG9G8/How-to-Restrict-Amazon
   last_checked: 1779034229.462037
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:10:29.462037+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -61612,6 +63890,7 @@ https://blogs.aws.amazon.com/security/post/TxLEHNNDPUFDU9/Automated-Reasoning-an
   last_checked: 1779031107.373092
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:18:27.373092+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -61636,13 +63915,14 @@ https://blogs.elconfidencial.com/deportes/tribuna/2022-08-03/alpine-aston-martin
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 37fc0bb2e812f572629a4ca2c4f9a66aa7b1d86a6858c77940136f11f366216d
   health_score: 100.0
   last_checked: 1779031424.35947
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:44.359470+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -61651,6 +63931,7 @@ https://blogs.elconfidencial.com/deportes/tribuna/2022-08-03/alpine-aston-martin
   - docs/recruitment.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.elconfidencial.com/deportes/tribuna/2022-08-03/alpine-aston-martin-lawrence-stroll-luca-de-meo_3470693
 https://blogs.elconfidencial.com/tecnologia/tribuna/2021-06-02/talento-informatica-startups-silicon-valley-google_3112087:
   title: 'blogs.elconfidencial.com: El talento atrofiado: por quΓ© en EspaΓ±a escasean''
     los profesionales de alto nivel'
@@ -61662,13 +63943,14 @@ https://blogs.elconfidencial.com/tecnologia/tribuna/2021-06-02/talento-informati
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 253202836a82403c4ed6341886eecdeb295bd9aca79b11b2cd8592789d58c505
   health_score: 100.0
   last_checked: 1779031187.104161
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:47.104161+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -61677,6 +63959,7 @@ https://blogs.elconfidencial.com/tecnologia/tribuna/2021-06-02/talento-informati
   - docs/recruitment.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.elconfidencial.com/tecnologia/tribuna/2021-06-02/talento-informatica-startups-silicon-valley-google_3112087
 https://blogs.elconfidencial.com/tecnologia/tribuna/2022-02-12/productividad-tecnologia-startups-apps_3373786:
   title: 'blogs.elconfidencial.com: Los espaΓ±oles somos mΓ‘s improductivos que nunca''
     y el problema no es de los empleados'
@@ -61688,13 +63971,14 @@ https://blogs.elconfidencial.com/tecnologia/tribuna/2022-02-12/productividad-tec
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: ce9bae6189aa3e2d1249ef9aa45e8cf854dbb05ad01574222b8ae04ade49919f
   health_score: 100.0
   last_checked: 1779032583.806881
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:03.806881+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -61703,6 +63987,7 @@ https://blogs.elconfidencial.com/tecnologia/tribuna/2022-02-12/productividad-tec
   - docs/project-management-methodology.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.elconfidencial.com/tecnologia/tribuna/2022-02-12/productividad-tecnologia-startups-apps_3373786
 https://blogs.gartner.com/cameron_haight/2014/10/13/getting-your-arms-around-devops-devops-patterns-and-practices:
   title: null
   description: null
@@ -61720,6 +64005,7 @@ https://blogs.gartner.com/cameron_haight/2014/10/13/getting-your-arms-around-dev
   last_checked: 1779031720.544391
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:40.544391+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -61748,6 +64034,7 @@ https://blogs.letusdevops.com/p/how-much-programming-should-i-know:
   last_checked: 1779029594.216214
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:14.216214+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -61771,13 +64058,14 @@ https://blogs.msdn.microsoft.com/pythonengineering:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 9c37f998ef636a86b49d0894583ca4e2c457cdda7628c60aaa751ed14678d40d
   health_score: 100.0
   last_checked: 1779031693.959074
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:13.959074+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -61786,6 +64074,7 @@ https://blogs.msdn.microsoft.com/pythonengineering:
   - docs/python.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://devblogs.microsoft.com/python
 https://blogs.mulesoft.com/dev/api-dev/apis-versus-web-services:
   title: 'mulesoft.com: APIs versus web services'
   description: ''
@@ -61804,6 +64093,7 @@ https://blogs.mulesoft.com/dev/api-dev/apis-versus-web-services:
   last_checked: 1779033038.211983
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:38.211983+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -61835,6 +64125,7 @@ https://blogs.mulesoft.com/dev/resources-dev/k8s-kubernetes:
   last_checked: 1779031568.465643
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:08.465643+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -61866,6 +64157,7 @@ https://blogs.nakam.org/what-happens-when-k8s-edition:
   last_checked: 1779031302.140064
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:21:42.140064+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -61899,6 +64191,7 @@ https://blogs.opentext.com/understanding-kubernetes-within-containers:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -61929,6 +64222,7 @@ https://blogs.oracle.com/cloud-infrastructure/announcing-private-kubernetes-clus
   last_checked: 1779029466.486799
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:06.486799+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -61959,6 +64253,7 @@ https://blogs.oracle.com/cloud-infrastructure/post/introducing-free-java-license
   last_checked: 1779033942.673837
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:42.673837+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -61986,6 +64281,7 @@ https://blogs.oracle.com/maa/post/oracle-rac-on-docker-now-with-full-production-
   last_checked: 1779031497.100315
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:57.100315+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -62019,6 +64315,7 @@ https://blogs.oracle.com/oracleuniversity/post/hands-on-labs-oci-training:
   last_checked: 1779031696.595017
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:16.595017+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -62051,6 +64348,7 @@ https://blogs.sap.com/2020/10/18/continuous-quality-using-plugins-and-jenkins-ab
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -62082,6 +64380,7 @@ https://blogs.sap.com/2020/10/22/ci-cd-tools-for-sap-cloud-platform-abap-environ
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -62114,6 +64413,7 @@ https://blogs.sap.com/2021/05/06/decentralized-gitops-over-environments:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -62146,6 +64446,7 @@ https://blogs.sap.com/2021/07/04/cloud-integration-with-commerce-azure-blob-stor
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -62180,6 +64481,7 @@ https://blogs.sap.com/2021/07/29/sap-cloud-integration-automated-testing-using-j
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -62214,6 +64516,7 @@ https://blogs.sap.com/2021/12/13/a-practical-guide-to-devops-for-sap-erp:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -62239,13 +64542,14 @@ https://blogs.sap.com/2021/12/26/cloud-integration-with-commerce-azure-blob-stor
   resource_type: Article
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -62258,6 +64562,7 @@ https://blogs.sap.com/2021/12/26/cloud-integration-with-commerce-azure-blob-stor
   v2_locations:
   - demos.md
   youtube_mosaic: {}
+  duplicate_of: https://blogs.sap.com/2021/07/04/cloud-integration-with-commerce-azure-blob-storage-using-rest-api
 https://blogs.splunk.com/2016/06/22/aws-video:
   title: null
   description: null
@@ -62276,6 +64581,7 @@ https://blogs.splunk.com/2016/06/22/aws-video:
   last_checked: 1779029341.269407
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:01.269407+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -62300,13 +64606,14 @@ https://blogs.vmware.com/management/2020/06/devops-culture.html:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 689ba7cff08abd990c9a8544a843a9b9e79830ba1a9c199231bb8e184e45891e
   health_score: 100.0
   last_checked: 1779032785.704169
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:25.704169+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -62320,6 +64627,7 @@ https://blogs.vmware.com/management/2020/06/devops-culture.html:
     proposed_url: NONE
     reason: 'High-Value Protection: generic_redirect_loss'
     timestamp: '2026-05-18T18:54:54.960226'
+  duplicate_of: https://blogs.vmware.com/vsphere/2019/08/introducing-project-pacific.html
 https://blogs.vmware.com/networkvirtualization/2020/03/vmware-tanzu-service-mesh-built-on-vmware-nsx-is-now-available.html:
   title: 'blogs.vmware.com: VMware Tanzu Service Mesh, built on VMware NSX is Now
     Available!'
@@ -62341,6 +64649,7 @@ https://blogs.vmware.com/networkvirtualization/2020/03/vmware-tanzu-service-mesh
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -62374,6 +64683,7 @@ https://blogs.vmware.com/vov/2018/08/06/how-to-deconstruct-a-monolith-using-micr
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -62406,6 +64716,7 @@ https://blogs.vmware.com/vsphere/2019/08/introducing-project-pacific.html:
   last_checked: 1779031559.545907
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:59.545907+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -62440,6 +64751,7 @@ https://blogs.windows.com/msedgedev/2020/10/01/microsoft-edge-tools-vscode:
   last_checked: 1779034237.942284
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:37.942284+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -62474,6 +64786,7 @@ https://bloo.media/blog/producto-minimo-viable-mvp:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -62506,6 +64819,7 @@ https://blue-clouds.com/category/study-guide:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -62537,6 +64851,7 @@ https://bootcamp.uxdesign.cc/a-quick-win-to-prepare-for-every-meeting-using-temp
   last_checked: 1779034030.855042
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:10.855042+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -62568,6 +64883,7 @@ https://bootcamp.uxdesign.cc/popular-tech-stack-for-startups-in-2022-f3b53f50c18
   last_checked: 1779032974.984193
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:34.984193+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -62599,6 +64915,7 @@ https://boozangfromthetrenches.com/root-cause-analysis-in-test-automation/9:
   last_checked: 1779031181.294317
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:41.294317+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -62632,6 +64949,7 @@ https://bors.tech:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -62664,6 +64982,7 @@ https://botkube.io:
   last_checked: 1779130495.015865
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.015865+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -62699,6 +65018,7 @@ https://boxunix.com/2020/05/15/a-better-way-of-organizing-your-kubernetes-manife
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -62732,6 +65052,7 @@ https://boxunix.com/2022/02/05/developers-guide-to-writing-a-good-helm-chart:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -62765,6 +65086,7 @@ https://bqstack.com/b/detail/109:
   last_checked: 1779029161.513057
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:01.513057+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -62795,6 +65117,7 @@ https://bqstack.com/blog/monitoring-application-using-elastic-apm:
   last_checked: 1779130494.921789
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.921789+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -62823,6 +65146,7 @@ https://braindose.blog/2020/03/18/4-key-characteristics-of-gitops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -62856,6 +65180,7 @@ https://bravenewgeek.com/the-observability-pipeline:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -62879,13 +65204,14 @@ https://brennerm.github.io/posts/k8s-operators-with-python-part-1.html:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: cc5be0c4145665ff21c584e3ac68459e235a48d1fcf44cb7e9e349010d39f3ab
   health_score: 100.0
   last_checked: 1779032640.092958
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:00.092958+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -62894,6 +65220,7 @@ https://brennerm.github.io/posts/k8s-operators-with-python-part-1.html:
   - docs/kubernetes-operators-controllers.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://shipit.dev/posts/k8s-operators-with-python-part-1.html
 https://brennerm.github.io/posts/kubernetes-overview-diagrams.html:
   title: "brennerm.github.io: Kubernetes Overview Diagrams \U0001F31F"
   description: ''
@@ -62904,13 +65231,14 @@ https://brennerm.github.io/posts/kubernetes-overview-diagrams.html:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: b563ca9cbdec756f611652d334383c490e4bfd94fb3fc105a9aa5296b174df67
   health_score: 100.0
   last_checked: 1779030604.931344
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:04.931344+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -62919,6 +65247,7 @@ https://brennerm.github.io/posts/kubernetes-overview-diagrams.html:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://shipit.dev/posts/kubernetes-overview-diagrams.html
 https://brennerm.github.io/posts/setting-up-eks-with-irsa-using-terraform.html:
   title: 'brennerm.github.io: Setting up an EKS cluster with IAM/IRSA integration'
   description: ''
@@ -62929,13 +65258,14 @@ https://brennerm.github.io/posts/setting-up-eks-with-irsa-using-terraform.html:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 6dcf3b994b06d2c909e2bd1e6797c6bfc963e9194c84d216edaa866484130e0c
   health_score: 100.0
   last_checked: 1779031595.908054
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:35.908054+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -62944,6 +65274,7 @@ https://brennerm.github.io/posts/setting-up-eks-with-irsa-using-terraform.html:
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://shipit.dev/posts/setting-up-eks-with-irsa-using-terraform.html
 https://brianchristner.io/how-to-use-docker-scan:
   title: 'brianchristner.io: How to use Docker Security Scan Locally'
   description: ''
@@ -62963,6 +65294,7 @@ https://brianchristner.io/how-to-use-docker-scan:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -62993,6 +65325,7 @@ https://bridgecrew.io:
   last_checked: 1779033973.692596
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:06:13.692596+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -63024,6 +65357,7 @@ https://bridgecrew.io/blog/5-common-kubernetes-misconfigs-and-how-to-fix-them:
   last_checked: 1779033861.956187
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:04:21.956187+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -63055,6 +65389,7 @@ https://bridgecrew.io/blog/5-tips-for-securely-adopting-infrastructure-as-code:
   last_checked: 1779030235.327666
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:55.327666+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -63088,6 +65423,7 @@ https://bridgecrew.io/blog/advanced-terraform-security-pro-tips-for-secure-infra
   last_checked: 1779030682.957125
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:22.957125+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -63120,6 +65456,7 @@ https://bridgecrew.io/blog/applying-kubernetes-security-best-practices-to-helm-c
   last_checked: 1779031351.742775
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:31.742775+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -63151,6 +65488,7 @@ https://bridgecrew.io/blog/best-practices-for-aws-tagging-with-yor:
   last_checked: 1779033583.464344
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:43.464344+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -63184,6 +65522,7 @@ https://bridgecrew.io/blog/kubernetes-devsecops-principles:
   last_checked: 1779034506.891828
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:06.891828+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -63217,6 +65556,7 @@ https://bridgecrew.io/blog/open-source-helm-security-research:
   last_checked: 1779032877.74421
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:57.744210+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -63248,6 +65588,7 @@ https://bridgecrew.io/blog/open-source-helm-security-research-part-2:
   last_checked: 1779030305.443037
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:05.443037+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -63274,6 +65615,7 @@ https://bridgecrew.io/blog/open-source-helm-security-research-part-3:
   last_checked: 1779029371.102143
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:31.102143+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -63302,6 +65644,7 @@ https://bridgecrew.io/blog/terraform-security-101-best-practices-for-secure-infr
   last_checked: 1779034499.401012
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:59.401012+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -63335,6 +65678,7 @@ https://bridgecrew.io/blog/tutorial-incorporate-iac-security-in-your-ci-cd-pipel
   last_checked: 1779029801.585115
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:56:41.585115+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -63366,6 +65710,7 @@ https://bsucaciu.com/?p=4645:
   last_checked: 1779032231.991877
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:11.991877+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -63396,6 +65741,7 @@ https://btholt.github.io/intro-to-web-dev-v2/intro:
   last_checked: 1779032388.369421
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:39:48.369421+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -63424,6 +65770,7 @@ https://buff.ly/3sl0yYu:
   last_checked: 1779033573.38572
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:33.385720+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -63457,6 +65804,7 @@ https://buggyapp.ycrash.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -63495,6 +65843,7 @@ https://build.microsoft.com/en-US/home?ocid=FY26_soc_omc_br_X_BuildRegister:
   last_checked: 1780352404.147753
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:20:04.147753+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -63531,6 +65880,7 @@ https://build.thebeat.co/a-curious-case-of-aws-nlb-timeouts-in-kubernetes-522bd8
   last_checked: 1779031460.466594
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:20.466594+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -63564,6 +65914,7 @@ https://build5nines.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -63597,6 +65948,7 @@ https://build5nines.com/analyzing-ibms-acquisition-of-hashicorp-a-game-changer-i
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -63630,6 +65982,7 @@ https://build5nines.com/azure-cdn-endpoint-interactive-map:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -63660,6 +66013,7 @@ https://build5nines.com/azure-cli-check-if-blob-exists-in-azure-storage:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -63692,6 +66046,7 @@ https://build5nines.com/azure-functions-cost-considerations-and-optimization:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -63704,6 +66059,7 @@ https://build5nines.com/azure-functions-cost-considerations-and-optimization:
   v2_locations:
   - serverless.md
   - azure.md
+  - finops.md
   youtube_mosaic: {}
 ? https://build5nines.com/azure-pipeline-publish-unit-test-and-code-coverage-results-with-net-solution-using-vstest-cobertura-and-coverlet
 : title: 'build5nines.com: Azure Pipeline: Publish Unit Test and Code Coverage Results
@@ -63727,6 +66083,7 @@ https://build5nines.com/azure-functions-cost-considerations-and-optimization:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -63760,6 +66117,7 @@ https://build5nines.com/azure-resource-tags-important-organization-strategies-an
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -63791,6 +66149,7 @@ https://build5nines.com/beginners-guide-to-pulumi-ci-cd-pipelines:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -63825,6 +66184,7 @@ https://build5nines.com/benefits-of-convention-over-configuration-for-iac-deploy
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -63857,6 +66217,7 @@ https://build5nines.com/benefits-of-convention-over-configuration-for-iac-deploy
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -63889,6 +66250,7 @@ https://build5nines.com/configuring-github-actions-to-run-jobs-on-specific-branc
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -63921,6 +66283,7 @@ https://build5nines.com/configuring-manual-triggers-in-github-actions-with-workf
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -63952,6 +66315,7 @@ https://build5nines.com/deploy-terraform-using-azure-devops-yaml-pipelines:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -63985,6 +66349,7 @@ https://build5nines.com/deploying-hub-and-spoke-network-topology-in-microsoft-az
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -64018,6 +66383,7 @@ https://build5nines.com/get-started-with-azure-bicep:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -64050,6 +66416,7 @@ https://build5nines.com/get-started-with-terraform-on-microsoft-azure:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -64083,6 +66450,7 @@ https://build5nines.com/git-merge-repositories-with-history:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -64115,6 +66483,7 @@ https://build5nines.com/git-reset-undo-most-recent-local-commit:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -64147,6 +66516,7 @@ https://build5nines.com/github-actions-get-current-branch-name-for-git-repo:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -64181,6 +66551,7 @@ https://build5nines.com/github-actions-run-pandoc-to-convert-markdown-to-word-do
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -64215,6 +66586,7 @@ https://build5nines.com/how-to-determine-url-a-local-git-repository-was-original
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -64247,6 +66619,7 @@ https://build5nines.com/introducing-microsoft-copilot-for-azure:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -64278,6 +66651,7 @@ https://build5nines.com/ipv4-address-cidr-range-reference-and-calculator:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -64310,6 +66684,7 @@ https://build5nines.com/output-link-to-azure-resources-from-terraform-project:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -64343,6 +66718,7 @@ https://build5nines.com/read-and-write-azure-blob-storage-with-javascript:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -64379,6 +66755,7 @@ https://build5nines.com/should-terraform-lock-hcl-file-be-added-to-gitignore-or-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -64411,6 +66788,7 @@ https://build5nines.com/terraform-best-practices-for-writing-clean-readable-and-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -64446,6 +66824,7 @@ https://build5nines.com/terraform-code-project-organization-strategies-based-on-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -64479,6 +66858,7 @@ https://build5nines.com/terraform-conditional-if-variable-does-not-exist-try-fun
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -64511,6 +66891,7 @@ https://build5nines.com/terraform-create-an-aks-cluster:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -64522,6 +66903,7 @@ https://build5nines.com/terraform-create-an-aks-cluster:
   v1_locations: []
   v2_locations:
   - managed-kubernetes-in-public-cloud.md
+  - terraform.md
   youtube_mosaic: {}
 https://build5nines.com/terraform-deploy-azure-app-service-with-key-vault-secret-integration:
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@@ -64543,6 +66925,7 @@ https://build5nines.com/terraform-deploy-azure-app-service-with-key-vault-secret
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -64578,6 +66961,7 @@ https://build5nines.com/terraform-deploy-azure-expressroute-circuit-with-vnet-ga
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -64609,6 +66993,7 @@ https://build5nines.com/terraform-deploy-azure-function-app-with-consumption-pla
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -64707,6 +67094,7 @@ https://build5nines.com/terraform-github-actions-automated-deployment:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -64740,6 +67128,7 @@ https://build5nines.com/terraform-how-are-data-sources-used:
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -64807,6 +67197,7 @@ https://build5nines.com/terraform-how-to-join-and-split-strings:
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -64838,6 +67229,7 @@ https://build5nines.com/terraform-import-existing-azure-resources-into-state-tfs
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -65200,6 +67602,7 @@ https://build5nines.com/why-do-azure-resource-groups-have-an-azure-region-associ
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -65311,6 +67717,7 @@ https://buildah.io:
   v1_locations: []
   v2_locations:
   - container-managers.md
+  - docker.md
   youtube_mosaic: {}
 https://buildbot.net:
   title: Buildbot
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -65365,6 +67773,7 @@ https://builder.aws.com/build/workshops?trk=265ae1c7-2dfc-44c6-bc73-a4d991b8bd7f
   last_checked: 1779130495.032393
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.032393+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -65397,6 +67806,7 @@ https://builder.aws.com/learn:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -65429,6 +67839,7 @@ https://builder.aws.com/learn/topics/kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -65451,13 +67862,14 @@ https://buildkite.com/blog/manage-your-ci-cd-resources-as-code-with-terraform:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779030189.580133
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:09.580133+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -65466,6 +67878,7 @@ https://buildkite.com/blog/manage-your-ci-cd-resources-as-code-with-terraform:
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://buildkite.com/resources/blog/manage-your-ci-cd-resources-as-code-with-terraform
 https://buildkite.com/resources/blog/manage-your-ci-cd-resources-as-code-with-terraform:
   title: 'buildkite.com: Manage your CI/CD resources as Code with Terraform'
   description: ''
@@ -65488,6 +67901,7 @@ https://buildkite.com/resources/blog/manage-your-ci-cd-resources-as-code-with-te
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -65522,6 +67936,7 @@ https://buildpacks.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -65544,13 +67959,14 @@ https://buoyant.io/2020/12/23/kubernetes-network-policies-with-cilium-and-linker
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 9a91aa0e2d5841dc7a31016812fcbf89b098309351b6c0ec6a87bbc9e508b0c6
   health_score: 100.0
   last_checked: 1779033243.713843
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:03.713843+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -65559,6 +67975,7 @@ https://buoyant.io/2020/12/23/kubernetes-network-policies-with-cilium-and-linker
   - docs/kubernetes-networking.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.buoyant.io/blog/kubernetes-network-policies-with-cilium-and-linkerd
 https://buoyant.io/2021/12/14/locking-down-network-traffic-between-kubernetes-namespaces:
   title: 'buoyant.io: Go directly to namespace jail: Locking down network traffic''
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@@ -65570,13 +67987,14 @@ https://buoyant.io/2021/12/14/locking-down-network-traffic-between-kubernetes-na
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: b380f5fc91409b3183b3ec2c2ceb03ab21070159f2a02ea7a9d23b923079b527
   health_score: 100.0
   last_checked: 1779031478.759474
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:38.759474+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -65585,6 +68003,7 @@ https://buoyant.io/2021/12/14/locking-down-network-traffic-between-kubernetes-na
   - docs/servicemesh.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.buoyant.io/blog/locking-down-network-traffic-between-kubernetes-namespaces
 https://buoyant.io/blog/multi-cluster-multi-region-setup-using-linkerd-service-mesh:
   title: 'buoyant.io: Multi-Cluster, Multi-Region Setup using Linkerd Service Mesh'
   description: ''
@@ -65595,13 +68014,14 @@ https://buoyant.io/blog/multi-cluster-multi-region-setup-using-linkerd-service-m
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
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   discovered_at: '2026-05-17T16:51:18.524456+02:00'
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   hierarchy: []
@@ -65610,6 +68030,7 @@ https://buoyant.io/blog/multi-cluster-multi-region-setup-using-linkerd-service-m
   - docs/servicemesh.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.buoyant.io/blog/multi-cluster-multi-region-setup-using-linkerd-service-mesh
 https://buoyant.io/service-mesh-academy/upgrading-to-linkerd-2-12:
   title: 'buoyant.io: Upgrading to Linkerd 2.12: Zero-trust-ready route-based policy,''
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@@ -65621,13 +68042,14 @@ https://buoyant.io/service-mesh-academy/upgrading-to-linkerd-2-12:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T18:03:28.296621+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -65636,6 +68058,7 @@ https://buoyant.io/service-mesh-academy/upgrading-to-linkerd-2-12:
   - docs/servicemesh.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.buoyant.io/service-mesh-academy/upgrading-to-linkerd-2-12
 ? https://business.vogue.es/carrera/articulos/adios-jefes-toxicos-la-salud-organizacional-rentabilidad-residen-liderazgo-gentil/533
 : title: 'business.vogue.es: AdiΓ³s a los jefes tΓ³xicos: este es el nuevo tipo de liderazgo''
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@@ -65647,13 +68070,14 @@ https://buoyant.io/service-mesh-academy/upgrading-to-linkerd-2-12:
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   is_microservice: false
-  status: online
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+  last_ai_eval: null
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   hierarchy: []
@@ -65667,6 +68091,7 @@ https://buoyant.io/service-mesh-academy/upgrading-to-linkerd-2-12:
     proposed_url: NONE
     reason: 'High-Value Protection: generic_redirect_loss'
     timestamp: '2026-05-18T18:54:54.988586'
+  duplicate_of: https://www.vogue.es/lideres
 https://businessinsider.mx/trucos-chatgpt-aminorar-carga-laboranl_vida-profesional:
   title: 'businessinsider.mx: 5 trucos de ChatGPT que pueden ayudar a reducir tu carga''
     laboral'
@@ -65687,6 +68112,7 @@ https://businessinsider.mx/trucos-chatgpt-aminorar-carga-laboranl_vida-profesion
   last_checked: 1779030516.787128
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:36.787128+02:00'
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   hierarchy:
@@ -65719,6 +68145,7 @@ https://buttondown.com/nelhage/archive/two-reasons-kubernetes-is-so-complex:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -65741,13 +68168,14 @@ https://buttondown.email/nelhage/archive/two-reasons-kubernetes-is-so-complex:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T17:54:57.071786+02:00'
+  last_ai_eval: null
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@@ -65756,6 +68184,7 @@ https://buttondown.email/nelhage/archive/two-reasons-kubernetes-is-so-complex:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://buttondown.com/nelhage/archive/two-reasons-kubernetes-is-so-complex
 https://buttons.github.io:
   title: 'buttons.github.io: GitHub Buttons'
   description: ''
@@ -65775,6 +68204,7 @@ https://buttons.github.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -65804,6 +68234,7 @@ https://bytebytego.com:
   last_checked: 1779031064.513026
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:17:44.513026+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -65832,6 +68263,7 @@ https://bytebytego.com/courses/system-design-interview/scale-from-zero-to-millio
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -65866,6 +68298,7 @@ https://byteman.jboss.org:
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   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -65897,6 +68330,7 @@ https://bytes.devopscube.com/p/pod-priority-preemption-explained:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -65928,6 +68362,7 @@ https://cal.com:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -65960,6 +68395,7 @@ https://calculadora.malt.es:
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   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -65991,6 +68427,7 @@ https://calculator.aws:
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:52:42.629021+02:00'
+  last_ai_eval: null
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@@ -66023,6 +68460,7 @@ https://calendly.com:
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   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -66054,6 +68492,7 @@ https://camel.apache.org:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -66085,6 +68524,7 @@ https://camel.apache.org/camel-k/2.10.x:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -66107,13 +68547,14 @@ https://camel.apache.org/camel-k/latest:
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   is_microservice: false
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+  status: duplicate
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:19:03.027378+02:00'
+  last_ai_eval: null
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@@ -66122,6 +68563,7 @@ https://camel.apache.org/camel-k/latest:
   - docs/message-queue.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://camel.apache.org/camel-k/2.10.x
 https://camunda.com/blog/2022/02/how-we-overcame-long-running-job-limitations-in-jenkins-declarative-pipelines:
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@@ -66143,6 +68585,7 @@ https://camunda.com/blog/2022/02/how-we-overcame-long-running-job-limitations-in
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -66175,6 +68618,7 @@ https://camunda.com/platform/zeebe:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -66207,6 +68651,7 @@ https://canine.sh:
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   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -66241,6 +68686,7 @@ https://canonical.com/blog/gitops-with-azure-arc-and-charmed-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -66274,6 +68720,7 @@ https://canonical.com/juju:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -66308,6 +68755,7 @@ https://canonical.com/microk8s:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -66331,13 +68779,14 @@ https://canvatechblog.com/supporting-gpu-accelerated-machine-learning-with-kuber
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-  status: online
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@@ -66346,6 +68795,7 @@ https://canvatechblog.com/supporting-gpu-accelerated-machine-learning-with-kuber
   - docs/mlops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.canva.dev/blog/engineering/supporting-gpu-accelerated-machine-learning-with-kubernetes-and-nix
 https://capistranorb.com:
   title: Capistrano
   description: ''
@@ -66366,6 +68816,7 @@ https://capistranorb.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -66398,6 +68849,7 @@ https://capstonec.com/2020/10/08/cloud-native-app-architecture-patterns:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -66428,6 +68880,7 @@ https://carlos-piqueres.medium.com/product-backlog-vs-sprint-backlog-c951f972e97
   last_checked: 1779033280.414343
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:40.414343+02:00'
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@@ -66462,6 +68915,7 @@ https://carlos.mendible.com/2021/08/02/aks-persistent-volume-claim-with-an-azure
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -66494,6 +68948,7 @@ https://carlosalca.medium.com/how-to-manage-all-my-k8s-secrets-in-git-securely-w
   last_checked: 1779029594.310444
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:14.310444+02:00'
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@@ -66527,6 +68982,7 @@ https://carlosthe19916.wordpress.com/2020/04/12/rhamt-in-github-actions:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -66558,6 +69014,7 @@ https://carvel.dev/kapp:
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:51:14.567896+02:00'
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -66628,6 +69086,7 @@ https://cast.ai:
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   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -66651,13 +69110,14 @@ https://cast.ai/blog/8-best-practices-to-reduce-your-aws-bill-for-kubernetes:
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   is_microservice: false
-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T16:57:00.696633+02:00'
+  last_ai_eval: null
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@@ -66666,6 +69126,7 @@ https://cast.ai/blog/8-best-practices-to-reduce-your-aws-bill-for-kubernetes:
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cast.ai/blog/eks-cost-optimization
 https://cast.ai/blog/aws-eks-vs-ecs-vs-fargate-where-to-manage-your-kubernetes:
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   description: ''
@@ -66687,6 +69148,7 @@ https://cast.ai/blog/aws-eks-vs-ecs-vs-fargate-where-to-manage-your-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -66721,6 +69183,7 @@ https://cast.ai/blog/cloud-pricing-comparison:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -66754,6 +69217,7 @@ https://cast.ai/blog/eks-cost-optimization:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -66785,6 +69249,7 @@ https://cast.ai/blog/eks-security-checklist-10-best-practices-for-a-secure-clust
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -66816,6 +69281,7 @@ https://cast.ai/blog/guide-to-kubernetes-autoscaling-for-cloud-cost-optimization
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -66848,6 +69314,7 @@ https://cast.ai/blog/keep-your-aws-kubernetes-costs-in-check-with-intelligent-al
   last_checked: 1779032543.596239
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:42:23.596239+02:00'
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -66911,6 +69379,7 @@ https://cast.ai/blog/kubernetes-namespace-how-to-use-it-to-organize-and-optimize
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -66944,6 +69413,7 @@ https://cast.ai/blog/kubernetes-security-10-best-practices:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -66967,13 +69437,14 @@ https://cast.ai/blog/ultimate-cloud-pricing-comparison-aws-vs-azure-vs-google-cl
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   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:20.455591+02:00'
+  last_ai_eval: null
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@@ -66982,6 +69453,7 @@ https://cast.ai/blog/ultimate-cloud-pricing-comparison-aws-vs-azure-vs-google-cl
   - docs/public-cloud-solutions.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cast.ai/blog/cloud-pricing-comparison
 https://catalog.ngc.nvidia.com/orgs/nvidia/helm-charts/gpu-operator:
   title: "catalog.ngc.nvidia.com: NVIDIA GPU Operator - Helm chart \U0001F31F\U0001F31F\U0001F31F"
   description: ''
@@ -67002,6 +69474,7 @@ https://catalog.ngc.nvidia.com/orgs/nvidia/helm-charts/gpu-operator:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -67033,6 +69506,7 @@ https://catalog.redhat.com/en:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -67065,6 +69539,7 @@ https://catalog.redhat.com/en/software/containers/explore:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -67087,13 +69562,14 @@ https://catalog.redhat.com/software/containers/explore:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:43.916595+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -67102,6 +69578,7 @@ https://catalog.redhat.com/software/containers/explore:
   - docs/container-managers.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://catalog.redhat.com/en/software/containers/explore
 https://catonmat.net/gnu-coreutils-cheat-sheet:
   title: 'catonmat.net: GNU Coreutils Cheat Sheet'
   description: ''
@@ -67122,6 +69599,7 @@ https://catonmat.net/gnu-coreutils-cheat-sheet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -67153,6 +69631,7 @@ https://caylent.com/blog/beginners-guide-to-using-terraform-with-aws:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -67185,6 +69664,7 @@ https://caylent.com/blog/pragmatic-enterprise-cicd:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -67217,6 +69697,7 @@ https://caylent.com/insights:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -67239,13 +69720,14 @@ https://cbui.dev/every-company-has-an-old-production-aws-account:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 90f1321e1b7d6bf8d73defa89de2947c0e2f35e1631a5ad1da0aa193da0ffd15
   health_score: 100.0
   last_checked: 1779029369.883714
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:29.883714+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -67254,6 +69736,7 @@ https://cbui.dev/every-company-has-an-old-production-aws-account:
   - docs/aws-architecture.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.cbui.dev/every-company-has-an-old-production-aws-account
 https://ccseyhan.medium.com/what-is-terraform-reusability-and-how-to-achieve-it-97d9565e394d:
   title: 'ccseyhan.medium.com: What Is Terraform Reusability and How to Achieve It'
   description: ''
@@ -67272,6 +69755,7 @@ https://ccseyhan.medium.com/what-is-terraform-reusability-and-how-to-achieve-it-
   last_checked: 1779030220.151779
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:40.151779+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -67303,6 +69787,7 @@ https://cd.foundation/blog/2020/02/11/announcing-the-cd-foundation-mlops-sig:
   last_checked: 1781736091.532326
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:31.532326+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -67334,6 +69819,7 @@ https://cd.foundation/blog/2021/02/01/trends-that-will-define-ci-cd-in-2021:
   last_checked: 1781735901.642774
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:21.642774+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -67360,13 +69846,14 @@ https://cd.foundation/blog/2021/03/24/intro-to-deployment-strategies-blue-green-
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1781735901.617021
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:21.617021+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -67380,6 +69867,7 @@ https://cd.foundation/blog/2021/03/24/intro-to-deployment-strategies-blue-green-
   v2_locations:
   - cicd.md
   youtube_mosaic: {}
+  duplicate_of: https://www.harness.io/blog/blue-green-canary-deployment-strategies
 https://cd.foundation/blog/2021/08/03/cd-foundation-shipwright-announcement:
   title: 'cd.foundation: CD Foundation Welcomes Shipwright, Framework for Building''
     Container Images on Kubernetes, As New Incubating Project'
@@ -67400,6 +69888,7 @@ https://cd.foundation/blog/2021/08/03/cd-foundation-shipwright-announcement:
   last_checked: 1781736047.561443
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:47.561443+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -67431,6 +69920,7 @@ https://cd.foundation/blog/2021/09/02/bringing-blue-ocean-into-the-future-of-jen
   last_checked: 1781735993.195984
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:53.195984+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -67462,6 +69952,7 @@ https://cd.foundation/blog/2021/09/02/going-cloud-native-with-jenkins-kubernetes
   last_checked: 1781735993.085703
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:53.085703+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -67496,6 +69987,7 @@ https://cdk8s.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -67531,6 +70023,7 @@ https://cdk8s.io:
   last_checked: 1780352424.113358
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:20:24.113358+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -67565,6 +70058,7 @@ https://cdn.jsdelivr.net/gh/sindresorhus/awesome@d7305f38d29fed78fa85652e3a63e15
   last_checked: 1779130494.93582
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.935820+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -67589,6 +70083,7 @@ https://cdn.rawgit.com/sindresorhus/awesome/d7305f38d29fed78fa85652e3a63e154dd8e
   last_checked: 1779030230.614773
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:50.614773+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -67613,6 +70108,7 @@ https://cdn2.hubspot.net/hubfs/5111483/docker-swarm-cheatsheet-sematext.pdf:
   last_checked: 1779030954.327121
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:15:54.327121+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -67631,13 +70127,14 @@ https://ceph.io:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 9efcac7cc2becf9adad53abf0f808e22a4cff63f1c6e14a89d4346bde78b1118
   health_score: 100.0
   last_checked: 1779032644.380605
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:04.380605+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -67647,6 +70144,7 @@ https://ceph.io:
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://ceph.io/en
 https://ceph.io/en:
   title: Red Hat Ceph Storage
   description: "- [Noobaa](https://github.com/noobaa/noobaa-core):\n        - Red
@@ -67670,6 +70168,7 @@ https://ceph.io/en:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   geo_region: null
   hierarchy:
@@ -67700,6 +70199,7 @@ https://cert-manager.io:
   last_checked: 1779030132.36057
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:02:12.360570+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -67728,6 +70228,7 @@ https://cert-manager.io/docs:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -67760,6 +70261,7 @@ https://cgruver.github.io/okd4-upi-lab-setup:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -67794,6 +70296,7 @@ https://chaimeleon.eu:
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   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -67826,6 +70329,7 @@ https://chaitu-kopparthi.medium.com/scaling-kubernetes-workloads-using-custom-pr
   last_checked: 1779032801.912182
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:41.912182+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -67858,6 +70362,7 @@ https://chakray.com/11-steps-achieving-successful-api-management-strategy:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -67890,6 +70395,7 @@ https://chakray.com/api-strategy-how-to-create-an-api-marketplace:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -67921,6 +70427,7 @@ https://chakray.com/es/11-pasos-lograr-estrategia-api-management-exitosa:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -67953,6 +70460,7 @@ https://chakray.com/es/por-que-api-lifecycle-management-imprescindible-api-organ
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -67985,6 +70493,7 @@ https://chakray.com/why-api-lifecycle-management-is-must-organisation-apis:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -68016,6 +70525,7 @@ https://changelog.com/posts/monoliths-are-the-future:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -68039,13 +70549,14 @@ https://channel9.msdn.com/Shows/Azure-Friday/Troubleshoot-AKS-cluster-issues-wit
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 0ca2f54c5d9c0374a3dce4bec755d410d99560b49878fb5ed76f1e261709e1c0
   health_score: 100.0
   last_checked: 1779032114.375461
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:14.375461+02:00'
+  last_ai_eval: null
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@@ -68054,6 +70565,7 @@ https://channel9.msdn.com/Shows/Azure-Friday/Troubleshoot-AKS-cluster-issues-wit
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learn.microsoft.com/en-us/shows/azure-friday/troubleshoot-aks-cluster-issues-with-aks-diagnostics-and-aks-periscope
 https://chaordic.io/blog/is-nomad-a-better-kubernetes:
   title: 'chaordic.io: Is Nomad a better Kubernetes?'
   description: ''
@@ -68073,6 +70585,7 @@ https://chaordic.io/blog/is-nomad-a-better-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -68098,13 +70611,14 @@ https://chaos-mesh.org:
   resource_type: Documentation Portal
   complexity: Intermediate
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -68117,6 +70631,7 @@ https://chaos-mesh.org:
   v2_locations:
   - chaos-engineering.md
   youtube_mosaic: {}
+  duplicate_of: https://github.com/chaos-mesh/chaos-mesh
 https://chaos-mesh.org/blog/chaos-mesh-1.0-chaos-engineering-on-kubernetes-made-easier:
   title: 'chaos-mesh.org: Chaos Mesh 1.0: Chaos Engineering on Kubernetes Made Easier'
   description: ''
@@ -68137,6 +70652,7 @@ https://chaos-mesh.org/blog/chaos-mesh-1.0-chaos-engineering-on-kubernetes-made-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   geo_region: null
   hierarchy:
@@ -68166,6 +70682,7 @@ https://chaoslever.com/cl-20240118:
   last_checked: 1779029628.885554
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:48.885554+02:00'
+  last_ai_eval: null
   company: null
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@@ -68193,6 +70710,7 @@ https://charbelnemnom.com/az-305-exam-study-guide-azure-solutions-architect:
   last_checked: 1779030604.77433
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:04.774330+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -68226,6 +70744,7 @@ https://charbelnemnom.com/move-files-between-azure-file-share-tiers:
   last_checked: 1779030362.880234
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:02.880234+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -68258,6 +70777,7 @@ https://charlesleifer.com/blog/nginx-a-caching-thumbnailing-reverse-proxying-ima
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2015-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -68290,6 +70810,7 @@ https://chartcenter.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -68319,6 +70840,7 @@ https://charts.helm.sh/incubator:
   last_checked: 1779031714.539664
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:28:34.539664+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -68344,6 +70866,7 @@ https://charts.helm.sh/stable:
   last_checked: 1779030802.998832
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:13:22.998832+02:00'
+  last_ai_eval: null
   company: null
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@@ -68362,13 +70885,14 @@ https://chat.openai.com/g/g-6eSNNNvsB-kubernetes-terraformer:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 3ccf42afa321a0727ce2d26d5dc835ebc42ef14d36031a9bcccbd6d08c9d2992
   health_score: 100.0
   last_checked: 1779034320.134318
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:00.134318+02:00'
+  last_ai_eval: null
   company: null
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@@ -68377,6 +70901,7 @@ https://chat.openai.com/g/g-6eSNNNvsB-kubernetes-terraformer:
   - docs/chatgpt.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://chatgpt.com/g/g-6eSNNNvsB-kubernetes-terraformer
 https://chat.openai.com/g/g-TCE8R7bcL-kube-debugger:
   title: 'chat.openai.com: Kube Debugger: A Kubernetes error debugger offering diagnostic''
     and resolution guidance.'
@@ -68388,13 +70913,14 @@ https://chat.openai.com/g/g-TCE8R7bcL-kube-debugger:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779034334.875204
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:14.875204+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -68403,6 +70929,7 @@ https://chat.openai.com/g/g-TCE8R7bcL-kube-debugger:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://chatgpt.com/g/g-TCE8R7bcL-kube-debugger
 https://chatgippety.com:
   title: null
   description: null
@@ -68420,6 +70947,7 @@ https://chatgippety.com:
   last_checked: 1780399982.211705
   needs_ai_refresh: false
   discovered_at: '2026-06-02T13:33:02.211705+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -68447,6 +70975,7 @@ https://chatgpt.com/g/g-6eSNNNvsB-kubernetes-terraformer:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -68479,6 +71008,7 @@ https://chatgpt.com/g/g-TCE8R7bcL-kube-debugger:
   last_checked: 1779130494.998169
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.998169+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -68502,13 +71032,14 @@ https://che.openshift.io/dashboard:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 11584a0e88590b8261d5afddbc79b20c5fcfc44c74b31a85093789130bdad170
   health_score: 100.0
   last_checked: 1779029631.238213
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:51.238213+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -68517,6 +71048,7 @@ https://che.openshift.io/dashboard:
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://workspaces.openshift.com
 https://cheat.sh:
   title: "cheat.sh \U0001F31F"
   description: '- [betterprogramming.pub: Cheat.sh β€” The Ultimate Multi-Language Cheat
@@ -68538,6 +71070,7 @@ https://cheat.sh:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -68569,6 +71102,7 @@ https://cheatography.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -68600,6 +71134,7 @@ https://cheatography.com/funthomas424242/cheat-sheets/jenkins:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -68625,13 +71160,14 @@ https://cheatography.com/mikesac/cheat-sheets/maven:
   resource_type: Cheat Sheet
   complexity: Beginner
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -68644,6 +71180,7 @@ https://cheatography.com/mikesac/cheat-sheets/maven:
   v2_locations:
   - cheatsheets.md
   youtube_mosaic: {}
+  duplicate_of: https://cheatography.com
 https://cheatsheet.dennyzhang.com/cheatsheet-kubernetes-a4:
   title: "cheatsheet.dennyzhang.com: kubectl kubernetes free cheat sheet \U0001F31F"
   description: ''
@@ -68662,6 +71199,7 @@ https://cheatsheet.dennyzhang.com/cheatsheet-kubernetes-a4:
   last_checked: 1779032556.141417
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:36.141417+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -68693,6 +71231,7 @@ https://cheatsheet.dennyzhang.com/cheatsheet-ssh-a4:
   last_checked: 1779029952.143022
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:12.143022+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -68725,6 +71264,7 @@ https://cheatsheetseries.owasp.org/cheatsheets/Docker_Security_Cheat_Sheet.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -68758,6 +71298,7 @@ https://cheatsheetseries.owasp.org/index.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -68790,6 +71331,7 @@ https://chrisarcand.com/purposeful-commits:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -68802,6 +71344,7 @@ https://chrisarcand.com/purposeful-commits:
   v2_locations:
   - devops.md
   - cicd.md
+  - git.md
   youtube_mosaic: {}
 https://chrisedrego.medium.com/kubernetes-autoscaling-series-cluster-autoscaler-5d60c10c3dc1:
   title: "==chrisedrego.medium.com: Kubernetes AutoScaling Series: Cluster AutoScaler=='
@@ -68823,6 +71366,7 @@ https://chrisedrego.medium.com/kubernetes-autoscaling-series-cluster-autoscaler-
   last_checked: 1779030429.933704
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:09.933704+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -68854,6 +71398,7 @@ https://chrisedrego.medium.com/power-of-priorityclass-in-kubernetes-87505260ecb6
   last_checked: 1779032586.732666
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:06.732666+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -68885,6 +71430,7 @@ https://chrishaessig.medium.com/multi-cluster-setup-with-istio-c1c6437f4e8c:
   last_checked: 1779032360.935558
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:20.935558+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -68919,6 +71465,7 @@ https://chrisshort.net:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -68941,13 +71488,14 @@ https://chrisshort.net/abstracts/gitops-implementation-devops:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 758fd3b4d9fbfb60c228963072bf6b41a16956fa95da2388e4624e7b3a0e31fb
   health_score: 100.0
   last_checked: 1779031255.480777
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:55.480777+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -68956,6 +71504,7 @@ https://chrisshort.net/abstracts/gitops-implementation-devops:
   - docs/gitops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://chrisshort.net
 https://chrisshort.net/gitops-an-implementation-of-devops:
   title: '==chrisshort.net: GitOps: An implementation of DevOps=='
   description: ''
@@ -68973,6 +71522,7 @@ https://chrisshort.net/gitops-an-implementation-of-devops:
   last_checked: 1779034235.286501
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:10:35.286501+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -69000,6 +71550,7 @@ https://christianhuth.de/commands-kubernetes-should-adopt-from-red-hat-openshift
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -69031,6 +71582,7 @@ https://christianhuth.de/making-your-helm-chart-observable-for-prometheus:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -69064,6 +71616,7 @@ https://christianmartinezfinancialfox.medium.com/how-to-use-chatgpt-to-improve-y
   last_checked: 1779030891.178176
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:51.178176+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -69096,6 +71649,7 @@ https://christianmartinezfinancialfox.medium.com/tableaugpt-the-ultimate-guide-o
   last_checked: 1779030653.050757
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:53.050757+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -69129,6 +71683,7 @@ https://christopher-lawshe.medium.com/building-infrastructure-with-terraform-ec2
   last_checked: 1779029464.777793
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:04.777793+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -69163,6 +71718,7 @@ https://christophermeiklejohn.com/filibuster/2022/03/19/understanding-faults.htm
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -69185,13 +71741,14 @@ https://chrome.google.com/webstore/detail/json-viewer/efknglbfhoddmmfabeihlemgek
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 4111869a4150c031d07af43bb10caded83eb3f8280cbc4f76154e51f4dc8d167
   health_score: 100.0
   last_checked: 1779030522.453759
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:42.453759+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -69200,6 +71757,7 @@ https://chrome.google.com/webstore/detail/json-viewer/efknglbfhoddmmfabeihlemgek
   - docs/ChromeDevTools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://chromewebstore.google.com/detail/json-viewer/efknglbfhoddmmfabeihlemgekhhnabb
 https://chrome.google.com/webstore/detail/monitor-me-jenkins/jhbokpimjgedmpcmfoghhiokhpihlkgc:
   title: Chrome Extension
   description: ''
@@ -69210,13 +71768,14 @@ https://chrome.google.com/webstore/detail/monitor-me-jenkins/jhbokpimjgedmpcmfog
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 3d99a9dbc54f776e21060d7efcad59bc54fb57684e071b020bb515eef26cbb87
   health_score: 100.0
   last_checked: 1779034173.331287
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:09:33.331287+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -69225,6 +71784,7 @@ https://chrome.google.com/webstore/detail/monitor-me-jenkins/jhbokpimjgedmpcmfog
   - docs/jenkins.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://chromewebstore.google.com/detail/empty-title/jhbokpimjgedmpcmfoghhiokhpihlkgc
 https://chromeos.dev/en/linux:
   title: "Linux on Chrome OS, sometimes called Crostini \U0001F31F"
   description: ''
@@ -69244,6 +71804,7 @@ https://chromeos.dev/en/linux:
   last_checked: 1779031739.738399
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:28:59.738399+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -69276,6 +71837,7 @@ https://chromewebstore.google.com/detail/empty-title/jhbokpimjgedmpcmfoghhiokhpi
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -69307,6 +71869,7 @@ https://chromewebstore.google.com/detail/json-viewer/efknglbfhoddmmfabeihlemgekh
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -69329,13 +71892,14 @@ https://chromewebstore.google.com/detail/yaml-validator/gjgbohnlhijomhfiflapnlnm
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 3d99a9dbc54f776e21060d7efcad59bc54fb57684e071b020bb515eef26cbb87
   health_score: 100.0
   last_checked: 1779030413.391475
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:53.391475+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -69344,6 +71908,7 @@ https://chromewebstore.google.com/detail/yaml-validator/gjgbohnlhijomhfiflapnlnm
   - docs/yaml.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://chrome.google.com/webstore/detail/monitor-me-jenkins/jhbokpimjgedmpcmfoghhiokhpihlkgc
 https://cicadatesting.github.io/cicada-2:
   title: 'Cicada: A tool for testing microservices'
   description: ''
@@ -69363,6 +71928,7 @@ https://cicadatesting.github.io/cicada-2:
   last_checked: 1779030403.780349
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:06:43.780349+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -69395,6 +71961,7 @@ https://cidr.xyz:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -69426,6 +71993,7 @@ https://cilium.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -69458,6 +72026,7 @@ https://cilium.io/blog/2021/02/10/network-policy-editor:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -69489,6 +72058,7 @@ https://cilium.io/blog/2021/05/11/cni-benchmark:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -69521,6 +72091,7 @@ https://cilium.io/blog/2021/05/20/cilium-110:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -69553,6 +72124,7 @@ https://cincodias.elpais.com/cincodias/2022/02/08/fortunas/1644336556_587972.htm
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -69585,6 +72157,7 @@ https://cincodias.elpais.com/cincodias/2022/03/31/companias/1648738965_952353.ht
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -69615,6 +72188,7 @@ https://cioperu.pe/articulo/30477/devops-5-formas-de-impulsar-la-utilizacion-de-
   last_checked: 1779031466.646883
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:26.646883+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -69648,6 +72222,7 @@ https://circleci.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -69679,6 +72254,7 @@ https://circleci.com/blog/adding-approval-jobs-to-your-ci-pipeline:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -69710,6 +72286,7 @@ https://circleci.com/blog/building-cicd-pipelines-using-dynamic-config:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -69741,6 +72318,7 @@ https://circleci.com/blog/getting-started-with-kubernetes-how-to-set-up-your-fir
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -69771,6 +72349,7 @@ https://circleci.com/blog/learn-iac-part02:
   last_checked: 1779031516.339265
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:25:16.339265+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -69803,6 +72382,7 @@ https://circleci.com/blog/learn-iac-part1:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -69834,6 +72414,7 @@ https://circleci.com/blog/learn-iac-part3:
   last_checked: 1779034326.537085
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:12:06.537085+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -69862,6 +72443,7 @@ https://circleci.com/blog/parameters-in-pipeline-config:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -69894,6 +72476,7 @@ https://circleci.com/blog/relational-db-testing:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -69925,6 +72508,7 @@ https://circleci.com/blog/top-5-ci-cd-best-practices:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -69956,6 +72540,7 @@ https://circleci.com/blog/unit-testing-vs-integration-testing:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -69987,6 +72572,7 @@ https://clarusway.com/top-21-devops-tools:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -70019,6 +72605,7 @@ https://claude101.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -70051,6 +72638,7 @@ https://clavinjune.dev/en/blogs/working-with-remote-docker-using-docker-context:
   last_checked: 1781735938.569895
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:58.569895+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -70084,6 +72672,7 @@ https://cleancloud-k8s.com/2022/01/19/handling-multiline-logging-with-loki-and-f
   last_checked: 1779031882.687204
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:22.687204+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -70116,6 +72705,7 @@ https://cli.github.com:
   last_checked: 1779033078.909234
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:51:18.909234+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -70149,6 +72739,7 @@ https://click.palletsprojects.com:
   last_checked: 1779029969.67696
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:29.676960+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -70178,6 +72769,7 @@ https://click.palletsprojects.com/en/stable:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -70209,6 +72801,7 @@ https://clickhouse.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -70240,6 +72833,7 @@ https://cloud-and-devops.hashnode.dev/git-007-learn-advanced-git-topics-like-a-p
   last_checked: 1779029377.76661
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:37.766610+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -70271,6 +72865,7 @@ https://cloud-melon.com/2019/12/26/under-the-hood-of-kubernetes-and-microservice
   last_checked: 1779031337.297402
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:17.297402+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -70304,6 +72899,7 @@ https://cloud-viadee.medium.com/gitops-for-it-architects-6312e7822819:
   last_checked: 1779031902.419019
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:42.419019+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -70336,6 +72932,7 @@ https://cloud.google.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -70365,6 +72962,7 @@ https://cloud.google.com/anthos:
   last_checked: 1779033949.664726
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:49.664726+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -70383,13 +72981,14 @@ https://cloud.google.com/anthos/config-management:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: fcc08473aca3f4b3fe70682d5e0fff8199e030234af3625bf4b6bbbac805b2ac
   health_score: 100.0
   last_checked: 1779030659.738145
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:59.738145+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -70398,6 +72997,7 @@ https://cloud.google.com/anthos/config-management:
   - docs/gitops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.cloud.google.com/kubernetes-engine/docs
 https://cloud.google.com/apigee:
   title: Google Apigee API Manager
   description: ''
@@ -70418,6 +73018,7 @@ https://cloud.google.com/apigee:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -70440,13 +73041,14 @@ https://cloud.google.com/appsheet:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: d8866b4291368aedd1f10c3c5d273ebcbaaba6a4f7ea0712a85c9261ac8bdf32
   health_score: 100.0
   last_checked: 1779031377.806696
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:57.806696+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -70455,6 +73057,7 @@ https://cloud.google.com/appsheet:
   - docs/GoogleCloudPlatform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://about.appsheet.com/home
 https://cloud.google.com/architecture/creating-cicd-pipeline-vsts-compute-engine:
   title: 'cloud.google.com: Crea una canalizaciΓ³n de CI/CD con Azure Pipelines y Compute''
     Engine'
@@ -70466,13 +73069,14 @@ https://cloud.google.com/architecture/creating-cicd-pipeline-vsts-compute-engine
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 1b3ddfc45f20060eb31a723da7e99953d21db74272de65a350c744d4f34eadd4
   health_score: 100.0
   last_checked: 1779033511.764253
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:31.764253+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -70481,6 +73085,7 @@ https://cloud.google.com/architecture/creating-cicd-pipeline-vsts-compute-engine
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.cloud.google.com/dotnet/docs/creating-cicd-pipeline-vsts-compute-engine
 https://cloud.google.com/architecture/owasp-top-ten-mitigation:
   title: "cloud.google.com: OWASP Top 10 mitigation options on Google Cloud \U0001F31F"
   description: ''
@@ -70491,13 +73096,14 @@ https://cloud.google.com/architecture/owasp-top-ten-mitigation:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: b844f6610515322361bf5bdf0bdb1696c29d93edf3a3f96c65f925fe0d027d9d
   health_score: 100.0
   last_checked: 1779032967.553742
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:27.553742+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -70506,6 +73112,7 @@ https://cloud.google.com/architecture/owasp-top-ten-mitigation:
   - docs/devsecops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.cloud.google.com/architecture/security/owasp-top-ten-mitigation
 https://cloud.google.com/architecture/partners/a-hybrid-cloud-native-devsecops-pipeline-with-jfrog-artifactory-and-gke-on-prem:
   title: null
   description: null
@@ -70523,6 +73130,7 @@ https://cloud.google.com/architecture/partners/a-hybrid-cloud-native-devsecops-p
   last_checked: 1779130494.961479
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.961479+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -70557,6 +73165,7 @@ https://cloud.google.com/blog/products/ai-machine-learning/google-cloud-managed-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -70596,6 +73205,7 @@ https://cloud.google.com/blog/products/ai-machine-learning/google-named-a-leader
   last_checked: 1780352561.468358
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:22:41.468358+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -70639,6 +73249,7 @@ https://cloud.google.com/blog/products/ai-machine-learning/innovations-from-goog
   last_checked: 1780352138.62195
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:15:38.621950+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -70683,6 +73294,7 @@ https://cloud.google.com/blog/products/ai-machine-learning/nano-banana-2-and-nan
   last_checked: 1780352705.314562
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:25:05.314562+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -70727,6 +73339,7 @@ https://cloud.google.com/blog/products/ai-machine-learning/nano-banana-2-and-nan
   last_checked: 1780352705.314647
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:25:05.314647+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -70771,6 +73384,7 @@ https://cloud.google.com/blog/products/ai-machine-learning/whats-new-in-gemini-e
   last_checked: 1780352561.468535
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:22:41.468535+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -70815,6 +73429,7 @@ https://cloud.google.com/blog/products/ai-machine-learning/whats-new-in-gemini-e
   last_checked: 1780352838.801266
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:27:18.801266+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -70856,6 +73471,7 @@ https://cloud.google.com/blog/products/api-management/google-cloud-announces-api
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -70888,6 +73504,7 @@ https://cloud.google.com/blog/products/application-development/access-an-orgs-cu
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -70920,6 +73537,7 @@ https://cloud.google.com/blog/products/application-development/google-cloud-cli-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -70951,6 +73569,7 @@ https://cloud.google.com/blog/products/application-development/introducing-cloud
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -70980,6 +73599,7 @@ https://cloud.google.com/blog/products/application-development/kubernetes-develo
   last_checked: 1779030994.997348
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:16:34.997348+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -71008,6 +73628,7 @@ https://cloud.google.com/blog/products/compute/guide-to-cost-optimization-throug
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -71039,6 +73660,7 @@ https://cloud.google.com/blog/products/containers-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -71071,6 +73693,7 @@ https://cloud.google.com/blog/products/containers-kubernetes/5-ways-google-cloud
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -71104,6 +73727,7 @@ https://cloud.google.com/blog/products/containers-kubernetes/announcing-spot-pod
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -71137,6 +73761,7 @@ https://cloud.google.com/blog/products/containers-kubernetes/gke-cost-optimizati
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -71169,6 +73794,7 @@ https://cloud.google.com/blog/products/containers-kubernetes/google-cloud-anthos
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -71202,6 +73828,7 @@ https://cloud.google.com/blog/products/containers-kubernetes/introducing-gke-aut
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -71235,6 +73862,7 @@ https://cloud.google.com/blog/products/containers-kubernetes/introducing-gke-mul
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -71267,6 +73895,7 @@ https://cloud.google.com/blog/products/containers-kubernetes/kubernetes-control-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -71300,6 +73929,7 @@ https://cloud.google.com/blog/products/containers-kubernetes/multi-cluster-kuber
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -71332,6 +73962,7 @@ https://cloud.google.com/blog/products/containers-kubernetes/the-rise-and-future
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -71364,6 +73995,7 @@ https://cloud.google.com/blog/products/data-analytics/create-templates-from-any-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -71397,6 +74029,7 @@ https://cloud.google.com/blog/products/databases/to-run-or-not-to-run-a-database
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -71430,6 +74063,7 @@ https://cloud.google.com/blog/products/devops-sre:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -71461,6 +74095,7 @@ https://cloud.google.com/blog/products/devops-sre/announcing-dora-2021-accelerat
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -71494,6 +74129,7 @@ https://cloud.google.com/blog/products/devops-sre/easy-managed-prometheus-metric
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -71527,6 +74163,7 @@ https://cloud.google.com/blog/products/devops-sre/google-cloud-deploy-automates-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -71559,6 +74196,7 @@ https://cloud.google.com/blog/products/devops-sre/google-cloud-deploy-now-ga:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -71591,6 +74229,7 @@ https://cloud.google.com/blog/products/devops-sre/sre-at-google-our-complete-lis
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -71623,6 +74262,7 @@ https://cloud.google.com/blog/products/gcp/5-google-cloud-product-cheat-sheets-2
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -71646,13 +74286,14 @@ https://cloud.google.com/blog/products/gcp/sre-vs-devops-competing-standards-or-
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 14034c4e627b26362a22dc64bff02c23c4b32a949f6154256e9171bfe2517b7f
   health_score: 100.0
   last_checked: 1779029466.480114
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:06.480114+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -71661,6 +74302,7 @@ https://cloud.google.com/blog/products/gcp/sre-vs-devops-competing-standards-or-
   - docs/sre.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloud.google.com/blog/products/devops-sre
 https://cloud.google.com/blog/products/identity-security/announcing-general-availability-of-google-cloud-ids:
   title: 'cloud.google.com: Cloud IDS for network-based threat detection is now generally
     available'
@@ -71682,6 +74324,7 @@ https://cloud.google.com/blog/products/identity-security/announcing-general-avai
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -71714,6 +74357,7 @@ https://cloud.google.com/blog/products/identity-security/enabling-keyless-authen
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -71746,6 +74390,7 @@ https://cloud.google.com/blog/products/identity-security/how-to-authenticate-ser
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -71783,6 +74428,7 @@ https://cloud.google.com/blog/products/identity-security/introducing-google-ai-t
   last_checked: 1780352720.351925
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:25:20.351925+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -71827,6 +74473,7 @@ https://cloud.google.com/blog/products/identity-security/introducing-google-ai-t
   last_checked: 1780352686.744605
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:24:46.744605+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -71873,6 +74520,7 @@ https://cloud.google.com/blog/products/identity-security/introducing-google-ai-t
   last_checked: 1780352730.207455
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:25:30.207455+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -71914,6 +74562,7 @@ https://cloud.google.com/blog/products/networking/how-to-use-new-traffic-control
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -71946,6 +74595,7 @@ https://cloud.google.com/blog/products/networking/private-service-connect-is-now
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -71977,6 +74627,7 @@ https://cloud.google.com/blog/products/networking/traffic-director-supports-prox
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -72010,6 +74661,7 @@ https://cloud.google.com/blog/products/operations/better-access-to-observability
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -72041,6 +74693,7 @@ https://cloud.google.com/blog/products/operations/introducing-google-cloud-manag
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -72074,6 +74727,7 @@ https://cloud.google.com/blog/products/operations/troubleshooting-services-on-go
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -72105,6 +74759,7 @@ https://cloud.google.com/blog/products/operations/use-ansible-to-deploy-the-goog
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -72137,6 +74792,7 @@ https://cloud.google.com/blog/products/serverless/learn-how-to-use-advanced-vpc-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -72169,6 +74825,7 @@ https://cloud.google.com/blog/products/serverless/the-next-big-evolution-in-clou
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -72201,6 +74858,7 @@ https://cloud.google.com/blog/products/storage-data-transfer/google-cloud-launch
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -72234,6 +74892,7 @@ https://cloud.google.com/blog/topics/anthos/windows-server-support-comes-to-anth
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -72267,6 +74926,7 @@ https://cloud.google.com/blog/topics/cloud-first/key-metrics-to-measure-impact-o
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -72299,6 +74959,7 @@ https://cloud.google.com/blog/topics/developers-practitioners/cloud-dns-explaine
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -72331,6 +74992,7 @@ https://cloud.google.com/blog/topics/developers-practitioners/container-story-go
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -72362,6 +75024,7 @@ https://cloud.google.com/blog/topics/developers-practitioners/demystifying-cloud
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -72395,6 +75058,7 @@ https://cloud.google.com/blog/topics/developers-practitioners/devops-and-cicd-go
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -72427,6 +75091,7 @@ https://cloud.google.com/blog/topics/developers-practitioners/google-cloud-netwo
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -72459,6 +75124,7 @@ https://cloud.google.com/blog/topics/developers-practitioners/how-transfer-your-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -72493,6 +75159,7 @@ https://cloud.google.com/blog/topics/developers-practitioners/how-use-machine-le
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -72515,13 +75182,14 @@ https://cloud.google.com/blog/topics/developers-practitioners/introducing-google
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 65b3fa7a717dfa6c0566e54165fdd947aeb2ad24a96b79d9f55462239cb9895a
   health_score: 100.0
   last_checked: 1779031416.481387
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:36.481387+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -72530,6 +75198,7 @@ https://cloud.google.com/blog/topics/developers-practitioners/introducing-google
   - docs/cloud-arch-diagrams.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloud.google.com/blog
 https://cloud.google.com/blog/topics/developers-practitioners/level-up-your-agents-announcing-googles-official-skills-repository:
   title: 'Level Up Your Agents: Announcing Google''s Official Skills Repository'
   description: ''
@@ -72551,6 +75220,7 @@ https://cloud.google.com/blog/topics/developers-practitioners/level-up-your-agen
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -72582,6 +75252,7 @@ https://cloud.google.com/blog/topics/developers-practitioners/microservices-arch
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -72615,6 +75286,7 @@ https://cloud.google.com/blog/topics/developers-practitioners/service-directory-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -72647,6 +75319,7 @@ https://cloud.google.com/blog/topics/developers-practitioners/service-orchestrat
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -72679,6 +75352,7 @@ https://cloud.google.com/blog/topics/developers-practitioners/testing-cloud-sql-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -72711,6 +75385,7 @@ https://cloud.google.com/blog/topics/developers-practitioners/traffic-director-e
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -72743,6 +75418,7 @@ https://cloud.google.com/blog/topics/developers-practitioners/what-cloud-cdn-and
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -72775,6 +75451,7 @@ https://cloud.google.com/blog/topics/developers-practitioners/what-cloud-load-ba
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -72808,6 +75485,7 @@ https://cloud.google.com/blog/topics/developers-practitioners/where-should-i-run
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -72841,6 +75519,7 @@ https://cloud.google.com/blog/topics/developers-practitioners/your-google-cloud-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -72871,6 +75550,7 @@ https://cloud.google.com/blog/topics/developers/introducing-google-cloud-archite
   last_checked: 1779130494.928933
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.928933+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -72894,13 +75574,14 @@ https://cloud.google.com/blog/topics/kubernetes-best-practices:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 645c54eba5f478c3dafa2f56b4bd1e65967e9a639861920bde3a4545fcc6950b
   health_score: 100.0
   last_checked: 1779030115.601248
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:55.601248+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -72909,6 +75590,7 @@ https://cloud.google.com/blog/topics/kubernetes-best-practices:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloud.google.com/blog/products/containers-kubernetes
 https://cloud.google.com/blog/topics/threat-intelligence/azure-run-command-dummies:
   title: 'mandiant.com: Azure Run Command for Dummies'
   description: ''
@@ -72928,6 +75610,7 @@ https://cloud.google.com/blog/topics/threat-intelligence/azure-run-command-dummi
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -72961,6 +75644,7 @@ https://cloud.google.com/blog/topics/training-certifications/google-cloud-to-tra
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -72993,6 +75677,7 @@ https://cloud.google.com/blog/topics/training-certifications/new-learning-hub-an
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -73026,6 +75711,7 @@ https://cloud.google.com/build:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -73048,13 +75734,14 @@ https://cloud.google.com/cloud-build:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: d3ad7f441f8f8e07b2e0458ccd41d11759ee549013639c2291c95983ba8b1b48
   health_score: 100.0
   last_checked: 1779030594.332428
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:54.332428+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -73065,6 +75752,7 @@ https://cloud.google.com/cloud-build:
   - docs/jenkins-alternatives.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloud.google.com/build
 https://cloud.google.com/code:
   title: Google Cloud Code
   description: '- [github: Google Cloud Code samples](https://github.com/GoogleCloudPlatform/cloud-code-samples)'
@@ -73086,6 +75774,7 @@ https://cloud.google.com/code:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -73108,13 +75797,14 @@ https://cloud.google.com/code/docs/vscode/yaml-editing:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 556028c2596bffed5964078f30273137ff9106d33108d52182900383fc1f696d
   health_score: 100.0
   last_checked: 1779032098.203897
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:58.203897+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -73123,6 +75813,7 @@ https://cloud.google.com/code/docs/vscode/yaml-editing:
   - docs/scaffolding.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.cloud.google.com/code/docs/vscode/yaml-editing
 https://cloud.google.com/config-connector/docs/overview:
   title: ==cloud.google.com/config-connector==
   description: ''
@@ -73133,13 +75824,14 @@ https://cloud.google.com/config-connector/docs/overview:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: c270e33efcd5c0823ef24bdeae2fb857b6978176031adea9e02d4e30de45af2f
   health_score: 100.0
   last_checked: 1779031393.62727
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:13.627270+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -73149,6 +75841,7 @@ https://cloud.google.com/config-connector/docs/overview:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.cloud.google.com/config-connector/docs/overview
 https://cloud.google.com/deploy/docs/deploy-app-run:
   title: null
   description: null
@@ -73166,6 +75859,7 @@ https://cloud.google.com/deploy/docs/deploy-app-run:
   last_checked: 1779031378.103544
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:58.103544+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -73195,6 +75889,7 @@ https://cloud.google.com/devops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -73224,6 +75919,7 @@ https://cloud.google.com/docs/compare:
   last_checked: 1779033031.018515
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:31.018515+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -73242,13 +75938,14 @@ https://cloud.google.com/docs/compare/aws:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: a8a2df130c90cdf017eb1df82aecd89472870ae41708456dd21565ff28a376eb
   health_score: 100.0
   last_checked: 1779033612.830686
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:12.830686+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -73257,6 +75954,7 @@ https://cloud.google.com/docs/compare/aws:
   - docs/GoogleCloudPlatform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloud.google.com/docs/compare
 https://cloud.google.com/docs/get-started/aws-azure-gcp-service-comparison:
   title: '==cloud.google.com: Compare AWS and Azure services to Google Cloud=='
   description: ''
@@ -73267,13 +75965,14 @@ https://cloud.google.com/docs/get-started/aws-azure-gcp-service-comparison:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: a8a2df130c90cdf017eb1df82aecd89472870ae41708456dd21565ff28a376eb
   health_score: 100.0
   last_checked: 1779030554.915247
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:14.915247+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -73282,6 +75981,7 @@ https://cloud.google.com/docs/get-started/aws-azure-gcp-service-comparison:
   - docs/public-cloud-solutions.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloud.google.com/docs/compare
 https://cloud.google.com/docs/terraform/blueprints/terraform-blueprints:
   title: "==cloud.google.com: Terraform blueprints and modules for Google Cloud=='
     \U0001F31F"
@@ -73300,6 +76000,7 @@ https://cloud.google.com/docs/terraform/blueprints/terraform-blueprints:
   last_checked: 1779034263.214623
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:03.214623+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -73318,13 +76019,14 @@ https://cloud.google.com/free/docs/aws-azure-gcp-service-comparison:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: a8a2df130c90cdf017eb1df82aecd89472870ae41708456dd21565ff28a376eb
   health_score: 100.0
   last_checked: 1779031032.127253
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:12.127253+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -73333,6 +76035,7 @@ https://cloud.google.com/free/docs/aws-azure-gcp-service-comparison:
   - docs/GoogleCloudPlatform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloud.google.com/docs/compare
 https://cloud.google.com/icons:
   title: Google Cloud Architecture Icons
   description: ''
@@ -73353,6 +76056,7 @@ https://cloud.google.com/icons:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -73388,6 +76092,7 @@ https://cloud.google.com/kubernetes-engine:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -73417,6 +76122,7 @@ https://cloud.google.com/kubernetes-engine/docs/add-on/config-sync/overview:
   last_checked: 1779030006.873056
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:06.873056+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -73436,13 +76142,14 @@ https://cloud.google.com/kubernetes-engine/docs/concepts/autopilot-overview:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 6c7e8ff6a16711149ea844f2a73d71b0c76f0b670587902bc48f3422528c6f05
   health_score: 100.0
   last_checked: 1779033584.423211
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:44.423211+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -73451,6 +76158,7 @@ https://cloud.google.com/kubernetes-engine/docs/concepts/autopilot-overview:
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.cloud.google.com/kubernetes-engine/docs/concepts/autopilot-overview
 https://cloud.google.com/kubernetes-engine/docs/concepts/cluster-autoscaler:
   title: 'Google Cloud Platform: GKE Cluster Autoscaler'
   description: ''
@@ -73461,13 +76169,14 @@ https://cloud.google.com/kubernetes-engine/docs/concepts/cluster-autoscaler:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: f3e7dc19972fd949569ff95d314c41307b4511538f3200f3d6f72d299b01ec51
   health_score: 100.0
   last_checked: 1779030236.471844
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:56.471844+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -73476,6 +76185,7 @@ https://cloud.google.com/kubernetes-engine/docs/concepts/cluster-autoscaler:
   - docs/kubernetes-autoscaling.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.cloud.google.com/kubernetes-engine/docs/concepts/cluster-autoscaler
 https://cloud.google.com/kubernetes-engine/docs/how-to/cloud-dns:
   title: Kubernetes Cloud DNS
   description: ''
@@ -73486,13 +76196,14 @@ https://cloud.google.com/kubernetes-engine/docs/how-to/cloud-dns:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 9c0b476cc6e65f6e9c7dab7bceaee961455ca79bd3e315274fb8bc35d17fe70f
   health_score: 100.0
   last_checked: 1779029371.782074
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:31.782074+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -73501,6 +76212,7 @@ https://cloud.google.com/kubernetes-engine/docs/how-to/cloud-dns:
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.cloud.google.com/kubernetes-engine/docs/how-to/cloud-dns
 https://cloud.google.com/kubernetes-engine/docs/how-to/nodelocal-dns-cache:
   title: Setting up NodeLocal DNSCache
   description: ''
@@ -73511,13 +76223,14 @@ https://cloud.google.com/kubernetes-engine/docs/how-to/nodelocal-dns-cache:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 98d312c228fdf745ee5d9761b5d652c7be3ea833318aaaac166cb85646f02d1a
   health_score: 100.0
   last_checked: 1779032878.646765
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:58.646765+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -73526,6 +76239,7 @@ https://cloud.google.com/kubernetes-engine/docs/how-to/nodelocal-dns-cache:
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.cloud.google.com/kubernetes-engine/docs/how-to/nodelocal-dns-cache
 https://cloud.google.com/kubernetes-engine/kubernetes-comic:
   title: 'cloud.google.com: kubernetes comic'
   description: ''
@@ -73545,6 +76259,7 @@ https://cloud.google.com/kubernetes-engine/kubernetes-comic:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -73578,6 +76293,7 @@ https://cloud.google.com/kubernetes-engine/pricing:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -73610,6 +76326,7 @@ https://cloud.google.com/learn/what-is-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -73633,13 +76350,14 @@ https://cloud.google.com/load-balancing/docs/l7-internal:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 0358d7abcd2001b6cecfe24bd5fa3d9322cbc9dbd2d179ab95398cd120f09544
   health_score: 100.0
   last_checked: 1779030730.630328
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:10.630328+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -73648,6 +76366,7 @@ https://cloud.google.com/load-balancing/docs/l7-internal:
   - docs/servicemesh.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.cloud.google.com/load-balancing/docs/l7-internal
 https://cloud.google.com/products:
   title: 'googlecloudcheatsheet.withgoogle.com: Google Cloud Developer cheat sheet'
   description: ''
@@ -73668,6 +76387,7 @@ https://cloud.google.com/products:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -73679,6 +76399,7 @@ https://cloud.google.com/products:
   v1_locations: []
   v2_locations:
   - GoogleCloudPlatform.md
+  - cheatsheets.md
   youtube_mosaic: {}
 https://cloud.google.com/products/tools:
   title: Cloud Developer Tools
@@ -73701,6 +76422,7 @@ https://cloud.google.com/products/tools:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -73723,13 +76445,14 @@ https://cloud.google.com/pubsub/docs/overview:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: e5e1d093f0b7a07978b7949436c3370ac75623cdc7c16a8253173fb946b77684
   health_score: 100.0
   last_checked: 1779034332.781401
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:12.781401+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -73738,6 +76461,7 @@ https://cloud.google.com/pubsub/docs/overview:
   - docs/message-queue.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.cloud.google.com/pubsub/docs/overview
 https://cloud.google.com/resources/content/architecting-for-autonomy&linkId=62121445:
   title: Architecting for Autonomy β€” Moving AI Agents from Pilot to Enterprise Scale
   description: Google Cloud's blueprint for designing resilient, secure, and highly
@@ -73764,6 +76488,7 @@ https://cloud.google.com/resources/content/architecting-for-autonomy&linkId=6212
   last_checked: 1780352838.801366
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:27:18.801366+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -73802,6 +76527,7 @@ https://cloud.google.com/sdk/docs/cheatsheet?hl=en:
   last_checked: 1779034447.556011
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:07.556011+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -73820,13 +76546,14 @@ https://cloud.google.com/secret-manager/docs/analyze-resources:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: c735c200db8c18ca7897f72139e023374a99151bed6533e781eddd3e981cf664
   health_score: 100.0
   last_checked: 1779030865.946595
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:25.946595+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -73835,6 +76562,7 @@ https://cloud.google.com/secret-manager/docs/analyze-resources:
   - docs/devsecops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.cloud.google.com/secret-manager/docs/analyze-resources
 https://cloud.google.com/secret-manager/docs/best-practices:
   title: 'cloud.google.com: Secret Manager Best Practices'
   description: ''
@@ -73845,13 +76573,14 @@ https://cloud.google.com/secret-manager/docs/best-practices:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 306a9fb18f7dccb3a4a1acd2fca8911d2d19e2f937478e823813516ce1a60941
   health_score: 100.0
   last_checked: 1779032421.58156
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:40:21.581560+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -73860,6 +76589,7 @@ https://cloud.google.com/secret-manager/docs/best-practices:
   - docs/GoogleCloudPlatform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.cloud.google.com/secret-manager/docs/best-practices
 https://cloud.google.com/solutions/media-entertainment&linkId=61896450:
   title: Google Cloud Media and Entertainment Solutions
   description: Resource hub for media workflows, showcasing generative AI and agentic
@@ -73883,6 +76613,7 @@ https://cloud.google.com/solutions/media-entertainment&linkId=61896450:
   last_checked: 1780352037.401549
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:57.401549+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -73913,13 +76644,14 @@ https://cloud.google.com/solutions/partners/a-hybrid-cloud-native-devsecops-pipe
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 783c158129177f2f0fb2c8bdf11047426fe434952288d7e3b447dbb549658596
   health_score: 100.0
   last_checked: 1779032763.416059
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:03.416059+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -73928,6 +76660,7 @@ https://cloud.google.com/solutions/partners/a-hybrid-cloud-native-devsecops-pipe
   - docs/GoogleCloudPlatform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.cloud.google.com/architecture
 https://cloud.google.com/solutions/partners/openshift-on-gcp:
   title: OpenShift on Google Cloud
   description: ''
@@ -73938,13 +76671,14 @@ https://cloud.google.com/solutions/partners/openshift-on-gcp:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779032095.845372
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:55.845372+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -73953,6 +76687,7 @@ https://cloud.google.com/solutions/partners/openshift-on-gcp:
   - docs/openshift.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.cloud.google.com/compute/docs/containers
 https://cloud.google.com/stackdriver/docs/managed-prometheus:
   title: '==cloud.google.com: Google Cloud Managed Service for Prometheus=='
   description: ''
@@ -73970,6 +76705,7 @@ https://cloud.google.com/stackdriver/docs/managed-prometheus:
   last_checked: 1779030430.66289
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:10.662890+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -73988,13 +76724,14 @@ https://cloud.google.com/traffic-director:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 65889699950dbbb99111f54dac73f0ee63263752abe96a80671850b3ab08d39f
   health_score: 100.0
   last_checked: 1779034013.715304
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:06:53.715304+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -74003,6 +76740,7 @@ https://cloud.google.com/traffic-director:
   - docs/servicemesh.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.cloud.google.com/service-mesh/docs
 https://cloud.google.com/vpc/docs/vpc:
   title: 'cloud.google.com: VPN network overview'
   description: ''
@@ -74013,13 +76751,14 @@ https://cloud.google.com/vpc/docs/vpc:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 83c6a9217b27295702d80c7edf220fafa7f0b202a39338da65d477d3e82c06d4
   health_score: 100.0
   last_checked: 1779033487.200012
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:07.200012+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -74028,6 +76767,7 @@ https://cloud.google.com/vpc/docs/vpc:
   - docs/GoogleCloudPlatform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.cloud.google.com/vpc/docs/vpc
 https://cloud.hashicorp.com:
   title: 'cloud.hashicorp.com: HashiCorp Cloud'
   description: ''
@@ -74046,6 +76786,7 @@ https://cloud.hashicorp.com:
   last_checked: 1779029366.860763
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:26.860763+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -74077,6 +76818,7 @@ https://cloud.ibm.com/docs/containers?topic=containers-troubleshoot_cluster_auto
   last_checked: 1779034273.463819
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:11:13.463819+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -74101,13 +76843,14 @@ https://cloud.ibm.com/docs/openshift?topic=openshift-ingress:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 1142cb40f1aba306988fb0c11b3ebf298859fa28c987de64a172edb183484287
   health_score: 100.0
   last_checked: 1779031440.444071
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:24:00.444071+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -74121,6 +76864,7 @@ https://cloud.ibm.com/docs/openshift?topic=openshift-ingress:
   v2_locations:
   - openshift.md
   youtube_mosaic: {}
+  duplicate_of: https://cloud.ibm.com/docs/containers?topic=containers-troubleshoot_cluster_autoscaler
 https://cloud.ibm.com/docs/openshift?topic=openshift-security:
   title: 'cloud.ibm.com: openshift-security'
   description: ''
@@ -74142,6 +76886,7 @@ https://cloud.ibm.com/docs/openshift?topic=openshift-security:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -74173,6 +76918,7 @@ https://cloud.ibm.com/docs/solution-tutorials?topic=solution-tutorials-scalable-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -74204,6 +76950,7 @@ https://cloud.netapp.com/blog/prepare-for-the-day-of-all-cloud:
   last_checked: 1779034090.366058
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:10.366058+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -74234,6 +76981,7 @@ https://cloud.redhat.com/blog/a-guide-to-ingress-controllers-in-openshift:
   last_checked: 1779033609.799226
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:09.799226+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -74260,6 +77008,7 @@ https://cloud.redhat.com/blog/a-guide-to-secrets-management-with-gitops-and-kube
   last_checked: 1779029948.381501
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:08.381501+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -74279,13 +77028,14 @@ https://cloud.redhat.com/blog/announcing-bring-your-own-host-support-for-windows
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 35468242925a4b30c516d959bd46b4d5236842986f3b584403de40e0b1adeb15
   health_score: 100.0
   last_checked: 1779034423.136168
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:43.136168+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -74294,6 +77044,7 @@ https://cloud.redhat.com/blog/announcing-bring-your-own-host-support-for-windows
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/announcing-bring-your-own-host-support-for-windows-nodes-to-red-hat-openshift
 https://cloud.redhat.com/blog/application-management-in-kubernetes-environments-with-helm-charts-and-kubernetes-operators:
   title: 'cloud.redhat.com: Application Management in Kubernetes Environments with''
     Helm Charts and Kubernetes Operators'
@@ -74305,13 +77056,14 @@ https://cloud.redhat.com/blog/application-management-in-kubernetes-environments-
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 2e74d50eb14514b33928964120729469c9b14eca346606edc3bb488b2263a324
   health_score: 100.0
   last_checked: 1779030235.689077
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:55.689077+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -74320,6 +77072,7 @@ https://cloud.redhat.com/blog/application-management-in-kubernetes-environments-
   - docs/helm.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/application-management-in-kubernetes-environments-with-helm-charts-and-kubernetes-operators
 https://cloud.redhat.com/blog/automate-your-security-practices-and-policies-on-openshift-with-kyverno:
   title: "cloud.redhat.com: Automate Your Security Practices and Policies on OpenShift'
     With Kyverno \U0001F31F"
@@ -74331,13 +77084,14 @@ https://cloud.redhat.com/blog/automate-your-security-practices-and-policies-on-o
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 516449dc1bbddd4641b23e50c5005a2d0c32b6a8835d2778462b25cf86fc4785
   health_score: 100.0
   last_checked: 1779033072.253907
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:12.253907+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -74346,6 +77100,7 @@ https://cloud.redhat.com/blog/automate-your-security-practices-and-policies-on-o
   - docs/securityascode.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/automate-your-security-practices-and-policies-on-openshift-with-kyverno
 https://cloud.redhat.com/blog/chaos-engineering-with-litmuschaos:
   title: 'cloud.redhat.com: Chaos Engineering With LitmusChaos'
   description: ''
@@ -74363,6 +77118,7 @@ https://cloud.redhat.com/blog/chaos-engineering-with-litmuschaos:
   last_checked: 1779029356.598166
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:16.598166+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -74381,13 +77137,14 @@ https://cloud.redhat.com/blog/check-out-our-new-look:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 406b1756cadb625bad5710589c77bfb058970eee4c1027d9e3208c8919debc98
   health_score: 100.0
   last_checked: 1779033419.480204
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:59.480204+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -74396,6 +77153,7 @@ https://cloud.redhat.com/blog/check-out-our-new-look:
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/check-out-our-new-look
 https://cloud.redhat.com/blog/cloud-devops-with-openshift-and-jfrog:
   title: 'cloud.redhat.com: Cloud DevOps With OpenShift and JFrog'
   description: ''
@@ -74406,13 +77164,14 @@ https://cloud.redhat.com/blog/cloud-devops-with-openshift-and-jfrog:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 06512cf9036be6f21863121a0246001475ff5658b60450b2abd0249dd99c42a7
   health_score: 100.0
   last_checked: 1779031981.211828
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:01.211828+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -74421,6 +77180,7 @@ https://cloud.redhat.com/blog/cloud-devops-with-openshift-and-jfrog:
   - docs/jenkins-alternatives.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/cloud-devops-with-openshift-and-jfrog
 https://cloud.redhat.com/blog/getting-started-in-openshift:
   title: "cloud.redhat.com: Getting Started in OpenShift \U0001F31F"
   description: ''
@@ -74431,13 +77191,14 @@ https://cloud.redhat.com/blog/getting-started-in-openshift:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 83a8fd127638344fc703ed4beccce47fb3f678ac94edf6f9c0c8f0d169fdc182
   health_score: 100.0
   last_checked: 1779032153.023026
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:53.023026+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -74446,6 +77207,7 @@ https://cloud.redhat.com/blog/getting-started-in-openshift:
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/getting-started-in-openshift
 https://cloud.redhat.com/blog/getting-started-running-spark-workloads-on-openshift:
   title: 'cloud.redhat.com: Getting Started running Spark workloads on OpenShift'
   description: ''
@@ -74456,13 +77218,14 @@ https://cloud.redhat.com/blog/getting-started-running-spark-workloads-on-openshi
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 69402e8f6e4224ee97f646b366a8c6a16f406178dec129dd4956822ad9e64148
   health_score: 100.0
   last_checked: 1779034510.061753
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:10.061753+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -74471,6 +77234,7 @@ https://cloud.redhat.com/blog/getting-started-running-spark-workloads-on-openshi
   - docs/kubernetes-bigdata.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/getting-started-running-spark-workloads-on-openshift
 https://cloud.redhat.com/blog/global-load-balancer-approaches:
   title: "cloud.redhat.com: Global Load Balancer Approaches \U0001F31F"
   description: ''
@@ -74481,13 +77245,14 @@ https://cloud.redhat.com/blog/global-load-balancer-approaches:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 7b5bc3bd75a54735aeffa5677c66dd447598194ca64b774feda07c1bc3ac8573
   health_score: 100.0
   last_checked: 1779032728.693208
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:28.693208+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -74496,6 +77261,7 @@ https://cloud.redhat.com/blog/global-load-balancer-approaches:
   - docs/kubernetes-networking.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/global-load-balancer-approaches
 ? https://cloud.redhat.com/blog/how-to-build-a-disconnected-openshift-cluster-with-mirror-registries-on-rhel-coreos-using-podman-and-systemd
 : title: 'cloud.redhat.com: How to Build a Disconnected OpenShift Cluster With Mirror''
     Registries on RHEL CoreOS Using Podman and Systemd'
@@ -74507,13 +77273,14 @@ https://cloud.redhat.com/blog/global-load-balancer-approaches:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 69d1e896e9bbacf9467d3ec4dbadb3b2590796f2d48f41a72333b97f8413f0e7
   health_score: 100.0
   last_checked: 1779033432.48376
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:12.483760+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -74522,6 +77289,7 @@ https://cloud.redhat.com/blog/global-load-balancer-approaches:
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/how-to-build-a-disconnected-openshift-cluster-with-mirror-registries-on-rhel-coreos-using-podman-and-systemd
 https://cloud.redhat.com/blog/how-to-modernize-virtualized-workloads:
   title: "cloud.redhat.com: How to Modernize Virtualized Workloads \U0001F31F"
   description: ''
@@ -74532,13 +77300,14 @@ https://cloud.redhat.com/blog/how-to-modernize-virtualized-workloads:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 90526a73a4d0f876531a3a074a5f5240d99c8b805087a57b5fe4820f5499a9f6
   health_score: 100.0
   last_checked: 1779031489.902065
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:49.902065+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -74547,6 +77316,7 @@ https://cloud.redhat.com/blog/how-to-modernize-virtualized-workloads:
   - docs/introduction.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/how-to-modernize-virtualized-workloads
 ? https://cloud.redhat.com/blog/how-to-observe-your-clusters-with-red-hat-advanced-cluster-management-customize-the-grafana-dashboard
 : title: 'cloud.redhat.com: How to Observe your Clusters with Red Hat Advanced Cluster''
     Management - Customize the Grafana Dashboard'
@@ -74558,13 +77328,14 @@ https://cloud.redhat.com/blog/how-to-modernize-virtualized-workloads:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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@@ -74573,6 +77344,7 @@ https://cloud.redhat.com/blog/how-to-modernize-virtualized-workloads:
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/how-to-observe-your-clusters-with-red-hat-advanced-cluster-management-customize-the-grafana-dashboard
 https://cloud.redhat.com/blog/how-to-use-argocd-deployments-with-github-tokens:
   title: 'cloud.redhat.com: How to Use ArgoCD Deployments with GitHub Tokens'
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@@ -74598,6 +77371,7 @@ https://cloud.redhat.com/blog/how-to-use-argocd-deployments-with-github-tokens:
   - docs/argo.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/how-to-use-argocd-deployments-with-github-tokens
 https://cloud.redhat.com/blog/log4shell-practical-mitigations-and-impact-analysis:
   title: 'cloud.redhat.com: Log4Shell: Practical Mitigations and Impact Analysis of''
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@@ -74609,13 +77383,14 @@ https://cloud.redhat.com/blog/log4shell-practical-mitigations-and-impact-analysi
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   discovered_at: '2026-05-17T17:33:20.183718+02:00'
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@@ -74624,6 +77399,7 @@ https://cloud.redhat.com/blog/log4shell-practical-mitigations-and-impact-analysi
   - docs/devsecops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/log4shell-practical-mitigations-and-impact-analysis
 https://cloud.redhat.com/blog/monitoring-infrastructure-openshift-4.x-using-zabbix-operator:
   title: 'cloud.redhat.com: Monitoring Infrastructure Openshift 4.x Using Zabbix Operator'
   description: ''
@@ -74634,13 +77410,14 @@ https://cloud.redhat.com/blog/monitoring-infrastructure-openshift-4.x-using-zabb
   resource_type: null
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   is_microservice: false
-  status: online
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   discovered_at: '2026-05-17T17:27:49.974480+02:00'
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@@ -74649,6 +77426,7 @@ https://cloud.redhat.com/blog/monitoring-infrastructure-openshift-4.x-using-zabb
   - docs/monitoring.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/monitoring-infrastructure-openshift-4.x-using-zabbix-operator
 ? https://cloud.redhat.com/blog/openshift-commons-briefing-database-disaster-recovery-made-easy-with-annette-clewett-red-hat-and-andrew-lecuyer-crunchy-data
 : title: 'cloud.redhat.com: OpenShift Commons Briefing: Database Disaster Recovery''
     Made Easy with Annette Clewett (Red Hat) and Andrew L''Ecuyer (Crunchy Data)'
@@ -74660,13 +77438,14 @@ https://cloud.redhat.com/blog/monitoring-infrastructure-openshift-4.x-using-zabb
   resource_type: null
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-  status: online
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   health_score: 100.0
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   discovered_at: '2026-05-17T18:01:56.029047+02:00'
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@@ -74675,6 +77454,7 @@ https://cloud.redhat.com/blog/monitoring-infrastructure-openshift-4.x-using-zabb
   - docs/databases.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/openshift-commons-briefing-database-disaster-recovery-made-easy-with-annette-clewett-red-hat-and-andrew-lecuyer-crunchy-data
 https://cloud.redhat.com/blog/openshift-sandboxed-containers-101:
   title: "cloud.redhat.com: OpenShift Sandboxed Containers 101 \U0001F31F"
   description: ''
@@ -74685,13 +77465,14 @@ https://cloud.redhat.com/blog/openshift-sandboxed-containers-101:
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   is_microservice: false
-  status: online
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@@ -74700,6 +77481,7 @@ https://cloud.redhat.com/blog/openshift-sandboxed-containers-101:
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/openshift-sandboxed-containers-101
 https://cloud.redhat.com/blog/openshift-sandboxed-containers-operator-from-zero-to-hero-the-hard-way:
   title: 'cloud.redhat.com: OpenShift Sandboxed Containers Operator From Zero to Hero,''
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   resource_type: null
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-  status: online
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@@ -74726,6 +77509,7 @@ https://cloud.redhat.com/blog/openshift-sandboxed-containers-operator-from-zero-
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/openshift-sandboxed-containers-operator-from-zero-to-hero-the-hard-way
 https://cloud.redhat.com/blog/openshift-virtualization-on-amazon-web-services:
   title: '==cloud.redhat.com: OpenShift Virtualization on Amazon Web Services=='
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@@ -74743,6 +77527,7 @@ https://cloud.redhat.com/blog/openshift-virtualization-on-amazon-web-services:
   last_checked: 1779033500.849875
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:20.849875+02:00'
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@@ -74768,6 +77553,7 @@ https://cloud.redhat.com/blog/red-hat-container-community-of-practice-operators:
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   discovered_at: '2026-05-17T18:09:33.492871+02:00'
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@@ -74786,13 +77572,14 @@ https://cloud.redhat.com/blog/red-hat-openshift-4.8-is-now-generally-available:
   resource_type: null
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   discovered_at: '2026-05-17T17:09:18.793082+02:00'
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@@ -74801,6 +77588,7 @@ https://cloud.redhat.com/blog/red-hat-openshift-4.8-is-now-generally-available:
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/red-hat-openshift-4.8-is-now-generally-available
 https://cloud.redhat.com/blog/red-hat-openshift-4.9-is-now-generally-available:
   title: 'cloud.redhat.com: Red Hat OpenShift 4.9 Is Now Generally Available'
   description: ''
@@ -74811,13 +77599,14 @@ https://cloud.redhat.com/blog/red-hat-openshift-4.9-is-now-generally-available:
   resource_type: null
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@@ -74826,6 +77615,7 @@ https://cloud.redhat.com/blog/red-hat-openshift-4.9-is-now-generally-available:
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/red-hat-openshift-4.9-is-now-generally-available
 https://cloud.redhat.com/blog/sandboxed-containers-operator-from-zero-to-hero-the-hard-way-part-2:
   title: 'cloud.redhat.com: Troubleshooting Sandboxed Containers Operator'
   description: ''
@@ -74836,13 +77626,14 @@ https://cloud.redhat.com/blog/sandboxed-containers-operator-from-zero-to-hero-th
   resource_type: null
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@@ -74851,6 +77642,7 @@ https://cloud.redhat.com/blog/sandboxed-containers-operator-from-zero-to-hero-th
   - docs/kubernetes-troubleshooting.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/sandboxed-containers-operator-from-zero-to-hero-the-hard-way-part-2
 ? https://cloud.redhat.com/blog/scale-your-application-containers-on-red-hat-openshift-service-on-aws-rosa-clusters-using-amazon-efs-storage
 : title: '==cloud.redhat.com: Scale your application containers on Red Hat OpenShift''
     Service on AWS (ROSA) clusters using Amazon EFS storage=='
@@ -74869,6 +77661,7 @@ https://cloud.redhat.com/blog/sandboxed-containers-operator-from-zero-to-hero-th
   last_checked: 1779032642.937346
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:02.937346+02:00'
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@@ -74887,13 +77680,14 @@ https://cloud.redhat.com/blog/simplifying-database-cloud-service-access:
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@@ -74902,6 +77696,7 @@ https://cloud.redhat.com/blog/simplifying-database-cloud-service-access:
   - docs/databases.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/simplifying-database-cloud-service-access
 https://cloud.redhat.com/blog/top-open-source-kubernetes-security-tools-of-2021:
   title: "cloud.redhat.com: Top Open Source Kubernetes Security Tools of 2021 \U0001F31F\U0001F31F"
   description: ''
@@ -74912,13 +77707,14 @@ https://cloud.redhat.com/blog/top-open-source-kubernetes-security-tools-of-2021:
   resource_type: null
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@@ -74928,6 +77724,7 @@ https://cloud.redhat.com/blog/top-open-source-kubernetes-security-tools-of-2021:
   - docs/kubernetes-security.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/top-open-source-kubernetes-security-tools-of-2021
 https://cloud.redhat.com/blog/velero-backup-and-restore-of-an-application-using-gp2-storageclass-on-rosa:
   title: 'cloud.redhat.com: Velero Backup and Restore of an Application Using gp2''
     StorageClass on ROSA'
@@ -74939,13 +77736,14 @@ https://cloud.redhat.com/blog/velero-backup-and-restore-of-an-application-using-
   resource_type: null
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   is_microservice: false
-  status: online
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   discovered_at: '2026-05-17T17:19:41.681502+02:00'
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@@ -74954,6 +77752,7 @@ https://cloud.redhat.com/blog/velero-backup-and-restore-of-an-application-using-
   - docs/kubernetes-backup-migrations.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/velero-backup-and-restore-of-an-application-using-gp2-storageclass-on-rosa
 https://cloud.redhat.com/blog/virtual-machines-as-code-with-openshift-gitops-and-openshift-virtualization:
   title: 'cloud.redhat.com: Virtual Machines as Code with OpenShift GitOps and OpenShift''
     Virtualization'
@@ -74965,13 +77764,14 @@ https://cloud.redhat.com/blog/virtual-machines-as-code-with-openshift-gitops-and
   resource_type: null
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   is_microservice: false
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   discovered_at: '2026-05-17T17:48:04.793369+02:00'
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@@ -74980,6 +77780,7 @@ https://cloud.redhat.com/blog/virtual-machines-as-code-with-openshift-gitops-and
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/virtual-machines-as-code-with-openshift-gitops-and-openshift-virtualization
 https://cloud.redhat.com/openshift/install:
   title: New Installer
   description: ''
@@ -74997,6 +77798,7 @@ https://cloud.redhat.com/openshift/install:
   last_checked: 1779030430.141393
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:10.141393+02:00'
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@@ -75026,6 +77828,7 @@ https://cloud.spring.io/spring-cloud-config/reference/html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
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@@ -75055,6 +77858,7 @@ https://cloud.spring.io/spring-cloud-config/spring-cloud-config.html:
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   discovered_at: '2026-05-17T16:44:20.797214+02:00'
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@@ -75084,6 +77888,7 @@ https://cloud.spring.io/spring-cloud-vault/reference/html:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
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@@ -75113,6 +77918,7 @@ https://cloud.tilt.dev:
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   discovered_at: '2026-05-17T17:40:57.261039+02:00'
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@@ -75139,6 +77945,7 @@ https://cloud.vmware.com/tanzu:
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   discovered_at: '2026-05-17T17:51:52.759799+02:00'
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@@ -75174,6 +77981,7 @@ https://cloudacademy.com/blog/ansible-aws:
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   discovered_at: '2015-06-01T00:00:00+02:00'
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@@ -75197,13 +78005,14 @@ https://cloudacademy.com/blog/devops-why-is-it-important-to-decouple-deployment-
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   health_score: 100.0
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@@ -75212,6 +78021,7 @@ https://cloudacademy.com/blog/devops-why-is-it-important-to-decouple-deployment-
   - docs/devops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloudacademy.com/blog/migrating-data-to-aws
 https://cloudacademy.com/blog/migrating-data-to-aws:
   title: 'cloudacademy.com: Migrating Data to AWS Using the AWS Schema Conversion''
     Tool: A Preview'
@@ -75233,6 +78043,7 @@ https://cloudacademy.com/blog/migrating-data-to-aws:
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@@ -75264,6 +78075,7 @@ https://cloudark.medium.com/kubernetes-custom-controllers-b6c7d0668fdf:
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-  status: online
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@@ -75333,6 +78147,7 @@ https://cloudark.medium.com/whats-cooking-in-your-kubernetes-namespace-9200be114
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloud.google.com/blog/products/containers-kubernetes/5-ways-google-cloud-is-making-gke-the-best-place-to-run-kubernetes
 https://cloudblog.withgoogle.com/products/data-analytics/create-templates-from-any-dataflow-pipeline/amp:
   title: 'cloudblog.withgoogle.com: Turn any Dataflow pipeline into a reusable template'
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@@ -75358,6 +78174,7 @@ https://cloudblog.withgoogle.com/products/data-analytics/create-templates-from-a
   - docs/message-queue.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloud.google.com/blog/products/data-analytics/create-templates-from-any-dataflow-pipeline
 https://cloudblog.withgoogle.com/products/networking/how-to-use-new-traffic-control-features-in-cloud-load-balancing/amp:
   title: Using new traffic control features in External HTTP(S) load balancer
   description: ''
@@ -75368,13 +78185,14 @@ https://cloudblog.withgoogle.com/products/networking/how-to-use-new-traffic-cont
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@@ -75383,6 +78201,7 @@ https://cloudblog.withgoogle.com/products/networking/how-to-use-new-traffic-cont
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloud.google.com/blog/products/networking/how-to-use-new-traffic-control-features-in-cloud-load-balancing
 https://cloudblog.withgoogle.com/products/networking/traffic-director-supports-proxyless-grpc/amp:
   title: Traffic Director and gRPCβ€”proxyless services for your service mesh
   description: ''
@@ -75393,13 +78212,14 @@ https://cloudblog.withgoogle.com/products/networking/traffic-director-supports-p
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@@ -75408,6 +78228,7 @@ https://cloudblog.withgoogle.com/products/networking/traffic-director-supports-p
   - docs/servicemesh.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloud.google.com/blog/products/networking/traffic-director-supports-proxyless-grpc
 ? https://cloudblogs.microsoft.com/opensource/2021/07/09/simple-steps-to-create-scalable-processes-to-deploy-ml-models-as-microservices
 : title: 'cloudblogs.microsoft.com: Simple steps to create scalable processes to deploy''
     ML models as microservices'
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@@ -75434,6 +78256,7 @@ https://cloudblog.withgoogle.com/products/networking/traffic-director-supports-p
   - docs/mlops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://opensource.microsoft.com/blog/2021/07/09/simple-steps-to-create-scalable-processes-to-deploy-ml-models-as-microservices
 ? https://cloudblogs.microsoft.com/sqlserver/2020/06/23/expanding-sql-server-big-data-clusters-capabilities-now-on-red-hat-openshift
 : title: Expanding SQL Server Big Data Clusters capabilities, now on Red Hat OpenShift
   description: ''
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   discovered_at: '2020-06-01T00:00:00+02:00'
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   discovered_at: '2024-06-01T00:00:00+02:00'
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@@ -75528,6 +78353,7 @@ https://cloudbuild.co.uk/how-to-install-terraform:
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   discovered_at: '2023-06-01T00:00:00+02:00'
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@@ -75558,6 +78384,7 @@ https://cloudbuild.co.uk/part-2-terraform-with-azure-how-to-install-azure-cli:
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:46:31.713091+02:00'
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@@ -75584,6 +78411,7 @@ https://cloudbuild.co.uk/part-3-terraform-with-azure-how-to-install-visual-studi
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   discovered_at: '2026-05-17T17:15:29.517659+02:00'
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@@ -75610,6 +78438,7 @@ https://cloudbuild.co.uk/part-4-terraform-with-azure-how-to-install-azure-terraf
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   discovered_at: '2026-05-17T17:05:54.499751+02:00'
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@@ -75636,6 +78465,7 @@ https://cloudbuild.co.uk/part-5-terraform-with-azure-install-git-and-enable-in-v
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   discovered_at: '2026-05-17T17:51:22.882364+02:00'
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@@ -75661,6 +78491,7 @@ https://cloudbuild.co.uk/part-6-terraform-with-azure-deploy-resources-in-azure:
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:21:08.125956+02:00'
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   discovered_at: '2026-05-17T17:22:10.400856+02:00'
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@@ -75713,6 +78545,7 @@ https://cloudbuild.co.uk/part-8-terraform-with-azure-deploy-a-terraform-tfvars-f
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:11:11.492185+02:00'
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   discovered_at: '2026-06-14T11:45:34.824126+02:00'
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@@ -75768,13 +78602,14 @@ https://cloudcraft.co:
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   discovered_at: '2026-05-17T17:22:17.486866+02:00'
+  last_ai_eval: null
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@@ -75783,6 +78618,7 @@ https://cloudcraft.co:
   - docs/cloud-arch-diagrams.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.cloudcraft.co
 https://cloudforecast.io/blog/cadvisor-and-kubernetes-monitoring-guide:
   title: "cloudforecast.io: cAdvisor and Kubernetes Monitoring Guide \U0001F31F"
   description: ''
@@ -75804,6 +78640,7 @@ https://cloudforecast.io/blog/cadvisor-and-kubernetes-monitoring-guide:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -75836,6 +78673,7 @@ https://cloudhero.io/creating-users-for-your-kubernetes-cluster:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -75866,6 +78704,7 @@ https://cloudhut.dev/blog/2021-06-24-running-kafka-on-kubernetes:
   last_checked: 1779031045.931625
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:25.931625+02:00'
+  last_ai_eval: null
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@@ -75896,6 +78735,7 @@ https://cloudify.co/blog/ansible-terraform-and-cloudify:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:01.360708+02:00'
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@@ -75914,13 +78754,14 @@ https://cloudify.co/blog/ansible-vs-terraform:
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-  status: online
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:10.595675+02:00'
+  last_ai_eval: null
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@@ -75929,6 +78770,7 @@ https://cloudify.co/blog/ansible-vs-terraform:
   - docs/iac.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloudify.co/blog/ansible-terraform-and-cloudify
 https://cloudify.co/blog/aws-eks-vs-ecs-vs-fargate:
   title: 'cloudify.co: AWS EKS Vs. ECS Vs. Fargate: The Breakdown'
   description: ''
@@ -75939,13 +78781,14 @@ https://cloudify.co/blog/aws-eks-vs-ecs-vs-fargate:
   resource_type: null
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   is_microservice: false
-  status: online
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   discovered_at: '2026-05-17T17:07:18.786633+02:00'
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@@ -75954,6 +78797,7 @@ https://cloudify.co/blog/aws-eks-vs-ecs-vs-fargate:
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloudify.co/blog/ansible-terraform-and-cloudify
 https://cloudify.co/blog/docker-vs-kubernetes-comparison:
   title: 'cloudify.co: Docker Vs. Kubernetes'
   description: ''
@@ -75964,13 +78808,14 @@ https://cloudify.co/blog/docker-vs-kubernetes-comparison:
   resource_type: null
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   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
   last_checked: 1779029478.639411
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:18.639411+02:00'
+  last_ai_eval: null
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@@ -75979,6 +78824,7 @@ https://cloudify.co/blog/docker-vs-kubernetes-comparison:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloudify.co/blog/ansible-terraform-and-cloudify
 https://cloudify.co/blog/infrastructure-as-code-is-it-really-enough-for-devops:
   title: "cloudify.co: Infrastructure As Code – Is It REALLY Enough For DevOps? IAC'
     DevOps Best Practices \U0001F31F"
@@ -75990,13 +78836,14 @@ https://cloudify.co/blog/infrastructure-as-code-is-it-really-enough-for-devops:
   resource_type: null
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   is_microservice: false
-  status: online
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   health_score: 100.0
   last_checked: 1779033206.182271
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:26.182271+02:00'
+  last_ai_eval: null
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@@ -76005,6 +78852,7 @@ https://cloudify.co/blog/infrastructure-as-code-is-it-really-enough-for-devops:
   - docs/iac.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloudify.co/blog/ansible-terraform-and-cloudify
 https://cloudify.co/blog/migrating-pods-containerized-applications-nodes-kubernetes-cluster-using-cloudify:
   title: "cloudify.co: Migrating Pods With Containerized Applications Between Nodes'
     In The Same Kubernetes Cluster Using Cloudify \U0001F31F"
@@ -76016,13 +78864,14 @@ https://cloudify.co/blog/migrating-pods-containerized-applications-nodes-kuberne
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
   last_checked: 1779033572.798816
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:32.798816+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -76031,6 +78880,7 @@ https://cloudify.co/blog/migrating-pods-containerized-applications-nodes-kuberne
   - docs/kubernetes-backup-migrations.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloudify.co/blog/ansible-terraform-and-cloudify
 https://cloudify.co/blog/overcoming-devsecops-delivery-pipeline-challenges:
   title: 'cloudify.co: Understanding DevSecOps And Its Challenges'
   description: ''
@@ -76041,13 +78891,14 @@ https://cloudify.co/blog/overcoming-devsecops-delivery-pipeline-challenges:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 4ff5c776040d1834c7c9298b0dd760123eae537f2aa3f6a80dc1103ef7404d95
   health_score: 100.0
   last_checked: 1779029291.815855
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:11.815855+02:00'
+  last_ai_eval: null
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@@ -76056,6 +78907,7 @@ https://cloudify.co/blog/overcoming-devsecops-delivery-pipeline-challenges:
   - docs/devsecops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloudify.co/blog/ansible-terraform-and-cloudify
 https://cloudify.co/blog/simplifying-hybrid-cloud-deployments-with-aws-eks-and-outpost:
   title: 'cloudify.co: Simplifying Hybrid Cloud Deployments With AWS EKS And Outpost'
   description: ''
@@ -76066,13 +78918,14 @@ https://cloudify.co/blog/simplifying-hybrid-cloud-deployments-with-aws-eks-and-o
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 4ff5c776040d1834c7c9298b0dd760123eae537f2aa3f6a80dc1103ef7404d95
   health_score: 100.0
   last_checked: 1779029862.840878
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:57:42.840878+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -76081,6 +78934,7 @@ https://cloudify.co/blog/simplifying-hybrid-cloud-deployments-with-aws-eks-and-o
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloudify.co/blog/ansible-terraform-and-cloudify
 https://cloudify.co/everything-you-need-to-know-about-hybrid-cloud:
   title: "cloudify.co: Your Guide to Infrastructure Automation & Hybrid Cloud Orchestration'
     \U0001F31F"
@@ -76092,13 +78946,14 @@ https://cloudify.co/everything-you-need-to-know-about-hybrid-cloud:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779032835.044862
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:15.044862+02:00'
+  last_ai_eval: null
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@@ -76107,6 +78962,7 @@ https://cloudify.co/everything-you-need-to-know-about-hybrid-cloud:
   - docs/introduction.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloudify.co/blog/ansible-terraform-and-cloudify
 https://cloudify.co/terraform-integration:
   title: 'cloudify.co: Cloudify and Terraform Integration. Supercharge Your Terraform''
     Templates'
@@ -76118,13 +78974,14 @@ https://cloudify.co/terraform-integration:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 4ff5c776040d1834c7c9298b0dd760123eae537f2aa3f6a80dc1103ef7404d95
   health_score: 100.0
   last_checked: 1779033715.950525
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:55.950525+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -76133,6 +78990,7 @@ https://cloudify.co/terraform-integration:
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloudify.co/blog/ansible-terraform-and-cloudify
 https://cloudkatha.com/aws-s3-storage-classes-everything-you-need-to-know:
   title: 'cloudkatha.com: AWS S3 Storage Classes: Everything You Need to Know'
   description: ''
@@ -76153,6 +79011,7 @@ https://cloudkatha.com/aws-s3-storage-classes-everything-you-need-to-know:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -76186,6 +79045,7 @@ https://cloudkatha.com/difference-between-root-user-and-iam-user-in-aws-you-need
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -76218,6 +79078,7 @@ https://cloudkatha.com/how-to-configure-aws-sqs-dead-letter-queue-using-cloudfor
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -76250,6 +79111,7 @@ https://cloudkatha.com/how-to-create-an-s3-bucket-using-cloudformation:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -76282,6 +79144,7 @@ https://cloudkatha.com/how-to-create-iam-role-using-cloudformation:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -76314,6 +79177,7 @@ https://cloudkatha.com/how-to-setup-budget-in-aws-to-keep-your-bill-in-check:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:05.806555+02:00'
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -76379,6 +79244,7 @@ https://cloudkatha.com/how-to-use-cloudformation-to-create-sns-topic-and-subscri
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -76412,6 +79278,7 @@ https://cloudkatha.com/is-s3-region-specific-or-global-what-do-you-think:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -76443,6 +79310,7 @@ https://cloudkatha.com/why-s3-bucket-names-are-unique-globally:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -76475,6 +79343,7 @@ https://cloudnativeengineer.substack.com/p/prepare-for-your-cka-exam-e1c33883eaf
   last_checked: 1779030393.978799
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:33.978799+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -76506,6 +79375,7 @@ https://cloudnativeislamabad.hashnode.dev/introduction-to-docker-part-1:
   last_checked: 1779032704.029132
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:04.029132+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -76537,6 +79407,7 @@ https://cloudnativeislamabad.hashnode.dev/virtualization-vs-containerization:
   last_checked: 1779034507.051205
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:07.051205+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -76570,6 +79441,7 @@ https://cloudnativenow.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -76602,6 +79474,7 @@ https://cloudnativenow.com/editorial-calendar/cloud-native-security/the-what-and
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -76633,6 +79506,7 @@ https://cloudnativenow.com/features/4-expert-level-things-i-wish-id-known-about-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -76664,6 +79538,7 @@ https://cloudnativenow.com/features/9-open-source-developer-tools-for-kubernetes
   last_checked: 1779130495.024146
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.024146+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -76697,6 +79572,7 @@ https://cloudnativenow.com/features/assessing-the-true-cost-of-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -76729,6 +79605,7 @@ https://cloudnativenow.com/features/deploying-kubernetes-on-bare-metal:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -76761,6 +79638,7 @@ https://cloudnativenow.com/features/gitlab-brings-kubernetes-operator-to-red-hat
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -76794,6 +79672,7 @@ https://cloudnativenow.com/features/gitops-the-missing-link-for-ci-cd-for-kubern
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -76826,6 +79705,7 @@ https://cloudnativenow.com/features/gitops-workflows-expanding-beyond-kubernetes
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -76861,6 +79741,7 @@ https://cloudnativenow.com/features/kubernetes-enables-devops-as-a-service-daas:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -76892,6 +79773,7 @@ https://cloudnativenow.com/features/kubernetes-security-in-your-ci-cd-pipeline:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -76923,6 +79805,7 @@ https://cloudnativenow.com/features/linkerds-cncf-graduation-due-to-its-simplici
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -76956,6 +79839,7 @@ https://cloudnativenow.com/features/red-hat-ibm-launch-konveyor-to-aggregate-kub
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -76989,6 +79873,7 @@ https://cloudnativenow.com/features/red-hat-simplifies-kubernetes-cluster-manage
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -77021,6 +79906,7 @@ https://cloudnativenow.com/features/siloscape-the-dark-side-of-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -77052,6 +79938,7 @@ https://cloudnativenow.com/features/the-4-levels-of-gitops-maturity:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -77082,6 +79969,7 @@ https://cloudnativenow.com/features/the-rise-of-the-kubemaster:
   last_checked: 1779130494.969172
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.969172+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -77120,6 +80008,7 @@ https://cloudnativenow.com/features/whats-the-difference-between-docker-and-kube
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -77163,6 +80052,7 @@ https://cloudnativenow.com/features/when-is-kubernetes-service-ownership-the-rig
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -77195,6 +80085,7 @@ https://cloudnativenow.com/features/when-is-service-mesh-worth-it:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -77227,6 +80118,7 @@ https://cloudnativenow.com/features/when-kubernetes-as-a-service-doesnt-cut-it:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -77259,6 +80151,7 @@ https://cloudnativenow.com/kubeconcnc/kubernetes-true-superpower-is-its-control-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -77289,6 +80182,7 @@ https://cloudnativenow.com/topics/cloudnativedevelopment/how-docker-and-kubernet
   last_checked: 1781736203.039006
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:23.039006+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -77321,6 +80215,7 @@ https://cloudnativenow.com/topics/cloudnativedevelopment/how-the-rise-of-contain
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -77353,6 +80248,7 @@ https://cloudnativenow.com/topics/cloudnativedevelopment/ibm-leverages-container
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -77387,6 +80283,7 @@ https://cloudnativenow.com/topics/cloudnativedevelopment/red-hat-adds-java-runti
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -77417,6 +80314,7 @@ https://cloudnativenow.com/topics/cloudnativeplatforms/10-best-practices-worth-i
   last_checked: 1781736223.037099
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:43.037099+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -77449,6 +80347,7 @@ https://cloudnativenow.com/topics/cloudnativeplatforms/overcoming-kubernetes-inf
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -77482,6 +80381,7 @@ https://cloudnativenow.com/topics/cloudnativeplatforms/rancher-labs-adds-support
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -77515,6 +80415,7 @@ https://cloudnativenow.com/topics/cloudnativeplatforms/red-hat-delivers-latest-k
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -77550,6 +80451,7 @@ https://cloudnativenow.com/topics/cloudnativeplatforms/red-hat-integrates-kubevi
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -77581,6 +80483,7 @@ https://cloudnativenow.com/topics/cloudnativeplatforms/red-hat-platform-brings-k
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -77613,6 +80516,7 @@ https://cloudnativenow.com/topics/cloudnativesecurity/how-to-secure-your-kuberne
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -77644,6 +80548,7 @@ https://cloudnativenow.com/topics/gitops-workflows-and-principles-for-kubernetes
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -77676,6 +80581,7 @@ https://cloudnativenow.com/uncategorized/9-pillars-of-engineering-devops-with-ku
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -77706,6 +80612,7 @@ https://cloudnativesimplified.substack.com/p/tool-series-1-kcp:
   last_checked: 1779030367.146242
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:07.146242+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -77736,6 +80643,7 @@ https://cloudnativetoolkit.dev/adopting/use-cases/gitops/gitops-ibm-cloud-paks:
   last_checked: 1779034223.844624
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:23.844624+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -77761,6 +80669,7 @@ https://cloudogu.com/en/blog:
   last_checked: 1779029574.052336
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:54.052336+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -77779,13 +80688,14 @@ https://cloudogu.com/en/blog/cd-with-nexus-jenkins-ces:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: cd1c538590522bb92b28c310c1eae9a40183f00c3b7e9e461185a61ce67a05a2
   health_score: 100.0
   last_checked: 1779030575.089491
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:35.089491+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -77795,6 +80705,7 @@ https://cloudogu.com/en/blog/cd-with-nexus-jenkins-ces:
   - docs/registries.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://platform.cloudogu.com/en/blog/cd-with-nexus-jenkins-ces
 https://cloudogu.com/en/blog/gitops-tools:
   title: "cloudogu.com: Automation Assistants: GitOps tools in comparison \U0001F31F"
   description: ''
@@ -77805,13 +80716,14 @@ https://cloudogu.com/en/blog/gitops-tools:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 06987b214919f107e8536704903b9f4e23f12bd696c9e980b2c38e40edf4d567
   health_score: 100.0
   last_checked: 1779029114.020016
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:14.020016+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -77820,6 +80732,7 @@ https://cloudogu.com/en/blog/gitops-tools:
   - docs/gitops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://platform.cloudogu.com/en/blog/gitops-tools
 https://cloudogu.com/en/blog/kubernetes-least-privilege-gcp-example:
   title: 'cloudogu.com: Kubernetes least privilege implementation using the Google''
     Cloud as an axample'
@@ -77831,13 +80744,14 @@ https://cloudogu.com/en/blog/kubernetes-least-privilege-gcp-example:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 97772e220e38d7f3baa85d8b4a2b65cdbf81514cdd3af55b8e6178e224a66e6e
   health_score: 100.0
   last_checked: 1779029121.710774
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:21.710774+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -77846,6 +80760,7 @@ https://cloudogu.com/en/blog/kubernetes-least-privilege-gcp-example:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://platform.cloudogu.com/en/blog/kubernetes-least-privilege-gcp-example
 https://cloudonaut.io/advanved-aws-networking-pitfalls-that-you-should-avoid:
   title: 'cloudonaut.io: Advanced AWS Networking: Pitfalls That You Should Avoid'
   description: ''
@@ -77866,6 +80781,7 @@ https://cloudonaut.io/advanved-aws-networking-pitfalls-that-you-should-avoid:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -77897,6 +80813,7 @@ https://cloudonaut.io/aws-client-vpn-connected-with-the-cloud:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -77929,6 +80846,7 @@ https://cloudonaut.io/ec2-checklist-seven-things-to-do-after-launching-an-instan
   last_checked: 1779030805.845334
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:13:25.845334+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -77962,6 +80880,7 @@ https://cloudonaut.io/getting-started-with-aws-cf-templates:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -77996,6 +80915,7 @@ https://cloudonaut.io/scaling-container-clusters-on-aws-ecs-eks:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -78028,6 +80948,7 @@ https://cloudonaut.io/seamless-ec2-monitoring-with-the-unified-cloudwatch-agent:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -78060,6 +80981,7 @@ https://cloudonaut.io/serverless-hybrid-cloud-accessing-an-api-gateway-via-vpn-o
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -78092,6 +81014,7 @@ https://cloudonaut.io/terraform-can-you-keep-a-secret:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -78124,6 +81047,7 @@ https://cloudonaut.io/what-architects-need-to-know-about-networking-on-aws:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -78155,6 +81079,7 @@ https://cloudowski.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -78187,6 +81112,7 @@ https://cloudowski.com/articles/honest-review-of-openshift-4:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -78219,6 +81145,7 @@ https://cloudowski.com/articles/jenkins-on-openshift:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -78252,6 +81179,7 @@ https://cloudowski.com/articles/why-managing-container-images-on-openshift-is-be
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -78282,6 +81210,7 @@ https://cloudpak8s.io:
   last_checked: 1779031398.859411
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:18.859411+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -78315,6 +81244,7 @@ https://cloudpak8s.io/apps/cp4a_overview:
   last_checked: 1779032100.149043
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:00.149043+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -78352,6 +81282,7 @@ https://cloudpundit.com/2020/09/22/dont-boil-the-ocean-to-create-your-cloud:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -78400,6 +81331,7 @@ https://cloudscaling.com/blog/cloud-computing/the-history-of-pets-vs-cattle:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -78423,13 +81355,14 @@ https://cloudskills.io/blog/git-azure-devops:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 0f6f4a758b9bf5b93d6bd08641f5e3509efd1b680b57e34fd366d1d5c1c84203
   health_score: 100.0
   last_checked: 1779030736.757361
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:16.757361+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -78438,6 +81371,7 @@ https://cloudskills.io/blog/git-azure-devops:
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://ine.com
 https://cloudtips.nl/the-maester-terraform-module-8c68b2b68c51:
   title: The Maester - Terraform Module
   description: ''
@@ -78456,6 +81390,7 @@ https://cloudtips.nl/the-maester-terraform-module-8c68b2b68c51:
   last_checked: 1779032170.997024
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:10.997024+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -78493,6 +81428,7 @@ https://cloudtweaks.com/2019/05/devops-secure-and-scalable-ci-cd-pipeline-with-a
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -78529,6 +81465,7 @@ https://cloudyuga.guru/blogs/k8s-qos-oomkilled:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -78552,13 +81489,14 @@ https://cloudyuga.guru/hands_on_lab/k8s-qos-oomkilled:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: cd75e5580b09ed11ee77f578f2ad7892db76470d91d4b4574f69dda3abfec66c
   health_score: 100.0
   last_checked: 1779030396.691481
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:36.691481+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -78567,6 +81505,7 @@ https://cloudyuga.guru/hands_on_lab/k8s-qos-oomkilled:
   - docs/kubernetes-troubleshooting.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloudyuga.guru/blogs/k8s-qos-oomkilled
 https://cluster-api.sigs.k8s.io:
   title: ClusterAPI
   description: ''
@@ -78587,6 +81526,7 @@ https://cluster-api.sigs.k8s.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -78619,6 +81559,7 @@ https://cluster-api.sigs.k8s.io/tasks/experimental-features/cluster-class:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -78652,6 +81593,7 @@ https://cmcrowell.com/cheat-sheet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -78686,6 +81628,7 @@ https://cmder.net:
   last_checked: 1779033592.94772
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:59:52.947720+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -78720,6 +81663,7 @@ https://cnab.io:
   last_checked: 1779029147.533721
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:45:47.533721+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -78753,6 +81697,7 @@ https://code-dog.app:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -78784,6 +81729,7 @@ https://code-maze.com/ci-jenkins-docker:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -78829,6 +81775,7 @@ https://code.claude.com/docs/en/terminal-config:
   last_checked: 1780352272.994116
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:17:52.994116+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -78869,6 +81816,7 @@ https://code.egym.de/horizontal-pod-autoscaler-in-kubernetes-part-1-simple-autos
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -78900,6 +81848,7 @@ https://code.egym.de/vertical-pod-autoscaler-in-kubernetes-b12a5c61393f:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -78931,6 +81880,7 @@ https://code.joejag.com/2021/i-am-aws-certified-should-you-trust-me.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -78963,6 +81913,7 @@ https://code.likeagirl.io/docker-setup-simple-application-with-mongodb-for-data-
   last_checked: 1779030610.628194
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:10.628194+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -78987,13 +81938,14 @@ https://code.tutsplus.com/tutorials/rest-vs-grpc-battle-of-the-apis--cms-30711:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779032287.611381
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:07.611381+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -79007,6 +81959,7 @@ https://code.tutsplus.com/tutorials/rest-vs-grpc-battle-of-the-apis--cms-30711:
   v2_locations:
   - api.md
   youtube_mosaic: {}
+  duplicate_of: https://code.tutsplus.com/rest-vs-grpc-battle-of-the-apis--cms-30711t
 https://code.visualstudio.com:
   title: 'code.visualstudio.com: Visual Studio Code'
   description: ''
@@ -79029,6 +81982,7 @@ https://code.visualstudio.com:
   last_checked: 1779030842.279687
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:14:02.279687+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -79061,6 +82015,7 @@ https://code.visualstudio.com/blogs/2021/06/10/remote-repositories:
   last_checked: 1779029459.224557
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:50:59.224557+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -79084,13 +82039,14 @@ https://code.visualstudio.com/blogs/2021/10/20/vscode-dev?WT.mc_id=devcloud-4648
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 77e9ffd05ce9c5bc89094f10ffe02454d9be4e754cf99edb47e4fb29e5066dd9
   health_score: 100.0
   last_checked: 1779029056.3679
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:44:16.367900+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -79099,6 +82055,7 @@ https://code.visualstudio.com/blogs/2021/10/20/vscode-dev?WT.mc_id=devcloud-4648
   - docs/visual-studio.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://vscode.dev
 https://code.visualstudio.com/docs/azure/kubernetes:
   title: Working with Kubernetes in VS Code
   description: ''
@@ -79118,6 +82075,7 @@ https://code.visualstudio.com/docs/azure/kubernetes:
   last_checked: 1779031425.532768
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:23:45.532768+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -79150,6 +82108,7 @@ https://code.visualstudio.com/docs/copilot/overview:
   last_checked: 1779030034.578613
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:00:34.578613+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -79183,6 +82142,7 @@ https://code.visualstudio.com/docs/datascience/data-wrangler:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -79194,6 +82154,7 @@ https://code.visualstudio.com/docs/datascience/data-wrangler:
   v1_locations: []
   v2_locations:
   - demos.md
+  - visual-studio.md
   youtube_mosaic: {}
 https://code.visualstudio.com/docs/editor/integrated-terminal:
   title: Integrated Terminal
@@ -79205,13 +82166,14 @@ https://code.visualstudio.com/docs/editor/integrated-terminal:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 59d82b23dc3e37c81cdd54c0eb808b62b2433fc566eea0670cd208bfa4077466
   health_score: 100.0
   last_checked: 1779032091.076869
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:51.076869+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -79220,6 +82182,7 @@ https://code.visualstudio.com/docs/editor/integrated-terminal:
   - docs/visual-studio.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://code.visualstudio.com/docs/terminal/basics
 https://code.visualstudio.com/docs/editor/versioncontrol:
   title: Using Version Control in VS Code
   description: ''
@@ -79230,13 +82193,14 @@ https://code.visualstudio.com/docs/editor/versioncontrol:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 08a30b246d1c850dfc56949b05d5bdeb0712aa55d87aa8ab17c2b977c1b8c9a0
   health_score: 100.0
   last_checked: 1779032184.866871
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:24.866871+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -79245,6 +82209,7 @@ https://code.visualstudio.com/docs/editor/versioncontrol:
   - docs/visual-studio.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://code.visualstudio.com/docs/sourcecontrol/overview
 https://code.visualstudio.com/docs/java/java-project:
   title: 'code.visualstudio.com: Java Project Management in VS Code'
   description: ''
@@ -79264,6 +82229,7 @@ https://code.visualstudio.com/docs/java/java-project:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -79296,6 +82262,7 @@ https://code.visualstudio.com/docs/sourcecontrol/overview:
   last_checked: 1779130494.967761
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.967761+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -79328,6 +82295,7 @@ https://code.visualstudio.com/docs/terminal/basics:
   last_checked: 1779130495.007689
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.007689+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -79360,6 +82328,7 @@ https://code.visualstudio.com/shortcuts/keyboard-shortcuts-linux.pdf:
   last_checked: 1779030986.112041
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:16:26.112041+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -79393,6 +82362,7 @@ https://code.visualstudio.com/shortcuts/keyboard-shortcuts-macos.pdf:
   last_checked: 1779031351.946148
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:22:31.946148+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -79419,13 +82389,14 @@ https://code.visualstudio.com/shortcuts/keyboard-shortcuts-windows.pdf:
   resource_type: Documentation
   complexity: Beginner
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: b506af005a8a81952aed09e56515b127eae6cfd30f1bfbb563c86e5d5ef53d35
   health_score: 100.0
   last_checked: 1779031099.274281
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:18:19.274281+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -79440,6 +82411,7 @@ https://code.visualstudio.com/shortcuts/keyboard-shortcuts-windows.pdf:
   v2_locations:
   - visual-studio.md
   youtube_mosaic: {}
+  duplicate_of: https://code.visualstudio.com/shortcuts/keyboard-shortcuts-linux.pdf
 https://code.visualstudio.com/updates:
   title: VSCode Updates
   description: ''
@@ -79450,13 +82422,14 @@ https://code.visualstudio.com/updates:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 616b20408208ff618eb627b4845cffa696d673acafca27d440b77d95b6d7e902
   health_score: 100.0
   last_checked: 1779030267.693409
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:27.693409+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -79465,6 +82438,7 @@ https://code.visualstudio.com/updates:
   - docs/visual-studio.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://code.visualstudio.com/updates/v1_120
 https://code.visualstudio.com/updates/v1_120:
   title: VSCode Updates
   description: ''
@@ -79484,6 +82458,7 @@ https://code.visualstudio.com/updates/v1_120:
   last_checked: 1779130494.933967
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.933967+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -79515,6 +82490,7 @@ https://code.visualstudio.com/updates/v1_120/v1_46:
   last_checked: 1779130495.00055
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.000550+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -79550,6 +82526,7 @@ https://code.visualstudio.com/updates/v1_46:
   last_checked: 1779030230.458468
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:50.458468+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -79577,6 +82554,7 @@ https://codebeautify.org/yaml-validator:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -79609,6 +82587,7 @@ https://codeberg.org/hjacobs/kube-downscaler:
   last_checked: 1779032220.226394
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:37:00.226394+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -79643,6 +82622,7 @@ https://codeberg.org/hjacobs/kube-janitor:
   last_checked: 1779030589.969411
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:09:49.969411+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -79675,6 +82655,7 @@ https://codeburst.io/7-kubernetes-security-best-practices-you-must-follow-ae32f1
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -79706,6 +82687,7 @@ https://codeburst.io/a-resource-for-all-things-git-b63d6626beca:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -79738,6 +82720,7 @@ https://codeburst.io/creating-a-local-development-kubernetes-cluster-with-k3s-an
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -79769,6 +82752,7 @@ https://codeburst.io/debug-your-code-using-git-bisect-45db2983cc69:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -79802,6 +82786,7 @@ https://codeburst.io/getting-started-with-kubernetes-deploy-a-docker-container-w
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -79836,6 +82821,7 @@ https://codeburst.io/google-kubernetes-engine-logging-by-example-df6946dcba6b:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -79868,6 +82854,7 @@ https://codeburst.io/kubernetes-ckad-weekly-challenges-overview-and-tips-7282b36
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -79901,6 +82888,7 @@ https://codeburst.io/spinnaker-by-example-part-1-c4de9180d689:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -79928,13 +82916,14 @@ https://codeburst.io/spinnaker-by-example-part-2-6f92a1fdaedf:
   resource_type: Documentation
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -79948,6 +82937,7 @@ https://codeburst.io/spinnaker-by-example-part-2-6f92a1fdaedf:
   v2_locations:
   - demos.md
   youtube_mosaic: {}
+  duplicate_of: https://codeburst.io/spinnaker-by-example-part-1-c4de9180d689
 https://codeburst.io/spinnaker-by-example-part-3-c6ed9ac5f8ce:
   title: 'codeburst.io: Spinnaker by Example: Part 3'
   description: ''
@@ -79962,13 +82952,14 @@ https://codeburst.io/spinnaker-by-example-part-3-c6ed9ac5f8ce:
   resource_type: Documentation
   complexity: Advanced
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -79982,6 +82973,7 @@ https://codeburst.io/spinnaker-by-example-part-3-c6ed9ac5f8ce:
   v2_locations:
   - demos.md
   youtube_mosaic: {}
+  duplicate_of: https://codeburst.io/spinnaker-by-example-part-1-c4de9180d689
 https://codecatalyst.aws/explore:
   title: Amazon CodeCatalyst
   description: ''
@@ -80003,6 +82995,7 @@ https://codecatalyst.aws/explore:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -80035,6 +83028,7 @@ https://codeengineered.com/blog/2020/helm-find-charts:
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -80064,6 +83058,7 @@ https://codefresh.io:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:31.309474+02:00'
+  last_ai_eval: null
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@@ -80082,13 +83077,14 @@ https://codefresh.io/about-gitops/applied-gitops-with-kustomize:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   hierarchy: []
@@ -80097,6 +83093,7 @@ https://codefresh.io/about-gitops/applied-gitops-with-kustomize:
   - docs/kustomize.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://octopus.com/blog/applied-gitops-with-kustomize
 https://codefresh.io/about-gitops/branches-gitops-environments:
   title: 'codefresh.io: Stop Using Branches for Deploying to Different GitOps Environments'
   description: ''
@@ -80114,6 +83111,7 @@ https://codefresh.io/about-gitops/branches-gitops-environments:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:23.318640+02:00'
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@@ -80133,13 +83131,14 @@ https://codefresh.io/about-gitops/gitops-for-infrastructure-and-applications:
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   complexity: null
   is_microservice: false
-  status: online
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   addition_method: manual
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:07:06.110526+02:00'
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@@ -80148,6 +83147,7 @@ https://codefresh.io/about-gitops/gitops-for-infrastructure-and-applications:
   - docs/crossplane.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://octopus.com/devops/gitops
 https://codefresh.io/about-gitops/pains-gitops-1-0:
   title: 'codefresh.io: The pains of GitOps 1.0'
   description: ''
@@ -80158,13 +83158,14 @@ https://codefresh.io/about-gitops/pains-gitops-1-0:
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   discovered_at: '2026-05-17T18:07:17.935513+02:00'
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   hierarchy: []
@@ -80173,6 +83174,7 @@ https://codefresh.io/about-gitops/pains-gitops-1-0:
   - docs/gitops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://codefresh.io/about-gitops/branches-gitops-environments
 https://codefresh.io/blog/how-to-model-your-gitops-environments-and-promote-releases-between-them:
   title: "==codefresh.io: How to Model Your Gitops Environments and Promote Releases'
     between Them== \U0001F31F"
@@ -80191,6 +83193,7 @@ https://codefresh.io/blog/how-to-model-your-gitops-environments-and-promote-rele
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:20.315214+02:00'
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@@ -80209,13 +83212,14 @@ https://codefresh.io/blog/kubernetes-antipatterns-1:
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-  status: online
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   addition_method: manual
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   discovered_at: '2026-05-17T17:24:29.177367+02:00'
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@@ -80224,6 +83228,7 @@ https://codefresh.io/blog/kubernetes-antipatterns-1:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://dev.to/codefreshio/kubernetes-deployment-antipatterns-part-1-2116
 https://codefresh.io/blog/kubernetes-antipatterns-2:
   title: 'codefresh.io: Kubernetes Deployment Antipatterns – part 2'
   description: ''
@@ -80234,13 +83239,14 @@ https://codefresh.io/blog/kubernetes-antipatterns-2:
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   discovered_at: '2026-05-17T17:48:22.832071+02:00'
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@@ -80249,6 +83255,7 @@ https://codefresh.io/blog/kubernetes-antipatterns-2:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://octopus.com/blog/kubernetes-antipatterns-2
 https://codefresh.io/blog/progressive-delivery-for-kubernetes-config-maps-using-argo-rollouts:
   title: 'codefresh.io: Progressive delivery for Kubernetes Config Maps using Argo''
     Rollouts'
@@ -80260,13 +83267,14 @@ https://codefresh.io/blog/progressive-delivery-for-kubernetes-config-maps-using-
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   is_microservice: false
-  status: online
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:39:06.266387+02:00'
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@@ -80275,6 +83283,7 @@ https://codefresh.io/blog/progressive-delivery-for-kubernetes-config-maps-using-
   - docs/argo.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://octopus.com/blog/progressive-delivery-for-kubernetes-config-maps-using-argo-rollouts
 https://codefresh.io/blog/using-argo-cd-and-kustomize-for-configmap-rollouts:
   title: "==codefresh.io: Using Argo CD and Kustomize for ConfigMap Rollouts== \U0001F31F\U0001F31F"
   description: ''
@@ -80292,6 +83301,7 @@ https://codefresh.io/blog/using-argo-cd-and-kustomize-for-configmap-rollouts:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:36.585022+02:00'
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@@ -80310,13 +83320,14 @@ https://codefresh.io/containers/docker-anti-patterns:
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   is_microservice: false
-  status: online
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   addition_method: manual
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   discovered_at: '2026-05-17T17:11:52.886811+02:00'
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@@ -80325,6 +83336,7 @@ https://codefresh.io/containers/docker-anti-patterns:
   - docs/docker.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://octopus.com/blog/docker-anti-patterns
 https://codefresh.io/devops/pains-gitops-1-0:
   title: "codefresh.io: The pains of GitOps 1.0 \U0001F31F"
   description: ''
@@ -80335,13 +83347,14 @@ https://codefresh.io/devops/pains-gitops-1-0:
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   discovered_at: '2026-05-17T17:29:53.827901+02:00'
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@@ -80350,6 +83363,7 @@ https://codefresh.io/devops/pains-gitops-1-0:
   - docs/gitops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://codefresh.io/about-gitops/branches-gitops-environments
 https://codefresh.io/helm-tutorial/kanban-promotion-boards:
   title: "codefresh.io: Using a Kanban board to manage and promote Helm Releases \U0001F31F"
   description: ''
@@ -80360,13 +83374,14 @@ https://codefresh.io/helm-tutorial/kanban-promotion-boards:
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   addition_method: manual
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   health_score: 100.0
   last_checked: 1779029932.047055
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   discovered_at: '2026-05-17T16:58:52.047055+02:00'
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@@ -80375,6 +83390,7 @@ https://codefresh.io/helm-tutorial/kanban-promotion-boards:
   - docs/project-management-methodology.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://codefresh.io/about-gitops/branches-gitops-environments
 https://codefresh.io/helm-tutorial/taking-helm-3-spin:
   title: 'codefresh.io: Using Helm 3 with Helm 2 charts'
   description: ''
@@ -80385,13 +83401,14 @@ https://codefresh.io/helm-tutorial/taking-helm-3-spin:
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-  status: online
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   addition_method: manual
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   discovered_at: '2026-05-17T17:16:23.319752+02:00'
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@@ -80400,6 +83417,7 @@ https://codefresh.io/helm-tutorial/taking-helm-3-spin:
   - docs/helm.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://codefresh.io/about-gitops/branches-gitops-environments
 https://codefresh.io/helm-tutorial/using-helm-with-gitops:
   title: "codefresh.io: Using Helm with GitOps \U0001F31F"
   description: ''
@@ -80410,13 +83428,14 @@ https://codefresh.io/helm-tutorial/using-helm-with-gitops:
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   complexity: null
   is_microservice: false
-  status: online
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   addition_method: manual
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   health_score: 100.0
   last_checked: 1779034135.536391
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   discovered_at: '2026-05-17T18:08:55.536391+02:00'
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@@ -80425,6 +83444,7 @@ https://codefresh.io/helm-tutorial/using-helm-with-gitops:
   - docs/helm.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://octopus.com/blog/using-helm-with-gitops
 https://codefresh.io/howtos/local-k8s-draft-skaffold-garden:
   title: 'codefresh.io: The ultimate guide for local development on Kubernetes: Draft''
     vs Skaffold vs Garden.io'
@@ -80436,13 +83456,14 @@ https://codefresh.io/howtos/local-k8s-draft-skaffold-garden:
   resource_type: null
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   is_microservice: false
-  status: online
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   discovered_at: '2026-05-17T18:08:51.644980+02:00'
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@@ -80451,6 +83472,7 @@ https://codefresh.io/howtos/local-k8s-draft-skaffold-garden:
   - docs/scaffolding.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://codefresh.io/about-gitops/branches-gitops-environments
 https://codefresh.io/kubernetes-tutorial/okteto:
   title: "codefresh.io: Tutorial - Local Kubernetes Development with Okteto \U0001F31F"
   description: ''
@@ -80461,13 +83483,14 @@ https://codefresh.io/kubernetes-tutorial/okteto:
   resource_type: null
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   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779029151.726152
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:51.726152+02:00'
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@@ -80476,6 +83499,7 @@ https://codefresh.io/kubernetes-tutorial/okteto:
   - docs/kubernetes-based-devel.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://codefresh.io/about-gitops/branches-gitops-environments
 https://codefresh.io/kubernetes-tutorial/telepresence-2-local-development:
   title: 'codefresh.io: Using Telepresence 2 for Kubernetes debugging and local development'
   description: ''
@@ -80486,13 +83510,14 @@ https://codefresh.io/kubernetes-tutorial/telepresence-2-local-development:
   resource_type: null
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   is_microservice: false
-  status: online
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   addition_method: manual
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:37:37.050556+02:00'
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@@ -80501,6 +83526,7 @@ https://codefresh.io/kubernetes-tutorial/telepresence-2-local-development:
   - docs/kubernetes-troubleshooting.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://codefresh.io/about-gitops/branches-gitops-environments
 https://codegiant.io/home:
   title: 'codegiant.io: Build software faster'
   description: ''
@@ -80520,6 +83546,7 @@ https://codegiant.io/home:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -80551,6 +83578,7 @@ https://codely.com/en:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -80580,6 +83608,7 @@ https://codely.tv:
   last_checked: 1779032875.237904
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:55.237904+02:00'
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@@ -80608,6 +83637,7 @@ https://codeopinion.com/event-sourcing-vs-event-driven-architecture:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -80640,6 +83670,7 @@ https://codeopinion.com/splitting-up-a-monolith-into-microservices:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -80672,6 +83703,7 @@ https://codeopinion.com/troubleshooting-kafka-with-2000-microservices:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -80703,6 +83735,7 @@ https://codersociety.com/blog/articles/helm-best-practices:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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   hierarchy:
@@ -80738,6 +83771,7 @@ https://coderstan.com/2022/07/15/spark-on-kubernetes-launching-millions-of-spark
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -80771,6 +83805,7 @@ https://codesolid.com/how-to-use-docker-with-python:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -80805,6 +83840,7 @@ https://codesolid.com/python-lists:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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@@ -80838,6 +83874,7 @@ https://codewithme.cloud/posts/2024/02/why-arent-you-using-secretless-authentica
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -80862,13 +83899,14 @@ https://codingfriend.medium.com/docker-swarm-cheatsheet-22665e3278b1:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779030680.121519
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:20.121519+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -80882,6 +83920,7 @@ https://codingfriend.medium.com/docker-swarm-cheatsheet-22665e3278b1:
   v2_locations:
   - cheatsheets.md
   youtube_mosaic: {}
+  duplicate_of: https://blog.programster.org/docker-swarm-cheatsheet
 https://codingharbour.com/kafkacat-cheatsheet:
   title: 'codingharbour.com: kafkacat cheatsheet'
   description: ''
@@ -80901,6 +83940,7 @@ https://codingharbour.com/kafkacat-cheatsheet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -80932,6 +83972,7 @@ https://codingpotions.com/salarios-programadores-2021:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -80962,6 +84003,7 @@ https://colab.research.google.com/drive/1m6ZjIJBxU20kxI9zTZqeMEVSq1FL0pNa?usp=sh
   last_checked: 1779030295.960024
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:04:55.960024+02:00'
+  last_ai_eval: null
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@@ -80989,6 +84031,7 @@ https://collabnix.com/10-kubernetes-best-practices-to-get-you-started:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -81021,6 +84064,7 @@ https://collabnix.com/applying-devsecops-practices-to-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -81054,6 +84098,7 @@ https://collabnix.com/kubernetes-crud-operation-using-go-on-docker-desktop:
   last_checked: 1779029059.474892
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:44:19.474892+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -81088,6 +84133,7 @@ https://collabnix.com/the-rise-of-kubernetes-and-ai-kubectl-openai-plugin:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -81119,6 +84165,7 @@ https://collabnix.com/the-ultimate-docker-tutorial-for-automation-testing:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -81152,6 +84199,7 @@ https://collabnix.com/top-10-kubernetes-tools-you-need-for-2021:
   last_checked: 1779032196.926633
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:36:36.926633+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -81186,6 +84234,7 @@ https://collabnix.github.io/docker-community-extensions:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -81219,6 +84268,7 @@ https://collabnix.github.io/kubetools:
   last_checked: 1779030553.915078
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:09:13.915078+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -81256,6 +84306,7 @@ https://collabnix.github.io/terraform:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -81289,6 +84340,7 @@ https://commandline.ninja:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -81321,6 +84373,7 @@ https://commandline.ninja/use-powershell-to-find-services-configured-to-run-as-a
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -81352,6 +84405,7 @@ https://commandline.ninja/video-intro-to-secret-management-with-powershell:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -81386,6 +84440,7 @@ https://commons.openshift.org:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -81419,6 +84474,7 @@ https://commons.openshift.org:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -81455,6 +84511,7 @@ https://commons.openshift.org:
   last_checked: 1780352720.351771
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:25:20.351771+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -81484,13 +84541,14 @@ https://commons.openshift.org:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 2b584970715dc3d5c30767ce150487542996519d242bb8ebb7f8aab8c4a56321
   health_score: 100.0
   last_checked: 1779033218.918472
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:38.918472+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -81499,6 +84557,7 @@ https://commons.openshift.org:
   - docs/git.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://community.atlassian.com/forums/Bitbucket-questions/configure-bitbucket-pipelines-yml-to-automatically-merge-feature/qaq-p/793222
 https://community.aws/kubernetes:
   title: community.aws/kubernetes
   description: ''
@@ -81509,13 +84568,14 @@ https://community.aws/kubernetes:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 54afa79a4b27d7657455be5dfb12c3c6dccb1580b6ab07a0ccdcc4aa9d558fb1
   health_score: 100.0
   last_checked: 1779034035.018308
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:15.018308+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -81524,6 +84584,7 @@ https://community.aws/kubernetes:
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://aws.amazon.com/getting-started/hands-on/cost-optimize-jenkins
 https://community.aws/training:
   title: 'community.aws/training: Training and Certification'
   description: ''
@@ -81534,13 +84595,14 @@ https://community.aws/training:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 54afa79a4b27d7657455be5dfb12c3c6dccb1580b6ab07a0ccdcc4aa9d558fb1
   health_score: 100.0
   last_checked: 1779030861.992095
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:21.992095+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -81549,6 +84611,7 @@ https://community.aws/training:
   - docs/aws-training.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://aws.amazon.com/getting-started/hands-on/cost-optimize-jenkins
 https://community.dataminer.services/ci-cd-and-the-agile-principles:
   title: 'community.dataminer.services: CI/CD and the Agile Principles'
   description: ''
@@ -81568,6 +84631,7 @@ https://community.dataminer.services/ci-cd-and-the-agile-principles:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -81592,13 +84656,14 @@ https://community.f5.com/kb/technicalarticles/what-is-kubernetes/281010:
   resource_type: Article
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -81611,6 +84676,7 @@ https://community.f5.com/kb/technicalarticles/what-is-kubernetes/281010:
   v2_locations:
   - kubernetes.md
   youtube_mosaic: {}
+  duplicate_of: https://cloud.google.com/learn/what-is-kubernetes
 ? https://community.hpe.com/hpeb/plugins/custom/hp/hpebresponsive/custom.bounce_endpoint?referer=https%3A%2F%2Fcommunity.hpe.com%2Ft5%2FHPE-Ezmeral-Uncut%2FContainers-vs-VMs-What-s-the-difference%2Fba-p%2F7147090
 : title: 'community.hpe.com: Containers vs. VMs: What’s the difference?'
   description: ''
@@ -81631,6 +84697,7 @@ https://community.f5.com/kb/technicalarticles/what-is-kubernetes/281010:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -81653,13 +84720,14 @@ https://community.hpe.com/t5/HPE-Ezmeral-Uncut/Containers-vs-VMs-What-s-the-diff
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779030843.228591
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:03.228591+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -81668,6 +84736,7 @@ https://community.hpe.com/t5/HPE-Ezmeral-Uncut/Containers-vs-VMs-What-s-the-diff
   - docs/introduction.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://community.hpe.com/hpeb/plugins/custom/hp/hpebresponsive/custom.bounce_endpoint?referer=https%3A%2F%2Fcommunity.hpe.com%2Ft5%2FHPE-Ezmeral-Uncut%2FContainers-vs-VMs-What-s-the-difference%2Fba-p%2F7147090
 https://community.ibm.com/community/user/blogs/daniel-jast1/2023/12/07/red-hat-aap-on-ibm-z-and-linuxone:
   title: 'community.ibm.com: Red Hat Ansible Automation Platform on IBM Z and IBM
     LinuxONE is generally available now!'
@@ -81688,6 +84757,7 @@ https://community.ibm.com/community/user/blogs/daniel-jast1/2023/12/07/red-hat-a
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -81711,13 +84781,14 @@ https://community.ibm.com/community/user/ibmz-and-linuxone/blogs/daniel-jast1/20
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: f09f305ca59cf7262b8e6524e8a1c938459967978dbfd81603e04c20a1468d7f
   health_score: 100.0
   last_checked: 1779032950.659858
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:10.659858+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -81726,6 +84797,7 @@ https://community.ibm.com/community/user/ibmz-and-linuxone/blogs/daniel-jast1/20
   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://community.ibm.com/community/user/blogs/daniel-jast1/2023/12/07/red-hat-aap-on-ibm-z-and-linuxone
 https://community.jenkins.io/t/dsty-jenkins-std-lib-shared-library-interact-with-files-directories-using-groovy/398:
   title: 'community.jenkins.io: DSTY - jenkins-std-lib (Shared Library) - Interact
     with files/directories using Groovy!'
@@ -81747,6 +84819,7 @@ https://community.jenkins.io/t/dsty-jenkins-std-lib-shared-library-interact-with
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -81776,6 +84849,7 @@ https://community.ops.io/danielepolencic/how-do-you-gracefully-shut-down-pods-in
   last_checked: 1779034030.811729
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:10.811729+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -81803,6 +84877,7 @@ https://community.ops.io/danielepolencic/learning-how-an-ingress-controller-work
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -81834,6 +84909,7 @@ https://community.ops.io/danielepolencic/memory-requests-and-limits-in-kubernete
   last_checked: 1779032236.324038
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:16.324038+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -81865,6 +84941,7 @@ https://community.ops.io/danielepolencic/pod-rebalancing-and-allocations-in-kube
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -81897,6 +84974,7 @@ https://community.ops.io/jatin/ci-cd-101-with-gitlab-4pol:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -81931,6 +85009,7 @@ https://community.ops.io/javi_labs/configuring-aks-to-read-secrets-and-certifica
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -81964,6 +85043,7 @@ https://community.ops.io/javi_labs/one-day-wake-up-to-a-crashed-aks-cluster-and-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -81993,6 +85073,7 @@ https://community.ops.io/the_cozma/k8s-fix-helm-release-failing-with-an-upgrade-
   last_checked: 1779030587.768286
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:09:47.768286+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -82018,6 +85099,7 @@ https://community.suse.com/feed:
   last_checked: 1779032464.259505
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:41:04.259505+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -82043,6 +85125,7 @@ https://community.suse.com/posts/13903989:
   last_checked: 1779032646.030376
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:06.030376+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -82062,13 +85145,14 @@ https://community.suse.com/posts/comparing-modern-day-container-image-builders-j
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 1797c2868a3500d0e03ea1732ac628a9d7d4e7e3960647a0857c514ed62352c5
   health_score: 100.0
   last_checked: 1779029076.133759
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:36.133759+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -82077,6 +85161,7 @@ https://community.suse.com/posts/comparing-modern-day-container-image-builders-j
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://community.suse.com/posts/13903989
 https://community.suse.com/posts/stupid-simple-kubernetes-deployments-services-and-ingresses-explained:
   title: 'community.suse.com: Stupid Simple Kubernetesβ€Šβ€”β€ŠDeployments, Services and''
     Ingresses Explained'
@@ -82088,13 +85173,14 @@ https://community.suse.com/posts/stupid-simple-kubernetes-deployments-services-a
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 34ba4e7abe647a914590586b14c1a912645e472e8ed237f208f998258f63b570
   health_score: 100.0
   last_checked: 1779029357.919646
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:17.919646+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -82103,6 +85189,7 @@ https://community.suse.com/posts/stupid-simple-kubernetes-deployments-services-a
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://community.suse.com/feed
 https://community.theforeman.org/t/rfc-operations-ansible-collection/20971:
   title: 'RFC: Foreman Operations Ansible Collection'
   description: ''
@@ -82120,6 +85207,7 @@ https://community.theforeman.org/t/rfc-operations-ansible-collection/20971:
   last_checked: 1779031406.719012
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:23:26.719012+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -82148,6 +85236,7 @@ https://comparecloud.in:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -82179,6 +85268,7 @@ https://compliantkubernetes.io:
   last_checked: 1779030574.757208
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:34.757208+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -82207,6 +85297,7 @@ https://computerhoy.20minutos.es:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -82231,13 +85322,14 @@ https://computerhoy.com/software/github-copilot-x-nueva-ia-parecida-chatgpt-dest
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 1b1519ec52478d41664ae4b1de86f7f2c9b5d9e1e5a2528283049a6bd1315b60
   health_score: 100.0
   last_checked: 1779034582.645319
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:22.645319+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -82246,6 +85338,7 @@ https://computerhoy.com/software/github-copilot-x-nueva-ia-parecida-chatgpt-dest
   - docs/git.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://computerhoy.20minutos.es
 https://computerhoy.com/tecnologia/deep-learning-considera-revolucion-ia-1241180:
   title: 'computerhoy.com: ΒΏQuΓ© es el ''Deep Learning'' y por quΓ© se considera una''
     revoluciΓ³n en la inteligencia artificial?'
@@ -82264,6 +85357,7 @@ https://computerhoy.com/tecnologia/deep-learning-considera-revolucion-ia-1241180
   last_checked: 1779032167.2335
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:07.233500+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -82293,6 +85387,7 @@ https://computingforgeeks.com/build-aws-ec2-machine-images-with-packer-and-ansib
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -82316,13 +85411,14 @@ https://computingforgeeks.com/kubectl-cheat-sheet-for-kubernetes-cka-exam-prep:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 7762c695f4e1b9e5356cebf49678de04400d82847582778924802a08bdc95200
   health_score: 100.0
   last_checked: 1779033789.308474
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:09.308474+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -82331,6 +85427,7 @@ https://computingforgeeks.com/kubectl-cheat-sheet-for-kubernetes-cka-exam-prep:
   - docs/cheatsheets.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://computingforgeeks.com/kubectl-cheat-sheet-kubernetes
 https://computingforgeeks.com/kubectl-cheat-sheet-kubernetes:
   title: 'computingforgeeks.com: Kubectl Cheat Sheet for Kubernetes Admins & CKA Exam
     Prep'
@@ -82351,6 +85448,7 @@ https://computingforgeeks.com/kubectl-cheat-sheet-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -82373,13 +85471,14 @@ https://computingforgeeks.com/ssh-cheatsheet-for-sysadmins:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: bb41cc4d0305ad2aa0484c684dd7df147d5a7baa27cf8aa7381dcb74f0d0011a
   health_score: 100.0
   last_checked: 1779031426.095178
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:46.095178+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -82388,6 +85487,7 @@ https://computingforgeeks.com/ssh-cheatsheet-for-sysadmins:
   - docs/cheatsheets.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://computingforgeeks.com/ssh-commands-cheat-sheet-linux
 https://computingforgeeks.com/ssh-commands-cheat-sheet-linux:
   title: The SSH Commands Cheat Sheet for Linux SysAdmins / Users
   description: ''
@@ -82408,6 +85508,7 @@ https://computingforgeeks.com/ssh-commands-cheat-sheet-linux:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
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@@ -82440,6 +85541,7 @@ https://concourse-ci.org:
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   discovered_at: '2021-06-01T00:00:00+02:00'
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   - docs/git.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://confluence.atlassian.com/bitbucketserver/branches-776639968.html
 https://confluence.sakaiproject.org/display/REL/Maven+release+plugin+cheat+sheet:
   title: confluence.sakaiproject.org
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@@ -82584,13 +85691,14 @@ https://confluence.sakaiproject.org/display/REL/Maven+release+plugin+cheat+sheet
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   health_score: 100.0
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   - docs/cheatsheets.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://sakaiproject.atlassian.net/wiki
 https://conjure-up.io:
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@@ -82609,13 +85718,14 @@ https://conjure-up.io:
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@@ -82625,6 +85735,7 @@ https://conjure-up.io:
   - docs/matrix-table.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://canonical.com/juju
 https://console.cloud.google.com/products:
   title: ==console.cloud.google.com/products==
   description: ''
@@ -82635,13 +85746,14 @@ https://console.cloud.google.com/products:
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@@ -82650,6 +85762,7 @@ https://console.cloud.google.com/products:
   - docs/GoogleCloudPlatform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://accounts.google.com/v3/signin/identifier?continue=https%3A%2F%2Fconsole.cloud.google.com%2Fproducts&dsh=S-837258255%3A1779033921742301&followup=https%3A%2F%2Fconsole.cloud.google.com%2Fproducts&osid=1&passive=1209600&service=cloudconsole&flowName=WebLiteSignIn&flowEntry=ServiceLogin&ifkv=AWa2PavdLijoZE8HgBUBXNoU1YfsOf-olUjJ8JfmhFG_0QoTjdDv1sVmFwi8Eo6EXbpyWStjzuTRaQ
 https://console.kubestellar.io:
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@@ -82728,6 +85843,7 @@ https://container-registry.com/posts/productivity-lift-buildkit-cli-for-kubectl:
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@@ -82833,6 +85952,7 @@ https://containerjournal.com:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloudnativenow.com
 https://containerjournal.com/editorial-calendar/best-of-2021/kubernetes-enables-devops-as-a-service-daas:
   title: 'containerjournal.com: Best of 2021 – Kubernetes Enables DevOps-as-a-Service''
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloudnativenow.com/features/kubernetes-enables-devops-as-a-service-daas
 https://containerjournal.com/editorial-calendar/cloud-native-security/the-what-and-why-of-cloud-native-security:
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   - docs/devsecops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloudnativenow.com/editorial-calendar/cloud-native-security/the-what-and-why-of-cloud-native-security
 https://containerjournal.com/features/4-expert-level-things-i-wish-id-known-about-kubernetes:
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@@ -82894,13 +86018,14 @@ https://containerjournal.com/features/4-expert-level-things-i-wish-id-known-abou
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   discovered_at: '2026-05-17T16:59:31.440545+02:00'
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   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloudnativenow.com/features/4-expert-level-things-i-wish-id-known-about-kubernetes
 https://containerjournal.com/features/9-open-source-developer-tools-for-kubernetes:
   title: 'containerjournal.com: 9 Open Source Developer Tools for Kubernetes'
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@@ -82919,13 +86045,14 @@ https://containerjournal.com/features/9-open-source-developer-tools-for-kubernet
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   is_microservice: false
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   discovered_at: '2026-05-17T18:07:23.123354+02:00'
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@@ -82934,6 +86061,7 @@ https://containerjournal.com/features/9-open-source-developer-tools-for-kubernet
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloudnativenow.com/features/9-open-source-developer-tools-for-kubernetes
 https://containerjournal.com/features/assessing-the-true-cost-of-kubernetes:
   title: 'containerjournal.com: Assessing the True Cost of Kubernetes'
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@@ -82944,13 +86072,14 @@ https://containerjournal.com/features/assessing-the-true-cost-of-kubernetes:
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   is_microservice: false
-  status: online
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   discovered_at: '2026-05-17T17:23:22.994340+02:00'
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@@ -82959,6 +86088,7 @@ https://containerjournal.com/features/assessing-the-true-cost-of-kubernetes:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloudnativenow.com/features/assessing-the-true-cost-of-kubernetes
 https://containerjournal.com/features/deploying-kubernetes-on-bare-metal:
   title: 'containerjournal.com: Deploying Kubernetes on Bare Metal'
   description: ''
@@ -82969,13 +86099,14 @@ https://containerjournal.com/features/deploying-kubernetes-on-bare-metal:
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   is_microservice: false
-  status: online
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@@ -82984,6 +86115,7 @@ https://containerjournal.com/features/deploying-kubernetes-on-bare-metal:
   - docs/kubernetes-on-premise.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloudnativenow.com/features/deploying-kubernetes-on-bare-metal
 https://containerjournal.com/features/gitlab-brings-kubernetes-operator-to-red-hat-openshift:
   title: 'containerjournal.com: GitLab Brings Kubernetes Operator to Red Hat OpenShift'
   description: ''
@@ -82994,13 +86126,14 @@ https://containerjournal.com/features/gitlab-brings-kubernetes-operator-to-red-h
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   is_microservice: false
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   discovered_at: '2026-05-17T17:01:28.273101+02:00'
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   - docs/git.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloudnativenow.com/features/gitlab-brings-kubernetes-operator-to-red-hat-openshift
 https://containerjournal.com/features/gitops-the-missing-link-for-ci-cd-for-kubernetes:
   title: 'containerjournal.com: Best of 2022: GitOps: The Missing Link for CI/CD for''
     Kubernetes'
@@ -83020,13 +86154,14 @@ https://containerjournal.com/features/gitops-the-missing-link-for-ci-cd-for-kube
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   is_microservice: false
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:16.234590+02:00'
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@@ -83035,6 +86170,7 @@ https://containerjournal.com/features/gitops-the-missing-link-for-ci-cd-for-kube
   - docs/gitops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloudnativenow.com/features/gitops-the-missing-link-for-ci-cd-for-kubernetes
 https://containerjournal.com/features/gitops-workflows-and-principles-for-kubernetes:
   title: '==containerjournal.com: GitOps Workflows and Principles for Kubernetes=='
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@@ -83052,6 +86188,7 @@ https://containerjournal.com/features/gitops-workflows-and-principles-for-kubern
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:22.965364+02:00'
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@@ -83070,13 +86207,14 @@ https://containerjournal.com/features/gitops-workflows-expanding-beyond-kubernet
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   is_microservice: false
-  status: online
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   addition_method: manual
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   health_score: 100.0
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   discovered_at: '2026-05-17T16:45:56.357994+02:00'
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   - docs/gitops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloudnativenow.com/features/gitops-workflows-expanding-beyond-kubernetes-clusters
 https://containerjournal.com/features/kubernetes-enables-devops-as-a-service-daas:
   title: "containerjournal.com: Kubernetes Enables DevOps-as-a-Service (DaaS) \U0001F31F"
   description: ''
@@ -83095,13 +86234,14 @@ https://containerjournal.com/features/kubernetes-enables-devops-as-a-service-daa
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   - docs/devops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://containerjournal.com/editorial-calendar/best-of-2021/kubernetes-enables-devops-as-a-service-daas
 https://containerjournal.com/features/kubernetes-security-in-your-ci-cd-pipeline:
   title: 'containerjournal.com: Kubernetes Security in Your CI/CD Pipeline'
   description: ''
@@ -83120,13 +86261,14 @@ https://containerjournal.com/features/kubernetes-security-in-your-ci-cd-pipeline
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   is_microservice: false
-  status: online
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   discovered_at: '2026-05-17T17:37:13.996632+02:00'
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@@ -83135,6 +86277,7 @@ https://containerjournal.com/features/kubernetes-security-in-your-ci-cd-pipeline
   - docs/devsecops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloudnativenow.com/features/kubernetes-security-in-your-ci-cd-pipeline
 https://containerjournal.com/features/linkerds-cncf-graduation-due-to-its-simplicity:
   title: 'containerjournal.com: Linkerd’s CNCF Graduation Due to its Simplicity'
   description: ''
@@ -83145,13 +86288,14 @@ https://containerjournal.com/features/linkerds-cncf-graduation-due-to-its-simpli
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   is_microservice: false
-  status: online
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   discovered_at: '2026-05-17T17:16:58.504558+02:00'
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@@ -83160,6 +86304,7 @@ https://containerjournal.com/features/linkerds-cncf-graduation-due-to-its-simpli
   - docs/servicemesh.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloudnativenow.com/features/linkerds-cncf-graduation-due-to-its-simplicity
 https://containerjournal.com/features/red-hat-ibm-launch-konveyor-to-aggregate-kubernetes-tools:
   title: 'containerjournal.com: Red Hat, IBM Launch Konveyor to Aggregate Kubernetes''
     Tools'
@@ -83171,13 +86316,14 @@ https://containerjournal.com/features/red-hat-ibm-launch-konveyor-to-aggregate-k
   resource_type: null
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   is_microservice: false
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:29:44.037653+02:00'
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@@ -83186,6 +86332,7 @@ https://containerjournal.com/features/red-hat-ibm-launch-konveyor-to-aggregate-k
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 https://containerjournal.com/features/red-hat-simplifies-kubernetes-cluster-management:
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@@ -83196,13 +86343,14 @@ https://containerjournal.com/features/red-hat-simplifies-kubernetes-cluster-mana
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloudnativenow.com/features/red-hat-simplifies-kubernetes-cluster-management
 https://containerjournal.com/features/siloscape-the-dark-side-of-kubernetes:
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   youtube_mosaic: {}
+  duplicate_of: https://cloudnativenow.com/features/siloscape-the-dark-side-of-kubernetes
 https://containerjournal.com/features/the-4-levels-of-gitops-maturity:
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   youtube_mosaic: {}
+  duplicate_of: https://cloudnativenow.com/features/the-4-levels-of-gitops-maturity
 https://containerjournal.com/features/the-rise-of-the-kubemaster:
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   youtube_mosaic: {}
+  duplicate_of: https://cloudnativenow.com/features/when-is-kubernetes-service-ownership-the-right-fit
 https://containerjournal.com/features/when-is-service-mesh-worth-it:
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   youtube_mosaic: {}
+  duplicate_of: https://cloudnativenow.com/features/when-kubernetes-as-a-service-doesnt-cut-it
 https://containerjournal.com/kubeconcnc/kubernetes-true-superpower-is-its-control-plane:
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloudnativenow.com/kubeconcnc/kubernetes-true-superpower-is-its-control-plane
 https://containerjournal.com/topics/container-ecosystems/how-docker-and-kubernetes-work-together:
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   youtube_mosaic: {}
+  duplicate_of: https://cloudnativenow.com/topics/cloudnativedevelopment/how-the-rise-of-containers-will-drive-devops
 https://containerjournal.com/topics/container-ecosystems/ibm-leverages-containers-to-advance-devops-on-mainframes:
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   youtube_mosaic: {}
+  duplicate_of: https://cloudnativenow.com/topics/cloudnativedevelopment/ibm-leverages-containers-to-advance-devops-on-mainframes
 https://containerjournal.com/topics/container-ecosystems/red-hat-adds-java-runtime-for-kubernetes-to-subscription:
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   - docs/java_frameworks.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloudnativenow.com/topics/cloudnativedevelopment/red-hat-adds-java-runtime-for-kubernetes-to-subscription
 https://containerjournal.com/topics/container-management/10-best-practices-worth-implementing-to-adopt-kubernetes:
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloudnativenow.com/topics/cloudnativeplatforms/overcoming-kubernetes-infrastructure-challenges
 https://containerjournal.com/topics/container-management/rancher-labs-adds-support-for-longhorn-storage-on-kubernetes-clusters:
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   youtube_mosaic: {}
+  duplicate_of: https://cloudnativenow.com/topics/cloudnativeplatforms/rancher-labs-adds-support-for-longhorn-storage-on-kubernetes-clusters
 https://containerjournal.com/topics/container-management/red-hat-delivers-latest-kubernetes-enhancements:
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   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloudnativenow.com/topics/cloudnativeplatforms/red-hat-delivers-latest-kubernetes-enhancements
 ? https://containerjournal.com/topics/container-management/red-hat-integrates-kubevirt-with-kubernetes-management-platform-from-sap
 : title: 'containerjournal.com: Red Hat Integrates KubeVirt With Kubernetes Management''
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloudnativenow.com/topics/cloudnativeplatforms/red-hat-integrates-kubevirt-with-kubernetes-management-platform-from-sap
 https://containerjournal.com/topics/container-management/red-hat-platform-brings-kafka-closer-to-kubernetes:
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloudnativenow.com/topics/cloudnativeplatforms/red-hat-platform-brings-kafka-closer-to-kubernetes
 https://containerjournal.com/topics/container-security/how-to-secure-your-kubernetes-cluster:
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloudnativenow.com/topics/cloudnativesecurity/how-to-secure-your-kubernetes-cluster
 https://containerjournal.com/uncategorized/9-pillars-of-engineering-devops-with-kubernetes:
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloudnativenow.com/uncategorized/9-pillars-of-engineering-devops-with-kubernetes
 https://containerssh.io:
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   - docs/kubernetes-networking.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://traefik.io/blog/kubernetes-ingress-service-api-demystified
 https://containo.us/maesh:
   title: Maesh
   description: ''
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@@ -83975,6 +87168,7 @@ https://cookbook.openshift.org:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -84007,6 +87201,7 @@ https://cookbook.openshift.org/image-registry-and-image-streams/how-do-i-import-
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -84039,6 +87234,7 @@ https://coolify.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -84061,13 +87257,14 @@ https://copilot.github.com:
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-  status: null
+  status: duplicate
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   content_hash: 838bc4a28da9091162117c4c3cf5182f089f1695468ca2e18730af311c5856b0
   health_score: 100.0
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   discovered_at: '2026-05-17T16:59:45.308154+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -84077,6 +87274,7 @@ https://copilot.github.com:
   - docs/git.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/copilot
 https://copr.fedorainfracloud.org:
   title: copr.fedorainfracloud.org
   description: ''
@@ -84087,13 +87285,14 @@ https://copr.fedorainfracloud.org:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   content_hash: 1fd02a8f378ca2a00c0ee2ec3258049822b9ba4aa32e1e6597e9eee74326159a
   health_score: 100.0
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   discovered_at: '2026-05-17T17:14:28.376438+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -84102,6 +87301,7 @@ https://copr.fedorainfracloud.org:
   - docs/linux.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://copr.fedorainfracloud.org/coprs
 https://copr.fedorainfracloud.org/coprs:
   title: copr.fedorainfracloud.org
   description: ''
@@ -84122,6 +87322,7 @@ https://copr.fedorainfracloud.org/coprs:
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   needs_ai_refresh: false
   discovered_at: '2013-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -84153,6 +87354,7 @@ https://copyconstruct.medium.com/testing-in-production-the-safe-way-18ca102d0ef1
   last_checked: 1779030436.429002
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:16.429002+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -84183,6 +87385,7 @@ https://coreos.com/blog/introducing-ignition.html:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:22.155985+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -84208,6 +87411,7 @@ https://coreos.com/ignition/docs/latest/what-is-ignition.html:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:49.807507+02:00'
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@@ -84236,6 +87440,7 @@ https://cormachogan.com/2020/04/01/a-first-look-at-vsphere-with-kubernetes-in-ac
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -84268,6 +87473,7 @@ https://cormachogan.com/2020/04/07/building-a-tkg-guest-cluster-in-vsphere-with-
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -84300,6 +87506,7 @@ https://cortexmetrics.io:
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   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -84332,6 +87539,7 @@ https://coruzant.com/appdev/kubernetes-management-tools-and-best-practices:
   last_checked: 1779032109.298081
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:35:09.298081+02:00'
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   hierarchy:
@@ -84364,6 +87572,7 @@ https://couchdb.apache.org:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -84395,6 +87604,7 @@ https://courses.devopscube.com/l/products:
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -84428,6 +87638,7 @@ https://courses.mooc.fi/org/uh-cs/courses/devops-with-kubernetes:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -84459,6 +87670,7 @@ https://craig-godden-payne.medium.com/how-does-ingress-work-in-kubernetes-f3b121
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:25.860605+02:00'
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@@ -84493,6 +87705,7 @@ https://crc.dev:
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   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -84516,13 +87729,14 @@ https://creately.com/blog/business/how-to-set-kpis-for-team-members:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 0688b3db1197d257f8fe034c30757d1b1b2672b4805af35704cd27b34007a662
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   hierarchy:
@@ -84536,6 +87750,7 @@ https://creately.com/blog/business/how-to-set-kpis-for-team-members:
   v2_locations:
   - project-management-methodology.md
   youtube_mosaic: {}
+  duplicate_of: https://creately.com/guides/how-to-set-kpis-for-team-members
 https://creately.com/blog/diagrams/what-is-a-kanban-board:
   title: 'creately.com: How to Better Manage Your Projects with Kanban Boards'
   description: ''
@@ -84546,13 +87761,14 @@ https://creately.com/blog/diagrams/what-is-a-kanban-board:
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   is_microservice: false
-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T17:58:31.423447+02:00'
+  last_ai_eval: null
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@@ -84561,6 +87777,7 @@ https://creately.com/blog/diagrams/what-is-a-kanban-board:
   - docs/project-management-methodology.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://creately.com/blog/project-management/what-is-a-kanban-board
 https://creately.com/blog/project-management/what-is-a-kanban-board:
   title: 'creately.com: How to Better Manage Your Projects with Kanban Boards'
   description: ''
@@ -84582,6 +87799,7 @@ https://creately.com/blog/project-management/what-is-a-kanban-board:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -84615,6 +87833,7 @@ https://cri-o.io:
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   needs_ai_refresh: false
   discovered_at: '2017-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -84648,6 +87867,7 @@ https://cribl.io/blog/using-prometheus-for-agentless-monitoring:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -84684,6 +87904,7 @@ https://cronicaglobal.elespanol.com/vida/20240604/roberto-ardon-incepto-ia-puede
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   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -84715,6 +87936,7 @@ https://crontab.guru:
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   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -84737,13 +87959,14 @@ https://crossplane.io:
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   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:37:03.600488+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -84752,6 +87975,7 @@ https://crossplane.io:
   - docs/crossplane.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.crossplane.io
 https://crunchtools.com/comparison-linux-container-images:
   title: 'crunchtools.com: A Comparison of Linux Container Images'
   description: ''
@@ -84774,6 +87998,7 @@ https://crunchtools.com/comparison-linux-container-images:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -84810,6 +88035,7 @@ https://crunchtools.com/moving-linux-services-to-containers:
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   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -84842,6 +88068,7 @@ https://crunchtools.com/should-i-use-docker-compose-or-podman-compose-with-podma
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   discovered_at: '2021-06-01T00:00:00+02:00'
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   discovered_at: '2026-06-01T00:00:00+02:00'
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@@ -84906,6 +88134,7 @@ https://css-tricks.com/a-gentle-introduction-to-using-a-docker-container-as-a-de
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   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -84936,6 +88165,7 @@ https://css-tricks.com/better-collaboration-with-pull-requests:
   last_checked: 1779029863.208963
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:57:43.208963+02:00'
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@@ -84961,6 +88191,7 @@ https://css-tricks.com/branching-strategies-in-git:
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:58:37.040863+02:00'
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@@ -84986,6 +88217,7 @@ https://css-tricks.com/cherry-picking-commits-in-git:
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:35:59.882258+02:00'
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@@ -85023,6 +88255,7 @@ https://css-tricks.com/creating-the-perfect-commit-in-git:
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   discovered_at: '2021-06-01T00:00:00+02:00'
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   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -85117,6 +88352,7 @@ https://css-tricks.com/interactive-rebase-clean-up-your-commit-history:
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@@ -85144,6 +88380,7 @@ https://css-tricks.com/kubernetes-explained-simply-containers-pods-and-images:
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   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -85174,6 +88411,7 @@ https://css-tricks.com/merge-conflicts-what-they-are-and-how-to-deal-with-them:
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:29:00.063689+02:00'
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@@ -85200,6 +88438,7 @@ https://css-tricks.com/rebase-vs-merge-integrating-changes-in-git:
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@@ -85225,6 +88464,7 @@ https://css-tricks.com/the-many-faces-of-vs-code-in-the-browser:
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:53:43.059253+02:00'
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@@ -85250,6 +88490,7 @@ https://css-tricks.com/using-the-reflog-to-restore-lost-commits:
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@@ -85277,6 +88518,7 @@ https://cssnectar.com:
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   discovered_at: '2016-06-01T00:00:00+02:00'
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@@ -85307,6 +88549,7 @@ https://cult.honeypot.io/reads/best-frontend-javascript-frameworks-learn-2021:
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   discovered_at: '2026-05-17T17:15:51.631498+02:00'
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   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -85372,6 +88616,7 @@ https://curity.io/resources/learn/oauth-overview:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -85384,6 +88629,7 @@ https://curity.io/resources/learn/oauth-overview:
   v2_locations:
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   - kubernetes-security.md
+  - securityascode.md
   youtube_mosaic: {}
 https://curity.io/resources/learn/openid-connect-overview:
   title: 'curity.io: OpenID Connect Overview'
@@ -85405,6 +88651,7 @@ https://curity.io/resources/learn/openid-connect-overview:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -85417,6 +88664,7 @@ https://curity.io/resources/learn/openid-connect-overview:
   v2_locations:
   - oauth.md
   - kubernetes-security.md
+  - securityascode.md
   youtube_mosaic: {}
 https://cursor.com/blog/cloud-agent-development-environments:
   title: Development Environments for Cloud Agents
@@ -85437,6 +88685,7 @@ https://cursor.com/blog/cloud-agent-development-environments:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -85475,6 +88724,7 @@ https://cursor.com/blog/composer-2-5:
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   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:15:48.493994+02:00'
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@@ -85520,6 +88770,7 @@ https://cursor.com/changelog/05-19-26:
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   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:15:38.621986+02:00'
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   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:27:29.031633+02:00'
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@@ -85608,6 +88860,7 @@ https://cursor.com/compile:
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   discovered_at: '2026-06-02T00:24:46.744518+02:00'
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@@ -85646,6 +88899,7 @@ https://cursor.com/docs/bugbot:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -85686,6 +88940,7 @@ https://cursor.com/docs/sdk/python:
   last_checked: 1780352404.147721
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:20:04.147721+02:00'
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@@ -85728,6 +88983,7 @@ https://cursor.com/download:
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   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:18:22.456805+02:00'
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@@ -85769,6 +89025,7 @@ https://cursor.com/es/learn:
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   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -85808,6 +89065,7 @@ https://cursor.com/insights:
   last_checked: 1780352705.314531
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:25:05.314531+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -85849,6 +89107,7 @@ https://cursor.com/marketplace:
   last_checked: 1780352292.588354
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:18:12.588354+02:00'
+  last_ai_eval: null
   company: null
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@@ -85887,6 +89146,7 @@ https://cybernews.com/cloud/trouble-in-paradise-it-professionals-unhappy-with-cl
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   discovered_at: '2026-05-17T17:28:34.612415+02:00'
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@@ -85922,6 +89182,7 @@ https://cyberscoop.com/log4j-hack-security-update-ransomware:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -85954,6 +89215,7 @@ https://cyble.com/blog/exposed-kubernetes-clusters:
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -85985,6 +89247,7 @@ https://cybozu-go.github.io/moco:
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+  last_ai_eval: null
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@@ -86016,6 +89279,7 @@ https://cycle.io:
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+  last_ai_eval: null
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@@ -86046,6 +89310,7 @@ https://czakozoltan08.medium.com/stupid-simple-scalability-dc4a7fbe67d6:
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   discovered_at: '2026-05-17T17:00:24.618682+02:00'
+  last_ai_eval: null
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@@ -86078,6 +89343,7 @@ https://d1.awsstatic.com/whitepapers/Overview-AWS-Lambda-Security.pdf:
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   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -86111,6 +89377,7 @@ https://d1.awsstatic.com/whitepapers/architecting-amazon-eks-for-pci-dss-complia
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   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -86142,6 +89409,7 @@ https://daffodilsw.medium.com/what-is-infrastructure-automation-in-devops-d96818
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   hierarchy:
@@ -86174,6 +89442,7 @@ https://dafriedman97.github.io/mlbook/content/introduction.html:
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+  last_ai_eval: null
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@@ -86206,6 +89475,7 @@ https://dagger.io:
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+  last_ai_eval: null
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@@ -86238,6 +89508,7 @@ https://dagster.io/blog/skip-kafka-use-postgres-message-queue:
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+  last_ai_eval: null
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@@ -86272,6 +89543,7 @@ https://daily.dev/blog/building-a-fault-tolerant-event-driven-architecture-with-
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+  last_ai_eval: null
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@@ -86336,6 +89609,7 @@ https://dani-izquierdo95.medium.com/mysql-automated-backup-on-openshift-k8s-3690
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@@ -86366,6 +89640,7 @@ https://daniel.haxx.se/blog/2015/12/14/curl-and-http2-by-default:
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@@ -86391,6 +89666,7 @@ https://daniel.haxx.se/blog/2015/12/20/a-2015-retrospective:
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@@ -86419,6 +89695,7 @@ https://daniel.haxx.se/blog/wp-content/uploads/2020/01/sticker-cheat-sheet.png:
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@@ -86450,6 +89727,7 @@ https://danielkummer.github.io/git-flow-cheatsheet/index.html:
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@@ -86482,6 +89760,7 @@ https://danielmangum.com/posts/controller-runtime-client-go-rate-limiting:
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@@ -86513,6 +89792,7 @@ https://danielmangum.com/posts/how-kubernetes-validates-custom-resources:
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@@ -86544,6 +89824,7 @@ https://danielmangum.com/posts/k8s-asa-the-storage-interface:
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+  last_ai_eval: null
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@@ -86574,6 +89855,7 @@ https://dannys.cloud/10-best-free-aws-learning-resources-for-beginners:
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+  last_ai_eval: null
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@@ -86704,6 +89989,7 @@ https://darryl-ruggles.cloud/aws-sso-credentials-with-multiple-accounts:
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   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -86735,6 +90021,7 @@ https://darumatic.com/blog/improve_kubectl_command_with_krew:
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@@ -86767,6 +90054,7 @@ https://darumatic.com/blog/podman_introduction:
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@@ -86799,6 +90087,7 @@ https://dashbird.io/blog/aws-application-load-balancer:
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   discovered_at: '2020-06-01T00:00:00+02:00'
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@@ -86829,6 +90118,7 @@ https://dashbird.io/blog/aws-relational-database-rds:
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   discovered_at: '2026-05-17T16:45:21.081864+02:00'
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@@ -86858,6 +90148,7 @@ https://dashbird.io/blog/aws-s3-python-tricks:
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   discovered_at: '2021-06-01T00:00:00+02:00'
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@@ -86889,6 +90180,7 @@ https://dashbird.io/blog/aws-secrets-manager-python:
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+  last_ai_eval: null
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@@ -86919,6 +90211,7 @@ https://dashbird.io/blog/aws-sns:
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   discovered_at: '2026-05-17T17:44:39.335676+02:00'
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@@ -86947,6 +90240,7 @@ https://dashbird.io/blog/boto3-aws-python:
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   discovered_at: '2021-06-01T00:00:00+02:00'
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   hierarchy:
@@ -86979,6 +90273,7 @@ https://dashbird.io/blog/deploying-aws-lambda-with-docker:
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+  last_ai_eval: null
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@@ -87012,6 +90307,7 @@ https://dashbird.io/blog/monitoring-vs-observability:
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   discovered_at: '2022-06-01T00:00:00+02:00'
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   discovered_at: '2022-06-01T00:00:00+02:00'
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   discovered_at: '2020-06-01T00:00:00+02:00'
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@@ -87108,6 +90406,7 @@ https://dashbird.io/blog/use-aws-free:
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   discovered_at: '2026-05-17T17:08:51.375072+02:00'
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@@ -87149,6 +90448,7 @@ https://dataaisummit.databricks.com/flow/db/dais2026/landing/page/home:
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   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:22:24.370242+02:00'
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@@ -87194,6 +90494,7 @@ https://databaseschool.com/series/intro-to-postgres/videos/203:
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   is_microservice: false
-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T17:41:23.707798+02:00'
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@@ -87239,6 +90541,7 @@ https://databricks.com/blog/2020/09/11/announcing-databricks-labs-terraform-inte
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.databricks.com/blog/2020/09/11/announcing-databricks-labs-terraform-integration-on-aws-and-azure.html
 https://datacrazyworld.com/index.php/2025/03/16/automatiza-backups-de-sql-server-con-powershell:
   title: Automate SQL Server Backups with PowerShell
   description: ''
@@ -87258,6 +90561,7 @@ https://datacrazyworld.com/index.php/2025/03/16/automatiza-backups-de-sql-server
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   v1_locations: []
   v2_locations:
   - databases.md
+  - kubernetes-backup-migrations.md
   youtube_mosaic: {}
 https://dataengineeringcentral.substack.com/p/why-is-everyone-trying-to-kill-airflow?sd=pf:
   title: "dataengineeringcentral.substack.com: Why is everyone trying to kill Airflow?'
@@ -87289,6 +90594,7 @@ https://dataengineeringcentral.substack.com/p/why-is-everyone-trying-to-kill-air
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:28.616409+02:00'
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@@ -87321,6 +90627,7 @@ https://datafix.com.au/BASHing:
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   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -87352,6 +90659,7 @@ https://datascientest.com/en/azure-devops-pipeline-yaml-why-configure-ci-cd-pipe
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:55.385852+02:00'
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@@ -87370,13 +90678,14 @@ https://datascientest.com/en/azure-devops-vs-github-actions-which-is-the-best-ci
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-  status: online
+  status: duplicate
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   health_score: 100.0
   last_checked: 1779031457.796215
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   discovered_at: '2026-05-17T17:24:17.796215+02:00'
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@@ -87385,6 +90694,7 @@ https://datascientest.com/en/azure-devops-vs-github-actions-which-is-the-best-ci
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://liora.io/en/azure-devops-vs-github-actions-which-is-the-best-ci-cd-tool
 https://datastation.multiprocess.io/blog/2022-03-03-improving-go-json-encoding-performance-for-large-arrays-of-objects.html:
   title: 'datastation.multiprocess.io: Speeding up Go''s builtin JSON encoder up to''
     55% for large arrays of objects'
@@ -87405,6 +90715,7 @@ https://datastation.multiprocess.io/blog/2022-03-03-improving-go-json-encoding-p
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:44:20.767122+02:00'
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   hierarchy:
@@ -87429,13 +90740,14 @@ https://datree.io/blog/git-commit-message-conventions-for-readable-git-log:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779034012.766648
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   discovered_at: '2026-05-17T18:06:52.766648+02:00'
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@@ -87444,6 +90756,7 @@ https://datree.io/blog/git-commit-message-conventions-for-readable-git-log:
   - docs/git.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.datree.io/resources/git-commit-message
 https://datree.io/blog/useful-git-commands-list:
   title: 10 useful Git commands you wish existed – and their alternatives
   description: ''
@@ -87461,6 +90774,7 @@ https://datree.io/blog/useful-git-commands-list:
   last_checked: 1779031397.387668
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:17.387668+02:00'
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@@ -87479,13 +90793,14 @@ https://datree.io/resources/argocd-best-practices-you-should-know:
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   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:55.847288+02:00'
+  last_ai_eval: null
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@@ -87494,6 +90809,7 @@ https://datree.io/resources/argocd-best-practices-you-should-know:
   - docs/argo.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.datree.io/resources/argocd-best-practices-you-should-know
 https://datree.io/resources/eks-1-22-upgrade-tutorial:
   title: 'datree.io: EKS 1.22 Upgrade Tutorial'
   description: ''
@@ -87504,13 +90820,14 @@ https://datree.io/resources/eks-1-22-upgrade-tutorial:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
   last_checked: 1779034034.723023
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:14.723023+02:00'
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@@ -87519,6 +90836,7 @@ https://datree.io/resources/eks-1-22-upgrade-tutorial:
   - docs/kubernetes-releases.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.datree.io/resources/eks-1-22-upgrade-tutorial
 https://datree.io/resources/kubernetes-readiness-and-liveness-probes-best-practices:
   title: 'datree.io: 6 Best Practices for Effective Readiness and Liveness Probes'
   description: ''
@@ -87529,13 +90847,14 @@ https://datree.io/resources/kubernetes-readiness-and-liveness-probes-best-practi
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
   last_checked: 1779032371.758502
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:31.758502+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -87544,6 +90863,7 @@ https://datree.io/resources/kubernetes-readiness-and-liveness-probes-best-practi
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.datree.io/resources/kubernetes-readiness-and-liveness-probes-best-practices
 https://dave.cheney.net/high-performance-json.html:
   title: Building a high performance JSON parser
   description: ''
@@ -87563,6 +90883,7 @@ https://dave.cheney.net/high-performance-json.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -87593,6 +90914,7 @@ https://dave.cheney.net/paste/ingress-is-dead-long-live-ingressroute.pdf:
   last_checked: 1779030208.744608
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:28.744608+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -87619,6 +90941,7 @@ https://daveops.xyz/2020/08/25/administrar-usuarios-en-eks:
   last_checked: 1779031735.322464
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:55.322464+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -87650,6 +90973,7 @@ https://daveops.xyz/en/2020/09/18/running-db-migrations-on-kubernetes-with-helm:
   last_checked: 1779034223.764206
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:23.764206+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -87682,6 +91006,7 @@ https://davidsr.me/deploy-azure-waf-with-terraform-and-azure-devops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -87713,6 +91038,7 @@ https://davidwalsh.name/more-awesome-git-aliases:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -87745,6 +91071,7 @@ https://davidxiang.com/2021/01/10/kafka-as-a-database:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -87776,6 +91103,7 @@ https://dbafromthecold.com/2020/04/08/adjusting-pod-eviction-time-in-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -87806,6 +91134,7 @@ https://dbasecenter.com/blog/the-top-5-mysql-performance-variables:
   last_checked: 1779032179.659679
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:19.659679+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -87840,6 +91169,7 @@ https://dbatools.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -87873,6 +91203,7 @@ https://ddev.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -87906,6 +91237,7 @@ https://debezium.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -87939,6 +91271,7 @@ https://debezium.io/blog/2020/02/25/lessons-learned-running-debezium-with-postgr
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   geo_region: null
   hierarchy:
@@ -87972,6 +91305,7 @@ https://debezium.io/blog/2021/10/20/using-debezium-create-data-lake-with-apache-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -88007,6 +91341,7 @@ https://debuild.co:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -88040,6 +91375,7 @@ https://decisivedevops.com/kubernetes-events-news-feed-of-your-kubernetes-cluste
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -88071,6 +91407,7 @@ https://declarando.es:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -88101,6 +91438,7 @@ https://decodingml.substack.com:
   last_checked: 1779032166.742653
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:06.742653+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -88133,6 +91471,7 @@ https://decodingml.substack.com/p/how-to-ensure-your-models-are-fail:
   last_checked: 1779032380.391729
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:40.391729+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -88165,6 +91504,7 @@ https://deepsource.com/blog/zero-downtime-deployment:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -88187,13 +91527,14 @@ https://deepsource.io/blog/zero-downtime-deployment:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779034109.845858
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:29.845858+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -88202,6 +91543,7 @@ https://deepsource.io/blog/zero-downtime-deployment:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://deepsource.com/blog/zero-downtime-deployment
 https://deeptimittalblogger.medium.com/event-driven-architecture-111f504a8cbc:
   title: 'deeptimittalblogger.medium.com: Event driven architecture'
   description: ''
@@ -88220,6 +91562,7 @@ https://deeptimittalblogger.medium.com/event-driven-architecture-111f504a8cbc:
   last_checked: 1779031676.553578
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:56.553578+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -88254,6 +91597,7 @@ https://dekorate.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -88265,6 +91609,7 @@ https://dekorate.io:
   v1_locations: []
   v2_locations:
   - java_frameworks.md
+  - kubernetes-tools.md
   youtube_mosaic: {}
 https://denic.hashnode.dev/resources-to-crush-the-technical-interview:
   title: 'denic.hashnode.dev: Resources to crush the technical interview'
@@ -88284,6 +91629,7 @@ https://denic.hashnode.dev/resources-to-crush-the-technical-interview:
   last_checked: 1779030736.450278
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:16.450278+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -88316,6 +91662,7 @@ https://deniscooper.co.uk/azure-devops-terraform-pipeline:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -88349,6 +91696,7 @@ https://deniscooper.co.uk/azure-devops-terraform-pipeline:
   last_checked: 1779029838.054093
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:57:18.054093+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -88379,6 +91727,7 @@ https://deors.wordpress.com/2019/04/25/jenkins-ci-pipeline-java-spring-boot-mave
   last_checked: 1779030587.406345
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:09:47.406345+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -88407,6 +91756,7 @@ https://dev-k8sref-io.web.app:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -88437,6 +91787,7 @@ https://dev-vibe.medium.com/encrypt-helm-sensitive-data-9d7622e41d00:
   last_checked: 1779029369.326974
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:29.326974+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -88469,6 +91820,7 @@ https://dev.to/_nicolas_louis_/how-to-run-docker-on-windows-without-docker-deskt
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -88502,6 +91854,7 @@ https://dev.to/aashiya123/git-commands-cheatsheet-advanced-20-git-commands-advan
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -88533,6 +91886,7 @@ https://dev.to/abdorah/how-to-create-production-docker-image-ready-for-deploymen
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -88564,6 +91918,7 @@ https://dev.to/abhinavd26/all-about-k3s-lightweight-kubernetes-3ell:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -88597,6 +91952,7 @@ https://dev.to/actitime/whats-wrong-with-measuring-developer-performance-10-best
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -88619,13 +91975,14 @@ https://dev.to/ajeetraina/top-200-kubernetes-tools-for-devops-engineer-like-you-
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
   last_checked: 1779029820.531025
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:57:00.531025+02:00'
+  last_ai_eval: null
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@@ -88634,6 +91991,7 @@ https://dev.to/ajeetraina/top-200-kubernetes-tools-for-devops-engineer-like-you-
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://dev.to/docker/top-200-kubernetes-tools-for-devops-engineer-like-you-3h7e
 https://dev.to/aksrao1998/dockerize-a-golang-http-server-and-deploy-it-on-kubernetes-592j:
   title: 'dev.to: Dockerize a GoLang HTTP server and deploy it on Kubernetes'
   description: ''
@@ -88653,6 +92011,7 @@ https://dev.to/aksrao1998/dockerize-a-golang-http-server-and-deploy-it-on-kubern
   last_checked: 1779031439.943305
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:23:59.943305+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -88687,6 +92046,7 @@ https://dev.to/aleksk1ng/go-kafka-and-grpc-clean-architecture-cqrs-microservices
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -88719,6 +92079,7 @@ https://dev.to/amanhimself/how-to-configure-vscode-bracket-pair-colors-natively-
   last_checked: 1779030589.11599
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:09:49.115990+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -88755,6 +92116,7 @@ https://dev.to/amplication/extending-gitops-effortless-continuous-integration-an
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -88785,6 +92147,7 @@ https://dev.to/ankit01oss/5-github-projects-to-make-you-a-better-devops-engineer
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -88808,13 +92171,14 @@ https://dev.to/appland/video-visualize-the-architecture-of-your-java-app-in-vs-c
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779030069.296169
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:09.296169+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -88823,6 +92187,7 @@ https://dev.to/appland/video-visualize-the-architecture-of-your-java-app-in-vs-c
   - docs/visual-studio.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://dev.to/appmap/video-visualize-the-architecture-of-your-java-app-in-vs-code-in-2-minutes-568j
 https://dev.to/appmap/video-visualize-the-architecture-of-your-java-app-in-vs-code-in-2-minutes-568j:
   title: 'dev.to: Video: Visualize the architecture of your Java app, in VS Code,
     in 2 ΒΉ/β‚‚ minutes'
@@ -88843,6 +92208,7 @@ https://dev.to/appmap/video-visualize-the-architecture-of-your-java-app-in-vs-co
   last_checked: 1779130494.983141
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.983141+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -88876,6 +92242,7 @@ https://dev.to/arpanadhikari/reusable-aws-iam-role-for-service-accounts-irsa-for
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -88908,6 +92275,7 @@ https://dev.to/arunkc/get-started-with-apache-airflow-1218:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -88952,6 +92320,7 @@ https://dev.to/attaullahshafiq10/dev-ops-59dm:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -88983,6 +92352,7 @@ https://dev.to/aurelievache/kubernetes-sketchnotes-pods-4ib0:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -89016,6 +92386,7 @@ https://dev.to/aurelievache/understanding-istio-part-1-istio-components-4ik5:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -89046,6 +92417,7 @@ https://dev.to/aurelievache/understanding-istio-part-16-observability-metrics-2m
   last_checked: 1779029356.181654
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:49:16.181654+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -89071,6 +92443,7 @@ https://dev.to/aurelievache/understanding-istio-part-9-destinationrule-1g7e:
   last_checked: 1779034152.436014
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:09:12.436014+02:00'
+  last_ai_eval: null
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@@ -89101,6 +92474,7 @@ https://dev.to/aurelievache/understanding-kubernetes-part-22-limitrange-144l:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -89133,6 +92507,7 @@ https://dev.to/aurelievache/understanding-kubernetes-part-48-kubernetes-127-chan
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -89165,6 +92540,7 @@ https://dev.to/aws-builders/adding-an-ebs-volume-to-a-running-aws-ec2-instance-3
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -89199,6 +92575,7 @@ https://dev.to/aws-builders/amazon-vpc-lattice-build-applications-not-networks-5
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -89232,6 +92609,7 @@ https://dev.to/aws-builders/aws-app-runner-how-to-deploy-containerized-applicati
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -89258,13 +92636,14 @@ https://dev.to/aws-builders/aws-waf-web-application-firewall-deep-dive-15bd:
   resource_type: Article
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -89277,6 +92656,7 @@ https://dev.to/aws-builders/aws-waf-web-application-firewall-deep-dive-15bd:
   v2_locations:
   - aws-security.md
   youtube_mosaic: {}
+  duplicate_of: https://aws.amazon.com/waf
 https://dev.to/aws-builders/best-practices-for-securing-kubernetes-deployments-1jg6:
   title: "dev.to/aws-builders: Best Practices for Securing Kubernetes Deployments
     \U0001F31F"
@@ -89298,6 +92678,7 @@ https://dev.to/aws-builders/best-practices-for-securing-kubernetes-deployments-1
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -89329,6 +92710,7 @@ https://dev.to/aws-builders/best-practices-when-designing-aws-architecture-4c8d:
   last_checked: 1779030864.897039
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:14:24.897039+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -89364,6 +92746,7 @@ https://dev.to/aws-builders/continuous-integration-and-deployment-on-aws-and-a-w
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -89397,6 +92780,7 @@ https://dev.to/aws-builders/creating-a-rest-api-with-infrastructure-as-code-terr
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -89429,6 +92813,7 @@ https://dev.to/aws-builders/creating-an-eks-cluster-and-node-group-with-terrafor
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -89462,6 +92847,7 @@ https://dev.to/aws-builders/deploying-a-containerized-app-to-ecs-fargate-using-a
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -89495,6 +92881,7 @@ https://dev.to/aws-builders/devops-made-easy-install-aws-cli-ecs-cli-docker-terr
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -89528,6 +92915,7 @@ https://dev.to/aws-builders/disaster-recovery-cheat-sheetwrite-up-o62:
   last_checked: 1779031163.892526
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:19:23.892526+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -89560,6 +92948,7 @@ https://dev.to/aws-builders/eks-iam-deep-dive-136d:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -89591,6 +92980,7 @@ https://dev.to/aws-builders/event-driven-architectures-using-aws-with-example-3d
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -89623,6 +93013,7 @@ https://dev.to/aws-builders/from-scratch-oidc-providers-252d:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -89654,6 +93045,7 @@ https://dev.to/aws-builders/getting-started-with-sns-and-sqs-3m4i:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -89687,6 +93079,7 @@ https://dev.to/aws-builders/go-fast-and-reduce-risk-using-cdk-to-deploy-your-ser
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -89719,6 +93112,7 @@ https://dev.to/aws-builders/how-to-automate-aws-ebs-snapshots-54og:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -89751,6 +93145,7 @@ https://dev.to/aws-builders/how-to-deploy-a-serverless-website-with-terraform-56
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -89816,6 +93212,7 @@ https://dev.to/aws-builders/how-well-architected-enables-junior-engineers-24j:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -89845,6 +93242,7 @@ https://dev.to/aws-builders/install-manage-amazon-eks-add-ons-with-terraform-2de
   last_checked: 1779031787.810717
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:29:47.810717+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -89872,6 +93270,7 @@ https://dev.to/aws-builders/introduction-to-aws-sam-serverless-application-model
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -89905,6 +93304,7 @@ https://dev.to/aws-builders/karpenter-the-better-autoscaling-solution-for-kubern
   last_checked: 1779034172.832987
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:09:32.832987+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -89938,6 +93338,7 @@ https://dev.to/aws-builders/keycloak-with-nginx-ingress-6fo:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -89971,6 +93372,7 @@ https://dev.to/aws-builders/manage-webhooks-at-scale-with-aws-serverless-fof:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -90002,6 +93404,7 @@ https://dev.to/aws-builders/many-free-and-useful-aws-official-dev-and-user-guide
   last_checked: 1779033435.821082
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:57:15.821082+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -90035,6 +93438,7 @@ https://dev.to/aws-builders/my-service-mesh-journey-with-terraform-on-aws-cloud-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -90061,13 +93465,14 @@ https://dev.to/aws-builders/my-service-mesh-journey-with-terraform-on-aws-cloud-
   resource_type: Tutorial
   complexity: Advanced
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -90081,6 +93486,7 @@ https://dev.to/aws-builders/my-service-mesh-journey-with-terraform-on-aws-cloud-
   v2_locations:
   - terraform.md
   youtube_mosaic: {}
+  duplicate_of: https://dev.to/aws-builders/my-service-mesh-journey-with-terraform-on-aws-cloud-part-1-3hee
 https://dev.to/aws-builders/navigating-aws-eks-with-terraform-understanding-vpc-essentials-for-eks-cluster-management-51e3:
   title: 'dev.to/aws-builders: Navigating AWS EKS with Terraform: Understanding VPC
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -90136,6 +93543,7 @@ https://dev.to/aws-builders/platform-engineering-and-internal-developer-platform
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -90167,6 +93575,7 @@ https://dev.to/aws-builders/provisioning-aws-infrastructure-using-terraform-and-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -90201,6 +93610,7 @@ https://dev.to/aws-builders/sharing-secrets-to-ecs-in-an-aws-multi-account-archi
   last_checked: null
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   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -90232,6 +93642,7 @@ https://dev.to/aws-builders/un-modelo-de-eda-event-driven-architectures-4d9f:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -90264,6 +93675,7 @@ https://dev.to/aws-builders/unleashing-the-power-of-cdk-and-terraform-in-cloud-d
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -90298,6 +93710,7 @@ https://dev.to/aws-builders/when-to-sns-or-sqs-2aji:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -90330,6 +93743,7 @@ https://dev.to/aws-heroes/automatic-api-key-rotation-for-amazon-managed-grafana-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -90362,6 +93776,7 @@ https://dev.to/aws-heroes/serverless-beyond-the-basics-kom:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -90394,6 +93809,7 @@ https://dev.to/aws/10-new-aws-amplify-features-to-check-out-4291:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -90425,6 +93841,7 @@ https://dev.to/azure/my-top-5-visual-studio-code-extensions-for-azure-developers
   last_checked: 1779034015.326691
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:06:55.326691+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -90458,6 +93875,7 @@ https://dev.to/balwanishivam/data-migration-from-monolith-to-microservice-in-dja
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -90490,6 +93908,7 @@ https://dev.to/baransel/a-git-cheat-sheet-4mab:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -90519,6 +93938,7 @@ https://dev.to/bekbrace/new-rules-in-github-git-push-u-origin-main-2k82:
   last_checked: 1779030196.263262
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:03:16.263262+02:00'
+  last_ai_eval: null
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@@ -90546,6 +93966,7 @@ https://dev.to/bennyfmo_237/deploying-basic-infrastructure-on-aws-with-terraform
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -90580,6 +94001,7 @@ https://dev.to/bespoyasov/clean-architecture-on-frontend-4311?utm=midu:
   last_checked: 1780352581.792399
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:23:01.792399+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -90618,6 +94040,7 @@ https://dev.to/bhanufyi/effective-terraform-variable-management-in-github-action
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -90648,6 +94071,7 @@ https://dev.to/bobbyiliev/introduction-to-bash-scripting-5571:
   last_checked: 1779031113.209898
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:18:33.209898+02:00'
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@@ -90678,6 +94102,7 @@ https://dev.to/bowmanjd/install-docker-on-windows-wsl-without-docker-desktop-34m
   last_checked: 1779031061.268637
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:17:41.268637+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -90711,6 +94136,7 @@ https://dev.to/camptocamp-ops/towards-a-modular-devops-stack-257c:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -90743,6 +94169,7 @@ https://dev.to/cedricclyburn/containers-without-docker-podman-buildah-and-skopeo
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -90774,6 +94201,7 @@ https://dev.to/chefgs/deploy-kubernetes-resources-in-minikube-cluster-using-terr
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -90805,6 +94233,7 @@ https://dev.to/chefgs/getting-started-tutorial-for-learning-kubernetes-455e:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -90838,6 +94267,7 @@ https://dev.to/chinmay13/aws-networking-with-terraform-vpc-transit-gateway-betwe
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -90871,6 +94301,7 @@ https://dev.to/christle/moving-azure-functions-from-aks-to-container-apps-k60:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -90902,6 +94333,7 @@ https://dev.to/cloudforecast/kubernetes-cost-management-and-analysis-guide-1e1b:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -90934,6 +94366,7 @@ https://dev.to/cloudskills/packer-and-terraform-with-immutable-infrastructure-47
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -90967,6 +94400,7 @@ https://dev.to/codefreshio/kubernetes-deployment-antipatterns-part-1-2116:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -90999,6 +94433,7 @@ https://dev.to/codefreshio/kubernetes-deployment-antipatterns-part-1-2116:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -91032,6 +94467,7 @@ https://dev.to/codewithtee/git-cheat-sheet-20-commands-i-use-everyday-47h9:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -91064,6 +94500,7 @@ https://dev.to/colbygarland/using-vs-code-to-git-rebase-1lc:
   last_checked: 1779030220.136147
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:03:40.136147+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -91099,6 +94536,7 @@ https://dev.to/colocodes/github-copilot-blew-my-mind-on-a-code-along-exercise-18
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -91131,6 +94569,7 @@ https://dev.to/colocodes/learn-how-to-use-git-and-github-in-a-team-like-a-pro-2d
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -91162,6 +94601,7 @@ https://dev.to/colocodes/learn-how-to-use-git-and-github-in-a-team-like-a-pro-pa
   last_checked: 1779031649.491195
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:27:29.491195+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -91190,6 +94630,7 @@ https://dev.to/crenshaw_dev/the-three-meanings-of-template-in-argo-workflows-2pa
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -91224,6 +94665,7 @@ https://dev.to/cvitaa11/running-dapr-on-kubernetes-89g:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -91256,6 +94698,7 @@ https://dev.to/cyclops-ui/five-tools-to-make-your-k8s-experience-more-enjoyable-
   last_checked: 1779032248.564211
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:37:28.564211+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -91288,6 +94731,7 @@ https://dev.to/d1020/price-comparison-of-popular-serverless-architecture-provide
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -91320,6 +94764,7 @@ https://dev.to/danielepolencic/binding-aws-iam-roles-to-kubernetes-service-accou
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -91351,6 +94796,7 @@ https://dev.to/danielepolencic/labels-and-annotations-in-kubernetes-j4i:
   last_checked: 1779029984.8598
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:44.859800+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -91381,6 +94827,7 @@ https://dev.to/danielepolencic/request-based-autoscaling-in-kubernetes-scaling-t
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -91414,6 +94861,7 @@ https://dev.to/danielepolencic/scaling-kubernetes-to-multiple-clusters-and-regio
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -91445,6 +94893,7 @@ https://dev.to/danielepolencic/the-kubernetes-api-architecture-1pi9:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -91477,6 +94926,7 @@ https://dev.to/danielkolb/nosql-database-design-for-e-commerce-apps-in-2021-390e
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
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   discovered_at: '2026-05-17T17:23:59.957675+02:00'
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+  duplicate_of: https://dev.to/leading-edje/introduction-to-helm-50jl
 https://dev.to/eldadak/open-a-command-prompt-in-a-kubernetes-cluster-206g:
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   youtube_mosaic: {}
+  duplicate_of: https://dev.to/envzero/terraform-destroy-command-a-guide-to-controlled-infrastructure-removal-4af8
 https://dev.to/envzero/terraform-destroy-command-a-guide-to-controlled-infrastructure-removal-4af8:
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   youtube_mosaic: {}
+  duplicate_of: https://dev.to/nagatodev/how-to-connect-django-to-reactjs-part-2-2oje
 https://dev.to/fermyon/scaling-sidecars-to-zero-in-kubernetes-2m23:
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   discovered_at: '2023-06-01T00:00:00+02:00'
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   discovered_at: '2026-05-17T18:06:16.522979+02:00'
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   discovered_at: '2026-05-17T18:08:14.324505+02:00'
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   discovered_at: '2022-06-01T00:00:00+02:00'
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   discovered_at: '2021-06-01T00:00:00+02:00'
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   discovered_at: '2019-06-01T00:00:00+02:00'
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   discovered_at: '2026-05-17T17:53:56.720269+02:00'
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   discovered_at: '2026-05-17T17:18:19.266647+02:00'
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   youtube_mosaic: {}
+  duplicate_of: https://dev.to/leandronsp/kubernetes-101-part-ii-pods-19pb
 https://dev.to/leandronsp/kubernetes-101-part-v-statefulsets-5dob:
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   last_checked: 1779034134.350895
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   discovered_at: '2026-05-17T18:08:54.350895+02:00'
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://dev.to/leandronsp/kubernetes-101-part-iv-deployments-20m3
 https://dev.to/leandronsp/kubernetes-101-part-vii-jobs-and-cronjobs-12kg:
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:45:47.501797+02:00'
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   discovered_at: '2026-05-17T17:26:48.974435+02:00'
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   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://dev.to/leandronsp/kubernetes-101-part-i-the-fundamentals-23a1
 https://dev.to/leroykayanda/kubernetes-monitoring-using-grafana-3dhc:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:11:02.704176+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
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   discovered_at: '2022-06-01T00:00:00+02:00'
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@@ -95286,13 +98862,14 @@ https://dev.to/majidqafouri/microservice-roadmap-4mci:
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-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: b088fd5ae5281fa6cf27205a14e78b358b783e977e6cb8c7cc1560f880b4d632
   health_score: 100.0
   last_checked: 1779029949.913136
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:09.913136+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -95301,6 +98878,7 @@ https://dev.to/majidqafouri/microservice-roadmap-4mci:
   - docs/faq.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://dev.to/mattqafouri/microservice-roadmap-4mci
 https://dev.to/mariamarsh/10-best-github-repos-for-developers-5gmp:
   title: 'dev.to: 10 best GitHub repos for developers'
   description: ''
@@ -95320,6 +98898,7 @@ https://dev.to/mariamarsh/10-best-github-repos-for-developers-5gmp:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -95352,6 +98931,7 @@ https://dev.to/mattiasfjellstrom/kubernetes-101-security-concepts-2f4f:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -95384,6 +98964,7 @@ https://dev.to/mattqafouri/microservice-roadmap-4mci:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -95416,6 +98997,7 @@ https://dev.to/mauriciolinhares/rate-limiting-http-requests-in-go-using-redis-51
   last_checked: 1779033674.950006
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:01:14.950006+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -95449,6 +99031,7 @@ https://dev.to/mavensingh/advantages-and-disadvantages-of-go-5gha:
   last_checked: 1779031671.199866
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:27:51.199866+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -95482,6 +99065,7 @@ https://dev.to/maxx_don/implement-azure-ad-workload-identity-on-aks-with-terrafo
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -95504,13 +99088,14 @@ https://dev.to/mbagley1020/price-comparison-of-popular-serverless-architecture-p
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: de3143b1cfd7a3efdc955a4d569b047e4a66f129930b5136ba58c352b9a5f23c
   health_score: 100.0
   last_checked: 1779030115.405533
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:55.405533+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -95519,6 +99104,7 @@ https://dev.to/mbagley1020/price-comparison-of-popular-serverless-architecture-p
   - docs/serverless.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://dev.to/d1020/price-comparison-of-popular-serverless-architecture-providers-2jk9
 https://dev.to/mda590/using-kyverno-policies-for-kubernetes-governance-3e17:
   title: 'dev.to: Using Kyverno Policies for Kubernetes Governance'
   description: ''
@@ -95539,6 +99125,7 @@ https://dev.to/mda590/using-kyverno-policies-for-kubernetes-governance-3e17:
   last_checked: 1779034522.751157
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:15:22.751157+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -95572,6 +99159,7 @@ https://dev.to/memark/autoprovisioning-nfs-volumes-in-eks-with-cdk-4fn9:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -95606,6 +99194,7 @@ https://dev.to/mikeyglitz/proactive-kubernetes-monitoring-with-alerting-58en:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -95637,6 +99226,7 @@ https://dev.to/milu_franz/git-explained-the-basics-igc:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -95669,6 +99259,7 @@ https://dev.to/mkalioby/django-apps-on-kubernetes-2edo:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -95705,6 +99296,7 @@ https://dev.to/mkdev/kubernetes-capacity-and-resource-management-its-not-what-yo
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -95738,6 +99330,7 @@ https://dev.to/moesif/api-management-vs-api-gateway-and-where-does-api-analytics
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -95770,6 +99363,7 @@ https://dev.to/monarene/dynamic-volume-provisioning-in-kubernetes-with-aws-and-t
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -95803,6 +99397,7 @@ https://dev.to/msfaizi/kubernetes-cheatsheet-essential-commands-and-concepts-for
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -95834,6 +99429,7 @@ https://dev.to/mstryoda/configure-rbac-in-kubernetes-like-a-boss-h67:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -95867,6 +99463,7 @@ https://dev.to/mtulio/deep-dive-into-aws-oidc-identity-provider-when-installing-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -95899,6 +99496,7 @@ https://dev.to/mwafrika/how-to-use-git-stash-command-22bk:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -95931,6 +99529,7 @@ https://dev.to/nagatodev/how-to-connect-django-to-reactjs-part-2-2oje:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -95965,6 +99564,7 @@ https://dev.to/narasimha1997/communication-between-microservices-in-a-kubernetes
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -95997,6 +99597,7 @@ https://dev.to/navneet7716/optimizing-sql-queries-h9j:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -96029,6 +99630,7 @@ https://dev.to/nazliander/using-selenium-within-a-docker-container-ghp:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -96062,6 +99664,7 @@ https://dev.to/niveditacoder/default-kyverno-policies-for-openebs-4abf:
   last_checked: 1779032095.066602
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:34:55.066602+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -96094,6 +99697,7 @@ https://dev.to/novu/how-to-add-in-app-notifications-to-any-web-app-1b4n:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -96125,6 +99729,7 @@ https://dev.to/o1lab/how-to-build-7-000-rest-apis-within-2-mins-node-js-mysql-47
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -96157,6 +99762,7 @@ https://dev.to/okimotomizuho/open-source-multiple-branches-and-git-merges-2f69:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -96188,6 +99794,7 @@ https://dev.to/okimotomizuho/open-source-my-first-pull-request-1356:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -96221,6 +99828,7 @@ https://dev.to/opensauced/how-to-create-a-good-pull-request-template-and-why-you
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -96256,6 +99864,7 @@ https://dev.to/otomato_io/liveness-probes-feel-the-pulse-of-the-app-133e:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -96288,6 +99897,7 @@ https://dev.to/otomato_io/local-kubernetes-development-with-skaffold-i0k:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -96320,6 +99930,7 @@ https://dev.to/otomato_io/pixie-an-x-ray-machine-for-kubernetes-traffic-23pd:
   last_checked: 1779029938.846918
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:58:58.846918+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -96352,6 +99963,7 @@ https://dev.to/otomato_io/possible-paths-2hfc:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -96384,6 +99996,7 @@ https://dev.to/otomer/my-12-favorite-chrome-extensions-as-a-web-developer-56eg:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -96415,6 +100028,7 @@ https://dev.to/pacheco/create-a-restful-api-with-golang-from-scratch-42g2:
   last_checked: 1779033169.77462
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:52:49.774620+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -96448,6 +100062,7 @@ https://dev.to/paru429/beginner-s-guide-to-docker-and-docker-cli-commands-1p75:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -96484,6 +100099,7 @@ https://dev.to/pavanbelagatti/configure-kubernetes-readiness-and-liveness-probes
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -96518,6 +100134,7 @@ https://dev.to/pavanbelagatti/deploy-any-aiml-application-on-kubernetes-a-step-b
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -96549,6 +100166,7 @@ https://dev.to/pavanbelagatti/devops-trends-for-developers-in-2023-345b:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -96580,6 +100198,7 @@ https://dev.to/pavanbelagatti/kubernetes-kustomize-tutorial-a-beginner-friendly-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -96613,6 +100232,7 @@ https://dev.to/pavanbelagatti/kubernetes-security-best-practices-for-developers-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -96648,6 +100268,7 @@ https://dev.to/pavanbelagatti/learn-how-to-set-kubernetes-resource-requests-and-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -96679,6 +100300,7 @@ https://dev.to/pavanbelagatti/scaling-your-application-with-kubernetes-5715:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -96712,6 +100334,7 @@ https://dev.to/pavanbelagatti/using-terraform-to-manage-infrastructure-resources
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -96744,6 +100367,7 @@ https://dev.to/permit_io/load-external-data-into-opa-the-good-the-bad-and-the-ug
   last_checked: 1779034172.871642
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:09:32.871642+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -96776,6 +100400,7 @@ https://dev.to/pghildiyal/series/14818:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -96808,6 +100433,7 @@ https://dev.to/playfulprogramming/a-better-way-to-code-documentation-driven-deve
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -96840,6 +100466,7 @@ https://dev.to/playfulprogramming/the-awesome-side-of-github-awesome-lists-2a5h:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -96872,6 +100499,7 @@ https://dev.to/playfulprogramming/visual-studio-code-tips-tricks-command-palette
   last_checked: 1779130494.933112
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.933112+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -96904,6 +100532,7 @@ https://dev.to/playfulprogramming/visual-studio-code-tips-tricks-snippets-5041:
   last_checked: 1779130495.016514
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.016514+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -96937,6 +100566,7 @@ https://dev.to/pmbanugo/faas-on-kubernetes-from-aws-lambda-api-gateway-to-knativ
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -96972,6 +100602,7 @@ https://dev.to/pmbanugo/goodbye-dockerfiles-build-secure-optimised-nodejs-contai
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -97003,6 +100634,7 @@ https://dev.to/pragyanatvade/docker-commands-cheat-sheet-47n4:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -97034,6 +100666,7 @@ https://dev.to/prasenjeetsymon/docker-from-zero-to-hero-part-1-3a45:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -97065,6 +100698,7 @@ https://dev.to/purveshshende2/git-for-beginners-3il6:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -97094,6 +100728,7 @@ https://dev.to/pwd9000/connect-terraform-to-azure-devops-git-repos-over-ssh-163c
   last_checked: 1779032177.53572
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:36:17.535720+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -97128,6 +100763,7 @@ https://dev.to/pwd9000/series/16567:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -97157,6 +100793,7 @@ https://dev.to/pwd9000/terraform-complex-variable-types-173e:
   last_checked: 1779032337.36982
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:38:57.369820+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -97182,6 +100819,7 @@ https://dev.to/pwd9000/terraform-iac-scanning-with-trivy-3cai:
   last_checked: 1779030090.957622
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:01:30.957622+02:00'
+  last_ai_eval: null
   company: null
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@@ -97207,6 +100845,7 @@ https://dev.to/pwd9000/terraform-understanding-the-lifecycle-block-4f6e:
   last_checked: 1779029487.0925
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:51:27.092500+02:00'
+  last_ai_eval: null
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@@ -97236,6 +100875,7 @@ https://dev.to/rahulrai/practical-introduction-to-kubernetes-autoscaling-tools-w
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -97267,6 +100907,7 @@ https://dev.to/ranga_vadhineni/thunder-client-http-client-extension-for-vs-code-
   last_checked: 1779030736.423248
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:12:16.423248+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -97299,6 +100940,7 @@ https://dev.to/razgandeanu/selenium-cheat-sheet-9lc:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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+  duplicate_of: https://dev.to/hey_atharva/git-it-right-git-cheatsheet-4o0h
 https://dev.to/stefanprodan/a-gitops-recipe-for-progressive-delivery-2pa3:
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+  duplicate_of: https://dev.to/playfulprogramming/a-better-way-to-code-documentation-driven-development-1kem
 https://dev.to/this-is-learning/the-awesome-side-of-github-awesome-lists-2a5h:
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   - docs/other-awesome-lists.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://dev.to/playfulprogramming/the-awesome-side-of-github-awesome-lists-2a5h
 https://dev.to/this-is-learning/visual-studio-code-tips-tricks-command-palette-and-its-friends-2bhi:
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   - docs/visual-studio.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://dev.to/playfulprogramming/visual-studio-code-tips-tricks-command-palette-and-its-friends-2bhi
 https://dev.to/this-is-learning/visual-studio-code-tips-tricks-snippets-5041:
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   youtube_mosaic: {}
+  duplicate_of: https://dev.to/playfulprogramming/visual-studio-code-tips-tricks-snippets-5041
 https://dev.to/tiangolo/https-for-developers-1774:
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   youtube_mosaic: {}
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 https://devblogs.microsoft.com/powershell-community:
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   needs_ai_refresh: true
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@@ -101076,6 +104843,7 @@ https://devcentral.f5.com/s/articles/What-is-Kubernetes:
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloud.google.com/learn/what-is-kubernetes
 https://devclass.com/2020/05/04/openshift-4-4-goes-all-out-on-mixed-workloads-puts-observability-at-devs-fingertips:
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@@ -101087,13 +104855,14 @@ https://devclass.com/2020/05/04/openshift-4-4-goes-all-out-on-mixed-workloads-pu
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   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: fae4ef7efae01fe55d239088842f947b260cdfe87144c720af98212f54a0aef1
   health_score: 100.0
   last_checked: 1779031557.672203
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:57.672203+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -101102,6 +104871,7 @@ https://devclass.com/2020/05/04/openshift-4-4-goes-all-out-on-mixed-workloads-pu
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.devclass.com/containers/2020/05/04/openshift-44-goes-all-out-on-mixed-workloads-puts-observability-at-devs-fingertips/1625566
 https://devclass.com/2020/10/06/rancher-2_5:
   title: 'devclass.com: Open sauce - Rancher 2.5 puts new UI forward, gets to continuously''
     delivering'
@@ -101113,13 +104883,14 @@ https://devclass.com/2020/10/06/rancher-2_5:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 192335406d002d9a302ac5e993b362bb0fbe76b6e3001b03ce29aa4d05534e1b
   health_score: 100.0
   last_checked: 1779032299.262321
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:19.262321+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -101128,6 +104899,7 @@ https://devclass.com/2020/10/06/rancher-2_5:
   - docs/rancher.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.devclass.com/ci-cd/2020/10/06/open-sauce-rancher-25-puts-new-ui-forward-gets-to-continuously-delivering/1628365
 https://devclass.com/2021/01/07/prometheus-2_24:
   title: 'devclass.com: Safety…first? Prometheus 2.24 finally features TLS on HTTP''
     serving endpoints'
@@ -101139,13 +104911,14 @@ https://devclass.com/2021/01/07/prometheus-2_24:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 3000d5872bdb56b68595575dba96199d9ea6822084eef856bcd7fab7770c715c
   health_score: 100.0
   last_checked: 1779033767.825312
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:47.825312+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -101154,6 +104927,7 @@ https://devclass.com/2021/01/07/prometheus-2_24:
   - docs/prometheus.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.devclass.com/containers/2021/01/07/safetyfirst-prometheus-224-finally-features-tls-on-http-serving-endpoints/1626636
 https://devclass.com/2021/01/13/sysdig-container-security-and-usage-report-2021:
   title: 'devclass.com: Docker: It’s not dead yet, but there’s a tendency to walk''
     away, security report finds'
@@ -101165,13 +104939,14 @@ https://devclass.com/2021/01/13/sysdig-container-security-and-usage-report-2021:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: f02ac942d7788b7e81bf6e2cd9c956ebb0ca133e5c1841c8969d1dd80ebcfe5d
   health_score: 100.0
   last_checked: 1779033120.952056
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:00.952056+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -101180,6 +104955,7 @@ https://devclass.com/2021/01/13/sysdig-container-security-and-usage-report-2021:
   - docs/devsecops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.devclass.com/containers/2021/01/13/docker-its-not-dead-yet-but-theres-a-tendency-to-walk-away-security-report-finds/1620265
 https://devclass.com/2021/01/26/haproxy-ingress-controller-1_5:
   title: 'devclass.com: HAProxy Ingress Controller 1.5 introduces mTLS support, gives''
     load balancing experts more power'
@@ -101191,13 +104967,14 @@ https://devclass.com/2021/01/26/haproxy-ingress-controller-1_5:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: cfa3bafb58d8c38f6dc6983fa9674e1904589a0b3cababfd1f87f5f863f2dea7
   health_score: 100.0
   last_checked: 1779030202.762878
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:22.762878+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -101206,6 +104983,7 @@ https://devclass.com/2021/01/26/haproxy-ingress-controller-1_5:
   - docs/kubernetes-networking.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.devclass.com/containers/2021/01/26/haproxy-ingress-controller-15-introduces-mtls-support-gives-load-balancing-experts-more-power/1619777
 https://devclass.com/2021/03/23/gitlab-march-release-focuses-on-security-and-scalability-pops-in-support-for-red-hat-openshift:
   title: 'devclass.com: Git a March on: GitLab 13.10 ramps up security, adds support''
     for OpenShift, DORA'
@@ -101217,13 +104995,14 @@ https://devclass.com/2021/03/23/gitlab-march-release-focuses-on-security-and-sca
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 7a07c927fada98dc8589370927fd7635d60381f4fddffe33a56db29710d64d55
   health_score: 100.0
   last_checked: 1779033172.208602
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:52.208602+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -101232,6 +105011,7 @@ https://devclass.com/2021/03/23/gitlab-march-release-focuses-on-security-and-sca
   - docs/git.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.devclass.com/ci-cd/2021/03/23/git-a-march-on-gitlab-1310-ramps-up-security-adds-support-for-openshift-dora/1619889
 https://devclass.com/2021/04/09/kubernetes-1-21-unloads-pod-security-adds-dual-ipv4-ipv6-networking-and-shuts-down-gracefully:
   title: 'devclass.com: Kubernetes 1.21 unloads pod security, adds dual IPv4/IPv6''
     networking, and shuts down gracefully'
@@ -101243,13 +105023,14 @@ https://devclass.com/2021/04/09/kubernetes-1-21-unloads-pod-security-adds-dual-i
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: eae117e4bba5ef1e7248bd09d64bbcdbc1b70023e4cc9108909f90405ca5141a
   health_score: 100.0
   last_checked: 1779029577.907584
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:57.907584+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -101258,6 +105039,7 @@ https://devclass.com/2021/04/09/kubernetes-1-21-unloads-pod-security-adds-dual-i
   - docs/kubernetes-releases.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.devclass.com/containers/2021/04/09/kubernetes-121-unloads-pod-security-adds-dual-ipv4/ipv6-networking-and-shuts-down-gracefully/1623619
 https://devclass.com/2021/04/20/apache-kafka-2-8-0-previews-life-without-zookeeper:
   title: 'devclass.com: Apache Kafka 2.8.0 previews life without ZooKeeper'
   description: ''
@@ -101268,13 +105050,14 @@ https://devclass.com/2021/04/20/apache-kafka-2-8-0-previews-life-without-zookeep
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 80bac013480a550aa2ecb45953f82a09811e09fe22af233d2ac7b504ecfddf13
   health_score: 100.0
   last_checked: 1779030428.459068
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:08.459068+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -101283,6 +105066,7 @@ https://devclass.com/2021/04/20/apache-kafka-2-8-0-previews-life-without-zookeep
   - docs/message-queue.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.devclass.com/databases/2021/04/20/apache-kafka-280-previews-life-without-zookeeper/1627009
 ? https://devclass.com/2021/09/02/rancher-presents-first-big-release-after-suse-acquisition-ups-game-on-hosted-cluster-provisioning
 : title: 'devclass.com: Rancher presents first big release after SUSE acquisition,''
     ups game on hosted cluster provisioning'
@@ -101294,13 +105078,14 @@ https://devclass.com/2021/04/20/apache-kafka-2-8-0-previews-life-without-zookeep
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 98ee5af66405b6c31143439f91c6b24c9b9f72c9415f012bf10f860feba8ecd7
   health_score: 100.0
   last_checked: 1779029880.947347
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:00.947347+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -101309,6 +105094,7 @@ https://devclass.com/2021/04/20/apache-kafka-2-8-0-previews-life-without-zookeep
   - docs/rancher.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.devclass.com/containers/2021/09/02/rancher-presents-first-big-release-after-suse-acquisition-ups-game-on-hosted-cluster-provisioning/1627301
 https://devclass.com/2021/12/09/terraform_-_1:
   title: 'devclass.com: Terraform 1.1 moves forward with refactoring helpers and native''
     Terraform Cloud integration'
@@ -101320,13 +105106,14 @@ https://devclass.com/2021/12/09/terraform_-_1:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: f85077ae2c1a14179c8a029ed97c27f550a406fc1b1e553644c5c0e97a984104
   health_score: 100.0
   last_checked: 1779033810.952481
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:30.952481+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -101335,6 +105122,7 @@ https://devclass.com/2021/12/09/terraform_-_1:
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.devclass.com/devops/2021/12/09/terraform-11-moves-forward-with-refactoring-helpers-and-native-terraform-cloud-integration/1621944
 https://devconnected.com/complete-node-exporter-mastery-with-prometheus:
   title: devconnected.com/complete-node-exporter-mastery-with-prometheus/
   description: ''
@@ -101353,6 +105141,7 @@ https://devconnected.com/complete-node-exporter-mastery-with-prometheus:
   last_checked: 1779030824.431304
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:44.431304+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -101384,6 +105173,7 @@ https://devconnected.com/how-to-delete-file-on-git:
   last_checked: 1779030339.661884
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:39.661884+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -101418,6 +105208,7 @@ https://devdocs.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -101451,6 +105242,7 @@ https://devdocs.io/git:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -101484,6 +105276,7 @@ https://devdosvid.blog/2022/01/16/some-techniques-to-enhance-your-terraform-prof
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -101517,6 +105310,7 @@ https://devdosvid.blog/2023/04/16/hello-terraform-data-goodbye-null-resource:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -101557,6 +105351,7 @@ https://vadimkravcenko.com/shorts/promotion-based-development/:
   last_checked: 1781423859.0
   needs_ai_refresh: false
   discovered_at: '2026-06-14T09:57:39+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -101591,6 +105386,7 @@ https://vadimkravcenko.com/shorts/promotion-based-development/:
   last_checked: 1779130494.964425
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.964425+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -101614,13 +105410,14 @@ https://vadimkravcenko.com/shorts/promotion-based-development/:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779029552.899537
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:32.899537+02:00'
+  last_ai_eval: null
   company: null
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@@ -101629,6 +105426,7 @@ https://vadimkravcenko.com/shorts/promotion-based-development/:
   - docs/aws-miscellaneous.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://developer.amazon.com
 https://developer.android.com:
   title: developer.android.com
   description: ''
@@ -101649,6 +105447,7 @@ https://developer.android.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -101683,6 +105482,7 @@ https://developer.android.com/develop/xr/catalyst:
   last_checked: 1780352292.588464
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:18:12.588464+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -101722,6 +105522,7 @@ https://developer.apple.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -101758,6 +105559,7 @@ https://developer.chrome.com/blog/chrome-at-io26:
   last_checked: 1780352720.351729
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:25:20.351729+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -101795,6 +105597,7 @@ https://developer.chrome.com/docs/devtools:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -101832,6 +105635,7 @@ https://developer.chrome.com/docs/modern-web-guidance:
   last_checked: 1780352282.814449
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:18:02.814449+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -101872,6 +105676,7 @@ https://developer.confluent.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -101904,6 +105709,7 @@ https://developer.confluent.io/confluent-tutorials/count-messages/ksql:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -101934,6 +105740,7 @@ https://developer.confluent.io/confluent-tutorials/joining-stream-table/kstreams
   last_checked: 1779130495.010697
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.010697+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -101965,6 +105772,7 @@ https://developer.confluent.io/tutorials:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -101997,6 +105805,7 @@ https://developer.confluent.io/what-is-apache-kafka:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -102028,6 +105837,7 @@ https://developer.cyberark.com/blog/istio-oidc-authentication:
   last_checked: 1779130494.936939
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.936939+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -102062,6 +105872,7 @@ https://developer.db.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -102094,6 +105905,7 @@ https://developer.hashicorp.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -102127,6 +105939,7 @@ https://developer.hashicorp.com/consul:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -102157,6 +105970,7 @@ https://developer.hashicorp.com/consul/docs/connect:
   last_checked: 1779130494.979149
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.979149+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -102189,6 +106003,7 @@ https://developer.hashicorp.com/consul/docs/north-south/ingress-gateway/k8s:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -102220,6 +106035,7 @@ https://developer.hashicorp.com/consul/tutorials/archive/kubernetes-consul-desig
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -102252,6 +106068,7 @@ https://developer.hashicorp.com/consul/tutorials/get-started-kubernetes/kubernet
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -102283,6 +106100,7 @@ https://developer.hashicorp.com/nomad:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -102314,6 +106132,7 @@ https://developer.hashicorp.com/nomad/docs/k8s-nomad:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -102346,6 +106165,7 @@ https://developer.hashicorp.com/packer:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -102378,6 +106198,7 @@ https://developer.hashicorp.com/packer/docs:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -102410,6 +106231,7 @@ https://developer.hashicorp.com/packer/tutorials/aws-get-started/aws-get-started
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -102443,6 +106265,7 @@ https://developer.hashicorp.com/terraform:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -102475,6 +106298,7 @@ https://developer.hashicorp.com/terraform/cli/commands:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -102504,6 +106328,7 @@ https://developer.hashicorp.com/terraform/cli/commands/graph:
   last_checked: 1779130494.975163
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.975163+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -102532,6 +106357,7 @@ https://developer.hashicorp.com/terraform/cloud-docs/recommended-practices/part3
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   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -102565,6 +106391,7 @@ https://developer.hashicorp.com/terraform/language/modules/develop/refactoring:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -102599,6 +106426,7 @@ https://developer.hashicorp.com/terraform/language/provisioners:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -102633,6 +106461,7 @@ https://developer.hashicorp.com/terraform/plugin/sdkv2:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -102665,6 +106494,7 @@ https://developer.hashicorp.com/terraform/tutorials/automation/github-actions:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -102698,6 +106528,7 @@ https://developer.hashicorp.com/terraform/tutorials/aws-get-started/infrastructu
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -102730,6 +106561,7 @@ https://developer.hashicorp.com/terraform/tutorials/aws/aws-default-tags:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -102763,6 +106595,7 @@ https://developer.hashicorp.com/terraform/tutorials/aws/lambda-api-gateway:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -102795,6 +106628,7 @@ https://developer.hashicorp.com/terraform/tutorials/cloud/cloud-agents:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -102828,6 +106662,7 @@ https://developer.hashicorp.com/terraform/tutorials/networking/multicloud-kubern
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -102859,6 +106694,7 @@ https://developer.hashicorp.com/terraform/tutorials/policy:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -102895,6 +106731,7 @@ https://developer.hashicorp.com/terraform/tutorials/state/resource-drift:
   last_checked: 1780352003.689815
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:23.689815+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -102935,6 +106772,7 @@ https://developer.hashicorp.com/vault:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -102968,6 +106806,7 @@ https://developer.hashicorp.com/vault/tutorials/kubernetes-introduction/kubernet
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -103000,6 +106839,7 @@ https://developer.hashicorp.com/vault/tutorials/operations/codify-mgmt-enterpris
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -103031,6 +106871,7 @@ https://developer.hashicorp.com/waypoint:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -103061,6 +106902,7 @@ https://developer.ibm.com/apiconnect:
   last_checked: 1779030575.054654
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:35.054654+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -103080,13 +106922,14 @@ https://developer.ibm.com/articles/secure-microservices-by-monitoring-behavior:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 3ad8273a470b61347050bd4ef76261404ba1e507987d4f190058375a466a8613
   health_score: 100.0
   last_checked: 1779032294.275194
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:14.275194+02:00'
+  last_ai_eval: null
   company: null
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@@ -103095,6 +106938,7 @@ https://developer.ibm.com/articles/secure-microservices-by-monitoring-behavior:
   - docs/devsecops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://developer.ibm.com/technologies/containers
 https://developer.ibm.com/blogs/gitops-best-practices-for-the-real-world:
   title: 'developer.ibm.com: GitOps: Best practices for the real world'
   description: ''
@@ -103114,6 +106958,7 @@ https://developer.ibm.com/blogs/gitops-best-practices-for-the-real-world:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -103144,6 +106989,7 @@ https://developer.ibm.com/javasdk:
   last_checked: 1779031468.458984
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:28.458984+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -103178,6 +107024,7 @@ https://developer.ibm.com/technologies/containers:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -103209,6 +107056,7 @@ https://developer.ibm.com/tutorials/examples-differentiate-openshift-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -103240,6 +107088,7 @@ https://developer.ibm.com/wasdev:
   last_checked: 1779031793.940725
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:53.940725+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -103271,6 +107120,7 @@ https://developer.ibm.com/wasdev/downloads:
   last_checked: 1779030981.278085
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:21.278085+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -103301,6 +107151,7 @@ https://developer.ibm.com/wasdev/downloads/liberty-profile-using-non-eclipse-env
   last_checked: 1779030720.932766
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:00.932766+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -103327,6 +107178,7 @@ https://developer.ibm.com/wasdev/websphere-liberty:
   last_checked: 1779034528.898799
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:28.898799+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -103354,13 +107206,14 @@ https://developer.ing.com:
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   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: f8d659f2459e6a3a6316ff324e2eb986b1fa02156ad05b5a4b785bc494f21e3c
   health_score: 100.0
   last_checked: 1779030462.614098
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:42.614098+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -103369,6 +107222,7 @@ https://developer.ing.com:
   - docs/developerportals.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://developer.ing.com/openbanking
 https://developer.ing.com/api-marketplace/marketplace:
   title: ING API Marketplace
   description: ''
@@ -103386,6 +107240,7 @@ https://developer.ing.com/api-marketplace/marketplace:
   last_checked: 1779032077.186529
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:37.186529+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -103413,6 +107268,7 @@ https://developer.ing.com/openbanking:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -103442,6 +107298,7 @@ https://developer.ing.com/openbanking/api-marketplace/marketplace:
   last_checked: 1779130494.961149
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.961149+02:00'
+  last_ai_eval: null
   company: null
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@@ -103468,6 +107325,7 @@ https://developer.mobileconnect.io:
   last_checked: 1779034509.667818
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:09.667818+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -103491,13 +107349,14 @@ https://developer.mongodb.com/quickstart/cheat-sheet:
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   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: da2782e23f8c104a3faa2f037001d4b8e6d522bb96382b92923b9f51c9597870
   health_score: 100.0
   last_checked: 1779034558.268406
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:58.268406+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -103506,6 +107365,7 @@ https://developer.mongodb.com/quickstart/cheat-sheet:
   - docs/cheatsheets.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.mongodb.com/docs
 https://developer.mozilla.org/en-US/docs/Tools/Tools_Toolbox:
   title: Firefox DevTools
   description: ''
@@ -103516,13 +107376,14 @@ https://developer.mozilla.org/en-US/docs/Tools/Tools_Toolbox:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 4717162243bf6194fdf69a29ac1eff36f7379f8a2a70c3af33ddd108915427eb
   health_score: 100.0
   last_checked: 1779030407.661281
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   discovered_at: '2026-05-17T17:06:47.661281+02:00'
+  last_ai_eval: null
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@@ -103531,6 +107392,7 @@ https://developer.mozilla.org/en-US/docs/Tools/Tools_Toolbox:
   - docs/ChromeDevTools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://firefox-source-docs.mozilla.org/devtools-user/tools_toolbox/index.html
 https://developer.okta.com/blog/2020/03/23/microservice-security-patterns:
   title: Security Patterns for Microservice Architectures
   description: ''
@@ -103552,6 +107414,7 @@ https://developer.okta.com/blog/2020/03/23/microservice-security-patterns:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -103574,13 +107437,14 @@ https://developer.okta.com/blog/2020/05/04/spring-vault:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779034049.513733
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:29.513733+02:00'
+  last_ai_eval: null
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@@ -103589,6 +107453,7 @@ https://developer.okta.com/blog/2020/05/04/spring-vault:
   - docs/java_frameworks.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://developer.okta.com/blog/2022/10/20/spring-vault
 https://developer.okta.com/blog/2020/12/07/spring-cloud-config:
   title: 'developer.okta.com: Spring Cloud Config for Shared Microservice Configuration'
   description: ''
@@ -103609,6 +107474,7 @@ https://developer.okta.com/blog/2020/12/07/spring-cloud-config:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -103642,6 +107508,7 @@ https://developer.okta.com/blog/2021/02/05/okta-ansible:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -103674,6 +107541,7 @@ https://developer.okta.com/blog/2021/04/23/elasticsearch-go-developers-guide:
   last_checked: 1779031226.701143
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:20:26.701143+02:00'
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   hierarchy:
@@ -103708,6 +107576,7 @@ https://developer.okta.com/blog/2021/07/08/jenkins-ci-dotnet-update-secrets:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -103740,6 +107609,7 @@ https://developer.okta.com/blog/2022/01/06/native-java-helidon:
   last_checked: 1779029465.183276
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:51:05.183276+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -103775,6 +107645,7 @@ https://developer.okta.com/blog/2022/10/20/spring-vault:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -103806,6 +107677,7 @@ https://developer.rabobank.nl:
   last_checked: 1779032613.919359
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:33.919359+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -103836,6 +107708,7 @@ https://developer.rabobank.nl/api-marketplace:
   last_checked: 1779031752.87349
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:12.873490+02:00'
+  last_ai_eval: null
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@@ -103864,6 +107737,7 @@ https://developer.squareup.com/blog/kubernetes-pod-security-policies:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -103894,6 +107768,7 @@ https://developerblog.redhat.com/tag/varnish:
   last_checked: 1779034228.924582
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:28.924582+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -103925,6 +107800,7 @@ https://developerhub.santander.com:
   last_checked: 1779029168.863358
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:08.863358+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -103957,6 +107833,7 @@ https://developers.google.com/machine-learning/crash-course?hl=es-419:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -103991,6 +107868,7 @@ https://developers.google.com/machine-learning/glossary:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -104025,6 +107903,7 @@ https://developers.google.com/profile/u/me/dashboard:
   last_checked: 1780352037.401625
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:57.401625+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -104064,6 +107943,7 @@ https://developers.google.com/solutions/catalog:
   last_checked: 1780352013.434815
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:33.434815+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -104104,6 +107984,7 @@ https://developers.google.com/solutions/catalog?category=aiandmachinelearning:
   last_checked: 1780352013.434762
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:33.434762+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -104144,6 +108025,7 @@ https://developers.google.com/solutions/catalog?language=python:
   last_checked: 1780352013.434794
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:33.434794+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -104183,6 +108065,7 @@ https://developers.googleblog.com/2015/02/introducing-grpc-new-open-source-http2
   last_checked: 1779034309.388981
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:49.388981+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -104227,6 +108110,7 @@ https://developers.googleblog.com/build-long-running-ai-agents-that-pause-resume
   last_checked: 1780352849.031614
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:27:29.031614+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -104270,6 +108154,7 @@ https://developers.googleblog.com/build-long-running-ai-agents-that-pause-resume
   last_checked: 1780352292.588396
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:18:12.588396+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -104311,6 +108196,7 @@ https://developers.openai.com/codex/app/computer-use:
   last_checked: 1780352454.11968
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:20:54.119680+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -104352,6 +108238,7 @@ https://developers.redhat.com:
   last_checked: 1781736112.278916
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:52.278916+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -104384,6 +108271,7 @@ https://developers.redhat.com/articles/2021/05/17/integrating-systems-apache-cam
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -104417,6 +108305,7 @@ https://developers.redhat.com/articles/2021/05/19/micropipenv-installing-python-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -104449,6 +108338,7 @@ https://developers.redhat.com/articles/2021/05/20/shenandoah-garbage-collection-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -104482,6 +108372,7 @@ https://developers.redhat.com/articles/2021/05/21/build-your-own-rpm-package-sam
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -104515,6 +108406,7 @@ https://developers.redhat.com/articles/2021/05/24/build-lean-java-containers-new
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -104547,6 +108439,7 @@ https://developers.redhat.com/articles/2021/05/24/deploy-helm-charts-jenkins-cic
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -104584,6 +108477,7 @@ https://developers.redhat.com/articles/2021/05/25/red-hat-universal-base-image-a
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -104617,6 +108511,7 @@ https://developers.redhat.com/articles/2021/06/14/application-modernization-patt
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -104650,6 +108545,7 @@ https://developers.redhat.com/articles/2021/06/18/perform-kaniko-build-red-hat-o
   last_checked: 1779029267.869174
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:47.869174+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -104684,6 +108580,7 @@ https://developers.redhat.com/articles/2021/06/25/making-java-programs-cloud-rea
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -104717,6 +108614,7 @@ https://developers.redhat.com/articles/2021/06/25/making-java-programs-cloud-rea
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -104749,6 +108647,7 @@ https://developers.redhat.com/articles/2021/06/30/implementing-apache-activemq-s
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -104781,6 +108680,7 @@ https://developers.redhat.com/articles/2021/07/01/how-expose-websocket-endpoint-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -104815,6 +108715,7 @@ https://developers.redhat.com/articles/2021/07/01/resteasy-reactive-and-more-qua
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -104847,6 +108748,7 @@ https://developers.redhat.com/articles/2021/07/07/getting-started-red-hat-opensh
   last_checked: 1779032543.441995
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:23.441995+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -104880,6 +108782,7 @@ https://developers.redhat.com/articles/2021/07/07/managing-api-life-cycle-event-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -104905,13 +108808,14 @@ https://developers.redhat.com/articles/2021/07/08/troubleshooting-application-pe
   resource_type: Article
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -104924,6 +108828,7 @@ https://developers.redhat.com/articles/2021/07/08/troubleshooting-application-pe
   v2_locations:
   - ocp4.md
   youtube_mosaic: {}
+  duplicate_of: https://developers.redhat.com/articles/2021/07/29/troubleshooting-application-performance-red-hat-openshift-metrics-part-4
 https://developers.redhat.com/articles/2021/07/16/how-secure-apache-kafka-schemas-red-hat-integration-service-registry-20:
   title: 'developers.redhat.com: How to secure Apache Kafka schemas with Red Hat Integration
     Service Registry 2.0'
@@ -104945,6 +108850,7 @@ https://developers.redhat.com/articles/2021/07/16/how-secure-apache-kafka-schema
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -104977,6 +108883,7 @@ https://developers.redhat.com/articles/2021/07/20/deploy-nodejs-applications-red
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -105010,6 +108917,7 @@ https://developers.redhat.com/articles/2021/07/21/bootstrap-gitops-red-hat-opens
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -105042,6 +108950,7 @@ https://developers.redhat.com/articles/2021/07/23/jdk-flight-recorder-support-gr
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -105075,6 +108984,7 @@ https://developers.redhat.com/articles/2021/07/26/modernizing-applications-apach
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -105107,6 +109017,7 @@ https://developers.redhat.com/articles/2021/07/29/troubleshooting-application-pe
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -105137,6 +109048,7 @@ https://developers.redhat.com/articles/2021/07/30/customer-suggestions-improved-
   last_checked: 1781736112.898688
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:52.898688+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -105169,6 +109081,7 @@ https://developers.redhat.com/articles/2021/08/03/managing-gitops-control-planes
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -105203,6 +109116,7 @@ https://developers.redhat.com/articles/2021/08/04/managing-stateful-applications
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -105232,6 +109146,7 @@ https://developers.redhat.com/articles/2021/08/04/opening-black-boxes-statement-
   last_checked: 1779030658.214099
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:58.214099+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -105261,6 +109176,7 @@ https://developers.redhat.com/articles/2021/08/11/how-maximize-data-storage-micr
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -105293,6 +109209,7 @@ https://developers.redhat.com/articles/2021/08/11/simplify-load-balancing-api-ga
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -105327,6 +109244,7 @@ https://developers.redhat.com/articles/2021/08/12/build-and-deploy-microservices
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -105360,6 +109278,7 @@ https://developers.redhat.com/articles/2021/08/20/composable-software-catalogs-k
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -105392,6 +109311,7 @@ https://developers.redhat.com/articles/2021/08/26/introduction-nodejs-reference-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -105425,6 +109345,7 @@ https://developers.redhat.com/articles/2021/08/30/automate-red-hat-jboss-web-ser
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -105457,6 +109378,7 @@ https://developers.redhat.com/articles/2021/08/31/why-should-i-choose-quarkus-ov
   last_checked: 1779032368.40362
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:28.403620+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -105491,6 +109413,7 @@ https://developers.redhat.com/articles/2021/09/01/outbox-pattern-apache-kafka-an
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -105521,6 +109444,7 @@ https://developers.redhat.com/articles/2021/09/06/improving-cicd-red-hat-openshi
   last_checked: 1779030364.696413
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:04.696413+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -105554,6 +109478,7 @@ https://developers.redhat.com/articles/2021/09/16/shenandoah-openjdk-17-sub-mill
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -105586,6 +109511,7 @@ https://developers.redhat.com/articles/2021/09/20/quarkus-spring-developers-gett
   last_checked: 1779031559.199403
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:59.199403+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -105620,6 +109546,7 @@ https://developers.redhat.com/articles/2021/09/21/distributed-transaction-patter
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -105652,6 +109579,7 @@ https://developers.redhat.com/articles/2021/09/22/thoth-prescriptions-resolving-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -105684,6 +109612,7 @@ https://developers.redhat.com/articles/2021/09/27/four-reasons-developers-should
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -105716,6 +109645,7 @@ https://developers.redhat.com/articles/2021/09/28/set-modcluster-red-hat-jboss-w
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -105747,6 +109677,7 @@ https://developers.redhat.com/articles/2021/10/01/new-application-samples-red-ha
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -105777,6 +109708,7 @@ https://developers.redhat.com/articles/2021/10/04/get-started-openshift-service-
   last_checked: 1781736117.580131
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:57.580131+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -105807,6 +109739,7 @@ https://developers.redhat.com/articles/2021/10/11/get-started-openshift-service-
   last_checked: 1779031507.232513
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:07.232513+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -105841,6 +109774,7 @@ https://developers.redhat.com/articles/2021/10/11/quarkus-spring-developers-kube
   last_checked: 1779029710.184883
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:55:10.184883+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -105873,6 +109807,7 @@ https://developers.redhat.com/articles/2021/11/02/how-choose-best-java-garbage-c
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -105906,6 +109841,7 @@ https://developers.redhat.com/articles/2021/11/04/boost-throughput-resteasy-reac
   last_checked: 1779031520.708806
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:20.708806+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -105941,6 +109877,7 @@ https://developers.redhat.com/articles/2021/11/04/generating-pseudorandom-number
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -105972,6 +109909,7 @@ https://developers.redhat.com/articles/2021/11/15/net-60-now-available-rhel-and-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -106004,6 +109942,7 @@ https://developers.redhat.com/articles/2021/11/15/red-hat-software-collections-3
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -106036,6 +109975,7 @@ https://developers.redhat.com/articles/2021/11/18/build-and-store-universal-appl
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -106067,6 +110007,7 @@ https://developers.redhat.com/articles/2021/11/22/bring-your-kubernetes-workload
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -106099,6 +110040,7 @@ https://developers.redhat.com/articles/2021/11/23/faster-way-access-jdk-flight-r
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -106132,6 +110074,7 @@ https://developers.redhat.com/articles/2021/11/30/modernizing-enterprise-java-cl
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -106164,6 +110107,7 @@ https://developers.redhat.com/articles/2021/12/06/improve-your-kafka-connect-bui
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -106196,6 +110140,7 @@ https://developers.redhat.com/articles/2021/12/13/remote-debugging-kubernetes-us
   last_checked: 1779031425.525653
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:45.525653+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -106230,6 +110175,7 @@ https://developers.redhat.com/articles/2021/12/16/secure-your-kubernetes-deploym
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -106261,6 +110207,7 @@ https://developers.redhat.com/articles/2022/01/11/5-design-principles-microservi
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -106294,6 +110241,7 @@ https://developers.redhat.com/articles/2022/01/13/developers-guide-cicd-and-gito
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -106325,6 +110273,7 @@ https://developers.redhat.com/articles/2022/01/17/reduce-size-container-images-d
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -106357,6 +110306,7 @@ https://developers.redhat.com/articles/2022/02/02/protect-secrets-git-cleansmudg
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -106391,6 +110341,7 @@ https://developers.redhat.com/articles/2022/03/10/which-better-single-kafka-clus
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -106423,6 +110374,7 @@ https://developers.redhat.com/articles/2022/06/20/8-open-source-kubernetes-secur
   last_checked: 1779029138.280676
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:38.280676+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -106459,6 +110411,7 @@ https://developers.redhat.com/articles/2022/07/20/git-workflows-best-practices-g
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -106491,6 +110444,7 @@ https://developers.redhat.com/articles/2022/08/30/kubernetes-101-developers-name
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -106523,6 +110477,7 @@ https://developers.redhat.com/articles/2022/09/07/how-set-your-gitops-directory-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -106556,6 +110511,7 @@ https://developers.redhat.com/articles/2022/09/27/end-end-field-level-encryption
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -106587,6 +110543,7 @@ https://developers.redhat.com/articles/2022/10/24/podman-expands-desktop:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -106619,6 +110576,7 @@ https://developers.redhat.com/articles/2022/10/25/how-install-vms-and-ansible-au
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -106650,6 +110608,7 @@ https://developers.redhat.com/articles/2022/12/20/gitops-cookbook-kubernetes-aut
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -106681,6 +110640,7 @@ https://developers.redhat.com/articles/2023/01/04/how-use-fabric8-java-client-ku
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -106714,6 +110674,7 @@ https://developers.redhat.com/articles/2023/01/24/how-generate-code-using-fabric
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -106747,6 +110708,7 @@ https://developers.redhat.com/articles/2023/02/14/remote-container-development-v
   last_checked: 1779030809.068424
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:29.068424+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -106781,6 +110743,7 @@ https://developers.redhat.com/articles/2023/03/16/how-deploy-openshift-azure-gui
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -106804,13 +110767,14 @@ https://developers.redhat.com/articles/2023/03/17/deploy-openshift-azure-gitops-
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779031494.553728
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:54.553728+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -106819,6 +110783,7 @@ https://developers.redhat.com/articles/2023/03/17/deploy-openshift-azure-gitops-
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://developers.redhat.com/articles/2023/03/16/how-deploy-openshift-azure-gui-part-1
 https://developers.redhat.com/articles/2024/06/06/enhance-kubernetes-deployment-efficiency-argo-cd-and-applicationset:
   title: 'developers.redhat.com: Enhance Kubernetes deployment efficiency with Argo
     CD and ApplicationSet'
@@ -106839,6 +110804,7 @@ https://developers.redhat.com/articles/2024/06/06/enhance-kubernetes-deployment-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -106870,6 +110836,7 @@ https://developers.redhat.com/articles/2025/06/25/how-kruize-optimizes-openshift
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -106905,6 +110872,7 @@ https://developers.redhat.com/articles/quarkus-quick-start-guide-kubernetes-nati
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -106938,6 +110906,7 @@ https://developers.redhat.com/articles/ubi-faq:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -106968,6 +110937,7 @@ https://developers.redhat.com/blog:
   last_checked: 1781735879.396074
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:59.396074+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -106999,6 +110969,7 @@ https://developers.redhat.com/blog/2016/03/09/more-about-docker-images-size:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -107030,6 +111001,7 @@ https://developers.redhat.com/blog/2017/08/16/troubleshooting-java-applications-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2017-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -107064,6 +111036,7 @@ https://developers.redhat.com/blog/2017/10/05/jdbc-master-slave-persistence-setu
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2017-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -107097,6 +111070,7 @@ https://developers.redhat.com/blog/2018/02/22/container-terminology-practical-in
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -107129,6 +111103,7 @@ https://developers.redhat.com/blog/2018/05/30/3scale-api-gateway-policies:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -107161,6 +111136,7 @@ https://developers.redhat.com/blog/2018/06/28/why-kubernetes-is-the-new-applicat
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -107193,6 +111169,7 @@ https://developers.redhat.com/blog/2018/08/29/intro-to-podman:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -107226,6 +111203,7 @@ https://developers.redhat.com/blog/2018/09/24/the-future-of-java-and-openjdk-upd
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -107258,6 +111236,7 @@ https://developers.redhat.com/blog/2018/09/26/source-versus-binary-s2i-workflows
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -107289,6 +111268,7 @@ https://developers.redhat.com/blog/2018/10/12/securing-net-core-on-openshift-usi
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -107320,6 +111300,7 @@ https://developers.redhat.com/blog/2018/11/15/rhel8-introducing-appstreams:
   last_checked: 1781735922.043341
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:42.043341+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -107352,6 +111333,7 @@ https://developers.redhat.com/blog/2018/11/21/eclipse-microprofile-for-spring-bo
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -107386,6 +111368,7 @@ https://developers.redhat.com/blog/2018/11/22/automated-performance-testing-kube
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -107419,6 +111402,7 @@ https://developers.redhat.com/blog/2019/01/03/leveraging-openshift-or-kubernetes
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -107451,6 +111435,7 @@ https://developers.redhat.com/blog/2019/02/21/podman-and-buildah-for-docker-user
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -107486,6 +111471,7 @@ https://developers.redhat.com/blog/2019/02/27/sidecars-analyze-debug-network-tra
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -107518,6 +111504,7 @@ https://developers.redhat.com/blog/2019/05/02/get-started-with-jenkins-ci-cd-in-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -107550,6 +111537,7 @@ https://developers.redhat.com/blog/2019/07/08/10-tips-for-reviewing-code-you-don
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -107583,6 +111571,7 @@ https://developers.redhat.com/blog/2019/09/05/red-hat-openshift-4-on-your-laptop
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -107614,6 +111603,7 @@ https://developers.redhat.com/blog/2019/09/09/install-3scale-multitenant-in-7-co
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -107647,6 +111637,7 @@ https://developers.redhat.com/blog/2019/09/12/jakarta-ee-8-the-new-era-of-java-e
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -107680,6 +111671,7 @@ https://developers.redhat.com/blog/2019/10/02/autowire-microprofile-into-spring-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -107713,6 +111705,7 @@ https://developers.redhat.com/blog/2019/10/09/what-is-red-hat-universal-base-ima
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -107747,6 +111740,7 @@ https://developers.redhat.com/blog/2019/11/18/how-quarkus-brings-imperative-and-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -107779,6 +111773,7 @@ https://developers.redhat.com/blog/2019/11/19/decoupling-microservices-with-apac
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -107812,6 +111807,7 @@ https://developers.redhat.com/blog/2019/11/27/handling-angular-environments-in-c
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -107846,6 +111842,7 @@ https://developers.redhat.com/blog/2019/12/04/understanding-red-hat-amq-streams-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -107879,6 +111876,7 @@ https://developers.redhat.com/blog/2019/12/16/getting-started-with-red-hat-integ
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -107914,6 +111912,7 @@ https://developers.redhat.com/blog/2020/01/01/skupper-io-let-your-services-commu
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -107944,6 +111943,7 @@ https://developers.redhat.com/blog/2020/01/09debugging-applications-within-red-h
   last_checked: 1779130494.950861
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.950861+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -107977,6 +111977,7 @@ https://developers.redhat.com/blog/2020/01/15installing-debugging-tools-into-a-r
   last_checked: 1779032586.754256
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:06.754256+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -108010,6 +112011,7 @@ https://developers.redhat.com/blog/2020/01/22/operator-pattern-rest-api-for-kube
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -108041,6 +112043,7 @@ https://developers.redhat.com/blog/2020/02/05/customizing-openshift-project-crea
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -108074,6 +112077,7 @@ https://developers.redhat.com/blog/2020/02/13/openshift-actions-deploy-to-red-ha
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -108107,6 +112111,7 @@ https://developers.redhat.com/blog/2020/02/14/using-secrets-in-apache-kafka-conn
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -108140,6 +112145,7 @@ https://developers.redhat.com/blog/2020/03/19/testing-memory-based-horizontal-po
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -108174,6 +112180,7 @@ https://developers.redhat.com/blog/2020/03/24/red-hat-universal-base-images-for-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -108206,6 +112213,7 @@ https://developers.redhat.com/blog/2020/03/25/low-code-microservices-orchestrati
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -108241,6 +112249,7 @@ https://developers.redhat.com/blog/2020/04/01/set-up-red-hat-amq-streams-custom-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -108276,6 +112285,7 @@ https://developers.redhat.com/blog/2020/04/08/why-kubernetes-native-instead-of-c
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -108310,6 +112320,7 @@ https://developers.redhat.com/blog/2020/04/10/migrating-a-spring-boot-microservi
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -108343,6 +112354,7 @@ https://developers.redhat.com/blog/2020/04/13/red-hat-data-grid-8-0-brings-new-s
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -108375,6 +112387,7 @@ https://developers.redhat.com/blog/2020/04/14/capture-database-changes-with-debe
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -108407,6 +112420,7 @@ https://developers.redhat.com/blog/2020/04/14/capture-database-changes-with-debe
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -108441,6 +112455,7 @@ https://developers.redhat.com/blog/2020/04/27/building-kubernetes-applications-o
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -108473,6 +112488,7 @@ https://developers.redhat.com/blog/2020/04/27/modern-web-applications-on-openshi
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -108508,6 +112524,7 @@ https://developers.redhat.com/blog/2020/04/30/serverless-applications-made-faste
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -108539,6 +112556,7 @@ https://developers.redhat.com/blog/2020/05/01/automated-api-testing-for-the-kie-
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   needs_ai_refresh: false
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   discovered_at: '2020-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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   discovered_at: '2020-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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   discovered_at: '2020-06-01T00:00:00+02:00'
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   is_microservice: false
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+  status: duplicate
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:42.386297+02:00'
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   v2_locations:
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   youtube_mosaic: {}
+  duplicate_of: https://developers.redhat.com/blog/2020/06/02/how-the-fabric8-maven-plug-in-deploys-java-applications-to-openshift
 https://developers.redhat.com/blog/2020/05/28/quarkus-a-kubernetes-native-java-runtime-now-fully-supported-by-red-hat:
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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   discovered_at: '2020-06-01T00:00:00+02:00'
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   discovered_at: '2020-06-01T00:00:00+02:00'
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   discovered_at: '2020-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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   v2_locations:
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 https://developers.redhat.com/blog/2020/06/17/support-for-graphql-with-open-liberty-20-0-0-6:
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
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 https://developers.redhat.com/blog/2020/08/25/get-started-with-jdk-flight-recorder-in-openjdk-8u:
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   needs_ai_refresh: false
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   needs_ai_refresh: false
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+  - maven-gradle.md
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 ? https://developers.redhat.com/blog/2020/09/09/install-red-hat-openshift-operators-on-your-laptop-using-red-hat-codeready-containers-and-red-hat-marketplace
 : title: Install Red Hat OpenShift Operators on your laptop using Red Hat CodeReady
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   needs_ai_refresh: false
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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   discovered_at: '2020-06-01T00:00:00+02:00'
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   v2_locations:
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+  - maven-gradle.md
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 https://developers.redhat.com/blog/2020/09/24/set-up-continuous-integration-for-net-core-with-openshift-pipelines:
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:40.246211+02:00'
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   is_microservice: false
-  status: null
+  status: duplicate
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:22.924028+02:00'
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://developers.redhat.com/blog/2020/10/01/building-modern-ci-cd-workflows-for-serverless-applications-with-red-hat-openshift-pipelines-and-argo-cd-part-1
 https://developers.redhat.com/blog/2020/10/15/checkpointing-java-from-outside-of-java:
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   description: ''
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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   hierarchy:
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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   hierarchy:
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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   hierarchy:
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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   geo_region: null
   hierarchy:
@@ -110439,6 +114520,7 @@ https://developers.redhat.com/blog/2020/10/30/whats-new-in-fabric8-kubernetes-ja
   last_checked: 1779032282.393497
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:02.393497+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -110472,6 +114554,7 @@ https://developers.redhat.com/blog/2020/11/19/transitioning-from-docker-to-podma
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -110504,6 +114587,7 @@ https://developers.redhat.com/blog/2020/11/20/kubectl-developer-tips-for-the-kub
   last_checked: 1779033166.38353
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:46.383530+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -110537,6 +114621,7 @@ https://developers.redhat.com/blog/2020/11/24/authentication-and-authorization-u
   last_checked: 1779030891.168433
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:51.168433+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -110571,6 +114656,7 @@ https://developers.redhat.com/blog/2020/11/25/how-to-configure-yaml-schema-to-ma
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -110605,6 +114691,7 @@ https://developers.redhat.com/blog/2020/11/26/event-driven-distributed-service-o
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -110637,6 +114724,7 @@ https://developers.redhat.com/blog/2020/11/26/event-driven-distributed-service-o
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -110669,6 +114757,7 @@ https://developers.redhat.com/blog/2021/01/08/message-broker-integration-made-si
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -110703,6 +114792,7 @@ https://developers.redhat.com/blog/2021/01/11/getting-started-with-buildah:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -110734,6 +114824,7 @@ https://developers.redhat.com/blog/2021/01/13/getting-started-with-tekton-and-pi
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -110767,6 +114858,7 @@ https://developers.redhat.com/blog/2021/02/08/deploying-kubernetes-operators-wit
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -110799,6 +114891,7 @@ https://developers.redhat.com/blog/2021/02/09/spring-boot-on-quarkus-magic-or-ma
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -110830,6 +114923,7 @@ https://developers.redhat.com/blog/2021/02/12/developing-your-own-custom-devfile
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -110862,6 +114956,7 @@ https://developers.redhat.com/blog/2021/03/03/using-delve-to-debug-go-programs-o
   last_checked: 1779031103.029114
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:23.029114+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -110896,6 +114991,7 @@ https://developers.redhat.com/blog/2021/03/04/making-environment-variables-acces
   last_checked: 1779033280.439659
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:40.439659+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -110930,6 +115026,7 @@ https://developers.redhat.com/blog/2021/03/09/a-guide-to-red-hat-openshift-4-5-i
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -110963,6 +115060,7 @@ https://developers.redhat.com/blog/2021/03/09/deploying-node-js-applications-to-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -110995,6 +115093,7 @@ https://developers.redhat.com/blog/2021/03/16/three-ways-to-containerize-net-app
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -111027,6 +115126,7 @@ https://developers.redhat.com/blog/2021/03/17/using-dekorate-to-generate-kuberne
   last_checked: 1779034486.853605
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:46.853605+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -111061,6 +115161,7 @@ https://developers.redhat.com/blog/2021/03/25/db2-and-oracle-connectors-coming-t
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -111095,6 +115196,7 @@ https://developers.redhat.com/blog/2021/04/02/design-event-driven-integrations-w
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -111129,6 +115231,7 @@ https://developers.redhat.com/blog/2021/04/07/deploy-quarkus-everywhere-with-red
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -111161,6 +115264,7 @@ https://developers.redhat.com/blog/2021/04/09/containerize-and-deploy-strapi-app
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -111193,6 +115297,7 @@ https://developers.redhat.com/blog/2021/04/13/how-to-pick-the-right-container-ba
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -111227,6 +115332,7 @@ https://developers.redhat.com/blog/2021/04/16/deploying-the-mosquitto-mqtt-messa
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -111260,6 +115366,7 @@ https://developers.redhat.com/blog/2021/04/20/use-skupper-to-connect-multiple-ku
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -111293,6 +115400,7 @@ https://developers.redhat.com/blog/2021/04/22/using-podman-compose-with-microcks
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -111316,13 +115424,14 @@ https://developers.redhat.com/blog/2021/04/26/deploying-the-mosquitto-mqtt-messa
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779031694.0278
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:14.027800+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -111331,6 +115440,7 @@ https://developers.redhat.com/blog/2021/04/26/deploying-the-mosquitto-mqtt-messa
   - docs/message-queue.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://developers.redhat.com/blog/2021/04/16/deploying-the-mosquitto-mqtt-message-broker-on-red-hat-openshift-part-1
 https://developers.redhat.com/blog/2021/04/28/kubernetes-configuration-patterns-part-1-patterns-for-kubernetes-primitives:
   title: 'developers.redhat.com: Kubernetes configuration patterns, Part 1: Patterns
     for Kubernetes primitives'
@@ -111352,6 +115462,7 @@ https://developers.redhat.com/blog/2021/04/28/kubernetes-configuration-patterns-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -111384,6 +115495,7 @@ https://developers.redhat.com/blog/2021/04/29/containerize-net-for-red-hat-opens
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -111417,6 +115529,7 @@ https://developers.redhat.com/blog/2021/04/29/enhance-application-security-by-ro
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -111450,6 +115563,7 @@ https://developers.redhat.com/blog/2021/04/29/enhance-application-security-by-ro
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -111483,6 +115597,7 @@ https://developers.redhat.com/blog/2021/05/05/building-resilient-event-driven-ar
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -111506,13 +115621,14 @@ https://developers.redhat.com/blog/2021/05/05/kubernetes-configuration-patterns-
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779030390.6507
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:30.650700+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -111521,6 +115637,7 @@ https://developers.redhat.com/blog/2021/05/05/kubernetes-configuration-patterns-
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://developers.redhat.com/blog/2021/04/28/kubernetes-configuration-patterns-part-1-patterns-for-kubernetes-primitives
 https://developers.redhat.com/blog/2021/05/11/building-an-api-using-quarkus-from-the-ground-up:
   title: "developers.redhat.com: Build an API using Quarkus from the ground up \U0001F31F"
   description: ''
@@ -111541,6 +115658,7 @@ https://developers.redhat.com/blog/2021/05/11/building-an-api-using-quarkus-from
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -111574,6 +115692,7 @@ https://developers.redhat.com/blog/2021/05/13/why-should-developers-care-about-g
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -111604,6 +115723,7 @@ https://developers.redhat.com/blog/authentication-and-authorization-using-the-ke
   last_checked: 1781735928.040242
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:48.040242+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -111634,6 +115754,7 @@ https://developers.redhat.com/blog/making-environment-variables-accessible-in-fr
   last_checked: 1781432289.205828
   needs_ai_refresh: false
   discovered_at: '2026-06-14T12:18:09.205828+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -111664,6 +115785,7 @@ https://developers.redhat.com/books/kubernetes-operators:
   last_checked: 1779032877.760845
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:57.760845+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -111694,6 +115816,7 @@ https://developers.redhat.com/books/red-hat-universal-base-images-ubi:
   last_checked: 1779029575.333062
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:55.333062+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -111720,6 +115843,7 @@ https://developers.redhat.com/cheat-sheets:
   last_checked: 1781736123.169426
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:03.169426+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -111752,6 +115876,7 @@ https://developers.redhat.com/cheat-sheets/advanced-linux-commands:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -111784,6 +115909,7 @@ https://developers.redhat.com/cheat-sheets/bash-shell-cheat-sheet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -111816,6 +115942,7 @@ https://developers.redhat.com/cheat-sheets/buildah-cheat-sheet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -111847,6 +115974,7 @@ https://developers.redhat.com/cheat-sheets/containers:
   last_checked: 1781735891.947798
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:11.947798+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -111879,6 +116007,7 @@ https://developers.redhat.com/cheat-sheets/debezium-openshift-cheat-sheet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -111909,6 +116038,7 @@ https://developers.redhat.com/cheat-sheets/intermediate-linux-cheat-sheet:
   last_checked: 1779032902.01112
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:22.011120+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -111940,6 +116070,7 @@ https://developers.redhat.com/cheat-sheets/intermediate-linux-commands-cheat-she
   last_checked: 1781735889.871699
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:09.871699+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -111971,6 +116102,7 @@ https://developers.redhat.com/cheat-sheets/kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -112002,6 +116134,7 @@ https://developers.redhat.com/cheat-sheets/linux-commands-cheat-sheet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -112034,6 +116167,7 @@ https://developers.redhat.com/cheat-sheets/microprofile-jwt:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -112066,6 +116200,7 @@ https://developers.redhat.com/cheat-sheets/microprofile-rest-client:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -112097,6 +116232,7 @@ https://developers.redhat.com/cheat-sheets/nodejs-cheat-sheet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -112127,6 +116263,7 @@ https://developers.redhat.com/cheat-sheets/odo-cheat-sheet:
   last_checked: 1779031651.939646
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:31.939646+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -112160,6 +116297,7 @@ https://developers.redhat.com/cheat-sheets/red-hat-openshift-container-platform:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -112193,6 +116331,7 @@ https://developers.redhat.com/cheat-sheets/writing-kubernetes-operator-java:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -112217,13 +116356,14 @@ https://developers.redhat.com/cheat-sheetsgit:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779029899.072293
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:19.072293+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -112237,6 +116377,7 @@ https://developers.redhat.com/cheat-sheetsgit:
   v2_locations:
   - cheatsheets.md
   youtube_mosaic: {}
+  duplicate_of: https://education.github.com/git-cheat-sheet-education.pdf
 https://developers.redhat.com/cheatsheets:
   title: "Red Hat Developer cheat sheets \U0001F31F"
   description: ''
@@ -112255,6 +116396,7 @@ https://developers.redhat.com/cheatsheets:
   last_checked: 1779033342.584048
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:42.584048+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -112288,6 +116430,7 @@ https://developers.redhat.com/courses/openshift:
   last_checked: 1779029060.7536
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:20.753600+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -112322,6 +116465,7 @@ https://developers.redhat.com/developer-sandbox:
   last_checked: 1781736190.57421
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:10.574210+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -112334,6 +116478,7 @@ https://developers.redhat.com/developer-sandbox:
   v2_locations:
   - ocp4.md
   - demos.md
+  - openshift.md
   youtube_mosaic: {}
 https://developers.redhat.com/developer-sandbox/activities/deploying-full-stack-javascript-applications-to-the-sandbox/part1:
   title: 'developers.redhat.com: Welcome to the Developer Sandbox for Red Hat OpenShift.''
@@ -112357,6 +116502,7 @@ https://developers.redhat.com/developer-sandbox/activities/deploying-full-stack-
   last_checked: 1779030856.453827
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:16.453827+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -112390,6 +116536,7 @@ https://developers.redhat.com/developer-sandbox/activities/how-to-manage-microse
   last_checked: 1779032242.886458
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:22.886458+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -112423,6 +116570,7 @@ https://developers.redhat.com/developer-sandbox/activities/run-the-canary-deploy
   last_checked: 1779030204.244692
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:24.244692+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -112454,6 +116602,7 @@ https://developers.redhat.com/developer-sandbox/get-started:
   last_checked: 1779031012.148615
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:52.148615+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -112487,6 +116636,7 @@ https://developers.redhat.com/developer-sandbox/how-to-deploy-java-application-i
   last_checked: 1779033609.472554
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:09.472554+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -112518,6 +116668,7 @@ https://developers.redhat.com/devnation/tech-talks/10-kubernetes-tools:
   last_checked: 1779031031.505481
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:11.505481+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -112544,6 +116695,7 @@ https://developers.redhat.com/e-books:
   last_checked: 1781735889.723495
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:09.723495+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -112574,6 +116726,7 @@ https://developers.redhat.com/e-books/kubernetes-operators:
   last_checked: 1781736221.669246
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:41.669246+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -112604,6 +116757,7 @@ https://developers.redhat.com/ebooks:
   last_checked: 1779031642.253551
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:22.253551+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -112635,6 +116789,7 @@ https://developers.redhat.com/learn:
   last_checked: 1781736122.716323
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:02.716323+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -112665,6 +116820,7 @@ https://developers.redhat.com/learn/openshift:
   last_checked: 1781736172.793297
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:52.793297+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -112695,6 +116851,7 @@ https://developers.redhat.com/learn/openshift/foundations-openshift:
   last_checked: 1781736234.584877
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:54.584877+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -112725,6 +116882,7 @@ https://developers.redhat.com/learn/openshift/how-deploy-full-stack-javascript-a
   last_checked: 1781735911.212865
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:31.212865+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -112755,6 +116913,7 @@ https://developers.redhat.com/learn/openshift/how-manage-microservices-using-ope
   last_checked: 1781736012.489327
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:12.489327+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -112785,6 +116944,7 @@ https://developers.redhat.com/learn/openshift/run-canary-deployment-pattern-kube
   last_checked: 1781736211.597551
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:31.597551+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -112815,6 +116975,7 @@ https://developers.redhat.com/openshift-commons/Operator-Lifecycle-Management:
   last_checked: 1779031755.252354
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:15.252354+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -112841,6 +117002,7 @@ https://developers.redhat.com/products/amq/overview:
   last_checked: 1779030589.095739
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:49.095739+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -112874,6 +117036,7 @@ https://developers.redhat.com/products/cdk/overview:
   last_checked: 1779034097.270978
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:17.270978+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -112907,6 +117070,7 @@ https://developers.redhat.com/products/datagrid/overview:
   last_checked: 1779030824.508149
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:44.508149+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -112931,13 +117095,14 @@ https://developers.redhat.com/products/developertoolset/overview:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779030360.476468
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:00.476468+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -112951,6 +117116,7 @@ https://developers.redhat.com/products/developertoolset/overview:
   v2_locations:
   - devel-sites.md
   youtube_mosaic: {}
+  duplicate_of: https://developers.redhat.com/ebooks
 https://developers.redhat.com/products/eap:
   title: null
   description: null
@@ -112969,6 +117135,7 @@ https://developers.redhat.com/products/eap:
   last_checked: 1781735981.956514
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:41.956514+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -112999,6 +117166,7 @@ https://developers.redhat.com/products/eap/overview:
   last_checked: 1779030051.941029
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:51.941029+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -113030,6 +117198,7 @@ https://developers.redhat.com/products/mta:
   last_checked: 1781736123.054763
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:03.054763+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -113061,6 +117230,7 @@ https://developers.redhat.com/products/mta/getting-started:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -113091,6 +117261,7 @@ https://developers.redhat.com/products/mta/overview:
   last_checked: 1779032223.63102
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:03.631020+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -113124,6 +117295,7 @@ https://developers.redhat.com/products/openjdk/download:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -113154,6 +117326,7 @@ https://developers.redhat.com/products/red-hat-data-grid:
   last_checked: 1781735880.048686
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:00.048686+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -113184,6 +117357,7 @@ https://developers.redhat.com/products/red-hat-developer-toolset:
   last_checked: 1781735921.433811
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:41.433811+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -113214,6 +117388,7 @@ https://developers.redhat.com/products/rhel:
   last_checked: 1781736123.254216
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:03.254216+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -113244,6 +117419,7 @@ https://developers.redhat.com/products/softwarecollections/overview:
   last_checked: 1779029475.165657
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:15.165657+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -113275,6 +117451,7 @@ https://developers.redhat.com/products/streams-for-apache-kafka:
   last_checked: 1781736091.33697
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:31.336970+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -113298,13 +117475,14 @@ https://developers.redhat.com/promotions/docker-cheatsheet:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779033921.574824
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:21.574824+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -113318,6 +117496,7 @@ https://developers.redhat.com/promotions/docker-cheatsheet:
   v2_locations:
   - cheatsheets.md
   youtube_mosaic: {}
+  duplicate_of: https://developers.redhat.com/cheat-sheets/containers
 https://developers.redhat.com/topics:
   title: null
   description: null
@@ -113336,6 +117515,7 @@ https://developers.redhat.com/topics:
   last_checked: 1781736154.077441
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:34.077441+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -113365,6 +117545,7 @@ https://developers.redhat.com/topics/enterprise-java:
   last_checked: 1779029509.253294
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:49.253294+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -113395,6 +117576,7 @@ https://developers.redhat.com/topics/kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -113427,6 +117609,7 @@ https://developers.redhat.com/topics/python:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -113457,6 +117640,7 @@ https://developers.redhat.com/topics/serverless-architecture:
   last_checked: 1779030020.600041
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:20.600041+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -113491,6 +117675,7 @@ https://developers.redhat.com/topics/service-mesh:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -113524,6 +117709,7 @@ https://developers.soundcloud.com/blog/service-architecture-1:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -113557,6 +117743,7 @@ https://develosapiens.wordpress.com/2015/05/08/playing-with-gradle:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2015-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -113589,6 +117776,7 @@ https://devhints.io/go:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -113621,6 +117809,7 @@ https://devineer.medium.com/get-to-grips-with-kubernetes-volumes-a-practical-tut
   last_checked: 1779029291.515862
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:11.515862+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -113645,13 +117834,14 @@ https://devineer.medium.com/kubernetes-services-explained-22b4dd11de02:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779033906.299113
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:06.299113+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -113665,6 +117855,7 @@ https://devineer.medium.com/kubernetes-services-explained-22b4dd11de02:
   v2_locations:
   - kubernetes.md
   youtube_mosaic: {}
+  duplicate_of: https://www.harness.io/blog/kubernetes-services-explained
 https://devlibrary.withgoogle.com:
   title: "devlibrary.withgoogle.com \U0001F31F"
   description: ''
@@ -113684,6 +117875,7 @@ https://devlibrary.withgoogle.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -113717,6 +117909,7 @@ https://devm.io/blog:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -113750,6 +117943,7 @@ https://devm.io/kubernetes/kubernetes-bigger-173675:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -113783,6 +117977,7 @@ https://devm.io/kubernetes/kubernetes-extensions-172215:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -113817,6 +118012,7 @@ https://devm.io/kubernetes/kubernetes-practical-implications-171647:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -113849,6 +118045,7 @@ https://devm.io/microservices/cicd-microservices-docker-162408:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -113887,6 +118084,7 @@ https://devops-daily.com/games/linux-terminal:
   last_checked: 1780352838.801116
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:27:18.801116+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -113926,6 +118124,7 @@ https://devops.cisel.ch/kubernetes-operational-tools-you-must-try:
   last_checked: 1779030052.371256
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:52.371256+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -113958,6 +118157,7 @@ https://devops.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -113990,6 +118190,7 @@ https://devops.com/11-open-source-devops-tools-we-love-for-2021:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -114022,6 +118223,7 @@ https://devops.com/11-steps-to-a-successful-devops-career:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -114053,6 +118255,7 @@ https://devops.com/15-must-jenkins-plugins-increase-productivity:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -114083,6 +118286,7 @@ https://devops.com/5-tips-for-a-successful-devops-implementation:
   last_checked: 1779031533.383804
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:33.383804+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -114115,6 +118319,7 @@ https://devops.com/6-advantages-of-microservices:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -114147,6 +118352,7 @@ https://devops.com/6-signs-youre-doing-devops-correctly:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -114178,6 +118384,7 @@ https://devops.com/7-popular-open-source-ci-cd-tools:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -114211,6 +118418,7 @@ https://devops.com/7-trends-influencing-devops-and-devsecops-adoption:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -114242,6 +118450,7 @@ https://devops.com/8-hot-takes-will-we-see-a-monolithic-renaissance:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -114274,6 +118483,7 @@ https://devops.com/8-security-considerations-for-ci-cd:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -114306,6 +118516,7 @@ https://devops.com/a-devops-reset-for-a-multi-cloud-world:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -114336,6 +118547,7 @@ https://devops.com/best-practices-for-application-performance-testing:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -114369,6 +118581,7 @@ https://devops.com/breaking-down-silos-applying-open-source-practices-in-the-wor
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -114403,6 +118616,7 @@ https://devops.com/building-on-terraform-evolution-not-revolution:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -114435,6 +118649,7 @@ https://devops.com/catchpoint-to-acquire-webpagetest-org:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -114466,6 +118681,7 @@ https://devops.com/clubhouse-becomes-shortcut-to-transform-software-project-mana
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -114497,6 +118713,7 @@ https://devops.com/continuous-security-the-next-evolution-of-ci-cd:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -114528,6 +118745,7 @@ https://devops.com/continuous-testing-practices-part-1:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -114550,13 +118768,14 @@ https://devops.com/continuous-testing-practices-part-2:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779033044.830214
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:44.830214+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -114565,6 +118784,7 @@ https://devops.com/continuous-testing-practices-part-2:
   - docs/qa.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://devops.com/continuous-testing-practices-part-1
 https://devops.com/day-2-for-the-operator-ecosystem:
   title: "devops.com: Day 2 for the Operator Ecosystem \U0001F31F"
   description: "- [KUDO: The Kubernetes Universal Declarative Operator \U0001F31F](https://kudo.dev)
@@ -114586,6 +118806,7 @@ https://devops.com/day-2-for-the-operator-ecosystem:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -114617,6 +118838,7 @@ https://devops.com/day-in-the-life-of-a-site-reliability-engineer-sre:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -114649,6 +118871,7 @@ https://devops.com/declarative-compliance-with-policy-as-code-and-gitops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -114683,6 +118906,7 @@ https://devops.com/devops-as-a-service-migrating-your-entire-devops-stack-to-the
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -114716,6 +118940,7 @@ https://devops.com/devops-for-the-development-and-delivery-of-high-performance-a
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -114746,6 +118971,7 @@ https://devops.com/devops-security-your-complete-checklist:
   last_checked: 1779032114.034228
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:14.034228+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -114778,6 +119004,7 @@ https://devops.com/devops-teams-struggling-to-keep-secrets:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -114809,6 +119036,7 @@ https://devops.com/devops-trends-to-watch-in-2021:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -114840,6 +119068,7 @@ https://devops.com/devsecops-in-azure:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -114871,6 +119100,7 @@ https://devops.com/devsecops-trends-for-2021:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -114903,6 +119133,7 @@ https://devops.com/dynatrace-advances-application-environments-as-code:
   last_checked: 1779033046.504515
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:46.504515+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -114936,6 +119167,7 @@ https://devops.com/finops-foundation-to-help-rein-in-cloud-costs:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -114966,6 +119198,7 @@ https://devops.com/five-steps-to-successful-devops-culture:
   last_checked: 1779032076.665174
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:36.665174+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -114999,6 +119232,7 @@ https://devops.com/from-agile-to-devops-to-devsecops-the-next-evolution:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -115028,6 +119262,7 @@ https://devops.com/google-dora-report-shows-modest-devops-gains:
   last_checked: 1779032251.797263
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:31.797263+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -115055,6 +119290,7 @@ https://devops.com/grafana-labs-acquires-assert-ai-to-bring-ai-to-observability:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -115086,6 +119322,7 @@ https://devops.com/great-resignation-spurs-interest-in-tech-certifications:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -115117,6 +119354,7 @@ https://devops.com/hansura-launches-beta-of-graphql-based-remote-joins-tool:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -115150,6 +119388,7 @@ https://devops.com/hazelcast-simplifies-streaming-for-extremely-fast-event-proce
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -115182,6 +119421,7 @@ https://devops.com/how-are-api-management-and-service-mesh-different:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -115214,6 +119454,7 @@ https://devops.com/how-centralized-log-management-can-save-your-company:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -115246,6 +119487,7 @@ https://devops.com/how-containers-simplify-devops-workflows-and-ci-cd-pipelines:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -115279,6 +119521,7 @@ https://devops.com/how-good-developers-become-good-engineering-managers:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -115310,6 +119553,7 @@ https://devops.com/how-sres-benefit-from-feature-flags:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -115341,6 +119585,7 @@ https://devops.com/how-the-sre-role-is-evolving:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -115374,6 +119619,7 @@ https://devops.com/how-to-automate-pki-for-devops-with-open-source-tools:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -115405,6 +119651,7 @@ https://devops.com/how-to-implement-an-effective-ci-cd-pipeline:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -115439,6 +119686,7 @@ https://devops.com/how-to-migrate-existing-infrastructure-to-terraform:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -115472,6 +119720,7 @@ https://devops.com/how-to-seamlessly-transition-to-devsecops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -115503,6 +119752,7 @@ https://devops.com/how-to-successfully-integrate-security-and-devops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -115534,6 +119784,7 @@ https://devops.com/implementing-message-queue-in-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -115566,6 +119817,7 @@ https://devops.com/infrastructure-abstraction-will-be-key-to-managing-multi-clou
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -115597,6 +119849,7 @@ https://devops.com/is-noops-the-future-of-cloud-networking:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -115628,6 +119881,7 @@ https://devops.com/kubernetes-jenkins-master-slave-scaling-the-scalability-issue
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -115659,6 +119913,7 @@ https://devops.com/languages-and-devops-recommendations:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -115690,6 +119945,7 @@ https://devops.com/make-github-backups-part-of-your-development-process:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -115721,6 +119977,7 @@ https://devops.com/measuring-technical-debt:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -115752,6 +120009,7 @@ https://devops.com/measuring-the-progress-of-the-opentelemetry-project:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -115784,6 +120042,7 @@ https://devops.com/nine-pillars-of-devops-best-practices:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -115815,6 +120074,7 @@ https://devops.com/pulumi-moves-to-automate-cloud-infrastructure-provisioning:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -115846,6 +120106,7 @@ https://devops.com/red-hat-extends-scope-of-ansible-automation-ambitions:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -115878,6 +120139,7 @@ https://devops.com/secdevops-is-the-solution-to-cybersecurity:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -115909,6 +120171,7 @@ https://devops.com/securing-your-software-development-pipelines:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -115940,6 +120203,7 @@ https://devops.com/serverless-computing-moving-from-devops-to-noops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -115971,6 +120235,7 @@ https://devops.com/shift-right-testing-the-emergence-of-testops:
   last_checked: 1779033823.339701
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:43.339701+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -116004,6 +120269,7 @@ https://devops.com/site-reliability-engineering-101-devops-versus-sre:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -116036,6 +120302,7 @@ https://devops.com/sre-devops-cloud-native-server-cage-match:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -116067,6 +120334,7 @@ https://devops.com/sre-vs-devops-false-distinction:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -116098,6 +120366,7 @@ https://devops.com/sre-vs-platform-engineering-whats-the-difference:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -116130,6 +120399,7 @@ https://devops.com/survey-shows-mounting-devops-frustration-and-costs:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -116162,6 +120432,7 @@ https://devops.com/survey-surfaces-high-reliance-on-devops-to-build-and-deploy-a
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -116193,6 +120464,7 @@ https://devops.com/the-argo-project-making-gitops-practical:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -116223,6 +120495,7 @@ https://devops.com/the-devops-bottleneck-why-iac-orchestration-is-the-missing-pi
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -116257,6 +120530,7 @@ https://devops.com/the-evolving-devops-journey-continuous-mindset-starts-with-cu
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -116288,6 +120562,7 @@ https://devops.com/the-fallacy-of-continuous-integration-delivery-and-testing:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -116322,6 +120597,7 @@ https://devops.com/the-real-pipeline:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -116355,6 +120631,7 @@ https://devops.com/the-rise-of-netdevops-and-ci-cd-pipeline-solutions:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -116386,6 +120663,7 @@ https://devops.com/tips-for-a-successful-devsecops-life-cycle:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -116417,6 +120695,7 @@ https://devops.com/top-10-best-practices-for-jenkins-pipeline-plugin:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -116448,6 +120727,7 @@ https://devops.com/top-nine-skills-for-sres-to-master:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -116479,6 +120759,7 @@ https://devops.com/transform-legacy-java-apps-to-microservices:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -116511,6 +120792,7 @@ https://devops.com/transform-mobile-devops-into-mobile-devsecops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -116544,6 +120826,7 @@ https://devops.com/unlocking-your-devops-automation-mindset:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -116575,6 +120858,7 @@ https://devops.com/up-your-devops-game-its-time-for-noops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -116606,6 +120890,7 @@ https://devops.com/updating-and-managing-infrastructure-as-code-iac:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -116637,6 +120922,7 @@ https://devops.com/using-jenkins-configuration-as-code:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -116669,6 +120955,7 @@ https://devops.com/using-llms-to-automate-pipeline-conversions-from-legacy-to-te
   last_checked: 1779030718.374767
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:58.374767+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -116702,6 +120989,7 @@ https://devops.com/vfunction-automates-conversion-of-java-apps-to-microservices:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -116733,6 +121021,7 @@ https://devops.com/web-application-security-is-not-api-security:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -116765,6 +121054,7 @@ https://devops.com/whats-the-difference-between-devops-and-platform-engineering:
   last_checked: 1779032751.514168
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:51.514168+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -116797,6 +121087,7 @@ https://devops.com/when-to-use-api-management-and-service-mesh-together:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -116831,6 +121122,7 @@ https://devops.com/where-does-observability-stand-today-and-where-is-it-going-ne
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -116864,6 +121156,7 @@ https://devops.com/why-boring-tech-is-best-to-avoid-a-microservices-mess:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -116897,6 +121190,7 @@ https://devops.com/why-monitoring-as-code-will-be-a-must-for-devops-teams:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -116930,6 +121224,7 @@ https://devops.com/why-mttr-is-a-vital-metric-for-devops-teams:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -116962,6 +121257,7 @@ https://devops.com/why-traditional-approaches-to-api-security-dont-work:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -116993,6 +121289,7 @@ https://devops.com/yeah-youre-doing-devops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -117025,6 +121322,7 @@ https://devopscube.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -117058,6 +121356,7 @@ https://devopscube.com/automate-ebs-snapshot-creation-deletion:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -117091,6 +121390,7 @@ https://devopscube.com/become-devops-engineer:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -117123,6 +121423,7 @@ https://devopscube.com/build-docker-image:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -117155,6 +121456,7 @@ https://devopscube.com/build-docker-image-kubernetes-pod:
   last_checked: 1779033771.059057
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:02:51.059057+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -117188,6 +121490,7 @@ https://devopscube.com/configure-ingress-tls-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -117222,6 +121525,7 @@ https://devopscube.com/create-kubernetes-jobs-cron-jobs:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -117252,6 +121556,7 @@ https://devopscube.com/create-kubernetes-role:
   last_checked: 1779033903.576255
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:05:03.576255+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -117280,6 +121585,7 @@ https://devopscube.com/deploy-postgresql-statefulset:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -117312,6 +121618,7 @@ https://devopscube.com/docker-containers-as-build-slaves-jenkins:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -117343,6 +121650,7 @@ https://devopscube.com/immutable-infrastructure:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -117372,6 +121680,7 @@ https://devopscube.com/ip-address-tutorial:
   last_checked: 1779030842.898023
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:14:02.898023+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -117399,6 +121708,7 @@ https://devopscube.com/jenkins-architecture-explained:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -117431,6 +121741,7 @@ https://devopscube.com/jenkins-build-agents-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -117463,6 +121774,7 @@ https://devopscube.com/jenkins-pipeline-as-code:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -117495,6 +121807,7 @@ https://devopscube.com/key-considerations-kubernetes-cluster-design-setup:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -117526,6 +121839,7 @@ https://devopscube.com/kube-bench-guide:
   last_checked: 1779033435.995396
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:57:15.995396+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -117556,6 +121870,7 @@ https://devopscube.com/kubernetes-api-access-service-account:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -117589,6 +121904,7 @@ https://devopscube.com/kubernetes-daemonset:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -117621,6 +121937,7 @@ https://devopscube.com/kubernetes-ingress-tutorial:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -117654,6 +121971,7 @@ https://devopscube.com/kubernetes-kubeconfig-file:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -117686,6 +122004,7 @@ https://devopscube.com/kubernetes-logging-tutorial:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -117716,6 +122035,7 @@ https://devopscube.com/kubernetes-minikube-tutorial:
   last_checked: 1779030401.340494
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:06:41.340494+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -117743,6 +122063,7 @@ https://devopscube.com/kubernetes-pod:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -117775,6 +122096,7 @@ https://devopscube.com/kubernetes-tutorials-beginners:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -117807,6 +122129,7 @@ https://devopscube.com/kubernetes-v1-21-released:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -117840,6 +122163,7 @@ https://devopscube.com/kustomize-tutorial:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -117870,6 +122194,7 @@ https://devopscube.com/kuztomize-configmap-generators:
   last_checked: 1779032046.250238
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:34:06.250238+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -117897,6 +122222,7 @@ https://devopscube.com/learn-kubernetes-complete-roadmap:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -117931,6 +122257,7 @@ https://devopscube.com/pod-priorityclass-preemption:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -117963,6 +122290,7 @@ https://devopscube.com/podman-tutorial-beginners:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -117996,6 +122324,7 @@ https://devopscube.com/python-for-devops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -118028,6 +122357,7 @@ https://devopscube.com/setup-ansible-aws-dynamic-inventory:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -118060,6 +122390,7 @@ https://devopscube.com/setup-grafana-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -118093,6 +122424,7 @@ https://devopscube.com/setup-ingress-kubernetes-nginx-controller:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -118127,6 +122459,7 @@ https://devopscube.com/setup-nexus-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -118158,6 +122491,7 @@ https://devopscube.com/setup-prometheus-helm-chart:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -118192,6 +122526,7 @@ https://devopscube.com/setup-prometheus-monitoring-on-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -118224,6 +122559,7 @@ https://devopscube.com/terraform-autoscaling-group:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -118257,6 +122593,7 @@ https://devopscube.com/terraform-aws-rds:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -118290,6 +122627,7 @@ https://devopscube.com/vagrant-tutorial-beginners:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -118325,6 +122663,7 @@ https://devopscube.com/vault-agent-injector-tutorial:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -118358,6 +122697,7 @@ https://devopscube.com/vault-in-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -118391,6 +122731,7 @@ https://devopscube.com/what-is-observability:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -118421,6 +122762,7 @@ https://devopsdays.org/events/2022-amsterdam/welcome:
   last_checked: 1779032213.373676
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:36:53.373676+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -118449,6 +122791,7 @@ https://devopsera.com/2023/06/how-to-structure-directories-in-a-gitops-repositor
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -118479,6 +122822,7 @@ https://devopsformula.hashnode.dev/cross-account-ecr-push-with-jenkins:
   last_checked: 1779029594.451727
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:14.451727+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -118519,6 +122863,7 @@ https://devopsinside.com/how-kubernetes-is-killing-tools-like-ansible:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -118549,6 +122894,7 @@ https://devopslearners.com:
   last_checked: 1781736234.691633
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:54.691633+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -118580,6 +122926,7 @@ https://devopslearners.com/blue-green-vs-canary-deployment-76436d7f6bc1:
   last_checked: 1781735900.24122
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:20.241220+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -118613,6 +122960,7 @@ https://devopslearners.com/different-container-runtimes-and-configurations-in-th
   last_checked: 1779031896.216691
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:36.216691+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -118644,6 +122992,7 @@ https://devopslearners.com/how-to-convert-helm-chart-to-kubernetes-yaml-fbe6d672
   last_checked: 1779032231.994754
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:11.994754+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -118675,6 +123024,7 @@ https://devopslearners.com/kubernetes-ingress-tutorial-for-beginners-26c2f7727bc
   last_checked: 1779032239.234344
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:19.234344+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -118708,6 +123058,7 @@ https://devopslearners.com/kubernetes-pod-priority-priorityclass-and-preemption-
   last_checked: 1779030248.467341
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:08.467341+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -118739,6 +123090,7 @@ https://devopslearners.com/what-is-a-kubernetes-ephemeral-container-aa8ab658755d
   last_checked: 1779030787.577229
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:07.577229+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -118770,6 +123122,7 @@ https://devopslearners.com/what-is-gitops-168aac9a2ee:
   last_checked: 1779034332.302779
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:12.302779+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -118803,6 +123156,7 @@ https://devopslearning.medium.com/lesson-learned-while-scaling-kubernetes-cluste
   last_checked: 1779030322.830785
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:22.830785+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -118837,6 +123191,7 @@ https://devopslibrary.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -118868,6 +123223,7 @@ https://devopsmonk.hashnode.dev/learn-aws-if-you-want-to-save-your-career:
   last_checked: 1779031045.808875
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:25.808875+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -118900,6 +123256,7 @@ https://devopsparthu.hashnode.dev/day-35-mastering-configmaps-and-secrets-in-kub
   last_checked: 1779030430.062256
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:10.062256+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -118931,6 +123288,7 @@ https://devopstalks.in/everything-about-prometheus:
   last_checked: 1779031552.747489
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:52.747489+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -118963,6 +123321,7 @@ https://devopstips.net:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -118993,6 +123352,7 @@ https://devopsunlocked.com/kubernetes-learning-material:
   last_checked: 1779029459.117743
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:50:59.117743+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -119016,13 +123376,14 @@ https://devopswithkubernetes.com:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779033658.978774
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:58.978774+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -119031,6 +123392,7 @@ https://devopswithkubernetes.com:
   - docs/kubernetes-tutorials.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://courses.mooc.fi/org/uh-cs/courses/devops-with-kubernetes
 https://devoriales.com/home:
   title: 'devoriales.com: AWS EKS Secret Encryption: Securing Your EKS Secrets At
     Rest with AWS KMS'
@@ -119052,6 +123414,7 @@ https://devoriales.com/home:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -119075,13 +123438,14 @@ https://devoriales.com/post/329/aws-eks-secret-encryption-securing-your-eks-secr
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 48979d3801bfcc4f36c056d87529761711205997f637f75f5e50cb569b217c21
   health_score: 100.0
   last_checked: 1779031721.028368
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:41.028368+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -119090,6 +123454,7 @@ https://devoriales.com/post/329/aws-eks-secret-encryption-securing-your-eks-secr
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://devoriales.com/home
 https://devoriales.com/video/897990746/intro-to-gitops:
   title: 'devoriales.com: Exploring GitOps: Software and Infrastructure Management
     Intro Video'
@@ -119110,6 +123475,7 @@ https://devoriales.com/video/897990746/intro-to-gitops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -119140,6 +123506,7 @@ https://devsecops.co.in/2021/05/13/gitops-guide-what-why-and-how:
   last_checked: 1779033713.585496
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:53.585496+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -119171,6 +123538,7 @@ https://devsecops.co.in/2021/05/18/ansible-interview-questions:
   last_checked: 1779033400.316326
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:40.316326+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -119202,6 +123570,7 @@ https://devsecops.co.in/2021/05/20/devops-interview-questions:
   last_checked: 1779031146.501207
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:06.501207+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -119226,13 +123595,14 @@ https://devsecops.co.in/2021/05/22/kubernetes-interview:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779030986.150899
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:26.150899+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -119246,6 +123616,7 @@ https://devsecops.co.in/2021/05/22/kubernetes-interview:
   v2_locations:
   - interview-questions.md
   youtube_mosaic: {}
+  duplicate_of: https://linux.amitmaheshwari.in/2019/11/kubernetes-interview-questions-and.html
 https://devspace.sh:
   title: ==devspace.sh==
   description: ''
@@ -119256,13 +123627,14 @@ https://devspace.sh:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 4e434dd54e9ea5037e860a7b75cb967431dbe0a5b522aca6e2967301697cf74a
   health_score: 100.0
   last_checked: 1779031406.700004
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:26.700004+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -119271,6 +123643,7 @@ https://devspace.sh:
   - docs/kubernetes-based-devel.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.devspace.sh
 https://devstack.in:
   title: DevStack
   description: ''
@@ -119289,6 +123662,7 @@ https://devstack.in:
   last_checked: 1779034528.249621
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:28.249621+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -119322,6 +123696,7 @@ https://devstack.in/2020/05/25/deploy-prometheus-operator-with-helm3-and-private
   last_checked: 1779034345.598956
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:25.598956+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -119359,6 +123734,7 @@ https://devtoolhub.com/claude-skills-devops-skillmd-guide:
   last_checked: 1780352561.468447
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:22:41.468447+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -119387,13 +123763,14 @@ https://devtools.chrome.com:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 455c3f36085c405936fd14be4f5d43e1c9a4a7bf2f21a0e35d8d831b31b05cf5
   health_score: 100.0
   last_checked: 1779032091.719282
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:51.719282+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -119402,6 +123779,7 @@ https://devtools.chrome.com:
   - docs/ChromeDevTools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://developer.chrome.com/docs/devtools
 https://devtron.ai:
   title: 'Devtron Labs: Devtron provides a ''seamless,’ ''implementation agnostic
     uniform interface'' across Kubernetes Life Cycle integrated with most Opensource
@@ -119423,6 +123801,7 @@ https://devtron.ai:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -119445,13 +123824,14 @@ https://devtron.ai/blog/7-tools-to-make-kubernetes-management-easy:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 739d6bad6eb0536cbecd443a5c2ddc2dfd776bdacd3cfc434cc961f535131548
   health_score: 100.0
   last_checked: 1779034209.562223
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:09.562223+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -119460,6 +123840,7 @@ https://devtron.ai/blog/7-tools-to-make-kubernetes-management-easy:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://devtron.ai/blog/kubernetes-management-made-easier-with-tools
 https://devtron.ai/blog/cmd-and-entrypoint-differences:
   title: 'devtron.ai: Understand CMD and ENTRYPOINT Differences in Docker'
   description: ''
@@ -119478,6 +123859,7 @@ https://devtron.ai/blog/cmd-and-entrypoint-differences:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -119510,6 +123892,7 @@ https://devtron.ai/blog/kubernetes-management-made-easier-with-tools:
   last_checked: 1779130494.946243
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.946243+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -119544,6 +123927,7 @@ https://devtron.ai/blog/troubleshoot_crashloopbackoff_pod:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -119576,6 +123960,7 @@ https://devxblog.hashnode.dev/kubernetes-microservice-flask-application-1:
   last_checked: 1779034355.385507
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:35.385507+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -119607,6 +123992,7 @@ https://devxblog.hashnode.dev/prometheus-elevate-your-monitoring-game:
   last_checked: 1779030658.228694
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:58.228694+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -119640,6 +124026,7 @@ https://devxblog.hashnode.dev/simplified-setup-prometheus-cadvisor-redis-and-nod
   last_checked: 1779032571.499254
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:51.499254+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -119671,6 +124058,7 @@ https://devxblog.hashnode.dev/terraform-with-aws:
   last_checked: 1779031651.961887
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:31.961887+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -119703,6 +124091,7 @@ https://dhall-lang.org:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -119736,6 +124125,7 @@ https://diagrams.mingrammer.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -119766,6 +124156,7 @@ https://didil.medium.com/building-a-kubernetes-mutating-admission-webhook-7e4872
   last_checked: 1779033118.174689
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:58.174689+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -119799,6 +124190,7 @@ https://difftastic.wilfred.me.uk:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -119831,6 +124223,7 @@ https://digger.dev:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -119860,6 +124253,7 @@ https://digital.ai:
   last_checked: 1779130494.946668
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.946668+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -119889,6 +124283,7 @@ https://digital.ai/glossary:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -119922,6 +124317,7 @@ https://digital.ai/learn/devsecops-periodic-table:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -119955,6 +124351,7 @@ https://digital.ai/learn/diagram-generator:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -119987,6 +124384,7 @@ https://digital.ai/products/continuous-testing:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -120020,6 +124418,7 @@ https://digitalis.io/blog/kubernetes/kubernetes-gitops-continuous-integration-an
   last_checked: 1779033947.859019
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:47.859019+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -120053,6 +124452,7 @@ https://digitalisationworld.com/blogs/57435/multicloud-two-truths-and-a-lie:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -120086,6 +124486,7 @@ https://digitalvarys.com/devsecops-static-analysis-sast-with-jenkins-pipeline:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -120120,6 +124521,7 @@ https://digitalvarys.com/simple-introduction-to-hashicorp-vault:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -120149,6 +124551,7 @@ https://dilbert.com:
   last_checked: 1779031478.417664
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:24:38.417664+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -120177,6 +124580,7 @@ https://dinantpaardenkooper.nl/posts/aks-2024-03-18:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -120209,6 +124613,7 @@ https://dineshchandgr.medium.com/why-do-we-need-a-database-connection-pool-every
   last_checked: 1779029509.232044
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:49.232044+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -120242,6 +124647,7 @@ https://dineshkumarkb.com/tech/how-to-specify-non-pypi-requirements-in-your-requ
   last_checked: 1779033432.041432
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:12.041432+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -120275,6 +124681,7 @@ https://dineshkumarkb.com/tech/reverse-a-linked-list-without-additional-datastru
   last_checked: 1779034172.946151
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:09:32.946151+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -120308,6 +124715,7 @@ https://dineshkumarkb.com/tech/reverse-a-linked-list-without-additional-datastru
   last_checked: 1779031719.931627
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:39.931627+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -120341,6 +124749,7 @@ https://disaev.me/p/how-i-have-set-up-ha-postgresql-on-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -120371,6 +124780,7 @@ https://discoblocks.io:
   last_checked: 1779031163.874245
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:23.874245+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -120407,6 +124817,7 @@ https://discord.com/invite/google-dev-community:
   last_checked: 1780352148.493956
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:15:48.493956+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -120434,13 +124845,14 @@ https://discuss.hashicorp.com/t/terraform-0-13-beta-released:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 9e8df9110d20f22cc7abbc96afaee5000588a002ba30d00db577ae452e1756d9
   health_score: 100.0
   last_checked: 1779030932.310992
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:32.310992+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -120449,6 +124861,7 @@ https://discuss.hashicorp.com/t/terraform-0-13-beta-released:
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://discuss.hashicorp.com/t/terraform-0-13-beta-released/9555
 https://discuss.hashicorp.com/t/terraform-0-13-beta-released/9555:
   title: Terraform 0.13 Beta released!
   description: ''
@@ -120469,6 +124882,7 @@ https://discuss.hashicorp.com/t/terraform-0-13-beta-released/9555:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -120500,6 +124914,7 @@ https://discuss.kubernetes.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -120530,6 +124945,7 @@ https://divya-mohan0209.medium.com/getting-started-with-k8s-in-2022-1dfeb4bdc112
   last_checked: 1779034571.646656
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:11.646656+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -120561,6 +124977,7 @@ https://divya-mohan0209.medium.com/mo-tenancy-mo-problems-f031f75374f7:
   last_checked: 1779030802.944836
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:22.944836+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -120596,6 +125013,7 @@ https://divya-mohan0209.medium.com/mo-tenancy-mo-problems-f031f75374f7:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -120626,6 +125044,7 @@ https://dlorenc.medium.com/whos-at-the-helm-1101c37bf0f1:
   last_checked: 1779029056.341597
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:16.341597+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -120662,6 +125081,7 @@ https://dmcommunity.org/2020/01/12/who-will-win-spring-boot-or-quarkus:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -120692,6 +125112,7 @@ https://dnastacio.medium.com/gitops-argocd-security-cbb6fb6378bb:
   last_checked: 1779031651.952594
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:31.952594+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -120723,6 +125144,7 @@ https://dnastacio.medium.com/kubernetes-resources-1a1fa1e72dcf:
   last_checked: 1779033240.242667
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:00.242667+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -120755,6 +125177,7 @@ https://dnastacio.medium.com/the-art-and-science-of-probing-a-kubernetes-contain
   last_checked: 1779034372.735524
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:52.735524+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -120788,6 +125211,7 @@ https://dnastacio.medium.com/why-you-should-keep-using-cpu-limits-on-kubernetes-
   last_checked: 1779032293.168373
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:13.168373+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -120819,6 +125243,7 @@ https://dnschecker.org:
   last_checked: 1779032050.282466
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:10.282466+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -120842,13 +125267,14 @@ https://doc.new:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: fe93628e9dd6d761b7bea6bc6ac0cd18765d06788bd604695e4e78cffd9d6cf2
   health_score: 100.0
   last_checked: 1779031360.770682
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:40.770682+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -120857,6 +125283,7 @@ https://doc.new:
   - docs/project-management-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://accounts.google.com/v3/signin/identifier?continue=https%3A%2F%2Fdocs.google.com%2Fdocument%2Fu%2F0%2Fcreate%3Fusp%3Ddot_new&dsh=S-551027576%3A1779031360486315&followup=https%3A%2F%2Fdocs.google.com%2Fdocument%2Fu%2F0%2Fcreate%3Fusp%3Ddot_new<mpl=docs&osid=1&passive=1209600&service=wise&flowName=WebLiteSignIn&flowEntry=ServiceLogin&ifkv=AWa2PasT3fzmBVDogbYOa448WODYqcNpbr94eLlOd4kL-w5BLgVa3s5bweNB_q-BV6hVUtWFJzfuoQ
 https://doc.traefik.io/traefik:
   title: docs.traefik.io
   description: "- [fastapi.tiangolo.com](https://fastapi.tiangolo.com)\n    - [www.electron.build](https://www.electron.build)\n
@@ -120878,6 +125305,7 @@ https://doc.traefik.io/traefik:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -120909,6 +125337,7 @@ https://docker-curriculum.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -120941,6 +125370,7 @@ https://docker-py.readthedocs.org:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2013-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -120972,6 +125402,7 @@ https://dockerlabs.collabnix.com/docker/cheatsheet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -121003,6 +125434,7 @@ https://dockerlabs.collabnix.com/kubernetes/cheatsheets/kubectl.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -121035,6 +125467,7 @@ https://dockerlabs.collabnix.com/kubernetes/kubetools:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -121060,13 +125493,14 @@ https://dockerlux.github.io/pdf/cheat-sheet-v2.pdf:
   resource_type: Cheat Sheet
   complexity: Beginner
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -121079,6 +125513,7 @@ https://dockerlux.github.io/pdf/cheat-sheet-v2.pdf:
   v2_locations:
   - cheatsheets.md
   youtube_mosaic: {}
+  duplicate_of: https://github.com/wsargent/docker-cheat-sheet
 https://docs.amplify.aws/javascript/build-a-backend/auth/set-up-auth:
   title: 'docs.amplify.aws: Set up Amplify Auth'
   description: ''
@@ -121099,6 +125534,7 @@ https://docs.amplify.aws/javascript/build-a-backend/auth/set-up-auth:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -121131,6 +125567,7 @@ https://docs.ansible.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -121153,13 +125590,14 @@ https://docs.ansible.com/ansible-tower/index.html:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 5cb96ce6807373c11e52c7ce42e2a998a6b42428e50080f894ab642d68e5b06d
   health_score: 100.0
   last_checked: 1779033663.564559
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:03.564559+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -121168,6 +125606,7 @@ https://docs.ansible.com/ansible-tower/index.html:
   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://legacy-controller-docs.ansible.com/ansible-tower
 https://docs.ansible.com/ansible/latest/collections/kubernetes/core/helm_module.html:
   title: 'docs.ansible.com: kubernetes.core.helm module – Manages Kubernetes packages''
     with the Helm package manager'
@@ -121179,13 +125618,14 @@ https://docs.ansible.com/ansible/latest/collections/kubernetes/core/helm_module.
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: f33f8d4b81a7e26d6bb655ee94964513c94c7c41da723b39eb3adb5ed4bcfe76
   health_score: 100.0
   last_checked: 1779034262.805071
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:02.805071+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -121194,6 +125634,7 @@ https://docs.ansible.com/ansible/latest/collections/kubernetes/core/helm_module.
   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.ansible.com/projects/ansible/latest/collections/kubernetes/core/helm_module.html
 https://docs.ansible.com/ansible/latest/collections/kubernetes/core/helm_plugin_module.html:
   title: 'docs.ansible.com: kubernetes.core.helm_plugin module – Manage Helm plugins'
   description: ''
@@ -121204,13 +125645,14 @@ https://docs.ansible.com/ansible/latest/collections/kubernetes/core/helm_plugin_
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: a09ce03cf5c351bee39eb29ba8baaca8458315101204311da3c520a424b7fa4a
   health_score: 100.0
   last_checked: 1779034217.448878
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:17.448878+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -121219,6 +125661,7 @@ https://docs.ansible.com/ansible/latest/collections/kubernetes/core/helm_plugin_
   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.ansible.com/projects/ansible/latest/collections/kubernetes/core/helm_plugin_module.html
 https://docs.ansible.com/ansible/latest/collections/kubernetes/core/k8s_module.html:
   title: '==docs.ansible.com: kubernetes.core.k8s – Manage Kubernetes (K8s) objects=='
   description: ''
@@ -121236,6 +125679,7 @@ https://docs.ansible.com/ansible/latest/collections/kubernetes/core/k8s_module.h
   last_checked: 1779032185.336898
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:36:25.336898+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -121255,13 +125699,14 @@ https://docs.ansible.com/ansible/latest/collections/netbox/netbox/index.html:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 7e318f8da7703df94993413fe21a59bc4bbc49b0091060e8333d9e00287fc176
   health_score: 100.0
   last_checked: 1779033092.591657
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:32.591657+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -121270,6 +125715,7 @@ https://docs.ansible.com/ansible/latest/collections/netbox/netbox/index.html:
   - docs/networking.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.ansible.com/projects/ansible/latest/collections/netbox/netbox/index.html
 https://docs.ansible.com/ansible/latest/dev_guide/developing_modules_general.html:
   title: 'docs.ansible.com: Developing Ansible modules'
   description: ''
@@ -121280,13 +125726,14 @@ https://docs.ansible.com/ansible/latest/dev_guide/developing_modules_general.htm
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 908028ecadce4ec6966854502a3b691bf3fb9dd7dd2f797f8dd4d691738413da
   health_score: 100.0
   last_checked: 1779031037.368214
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:17.368214+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -121295,6 +125742,7 @@ https://docs.ansible.com/ansible/latest/dev_guide/developing_modules_general.htm
   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.ansible.com/projects/ansible/latest/dev_guide/developing_modules_general.html
 https://docs.ansible.com/ansible/latest/modules/k8s_module.html:
   title: Manage Kubernetes (K8s) objects
   description: ''
@@ -121305,13 +125753,14 @@ https://docs.ansible.com/ansible/latest/modules/k8s_module.html:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 1905b0598c9890f39199c4cb4aa36095ab562f7e646c52a5a162dd7fd458a374
   health_score: 100.0
   last_checked: 1779034394.602178
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:14.602178+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -121320,6 +125769,7 @@ https://docs.ansible.com/ansible/latest/modules/k8s_module.html:
   - docs/kubectl-commands.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.ansible.com/collections.html
 https://docs.ansible.com/ansible/latest/scenario_guides/cloud_guides.html:
   title: "Public Cloud Guides \U0001F31F"
   description: ''
@@ -121330,13 +125780,14 @@ https://docs.ansible.com/ansible/latest/scenario_guides/cloud_guides.html:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 464394003c2795ff8aba348da3feb14fa01c54edc5f9104f03ed6c1f21a21f1b
   health_score: 100.0
   last_checked: 1779030196.540302
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:16.540302+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -121345,6 +125796,7 @@ https://docs.ansible.com/ansible/latest/scenario_guides/cloud_guides.html:
   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.ansible.com/projects/ansible/latest/scenario_guides/cloud_guides.html
 https://docs.ansible.com/ansible/latest/user_guide/playbooks.html:
   title: 'docs.ansible.com: Working With Playbooks'
   description: ''
@@ -121355,13 +125807,14 @@ https://docs.ansible.com/ansible/latest/user_guide/playbooks.html:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779034139.349472
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:59.349472+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -121370,6 +125823,7 @@ https://docs.ansible.com/ansible/latest/user_guide/playbooks.html:
   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.ansible.com/projects/ansible/latest/user_guide/playbooks.html
 https://docs.ansible.com/ansible/latest/user_guide/playbooks_advanced_syntax.html:
   title: 'docs.ansible.com: YAML anchors and aliases: sharing variable values'
   description: ''
@@ -121380,13 +125834,14 @@ https://docs.ansible.com/ansible/latest/user_guide/playbooks_advanced_syntax.htm
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779032779.975543
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:19.975543+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -121395,6 +125850,7 @@ https://docs.ansible.com/ansible/latest/user_guide/playbooks_advanced_syntax.htm
   - docs/yaml.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.ansible.com/projects/ansible/latest/user_guide/playbooks_advanced_syntax.html
 https://docs.ansible.com/projects/ansible/latest/collections/kubernetes/core/helm_module.html:
   title: 'docs.ansible.com: kubernetes.core.helm module – Manages Kubernetes packages
     with the Helm package manager'
@@ -121415,6 +125871,7 @@ https://docs.ansible.com/projects/ansible/latest/collections/kubernetes/core/hel
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -121447,6 +125904,7 @@ https://docs.ansible.com/projects/ansible/latest/collections/kubernetes/core/hel
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -121479,6 +125937,7 @@ https://docs.ansible.com/projects/ansible/latest/collections/kubernetes/core/k8s
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -121512,6 +125971,7 @@ https://docs.ansible.com/projects/ansible/latest/collections/netbox/netbox/index
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -121543,6 +126003,7 @@ https://docs.ansible.com/projects/ansible/latest/dev_guide/developing_modules_ge
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -121574,6 +126035,7 @@ https://docs.ansible.com/projects/ansible/latest/scenario_guides/cloud_guides.ht
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -121606,6 +126068,7 @@ https://docs.ansible.com/projects/ansible/latest/user_guide/playbooks.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -121638,6 +126101,7 @@ https://docs.ansible.com/projects/ansible/latest/user_guide/playbooks_advanced_s
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -121671,6 +126135,7 @@ https://docs.ansible.com/projects/molecule:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -121701,6 +126166,7 @@ https://docs.aporeto.com/docs/main/guides/okd-master-api-protection:
   last_checked: 1779033489.344721
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:09.344721+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -121724,13 +126190,14 @@ https://docs.astronomer.io/learn/dynamically-generating-dags:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 8b775b2f47f2e416b9b4f3d5b2ac65ec9d5f27b80a8e7610d7a3a5a046994724
   health_score: 100.0
   last_checked: 1779031647.740946
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:27.740946+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -121739,6 +126206,7 @@ https://docs.astronomer.io/learn/dynamically-generating-dags:
   - docs/message-queue.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.astronomer.io/docs/learn/dynamically-generating-dags
 https://docs.aws.amazon.com/AWSCloudFormation/latest/TemplateReference/aws-template-resource-type-ref.html:
   title: null
   description: null
@@ -121757,6 +126225,7 @@ https://docs.aws.amazon.com/AWSCloudFormation/latest/TemplateReference/aws-templ
   last_checked: 1781735875.853358
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:55.853358+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -121787,6 +126256,7 @@ https://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/ReleaseHistory.ht
   last_checked: 1779033187.281394
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:53:07.281394+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -121818,6 +126288,7 @@ https://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-template-reso
   last_checked: 1779030574.476898
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:09:34.476898+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -121849,6 +126320,7 @@ https://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/doc-history.html:
   last_checked: 1781735875.909151
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:55.909151+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -121878,6 +126350,7 @@ https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EBSEncryption.html:
   last_checked: 1779031528.837692
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:25:28.837692+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -121904,6 +126377,7 @@ https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/SSL-on-an-instance.html:
   last_checked: 1779031625.13736
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:27:05.137360+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -121937,6 +126411,7 @@ https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/using-eni.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -121967,6 +126442,7 @@ https://docs.aws.amazon.com/AWSSimpleQueueService/latest/SQSDeveloperGuide/sqs-l
   last_checked: 1779033162.821017
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:52:42.821017+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -121998,6 +126474,7 @@ https://docs.aws.amazon.com/AWSSimpleQueueService/latest/SQSDeveloperGuide/sqs-q
   last_checked: 1781735875.879142
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:55.879142+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -122028,6 +126505,7 @@ https://docs.aws.amazon.com/AmazonECR/latest/userguide:
   last_checked: 1781735875.899918
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:55.899918+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -122058,6 +126536,7 @@ https://docs.aws.amazon.com/AmazonECR/latest/userguide/ECR_GetStarted.html:
   last_checked: 1779029989.01265
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:59:49.012650+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -122091,6 +126570,7 @@ https://docs.aws.amazon.com/AmazonECS/latest/developerguide/ecs-optimized_AMI.ht
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -122122,6 +126602,7 @@ https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/CHAP_Tutorials.RestoringF
   last_checked: 1779033421.744943
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:01.744943+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -122153,6 +126634,7 @@ https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_CreateDBInstance.htm
   last_checked: 1781735875.870337
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:55.870337+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -122183,6 +126665,7 @@ https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_CreateOracleInstance
   last_checked: 1779031782.374948
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:29:42.374948+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -122215,6 +126698,7 @@ https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_ReadRepl.html:
   last_checked: 1779033503.927794
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:23.927794+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -122247,6 +126731,7 @@ https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_VPC.WorkingWithRDSIn
   last_checked: 1779031464.759538
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:24.759538+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -122278,6 +126763,7 @@ https://docs.aws.amazon.com/AmazonS3/latest/API/ipv6-access.html:
   last_checked: 1779388318.511279
   needs_ai_refresh: false
   discovered_at: '2026-05-21T20:31:58.511279+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -122308,6 +126794,7 @@ https://docs.aws.amazon.com/AmazonS3/latest/dev/ipv6-access.html:
   last_checked: 1779034336.655894
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:12:16.655894+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -122341,6 +126828,7 @@ https://docs.aws.amazon.com/IAM/latest/UserGuide/getting-started.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -122371,6 +126859,7 @@ https://docs.aws.amazon.com/SchemaConversionTool/latest/userguide:
   last_checked: 1781735875.956789
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:55.956789+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -122401,6 +126890,7 @@ https://docs.aws.amazon.com/SchemaConversionTool/latest/userguide/CHAP_SchemaCon
   last_checked: 1779031615.396039
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:26:55.396039+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -122434,6 +126924,7 @@ https://docs.aws.amazon.com/apigateway/latest/developerguide/create-api-using-im
   last_checked: 1779033040.844793
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:50:40.844793+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -122466,6 +126957,7 @@ https://docs.aws.amazon.com/application-discovery/latest/userguide/what-is-appdi
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -122497,6 +126989,7 @@ https://docs.aws.amazon.com/awsconsolehelpdocs/latest/gsg/getting-started.html:
   last_checked: 1779032179.907021
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:36:19.907021+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -122531,6 +127024,7 @@ https://docs.aws.amazon.com/cli/latest/index.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -122564,6 +127058,7 @@ https://docs.aws.amazon.com/cli/latest/reference/codepipeline/index.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -122596,6 +127091,7 @@ https://docs.aws.amazon.com/cli/latest/reference/service-quotas/get-service-quot
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -122627,6 +127123,7 @@ https://docs.aws.amazon.com/cloud-map/latest/api/API_HealthCheckCustomConfig.htm
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -122658,6 +127155,7 @@ https://docs.aws.amazon.com/data-pipeline:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -122680,13 +127178,14 @@ https://docs.aws.amazon.com/data-pipeline/index.html:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 51bad39648418f870cc7bf6ffb620590197ca607b0923977477f809627aae418
   health_score: 100.0
   last_checked: 1779033398.380241
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:38.380241+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -122695,6 +127194,7 @@ https://docs.aws.amazon.com/data-pipeline/index.html:
   - docs/aws-data.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.aws.amazon.com/data-pipeline
 https://docs.aws.amazon.com/eks/latest/userguide/autoscaling.html:
   title: 'Amazon Web Services: EKS Cluster Autoscaler'
   description: '- [eksworkshop.com: Configure Cluster Autoscaler (CA)](https://eksworkshop.com/scaling/deploy_ca)'
@@ -122715,6 +127215,7 @@ https://docs.aws.amazon.com/eks/latest/userguide/autoscaling.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -122737,13 +127238,14 @@ https://docs.aws.amazon.com/eks/latest/userguide/autoscaling.html:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 92dc5d2a435b305fe917252b3b0dcd9345c2e1fc22c4f4c3735457cef6021f1b
   health_score: 100.0
   last_checked: 1779030577.996951
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:37.996951+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -122752,6 +127254,7 @@ https://docs.aws.amazon.com/eks/latest/userguide/autoscaling.html:
   - docs/kubernetes-security.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.aws.amazon.com/eks/latest/userguide/cni-network-policy.html
 https://docs.aws.amazon.com/eks/latest/userguide/cluster-autoscaler.html:
   title: 'Amazon Web Services: EKS Cluster Autoscaler'
   description: ''
@@ -122762,13 +127265,14 @@ https://docs.aws.amazon.com/eks/latest/userguide/cluster-autoscaler.html:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 15b1a69c1832f01c65be6d3f2d2f9525fabf1317c4c31b6cd92f0c753f1621b1
   health_score: 100.0
   last_checked: 1779029155.087842
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:55.087842+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -122777,6 +127281,7 @@ https://docs.aws.amazon.com/eks/latest/userguide/cluster-autoscaler.html:
   - docs/kubernetes-autoscaling.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.aws.amazon.com/eks/latest/userguide/autoscaling.html
 https://docs.aws.amazon.com/eks/latest/userguide/cni-network-policy.html:
   title: Calico in EKS
   description: ''
@@ -122797,6 +127302,7 @@ https://docs.aws.amazon.com/eks/latest/userguide/cni-network-policy.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -122829,6 +127335,7 @@ https://docs.aws.amazon.com/eks/latest/userguide/eks-add-ons.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -122852,13 +127359,14 @@ https://docs.aws.amazon.com/eks/latest/userguide/managing-add-ons.html:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: e7c8cc407543ca14cfb4a60b6ebaccf82f99dd6e3bf5cbc7633d578d96d4005a
   health_score: 100.0
   last_checked: 1779030425.791822
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:05.791822+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -122867,6 +127375,7 @@ https://docs.aws.amazon.com/eks/latest/userguide/managing-add-ons.html:
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.aws.amazon.com/eks/latest/userguide/eks-add-ons.html
 https://docs.aws.amazon.com/eks/latest/userguide/sample-deployment.html:
   title: 'aws.amazon.com: Deploy a kubernetes application'
   description: ''
@@ -122886,6 +127395,7 @@ https://docs.aws.amazon.com/eks/latest/userguide/sample-deployment.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -122918,6 +127428,7 @@ https://docs.aws.amazon.com/eks/latest/userguide/sec-group-reqs.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -122949,6 +127460,7 @@ https://docs.aws.amazon.com/eks/latest/userguide/update-managed-node-group.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -122981,6 +127493,7 @@ https://docs.aws.amazon.com/elasticbeanstalk/latest/dg/create_deploy_PHP_eb.html
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -123012,6 +127525,7 @@ https://docs.aws.amazon.com/elasticbeanstalk/latest/dg/environments-cfg-applicat
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -123044,6 +127558,7 @@ https://docs.aws.amazon.com/elasticbeanstalk/latest/dg/php-ha-tutorial.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -123076,6 +127591,7 @@ https://docs.aws.amazon.com/elasticloadbalancing/latest/userguide/what-is-load-b
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -123108,6 +127624,7 @@ https://docs.aws.amazon.com/general/latest/gr/glos-chap.html:
   last_checked: 1779032578.762515
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:42:58.762515+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -123140,6 +127657,7 @@ https://docs.aws.amazon.com/hands-on/latest/create-mysql-db/create-mysql-db.html
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -123173,6 +127691,7 @@ https://docs.aws.amazon.com/iot/latest/developerguide/what-is-aws-iot.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -123205,6 +127724,7 @@ https://docs.aws.amazon.com/kinesis:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -123228,13 +127748,14 @@ https://docs.aws.amazon.com/kinesis/index.html:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 89f68bcd396376649118300dd888a192ca699fea639d9457294299adf2379491
   health_score: 100.0
   last_checked: 1779033415.901488
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:55.901488+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -123243,6 +127764,7 @@ https://docs.aws.amazon.com/kinesis/index.html:
   - docs/message-queue.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.aws.amazon.com/kinesis
 https://docs.aws.amazon.com/kms/latest/developerguide/importing-keys.html:
   title: 'encrypt and decrypt data: Importing Key Material in AWS Key Management Service
     (AWS KMS)'
@@ -123264,6 +127786,7 @@ https://docs.aws.amazon.com/kms/latest/developerguide/importing-keys.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -123295,6 +127818,7 @@ https://docs.aws.amazon.com/lambda/latest/dg/lambda-python-how-to-create-deploym
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -123326,6 +127850,7 @@ https://docs.aws.amazon.com/lambda/latest/dg/limits.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -123357,6 +127882,7 @@ https://docs.aws.amazon.com/linux/al2/ug/SSL-on-amazon-linux-2.html:
   last_checked: 1781735878.00736
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:58.007360+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -123390,6 +127916,7 @@ https://docs.aws.amazon.com/linux/al2/ug/SSL-on-amazon-linux-2.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -123423,6 +127950,7 @@ https://docs.aws.amazon.com/prescriptive-guidance/latest/security-reference-arch
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -123455,6 +127983,7 @@ https://docs.aws.amazon.com/prescriptive-guidance/latest/security-reference-arch
   last_checked: 1779033806.133731
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:03:26.133731+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -123485,6 +128014,7 @@ https://docs.aws.amazon.com/prescriptive-guidance/latest/security-reference-arch
   last_checked: 1779029878.340429
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:57:58.340429+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -123514,6 +128044,7 @@ https://docs.aws.amazon.com/redshift/latest/dg/tutorial-tuning-tables.html:
   last_checked: 1779029952.789321
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:12.789321+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -123546,6 +128077,7 @@ https://docs.aws.amazon.com/security:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -123579,6 +128111,7 @@ https://docs.aws.amazon.com/service-authorization/latest/reference/reference_pol
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -123610,6 +128143,7 @@ https://docs.aws.amazon.com/storagegateway:
   last_checked: 1781735877.798473
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:57.798473+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -123640,6 +128174,7 @@ https://docs.aws.amazon.com/storagegateway/latest/userguide/GettingStarted-commo
   last_checked: 1779032873.072088
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:53.072088+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -123670,6 +128205,7 @@ https://docs.aws.amazon.com/systems-manager/latest/userguide/systems-manager-par
   last_checked: 1779034456.435133
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:16.435133+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -123697,6 +128233,7 @@ https://docs.aws.amazon.com/wellarchitected/latest/framework/welcome.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -123729,6 +128266,7 @@ https://docs.aws.amazon.com/wellarchitected/latest/security-pillar/application-s
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -123761,6 +128299,7 @@ https://docs.aws.amazon.com/wellarchitected/latest/security-pillar/application-s
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -123794,6 +128333,7 @@ https://docs.aws.amazon.com/whitepapers/latest/microservices-on-aws/microservice
   last_checked: 1779030326.953954
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:05:26.953954+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -123829,6 +128369,7 @@ https://docs.aws.amazon.com/whitepapers/latest/organizing-your-aws-environment/o
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -123862,6 +128403,7 @@ https://docs.cloud.google.com/architecture/security/owasp-top-ten-mitigation:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -123893,6 +128435,7 @@ https://docs.cloud.google.com/code/docs/vscode/yaml-editing:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -123925,6 +128468,7 @@ https://docs.cloud.google.com/compute/docs/containers:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -123957,6 +128501,7 @@ https://docs.cloud.google.com/config-connector/docs/overview:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -123986,6 +128531,7 @@ https://docs.cloud.google.com/deploy/docs/deploy-app-run:
   last_checked: 1779130494.996464
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.996464+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -124014,6 +128560,7 @@ https://docs.cloud.google.com/docs/get-started/aws-azure-gcp-service-comparison:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -124043,6 +128590,7 @@ https://docs.cloud.google.com/docs/get-started/aws-azure-gcp-service-comparison/
   last_checked: 1779130494.961336
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.961336+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -124070,6 +128618,7 @@ https://docs.cloud.google.com/docs/terraform/blueprints/terraform-blueprints:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -124106,6 +128655,7 @@ https://docs.cloud.google.com/dotnet/docs/creating-cicd-pipeline-vsts-compute-en
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -124139,6 +128689,7 @@ https://docs.cloud.google.com/kubernetes-engine/config-sync/docs/overview:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -124171,6 +128722,7 @@ https://docs.cloud.google.com/kubernetes-engine/docs:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -124203,6 +128755,7 @@ https://docs.cloud.google.com/kubernetes-engine/docs/concepts/autopilot-overview
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -124235,6 +128788,7 @@ https://docs.cloud.google.com/kubernetes-engine/docs/concepts/cluster-autoscaler
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -124267,6 +128821,7 @@ https://docs.cloud.google.com/kubernetes-engine/docs/how-to/cloud-dns:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -124299,6 +128854,7 @@ https://docs.cloud.google.com/kubernetes-engine/docs/how-to/nodelocal-dns-cache:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -124333,6 +128889,7 @@ https://docs.cloud.google.com/load-balancing/docs/l7-internal:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -124364,6 +128921,7 @@ https://docs.cloud.google.com/pubsub/docs/overview:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -124395,6 +128953,7 @@ https://docs.cloud.google.com/sdk/docs/cheatsheet?hl=en:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -124427,6 +128986,7 @@ https://docs.cloud.google.com/secret-manager/docs/analyze-resources:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -124458,6 +129018,7 @@ https://docs.cloud.google.com/secret-manager/docs/best-practices:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -124489,6 +129050,7 @@ https://docs.cloud.google.com/service-mesh/docs:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -124521,6 +129083,7 @@ https://docs.cloud.google.com/stackdriver/docs/managed-prometheus:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -124552,6 +129115,7 @@ https://docs.cloud.google.com/vpc/docs/vpc:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -124574,13 +129138,14 @@ https://docs.cloud.oracle.com/en-us/iaas/Content/ContEng/Concepts/contengovervie
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: bbbb8c6e31557e4b405e12d41e708a7cd28d4b83a3bfeca10c04c8853bf95dbb
   health_score: 100.0
   last_checked: 1779033620.318674
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:20.318674+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -124589,6 +129154,7 @@ https://docs.cloud.oracle.com/en-us/iaas/Content/ContEng/Concepts/contengovervie
   - docs/oraclecloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.oracle.com/en-us/iaas/Content/ContEng/Concepts/contengoverview.htm
 https://docs.cloud.oracle.com/en-us/iaas/Content/GSG/Concepts/baremetalintro.htm:
   title: Oracle Cloud Infrastructure (OCI)
   description: ''
@@ -124599,13 +129165,14 @@ https://docs.cloud.oracle.com/en-us/iaas/Content/GSG/Concepts/baremetalintro.htm
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 034f1bde455eb897c9cae8bbb4cbb2c791f7d33286dc70c5894d6fa98e6c789a
   health_score: 100.0
   last_checked: 1779032104.520912
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:04.520912+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -124614,6 +129181,7 @@ https://docs.cloud.oracle.com/en-us/iaas/Content/GSG/Concepts/baremetalintro.htm
   - docs/oraclecloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.oracle.com/en-us/iaas/Content/GSG/Concepts/baremetalintro.htm
 https://docs.cloudbees.com/docs/cloudbees-ci/latest/casc-controller/distribute-casc-bundles-from-oc:
   title: 'docs.cloudbees.com: Configuration as Code for CloudBees Core on modern cloud
     platforms'
@@ -124634,6 +129202,7 @@ https://docs.cloudbees.com/docs/cloudbees-ci/latest/casc-controller/distribute-c
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -124657,13 +129226,14 @@ https://docs.cloudbees.com/docs/cloudbees-core/latest/cloud-admin-guide/core-cas
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 213bb64e1c6932a490accdaf9fc3b926a96afd41b3aaae5069f4a89f628bac22
   health_score: 100.0
   last_checked: 1779033903.676776
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:03.676776+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -124672,6 +129242,7 @@ https://docs.cloudbees.com/docs/cloudbees-core/latest/cloud-admin-guide/core-cas
   - docs/jenkins.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.cloudbees.com/docs/cloudbees-ci/latest/casc-controller/distribute-casc-bundles-from-oc
 ? https://docs.cloudblue.com/cbc/20.5/premium/content/Deployment-of-Product-to-Azure-Cloud-Guide/Deploying-AKS-Cluster-with-Custom-IP-Ranges.htm
 : title: 'docs.cloudblue.com: Deploying an AKS Cluster with Custom IP Ranges (ARM
     template)'
@@ -124693,6 +129264,7 @@ https://docs.cloudbees.com/docs/cloudbees-core/latest/cloud-admin-guide/core-cas
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -124726,6 +129298,7 @@ https://docs.cloudify.co:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -124737,6 +129310,7 @@ https://docs.cloudify.co:
   v1_locations: []
   v2_locations:
   - devsecops.md
+  - introduction.md
   youtube_mosaic: {}
 https://docs.cloudposse.com/components/library/aws/runs-on:
   title: 'Cloud Posse runs-on: GitHub Actions Self-Hosted Runners'
@@ -124757,6 +129331,7 @@ https://docs.cloudposse.com/components/library/aws/runs-on:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -124782,13 +129357,14 @@ https://docs.conduktor.io/learn:
   resource_type: Web Portal
   complexity: Beginner
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -124801,6 +129377,7 @@ https://docs.conduktor.io/learn:
   v2_locations:
   - message-queue.md
   youtube_mosaic: {}
+  duplicate_of: https://www.conduktor.io/kafka
 https://docs.confluent.io/platform/current/streams/overview.html:
   title: Kafka Streams and ksqlDB Compared – How to Choose
   description: ''
@@ -124821,6 +129398,7 @@ https://docs.confluent.io/platform/current/streams/overview.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -124855,6 +129433,7 @@ https://docs.databricks.com/aws/en/structured-streaming/production:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -124877,13 +129456,14 @@ https://docs.databricks.com/structured-streaming/scheduler-pools.html:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 76a764e3d2746d3d578598f5fc889e4f04a4ed55edd3e1f6d76cd0df1a4f35ea
   health_score: 100.0
   last_checked: 1779033100.937538
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:40.937538+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -124892,6 +129472,7 @@ https://docs.databricks.com/structured-streaming/scheduler-pools.html:
   - docs/kubernetes-bigdata.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.databricks.com/aws/en/structured-streaming/production
 https://docs.digitalocean.com/products/app-platform:
   title: App Platform
   description: ''
@@ -124911,6 +129492,7 @@ https://docs.digitalocean.com/products/app-platform:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -124943,6 +129525,7 @@ https://docs.digitalocean.com/products/kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -124974,6 +129557,7 @@ https://docs.digitalocean.com/products/kubernetes/how-to/autoscale:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -125005,6 +129589,7 @@ https://docs.docker.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -125035,6 +129620,7 @@ https://docs.docker.com/build/buildkit:
   last_checked: 1779130494.977072
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.977072+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -125068,6 +129654,7 @@ https://docs.docker.com/desktop/setup/install/windows-install:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -125097,6 +129684,7 @@ https://docs.docker.com/desktop/setup/sign-in:
   last_checked: 1779130495.023871
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.023871+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -125122,6 +129710,7 @@ https://docs.docker.com/develop/develop-images/build_enhancements:
   last_checked: 1779034564.360601
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:04.360601+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -125147,6 +129736,7 @@ https://docs.docker.com/docker-for-windows:
   last_checked: 1779032103.770114
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:03.770114+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -125165,13 +129755,14 @@ https://docs.docker.com/ee/ucp:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 2683fa73407419afc7464df24ec715f9349aa16a2db1f220bf13acefc4435d20
   health_score: 100.0
   last_checked: 1779032087.797049
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:47.797049+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -125180,6 +129771,7 @@ https://docs.docker.com/ee/ucp:
   - docs/kubernetes-alternatives.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.docker.com
 https://docs.docker.com/engine/context/ecs-integration:
   title: 'docs.docker.com: Deploying Docker containers on ECS'
   description: ''
@@ -125198,6 +129790,7 @@ https://docs.docker.com/engine/context/ecs-integration:
   last_checked: 1779032216.866373
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:56.866373+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -125221,13 +129814,14 @@ https://docs.docker.com/engine/reference/commandline/buildx_imagetools:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 81a2f3abbac42d450220e4a4bdb1ca5c86a0dfcbe87f518820af63a2835b2df6
   health_score: 100.0
   last_checked: 1779032754.037837
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:54.037837+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -125236,6 +129830,7 @@ https://docs.docker.com/engine/reference/commandline/buildx_imagetools:
   - docs/docker.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.docker.com/reference/cli/docker/buildx/imagetools
 https://docs.docker.com/engine/swarm:
   title: Docker Swarm
   description: ''
@@ -125255,6 +129850,7 @@ https://docs.docker.com/engine/swarm:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -125286,6 +129882,7 @@ https://docs.docker.com/reference/cli/docker/buildx/imagetools:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -125308,13 +129905,14 @@ https://docs.docker.com/registry/insecure:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: c23648dbab66659012b2ce4d60cdeb4ef11408ea0e747f44cdc631e3fcc6d6b7
   health_score: 100.0
   last_checked: 1779033045.01086
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:45.010860+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -125323,6 +129921,7 @@ https://docs.docker.com/registry/insecure:
   - docs/registries.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.docker.com/engine/context/ecs-integration
 https://docs.docker.com/retired:
   title: "Test an insecure registry \U0001F31F"
   description: ''
@@ -125344,6 +129943,7 @@ https://docs.docker.com/retired:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -125375,6 +129975,7 @@ https://docs.docker.com/retired:
   last_checked: 1779130494.967074
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.967074+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -125398,13 +129999,14 @@ https://docs.fluxcd.io:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779030199.231728
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:19.231728+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -125413,6 +130015,7 @@ https://docs.fluxcd.io:
   - docs/flux.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.fluxcd.io/en/1.22.2
 https://docs.fluxcd.io/en/1.22.2:
   title: docs.fluxcd.io
   description: ''
@@ -125432,6 +130035,7 @@ https://docs.fluxcd.io/en/1.22.2:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -125463,6 +130067,7 @@ https://docs.garden.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -125498,6 +130103,7 @@ https://docs.getenroute.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -125529,6 +130135,7 @@ https://docs.github.com/en:
   last_checked: 1779130494.971341
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.971341+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -125569,6 +130176,7 @@ https://docs.github.com/en/actions/how-tos/write-workflows:
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   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:39:52.207818+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -125585,6 +130193,10 @@ https://docs.github.com/en/actions/how-tos/write-workflows:
   gh_stars: 0
   gh_pushed: N/A
   gh_license: N/A
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:32:22.779313+02:00'
 https://docs.github.com/en/actions/learn-github-actions:
   title: 'docs.github.com: Learn GitHub Actions'
   description: ''
@@ -125595,13 +130207,14 @@ https://docs.github.com/en/actions/learn-github-actions:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779033942.524897
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:42.524897+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -125610,6 +130223,11 @@ https://docs.github.com/en/actions/learn-github-actions:
   - docs/jenkins-alternatives.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.github.com/en/actions/how-tos/write-workflows
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:32:23.407899+02:00'
 https://docs.github.com/en/authentication/troubleshooting-ssh/using-ssh-over-the-https-port:
   title: "docs.github.com: Using SSH over the HTTPS port \U0001F31F"
   description: ''
@@ -125629,6 +130247,7 @@ https://docs.github.com/en/authentication/troubleshooting-ssh/using-ssh-over-the
   last_checked: 1781735950.460367
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:39:10.460367+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -125645,6 +130264,10 @@ https://docs.github.com/en/authentication/troubleshooting-ssh/using-ssh-over-the
   gh_stars: 0
   gh_pushed: N/A
   gh_license: N/A
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:32:24.034563+02:00'
 https://docs.github.com/en/copilot/concepts/agents/copilot-cli/about-remote-control:
   title: Remote Control of GitHub Copilot CLI Sessions
   description: Learn how to monitor, steer, and approve agentic workflows in running
@@ -125670,6 +130293,7 @@ https://docs.github.com/en/copilot/concepts/agents/copilot-cli/about-remote-cont
   last_checked: 1780352158.263332
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:15:58.263332+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -125690,6 +130314,10 @@ https://docs.github.com/en/copilot/concepts/agents/copilot-cli/about-remote-cont
   social_preview_url: https://docs.github.com/assets/cb-345/images/social-cards/copilot.png
   source_provenance: X.com (GitHub)
   suggested_new_category: ''
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:32:24.645896+02:00'
 https://docs.github.com/en/copilot/get-started/best-practices:
   title: Best Practices for Using GitHub Copilot
   description: ''
@@ -125710,6 +130338,7 @@ https://docs.github.com/en/copilot/get-started/best-practices:
   last_checked: 1781735900.930175
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:20.930175+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -125730,6 +130359,10 @@ https://docs.github.com/en/copilot/get-started/best-practices:
   gh_stars: 0
   gh_pushed: N/A
   gh_license: N/A
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:32:25.266225+02:00'
 https://docs.github.com/en/copilot/how-tos/github-copilot-app/getting-started:
   title: Getting started with the GitHub Copilot app
   description: Sign in to the GitHub Copilot app, ask your first question in a quick
@@ -125752,6 +130385,7 @@ https://docs.github.com/en/copilot/how-tos/github-copilot-app/getting-started:
   last_checked: 1780352581.792287
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:23:01.792287+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -125771,6 +130405,10 @@ https://docs.github.com/en/copilot/how-tos/github-copilot-app/getting-started:
   social_preview_url: https://docs.github.com/assets/cb-345/images/social-cards/copilot.png
   source_provenance: X.com (nubenetes)
   suggested_new_category: ''
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:32:25.893987+02:00'
 https://docs.github.com/en/discussions:
   title: null
   description: null
@@ -125788,6 +130426,7 @@ https://docs.github.com/en/discussions:
   last_checked: 1779033400.352507
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:40.352507+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -125796,6 +130435,10 @@ https://docs.github.com/en/discussions:
   - docs/git.md
   v2_locations: []
   youtube_mosaic: {}
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:32:26.514948+02:00'
 https://docs.github.com/en/get-started/using-github/github-flow:
   title: GitHub Flow
   description: ''
@@ -125818,6 +130461,7 @@ https://docs.github.com/en/get-started/using-github/github-flow:
   last_checked: 1781735940.773397
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:39:00.773397+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -125834,6 +130478,10 @@ https://docs.github.com/en/get-started/using-github/github-flow:
   gh_stars: 0
   gh_pushed: N/A
   gh_license: N/A
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:32:27.129732+02:00'
 https://docs.github.com/en/pdfs/markdown-cheatsheet-online.pdf:
   title: null
   description: null
@@ -125851,6 +130499,7 @@ https://docs.github.com/en/pdfs/markdown-cheatsheet-online.pdf:
   last_checked: 1779130494.935809
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.935809+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -125859,6 +130508,10 @@ https://docs.github.com/en/pdfs/markdown-cheatsheet-online.pdf:
   - docs/cheatsheets.md
   v2_locations: []
   youtube_mosaic: {}
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:32:27.747909+02:00'
 ? https://docs.github.com/en/repositories/configuring-branches-and-merges-in-your-repository/managing-protected-branches/managing-a-branch-protection-rule
 : title: null
   description: null
@@ -125876,6 +130529,7 @@ https://docs.github.com/en/pdfs/markdown-cheatsheet-online.pdf:
   last_checked: 1779130494.990233
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.990233+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -125884,6 +130538,10 @@ https://docs.github.com/en/pdfs/markdown-cheatsheet-online.pdf:
   - docs/git.md
   v2_locations: []
   youtube_mosaic: {}
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:32:28.363824+02:00'
 https://docs.gitlab.com/ee/topics/gitlab_flow.html:
   title: GitLab Flow
   description: ''
@@ -125902,6 +130560,7 @@ https://docs.gitlab.com/ee/topics/gitlab_flow.html:
   last_checked: 1779029142.8899
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:42.889900+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -125925,13 +130584,14 @@ https://docs.gitlab.com/ee/user/clusters/agent:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: e05a7259a009d670d2a023a0c9cb06622329b3e1f917cc63022cb565a8e8c408
   health_score: 100.0
   last_checked: 1779031266.339826
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:21:06.339826+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -125940,6 +130600,7 @@ https://docs.gitlab.com/ee/user/clusters/agent:
   - docs/cicd-kubernetes-plugins.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.gitlab.com/user/clusters/agent
 https://docs.gitlab.com/ee/user/infrastructure/terraform_state.html:
   title: "docs.gitlab.com: GitLab managed Terraform State \U0001F31F"
   description: ''
@@ -125958,6 +130619,7 @@ https://docs.gitlab.com/ee/user/infrastructure/terraform_state.html:
   last_checked: 1779031796.75836
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:56.758360+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -125992,6 +130654,7 @@ https://docs.gitlab.com/releases:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -126025,6 +130688,7 @@ https://docs.gitlab.com/runner/install/openshift.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -126059,6 +130723,7 @@ https://docs.gitlab.com/user/clusters/agent:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -126081,13 +130746,14 @@ https://docs.google.com:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 42cd3dd18405ac968463654ac2485f6a34a8b80a26861ecccf8b1e333c3c4de5
   health_score: 100.0
   last_checked: 1779029804.445248
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:56:44.445248+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -126096,6 +130762,7 @@ https://docs.google.com:
   - docs/workfromhome.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://accounts.google.com/v3/signin/identifier?continue=https%3A%2F%2Fdocs.google.com%2F&dsh=S20332737%3A1779029801683182&emr=1&followup=https%3A%2F%2Fdocs.google.com%2F&osid=1&passive=1209600&flowName=WebLiteSignIn&flowEntry=ServiceLogin&ifkv=AWa2PauuoeLcrRlG9wsx3FKpxmPOwZ0aEG9g04i8ZgsTyIUOHV3UzhWURaJlrxS0xYmo_YZUJM0_Rw
 https://docs.google.com/document/d/1p4ZYQYM2VrMCR8K3T68JOMzWHlV-C8Jogrl9Ces77OA:
   title: "docs.google.com: Kubernetes For Everyone \U0001F31F\U0001F31F"
   description: ''
@@ -126106,13 +130773,14 @@ https://docs.google.com/document/d/1p4ZYQYM2VrMCR8K3T68JOMzWHlV-C8Jogrl9Ces77OA:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: f07374548efd5e9362345f0bfa8454a91ef4dc11cdb52dd85f28349f414aa339
   health_score: 100.0
   last_checked: 1779029689.939104
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:54:49.939104+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -126121,6 +130789,7 @@ https://docs.google.com/document/d/1p4ZYQYM2VrMCR8K3T68JOMzWHlV-C8Jogrl9Ces77OA:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.google.com/document/d/1p4ZYQYM2VrMCR8K3T68JOMzWHlV-C8Jogrl9Ces77OA/edit
 https://docs.google.com/document/d/1p4ZYQYM2VrMCR8K3T68JOMzWHlV-C8Jogrl9Ces77OA/edit:
   title: "docs.google.com: Kubernetes For Everyone \U0001F31F\U0001F31F"
   description: ''
@@ -126140,6 +130809,7 @@ https://docs.google.com/document/d/1p4ZYQYM2VrMCR8K3T68JOMzWHlV-C8Jogrl9Ces77OA/
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -126170,6 +130840,7 @@ https://docs.google.com/document/d/1p4ZYQYM2VrMCR8K3T68JOMzWHlV-C8Jogrl9Ces77OA/
   last_checked: 1779130494.962909
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.962909+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -126202,6 +130873,7 @@ https://docs.google.com/document/u/0/d/1VEkUvTbqxfC1XyVGb2Z3DtEk9NA1M6PJpeCqEYRA
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -126236,6 +130908,7 @@ https://docs.google.com/forms/d/e/1FAIpQLSdiuQN3sm2mQ2E86VTXVXu7bf_9C0hVdzhw2_Kv
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -126268,6 +130941,7 @@ https://docs.google.com/presentation/d/13k-Lhc-tVgUohrtKqAYIikaQCTsmuzzjhOe_hpwg
   last_checked: 1779130494.983173
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.983173+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -126302,6 +130976,7 @@ https://docs.google.com/presentation/d/17bQ30ycAUB-k4YZ4dC23cxNiNChvRRQO7_6FNGcS
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -126336,6 +131011,7 @@ https://docs.google.com/presentation/d/1DFy4ZZdsK2ftREetv_f52E-caZXOGX6GvgzGQlfS
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -126369,6 +131045,7 @@ https://docs.google.com/presentation/d/1IZXCiQl_NUawHMvKJANCG2_LIBZseUpY-XyPjlgh
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -126402,6 +131079,7 @@ https://docs.google.com/presentation/d/1Q1PgNnRTgzBpVRXPqQo3PudzCa2eoc6_1_NRjFRM
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -126424,13 +131102,14 @@ https://docs.google.com/presentation/d/1zrfVlE5r61ZNQrmXKx5gJmBcXnoa_WerHEnTxu5S
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: cba1c49d9266c14ea9e6bd6c2e3c89ead9292dc1f60bc71b5fc48a372f03ad7b
   health_score: 100.0
   last_checked: 1779031437.096489
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:57.096489+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -126439,6 +131118,7 @@ https://docs.google.com/presentation/d/1zrfVlE5r61ZNQrmXKx5gJmBcXnoa_WerHEnTxu5S
   - docs/kubernetes-tutorials.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.google.com/presentation/d/1zrfVlE5r61ZNQrmXKx5gJmBcXnoa_WerHEnTxu5SMco/edit
 https://docs.google.com/presentation/d/1zrfVlE5r61ZNQrmXKx5gJmBcXnoa_WerHEnTxu5SMco/edit:
   title: Intoduction to Kubernetes (slides, beginners and advanced)
   description: ''
@@ -126458,6 +131138,7 @@ https://docs.google.com/presentation/d/1zrfVlE5r61ZNQrmXKx5gJmBcXnoa_WerHEnTxu5S
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -126491,6 +131172,7 @@ https://docs.google.com/spreadsheets/d/191WWNpjJ2za6-nbG4ZoUMXMpUK8KlCIosvQB0f-o
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -126514,13 +131196,14 @@ https://docs.google.com/spreadsheets/d/1RPpyDOLFmcgxMCpABDzrsBYWpPYCIBuvAoUQLwOG
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 6139c65386dd3205041b81a3c9634b84f8aed2a8becb6f373ad91918fa8f5173
   health_score: 100.0
   last_checked: 1779031495.60224
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:55.602240+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -126529,6 +131212,7 @@ https://docs.google.com/spreadsheets/d/1RPpyDOLFmcgxMCpABDzrsBYWpPYCIBuvAoUQLwOG
   - docs/matrix-table.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.google.com/spreadsheets/d/1RPpyDOLFmcgxMCpABDzrsBYWpPYCIBuvAoUQLwOGoQw/edit
 https://docs.google.com/spreadsheets/d/1RPpyDOLFmcgxMCpABDzrsBYWpPYCIBuvAoUQLwOGoQw/edit:
   title: "Learnk8s: Comparison of Kubernetes Managed Services \U0001F31F"
   description: ''
@@ -126550,6 +131234,7 @@ https://docs.google.com/spreadsheets/d/1RPpyDOLFmcgxMCpABDzrsBYWpPYCIBuvAoUQLwOG
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -126572,13 +131257,14 @@ https://docs.google.com/spreadsheets/d/1WPHt0gsb7adVzY3eviMK2W8LejV0I5m_Zpc8tMzl
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 9dd4682f78daa68e5fd17a9dadf8c1809af5a80bac402498152167146415cb69
   health_score: 100.0
   last_checked: 1779034517.904695
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:17.904695+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -126587,6 +131273,7 @@ https://docs.google.com/spreadsheets/d/1WPHt0gsb7adVzY3eviMK2W8LejV0I5m_Zpc8tMzl
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.google.com/spreadsheets/d/1WPHt0gsb7adVzY3eviMK2W8LejV0I5m_Zpc8tMzl_2w/edit
 https://docs.google.com/spreadsheets/d/1WPHt0gsb7adVzY3eviMK2W8LejV0I5m_Zpc8tMzl_2w/edit:
   title: The Golden Kubernetes Tooling and Helpers list
   description: ''
@@ -126606,6 +131293,7 @@ https://docs.google.com/spreadsheets/d/1WPHt0gsb7adVzY3eviMK2W8LejV0I5m_Zpc8tMzl
   last_checked: 1779130494.965374
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.965374+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -126639,6 +131327,7 @@ https://docs.google.com/spreadsheets/d/1yhkuBJBY2iO2Ax5FcbDMdWD5QLTVO6Y_kYt_Vumn
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -126671,6 +131360,7 @@ https://docs.gradle.org/current/userguide/getting_started.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -126703,6 +131393,7 @@ https://docs.itrsgroup.com/docs/opsview/6.12.1/opspacks/opspack-index/index.html
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -126732,6 +131423,7 @@ https://docs.lightstep.com/docs/understand-distributed-tracing:
   last_checked: 1779030250.449791
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:04:10.449791+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -126759,6 +131451,7 @@ https://docs.meshery.io/guides/tutorials/kubernetes-pods:
   last_checked: 1779030295.857482
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:04:55.857482+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -126782,13 +131475,14 @@ https://docs.microsoft.com:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 6f5dc7b77212c6c2f04a54440082812b10d5112ff671b019a035c49429d1c57e
   health_score: 100.0
   last_checked: 1779030020.707285
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:20.707285+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -126797,6 +131491,7 @@ https://docs.microsoft.com:
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learn.microsoft.com/en-us
 https://docs.microsoft.com/azure:
   title: Azure Docs
   description: ''
@@ -126807,13 +131502,14 @@ https://docs.microsoft.com/azure:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 9304f7f0a12a390ee81ecca02a2afa845c05c321fae0d05cc63a69852e24fbcc
   health_score: 100.0
   last_checked: 1779033481.500553
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:01.500553+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -126822,6 +131518,7 @@ https://docs.microsoft.com/azure:
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learn.microsoft.com/en-us/azure
 https://docs.microsoft.com/azure/load-testing:
   title: 'docs.microsoft.com: Azure Load Testing'
   description: ''
@@ -126832,13 +131529,14 @@ https://docs.microsoft.com/azure/load-testing:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 9e69c9bd8b2ace19408d56b4bd502e90a26d94b655bfb69073d7509ec2710d37
   health_score: 100.0
   last_checked: 1779029796.808003
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:56:36.808003+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -126847,6 +131545,7 @@ https://docs.microsoft.com/azure/load-testing:
   - docs/performance-testing-with-jenkins-and-jmeter.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://azure.microsoft.com/en-gb/products/load-testing
 https://docs.microsoft.com/azure/traffic-manager:
   title: Azure Traffic Manager
   description: ''
@@ -126857,13 +131556,14 @@ https://docs.microsoft.com/azure/traffic-manager:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: d3425098bb13fdf6e714102059d8e86eeb85faebb56a4e1e50589f7d5f6e2a0d
   health_score: 100.0
   last_checked: 1779029705.833863
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:55:05.833863+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -126872,6 +131572,7 @@ https://docs.microsoft.com/azure/traffic-manager:
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learn.microsoft.com/en-us/azure/traffic-manager
 https://docs.microsoft.com/azure/vpn-gateway/openvpn-azure-ad-tenant:
   title: Create an Azure Active Directory tenant for P2S OpenVPN protocol connections
   description: ''
@@ -126882,13 +131583,14 @@ https://docs.microsoft.com/azure/vpn-gateway/openvpn-azure-ad-tenant:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 8a7d833108551a9859faccc97696671b432b04b8d18f648f3b99b9295b023739
   health_score: 100.0
   last_checked: 1779032835.329336
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:15.329336+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -126897,6 +131599,7 @@ https://docs.microsoft.com/azure/vpn-gateway/openvpn-azure-ad-tenant:
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learn.microsoft.com/en-us/azure/vpn-gateway/openvpn-azure-ad-tenant
 https://docs.microsoft.com/en-gb/azure/cloud-adoption-framework/ready/azure-best-practices/resource-naming:
   title: 'docs.microsoft.com: Define your naming convention'
   description: ''
@@ -126914,6 +131617,7 @@ https://docs.microsoft.com/en-gb/azure/cloud-adoption-framework/ready/azure-best
   last_checked: 1779032874.762046
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:54.762046+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -126939,6 +131643,7 @@ https://docs.microsoft.com/en-gb/azure/devops/pipelines:
   last_checked: 1779030404.793338
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:44.793338+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -126964,6 +131669,7 @@ https://docs.microsoft.com/en-gb/learn/modules/create-a-build-pipeline:
   last_checked: 1779033223.991025
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:43.991025+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -126989,6 +131695,7 @@ https://docs.microsoft.com/en-gb/learn/paths/build-applications-with-azure-devop
   last_checked: 1779029190.311152
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:30.311152+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -127014,6 +131721,7 @@ https://docs.microsoft.com/en-us/appcenter/build/choose-between-services:
   last_checked: 1779033765.590095
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:45.590095+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -127040,6 +131748,7 @@ https://docs.microsoft.com/en-us/azure/active-directory/develop/howto-create-ser
   last_checked: 1779034049.491491
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:29.491491+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -127066,6 +131775,7 @@ https://docs.microsoft.com/en-us/azure/active-directory/external-identities/cros
   last_checked: 1779030367.635229
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:07.635229+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -127091,6 +131801,7 @@ https://docs.microsoft.com/en-us/azure/active-directory/fundamentals/multi-tenan
   last_checked: 1779031467.128678
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:27.128678+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -127109,13 +131820,14 @@ https://docs.microsoft.com/en-us/azure/aks/cluster-autoscaler:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 7df20c4b2d5adae57688835590dca361de2c3ee131483b5167a769112a604847
   health_score: 100.0
   last_checked: 1779033784.842623
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:04.842623+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -127124,6 +131836,7 @@ https://docs.microsoft.com/en-us/azure/aks/cluster-autoscaler:
   - docs/kubernetes-autoscaling.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learn.microsoft.com/en-us/azure/aks/cluster-autoscaler
 https://docs.microsoft.com/en-us/azure/aks/configure-azure-cni:
   title: 'docs.microsoft.com: Configure Azure CNI networking in Azure Kubernetes Service''
     (AKS)'
@@ -127135,13 +131848,14 @@ https://docs.microsoft.com/en-us/azure/aks/configure-azure-cni:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 95cc8d4e4131f26f9b5c6c1a3a47535db0eb6204d276eb61172f53bf78f121ca
   health_score: 100.0
   last_checked: 1779032100.470958
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:00.470958+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -127150,6 +131864,7 @@ https://docs.microsoft.com/en-us/azure/aks/configure-azure-cni:
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learn.microsoft.com/en-us/azure/aks/configure-azure-cni
 https://docs.microsoft.com/en-us/azure/aks/configure-kubenet:
   title: "docs.microsoft.com: Use kubenet networking with your own IP address ranges'
     in Azure Kubernetes Service (AKS) \U0001F31F"
@@ -127161,13 +131876,14 @@ https://docs.microsoft.com/en-us/azure/aks/configure-kubenet:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 89645bba75104d6fcfc3c2359235806ece2ae2141430504eda2249106e2424fe
   health_score: 100.0
   last_checked: 1779030856.707281
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:16.707281+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -127176,6 +131892,7 @@ https://docs.microsoft.com/en-us/azure/aks/configure-kubenet:
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learn.microsoft.com/en-us/azure/aks/configure-kubenet
 https://docs.microsoft.com/en-us/azure/aks/configure-kubenet-dual-stack:
   title: 'docs.microsoft.com: Use dual-stack (IPv4 and IPv6) kubenet networking in''
     Azure Kubernetes Service (AKS) (Preview)'
@@ -127187,13 +131904,14 @@ https://docs.microsoft.com/en-us/azure/aks/configure-kubenet-dual-stack:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 6a8c1632e5e6e026755b804227582e6c0a94e1d03b3b5b8ef40305cc6e71d96e
   health_score: 100.0
   last_checked: 1779031123.058551
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:43.058551+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -127202,6 +131920,7 @@ https://docs.microsoft.com/en-us/azure/aks/configure-kubenet-dual-stack:
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learn.microsoft.com/en-us/azure/aks/configure-dual-stack
 https://docs.microsoft.com/en-us/azure/aks/ingress-tls:
   title: 'docs.microsoft.com: Create an HTTPS ingress controller on Azure Kubernetes''
     Service (AKS)'
@@ -127213,13 +131932,14 @@ https://docs.microsoft.com/en-us/azure/aks/ingress-tls:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 6d161070deb74a334a9f1739306fc9f6628213ac9e25cc287b24fd1b85723722
   health_score: 100.0
   last_checked: 1779030021.005994
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:21.005994+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -127228,6 +131948,7 @@ https://docs.microsoft.com/en-us/azure/aks/ingress-tls:
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learn.microsoft.com/en-us/previous-versions/azure/aks/ingress-tls
 https://docs.microsoft.com/en-us/azure/aks/managed-aad:
   title: 'docs.microsoft.com: AKS-managed Azure Active Directory integration'
   description: ''
@@ -127238,13 +131959,14 @@ https://docs.microsoft.com/en-us/azure/aks/managed-aad:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 41986d1814536ca77740920b1a8ba3939acc2c5d7b1635e9566144c6bfd4dc14
   health_score: 100.0
   last_checked: 1779033666.645664
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:06.645664+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -127253,6 +131975,7 @@ https://docs.microsoft.com/en-us/azure/aks/managed-aad:
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learn.microsoft.com/en-us/azure/aks/entra-id-control-plane-authentication
 https://docs.microsoft.com/en-us/azure/aks/operator-best-practices-cluster-isolation:
   title: 'docs.microsoft.com: Best practices for cluster isolation in Azure Kubernetes''
     Service (AKS)'
@@ -127264,13 +131987,14 @@ https://docs.microsoft.com/en-us/azure/aks/operator-best-practices-cluster-isola
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 241b5efdab2bfdc719cd808716d18028f4c6bc9382a7263fd260b38ca54d1510
   health_score: 100.0
   last_checked: 1779029291.739172
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:11.739172+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -127279,6 +132003,7 @@ https://docs.microsoft.com/en-us/azure/aks/operator-best-practices-cluster-isola
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learn.microsoft.com/en-us/azure/aks/operator-best-practices-cluster-isolation
 https://docs.microsoft.com/en-us/azure/aks/start-stop-nodepools:
   title: "docs.microsoft.com: Start and stop an Azure Kubernetes Service (AKS) node'
     pool \U0001F31F"
@@ -127290,13 +132015,14 @@ https://docs.microsoft.com/en-us/azure/aks/start-stop-nodepools:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 8cafaff85bc6fed2f1fe7c282c73a99e19eeb9fee7df47d9104f686ae8b25a33
   health_score: 100.0
   last_checked: 1779033704.435079
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:44.435079+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -127305,6 +132031,7 @@ https://docs.microsoft.com/en-us/azure/aks/start-stop-nodepools:
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learn.microsoft.com/en-us/azure/aks/start-stop-nodepools
 https://docs.microsoft.com/en-us/azure/architecture/guide/technology-choices/load-balancing-overview:
   title: 'docs.microsoft.com: Understand Azure Load Balancing. Decision tree for load''
     balancing in Azure'
@@ -127316,13 +132043,14 @@ https://docs.microsoft.com/en-us/azure/architecture/guide/technology-choices/loa
   resource_type: null
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   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
   last_checked: 1779029142.396757
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:42.396757+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -127331,6 +132059,7 @@ https://docs.microsoft.com/en-us/azure/architecture/guide/technology-choices/loa
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learn.microsoft.com/en-us/azure/architecture/guide/technology-choices/load-balancing-overview
 https://docs.microsoft.com/en-us/azure/architecture/icons:
   title: Azure Architecture Icons
   description: ''
@@ -127341,13 +132070,14 @@ https://docs.microsoft.com/en-us/azure/architecture/icons:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
   last_checked: 1779033206.397908
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:26.397908+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -127356,6 +132086,7 @@ https://docs.microsoft.com/en-us/azure/architecture/icons:
   - docs/cloud-arch-diagrams.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learn.microsoft.com/en-us/azure/architecture/icons
 https://docs.microsoft.com/en-us/azure/architecture/patterns:
   title: "==docs.microsoft.com: Cloud Design Patterns== \U0001F31F"
   description: ''
@@ -127373,6 +132104,7 @@ https://docs.microsoft.com/en-us/azure/architecture/patterns:
   last_checked: 1779033692.713529
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:32.713529+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -127392,13 +132124,14 @@ https://docs.microsoft.com/en-us/azure/architecture/reference-architectures/cont
   resource_type: null
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   is_microservice: false
-  status: online
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:50:40.780718+02:00'
+  last_ai_eval: null
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@@ -127407,6 +132140,7 @@ https://docs.microsoft.com/en-us/azure/architecture/reference-architectures/cont
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learn.microsoft.com/en-us/azure/architecture/reference-architectures/containers/aks-microservices/aks-microservices
 https://docs.microsoft.com/en-us/azure/architecture/reference-architectures/containers/aks/baseline-aks:
   title: "docs.microsoft.com: Baseline architecture for an Azure Kubernetes Service'
     (AKS) cluster \U0001F31F"
@@ -127418,13 +132152,14 @@ https://docs.microsoft.com/en-us/azure/architecture/reference-architectures/cont
   resource_type: null
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   is_microservice: false
-  status: online
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:55:42.866887+02:00'
+  last_ai_eval: null
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@@ -127433,6 +132168,7 @@ https://docs.microsoft.com/en-us/azure/architecture/reference-architectures/cont
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learn.microsoft.com/en-us/azure/architecture/reference-architectures/containers/aks/baseline-aks
 https://docs.microsoft.com/en-us/azure/architecture/solution-ideas/articles/jboss-deployment-red-hat:
   title: "docs.microsoft.com: JBoss deployment with Red Hat on Azure \U0001F31F"
   description: ''
@@ -127443,13 +132179,14 @@ https://docs.microsoft.com/en-us/azure/architecture/solution-ideas/articles/jbos
   resource_type: null
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   is_microservice: false
-  status: online
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   health_score: 100.0
   last_checked: 1779030935.024864
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:35.024864+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -127458,6 +132195,7 @@ https://docs.microsoft.com/en-us/azure/architecture/solution-ideas/articles/jbos
   - docs/openshift.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learn.microsoft.com/en-us/azure/developer/java/ee/jboss-eap-on-aro
 https://docs.microsoft.com/en-us/azure/azure-arc/kubernetes/conceptual-configurations:
   title: 'docs.microsoft.com: Configurations and GitOps with Azure Arc enabled Kubernetes'
   description: ''
@@ -127468,13 +132206,14 @@ https://docs.microsoft.com/en-us/azure/azure-arc/kubernetes/conceptual-configura
   resource_type: null
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   is_microservice: false
-  status: online
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   health_score: 100.0
   last_checked: 1779030558.753582
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   discovered_at: '2026-05-17T17:09:18.753582+02:00'
+  last_ai_eval: null
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@@ -127483,6 +132222,7 @@ https://docs.microsoft.com/en-us/azure/azure-arc/kubernetes/conceptual-configura
   - docs/flux.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learn.microsoft.com/en-us/azure/azure-arc/kubernetes/conceptual-gitops-flux2
 https://docs.microsoft.com/en-us/azure/azure-arc/kubernetes/conceptual-gitops-flux2-ci-cd:
   title: 'docs.microsoft.com: CI/CD workflow using GitOps (Flux v2) - Azure Arc enabled''
     Kubernetes'
@@ -127501,6 +132241,7 @@ https://docs.microsoft.com/en-us/azure/azure-arc/kubernetes/conceptual-gitops-fl
   last_checked: 1779032586.90833
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:06.908330+02:00'
+  last_ai_eval: null
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@@ -127526,6 +132267,7 @@ https://docs.microsoft.com/en-us/azure/azure-arc/overview:
   last_checked: 1779031190.320323
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:50.320323+02:00'
+  last_ai_eval: null
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@@ -127551,6 +132293,7 @@ https://docs.microsoft.com/en-us/azure/azure-resource-manager/templates/template
   last_checked: 1779034484.532011
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:44.532011+02:00'
+  last_ai_eval: null
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@@ -127576,6 +132319,7 @@ https://docs.microsoft.com/en-us/azure/chaos-studio/chaos-studio-overview:
   last_checked: 1779032166.857935
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:06.857935+02:00'
+  last_ai_eval: null
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@@ -127594,13 +132338,14 @@ https://docs.microsoft.com/en-us/azure/devops/demo-gen/use-demo-generator-v2?vie
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-  status: null
+  status: duplicate
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:04.382205+02:00'
+  last_ai_eval: null
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@@ -127609,6 +132354,7 @@ https://docs.microsoft.com/en-us/azure/devops/demo-gen/use-demo-generator-v2?vie
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learn.microsoft.com/en-us/azure/devops/demo-gen/use-demo-generator-v2?view=azure-devops
 https://docs.microsoft.com/en-us/azure/devops/learn/devops-at-microsoft/use-git-microsoft:
   title: How We Use Git at Microsoft
   description: ''
@@ -127619,13 +132365,14 @@ https://docs.microsoft.com/en-us/azure/devops/learn/devops-at-microsoft/use-git-
   resource_type: null
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   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
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   discovered_at: '2026-05-17T18:16:20.178683+02:00'
+  last_ai_eval: null
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@@ -127634,6 +132381,7 @@ https://docs.microsoft.com/en-us/azure/devops/learn/devops-at-microsoft/use-git-
   - docs/git.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learn.microsoft.com/en-us/devops/develop/git/what-is-git
 https://docs.microsoft.com/en-us/azure/devops/pipelines/yaml-schema/pipeline:
   title: '==DevOps Azure Pipelines: YAML Schema=='
   description: ''
@@ -127651,6 +132399,7 @@ https://docs.microsoft.com/en-us/azure/devops/pipelines/yaml-schema/pipeline:
   last_checked: 1779033052.370045
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:52.370045+02:00'
+  last_ai_eval: null
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@@ -127669,13 +132418,14 @@ https://docs.microsoft.com/en-us/azure/key-vault/general/overview:
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   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779032105.901458
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:05.901458+02:00'
+  last_ai_eval: null
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@@ -127684,6 +132434,7 @@ https://docs.microsoft.com/en-us/azure/key-vault/general/overview:
   - docs/devsecops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learn.microsoft.com/en-us/azure/key-vault/general/overview
 https://docs.microsoft.com/en-us/azure/machine-learning/concept-mlflow:
   title: 'docs.microsoft.com: MLflow and Azure Machine Learning'
   description: ''
@@ -127694,13 +132445,14 @@ https://docs.microsoft.com/en-us/azure/machine-learning/concept-mlflow:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779032036.05964
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:56.059640+02:00'
+  last_ai_eval: null
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@@ -127709,6 +132461,7 @@ https://docs.microsoft.com/en-us/azure/machine-learning/concept-mlflow:
   - docs/mlops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learn.microsoft.com/en-us/azure/machine-learning/concept-mlflow?view=azureml-api-2
 https://docs.microsoft.com/en-us/azure/security-center/defender-for-container-registries-introduction:
   title: 'docs.microsoft.com: Introduction to Azure Defender for container registries'
   description: ''
@@ -127719,13 +132472,14 @@ https://docs.microsoft.com/en-us/azure/security-center/defender-for-container-re
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
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   health_score: 100.0
   last_checked: 1779030418.477004
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:58.477004+02:00'
+  last_ai_eval: null
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@@ -127734,6 +132488,7 @@ https://docs.microsoft.com/en-us/azure/security-center/defender-for-container-re
   - docs/devsecops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-container-registries-introduction
 https://docs.microsoft.com/en-us/azure/site-recovery/azure-to-azure-how-to-enable-policy:
   title: 'docs.microsoft.com: Using Policy with Azure Site Recovery'
   description: ''
@@ -127751,6 +132506,7 @@ https://docs.microsoft.com/en-us/azure/site-recovery/azure-to-azure-how-to-enabl
   last_checked: 1779031600.809437
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:40.809437+02:00'
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@@ -127777,6 +132533,7 @@ https://docs.microsoft.com/en-us/azure/virtual-machines/linux/expand-disks:
   last_checked: 1779033572.717016
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:32.717016+02:00'
+  last_ai_eval: null
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@@ -127795,13 +132552,14 @@ https://docs.microsoft.com/en-us/azure/virtual-machines/linux/openshift-get-star
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   is_microservice: false
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:29:54.033353+02:00'
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@@ -127810,6 +132568,7 @@ https://docs.microsoft.com/en-us/azure/virtual-machines/linux/openshift-get-star
   - docs/public-cloud-solutions.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learn.microsoft.com/en-us/azure/virtual-machines/linux/openshift-container-platform-4x
 https://docs.microsoft.com/en-us/azure/virtual-machines/linux/run-command:
   title: 'docs.microsoft.com: Run scripts in your Linux VM by using action Run Commands'
   description: ''
@@ -127820,13 +132579,14 @@ https://docs.microsoft.com/en-us/azure/virtual-machines/linux/run-command:
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   is_microservice: false
-  status: online
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:27.244243+02:00'
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@@ -127835,6 +132595,7 @@ https://docs.microsoft.com/en-us/azure/virtual-machines/linux/run-command:
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learn.microsoft.com/en-us/azure/virtual-machines/linux/run-command
 https://docs.microsoft.com/en-us/azure/virtual-machines/windows/run-command:
   title: 'docs.microsoft.com: Run scripts in your Windows VM by using action Run Commands'
   description: ''
@@ -127845,13 +132606,14 @@ https://docs.microsoft.com/en-us/azure/virtual-machines/windows/run-command:
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   is_microservice: false
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   discovered_at: '2026-05-17T17:17:11.670810+02:00'
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@@ -127860,6 +132622,7 @@ https://docs.microsoft.com/en-us/azure/virtual-machines/windows/run-command:
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learn.microsoft.com/en-us/azure/virtual-machines/linux/run-command
 https://docs.microsoft.com/en-us/cli/azure/microsoft-graph-migration?tabs=powershell:
   title: 'docs.microsoft.com: Microsoft Graph migration'
   description: ''
@@ -127877,6 +132640,7 @@ https://docs.microsoft.com/en-us/cli/azure/microsoft-graph-migration?tabs=powers
   last_checked: 1779031099.581171
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:19.581171+02:00'
+  last_ai_eval: null
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@@ -127896,13 +132660,14 @@ https://docs.microsoft.com/en-us/dotnet/architecture/microservices:
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   complexity: null
   is_microservice: false
-  status: online
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   health_score: 100.0
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   discovered_at: '2026-05-17T18:15:31.281965+02:00'
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@@ -127911,6 +132676,7 @@ https://docs.microsoft.com/en-us/dotnet/architecture/microservices:
   - docs/dotnet.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learn.microsoft.com/en-us/dotnet/architecture/microservices
 https://docs.microsoft.com/en-us/java/openjdk/overview:
   title: 'docs.microsoft.com: Microsoft OpenJDK'
   description: ''
@@ -127921,13 +132687,14 @@ https://docs.microsoft.com/en-us/java/openjdk/overview:
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   is_microservice: false
-  status: online
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:29:18.497122+02:00'
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@@ -127936,6 +132703,7 @@ https://docs.microsoft.com/en-us/java/openjdk/overview:
   - docs/java_frameworks.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learn.microsoft.com/en-us/java/openjdk/overview
 https://docs.microsoft.com/en-us/learn/modules/azure-spring-cloud-workshop:
   title: 'docs.microsoft.com: Deploy Spring microservices to Azure'
   description: ''
@@ -127946,13 +132714,14 @@ https://docs.microsoft.com/en-us/learn/modules/azure-spring-cloud-workshop:
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   is_microservice: false
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+  status: duplicate
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   health_score: 100.0
   last_checked: 1779032219.946448
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:59.946448+02:00'
+  last_ai_eval: null
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@@ -127961,6 +132730,7 @@ https://docs.microsoft.com/en-us/learn/modules/azure-spring-cloud-workshop:
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learn.microsoft.com/en-us/azure/container-apps
 https://docs.microsoft.com/en-us/learn/modules/github-actions-cd:
   title: "docs.microsoft.com: Build and deploy applications to Azure by using GitHub'
     Actions \U0001F31F"
@@ -127972,13 +132742,14 @@ https://docs.microsoft.com/en-us/learn/modules/github-actions-cd:
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   is_microservice: false
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   last_checked: 1779031499.743431
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:59.743431+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -127987,6 +132758,7 @@ https://docs.microsoft.com/en-us/learn/modules/github-actions-cd:
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learn.microsoft.com/en-us/training/modules/github-actions-cd
 https://docs.microsoft.com/en-us/learn/paths/build-javascript-applications-typescript:
   title: 'docs.microsoft.com: Build JavaScript applications using TypeScript'
   description: ''
@@ -127997,13 +132769,14 @@ https://docs.microsoft.com/en-us/learn/paths/build-javascript-applications-types
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 0dcac3ef4af40932868a0753b7f5bc1eae922571d9b2ceab4032ae1f5f92d77e
   health_score: 100.0
   last_checked: 1779031805.803704
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:05.803704+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -128012,6 +132785,7 @@ https://docs.microsoft.com/en-us/learn/paths/build-javascript-applications-types
   - docs/cheatsheets.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.typescriptlang.org
 https://docs.microsoft.com/en-us/powershell/scripting/dsc:
   title: "docs.microsoft.com: Desired State Configuration overview for decision makers'
     \U0001F31F"
@@ -128023,13 +132797,14 @@ https://docs.microsoft.com/en-us/powershell/scripting/dsc:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: f0ee102fce44963f206e0fe21c82c68fd0f513f44c1965e3f29aefe37b057972
   health_score: 100.0
   last_checked: 1779029805.578175
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:56:45.578175+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -128038,6 +132813,7 @@ https://docs.microsoft.com/en-us/powershell/scripting/dsc:
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learn.microsoft.com/en-us/powershell/dsc/overview/decisionmaker?view=dsc-1.1
 https://docs.microsoft.com/en-us/powershell/scripting/dsc/configurations/configData:
   title: 'docs.microsoft.com: Using configuration data in DSC'
   description: ''
@@ -128048,13 +132824,14 @@ https://docs.microsoft.com/en-us/powershell/scripting/dsc/configurations/configD
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 9852ca43ab9ba860f6ab2fb62dd085b829e58eaff43eed92dd9faf46be3c941c
   health_score: 100.0
   last_checked: 1779029483.081306
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:23.081306+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -128063,6 +132840,7 @@ https://docs.microsoft.com/en-us/powershell/scripting/dsc/configurations/configD
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learn.microsoft.com/en-us/powershell/dsc/configurations/configdata?view=dsc-1.1
 https://docs.microsoft.com/en-us/shows/vs-code-livestreams/machine-learning-experimentation-in-vs-code-with-dvc-extension:
   title: 'docs.microsoft.com: Machine Learning Experimentation in VS Code with DVC''
     Extension'
@@ -128074,13 +132852,14 @@ https://docs.microsoft.com/en-us/shows/vs-code-livestreams/machine-learning-expe
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 3667c2a9d4fe86829415f532493ccf2bb857362d0f0a479e0b8bea6a8bf59963
   health_score: 100.0
   last_checked: 1779031827.302096
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:27.302096+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -128089,6 +132868,7 @@ https://docs.microsoft.com/en-us/shows/vs-code-livestreams/machine-learning-expe
   - docs/mlops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learn.microsoft.com/en-us/shows/vs-code-livestreams/machine-learning-experimentation-in-vs-code-with-dvc-extension
 https://docs.microsoft.com/en-us/visualstudio/bridge:
   title: "Bridge to Kubernetes \U0001F31F\U0001F31F"
   description: ''
@@ -128099,13 +132879,14 @@ https://docs.microsoft.com/en-us/visualstudio/bridge:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: d76defd32d68ab8c0b33807f6ac7281ba2d80cacfbbe12c4acc42f351ded40ff
   health_score: 100.0
   last_checked: 1779030975.783282
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:15.783282+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -128114,6 +132895,7 @@ https://docs.microsoft.com/en-us/visualstudio/bridge:
   - docs/kubernetes-based-devel.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/microsoft/mindaro
 https://docs.microsoft.com/en-us/visualstudio/docker/tutorials/docker-tutorial:
   title: A multi-step tutorial that covers the basics of working with Docker with
     Visual Studio Code and deploy on Azure
@@ -128125,13 +132907,14 @@ https://docs.microsoft.com/en-us/visualstudio/docker/tutorials/docker-tutorial:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: e49d20b615e4d2657542e8e9d7468888ebeb9bbeee920570d6c79de8f60e97f7
   health_score: 100.0
   last_checked: 1779034269.648897
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:09.648897+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -128140,6 +132923,7 @@ https://docs.microsoft.com/en-us/visualstudio/docker/tutorials/docker-tutorial:
   - docs/visual-studio.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learn.microsoft.com/en-us/visualstudio/docker/tutorials/docker-tutorial
 https://docs.microsoft.com/powershell:
   title: PowerShell
   description: ''
@@ -128150,13 +132934,14 @@ https://docs.microsoft.com/powershell:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 74b7c8227601d3eb083665d19c16d0f1cda5cbbcc3df4f221a3dcb5276fc67b4
   health_score: 100.0
   last_checked: 1779031625.367015
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:05.367015+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -128165,6 +132950,7 @@ https://docs.microsoft.com/powershell:
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learn.microsoft.com/en-us/powershell
 https://docs.microsoft.com/windows/wsl:
   title: 'docs.microsoft.com: WSL - Windows Subsystem for Linux'
   description: ''
@@ -128175,13 +132961,14 @@ https://docs.microsoft.com/windows/wsl:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: d7d8bf7fab298fac601f323461e4e9f5a18a2274733d41cfc23798b0fc0f4bb5
   health_score: 100.0
   last_checked: 1779031865.911635
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:05.911635+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -128190,6 +132977,7 @@ https://docs.microsoft.com/windows/wsl:
   - docs/linux-dev-env.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learn.microsoft.com/en-us/windows/wsl
 https://docs.mongodb.org/manual/administration/security:
   title: MongoDB security tutorial
   description: ''
@@ -128200,13 +132988,14 @@ https://docs.mongodb.org/manual/administration/security:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 3a73a57fd039f37a7fdc0fe6c4726d76fdf323e2f6605ea250f88c4c4ca66be3
   health_score: 100.0
   last_checked: 1779034564.958331
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:04.958331+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -128215,6 +133004,7 @@ https://docs.mongodb.org/manual/administration/security:
   - docs/nosql.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.mongodb.com/docs/manual/security
 https://docs.monokle.io:
   title: kubeshop.github.io/monokle
   description: ''
@@ -128235,6 +133025,7 @@ https://docs.monokle.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -128265,6 +133056,7 @@ https://docs.netapp.com/us-en/astra-data-store/concepts/intro.html:
   last_checked: 1779031988.228194
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:08.228194+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -128297,6 +133089,7 @@ https://docs.netapp.com/us-en/trident/trident-docker/volumes-docker.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -128329,6 +133122,7 @@ https://docs.okd.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -128351,13 +133145,14 @@ https://docs.openebs.io/docs/next/features.html:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: cbd007485da0008830b2471afaf9ff607cfc80a33a4f7f017e7aa1cbcbee8987
   health_score: 100.0
   last_checked: 1779031020.742395
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:00.742395+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -128371,6 +133166,7 @@ https://docs.openebs.io/docs/next/features.html:
     proposed_url: NONE
     reason: 'High-Value Protection: generic_redirect_loss'
     timestamp: '2026-05-18T18:54:55.007760'
+  duplicate_of: https://openebs.io/docs
 https://docs.openshift.com:
   title: "docs.openshift.com \U0001F31F"
   description: ''
@@ -128389,6 +133185,7 @@ https://docs.openshift.com:
   last_checked: 1779034030.778008
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:10.778008+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -128420,6 +133217,7 @@ https://docs.openshift.com/container-platform/3.11/admin_guide/cluster-autoscale
   last_checked: 1779029074.947664
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:34.947664+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -128453,6 +133251,7 @@ https://docs.openshift.com/container-platform/3.11/admin_guide/manage_scc.html:
   last_checked: 1779029801.13488
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:56:41.134880+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -128486,6 +133285,7 @@ https://docs.openshift.com/container-platform/3.11/architecture/additional_conce
   last_checked: 1779032217.346067
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:57.346067+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -128517,6 +133317,7 @@ https://docs.openshift.com/container-platform/3.11/architecture/core_concepts/bu
   last_checked: 1779033337.292353
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:37.292353+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -128548,6 +133349,7 @@ https://docs.openshift.com/container-platform/3.11/architecture/index.html:
   last_checked: 1779031576.904037
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:16.904037+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -128578,6 +133380,7 @@ https://docs.openshift.com/container-platform/3.11/architecture/networking/assem
   last_checked: 1779030688.948282
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:28.948282+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -128596,13 +133399,14 @@ https://docs.openshift.com/container-platform/3.11/creating_images/s2i.html:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779030136.185044
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:02:16.185044+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -128611,6 +133415,7 @@ https://docs.openshift.com/container-platform/3.11/creating_images/s2i.html:
   - docs/ocp3.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.openshift.com/container-platform/3.11/architecture/core_concepts/builds_and_image_streams.html
 https://docs.openshift.com/container-platform/3.11/dev_guide/dev_tutorials/openshift_pipeline.html:
   title: 'docs.openshift.com: OpenShift 3.11 Pipeline Builds with OpenShift Jenkins''
     Image and OpenShift DSL'
@@ -128631,6 +133436,7 @@ https://docs.openshift.com/container-platform/3.11/dev_guide/dev_tutorials/opens
   last_checked: 1779032551.177567
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:31.177567+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -128662,6 +133468,7 @@ https://docs.openshift.com/container-platform/3.11/install_config/prometheus_clu
   last_checked: 1779032001.359128
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:21.359128+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -128693,6 +133500,7 @@ https://docs.openshift.com/container-platform/3.11/install_config/router/index.h
   last_checked: 1779032074.801886
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:34.801886+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -128724,6 +133532,7 @@ https://docs.openshift.com/container-platform/3.11/release_notes/ocp_3_11_releas
   last_checked: 1779029837.603872
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:57:17.603872+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -128755,6 +133564,7 @@ https://docs.openshift.com/container-platform/3.11/security/securing_container_p
   last_checked: 1779032962.031801
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:22.031801+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -128786,6 +133596,7 @@ https://docs.openshift.com/container-platform/3.6/admin_guide/manage_scc.html:
   last_checked: 1779032088.853874
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:48.853874+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -128816,6 +133627,7 @@ https://docs.openshift.com/container-platform/4.1/authentication/managing-securi
   last_checked: 1779033436.178244
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:16.178244+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -128841,6 +133653,7 @@ https://docs.openshift.com/container-platform/4.1/authentication/understanding-a
   last_checked: 1779029844.096977
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:57:24.096977+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -128867,6 +133680,7 @@ https://docs.openshift.com/container-platform/4.1/authentication/using-service-a
   last_checked: 1779031570.062471
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:10.062471+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -128898,6 +133712,7 @@ https://docs.openshift.com/container-platform/4.2/applications/quotas/quotas-set
   last_checked: 1779031904.077162
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:44.077162+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -128929,6 +133744,7 @@ https://docs.openshift.com/container-platform/4.2/applications/quotas/quotas-set
   last_checked: 1779031788.457818
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:48.457818+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -128960,6 +133776,7 @@ https://docs.openshift.com/container-platform/4.2/openshift_images/using_images/
   last_checked: 1779029613.845168
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:33.845168+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -128990,6 +133807,7 @@ https://docs.openshift.com/container-platform/4.3/release_notes/ocp-4-3-release-
   last_checked: 1779032662.250172
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:22.250172+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -129016,6 +133834,7 @@ https://docs.openshift.com/container-platform/4.4/architecture/architecture-rhco
   last_checked: 1779030102.919484
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:42.919484+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -129046,6 +133865,7 @@ https://docs.openshift.com/container-platform/4.4/authentication/managing-securi
   last_checked: 1779032820.471805
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:00.471805+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -129072,6 +133892,7 @@ https://docs.openshift.com/container-platform/4.4/authentication/understanding-a
   last_checked: 1779034094.658952
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:14.658952+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -129103,6 +133924,7 @@ https://docs.openshift.com/container-platform/4.4/builds/custom-builds-buildah.h
   last_checked: 1779032297.181612
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:17.181612+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -129134,6 +133956,7 @@ https://docs.openshift.com/container-platform/4.4/cli_reference/openshift_cli/co
   last_checked: 1779030931.038979
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:31.038979+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -129165,6 +133988,7 @@ https://docs.openshift.com/container-platform/4.4/logging/cluster-logging-deploy
   last_checked: 1779031468.7548
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:28.754800+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -129197,6 +134021,7 @@ https://docs.openshift.com/container-platform/4.4/machine_management/applying-au
   last_checked: 1779030287.480713
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:47.480713+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -129229,6 +134054,7 @@ https://docs.openshift.com/container-platform/4.4/networking/configuring-network
   last_checked: 1779032199.442277
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:39.442277+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -129255,6 +134081,7 @@ https://docs.openshift.com/container-platform/4.4/networking/multiple_networks/u
   last_checked: 1779033003.030054
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:03.030054+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -129286,6 +134113,7 @@ https://docs.openshift.com/container-platform/4.4/networking/understanding-netwo
   last_checked: 1779031381.850435
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:01.850435+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -129318,6 +134146,7 @@ https://docs.openshift.com/container-platform/4.4/operators/crds/crd-managing-re
   last_checked: 1779032927.041975
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:47.041975+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -129344,6 +134173,7 @@ https://docs.openshift.com/container-platform/4.4/operators/olm-adding-operators
   last_checked: 1779033917.450479
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:17.450479+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -129374,6 +134204,7 @@ https://docs.openshift.com/container-platform/4.4/operators/understanding_olm/ol
   last_checked: 1779032090.491594
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:50.491594+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -129400,6 +134231,7 @@ https://docs.openshift.com/container-platform/4.4/release_notes/ocp-4-4-release-
   last_checked: 1779030981.984282
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:21.984282+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -129431,6 +134263,7 @@ https://docs.openshift.com/container-platform/4.4/service_mesh/service_mesh_arch
   last_checked: 1779030803.910141
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:23.910141+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -129461,6 +134294,7 @@ https://docs.openshift.com/container-platform/4.4/service_mesh/service_mesh_inst
   last_checked: 1779031796.664603
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:56.664603+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -129486,6 +134320,7 @@ https://docs.openshift.com/container-platform/4.4/service_mesh/service_mesh_inst
   last_checked: 1779031030.863793
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:10.863793+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -129514,6 +134349,7 @@ https://docs.openshift.com/container-platform/4.4/welcome/oke_about.html:
   last_checked: 1779033808.403783
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:28.403783+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -129545,6 +134381,7 @@ https://docs.openshift.com/container-platform/4.8/cicd/gitops/understanding-open
   last_checked: 1779030564.414567
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:24.414567+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -129576,6 +134413,7 @@ https://docs.openshift.com/container-platform/4.8/registry/architecture-componen
   last_checked: 1779029938.215395
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:58.215395+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -129607,6 +134445,7 @@ https://docs.openstack.org/infra/jenkins-job-builder/index.html:
   last_checked: 1779030437.02406
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:17.024060+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -129630,13 +134469,14 @@ https://docs.openstack.org/tempest:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779030882.858044
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:42.858044+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -129645,6 +134485,7 @@ https://docs.openstack.org/tempest:
   - docs/test-automation-frameworks.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.openstack.org/tempest/latest
 https://docs.openstack.org/tempest/latest:
   title: Tempest Testing Project
   description: ''
@@ -129666,6 +134507,7 @@ https://docs.openstack.org/tempest/latest:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -129698,6 +134540,7 @@ https://docs.oracle.com/en-us/iaas/Content/ContEng/Concepts/contengoverview.htm:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -129730,6 +134573,7 @@ https://docs.oracle.com/en-us/iaas/Content/GSG/Concepts/baremetalintro.htm:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -129762,6 +134606,7 @@ https://docs.oracle.com/en-us/iaas/Content/ResourceManager/Concepts/resourcemana
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -129793,6 +134638,7 @@ https://docs.percona.com/percona-operator-for-mysql/pxc/index.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -129823,6 +134669,7 @@ https://docs.pixielabs.ai:
   last_checked: 1779030407.002845
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:47.002845+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -129846,13 +134693,14 @@ https://docs.planetscale.com/concepts/planetscale-workflow:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 925a19dd4aecae669ba5c7d6e84b21436fba9032d80a59179ce6680cef985370
   health_score: 100.0
   last_checked: 1779034356.285434
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:36.285434+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -129861,6 +134709,7 @@ https://docs.planetscale.com/concepts/planetscale-workflow:
   - docs/liquibase.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://planetscale.com/docs/vitess/best-practices
 https://docs.portworx.com/portworx-backup-on-prem:
   title: 'PX-Backup: docs'
   description: ''
@@ -129880,6 +134729,7 @@ https://docs.portworx.com/portworx-backup-on-prem:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -129902,13 +134752,14 @@ https://docs.projectcalico.org/getting-started/openshift/installation:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: e1ea973a372db8fd022a26f235d2a4ec52bf417c543607dfdc2a86c10b89263e
   health_score: 100.0
   last_checked: 1779029369.713385
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:29.713385+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -129917,6 +134768,7 @@ https://docs.projectcalico.org/getting-started/openshift/installation:
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.tigera.io/calico/latest/getting-started/kubernetes/openshift/installation
 https://docs.python.org/3/library/hashlib.html:
   title: 'docs.python.org: scrypt (standard library)'
   description: ''
@@ -129936,6 +134788,7 @@ https://docs.python.org/3/library/hashlib.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -129968,6 +134821,7 @@ https://docs.ray.io/en/latest:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -129998,6 +134852,7 @@ https://docs.redhat.com/en:
   last_checked: 1781736122.861596
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:02.861596+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -130028,6 +134883,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/3.11/html/
   last_checked: 1781736123.665475
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:03.665475+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -130058,6 +134914,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/3.11/html/
   last_checked: 1781736124.900252
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:04.900252+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -130088,6 +134945,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/3.11/html/
   last_checked: 1781736112.818229
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:52.818229+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -130118,6 +134976,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/3.11/html/
   last_checked: 1781736123.21357
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:03.213570+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -130148,6 +135007,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/3.11/html/
   last_checked: 1781736122.59349
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:02.593490+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -130179,6 +135039,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/3.11/html/
   last_checked: 1781736111.173849
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:51.173849+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -130209,6 +135070,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/3.11/html/
   last_checked: 1781736113.00673
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:53.006730+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -130239,6 +135101,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/3.11/html/
   last_checked: 1781736126.347232
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:06.347232+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -130269,6 +135132,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/3.11/html/
   last_checked: 1781736124.217234
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:04.217234+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -130299,6 +135163,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/3.11/html/
   last_checked: 1781736101.662046
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:41.662046+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -130329,6 +135194,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/3.6/html/c
   last_checked: 1781735901.509829
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:21.509829+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -130359,6 +135225,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.1/html/a
   last_checked: 1781735902.789873
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:22.789873+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -130388,6 +135255,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.1/html/a
   last_checked: 1779130495.005721
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.005721+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -130414,6 +135282,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.2/html/a
   last_checked: 1781736113.754507
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:53.754507+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -130444,6 +135313,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.2/html/a
   last_checked: 1781736112.463492
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:52.463492+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -130474,6 +135344,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.2/html/i
   last_checked: 1781736123.200596
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:03.200596+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -130504,6 +135375,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.2/html/i
   last_checked: 1781735961.015892
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:21.015892+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -130534,6 +135406,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.2/pdf/in
   last_checked: 1781735961.057123
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:21.057123+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -130564,6 +135437,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.21:
   last_checked: 1779388562.543841
   needs_ai_refresh: false
   discovered_at: '2026-05-21T20:36:02.543841+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -130597,6 +135471,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.21/html/
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -130628,6 +135503,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.4:
   last_checked: 1781736113.311704
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:53.311704+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -130658,6 +135534,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.4/html-s
   last_checked: 1781736113.618366
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:53.618366+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -130688,6 +135565,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.4/html/a
   last_checked: 1781736112.884905
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:52.884905+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -130718,6 +135596,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.4/html/a
   last_checked: 1781736126.498126
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:06.498126+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -130748,6 +135627,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.4/html/b
   last_checked: 1781432159.619432
   needs_ai_refresh: false
   discovered_at: '2026-06-14T12:15:59.619432+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -130778,6 +135658,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.4/html/c
   last_checked: 1781736123.576498
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:03.576498+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -130808,6 +135689,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.4/html/l
   last_checked: 1781736118.072885
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:58.072885+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -130838,6 +135720,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.4/html/m
   last_checked: 1781736122.60558
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:02.605580+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -130869,6 +135752,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.4/html/n
   last_checked: 1781736113.337443
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:53.337443+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -130899,6 +135783,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.4/html/n
   last_checked: 1781736122.522926
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:02.522926+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -130929,6 +135814,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.4/html/o
   last_checked: 1781736112.997684
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:52.997684+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -130959,6 +135845,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.4/html/r
   last_checked: 1781736114.85233
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:54.852330+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -130989,6 +135876,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.4/html/s
   last_checked: 1781736116.793826
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:56.793826+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -131019,6 +135907,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.8/html/c
   last_checked: 1781735911.361609
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:31.361609+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -131049,6 +135938,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.8/html/r
   last_checked: 1781736155.042363
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:35.042363+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -131079,6 +135969,7 @@ https://docs.redhat.com/en/documentation/red_hat_jboss_web_server/5.4/html-singl
   last_checked: 1781735911.006705
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:31.006705+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -131108,6 +135999,7 @@ https://docs.robusta.dev:
   last_checked: 1779034528.307774
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:28.307774+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -131134,6 +136026,7 @@ https://docs.robusta.dev/master/index.html:
   last_checked: 1781736046.512649
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:46.512649+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -131157,13 +136050,14 @@ https://docs.sonarqube.org/latest/analysis/overview:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 0319df9f31640c7a17d45b4ec27e25304d9c8f36ef24fb84f3fc110778f46f79
   health_score: 100.0
   last_checked: 1779030990.03182
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:30.031820+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -131172,6 +136066,7 @@ https://docs.sonarqube.org/latest/analysis/overview:
   - docs/sonarqube.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.sonarsource.com/sonarqube-server/analyzing-source-code/overview
 https://docs.sonarqube.org/latest/analysis/scan/sonarscanner:
   title: anything else (CLI) - SonarScanner
   description: ''
@@ -131189,6 +136084,7 @@ https://docs.sonarqube.org/latest/analysis/scan/sonarscanner:
   last_checked: 1779030966.952901
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:06.952901+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -131214,6 +136110,7 @@ https://docs.sonarqube.org/latest/analysis/scan/sonarscanner-for-ant:
   last_checked: 1779030423.153742
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:03.153742+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -131239,6 +136136,7 @@ https://docs.sonarqube.org/latest/analysis/scan/sonarscanner-for-azure-devops:
   last_checked: 1779030504.069707
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:24.069707+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -131264,6 +136162,7 @@ https://docs.sonarqube.org/latest/analysis/scan/sonarscanner-for-gradle:
   last_checked: 1779033422.740722
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:02.740722+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -131289,6 +136188,7 @@ https://docs.sonarqube.org/latest/analysis/scan/sonarscanner-for-jenkins:
   last_checked: 1779030221.224104
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:41.224104+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -131315,6 +136215,7 @@ https://docs.sonarqube.org/latest/analysis/scan/sonarscanner-for-maven:
   last_checked: 1779032467.301084
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:41:07.301084+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -131340,6 +136241,7 @@ https://docs.sonarqube.org/latest/analysis/scan/sonarscanner-for-msbuild:
   last_checked: 1779030526.683303
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:46.683303+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -131365,6 +136267,7 @@ https://docs.sonarsource.com/sonarqube-server/2025.5/analyzing-source-code/scann
   last_checked: 1779130494.978052
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.978052+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -131399,6 +136302,7 @@ https://docs.sonarsource.com/sonarqube-server/analyzing-source-code/overview:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -131428,6 +136332,7 @@ https://docs.sonarsource.com/sonarqube-server/analyzing-source-code/scanners/dot
   last_checked: 1779130494.94614
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.946140+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -131453,6 +136358,7 @@ https://docs.sonarsource.com/sonarqube-server/analyzing-source-code/scanners/jen
   last_checked: 1779130494.964306
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.964306+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -131478,6 +136384,7 @@ https://docs.sonarsource.com/sonarqube-server/analyzing-source-code/scanners/son
   last_checked: 1779130494.984744
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.984744+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -131503,6 +136410,7 @@ https://docs.sonarsource.com/sonarqube-server/analyzing-source-code/scanners/son
   last_checked: 1779130494.984705
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.984705+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -131528,6 +136436,7 @@ https://docs.sonarsource.com/sonarqube-server/analyzing-source-code/scanners/son
   last_checked: 1779130494.950199
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.950199+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -131553,6 +136462,7 @@ https://docs.sonarsource.com/sonarqube-server/analyzing-source-code/scanners/son
   last_checked: 1779130495.028479
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.028479+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -131583,6 +136493,7 @@ https://docs.sonarsource.com/sonarqube-server/analyzing-source-code/scanners/son
   last_checked: 1779130495.022125
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.022125+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -131610,6 +136521,7 @@ https://docs.stacksimplify.com/aws-eks/aws-alb-ingress/lean-kubernetes-aws-alb-i
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -131642,6 +136554,7 @@ https://docs.stacksimplify.com/aws-eks/aws-alb-ingress/lean-kubernetes-aws-alb-i
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -131677,6 +136590,7 @@ https://docs.tigera.io/calico/latest/getting-started/kubernetes/openshift/instal
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -131700,13 +136614,14 @@ https://docs.traefik.io:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 2aefce0720d2d3e4f79f76bed1292ce6ad09328c539ba53761568670d63a4460
   health_score: 100.0
   last_checked: 1779032114.204985
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:14.204985+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -131715,6 +136630,7 @@ https://docs.traefik.io:
   - docs/mkdocs.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://doc.traefik.io/traefik
 https://docs.wavefront.com/activemq.html:
   title: docs.wavefront.com/activemq.html
   description: ''
@@ -131732,6 +136648,7 @@ https://docs.wavefront.com/activemq.html:
   last_checked: 1779032817.301234
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:46:57.301234+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -131762,6 +136679,7 @@ https://dok.community:
   last_checked: 1781429996.214084
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:56.214084+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -131796,6 +136714,7 @@ https://dok.community/dokc-2021-report:
   last_checked: 1781429975.879303
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:35.879303+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -131829,6 +136748,7 @@ https://dolphinscheduler.apache.org:
   last_checked: 1779033903.385496
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:03.385496+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -131855,6 +136775,7 @@ https://dominik-tornow.medium.com/inside-kubernetes-rbac-9988b08a738a:
   last_checked: 1779029734.963482
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:55:34.963482+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -131885,6 +136806,7 @@ https://doodle.com:
   last_checked: 1779031805.267451
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:05.267451+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -131912,6 +136834,7 @@ https://doodle.com/en:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -131944,6 +136867,7 @@ https://doordash.engineering/2021/04/14/gradual-code-releases-using-an-in-house-
   last_checked: 1779033751.083059
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:31.083059+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -131977,6 +136901,7 @@ https://doordash.engineering/2022/06/23/fast-feedback-loop-for-kubernetes-produc
   last_checked: 1779029158.667679
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:58.667679+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -132008,6 +136933,7 @@ https://doordash.engineering/2022/08/09/how-to-handle-kubernetes-health-checks:
   last_checked: 1779034477.272963
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:37.272963+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -132032,13 +136958,14 @@ https://doppler.com/blog/environment-variables-in-python:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 7e40bd9004d4e69d3b7e67712cc2e366eaa88a51be45710d0465cc3d2c2b8952
   health_score: 100.0
   last_checked: 1779034345.996613
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:25.996613+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -132047,6 +136974,7 @@ https://doppler.com/blog/environment-variables-in-python:
   - docs/python.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.doppler.com/blog/environment-variables-in-python
 https://dormoshe.io/trending-news/kubernetes-101-part-i-the-fundamentals-23a1-60035:
   title: 'dormoshe.io: Kubernetes 101, part I, the fundamentals | Leandro Proença'
   description: ''
@@ -132064,6 +136992,7 @@ https://dormoshe.io/trending-news/kubernetes-101-part-i-the-fundamentals-23a1-60
   last_checked: 1779031910.46171
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:31:50.461710+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -132092,6 +137021,7 @@ https://dotnet-helpers.com/powershell/azure-keyvault-set-and-retrieve-secrets:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -132124,6 +137054,7 @@ https://dotnet-helpers.com/powershell/convert-yaml-to-json-or-json-to-yaml-using
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -132156,6 +137087,7 @@ https://dotnet-helpers.com/powershell/passing-local-variables-to-remote-powershe
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -132186,6 +137118,7 @@ https://dotnet.microsoft.com/apps/xamarin:
   last_checked: 1779030190.058194
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:10.058194+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -132215,6 +137148,7 @@ https://dotnet.microsoft.com/en-us/apps/xamarin:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -132226,6 +137160,7 @@ https://dotnet.microsoft.com/en-us/apps/xamarin:
   v1_locations: []
   v2_locations:
   - xamarin.md
+  - dotnet.md
   youtube_mosaic: {}
 https://dotnet.microsoft.com/learn/xamarin/what-is-xamarin:
   title: 'dotnet.microsoft.com: What is Xamarin?'
@@ -132237,13 +137172,14 @@ https://dotnet.microsoft.com/learn/xamarin/what-is-xamarin:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: ac547a5b8ca857fb15d72587a9d7e3c90df165deb914699170c9cdf6c87d975a
   health_score: 100.0
   last_checked: 1779030009.845604
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:09.845604+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -132252,6 +137188,7 @@ https://dotnet.microsoft.com/learn/xamarin/what-is-xamarin:
   - docs/xamarin.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://dotnet.microsoft.com/apps/xamarin
 https://doughellmann.com:
   title: Dough Hellmann - Python, OpenStack and Open Source
   description: ''
@@ -132271,6 +137208,7 @@ https://doughellmann.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2008-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -132301,6 +137239,7 @@ https://downdetector.co.uk:
   last_checked: 1779033765.406392
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:45.406392+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -132331,6 +137270,7 @@ https://downdetector.co.uk/status/aws-amazon-web-services:
   last_checked: 1779029507.511051
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:47.511051+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -132350,13 +137290,14 @@ https://doylestowncoder.com/2021/11/29/building-ci-cd-pipelines-with-azure-data-
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 27bf235dca95524f4eaafab3ccce08d0fd5e80fbc576de154c8daff5773156bc
   health_score: 100.0
   last_checked: 1779030847.271172
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:07.271172+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -132365,6 +137306,7 @@ https://doylestowncoder.com/2021/11/29/building-ci-cd-pipelines-with-azure-data-
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://travelrasik.com/category/asia
 https://doylestowncoder.com/2021/12/02/building-ci-cd-pipelines-with-azure-data-factory-part-2:
   title: 'doylestowncoder.com: Building CI/CD Pipelines with Azure Data Factory: Part''
     2'
@@ -132376,13 +137318,14 @@ https://doylestowncoder.com/2021/12/02/building-ci-cd-pipelines-with-azure-data-
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 27bf235dca95524f4eaafab3ccce08d0fd5e80fbc576de154c8daff5773156bc
   health_score: 100.0
   last_checked: 1779034156.266524
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:09:16.266524+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -132391,6 +137334,7 @@ https://doylestowncoder.com/2021/12/02/building-ci-cd-pipelines-with-azure-data-
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://doylestowncoder.com/2021/11/29/building-ci-cd-pipelines-with-azure-data-factory-part-1
 https://doylestowncoder.com/2021/12/05/building-ci-cd-pipelines-with-azure-data-factory-part-3:
   title: 'doylestowncoder.com: Building CI/CD Pipelines with Azure Data Factory: Part''
     3'
@@ -132402,13 +137346,14 @@ https://doylestowncoder.com/2021/12/05/building-ci-cd-pipelines-with-azure-data-
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 27bf235dca95524f4eaafab3ccce08d0fd5e80fbc576de154c8daff5773156bc
   health_score: 100.0
   last_checked: 1779029295.110556
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:15.110556+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -132417,6 +137362,7 @@ https://doylestowncoder.com/2021/12/05/building-ci-cd-pipelines-with-azure-data-
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://doylestowncoder.com/2021/11/29/building-ci-cd-pipelines-with-azure-data-factory-part-1
 https://draculatheme.com/pro:
   title: "Dracula Pro Theme \U0001F31F"
   description: ''
@@ -132436,6 +137382,7 @@ https://draculatheme.com/pro:
   last_checked: 1779032922.493037
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:48:42.493037+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -132459,13 +137406,14 @@ https://draft.sh:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 04208dc2e1adbf073057b0550c0d1486f8120c9975bfc21605c95524c8d41487
   health_score: 100.0
   last_checked: 1779033736.378951
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:16.378951+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -132474,6 +137422,7 @@ https://draft.sh:
   - docs/scaffolding.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/Azure/draft
 https://dragondscv.medium.com/controller-runtime-handle-resource-deletion-with-predicate-f69d09dd5802:
   title: 'dragondscv.medium.com: Controller runtime β€” handle resource deletion with''
     predicate'
@@ -132494,6 +137443,7 @@ https://dragondscv.medium.com/controller-runtime-handle-resource-deletion-with-p
   last_checked: 1779032239.259007
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:19.259007+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -132524,6 +137474,7 @@ https://draw.io:
   last_checked: 1779031061.292618
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:41.292618+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -132554,6 +137505,7 @@ https://drawio-app.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -132585,6 +137537,7 @@ https://dreampuf.github.io/GraphvizOnline:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -132616,6 +137569,7 @@ https://drill.apache.org:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -132638,13 +137592,14 @@ https://drone.io:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 8319715ea9ca1bdb2b65f5a7949947a08555c4b2e453fdbfd8708ffec33875ee
   health_score: 100.0
   last_checked: 1779032369.011289
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:29.011289+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -132653,6 +137608,7 @@ https://drone.io:
   - docs/jenkins-alternatives.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.drone.io
 https://dropshare.app/annotate:
   title: 'Annotate by Dropshare: Fast Markup for Images on iOS and iPadOS'
   description: A lightweight, vector-based screenshot annotation application for iOS
@@ -132678,6 +137634,7 @@ https://dropshare.app/annotate:
   last_checked: 1780352730.207512
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:25:30.207512+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -132717,6 +137674,7 @@ https://druid.apache.org:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -132748,6 +137706,7 @@ https://duo.com/blog:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -132771,13 +137730,14 @@ https://duo.com/blog/introducing-cloudmapper-an-aws-visualization-tool:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 41a050c0cde3d1f475bdbfd6ec89103adcb421e8d2fe253213f63ee0ec8f496f
   health_score: 100.0
   last_checked: 1779034484.598833
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:44.598833+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -132786,6 +137746,7 @@ https://duo.com/blog/introducing-cloudmapper-an-aws-visualization-tool:
   - docs/cloud-arch-diagrams.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://duo.com/blog
 https://dustinspecker.com/posts/how-do-kubernetes-and-docker-create-ip-addresses:
   title: 'dustinspecker.com: How Do Kubernetes and Docker Create IP Addresses?!'
   description: ''
@@ -132807,6 +137768,7 @@ https://dustinspecker.com/posts/how-do-kubernetes-and-docker-create-ip-addresses
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -132838,6 +137800,7 @@ https://dustinspecker.com/posts/iptables-how-kubernetes-services-direct-traffic-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -132870,6 +137833,7 @@ https://dustinspecker.com/posts/ipvs-how-kubernetes-services-direct-traffic-to-p
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -132903,6 +137867,7 @@ https://dustinspecker.com/posts/kubernetes-networking-from-scratch-bgp-bird-adve
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -132936,6 +137901,7 @@ https://dustinspecker.com/posts/scaling-kubernetes-pods-prometheus-metrics:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -132969,6 +137935,7 @@ https://dustymabe.com/2020/09/28/openshift-okd-on-fedora-coreos-on-digitalocean-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -133001,6 +137968,7 @@ https://dwdraju.medium.com/kubernetes-job-or-cronjob-which-one-to-use-and-when-4
   last_checked: 1779033044.814874
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:44.814874+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -133033,6 +138001,7 @@ https://dynatrace-perfclinics.github.io/codelabs/why-devs-love-dynatrace-2/index
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -133064,6 +138033,7 @@ https://dzone.com/articles/10-api-testing-tips-for-beginners-soap-amp-rest:
   last_checked: 1781735866.440643
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:46.440643+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -133096,6 +138066,7 @@ https://dzone.com/articles/10-commandments-on-microservice-decomposition:
   last_checked: 1781735940.969549
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:00.969549+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -133127,6 +138098,7 @@ https://dzone.com/articles/10-easy-to-use-modules-in-ansible-1:
   last_checked: 1781735867.482895
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:47.482895+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -133158,6 +138130,7 @@ https://dzone.com/articles/10-effective-tips-on-using-maven:
   last_checked: 1781736083.01593
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:23.015930+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -133189,6 +138162,7 @@ https://dzone.com/articles/10-vs-code-extensions-to-fight-technical-debt:
   last_checked: 1781736168.71183
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:48.711830+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -133220,6 +138194,7 @@ https://dzone.com/articles/11-observability-tools-you-should-know-in-2023:
   last_checked: 1781736101.928029
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:41.928029+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -133251,6 +138226,7 @@ https://dzone.com/articles/14-best-performance-testing-tools-and-apm-solution:
   last_checked: 1781736105.12183
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:45.121830+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -133284,6 +138260,7 @@ https://dzone.com/articles/14-of-the-best-automation-testing-tools-available:
   last_checked: 1781736169.710116
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:49.710116+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -133315,6 +138292,7 @@ https://dzone.com/articles/15-devops-trends-to-expect-in-2021:
   last_checked: 1781736235.315504
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:55.315504+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -133346,6 +138324,7 @@ https://dzone.com/articles/15-useful-helm-charts-tools:
   last_checked: 1781735951.173046
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:11.173046+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -133377,6 +138356,7 @@ https://dzone.com/articles/2-ways-to-integrate-jmeter-tests-into-jenkins:
   last_checked: 1781736134.688926
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:14.688926+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -133410,6 +138390,7 @@ https://dzone.com/articles/3-gpt-3-tools-for-developers-software-engineers-de:
   last_checked: 1781736246.388636
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:44:06.388636+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -133441,6 +138422,7 @@ https://dzone.com/articles/3-steps-to-developing-a-successful-gitops-model:
   last_checked: 1781736234.645082
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:54.645082+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -133471,6 +138453,7 @@ https://dzone.com/articles/32-best-jira-alternatives-for-agile-project-manage:
   last_checked: 1779031406.435087
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:26.435087+02:00'
+  last_ai_eval: null
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@@ -133497,6 +138480,7 @@ https://dzone.com/articles/4-cluster-management-tools-to-compare:
   last_checked: 1781735972.662758
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:32.662758+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -133528,6 +138512,7 @@ https://dzone.com/articles/4-ways-to-build-applications-in-openshift-1:
   last_checked: 1781736123.200871
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:03.200871+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -133559,6 +138544,7 @@ https://dzone.com/articles/5-hosted-kubernetes-platforms:
   last_checked: 1781736143.620172
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:23.620172+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -133591,6 +138577,7 @@ https://dzone.com/articles/7-jvm-arguments-of-highly-effective-applications-1:
   last_checked: 1781735982.929313
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:42.929313+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -133625,6 +138612,7 @@ https://dzone.com/articles/7-microservices-best-practices-for-developers:
   last_checked: 1781735971.795612
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:31.795612+02:00'
+  last_ai_eval: null
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@@ -133656,6 +138644,7 @@ https://dzone.com/articles/7-software-development-models-you-should-know:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:32.792445+02:00'
+  last_ai_eval: null
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@@ -133688,6 +138677,7 @@ https://dzone.com/articles/7-tips-to-achieve-high-availabilityha-for-your-mav-1:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:22.745856+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -133720,6 +138710,7 @@ https://dzone.com/articles/a-beginners-guide-to-infrastructure-as-code:
   last_checked: 1781735960.396439
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:20.396439+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -133751,6 +138742,7 @@ https://dzone.com/articles/a-complete-guide-to-project-management-life-cycle:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:44:05.472018+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -133782,6 +138774,7 @@ https://dzone.com/articles/a-java-developers-guide-to-quarkus:
   last_checked: 1781735982.965119
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:42.965119+02:00'
+  last_ai_eval: null
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@@ -133813,6 +138806,7 @@ https://dzone.com/articles/a-practical-guide-for-container-security:
   last_checked: 1781735925.160521
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:45.160521+02:00'
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@@ -133844,6 +138838,7 @@ https://dzone.com/articles/a-quick-guide-to-deploying-java-apps-on-openshift:
   last_checked: 1781736123.770631
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:03.770631+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -133875,6 +138870,7 @@ https://dzone.com/articles/advanced-kubernetes-deployment-strategies:
   last_checked: 1781736211.456964
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:31.456964+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -133906,6 +138902,7 @@ https://dzone.com/articles/alternatives-to-docker-desktop:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:49.802034+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -133937,6 +138934,7 @@ https://dzone.com/articles/an-overview-of-cicd-pipelines-with-kubernetes:
   last_checked: 1781735900.132273
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:20.132273+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -133968,6 +138966,7 @@ https://dzone.com/articles/apache-airflow-architecture-on-openshift:
   last_checked: 1781736091.435887
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:31.435887+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -133999,6 +138998,7 @@ https://dzone.com/articles/apache-jmeter-keyboard-shortcuts:
   last_checked: 1781736133.534584
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:13.534584+02:00'
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   hierarchy:
@@ -134030,6 +139030,7 @@ https://dzone.com/articles/api-load-testing-with-gatling:
   last_checked: 1781736133.551475
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:13.551475+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -134055,13 +139056,14 @@ https://dzone.com/articles/api-management-vs-api-gateway-and-where-does-api-a:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1781735922.0027
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:42.002700+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -134075,6 +139077,7 @@ https://dzone.com/articles/api-management-vs-api-gateway-and-where-does-api-a:
   v2_locations:
   - developerportals.md
   youtube_mosaic: {}
+  duplicate_of: https://dev.to/moesif/api-management-vs-api-gateway-and-where-does-api-analytics-and-monitoring-fit-4g75
 https://dzone.com/articles/api-testing-with-cucumber:
   title: 'dzone: API Testing With Cucumber'
   description: ''
@@ -134093,6 +139096,7 @@ https://dzone.com/articles/api-testing-with-cucumber:
   last_checked: 1781736169.241436
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:49.241436+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -134125,6 +139129,7 @@ https://dzone.com/articles/api-throttling-strategies:
   last_checked: 1781735867.264917
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:47.264917+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -134156,6 +139161,7 @@ https://dzone.com/articles/apm-tools-comparison-which-one-should-you-choose:
   last_checked: 1781736105.486501
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:45.486501+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -134186,6 +139192,7 @@ https://dzone.com/articles/are-you-12-factor-application-ready:
   last_checked: 1779031576.185531
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:16.185531+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -134212,6 +139219,7 @@ https://dzone.com/articles/are-you-stuck-in-the-new-devops-matrix-from-hell:
   last_checked: 1781736235.525416
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:55.525416+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -134242,6 +139250,7 @@ https://dzone.com/articles/automate-to-save-mental-energy-not-time-1:
   last_checked: 1779034152.367093
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:09:12.367093+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -134268,6 +139277,7 @@ https://dzone.com/articles/autoscaling-your-kubernetes-microservice-with-keda:
   last_checked: 1781736002.575889
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:02.575889+02:00'
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@@ -134299,6 +139309,7 @@ https://dzone.com/articles/aws-basics:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:57.439816+02:00'
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@@ -134330,6 +139341,7 @@ https://dzone.com/articles/aws-basics-bastian-hosts-and-nat:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:57.630311+02:00'
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@@ -134361,6 +139373,7 @@ https://dzone.com/articles/best-emerging-project-management-methodologies-in:
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   needs_ai_refresh: false
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@@ -134392,6 +139405,7 @@ https://dzone.com/articles/best-practices-for-selenium-automation-one-must-kn:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:49.772559+02:00'
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@@ -134424,6 +139438,7 @@ https://dzone.com/articles/best-practices-java-memory-arguments-for-container:
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@@ -134457,6 +139472,7 @@ https://dzone.com/articles/bootstrapping-java-kubernetes-apps-no-yaml:
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@@ -134488,6 +139504,7 @@ https://dzone.com/articles/breaking-up-a-monolithic-database-with-kong:
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@@ -134519,6 +139536,7 @@ https://dzone.com/articles/build-a-java-app-with-gradle:
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@@ -134550,6 +139568,7 @@ https://dzone.com/articles/build-a-java-rest-api-with-quarkus:
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@@ -134581,6 +139600,7 @@ https://dzone.com/articles/build-a-spring-boot-app-with-flyway-and-postgres:
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@@ -134612,6 +139632,7 @@ https://dzone.com/articles/building-a-hybrid-multi-cloud-event-mesh-demo-with:
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@@ -134645,6 +139666,7 @@ https://dzone.com/articles/building-a-restful-service-using-aspnet-core-and-d:
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@@ -134676,6 +139698,7 @@ https://dzone.com/articles/building-java-applications-with-maven:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:23.002937+02:00'
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@@ -134707,6 +139730,7 @@ https://dzone.com/articles/building-rest-api-in-java:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:44.551201+02:00'
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@@ -134738,6 +139762,7 @@ https://dzone.com/articles/checklist-for-api-verification:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:23.800004+02:00'
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@@ -134768,6 +139793,7 @@ https://dzone.com/articles/choosing-the-right-gc:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:51.452829+02:00'
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@@ -134794,6 +139820,7 @@ https://dzone.com/articles/cicd-with-kubernetes-and-helm:
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   needs_ai_refresh: false
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@@ -134824,6 +139851,7 @@ https://dzone.com/articles/cloud-native-development-a-blueprint:
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   needs_ai_refresh: false
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@@ -134850,6 +139878,7 @@ https://dzone.com/articles/code-analysis-with-sonarqube-part-1-setup:
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@@ -134881,6 +139910,7 @@ https://dzone.com/articles/comparing-openapi-with-grpc:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:47.265258+02:00'
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@@ -134913,6 +139943,7 @@ https://dzone.com/articles/comparing-restful-apis-and-soap-apis:
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   discovered_at: '2026-06-18T00:37:46.582256+02:00'
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@@ -134944,6 +139975,7 @@ https://dzone.com/articles/component-tests-for-spring-cloud-microservices:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:34.515690+02:00'
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@@ -134975,6 +140007,7 @@ https://dzone.com/articles/components-of-container-management:
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   discovered_at: '2026-06-18T00:38:49.366115+02:00'
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@@ -135006,6 +140039,7 @@ https://dzone.com/articles/comprehensive-guide-rest-vs-soap:
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   discovered_at: '2026-06-18T00:37:46.237531+02:00'
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@@ -135037,6 +140071,7 @@ https://dzone.com/articles/configuration-drift:
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@@ -135067,6 +140102,7 @@ https://dzone.com/articles/containerd-kubernetes-syslog-forwarding:
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@@ -135094,6 +140130,7 @@ https://dzone.com/articles/continuous-delivery-with-openshift-and-jenkins-ab:
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@@ -135125,6 +140162,7 @@ https://dzone.com/articles/continuous-deployment-on-kubernetes-with-spinnaker:
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@@ -135158,6 +140196,7 @@ https://dzone.com/articles/continuous-integration-in-aws-using-jenkins:
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@@ -135190,6 +140229,7 @@ https://dzone.com/articles/create-install-upgrade-and-rollback-a-helm-chart-p:
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@@ -135215,13 +140255,14 @@ https://dzone.com/articles/create-install-upgrade-rollback-a-helm-chart-part:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
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   discovered_at: '2026-06-18T00:39:11.344448+02:00'
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@@ -135235,6 +140276,7 @@ https://dzone.com/articles/create-install-upgrade-rollback-a-helm-chart-part:
   v2_locations:
   - helm.md
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+  duplicate_of: https://dzone.com/articles/create-install-upgrade-and-rollback-a-helm-chart-p
 https://dzone.com/articles/create-maven-archetype-1:
   title: 'Dzone.com: Creating a Maven Archetype'
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@@ -135506,6 +140556,7 @@ https://dzone.com/articles/devops-101-setup-nginx-in-front-of-your-spring-boo:
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   discovered_at: '2026-05-17T17:09:49.199312+02:00'
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@@ -135532,6 +140583,7 @@ https://dzone.com/articles/devops-cicd-tools-to-watch-out-for-in-2022:
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   discovered_at: '2026-06-18T00:38:20.143386+02:00'
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:48.706824+02:00'
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@@ -135755,6 +140813,7 @@ https://dzone.com/articles/diy-devops-ci-and-cd-with-github-docker-and-a-vps:
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   discovered_at: '2026-06-18T00:38:20.699983+02:00'
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   discovered_at: '2026-05-17T18:06:55.279262+02:00'
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@@ -135851,6 +140912,7 @@ https://dzone.com/articles/easily-automate-your-cicd-pipeline-with-jenkins-he:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:51.713049+02:00'
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@@ -135883,6 +140945,7 @@ https://dzone.com/articles/effectiveness-noise-is-the-problem:
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   discovered_at: '2026-06-18T00:44:05.071400+02:00'
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@@ -135916,6 +140979,7 @@ https://dzone.com/articles/ensure-high-availability-and-uptime-with-kubernete:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:15.200912+02:00'
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   discovered_at: '2026-06-18T00:41:08.508006+02:00'
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@@ -136044,6 +141111,7 @@ https://dzone.com/articles/exploring-the-api-first-design-pattern:
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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@@ -136074,6 +141142,7 @@ https://dzone.com/articles/five-different-ways-to-build-aws-infrastructure:
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   discovered_at: '2026-06-18T00:37:57.723687+02:00'
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@@ -136105,6 +141174,7 @@ https://dzone.com/articles/flight-recorder-examining-java-and-kotlin-apps:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:41.925426+02:00'
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@@ -136136,6 +141206,7 @@ https://dzone.com/articles/flux-windowing-and-aggregation:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:15.737224+02:00'
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   discovered_at: '2026-06-18T00:38:40.718248+02:00'
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   discovered_at: '2026-06-18T00:42:13.753670+02:00'
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@@ -136230,6 +141303,7 @@ https://dzone.com/articles/gatling-light-weight-load-testing-tool:
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   needs_ai_refresh: false
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   discovered_at: '2026-06-18T00:42:13.548701+02:00'
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   needs_ai_refresh: false
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@@ -136316,13 +141392,14 @@ https://dzone.com/articles/getting-started-nexus-maven:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
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   discovered_at: '2026-06-18T00:42:34.466651+02:00'
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@@ -136336,6 +141413,7 @@ https://dzone.com/articles/getting-started-nexus-maven:
   v2_locations:
   - registries.md
   youtube_mosaic: {}
+  duplicate_of: https://dzone.com/refcardz/getting-started-with-rancher
 https://dzone.com/articles/getting-started-with-java-ee-8-payara-5-and-eclips:
   title: 'Dzone: Getting Started With Java EE 8, Payara 5 and Eclipse Oxygen'
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@@ -136355,6 +141433,7 @@ https://dzone.com/articles/getting-started-with-java-ee-8-payara-5-and-eclips:
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   needs_ai_refresh: false
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@@ -136417,6 +141497,7 @@ https://dzone.com/articles/getting-started-with-kibana-advanced-searches:
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@@ -136509,6 +141592,7 @@ https://dzone.com/articles/gitops-with-openshift-applier:
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   discovered_at: '2026-06-18T00:41:22.310523+02:00'
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   hierarchy:
@@ -138214,6 +143352,7 @@ https://dzone.com/articles/meet-the-docker-maven-plugin:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:23.750557+02:00'
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   hierarchy:
@@ -138245,6 +143384,7 @@ https://dzone.com/articles/memory-leak-andjava-code:
   last_checked: 1781735985.000702
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:45.000702+02:00'
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   hierarchy:
@@ -138276,6 +143416,7 @@ https://dzone.com/articles/messaging-for-multicloud-resilience:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:20.995892+02:00'
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   hierarchy:
@@ -138307,6 +143448,7 @@ https://dzone.com/articles/micro-frontend-architecture:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:33.621106+02:00'
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   hierarchy:
@@ -138338,6 +143480,7 @@ https://dzone.com/articles/micro-frontends-by-example-8:
   last_checked: 1781735972.793958
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:32.793958+02:00'
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@@ -138370,6 +143513,7 @@ https://dzone.com/articles/microservices-and-the-event-aggregator-pattern:
   last_checked: 1781736080.900916
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:20.900916+02:00'
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   hierarchy:
@@ -138402,6 +143546,7 @@ https://dzone.com/articles/microservices-event-driven-architecture-and-kafka:
   last_checked: 1781736081.573805
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:21.573805+02:00'
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@@ -138433,6 +143578,7 @@ https://dzone.com/articles/microservices-patterns-sidecar:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:41.536738+02:00'
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:46.580419+02:00'
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@@ -138495,6 +143642,7 @@ https://dzone.com/articles/mitigating-devops-repository-risks:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:58.484054+02:00'
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@@ -138527,6 +143675,7 @@ https://dzone.com/articles/monitoring-using-spring-boot-20-prometheus-and-gra:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:15.627420+02:00'
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:31.627115+02:00'
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:41.776018+02:00'
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:23.549300+02:00'
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@@ -138653,6 +143805,7 @@ https://dzone.com/articles/nginx-reverse-proxy-ubuntu-1804:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:00.305109+02:00'
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@@ -138684,6 +143837,7 @@ https://dzone.com/articles/oauth-20-beginners-guide:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:26.383878+02:00'
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@@ -138715,6 +143869,7 @@ https://dzone.com/articles/openshift-egress-options:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:03.067866+02:00'
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   needs_ai_refresh: false
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:41.352032+02:00'
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   hierarchy:
@@ -138814,6 +143971,7 @@ https://dzone.com/articles/origins-trunk-based:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:00.416739+02:00'
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@@ -138846,6 +144004,7 @@ https://dzone.com/articles/parameterize-jenkinsfile-in-multibranch-jobs:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:51.878378+02:00'
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:46.437249+02:00'
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@@ -138908,6 +144068,7 @@ https://dzone.com/articles/perfomance-testing-with-gatling:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:14.879574+02:00'
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:42.745099+02:00'
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:43.218109+02:00'
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@@ -139007,6 +144170,7 @@ https://dzone.com/articles/platform-as-code-with-openshift-amp-terraform:
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   needs_ai_refresh: false
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:20.330105+02:00'
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:20.632000+02:00'
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:03.465411+02:00'
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@@ -139134,6 +144301,7 @@ https://dzone.com/articles/prometheus-collectors:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:15.651900+02:00'
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:10.457764+02:00'
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   discovered_at: '2026-06-18T00:42:48.271697+02:00'
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   discovered_at: '2026-06-18T00:38:41.644313+02:00'
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   discovered_at: '2026-06-18T00:37:57.784154+02:00'
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   discovered_at: '2026-06-18T00:37:47.527422+02:00'
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   needs_ai_refresh: false
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   discovered_at: '2026-06-18T00:37:47.466561+02:00'
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   discovered_at: '2026-06-18T00:41:21.570808+02:00'
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   discovered_at: '2026-06-18T00:42:47.916449+02:00'
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   discovered_at: '2026-06-18T00:40:56.908916+02:00'
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@@ -140251,6 +145454,7 @@ https://dzone.com/articles/terraform-with-aws:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:53.088323+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -140282,6 +145486,7 @@ https://dzone.com/articles/testing-the-untestable-and-other-anti-patterns:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:35.042104+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -140312,6 +145517,7 @@ https://dzone.com/articles/the-10-minute-read-to-understanding-devops-tools:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:11.503112+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -140340,6 +145546,7 @@ https://dzone.com/articles/the-best-cloud-migration-approach-lift-and-shift-r:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:00.940522+02:00'
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   hierarchy:
@@ -140371,6 +145578,7 @@ https://dzone.com/articles/the-best-java-testing-frameworks-to-focus-in-2021:
   last_checked: 1781735993.484468
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:53.484468+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -140402,6 +145610,7 @@ https://dzone.com/articles/the-concept-of-domain-driven-design-explained:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:33.096083+02:00'
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   hierarchy:
@@ -140433,6 +145642,7 @@ https://dzone.com/articles/the-groovy-templates-cheat-sheet-for-jmeter:
   last_checked: 1781735890.047013
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:10.047013+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -140464,6 +145674,7 @@ https://dzone.com/articles/the-keys-to-performance-tuning-and-testing:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:45.222860+02:00'
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   hierarchy:
@@ -140495,6 +145706,7 @@ https://dzone.com/articles/the-power-of-automated-testing-and-test-management:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:48.441215+02:00'
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   hierarchy:
@@ -140528,6 +145740,7 @@ https://dzone.com/articles/the-ultimate-json-library-jsonsimple-vs-gson-vs-ja:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:00.369097+02:00'
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   hierarchy:
@@ -140560,6 +145773,7 @@ https://dzone.com/articles/top-10-best-practices-for-jenkins-pipeline:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:52.375378+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -140591,6 +145805,7 @@ https://dzone.com/articles/top-10-low-code-articles:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:08.489260+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -140623,6 +145838,7 @@ https://dzone.com/articles/top-11-challenges-in-automation-testing-using-sele:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:49.726327+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -140654,6 +145870,7 @@ https://dzone.com/articles/top-20-git-commands-with-examples:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:59.792352+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -140685,6 +145902,7 @@ https://dzone.com/articles/top-35-git-commands-with-examples-and-bonus:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:09.754154+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -140716,6 +145934,7 @@ https://dzone.com/articles/top-40-project-management-terms-and-concepts-of-20:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:44:05.596822+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -140748,6 +145967,7 @@ https://dzone.com/articles/top-microservices-testing-tools-testers-should-kno:
   last_checked: 1781736155.089281
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:35.089281+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -140779,6 +145999,7 @@ https://dzone.com/articles/top-time-wastes-as-a-software-engineer:
   last_checked: 1781735971.529758
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:31.529758+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -140812,6 +146033,7 @@ https://dzone.com/articles/transitioning-from-monolith-to-microservices:
   last_checked: 1781735970.920548
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:30.920548+02:00'
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   hierarchy:
@@ -140843,6 +146065,7 @@ https://dzone.com/articles/troubleshoot-sudden-cpu-spikes:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:42.020220+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -140874,6 +146097,7 @@ https://dzone.com/articles/understanding-openshift-security-context-constrain:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:03.045081+02:00'
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   hierarchy:
@@ -140908,6 +146132,7 @@ https://dzone.com/articles/understanding-the-java-memory-model-and-the-garbag:
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   hierarchy:
@@ -140939,6 +146164,7 @@ https://dzone.com/articles/using-gitlab-rest-api-to-create-projects:
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   discovered_at: '2026-06-18T00:39:00.919111+02:00'
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   hierarchy:
@@ -140971,6 +146197,7 @@ https://dzone.com/articles/visualize-your-apache-kafka-streams-using-the-quar:
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   hierarchy:
@@ -141002,6 +146229,7 @@ https://dzone.com/articles/we-are-testing-software-incorrectly-and-its-costly:
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   discovered_at: '2026-06-18T00:42:34.875686+02:00'
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   hierarchy:
@@ -141033,6 +146261,7 @@ https://dzone.com/articles/what-is-apiops-and-how-to-be-successful-at-apiops:
   last_checked: 1781736245.17665
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:44:05.176650+02:00'
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   hierarchy:
@@ -141064,6 +146293,7 @@ https://dzone.com/articles/what-is-cidr-classless-inter-domain-routing-in-mul:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:43.737613+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -141094,6 +146324,7 @@ https://dzone.com/articles/what-is-devops-2:
   last_checked: 1779031478.142171
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   discovered_at: '2026-05-17T17:24:38.142171+02:00'
+  last_ai_eval: null
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@@ -141120,6 +146351,7 @@ https://dzone.com/articles/what-is-noops:
   last_checked: 1781736111.853338
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:51.853338+02:00'
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   hierarchy:
@@ -141151,6 +146383,7 @@ https://dzone.com/articles/what-is-zero-trust-security:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:45.080230+02:00'
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   hierarchy:
@@ -141182,6 +146415,7 @@ https://dzone.com/articles/when-to-use-logic-apps-and-azure-functions:
   last_checked: 1781736168.441719
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   discovered_at: '2026-06-18T00:42:48.441719+02:00'
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   hierarchy:
@@ -141214,6 +146448,7 @@ https://dzone.com/articles/when-to-use-serverless-when-to-use-kubernetes:
   last_checked: 1781736168.348581
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:48.348581+02:00'
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   hierarchy:
@@ -141247,6 +146482,7 @@ https://dzone.com/articles/why-i-prefer-trunk-based-development-over-feature:
   last_checked: 1781735940.416313
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   discovered_at: '2026-06-18T00:39:00.416313+02:00'
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   hierarchy:
@@ -141278,6 +146514,7 @@ https://dzone.com/articles/why-sonarqube-1:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:49.133887+02:00'
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   hierarchy:
@@ -141309,6 +146546,7 @@ https://dzone.com/articles/zipkin-vs-jaeger-getting-started-with-tracing:
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   discovered_at: '2026-06-18T00:41:43.092963+02:00'
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   hierarchy:
@@ -141340,6 +146578,7 @@ https://dzone.com/asset/download/212:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:10.766278+02:00'
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   hierarchy:
@@ -141372,6 +146611,7 @@ https://dzone.com/asset/download/223:
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   discovered_at: '2026-05-17T17:53:33.042461+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -141402,6 +146642,7 @@ https://dzone.com/devops-tutorials-tools-news:
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   discovered_at: '2026-05-17T17:27:04.801042+02:00'
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   hierarchy: []
@@ -141428,6 +146669,7 @@ https://dzone.com/refcardz/advanced-kubernetes:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:22.957856+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -141459,6 +146701,7 @@ https://dzone.com/refcardz/binary-repository-management:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:05.950351+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -141492,6 +146735,7 @@ https://dzone.com/refcardz/continuous-delivery-patterns:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:08.804406+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -141524,6 +146768,7 @@ https://dzone.com/refcardz/continuous-delivery-with-jenkins-pipeline:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:42.573094+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -141555,6 +146800,7 @@ https://dzone.com/refcardz/continuous-integration-servers:
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   discovered_at: '2026-05-17T17:37:07.622329+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -141587,6 +146833,7 @@ https://dzone.com/refcardz/declarative-pipeline-with-jenkins:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:40:55.114820+02:00'
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   hierarchy:
@@ -141618,6 +146865,7 @@ https://dzone.com/refcardz/essential-apache-http-server:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:52.765437+02:00'
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   company: null
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   hierarchy:
@@ -141649,6 +146897,7 @@ https://dzone.com/refcardz/getting-started-git:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:02.899867+02:00'
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   hierarchy:
@@ -141682,6 +146931,7 @@ https://dzone.com/refcardz/getting-started-infinispan:
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   discovered_at: '2026-05-17T17:37:16.031226+02:00'
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   hierarchy:
@@ -141713,6 +146963,7 @@ https://dzone.com/refcardz/getting-started-with-apache-jmeter?chapter=1:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:05.146319+02:00'
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   company: null
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   hierarchy:
@@ -141737,13 +146988,14 @@ https://dzone.com/refcardz/getting-started-with-docker-1:
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   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779031826.921184
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:26.921184+02:00'
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   company: null
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   hierarchy:
@@ -141757,6 +147009,7 @@ https://dzone.com/refcardz/getting-started-with-docker-1:
   v2_locations:
   - docker.md
   youtube_mosaic: {}
+  duplicate_of: https://dzone.com/refcardz/getting-started-with-apache-jmeter?chapter=1
 https://dzone.com/refcardz/getting-started-with-openshift:
   title: "dzone refcard: Getting Started With OpenShift \U0001F31F"
   description: ''
@@ -141768,13 +147021,14 @@ https://dzone.com/refcardz/getting-started-with-openshift:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779030418.328575
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:58.328575+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -141790,6 +147044,7 @@ https://dzone.com/refcardz/getting-started-with-openshift:
   - cheatsheets.md
   - ocp4.md
   youtube_mosaic: {}
+  duplicate_of: https://dzone.com/refcardz/getting-started-with-docker-1
 https://dzone.com/refcardz/getting-started-with-quarkus-serverless-functions:
   title: 'dzone refcard: Getting Started With Quarkus Serverless Functions'
   description: ''
@@ -141809,6 +147064,7 @@ https://dzone.com/refcardz/getting-started-with-quarkus-serverless-functions:
   last_checked: 1779030553.837454
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:13.837454+02:00'
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   company: null
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   hierarchy:
@@ -141841,6 +147097,7 @@ https://dzone.com/refcardz/getting-started-with-rancher:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -141871,6 +147128,7 @@ https://dzone.com/refcardz/git-patterns-and-anti-patterns:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:24.270530+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -141902,6 +147160,7 @@ https://dzone.com/refcardz/groovy:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:45.592900+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -141933,6 +147192,7 @@ https://dzone.com/refcardz/java-caching:
   last_checked: 1779031445.843975
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:05.843975+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -141966,6 +147226,7 @@ https://dzone.com/refcardz/java-containerization:
   last_checked: 1779032834.740016
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:14.740016+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -141997,6 +147258,7 @@ https://dzone.com/refcardz/jenkins-paas:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:10.795506+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -142021,13 +147283,14 @@ https://dzone.com/refcardz/kubernetes-essentials:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779033210.760654
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:30.760654+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -142041,6 +147304,7 @@ https://dzone.com/refcardz/kubernetes-essentials:
   v2_locations:
   - kubernetes-tutorials.md
   youtube_mosaic: {}
+  duplicate_of: https://dzone.com/refcardz/getting-started-with-docker-1
 https://dzone.com/refcardz/kubernetes-multi-cluster-management-and-governance:
   title: 'dzone refcard: Kubernetes Multi-Cluster Management and Governance'
   description: ''
@@ -142060,6 +147324,7 @@ https://dzone.com/refcardz/kubernetes-multi-cluster-management-and-governance:
   last_checked: 1779031425.516678
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:45.516678+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -142091,6 +147356,7 @@ https://dzone.com/refcardz/monitoring-kubernetes:
   last_checked: 1779030614.774975
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:14.774975+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -142122,6 +147388,7 @@ https://dzone.com/refcardz/quarkus-1:
   last_checked: 1779030364.675038
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:04.675038+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -142154,6 +147421,7 @@ https://dzone.com/refcardz/rest-foundations-restful:
   last_checked: 1779029067.905809
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:27.905809+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -142185,6 +147453,7 @@ https://dzone.com/refcardz/scaling-and-augmenting-prometheus:
   last_checked: 1779030028.679056
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:28.679056+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -142216,6 +147485,7 @@ https://dzone.com/refcardz/scrum:
   last_checked: 1779031543.439166
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:43.439166+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -142247,6 +147517,7 @@ https://dzone.com/refcardz/sql-syntax-for-apache-drill:
   last_checked: 1779032034.516887
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:54.516887+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -142278,6 +147549,7 @@ https://dzone.com/refcardz/the-essentials-of-gitops:
   last_checked: 1779033921.518142
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:21.518142+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -142309,6 +147581,7 @@ https://dzone.com/trendreports:
   last_checked: 1779030248.402354
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:08.402354+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -142334,6 +147607,7 @@ https://dzone.com/trendreports/devops-3:
   last_checked: 1779032282.235261
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:02.235261+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -142364,6 +147638,7 @@ https://dzone.com/trendreports/kubernetes-in-the-enterprise-1:
   last_checked: 1779033614.770279
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:14.770279+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -142388,6 +147663,7 @@ https://dzone.com/whitepapers/the-12-factor-app-infographic:
   last_checked: 1779033715.606135
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:55.606135+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -142413,6 +147689,7 @@ https://e-learning.zeef.com/tracy.parish:
   last_checked: 1779031061.138333
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:41.138333+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -142447,6 +147724,7 @@ https://e.printstacktrace.blog/using-jenkins-pipeline-parallel-stages-to-build-m
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -142458,6 +147736,7 @@ https://e.printstacktrace.blog/using-jenkins-pipeline-parallel-stages-to-build-m
   v1_locations: []
   v2_locations:
   - demos.md
+  - maven-gradle.md
   youtube_mosaic: {}
 https://e.printstacktrace.blog/using-sdkman-as-a-docker-image-for-jenkins-pipeline-a-step-by-step-guide:
   title: "Using SDKMAN! as a docker image for Jenkins Pipeline - a step by step guide
@@ -142492,6 +147771,7 @@ https://e.printstacktrace.blog/using-sdkman-as-a-docker-image-for-jenkins-pipeli
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -142504,6 +147784,7 @@ https://e.printstacktrace.blog/using-sdkman-as-a-docker-image-for-jenkins-pipeli
   v1_locations: []
   v2_locations:
   - demos.md
+  - maven-gradle.md
   youtube_mosaic: {}
 https://ealtili.medium.com/deepdive-to-vpcs-and-connections-to-vpc-2de3fb164d7c:
   title: 'ealtili.medium.com: Deepdive to VPCs and Connections to VPC'
@@ -142523,6 +147804,7 @@ https://ealtili.medium.com/deepdive-to-vpcs-and-connections-to-vpc-2de3fb164d7c:
   last_checked: 1779031108.803205
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:28.803205+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -142555,6 +147837,7 @@ https://ebook.bobby.sh/training.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -142587,6 +147870,7 @@ https://ec2.shop:
   last_checked: 1779030653.111004
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:10:53.111004+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -142618,6 +147902,7 @@ https://ecem.dev/kubernetes-basics-core-components-yaml-files-2a11841eb72a:
   last_checked: 1779031591.616448
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:31.616448+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -142652,6 +147937,7 @@ https://eclipse.dev/jkube:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -142686,6 +147972,7 @@ https://eclipse.dev/jkube/docs/migration-guide:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -142699,6 +147986,7 @@ https://eclipse.dev/jkube/docs/migration-guide:
   v1_locations: []
   v2_locations:
   - kubernetes-client-libraries.md
+  - maven-gradle.md
   youtube_mosaic: {}
 https://eclipse.org/jkube:
   title: JKube
@@ -142717,6 +148005,7 @@ https://eclipse.org/jkube:
   last_checked: 1779030385.493185
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:25.493185+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -142745,6 +148034,7 @@ https://eclipse.org/jkube:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -142774,6 +148064,7 @@ https://eda.jortilles.com/en/jortilles-english:
   last_checked: 1779030501.252443
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:21.252443+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -142801,6 +148092,7 @@ https://edgebricks.com/why-public-clouds-get-so-expensive-over-time:
   last_checked: 1779032223.878577
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:03.878577+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -142832,6 +148124,7 @@ https://edgehog.blog/getting-started-with-k8s-core-concepts-135fb570462e:
   last_checked: 1779031074.268003
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:54.268003+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -142863,6 +148156,7 @@ https://edidiongasikpo.com/getting-started-with-the-dom-ck9u4u82503or6es16p2rx7c
   last_checked: 1779031448.647618
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:08.647618+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -142894,6 +148188,7 @@ https://edidiongasikpo.com/how-to-give-developers-secure-access-to-kubernetes-cl
   last_checked: 1779032556.267089
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:36.267089+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -142924,6 +148219,7 @@ https://edition.cnn.com/2021/12/15/tech/log4j-vulnerability/index.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -142946,13 +148242,14 @@ https://editor.cilium.io:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 30857276ad41f46b3ba1a7646d8025c65d7faff1a36e4f9b26800fb5724e8b49
   health_score: 100.0
   last_checked: 1779030856.95366
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:16.953660+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -142961,6 +148258,7 @@ https://editor.cilium.io:
   - docs/kubernetes-networking.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://editor.networkpolicy.io
 https://editor.networkpolicy.io:
   title: "editor.cilium.io \U0001F31F"
   description: ''
@@ -142980,6 +148278,7 @@ https://editor.networkpolicy.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -143011,6 +148310,7 @@ https://edotor.net:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -143033,13 +148333,14 @@ https://edu.gcfglobal.org/en:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 706387a492a002123259fbb42ed6a8595a1bb1bd10e2d013a15c6d0ab1deebcd
   health_score: 100.0
   last_checked: 1779030025.953954
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:25.953954+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -143048,6 +148349,7 @@ https://edu.gcfglobal.org/en:
   - docs/elearning.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.learnfree.org/en
 https://education.github.com:
   title: education.github.com
   description: ''
@@ -143058,13 +148360,14 @@ https://education.github.com:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: d3ec3491d5d92257f86777a8d10d8ae28c3facc3f672b24ddd8595310685a834
   health_score: 100.0
   last_checked: 1779029472.767419
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:12.767419+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -143073,6 +148376,7 @@ https://education.github.com:
   - docs/git.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/education
 https://education.github.com/git-cheat-sheet-education.pdf:
   title: "education.github.com: Git cheat sheet \U0001F31F"
   description: ''
@@ -143093,6 +148397,7 @@ https://education.github.com/git-cheat-sheet-education.pdf:
   last_checked: 1779029575.344675
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:52:55.344675+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -143130,6 +148435,7 @@ https://ee.kumuluz.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -143162,6 +148468,7 @@ https://eev.ee/blog/2016/07/31/python-faq-why-should-i-use-python-3:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -143185,13 +148492,14 @@ https://eevans.co/blog/deconstructing-kubernetes-networking:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779032236.063569
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:16.063569+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -143205,6 +148513,7 @@ https://eevans.co/blog/deconstructing-kubernetes-networking:
   v2_locations:
   - kubernetes-networking.md
   youtube_mosaic: {}
+  duplicate_of: https://eevans.co/blog/deconstructing-kubernetes-networking/index.html
 https://eggboy.medium.com/ci-cd-java-apps-securely-to-azure-kubernetes-service-with-github-action-part-1-16393af4d097:
   title: 'eggboy.medium.com: CI/CD Java apps securely to Azure Kubernetes Service''
     with GitHub Action β€” Part 1'
@@ -143225,6 +148534,7 @@ https://eggboy.medium.com/ci-cd-java-apps-securely-to-azure-kubernetes-service-w
   last_checked: 1779030986.089251
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:26.089251+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -143258,6 +148568,7 @@ https://ehcache.org:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -143280,13 +148591,14 @@ https://ehcache.org:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: 100.0
   last_checked: 1779130494.988843
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.988843+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -143295,6 +148607,7 @@ https://ehcache.org:
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.eksworkshop.com
 'https://eksworkshop.com/ ':
   title: eksworkshop.com
   description: ''
@@ -143305,13 +148618,14 @@ https://ehcache.org:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779030348.270518
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:48.270518+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -143320,6 +148634,7 @@ https://ehcache.org:
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: 'https://eksworkshop.com '
 https://eksworkshop.com/scaling/deploy_ca:
   title: 'eksworkshop.com: Configure Cluster Autoscaler (CA)'
   description: ''
@@ -143338,6 +148653,7 @@ https://eksworkshop.com/scaling/deploy_ca:
   last_checked: 1779032793.458973
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:33.458973+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -143371,6 +148687,7 @@ https://eksworkshop.com/x-ray/microservices:
   last_checked: 1779032177.765212
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:17.765212+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -143406,6 +148723,7 @@ https://elastisys.io/compliantkubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -143437,6 +148755,7 @@ https://eli.thegreenplace.net/2021/rest-servers-in-go-part-4-using-openapi-and-s
   last_checked: 1779032152.632902
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:35:52.632902+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -143470,6 +148789,7 @@ https://elmanytas.es/?q=node/358:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -143500,6 +148820,7 @@ https://elpais.com/smoda/trabajo/apariencias-venderse-trabajo.html:
   last_checked: 1779130494.95686
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.956860+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -143523,13 +148844,14 @@ https://emea-resources.awscloud.com/spain-events-webinars:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 5354e32447e7f82a812660384b5a4f87c8462c4407d5bbe69d0510043596c53e
   health_score: 100.0
   last_checked: 1779029838.341892
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:57:18.341892+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -143538,6 +148860,7 @@ https://emea-resources.awscloud.com/spain-events-webinars:
   - docs/aws-spain.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://aws.amazon.com/events
 https://eminaktas.medium.com/debug-containerd-in-production-fe93ef4e3ce2:
   title: 'eminaktas.medium.com: Debug Containerd in Production'
   description: ''
@@ -143556,6 +148879,7 @@ https://eminaktas.medium.com/debug-containerd-in-production-fe93ef4e3ce2:
   last_checked: 1779030024.595562
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:24.595562+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -143589,6 +148913,7 @@ https://eminalemdar.medium.com/cloud-native-secret-management-with-external-secr
   last_checked: 1779033781.921885
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:01.921885+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -143620,6 +148945,7 @@ https://emirayhan.medium.com/kubernetes-k8s-deployment-strategies-eb3a0f5cbc49:
   last_checked: 1779029120.726071
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:20.726071+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -143653,6 +148979,7 @@ https://emirayhan.medium.com/what-is-the-difference-message-queue-and-message-bu
   last_checked: 1779032681.656327
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:41.656327+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -143686,6 +149013,7 @@ https://empathy.co/blog/hat-ci-cd-for-deploying-cloud-native-applications:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -143719,6 +149047,7 @@ https://empresas.blogthinkbig.com/descubierta-vulnerabilidad-kubernetes-permite-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -143750,6 +149079,7 @@ https://emptysqua.re/blog/getaddrinfo-deadlock:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2015-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -143781,6 +149111,7 @@ https://en.sokube.ch/post/aws-kubernetes-aws-elastic-kubernetes-service-eks:
   last_checked: 1779032087.751731
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:47.751731+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -143812,6 +149143,7 @@ https://en.sokube.ch/post/gitops-and-the-millefeuille-dilemma-1:
   last_checked: 1779032157.417752
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:57.417752+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -143844,6 +149176,7 @@ https://en.sokube.ch/post/k3s-k3d-k8s-a-new-perfect-match-for-dev-and-test-1:
   last_checked: 1779033923.757431
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:23.757431+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -143876,6 +149209,7 @@ https://en.wikipedia.org/wiki/.NET:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -143905,6 +149239,7 @@ https://en.wikipedia.org/wiki/All_round_defence:
   last_checked: 1779033050.675641
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:50.675641+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -143931,6 +149266,7 @@ https://en.wikipedia.org/wiki/Amazon_Virtual_Private_Cloud:
   last_checked: 1779034355.338388
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:35.338388+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -143964,6 +149300,7 @@ https://en.wikipedia.org/wiki/Apache_Groovy:
   last_checked: 1779032457.093573
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:40:57.093573+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -143995,6 +149332,7 @@ https://en.wikipedia.org/wiki/Apache_Maven:
   last_checked: 1779032360.938302
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:20.938302+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -144026,6 +149364,7 @@ https://en.wikipedia.org/wiki/Apdex:
   last_checked: 1779034041.592484
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:21.592484+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -144057,6 +149396,7 @@ https://en.wikipedia.org/wiki/Application_performance_management:
   last_checked: 1779030305.468059
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:05.468059+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -144088,6 +149428,7 @@ https://en.wikipedia.org/wiki/Azure_DevOps:
   last_checked: 1779030927.862896
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:27.862896+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -144111,13 +149452,14 @@ https://en.wikipedia.org/wiki/Azure_DevOps_Server:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779030322.800762
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:22.800762+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -144126,6 +149468,7 @@ https://en.wikipedia.org/wiki/Azure_DevOps_Server:
   - docs/git.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://en.wikipedia.org/wiki/Azure_DevOps
 https://en.wikipedia.org/wiki/Blockchain:
   title: 'en.wikipedia.org: Blockchain'
   description: ''
@@ -144144,6 +149487,7 @@ https://en.wikipedia.org/wiki/Blockchain:
   last_checked: 1779029513.452039
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:53.452039+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -144175,6 +149519,7 @@ https://en.wikipedia.org/wiki/Bus_factor:
   last_checked: 1779032571.520596
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:51.520596+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -144207,6 +149552,7 @@ https://en.wikipedia.org/wiki/Cloud-based_integration:
   last_checked: 1779031902.388231
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:42.388231+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -144238,6 +149584,7 @@ https://en.wikipedia.org/wiki/Cockroach_Labs:
   last_checked: 1779030957.656408
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:57.656408+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -144269,6 +149616,7 @@ https://en.wikipedia.org/wiki/Content_delivery_network:
   last_checked: 1779031624.781728
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:04.781728+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -144300,6 +149648,7 @@ https://en.wikipedia.org/wiki/Continuous_delivery:
   last_checked: 1779030688.358088
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:28.358088+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -144331,6 +149680,7 @@ https://en.wikipedia.org/wiki/Continuous_integration:
   last_checked: 1779030228.345692
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:48.345692+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -144362,6 +149712,7 @@ https://en.wikipedia.org/wiki/Couchbase_Server:
   last_checked: 1779031448.446039
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:08.446039+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -144393,6 +149744,7 @@ https://en.wikipedia.org/wiki/Cryptocurrency:
   last_checked: 1779033205.795692
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:25.795692+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -144423,6 +149775,7 @@ https://en.wikipedia.org/wiki/Design_by_contract:
   last_checked: 1779032376.233781
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:36.233781+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -144449,6 +149802,7 @@ https://en.wikipedia.org/wiki/DevOps:
   last_checked: 1779031528.11611
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:28.116110+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -144481,6 +149835,7 @@ https://en.wikipedia.org/wiki/Domain-specific_language:
   last_checked: 1779034288.348706
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:28.348706+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -144507,6 +149862,7 @@ https://en.wikipedia.org/wiki/Dynamic_site_acceleration:
   last_checked: 1779031339.769139
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:19.769139+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -144538,6 +149894,7 @@ https://en.wikipedia.org/wiki/Enterprise_service_bus:
   last_checked: 1779029138.13931
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:38.139310+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -144569,6 +149926,7 @@ https://en.wikipedia.org/wiki/Event-driven_messaging:
   last_checked: 1779031435.519289
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:55.519289+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -144600,6 +149958,7 @@ https://en.wikipedia.org/wiki/Evolutionary_database_design:
   last_checked: 1779032539.879049
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:19.879049+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -144631,6 +149990,7 @@ https://en.wikipedia.org/wiki/Function_as_a_service:
   last_checked: 1779033040.457198
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:40.457198+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -144661,6 +150021,7 @@ https://en.wikipedia.org/wiki/Fuzzing:
   last_checked: 1779031796.244221
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:56.244221+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -144687,6 +150048,7 @@ https://en.wikipedia.org/wiki/GRPC:
   last_checked: 1779031825.053878
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:25.053878+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -144718,6 +150080,7 @@ https://en.wikipedia.org/wiki/Git:
   last_checked: 1779033947.471013
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:47.471013+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -144748,6 +150111,7 @@ https://en.wikipedia.org/wiki/Go_(programming_language:
   last_checked: 1779031255.244294
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:55.244294+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -144774,6 +150138,7 @@ https://en.wikipedia.org/wiki/Google_Search:
   last_checked: 1779034291.703097
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:31.703097+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -144804,6 +150169,7 @@ https://en.wikipedia.org/wiki/Graphite_(software:
   last_checked: 1779032343.918399
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:03.918399+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -144830,6 +150196,7 @@ https://en.wikipedia.org/wiki/HAProxy:
   last_checked: 1779032966.256767
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:26.256767+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -144861,6 +150228,7 @@ https://en.wikipedia.org/wiki/HTTP/2:
   last_checked: 1779031094.112687
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:14.112687+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -144892,6 +150260,7 @@ https://en.wikipedia.org/wiki/HTTP/3:
   last_checked: 1779031327.082873
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:07.082873+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -144922,6 +150291,7 @@ https://en.wikipedia.org/wiki/Horatio_Nelson_Jackson:
   last_checked: 1779031349.206232
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:29.206232+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -144947,6 +150317,7 @@ https://en.wikipedia.org/wiki/IP_address_management:
   last_checked: 1779033019.400389
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:19.400389+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -144977,6 +150348,7 @@ https://en.wikipedia.org/wiki/Infrastructure_as_code:
   last_checked: 1779034295.372192
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:35.372192+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -145003,6 +150375,7 @@ https://en.wikipedia.org/wiki/InspectIT:
   last_checked: 1779032483.448011
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:41:23.448011+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -145035,6 +150408,7 @@ https://en.wikipedia.org/wiki/Internet_of_Things:
   last_checked: 1779029472.485305
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:12.485305+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -145061,6 +150435,7 @@ https://en.wikipedia.org/wiki/JSON:
   last_checked: 1779034557.86111
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:57.861110+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -145093,6 +150468,7 @@ https://en.wikipedia.org/wiki/Jakarta_EE:
   last_checked: 1779030011.674391
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:11.674391+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -145124,6 +150500,7 @@ https://en.wikipedia.org/wiki/JavaScript:
   last_checked: 1779031620.093041
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:00.093041+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -145155,6 +150532,7 @@ https://en.wikipedia.org/wiki/Java_Platform,_Enterprise_Edition:
   last_checked: 1779032832.85899
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:12.858990+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -145188,6 +150566,7 @@ https://en.wikipedia.org/wiki/Kiss_up_kick_down:
   last_checked: 1779031466.561738
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:26.561738+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -145214,13 +150593,14 @@ https://en.wikipedia.org/wiki/Kubernetes:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779032248.469812
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:28.469812+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -145234,6 +150614,7 @@ https://en.wikipedia.org/wiki/Kubernetes:
   v2_locations:
   - kubernetes.md
   youtube_mosaic: {}
+  duplicate_of: https://www.thoughtworks.com/radar/platforms/kubernetes
 https://en.wikipedia.org/wiki/Lean_software_development:
   title: 'Wikipedia: Lean software development'
   description: ''
@@ -145251,6 +150632,7 @@ https://en.wikipedia.org/wiki/Lean_software_development:
   last_checked: 1779033213.030636
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:33.030636+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -145277,6 +150659,7 @@ https://en.wikipedia.org/wiki/List_of_HTTP_status_codes:
   last_checked: 1779031651.886085
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:31.886085+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -145308,6 +150691,7 @@ https://en.wikipedia.org/wiki/List_of_performance_analysis_tools:
   last_checked: 1779032239.334371
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:19.334371+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -145341,6 +150725,7 @@ https://en.wikipedia.org/wiki/MIT_License:
   last_checked: 1779029984.921996
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:44.921996+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -145372,6 +150757,7 @@ https://en.wikipedia.org/wiki/Message_broker:
   last_checked: 1779032884.284755
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:04.284755+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -145395,13 +150781,14 @@ https://en.wikipedia.org/wiki/Microsoft_Visual_Studio:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779033081.334125
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:21.334125+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -145410,6 +150797,7 @@ https://en.wikipedia.org/wiki/Microsoft_Visual_Studio:
   - docs/git.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://en.wikipedia.org/wiki/Azure_DevOps_Server
 https://en.wikipedia.org/wiki/Minimum_viable_product:
   title: Minimum Viable Product
   description: ''
@@ -145428,6 +150816,7 @@ https://en.wikipedia.org/wiki/Minimum_viable_product:
   last_checked: 1779034097.233064
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:17.233064+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -145459,6 +150848,7 @@ https://en.wikipedia.org/wiki/NoSQL:
   last_checked: 1779033823.340563
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:43.340563+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -145490,6 +150880,7 @@ https://en.wikipedia.org/wiki/Node.js:
   last_checked: 1779031693.805619
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:13.805619+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -145521,6 +150912,7 @@ https://en.wikipedia.org/wiki/OpenAPI_Specification:
   last_checked: 1779032785.472547
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:25.472547+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -145552,6 +150944,7 @@ https://en.wikipedia.org/wiki/OpenShift:
   last_checked: 1779034533.299464
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:33.299464+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -145583,6 +150976,7 @@ https://en.wikipedia.org/wiki/Open_banking:
   last_checked: 1779034336.086388
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:16.086388+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -145616,6 +151010,7 @@ https://en.wikipedia.org/wiki/OverOps:
   last_checked: 1779032884.307701
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:04.307701+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -145649,6 +151044,7 @@ https://en.wikipedia.org/wiki/Payara_Server:
   last_checked: 1779033784.633067
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:04.633067+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -145680,6 +151076,7 @@ https://en.wikipedia.org/wiki/Payment_Card_Industry_Data_Security_Standard:
   last_checked: 1779034571.618671
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:11.618671+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -145711,6 +151108,7 @@ https://en.wikipedia.org/wiki/Payment_Services_Directive:
   last_checked: 1779029640.560861
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:54:00.560861+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -145742,6 +151140,7 @@ https://en.wikipedia.org/wiki/Remote_procedure_call:
   last_checked: 1779033384.505441
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:24.505441+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -145773,6 +151172,7 @@ https://en.wikipedia.org/wiki/Representational_state_transfer:
   last_checked: 1779029274.137624
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:54.137624+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -145804,6 +151204,7 @@ https://en.wikipedia.org/wiki/Responsibility_assignment_matrix:
   last_checked: 1779029110.384485
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:10.384485+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -145834,6 +151235,7 @@ https://en.wikipedia.org/wiki/Rubber_duck_debugging:
   last_checked: 1779029613.211203
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:33.211203+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -145860,6 +151262,7 @@ https://en.wikipedia.org/wiki/SOAP:
   last_checked: 1779029151.212999
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:51.212999+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -145891,6 +151294,7 @@ https://en.wikipedia.org/wiki/Site_Reliability_Engineering:
   last_checked: 1779031190.098791
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:50.098791+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -145922,6 +151326,7 @@ https://en.wikipedia.org/wiki/Software_bot:
   last_checked: 1779031543.493634
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:43.493634+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -145953,6 +151358,7 @@ https://en.wikipedia.org/wiki/SonarQube:
   last_checked: 1779030736.457059
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:16.457059+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -145984,6 +151390,7 @@ https://en.wikipedia.org/wiki/Spring_Roo:
   last_checked: 1779032661.822566
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:21.822566+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -146015,6 +151422,7 @@ https://en.wikipedia.org/wiki/Streaming_data:
   last_checked: 1779033092.299013
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:32.299013+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -146045,6 +151453,7 @@ https://en.wikipedia.org/wiki/Time_series:
   last_checked: 1779032728.714813
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:28.714813+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -146070,6 +151479,7 @@ https://en.wikipedia.org/wiki/Time_series_database:
   last_checked: 1779029118.656523
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:18.656523+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -146095,6 +151505,7 @@ https://en.wikipedia.org/wiki/Twelve-Factor_App_methodology:
   last_checked: 1779031341.369974
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:21.369974+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -146120,6 +151531,7 @@ https://en.wikipedia.org/wiki/Value_stream:
   last_checked: 1779034265.034627
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:05.034627+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -146146,6 +151558,7 @@ https://en.wikipedia.org/wiki/VisualVM:
   last_checked: 1779034484.191096
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:44.191096+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -146179,6 +151592,7 @@ https://en.wikipedia.org/wiki/WebSocket:
   last_checked: 1779029569.570077
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:49.570077+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -146210,6 +151624,7 @@ https://en.wikipedia.org/wiki/Web_cache:
   last_checked: 1779031962.14608
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:32:42.146080+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -146241,6 +151656,7 @@ https://en.wikipedia.org/wiki/Workflow_engine:
   last_checked: 1779032779.601455
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:19.601455+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -146272,6 +151688,7 @@ https://en.wikipedia.org/wiki/Xamarin:
   last_checked: 1779033906.251972
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:06.251972+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -146303,6 +151720,7 @@ https://en.wikipedia.org/wiki/YAML:
   last_checked: 1779031190.093632
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:50.093632+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -146337,6 +151755,7 @@ https://eng.grip.security/enabling-aws-iam-group-access-to-an-eks-cluster-using-
   last_checked: 1779033761.276468
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:41.276468+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -146368,6 +151787,7 @@ https://eng.lifion.com/journey-to-zero-downtime-rolling-updates-with-ambassador-
   last_checked: 1779034533.371822
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:33.371822+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -146391,13 +151811,14 @@ https://eng.lyft.com/how-we-learned-to-improve-kubernetes-cronjobs-at-scale-part
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 03b1d6ce80093a96c566c8a4e2db8efec98399cd0ac5521b0cc4e686814add54
   health_score: 100.0
   last_checked: 1779033079.02915
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:19.029150+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -146406,6 +151827,7 @@ https://eng.lyft.com/how-we-learned-to-improve-kubernetes-cronjobs-at-scale-part
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://eng.lyft.com/improving-kubernetes-cronjobs-at-scale-part-1-cf1479df98d4
 https://eng.lyft.com/improving-kubernetes-cronjobs-at-scale-part-1-cf1479df98d4:
   title: How we learned to improve Kubernetes CronJobs at Scale (Part 1 of 2)
   description: '- [How we learned to improve Kubernetes CronJobs at Scale (Part 2
@@ -146427,6 +151849,7 @@ https://eng.lyft.com/improving-kubernetes-cronjobs-at-scale-part-1-cf1479df98d4:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -146459,6 +151882,7 @@ https://engineerd.github.io/kube-exec/introduction:
   last_checked: 1779029158.581149
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:45:58.581149+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -146483,13 +151907,14 @@ https://engineering.atspotify.com/2016/02/25/spotifys-event-delivery-the-road-to
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: ded03085293ffb83ca434c23b387efcaf02d6588d5255b94142be710094b4c84
   health_score: 100.0
   last_checked: 1779031564.914233
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:04.914233+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -146498,6 +151923,7 @@ https://engineering.atspotify.com/2016/02/25/spotifys-event-delivery-the-road-to
   - docs/message-queue.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://engineering.atspotify.com/2016/2/spotifys-event-delivery-the-road-to-the-cloud-part-i
 https://engineering.atspotify.com/2016/2/spotifys-event-delivery-the-road-to-the-cloud-part-i:
   title: 'engineering.atspotify.com: Spotify’s Event Delivery – The Road to the Cloud
     (Part I)'
@@ -146519,6 +151945,7 @@ https://engineering.atspotify.com/2016/2/spotifys-event-delivery-the-road-to-the
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -146551,6 +151978,7 @@ https://engineering.backmarket.com/how-we-improved-third-party-availability-and-
   last_checked: 1779031117.29217
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:37.292170+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -146582,6 +152010,7 @@ https://engineering.cloudflight.io/running-the-openshift-console-in-plain-kubern
   last_checked: 1779033757.465357
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:37.465357+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -146607,6 +152036,7 @@ https://engineering.doit.com/no-restarts-no-disruptions-seamless-pod-resource-up
   last_checked: 1779030196.870109
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:16.870109+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -146626,13 +152056,14 @@ https://engineering.dynatrace.com/blog/kubernetes-security-part-1-role-based-acc
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: ac5428140f4cf01da7eafa693582520ec53b6265a50789a9f14cdc0131f5ead2
   health_score: 100.0
   last_checked: 1779032096.733698
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:56.733698+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -146641,6 +152072,7 @@ https://engineering.dynatrace.com/blog/kubernetes-security-part-1-role-based-acc
   - docs/kubernetes-security.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.dynatrace.com/news/engineering
 https://engineering.fb.com/2026/05/26/ml-applications/silvertorch-index-as-model-new-retrieval-paradigm-recommendation-systems:
   title: 'SilverTorch: Index as Model β€” A New Retrieval Paradigm for Recommendation
     Systems'
@@ -146668,6 +152100,7 @@ https://engineering.fb.com/2026/05/26/ml-applications/silvertorch-index-as-model
   last_checked: 1780353052.024498
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:30:52.024498+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -146704,6 +152137,7 @@ https://engineering.grab.com/zero-trust-with-kafka:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -146735,6 +152169,7 @@ https://engineering.konveyor.io:
   last_checked: 1779029130.321019
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:30.321019+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -146768,6 +152203,7 @@ https://engineering.linecorp.com/en/blog/building-large-kubernetes-clusters:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -146798,6 +152234,7 @@ https://engineering.mercari.com/en/blog/entry/20211222-kubernetes-based-spanner-
   last_checked: 1781735866.176395
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:46.176395+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -146831,6 +152268,7 @@ https://engineering.mercari.com/en/blog/entry/20220214-managing-network-policies
   last_checked: 1781736022.585985
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:22.585985+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -146862,6 +152300,7 @@ https://engineering.mercari.com/en/blog/entry/20220218-dynamic-service-routing-u
   last_checked: 1781735982.142036
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:42.142036+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -146897,6 +152336,7 @@ https://engineering.monday.com/monday-coms-multi-regional-architecture-a-deep-di
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -146930,6 +152370,7 @@ https://engineering.plex.com/posts/kubernetes-policy-conftest:
   last_checked: 1779032345.642068
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:05.642068+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -146964,6 +152405,7 @@ https://engineering.prezi.com/intro-4727024fc2c1:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -146997,6 +152439,7 @@ https://engineering.razorpay.com/the-culture-of-cost-optimization-reducing-kuber
   last_checked: 1779029826.333384
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:57:06.333384+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -147030,6 +152473,7 @@ https://engineering.salesforce.com/optimizing-eks-networking-for-scale-1325706c8
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -147063,6 +152507,7 @@ https://engineering.salesforce.com/project-agumbe-share-objects-across-namespace
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -147096,6 +152541,7 @@ https://engineering.zalando.com/posts/2021/03/building-an-end-to-end-load-test-a
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -147128,6 +152574,7 @@ https://engineeringblog.yelp.com/2020/10/improving-the-performance-of-the-promet
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -147157,6 +152604,7 @@ https://engineeringblog.yelp.com/2020/11/orchestrating-cassandra-on-kubernetes-w
   last_checked: 1779032170.906949
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:36:10.906949+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -147183,6 +152631,7 @@ https://engineroom.trackmaven.com/blog/getting-started-drf-angularjs-part-1:
   last_checked: 1779031478.195824
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:38.195824+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -147213,6 +152662,7 @@ https://engineroom.trackmaven.com/blog/getting-started-drf-angularjs-part-2:
   last_checked: 1779030134.968211
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:02:14.968211+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -147239,6 +152689,7 @@ https://enlear.academy/26-git-command-i-use-all-the-time-cheatsheet-6c5682ded2af
   last_checked: 1779032934.492751
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:54.492751+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -147272,6 +152723,7 @@ https://enlear.academy/how-to-build-a-scalable-email-service-using-aws-d404b347a
   last_checked: 1779030436.756141
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:16.756141+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -147305,6 +152757,7 @@ https://enlear.academy/repository-pattern-and-unit-of-work-with-asp-net-core-web
   last_checked: 1779031381.521411
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:01.521411+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -147336,6 +152789,7 @@ https://enlear.academy/sealed-secrets-with-kubernetes-a3f4d13dbc17:
   last_checked: 1779031739.67522
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:59.675220+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -147366,6 +152820,7 @@ https://enmilocalfunciona.io/aprende-a-configurar-thanos-usando-docker-compose:
   last_checked: 1779030719.292971
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:59.292971+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -147384,13 +152839,14 @@ https://enmilocalfunciona.io/mostrando-resultados-de-jenkins-en-grafana-mediante
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: da281fb2ba88b08259eb39027bb8e77101f78e8a6ad407ba50401710250f9e91
   health_score: 100.0
   last_checked: 1779033130.200126
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:10.200126+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -147399,6 +152855,7 @@ https://enmilocalfunciona.io/mostrando-resultados-de-jenkins-en-grafana-mediante
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.enmilocalfunciona.io/mostrando-resultados-de-jenkins-en-grafana-mediante-influxdb
 https://enterprisersproject.com/article/2017/10/how-explain-kubernetes-plain-english:
   title: 'enterprisersproject.com: How to explain Kubernetes in plain English'
   description: ''
@@ -147419,6 +152876,7 @@ https://enterprisersproject.com/article/2017/10/how-explain-kubernetes-plain-eng
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2017-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -147444,13 +152902,14 @@ https://enterprisersproject.com/article/2019/8/kubernetes-secrets-explained-plai
   resource_type: Educational Guide
   complexity: Beginner
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -147464,6 +152923,7 @@ https://enterprisersproject.com/article/2019/8/kubernetes-secrets-explained-plai
   v2_locations:
   - kubernetes-security.md
   youtube_mosaic: {}
+  duplicate_of: https://enterprisersproject.com/article/2017/10/how-explain-kubernetes-plain-english
 https://enterprisersproject.com/article/2020/10/scrum-kanban-3-realities-cios:
   title: 'enterprisersproject.com: Scrum and Kanban: 3 realities CIOs should know'
   description: ''
@@ -147483,6 +152943,7 @@ https://enterprisersproject.com/article/2020/10/scrum-kanban-3-realities-cios:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -147514,6 +152975,7 @@ https://enterprisersproject.com/article/2020/3/how-get-devops-noops-5-steps:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -147546,6 +153008,7 @@ https://enterprisersproject.com/article/2020/4/kubernetes-everything-you-need-kn
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -147580,6 +153043,7 @@ https://enterprisersproject.com/article/2020/5/devops-shift-left-why-goes-wrong:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -147613,6 +153077,7 @@ https://enterprisersproject.com/article/2020/5/kubernetes-5-open-source-projects
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -147644,6 +153109,7 @@ https://enterprisersproject.com/article/2020/6/devops-beginners-where-start:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -147675,6 +153141,7 @@ https://enterprisersproject.com/article/2020/6/devops-engineer-role-common-misco
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -147706,6 +153173,7 @@ https://enterprisersproject.com/article/2020/7/3-devops-skills-it-leaders-need-n
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -147738,6 +153206,7 @@ https://enterprisersproject.com/article/2020/7/devops-5-things-teams-need:
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -147769,6 +153238,7 @@ https://enterprisersproject.com/article/2020/8/managing-kubernetes-resources-5-t
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -147801,6 +153271,7 @@ https://enterprisersproject.com/article/2021/1/5-hybrid-cloud-trends-2021:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -147834,6 +153305,7 @@ https://enterprisersproject.com/article/2021/10/devops-future-operating-model-it
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -147866,6 +153338,7 @@ https://enterprisersproject.com/article/2021/2/remote-work-virtual-collaboration
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -147899,6 +153372,7 @@ https://enterprisersproject.com/article/2021/5/kubernetes-6-open-source-tools-to
   last_checked: 1779033658.166007
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:00:58.166007+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -147925,13 +153399,14 @@ https://enterprisersproject.com/article/2021/6/gitops-explained-plain-english:
   resource_type: Article
   complexity: Beginner
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -147944,6 +153419,7 @@ https://enterprisersproject.com/article/2021/6/gitops-explained-plain-english:
   v2_locations:
   - gitops.md
   youtube_mosaic: {}
+  duplicate_of: https://enterprisersproject.com/article/2017/10/how-explain-kubernetes-plain-english
 https://enterprisersproject.com/article/2021/6/how-migrate-java-workloads-containers-3-considerations:
   title: 'enterprisersproject.com: How to migrate Java workloads to containers: 3
     considerations'
@@ -147965,6 +153441,7 @@ https://enterprisersproject.com/article/2021/6/how-migrate-java-workloads-contai
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -147997,6 +153474,7 @@ https://enterprisersproject.com/article/2021/8/5-devsecops-open-source-projects-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -148029,6 +153507,7 @@ https://enterprisersproject.com/article/2022/11/15-minute-primer-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -148061,6 +153540,7 @@ https://epsagon.com/blog/serverless-open-source-frameworks-openfaas-knative-more
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -148090,6 +153570,7 @@ https://erik-engheim.medium.com/go-does-not-need-a-java-style-gc-ac99b8d26c60:
   last_checked: 1779031622.301749
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:02.301749+02:00'
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@@ -148120,6 +153601,7 @@ https://erkanerol.github.io/post/restartable-pods:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -148150,6 +153632,7 @@ https://erkanzileli.medium.com/how-tls-certificates-work-422d95f1df5e:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:55.740304+02:00'
+  last_ai_eval: null
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@@ -148173,13 +153656,14 @@ https://ermetic.com/blog/aws/access-undenied-on-aws:
   resource_type: null
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   is_microservice: false
-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T17:27:27.474802+02:00'
+  last_ai_eval: null
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@@ -148188,6 +153672,7 @@ https://ermetic.com/blog/aws/access-undenied-on-aws:
   - docs/aws-tools-scripts.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.tenable.com/blog/access-undenied-on-aws
 https://ermetic.com/blog/aws/diving-deeply-into-iam-policy-evaluation-highlights-from-aws-reinforce-session-iam433:
   title: 'ermetic.com: Diving Deeply into IAM Policy Evaluation – Highlights from''
     AWS re:Inforce IAM433'
@@ -148201,13 +153686,14 @@ https://ermetic.com/blog/aws/diving-deeply-into-iam-policy-evaluation-highlights
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:21.992392+02:00'
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@@ -148221,6 +153707,7 @@ https://ermetic.com/blog/aws/diving-deeply-into-iam-policy-evaluation-highlights
   v2_locations:
   - aws-security.md
   youtube_mosaic: {}
+  duplicate_of: https://www.tenable.com/blog/diving-deeply-into-iam-policy-evaluation-highlights-from-aws-reinforce-iam433
 https://es.euronews.com/next/2021/11/25/la-gran-renuncia-puede-llegar-la-revolucion-laboral-de-ee-uu-a-europa:
   title: 'es.euronews.com: La Gran Renuncia: ΒΏpuede llegar la revoluciΓ³n laboral de
     EE. UU. a Europa?'
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -148263,13 +153751,14 @@ https://es.scribd.com/document/207247675/PEP-8-Cheatsheet-2009:
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   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
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   health_score: 100.0
   last_checked: 1779034235.240585
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:35.240585+02:00'
+  last_ai_eval: null
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@@ -148278,6 +153767,7 @@ https://es.scribd.com/document/207247675/PEP-8-Cheatsheet-2009:
   - docs/python.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.scribd.com/document/207247675/PEP-8-Cheatsheet-2009
 ? https://es.slideshare.net/AmazonWebServices/finops-a-culture-transformation-to-bring-devops-finance-and-the-business-together-sponsored-by-cloudability-aws-summit-sydney
 : title: 'slideshare: FinOps: A Culture Transformation to Bring DevOps, Finance and''
     the Business Together - AWS Summit Sydney'
@@ -148289,13 +153779,14 @@ https://es.scribd.com/document/207247675/PEP-8-Cheatsheet-2009:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779033609.551964
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:09.551964+02:00'
+  last_ai_eval: null
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@@ -148304,6 +153795,7 @@ https://es.scribd.com/document/207247675/PEP-8-Cheatsheet-2009:
   - docs/finops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.slideshare.net/AmazonWebServices/finops-a-culture-transformation-to-bring-devops-finance-and-the-business-together-sponsored-by-cloudability-aws-summit-sydney
 https://eslint.org:
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   description: null
@@ -148321,6 +153813,7 @@ https://eslint.org:
   last_checked: 1779032114.048394
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:14.048394+02:00'
+  last_ai_eval: null
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@@ -148346,6 +153839,7 @@ https://estahn.github.io/k8s-image-swapper:
   last_checked: 1779030018.904552
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:18.904552+02:00'
+  last_ai_eval: null
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@@ -148373,6 +153867,7 @@ https://eta-lang.org/docs/cheatsheets/gradle-cheatsheet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -148408,6 +153903,7 @@ https://etcd.io/blog/2026/etcd-370-beta:
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   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:20:24.113314+02:00'
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@@ -148446,6 +153942,7 @@ https://ettema.dev/posts/ai-multi-repo-workspaces:
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   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -148477,6 +153974,7 @@ https://eu.udacity.com:
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   discovered_at: '2026-05-17T17:03:09.492877+02:00'
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@@ -148510,6 +154008,7 @@ https://evaizik.medium.com/setting-up-a-remote-debugging-for-java-microservices-
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:08.827288+02:00'
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@@ -148542,6 +154041,7 @@ https://evancordell.com/posts/kube-apis-crds:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -148576,6 +154076,7 @@ https://events.atlassian.com/team&event_id=288640:
   last_checked: 1780352581.792162
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:23:01.792162+02:00'
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@@ -148618,6 +154119,7 @@ https://events.atlassian.com/team-digital:
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   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:20:24.113447+02:00'
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@@ -148701,6 +154204,7 @@ https://events.atlassian.com/team-digital/sign-in?rId=vs-4058473:
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   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:14.342706+02:00'
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   discovered_at: '2026-06-02T00:17:52.994084+02:00'
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@@ -148789,6 +154294,7 @@ https://events.linuxfoundation.org/kubecon-cloudnativecon-north-america/co-locat
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   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -148823,6 +154329,7 @@ https://evilmartians.com/chronicles/kubing-rails-stressless-kubernetes-deploymen
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:51:19.362142+02:00'
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@@ -148849,13 +154356,14 @@ https://evilmartians.com/chronicles/kubing-rails-stressless-kubernetes-deploymen
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:05.735339+02:00'
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@@ -148869,6 +154377,7 @@ https://evilmartians.com/chronicles/kubing-rails-stressless-kubernetes-deploymen
   v2_locations:
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   youtube_mosaic: {}
+  duplicate_of: https://examples.javacodegeeks.com/java-development/enterprise-java/spring/tomcat-vs-jetty-vs-undertow-comparison-of-spring-boot-embedded-servlet-containers
 https://excalidraw.com:
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@@ -148888,6 +154397,7 @@ https://excalidraw.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -148910,13 +154420,14 @@ https://experitest.com/appium-blog/start-automating-your-mobile-tests-with-cucum
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:24:39.100114+02:00'
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@@ -148925,6 +154436,7 @@ https://experitest.com/appium-blog/start-automating-your-mobile-tests-with-cucum
   - docs/test-automation-frameworks.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://digital.ai/products/continuous-testing
 https://explore.skillbuilder.aws/learn:
   title: "==explore.skillbuilder.aws/learn: AWS Skill Builder== \U0001F31F"
   description: ''
@@ -148935,13 +154447,14 @@ https://explore.skillbuilder.aws/learn:
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   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:43:09.308289+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -148950,6 +154463,7 @@ https://explore.skillbuilder.aws/learn:
   - docs/aws-training.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://skillbuilder.aws
 https://explore.skillbuilder.aws/learn/course/external/view/elearning/48/aws-security-fundamentals-second-edition:
   title: 'explore.skillbuilder.aws: AWS Security Fundamentals (free)'
   description: ''
@@ -148960,13 +154474,14 @@ https://explore.skillbuilder.aws/learn/course/external/view/elearning/48/aws-sec
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
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   health_score: 100.0
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   discovered_at: '2026-05-17T16:58:19.721731+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -148975,6 +154490,7 @@ https://explore.skillbuilder.aws/learn/course/external/view/elearning/48/aws-sec
   - docs/aws-training.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://explore.skillbuilder.aws/learn
 https://explore.skillbuilder.aws/learn/course/external/view/elearning/7854/aws-technical-essential-spanish-from-latin-america:
   title: 'explore.skillbuilder.aws: AWS Skill Builder - IntroducciΓ³n a AWS Data Pipeline''
     (EspaΓ±ol LatinoamΓ©rica) | AWS Technical Essentials (Spanish from Latin America)
@@ -148987,13 +154503,14 @@ https://explore.skillbuilder.aws/learn/course/external/view/elearning/7854/aws-t
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 108c77d1a102ba939dfd6905697060d38bb4da81026433faa915dc2fc899c1e1
   health_score: 100.0
   last_checked: 1779029174.750042
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:14.750042+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -149002,6 +154519,7 @@ https://explore.skillbuilder.aws/learn/course/external/view/elearning/7854/aws-t
   - docs/aws-training.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://explore.skillbuilder.aws/learn
 https://exploreneptune.io:
   title: "==exploreneptune.io== \U0001F31F"
   description: ''
@@ -149020,6 +154538,7 @@ https://exploreneptune.io:
   last_checked: 1779031807.778624
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:07.778624+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -149052,6 +154571,7 @@ https://exporterhub.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -149098,6 +154618,7 @@ https://expressjs.com/es:
   last_checked: 1780352168.173224
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:16:08.173224+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -149139,6 +154660,7 @@ https://external-secrets.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -149172,6 +154694,7 @@ https://fabiogomezdiaz.com/posts/how-to-run-packer-pipelines-on-jenkins-part1-tr
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -149203,6 +154726,7 @@ https://fabiolb.net:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -149235,6 +154759,7 @@ https://fabric8.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -149268,6 +154793,7 @@ https://fabric8.io/guide/cdelivery.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -149300,6 +154826,7 @@ https://faddom.com/cloud-computing-costs-and-pricing-comparison:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -149333,6 +154860,7 @@ https://fairwinds.medium.com/an-introduction-to-the-kubernetes-maturity-model-ho
   last_checked: 1779033157.905872
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:37.905872+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -149367,6 +154895,7 @@ https://falco.org:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -149402,6 +154931,7 @@ https://falco.org/about/case-studies/incepto-medical:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -149437,6 +154967,7 @@ https://falco.org/about/case-studies/incepto-medical:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -149468,6 +154999,7 @@ https://fastapi.tiangolo.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -149499,6 +155031,7 @@ https://fastthread.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -149529,6 +155062,7 @@ https://fastthread.io/ft-error.jsp:
   last_checked: 1779130494.986569
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.986569+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -149559,6 +155093,7 @@ https://fastthread.io/ft-thread-report.jsp?dumpId=1:
   last_checked: 1779033074.698222
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:14.698222+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -149578,13 +155113,14 @@ https://fatehmuhammad.medium.com/introduction-to-docker-part-1-3cff7559e372:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779029689.005188
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:54:49.005188+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -149598,6 +155134,7 @@ https://fatehmuhammad.medium.com/introduction-to-docker-part-1-3cff7559e372:
   v2_locations:
   - docker.md
   youtube_mosaic: {}
+  duplicate_of: https://cloudnativeislamabad.hashnode.dev/introduction-to-docker-part-1
 https://fathomtech.io/blog/microservices-vs-serverless:
   title: 'fathomtech.io: Microservices vs. Serverless'
   description: ''
@@ -149617,6 +155154,7 @@ https://fathomtech.io/blog/microservices-vs-serverless:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -149648,6 +155186,7 @@ https://faun.pub/5-best-terraform-tools-that-you-need-in-2022-a3db2334c524:
   last_checked: 1779032239.345607
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:19.345607+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -149679,6 +155218,7 @@ https://faun.pub/a-beginners-guide-to-jaeger-ed75ce5ed8f4:
   last_checked: 1779030572.443641
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:32.443641+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -149711,6 +155251,7 @@ https://faun.pub/a-browser-based-remote-desktop-solution-on-kubernetes-d6b3d33e7
   last_checked: 1779031473.541094
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:33.541094+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -149743,6 +155284,7 @@ https://faun.pub/a-definitive-guide-to-kubernetes-operator-the-crawl-7647b278c28
   last_checked: 1779030848.637897
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:08.637897+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -149773,6 +155315,7 @@ https://faun.pub/accessing-a-remote-minikube-from-a-local-computer-fd6180dd66dd:
   last_checked: 1779030364.677998
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:04.677998+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -149800,6 +155343,7 @@ https://faun.pub/active-passive-load-balancing-with-kubernetes-services-742cae19
   last_checked: 1779032880.125303
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:00.125303+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -149831,6 +155375,7 @@ https://faun.pub/analyze-aws-eks-audit-logs-with-falco-95202167f2e:
   last_checked: 1779029142.401632
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:42.401632+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -149864,6 +155409,7 @@ https://faun.pub/argocd-finalizer-shield-protecting-your-clusters-from-unintende
   last_checked: 1779032368.400639
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:28.400639+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -149897,6 +155443,7 @@ https://faun.pub/assign-permissions-to-an-user-in-kubernetes-an-overview-of-rbac
   last_checked: 1779032256.886887
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:36.886887+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -149929,6 +155476,7 @@ https://faun.pub/automate-certificate-management-in-kubernetes-using-cert-manage
   last_checked: 1779031438.051325
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:58.051325+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -149962,6 +155510,7 @@ https://faun.pub/automate-jenkins-pipelines-management-6e771b5890f:
   last_checked: 1779031528.153203
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:28.153203+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -149993,6 +155542,7 @@ https://faun.pub/automation-deploying-an-app-in-gke-using-ansible-4b6687967ac3:
   last_checked: 1779030231.934837
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:51.934837+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -150024,6 +155574,7 @@ https://faun.pub/aws-ecs-blue-green-deployment-setup-using-terraform-b56bb4f656e
   last_checked: 1779033788.679603
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:08.679603+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -150057,6 +155608,7 @@ https://faun.pub/aws-eks-the-ultimate-guide-to-deploy-an-ingress-controller-on-k
   last_checked: 1779031793.81589
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:53.815890+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -150088,6 +155640,7 @@ https://faun.pub/aws-eks-with-terraform-and-gitops-in-minutes-b3ca33171209:
   last_checked: 1779034571.678291
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:11.678291+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -150120,6 +155673,7 @@ https://faun.pub/azure-devops-deploying-azure-resources-using-terraform-1f2fe46c
   last_checked: 1779031497.053321
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:57.053321+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -150152,6 +155706,7 @@ https://faun.pub/azure-kubernetes-service-aks-d1e71c7ecbe6:
   last_checked: 1779030285.081866
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:45.081866+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -150183,6 +155738,7 @@ https://faun.pub/becoming-devops-observability-152b292c05b9:
   last_checked: 1779030326.634196
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:26.634196+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -150214,6 +155770,7 @@ https://faun.pub/building-an-eks-fargate-cluster-with-terraform-9736813e1196:
   last_checked: 1779029878.050141
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:57:58.050141+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -150246,6 +155803,7 @@ https://faun.pub/configuring-a-highly-available-infrastructure-in-aws-using-terr
   last_checked: 1779031642.239075
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:22.239075+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -150279,6 +155837,7 @@ https://faun.pub/configuring-ha-kubernetes-cluster-on-bare-metal-servers-with-ku
   last_checked: 1779029161.241594
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:01.241594+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -150312,6 +155871,7 @@ https://faun.pub/continuous-deployments-of-kubernetes-applications-using-argo-cd
   last_checked: 1779029379.744743
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:39.744743+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -150345,6 +155905,7 @@ https://faun.pub/control-traffic-flow-to-and-from-kubernetes-pods-with-network-p
   last_checked: 1779029801.664011
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:56:41.664011+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -150376,6 +155937,7 @@ https://faun.pub/debugging-networkpolicy-part-1-249921cdba37:
   last_checked: 1779029459.177446
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:50:59.177446+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -150408,6 +155970,7 @@ https://faun.pub/defining-infrastructure-declaratively-with-crossplane-eb9e0a98a
   last_checked: 1779033674.93326
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:14.933260+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -150441,6 +156004,7 @@ https://faun.pub/deploy-active-active-multi-region-kubernetes-cluster-with-terra
   last_checked: 1779030593.805902
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:53.805902+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -150472,6 +156036,7 @@ https://faun.pub/deploying-argo-cd-and-sealed-secrets-with-helm-8de12f53051b:
   last_checked: 1779029801.657588
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:56:41.657588+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -150502,6 +156067,7 @@ https://faun.pub/devops-create-your-first-ci-cd-pipeline-ed054ba1404f:
   last_checked: 1779033614.782795
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:14.782795+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -150528,6 +156094,7 @@ https://faun.pub/devops-meets-observability-78775c021b0e:
   last_checked: 1779033078.864142
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:18.864142+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -150560,6 +156127,7 @@ https://faun.pub/dockerfile-best-practices-for-developers-87a2c19b4abe:
   last_checked: 1779031110.911189
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:30.911189+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -150591,6 +156159,7 @@ https://faun.pub/encrypting-kubernetes-secrets-at-rest-1b835e228c6a:
   last_checked: 1779033074.285507
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:14.285507+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -150623,6 +156192,7 @@ https://faun.pub/end-to-end-ssl-encryption-with-aws-application-load-balancer-b4
   last_checked: 1779029472.510138
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:12.510138+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -150656,6 +156226,7 @@ https://faun.pub/external-secret-operator-on-aks-with-terraform-for-azure-key-va
   last_checked: 1779030322.903384
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:22.903384+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -150691,6 +156262,7 @@ https://faun.pub/finally-successfully-setup-docker-registry-inside-kind-kubernet
   last_checked: 1779033360.013627
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:00.013627+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -150722,6 +156294,7 @@ https://faun.pub/finops-introduction-origins-and-next-steps-bcdaa8b82417:
   last_checked: 1779031982.918147
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:02.918147+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -150755,6 +156328,7 @@ https://faun.pub/from-dev-to-admin-an-easy-kubernetes-privilege-escalation-you-s
   last_checked: 1779030356.162499
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:56.162499+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -150788,6 +156362,7 @@ https://faun.pub/from-terraform-to-azure-bicep-what-you-need-to-know-bb1c404b760
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -150818,6 +156393,7 @@ https://faun.pub/gatekeeper-k8-hardening-backlog-956d1b6860b6:
   last_checked: 1779034424.621804
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:44.621804+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -150849,6 +156425,7 @@ https://faun.pub/getting-started-with-observability-657d57aab1c7:
   last_checked: 1779029631.080819
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:51.080819+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -150880,6 +156457,7 @@ https://faun.pub/git-clone-using-init-container-kubernetes-b49535be6968:
   last_checked: 1779030587.345838
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:47.345838+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -150912,6 +156490,7 @@ https://faun.pub/give-users-and-groups-access-to-kubernetes-cluster-using-rbac-b
   last_checked: 1779032556.137522
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:36.137522+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -150944,6 +156523,7 @@ https://faun.pub/grafana-prometheus-and-loki-exploring-metrics-and-logs-f1986377
   last_checked: 1779032251.792267
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:31.792267+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -150975,6 +156555,7 @@ https://faun.pub/handling-exposed-aws-access-key-b053362abd73:
   last_checked: 1779031849.992583
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:49.992583+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -151006,6 +156587,7 @@ https://faun.pub/helm-command-cheat-sheet-by-m-sharma-488706ecf131:
   last_checked: 1779034405.313005
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:25.313005+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -151038,6 +156620,7 @@ https://faun.pub/helm-template-actions-functions-and-pipelines-16ed23ed336f:
   last_checked: 1779033575.772693
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:35.772693+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -151069,6 +156652,7 @@ https://faun.pub/hierarchical-namespaces-in-kubernetes-5b07ea2c3e65:
   last_checked: 1779029820.533227
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:57:00.533227+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -151101,6 +156685,7 @@ https://faun.pub/how-helm-subcharts-make-the-transition-to-argo-rollouts-a-breez
   last_checked: 1779031439.981352
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:59.981352+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -151132,6 +156717,7 @@ https://faun.pub/how-to-access-aws-services-from-eks-ab5fa003a1b6:
   last_checked: 1779032296.568047
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:16.568047+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -151164,6 +156750,7 @@ https://faun.pub/how-to-automate-the-setup-of-a-kubernetes-cluster-on-gcp-e97918
   last_checked: 1779032922.412724
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:42.412724+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -151197,6 +156784,7 @@ https://faun.pub/how-to-build-a-gitops-workflow-with-argocd-kustomize-and-github
   last_checked: 1779033074.283292
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:14.283292+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -151228,6 +156816,7 @@ https://faun.pub/how-to-deploy-jaeger-on-kubernetes-69cf48447182:
   last_checked: 1779033663.172786
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:03.172786+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -151255,6 +156844,7 @@ https://faun.pub/how-to-monitor-and-alert-on-nginx-ingress-in-kubernetes-6d7d172
   last_checked: 1779031533.427565
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:33.427565+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -151286,6 +156876,7 @@ https://faun.pub/how-to-use-priorities-in-kubernetes-e1bb1b722b6a:
   last_checked: 1779032619.974071
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:39.974071+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -151317,6 +156908,7 @@ https://faun.pub/hygiene-of-argocd-built-automation-at-a-scale-cf63ee459510:
   last_checked: 1779033844.644914
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:04:04.644914+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -151350,6 +156942,7 @@ https://faun.pub/implementing-event-driven-architecture-with-aws-eventbridge-eve
   last_checked: 1779031552.738054
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:52.738054+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -151381,6 +156974,7 @@ https://faun.pub/import-your-existing-cloud-infra-into-terraform-ca70da146152:
   last_checked: 1779032172.933294
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:12.933294+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -151412,6 +157006,7 @@ https://faun.pub/integrate-keycloak-with-hashicorp-vault-5264a873dd2f:
   last_checked: 1779031787.811737
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:47.811737+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -151444,6 +157039,7 @@ https://faun.pub/intelligently-estimating-your-kubernetes-resource-needs-c12a75e
   last_checked: 1779033280.398876
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:40.398876+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -151475,6 +157071,7 @@ https://faun.pub/k3s-vs-talos-linux-8a1e0dce9a77:
   last_checked: 1779030991.096023
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:31.096023+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -151507,6 +157104,7 @@ https://faun.pub/kasten-k10-on-kubesphere-to-ensure-kubernetes-backup-and-restor
   last_checked: 1779032371.779196
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:31.779196+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -151539,6 +157137,7 @@ https://faun.pub/keda-ec9fc7c8dd81:
   last_checked: 1779031466.583646
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:26.583646+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -151570,6 +157169,7 @@ https://faun.pub/kubernetes-architecture-explained-under-5-minutes-e35277c4b6bc:
   last_checked: 1779032753.947411
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:53.947411+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -151603,6 +157203,7 @@ https://faun.pub/kubernetes-chronicles-k8s-04-k8s-series-pod-resource-request-li
   last_checked: 1779029569.68444
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:49.684440+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -151634,6 +157235,7 @@ https://faun.pub/kubernetes-commands-for-deployment-and-management-e10a74c95015:
   last_checked: 1779029310.077718
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:30.077718+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -151666,6 +157268,7 @@ https://faun.pub/kubernetes-controllers-custom-resources-and-operators-explained
   last_checked: 1779032244.693245
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:24.693245+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -151690,13 +157293,14 @@ https://faun.pub/kubernetes-deployment-strategies-f36e7e4d2be:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779032455.115855
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:40:55.115855+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -151710,6 +157314,7 @@ https://faun.pub/kubernetes-deployment-strategies-f36e7e4d2be:
   v2_locations:
   - kubernetes.md
   youtube_mosaic: {}
+  duplicate_of: https://www.weave.works/blog/kubernetes-deployment-strategies
 https://faun.pub/kubernetes-ingress-with-nginx-3c77e703e91a:
   title: '==faun.pub: Kubernetes Ingress with Nginx=='
   description: ''
@@ -151728,6 +157333,7 @@ https://faun.pub/kubernetes-ingress-with-nginx-3c77e703e91a:
   last_checked: 1779030979.284403
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:19.284403+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -151759,6 +157365,7 @@ https://faun.pub/kubernetes-liveness-probes-1a053f53690c:
   last_checked: 1779029940.823354
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:00.823354+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -151792,6 +157399,7 @@ https://faun.pub/kubernetes-multi-tenancy-with-amazon-eks-best-practices-and-con
   last_checked: 1779033218.087095
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:38.087095+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -151825,6 +157433,7 @@ https://faun.pub/kubernetes-nginx-deployments-simplified-management-and-increase
   last_checked: 1779029805.15175
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:56:45.151750+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -151858,6 +157467,7 @@ https://faun.pub/kubernetes-practice-automating-blue-green-deployment-with-argo-
   last_checked: 1779034172.847552
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:09:32.847552+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -151884,13 +157494,14 @@ https://faun.pub/kubernetes-practice-logging-with-logstash-and-fluentd-by-sideca
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779033844.656691
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:04:04.656691+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -151904,6 +157515,7 @@ https://faun.pub/kubernetes-practice-logging-with-logstash-and-fluentd-by-sideca
   v2_locations:
   - kubernetes-monitoring.md
   youtube_mosaic: {}
+  duplicate_of: https://dev.to/devopsvn/kubernetes-practice-logging-with-logstash-and-fluentd-by-sidecar-container-16oi
 https://faun.pub/kubernetes-service-types-tutorial-39223391316c:
   title: "faun.pub: Kubernetes Service Types Tutorial | Pavan Belagatti \U0001F31F"
   description: ''
@@ -151923,6 +157535,7 @@ https://faun.pub/kubernetes-service-types-tutorial-39223391316c:
   last_checked: 1779031649.46027
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:29.460270+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -151955,6 +157568,7 @@ https://faun.pub/kubernetes-story-how-kubernetes-works-with-container-runtime-ce
   last_checked: 1779032798.247756
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:38.247756+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -151986,6 +157600,7 @@ https://faun.pub/lets-encrypt-and-certmanager-aa88775730b8:
   last_checked: 1779032339.791066
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:59.791066+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -152018,6 +157633,7 @@ https://faun.pub/multi-cloud-is-not-the-solution-to-the-next-aws-outage-bb41c0b1
   last_checked: 1779034049.222379
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:29.222379+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -152049,6 +157665,7 @@ https://faun.pub/multiple-schedulers-in-kubernetes-a78a7b4fa4b2:
   last_checked: 1779031339.821147
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:19.821147+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -152082,6 +157699,7 @@ https://faun.pub/optimize-kubernetes-resource-management-with-time-to-live-ttl-f
   last_checked: 1779032114.063721
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:14.063721+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -152113,6 +157731,7 @@ https://faun.pub/package-and-deploy-your-application-using-helm-chart-21f0c568e6
   last_checked: 1779033092.285071
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:32.285071+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -152145,6 +157764,7 @@ https://faun.pub/practical-example-of-how-to-set-requests-and-limits-on-kubernet
   last_checked: 1779033236.719205
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:56.719205+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -152177,6 +157797,7 @@ https://faun.pub/production-grade-kubernetes-monitoring-using-prometheus-78144b8
   last_checked: 1779033591.816748
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:51.816748+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -152209,6 +157830,7 @@ https://faun.pub/redis-high-availability-with-sentinel-on-kubernetes-k8s-a1d6784
   last_checked: 1779033071.798501
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:11.798501+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -152234,13 +157856,14 @@ https://faun.pub/scaling-your-application-using-kubernetes-9ad0d6bcf0d6:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779032216.788355
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:56.788355+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -152254,6 +157877,7 @@ https://faun.pub/scaling-your-application-using-kubernetes-9ad0d6bcf0d6:
   v2_locations:
   - kubernetes-autoscaling.md
   youtube_mosaic: {}
+  duplicate_of: https://dev.to/pavanbelagatti/scaling-your-application-with-kubernetes-5715
 https://faun.pub/secrets-kubernetes-298ea8dd9911:
   title: '==faun.pub: Secrets | Kubernetes=='
   description: ''
@@ -152272,6 +157896,7 @@ https://faun.pub/secrets-kubernetes-298ea8dd9911:
   last_checked: 1779030741.979302
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:21.979302+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -152303,6 +157928,7 @@ https://faun.pub/serverless-with-spring-boot-aws-lambda-bc76c1de2b12:
   last_checked: 1779032699.208794
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:59.208794+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -152335,6 +157961,7 @@ https://faun.pub/set-up-global-rate-limiting-with-aws-waf-in-5-minutes-bd43a9309
   last_checked: 1779034522.74539
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:22.745390+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -152366,6 +157993,7 @@ https://faun.pub/set-up-jenkins-on-a-kubernetes-cluster-2b982c840ebe:
   last_checked: 1779030572.442548
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:32.442548+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -152397,6 +158025,7 @@ https://faun.pub/spying-on-kubernetes-pods-with-kubespy-3043a3ed044b:
   last_checked: 1779033671.617415
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:11.617415+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -152428,6 +158057,7 @@ https://faun.pub/straight-to-the-point-kubernetes-probes-e5b23e267d9d:
   last_checked: 1779030824.404453
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:44.404453+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -152459,6 +158089,7 @@ https://faun.pub/taints-and-toleration-basics-in-kubernetes-c0538c3f6deb:
   last_checked: 1779031442.171671
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:02.171671+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -152491,6 +158122,7 @@ https://faun.pub/terraform-null-provider-and-null-resource-explained-6a8d674cad6
   last_checked: 1779032134.559855
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:34.559855+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -152524,6 +158156,7 @@ https://faun.pub/terraform-prevent-conditionally-created-resources-from-deletion
   last_checked: 1779032420.901947
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:40:20.901947+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -152555,6 +158188,7 @@ https://faun.pub/the-best-infrastructure-as-code-tools-for-2021-b37c323e89f0:
   last_checked: 1779031230.76987
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:30.769870+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -152587,6 +158221,7 @@ https://faun.pub/the-lifecycle-of-a-terraform-resource-lifecycle-meta-argument-3
   last_checked: 1779031564.057369
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:04.057369+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -152618,6 +158253,7 @@ https://faun.pub/top-10-uncommon-devops-tools-you-should-know-f4f4464ec7f3:
   last_checked: 1779032039.05327
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:59.053270+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -152651,6 +158287,7 @@ https://faun.pub/troubleshooting-kubernetes-nodes-storage-space-shortage-on-aliy
   last_checked: 1779032588.697661
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:08.697661+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -152682,6 +158319,7 @@ https://faun.pub/understanding-the-kubernetes-manifest-e96d680f2a11:
   last_checked: 1779029594.719198
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:14.719198+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -152713,6 +158351,7 @@ https://faun.pub/upgrading-and-scaling-kubernetes-cluster-in-aws-6971b3936465:
   last_checked: 1779032345.57165
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:05.571650+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -152745,6 +158384,7 @@ https://faun.pub/using-aws-api-gateway-as-proxy-to-our-internal-application-369e
   last_checked: 1779032902.01442
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:22.014420+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -152777,6 +158417,7 @@ https://faun.pub/using-aws-session-manager-for-port-forwarding-to-remote-hosts-8
   last_checked: 1779031448.492414
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:08.492414+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -152810,6 +158451,7 @@ https://faun.pub/using-aws-session-manager-with-ansible-to-execute-playbook-on-e
   last_checked: 1779032524.566901
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:04.566901+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -152841,6 +158483,7 @@ https://faun.pub/what-is-chaos-engineering-a89b64db9af0:
   last_checked: 1779033019.408479
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:19.408479+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -152874,6 +158517,7 @@ https://faun.pub/what-is-difference-of-event-driven-architecture-message-driven-
   last_checked: 1779029509.363339
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:49.363339+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -152905,6 +158549,7 @@ https://faun.pub/why-we-moved-from-lambda-to-ecs-b84674f31869:
   last_checked: 1779032149.966081
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:49.966081+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -152938,6 +158583,7 @@ https://fauna.com/blog/comparison-faas-providers:
   last_checked: 1779032068.737579
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:28.737579+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -152969,6 +158615,7 @@ https://fdk.codes/securing-kubernetes-apps-with-keycloak-and-gatekeeper:
   last_checked: 1779029482.836766
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:22.836766+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -153001,6 +158648,7 @@ https://featureflags.io/feature-flags-vs-branching:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -153035,6 +158683,7 @@ https://featureflags.io/python-feature-flags:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -153066,6 +158715,7 @@ https://fedidat.com/250-jvisualvm-openshift-pod:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -153097,6 +158747,7 @@ https://fedoralovespython.org:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2015-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -153129,6 +158780,7 @@ https://fedoramagazine.org/bash-shell-scripting-for-beginners-part-1:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -153162,6 +158814,7 @@ https://fedoramagazine.org/manage-containers-with-podman-compose:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -153195,6 +158848,7 @@ https://fedoramagazine.org/powershell-on-linux-a-primer-on-object-shells:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -153228,6 +158882,7 @@ https://fedoramagazine.org/use-docker-compose-with-podman-to-orchestrate-contain
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -153260,6 +158915,7 @@ https://fedoramagazine.org/using-ansible-to-configure-podman-containers:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -153291,6 +158947,7 @@ https://fedoramagazine.org/varnish-site-faster-stable:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -153322,6 +158979,7 @@ https://feedly.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -153354,6 +159012,7 @@ https://fenyuk.medium.com/helm-for-kubernetes-datree-for-keeping-cluster-secure-
   last_checked: 1779033663.171511
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:03.171511+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -153385,6 +159044,7 @@ https://fenyuk.medium.com/helm-for-kubernetes-gitops-with-argo-cd-c8f80330596:
   last_checked: 1779033418.883972
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:58.883972+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -153416,6 +159076,7 @@ https://fernandovillalba.substack.com/p/devops-dont-destroy-silos-transform:
   last_checked: 1779030329.933255
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:29.933255+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -153447,6 +159108,7 @@ https://figments.medium.com/argocd-the-first-step-towards-gitops-899732fbc33e:
   last_checked: 1779030739.161589
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:19.161589+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -153479,6 +159141,7 @@ https://figments.medium.com/observable-kubernetes-cluster-using-grafana-loki-pro
   last_checked: 1779032184.746675
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:24.746675+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -153511,6 +159174,7 @@ https://fika.works/blog/eks-service-accounts:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -153544,6 +159208,7 @@ https://finance.yahoo.com/news/ibms-red-hat-openshift-platform-143702224.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -153581,6 +159246,7 @@ https://finance.yahoo.com/sectors/technology/articles/broadcom-expands-collabora
   last_checked: 1780352454.119782
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:20:54.119782+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -153619,6 +159285,7 @@ https://firebase.google.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -153650,6 +159317,7 @@ https://firefox-source-docs.mozilla.org/devtools-user/tools_toolbox/index.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -153679,6 +159347,7 @@ https://fireship.dev/async-javascript-from-callbacks-to-promises-to-async-await:
   last_checked: 1779130495.014902
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.014902+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -153704,6 +159373,7 @@ https://fireship.dev/beginners-guide-to-javascript-prototype:
   last_checked: 1779130495.006499
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.006499+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -153732,6 +159402,7 @@ https://first-web-scraper.readthedocs.io/en/latest:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -153754,13 +159425,14 @@ https://first-web-scraper.readthedocs.org:
   resource_type: null
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   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779032091.367813
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:51.367813+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -153769,6 +159441,7 @@ https://first-web-scraper.readthedocs.org:
   - docs/python.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://first-web-scraper.readthedocs.io/en/latest
 https://flagger.app:
   title: Flagger
   description: ''
@@ -153789,6 +159462,7 @@ https://flagger.app:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -153811,13 +159485,14 @@ https://flask.palletsprojects.com:
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   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 26a629a4fbc083bb9a87ea12172a4556b98823bd68fe505359ba8f652dc0294b
   health_score: 100.0
   last_checked: 1779031302.434628
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:21:42.434628+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -153826,6 +159501,7 @@ https://flask.palletsprojects.com:
   - docs/python.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://flask.palletsprojects.com/en/stable
 https://flask.palletsprojects.com/en/stable:
   title: "Flask Documentation \U0001F31F"
   description: ''
@@ -153846,6 +159522,7 @@ https://flask.palletsprojects.com/en/stable:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -153878,6 +159555,7 @@ https://fleetdm.com/engineering/tips-for-github-actions-usability:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -153910,6 +159588,7 @@ https://flightaware.engineering/systems-monitoring-with-prometheus-grafana:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -153942,6 +159621,7 @@ https://flink.apache.org:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -153976,6 +159656,7 @@ https://flink.apache.org/2021/02/10/native-k8s-with-ha.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -154010,6 +159691,7 @@ https://flood.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -154043,6 +159725,7 @@ https://fluentbit.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -154078,6 +159761,7 @@ https://flux-subsystem-argo.github.io/website/tutorials/terraform:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -154110,6 +159794,7 @@ https://fluxcd.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -154143,6 +159828,7 @@ https://fluxcd.io/blog/2022/09/gitops-without-leaving-your-ide:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -154176,6 +159862,7 @@ https://fluxcd.io/blog/2022/09/how-to-gitops-your-terraform:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -154207,6 +159894,7 @@ https://fluxcd.io/flux:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -154236,6 +159924,7 @@ https://flywaydb.org:
   last_checked: 1779033416.87721
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:56.877210+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -154261,6 +159950,7 @@ https://foojay.io/today/k8ssandra-performance-benchmarks-on-cloud-managed-kubern
   last_checked: 1779032151.918423
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:35:51.918423+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -154290,6 +159980,7 @@ https://foojay.io/today/the-evolution-of-apis-from-restful-to-event-driven:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -154322,6 +160013,7 @@ https://foojay.io/today/top-10-java-language-features:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -154353,6 +160045,7 @@ https://foreseeti.com/how-to-become-and-stay-aws-well-architected-in-a-smart-way
   last_checked: 1779029478.425107
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:18.425107+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -154384,6 +160077,7 @@ https://forklift.konveyor.io:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:42.503118+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -154417,6 +160111,7 @@ https://former2.com:
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   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -154451,6 +160146,7 @@ https://forum.openai.com/public/videos/event-replay-terence-tao-and-mark-chen-on
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   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:27:29.031753+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -154481,13 +160177,14 @@ https://forums.aws.amazon.com:
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   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 465009557511c541229975876def39876da5a90ba73b2257c9e6dfc355e92715
   health_score: 100.0
   last_checked: 1779031497.944882
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:57.944882+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -154497,6 +160194,7 @@ https://forums.aws.amazon.com:
   - docs/newsfeeds.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://repost.aws
 https://forums.docker.com/t/running-an-insecure-registry-insecure-registry/8159:
   title: Running an insecure registry –insecure-registry
   description: ''
@@ -154518,6 +160216,7 @@ https://forums.docker.com/t/running-an-insecure-registry-insecure-registry/8159:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -154551,6 +160250,7 @@ https://fossforce.com:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -154581,6 +160281,7 @@ https://fourtheorem.com/monorepo:
   last_checked: 1779130495.009186
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.009186+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -154616,6 +160317,7 @@ https://foxutech.com/kubernetes-namespace-resource-quota-and-limits:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -154647,6 +160349,7 @@ https://fr4nk.xyz/understanding-ingress-in-kubernetes-a-comprehensive-guide-b23b
   last_checked: 1779033805.633767
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:25.633767+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -154678,6 +160381,7 @@ https://fransemalila.medium.com/kubernetes-networking-cea2e1b7d2b3:
   last_checked: 1779031620.077553
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:00.077553+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -154711,6 +160415,7 @@ https://free-for.dev:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -154743,6 +160448,7 @@ https://free-web-services.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -154775,6 +160481,7 @@ https://freelance.es:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -154808,6 +160515,7 @@ https://freepromagazine.blogspot.de/2014/07/free-eguide-jvm-troubleshooting-guid
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2014-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -154839,6 +160547,7 @@ https://freesoft.dev/program/126957220:
   last_checked: 1779034102.748895
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:22.748895+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -154869,6 +160578,7 @@ https://frigate.readthedocs.io:
   last_checked: 1779032074.440899
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:34.440899+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -154896,6 +160606,7 @@ https://frigate.readthedocs.io/en/latest:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -154926,6 +160637,7 @@ https://fsgeorgee.medium.com/growing-out-of-heroku-to-terraform-docker-and-aws-6
   last_checked: 1779034486.948855
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:46.948855+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -154959,6 +160671,7 @@ https://fuse.labs.osecloud.com/fuse/creating-a-microservices-project-with-maven:
   last_checked: 1779032751.396851
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:51.396851+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -154991,6 +160704,7 @@ https://futurecoder.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -155023,6 +160737,7 @@ https://gabrieltanner.org/blog/collecting-prometheus-metrics-in-golang:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -155055,6 +160770,7 @@ https://gabrieltanner.org/blog/ha-kubernetes-cluster-using-k3s:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -155087,6 +160803,7 @@ https://gaia-x.eu:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -155118,6 +160835,7 @@ https://galaxy.ansible.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -155148,6 +160866,7 @@ https://galaxy.ansible.com/UnderGreen/prometheus-node-exporter:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -155180,6 +160899,7 @@ https://galaxy.ansible.com/William-Yeh/prometheus:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -155209,6 +160929,7 @@ https://galaxy.ansible.com/alexdzyoba/jmx-exporter:
   last_checked: 1779031108.799658
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:18:28.799658+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -155237,6 +160958,7 @@ https://galaxy.ansible.com/ansible/product_demos:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -155268,6 +160990,7 @@ https://galaxy.ansible.com/atosatto/docker-swarm:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -155300,6 +161023,7 @@ https://galaxy.ansible.com/awx/awx:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -155331,6 +161055,7 @@ https://galaxy.ansible.com/cloudalchemy/node-exporter:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -155362,6 +161087,7 @@ https://galaxy.ansible.com/geerlingguy:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -155387,13 +161113,14 @@ https://galaxy.ansible.com/geerlingguy/awx:
   resource_type: Role
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -155406,6 +161133,7 @@ https://galaxy.ansible.com/geerlingguy/awx:
   v2_locations:
   - ansible.md
   youtube_mosaic: {}
+  duplicate_of: https://galaxy.ansible.com/geerlingguy
 https://galaxy.ansible.com/mesaguy/prometheus:
   title: galaxy.ansible.com/mesaguy/prometheus
   description: '- [github.com/mesaguy/ansible-prometheus](https://github.com/mesaguy/ansible-prometheus)'
@@ -155424,6 +161152,7 @@ https://galaxy.ansible.com/mesaguy/prometheus:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -155456,6 +161185,7 @@ https://galaxy.ansible.com/mkgin/vmware-harbor:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -155488,6 +161218,7 @@ https://galaxy.ansible.com/nginxinc/nginx_core:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -155510,13 +161241,14 @@ https://galaxy.ansible.com/t_systems_mms/letsencrypt:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 1fb16b30aa6907ea6976f64c7eb04ffbf3a13e1f8ff6b80cbf69f00ef3033cb5
   health_score: 100.0
   last_checked: 1779031037.187558
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:17:17.187558+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -155525,6 +161257,7 @@ https://galaxy.ansible.com/t_systems_mms/letsencrypt:
   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://galaxy.ansible.com/alexdzyoba/jmx-exporter
 https://galaxy.ansible.com/theforeman/foreman:
   title: Ansible Modules to manage Foreman and Katello installations
   description: ''
@@ -155535,13 +161268,14 @@ https://galaxy.ansible.com/theforeman/foreman:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 1fb16b30aa6907ea6976f64c7eb04ffbf3a13e1f8ff6b80cbf69f00ef3033cb5
   health_score: 100.0
   last_checked: 1779031406.32131
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:23:26.321310+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -155550,6 +161284,7 @@ https://galaxy.ansible.com/theforeman/foreman:
   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://galaxy.ansible.com/alexdzyoba/jmx-exporter
 https://ganeshvernekar.com/blog/prometheus-tsdb-mmapping-head-chunks-from-disk:
   title: 'ganeshvernekar.com: Prometheus TSDB (Part 3): Memory Mapping of Head Chunks
     from Disk'
@@ -155571,6 +161306,7 @@ https://ganeshvernekar.com/blog/prometheus-tsdb-mmapping-head-chunks-from-disk:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -155604,6 +161340,7 @@ https://ganeshvernekar.com/blog/prometheus-tsdb-persistent-block-and-its-index:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -155637,6 +161374,7 @@ https://ganeshvernekar.com/blog/prometheus-tsdb-the-head-block:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -155670,6 +161408,7 @@ https://ganeshvernekar.com/blog/prometheus-tsdb-wal-and-checkpoint:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -155702,6 +161441,7 @@ https://garba.org/posts/2018/k8s_pod_lc:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -155731,6 +161471,7 @@ https://garden.io:
   last_checked: 1779034313.690304
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:53.690304+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -155751,13 +161492,14 @@ https://garden.io/blog/performance-testing:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 7b4df8d5c724f8f10f455185be5cf2acb0c0ebafe8eb15c44f2d84671cb7415b
   health_score: 100.0
   last_checked: 1779030742.226792
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:22.226792+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -155766,6 +161508,7 @@ https://garden.io/blog/performance-testing:
   - docs/performance-testing-with-jenkins-and-jmeter.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://garden.io
 https://garden.io/blog/pulumi-vs-terraform:
   title: 'garden.io: Pulumi vs. Terraform: A comparison of Infrastructure as Code''
     tools'
@@ -155777,13 +161520,14 @@ https://garden.io/blog/pulumi-vs-terraform:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 7b4df8d5c724f8f10f455185be5cf2acb0c0ebafe8eb15c44f2d84671cb7415b
   health_score: 100.0
   last_checked: 1779032152.927222
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:52.927222+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -155792,6 +161536,7 @@ https://garden.io/blog/pulumi-vs-terraform:
   - docs/pulumi.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://garden.io
 https://gateway-api.sigs.k8s.io:
   title: "gateway-api.sigs.k8s.io \U0001F31F"
   description: ''
@@ -155811,6 +161556,7 @@ https://gateway-api.sigs.k8s.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -155844,6 +161590,7 @@ https://gatling.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -155874,6 +161621,7 @@ https://gatling.io/docs/current/extensions/jenkins_plugin:
   last_checked: 1779031231.488338
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:31.488338+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -155906,6 +161654,7 @@ https://gceasy.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -155937,6 +161686,7 @@ https://geek-cookbook.funkypenguin.co.nz/recipes/kubernetes/oauth2-proxy:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -155969,6 +161719,7 @@ https://geekflare.com/cybersecurity/kubernetes-security-scanner:
   last_checked: 1779130495.013747
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.013747+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -156000,6 +161751,7 @@ https://geekflare.com/dev/generate-analyze-thread-dumps:
   last_checked: 1779130495.021628
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.021628+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -156023,13 +161775,14 @@ https://geekflare.com/devops-tools:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 5bad1017b82ca8f4905682d3fd7d359c164410d661fd3c8ab5ddabfcd6bb93b8
   health_score: 100.0
   last_checked: 1779030730.283713
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:10.283713+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -156038,6 +161791,7 @@ https://geekflare.com/devops-tools:
   - docs/devops-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://nubenetes.com/devops-tools
 https://geekflare.com/devops/config-management-tools:
   title: null
   description: null
@@ -156056,6 +161810,7 @@ https://geekflare.com/devops/config-management-tools:
   last_checked: 1779130494.950848
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.950848+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -156089,6 +161844,7 @@ https://geekflare.com/es/kubernetes-best-practices:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -156118,6 +161874,7 @@ https://geekflare.com/generate-analyze-thread-dumps:
   last_checked: 1779033088.561662
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:28.561662+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -156143,6 +161900,7 @@ https://geekflare.com/gitops-introduction:
   last_checked: 1779032797.85576
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:37.855760+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -156168,6 +161926,7 @@ https://geekflare.com/kubernetes-best-practices:
   last_checked: 1779032869.133868
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:49.133868+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -156194,6 +161953,7 @@ https://geekflare.com/topic/development:
   last_checked: 1779130495.011066
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.011066+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -156226,6 +161986,7 @@ https://geeksarray.com/blog/microservice-architecture-pattern-for-architects:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -156256,6 +162017,7 @@ https://gendocu.com:
   last_checked: 1779033162.48311
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:42.483110+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -156287,6 +162049,7 @@ https://gennyallcroft.medium.com/understanding-kubernetes-deployments-with-helm-
   last_checked: 1779032388.299036
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:48.299036+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -156319,6 +162082,7 @@ https://geshan.com.np/blog/2021/07/rabbitmq-docker-nodejs:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -156354,6 +162118,7 @@ https://geshan.com.np/blog/2021/12/docker-postgres:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -156386,6 +162151,7 @@ https://get-ytt.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -156416,6 +162182,7 @@ https://get.robin.io:
   last_checked: 1779031782.366654
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:42.366654+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -156434,13 +162201,14 @@ https://getbetterdevops.io/build-docker-images-using-ansible-and-packer:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 272ff80bf21d42cf1454211278538426ed1a18e16bd66d12a38fec85a1bcc9ca
   health_score: 100.0
   last_checked: 1779033069.812471
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:09.812471+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -156449,6 +162217,7 @@ https://getbetterdevops.io/build-docker-images-using-ansible-and-packer:
   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.empowersurvivors.net
 https://getbetterdevops.io/k8s-ingress-with-letsencrypt:
   title: 'getbetterdevops.io: How to Secure K8S Nginx Ingress With Let’s Encrypt and''
     Cert Manager'
@@ -156460,13 +162229,14 @@ https://getbetterdevops.io/k8s-ingress-with-letsencrypt:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 272ff80bf21d42cf1454211278538426ed1a18e16bd66d12a38fec85a1bcc9ca
   health_score: 100.0
   last_checked: 1779029504.733992
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:44.733992+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -156475,6 +162245,7 @@ https://getbetterdevops.io/k8s-ingress-with-letsencrypt:
   - docs/kubernetes-security.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://getbetterdevops.io/build-docker-images-using-ansible-and-packer
 https://getbetterdevops.io/terraform-with-helm:
   title: "==getbetterdevops.io: How To Deploy Helm Charts With Terraform== \U0001F31F"
   description: ''
@@ -156485,13 +162256,14 @@ https://getbetterdevops.io/terraform-with-helm:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779033803.692642
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:23.692642+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -156500,6 +162272,7 @@ https://getbetterdevops.io/terraform-with-helm:
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://getbetterdevops.io/build-docker-images-using-ansible-and-packer
 https://getenroute.io/blog/leverage-open-source-oss-derive-insights-grafana-prometheus-tsdb-kubernetes-standalone-api-gateway:
   title: 'getenroute.io: TSDB, Prometheus, Grafana In Kubernetes: Tracing A Variable''
     Across The OSS Monitoring Stack'
@@ -156511,13 +162284,14 @@ https://getenroute.io/blog/leverage-open-source-oss-derive-insights-grafana-prom
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 94c0c28a11c8f9635991eb0fd8657952d4963db1c07d31c1f3c3bf0cfd648eec
   health_score: 100.0
   last_checked: 1779030862.041447
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:22.041447+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -156526,6 +162300,7 @@ https://getenroute.io/blog/leverage-open-source-oss-derive-insights-grafana-prom
   - docs/monitoring.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.saaras.io/blog/leverage-open-source-oss-derive-insights-grafana-prometheus
 https://getenroute.io/docs/ingress-filter-legos-secure-microservices-apis-using-helm-envoy:
   title: "getenroute.io: Drive API Security At Kubernetes Ingress Using Helm And Envoy'
     \U0001F31F"
@@ -156537,13 +162312,14 @@ https://getenroute.io/docs/ingress-filter-legos-secure-microservices-apis-using-
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: c5ccc18f113d30d1847ecda6920a8d44ade901e2c62e50be9452d1aacf9b0f55
   health_score: 100.0
   last_checked: 1779032340.614568
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:00.614568+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -156552,6 +162328,7 @@ https://getenroute.io/docs/ingress-filter-legos-secure-microservices-apis-using-
   - docs/kubernetes-networking.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.getenroute.io
 https://getkuby.io:
   title: Kuby
   description: ''
@@ -156572,6 +162349,7 @@ https://getkuby.io:
   last_checked: 1779032785.5861
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:46:25.586100+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -156602,6 +162380,7 @@ https://getmatter.app:
   last_checked: 1779034139.888888
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:59.888888+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -156630,6 +162409,7 @@ https://getseabird.github.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -156661,6 +162441,7 @@ https://gettopical.com/djangoframework:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -156690,6 +162471,7 @@ https://gigaom.com/report/gigaom-radar-for-data-storage-for-kubernetes:
   last_checked: 1779033418.861868
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:58.861868+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -156717,6 +162499,7 @@ https://gijsreijn.medium.com/optimizing-your-dsc-v3-authoring-experience-in-vsco
   last_checked: 1779031455.374085
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:15.374085+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -156749,6 +162532,7 @@ https://gist.github.com/CrookedNumber/8964442:
   last_checked: 1781735940.474408
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:39:00.474408+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -156766,6 +162550,10 @@ https://gist.github.com/CrookedNumber/8964442:
   gh_stars: 0
   gh_pushed: N/A
   gh_license: N/A
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:32:28.981689+02:00'
 https://gist.github.com/Faheetah/e11bd0315c34ed32e681616e41279ef4:
   title: 'GitHub Gist - Faheetah/Jenkinsfile.groovy: **Jenkinsfile idiosynchrasies''
     with escaping and quotes**'
@@ -156787,6 +162575,7 @@ https://gist.github.com/Faheetah/e11bd0315c34ed32e681616e41279ef4:
   last_checked: 1781735992.204629
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:39:52.204629+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -156803,6 +162592,10 @@ https://gist.github.com/Faheetah/e11bd0315c34ed32e681616e41279ef4:
   gh_stars: 0
   gh_pushed: N/A
   gh_license: N/A
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:32:29.599362+02:00'
 https://gist.github.com/GTRekter/51f8be3fbfb13b3696f92e117d956597:
   title: 'gist.github.com: This snippet contains the steps to generate a terraform''
     plan and post it as a comment of a pull request in Azure DevOps'
@@ -156824,6 +162617,7 @@ https://gist.github.com/GTRekter/51f8be3fbfb13b3696f92e117d956597:
   last_checked: 1781735879.559064
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:37:59.559064+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -156841,6 +162635,10 @@ https://gist.github.com/GTRekter/51f8be3fbfb13b3696f92e117d956597:
   gh_stars: 0
   gh_pushed: N/A
   gh_license: N/A
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:32:30.222348+02:00'
 https://gist.github.com/JamesMGreene/cdd0ac49f90c987e45ac:
   title: 'gist.github.com/JamesMGreene: A comparison of using `git flow` commands''
     versus raw `git` commands'
@@ -156862,6 +162660,7 @@ https://gist.github.com/JamesMGreene/cdd0ac49f90c987e45ac:
   last_checked: 1781735940.550434
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:39:00.550434+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -156879,6 +162678,10 @@ https://gist.github.com/JamesMGreene/cdd0ac49f90c987e45ac:
   gh_stars: 0
   gh_pushed: N/A
   gh_license: N/A
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:32:30.848488+02:00'
 https://gist.github.com/PatrLind/e651d3cbc3bf68e4bd9fcc9568cbd3fb:
   title: 'gist.github.com: How to protect your ~/.kube/ configuration'
   description: ''
@@ -156898,6 +162701,7 @@ https://gist.github.com/PatrLind/e651d3cbc3bf68e4bd9fcc9568cbd3fb:
   last_checked: 1781736026.121354
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:26.121354+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -156915,6 +162719,10 @@ https://gist.github.com/PatrLind/e651d3cbc3bf68e4bd9fcc9568cbd3fb:
   gh_stars: 0
   gh_pushed: N/A
   gh_license: N/A
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:32:31.469508+02:00'
 https://gist.github.com/andykuszyk/a5ee80ae263e77f651bed878c1deb03b:
   title: 'gist.github.com: Creating and Publishing NuGet Packages'
   description: ''
@@ -156935,6 +162743,7 @@ https://gist.github.com/andykuszyk/a5ee80ae263e77f651bed878c1deb03b:
   last_checked: 1781735929.519659
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:49.519659+02:00'
+  last_ai_eval: null
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@@ -156952,6 +162761,10 @@ https://gist.github.com/andykuszyk/a5ee80ae263e77f651bed878c1deb03b:
   gh_stars: 0
   gh_pushed: N/A
   gh_license: N/A
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:32:32.082772+02:00'
 https://gist.github.com/chadmcrowell/4d11b8a56aba3bdc32ea73c31104357b:
   title: 'gist.github.com/chadmcrowell: AKS w/Virtual Nodes (ACI)'
   description: ''
@@ -156972,6 +162785,7 @@ https://gist.github.com/chadmcrowell/4d11b8a56aba3bdc32ea73c31104357b:
   last_checked: 1781736233.346126
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:43:53.346126+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -156988,6 +162802,10 @@ https://gist.github.com/chadmcrowell/4d11b8a56aba3bdc32ea73c31104357b:
   gh_stars: 0
   gh_pushed: N/A
   gh_license: N/A
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:32:32.697666+02:00'
 https://gist.github.com/chadmcrowell/f3fc3be2ca1fcb887034162c14d77e74:
   title: "gist.github.com: chadmcrowell/cidr.sh \U0001F31F"
   description: ''
@@ -157007,6 +162825,7 @@ https://gist.github.com/chadmcrowell/f3fc3be2ca1fcb887034162c14d77e74:
   last_checked: 1781736101.755792
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:41:41.755792+02:00'
+  last_ai_eval: null
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@@ -157023,6 +162842,10 @@ https://gist.github.com/chadmcrowell/f3fc3be2ca1fcb887034162c14d77e74:
   gh_stars: 0
   gh_pushed: N/A
   gh_license: N/A
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:32:33.316278+02:00'
 https://gist.github.com/djspiewak/9f2f91085607a4859a66:
   title: Git DMZ Flow
   description: ''
@@ -157043,6 +162866,7 @@ https://gist.github.com/djspiewak/9f2f91085607a4859a66:
   last_checked: 1781735940.249553
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:39:00.249553+02:00'
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   hierarchy:
@@ -157059,6 +162883,10 @@ https://gist.github.com/djspiewak/9f2f91085607a4859a66:
   gh_stars: 0
   gh_pushed: N/A
   gh_license: N/A
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:32:33.926983+02:00'
 https://gist.github.com/hxlnt/60d0e62efdb973e221e585e2b990bfd6:
   title: With the Edge (Chromium) Tools for VS Code you can see the browser's Inspector
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@@ -157081,6 +162909,7 @@ https://gist.github.com/hxlnt/60d0e62efdb973e221e585e2b990bfd6:
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   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:47.809265+02:00'
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@@ -157097,6 +162926,10 @@ https://gist.github.com/hxlnt/60d0e62efdb973e221e585e2b990bfd6:
   gh_stars: 0
   gh_pushed: N/A
   gh_license: N/A
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:32:34.542647+02:00'
 https://gist.github.com/jahe/59557d507f43574b0d96:
   title: 'github.com/jahe: Gradle Cheat Sheet'
   description: ''
@@ -157116,6 +162949,7 @@ https://gist.github.com/jahe/59557d507f43574b0d96:
   last_checked: 1781735890.046658
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:10.046658+02:00'
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@@ -157132,6 +162966,10 @@ https://gist.github.com/jahe/59557d507f43574b0d96:
   gh_stars: 0
   gh_pushed: N/A
   gh_license: N/A
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:32:35.157589+02:00'
 https://gist.github.com/jiffle/499caa5f53ab8f90dc19a3040ee40f48:
   title: 'github.com/jiffle: Gradle Cheat Sheet'
   description: ''
@@ -157151,6 +162989,7 @@ https://gist.github.com/jiffle/499caa5f53ab8f90dc19a3040ee40f48:
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   discovered_at: '2026-06-18T00:38:09.833354+02:00'
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@@ -157167,6 +163006,10 @@ https://gist.github.com/jiffle/499caa5f53ab8f90dc19a3040ee40f48:
   gh_stars: 0
   gh_pushed: N/A
   gh_license: N/A
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:32:35.774579+02:00'
 https://gist.github.com/jimangel/0014770713cdca8b363816930ef2520f:
   title: Kubernetes v1.16 API deprecation testing
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@@ -157187,6 +163030,7 @@ https://gist.github.com/jimangel/0014770713cdca8b363816930ef2520f:
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   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:26.067956+02:00'
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@@ -157203,6 +163047,10 @@ https://gist.github.com/jimangel/0014770713cdca8b363816930ef2520f:
   gh_stars: 0
   gh_pushed: N/A
   gh_license: N/A
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:32:36.401836+02:00'
 https://gist.github.com/leonardofed:
   title: A curated list of AWS resources to prepare for the AWS Certifications
   description: ''
@@ -157223,6 +163071,7 @@ https://gist.github.com/leonardofed:
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:58:31.503110+02:00'
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@@ -157262,6 +163111,7 @@ https://gist.github.com/luisalfonsopreciado/40a0fc2319241d517832affdce2bc1ff:
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   discovered_at: '2026-06-18T00:43:41.406580+02:00'
+  last_ai_eval: null
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@@ -157278,6 +163128,10 @@ https://gist.github.com/luisalfonsopreciado/40a0fc2319241d517832affdce2bc1ff:
   gh_stars: 0
   gh_pushed: N/A
   gh_license: N/A
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:32:37.013733+02:00'
 https://gist.github.com/michaellihs/b08c89581ec597fa198cf74e2239f4a6:
   title: gist.github.com/michaellihs (jenkins pipeline)
   description: ''
@@ -157298,6 +163152,7 @@ https://gist.github.com/michaellihs/b08c89581ec597fa198cf74e2239f4a6:
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   discovered_at: '2026-06-18T00:38:09.876395+02:00'
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   gh_stars: 0
   gh_pushed: N/A
   gh_license: N/A
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:32:37.643801+02:00'
 https://gist.github.com/ninlil/affbf7514d4e74c7634e77f47e172236:
   title: Get applied and effective apiVersion from Kubernetes objects
   description: ''
@@ -157335,6 +163194,7 @@ https://gist.github.com/ninlil/affbf7514d4e74c7634e77f47e172236:
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   discovered_at: '2026-06-18T00:43:41.395211+02:00'
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@@ -157351,6 +163211,10 @@ https://gist.github.com/ninlil/affbf7514d4e74c7634e77f47e172236:
   gh_stars: 0
   gh_pushed: N/A
   gh_license: N/A
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:32:38.256083+02:00'
 https://gist.github.com/pierrejoubert73/902cc94d79424356a8d20be2b382e1ab:
   title: A collapsible section containing markdown
   description: ''
@@ -157368,6 +163232,7 @@ https://gist.github.com/pierrejoubert73/902cc94d79424356a8d20be2b382e1ab:
   last_checked: 1779034235.595644
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:10:35.595644+02:00'
+  last_ai_eval: null
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@@ -157376,6 +163241,10 @@ https://gist.github.com/pierrejoubert73/902cc94d79424356a8d20be2b382e1ab:
   - docs/visual-studio.md
   v2_locations: []
   youtube_mosaic: {}
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:32:38.879353+02:00'
 https://gist.github.com/rafaeltuelho/111850b0db31106a4d12a186e1fbc53e:
   title: 'gist.github.com: Openshift cheat sheet 2'
   description: ''
@@ -157389,13 +163258,14 @@ https://gist.github.com/rafaeltuelho/111850b0db31106a4d12a186e1fbc53e:
   resource_type: Cheat Sheet
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 2cf3668a9f9c1d3ffc1f9befe08b95161b61906ed54f5f9f570ee471daeab59f
   health_score: 100.0
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 https://gist.github.com/scottrigby/a1a42c3292ec7899837c578ffdaaf92a:
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 https://gist.github.com/so0k/42313dbb3b547a0f51a547bb968696ba:
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 https://gist.github.com/starred:
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 https://gist.github.com/tuannvm/4e1bcc993f683ee275ed36e67c30ac49:
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 https://gist.github.com/xandout/8d24558c75c53f3cb8bf0a97ec25fcfc:
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 https://gist.new:
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 https://git-flow.readthedocs.io:
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 https://git-flow.readthedocs.io/en/latest:
   title: git-flow.readthedocs.io
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+  duplicate_of: https://github.blog/open-source/git/how-to-undo-almost-anything-with-git
 https://github.blog/2019-01-07-create-pull-requests-in-vscode:
   title: "github.blog: VS Code: Now creating pull requests \U0001F31F"
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+  duplicate_of: https://github.blog/news-insights/product-news/create-pull-requests-in-vscode
 https://github.blog/2019-08-08-github-actions-now-supports-ci-cd:
   title: GitHub Actions CI/CD
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   youtube_mosaic: {}
+  duplicate_of: https://github.blog/news-insights/product-news/github-actions-now-supports-ci-cd
 https://github.blog/2020-04-15-npm-has-joined-github:
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@@ -158125,6 +164052,7 @@ https://github.blog/2020-04-15-npm-has-joined-github:
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   youtube_mosaic: {}
+  duplicate_of: https://github.blog/news-insights/company-news/npm-has-joined-github
 https://github.blog/2020-07-02-git-credential-manager-core-building-a-universal-authentication-experience:
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.blog/open-source/git/git-credential-manager-core-building-a-universal-authentication-experience
 https://github.blog/2020-07-02-how-we-launched-docs-github-com:
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   youtube_mosaic: {}
+  duplicate_of: https://github.blog/engineering/how-we-launched-docs-github-com
 https://github.blog/2020-07-27-highlights-from-git-2-28:
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 https://github.blog/2020-07-27-introducing-githubs-openapi-description:
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 https://github.blog/2020-07-30-token-authentication-requirements-for-api-and-git-operations:
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   youtube_mosaic: {}
+  duplicate_of: https://github.blog/news-insights/company-news/token-authentication-requirements-for-api-and-git-operations
 https://github.blog/2020-09-30-github-welcomes-the-openjdk-project:
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 https://github.blog/2020-10-09-devops-cloud-testing:
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 https://github.blog/2020-12-15-token-authentication-requirements-for-git-operations:
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 https://github.blog/2020-12-17-commits-are-snapshots-not-diffs:
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 https://github.blog/2020-12-18-how-to-make-devops-your-competitive-advantage:
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 https://github.blog/2020-12-18-learn-about-ghapi-a-new-third-party-python-client-for-the-github-api:
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 https://github.blog/2020-12-21-get-up-to-speed-with-partial-clone-and-shallow-clone:
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 https://github.blog/2021-01-25-improving-how-we-deploy-github:
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 https://github.blog/2021-02-03-deployment-reliability-at-github:
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 https://github.blog/2021-02-04-extending-gitops-to-reliability-as-code-with-github-and-stackpulse:
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 https://github.blog/2021-03-23-solving-the-innersource-discovery-problem:
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 https://github.blog/2021-04-13-implementing-least-privilege-for-secrets-in-github-actions:
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 https://github.blog/2021-04-15-work-with-github-actions-in-your-terminal-with-github-cli:
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 https://github.blog/2021-04-22-github-actions-update-helping-maintainers-combat-bad-actors:
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 https://github.blog/2021-04-27-ship-code-faster-safer-feature-flags:
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 https://github.blog/2021-05-10-security-keys-supported-ssh-git-operations:
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 https://github.blog/2021-07-22-github-supply-chain-security-features-go-community:
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 https://github.blog/2021-08-24-github-cli-2-0-includes-extensions:
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   last_checked: 1780402331.955719
   needs_ai_refresh: false
   discovered_at: '2026-06-02T14:12:11.955719+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -160096,6 +166131,7 @@ https://github.blog/developer-skills/github/github-for-beginners-getting-started
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -160130,6 +166166,7 @@ https://github.blog/developer-skills/github/include-diagrams-markdown-files-merm
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -160162,6 +166199,7 @@ https://github.blog/developer-skills/github/using-reusable-workflows-github-acti
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -160194,6 +166232,7 @@ https://github.blog/developer-skills/programming-languages-and-frameworks/10-une
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -160226,6 +166265,7 @@ https://github.blog/developer-skills/programming-languages-and-frameworks/10-une
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -160260,6 +166300,7 @@ https://github.blog/developer-skills/programming-languages-and-frameworks/why-py
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -160291,6 +166332,7 @@ https://github.blog/engineering/how-we-launched-docs-github-com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -160324,6 +166366,7 @@ https://github.blog/engineering/improve-git-monorepo-performance-with-a-file-sys
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -160357,6 +166400,7 @@ https://github.blog/engineering/improving-github-code-search:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -160388,6 +166432,7 @@ https://github.blog/engineering/security-keys-supported-ssh-git-operations:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -160420,6 +166465,7 @@ https://github.blog/engineering/ship-code-faster-safer-feature-flags:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -160452,6 +166498,7 @@ https://github.blog/engineering/use-github-actions-manage-docs:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -160485,6 +166532,7 @@ https://github.blog/enterprise-software/ci-cd/build-ci-cd-pipeline-github-action
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -160516,6 +166564,7 @@ https://github.blog/enterprise-software/devops/applying-gitops-principles-to-you
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -160549,6 +166598,7 @@ https://github.blog/enterprise-software/devops/devops-cloud-testing:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -160581,6 +166631,7 @@ https://github.blog/enterprise-software/devops/devops-definition:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -160612,6 +166663,7 @@ https://github.blog/enterprise-software/devops/extending-gitops-to-reliability-a
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -160644,6 +166696,7 @@ https://github.blog/enterprise-software/devops/how-to-make-devops-your-competiti
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -160675,6 +166728,7 @@ https://github.blog/enterprise-software/devops/improving-how-we-deploy-github:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -160708,6 +166762,7 @@ https://github.blog/enterprise-software/devops/solving-the-innersource-discovery
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -160741,6 +166796,7 @@ https://github.blog/news-insights/company-news/github-welcomes-the-openjdk-proje
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -160772,6 +166828,7 @@ https://github.blog/news-insights/company-news/npm-has-joined-github:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -160801,6 +166858,7 @@ https://github.blog/news-insights/company-news/still-a-developer-just-outside-ou
   last_checked: 1780402331.9557
   needs_ai_refresh: false
   discovered_at: '2026-06-02T14:12:11.955700+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -160821,13 +166879,14 @@ https://github.blog/news-insights/company-news/token-authentication-requirements
   resource_type: Article
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -160841,6 +166900,7 @@ https://github.blog/news-insights/company-news/token-authentication-requirements
   v2_locations:
   - git.md
   youtube_mosaic: {}
+  duplicate_of: https://github.blog/security/application-security/token-authentication-requirements-for-git-operations
 ? https://github.blog/news-insights/policy-news-and-insights/how-researchers-are-using-github-innovation-graph-data-to-reveal-the-digital-complexity-of-nations
 : title: How researchers are using GitHub Innovation Graph data to reveal the β€œdigital
     complexity” of nations
@@ -160866,6 +166926,7 @@ https://github.blog/news-insights/company-news/token-authentication-requirements
   last_checked: 1780352849.031743
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:27:29.031743+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -160904,6 +166965,7 @@ https://github.blog/news-insights/product-news/create-pull-requests-in-vscode:
   last_checked: 1779130495.000944
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.000944+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -160937,6 +166999,7 @@ https://github.blog/news-insights/product-news/dependency-graph-now-supports-git
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -160968,6 +167031,7 @@ https://github.blog/news-insights/product-news/getting-started-with-github-actio
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -161000,6 +167064,7 @@ https://github.blog/news-insights/product-news/github-actions-now-supports-ci-cd
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -161031,6 +167096,7 @@ https://github.blog/news-insights/product-news/github-cli-2-0-includes-extension
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -161064,6 +167130,7 @@ https://github.blog/news-insights/product-news/github-copilot-is-generally-avail
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -161096,6 +167163,7 @@ https://github.blog/news-insights/product-news/github-copilot-x-the-ai-powered-d
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -161127,6 +167195,7 @@ https://github.blog/news-insights/product-news/introducing-githubs-openapi-descr
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -161162,6 +167231,7 @@ https://github.blog/news-insights/product-news/take-your-local-github-sessions-a
   last_checked: 1780352932.853266
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:28:52.853266+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -161202,6 +167272,7 @@ https://github.blog/news-insights/product-news/work-with-github-actions-in-your-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -161238,6 +167309,7 @@ https://github.blog/open-source/building-githubs-next-chapter-in-accessibility:
   last_checked: 1780402331.955733
   needs_ai_refresh: false
   discovered_at: '2026-06-02T14:12:11.955733+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -161282,6 +167354,7 @@ https://github.blog/open-source/gaming/beyond-the-engine-10-open-source-projects
   last_checked: 1780352571.556344
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:22:51.556344+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -161327,6 +167400,7 @@ https://github.blog/open-source/gaming/dungeons-desktops-10-roguelikes-that-neve
   last_checked: 1780352003.689843
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:23.689843+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -161366,6 +167440,7 @@ https://github.blog/open-source/git/commits-are-snapshots-not-diffs:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -161398,6 +167473,7 @@ https://github.blog/open-source/git/get-up-to-speed-with-partial-clone-and-shall
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -161430,6 +167506,7 @@ https://github.blog/open-source/git/git-credential-manager-core-building-a-unive
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -161461,6 +167538,7 @@ https://github.blog/open-source/git/highlights-from-git-2-28:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -161486,13 +167564,14 @@ https://github.blog/open-source/git/highlights-from-git-2-40:
   resource_type: Changelog
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -161505,6 +167584,7 @@ https://github.blog/open-source/git/highlights-from-git-2-40:
   v2_locations:
   - git.md
   youtube_mosaic: {}
+  duplicate_of: https://github.blog/open-source/git/highlights-from-git-2-28
 https://github.blog/open-source/git/how-to-undo-almost-anything-with-git:
   title: 'github.blog: How to undo (almost) anything with Git'
   description: ''
@@ -161524,6 +167604,7 @@ https://github.blog/open-source/git/how-to-undo-almost-anything-with-git:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -161555,6 +167636,7 @@ https://github.blog/open-source/maintainers/github-actions-update-helping-mainta
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -161586,6 +167668,7 @@ https://github.blog/security/application-security/git-credential-manager-authent
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -161618,6 +167701,7 @@ https://github.blog/security/application-security/how-exposed-is-your-code-find-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -161649,6 +167733,7 @@ https://github.blog/security/application-security/implementing-least-privilege-f
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -161681,6 +167766,7 @@ https://github.blog/security/application-security/token-authentication-requireme
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -161716,6 +167802,7 @@ https://github.blog/security/investigating-unauthorized-access-to-githubs-intern
   last_checked: 1780352932.853257
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:28:52.853257+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -161761,6 +167848,7 @@ https://github.blog/security/raising-the-bar-quality-shared-responsibility-and-t
   last_checked: 1780352932.853287
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:28:52.853287+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -161801,6 +167889,7 @@ https://github.blog/security/supply-chain-security/github-supply-chain-security-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -161836,6 +167925,7 @@ https://github.blog/security/supply-chain-security/safeguard-container-signing-c
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -161868,6 +167958,7 @@ https://github.com/01mf02/jaq:
   last_checked: 1779031714.909582
   needs_ai_refresh: true
   discovered_at: '2026-06-11T17:53:58Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -161886,6 +167977,10 @@ https://github.com/01mf02/jaq:
   gh_pushed: '2026-06-11T17:53:58Z'
   gh_stars: 3642
   is_special: true
+  gh_open_issues_30d: 25
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T13:32:43.979729+02:00'
 https://github.com/10tanmay100/MEDICAL-DATA-PROJECT-END2END-WITH-FEW-MLOPS:
   title: 'github.com/10tanmay100: MEDICAL-DATA-PROJECT-END2END-WITH-FEW-MLOPS'
   description: ''
@@ -161906,6 +168001,7 @@ https://github.com/10tanmay100/MEDICAL-DATA-PROJECT-END2END-WITH-FEW-MLOPS:
   last_checked: 1779034523.365067
   needs_ai_refresh: true
   discovered_at: '2024-01-24T19:56:16Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -161922,6 +168018,10 @@ https://github.com/10tanmay100/MEDICAL-DATA-PROJECT-END2END-WITH-FEW-MLOPS:
   gh_license: MIT
   gh_pushed: '2024-01-24T19:56:16Z'
   gh_stars: 3
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:32:44.693334+02:00'
 https://github.com/2-alchemists/krossboard:
   title: github.com/2-alchemists/krossboard-kubernetes-operator
   description: ''
@@ -161942,6 +168042,7 @@ https://github.com/2-alchemists/krossboard:
   last_checked: 1779130494.985087
   needs_ai_refresh: true
   discovered_at: '2025-03-18T22:16:48Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -161958,6 +168059,10 @@ https://github.com/2-alchemists/krossboard:
   gh_license: AGPL-3.0
   gh_pushed: '2025-03-18T22:16:48Z'
   gh_stars: 63
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:32:45.454127+02:00'
 https://github.com/2-alchemists/krossboard-kubernetes-operator:
   title: github.com/2-alchemists/krossboard-kubernetes-operator
   description: ''
@@ -161968,13 +168073,14 @@ https://github.com/2-alchemists/krossboard-kubernetes-operator:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: d8953edb5c5f078614b5e2dbab6d1f81af17261abbf9be8944a2fa05a907aff1
   health_score: 100.0
   last_checked: 1779032000.480208
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:20.480208+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -161983,6 +168089,11 @@ https://github.com/2-alchemists/krossboard-kubernetes-operator:
   - docs/kubernetes-operators-controllers.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/2-alchemists/krossboard
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:32:46.177336+02:00'
 https://github.com/23andMe/Yamale:
   title: 23andMe/Yamale
   description: ''
@@ -162002,6 +168113,7 @@ https://github.com/23andMe/Yamale:
   last_checked: 1779033759.623686
   needs_ai_refresh: true
   discovered_at: '2026-06-01T00:42:50Z'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -162020,6 +168132,10 @@ https://github.com/23andMe/Yamale:
   gh_pushed: '2026-06-01T00:42:50Z'
   gh_stars: 765
   is_special: true
+  gh_open_issues_30d: 59
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T13:32:46.919565+02:00'
 https://github.com/4ARMED/kubeletmein:
   title: 4ARMED/kubeletmein
   description: ''
@@ -162039,6 +168155,7 @@ https://github.com/4ARMED/kubeletmein:
   last_checked: 1779033782.483702
   needs_ai_refresh: true
   discovered_at: '2025-11-28T11:49:34Z'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -162055,6 +168172,10 @@ https://github.com/4ARMED/kubeletmein:
   gh_license: AGPL-3.0
   gh_pushed: '2025-11-28T11:49:34Z'
   gh_stars: 164
+  gh_open_issues_30d: 1
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:32:47.643318+02:00'
 https://github.com/99designs/aws-vault:
   title: AWS Vault
   description: ''
@@ -162075,6 +168196,7 @@ https://github.com/99designs/aws-vault:
   last_checked: 1779031540.177448
   needs_ai_refresh: true
   discovered_at: '2025-12-30T11:28:54Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -162091,6 +168213,10 @@ https://github.com/99designs/aws-vault:
   gh_license: MIT
   gh_pushed: '2025-12-30T11:28:54Z'
   gh_stars: 8978
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:32:48.389082+02:00'
 https://github.com/ABZ-Aaron/CheatSheets:
   title: ABZ-Aaron/CheatSheets
   description: ''
@@ -162108,6 +168234,7 @@ https://github.com/ABZ-Aaron/CheatSheets:
   last_checked: 1779029356.960539
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:16.960539+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -162116,6 +168243,10 @@ https://github.com/ABZ-Aaron/CheatSheets:
   - docs/cheatsheets.md
   v2_locations: []
   youtube_mosaic: {}
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:32:49.026022+02:00'
 https://github.com/ABZ-Aaron/cheat-sheets:
   title: "github.com/ABZ-Aaron: SQL Cheat Sheet \U0001F31F"
   description: ''
@@ -162135,6 +168266,7 @@ https://github.com/ABZ-Aaron/cheat-sheets:
   last_checked: 1779130494.942105
   needs_ai_refresh: true
   discovered_at: '2022-07-25T07:39:15Z'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -162151,6 +168283,10 @@ https://github.com/ABZ-Aaron/cheat-sheets:
   gh_stars: 1714
   gh_pushed: '2022-07-25T07:39:15Z'
   gh_license: N/A
+  gh_open_issues_30d: 2
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:32:49.755174+02:00'
 https://github.com/AICoE/OpenShiftKubeAudit:
   title: OpenShiftKubeAudit
   description: ''
@@ -162171,6 +168307,7 @@ https://github.com/AICoE/OpenShiftKubeAudit:
   last_checked: 1779031669.972574
   needs_ai_refresh: true
   discovered_at: '2020-09-16T17:31:26Z'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -162187,6 +168324,10 @@ https://github.com/AICoE/OpenShiftKubeAudit:
   gh_license: GPL-3.0
   gh_pushed: '2020-09-16T17:31:26Z'
   gh_stars: 10
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:32:50.462990+02:00'
 https://github.com/Abhisheksinha1506/Collection-of-Useful-Scripts:
   title: Abhisheksinhacoder/collection-of-useful-scripts
   description: ''
@@ -162206,6 +168347,7 @@ https://github.com/Abhisheksinha1506/Collection-of-Useful-Scripts:
   last_checked: 1779130494.963687
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.963687+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -162223,6 +168365,10 @@ https://github.com/Abhisheksinha1506/Collection-of-Useful-Scripts:
   gh_license: N/A
   gh_stars: 0
   gh_pushed: N/A
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:32:51.090914+02:00'
 https://github.com/Abhisheksinhacoder/collection-of-useful-scripts:
   title: Abhisheksinhacoder/collection-of-useful-scripts
   description: ''
@@ -162233,13 +168379,14 @@ https://github.com/Abhisheksinhacoder/collection-of-useful-scripts:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 87c0ae37fa711f2ed8c0da30f5592a2bc3292aef4ff149f2c52a17acd0e27775
   health_score: 100.0
   last_checked: 1779033051.174457
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:51.174457+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -162248,6 +168395,11 @@ https://github.com/Abhisheksinhacoder/collection-of-useful-scripts:
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/Abhisheksinha1506/Collection-of-Useful-Scripts
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:32:51.710068+02:00'
 https://github.com/AbsaOSS/k8gb:
   title: K8GB - Kubernetes Global Balancer
   description: ''
@@ -162269,6 +168421,7 @@ https://github.com/AbsaOSS/k8gb:
   last_checked: 1779031567.461336
   needs_ai_refresh: true
   discovered_at: '2026-02-20T09:06:45Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -162285,6 +168438,10 @@ https://github.com/AbsaOSS/k8gb:
   gh_license: Apache-2.0
   gh_pushed: '2026-02-20T09:06:45Z'
   gh_stars: 1
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:32:52.519344+02:00'
 https://github.com/AdamRussak/k8f:
   title: github.com/AdamRussak/k8f
   description: ''
@@ -162306,6 +168463,7 @@ https://github.com/AdamRussak/k8f:
   last_checked: 1779029341.280643
   needs_ai_refresh: true
   discovered_at: '2025-11-20T01:33:43Z'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -162322,6 +168480,10 @@ https://github.com/AdamRussak/k8f:
   gh_license: AGPL-3.0
   gh_pushed: '2025-11-20T01:33:43Z'
   gh_stars: 41
+  gh_open_issues_30d: 5
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:32:53.238274+02:00'
 https://github.com/AdminTurnedDevOps/CapabilityPE:
   title: github.com/AdminTurnedDevOps/CapabilityPE
   description: ''
@@ -162342,6 +168504,7 @@ https://github.com/AdminTurnedDevOps/CapabilityPE:
   last_checked: 1779032252.309473
   needs_ai_refresh: true
   discovered_at: '2024-08-31T21:17:15Z'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -162358,6 +168521,10 @@ https://github.com/AdminTurnedDevOps/CapabilityPE:
   gh_stars: 75
   gh_pushed: '2024-08-31T21:17:15Z'
   gh_license: N/A
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:32:53.949492+02:00'
 https://github.com/AdminTurnedDevOps/DevOps-The-Hard-Way-AWS:
   title: ==AdminTurnedDevOps/DevOps-The-Hard-Way-AWS==
   description: ''
@@ -162377,6 +168544,7 @@ https://github.com/AdminTurnedDevOps/DevOps-The-Hard-Way-AWS:
   last_checked: 1779034309.635565
   needs_ai_refresh: true
   discovered_at: '2025-04-27T15:08:31Z'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -162393,6 +168561,10 @@ https://github.com/AdminTurnedDevOps/DevOps-The-Hard-Way-AWS:
   gh_license: MIT
   gh_pushed: '2025-04-27T15:08:31Z'
   gh_stars: 2420
+  gh_open_issues_30d: 2
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:32:54.659862+02:00'
 https://github.com/AdminTurnedDevOps/Terraform-The-Hard-Way:
   title: ==AdminTurnedDevOps/Terraform-The-Hard-Way==
   description: ''
@@ -162415,6 +168587,7 @@ https://github.com/AdminTurnedDevOps/Terraform-The-Hard-Way:
   last_checked: 1779030976.202077
   needs_ai_refresh: true
   discovered_at: '2022-02-07T16:09:25Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -162431,6 +168604,10 @@ https://github.com/AdminTurnedDevOps/Terraform-The-Hard-Way:
   gh_license: MIT
   gh_pushed: '2022-02-07T16:09:25Z'
   gh_stars: 342
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:32:55.370358+02:00'
 https://github.com/AdminTurnedDevOps/kubernetes-examples:
   title: ==github.com/AdminTurnedDevOps/kubernetes-examples==
   description: ''
@@ -162450,6 +168627,7 @@ https://github.com/AdminTurnedDevOps/kubernetes-examples:
   last_checked: 1779030327.314897
   needs_ai_refresh: true
   discovered_at: '2023-12-28T20:29:39Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -162466,6 +168644,10 @@ https://github.com/AdminTurnedDevOps/kubernetes-examples:
   gh_stars: 755
   gh_pushed: '2023-12-28T20:29:39Z'
   gh_license: N/A
+  gh_open_issues_30d: 2
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:32:56.120898+02:00'
 https://github.com/AdminTurnedDevOps/kubernetes-in-production-examples:
   title: ==github.com/AdminTurnedDevOps/kubernetes-in-production-examples==
   description: ''
@@ -162479,13 +168661,14 @@ https://github.com/AdminTurnedDevOps/kubernetes-in-production-examples:
   resource_type: Repository
   complexity: Advanced
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: d8aba7108a12ff8fc0ba7bbffa91fe3e354f142e92997be37c298f8822f4e8d3
   health_score: 100.0
   last_checked: 1779032935.076871
   needs_ai_refresh: true
   discovered_at: '2024-11-20T19:18:24Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -162502,6 +168685,11 @@ https://github.com/AdminTurnedDevOps/kubernetes-in-production-examples:
   gh_stars: 79
   gh_pushed: '2024-11-20T19:18:24Z'
   gh_license: N/A
+  duplicate_of: https://github.com/AdminTurnedDevOps/kubernetes-examples
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:32:56.819272+02:00'
 https://github.com/Alishahryar1/free-claude-code:
   title: free-claude-code
   description: Use Claude Code CLI for free by routing Anthropic API calls through
@@ -162527,6 +168715,7 @@ https://github.com/Alishahryar1/free-claude-code:
   last_checked: 1780352720.351714
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:18:04Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -162550,6 +168739,10 @@ https://github.com/Alishahryar1/free-claude-code:
   social_preview_url: https://opengraph.githubassets.com/711f9a1e4401665b4253b95bb2c443e9fab71e814cf7615e747da0341b5bdba6/Alishahryar1/free-claude-code
   source_provenance: X.com (nubenetes)
   suggested_new_category: ''
+  gh_open_issues_30d: 322
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T13:32:57.526001+02:00'
 https://github.com/Altinity/clickhouse-operator:
   title: Altinity/clickhouse-operator
   description: ''
@@ -162569,6 +168762,7 @@ https://github.com/Altinity/clickhouse-operator:
   last_checked: 1779033716.222449
   needs_ai_refresh: true
   discovered_at: '2026-06-10T12:53:42Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -162585,6 +168779,10 @@ https://github.com/Altinity/clickhouse-operator:
   gh_license: Apache-2.0
   gh_pushed: '2026-06-10T12:53:42Z'
   gh_stars: 2520
+  gh_open_issues_30d: 135
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T13:32:58.334237+02:00'
 https://github.com/Andrew-Klaas/hashi-k8s-demo:
   title: 'github: Andrew-Klaas/hashi-k8s-demo'
   description: ''
@@ -162602,6 +168800,7 @@ https://github.com/Andrew-Klaas/hashi-k8s-demo:
   last_checked: 1779032380.874172
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:39:40.874172+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -162610,6 +168809,10 @@ https://github.com/Andrew-Klaas/hashi-k8s-demo:
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:32:59.124806+02:00'
 https://github.com/Ankit404butfound/PyWhatKit:
   title: PyWhatKit
   description: ''
@@ -162631,6 +168834,7 @@ https://github.com/Ankit404butfound/PyWhatKit:
   last_checked: 1779034156.117093
   needs_ai_refresh: true
   discovered_at: '2025-04-25T12:03:54Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -162647,6 +168851,10 @@ https://github.com/Ankit404butfound/PyWhatKit:
   gh_license: MIT
   gh_pushed: '2025-04-25T12:03:54Z'
   gh_stars: 1671
+  gh_open_issues_30d: 120
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T13:32:59.873983+02:00'
 https://github.com/App-vNext/Polly:
   title: App-vNext/Polly
   description: ''
@@ -162667,6 +168875,7 @@ https://github.com/App-vNext/Polly:
   last_checked: 1779034447.411867
   needs_ai_refresh: true
   discovered_at: '2026-06-12T16:34:47Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -162683,6 +168892,10 @@ https://github.com/App-vNext/Polly:
   gh_license: BSD-3-Clause
   gh_pushed: '2026-06-12T16:34:47Z'
   gh_stars: 14192
+  gh_open_issues_30d: 6
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:33:00.663580+02:00'
 https://github.com/Asabeneh/30-Days-Of-Python:
   title: github.com/Asabeneh/30-Days-Of-Python
   description: ''
@@ -162702,6 +168915,7 @@ https://github.com/Asabeneh/30-Days-Of-Python:
   last_checked: 1779031808.432173
   needs_ai_refresh: true
   discovered_at: '2026-04-04T17:59:06Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -162718,6 +168932,10 @@ https://github.com/Asabeneh/30-Days-Of-Python:
   gh_stars: 65301
   gh_pushed: '2026-04-04T17:59:06Z'
   gh_license: N/A
+  gh_open_issues_30d: 146
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T13:33:01.382370+02:00'
 https://github.com/Azure-Samples:
   title: "github.com/Azure-Samples \U0001F31F"
   description: ''
@@ -162737,6 +168955,7 @@ https://github.com/Azure-Samples:
   last_checked: 1779034031.271464
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:07:11.271464+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -162775,6 +168994,7 @@ https://github.com/Azure-Samples/aks-platform-engineering:
   last_checked: 1779033785.298073
   needs_ai_refresh: true
   discovered_at: '2025-11-27T03:11:12Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -162791,6 +169011,10 @@ https://github.com/Azure-Samples/aks-platform-engineering:
   gh_license: MIT
   gh_pushed: '2025-11-27T03:11:12Z'
   gh_stars: 155
+  gh_open_issues_30d: 27
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T13:33:02.113249+02:00'
 https://github.com/Azure-Samples/api-management-workspaces-migration:
   title: 'github.com/Azure-Samples/api-management-workspaces-migration: Azure API''
     Management workspaces migration tool'
@@ -162811,6 +169035,7 @@ https://github.com/Azure-Samples/api-management-workspaces-migration:
   last_checked: 1779029802.310572
   needs_ai_refresh: true
   discovered_at: '2024-10-29T22:05:04Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -162827,6 +169052,10 @@ https://github.com/Azure-Samples/api-management-workspaces-migration:
   gh_license: MIT
   gh_pushed: '2024-10-29T22:05:04Z'
   gh_stars: 2
+  gh_open_issues_30d: 1
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:33:02.869241+02:00'
 https://github.com/Azure-Samples/azure-ai-studio-secure-bicep:
   title: github.com/Azure-Samples/azure-ai-studio-secure-bicep
   description: ''
@@ -162846,6 +169075,7 @@ https://github.com/Azure-Samples/azure-ai-studio-secure-bicep:
   last_checked: 1779032232.519719
   needs_ai_refresh: true
   discovered_at: '2024-12-12T07:26:59Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -162862,6 +169092,10 @@ https://github.com/Azure-Samples/azure-ai-studio-secure-bicep:
   gh_license: MIT
   gh_pushed: '2024-12-12T07:26:59Z'
   gh_stars: 61
+  gh_open_issues_30d: 1
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:33:03.655322+02:00'
 https://github.com/Azure-Samples/azure-ai-studio-secure-bicep/blob/main/bicep/managedvnet/README.md:
   title: Deploy Secure Azure AI Studio with a managed virtual network
   description: ''
@@ -162881,6 +169115,7 @@ https://github.com/Azure-Samples/azure-ai-studio-secure-bicep/blob/main/bicep/ma
   last_checked: 1779032173.575196
   needs_ai_refresh: true
   discovered_at: '2024-12-12T07:26:59Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -162888,8 +169123,7 @@ https://github.com/Azure-Samples/azure-ai-studio-secure-bicep/blob/main/bicep/ma
   - Secure Architecture
   - Network Isolation
   tags:
-  - GUIDE
-  - ENTERPRISE-STABLE
+  - '[COMMUNITY-TOOL]'
   v1_locations:
   - docs/azure.md
   v2_locations:
@@ -162898,6 +169132,10 @@ https://github.com/Azure-Samples/azure-ai-studio-secure-bicep/blob/main/bicep/ma
   gh_license: MIT
   gh_pushed: '2024-12-12T07:26:59Z'
   gh_stars: 61
+  gh_open_issues_30d: 1
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:33:04.392692+02:00'
 https://github.com/Azure-Samples/azure-load-testing-samples:
   title: "github.com/Azure-Samples/azure-load-testing-samples \U0001F31F"
   description: ''
@@ -162917,6 +169155,7 @@ https://github.com/Azure-Samples/azure-load-testing-samples:
   last_checked: 1779033595.299595
   needs_ai_refresh: true
   discovered_at: '2025-05-02T10:45:23Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -162933,6 +169172,10 @@ https://github.com/Azure-Samples/azure-load-testing-samples:
   gh_license: MIT
   gh_pushed: '2025-05-02T10:45:23Z'
   gh_stars: 27
+  gh_open_issues_30d: 6
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:33:05.152698+02:00'
 https://github.com/Azure-Samples/azure-pipelines-remote-tasks:
   title: Azure-Samples/azure-pipelines-remote-tasks
   description: ''
@@ -162952,6 +169195,7 @@ https://github.com/Azure-Samples/azure-pipelines-remote-tasks:
   last_checked: 1779033084.975232
   needs_ai_refresh: true
   discovered_at: '2022-03-17T18:42:24Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -162968,6 +169212,10 @@ https://github.com/Azure-Samples/azure-pipelines-remote-tasks:
   gh_license: MIT
   gh_pushed: '2022-03-17T18:42:24Z'
   gh_stars: 3
+  gh_open_issues_30d: 1
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:33:05.897982+02:00'
 https://github.com/Azure-Samples/azure-pipelines-variable-templates:
   title: Azure-Samples/azure-pipelines-variable-templates
   description: ''
@@ -162987,6 +169235,7 @@ https://github.com/Azure-Samples/azure-pipelines-variable-templates:
   last_checked: 1779030335.816155
   needs_ai_refresh: true
   discovered_at: '2023-05-10T15:29:19Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -163003,6 +169252,10 @@ https://github.com/Azure-Samples/azure-pipelines-variable-templates:
   gh_license: MIT
   gh_pushed: '2023-05-10T15:29:19Z'
   gh_stars: 38
+  gh_open_issues_30d: 2
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:33:06.653346+02:00'
 https://github.com/Azure-Samples/jenkins-terraform-azure-example:
   title: Azure-Samples/jenkins-terraform-azure-example
   description: ''
@@ -163020,6 +169273,7 @@ https://github.com/Azure-Samples/jenkins-terraform-azure-example:
   last_checked: 1779030562.197652
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:09:22.197652+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -163029,6 +169283,10 @@ https://github.com/Azure-Samples/jenkins-terraform-azure-example:
   v2_locations: []
   youtube_mosaic: {}
   gh_license: MIT
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:33:07.380857+02:00'
 https://github.com/Azure-Samples/jmeter-aci-terraform:
   title: Azure-Samples/jmeter-aci-terraform
   description: ''
@@ -163049,6 +169307,7 @@ https://github.com/Azure-Samples/jmeter-aci-terraform:
   last_checked: 1779031467.298594
   needs_ai_refresh: true
   discovered_at: '2022-01-20T13:09:32Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -163065,6 +169324,10 @@ https://github.com/Azure-Samples/jmeter-aci-terraform:
   gh_license: MIT
   gh_pushed: '2022-01-20T13:09:32Z'
   gh_stars: 119
+  gh_open_issues_30d: 21
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T13:33:08.127026+02:00'
 https://github.com/Azure/AZVerify:
   title: 'AZVerify: Bridging Azure Resources, Bicep Templates, and Diagrams with GitHub''
     Copilot'
@@ -163085,6 +169348,7 @@ https://github.com/Azure/AZVerify:
   last_checked: 1779030232.569021
   needs_ai_refresh: true
   discovered_at: '2026-04-08T07:59:53Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -163105,6 +169369,10 @@ https://github.com/Azure/AZVerify:
   gh_license: MIT
   gh_pushed: '2026-04-08T07:59:53Z'
   gh_stars: 95
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:33:08.852190+02:00'
 https://github.com/Azure/Enterprise-Scale/wiki/ALZ-AMA-Update:
   title: 'github.com/Azure/Enterprise-Scale: ALZ AMA Update'
   description: ''
@@ -163125,6 +169393,7 @@ https://github.com/Azure/Enterprise-Scale/wiki/ALZ-AMA-Update:
   last_checked: 1779029805.444024
   needs_ai_refresh: true
   discovered_at: '2026-06-05T01:53:47Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -163142,6 +169411,10 @@ https://github.com/Azure/Enterprise-Scale/wiki/ALZ-AMA-Update:
   gh_license: MIT
   gh_pushed: '2026-06-05T01:53:47Z'
   gh_stars: 1942
+  gh_open_issues_30d: 4
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:33:09.589127+02:00'
 https://github.com/Azure/Microsoft-Defender-for-Cloud/tree/main/Workbooks/Network%20Security%20Dashboard:
   title: github.com/Azure/Microsoft-Defender-for-Cloud
   description: ''
@@ -163162,6 +169435,7 @@ https://github.com/Azure/Microsoft-Defender-for-Cloud/tree/main/Workbooks/Networ
   last_checked: 1779033623.270304
   needs_ai_refresh: true
   discovered_at: '2026-03-19T11:15:53Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -163178,6 +169452,10 @@ https://github.com/Azure/Microsoft-Defender-for-Cloud/tree/main/Workbooks/Networ
   gh_license: MIT
   gh_pushed: '2026-03-19T11:15:53Z'
   gh_stars: 1913
+  gh_open_issues_30d: 40
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T13:33:10.370464+02:00'
 https://github.com/Azure/aad-pod-identity:
   title: Azure/aad-pod-identity)
   description: ''
@@ -163199,6 +169477,7 @@ https://github.com/Azure/aad-pod-identity:
   last_checked: 1779030296.300983
   needs_ai_refresh: true
   discovered_at: '2023-10-02T20:34:21Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -163215,6 +169494,10 @@ https://github.com/Azure/aad-pod-identity:
   gh_license: MIT
   gh_pushed: '2023-10-02T20:34:21Z'
   gh_stars: 560
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:33:11.104296+02:00'
 https://github.com/Azure/apiops:
   title: "github.com/Azure/apiops \U0001F31F"
   description: ''
@@ -163235,6 +169518,7 @@ https://github.com/Azure/apiops:
   last_checked: 1779030711.61451
   needs_ai_refresh: true
   discovered_at: '2026-06-05T19:33:52Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -163251,6 +169535,10 @@ https://github.com/Azure/apiops:
   gh_license: MIT
   gh_pushed: '2026-06-05T19:33:52Z'
   gh_stars: 440
+  gh_open_issues_30d: 137
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T13:33:12.667975+02:00'
 https://github.com/Azure/awesome-terraform:
   title: github.com/Azure/awesome-terraform
   description: ''
@@ -163270,6 +169558,7 @@ https://github.com/Azure/awesome-terraform:
   last_checked: 1779032547.520686
   needs_ai_refresh: true
   discovered_at: '2023-12-06T14:27:12Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -163286,6 +169575,10 @@ https://github.com/Azure/awesome-terraform:
   gh_license: MIT
   gh_pushed: '2023-12-06T14:27:12Z'
   gh_stars: 176
+  gh_open_issues_30d: 1
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:33:13.433585+02:00'
 https://github.com/Azure/azqr:
   title: ==github.com/Azure/azqr==
   description: ''
@@ -163299,13 +169592,14 @@ https://github.com/Azure/azqr:
   resource_type: Repository
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: eec981d261de36284684dd79e5dc2ae5bd169da3d34ab0fa035cedf7f4621f28
   health_score: 100.0
   last_checked: 1779034487.410048
   needs_ai_refresh: true
   discovered_at: '2026-06-11T18:04:26Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -163322,6 +169616,11 @@ https://github.com/Azure/azqr:
   gh_license: MIT
   gh_pushed: '2026-06-11T18:04:26Z'
   gh_stars: 774
+  duplicate_of: https://github.com/eraser-dev/eraser
+  gh_open_issues_30d: 8
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:33:14.193571+02:00'
 https://github.com/Azure/aztfexport:
   title: github.com/Azure/aztfexport
   description: ''
@@ -163342,6 +169641,7 @@ https://github.com/Azure/aztfexport:
   last_checked: 1779032245.471128
   needs_ai_refresh: true
   discovered_at: '2026-04-02T01:25:07Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -163358,6 +169658,10 @@ https://github.com/Azure/aztfexport:
   gh_license: MPL-2.0
   gh_pushed: '2026-04-02T01:25:07Z'
   gh_stars: 1894
+  gh_open_issues_30d: 47
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T13:33:14.927500+02:00'
 https://github.com/Azure/azure-workload-identity:
   title: ==Azure/azure-workload-identity==
   description: ''
@@ -163379,6 +169683,7 @@ https://github.com/Azure/azure-workload-identity:
   last_checked: 1779029056.86579
   needs_ai_refresh: true
   discovered_at: '2026-06-14T08:56:44Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -163396,6 +169701,10 @@ https://github.com/Azure/azure-workload-identity:
   gh_license: MIT
   gh_pushed: '2026-06-14T08:56:44Z'
   gh_stars: 333
+  gh_open_issues_30d: 58
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T13:33:15.651610+02:00'
 https://github.com/Azure/bicep:
   title: Bicep
   description: ''
@@ -163415,6 +169724,7 @@ https://github.com/Azure/bicep:
   last_checked: 1779030574.735186
   needs_ai_refresh: true
   discovered_at: '2026-06-14T06:10:26Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -163432,6 +169742,10 @@ https://github.com/Azure/bicep:
   gh_license: MIT
   gh_pushed: '2026-06-14T06:10:26Z'
   gh_stars: 3605
+  gh_open_issues_30d: 1269
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T13:33:16.397717+02:00'
 https://github.com/Azure/draft:
   title: "==Azure/Draft== \U0001F31F"
   description: ''
@@ -163452,6 +169766,7 @@ https://github.com/Azure/draft:
   last_checked: 1779033675.391158
   needs_ai_refresh: true
   discovered_at: '2026-06-11T12:56:27Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -163471,6 +169786,10 @@ https://github.com/Azure/draft:
   gh_license: MIT
   gh_pushed: '2026-06-11T12:56:27Z'
   gh_stars: 642
+  gh_open_issues_30d: 23
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T13:33:17.137166+02:00'
 https://github.com/Azure/eraser:
   title: "github.com/Azure/eraser \U0001F31F"
   description: ''
@@ -163481,13 +169800,14 @@ https://github.com/Azure/eraser:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: a1a6600368e555c105d9d46dd0d438b6595a757d25d27ec69630bf97dcb08656
   health_score: 100.0
   last_checked: 1779029631.708649
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:51.708649+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -163496,6 +169816,11 @@ https://github.com/Azure/eraser:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/eraser-dev/eraser
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:33:17.790396+02:00'
 https://github.com/Azure/migration:
   title: 'github.com/Azure/migration: The Migration Execution Guide.'
   description: ''
@@ -163516,6 +169841,7 @@ https://github.com/Azure/migration:
   last_checked: 1779031266.850218
   needs_ai_refresh: true
   discovered_at: '2025-06-05T21:56:49Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -163533,6 +169859,10 @@ https://github.com/Azure/migration:
   gh_license: MIT
   gh_pushed: '2025-06-05T21:56:49Z'
   gh_stars: 192
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:33:18.519296+02:00'
 https://github.com/Azure/placement-policy-scheduler-plugins:
   title: Azure/placement-policy-scheduler-plugins
   description: ''
@@ -163554,6 +169884,7 @@ https://github.com/Azure/placement-policy-scheduler-plugins:
   last_checked: 1779031113.908247
   needs_ai_refresh: true
   discovered_at: '2023-12-18T23:04:45Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -163570,6 +169901,10 @@ https://github.com/Azure/placement-policy-scheduler-plugins:
   gh_license: MIT
   gh_pushed: '2023-12-18T23:04:45Z'
   gh_stars: 55
+  gh_open_issues_30d: 12
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T13:33:19.261910+02:00'
 https://github.com/Azure/terraform-azurerm-aks:
   title: github.com/Azure/terraform-azurerm-aks
   description: ''
@@ -163589,6 +169924,7 @@ https://github.com/Azure/terraform-azurerm-aks:
   last_checked: 1779029129.223513
   needs_ai_refresh: true
   discovered_at: '2026-05-18T01:11:33Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -163605,6 +169941,10 @@ https://github.com/Azure/terraform-azurerm-aks:
   gh_license: MIT
   gh_pushed: '2026-05-18T01:11:33Z'
   gh_stars: 388
+  gh_open_issues_30d: 5
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:33:20.094841+02:00'
 https://github.com/Azure/terraform-azurerm-caf-enterprise-scale:
   title: ==github.com/Azure/terraform-azurerm-caf-enterprise-scale==
   description: ''
@@ -163624,6 +169964,7 @@ https://github.com/Azure/terraform-azurerm-caf-enterprise-scale:
   last_checked: 1779034423.271366
   needs_ai_refresh: true
   discovered_at: '2026-04-27T08:46:55Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -163641,6 +169982,10 @@ https://github.com/Azure/terraform-azurerm-caf-enterprise-scale:
   gh_license: MIT
   gh_pushed: '2026-04-27T08:46:55Z'
   gh_stars: 961
+  gh_open_issues_30d: 14
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T13:33:20.841814+02:00'
 https://github.com/Azure/vscode-kubernetes-tools:
   title: "Azure/vscode-kubernetes-tools \U0001F31F"
   description: ''
@@ -163651,13 +169996,14 @@ https://github.com/Azure/vscode-kubernetes-tools:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 0a5b075a67049f3eb6a0f154d9bd912e13629f7c050b4142486d4fc02637cc49
   health_score: 100.0
   last_checked: 1779032922.934957
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:42.934957+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -163666,6 +170012,11 @@ https://github.com/Azure/vscode-kubernetes-tools:
   - docs/visual-studio.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/vscode-kubernetes-tools/vscode-kubernetes-tools
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:33:21.500772+02:00'
 https://github.com/BBVA/sqerzo:
   title: 'SQErzo: Tiny ORM for Graph databases'
   description: ''
@@ -163685,6 +170036,7 @@ https://github.com/BBVA/sqerzo:
   last_checked: 1779030862.142436
   needs_ai_refresh: true
   discovered_at: '2021-02-25T11:00:33Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -163702,6 +170054,10 @@ https://github.com/BBVA/sqerzo:
   gh_license: Apache-2.0
   gh_pushed: '2021-02-25T11:00:33Z'
   gh_stars: 35
+  gh_open_issues_30d: 2
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:33:22.240240+02:00'
 https://github.com/BMW-InnovationLab:
   title: BMW InnovationLab
   description: ''
@@ -163721,6 +170077,7 @@ https://github.com/BMW-InnovationLab:
   last_checked: 1779031448.904358
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:24:08.904358+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -163749,13 +170106,14 @@ https://github.com/Banno/asdf-kubectl:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 229d1f654930633d9c1cc0c2d5f1245dd8b83f500aa279f430337cf9c2add90b
   health_score: 100.0
   last_checked: 1779029121.406804
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:21.406804+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -163764,6 +170122,11 @@ https://github.com/Banno/asdf-kubectl:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/asdf-community/asdf-kubectl
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:33:22.893043+02:00'
 https://github.com/Berops/claudie:
   title: ==github.com/Berops/claudie==
   description: ''
@@ -163786,6 +170149,7 @@ https://github.com/Berops/claudie:
   last_checked: 1779034479.81302
   needs_ai_refresh: true
   discovered_at: '2026-06-12T09:41:12Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -163802,6 +170166,10 @@ https://github.com/Berops/claudie:
   gh_license: Apache-2.0
   gh_pushed: '2026-06-12T09:41:12Z'
   gh_stars: 782
+  gh_open_issues_30d: 52
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T13:33:23.632161+02:00'
 https://github.com/BishopFox/iam-vulnerable:
   title: BishopFox/iam-vulnerable
   description: ''
@@ -163821,6 +170189,7 @@ https://github.com/BishopFox/iam-vulnerable:
   last_checked: 1779032802.502713
   needs_ai_refresh: true
   discovered_at: '2026-03-12T15:38:01Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -163837,6 +170206,10 @@ https://github.com/BishopFox/iam-vulnerable:
   gh_license: MIT
   gh_pushed: '2026-03-12T15:38:01Z'
   gh_stars: 573
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:33:24.366359+02:00'
 https://github.com/BrandonPotter/kubergui:
   title: "kubergui: Kubernetes Deployment Builder\U0001F31F"
   description: ''
@@ -163856,6 +170229,7 @@ https://github.com/BrandonPotter/kubergui:
   last_checked: 1779033213.609122
   needs_ai_refresh: true
   discovered_at: '2019-11-08T20:04:38Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -163872,6 +170246,10 @@ https://github.com/BrandonPotter/kubergui:
   gh_license: MIT
   gh_pushed: '2019-11-08T20:04:38Z'
   gh_stars: 91
+  gh_open_issues_30d: 3
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:33:25.094439+02:00'
 https://github.com/BrianCollet/onboard-automator:
   title: github.com/BrianCollet/onboard-automator
   description: ''
@@ -163891,6 +170269,7 @@ https://github.com/BrianCollet/onboard-automator:
   last_checked: 1779034531.461024
   needs_ai_refresh: true
   discovered_at: '2024-01-19T03:17:22Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -163907,6 +170286,10 @@ https://github.com/BrianCollet/onboard-automator:
   gh_stars: 11
   gh_pushed: '2024-01-19T03:17:22Z'
   gh_license: N/A
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:33:25.811277+02:00'
 https://github.com/BurntSushi/xsv:
   title: xsv
   description: ''
@@ -163924,6 +170307,7 @@ https://github.com/BurntSushi/xsv:
   last_checked: 1779032039.60659
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:33:59.606590+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -163934,6 +170318,10 @@ https://github.com/BurntSushi/xsv:
   youtube_mosaic: {}
   gh_license: Unlicense
   is_special: true
+  gh_open_issues_30d: 165
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T13:33:26.531456+02:00'
 https://github.com/CASIA-IVA-Lab/FastSAM:
   title: github.com/CASIA-IVA-Lab/FastSAM
   description: ''
@@ -163944,13 +170332,14 @@ https://github.com/CASIA-IVA-Lab/FastSAM:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 0998a8eff80a814ad22a45386bd60b4b741efe2020f963bb252e6ee5ea2dfb47
   health_score: 100.0
   last_checked: 1779031415.107514
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:35.107514+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -163959,6 +170348,11 @@ https://github.com/CASIA-IVA-Lab/FastSAM:
   - docs/mlops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/CASIA-LMC-Lab/FastSAM
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:33:27.205803+02:00'
 https://github.com/CASIA-LMC-Lab/FastSAM:
   title: github.com/CASIA-IVA-Lab/FastSAM
   description: ''
@@ -163979,6 +170373,7 @@ https://github.com/CASIA-LMC-Lab/FastSAM:
   last_checked: 1779130494.934949
   needs_ai_refresh: true
   discovered_at: '2024-07-30T13:35:06Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -163995,6 +170390,10 @@ https://github.com/CASIA-LMC-Lab/FastSAM:
   gh_license: AGPL-3.0
   gh_pushed: '2024-07-30T13:35:06Z'
   gh_stars: 8364
+  gh_open_issues_30d: 147
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T13:33:27.944470+02:00'
 https://github.com/CastawayEGR/openshift-ai-examples:
   title: OpenShift AI Examples
   description: ''
@@ -164014,6 +170413,7 @@ https://github.com/CastawayEGR/openshift-ai-examples:
   last_checked: 1779032150.498533
   needs_ai_refresh: true
   discovered_at: '2025-09-15T19:35:15Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -164031,6 +170431,10 @@ https://github.com/CastawayEGR/openshift-ai-examples:
   gh_license: MIT
   gh_pushed: '2025-09-15T19:35:15Z'
   gh_stars: 25
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:33:28.677227+02:00'
 https://github.com/Checkmarx/kics:
   title: ==Checkmarx/kics==
   description: ''
@@ -164050,6 +170454,7 @@ https://github.com/Checkmarx/kics:
   last_checked: 1779029487.653214
   needs_ai_refresh: true
   discovered_at: '2026-06-10T15:22:53Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -164066,6 +170471,10 @@ https://github.com/Checkmarx/kics:
   gh_license: Apache-2.0
   gh_pushed: '2026-06-10T15:22:53Z'
   gh_stars: 2649
+  gh_open_issues_30d: 321
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T13:33:29.407873+02:00'
 https://github.com/Clivern/Beetle:
   title: Beetle
   description: ''
@@ -164085,6 +170494,7 @@ https://github.com/Clivern/Beetle:
   last_checked: 1779030806.210208
   needs_ai_refresh: true
   discovered_at: '2026-06-12T19:57:34Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -164101,6 +170511,10 @@ https://github.com/Clivern/Beetle:
   gh_license: MIT
   gh_pushed: '2026-06-12T19:57:34Z'
   gh_stars: 167
+  gh_open_issues_30d: 16
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T13:33:30.103446+02:00'
 https://github.com/Cloud-Architekt/AzureAD-Attack-Defense:
   title: '==github.com/Cloud-Architekt: Azure AD - Attack and Defense Playbook=='
   description: ''
@@ -164120,6 +170534,7 @@ https://github.com/Cloud-Architekt/AzureAD-Attack-Defense:
   last_checked: 1779034045.945027
   needs_ai_refresh: true
   discovered_at: '2026-04-20T06:24:19Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -164136,6 +170551,10 @@ https://github.com/Cloud-Architekt/AzureAD-Attack-Defense:
   gh_stars: 2529
   gh_pushed: '2026-04-20T06:24:19Z'
   gh_license: N/A
+  gh_open_issues_30d: 8
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:33:30.825127+02:00'
 https://github.com/Comcast/kuberhealthy:
   title: "kuberhealthy \U0001F31F"
   description: ''
@@ -164146,13 +170565,14 @@ https://github.com/Comcast/kuberhealthy:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: ba4ddbd777131223fe2cb89dbddc98918f542e2c1e8d9f5461fa216e3cea0243
   health_score: 100.0
   last_checked: 1779031416.978642
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:36.978642+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -164161,6 +170581,11 @@ https://github.com/Comcast/kuberhealthy:
   - docs/kubernetes-operators-controllers.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/kuberhealthy/kuberhealthy
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:33:31.476990+02:00'
 https://github.com/ContainerSSH/ContainerSSH:
   title: ==github.com/ContainerSSH/ContainerSSH==
   description: ''
@@ -164181,6 +170606,7 @@ https://github.com/ContainerSSH/ContainerSSH:
   last_checked: 1779029899.669571
   needs_ai_refresh: true
   discovered_at: '2026-05-19T15:47:29Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -164197,6 +170623,10 @@ https://github.com/ContainerSSH/ContainerSSH:
   gh_license: Apache-2.0
   gh_pushed: '2026-05-19T15:47:29Z'
   gh_stars: 3054
+  gh_open_issues_30d: 57
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T13:33:32.256146+02:00'
 https://github.com/ContainerSolutions/ImageWolf:
   title: 'ContainerSolutions/ImageWolf: ImageWolf - Fast Distribution of Docker Images''
     on Clusters'
@@ -164219,6 +170649,7 @@ https://github.com/ContainerSolutions/ImageWolf:
   last_checked: 1779029369.894606
   needs_ai_refresh: true
   discovered_at: '2017-11-02T23:32:01Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -164236,6 +170667,10 @@ https://github.com/ContainerSolutions/ImageWolf:
   gh_stars: 143
   gh_pushed: '2017-11-02T23:32:01Z'
   gh_license: N/A
+  gh_open_issues_30d: 5
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:33:32.985961+02:00'
 https://github.com/ContainerSolutions/delayed-jobs-operator:
   title: github.com/ContainerSolutions/delayed-jobs-operator
   description: ''
@@ -164255,6 +170690,7 @@ https://github.com/ContainerSolutions/delayed-jobs-operator:
   last_checked: 1779030730.599651
   needs_ai_refresh: true
   discovered_at: '2021-11-23T11:29:11Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -164271,6 +170707,10 @@ https://github.com/ContainerSolutions/delayed-jobs-operator:
   gh_license: MIT
   gh_pushed: '2021-11-23T11:29:11Z'
   gh_stars: 10
+  gh_open_issues_30d: 1
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:33:33.696013+02:00'
 https://github.com/ContainerSolutions/kubernetes-examples:
   title: Kubernetes Examples
   description: ''
@@ -164292,6 +170732,7 @@ https://github.com/ContainerSolutions/kubernetes-examples:
   last_checked: 1779130494.923034
   needs_ai_refresh: true
   discovered_at: '2023-10-03T10:18:57Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -164308,6 +170749,10 @@ https://github.com/ContainerSolutions/kubernetes-examples:
   gh_license: MIT
   gh_pushed: '2023-10-03T10:18:57Z'
   gh_stars: 1421
+  gh_open_issues_30d: 11
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T13:33:34.422638+02:00'
 https://github.com/CoolerVoid/codecat:
   title: 'CoolerVoid/codecat: CodeCat - Tool to help in static code analysis'
   description: ''
@@ -164326,6 +170771,7 @@ https://github.com/CoolerVoid/codecat:
   last_checked: 1779031466.709875
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:26.709875+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -164347,6 +170793,10 @@ https://github.com/CoolerVoid/codecat:
   gh_stars: 0
   gh_pushed: N/A
   gh_license: N/A
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:33:35.038381+02:00'
 https://github.com/CrunchyData:
   title: github.com/CrunchyData
   description: ''
@@ -164366,6 +170816,7 @@ https://github.com/CrunchyData:
   last_checked: 1779029189.8526
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:46:29.852600+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -164399,6 +170850,7 @@ https://github.com/CrunchyData/crunchy-containers:
   last_checked: 1779033672.204834
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:01:12.204834+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -164408,6 +170860,10 @@ https://github.com/CrunchyData/crunchy-containers:
   v2_locations: []
   youtube_mosaic: {}
   gh_license: Apache-2.0
+  gh_open_issues_30d: 36
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T13:33:35.796887+02:00'
 https://github.com/CrunchyData/postgres-operator:
   title: github.com/CrunchyData/postgres-operator
   description: ''
@@ -164429,6 +170885,7 @@ https://github.com/CrunchyData/postgres-operator:
   last_checked: 1779033619.664887
   needs_ai_refresh: true
   discovered_at: '2026-06-10T00:07:08Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -164446,6 +170903,10 @@ https://github.com/CrunchyData/postgres-operator:
   gh_license: Apache-2.0
   gh_pushed: '2026-06-10T00:07:08Z'
   gh_stars: 4421
+  gh_open_issues_30d: 168
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T13:33:36.545542+02:00'
 https://github.com/DATA-DOG/go-sqlmock:
   title: DATA-DOG/go-sqlmock
   description: ''
@@ -164465,6 +170926,7 @@ https://github.com/DATA-DOG/go-sqlmock:
   last_checked: 1779034336.613058
   needs_ai_refresh: true
   discovered_at: '2024-09-11T10:51:41Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -164481,6 +170943,10 @@ https://github.com/DATA-DOG/go-sqlmock:
   gh_license: NOASSERTION
   gh_pushed: '2024-09-11T10:51:41Z'
   gh_stars: 6554
+  gh_open_issues_30d: 42
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T13:33:37.281025+02:00'
 https://github.com/DaspawnW/vault-crd:
   title: DaspawnW/vault-crd
   description: ''
@@ -164501,6 +170967,7 @@ https://github.com/DaspawnW/vault-crd:
   last_checked: 1779033072.215973
   needs_ai_refresh: true
   discovered_at: '2026-02-03T17:53:52Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -164517,6 +170984,10 @@ https://github.com/DaspawnW/vault-crd:
   gh_license: Apache-2.0
   gh_pushed: '2026-02-03T17:53:52Z'
   gh_stars: 175
+  gh_open_issues_30d: 17
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T13:33:37.992078+02:00'
 https://github.com/DataCater/datacater:
   title: github.com/DataCater/datacater (real-time, cloud-native data pipeline platform)
   description: ''
@@ -164537,6 +171008,7 @@ https://github.com/DataCater/datacater:
   last_checked: 1779031438.835346
   needs_ai_refresh: true
   discovered_at: '2023-08-11T08:04:55Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -164553,6 +171025,10 @@ https://github.com/DataCater/datacater:
   gh_license: NOASSERTION
   gh_pushed: '2023-08-11T08:04:55Z'
   gh_stars: 83
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:33:38.743574+02:00'
 https://github.com/DataExpert-io/data-engineer-handbook:
   title: "==github.com/DataExpert-io/data-engineer-handbook== \U0001F31F"
   description: ''
@@ -164573,6 +171049,7 @@ https://github.com/DataExpert-io/data-engineer-handbook:
   last_checked: 1779030434.219612
   needs_ai_refresh: true
   discovered_at: '2026-04-02T23:14:21Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -164591,6 +171068,10 @@ https://github.com/DataExpert-io/data-engineer-handbook:
   gh_pushed: '2026-04-02T23:14:21Z'
   gh_license: N/A
   is_special: true
+  gh_open_issues_30d: 39
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T13:33:39.486230+02:00'
 https://github.com/DevOps-Nirvana/Grafana-Dashboards:
   title: github.com/DevOps-Nirvana/Grafana-Dashboards
   description: ''
@@ -164610,6 +171091,7 @@ https://github.com/DevOps-Nirvana/Grafana-Dashboards:
   last_checked: 1779032975.326538
   needs_ai_refresh: true
   discovered_at: '2024-05-15T23:32:11Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -164626,6 +171108,10 @@ https://github.com/DevOps-Nirvana/Grafana-Dashboards:
   gh_license: MIT
   gh_pushed: '2024-05-15T23:32:11Z'
   gh_stars: 314
+  gh_open_issues_30d: 4
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:33:40.238403+02:00'
 https://github.com/DevOps-Nirvana/Kubernetes-Volume-Autoscaler:
   title: 'github.com/DevOps-Nirvana: Kubernetes Volume / Disk Autoscaler (via Prometheus)'
   description: ''
@@ -164646,6 +171132,7 @@ https://github.com/DevOps-Nirvana/Kubernetes-Volume-Autoscaler:
   last_checked: 1779029634.596098
   needs_ai_refresh: true
   discovered_at: '2024-05-30T18:52:01Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -164662,6 +171149,10 @@ https://github.com/DevOps-Nirvana/Kubernetes-Volume-Autoscaler:
   gh_license: Apache-2.0
   gh_pushed: '2024-05-30T18:52:01Z'
   gh_stars: 317
+  gh_open_issues_30d: 13
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T13:33:41.081777+02:00'
 https://github.com/DevOps-Projects-Ideas/DevOps-Books:
   title: "==github.com/DevOps-Projects-Ideas/DevOps-Books== \U0001F31F\U0001F31F"
   description: ''
@@ -164682,6 +171173,7 @@ https://github.com/DevOps-Projects-Ideas/DevOps-Books:
   last_checked: 1779032484.253396
   needs_ai_refresh: true
   discovered_at: '2024-09-25T23:23:23Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -164702,6 +171194,10 @@ https://github.com/DevOps-Projects-Ideas/DevOps-Books:
   gh_pushed: '2024-09-25T23:23:23Z'
   gh_stars: 682
   is_special: true
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:33:41.819644+02:00'
 https://github.com/DevOpsHiveHQ/kubech:
   title: kubech (kubectl change)
   description: ''
@@ -164721,6 +171217,7 @@ https://github.com/DevOpsHiveHQ/kubech:
   last_checked: 1779130495.020746
   needs_ai_refresh: true
   discovered_at: '2025-04-23T20:55:58Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -164737,6 +171234,10 @@ https://github.com/DevOpsHiveHQ/kubech:
   gh_license: Apache-2.0
   gh_pushed: '2025-04-23T20:55:58Z'
   gh_stars: 156
+  gh_open_issues_30d: 3
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:33:42.561404+02:00'
 https://github.com/DhruvinSoni30/Terraform_multiple_modules:
   title: github.com/DhruvinSoni30/Terraform_multiple_modules
   description: ''
@@ -164758,6 +171259,7 @@ https://github.com/DhruvinSoni30/Terraform_multiple_modules:
   last_checked: 1779030012.265696
   needs_ai_refresh: true
   discovered_at: '2023-04-09T11:18:32Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -164774,6 +171276,10 @@ https://github.com/DhruvinSoni30/Terraform_multiple_modules:
   gh_stars: 4
   gh_pushed: '2023-04-09T11:18:32Z'
   gh_license: N/A
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:33:43.273023+02:00'
 https://github.com/DontShaveTheYak/jenkins-std-lib:
   title: "DontShaveTheYak/jenkins-std-lib:  Jenkins Standard Shared Library \U0001F31F"
   description: ''
@@ -164793,6 +171299,7 @@ https://github.com/DontShaveTheYak/jenkins-std-lib:
   last_checked: 1779031341.796519
   needs_ai_refresh: true
   discovered_at: '2026-06-10T14:08:06Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -164809,6 +171316,10 @@ https://github.com/DontShaveTheYak/jenkins-std-lib:
   gh_license: GPL-3.0
   gh_pushed: '2026-06-10T14:08:06Z'
   gh_stars: 51
+  gh_open_issues_30d: 16
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T13:33:44.041849+02:00'
 https://github.com/Droogans/unmaintainable-code:
   title: Droogans/How To Write Unmaintainable Code
   description: ''
@@ -164826,6 +171337,7 @@ https://github.com/Droogans/unmaintainable-code:
   last_checked: 1779029564.066623
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:52:44.066623+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -164833,6 +171345,10 @@ https://github.com/Droogans/unmaintainable-code:
   v1_locations: []
   v2_locations: []
   youtube_mosaic: {}
+  gh_open_issues_30d: 1
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:33:44.780665+02:00'
 https://github.com/DustinBrett/daedalOS:
   title: daedalOS - Desktop Environment in the Browser
   description: A robust browser-based desktop environment simulating a fully featured
@@ -164855,6 +171371,7 @@ https://github.com/DustinBrett/daedalOS:
   last_checked: 1780352571.556314
   needs_ai_refresh: false
   discovered_at: '2026-05-31T06:26:10Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -164878,6 +171395,10 @@ https://github.com/DustinBrett/daedalOS:
   social_preview_url: https://repository-images.githubusercontent.com/286179743/f9241c4c-9e1d-4104-b908-470affe44c34
   source_provenance: X.com (midudev)
   suggested_new_category: web-environments
+  gh_open_issues_30d: 43
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T13:33:45.495404+02:00'
 https://github.com/Efrat19/kubeload:
   title: kubeload - load testing
   description: ''
@@ -164898,6 +171419,7 @@ https://github.com/Efrat19/kubeload:
   last_checked: 1779034046.05533
   needs_ai_refresh: true
   discovered_at: '2024-03-03T13:38:59Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -164915,6 +171437,10 @@ https://github.com/Efrat19/kubeload:
   gh_stars: 24
   gh_pushed: '2024-03-03T13:38:59Z'
   gh_license: N/A
+  gh_open_issues_30d: 3
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:33:46.218701+02:00'
 https://github.com/ElYusubov/AWESOME-Azure-Bicep:
   title: 'ElYusubov/AWESOME-Azure-Bicep: AWESOME Azure Bicep'
   description: ''
@@ -164936,6 +171462,7 @@ https://github.com/ElYusubov/AWESOME-Azure-Bicep:
   last_checked: 1779032817.918255
   needs_ai_refresh: true
   discovered_at: '2026-06-11T18:06:39Z'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -164954,6 +171481,10 @@ https://github.com/ElYusubov/AWESOME-Azure-Bicep:
   gh_pushed: '2026-06-11T18:06:39Z'
   gh_stars: 431
   is_special: true
+  gh_open_issues_30d: 4
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:33:46.936107+02:00'
 https://github.com/ElanShudnow/AzureCode:
   title: ==github.com/ElanShudnow/AzureCode==
   description: ''
@@ -164973,6 +171504,7 @@ https://github.com/ElanShudnow/AzureCode:
   last_checked: 1779032080.776953
   needs_ai_refresh: true
   discovered_at: '2025-11-11T16:17:05Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -164989,6 +171521,10 @@ https://github.com/ElanShudnow/AzureCode:
   gh_license: MIT
   gh_pushed: '2025-11-11T16:17:05Z'
   gh_stars: 80
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:33:47.672159+02:00'
 https://github.com/ElanShudnow/AzureCode/blob/main/PowerShell/AzVNETOverlap/README.md:
   title: 'github.com/ElanShudnow/AzureCode: AzVNETOverlap.ps1'
   description: ''
@@ -165007,6 +171543,7 @@ https://github.com/ElanShudnow/AzureCode/blob/main/PowerShell/AzVNETOverlap/READ
   last_checked: 1779029274.574049
   needs_ai_refresh: true
   discovered_at: '2025-11-11T16:17:05Z'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -165025,6 +171562,10 @@ https://github.com/ElanShudnow/AzureCode/blob/main/PowerShell/AzVNETOverlap/READ
   gh_license: MIT
   gh_pushed: '2025-11-11T16:17:05Z'
   gh_stars: 80
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:33:48.376154+02:00'
 https://github.com/ElanShudnow/AzureCode/tree/main/PowerShell/AzResourceMoveSupport:
   title: github.com/ElanShudnow/AzureCode/tree/main/PowerShell/AzResourceMoveSupport
   description: ''
@@ -165044,6 +171585,7 @@ https://github.com/ElanShudnow/AzureCode/tree/main/PowerShell/AzResourceMoveSupp
   last_checked: 1779034012.862449
   needs_ai_refresh: true
   discovered_at: '2025-11-11T16:17:05Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -165051,8 +171593,7 @@ https://github.com/ElanShudnow/AzureCode/tree/main/PowerShell/AzResourceMoveSupp
   - Automation
   - Resource Migration
   tags:
-  - COMMUNITY-TOOL
-  - GUIDE
+  - '[DE FACTO STANDARD]'
   v1_locations:
   - docs/azure.md
   v2_locations:
@@ -165061,6 +171602,10 @@ https://github.com/ElanShudnow/AzureCode/tree/main/PowerShell/AzResourceMoveSupp
   gh_license: MIT
   gh_pushed: '2025-11-11T16:17:05Z'
   gh_stars: 80
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:33:49.079876+02:00'
 https://github.com/ElementTech/kube-reqsizer:
   title: github.com/ElementTech/kube-reqsizer
   description: ''
@@ -165081,6 +171626,7 @@ https://github.com/ElementTech/kube-reqsizer:
   last_checked: 1779032462.793046
   needs_ai_refresh: true
   discovered_at: '2024-02-09T18:00:52Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -165097,6 +171643,10 @@ https://github.com/ElementTech/kube-reqsizer:
   gh_stars: 207
   gh_pushed: '2024-02-09T18:00:52Z'
   gh_license: N/A
+  gh_open_issues_30d: 15
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T13:33:49.801477+02:00'
 https://github.com/Email-Dashboard/Email-Dashboard:
   title: 'github.com/Email-Dashboard:'
   description: ''
@@ -165116,6 +171666,7 @@ https://github.com/Email-Dashboard/Email-Dashboard:
   last_checked: 1779033615.492459
   needs_ai_refresh: true
   discovered_at: '2023-01-19T08:39:23Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -165132,6 +171683,10 @@ https://github.com/Email-Dashboard/Email-Dashboard:
   gh_license: MIT
   gh_pushed: '2023-01-19T08:39:23Z'
   gh_stars: 275
+  gh_open_issues_30d: 51
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T13:33:50.520403+02:00'
 https://github.com/ExtendDB/extenddb/pull/54:
   title: 'feat(storage): add Route 53 backend (TXT records, base64-encoded items,
     the works)'
@@ -165154,6 +171709,7 @@ https://github.com/ExtendDB/extenddb/pull/54:
   last_checked: 1780352292.588492
   needs_ai_refresh: false
   discovered_at: '2026-06-01T22:00:29Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -165177,6 +171733,10 @@ https://github.com/ExtendDB/extenddb/pull/54:
   social_preview_url: https://opengraph.githubassets.com/d504e2bae65a61e32719daa25cf390b030f8abfbae8b0437cadc2142e561a433/ExtendDB/extenddb/pull/54
   source_provenance: X.com (QuinnyPig)
   suggested_new_category: ''
+  gh_open_issues_30d: 28
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T13:33:51.275653+02:00'
 https://github.com/FairwindsOps/gemini:
   title: gemini
   description: ''
@@ -165196,6 +171756,7 @@ https://github.com/FairwindsOps/gemini:
   last_checked: 1779030685.66597
   needs_ai_refresh: true
   discovered_at: '2026-05-18T23:15:58Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -165213,6 +171774,10 @@ https://github.com/FairwindsOps/gemini:
   gh_license: Apache-2.0
   gh_pushed: '2026-05-18T23:15:58Z'
   gh_stars: 434
+  gh_open_issues_30d: 7
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:33:51.997554+02:00'
 https://github.com/FairwindsOps/goldilocks:
   title: '==github.com/FairwindsOps: Goldilocks is a utility that can help you identify''
     a starting point for resource requests and limits=='
@@ -165238,6 +171803,7 @@ https://github.com/FairwindsOps/goldilocks:
   last_checked: 1779031574.794867
   needs_ai_refresh: true
   discovered_at: '2026-05-29T14:20:44Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -165256,6 +171822,10 @@ https://github.com/FairwindsOps/goldilocks:
   gh_license: Apache-2.0
   gh_pushed: '2026-05-29T14:20:44Z'
   gh_stars: 3250
+  gh_open_issues_30d: 15
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T13:33:52.708646+02:00'
 https://github.com/FairwindsOps/gonogo:
   title: FairwindsOps/gonogo
   description: ''
@@ -165276,6 +171846,7 @@ https://github.com/FairwindsOps/gonogo:
   last_checked: 1779032679.631358
   needs_ai_refresh: true
   discovered_at: '2026-05-01T16:41:08Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -165292,6 +171863,10 @@ https://github.com/FairwindsOps/gonogo:
   gh_license: Apache-2.0
   gh_pushed: '2026-05-01T16:41:08Z'
   gh_stars: 146
+  gh_open_issues_30d: 12
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T13:33:53.428111+02:00'
 https://github.com/FairwindsOps/pluto:
   title: "Pluto is a cli tool to help discover deprecated apiVersions in Kubernetes
     \U0001F31F"
@@ -165312,6 +171887,7 @@ https://github.com/FairwindsOps/pluto:
   last_checked: 1779033025.275172
   needs_ai_refresh: true
   discovered_at: '2026-04-27T19:14:03Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -165329,6 +171905,10 @@ https://github.com/FairwindsOps/pluto:
   gh_license: Apache-2.0
   gh_pushed: '2026-04-27T19:14:03Z'
   gh_stars: 2531
+  gh_open_issues_30d: 5
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:33:54.155649+02:00'
 https://github.com/FairwindsOps/polaris:
   title: Polaris
   description: ''
@@ -165349,6 +171929,7 @@ https://github.com/FairwindsOps/polaris:
   last_checked: 1779029369.83405
   needs_ai_refresh: true
   discovered_at: '2026-05-19T00:15:12Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -165368,6 +171949,10 @@ https://github.com/FairwindsOps/polaris:
   gh_pushed: '2026-05-19T00:15:12Z'
   gh_stars: 3367
   is_special: true
+  gh_open_issues_30d: 18
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T13:33:54.871408+02:00'
 https://github.com/FairwindsOps/rbac-manager:
   title: "==FairwindsOps/rbac-manager: RBAC Manager== \U0001F31F"
   description: ''
@@ -165387,6 +171972,7 @@ https://github.com/FairwindsOps/rbac-manager:
   last_checked: 1779031759.898981
   needs_ai_refresh: true
   discovered_at: '2026-05-05T02:49:15Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -165404,6 +171990,10 @@ https://github.com/FairwindsOps/rbac-manager:
   gh_license: Apache-2.0
   gh_pushed: '2026-05-05T02:49:15Z'
   gh_stars: 1654
+  gh_open_issues_30d: 11
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T13:33:55.602257+02:00'
 https://github.com/FairwindsOps/saffire:
   title: Saffire
   description: ''
@@ -165424,6 +172014,7 @@ https://github.com/FairwindsOps/saffire:
   last_checked: 1779031416.790329
   needs_ai_refresh: true
   discovered_at: '2026-05-18T23:16:23Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -165441,6 +172032,10 @@ https://github.com/FairwindsOps/saffire:
   gh_license: Apache-2.0
   gh_pushed: '2026-05-18T23:16:23Z'
   gh_stars: 126
+  gh_open_issues_30d: 6
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:33:56.334487+02:00'
 https://github.com/G-Research/armada:
   title: Armada
   description: ''
@@ -165458,6 +172053,7 @@ https://github.com/G-Research/armada:
   last_checked: 1779030810.133051
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:30.133051+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -165466,6 +172062,10 @@ https://github.com/G-Research/armada:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:33:56.977350+02:00'
 https://github.com/GalleyBytes/terraform-operator:
   title: 'isaaguilar/terraform-operator: Terraform Operator'
   description: ''
@@ -165485,6 +172085,7 @@ https://github.com/GalleyBytes/terraform-operator:
   last_checked: 1779130495.030266
   needs_ai_refresh: true
   discovered_at: '2025-12-09T04:52:15Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -165502,6 +172103,10 @@ https://github.com/GalleyBytes/terraform-operator:
   gh_license: Apache-2.0
   gh_pushed: '2025-12-09T04:52:15Z'
   gh_stars: 380
+  gh_open_issues_30d: 26
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T13:33:57.720334+02:00'
 https://github.com/GambitResearch/kubeonoff:
   title: kubeonoff
   description: ''
@@ -165521,6 +172126,7 @@ https://github.com/GambitResearch/kubeonoff:
   last_checked: 1779030327.253718
   needs_ai_refresh: true
   discovered_at: '2020-08-07T14:23:59Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -165537,6 +172143,10 @@ https://github.com/GambitResearch/kubeonoff:
   gh_license: MIT
   gh_pushed: '2020-08-07T14:23:59Z'
   gh_stars: 24
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:33:58.477182+02:00'
 https://github.com/GhostWriters/DockSTARTer:
   title: DockSTARTer
   description: ''
@@ -165557,6 +172167,7 @@ https://github.com/GhostWriters/DockSTARTer:
   last_checked: 1779034330.982511
   needs_ai_refresh: true
   discovered_at: '2026-06-03T19:39:45Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -165577,6 +172188,10 @@ https://github.com/GhostWriters/DockSTARTer:
   gh_license: MIT
   gh_pushed: '2026-06-03T19:39:45Z'
   gh_stars: 2560
+  gh_open_issues_30d: 6
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:33:59.249949+02:00'
 https://github.com/GitCredentialManager/git-credential-manager:
   title: ==Git Credential Manager==
   description: ''
@@ -165587,13 +172202,14 @@ https://github.com/GitCredentialManager/git-credential-manager:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: dd260b672af5cf39e8805dc84d087cb581fe46d4675ed61c72c950ce63769d20
   health_score: 100.0
   last_checked: 1779030562.338601
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:22.338601+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -165602,6 +172218,11 @@ https://github.com/GitCredentialManager/git-credential-manager:
   - docs/git.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/git-ecosystem/git-credential-manager
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:33:59.899797+02:00'
 https://github.com/GitHubSecurityLab/actions-permissions:
   title: 'github.com/GitHubSecurityLab/actions-permissions: GitHub token permissions''
     Monitor and Advisor actions'
@@ -165622,6 +172243,7 @@ https://github.com/GitHubSecurityLab/actions-permissions:
   last_checked: 1779030558.826447
   needs_ai_refresh: true
   discovered_at: '2026-01-31T20:52:48Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -165638,6 +172260,10 @@ https://github.com/GitHubSecurityLab/actions-permissions:
   gh_license: MIT
   gh_pushed: '2026-01-31T20:52:48Z'
   gh_stars: 369
+  gh_open_issues_30d: 4
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:34:00.686850+02:00'
 https://github.com/GoodforGod/java-logger-benchmark:
   title: GoodforGod/java-logger-benchmark
   description: ''
@@ -165658,6 +172284,7 @@ https://github.com/GoodforGod/java-logger-benchmark:
   last_checked: 1779031087.358016
   needs_ai_refresh: true
   discovered_at: '2023-10-19T05:35:16Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -165674,6 +172301,10 @@ https://github.com/GoodforGod/java-logger-benchmark:
   gh_license: Apache-2.0
   gh_pushed: '2023-10-19T05:35:16Z'
   gh_stars: 16
+  gh_open_issues_30d: 2
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:34:01.429126+02:00'
 https://github.com/GoogleCloudPlatform:
   title: github.com/GoogleCloudPlatform
   description: ''
@@ -165693,6 +172324,7 @@ https://github.com/GoogleCloudPlatform:
   last_checked: 1779032091.650698
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:34:51.650698+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -165732,6 +172364,7 @@ https://github.com/GoogleCloudPlatform/awesome-google-cloud:
   last_checked: 1779033704.95922
   needs_ai_refresh: true
   discovered_at: '2024-05-30T16:03:07Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -165750,6 +172383,10 @@ https://github.com/GoogleCloudPlatform/awesome-google-cloud:
   gh_pushed: '2024-05-30T16:03:07Z'
   gh_stars: 904
   is_special: true
+  gh_open_issues_30d: 3
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:34:02.273646+02:00'
 https://github.com/GoogleCloudPlatform/buildpacks:
   title: Google Cloud Buildpacks
   description: ''
@@ -165769,6 +172406,7 @@ https://github.com/GoogleCloudPlatform/buildpacks:
   last_checked: 1779032171.473773
   needs_ai_refresh: true
   discovered_at: '2026-06-13T10:40:53Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -165785,6 +172423,10 @@ https://github.com/GoogleCloudPlatform/buildpacks:
   gh_license: Apache-2.0
   gh_pushed: '2026-06-13T10:40:53Z'
   gh_stars: 1148
+  gh_open_issues_30d: 147
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T13:34:03.018090+02:00'
 https://github.com/GoogleCloudPlatform/click-to-deploy/tree/master/k8s/sonarqube:
   title: click-to-deploy/sonarqube
   description: ''
@@ -165804,6 +172446,7 @@ https://github.com/GoogleCloudPlatform/click-to-deploy/tree/master/k8s/sonarqube
   last_checked: 1779029628.987483
   needs_ai_refresh: true
   discovered_at: '2026-06-09T22:44:11Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -165820,6 +172463,10 @@ https://github.com/GoogleCloudPlatform/click-to-deploy/tree/master/k8s/sonarqube
   gh_license: Apache-2.0
   gh_pushed: '2026-06-09T22:44:11Z'
   gh_stars: 772
+  gh_open_issues_30d: 206
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T13:34:03.776176+02:00'
 https://github.com/GoogleCloudPlatform/cloud-code-samples:
   title: "github.com/GoogleCloudPlatform/cloud-code-samples \U0001F31F"
   description: ''
@@ -165839,6 +172486,7 @@ https://github.com/GoogleCloudPlatform/cloud-code-samples:
   last_checked: 1779032833.607046
   needs_ai_refresh: true
   discovered_at: '2026-06-11T16:12:06Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -165859,6 +172507,10 @@ https://github.com/GoogleCloudPlatform/cloud-code-samples:
   gh_license: 0BSD
   gh_pushed: '2026-06-11T16:12:06Z'
   gh_stars: 437
+  gh_open_issues_30d: 80
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T13:34:04.530547+02:00'
 https://github.com/GoogleCloudPlatform/elcarro-oracle-operator:
   title: "El Carro: The Oracle Operator for Kubernetes \U0001F31F"
   description: ''
@@ -165880,6 +172532,7 @@ https://github.com/GoogleCloudPlatform/elcarro-oracle-operator:
   last_checked: 1779029884.000782
   needs_ai_refresh: true
   discovered_at: '2026-04-16T20:45:36Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -165896,6 +172549,10 @@ https://github.com/GoogleCloudPlatform/elcarro-oracle-operator:
   gh_license: Apache-2.0
   gh_pushed: '2026-04-16T20:45:36Z'
   gh_stars: 212
+  gh_open_issues_30d: 17
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T13:34:05.267926+02:00'
 https://github.com/GoogleCloudPlatform/golang-samples:
   title: '==GoogleCloudPlatform/golang-samples: Sample apps and code written for Google''
     Cloud in the Go programming language.=='
@@ -165917,6 +172574,7 @@ https://github.com/GoogleCloudPlatform/golang-samples:
   last_checked: 1779030522.913148
   needs_ai_refresh: true
   discovered_at: '2026-06-12T21:08:57Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -165933,6 +172591,10 @@ https://github.com/GoogleCloudPlatform/golang-samples:
   gh_license: Apache-2.0
   gh_pushed: '2026-06-12T21:08:57Z'
   gh_stars: 4624
+  gh_open_issues_30d: 53
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T13:34:05.993183+02:00'
 https://github.com/GoogleCloudPlatform/k8s-config-connector:
   title: 'github.com/GoogleCloudPlatform/k8s-config-connector: GCP Config Connector'
   description: ''
@@ -165953,6 +172615,7 @@ https://github.com/GoogleCloudPlatform/k8s-config-connector:
   last_checked: 1779031901.12351
   needs_ai_refresh: true
   discovered_at: '2026-06-14T10:08:49Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -165969,6 +172632,10 @@ https://github.com/GoogleCloudPlatform/k8s-config-connector:
   gh_license: Apache-2.0
   gh_pushed: '2026-06-14T10:08:49Z'
   gh_stars: 1042
+  gh_open_issues_30d: 2097
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T13:34:06.788728+02:00'
 https://github.com/GoogleCloudPlatform/secrets-store-csi-driver-provider-gcp:
   title: 'GoogleCloudPlatform/secrets-store-csi-driver-provider-gcp: Google Secret''
     Manager Provider for Secret Store CSI Driver'
@@ -165990,6 +172657,7 @@ https://github.com/GoogleCloudPlatform/secrets-store-csi-driver-provider-gcp:
   last_checked: 1779033296.216047
   needs_ai_refresh: true
   discovered_at: '2026-05-11T07:27:16Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -166006,6 +172674,10 @@ https://github.com/GoogleCloudPlatform/secrets-store-csi-driver-provider-gcp:
   gh_license: Apache-2.0
   gh_pushed: '2026-05-11T07:27:16Z'
   gh_stars: 267
+  gh_open_issues_30d: 48
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T13:34:07.553315+02:00'
 https://github.com/GoogleCloudPlatform/terraformer:
   title: "github.com/GoogleCloudPlatform/terraformer \U0001F31F"
   description: ''
@@ -166025,6 +172697,7 @@ https://github.com/GoogleCloudPlatform/terraformer:
   last_checked: 1779031087.248969
   needs_ai_refresh: true
   discovered_at: '2026-03-16T20:12:11Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -166041,6 +172714,10 @@ https://github.com/GoogleCloudPlatform/terraformer:
   gh_license: Apache-2.0
   gh_pushed: '2026-03-16T20:12:11Z'
   gh_stars: 14540
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:34:08.327668+02:00'
 https://github.com/GoogleContainerTools/container-structure-test:
   title: GoogleContainerTools/container-structure-test
   description: ''
@@ -166061,6 +172738,7 @@ https://github.com/GoogleContainerTools/container-structure-test:
   last_checked: 1779034309.652034
   needs_ai_refresh: true
   discovered_at: '2026-06-01T18:59:57Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -166077,6 +172755,10 @@ https://github.com/GoogleContainerTools/container-structure-test:
   gh_license: Apache-2.0
   gh_pushed: '2026-06-01T18:59:57Z'
   gh_stars: 2484
+  gh_open_issues_30d: 116
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T13:34:09.058083+02:00'
 https://github.com/GoogleContainerTools/jib:
   title: jib
   description: ''
@@ -166099,6 +172781,7 @@ https://github.com/GoogleContainerTools/jib:
   last_checked: 1779034235.703457
   needs_ai_refresh: true
   discovered_at: '2026-05-19T14:55:01Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -166115,6 +172798,10 @@ https://github.com/GoogleContainerTools/jib:
   gh_license: Apache-2.0
   gh_pushed: '2026-05-19T14:55:01Z'
   gh_stars: 14409
+  gh_open_issues_30d: 245
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T13:34:09.800631+02:00'
 https://github.com/GoogleContainerTools/kaniko:
   title: kaniko
   description: ''
@@ -166137,6 +172824,7 @@ https://github.com/GoogleContainerTools/kaniko:
   last_checked: 1779034116.63033
   needs_ai_refresh: true
   discovered_at: '2025-06-03T14:36:10Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -166155,6 +172843,10 @@ https://github.com/GoogleContainerTools/kaniko:
   gh_license: Apache-2.0
   gh_pushed: '2025-06-03T14:36:10Z'
   gh_stars: 15767
+  gh_open_issues_30d: 760
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T13:34:10.547103+02:00'
 https://github.com/HewlettPackard/terraschema:
   title: 'TerraSchema: Generate JSON Schema from Terraform Configurations'
   description: ''
@@ -166174,6 +172866,7 @@ https://github.com/HewlettPackard/terraschema:
   last_checked: 1779029573.552619
   needs_ai_refresh: true
   discovered_at: '2025-12-08T13:12:57Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -166194,6 +172887,10 @@ https://github.com/HewlettPackard/terraschema:
   gh_license: MIT
   gh_pushed: '2025-12-08T13:12:57Z'
   gh_stars: 71
+  gh_open_issues_30d: 3
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:34:11.328480+02:00'
 https://github.com/HolmesGPT/holmesgpt:
   title: HolmesGPT (Robusta)
   description: ''
@@ -166214,6 +172911,7 @@ https://github.com/HolmesGPT/holmesgpt:
   last_checked: 1779130494.936792
   needs_ai_refresh: true
   discovered_at: '2026-06-14T10:13:58Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -166232,6 +172930,10 @@ https://github.com/HolmesGPT/holmesgpt:
   gh_license: Apache-2.0
   gh_pushed: '2026-06-14T10:13:58Z'
   gh_stars: 2623
+  gh_open_issues_30d: 299
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T13:34:12.077106+02:00'
 https://github.com/HopopOps/k8s-ldap-auth:
   title: vbouchaud/k8s-ldap-auth
   description: ''
@@ -166251,6 +172953,7 @@ https://github.com/HopopOps/k8s-ldap-auth:
   last_checked: 1779130495.011181
   needs_ai_refresh: true
   discovered_at: '2026-06-08T21:04:13Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -166267,6 +172970,10 @@ https://github.com/HopopOps/k8s-ldap-auth:
   gh_license: MPL-2.0
   gh_pushed: '2026-06-08T21:04:13Z'
   gh_stars: 54
+  gh_open_issues_30d: 5
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:34:12.845308+02:00'
 https://github.com/IBM/CP4MCM-SDK:
   title: 'github.com/IBM/CP4MCM-SDK : Business Partner App Integration with IBM MCM'
   description: ''
@@ -166288,6 +172995,7 @@ https://github.com/IBM/CP4MCM-SDK:
   last_checked: 1779030569.984995
   needs_ai_refresh: true
   discovered_at: '2022-03-08T03:31:17Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -166304,6 +173012,10 @@ https://github.com/IBM/CP4MCM-SDK:
   gh_license: Apache-2.0
   gh_pushed: '2022-03-08T03:31:17Z'
   gh_stars: 2
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:34:13.588048+02:00'
 https://github.com/IBM/argocd-vault-plugin:
   title: IBM/argocd-vault-plugin
   description: ''
@@ -166314,13 +173026,14 @@ https://github.com/IBM/argocd-vault-plugin:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: bacdb3b79f20c82c07dcabd131068baa6a41a9fd000e0061f4269359f582cd5d
   health_score: 100.0
   last_checked: 1779029838.60532
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:57:18.605320+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -166329,6 +173042,11 @@ https://github.com/IBM/argocd-vault-plugin:
   - docs/argo.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/argoproj-labs/argocd-vault-plugin
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:34:14.232689+02:00'
 https://github.com/IBM/varnish-operator:
   title: github.com/IBM/varnish-operator
   description: ''
@@ -166349,6 +173067,7 @@ https://github.com/IBM/varnish-operator:
   last_checked: 1779030009.729005
   needs_ai_refresh: true
   discovered_at: '2024-09-16T10:32:32Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -166365,6 +173084,10 @@ https://github.com/IBM/varnish-operator:
   gh_license: Apache-2.0
   gh_pushed: '2024-09-16T10:32:32Z'
   gh_stars: 69
+  gh_open_issues_30d: 10
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T13:34:14.951547+02:00'
 https://github.com/Ileriayo/markdown-badges:
   title: 'github.com/Ileriayo/markdown-badges: Markdown Badges'
   description: ''
@@ -166385,6 +173108,7 @@ https://github.com/Ileriayo/markdown-badges:
   last_checked: 1779030238.972618
   needs_ai_refresh: true
   discovered_at: '2026-05-22T23:46:44Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -166401,6 +173125,10 @@ https://github.com/Ileriayo/markdown-badges:
   gh_license: MIT
   gh_pushed: '2026-05-22T23:46:44Z'
   gh_stars: 16701
+  gh_open_issues_30d: 3
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:34:15.663944+02:00'
 https://github.com/Isan-Rivkin/kube_query:
   title: Kube_query
   description: ''
@@ -166422,6 +173150,7 @@ https://github.com/Isan-Rivkin/kube_query:
   last_checked: 1779030361.224205
   needs_ai_refresh: true
   discovered_at: '2020-11-30T12:21:35Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -166438,6 +173167,10 @@ https://github.com/Isan-Rivkin/kube_query:
   gh_license: Apache-2.0
   gh_pushed: '2020-11-30T12:21:35Z'
   gh_stars: 13
+  gh_open_issues_30d: 1
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:34:16.372994+02:00'
 https://github.com/IvanJosipovic/KubeUI:
   title: 'KubeUI: A Desktop Kubernetes Client'
   description: ''
@@ -166457,6 +173190,7 @@ https://github.com/IvanJosipovic/KubeUI:
   last_checked: 1779030928.62387
   needs_ai_refresh: true
   discovered_at: '2026-06-14T04:45:46Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -166477,6 +173211,10 @@ https://github.com/IvanJosipovic/KubeUI:
   gh_license: MIT
   gh_pushed: '2026-06-14T04:45:46Z'
   gh_stars: 311
+  gh_open_issues_30d: 13
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T13:34:17.165299+02:00'
 https://github.com/JFolberth/TheYAMLPipelineOne:
   title: "github.com/JFolberth/TheYAMLPipelineOne \U0001F31F"
   description: ''
@@ -166497,6 +173235,7 @@ https://github.com/JFolberth/TheYAMLPipelineOne:
   last_checked: 1779034012.898159
   needs_ai_refresh: true
   discovered_at: '2025-02-26T16:15:34Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -166513,6 +173252,10 @@ https://github.com/JFolberth/TheYAMLPipelineOne:
   gh_license: MIT
   gh_pushed: '2025-02-26T16:15:34Z'
   gh_stars: 221
+  gh_open_issues_30d: 4
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:34:17.867803+02:00'
 https://github.com/JFryy/qq:
   title: github.com/JFryy/qq
   description: ''
@@ -166532,6 +173275,7 @@ https://github.com/JFryy/qq:
   last_checked: 1779032457.610069
   needs_ai_refresh: true
   discovered_at: '2026-05-19T00:18:46Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -166550,6 +173294,10 @@ https://github.com/JFryy/qq:
   gh_pushed: '2026-05-19T00:18:46Z'
   gh_stars: 725
   is_special: true
+  gh_open_issues_30d: 3
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:34:18.579949+02:00'
 https://github.com/JPCERTCC/LogonTracer:
   title: github.com/JPCERTCC/LogonTracer
   description: ''
@@ -166569,6 +173317,7 @@ https://github.com/JPCERTCC/LogonTracer:
   last_checked: 1779033309.690027
   needs_ai_refresh: true
   discovered_at: '2026-04-22T15:13:52Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -166585,6 +173334,10 @@ https://github.com/JPCERTCC/LogonTracer:
   gh_license: NOASSERTION
   gh_pushed: '2026-04-22T15:13:52Z'
   gh_stars: 3182
+  gh_open_issues_30d: 21
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T13:34:19.334583+02:00'
 https://github.com/JamesTGrant/kubectl-debug:
   title: github.com/JamesTGrant/kubectl-debug
   description: ''
@@ -166604,6 +173357,7 @@ https://github.com/JamesTGrant/kubectl-debug:
   last_checked: 1779032095.709594
   needs_ai_refresh: true
   discovered_at: '2024-05-06T05:15:03Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -166622,6 +173376,10 @@ https://github.com/JamesTGrant/kubectl-debug:
   gh_license: Apache-2.0
   gh_pushed: '2024-05-06T05:15:03Z'
   gh_stars: 373
+  gh_open_issues_30d: 1
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:34:20.102098+02:00'
 https://github.com/JeanBaptisteWATENBERG/junit5-kubernetes:
   title: junit5-kubernetes
   description: ''
@@ -166641,6 +173399,7 @@ https://github.com/JeanBaptisteWATENBERG/junit5-kubernetes:
   last_checked: 1779029563.979611
   needs_ai_refresh: true
   discovered_at: '2022-09-16T23:15:08Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -166657,6 +173416,10 @@ https://github.com/JeanBaptisteWATENBERG/junit5-kubernetes:
   gh_license: NOASSERTION
   gh_pushed: '2022-09-16T23:15:08Z'
   gh_stars: 43
+  gh_open_issues_30d: 2
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:34:20.812154+02:00'
 https://github.com/JovianX/Service-Hub:
   title: github.com/JovianX/Service-Hub
   description: ''
@@ -166677,6 +173440,7 @@ https://github.com/JovianX/Service-Hub:
   last_checked: 1779033914.073756
   needs_ai_refresh: true
   discovered_at: '2024-04-02T11:20:36Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -166693,6 +173457,10 @@ https://github.com/JovianX/Service-Hub:
   gh_license: Apache-2.0
   gh_pushed: '2024-04-02T11:20:36Z'
   gh_stars: 122
+  gh_open_issues_30d: 55
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T13:34:21.550827+02:00'
 https://github.com/JovianX/helm-release-plugin:
   title: JovianX/helm-release-plugin
   description: ''
@@ -166712,6 +173480,7 @@ https://github.com/JovianX/helm-release-plugin:
   last_checked: 1779032462.787843
   needs_ai_refresh: true
   discovered_at: '2026-03-29T15:24:57Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -166729,6 +173498,10 @@ https://github.com/JovianX/helm-release-plugin:
   gh_license: Apache-2.0
   gh_pushed: '2026-03-29T15:24:57Z'
   gh_stars: 109
+  gh_open_issues_30d: 12
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T13:34:22.265879+02:00'
 https://github.com/JulianHayward/AzADServicePrincipalInsights:
   title: github.com/JulianHayward/AzADServicePrincipalInsights
   description: ''
@@ -166748,6 +173521,7 @@ https://github.com/JulianHayward/AzADServicePrincipalInsights:
   last_checked: 1779032525.002883
   needs_ai_refresh: true
   discovered_at: '2025-04-30T14:57:39Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -166764,6 +173538,10 @@ https://github.com/JulianHayward/AzADServicePrincipalInsights:
   gh_license: MIT
   gh_pushed: '2025-04-30T14:57:39Z'
   gh_stars: 251
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:34:23.007194+02:00'
 https://github.com/Juniper/Junos-terraform:
   title: 'Junos-terraform: JUNOS Terraform Automation Framework (JTAF)'
   description: ''
@@ -166783,6 +173561,7 @@ https://github.com/Juniper/Junos-terraform:
   last_checked: 1779030052.42853
   needs_ai_refresh: true
   discovered_at: '2026-06-08T10:06:52Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -166799,6 +173578,10 @@ https://github.com/Juniper/Junos-terraform:
   gh_license: Apache-2.0
   gh_pushed: '2026-06-08T10:06:52Z'
   gh_stars: 82
+  gh_open_issues_30d: 6
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:34:23.723206+02:00'
 https://github.com/Juniper/contrail-docker/wiki/Configure-docker-service-to-use-insecure-registry:
   title: Configure Docker Service To Use Insecure Registry
   description: ''
@@ -166820,6 +173603,7 @@ https://github.com/Juniper/contrail-docker/wiki/Configure-docker-service-to-use-
   last_checked: 1779030554.240107
   needs_ai_refresh: true
   discovered_at: '2023-02-20T17:58:58Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -166837,6 +173621,10 @@ https://github.com/Juniper/contrail-docker/wiki/Configure-docker-service-to-use-
   gh_license: Apache-2.0
   gh_pushed: '2023-02-20T17:58:58Z'
   gh_stars: 48
+  gh_open_issues_30d: 36
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T13:34:24.470996+02:00'
 https://github.com/K8Studio/K8studio:
   title: k8studio.github.io/k8studio
   description: ''
@@ -166856,6 +173644,7 @@ https://github.com/K8Studio/K8studio:
   last_checked: 1779032640.452369
   needs_ai_refresh: true
   discovered_at: '2026-06-09T19:43:36Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -166872,6 +173661,10 @@ https://github.com/K8Studio/K8studio:
   gh_stars: 53
   gh_pushed: '2026-06-09T19:43:36Z'
   gh_license: N/A
+  gh_open_issues_30d: 1
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:34:25.212037+02:00'
 https://github.com/KWasm/podman-wasm:
   title: github.com/KWasm/podman-wasm
   description: ''
@@ -166892,6 +173685,7 @@ https://github.com/KWasm/podman-wasm:
   last_checked: 1779034487.550386
   needs_ai_refresh: true
   discovered_at: '2022-10-20T18:17:57Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -166908,6 +173702,10 @@ https://github.com/KWasm/podman-wasm:
   gh_license: Apache-2.0
   gh_pushed: '2022-10-20T18:17:57Z'
   gh_stars: 30
+  gh_open_issues_30d: 1
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:34:25.951382+02:00'
 https://github.com/KnicKnic/temp-kubernetes-ci:
   title: 'KnicKnic/temp-kubernetes-ci: Temp Kubernetes CI'
   description: ''
@@ -166928,6 +173726,7 @@ https://github.com/KnicKnic/temp-kubernetes-ci:
   last_checked: 1779031697.050757
   needs_ai_refresh: true
   discovered_at: '2023-01-05T15:04:04Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -166944,6 +173743,10 @@ https://github.com/KnicKnic/temp-kubernetes-ci:
   gh_license: Apache-2.0
   gh_pushed: '2023-01-05T15:04:04Z'
   gh_stars: 15
+  gh_open_issues_30d: 6
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:34:26.683353+02:00'
 https://github.com/Kubeinit/kubeinit:
   title: "kubeinit \U0001F31F"
   description: ''
@@ -166963,6 +173766,7 @@ https://github.com/Kubeinit/kubeinit:
   last_checked: 1779031423.085284
   needs_ai_refresh: true
   discovered_at: '2025-12-05T21:26:59Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -166970,8 +173774,7 @@ https://github.com/Kubeinit/kubeinit:
   - Installation
   - Automation
   tags:
-  - COMMUNITY-TOOL
-  - EMERGING
+  - '[DE FACTO STANDARD]'
   v1_locations:
   - docs/kubernetes-tools.md
   v2_locations:
@@ -166980,6 +173783,10 @@ https://github.com/Kubeinit/kubeinit:
   gh_license: Apache-2.0
   gh_pushed: '2025-12-05T21:26:59Z'
   gh_stars: 222
+  gh_open_issues_30d: 5
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:34:27.427414+02:00'
 https://github.com/Kubermatic/Kubermatic:
   title: "Kubermatic Kubernetes Platform \U0001F31F"
   description: ''
@@ -167002,6 +173809,7 @@ https://github.com/Kubermatic/Kubermatic:
   last_checked: 1779029561.621966
   needs_ai_refresh: true
   discovered_at: '2026-06-12T17:52:28Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -167018,6 +173826,10 @@ https://github.com/Kubermatic/Kubermatic:
   gh_license: NOASSERTION
   gh_pushed: '2026-06-12T17:52:28Z'
   gh_stars: 1281
+  gh_open_issues_30d: 462
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T13:34:28.174254+02:00'
 https://github.com/KurtGokhan/tegaki:
   title: Tegaki turns any Google Font into animated handwriting
   description: Handwriting animation for the web supporting custom text, natural timing,
@@ -167041,6 +173853,7 @@ https://github.com/KurtGokhan/tegaki:
   last_checked: 1780352705.314522
   needs_ai_refresh: false
   discovered_at: '2026-05-27T16:38:21Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -167063,6 +173876,10 @@ https://github.com/KurtGokhan/tegaki:
   social_preview_url: https://repository-images.githubusercontent.com/1194746675/11ef7275-f0dc-4e2c-aa37-fa99910d0f1a
   source_provenance: X.com (midudev)
   suggested_new_category: ''
+  gh_open_issues_30d: 6
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:34:28.922363+02:00'
 https://github.com/KusionStack/kusion:
   title: github.com/KusionStack/kusion
   description: ''
@@ -167083,6 +173900,7 @@ https://github.com/KusionStack/kusion:
   last_checked: 1779030035.352358
   needs_ai_refresh: true
   discovered_at: '2026-01-04T06:01:34Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -167099,6 +173917,10 @@ https://github.com/KusionStack/kusion:
   gh_license: Apache-2.0
   gh_pushed: '2026-01-04T06:01:34Z'
   gh_stars: 1310
+  gh_open_issues_30d: 54
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T13:34:29.665510+02:00'
 https://github.com/Kyrremann/kubectl-eksporter:
   title: "kubectl-eksporter \U0001F31F"
   description: ''
@@ -167118,6 +173940,7 @@ https://github.com/Kyrremann/kubectl-eksporter:
   last_checked: 1779031333.883779
   needs_ai_refresh: true
   discovered_at: '2022-07-06T18:52:39Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -167134,6 +173957,10 @@ https://github.com/Kyrremann/kubectl-eksporter:
   gh_license: GPL-3.0
   gh_pushed: '2022-07-06T18:52:39Z'
   gh_stars: 23
+  gh_open_issues_30d: 2
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:34:30.406892+02:00'
 https://github.com/LeCoupa/awesome-cheatsheets:
   title: LeCoupa/awesome-cheatsheets
   description: ''
@@ -167154,6 +173981,7 @@ https://github.com/LeCoupa/awesome-cheatsheets:
   last_checked: 1779032383.684716
   needs_ai_refresh: true
   discovered_at: '2026-04-12T17:26:10Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -167170,6 +173998,10 @@ https://github.com/LeCoupa/awesome-cheatsheets:
   gh_license: MIT
   gh_pushed: '2026-04-12T17:26:10Z'
   gh_stars: 46016
+  gh_open_issues_30d: 136
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T13:34:31.106016+02:00'
 https://github.com/LerryAlexander/postman_jenkins_api_tests:
   title: "LerryAlexander: Postman + Newman API Automated Tests running on a Jenkins'
     Pipeline \U0001F31F"
@@ -167191,6 +174023,7 @@ https://github.com/LerryAlexander/postman_jenkins_api_tests:
   last_checked: 1779031592.077635
   needs_ai_refresh: true
   discovered_at: '2020-08-30T01:20:17Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -167208,6 +174041,10 @@ https://github.com/LerryAlexander/postman_jenkins_api_tests:
   gh_stars: 3
   gh_pushed: '2020-08-30T01:20:17Z'
   gh_license: N/A
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:34:31.812005+02:00'
 https://github.com/Levi-Michael/boto3-ec2-s3-management:
   title: 'github.com/Levi-Michael/boto3-ec2-s3-management: A python tools base on''
     AWS boto3 for manage ec2 and s3 buckets'
@@ -167230,6 +174067,7 @@ https://github.com/Levi-Michael/boto3-ec2-s3-management:
   last_checked: 1779029061.266085
   needs_ai_refresh: true
   discovered_at: '2023-03-15T13:04:34Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -167246,6 +174084,10 @@ https://github.com/Levi-Michael/boto3-ec2-s3-management:
   gh_stars: 2
   gh_pushed: '2023-03-15T13:04:34Z'
   gh_license: N/A
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:34:32.528290+02:00'
 https://github.com/Lightning-AI/engineering-class:
   title: "==github.com/Lightning-AI/engineering-class: Lightning Bits: Engineering'
     for Researchers== \U0001F31F"
@@ -167267,6 +174109,7 @@ https://github.com/Lightning-AI/engineering-class:
   last_checked: 1779032889.553057
   needs_ai_refresh: true
   discovered_at: '2022-08-29T19:32:52Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -167283,6 +174126,10 @@ https://github.com/Lightning-AI/engineering-class:
   gh_stars: 134
   gh_pushed: '2022-08-29T19:32:52Z'
   gh_license: N/A
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:34:33.256228+02:00'
 https://github.com/Lightning-AI/engineering-class/blob/main/ep08-github-pr/Ep08-ShowNotes.md:
   title: 'github.com/Lightning-AI/engineering-class: Episode 8: Creating a Pull Request''
     on GitHub'
@@ -167304,6 +174151,7 @@ https://github.com/Lightning-AI/engineering-class/blob/main/ep08-github-pr/Ep08-
   last_checked: 1779032376.792891
   needs_ai_refresh: true
   discovered_at: '2022-08-29T19:32:52Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -167320,6 +174168,10 @@ https://github.com/Lightning-AI/engineering-class/blob/main/ep08-github-pr/Ep08-
   gh_stars: 134
   gh_pushed: '2022-08-29T19:32:52Z'
   gh_license: N/A
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:34:33.988747+02:00'
 https://github.com/Lightning-AI/engineering-class/blob/main/ep09-github-collab/Ep09-ShowNotes.md:
   title: 'github.com/Lightning-AI/engineering-class: Episode 9: Collaborating with''
     Pull Requests using GitHub'
@@ -167331,13 +174183,14 @@ https://github.com/Lightning-AI/engineering-class/blob/main/ep09-github-collab/E
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: ab1ec6988565d7ff9e31fa4965e394b1d3ff77dde4d99e36ffdd59d020b68af6
   health_score: 100.0
   last_checked: 1779031720.406969
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:28:40.406969+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -167346,6 +174199,11 @@ https://github.com/Lightning-AI/engineering-class/blob/main/ep09-github-collab/E
   - docs/git.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/Lightning-AI/engineering-class/blob/main/ep08-github-pr/Ep08-ShowNotes.md
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:34:34.680119+02:00'
 https://github.com/LovesCloud/java-groovy-docker:
   title: github.com/LovesCloud/java-groovy-docker
   description: ''
@@ -167363,6 +174221,7 @@ https://github.com/LovesCloud/java-groovy-docker:
   last_checked: 1779029989.231674
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:59:49.231674+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -167371,6 +174230,10 @@ https://github.com/LovesCloud/java-groovy-docker:
   - docs/jenkins.md
   v2_locations: []
   youtube_mosaic: {}
+  gh_open_issues_30d: 3
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:34:35.432242+02:00'
 https://github.com/LukeMwila/bootstrap-rke-cluster-in-aws:
   title: Bootstrap RKE Kubernetes Cluster in AWS Environment
   description: ''
@@ -167390,6 +174253,7 @@ https://github.com/LukeMwila/bootstrap-rke-cluster-in-aws:
   last_checked: 1779030220.723957
   needs_ai_refresh: true
   discovered_at: '2022-01-13T13:04:50Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -167406,6 +174270,10 @@ https://github.com/LukeMwila/bootstrap-rke-cluster-in-aws:
   gh_license: MIT
   gh_pushed: '2022-01-13T13:04:50Z'
   gh_stars: 19
+  gh_open_issues_30d: 1
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:34:36.159400+02:00'
 https://github.com/MOZGIII/port-map-operator:
   title: port-map-operator
   description: ''
@@ -167425,6 +174293,7 @@ https://github.com/MOZGIII/port-map-operator:
   last_checked: 1779031507.777309
   needs_ai_refresh: true
   discovered_at: '2023-01-24T10:03:19Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -167441,6 +174310,10 @@ https://github.com/MOZGIII/port-map-operator:
   gh_license: MIT
   gh_pushed: '2023-01-24T10:03:19Z'
   gh_stars: 28
+  gh_open_issues_30d: 25
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T13:34:36.877327+02:00'
 https://github.com/Maelstromage/Log4jSherlock:
   title: Maelstromage/Log4jSherlock
   description: ''
@@ -167461,6 +174334,7 @@ https://github.com/Maelstromage/Log4jSherlock:
   last_checked: 1779032463.977538
   needs_ai_refresh: true
   discovered_at: '2023-04-14T19:27:15Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -167478,6 +174352,10 @@ https://github.com/Maelstromage/Log4jSherlock:
   gh_license: GPL-3.0
   gh_pushed: '2023-04-14T19:27:15Z'
   gh_stars: 108
+  gh_open_issues_30d: 13
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T13:34:37.579798+02:00'
 https://github.com/ManagedKube/kubernetes-common-services:
   title: kubernetes-common-services
   description: ''
@@ -167497,6 +174375,7 @@ https://github.com/ManagedKube/kubernetes-common-services:
   last_checked: 1779034327.003667
   needs_ai_refresh: true
   discovered_at: '2021-02-17T00:44:01Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -167513,6 +174392,10 @@ https://github.com/ManagedKube/kubernetes-common-services:
   gh_license: Apache-2.0
   gh_pushed: '2021-02-17T00:44:01Z'
   gh_stars: 129
+  gh_open_issues_30d: 6
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:34:38.314052+02:00'
 https://github.com/ManagedKube/kubernetes-development-environment-in-a-box:
   title: kubernetes-development-environment-in-a-box
   description: ''
@@ -167532,6 +174415,7 @@ https://github.com/ManagedKube/kubernetes-development-environment-in-a-box:
   last_checked: 1779031883.300733
   needs_ai_refresh: true
   discovered_at: '2021-02-08T17:13:23Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -167548,6 +174432,10 @@ https://github.com/ManagedKube/kubernetes-development-environment-in-a-box:
   gh_license: Apache-2.0
   gh_pushed: '2021-02-08T17:13:23Z'
   gh_stars: 17
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:34:39.028107+02:00'
 https://github.com/Masterminds/sprig:
   title: 'Masterminds/sprig: Sprig: Template functions for Go templates'
   description: ''
@@ -167568,6 +174456,7 @@ https://github.com/Masterminds/sprig:
   last_checked: 1779031540.094124
   needs_ai_refresh: true
   discovered_at: '2025-07-18T13:29:21Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -167584,6 +174473,10 @@ https://github.com/Masterminds/sprig:
   gh_license: MIT
   gh_pushed: '2025-07-18T13:29:21Z'
   gh_stars: 4721
+  gh_open_issues_30d: 183
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T13:34:39.742414+02:00'
 https://github.com/Mathieu-Desrochers/Learning-Go:
   title: Mathieu-Desrochers/Learning-Go
   description: ''
@@ -167603,6 +174496,7 @@ https://github.com/Mathieu-Desrochers/Learning-Go:
   last_checked: 1779029993.348714
   needs_ai_refresh: true
   discovered_at: '2022-01-23T20:32:39Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -167619,6 +174513,10 @@ https://github.com/Mathieu-Desrochers/Learning-Go:
   gh_stars: 174
   gh_pushed: '2022-01-23T20:32:39Z'
   gh_license: N/A
+  gh_open_issues_30d: 1
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:34:40.464164+02:00'
 https://github.com/MatthewCYLau/gcp-react-gke-terraform:
   title: 'github.com/MatthewCYLau: React App on Google Kubernetes Engine (GKE) with''
     Terraform'
@@ -167640,6 +174538,7 @@ https://github.com/MatthewCYLau/gcp-react-gke-terraform:
   last_checked: 1779029502.940254
   needs_ai_refresh: true
   discovered_at: '2023-12-21T16:05:19Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -167656,6 +174555,10 @@ https://github.com/MatthewCYLau/gcp-react-gke-terraform:
   gh_stars: 15
   gh_pushed: '2023-12-21T16:05:19Z'
   gh_license: N/A
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:34:41.160982+02:00'
 https://github.com/MatthewCYLau/node-express-typescript-k8-gke:
   title: 'github.com/MatthewCYLau: TypeScript Node Express Google Kubernetes Engine''
     (GKE)'
@@ -167676,6 +174579,7 @@ https://github.com/MatthewCYLau/node-express-typescript-k8-gke:
   last_checked: 1779034323.275454
   needs_ai_refresh: true
   discovered_at: '2021-12-31T17:32:25Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -167692,6 +174596,10 @@ https://github.com/MatthewCYLau/node-express-typescript-k8-gke:
   gh_stars: 11
   gh_pushed: '2021-12-31T17:32:25Z'
   gh_license: N/A
+  gh_open_issues_30d: 2
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:34:41.862454+02:00'
 https://github.com/MichaelCade/90DaysOfDevOps:
   title: "MichaelCade/90DaysOfDevOps \U0001F31F"
   description: ''
@@ -167711,6 +174619,7 @@ https://github.com/MichaelCade/90DaysOfDevOps:
   last_checked: 1779032483.957092
   needs_ai_refresh: true
   discovered_at: '2026-04-12T05:25:44Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -167729,6 +174638,10 @@ https://github.com/MichaelCade/90DaysOfDevOps:
   gh_pushed: '2026-04-12T05:25:44Z'
   gh_stars: 29497
   is_special: true
+  gh_open_issues_30d: 14
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T13:34:42.553050+02:00'
 https://github.com/MichaelMure/git-bug:
   title: ==github.com/MichaelMure/git-bug==
   description: ''
@@ -167739,13 +174652,14 @@ https://github.com/MichaelMure/git-bug:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: f0339f91d23b113e5695f542dc00607970eb0fbe2ab67951bc045944b57aec84
   health_score: 100.0
   last_checked: 1779031902.898361
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:42.898361+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -167754,6 +174668,11 @@ https://github.com/MichaelMure/git-bug:
   - docs/git.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/git-bug/git-bug
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:34:43.226641+02:00'
 https://github.com/Michaelpalacce/SimpleSecrets:
   title: Michaelpalacce/SimpleSecrets
   description: ''
@@ -167772,6 +174691,7 @@ https://github.com/Michaelpalacce/SimpleSecrets:
   last_checked: 1779029514.238244
   needs_ai_refresh: true
   discovered_at: '2022-08-15T22:06:35Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -167789,6 +174709,10 @@ https://github.com/Michaelpalacce/SimpleSecrets:
   gh_stars: 25
   gh_pushed: '2022-08-15T22:06:35Z'
   gh_license: N/A
+  gh_open_issues_30d: 3
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T13:34:43.930647+02:00'
 https://github.com/Microsoft/azure-pipelines-tasks:
   title: ==Microsoft/azure-pipelines-tasks==
   description: ''
@@ -167809,6 +174733,7 @@ https://github.com/Microsoft/azure-pipelines-tasks:
   last_checked: 1779030730.645878
   needs_ai_refresh: true
   discovered_at: '2026-06-12T14:53:04Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -167816,8 +174741,7 @@ https://github.com/Microsoft/azure-pipelines-tasks:
   - CI-CD Pipelines
   - Extensibility & Custom Tasks
   tags:
-  - DE FACTO STANDARD
-  - ENTERPRISE-STABLE
+  - '[DE FACTO STANDARD]'
   v1_locations:
   - docs/azure.md
   v2_locations:
@@ -167826,6 +174750,10 @@ https://github.com/Microsoft/azure-pipelines-tasks:
   gh_license: MIT
   gh_pushed: '2026-06-12T14:53:04Z'
   gh_stars: 3645
+  gh_open_issues_30d: 507
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T13:34:44.667992+02:00'
 https://github.com/MiteshSharma/PrometheusWithGrafana:
   title: github.com/MiteshSharma/PrometheusWithGrafana
   description: ''
@@ -167843,6 +174771,7 @@ https://github.com/MiteshSharma/PrometheusWithGrafana:
   last_checked: 1779033903.761754
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:05:03.761754+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -167852,6 +174781,10 @@ https://github.com/MiteshSharma/PrometheusWithGrafana:
   v2_locations: []
   youtube_mosaic: {}
   gh_license: MIT
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T13:34:45.370439+02:00'
 https://github.com/MnrGreg/kubectl-node-restart:
   title: "kubectl-node-restart \U0001F31F"
   description: ''
@@ -167872,6 +174805,7 @@ https://github.com/MnrGreg/kubectl-node-restart:
   last_checked: 1779030015.263263
   needs_ai_refresh: true
   discovered_at: '2024-06-08T16:53:24Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -167907,6 +174841,7 @@ https://github.com/Mr-Un1k0d3r/ATP-PowerShell-Scripts:
   last_checked: 1779031459.098864
   needs_ai_refresh: true
   discovered_at: '2023-03-14T17:49:00Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -167944,6 +174879,7 @@ https://github.com/NCCloud/mayfly:
   last_checked: 1779031103.855124
   needs_ai_refresh: true
   discovered_at: '2026-05-01T11:37:06Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -167980,6 +174916,7 @@ https://github.com/NVIDIA/gpu-operator:
   last_checked: 1779033785.152963
   needs_ai_refresh: true
   discovered_at: '2026-06-13T10:03:52Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -168018,6 +174955,7 @@ https://github.com/NVIDIA/k8s-device-plugin:
   last_checked: 1779031645.841652
   needs_ai_refresh: true
   discovered_at: '2026-06-14T07:42:57Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -168053,6 +174991,7 @@ https://github.com/NVIDIA/nvidia-docker/blob/8c0eeba474cace48fdb8216f518063db2bd
   last_checked: 1779034085.091105
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:08:05.091105+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -168082,6 +175021,7 @@ https://github.com/Neoteroi/essentials-configuration-keyvault:
   last_checked: 1779030615.480187
   needs_ai_refresh: true
   discovered_at: '2023-04-10T13:47:59Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -168118,6 +175058,7 @@ https://github.com/Netcracker/KubeMarine:
   last_checked: 1779032880.782138
   needs_ai_refresh: true
   discovered_at: '2026-06-12T13:49:01Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -168155,6 +175096,7 @@ https://github.com/Netflix/SimianArmy/wiki/Chaos-Monkey:
   last_checked: 1779032547.426571
   needs_ai_refresh: true
   discovered_at: '2018-12-18T09:29:22Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -168188,6 +175130,7 @@ https://github.com/Netflix/consoleme:
   last_checked: 1779029502.949352
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:42.949352+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -168216,6 +175159,7 @@ https://github.com/Netflix/metaflow:
   last_checked: 1779034523.200562
   needs_ai_refresh: true
   discovered_at: '2026-06-13T13:01:02Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -168253,6 +175197,7 @@ https://github.com/NielsRogge/Transformers-Tutorials:
   last_checked: 1779031979.976854
   needs_ai_refresh: true
   discovered_at: '2026-04-20T12:36:38Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -168288,6 +175233,7 @@ https://github.com/NimbleArchitect/kubectl-ice:
   last_checked: 1779030440.663066
   needs_ai_refresh: true
   discovered_at: '2025-06-22T14:20:41Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -168335,6 +175281,7 @@ https://github.com/NirDiamant/agents-towards-production:
   last_checked: 1780351994.342554
   needs_ai_refresh: false
   discovered_at: '2026-05-31T11:47:45Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -168376,6 +175323,7 @@ https://github.com/Noovolari/awesome-cloudops:
   last_checked: 1779034226.963382
   needs_ai_refresh: true
   discovered_at: '2023-11-21T15:20:51Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -168415,6 +175363,7 @@ https://github.com/NuGet/docs.microsoft.com-nuget/blob/main/docs/reference/nuspe
   last_checked: 1779033592.289642
   needs_ai_refresh: true
   discovered_at: '2026-06-12T19:05:37Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -168448,6 +175397,7 @@ https://github.com/OT-CONTAINER-KIT/k8s-vault-webhook:
   last_checked: 1779029732.681128
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:55:32.681128+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -168476,6 +175426,7 @@ https://github.com/OT-CONTAINER-KIT/logging-operator:
   last_checked: 1779029380.400187
   needs_ai_refresh: true
   discovered_at: '2024-06-22T13:42:57Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -168512,6 +175463,7 @@ https://github.com/OT-CONTAINER-KIT/mongodb-operator:
   last_checked: 1779031436.269957
   needs_ai_refresh: true
   discovered_at: '2023-04-27T05:12:37Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -168548,6 +175500,7 @@ https://github.com/OT-CONTAINER-KIT/redis-operator:
   last_checked: 1779034499.999339
   needs_ai_refresh: true
   discovered_at: '2026-06-14T00:53:45Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -168584,6 +175537,7 @@ https://github.com/OWASP/www-project-kubernetes-top-ten:
   last_checked: 1779029243.491883
   needs_ai_refresh: true
   discovered_at: '2026-03-24T06:01:24Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -168620,6 +175574,7 @@ https://github.com/OctopusDeploy/Octopus-TeamCity:
   last_checked: 1779033398.39982
   needs_ai_refresh: true
   discovered_at: '2026-06-14T00:52:42Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -168655,6 +175610,7 @@ https://github.com/OctopusDeploy/go-octopusdeploy:
   last_checked: 1779031542.462517
   needs_ai_refresh: true
   discovered_at: '2026-06-12T04:32:54Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -168691,6 +175647,7 @@ https://github.com/OpenFunction/OpenFunction:
   last_checked: 1779034296.057228
   needs_ai_refresh: true
   discovered_at: '2024-06-19T07:51:05Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -168726,6 +175683,7 @@ https://github.com/OpenHFT/Java-Thread-Affinity:
   last_checked: 1779031016.986052
   needs_ai_refresh: true
   discovered_at: '2026-05-21T08:03:36Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -168761,6 +175719,7 @@ https://github.com/OpenSLO/OpenSLO:
   last_checked: 1779031866.2338
   needs_ai_refresh: true
   discovered_at: '2025-11-25T09:00:50Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -168796,6 +175755,7 @@ https://github.com/OpenShiftDemos:
   last_checked: 1779034292.260513
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:11:32.260513+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -168832,6 +175792,7 @@ https://github.com/OpenShiftDemos/sonarqube-openshift-docker:
   last_checked: 1779032361.539123
   needs_ai_refresh: true
   discovered_at: '2021-02-10T16:58:26Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -168868,6 +175829,7 @@ https://github.com/OvidiuBorlean/kubectl-sockperf:
   last_checked: 1779034531.417449
   needs_ai_refresh: true
   discovered_at: '2022-11-26T06:17:12Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -168904,6 +175866,7 @@ https://github.com/OvidiuBorlean/kubectl-windumps:
   last_checked: 1779032587.314992
   needs_ai_refresh: true
   discovered_at: '2022-11-26T06:32:40Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -168941,6 +175904,7 @@ https://github.com/PacktPublishing/Kubernetes-in-Production-Best-Practices:
   last_checked: 1779032729.185485
   needs_ai_refresh: true
   discovered_at: '2023-02-18T02:57:45Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -168976,6 +175940,7 @@ https://github.com/PacktPublishing/The-Azure-Cloud-Native-Architecture-Mapbook:
   last_checked: 1779033731.527263
   needs_ai_refresh: true
   discovered_at: '2026-04-22T08:18:15Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -169011,6 +175976,7 @@ https://github.com/PacoVK/tapir:
   last_checked: 1779030193.203786
   needs_ai_refresh: true
   discovered_at: '2026-06-11T11:59:01Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -169048,6 +176014,7 @@ https://github.com/PaloAltoNetworks/rbac-police:
   last_checked: 1779034229.505714
   needs_ai_refresh: true
   discovered_at: '2025-03-21T20:06:05Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -169085,6 +176052,7 @@ https://github.com/PatrickJS/awesome-angular:
   last_checked: 1779031423.100562
   needs_ai_refresh: true
   discovered_at: '2026-06-13T17:48:11Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -169120,6 +176088,7 @@ https://github.com/PaulJuliusMartinez/jless:
   last_checked: 1779034501.978258
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:15:01.978258+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -169150,6 +176119,7 @@ https://github.com/PhilippeChepy/exoscale-kubernetes-crio:
   last_checked: 1779029165.680947
   needs_ai_refresh: true
   discovered_at: '2021-02-05T17:31:37Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -169185,6 +176155,7 @@ https://github.com/PlasticSCM/trunk-mergebot:
   last_checked: 1779031141.462507
   needs_ai_refresh: true
   discovered_at: '2023-01-03T12:27:34Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -169211,13 +176182,14 @@ https://github.com/Playtika/testcontainers-spring-boot:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 6b1de1f1975806dd7d20766df714ba8586e0c6ca623ef75222537e7302ab56dc
   health_score: 100.0
   last_checked: 1779032455.89641
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:40:55.896410+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -169227,6 +176199,7 @@ https://github.com/Playtika/testcontainers-spring-boot:
   - docs/qa.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/PlaytikaOSS/testcontainers-spring-boot
 https://github.com/PlaytikaOSS/testcontainers-spring-boot:
   title: "testcontainers-spring-boot \U0001F31F"
   description: ''
@@ -169248,6 +176221,7 @@ https://github.com/PlaytikaOSS/testcontainers-spring-boot:
   last_checked: 1779130494.956722
   needs_ai_refresh: true
   discovered_at: '2026-06-14T04:50:08Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -169283,6 +176257,7 @@ https://github.com/Portshift/Kubei:
   last_checked: 1779031800.723639
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:00.723639+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -169301,13 +176276,14 @@ https://github.com/Portshift/kubei:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 974f97dbec8aae433d1984e1ab2c41ce8519c60daacde65a2ec9a205684afda8
   health_score: 100.0
   last_checked: 1779030015.515217
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:15.515217+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -169316,6 +176292,7 @@ https://github.com/Portshift/kubei:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/Portshift/Kubei
 https://github.com/Praqma/helmsman:
   title: "Helmsman: Helm Charts as Code \U0001F31F"
   description: ''
@@ -169326,13 +176303,14 @@ https://github.com/Praqma/helmsman:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 0f9d002d358ff471ce700abf16c261b6e563b0c25e1bbd45e240b9786e4a446b
   health_score: 100.0
   last_checked: 1779032055.026439
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:15.026439+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -169341,6 +176319,7 @@ https://github.com/Praqma/helmsman:
   - docs/helm.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/mkubaczyk/helmsman
 https://github.com/PrasadG193/kyaml2go:
   title: "kyaml2go (Pronounced as camel2go \U0001F42B) \U0001F31F"
   description: ''
@@ -169360,6 +176339,7 @@ https://github.com/PrasadG193/kyaml2go:
   last_checked: 1779031980.10928
   needs_ai_refresh: true
   discovered_at: '2021-11-09T11:31:04Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -169395,6 +176375,7 @@ https://github.com/Pscheidl/kubectl-explorer:
   last_checked: 1779130494.995602
   needs_ai_refresh: true
   discovered_at: '2025-05-17T13:37:47Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -169421,13 +176402,14 @@ https://github.com/Pscheidl/kubexplorer:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: b562806c87a82618b3ca395fe614657ebb1b39f49aafd47797ee2838adf193b7
   health_score: 100.0
   last_checked: 1779033948.140718
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:48.140718+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -169436,6 +176418,7 @@ https://github.com/Pscheidl/kubexplorer:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/Pscheidl/kubectl-explorer
 https://github.com/PyGithub/PyGithub:
   title: "PyGithub \U0001F31F"
   description: ''
@@ -169456,6 +176439,7 @@ https://github.com/PyGithub/PyGithub:
   last_checked: 1779030132.954844
   needs_ai_refresh: true
   discovered_at: '2026-06-12T09:31:14Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -169491,6 +176475,7 @@ https://github.com/PyratLabs/ansible-role-k3s:
   last_checked: 1779031794.042597
   needs_ai_refresh: true
   discovered_at: '2026-05-17T14:22:22Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -169527,6 +176512,7 @@ https://github.com/Qovery/Torii:
   last_checked: 1779031592.152117
   needs_ai_refresh: true
   discovered_at: '2024-07-25T18:54:23Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -169564,6 +176550,7 @@ https://github.com/Qovery/engine:
   last_checked: 1779033785.347384
   needs_ai_refresh: true
   discovered_at: '2026-06-12T12:57:05Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -169600,6 +176587,7 @@ https://github.com/Qovery/pleco:
   last_checked: 1779034456.782522
   needs_ai_refresh: true
   discovered_at: '2026-05-19T15:01:33Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -169635,6 +176623,7 @@ https://github.com/Quentin-M/etcd-cloud-operator:
   last_checked: 1779033314.095437
   needs_ai_refresh: true
   discovered_at: '2025-09-26T22:32:53Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -169670,6 +176659,7 @@ https://github.com/Radware/radware-ansible:
   last_checked: 1779029243.477493
   needs_ai_refresh: true
   discovered_at: '2023-09-27T07:01:49Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -169706,6 +176696,7 @@ https://github.com/Ramilito/kubediff:
   last_checked: 1779034500.049986
   needs_ai_refresh: true
   discovered_at: '2026-01-27T23:05:20Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -169742,6 +176733,7 @@ https://github.com/Ramilito/kubesess:
   last_checked: 1779030788.190581
   needs_ai_refresh: true
   discovered_at: '2026-03-19T04:43:36Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -169778,6 +176770,7 @@ https://github.com/Reaimua/AWS-CLI-Uploader-Project:
   last_checked: 1779031808.41419
   needs_ai_refresh: true
   discovered_at: '2023-12-31T00:50:14Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -169813,6 +176806,7 @@ https://github.com/ReallyLiri/kubescout:
   last_checked: 1779032869.714796
   needs_ai_refresh: true
   discovered_at: '2021-12-09T12:28:28Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -169848,6 +176842,7 @@ https://github.com/RedisLabs/redis-enterprise-k8s-docs:
   last_checked: 1779029478.883229
   needs_ai_refresh: true
   discovered_at: '2026-06-17T19:44:05Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -169884,6 +176879,7 @@ https://github.com/Rested/portfall:
   last_checked: 1779130494.968644
   needs_ai_refresh: true
   discovered_at: '2023-03-06T17:30:12Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -169924,6 +176920,7 @@ https://github.com/Retzork/terraform-journey/tree/main/11%20Multi%20Region%20Zer
   last_checked: 1780352148.493891
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:15:48.493891+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -169966,6 +176963,7 @@ https://github.com/RoseSecurity/Terramaid:
   last_checked: 1779033757.937161
   needs_ai_refresh: true
   discovered_at: '2026-06-11T23:35:21Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -170001,6 +176999,7 @@ https://github.com/SAP-archive/kubernetes-deployment-orchestrator:
   last_checked: 1779130495.011239
   needs_ai_refresh: true
   discovered_at: '2023-03-01T11:37:12Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -170035,6 +177034,7 @@ https://github.com/SAP/jenkins-library:
   last_checked: 1779032835.337215
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:15.337215+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -170053,13 +177053,14 @@ https://github.com/SAP/kubernetes-deployment-orchestrator:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 198ce0a4229f9eccf84208128bb1f0022b948d731cce276e1a1e8064971f6342
   health_score: 100.0
   last_checked: 1779032361.61413
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:21.614130+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -170068,6 +177069,7 @@ https://github.com/SAP/kubernetes-deployment-orchestrator:
   - docs/helm.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/SAP-archive/kubernetes-deployment-orchestrator
 https://github.com/Salaboy/from-monolith-to-k8s:
   title: Salaboy/From Monolith to K8s
   description: ''
@@ -170089,6 +177091,7 @@ https://github.com/Salaboy/from-monolith-to-k8s:
   last_checked: 1779033663.843661
   needs_ai_refresh: true
   discovered_at: '2023-07-17T07:50:39Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -170126,6 +177129,7 @@ https://github.com/Saniewski/mongo-express-docker-extension:
   last_checked: 1779029356.608024
   needs_ai_refresh: true
   discovered_at: '2025-08-03T07:21:23Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -170163,6 +177167,7 @@ https://github.com/Shopify/kubeaudit:
   last_checked: 1779032583.558718
   needs_ai_refresh: true
   discovered_at: '2024-08-21T18:48:27Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -170201,6 +177206,7 @@ https://github.com/SigNoz/signoz:
   last_checked: 1779032135.001706
   needs_ai_refresh: true
   discovered_at: '2026-06-14T09:36:14Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -170240,6 +177246,7 @@ https://github.com/SimonTheLeg/konf-go:
   last_checked: 1779030803.551584
   needs_ai_refresh: true
   discovered_at: '2025-03-15T19:19:18Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -170276,6 +177283,7 @@ https://github.com/SkalskiP/top-cvpr-2023-papers:
   last_checked: 1779034084.812304
   needs_ai_refresh: true
   discovered_at: '2026-04-15T11:20:09Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -170312,6 +177320,7 @@ https://github.com/Skarlso/crd-to-sample-yaml:
   last_checked: 1779031538.320069
   needs_ai_refresh: true
   discovered_at: '2026-06-09T07:00:13Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -170348,6 +177357,7 @@ https://github.com/Skyvern-ai/Skyvern:
   last_checked: 1779029466.768245
   needs_ai_refresh: true
   discovered_at: '2026-06-13T20:14:18Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -170385,6 +177395,7 @@ https://github.com/SparebankenVest/azure-key-vault-to-kubernetes:
   last_checked: 1779033140.997003
   needs_ai_refresh: true
   discovered_at: '2026-06-10T06:30:31Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -170420,6 +177431,7 @@ https://github.com/SquadcastHub/awesome-sre-tools:
   last_checked: 1779030361.047335
   needs_ai_refresh: true
   discovered_at: '2026-05-13T10:06:49Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -170457,6 +177469,7 @@ https://github.com/StackStorm:
   last_checked: 1779031696.994306
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:28:16.994306+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -170492,6 +177505,7 @@ https://github.com/StarpTech/k-andy:
   last_checked: 1779033795.405513
   needs_ai_refresh: true
   discovered_at: '2022-08-26T11:42:32Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -170528,6 +177542,7 @@ https://github.com/Stono/kconmon:
   last_checked: 1779034497.874529
   needs_ai_refresh: true
   discovered_at: '2024-03-26T18:13:32Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -170564,6 +177579,7 @@ https://github.com/SymbioticLab/Oobleck:
   last_checked: 1779033714.281386
   needs_ai_refresh: true
   discovered_at: '2024-04-11T00:16:29Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -170600,6 +177616,7 @@ https://github.com/TabularisDB/tabularis/blob/main/README.es.md:
   last_checked: 1779030021.236631
   needs_ai_refresh: true
   discovered_at: '2026-06-11T09:30:32Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -170630,13 +177647,14 @@ https://github.com/TerraHubCorp/terraform-google-automation-demo:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 5d416772b5e31660626504b602f168033275d84d843c8d1038929f42a7699feb
   health_score: 100.0
   last_checked: 1779033158.573907
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:38.573907+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -170645,6 +177663,7 @@ https://github.com/TerraHubCorp/terraform-google-automation-demo:
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/tfxor/terraform-google-automation-demo
 https://github.com/TheJambo/awesome-testing:
   title: Awesome Testing
   description: ''
@@ -170665,6 +177684,7 @@ https://github.com/TheJambo/awesome-testing:
   last_checked: 1779030653.775589
   needs_ai_refresh: true
   discovered_at: '2026-06-11T23:34:02Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -170703,6 +177723,7 @@ https://github.com/TheYkk/synator:
   last_checked: 1779031302.74327
   needs_ai_refresh: true
   discovered_at: '2024-01-16T12:30:42Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -170729,13 +177750,14 @@ https://github.com/Thiht/smocker:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: fb4cb099148f737393a4c3e8baa1bbdc2306c96e276c2453da62b48784781fca
   health_score: 100.0
   last_checked: 1779031928.157478
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:32:08.157478+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -170744,6 +177766,7 @@ https://github.com/Thiht/smocker:
   - docs/testops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/smocker-dev/smocker
 https://github.com/TrackMaven/getting-started-with-drf-angular/tree/part-2:
   title: Part 2 Supplementary Code
   description: ''
@@ -170761,6 +177784,7 @@ https://github.com/TrackMaven/getting-started-with-drf-angular/tree/part-2:
   last_checked: 1779031827.496798
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:30:27.496798+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -170788,6 +177812,7 @@ https://github.com/Trendyol/kink:
   last_checked: 1779029111.29616
   needs_ai_refresh: true
   discovered_at: '2025-09-25T13:15:32Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -170824,6 +177849,7 @@ https://github.com/Trendyol/kubectl-view-webhook:
   last_checked: 1779030539.094795
   needs_ai_refresh: true
   discovered_at: '2023-02-17T19:37:35Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -170860,6 +177886,7 @@ https://github.com/Trolley-MGMT/trolleymgmt:
   last_checked: 1779034477.277631
   needs_ai_refresh: true
   discovered_at: '2023-09-20T13:29:58Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -170895,6 +177922,7 @@ https://github.com/Tronde/ansible-role-rhel-patchmanagement:
   last_checked: 1779029715.256258
   needs_ai_refresh: true
   discovered_at: '2022-08-17T09:45:19Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -170928,6 +177956,7 @@ https://github.com/UnderGreen/ansible-prometheus-node-exporter:
   last_checked: 1779030605.59223
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:10:05.592230+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -170957,6 +177986,7 @@ https://github.com/Unitech/pm2:
   last_checked: 1779033037.551528
   needs_ai_refresh: true
   discovered_at: '2026-05-21T09:14:07Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -170992,6 +178022,7 @@ https://github.com/VictoriaMetrics/operator:
   last_checked: 1779033025.312268
   needs_ai_refresh: true
   discovered_at: '2026-06-14T07:05:30Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -171033,6 +178064,7 @@ https://github.com/Vigneshwari-08/Server_Log-Analyzer-Intrusion-Detector:
   last_checked: 1780352003.689854
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:23.689854+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -171063,13 +178095,14 @@ https://github.com/VikParuchuri/surya:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 1bcfe1599f12fbc0f1c286bcae888e415e4a4ca273920893162374e77c0dafa1
   health_score: 100.0
   last_checked: 1779032228.106817
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:08.106817+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -171078,6 +178111,7 @@ https://github.com/VikParuchuri/surya:
   - docs/mlops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/datalab-to/surya
 https://github.com/Wilfred/difftastic:
   title: ==github.com/Wilfred/difftastic==
   description: ''
@@ -171098,6 +178132,7 @@ https://github.com/Wilfred/difftastic:
   last_checked: 1779030683.414135
   needs_ai_refresh: true
   discovered_at: '2026-06-12T21:38:09Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -171131,6 +178166,7 @@ https://github.com/William-Yeh/ansible-prometheus:
   last_checked: 1779032953.073972
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:49:13.073972+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -171150,13 +178186,14 @@ https://github.com/XI-lab/PyExPool:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: fab939ac4014af479885a8ef4424fbe5c02e011461b5675af52924e0029de292
   health_score: 100.0
   last_checked: 1779034217.921227
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:17.921227+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -171165,6 +178202,7 @@ https://github.com/XI-lab/PyExPool:
   - docs/python.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/eXascaleInfolab/PyExPool
 https://github.com/XingangPan/DragGAN:
   title: github.com/XingangPan/DragGAN
   description: ''
@@ -171184,6 +178222,7 @@ https://github.com/XingangPan/DragGAN:
   last_checked: 1779029629.12279
   needs_ai_refresh: true
   discovered_at: '2024-05-18T17:51:40Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -171219,6 +178258,7 @@ https://github.com/XtratusCloud/terraform-provider-azureipam:
   last_checked: 1779030199.782731
   needs_ai_refresh: true
   discovered_at: '2024-09-21T06:31:41Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -171259,6 +178299,7 @@ https://github.com/XuehaiPan/nvitop:
   last_checked: 1779033339.519619
   needs_ai_refresh: true
   discovered_at: '2026-05-25T13:47:09Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -171294,6 +178335,7 @@ https://github.com/YannickRe/msgraph-utility-scripts:
   last_checked: 1779031393.410437
   needs_ai_refresh: true
   discovered_at: '2021-05-27T06:29:15Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -171330,6 +178372,7 @@ https://github.com/a8m/golang-cheat-sheet:
   last_checked: 1779032080.793532
   needs_ai_refresh: true
   discovered_at: '2023-11-08T10:46:16Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -171358,13 +178401,14 @@ https://github.com/aabouzaid/kubech:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 11ed16e65ddcf82ef74baf50412897b3a6289b43d554b81516f5144f6391e7a7
   health_score: 100.0
   last_checked: 1779031393.524397
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:13.524397+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -171373,6 +178417,7 @@ https://github.com/aabouzaid/kubech:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/DevOpsHiveHQ/kubech
 https://github.com/aalmiray/q-cli:
   title: aalmiray/q-cli
   description: ''
@@ -171392,6 +178437,7 @@ https://github.com/aalmiray/q-cli:
   last_checked: 1779030019.49551
   needs_ai_refresh: true
   discovered_at: '2022-11-02T16:43:54Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -171428,6 +178474,7 @@ https://github.com/aarondl/sqlboiler:
   last_checked: 1779130494.982878
   needs_ai_refresh: true
   discovered_at: '2026-06-08T22:47:58Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -171463,6 +178510,7 @@ https://github.com/abahmed/kwatch:
   last_checked: 1779030462.354156
   needs_ai_refresh: true
   discovered_at: '2026-06-14T10:00:44Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -171499,6 +178547,7 @@ https://github.com/abessifi/ansible-sqlplus:
   last_checked: 1779034139.585443
   needs_ai_refresh: true
   discovered_at: '2019-03-20T06:57:44Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -171535,6 +178584,7 @@ https://github.com/abhirockzz/kubexpose-operator:
   last_checked: 1781736046.789173
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:46.789173+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -171576,6 +178626,7 @@ https://github.com/abhishek-ch/around-dataengineering:
   last_checked: 1781736091.430235
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:41:31.430235+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -171614,6 +178665,7 @@ https://github.com/aca/go-kubectx:
   last_checked: 1781736046.740441
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:46.740441+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -171647,6 +178699,7 @@ https://github.com/acantril/learn-cantrill-io-labs:
   last_checked: 1779031389.407485
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:23:09.407485+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -171673,6 +178726,7 @@ https://github.com/acidonper/jump-app-docs:
   last_checked: 1779029939.389697
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:59.389697+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -171698,6 +178752,7 @@ https://github.com/acidonper/jump-app-gitops:
   last_checked: 1779030249.060808
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:09.060808+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -171716,13 +178771,14 @@ https://github.com/acorn-io/acorn:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 1606eafe22401d318436f235433ded3b934cfa77ab978a922eb40436d02db510
   health_score: 100.0
   last_checked: 1779033088.932263
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:28.932263+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -171731,6 +178787,7 @@ https://github.com/acorn-io/acorn:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/obot-platform/obot
 https://github.com/actions-runner-controller/actions-runner-controller:
   title: "actions-runner-controller \U0001F31F"
   description: ''
@@ -171741,13 +178798,14 @@ https://github.com/actions-runner-controller/actions-runner-controller:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: e0b81792621a3f351f640bbf07601f3cbc5efdefbb09a7cdce88ae3ced404fdf
   health_score: 100.0
   last_checked: 1779030932.109139
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:32.109139+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -171756,6 +178814,7 @@ https://github.com/actions-runner-controller/actions-runner-controller:
   - docs/git.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/actions/actions-runner-controller
 https://github.com/actions/actions-runner-controller:
   title: "github.com/actions/actions-runner-controller \U0001F31F"
   description: ''
@@ -171775,6 +178834,7 @@ https://github.com/actions/actions-runner-controller:
   last_checked: 1779033658.562003
   needs_ai_refresh: true
   discovered_at: '2026-06-12T23:13:55Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -171813,6 +178873,7 @@ https://github.com/adam-p/markdown-here/wiki/Markdown-Cheatsheet:
   last_checked: 1779032969.154472
   needs_ai_refresh: true
   discovered_at: '2025-08-22T00:21:50Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -171853,6 +178914,7 @@ https://github.com/adaptant-labs/k8s-auto-labeller:
   last_checked: 1779032754.679095
   needs_ai_refresh: true
   discovered_at: '2020-11-16T19:46:39Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -171888,6 +178950,7 @@ https://github.com/adaptant-labs/k8s-dt-node-labeller:
   last_checked: 1779031085.393464
   needs_ai_refresh: true
   discovered_at: '2020-11-17T21:12:14Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -171926,6 +178989,7 @@ https://github.com/adaptant-labs/k8s-node-label-monitor:
   last_checked: 1779033579.765886
   needs_ai_refresh: true
   discovered_at: '2021-02-09T11:00:49Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -171961,6 +179025,7 @@ https://github.com/admindroid-community/powershell-scripts:
   last_checked: 1781735879.766244
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:37:59.766244+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -171997,6 +179062,7 @@ https://github.com/adriannovegil/awesome-observability:
   last_checked: 1779033977.161174
   needs_ai_refresh: true
   discovered_at: '2026-05-11T11:58:36Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -172025,13 +179091,14 @@ https://github.com/aelsabbahy/goss:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: b2a6e2ded5a8d1eac440ffd247a8f8c9983b6614838f8a9d3be544f2fde6df12
   health_score: 100.0
   last_checked: 1779030229.068405
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:49.068405+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -172040,6 +179107,7 @@ https://github.com/aelsabbahy/goss:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/goss-org/goss
 https://github.com/affaan-m/ECC:
   title: ECC - The Agent Harness Performance Optimization System
   description: A professional performance harness providing modular skills, memory
@@ -172063,6 +179131,7 @@ https://github.com/affaan-m/ECC:
   last_checked: 1780352571.556323
   needs_ai_refresh: false
   discovered_at: '2026-05-31T06:45:42Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -172106,6 +179175,7 @@ https://github.com/ahas-sigs/kube-ebpf-exporter:
   last_checked: 1779029884.0295
   needs_ai_refresh: true
   discovered_at: '2021-05-13T05:50:56Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -172143,6 +179213,7 @@ https://github.com/ahmetb/kubectl-aliases:
   last_checked: 1779033579.797495
   needs_ai_refresh: true
   discovered_at: '2025-05-11T17:04:45Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -172179,6 +179250,7 @@ https://github.com/ahmetb/kubectl-foreach:
   last_checked: 1779034425.071515
   needs_ai_refresh: true
   discovered_at: '2026-06-08T22:54:07Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -172215,6 +179287,7 @@ https://github.com/ahmetb/kubectl-tree:
   last_checked: 1779033415.98258
   needs_ai_refresh: true
   discovered_at: '2026-05-18T01:49:07Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -172251,6 +179324,7 @@ https://github.com/ahmetb/kubectx:
   last_checked: 1779031442.598438
   needs_ai_refresh: true
   discovered_at: '2026-05-15T15:43:00Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -172286,6 +179360,7 @@ https://github.com/ahmetb/kubernetes-network-policy-recipes:
   last_checked: 1779032282.834651
   needs_ai_refresh: true
   discovered_at: '2025-02-07T08:38:37Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -172324,6 +179399,7 @@ https://github.com/aidansteele/secretsctx:
   last_checked: 1781735877.761273
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:37:57.761273+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -172360,6 +179436,7 @@ https://github.com/aimhubio/aim:
   last_checked: 1779033671.995254
   needs_ai_refresh: true
   discovered_at: '2026-06-13T20:26:46Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -172395,6 +179472,7 @@ https://github.com/airwallex/k8s-pod-restart-info-collector:
   last_checked: 1781736057.34144
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:57.341440+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -172431,6 +179509,7 @@ https://github.com/ajayk/drifter:
   last_checked: 1779033187.860634
   needs_ai_refresh: true
   discovered_at: '2024-01-09T17:41:36Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -172464,6 +179543,7 @@ https://github.com/ajmyyra/ambassador-auth-oidc:
   last_checked: 1779031625.330648
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:27:05.330648+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -172492,6 +179572,7 @@ https://github.com/akuity/awesome-argo:
   last_checked: 1779031406.880411
   needs_ai_refresh: true
   discovered_at: '2026-02-28T03:02:12Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -172530,6 +179611,7 @@ https://github.com/akuity/kargo:
   last_checked: 1779033436.307117
   needs_ai_refresh: true
   discovered_at: '2026-06-14T05:29:29Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -172566,6 +179648,7 @@ https://github.com/akullpp/awesome-java:
   last_checked: 1779031410.80023
   needs_ai_refresh: true
   discovered_at: '2026-04-12T12:40:14Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -172607,6 +179690,7 @@ https://github.com/alcideio/advisor:
   last_checked: 1781736047.002076
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:47.002076+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -172643,6 +179727,7 @@ https://github.com/alcideio/rbac-tool:
   last_checked: 1779032817.928272
   needs_ai_refresh: true
   discovered_at: '2025-02-13T20:57:41Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -172678,6 +179763,7 @@ https://github.com/alcideio/skan:
   last_checked: 1779031901.12451
   needs_ai_refresh: true
   discovered_at: '2023-03-03T16:29:28Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -172711,6 +179797,7 @@ https://github.com/alexdzyoba/ansible-jmx-exporter:
   last_checked: 1779030091.492558
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:01:31.492558+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -172739,6 +179826,7 @@ https://github.com/alexellis/k3sup:
   last_checked: 1779032037.289957
   needs_ai_refresh: true
   discovered_at: '2026-03-05T11:13:15Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -172776,6 +179864,7 @@ https://github.com/alexellis/registry-creds:
   last_checked: 1779029243.251552
   needs_ai_refresh: true
   discovered_at: '2024-12-21T13:24:00Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -172812,6 +179901,7 @@ https://github.com/alexellis/run-job:
   last_checked: 1779034502.551008
   needs_ai_refresh: true
   discovered_at: '2024-08-13T22:32:56Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -172851,6 +179941,7 @@ https://github.com/aliesbelik/awesome-jmeter:
   last_checked: 1779033400.732373
   needs_ai_refresh: true
   discovered_at: '2026-05-05T22:22:40Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -172888,6 +179979,7 @@ https://github.com/allure-framework/allure2:
   last_checked: 1779033610.068488
   needs_ai_refresh: true
   discovered_at: '2026-06-12T22:09:34Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -172924,6 +180016,7 @@ https://github.com/amazon-archives/aws-training-demo:
   last_checked: 1779130494.953591
   needs_ai_refresh: true
   discovered_at: '2019-04-09T21:26:39Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -172962,6 +180055,7 @@ https://github.com/amazon-archives/aws-waf-sample:
   last_checked: 1779130494.950593
   needs_ai_refresh: true
   discovered_at: '2020-01-09T08:11:23Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -172998,6 +180092,7 @@ https://github.com/amelbakry/kubernetes-active-passive:
   last_checked: 1781736046.790295
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:46.790295+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -173033,6 +180128,7 @@ https://github.com/amitmavgupta/azure-terraform:
   last_checked: 1779031382.132294
   needs_ai_refresh: true
   discovered_at: '2025-05-24T07:01:55Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -173070,6 +180166,7 @@ https://github.com/anchore/grype:
   last_checked: 1779034477.250398
   needs_ai_refresh: true
   discovered_at: '2026-06-12T15:56:32Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -173107,6 +180204,7 @@ https://github.com/anchore/syft:
   last_checked: 1779030407.644755
   needs_ai_refresh: true
   discovered_at: '2026-06-12T13:29:25Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -173133,13 +180231,14 @@ https://github.com/anderseknert/awesome-opa:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 74b59d9adc2bc20caea9b43eb1abb3db4a1ee3ccb4ec9a03f666cb0130112715
   health_score: 100.0
   last_checked: 1779029367.255629
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:27.255629+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -173148,6 +180247,7 @@ https://github.com/anderseknert/awesome-opa:
   - docs/other-awesome-lists.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/open-policy-agent/awesome-opa
 https://github.com/andreazorzetto/yh:
   title: yh - YAML Highlighter
   description: ''
@@ -173168,6 +180268,7 @@ https://github.com/andreazorzetto/yh:
   last_checked: 1779032153.281109
   needs_ai_refresh: true
   discovered_at: '2020-12-14T09:49:42Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -173205,6 +180306,7 @@ https://github.com/andredesousa/devops-best-practices:
   last_checked: 1779029678.976163
   needs_ai_refresh: true
   discovered_at: '2022-02-23T20:29:58Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -173243,6 +180345,7 @@ https://github.com/andrewpuch/nagios_setup:
   last_checked: 1781735876.210837
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:37:56.210837+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -173280,6 +180383,7 @@ https://github.com/andrewstetsenko/tech-jobs-with-relocation:
   last_checked: 1779032296.97062
   needs_ai_refresh: true
   discovered_at: '2026-03-19T14:04:47Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -173316,6 +180420,7 @@ https://github.com/anordal/shellharden/blob/master/how_to_do_things_safely_in_ba
   last_checked: 1779031266.831234
   needs_ai_refresh: true
   discovered_at: '2026-01-05T06:45:45Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -173352,6 +180457,7 @@ https://github.com/ansible-collections:
   last_checked: 1779029323.149798
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:48:43.149798+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -173387,6 +180493,7 @@ https://github.com/ansible-collections/amazon.aws:
   last_checked: 1779033759.72351
   needs_ai_refresh: true
   discovered_at: '2026-06-12T18:54:31Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -173422,6 +180529,7 @@ https://github.com/ansible-community/awesome-ansible:
   last_checked: 1779033845.09972
   needs_ai_refresh: true
   discovered_at: '2026-06-02T08:28:40Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -173461,6 +180569,7 @@ https://github.com/ansible/awx:
   last_checked: 1779029291.976042
   needs_ai_refresh: true
   discovered_at: '2026-06-12T18:32:08Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -173499,6 +180608,7 @@ https://github.com/ansible/awx-operator:
   last_checked: 1779030594.341589
   needs_ai_refresh: true
   discovered_at: '2026-06-10T18:54:39Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -173535,6 +180645,7 @@ https://github.com/ansistrano:
   last_checked: 1779029116.577148
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:45:16.577148+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -173571,6 +180682,7 @@ https://github.com/anthonysterling/setec:
   last_checked: 1779034306.725776
   needs_ai_refresh: true
   discovered_at: '2021-02-27T17:05:49Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -173607,6 +180719,7 @@ https://github.com/antonarhipov/awesome-apm:
   last_checked: 1781736102.020032
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:41:42.020032+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -173646,6 +180759,7 @@ https://github.com/antonbabenko/terraform-best-practices:
   last_checked: 1779033675.642793
   needs_ai_refresh: true
   discovered_at: '2026-03-20T14:40:58Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -173686,6 +180800,7 @@ https://github.com/antonbabenko/terraform-skill:
   last_checked: 1779033019.981129
   needs_ai_refresh: true
   discovered_at: '2026-06-03T16:06:13Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -173723,6 +180838,7 @@ https://github.com/antonmedv/fx:
   last_checked: 1779031107.4493
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:18:27.449300+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -173750,6 +180866,7 @@ https://github.com/antrea-io/antrea:
   last_checked: 1779130495.02231
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.022310+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -173769,13 +180886,14 @@ https://github.com/apache/activemq-artemis:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 7bafd4c450f2999669094cbd6a4dc4e49e2c53f71d2775de69f46cff36bb586d
   health_score: 100.0
   last_checked: 1779034229.595143
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:29.595143+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -173785,6 +180903,7 @@ https://github.com/apache/activemq-artemis:
   - docs/prometheus.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/apache/artemis
 https://github.com/apache/apisix:
   title: apisix
   description: ''
@@ -173805,6 +180924,7 @@ https://github.com/apache/apisix:
   last_checked: 1779031776.90444
   needs_ai_refresh: true
   discovered_at: '2026-06-12T08:48:42Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -173840,6 +180960,7 @@ https://github.com/apache/artemis:
   last_checked: 1779130494.983259
   needs_ai_refresh: true
   discovered_at: '2026-06-11T02:23:24Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -173879,6 +181000,7 @@ https://github.com/apache/dolphinscheduler:
   last_checked: 1779034224.333786
   needs_ai_refresh: true
   discovered_at: '2026-06-12T09:08:43Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -173914,6 +181036,7 @@ https://github.com/apache/maven-mvnd:
   last_checked: 1779029169.333264
   needs_ai_refresh: true
   discovered_at: '2026-06-12T20:38:35Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -173949,6 +181072,7 @@ https://github.com/apache/tomcat-jakartaee-migration:
   last_checked: 1779034309.769972
   needs_ai_refresh: true
   discovered_at: '2026-06-09T08:55:54Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -173985,6 +181109,7 @@ https://github.com/apicurio/apicurio-registry:
   last_checked: 1779030827.464425
   needs_ai_refresh: true
   discovered_at: '2026-06-13T18:07:51Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -174020,6 +181145,7 @@ https://github.com/apk8s/k3s-gitlab:
   last_checked: 1781736154.189753
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:34.189753+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -174056,6 +181182,7 @@ https://github.com/aporia-ai/kubesurvival:
   last_checked: 1779031356.683683
   needs_ai_refresh: true
   discovered_at: '2021-11-03T09:30:26Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -174095,6 +181222,7 @@ https://github.com/aporia-ai/mlplatform-workshop:
   last_checked: 1779030721.131007
   needs_ai_refresh: true
   discovered_at: '2021-11-03T10:27:17Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -174131,6 +181259,7 @@ https://github.com/app-sre/qontract-server:
   last_checked: 1779034229.54831
   needs_ai_refresh: true
   discovered_at: '2026-06-11T14:12:06Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -174164,6 +181293,7 @@ https://github.com/appscode/guard:
   last_checked: 1779031564.613614
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:04.613614+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -174191,6 +181321,7 @@ https://github.com/appvia/cosign-keyless-admission-webhook:
   last_checked: 1779032589.247824
   needs_ai_refresh: true
   discovered_at: '2026-06-11T13:01:32Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -174224,6 +181355,7 @@ https://github.com/appvia/kev:
   last_checked: 1779033020.021828
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:20.021828+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -174253,6 +181385,7 @@ https://github.com/appvia/krane:
   last_checked: 1779031981.693866
   needs_ai_refresh: true
   discovered_at: '2026-02-13T15:57:57Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -174293,6 +181426,7 @@ https://github.com/appvia/tako:
   last_checked: 1779130494.930641
   needs_ai_refresh: true
   discovered_at: '2026-01-22T20:30:49Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -174329,6 +181463,7 @@ https://github.com/aquasecurity/cloudsec-icons:
   last_checked: 1781735900.813049
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:20.813049+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -174365,6 +181500,7 @@ https://github.com/aquasecurity/kube-bench:
   last_checked: 1779030849.172667
   needs_ai_refresh: true
   discovered_at: '2026-06-09T06:03:33Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -174400,6 +181536,7 @@ https://github.com/aquasecurity/kube-hunter:
   last_checked: 1779034273.68148
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:11:13.681480+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -174430,6 +181567,7 @@ https://github.com/aquasecurity/starboard:
   last_checked: 1779031147.09103
   needs_ai_refresh: true
   discovered_at: '2026-06-10T12:05:58Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -174467,6 +181605,7 @@ https://github.com/aquasecurity/trivy:
   last_checked: 1779030207.750105
   needs_ai_refresh: true
   discovered_at: '2026-06-11T14:52:49Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -174504,6 +181643,7 @@ https://github.com/argilla-io/argilla:
   last_checked: 1779130495.022182
   needs_ai_refresh: true
   discovered_at: '2026-06-08T21:47:00Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -174530,13 +181670,14 @@ https://github.com/argoproj-labs/applicationset:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 736db94cb984f0c2e4e92a8c48893a99779cfe27b1f8a593684149d97cac0c43
   health_score: 100.0
   last_checked: 1779031478.671432
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:38.671432+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -174545,6 +181686,7 @@ https://github.com/argoproj-labs/applicationset:
   - docs/argo.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/argoproj/applicationset
 https://github.com/argoproj-labs/argocd-autopilot:
   title: 'argoproj-labs/argocd-autopilot: Argo-CD Autopilot'
   description: ''
@@ -174565,6 +181707,7 @@ https://github.com/argoproj-labs/argocd-autopilot:
   last_checked: 1779032198.392731
   needs_ai_refresh: true
   discovered_at: '2025-12-16T22:36:28Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -174602,6 +181745,7 @@ https://github.com/argoproj-labs/argocd-vault-plugin:
   last_checked: 1779030119.775098
   needs_ai_refresh: true
   discovered_at: '2024-12-18T18:24:47Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -174639,6 +181783,7 @@ https://github.com/argoproj/applicationset:
   last_checked: 1779130494.993308
   needs_ai_refresh: true
   discovered_at: '2024-07-15T18:06:39Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -174686,6 +181831,7 @@ https://github.com/argoproj/argo-cd/issues/25203:
   last_checked: 1780351994.342566
   needs_ai_refresh: false
   discovered_at: '2026-06-01T18:53:27Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -174726,6 +181872,7 @@ https://github.com/argoproj/argo-cd/pull/26601:
   last_checked: 1779032882.082616
   needs_ai_refresh: true
   discovered_at: '2026-06-14T09:47:54Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -174765,6 +181912,7 @@ https://github.com/armadaproject/armada:
   last_checked: 1779130494.945265
   needs_ai_refresh: true
   discovered_at: '2026-06-12T15:04:53Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -174801,6 +181949,7 @@ https://github.com/arminc/k8s-platform-lcm:
   last_checked: 1779032732.436359
   needs_ai_refresh: true
   discovered_at: '2022-05-13T05:47:23Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -174838,6 +181987,7 @@ https://github.com/armory/minnaker:
   last_checked: 1779032338.039891
   needs_ai_refresh: true
   discovered_at: '2023-05-20T21:18:12Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -174864,13 +182014,14 @@ https://github.com/armosec/kubescape:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: b2edcccc6e3dc19610cb8401874e7e9c6efc002eea50bff20debb737537678d8
   health_score: 100.0
   last_checked: 1779029325.962396
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:45.962396+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -174879,6 +182030,7 @@ https://github.com/armosec/kubescape:
   - docs/kubernetes-security.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/kubescape/kubescape
 https://github.com/armosec/regolibrary:
   title: armosec/regolibrary
   description: ''
@@ -174889,13 +182041,14 @@ https://github.com/armosec/regolibrary:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 632ecd5c343463ee3440caa26e977276d038338bdc2d4952ef3e18207cafb994
   health_score: 100.0
   last_checked: 1779031451.44535
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:11.445350+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -174904,6 +182057,7 @@ https://github.com/armosec/regolibrary:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/kubescape/regolibrary
 https://github.com/arslanbilal/git-cheat-sheet:
   title: "arslanbilal/git-cheat-sheet \U0001F31F\U0001F31F\U0001F31F"
   description: ''
@@ -174924,6 +182078,7 @@ https://github.com/arslanbilal/git-cheat-sheet:
   last_checked: 1781735890.114146
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:10.114146+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -174959,6 +182114,7 @@ https://github.com/arttor/helmify:
   last_checked: 1779033084.759239
   needs_ai_refresh: true
   discovered_at: '2026-05-07T07:38:16Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -174999,6 +182155,7 @@ https://github.com/arun-gupta/docker-jenkins-pipeline:
   last_checked: 1781735910.992251
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:30.992251+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -175035,6 +182192,7 @@ https://github.com/asdf-community/asdf-kubectl:
   last_checked: 1779130494.988702
   needs_ai_refresh: true
   discovered_at: '2025-11-12T15:57:32Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -175068,6 +182226,7 @@ https://github.com/asim/go-micro:
   last_checked: 1779031085.392262
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:05.392262+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -175095,6 +182254,7 @@ https://github.com/askmeegs/learn-istio:
   last_checked: 1781735971.298661
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:39:31.298661+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -175131,6 +182291,7 @@ https://github.com/askmeegs/yaml-your-cloud:
   last_checked: 1779030891.853136
   needs_ai_refresh: true
   discovered_at: '2021-09-13T17:16:35Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -175168,6 +182329,7 @@ https://github.com/asobti/kube-monkey:
   last_checked: 1779031602.611332
   needs_ai_refresh: true
   discovered_at: '2024-06-16T19:34:50Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -175203,6 +182365,7 @@ https://github.com/astefanutti/kubebox:
   last_checked: 1779031393.456007
   needs_ai_refresh: true
   discovered_at: '2024-06-17T13:05:26Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -175239,6 +182402,7 @@ https://github.com/astral-sh/ruff:
   last_checked: 1779030559.037744
   needs_ai_refresh: true
   discovered_at: '2026-06-14T09:19:30Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -175276,6 +182440,7 @@ https://github.com/atinfo/awesome-test-automation:
   last_checked: 1781736123.142216
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:03.142216+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -175315,6 +182480,7 @@ https://github.com/atombender/ktail:
   last_checked: 1779032800.756558
   needs_ai_refresh: true
   discovered_at: '2024-12-12T00:15:59Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -175350,6 +182516,7 @@ https://github.com/auchenberg/volkswagen:
   last_checked: 1779032243.243873
   needs_ai_refresh: true
   discovered_at: '2026-02-27T07:23:49Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -175386,6 +182553,7 @@ https://github.com/authelia/authelia:
   last_checked: 1779032163.428558
   needs_ai_refresh: true
   discovered_at: '2026-06-14T08:39:42Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -175422,6 +182590,7 @@ https://github.com/automateyournetwork/automate_your_network:
   last_checked: 1779031429.511523
   needs_ai_refresh: true
   discovered_at: '2023-09-14T21:51:12Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -175458,6 +182627,7 @@ https://github.com/avelino/awesome-go:
   last_checked: 1779033429.477965
   needs_ai_refresh: true
   discovered_at: '2026-06-14T05:05:39Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -175496,6 +182666,7 @@ https://github.com/avencera/yamine:
   last_checked: 1779029985.469766
   needs_ai_refresh: true
   discovered_at: '2023-11-14T15:26:04Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -175524,13 +182695,14 @@ https://github.com/awesome-devops/awesome-ansible:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: a6d2538e3c6f7054fdc0b96563cc79781689be4289ad2df477cefddcdf223336
   health_score: 100.0
   last_checked: 1779034296.148095
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:36.148095+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -175539,6 +182711,7 @@ https://github.com/awesome-devops/awesome-ansible:
   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/ansible-community/awesome-ansible
 https://github.com/awesome-foss/awesome-sysadmin:
   title: Awesome Sysadmin
   description: ''
@@ -175558,6 +182731,7 @@ https://github.com/awesome-foss/awesome-sysadmin:
   last_checked: 1779033759.54017
   needs_ai_refresh: true
   discovered_at: '2026-06-03T21:31:07Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -175598,6 +182772,7 @@ https://github.com/awesome-it/adeploy:
   last_checked: 1779032057.289364
   needs_ai_refresh: true
   discovered_at: '2026-03-23T16:01:24Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -175633,6 +182808,7 @@ https://github.com/awesome-soft/awesome-devops:
   last_checked: 1779030404.394385
   needs_ai_refresh: true
   discovered_at: '2025-06-05T06:21:48Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -175670,6 +182846,7 @@ https://github.com/awesome-sre/awesome-sre:
   last_checked: 1781736123.151118
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:03.151118+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -175705,6 +182882,7 @@ https://github.com/aws-cloudformation/cloudformation-guard:
   last_checked: 1779033974.554805
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:06:14.554805+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -175734,6 +182912,7 @@ https://github.com/aws-controllers-k8s/community:
   last_checked: 1779032953.155202
   needs_ai_refresh: true
   discovered_at: '2026-06-13T20:57:56Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -175773,6 +182952,7 @@ https://github.com/aws-ia/terraform-aws-eks-blueprints:
   last_checked: 1779034355.907401
   needs_ai_refresh: true
   discovered_at: '2026-06-05T11:52:56Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -175807,6 +182987,7 @@ https://github.com/aws-ia/terraform-aws-eks-blueprints/blob/main/docs/v4-to-v5/m
   last_checked: 1779029268.246351
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:47:48.246351+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -175835,6 +183016,7 @@ https://github.com/aws-observability:
   last_checked: 1779029174.695531
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:46:14.695531+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -175868,6 +183050,7 @@ https://github.com/aws-observability/terraform-aws-observability-accelerator:
   last_checked: 1779032780.159265
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:20.159265+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -175886,13 +183069,14 @@ https://github.com/aws-quickstart/cdk-eks-blueprints:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 0dfa9e033918308136eab12a441be32ed43249e4d49bd227ab3aa9e566596a55
   health_score: 100.0
   last_checked: 1779029897.594014
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:17.594014+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -175901,6 +183085,7 @@ https://github.com/aws-quickstart/cdk-eks-blueprints:
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/awslabs/cdk-eks-blueprints
 https://github.com/aws-samples:
   title: "==github.com/aws-samples== \U0001F31F"
   description: ''
@@ -175920,6 +183105,7 @@ https://github.com/aws-samples:
   last_checked: 1779034306.720688
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:11:46.720688+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -175955,6 +183141,7 @@ https://github.com/aws-samples/aws-auto-inventory:
   last_checked: 1779033655.90476
   needs_ai_refresh: true
   discovered_at: '2026-06-11T19:34:23Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -175990,6 +183177,7 @@ https://github.com/aws-samples/aws-cdk-for-k3scluster:
   last_checked: 1779032790.445977
   needs_ai_refresh: true
   discovered_at: '2022-10-27T13:35:31Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -176027,6 +183215,7 @@ https://github.com/aws-samples/aws-cdk-stack-builder-tool:
   last_checked: 1779033487.172637
   needs_ai_refresh: true
   discovered_at: '2024-08-01T15:35:30Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -176062,6 +183251,7 @@ https://github.com/aws-samples/aws-customer-playbook-framework:
   last_checked: 1779034582.646233
   needs_ai_refresh: true
   discovered_at: '2026-06-13T23:29:32Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -176089,13 +183279,14 @@ https://github.com/aws-samples/aws-eks-accelerator-for-terraform:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: b10114e005af34dd0a1b090b242ad5d0300ce15888760f434b4a9c9f669918da
   health_score: 100.0
   last_checked: 1779031026.286326
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:06.286326+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -176104,6 +183295,7 @@ https://github.com/aws-samples/aws-eks-accelerator-for-terraform:
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/aws-ia/terraform-aws-eks-blueprints
 https://github.com/aws-samples/aws-network-hub-for-terraform:
   title: '==aws-samples/aws-network-hub-for-terraform: Network Hub Account with Terraform=='
   description: ''
@@ -176123,6 +183315,7 @@ https://github.com/aws-samples/aws-network-hub-for-terraform:
   last_checked: 1779033030.843072
   needs_ai_refresh: true
   discovered_at: '2024-06-11T14:55:42Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -176160,6 +183353,7 @@ https://github.com/aws-samples/aws-secrets-manager-hybrid-secret-replication-fro
   last_checked: 1779031064.966434
   needs_ai_refresh: true
   discovered_at: '2024-06-18T14:19:35Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -176186,13 +183380,14 @@ https://github.com/aws-samples/aws-training-demo:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: e5f76d0406a15b046932dbd2d9018593d8479bc2555802fc14e9153e30744ddf
   health_score: 100.0
   last_checked: 1779030611.478893
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:11.478893+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -176201,6 +183396,7 @@ https://github.com/aws-samples/aws-training-demo:
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/amazon-archives/aws-training-demo
 https://github.com/aws-samples/aws-waf-ops-dashboards:
   title: github.com/aws-samples/aws-waf-ops-dashboards
   description: ''
@@ -176220,6 +183416,7 @@ https://github.com/aws-samples/aws-waf-ops-dashboards:
   last_checked: 1779029370.065385
   needs_ai_refresh: true
   discovered_at: '2024-11-27T08:21:51Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -176256,6 +183453,7 @@ https://github.com/aws-samples/hardeneks:
   last_checked: 1779029341.244744
   needs_ai_refresh: true
   discovered_at: '2026-05-26T00:27:14Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -176293,6 +183491,7 @@ https://github.com/aws-samples/kubernetes-log4j-cve-2021-44228-node-agent:
   last_checked: 1779033773.451103
   needs_ai_refresh: true
   discovered_at: '2022-08-26T14:56:01Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -176328,6 +183527,7 @@ https://github.com/aws-samples/resource-tagging-automation:
   last_checked: 1779029641.249659
   needs_ai_refresh: true
   discovered_at: '2026-05-19T03:16:19Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -176365,6 +183565,7 @@ https://github.com/aws-samples/serverless-java-frameworks-samples:
   last_checked: 1779033068.698051
   needs_ai_refresh: true
   discovered_at: '2024-01-10T14:16:26Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -176400,6 +183601,7 @@ https://github.com/aws-samples/service-catalog-engine-for-terraform-os:
   last_checked: 1779030780.110586
   needs_ai_refresh: true
   discovered_at: '2024-05-22T12:58:49Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -176436,6 +183638,7 @@ https://github.com/aws-samples/service-control-policy-examples:
   last_checked: 1779032552.567438
   needs_ai_refresh: true
   discovered_at: '2026-06-09T14:29:13Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -176473,6 +183676,7 @@ https://github.com/aws-samples/visualize-iam-access-analyzer-policy-validation-f
   last_checked: 1779030235.967384
   needs_ai_refresh: true
   discovered_at: '2023-02-22T16:02:21Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -176509,6 +183713,7 @@ https://github.com/aws-samples/well-architected-iac-analyzer:
   last_checked: 1779030482.75807
   needs_ai_refresh: true
   discovered_at: '2026-06-11T07:08:01Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -176547,6 +183752,7 @@ https://github.com/aws-solutions/aws-waf-security-automations:
   last_checked: 1781735878.648491
   needs_ai_refresh: false
   discovered_at: '2026-05-19T17:17:13Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -176583,6 +183789,7 @@ https://github.com/aws/amazon-ec2-metadata-mock:
   last_checked: 1779030719.03204
   needs_ai_refresh: true
   discovered_at: '2026-05-26T18:01:53Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -176619,6 +183826,7 @@ https://github.com/aws/amazon-eks-pod-identity-webhook:
   last_checked: 1779034323.506482
   needs_ai_refresh: true
   discovered_at: '2026-06-08T23:20:14Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -176654,6 +183862,7 @@ https://github.com/aws/aws-node-termination-handler:
   last_checked: 1779032579.205427
   needs_ai_refresh: true
   discovered_at: '2026-06-10T18:00:49Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -176691,6 +183900,7 @@ https://github.com/aws/containers-roadmap:
   last_checked: 1779031456.019786
   needs_ai_refresh: true
   discovered_at: '2025-03-25T18:13:16Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -176727,6 +183937,7 @@ https://github.com/aws/eks-anywhere:
   last_checked: 1779030558.991
   needs_ai_refresh: true
   discovered_at: '2026-06-12T21:57:52Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -176764,6 +183975,7 @@ https://github.com/aws/eks-charts:
   last_checked: 1779030335.821445
   needs_ai_refresh: true
   discovered_at: '2026-06-09T17:42:16Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -176799,6 +184011,7 @@ https://github.com/aws/eks-distro:
   last_checked: 1779031426.161972
   needs_ai_refresh: true
   discovered_at: '2026-06-12T15:28:20Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -176836,6 +184049,7 @@ https://github.com/aws/karpenter-provider-aws:
   last_checked: 1779130495.033744
   needs_ai_refresh: true
   discovered_at: '2026-06-12T17:11:07Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -176873,6 +184087,7 @@ https://github.com/aws/secrets-store-csi-driver-provider-aws:
   last_checked: 1779033943.016738
   needs_ai_refresh: true
   discovered_at: '2026-06-11T16:13:51Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -176911,6 +184126,7 @@ https://github.com/awslabs:
   last_checked: 1779029169.225877
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:46:09.225877+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -176951,6 +184167,7 @@ https://github.com/awslabs/amazon-ecr-credential-helper:
   last_checked: 1779034139.574942
   needs_ai_refresh: true
   discovered_at: '2026-06-09T16:44:24Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -176986,6 +184203,7 @@ https://github.com/awslabs/amazon-eks-ami/issues/183:
   last_checked: 1779030197.283987
   needs_ai_refresh: true
   discovered_at: '2026-06-12T01:26:31Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -177022,6 +184240,7 @@ https://github.com/awslabs/amazon-s3-tar-tool:
   last_checked: 1779034392.277136
   needs_ai_refresh: true
   discovered_at: '2026-04-08T02:24:52Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -177061,6 +184280,7 @@ https://github.com/awslabs/assisted-log-enabler-for-aws:
   last_checked: 1779031898.675195
   needs_ai_refresh: true
   discovered_at: '2026-06-13T23:30:47Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -177098,6 +184318,7 @@ https://github.com/awslabs/aws-cloudsaga:
   last_checked: 1779031564.70116
   needs_ai_refresh: true
   discovered_at: '2026-06-13T23:25:47Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -177136,6 +184357,7 @@ https://github.com/awslabs/aws-kubernetes-migration-factory:
   last_checked: 1779031352.467595
   needs_ai_refresh: true
   discovered_at: '2024-09-25T20:41:08Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -177163,13 +184385,14 @@ https://github.com/awslabs/aws-waf-sample:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 18765cc1d9a80d454aac4d31c5e3e3ac458ca6d5e0b2885f71a2544369fae56e
   health_score: 100.0
   last_checked: 1779030583.784468
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:43.784468+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -177178,6 +184401,7 @@ https://github.com/awslabs/aws-waf-sample:
   - docs/aws-security.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/amazon-archives/aws-waf-sample
 https://github.com/awslabs/cdk-eks-blueprints:
   title: '==aws-quickstart/cdk-eks-blueprints: Amazon EKS Blueprints for CDK=='
   description: ''
@@ -177199,6 +184423,7 @@ https://github.com/awslabs/cdk-eks-blueprints:
   last_checked: 1779130495.009576
   needs_ai_refresh: true
   discovered_at: '2026-06-11T23:11:51Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -177225,13 +184450,14 @@ https://github.com/awslabs/cdk8s:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 4e4e6aa8ff97716ee088cd364fca4f83a29ce3f6ce9958ffd8b73eae54db2a2b
   health_score: 100.0
   last_checked: 1779030989.982793
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:29.982793+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -177240,6 +184466,7 @@ https://github.com/awslabs/cdk8s:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/cdk8s-team/cdk8s
 https://github.com/awslabs/cognito-at-edge:
   title: awslabs/cognito-at-edge
   description: ''
@@ -177259,6 +184486,7 @@ https://github.com/awslabs/cognito-at-edge:
   last_checked: 1779030052.514673
   needs_ai_refresh: true
   discovered_at: '2026-05-29T16:43:34Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -177294,6 +184522,7 @@ https://github.com/awslabs/diagram-as-code:
   last_checked: 1779033508.482774
   needs_ai_refresh: true
   discovered_at: '2026-04-20T01:46:01Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -177330,6 +184559,7 @@ https://github.com/awslabs/eks-node-viewer:
   last_checked: 1779033343.14635
   needs_ai_refresh: true
   discovered_at: '2026-06-08T19:56:47Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -177357,13 +184587,14 @@ https://github.com/awslabs/karpenter:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: d5d81bd6f2e1a86399f0b28a8b016245f35a425de82ac20bad1a52be5f295000
   health_score: 100.0
   last_checked: 1779031896.881284
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:36.881284+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -177372,6 +184603,7 @@ https://github.com/awslabs/karpenter:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/aws/karpenter-provider-aws
 https://github.com/awslabs/specctl:
   title: github.com/awslabs/specctl
   description: ''
@@ -177391,6 +184623,7 @@ https://github.com/awslabs/specctl:
   last_checked: 1779034306.928352
   needs_ai_refresh: true
   discovered_at: '2023-11-10T17:14:34Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -177427,6 +184660,7 @@ https://github.com/awslabs/sustainability-scanner:
   last_checked: 1779032108.764237
   needs_ai_refresh: true
   discovered_at: '2024-08-29T08:48:01Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -177463,6 +184697,7 @@ https://github.com/awslabs/terraform-iam-policy-validator:
   last_checked: 1779030401.520578
   needs_ai_refresh: true
   discovered_at: '2025-06-09T22:47:03Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -177501,6 +184736,7 @@ https://github.com/aylei/kubectl-debug:
   last_checked: 1779034432.039956
   needs_ai_refresh: true
   discovered_at: '2023-10-19T02:52:57Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -177538,6 +184774,7 @@ https://github.com/azohra/yaml.sh:
   last_checked: 1779031401.928968
   needs_ai_refresh: true
   discovered_at: '2024-01-23T18:50:58Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -177578,6 +184815,7 @@ https://github.com/azsk/DevOpsKit:
   last_checked: 1779033758.049454
   needs_ai_refresh: true
   discovered_at: '2024-05-07T12:50:16Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -177615,6 +184853,7 @@ https://github.com/azsk/DevOpsKit-docs:
   last_checked: 1779031302.828958
   needs_ai_refresh: true
   discovered_at: '2022-02-14T11:55:39Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -177643,13 +184882,14 @@ https://github.com/azure-devops:
   resource_type: Repository
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: ae1c2217d251681e10403761be33aea790e916a8ffe27adf745ccde179788b28
   health_score: 100.0
   last_checked: 1779029252.134793
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:47:32.134793+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -177666,6 +184906,7 @@ https://github.com/azure-devops:
   gh_stars: 0
   gh_pushed: N/A
   gh_license: N/A
+  duplicate_of: https://github.com/Azure/apiops
 https://github.com/azure-samples/avm-terraform-labs:
   title: null
   description: null
@@ -177683,6 +184924,7 @@ https://github.com/azure-samples/avm-terraform-labs:
   last_checked: 1779034560.66281
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:00.662810+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -177712,6 +184954,7 @@ https://github.com/azure/fleet:
   last_checked: 1779029802.176865
   needs_ai_refresh: true
   discovered_at: '2026-06-10T09:34:42Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -177748,6 +184991,7 @@ https://github.com/azure/mission-critical-online:
   last_checked: 1779033501.00063
   needs_ai_refresh: true
   discovered_at: '2025-01-14T14:51:10Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -177784,6 +185028,7 @@ https://github.com/backstage/backstage:
   last_checked: 1779031385.608264
   needs_ai_refresh: true
   discovered_at: '2026-06-13T23:59:39Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -177820,6 +185065,7 @@ https://github.com/backube/volsync:
   last_checked: 1779029993.249453
   needs_ai_refresh: true
   discovered_at: '2026-06-10T18:53:51Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -177858,6 +185104,7 @@ https://github.com/badarsebard/terraforge:
   last_checked: 1779030611.477836
   needs_ai_refresh: true
   discovered_at: '2024-06-24T01:36:03Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -177895,6 +185142,7 @@ https://github.com/bank-vaults/bank-vaults:
   last_checked: 1779030365.264715
   needs_ai_refresh: true
   discovered_at: '2026-06-07T18:48:59Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -177931,6 +185179,7 @@ https://github.com/banzaicloud/dast-operator:
   last_checked: 1779029950.675669
   needs_ai_refresh: true
   discovered_at: '2023-04-05T09:57:11Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -177958,13 +185207,14 @@ https://github.com/banzaicloud/kafka-operator:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: ea86f213227b0ac761ebd947b56dd615515e6061bbfe225846dc1b0b7d55ac79
   health_score: 100.0
   last_checked: 1779032388.870495
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:48.870495+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -177973,6 +185223,7 @@ https://github.com/banzaicloud/kafka-operator:
   - docs/message-queue.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/banzaicloud/koperator
 https://github.com/banzaicloud/koperator:
   title: Banzai Kafka Operator
   description: ''
@@ -177994,6 +185245,7 @@ https://github.com/banzaicloud/koperator:
   last_checked: 1779130495.029853
   needs_ai_refresh: true
   discovered_at: '2025-03-11T08:20:50Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -178030,6 +185282,7 @@ https://github.com/banzaicloud/thanos-operator:
   last_checked: 1779030000.994849
   needs_ai_refresh: true
   discovered_at: '2024-01-19T15:02:07Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -178067,6 +185320,7 @@ https://github.com/bbl/secretize:
   last_checked: 1779030810.131385
   needs_ai_refresh: true
   discovered_at: '2026-04-07T17:05:26Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -178104,6 +185358,7 @@ https://github.com/bcicen/ctop:
   last_checked: 1779030423.028074
   needs_ai_refresh: true
   discovered_at: '2024-07-08T11:15:48Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -178139,6 +185394,7 @@ https://github.com/bee-travels/openapi-comment-parser:
   last_checked: 1779031648.157656
   needs_ai_refresh: true
   discovered_at: '2023-01-07T18:19:12Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -178176,6 +185432,7 @@ https://github.com/benc-uk/kubeview:
   last_checked: 1779029613.634058
   needs_ai_refresh: true
   discovered_at: '2026-04-02T12:56:10Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -178212,6 +185469,7 @@ https://github.com/binhnguyennus/awesome-scalability:
   last_checked: 1779034116.671908
   needs_ai_refresh: true
   discovered_at: '2026-01-04T03:51:47Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -178247,6 +185505,7 @@ https://github.com/biosimulations/biosimulations:
   last_checked: 1779034560.76264
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:00.762640+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -178275,6 +185534,7 @@ https://github.com/biosimulations/deployment:
   last_checked: 1779031429.483259
   needs_ai_refresh: true
   discovered_at: '2026-06-02T17:56:29Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -178311,6 +185571,7 @@ https://github.com/bit-cloner/ecrcp:
   last_checked: 1781735876.184876
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:37:56.184876+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -178348,6 +185609,7 @@ https://github.com/bit-cloner/kcg:
   last_checked: 1779032017.519166
   needs_ai_refresh: true
   discovered_at: '2021-04-29T17:01:09Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -178383,6 +185645,7 @@ https://github.com/bit-cloner/poke:
   last_checked: 1781736068.408561
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:41:08.408561+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -178409,13 +185672,14 @@ https://github.com/bitnami-labs/kubewatch:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 86a2aadcf296a2d87fd6d458ec25b123a24e9270ed6027c8971ef1649221acb8
   health_score: 100.0
   last_checked: 1779032046.612078
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:06.612078+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -178424,6 +185688,7 @@ https://github.com/bitnami-labs/kubewatch:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/vmware-archive/kubewatch
 https://github.com/bitnami/kubecfg:
   title: kubecfg
   description: ''
@@ -178441,6 +185706,7 @@ https://github.com/bitnami/kubecfg:
   last_checked: 1779030874.465106
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:34.465106+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -178469,6 +185735,7 @@ https://github.com/blendle/kubecrt:
   last_checked: 1779033072.288029
   needs_ai_refresh: true
   discovered_at: '2023-03-07T02:59:09Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -178504,6 +185771,7 @@ https://github.com/bloomberg/goldpinger:
   last_checked: 1779033479.819298
   needs_ai_refresh: true
   discovered_at: '2026-04-23T15:38:04Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -178540,6 +185808,7 @@ https://github.com/bloomberg/memray:
   last_checked: 1779033716.267429
   needs_ai_refresh: true
   discovered_at: '2026-06-12T00:32:27Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -178566,13 +185835,14 @@ https://github.com/bluefrg/bitbucket-auto-merge:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 2536b6d8b2279bd5db3fd12b921818904b1e4467b3feddc8d7fcc2bafa1693f9
   health_score: 100.0
   last_checked: 1779031401.855193
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:21.855193+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -178581,6 +185851,7 @@ https://github.com/bluefrg/bitbucket-auto-merge:
   - docs/git.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/mikefrank-ca/bitbucket-auto-merge
 https://github.com/bluxmit/alnoda-workspaces:
   title: 'github.com/bluxmit: Kubespray Workspace'
   description: ''
@@ -178600,6 +185871,7 @@ https://github.com/bluxmit/alnoda-workspaces:
   last_checked: 1779030363.631156
   needs_ai_refresh: true
   discovered_at: '2023-07-30T07:49:59Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -178636,6 +185908,7 @@ https://github.com/bmaynard/kubevol:
   last_checked: 1779033162.982047
   needs_ai_refresh: true
   discovered_at: '2023-02-06T23:46:43Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -178673,6 +185946,7 @@ https://github.com/bmuschko/ckad-crash-course:
   last_checked: 1781736221.597742
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:43:41.597742+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -178709,6 +185983,7 @@ https://github.com/bmuschko/ckad-prep:
   last_checked: 1781736221.669955
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:43:41.669955+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -178745,6 +186020,7 @@ https://github.com/bodywork-ml/bodywork-core:
   last_checked: 1779030862.083108
   needs_ai_refresh: true
   discovered_at: '2023-08-18T06:42:48Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -178780,6 +186056,7 @@ https://github.com/boltops-tools/kubes:
   last_checked: 1779032922.834905
   needs_ai_refresh: true
   discovered_at: '2025-04-24T01:47:46Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -178815,6 +186092,7 @@ https://github.com/borchero/meerkat:
   last_checked: 1779030559.048538
   needs_ai_refresh: true
   discovered_at: '2020-12-31T13:19:58Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -178852,6 +186130,7 @@ https://github.com/borchero/switchboard:
   last_checked: 1779029821.237307
   needs_ai_refresh: true
   discovered_at: '2026-06-11T14:45:12Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -178890,6 +186169,7 @@ https://github.com/bors-ng/bors-ng:
   last_checked: 1779033339.422186
   needs_ai_refresh: true
   discovered_at: '2024-04-04T12:24:44Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -178927,6 +186207,7 @@ https://github.com/boto/boto:
   last_checked: 1779033828.018393
   needs_ai_refresh: true
   discovered_at: '2024-01-12T23:46:55Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -178964,6 +186245,7 @@ https://github.com/box/kube-exec-controller:
   last_checked: 1779031141.446343
   needs_ai_refresh: true
   discovered_at: '2021-12-02T07:48:57Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -179004,6 +186286,7 @@ https://github.com/box/kube-iptables-tailer:
   last_checked: 1779031808.40008
   needs_ai_refresh: true
   discovered_at: '2024-08-12T08:40:33Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -179040,6 +186323,7 @@ https://github.com/bpftrace/bpftrace:
   last_checked: 1779130494.945061
   needs_ai_refresh: true
   discovered_at: '2026-06-13T15:56:16Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -179077,6 +186361,7 @@ https://github.com/bregman-arie/devops-exercises:
   last_checked: 1779032104.420803
   needs_ai_refresh: true
   discovered_at: '2025-12-27T14:22:30Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -179110,13 +186395,14 @@ https://github.com/bregman-arie/devops-resources:
   resource_type: Awesome List
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 9ff97eac6df2ac9efd2f8276a5c9580d0a37f227613f7113e5741f45e51d52ea
   health_score: 100.0
   last_checked: 1781736123.10989
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:03.109890+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -179135,6 +186421,7 @@ https://github.com/bregman-arie/devops-resources:
   gh_pushed: N/A
   gh_license: N/A
   is_special: true
+  duplicate_of: https://github.com/bregman-arie/devops-exercises
 https://github.com/brennerm/uptimerobot-operator:
   title: uptimerobot-operator
   description: ''
@@ -179154,6 +186441,7 @@ https://github.com/brennerm/uptimerobot-operator:
   last_checked: 1779033051.346743
   needs_ai_refresh: true
   discovered_at: '2023-11-14T16:27:12Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -179192,6 +186480,7 @@ https://github.com/bridgecrewio/AirIAM:
   last_checked: 1779029341.51882
   needs_ai_refresh: true
   discovered_at: '2025-03-18T19:37:06Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -179227,6 +186516,7 @@ https://github.com/bridgecrewio/checkov:
   last_checked: 1779032177.951332
   needs_ai_refresh: true
   discovered_at: '2026-06-11T23:29:10Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -179262,6 +186552,7 @@ https://github.com/bridgecrewio/helm-scanner:
   last_checked: 1781735960.993193
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:39:20.993193+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -179298,6 +186589,7 @@ https://github.com/bryanl/sheaf:
   last_checked: 1779030954.971259
   needs_ai_refresh: true
   discovered_at: '2020-07-17T14:43:40Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -179335,6 +186627,7 @@ https://github.com/buger/jsonparser:
   last_checked: 1779029243.300124
   needs_ai_refresh: true
   discovered_at: '2026-05-03T11:10:14Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -179370,6 +186663,7 @@ https://github.com/burrsutter/9stepsawesome:
   last_checked: 1779032793.514004
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:46:33.514004+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -179398,6 +186692,7 @@ https://github.com/bytebase/bytebase:
   last_checked: 1779031983.379843
   needs_ai_refresh: true
   discovered_at: '2026-06-12T07:19:02Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -179433,6 +186728,7 @@ https://github.com/c0dyhi11/k3s-linkerd:
   last_checked: 1779034560.603876
   needs_ai_refresh: true
   discovered_at: '2020-04-12T04:12:17Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -179468,6 +186764,7 @@ https://github.com/cakehappens/seaworthy:
   last_checked: 1779031143.112273
   needs_ai_refresh: true
   discovered_at: '2020-08-10T01:10:04Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -179504,6 +186801,7 @@ https://github.com/caldito/soup:
   last_checked: 1779030573.094513
   needs_ai_refresh: true
   discovered_at: '2022-04-19T16:53:22Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -179540,6 +186838,7 @@ https://github.com/calvin-puram/awesome-kubernetes-operator-resources:
   last_checked: 1779033314.009573
   needs_ai_refresh: true
   discovered_at: '2026-04-25T08:57:34Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -179577,6 +186876,7 @@ https://github.com/carlosedp/cluster-monitoring:
   last_checked: 1779032950.415483
   needs_ai_refresh: true
   discovered_at: '2025-08-22T22:59:09Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -179615,6 +186915,7 @@ https://github.com/carlosedp/lbconfig-operator:
   last_checked: 1779029569.959552
   needs_ai_refresh: true
   discovered_at: '2026-03-01T22:30:31Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -179650,6 +186951,7 @@ https://github.com/carlosonunez/k8s-harness:
   last_checked: 1781736046.805986
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:46.805986+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -179679,13 +186981,14 @@ https://github.com/carlosonunez/kubernetes-the-hard-way-on-azure:
   resource_type: Repository
   complexity: Advanced
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 1ae1465f5fd177aebc32e70d65e9efac02258fce8fd7f6572830dc76e371a71f
   health_score: 100.0
   last_checked: 1781736026.492038
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:26.492038+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -179702,6 +187005,7 @@ https://github.com/carlosonunez/kubernetes-the-hard-way-on-azure:
   gh_stars: 0
   gh_pushed: N/A
   gh_license: N/A
+  duplicate_of: https://github.com/prabhatsharma/kubernetes-the-hard-way-aws
 https://github.com/cavaliercoder/vpc-free:
   title: github.com/cavaliercoder/vpc-free
   description: ''
@@ -179723,6 +187027,7 @@ https://github.com/cavaliercoder/vpc-free:
   last_checked: 1779030538.95954
   needs_ai_refresh: true
   discovered_at: '2019-06-26T00:24:45Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -179759,6 +187064,7 @@ https://github.com/cdk8s-team/cdk8s:
   last_checked: 1779030249.068965
   needs_ai_refresh: true
   discovered_at: '2026-06-13T10:24:27Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -179797,6 +187103,7 @@ https://github.com/ceph/ceph:
   last_checked: 1779032091.758094
   needs_ai_refresh: true
   discovered_at: '2026-06-13T22:54:53Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -179836,6 +187143,7 @@ https://github.com/cert-manager/approver-policy:
   last_checked: 1779130494.987464
   needs_ai_refresh: true
   discovered_at: '2026-06-13T09:32:17Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -179872,6 +187180,7 @@ https://github.com/cert-manager/cert-manager:
   last_checked: 1779031538.302991
   needs_ai_refresh: true
   discovered_at: '2026-06-14T01:07:13Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -179899,13 +187208,14 @@ https://github.com/cert-manager/policy-approver:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 77377c86ef3a506463e841cfd92ae4019df552e035539b54900d47def409cf60
   health_score: 100.0
   last_checked: 1779033922.322064
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:22.322064+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -179914,6 +187224,7 @@ https://github.com/cert-manager/policy-approver:
   - docs/kubernetes-security.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/cert-manager/approver-policy
 https://github.com/chaos-mesh/chaos-mesh:
   title: Chaos Mesh
   description: ''
@@ -179934,6 +187245,7 @@ https://github.com/chaos-mesh/chaos-mesh:
   last_checked: 1779029884.019297
   needs_ai_refresh: true
   discovered_at: '2026-06-12T09:21:53Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -179970,6 +187282,7 @@ https://github.com/chaosblade-io/chaosblade:
   last_checked: 1779034531.455632
   needs_ai_refresh: true
   discovered_at: '2026-06-09T16:23:13Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -180007,6 +187320,7 @@ https://github.com/charlax/professional-programming:
   last_checked: 1779032232.444685
   needs_ai_refresh: true
   discovered_at: '2026-06-08T00:03:16Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -180044,6 +187358,7 @@ https://github.com/che-samples:
   last_checked: 1779029487.394237
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:51:27.394237+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -180079,6 +187394,7 @@ https://github.com/chen-keinan/mesh-kridik:
   last_checked: 1779388598.360252
   needs_ai_refresh: false
   discovered_at: '2024-12-09T16:56:32Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -180113,6 +187429,7 @@ https://github.com/chenjd/terraform-101:
   last_checked: 1781735921.282199
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:41.282199+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -180149,6 +187466,7 @@ https://github.com/chenjiandongx/kubectl-count:
   last_checked: 1779029475.748512
   needs_ai_refresh: true
   discovered_at: '2022-08-02T06:39:24Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -180184,6 +187502,7 @@ https://github.com/chenjiandongx/kubectl-images:
   last_checked: 1779031844.831167
   needs_ai_refresh: true
   discovered_at: '2026-03-19T03:56:28Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -180220,6 +187539,7 @@ https://github.com/chmouel/kss:
   last_checked: 1779030350.609245
   needs_ai_refresh: true
   discovered_at: '2026-01-31T17:46:22Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -180255,6 +187575,7 @@ https://github.com/chr-fritz/csi-sshfs:
   last_checked: 1779030025.31795
   needs_ai_refresh: true
   discovered_at: '2020-01-29T21:18:12Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -180291,6 +187612,7 @@ https://github.com/chrislusf/seaweedfs:
   last_checked: 1779031465.098359
   needs_ai_refresh: true
   discovered_at: '2026-06-08T06:18:52Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -180327,6 +187649,7 @@ https://github.com/chrisns/cosign-keyless-demo:
   last_checked: 1779033422.204265
   needs_ai_refresh: true
   discovered_at: '2023-01-31T22:31:51Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -180363,6 +187686,7 @@ https://github.com/chrisns/k8s-opa-boilerplate:
   last_checked: 1779033773.44563
   needs_ai_refresh: true
   discovered_at: '2026-06-02T18:15:17Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -180391,13 +187715,14 @@ https://github.com/christopherhein/awesome-eks:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 93a9e5db618cb592b0f77817d16fab80c32bf37548e360f8f15b7b0d147ee9df
   health_score: 100.0
   last_checked: 1779031147.182302
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:07.182302+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -180406,6 +187731,7 @@ https://github.com/christopherhein/awesome-eks:
   - docs/other-awesome-lists.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/jimmyraywv/awesome-eks
 https://github.com/cicdops/awesome-ciandcd:
   title: "Awesome CI/CD \U0001F31F"
   description: ''
@@ -180425,6 +187751,7 @@ https://github.com/cicdops/awesome-ciandcd:
   last_checked: 1779031026.336316
   needs_ai_refresh: true
   discovered_at: '2026-04-14T12:29:54Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -180464,6 +187791,7 @@ https://github.com/cilium/tetragon:
   last_checked: 1779031109.34794
   needs_ai_refresh: true
   discovered_at: '2026-06-14T09:06:49Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -180500,6 +187828,7 @@ https://github.com/cinhtau/sonatype-nexus-waffle:
   last_checked: 1779029613.712683
   needs_ai_refresh: true
   discovered_at: '2019-05-17T19:12:19Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -180536,6 +187865,7 @@ https://github.com/circa10a/terraform-provider-mailform:
   last_checked: 1779032157.692018
   needs_ai_refresh: true
   discovered_at: '2025-11-12T03:06:44Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -180572,6 +187902,7 @@ https://github.com/cisagov/log4j-scanner:
   last_checked: 1781735930.041245
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:50.041245+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -180609,6 +187940,7 @@ https://github.com/ckotzbauer/chekr:
   last_checked: 1779031126.358947
   needs_ai_refresh: true
   discovered_at: '2023-09-16T06:23:32Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -180646,6 +187978,7 @@ https://github.com/ckotzbauer/chekr/issues/61:
   last_checked: 1779034500.027235
   needs_ai_refresh: true
   discovered_at: '2023-09-16T06:23:32Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -180653,7 +187986,7 @@ https://github.com/ckotzbauer/chekr/issues/61:
   - Policy Enforcement
   - Kyverno Integration
   tags:
-  - GUIDE
+  - '[COMMUNITY-TOOL]'
   v1_locations:
   - docs/kubernetes-tools.md
   v2_locations:
@@ -180681,6 +188014,7 @@ https://github.com/ckotzbauer/vulnerability-operator:
   last_checked: 1779032255.36903
   needs_ai_refresh: true
   discovered_at: '2026-06-13T13:29:42Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -180717,6 +188051,7 @@ https://github.com/clanktron/k3s-ansible:
   last_checked: 1779032017.760185
   needs_ai_refresh: true
   discovered_at: '2022-09-15T05:51:01Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -180743,13 +188078,14 @@ https://github.com/clastix/capsule:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 82756c4742f62a3e237316762b895ce70a87796f7ece4032aa7093de049c5e65
   health_score: 100.0
   last_checked: 1779029310.269362
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:30.269362+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -180758,6 +188094,7 @@ https://github.com/clastix/capsule:
   - docs/kubernetes-operators-controllers.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/projectcapsule/capsule
 https://github.com/cli/cli:
   title: github.com/cli/cli
   description: ''
@@ -180775,6 +188112,7 @@ https://github.com/cli/cli:
   last_checked: 1779032920.669238
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:48:40.669238+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -180804,6 +188142,7 @@ https://github.com/cloud-ark/caastle:
   last_checked: 1779031356.698778
   needs_ai_refresh: true
   discovered_at: '2018-10-29T16:57:29Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -180839,6 +188178,7 @@ https://github.com/cloud-ark/kubeplus:
   last_checked: 1779030021.248257
   needs_ai_refresh: true
   discovered_at: '2026-06-03T15:05:24Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -180877,6 +188217,7 @@ https://github.com/cloud-bulldozer/benchmark-operator:
   last_checked: 1779034521.536349
   needs_ai_refresh: true
   discovered_at: '2025-05-28T10:48:27Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -180906,13 +188247,14 @@ https://github.com/cloud-bulldozer/kube-burner:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 59ce31168e8f6a50d9531f032f45f6daff0742dc413c3ff7f8c1467a566de664
   health_score: 100.0
   last_checked: 1779031026.996353
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:06.996353+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -180921,6 +188263,7 @@ https://github.com/cloud-bulldozer/kube-burner:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/kube-burner/kube-burner
 https://github.com/cloud-custodian/cloud-custodian:
   title: Cloud Custodian
   description: ''
@@ -180941,6 +188284,7 @@ https://github.com/cloud-custodian/cloud-custodian:
   last_checked: 1779031540.296752
   needs_ai_refresh: true
   discovered_at: '2026-06-10T18:53:37Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -180976,6 +188320,7 @@ https://github.com/cloud-native-toolkit/multi-tenancy-gitops:
   last_checked: 1779030680.913143
   needs_ai_refresh: true
   discovered_at: '2025-05-09T18:47:42Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -181009,6 +188354,7 @@ https://github.com/cloud66-oss/copper:
   last_checked: 1779029950.284083
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:59:10.284083+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -181039,6 +188385,7 @@ https://github.com/cloudalchemy/ansible-grafana:
   last_checked: 1779030423.106578
   needs_ai_refresh: true
   discovered_at: '2023-05-31T04:20:45Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -181072,6 +188419,7 @@ https://github.com/cloudalchemy/ansible-prometheus:
   last_checked: 1779032589.291989
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:43:09.291989+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -181102,6 +188450,7 @@ https://github.com/cloudbees/groovy-cps:
   last_checked: 1779034292.266725
   needs_ai_refresh: true
   discovered_at: '2022-11-04T20:42:58Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -181138,6 +188487,7 @@ https://github.com/cloudflare/cf-terraforming:
   last_checked: 1779030500.116041
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:20.116041+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -181166,6 +188516,7 @@ https://github.com/cloudflare/lockbox:
   last_checked: 1779031017.193851
   needs_ai_refresh: true
   discovered_at: '2026-04-23T22:37:37Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -181203,6 +188554,7 @@ https://github.com/cloudflare/sciuro:
   last_checked: 1779031715.197263
   needs_ai_refresh: true
   discovered_at: '2026-04-23T22:52:03Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -181240,6 +188592,7 @@ https://github.com/cloudfoundry/cf-for-k8s:
   last_checked: 1779032540.51896
   needs_ai_refresh: true
   discovered_at: '2022-08-03T22:59:25Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -181276,6 +188629,7 @@ https://github.com/cloudnativelabs/kube-shell:
   last_checked: 1779031497.62229
   needs_ai_refresh: true
   discovered_at: '2022-11-02T12:34:48Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -181311,6 +188665,7 @@ https://github.com/cloudogu/gitops-patterns:
   last_checked: 1779031089.398782
   needs_ai_refresh: true
   discovered_at: '2025-06-30T16:08:02Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -181347,6 +188702,7 @@ https://github.com/cloudogu/gitops-playground:
   last_checked: 1779031255.848239
   needs_ai_refresh: true
   discovered_at: '2026-06-12T09:57:11Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -181382,6 +188738,7 @@ https://github.com/cloudogu/jenkinsfiles:
   last_checked: 1779030730.426815
   needs_ai_refresh: true
   discovered_at: '2023-10-31T08:24:10Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -181418,6 +188775,7 @@ https://github.com/cloudogu/k8s-diagrams:
   last_checked: 1779034134.990642
   needs_ai_refresh: true
   discovered_at: '2025-01-09T10:26:06Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -181458,6 +188816,7 @@ https://github.com/cloudposse-terraform-components/aws-eks-argocd:
   last_checked: 1781735876.512896
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:37:56.512896+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -181500,6 +188859,7 @@ https://github.com/cloudposse/atmos:
   last_checked: 1779031097.415867
   needs_ai_refresh: true
   discovered_at: '2026-06-14T06:09:40Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -181535,6 +188895,7 @@ https://github.com/cloudposse?q=terraform-:
   last_checked: 1779033806.74093
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:03:26.740930+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -181571,6 +188932,7 @@ https://github.com/cloudtty/cloudtty:
   last_checked: 1779029421.90367
   needs_ai_refresh: true
   discovered_at: '2026-05-21T06:52:50Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -181607,6 +188969,7 @@ https://github.com/clusternet/clusternet:
   last_checked: 1779034211.952244
   needs_ai_refresh: true
   discovered_at: '2026-06-08T04:23:14Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -181643,6 +189006,7 @@ https://github.com/clusterpedia-io/clusterpedia:
   last_checked: 1779031468.905334
   needs_ai_refresh: true
   discovered_at: '2026-05-30T00:47:17Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -181681,6 +189045,7 @@ https://github.com/clvx/k8s-rbac-model:
   last_checked: 1779033925.527991
   needs_ai_refresh: true
   discovered_at: '2020-09-01T20:19:40Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -181718,6 +189083,7 @@ https://github.com/cncf/tag-security:
   last_checked: 1779034394.963452
   needs_ai_refresh: true
   discovered_at: '2025-12-08T07:51:51Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -181751,6 +189117,7 @@ https://github.com/cni-genie/CNI-Genie:
   last_checked: 1779031349.891425
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:22:29.891425+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -181781,6 +189148,7 @@ https://github.com/cnrancher/autok3s:
   last_checked: 1779030022.644068
   needs_ai_refresh: true
   discovered_at: '2025-11-25T08:19:31Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -181816,6 +189184,7 @@ https://github.com/cockroachdb/copyist:
   last_checked: 1779029573.66604
   needs_ai_refresh: true
   discovered_at: '2026-06-04T18:30:28Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -181852,6 +189221,7 @@ https://github.com/codecentric/helm-charts:
   last_checked: 1779030952.270948
   needs_ai_refresh: true
   discovered_at: '2026-06-08T12:05:48Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -181888,6 +189258,7 @@ https://github.com/codecentric/spring-boot-admin:
   last_checked: 1779031012.559469
   needs_ai_refresh: true
   discovered_at: '2026-06-13T18:44:23Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -181924,6 +189295,7 @@ https://github.com/codecrafters-io/build-your-own-x:
   last_checked: 1781735921.134299
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:41.134299+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -181964,6 +189336,7 @@ https://github.com/coderanger/migrations-operator:
   last_checked: 1779031449.149706
   needs_ai_refresh: true
   discovered_at: '2025-06-10T07:31:27Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -181999,6 +189372,7 @@ https://github.com/codesenberg/bombardier:
   last_checked: 1779033583.971026
   needs_ai_refresh: true
   discovered_at: '2026-03-31T13:01:05Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -182040,6 +189414,7 @@ https://github.com/colbymchenry/codegraph:
   last_checked: 1780352148.493944
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:22:31Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -182080,6 +189455,7 @@ https://github.com/collabnix/kubetools:
   last_checked: 1779032978.088754
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:38.088754+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -182108,6 +189484,7 @@ https://github.com/collections/learn-to-code:
   last_checked: 1781736122.876947
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:02.876947+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -182146,6 +189523,7 @@ https://github.com/commjoen/wrongsecrets:
   last_checked: 1779029802.218704
   needs_ai_refresh: true
   discovered_at: '2026-04-18T04:13:48Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -182182,6 +189560,7 @@ https://github.com/config-syncer/config-syncer:
   last_checked: 1779130494.969184
   needs_ai_refresh: true
   discovered_at: '2026-05-16T02:04:01Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -182217,6 +189596,7 @@ https://github.com/configurator/kubefs:
   last_checked: 1779030531.775523
   needs_ai_refresh: true
   discovered_at: '2020-06-23T19:38:50Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -182253,6 +189633,7 @@ https://github.com/containerd/containerd:
   last_checked: 1779029121.409103
   needs_ai_refresh: true
   discovered_at: '2026-06-13T19:17:34Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -182294,6 +189675,7 @@ https://github.com/containerd/nerdctl:
   last_checked: 1779029174.762048
   needs_ai_refresh: true
   discovered_at: '2026-06-12T22:33:04Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -182330,6 +189712,7 @@ https://github.com/containernetworking:
   last_checked: 1779031216.017742
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:20:16.017742+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -182363,6 +189746,7 @@ https://github.com/containernetworking/cni:
   last_checked: 1779033751.264231
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:02:31.264231+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -182394,6 +189778,7 @@ https://github.com/containers/buildah:
   last_checked: 1779032802.415468
   needs_ai_refresh: true
   discovered_at: '2026-05-22T01:25:14Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -182430,6 +189815,7 @@ https://github.com/containers/conmon:
   last_checked: 1779031988.114248
   needs_ai_refresh: true
   discovered_at: '2026-06-13T18:15:32Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -182466,6 +189852,7 @@ https://github.com/containers/crun:
   last_checked: 1779030407.653723
   needs_ai_refresh: true
   discovered_at: '2026-05-30T10:56:09Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -182492,13 +189879,14 @@ https://github.com/containers/libpod:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: bf72fecd7240628916a05633a0724e634622839175bf8822d603a8a51cb7e363
   health_score: 100.0
   last_checked: 1779030562.182992
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:22.182992+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -182507,6 +189895,7 @@ https://github.com/containers/libpod:
   - docs/container-managers.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/containers/podman
 https://github.com/containers/podman:
   title: 'Libpod: Library and tool for running OCI-based containers in Pods'
   description: "- Libpod is a library used to create container pods. Home of Podman.\n
@@ -182530,6 +189919,7 @@ https://github.com/containers/podman:
   last_checked: 1779130494.935248
   needs_ai_refresh: true
   discovered_at: '2026-05-22T09:18:45Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -182568,6 +189958,7 @@ https://github.com/containers/skopeo:
   last_checked: 1779031844.825729
   needs_ai_refresh: true
   discovered_at: '2026-05-21T14:40:34Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -182596,13 +189987,14 @@ https://github.com/containerscrew/aws-sso-auth:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 63f3f95ccb8d912ee62899fde56ecbbe048c1dd5a4e3e7dfb0426237b1bda635
   health_score: 100.0
   last_checked: 1779033167.010245
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:47.010245+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -182611,6 +190003,7 @@ https://github.com/containerscrew/aws-sso-auth:
   - docs/aws-tools-scripts.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/containerscrew/aws-sso-rs
 https://github.com/containerscrew/aws-sso-rs:
   title: github.com/containerscrew/aws-sso-auth
   description: ''
@@ -182632,6 +190025,7 @@ https://github.com/containerscrew/aws-sso-rs:
   last_checked: 1779130494.965423
   needs_ai_refresh: true
   discovered_at: '2025-12-19T12:52:05Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -182670,6 +190064,7 @@ https://github.com/containrrr/watchtower:
   last_checked: 1779030248.96687
   needs_ai_refresh: true
   discovered_at: '2025-12-17T14:44:11Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -182705,6 +190100,7 @@ https://github.com/contentful-labs/kube-secret-syncer:
   last_checked: 1779029939.38852
   needs_ai_refresh: true
   discovered_at: '2026-05-12T09:58:53Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -182745,6 +190141,7 @@ https://github.com/controlplaneio/badrobot:
   last_checked: 1779033567.379784
   needs_ai_refresh: true
   discovered_at: '2026-06-09T10:11:13Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -182771,13 +190168,14 @@ https://github.com/coodict/python3-in-one-pic:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 3bae1009948bf6090caf00ed3609c4874c1d0213b203641ecb8aa673f5944d63
   health_score: 100.0
   last_checked: 1779029609.941099
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:29.941099+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -182786,6 +190184,7 @@ https://github.com/coodict/python3-in-one-pic:
   - docs/python.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/rainyear/python3-in-one-pic
 https://github.com/copilot:
   title: "GitHub Copilot \U0001F31F"
   description: ''
@@ -182806,6 +190205,7 @@ https://github.com/copilot:
   last_checked: 1779130495.026477
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.026477+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -182841,6 +190241,7 @@ https://github.com/coreos/flannel:
   last_checked: 1779030015.286496
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:15.286496+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -182859,13 +190260,14 @@ https://github.com/coreos/kube-prometheus:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 83406644b79c139181aba89253e69e0ef05e6d85df426c45f612896e4c54a605
   health_score: 100.0
   last_checked: 1779030810.130226
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:30.130226+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -182874,6 +190276,7 @@ https://github.com/coreos/kube-prometheus:
   - docs/prometheus.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/prometheus-operator/kube-prometheus
 https://github.com/coreos/rpm-ostree:
   title: null
   description: null
@@ -182891,6 +190294,7 @@ https://github.com/coreos/rpm-ostree:
   last_checked: 1779032889.553993
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:48:09.553993+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -182921,6 +190325,7 @@ https://github.com/corneliusweig/ketall:
   last_checked: 1779034454.799301
   needs_ai_refresh: true
   discovered_at: '2023-12-06T15:08:38Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -182956,6 +190361,7 @@ https://github.com/corneliusweig/konfig:
   last_checked: 1779032579.34016
   needs_ai_refresh: true
   discovered_at: '2022-06-30T06:25:55Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -182991,6 +190397,7 @@ https://github.com/cortexproject/cortex:
   last_checked: 1779031431.879778
   needs_ai_refresh: true
   discovered_at: '2026-06-12T13:32:09Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -183017,13 +190424,14 @@ https://github.com/corunet/kloadgen:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: ecb578dd5db52b61f29132a67a43f79ed181097580a628edd2e2c66b44aee43e
   health_score: 100.0
   last_checked: 1779034041.987964
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:21.987964+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -183032,6 +190440,7 @@ https://github.com/corunet/kloadgen:
   - docs/message-queue.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/sngular/kloadgen
 https://github.com/couler-proj/couler:
   title: Couler
   description: ''
@@ -183052,6 +190461,7 @@ https://github.com/couler-proj/couler:
   last_checked: 1779033309.789944
   needs_ai_refresh: true
   discovered_at: '2024-10-08T03:31:54Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -183090,6 +190500,7 @@ https://github.com/crazy-max/diun:
   last_checked: 1779031397.269621
   needs_ai_refresh: true
   discovered_at: '2026-06-11T13:02:54Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -183123,6 +190534,7 @@ https://github.com/crc-org/crc:
   last_checked: 1779034116.558268
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:08:36.558268+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -183152,6 +190564,7 @@ https://github.com/create-go-app/cli:
   last_checked: 1779033336.371128
   needs_ai_refresh: true
   discovered_at: '2026-02-10T00:34:13Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -183187,6 +190600,7 @@ https://github.com/cremich/cdk-bill-bot:
   last_checked: 1779031553.25741
   needs_ai_refresh: true
   discovered_at: '2022-09-25T20:04:46Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -183223,6 +190637,7 @@ https://github.com/cruise-automation/rbacsync:
   last_checked: 1779030742.55662
   needs_ai_refresh: true
   discovered_at: '2023-12-18T23:03:38Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -183259,6 +190674,7 @@ https://github.com/crumbhole/argocd-lovely-plugin:
   last_checked: 1779032587.316137
   needs_ai_refresh: true
   discovered_at: '2026-06-12T22:40:49Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -183295,6 +190711,7 @@ https://github.com/crumbhole/argocd-vault-replacer:
   last_checked: 1779030572.950114
   needs_ai_refresh: true
   discovered_at: '2026-06-10T00:31:45Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -183338,6 +190755,7 @@ https://github.com/crynta/terax-ai:
   last_checked: 1780352838.801097
   needs_ai_refresh: false
   discovered_at: '2026-06-01T18:33:47Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -183381,6 +190799,7 @@ https://github.com/csantanapr/faststart2020-pipelines-lab:
   last_checked: 1779031378.287862
   needs_ai_refresh: true
   discovered_at: '2022-12-10T18:52:03Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -183417,6 +190836,7 @@ https://github.com/cschotte/Azure-DevOps-Dashboard:
   last_checked: 1779033489.354709
   needs_ai_refresh: true
   discovered_at: '2024-04-22T13:54:37Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -183453,6 +190873,7 @@ https://github.com/csweichel/werft:
   last_checked: 1779033706.889178
   needs_ai_refresh: true
   discovered_at: '2023-03-06T22:39:40Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -183488,6 +190909,7 @@ https://github.com/ctrox/csi-s3:
   last_checked: 1779030021.227907
   needs_ai_refresh: true
   discovered_at: '2025-04-17T05:34:29Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -183523,6 +190945,7 @@ https://github.com/cuber-cloud/cuber-gem:
   last_checked: 1779033162.861174
   needs_ai_refresh: true
   discovered_at: '2026-04-12T17:58:14Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -183558,6 +190981,7 @@ https://github.com/curl/wcurl:
   last_checked: 1779034226.585954
   needs_ai_refresh: true
   discovered_at: '2026-06-01T22:01:09Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -183594,6 +191018,7 @@ https://github.com/cyberark/kubeletctl:
   last_checked: 1779031805.64654
   needs_ai_refresh: true
   discovered_at: '2025-08-06T07:17:00Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -183630,6 +191055,7 @@ https://github.com/cyberark/kubesploit:
   last_checked: 1779033309.875296
   needs_ai_refresh: true
   discovered_at: '2025-02-03T12:03:19Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -183668,6 +191094,7 @@ https://github.com/cybersecsi/HOUDINI:
   last_checked: 1779034015.94381
   needs_ai_refresh: true
   discovered_at: '2025-11-21T17:18:57Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -183706,6 +191133,7 @@ https://github.com/cybersecsi/RAUDI:
   last_checked: 1779032754.351642
   needs_ai_refresh: true
   discovered_at: '2026-06-03T04:04:22Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -183743,6 +191171,7 @@ https://github.com/cyberus-technology/virtualbox-kvm:
   last_checked: 1779033906.857697
   needs_ai_refresh: true
   discovered_at: '2026-02-01T11:24:21Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -183780,6 +191209,7 @@ https://github.com/cycloidio/inframap:
   last_checked: 1779033974.388089
   needs_ai_refresh: true
   discovered_at: '2026-04-23T14:00:06Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -183815,6 +191245,7 @@ https://github.com/cyclops-ui/cyclops:
   last_checked: 1779031451.446225
   needs_ai_refresh: true
   discovered_at: '2026-01-22T09:59:04Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -183852,6 +191283,7 @@ https://github.com/cykerway/complete-alias:
   last_checked: 1779031898.390809
   needs_ai_refresh: true
   discovered_at: '2022-06-29T15:40:34Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -183887,6 +191319,7 @@ https://github.com/d-kuro/kubectl-fuzzy:
   last_checked: 1779032180.279784
   needs_ai_refresh: true
   discovered_at: '2026-01-23T15:22:17Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -183923,6 +191356,7 @@ https://github.com/dagger/dagger:
   last_checked: 1779032786.013228
   needs_ai_refresh: true
   discovered_at: '2026-06-14T06:40:47Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -183960,6 +191394,7 @@ https://github.com/dahlbyk/posh-git:
   last_checked: 1779032589.301978
   needs_ai_refresh: true
   discovered_at: '2024-09-02T15:03:06Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -183996,6 +191431,7 @@ https://github.com/dair-ai/ML-Course-Notes:
   last_checked: 1779031609.590085
   needs_ai_refresh: true
   discovered_at: '2024-05-16T18:51:33Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -184032,6 +191468,7 @@ https://github.com/danielfoehrKn/kubeswitch:
   last_checked: 1779031107.473609
   needs_ai_refresh: true
   discovered_at: '2025-05-18T00:44:44Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -184065,6 +191502,7 @@ https://github.com/danielqsj/kafka_exporter:
   last_checked: 1779029243.473216
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:23.473216+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -184093,6 +191531,7 @@ https://github.com/darkbitio/gcp-iam-role-permissions:
   last_checked: 1781736078.375296
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:41:18.375296+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -184129,6 +191568,7 @@ https://github.com/darkbitio/k8s-mirror:
   last_checked: 1779033360.358209
   needs_ai_refresh: true
   discovered_at: '2021-01-30T21:57:20Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -184166,6 +191606,7 @@ https://github.com/darxkies/k8s-tew:
   last_checked: 1779031431.871624
   needs_ai_refresh: true
   discovered_at: '2026-05-08T20:52:19Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -184203,6 +191644,7 @@ https://github.com/dastergon/awesome-chaos-engineering:
   last_checked: 1779029932.416515
   needs_ai_refresh: true
   discovered_at: '2023-12-28T19:30:06Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -184242,6 +191684,7 @@ https://github.com/dastergon/awesome-sre:
   last_checked: 1779029821.055747
   needs_ai_refresh: true
   discovered_at: '2025-08-28T14:43:14Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -184281,6 +191724,7 @@ https://github.com/databrickslabs/ucx:
   last_checked: 1779032873.078134
   needs_ai_refresh: true
   discovered_at: '2026-06-12T13:19:03Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -184317,6 +191761,7 @@ https://github.com/databus23/helm-diff:
   last_checked: 1779034491.981818
   needs_ai_refresh: true
   discovered_at: '2026-06-08T23:14:19Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -184352,6 +191797,7 @@ https://github.com/datafold/data-diff:
   last_checked: 1779031385.641497
   needs_ai_refresh: true
   discovered_at: '2024-05-17T13:45:03Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -184388,6 +191834,7 @@ https://github.com/datakickstart:
   last_checked: 1779032179.916373
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:36:19.916373+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -184424,6 +191871,7 @@ https://github.com/datalab-to/surya:
   last_checked: 1779130494.93881
   needs_ai_refresh: true
   discovered_at: '2026-06-13T07:41:46Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -184460,6 +191908,7 @@ https://github.com/datastax/cass-operator:
   last_checked: 1779030843.073064
   needs_ai_refresh: true
   discovered_at: '2023-12-18T21:46:37Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -184495,6 +191944,7 @@ https://github.com/datreeio/CRDs-catalog:
   last_checked: 1779032288.38252
   needs_ai_refresh: true
   discovered_at: '2026-06-14T07:50:54Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -184531,6 +191981,7 @@ https://github.com/davidB/kubectl-view-allocations:
   last_checked: 1779033400.685607
   needs_ai_refresh: true
   discovered_at: '2026-06-06T18:09:50Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -184567,6 +192018,7 @@ https://github.com/davila7/claude-code-templates:
   last_checked: 1779032213.831298
   needs_ai_refresh: true
   discovered_at: '2026-06-14T04:35:57Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -184595,13 +192047,14 @@ https://github.com/dawitnida/awesome-packer:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 422e80813913b4e5ba62dee827d9143e4f3d1ee00974d70be3caf59d74b73032
   health_score: 100.0
   last_checked: 1779033904.07968
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:04.079680+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -184610,6 +192063,7 @@ https://github.com/dawitnida/awesome-packer:
   - docs/other-awesome-lists.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/dchonch/awesome-packer
 https://github.com/dcasati/kubernetes-PlantUML:
   title: github.com/dcasati/kubernetes-PlantUML
   description: ''
@@ -184629,6 +192083,7 @@ https://github.com/dcasati/kubernetes-PlantUML:
   last_checked: 1779032589.150702
   needs_ai_refresh: true
   discovered_at: '2021-09-10T08:16:39Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -184666,6 +192121,7 @@ https://github.com/dcherman/image-cache-daemon:
   last_checked: 1779030340.269233
   needs_ai_refresh: true
   discovered_at: '2022-03-07T01:49:54Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -184702,6 +192158,7 @@ https://github.com/dchonch/awesome-packer:
   last_checked: 1779130494.939194
   needs_ai_refresh: true
   discovered_at: '2026-05-13T22:24:36Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -184730,13 +192187,14 @@ https://github.com/ddosify/ddosify:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 3faae96107b8f7094bc397db6fe980fd15c5c5bdf316574d1a584670a959a58c
   health_score: 100.0
   last_checked: 1779034507.7523
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:07.752300+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -184745,6 +192203,7 @@ https://github.com/ddosify/ddosify:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/getanteon/anteon
 https://github.com/debianmaster/actions-k3s:
   title: debianmaster/actions-k3s
   description: ''
@@ -184764,6 +192223,7 @@ https://github.com/debianmaster/actions-k3s:
   last_checked: 1779030732.464126
   needs_ai_refresh: true
   discovered_at: '2025-07-09T00:34:37Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -184800,6 +192260,7 @@ https://github.com/deckhouse/deckhouse:
   last_checked: 1779030019.326345
   needs_ai_refresh: true
   discovered_at: '2026-06-14T08:13:14Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -184835,6 +192296,7 @@ https://github.com/deckhouse/k8s-image-availability-exporter:
   last_checked: 1779130494.984637
   needs_ai_refresh: true
   discovered_at: '2026-06-10T06:49:07Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -184871,6 +192333,7 @@ https://github.com/deckhouse/k8s-image-availability-exporter:
   last_checked: 1779130494.936242
   needs_ai_refresh: true
   discovered_at: '2025-03-06T10:19:33Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -184898,13 +192361,14 @@ https://github.com/deckhouse/k8s-image-availability-exporter:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: f881f4bd0edfdc80574e5d295ba31612f81329fd1d3982ac48248044247ad617
   health_score: 100.0
   last_checked: 1779029130.818507
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:30.818507+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -184913,6 +192377,7 @@ https://github.com/deckhouse/k8s-image-availability-exporter:
   - docs/mlops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/decodingai-magazine/articles-code/tree/main/articles/ml_system_design/real_time_news_search_with_upstash_kafka_and_vector_db
 https://github.com/decolua/9router:
   title: 9Router AI Coding Gateway
   description: An AI proxy gateway designed to connect standard coding agents with
@@ -184938,6 +192403,7 @@ https://github.com/decolua/9router:
   last_checked: 1780352828.641521
   needs_ai_refresh: false
   discovered_at: '2026-05-31T08:03:20Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -184982,6 +192448,7 @@ https://github.com/deepfence/PacketStreamer:
   last_checked: 1779033329.499962
   needs_ai_refresh: true
   discovered_at: '2024-07-01T09:09:55Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -185019,6 +192486,7 @@ https://github.com/deepfence/ThreatMapper:
   last_checked: 1779031541.824413
   needs_ai_refresh: true
   discovered_at: '2026-06-01T08:38:26Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -185056,6 +192524,7 @@ https://github.com/deepfence/YaraHunter:
   last_checked: 1779033068.625053
   needs_ai_refresh: true
   discovered_at: '2026-03-07T16:56:26Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -185089,6 +192558,7 @@ https://github.com/deepops-ai/deepops:
   last_checked: 1779130494.973462
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.973462+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -185108,13 +192578,14 @@ https://github.com/defenseunicorns/zarf:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: a084f247b9f5a6af65b3270b705f0f32f4f239e5e82804d61f0ade6b49612b25
   health_score: 100.0
   last_checked: 1779034572.393845
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:12.393845+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -185123,6 +192594,7 @@ https://github.com/defenseunicorns/zarf:
   - docs/kubernetes-on-premise.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/zarf-dev/zarf
 https://github.com/deislabs/ratify:
   title: null
   description: null
@@ -185140,6 +192612,7 @@ https://github.com/deislabs/ratify:
   last_checked: 1779029061.285751
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:21.285751+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -185169,6 +192642,7 @@ https://github.com/deors/deors-demos-petclinic/blob/master/Jenkinsfile:
   last_checked: 1781735910.820239
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:30.820239+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -185196,13 +192670,14 @@ https://github.com/depop/github-merge-bot:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 9091ea7ee3113c025b8adafd595fdd77078a8b3ac95366c4222c0fa19d6fd21c
   health_score: 100.0
   last_checked: 1779032346.254857
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:06.254857+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -185211,6 +192686,7 @@ https://github.com/depop/github-merge-bot:
   - docs/git.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/sdduursma/github-merge-bot
 https://github.com/derailed/k9s:
   title: K9s - Kubernetes CLI To Manage Your Clusters In Style!
   description: ''
@@ -185232,6 +192708,7 @@ https://github.com/derailed/k9s:
   last_checked: 1779030172.751809
   needs_ai_refresh: true
   discovered_at: '2026-06-13T17:30:27Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -185269,6 +192746,7 @@ https://github.com/derailed/popeye:
   last_checked: 1779031962.676159
   needs_ai_refresh: true
   discovered_at: '2025-12-08T14:11:50Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -185305,6 +192783,7 @@ https://github.com/derekparker/delve:
   last_checked: 1779034226.779538
   needs_ai_refresh: true
   discovered_at: '2026-05-22T16:28:31Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -185340,6 +192819,7 @@ https://github.com/detailyang/awesome-cheatsheet:
   last_checked: 1779030534.903003
   needs_ai_refresh: true
   discovered_at: '2026-03-26T09:44:15Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -185376,6 +192856,7 @@ https://github.com/developer-guy/awesome-falco:
   last_checked: 1781736123.186311
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:03.186311+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -185413,6 +192894,7 @@ https://github.com/developer-guy/falco-analyze-audit-log-from-k3s-cluster:
   last_checked: 1781736026.49115
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:26.491150+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -185453,6 +192935,7 @@ https://github.com/developer-guy/kubernetes-cluster-setup-using-terraform-and-k3
   last_checked: 1781735911.006423
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:31.006423+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -185488,6 +192971,7 @@ https://github.com/devopshubproject/azure-terraform-ansible:
   last_checked: 1779034569.486042
   needs_ai_refresh: true
   discovered_at: '2021-10-19T10:34:52Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -185524,6 +193008,7 @@ https://github.com/devopshubproject/cka-lab:
   last_checked: 1781736191.236074
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:43:11.236074+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -185559,6 +193044,7 @@ https://github.com/devopsspiral/KubeLibrary:
   last_checked: 1779034116.461456
   needs_ai_refresh: true
   discovered_at: '2025-12-16T18:11:31Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -185594,6 +193080,7 @@ https://github.com/devoriales/cheatsheets:
   last_checked: 1781735889.960576
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:09.960576+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -185620,13 +193107,14 @@ https://github.com/devoriales/kubectl-cheatsheet:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: b9c8c7ec7508a36fbd3cb21ab4cb04b70a44a06d8ed740da60958844b2c6d428
   health_score: 100.0
   last_checked: 1779034313.999164
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:53.999164+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -185635,6 +193123,7 @@ https://github.com/devoriales/kubectl-cheatsheet:
   - docs/cheatsheets.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/devoriales/cheatsheets
 https://github.com/devtron-labs/devtron:
   title: Devtron
   description: ''
@@ -185655,6 +193144,7 @@ https://github.com/devtron-labs/devtron:
   last_checked: 1779032820.211046
   needs_ai_refresh: true
   discovered_at: '2026-06-10T07:28:50Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -185696,6 +193186,7 @@ https://github.com/deweya/OpenShift-Jenkins-Lab:
   last_checked: 1779032684.374011
   needs_ai_refresh: true
   discovered_at: '2020-04-21T17:28:22Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -185730,6 +193221,7 @@ https://github.com/dexidp/dex:
   last_checked: 1779029270.329335
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:47:50.329335+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -185758,6 +193250,7 @@ https://github.com/dfrappart/articles/blob/master/podidentityjourney.md:
   last_checked: 1779031827.501712
   needs_ai_refresh: true
   discovered_at: '2021-10-28T08:37:04Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -185796,6 +193289,7 @@ https://github.com/diagrid-labs/dapr-workflow-demos:
   last_checked: 1779032920.859095
   needs_ai_refresh: true
   discovered_at: '2025-05-19T07:36:08Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -185831,6 +193325,7 @@ https://github.com/dictcp/awesome-git:
   last_checked: 1779033704.786409
   needs_ai_refresh: true
   discovered_at: '2025-02-04T11:05:22Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -185871,6 +193366,7 @@ https://github.com/didier-durand/microk8s-kata-containers:
   last_checked: 1779030087.348389
   needs_ai_refresh: true
   discovered_at: '2024-07-25T09:51:31Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -185908,6 +193404,7 @@ https://github.com/didier-durand/microk8s-kube-bench:
   last_checked: 1779031983.368018
   needs_ai_refresh: true
   discovered_at: '2023-04-11T04:17:48Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -185943,6 +193440,7 @@ https://github.com/didil/autobucket-operator:
   last_checked: 1779031436.25989
   needs_ai_refresh: true
   discovered_at: '2020-11-20T11:26:02Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -185979,6 +193477,7 @@ https://github.com/diegolnasc/kubernetes-best-practices:
   last_checked: 1779031865.867668
   needs_ai_refresh: true
   discovered_at: '2026-04-27T12:56:26Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -186017,6 +193516,7 @@ https://github.com/digitalis-io/vals-operator:
   last_checked: 1779030220.808626
   needs_ai_refresh: true
   discovered_at: '2026-05-11T14:21:52Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -186054,6 +193554,7 @@ https://github.com/dignajar/another-autoscaler:
   last_checked: 1779031516.70132
   needs_ai_refresh: true
   discovered_at: '2024-03-29T09:13:28Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -186090,6 +193591,7 @@ https://github.com/dignajar/another-ldap:
   last_checked: 1779030418.956417
   needs_ai_refresh: true
   discovered_at: '2023-10-01T15:52:44Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -186127,6 +193629,7 @@ https://github.com/direktiv/direktiv:
   last_checked: 1779029575.972857
   needs_ai_refresh: true
   discovered_at: '2026-04-08T16:02:58Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -186165,6 +193668,7 @@ https://github.com/dirien/pulumi-civo-flux-bucket:
   last_checked: 1779033789.40351
   needs_ai_refresh: true
   discovered_at: '2022-04-17T18:13:35Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -186201,6 +193705,7 @@ https://github.com/distribution/distribution:
   last_checked: 1779032756.94636
   needs_ai_refresh: true
   discovered_at: '2026-06-07T16:20:23Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -186236,6 +193741,7 @@ https://github.com/dj-wasabi/vagrant-kubernetes:
   last_checked: 1781736012.444193
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:12.444193+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -186274,6 +193780,7 @@ https://github.com/docker/awesome-compose:
   last_checked: 1779032902.681801
   needs_ai_refresh: true
   discovered_at: '2026-06-10T02:09:34Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -186313,6 +193820,7 @@ https://github.com/docker/build-push-action:
   last_checked: 1779030739.564512
   needs_ai_refresh: true
   discovered_at: '2026-06-12T15:16:34Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -186350,6 +193858,7 @@ https://github.com/doitintl/clustercloner:
   last_checked: 1779034373.466781
   needs_ai_refresh: true
   discovered_at: '2023-02-14T16:12:11Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -186386,6 +193895,7 @@ https://github.com/doitintl/kube-no-trouble:
   last_checked: 1779032383.643432
   needs_ai_refresh: true
   discovered_at: '2025-10-16T10:01:34Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -186423,6 +193933,7 @@ https://github.com/doitintl/kube-secrets-init:
   last_checked: 1779034155.962947
   needs_ai_refresh: true
   discovered_at: '2024-07-30T10:27:24Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -186459,6 +193970,7 @@ https://github.com/doitintl/kubeIP:
   last_checked: 1779032762.741115
   needs_ai_refresh: true
   discovered_at: '2026-03-19T00:19:01Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -186494,6 +194006,7 @@ https://github.com/dolevshor/azure-finops-guide:
   last_checked: 1779033640.574323
   needs_ai_refresh: true
   discovered_at: '2025-11-02T09:07:14Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -186527,6 +194040,7 @@ https://github.com/dolevshor/azure-orphan-resources:
   last_checked: 1779033019.828665
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:50:19.828665+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -186555,6 +194069,7 @@ https://github.com/dolthub/dolt:
   last_checked: 1779030971.237522
   needs_ai_refresh: true
   discovered_at: '2026-06-14T01:37:32Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -186593,6 +194108,7 @@ https://github.com/donnemartin/awesome-aws:
   last_checked: 1779033068.917887
   needs_ai_refresh: true
   discovered_at: '2024-03-12T09:29:54Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -186630,6 +194146,7 @@ https://github.com/dora-metrics/pelorus:
   last_checked: 1779130494.948075
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.948075+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -186658,6 +194175,7 @@ https://github.com/dotdc/grafana-dashboards-kubernetes:
   last_checked: 1779034510.436588
   needs_ai_refresh: true
   discovered_at: '2026-04-02T20:48:41Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -186693,6 +194211,7 @@ https://github.com/dpeckett/pangolin:
   last_checked: 1779031340.279783
   needs_ai_refresh: true
   discovered_at: '2020-02-18T14:01:38Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -186729,6 +194248,7 @@ https://github.com/dsa0x/sicher:
   last_checked: 1779029609.818612
   needs_ai_refresh: true
   discovered_at: '2023-08-03T20:11:09Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -186766,6 +194286,7 @@ https://github.com/dsyer/kubernetes-intro:
   last_checked: 1781735921.217243
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:41.217243+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -186794,13 +194315,14 @@ https://github.com/dty1er/kubecolor:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 9e62de16802aa23bb6817c9ab7f56a5b4091ad56abffeffb2584a92f0b237379
   health_score: 100.0
   last_checked: 1779033640.660475
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:40.660475+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -186809,6 +194331,7 @@ https://github.com/dty1er/kubecolor:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/hidetatz/kubecolor
 https://github.com/dvob/k8s-s2s-auth:
   title: "github.com/dvob/k8s-s2s-auth: Kubernetes Service Accounts \U0001F31F"
   description: ''
@@ -186829,6 +194352,7 @@ https://github.com/dvob/k8s-s2s-auth:
   last_checked: 1781736036.770495
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:36.770495+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -186865,6 +194389,7 @@ https://github.com/e-minguez/openshift-yolo:
   last_checked: 1779031759.393593
   needs_ai_refresh: true
   discovered_at: '2021-07-16T12:38:45Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -186901,6 +194426,7 @@ https://github.com/eXascaleInfolab/PyExPool:
   last_checked: 1779130494.97924
   needs_ai_refresh: true
   discovered_at: '2019-08-28T03:08:40Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -186927,13 +194453,14 @@ https://github.com/eamodio/vscode-gitlens:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 8dc5077110b3c8be11f0ec7e001654ba5df664f829a3b7e6ec15c7eb9ae33f68
   health_score: 100.0
   last_checked: 1779031625.338362
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:05.338362+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -186942,6 +194469,7 @@ https://github.com/eamodio/vscode-gitlens:
   - docs/visual-studio.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/gitkraken/vscode-gitlens
 https://github.com/ebosas/microservices:
   title: ebosas/microservices
   description: ''
@@ -186961,6 +194489,7 @@ https://github.com/ebosas/microservices:
   last_checked: 1779032243.469456
   needs_ai_refresh: true
   discovered_at: '2021-12-02T12:42:36Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -186998,6 +194527,7 @@ https://github.com/eclipse-jkube/jkube:
   last_checked: 1779130494.95307
   needs_ai_refresh: true
   discovered_at: '2026-06-12T04:55:21Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -187029,13 +194559,14 @@ https://github.com/eclipse/jkube:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 3609c41b04f12ea952d77722a788e33ce1d3058a5369a3b5cf2b854e01a45c56
   health_score: 100.0
   last_checked: 1779031850.736063
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:50.736063+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -187046,6 +194577,7 @@ https://github.com/eclipse/jkube:
   - docs/openshift-pipelines.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/eclipse-jkube/jkube
 https://github.com/edrevo/suspicious-pods:
   title: "Suspicious pods \U0001F31F"
   description: ''
@@ -187066,6 +194598,7 @@ https://github.com/edrevo/suspicious-pods:
   last_checked: 1779033259.303595
   needs_ai_refresh: true
   discovered_at: '2023-02-04T02:15:02Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -187101,6 +194634,7 @@ https://github.com/education:
   last_checked: 1779130494.974415
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.974415+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -187138,6 +194672,7 @@ https://github.com/eezhee/eezhee:
   last_checked: 1779030022.922545
   needs_ai_refresh: true
   discovered_at: '2024-10-17T00:52:00Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -187174,6 +194709,7 @@ https://github.com/ekramasif/Basic-Machine-Learning:
   last_checked: 1779030035.035687
   needs_ai_refresh: true
   discovered_at: '2026-03-02T07:15:31Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -187211,6 +194747,7 @@ https://github.com/ekramasif/Basic-Machine-Learning/blob/main/Extraa/PythonCheat
   last_checked: 1779032786.30977
   needs_ai_refresh: true
   discovered_at: '2026-03-02T07:15:31Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -187247,6 +194784,7 @@ https://github.com/eksctl-io/eksctl:
   last_checked: 1779130495.006524
   needs_ai_refresh: true
   discovered_at: '2026-06-11T06:34:46Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -187285,6 +194823,7 @@ https://github.com/elastic/apm-pipeline-library:
   last_checked: 1779032802.516647
   needs_ai_refresh: true
   discovered_at: '2024-10-16T07:21:55Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -187324,6 +194863,7 @@ https://github.com/eldada/kubernetes-scripts:
   last_checked: 1781736221.899391
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:43:41.899391+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -187359,6 +194899,7 @@ https://github.com/eldadru/ksniff:
   last_checked: 1779029169.639274
   needs_ai_refresh: true
   discovered_at: '2024-08-02T03:16:37Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -187395,6 +194936,7 @@ https://github.com/electrocucaracha/krd:
   last_checked: 1779031528.79325
   needs_ai_refresh: true
   discovered_at: '2026-06-12T02:44:50Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -187433,6 +194975,7 @@ https://github.com/elotl/kip:
   last_checked: 1779032055.029487
   needs_ai_refresh: true
   discovered_at: '2023-02-25T07:01:39Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -187470,6 +195013,7 @@ https://github.com/emberstack/kubernetes-reflector:
   last_checked: 1779033672.05626
   needs_ai_refresh: true
   discovered_at: '2026-06-11T21:25:31Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -187505,6 +195049,7 @@ https://github.com/enix/x509-certificate-exporter:
   last_checked: 1779032171.478411
   needs_ai_refresh: true
   discovered_at: '2026-06-13T09:00:04Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -187540,6 +195085,7 @@ https://github.com/enochtangg/quick-SQL-cheatsheet:
   last_checked: 1779031111.408256
   needs_ai_refresh: true
   discovered_at: '2020-10-01T19:54:00Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -187576,6 +195122,7 @@ https://github.com/envoyproxy/gateway:
   last_checked: 1779034295.857773
   needs_ai_refresh: true
   discovered_at: '2026-06-14T06:42:03Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -187612,6 +195159,7 @@ https://github.com/eon01/kubernetes-workshop:
   last_checked: 1781735910.809933
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:30.809933+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -187649,6 +195197,7 @@ https://github.com/epinio/epinio:
   last_checked: 1779029292.255254
   needs_ai_refresh: true
   discovered_at: '2026-06-12T21:36:00Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -187685,6 +195234,7 @@ https://github.com/eraser-dev/eraser:
   last_checked: 1779130495.02627
   needs_ai_refresh: true
   discovered_at: '2026-04-09T05:55:41Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -187721,6 +195271,7 @@ https://github.com/erebe/personal-server:
   last_checked: 1781736154.414123
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:34.414123+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -187762,6 +195313,7 @@ https://github.com/erjosito/alz-repo-best-practices/blob/main/README.md:
   last_checked: 1780400585.971889
   needs_ai_refresh: false
   discovered_at: '2026-05-26T17:26:51Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -187797,13 +195349,14 @@ https://github.com/ermetic/access-undenied-aws:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 7e1b6fb678b3d8926a7e292a58ac7de6de5af0d6ca679c4fc435c84989c399f4
   health_score: 100.0
   last_checked: 1779029503.136205
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:43.136205+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -187812,6 +195365,7 @@ https://github.com/ermetic/access-undenied-aws:
   - docs/aws-tools-scripts.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/tenable/access-undenied-aws
 https://github.com/errordeveloper/kubegen:
   title: kubegen
   description: ''
@@ -187829,6 +195383,7 @@ https://github.com/errordeveloper/kubegen:
   last_checked: 1779030202.628938
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:03:22.628938+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -187858,6 +195413,7 @@ https://github.com/estahn/k8s-image-swapper:
   last_checked: 1779032180.224769
   needs_ai_refresh: true
   discovered_at: '2026-06-10T12:25:38Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -187891,6 +195447,7 @@ https://github.com/etcd-io/etcd:
   last_checked: 1779029679.102481
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:54:39.102481+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -187916,6 +195473,7 @@ https://github.com/external-secrets/kubernetes-external-secrets:
   last_checked: 1779029421.835693
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:50:21.835693+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -187946,6 +195504,7 @@ https://github.com/fabric8io/docker-maven-plugin:
   last_checked: 1779030958.197284
   needs_ai_refresh: true
   discovered_at: '2026-05-25T09:16:05Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -187972,13 +195531,14 @@ https://github.com/fabric8io/docker-maven-plugin:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: 80.0
   last_checked: 1779033923.428538
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:23.428538+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -187987,6 +195547,7 @@ https://github.com/fabric8io/docker-maven-plugin:
   - docs/openshift-pipelines.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/fabric8io/fabric8-maven-plugin
 https://github.com/fabric8io/fabric8-pipeline-library:
   title: Fabric8 Pipeline Library
   description: ''
@@ -188006,6 +195567,7 @@ https://github.com/fabric8io/fabric8-pipeline-library:
   last_checked: 1779031896.968076
   needs_ai_refresh: true
   discovered_at: '2024-04-09T23:45:53Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -188043,6 +195605,7 @@ https://github.com/fabric8io/kansible/blob/master/vendor/k8s.io/kubernetes/docs/
   last_checked: 1779033051.201282
   needs_ai_refresh: true
   discovered_at: '2016-04-27T06:58:25Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -188076,6 +195639,7 @@ https://github.com/facebook/jest:
   last_checked: 1779032091.478899
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:51.478899+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -188104,6 +195668,7 @@ https://github.com/fairwindsops/nova:
   last_checked: 1779029821.056559
   needs_ai_refresh: true
   discovered_at: '2026-05-04T14:29:29Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -188140,6 +195705,7 @@ https://github.com/fatherlinux/ubi-micro:
   last_checked: 1781735900.70331
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:20.703310+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -188178,6 +195744,7 @@ https://github.com/features/codespaces:
   last_checked: 1781735950.212705
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:39:10.212705+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -188220,6 +195787,7 @@ https://github.com/features/preview/github-app:
   last_checked: 1780352158.263422
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:15:58.263422+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -188258,6 +195826,7 @@ https://github.com/felipecruz91/debug-ctr:
   last_checked: 1779032966.812819
   needs_ai_refresh: true
   discovered_at: '2023-01-27T10:01:13Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -188293,6 +195862,7 @@ https://github.com/feluelle/airflow-diagrams:
   last_checked: 1779032969.508737
   needs_ai_refresh: true
   discovered_at: '2026-06-08T17:59:10Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -188329,6 +195899,7 @@ https://github.com/fepegar/vesseg:
   last_checked: 1779032975.262269
   needs_ai_refresh: true
   discovered_at: '2022-06-23T17:55:20Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -188365,6 +195936,7 @@ https://github.com/fidelity/kconnect:
   last_checked: 1779034580.379196
   needs_ai_refresh: true
   discovered_at: '2026-06-09T13:40:46Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -188402,6 +195974,7 @@ https://github.com/figaw/configuration-as-code-jenkins-k8s:
   last_checked: 1781735911.005184
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:31.005184+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -188438,6 +196011,7 @@ https://github.com/figaw/freestyle-to-pipeline-jenkins:
   last_checked: 1779032236.61148
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:37:16.611480+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -188463,6 +196037,7 @@ https://github.com/figaw/freestyle-to-pipeline-jenkins/blob/master/from-freestyl
   last_checked: 1779031591.960302
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:26:31.960302+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -188493,6 +196068,7 @@ https://github.com/flannel-io/flannel:
   last_checked: 1779130495.011949
   needs_ai_refresh: true
   discovered_at: '2026-06-08T08:34:34Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -188519,13 +196095,14 @@ https://github.com/flant/k8s-image-availability-exporter:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 8ec8d4aed673cd9c802e9e21f8a0e2934dfc470e6c5ec0ce158633f85d6f123f
   health_score: 100.0
   last_checked: 1779031962.762803
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:32:42.762803+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -188534,6 +196111,7 @@ https://github.com/flant/k8s-image-availability-exporter:
   - docs/prometheus.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/deckhouse/k8s-image-availability-exporter
 https://github.com/flant/shell-operator:
   title: Shell-operator
   description: ''
@@ -188554,6 +196132,7 @@ https://github.com/flant/shell-operator:
   last_checked: 1779029821.053818
   needs_ai_refresh: true
   discovered_at: '2026-06-11T10:56:40Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -188587,6 +196166,7 @@ https://github.com/flared/teleproxy:
   last_checked: 1779030069.746166
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:09.746166+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -188617,6 +196197,7 @@ https://github.com/flaviostutz/promster:
   last_checked: 1779033360.40729
   needs_ai_refresh: true
   discovered_at: '2023-02-15T01:43:04Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -188651,6 +196232,7 @@ https://github.com/floci-io/floci:
   last_checked: 1779029514.116269
   needs_ai_refresh: true
   discovered_at: '2026-06-14T05:55:57Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -188696,6 +196278,7 @@ https://github.com/floci-io/floci-az:
   last_checked: 1780352720.351741
   needs_ai_refresh: false
   discovered_at: '2026-06-01T04:16:51Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -188738,6 +196321,7 @@ https://github.com/flomesh-io/pipy:
   last_checked: 1779033314.015668
   needs_ai_refresh: true
   discovered_at: '2026-06-12T15:50:14Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -188775,6 +196359,7 @@ https://github.com/flux-iac/tofu-controller:
   last_checked: 1779033479.641827
   needs_ai_refresh: true
   discovered_at: '2026-06-08T11:55:28Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -188810,6 +196395,7 @@ https://github.com/fluxcd/flux:
   last_checked: 1779034265.998312
   needs_ai_refresh: true
   discovered_at: '2022-11-01T15:16:50Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -188848,6 +196434,7 @@ https://github.com/fluxcd/flux2:
   last_checked: 1779034582.293778
   needs_ai_refresh: true
   discovered_at: '2026-06-13T12:02:15Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -188883,6 +196470,7 @@ https://github.com/fluxcd/flux2-kustomize-helm-example:
   last_checked: 1779032950.416519
   needs_ai_refresh: true
   discovered_at: '2026-06-12T07:25:39Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -188921,6 +196509,7 @@ https://github.com/fluxcd/flux2-multi-tenancy:
   last_checked: 1779030564.162768
   needs_ai_refresh: true
   discovered_at: '2026-05-08T14:40:30Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -188962,6 +196551,7 @@ https://github.com/foggykitchen/foggykitchen-landing-zone-orchestrator:
   last_checked: 1780352838.801057
   needs_ai_refresh: false
   discovered_at: '2026-06-01T14:32:25Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -189007,6 +196597,7 @@ https://github.com/forbearing/k8s:
   last_checked: 1779029948.692914
   needs_ai_refresh: true
   discovered_at: '2022-11-15T23:57:18Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -189043,6 +196634,7 @@ https://github.com/freach/kubernetes-security-best-practice/blob/master/README.m
   last_checked: 1779033782.363462
   needs_ai_refresh: true
   discovered_at: '2019-09-11T23:13:51Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -189079,6 +196671,7 @@ https://github.com/frectonz/sql-studio:
   last_checked: 1779031107.403028
   needs_ai_refresh: true
   discovered_at: '2026-03-15T20:25:56Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -189119,6 +196712,7 @@ https://github.com/freelensapp/freelens:
   last_checked: 1779033072.240303
   needs_ai_refresh: true
   discovered_at: '2026-06-13T21:55:17Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -189158,6 +196752,7 @@ https://github.com/fstab/cifs:
   last_checked: 1779030615.307162
   needs_ai_refresh: true
   discovered_at: '2022-08-04T10:15:05Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -189194,6 +196789,7 @@ https://github.com/furiko-io/furiko:
   last_checked: 1779029878.568207
   needs_ai_refresh: true
   discovered_at: '2025-02-13T13:57:36Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -189229,6 +196825,7 @@ https://github.com/futurewei-cloud/arktos:
   last_checked: 1781736046.80252
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:46.802520+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -189264,6 +196861,7 @@ https://github.com/gardener/etcd-backup-restore:
   last_checked: 1779030598.014695
   needs_ai_refresh: true
   discovered_at: '2026-06-14T07:36:01Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -189301,6 +196899,7 @@ https://github.com/gardener/gardener:
   last_checked: 1779029155.266851
   needs_ai_refresh: true
   discovered_at: '2026-06-12T20:51:13Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -189340,6 +196939,7 @@ https://github.com/gardener/terraformer:
   last_checked: 1779030230.991256
   needs_ai_refresh: true
   discovered_at: '2026-06-09T14:30:05Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -189375,6 +196975,7 @@ https://github.com/garutilorenzo/k3s-aws-terraform-cluster:
   last_checked: 1779031021.323579
   needs_ai_refresh: true
   discovered_at: '2023-02-04T16:07:20Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -189410,6 +197011,7 @@ https://github.com/garutilorenzo/k8s-aws-terraform-cluster:
   last_checked: 1779032757.161449
   needs_ai_refresh: true
   discovered_at: '2024-03-15T11:19:55Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -189443,6 +197045,7 @@ https://github.com/gayanvoice/top-github-users:
   last_checked: 1779033623.317791
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:00:23.317791+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -189469,6 +197072,7 @@ https://github.com/gcla/termshark:
   last_checked: 1779033030.860367
   needs_ai_refresh: true
   discovered_at: '2024-04-30T06:15:11Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -189504,6 +197108,7 @@ https://github.com/geerlingguy/ansible-for-devops:
   last_checked: 1779034332.828668
   needs_ai_refresh: true
   discovered_at: '2025-05-25T06:03:59Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -189544,6 +197149,7 @@ https://github.com/geerlingguy/ansible-for-devops/tree/master/kubernetes:
   last_checked: 1779033592.020544
   needs_ai_refresh: true
   discovered_at: '2025-05-25T06:03:59Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -189579,6 +197185,7 @@ https://github.com/geerlingguy/ansible-role-docker:
   last_checked: 1779032173.427523
   needs_ai_refresh: true
   discovered_at: '2026-04-22T02:35:44Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -189614,6 +197221,7 @@ https://github.com/geerlingguy/ansible-role-jenkins:
   last_checked: 1779031021.254763
   needs_ai_refresh: true
   discovered_at: '2026-03-04T20:09:59Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -189650,6 +197258,7 @@ https://github.com/geerlingguy/ansible-role-kubernetes:
   last_checked: 1779033655.948076
   needs_ai_refresh: true
   discovered_at: '2025-11-28T04:12:15Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -189688,6 +197297,7 @@ https://github.com/genuinetools/contained.af:
   last_checked: 1779033068.534307
   needs_ai_refresh: true
   discovered_at: '2023-05-11T20:38:28Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -189725,6 +197335,7 @@ https://github.com/genuinetools/img:
   last_checked: 1779029884.087404
   needs_ai_refresh: true
   discovered_at: '2024-05-19T22:07:07Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -189760,6 +197371,7 @@ https://github.com/geritol/secret-backup-operator:
   last_checked: 1779031645.773688
   needs_ai_refresh: true
   discovered_at: '2024-05-31T12:48:52Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -189796,6 +197408,7 @@ https://github.com/germainlefebvre4/ns-killer:
   last_checked: 1779029292.262313
   needs_ai_refresh: true
   discovered_at: '2022-12-08T11:41:58Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -189831,6 +197444,7 @@ https://github.com/getanteon/anteon:
   last_checked: 1779130495.027826
   needs_ai_refresh: true
   discovered_at: '2026-03-04T10:47:26Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -189864,6 +197478,7 @@ https://github.com/getporter/porter:
   last_checked: 1779032185.321365
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:25.321365+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -189889,6 +197504,7 @@ https://github.com/getseabird/seabird:
   last_checked: 1779032521.784528
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:01.784528+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -189918,6 +197534,7 @@ https://github.com/getsops/sops:
   last_checked: 1779130495.00683
   needs_ai_refresh: true
   discovered_at: '2026-06-13T13:42:34Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -189956,6 +197573,7 @@ https://github.com/gfkse/jenkins-shared-library:
   last_checked: 1779030401.52708
   needs_ai_refresh: true
   discovered_at: '2019-05-03T11:38:19Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -189992,6 +197610,7 @@ https://github.com/ggicci/httpin:
   last_checked: 1779031712.403094
   needs_ai_refresh: true
   discovered_at: '2026-05-28T17:48:28Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -190028,6 +197647,7 @@ https://github.com/gianlucam76/k8s-cleaner:
   last_checked: 1779033429.03164
   needs_ai_refresh: true
   discovered_at: '2026-06-12T19:53:05Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -190064,6 +197684,7 @@ https://github.com/gimlet-io/gimletd:
   last_checked: 1779034046.056252
   needs_ai_refresh: true
   discovered_at: '2022-02-15T10:57:47Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -190099,6 +197720,7 @@ https://github.com/gini/dexter:
   last_checked: 1779030529.567501
   needs_ai_refresh: true
   discovered_at: '2025-05-15T09:16:14Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -190137,6 +197759,7 @@ https://github.com/giscus/giscus:
   last_checked: 1779030346.657435
   needs_ai_refresh: true
   discovered_at: '2026-05-26T22:20:10Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -190173,6 +197796,7 @@ https://github.com/git-bug/git-bug:
   last_checked: 1779130494.938403
   needs_ai_refresh: true
   discovered_at: '2026-06-10T16:43:20Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -190209,6 +197833,7 @@ https://github.com/git-ecosystem/git-credential-manager:
   last_checked: 1779130494.960837
   needs_ai_refresh: true
   discovered_at: '2026-06-04T16:55:49Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -190246,6 +197871,7 @@ https://github.com/git-lfs/git-lfs:
   last_checked: 1779030531.753526
   needs_ai_refresh: true
   discovered_at: '2026-06-12T23:00:26Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -190272,13 +197898,14 @@ https://github.com/github/hub:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 19e5325c8cceef53dda6b4eea55c83bef59a3aa0e8ee368acf5fd214f49edef8
   health_score: 100.0
   last_checked: 1779033084.921753
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:24.921753+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -190287,6 +197914,7 @@ https://github.com/github/hub:
   - docs/git.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/mislav/hub
 https://github.com/github/roadmap:
   title: "GitHub public roadmap \U0001F31F"
   description: ''
@@ -190306,6 +197934,7 @@ https://github.com/github/roadmap:
   last_checked: 1779034208.361737
   needs_ai_refresh: true
   discovered_at: '2024-10-15T17:31:37Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -190346,6 +197975,7 @@ https://github.com/github/spec-kit:
   last_checked: 1780352003.689787
   needs_ai_refresh: false
   discovered_at: '2026-06-01T20:04:05Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -190388,6 +198018,7 @@ https://github.com/gitkraken/vscode-gitlens:
   last_checked: 1779130494.990298
   needs_ai_refresh: true
   discovered_at: '2026-06-13T10:03:33Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -190423,6 +198054,7 @@ https://github.com/gitops-working-group/gitops-working-group:
   last_checked: 1781736234.959606
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:43:54.959606+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -190456,6 +198088,7 @@ https://github.com/gitpod-io/gitpod:
   last_checked: 1779032575.059455
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:55.059455+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -190484,6 +198117,7 @@ https://github.com/glasskube/glasskube:
   last_checked: 1779031440.643525
   needs_ai_refresh: true
   discovered_at: '2026-06-14T05:40:36Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -190520,6 +198154,7 @@ https://github.com/glebiller/dynamic-configuration-operator:
   last_checked: 1779029270.305981
   needs_ai_refresh: true
   discovered_at: '2022-06-03T06:48:17Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -190557,6 +198192,7 @@ https://github.com/globalbao/awesome-azure-policy:
   last_checked: 1779031258.610477
   needs_ai_refresh: true
   discovered_at: '2026-05-30T07:05:04Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -190596,6 +198232,7 @@ https://github.com/gnunn1/openshift-basic-pipeline:
   last_checked: 1781735911.005016
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:31.005016+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -190632,6 +198269,7 @@ https://github.com/go-ini/ini:
   last_checked: 1779030482.900576
   needs_ai_refresh: true
   discovered_at: '2026-06-10T02:52:00Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -190668,6 +198306,7 @@ https://github.com/go-kratos/kratos:
   last_checked: 1779030721.06999
   needs_ai_refresh: true
   discovered_at: '2026-06-11T17:48:15Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -190701,6 +198340,7 @@ https://github.com/go-skynet/LocalAI:
   last_checked: 1779034296.171325
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:36.171325+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -190729,6 +198369,7 @@ https://github.com/go-zepto/zepto:
   last_checked: 1779031850.503621
   needs_ai_refresh: true
   discovered_at: '2023-01-07T14:05:13Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -190764,6 +198405,7 @@ https://github.com/goatlas-io/atlas:
   last_checked: 1779033573.268645
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:59:33.268645+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -190794,6 +198436,7 @@ https://github.com/goauthentik/authentik:
   last_checked: 1779029226.095822
   needs_ai_refresh: true
   discovered_at: '2026-06-14T00:41:18Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -190829,6 +198472,7 @@ https://github.com/gobins/vault-controller:
   last_checked: 1781736046.681833
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:46.681833+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -190864,6 +198508,7 @@ https://github.com/gofireflyio/aiac:
   last_checked: 1779030531.762656
   needs_ai_refresh: true
   discovered_at: '2026-03-24T10:56:24Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -190898,6 +198543,7 @@ https://github.com/golang-design/history:
   last_checked: 1779033765.72059
   needs_ai_refresh: true
   discovered_at: '2026-06-06T19:29:25Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -190927,13 +198573,14 @@ https://github.com/golang/go:
   resource_type: Repository
   complexity: Expert
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 79341eaf95307021dd1bc772541b237cee35cd3b9c08f66c3254a5d69b65bd3d
   health_score: 100.0
   last_checked: 1779033074.831687
   needs_ai_refresh: true
   discovered_at: '2026-06-13T23:52:29Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -190950,6 +198597,7 @@ https://github.com/golang/go:
   gh_license: BSD-3-Clause
   gh_pushed: '2026-06-13T23:52:29Z'
   gh_stars: 134684
+  duplicate_of: https://github.com/golang/vscode-go/blob/master/README.md
 https://github.com/golang/vscode-go/blob/master/README.md:
   title: "github.com/golang/vscode-go \U0001F31F"
   description: ''
@@ -190969,6 +198617,7 @@ https://github.com/golang/vscode-go/blob/master/README.md:
   last_checked: 1779031808.319067
   needs_ai_refresh: true
   discovered_at: '2026-06-13T12:13:43Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -191005,6 +198654,7 @@ https://github.com/goldbergyoni/nodebestpractices/blob/spanish-translation/READM
   last_checked: 1779031258.968794
   needs_ai_refresh: true
   discovered_at: '2025-04-15T21:52:42Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -191045,6 +198695,7 @@ https://github.com/google/agents-cli:
   last_checked: 1779030952.276939
   needs_ai_refresh: true
   discovered_at: '2026-06-10T17:15:35Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -191084,6 +198735,7 @@ https://github.com/google/clusterfuzzlite:
   last_checked: 1779032173.538572
   needs_ai_refresh: true
   discovered_at: '2026-02-12T15:25:29Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -191120,6 +198772,7 @@ https://github.com/google/gke-policy-automation:
   last_checked: 1779029821.086505
   needs_ai_refresh: true
   discovered_at: '2025-11-20T02:49:20Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -191158,6 +198811,7 @@ https://github.com/google/go-containerregistry:
   last_checked: 1779030087.170144
   needs_ai_refresh: true
   discovered_at: '2026-06-12T17:46:16Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -191196,6 +198850,7 @@ https://github.com/google/jsonnet/tree/master/case_studies/kubernetes:
   last_checked: 1779029325.748232
   needs_ai_refresh: true
   discovered_at: '2026-03-30T14:23:57Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -191222,13 +198877,14 @@ https://github.com/google/ko:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 8e4aa65a2a01aa4d4deeccc0b4ae26eb2ced7e4e50f7646be6e4769db788190a
   health_score: 100.0
   last_checked: 1779032383.809977
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:43.809977+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -191237,6 +198893,7 @@ https://github.com/google/ko:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/ko-build/ko
 https://github.com/google/log4jscanner:
   title: ==google/log4jscanner==
   description: ''
@@ -191257,6 +198914,7 @@ https://github.com/google/log4jscanner:
   last_checked: 1779033051.547248
   needs_ai_refresh: true
   discovered_at: '2022-06-30T03:03:00Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -191292,6 +198950,7 @@ https://github.com/google/prometheus-slo-burn-example:
   last_checked: 1779130495.017053
   needs_ai_refresh: true
   discovered_at: '2019-05-30T22:29:10Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -191328,6 +198987,7 @@ https://github.com/google/python-fire:
   last_checked: 1779031341.791523
   needs_ai_refresh: true
   discovered_at: '2026-04-01T09:05:35Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -191363,6 +199023,7 @@ https://github.com/google/slo-generator:
   last_checked: 1779034084.935779
   needs_ai_refresh: true
   discovered_at: '2026-06-03T22:39:22Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -191399,6 +199060,7 @@ https://github.com/google/zx:
   last_checked: 1779034484.802969
   needs_ai_refresh: true
   discovered_at: '2026-06-13T01:03:50Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -191434,6 +199096,7 @@ https://github.com/gopaddle-io/configurator:
   last_checked: 1779029565.846619
   needs_ai_refresh: true
   discovered_at: '2024-01-29T21:07:12Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -191469,6 +199132,7 @@ https://github.com/goss-org/goss:
   last_checked: 1779130494.957846
   needs_ai_refresh: true
   discovered_at: '2026-06-08T18:19:17Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -191495,13 +199159,14 @@ https://github.com/govirtuo/kube-ns-suspender:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 7ccc734e40d5f5bd2b9af238148c21df9beb035f7096a975756f0a216da1799c
   health_score: 100.0
   last_checked: 1779032245.469833
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:25.469833+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -191510,6 +199175,7 @@ https://github.com/govirtuo/kube-ns-suspender:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/kube-ns-suspender/kube-ns-suspender
 https://github.com/grafana/agent:
   title: 'grafana/agent: Grafana Agent'
   description: ''
@@ -191529,6 +199195,7 @@ https://github.com/grafana/agent:
   last_checked: 1779032380.873074
   needs_ai_refresh: true
   discovered_at: '2026-06-13T21:15:40Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -191565,6 +199232,7 @@ https://github.com/grafana/mimir:
   last_checked: 1779031615.76551
   needs_ai_refresh: true
   discovered_at: '2026-06-14T09:48:11Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -191603,6 +199271,7 @@ https://github.com/grafana/tanka:
   last_checked: 1779033309.782178
   needs_ai_refresh: true
   discovered_at: '2026-06-14T05:21:30Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -191639,6 +199308,7 @@ https://github.com/grafana/tempo:
   last_checked: 1779033704.880252
   needs_ai_refresh: true
   discovered_at: '2026-06-13T17:10:29Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -191675,6 +199345,7 @@ https://github.com/gravitational/teleport:
   last_checked: 1779033610.096393
   needs_ai_refresh: true
   discovered_at: '2026-06-13T21:53:12Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -191682,7 +199353,7 @@ https://github.com/gravitational/teleport:
   - Access Control
   - Identity Gateways
   tags:
-  - DE FACTO STANDARD
+  - '[DE FACTO STANDARD]'
   v1_locations:
   - docs/kubernetes-tools.md
   v2_locations:
@@ -191711,6 +199382,7 @@ https://github.com/gravitational/teleport/discussions/8330:
   last_checked: 1779029472.994739
   needs_ai_refresh: true
   discovered_at: '2026-06-13T21:53:12Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -191748,6 +199420,7 @@ https://github.com/gravitl/netmaker:
   last_checked: 1779030583.664761
   needs_ai_refresh: true
   discovered_at: '2026-06-13T03:24:38Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -191787,6 +199460,7 @@ https://github.com/griddynamics/mpl:
   last_checked: 1779029509.85872
   needs_ai_refresh: true
   discovered_at: '2024-11-07T04:50:55Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -191826,6 +199500,7 @@ https://github.com/grosser/preoomkiller:
   last_checked: 1779031382.145584
   needs_ai_refresh: true
   discovered_at: '2023-10-18T16:32:05Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -191862,6 +199537,7 @@ https://github.com/groundcover-com/blog/tree/main/blog_k8s_containers_restarts:
   last_checked: 1781735950.461257
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:39:10.461257+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -191899,6 +199575,7 @@ https://github.com/groundcover-com/murre:
   last_checked: 1779029466.784863
   needs_ai_refresh: true
   discovered_at: '2025-01-15T05:57:46Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -191934,6 +199611,7 @@ https://github.com/groundnuty/k8s-wait-for:
   last_checked: 1779032556.747638
   needs_ai_refresh: true
   discovered_at: '2025-01-07T01:13:36Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -191971,6 +199649,7 @@ https://github.com/grpc-ecosystem/grpc-gateway:
   last_checked: 1779029502.958838
   needs_ai_refresh: true
   discovered_at: '2026-06-12T22:10:49Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -192006,6 +199685,7 @@ https://github.com/gruberdev/local-gitops:
   last_checked: 1781736154.278425
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:34.278425+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -192042,6 +199722,7 @@ https://github.com/gruntwork-io/terragrunt-infrastructure-live-example:
   last_checked: 1779029056.913209
   needs_ai_refresh: true
   discovered_at: '2025-05-05T12:02:39Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -192078,6 +199759,7 @@ https://github.com/gshipley/installcentos:
   last_checked: 1781736123.110118
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:03.110118+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -192111,6 +199793,7 @@ https://github.com/gudpick/pods:
   last_checked: 1779033384.973796
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:56:24.973796+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -192136,6 +199819,7 @@ https://github.com/gudpick/pods/tree/master/sonar-latest:
   last_checked: 1779031122.788572
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:18:42.788572+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -192154,13 +199838,14 @@ https://github.com/gventuri/pandas-ai:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: d512d4770ea4789aecc81bef4471e1839821b2a2838a17f2acfaad339689f6c7
   health_score: 100.0
   last_checked: 1779031333.833236
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:13.833236+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -192169,6 +199854,7 @@ https://github.com/gventuri/pandas-ai:
   - docs/python.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/sinaptik-ai/pandas-ai
 https://github.com/gyli/DictMySQL:
   title: 'DictMySQL: A MySQL class for more convenient database manipulation with
     Python dictionary'
@@ -192190,6 +199876,7 @@ https://github.com/gyli/DictMySQL:
   last_checked: 1779130495.022298
   needs_ai_refresh: true
   discovered_at: '2018-12-04T06:42:34Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -192228,6 +199915,7 @@ https://github.com/hadolint/hadolint:
   last_checked: 1779032163.403744
   needs_ai_refresh: true
   discovered_at: '2026-06-11T07:29:04Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -192261,6 +199949,7 @@ https://github.com/haflidif/terraform-azurerm-dns-private-resolver:
   last_checked: 1779030583.669527
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:43.669527+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -192288,6 +199977,7 @@ https://github.com/hahwul/DevSecOps:
   last_checked: 1779029863.155008
   needs_ai_refresh: true
   discovered_at: '2026-04-25T13:26:26Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -192325,6 +200015,7 @@ https://github.com/halkeye-docker/docker-jenkins:
   last_checked: 1779030009.701409
   needs_ai_refresh: true
   discovered_at: '2024-02-02T18:44:51Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -192362,6 +200053,7 @@ https://github.com/harvester/harvester:
   last_checked: 1779130495.005938
   needs_ai_refresh: true
   discovered_at: '2026-06-12T04:11:38Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -192398,6 +200090,7 @@ https://github.com/hasheddan/k8scr:
   last_checked: 1779029710.676688
   needs_ai_refresh: true
   discovered_at: '2022-03-24T12:46:59Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -192435,6 +200128,7 @@ https://github.com/hashicorp/cap:
   last_checked: 1779031592.166171
   needs_ai_refresh: true
   discovered_at: '2026-05-11T03:46:31Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -192471,6 +200165,7 @@ https://github.com/hashicorp/hcl:
   last_checked: 1779032878.272795
   needs_ai_refresh: true
   discovered_at: '2026-06-11T12:05:22Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -192506,6 +200201,7 @@ https://github.com/hashicorp/terraform-cdk:
   last_checked: 1779032288.217184
   needs_ai_refresh: true
   discovered_at: '2025-12-10T14:12:01Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -192542,6 +200238,7 @@ https://github.com/hashicorp/terraform-k8s:
   last_checked: 1779029341.456669
   needs_ai_refresh: true
   discovered_at: '2024-11-18T17:51:48Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -192578,6 +200275,7 @@ https://github.com/hashicorp/vault:
   last_checked: 1779032388.904148
   needs_ai_refresh: true
   discovered_at: '2026-06-12T22:28:59Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -192615,6 +200313,7 @@ https://github.com/hashicorp/vault-csi-provider:
   last_checked: 1779031109.334346
   needs_ai_refresh: true
   discovered_at: '2026-06-10T06:03:53Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -192651,6 +200350,7 @@ https://github.com/hashicorp/waypoint/tree/main/website/content/docs:
   last_checked: 1779130495.026502
   needs_ai_refresh: true
   discovered_at: '2024-01-08T18:48:14Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -192688,6 +200388,7 @@ https://github.com/hasura/gitkube:
   last_checked: 1779030531.885167
   needs_ai_refresh: true
   discovered_at: '2023-08-31T07:48:24Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -192723,6 +200424,7 @@ https://github.com/haxsaw/hikaru:
   last_checked: 1779032900.619472
   needs_ai_refresh: true
   discovered_at: '2025-03-22T10:15:20Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -192758,6 +200460,7 @@ https://github.com/hayao-k/cdk-ecr-image-scan-notify:
   last_checked: 1779029119.163612
   needs_ai_refresh: true
   discovered_at: '2024-11-25T08:44:03Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -192793,6 +200496,7 @@ https://github.com/hbollon/k8s-voting-app-aws:
   last_checked: 1779033845.397332
   needs_ai_refresh: true
   discovered_at: '2022-01-10T13:28:45Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -192829,6 +200533,7 @@ https://github.com/hcavarsan/kftray:
   last_checked: 1779030727.629571
   needs_ai_refresh: true
   discovered_at: '2026-06-14T05:31:03Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -192862,6 +200567,7 @@ https://github.com/heketi/heketi:
   last_checked: 1779030394.73495
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:06:34.734950+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -192891,6 +200597,7 @@ https://github.com/helm/charts/tree/master/stable/distributed-jmeter:
   last_checked: 1779030192.974115
   needs_ai_refresh: true
   discovered_at: '2022-02-20T14:09:39Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -192898,7 +200605,8 @@ https://github.com/helm/charts/tree/master/stable/distributed-jmeter:
   - Kubernetes GitOps & Packaging
   - Legacy Charts
   tags:
-  - LEGACY
+  - '[DE FACTO STANDARD]'
+  - '[LEGACY]'
   v1_locations:
   - docs/helm.md
   v2_locations:
@@ -192927,6 +200635,7 @@ https://github.com/helm/charts/tree/master/stable/jenkins:
   last_checked: 1779034332.967253
   needs_ai_refresh: true
   discovered_at: '2022-02-20T14:09:39Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -192963,6 +200672,7 @@ https://github.com/helm/charts/tree/master/stable/selenium:
   last_checked: 1779033384.982013
   needs_ai_refresh: true
   discovered_at: '2022-02-20T14:09:39Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -192998,6 +200708,7 @@ https://github.com/helm/charts/tree/master/stable/sonarqube:
   last_checked: 1779032046.333825
   needs_ai_refresh: true
   discovered_at: '2022-02-20T14:09:39Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -193034,6 +200745,7 @@ https://github.com/helm/charts/tree/master/stable/sonatype-nexus:
   last_checked: 1779031473.946036
   needs_ai_refresh: true
   discovered_at: '2022-02-20T14:09:39Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -193069,6 +200781,7 @@ https://github.com/helm/helm:
   last_checked: 1779033592.097502
   needs_ai_refresh: true
   discovered_at: '2026-06-13T02:03:14Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -193106,6 +200819,7 @@ https://github.com/helm/helm-mapkubeapis:
   last_checked: 1779032935.067207
   needs_ai_refresh: true
   discovered_at: '2026-06-03T23:21:33Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -193143,6 +200857,7 @@ https://github.com/helmfile/helmfile:
   last_checked: 1779031382.134108
   needs_ai_refresh: true
   discovered_at: '2026-06-14T01:27:25Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -193179,6 +200894,7 @@ https://github.com/helmwave/helmwave:
   last_checked: 1779031143.155072
   needs_ai_refresh: true
   discovered_at: '2026-02-18T15:58:47Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -193212,6 +200928,7 @@ https://github.com/heptiolabs/ktx:
   last_checked: 1779031216.342789
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:16.342789+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -193241,6 +200958,7 @@ https://github.com/hiddeco/cronjobber:
   last_checked: 1779032544.182704
   needs_ai_refresh: true
   discovered_at: '2024-08-21T23:39:11Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -193276,6 +200994,7 @@ https://github.com/hidetatz/kubecolor:
   last_checked: 1779034507.362039
   needs_ai_refresh: true
   discovered_at: '2023-04-13T17:38:06Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -193310,6 +201029,7 @@ https://github.com/highmobility:
   last_checked: 1779031340.260969
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:22:20.260969+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -193337,6 +201057,7 @@ https://github.com/hoanhan101/ultimate-go:
   last_checked: 1779033806.184002
   needs_ai_refresh: true
   discovered_at: '2025-06-15T21:47:39Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -193375,6 +201096,7 @@ https://github.com/hobby-kube/guide:
   last_checked: 1779031468.773615
   needs_ai_refresh: true
   discovered_at: '2023-09-21T14:37:01Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -193413,6 +201135,7 @@ https://github.com/homeport/havener:
   last_checked: 1779034097.727877
   needs_ai_refresh: true
   discovered_at: '2026-06-11T20:15:22Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -193449,6 +201172,7 @@ https://github.com/huazhihao/kubespy:
   last_checked: 1779029503.052559
   needs_ai_refresh: true
   discovered_at: '2021-08-22T16:25:53Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -193485,6 +201209,7 @@ https://github.com/huginn/huginn:
   last_checked: 1779030854.731339
   needs_ai_refresh: true
   discovered_at: '2026-06-13T00:57:09Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -193524,6 +201249,7 @@ https://github.com/humanlayer/12-factor-agents:
   last_checked: 1780352849.031641
   needs_ai_refresh: false
   discovered_at: '2025-09-21T14:37:40Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -193568,6 +201294,7 @@ https://github.com/hygieia/Hygieia:
   last_checked: 1779030991.890183
   needs_ai_refresh: true
   discovered_at: '2023-09-29T20:43:13Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -193604,6 +201331,7 @@ https://github.com/hyscale/hyscale:
   last_checked: 1779030356.87199
   needs_ai_refresh: true
   discovered_at: '2023-03-30T20:18:13Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -193640,6 +201368,7 @@ https://github.com/iam-veeramalla/Azure-zero-to-hero:
   last_checked: 1779031883.216066
   needs_ai_refresh: true
   discovered_at: '2024-07-17T11:06:35Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -193668,13 +201397,14 @@ https://github.com/ianmiell/kubernetes-examples:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 1f069af5964ea8b746e1dc677d7a2340c998f68dc4408925d0666952ebe9607f
   health_score: 100.0
   last_checked: 1779029950.447446
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:10.447446+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -193683,6 +201413,7 @@ https://github.com/ianmiell/kubernetes-examples:
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/ContainerSolutions/kubernetes-examples
 https://github.com/iann0036/iamlive:
   title: ==iann0036/iamlive==
   description: ''
@@ -193703,6 +201434,7 @@ https://github.com/iann0036/iamlive:
   last_checked: 1779033489.319238
   needs_ai_refresh: true
   discovered_at: '2026-04-19T06:45:59Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -193739,6 +201471,7 @@ https://github.com/iawia002/lux:
   last_checked: 1779033040.98456
   needs_ai_refresh: true
   discovered_at: '2026-03-29T18:18:56Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -193772,6 +201505,7 @@ https://github.com/ibm-messaging:
   last_checked: 1779031329.360938
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:22:09.360938+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -193797,6 +201531,7 @@ https://github.com/ibm-messaging/mq-metric-samples/tree/master/cmd/mq_prometheus
   last_checked: 1779033081.786591
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:21.786591+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -193825,6 +201560,7 @@ https://github.com/ibuildthecloud/wtfk8s:
   last_checked: 1779031776.881559
   needs_ai_refresh: true
   discovered_at: '2024-06-13T09:01:43Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -193852,13 +201588,14 @@ https://github.com/idealista/prometheus_jmx_exporter-role:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: baa49e4034fa8b009ddbf0ac970ddc3b619e21916c62cc0715d2d652a0b9df8d
   health_score: 100.0
   last_checked: 1779034156.223524
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:09:16.223524+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -193867,6 +201604,7 @@ https://github.com/idealista/prometheus_jmx_exporter-role:
   - docs/prometheus.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/idealista/prometheus_jmx_exporter_role
 https://github.com/idealista/prometheus_jmx_exporter_role:
   title: 'Idealista: This ansible role installs a Prometheus Node Exporter in a debian
     environment'
@@ -193888,6 +201626,7 @@ https://github.com/idealista/prometheus_jmx_exporter_role:
   last_checked: 1779130495.029709
   needs_ai_refresh: true
   discovered_at: '2023-09-06T09:20:33Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -193925,6 +201664,7 @@ https://github.com/idoavrah/terraform-tui:
   last_checked: 1779029268.269813
   needs_ai_refresh: true
   discovered_at: '2024-07-09T18:55:17Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -193960,6 +201700,7 @@ https://github.com/ilkilab/agorakube:
   last_checked: 1779030507.668964
   needs_ai_refresh: true
   discovered_at: '2024-05-06T16:33:42Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -193995,6 +201736,7 @@ https://github.com/ilyash/show-struct:
   last_checked: 1779030865.45693
   needs_ai_refresh: true
   discovered_at: '2023-08-31T18:36:30Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -194032,6 +201774,7 @@ https://github.com/im2nguyen/rover:
   last_checked: 1779032878.379697
   needs_ai_refresh: true
   discovered_at: '2025-07-30T03:34:48Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -194069,6 +201812,7 @@ https://github.com/imperialwicket/spinnaker-demo:
   last_checked: 1781735910.858337
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:30.858337+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -194108,6 +201852,7 @@ https://github.com/imthenachoman/How-To-Secure-A-Linux-Server:
   last_checked: 1779032361.476954
   needs_ai_refresh: true
   discovered_at: '2026-03-05T13:25:16Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -194148,6 +201893,7 @@ https://github.com/inancgumus/learngo:
   last_checked: 1779029151.805594
   needs_ai_refresh: true
   discovered_at: '2025-06-24T23:03:52Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -194188,6 +201934,7 @@ https://github.com/infiniumtek/terraform-review-agent:
   last_checked: 1780352424.113345
   needs_ai_refresh: false
   discovered_at: '2026-05-21T05:25:52Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -194227,6 +201974,7 @@ https://github.com/influxdata/telegraf/tree/master/plugins/inputs/activemq:
   last_checked: 1779030391.543731
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:06:31.543731+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -194256,6 +202004,7 @@ https://github.com/influxdata/telegraf/tree/master/plugins/outputs/prometheus_cl
   last_checked: 1779030954.728522
   needs_ai_refresh: true
   discovered_at: '2026-06-11T16:38:05Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -194292,6 +202041,7 @@ https://github.com/infracost/infracost:
   last_checked: 1779031423.07041
   needs_ai_refresh: true
   discovered_at: '2026-06-03T14:55:27Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -194329,6 +202079,7 @@ https://github.com/infrahouse/infrahouse-toolkit:
   last_checked: 1779031575.185782
   needs_ai_refresh: true
   discovered_at: '2026-06-12T02:07:31Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -194358,13 +202109,14 @@ https://github.com/infrahouse/terraform-aws-ecs:
   resource_type: Repository
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 20d9efe3504978de432d24d6bebb9d3dda9ee5d9e08e548e50622b2b2679e488
   health_score: 100.0
   last_checked: 1779034015.994976
   needs_ai_refresh: true
   discovered_at: '2026-06-14T03:48:49Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -194381,6 +202133,7 @@ https://github.com/infrahouse/terraform-aws-ecs:
   gh_license: Apache-2.0
   gh_pushed: '2026-06-14T03:48:49Z'
   gh_stars: 1
+  duplicate_of: https://github.com/infrahouse/terraform-aws-openvpn
 https://github.com/infrahouse/terraform-aws-openvpn:
   title: github.com/infrahouse/terraform-aws-openvpn
   description: ''
@@ -194400,6 +202153,7 @@ https://github.com/infrahouse/terraform-aws-openvpn:
   last_checked: 1779029561.831963
   needs_ai_refresh: true
   discovered_at: '2026-06-10T14:04:59Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -194437,6 +202191,7 @@ https://github.com/infrahq/infra:
   last_checked: 1779034139.440201
   needs_ai_refresh: true
   discovered_at: '2026-06-13T10:07:13Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -194473,6 +202228,7 @@ https://github.com/inguardians/peirates:
   last_checked: 1779030655.543428
   needs_ai_refresh: true
   discovered_at: '2026-04-16T20:50:44Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -194510,6 +202266,7 @@ https://github.com/inkdrop-org/inkdrop-visualizer:
   last_checked: 1779031808.308433
   needs_ai_refresh: true
   discovered_at: '2024-06-03T14:13:46Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -194546,6 +202303,7 @@ https://github.com/inputsh/awesome-linux:
   last_checked: 1779031442.830882
   needs_ai_refresh: true
   discovered_at: '2023-02-04T17:02:53Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -194583,6 +202341,7 @@ https://github.com/inscapist/terraform-k3s-private-cloud:
   last_checked: 1779130494.982651
   needs_ai_refresh: true
   discovered_at: '2022-05-10T08:38:01Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -194619,6 +202378,7 @@ https://github.com/inspektor-gadget/inspektor-gadget:
   last_checked: 1779032376.810184
   needs_ai_refresh: true
   discovered_at: '2026-06-12T06:55:57Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -194654,6 +202414,7 @@ https://github.com/instrumenta/kubernetes-json-schema:
   last_checked: 1779033907.29539
   needs_ai_refresh: true
   discovered_at: '2023-07-22T01:56:24Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -194694,6 +202455,7 @@ https://github.com/instrumenta/kubeval:
   last_checked: 1779031601.160877
   needs_ai_refresh: true
   discovered_at: '2026-01-29T06:24:31Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -194734,6 +202496,7 @@ https://github.com/instrumenta/policies:
   last_checked: 1779030653.786018
   needs_ai_refresh: true
   discovered_at: '2021-01-20T13:43:37Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -194771,6 +202534,7 @@ https://github.com/int128/kubelogin:
   last_checked: 1779034319.293325
   needs_ai_refresh: true
   discovered_at: '2026-06-13T00:42:57Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -194804,6 +202568,7 @@ https://github.com/iovisor/bpftrace:
   last_checked: 1779031715.017501
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:35.017501+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -194833,6 +202598,7 @@ https://github.com/iovisor/kubectl-trace:
   last_checked: 1779029991.507883
   needs_ai_refresh: true
   discovered_at: '2026-04-16T20:47:34Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -194866,6 +202632,7 @@ https://github.com/irockel/tda:
   last_checked: 1779029573.553547
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:53.553547+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -194884,13 +202651,14 @@ https://github.com/isaaguilar/terraform-operator:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 23a0d98556ee64532044e3060d4a96496677b0af859a763ccd3b489256113508
   health_score: 100.0
   last_checked: 1779032552.53628
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:32.536280+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -194899,6 +202667,7 @@ https://github.com/isaaguilar/terraform-operator:
   - docs/kubernetes-operators-controllers.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/GalleyBytes/terraform-operator
 https://github.com/ishantanu/awesome-kubectl-plugins:
   title: Awesome Kubectl plugins
   description: ''
@@ -194919,6 +202688,7 @@ https://github.com/ishantanu/awesome-kubectl-plugins:
   last_checked: 1779029838.761773
   needs_ai_refresh: true
   discovered_at: '2025-11-05T14:35:56Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -194958,6 +202728,7 @@ https://github.com/istio-ecosystem/admiral:
   last_checked: 1779033020.010263
   needs_ai_refresh: true
   discovered_at: '2025-10-15T17:58:17Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -194993,6 +202764,7 @@ https://github.com/istio/istio:
   last_checked: 1779031560.11379
   needs_ai_refresh: true
   discovered_at: '2026-06-14T02:55:33Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -195029,6 +202801,7 @@ https://github.com/istio/tools/blob/master/perf/README.md:
   last_checked: 1779033675.37906
   needs_ai_refresh: true
   discovered_at: '2026-06-14T07:07:32Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -195064,6 +202837,7 @@ https://github.com/itaysk/kubectl-neat:
   last_checked: 1779031592.02384
   needs_ai_refresh: true
   discovered_at: '2025-12-05T02:37:08Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -195090,13 +202864,14 @@ https://github.com/ivx/yet-another-cloudwatch-exporter:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 8bd7c4325eb756f2f30fed15ebf15cc95ec662be7cbe28a3f8a6d24bdde3ae12
   health_score: 100.0
   last_checked: 1779031026.287493
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:06.287493+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -195105,6 +202880,7 @@ https://github.com/ivx/yet-another-cloudwatch-exporter:
   - docs/prometheus.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/prometheus-community/yet-another-cloudwatch-exporter
 https://github.com/iximiuz/awesome-container-tinkering:
   title: 'github.com/iximiuz: Awesome Container Tinkering'
   description: ''
@@ -195125,6 +202901,7 @@ https://github.com/iximiuz/awesome-container-tinkering:
   last_checked: 1779034461.905401
   needs_ai_refresh: true
   discovered_at: '2024-10-09T15:29:27Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -195162,6 +202939,7 @@ https://github.com/iximiuz/cdebug:
   last_checked: 1779031609.404746
   needs_ai_refresh: true
   discovered_at: '2026-01-18T19:11:25Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -195198,6 +202976,7 @@ https://github.com/iximiuz/client-go-examples:
   last_checked: 1779031302.686089
   needs_ai_refresh: true
   discovered_at: '2025-12-12T09:50:55Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -195233,6 +203012,7 @@ https://github.com/jace-ys/sentry-operator:
   last_checked: 1779029575.965237
   needs_ai_refresh: true
   discovered_at: '2021-02-06T09:47:32Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -195270,6 +203050,7 @@ https://github.com/jamesbuckett/ckad-questions:
   last_checked: 1779029075.160675
   needs_ai_refresh: true
   discovered_at: '2026-05-15T02:56:50Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -195306,6 +203087,7 @@ https://github.com/jamesw4/confirm-tfvars:
   last_checked: 1781736235.148874
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:43:55.148874+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -195342,6 +203124,7 @@ https://github.com/jamiehannaford/what-happens-when-k8s:
   last_checked: 1781736191.038128
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:43:11.038128+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -195378,6 +203161,7 @@ https://github.com/janikvonrotz/awesome-powershell:
   last_checked: 1779030852.064668
   needs_ai_refresh: true
   discovered_at: '2025-04-14T06:25:33Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -195416,6 +203200,7 @@ https://github.com/jbossdemocentral/rhpam7-mortgage-demo:
   last_checked: 1781735911.004901
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:31.004901+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -195452,6 +203237,7 @@ https://github.com/jcchavezs/porto:
   last_checked: 1779034031.191597
   needs_ai_refresh: true
   discovered_at: '2024-10-02T18:41:03Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -195489,6 +203275,7 @@ https://github.com/jcjorel/ec2-spot-converter:
   last_checked: 1779032873.236316
   needs_ai_refresh: true
   discovered_at: '2022-07-26T07:54:08Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -195524,6 +203311,7 @@ https://github.com/jdauphant/awesome-ansible:
   last_checked: 1779031141.393254
   needs_ai_refresh: true
   discovered_at: '2024-04-22T18:01:45Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -195563,6 +203351,7 @@ https://github.com/jenkins-infra/jenkins-usage-stats:
   last_checked: 1781736002.34732
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:02.347320+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -195598,6 +203387,7 @@ https://github.com/jenkins-infra/jenkins-version:
   last_checked: 1779032455.609884
   needs_ai_refresh: true
   discovered_at: '2026-06-08T07:19:43Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -195634,6 +203424,7 @@ https://github.com/jenkins-infra/jenkins.io/issues:
   last_checked: 1779030423.009376
   needs_ai_refresh: true
   discovered_at: '2026-06-14T04:32:11Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -195669,6 +203460,7 @@ https://github.com/jenkins-infra/pipeline-library:
   last_checked: 1781735992.153097
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:39:52.153097+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -195707,6 +203499,7 @@ https://github.com/jenkins-x-plugins/jx-secret-postrenderer:
   last_checked: 1779033263.700974
   needs_ai_refresh: true
   discovered_at: '2021-06-30T11:10:50Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -195743,6 +203536,7 @@ https://github.com/jenkins-x/gsm-controller:
   last_checked: 1779031720.41186
   needs_ai_refresh: true
   discovered_at: '2024-03-12T07:21:50Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -195780,6 +203574,7 @@ https://github.com/jenkins-x/jenkins-x-openshift-image:
   last_checked: 1779030522.943972
   needs_ai_refresh: true
   discovered_at: '2019-07-30T07:33:36Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -195815,6 +203610,7 @@ https://github.com/jenkins-x/updatebot:
   last_checked: 1779034580.537082
   needs_ai_refresh: true
   discovered_at: '2021-04-08T11:30:35Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -195850,6 +203646,7 @@ https://github.com/jenkinsci:
   last_checked: 1779030847.006874
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:14:07.006874+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -195885,6 +203682,7 @@ https://github.com/jenkinsci/JenkinsPipelineUnit:
   last_checked: 1779031474.092272
   needs_ai_refresh: true
   discovered_at: '2026-05-28T06:56:21Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -195922,6 +203720,7 @@ https://github.com/jenkinsci/configuration-as-code-plugin:
   last_checked: 1779034432.00404
   needs_ai_refresh: true
   discovered_at: '2026-06-08T02:16:12Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -195959,6 +203758,7 @@ https://github.com/jenkinsci/custom-war-packager:
   last_checked: 1779031567.524322
   needs_ai_refresh: true
   discovered_at: '2023-11-20T20:59:47Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -195994,6 +203794,7 @@ https://github.com/jenkinsci/docker/blob/master/install-plugins.sh:
   last_checked: 1779033079.992177
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:19.992177+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -196019,6 +203820,7 @@ https://github.com/jenkinsci/ghprb-plugin:
   last_checked: 1779033615.379847
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:15.379847+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -196047,6 +203849,7 @@ https://github.com/jenkinsci/git-plugin:
   last_checked: 1779030009.750766
   needs_ai_refresh: true
   discovered_at: '2026-06-12T00:33:16Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -196081,6 +203884,7 @@ https://github.com/jenkinsci/git-plugin/releases/tag/git-4.8.0:
   last_checked: 1779030330.58896
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:05:30.588960+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -196107,6 +203911,7 @@ https://github.com/jenkinsci/github-autostatus-plugin:
   last_checked: 1779033949.835492
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:05:49.835492+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -196136,6 +203941,7 @@ https://github.com/jenkinsci/helm-charts:
   last_checked: 1779029465.281758
   needs_ai_refresh: true
   discovered_at: '2026-06-13T03:08:12Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -196171,6 +203977,7 @@ https://github.com/jenkinsci/influxdb-plugin:
   last_checked: 1779032100.68215
   needs_ai_refresh: true
   discovered_at: '2025-12-21T19:08:32Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -196206,6 +204013,7 @@ https://github.com/jenkinsci/jenkins-scripts:
   last_checked: 1781736002.26145
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:02.261450+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -196242,6 +204050,7 @@ https://github.com/jenkinsci/jenkinsfile-runner:
   last_checked: 1779033425.041198
   needs_ai_refresh: true
   discovered_at: '2025-11-17T20:44:05Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -196277,6 +204086,7 @@ https://github.com/jenkinsci/jenkinsfile-runner-test-framework:
   last_checked: 1781735992.426853
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:39:52.426853+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -196312,6 +204122,7 @@ https://github.com/jenkinsci/jep/blob/master/jep/224/README.adoc:
   last_checked: 1779034233.166596
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:33.166596+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -196337,6 +204148,7 @@ https://github.com/jenkinsci/job-dsl-plugin:
   last_checked: 1779031401.86609
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:23:21.866090+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -196364,6 +204176,7 @@ https://github.com/jenkinsci/job-dsl-plugin/wiki:
   last_checked: 1779030354.655753
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:05:54.655753+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -196393,6 +204206,7 @@ https://github.com/jenkinsci/kubernetes-operator:
   last_checked: 1779033020.058938
   needs_ai_refresh: true
   discovered_at: '2026-06-14T08:28:27Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -196429,6 +204243,7 @@ https://github.com/jenkinsci/kubernetes-plugin:
   last_checked: 1779029514.106666
   needs_ai_refresh: true
   discovered_at: '2026-06-08T23:37:34Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -196465,6 +204280,7 @@ https://github.com/jenkinsci/opentelemetry-plugin:
   last_checked: 1779031231.371659
   needs_ai_refresh: true
   discovered_at: '2026-05-19T04:05:25Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -196502,6 +204318,7 @@ https://github.com/jenkinsci/performance-plugin:
   last_checked: 1779034502.550151
   needs_ai_refresh: true
   discovered_at: '2026-06-03T07:06:16Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -196540,6 +204357,7 @@ https://github.com/jenkinsci/pipeline-graph-view-plugin:
   last_checked: 1779033806.157859
   needs_ai_refresh: true
   discovered_at: '2026-06-14T00:52:59Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -196573,6 +204391,7 @@ https://github.com/jenkinsci/pipeline-utility-steps-plugin:
   last_checked: 1779030012.108608
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:12.108608+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -196600,6 +204419,7 @@ https://github.com/jenkinsci/plugin-installation-manager-tool:
   last_checked: 1779031340.291749
   needs_ai_refresh: true
   discovered_at: '2026-06-01T03:55:38Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -196637,6 +204457,7 @@ https://github.com/jenkinsci/plugin-installation-manager-tool/releases/tag/plugi
   last_checked: 1779031216.013009
   needs_ai_refresh: true
   discovered_at: '2026-06-01T03:55:38Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -196644,7 +204465,7 @@ https://github.com/jenkinsci/plugin-installation-manager-tool/releases/tag/plugi
   - Plugin Management
   - CLI Tooling
   tags:
-  - ENTERPRISE-STABLE
+  - '[COMMUNITY-TOOL]'
   v1_locations:
   - docs/jenkins.md
   v2_locations:
@@ -196672,6 +204493,7 @@ https://github.com/jenkinsci/plugin-pom:
   last_checked: 1779029142.884936
   needs_ai_refresh: true
   discovered_at: '2026-06-13T00:57:58Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -196707,6 +204529,7 @@ https://github.com/jenkinsci/plugin-pom/releases/tag/plugin-4.0:
   last_checked: 1779033101.354173
   needs_ai_refresh: true
   discovered_at: '2026-06-13T00:57:58Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -196714,7 +204537,7 @@ https://github.com/jenkinsci/plugin-pom/releases/tag/plugin-4.0:
   - Development Resources
   - Release Notes
   tags:
-  - GUIDE
+  - '[DE FACTO STANDARD]'
   v1_locations:
   - docs/jenkins.md
   v2_locations:
@@ -196742,6 +204565,7 @@ https://github.com/jenkinsci/prometheus-plugin:
   last_checked: 1779032243.478021
   needs_ai_refresh: true
   discovered_at: '2026-06-08T01:32:43Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -196778,6 +204602,7 @@ https://github.com/jenkinsci/pull-request-monitoring-plugin:
   last_checked: 1779030598.015875
   needs_ai_refresh: true
   discovered_at: '2025-06-26T13:41:45Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -196813,6 +204638,7 @@ https://github.com/jenkinsci/redis-fingerprint-storage-plugin:
   last_checked: 1779030865.538281
   needs_ai_refresh: true
   discovered_at: '2025-12-23T15:44:01Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -196848,6 +204674,7 @@ https://github.com/jenkinsci/remoting-opentelemetry-plugin:
   last_checked: 1779030855.392179
   needs_ai_refresh: true
   discovered_at: '2024-08-09T09:16:22Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -196881,6 +204708,7 @@ https://github.com/jenkinsci/remoting-opentelemetry-plugin/pull/40:
   last_checked: 1779033075.446872
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:51:15.446872+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -196910,6 +204738,7 @@ https://github.com/jenkinsci/robot-plugin:
   last_checked: 1779031426.061292
   needs_ai_refresh: true
   discovered_at: '2026-05-27T05:26:35Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -196943,6 +204772,7 @@ https://github.com/jenkinsci/tekton-client-plugin:
   last_checked: 1779033072.316253
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:12.316253+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -196970,6 +204800,7 @@ https://github.com/jenkinsci/url-filter-plugin:
   last_checked: 1779033045.312586
   needs_ai_refresh: true
   discovered_at: '2024-08-09T10:54:49Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -197006,6 +204837,7 @@ https://github.com/jertel/elastalert2:
   last_checked: 1779032556.660047
   needs_ai_refresh: true
   discovered_at: '2026-05-27T22:13:17Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -197044,6 +204876,7 @@ https://github.com/jesseduffield/lazydocker:
   last_checked: 1779034131.754352
   needs_ai_refresh: true
   discovered_at: '2026-04-19T02:51:06Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -197079,6 +204912,7 @@ https://github.com/jessfraz/branch-cleanup-action:
   last_checked: 1779032297.136722
   needs_ai_refresh: true
   discovered_at: '2022-03-02T13:52:50Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -197114,6 +204948,7 @@ https://github.com/jetify-com/launchpad:
   last_checked: 1779130495.024662
   needs_ai_refresh: true
   discovered_at: '2025-06-12T18:38:42Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -197140,13 +204975,14 @@ https://github.com/jetpack-io/launchpad:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: fb544dafd013392994d721cbd842e0e04d97d876292c2b1a3cd63cbc76dcb44f
   health_score: 100.0
   last_checked: 1779032833.611102
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:13.611102+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -197155,6 +204991,7 @@ https://github.com/jetpack-io/launchpad:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/jetify-com/launchpad
 https://github.com/jetstack/cert-manager:
   title: https://github.com/jetstack/cert-manager/
   description: ''
@@ -197165,13 +205002,14 @@ https://github.com/jetstack/cert-manager:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: d2ec3a0583b0d999c41e17df6d4ddf7762a9bc25a361a2a78db3913473d65e6f
   health_score: 100.0
   last_checked: 1779032525.09707
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:05.097070+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -197181,6 +205019,7 @@ https://github.com/jetstack/cert-manager:
   - docs/registries.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/cert-manager/cert-manager
 https://github.com/jetstack/jetstack-secure:
   title: "Jetstack Secure Agent \U0001F31F\U0001F31F"
   description: ''
@@ -197201,6 +205040,7 @@ https://github.com/jetstack/jetstack-secure:
   last_checked: 1779130494.940263
   needs_ai_refresh: true
   discovered_at: '2026-06-04T12:45:21Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -197238,6 +205078,7 @@ https://github.com/jetstack/kube-oidc-proxy:
   last_checked: 1779034580.610936
   needs_ai_refresh: true
   discovered_at: '2024-08-10T02:04:32Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -197264,13 +205105,14 @@ https://github.com/jetstack/preflight:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 585b79d16de68d144caafd446fe05aaf3dc652819129f7f06741494c70df6257
   health_score: 100.0
   last_checked: 1779030052.482332
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:52.482332+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -197279,6 +205121,7 @@ https://github.com/jetstack/preflight:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/jetstack/jetstack-secure
 https://github.com/jetstack/version-checker:
   title: vesion-checker
   description: ''
@@ -197298,6 +205141,7 @@ https://github.com/jetstack/version-checker:
   last_checked: 1779031618.64787
   needs_ai_refresh: true
   discovered_at: '2026-06-08T11:09:15Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -197331,6 +205175,7 @@ https://github.com/jglick/jk--:
   last_checked: 1779032556.755653
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:42:36.755653+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -197360,6 +205205,7 @@ https://github.com/jimmyraywv/awesome-eks:
   last_checked: 1781736123.325254
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:03.325254+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -197398,6 +205244,7 @@ https://github.com/jk8s/awesome-kubernetes:
   last_checked: 1781736123.200304
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:03.200304+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -197433,6 +205280,7 @@ https://github.com/jkcfg/jk:
   last_checked: 1779032462.791968
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:41:02.791968+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -197461,6 +205309,7 @@ https://github.com/jkosik/helm-decomposer:
   last_checked: 1781735960.744639
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:39:20.744639+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -197497,6 +205346,7 @@ https://github.com/jlevy/the-art-of-command-line:
   last_checked: 1781736068.277326
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:41:08.277326+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -197535,6 +205385,7 @@ https://github.com/jmfloreszazo/ghapp_demo/blob/main/README.es.md:
   last_checked: 1780352302.456788
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:18:22.456788+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -197572,6 +205423,7 @@ https://github.com/jmxtrans/jmxtrans:
   last_checked: 1779034582.288331
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:22.288331+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -197600,6 +205452,7 @@ https://github.com/johanhaleby/kubetail:
   last_checked: 1779031574.608697
   needs_ai_refresh: true
   discovered_at: '2026-06-12T09:21:55Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -197633,6 +205486,7 @@ https://github.com/johnkerl/miller:
   last_checked: 1779030091.432662
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:01:31.432662+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -197663,6 +205517,7 @@ https://github.com/johnlokerse/azure-bicep-cheat-sheet:
   last_checked: 1781735879.83603
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:37:59.836030+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -197698,6 +205553,7 @@ https://github.com/johnthebrit/CertificationMaterials:
   last_checked: 1781735879.692216
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:37:59.692216+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -197734,6 +205590,7 @@ https://github.com/joke2k/faker:
   last_checked: 1779031455.774915
   needs_ai_refresh: true
   discovered_at: '2026-06-10T20:53:39Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -197771,6 +205628,7 @@ https://github.com/jonleibowitz/awesome-digitalocean:
   last_checked: 1779033223.123076
   needs_ai_refresh: true
   discovered_at: '2021-04-30T21:49:21Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -197809,6 +205667,7 @@ https://github.com/jonmosco/kube-ps1:
   last_checked: 1779033101.231768
   needs_ai_refresh: true
   discovered_at: '2026-05-24T12:10:07Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -197844,6 +205703,7 @@ https://github.com/jonrau1/ElectricEye/blob/master/README.md:
   last_checked: 1779030842.798901
   needs_ai_refresh: true
   discovered_at: '2026-02-09T03:04:44Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -197879,6 +205739,7 @@ https://github.com/jordanwilson230/kubectl-plugins/tree/krew:
   last_checked: 1779033675.655803
   needs_ai_refresh: true
   discovered_at: '2024-06-27T06:00:21Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -197915,6 +205776,7 @@ https://github.com/jose-r-lopez/SSI_Infraestructure_Automation_Materials:
   last_checked: 1779130494.99681
   needs_ai_refresh: true
   discovered_at: '2022-08-22T19:38:44Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -197941,13 +205803,14 @@ https://github.com/jose-r-lopez/SSI_Materials:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 02dc341426843d53442e249db967495b816bfdce9092ec740ba46e6044ddca1a
   health_score: 100.0
   last_checked: 1779032257.448714
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:37.448714+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -197956,6 +205819,7 @@ https://github.com/jose-r-lopez/SSI_Materials:
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/jose-r-lopez/SSI_Infraestructure_Automation_Materials
 https://github.com/joseadanof/awesome-cloudnative-trainings:
   title: 'github.com/joseadanof: Awesome Cloud Native Trainings'
   description: ''
@@ -197976,6 +205840,7 @@ https://github.com/joseadanof/awesome-cloudnative-trainings:
   last_checked: 1781736123.141864
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:03.141864+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -198014,6 +205879,7 @@ https://github.com/joshnh/Git-Commands/blob/master/README.md:
   last_checked: 1781735889.871585
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:09.871585+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -198049,6 +205915,7 @@ https://github.com/joyrex2001/kubedock:
   last_checked: 1779032368.937987
   needs_ai_refresh: true
   discovered_at: '2026-06-09T18:34:26Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -198085,6 +205952,7 @@ https://github.com/joyrex2001/tekline:
   last_checked: 1779030230.819667
   needs_ai_refresh: true
   discovered_at: '2023-04-07T15:47:57Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -198120,6 +205988,7 @@ https://github.com/jpmens/jo:
   last_checked: 1779030015.257574
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:00:15.257574+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -198151,6 +206020,7 @@ https://github.com/jrockway/ekglue:
   last_checked: 1779033329.686252
   needs_ai_refresh: true
   discovered_at: '2023-10-25T22:38:52Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -198187,6 +206057,7 @@ https://github.com/jrussellfreelance/powershell-scripts:
   last_checked: 1781735880.014717
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:00.014717+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -198223,6 +206094,7 @@ https://github.com/jsmartin/ansible-tower-packer:
   last_checked: 1781735865.869308
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:37:45.869308+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -198259,6 +206131,7 @@ https://github.com/jthomperoo/custom-pod-autoscaler:
   last_checked: 1779031442.581368
   needs_ai_refresh: true
   discovered_at: '2026-03-26T12:21:45Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -198295,6 +206168,7 @@ https://github.com/jthomperoo/k8shorizmetrics:
   last_checked: 1779029124.116047
   needs_ai_refresh: true
   discovered_at: '2024-04-21T13:31:40Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -198331,6 +206205,7 @@ https://github.com/jthomperoo/predictive-horizontal-pod-autoscaler:
   last_checked: 1779031602.767424
   needs_ai_refresh: true
   discovered_at: '2023-10-11T23:24:48Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -198366,6 +206241,7 @@ https://github.com/junegunn/fzf:
   last_checked: 1779030564.129796
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:24.129796+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -198393,6 +206269,7 @@ https://github.com/jupyterlab/jupyter-ai:
   last_checked: 1779032388.80788
   needs_ai_refresh: true
   discovered_at: '2026-06-03T02:18:58Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -198429,6 +206306,7 @@ https://github.com/jwcesign/kubespider:
   last_checked: 1781736046.892255
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:46.892255+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -198464,6 +206342,7 @@ https://github.com/jyguyomarch/awesome-productivity:
   last_checked: 1779032780.070474
   needs_ai_refresh: true
   discovered_at: '2024-08-14T18:07:32Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -198502,6 +206381,7 @@ https://github.com/k0sproject/k0s:
   last_checked: 1779029367.172916
   needs_ai_refresh: true
   discovered_at: '2026-06-13T20:52:30Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -198539,6 +206419,7 @@ https://github.com/k3d-io/k3d:
   last_checked: 1779130494.939703
   needs_ai_refresh: true
   discovered_at: '2026-06-12T09:56:54Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -198576,6 +206457,7 @@ https://github.com/k3s-io/k3s-ansible:
   last_checked: 1779030932.040439
   needs_ai_refresh: true
   discovered_at: '2026-06-08T17:08:45Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -198612,6 +206494,7 @@ https://github.com/k8gb-io/k8gb:
   last_checked: 1779031164.462155
   needs_ai_refresh: true
   discovered_at: '2026-06-13T05:33:49Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -198647,6 +206530,7 @@ https://github.com/k8s-ruby/k8s-ruby:
   last_checked: 1779031810.247783
   needs_ai_refresh: true
   discovered_at: '2025-04-10T09:35:00Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -198684,6 +206568,7 @@ https://github.com/k8snetworkplumbingwg/multus-cni:
   last_checked: 1779032966.811693
   needs_ai_refresh: true
   discovered_at: '2026-06-11T13:59:02Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -198721,6 +206606,7 @@ https://github.com/k8spacket/k8spacket:
   last_checked: 1779032800.754556
   needs_ai_refresh: true
   discovered_at: '2026-05-12T11:01:07Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -198757,6 +206643,7 @@ https://github.com/k8spatterns/examples:
   last_checked: 1779032406.119477
   needs_ai_refresh: true
   discovered_at: '2026-03-29T04:12:06Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -198792,6 +206679,7 @@ https://github.com/k8spin/k8spin-operator:
   last_checked: 1779033092.790096
   needs_ai_refresh: true
   discovered_at: '2026-04-16T19:01:23Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -198825,6 +206713,7 @@ https://github.com/k8spin/k8spin-operator/projects/1:
   last_checked: 1779031497.962672
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:57.962672+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -198852,6 +206741,7 @@ https://github.com/k8tz/k8tz:
   last_checked: 1779032248.913329
   needs_ai_refresh: true
   discovered_at: '2026-03-07T16:40:30Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -198885,6 +206775,7 @@ https://github.com/k8zdev/k8z:
   last_checked: 1779032157.690827
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:57.690827+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -198910,6 +206801,7 @@ https://github.com/kabisa/k8s-workshop-in-a-box:
   last_checked: 1779030430.71471
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:07:10.714710+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -198938,6 +206830,7 @@ https://github.com/kadalu/kadalu:
   last_checked: 1779031087.189461
   needs_ai_refresh: true
   discovered_at: '2026-02-10T23:35:35Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -198975,6 +206868,7 @@ https://github.com/kahun/awesome-sysadmin:
   last_checked: 1779033218.507829
   needs_ai_refresh: true
   discovered_at: '2024-03-26T23:45:17Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -199014,6 +206908,7 @@ https://github.com/kairos-io/kairos:
   last_checked: 1779032213.782843
   needs_ai_refresh: true
   discovered_at: '2026-06-12T06:00:33Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -199040,13 +206935,14 @@ https://github.com/kakao/ipvs-node-controller:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 82eada97cb961d58c9ae7567e680a807a48c3f9d238d8cf66f7d4d45588549bb
   health_score: 100.0
   last_checked: 1779032902.841239
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:22.841239+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -199055,6 +206951,7 @@ https://github.com/kakao/ipvs-node-controller:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/kakao/network-node-manager
 https://github.com/kakao/network-node-manager:
   title: Network Node Manager
   description: ''
@@ -199076,6 +206973,7 @@ https://github.com/kakao/network-node-manager:
   last_checked: 1779030462.615203
   needs_ai_refresh: true
   discovered_at: '2023-06-27T08:35:15Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -199112,6 +207010,7 @@ https://github.com/kapicorp/tesoro:
   last_checked: 1779034462.087596
   needs_ai_refresh: true
   discovered_at: '2024-12-23T09:15:23Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -199149,6 +207048,7 @@ https://github.com/karampok/dnsconfig-injector:
   last_checked: 1779029689.705866
   needs_ai_refresh: true
   discovered_at: '2023-01-19T14:35:31Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -199185,6 +207085,7 @@ https://github.com/kareem-elsayed/k8s-alerts:
   last_checked: 1779032224.12209
   needs_ai_refresh: true
   discovered_at: '2020-06-07T11:13:50Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -199222,6 +207123,7 @@ https://github.com/karmab/autolabeller:
   last_checked: 1781736046.88041
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:46.880410+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -199258,6 +207160,7 @@ https://github.com/karmada-io/karmada:
   last_checked: 1779033575.824847
   needs_ai_refresh: true
   discovered_at: '2026-06-09T12:30:28Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -199294,6 +207197,7 @@ https://github.com/kaysalawu/azure-network-terraform:
   last_checked: 1779031567.46959
   needs_ai_refresh: true
   discovered_at: '2025-03-03T18:27:43Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -199331,6 +207235,7 @@ https://github.com/kbrew-dev/kbrew:
   last_checked: 1779032337.972297
   needs_ai_refresh: true
   discovered_at: '2023-02-25T08:32:05Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -199368,6 +207273,7 @@ https://github.com/kbst/terraform-kubestack:
   last_checked: 1779030119.788345
   needs_ai_refresh: true
   discovered_at: '2026-03-05T13:40:32Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -199404,6 +207310,7 @@ https://github.com/kbterm/kubeterm:
   last_checked: 1779031677.113731
   needs_ai_refresh: true
   discovered_at: '2026-06-11T09:32:39Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -199446,6 +207353,7 @@ https://github.com/kcp-dev/kcp:
   last_checked: 1779034217.724435
   needs_ai_refresh: true
   discovered_at: '2026-06-12T13:16:58Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -199482,6 +207390,7 @@ https://github.com/kedacore/keda/issues/2214:
   last_checked: 1779033783.111333
   needs_ai_refresh: true
   discovered_at: '2026-06-11T15:09:37Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -199517,6 +207426,7 @@ https://github.com/keel-hq/keel:
   last_checked: 1779031677.030132
   needs_ai_refresh: true
   discovered_at: '2026-02-26T08:30:36Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -199544,13 +207454,14 @@ https://github.com/kei6u/kubectl-secret-data:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 4f17bac8559850f882932f44aa46901c1522e3dfe247b35a7aee9e3da1d8ae30
   health_score: 100.0
   last_checked: 1779033296.271281
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:56.271281+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -199560,6 +207471,7 @@ https://github.com/kei6u/kubectl-secret-data:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/keisku/kubectl-secretdata
 https://github.com/keikoproj/upgrade-manager:
   title: RollingUpgrade
   description: ''
@@ -199579,6 +207491,7 @@ https://github.com/keikoproj/upgrade-manager:
   last_checked: 1779031850.554892
   needs_ai_refresh: true
   discovered_at: '2026-06-08T15:58:15Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -199614,6 +207527,7 @@ https://github.com/keisku/kubectl-explore:
   last_checked: 1779033570.325479
   needs_ai_refresh: true
   discovered_at: '2025-11-10T02:10:45Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -199650,6 +207564,7 @@ https://github.com/keisku/kubectl-secretdata:
   last_checked: 1779130494.920604
   needs_ai_refresh: true
   discovered_at: '2024-10-10T04:57:50Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -199685,6 +207600,7 @@ https://github.com/kellyjonbrazil/jc:
   last_checked: 1779029941.176151
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:59:01.176151+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -199715,6 +207631,7 @@ https://github.com/kelseyhightower/cmd-tutorial:
   last_checked: 1781735865.869592
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:37:45.869592+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -199752,6 +207669,7 @@ https://github.com/kelseyhightower/kubernetes-the-hard-way:
   last_checked: 1779030473.564335
   needs_ai_refresh: true
   discovered_at: '2025-04-10T06:11:47Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -199788,6 +207706,7 @@ https://github.com/kelseyhightower/nocode:
   last_checked: 1779033025.326648
   needs_ai_refresh: true
   discovered_at: '2024-08-07T03:19:12Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -199824,6 +207743,7 @@ https://github.com/kelseyhightower/serverless-vault-with-cloud-run:
   last_checked: 1779034425.148872
   needs_ai_refresh: true
   discovered_at: '2022-04-28T16:47:21Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -199860,6 +207780,7 @@ https://github.com/keptn-sandbox/keptn-jenkins-library:
   last_checked: 1779034395.300973
   needs_ai_refresh: true
   discovered_at: '2026-06-09T16:52:44Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -199895,6 +207816,7 @@ https://github.com/keptn-sandbox/keptn-on-k3s:
   last_checked: 1779032455.911994
   needs_ai_refresh: true
   discovered_at: '2022-12-27T14:14:06Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -199931,6 +207853,7 @@ https://github.com/keptn-sandbox/keptn-on-k3s/blob/master/README-KeptnForDynatra
   last_checked: 1779030526.045737
   needs_ai_refresh: true
   discovered_at: '2022-12-27T14:14:06Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -199938,7 +207861,7 @@ https://github.com/keptn-sandbox/keptn-on-k3s/blob/master/README-KeptnForDynatra
   - Local Environments
   - K3s Sandboxing
   tags:
-  - COMMUNITY-TOOL
+  - '[COMMUNITY-TOOL]'
   v1_locations:
   - docs/keptn.md
   v2_locations:
@@ -199967,6 +207890,7 @@ https://github.com/kevincobain2000/gobrew:
   last_checked: 1779029421.811702
   needs_ai_refresh: true
   discovered_at: '2026-06-13T15:32:25Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -200004,6 +207928,7 @@ https://github.com/kgamanji/cluster-api-helm-chart:
   last_checked: 1779033716.253236
   needs_ai_refresh: true
   discovered_at: '2022-12-07T05:00:25Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -200039,6 +207964,7 @@ https://github.com/kiali/kiali:
   last_checked: 1779030986.632362
   needs_ai_refresh: true
   discovered_at: '2026-06-12T17:36:45Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -200075,6 +208001,7 @@ https://github.com/kingdonb/kubectl-exec-user:
   last_checked: 1781736047.00281
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:47.002810+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -200101,13 +208028,14 @@ https://github.com/kinvolk/inspektor-gadget:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: f2b33444b25b2d021b45dfefe08c669eb5633f7ac86803ee810e3eec7301d02a
   health_score: 100.0
   last_checked: 1779030504.027143
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:24.027143+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -200116,6 +208044,7 @@ https://github.com/kinvolk/inspektor-gadget:
   - docs/kubernetes-troubleshooting.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/inspektor-gadget/inspektor-gadget
 https://github.com/kiosk-sh/kiosk:
   title: null
   description: null
@@ -200126,13 +208055,14 @@ https://github.com/kiosk-sh/kiosk:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 3d44b8ef74793fa5b29417df1d455e93cae77e5cdb31c72527fecdb4ad0231e8
   health_score: 100.0
   last_checked: 1779030361.39409
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:01.394090+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -200141,6 +208071,7 @@ https://github.com/kiosk-sh/kiosk:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/loft-sh/kiosk
 https://github.com/kislyuk/yq:
   title: kislyuk/yq
   description: ''
@@ -200160,6 +208091,7 @@ https://github.com/kislyuk/yq:
   last_checked: 1779034296.137369
   needs_ai_refresh: true
   discovered_at: '2026-01-02T08:37:10Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -200198,6 +208130,7 @@ https://github.com/kkdai/youtube:
   last_checked: 1779032198.350289
   needs_ai_refresh: true
   discovered_at: '2026-06-02T17:30:31Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -200233,6 +208166,7 @@ https://github.com/kloeckner-i/db-auth-gateway:
   last_checked: 1779029941.34826
   needs_ai_refresh: true
   discovered_at: '2023-03-28T07:15:17Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -200269,6 +208203,7 @@ https://github.com/kloeckner-i/db-operator:
   last_checked: 1779033658.748392
   needs_ai_refresh: true
   discovered_at: '2025-07-21T12:46:30Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -200305,6 +208240,7 @@ https://github.com/knative-extensions/net-kourier:
   last_checked: 1779130495.012744
   needs_ai_refresh: true
   discovered_at: '2026-06-02T15:15:15Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -200338,6 +208274,7 @@ https://github.com/knative-sandbox/net-kourier:
   last_checked: 1779034038.342531
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:18.342531+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -200365,6 +208302,7 @@ https://github.com/knative/client:
   last_checked: 1779032835.416969
   needs_ai_refresh: true
   discovered_at: '2026-06-11T15:10:27Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -200400,6 +208338,7 @@ https://github.com/knight42/kubectl-blame:
   last_checked: 1779030025.068255
   needs_ai_refresh: true
   discovered_at: '2026-06-02T13:24:17Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -200436,6 +208375,7 @@ https://github.com/knorrie/network-examples:
   last_checked: 1779032034.958067
   needs_ai_refresh: true
   discovered_at: '2024-02-04T21:52:41Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -200471,6 +208411,7 @@ https://github.com/ko-build/ko:
   last_checked: 1779130494.965632
   needs_ai_refresh: true
   discovered_at: '2026-06-12T01:03:51Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -200507,6 +208448,7 @@ https://github.com/kodemore/chili:
   last_checked: 1779031414.921624
   needs_ai_refresh: true
   discovered_at: '2024-05-28T05:13:49Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -200543,6 +208485,7 @@ https://github.com/kohsuke/petclinic/blob/master/Jenkinsfile:
   last_checked: 1781735920.995517
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:40.995517+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -200579,6 +208522,7 @@ https://github.com/komodorio/helm-dashboard:
   last_checked: 1779030779.54871
   needs_ai_refresh: true
   discovered_at: '2026-06-03T21:49:35Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -200616,6 +208560,7 @@ https://github.com/komodorio/validkube:
   last_checked: 1779032455.833344
   needs_ai_refresh: true
   discovered_at: '2024-01-29T10:11:28Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -200652,6 +208597,7 @@ https://github.com/konstructio/kubefirst:
   last_checked: 1779130494.982417
   needs_ai_refresh: true
   discovered_at: '2026-02-25T19:51:46Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -200689,6 +208635,7 @@ https://github.com/konstruktoid/ansible-hvault-inventory:
   last_checked: 1779029507.760258
   needs_ai_refresh: true
   discovered_at: '2026-04-12T19:45:50Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -200724,6 +208671,7 @@ https://github.com/konveyor:
   last_checked: 1779034350.077446
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:12:30.077446+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -200750,13 +208698,14 @@ https://github.com/konveyor/crane:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 83ef4f8b717bc517775d9fc9e196f9272f13a5e6367584467916a86f707fc11b
   health_score: 100.0
   last_checked: 1779033570.623427
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:30.623427+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -200765,6 +208714,7 @@ https://github.com/konveyor/crane:
   - docs/kubernetes-backup-migrations.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/migtools/crane
 https://github.com/konveyor/move2kube:
   title: "Move2Kube \U0001F31F"
   description: ''
@@ -200784,6 +208734,7 @@ https://github.com/konveyor/move2kube:
   last_checked: 1779033759.689239
   needs_ai_refresh: true
   discovered_at: '2025-03-06T14:02:34Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -200819,6 +208770,7 @@ https://github.com/kootenpv/yagmail:
   last_checked: 1779030025.187475
   needs_ai_refresh: true
   discovered_at: '2026-05-26T10:43:15Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -200854,6 +208806,7 @@ https://github.com/koslib/awesome-containerized-security:
   last_checked: 1781736123.038667
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:03.038667+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -200893,6 +208846,7 @@ https://github.com/kostis-codefresh/gitops-environment-promotion:
   last_checked: 1781736057.371729
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:57.371729+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -200928,6 +208882,7 @@ https://github.com/kotalco/kotal:
   last_checked: 1779033612.463526
   needs_ai_refresh: true
   discovered_at: '2024-05-04T16:17:07Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -200964,6 +208919,7 @@ https://github.com/krateoplatformops/krateo:
   last_checked: 1781736047.150831
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:47.150831+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -200998,6 +208954,7 @@ https://github.com/krestomatio/keydb-operator:
   last_checked: 1779032074.799409
   needs_ai_refresh: true
   discovered_at: '2026-06-10T04:20:54Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -201025,13 +208982,14 @@ https://github.com/kris-nova/kaar:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: c3fb2c8d9110d944e2f368f46734872a1f882009320f7df82d3872d1ad20f692
   health_score: 100.0
   last_checked: 1779034346.375639
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:26.375639+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -201040,6 +208998,7 @@ https://github.com/kris-nova/kaar:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/krisnova/kaar
 https://github.com/kris-nova/naml:
   title: 'naml: Not another markup language'
   description: ''
@@ -201050,13 +209009,14 @@ https://github.com/kris-nova/naml:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 7ad4390e9ee29e70addd2a40691210c3205fec47d7bf919ecf3325a4f28c6c35
   health_score: 100.0
   last_checked: 1779032035.135019
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:55.135019+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -201065,6 +209025,7 @@ https://github.com/kris-nova/naml:
   - docs/yaml.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/krisnova/naml
 https://github.com/krisnova/kaar:
   title: kris-nova/kaar
   description: ''
@@ -201084,6 +209045,7 @@ https://github.com/krisnova/kaar:
   last_checked: 1779130494.947146
   needs_ai_refresh: true
   discovered_at: '2022-05-04T14:27:12Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -201119,6 +209081,7 @@ https://github.com/krisnova/naml:
   last_checked: 1779130495.003469
   needs_ai_refresh: true
   discovered_at: '2023-07-21T08:28:22Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -201157,6 +209120,7 @@ https://github.com/kristofferandreasen/awesome-azure:
   last_checked: 1781736123.245156
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:03.245156+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -201194,6 +209158,7 @@ https://github.com/ksctl/ksctl:
   last_checked: 1779130494.977977
   needs_ai_refresh: true
   discovered_at: '2026-05-23T18:26:04Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -201229,6 +209194,7 @@ https://github.com/kserve/kserve:
   last_checked: 1779130494.984276
   needs_ai_refresh: true
   discovered_at: '2026-06-12T20:20:45Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -201265,6 +209231,7 @@ https://github.com/ksoclabs/awesome-kubernetes-security:
   last_checked: 1781736123.142089
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:03.142089+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -201304,6 +209271,7 @@ https://github.com/ktock/buildg:
   last_checked: 1779029371.783109
   needs_ai_refresh: true
   discovered_at: '2026-05-07T20:04:29Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -201339,6 +209307,7 @@ https://github.com/kube-aws/kube-spot-termination-notice-handler:
   last_checked: 1779031796.87737
   needs_ai_refresh: true
   discovered_at: '2023-10-25T14:47:15Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -201374,6 +209343,7 @@ https://github.com/kube-burner/kube-burner:
   last_checked: 1779130494.921871
   needs_ai_refresh: true
   discovered_at: '2026-06-08T17:51:22Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -201410,6 +209380,7 @@ https://github.com/kube-logging/logging-operator:
   last_checked: 1779034332.957468
   needs_ai_refresh: true
   discovered_at: '2026-06-12T22:04:47Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -201445,6 +209416,7 @@ https://github.com/kube-ns-suspender/kube-ns-suspender:
   last_checked: 1779130495.019977
   needs_ai_refresh: true
   discovered_at: '2025-03-14T17:43:03Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -201481,6 +209453,7 @@ https://github.com/kube-vip/kube-vip:
   last_checked: 1779032344.417814
   needs_ai_refresh: true
   discovered_at: '2026-06-12T16:06:14Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -201517,6 +209490,7 @@ https://github.com/kubecfg/kubecfg:
   last_checked: 1779030928.347524
   needs_ai_refresh: true
   discovered_at: '2026-06-13T19:50:28Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -201552,6 +209526,7 @@ https://github.com/kubecost/cluster-turndown:
   last_checked: 1779030711.63564
   needs_ai_refresh: true
   discovered_at: '2026-06-05T18:19:12Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -201579,13 +209554,14 @@ https://github.com/kubecost/cost-model:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 58b4fe6b649a9ae98023875b36520bd325ac12c7463a430cb57e7371638722be
   health_score: 100.0
   last_checked: 1779029917.099854
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:37.099854+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -201594,6 +209570,7 @@ https://github.com/kubecost/cost-model:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/opencost/opencost
 https://github.com/kubecost/kubectl-cost:
   title: kubectl-cost
   description: ''
@@ -201613,6 +209590,7 @@ https://github.com/kubecost/kubectl-cost:
   last_checked: 1779032575.224134
   needs_ai_refresh: true
   discovered_at: '2026-06-10T22:50:27Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -201639,13 +209617,14 @@ https://github.com/kubefirst/kubefirst:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 31774c4cfb73bc62c2093b13e555883036b61bd91bcf976a301b586e31aef091
   health_score: 100.0
   last_checked: 1779031697.007543
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:17.007543+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -201654,6 +209633,7 @@ https://github.com/kubefirst/kubefirst:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/konstructio/kubefirst
 https://github.com/kubeflow/kfserving:
   title: "KFServing \U0001F31F"
   description: ''
@@ -201671,6 +209651,7 @@ https://github.com/kubeflow/kfserving:
   last_checked: 1779033675.654738
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:15.654738+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -201698,6 +209679,7 @@ https://github.com/kubeguard/guard:
   last_checked: 1779130494.968448
   needs_ai_refresh: true
   discovered_at: '2026-05-21T15:29:07Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -201734,6 +209716,7 @@ https://github.com/kubehelper/kubehelper:
   last_checked: 1779034497.999488
   needs_ai_refresh: true
   discovered_at: '2021-02-15T13:27:24Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -201763,13 +209746,14 @@ https://github.com/kubeinit/kubeinit:
   resource_type: Repository
   complexity: Advanced
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 30030a2ad117765656888aa3efc1f8a879dd1cab246b8bed321c75e6869c73f3
   health_score: 100.0
   last_checked: 1779033845.208855
   needs_ai_refresh: true
   discovered_at: '2025-12-05T21:26:59Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -201787,6 +209771,7 @@ https://github.com/kubeinit/kubeinit:
   gh_license: Apache-2.0
   gh_pushed: '2025-12-05T21:26:59Z'
   gh_stars: 222
+  duplicate_of: https://github.com/Kubeinit/kubeinit
 https://github.com/kubemq-io/kubemq-community:
   title: "github.com/kubemq-io/kubemq-community \U0001F31F"
   description: ''
@@ -201806,6 +209791,7 @@ https://github.com/kubemq-io/kubemq-community:
   last_checked: 1779034233.066179
   needs_ai_refresh: true
   discovered_at: '2023-02-18T04:16:19Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -201841,6 +209827,7 @@ https://github.com/kubenav/kubenav:
   last_checked: 1779029380.298198
   needs_ai_refresh: true
   discovered_at: '2026-06-01T01:46:56Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -201867,13 +209854,14 @@ https://github.com/kubeops/config-syncer:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 534fd5b271e0124f649c91c528558cefbfb1f2c94aecde0f4746e6fdcb8a1509
   health_score: 100.0
   last_checked: 1779031521.229441
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:21.229441+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -201882,6 +209870,7 @@ https://github.com/kubeops/config-syncer:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/config-syncer/config-syncer
 https://github.com/kubeops/ui-server:
   title: identity-server
   description: ''
@@ -201901,6 +209890,7 @@ https://github.com/kubeops/ui-server:
   last_checked: 1779130495.000866
   needs_ai_refresh: true
   discovered_at: '2026-06-13T03:45:28Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -201937,6 +209927,7 @@ https://github.com/kubeopsskills/cloud-secret-resolvers:
   last_checked: 1779030711.75199
   needs_ai_refresh: true
   discovered_at: '2022-06-22T10:39:05Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -201972,6 +209963,7 @@ https://github.com/kubepack/chart-doc-gen:
   last_checked: 1779030803.400585
   needs_ai_refresh: true
   discovered_at: '2026-05-16T02:01:15Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -202009,6 +210001,7 @@ https://github.com/kubepug/kubepug:
   last_checked: 1779032055.037126
   needs_ai_refresh: true
   discovered_at: '2026-06-08T09:31:44Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -202045,6 +210038,7 @@ https://github.com/kubereboot/kured:
   last_checked: 1779031564.563088
   needs_ai_refresh: true
   discovered_at: '2026-06-11T21:26:44Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -202080,6 +210074,7 @@ https://github.com/kuberhealthy/kuberhealthy:
   last_checked: 1779130495.003976
   needs_ai_refresh: true
   discovered_at: '2026-06-02T05:58:58Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -202118,6 +210113,7 @@ https://github.com/kuberlogic/kuberlogic:
   last_checked: 1779032159.864716
   needs_ai_refresh: true
   discovered_at: '2022-10-26T14:38:18Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -202153,6 +210149,7 @@ https://github.com/kubermatic/fubectl:
   last_checked: 1779034139.708854
   needs_ai_refresh: true
   discovered_at: '2026-02-18T08:38:54Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -202191,6 +210188,7 @@ https://github.com/kubermatic/kubecarrier:
   last_checked: 1779032372.197865
   needs_ai_refresh: true
   discovered_at: '2023-07-05T20:56:40Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -202230,6 +210228,7 @@ https://github.com/kubermatic/kubeone:
   last_checked: 1779031046.331811
   needs_ai_refresh: true
   discovered_at: '2026-06-03T21:13:34Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -202258,13 +210257,14 @@ https://github.com/kubernetes-client:
   resource_type: Repository Directory
   complexity: Advanced
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: f9afe847a27cfed4f08ab1bf87f4a7913f0636f1d90aa7aae6309ad7aa645ac6
   health_score: 100.0
   last_checked: 1779033782.454555
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:03:02.454555+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -202281,6 +210281,7 @@ https://github.com/kubernetes-client:
   gh_stars: 0
   gh_pushed: N/A
   gh_license: N/A
+  duplicate_of: https://github.com/kubernetes-client/python
 https://github.com/kubernetes-client/go:
   title: 'kubernetes-client/go: OpenAPI based Generated Go client for Kubernetes'
   description: ''
@@ -202300,6 +210301,7 @@ https://github.com/kubernetes-client/go:
   last_checked: 1779034013.134598
   needs_ai_refresh: true
   discovered_at: '2022-03-08T08:27:45Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -202335,6 +210337,7 @@ https://github.com/kubernetes-client/java:
   last_checked: 1779030132.832681
   needs_ai_refresh: true
   discovered_at: '2026-06-12T18:36:31Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -202370,6 +210373,7 @@ https://github.com/kubernetes-client/python:
   last_checked: 1779029295.10066
   needs_ai_refresh: true
   discovered_at: '2026-06-08T03:02:20Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -202405,6 +210409,7 @@ https://github.com/kubernetes-client/python-base:
   last_checked: 1779032802.589567
   needs_ai_refresh: true
   discovered_at: '2022-02-25T23:19:26Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -202441,6 +210446,7 @@ https://github.com/kubernetes-course/container_workshops:
   last_checked: 1781735910.789828
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:30.789828+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -202470,13 +210476,14 @@ https://github.com/kubernetes-csi:
   resource_type: Repository
   complexity: High
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: e980d53aee55061c19050394117f47d9ecf6c911d4e7c26dfc046f77129d5b77
   health_score: 100.0
   last_checked: 1779031109.212316
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:18:29.212316+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -202493,6 +210500,7 @@ https://github.com/kubernetes-csi:
   gh_stars: 0
   gh_pushed: N/A
   gh_license: N/A
+  duplicate_of: https://github.com/kubernetes-client
 https://github.com/kubernetes-csi/csi-driver-smb:
   title: SMB CSI Driver for Kubernetes
   description: ''
@@ -202513,6 +210521,7 @@ https://github.com/kubernetes-csi/csi-driver-smb:
   last_checked: 1779033259.194582
   needs_ai_refresh: true
   discovered_at: '2026-06-14T07:10:30Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -202550,6 +210559,7 @@ https://github.com/kubernetes-retired/etcdadm:
   last_checked: 1779130494.930862
   needs_ai_refresh: true
   discovered_at: '2024-04-29T17:19:53Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -202586,6 +210596,7 @@ https://github.com/kubernetes-retired/frakti:
   last_checked: 1779130494.978545
   needs_ai_refresh: true
   discovered_at: '2020-12-15T16:30:13Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -202625,6 +210636,7 @@ https://github.com/kubernetes-retired/hierarchical-namespaces:
   last_checked: 1779130494.963217
   needs_ai_refresh: true
   discovered_at: '2025-04-07T00:22:00Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -202662,6 +210674,7 @@ https://github.com/kubernetes-retired/kpng:
   last_checked: 1779130494.947056
   needs_ai_refresh: true
   discovered_at: '2024-07-09T05:36:20Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -202698,6 +210711,7 @@ https://github.com/kubernetes-retired/kube-batch:
   last_checked: 1779130494.995016
   needs_ai_refresh: true
   discovered_at: '2023-05-22T13:50:02Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -202734,6 +210748,7 @@ https://github.com/kubernetes-retired/kubefed:
   last_checked: 1779130494.965233
   needs_ai_refresh: true
   discovered_at: '2023-03-24T21:50:24Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -202769,6 +210784,7 @@ https://github.com/kubernetes-retired/kui:
   last_checked: 1779130494.955297
   needs_ai_refresh: true
   discovered_at: '2025-07-12T22:06:01Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -202804,6 +210820,7 @@ https://github.com/kubernetes-retired/multi-tenancy/tree/master/incubator/hnc:
   last_checked: 1779130494.986157
   needs_ai_refresh: true
   discovered_at: '2023-05-11T21:17:56Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -202840,6 +210857,7 @@ https://github.com/kubernetes-sigs:
   last_checked: 1779032173.421005
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:36:13.421005+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -202877,6 +210895,7 @@ https://github.com/kubernetes-sigs/aws-load-balancer-controller:
   last_checked: 1779031983.498846
   needs_ai_refresh: true
   discovered_at: '2026-06-12T20:36:48Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -202913,6 +210932,7 @@ https://github.com/kubernetes-sigs/cluster-addons:
   last_checked: 1779032046.743348
   needs_ai_refresh: true
   discovered_at: '2023-04-24T19:59:04Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -202946,6 +210966,7 @@ https://github.com/kubernetes-sigs/cluster-api:
   last_checked: 1779033092.913432
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:51:32.913432+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -202974,6 +210995,7 @@ https://github.com/kubernetes-sigs/descheduler:
   last_checked: 1779031825.604278
   needs_ai_refresh: true
   discovered_at: '2026-06-08T10:13:47Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -203012,6 +211034,7 @@ https://github.com/kubernetes-sigs/e2e-framework:
   last_checked: 1779030609.31161
   needs_ai_refresh: true
   discovered_at: '2026-06-08T05:52:53Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -203038,13 +211061,14 @@ https://github.com/kubernetes-sigs/etcdadm:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 2d9d6d5df7237724e18b45213219f932e33df0f5e6ed2088e49a9810934be1b7
   health_score: 100.0
   last_checked: 1779030507.484024
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:27.484024+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -203053,6 +211077,7 @@ https://github.com/kubernetes-sigs/etcdadm:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/kubernetes-retired/etcdadm
 https://github.com/kubernetes-sigs/external-dns:
   title: external-dns
   description: ''
@@ -203072,6 +211097,7 @@ https://github.com/kubernetes-sigs/external-dns:
   last_checked: 1779033567.480246
   needs_ai_refresh: true
   discovered_at: '2026-06-13T21:06:32Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -203107,6 +211133,7 @@ https://github.com/kubernetes-sigs/gateway-api:
   last_checked: 1779030680.910423
   needs_ai_refresh: true
   discovered_at: '2026-06-12T20:16:49Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -203138,13 +211165,14 @@ https://github.com/kubernetes-sigs/hierarchical-namespaces:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: fdef75e2a80bfc946c00b02248b0c35953ca426910893e9e23b1357f8c72b720
   health_score: 100.0
   last_checked: 1779029378.305644
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:38.305644+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -203153,6 +211181,7 @@ https://github.com/kubernetes-sigs/hierarchical-namespaces:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/kubernetes-retired/hierarchical-namespaces
 https://github.com/kubernetes-sigs/ingate:
   title: 'InGate: Ingress & Gateway API Controller (Archived)'
   description: ''
@@ -203172,6 +211201,7 @@ https://github.com/kubernetes-sigs/ingate:
   last_checked: 1779030330.712169
   needs_ai_refresh: true
   discovered_at: '2026-03-17T07:49:06Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -203211,6 +211241,7 @@ https://github.com/kubernetes-sigs/kind:
   last_checked: 1779029056.947225
   needs_ai_refresh: true
   discovered_at: '2026-06-12T19:04:50Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -203239,13 +211270,14 @@ https://github.com/kubernetes-sigs/kpng:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 7d3870e0793fbcc96741fe8d5f173130b7a149ab0a111b8364313de86f0bd7b3
   health_score: 100.0
   last_checked: 1779031983.520838
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:03.520838+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -203254,6 +211286,7 @@ https://github.com/kubernetes-sigs/kpng:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/kubernetes-retired/kpng
 https://github.com/kubernetes-sigs/krew-index/blob/master/plugins.md:
   title: Available kubectl plugins
   description: ''
@@ -203274,6 +211307,7 @@ https://github.com/kubernetes-sigs/krew-index/blob/master/plugins.md:
   last_checked: 1779031186.28168
   needs_ai_refresh: true
   discovered_at: '2026-06-14T05:18:33Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -203303,13 +211337,14 @@ https://github.com/kubernetes-sigs/kube-batch:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 8f3a4116d27d5d5d955755a2f759f9f2c74506091c12304ed423e70c43c52594
   health_score: 100.0
   last_checked: 1779034098.043934
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:18.043934+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -203318,6 +211353,7 @@ https://github.com/kubernetes-sigs/kube-batch:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/kubernetes-retired/kube-batch
 https://github.com/kubernetes-sigs/kube-scheduler-simulator:
   title: kube-scheduler-simulator
   description: ''
@@ -203339,6 +211375,7 @@ https://github.com/kubernetes-sigs/kube-scheduler-simulator:
   last_checked: 1779032640.460401
   needs_ai_refresh: true
   discovered_at: '2025-09-21T04:10:12Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -203375,6 +211412,7 @@ https://github.com/kubernetes-sigs/kubebuilder:
   last_checked: 1779029113.646731
   needs_ai_refresh: true
   discovered_at: '2026-06-12T23:52:37Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -203401,13 +211439,14 @@ https://github.com/kubernetes-sigs/kubefed:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 1fb43d0721e6c5e4842baa866b9078f0369982e1f3128feba39e5aa5c4e764f5
   health_score: 100.0
   last_checked: 1779029466.910229
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:06.910229+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -203416,6 +211455,7 @@ https://github.com/kubernetes-sigs/kubefed:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/kubernetes-retired/kubefed
 https://github.com/kubernetes-sigs/kubespray:
   title: '**Kubespray**'
   description: ''
@@ -203436,6 +211476,7 @@ https://github.com/kubernetes-sigs/kubespray:
   last_checked: 1779032835.330396
   needs_ai_refresh: true
   discovered_at: '2026-06-14T08:26:33Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -203473,6 +211514,7 @@ https://github.com/kubernetes-sigs/kueue:
   last_checked: 1779031535.980882
   needs_ai_refresh: true
   discovered_at: '2026-06-12T20:30:47Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -203509,6 +211551,7 @@ https://github.com/kubernetes-sigs/kueue/releases/tag/v0.14.0:
   last_checked: 1779031652.538246
   needs_ai_refresh: true
   discovered_at: '2026-06-12T20:30:47Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -203516,8 +211559,7 @@ https://github.com/kubernetes-sigs/kueue/releases/tag/v0.14.0:
   - Job Scheduling
   - Batch Workloads
   tags:
-  - ENTERPRISE-STABLE
-  - EMERGING
+  - '[ENTERPRISE-STABLE]'
   v1_locations:
   - docs/kubernetes-operators-controllers.md
   - docs/kubernetes-releases.md
@@ -203540,13 +211582,14 @@ https://github.com/kubernetes-sigs/kui:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 651b6b6f7dee57a12e65301913f8e02bb09e0449ec4a332b016d3a3a47cd8de3
   health_score: 100.0
   last_checked: 1779033770.970703
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:50.970703+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -203555,6 +211598,7 @@ https://github.com/kubernetes-sigs/kui:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/kubernetes-retired/kui
 https://github.com/kubernetes-sigs/kustomize:
   title: kustomize
   description: ''
@@ -203575,6 +211619,7 @@ https://github.com/kubernetes-sigs/kustomize:
   last_checked: 1779034487.386097
   needs_ai_refresh: true
   discovered_at: '2026-06-08T00:42:31Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -203611,6 +211656,7 @@ https://github.com/kubernetes-sigs/kwok:
   last_checked: 1779031113.909528
   needs_ai_refresh: true
   discovered_at: '2026-06-12T07:32:24Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -203637,13 +211683,14 @@ https://github.com/kubernetes-sigs/multi-tenancy/tree/master/incubator/hnc:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 472ed291b401f1602c7f3f23c55bdc896cd4ba1ada9a4ae6ada6eed916164c77
   health_score: 100.0
   last_checked: 1779029061.35295
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:21.352950+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -203652,6 +211699,7 @@ https://github.com/kubernetes-sigs/multi-tenancy/tree/master/incubator/hnc:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/kubernetes-retired/multi-tenancy/tree/master/incubator/hnc
 https://github.com/kubernetes-sigs/nfs-ganesha-server-and-external-provisioner:
   title: 'github.com: NFS Ganesha server and external provisioner'
   description: ''
@@ -203673,6 +211721,7 @@ https://github.com/kubernetes-sigs/nfs-ganesha-server-and-external-provisioner:
   last_checked: 1779034208.718173
   needs_ai_refresh: true
   discovered_at: '2026-03-31T17:50:19Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -203710,6 +211759,7 @@ https://github.com/kubernetes-sigs/nfs-subdir-external-provisioner:
   last_checked: 1779034558.482356
   needs_ai_refresh: true
   discovered_at: '2026-03-31T17:50:19Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -203745,6 +211795,7 @@ https://github.com/kubernetes-sigs/node-feature-discovery:
   last_checked: 1779029061.343832
   needs_ai_refresh: true
   discovered_at: '2026-06-14T09:53:01Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -203782,6 +211833,7 @@ https://github.com/kubernetes-sigs/scheduler-plugins/tree/master/pkg/trimaran:
   last_checked: 1779029163.771599
   needs_ai_refresh: true
   discovered_at: '2026-06-11T10:17:00Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -203820,6 +211872,7 @@ https://github.com/kubernetes-sigs/secrets-store-csi-driver:
   last_checked: 1779034336.758905
   needs_ai_refresh: true
   discovered_at: '2026-06-11T04:16:46Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -203858,6 +211911,7 @@ https://github.com/kubernetes-sigs/security-profiles-operator:
   last_checked: 1779032185.407082
   needs_ai_refresh: true
   discovered_at: '2026-06-12T17:28:56Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -203895,6 +211949,7 @@ https://github.com/kubernetes-sigs/sig-storage-local-static-provisioner:
   last_checked: 1779032080.787105
   needs_ai_refresh: true
   discovered_at: '2026-06-14T08:33:31Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -203931,6 +211986,7 @@ https://github.com/kubernetes/autoscaler/tree/master/cluster-autoscaler:
   last_checked: 1779029075.00429
   needs_ai_refresh: true
   discovered_at: '2026-06-13T07:49:29Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -203966,6 +212022,7 @@ https://github.com/kubernetes/autoscaler/tree/master/vertical-pod-autoscaler:
   last_checked: 1779031360.704814
   needs_ai_refresh: true
   discovered_at: '2026-06-13T07:49:29Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -203973,7 +212030,7 @@ https://github.com/kubernetes/autoscaler/tree/master/vertical-pod-autoscaler:
   - Core Concepts
   - Vertical Scaling API
   tags:
-  - ENTERPRISE-STABLE
+  - '[DE FACTO STANDARD]'
   v1_locations:
   - docs/kubernetes-autoscaling.md
   v2_locations:
@@ -204001,6 +212058,7 @@ https://github.com/kubernetes/client-go:
   last_checked: 1779033040.972635
   needs_ai_refresh: true
   discovered_at: '2026-06-12T18:56:57Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -204038,6 +212096,7 @@ https://github.com/kubernetes/community/blob/main/README.md:
   last_checked: 1779130494.922858
   needs_ai_refresh: true
   discovered_at: '2026-06-12T17:28:55Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -204075,6 +212134,7 @@ https://github.com/kubernetes/community/blob/main/sig-scalability/configs-and-li
   last_checked: 1779130495.032225
   needs_ai_refresh: true
   discovered_at: '2026-06-12T17:28:55Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -204101,13 +212161,14 @@ https://github.com/kubernetes/community/blob/master/README.md:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: d28cde42d4dfdb0d67e46daea15f0e39b9799e43e0b693933462a3c479ce5cd6
   health_score: 100.0
   last_checked: 1779034217.746814
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:17.746814+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -204116,6 +212177,7 @@ https://github.com/kubernetes/community/blob/master/README.md:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/kubernetes/community/blob/main/README.md
 https://github.com/kubernetes/community/blob/master/sig-scalability/configs-and-limits/thresholds.md:
   title: 'github.com/kubernetes: Kubernetes Scalability thresholds'
   description: ''
@@ -204126,13 +212188,14 @@ https://github.com/kubernetes/community/blob/master/sig-scalability/configs-and-
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: bc22af360e812d6bc8184d1dc2c40ca13105c84c48fa8619ad9e3c2c67f08bd8
   health_score: 100.0
   last_checked: 1779034534.136387
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:34.136387+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -204141,6 +212204,7 @@ https://github.com/kubernetes/community/blob/master/sig-scalability/configs-and-
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/kubernetes/community/blob/main/sig-scalability/configs-and-limits/thresholds.md
 https://github.com/kubernetes/community/tree/main/icons:
   title: 'github.com/kubernetes: Kubernetes Icons Set'
   description: ''
@@ -204161,6 +212225,7 @@ https://github.com/kubernetes/community/tree/main/icons:
   last_checked: 1779130494.96747
   needs_ai_refresh: true
   discovered_at: '2026-06-12T17:28:55Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -204187,13 +212252,14 @@ https://github.com/kubernetes/community/tree/master/icons:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 39e4162d41bfbbd8f809f8f62084dab0af4f8de8f2459bdacd5fc4bc58337190
   health_score: 100.0
   last_checked: 1779032757.1625
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:57.162500+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -204202,6 +212268,7 @@ https://github.com/kubernetes/community/tree/master/icons:
   - docs/cloud-arch-diagrams.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/kubernetes/community/tree/main/icons
 https://github.com/kubernetes/enhancements:
   title: NodeLocal DNSCache
   description: ''
@@ -204223,6 +212290,7 @@ https://github.com/kubernetes/enhancements:
   last_checked: 1779034531.426865
   needs_ai_refresh: true
   discovered_at: '2026-06-14T03:00:33Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -204260,6 +212328,7 @@ https://github.com/kubernetes/enhancements:
   last_checked: 1779033693.268353
   needs_ai_refresh: true
   discovered_at: '2026-06-14T03:00:33Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -204293,6 +212362,7 @@ https://github.com/kubernetes/frakti:
   last_checked: 1779034217.926617
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:17.926617+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -204321,6 +212391,7 @@ https://github.com/kubernetes/git-sync:
   last_checked: 1779029268.25356
   needs_ai_refresh: true
   discovered_at: '2026-06-12T22:36:53Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -204348,13 +212419,14 @@ https://github.com/kubernetes/ingress-nginx/issues/7837:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 1c1d77bf149df21c21650a267600a7b8dec80f0bf565ab739db2d18dee177ff4
   health_score: 100.0
   last_checked: 1779032294.128314
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:14.128314+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -204363,6 +212435,7 @@ https://github.com/kubernetes/ingress-nginx/issues/7837:
   - docs/securityascode.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/kubernetes/kubernetes/issues/126811
 https://github.com/kubernetes/ingress-nginx/releases/tag/controller-v1.0.0:
   title: NGINX Ingress Controller - v1.0.0
   description: ''
@@ -204382,6 +212455,7 @@ https://github.com/kubernetes/ingress-nginx/releases/tag/controller-v1.0.0:
   last_checked: 1779030507.250171
   needs_ai_refresh: true
   discovered_at: '2026-03-23T16:16:29Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -204418,6 +212492,7 @@ https://github.com/kubernetes/kompose:
   last_checked: 1779034116.439462
   needs_ai_refresh: true
   discovered_at: '2026-04-16T14:23:39Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -204455,6 +212530,7 @@ https://github.com/kubernetes/kops:
   last_checked: 1779032874.843403
   needs_ai_refresh: true
   discovered_at: '2026-06-14T05:30:39Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -204493,6 +212569,7 @@ https://github.com/kubernetes/kube-state-metrics:
   last_checked: 1779033795.246178
   needs_ai_refresh: true
   discovered_at: '2026-06-14T07:16:32Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -204530,6 +212607,7 @@ https://github.com/kubernetes/kubeadm:
   last_checked: 1779029421.943941
   needs_ai_refresh: true
   discovered_at: '2026-06-01T13:52:54Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -204568,6 +212646,7 @@ https://github.com/kubernetes/kubeadm/blob/main/docs/ha-considerations.md:
   last_checked: 1779034040.123066
   needs_ai_refresh: true
   discovered_at: '2026-06-01T13:52:54Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -204575,8 +212654,7 @@ https://github.com/kubernetes/kubeadm/blob/main/docs/ha-considerations.md:
   - Bootstrapping
   - High Availability
   tags:
-  - DE FACTO STANDARD
-  - GUIDE
+  - '[DE FACTO STANDARD]'
   v1_locations:
   - docs/kubernetes-on-premise.md
   v2_locations:
@@ -204606,6 +212684,7 @@ https://github.com/kubernetes/kubernetes/issues/126811:
   last_checked: 1779130494.941684
   needs_ai_refresh: true
   discovered_at: '2026-06-14T02:52:34Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -204642,6 +212721,7 @@ https://github.com/kubernetes/kubernetes/pull/73787:
   last_checked: 1779032101.240612
   needs_ai_refresh: true
   discovered_at: '2026-06-14T02:52:34Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -204681,6 +212761,7 @@ https://github.com/kubernetes/kubernetes/pull/97057:
   last_checked: 1779031490.537553
   needs_ai_refresh: true
   discovered_at: '2026-06-14T02:52:34Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -204716,6 +212797,7 @@ https://github.com/kubernetes/minikube:
   last_checked: 1779033845.146406
   needs_ai_refresh: true
   discovered_at: '2026-06-14T04:14:32Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -204755,6 +212837,7 @@ https://github.com/kubernetes/sample-controller:
   last_checked: 1779031810.363608
   needs_ai_refresh: true
   discovered_at: '2026-06-12T18:58:41Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -204792,6 +212875,7 @@ https://github.com/kubernetes/test-infra/tree/master/prow:
   last_checked: 1779030655.542239
   needs_ai_refresh: true
   discovered_at: '2026-06-13T15:58:32Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -204828,6 +212912,7 @@ https://github.com/kubescape/kubescape:
   last_checked: 1779032884.799142
   needs_ai_refresh: true
   discovered_at: '2026-06-12T14:08:06Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -204865,6 +212950,7 @@ https://github.com/kubescape/regolibrary:
   last_checked: 1779130494.991689
   needs_ai_refresh: true
   discovered_at: '2026-06-08T19:01:10Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -204900,6 +212986,7 @@ https://github.com/kubeshark/kubeshark:
   last_checked: 1779030554.55623
   needs_ai_refresh: true
   discovered_at: '2026-06-03T18:01:45Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -204926,13 +213013,14 @@ https://github.com/kubeshield/identity-server:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 92c55f70c85f144b884d31ed002f04a5d780c47ef8c8f74713a18e8bf2c08904
   health_score: 100.0
   last_checked: 1779030711.605191
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:51.605191+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -204941,6 +213029,7 @@ https://github.com/kubeshield/identity-server:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/kubeops/ui-server
 https://github.com/kubeshop/kusk:
   title: 'kubeshop/kusk: use OpenAPI to configure Kubernetes'
   description: ''
@@ -204961,6 +213050,7 @@ https://github.com/kubeshop/kusk:
   last_checked: 1779032780.136729
   needs_ai_refresh: true
   discovered_at: '2022-10-12T11:05:45Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -204996,6 +213086,7 @@ https://github.com/kubeshop/monokle:
   last_checked: 1779030827.627075
   needs_ai_refresh: true
   discovered_at: '2026-02-26T08:37:07Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -205032,6 +213123,7 @@ https://github.com/kubeshop/testkube:
   last_checked: 1779031141.303164
   needs_ai_refresh: true
   discovered_at: '2026-06-13T15:44:39Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -205058,13 +213150,14 @@ https://github.com/kubesimplify/ksctl:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: e87f298bcd6616cf3dcba6987c41d926d3e85f5ea6cdb3c015f2536d03a7478c
   health_score: 100.0
   last_checked: 1779034479.882101
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:39.882101+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -205073,6 +213166,7 @@ https://github.com/kubesimplify/ksctl:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/ksctl/ksctl
 https://github.com/kubesphere/kubeeye:
   title: "KubeEye \U0001F31F"
   description: ''
@@ -205093,6 +213187,7 @@ https://github.com/kubesphere/kubeeye:
   last_checked: 1779034139.608627
   needs_ai_refresh: true
   discovered_at: '2025-06-25T08:42:20Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -205131,6 +213226,7 @@ https://github.com/kubesphere/kubekey:
   last_checked: 1779031625.136308
   needs_ai_refresh: true
   discovered_at: '2026-06-11T09:03:03Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -205167,6 +213263,7 @@ https://github.com/kubetail-org/kubetail:
   last_checked: 1779032969.507432
   needs_ai_refresh: true
   discovered_at: '2026-06-06T08:36:55Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -205202,6 +213299,7 @@ https://github.com/kubevious/kubevious:
   last_checked: 1779032975.453202
   needs_ai_refresh: true
   discovered_at: '2026-06-13T07:19:22Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -205240,6 +213338,7 @@ https://github.com/kubevirt/kubevirt:
   last_checked: 1779032817.935293
   needs_ai_refresh: true
   discovered_at: '2026-06-14T06:06:27Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -205276,6 +213375,7 @@ https://github.com/kubevirt/monitoring:
   last_checked: 1779033706.962913
   needs_ai_refresh: true
   discovered_at: '2026-06-10T14:08:51Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -205313,6 +213413,7 @@ https://github.com/kudobuilder/kuttl:
   last_checked: 1779031596.294271
   needs_ai_refresh: true
   discovered_at: '2026-05-26T04:37:20Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -205348,6 +213449,7 @@ https://github.com/kuhlman-labs/terraform-azurerm-landing-zone:
   last_checked: 1779033735.991054
   needs_ai_refresh: true
   discovered_at: '2021-04-16T14:40:49Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -205383,6 +213485,7 @@ https://github.com/kunchalavikram1427/Kubernetes_public:
   last_checked: 1781735890.037394
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:10.037394+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -205416,6 +213519,7 @@ https://github.com/kunchalavikram1427/Kubernetes_public/blob/main/Kubernetes_Com
   last_checked: 1779130495.012572
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.012572+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -205441,6 +213545,7 @@ https://github.com/kunchalavikram1427/Kubernetes_public/blob/master/Kubernetes_C
   last_checked: 1779033487.526379
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:07.526379+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -205468,6 +213573,7 @@ https://github.com/kvaps/kubectl-build:
   last_checked: 1779031333.997994
   needs_ai_refresh: true
   discovered_at: '2021-11-18T23:01:51Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -205504,6 +213610,7 @@ https://github.com/kvaps/kubectl-node-shell:
   last_checked: 1779032704.429387
   needs_ai_refresh: true
   discovered_at: '2025-03-04T18:44:27Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -205537,6 +213644,7 @@ https://github.com/kvdi/kvdi:
   last_checked: 1779033141.242685
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:21.242685+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -205565,6 +213673,7 @@ https://github.com/kyma-incubator/terraform-provider-kind:
   last_checked: 1779032224.39224
   needs_ai_refresh: true
   discovered_at: '2022-04-01T12:41:24Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -205600,6 +213709,7 @@ https://github.com/kyverno/chainsaw:
   last_checked: 1779030534.790364
   needs_ai_refresh: true
   discovered_at: '2026-06-12T09:43:17Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -205633,6 +213743,7 @@ https://github.com/kyverno/policies/issues/80:
   last_checked: 1779034273.673542
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:11:13.673542+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -205662,6 +213773,7 @@ https://github.com/kyverno/policy-reporter:
   last_checked: 1779030365.375169
   needs_ai_refresh: true
   discovered_at: '2026-06-13T14:33:44Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -205699,6 +213811,7 @@ https://github.com/laurci/kubernate:
   last_checked: 1779033697.467574
   needs_ai_refresh: true
   discovered_at: '2025-09-10T12:49:09Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -205734,6 +213847,7 @@ https://github.com/laurent22/joplin:
   last_checked: 1779033675.398506
   needs_ai_refresh: true
   discovered_at: '2026-06-14T09:47:40Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -205767,6 +213881,7 @@ https://github.com/lbroudoux/openshift-cases/tree/master/jboss-amq7-custom:
   last_checked: 1779032552.422215
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:32.422215+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -205797,6 +213912,7 @@ https://github.com/learning-cloud-native-go/myapp:
   last_checked: 1779031356.678018
   needs_ai_refresh: true
   discovered_at: '2026-06-03T09:24:42Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -205833,6 +213949,7 @@ https://github.com/learnk8s/free-kubernetes:
   last_checked: 1779030688.93613
   needs_ai_refresh: true
   discovered_at: '2024-12-02T10:55:17Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -205868,6 +213985,7 @@ https://github.com/learnk8s/k8bit:
   last_checked: 1781736047.001305
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:47.001305+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -205901,6 +214019,7 @@ https://github.com/learnk8s/templating-kubernetes:
   last_checked: 1779032547.535823
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:42:27.535823+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -205928,6 +214047,7 @@ https://github.com/learnk8s/xlskubectl:
   last_checked: 1781735940.218796
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:39:00.218796+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -205966,6 +214086,7 @@ https://github.com/leg100/pug:
   last_checked: 1779033808.674367
   needs_ai_refresh: true
   discovered_at: '2026-01-02T11:17:40Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -206002,6 +214123,7 @@ https://github.com/lensesio/fast-data-dev:
   last_checked: 1779030413.838766
   needs_ai_refresh: true
   discovered_at: '2025-11-20T21:51:52Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -206038,6 +214160,7 @@ https://github.com/libopenstorage/stork:
   last_checked: 1779032236.716068
   needs_ai_refresh: true
   discovered_at: '2025-02-12T08:30:36Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -206064,13 +214187,14 @@ https://github.com/ligurio/awesome-software-quality:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 06b05e48f77288db0caf645400d7f49ec8793b5c8c820fed5021719c6dfba1d1
   health_score: 100.0
   last_checked: 1779031340.262037
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:20.262037+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -206080,6 +214204,7 @@ https://github.com/ligurio/awesome-software-quality:
   - docs/qa.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/ligurio/sqa-wiki
 https://github.com/ligurio/sqa-wiki:
   title: Awesome Software Quality
   description: ''
@@ -206099,6 +214224,7 @@ https://github.com/ligurio/sqa-wiki:
   last_checked: 1779130494.99465
   needs_ai_refresh: true
   discovered_at: '2023-02-01T15:23:18Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -206130,13 +214256,14 @@ https://github.com/ligyxy/DictMySQL:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 8b48346e017abbd8a1a6a9e0c6dc5aabbe8a03297746a6573e4ac73792885860
   health_score: 100.0
   last_checked: 1779032556.773787
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:36.773787+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -206145,6 +214272,7 @@ https://github.com/ligyxy/DictMySQL:
   - docs/python.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/gyli/DictMySQL
 https://github.com/lima-vm/lima:
   title: null
   description: null
@@ -206162,6 +214290,7 @@ https://github.com/lima-vm/lima:
   last_checked: 1779031459.122502
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:19.122502+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -206189,6 +214318,7 @@ https://github.com/line/promgen:
   last_checked: 1779030119.781692
   needs_ai_refresh: true
   discovered_at: '2026-06-04T03:12:56Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -206222,6 +214352,7 @@ https://github.com/linkedin/kafka-monitor:
   last_checked: 1779034373.411513
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:12:53.411513+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -206248,6 +214379,7 @@ https://github.com/linode/apl-core:
   last_checked: 1779130494.928602
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.928602+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -206277,6 +214409,7 @@ https://github.com/liqotech/liqo:
   last_checked: 1779029507.829818
   needs_ai_refresh: true
   discovered_at: '2026-06-14T06:47:28Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -206315,6 +214448,7 @@ https://github.com/litmuschaos/litmus:
   last_checked: 1779029575.8096
   needs_ai_refresh: true
   discovered_at: '2026-06-09T17:08:20Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -206351,6 +214485,7 @@ https://github.com/little-angry-clouds/kubectl-ssh-proxy:
   last_checked: 1779032080.901977
   needs_ai_refresh: true
   discovered_at: '2020-02-04T20:48:31Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -206386,6 +214521,7 @@ https://github.com/lnsp/k8s-crash-informer:
   last_checked: 1779031528.750948
   needs_ai_refresh: true
   discovered_at: '2024-09-30T19:30:38Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -206422,6 +214558,7 @@ https://github.com/localstack/localstack:
   last_checked: 1779033508.255091
   needs_ai_refresh: true
   discovered_at: '2026-03-23T08:52:01Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -206460,6 +214597,7 @@ https://github.com/loft-sh/jspolicy:
   last_checked: 1779029374.948862
   needs_ai_refresh: true
   discovered_at: '2025-06-24T23:50:38Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -206495,6 +214633,7 @@ https://github.com/loft-sh/kiosk:
   last_checked: 1779029732.723757
   needs_ai_refresh: true
   discovered_at: '2024-04-25T18:59:51Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -206531,6 +214670,7 @@ https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fnew:
   last_checked: 1779130495.019934
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.019934+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -206564,6 +214704,7 @@ https://github.com/longhorn/longhorn:
   last_checked: 1779032800.740806
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:40.740806+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -206591,6 +214732,7 @@ https://github.com/longhorn/longhorn/issues/292:
   last_checked: 1779031126.209963
   needs_ai_refresh: true
   discovered_at: '2026-06-14T01:54:43Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -206626,6 +214768,7 @@ https://github.com/lorabv/awesome-agile:
   last_checked: 1779032874.773603
   needs_ai_refresh: true
   discovered_at: '2024-08-10T05:59:46Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -206664,6 +214807,7 @@ https://github.com/lorien/awesome-web-scraping:
   last_checked: 1779033309.535321
   needs_ai_refresh: true
   discovered_at: '2026-05-28T08:49:24Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -206702,6 +214846,7 @@ https://github.com/louislam/uptime-kuma:
   last_checked: 1779029628.903599
   needs_ai_refresh: true
   discovered_at: '2026-06-14T00:28:22Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -206738,6 +214883,7 @@ https://github.com/lsdopen/ahoy:
   last_checked: 1779032017.789805
   needs_ai_refresh: true
   discovered_at: '2022-12-06T12:21:29Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -206774,6 +214920,7 @@ https://github.com/lucidrains/PaLM-rlhf-pytorch:
   last_checked: 1779030976.006524
   needs_ai_refresh: true
   discovered_at: '2026-05-29T17:54:51Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -206811,6 +214958,7 @@ https://github.com/lucky-sideburn/kubeinvaders:
   last_checked: 1779032196.124113
   needs_ai_refresh: true
   discovered_at: '2026-05-10T15:00:45Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -206846,6 +214994,7 @@ https://github.com/luk4z7/go-concurrency-guide:
   last_checked: 1781735950.74649
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:39:10.746490+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -206883,6 +215032,7 @@ https://github.com/lukaszraczylo/jobs-manager-operator:
   last_checked: 1781736026.31922
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:26.319220+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -206920,6 +215070,7 @@ https://github.com/lukemurraynz/awesome-azure-architecture:
   last_checked: 1779029063.789172
   needs_ai_refresh: true
   discovered_at: '2026-05-23T10:37:21Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -206959,6 +215110,7 @@ https://github.com/m9sweeper/m9sweeper:
   last_checked: 1779034309.653099
   needs_ai_refresh: true
   discovered_at: '2024-07-12T11:23:59Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -206995,6 +215147,7 @@ https://github.com/maddevsio/aws-eks-base:
   last_checked: 1779033573.267321
   needs_ai_refresh: true
   discovered_at: '2025-09-02T07:41:36Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -207031,6 +215184,7 @@ https://github.com/madhuakula/kubernetes-goat:
   last_checked: 1779032780.034329
   needs_ai_refresh: true
   discovered_at: '2026-04-16T22:11:11Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -207069,6 +215223,7 @@ https://github.com/madisonmay/tracker:
   last_checked: 1779030404.262117
   needs_ai_refresh: true
   discovered_at: '2016-06-30T16:40:56Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -207105,6 +215260,7 @@ https://github.com/magnologan/awesome-k8s-security:
   last_checked: 1781736123.210863
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:03.210863+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -207144,6 +215300,7 @@ https://github.com/mailtoharshit/Awesome-Api-Management-Tools:
   last_checked: 1779031928.158516
   needs_ai_refresh: true
   discovered_at: '2022-11-10T14:31:40Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -207181,6 +215338,7 @@ https://github.com/maistra/istio:
   last_checked: 1779034423.390715
   needs_ai_refresh: true
   discovered_at: '2026-06-11T21:11:21Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -207219,6 +215377,7 @@ https://github.com/major/imagebuilder-containerized/blob/main/.github/workflows/
   last_checked: 1779032640.4513
   needs_ai_refresh: true
   discovered_at: '2022-03-12T19:03:00Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -207254,6 +215413,7 @@ https://github.com/mancubus77/awesome-sre:
   last_checked: 1779034523.305034
   needs_ai_refresh: true
   discovered_at: '2019-02-02T17:37:39Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -207292,6 +215452,7 @@ https://github.com/manuzhang/awesome-streaming:
   last_checked: 1781736080.874936
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:41:20.874936+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -207331,6 +215492,7 @@ https://github.com/maorfr/helm-backup:
   last_checked: 1779030229.063259
   needs_ai_refresh: true
   discovered_at: '2021-03-04T17:55:09Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -207368,6 +215530,7 @@ https://github.com/maorfr/kube-tasks:
   last_checked: 1779030727.63961
   needs_ai_refresh: true
   discovered_at: '2022-04-26T15:43:35Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -207406,6 +215569,7 @@ https://github.com/marcredhat/crcdemos:
   last_checked: 1781735911.19042
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:31.190420+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -207443,6 +215607,7 @@ https://github.com/marketplace/actions/aws-secrets-manager-github-action:
   last_checked: 1781735950.422954
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:39:10.422954+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -207479,6 +215644,7 @@ https://github.com/marketplace/actions/flat-data:
   last_checked: 1781735950.344277
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:39:10.344277+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -207516,6 +215682,7 @@ https://github.com/marketplace?query=publisher%3Aokteto&type=actions:
   last_checked: 1779034572.256174
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:16:12.256174+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -207551,6 +215718,7 @@ https://github.com/maruina/aws-auth-manager:
   last_checked: 1781736046.760915
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:46.760915+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -207586,6 +215754,7 @@ https://github.com/mattfeltonma/azure-networking-patterns:
   last_checked: 1779031810.088988
   needs_ai_refresh: true
   discovered_at: '2024-08-29T17:39:46Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -207622,6 +215791,7 @@ https://github.com/mattmoor/warm-image:
   last_checked: 1779031097.291397
   needs_ai_refresh: true
   discovered_at: '2018-10-08T04:51:50Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -207659,6 +215829,7 @@ https://github.com/mattpocock/skills:
   last_checked: 1779031694.301574
   needs_ai_refresh: true
   discovered_at: '2026-06-12T08:25:23Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -207699,6 +215870,7 @@ https://github.com/mautic/docker-mautic:
   last_checked: 1781735910.702872
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:30.702872+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -207734,6 +215906,7 @@ https://github.com/mbucc/shmig:
   last_checked: 1779031620.65726
   needs_ai_refresh: true
   discovered_at: '2024-10-19T00:48:38Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -207767,6 +215940,7 @@ https://github.com/mcelep/blog/tree/master/automated-networkpolicy-generation:
   last_checked: 1779030250.716023
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:10.716023+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -207797,6 +215971,7 @@ https://github.com/mdixon47/azure-hub-spoke-teraform:
   last_checked: 1780352571.556302
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:22:51.556302+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -207834,6 +216009,7 @@ https://github.com/medmouine/Kubernetes-autoscaling-poster/blob/main/k8s-auto-sc
   last_checked: 1779030232.522137
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:03:52.522137+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -207859,6 +216035,7 @@ https://github.com/medyagh/setup-minikube:
   last_checked: 1779029246.893805
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:47:26.893805+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -207885,6 +216062,7 @@ https://github.com/mehdihadeli/awesome-go-education:
   last_checked: 1779032572.115903
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:42:52.115903+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -207912,6 +216090,7 @@ https://github.com/mehdihadeli/awesome-software-architecture:
   last_checked: 1779033314.01685
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:14.016850+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -207942,6 +216121,7 @@ https://github.com/mercedes-benz:
   last_checked: 1779031712.411175
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:28:32.411175+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -207975,6 +216155,7 @@ https://github.com/mesaguy/ansible-prometheus:
   last_checked: 1779030426.174975
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:07:06.174975+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -208003,6 +216184,7 @@ https://github.com/meshery-extensions/helm-kanvas-snapshot:
   last_checked: 1779130495.028579
   needs_ai_refresh: true
   discovered_at: '2026-06-09T20:39:53Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -208030,13 +216212,14 @@ https://github.com/meshery/helm-kanvas-snapshot:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 03f642611aa3dc889876ed0692c9f8e78f5520af3c096b5e3dcef35cec03d76d
   health_score: 100.0
   last_checked: 1779031478.76816
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:38.768160+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -208045,6 +216228,7 @@ https://github.com/meshery/helm-kanvas-snapshot:
   - docs/helm.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/meshery-extensions/helm-kanvas-snapshot
 https://github.com/meshery/meshery:
   title: Meshery
   description: ''
@@ -208065,6 +216249,7 @@ https://github.com/meshery/meshery:
   last_checked: 1779031085.383629
   needs_ai_refresh: true
   discovered_at: '2026-06-14T00:56:55Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -208101,6 +216286,7 @@ https://github.com/meta-llama/llama-cookbook:
   last_checked: 1779130494.960636
   needs_ai_refresh: true
   discovered_at: '2026-05-19T18:42:31Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -208127,13 +216313,14 @@ https://github.com/meta-llama/llama-recipes:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 6423d8e1d47758ae119cb6542c51c1f2b7ef747eb2f304e42687c94476ccaa3c
   health_score: 100.0
   last_checked: 1779034491.980871
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:51.980871+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -208142,6 +216329,7 @@ https://github.com/meta-llama/llama-recipes:
   - docs/mlops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/meta-llama/llama-cookbook
 https://github.com/metacontroller/metacontroller:
   title: Metacontroller
   description: ''
@@ -208163,6 +216351,7 @@ https://github.com/metacontroller/metacontroller:
   last_checked: 1779029356.655005
   needs_ai_refresh: true
   discovered_at: '2026-05-18T21:36:25Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -208198,6 +216387,7 @@ https://github.com/metal3-io/baremetal-operator:
   last_checked: 1779032679.636675
   needs_ai_refresh: true
   discovered_at: '2026-06-14T05:03:10Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -208235,6 +216425,7 @@ https://github.com/metal3-io/cluster-api-provider-metal3:
   last_checked: 1779030507.409889
   needs_ai_refresh: true
   discovered_at: '2026-06-11T17:08:14Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -208271,6 +216462,7 @@ https://github.com/metalbear-co/mirrord:
   last_checked: 1779032106.341657
   needs_ai_refresh: true
   discovered_at: '2026-06-14T10:13:31Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -208306,6 +216498,7 @@ https://github.com/metaleapca/metaleap-devops-in-k8s/blob/main/metaleap-devops-i
   last_checked: 1779030842.902866
   needs_ai_refresh: true
   discovered_at: '2023-08-17T19:03:45Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -208345,6 +216538,7 @@ https://github.com/metaleapca/metaleap-k8s-troubleshooting/blob/main/metaleap-k8
   last_checked: 1779032802.318885
   needs_ai_refresh: true
   discovered_at: '2023-04-28T12:07:57Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -208379,6 +216573,7 @@ https://github.com/metallb/metallb:
   last_checked: 1779032524.987337
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:42:04.987337+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -208407,6 +216602,7 @@ https://github.com/metalmatze/slo-libsonnet:
   last_checked: 1779029252.317975
   needs_ai_refresh: true
   discovered_at: '2022-06-29T14:46:05Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -208442,6 +216638,7 @@ https://github.com/mfornos/awesome-microservices:
   last_checked: 1779034155.996435
   needs_ai_refresh: true
   discovered_at: '2026-06-10T15:05:12Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -208480,6 +216677,7 @@ https://github.com/mhausenblas/openshift-cheat-sheet:
   last_checked: 1779030482.786119
   needs_ai_refresh: true
   discovered_at: '2017-06-05T12:48:09Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -208515,6 +216713,7 @@ https://github.com/mhlabs/cfn-diagram:
   last_checked: 1781735900.852793
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:20.852793+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -208551,6 +216750,7 @@ https://github.com/mholt/json-to-go:
   last_checked: 1779034502.553349
   needs_ai_refresh: true
   discovered_at: '2024-07-31T15:59:24Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -208587,6 +216787,7 @@ https://github.com/michaelmsonne/AzureDevOpsBackupTool:
   last_checked: 1779031808.44545
   needs_ai_refresh: true
   discovered_at: '2025-06-21T09:55:10Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -208622,6 +216823,7 @@ https://github.com/michaelneale/jenkins-ci.org-docker:
   last_checked: 1781735991.951839
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:39:51.951839+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -208658,6 +216860,7 @@ https://github.com/micnncim/kubectl-reap:
   last_checked: 1779032243.326828
   needs_ai_refresh: true
   discovered_at: '2023-05-19T08:21:45Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -208697,6 +216900,7 @@ https://github.com/micro/go-micro:
   last_checked: 1779130495.015447
   needs_ai_refresh: true
   discovered_at: '2026-06-10T10:05:43Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -208731,6 +216935,7 @@ https://github.com/microsoft/ARI:
   last_checked: 1779032732.260654
   needs_ai_refresh: true
   discovered_at: '2026-06-02T12:31:49Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -208758,13 +216963,14 @@ https://github.com/microsoft/CBL-Mariner:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: b101d0a5a639b3d0bd80e0313053988952cd929fe83e64eab94f0cafd0cc0cfe
   health_score: 100.0
   last_checked: 1779032257.406492
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:37.406492+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -208773,6 +216979,7 @@ https://github.com/microsoft/CBL-Mariner:
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/microsoft/azurelinux
 https://github.com/microsoft/Git-Credential-Manager-Core:
   title: Git Credential Manager Core
   description: ''
@@ -208783,13 +216990,14 @@ https://github.com/microsoft/Git-Credential-Manager-Core:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: dd260b672af5cf39e8805dc84d087cb581fe46d4675ed61c72c950ce63769d20
   health_score: 100.0
   last_checked: 1779031776.892521
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:36.892521+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -208798,6 +217006,7 @@ https://github.com/microsoft/Git-Credential-Manager-Core:
   - docs/devsecops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/GitCredentialManager/git-credential-manager
 https://github.com/microsoft/InnerEye-Gateway:
   title: github.com/microsoft/InnerEye-Gateway
   description: ''
@@ -208815,6 +217024,7 @@ https://github.com/microsoft/InnerEye-Gateway:
   last_checked: 1779033101.601208
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:51:41.601208+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -208846,6 +217056,7 @@ https://github.com/microsoft/ML-For-Beginners:
   last_checked: 1779030482.749895
   needs_ai_refresh: true
   discovered_at: '2026-06-09T14:40:21Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -208879,6 +217090,7 @@ https://github.com/microsoft/NubesGen:
   last_checked: 1779030296.357178
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:56.357178+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -208917,6 +217129,7 @@ https://github.com/microsoft/Webwright:
   last_checked: 1780352544.370264
   needs_ai_refresh: false
   discovered_at: '2026-05-29T23:41:31Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -208962,6 +217175,7 @@ https://github.com/microsoft/api-guidelines/blob/vNext/Guidelines.md:
   last_checked: 1779032227.936407
   needs_ai_refresh: true
   discovered_at: '2026-05-21T22:27:21Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -208997,6 +217211,7 @@ https://github.com/microsoft/azure-devops-mcp:
   last_checked: 1779034269.642998
   needs_ai_refresh: true
   discovered_at: '2026-06-12T10:53:20Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -209036,6 +217251,7 @@ https://github.com/microsoft/azure-digital-twins-postman-samples:
   last_checked: 1779030346.910864
   needs_ai_refresh: true
   discovered_at: '2024-08-07T14:38:47Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -209064,13 +217280,14 @@ https://github.com/microsoft/azure-pipelines-tasks:
   resource_type: Repository
   complexity: Advanced
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 089cfad9479f2a09702703f720100c150312ab62961d5cbbd5bb67569e2625e0
   health_score: 100.0
   last_checked: 1779031378.286745
   needs_ai_refresh: true
   discovered_at: '2026-06-12T14:53:04Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -209087,6 +217304,7 @@ https://github.com/microsoft/azure-pipelines-tasks:
   gh_license: MIT
   gh_pushed: '2026-06-12T14:53:04Z'
   gh_stars: 3645
+  duplicate_of: https://github.com/Microsoft/azure-pipelines-tasks
 https://github.com/microsoft/azure-pipelines-yaml:
   title: "microsoft/azure-pipelines-yaml: Azure Pipelines YAML \U0001F31F"
   description: ''
@@ -209106,6 +217324,7 @@ https://github.com/microsoft/azure-pipelines-yaml:
   last_checked: 1779029970.075341
   needs_ai_refresh: true
   discovered_at: '2025-04-14T11:49:37Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -209141,6 +217360,7 @@ https://github.com/microsoft/azure-pipelines-yaml/blob/master/templates/maven.ym
   last_checked: 1779030327.000984
   needs_ai_refresh: true
   discovered_at: '2025-04-14T11:49:37Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -209148,8 +217368,7 @@ https://github.com/microsoft/azure-pipelines-yaml/blob/master/templates/maven.ym
   - CI-CD Pipelines
   - Build Templates
   tags:
-  - GUIDE
-  - ENTERPRISE-STABLE
+  - '[DE FACTO STANDARD]'
   v1_locations:
   - docs/azure.md
   v2_locations:
@@ -209182,6 +217401,7 @@ https://github.com/microsoft/azure-skills:
   last_checked: 1780352828.641466
   needs_ai_refresh: false
   discovered_at: '2026-06-01T16:19:35Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -209226,6 +217446,7 @@ https://github.com/microsoft/azure_arc:
   last_checked: 1779029710.611561
   needs_ai_refresh: true
   discovered_at: '2026-05-03T12:48:31Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -209262,6 +217483,7 @@ https://github.com/microsoft/azurelinux:
   last_checked: 1779130494.989265
   needs_ai_refresh: true
   discovered_at: '2026-06-14T10:06:28Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -209297,6 +217519,7 @@ https://github.com/microsoft/contosotraders-cloudtesting:
   last_checked: 1779029502.964178
   needs_ai_refresh: true
   discovered_at: '2024-08-19T08:27:19Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -209330,6 +217553,7 @@ https://github.com/microsoft/dicom-server:
   last_checked: 1779031800.615107
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:30:00.615107+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -209359,6 +217583,7 @@ https://github.com/microsoft/entraexporter:
   last_checked: 1779030350.476141
   needs_ai_refresh: true
   discovered_at: '2025-11-16T04:46:40Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -209390,13 +217615,14 @@ https://github.com/microsoft/fhir-server:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 4620f319dc536da8819e87d36d4f7e52c0171ffa1ca36f0dde63a957b885373a
   health_score: 100.0
   last_checked: 1779032902.495833
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:48:22.495833+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -209406,6 +217632,7 @@ https://github.com/microsoft/fhir-server:
   v2_locations: []
   youtube_mosaic: {}
   gh_license: MIT
+  duplicate_of: https://github.com/microsoft/dicom-server
 https://github.com/microsoft/finops-toolkit:
   title: github.com/microsoft/finops-toolkit
   description: ''
@@ -209425,6 +217652,7 @@ https://github.com/microsoft/finops-toolkit:
   last_checked: 1779032975.431486
   needs_ai_refresh: true
   discovered_at: '2026-06-10T15:11:02Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -209461,6 +217689,7 @@ https://github.com/microsoft/mindaro:
   last_checked: 1779029573.840976
   needs_ai_refresh: true
   discovered_at: '2022-08-19T00:20:04Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -209498,6 +217727,7 @@ https://github.com/microsoft/pyright:
   last_checked: 1779034356.036071
   needs_ai_refresh: true
   discovered_at: '2026-06-06T11:58:01Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -209533,6 +217763,7 @@ https://github.com/microsoft/retina:
   last_checked: 1779032975.273913
   needs_ai_refresh: true
   discovered_at: '2026-06-12T17:52:17Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -209569,6 +217800,7 @@ https://github.com/microsoft/terraform-provider-azuredevops/releases/tag/v1.0.0:
   last_checked: 1779033477.240847
   needs_ai_refresh: true
   discovered_at: '2026-06-09T23:15:19Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -209604,6 +217836,7 @@ https://github.com/microsoft/vscode-python:
   last_checked: 1779029365.320504
   needs_ai_refresh: true
   discovered_at: '2026-06-09T21:01:01Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -209640,6 +217873,7 @@ https://github.com/microsoft/winget-cli:
   last_checked: 1779031647.698027
   needs_ai_refresh: true
   discovered_at: '2026-06-11T20:12:36Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -209676,6 +217910,7 @@ https://github.com/microsoftgraph/msgraph-sdk-powershell:
   last_checked: 1779031564.425948
   needs_ai_refresh: true
   discovered_at: '2026-06-12T20:32:47Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -209712,6 +217947,7 @@ https://github.com/microtica/gitops-resources:
   last_checked: 1781736123.402533
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:03.402533+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -209749,6 +217985,7 @@ https://github.com/migtools/crane:
   last_checked: 1779130495.030492
   needs_ai_refresh: true
   discovered_at: '2026-06-12T16:33:56Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -209784,6 +218021,7 @@ https://github.com/miguelmota/golang-for-nodejs-developers:
   last_checked: 1779029172.706275
   needs_ai_refresh: true
   discovered_at: '2023-02-02T11:21:08Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -209818,6 +218056,7 @@ https://github.com/mikefarah/yq:
   last_checked: 1779033118.685298
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:51:58.685298+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -209848,6 +218087,7 @@ https://github.com/mikefrank-ca/bitbucket-auto-merge:
   last_checked: 1781735950.582665
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:39:10.582665+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -209884,6 +218124,7 @@ https://github.com/mikeroyal/Kubernetes-Guide:
   last_checked: 1781736123.185175
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:03.185175+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -209923,6 +218164,7 @@ https://github.com/mikeroyal/Kubernetes-Guide/blob/main/README.md:
   last_checked: 1781736091.942405
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:41:31.942405+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -209930,8 +218172,7 @@ https://github.com/mikeroyal/Kubernetes-Guide/blob/main/README.md:
   - Kubernetes
   - Curated Reference
   tags:
-  - GUIDE
-  - COMMUNITY-TOOL
+  - '[ENTERPRISE-STABLE]'
   v1_locations:
   - docs/mlops.md
   v2_locations:
@@ -209959,6 +218200,7 @@ https://github.com/mikeroyal/OpenShift-Guide:
   last_checked: 1781736112.635061
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:41:52.635061+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -209995,6 +218237,7 @@ https://github.com/mikzuit/fair-job-offer:
   last_checked: 1779031438.826615
   needs_ai_refresh: true
   discovered_at: '2022-05-31T09:59:59Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -210031,6 +218274,7 @@ https://github.com/milanm/DevOps-Roadmap:
   last_checked: 1779034499.870781
   needs_ai_refresh: true
   discovered_at: '2026-06-13T06:35:41Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -210061,13 +218305,14 @@ https://github.com/mineiros-io/terramate:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 42bd28f835ee1bc496f6489ce7d2ef163baf41ae2061ac27c1f21cc1f4108071
   health_score: 100.0
   last_checked: 1779031903.020117
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:43.020117+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -210076,6 +218321,7 @@ https://github.com/mineiros-io/terramate:
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/terramate-io/terramate
 https://github.com/mingrammer/diagrams:
   title: mingrammer/diagrams
   description: ''
@@ -210095,6 +218341,7 @@ https://github.com/mingrammer/diagrams:
   last_checked: 1779031097.153082
   needs_ai_refresh: true
   discovered_at: '2026-06-09T16:14:08Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -210128,6 +218375,7 @@ https://github.com/minishift/minishift/releases:
   last_checked: 1779031983.385586
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:03.385586+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -210155,6 +218403,7 @@ https://github.com/ministryofjustice/modernisation-platform/tree/main/architectu
   last_checked: 1779031753.045912
   needs_ai_refresh: true
   discovered_at: '2026-06-12T16:10:42Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -210190,6 +218439,7 @@ https://github.com/miracle2k/k8s-snapshots:
   last_checked: 1779031536.115659
   needs_ai_refresh: true
   discovered_at: '2026-01-05T23:34:02Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -210230,6 +218480,7 @@ https://github.com/mishushakov/llm-scraper:
   last_checked: 1780352148.493964
   needs_ai_refresh: false
   discovered_at: '2026-04-13T17:42:00Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -210272,6 +218523,7 @@ https://github.com/mislav/hub:
   last_checked: 1779130494.996432
   needs_ai_refresh: true
   discovered_at: '2024-02-02T21:00:44Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -210309,6 +218561,7 @@ https://github.com/mitchellh/terraform-provider-multispace:
   last_checked: 1779033259.376495
   needs_ai_refresh: true
   discovered_at: '2023-07-24T04:24:34Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -210344,6 +218597,7 @@ https://github.com/mithi/react-philosophies:
   last_checked: 1779030727.692559
   needs_ai_refresh: true
   discovered_at: '2025-10-05T16:46:54Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -210380,6 +218634,7 @@ https://github.com/mittwald/kube-httpcache:
   last_checked: 1779029590.540693
   needs_ai_refresh: true
   discovered_at: '2025-12-18T15:03:45Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -210416,6 +218671,7 @@ https://github.com/mittwald/kubernetes-secret-generator:
   last_checked: 1779031122.794401
   needs_ai_refresh: true
   discovered_at: '2025-12-05T14:16:25Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -210451,6 +218707,7 @@ https://github.com/mivano/azure-cost-cli:
   last_checked: 1779031652.7376
   needs_ai_refresh: true
   discovered_at: '2026-06-08T08:05:59Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -210486,6 +218743,7 @@ https://github.com/miztiik/AWS-Demos:
   last_checked: 1781735921.312314
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:41.312314+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -210522,6 +218780,7 @@ https://github.com/mkubaczyk/helmsman:
   last_checked: 1779130494.964865
   needs_ai_refresh: true
   discovered_at: '2026-06-07T15:42:46Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -210560,6 +218819,7 @@ https://github.com/mlabonne/llm-course:
   last_checked: 1779029590.524448
   needs_ai_refresh: true
   discovered_at: '2026-02-05T13:09:26Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -210595,6 +218855,7 @@ https://github.com/mlabouardy/grafana-dashboards:
   last_checked: 1781735951.076839
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:39:11.076839+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -210631,6 +218892,7 @@ https://github.com/mlabouardy/nexus-cli:
   last_checked: 1779029465.340382
   needs_ai_refresh: true
   discovered_at: '2022-11-15T16:23:58Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -210669,6 +218931,7 @@ https://github.com/mlrun/mlrun:
   last_checked: 1779033218.586744
   needs_ai_refresh: true
   discovered_at: '2026-06-14T09:57:23Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -210704,6 +218967,7 @@ https://github.com/mmmmmmpc/forklift-configmap-service:
   last_checked: 1779130495.031609
   needs_ai_refresh: true
   discovered_at: '2021-09-22T14:00:12Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -210739,6 +219003,7 @@ https://github.com/moabukar/tech-vault:
   last_checked: 1779030706.527407
   needs_ai_refresh: true
   discovered_at: '2026-03-01T22:28:21Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -210775,6 +219040,7 @@ https://github.com/modelcontextprotocol/servers:
   last_checked: 1779032167.214414
   needs_ai_refresh: true
   discovered_at: '2026-06-07T22:29:30Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -210811,6 +219077,7 @@ https://github.com/moditect/jfrunit:
   last_checked: 1779030500.28831
   needs_ai_refresh: true
   discovered_at: '2023-04-04T17:39:56Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -210847,6 +219114,7 @@ https://github.com/mogensen/helm-changelog:
   last_checked: 1779032699.701963
   needs_ai_refresh: true
   discovered_at: '2024-08-01T10:32:40Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -210887,6 +219155,7 @@ https://github.com/mohanad86/secure-ssh-python:
   last_checked: 1781736068.187819
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:41:08.187819+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -210924,6 +219193,7 @@ https://github.com/mohatb/kubectl-exec:
   last_checked: 1779031752.98567
   needs_ai_refresh: true
   discovered_at: '2025-07-28T11:24:13Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -210959,6 +219229,7 @@ https://github.com/monksy/awesome-kafka/blob/master/tools.md:
   last_checked: 1781736081.08495
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:41:21.084950+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -210989,13 +219260,14 @@ https://github.com/monodot/pipeline-library-demo:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 301d62aa31c1b716f393af4152f147d6562e00bee25286f1e1ce4aa58dd656d4
   health_score: 100.0
   last_checked: 1779033917.845131
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:17.845131+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -211004,6 +219276,7 @@ https://github.com/monodot/pipeline-library-demo:
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/tutorialworks/pipeline-library-demo
 https://github.com/moule3053/mck8s:
   title: moule3053/mck8s
   description: ''
@@ -211025,6 +219298,7 @@ https://github.com/moule3053/mck8s:
   last_checked: 1779034523.392107
   needs_ai_refresh: true
   discovered_at: '2023-07-07T09:30:06Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -211051,13 +219325,14 @@ https://github.com/mozilla/sops:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 8d6ee771f290b2a6417127c57c2091091c0729a52f006b7eb9e4eae061d70b46
   health_score: 100.0
   last_checked: 1779030000.88447
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:00.884470+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -211067,6 +219342,7 @@ https://github.com/mozilla/sops:
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/getsops/sops
 https://github.com/mperezco/forklift-configmap-service:
   title: mperezco/forklift-configmap-service
   description: ''
@@ -211077,13 +219353,14 @@ https://github.com/mperezco/forklift-configmap-service:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: c04babd3ae496581d3395b0e59eec24b81915748e83275a9bd78461e45d4f427
   health_score: 100.0
   last_checked: 1779031438.834319
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:58.834319+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -211092,6 +219369,7 @@ https://github.com/mperezco/forklift-configmap-service:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/mmmmmmpc/forklift-configmap-service
 https://github.com/mramanathan/ansible-harbor:
   title: mramanathan/ansible-harbor
   description: ''
@@ -211112,6 +219390,7 @@ https://github.com/mramanathan/ansible-harbor:
   last_checked: 1781736154.46731
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:34.467310+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -211147,6 +219426,7 @@ https://github.com/mrcodedev/frontend-developer-resources:
   last_checked: 1779031883.411368
   needs_ai_refresh: true
   discovered_at: '2024-07-18T19:43:31Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -211183,6 +219463,7 @@ https://github.com/msfidelis/kubernetes-with-cri-o:
   last_checked: 1779030732.462912
   needs_ai_refresh: true
   discovered_at: '2023-01-10T03:37:18Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -211218,6 +219499,7 @@ https://github.com/mspnp/AzureNamingTool:
   last_checked: 1779029561.597717
   needs_ai_refresh: true
   discovered_at: '2026-01-13T16:03:31Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -211254,6 +219536,7 @@ https://github.com/mudler/LocalAI:
   last_checked: 1779130494.955286
   needs_ai_refresh: true
   discovered_at: '2026-06-13T23:27:53Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -211289,6 +219572,7 @@ https://github.com/mumoshu/helm-x:
   last_checked: 1779033170.348648
   needs_ai_refresh: true
   discovered_at: '2023-04-04T21:12:58Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -211324,6 +219608,7 @@ https://github.com/mustafakaya/Azure-Reliability-Checker-Tool:
   last_checked: 1781735879.957204
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:37:59.957204+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -211359,6 +219644,7 @@ https://github.com/muxinc/certificate-expiry-monitor:
   last_checked: 1779031865.804432
   needs_ai_refresh: true
   discovered_at: '2022-06-08T18:03:51Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -211394,6 +219680,7 @@ https://github.com/mxschmitt/action-tmate:
   last_checked: 1779032243.537517
   needs_ai_refresh: true
   discovered_at: '2026-05-29T18:23:06Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -211434,6 +219721,7 @@ https://github.com/myspotontheweb/gitops-workloads-demo:
   last_checked: 1781735876.007011
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:37:56.007011+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -211468,6 +219756,7 @@ https://github.com/mysticrenji/jenkins-cicd-pipelines:
   last_checked: 1779033735.886375
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:15.886375+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -211496,6 +219785,7 @@ https://github.com/myugan/awesome-docker-security:
   last_checked: 1779034517.242202
   needs_ai_refresh: true
   discovered_at: '2026-02-28T13:24:37Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -211533,6 +219823,7 @@ https://github.com/nabsul/k8s-ecr-login-renew:
   last_checked: 1779029710.563814
   needs_ai_refresh: true
   discovered_at: '2026-01-17T21:33:16Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -211559,13 +219850,14 @@ https://github.com/narendranathreddythota/podtnl:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: ae4419c69e217a0ab294e802da0466c3b6cab971d53a79b7ca18403a7e5bab97
   health_score: 100.0
   last_checked: 1779032972.520899
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:32.520899+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -211574,6 +219866,7 @@ https://github.com/narendranathreddythota/podtnl:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/nnrthota/podtnl
 https://github.com/naveensilver/Ansible:
   title: github.com/naveensilver/Ansible
   description: ''
@@ -211593,6 +219886,7 @@ https://github.com/naveensilver/Ansible:
   last_checked: 1781735865.949781
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:37:45.949781+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -211629,6 +219923,7 @@ https://github.com/nebuly-ai/nos:
   last_checked: 1779033943.004595
   needs_ai_refresh: true
   discovered_at: '2024-04-21T20:57:30Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -211664,6 +219959,7 @@ https://github.com/ned1313/quiz-grader:
   last_checked: 1781735890.285985
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:10.285985+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -211702,6 +219998,7 @@ https://github.com/neilhwatson/nustuff/blob/master/networking/nmcli.md:
   last_checked: 1779030356.800954
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:56.800954+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -211731,13 +220028,14 @@ https://github.com/nekop/openshift-sandbox/blob/master/docs/command-cheatsheet.m
   resource_type: Cheat Sheet
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 75e044df81b7bed9fd91ef02bb9be207b8ceb610d282967349bfe44072dfd6b4
   health_score: 100.0
   last_checked: 1781735890.318116
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:10.318116+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -211754,6 +220052,7 @@ https://github.com/nekop/openshift-sandbox/blob/master/docs/command-cheatsheet.m
   gh_stars: 0
   gh_pushed: N/A
   gh_license: N/A
+  duplicate_of: https://github.com/mhausenblas/openshift-cheat-sheet
 https://github.com/netbox-community/netbox:
   title: "NetBox IPAM \U0001F31F"
   description: ''
@@ -211773,6 +220072,7 @@ https://github.com/netbox-community/netbox:
   last_checked: 1779033706.893808
   needs_ai_refresh: true
   discovered_at: '2026-06-14T06:31:06Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -211810,6 +220110,7 @@ https://github.com/netdata/netdata:
   last_checked: 1779034392.426606
   needs_ai_refresh: true
   discovered_at: '2026-06-14T09:52:59Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -211847,6 +220148,7 @@ https://github.com/network-automation/toolkit:
   last_checked: 1779130495.01861
   needs_ai_refresh: true
   discovered_at: '2026-06-01T18:44:18Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -211873,13 +220175,14 @@ https://github.com/network-automation/tower_workshop:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: a639856389ab34dea1f787a746eb7d1666430d15d2fff87886426435fcc567f3
   health_score: 100.0
   last_checked: 1779030356.775254
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:56.775254+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -211888,6 +220191,7 @@ https://github.com/network-automation/tower_workshop:
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/network-automation/toolkit
 https://github.com/nevalla/lens-resource-map-extension:
   title: Lens Resource Map extension
   description: ''
@@ -211907,6 +220211,7 @@ https://github.com/nevalla/lens-resource-map-extension:
   last_checked: 1779032017.759047
   needs_ai_refresh: true
   discovered_at: '2024-02-23T10:56:20Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -211943,6 +220248,7 @@ https://github.com/nfrankel/jvm-controller:
   last_checked: 1781735910.696028
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:30.696028+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -211980,6 +220286,7 @@ https://github.com/nicholasamorim/ansible-role-harbor:
   last_checked: 1779031755.820689
   needs_ai_refresh: true
   discovered_at: '2026-04-15T12:41:58Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -212016,6 +220323,7 @@ https://github.com/nickjj/wait-until:
   last_checked: 1779031521.304836
   needs_ai_refresh: true
   discovered_at: '2026-04-24T11:45:04Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -212052,6 +220360,7 @@ https://github.com/nicolai86/github-rebase-bot:
   last_checked: 1779029704.893727
   needs_ai_refresh: true
   discovered_at: '2017-08-25T23:18:09Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -212090,6 +220399,7 @@ https://github.com/nicolaka/netshoot:
   last_checked: 1779033808.679665
   needs_ai_refresh: true
   discovered_at: '2026-04-16T16:42:57Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -212126,6 +220436,7 @@ https://github.com/nicolargo/glances:
   last_checked: 1779029483.498694
   needs_ai_refresh: true
   discovered_at: '2026-06-13T14:48:45Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -212161,6 +220472,7 @@ https://github.com/nicolgit/azure-firewall-mon:
   last_checked: 1779031021.246836
   needs_ai_refresh: true
   discovered_at: '2026-04-17T22:21:27Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -212198,6 +220510,7 @@ https://github.com/night-gold/armada:
   last_checked: 1779030827.483314
   needs_ai_refresh: true
   discovered_at: '2021-06-03T21:10:18Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -212234,6 +220547,7 @@ https://github.com/nilic/kubectl-netshoot:
   last_checked: 1779031541.702632
   needs_ai_refresh: true
   discovered_at: '2026-03-06T13:17:06Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -212269,6 +220583,7 @@ https://github.com/ninlil/kubectl-vpa:
   last_checked: 1779030862.047703
   needs_ai_refresh: true
   discovered_at: '2023-11-08T08:52:53Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -212302,6 +220617,7 @@ https://github.com/nirmata/kyverno:
   last_checked: 1779033789.313802
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:03:09.313802+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -212321,13 +220637,14 @@ https://github.com/nirops/yakiapp:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 0803fc16e1c26efda87445a9e8c7900a8bd104c7a64866f63830b9b983de0f65
   health_score: 100.0
   last_checked: 1779030539.100628
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:59.100628+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -212336,6 +220653,7 @@ https://github.com/nirops/yakiapp:
   - docs/kubernetes-based-devel.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/vivekagate/yakiapp
 https://github.com/nleiva/go-links:
   title: nleiva/go-links
   description: ''
@@ -212353,6 +220671,7 @@ https://github.com/nleiva/go-links:
   last_checked: 1779032117.848179
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:35:17.848179+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -212380,6 +220699,7 @@ https://github.com/nmachine-io/kerbi:
   last_checked: 1779032923.080815
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:43.080815+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -212408,6 +220728,7 @@ https://github.com/nnellans/ado-pipelines-guide:
   last_checked: 1779032732.423893
   needs_ai_refresh: true
   discovered_at: '2026-04-14T15:15:31Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -212444,6 +220765,7 @@ https://github.com/nnellans/bicep-guide:
   last_checked: 1779034482.742792
   needs_ai_refresh: true
   discovered_at: '2026-04-14T21:28:56Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -212480,6 +220802,7 @@ https://github.com/nnrthota/podtnl:
   last_checked: 1779130494.985268
   needs_ai_refresh: true
   discovered_at: '2022-10-20T11:41:32Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -212517,6 +220840,7 @@ https://github.com/noamraph/tqdm:
   last_checked: 1779031622.943746
   needs_ai_refresh: true
   discovered_at: '2023-11-30T11:34:56Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -212552,6 +220876,7 @@ https://github.com/nodejs/node:
   last_checked: 1779033948.008191
   needs_ai_refresh: true
   discovered_at: '2026-06-14T07:01:35Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -212590,6 +220915,7 @@ https://github.com/nokia/danm:
   last_checked: 1779032878.497643
   needs_ai_refresh: true
   discovered_at: '2022-09-19T15:31:17Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -212624,6 +220950,7 @@ https://github.com/noobaa/noobaa-core:
   last_checked: 1779130494.985376
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.985376+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -212655,6 +220982,7 @@ https://github.com/norwoodj/helm-docs:
   last_checked: 1779031620.56489
   needs_ai_refresh: true
   discovered_at: '2026-06-08T09:28:41Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -212694,6 +221022,7 @@ https://github.com/notaryproject/notary:
   last_checked: 1779030135.994048
   needs_ai_refresh: true
   discovered_at: '2024-08-07T19:02:32Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -212731,6 +221060,7 @@ https://github.com/nsriram/lambda-the-terraform-way:
   last_checked: 1779031540.280702
   needs_ai_refresh: true
   discovered_at: '2021-05-08T12:38:52Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -212766,6 +221096,7 @@ https://github.com/nubenetes/apache-reverse-proxy-jenkins:
   last_checked: 1779130495.016129
   needs_ai_refresh: true
   discovered_at: '2020-05-06T08:02:22Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -212801,6 +221132,7 @@ https://github.com/nubenetes/awesome-kubernetes/blob/master/pdf/dynatrace_demo.p
   last_checked: 1779130494.984207
   needs_ai_refresh: true
   discovered_at: '2026-06-14T10:13:34Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -212834,6 +221166,7 @@ https://github.com/nubenetes/awesome-kubernetes/tree/master/pdf:
   last_checked: 1779130494.942289
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.942289+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -212860,6 +221193,7 @@ https://github.com/nubenetes/awesome-kubernetes/tree/master/scripts:
   last_checked: 1779029056.785235
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:44:16.785235+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -212890,6 +221224,7 @@ https://github.com/nubenetes/confluence6-atlassian:
   last_checked: 1781736123.252209
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:03.252209+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -212927,6 +221262,7 @@ https://github.com/nubenetes/jenkins-CasC-kubernetes-demo:
   last_checked: 1779130494.950268
   needs_ai_refresh: true
   discovered_at: '2020-05-24T09:43:12Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -212965,6 +221301,7 @@ https://github.com/nubenetes/nexus3-helm-chart:
   last_checked: 1779130494.978136
   needs_ai_refresh: true
   discovered_at: '2020-05-24T10:17:50Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -213002,6 +221339,7 @@ https://github.com/nvucinic/kdbg:
   last_checked: 1779031753.002332
   needs_ai_refresh: true
   discovered_at: '2026-04-15T13:42:11Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -213040,6 +221378,7 @@ https://github.com/oauth2-proxy/oauth2-proxy:
   last_checked: 1779029158.976559
   needs_ai_refresh: true
   discovered_at: '2026-06-13T19:57:09Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -213073,6 +221412,7 @@ https://github.com/obitech/micro-obs:
   last_checked: 1779033213.587614
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:53:33.587614+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -213102,6 +221442,7 @@ https://github.com/obot-platform/obot:
   last_checked: 1779130494.949749
   needs_ai_refresh: true
   discovered_at: '2026-06-12T22:18:38Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -213138,6 +221479,7 @@ https://github.com/obsidiandynamics/kafdrop:
   last_checked: 1779030680.619628
   needs_ai_refresh: true
   discovered_at: '2026-06-11T16:52:55Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -213175,6 +221517,7 @@ https://github.com/odedia/spring-petclinic-microservices:
   last_checked: 1779030306.115637
   needs_ai_refresh: true
   discovered_at: '2024-12-27T15:42:53Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -213213,6 +221556,7 @@ https://github.com/odigos-io/odigos:
   last_checked: 1779029270.186941
   needs_ai_refresh: true
   discovered_at: '2026-06-14T10:09:14Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -213248,6 +221592,7 @@ https://github.com/odoo/odoo/wiki/Mergebot:
   last_checked: 1779029556.625948
   needs_ai_refresh: true
   discovered_at: '2026-06-14T10:01:21Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -213283,6 +221628,7 @@ https://github.com/ofek/csi-gcs:
   last_checked: 1779029295.097531
   needs_ai_refresh: true
   discovered_at: '2025-10-19T17:05:36Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -213318,6 +221664,7 @@ https://github.com/oils-for-unix/oils/wiki/Alternative-Shells:
   last_checked: 1779130494.938763
   needs_ai_refresh: true
   discovered_at: '2026-05-31T03:03:03Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -213344,13 +221691,14 @@ https://github.com/oilshell/oil/wiki/Alternative-Shells:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 48d54621cc1c7f324dd50d640cb6c0247759059c8d04299d2140df1e168db171
   health_score: 100.0
   last_checked: 1779029705.114578
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:55:05.114578+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -213359,6 +221707,7 @@ https://github.com/oilshell/oil/wiki/Alternative-Shells:
   - docs/linux.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/oils-for-unix/oils/wiki/Alternative-Shells
 https://github.com/okd-community-install:
   title: null
   description: null
@@ -213376,6 +221725,7 @@ https://github.com/okd-community-install:
   last_checked: 1779032213.432021
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:36:53.432021+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -213405,6 +221755,7 @@ https://github.com/okd-project/okd/blob/master/README.md:
   last_checked: 1779130495.005996
   needs_ai_refresh: true
   discovered_at: '2026-06-11T09:17:26Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -213442,6 +221793,7 @@ https://github.com/okelet/awsipinventory:
   last_checked: 1781735877.723823
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:37:57.723823+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -213485,6 +221837,7 @@ https://github.com/okwasniewski/minisim:
   last_checked: 1780352414.115655
   needs_ai_refresh: false
   discovered_at: '2026-02-27T12:50:34Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -213529,6 +221882,7 @@ https://github.com/oleg-nenashev/demo-jenkins-config-as-code/tree/java11-support
   last_checked: 1779030504.097906
   needs_ai_refresh: true
   discovered_at: '2022-12-15T17:44:27Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -213567,6 +221921,7 @@ https://github.com/omenking/localstack-gitpod-template:
   last_checked: 1781735876.19907
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:37:56.199070+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -213602,6 +221957,7 @@ https://github.com/omerbsezer/Fast-Kubernetes:
   last_checked: 1779033615.37353
   needs_ai_refresh: true
   discovered_at: '2025-04-14T08:54:11Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -213639,6 +221995,7 @@ https://github.com/omrikiei/ktunnel:
   last_checked: 1779031399.45841
   needs_ai_refresh: true
   discovered_at: '2026-02-20T22:37:30Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -213672,6 +222029,7 @@ https://github.com/ondat/discoblocks:
   last_checked: 1779033025.423471
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:25.423471+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -213700,6 +222058,7 @@ https://github.com/ondat/trousseau:
   last_checked: 1779032704.740174
   needs_ai_refresh: true
   discovered_at: '2023-09-15T05:51:00Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -213739,6 +222098,7 @@ https://github.com/one2nc/cloudlens:
   last_checked: 1779032885.100463
   needs_ai_refresh: true
   discovered_at: '2024-04-20T05:24:58Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -213772,6 +222132,7 @@ https://github.com/oneconcern/keycloak-gatekeeper:
   last_checked: 1779030196.867479
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:03:16.867479+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -213803,6 +222164,7 @@ https://github.com/onedr0p/cluster-template:
   last_checked: 1779130495.017822
   needs_ai_refresh: true
   discovered_at: '2026-06-13T16:10:38Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -213830,13 +222192,14 @@ https://github.com/onedr0p/flux-cluster-template:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 81a46697a7ea3f19272a5c703e6447c0b40cd349f0c012191e230ff981a05bb3
   health_score: 100.0
   last_checked: 1779030199.750201
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:19.750201+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -213845,6 +222208,7 @@ https://github.com/onedr0p/flux-cluster-template:
   - docs/flux.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/onedr0p/cluster-template
 https://github.com/onurakpolat/awesome-bigdata:
   title: onurakpolat/awesome-bigdata
   description: ''
@@ -213855,13 +222219,14 @@ https://github.com/onurakpolat/awesome-bigdata:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: db58f10575b486bbd4d9a206ae40283cfe8fb1218da2541de0ff816c5c56ca78
   health_score: 100.0
   last_checked: 1779032620.46244
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:40.462440+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -213870,6 +222235,7 @@ https://github.com/onurakpolat/awesome-bigdata:
   - docs/other-awesome-lists.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/oxnr/awesome-bigdata
 https://github.com/onzack/grafana-dashboards:
   title: github.com/onzack/grafana-dashboards
   description: ''
@@ -213888,6 +222254,7 @@ https://github.com/onzack/grafana-dashboards:
   last_checked: 1779030119.807413
   needs_ai_refresh: true
   discovered_at: '2026-05-18T10:55:12Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -213924,6 +222291,7 @@ https://github.com/open-gitops/project:
   last_checked: 1779034569.382864
   needs_ai_refresh: true
   discovered_at: '2025-06-11T16:44:22Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -213962,6 +222330,7 @@ https://github.com/open-gsd/gsd-pi:
   last_checked: 1780352571.556378
   needs_ai_refresh: false
   discovered_at: '2026-06-01T18:30:33Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -214006,6 +222375,7 @@ https://github.com/open-guides/og-aws:
   last_checked: 1779030296.400757
   needs_ai_refresh: true
   discovered_at: '2024-08-16T02:51:54Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -214043,6 +222413,7 @@ https://github.com/open-policy-agent/awesome-opa:
   last_checked: 1779130495.02181
   needs_ai_refresh: true
   discovered_at: '2026-05-25T19:12:33Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -214081,6 +222452,7 @@ https://github.com/open-policy-agent/conftest:
   last_checked: 1779029478.964826
   needs_ai_refresh: true
   discovered_at: '2026-06-12T13:44:57Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -214117,6 +222489,7 @@ https://github.com/open-policy-agent/contrib/tree/main/wasm/cloudflare-worker:
   last_checked: 1779130495.008313
   needs_ai_refresh: true
   discovered_at: '2026-05-11T05:40:57Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -214143,13 +222516,14 @@ https://github.com/open-policy-agent/contrib/tree/master/wasm/cloudflare-worker:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 0c89085cacde1bb274917c442cf40c10e9b9a0fff95aabdb1563db0943b885e5
   health_score: 100.0
   last_checked: 1779032734.531656
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:34.531656+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -214158,6 +222532,7 @@ https://github.com/open-policy-agent/contrib/tree/master/wasm/cloudflare-worker:
   - docs/securityascode.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/open-policy-agent/contrib/tree/main/wasm/cloudflare-worker
 https://github.com/open-policy-agent/gatekeeper:
   title: Open Policy Agent and Gatekeeper
   description: ''
@@ -214175,6 +222550,7 @@ https://github.com/open-policy-agent/gatekeeper:
   last_checked: 1779029155.082744
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:45:55.082744+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -214205,6 +222581,7 @@ https://github.com/open-telemetry/opentelemetry-collector:
   last_checked: 1779032198.416959
   needs_ai_refresh: true
   discovered_at: '2026-06-12T19:36:20Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -214243,6 +222620,7 @@ https://github.com/open-telemetry/opentelemetry-operator:
   last_checked: 1779030385.288971
   needs_ai_refresh: true
   discovered_at: '2026-06-13T17:42:58Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -214278,6 +222656,7 @@ https://github.com/open-telemetry/opentelemetry-specification:
   last_checked: 1779034289.090219
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:11:29.090219+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -214307,6 +222686,7 @@ https://github.com/openai/openai-cookbook:
   last_checked: 1779031087.178291
   needs_ai_refresh: true
   discovered_at: '2026-06-14T06:41:20Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -214343,6 +222723,7 @@ https://github.com/openappsec/openappsec:
   last_checked: 1779031615.569
   needs_ai_refresh: true
   discovered_at: '2026-05-26T08:56:37Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -214378,6 +222759,7 @@ https://github.com/openclarity/kubeclarity:
   last_checked: 1779033079.400907
   needs_ai_refresh: true
   discovered_at: '2024-10-14T14:56:35Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -214414,6 +222796,7 @@ https://github.com/openclarity/openclarity:
   last_checked: 1779130494.953642
   needs_ai_refresh: true
   discovered_at: '2026-05-25T02:27:26Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -214450,6 +222833,7 @@ https://github.com/opencontainers/runc:
   last_checked: 1779034479.777882
   needs_ai_refresh: true
   discovered_at: '2026-06-13T17:55:52Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -214487,6 +222871,7 @@ https://github.com/opencontrolplane:
   last_checked: 1779030673.969999
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:11:13.969999+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -214524,6 +222909,7 @@ https://github.com/opencost/opencost:
   last_checked: 1779130495.030298
   needs_ai_refresh: true
   discovered_at: '2026-06-11T22:08:09Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -214561,6 +222947,7 @@ https://github.com/openebs/dynamic-localpv-provisioner:
   last_checked: 1779030356.766976
   needs_ai_refresh: true
   discovered_at: '2026-06-09T18:19:20Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -214597,6 +222984,7 @@ https://github.com/openebs/lvm-localpv:
   last_checked: 1779030529.733399
   needs_ai_refresh: true
   discovered_at: '2026-06-10T14:24:37Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -214632,6 +223020,7 @@ https://github.com/openebs/zfs-localpv:
   last_checked: 1779034431.892054
   needs_ai_refresh: true
   discovered_at: '2026-06-11T09:02:06Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -214667,6 +223056,7 @@ https://github.com/openkruise/kruise:
   last_checked: 1779031883.142873
   needs_ai_refresh: true
   discovered_at: '2026-06-08T09:36:53Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -214702,6 +223092,7 @@ https://github.com/openliberty:
   last_checked: 1779029478.878336
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:51:18.878336+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -214739,6 +223130,7 @@ https://github.com/openobserve/debug-container:
   last_checked: 1779033570.6081
   needs_ai_refresh: true
   discovered_at: '2022-11-27T23:32:12Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -214774,6 +223166,7 @@ https://github.com/openops-cloud/openops:
   last_checked: 1779031802.394914
   needs_ai_refresh: true
   discovered_at: '2026-06-14T01:33:35Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -214814,6 +223207,7 @@ https://github.com/openpitrix/openpitrix:
   last_checked: 1779031231.465251
   needs_ai_refresh: true
   discovered_at: '2024-02-05T03:02:15Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -214850,6 +223244,7 @@ https://github.com/openshift-labs:
   last_checked: 1779029475.616108
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:51:15.616108+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -214886,6 +223281,7 @@ https://github.com/openshift/community/blob/master/ROADMAP.md:
   last_checked: 1781736112.450631
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:41:52.450631+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -214922,6 +223318,7 @@ https://github.com/openshift/console:
   last_checked: 1779032333.983003
   needs_ai_refresh: true
   discovered_at: '2026-06-13T03:53:18Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -214959,6 +223356,7 @@ https://github.com/openshift/hive:
   last_checked: 1779030843.082228
   needs_ai_refresh: true
   discovered_at: '2026-06-08T09:22:16Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -214995,6 +223393,7 @@ https://github.com/openshift/hypershift:
   last_checked: 1779029172.661437
   needs_ai_refresh: true
   discovered_at: '2026-06-12T23:53:35Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -215031,6 +223430,7 @@ https://github.com/openshift/installer:
   last_checked: 1779031538.378205
   needs_ai_refresh: true
   discovered_at: '2026-06-14T03:41:30Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -215038,8 +223438,7 @@ https://github.com/openshift/installer:
   - Kubernetes Distributions
   - Installer
   tags:
-  - ENTERPRISE-STABLE
-  - DE FACTO STANDARD
+  - '[DE FACTO STANDARD]'
   v1_locations:
   - docs/ocp4.md
   - docs/openshift.md
@@ -215070,6 +223469,7 @@ https://github.com/openshift/installer/blob/main/docs/user/aws/README.md:
   last_checked: 1779130494.934525
   needs_ai_refresh: true
   discovered_at: '2026-06-14T03:41:30Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -215098,13 +223498,14 @@ https://github.com/openshift/installer/blob/master/docs/user/aws/README.md:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 631b99a562e64c931cc2797121a798dbe242c3b665439f0aee87c2ba221adb5e
   health_score: 100.0
   last_checked: 1779032282.835774
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:02.835774+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -215114,6 +223515,7 @@ https://github.com/openshift/installer/blob/master/docs/user/aws/README.md:
   - docs/openshift.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/openshift/installer/blob/main/docs/user/aws/README.md
 https://github.com/openshift/jenkins:
   title: Jenkins Docker Image for Openshift v3
   description: ''
@@ -215133,6 +223535,7 @@ https://github.com/openshift/jenkins:
   last_checked: 1779033436.384037
   needs_ai_refresh: true
   discovered_at: '2026-06-12T15:34:29Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -215168,6 +223571,7 @@ https://github.com/openshift/machine-api-operator:
   last_checked: 1779032372.243332
   needs_ai_refresh: true
   discovered_at: '2026-06-09T07:06:30Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -215206,6 +223610,7 @@ https://github.com/openshift/machine-api-operator/tree/main:
   last_checked: 1779130495.033014
   needs_ai_refresh: true
   discovered_at: '2026-06-09T07:06:30Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -215232,13 +223637,14 @@ https://github.com/openshift/machine-api-operator/tree/master:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 515f47e6404755a963221739e6f9d04ad2b3b08cc7d216845739e0ad502c5c5e
   health_score: 100.0
   last_checked: 1779030727.778304
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:07.778304+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -215247,6 +223653,7 @@ https://github.com/openshift/machine-api-operator/tree/master:
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/openshift/machine-api-operator
 https://github.com/openshift/multus-cni:
   title: Multus
   description: ''
@@ -215264,6 +223671,7 @@ https://github.com/openshift/multus-cni:
   last_checked: 1779031410.858098
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:23:30.858098+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -215291,6 +223699,7 @@ https://github.com/openshift/ocs-operator:
   last_checked: 1779031256.06712
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:56.067120+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -215309,13 +223718,14 @@ https://github.com/openshift/okd/blob/master/README.md:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 22515b9fe2aa4c0b4fbf7240f35a1414fbb05dfbb53d2ca02cf2cb7d2122b744
   health_score: 100.0
   last_checked: 1779031089.565986
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:09.565986+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -215324,6 +223734,7 @@ https://github.com/openshift/okd/blob/master/README.md:
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/okd-project/okd/blob/master/README.md
 https://github.com/openshift/origin:
   title: "github.com/openshift/origin \U0001F31F"
   description: ''
@@ -215344,6 +223755,7 @@ https://github.com/openshift/origin:
   last_checked: 1779033672.161547
   needs_ai_refresh: true
   discovered_at: '2026-06-12T22:40:57Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -215351,8 +223763,7 @@ https://github.com/openshift/origin:
   - Kubernetes Distributions
   - OKD Core
   tags:
-  - ENTERPRISE-STABLE
-  - COMMUNITY-TOOL
+  - '[DE FACTO STANDARD]'
   v1_locations:
   - docs/openshift.md
   v2_locations:
@@ -215380,6 +223791,7 @@ https://github.com/openshift/origin/tree/main/examples/jenkins/pipeline:
   last_checked: 1779130494.986685
   needs_ai_refresh: true
   discovered_at: '2026-06-12T22:40:57Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -215417,6 +223829,7 @@ https://github.com/openshift/origin/tree/master/examples/jenkins/pipeline:
   last_checked: 1779033757.960723
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:37.960723+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -215443,6 +223856,7 @@ https://github.com/openshift/origin/tree/release-3.11/examples/prometheus:
   last_checked: 1779032080.76688
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:34:40.766880+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -215471,6 +223885,7 @@ https://github.com/openshift/pipelines-catalog:
   last_checked: 1779030983.272466
   needs_ai_refresh: true
   discovered_at: '2022-03-09T11:05:55Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -215506,6 +223921,7 @@ https://github.com/openshift/pipelines-tutorial:
   last_checked: 1779031397.388774
   needs_ai_refresh: true
   discovered_at: '2026-05-18T09:23:05Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -215546,6 +223962,7 @@ https://github.com/openshift/source-to-image:
   last_checked: 1779032817.917203
   needs_ai_refresh: true
   discovered_at: '2026-06-04T10:26:49Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -215582,6 +223999,7 @@ https://github.com/openshift/tektoncd-pipeline-operator:
   last_checked: 1779031017.295292
   needs_ai_refresh: true
   discovered_at: '2021-06-22T00:40:19Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -215616,6 +224034,7 @@ https://github.com/openshift/training:
   last_checked: 1781736112.475824
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:41:52.475824+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -215644,13 +224063,14 @@ https://github.com/openshiftdemos:
   resource_type: Repository
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 826418343f085ab7d6f38f30f9b2002d7fa0f8ead77b0fbdcc8b0f3ee8d90c8d
   health_score: 100.0
   last_checked: 1779033487.119125
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:58:07.119125+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -215667,6 +224087,7 @@ https://github.com/openshiftdemos:
   gh_stars: 0
   gh_pushed: N/A
   gh_license: N/A
+  duplicate_of: https://github.com/OpenShiftDemos
 https://github.com/operator-framework/operator-lifecycle-manager:
   title: Red Hat OLM
   description: ''
@@ -215689,6 +224110,7 @@ https://github.com/operator-framework/operator-lifecycle-manager:
   last_checked: 1779032167.315778
   needs_ai_refresh: true
   discovered_at: '2026-06-11T20:27:20Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -215726,6 +224148,7 @@ https://github.com/operator-framework/operator-lifecycle-manager/blob/master/doc
   last_checked: 1779033675.272065
   needs_ai_refresh: true
   discovered_at: '2026-06-11T20:27:20Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -215759,6 +224182,7 @@ https://github.com/operator-framework/operator-lifecycle-manager/blob/master/doc
   last_checked: 1779031903.368236
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:31:43.368236+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -215789,6 +224213,7 @@ https://github.com/opsgenie/kubernetes-event-exporter:
   last_checked: 1779029732.683804
   needs_ai_refresh: true
   discovered_at: '2022-08-31T11:33:33Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -215822,6 +224247,7 @@ https://github.com/opstree/Opstree-Go-WebApp:
   last_checked: 1779032344.639091
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:39:04.639091+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -215851,6 +224277,7 @@ https://github.com/opstree/dynamic-pv-scaler:
   last_checked: 1779034211.996447
   needs_ai_refresh: true
   discovered_at: '2022-09-07T18:01:54Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -215887,6 +224314,7 @@ https://github.com/oracle:
   last_checked: 1779031535.942641
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:25:35.942641+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -215922,6 +224350,7 @@ https://github.com/orangetw/awesome-jenkins-rce-2019:
   last_checked: 1781735992.089681
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:39:52.089681+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -215962,6 +224391,7 @@ https://github.com/oravirt/ansible-oracle:
   last_checked: 1779032620.350518
   needs_ai_refresh: true
   discovered_at: '2026-05-24T08:43:08Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -215992,13 +224422,14 @@ https://github.com/oravirt/ansible-oracle-modules:
   resource_type: tool
   complexity: advanced
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: a7d25942768a0cfc465f3c42ba5097dfe0540f34c5cd6bc45f534f7662b8de07
   health_score: 100.0
   last_checked: 1779029477.536193
   needs_ai_refresh: true
   discovered_at: '2022-11-29T22:00:06Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -216015,6 +224446,7 @@ https://github.com/oravirt/ansible-oracle-modules:
   gh_license: MIT
   gh_pushed: '2022-11-29T22:00:06Z'
   gh_stars: 217
+  duplicate_of: https://github.com/oravirt/ansible-oracle
 https://github.com/orchest/orchest:
   title: null
   description: null
@@ -216032,6 +224464,7 @@ https://github.com/orchest/orchest:
   last_checked: 1779030190.065145
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:10.065145+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -216059,6 +224492,7 @@ https://github.com/orgrim/pg_back:
   last_checked: 1779033782.467707
   needs_ai_refresh: true
   discovered_at: '2026-06-02T11:11:05Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -216099,6 +224533,7 @@ https://github.com/orgs/community/discussions/196624:
   last_checked: 1780352720.351753
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:25:20.351753+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -216138,6 +224573,7 @@ https://github.com/ori-edge/k8s_gateway:
   last_checked: 1779032017.538305
   needs_ai_refresh: true
   discovered_at: '2025-07-10T15:02:46Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -216176,6 +224612,7 @@ https://github.com/ory/dockertest:
   last_checked: 1779030971.372877
   needs_ai_refresh: true
   discovered_at: '2026-04-24T14:04:12Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -216211,6 +224648,7 @@ https://github.com/osa-ora/camel-k-samples:
   last_checked: 1781736081.213257
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:41:21.213257+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -216245,6 +224683,7 @@ https://github.com/oscp/awesome-openshift3:
   last_checked: 1779032880.774453
   needs_ai_refresh: true
   discovered_at: '2017-05-06T19:02:04Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -216285,6 +224724,7 @@ https://github.com/oslabs-beta/ClusterWatch:
   last_checked: 1779032833.612682
   needs_ai_refresh: true
   discovered_at: '2024-03-12T10:05:35Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -216321,6 +224761,7 @@ https://github.com/oslabs-beta/Ekkremis:
   last_checked: 1779031113.954175
   needs_ai_refresh: true
   discovered_at: '2022-12-09T03:12:29Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -216358,6 +224799,7 @@ https://github.com/oslabs-beta/KUR8:
   last_checked: 1779032213.963542
   needs_ai_refresh: true
   discovered_at: '2021-08-16T16:14:20Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -216394,6 +224836,7 @@ https://github.com/oslabs-beta/KubernOcular:
   last_checked: 1779130494.947585
   needs_ai_refresh: true
   discovered_at: '2022-10-13T16:44:36Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -216429,6 +224872,7 @@ https://github.com/oslabs-beta/OdinsEye:
   last_checked: 1781736112.629626
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:41:52.629626+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -216465,6 +224909,7 @@ https://github.com/oslabs-beta/Palaemon:
   last_checked: 1779033167.217142
   needs_ai_refresh: true
   discovered_at: '2022-11-13T07:07:06Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -216502,6 +224947,7 @@ https://github.com/oslabs-beta/kubermetrics:
   last_checked: 1781736047.118422
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:47.118422+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -216535,6 +224981,7 @@ https://github.com/oslabs-beta/neptune:
   last_checked: 1779031511.108241
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:11.108241+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -216553,13 +225000,14 @@ https://github.com/oslabs-beta/oslabs:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 70546792d7b6adc1b1db544a9aa96817a98658477858a863647459533e0a11e4
   health_score: 100.0
   last_checked: 1779032682.37654
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:42.376540+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -216568,6 +225016,7 @@ https://github.com/oslabs-beta/oslabs:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/oslabs-beta/KubernOcular
 https://github.com/osquery/osquery:
   title: OS Query
   description: ''
@@ -216588,6 +225037,7 @@ https://github.com/osquery/osquery:
   last_checked: 1779031489.87363
   needs_ai_refresh: true
   discovered_at: '2026-06-11T16:38:35Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -216624,6 +225074,7 @@ https://github.com/oxnr/awesome-bigdata:
   last_checked: 1779130494.937985
   needs_ai_refresh: true
   discovered_at: '2026-05-19T14:05:40Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -216661,6 +225112,7 @@ https://github.com/ozbillwang/terraform-best-practices:
   last_checked: 1781736233.774268
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:43:53.774268+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -216696,6 +225148,7 @@ https://github.com/pabpereza/containers-best-practices:
   last_checked: 1781735929.515287
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:49.515287+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -216722,13 +225175,14 @@ https://github.com/pabpereza/curated-dockerfiles-examples:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 6ab2f20ab9d370019bac48f7c2e14ccbb9d9c2c24f36dc95c5038fe94bfad72d
   health_score: 100.0
   last_checked: 1779032217.240383
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:57.240383+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -216737,6 +225191,7 @@ https://github.com/pabpereza/curated-dockerfiles-examples:
   - docs/docker.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/pabpereza/containers-best-practices
 https://github.com/palantir/bulldozer:
   title: 'Bulldozer: GitHub Pull Request Auto-Merge Bot'
   description: ''
@@ -216756,6 +225211,7 @@ https://github.com/palantir/bulldozer:
   last_checked: 1779031410.787578
   needs_ai_refresh: true
   discovered_at: '2026-06-11T17:14:05Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -216791,6 +225247,7 @@ https://github.com/palark/awesome-devops-telegram:
   last_checked: 1781736123.315138
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:03.315138+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -216819,13 +225276,14 @@ https://github.com/paliimx/Data-Structures-and-Algorithms:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: aba8ef44d0d0bf757f3b76b8166af33db8d73d477997e4455e54311b41d235fe
   health_score: 100.0
   last_checked: 1779030236.011941
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:56.011941+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -216834,6 +225292,7 @@ https://github.com/paliimx/Data-Structures-and-Algorithms:
   - docs/golang.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/ua-nick/Data-Structures-and-Algorithms
 https://github.com/pallets/jinja:
   title: "jinja \U0001F31F"
   description: ''
@@ -216853,6 +225312,7 @@ https://github.com/pallets/jinja:
   last_checked: 1779029565.847513
   needs_ai_refresh: true
   discovered_at: '2025-06-14T20:35:04Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -216891,6 +225351,7 @@ https://github.com/pan-net-security/kcount:
   last_checked: 1781736046.912258
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:46.912258+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -216927,6 +225388,7 @@ https://github.com/panjf2000/gnet:
   last_checked: 1779034456.756144
   needs_ai_refresh: true
   discovered_at: '2026-05-25T04:36:43Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -216962,6 +225424,7 @@ https://github.com/paragpallavsingh/90DaysOfDevOps:
   last_checked: 1779033731.536896
   needs_ai_refresh: true
   discovered_at: '2024-01-04T15:59:26Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -216998,6 +225461,7 @@ https://github.com/paragpallavsingh/90DaysOfDevOps/blob/master/submission/day21/
   last_checked: 1779032055.065826
   needs_ai_refresh: true
   discovered_at: '2024-01-04T15:59:26Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -217005,8 +225469,7 @@ https://github.com/paragpallavsingh/90DaysOfDevOps/blob/master/submission/day21/
   - Docker
   - Fundamentals
   tags:
-  - GUIDE
-  - COMMUNITY-TOOL
+  - '[COMMUNITY-TOOL]'
   v1_locations:
   - docs/devops.md
   v2_locations:
@@ -217032,6 +225495,7 @@ https://github.com/paralus/paralus:
   last_checked: 1779029148.067804
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:48.067804+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -217059,6 +225523,7 @@ https://github.com/particledecay/kconf:
   last_checked: 1779030849.128404
   needs_ai_refresh: true
   discovered_at: '2025-01-22T15:20:48Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -217092,6 +225557,7 @@ https://github.com/patelh/kafka-manager:
   last_checked: 1779032682.27507
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:44:42.275070+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -217120,6 +225586,7 @@ https://github.com/patrickdappollonio/kubectl-slice:
   last_checked: 1779032106.357118
   needs_ai_refresh: true
   discovered_at: '2026-03-05T19:23:27Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -217155,6 +225622,7 @@ https://github.com/patrickdappollonio/tabloid:
   last_checked: 1779029732.690315
   needs_ai_refresh: true
   discovered_at: '2026-03-12T06:00:37Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -217190,6 +225658,7 @@ https://github.com/patroni/patroni:
   last_checked: 1779130495.030459
   needs_ai_refresh: true
   discovered_at: '2026-06-11T12:59:10Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -217226,6 +225695,7 @@ https://github.com/paulczar/k8s-spring-petclinic:
   last_checked: 1781735921.314396
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:41.314396+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -217261,6 +225731,7 @@ https://github.com/pditommaso/awesome-pipeline:
   last_checked: 1781736123.11977
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:03.119770+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -217300,6 +225771,7 @@ https://github.com/pelotech/jsonnet-controller:
   last_checked: 1779033925.755712
   needs_ai_refresh: true
   discovered_at: '2023-03-10T22:59:49Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -217336,6 +225808,7 @@ https://github.com/percona/grafana-dashboards:
   last_checked: 1779029641.250736
   needs_ai_refresh: true
   discovered_at: '2026-04-02T19:10:58Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -217372,6 +225845,7 @@ https://github.com/percona/pg_stat_monitor:
   last_checked: 1779031507.713938
   needs_ai_refresh: true
   discovered_at: '2026-06-12T13:18:20Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -217410,6 +225884,7 @@ https://github.com/pfnet-research/k8s-cluster-simulator:
   last_checked: 1779034498.017791
   needs_ai_refresh: true
   discovered_at: '2020-07-21T02:12:00Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -217446,6 +225921,7 @@ https://github.com/pie-r/terragrunt-vs-terraspace:
   last_checked: 1779031802.402224
   needs_ai_refresh: true
   discovered_at: '2022-02-01T20:58:27Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -217481,6 +225957,7 @@ https://github.com/pieterlange/kube-backup:
   last_checked: 1779032074.798511
   needs_ai_refresh: true
   discovered_at: '2023-05-31T08:37:18Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -217507,13 +225984,14 @@ https://github.com/pingcap/chaos-mesh:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: dda04b09c01fae29e8fd45959bbd630e73f4e1333799a464731c56bbd42e7e70
   health_score: 100.0
   last_checked: 1779029884.018319
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:04.018319+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -217522,6 +226000,7 @@ https://github.com/pingcap/chaos-mesh:
   - docs/chaos-engineering.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/chaos-mesh/chaos-mesh
 https://github.com/piomin/sample-quarkus-serverless-kafka:
   title: piomin/sample-quarkus-serverless-kafka
   description: ''
@@ -217542,6 +226021,7 @@ https://github.com/piomin/sample-quarkus-serverless-kafka:
   last_checked: 1781735921.282507
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:41.282507+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -217579,6 +226059,7 @@ https://github.com/piomin/sample-spring-microservices-kubernetes:
   last_checked: 1781735921.162134
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:41.162134+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -217615,6 +226096,7 @@ https://github.com/piomin/sample-spring-microservices-new:
   last_checked: 1781735920.996053
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:40.996053+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -217652,6 +226134,7 @@ https://github.com/piomin/spring-boot-logging:
   last_checked: 1779033170.193844
   needs_ai_refresh: true
   discovered_at: '2026-06-11T03:00:05Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -217685,6 +226168,7 @@ https://github.com/pipe-cd/pipe:
   last_checked: 1779030564.322988
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:24.322988+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -217712,6 +226196,7 @@ https://github.com/pipe-cd/pipecd:
   last_checked: 1779130494.958993
   needs_ai_refresh: true
   discovered_at: '2026-06-12T09:01:15Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -217748,6 +226233,7 @@ https://github.com/pixie-io/pixie:
   last_checked: 1779029247.122971
   needs_ai_refresh: true
   discovered_at: '2026-06-13T08:28:04Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -217774,13 +226260,14 @@ https://github.com/pixie-labs/pixie:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 02266d95e66c012c7eb772198747f3995b13c271ca458ee0d64ccdf96261d227
   health_score: 100.0
   last_checked: 1779031382.133261
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:02.133261+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -217789,6 +226276,7 @@ https://github.com/pixie-labs/pixie:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/pixie-io/pixie
 https://github.com/planetlabs/draino:
   title: Draino
   description: ''
@@ -217809,6 +226297,7 @@ https://github.com/planetlabs/draino:
   last_checked: 1779029472.966393
   needs_ai_refresh: true
   discovered_at: '2024-03-26T15:33:02Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -217845,6 +226334,7 @@ https://github.com/plexsystems/konstraint:
   last_checked: 1779030012.288517
   needs_ai_refresh: true
   discovered_at: '2025-11-20T02:18:14Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -217880,6 +226370,7 @@ https://github.com/plexsystems/sinker:
   last_checked: 1779030052.525123
   needs_ai_refresh: true
   discovered_at: '2024-06-13T22:25:52Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -217913,6 +226404,7 @@ https://github.com/polarpoint-io/groovy-jenkins-pipelines/blob/master/jobs/param
   last_checked: 1779032613.717987
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:43:33.717987+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -217942,6 +226434,7 @@ https://github.com/policy-hub/policy-hub-cli:
   last_checked: 1781736154.414368
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:34.414368+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -217979,6 +226472,7 @@ https://github.com/pomerium/pomerium:
   last_checked: 1779031190.532646
   needs_ai_refresh: true
   discovered_at: '2026-06-13T02:36:05Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -218015,6 +226509,7 @@ https://github.com/porscheofficial/terraform-aws-ecr-watch:
   last_checked: 1779032035.086911
   needs_ai_refresh: true
   discovered_at: '2024-08-20T08:42:35Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -218051,6 +226546,7 @@ https://github.com/portainer/portainer:
   last_checked: 1779030983.214358
   needs_ai_refresh: true
   discovered_at: '2026-06-13T13:30:22Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -218088,6 +226584,7 @@ https://github.com/poseidon/typhoon:
   last_checked: 1779034373.48772
   needs_ai_refresh: true
   discovered_at: '2026-06-08T05:09:05Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -218129,6 +226626,7 @@ https://github.com/postfinance/kubectl-sudo:
   last_checked: 1779030526.03525
   needs_ai_refresh: true
   discovered_at: '2026-02-13T09:21:55Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -218165,6 +226663,7 @@ https://github.com/postgresml/postgresml:
   last_checked: 1779032153.247844
   needs_ai_refresh: true
   discovered_at: '2025-07-01T12:26:02Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -218200,6 +226699,7 @@ https://github.com/postmanlabs/newman:
   last_checked: 1779034296.130974
   needs_ai_refresh: true
   discovered_at: '2026-03-17T21:17:20Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -218236,6 +226736,7 @@ https://github.com/powerfulseal/powerfulseal:
   last_checked: 1779030327.30863
   needs_ai_refresh: true
   discovered_at: '2023-11-10T18:28:39Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -218271,6 +226772,7 @@ https://github.com/prabhatsharma/kubernetes-the-hard-way-aws:
   last_checked: 1779032383.731548
   needs_ai_refresh: true
   discovered_at: '2024-07-14T14:00:19Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -218307,6 +226809,7 @@ https://github.com/practo/k8s-worker-pod-autoscaler:
   last_checked: 1779031850.49453
   needs_ai_refresh: true
   discovered_at: '2024-02-28T00:17:55Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -218340,6 +226843,7 @@ https://github.com/prae1809/PowerShell-Scripts/tree/master/OperationalCollection
   last_checked: 1779034531.292432
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:15:31.292432+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -218366,6 +226870,7 @@ https://github.com/pravega/pravega-operator:
   last_checked: 1779030952.272151
   needs_ai_refresh: true
   discovered_at: '2024-04-19T12:27:01Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -218404,6 +226909,7 @@ https://github.com/predatorray/kubectl-tmux-exec:
   last_checked: 1779029735.560156
   needs_ai_refresh: true
   discovered_at: '2026-03-01T04:27:56Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -218430,13 +226936,14 @@ https://github.com/presslabs/silver:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: bfb0ee7ca876450db0ec452d1e5ca683f4f0f0727c1b1e53faa2f388f6902dab
   health_score: 100.0
   last_checked: 1779030327.207535
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:27.207535+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -218445,6 +226952,7 @@ https://github.com/presslabs/silver:
   - docs/python.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/silverapp/silver
 https://github.com/priyankavergadia/google-cloud-4-words:
   title: "The Google Cloud Developer's Cheat Sheet \U0001F31F"
   description: ''
@@ -218465,6 +226973,7 @@ https://github.com/priyankavergadia/google-cloud-4-words:
   last_checked: 1779032249.102774
   needs_ai_refresh: true
   discovered_at: '2024-04-06T10:56:15Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -218501,6 +227010,7 @@ https://github.com/proferosec/log4jScanner:
   last_checked: 1779030534.894602
   needs_ai_refresh: true
   discovered_at: '2023-02-25T10:43:55Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -218537,6 +227047,7 @@ https://github.com/projectcapsule/capsule:
   last_checked: 1779130495.02497
   needs_ai_refresh: true
   discovered_at: '2026-06-13T20:26:28Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -218573,6 +227084,7 @@ https://github.com/projectsveltos/sveltosctl:
   last_checked: 1779030732.681719
   needs_ai_refresh: true
   discovered_at: '2026-06-12T09:07:49Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -218606,6 +227118,7 @@ https://github.com/prometheus:
   last_checked: 1779032977.633814
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:49:37.633814+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -218632,6 +227145,7 @@ https://github.com/prometheus-community/elasticsearch_exporter:
   last_checked: 1779029609.896277
   needs_ai_refresh: true
   discovered_at: '2026-06-10T10:41:55Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -218667,6 +227181,7 @@ https://github.com/prometheus-community/yet-another-cloudwatch-exporter:
   last_checked: 1779130495.012037
   needs_ai_refresh: true
   discovered_at: '2026-06-08T19:50:05Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -218704,6 +227219,7 @@ https://github.com/prometheus-operator:
   last_checked: 1779031782.52189
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:29:42.521890+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -218741,6 +227257,7 @@ https://github.com/prometheus-operator/kube-prometheus:
   last_checked: 1779031902.857322
   needs_ai_refresh: true
   discovered_at: '2026-06-12T22:52:29Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -218779,6 +227296,7 @@ https://github.com/prometheus/alertmanager/releases/tag/v0.23.0-rc.0:
   last_checked: 1779034423.116692
   needs_ai_refresh: true
   discovered_at: '2026-06-12T15:32:45Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -218814,6 +227332,7 @@ https://github.com/prometheus/blackbox_exporter:
   last_checked: 1779031302.611831
   needs_ai_refresh: true
   discovered_at: '2026-06-08T09:42:48Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -218847,6 +227366,7 @@ https://github.com/prometheus/client_java:
   last_checked: 1779033416.184323
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:56:56.184323+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -218875,6 +227395,7 @@ https://github.com/prometheus/jmx_exporter:
   last_checked: 1779032219.945017
   needs_ai_refresh: true
   discovered_at: '2026-06-13T13:55:29Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -218913,6 +227434,7 @@ https://github.com/prometheus/jmx_exporter/blob/master/example_configs/activemq.
   last_checked: 1779030368.059173
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:08.059173+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -218938,6 +227460,7 @@ https://github.com/prometheus/jmx_exporter/blob/master/example_configs/artemis-2
   last_checked: 1779029566.202379
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:46.202379+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -218963,6 +227486,7 @@ https://github.com/prometheus/jmx_exporter/blob/master/example_configs/kafka-2_0
   last_checked: 1779032338.325393
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:58.325393+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -218988,6 +227512,7 @@ https://github.com/prometheus/jmx_exporter/blob/master/example_configs/kafka-con
   last_checked: 1779034521.794722
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:21.794722+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -219013,6 +227538,7 @@ https://github.com/prometheus/jmx_exporter/blob/master/example_configs/zookeeper
   last_checked: 1779032786.3845
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:26.384500+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -219040,6 +227566,7 @@ https://github.com/prometheus/prometheus:
   last_checked: 1779033040.797472
   needs_ai_refresh: true
   discovered_at: '2026-06-13T16:55:03Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -219076,6 +227603,7 @@ https://github.com/prometheus/pushgateway:
   last_checked: 1779032793.778703
   needs_ai_refresh: true
   discovered_at: '2026-06-02T14:21:05Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -219114,6 +227642,7 @@ https://github.com/prosimcorp/reforma:
   last_checked: 1779029121.407969
   needs_ai_refresh: true
   discovered_at: '2024-12-31T19:15:47Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -219151,6 +227680,7 @@ https://github.com/prowler-cloud/prowler:
   last_checked: 1779034373.312223
   needs_ai_refresh: true
   discovered_at: '2026-06-13T01:21:08Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -219186,6 +227716,7 @@ https://github.com/prymitive/karma:
   last_checked: 1779034499.919799
   needs_ai_refresh: true
   discovered_at: '2026-06-13T12:32:14Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -219225,6 +227756,7 @@ https://github.com/public-apis/public-apis:
   last_checked: 1779032817.956214
   needs_ai_refresh: true
   discovered_at: '2026-06-13T06:14:45Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -219260,6 +227792,7 @@ https://github.com/pulumi/kube2pulumi:
   last_checked: 1779032252.329358
   needs_ai_refresh: true
   discovered_at: '2025-11-21T17:39:35Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -219298,6 +227831,7 @@ https://github.com/pulumi/pulumi:
   last_checked: 1779031567.387814
   needs_ai_refresh: true
   discovered_at: '2026-06-13T13:18:46Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -219338,6 +227872,7 @@ https://github.com/punkpeye/awesome-mcp-servers:
   last_checked: 1779033904.114247
   needs_ai_refresh: true
   discovered_at: '2026-06-11T11:48:15Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -219379,6 +227914,7 @@ https://github.com/pusher/k8s-spot-rescheduler:
   last_checked: 1779032037.132168
   needs_ai_refresh: true
   discovered_at: '2020-11-20T13:19:50Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -219415,6 +227951,7 @@ https://github.com/pyang55/k8sdeploy:
   last_checked: 1779034049.851373
   needs_ai_refresh: true
   discovered_at: '2020-08-04T20:50:45Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -219450,6 +227987,7 @@ https://github.com/pyca/bcrypt:
   last_checked: 1779030883.19866
   needs_ai_refresh: true
   discovered_at: '2026-06-12T03:53:26Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -219488,6 +228026,7 @@ https://github.com/pydantic/pydantic:
   last_checked: 1779033088.942228
   needs_ai_refresh: true
   discovered_at: '2026-06-13T14:04:46Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -219521,6 +228060,7 @@ https://github.com/pyinstaller/pyinstaller:
   last_checked: 1779031181.819294
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:19:41.819294+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -219550,6 +228090,7 @@ https://github.com/pymag09/kubecui:
   last_checked: 1779031141.193418
   needs_ai_refresh: true
   discovered_at: '2025-05-22T11:41:40Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -219586,6 +228127,7 @@ https://github.com/pyxll/pyxll-jupyter:
   last_checked: 1779033051.150793
   needs_ai_refresh: true
   discovered_at: '2026-02-20T10:10:38Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -219622,6 +228164,7 @@ https://github.com/quarkslab/kdigger:
   last_checked: 1779034572.31237
   needs_ai_refresh: true
   discovered_at: '2025-11-07T11:44:47Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -219659,6 +228202,7 @@ https://github.com/quarkusio/quarkus-images:
   last_checked: 1779029061.448689
   needs_ai_refresh: true
   discovered_at: '2026-05-03T18:25:29Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -219696,6 +228240,7 @@ https://github.com/quay:
   last_checked: 1779033789.144824
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:03:09.144824+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -219732,6 +228277,7 @@ https://github.com/quay/clair:
   last_checked: 1779030825.147182
   needs_ai_refresh: true
   discovered_at: '2026-06-04T00:55:51Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -219768,6 +228314,7 @@ https://github.com/quay/quay:
   last_checked: 1779031553.310642
   needs_ai_refresh: true
   discovered_at: '2026-06-12T20:36:17Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -219805,6 +228352,7 @@ https://github.com/quay/quay-operator:
   last_checked: 1779130495.0214
   needs_ai_refresh: true
   discovered_at: '2026-06-04T15:57:28Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -219838,6 +228386,7 @@ https://github.com/quickbooks2018/eks-redmin:
   last_checked: 1779032236.574807
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:16.574807+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -219865,6 +228414,7 @@ https://github.com/quii/learn-go-with-tests:
   last_checked: 1779032159.834399
   needs_ai_refresh: true
   discovered_at: '2026-05-09T07:03:31Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -219907,6 +228457,7 @@ https://github.com/quinnypig/billie:
   last_checked: 1780352730.207521
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:25:30.207521+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -219945,6 +228496,7 @@ https://github.com/quozd/awesome-dotnet:
   last_checked: 1779033213.60391
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:53:33.603910+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -219965,13 +228517,14 @@ https://github.com/r0hi7/k8s-In-30Mins:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 9a76d8ed6ba89872bc4f855338a3b06dbd367475cbe07aa54edd698163390c4c
   health_score: 100.0
   last_checked: 1779029805.987986
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:56:45.987986+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -219980,6 +228533,7 @@ https://github.com/r0hi7/k8s-In-30Mins:
   - docs/cheatsheets.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/rosehgal/k8s-In-30Mins
 https://github.com/radondb/radondb-clickhouse-kubernetes:
   title: radondb/radondb-clickhouse-kubernetes
   description: ''
@@ -219999,6 +228553,7 @@ https://github.com/radondb/radondb-clickhouse-kubernetes:
   last_checked: 1779030367.839887
   needs_ai_refresh: true
   discovered_at: '2023-03-24T05:27:04Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -220036,6 +228591,7 @@ https://github.com/rainyear/python3-in-one-pic:
   last_checked: 1779130495.007734
   needs_ai_refresh: true
   discovered_at: '2022-05-28T22:42:15Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -220071,6 +228627,7 @@ https://github.com/rakyll/fake-it-til-you-make-it:
   last_checked: 1781735950.514496
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:39:10.514496+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -220108,6 +228665,7 @@ https://github.com/rakyll/go-test-trace:
   last_checked: 1779030196.845679
   needs_ai_refresh: true
   discovered_at: '2023-05-31T13:05:19Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -220145,6 +228703,7 @@ https://github.com/ramitsurana/awesome-kubernetes:
   last_checked: 1779030730.708547
   needs_ai_refresh: true
   discovered_at: '2026-04-28T13:39:35Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -220183,6 +228742,7 @@ https://github.com/ran-isenberg/aws-lambda-handler-cookbook:
   last_checked: 1779029993.502412
   needs_ai_refresh: true
   discovered_at: '2026-06-03T12:18:24Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -220222,6 +228782,7 @@ https://github.com/rancher-sandbox/rancher-desktop:
   last_checked: 1779032729.084406
   needs_ai_refresh: true
   discovered_at: '2026-06-14T01:44:06Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -220258,6 +228819,7 @@ https://github.com/rancher/cis-operator:
   last_checked: 1779032114.666282
   needs_ai_refresh: true
   discovered_at: '2026-03-31T12:56:49Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -220295,6 +228857,7 @@ https://github.com/rancher/fleet:
   last_checked: 1779032000.441841
   needs_ai_refresh: true
   discovered_at: '2026-06-12T17:00:52Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -220328,6 +228891,7 @@ https://github.com/rancher/harvester:
   last_checked: 1779030300.450878
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:00.450878+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -220356,6 +228920,7 @@ https://github.com/rancher/k3c:
   last_checked: 1779032762.902986
   needs_ai_refresh: true
   discovered_at: '2021-01-25T20:26:32Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -220391,6 +228956,7 @@ https://github.com/rancher/k3d:
   last_checked: 1779033489.584093
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:09.584093+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -220420,6 +228986,7 @@ https://github.com/rancher/k3os:
   last_checked: 1779029552.90524
   needs_ai_refresh: true
   discovered_at: '2023-12-08T21:52:50Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -220456,6 +229023,7 @@ https://github.com/rancher/k3s:
   last_checked: 1779031788.406214
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:48.406214+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -220485,6 +229053,7 @@ https://github.com/rancher/kim:
   last_checked: 1779032873.32059
   needs_ai_refresh: true
   discovered_at: '2022-01-07T16:55:10Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -220521,6 +229090,7 @@ https://github.com/rancher/system-upgrade-controller:
   last_checked: 1779030569.907366
   needs_ai_refresh: true
   discovered_at: '2026-05-19T18:50:34Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -220548,13 +229118,14 @@ https://github.com/rancherfederal/rke2-aws-tf:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: bf02eb9ef0e184fcc8770cb7795961fe49e69ad4eeb504b011972cd14f4db94a
   health_score: 100.0
   last_checked: 1779030323.409177
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:23.409177+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -220563,6 +229134,7 @@ https://github.com/rancherfederal/rke2-aws-tf:
   - docs/rancher.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/ranchergovernment/rke2-aws-tf
 https://github.com/ranchergovernment/rke2-aws-tf:
   title: github.com/rancherfederal/rke2-aws-tf
   description: ''
@@ -220582,6 +229154,7 @@ https://github.com/ranchergovernment/rke2-aws-tf:
   last_checked: 1779130494.991258
   needs_ai_refresh: true
   discovered_at: '2026-06-13T20:03:48Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -220619,6 +229192,7 @@ https://github.com/rasbt/LLMs-from-scratch:
   last_checked: 1779034461.841799
   needs_ai_refresh: true
   discovered_at: '2026-06-02T14:14:19Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -220659,6 +229233,7 @@ https://github.com/raspbernetes/k8s-security-policies:
   last_checked: 1779029689.589618
   needs_ai_refresh: true
   discovered_at: '2026-05-13T08:01:32Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -220696,6 +229271,7 @@ https://github.com/ray-project/kuberay:
   last_checked: 1779031406.74696
   needs_ai_refresh: true
   discovered_at: '2026-06-13T00:20:35Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -220735,6 +229311,7 @@ https://github.com/rayfrankenstein/AITOW:
   last_checked: 1781736123.527038
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:03.527038+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -220763,13 +229340,14 @@ https://github.com/rchakode/kube-opex-analytics:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 168db3b3c5ba1a11529421fc010b01e54668be910a88204251b723aa86e32423
   health_score: 100.0
   last_checked: 1779033862.743539
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:04:22.743539+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -220778,6 +229356,7 @@ https://github.com/rchakode/kube-opex-analytics:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/realopslabs/kubeledger
 https://github.com/reactive-python/reactpy:
   title: github.com/reactive-python/reactpy
   description: ''
@@ -220798,6 +229377,7 @@ https://github.com/reactive-python/reactpy:
   last_checked: 1779029466.823075
   needs_ai_refresh: true
   discovered_at: '2026-04-18T23:42:49Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -220833,6 +229413,7 @@ https://github.com/reactive-tech/kubegres:
   last_checked: 1779034477.283369
   needs_ai_refresh: true
   discovered_at: '2025-01-04T14:29:28Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -220867,6 +229448,7 @@ https://github.com/readme/guides:
   last_checked: 1779030955.046685
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:15:55.046685+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -220894,6 +229476,7 @@ https://github.com/readme/guides/functional-programming-basics:
   last_checked: 1781735920.949179
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:40.949179+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -220930,6 +229513,7 @@ https://github.com/realopslabs/kubeledger:
   last_checked: 1779130495.020595
   needs_ai_refresh: true
   discovered_at: '2026-05-26T10:12:20Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -220967,6 +229551,7 @@ https://github.com/realvz/awesome-eks:
   last_checked: 1779031800.620403
   needs_ai_refresh: true
   discovered_at: '2026-04-26T01:57:01Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -220996,13 +229581,14 @@ https://github.com/rebataur/djkube:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 72e58c4709f7dfedbd9b1766d86526ff87813bbd4a8ec29977cb0b5c02825374
   health_score: 100.0
   last_checked: 1779032106.347269
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:06.347269+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -221011,6 +229597,7 @@ https://github.com/rebataur/djkube:
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/rebataur/fskube
 https://github.com/rebataur/fskube:
   title: github.com/rebataur/djkube
   description: ''
@@ -221031,6 +229618,7 @@ https://github.com/rebataur/fskube:
   last_checked: 1779130494.974282
   needs_ai_refresh: true
   discovered_at: '2023-07-16T10:01:08Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -221065,6 +229653,7 @@ https://github.com/recognai/rubrix:
   last_checked: 1779031825.908133
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:25.908133+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -221095,6 +229684,7 @@ https://github.com/reconquest/tubekit:
   last_checked: 1779033583.979132
   needs_ai_refresh: true
   discovered_at: '2023-07-04T06:49:37Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -221128,6 +229718,7 @@ https://github.com/red-hat-storage/ocs-operator:
   last_checked: 1779130494.938295
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.938295+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -221158,6 +229749,7 @@ https://github.com/reddec/keycloak-ext-operator:
   last_checked: 1779031012.588166
   needs_ai_refresh: true
   discovered_at: '2023-11-15T02:54:55Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -221194,6 +229786,7 @@ https://github.com/redhat-actions:
   last_checked: 1779030407.638449
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:06:47.638449+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -221222,13 +229815,14 @@ https://github.com/redhat-actions/openshift-actions-runner:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 7169265c1640d37f76a0f53ed8996891812d99df66a397a020ca4592a28ad8c9
   health_score: 100.0
   last_checked: 1779031097.43984
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:17.439840+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -221238,6 +229832,7 @@ https://github.com/redhat-actions/openshift-actions-runner:
   - docs/jenkins-alternatives.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/redhat-actions/openshift-actions-runners
 https://github.com/redhat-actions/openshift-actions-runner-chart:
   title: "github.com: OpenShift GitHub Actions Runner Chart \U0001F31F"
   description: ''
@@ -221248,13 +229843,14 @@ https://github.com/redhat-actions/openshift-actions-runner-chart:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: bdc59d35d60c918c626f93ebc8e3d1778da0948e1bb4e826eff5026a4a905f94
   health_score: 100.0
   last_checked: 1779031461.162574
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:21.162574+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -221263,6 +229859,7 @@ https://github.com/redhat-actions/openshift-actions-runner-chart:
   - docs/git.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/redhat-actions/openshift-actions-runners
 https://github.com/redhat-actions/openshift-actions-runners:
   title: "github.com: OpenShift GitHub Actions Runner \U0001F31F"
   description: ''
@@ -221283,6 +229880,7 @@ https://github.com/redhat-actions/openshift-actions-runners:
   last_checked: 1781735950.776138
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:39:10.776138+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -221319,6 +229917,7 @@ https://github.com/redhat-actions/openshift-actions-runners-chart:
   last_checked: 1779130494.976247
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.976247+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -221359,6 +229958,7 @@ https://github.com/redhat-actions/spring-petclinic:
   last_checked: 1779034116.595172
   needs_ai_refresh: true
   discovered_at: '2022-09-27T21:10:26Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -221395,6 +229995,7 @@ https://github.com/redhat-certification/chart-verifier:
   last_checked: 1779030348.591399
   needs_ai_refresh: true
   discovered_at: '2026-06-12T17:15:56Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -221432,6 +230033,7 @@ https://github.com/redhat-cop:
   last_checked: 1779034263.050596
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:11:03.050596+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -221467,6 +230069,7 @@ https://github.com/redhat-cop/container-pipelines:
   last_checked: 1779030250.839269
   needs_ai_refresh: true
   discovered_at: '2026-06-03T15:07:08Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -221502,6 +230105,7 @@ https://github.com/redhat-cop/dynamic-rbac-operator:
   last_checked: 1779031536.097447
   needs_ai_refresh: true
   discovered_at: '2024-04-06T08:47:15Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -221538,6 +230142,7 @@ https://github.com/redhat-cop/gitops-catalog:
   last_checked: 1779034327.074315
   needs_ai_refresh: true
   discovered_at: '2026-06-08T16:57:19Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -221573,6 +230178,7 @@ https://github.com/redhat-cop/infra-ansible:
   last_checked: 1779130495.003796
   needs_ai_refresh: true
   discovered_at: '2024-12-25T00:34:57Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -221599,13 +230205,14 @@ https://github.com/redhat-cop/infra-ansible:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779033041.357835
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:41.357835+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -221614,6 +230221,7 @@ https://github.com/redhat-cop/infra-ansible:
   - docs/ocp3.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/redhat-cop/infra-ansible
 https://github.com/redhat-cop/keepalived-operator:
   title: '==redhat-cop/keepalived-operator: Keepalived operator=='
   description: ''
@@ -221632,6 +230240,7 @@ https://github.com/redhat-cop/keepalived-operator:
   last_checked: 1779033046.911709
   needs_ai_refresh: true
   discovered_at: '2024-04-03T23:41:54Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -221669,6 +230278,7 @@ https://github.com/redhat-cop/openshift-applier:
   last_checked: 1779032786.115621
   needs_ai_refresh: true
   discovered_at: '2023-01-16T14:45:42Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -221703,6 +230313,7 @@ https://github.com/redhat-cop/openshift-playbooks:
   last_checked: 1779031567.397674
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:26:07.397674+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -221729,6 +230340,7 @@ https://github.com/redhat-cop/openshift-toolkit:
   last_checked: 1779032249.140976
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:37:29.140976+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -221755,6 +230367,7 @@ https://github.com/redhat-cop/openshift-toolkit/tree/master/capacity-dashboard:
   last_checked: 1779029634.485014
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:53:54.485014+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -221781,6 +230394,7 @@ https://github.com/redhat-cop/openshift-toolkit/tree/master/custom-dashboards:
   last_checked: 1779032518.849999
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:41:58.849999+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -221810,6 +230424,7 @@ https://github.com/redhat-cop/openshift-toolkit/tree/master/networkpolicy:
   last_checked: 1779032104.221478
   needs_ai_refresh: true
   discovered_at: '2022-11-08T14:49:55Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -221845,6 +230460,7 @@ https://github.com/redhat-cop/openshift-toolkit/tree/master/quota-management:
   last_checked: 1779031865.789077
   needs_ai_refresh: true
   discovered_at: '2022-11-08T14:49:55Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -221879,6 +230495,7 @@ https://github.com/redhat-cop/pelorus:
   last_checked: 1779032372.213471
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:32.213471+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -221906,6 +230523,7 @@ https://github.com/redhat-cop/pipeline-library:
   last_checked: 1779031896.871913
   needs_ai_refresh: true
   discovered_at: '2023-11-14T11:29:20Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -221933,13 +230551,14 @@ https://github.com/redhat-cop/quay-operator:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 29bf38ae0cd9b442da8f581ec65f8dc6e0daee5b7d2be93453ebf87c6c63847b
   health_score: 100.0
   last_checked: 1779031064.934559
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:44.934559+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -221948,6 +230567,7 @@ https://github.com/redhat-cop/quay-operator:
   - docs/registries.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/quay/quay-operator
 https://github.com/redhat-developer-demos:
   title: "Red Hat Tutorials & Examples: github.com/redhat-developer-demos \U0001F31F"
   description: ''
@@ -221967,6 +230587,7 @@ https://github.com/redhat-developer-demos:
   last_checked: 1779030788.07862
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:13:08.078620+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -221993,13 +230614,14 @@ https://github.com/redhat-developer-demos/istio-tutorial:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 6aa944dab53781d6e7f95f9c8fc283d81c70e52b6191693d2f3c95f0bebf7436
   health_score: 100.0
   last_checked: 1779031521.414866
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:21.414866+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -222008,6 +230630,7 @@ https://github.com/redhat-developer-demos/istio-tutorial:
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/redhat-scholars/istio-tutorial
 https://github.com/redhat-developer-demos/knative-tutorial:
   title: knative-tutorial
   description: ''
@@ -222027,6 +230650,7 @@ https://github.com/redhat-developer-demos/knative-tutorial:
   last_checked: 1779030674.438001
   needs_ai_refresh: true
   discovered_at: '2026-01-15T22:52:33Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -222064,6 +230688,7 @@ https://github.com/redhat-developer-demos/spring-petclinic:
   last_checked: 1781735921.28187
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:41.281870+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -222100,6 +230725,7 @@ https://github.com/redhat-developer/odo:
   last_checked: 1779031602.610275
   needs_ai_refresh: true
   discovered_at: '2026-03-30T17:07:22Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -222138,6 +230764,7 @@ https://github.com/redhat-gpte-devopsautomation/ocp4_app_deploy_homework_grading
   last_checked: 1781735911.060876
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:31.060876+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -222174,6 +230801,7 @@ https://github.com/redhat-scholars/istio-tutorial:
   last_checked: 1779034156.150053
   needs_ai_refresh: true
   discovered_at: '2024-10-17T11:00:24Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -222212,6 +230840,7 @@ https://github.com/redhatdemocentral/ocp-install-demo:
   last_checked: 1781736123.110011
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:03.110011+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -222238,13 +230867,14 @@ https://github.com/redhatspain/apache-reverse-proxy-jenkins:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 9d875b557b84eed1c35aed8d8cbd536b4ad4f9af17e64b8ac003b1e033ee998d
   health_score: 100.0
   last_checked: 1779031945.42772
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:32:25.427720+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -222253,6 +230883,7 @@ https://github.com/redhatspain/apache-reverse-proxy-jenkins:
   - docs/web-servers.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/nubenetes/apache-reverse-proxy-jenkins
 https://github.com/redhatspain/awesome-kubernetes/blob/master/pdf/dynatrace_demo.pdf:
   title: "My Dynatrace proof of concept \U0001F31F"
   description: ''
@@ -222263,13 +230894,14 @@ https://github.com/redhatspain/awesome-kubernetes/blob/master/pdf/dynatrace_demo
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 87bdcfd7de5bf5edde67964c50cb353136bae950347fd52ab4b285fcaddae3c5
   health_score: 100.0
   last_checked: 1779030732.465121
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:12.465121+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -222278,6 +230910,7 @@ https://github.com/redhatspain/awesome-kubernetes/blob/master/pdf/dynatrace_demo
   - docs/monitoring.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/nubenetes/awesome-kubernetes/blob/master/pdf/dynatrace_demo.pdf
 https://github.com/redhatspain/awesome-kubernetes/tree/master/pdf:
   title: null
   description: null
@@ -222295,6 +230928,7 @@ https://github.com/redhatspain/awesome-kubernetes/tree/master/pdf:
   last_checked: 1779032340.215629
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:00.215629+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -222313,13 +230947,14 @@ https://github.com/redhatspain/confluence6-atlassian:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 68899e39f2e8c69de2e1bc9a7085f64c600c83931fd0a3cdadfa7136cd37c6a3
   health_score: 100.0
   last_checked: 1779033974.423001
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:06:14.423001+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -222328,6 +230963,7 @@ https://github.com/redhatspain/confluence6-atlassian:
   - docs/openshift.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/nubenetes/confluence6-atlassian
 https://github.com/redhatspain/jenkins-CasC-kubernetes-demo:
   title: "Jenkins Configuration as Code on Kubernetes \U0001F31F"
   description: ''
@@ -222338,13 +230974,14 @@ https://github.com/redhatspain/jenkins-CasC-kubernetes-demo:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: de8f3797f1dc811127980d26c0db9fe57190976c33590c276556b1ead02e05f6
   health_score: 100.0
   last_checked: 1779031181.947357
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:41.947357+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -222353,6 +230990,7 @@ https://github.com/redhatspain/jenkins-CasC-kubernetes-demo:
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/nubenetes/jenkins-CasC-kubernetes-demo
 https://github.com/redhatspain/nexus3-helm-chart:
   title: 'Proof of Concept: Nexus3 Chart configuration on Kubernetes'
   description: ''
@@ -222363,13 +231001,14 @@ https://github.com/redhatspain/nexus3-helm-chart:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: c47112a19729667b9426ca0878bae659779bcea302b5d100a828a37305451200
   health_score: 100.0
   last_checked: 1779031865.850186
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:05.850186+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -222378,6 +231017,7 @@ https://github.com/redhatspain/nexus3-helm-chart:
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/nubenetes/nexus3-helm-chart
 https://github.com/redkubes/otomi-core:
   title: '==github: Otomi=='
   description: ''
@@ -222395,6 +231035,7 @@ https://github.com/redkubes/otomi-core:
   last_checked: 1779033904.116343
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:04.116343+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -222423,6 +231064,7 @@ https://github.com/redpanda-data/console:
   last_checked: 1781736091.52153
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:41:31.521530+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -222449,13 +231091,14 @@ https://github.com/redpanda-data/kowl:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: eb6cee0202e057298f985d2033125765332c425f6edbe4942af179bfe21ac5e1
   health_score: 100.0
   last_checked: 1779033045.331044
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:45.331044+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -222464,6 +231107,7 @@ https://github.com/redpanda-data/kowl:
   - docs/message-queue.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/redpanda-data/console
 https://github.com/reetasingh/CKAD-Bookmarks:
   title: CKAD-Bookmarks
   description: ''
@@ -222485,6 +231129,7 @@ https://github.com/reetasingh/CKAD-Bookmarks:
   last_checked: 1779030268.286549
   needs_ai_refresh: true
   discovered_at: '2023-02-23T04:44:31Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -222524,6 +231169,7 @@ https://github.com/regret546/AzureBlueprints/tree/main/iac-azure-bastion-hub-spo
   last_checked: 1780352037.40145
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:57.401450+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -222563,6 +231209,7 @@ https://github.com/rehacktive/caffeine:
   last_checked: 1779031103.84835
   needs_ai_refresh: true
   discovered_at: '2022-11-30T16:19:55Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -222590,13 +231237,14 @@ https://github.com/rekon-oss/portfall:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 1f3cab895c3d5d3bf7ef5c7d6ef01043692b0314dab49a19317fca41a7ef5b5a
   health_score: 100.0
   last_checked: 1779032383.768254
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:43.768254+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -222605,6 +231253,7 @@ https://github.com/rekon-oss/portfall:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/Rested/portfall
 https://github.com/rene6502/keepass-secret:
   title: rene6502/keepass-secret
   description: ''
@@ -222626,6 +231275,7 @@ https://github.com/rene6502/keepass-secret:
   last_checked: 1779031226.804568
   needs_ai_refresh: true
   discovered_at: '2026-04-19T13:48:49Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -222662,6 +231312,7 @@ https://github.com/reneaudain/jenkins_tf_repo:
   last_checked: 1781736232.257244
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:43:52.257244+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -222697,6 +231348,7 @@ https://github.com/replicatedhq/troubleshoot:
   last_checked: 1779032699.724114
   needs_ai_refresh: true
   discovered_at: '2026-06-11T16:15:20Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -222735,6 +231387,7 @@ https://github.com/resmoio/kubernetes-event-exporter:
   last_checked: 1779033140.888595
   needs_ai_refresh: true
   discovered_at: '2024-08-20T15:09:21Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -222776,6 +231429,7 @@ https://github.com/resources/events/github-microsoft-build26:
   last_checked: 1780352838.801085
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:27:18.801085+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -222818,6 +231472,7 @@ https://github.com/resources/whitepapers/actions:
   last_checked: 1781735950.247815
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:39:10.247815+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -222853,6 +231508,7 @@ https://github.com/reviewdog/reviewdog:
   last_checked: 1779034560.739738
   needs_ai_refresh: true
   discovered_at: '2026-06-12T21:30:34Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -222888,6 +231544,7 @@ https://github.com/rh-messaging/artemis-prometheus-metrics-plugin:
   last_checked: 1779029274.525557
   needs_ai_refresh: true
   discovered_at: '2026-06-11T09:39:52Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -222926,6 +231583,7 @@ https://github.com/ricardomaraschini/tagger:
   last_checked: 1779029989.23807
   needs_ai_refresh: true
   discovered_at: '2026-05-18T14:11:12Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -222962,6 +231620,7 @@ https://github.com/ricoberger/vault-secrets-operator:
   last_checked: 1779030611.105917
   needs_ai_refresh: true
   discovered_at: '2026-06-01T04:59:40Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -222997,6 +231656,7 @@ https://github.com/rmb938/hostport-allocator:
   last_checked: 1779034031.155227
   needs_ai_refresh: true
   discovered_at: '2025-11-17T00:22:54Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -223034,6 +231694,7 @@ https://github.com/robscott/kube-capacity/releases:
   last_checked: 1779030025.460393
   needs_ai_refresh: true
   discovered_at: '2025-11-21T01:07:32Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -223069,6 +231730,7 @@ https://github.com/robusta-dev/chatgpt-yaml-generator:
   last_checked: 1779032368.927033
   needs_ai_refresh: true
   discovered_at: '2023-07-08T05:13:58Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -223095,13 +231757,14 @@ https://github.com/robusta-dev/holmesgpt:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 941c9489c44841efbc269906164c68f1aba114130400d86da339a947dea72314
   health_score: 100.0
   last_checked: 1779029159.136727
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:59.136727+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -223111,6 +231774,7 @@ https://github.com/robusta-dev/holmesgpt:
   - docs/ai.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/HolmesGPT/holmesgpt
 https://github.com/robusta-dev/krr:
   title: ==robusta-dev/krr==
   description: ''
@@ -223132,6 +231796,7 @@ https://github.com/robusta-dev/krr:
   last_checked: 1779029371.449815
   needs_ai_refresh: true
   discovered_at: '2026-06-08T14:12:45Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -223167,6 +231832,7 @@ https://github.com/robusta-dev/kubernetes-chatgpt-bot:
   last_checked: 1781735889.876177
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:09.876177+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -223202,6 +231868,7 @@ https://github.com/robzienert/awesome-spinnaker:
   last_checked: 1779032484.336706
   needs_ai_refresh: true
   discovered_at: '2019-02-12T17:51:32Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -223245,6 +231912,7 @@ https://github.com/rohitg00/ai-engineering-from-scratch:
   last_checked: 1780352686.744469
   needs_ai_refresh: false
   discovered_at: '2026-06-01T16:14:02Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -223289,6 +231957,7 @@ https://github.com/roib20/terraform-provision-gke-cloudflare:
   last_checked: 1779032935.090022
   needs_ai_refresh: true
   discovered_at: '2025-06-12T17:11:17Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -223326,6 +231995,7 @@ https://github.com/rootless-containers/usernetes:
   last_checked: 1779029163.80027
   needs_ai_refresh: true
   discovered_at: '2026-06-08T06:15:13Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -223359,6 +232029,7 @@ https://github.com/rootsongjc:
   last_checked: 1779029916.915163
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:58:36.915163+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -223387,6 +232058,7 @@ https://github.com/rootsongjc/awesome-cloud-native:
   last_checked: 1779033922.082968
   needs_ai_refresh: true
   discovered_at: '2026-06-08T12:56:50Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -223425,6 +232097,7 @@ https://github.com/rosehgal/k8s-In-30Mins:
   last_checked: 1779130495.013955
   needs_ai_refresh: true
   discovered_at: '2021-03-18T12:05:22Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -223460,6 +232133,7 @@ https://github.com/rossmcdonald/telegraf:
   last_checked: 1781736133.617234
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:13.617234+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -223496,6 +232170,7 @@ https://github.com/rothgar/bashScheduler:
   last_checked: 1781736046.715861
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:46.715861+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -223532,6 +232207,7 @@ https://github.com/rottencandy/vimkubectl:
   last_checked: 1779033223.064867
   needs_ai_refresh: true
   discovered_at: '2024-06-07T19:05:08Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -223567,6 +232243,7 @@ https://github.com/roubles/kubeshell:
   last_checked: 1781736046.718468
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:46.718468+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -223603,6 +232280,7 @@ https://github.com/rromannissen/rhoar-microservices-demo:
   last_checked: 1781735911.062564
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:31.062564+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -223638,6 +232316,7 @@ https://github.com/ruanbekker/thanos-cluster-setup:
   last_checked: 1781736133.731752
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:13.731752+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -223673,6 +232352,7 @@ https://github.com/run-x/awesome-kubernetes:
   last_checked: 1779030443.508134
   needs_ai_refresh: true
   discovered_at: '2022-01-04T11:29:07Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -223712,6 +232392,7 @@ https://github.com/run-x/opta:
   last_checked: 1779029478.986514
   needs_ai_refresh: true
   discovered_at: '2023-04-03T22:19:45Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -223749,6 +232430,7 @@ https://github.com/runacapital/awesome-oss-alternatives:
   last_checked: 1779033068.776163
   needs_ai_refresh: true
   discovered_at: '2025-09-03T17:43:01Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -223787,6 +232469,7 @@ https://github.com/ruoshan/autoportforward:
   last_checked: 1779029552.894289
   needs_ai_refresh: true
   discovered_at: '2022-05-07T08:22:59Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -223822,6 +232505,7 @@ https://github.com/ryane/kfilt:
   last_checked: 1779031464.98091
   needs_ai_refresh: true
   discovered_at: '2025-12-03T03:16:05Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -223855,6 +232539,7 @@ https://github.com/ryanmcdermott/clean-code-javascript:
   last_checked: 1779030172.729344
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:02:52.729344+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -223884,6 +232569,7 @@ https://github.com/rydogs/kubecle:
   last_checked: 1779032372.184978
   needs_ai_refresh: true
   discovered_at: '2023-03-07T06:07:22Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -223919,6 +232605,7 @@ https://github.com/sa-mw-dach/podium:
   last_checked: 1781736133.524958
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:13.524958+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -223945,13 +232632,14 @@ https://github.com/sageteam-org/django-sage-painless:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: ffc77c4da3b3d8757b604070bfd6d9cd7e51c0a5dda9d14c80542c8afd157c93
   health_score: 100.0
   last_checked: 1779029378.488178
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:38.488178+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -223960,6 +232648,7 @@ https://github.com/sageteam-org/django-sage-painless:
   - docs/python.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/sageteamorg/django-sage-painless
 https://github.com/sageteamorg/django-sage-painless:
   title: 'github.com: Django Sage Painless'
   description: ''
@@ -223980,6 +232669,7 @@ https://github.com/sageteamorg/django-sage-painless:
   last_checked: 1779130494.987614
   needs_ai_refresh: true
   discovered_at: '2024-07-22T18:18:21Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -224006,13 +232696,14 @@ https://github.com/sagittaros/terraform-k3s-private-cloud:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 4a8998eba4c5c066a02a898b5f5330680d2f84c24fea7f51355203232e6a671c
   health_score: 100.0
   last_checked: 1779034153.163446
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:09:13.163446+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -224021,6 +232712,7 @@ https://github.com/sagittaros/terraform-k3s-private-cloud:
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/inscapist/terraform-k3s-private-cloud
 https://github.com/sahilsk/awesome-jenkins:
   title: sahilsk/awesome-jenkins
   description: ''
@@ -224040,6 +232732,7 @@ https://github.com/sahilsk/awesome-jenkins:
   last_checked: 1779034479.769393
   needs_ai_refresh: true
   discovered_at: '2018-02-22T19:32:46Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -224079,6 +232772,7 @@ https://github.com/sajeetharan/azure-mindmap:
   last_checked: 1781735879.759974
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:37:59.759974+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -224115,6 +232809,7 @@ https://github.com/sajeetharan/azure-mindmap/blob/master/azure-fundamentals/AZ-9
   last_checked: 1781735879.84105
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:37:59.841050+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -224150,6 +232845,7 @@ https://github.com/salesforce/craft:
   last_checked: 1779031407.032272
   needs_ai_refresh: true
   discovered_at: '2026-06-02T18:07:50Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -224187,6 +232883,7 @@ https://github.com/salesforce/metabadger:
   last_checked: 1779030810.133825
   needs_ai_refresh: true
   discovered_at: '2025-05-01T17:30:23Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -224224,6 +232921,7 @@ https://github.com/salesforce/sloop:
   last_checked: 1779033762.011376
   needs_ai_refresh: true
   discovered_at: '2026-02-17T16:38:56Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -224261,6 +232959,7 @@ https://github.com/saml-to/assume-aws-role-action:
   last_checked: 1779034013.073963
   needs_ai_refresh: true
   discovered_at: '2024-01-09T14:28:52Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -224294,6 +232993,7 @@ https://github.com/samrocketman:
   last_checked: 1779030534.414075
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:54.414075+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -224319,6 +233019,7 @@ https://github.com/samrocketman/docker-jenkins-jervis/blob/main/README.md:
   last_checked: 1779130494.993925
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.993925+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -224344,6 +233045,7 @@ https://github.com/samrocketman/docker-jenkins-jervis/blob/master/README.md:
   last_checked: 1779030865.596695
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:25.596695+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -224369,6 +233071,7 @@ https://github.com/samrocketman/jenkins-script-console-scripts:
   last_checked: 1779032552.645454
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:42:32.645454+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -224397,6 +233100,7 @@ https://github.com/samrocketman/jervis/wiki:
   last_checked: 1779029569.932599
   needs_ai_refresh: true
   discovered_at: '2026-05-08T02:13:00Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -224434,6 +233138,7 @@ https://github.com/samrocketman/nexus3-config-as-code:
   last_checked: 1779029993.349773
   needs_ai_refresh: true
   discovered_at: '2020-10-18T07:11:59Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -224469,6 +233174,7 @@ https://github.com/samyfodil/taubyte-llama-satellite:
   last_checked: 1779030688.931498
   needs_ai_refresh: true
   discovered_at: '2024-02-02T22:23:10Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -224498,13 +233204,14 @@ https://github.com/saturnism/awesome-cloud-native-java:
   resource_type: Awesome List
   complexity: Advanced
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 304e0ff20521d8e9925626ba5c54b7204835ea5b029b6f81d31978f5a68e0d89
   health_score: 100.0
   last_checked: 1781736123.211691
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:03.211691+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -224523,6 +233230,7 @@ https://github.com/saturnism/awesome-cloud-native-java:
   gh_pushed: N/A
   gh_license: N/A
   is_special: true
+  duplicate_of: https://awesome.jimmysong.io
 https://github.com/saturnism/spring-petclinic-gcp:
   title: "Google Cloud Native Spring Boot PetClinic. Spring PetClinic Microservices
     on GCP \U0001F31F"
@@ -224541,6 +233249,7 @@ https://github.com/saturnism/spring-petclinic-gcp:
   last_checked: 1779030979.82677
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:16:19.826770+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -224570,6 +233279,7 @@ https://github.com/sauljabin/kaskade:
   last_checked: 1779034523.122965
   needs_ai_refresh: true
   discovered_at: '2026-03-02T15:21:33Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -224604,6 +233314,7 @@ https://github.com/savecost/datav:
   last_checked: 1779032034.978096
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:54.978096+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -224633,6 +233344,7 @@ https://github.com/sbilly/awesome-security:
   last_checked: 1779034373.319123
   needs_ai_refresh: true
   discovered_at: '2026-01-11T02:00:26Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -224670,6 +233382,7 @@ https://github.com/sclorg:
   last_checked: 1779031696.993094
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:28:16.993094+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -224705,6 +233418,7 @@ https://github.com/sclorg/mariadb-container:
   last_checked: 1779031126.199984
   needs_ai_refresh: true
   discovered_at: '2026-06-11T11:34:22Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -224740,6 +233454,7 @@ https://github.com/scorputty/packer-centos-awx:
   last_checked: 1779032017.78894
   needs_ai_refresh: true
   discovered_at: '2018-03-19T06:14:09Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -224776,6 +233491,7 @@ https://github.com/scraly/terraform-cheat-sheet/blob/master/terraform-cheat-shee
   last_checked: 1781735890.161237
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:10.161237+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -224811,6 +233527,7 @@ https://github.com/screwdriver-cd/screwdriver:
   last_checked: 1779030441.12291
   needs_ai_refresh: true
   discovered_at: '2026-06-03T18:35:27Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -224844,6 +233561,7 @@ https://github.com/scriptcamp/kubernetes-serviceaccount-example:
   last_checked: 1779032239.808996
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:37:19.808996+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -224872,6 +233590,7 @@ https://github.com/scylladb/scylla-operator:
   last_checked: 1779033237.077914
   needs_ai_refresh: true
   discovered_at: '2026-06-11T10:42:16Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -224907,6 +233626,7 @@ https://github.com/sdduursma/github-merge-bot:
   last_checked: 1779130495.027204
   needs_ai_refresh: true
   discovered_at: '2020-02-04T17:48:05Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -224942,6 +233662,7 @@ https://github.com/sdras/awesome-actions:
   last_checked: 1779033425.105438
   needs_ai_refresh: true
   discovered_at: '2024-09-01T20:32:39Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -224982,6 +233703,7 @@ https://github.com/seal-io/tap:
   last_checked: 1779032732.222339
   needs_ai_refresh: true
   discovered_at: '2024-02-04T06:29:24Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -225016,6 +233738,7 @@ https://github.com/search?l=powershell&q=stars%3A%3E1&type=Repositories:
   last_checked: 1779033508.195303
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:58:28.195303+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -225052,6 +233775,7 @@ https://github.com/search?q=org%3Alightstep+launcher:
   last_checked: 1779029118.973122
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:45:18.973122+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -225088,6 +233812,7 @@ https://github.com/segmentio/kubectl-curl:
   last_checked: 1779032288.198237
   needs_ai_refresh: true
   discovered_at: '2025-09-24T22:41:02Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -225123,6 +233848,7 @@ https://github.com/segmentio/stack:
   last_checked: 1779034041.881693
   needs_ai_refresh: true
   discovered_at: '2023-04-07T22:43:12Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -225161,6 +233887,7 @@ https://github.com/selefra/selefra:
   last_checked: 1779029899.651268
   needs_ai_refresh: true
   discovered_at: '2023-08-30T04:35:10Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -225198,6 +233925,7 @@ https://github.com/seligman/aws-ip-ranges:
   last_checked: 1779030825.006911
   needs_ai_refresh: true
   discovered_at: '2026-06-12T22:28:31Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -225235,6 +233963,7 @@ https://github.com/sematext/cheatsheets/blob/master/docker-swarm-cheatsheet.md:
   last_checked: 1781735890.041055
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:10.041055+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -225270,6 +233999,7 @@ https://github.com/senthilrch/kube-fledged:
   last_checked: 1779030739.671987
   needs_ai_refresh: true
   discovered_at: '2024-02-20T05:20:10Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -225307,6 +234037,7 @@ https://github.com/serenakeyitan/awesome-notebookLM-prompts:
   last_checked: 1779031109.310343
   needs_ai_refresh: true
   discovered_at: '2026-05-13T12:29:46Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -225350,6 +234081,7 @@ https://github.com/serkan-ozal/jillegal:
   last_checked: 1781735982.174581
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:39:42.174581+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -225386,6 +234118,7 @@ https://github.com/shahedbd/awesome-project-management:
   last_checked: 1779033360.618024
   needs_ai_refresh: true
   discovered_at: '2026-05-22T20:27:52Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -225423,6 +234156,7 @@ https://github.com/shank-git/metal-kubes:
   last_checked: 1779032100.981136
   needs_ai_refresh: true
   discovered_at: '2021-05-15T08:29:21Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -225459,6 +234193,7 @@ https://github.com/shanraisshan/claude-code-best-practice:
   last_checked: 1779032922.94381
   needs_ai_refresh: true
   discovered_at: '2026-06-14T06:35:50Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -225501,6 +234236,7 @@ https://github.com/sharadbhat/KubernetesPatterns:
   last_checked: 1779033914.121113
   needs_ai_refresh: true
   discovered_at: '2020-10-05T21:37:29Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -225536,6 +234272,7 @@ https://github.com/sheehan/job-dsl-gradle-example:
   last_checked: 1779031046.415867
   needs_ai_refresh: true
   discovered_at: '2022-04-21T02:40:44Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -225574,6 +234311,7 @@ https://github.com/sherifabdlnaby/kubephp:
   last_checked: 1779030285.63856
   needs_ai_refresh: true
   discovered_at: '2026-02-28T20:47:55Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -225601,13 +234339,14 @@ https://github.com/sherifabdlnaby/phpdocker:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 622b42fb6fa504910b1860d9a79c8d6cfdc5317a7136e08bc861cfc72037fa75
   health_score: 100.0
   last_checked: 1779031600.861847
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:40.861847+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -225616,6 +234355,7 @@ https://github.com/sherifabdlnaby/phpdocker:
   - docs/docker.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/sherifabdlnaby/kubephp
 https://github.com/shipa-corp/ketch:
   title: github.com/shipa-corp/ketch
   description: ''
@@ -225626,13 +234366,14 @@ https://github.com/shipa-corp/ketch:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: c1ebb74798226b8004b5a89a4e70d8693ace5a23b5e00efeae98c481a1da578b
   health_score: 100.0
   last_checked: 1779031360.819209
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:40.819209+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -225641,6 +234382,7 @@ https://github.com/shipa-corp/ketch:
   - docs/yaml.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/theketchio/ketch
 https://github.com/shipwright-io/build:
   title: 'shipwright-io/build: shipwright'
   description: ''
@@ -225662,6 +234404,7 @@ https://github.com/shipwright-io/build:
   last_checked: 1779030119.866415
   needs_ai_refresh: true
   discovered_at: '2026-06-12T06:02:54Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -225695,6 +234438,7 @@ https://github.com/shuaibiyy/awesome-terraform:
   last_checked: 1779031406.912448
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:26.912448+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -225723,6 +234467,7 @@ https://github.com/shuaibiyy/awesome-tf:
   last_checked: 1779130494.932706
   needs_ai_refresh: true
   discovered_at: '2026-06-13T23:22:19Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -225761,6 +234506,7 @@ https://github.com/shurshun/domain-harvester:
   last_checked: 1781736026.316112
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:26.316112+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -225796,6 +234542,7 @@ https://github.com/siamaksade/jenkins-blueocean:
   last_checked: 1781735910.853436
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:30.853436+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -225833,6 +234580,7 @@ https://github.com/siamaksade/mapit-spring:
   last_checked: 1781735911.004634
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:31.004634+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -225869,6 +234617,7 @@ https://github.com/sieve-project/sieve:
   last_checked: 1779033130.296854
   needs_ai_refresh: true
   discovered_at: '2024-09-26T03:49:27Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -225905,6 +234654,7 @@ https://github.com/sighupio/permission-manager:
   last_checked: 1779030300.261161
   needs_ai_refresh: true
   discovered_at: '2024-05-12T17:36:11Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -225941,6 +234691,7 @@ https://github.com/sigstore/cosign:
   last_checked: 1779030569.974052
   needs_ai_refresh: true
   discovered_at: '2026-06-12T21:12:47Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -225977,6 +234728,7 @@ https://github.com/sigstore/k8s-manifest-sigstore:
   last_checked: 1779032889.551978
   needs_ai_refresh: true
   discovered_at: '2026-05-28T07:08:10Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -226013,6 +234765,7 @@ https://github.com/silverapp/silver:
   last_checked: 1779130494.945144
   needs_ai_refresh: true
   discovered_at: '2026-05-18T14:01:00Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -226049,6 +234802,7 @@ https://github.com/simhol/awesome-azure:
   last_checked: 1781736123.21074
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:03.210740+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -226087,6 +234841,7 @@ https://github.com/similarweb/statusbay:
   last_checked: 1779030739.814795
   needs_ai_refresh: true
   discovered_at: '2024-07-02T11:10:26Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -226122,6 +234877,7 @@ https://github.com/simplenetes-io/simplenetes:
   last_checked: 1779034273.493288
   needs_ai_refresh: true
   discovered_at: '2021-04-13T11:01:55Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -226160,6 +234916,7 @@ https://github.com/sinaptik-ai/pandas-ai:
   last_checked: 1779130494.97052
   needs_ai_refresh: true
   discovered_at: '2025-10-28T10:02:13Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -226195,6 +234952,7 @@ https://github.com/sindresorhus/awesome:
   last_checked: 1779030958.203966
   needs_ai_refresh: true
   discovered_at: '2026-06-02T12:50:13Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -226230,6 +234988,7 @@ https://github.com/sirech/example-concourse-pipeline:
   last_checked: 1779033187.748102
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:53:07.748102+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -226258,6 +235017,7 @@ https://github.com/skooner-k8s/skooner:
   last_checked: 1779032935.084897
   needs_ai_refresh: true
   discovered_at: '2024-06-30T11:31:54Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -226295,6 +235055,7 @@ https://github.com/sl1pm4t/k2tf:
   last_checked: 1779031389.720847
   needs_ai_refresh: true
   discovered_at: '2025-12-12T14:11:18Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -226331,6 +235092,7 @@ https://github.com/slackhq/nebula:
   last_checked: 1779031333.874969
   needs_ai_refresh: true
   discovered_at: '2026-06-13T01:52:59Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -226367,6 +235129,7 @@ https://github.com/slawekradzyminski/AwesomeTesting:
   last_checked: 1781736123.254112
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:03.254112+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -226405,6 +235168,7 @@ https://github.com/slipway-gitops/slipway:
   last_checked: 1779033922.33129
   needs_ai_refresh: true
   discovered_at: '2020-05-05T20:37:13Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -226441,6 +235205,7 @@ https://github.com/slok/kubewebhook:
   last_checked: 1779034502.551788
   needs_ai_refresh: true
   discovered_at: '2025-04-16T22:56:45Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -226476,6 +235241,7 @@ https://github.com/slok/sloth:
   last_checked: 1779032833.606156
   needs_ai_refresh: true
   discovered_at: '2026-06-08T07:22:17Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -226512,6 +235278,7 @@ https://github.com/sls-dev1/openshift-elastic-apm-server:
   last_checked: 1781736101.888902
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:41:41.888902+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -226548,6 +235315,7 @@ https://github.com/smarkets/marge-bot:
   last_checked: 1779031469.077422
   needs_ai_refresh: true
   discovered_at: '2023-07-26T19:54:30Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -226584,6 +235352,7 @@ https://github.com/smartxworks/knest:
   last_checked: 1779030413.664637
   needs_ai_refresh: true
   discovered_at: '2023-05-25T10:36:03Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -226620,6 +235389,7 @@ https://github.com/smartxworks/virtink:
   last_checked: 1779030443.414497
   needs_ai_refresh: true
   discovered_at: '2025-10-09T02:47:43Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -226655,6 +235425,7 @@ https://github.com/smocker-dev/smocker:
   last_checked: 1779130494.97022
   needs_ai_refresh: true
   discovered_at: '2026-02-28T20:09:21Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -226691,6 +235462,7 @@ https://github.com/sngular/kloadgen:
   last_checked: 1779130495.033727
   needs_ai_refresh: true
   discovered_at: '2024-11-19T18:12:19Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -226727,6 +235499,7 @@ https://github.com/softonic/node-policy-webhook:
   last_checked: 1779030578.551634
   needs_ai_refresh: true
   discovered_at: '2022-12-21T09:05:46Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -226764,6 +235537,7 @@ https://github.com/solarwinds/rkubelog:
   last_checked: 1779033030.849502
   needs_ai_refresh: true
   discovered_at: '2023-08-09T08:39:10Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -226801,6 +235575,7 @@ https://github.com/sonatype-nexus-community:
   last_checked: 1779030235.965368
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:03:55.965368+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -226838,6 +235613,7 @@ https://github.com/sonatype-nexus-community/nexus-kubernetes-openshift:
   last_checked: 1779029715.464328
   needs_ai_refresh: true
   discovered_at: '2020-12-16T20:30:21Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -226875,6 +235651,7 @@ https://github.com/sottlmarek/DevSecOps:
   last_checked: 1779032790.411602
   needs_ai_refresh: true
   discovered_at: '2026-06-01T22:09:57Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -226913,6 +235690,7 @@ https://github.com/spacecloud-io/space-cloud:
   last_checked: 1779034484.93523
   needs_ai_refresh: true
   discovered_at: '2024-07-04T10:03:27Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -226949,6 +235727,7 @@ https://github.com/spotify/flink-on-k8s-operator:
   last_checked: 1779033072.449813
   needs_ai_refresh: true
   discovered_at: '2026-05-22T21:23:25Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -226987,6 +235766,7 @@ https://github.com/spring-cloud/spring-cloud-kubernetes:
   last_checked: 1779029991.459565
   needs_ai_refresh: true
   discovered_at: '2026-06-12T15:01:18Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -227025,6 +235805,7 @@ https://github.com/spring-petclinic/spring-petclinic-cloud:
   last_checked: 1779130495.014555
   needs_ai_refresh: true
   discovered_at: '2024-08-01T21:32:43Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -227051,13 +235832,14 @@ https://github.com/spring-petclinic/spring-petclinic-kubernetes:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: ff6ea993400fd31d8145cd889f09be8a4f2136e9d71dbebed7933b071ba7b3a8
   health_score: 100.0
   last_checked: 1779032802.601412
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:42.601412+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -227066,6 +235848,7 @@ https://github.com/spring-petclinic/spring-petclinic-kubernetes:
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/spring-petclinic/spring-petclinic-cloud
 https://github.com/spring-petclinic/spring-petclinic-microservices:
   title: Spring PetClinic Microservices
   description: ''
@@ -227085,6 +235868,7 @@ https://github.com/spring-petclinic/spring-petclinic-microservices:
   last_checked: 1779033416.142619
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:20:40Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -227124,6 +235908,7 @@ https://github.com/spring-projects/spring-boot#L73:
   last_checked: 1779031231.180597
   needs_ai_refresh: true
   discovered_at: '2026-06-13T20:30:20Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -227161,6 +235946,7 @@ https://github.com/spring-projects/spring-petclinic:
   last_checked: 1779031567.575975
   needs_ai_refresh: true
   discovered_at: '2026-06-09T07:57:57Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -227197,6 +235983,7 @@ https://github.com/spring-projects/spring-petclinic/issues/339:
   last_checked: 1779034448.110268
   needs_ai_refresh: true
   discovered_at: '2026-06-09T07:57:57Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -227204,7 +235991,7 @@ https://github.com/spring-projects/spring-petclinic/issues/339:
   - Java Microservices
   - Community Standards
   tags:
-  - CASE STUDY
+  - '[DE FACTO STANDARD]'
   v1_locations:
   - docs/demos.md
   v2_locations:
@@ -227232,6 +236019,7 @@ https://github.com/squalrus/merge-bot:
   last_checked: 1779032117.841023
   needs_ai_refresh: true
   discovered_at: '2024-01-19T06:05:24Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -227267,6 +236055,7 @@ https://github.com/squareops/terraform-aws-vpc:
   last_checked: 1779034013.227683
   needs_ai_refresh: true
   discovered_at: '2024-08-20T08:58:21Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -227303,6 +236092,7 @@ https://github.com/squat/kilo:
   last_checked: 1779032380.939247
   needs_ai_refresh: true
   discovered_at: '2026-06-12T19:30:00Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -227340,6 +236130,7 @@ https://github.com/srfrnk/jabos:
   last_checked: 1779033002.87919
   needs_ai_refresh: true
   discovered_at: '2024-12-19T14:53:48Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -227376,6 +236167,7 @@ https://github.com/ssbostan/jenkins-stack-docker:
   last_checked: 1779034484.744652
   needs_ai_refresh: true
   discovered_at: '2024-12-05T18:44:06Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -227412,6 +236204,7 @@ https://github.com/ssbostan/jenkins-stack-kubernetes:
   last_checked: 1779029715.307723
   needs_ai_refresh: true
   discovered_at: '2024-02-06T19:26:58Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -227447,6 +236240,7 @@ https://github.com/ssbostan/jenkins-tutorial:
   last_checked: 1779030615.481247
   needs_ai_refresh: true
   discovered_at: '2024-05-30T13:35:18Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -227484,6 +236278,7 @@ https://github.com/sse-secure-systems/connaisseur:
   last_checked: 1779032228.105695
   needs_ai_refresh: true
   discovered_at: '2026-06-09T03:24:19Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -227519,6 +236314,7 @@ https://github.com/sstarcher/helm-exporter:
   last_checked: 1779033795.215417
   needs_ai_refresh: true
   discovered_at: '2026-05-26T00:13:35Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -227554,6 +236350,7 @@ https://github.com/sstephenson/rbenv:
   last_checked: 1779029502.948293
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:42.948293+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -227583,6 +236380,7 @@ https://github.com/ssup2/kpexec:
   last_checked: 1779030473.577256
   needs_ai_refresh: true
   discovered_at: '2025-12-04T16:16:48Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -227619,6 +236417,7 @@ https://github.com/stackrox/Kubernetes_Security_Specialist_Study_Guide:
   last_checked: 1779033925.756738
   needs_ai_refresh: true
   discovered_at: '2021-01-04T22:33:10Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -227654,6 +236453,7 @@ https://github.com/stackrox/kube-linter:
   last_checked: 1779030736.970507
   needs_ai_refresh: true
   discovered_at: '2026-06-10T16:20:01Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -227689,13 +236489,14 @@ https://github.com/stacksimplify/aws-eks-kubernetes-masterclass:
   resource_type: Repository
   complexity: Advanced
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: d5163f19d2b40ed07e72bcf44900e6342df8f5f0792555c8753298823ff51f0c
   health_score: 100.0
   last_checked: 1781735910.826364
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:30.826364+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -227712,6 +236513,7 @@ https://github.com/stacksimplify/aws-eks-kubernetes-masterclass:
   gh_stars: 0
   gh_pushed: N/A
   gh_license: N/A
+  duplicate_of: https://github.com/stacksimplify/azure-aks-kubernetes-masterclass
 https://github.com/stacksimplify/azure-aks-kubernetes-masterclass:
   title: "github.com/stacksimplify/azure-aks-kubernetes-masterclass \U0001F31F"
   description: ''
@@ -227731,6 +236533,7 @@ https://github.com/stacksimplify/azure-aks-kubernetes-masterclass:
   last_checked: 1781735910.696183
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:30.696183+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -227766,6 +236569,7 @@ https://github.com/stacksimplify/azure-aks-kubernetes-masterclass/tree/master/25
   last_checked: 1779029883.778285
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:58:03.778285+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -227791,6 +236595,7 @@ https://github.com/stacksimplify/azure-aks-kubernetes-masterclass/tree/master/pp
   last_checked: 1779033974.124367
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:06:14.124367+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -227819,6 +236624,7 @@ https://github.com/stakater/Forecastle:
   last_checked: 1779032098.169983
   needs_ai_refresh: true
   discovered_at: '2026-06-12T21:05:30Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -227854,6 +236660,7 @@ https://github.com/stakater/IngressMonitorController:
   last_checked: 1779034306.753081
   needs_ai_refresh: true
   discovered_at: '2026-06-09T21:10:31Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -227891,6 +236698,7 @@ https://github.com/stakater/Reloader:
   last_checked: 1779034479.830412
   needs_ai_refresh: true
   discovered_at: '2026-06-12T10:43:48Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -227925,6 +236733,7 @@ https://github.com/stakater/Xposer:
   last_checked: 1779033477.393068
   needs_ai_refresh: true
   discovered_at: '2023-12-16T14:20:38Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -227961,6 +236770,7 @@ https://github.com/stan-smith/FossFLOW:
   last_checked: 1779031401.44877
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:21.448770+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -228001,6 +236811,7 @@ https://github.com/stashed/stash:
   last_checked: 1779032104.23588
   needs_ai_refresh: true
   discovered_at: '2026-05-15T12:08:49Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -228037,6 +236848,7 @@ https://github.com/steamhaus/kubeswitch:
   last_checked: 1779029989.357538
   needs_ai_refresh: true
   discovered_at: '2023-02-14T16:27:19Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -228070,6 +236882,7 @@ https://github.com/stedolan/jq:
   last_checked: 1779032098.162187
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:58.162187+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -228099,6 +236912,7 @@ https://github.com/stefanprodan/gitops-istio:
   last_checked: 1779031755.738453
   needs_ai_refresh: true
   discovered_at: '2026-05-19T09:04:02Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -228135,6 +236949,7 @@ https://github.com/stefanprodan/podinfo:
   last_checked: 1779034309.631439
   needs_ai_refresh: true
   discovered_at: '2026-06-08T21:06:43Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -228173,6 +236988,7 @@ https://github.com/stepchowfun/docuum:
   last_checked: 1779029838.713647
   needs_ai_refresh: true
   discovered_at: '2026-06-09T07:28:58Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -228210,6 +237026,7 @@ https://github.com/stephaneey/azure-and-k8s-architecture:
   last_checked: 1781736078.358286
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:41:18.358286+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -228246,6 +237063,7 @@ https://github.com/stephaneey/azure-and-k8s-architecture/blob/main/maps/apim.md:
   last_checked: 1781736078.320651
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:41:18.320651+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -228281,6 +237099,7 @@ https://github.com/stephaneey/azure-and-k8s-architecture/blob/main/maps/apim.md:
   last_checked: 1779033218.506913
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:53:38.506913+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -228309,6 +237128,7 @@ https://github.com/stern/stern:
   last_checked: 1779031712.444194
   needs_ai_refresh: true
   discovered_at: '2026-05-03T09:27:21Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -228345,6 +237165,7 @@ https://github.com/steve-mt/awesome-slo:
   last_checked: 1779130494.943339
   needs_ai_refresh: true
   discovered_at: '2025-06-12T19:55:29Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -228373,13 +237194,14 @@ https://github.com/steveazz/awesome-slo:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 2a8a72118a2186dd023c23869839516a034a9b5929836470362f008dfd03995f
   health_score: 100.0
   last_checked: 1779033163.106224
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:43.106224+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -228388,6 +237210,7 @@ https://github.com/steveazz/awesome-slo:
   - docs/other-awesome-lists.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/steve-mt/awesome-slo
 https://github.com/steveteuber/kubectl-graph:
   title: ==steveteuber/kubectl-graph== ⭐
   description: ''
@@ -228408,6 +237231,7 @@ https://github.com/steveteuber/kubectl-graph:
   last_checked: 1779029466.853494
   needs_ai_refresh: true
   discovered_at: '2026-05-19T02:00:05Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -228445,6 +237269,7 @@ https://github.com/strimzi/kafka-kubernetes-config-provider:
   last_checked: 1779030116.070434
   needs_ai_refresh: true
   discovered_at: '2026-04-14T07:02:17Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -228482,6 +237307,7 @@ https://github.com/strimzi/strimzi-canary:
   last_checked: 1779032889.576067
   needs_ai_refresh: true
   discovered_at: '2024-10-18T08:59:34Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -228519,6 +237345,7 @@ https://github.com/sukeesh/k8s-job-notify:
   last_checked: 1779031416.972991
   needs_ai_refresh: true
   discovered_at: '2022-06-09T08:57:34Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -228552,6 +237379,7 @@ https://github.com/summerwind/actions-runner-controller:
   last_checked: 1779034564.995839
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:04.995839+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -228579,6 +237407,7 @@ https://github.com/superbrothers/zsh-kubectl-prompt:
   last_checked: 1779032754.450066
   needs_ai_refresh: true
   discovered_at: '2023-05-15T02:43:09Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -228618,6 +237447,7 @@ https://github.com/superlinked/sie:
   last_checked: 1780352282.814338
   needs_ai_refresh: false
   discovered_at: '2026-05-29T18:44:19Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -228664,6 +237494,7 @@ https://github.com/suraksha-123/Grant-Revoke-ssh-access:
   last_checked: 1781736068.204595
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:41:08.204595+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -228700,6 +237531,7 @@ https://github.com/swade1987/deprek8ion:
   last_checked: 1779030852.041418
   needs_ai_refresh: true
   discovered_at: '2021-07-28T12:32:00Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -228736,6 +237568,7 @@ https://github.com/swagger-api/swagger-codegen:
   last_checked: 1779031117.897595
   needs_ai_refresh: true
   discovered_at: '2026-05-19T08:07:36Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -228773,6 +237606,7 @@ https://github.com/swapnakpanda/Infographics/blob/main/Cheat%20Sheet/Database/SQ
   last_checked: 1781735890.407375
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:10.407375+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -228808,6 +237642,7 @@ https://github.com/swarmlet/swarmlet:
   last_checked: 1779030012.259267
   needs_ai_refresh: true
   discovered_at: '2023-04-13T17:58:55Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -228851,6 +237686,7 @@ https://github.com/swyxio/skills/tree/main:
   last_checked: 1780352404.147657
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:20:04.147657+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -228896,6 +237732,7 @@ https://github.com/swyxio/skills/tree/main/twitter-x-scraping:
   last_checked: 1780352686.744644
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:24:46.744644+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -228939,6 +237776,7 @@ https://github.com/syntasso/kratix:
   last_checked: 1779030883.160153
   needs_ai_refresh: true
   discovered_at: '2026-06-10T12:36:21Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -228974,6 +237812,7 @@ https://github.com/systemcraftsman/lab-tekton-pipelines:
   last_checked: 1779032762.863861
   needs_ai_refresh: true
   discovered_at: '2020-09-11T13:43:37Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -229010,6 +237849,7 @@ https://github.com/taosdata/TDengine:
   last_checked: 1779030862.000691
   needs_ai_refresh: true
   discovered_at: '2026-06-12T12:30:52Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -229044,6 +237884,7 @@ https://github.com/target/pod-reaper:
   last_checked: 1779031541.940235
   needs_ai_refresh: true
   discovered_at: '2026-06-01T14:31:25Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -229079,6 +237920,7 @@ https://github.com/taubyte/dream:
   last_checked: 1779130495.008821
   needs_ai_refresh: true
   discovered_at: '2026-04-07T05:00:04Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -229112,6 +237954,7 @@ https://github.com/taubyte/dreamland:
   last_checked: 1779032820.368091
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:00.368091+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -229140,6 +237983,7 @@ https://github.com/taubyte/tau:
   last_checked: 1779031032.063214
   needs_ai_refresh: true
   discovered_at: '2026-05-07T14:02:50Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -229179,6 +238023,7 @@ https://github.com/tchiotludo/akhq:
   last_checked: 1779029472.948848
   needs_ai_refresh: true
   discovered_at: '2026-06-13T01:16:31Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -229215,6 +238060,7 @@ https://github.com/tcnksm/awesome-container:
   last_checked: 1779030196.669562
   needs_ai_refresh: true
   discovered_at: '2020-08-05T01:15:48Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -229254,6 +238100,7 @@ https://github.com/team-soteria/rback:
   last_checked: 1779033947.986653
   needs_ai_refresh: true
   discovered_at: '2021-01-04T12:59:14Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -229292,6 +238139,7 @@ https://github.com/teamcode-inc/kubeorbit:
   last_checked: 1779030205.011446
   needs_ai_refresh: true
   discovered_at: '2023-02-17T08:40:47Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -229327,6 +238175,7 @@ https://github.com/techiescamp/devops-projects:
   last_checked: 1781735940.323854
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:39:00.323854+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -229362,6 +238211,7 @@ https://github.com/techiescamp/kubernetes-learning-path:
   last_checked: 1781736057.376523
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:57.376523+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -229389,13 +238239,14 @@ https://github.com/techno-tim/k3s-ansible:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 3c34d83014e44e8c17aa06bce355f18ed35d6dc539c360107c99c947cfc14c33
   health_score: 100.0
   last_checked: 1779029989.244494
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:49.244494+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -229404,6 +238255,7 @@ https://github.com/techno-tim/k3s-ansible:
   - docs/rancher.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/timothystewart6/k3s-ansible
 https://github.com/techpivot/terraform-module-releaser:
   title: Terraform Module Releaser GitHub Action
   description: ''
@@ -229423,6 +238275,7 @@ https://github.com/techpivot/terraform-module-releaser:
   last_checked: 1779032817.964031
   needs_ai_refresh: true
   discovered_at: '2026-06-13T01:24:45Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -229463,6 +238316,7 @@ https://github.com/tektoncd:
   last_checked: 1779031625.329661
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:27:05.329661+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -229499,6 +238353,7 @@ https://github.com/tektoncd/chains:
   last_checked: 1779029590.818323
   needs_ai_refresh: true
   discovered_at: '2026-06-12T09:36:31Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -229535,6 +238390,7 @@ https://github.com/tektoncd/community:
   last_checked: 1779032572.167462
   needs_ai_refresh: true
   discovered_at: '2026-06-11T13:30:31Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -229571,6 +238427,7 @@ https://github.com/tektoncd/pipeline:
   last_checked: 1779030240.945392
   needs_ai_refresh: true
   discovered_at: '2026-06-14T09:33:11Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -229608,6 +238465,7 @@ https://github.com/telekom/das-schiff:
   last_checked: 1779031107.536429
   needs_ai_refresh: true
   discovered_at: '2025-09-04T15:01:23Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -229643,6 +238501,7 @@ https://github.com/teleskopeView/teleskope_k8s:
   last_checked: 1779034450.556359
   needs_ai_refresh: true
   discovered_at: '2022-10-12T06:42:24Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -229679,6 +238538,7 @@ https://github.com/tellerops/helm-teller:
   last_checked: 1779031825.6215
   needs_ai_refresh: true
   discovered_at: '2022-11-14T17:37:27Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -229716,6 +238576,7 @@ https://github.com/tenable/access-undenied-aws:
   last_checked: 1779130494.988035
   needs_ai_refresh: true
   discovered_at: '2026-04-13T18:19:16Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -229752,6 +238613,7 @@ https://github.com/tensorchord/Awesome-LLMOps:
   last_checked: 1779033617.85776
   needs_ai_refresh: true
   discovered_at: '2026-05-21T09:12:50Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -229791,6 +238653,7 @@ https://github.com/tensorchord/envd:
   last_checked: 1779033130.251695
   needs_ai_refresh: true
   discovered_at: '2026-05-21T22:05:25Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -229827,6 +238690,7 @@ https://github.com/termkit/gama:
   last_checked: 1779033259.164219
   needs_ai_refresh: true
   discovered_at: '2025-11-08T08:37:03Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -229866,6 +238730,7 @@ https://github.com/terraform-aws-modules:
   last_checked: 1779029641.074387
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:54:01.074387+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -229901,6 +238766,7 @@ https://github.com/terraform-aws-modules/terraform-aws-eks:
   last_checked: 1779033419.536281
   needs_ai_refresh: true
   discovered_at: '2026-05-29T16:46:41Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -229936,6 +238802,7 @@ https://github.com/terraform-aws-modules/terraform-aws-solutions:
   last_checked: 1779029252.273239
   needs_ai_refresh: true
   discovered_at: '2023-06-28T10:29:46Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -229971,6 +238838,7 @@ https://github.com/terraform-linters/tflint/releases/tag/v0.51.0:
   last_checked: 1779032589.159523
   needs_ai_refresh: true
   discovered_at: '2026-06-13T17:46:34Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -230009,6 +238877,7 @@ https://github.com/terramate-io/terramate:
   last_checked: 1779130495.032298
   needs_ai_refresh: true
   discovered_at: '2026-05-27T11:50:43Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -230035,13 +238904,14 @@ https://github.com/terrytangyuan/awesome-argo:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 4cfcb2323980bc80f403202b4611bc3b2dd06b3d8dda2c07d39412a509e54f89
   health_score: 100.0
   last_checked: 1779031258.343943
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:58.343943+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -230050,6 +238920,7 @@ https://github.com/terrytangyuan/awesome-argo:
   - docs/other-awesome-lists.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/akuity/awesome-argo
 https://github.com/terrytangyuan/awesome-kubeflow:
   title: "github.com/terrytangyuan/awesome-kubeflow: Awesome Kubeflow \U0001F31F"
   description: ''
@@ -230070,6 +238941,7 @@ https://github.com/terrytangyuan/awesome-kubeflow:
   last_checked: 1779032406.136259
   needs_ai_refresh: true
   discovered_at: '2026-01-01T03:24:00Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -230107,6 +238979,7 @@ https://github.com/testcontainers:
   last_checked: 1779030742.568644
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:12:22.568644+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -230142,6 +239015,7 @@ https://github.com/tfutils/tfenv:
   last_checked: 1779034394.942551
   needs_ai_refresh: true
   discovered_at: '2026-05-01T20:56:20Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -230178,6 +239052,7 @@ https://github.com/tfxor/terraform-google-automation-demo:
   last_checked: 1779130494.932493
   needs_ai_refresh: true
   discovered_at: '2019-10-24T19:52:20Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -230215,6 +239090,7 @@ https://github.com/thangchung/awesome-dotnet-core:
   last_checked: 1781736123.283479
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:03.283479+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -230251,6 +239127,7 @@ https://github.com/thanos-io/kube-thanos:
   last_checked: 1779030983.228387
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:16:23.228387+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -230277,6 +239154,7 @@ https://github.com/thanos-io/thanos:
   last_checked: 1779033714.10244
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:01:54.102440+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -230306,6 +239184,7 @@ https://github.com/thebjorn/pydeps:
   last_checked: 1779031474.198751
   needs_ai_refresh: true
   discovered_at: '2026-06-09T09:10:28Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -230339,6 +239218,7 @@ https://github.com/theforeman/foreman-ansible-modules:
   last_checked: 1779031962.829712
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:32:42.829712+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -230367,6 +239247,7 @@ https://github.com/theketchio/ketch:
   last_checked: 1779029138.73826
   needs_ai_refresh: true
   discovered_at: '2025-04-09T09:20:30Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -230403,6 +239284,7 @@ https://github.com/theonedev/onedev:
   last_checked: 1779033162.83037
   needs_ai_refresh: true
   discovered_at: '2026-06-14T04:50:11Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -230436,6 +239318,7 @@ https://github.com/thomast1906/DevOps-Journey-Using-Azure-DevOps/tree/main/labs:
   last_checked: 1779030534.491209
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:54.491209+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -230465,6 +239348,7 @@ https://github.com/thomast1906/DevOps-The-Hard-Way-Azure:
   last_checked: 1779031753.022247
   needs_ai_refresh: true
   discovered_at: '2026-04-16T10:04:14Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -230501,6 +239385,7 @@ https://github.com/thomast1906/terraform-on-azure:
   last_checked: 1781736233.776396
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:43:53.776396+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -230536,6 +239421,7 @@ https://github.com/tibordp/terraform-hcloud-dualstack-k8s:
   last_checked: 1779033416.220858
   needs_ai_refresh: true
   discovered_at: '2026-06-11T15:24:44Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -230573,6 +239459,7 @@ https://github.com/timothystewart6/k3s-ansible:
   last_checked: 1779130494.956468
   needs_ai_refresh: true
   discovered_at: '2026-01-07T21:31:59Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -230609,6 +239496,7 @@ https://github.com/tinyzimmer/gst-pipeline-operator:
   last_checked: 1779030605.59328
   needs_ai_refresh: true
   discovered_at: '2021-01-27T06:05:57Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -230645,6 +239533,7 @@ https://github.com/tinyzimmer/k3p:
   last_checked: 1779033795.593011
   needs_ai_refresh: true
   discovered_at: '2021-01-25T06:53:22Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -230671,13 +239560,14 @@ https://github.com/tinyzimmer/kvdi:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 468aa7b334cee8e4586bb0736eff4002678622a00381dad2e282dd6d328ad9ff
   health_score: 100.0
   last_checked: 1779033343.322823
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:43.322823+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -230686,6 +239576,7 @@ https://github.com/tinyzimmer/kvdi:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/kvdi/kvdi
 https://github.com/tldrsec/awesome-secure-defaults:
   title: github.com/tldrsec/awesome-secure-defaults
   description: ''
@@ -230707,6 +239598,7 @@ https://github.com/tldrsec/awesome-secure-defaults:
   last_checked: 1781736123.200117
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:03.200117+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -230744,6 +239636,7 @@ https://github.com/tlkamp/terraform-provider-validation:
   last_checked: 1779031541.795863
   needs_ai_refresh: true
   discovered_at: '2024-08-10T17:27:13Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -230781,6 +239674,7 @@ https://github.com/tmobile/magtape:
   last_checked: 1779033187.732372
   needs_ai_refresh: true
   discovered_at: '2024-04-24T21:10:25Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -230819,6 +239713,7 @@ https://github.com/toboshii/hajimari:
   last_checked: 1779029119.115262
   needs_ai_refresh: true
   discovered_at: '2026-06-12T19:47:16Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -230855,6 +239750,7 @@ https://github.com/todaywasawesome/atomic-cluster:
   last_checked: 1781735910.623388
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:30.623388+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -230891,6 +239787,7 @@ https://github.com/todaywasawesome/oss-apps:
   last_checked: 1781735910.824345
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:30.824345+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -230926,6 +239823,7 @@ https://github.com/tokarev-artem/auto-ec2-setup:
   last_checked: 1781736233.517702
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:43:53.517702+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -230962,6 +239860,7 @@ https://github.com/tom-256/ansible-awx-packer:
   last_checked: 1781735865.90057
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:37:45.900570+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -230998,6 +239897,7 @@ https://github.com/tomhuang12/awesome-k8s-resources:
   last_checked: 1779032077.257612
   needs_ai_refresh: true
   discovered_at: '2025-05-20T14:54:06Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -231035,6 +239935,7 @@ https://github.com/tommeramber/ocp-automations:
   last_checked: 1781736123.151273
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:03.151273+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -231070,6 +239971,7 @@ https://github.com/tomnomnom/gron:
   last_checked: 1779031796.78935
   needs_ai_refresh: true
   discovered_at: '2025-05-31T15:00:47Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -231108,6 +240010,7 @@ https://github.com/tomwechsler/HashiCorp_Certified_Terraform_Associate:
   last_checked: 1781736235.214005
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:43:55.214005+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -231145,6 +240048,7 @@ https://github.com/toniblyx/my-arsenal-of-aws-security-tools:
   last_checked: 1779030852.078229
   needs_ai_refresh: true
   discovered_at: '2026-04-17T13:45:09Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -231183,6 +240087,7 @@ https://github.com/topics/gitops:
   last_checked: 1781736235.27994
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:43:55.279940+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -231220,6 +240125,7 @@ https://github.com/topics/yaml-processor:
   last_checked: 1781736180.919184
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:43:00.919184+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -231257,6 +240163,7 @@ https://github.com/topolvm/pvc-autoresizer:
   last_checked: 1779031540.20149
   needs_ai_refresh: true
   discovered_at: '2026-06-09T05:41:31Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -231293,6 +240200,7 @@ https://github.com/towardsthecloud/cloudburn:
   last_checked: 1779031231.480354
   needs_ai_refresh: true
   discovered_at: '2026-04-09T11:47:52Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -231333,6 +240241,7 @@ https://github.com/trimstray/test-your-sysadmin-skills:
   last_checked: 1779032780.439148
   needs_ai_refresh: true
   discovered_at: '2024-11-19T14:07:11Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -231372,6 +240281,7 @@ https://github.com/trimstray/the-book-of-secret-knowledge:
   last_checked: 1779033592.347755
   needs_ai_refresh: true
   discovered_at: '2024-11-19T14:00:38Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -231410,6 +240320,7 @@ https://github.com/trisberg/spring-petclinic:
   last_checked: 1779032383.762224
   needs_ai_refresh: true
   discovered_at: '2023-10-10T17:46:57Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -231446,6 +240357,7 @@ https://github.com/trstringer/kubectl-example:
   last_checked: 1779034084.833611
   needs_ai_refresh: true
   discovered_at: '2023-02-20T13:29:22Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -231482,6 +240394,7 @@ https://github.com/tsenart/vegeta:
   last_checked: 1779031103.865072
   needs_ai_refresh: true
   discovered_at: '2026-02-16T14:07:07Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -231517,6 +240430,7 @@ https://github.com/tutorialworks/pipeline-library-demo:
   last_checked: 1781735911.064587
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:31.064587+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -231553,6 +240467,7 @@ https://github.com/twintproject/twint:
   last_checked: 1779032224.140368
   needs_ai_refresh: true
   discovered_at: '2023-02-23T13:58:09Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -231590,6 +240505,7 @@ https://github.com/txn2/kubefwd:
   last_checked: 1779030976.013981
   needs_ai_refresh: true
   discovered_at: '2026-06-09T22:50:36Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -231625,6 +240541,7 @@ https://github.com/typescript-cheatsheets/react:
   last_checked: 1779032798.384704
   needs_ai_refresh: true
   discovered_at: '2026-05-29T19:52:44Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -231660,6 +240577,7 @@ https://github.com/ua-nick/Data-Structures-and-Algorithms:
   last_checked: 1779130494.954145
   needs_ai_refresh: true
   discovered_at: '2024-05-10T19:40:23Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -231698,6 +240616,7 @@ https://github.com/ualter/awsbe-site:
   last_checked: 1781735877.854928
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:37:57.854928+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -231735,6 +240654,7 @@ https://github.com/uber/kraken:
   last_checked: 1779031393.4221
   needs_ai_refresh: true
   discovered_at: '2026-06-12T15:37:44Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -231774,6 +240694,7 @@ https://github.com/unagex/kondense:
   last_checked: 1779031397.253627
   needs_ai_refresh: true
   discovered_at: '2024-11-05T04:02:08Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -231811,6 +240732,7 @@ https://github.com/unitypark/aws-serverless-demos:
   last_checked: 1781735921.128675
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:41.128675+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -231844,6 +240766,7 @@ https://github.com/unitypark/aws-serverless-demos/tree/main/serverless-web-hosti
   last_checked: 1779030335.722516
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:05:35.722516+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -231871,6 +240794,7 @@ https://github.com/unixorn/awesome-zsh-plugins:
   last_checked: 1779029507.787289
   needs_ai_refresh: true
   discovered_at: '2026-06-13T16:12:57Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -231908,6 +240832,7 @@ https://github.com/unxsist/jet-pilot:
   last_checked: 1779033579.660045
   needs_ai_refresh: true
   discovered_at: '2026-03-09T18:34:55Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -231934,13 +240859,14 @@ https://github.com/up9inc/mizu:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: af2af430c1693288f10e0ac9c2e9d3c4514537ef5bc0e169d16ac18ab5c358b6
   health_score: 100.0
   last_checked: 1779030574.924435
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:34.924435+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -231949,6 +240875,7 @@ https://github.com/up9inc/mizu:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/kubeshark/kubeshark
 https://github.com/upbound/platform-ref-multi-k8s:
   title: 'upbound/platform-ref-multi-k8s: Upbound''s reference platform for multi-cloud''
     Kubernetes with Crossplane'
@@ -231971,6 +240898,7 @@ https://github.com/upbound/platform-ref-multi-k8s:
   last_checked: 1779032182.43422
   needs_ai_refresh: true
   discovered_at: '2026-02-09T19:39:18Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -232008,6 +240936,7 @@ https://github.com/updatecli/updatecli:
   last_checked: 1779029148.0778
   needs_ai_refresh: true
   discovered_at: '2026-06-13T12:48:15Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -232043,6 +240972,7 @@ https://github.com/upgundecha/howtheysre:
   last_checked: 1779032820.212133
   needs_ai_refresh: true
   discovered_at: '2025-11-17T18:57:19Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -232082,6 +241012,7 @@ https://github.com/upmc-enterprises/registry-creds:
   last_checked: 1779032950.492758
   needs_ai_refresh: true
   discovered_at: '2023-07-31T12:30:03Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -232117,6 +241048,7 @@ https://github.com/utilitywarehouse/kube-applier:
   last_checked: 1779031226.851676
   needs_ai_refresh: true
   discovered_at: '2026-05-19T11:40:18Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -232150,6 +241082,7 @@ https://github.com/utterance/utterances:
   last_checked: 1779033019.971416
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:19.971416+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -232168,13 +241101,14 @@ https://github.com/vbouchaud/k8s-ldap-auth:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 277c5ddfa6aff857e9279d3f6abfda4c5c77aa768b96739fe9b713184524c666
   health_score: 100.0
   last_checked: 1779032457.713537
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:40:57.713537+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -232183,6 +241117,7 @@ https://github.com/vbouchaud/k8s-ldap-auth:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/HopopOps/k8s-ldap-auth
 https://github.com/vchinnipilli/kubestriker:
   title: "kubestriker \U0001F31F"
   description: ''
@@ -232203,6 +241138,7 @@ https://github.com/vchinnipilli/kubestriker:
   last_checked: 1779030052.612226
   needs_ai_refresh: true
   discovered_at: '2024-04-06T11:34:17Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -232238,6 +241174,7 @@ https://github.com/veggiemonk/awesome-docker:
   last_checked: 1779030658.78896
   needs_ai_refresh: true
   discovered_at: '2026-06-14T09:44:52Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -232277,6 +241214,7 @@ https://github.com/velero-io/velero:
   last_checked: 1779130494.969383
   needs_ai_refresh: true
   discovered_at: '2026-06-12T02:14:04Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -232314,6 +241252,7 @@ https://github.com/venkateshk111/terraform-beginners-guide:
   last_checked: 1779034580.475804
   needs_ai_refresh: true
   discovered_at: '2026-01-09T05:33:03Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -232349,6 +241288,7 @@ https://github.com/vetyy/helm-ecr:
   last_checked: 1779033770.933665
   needs_ai_refresh: true
   discovered_at: '2023-03-07T03:45:27Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -232385,6 +241325,7 @@ https://github.com/viaduct-ai/kustomize-sops:
   last_checked: 1779033130.230065
   needs_ai_refresh: true
   discovered_at: '2026-04-14T03:42:39Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -232421,6 +241362,7 @@ https://github.com/viatsko/awesome-vscode:
   last_checked: 1779034132.021945
   needs_ai_refresh: true
   discovered_at: '2024-06-21T09:46:41Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -232461,6 +241403,7 @@ https://github.com/vidispine/hull:
   last_checked: 1779034564.735345
   needs_ai_refresh: true
   discovered_at: '2026-05-13T16:51:01Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -232498,6 +241441,7 @@ https://github.com/vijaykedar/jenkins-setup-using-terraform:
   last_checked: 1781736232.254692
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:43:52.254692+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -232536,6 +241480,7 @@ https://github.com/vimwiki/vimwiki:
   last_checked: 1779029063.706034
   needs_ai_refresh: true
   discovered_at: '2026-04-30T18:15:10Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -232570,6 +241515,7 @@ https://github.com/vincentserpoul/kubench:
   last_checked: 1779029121.40198
   needs_ai_refresh: true
   discovered_at: '2021-10-12T21:39:22Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -232605,6 +241551,7 @@ https://github.com/vinta/awesome-python:
   last_checked: 1779030529.556284
   needs_ai_refresh: true
   discovered_at: '2026-06-12T04:11:12Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -232645,6 +241592,7 @@ https://github.com/viralpoetry/kubesurveyor:
   last_checked: 1781736046.742569
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:46.742569+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -232681,6 +241629,7 @@ https://github.com/visenger/awesome-mlops:
   last_checked: 1781736123.282704
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:03.282704+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -232719,6 +241668,7 @@ https://github.com/vitobotta/velero-notifications:
   last_checked: 1779032587.42561
   needs_ai_refresh: true
   discovered_at: '2023-12-28T14:37:29Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -232754,6 +241704,7 @@ https://github.com/vivekagate/yakiapp:
   last_checked: 1779130495.019636
   needs_ai_refresh: true
   discovered_at: '2022-09-03T16:26:36Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -232789,6 +241740,7 @@ https://github.com/viveksinghggits/kuui:
   last_checked: 1779030928.325095
   needs_ai_refresh: true
   discovered_at: '2023-02-06T23:50:25Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -232827,6 +241779,7 @@ https://github.com/vladimirvivien/ktop:
   last_checked: 1779030611.183478
   needs_ai_refresh: true
   discovered_at: '2026-05-16T15:49:51Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -232863,6 +241816,7 @@ https://github.com/vllm-project/vllm:
   last_checked: 1779031802.392609
   needs_ai_refresh: true
   discovered_at: '2026-06-14T08:44:57Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -232898,6 +241852,7 @@ https://github.com/vmware-archive/buildkit-cli-for-kubectl:
   last_checked: 1779130494.940469
   needs_ai_refresh: true
   discovered_at: '2023-09-28T03:00:47Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -232936,6 +241891,7 @@ https://github.com/vmware-archive/ktx:
   last_checked: 1779130494.946415
   needs_ai_refresh: true
   discovered_at: '2021-09-28T00:05:59Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -232972,6 +241928,7 @@ https://github.com/vmware-archive/kube-fluentd-operator:
   last_checked: 1779130495.011276
   needs_ai_refresh: true
   discovered_at: '2025-12-18T19:17:59Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -233005,6 +241962,7 @@ https://github.com/vmware-archive/kubecfg:
   last_checked: 1779130494.929915
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.929915+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -233034,6 +241992,7 @@ https://github.com/vmware-archive/kubewatch:
   last_checked: 1779130494.939999
   needs_ai_refresh: true
   discovered_at: '2022-09-17T08:58:53Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -233070,6 +242029,7 @@ https://github.com/vmware-archive/octant:
   last_checked: 1779130495.01089
   needs_ai_refresh: true
   discovered_at: '2023-01-19T20:55:03Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -233106,6 +242066,7 @@ https://github.com/vmware-tanzu/antrea:
   last_checked: 1779033158.581993
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:38.581993+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -233124,13 +242085,14 @@ https://github.com/vmware-tanzu/buildkit-cli-for-kubectl:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 1f222d3e28b5c40bb71cc05c93efb05ad089bcf96a1cc7a93455a1a2051c094e
   health_score: 100.0
   last_checked: 1779029422.121405
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:50:22.121405+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -233140,6 +242102,7 @@ https://github.com/vmware-tanzu/buildkit-cli-for-kubectl:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/vmware-archive/buildkit-cli-for-kubectl
 https://github.com/vmware-tanzu/k-bench:
   title: "==vmware-tanzu/k-bench== \U0001F31F"
   description: ''
@@ -233150,13 +242113,14 @@ https://github.com/vmware-tanzu/k-bench:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: dc9e83bcf59d12281d71dd6306c42cc3517d338a31e01967b538352cf4f304d4
   health_score: 100.0
   last_checked: 1779033163.317665
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:43.317665+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -233165,6 +242129,7 @@ https://github.com/vmware-tanzu/k-bench:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/vmware/k-bench
 https://github.com/vmware-tanzu/octant:
   title: vmware-tanzu/octant
   description: ''
@@ -233175,13 +242140,14 @@ https://github.com/vmware-tanzu/octant:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 542bedab216c3f66466fe63164e80299b5c4e0ce3a5539ecadd620c90ee4f921
   health_score: 100.0
   last_checked: 1779033615.528236
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:15.528236+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -233191,6 +242157,7 @@ https://github.com/vmware-tanzu/octant:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/vmware-archive/octant
 https://github.com/vmware-tanzu/pinniped:
   title: null
   description: null
@@ -233208,6 +242175,7 @@ https://github.com/vmware-tanzu/pinniped:
   last_checked: 1779034105.704689
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:25.704689+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -233235,6 +242203,7 @@ https://github.com/vmware-tanzu/sonobuoy:
   last_checked: 1779031910.553352
   needs_ai_refresh: true
   discovered_at: '2025-11-25T23:13:32Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -233261,13 +242230,14 @@ https://github.com/vmware-tanzu/velero:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 0078c52bf3b08aaf10d444c0f65ee0aebc3ebff65ac9f49eacde1febe8b12b00
   health_score: 100.0
   last_checked: 1779029061.427641
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:21.427641+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -233277,6 +242247,7 @@ https://github.com/vmware-tanzu/velero:
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/velero-io/velero
 https://github.com/vmware/k-bench:
   title: "vmware-tanzu/k-bench \U0001F31F"
   description: ''
@@ -233296,6 +242267,7 @@ https://github.com/vmware/k-bench:
   last_checked: 1779130495.026438
   needs_ai_refresh: true
   discovered_at: '2026-03-12T03:44:16Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -233322,13 +242294,14 @@ https://github.com/vmware/kube-fluentd-operator:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: b35a102eb9d881d4f01ac6369fc4a528130abeffc552c314da5ad6291892f32d
   health_score: 100.0
   last_checked: 1779031645.904386
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:25.904386+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -233337,6 +242310,7 @@ https://github.com/vmware/kube-fluentd-operator:
   - docs/kubernetes-operators-controllers.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/vmware-archive/kube-fluentd-operator
 https://github.com/vmware/octant:
   title: VMware octant
   description: ''
@@ -233347,13 +242321,14 @@ https://github.com/vmware/octant:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 542bedab216c3f66466fe63164e80299b5c4e0ce3a5539ecadd620c90ee4f921
   health_score: 100.0
   last_checked: 1779031850.729639
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:50.729639+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -233362,6 +242337,7 @@ https://github.com/vmware/octant:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/vmware-tanzu/octant
 https://github.com/vmware/pinniped:
   title: null
   description: null
@@ -233379,6 +242355,7 @@ https://github.com/vmware/pinniped:
   last_checked: 1779130494.948989
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.948989+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -233398,13 +242375,14 @@ https://github.com/volatiletech/sqlboiler:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 87c8942edba2b92c75468c2d02bb3394489c1e9782a58312d3a19cdc51b50f3a
   health_score: 100.0
   last_checked: 1779032589.318702
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:09.318702+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -233413,6 +242391,7 @@ https://github.com/volatiletech/sqlboiler:
   - docs/golang.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/aarondl/sqlboiler
 https://github.com/vscode-kubernetes-tools/vscode-kubernetes-tools:
   title: "Azure/vscode-kubernetes-tools \U0001F31F"
   description: ''
@@ -233432,6 +242411,7 @@ https://github.com/vscode-kubernetes-tools/vscode-kubernetes-tools:
   last_checked: 1779130495.019565
   needs_ai_refresh: true
   discovered_at: '2026-06-13T01:13:50Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -233470,6 +242450,7 @@ https://github.com/wagoodman/dive:
   last_checked: 1779030779.580848
   needs_ai_refresh: true
   discovered_at: '2025-12-15T17:20:36Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -233505,6 +242486,7 @@ https://github.com/wallarm/sysbindings:
   last_checked: 1779031576.672589
   needs_ai_refresh: true
   discovered_at: '2022-08-24T04:45:13Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -233540,6 +242522,7 @@ https://github.com/wangjia184/pod-inspector:
   last_checked: 1781736046.860483
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:46.860483+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -233577,6 +242560,7 @@ https://github.com/wardviaene:
   last_checked: 1779029513.691228
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:51:53.691228+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -233603,13 +242587,14 @@ https://github.com/wardviaene/advanced-kubernetes-course:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: f636c297880e176813cf80b6d3b1db7abe172fbeda24ac23f7cf4309f9b9fa9f
   health_score: 100.0
   last_checked: 1779032579.138742
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:42:59.138742+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -233618,6 +242603,7 @@ https://github.com/wardviaene/advanced-kubernetes-course:
   - docs/kubernetes-tutorials.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/wardviaene/advanced-kubernetes-course/tree/master/spinnaker
 https://github.com/wardviaene/advanced-kubernetes-course/tree/master/spinnaker:
   title: "wardviaene/advanced-kubernetes-course/spinnaker \U0001F31F"
   description: ''
@@ -233639,6 +242625,7 @@ https://github.com/wardviaene/advanced-kubernetes-course/tree/master/spinnaker:
   last_checked: 1781735910.785017
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:30.785017+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -233676,6 +242663,7 @@ https://github.com/wardviaene/jenkins-course:
   last_checked: 1781735992.205152
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:39:52.205152+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -233714,6 +242702,7 @@ https://github.com/wardviaene/kubernetes-course:
   last_checked: 1779030587.862347
   needs_ai_refresh: true
   discovered_at: '2023-03-17T15:48:10Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -233753,6 +242742,7 @@ https://github.com/we-dcode/kubetunnel:
   last_checked: 1779031898.347543
   needs_ai_refresh: true
   discovered_at: '2023-02-21T10:26:19Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -233790,6 +242780,7 @@ https://github.com/weaveworks-experiments/kspan:
   last_checked: 1779030739.75657
   needs_ai_refresh: true
   discovered_at: '2023-06-24T11:56:27Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -233826,6 +242817,7 @@ https://github.com/weaveworks/awesome-gitops:
   last_checked: 1779031266.765939
   needs_ai_refresh: true
   discovered_at: '2025-12-10T07:29:20Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -233865,6 +242857,7 @@ https://github.com/weaveworks/cluster-api-provider-existinginfra:
   last_checked: 1779032793.626429
   needs_ai_refresh: true
   discovered_at: '2022-09-23T16:07:25Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -233899,6 +242892,7 @@ https://github.com/weaveworks/eksctl:
   last_checked: 1779032383.794579
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:43.794579+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -233927,6 +242921,7 @@ https://github.com/weaveworks/kubediff:
   last_checked: 1779033704.924692
   needs_ai_refresh: true
   discovered_at: '2023-10-24T15:14:24Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -233953,13 +242948,14 @@ https://github.com/weaveworks/kured:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 08fd05371ed694fe460e32a28d52b40bdef0ff8b63d69ee62cc2a4a8016bd7bc
   health_score: 100.0
   last_checked: 1779032800.755641
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:40.755641+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -233968,6 +242964,7 @@ https://github.com/weaveworks/kured:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/kubereboot/kured
 https://github.com/weaveworks/tf-controller:
   title: 'weaveworks/tf-controller: Weave GitOps Terraform Controller'
   description: ''
@@ -233978,13 +242975,14 @@ https://github.com/weaveworks/tf-controller:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: fdf5961adf936014db589efc9c5ee27ba146b1616205da70fc26040b3c007c42
   health_score: 100.0
   last_checked: 1779032290.306712
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:10.306712+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -233993,6 +242991,7 @@ https://github.com/weaveworks/tf-controller:
   - docs/kubernetes-operators-controllers.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/flux-iac/tofu-controller
 https://github.com/weaveworks/weave:
   title: 'github: Weave Net - Weaving Containers into Applications'
   description: ''
@@ -234013,6 +243012,7 @@ https://github.com/weaveworks/weave:
   last_checked: 1779032587.496616
   needs_ai_refresh: true
   discovered_at: '2024-08-09T08:45:55Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -234053,6 +243053,7 @@ https://github.com/weaveworks/wksctl:
   last_checked: 1779030865.435851
   needs_ai_refresh: true
   discovered_at: '2023-03-31T12:32:52Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -234093,6 +243094,7 @@ https://github.com/webmeshproj/webmesh-vdi:
   last_checked: 1779130494.967165
   needs_ai_refresh: true
   discovered_at: '2023-10-20T18:30:30Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -234130,6 +243132,7 @@ https://github.com/welldone-cloud/aws-list-resources:
   last_checked: 1779033906.803493
   needs_ai_refresh: true
   discovered_at: '2025-12-21T19:45:27Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -234167,6 +243170,7 @@ https://github.com/werf/kubedog:
   last_checked: 1779029705.031636
   needs_ai_refresh: true
   discovered_at: '2026-05-26T15:26:53Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -234203,6 +243207,7 @@ https://github.com/werf/nelm:
   last_checked: 1779030323.511338
   needs_ai_refresh: true
   discovered_at: '2026-06-11T11:21:07Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -234245,6 +243250,7 @@ https://github.com/werf/werf:
   last_checked: 1779032613.749945
   needs_ai_refresh: true
   discovered_at: '2026-06-11T21:18:12Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -234278,6 +243284,7 @@ https://github.com/widdix/aws-cf-templates:
   last_checked: 1779034319.326296
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:59.326296+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -234308,6 +243315,7 @@ https://github.com/willdady/aws-resource-based-policy-collector:
   last_checked: 1779029573.760217
   needs_ai_refresh: true
   discovered_at: '2022-09-17T08:08:58Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -234345,6 +243353,7 @@ https://github.com/willdady/cdk-iam-credentials-rotator:
   last_checked: 1779033167.020802
   needs_ai_refresh: true
   discovered_at: '2022-08-28T12:14:19Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -234381,6 +243390,7 @@ https://github.com/wincent/git-cipher:
   last_checked: 1779030674.098511
   needs_ai_refresh: true
   discovered_at: '2025-12-29T11:35:38Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -234417,6 +243427,7 @@ https://github.com/windup:
   last_checked: 1779032036.988024
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:33:56.988024+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -234452,6 +243463,7 @@ https://github.com/winfordlin/Compass:
   last_checked: 1781736046.864196
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:46.864196+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -234487,6 +243499,7 @@ https://github.com/witchery-project/witchery:
   last_checked: 1779031669.660523
   needs_ai_refresh: true
   discovered_at: '2022-05-17T15:07:34Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -234520,6 +243533,7 @@ https://github.com/wololock/jenkine-pipeline-maven-demo/tree/sdkman:
   last_checked: 1779032518.979681
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:41:58.979681+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -234548,6 +243562,7 @@ https://github.com/wongcyrus/aws-account-cloud9-visualizer:
   last_checked: 1781735900.729794
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:20.729794+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -234584,6 +243599,7 @@ https://github.com/wsargent/docker-cheat-sheet:
   last_checked: 1779029679.058576
   needs_ai_refresh: true
   discovered_at: '2024-12-31T03:00:47Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -234621,6 +243637,7 @@ https://github.com/wunderio/csi-rclone:
   last_checked: 1779031255.83913
   needs_ai_refresh: true
   discovered_at: '2024-09-12T06:37:10Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -234657,6 +243674,7 @@ https://github.com/xUnholy/k8s-gitops:
   last_checked: 1779029704.883588
   needs_ai_refresh: true
   discovered_at: '2026-06-14T09:15:39Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -234692,6 +243710,7 @@ https://github.com/xavier-mt/kerbi:
   last_checked: 1779130495.017268
   needs_ai_refresh: true
   discovered_at: '2022-06-16T09:03:15Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -234728,6 +243747,7 @@ https://github.com/xiaods/k8e:
   last_checked: 1779033118.669674
   needs_ai_refresh: true
   discovered_at: '2026-06-06T10:04:34Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -234766,6 +243786,7 @@ https://github.com/xiaopeng163/docker-compose-tpg:
   last_checked: 1781735921.220235
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:41.220235+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -234802,6 +243823,7 @@ https://github.com/yahoo/check-log4j:
   last_checked: 1779030847.257787
   needs_ai_refresh: true
   discovered_at: '2026-03-08T19:43:51Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -234839,6 +243861,7 @@ https://github.com/yandex-cloud/k8s-csi-s3:
   last_checked: 1779031099.5623
   needs_ai_refresh: true
   discovered_at: '2026-05-05T12:23:53Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -234876,6 +243899,7 @@ https://github.com/yangshun/tech-interview-handbook:
   last_checked: 1779030220.484033
   needs_ai_refresh: true
   discovered_at: '2026-04-05T23:58:25Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -234914,6 +243938,7 @@ https://github.com/yangtao309/awesome-api-gateway:
   last_checked: 1781736123.210626
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:03.210626+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -234952,6 +243977,7 @@ https://github.com/yankils/Simple-DevOps-Project:
   last_checked: 1781735900.910576
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:20.910576+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -234988,6 +244014,7 @@ https://github.com/yannh/kubeconform:
   last_checked: 1779031064.721766
   needs_ai_refresh: true
   discovered_at: '2026-06-13T11:53:23Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -235025,6 +244052,7 @@ https://github.com/yashvardhan-kukreja/kube-bench-exporter:
   last_checked: 1779030069.834125
   needs_ai_refresh: true
   discovered_at: '2021-04-03T00:12:14Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -235061,6 +244089,7 @@ https://github.com/ynqa/bul:
   last_checked: 1779031802.495055
   needs_ai_refresh: true
   discovered_at: '2024-05-23T09:31:41Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -235100,6 +244129,7 @@ https://github.com/ynqa/jnv:
   last_checked: 1779034558.426571
   needs_ai_refresh: true
   discovered_at: '2026-04-03T09:13:20Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -235138,6 +244168,7 @@ https://github.com/yogeshkk/K8sPurger:
   last_checked: 1779031538.485351
   needs_ai_refresh: true
   discovered_at: '2024-02-18T19:09:02Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -235173,6 +244204,7 @@ https://github.com/yokawasa/action-setup-kube-tools:
   last_checked: 1779030359.621665
   needs_ai_refresh: true
   discovered_at: '2026-06-10T14:49:12Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -235209,6 +244241,7 @@ https://github.com/yonahd/kor:
   last_checked: 1779032640.465326
   needs_ai_refresh: true
   discovered_at: '2026-05-26T06:51:45Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -235245,6 +244278,7 @@ https://github.com/yonahd/orphaned-configmaps:
   last_checked: 1781736047.120302
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:47.120302+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -235280,6 +244314,7 @@ https://github.com/yteraoka/kubectl-isolate:
   last_checked: 1779031143.409336
   needs_ai_refresh: true
   discovered_at: '2020-07-05T00:56:41Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -235315,6 +244350,7 @@ https://github.com/zakkg3/ClusterSecret:
   last_checked: 1779030189.979757
   needs_ai_refresh: true
   discovered_at: '2026-04-01T21:32:29Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -235351,6 +244387,7 @@ https://github.com/zalando/logbook:
   last_checked: 1779032793.666205
   needs_ai_refresh: true
   discovered_at: '2026-06-12T12:58:02Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -235384,6 +244421,7 @@ https://github.com/zalando/patroni:
   last_checked: 1779031528.760442
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:28.760442+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -235411,6 +244449,7 @@ https://github.com/zalando/postgres-operator:
   last_checked: 1779031981.621839
   needs_ai_refresh: true
   discovered_at: '2026-06-12T22:14:55Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -235446,6 +244485,7 @@ https://github.com/zalando/spilo:
   last_checked: 1779029710.663977
   needs_ai_refresh: true
   discovered_at: '2026-06-11T14:18:57Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -235483,6 +244523,7 @@ https://github.com/zarf-dev/zarf:
   last_checked: 1779130494.984711
   needs_ai_refresh: true
   discovered_at: '2026-06-12T17:31:07Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -235516,6 +244557,7 @@ https://github.com/zaynali53/DotENV:
   last_checked: 1779032613.668565
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:33.668565+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -235541,6 +244583,7 @@ https://github.com/zegl/kube-score:
   last_checked: 1779032074.800198
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:34:34.800198+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -235571,6 +244614,7 @@ https://github.com/zsh-users/zsh-autosuggestions:
   last_checked: 1779031455.90239
   needs_ai_refresh: true
   discovered_at: '2025-06-24T16:15:03Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -235606,6 +244650,7 @@ https://github.comjoshmsmith/monkey-ops:
   last_checked: 1779029513.500661
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:53.500661+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -235632,13 +244677,14 @@ https://github.dev:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: a8bb4feb307e135bcaadcbfeac8e34b8946530f6e0dd10d883e7a693ae543819
   health_score: 100.0
   last_checked: 1779033477.036385
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:57.036385+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -235647,6 +244693,7 @@ https://github.dev:
   - docs/visual-studio.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.dev/github/dev
 https://github.dev/github/dev:
   title: github.dev
   description: ''
@@ -235666,6 +244713,7 @@ https://github.dev/github/dev:
   last_checked: 1779130494.968061
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.968061+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -235698,6 +244746,7 @@ https://github.dev/jakevdp/PythonDataScienceHandbook/tree/master/notebooks:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -235720,13 +244769,14 @@ https://github.github.com/training-kit/downloads/github-git-cheat-sheet.pdf:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: c92e37e083041a0685d56741bcaa699a2587788e019f9ea666daaa3cc1d8b646
   health_score: 100.0
   last_checked: 1779031983.210485
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:03.210485+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -235735,6 +244785,7 @@ https://github.github.com/training-kit/downloads/github-git-cheat-sheet.pdf:
   - docs/cheatsheets.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://training.github.com/downloads/github-git-cheat-sheet.pdf
 https://github1s.com:
   title: "github1s.com \U0001F31F"
   description: ''
@@ -235754,6 +244805,7 @@ https://github1s.com:
   last_checked: 1779029640.695212
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:54:00.695212+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -235784,6 +244836,7 @@ https://githubcom/OctopusDeploy/terraform-provider-octopusdeploy:
   last_checked: 1779033591.607068
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:51.607068+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -235809,6 +244862,7 @@ https://gitlab.beuth-hochschule.de/s70178/petclinic-ansible-jenkins-ci-cd:
   last_checked: 1779029111.445587
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:11.445587+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -235834,6 +244888,7 @@ https://gitlab.beuth-hochschule.de/users/sign_in:
   last_checked: 1779130495.026579
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.026579+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -235852,13 +244907,14 @@ https://gitlab.com:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 33535dcf5f2b20e68ccd0f715f6ecf023fc5d0cdac78d827e501a3469c21dc76
   health_score: 100.0
   last_checked: 1779030335.486377
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:35.486377+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -235868,6 +244924,7 @@ https://gitlab.com:
   - docs/jenkins-alternatives.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://about.gitlab.com
 https://gitlab.com/bpmworkshop/rhpam-signal-marketing-demo:
   title: 'gitlab.com: Red Hat Process Automation Manager - Signal Marketing Demo'
   description: ''
@@ -235888,6 +244945,7 @@ https://gitlab.com/bpmworkshop/rhpam-signal-marketing-demo:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -235917,6 +244975,7 @@ https://gitlab.com/gitlab-org/gitlab/-/issues/14595:
   last_checked: 1779029138.54569
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:38.545690+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -235942,6 +245001,7 @@ https://gitlab.com/gitlab-org/gitlab/-/issues/2785:
   last_checked: 1779034101.979153
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:21.979153+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -235969,6 +245029,7 @@ https://gitlab.com/jackatbancast/manifesto:
   last_checked: 1779034041.767323
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:07:21.767323+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -236001,6 +245062,7 @@ https://gitlab.com/k3s_hetzner/k3s_hetzner:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -236033,6 +245095,7 @@ https://gitlab.com/mrman/k8s-storage-provider-benchmarks:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -236067,6 +245130,7 @@ https://gitlab.com/purelb/purelb:
   last_checked: 1779029475.609095
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:51:15.609095+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -236100,6 +245164,7 @@ https://gitlab.com/redhatdemocentral:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -236132,6 +245197,7 @@ https://gitlab.com/redhatdemocentral/portfolio-architecture-examples:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -236164,6 +245230,7 @@ https://gitlab.com/redhatdemocentral/portfolio-architecture-examples/-/blob/main
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -236196,6 +245263,7 @@ https://gitlab.com/redhatdemocentral/rhcs-rhdm-install-demo:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -236227,6 +245295,7 @@ https://gitlab.com/rosarior/awesome-django:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2015-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -236256,6 +245325,7 @@ https://gitlab.com/xavki/devopsland/-/tree/master/ansible:
   last_checked: 1779030172.354789
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:02:52.354789+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -236281,6 +245351,7 @@ https://gitlab.comquent.de/petclinic/spring-petclinic-microservices:
   last_checked: 1779031422.534282
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:42.534282+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -236308,6 +245379,7 @@ https://gitlab.freedesktop.org/gstreamer-merge-bot:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -236330,13 +245402,14 @@ https://gitlab.gnome.org/marge-merge-bot:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779030569.848707
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:29.848707+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -236345,6 +245418,7 @@ https://gitlab.gnome.org/marge-merge-bot:
   - docs/git.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://gitlab.gnome.org/users/sign_in
 https://gitlab.gnome.org/users/sign_in:
   title: 'Example: gitlab.gnome.org/marge-merge-bot'
   description: ''
@@ -236365,6 +245439,7 @@ https://gitlab.gnome.org/users/sign_in:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -236395,6 +245470,7 @@ https://gizmodo.com/google-calendar-debuts-appointment-schedule-feature-18487155
   last_checked: 1779029374.221917
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:34.221917+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -236425,6 +245501,7 @@ https://gizmodo.com/google-calendar-debuts-appointment-schedule-feature-18487155
   last_checked: 1779033619.072073
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:19.072073+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -236458,6 +245535,7 @@ https://glasskube.dev:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -236480,13 +245558,14 @@ https://globaldatanet.com/blog/terraform-cicd-best-practices:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: ef33ef977bd6ec471c10e6b89f1892deb6f4d7a7c1f9971a8e733610c93e00c4
   health_score: 100.0
   last_checked: 1779029113.451953
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:13.451953+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -236495,6 +245574,7 @@ https://globaldatanet.com/blog/terraform-cicd-best-practices:
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://globaldatanet.com/tech-blog/terraform-cicd-best-practices
 https://globaldatanet.com/tech-blog/aws-iam-identity-center-permission-management-at-scale-part-2:
   title: 'globaldatanet.com: .AWS IAM Identity Center Permission Management at Scale
     Part 2'
@@ -236517,6 +245597,7 @@ https://globaldatanet.com/tech-blog/aws-iam-identity-center-permission-managemen
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -236548,6 +245629,7 @@ https://globaldatanet.com/tech-blog/terraform-cicd-best-practices:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -236579,6 +245661,7 @@ https://gmaster.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -236611,6 +245694,7 @@ https://gmaster.io/mergedroid:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -236651,6 +245735,7 @@ https://go.atlassian.com/ijvzec:
   last_checked: 1780401152.315702
   needs_ai_refresh: false
   discovered_at: '2026-06-02T13:52:32.315702+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -236689,6 +245774,7 @@ https://go.atomist.com:
   last_checked: 1779030981.195083
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:21.195083+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -236713,13 +245799,14 @@ https://go.aws/4eFRwIt:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: c4f1476a4b8059ed580129ef95bd2856b0876fe260c1eaece06da8eef147564d
   health_score: 100.0
   last_checked: 1779031620.720267
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:00.720267+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -236728,6 +245815,7 @@ https://go.aws/4eFRwIt:
   - docs/aws.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://aws.amazon.com/blogs/aws/convert-aws-console-actions-to-reusable-code-with-aws-console-to-code-now-generally-available/?trk=0d3532c8-5f49-4c86-9683-96c2417e9b4b&sc_channel=el
 https://go.dev:
   title: golang.org
   description: ''
@@ -236747,6 +245835,7 @@ https://go.dev:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -236778,6 +245867,7 @@ https://go.dev/blog/gopls-vscode-go:
   last_checked: 1779130495.023184
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.023184+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -236810,6 +245900,7 @@ https://go.dev/blog/pkgsite-search-redesign:
   last_checked: 1779031535.51647
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:25:35.516470+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -236841,6 +245932,7 @@ https://go.digitalocean.com/cicd-on-k8s:
   last_checked: 1779029270.149523
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:50.149523+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -236860,13 +245952,14 @@ https://go.weave.works/2021_GitOps_Maturity_Model.html:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 091412b47e174c316006481c48b92256957365c7790fb29edb04c77f85eafff9
   health_score: 100.0
   last_checked: 1779033762.40951
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:42.409510+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -236875,6 +245968,7 @@ https://go.weave.works/2021_GitOps_Maturity_Model.html:
   - docs/gitops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.weave.works/blog/category/kubernetes
 https://go.weave.works/automating-kubernetes-with-gitops-wp.html:
   title: "weave.works: Automating Kubernetes with GitOps (whitepaper) \U0001F31F"
   description: ''
@@ -236894,6 +245988,7 @@ https://go.weave.works/automating-kubernetes-with-gitops-wp.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -236917,13 +246012,14 @@ https://go.weave.works/gitops-ebook.html:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 091412b47e174c316006481c48b92256957365c7790fb29edb04c77f85eafff9
   health_score: 100.0
   last_checked: 1779031794.822667
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:54.822667+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -236932,6 +246028,7 @@ https://go.weave.works/gitops-ebook.html:
   - docs/gitops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://go.weave.works/2021_GitOps_Maturity_Model.html
 https://go.weave.works/hardening-git-for-gitops.html:
   title: 'weave.works: Hardening Git for GitOps (white paper)'
   description: ''
@@ -236951,6 +246048,7 @@ https://go.weave.works/hardening-git-for-gitops.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -236985,6 +246083,7 @@ https://go.weave.works/production-ready-kubernetes-checklist.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -237015,6 +246114,7 @@ https://goglides.io/running-openebs-in-kubernetes/371:
   last_checked: 1779033258.672503
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:18.672503+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -237049,6 +246149,7 @@ https://goharbor.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -237082,6 +246183,7 @@ https://goharbor.io/docs/2.0.0/install-config/quick-install-script:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -237111,6 +246213,7 @@ https://gokatalyst.io/blog/2023/12/06/katalyst-a-qos-based-resource-management-s
   last_checked: 1779033486.746723
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:58:06.746723+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -237137,6 +246240,7 @@ https://gokhan-karadas1992.medium.com/argocd-kubevela-integration-eb88dc0484e0:
   last_checked: 1779033218.040237
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:38.040237+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -237168,6 +246272,7 @@ https://gokulchandrapr.medium.com/amazon-eks-anywhere-eks-connector-600953aaa42d
   last_checked: 1779029128.485128
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:28.485128+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -237199,6 +246304,7 @@ https://gokuldevops.medium.com/argo-cdsample-app-deployment-56b36601f279:
   last_checked: 1779030322.826107
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:22.826107+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -237222,13 +246328,14 @@ https://golang.org:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: a8435122408990ff986be2f095ffd930aaba3f6f2bd77f54ae000b6a1582a4ec
   health_score: 100.0
   last_checked: 1779029132.692355
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:32.692355+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -237237,6 +246344,7 @@ https://golang.org:
   - docs/golang.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://go.dev
 https://golangrepo.com:
   title: "==golangrepo.com== \U0001F31F"
   description: ''
@@ -237254,6 +246362,7 @@ https://golangrepo.com:
   last_checked: 1779030262.253843
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:22.253843+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -237280,6 +246389,7 @@ https://googlecloudcheatsheet.withgoogle.com:
   last_checked: 1779033336.450708
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:36.450708+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -237309,6 +246419,7 @@ https://goteleport.com/blog/devsecops-passwordless:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -237342,6 +246453,7 @@ https://goteleport.com/blog/hack-via-pull-request:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -237373,6 +246485,7 @@ https://goteleport.com/blog/how-to-ssh-properly:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -237406,6 +246519,7 @@ https://goteleport.com/blog/kube-authn-methods:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -237437,6 +246551,7 @@ https://goteleport.com/blog/kubernetes-api-access-security:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -237469,6 +246584,7 @@ https://goteleport.com/blog/kubernetes-sso-saml:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -237500,6 +246616,7 @@ https://goteleport.com/blog/ssh-certificates:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -237532,6 +246649,7 @@ https://goteleport.com/blog/ssh-vs-kubectl:
   last_checked: 1779033806.1347
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:03:26.134700+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -237565,6 +246683,7 @@ https://gpustack.ai:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -237597,6 +246716,7 @@ https://gradle.org:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -237628,6 +246748,7 @@ https://grafana.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -237651,13 +246772,14 @@ https://grafana.com/about/press/2021/11/10/grafana-labs-and-microsoft-partner-to
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 6abdeca0947896abcd9e3b5520c1ee78ffc9bf6b68f1aa65d0d333c13acd25de
   health_score: 100.0
   last_checked: 1779030251.176644
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:11.176644+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -237666,6 +246788,7 @@ https://grafana.com/about/press/2021/11/10/grafana-labs-and-microsoft-partner-to
   - docs/grafana.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://grafana.com/press/2021/11/10/grafana-labs-and-microsoft-partner-to-deliver-new-first-party-microsoft-azure-service
 https://grafana.com/blog/2020/07/22/introducing-the-new-and-improved-new-relic-plugin-for-grafana:
   title: 'grafana.com: Introducing the new and improved New Relic plugin for Grafana'
   description: ''
@@ -237685,6 +246808,7 @@ https://grafana.com/blog/2020/07/22/introducing-the-new-and-improved-new-relic-p
   last_checked: 1779031021.750111
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:01.750111+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -237708,13 +246832,14 @@ https://grafana.com/blog/2020/08/26/popular-community-plugins-that-can-improve-y
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: ac521043c65c8a49700d014629d02b010f728b5e68daddd281eaf3ee27c70db5
   health_score: 100.0
   last_checked: 1779034462.355964
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:22.355964+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -237728,6 +246853,7 @@ https://grafana.com/blog/2020/08/26/popular-community-plugins-that-can-improve-y
     proposed_url: NONE
     reason: 'High-Value Protection: generic_redirect_loss'
     timestamp: '2026-05-18T18:54:54.968277'
+  duplicate_of: https://grafana.com/blog/popular-community-plugins-that-can-improve-your-grafana-dashboards
 https://grafana.com/blog/2020/09/21/how-we-use-the-grafana-github-plugin-to-track-outstanding-pull-requests:
   title: 'grafana.com: How we use the Grafana GitHub plugin to track outstanding pull''
     requests'
@@ -237751,6 +246877,7 @@ https://grafana.com/blog/2020/09/21/how-we-use-the-grafana-github-plugin-to-trac
   last_checked: 1779032346.567176
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:06.567176+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -237776,13 +246903,14 @@ https://grafana.com/blog/2020/10/27/announcing-grafana-tempo-a-massively-scalabl
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 4d08f8391695a9f5a04086f97a95e86d11093055aaec7207f5ece5bca76112e7
   health_score: 100.0
   last_checked: 1779033430.811483
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:10.811483+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -237796,6 +246924,7 @@ https://grafana.com/blog/2020/10/27/announcing-grafana-tempo-a-massively-scalabl
     proposed_url: NONE
     reason: 'High-Value Protection: generic_redirect_loss'
     timestamp: '2026-05-18T18:54:54.988357'
+  duplicate_of: https://grafana.com/blog/announcing-grafana-tempo-a-massively-scalable-distributed-tracing-system
 https://grafana.com/blog/2021/01/08/get-started-with-prometheus-with-these-three-easy-projects:
   title: '==grafana.com: Get started with Prometheus with these three easy projects=='
   description: ''
@@ -237815,6 +246944,7 @@ https://grafana.com/blog/2021/01/08/get-started-with-prometheus-with-these-three
   last_checked: 1779030712.166021
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:52.166021+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -237839,13 +246969,14 @@ https://grafana.com/blog/2021/01/25/a-beginners-guide-to-distributed-tracing-and
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 52cc47e8a7058e8f87d6c80348209d93e51ca9a022b87291e7585bab534c7f75
   health_score: 100.0
   last_checked: 1779031386.824384
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:06.824384+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -237859,6 +246990,7 @@ https://grafana.com/blog/2021/01/25/a-beginners-guide-to-distributed-tracing-and
     proposed_url: NONE
     reason: 'High-Value Protection: generic_redirect_loss'
     timestamp: '2026-05-18T18:54:55.002276'
+  duplicate_of: https://grafana.com/blog/a-beginners-guide-to-distributed-tracing-and-how-it-can-increase-an-applications-performance
 ? https://grafana.com/blog/2021/04/05/using-telegraf-plugins-to-visualize-industrial-iot-data-with-the-grafana-cloud-hosted-prometheus-service
 : title: 'grafana.com: Using Telegraf plugins to visualize industrial IoT data with''
     the Grafana Cloud Hosted Prometheus service'
@@ -237879,6 +247011,7 @@ https://grafana.com/blog/2021/01/25/a-beginners-guide-to-distributed-tracing-and
   last_checked: 1779031461.475458
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:21.475458+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -237903,13 +247036,14 @@ https://grafana.com/blog/2021/01/25/a-beginners-guide-to-distributed-tracing-and
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 25fea83d846c79cd23a87704dc92b8813ddbb56786975afca19dd4fb6512e7b8
   health_score: 100.0
   last_checked: 1779030892.55438
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:52.554380+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -237923,6 +247057,7 @@ https://grafana.com/blog/2021/01/25/a-beginners-guide-to-distributed-tracing-and
     proposed_url: NONE
     reason: 'High-Value Protection: generic_redirect_loss'
     timestamp: '2026-05-18T18:54:54.949231'
+  duplicate_of: https://grafana.com/blog/how-we-use-metamonitoring-prometheus-servers-to-monitor-all-other-prometheus-servers-at-grafana-labs
 ? https://grafana.com/blog/2021/07/06/whats-new-in-grafana-cloud-for-july-2021-traces-live-streaming-kubernetes-and-docker-integrations-and-more
 : title: 'grafana.com: What''s new in Grafana Cloud for July 2021: Traces, live streaming,''
     Kubernetes and Docker integrations, and more'
@@ -237943,6 +247078,7 @@ https://grafana.com/blog/2021/01/25/a-beginners-guide-to-distributed-tracing-and
   last_checked: 1779030508.08261
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:28.082610+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -237977,6 +247113,7 @@ https://grafana.com/blog/2021/01/25/a-beginners-guide-to-distributed-tracing-and
   last_checked: 1779030010.206456
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:10.206456+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -238010,6 +247147,7 @@ https://grafana.com/blog/2021/08/05/grafana-8.1-released-new-geomap-and-annotati
   last_checked: 1779034155.989372
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:09:15.989372+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -238035,13 +247173,14 @@ https://grafana.com/blog/2021/08/31/how-istio-tempo-and-loki-speed-up-debugging-
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 652762717f4e5651461bba4ca20f1d381b852840d263a8edbc8c9e85453207c5
   health_score: 100.0
   last_checked: 1779029632.551858
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:52.551858+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -238055,6 +247194,7 @@ https://grafana.com/blog/2021/08/31/how-istio-tempo-and-loki-speed-up-debugging-
   v2_locations:
   - demos.md
   youtube_mosaic: {}
+  duplicate_of: https://grafana.com/blog/how-istio-tempo-and-loki-speed-up-debugging-for-microservices
 https://grafana.com/blog/2021/11/16/why-we-created-a-prometheus-agent-mode-from-the-grafana-agent:
   title: 'grafana.com: Why we created a Prometheus Agent mode from the Grafana Agent'
   description: ''
@@ -238074,6 +247214,7 @@ https://grafana.com/blog/2021/11/16/why-we-created-a-prometheus-agent-mode-from-
   last_checked: 1779033167.858785
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:47.858785+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -238098,13 +247239,14 @@ https://grafana.com/blog/2021/11/17/2021/11/17/grafana-aws-cloudwatch-integratio
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779031883.702377
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:23.702377+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -238113,6 +247255,7 @@ https://grafana.com/blog/2021/11/17/2021/11/17/grafana-aws-cloudwatch-integratio
   - docs/grafana.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://grafana.com/blog
 https://grafana.com/blog/2021/11/17/grafana-aws-cloudwatch-integration:
   title: null
   description: null
@@ -238130,6 +247273,7 @@ https://grafana.com/blog/2021/11/17/grafana-aws-cloudwatch-integration:
   last_checked: 1779130494.987559
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.987559+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -238163,6 +247307,7 @@ https://grafana.com/blog/2021/11/19/a-3-step-guide-to-troubleshooting-and-visual
   last_checked: 1779032590.25829
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:10.258290+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -238194,6 +247339,7 @@ https://grafana.com/blog/2021/11/29/how-to-build-performance-tests-into-your-ci-
   last_checked: 1779031442.999613
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:02.999613+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -238222,6 +247368,7 @@ https://grafana.com/blog/2021/12/06/testing-shift-left-observability-with-the-gr
   last_checked: 1779032458.102519
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:40:58.102519+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -238248,13 +247395,14 @@ https://grafana.com/blog/2022/01/11/top-5-user-requested-synthetic-monitoring-al
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 29dc15bedc98a05ecd9e5ca2a180be34e57ec4668838eb7b83bd784cd4683a83
   health_score: 100.0
   last_checked: 1779032098.527183
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:58.527183+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -238268,6 +247416,7 @@ https://grafana.com/blog/2022/01/11/top-5-user-requested-synthetic-monitoring-al
   v2_locations:
   - grafana.md
   youtube_mosaic: {}
+  duplicate_of: https://grafana.com/blog/top-5-user-requested-synthetic-monitoring-alerts-in-grafana-cloud
 https://grafana.com/blog/2022/01/19/a-beginners-guide-to-network-monitoring-with-grafana-and-prometheus:
   title: '==grafana.com: A beginner''s guide to network monitoring with Grafana and''
     Prometheus=='
@@ -238288,6 +247437,7 @@ https://grafana.com/blog/2022/01/19/a-beginners-guide-to-network-monitoring-with
   last_checked: 1779032293.839692
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:13.839692+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -238312,13 +247462,14 @@ https://grafana.com/blog/2022/01/27/video-how-to-build-a-prometheus-query-in-gra
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 3300535eb36ef7b00b467aaa6ddd81433e0a3be53904e05f82e04f0ed36b301d
   health_score: 100.0
   last_checked: 1779033664.175077
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:04.175077+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -238332,6 +247483,7 @@ https://grafana.com/blog/2022/01/27/video-how-to-build-a-prometheus-query-in-gra
   v2_locations:
   - grafana.md
   youtube_mosaic: {}
+  duplicate_of: https://grafana.com/blog/video-how-to-build-a-prometheus-query-in-grafana
 https://grafana.com/blog/2022/02/01/an-advanced-guide-to-network-monitoring-with-grafana-and-prometheus:
   title: 'grafana.com: An advanced guide to network monitoring with Grafana and Prometheus'
   description: ''
@@ -238351,6 +247503,7 @@ https://grafana.com/blog/2022/02/01/an-advanced-guide-to-network-monitoring-with
   last_checked: 1779034425.462818
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:45.462818+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -238384,6 +247537,7 @@ https://grafana.com/blog/2022/04/05/how-to-use-websockets-to-visualize-real-time
   last_checked: 1779033167.863333
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:47.863333+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -238410,13 +247564,14 @@ https://grafana.com/blog/2022/06/06/grafana-dashboards-a-complete-guide-to-all-t
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 3d56c0c80180a3aef05599da64998b018400fbf39c84b0fe941181c862da3a1b
   health_score: 100.0
   last_checked: 1779031721.200652
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:41.200652+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -238430,6 +247585,7 @@ https://grafana.com/blog/2022/06/06/grafana-dashboards-a-complete-guide-to-all-t
   v2_locations:
   - grafana.md
   youtube_mosaic: {}
+  duplicate_of: https://grafana.com/blog/grafana-dashboards-a-complete-guide-to-all-the-different-types-you-can-build
 https://grafana.com/blog/2022/07/13/introducing-kubernetes-monitoring-in-grafana-cloud:
   title: 'grafana.com: Introducing Kubernetes Monitoring in Grafana Cloud'
   description: ''
@@ -238440,13 +247596,14 @@ https://grafana.com/blog/2022/07/13/introducing-kubernetes-monitoring-in-grafana
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: f8d444f8d229600bdd703e9782fb0a03e7c65d8c66b66cbe2fc5c5eafec65d97
   health_score: 100.0
   last_checked: 1779029473.637766
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:13.637766+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -238460,6 +247617,7 @@ https://grafana.com/blog/2022/07/13/introducing-kubernetes-monitoring-in-grafana
     proposed_url: NONE
     reason: 'High-Value Protection: generic_redirect_loss'
     timestamp: '2026-05-18T18:54:54.949398'
+  duplicate_of: https://grafana.com/blog/introducing-kubernetes-monitoring-in-grafana-cloud
 https://grafana.com/blog/2022/10/20/how-to-manage-high-cardinality-metrics-in-prometheus-and-kubernetes:
   title: 'grafana.com: How to manage high cardinality metrics in Prometheus and Kubernetes'
   description: ''
@@ -238475,13 +247633,14 @@ https://grafana.com/blog/2022/10/20/how-to-manage-high-cardinality-metrics-in-pr
   resource_type: Blog/Guide
   complexity: Advanced
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 5ecd4ffd70e15e22d2e69104b4dd2366004aefdc227964c4753f75c8ec9f3dee
   health_score: 100.0
   last_checked: 1779031597.029626
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:37.029626+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -238496,6 +247655,7 @@ https://grafana.com/blog/2022/10/20/how-to-manage-high-cardinality-metrics-in-pr
   v2_locations:
   - kubernetes-monitoring.md
   youtube_mosaic: {}
+  duplicate_of: https://grafana.com/blog/how-to-manage-high-cardinality-metrics-in-prometheus-and-kubernetes
 https://grafana.com/blog/2022/11/02/introducing-grafana-faro-oss-application-observability:
   title: 'grafana.com: Introducing Grafana Faro, an open source project for frontend''
     application observability'
@@ -238516,6 +247676,7 @@ https://grafana.com/blog/2022/11/02/introducing-grafana-faro-oss-application-obs
   last_checked: 1779031500.404494
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:00.404494+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -238542,13 +247703,14 @@ https://grafana.com/blog/2022/12/06/a-complete-guide-to-managing-grafana-as-code
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: d6842e11215974a6410af7aba10582baddb1f4ea2969dc8b7a8ce1b9563d3353
   health_score: 100.0
   last_checked: 1779031616.150167
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:56.150167+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -238562,6 +247724,7 @@ https://grafana.com/blog/2022/12/06/a-complete-guide-to-managing-grafana-as-code
   v2_locations:
   - grafana.md
   youtube_mosaic: {}
+  duplicate_of: https://grafana.com/blog/a-complete-guide-to-managing-grafana-as-code-tools-tips-and-tricks
 https://grafana.com/blog/2022/12/08/grafana-9.3-feature-grafana-oauth-token-improvements/?mdm=social:
   title: 'grafana.com: Grafana 9.3 feature: Grafana OAuth token improvements'
   description: ''
@@ -238572,13 +247735,14 @@ https://grafana.com/blog/2022/12/08/grafana-9.3-feature-grafana-oauth-token-impr
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 2ec240edbb7fc5b03dd2b4a7064e8222641521c259c69313b26b9aadb16b8e23
   health_score: 100.0
   last_checked: 1779033827.918134
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:47.918134+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -238587,6 +247751,7 @@ https://grafana.com/blog/2022/12/08/grafana-9.3-feature-grafana-oauth-token-impr
   - docs/grafana.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://grafana.com/blog/2021/08/05/grafana-8.1-released-new-geomap-and-annotations-panels-updated-plugin-management-and-more
 https://grafana.com/blog/2023/01/19/how-to-monitor-kubernetes-clusters-with-the-prometheus-operator:
   title: 'grafana.com: How to monitor Kubernetes clusters with the Prometheus Operator'
   description: ''
@@ -238597,13 +247762,14 @@ https://grafana.com/blog/2023/01/19/how-to-monitor-kubernetes-clusters-with-the-
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 142887474a2e65d10127a0d61e34fa6bfea7efc749272a510c81918a538aa5cc
   health_score: 100.0
   last_checked: 1779032406.767744
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:40:06.767744+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -238617,6 +247783,7 @@ https://grafana.com/blog/2023/01/19/how-to-monitor-kubernetes-clusters-with-the-
     proposed_url: NONE
     reason: 'High-Value Protection: generic_redirect_loss'
     timestamp: '2026-05-18T18:54:55.016750'
+  duplicate_of: https://grafana.com/blog/how-to-monitor-kubernetes-clusters-with-the-prometheus-operator
 https://grafana.com/blog/2023/01/31/a-beginners-guide-to-kubernetes-application-monitoring:
   title: 'grafana.com: A beginner''s guide to Kubernetes application monitoring'
   description: ''
@@ -238630,13 +247797,14 @@ https://grafana.com/blog/2023/01/31/a-beginners-guide-to-kubernetes-application-
   resource_type: Blog/Guide
   complexity: Beginner
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 0b0cade843ea1c3636142b1387167da7cb408eceaa975bf4e036f91338cb06b2
   health_score: 100.0
   last_checked: 1779032091.711058
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:51.711058+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -238651,6 +247819,7 @@ https://grafana.com/blog/2023/01/31/a-beginners-guide-to-kubernetes-application-
   v2_locations:
   - kubernetes-monitoring.md
   youtube_mosaic: {}
+  duplicate_of: https://grafana.com/blog/a-beginners-guide-to-kubernetes-application-monitoring
 https://grafana.com/blog/2023/03/03/how-to-optimize-resource-utilization-with-kubernetes-monitoring-for-grafana-cloud:
   title: "grafana.com: How to optimize resource utilization with Kubernetes Monitoring'
     for Grafana Cloud \U0001F31F"
@@ -238662,13 +247831,14 @@ https://grafana.com/blog/2023/03/03/how-to-optimize-resource-utilization-with-ku
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 99f77ff5b8ee77c6dcbc156a86cac7486fa720c5ca61cbf0c823139b9b9fb58b
   health_score: 100.0
   last_checked: 1779030681.404695
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:21.404695+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -238682,6 +247852,7 @@ https://grafana.com/blog/2023/03/03/how-to-optimize-resource-utilization-with-ku
     proposed_url: NONE
     reason: 'High-Value Protection: generic_redirect_loss'
     timestamp: '2026-05-18T18:54:54.939261'
+  duplicate_of: https://grafana.com/blog/how-to-optimize-resource-utilization-with-kubernetes-monitoring-for-grafana-cloud
 https://grafana.com/blog/2023/04/07/scrape-azure-metrics-and-monitor-aks-using-grafana-agent:
   title: "==grafana.com: Scrape Azure metrics and monitor AKS using Grafana Agent=='
     \U0001F31F"
@@ -238700,6 +247871,7 @@ https://grafana.com/blog/2023/04/07/scrape-azure-metrics-and-monitor-aks-using-g
   last_checked: 1779032729.679697
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:29.679697+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -238732,6 +247904,7 @@ https://grafana.com/blog/2023/10/16/why-companies-choose-grafana-cloud-over-self
   last_checked: 1779034270.371117
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:10.371117+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -238765,6 +247938,7 @@ https://grafana.com/blog/2023/11/14/grafana-beyla-1.0-release-zero-code-instrume
   last_checked: 1779032224.346588
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:04.346588+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -238795,6 +247969,7 @@ https://grafana.com/docs/agent/v0.32/configuration/integrations/azure-exporter-c
   last_checked: 1779034482.492685
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:42.492685+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -238822,6 +247997,7 @@ https://grafana.com/docs/grafana-cloud/monitor-infrastructure/integrations/integ
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -238844,13 +248020,14 @@ https://grafana.com/docs/grafana-cloud/reference/integrations/integration-docker
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: f9fae31ae60d3c82931068c0199fbd61679dc96e7725b5caf479dcce103f723a
   health_score: 100.0
   last_checked: 1779030135.145087
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:02:15.145087+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -238859,6 +248036,7 @@ https://grafana.com/docs/grafana-cloud/reference/integrations/integration-docker
   - docs/docker.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://grafana.com/docs/grafana-cloud/monitor-infrastructure/integrations/integration-reference/integration-docker
 https://grafana.com/docs/grafana/latest/administration/provisioning:
   title: "grafana.com: Provisioning Grafana \U0001F31F"
   description: ''
@@ -238879,6 +248057,7 @@ https://grafana.com/docs/grafana/latest/administration/provisioning:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -238901,13 +248080,14 @@ https://grafana.com/docs/v5.4:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: f5c26428f20623d10029e097f5577aa90154818224e71f7dc39a4a72d01fa2d7
   health_score: 100.0
   last_checked: 1779033802.386378
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:22.386378+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -238916,6 +248096,7 @@ https://grafana.com/docs/v5.4:
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://archive.grafana.com/docs/grafana/v5.4
 https://grafana.com/grafana/dashboards:
   title: Grafana Dashboards
   description: ''
@@ -238935,6 +248116,7 @@ https://grafana.com/grafana/dashboards:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -238964,6 +248146,7 @@ https://grafana.com/grafana/dashboards/10702:
   last_checked: 1779030986.921698
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:26.921698+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -238990,6 +248173,7 @@ https://grafana.com/grafana/dashboards/10702-activemq:
   last_checked: 1779130494.963516
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.963516+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -239016,6 +248200,7 @@ https://grafana.com/grafana/dashboards/9087:
   last_checked: 1779033237.525003
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:57.525003+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -239041,6 +248226,7 @@ https://grafana.com/grafana/dashboards/9777:
   last_checked: 1779029479.330388
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:19.330388+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -239066,6 +248252,7 @@ https://grafana.com/grafana/dashboards/9777-watermill:
   last_checked: 1779130494.966391
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.966391+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -239093,6 +248280,7 @@ https://grafana.com/grafana/dashboards/?collector=Telegraf:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -239115,13 +248303,14 @@ https://grafana.com/grafana/dashboards?collector=Telegraf:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: b6d7a3debd14be699cdcf1261c8afab8597a9e4e58e7d34964bddf9dbf550741
   health_score: 100.0
   last_checked: 1779031064.946709
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:44.946709+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -239130,6 +248319,7 @@ https://grafana.com/grafana/dashboards?collector=Telegraf:
   - docs/prometheus.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://grafana.com/grafana/dashboards/?collector=Telegraf
 https://grafana.com/oss/faro:
   title: "Grafana Faro \U0001F31F"
   description: ''
@@ -239149,6 +248339,7 @@ https://grafana.com/oss/faro:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -239180,6 +248371,7 @@ https://grafana.com/oss/grafana/?mdm=social:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -239211,6 +248403,7 @@ https://grafana.com/oss/loki:
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   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -239244,6 +248437,7 @@ https://grafana.com/oss/oncall:
   last_checked: 1779030825.007785
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:13:45.007785+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -239307,6 +248502,7 @@ https://granulate.io/a-deep-dive-into-kubernetes-scheduling:
   last_checked: 1779029838.521916
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:57:18.521916+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -239339,6 +248535,7 @@ https://graphql.org:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -239370,6 +248567,7 @@ https://graphviz.online:
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   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -239401,6 +248599,7 @@ https://graphviz.org:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -239423,13 +248622,14 @@ https://gravitational.com/blog/how-to-ssh-properly:
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   is_microservice: false
-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T18:02:31.257786+02:00'
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@@ -239438,6 +248638,7 @@ https://gravitational.com/blog/how-to-ssh-properly:
   - docs/linux.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://goteleport.com/blog/how-to-ssh-properly
 https://gravitational.com/blog/kubernetes-sso-saml:
   title: 'gravitational.com: How to Set Up Kubernetes SSO with SAML'
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@@ -239448,13 +248649,14 @@ https://gravitational.com/blog/kubernetes-sso-saml:
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   discovered_at: '2026-05-17T17:53:38.621561+02:00'
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@@ -239463,6 +248665,7 @@ https://gravitational.com/blog/kubernetes-sso-saml:
   - docs/kubernetes-security.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://goteleport.com/blog/kubernetes-sso-saml
 https://gravitydevops.com/terraform-tutorials-basic-to-advanced:
   title: 'gravitydevops.com: Terraform: A Step-by-Step Guide from Basics to Advanced''
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   discovered_at: '2026-05-17T17:11:26.401825+02:00'
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@@ -239489,6 +248693,7 @@ https://gravitydevops.com/terraform-tutorials-basic-to-advanced:
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://gravitydevops.com/terraform-tutorials-basic-to-advanced-2025
 https://gravitydevops.com/terraform-tutorials-basic-to-advanced-2025:
   title: 'gravitydevops.com: Terraform: A Step-by-Step Guide from Basics to Advanced
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@@ -239511,6 +248716,7 @@ https://gravitydevops.com/terraform-tutorials-basic-to-advanced-2025:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -239540,6 +248746,7 @@ https://gregsramblings.com/blog/compare-google-cloud-to-aws:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:12.475817+02:00'
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@@ -239566,6 +248773,7 @@ https://grokkinginterview.com/13-rest-api-interview-questions-you-need-to-know-f
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   discovered_at: '2026-05-17T18:01:44.815509+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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@@ -239620,13 +248829,14 @@ https://grow.google/certificates/interview-warmup:
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@@ -239635,6 +248845,7 @@ https://grow.google/certificates/interview-warmup:
   - docs/interview-questions.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://grow.google/grow-your-career/articles/interview-tips
 https://grow.google/grow-your-career/articles/interview-tips:
   title: 'grow.google: interview warmup'
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@@ -239654,6 +248865,7 @@ https://grow.google/grow-your-career/articles/interview-tips:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
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@@ -239686,6 +248898,7 @@ https://grpc.io:
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@@ -239715,6 +248928,7 @@ https://grpc.io/docs/what-is-grpc/faq:
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   discovered_at: '2026-05-18T20:54:55.020766+02:00'
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@@ -239740,6 +248954,7 @@ https://grpc.io/faq:
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@@ -239758,13 +248973,14 @@ https://gruntwork.io:
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@@ -239773,6 +248989,7 @@ https://gruntwork.io:
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.gruntwork.io
 https://guide.sst.dev/examples/how-to-debug-lambda-functions-with-visual-studio-code.html:
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   last_checked: 1779130494.983081
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   discovered_at: '2026-05-18T20:54:54.983081+02:00'
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@@ -239840,13 +249059,14 @@ https://guides.github.com/introduction/flow:
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@@ -239855,6 +249075,7 @@ https://guides.github.com/introduction/flow:
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.github.com/en/get-started/using-github/github-flow
 https://guides.github.com/pdfs/markdown-cheatsheet-online.pdf:
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@@ -239881,6 +249103,7 @@ https://guides.github.com/pdfs/markdown-cheatsheet-online.pdf:
   - docs/mkdocs.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://guides.github.com
 https://guides.sonatype.com/repo3/technical-guides/secure-docker-registries:
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@@ -239906,6 +249130,7 @@ https://guides.sonatype.com/repo3/technical-guides/secure-docker-registries:
   - docs/registries.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://help.sonatype.com/en/404-page.html
 https://guyzsarun.medium.com/kubernetes-liveness-readiness-probe-explained-352691dcccf1:
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   discovered_at: '2026-05-17T17:42:26.912871+02:00'
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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@@ -240115,6 +249346,7 @@ https://hackernoon.com/how-to-create-kubernetes-yaml-files:
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   discovered_at: '2026-05-17T17:47:54.580464+02:00'
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@@ -240144,6 +249376,7 @@ https://hackernoon.com/how-to-deploy-code-faster-using-kubernetes-jh1y3ul0:
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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   discovered_at: '2026-05-17T17:09:43.239763+02:00'
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   discovered_at: '2020-06-01T00:00:00+02:00'
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   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
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   discovered_at: '2026-05-17T17:51:28.569783+02:00'
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@@ -240506,6 +249750,7 @@ https://hackernoon.com/what-is-gitops-and-why-is-it-almost-useless-part-2:
   - docs/gitops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://hackernoon.com/what-is-gitops-and-why-it-is-almost-useless-part-1
 https://hackernoon.com/what-is-gitops-and-why-it-is-almost-useless-part-1:
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   description: '- [hackernoon.com: What Is GitOps And Why Is It (Almost) Useless?
@@ -240530,6 +249775,7 @@ https://hackernoon.com/what-is-gitops-and-why-it-is-almost-useless-part-1:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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   discovered_at: '2021-06-01T00:00:00+02:00'
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@@ -240594,6 +249841,7 @@ https://hackingcpp.com/cpp/cheat_sheets:
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   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -240616,13 +249864,14 @@ https://hackingcpp.com/cpp/cheat_sheets.html:
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@@ -240631,6 +249880,7 @@ https://hackingcpp.com/cpp/cheat_sheets.html:
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 https://hackr.io/blog/sql-commands:
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 https://harness.io/2020/09/getting-started-with-cloud-cost-optimization:
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 https://harness.io/blog/autostopping-rules-kubernetes:
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 https://harness.io/blog/continuous-delivery/ci-cd-pipeline:
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 https://harness.io/blog/continuous-delivery/spinnaker-alternatives:
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 https://harness.io/blog/continuous-delivery/what-is-helm:
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 https://harness.io/blog/continuous-integration/continuous-integration-performance-metrics:
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 https://harness.io/blog/continuous-integration/streamlining-ci-cd:
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 https://harness.io/blog/continuous-integration/what-is-continuous-integration:
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 https://harness.io/blog/devops/6-gitops-best-practices:
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   youtube_mosaic: {}
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 https://harness.io/blog/devops/deployment-pipeline-patterns:
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   youtube_mosaic: {}
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 https://harness.io/blog/devops/gitops-new-kid-devops-block:
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 https://harness.io/blog/devops/helm-chart-repo:
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 https://harness.io/blog/devops/helm-vs-kustomize:
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 https://harness.io/blog/devops/pipeline-as-code:
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 https://harness.io/blog/devops/secrets-management-ci-cd:
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   v2_locations: []
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+  duplicate_of: https://harness.io/2020/09/getting-started-with-cloud-cost-optimization
 https://harness.io/blog/devops/software-development-life-cycle:
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@@ -241537,6 +250836,7 @@ https://harness.io/blog/devops/software-development-life-cycle:
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.harness.io/blog/software-development-life-cycle
 https://harness.io/blog/devops/terraform-201-tutorial:
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@@ -241562,6 +250863,7 @@ https://harness.io/blog/devops/terraform-201-tutorial:
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://harness.io/2020/09/getting-started-with-cloud-cost-optimization
 https://harness.io/blog/devops/tutorial-s3-cross-account:
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://harness.io/2020/09/getting-started-with-cloud-cost-optimization
 https://harness.io/blog/devops/vault-agent-secrets-management:
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.harness.io/blog/vault-agent-secrets-management
 https://harness.io/blog/feature-flags/progressive-delivery:
   title: 'harness.io: Progressive Delivery: Everything You Need to Know'
   description: ''
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   - docs/cicd.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://harness.io/2020/09/getting-started-with-cloud-cost-optimization
 https://harness.io/blog/gitops-repo-structure:
   title: "==harness.io: Managing the 'Git' in 'GitOps': 4 Ways to Structure Code'
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@@ -241690,6 +251000,7 @@ https://harness.io/blog/gitops-repo-structure:
   - docs/gitops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.harness.io/blog/gitops-repo-structure
 https://harness.io/blog/helm-vs-kustomize:
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   description: ''
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@@ -241715,6 +251027,7 @@ https://harness.io/blog/helm-vs-kustomize:
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.harness.io/blog/helm-vs-kustomize
 https://harness.io/blog/kubernetes-ci-cd-best-practices:
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   - docs/cicd.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.harness.io/blog/kubernetes-ci-cd-best-practices
 https://harness.io/blog/kubernetes-mistakes:
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@@ -241766,6 +251082,7 @@ https://harness.io/blog/kubernetes-mistakes:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.harness.io/blog/kubernetes-mistakes
 https://harness.io/blog/kubernetes-services-explained:
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@@ -241791,6 +251109,7 @@ https://harness.io/blog/kubernetes-services-explained:
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.harness.io/blog/kubernetes-services-explained
 https://harness.io/blog/product-updates/recommendations-api:
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@@ -241817,6 +251137,7 @@ https://harness.io/blog/product-updates/recommendations-api:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.harness.io/blog/recommendations-api
 https://harness.io/blog/software-delivery-best-practices:
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   - docs/cicd.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://harness.io/2020/09/getting-started-with-cloud-cost-optimization
 https://harshityadav95.medium.com/load-balancing-layer-4-vs-layer-7-f37a839afd9c:
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+  duplicate_of: https://hawar.no/2021/05/cisco-dna-center-with-grafana-dashboard
 https://hawar.no/2021/05/cisco-dna-center-with-grafana-dashboard:
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   last_checked: 1779031927.648589
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:32:07.648589+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -242728,6 +252080,7 @@ https://health.google/intl/ALL_en/health-research/imaging-and-diagnostics:
   - docs/customer.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://health.google/imaging-and-diagnostics
 https://healthitanalytics.com/news/ai-for-medical-imaging-boosts-cancer-screenings-with-provider-aid:
   title: 'healthitanalytics.com: AI for Medical Imaging Boosts Cancer Screenings with''
     Provider Aid'
@@ -242748,6 +252101,7 @@ https://healthitanalytics.com/news/ai-for-medical-imaging-boosts-cancer-screenin
   last_checked: 1779034309.155795
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:49.155795+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -242780,6 +252134,7 @@ https://heaphero.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -242812,6 +252167,7 @@ https://heka-ai.medium.com/introduction-to-debugging-locally-and-live-on-kuberne
   last_checked: 1779033781.924209
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:01.924209+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -242846,6 +252202,7 @@ https://helidon.io:
   last_checked: 1779031650.08244
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:27:30.082440+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -242877,6 +252234,7 @@ https://hellotestworld.com/2016/02/02/cheatsheet-for-jmeter-__time-function-call
   last_checked: 1779030580.506127
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:40.506127+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -242910,6 +252268,7 @@ https://helm.sh:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -242944,6 +252303,7 @@ https://helm.sh/blog/migrate-from-helm-v2-to-helm-v3:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -242978,6 +252338,7 @@ https://helm.sh/blog/new-location-stable-incubator-charts:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -243007,6 +252368,7 @@ https://helm.sh/docs:
   last_checked: 1779032968.867333
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:49:28.867333+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -243025,13 +252387,14 @@ https://helm.sh/docs/chart_template_guide/getting_started:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 87befa32a95809d7ef4c806b4c1556659ce0c3f50ddce677d31cdf491c5e5234
   health_score: 100.0
   last_checked: 1779029556.612668
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:36.612668+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -243040,6 +252403,7 @@ https://helm.sh/docs/chart_template_guide/getting_started:
   - docs/helm.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.gradle.org/current/userguide/getting_started.html
 https://help.github.com/en/github:
   title: 'help.github.com: Configuring protected branches'
   description: ''
@@ -243050,13 +252414,14 @@ https://help.github.com/en/github:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 89a5ba49ce4264f5e8283392357e2b186671722258f75186683b60651683916c
   health_score: 100.0
   last_checked: 1779030085.002258
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:25.002258+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -243065,6 +252430,7 @@ https://help.github.com/en/github:
   - docs/git.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://guides.github.com
 https://help.github.com/en/github/administering-a-repository/enabling-required-status-checks:
   title: 'help.github.com: Enabling required status checks:'
   description: ''
@@ -243082,6 +252448,7 @@ https://help.github.com/en/github/administering-a-repository/enabling-required-s
   last_checked: 1779033419.163344
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:59.163344+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -243102,13 +252469,14 @@ https://help.sonatype.com/en/404-page.html:
   resource_type: Documentation
   complexity: Basic
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: 1781736154.649344
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:34.649344+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -243121,6 +252489,7 @@ https://help.sonatype.com/en/404-page.html:
   v2_locations:
   - registries.md
   youtube_mosaic: {}
+  duplicate_of: https://help.sonatype.com/index.html
 https://help.sonatype.com/en/404-page.html?_ga=2.250230211.411976214.1575978022-1513910029.1575978022:
   title: null
   description: null
@@ -243139,6 +252508,7 @@ https://help.sonatype.com/en/404-page.html?_ga=2.250230211.411976214.1575978022-
   last_checked: 1781736154.762654
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:34.762654+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -243169,6 +252539,7 @@ https://help.sonatype.com/en/docker-registry.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -243200,6 +252571,7 @@ https://help.sonatype.com/en/nexus-platform-plugin-for-jenkins.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -243234,6 +252606,7 @@ https://help.sonatype.com/en/sonatype-nexus-repository.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -243264,6 +252637,7 @@ https://help.sonatype.com/en/sonatype-nexus-repository.html:
   last_checked: 1779130494.950908
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.950908+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -243287,13 +252661,14 @@ https://help.sonatype.com/integrations/nexus-and-continuous-integration/nexus-pl
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: b90b9526c0bbeabb0159d4c66052f68646a1b9d95db0f0382d4b0f4dead814a1
   health_score: 100.0
   last_checked: 1779034152.866232
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:09:12.866232+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -243302,6 +252677,7 @@ https://help.sonatype.com/integrations/nexus-and-continuous-integration/nexus-pl
   - docs/registries.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://help.sonatype.com/en/nexus-platform-plugin-for-jenkins.html
 https://help.sonatype.com/repomanager3:
   title: "Nexus Repository Manager (NXRM) 3 \U0001F31F"
   description: ''
@@ -243312,13 +252688,14 @@ https://help.sonatype.com/repomanager3:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: d50c810842658e51623ebc957642ec78aa25e7657ffdafb375fc7e28f63d0cc6
   health_score: 100.0
   last_checked: 1779029613.592839
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:33.592839+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -243327,6 +252704,7 @@ https://help.sonatype.com/repomanager3:
   - docs/registries.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://help.sonatype.com/en/sonatype-nexus-repository.html
 https://help.sonatype.com/repomanager3/formats/docker-registry:
   title: Docker Registry
   description: ''
@@ -243337,13 +252715,14 @@ https://help.sonatype.com/repomanager3/formats/docker-registry:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 64458ad88612d81b056796e4778e6e5df66a43443a6d84613e003d3e42c2ecad
   health_score: 100.0
   last_checked: 1779031266.47529
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:21:06.475290+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -243352,6 +252731,7 @@ https://help.sonatype.com/repomanager3/formats/docker-registry:
   - docs/registries.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://help.sonatype.com/en/docker-registry.html
 https://help.sonatype.com/repomanager3/security/configuring-ssl?_ga=2.250230211.411976214.1575978022-1513910029.1575978022:
   title: 'help.sonatype.com: Inbound SSL - Configuring to Serve Content via HTTPS'
   description: ''
@@ -243369,6 +252749,7 @@ https://help.sonatype.com/repomanager3/security/configuring-ssl?_ga=2.250230211.
   last_checked: 1779032586.983044
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:06.983044+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -243398,6 +252779,7 @@ https://helpercodes.com/spring-boot-complete-tutorial:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -243431,6 +252813,7 @@ https://helpercodes.com/sql-query-cheatsheet-tutorial:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -243472,6 +252855,7 @@ https://hermes-agent.nousresearch.com/docs:
   last_checked: 1780352544.370217
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:22:24.370217+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -243510,6 +252894,7 @@ https://hernan-david-hd.medium.com/5-pilares-del-sre-devops-f16e45f8d3fd:
   last_checked: 1779030589.102716
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:49.102716+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -243541,6 +252926,7 @@ https://hernan-david-hd.medium.com/breaking-down-sre-devops-into-5-key-areas-5aa
   last_checked: 1779033030.258535
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:30.258535+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -243572,6 +252958,7 @@ https://hervekhg.medium.com/3-years-managing-kubernetes-clusters-my-10-lessons-b
   last_checked: 1779031844.281347
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:44.281347+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -243606,6 +252993,7 @@ https://hevodata.com/learn/spark-data-pipeline:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -243638,6 +253026,7 @@ https://hewi.blog/deploying-an-eks-cluster-using-terraform:
   last_checked: 1781430184.478436
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:43:04.478436+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -243670,6 +253059,7 @@ https://hewing.foliotek.me:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -243693,13 +253083,14 @@ https://high-mobility.com:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: f808d8b2a67d8382f32577014b772b2d73b32c8a1241d4fd6b94034d2368cc91
   health_score: 100.0
   last_checked: 1779031620.64112
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:00.641120+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -243708,6 +253099,7 @@ https://high-mobility.com:
   - docs/developerportals.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.high-mobility.com
 https://high-mobility.com/learn/tutorials/rest:
   title: REST Auto API Tutorial
   description: ''
@@ -243725,6 +253117,7 @@ https://high-mobility.com/learn/tutorials/rest:
   last_checked: 1779029932.245566
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:52.245566+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -243753,6 +253146,7 @@ https://highscalability.com/blog/2016/2/17/building-nginx-and-tarantool-based-se
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -243786,6 +253180,7 @@ https://hipertextual.com/2021/06/github-inteligencia-artificial-autocompletar-co
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -243818,6 +253213,7 @@ https://hipertextual.com/2023/02/diferencias-ia-machine-learning:
   last_checked: 1779029689.013223
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:54:49.013223+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -243844,13 +253240,14 @@ https://hipertextual.com/2024/03/devin-inteligencia-artificial-programa-software
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 510eac95e449d7e34fc801dd82422b45fbbf8e1b6cbf4307ba066aac7599a0a0
   health_score: 100.0
   last_checked: 1779029174.217212
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:14.217212+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -243864,6 +253261,7 @@ https://hipertextual.com/2024/03/devin-inteligencia-artificial-programa-software
   v2_locations:
   - devel-sites.md
   youtube_mosaic: {}
+  duplicate_of: https://hipertextual.com/tecnologia/devin-inteligencia-artificial-programa-software
 https://hiralee.medium.com/software-design-vs-architecture-1da0a94322a4:
   title: 'hiralee.medium.com: Software Architecture vs Design'
   description: ''
@@ -243882,6 +253280,7 @@ https://hiralee.medium.com/software-design-vs-architecture-1da0a94322a4:
   last_checked: 1779031624.819434
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:04.819434+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -243906,13 +253305,14 @@ https://hitch-tls.org:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: e842b9c60bf3b84ea857bffe74c0de0ee1b1abe244a5281c639a6fde8506ce02
   health_score: 100.0
   last_checked: 1779029553.344002
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:33.344002+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -243921,6 +253321,7 @@ https://hitch-tls.org:
   - docs/caching.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.hitch-tls.org
 https://hitesh-pattanayak.medium.com/observability-in-kubernetes-b53d6ea1b37d:
   title: 'hitesh-pattanayak.medium.com: Observability in Kubernetes'
   description: ''
@@ -243939,6 +253340,7 @@ https://hitesh-pattanayak.medium.com/observability-in-kubernetes-b53d6ea1b37d:
   last_checked: 1779034504.50669
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:04.506690+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -243971,6 +253373,7 @@ https://hive.apache.org:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -244001,6 +253404,7 @@ https://hjrocha.medium.com/add-a-custom-host-to-kubernetes-a06472cedccb:
   last_checked: 1779030425.619445
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:05.619445+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -244034,6 +253438,7 @@ https://hlokensgard.no/2023/07/03/azure-firewall-as-dns-proxy-with-the-new-azure
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -244065,6 +253470,7 @@ https://hlokensgard.no/2023/12/05/get-started-with-powershell-7-2-in-azure-autom
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -244100,6 +253506,7 @@ https://hlokensgard.no/2024/07/01/azure-virtual-network-manager-a-game-changer-o
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -244132,6 +253539,7 @@ https://hlokensgard.no/knowledge-sharing:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -244164,6 +253572,7 @@ https://hmaslowski.com/home/f/macos-security-hardening-with-microsoft-intune:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -244201,6 +253610,7 @@ https://hmh.engineering/dive-into-kubernetes-healthchecks-part-1-73a900fa6dbd:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -244230,13 +253640,14 @@ https://hmh.engineering/dive-into-kubernetes-healthchecks-part-2-a9f83eb712d5:
   resource_type: Article
   complexity: Advanced
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -244249,6 +253660,7 @@ https://hmh.engineering/dive-into-kubernetes-healthchecks-part-2-a9f83eb712d5:
   v2_locations:
   - kubernetes.md
   youtube_mosaic: {}
+  duplicate_of: https://hmh.engineering/dive-into-kubernetes-healthchecks-part-1-73a900fa6dbd
 https://hmh.engineering/musings-on-microservice-observability-f7052ac42f04:
   title: 'hmh.engineering: Musings on microservice observability!'
   description: ''
@@ -244270,6 +253682,7 @@ https://hmh.engineering/musings-on-microservice-observability-f7052ac42f04:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -244306,6 +253719,7 @@ https://hms.harvard.edu/news/does-ai-help-or-hurt-human-radiologists-performance
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -244339,6 +253753,7 @@ https://hodovi.cc/blog/creating-low-cost-managed-kubernetes-cluster-personal-dev
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -244375,6 +253790,7 @@ https://home.robusta.dev/blog/k8s-node-benchmark:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -244408,6 +253824,7 @@ https://home.robusta.dev/blog/kubernetes-service-vs-loadbalancer-vs-ingress:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -244446,6 +253863,7 @@ https://home.robusta.dev/blog/kubernetes-utilization-vs-reliability:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -244483,6 +253901,7 @@ https://home.robusta.dev/blog/stop-using-cpu-limits:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -244516,6 +253935,7 @@ https://home.robusta.dev/blog/why-everyone-should-track-and-audit-kubernetes-cha
   last_checked: 1779033592.193781
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:59:52.193781+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -244549,6 +253969,7 @@ https://homebusinessmag.com/businesses/success-tips/certificates-alone-wont-get-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -244580,6 +254001,7 @@ https://hoppscotch.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -244612,6 +254034,7 @@ https://horizons.carrefour.com/efficient-java-in-the-cloud-with-quarkus:
   last_checked: 1779034155.519649
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:09:15.519649+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -244643,6 +254066,7 @@ https://horovits.medium.com/prometheus-now-supports-opentelemetry-metrics-83f858
   last_checked: 1779034322.700454
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:02.700454+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -244667,13 +254091,14 @@ https://horovits.wordpress.com/2020/07/15/kubernetes-security-best-practices:
   resource_type: article
   complexity: Intermediate
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -244686,6 +254111,7 @@ https://horovits.wordpress.com/2020/07/15/kubernetes-security-best-practices:
   v2_locations:
   - kubernetes-security.md
   youtube_mosaic: {}
+  duplicate_of: https://github.com/freach/kubernetes-security-best-practice/blob/master/README.md
 https://hostadvice.com/blog/devops-toolbox-jenkins-ansible-chef-puppet-vagrant-saltstack:
   title: 'DevOps Toolbox: Jenkins, Ansible, Chef, Puppet, Vagrant, & SaltStack'
   description: ''
@@ -244705,6 +254131,7 @@ https://hostadvice.com/blog/devops-toolbox-jenkins-ansible-chef-puppet-vagrant-s
   last_checked: 1779030979.227336
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:19.227336+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -244740,6 +254167,7 @@ https://howdns.works:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -244773,6 +254201,7 @@ https://howhttps.works:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -244804,6 +254233,7 @@ https://howtodoinjava.com/maven:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -244835,6 +254265,7 @@ https://howtodoinjava.com/maven/how-to-convert-maven-java-project-to-intellij-id
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -244859,13 +254290,14 @@ https://howtodoinjava.com/maven/maven-java-project-with-intellij-idea:
   resource_type: Blog
   complexity: Beginner
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -244879,6 +254311,7 @@ https://howtodoinjava.com/maven/maven-java-project-with-intellij-idea:
   v2_locations:
   - maven-gradle.md
   youtube_mosaic: {}
+  duplicate_of: https://howtodoinjava.com/maven/how-to-convert-maven-java-project-to-intellij-idea-project
 https://http.cat:
   title: "http.cat \U0001F31F"
   description: ''
@@ -244898,6 +254331,7 @@ https://http.cat:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -244927,6 +254361,7 @@ https://http2-explained.haxx.se:
   last_checked: 1779031896.519856
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:31:36.519856+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -244952,6 +254387,7 @@ https://http2.github.io:
   last_checked: 1779029374.216599
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:49:34.216599+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -244977,6 +254413,7 @@ https://http2.github.io/faq:
   last_checked: 1779032256.931158
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:37:36.931158+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -245004,6 +254441,7 @@ https://http3-explained.haxx.se:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -245035,6 +254473,7 @@ https://httpd.apache.org:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -245066,6 +254505,7 @@ https://httpd.apache.org/docs/2.4/howto/reverse_proxy.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -245095,6 +254535,7 @@ https://hub.docker.com/_/elasticsearch:
   last_checked: 1779033773.235097
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:02:53.235097+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -245123,6 +254564,7 @@ https://hub.docker.com/_/websphere-liberty:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -245155,6 +254597,7 @@ https://hub.docker.com/r/alwin2/petclinic-customers-service:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -245186,6 +254629,7 @@ https://hub.docker.com/r/anthonydahanne/spring-petclinic:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -245217,6 +254661,7 @@ https://hub.docker.com/r/arey/springboot-petclinic:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -245249,6 +254694,7 @@ https://hub.docker.com/r/bitnami/cluster-autoscaler:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -245280,6 +254726,7 @@ https://hub.docker.com/r/bmoussaud/petclinic:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -245309,6 +254756,7 @@ https://hub.docker.com/r/centos/postgresql-10-centos7:
   last_checked: 1779030384.738501
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:06:24.738501+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -245337,6 +254785,7 @@ https://hub.docker.com/r/ibuchh/petclinic-spinnaker-jenkins:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -245368,6 +254817,7 @@ https://hub.docker.com/r/jboss/kie-server:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -245399,6 +254849,7 @@ https://hub.docker.com/r/jbrisbin/spring-petclinic:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2015-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -245421,13 +254872,14 @@ https://hub.docker.com/r/openshift:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 475e2cc9ced9d670432428f70e2191dd406cd8b11b2d9cdd0ec2663ed96ee513
   health_score: 100.0
   last_checked: 1779033296.244156
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:56.244156+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -245436,6 +254888,7 @@ https://hub.docker.com/r/openshift:
   - docs/openshift.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://hub.docker.com/u/openshift
 https://hub.docker.com/r/openshiftdemos:
   title: DockerHub OpenShift Demos
   description: ''
@@ -245446,13 +254899,14 @@ https://hub.docker.com/r/openshiftdemos:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 27c97592dbf5be3d30ced985fa10083a991c51e8160539e4dbdcc52fd85761d7
   health_score: 100.0
   last_checked: 1779031080.900739
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:00.900739+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -245461,6 +254915,7 @@ https://hub.docker.com/r/openshiftdemos:
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://hub.docker.com/u/openshiftdemos
 https://hub.docker.com/r/payara/micro:
   title: Payara Micro
   description: ''
@@ -245481,6 +254936,7 @@ https://hub.docker.com/r/payara/micro:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -245514,6 +254970,7 @@ https://hub.docker.com/r/payara/server-full:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -245546,6 +255003,7 @@ https://hub.docker.com/r/sarjunkumar24391/petclinic:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -245577,6 +255035,7 @@ https://hub.docker.com/r/sonatype/nexus3:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -245606,6 +255065,7 @@ https://hub.docker.com/r/texthtml/gitlab-merge-bot:
   last_checked: 1779031615.281306
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:26:55.281306+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -245633,6 +255093,7 @@ https://hub.docker.com/u/openshift:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -245664,6 +255125,7 @@ https://hub.docker.com/u/openshiftdemos:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -245698,6 +255160,7 @@ https://hub.docker.com/u/redhat:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -245730,6 +255193,7 @@ https://hub.helm.sh:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -245752,13 +255216,14 @@ https://hub.helm.sh/charts/choerodon/nexus3:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 5989d4d1c4b96da728a60fac6c5af05b5f8fd135d48cdd0772f3670f90b7dad4
   health_score: 100.0
   last_checked: 1779033489.047263
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:09.047263+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -245767,6 +255232,7 @@ https://hub.helm.sh/charts/choerodon/nexus3:
   - docs/helm.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://artifacthub.io/packages/helm/choerodon/nexus3
 https://hub.helm.sh/charts/oteemo/sonarqube:
   title: hub.helm.sh/charts/oteemo/sonarqube
   description: ''
@@ -245777,13 +255243,14 @@ https://hub.helm.sh/charts/oteemo/sonarqube:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 5e483cdff2ea4c51fc01a5c000ce825ed724db6f78b6a186af21b7521ef6005a
   health_score: 100.0
   last_checked: 1779033511.370022
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:31.370022+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -245792,6 +255259,7 @@ https://hub.helm.sh/charts/oteemo/sonarqube:
   - docs/sonarqube.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://artifacthub.io/packages/helm/oteemo/sonarqube
 https://hub.helm.sh/charts/stable/cluster-autoscaler:
   title: 'hub.helm.sh: cluster-autoscaler'
   description: ''
@@ -245802,13 +255270,14 @@ https://hub.helm.sh/charts/stable/cluster-autoscaler:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 5e483cdff2ea4c51fc01a5c000ce825ed724db6f78b6a186af21b7521ef6005a
   health_score: 100.0
   last_checked: 1779030009.534532
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:09.534532+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -245817,6 +255286,7 @@ https://hub.helm.sh/charts/stable/cluster-autoscaler:
   - docs/kubernetes-autoscaling.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://hub.helm.sh/charts/oteemo/sonarqube
 https://hub.kubeapps.com:
   title: KubeApps Hub
   description: ''
@@ -245834,6 +255304,7 @@ https://hub.kubeapps.com:
   last_checked: 1779032114.517841
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:14.517841+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -245852,13 +255323,14 @@ https://hub.qovery.com/guides/engineering/terraform-not-the-golden-hammer:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 683f0609767fa848db6c8e614124c2c4c25e0b6741f9d0b69d7a16c6a806aa71
   health_score: 100.0
   last_checked: 1779032969.430525
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:29.430525+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -245867,6 +255339,7 @@ https://hub.qovery.com/guides/engineering/terraform-not-the-golden-hammer:
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.qovery.com/docs/getting-started/introduction
 https://hub.tinztwins.de/7-hidden-python-tips-for-2024:
   title: 'hub.tinztwins.de: 7 Hidden Python Tips for 2024'
   description: ''
@@ -245885,6 +255358,7 @@ https://hub.tinztwins.de/7-hidden-python-tips-for-2024:
   last_checked: 1779032383.527049
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:43.527049+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -245918,6 +255392,7 @@ https://huggingface.co/blog/NileshInfer/implementing-fractional-gpus-in-kubernet
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -245950,6 +255425,7 @@ https://humanitec.com/blog/escape-vmware-lock-in-with-a-modular-internal-develop
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   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -245981,6 +255457,7 @@ https://humanitec.com/blog/handling-environment-variables-with-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -246014,6 +255491,7 @@ https://humanitec.com/blog/how-to-design-your-repository-structures-to-nail-plat
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -246046,6 +255524,7 @@ https://humanitec.com/blog/why-every-internal-developer-platform-needs-a-backend
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -246077,6 +255556,7 @@ https://humanitec.com/reference-architectures:
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -246102,13 +255582,14 @@ https://humanitec.com/reference-architectures/aws:
   resource_type: Architecture Guide
   complexity: Advanced
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -246122,6 +255603,7 @@ https://humanitec.com/reference-architectures/aws:
   v2_locations:
   - introduction.md
   youtube_mosaic: {}
+  duplicate_of: https://humanitec.com/reference-architectures
 https://humanitec.com/reference-architectures/azure:
   title: 'humanitec.com: Platform reference architecture on Azure'
   description: ''
@@ -246134,13 +255616,14 @@ https://humanitec.com/reference-architectures/azure:
   resource_type: Architecture Guide
   complexity: Advanced
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -246154,6 +255637,7 @@ https://humanitec.com/reference-architectures/azure:
   v2_locations:
   - introduction.md
   youtube_mosaic: {}
+  duplicate_of: https://humanitec.com/reference-architectures/aws
 https://humanwhocodes.com/blog/2011/11/29/how-content-delivery-networks-cdns-work:
   title: 'nczonline: How content delivery networks (CDNs) work - Nov 2011'
   description: ''
@@ -246173,6 +255657,7 @@ https://humanwhocodes.com/blog/2011/11/29/how-content-delivery-networks-cdns-wor
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2011-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -246203,6 +255688,7 @@ https://huryn.substack.com/p/3-ways-to-create-10x-better-product:
   last_checked: 1779030295.768351
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:55.768351+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -246237,6 +255723,7 @@ https://huyenchip.com/2021/09/13/data-science-infrastructure.html:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -246270,6 +255757,7 @@ https://huyenchip.com/2023/04/11/llm-engineering.html:
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -246300,6 +255788,7 @@ https://hwchiu.medium.com/docker-networking-model-introduction-194a2a2c9b68:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:05.598366+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -246332,6 +255821,7 @@ https://hwchiu.medium.com/kubernetes-network-troubleshooting-approach-701de94634
   last_checked: 1779029472.508084
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:12.508084+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -246365,6 +255855,7 @@ https://hwchiu.medium.com/why-does-my-2vcpu-application-run-faster-in-a-vm-than-
   last_checked: 1779033579.270718
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:39.270718+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -246399,6 +255890,7 @@ https://hystax.com/the-difference-between-cloud-cost-management-and-finops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -246430,6 +255922,7 @@ https://iainhunter.wordpress.com/2016/01/12/avoiding-pitfalls-running-mongo-3-2-
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   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -246460,6 +255953,7 @@ https://iamitcohen.medium.com/dns-in-kubernetes-how-does-it-work-7c4690fd813e:
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   discovered_at: '2026-05-17T17:51:58.184352+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -246491,6 +255985,7 @@ https://iamunnip.medium.com/merging-kubeconfig-files-c9e0f340a71c:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:12.463181+02:00'
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@@ -246522,6 +256017,7 @@ https://iaviral.medium.com/most-used-functions-in-pandas-7c12ae238185:
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   discovered_at: '2026-05-17T17:43:02.980085+02:00'
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@@ -246553,6 +256049,7 @@ https://ibrahims.medium.com/azure-terraform-pipeline-devops-b57005a37936:
   last_checked: 1779030957.605735
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   discovered_at: '2026-05-17T17:15:57.605735+02:00'
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@@ -246584,6 +256081,7 @@ https://ibrahims.medium.com/security-context-kubernetes-9672ae2380f9:
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   discovered_at: '2026-05-17T16:51:27.036176+02:00'
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@@ -246608,13 +256106,14 @@ https://iceburn.medium.com/jenkins-configuration-as-code-afd9031a42c9:
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   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
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   discovered_at: '2026-05-17T17:58:30.956026+02:00'
+  last_ai_eval: null
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@@ -246628,6 +256127,7 @@ https://iceburn.medium.com/jenkins-configuration-as-code-afd9031a42c9:
   v2_locations:
   - jenkins.md
   youtube_mosaic: {}
+  duplicate_of: https://www.jenkins.io/projects/jcasc
 https://iceburn.medium.com/kubernetes-resource-requests-and-resource-limits-99c549c5a439:
   title: 'iceburn.medium.com: Kubernetes Resource Requests and Resource Limits'
   description: ''
@@ -246646,6 +256146,7 @@ https://iceburn.medium.com/kubernetes-resource-requests-and-resource-limits-99c5
   last_checked: 1779031537.802423
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:37.802423+02:00'
+  last_ai_eval: null
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@@ -246677,6 +256178,7 @@ https://ics.uci.edu/~pattis/ICS-33/lectures/complexitypython.txt:
   last_checked: 1781736144.973302
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:24.973302+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -246708,6 +256210,7 @@ https://ics.uci.edu/~pattis/ICS-33/lectures/complexitypython.txt:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -246737,6 +256240,7 @@ https://ics.uci.edu/~pattis/ICS-33/lectures/complexitypython.txt:
   last_checked: 1779130494.932245
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.932245+02:00'
+  last_ai_eval: null
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@@ -246764,6 +256268,7 @@ https://ideas.ted.com/want-to-discover-or-re-discover-your-sense-of-purpose-at-w
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -246795,6 +256300,7 @@ https://ifuckinghatejira.com:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -246827,6 +256333,7 @@ https://igboie.medium.com/kubernetes-ci-cd-with-github-github-actions-and-argo-c
   last_checked: 1779031497.084039
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   discovered_at: '2026-05-17T17:24:57.084039+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -246859,6 +256366,7 @@ https://ignite.apache.org:
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   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -246891,6 +256399,7 @@ https://ikunalsingh.hashnode.dev/dynamic-operations-in-terraform-with-functions:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:51.019728+02:00'
+  last_ai_eval: null
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@@ -246922,6 +256431,7 @@ https://images.linoxide.com/ebook-kubernetes-essentials.pdf:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:08.914947+02:00'
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@@ -246955,6 +256465,7 @@ https://imanishchaudhary.medium.com/secure-kubernetes-dashboards-with-sso-authen
   last_checked: 1779029573.102686
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:53.102686+02:00'
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@@ -246987,6 +256498,7 @@ https://imoisharma.medium.com/how-leader-election-works-in-kubernetes-by-m-sharm
   last_checked: 1779032421.009199
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:40:21.009199+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -247022,6 +256534,7 @@ https://imoisharma.medium.com/how-leader-election-works-in-kubernetes-by-m-sharm
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -247054,6 +256567,7 @@ https://imsundeep8.medium.com/deploy-production-grade-kubernetes-cluster-using-k
   last_checked: 1779032902.012192
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:22.012192+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -247084,6 +256598,7 @@ https://incepto-medical.com/en:
   last_checked: 1779032115.440773
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:15.440773+02:00'
+  last_ai_eval: null
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@@ -247112,6 +256627,7 @@ https://inder-devops.medium.com/aks-networking-deep-dive-kubenet-vs-azure-cni-vs
   last_checked: 1779032699.165768
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:59.165768+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -247144,6 +256660,7 @@ https://inder-devops.medium.com/ci-cd-setup-in-just-5-mins-with-basic-yaml-confi
   last_checked: 1779030708.330703
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:48.330703+02:00'
+  last_ai_eval: null
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@@ -247177,6 +256694,7 @@ https://inder-devops.medium.com/its-time-to-migrate-your-container-runtime-kuber
   last_checked: 1779033488.694909
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:08.694909+02:00'
+  last_ai_eval: null
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@@ -247208,6 +256726,7 @@ https://inder-devops.medium.com/kafka-best-practices-lessons-learned-by-inder-43
   last_checked: 1779030846.448849
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:06.448849+02:00'
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   hierarchy:
@@ -247241,6 +256760,7 @@ https://inder-devops.medium.com/on-premise-to-cloud-migration-mock-drills-using-
   last_checked: 1779033421.619332
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:01.619332+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -247274,6 +256794,7 @@ https://ine.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -247300,13 +256821,14 @@ https://info.acloud.guru/resources/azure-devops-vs-github-comparing-microsofts-d
   resource_type: Blog Post
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -247319,6 +256841,7 @@ https://info.acloud.guru/resources/azure-devops-vs-github-comparing-microsofts-d
   v2_locations:
   - azure.md
   youtube_mosaic: {}
+  duplicate_of: https://www.pluralsight.com/resources/blog/cloud/azure-devops-vs-github-comparing-microsofts-devops-twins
 https://info.acloud.guru/resources/brazeal-how-your-org-predicts-your-ci/cd-pipeline:
   title: 'acloud.guru: How youtr org predicts your CI/CD pipeline'
   description: ''
@@ -247337,6 +256860,7 @@ https://info.acloud.guru/resources/brazeal-how-your-org-predicts-your-ci/cd-pipe
   last_checked: 1779031414.449301
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:34.449301+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -247369,6 +256893,7 @@ https://info.acloud.guru/resources/deploy-kubernetes-app-with-azure-devops:
   last_checked: 1779030720.599603
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:00.599603+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -247400,6 +256925,7 @@ https://info.acloud.guru/resources/deploying-kubernetes-with-gitops:
   last_checked: 1779030802.995985
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:22.995985+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -247432,6 +256958,7 @@ https://info.acloud.guru/resources/kubernetes-aws-cloud-scaling-hey:
   last_checked: 1779031110.874204
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:30.874204+02:00'
+  last_ai_eval: null
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@@ -247462,6 +256989,7 @@ https://info.crunchydata.com/blog/active-active-on-kubernetes:
   last_checked: 1779030394.494615
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:34.494615+02:00'
+  last_ai_eval: null
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@@ -247481,13 +257009,14 @@ https://info.crunchydata.com/blog/an-easy-recipe-for-creating-a-postgresql-clust
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 3495ed9023552ee0c168e82ffa8f572f9b38015d65db6fe11549c4553336679d
   health_score: 100.0
   last_checked: 1779032920.783735
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:40.783735+02:00'
+  last_ai_eval: null
   company: null
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@@ -247496,6 +257025,7 @@ https://info.crunchydata.com/blog/an-easy-recipe-for-creating-a-postgresql-clust
   - docs/crunchydata.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.crunchydata.com/blog/an-easy-recipe-for-creating-a-postgresql-cluster-with-docker-swarm
 https://info.crunchydata.com/blog/announcing-the-crunchy-data-developer-portal:
   title: Announcing the Crunchy Data Developer Portal
   description: ''
@@ -247506,13 +257036,14 @@ https://info.crunchydata.com/blog/announcing-the-crunchy-data-developer-portal:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 8460966b9ee582d9d7c74fae820ef27e1815b810d3ed5cd8d0992115172b5c23
   health_score: 100.0
   last_checked: 1779032173.596962
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:13.596962+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -247521,6 +257052,7 @@ https://info.crunchydata.com/blog/announcing-the-crunchy-data-developer-portal:
   - docs/crunchydata.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.crunchydata.com/blog/announcing-the-crunchy-data-developer-portal
 https://info.crunchydata.com/blog/composite-primary-keys-postgresql-and-django:
   title: 'info.crunchydata.com: Composite Primary Keys, PostgreSQL and Django'
   description: ''
@@ -247531,13 +257063,14 @@ https://info.crunchydata.com/blog/composite-primary-keys-postgresql-and-django:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: b03c950b46ad0afbbd1192950f01687e1464ea4d029d33506b4856b3c58311ae
   health_score: 100.0
   last_checked: 1779034084.873165
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:04.873165+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -247546,6 +257079,7 @@ https://info.crunchydata.com/blog/composite-primary-keys-postgresql-and-django:
   - docs/crunchydata.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.crunchydata.com/blog/composite-primary-keys-postgresql-and-django
 https://info.crunchydata.com/blog/crunchy-postgres-kubernetes-operator-4.0:
   title: 'crunchydata blog: What''s New in Crunchy PostgreSQL Operator 4.0'
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@@ -247556,13 +257090,14 @@ https://info.crunchydata.com/blog/crunchy-postgres-kubernetes-operator-4.0:
   resource_type: null
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-  status: online
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@@ -247571,6 +257106,7 @@ https://info.crunchydata.com/blog/crunchy-postgres-kubernetes-operator-4.0:
   - docs/crunchydata.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.crunchydata.com/blog/crunchy-postgres-kubernetes-operator-4.0
 https://info.crunchydata.com/blog/crunchy-postgresql-operator-with-rook-ceph-storage:
   title: 'info.crunchydata.com: Using the PostgreSQL Operator with Rook Ceph Storage'
   description: ''
@@ -247581,13 +257117,14 @@ https://info.crunchydata.com/blog/crunchy-postgresql-operator-with-rook-ceph-sto
   resource_type: null
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:50:02.406237+02:00'
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@@ -247596,6 +257133,7 @@ https://info.crunchydata.com/blog/crunchy-postgresql-operator-with-rook-ceph-sto
   - docs/crunchydata.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.crunchydata.com/blog/crunchy-postgresql-operator-with-rook-ceph-storage
 https://info.crunchydata.com/blog/d-meta:
   title: 'info.crunchydata.com: Quickly Document Your Postgres Database Using psql''
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@@ -247607,13 +257145,14 @@ https://info.crunchydata.com/blog/d-meta:
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   discovered_at: '2026-05-17T17:12:19.662916+02:00'
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@@ -247622,6 +257161,7 @@ https://info.crunchydata.com/blog/d-meta:
   - docs/crunchydata.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://blog.crunchydata.com/blog/d-meta
 https://info.crunchydata.com/blog/deploy-high-availability-postgresql-on-kubernetes:
   title: 'info.crunchydata.com: Deploy High-Availability PostgreSQL Clusters on Kubernetes''
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   discovered_at: '2026-05-17T17:13:08.266291+02:00'
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@@ -247648,6 +257189,7 @@ https://info.crunchydata.com/blog/deploy-high-availability-postgresql-on-kuberne
   - docs/crunchydata.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.crunchydata.com/blog/deploy-high-availability-postgresql-on-kubernetes
 https://info.crunchydata.com/blog/deploy-pgadmin4-with-postgresql-on-kubernetes:
   title: 'info.crunchydata.com: Deploy pgAdmin4 with PostgreSQL on Kubernetes'
   description: ''
@@ -247658,13 +257200,14 @@ https://info.crunchydata.com/blog/deploy-pgadmin4-with-postgresql-on-kubernetes:
   resource_type: null
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   is_microservice: false
-  status: online
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   health_score: 100.0
   last_checked: 1779030680.939183
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   discovered_at: '2026-05-17T17:11:20.939183+02:00'
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@@ -247673,6 +257216,7 @@ https://info.crunchydata.com/blog/deploy-pgadmin4-with-postgresql-on-kubernetes:
   - docs/crunchydata.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.crunchydata.com/blog/deploy-pgadmin4-with-postgresql-on-kubernetes
 https://info.crunchydata.com/blog/fast-csv-and-json-ingestion-in-postgresql-with-copy:
   title: 'info.crunchydata.com: Fast CSV and JSON Ingestion in PostgreSQL with COPY'
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   resource_type: null
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   is_microservice: false
-  status: online
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   discovered_at: '2026-05-17T17:57:16.210188+02:00'
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   hierarchy: []
@@ -247698,6 +257243,7 @@ https://info.crunchydata.com/blog/fast-csv-and-json-ingestion-in-postgresql-with
   - docs/crunchydata.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.crunchydata.com/blog/fast-csv-and-json-ingestion-in-postgresql-with-copy
 https://info.crunchydata.com/blog/getting-started-with-postgresql-operator-4.3-in-openshift:
   title: 'info.crunchydata.com: Getting Started with PostgreSQL Operator 4.3 in OpenShift'
   description: ''
@@ -247708,13 +257254,14 @@ https://info.crunchydata.com/blog/getting-started-with-postgresql-operator-4.3-i
   resource_type: null
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   is_microservice: false
-  status: online
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   health_score: 100.0
   last_checked: 1779034110.071117
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   discovered_at: '2026-05-17T18:08:30.071117+02:00'
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   hierarchy: []
@@ -247723,6 +257270,7 @@ https://info.crunchydata.com/blog/getting-started-with-postgresql-operator-4.3-i
   - docs/crunchydata.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.crunchydata.com/blog/getting-started-with-postgresql-operator-4.3-in-openshift
 https://info.crunchydata.com/blog/gitops-postgres-kubernetes:
   title: "info.crunchydata.com: Using GitOps to Self-Manage Postgres in Kubernetes'
     \U0001F31F"
@@ -247734,13 +257282,14 @@ https://info.crunchydata.com/blog/gitops-postgres-kubernetes:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
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   health_score: 100.0
   last_checked: 1779033789.023668
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:09.023668+02:00'
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   geo_region: null
   hierarchy: []
@@ -247749,6 +257298,7 @@ https://info.crunchydata.com/blog/gitops-postgres-kubernetes:
   - docs/crunchydata.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.crunchydata.com/blog/gitops-postgres-kubernetes
 https://info.crunchydata.com/blog/install-postgres-operator-kubernetes-on-gke-ansible:
   title: 'info.crunchydata.com: Deploying the PostgreSQL Operator on GKE'
   description: ''
@@ -247759,13 +257309,14 @@ https://info.crunchydata.com/blog/install-postgres-operator-kubernetes-on-gke-an
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
   last_checked: 1779031490.161693
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:50.161693+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -247774,6 +257325,7 @@ https://info.crunchydata.com/blog/install-postgres-operator-kubernetes-on-gke-an
   - docs/crunchydata.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.crunchydata.com/blog/install-postgres-operator-kubernetes-on-gke-ansible
 https://info.crunchydata.com/blog/kubernetes-pod-tolerations-and-postgresql-deployment-strategies:
   title: 'info.crunchydata.com: Kubernetes Pod Tolerations and Postgres Deployment''
     Strategies'
@@ -247785,13 +257337,14 @@ https://info.crunchydata.com/blog/kubernetes-pod-tolerations-and-postgresql-depl
   resource_type: null
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   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
   last_checked: 1779033615.44022
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:15.440220+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -247800,6 +257353,7 @@ https://info.crunchydata.com/blog/kubernetes-pod-tolerations-and-postgresql-depl
   - docs/crunchydata.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://blog.crunchydata.com/blog/kubernetes-pod-tolerations-and-postgresql-deployment-strategies
 https://info.crunchydata.com/blog/migrating-from-oracle-to-postgresql-questions-and-considerations:
   title: 'info.crunchydata.com: Migrating from Oracle to PostgreSQL: Tips and Tricks'
   description: ''
@@ -247810,13 +257364,14 @@ https://info.crunchydata.com/blog/migrating-from-oracle-to-postgresql-questions-
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 6e6ec17364fef8abfa571b24ab0498307bde7cf603a5594057e57c0ee85fc60b
   health_score: 100.0
   last_checked: 1779033736.392936
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:16.392936+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -247825,6 +257380,7 @@ https://info.crunchydata.com/blog/migrating-from-oracle-to-postgresql-questions-
   - docs/crunchydata.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.crunchydata.com/blog/migrating-from-oracle-to-postgresql-questions-and-considerations
 https://info.crunchydata.com/blog/monitoring-postgresql-clusters-in-kubernetes:
   title: 'info.crunchydata.com: Monitoring PostgreSQL clusters in kubernetes'
   description: ''
@@ -247835,13 +257391,14 @@ https://info.crunchydata.com/blog/monitoring-postgresql-clusters-in-kubernetes:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
   last_checked: 1779032961.453295
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:21.453295+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -247850,6 +257407,7 @@ https://info.crunchydata.com/blog/monitoring-postgresql-clusters-in-kubernetes:
   - docs/crunchydata.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.crunchydata.com/blog/monitoring-postgresql-clusters-in-kubernetes
 https://info.crunchydata.com/blog/multi-kubernetes-cluster-postgresql-deployments:
   title: 'info.crunchydata.com: Multi-Kubernetes Cluster PostgreSQL Deployments'
   description: ''
@@ -247860,13 +257418,14 @@ https://info.crunchydata.com/blog/multi-kubernetes-cluster-postgresql-deployment
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 3144488cb755c52229031d06800ae8f5461ffc5f54e9f4ca8d19bf177e28a199
   health_score: 100.0
   last_checked: 1779030588.131857
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:48.131857+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -247875,6 +257434,7 @@ https://info.crunchydata.com/blog/multi-kubernetes-cluster-postgresql-deployment
   - docs/crunchydata.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://blog.crunchydata.com/blog/multi-kubernetes-cluster-postgresql-deployments
 https://info.crunchydata.com/blog/pgbackrest-performing-backups-on-a-standby-cluster:
   title: 'info.crunchydata.com: pgBackRest - Performing Backups on a Standby Cluster'
   description: ''
@@ -247885,13 +257445,14 @@ https://info.crunchydata.com/blog/pgbackrest-performing-backups-on-a-standby-clu
   resource_type: null
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   is_microservice: false
-  status: online
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   health_score: 100.0
   last_checked: 1779029226.123408
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:06.123408+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -247900,6 +257461,7 @@ https://info.crunchydata.com/blog/pgbackrest-performing-backups-on-a-standby-clu
   - docs/crunchydata.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.crunchydata.com/blog/pgbackrest-performing-backups-on-a-standby-cluster
 https://info.crunchydata.com/blog/postgresql-change-data-capture-with-debezium:
   title: 'info.crunchydata.com: PostgreSQL Change Data Capture With Debezium'
   description: ''
@@ -247910,13 +257472,14 @@ https://info.crunchydata.com/blog/postgresql-change-data-capture-with-debezium:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 18c45a406c5a0a4da22b56fa3f925f99045e7505da00019f587f67290a9fafdf
   health_score: 100.0
   last_checked: 1779030966.486165
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:06.486165+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -247925,6 +257488,7 @@ https://info.crunchydata.com/blog/postgresql-change-data-capture-with-debezium:
   - docs/message-queue.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.crunchydata.com/blog/postgresql-change-data-capture-with-debezium
 https://info.crunchydata.com/blog/postgresql-monitoring-for-application-developers-dba-stats:
   title: 'info.crunchydata.com: PostgreSQL Monitoring for Application Developers:''
     The DBA Fundamentals'
@@ -247936,13 +257500,14 @@ https://info.crunchydata.com/blog/postgresql-monitoring-for-application-develope
   resource_type: null
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   is_microservice: false
-  status: online
+  status: duplicate
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   content_hash: 5a6d7c88a9d99de5056d464753be67b00a5e31b62090c9b0b16ea5401433b27d
   health_score: 100.0
   last_checked: 1779031340.432743
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:20.432743+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -247951,6 +257516,7 @@ https://info.crunchydata.com/blog/postgresql-monitoring-for-application-develope
   - docs/crunchydata.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.crunchydata.com/blog/postgresql-monitoring-for-application-developers-dba-stats
 https://info.crunchydata.com/blog/schedule-postgresql-backups-and-retention-with-kubernetes:
   title: 'info.crunchydata.com: Scheduled PostgreSQL Backups and Retention Policies''
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@@ -247962,13 +257528,14 @@ https://info.crunchydata.com/blog/schedule-postgresql-backups-and-retention-with
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 692f58f59c959b2597af7cbe5d4c4db8a9c37062d89b1d5ecc58b85721df8b8d
   health_score: 100.0
   last_checked: 1779034152.868801
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:09:12.868801+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -247977,6 +257544,7 @@ https://info.crunchydata.com/blog/schedule-postgresql-backups-and-retention-with
   - docs/crunchydata.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.crunchydata.com/blog/schedule-postgresql-backups-and-retention-with-kubernetes
 https://info.crunchydata.com/blog/setup-ora2pg-for-oracle-to-postgres-migration:
   title: 'info.crunchydata.com: Setup ora2pg for Oracle to Postgres Migration'
   description: ''
@@ -247987,13 +257555,14 @@ https://info.crunchydata.com/blog/setup-ora2pg-for-oracle-to-postgres-migration:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: f1b2151fc0392dd6e559dd136eddb22f3be50171c2378d49bc7268d24425b41b
   health_score: 100.0
   last_checked: 1779032034.93096
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:54.930960+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -248002,6 +257571,7 @@ https://info.crunchydata.com/blog/setup-ora2pg-for-oracle-to-postgres-migration:
   - docs/crunchydata.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.crunchydata.com/blog/setup-ora2pg-for-oracle-to-postgres-migration
 https://info.crunchydata.com/blog/setup-postgresql-monitoring-in-kubernetes:
   title: 'info.crunchydata.com: How to Setup PostgreSQL Monitoring in Kubernetes'
   description: ''
@@ -248012,13 +257582,14 @@ https://info.crunchydata.com/blog/setup-postgresql-monitoring-in-kubernetes:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 0ad72f5674ee2be654781a9a2e11791f8b3e0235cc7a4c4754e401b2baffbc3b
   health_score: 100.0
   last_checked: 1779030199.719016
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:19.719016+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -248027,6 +257598,7 @@ https://info.crunchydata.com/blog/setup-postgresql-monitoring-in-kubernetes:
   - docs/crunchydata.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://blog.crunchydata.com/blog/setup-postgresql-monitoring-in-kubernetes
 ? https://info.crunchydata.com/blog/synchronous-replication-in-the-postgresql-operator-for-kubernetes-guarding-against-transactions-loss
 : title: 'info.crunchydata.com: Guard Against Transaction Loss with PostgreSQL Synchronous''
     Replication'
@@ -248038,13 +257610,14 @@ https://info.crunchydata.com/blog/setup-postgresql-monitoring-in-kubernetes:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: bbede488c445aa79205eff1b185c3df21646a69146bc31506113d8b921325ef9
   health_score: 100.0
   last_checked: 1779031902.866468
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:42.866468+02:00'
+  last_ai_eval: null
   company: null
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   - docs/crunchydata.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.crunchydata.com/blog/synchronous-replication-in-the-postgresql-operator-for-kubernetes-guarding-against-transactions-loss
 https://info.crunchydata.com/blog/tuning-your-postgres-database-for-high-write-loads:
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   youtube_mosaic: {}
+  duplicate_of: https://www.crunchydata.com/blog/tuning-your-postgres-database-for-high-write-loads
 https://info.crunchydata.com/blog/using-postgres-to-back-prometheus-for-your-postgresql-monitoring-1:
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   - docs/crunchydata.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.crunchydata.com/blog/using-postgres-to-back-prometheus-for-your-postgresql-monitoring-1
 https://info.crunchydata.com/news/crunchy-postgresql-for-kuberenetes-4.3:
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   - docs/crunchydata.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.crunchydata.com/news/crunchy-postgresql-for-kuberenetes-4.3
 https://info.microsoft.com/ww-landing-ai-made-simple.html:
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   youtube_mosaic: {}
+  duplicate_of: https://www.infoq.com/news/2023/11/azure-well-architected-framework
 https://infosecwriteups.com/attacking-and-securing-docker-containers-cc8c80f05b5b:
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 https://inlets.dev/blog/2021/07/08/short-lived-clusters.html:
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   youtube_mosaic: {}
+  duplicate_of: https://blog.insight-services-apac.dev/2023/12/04/getting-started-bicep
 https://insights.project-a.com/using-github-actions-to-deploy-to-kubernetes-122c653c0b09:
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.project-a.vc/perspectives
 https://insights.stackoverflow.com/survey:
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   discovered_at: '2026-05-17T18:01:37.085258+02:00'
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+  status: duplicate
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   v2_locations:
   - cheatsheets.md
   youtube_mosaic: {}
+  duplicate_of: https://github.com/wsargent/docker-cheat-sheet
 https://intellipaat.com/blog/tutorial/devops-tutorial/git-cheat-sheet:
   title: "intellipaat.com: GIT Cheat Sheet \U0001F31F"
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@@ -249190,13 +258809,14 @@ https://intellipaat.com/blog/tutorial/devops-tutorial/git-cheat-sheet:
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   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
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   v2_locations:
   - cheatsheets.md
   youtube_mosaic: {}
+  duplicate_of: https://education.github.com/git-cheat-sheet-education.pdf
 https://intellipaat.com/blog/tutorial/devops-tutorial/git-tutorial:
   title: "intellipaat.com: Git Tutorial - Learn Git \U0001F31F"
   description: ''
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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@@ -249254,13 +258876,14 @@ https://intellipaat.com/blog/tutorial/devops-tutorial/jenkins-cheat-sheet:
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+  status: duplicate
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   v2_locations:
   - cheatsheets.md
   youtube_mosaic: {}
+  duplicate_of: https://cheatography.com/funthomas424242/cheat-sheets/jenkins
 https://intellipaat.com/blog/tutorial/devops-tutorial/kubernetes-cheat-sheet:
   title: "intellipaat.com \U0001F31F"
   description: ''
@@ -249292,6 +258916,7 @@ https://intellipaat.com/blog/tutorial/devops-tutorial/kubernetes-cheat-sheet:
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   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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   is_microservice: false
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+  status: duplicate
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@@ -249429,6 +259058,7 @@ https://intellipaat.com/blog/tutorial/selenium-tutorial/selenium-cheat-sheet:
   v2_locations:
   - cheatsheets.md
   youtube_mosaic: {}
+  duplicate_of: https://dev.to/razgandeanu/selenium-cheat-sheet-9lc
 https://intellipaat.com/blog/tutorial/sql-tutorial/sql-commands-cheat-sheet:
   title: 'intellipaat.com: SQL Commands Cheat Sheet'
   description: ''
@@ -249448,6 +259078,7 @@ https://intellipaat.com/blog/tutorial/sql-tutorial/sql-commands-cheat-sheet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -249479,6 +259110,7 @@ https://intellipaat.com/blog/what-does-a-devops-engineer-do:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -249510,6 +259142,7 @@ https://intellipaat.com/blog/what-is-amazon-web-services-aws:
   last_checked: 1779029628.534462
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:53:48.534462+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -249542,6 +259175,7 @@ https://intellipaat.com/blog/what-is-penetration-testing:
   last_checked: 1779029509.519327
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:51:49.519327+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -249572,6 +259206,7 @@ https://intellipaat.com/mediaFiles/2019/03/docker-cheat-sheet.pdf:
   last_checked: 1779029067.87112
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:27.871120+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -249601,6 +259236,7 @@ https://intezer.com/blog/new-attacks-on-kubernetes-via-misconfigured-argo-workfl
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -249630,6 +259266,7 @@ https://intezer.com/blog/research/new-attacks-on-kubernetes-via-misconfigured-ar
   last_checked: 1779130495.011968
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.011968+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -249655,6 +259292,7 @@ https://inthecloud.withgoogle.com/free-training-21/register.html:
   last_checked: 1779030132.877066
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:02:12.877066+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -249694,6 +259332,7 @@ https://io.google/2026:
   last_checked: 1780352272.994159
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:17:52.994159+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -249733,6 +259372,7 @@ https://iongion.github.io/podman-desktop-companion:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -249763,6 +259403,7 @@ https://iopshub.medium.com/terraform-best-practices-everyone-should-know-a7c76ba
   last_checked: 1779033084.334338
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:24.334338+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -249796,6 +259437,7 @@ https://iot-analytics.com/iot-cloud:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -249827,6 +259469,7 @@ https://irfanyusanif.medium.com/how-to-communicate-between-microservices-7956ed6
   last_checked: 1779032832.894586
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:12.894586+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -249858,6 +259501,7 @@ https://ishantgaurav.in/2021/06/22/complete-application-deployment-using-kuberne
   last_checked: 1779030503.384531
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:23.384531+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -249889,6 +259533,7 @@ https://ishantgaurav.in/2021/07/18/kubernetes-sidecar-container-pattern:
   last_checked: 1779032036.565121
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:56.565121+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -249916,13 +259561,14 @@ https://ismiletechnologies.com/en_us/devsecops/secure-devops-kit-azureazsk:
   resource_type: Technical Blog
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -249935,6 +259581,7 @@ https://ismiletechnologies.com/en_us/devsecops/secure-devops-kit-azureazsk:
   v2_locations:
   - azure.md
   youtube_mosaic: {}
+  duplicate_of: https://github.com/azsk/DevOpsKit
 https://isoflow.io:
   title: Isoflow
   description: ''
@@ -249954,6 +259601,7 @@ https://isoflow.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -249987,6 +259635,7 @@ https://isovalent.com/blog/post/2021-11-container-escape:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -250019,6 +259668,7 @@ https://isovalent.com/blog/post/azure-cni-cilium:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -250051,6 +259701,7 @@ https://isovalent.com/blog/post/what-are-the-4-golden-signals-for-monitoring-kub
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -250073,13 +259724,14 @@ https://isprox.com/16-estilos-liderazgo-cual-es-mas-efectivo:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 3ff80c5eec8325ad0676446d5df37b5d77af27a71febd6c73aac11585126c1fb
   health_score: 100.0
   last_checked: 1779030714.410069
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:54.410069+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -250088,6 +259740,7 @@ https://isprox.com/16-estilos-liderazgo-cual-es-mas-efectivo:
   - docs/project-management-methodology.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://isprox.com/es/16-estilos-liderazgo-cual-es-mas-efectivo
 https://isprox.com/es/16-estilos-liderazgo-cual-es-mas-efectivo:
   title: 'isprox.com: 16 Estilos de liderazgo: ΒΏcuΓ‘l es mΓ‘s efectivo?'
   description: ''
@@ -250108,6 +259761,7 @@ https://isprox.com/es/16-estilos-liderazgo-cual-es-mas-efectivo:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -250139,6 +259793,7 @@ https://istio.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -250163,13 +259818,14 @@ https://istio.io/blog/2020/tradewinds-2020:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 3de46fd0ea0aa3c429801bdfdd5630c2b2c5f87c9c44ecb9cde09b5162a82f6a
   health_score: 100.0
   last_checked: 1779034569.192516
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:09.192516+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -250178,6 +259834,7 @@ https://istio.io/blog/2020/tradewinds-2020:
   - docs/istio.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://istio.io/latest/blog/2020/tradewinds-2020
 https://istio.io/latest/blog/2020/tradewinds-2020:
   title: 'The Istio project just consolidated its control plane services: Pilot, Citadel,
     Galley, and the sidecar injector, into a single binary, __Istiod__'
@@ -250198,6 +259855,7 @@ https://istio.io/latest/blog/2020/tradewinds-2020:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -250230,6 +259888,7 @@ https://istio.io/latest/blog/2021/external-locality-failover:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -250262,6 +259921,7 @@ https://istio.io/latest/blog/2022/introducing-ambient-mesh:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -250294,6 +259954,7 @@ https://istio.io/latest/blog/2022/merbridge:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -250325,6 +259986,7 @@ https://istio.io/latest/docs/examples/microservices-istio:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -250358,6 +260020,7 @@ https://istiobyexample.dev:
   last_checked: 1781430302.526507
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:45:02.526507+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -250389,6 +260052,7 @@ https://istiobyexample.dev/fault-injection:
   last_checked: 1779032716.144599
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:16.144599+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -250418,6 +260082,7 @@ https://it.slashdot.org/story/21/05/22/041242/and-the-top-source-of-critical-sec
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -250450,6 +260115,7 @@ https://iter8.tools:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -250482,6 +260148,7 @@ https://itnext.io/12-factor-microservice-applications-on-kubernetes-db913008b018
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -250513,6 +260180,7 @@ https://itnext.io/3-reasons-to-choose-a-wide-cluster-over-multi-cluster-with-kub
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -250546,6 +260214,7 @@ https://itnext.io/4-container-design-patterns-for-kubernetes-a8593028b4cd:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -250579,6 +260248,7 @@ https://itnext.io/5-advanced-kubernetes-operators-every-devops-engineer-should-k
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -250611,6 +260281,7 @@ https://itnext.io/6-kubectl-plugins-you-must-try-1411dcbcf950:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -250642,6 +260313,7 @@ https://itnext.io/a-minimalist-guide-to-grpc-e4d556293422:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -250674,6 +260346,7 @@ https://itnext.io/a-practical-guide-for-linkerd-authorization-policies-6cfdb5039
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -250708,6 +260381,7 @@ https://itnext.io/accelerate-development-with-jenkins-pipelines-and-continuous-i
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -250742,6 +260416,7 @@ https://itnext.io/adding-master-nodes-to-achieve-ha-one-of-the-best-practices-fo
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -250775,6 +260450,7 @@ https://itnext.io/adding-security-layers-to-your-app-on-openshift-part-1-deploym
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -250807,6 +260483,7 @@ https://itnext.io/aks-performance-limit-ranges-8e18cbebe351:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -250839,6 +260516,7 @@ https://itnext.io/ansible-and-jenkins-automate-your-scritps-8dff99ef653:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -250872,6 +260550,7 @@ https://itnext.io/anthos-multi-cluster-management-aa6f2c03120d:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -250903,6 +260582,7 @@ https://itnext.io/architecting-kubernetes-clusters-choosing-a-cluster-size-92f6f
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -250927,13 +260607,14 @@ https://itnext.io/architecting-kubernetes-clusters-choosing-a-worker-node-size-b
   resource_type: Article
   complexity: Advanced
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -250946,6 +260627,7 @@ https://itnext.io/architecting-kubernetes-clusters-choosing-a-worker-node-size-b
   v2_locations:
   - kubernetes.md
   youtube_mosaic: {}
+  duplicate_of: https://itnext.io/architecting-kubernetes-clusters-choosing-a-cluster-size-92f6feaa2908
 https://itnext.io/argocd-secret-management-with-argocd-vault-plugin-539f104aff05:
   title: "itnext.io: Solving ArgoCD Secret Management with the argocd-vault-plugin
     \U0001F31F"
@@ -250966,6 +260648,7 @@ https://itnext.io/argocd-secret-management-with-argocd-vault-plugin-539f104aff05
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -250997,6 +260680,7 @@ https://itnext.io/argocd-users-access-and-rbac-ddf9f8b51bad:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -251032,6 +260716,7 @@ https://itnext.io/automating-system-updates-for-kubernetes-clusters-using-ansibl
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -251063,6 +260748,7 @@ https://itnext.io/autoscaling-ingress-controllers-in-kubernetes-c64b47088485:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -251095,6 +260781,7 @@ https://itnext.io/aws-cdk-for-eks-handling-helm-charts-aa002afedde4:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -251129,6 +260816,7 @@ https://itnext.io/aws-elastic-kubernetes-service-rbac-authorization-via-aws-iam-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -251162,6 +260850,7 @@ https://itnext.io/backup-and-restore-of-kubernetes-stateful-application-data-wit
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -251197,6 +260886,7 @@ https://itnext.io/benchmark-results-of-kubernetes-network-plugins-cni-over-10gbi
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -251228,6 +260918,7 @@ https://itnext.io/boosting-your-kubectl-productivity-b348f7c25712:
   last_checked: 1779032571.508386
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:51.508386+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -251259,6 +260950,7 @@ https://itnext.io/breaking-down-and-fixing-etcd-cluster-d81e35b9260d:
   last_checked: 1779033784.717865
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:04.717865+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -251290,6 +260982,7 @@ https://itnext.io/breaking-down-and-fixing-kubernetes-4df2f22f87c3:
   last_checked: 1779031807.80803
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:07.808030+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -251323,6 +261016,7 @@ https://itnext.io/build-a-lightweight-internal-developer-platform-with-argo-cd-a
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -251354,6 +261048,7 @@ https://itnext.io/build-an-eks-cluster-with-terraform-d35db8005963:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -251386,6 +261081,7 @@ https://itnext.io/build-ship-github-container-registry-kubernetes-aa06029b3f21:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -251419,6 +261115,7 @@ https://itnext.io/building-and-deploying-a-weather-web-application-onto-kubernet
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -251450,6 +261147,7 @@ https://itnext.io/building-docker-images-the-proper-way-3c9807524582:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -251483,6 +261181,7 @@ https://itnext.io/building-ml-componentes-on-kubernetes-fc7e24cb9269:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -251514,6 +261213,7 @@ https://itnext.io/ckad-scenarios-about-ingress-and-networkpolicy-155ce958c9ce:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -251547,6 +261247,7 @@ https://itnext.io/cks-exam-series-9-rbac-v2-23ee24dd77cd:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -251580,6 +261281,7 @@ https://itnext.io/cloud-native-ci-cd-with-tekton-building-custom-tasks-663e63c1f
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -251613,6 +261315,7 @@ https://itnext.io/configuring-kafka-sources-and-sinks-in-kubernetes-271e3757b208
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -251643,6 +261346,7 @@ https://itnext.io/configuring-routing-for-metallb-in-l2-mode-7ea26e19219e:
   last_checked: 1779031431.1357
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:51.135700+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -251676,6 +261380,7 @@ https://itnext.io/connect-to-containers-using-kubectl-exec-b1fb5c171f03:
   last_checked: 1779033295.712316
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:55.712316+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -251710,6 +261415,7 @@ https://itnext.io/continuous-gitops-the-way-to-do-devops-in-kubernetes-896b0ea1d
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -251744,6 +261450,7 @@ https://itnext.io/cpu-limits-and-requests-in-kubernetes-fa9d55948b7c:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -251775,6 +261482,7 @@ https://itnext.io/crd-is-just-a-table-in-kubernetes-13e15367bbe4:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -251807,6 +261515,7 @@ https://itnext.io/database-migrations-on-kubernetes-using-helm-hooks-fb80c0d9780
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -251840,6 +261549,7 @@ https://itnext.io/databases-in-a-kubernetes-angular-net-core-microservice-arch-a
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -251874,6 +261584,7 @@ https://itnext.io/deciphering-the-kubernetes-networking-maze-navigating-load-bal
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -251908,6 +261619,7 @@ https://itnext.io/deploy-argo-cd-with-ingress-and-tls-in-three-steps-no-yaml-yak
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -251941,6 +261653,7 @@ https://itnext.io/deploy-flexible-and-custom-setups-with-anything-llm-on-kuberne
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -251974,6 +261687,7 @@ https://itnext.io/deploy-kubernetes-k8s-on-amazon-aws-using-mixed-on-demand-and-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -252005,6 +261719,7 @@ https://itnext.io/deploy-your-first-serverless-function-to-kubernetes-232307f7b0
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -252040,6 +261755,7 @@ https://itnext.io/devops-big-picture-on-premises-d07f61d6c34c:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -252072,6 +261788,7 @@ https://itnext.io/difference-between-fabric8-and-official-kubernetes-java-client
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -252103,6 +261820,7 @@ https://itnext.io/differences-between-websockets-and-socket-io-a9e5fa29d3dc:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -252145,6 +261863,7 @@ https://itnext.io/distroless-container-debugging-on-k8s-openshift-e418fd66fdad:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -252176,6 +261895,7 @@ https://itnext.io/do-you-need-multi-clusters-6e58556f7f06:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -252207,6 +261927,7 @@ https://itnext.io/docker-and-kubernetes-root-vs-privileged-9d2a37453dec:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -252238,6 +261959,7 @@ https://itnext.io/docker-in-docker-521958d34efd:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -252270,6 +261992,7 @@ https://itnext.io/docker-kaniko-buildah-209abdde5f94:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -252302,6 +262025,7 @@ https://itnext.io/effective-secrets-with-vault-and-kubernetes-9af5f5c04d06:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -252337,6 +262061,7 @@ https://itnext.io/embracing-failures-and-cutting-infrastructure-costs-spot-insta
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -252370,6 +262095,7 @@ https://itnext.io/event-driven-architectures-with-kafka-and-java-spring-boot-rev
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -252402,6 +262128,7 @@ https://itnext.io/event-driven-autoscaling-503b5cefaa49:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -252434,6 +262161,7 @@ https://itnext.io/evolution-of-paases-to-platform-as-code-in-kubernetes-world-74
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -252467,6 +262195,7 @@ https://itnext.io/expose-open-policy-agent-gatekeeper-constraint-violations-with
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -252499,6 +262228,7 @@ https://itnext.io/extending-kubernetes-cluster-kubectl-plugins-and-krew-547a8bc8
   last_checked: 1779032642.376547
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:02.376547+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -252531,6 +262261,7 @@ https://itnext.io/find-issues-in-your-istio-mesh-with-kiali-89d37d5e1fb1:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -252564,6 +262295,7 @@ https://itnext.io/fleet-management-of-kubernetes-clusters-at-scale-ranchers-flee
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -252596,6 +262328,7 @@ https://itnext.io/for-developers-the-low-code-winter-is-coming-76875d3606c0:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -252628,6 +262361,7 @@ https://itnext.io/generating-kubernetes-network-policies-by-sniffing-network-tra
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -252661,6 +262395,7 @@ https://itnext.io/generating-transforming-and-patching-kubernetes-configuration-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -252695,6 +262430,7 @@ https://itnext.io/generically-working-with-kubernetes-resources-in-go-53bce678f8
   last_checked: 1779033572.589868
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:32.589868+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -252730,6 +262466,7 @@ https://itnext.io/getting-started-with-docker-facts-you-should-know-d000e5815598
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -252763,6 +262500,7 @@ https://itnext.io/github-actions-for-android-developers-9ae606df2bfa:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -252798,6 +262536,7 @@ https://itnext.io/github-actions-terraform-deployments-with-a-review-of-planned-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -252829,6 +262568,7 @@ https://itnext.io/github-github-actions-overview-and-argocd-deployment-example-b
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -252860,6 +262600,7 @@ https://itnext.io/gitops-with-kubernetes-740f37ea015b:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -252893,6 +262634,7 @@ https://itnext.io/gitopsify-cloud-infrastructure-with-crossplane-and-flux-d605d3
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -252926,6 +262668,7 @@ https://itnext.io/go-does-not-need-a-java-style-gc-ac99b8d26c60:
   last_checked: 1779033240.202295
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:00.202295+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -252957,6 +262700,7 @@ https://itnext.io/guide-installing-an-okd-4-5-cluster-508a2631cbee:
   last_checked: 1779033074.35664
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:14.356640+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -252985,6 +262729,7 @@ https://itnext.io/hardening-docker-and-kubernetes-with-seccomp-a88b1b4e2111:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -253017,6 +262762,7 @@ https://itnext.io/hardening-monitoring-a-step-by-step-guide-7a18007c915:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -253050,6 +262796,7 @@ https://itnext.io/helm-3-secrets-management-4f23041f05c3:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -253082,6 +262829,7 @@ https://itnext.io/helm-3-umbrella-charts-standalone-chart-image-tags-an-alternat
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -253115,6 +262863,7 @@ https://itnext.io/helm-is-not-enough-you-also-need-kustomize-82bae896816e:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -253147,6 +262896,7 @@ https://itnext.io/helm-reusable-chart-named-templates-and-a-generic-chart-for-mu
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -253180,6 +262930,7 @@ https://itnext.io/highly-available-nfs-cluster-in-kubernetes-a-cloud-vendor-inde
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -253213,6 +262964,7 @@ https://itnext.io/horizontal-pod-autoscaling-with-custom-metric-from-different-n
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -253244,6 +262996,7 @@ https://itnext.io/how-do-you-gracefully-shut-down-pods-in-kubernetes-fb19f617cd6
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -253276,6 +263029,7 @@ https://itnext.io/how-to-build-an-event-driven-asp-net-core-microservice-archite
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -253307,6 +263061,7 @@ https://itnext.io/how-to-cold-start-fast-a-java-service-on-k8s-eks-3a7b4450845d:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -253339,6 +263094,7 @@ https://itnext.io/how-to-create-kubernetes-home-lab-on-an-old-laptop-1de6cc12c13
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -253371,6 +263127,7 @@ https://itnext.io/how-to-create-kubernetes-yaml-files-abb8426eeb45:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -253405,6 +263162,7 @@ https://itnext.io/how-to-deploy-a-cross-cloud-kubernetes-cluster-with-built-in-d
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -253438,6 +263196,7 @@ https://itnext.io/how-to-deploy-a-single-kubernetes-cluster-across-multiple-clou
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -253470,6 +263229,7 @@ https://itnext.io/how-to-design-and-provision-a-production-ready-eks-cluster-f24
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -253500,6 +263260,7 @@ https://itnext.io/how-to-experiment-locally-on-kubernetes-with-minikube-and-your
   last_checked: 1779033050.688896
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:50.688896+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -253527,6 +263288,7 @@ https://itnext.io/how-to-kubernetes-cluster-network-security-f19bc99161f5:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -253558,6 +263320,7 @@ https://itnext.io/how-to-restart-kubernetes-pods-with-kubectl-2a7834a6b961:
   last_checked: 1779032753.971114
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:53.971114+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -253588,6 +263351,7 @@ https://itnext.io/how-to-run-distributed-performance-tests-in-kubernetes-with-k6
   last_checked: 1779032343.979787
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:03.979787+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -253617,6 +263381,7 @@ https://itnext.io/how-to-setup-ci-cd-pipelines-for-android-with-azure-devops-2a4
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -253650,6 +263415,7 @@ https://itnext.io/how-to-tackle-kubernetes-observability-challenges-with-pixie-4
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -253682,6 +263448,7 @@ https://itnext.io/how-to-use-terraform-to-create-a-small-scale-cloud-infrastruct
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -253715,6 +263482,7 @@ https://itnext.io/how-we-used-terraform-to-create-and-manage-a-ha-aks-kubernetes
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -253747,6 +263515,7 @@ https://itnext.io/hydrating-a-data-lake-using-log-based-change-data-capture-cdc-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -253779,6 +263548,7 @@ https://itnext.io/implementing-a-restricted-first-pod-security-policyarchitectur
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -253810,6 +263580,7 @@ https://itnext.io/in-search-of-converged-usage-analytics-for-multiple-managed-ku
   last_checked: 1779033397.854886
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:37.854886+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -253844,6 +263615,7 @@ https://itnext.io/ingress-for-anthos-multi-cluster-ingress-and-global-service-lo
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -253876,6 +263648,7 @@ https://itnext.io/inspecting-and-understanding-service-network-dfd8c16ff2c5:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -253908,6 +263681,7 @@ https://itnext.io/installing-cilium-on-kubernetes-in-a-fast-and-efficient-way-db
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -253940,6 +263714,7 @@ https://itnext.io/integrating-compliance-for-kubernetes-pipeline-c538415401c5:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -253972,6 +263747,7 @@ https://itnext.io/introduction-to-kubernetes-security-for-security-professionals
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -254004,6 +263780,7 @@ https://itnext.io/isolating-and-managing-dependencies-in-12-factor-microservice-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -254035,6 +263812,7 @@ https://itnext.io/jenkins-running-workers-in-kubernetes-and-docker-images-build-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -254069,6 +263847,7 @@ https://itnext.io/jenkins-tutorial-part-1-pipelines-bd1397cf5509:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -254091,13 +263870,14 @@ https://itnext.io/jenkins-tutorial-part-2-pipeline-variables-5e4783aa2c07:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 80841a9884a9344b3b547f037e18ec962016514175b90613fbd793fbc301292f
   health_score: 100.0
   last_checked: 1779031037.151062
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:17.151062+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -254106,6 +263886,7 @@ https://itnext.io/jenkins-tutorial-part-2-pipeline-variables-5e4783aa2c07:
   - docs/jenkins.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://itnext.io/jenkins-tutorial-part-1-pipelines-bd1397cf5509
 https://itnext.io/jenkins-tutorial-part-3-parameterized-pipeline-3898643ac6ad:
   title: "itnext.io: Jenkins Tutorial β€” Part 3 β€” Parameterized Pipeline \U0001F31F"
   description: ''
@@ -254123,6 +263904,7 @@ https://itnext.io/jenkins-tutorial-part-3-parameterized-pipeline-3898643ac6ad:
   last_checked: 1779029291.481058
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:11.481058+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -254148,6 +263930,7 @@ https://itnext.io/jenkins-tutorial-part-7-interactive-pipelines-a739b23ac41c:
   last_checked: 1779029325.382171
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:45.382171+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -254166,13 +263949,14 @@ https://itnext.io/jenkins-tutorial-part-7-interactive-pipelines-a739b23ac41c?gi=
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 0b7888ed1895b6b558e936cf41c78663e5e3eb5e613f73c41ef9557dab5e5a58
   health_score: 100.0
   last_checked: 1779032922.508749
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:42.508749+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -254181,6 +263965,7 @@ https://itnext.io/jenkins-tutorial-part-7-interactive-pipelines-a739b23ac41c?gi=
   - docs/jenkins.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://itnext.io/jenkins-tutorial-part-7-interactive-pipelines-a739b23ac41c
 https://itnext.io/jenkins-x-managing-jenkins-926f0e0f8bcf:
   title: 'itnext.io: Jenkins X β€” Managing Jenkins'
   description: ''
@@ -254200,6 +263985,7 @@ https://itnext.io/jenkins-x-managing-jenkins-926f0e0f8bcf:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -254233,6 +264019,7 @@ https://itnext.io/journey-of-a-microservice-application-in-the-kubernetes-world-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -254258,13 +264045,14 @@ https://itnext.io/journey-of-a-microservice-application-in-the-kubernetes-world-
   resource_type: Article
   complexity: Advanced
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -254277,6 +264065,7 @@ https://itnext.io/journey-of-a-microservice-application-in-the-kubernetes-world-
   v2_locations:
   - demos.md
   youtube_mosaic: {}
+  duplicate_of: https://itnext.io/journey-of-a-microservice-application-in-the-kubernetes-world-6abd625c60fe
 https://itnext.io/k8s-prevent-queue-worker-pod-from-being-killed-during-deployment-4252ea7c13f6:
   title: K8s prevent queue worker Pod from being killed during deployment
   description: ''
@@ -254296,6 +264085,7 @@ https://itnext.io/k8s-prevent-queue-worker-pod-from-being-killed-during-deployme
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -254330,6 +264120,7 @@ https://itnext.io/k8s-raise-statefulset-volume-size-with-low-impact-33fe1e2576f6
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -254363,6 +264154,7 @@ https://itnext.io/k8s-tips-accessing-the-api-server-from-a-pod-f6f72bc847de:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -254394,6 +264186,7 @@ https://itnext.io/k8s-vertical-pod-autoscaling-fd9e602cbf81:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -254425,6 +264218,7 @@ https://itnext.io/k8sgpt-localai-unlock-kubernetes-superpowers-for-free-584790de
   last_checked: 1779031466.546044
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:26.546044+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -254460,6 +264254,7 @@ https://itnext.io/karpenter-open-source-high-performance-kubernetes-cluster-auto
   last_checked: 1779029714.695971
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:55:14.695971+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -254493,6 +264288,7 @@ https://itnext.io/keep-it-simple-k8s-c0c68c46eabb:
   last_checked: 1779032785.57549
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:25.575490+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -254525,6 +264321,7 @@ https://itnext.io/kubernetes-apps-the-easy-way-f06d9e5cad3c:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -254559,6 +264356,7 @@ https://itnext.io/kubernetes-cluster-autoscaler-more-than-scaling-out-7b2d97f10b
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -254590,6 +264388,7 @@ https://itnext.io/kubernetes-contexts-complete-guide-for-developers-7ea5b2fc75c7
   last_checked: 1779031410.869623
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:30.869623+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -254623,6 +264422,7 @@ https://itnext.io/kubernetes-draining-nodes-properly-79e18dca4d5e:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -254656,6 +264456,7 @@ https://itnext.io/kubernetes-essential-tools-2021-def12e84c572:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -254688,6 +264489,7 @@ https://itnext.io/kubernetes-extensibility-c5fed27f0952:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -254717,6 +264519,7 @@ https://itnext.io/kubernetes-for-dummies-life-of-a-pod-fc8158e27aa:
   last_checked: 1779030119.221782
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:59.221782+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -254745,6 +264548,7 @@ https://itnext.io/kubernetes-gitops-tools-cf0247eb5368:
   last_checked: 1779034516.748113
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:16.748113+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -254777,6 +264581,7 @@ https://itnext.io/kubernetes-in-a-box-7a146ba9f681:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -254809,6 +264614,7 @@ https://itnext.io/kubernetes-ingress-on-azure-using-the-application-gateway-2779
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -254841,6 +264647,7 @@ https://itnext.io/kubernetes-installation-methods-the-complete-guide-1036c860a2b
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -254873,6 +264680,7 @@ https://itnext.io/kubernetes-is-hard-190f1d0c6d36:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -254906,6 +264714,7 @@ https://itnext.io/kubernetes-journey-up-and-running-out-of-the-cloud-how-to-setu
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -254937,6 +264746,7 @@ https://itnext.io/kubernetes-kustomize-cheat-sheet-8e2d31b74d8f:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -254970,6 +264780,7 @@ https://itnext.io/kubernetes-load-testing-and-high-load-tuning-problems-and-solu
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -255001,6 +264812,7 @@ https://itnext.io/kubernetes-local-playground-alternatives-e1a590632b9f:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -255033,6 +264845,7 @@ https://itnext.io/kubernetes-logging-in-production-545ea88d9a4a:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -255065,6 +264878,7 @@ https://itnext.io/kubernetes-monitoring-with-prometheus-exporters-a-service-disc
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -255097,6 +264911,7 @@ https://itnext.io/kubernetes-network-deep-dive-7492341e0ab5:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -255127,6 +264942,7 @@ https://itnext.io/kubernetes-operator-to-manage-jobs-7ee96744c74a:
   last_checked: 1779029322.631627
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:42.631627+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -255155,6 +264971,7 @@ https://itnext.io/kubernetes-operators-cruise-control-for-managing-cloud-native-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -255188,6 +265005,7 @@ https://itnext.io/kubernetes-owasp-top-10-centralised-policy-enforcement-9adc534
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -255220,6 +265038,7 @@ https://itnext.io/kubernetes-owasp-top-10-secrets-management-c996faa87b47:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -255252,6 +265071,7 @@ https://itnext.io/kubernetes-persistentvolume-and-persistentvolumeclaim-an-overv
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -255289,6 +265109,7 @@ https://itnext.io/kubernetes-probes-startup-liveness-readiness-a9fc9ccff4b2:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -255322,6 +265143,7 @@ https://itnext.io/kubernetes-rancher-cluster-manager-2-6-on-your-macos-laptop-wi
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -255350,13 +265172,14 @@ https://itnext.io/kubernetes-readiness-probes-examples-common-pitfalls-136e3a9a0
   resource_type: Article
   complexity: Intermediate
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -255370,6 +265193,7 @@ https://itnext.io/kubernetes-readiness-probes-examples-common-pitfalls-136e3a9a0
   v2_locations:
   - kubernetes.md
   youtube_mosaic: {}
+  duplicate_of: https://website.vcluster.com/blog/kubernetes-readiness-probes-examples-and-common-pitfalls
 https://itnext.io/kubernetes-resource-management-in-production-d5382c904ed1:
   title: 'itnext.io: Kubernetes Resource Management in Production'
   description: ''
@@ -255393,6 +265217,7 @@ https://itnext.io/kubernetes-resource-management-in-production-d5382c904ed1:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -255425,6 +265250,7 @@ https://itnext.io/kubernetes-resources-and-autoscaling-from-basics-to-greatness-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -255456,6 +265282,7 @@ https://itnext.io/kubernetes-rolling-updates-rollbacks-and-multi-environments-4f
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -255488,6 +265315,7 @@ https://itnext.io/kubernetes-running-multiple-container-runtimes-65220b4f9ef4:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -255521,6 +265349,7 @@ https://itnext.io/kubernetes-sandbox-environments-with-virtual-clusters-fb465b29
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -255552,6 +265381,7 @@ https://itnext.io/kubernetes-scheduler-deep-dive-fdfcb516be30:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -255583,6 +265413,7 @@ https://itnext.io/kubernetes-serverless-simply-visually-explained-ccf7be05a689:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -255614,6 +265445,7 @@ https://itnext.io/kubernetes-service-type-lb-for-on-prem-deployments-89e9b2a73a0
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -255649,6 +265481,7 @@ https://itnext.io/kubernetes-silent-pod-killer-104e7c8054d9:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -255681,6 +265514,7 @@ https://itnext.io/kubernetes-statefulset-initialization-with-unique-configs-per-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -255712,6 +265546,7 @@ https://itnext.io/kubernetes-vertical-pods-scaling-with-vertical-pod-autoscaler-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -255743,6 +265578,7 @@ https://itnext.io/kubernetes-what-are-endpoints-3cc9e769b614:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -255775,6 +265611,7 @@ https://itnext.io/kubernetes-yaml-tips-and-tricks-904a2c0b2b81:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -255810,6 +265647,7 @@ https://itnext.io/kubesphere-a-new-pluggable-kubernetes-application-management-p
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -255840,6 +265678,7 @@ https://itnext.io/kubexpose-a-kubernetes-operator-for-fun-and-profit-f528586eee0
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -255872,6 +265711,7 @@ https://itnext.io/labels-and-annotations-in-kubernetes-234944b0f7ab:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -255904,6 +265744,7 @@ https://itnext.io/lessons-learned-from-managing-a-kubernetes-cluster-for-side-pr
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -255935,6 +265776,7 @@ https://itnext.io/lifecycle-of-kubernetes-network-policies-749b5218f684:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -255966,6 +265808,7 @@ https://itnext.io/logging-in-kubernetes-with-loki-and-the-plg-stack-93b27c90ec34
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -255999,6 +265842,7 @@ https://itnext.io/manage-auto-generated-secrets-in-your-helm-charts-5aee48ba6918
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -256031,6 +265875,7 @@ https://itnext.io/manage-redis-on-aws-from-kubernetes-eeadba7eb889:
   last_checked: 1779031096.648339
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:16.648339+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -256064,6 +265909,7 @@ https://itnext.io/managing-kubernetes-secrets-securely-with-gitops-b8174b4f4d30:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -256097,6 +265943,7 @@ https://itnext.io/managing-multiple-kubernetes-clusters-using-git-cd068bbd85ac:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -256130,6 +265977,7 @@ https://itnext.io/measuring-patching-cadence-on-kubernetes-with-gitops-353bc4a1d
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -256165,6 +266013,7 @@ https://itnext.io/memory-requests-and-limits-in-kubernetes-1c9cd573b3ab:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -256199,6 +266048,7 @@ https://itnext.io/migrating-apache-spark-workloads-from-aws-emr-to-kubernetes-46
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -256231,6 +266081,7 @@ https://itnext.io/monitoring-certificates-expiration-in-kubernetes-with-x-509-ex
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -256263,6 +266114,7 @@ https://itnext.io/monitoring-kubernetes-jobs-8adc241a7b60:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -256295,6 +266147,7 @@ https://itnext.io/monitoring-kubernetes-workloads-with-prometheus-and-thanos-4dd
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -256326,6 +266179,7 @@ https://itnext.io/monitoring-spark-streaming-on-k8s-with-prometheus-and-grafana-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -256359,6 +266213,7 @@ https://itnext.io/multi-cloud-and-multi-cluster-declarative-kubernetes-cluster-c
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -256391,6 +266246,7 @@ https://itnext.io/multi-cluster-kubernetes-networking-with-netmaker-bfa4e22eb2fb
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -256422,6 +266278,7 @@ https://itnext.io/multi-tenancy-in-kubernetes-332ff88d55d8:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -256454,6 +266311,7 @@ https://itnext.io/my-journey-to-hashicorp-certified-terraform-associate-f91f397a
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -256486,6 +266344,7 @@ https://itnext.io/necessary-culture-change-with-gitops-2c63f4fe9604:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -256518,6 +266377,7 @@ https://itnext.io/network-isolated-aks-part-1-controlling-network-traffic-2cd0e0
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -256550,6 +266410,7 @@ https://itnext.io/observability-at-scale-52d0d9a5fb9b:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -256582,6 +266443,7 @@ https://itnext.io/observing-grpc-based-microservices-on-amazon-eks-running-istio
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -256615,6 +266477,7 @@ https://itnext.io/opentelemetry-understanding-sli-and-slo-with-opentelemetry-dem
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -256647,6 +266510,7 @@ https://itnext.io/performing-security-checks-for-deployed-kubernetes-manifests-f
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -256680,6 +266544,7 @@ https://itnext.io/platform-as-code-how-it-compares-with-infrastructure-as-code-a
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -256691,6 +266556,7 @@ https://itnext.io/platform-as-code-how-it-compares-with-infrastructure-as-code-a
   v1_locations: []
   v2_locations:
   - iac.md
+  - introduction.md
   youtube_mosaic: {}
 https://itnext.io/pod-rebalancing-and-allocations-in-kubernetes-df3dbfb1e2f9:
   title: "itnext.io: POD rebalancing and allocations in kubernetes | Daniele Polencic
@@ -256713,6 +266579,7 @@ https://itnext.io/pod-rebalancing-and-allocations-in-kubernetes-df3dbfb1e2f9:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -256747,6 +266614,7 @@ https://itnext.io/principles-patterns-and-practices-for-effective-infrastructure
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -256778,6 +266646,7 @@ https://itnext.io/processes-for-12-factor-microservice-applications-70551a9021b:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -256808,6 +266677,7 @@ https://itnext.io/prometheus-with-grafana-using-ansible-549e575c9dfa:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -256841,6 +266711,7 @@ https://itnext.io/prometheus-yet-another-cloudwatch-exporter-collecting-aws-clou
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -256875,6 +266746,7 @@ https://itnext.io/protecting-your-kubernetes-environment-with-kubearmor-76b02fc2
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -256907,6 +266779,7 @@ https://itnext.io/python-yaml-and-kubernetes-the-art-of-mastering-configuration-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -256939,6 +266812,7 @@ https://itnext.io/reference-other-values-in-helm-chart-values-file-19d44d9276c7:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -256971,6 +266845,7 @@ https://itnext.io/replace-docker-desktop-with-lima-88ec6f9d6a19:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -257003,6 +266878,7 @@ https://itnext.io/resizing-statefulset-persistent-volumes-with-zero-downtime-916
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -257035,6 +266911,7 @@ https://itnext.io/run-kubernetes-on-your-machine-7ee463af21a2:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -257066,6 +266943,7 @@ https://itnext.io/running-k3s-workload-in-a-restricted-environment-c2f593d19005:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -257098,6 +266976,7 @@ https://itnext.io/running-production-workloads-in-eks-using-spot-instances-fc680
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -257132,6 +267011,7 @@ https://itnext.io/running-your-microservices-securely-on-aks-417a110b2e76:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -257164,6 +267044,7 @@ https://itnext.io/scaling-my-app-serverless-vs-kubernetes-cdb8adf446e1:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -257197,6 +267078,7 @@ https://itnext.io/secrets-injection-from-external-vault-into-kubernetes-poc-83a5
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -257229,6 +267111,7 @@ https://itnext.io/secure-azure-cosmos-db-access-by-using-azure-managed-identitie
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -257263,6 +267146,7 @@ https://itnext.io/securely-decoupling-applications-on-amazon-eks-using-kafka-wit
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -257297,6 +267181,7 @@ https://itnext.io/securing-kubernetes-workloads-a-practical-approach-to-signed-a
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -257329,6 +267214,7 @@ https://itnext.io/sending-messages-to-kafka-cfb5a246f5eb:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -257360,6 +267246,7 @@ https://itnext.io/service-mesh-testing-tools-frameworks-open-source-7904ee222298
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -257391,6 +267278,7 @@ https://itnext.io/setup-a-private-git-repository-in-kubernetes-with-gitea-64f5ea
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -257422,6 +267310,7 @@ https://itnext.io/slos-should-be-easy-say-hi-to-sloth-9c8a225df0d4:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -257453,6 +267342,7 @@ https://itnext.io/software-development-in-containers-a-cookbook-2ba14d07e535:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -257485,6 +267375,7 @@ https://itnext.io/software-development-is-misunderstood-quality-is-fastest-way-t
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -257516,6 +267407,7 @@ https://itnext.io/sonarqube-running-tests-from-jenkins-pipeline-from-docker-7740
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
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   hierarchy:
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@@ -257654,6 +267550,7 @@ https://itnext.io/stupid-simple-scalability-dc4a7fbe67d6:
   v2_locations:
   - kubernetes-autoscaling.md
   youtube_mosaic: {}
+  duplicate_of: https://czakozoltan08.medium.com/stupid-simple-scalability-dc4a7fbe67d6
 https://itnext.io/stupid-simple-service-mesh-what-when-why-e9be9e5f4d41:
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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   hierarchy:
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   discovered_at: '2022-06-01T00:00:00+02:00'
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   hierarchy:
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   needs_ai_refresh: false
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   needs_ai_refresh: false
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
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   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
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   needs_ai_refresh: false
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   discovered_at: '2026-05-18T20:54:55.029337+02:00'
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://itrevolution.com/articles/get-started-with-team-topologies-in-8-steps
 https://itrevolution.com/the-problem-with-org-charts:
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://itrevolution.com/articles/the-problem-with-org-charts
 https://itsfoss.com/exa:
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   discovered_at: '2021-06-01T00:00:00+02:00'
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@@ -258935,6 +268875,7 @@ https://iximiuz.ck.page/posts/ivan-on-containers-kubernetes-and-backend-developm
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://iximiuz.kit.com/posts/ivan-on-containers-kubernetes-and-backend-development-12
 https://iximiuz.com/en/posts/container-learning-path:
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   needs_ai_refresh: false
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@@ -258997,6 +268940,7 @@ https://iximiuz.com/en/posts/container-networking-is-simple:
     proposed_url: NONE
     reason: 'High-Value Protection: generic_redirect_loss'
     timestamp: '2026-05-18T18:54:55.023355'
+  duplicate_of: https://labs.iximiuz.com/tutorials/container-networking-from-scratch
 https://iximiuz.com/en/posts/containerd-command-line-clients:
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@@ -259014,6 +268958,7 @@ https://iximiuz.com/en/posts/containerd-command-line-clients:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:52.698267+02:00'
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@@ -259034,13 +268979,14 @@ https://iximiuz.com/en/posts/containers-101-attach-vs-exec:
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   complexity: Intermediate
   is_microservice: false
-  status: online
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   health_score: 100.0
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@@ -259054,6 +269000,7 @@ https://iximiuz.com/en/posts/containers-101-attach-vs-exec:
   v2_locations:
   - docker.md
   youtube_mosaic: {}
+  duplicate_of: https://labs.iximiuz.com/tutorials/docker-run-vs-attach-vs-exec
 https://iximiuz.com/en/posts/containers-making-images-better:
   title: 'iximiuz.com: In Pursuit of Better Container Images: Alpine, Distroless,
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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@@ -259104,6 +269052,7 @@ https://iximiuz.com/en/posts/containers-vs-pods:
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   discovered_at: '2026-05-17T17:57:06.158727+02:00'
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@@ -259136,6 +269085,7 @@ https://iximiuz.com/en/posts/docker-debug-slim-containers:
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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   hierarchy:
@@ -259167,6 +269117,7 @@ https://iximiuz.com/en/posts/docker-publish-container-ports:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   hierarchy:
@@ -259199,6 +269150,7 @@ https://iximiuz.com/en/posts/docker-publish-port-of-running-container:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -259230,6 +269182,7 @@ https://iximiuz.com/en/posts/kubernetes-api-call-simple-http-client:
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   last_checked: 1779032522.672338
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   discovered_at: '2026-05-17T17:42:02.672338+02:00'
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   discovered_at: '2026-05-17T16:51:47.322616+02:00'
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@@ -259828,13 +269799,14 @@ https://jakevdp.github.io/PythonDataScienceHandbook:
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@@ -259847,6 +269819,7 @@ https://jakevdp.github.io/PythonDataScienceHandbook:
   v2_locations:
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   youtube_mosaic: {}
+  duplicate_of: https://github.dev/jakevdp/PythonDataScienceHandbook/tree/master/notebooks
 https://jakubstransky.com/2021/11/05/4-devs-kubernetes-interview-question-made-easy:
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@@ -259888,13 +269862,14 @@ https://jamaica-gleaner.com/article/business/20211224/amazon-outages-future-impl
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   - docs/public-cloud-solutions.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://past.jamaica-gleaner.com/article/business/20211224/amazon-outages-future-implications
 ? https://jamalshahverdiev.medium.com/argocd-applicationset-with-applications-image-updater-and-notification-controller-with-sso-bba3182dad8a
 : title: 'jamalshahverdiev.medium.com: ArgoCD ApplicationSet with Applications, Image''
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   youtube_mosaic: {}
   is_special: true
+  duplicate_of: https://betterprogramming.pub/everything-you-need-to-know-about-kafka-a83e2456d14c
 https://javaspringvaadin.wordpress.com/2018/05/22/mavenintellijidea:
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   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.989866+02:00'
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-  status: online
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   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://javatechonline.com/deploy-spring-boot-docker-spring-boot
 https://javatechonline.com/how-to-implement-distributed-logging-tracing-using-sleuth-zipkin:
   title: 'javatechonline.com: How To Implement Distributed Logging Tracing Using Sleuth''
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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@@ -261049,13 +271063,14 @@ https://javatechonline.com/oops-design-principles:
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@@ -261064,6 +271079,7 @@ https://javatechonline.com/oops-design-principles:
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://javatechonline.com/oops-principles-oops-design-principles
 https://javatechonline.com/oops-principles-oops-design-principles:
   title: 'javatechonline.com: Making Java easy to learn - OOPs Design Principles'
   description: ''
@@ -261084,6 +271100,7 @@ https://javatechonline.com/oops-principles-oops-design-principles:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -261117,6 +271134,7 @@ https://javatechonline.com/spring-boot-annotations-with-examples:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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   hierarchy:
@@ -261149,6 +271167,7 @@ https://javatutorial.net/introduction-to-spring-web-framework:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -261181,6 +271200,7 @@ https://javatutorial.net/spring-vs-java-ee:
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -261211,6 +271231,7 @@ https://javi-kata.medium.com/ci-cd-the-journey-of-a-dummy-team-f51a061684bc:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:50.131991+02:00'
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@@ -261234,13 +271255,14 @@ https://jaxenter.com/cicd-microservices-docker-162408.html:
   resource_type: null
   complexity: null
   is_microservice: false
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   discovered_at: '2026-05-17T16:56:47.581139+02:00'
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   hierarchy: []
@@ -261250,6 +271272,7 @@ https://jaxenter.com/cicd-microservices-docker-162408.html:
   - docs/jenkins.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://devm.io/microservices/cicd-microservices-docker-162408
 https://jaxenter.com/grafana-7-0-interview-tom-wilkie-172261.html:
   title: 'Grafana 7.0: β€œWe’ve built one of the best visualisation tools and it’s not''
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   last_checked: 1779029635.199632
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:55.199632+02:00'
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@@ -261287,13 +271311,14 @@ https://jaxenter.com/kubernetes-bigger-173675.html:
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@@ -261302,6 +271327,7 @@ https://jaxenter.com/kubernetes-bigger-173675.html:
   - docs/introduction.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://devm.io/kubernetes/kubernetes-bigger-173675
 https://jaxenter.com/kubernetes-extensions-172215.html:
   title: "jaxenter.com: Six Essential Kubernetes Extensions to Add to Your Toolkit'
     \U0001F31F"
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   is_microservice: false
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   discovered_at: '2026-05-17T17:08:56.720866+02:00'
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   hierarchy: []
@@ -261328,6 +271355,7 @@ https://jaxenter.com/kubernetes-extensions-172215.html:
   - docs/introduction.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://devm.io/kubernetes/kubernetes-extensions-172215
 https://jaxenter.com/kubernetes-microservices-162690.html:
   title: 'jaxenter.com: CI/CD for Spring Boot Microservices: Part 2. Extending CI/CD:''
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@@ -261339,13 +271367,14 @@ https://jaxenter.com/kubernetes-microservices-162690.html:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
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   discovered_at: '2026-05-17T17:27:03.427282+02:00'
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   geo_region: null
   hierarchy: []
@@ -261354,6 +271383,7 @@ https://jaxenter.com/kubernetes-microservices-162690.html:
   - docs/java_frameworks.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://jaxenter.com/grafana-7-0-interview-tom-wilkie-172261.html
 https://jaxenter.com/kubernetes-practical-implications-171647.html:
   title: 'jaxenter.com: Practical Implications for Adopting a Multi-Cluster, Multi-Cloud''
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@@ -261365,13 +271395,14 @@ https://jaxenter.com/kubernetes-practical-implications-171647.html:
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   discovered_at: '2026-05-17T16:59:03.396330+02:00'
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@@ -261380,6 +271411,7 @@ https://jaxenter.com/kubernetes-practical-implications-171647.html:
   - docs/introduction.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://devm.io/kubernetes/kubernetes-practical-implications-171647
 https://jayendrapatil.com:
   title: "Jayendra's Blog \U0001F31F\U0001F31F"
   description: ''
@@ -261399,6 +271431,7 @@ https://jayendrapatil.com:
   last_checked: 1779031340.492655
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:22:20.492655+02:00'
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@@ -261431,6 +271464,7 @@ https://jayex.io:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -261461,6 +271495,7 @@ https://jayex.io/blog/2019/07/23/serverless-deployments:
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   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.002126+02:00'
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@@ -261488,6 +271523,7 @@ https://jayex.io/blog/2021/04/08/jx3-pipeline-trace:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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@@ -261520,6 +271556,7 @@ https://jayex.io/v3/admin/setup/secrets:
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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   discovered_at: '2026-05-17T16:59:08.043562+02:00'
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@@ -261583,6 +271621,7 @@ https://jdhitsolutions.com/blog/powershell-7/8793/profile-powershell-functions:
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   needs_ai_refresh: false
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   discovered_at: '2018-06-01T00:00:00+02:00'
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@@ -261646,6 +271686,7 @@ https://jenkins-ci.361315.n4.nabble.com/Declarative-pipelines-vs-scripted-td4891
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   discovered_at: '2026-05-17T16:58:17.108541+02:00'
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@@ -261669,13 +271710,14 @@ https://jenkins-job-builder.readthedocs.io:
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   discovered_at: '2026-05-17T17:06:00.677175+02:00'
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@@ -261684,6 +271726,7 @@ https://jenkins-job-builder.readthedocs.io:
   - docs/jenkins.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://jenkins-job-builder.readthedocs.io/en/latest
 https://jenkins-job-builder.readthedocs.io/en/latest:
   title: "jenkins-job-builder.readthedocs.io \U0001F31F"
   description: ''
@@ -261703,6 +271746,7 @@ https://jenkins-job-builder.readthedocs.io/en/latest:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
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   discovered_at: '2026-05-18T20:54:55.006550+02:00'
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@@ -261750,13 +271795,14 @@ https://jenkins-x.io:
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   discovered_at: '2026-05-17T16:56:36.303111+02:00'
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@@ -261767,6 +271813,7 @@ https://jenkins-x.io:
   - docs/jenkins.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://jayex.io
 https://jenkins-x.io/blog/2019/07/23/serverless-deployments:
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   description: null
@@ -261784,6 +271831,7 @@ https://jenkins-x.io/blog/2019/07/23/serverless-deployments:
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   discovered_at: '2026-05-17T17:44:59.421062+02:00'
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@@ -261810,6 +271858,7 @@ https://jenkins-x.io/blog/2021/04/08/jx3-pipeline-trace:
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   discovered_at: '2026-05-17T17:42:20.262492+02:00'
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@@ -261828,13 +271877,14 @@ https://jenkins-x.io/v3/admin/setup/secrets:
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@@ -261843,6 +271893,7 @@ https://jenkins-x.io/v3/admin/setup/secrets:
   - docs/devsecops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://jayex.io/v3/admin/setup/secrets
 https://jenkins.io:
   title: "Jenkins.io (new Jenkins 2.0 site) \U0001F31F"
   description: ''
@@ -261853,13 +271904,14 @@ https://jenkins.io:
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   discovered_at: '2026-05-17T17:05:49.982293+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -261868,6 +271920,7 @@ https://jenkins.io:
   - docs/jenkins.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.jenkins.io
 https://jenkins.io/blog/2016/11/21/gc-tuning:
   title: "jenkins.io - Tuning Jenkins GC For Responsiveness and Stability with Large
     Instances \U0001F31F"
@@ -261879,13 +271932,14 @@ https://jenkins.io/blog/2016/11/21/gc-tuning:
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   discovered_at: '2026-05-17T16:52:41.471197+02:00'
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@@ -261895,6 +271949,7 @@ https://jenkins.io/blog/2016/11/21/gc-tuning:
   - docs/jenkins.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.jenkins.io/blog/2016/11/21/gc-tuning
 https://jenkins.io/blog/2019/11/22/welcome-to-the-matrix:
   title: "Matrix \U0001F31F"
   description: ''
@@ -261905,13 +271960,14 @@ https://jenkins.io/blog/2019/11/22/welcome-to-the-matrix:
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@@ -261920,6 +271976,7 @@ https://jenkins.io/blog/2019/11/22/welcome-to-the-matrix:
   - docs/jenkins.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.jenkins.io/blog/2019/11/22/welcome-to-the-matrix
 https://jenkins.io/blog/2020/01/08/atlassians-new-bitbucket-server-integration-for-jenkins:
   title: "Atlassian's new Bitbucket Server integration for Jenkins \U0001F31F"
   description: ''
@@ -261930,13 +271987,14 @@ https://jenkins.io/blog/2020/01/08/atlassians-new-bitbucket-server-integration-f
   resource_type: null
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   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:55:09.393437+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -261945,6 +272003,7 @@ https://jenkins.io/blog/2020/01/08/atlassians-new-bitbucket-server-integration-f
   - docs/jenkins.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.jenkins.io/blog/2020/01/08/atlassians-new-bitbucket-server-integration-for-jenkins
 https://jenkins.io/blog/2020/02/02/web-socket:
   title: WebSocket support in now available for Jenkins CLI and agent networking!
   description: ''
@@ -261955,13 +272014,14 @@ https://jenkins.io/blog/2020/02/02/web-socket:
   resource_type: null
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   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779033609.779296
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   discovered_at: '2026-05-17T18:00:09.779296+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -261970,6 +272030,7 @@ https://jenkins.io/blog/2020/02/02/web-socket:
   - docs/jenkins.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.jenkins.io/blog/2020/02/02/web-socket
 https://jenkins.io/doc/book/pipeline:
   title: "jenkins.io - doc/book/pipeline \U0001F31F"
   description: ''
@@ -261980,13 +272041,14 @@ https://jenkins.io/doc/book/pipeline:
   resource_type: null
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   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   discovered_at: '2026-05-17T17:05:48.237773+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -261995,6 +272057,7 @@ https://jenkins.io/doc/book/pipeline:
   - docs/jenkins.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.jenkins.io/doc/book/pipeline
 https://jenkins.io/doc/book/pipeline/jenkinsfile:
   title: "jenkins.io - **Jenkinsfile** \U0001F31F"
   description: ''
@@ -262005,13 +272068,14 @@ https://jenkins.io/doc/book/pipeline/jenkinsfile:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
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   discovered_at: '2026-05-17T18:14:59.564844+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -262020,6 +272084,7 @@ https://jenkins.io/doc/book/pipeline/jenkinsfile:
   - docs/jenkins.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.jenkins.io/doc/book/pipeline/jenkinsfile
 https://jenkins.io/solutions/pipeline:
   title: 'jenkins.io: Jenkins CD and Pipelines Microsite'
   description: ''
@@ -262030,13 +272095,14 @@ https://jenkins.io/solutions/pipeline:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:27:27.497452+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -262046,6 +272112,7 @@ https://jenkins.io/solutions/pipeline:
   - docs/jenkins.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.jenkins.io/solutions/pipeline
 https://jenkinsci.github.io/job-dsl-plugin:
   title: 'Defines a Groovy CPS DSL definition: pipelineJob definition cps script'
   description: "- [Jenkins CLI](https://www.jenkins.io/doc/book/managing/cli)\n    -
@@ -262090,6 +272157,7 @@ https://jenkinsci.github.io/job-dsl-plugin:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -262122,6 +272190,7 @@ https://jenkinsistheway.io:
   last_checked: 1779032207.779385
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:47.779385+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -262155,6 +272224,7 @@ https://jenkinsistheway.io/user-story/jenkins-is-the-way-to-fintech-excellence:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:01.433450+02:00'
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   hierarchy:
@@ -262186,6 +272256,7 @@ https://jenkinsistheway.io/user-story/jenkins-is-the-way-to-improve-solution-dev
   last_checked: 1779029335.391849
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:55.391849+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -262219,6 +272290,7 @@ https://jenkinsistheway.io/user-story/to-build-ci-cd-that-fits-advanced-and-uniq
   last_checked: 1779032355.538278
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:15.538278+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -262250,6 +272322,7 @@ https://jenkinsistheway.io/user-story/to-devsecops:
   last_checked: 1779030260.270699
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:20.270699+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -262282,6 +272355,7 @@ https://jeremydmiller.com/2021/10/12/self-diagnosing-deployments-with-oakton-and
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -262313,6 +272387,7 @@ https://jeromevdl.medium.com/when-to-use-a-lambda-function-and-when-not-9a225e6d
   last_checked: 1779030802.97919
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:22.979190+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -262344,6 +272419,7 @@ https://jet-start.sh:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:13.204790+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -262379,6 +272455,7 @@ https://jet-start.sh/blog/2020/06/09/jdk-gc-benchmarks-part1:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:12.280965+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -262413,6 +272490,7 @@ https://jfrog.com/blog:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   geo_region: null
   hierarchy:
@@ -262446,6 +272524,7 @@ https://jfrog.com/blog/5-steps-to-hosting-your-application-on-amazon-cloud-conta
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -262477,6 +272556,7 @@ https://jfrog.com/blog/cloud-native-ci-cd-the-ultimate-checklist:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   geo_region: null
   hierarchy:
@@ -262508,6 +272588,7 @@ https://jfrog.com/blog/dont-let-prometheus-steal-your-fire:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   geo_region: null
   hierarchy:
@@ -262541,6 +272622,7 @@ https://jfrog.com/blog/github-vs-jfrog-who-can-do-the-job-for-devops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -262572,6 +272654,7 @@ https://jfrog.com/blog/helm-charts-best-practices:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -262595,13 +272678,14 @@ https://jfrog.com/blog/how-i-leaped-forward-my-jenkins-build-with-jfrog-pipeline
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779034235.45448
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:35.454480+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -262611,6 +272695,7 @@ https://jfrog.com/blog/how-i-leaped-forward-my-jenkins-build-with-jfrog-pipeline
   - docs/registries.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://jfrog.com/blog
 https://jfrog.com/blog/how-to-accelerate-software-delivery-with-hybrid-cloud-ci-cd:
   title: "jfrog.com: How to Accelerate Software Delivery with Hybrid Cloud CI/CD (e-commerce)
     \U0001F31F"
@@ -262631,6 +272716,7 @@ https://jfrog.com/blog/how-to-accelerate-software-delivery-with-hybrid-cloud-ci-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -262653,13 +272739,14 @@ https://jfrog.com/blog/how-to-protect-your-secrets-with-spectral-and-jfrog-pipel
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: a48397adced925ba90b1355bac44349d267b2c0efbb48e7c7393c36b7ff2fc7a
   health_score: 100.0
   last_checked: 1779030706.168387
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:46.168387+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -262668,6 +272755,7 @@ https://jfrog.com/blog/how-to-protect-your-secrets-with-spectral-and-jfrog-pipel
   - docs/devsecops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://jfrog.com/blog/how-i-leaped-forward-my-jenkins-build-with-jfrog-pipelines
 https://jfrog.com/blog/jfrog-artifactory-kubernetes-registry:
   title: 'JFrog Artifactory: Your Kubernetes Registry'
   description: ''
@@ -262688,6 +272776,7 @@ https://jfrog.com/blog/jfrog-artifactory-kubernetes-registry:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -262717,6 +272806,7 @@ https://jfrog.com/blog/pipelines-ci-cd-and-the-jfrog-platform-difference:
   last_checked: 1779031081.050969
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:01.050969+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -262745,6 +272835,7 @@ https://jfrog.com/container-registry:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -262774,6 +272865,7 @@ https://jfrog.com/help/r/jfrog-artifactory-documentation/helm-chart-repositories
   last_checked: 1779130494.935883
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.935883+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -262798,13 +272890,14 @@ https://jfrog.com/integration/kubernetes-docker-registry:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 538fbc15bcbce09c7d39035e5551ec30a7c7e5c626afc52647ab37f647f8c2b7
   health_score: 100.0
   last_checked: 1779033510.412381
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:30.412381+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -262813,6 +272906,7 @@ https://jfrog.com/integration/kubernetes-docker-registry:
   - docs/registries.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://jfrog.com/integrations/kubernetes-docker-registry
 https://jfrog.com/integrations/kubernetes-docker-registry:
   title: 'jfrog.com: What Artifactory as your kubernetes docker registry means to
     you'
@@ -262835,6 +272929,7 @@ https://jfrog.com/integrations/kubernetes-docker-registry:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -262858,13 +272953,14 @@ https://jfrog.com/knowledge-base/a-beginners-guide-to-understanding-and-building
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 1f73d5d89c04425858394d6eed791169f0ddb9abd035e1140e1b886ee8c67506
   health_score: 100.0
   last_checked: 1779030426.509606
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:06.509606+02:00'
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   company: null
   geo_region: null
   hierarchy: []
@@ -262873,6 +272969,7 @@ https://jfrog.com/knowledge-base/a-beginners-guide-to-understanding-and-building
   - docs/docker.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://jfrog.com/learn/cloud-native/how-to-build-docker-images
 https://jfrog.com/knowledge-base/the-basics-7-alternatives-to-docker-all-in-one-solutions-and-standalone-container-tools:
   title: "jfrog.com: THE BASICS: 7 Alternatives to Docker: All-in-One Solutions and'
     Standalone Container Tools \U0001F31F"
@@ -262884,13 +272981,14 @@ https://jfrog.com/knowledge-base/the-basics-7-alternatives-to-docker-all-in-one-
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: dd788fa9bfcaba086c62d184d7f0740d92c5816dbff5602fec34c86299bd674e
   health_score: 100.0
   last_checked: 1779031928.573756
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:32:08.573756+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -262899,6 +272997,7 @@ https://jfrog.com/knowledge-base/the-basics-7-alternatives-to-docker-all-in-one-
   - docs/docker.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://jfrog.com/learn/devops/alternatives-to-docker
 https://jfrog.com/learn/cloud-native/how-to-build-docker-images:
   title: "jfrog.com: A Beginner’s Guide to Understanding and Building Docker Images
     \U0001F31F"
@@ -262919,6 +273018,7 @@ https://jfrog.com/learn/cloud-native/how-to-build-docker-images:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -262954,6 +273054,7 @@ https://jfrog.com/learn/devops/alternatives-to-docker:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -262985,6 +273086,7 @@ https://jfrog.com/pipelines:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -263018,6 +273120,7 @@ https://jfrog.com/platform:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -263040,13 +273143,14 @@ https://jfrog.com/whitepaper/gigaom-radar-for-enterprise-ci-cd:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: af025d6199ba3b02bc9af940118534415d3cd2be707d85785c13b8da47397544
   health_score: 100.0
   last_checked: 1779032039.517302
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:59.517302+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -263055,6 +273159,7 @@ https://jfrog.com/whitepaper/gigaom-radar-for-enterprise-ci-cd:
   - docs/cicd.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://jfrog.com/blog/pipelines-ci-cd-and-the-jfrog-platform-difference
 https://jfrog.com/whitepaper/the-jfrog-journey-to-kubernetes-best-practices-for-taking-your-containers-all-the-way-to-production:
   title: 'The JFrog journey to kubernetes: best practices for taking your containers
     all the way to production'
@@ -263077,6 +273182,7 @@ https://jfrog.com/whitepaper/the-jfrog-journey-to-kubernetes-best-practices-for-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -263107,6 +273213,7 @@ https://jhhemal.medium.com/some-essential-built-in-tools-for-working-with-lists-
   last_checked: 1779031025.733885
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:05.733885+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -263139,6 +273246,7 @@ https://jhhemal.medium.com/some-tips-and-tricks-for-writing-better-code-in-pytho
   last_checked: 1779033663.202591
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:03.202591+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -263172,6 +273280,7 @@ https://jijujacob27.medium.com/sharded-saas-applications-on-kubernetes-using-hel
   last_checked: 1779030927.823118
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:27.823118+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -263195,13 +273304,14 @@ https://jimangel.io/post/auto-gitops-isitstillrunning.com:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 555839b76c0b70ea769ee625f61e9a3c742917b26c280660bc222d9418eaf926
   health_score: 100.0
   last_checked: 1779031896.524171
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:36.524171+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -263210,6 +273320,7 @@ https://jimangel.io/post/auto-gitops-isitstillrunning.com:
   - docs/gitops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.jimangel.io/posts/self-updating-gitops
 https://jimmydqv.com/iam-anywhere:
   title: "jimmydqv.com: AWS IAM Anywhere \U0001F31F"
   description: "- Most of us that have worked with cloud long enough has encountered
@@ -263242,6 +273353,7 @@ https://jimmydqv.com/iam-anywhere:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -263264,13 +273376,14 @@ https://jimmysong.io/awesome-cloud-native:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 37d670790e1825ff817a5ce878eebf563c5a137963e056c6fe213e77b2d218ee
   health_score: 100.0
   last_checked: 1779031809.830575
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:09.830575+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -263279,6 +273392,7 @@ https://jimmysong.io/awesome-cloud-native:
   - docs/other-awesome-lists.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://awesome.jimmysong.io
 https://jimmysong.io/blog/sidecar-injection-iptables-and-traffic-routing:
   title: 'jimmysong.io: Understanding the Sidecar Injection, Traffic Intercepting
     & Routing Process in Istio'
@@ -263299,6 +273413,7 @@ https://jimmysong.io/blog/sidecar-injection-iptables-and-traffic-routing:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -263322,13 +273437,14 @@ https://jimmysong.io/en/blog/sidecar-injection-iptables-and-traffic-routing:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 06de95ed854b85dd465e84cbd7ff9ce3dee989c0c758582dff6ec6d2eaf4aefe
   health_score: 100.0
   last_checked: 1779029838.185059
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:57:18.185059+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -263337,6 +273453,7 @@ https://jimmysong.io/en/blog/sidecar-injection-iptables-and-traffic-routing:
   - docs/istio.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://jimmysong.io/blog/sidecar-injection-iptables-and-traffic-routing
 https://jimmysong.io/kubernetes-handbook/concepts/pod.html:
   title: "jimmysong.io/kubernetes-handbook/concepts/pod.html \U0001F31F"
   description: ''
@@ -263347,13 +273464,14 @@ https://jimmysong.io/kubernetes-handbook/concepts/pod.html:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 7a2d7655e4722cb3117f2029a981d9878d43d683d0b4a00868492609d26d8818
   health_score: 100.0
   last_checked: 1779032644.499817
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:04.499817+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -263362,6 +273480,7 @@ https://jimmysong.io/kubernetes-handbook/concepts/pod.html:
   - docs/cheatsheets.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://jimmysong.io/zh/book/kubernetes-handbook
 https://jimmysong.io/kubernetes-handbook/guide/using-kubectl.html:
   title: "jimmysong.io: kubectl cheat sheet \U0001F31F"
   description: ''
@@ -263372,13 +273491,14 @@ https://jimmysong.io/kubernetes-handbook/guide/using-kubectl.html:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 7a2d7655e4722cb3117f2029a981d9878d43d683d0b4a00868492609d26d8818
   health_score: 100.0
   last_checked: 1779031037.341075
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:17.341075+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -263387,6 +273507,7 @@ https://jimmysong.io/kubernetes-handbook/guide/using-kubectl.html:
   - docs/cheatsheets.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://jimmysong.io/kubernetes-handbook/concepts/pod.html
 https://jimmysong.io/zh/book/kubernetes-handbook:
   title: "jimmysong.io/kubernetes-handbook/concepts/pod.html \U0001F31F"
   description: ''
@@ -263407,6 +273528,7 @@ https://jimmysong.io/zh/book/kubernetes-handbook:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -263437,6 +273559,7 @@ https://jinwookim928.medium.com/automation-script-for-git-flow-on-powershell-70d
   last_checked: 1779033236.64424
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:56.644240+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -263468,6 +273591,7 @@ https://jinwookim928.medium.com/intro-to-event-driven-architecture-79914e5969d7:
   last_checked: 1779031844.342237
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:44.342237+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -263502,6 +273626,7 @@ https://jitpack.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -263532,6 +273657,7 @@ https://jjba.dev/posts/jenkins-shared-library:
   last_checked: 1779032644.405857
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:04.405857+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -263562,6 +273688,7 @@ https://jkcfg.github.io:
   last_checked: 1779032800.21169
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:46:40.211690+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -263588,6 +273715,7 @@ https://jkebertz.medium.com/the-art-of-writing-amazing-rest-apis-dc4c4100478d:
   last_checked: 1779029070.212677
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:30.212677+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -263620,6 +273748,7 @@ https://jmeter.apache.org:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -263651,6 +273780,7 @@ https://jmeter.apache.org/usermanual/best-practices.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -263682,6 +273812,7 @@ https://jmfloreszazo.com/flujos-de-trabajo-de-git:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -263714,6 +273845,7 @@ https://jmfloreszazo.com/git-mejores-practicas-cherry-picking:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -263745,6 +273877,7 @@ https://jmfloreszazo.com/monetizar-un-api-con-azure-api-management:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -263777,6 +273910,7 @@ https://jmrobles.medium.com/how-to-setup-hetzner-load-balancer-on-a-kubernetes-c
   last_checked: 1779029246.430889
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:26.430889+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -263808,6 +273942,7 @@ https://joachim8675309.medium.com/aks-with-grpc-and-ingress-nginx-32481a792a1:
   last_checked: 1779031341.324876
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:21.324876+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -263839,6 +273974,7 @@ https://joachim8675309.medium.com/externaldns-with-aks-azure-dns-941a1804dc88:
   last_checked: 1779029325.421604
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:45.421604+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -263870,6 +274006,7 @@ https://joachim8675309.medium.com/externaldns-with-eks-and-route53-90aa23fa3aba:
   last_checked: 1779031714.544223
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:34.544223+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -263901,6 +274038,7 @@ https://joachim8675309.medium.com/istio-service-mesh-on-aks-1b6ed16f6890:
   last_checked: 1779033205.845614
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:25.845614+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -263932,6 +274070,7 @@ https://jobs.rekruuto.com:
   last_checked: 1779030034.556026
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:34.556026+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -263965,6 +274104,7 @@ https://joelcalifa.com/blog/tiny-wins:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -263995,6 +274135,7 @@ https://joereis.substack.com/p/data-engineering-in-2024-what-im:
   last_checked: 1779030989.39225
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:29.392250+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -264026,6 +274167,7 @@ https://john-tucker.medium.com/kubernetes-cpu-resource-requests-at-runtime-c4df6
   last_checked: 1779029475.14172
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:15.141720+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -264057,6 +274199,7 @@ https://johnclarke73.medium.com/our-continuous-delivery-journey-11d86dd68a49:
   last_checked: 1779030204.391546
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:24.391546+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -264089,6 +274232,7 @@ https://johnlokerse.dev/2024/02/05/lint-azure-bicep-templates-in-azure-devops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -264120,6 +274264,7 @@ https://johnlokerse.dev/2025/02/10/automate-pull-request-descriptions-in-azure-d
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -264151,6 +274296,7 @@ https://jonbc.medium.com/hacking-your-way-to-observability-part-1-cf4cd42fb4dc:
   last_checked: 1779031624.799841
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:04.799841+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -264175,13 +274321,14 @@ https://jonbc.medium.com/hacking-your-way-to-observability-part-2-c38baaee6b92:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779032420.92044
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:40:20.920440+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -264195,6 +274342,7 @@ https://jonbc.medium.com/hacking-your-way-to-observability-part-2-c38baaee6b92:
   v2_locations:
   - prometheus.md
   youtube_mosaic: {}
+  duplicate_of: https://jonbc.medium.com/hacking-your-way-to-observability-part-1-cf4cd42fb4dc
 https://jonnylangefeld.com/blog/kubernetes-how-to-view-swagger-ui:
   title: 'jonnylangefeld.com: Kubernetes: How to View Swagger UI'
   description: ''
@@ -264214,6 +274362,7 @@ https://jonnylangefeld.com/blog/kubernetes-how-to-view-swagger-ui:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -264246,6 +274395,7 @@ https://josephrodriguezg.medium.com/deploying-a-spring-boot-application-in-kuber
   last_checked: 1779029878.052467
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:57:58.052467+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -264278,6 +274428,7 @@ https://joseprsm.medium.com/how-to-build-machine-learning-models-that-train-them
   last_checked: 1779029267.776855
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:47.776855+02:00'
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   hierarchy:
@@ -264311,6 +274462,7 @@ https://joshbersin.com/2021/12/from-the-great-resignation-to-the-great-migration
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -264344,6 +274496,7 @@ https://journeyofthegeek.com/2024/05/10/azure-authorization-azure-rbac-delegatio
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -264377,6 +274530,7 @@ https://jpastreamer.org:
   last_checked: 1779032150.693912
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:35:50.693912+02:00'
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   hierarchy:
@@ -264409,6 +274563,7 @@ https://jpetazzo.github.io/2021/11/30/docker-build-container-images-antipatterns
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -264440,6 +274595,7 @@ https://jproco.medium.com/deliver-a-product-roadmap-that-survives-startup-veloci
   last_checked: 1779029563.47162
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:43.471620+02:00'
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   hierarchy:
@@ -264463,13 +274619,14 @@ https://json-schema.org/understanding-json-schema:
   resource_type: null
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   is_microservice: false
-  status: online
+  status: duplicate
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   content_hash: 9f0bf9b8918ead993838938a77f3a4cc1fb47956832cef9ca08e983a6fabb1e7
   health_score: 100.0
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   discovered_at: '2026-05-17T18:08:14.494481+02:00'
+  last_ai_eval: null
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@@ -264478,6 +274635,7 @@ https://json-schema.org/understanding-json-schema:
   - docs/yaml.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://json-schema.org/understanding-json-schema/reference
 https://json-schema.org/understanding-json-schema/reference:
   title: "json-schema.org: Understanding JSON Schema \U0001F31F"
   description: ''
@@ -264497,6 +274655,7 @@ https://json-schema.org/understanding-json-schema/reference:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -264529,6 +274688,7 @@ https://jsoncrack.com:
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   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -264560,6 +274720,7 @@ https://jsonformatter.org/yaml-validator:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:00.076218+02:00'
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   hierarchy:
@@ -264592,6 +274753,7 @@ https://jsoning.com:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -264624,6 +274786,7 @@ https://jsonnet.org:
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   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -264656,6 +274819,7 @@ https://jsontoolbox.com:
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   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -264688,6 +274852,7 @@ https://judebantony.github.io/cicd-github-action-example:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -264718,6 +274883,7 @@ https://juhache.substack.com/p/from-data-engineer-to-yaml-engineer-ed2:
   last_checked: 1779031356.081732
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:36.081732+02:00'
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   hierarchy:
@@ -264741,13 +274907,14 @@ https://juju.is/cloud-native-kubernetes-usage-report-2021:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779030423.719401
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:03.719401+02:00'
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@@ -264756,6 +274923,7 @@ https://juju.is/cloud-native-kubernetes-usage-report-2021:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://conjure-up.io
 https://julien.danjou.info/blog/2015/guide-to-python-profiling-cprofile-concrete-case-carbonara:
   title: 'Profiling Python using cProfile: a concrete case'
   description: ''
@@ -264777,6 +274945,7 @@ https://julien.danjou.info/blog/2015/guide-to-python-profiling-cprofile-concrete
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2015-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -264809,6 +274978,7 @@ https://julien.danjou.info/stop-merging-your-pull-request-manually:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -264842,6 +275012,7 @@ https://jumpstart.azure.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -264874,6 +275045,7 @@ https://junit.org:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -264906,6 +275078,7 @@ https://justingarrison.com/blog/2021-07-11-github-url-hacks:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -264938,6 +275111,7 @@ https://justinoconnor.codes/2022/08/19/azure-periodic-table-of-resource-naming-c
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -264971,6 +275145,7 @@ https://jvns.ca/blog/2021/09/24/new-tool--an-nginx-playground:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -265010,6 +275185,7 @@ https://jvns.ca/blog/2022/04/12/a-list-of-new-ish--command-line-tools:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -265043,6 +275219,7 @@ https://k0sproject.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -265075,6 +275252,7 @@ https://k21academy.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -265104,6 +275282,7 @@ https://k21academy.com/amazon-web-services/aws-devops-vs-azure-devops:
   last_checked: 1779034348.33744
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:28.337440+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -265122,13 +275301,14 @@ https://k21academy.com/amazon-web-services/aws-solutions-architect/aws-applicati
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 455a759bbbde884d8332599d9b093f434f01892798a5c22ca93603966afefd35
   health_score: 100.0
   last_checked: 1779029899.81202
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:19.812020+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -265137,6 +275317,7 @@ https://k21academy.com/amazon-web-services/aws-solutions-architect/aws-applicati
   - docs/aws.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://k21academy.com/aws-cloud/aws-application-services
 https://k21academy.com/amazon-web-services/aws-solutions-architect/aws-secrets-manager:
   title: 'k21academy.com: AWS Secrets Manager'
   description: ''
@@ -265147,13 +275328,14 @@ https://k21academy.com/amazon-web-services/aws-solutions-architect/aws-secrets-m
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: a35ce1b1a4911a029ed985ce5b4ad8c0402a77b5a85d145b2a76b38ac826ea96
   health_score: 100.0
   last_checked: 1779033030.945719
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:30.945719+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -265162,6 +275344,7 @@ https://k21academy.com/amazon-web-services/aws-solutions-architect/aws-secrets-m
   - docs/aws-security.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://k21academy.com/aws-cloud/aws-secrets-manager
 https://k21academy.com/ansible/ansible-for-beginners:
   title: "k21academy.com: Ansible for Beginners | Overview | Architecture & Use Cases'
     \U0001F31F"
@@ -265173,13 +275356,14 @@ https://k21academy.com/ansible/ansible-for-beginners:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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@@ -265188,6 +275372,7 @@ https://k21academy.com/ansible/ansible-for-beginners:
   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://k21academy.com/devops/ansible-for-beginners
 https://k21academy.com/ansible/day2-live-session-review-and-q-a:
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://k21academy.com/devops/terraform-vs-ansible
 https://k21academy.com/aws-cloud/aws-application-services:
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   discovered_at: '2026-05-18T20:54:54.968555+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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@@ -265428,6 +275622,7 @@ https://k21academy.com/category/docker-kubernetes:
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://k21academy.com
 https://k21academy.com/devops/ansible-for-beginners:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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@@ -265544,6 +275743,7 @@ https://k21academy.com/docker-kubernetes/configmaps-secrets:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://k21academy.com/kubernetes/configmaps-secrets
 https://k21academy.com/docker-kubernetes/kubernetes-architecture-components-overview-for-beginners:
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://k21academy.com/kubernetes/kubernetes-architecture-components-overview-for-beginners
 https://k21academy.com/docker-kubernetes/kubernetes-deployment:
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@@ -265595,6 +275798,7 @@ https://k21academy.com/docker-kubernetes/kubernetes-deployment:
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://k21academy.com/kubernetes/kubernetes-deployment
 https://k21academy.com/docker-kubernetes/kubernetes-security/kube-bench-cis:
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://k21academy.com/kubernetes/monolithic-vs-microservices
 https://k21academy.com/kubernetes/configmaps-secrets:
   title: "k21academy.com: Kubernetes ConfigMaps and Secrets: Guide to Create and Update
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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   discovered_at: '2026-05-18T20:54:55.015441+02:00'
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   discovered_at: '2026-05-18T20:54:54.990166+02:00'
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://k21academy.com/azure-cloud/azure-container-instances-and-kubernetes-service
 https://k21academy.com/microsoft-azure/az-400/azure-pipelines-vs-jenkins:
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   youtube_mosaic: {}
+  duplicate_of: https://k21academy.com/azure-cloud/azure-pipelines-vs-jenkins
 https://k21academy.com/microsoft-azure/azure-rbac-vs-azure-policies-vs-azure-blueprints:
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://k21academy.com/azure-cloud/azure-rbac-vs-azure-policies-vs-azure-blueprints
 https://k21academy.com/microsoft-azure/data-engineer/azure-data-lake:
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://k21academy.com/azure-data/azure-data-lake
 https://k21academy.com/microsoft-azure/dp-203/azure-data-lake:
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   - docs/project-management-methodology.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://k21academy.com/scrum/scrum-vs-kanban
 https://k21academy.com/scrum/scrum-vs-kanban:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://k21academy.com/terraform/terraform-automate-aws-vm
 https://k21academy.com/terraform-iac/terraform-interview-questions:
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   discovered_at: '2026-05-17T18:08:25.866316+02:00'
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   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://k21academy.com/terraform/why-terraform-not-chef-ansible-puppet-cloudformation
 https://k21academy.com/terraform/terraform-automate-aws-vm:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
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+  status: duplicate
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   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -266249,6 +276484,7 @@ https://k8s-examples.container-solutions.com:
   - yaml.md
   youtube_mosaic: {}
   is_special: true
+  duplicate_of: https://github.com/ContainerSolutions/kubernetes-examples
 https://k8s.af:
   title: "k8s.af \U0001F31F"
   description: ''
@@ -266269,6 +276505,7 @@ https://k8s.af:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -266302,6 +276539,7 @@ https://k8sgpt.ai:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -266325,13 +276563,14 @@ https://k8slens.dev:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: e860aaafc139aee65bdb9b202cd7b3ebf039f4b0119839f709cbcabbd0da5bbf
   health_score: 100.0
   last_checked: 1779032923.162414
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:43.162414+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -266340,6 +276579,7 @@ https://k8slens.dev:
   - docs/kubernetes-based-devel.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://lenshq.io
 https://k8spatterns.io:
   title: 'k8spatterns.io: Free Kubernetes Patterns e-book'
   description: ''
@@ -266358,6 +276598,7 @@ https://k8spatterns.io:
   last_checked: 1779030339.517209
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:39.517209+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -266389,6 +276630,7 @@ https://k8spharos.dev:
   last_checked: 1779033424.510532
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:04.510532+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -266423,6 +276665,7 @@ https://k8spin.cloud/oss-projects:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -266455,6 +276698,7 @@ https://k8studio.io:
   last_checked: 1779032293.175613
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:38:13.175613+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -266487,6 +276731,7 @@ https://k8studio.io/blogs/k8studio-vs-lens-kubernetes-ide:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -266519,6 +276764,7 @@ https://k8syaml.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -266552,6 +276798,7 @@ https://k8up.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -266584,6 +276831,7 @@ https://k8z.dev:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -266617,6 +276865,7 @@ https://k9scli.io:
   last_checked: 1779034569.096007
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:16:09.096007+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -266640,13 +276889,14 @@ https://kafka-tutorials.confluent.io:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 8186eb2c5e4fe5bf3fda69dbe0e853a6d90200c52b5a98bfc159fa073e880296
   health_score: 100.0
   last_checked: 1779034477.1704
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:37.170400+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -266655,6 +276905,7 @@ https://kafka-tutorials.confluent.io:
   - docs/message-queue.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://developer.confluent.io/tutorials
 https://kafka-tutorials.confluent.io/how-to-count-messages-on-a-kafka-topic/ksql.html:
   title: 'kafka-tutorials.confluent.io: How to count messages in a Kafka topic'
   description: ''
@@ -266665,13 +276916,14 @@ https://kafka-tutorials.confluent.io/how-to-count-messages-on-a-kafka-topic/ksql
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: b1456beaaa454ef29207eade70e1850ccb7521637951b2f4ea5d51ea8ca73098
   health_score: 100.0
   last_checked: 1779031521.297708
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:21.297708+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -266680,6 +276932,7 @@ https://kafka-tutorials.confluent.io/how-to-count-messages-on-a-kafka-topic/ksql
   - docs/message-queue.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://developer.confluent.io/confluent-tutorials/count-messages/ksql
 https://kafka-tutorials.confluent.io/join-a-stream-to-a-table/kstreams.html:
   title: "kafka-tutorials.confluent.io: How to join a stream and a lookup table \U0001F31F"
   description: ''
@@ -266697,6 +276950,7 @@ https://kafka-tutorials.confluent.io/join-a-stream-to-a-table/kstreams.html:
   last_checked: 1779034289.215589
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:29.215589+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -266725,6 +276979,7 @@ https://kafka.apache.org:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -266757,6 +277012,7 @@ https://kailashyogeshwar.medium.com/how-we-implemented-reusable-ci-cd-pipeline-u
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -266787,6 +277043,7 @@ https://kaleshreya907.medium.com/step2a-install-docker-and-run-sonarqube-contain
   last_checked: 1779033338.926608
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:38.926608+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -266820,6 +277077,7 @@ https://kalilinuxtutorials.com/deploying-securing-kubernetes-clusters:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -266853,6 +277111,7 @@ https://kalilinuxtutorials.com/ldsview:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -266884,6 +277143,7 @@ https://kalm.dev:
   last_checked: 1779034545.438304
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:45.438304+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -266915,6 +277175,7 @@ https://kamsjec.medium.com/argocd-setup-on-kubernetes-openshift-cluster-f7340344
   last_checked: 1779031460.49798
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:20.497980+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -266946,6 +277207,7 @@ https://kamsjec.medium.com/kubernetes-taints-and-tolerations-18727f618d01:
   last_checked: 1779029168.835555
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:08.835555+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -266977,6 +277239,7 @@ https://kamsjec.medium.com/liveness-and-readiness-probes-91919f24e305:
   last_checked: 1779032039.035077
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:59.035077+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -267007,6 +277270,7 @@ https://kanakinfosystems.com/blog/sql-cheat-sheet:
   last_checked: 1779029371.373218
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:31.373218+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -267032,6 +277296,7 @@ https://kanister.io:
   last_checked: 1779031507.488672
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:07.488672+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -267060,6 +277325,7 @@ https://kapeli.com/cheat_sheets/Sourcetree.docset/Contents/Resources/Documents/i
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -267091,6 +277357,7 @@ https://kapeli.com/cheatsheets:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -267122,6 +277389,7 @@ https://kapeli.com/dash:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -267154,6 +277422,7 @@ https://kapitan.dev:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -267165,6 +277434,7 @@ https://kapitan.dev:
   v1_locations: []
   v2_locations:
   - devsecops.md
+  - yaml.md
   youtube_mosaic: {}
   is_special: true
 https://karenapp.io:
@@ -267186,6 +277456,7 @@ https://karenapp.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -267217,6 +277488,7 @@ https://karenapp.io/articles/calendly-vs-scheduleonce:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -267246,6 +277518,7 @@ https://kargo.akuity.io:
   last_checked: 1779030727.109897
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:07.109897+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -267264,13 +277537,14 @@ https://karlstoney.com/2019/05/31/istio-503s-ucs-and-tcp-fun-times:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: d1362fbdee11110a1600d59d9add81f078a1c1afedbce49e5215c92fa59d9cd1
   health_score: 100.0
   last_checked: 1779029991.705688
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:51.705688+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -267279,6 +277553,7 @@ https://karlstoney.com/2019/05/31/istio-503s-ucs-and-tcp-fun-times:
   - docs/istio.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://karlstoney.com/istio-503s-ucs-and-tcp-fun-times
 https://karlstoney.com/istio-503s-ucs-and-tcp-fun-times:
   title: 'karlstoney.com: Istio 503''s with UC''s and TCP Fun Times'
   description: ''
@@ -267298,6 +277573,7 @@ https://karlstoney.com/istio-503s-ucs-and-tcp-fun-times:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -267331,6 +277607,7 @@ https://karlstoney.com/istio-503s-ucs-and-tcp-fun-times:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -267364,6 +277641,7 @@ https://karlstoney.com/istio-503s-ucs-and-tcp-fun-times:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -267398,6 +277676,7 @@ https://karpenter.sh:
   last_checked: 1779034049.202647
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:07:29.202647+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -267432,6 +277711,7 @@ https://karunsubramanian.com/websphere/one-important-change-in-memory-management
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2014-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -267462,6 +277742,7 @@ https://kb.wisc.edu/ns/page.php?id=3493:
   last_checked: 1779029631.184283
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:51.184283+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -267493,6 +277774,7 @@ https://kb.wisc.edu/ns/page.php?id=3493:
   last_checked: 1781736012.710013
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:12.710013+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -267525,6 +277807,7 @@ https://kdo.dev:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -267558,6 +277841,7 @@ https://kean.blog/post/trunk-based-development:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -267581,13 +277865,14 @@ https://kean.github.io/post/trunk-based-development:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 661f2f465cbec17ffb636d8b221b0a905ddf611f4bc61a2f096ce074f1f0434d
   health_score: 100.0
   last_checked: 1779034461.710723
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:21.710723+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -267596,6 +277881,7 @@ https://kean.github.io/post/trunk-based-development:
   - docs/git.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://kean.blog/post/trunk-based-development
 https://keda.sh:
   title: 'keda.sh: Kubernetes Event-driven Autoscaling. Application autoscaling made
     simple.'
@@ -267618,6 +277904,7 @@ https://keda.sh:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -267640,13 +277927,14 @@ https://keepler.io/2021/03/gestionando-el-control-de-accesos-en-nuestro-data-lak
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: c59d253a5e81c27921a261395e22de1d7b794bf842be6593aace2dc52766cad5
   health_score: 100.0
   last_checked: 1779031433.200557
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:53.200557+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -267655,6 +277943,7 @@ https://keepler.io/2021/03/gestionando-el-control-de-accesos-en-nuestro-data-lak
   - docs/aws-security.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://keepler.io/es/2021/03/15/gestionando-el-control-de-accesos-en-nuestro-data-lake-en-aws
 https://keepler.io/es/2021/03/15/gestionando-el-control-de-accesos-en-nuestro-data-lake-en-aws:
   title: 'keepler.io: Gestionando el control de accesos en nuestro data lake en AWS'
   description: ''
@@ -267675,6 +277964,7 @@ https://keepler.io/es/2021/03/15/gestionando-el-control-de-accesos-en-nuestro-da
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -267704,6 +277994,7 @@ https://keithtenzer.com/openshift/openshift-4-aws-ipi-installation-getting-start
   last_checked: 1779033923.445988
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:05:23.445988+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -267731,6 +278022,7 @@ https://kelda.io/blog/sres-should-manage-development-environments:
   last_checked: 1779030683.043997
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:23.043997+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -267766,6 +278058,7 @@ https://kemilad.medium.com/monitoring-stack-deployment-to-a-kubernetes-cluster-p
   last_checked: 1779031902.437555
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:42.437555+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -267796,6 +278089,7 @@ https://kenmugrage.com/2017/05/05/my-new-definition-of-devops:
   last_checked: 1779030433.996905
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:13.996905+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -267824,6 +278118,7 @@ https://kenneth.io/post/introducing-remote-debugging-of-nodejs-apps-on-azure-app
   last_checked: 1779030604.79815
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:10:04.798150+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -267855,6 +278150,7 @@ https://kennybrast.medium.com/how-i-used-docker-to-create-a-python-dev-environme
   last_checked: 1779030028.836946
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:28.836946+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -267878,13 +278174,14 @@ https://keptn.sh/docs/quickstart:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: cd29d29c2233e5519805eb281e43eee51d3ad3e50cd64323e0a85201374ea2ab
   health_score: 100.0
   last_checked: 1779034350.241137
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:30.241137+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -267893,6 +278190,7 @@ https://keptn.sh/docs/quickstart:
   - docs/keptn.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://v1.keptn.sh/docs/quickstart
 https://keptn.sh/stable:
   title: Keptn
   description: ''
@@ -267912,6 +278210,7 @@ https://keptn.sh/stable:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -267945,6 +278244,7 @@ https://kerneltalks.com/virtualization/docker-swarm-cheat-sheet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -267977,6 +278277,7 @@ https://kevintuei.medium.com/a-deep-dive-into-logs-and-metrics-for-aws-observabi
   last_checked: 1779030951.645039
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:51.645039+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -268008,6 +278309,7 @@ https://khainas.dev/create-ssh-tunnel-in-aws-with-terraform-62d1f6968e5d:
   last_checked: 1779032149.980996
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:49.980996+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -268041,6 +278343,7 @@ https://khalidabuhakmeh.com/a-dotnet-five-guide-from-idea-to-nuget-package:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -268072,6 +278375,7 @@ https://khalidabuhakmeh.com/running-sql-server-queries-in-docker:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -268104,6 +278408,7 @@ https://kiali.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -268135,6 +278440,7 @@ https://kie.apache.org:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -268157,13 +278463,14 @@ https://kie.org:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 26ff3169fedac63681fe62fe725c66ea870be33fb9af1a98f614d8dcd48af7bf
   health_score: 100.0
   last_checked: 1779032972.52266
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:32.522660+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -268172,6 +278479,7 @@ https://kie.org:
   - docs/java_frameworks.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.kie.org
 https://kind-brown-cfb734.netlify.app/post/2021-02/kubernetes-policy-comparison-opa-gatekeeper-vs-kyverno:
   title: 'Neon Mirrors: Kubernetes Policy Comparison: OPA/Gatekeeper vs Kyverno'
   description: ''
@@ -268192,6 +278500,7 @@ https://kind-brown-cfb734.netlify.app/post/2021-02/kubernetes-policy-comparison-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -268223,6 +278532,7 @@ https://kinsta.com/blog/cloud-platform-for-developers:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -268245,13 +278555,14 @@ https://kinsta.com/blog/google-cloud-hosting:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: c3679a2c61bf746bfa38bd02d90ee6ba4b46fb1aca126b84b76a6e131c5d9649
   health_score: 100.0
   last_checked: 1779032832.968904
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:12.968904+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -268260,6 +278571,7 @@ https://kinsta.com/blog/google-cloud-hosting:
   - docs/GoogleCloudPlatform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://kinsta.com/blog/cloud-platform-for-developers
 https://kinsta.com/blog/kubernetes-vs-docker:
   title: 'kinsta.com: Kubernetes vs Docker: The Difference Explained'
   description: ''
@@ -268279,6 +278591,7 @@ https://kinsta.com/blog/kubernetes-vs-docker:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -268311,6 +278624,7 @@ https://kinvolk.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -268340,6 +278654,7 @@ https://kinvolk.io/docs/headlamp/latest:
   last_checked: 1779029128.652966
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:28.652966+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -268369,6 +278684,7 @@ https://kiro.dev:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -268403,6 +278719,7 @@ https://kislayverma.com/software-architecture/layering-domains-and-microservices
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -268435,6 +278752,7 @@ https://kite.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -268446,6 +278764,7 @@ https://kite.com:
   v1_locations: []
   v2_locations:
   - python.md
+  - visual-studio.md
   youtube_mosaic: {}
 https://kitploit.com/2021/12/mesh-kridik-open-source-security.html:
   title: 'kitploit.com: Mesh-Kridik'
@@ -268466,6 +278785,7 @@ https://kitploit.com/2021/12/mesh-kridik-open-source-security.html:
   last_checked: 1779130495.020615
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.020615+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -268499,6 +278819,7 @@ https://kkamalesh117.medium.com/setting-up-prometheus-and-grafana-integration-on
   last_checked: 1779033617.160991
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:17.160991+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -268529,6 +278850,7 @@ https://kkamalesh117.medium.com/terraform-variables-part-2-75ef8543fb2f:
   last_checked: 1779029132.413888
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:32.413888+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -268555,6 +278877,7 @@ https://kkamalesh117.medium.com/terraform-variables-providers-c66f68747050:
   last_checked: 1779031693.866178
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:13.866178+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -268586,6 +278909,7 @@ https://klaushofrichter.medium.com/using-windows-subsystem-for-linux-for-kuberne
   last_checked: 1779030285.041556
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:45.041556+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -268621,6 +278945,7 @@ https://kluctl.io:
   last_checked: 1779033572.795198
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:59:32.795198+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -268654,6 +278979,7 @@ https://kluctl.io:
   last_checked: 1779029165.155642
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:05.155642+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -268686,6 +279012,7 @@ https://kmitevski.com/writing-a-kubernetes-validating-webhook-using-python:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -268718,6 +279045,7 @@ https://knative.dev:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -268748,6 +279076,7 @@ https://koa:
   last_checked: 1779030403.65132
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:43.651320+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -268785,6 +279114,7 @@ https://kodekloud.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -268816,6 +279146,7 @@ https://kodekloud.com/blog/ci-cd-pipeline-in-devops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -268849,6 +279180,7 @@ https://kodekloud.com/blog/cka-vs-ckad-vs-cks:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -268871,13 +279203,14 @@ https://kodekloud.com/cka-vs-ckad-vs-cks-what-is-the-difference:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 4799e32a89c7712559eac22601bd2f9ec82a2a93b8b6d00f9e3ebba3f24ea8f8
   health_score: 100.0
   last_checked: 1779033655.56711
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:55.567110+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -268886,6 +279219,7 @@ https://kodekloud.com/cka-vs-ckad-vs-cks-what-is-the-difference:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://kodekloud.com/blog/cka-vs-ckad-vs-cks
 https://kodekloud.com/what-is-ci-cd-pipeline-in-devops:
   title: 'kodekloud.com: What is CI/CD Pipeline in DevOps'
   description: ''
@@ -268896,13 +279230,14 @@ https://kodekloud.com/what-is-ci-cd-pipeline-in-devops:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 725c14acba78d51402864b8f300e07162aab0c9f7414c3ba7afde790182dd91f
   health_score: 100.0
   last_checked: 1779033074.438204
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:14.438204+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -268911,6 +279246,7 @@ https://kodekloud.com/what-is-ci-cd-pipeline-in-devops:
   - docs/cicd.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://kodekloud.com/blog/ci-cd-pipeline-in-devops
 https://kodiakhq.com:
   title: Kodiak
   description: ''
@@ -268931,6 +279267,7 @@ https://kodiakhq.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -268963,6 +279300,7 @@ https://kogito.kie.org:
   last_checked: 1779033663.273188
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:01:03.273188+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -268995,6 +279333,7 @@ https://komodor.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -269024,6 +279363,7 @@ https://komodor.com/blog/5-kubernetes-deployment-best-practices:
   last_checked: 1779033361.626467
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:56:01.626467+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -269055,6 +279395,7 @@ https://komodor.com/blog/best-practices-to-migrate-to-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -269090,6 +279431,7 @@ https://komodor.com/blog/using-workflows-to-troubleshoot-like-a-pro:
   last_checked: 1779031698.010009
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:28:18.010009+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -269126,6 +279468,7 @@ https://komodor.com/learn/exit-codes-in-containers-and-kubernetes-the-complete-g
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -269160,6 +279503,7 @@ https://komodor.com/learn/how-to-fix-crashloopbackoff-kubernetes-error:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -269194,6 +279538,7 @@ https://komodor.com/learn/kubernetes-cpu-limits-throttling:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -269230,6 +279575,7 @@ https://komodor.com/learn/kubernetes-liveness-probes-a-practical-guide:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -269263,6 +279609,7 @@ https://komodor.com/learn/kubernetes-nodes-complete-guide:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -269293,6 +279640,7 @@ https://komodor.com/learn/kubernetes-troubleshooting-the-complete-guide:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -269325,6 +279673,7 @@ https://komodor.com/learn/the-ultimate-kubectl-cheat-sheet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -269347,13 +279696,14 @@ https://konghq.com/blog/kong-and-red-hat-collaboration:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: c955e113b4951c5ccb63181f04b25370ce7fbe0374e352e9807a844a49ff391c
   health_score: 100.0
   last_checked: 1779030332.139395
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:32.139395+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -269362,6 +279712,7 @@ https://konghq.com/blog/kong-and-red-hat-collaboration:
   - docs/developerportals.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://konghq.com/blog/news/kong-and-red-hat-collaboration
 https://konghq.com/blog/news/kong-and-red-hat-collaboration:
   title: 'konghq.com: Kong and Red Hat: Delivering Seamless Customer Experience'
   description: ''
@@ -269381,6 +279732,7 @@ https://konghq.com/blog/news/kong-and-red-hat-collaboration:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -269403,13 +279755,14 @@ https://konghq.com/kong:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: e0ada3da20bd0bc385f4875caa7b8341a299aa8ee60c7111c6488788a2a6646e
   health_score: 100.0
   last_checked: 1779032457.503011
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:40:57.503011+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -269418,6 +279771,7 @@ https://konghq.com/kong:
   - docs/developerportals.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://konghq.com/products/kong-gateway
 https://konghq.com/products/kong-gateway:
   title: Kong API Manager
   description: ''
@@ -269437,6 +279791,7 @@ https://konghq.com/products/kong-gateway:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -269469,6 +279824,7 @@ https://konstruktoid.medium.com/running-a-nginx-container-using-rootless-docker-
   last_checked: 1779031825.065612
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:25.065612+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -269502,6 +279858,7 @@ https://konveyor.io:
   last_checked: 1779130494.967527
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.967527+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -269538,6 +279895,7 @@ https://kosyfrances.com/kubernetes-cluster:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -269570,6 +279928,7 @@ https://kothiyal-anuj.medium.com/serverless-diary-the-ultimate-guide-to-caching-
   last_checked: 1779031086.612575
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:06.612575+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -269603,6 +279962,7 @@ https://kpatronas.medium.com/docker-swarm-high-availability-36ea7ee7f9e8:
   last_checked: 1779030597.316365
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:57.316365+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -269626,13 +279986,14 @@ https://kpi.org/KPI-Basics:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 8d2d7824976db48bc1afb21d78b89d92ed47c612fa40c34b813d9aaab7f2f4d4
   health_score: 100.0
   last_checked: 1779030824.994748
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:44.994748+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -269642,6 +280003,7 @@ https://kpi.org/KPI-Basics:
   - docs/monitoring.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.kpi.org/KPI-Basics
 https://krew.sigs.k8s.io:
   title: Krew
   description: ''
@@ -269661,6 +280023,7 @@ https://krew.sigs.k8s.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -269693,6 +280056,7 @@ https://krisp.ai:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -269716,13 +280080,14 @@ https://kristhecodingunicorn.com/post/k8s_nginx_oauth:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: a97d6471e5a6a166f19494bce7df6d00d3e010b8e2beaef4195cb4786f005576
   health_score: 100.0
   last_checked: 1779033925.776079
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:25.776079+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -269731,6 +280096,7 @@ https://kristhecodingunicorn.com/post/k8s_nginx_oauth:
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.kristhecodingunicorn.com/post/k8s_nginx_oauth
 https://krossboard.app:
   title: Krossboard
   description: ''
@@ -269751,6 +280117,7 @@ https://krossboard.app:
   last_checked: 1779033806.252007
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:03:26.252007+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -269774,13 +280141,14 @@ https://kruschecompany.com/kubernetes-operator:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: a6e1fab2fe910c7daa2c13b9f62b27f37b2fd915117fdaa63e8c06f0054c1e0e
   health_score: 100.0
   last_checked: 1779029367.806288
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:27.806288+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -269789,6 +280157,7 @@ https://kruschecompany.com/kubernetes-operator:
   - docs/kubernetes-operators-controllers.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://kruschecompany.com/wp-content/uploads/2020/01/kubernetes-operator.jpg
 https://kruschecompany.com/kubernetes-prometheus-operator:
   title: 'kruschecompany.com: Prometheus Operator – Installing Prometheus Monitoring''
     Within The Kubernetes Environment'
@@ -269807,6 +280176,7 @@ https://kruschecompany.com/kubernetes-prometheus-operator:
   last_checked: 1779030505.130086
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:25.130086+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -269833,6 +280203,7 @@ https://kruschecompany.com/page-not-found:
   last_checked: 1779130495.008333
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.008333+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -269865,6 +280236,7 @@ https://kruschecompany.com/wp-content/uploads/2020/01/kubernetes-operator.jpg:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -269896,6 +280268,7 @@ https://kruyt.org/migrate-docker-containerd-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -269929,6 +280302,7 @@ https://kruyt.org/running-a-mailserver-in-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -269961,6 +280335,7 @@ https://ksingh7.medium.com/kubernetes-endpoint-object-your-bridge-to-external-se
   last_checked: 1779032236.060737
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:16.060737+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -269991,6 +280366,7 @@ https://ksqldb.io:
   last_checked: 1779033477.151951
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:57.151951+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -270020,6 +280396,7 @@ https://kstefanj.github.io/2021/11/24/gc-progress-8-17.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -270052,6 +280429,7 @@ https://kube-green.dev:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -270083,6 +280461,7 @@ https://kube.academy:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -270115,6 +280494,7 @@ https://kube.academy/pro:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -270147,6 +280527,7 @@ https://kube.careers:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -270171,13 +280552,14 @@ https://kube.careers/kubernetes-trend-report-2022-q2:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: daf02e04494410ab869a0d3ad35e3d07e75b0d32f6274fb6c0b13bf6131e241a
   health_score: 100.0
   last_checked: 1779033118.725427
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:58.725427+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -270186,6 +280568,7 @@ https://kube.careers/kubernetes-trend-report-2022-q2:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://kube.careers
 https://kube.careers/kubernetes-trend-report-2022-q3:
   title: 'kube.careers: Kubernetes jobs market trends for 2022 Q3'
   description: ''
@@ -270196,13 +280579,14 @@ https://kube.careers/kubernetes-trend-report-2022-q3:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: daf02e04494410ab869a0d3ad35e3d07e75b0d32f6274fb6c0b13bf6131e241a
   health_score: 100.0
   last_checked: 1779030229.209226
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:49.209226+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -270211,6 +280595,7 @@ https://kube.careers/kubernetes-trend-report-2022-q3:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://kube.careers/kubernetes-trend-report-2022-q2
 https://kube.careers/kubernetes-trend-report-2022-q4:
   title: 'kube.careers: Kubernetes jobs market trends for 2022 Q4'
   description: ''
@@ -270221,13 +280606,14 @@ https://kube.careers/kubernetes-trend-report-2022-q4:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: daf02e04494410ab869a0d3ad35e3d07e75b0d32f6274fb6c0b13bf6131e241a
   health_score: 100.0
   last_checked: 1779031516.620437
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:16.620437+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -270236,6 +280622,7 @@ https://kube.careers/kubernetes-trend-report-2022-q4:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://kube.careers/kubernetes-trend-report-2022-q2
 https://kube.careers/report-2021-q2:
   title: 'kube.careers: Kubernetes jobs market (Q2 2021)'
   description: ''
@@ -270256,6 +280643,7 @@ https://kube.careers/report-2021-q2:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -270281,13 +280669,14 @@ https://kube.careers/report-2021-q4:
   resource_type: Industry Report
   complexity: Beginner
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -270301,6 +280690,7 @@ https://kube.careers/report-2021-q4:
   v2_locations:
   - kubernetes.md
   youtube_mosaic: {}
+  duplicate_of: https://kube.careers
 https://kube.events:
   title: Kube Events
   description: ''
@@ -270320,6 +280710,7 @@ https://kube.events:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -270349,6 +280740,7 @@ https://kube.events/newsletter:
   last_checked: 1779034224.228515
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:10:24.228515+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -270382,6 +280774,7 @@ https://kube.fm/capi-100s-clusters-zain:
   last_checked: 1780352003.689879
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:23.689879+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -270419,6 +280812,7 @@ https://kube.today/learn-kubernetes-weekly:
   last_checked: 1779130494.973235
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.973235+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -270447,6 +280841,7 @@ https://kubeapps.dev:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -270481,6 +280876,7 @@ https://kubearmor.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -270513,6 +280909,7 @@ https://kubebyexample.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -270545,6 +280942,7 @@ https://kubebyexample.com/community/blog/migrating-to-kubernetes-with-open-sourc
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -270569,13 +280967,14 @@ https://kubebyexample.com/en/community/blog/migrating-to-kubernetes-with-open-so
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: a039b165e8efc94a30c50f03567972f7fe5bd0772408605a292e9d7f5053e8fb
   health_score: 100.0
   last_checked: 1779029679.607411
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:54:39.607411+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -270584,6 +280983,7 @@ https://kubebyexample.com/en/community/blog/migrating-to-kubernetes-with-open-so
   - docs/kubernetes-backup-migrations.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://kubebyexample.com/community/blog/migrating-to-kubernetes-with-open-source-tools
 https://kubebyexample.com/learning-paths/argo-cd/argo-cd-overview:
   title: "kubebyexample.com: Argo CD Overview \U0001F31F"
   description: ''
@@ -270603,6 +281003,7 @@ https://kubebyexample.com/learning-paths/argo-cd/argo-cd-overview:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -270635,6 +281036,7 @@ https://kubedb.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -270665,6 +281067,7 @@ https://kubedex.com:
   last_checked: 1779032781.927532
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:21.927532+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -270696,6 +281099,7 @@ https://kubedex.com/autoscaling:
   last_checked: 1779033791.181485
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:11.181485+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -270727,6 +281131,7 @@ https://kubedex.com/base-images:
   last_checked: 1779030031.931733
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:31.931733+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -270758,6 +281163,7 @@ https://kubedex.com/kubernetes-operating-systems:
   last_checked: 1779034112.476591
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:32.476591+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -270789,6 +281195,7 @@ https://kubedex.com/redhat-openshift-vs-pivotal-pks-vs-rancher:
   last_checked: 1779031844.790505
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:44.790505+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -270820,6 +281227,7 @@ https://kubeip.com:
   last_checked: 1779033794.836564
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:14.836564+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -270851,6 +281259,7 @@ https://kubeless.io:
   last_checked: 1779032872.791974
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:52.791974+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -270881,6 +281290,7 @@ https://kubelist.com:
   last_checked: 1779032524.723841
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:42:04.723841+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -270909,6 +281319,7 @@ https://kubelist.com/podcast:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -270940,6 +281351,7 @@ https://kubelog.de:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -270971,6 +281383,7 @@ https://kubemq.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -271002,6 +281415,7 @@ https://kubemq.io/kafka-vs-kubemq:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -271032,6 +281446,7 @@ https://kubernauts.sh:
   last_checked: 1779031671.734803
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:51.734803+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -271063,6 +281478,7 @@ https://kubernetes-advocate.medium.com:
   last_checked: 1779030356.153019
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:56.153019+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -271094,6 +281510,7 @@ https://kubernetes-advocate.medium.com/ci-cd-with-dockers-and-jenkins-70b6f801f9
   last_checked: 1779033973.732169
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:06:13.732169+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -271125,6 +281542,7 @@ https://kubernetes-advocate.medium.com/how-to-deploy-a-website-to-aws-with-ansib
   last_checked: 1779032293.047627
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:13.047627+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -271158,6 +281576,7 @@ https://kubernetes-csi.github.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -271180,13 +281599,14 @@ https://kubernetes-on-aws.readthedocs.io:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 60a2577b48dae0528fb6cf9762aeea5b318467997fb61b4ee39c27ee9e13b4d9
   health_score: 100.0
   last_checked: 1779030531.296233
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:51.296233+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -271195,6 +281615,7 @@ https://kubernetes-on-aws.readthedocs.io:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://kubernetes-on-aws.readthedocs.io/en/latest
 https://kubernetes-on-aws.readthedocs.io/en/latest:
   title: kubernetes-on-aws.readthedocs.io
   description: ''
@@ -271215,6 +281636,7 @@ https://kubernetes-on-aws.readthedocs.io/en/latest:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -271247,6 +281669,7 @@ https://kubernetes-sigs.github.io/aws-load-balancer-controller:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -271276,6 +281699,7 @@ https://kubernetes-sigs.github.io/aws-load-balancer-controller/v2.4/guide/integr
   last_checked: 1779034318.860009
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:58.860009+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -271297,13 +281721,14 @@ https://kubernetes.io:
   resource_type: Documentation Portal
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -271316,6 +281741,7 @@ https://kubernetes.io:
   v2_locations:
   - kubernetes.md
   youtube_mosaic: {}
+  duplicate_of: https://kubernetes.io/docs/reference/kubectl/quick-reference
 https://kubernetes.io/blog/2016/06/container-design-patterns:
   title: 'kubernetes.io: container design patterns'
   description: ''
@@ -271336,6 +281762,7 @@ https://kubernetes.io/blog/2016/06/container-design-patterns:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -271367,6 +281794,7 @@ https://kubernetes.io/blog/2016/08/sig-apps-running-apps-in-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -271401,6 +281829,7 @@ https://kubernetes.io/blog/2018/05/29/introducing-kustomize-template-free-config
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -271433,6 +281862,7 @@ https://kubernetes.io/blog/2018/08/03/out-of-the-clouds-onto-the-ground-how-to-m
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -271466,6 +281896,7 @@ https://kubernetes.io/blog/2020/05/21/wsl-docker-kubernetes-on-the-windows-deskt
   last_checked: 1779031431.423156
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:23:51.423156+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -271500,6 +281931,7 @@ https://kubernetes.io/blog/2020/05/29/k8s-kpis-with-kuberhealthy:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -271532,6 +281964,7 @@ https://kubernetes.io/blog/2020/05/introducing-podtopologyspread:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -271563,6 +281996,7 @@ https://kubernetes.io/blog/2020/06/05/supporting-the-evolving-ingress-specificat
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -271594,6 +282028,7 @@ https://kubernetes.io/blog/2020/06/working-with-terraform-and-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -271625,6 +282060,7 @@ https://kubernetes.io/blog/2020/08/14/introducing-hierarchical-namespaces:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -271658,6 +282094,7 @@ https://kubernetes.io/blog/2020/09/02/scaling-kubernetes-networking-with-endpoin
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -271689,6 +282126,7 @@ https://kubernetes.io/blog/2020/11/18/cloud-native-security-for-your-clusters:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -271721,6 +282159,7 @@ https://kubernetes.io/blog/2020/12/02/dont-panic-kubernetes-and-docker:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -271752,6 +282191,7 @@ https://kubernetes.io/blog/2020/12/10/kubernetes-1.20-volume-snapshot-moves-to-g
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -271784,6 +282224,7 @@ https://kubernetes.io/blog/2021/04/06/podsecuritypolicy-deprecation-past-present
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -271815,6 +282256,7 @@ https://kubernetes.io/blog/2021/04/08/kubernetes-1-21-release-announcement:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -271846,6 +282288,7 @@ https://kubernetes.io/blog/2021/04/09/kubernetes-release-1.21-cronjob-ga:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -271877,6 +282320,7 @@ https://kubernetes.io/blog/2021/04/12/introducing-suspended-jobs:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -271908,6 +282352,7 @@ https://kubernetes.io/blog/2021/04/15/three-tenancy-models-for-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -271939,6 +282384,7 @@ https://kubernetes.io/blog/2021/04/20/annotating-k8s-for-humans:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -271971,6 +282417,7 @@ https://kubernetes.io/blog/2021/04/21/graceful-node-shutdown-beta:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -272002,6 +282449,7 @@ https://kubernetes.io/blog/2021/04/22/evolving-kubernetes-networking-with-the-ga
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -272033,6 +282481,7 @@ https://kubernetes.io/blog/2021/04/23/kubernetes-release-1.21-metrics-stability-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -272064,6 +282513,7 @@ https://kubernetes.io/blog/2021/06/21/writing-a-controller-for-pod-labels:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -272097,6 +282547,7 @@ https://kubernetes.io/blog/2021/07/14/upcoming-changes-in-kubernetes-1-22:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -272129,6 +282580,7 @@ https://kubernetes.io/blog/2021/07/20/new-kubernetes-release-cadence:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -272160,6 +282612,7 @@ https://kubernetes.io/blog/2021/08/04/kubernetes-1-22-release-announcement:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -272191,6 +282644,7 @@ https://kubernetes.io/blog/2021/08/11/kubernetes-1-22-feature-memory-manager-mov
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -272222,6 +282676,7 @@ https://kubernetes.io/blog/2021/09/03/api-server-tracing:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -272254,6 +282709,7 @@ https://kubernetes.io/blog/2021/10/08/capi-clusterclass-and-managed-topologies:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -272286,6 +282742,7 @@ https://kubernetes.io/blog/2021/10/18/use-kpng-to-write-specialized-kube-proxier
   last_checked: 1779032080.881724
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:34:40.881724+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -272318,6 +282775,7 @@ https://kubernetes.io/blog/2021/11/12/are-you-ready-for-dockershim-removal:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -272349,6 +282807,7 @@ https://kubernetes.io/blog/2021/12/07/kubernetes-1-23-release-announcement:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -272381,6 +282840,7 @@ https://kubernetes.io/blog/2021/12/17/security-profiles-operator:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -272413,6 +282873,7 @@ https://kubernetes.io/blog/2021/12/21/admission-controllers-for-container-drift:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -272448,6 +282909,7 @@ https://kubernetes.io/blog/2021/12/22/kubernetes-in-kubernetes-and-pxe-bootable-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -272480,6 +282942,7 @@ https://kubernetes.io/blog/2022/01/07/kubernetes-is-moving-on-from-dockershim:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -272511,6 +282974,7 @@ https://kubernetes.io/blog/2022/02/17/dockershim-faq:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -272542,6 +283006,7 @@ https://kubernetes.io/blog/2022/08/04/upcoming-changes-in-kubernetes-1-25:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -272575,6 +283040,7 @@ https://kubernetes.io/blog/2022/08/23/kubernetes-v1-25-release:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -272609,6 +283075,7 @@ https://kubernetes.io/blog/2022/08/23/podsecuritypolicy-the-historical-context:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -272641,6 +283108,7 @@ https://kubernetes.io/blog/2022/09/12/k8s-cve-feed-alpha:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -272676,6 +283144,7 @@ https://kubernetes.io/blog/2022/11/28/registry-k8s-io-faster-cheaper-ga:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -272709,6 +283178,7 @@ https://kubernetes.io/blog/2022/12/16/kubernetes-1-26-non-graceful-node-shutdown
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -272744,6 +283214,7 @@ https://kubernetes.io/blog/2022/12/23/kubernetes-12-06-fsgroup-on-mount:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -272777,6 +283248,7 @@ https://kubernetes.io/blog/2022/12/26/pod-scheduling-readiness-alpha:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -272810,6 +283282,7 @@ https://kubernetes.io/blog/2022/12/27/cpumanager-ga:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -272844,6 +283317,7 @@ https://kubernetes.io/blog/2022/12/29/scalable-job-tracking-ga:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -272877,6 +283351,7 @@ https://kubernetes.io/blog/2022/12/30/advancements-in-kubernetes-traffic-enginee
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -272908,6 +283383,7 @@ https://kubernetes.io/blog/2023/01/12/protect-mission-critical-pods-priorityclas
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -272941,6 +283417,7 @@ https://kubernetes.io/blog/2023/04/11/kubernetes-v1-27-release:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -272979,6 +283456,7 @@ https://kubernetes.io/blog/2023/05/12/in-place-pod-resize-alpha:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -273011,6 +283489,7 @@ https://kubernetes.io/blog/2025/02/28/nftables-kube-proxy:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -273047,6 +283526,7 @@ https://kubernetes.io/blog/2026/05/15/ccm-new-metric-route-sync-total:
   last_checked: 1780352037.401639
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:57.401639+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -273089,6 +283569,7 @@ https://kubernetes.io/blog/2026/05/15/kubernetes-1-36-feature-mixed-version-prox
   last_checked: 1780352037.401437
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:57.401437+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -273132,6 +283613,7 @@ https://kubernetes.io/blog/2026/05/20/etcd-370-beta:
   last_checked: 1780352424.113325
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:20:24.113325+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -273174,6 +283656,7 @@ https://kubernetes.io/blog/2026/05/26/reconciling-unfixed-kubernetes-cves:
   last_checked: 1780352720.351704
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:25:20.351704+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -273207,13 +283690,14 @@ https://kubernetes.io/docs/concepts/cluster-administration/networking:
   resource_type: Documentation
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -273226,6 +283710,7 @@ https://kubernetes.io/docs/concepts/cluster-administration/networking:
   v2_locations:
   - kubernetes-networking.md
   youtube_mosaic: {}
+  duplicate_of: https://fransemalila.medium.com/kubernetes-networking-cea2e1b7d2b3
 https://kubernetes.io/docs/concepts/configuration/assign-pod-node:
   title: Affinity and anti-affinity
   description: ''
@@ -273236,13 +283721,14 @@ https://kubernetes.io/docs/concepts/configuration/assign-pod-node:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: a4eeda3d6c9481f783d99e59017fe277a78f30b83b717a4f83c6ae6f3e5fb7e8
   health_score: 100.0
   last_checked: 1779034208.059684
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:08.059684+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -273251,6 +283737,7 @@ https://kubernetes.io/docs/concepts/configuration/assign-pod-node:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://kubernetes.io/docs/concepts/scheduling-eviction/assign-pod-node
 https://kubernetes.io/docs/concepts/extend-kubernetes/api-extension/custom-resources:
   title: Custom Resources
   description: ''
@@ -273270,6 +283757,7 @@ https://kubernetes.io/docs/concepts/extend-kubernetes/api-extension/custom-resou
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -273301,6 +283789,7 @@ https://kubernetes.io/docs/concepts/extend-kubernetes/compute-storage-net/networ
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -273332,6 +283821,7 @@ https://kubernetes.io/docs/concepts/extend-kubernetes/operator:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -273367,6 +283857,7 @@ https://kubernetes.io/docs/concepts/policy/limit-range:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -273389,13 +283880,14 @@ https://kubernetes.io/docs/concepts/policy/pod-security-policy:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 866f23a6ee6d1dbf146ad2c7ebfb83f42a35d81c47e9d82cc3ed95ec37a64ab3
   health_score: 100.0
   last_checked: 1779030779.518937
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:59.518937+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -273406,6 +283898,7 @@ https://kubernetes.io/docs/concepts/policy/pod-security-policy:
   - docs/openshift.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://kubernetes.io/docs/concepts/security/pod-security-policy
 https://kubernetes.io/docs/concepts/scheduling-eviction/assign-pod-node:
   title: Affinity and anti-affinity
   description: ''
@@ -273426,6 +283919,7 @@ https://kubernetes.io/docs/concepts/scheduling-eviction/assign-pod-node:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -273458,6 +283952,7 @@ https://kubernetes.io/docs/concepts/scheduling-eviction/topology-spread-constrai
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -273489,6 +283984,7 @@ https://kubernetes.io/docs/concepts/security:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -273520,6 +284016,7 @@ https://kubernetes.io/docs/concepts/security/multi-tenancy:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -273549,6 +284046,7 @@ https://kubernetes.io/docs/concepts/security/overview:
   last_checked: 1779030954.422644
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:54.422644+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -273579,6 +284077,7 @@ https://kubernetes.io/docs/concepts/security/pod-security-policy:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -273611,6 +284110,7 @@ https://kubernetes.io/docs/concepts/security/security-checklist:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -273642,6 +284142,7 @@ https://kubernetes.io/docs/concepts/services-networking/ingress-controllers:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -273671,6 +284172,7 @@ https://kubernetes.io/docs/concepts/services-networking/service:
   last_checked: 1779029459.285103
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:50:59.285103+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -273698,6 +284200,7 @@ https://kubernetes.io/docs/concepts/workloads/autoscaling/horizontal-pod-autosca
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -273720,13 +284223,14 @@ https://kubernetes.io/docs/concepts/workloads/pods/pod-topology-spread-constrain
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: f2f96449f340b343a8c77814bce0118affd23cfa93ebc60d4890900459d8a894
   health_score: 100.0
   last_checked: 1779031460.7002
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:20.700200+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -273735,6 +284239,7 @@ https://kubernetes.io/docs/concepts/workloads/pods/pod-topology-spread-constrain
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://kubernetes.io/docs/concepts/scheduling-eviction/topology-spread-constraints
 https://kubernetes.io/docs/contribute/style/diagram-guide:
   title: "kubernetes.io: Diagram Guide - Mermaid JavaScript library \U0001F31F"
   description: ''
@@ -273754,6 +284259,7 @@ https://kubernetes.io/docs/contribute/style/diagram-guide:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -273786,6 +284292,7 @@ https://kubernetes.io/docs/reference/access-authn-authz/authentication:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -273818,6 +284325,7 @@ https://kubernetes.io/docs/reference/issues-security/official-cve-feed:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -273840,13 +284348,14 @@ https://kubernetes.io/docs/reference/kubectl/cheatsheet:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 1c9904d1fbd88b549d1db4cd7ad2ab386f8cd50b2eb83cfdc193f64458402e1d
   health_score: 100.0
   last_checked: 1779029985.002475
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:45.002475+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -273856,6 +284365,7 @@ https://kubernetes.io/docs/reference/kubectl/cheatsheet:
   - docs/kubectl-commands.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://kubernetes.io
 https://kubernetes.io/docs/reference/kubectl/quick-reference:
   title: "kubernetes.io \U0001F31F"
   description: ''
@@ -273875,6 +284385,7 @@ https://kubernetes.io/docs/reference/kubectl/quick-reference:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -273907,6 +284418,7 @@ https://kubernetes.io/docs/reference/kubernetes-api:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -273939,6 +284451,7 @@ https://kubernetes.io/docs/reference/scheduling:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -273969,6 +284482,7 @@ https://kubernetes.io/docs/reference/scheduling/config:
   last_checked: 1779130495.032002
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.032002+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -274002,6 +284516,7 @@ https://kubernetes.io/docs/reference/scheduling/profiles:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -274034,6 +284549,7 @@ https://kubernetes.io/docs/setup/production-environment/container-runtimes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -274066,6 +284582,7 @@ https://kubernetes.io/docs/tasks/access-application-cluster/access-cluster:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -274098,6 +284615,7 @@ https://kubernetes.io/docs/tasks/administer-cluster/access-cluster-api:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -274129,6 +284647,7 @@ https://kubernetes.io/docs/tasks/administer-cluster/configure-upgrade-etcd:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -274160,6 +284679,7 @@ https://kubernetes.io/docs/tasks/administer-cluster/encrypt-data:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -274191,6 +284711,7 @@ https://kubernetes.io/docs/tasks/configure-pod-container/user-namespaces:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -274223,6 +284744,7 @@ https://kubernetes.io/docs/tasks/extend-kubectl/kubectl-plugins:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -274256,6 +284778,7 @@ https://kubernetes.io/docs/tasks/manage-kubernetes-objects/kustomization:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -274278,13 +284801,14 @@ https://kubernetes.io/docs/tasks/run-application/horizontal-pod-autoscale:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: a9f935606a84432161200b555014e250514cde637c24d1469af74122161a686b
   health_score: 100.0
   last_checked: 1779034049.420531
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:29.420531+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -274293,6 +284817,7 @@ https://kubernetes.io/docs/tasks/run-application/horizontal-pod-autoscale:
   - docs/kubernetes-autoscaling.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://kubernetes.io/docs/concepts/workloads/autoscaling/horizontal-pod-autoscale
 https://kubernetes.io/docs/tutorials:
   title: 'kubernetes.io: Kubernetes Tutorials'
   description: ''
@@ -274312,6 +284837,7 @@ https://kubernetes.io/docs/tutorials:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -274345,6 +284871,7 @@ https://kubernetes.slack.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -274375,6 +284902,7 @@ https://kubernetesbyexample.com:
   last_checked: 1779032216.758453
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:56.758453+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -274410,6 +284938,7 @@ https://kubernetespodcast.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -274442,6 +284971,7 @@ https://kubernetespodcast.com/episode/164-podman:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -274474,6 +285004,7 @@ https://kubernetesreadme.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -274504,6 +285035,7 @@ https://kubernetestutorials.com/install-and-deploy-kubernetes-on-centos-7:
   last_checked: 1779029124.140051
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:24.140051+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -274535,6 +285067,7 @@ https://kubernetestutorials.com/kubernetes-tutorials/kubernetes-introduction-to-
   last_checked: 1779031446.259072
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:06.259072+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -274559,13 +285092,14 @@ https://kubeshark.co:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: cd0b8278ff0a583c223d90cc249ad0e5566011eb797776cab27baea084ca366b
   health_score: 100.0
   last_checked: 1779030175.100772
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:02:55.100772+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -274574,6 +285108,7 @@ https://kubeshark.co:
   - docs/kubernetes-monitoring.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.immo-pop.com/login
 https://kubeshop.github.io/monokle:
   title: kubeshop.github.io/monokle
   description: ''
@@ -274584,13 +285119,14 @@ https://kubeshop.github.io/monokle:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: fc36c6ea851ec23ab441534181bc6559afa3f355651d8847c75faa89a99aa413
   health_score: 100.0
   last_checked: 1779034394.490386
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:14.490386+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -274599,6 +285135,7 @@ https://kubeshop.github.io/monokle:
   - docs/kubernetes-based-devel.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.monokle.io
 https://kubeshop.io:
   title: "Kubeshop \U0001F31F"
   description: ''
@@ -274619,6 +285156,7 @@ https://kubeshop.io:
   last_checked: 1779031351.805853
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:22:31.805853+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -274654,6 +285192,7 @@ https://kubesphere.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -274689,6 +285228,7 @@ https://kubesphere.io/blogs/install-kubernetes-containerd:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -274721,6 +285261,7 @@ https://kubesphere.io/blogs/k8s-ha-practices:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -274754,6 +285295,7 @@ https://kubesphere.io/blogs/kubeeye-automatic-cluster-diagnostic-tool:
   last_checked: 1779030996.177435
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:36.177435+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -274791,6 +285333,7 @@ https://kubesphere.io/blogs/scale-kubernetes-cluster-using-kubekey:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -274825,6 +285368,7 @@ https://kubestone.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -274857,6 +285401,7 @@ https://kubestr.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -274889,6 +285434,7 @@ https://kubetools.io/kopylot-an-ai-powered-kubernetes-assistant-for-devops-devel
   last_checked: 1779130495.010793
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.010793+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -274921,6 +285467,7 @@ https://kubetools.io/kopylot-an-ai-powered-kubernetes-assistant-for-devops-devel
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -274953,6 +285500,7 @@ https://kubetools.io/why-k9s-should-be-your-go-to-tool-for-kubernetes-management
   last_checked: 1779130494.997096
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.997096+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -274986,6 +285534,7 @@ https://kubevela.io:
   last_checked: 1779029689.288522
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:54:49.288522+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -275019,6 +285568,7 @@ https://kubevious.io:
   last_checked: 1779030220.239399
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:03:40.239399+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -275049,6 +285599,7 @@ https://kubevious.io/blog/post/kubevious-saas-beta-launch:
   last_checked: 1779032900.650901
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:48:20.650901+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -275076,6 +285627,7 @@ https://kubevious.io/blog/post/top-kubernetes-yaml-validation-tools:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -275106,6 +285658,7 @@ https://kubevious.io/docs/built-in-validators:
   last_checked: 1779030296.052338
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:04:56.052338+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -275132,6 +285685,7 @@ https://kubevirt.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -275162,6 +285716,7 @@ https://kubezilla.com/tools:
   last_checked: 1779030482.417033
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:02.417033+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -275195,6 +285750,7 @@ https://kuderko.medium.com/fixing-bad-cpu-usage-distribution-in-kubernetes-e1e43
   last_checked: 1779030854.232914
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:14.232914+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -275227,6 +285783,7 @@ https://kudo.dev:
   last_checked: 1779032195.583098
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:35.583098+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -275262,6 +285819,7 @@ https://kui.tools:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -275273,6 +285831,7 @@ https://kui.tools:
   v1_locations: []
   v2_locations:
   - kubernetes-based-devel.md
+  - kubernetes-tools.md
   youtube_mosaic: {}
 https://kumomind.medium.com/should-i-consider-the-gitops-methodology-f49e042b8c22:
   title: 'kumomind.medium.com: Should I consider the GitOps methodology?'
@@ -275292,6 +285851,7 @@ https://kumomind.medium.com/should-i-consider-the-gitops-methodology-f49e042b8c2
   last_checked: 1779029988.664804
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:48.664804+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -275325,6 +285885,7 @@ https://kurl.sh:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -275362,6 +285923,7 @@ https://kustomize.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -275395,6 +285957,7 @@ https://kustomizer.dev:
   last_checked: 1779033761.289387
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:02:41.289387+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -275426,6 +285989,7 @@ https://kuttl.dev:
   last_checked: 1779031425.577068
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:45.577068+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -275457,6 +286021,7 @@ https://kvs-vishnu23.medium.com/is-aws-cdk-better-than-terraform-85194e7a42cd:
   last_checked: 1779033697.043071
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:37.043071+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -275490,6 +286055,7 @@ https://kvs-vishnu23.medium.com/is-aws-cdk-better-than-terraform-85194e7a42cd:
   last_checked: 1779032157.104461
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:57.104461+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -275522,6 +286088,7 @@ https://kyverno.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -275554,6 +286121,7 @@ https://kyverno.io/docs/writing-policies/autogen:
   last_checked: 1779033476.776201
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:57:56.776201+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -275580,13 +286148,14 @@ https://kyverno.io/docs/writing-policies/generate:
   resource_type: Documentation
   complexity: Advanced
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: bd8afeca0b630a7287caa1c320f12941bef786a3a4544cf35bc8cede66543155
   health_score: 100.0
   last_checked: 1779031576.271996
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:26:16.271996+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -275600,6 +286169,7 @@ https://kyverno.io/docs/writing-policies/generate:
   v2_locations:
   - securityascode.md
   youtube_mosaic: {}
+  duplicate_of: https://kyverno.io/docs/writing-policies/autogen
 https://kyverno.io/docs/writing-policies/mutate:
   title: 'kyverno.io: Mutating Resources'
   description: ''
@@ -275613,13 +286183,14 @@ https://kyverno.io/docs/writing-policies/mutate:
   resource_type: Documentation
   complexity: Advanced
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: bd8afeca0b630a7287caa1c320f12941bef786a3a4544cf35bc8cede66543155
   health_score: 100.0
   last_checked: 1779034476.793327
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:14:36.793327+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -275633,6 +286204,7 @@ https://kyverno.io/docs/writing-policies/mutate:
   v2_locations:
   - securityascode.md
   youtube_mosaic: {}
+  duplicate_of: https://kyverno.io/docs/writing-policies/autogen
 https://kyverno.io/policies:
   title: "kyverno.io/policies \U0001F31F"
   description: ''
@@ -275652,6 +286224,7 @@ https://kyverno.io/policies:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -275677,13 +286250,14 @@ https://kyverno.io/policies/best-practices/check_deprecated_apis:
   resource_type: Documentation
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: bd8afeca0b630a7287caa1c320f12941bef786a3a4544cf35bc8cede66543155
   health_score: 100.0
   last_checked: 1779034454.187971
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:14.187971+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -275697,6 +286271,7 @@ https://kyverno.io/policies/best-practices/check_deprecated_apis:
   v2_locations:
   - securityascode.md
   youtube_mosaic: {}
+  duplicate_of: https://kyverno.io/docs/writing-policies/autogen
 https://kyverno.io/policies/best-practices/require_probes/require_probes:
   title: 'kyverno.io: Implementing your best practices is simple with kyverno'
   description: ''
@@ -275710,13 +286285,14 @@ https://kyverno.io/policies/best-practices/require_probes/require_probes:
   resource_type: Documentation
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: bd8afeca0b630a7287caa1c320f12941bef786a3a4544cf35bc8cede66543155
   health_score: 100.0
   last_checked: 1779034560.208639
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:00.208639+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -275730,6 +286306,7 @@ https://kyverno.io/policies/best-practices/require_probes/require_probes:
   v2_locations:
   - securityascode.md
   youtube_mosaic: {}
+  duplicate_of: https://kyverno.io/docs/writing-policies/autogen
 https://kyverno.io/policies/best-practices/restrict_image_registries/restrict_image_registries:
   title: '==kyverno.io: Restrict Image Registries=='
   description: ''
@@ -275743,13 +286320,14 @@ https://kyverno.io/policies/best-practices/restrict_image_registries/restrict_im
   resource_type: Documentation
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: bd8afeca0b630a7287caa1c320f12941bef786a3a4544cf35bc8cede66543155
   health_score: 100.0
   last_checked: 1779029710.179751
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:55:10.179751+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -275763,6 +286341,7 @@ https://kyverno.io/policies/best-practices/restrict_image_registries/restrict_im
   v2_locations:
   - securityascode.md
   youtube_mosaic: {}
+  duplicate_of: https://kyverno.io/docs/writing-policies/autogen
 https://kyverno.io/policies/other/add-pod-proxies:
   title: 'kyverno.io: Add Pod Proxies'
   description: ''
@@ -275776,13 +286355,14 @@ https://kyverno.io/policies/other/add-pod-proxies:
   resource_type: Documentation
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: bd8afeca0b630a7287caa1c320f12941bef786a3a4544cf35bc8cede66543155
   health_score: 100.0
   last_checked: 1779034235.060039
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:35.060039+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -275796,6 +286376,7 @@ https://kyverno.io/policies/other/add-pod-proxies:
   v2_locations:
   - securityascode.md
   youtube_mosaic: {}
+  duplicate_of: https://kyverno.io/docs/writing-policies/autogen
 https://kyverno.io/policies/other/require_pdb:
   title: 'kyverno.io: Require PodDisruptionBudget'
   description: ''
@@ -275809,13 +286390,14 @@ https://kyverno.io/policies/other/require_pdb:
   resource_type: Documentation
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: bd8afeca0b630a7287caa1c320f12941bef786a3a4544cf35bc8cede66543155
   health_score: 100.0
   last_checked: 1779033913.600376
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:13.600376+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -275829,6 +286411,7 @@ https://kyverno.io/policies/other/require_pdb:
   v2_locations:
   - securityascode.md
   youtube_mosaic: {}
+  duplicate_of: https://kyverno.io/docs/writing-policies/autogen
 https://lab.github.com:
   title: "==lab.github.com== \U0001F31F"
   description: ''
@@ -275847,6 +286430,7 @@ https://lab.github.com:
   last_checked: 1779030028.675408
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:28.675408+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -275883,6 +286467,7 @@ https://lab.texthtml.net/gitlab/merge-bot:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -275905,13 +286490,14 @@ https://labs.bishopfox.com/tech-blog/bad-pods-kubernetes-pod-privilege-escalatio
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 91eee7f16f3d8d6a74434bfa5628e2548dbb2d8c3224ae065bfeb7a9603c115a
   health_score: 100.0
   last_checked: 1779030433.920994
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:13.920994+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -275920,6 +286506,7 @@ https://labs.bishopfox.com/tech-blog/bad-pods-kubernetes-pod-privilege-escalatio
   - docs/kubernetes-security.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://bishopfox.com/blog/kubernetes-pod-privilege-escalation
 https://labs.demoredhat.com/demos:
   title: 'ansible.github.io/workshops/demos : Red Hat Ansible Automation Platform
     Workshops'
@@ -275941,6 +286528,7 @@ https://labs.demoredhat.com/demos:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -275975,6 +286563,7 @@ https://labs.google/fx/projectgenie:
   last_checked: 1780399982.211795
   needs_ai_refresh: false
   discovered_at: '2026-06-02T13:33:02.211795+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -276015,6 +286604,7 @@ https://labs.google/lll/en:
   last_checked: 1780352581.792297
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:23:01.792297+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -276056,6 +286646,7 @@ https://labs.google/science:
   last_checked: 1780352302.456706
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:18:22.456706+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -276086,13 +286677,14 @@ https://labs.hol.vmware.com:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 6594b343bcdf23ddb250949276937527498e535c5653856771d458c7acb0547d
   health_score: 100.0
   last_checked: 1779034522.744252
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:22.744252+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -276101,6 +286693,7 @@ https://labs.hol.vmware.com:
   - docs/kubernetes-on-premise.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://labs.hol.vmware.com/HOL
 https://labs.hol.vmware.com/HOL:
   title: "VMware hands-on Labs \U0001F31F"
   description: ''
@@ -276121,6 +286714,7 @@ https://labs.hol.vmware.com/HOL:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -276152,6 +286746,7 @@ https://labs.iximiuz.com/courses/containerd-cli/ctr/image-management:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -276185,6 +286780,7 @@ https://labs.iximiuz.com/tutorials/controlling-process-resources-with-cgroups:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -276217,6 +286813,7 @@ https://labs.meanpug.com/kubernetes-kpt-in-the-wild:
   last_checked: 1779031533.822945
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:33.822945+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -276249,6 +286846,7 @@ https://labs.mwrinfosecurity.com/blog/attacking-kubernetes-through-kubelet:
   last_checked: 1779029074.597917
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:34.597917+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -276281,6 +286879,7 @@ https://labs.play-with-docker.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -276314,6 +286913,7 @@ https://labs.play-with-k8s.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -276344,6 +286944,7 @@ https://laduram.medium.com/the-future-of-observability-c33cd7ff644a:
   last_checked: 1779031574.156642
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:14.156642+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -276375,6 +286976,7 @@ https://lakshaws.medium.com/ci-cd-pipeline-for-dockerized-applications-f1003e821
   last_checked: 1779030335.219409
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:35.219409+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -276408,6 +287010,7 @@ https://lalatron.hashnode.dev/when-kubernetes-and-go-dont-work-well-together:
   last_checked: 1779034509.794481
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:09.794481+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -276439,6 +287042,7 @@ https://lalitchaturveditech.medium.com/optimize-java-performance-on-kubernetes-5
   last_checked: 1779031800.014214
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:00.014214+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -276472,6 +287076,7 @@ https://lambda.grofers.com/evolving-cd-in-a-cloud-native-environment-bb64a38145a
   last_checked: 1779033976.416842
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:06:16.416842+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -276503,6 +287108,7 @@ https://lambda.grofers.com/learnings-from-two-years-of-kubernetes-in-production-
   last_checked: 1779030285.268105
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:45.268105+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -276526,13 +287132,14 @@ https://landing.google.com/sre:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 20b5ae83fe9ad222ae24acce7caae29b353ea0deb65ce0aabb392d898d64006a
   health_score: 100.0
   last_checked: 1779034520.758685
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:20.758685+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -276541,6 +287148,7 @@ https://landing.google.com/sre:
   - docs/sre.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://sre.google
 https://landing.gravitee.io/gravitee-edge-stack-unified-api-visibility-and-governance:
   title: 'getambassador.io: Kubernetes Annotations and Labels: What’s the Difference?'
   description: ''
@@ -276560,6 +287168,7 @@ https://landing.gravitee.io/gravitee-edge-stack-unified-api-visibility-and-gover
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -276590,6 +287199,7 @@ https://landing.jobs/blog/how-does-remote-work-affect-your-salary:
   last_checked: 1781736154.402205
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:34.402205+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -276630,6 +287240,7 @@ https://landing.llamaindex.ai/-webinar-parsebench:
   last_checked: 1780352404.147729
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:20:04.147729+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -276666,6 +287277,7 @@ https://landscape.cncf.io:
   last_checked: 1779030199.204535
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:03:19.204535+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -276692,6 +287304,7 @@ https://laravel-news.com/deploy-your-php-app-with-ansible-and-github-actions:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -276724,6 +287337,7 @@ https://laravel-news.com/generate-github-actions-config-for-laravel-projects-wit
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -276755,6 +287369,7 @@ https://launchdarkly.com/blog/get-a-detailed-explanation-of-release-testing-seve
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -276787,6 +287402,7 @@ https://layer5.io/service-mesh-landscape:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
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   - docs/introduction.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://leaddev.com/technical-direction/how-break-cycle-tech-debt
 https://leaddev.com/technical-direction/how-break-cycle-tech-debt:
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   youtube_mosaic: {}
+  duplicate_of: https://luminousmen.com/post/kubernetes-101
 https://leanpub.com/the-devops-2-6-toolkit:
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 https://learn.crunchydata.com:
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.crunchydata.com/developers/tutorials
 https://learn.gitkraken.com/courses/git-foundations:
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   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://developer.hashicorp.com/terraform/tutorials/policy
 https://learn.hashicorp.com/collections/terraform/providers:
   title: "learn.hashicorp.com: Call APIs with Terraform Providers. Learn how to use'
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   youtube_mosaic: {}
+  duplicate_of: https://developer.hashicorp.com/terraform/plugin/sdkv2
 https://learn.hashicorp.com/tutorials/consul/kubernetes-consul-design-patterns:
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   youtube_mosaic: {}
+  duplicate_of: https://developer.hashicorp.com/consul/tutorials/archive/kubernetes-consul-design-patterns
 https://learn.hashicorp.com/tutorials/consul/kubernetes-minikube?in=consul/kubernetes:
   title: "learn.hashicorp.com: Consul Service Discovery and Mesh on Minikube \U0001F31F"
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   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://developer.hashicorp.com/consul/tutorials/get-started-kubernetes/kubernetes-gs-deploy?in=consul%2Fkubernetes
 https://learn.hashicorp.com/tutorials/packer/aws-get-started-build-image:
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   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://developer.hashicorp.com/packer/tutorials/aws-get-started/aws-get-started-build-image
 https://learn.hashicorp.com/tutorials/terraform/aws-default-tags:
   title: "learn.hashicorp.com: Configure Default Tags for AWS Resources \U0001F31F"
   description: ''
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://developer.hashicorp.com/terraform/tutorials/aws/aws-default-tags
 https://learn.hashicorp.com/tutorials/terraform/cloud-agents:
   title: 'learn.hashicorp.com: Manage Private Environments with Terraform Cloud Agents'
   description: ''
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   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://developer.hashicorp.com/terraform/tutorials/cloud/cloud-agents
 https://learn.hashicorp.com/tutorials/terraform/github-actions:
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://developer.hashicorp.com/terraform/tutorials/automation/github-actions
 https://learn.hashicorp.com/tutorials/terraform/infrastructure-as-code:
   title: "learn.hashicorp.com: What is Infrastructure as Code with Terraform? \U0001F31F"
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   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://developer.hashicorp.com/terraform/tutorials/aws-get-started/infrastructure-as-code
 https://learn.hashicorp.com/tutorials/terraform/lambda-api-gateway:
   title: "learn.hashicorp.com: y Serverless Applications with AWS Lambda and API Gateway'
     \U0001F31F"
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   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://developer.hashicorp.com/terraform/tutorials/aws/lambda-api-gateway
 https://learn.hashicorp.com/tutorials/terraform/multicloud-kubernetes:
   title: '==learn.hashicorp.com: Deploy Federated Multi-Cloud Kubernetes Clusters=='
   description: ''
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://developer.hashicorp.com/vault/tutorials/operations/codify-mgmt-enterprise
 https://learn.hashicorp.com/tutorials/vault/kubernetes-external-vault:
   title: "learn.hashicorp.com: Integrate a Kubernetes Cluster with an External Vault'
     \U0001F31F"
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   - docs/kubernetes-security.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://developer.hashicorp.com/vault/tutorials/kubernetes-introduction/kubernetes-external-vault
 https://learn.hashicorp.com/tutorials/waypoint/gitops-helm-deployment:
   title: '==learn.hashicorp.com: Deploy a Helm-based application automatically with''
     GitOps=='
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/hashicorp/waypoint/tree/main/website/content/docs
 https://learn.iterative.ai:
   title: 'learn.iterative.ai: Iterative Tools for Data Scientists & Analysts'
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:40.805769+02:00'
+  last_ai_eval: null
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@@ -277734,13 +288400,14 @@ https://learn.microsoft.com/en-us/azure/active-directory/roles/custom-available-
   resource_type: null
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-  status: online
+  status: duplicate
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   content_hash: b4317099f343f65bab45c2b810068b9a02038ae69d13a768da31447372bddbf5
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   discovered_at: '2026-05-17T16:47:50.376211+02:00'
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@@ -277749,6 +288416,7 @@ https://learn.microsoft.com/en-us/azure/active-directory/roles/custom-available-
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learn.microsoft.com/en-us/entra/identity/role-based-access-control/custom-available-permissions
 https://learn.microsoft.com/en-us/azure/advisor/advisor-assessments:
   title: 'learn.microsoft.com: Use Azure WAF assessments'
   description: ''
@@ -277770,6 +288438,7 @@ https://learn.microsoft.com/en-us/azure/advisor/advisor-assessments:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -277802,6 +288471,7 @@ https://learn.microsoft.com/en-us/azure/aks/cluster-autoscaler:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -277834,6 +288504,7 @@ https://learn.microsoft.com/en-us/azure/aks/configure-azure-cni:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -277868,6 +288539,7 @@ https://learn.microsoft.com/en-us/azure/aks/configure-dual-stack:
   last_checked: 1781736078.212926
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:18.212926+02:00'
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@@ -277900,6 +288572,7 @@ https://learn.microsoft.com/en-us/azure/aks/configure-kubenet:
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -277932,6 +288605,7 @@ https://learn.microsoft.com/en-us/azure/aks/entra-id-control-plane-authenticatio
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   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -277967,6 +288641,7 @@ https://learn.microsoft.com/en-us/azure/aks/monitor-aks:
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   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -277997,6 +288672,7 @@ https://learn.microsoft.com/en-us/azure/aks/monitor-control-plane-metrics:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:12.090733+02:00'
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@@ -278026,6 +288702,7 @@ https://learn.microsoft.com/en-us/azure/aks/operator-best-practices-cluster-isol
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -278059,6 +288736,7 @@ https://learn.microsoft.com/en-us/azure/aks/rdp:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -278091,6 +288769,7 @@ https://learn.microsoft.com/en-us/azure/aks/start-stop-nodepools:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -278124,6 +288803,7 @@ https://learn.microsoft.com/en-us/azure/api-management/api-management-howto-mutu
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   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -278157,6 +288837,7 @@ https://learn.microsoft.com/en-us/azure/app-service/configure-custom-container:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -278179,13 +288860,14 @@ https://learn.microsoft.com/en-us/azure/app-service/configure-language-java:
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   is_microservice: false
-  status: online
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   discovered_at: '2026-05-17T17:24:15.940013+02:00'
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@@ -278194,6 +288876,7 @@ https://learn.microsoft.com/en-us/azure/app-service/configure-language-java:
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learn.microsoft.com/en-us/azure/app-service/configure-language-java-deploy-run
 https://learn.microsoft.com/en-us/azure/app-service/configure-language-java-deploy-run:
   title: 'learn.microsoft.com: Configure a Java app for Azure App Service'
   description: ''
@@ -278215,6 +288898,7 @@ https://learn.microsoft.com/en-us/azure/app-service/configure-language-java-depl
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -278249,6 +288933,7 @@ https://learn.microsoft.com/en-us/azure/app-service/reference-app-settings:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -278281,6 +288966,7 @@ https://learn.microsoft.com/en-us/azure/app-testing:
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   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -278313,6 +288999,7 @@ https://learn.microsoft.com/en-us/azure/architecture/ai-ml/guide/mlops-maturity-
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -278347,6 +289034,7 @@ https://learn.microsoft.com/en-us/azure/architecture/example-scenario/aks-agic/a
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
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@@ -278379,6 +289067,7 @@ https://learn.microsoft.com/en-us/azure/architecture/guide/azure-sandbox/azure-s
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -278401,13 +289090,14 @@ https://learn.microsoft.com/en-us/azure/architecture/guide/networking/global-web
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   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:45:00.303209+02:00'
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@@ -278418,6 +289108,7 @@ https://learn.microsoft.com/en-us/azure/architecture/guide/networking/global-web
   - docs/introduction.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learn.microsoft.com/en-us/azure/architecture/web-apps/guides/enterprise-app-patterns/overview
 https://learn.microsoft.com/en-us/azure/architecture/guide/security/conditional-access-architecture:
   title: 'learn.microsoft.com: Conditional Access architecture and personas'
   description: ''
@@ -278428,13 +289119,14 @@ https://learn.microsoft.com/en-us/azure/architecture/guide/security/conditional-
   resource_type: null
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   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779030367.597621
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   discovered_at: '2026-05-17T17:06:07.597621+02:00'
+  last_ai_eval: null
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@@ -278443,6 +289135,7 @@ https://learn.microsoft.com/en-us/azure/architecture/guide/security/conditional-
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learn.microsoft.com/en-us/entra/identity/conditional-access/plan-conditional-access
 https://learn.microsoft.com/en-us/azure/architecture/guide/technology-choices/compute-decision-tree:
   title: "learn.microsoft.com: Choose an Azure compute service \U0001F31F\U0001F31F"
   description: ''
@@ -278464,6 +289157,7 @@ https://learn.microsoft.com/en-us/azure/architecture/guide/technology-choices/co
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -278498,6 +289192,7 @@ https://learn.microsoft.com/en-us/azure/architecture/guide/technology-choices/lo
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -278530,6 +289225,7 @@ https://learn.microsoft.com/en-us/azure/architecture/icons:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -278562,6 +289258,7 @@ https://learn.microsoft.com/en-us/azure/architecture/landing-zones/subscription-
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   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
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   hierarchy:
@@ -278596,6 +289293,7 @@ https://learn.microsoft.com/en-us/azure/architecture/networking/architecture/hub
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   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -278627,6 +289325,7 @@ https://learn.microsoft.com/en-us/azure/architecture/patterns:
   last_checked: 1779130494.978337
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.978337+02:00'
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -278748,13 +289450,14 @@ https://learn.microsoft.com/en-us/azure/architecture/solution-ideas/articles/dev
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   health_score: 100.0
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   discovered_at: '2026-05-17T18:03:02.112364+02:00'
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@@ -278763,6 +289466,7 @@ https://learn.microsoft.com/en-us/azure/architecture/solution-ideas/articles/dev
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learn.microsoft.com/en-us/azure/devtest-labs
 https://learn.microsoft.com/en-us/azure/architecture/solution-ideas/articles/mutual-tls-deploy-aks-api-management:
   title: 'learn.microsoft.com: Deploy AKS and API Management with mTLS'
   description: ''
@@ -278773,13 +289477,14 @@ https://learn.microsoft.com/en-us/azure/architecture/solution-ideas/articles/mut
   resource_type: null
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   is_microservice: false
-  status: online
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:04:59.952224+02:00'
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@@ -278788,6 +289493,7 @@ https://learn.microsoft.com/en-us/azure/architecture/solution-ideas/articles/mut
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learn.microsoft.com/en-us/azure/api-management/api-management-howto-mutual-certificates-for-clients
 https://learn.microsoft.com/en-us/azure/architecture/web-apps/guides/enterprise-app-patterns/overview:
   title: Enterprise Web App Patterns - Azure Architecture Center
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@@ -278807,6 +289513,7 @@ https://learn.microsoft.com/en-us/azure/architecture/web-apps/guides/enterprise-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -278840,6 +289547,7 @@ https://learn.microsoft.com/en-us/azure/azure-arc/kubernetes/conceptual-gitops-f
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   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -278870,6 +289578,7 @@ https://learn.microsoft.com/en-us/azure/azure-arc/kubernetes/conceptual-gitops-f
   last_checked: 1779130495.01631
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   discovered_at: '2026-05-18T20:54:55.016310+02:00'
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@@ -278900,6 +289609,7 @@ https://learn.microsoft.com/en-us/azure/azure-functions/durable/durable-function
   last_checked: 1779032180.127583
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:20.127583+02:00'
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@@ -278929,6 +289639,7 @@ https://learn.microsoft.com/en-us/azure/azure-resource-manager/management/azure-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -278960,6 +289671,7 @@ https://learn.microsoft.com/en-us/azure/azure-resource-manager/templates/templat
   last_checked: 1779130494.982678
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.982678+02:00'
+  last_ai_eval: null
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@@ -278990,6 +289702,7 @@ https://learn.microsoft.com/en-us/azure/chaos-studio/chaos-studio-overview:
   last_checked: 1779130495.015166
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.015166+02:00'
+  last_ai_eval: null
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@@ -279020,6 +289733,7 @@ https://learn.microsoft.com/en-us/azure/cloud-adoption-framework/manage/monitor:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -279058,6 +289772,7 @@ https://learn.microsoft.com/en-us/azure/cloud-adoption-framework/overview:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -279090,6 +289805,7 @@ https://learn.microsoft.com/en-us/azure/cloud-adoption-framework/ready/enterpris
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -279126,6 +289842,7 @@ https://learn.microsoft.com/en-us/azure/cloud-adoption-framework/scenarios/app-p
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -279157,6 +289874,7 @@ https://learn.microsoft.com/en-us/azure/container-apps:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -279189,6 +289907,7 @@ https://learn.microsoft.com/en-us/azure/cost-management-billing/costs/view-kuber
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   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -279221,6 +289940,7 @@ https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-containe
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -279254,6 +289974,7 @@ https://learn.microsoft.com/en-us/azure/defender-for-cloud/iac-vulnerabilities:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -279287,6 +290008,7 @@ https://learn.microsoft.com/en-us/azure/developer/java/ee/jboss-eap-on-aro:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -279320,6 +290042,7 @@ https://learn.microsoft.com/en-us/azure/developer/java/migration/migration-overv
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -279352,6 +290075,7 @@ https://learn.microsoft.com/en-us/azure/developer/terraform/azure-export-for-ter
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -279383,6 +290107,7 @@ https://learn.microsoft.com/en-us/azure/developer/terraform/azure-export-for-ter
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -279414,6 +290139,7 @@ https://learn.microsoft.com/en-us/azure/devops/demo-gen/use-demo-generator-v2?vi
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   resource_type: null
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-  status: online
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@@ -279451,6 +290178,7 @@ https://learn.microsoft.com/en-us/azure/devops/managed-devops-pools:
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learn.microsoft.com/en-us/azure/devops/managed-devops-pools/?view=azure-devops
 https://learn.microsoft.com/en-us/azure/devops/managed-devops-pools/?view=azure-devops:
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   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
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   discovered_at: '2026-05-17T17:59:39.418402+02:00'
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   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
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   last_checked: 1779130494.984751
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   discovered_at: '2026-05-18T20:54:54.984751+02:00'
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   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
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   discovered_at: '2025-06-01T00:00:00+02:00'
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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   discovered_at: '2022-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
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   discovered_at: '2024-06-01T00:00:00+02:00'
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   discovered_at: '2024-06-01T00:00:00+02:00'
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   discovered_at: '2024-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.999502+02:00'
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   discovered_at: '2026-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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   discovered_at: '2024-06-01T00:00:00+02:00'
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   discovered_at: '2026-05-18T20:54:54.962035+02:00'
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   discovered_at: '2026-06-01T00:00:00+02:00'
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   discovered_at: '2024-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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-  status: online
+  status: duplicate
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   v2_locations:
   - kubernetes-based-devel.md
   youtube_mosaic: {}
+  duplicate_of: https://github.com/microsoft/mindaro
 https://learn.microsoft.com/en-us/samples/azure-samples/avm-terraform-labs/avm-terraform-labs:
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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   discovered_at: '2026-05-18T20:54:55.012712+02:00'
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   discovered_at: '2026-06-02T00:13:23.689824+02:00'
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
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   resource_type: Educational Course
   complexity: Beginner
   is_microservice: false
-  status: online
+  status: duplicate
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   discovered_at: '2023-06-01T00:00:00+02:00'
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   hierarchy:
@@ -281314,6 +292101,7 @@ https://learn.microsoft.com/en-us/training/paths/intro-to-kubernetes-on-azure:
   v2_locations:
   - managed-kubernetes-in-public-cloud.md
   youtube_mosaic: {}
+  duplicate_of: https://www.cloudtechtwitter.com/2022/05/dont-miss-next-article-be-first-to-be.html
 https://learn.microsoft.com/en-us/visualstudio/docker/tutorials/docker-tutorial:
   title: A multi-step tutorial that covers the basics of working with Docker with
     Visual Studio Code and deploy on Azure
@@ -281334,6 +292122,7 @@ https://learn.microsoft.com/en-us/visualstudio/docker/tutorials/docker-tutorial:
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   discovered_at: '2026-05-18T20:54:54.950737+02:00'
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   discovered_at: '2026-05-18T20:54:55.016254+02:00'
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
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@@ -281436,6 +292227,7 @@ https://learn.microsoft.com/nb-no/azure/role-based-access-control/delegate-role-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -281470,6 +292262,7 @@ https://learn.microsoft.com/nb-no/azure/role-based-access-control/delegate-role-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -281501,6 +292294,7 @@ https://learn.openshift.com:
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   discovered_at: '2026-05-17T17:27:04.834629+02:00'
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   hierarchy:
@@ -281536,6 +292330,7 @@ https://learn.openshift.com/introduction/gitops-introduction:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:02.485911+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -281569,6 +292364,7 @@ https://learn.openshift.com/middleware/pipelines:
   last_checked: 1779032571.581287
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:51.581287+02:00'
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   hierarchy:
@@ -281599,6 +292395,7 @@ https://learn.openshift.com/playgrounds/openshift44:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:40.042476+02:00'
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@@ -281617,13 +292414,14 @@ https://learn.pluralsight.com/programs/2019/free-course/template4:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T18:15:29.481686+02:00'
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@@ -281632,6 +292430,7 @@ https://learn.pluralsight.com/programs/2019/free-course/template4:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://acloud.guru/forums/aws-certified-advanced-networking-specialty/discussion/-LELSWplsuDI8q8_KtjN/What%20is%20the%20best%20way%20to%20generate%20a%20visual%20diagram%20of%20the%20AWS%20environment%20which%20includes%20VPC,%20VPN,%20EC2,%20and%20AMIs%3F
 https://learn.theketch.io/docs/getting-started:
   title: 'ketch: Getting Started'
   description: ''
@@ -281650,6 +292449,7 @@ https://learn.theketch.io/docs/getting-started:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:28.740211+02:00'
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   hierarchy:
@@ -281684,6 +292484,7 @@ https://learncloudnative.com/blog/2020-11-23-multiple-vs-gateway:
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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   hierarchy:
@@ -281715,6 +292516,7 @@ https://learncloudnative.com/blog/2022-05-10-kubectl-tips:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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@@ -281745,6 +292547,7 @@ https://learndevops.substack.com/p/hitting-prometheus-api-with-curl:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:08.474870+02:00'
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@@ -281780,6 +292583,7 @@ https://learngitbranching.js.org:
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   discovered_at: '2023-06-01T00:00:00+02:00'
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@@ -281812,6 +292616,7 @@ https://learning-devops-tools-with-nandita.blogspot.com/2022/08/overview-of-ansi
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   discovered_at: '2022-06-01T00:00:00+02:00'
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@@ -281843,6 +292648,7 @@ https://learning.postman.com/docs/collections/performance-testing/testing-api-pe
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
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   hierarchy:
@@ -281873,6 +292679,7 @@ https://learningdaily.dev/software-architecture-diagramming-and-patterns-7d38999
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:19.738164+02:00'
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   hierarchy:
@@ -281896,13 +292703,14 @@ https://learnk8s.io/allocatable-resources:
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   is_microservice: false
-  status: online
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   health_score: 100.0
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   discovered_at: '2026-05-17T16:53:30.017467+02:00'
+  last_ai_eval: null
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@@ -281912,6 +292720,7 @@ https://learnk8s.io/allocatable-resources:
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learnkube.com/allocatable-resources
 https://learnk8s.io/authentication-kubernetes:
   title: "==learnk8s.io/authentication-kubernetes: User and workload identities in'
     Kubernetes== \U0001F31F\U0001F31F\U0001F31F"
@@ -281923,13 +292732,14 @@ https://learnk8s.io/authentication-kubernetes:
   resource_type: null
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   is_microservice: false
-  status: online
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   health_score: 100.0
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   discovered_at: '2026-05-17T18:00:20.265361+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -281938,6 +292748,7 @@ https://learnk8s.io/authentication-kubernetes:
   - docs/kubernetes-security.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learnkube.com/authentication-kubernetes
 https://learnk8s.io/blog:
   title: learnk8s.io/blog
   description: ''
@@ -281948,13 +292759,14 @@ https://learnk8s.io/blog:
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   is_microservice: false
-  status: online
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   addition_method: manual
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   last_checked: 1779030847.41607
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   discovered_at: '2026-05-17T17:14:07.416070+02:00'
+  last_ai_eval: null
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@@ -281963,6 +292775,7 @@ https://learnk8s.io/blog:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learnkube.com/blog
 https://learnk8s.io/blog/smaller-docker-images:
   title: "learnk8s.io: 3 simple tricks for smaller Docker images \U0001F31F"
   description: ''
@@ -281973,13 +292786,14 @@ https://learnk8s.io/blog/smaller-docker-images:
   resource_type: null
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   is_microservice: false
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   last_checked: 1779030441.10684
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   discovered_at: '2026-05-17T17:07:21.106840+02:00'
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   company: null
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@@ -281988,6 +292802,7 @@ https://learnk8s.io/blog/smaller-docker-images:
   - docs/docker.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learnkube.com/blog/smaller-docker-images
 https://learnk8s.io/cloud-resources-kubernetes:
   title: 'learnk8s.io: Provisioning cloud resources (AWS, GCP, Azure) in Kubernetes'
   description: ''
@@ -281998,13 +292813,14 @@ https://learnk8s.io/cloud-resources-kubernetes:
   resource_type: null
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   is_microservice: false
-  status: online
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   addition_method: manual
   content_hash: bfd5793443b4dd322f96df972adfcd6e03a4ce8bd1fcde1526790ea4e776668a
   health_score: 100.0
   last_checked: 1779032369.641578
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   discovered_at: '2026-05-17T17:39:29.641578+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -282014,6 +292830,7 @@ https://learnk8s.io/cloud-resources-kubernetes:
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learnkube.com/cloud-resources-kubernetes
 https://learnk8s.io/etcd-kubernetes:
   title: 'learnk8s.io: How etcd works with and without Kubernetes'
   description: ''
@@ -282024,13 +292841,14 @@ https://learnk8s.io/etcd-kubernetes:
   resource_type: null
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   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 59b9c93bcfd675e6f1b05e3fe5ef8a0c3c7e3af1b8921e90b11cad678bd2d347
   health_score: 100.0
   last_checked: 1779029476.472103
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:16.472103+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -282039,6 +292857,7 @@ https://learnk8s.io/etcd-kubernetes:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learnkube.com/etcd-kubernetes
 https://learnk8s.io/first-steps:
   title: learnk8s.io/first-steps
   description: ''
@@ -282049,13 +292868,14 @@ https://learnk8s.io/first-steps:
   resource_type: null
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   is_microservice: false
-  status: online
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   health_score: 100.0
   last_checked: 1779031447.072409
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   discovered_at: '2026-05-17T17:24:07.072409+02:00'
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   hierarchy: []
@@ -282064,6 +292884,7 @@ https://learnk8s.io/first-steps:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learnkube.com/training
 https://learnk8s.io/graceful-shutdown:
   title: '==learnk8s.io: Graceful shutdown and zero downtime deployments in Kubernetes=='
   description: ''
@@ -282081,6 +292902,7 @@ https://learnk8s.io/graceful-shutdown:
   last_checked: 1779030402.20805
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:42.208050+02:00'
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@@ -282099,13 +292921,14 @@ https://learnk8s.io/how-many-clusters:
   resource_type: null
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   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 9e31112c2c9b9c5000a65c573ad04bf1a6684ebb0c578d061b38f2b63ea038f9
   health_score: 100.0
   last_checked: 1779031620.772826
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:00.772826+02:00'
+  last_ai_eval: null
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@@ -282114,6 +292937,7 @@ https://learnk8s.io/how-many-clusters:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learnkube.com/how-many-clusters
 https://learnk8s.io/kafka-ha-kubernetes:
   title: "==learnk8s.io/kafka-ha-kubernetes: Designing and testing a highly available'
     Kafka cluster on Kubernetes== \U0001F31F"
@@ -282125,13 +292949,14 @@ https://learnk8s.io/kafka-ha-kubernetes:
   resource_type: null
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   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: b3b241d342c399260f98dcbd13cc940a2fd534b3e18ea66442047272621dcc23
   health_score: 100.0
   last_checked: 1779032115.293418
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:15.293418+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -282140,6 +292965,7 @@ https://learnk8s.io/kafka-ha-kubernetes:
   - docs/message-queue.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learnkube.com/kafka-ha-kubernetes
 https://learnk8s.io/kubernetes-autoscaling-strategies:
   title: "learnk8s.io: Architecting Kubernetes clusters β€” choosing the best autoscaling'
     strategy \U0001F31F"
@@ -282151,13 +292977,14 @@ https://learnk8s.io/kubernetes-autoscaling-strategies:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 9cada5c48ace8127c66adff1784176a7e348381b03d7b16e51c03cae800a8ee3
   health_score: 100.0
   last_checked: 1779031782.878856
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:42.878856+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -282166,6 +292993,7 @@ https://learnk8s.io/kubernetes-autoscaling-strategies:
   - docs/kubernetes-autoscaling.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learnkube.com/kubernetes-autoscaling-strategies
 https://learnk8s.io/kubernetes-custom-authentication:
   title: Implementing a custom Kubernetes authentication method
   description: ''
@@ -282176,13 +293004,14 @@ https://learnk8s.io/kubernetes-custom-authentication:
   resource_type: null
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   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 216c63d2361388c52fffb3e910ed19c6c86370cf66696415807c83fb085ea3fb
   health_score: 100.0
   last_checked: 1779031596.965855
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:36.965855+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -282191,6 +293020,7 @@ https://learnk8s.io/kubernetes-custom-authentication:
   - docs/kubernetes-security.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learnkube.com/kubernetes-custom-authentication
 https://learnk8s.io/kubernetes-instance-calculator:
   title: "learnk8s.io: Kubernetes Instance Calculator \U0001F31F\U0001F31F"
   description: ''
@@ -282201,13 +293031,14 @@ https://learnk8s.io/kubernetes-instance-calculator:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: ed1b9cc47891891992f29dcde28c5a36251f0e2e7b56c6a70e3edeef1ae087fc
   health_score: 100.0
   last_checked: 1779032973.318984
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:33.318984+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -282216,6 +293047,7 @@ https://learnk8s.io/kubernetes-instance-calculator:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learnkube.com/kubernetes-instance-calculator
 https://learnk8s.io/kubernetes-long-lived-connections:
   title: '==Service meshes to the rescue: Load balancing and scaling long-lived connections''
     in Kubernetes=='
@@ -282234,6 +293066,7 @@ https://learnk8s.io/kubernetes-long-lived-connections:
   last_checked: 1779033072.868881
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:12.868881+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -282261,6 +293094,7 @@ https://learnk8s.io/kubernetes-network-packets:
   last_checked: 1779029062.066616
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:22.066616+02:00'
+  last_ai_eval: null
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@@ -282279,13 +293113,14 @@ https://learnk8s.io/kubernetes-node-size:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 71f96a2fb0e938121c9ff5f82b1952933619099b910afa20a319910e17df7126
   health_score: 100.0
   last_checked: 1779031508.234804
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:08.234804+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -282294,6 +293129,7 @@ https://learnk8s.io/kubernetes-node-size:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://itnext.io/architecting-kubernetes-clusters-choosing-a-worker-node-size-b3729cc0c78f
 https://learnk8s.io/kubernetes-policies:
   title: Enforcing policies and governance for Kubernetes workloads
   description: ''
@@ -282311,6 +293147,7 @@ https://learnk8s.io/kubernetes-policies:
   last_checked: 1779030431.39912
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:11.399120+02:00'
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   hierarchy: []
@@ -282336,6 +293173,7 @@ https://learnk8s.io/kubernetes-rollbacks:
   last_checked: 1779034153.489808
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:09:13.489808+02:00'
+  last_ai_eval: null
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@@ -282354,13 +293192,14 @@ https://learnk8s.io/kubernetes-terraform:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 74947e16c183ed184451b05bb16e1e2246baf50d647baa508be3253f40878474
   health_score: 100.0
   last_checked: 1779033329.563946
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   discovered_at: '2026-05-17T17:55:29.563946+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -282369,6 +293208,7 @@ https://learnk8s.io/kubernetes-terraform:
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learnkube.com/kubernetes-terraform
 https://learnk8s.io/kubernetes-wallpapers:
   title: 'learnk8s.io: Kubernetes wallpapers'
   description: ''
@@ -282379,13 +293219,14 @@ https://learnk8s.io/kubernetes-wallpapers:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 6ce13c62a8bc45eef972f9242c1ff0015a5192f05f69e099647b84777577281b
   health_score: 100.0
   last_checked: 1779034373.510679
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:53.510679+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -282394,6 +293235,7 @@ https://learnk8s.io/kubernetes-wallpapers:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learnkube.com/kubernetes-wallpapers
 https://learnk8s.io/learn-kubernetes-weekly:
   title: "learnk8s.io/learn-kubernetes-weekly \U0001F31F"
   description: ''
@@ -282411,6 +293253,7 @@ https://learnk8s.io/learn-kubernetes-weekly:
   last_checked: 1779031536.451601
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:36.451601+02:00'
+  last_ai_eval: null
   company: null
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@@ -282430,13 +293273,14 @@ https://learnk8s.io/microservices-authentication-kubernetes:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779031713.10641
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   discovered_at: '2026-05-17T17:28:33.106410+02:00'
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   company: null
   geo_region: null
   hierarchy: []
@@ -282445,6 +293289,7 @@ https://learnk8s.io/microservices-authentication-kubernetes:
   - docs/kubernetes-security.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learnkube.com/microservices-authentication-kubernetes
 https://learnk8s.io/news:
   title: learnk8s.io/news
   description: ''
@@ -282462,6 +293307,7 @@ https://learnk8s.io/news:
   last_checked: 1779030686.085276
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:26.085276+02:00'
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   company: null
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   hierarchy: []
@@ -282486,6 +293332,7 @@ https://learnk8s.io/production-best-practices:
   last_checked: 1779029323.964304
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:43.964304+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -282511,6 +293358,7 @@ https://learnk8s.io/rbac-kubernetes:
   last_checked: 1779031616.042523
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:56.042523+02:00'
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@@ -282529,13 +293377,14 @@ https://learnk8s.io/real-time-dashboard:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   content_hash: 9c56dd6df70a5498db821593437bb7942e32a437384690922b571433e85cb955
   health_score: 100.0
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   discovered_at: '2026-05-17T16:49:01.937843+02:00'
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   hierarchy: []
@@ -282544,6 +293393,7 @@ https://learnk8s.io/real-time-dashboard:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learnkube.com/real-time-dashboard
 https://learnk8s.io/research:
   title: "Kubernetes Research. Research documents on node instance types, managed
     services, ingress controllers, CNIs, etc. \U0001F31F"
@@ -282555,13 +293405,14 @@ https://learnk8s.io/research:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 66cfadb54f9e01f3db00d0fbf1a812d9249792f9f16f69ad0c8e2f2023617911
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   discovered_at: '2026-05-17T17:59:36.133587+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -282572,6 +293423,7 @@ https://learnk8s.io/research:
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learnkube.com/research
 https://learnk8s.io/scaling-celery-rabbitmq-kubernetes:
   title: 'learnk8s.io: Scaling Celery workers with RabbitMQ on Kubernetes'
   description: ''
@@ -282582,13 +293434,14 @@ https://learnk8s.io/scaling-celery-rabbitmq-kubernetes:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   content_hash: 7b7275112d567b17217b7f4a8177b76e67e2d5a4565d6498ef646646bea0b29d
   health_score: 100.0
   last_checked: 1779032548.039748
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   discovered_at: '2026-05-17T17:42:28.039748+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -282597,6 +293450,7 @@ https://learnk8s.io/scaling-celery-rabbitmq-kubernetes:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learnkube.com/scaling-celery-rabbitmq-kubernetes
 https://learnk8s.io/setting-cpu-memory-limits-requests:
   title: "learnk8s.io: Setting the right requests and limits in Kubernetes \U0001F31F"
   description: ''
@@ -282607,13 +293461,14 @@ https://learnk8s.io/setting-cpu-memory-limits-requests:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 1b64190b88399a152a4e67d5529900d787ac658db0a3d6effa1c2a70ce9d1b94
   health_score: 100.0
   last_checked: 1779033425.456574
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   discovered_at: '2026-05-17T17:57:05.456574+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -282622,6 +293477,7 @@ https://learnk8s.io/setting-cpu-memory-limits-requests:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learnkube.com/setting-cpu-memory-limits-requests
 https://learnk8s.io/sidecar-containers-patterns:
   title: 'learnk8s.io: Extending applications on Kubernetes with multi-container pods'
   description: ''
@@ -282632,13 +293488,14 @@ https://learnk8s.io/sidecar-containers-patterns:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 4765b75da936e87296482a4c197a049c8261ab74cea5e0ae5d3080c57f21b227
   health_score: 100.0
   last_checked: 1779031755.957139
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:15.957139+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -282647,6 +293504,7 @@ https://learnk8s.io/sidecar-containers-patterns:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learnkube.com/sidecar-containers-patterns
 https://learnk8s.io/spring-boot-kubernetes-guide:
   title: 'learnk8s.io: Developing and deploying Spring Boot microservices on Kubernetes'
   description: ''
@@ -282657,13 +293515,14 @@ https://learnk8s.io/spring-boot-kubernetes-guide:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 90bb95ba0d06fc58aa3a10fc586e006f7c66a48922aaf2df0370cb1eb56d5183
   health_score: 100.0
   last_checked: 1779029476.70184
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:16.701840+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -282672,6 +293531,7 @@ https://learnk8s.io/spring-boot-kubernetes-guide:
   - docs/java_frameworks.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learnkube.com/spring-boot-kubernetes-guide
 https://learnk8s.io/templating-yaml-with-code:
   title: Templating YAML in Kubernetes with real code
   description: ''
@@ -282682,13 +293542,14 @@ https://learnk8s.io/templating-yaml-with-code:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 2e1de1fac5625a6f259f183e64956ac642b8b1edb1b9ed058382a799969782d0
   health_score: 100.0
   last_checked: 1779031495.096069
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:55.096069+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -282697,6 +293558,7 @@ https://learnk8s.io/templating-yaml-with-code:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learnkube.com/templating-yaml-with-code
 https://learnk8s.io/terraform-aks:
   title: "learnk8s.io/terraform-aks: Provisioning Kubernetes clusters on AWS with'
     Terraform and AKS \U0001F31F"
@@ -282708,13 +293570,14 @@ https://learnk8s.io/terraform-aks:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   content_hash: 48c0078a362c90c956d4c53acd283c05fab7c74833fd0dbfdede41d6af0d7df7
   health_score: 100.0
   last_checked: 1779034510.725291
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:10.725291+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -282723,6 +293586,7 @@ https://learnk8s.io/terraform-aks:
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learnkube.com/terraform-lke
 https://learnk8s.io/terraform-eks:
   title: "learnk8s.io/terraform-eks: Provisioning Kubernetes clusters on AWS with'
     Terraform and EKS \U0001F31F"
@@ -282734,13 +293598,14 @@ https://learnk8s.io/terraform-eks:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 9ebd49dc4c4bb8370a0f2e5f13937e63a18d1b11fefda965171a5e9118c41d02
   health_score: 100.0
   last_checked: 1779031013.291224
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   discovered_at: '2026-05-17T17:16:53.291224+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -282749,6 +293614,7 @@ https://learnk8s.io/terraform-eks:
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learnk8s.io/terraform-aks
 https://learnk8s.io/terraform-gke:
   title: "learnk8s.io/terraform-gke: Provisioning Kubernetes clusters on AWS with'
     Terraform and GKE \U0001F31F"
@@ -282760,13 +293626,14 @@ https://learnk8s.io/terraform-gke:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 6a0c0745dd910af8573a08410f99f8b3dac7bc469a577d585b68cfe7790b9e0b
   health_score: 100.0
   last_checked: 1779033752.037963
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:32.037963+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -282775,6 +293642,7 @@ https://learnk8s.io/terraform-gke:
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learnk8s.io/terraform-aks
 https://learnk8s.io/terraform-lke:
   title: "learnk8s.io/terraform-lke: Provisioning Kubernetes clusters on Linode with'
     Terraform \U0001F31F"
@@ -282786,13 +293654,14 @@ https://learnk8s.io/terraform-lke:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: b2c9e3c5ece1f31e8f281585a508df5048a0affaf7a827ec4fd929a88eafa96e
   health_score: 100.0
   last_checked: 1779032000.931974
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:20.931974+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -282801,6 +293670,7 @@ https://learnk8s.io/terraform-lke:
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learnkube.com/terraform-lke
 https://learnk8s.io/troubleshooting-deployments:
   title: "==learnk8s.io: A visual guide on troubleshooting Kubernetes deployments=='
     \U0001F31F"
@@ -282819,6 +293689,7 @@ https://learnk8s.io/troubleshooting-deployments:
   last_checked: 1779032057.687267
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:17.687267+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -282837,13 +293708,14 @@ https://learnk8s.io/validating-kubernetes-yaml:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 9366b64b9fddaf0b5c7fc8d842146a33b29a21b6a933e82ec534413c95a03fad
   health_score: 100.0
   last_checked: 1779030865.909501
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:25.909501+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -282852,6 +293724,7 @@ https://learnk8s.io/validating-kubernetes-yaml:
   - docs/yaml.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://learnkube.com/validating-kubernetes-yaml
 https://learnkube.com/allocatable-resources:
   title: 'learnk8s.io: Allocatable memory and CPU in Kubernetes Nodes'
   description: ''
@@ -282871,6 +293744,7 @@ https://learnkube.com/allocatable-resources:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -282906,6 +293780,7 @@ https://learnkube.com/authentication-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -282939,6 +293814,7 @@ https://learnkube.com/blog:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -282970,6 +293846,7 @@ https://learnkube.com/blog/smaller-docker-images:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -283004,6 +293881,7 @@ https://learnkube.com/cloud-resources-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -283035,6 +293913,7 @@ https://learnkube.com/etcd-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -283069,6 +293948,7 @@ https://learnkube.com/graceful-shutdown:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -283100,6 +293980,7 @@ https://learnkube.com/how-many-clusters:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -283133,6 +294014,7 @@ https://learnkube.com/kafka-ha-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -283166,6 +294048,7 @@ https://learnkube.com/kubernetes-autoscaling-strategies:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -283198,6 +294081,7 @@ https://learnkube.com/kubernetes-custom-authentication:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -283230,6 +294114,7 @@ https://learnkube.com/kubernetes-instance-calculator:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -283265,6 +294150,7 @@ https://learnkube.com/kubernetes-long-lived-connections:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -283298,6 +294184,7 @@ https://learnkube.com/kubernetes-network-packets:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -283324,13 +294211,14 @@ https://learnkube.com/kubernetes-node-size:
   resource_type: Article
   complexity: Advanced
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -283343,6 +294231,7 @@ https://learnkube.com/kubernetes-node-size:
   v2_locations:
   - kubernetes.md
   youtube_mosaic: {}
+  duplicate_of: https://itnext.io/architecting-kubernetes-clusters-choosing-a-worker-node-size-b3729cc0c78f
 https://learnkube.com/kubernetes-policies:
   title: null
   description: null
@@ -283360,6 +294249,7 @@ https://learnkube.com/kubernetes-policies:
   last_checked: 1779130495.015804
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.015804+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -283387,6 +294277,7 @@ https://learnkube.com/kubernetes-rollbacks:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -283419,6 +294310,7 @@ https://learnkube.com/kubernetes-services-and-load-balancing:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -283433,6 +294325,7 @@ https://learnkube.com/kubernetes-services-and-load-balancing:
   v2_locations:
   - kubernetes-tutorials.md
   - kubernetes-networking.md
+  - kubernetes-tools.md
   youtube_mosaic: {}
 https://learnkube.com/kubernetes-terraform:
   title: 'learnk8s.io/kubernetes-terraform: Creating Kubernetes clusters with Terraform'
@@ -283453,6 +294346,7 @@ https://learnkube.com/kubernetes-terraform:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -283485,6 +294379,7 @@ https://learnkube.com/kubernetes-wallpapers:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -283518,6 +294413,7 @@ https://learnkube.com/microservices-authentication-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -283547,6 +294443,7 @@ https://learnkube.com/news-events-jobs:
   last_checked: 1779130495.001127
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.001127+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -283573,6 +294470,7 @@ https://learnkube.com/production-best-practices:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -283605,6 +294503,7 @@ https://learnkube.com/rbac-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -283637,6 +294536,7 @@ https://learnkube.com/real-time-dashboard:
   last_checked: 1779130494.976722
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.976722+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -283671,6 +294571,7 @@ https://learnkube.com/research:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -283702,6 +294603,7 @@ https://learnkube.com/scaling-celery-rabbitmq-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -283738,6 +294640,7 @@ https://learnkube.com/setting-cpu-memory-limits-requests:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -283770,6 +294673,7 @@ https://learnkube.com/sidecar-containers-patterns:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -283803,6 +294707,7 @@ https://learnkube.com/spring-boot-kubernetes-guide:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -283841,6 +294746,7 @@ https://learnkube.com/templating-yaml-with-code:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -283872,6 +294778,7 @@ https://learnkube.com/terraform-aks:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -283896,13 +294803,14 @@ https://learnkube.com/terraform-eks:
   resource_type: Tutorial
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -283916,6 +294824,7 @@ https://learnkube.com/terraform-eks:
   v2_locations:
   - terraform.md
   youtube_mosaic: {}
+  duplicate_of: https://learnkube.com/terraform-aks
 https://learnkube.com/terraform-gke:
   title: "learnk8s.io/terraform-gke  \U0001F31F"
   description: ''
@@ -283928,13 +294837,14 @@ https://learnkube.com/terraform-gke:
   resource_type: Tutorial
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -283948,6 +294858,7 @@ https://learnkube.com/terraform-gke:
   v2_locations:
   - terraform.md
   youtube_mosaic: {}
+  duplicate_of: https://learnkube.com/terraform-aks
 https://learnkube.com/terraform-lke:
   title: "learnk8s.io/terraform-lke: Provisioning Kubernetes clusters on Linode with
     Terraform \U0001F31F"
@@ -283968,6 +294879,7 @@ https://learnkube.com/terraform-lke:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -284001,6 +294913,7 @@ https://learnkube.com/training:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -284034,6 +294947,7 @@ https://learnkube.com/troubleshooting-deployments:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -284066,6 +294980,7 @@ https://learnkube.com/validating-kubernetes-yaml:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -284099,6 +295014,7 @@ https://learntocloud.guide:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -284129,6 +295045,7 @@ https://leebriggs.co.uk/blog/2019/02/07/why-are-we-templating-yaml.html:
   last_checked: 1779031827.335602
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:27.335602+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -284157,6 +295074,7 @@ https://legacy-controller-docs.ansible.com/ansible-tower:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -284188,6 +295106,7 @@ https://lenshq.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -284220,6 +295139,7 @@ https://levelup.gitconnected.com/12-visual-studio-code-shortcuts-that-every-deve
   last_checked: 1779030425.612099
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:05.612099+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -284253,6 +295173,7 @@ https://levelup.gitconnected.com/5-bash-string-manipulation-methods-that-help-ev
   last_checked: 1779031533.429266
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:33.429266+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -284286,6 +295207,7 @@ https://levelup.gitconnected.com/5-git-commands-to-know-before-your-first-tech-j
   last_checked: 1779029613.230833
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:33.230833+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -284317,6 +295239,7 @@ https://levelup.gitconnected.com/5-tips-for-troubleshooting-apps-on-kubernetes-8
   last_checked: 1779033074.309321
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:14.309321+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -284348,6 +295271,7 @@ https://levelup.gitconnected.com/5-tips-to-design-for-multi-tenancy-architecture
   last_checked: 1779034504.475763
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:04.475763+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -284381,6 +295305,7 @@ https://levelup.gitconnected.com/5-tricks-to-take-your-kubernetes-skills-to-the-
   last_checked: 1779031117.252881
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:37.252881+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -284414,6 +295339,7 @@ https://levelup.gitconnected.com/access-kubernetes-objects-data-from-proc-direct
   last_checked: 1779033500.324174
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:20.324174+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -284447,6 +295373,7 @@ https://levelup.gitconnected.com/automating-integration-and-deployment-to-remote
   last_checked: 1779031422.452555
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:42.452555+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -284478,6 +295405,7 @@ https://levelup.gitconnected.com/aws-azure-gcp-resource-hierarchies-25b829127511
   last_checked: 1779032466.056114
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:41:06.056114+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -284509,6 +295437,7 @@ https://levelup.gitconnected.com/basics-of-ci-cd-a98340c60b04:
   last_checked: 1779032223.554741
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:03.554741+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -284540,6 +295469,7 @@ https://levelup.gitconnected.com/blue-green-with-canary-deployment-a-novel-appro
   last_checked: 1779031185.897583
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:45.897583+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -284571,6 +295501,7 @@ https://levelup.gitconnected.com/concurrency-in-go-shared-memory-a2ef201b396b:
   last_checked: 1779033435.833543
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:15.833543+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -284604,6 +295535,7 @@ https://levelup.gitconnected.com/continuous-integration-continuous-deployment-wi
   last_checked: 1779032170.853025
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:10.853025+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -284635,6 +295567,7 @@ https://levelup.gitconnected.com/deploying-simple-golang-webapp-to-kubernetes-25
   last_checked: 1779033696.991862
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:36.991862+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -284666,6 +295599,7 @@ https://levelup.gitconnected.com/digestible-devops-the-7-devops-practices-8bd8b3
   last_checked: 1779033973.826324
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:06:13.826324+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -284699,6 +295633,7 @@ https://levelup.gitconnected.com/do-you-know-distributed-job-scheduling-in-micro
   last_checked: 1779031302.168021
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:21:42.168021+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -284732,6 +295667,7 @@ https://levelup.gitconnected.com/do-you-know-distributed-job-scheduling-in-micro
   last_checked: 1779030084.627652
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:24.627652+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -284763,6 +295699,7 @@ https://levelup.gitconnected.com/enforce-audit-policy-in-kubernetes-k8s-34e50473
   last_checked: 1779032900.111723
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:20.111723+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -284794,6 +295731,7 @@ https://levelup.gitconnected.com/error-handling-in-event-driven-systems-1f0a7ef2
   last_checked: 1779030614.836326
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:14.836326+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -284827,6 +295765,7 @@ https://levelup.gitconnected.com/exploring-grafana-agent-flow-simplifying-monito
   last_checked: 1779032056.840916
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:16.840916+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -284858,6 +295797,7 @@ https://levelup.gitconnected.com/first-try-on-java-operator-sdk-5a07f30771de:
   last_checked: 1779033205.876547
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:25.876547+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -284889,6 +295829,7 @@ https://levelup.gitconnected.com/flux-cd-getting-started-1a06671d718f:
   last_checked: 1779034326.332406
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:06.332406+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -284920,6 +295861,7 @@ https://levelup.gitconnected.com/fully-explained-array-data-structure-in-python-
   last_checked: 1779031782.055355
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:42.055355+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -284951,6 +295893,7 @@ https://levelup.gitconnected.com/generics-in-go-viva-la-revolution-e27898bf5495:
   last_checked: 1779032683.847542
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:43.847542+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -284984,6 +295927,7 @@ https://levelup.gitconnected.com/getting-started-with-argocd-on-your-kubernetes-
   last_checked: 1779034116.010071
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:36.010071+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -285017,6 +295961,7 @@ https://levelup.gitconnected.com/github-actions-self-hosted-runners-on-amazon-ek
   last_checked: 1779032832.926902
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:12.926902+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -285048,6 +295993,7 @@ https://levelup.gitconnected.com/github-may-replace-dockerhub-a5da5e547f01:
   last_checked: 1779032699.184532
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:59.184532+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -285081,6 +296027,7 @@ https://levelup.gitconnected.com/gitops-ci-cd-using-github-actions-and-argocd-on
   last_checked: 1779032920.289509
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:40.289509+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -285112,6 +296059,7 @@ https://levelup.gitconnected.com/helm-101-for-developers-1c28e734937e:
   last_checked: 1779030561.549917
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:21.549917+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -285143,6 +296091,7 @@ https://levelup.gitconnected.com/helm-data-sharing-between-parent-and-child-char
   last_checked: 1779032819.68044
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:59.680440+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -285174,6 +296123,7 @@ https://levelup.gitconnected.com/helm-named-templates-de2efc3875d0:
   last_checked: 1779030034.509989
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:34.509989+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -285207,6 +296157,7 @@ https://levelup.gitconnected.com/helm-vs-kustomize-navigating-kubernetes-configu
   last_checked: 1779032256.863067
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:36.863067+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -285240,6 +296191,7 @@ https://levelup.gitconnected.com/how-to-design-a-system-to-scale-to-your-first-1
   last_checked: 1779031416.282685
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:36.282685+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -285275,6 +296227,7 @@ https://levelup.gitconnected.com/how-to-guess-the-right-size-for-your-kubernetes
   last_checked: 1779031805.01837
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:05.018370+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -285306,6 +296259,7 @@ https://levelup.gitconnected.com/how-to-manage-your-technical-backlog-868415f8ee
   last_checked: 1779034391.884973
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:11.884973+02:00'
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   hierarchy:
@@ -285337,6 +296291,7 @@ https://levelup.gitconnected.com/installing-exploring-the-kube-prometheus-projec
   last_checked: 1779030299.719387
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:59.719387+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -285368,6 +296323,7 @@ https://levelup.gitconnected.com/introduction-to-helm-dashboard-dddf43e38cc2:
   last_checked: 1779032254.693819
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:34.693819+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -285399,6 +296355,7 @@ https://levelup.gitconnected.com/kafka-for-engineers-975feaea6067:
   last_checked: 1779031714.50831
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:34.508310+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -285430,6 +296387,7 @@ https://levelup.gitconnected.com/kubernetes-101-secrets-20d068ab0563:
   last_checked: 1779033665.750204
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:05.750204+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -285463,6 +296421,7 @@ https://levelup.gitconnected.com/kubernetes-101-understanding-the-basics-of-cont
   last_checked: 1779031537.784666
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:37.784666+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -285496,6 +296455,7 @@ https://levelup.gitconnected.com/kubernetes-101-understanding-the-basics-of-cont
   last_checked: 1779032036.656854
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:56.656854+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -285527,6 +296487,7 @@ https://levelup.gitconnected.com/kubernetes-monitoring-101-core-pipeline-service
   last_checked: 1779030422.40055
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:02.400550+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -285560,6 +296521,7 @@ https://levelup.gitconnected.com/kubernetes-planternetes-v1-28-non-graceful-node
   last_checked: 1779032134.57435
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:34.574350+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -285591,6 +296553,7 @@ https://levelup.gitconnected.com/kubernetes-with-coredns-e40772c5e6ee:
   last_checked: 1779030975.483361
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:15.483361+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -285622,6 +296585,7 @@ https://levelup.gitconnected.com/master-sparkml-practical-guide-for-machine-lear
   last_checked: 1779029171.970143
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:11.970143+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -285653,6 +296617,7 @@ https://levelup.gitconnected.com/micro-frontend-architecture-794442e9b325:
   last_checked: 1779029938.84022
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:58.840220+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -285684,6 +296649,7 @@ https://levelup.gitconnected.com/multi-tenant-application-a29153d31c5a:
   last_checked: 1779030014.710079
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:14.710079+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -285717,6 +296683,7 @@ https://levelup.gitconnected.com/nestjs-microservices-with-grpc-api-gateway-and-
   last_checked: 1779029364.8555
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:24.855500+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -285748,6 +296715,7 @@ https://levelup.gitconnected.com/openshift-the-next-level-of-kubernetes-6d58ad72
   last_checked: 1779029796.137478
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:56:36.137478+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -285779,6 +296747,7 @@ https://levelup.gitconnected.com/operators-extending-kubernetes-capabilities-184
   last_checked: 1779031255.354061
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:55.354061+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -285812,6 +296781,7 @@ https://levelup.gitconnected.com/running-workflows-on-windows-with-jenkins-pipel
   last_checked: 1779031117.415963
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:37.415963+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -285843,6 +296813,7 @@ https://levelup.gitconnected.com/scale-your-apps-using-keda-in-kubernetes-a1f214
   last_checked: 1779029992.855584
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:52.855584+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -285876,6 +296847,7 @@ https://levelup.gitconnected.com/scale-your-apps-using-keda-in-kubernetes-a1f214
   last_checked: 1779033342.610533
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:42.610533+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -285907,6 +296879,7 @@ https://levelup.gitconnected.com/short-using-iac-over-clickops-229e919b5373:
   last_checked: 1779031333.368106
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:13.368106+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -285940,6 +296913,7 @@ https://levelup.gitconnected.com/start-your-scripting-journey-today-bash-script-
   last_checked: 1779031676.54753
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:56.547530+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -285973,6 +296947,7 @@ https://levelup.gitconnected.com/step-by-step-slow-guide-kubernetes-dashboard-on
   last_checked: 1779032105.716571
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:05.716571+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -286004,6 +296979,7 @@ https://levelup.gitconnected.com/the-core-of-kubernetes-security-clusters-5d9a69
   last_checked: 1779030005.370236
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:05.370236+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -286037,6 +297013,7 @@ https://levelup.gitconnected.com/top-30-git-commands-you-should-know-to-master-g
   last_checked: 1779030201.986409
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:21.986409+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -286070,6 +297047,7 @@ https://levelup.gitconnected.com/truth-about-soap-vs-rest-vs-grpc-vs-graphql-che
   last_checked: 1779029225.547651
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:05.547651+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -286101,6 +297079,7 @@ https://levelup.gitconnected.com/vim-a-how-to-guide-55f63bfdcff:
   last_checked: 1779034041.430409
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:21.430409+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -286133,6 +297112,7 @@ https://levelup.gitconnected.com/whats-wrong-with-your-crudy-interfaces-besides-
   last_checked: 1779031696.482288
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:16.482288+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -286157,13 +297137,14 @@ https://liavyona09.medium.com/spice-up-your-kubernetes-environment-with-aws-lamb
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779030011.702784
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:11.702784+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -286177,6 +297158,7 @@ https://liavyona09.medium.com/spice-up-your-kubernetes-environment-with-aws-lamb
   v2_locations:
   - aws-serverless.md
   youtube_mosaic: {}
+  duplicate_of: https://blog.usejournal.com/spice-up-your-kubernetes-environment-with-aws-lambda-a07d81347607
 https://libguestfs.org/guestfish.1.html:
   title: Guestfish
   description: ''
@@ -286197,6 +297179,7 @@ https://libguestfs.org/guestfish.1.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -286234,6 +297217,7 @@ https://libropython.es:
   last_checked: 1780352282.81461
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:18:02.814610+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -286280,6 +297264,7 @@ https://librosgratis.dev:
   last_checked: 1780352686.744496
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:24:46.744496+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -286317,6 +297302,7 @@ https://lightstep.com:
   last_checked: 1779031202.786559
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:02.786559+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -286345,6 +297331,7 @@ https://linbit.com/kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -286376,6 +297363,7 @@ https://linkerd.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -286407,6 +297395,7 @@ https://linkerd.io/2.10/tasks/multicluster/index.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -286430,13 +297419,14 @@ https://linkerd.io/2020/06/09/announcing-linkerd-2.8:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: e1008643b03cbf91d8846594c7fff108d18195c3bd34bec735aecaa9a91f1397
   health_score: 100.0
   last_checked: 1779031591.703108
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:31.703108+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -286445,6 +297435,7 @@ https://linkerd.io/2020/06/09/announcing-linkerd-2.8:
   - docs/servicemesh.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://linkerd.io/2020/06/09/announcing-linkerd-2.8/index.html
 https://linkerd.io/2020/06/09/announcing-linkerd-2.8/index.html:
   title: 'Announcing Linkerd 2.8: simple, secure multi-cluster Kubernetes'
   description: ''
@@ -286464,6 +297455,7 @@ https://linkerd.io/2020/06/09/announcing-linkerd-2.8/index.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -286496,6 +297488,7 @@ https://linkerd.io/2021/05/27/linkerd-vs-istio-benchmarks/index.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -286518,13 +297511,14 @@ https://linkerd.io/2021/07/28/announcing-cncf-graduation:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: f25aabde3801ad31bd970b31a10178fd5f2d71fc2c6e68ed48ad41240f834751
   health_score: 100.0
   last_checked: 1779029374.577794
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:34.577794+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -286533,6 +297527,7 @@ https://linkerd.io/2021/07/28/announcing-cncf-graduation:
   - docs/servicemesh.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://linkerd.io/2021/07/28/announcing-cncf-graduation/index.html
 https://linkerd.io/2021/07/28/announcing-cncf-graduation/index.html:
   title: 'linkerd.io: Announcing Linkerd''s Graduation'
   description: ''
@@ -286552,6 +297547,7 @@ https://linkerd.io/2021/07/28/announcing-cncf-graduation/index.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -286584,6 +297580,7 @@ https://linkerd.io/2021/11/29/linkerd-vs-istio-benchmarks-2021/index.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -286607,13 +297604,14 @@ https://linkerd.io/2021/12/28/using-kubernetess-new-bound-service-account-tokens
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: ec9d042e3c08dbd75b50b0c7e5508936b905256309179f75431203eb23e2f976
   health_score: 100.0
   last_checked: 1779031543.692146
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:43.692146+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -286622,6 +297620,7 @@ https://linkerd.io/2021/12/28/using-kubernetess-new-bound-service-account-tokens
   - docs/kubernetes-security.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://linkerd.io/2021/12/28/using-kubernetess-new-bound-service-account-tokens-for-secure-workload-identity/index.html
 https://linkerd.io/2021/12/28/using-kubernetess-new-bound-service-account-tokens-for-secure-workload-identity/index.html:
   title: 'linkerd.io: Using Kubernetes''s new Bound Service Account Tokens for secure
     workload identity'
@@ -286643,6 +297642,7 @@ https://linkerd.io/2021/12/28/using-kubernetess-new-bound-service-account-tokens
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -286665,13 +297665,14 @@ https://linkerd.io/2022/03/09/announcing-automated-multi-cluster-failover-for-ku
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 8c088bb2c55479efa951a6cfa955246bebc283d62ced9f20c4c7ace840a632af
   health_score: 100.0
   last_checked: 1779032091.253984
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:51.253984+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -286680,6 +297681,7 @@ https://linkerd.io/2022/03/09/announcing-automated-multi-cluster-failover-for-ku
   - docs/servicemesh.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://linkerd.io/2022/03/09/announcing-automated-multi-cluster-failover-for-kubernetes/index.html
 https://linkerd.io/2022/03/09/announcing-automated-multi-cluster-failover-for-kubernetes/index.html:
   title: 'linkerd.io: Announcing automated multi-cluster failover for Kubernetes'
   description: ''
@@ -286699,6 +297701,7 @@ https://linkerd.io/2022/03/09/announcing-automated-multi-cluster-failover-for-ku
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -286730,6 +297733,7 @@ https://linoxide.com:
   last_checked: 1779029899.104247
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:19.104247+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -286762,6 +297766,7 @@ https://linoxide.com/linux-command/use-ip-command-linux:
   last_checked: 1779032361.028584
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:21.028584+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -286795,6 +297800,7 @@ https://linux.101hacks.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2009-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -286826,6 +297832,7 @@ https://linux.amitmaheshwari.in/2019/11/kubernetes-interview-questions-and.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -286860,6 +297867,7 @@ https://linux.slashdot.org/story/21/11/27/0328223/aws-embraces-fedora-linux-for-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -286890,6 +297898,7 @@ https://linuxacademy.com/blog/containers/kubernetes-cheat-sheet:
   last_checked: 1779030882.650531
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:42.650531+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -286921,6 +297930,7 @@ https://linuxacademy.com/blog/red-hat/ansible-roles-explained:
   last_checked: 1779033222.610395
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:42.610395+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -286952,6 +297962,7 @@ https://linuxconfig.org/python-tuples:
   last_checked: 1779029225.48796
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:05.487960+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -286984,6 +297995,7 @@ https://linuxctl.com/2017/01/ansible---interacting-with-external-rest-api:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2017-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -287017,6 +298029,7 @@ https://linuxera.org/writing-operators-using-operator-framework:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -287050,6 +298063,7 @@ https://linuxhandbook.com/cheatsheets/yum:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -287082,6 +298096,7 @@ https://linuxhandbook.com/container-lifecycle-docker-commands:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -287114,6 +298129,7 @@ https://linuxhandbook.com/variables-bash-script:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -287146,6 +298162,7 @@ https://linuxhandbook.com/yaml-basics:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -287169,13 +298186,14 @@ https://linuxhandbook.com/yum-cheatsheet:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 8fd103d43d30f1b3cf4ab8c62f8872dc5bb864148c6e8e8f56dc374e171a39f8
   health_score: 100.0
   last_checked: 1779031468.964845
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:28.964845+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -287184,6 +298202,7 @@ https://linuxhandbook.com/yum-cheatsheet:
   - docs/cheatsheets.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://linuxhandbook.com/cheatsheets/yum
 https://linuxjourney.com:
   title: linuxjourney.com
   description: ''
@@ -287202,6 +298221,7 @@ https://linuxjourney.com:
   last_checked: 1779034306.374281
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:46.374281+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -287233,6 +298253,7 @@ https://linuxjourney.com/lesson/the-shell:
   last_checked: 1779029878.216581
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:57:58.216581+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -287266,6 +298287,7 @@ https://linuxtechlab.com/ansible-tutorial-simple-commands:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -287300,6 +298322,7 @@ https://linuxtechlab.com/learn-create-dockerfile-example:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -287332,6 +298355,7 @@ https://linuxtechlab.com/search-a-file-in-linux-using-find-locate-command:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -287367,6 +298391,7 @@ https://liora.io/en/azure-devops-pipeline-yaml-why-configure-ci-cd-pipelines-wit
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -287402,6 +298427,7 @@ https://liora.io/en/azure-devops-vs-github-actions-which-is-the-best-ci-cd-tool:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -287431,6 +298457,7 @@ https://liquidat.wordpress.com/2016/06/27/howto-writing-an-ansible-module-for-a-
   last_checked: 1779029377.986472
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:49:37.986472+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -287459,6 +298486,7 @@ https://liquidat.wordpress.com/2021/08/15/good-bye-red-hat:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   hierarchy:
@@ -287491,6 +298519,7 @@ https://lisowski0925.medium.com/using-kubernetes-csrs-and-rbac-for-cluster-user-
   last_checked: 1779029371.125907
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:31.125907+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -287521,6 +298550,7 @@ https://livecodestream.dev/post/2020-08-21-git-concepts-and-workflow-for-beginne
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:11.164697+02:00'
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@@ -287540,13 +298570,14 @@ https://livecodestream.dev/post/five-advanced-git-concepts-that-make-you-look-li
   resource_type: null
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   is_microservice: false
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   discovered_at: '2026-05-17T17:11:46.047785+02:00'
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   hierarchy: []
@@ -287555,6 +298586,7 @@ https://livecodestream.dev/post/five-advanced-git-concepts-that-make-you-look-li
   - docs/git.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://livecodestream.dev/post/2020-08-21-git-concepts-and-workflow-for-beginners
 https://livingdevops.com/devops/10-real-world-kubernetes-troubleshooting-scenarios-and-solutions:
   title: 10 Real-World Kubernetes Troubleshooting Scenarios and Solutions
   description: ''
@@ -287576,6 +298608,7 @@ https://livingdevops.com/devops/10-real-world-kubernetes-troubleshooting-scenari
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -287599,13 +298632,14 @@ https://localstack.cloud:
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   is_microservice: false
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   addition_method: manual
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   health_score: 100.0
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   discovered_at: '2026-05-17T16:45:48.253445+02:00'
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@@ -287614,6 +298648,7 @@ https://localstack.cloud:
   - docs/aws-miscellaneous.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.localstack.cloud
 https://locust.io:
   title: Locust
   description: ''
@@ -287635,6 +298670,7 @@ https://locust.io:
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   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
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@@ -287665,6 +298701,7 @@ https://loft-sh.medium.com/10-essentials-for-kubernetes-access-control-a67ae7297
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:54.174398+02:00'
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   hierarchy:
@@ -287698,6 +298735,7 @@ https://loft-sh.medium.com/how-virtual-kubernetes-clusters-can-speed-up-your-loc
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:36.406860+02:00'
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@@ -287731,6 +298769,7 @@ https://loft-sh.medium.com/kubernetes-network-policies-a-practitioners-guide-c9b
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:14.225599+02:00'
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   hierarchy:
@@ -287754,13 +298793,14 @@ https://loft-sh.medium.com/kubernetes-statefulset-examples-best-practices-902cd5
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779033663.21966
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:03.219660+02:00'
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@@ -287769,6 +298809,7 @@ https://loft-sh.medium.com/kubernetes-statefulset-examples-best-practices-902cd5
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.vcluster.com/blog/kubernetes-statefulset-examples-and-best-practices
 https://loft.sh/blog/10-essentials-for-kubernetes-multi-tenancy:
   title: 'loft.sh: 10 Essentials For Kubernetes Multi-Tenancy'
   description: ''
@@ -287779,13 +298820,14 @@ https://loft.sh/blog/10-essentials-for-kubernetes-multi-tenancy:
   resource_type: null
   complexity: null
   is_microservice: false
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:57.713194+02:00'
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@@ -287794,6 +298836,7 @@ https://loft.sh/blog/10-essentials-for-kubernetes-multi-tenancy:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://website.vcluster.com/blog/kubernetes-multi-tenancy-10-essential-considerations
 https://loft.sh/blog/checklist-for-kubernetes-based-development:
   title: "loft.sh: Checklist for Kubernetes-Based Development \U0001F31F"
   description: ''
@@ -287804,13 +298847,14 @@ https://loft.sh/blog/checklist-for-kubernetes-based-development:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
   last_checked: 1779030673.85078
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   discovered_at: '2026-05-17T17:11:13.850780+02:00'
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   company: null
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@@ -287819,6 +298863,7 @@ https://loft.sh/blog/checklist-for-kubernetes-based-development:
   - docs/kubernetes-based-devel.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.vcluster.com/blog/checklist-for-kubernetes-based-development
 https://loft.sh/blog/docker-compose-to-kubernetes-step-by-step-migration:
   title: "loft.sh: Docker Compose to Kubernetes: Step-by-Step Migration \U0001F31F"
   description: ''
@@ -287829,13 +298874,14 @@ https://loft.sh/blog/docker-compose-to-kubernetes-step-by-step-migration:
   resource_type: null
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   is_microservice: false
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   health_score: 100.0
   last_checked: 1779032157.682337
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   discovered_at: '2026-05-17T17:35:57.682337+02:00'
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   hierarchy: []
@@ -287844,6 +298890,7 @@ https://loft.sh/blog/docker-compose-to-kubernetes-step-by-step-migration:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.vcluster.com/blog/docker-compose-to-kubernetes-step-by-step-migration
 https://loft.sh/blog/gitops-kubernetes-explained:
   title: 'loft.sh: GitOps + Kubernetes Explained'
   description: ''
@@ -287854,13 +298901,14 @@ https://loft.sh/blog/gitops-kubernetes-explained:
   resource_type: null
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   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
   last_checked: 1779031340.002232
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:20.002232+02:00'
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@@ -287869,6 +298917,7 @@ https://loft.sh/blog/gitops-kubernetes-explained:
   - docs/gitops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.vcluster.com/blog/gitops-kubernetes-explained
 https://loft.sh/blog/how-to-set-up-kubernetes-requests-and-limits:
   title: 'loft.sh: How to Set Up Kubernetes Requests and Limits'
   description: ''
@@ -287879,13 +298928,14 @@ https://loft.sh/blog/how-to-set-up-kubernetes-requests-and-limits:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
   last_checked: 1779031759.348793
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:19.348793+02:00'
+  last_ai_eval: null
   company: null
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@@ -287894,6 +298944,7 @@ https://loft.sh/blog/how-to-set-up-kubernetes-requests-and-limits:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.vcluster.com/blog/how-to-set-up-kubernetes-requests-and-limits
 https://loft.sh/blog/kubernetes-admission-controllers-what-they-are-and-why-they-matter:
   title: 'loft.sh: Kubernetes Admission Controllers: What They Are and Why They Matter'
   description: ''
@@ -287904,13 +298955,14 @@ https://loft.sh/blog/kubernetes-admission-controllers-what-they-are-and-why-they
   resource_type: null
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   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
   last_checked: 1779030736.769112
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:16.769112+02:00'
+  last_ai_eval: null
   company: null
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@@ -287919,6 +298971,7 @@ https://loft.sh/blog/kubernetes-admission-controllers-what-they-are-and-why-they
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.vcluster.com/blog/kubernetes-admission-controllers-what-they-are-and-why-they-matter
 https://loft.sh/blog/kubernetes-and-ldap-enterprise-authentication-for-kubernetes:
   title: 'loft.sh: Kubernetes and LDAP: Enterprise Authentication for Kubernetes'
   description: ''
@@ -287929,13 +298982,14 @@ https://loft.sh/blog/kubernetes-and-ldap-enterprise-authentication-for-kubernete
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779034497.569584
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:57.569584+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -287944,6 +298998,7 @@ https://loft.sh/blog/kubernetes-and-ldap-enterprise-authentication-for-kubernete
   - docs/kubernetes-security.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.vcluster.com/blog/kubernetes-and-ldap-enterprise-authentication-for-kubernetes
 https://loft.sh/blog/kubernetes-cost-monitoring-with-prometheus-and-grafana:
   title: 'loft.sh: Kubernetes Cost Monitoring with Prometheus & Grafana'
   description: ''
@@ -287954,13 +299009,14 @@ https://loft.sh/blog/kubernetes-cost-monitoring-with-prometheus-and-grafana:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 8d2fa09804a391982ec003b89b1c5dc2653a8f24c14d8038f90998b8dea27921
   health_score: 100.0
   last_checked: 1779033917.570062
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:17.570062+02:00'
+  last_ai_eval: null
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@@ -287969,6 +299025,7 @@ https://loft.sh/blog/kubernetes-cost-monitoring-with-prometheus-and-grafana:
   - docs/kubernetes-monitoring.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.vcluster.com/blog/kubernetes-cost-monitoring-with-prometheus-and-grafana
 https://loft.sh/blog/kubernetes-cost-savings:
   title: 'loft.sh: Kubernetes Cost Savings By Reducing The Number Of Clusters'
   description: ''
@@ -287979,13 +299036,14 @@ https://loft.sh/blog/kubernetes-cost-savings:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 512a235e1ff0b7ed4f57b48c6b84a64876c3f7613e7e74f913342555e1a062b4
   health_score: 100.0
   last_checked: 1779031126.156508
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:46.156508+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -287994,6 +299052,7 @@ https://loft.sh/blog/kubernetes-cost-savings:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://website.vcluster.com/blog/a-complete-guide-to-kubernetes-cost-optimization
 https://loft.sh/blog/kubernetes-dashboards-headlamp:
   title: 'loft.sh: Kubernetes Dashboards: Headlamp'
   description: ''
@@ -288004,13 +299063,14 @@ https://loft.sh/blog/kubernetes-dashboards-headlamp:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: c387d5f2fd50eecb4253b11b554b718f310f51289c033385d5d57258e92a3425
   health_score: 100.0
   last_checked: 1779031429.475455
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:49.475455+02:00'
+  last_ai_eval: null
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@@ -288019,6 +299079,7 @@ https://loft.sh/blog/kubernetes-dashboards-headlamp:
   - docs/kubernetes-based-devel.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.vcluster.com/blog/kubernetes-dashboards-headlamp
 https://loft.sh/blog/kubernetes-development-environments-comparison:
   title: 'loft.sh: Kubernetes Development Environments – A Comparison'
   description: ''
@@ -288029,13 +299090,14 @@ https://loft.sh/blog/kubernetes-development-environments-comparison:
   resource_type: null
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   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779029679.128204
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:54:39.128204+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
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@@ -288044,6 +299106,7 @@ https://loft.sh/blog/kubernetes-development-environments-comparison:
   - docs/kubernetes-based-devel.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://website.vcluster.com/blog/kubernetes-development-environments-a-comparison
 https://loft.sh/blog/kubernetes-monitoring-dashboards-5-best-open-source-tools:
   title: 'loft.sh: Kubernetes Monitoring Dashboards - 5 Best Open-Source Tools'
   description: ''
@@ -288054,13 +299117,14 @@ https://loft.sh/blog/kubernetes-monitoring-dashboards-5-best-open-source-tools:
   resource_type: null
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   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779030736.774158
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:16.774158+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
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@@ -288069,6 +299133,7 @@ https://loft.sh/blog/kubernetes-monitoring-dashboards-5-best-open-source-tools:
   - docs/kubernetes-based-devel.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.vcluster.com/blog/kubernetes-monitoring-dashboards-5-best-open-source-tools
 https://loft.sh/blog/kubernetes-multi-tenancy-why-virtual-clusters-are-the-best-solution:
   title: 'loft.sh: Kubernetes Multi-Tenancy: Why Virtual Clusters Are The Best Solution'
   description: ''
@@ -288079,13 +299144,14 @@ https://loft.sh/blog/kubernetes-multi-tenancy-why-virtual-clusters-are-the-best-
   resource_type: null
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   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: a303dfff3d7707b8952c8b126315047d6c58f6e995e8ba8a894c13f8c5c74511
   health_score: 100.0
   last_checked: 1779029068.301267
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:28.301267+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -288094,6 +299160,7 @@ https://loft.sh/blog/kubernetes-multi-tenancy-why-virtual-clusters-are-the-best-
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.vcluster.com/blog/kubernetes-multi-tenancy-why-virtual-clusters-are-the-best-solution
 https://loft.sh/blog/kubernetes-network-policies-a-practitioners-guide:
   title: "loft.sh: Kubernetes Network Policies: A Practitioner's Guide \U0001F31F"
   description: ''
@@ -288104,13 +299171,14 @@ https://loft.sh/blog/kubernetes-network-policies-a-practitioners-guide:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779029246.891662
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:26.891662+02:00'
+  last_ai_eval: null
   company: null
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@@ -288119,6 +299187,7 @@ https://loft.sh/blog/kubernetes-network-policies-a-practitioners-guide:
   - docs/kubernetes-networking.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://loft-sh.medium.com/kubernetes-network-policies-a-practitioners-guide-c9bb4cdd0dbc
 https://loft.sh/blog/kubernetes-network-policies-for-isolating-namespaces:
   title: "loft.sh: Kubernetes Network Policies for Isolating Namespaces \U0001F31F"
   description: ''
@@ -288129,13 +299198,14 @@ https://loft.sh/blog/kubernetes-network-policies-for-isolating-namespaces:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   content_hash: 244df131649df88f17e028995910d6c9dfa6cbe3645fb75c88d51b2a5434f966
   health_score: 100.0
   last_checked: 1779034039.874113
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:19.874113+02:00'
+  last_ai_eval: null
   company: null
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@@ -288144,6 +299214,7 @@ https://loft.sh/blog/kubernetes-network-policies-for-isolating-namespaces:
   - docs/kubernetes-networking.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.vcluster.com/blog/kubernetes-network-policies-for-isolating-namespaces
 https://loft.sh/blog/kubernetes-nginx-ingress-10-useful-configuration-options:
   title: "==loft.sh: Kubernetes NGINX Ingress: 10 Useful Configuration Options== \U0001F31F"
   description: ''
@@ -288161,6 +299232,7 @@ https://loft.sh/blog/kubernetes-nginx-ingress-10-useful-configuration-options:
   last_checked: 1779030954.748955
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:54.748955+02:00'
+  last_ai_eval: null
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@@ -288179,13 +299251,14 @@ https://loft.sh/blog/kubernetes-on-windows-6-life-saving-tools-and-tips:
   resource_type: null
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   is_microservice: false
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:02.805654+02:00'
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   geo_region: null
   hierarchy: []
@@ -288195,6 +299268,7 @@ https://loft.sh/blog/kubernetes-on-windows-6-life-saving-tools-and-tips:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.vcluster.com/blog/kubernetes-on-windows-6-life-saving-tools-and-tips
 https://loft.sh/blog/kubernetes-rbac-basics-and-advanced-patterns:
   title: 'loft.sh: Kubernetes RBAC: Basics and Advanced Patterns'
   description: ''
@@ -288205,13 +299279,14 @@ https://loft.sh/blog/kubernetes-rbac-basics-and-advanced-patterns:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: b731d83433777dfc4f031101136e8ccc3b63d764bd64613a953e001cdc416ed0
   health_score: 100.0
   last_checked: 1779030207.886359
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:27.886359+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -288220,6 +299295,7 @@ https://loft.sh/blog/kubernetes-rbac-basics-and-advanced-patterns:
   - docs/kubernetes-security.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.vcluster.com/blog/kubernetes-rbac-basics-and-advanced-patterns
 https://loft.sh/blog/kubernetes-readiness-probes-examples-common-pitfalls:
   title: 'loft.sh: Kubernetes Readiness Probes - Examples & Common Pitfalls'
   description: ''
@@ -288230,13 +299306,14 @@ https://loft.sh/blog/kubernetes-readiness-probes-examples-common-pitfalls:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: df221a2ca8fc8645d4b7c8ad16bb4a1c9a3875aebe631aac2189a8dad17dbcbb
   health_score: 100.0
   last_checked: 1779034423.292978
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:43.292978+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -288245,6 +299322,7 @@ https://loft.sh/blog/kubernetes-readiness-probes-examples-common-pitfalls:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://itnext.io/kubernetes-readiness-probes-examples-common-pitfalls-136e3a9a058d
 https://loft.sh/blog/kubernetes-statefulset-examples-and-best-practices:
   title: 'loft.sh: Kubernetes StatefulSet - Examples & Best Practices'
   description: ''
@@ -288255,13 +299333,14 @@ https://loft.sh/blog/kubernetes-statefulset-examples-and-best-practices:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 2a2334056751d73be559454db2e154eac7fa4b04b8d56e5c95916cba7ee3701b
   health_score: 100.0
   last_checked: 1779032900.440128
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:20.440128+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -288270,6 +299349,7 @@ https://loft.sh/blog/kubernetes-statefulset-examples-and-best-practices:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://loft-sh.medium.com/kubernetes-statefulset-examples-best-practices-902cd50f7fff
 https://loft.sh/blog/kubernetes-virtual-clusters-for-ci-cd-testing:
   title: 'loft.sh: Kubernetes: Virtual Clusters For CI/CD & Testing'
   description: ''
@@ -288280,13 +299360,14 @@ https://loft.sh/blog/kubernetes-virtual-clusters-for-ci-cd-testing:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 03d39972e3d20c3acfd8d63dec4947eea033c33ecaa00e4612b78e64462c2589
   health_score: 100.0
   last_checked: 1779033501.120233
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:21.120233+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -288295,6 +299376,7 @@ https://loft.sh/blog/kubernetes-virtual-clusters-for-ci-cd-testing:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.vcluster.com/blog/kubernetes-virtual-clusters-for-ci-cd-testing
 https://loft.sh/blog/multi-tenant-kubernetes-clusters-challenges-and-useful-tooling:
   title: 'loft.sh: Multi-Tenant Kubernetes Clusters: Challenges and Useful Tooling'
   description: ''
@@ -288305,13 +299387,14 @@ https://loft.sh/blog/multi-tenant-kubernetes-clusters-challenges-and-useful-tool
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: f1e0316a590c8f83963277692b994c8b1e3ad8ec0f9471d4d453a5b260fbc0a6
   health_score: 100.0
   last_checked: 1779031882.930478
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:22.930478+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -288320,6 +299403,7 @@ https://loft.sh/blog/multi-tenant-kubernetes-clusters-challenges-and-useful-tool
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.vcluster.com/blog/multi-tenant-kubernetes-clusters-challenges-and-useful-tooling
 https://loft.sh/blog/platform-engineering-the-definitive-guide:
   title: 'loft.sh: Platform Engineering: The Definitive Guide'
   description: ''
@@ -288330,13 +299414,14 @@ https://loft.sh/blog/platform-engineering-the-definitive-guide:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 3f81a07484e0f093a21e00a377250111c77acba121d8007885cb40c3c3b25fce
   health_score: 100.0
   last_checked: 1779031435.671831
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:55.671831+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -288345,6 +299430,7 @@ https://loft.sh/blog/platform-engineering-the-definitive-guide:
   - docs/devops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.vcluster.com/blog/platform-engineering-the-definitive-guide
 https://loft.sh/blog/reduce-kubernetes-cost:
   title: 'loft.sh: How To Reduce Your Kubernetes Cost'
   description: ''
@@ -288355,13 +299441,14 @@ https://loft.sh/blog/reduce-kubernetes-cost:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 512a235e1ff0b7ed4f57b48c6b84a64876c3f7613e7e74f913342555e1a062b4
   health_score: 100.0
   last_checked: 1779029274.675321
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:54.675321+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -288370,6 +299457,7 @@ https://loft.sh/blog/reduce-kubernetes-cost:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://loft.sh/blog/kubernetes-cost-savings
 https://loft.sh/blog/self-service-kubernetes-namespaces-are-a-game-changer:
   title: "Self-Service Kubernetes Namespaces Are A Game-Changer \U0001F31F"
   description: ''
@@ -288380,13 +299468,14 @@ https://loft.sh/blog/self-service-kubernetes-namespaces-are-a-game-changer:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 6e3bf68be75cc0a83925e9e79cfce475dbfceeafacabcb4008420dca7f550473
   health_score: 100.0
   last_checked: 1779033923.887678
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:23.887678+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -288395,6 +299484,7 @@ https://loft.sh/blog/self-service-kubernetes-namespaces-are-a-game-changer:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.vcluster.com/blog/self-service-kubernetes-namespaces-are-a-game-changer
 https://loft.sh/blog/skaffold-vs-tilt-vs-devspace:
   title: 'loft.sh: Skaffold vs Tilt vs DevSpace'
   description: ''
@@ -288405,13 +299495,14 @@ https://loft.sh/blog/skaffold-vs-tilt-vs-devspace:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 1f601f4e9f8d602e0c1e1249958f2dacd196930fa4c62270498a8a4ea56463a5
   health_score: 100.0
   last_checked: 1779029068.311453
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:28.311453+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -288420,6 +299511,7 @@ https://loft.sh/blog/skaffold-vs-tilt-vs-devspace:
   - docs/kubernetes-based-devel.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.vcluster.com/blog/skaffold-vs-tilt-vs-devspace
 https://loft.sh/blog/the-cost-of-managed-kubernetes-a-comparison:
   title: "loft.sh: The Cost of Managed Kubernetes - A Comparison \U0001F31F"
   description: ''
@@ -288430,13 +299522,14 @@ https://loft.sh/blog/the-cost-of-managed-kubernetes-a-comparison:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: d8525ff50149456a7791b51875e6183b4de9c40fffe35b2b9879e01777bee818
   health_score: 100.0
   last_checked: 1779029068.299942
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:28.299942+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -288445,6 +299538,7 @@ https://loft.sh/blog/the-cost-of-managed-kubernetes-a-comparison:
   - docs/finops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.vcluster.com/blog/the-cost-of-managed-kubernetes-a-comparison
 https://loft.sh/blog/using-kubernetes-ephemeral-containers-for-troubleshooting:
   title: '==loft.sh: Using Kubernetes Ephemeral Containers for Troubleshooting=='
   description: ''
@@ -288462,6 +299556,7 @@ https://loft.sh/blog/using-kubernetes-ephemeral-containers-for-troubleshooting:
   last_checked: 1779030732.447715
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:12.447715+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -288480,13 +299575,14 @@ https://logging.apache.org/log4j/2.x/security.html:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: c2ac5cc920971d3734f8bca8d53cdc1e7a68b0c2902600103b6411a78ea4ad68
   health_score: 100.0
   last_checked: 1779030204.261516
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:24.261516+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -288495,6 +299591,7 @@ https://logging.apache.org/log4j/2.x/security.html:
   - docs/devsecops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://logging.apache.org/security.html
 https://logging.apache.org/security.html:
   title: Apache Log4j Security Vulnerabilities
   description: ''
@@ -288516,6 +299613,7 @@ https://logging.apache.org/security.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -288546,6 +299644,7 @@ https://logging.apache.org/security.html:
   last_checked: 1779130495.023288
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.023288+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -288577,6 +299676,7 @@ https://logz.io:
   last_checked: 1781736142.840231
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:22.840231+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -288610,6 +299710,7 @@ https://logz.io/blog/aws-ec2-metrics:
   last_checked: 1781735876.136949
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:56.136949+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -288642,6 +299743,7 @@ https://logz.io/blog/aws-lambda-metrics-monitoring-guide:
   last_checked: 1781735876.271815
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:56.271815+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -288675,6 +299777,7 @@ https://logz.io/blog/finops-observability-monitoring-kubernetes-cost:
   last_checked: 1781735940.222784
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:00.222784+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -288706,6 +299809,7 @@ https://logz.io/blog/grok-pattern-examples-for-log-parsing:
   last_checked: 1781736101.636582
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:41.636582+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -288736,6 +299840,7 @@ https://logz.io/blog/kibana-tutorial-2:
   last_checked: 1779031185.887992
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:45.887992+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -288762,6 +299867,7 @@ https://logz.io/blog/logstash-grok:
   last_checked: 1781736101.739118
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:41.739118+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -288794,6 +299900,7 @@ https://logz.io/blog/monitoring-reality-check:
   last_checked: 1781736091.118234
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:31.118234+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -288826,6 +299933,7 @@ https://logz.io/blog/open-source-monitoring-tools-for-kubernetes:
   last_checked: 1781736091.287054
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:31.287054+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -288858,6 +299966,7 @@ https://logz.io/blog/open-source-observability-adoption-migration-curve:
   last_checked: 1781736091.305271
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:31.305271+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -288889,6 +299998,7 @@ https://logz.io/blog/opensearch-1-0-ga-generally-available-elasticsearch-kibana-
   last_checked: 1781736101.863319
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:41.863319+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -288919,6 +300029,7 @@ https://logz.io/blog/prometheus-as-a-service-launch:
   last_checked: 1779029634.076031
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:54.076031+02:00'
+  last_ai_eval: null
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@@ -288944,6 +300055,7 @@ https://logz.io/blog/unified-observability-kubernetes-360:
   last_checked: 1779032731.758361
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:31.758361+02:00'
+  last_ai_eval: null
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@@ -288971,6 +300083,7 @@ https://logz.io/blog/windows-kubernetes-nodes-aks-metrics:
   last_checked: 1781736078.330937
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:18.330937+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -289001,6 +300114,7 @@ https://logz.io/learn/opentelemetry-guide:
   last_checked: 1779032177.543548
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:17.543548+02:00'
+  last_ai_eval: null
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@@ -289029,6 +300143,7 @@ https://logz.io/learn/opentelemetry-guide:
   last_checked: 1781736101.754426
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:41.754426+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -289061,6 +300176,7 @@ https://lonesysadmin.net:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -289093,6 +300209,7 @@ https://longhorn.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -289124,6 +300241,7 @@ https://loopholelabs.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -289156,6 +300274,7 @@ https://lordofthejars.github.io/quarkus-cheat-sheet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -289188,6 +300307,7 @@ https://loves.cloud/ci-cd-pipeline-using-docker-and-jenkins:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -289220,6 +300340,7 @@ https://loves.cloud/creation-of-a-fully-automated-devsecops-cicd-pipeline:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -289253,6 +300374,7 @@ https://loves.cloud/kubernetes-an-introduction:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -289284,6 +300406,7 @@ https://loves.cloud/setting-up-a-kubernetes-cluster-on-ubuntu-18-04:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -289316,6 +300439,7 @@ https://lucid.co/blog/agile-vs-waterfall-vs-kanban-vs-scrum:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -289345,6 +300469,7 @@ https://lucid.co/lucidscale:
   last_checked: 1779130494.976235
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.976235+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -289372,6 +300497,7 @@ https://lucid.co/marketplace/91074b9b/aws:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -289401,6 +300527,7 @@ https://lucidscale.com:
   last_checked: 1779034015.763716
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:06:55.763716+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -289429,6 +300556,7 @@ https://lucperkins.dev/blog/service-mesh-use-cases:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -289459,6 +300587,7 @@ https://luis-sena.medium.com/automated-aws-load-balancer-warm-up-d0b4084c8bbc:
   last_checked: 1779029225.463858
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:05.463858+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -289493,6 +300622,7 @@ https://luke.geek.nz/azure/azure-architecture-solution-requirement-consideration
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -289525,6 +300655,7 @@ https://luke.geek.nz/azure/azure-naming-tool-api-bicep-resources:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -289557,6 +300688,7 @@ https://luke.geek.nz/azure/export-azure-devops-repos-azure-storage-account:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -289590,6 +300722,7 @@ https://lukechannings.com/blog/2020-05-10-kubernetes-gitops-lessons:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -289622,6 +300755,7 @@ https://luminousmen.com/post/a-very-quick-introduction-to-the-pain-of-aws-cloudf
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -289653,6 +300787,7 @@ https://luminousmen.com/post/kubernetes-101:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -289685,6 +300820,7 @@ https://luraproject.org:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -289714,6 +300850,7 @@ https://lwkd.info:
   last_checked: 1779032159.306171
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:35:59.306171+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -289750,6 +300887,7 @@ https://lwkd.info/2026/20260514:
   last_checked: 1780351994.342465
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:14.342465+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -289795,6 +300933,7 @@ https://lwkd.info/2026/20260522:
   last_checked: 1780352404.14774
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:20:04.147740+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -289838,6 +300977,7 @@ https://lwkd.info/2026/20260524:
   last_checked: 1780352828.641491
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:27:08.641491+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -289877,6 +301017,7 @@ https://lwn.net:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -289907,6 +301048,7 @@ https://lynnlangit.medium.com/tech-anti-interviewing-106674655ea0:
   last_checked: 1779029294.352886
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:14.352886+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -289939,6 +301081,7 @@ https://lzone.de:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -289961,13 +301104,14 @@ https://lzone.de/cheat-sheet/Docker%20Swarm:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 60998b3473e19755f3fe0a8f69899a5f8475f9eacef0ae00f418449d30b8a7b7
   health_score: 100.0
   last_checked: 1779029365.53866
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:25.538660+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -289976,6 +301120,7 @@ https://lzone.de/cheat-sheet/Docker%20Swarm:
   - docs/cheatsheets.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://kerneltalks.com/virtualization/docker-swarm-cheat-sheet
 https://lzone.de/cheat-sheet/Maven:
   title: lzone.de/cheat-sheet/Maven
   description: ''
@@ -289986,13 +301131,14 @@ https://lzone.de/cheat-sheet/Maven:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 60998b3473e19755f3fe0a8f69899a5f8475f9eacef0ae00f418449d30b8a7b7
   health_score: 100.0
   last_checked: 1779030706.471475
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:46.471475+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -290001,6 +301147,7 @@ https://lzone.de/cheat-sheet/Maven:
   - docs/cheatsheets.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://lzone.de/cheat-sheet/Docker%20Swarm
 https://lzone.de/cheat-sheet/SSH:
   title: 'lzone.de: ssh cheat sheet'
   description: ''
@@ -290011,13 +301158,14 @@ https://lzone.de/cheat-sheet/SSH:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 60998b3473e19755f3fe0a8f69899a5f8475f9eacef0ae00f418449d30b8a7b7
   health_score: 100.0
   last_checked: 1779029932.539588
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:52.539588+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -290026,6 +301174,7 @@ https://lzone.de/cheat-sheet/SSH:
   - docs/cheatsheets.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://lzone.de/cheat-sheet/Docker%20Swarm
 https://lzone.de/cheat-sheet/Terraform:
   title: 'lzone.de: Terraform Cheat Sheet'
   description: ''
@@ -290036,13 +301185,14 @@ https://lzone.de/cheat-sheet/Terraform:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 60998b3473e19755f3fe0a8f69899a5f8475f9eacef0ae00f418449d30b8a7b7
   health_score: 100.0
   last_checked: 1779032579.254505
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:59.254505+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -290051,6 +301201,7 @@ https://lzone.de/cheat-sheet/Terraform:
   - docs/cheatsheets.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://lzone.de/cheat-sheet/Docker%20Swarm
 https://m.signalvnoise.com/running-spot-instances-effectively-with-amazon-eks:
   title: Running spot instances effectively with Amazon EKS
   description: ''
@@ -290061,13 +301212,14 @@ https://m.signalvnoise.com/running-spot-instances-effectively-with-amazon-eks:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: a7ba0b6360bc882bc087f5aefd2cc30f87300bc3d991657d075f0207a29f22fb
   health_score: 100.0
   last_checked: 1779033045.228346
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:45.228346+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -290076,6 +301228,7 @@ https://m.signalvnoise.com/running-spot-instances-effectively-with-amazon-eks:
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://signalvnoise.com/svn3/running-spot-instances-effectively-with-amazon-eks
 https://m3db.io:
   title: '**M3**:'
   description: ''
@@ -290095,6 +301248,7 @@ https://m3db.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -290126,6 +301280,7 @@ https://maarten.mulders.it/2020/11/whats-new-in-maven-4:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -290158,6 +301313,7 @@ https://mad.firstmark.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -290190,6 +301346,7 @@ https://mad.firstmark.com:
   last_checked: 1779034211.371633
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:11.371633+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -290222,6 +301379,7 @@ https://madhuakula.com/kubernetes-goat:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -290253,6 +301411,7 @@ https://madokai.medium.com/why-i-dont-consider-your-certifications-during-an-int
   last_checked: 1779032613.199721
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:33.199721+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -290286,6 +301445,7 @@ https://magic-cookie.co.uk/iplist.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -290309,13 +301469,14 @@ https://magnet.xataka.com/en-diez-minutos/esclavos-improductividad-70-reuniones-
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: c8afa2c1df5bc2e46319a80dee548dcef48095118de2ffdfed28d20680314000
   health_score: 100.0
   last_checked: 1779030883.120246
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:43.120246+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -290324,6 +301485,7 @@ https://magnet.xataka.com/en-diez-minutos/esclavos-improductividad-70-reuniones-
   - docs/project-management-methodology.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.xataka.com/magnet/esclavos-improductividad-70-reuniones-impiden-que-empleados-hagan-su-trabajo
 ? https://magnet.xataka.com/en-diez-minutos/gran-renuncia-americana-como-trabajadores-se-han-hartado-sistema-estan-dejando-sus-empleos
 : title: 'magnet.xataka.com: La "gran renuncia" americana, o cΓ³mo los trabajadores''
     se han hartado del sistema y estΓ‘n dejando sus empleos'
@@ -290335,13 +301497,14 @@ https://magnet.xataka.com/en-diez-minutos/esclavos-improductividad-70-reuniones-
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 95c3af12a163f8b47ad4e5236fd9fdf3de9957c1a9f4768a12746df19df4459a
   health_score: 100.0
   last_checked: 1779030268.288699
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:28.288699+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -290350,6 +301513,7 @@ https://magnet.xataka.com/en-diez-minutos/esclavos-improductividad-70-reuniones-
   - docs/recruitment.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.xataka.com/magnet/gran-renuncia-americana-como-trabajadores-se-han-hartado-sistema-estan-dejando-sus-empleos
 https://maheshwari-bittu.medium.com/why-event-driven-architecture-eda-is-needed-fac2f00f25a8:
   title: "maheshwari-bittu.medium.com: Why Event-Driven Architecture (EDA) is needed?'
     \U0001F31F"
@@ -290370,6 +301534,7 @@ https://maheshwari-bittu.medium.com/why-event-driven-architecture-eda-is-needed-
   last_checked: 1779034560.149221
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:00.149221+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -290403,6 +301568,7 @@ https://mahira-technology.medium.com/deploying-aws-codepipeline-with-terraform-d
   last_checked: 1779032339.748394
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:59.748394+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -290436,6 +301602,7 @@ https://mahira-technology.medium.com/kubernetes-secrets-management-level-up-with
   last_checked: 1779031554.8503
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:54.850300+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -290475,6 +301642,7 @@ https://maintainermonth.github.com/partner-pack:
   last_checked: 1780352838.800994
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:27:18.800994+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -290516,6 +301684,7 @@ https://maistra.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -290547,6 +301716,7 @@ https://makefiletutorial.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -290578,6 +301748,7 @@ https://makendran.hashnode.dev/just-in-time-worker-nodes-with-karpenter:
   last_checked: 1779030503.406385
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:23.406385+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -290611,6 +301782,7 @@ https://mamaqueesscrum.com/2018/11/12/labores-que-un-product-owner-deberia-hacer
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -290643,6 +301815,7 @@ https://mamaqueesscrum.com/2018/11/12/labores-que-un-product-owner-deberia-hacer
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -290676,6 +301849,7 @@ https://managedkube.com/kubernetes/trace/ingress/service/port/not/matching/pod/k
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -290706,6 +301880,7 @@ https://manfredmlange.medium.com/containerized-keycloak-in-development-2f9d079ec
   last_checked: 1779034372.737719
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:52.737719+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -290737,6 +301912,7 @@ https://manifests.io:
   last_checked: 1779034090.428743
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:10.428743+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -290769,6 +301945,7 @@ https://manz.dev/cheatsheets:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -290798,6 +301975,7 @@ https://manz.dev/cheatsheets:
   last_checked: 1780398878.782058
   needs_ai_refresh: false
   discovered_at: '2026-06-02T13:14:38.782058+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -290824,6 +302002,7 @@ https://marcincuber.medium.com/amazon-eks-upgrade-journey-from-1-24-to-1-25-e1bc
   last_checked: 1779033019.41869
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:19.418690+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -290857,6 +302036,7 @@ https://marckean.com/2016/06/01/azure-vs-azure-ad-accounts-tenants-subscriptions
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -290892,6 +302072,7 @@ https://marcofranssen.nl/install-hashicorp-vault-on-kubernetes-using-helm-part-1
   last_checked: 1781429954.226644
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:14.226644+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -290925,6 +302106,7 @@ https://marcusnoble.co.uk/2022-01-20-restricting-cluster-admin-permissions:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -290956,6 +302138,7 @@ https://marcusnoble.co.uk/2022-07-04-managing-kubernetes-without-losing-your-coo
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -290988,6 +302171,7 @@ https://marinaaisa.com/es/blog/contractor-eeuu-espana:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -291018,6 +302202,7 @@ https://markaicode.com/terraform-ai-infrastructure-as-code:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -291049,6 +302234,7 @@ https://markdownguide.offshoot.io/cheat-sheet:
   last_checked: 1779130494.929903
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.929903+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -291078,6 +302264,7 @@ https://marketplace.apilayer.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -291110,6 +302297,7 @@ https://marketplace.atlassian.com/apps/1014681/zephyr-for-jira-test-management:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -291142,6 +302330,7 @@ https://marketplace.atlassian.com/apps/1227641/license-manager-easily-track-your
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -291164,13 +302353,14 @@ https://marketplace.redhat.com:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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@@ -291180,6 +302370,7 @@ https://marketplace.redhat.com:
   - docs/openshift.md
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   youtube_mosaic: {}
+  duplicate_of: https://marketplace.redhat.com/en-us/blog/dont-treat-kubernetes-storage-as-an-afterthought
 https://marketplace.redhat.com/en-us/blog/dont-treat-kubernetes-storage-as-an-afterthought:
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@@ -291200,6 +302391,7 @@ https://marketplace.redhat.com/en-us/blog/dont-treat-kubernetes-storage-as-an-af
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@@ -291245,6 +302438,7 @@ https://marketplace.redhat.com/sunset:
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+  - openshift.md
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 https://marketplace.visualstudio.com:
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@@ -291258,13 +302452,14 @@ https://marketplace.visualstudio.com:
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   complexity: Beginner
   is_microservice: false
-  status: online
+  status: duplicate
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@@ -291279,6 +302474,7 @@ https://marketplace.visualstudio.com:
   v2_locations:
   - visual-studio.md
   youtube_mosaic: {}
+  duplicate_of: https://marketplace.visualstudio.com/azuredevops
 https://marketplace.visualstudio.com/azuredevops:
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@@ -291297,6 +302493,7 @@ https://marketplace.visualstudio.com/azuredevops:
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   discovered_at: '2026-05-17T18:07:10.776311+02:00'
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   needs_ai_refresh: false
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   - docs/visual-studio.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://marketplace.visualstudio.com/items?itemName=github.vscode-github-actions
 https://marketplace.visualstudio.com/items?itemName=dag-andersen.kubernetes-reference-highlighter:
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@@ -292257,6 +303484,7 @@ https://marketplace.visualstudio.com/items?itemName=dag-andersen.kubernetes-refe
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:18:06.709364+02:00'
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   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.929578+02:00'
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   discovered_at: '2026-05-17T18:03:25.722462+02:00'
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   needs_ai_refresh: true
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   - docs/visual-studio.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://marketplace.visualstudio.com/items?itemName=dannysteenman.cloudformation-yaml-snippets
 https://marketplace.visualstudio.com/items?itemName=eamodio.gitlens:
   title: "GitLens \U0001F31F"
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:58:20.780531+02:00'
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:59:52.822489+02:00'
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   - docs/visual-studio.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://marketplace.visualstudio.com/items?itemName=gitlab.gitlab-workflow
 https://marketplace.visualstudio.com/items?itemName=github.vscode-github-actions:
   title: "GitHub Actions \U0001F31F"
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@@ -292534,6 +303772,7 @@ https://marketplace.visualstudio.com/items?itemName=github.vscode-github-actions
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   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.958095+02:00'
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   discovered_at: '2026-05-18T20:54:54.959657+02:00'
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   discovered_at: '2026-05-18T20:54:54.930511+02:00'
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   discovered_at: '2026-05-17T16:51:04.815942+02:00'
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+  last_ai_eval: null
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   needs_ai_refresh: true
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@@ -292824,6 +304071,7 @@ https://marketplace.visualstudio.com/items?itemName=jock.svg:
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@@ -292856,6 +304104,7 @@ https://marketplace.visualstudio.com/items?itemName=juanmnl.vscode-theme-1984:
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   discovered_at: '2026-05-17T17:23:45.538044+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -292920,6 +304170,7 @@ https://marketplace.visualstudio.com/items?itemName=livepdm.auto-markdown-toc-ax
   last_checked: 1779030538.572142
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:08:58.572142+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -292951,6 +304202,7 @@ https://marketplace.visualstudio.com/items?itemName=mauve.terraform:
   last_checked: 1779030500.114545
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:20.114545+02:00'
+  last_ai_eval: null
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@@ -292978,6 +304230,7 @@ https://marketplace.visualstudio.com/items?itemName=mgmcdermott.vscode-language-
   last_checked: 1779031125.655617
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:18:45.655617+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -293011,6 +304264,7 @@ https://marketplace.visualstudio.com/items?itemName=mhutchie.git-graph:
   last_checked: 1779031190.130387
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:19:50.130387+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -293045,6 +304299,7 @@ https://marketplace.visualstudio.com/items?itemName=mikestead.dotenv:
   last_checked: 1779031944.885847
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:32:24.885847+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -293071,13 +304326,14 @@ https://marketplace.visualstudio.com/items?itemName=mindaro.mindaro:
   resource_type: Tool
   complexity: Intermediate
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -293090,6 +304346,7 @@ https://marketplace.visualstudio.com/items?itemName=mindaro.mindaro:
   v2_locations:
   - kubernetes-troubleshooting.md
   youtube_mosaic: {}
+  duplicate_of: https://github.com/microsoft/mindaro
 https://marketplace.visualstudio.com/items?itemName=mongodb.mongodb-vscode:
   title: MongoDB for VS Code
   description: ''
@@ -293109,6 +304366,7 @@ https://marketplace.visualstudio.com/items?itemName=mongodb.mongodb-vscode:
   last_checked: 1779032800.22788
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:46:40.227880+02:00'
+  last_ai_eval: null
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@@ -293140,6 +304398,7 @@ https://marketplace.visualstudio.com/items?itemName=monokai.theme-monokai-pro-vs
   last_checked: 1779031844.369059
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:30:44.369059+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -293170,6 +304429,7 @@ https://marketplace.visualstudio.com/items?itemName=ms-azuretools.mindaro:
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:07:05.660380+02:00'
+  last_ai_eval: null
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@@ -293197,6 +304457,7 @@ https://marketplace.visualstudio.com/items?itemName=ms-azuretools.vscode-azureap
   last_checked: 1779029158.608582
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:45:58.608582+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -293229,6 +304490,7 @@ https://marketplace.visualstudio.com/items?itemName=ms-azuretools.vscode-docker:
   last_checked: 1779034355.405628
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:12:35.405628+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -293260,6 +304522,7 @@ https://marketplace.visualstudio.com/items?itemName=ms-kubernetes-tools.kind-vsc
   last_checked: 1779032922.492155
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:48:42.492155+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -293292,6 +304555,7 @@ https://marketplace.visualstudio.com/items?itemName=ms-kubernetes-tools.vscode-k
   last_checked: 1779034516.919535
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:15:16.919535+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -293325,6 +304589,7 @@ https://marketplace.visualstudio.com/items?itemName=msazurermtools.azurerm-vscod
   last_checked: 1779031333.41869
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:22:13.418690+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -293357,6 +304622,7 @@ https://marketplace.visualstudio.com/items?itemName=njpwerner.autodocstring:
   last_checked: 1779030115.376638
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:01:55.376638+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -293389,6 +304655,7 @@ https://marketplace.visualstudio.com/items?itemName=oderwat.indent-rainbow:
   last_checked: 1779031566.869487
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:26:06.869487+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -293422,6 +304689,7 @@ https://marketplace.visualstudio.com/items?itemName=pnp.polacode:
   last_checked: 1779030522.286792
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:08:42.286792+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -293453,6 +304721,7 @@ https://marketplace.visualstudio.com/items?itemName=redhat.vscode-openshift-conn
   last_checked: 1779030927.834265
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:15:27.834265+02:00'
+  last_ai_eval: null
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@@ -293481,6 +304750,7 @@ https://marketplace.visualstudio.com/items?itemName=ritwickdey.LiveServer:
   last_checked: 1779030954.249605
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:15:54.249605+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -293513,6 +304783,7 @@ https://marketplace.visualstudio.com/items?itemName=rvest.vs-code-prettier-eslin
   last_checked: 1779029325.505243
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:48:45.505243+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -293545,6 +304816,7 @@ https://marketplace.visualstudio.com/items?itemName=salesforce.codey-midnight:
   last_checked: 1779033166.457855
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:52:46.457855+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -293577,6 +304849,7 @@ https://marketplace.visualstudio.com/items?itemName=secanis.jenkinsfile-support:
   last_checked: 1779030931.600255
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:15:31.600255+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -293609,6 +304882,7 @@ https://marketplace.visualstudio.com/items?itemName=usernamehw.errorlens:
   last_checked: 1779034522.72562
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:15:22.725620+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -293644,6 +304918,7 @@ https://marketplace.visualstudio.com/items?itemName=vector-of-bool.gitflow:
   last_checked: 1779029938.880421
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:58:58.880421+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -293676,6 +304951,7 @@ https://marketplace.visualstudio.com/items?itemName=wayou.vscode-todo-highlight:
   last_checked: 1779030561.592535
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:09:21.592535+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -293709,6 +304985,7 @@ https://marketplace.visualstudio.com/items?itemName=xyz.local-history:
   last_checked: 1779032543.401347
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:42:23.401347+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -293741,6 +305018,7 @@ https://marketplace.visualstudio.com/items?itemName=yzhang.markdown-all-in-one:
   last_checked: 1779032227.620995
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:37:07.620995+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -293774,6 +305052,7 @@ https://marketplace.visualstudio.com/publishers/AmazonWebServices:
   last_checked: 1779033576.158323
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:59:36.158323+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -293807,6 +305086,7 @@ https://marketplace.visualstudio.com/publishers/GoogleCloudTools:
   last_checked: 1779031544.483839
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:25:44.483839+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -293840,6 +305120,7 @@ https://marketplace.visualstudio.com/publishers/Microsoft:
   last_checked: 1779033079.895553
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:51:19.895553+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -293873,6 +305154,7 @@ https://marketplace.visualstudio.com/publishers/Oracle:
   last_checked: 1779030584.034793
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:09:44.034793+02:00'
+  last_ai_eval: null
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@@ -293906,6 +305188,7 @@ https://marketplace.visualstudio.com/publishers/redhat:
   last_checked: 1779031182.154385
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:19:42.154385+02:00'
+  last_ai_eval: null
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@@ -293939,6 +305222,7 @@ https://marklodato.github.io/visual-git-guide/index-en.html:
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -293970,6 +305254,7 @@ https://markrosscloud.medium.com/introducing-kiro-aws-agentic-ai-based-ide-cded7
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:32.328642+02:00'
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@@ -294004,6 +305289,7 @@ https://markstevenson.org:
   last_checked: 1779029950.320603
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:10.320603+02:00'
+  last_ai_eval: null
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@@ -294031,6 +305317,7 @@ https://martinfowler.com/articles/201701-event-driven.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2017-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -294065,6 +305352,7 @@ https://martinfowler.com/articles/branching-patterns.html:
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   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -294097,6 +305385,7 @@ https://martinfowler.com/articles/data-mesh-principles.html:
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -294131,6 +305420,7 @@ https://martinfowler.com/articles/data-monolith-to-mesh.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -294163,6 +305453,7 @@ https://martinfowler.com/articles/evodb.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -294195,6 +305486,7 @@ https://martinfowler.com/articles/feature-toggles.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2017-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -294228,6 +305520,7 @@ https://martinfowler.com/articles/originalContinuousIntegration.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2017-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -294261,6 +305554,7 @@ https://martinfowler.com/articles/retrospective-antipatterns.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -294286,13 +305580,14 @@ https://martinfowler.com/articles/serverless.html:
   resource_type: Reference Guide
   complexity: Advanced
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -294306,6 +305601,7 @@ https://martinfowler.com/articles/serverless.html:
   v2_locations:
   - serverless.md
   youtube_mosaic: {}
+  duplicate_of: https://nubenetes.com/serverless
 https://martinfowler.com/bliki/KeystoneInterface.html:
   title: 'martinfowler.com: KeystoneInterface'
   description: ''
@@ -294325,6 +305621,7 @@ https://martinfowler.com/bliki/KeystoneInterface.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -294357,6 +305654,7 @@ https://martinfowler.com/nosql.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2012-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -294389,6 +305687,7 @@ https://martinheinz.dev/blog/35:
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -294420,6 +305719,7 @@ https://martinheinz.dev/blog/53:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -294451,6 +305751,7 @@ https://martinheinz.dev/blog/58:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -294482,6 +305783,7 @@ https://martinheinz.dev/blog/60:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -294518,6 +305820,7 @@ https://martinheinz.dev/blog/63:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -294551,6 +305854,7 @@ https://martinheinz.dev/blog/73:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -294586,6 +305890,7 @@ https://martinheinz.dev/blog/85:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -294619,6 +305924,7 @@ https://martinheinz.dev/blog/89:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -294650,6 +305956,7 @@ https://martkos-it.co.uk/our-work/jmeter-testing-cheat-sheet-ng5zm-97y43-af8tj:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -294682,6 +305989,7 @@ https://martkos-it.co.uk/s/jmeter-testing-cheat-sheet-v10.pdf:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -294712,6 +306020,7 @@ https://marvelousmlops.substack.com:
   last_checked: 1779029634.0496
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:54.049600+02:00'
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@@ -294743,6 +306052,7 @@ https://marvelousmlops.substack.com/p/cicd-for-mlops-on-gitlab-part-1:
   last_checked: 1779032797.693571
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:37.693571+02:00'
+  last_ai_eval: null
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@@ -294774,6 +306084,7 @@ https://marvelousmlops.substack.com/p/how-to-sell-mlops-in-large-organizations:
   last_checked: 1779031618.163316
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:58.163316+02:00'
+  last_ai_eval: null
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@@ -294805,6 +306116,7 @@ https://marvelousmlops.substack.com/p/mlops-roadmap-2024:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:43.208786+02:00'
+  last_ai_eval: null
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@@ -294836,6 +306148,7 @@ https://marvelousmlops.substack.com/p/model-serving-architectures-on-databricks:
   last_checked: 1779030438.536543
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:18.536543+02:00'
+  last_ai_eval: null
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@@ -294869,6 +306182,7 @@ https://marvelousmlops.substack.com/p/sharpen-your-cookiecutter-speed-up:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:57.287992+02:00'
+  last_ai_eval: null
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@@ -294902,6 +306216,7 @@ https://marvelousmlops.substack.com/p/technical-roles-in-data-science-who:
   last_checked: 1779034207.951917
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:07.951917+02:00'
+  last_ai_eval: null
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@@ -294933,6 +306248,7 @@ https://marvelousmlops.substack.com/p/traceability-and-reproducibility:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:26.691087+02:00'
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@@ -294965,6 +306281,7 @@ https://masterpoint.io/blog/ai-meets-tf-prompt-strategies-for-test-generation:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -294998,6 +306315,7 @@ https://masterpoint.io/blog/terraform-use-cases:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -295020,13 +306338,14 @@ https://masterpoint.io/updates/terraform-use-cases:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: cbbbe2d9d2894182c5934e19b99ed045a8afe4d4d667cfe0bcfabb67c54d142c
   health_score: 100.0
   last_checked: 1779034572.186144
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:12.186144+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -295035,6 +306354,7 @@ https://masterpoint.io/updates/terraform-use-cases:
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://masterpoint.io/blog/terraform-use-cases
 https://matiasmct.medium.com/observability-at-scale-52d0d9a5fb9b:
   title: 'matiasmct.medium.com: Observability at Scale'
   description: ''
@@ -295046,13 +306366,14 @@ https://matiasmct.medium.com/observability-at-scale-52d0d9a5fb9b:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779031110.878763
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:30.878763+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -295066,6 +306387,7 @@ https://matiasmct.medium.com/observability-at-scale-52d0d9a5fb9b:
   v2_locations:
   - monitoring.md
   youtube_mosaic: {}
+  duplicate_of: https://itnext.io/observability-at-scale-52d0d9a5fb9b
 https://matt-rickard.com/docker-desktop-alternatives:
   title: 'matt-rickard.com: An Overview of Docker Desktop Alternatives'
   description: ''
@@ -295076,13 +306398,14 @@ https://matt-rickard.com/docker-desktop-alternatives:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 1630d7c0f79d77e3ae6f7fb3393b84d01722233861032053eabd5ea19da10e15
   health_score: 100.0
   last_checked: 1779032373.16813
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:33.168130+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -295091,6 +306414,7 @@ https://matt-rickard.com/docker-desktop-alternatives:
   - docs/docker.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://mattrickard.com/docker-desktop-alternatives
 https://matt-rickard.com/how-to-calculate-a-cidr:
   title: 'matt-rickard.com: How to Calculate a CIDR'
   description: ''
@@ -295101,13 +306425,14 @@ https://matt-rickard.com/how-to-calculate-a-cidr:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: ee4197cd28ae9db65e7b54e44d8bf55a72706d486ec3b676d37d23ad05aeb7c1
   health_score: 100.0
   last_checked: 1779033676.770537
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:16.770537+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -295116,6 +306441,7 @@ https://matt-rickard.com/how-to-calculate-a-cidr:
   - docs/networking.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://mattrickard.com/how-to-calculate-a-cidr
 https://matt-rickard.com/infrastructure-as-code-will-be-written-by-ai:
   title: 'matt-rickard.com: Infrastructure as Code Will be Written by AI'
   description: ''
@@ -295126,13 +306452,14 @@ https://matt-rickard.com/infrastructure-as-code-will-be-written-by-ai:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: adbeebee2c57b57dc87cfd628ac4fc2eb9b35f80564f9dc183852b4c9f99f28e
   health_score: 100.0
   last_checked: 1779032519.887414
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:41:59.887414+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -295141,6 +306468,7 @@ https://matt-rickard.com/infrastructure-as-code-will-be-written-by-ai:
   - docs/iac.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://mattrickard.com/infrastructure-as-code-will-be-written-by-ai
 https://mattermost.com:
   title: Mattermost
   description: ''
@@ -295161,6 +306489,7 @@ https://mattermost.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -295196,6 +306525,7 @@ https://mattermost.com/blog/the-top-7-open-source-tools-for-securing-your-kubern
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -295228,6 +306558,7 @@ https://matthewpalmer.net/kubernetes-app-developer/articles/kubernetes-ingress-g
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -295259,6 +306590,7 @@ https://matthewpalmer.net/kubernetes-app-developer/articles/kubernetes-networkin
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -295293,6 +306625,7 @@ https://matthewpalmer.net/kubernetes-app-developer/articles/kubernetes-volumes-e
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -295326,6 +306659,7 @@ https://mattias.engineer/blog/2024/azure-federated-credentials-github:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -295359,6 +306693,7 @@ https://mattias.engineer/blog/2024/terraform-professional-chapter-2:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -295392,6 +306727,7 @@ https://mattias.engineer/blog/2024/terraform-variable-cross-validation:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -295424,6 +306760,7 @@ https://mattias.engineer/blog/2025/azure-ipam-with-terraform:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -295456,6 +306793,7 @@ https://mattias.engineer/blog/2025/azure-portal-export-terraform:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -295486,6 +306824,7 @@ https://mattias.engineer/courses:
   last_checked: 1779030363.353761
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:06:03.353761+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -295514,6 +306853,7 @@ https://mattias.engineer/courses/kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -295546,6 +306886,7 @@ https://mattias.engineer/courses/kubernetes/helm:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -295578,6 +306919,7 @@ https://mattias.engineer/k8s/ingress:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -295610,6 +306952,7 @@ https://mattias.engineer/posts/terraform-testing-and-validation:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -295641,6 +306984,7 @@ https://mattrickard.com/docker-desktop-alternatives:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -295672,6 +307016,7 @@ https://mattrickard.com/how-to-calculate-a-cidr:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -295703,6 +307048,7 @@ https://mattrickard.com/infrastructure-as-code-will-be-written-by-ai:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -295734,6 +307080,7 @@ https://maven.apache.org:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -295765,6 +307112,7 @@ https://maven.apache.org/guides/MavenQuickReferenceCard.pdf:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -295796,6 +307144,7 @@ https://maven.apache.org/guides/introduction/introduction-to-the-standard-direct
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -295827,6 +307176,7 @@ https://maven.apache.org/plugins/maven-changelog-plugin:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -295858,6 +307208,7 @@ https://maven.apache.org/plugins/maven-checkstyle-plugin:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -295889,6 +307240,7 @@ https://maven.apache.org/plugins/maven-javadoc-plugin:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -295920,6 +307272,7 @@ https://maven.apache.org/shared/maven-dependency-analyzer/index.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -295951,6 +307304,7 @@ https://maven.apache.org/surefire/maven-surefire-report-plugin:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -295983,6 +307337,7 @@ https://maxilect-company.medium.com/graceful-shutdown-in-a-cloud-environment-the
   last_checked: 1779034207.955887
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:07.955887+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -296016,6 +307371,7 @@ https://maximilianmichels.com/2021/kubernetes-what-you-need-to-know:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -296046,6 +307402,7 @@ https://mayadata.io:
   last_checked: 1779031838.885948
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:38.885948+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -296079,6 +307436,7 @@ https://mayankshah.dev/blog/demystifying-kube-proxy:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -296102,13 +307460,14 @@ https://mbbaig.blog/how-to-create-custom-helm-charts:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779030842.380435
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:02.380435+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -296122,6 +307481,7 @@ https://mbbaig.blog/how-to-create-custom-helm-charts:
   v2_locations:
   - helm.md
   youtube_mosaic: {}
+  duplicate_of: https://hackandslash.blog/how-to-create-custom-helm-charts
 https://mbuffett.com/posts/ktunnel-ngrok-replace:
   title: 'mbuffett.com: Replacing ngrok with ktunnel'
   description: ''
@@ -296141,6 +307501,7 @@ https://mbuffett.com/posts/ktunnel-ngrok-replace:
   last_checked: 1779032000.018332
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:33:20.018332+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -296172,6 +307533,7 @@ https://mckornfield.medium.com/working-with-hpas-in-kubernetes-ced39263b596:
   last_checked: 1779033240.271134
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:00.271134+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -296195,13 +307557,14 @@ https://mcpbundles.com:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 73ad596127eb3ef2efeae8037ac84e803f38e2fac0cb28dcdcfce00431d3896a
   health_score: 100.0
   last_checked: 1779034132.234026
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:52.234026+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -296210,6 +307573,7 @@ https://mcpbundles.com:
   - docs/ai-agents-mcp.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.mcpbundles.com
 https://media.defense.gov/2021/Aug/03/2002820425/-1/-1/1/CTR_KUBERNETES%20HARDENING%20GUIDANCE.PDF:
   title: "Kubernetes Hardening Guidance \U0001F31F\U0001F31F"
   description: ''
@@ -296228,6 +307592,7 @@ https://media.defense.gov/2021/Aug/03/2002820425/-1/-1/1/CTR_KUBERNETES%20HARDEN
   last_checked: 1779032874.431616
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:54.431616+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -296266,6 +307631,7 @@ https://media.defense.gov/2021/Aug/03/2002820425/-1/-1/1/CTR_KUBERNETES%20HARDEN
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -296296,6 +307662,7 @@ https://mediatemple.net/blog/cloud-hosting/cicd-workflows-aws-3-use-cases:
   last_checked: 1779030422.718375
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:02.718375+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -296329,6 +307696,7 @@ https://medium.baqend.com/nosql-databases-a-survey-and-decision-guidance-ea7823a
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -296359,6 +307727,7 @@ https://medium.com/01001101/using-terraform-with-azure-the-right-way-35af3b51a6b
   last_checked: 1779033507.743222
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:27.743222+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -296390,6 +307759,7 @@ https://medium.com/4th-coffee/10-best-devops-tools-for-start-ups-91eb69bc3128:
   last_checked: 1779029552.35408
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:32.354080+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -296421,6 +307791,7 @@ https://medium.com/4th-coffee/10-new-devops-tools-to-watch-in-2023-e974dbb1f1bb:
   last_checked: 1779031647.231364
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:27.231364+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -296454,6 +307825,7 @@ https://medium.com/4th-coffee/a-comprehensive-tutorial-on-service-mesh-istio-env
   last_checked: 1779029609.295731
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:29.295731+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -296485,6 +307857,7 @@ https://medium.com/4th-coffee/state-of-kubernetes-secrets-management-in-2022-614
   last_checked: 1779033671.555246
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:11.555246+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -296518,6 +307891,7 @@ https://medium.com/4th-coffee/what-is-policy-as-code-an-introduction-to-open-pol
   last_checked: 1779033030.234887
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:30.234887+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -296551,6 +307925,7 @@ https://medium.com/99dotco/a-detail-guide-to-deploying-elasticsearch-on-elastic-
   last_checked: 1779031450.783296
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:10.783296+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -296586,6 +307961,7 @@ https://medium.com/99dotco/a-detail-guide-to-deploying-elasticsearch-on-elastic-
   last_checked: 1779029634.072413
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:54.072413+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -296617,6 +307993,7 @@ https://medium.com/@15daniel10/yoyo-attack-on-a-k8s-cluster-102bc1d5ca3e:
   last_checked: 1779034090.305844
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:10.305844+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -296648,6 +308025,7 @@ https://medium.com/@AceTheCloud-Abhishek/50-shades-of-containers-and-kubernetes-
   last_checked: 1779030525.384847
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:45.384847+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -296679,6 +308057,7 @@ https://medium.com/@Alibaba_Cloud/getting-started-with-kubernetes-etcd-a26cba0b4
   last_checked: 1779033655.370317
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:55.370317+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -296710,6 +308089,7 @@ https://medium.com/@BeNitinAgarwal/lifecycle-of-docker-container-d2da9f85959:
   last_checked: 1779031548.17818
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:48.178180+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -296743,6 +308123,7 @@ https://medium.com/@CloudifyOps/setting-up-a-horizontal-pod-autoscaler-for-kuber
   last_checked: 1779032231.938339
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:11.938339+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -296774,6 +308155,7 @@ https://medium.com/@CuriousLearner/deploying-efk-stack-on-kubernetes-c25ba2682c9
   last_checked: 1779029063.260983
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:23.260983+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -296805,6 +308187,7 @@ https://medium.com/@DevOps-Diva.o/implementing-security-on-azure-devops-pipeline
   last_checked: 1779033024.776805
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:24.776805+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -296838,6 +308221,7 @@ https://medium.com/@DevOpsfreak/top-12-kubernetes-installation-errors-you-cant-a
   last_checked: 1779032236.03232
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:16.032320+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -296869,6 +308253,7 @@ https://medium.com/@ElizAyer/meetings-are-the-work-9e429dde6aa3:
   last_checked: 1779032195.526538
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:35.526538+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -296900,6 +308285,7 @@ https://medium.com/@GiantSwarm/deep-dive-into-kubernetes-networking-in-azure-9f0
   last_checked: 1779033735.318063
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:15.318063+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -296933,6 +308319,7 @@ https://medium.com/@GranulateIntel/the-fundamental-principles-of-kubernetes-capa
   last_checked: 1779030731.860266
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:11.860266+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -296966,6 +308353,7 @@ https://medium.com/@HirenDhaduk1/best-choice-to-run-your-containers-aws-fargate-
   last_checked: 1779033764.913194
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:44.913194+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -296997,6 +308385,7 @@ https://medium.com/@HirenDhaduk1/top-kubernetes-observability-tools-and-their-us
   last_checked: 1779031435.486365
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:55.486365+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -297027,6 +308416,7 @@ https://medium.com/@KarlKFI/yaml-sh-yaml-sans-helm-e983a3dfdaec:
   last_checked: 1779032076.655032
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:36.655032+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -297054,6 +308444,7 @@ https://medium.com/@Kubernetes_Advocate:
   last_checked: 1779030005.384735
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:05.384735+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -297087,6 +308478,7 @@ https://medium.com/@Kubernetes_Advocate:
   last_checked: 1779033213.016423
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:33.016423+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -297118,6 +308510,7 @@ https://medium.com/@LachlanEvenson/mutating-kubernetes-resources-with-gatekeeper
   last_checked: 1779031110.846425
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:30.846425+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -297150,6 +308543,7 @@ https://medium.com/@LachlanEvenson/verifying-container-signatures-on-kubernetes-
   last_checked: 1779031327.06646
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:07.066460+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -297183,6 +308577,7 @@ https://medium.com/@MetricFire/monitoring-kubernetes-tutorial-using-grafana-and-
   last_checked: 1779029938.817495
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:58.817495+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -297216,6 +308611,7 @@ https://medium.com/@Mohamed-ElEmam/build-docker-images-in-kubernetes-pod-without
   last_checked: 1779031215.609739
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:15.609739+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -297249,6 +308645,7 @@ https://medium.com/@Paddy_Adallah/how-to-choose-kubernetes-platforms-for-enterpr
   last_checked: 1779029732.04817
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:55:32.048170+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -297281,6 +308678,7 @@ https://medium.com/@Platform9Sys/kubernetes-cloud-services-comparing-gke-eks-and
   last_checked: 1779034482.25414
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:42.254140+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -297314,6 +308712,7 @@ https://medium.com/@RoussiAbel/optimizing-java-base-docker-images-size-from-674m
   last_checked: 1779032251.795242
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:31.795242+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -297345,6 +308744,7 @@ https://medium.com/@Sandeepkallazhi/velero-backup-restore-for-k8s-stateful-appli
   last_checked: 1779031061.127293
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:41.127293+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -297378,6 +308778,7 @@ https://medium.com/@ScrumPokerPro/cloud-native-architecture-with-kubernetes-and-
   last_checked: 1779033715.601731
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:55.601731+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -297409,6 +308810,7 @@ https://medium.com/@Techie1/networking-tasks-in-production-using-ansible-b09d0a6
   last_checked: 1779031796.264776
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:56.264776+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -297440,6 +308842,7 @@ https://medium.com/@TimvanBaarsen/maven-cheat-sheet-45942d8c0b86:
   last_checked: 1779031079.690171
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:59.690171+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -297473,6 +308876,7 @@ https://medium.com/@TonyBologni/4-reasons-why-4-is-the-perfect-team-size-for-agi
   last_checked: 1779034499.436767
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:59.436767+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -297506,6 +308910,7 @@ https://medium.com/@Tyler.Gallimore/deploying-apache-web-server-on-aws-ec2-with-
   last_checked: 1779033510.950322
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:30.950322+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -297539,6 +308944,7 @@ https://medium.com/@ZiXianZeroX/setting-up-an-on-premise-kubernetes-cluster-from
   last_checked: 1779031388.844332
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:08.844332+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -297572,6 +308978,7 @@ https://medium.com/@_gdantas/backstage-and-terraform-a-powerful-combination-for-
   last_checked: 1779033794.810447
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:14.810447+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -297603,6 +309010,7 @@ https://medium.com/@a.j.abbott24/kubernetes-multi-environment-config-management-
   last_checked: 1779034134.342316
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:54.342316+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -297635,6 +309043,7 @@ https://medium.com/@abdelrhmanahmed131/longhorn-distributed-block-storage-for-k8
   last_checked: 1779031552.684973
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:52.684973+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -297666,6 +309075,7 @@ https://medium.com/@abdulfayis/storage-orchestration-for-kubernetes-c6370f943e23
   last_checked: 1779029123.633869
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:23.633869+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -297699,6 +309109,7 @@ https://medium.com/@abhimanyubajaj98/deploying-kubernetes-from-scratch-with-terr
   last_checked: 1779030572.404825
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:32.404825+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -297731,6 +309142,7 @@ https://medium.com/@abhinav.ittekot/granting-iam-permissions-to-pods-in-eks-usin
   last_checked: 1779031327.101634
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:07.101634+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -297762,6 +309174,7 @@ https://medium.com/@abhinav.ittekot/running-kubernetes-jobs-with-sidecar-contain
   last_checked: 1779030172.040379
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:02:52.040379+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -297793,6 +309206,7 @@ https://medium.com/@abhishekbhardwaj510/gitops-with-jenkins-and-kubernetes-c2042
   last_checked: 1779031752.448725
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:12.448725+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -297826,6 +309240,7 @@ https://medium.com/@abhisman.sarkar/kubernetes-monitoring-effective-cluster-trac
   last_checked: 1779033037.067823
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:37.067823+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -297858,6 +309273,7 @@ https://medium.com/@adarsh.prabhu/microservices-and-the-world-with-a-service-mes
   last_checked: 1779031122.186216
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:42.186216+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -297889,6 +309305,7 @@ https://medium.com/@adeelsubhan25/how-to-setup-and-build-docker-images-on-window
   last_checked: 1779034520.697114
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:20.697114+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -297920,6 +309337,7 @@ https://medium.com/@adityadhopade18/mastering-k8s-event-driven-autoscaling-cd1b9
   last_checked: 1779034262.455709
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:02.455709+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -297951,6 +309369,7 @@ https://medium.com/@adnn.selimovic/creating-kubernetes-operator-using-kubebuilde
   last_checked: 1779030022.281294
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:22.281294+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -297982,6 +309401,7 @@ https://medium.com/@adolfo.diaz.zar/secret-management-with-terraform-6b5e02f9437
   last_checked: 1779031499.278385
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:59.278385+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -298015,6 +309435,7 @@ https://medium.com/@adolfo.diaz.zar/secret-management-with-terraform-6b5e02f9437
   last_checked: 1779030499.558951
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:19.558951+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -298048,6 +309469,7 @@ https://medium.com/@ahmed.farhan/kafka-setup-in-kubernetes-using-strimzi-k8s-ope
   last_checked: 1779030367.136392
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:07.136392+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -298079,6 +309501,7 @@ https://medium.com/@ahmed.fathy.elayaat/gitops-fc27ef5a7836:
   last_checked: 1779030658.197021
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:58.197021+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -298112,6 +309535,7 @@ https://medium.com/@ahmet16ck/what-is-load-balancer-and-how-does-it-work-in-kube
   last_checked: 1779033947.447517
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:47.447517+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -298143,6 +309567,7 @@ https://medium.com/@ahmetb/mastering-kubeconfig-4e447aa32c75:
   last_checked: 1779033704.280539
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:44.280539+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -298174,6 +309599,7 @@ https://medium.com/@ajin.sunny/rate-limiting-in-distributed-systems-bbeca0c47b96
   last_checked: 1779033704.294126
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:44.294126+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -298207,6 +309633,7 @@ https://medium.com/@ajin.sunny/system-design-architecture-stateful-vs-stateless-
   last_checked: 1779032333.357764
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:53.357764+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -298238,6 +309665,7 @@ https://medium.com/@ajin.sunny/system-design-concept-rate-limiting-f4da72371533:
   last_checked: 1779033730.945206
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:10.945206+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -298269,6 +309697,7 @@ https://medium.com/@akamenev/running-sonarqube-on-azure-kubernetes-92a1b9051120:
   last_checked: 1779033788.632522
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:08.632522+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -298302,6 +309731,7 @@ https://medium.com/@akashjoffical08/monitor-uptime-of-endpoints-in-k8s-using-bla
   last_checked: 1779034041.390307
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:21.390307+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -298335,6 +309765,7 @@ https://medium.com/@akshayavb99/integration-of-aws-terraform-and-github-for-auto
   last_checked: 1779032888.915071
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:08.915071+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -298366,6 +309797,7 @@ https://medium.com/@akshitverma8191/prometheus-grafana-node-monitoring-on-kubern
   last_checked: 1779030851.44028
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:11.440280+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -298397,6 +309829,7 @@ https://medium.com/@alamdar.hussain0007/gitops-with-kubernetes-f0912b644925:
   last_checked: 1779032961.107914
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:21.107914+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -298428,6 +309861,7 @@ https://medium.com/@alex.ivenin/chaos-engineering-in-kubernetes-4de425132ba1:
   last_checked: 1779029174.168184
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:14.168184+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -298460,6 +309894,7 @@ https://medium.com/@alex.ivenin/exploring-ephemeral-containers-in-kubernetes-bcc
   last_checked: 1779033313.461848
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:13.461848+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -298491,6 +309926,7 @@ https://medium.com/@alexellisuk/5-tips-for-troubleshooting-apps-on-kubernetes-83
   last_checked: 1779032152.570357
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:52.570357+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -298522,6 +309958,7 @@ https://medium.com/@alexellisuk/then-he-asked-me-is-kubernetes-right-for-us-7869
   last_checked: 1779031226.307416
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:26.307416+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -298553,6 +309990,7 @@ https://medium.com/@alexellisuk/walk-through-install-kubernetes-to-your-raspberr
   last_checked: 1779030346.176148
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:46.176148+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -298586,6 +310024,7 @@ https://medium.com/@alexmogfr/zevent-place-how-we-handled-100k-ccu-on-a-real-tim
   last_checked: 1779031714.532154
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:34.532154+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -298617,6 +310056,7 @@ https://medium.com/@alextheedom/eclipse-microprofile-5-things-you-need-to-know-e
   last_checked: 1779030826.868226
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:46.868226+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -298650,6 +310090,7 @@ https://medium.com/@alfahreiza/building-an-elt-pipeline-from-csv-to-bigquery-usi
   last_checked: 1779033002.044094
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:02.044094+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -298681,6 +310122,7 @@ https://medium.com/@amid.ukr/agile-git-branching-strategies-in-2023-caeead79ddd:
   last_checked: 1779030364.676915
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:04.676915+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -298712,6 +310154,7 @@ https://medium.com/@amir.ilw/kubernetes-storage-migration-ac48f6f9f5a5:
   last_checked: 1779034228.811998
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:28.811998+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -298743,6 +310186,7 @@ https://medium.com/@amirhosseineidy/kubernetes-authentication-with-keycloak-oidc
   last_checked: 1779031796.256129
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:56.256129+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -298774,6 +310218,7 @@ https://medium.com/@amitabhprasad/kubernetes-volume-backup-for-disaster-recovery
   last_checked: 1779033100.790155
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:40.790155+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -298805,6 +310250,7 @@ https://medium.com/@anatoliydadashev/terraform-aws-decoupled-architecture-9135df
   last_checked: 1779031442.143399
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:02.143399+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -298837,6 +310283,7 @@ https://medium.com/@andreas.soularidis/a-simple-guide-to-handle-text-files-in-py
   last_checked: 1779032036.576312
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:56.576312+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -298868,6 +310315,7 @@ https://medium.com/@andreas.soularidis/learn-about-exceptions-in-python-fef309f6
   last_checked: 1779032968.814464
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:28.814464+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -298899,6 +310347,7 @@ https://medium.com/@andretost_75145/using-chatgpt-to-learn-kubernetes-and-opensh
   last_checked: 1779029110.346522
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:10.346522+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -298932,6 +310381,7 @@ https://medium.com/@andrewachraf/detect-crashes-in-your-cluster-using-kwatch-an-
   last_checked: 1779032333.343598
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:53.343598+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -298963,6 +310413,7 @@ https://medium.com/@andrewjr350/misunderstanding-of-serverless-aws-835c7076ea4c:
   last_checked: 1779033784.681016
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:04.681016+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -298994,6 +310445,7 @@ https://medium.com/@andriikrymus/dns-config-for-eks-61eb70c3e31e:
   last_checked: 1779031755.230519
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:15.230519+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -299025,6 +310477,7 @@ https://medium.com/@andriisumko/single-sign-on-in-kubernetes-1ad9528350ed:
   last_checked: 1779032195.529142
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:35.529142+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -299058,6 +310511,7 @@ https://medium.com/@andy.bryant/processing-guarantees-in-kafka-12dd2e30be0e:
   last_checked: 1779030090.94494
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:30.944940+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -299091,6 +310545,7 @@ https://medium.com/@anjkeesari/install-grafana-loki-stack-helmchart-in-azure-kub
   last_checked: 1779029820.498829
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:57:00.498829+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -299124,6 +310579,7 @@ https://medium.com/@ankit.wal/the-how-of-iam-roles-for-service-accounts-irsa-on-
   last_checked: 1779030295.722222
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:55.722222+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -299155,6 +310611,7 @@ https://medium.com/@ankitrai_13207/kubernetes-deployment-service-6f32b7e63f16:
   last_checked: 1779031113.204119
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:33.204119+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -299186,6 +310643,7 @@ https://medium.com/@anshuman2121/devsecops-implement-security-on-cicd-pipeline-1
   last_checked: 1779031900.57475
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:40.574750+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -299217,6 +310675,7 @@ https://medium.com/@antoine.loizeau/add-a-switch-to-simplify-terraform-debugging
   last_checked: 1779029269.744591
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:49.744591+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -299248,6 +310707,7 @@ https://medium.com/@anujsharma12feb/devops-tools-handbook-b42487a53353:
   last_checked: 1779033213.01287
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:33.012870+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -299279,6 +310739,7 @@ https://medium.com/@anupam.s1602/aws-app-mesh-with-eks-and-canary-deployment-550
   last_checked: 1779029513.453693
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:53.453693+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -299314,6 +310775,7 @@ https://medium.com/@anurag2397/solving-javas-core-problems-around-memory-and-cpu
   last_checked: 1779033400.214664
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:40.214664+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -299345,6 +310807,7 @@ https://medium.com/@aqsarahman71/introduction-to-kaniko-912e0f494570:
   last_checked: 1779033663.180439
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:03.180439+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -299378,6 +310841,7 @@ https://medium.com/@arbnair97/introduction-to-kubernetes-network-policy-and-cali
   last_checked: 1779032970.966232
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:30.966232+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -299409,6 +310873,7 @@ https://medium.com/@aritra.chatterjee_/hexagonal-architecture-in-java-7ac8f4bea7
   last_checked: 1779031902.400075
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:42.400075+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -299442,6 +310907,7 @@ https://medium.com/@arton.demaku/managing-stateful-applications-with-kubernetes-
   last_checked: 1779033280.375894
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:40.375894+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -299473,6 +310939,7 @@ https://medium.com/@arunksingh16/azure-devops-handbook-d6dcd82da1b7:
   last_checked: 1779034262.459801
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:02.459801+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -299504,6 +310971,7 @@ https://medium.com/@ashish_fagna/aws-services-every-developer-should-be-aware-of
   last_checked: 1779029070.205211
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:30.205211+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -299536,6 +311004,7 @@ https://medium.com/@atif.ramzan89/top-7-cloud-source-code-management-tools-featu
   last_checked: 1779030238.327491
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:58.327491+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -299569,6 +311038,7 @@ https://medium.com/@avyanab/deploy-a-two-tier-architecture-with-aws-and-terrafor
   last_checked: 1779033655.372349
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:55.372349+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -299601,6 +311071,7 @@ https://medium.com/@ayushsingh1525/aws-configuration-with-apache-server-in-ec2-u
   last_checked: 1779032681.664502
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:41.664502+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -299632,6 +311103,7 @@ https://medium.com/@badawekoo/helm-theory-demo-and-commands-you-need-to-know-628
   last_checked: 1779031900.549987
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:40.549987+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -299665,6 +311137,7 @@ https://medium.com/@badawekoo/limit-number-of-processes-running-in-a-kubernetes-
   last_checked: 1779029507.181792
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:47.181792+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -299696,6 +311169,7 @@ https://medium.com/@badawekoo/monitoring-in-devops-lifecycle-4d9a2f277eb0:
   last_checked: 1779029118.632101
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:18.632101+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -299727,6 +311201,7 @@ https://medium.com/@badawekoo/scaling-in-kubernetes-what-why-and-how-d120e99be07
   last_checked: 1779032613.205319
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:33.205319+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -299760,6 +311235,7 @@ https://medium.com/@badawekoo/using-rbac-in-kubernetes-for-authorization-complet
   last_checked: 1779031796.249149
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:56.249149+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -299793,6 +311269,7 @@ https://medium.com/@bareckidarek/tcp-packets-traffic-visualization-for-kubernete
   last_checked: 1779029940.738233
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:00.738233+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -299824,6 +311301,7 @@ https://medium.com/@bchenjh/full-fine-tuning-of-llama2-on-kubernetes-a983e1eb225
   last_checked: 1779032181.874484
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:21.874484+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -299855,6 +311333,7 @@ https://medium.com/@ben11kehoe/aws-configuration-files-explained-9a7ea7a5b42e:
   last_checked: 1779032622.457829
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:42.457829+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -299888,6 +311367,7 @@ https://medium.com/@benjamin.christmann_12432/setting-up-your-first-eks-cluster-
   last_checked: 1779031102.988616
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:22.988616+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -299920,6 +311400,7 @@ https://medium.com/@benjaminacar.private/a-comprehensive-guide-to-setup-a-new-k8
   last_checked: 1779032457.067154
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:40:57.067154+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -299952,6 +311433,7 @@ https://medium.com/@betz.mark/understanding-resource-limits-in-kubernetes-cpu-ti
   last_checked: 1779032877.754591
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:57.754591+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -299985,6 +311467,7 @@ https://medium.com/@bgrant0607/advantages-of-storing-configuration-in-container-
   last_checked: 1779032888.913187
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:08.913187+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -300017,6 +311500,7 @@ https://medium.com/@bherta/using-kubernetes-operators-to-manage-the-lifecycle-of
   last_checked: 1779030346.166637
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:46.166637+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -300049,6 +311533,7 @@ https://medium.com/@bijit211987/devsecops-approach-with-terraform-and-ci-cd-pipe
   last_checked: 1779030710.979301
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:50.979301+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -300082,6 +311567,7 @@ https://medium.com/@bijit211987/grafana-with-opentelemetry-vendor-neutral-and-op
   last_checked: 1779031796.27698
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:56.276980+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -300115,6 +311601,7 @@ https://medium.com/@bijit211987/grafana-with-opentelemetry-vendor-neutral-and-op
   last_checked: 1779033157.891887
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:37.891887+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -300146,6 +311633,7 @@ https://medium.com/@bijit211987/kubernetes-roadmap-edd06067fa72:
   last_checked: 1779033500.316393
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:20.316393+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -300179,6 +311667,7 @@ https://medium.com/@bijit211987/observability-driven-development-2bc2cdde8661:
   last_checked: 1779033479.071849
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:59.071849+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -300210,6 +311699,7 @@ https://medium.com/@bill.salvaggio/the-aws-cloud-resume-challenge-project-c5c0c6
   last_checked: 1779034041.408237
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:21.408237+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -300240,6 +311730,7 @@ https://medium.com/@bill.salvaggio/the-aws-cloud-resume-challenge-project-part-i
   last_checked: 1779030685.009382
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:25.009382+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -300266,6 +311757,7 @@ https://medium.com/@blgreco72/debugging-kubernetes-services-locally-8cb14bf8745a
   last_checked: 1779032639.813014
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:59.813014+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -300299,6 +311791,7 @@ https://medium.com/@bm54cloud/stressing-a-kubernetes-pod-to-induce-an-oomkilled-
   last_checked: 1779029132.402133
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:32.402133+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -300330,6 +311823,7 @@ https://medium.com/@bm54cloud/stressing-a-kubernetes-pod-to-induce-an-oomkilled-
   last_checked: 1779029246.4059
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:26.405900+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -300356,6 +311850,7 @@ https://medium.com/@brightzheng100/kubernetes-the-hard-way-on-docker-f512bae734a
   last_checked: 1779030412.963943
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:52.963943+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -300389,6 +311884,7 @@ https://medium.com/@brunoolimpio/kubernetes-deepdive-parte-2-a65ffdce596d:
   last_checked: 1779030589.137049
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:49.137049+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -300419,6 +311915,7 @@ https://medium.com/@brunosquassoni/creating-a-kubernetes-cluster-step-by-step-bd
   last_checked: 1779029609.292226
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:29.292226+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -300445,6 +311942,7 @@ https://medium.com/@bubu.tripathy/blue-green-deployment-using-kubernetes-be994df
   last_checked: 1779029374.187696
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:34.187696+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -300476,6 +311974,7 @@ https://medium.com/@bubu.tripathy/headless-k8s-service-924c689607a7:
   last_checked: 1779032421.011674
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:40:21.011674+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -300508,6 +312007,7 @@ https://medium.com/@bunnyshell/how-to-overcome-infrastructure-as-code-iac-challe
   last_checked: 1779030295.736368
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:55.736368+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -300539,6 +312039,7 @@ https://medium.com/@buraktahtacioglu/aws-well-architected-framework-aws-roadmap-
   last_checked: 1779031460.470481
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:20.470481+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -300570,6 +312071,7 @@ https://medium.com/@buraktahtacioglu/gitops-fundamentals-cncf-roadmap-fa686dbced
   last_checked: 1779031079.648653
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:59.648653+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -300602,6 +312104,7 @@ https://medium.com/@calvineotieno010/managing-application-secrets-with-hashicorp
   last_checked: 1779033903.303685
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:03.303685+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -300634,6 +312137,7 @@ https://medium.com/@carlosedp/red-hat-openshift-virtualization-in-nested-vmware-
   last_checked: 1779031381.519122
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:01.519122+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -300665,6 +312169,7 @@ https://medium.com/@casperrubaek/why-keda-is-a-game-changer-for-scaling-in-kuber
   last_checked: 1779031460.50071
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:20.500710+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -300696,6 +312201,7 @@ https://medium.com/@cbkwgl/continuous-monitoring-in-devops-8d4db48a0e24:
   last_checked: 1779033071.767592
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:11.767592+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -300726,6 +312232,7 @@ https://medium.com/@cdoan/ibm-multicloud-manager-cluster-sizing-bc3b609b7de9:
   last_checked: 1779034557.870955
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:57.870955+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -300754,6 +312261,7 @@ https://medium.com/@chamakenjefi/kubernetes-deployments-using-a-configmap-with-a
   last_checked: 1779034486.848634
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:46.848634+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -300787,6 +312295,7 @@ https://medium.com/@chamakenjefi/kubernetes-deployments-using-a-configmap-with-a
   last_checked: 1779033713.516154
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:53.516154+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -300818,6 +312327,7 @@ https://medium.com/@charled.breteche/kind-cilium-metallb-and-no-kube-proxy-a9fe6
   last_checked: 1779029060.744027
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:20.744027+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -300851,6 +312361,7 @@ https://medium.com/@charled.breteche/kind-cilium-metallb-and-no-kube-proxy-a9fe6
   last_checked: 1779032371.442842
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:31.442842+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -300882,6 +312393,7 @@ https://medium.com/@charled.breteche/securing-grafana-with-keycloak-sso-d01fec05
   last_checked: 1779031696.479804
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:16.479804+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -300913,6 +312425,7 @@ https://medium.com/@chrisedrego/kubernetes-monitoring-kube-state-metrics-df6546a
   last_checked: 1779029628.480961
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:48.480961+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -300944,6 +312457,7 @@ https://medium.com/@claudio.domingos/ansible-awx-from-scratch-to-rest-api-part-4
   last_checked: 1779031460.479426
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:20.479426+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -300975,6 +312489,7 @@ https://medium.com/@cloud_tips/kubernetes-incident-response-94daac6d7a2b:
   last_checked: 1779031520.695443
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:20.695443+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -301006,6 +312521,7 @@ https://medium.com/@cloud_tips/kubernetes-security-best-practices-ea1e3913c001:
   last_checked: 1779031981.114863
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:01.114863+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -301039,6 +312555,7 @@ https://medium.com/@cloud_tips/kubernetes-security-best-practices-ea1e3913c001:
   last_checked: 1779032080.278156
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:40.278156+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -301072,6 +312589,7 @@ https://medium.com/@codebob75/application-network-security-in-azure-subnets-endp
   last_checked: 1779033187.033858
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:07.033858+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -301107,6 +312625,7 @@ https://medium.com/@codingkarma/kubernetes-goat-part-1-8718b1345a42:
   last_checked: 1779030267.643257
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:27.643257+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -301138,6 +312657,7 @@ https://medium.com/@connect.hashblock/learn-how-you-can-create-a-chatbot-in-pyth
   last_checked: 1779029163.303002
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:03.303002+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -301169,6 +312689,7 @@ https://medium.com/@craig_robinson/guide-installing-an-okd-4-5-cluster-508a2631c
   last_checked: 1779030589.130614
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:49.130614+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -301199,6 +312720,7 @@ https://medium.com/@cyber-security/devops-01-example-project-with-terraform-ade5
   last_checked: 1779030220.125676
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:40.125676+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -301227,6 +312749,7 @@ https://medium.com/@d.deloatch/how-to-stop-all-instances-using-aws-sdk-for-pytho
   last_checked: 1779032333.338369
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:53.338369+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -301258,6 +312781,7 @@ https://medium.com/@d.kumarkaran12/devsecops-with-aws-codepipeline-and-ecs-c800f
   last_checked: 1779032388.299949
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:48.299949+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -301291,6 +312815,7 @@ https://medium.com/@dan.avila7/prueba-tus-proyectos-serverless-de-forma-local-co
   last_checked: 1779033157.911514
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:37.911514+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -301322,6 +312847,7 @@ https://medium.com/@danielaaronw/k8s-pod-anti-affinity-dd2667a20c5f:
   last_checked: 1779032551.96164
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:31.961640+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -301355,6 +312881,7 @@ https://medium.com/@danielepolencic/binding-aws-iam-roles-to-kubernetes-service-
   last_checked: 1779031552.687289
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:52.687289+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -301386,6 +312913,7 @@ https://medium.com/@danielepolencic/challenge-16-throttled-93133f8fd0ad:
   last_checked: 1779033801.71776
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:21.717760+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -301417,6 +312945,7 @@ https://medium.com/@danielepolencic/how-does-rbac-work-in-kubernetes-d50dd34771c
   last_checked: 1779030326.607701
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:26.607701+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -301448,6 +312977,7 @@ https://medium.com/@danielepolencic/isolating-kubernetes-pods-for-debugging-5fe4
   last_checked: 1779031896.220969
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:36.220969+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -301481,6 +313011,7 @@ https://medium.com/@danielepolencic/reserved-cpu-and-memory-in-kubernetes-nodes-
   last_checked: 1779030957.648497
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:57.648497+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -301516,6 +313047,7 @@ https://medium.com/@danieljimgarcia/the-application-gateway-ingress-controller-i
   last_checked: 1779030299.706455
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:59.706455+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -301549,6 +313081,7 @@ https://medium.com/@danieljimgarcia/the-application-gateway-ingress-controller-i
   last_checked: 1779032097.574967
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:57.574967+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -301581,6 +313114,7 @@ https://medium.com/@dast04/writing-custom-prometheus-exporters-in-python-kuberne
   last_checked: 1779032681.622571
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:41.622571+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -301614,6 +313148,7 @@ https://medium.com/@database-mesh/database-mesh-2-0-database-governance-in-a-clo
   last_checked: 1779029575.28146
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:55.281460+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -301645,6 +313180,7 @@ https://medium.com/@datosh18/gitsign-in-remote-environments-6f40f47d289f:
   last_checked: 1779032699.144677
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:59.144677+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -301678,6 +313214,7 @@ https://medium.com/@deejiw/test-helm-release-in-production-environment-with-zero
   last_checked: 1779031796.263732
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:56.263732+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -301711,6 +313248,7 @@ https://medium.com/@deepanshuyadavv11/task1-integrating-github-jenkins-and-docke
   last_checked: 1779030119.150605
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:59.150605+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -301744,6 +313282,7 @@ https://medium.com/@deepeshjaiswal6734/an-introduction-to-kubernetes-architectur
   last_checked: 1779030951.650767
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:51.650767+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -301775,6 +313314,7 @@ https://medium.com/@denhox/sharing-data-between-microservices-fe7fb9471208:
   last_checked: 1779032639.810408
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:59.810408+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -301808,6 +313348,7 @@ https://medium.com/@denhox/sharing-data-between-microservices-fe7fb9471208:
   last_checked: 1779030538.451767
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:58.451767+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -301841,6 +313382,7 @@ https://medium.com/@devfire/how-to-become-a-devops-engineer-in-six-months-or-les
   last_checked: 1779031257.897867
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:57.897867+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -301872,6 +313414,7 @@ https://medium.com/@devml2016/lets-start-automation-using-jenkins-docker-github-
   last_checked: 1779032337.337137
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:57.337137+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -301905,6 +313448,7 @@ https://medium.com/@devopsfolks8546/1-pods-c3d1a9349ba0:
   last_checked: 1779031079.650373
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:59.650373+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -301940,6 +313484,7 @@ https://medium.com/@devopsfolks8546/1-pods-c3d1a9349ba0:
   last_checked: 1779032872.662743
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:52.662743+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -301973,6 +313518,7 @@ https://medium.com/@dfrancisczok/introduction-to-kubernetes-other-kubernetes-com
   last_checked: 1779029478.311483
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:18.311483+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -302004,6 +313550,7 @@ https://medium.com/@dima.statz_89242/no-code-data-collect-api-on-aws-d79e3681d20
   last_checked: 1779031108.780562
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:28.780562+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -302037,6 +313584,7 @@ https://medium.com/@dimitrijevskiv/monitor-kubernetes-pod-status-from-a-jenkins-
   last_checked: 1779029377.66755
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:37.667550+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -302068,6 +313616,7 @@ https://medium.com/@dius_au/delivering-value-on-kubernetes-8d5c5655c1b4:
   last_checked: 1779032195.527864
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:35.527864+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -302101,6 +313650,7 @@ https://medium.com/@dmglascoe/deploying-iam-users-and-s3-buckets-using-boto3-and
   last_checked: 1779030346.174152
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:46.174152+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -302134,6 +313684,7 @@ https://medium.com/@dominik.tornow/the-kubernetes-scheduler-cd429abac02f:
   last_checked: 1779031844.269556
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:44.269556+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -302166,6 +313717,7 @@ https://medium.com/@dotdc/a-set-of-modern-grafana-dashboards-for-kubernetes-4b98
   last_checked: 1779033594.563798
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:54.563798+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -302198,6 +313750,7 @@ https://medium.com/@dotdc/how-to-find-unused-prometheus-metrics-using-mimirtool-
   last_checked: 1779032216.745381
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:56.745381+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -302231,6 +313784,7 @@ https://medium.com/@dotdc/is-your-kubernetes-api-server-exposed-learn-how-to-che
   last_checked: 1779030534.133389
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:54.133389+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -302263,6 +313817,7 @@ https://medium.com/@dsdatsme/terraform-gitops-ci-cd-with-approval-notifications-
   last_checked: 1779032080.313668
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:40.313668+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -302294,6 +313849,7 @@ https://medium.com/@dugouchet.a/manage-your-terraform-like-a-container-d2acbc46d
   last_checked: 1779030084.558231
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:24.558231+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -302326,6 +313882,7 @@ https://medium.com/@duplocloud/infrastructure-as-code-but-you-dont-have-to-write
   last_checked: 1779032343.931914
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:03.931914+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -302357,6 +313914,7 @@ https://medium.com/@ebin/stop-you-dont-need-microservices-dc732d70b3e0:
   last_checked: 1779033503.662602
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:23.662602+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -302388,6 +313946,7 @@ https://medium.com/@ebonyymonae/github-actions-and-automation-9637aa06af64:
   last_checked: 1779032966.261369
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:26.261369+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -302419,6 +313978,7 @@ https://medium.com/@ebonyymonae/terraform-for-newbies-1f4c4bcd2ace:
   last_checked: 1779034094.243459
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:14.243459+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -302450,6 +314010,7 @@ https://medium.com/@eduard.mihai.lemnaru/auto-update-helm-chart-version-using-ar
   last_checked: 1779029251.720975
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:31.720975+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -302483,6 +314044,7 @@ https://medium.com/@eduardo854/building-your-gitops-pipeline-with-github-actions
   last_checked: 1779029060.717414
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:20.717414+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -302516,6 +314078,7 @@ https://medium.com/@ehsan-khodadadi/patterns-and-anti-patterns-for-a-reliable-ku
   last_checked: 1779032034.464201
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:54.464201+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -302549,6 +314112,7 @@ https://medium.com/@ehsan-khodadadi/prometheus-multi-cluster-monitoring-using-pr
   last_checked: 1779034347.679707
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:27.679707+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -302582,6 +314146,7 @@ https://medium.com/@ej.sta.ana/easy-blue-green-deployment-on-openshift-container
   last_checked: 1779034134.32029
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:54.320290+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -302615,6 +314180,7 @@ https://medium.com/@eliran89c/for-the-love-of-god-learn-when-to-use-cpu-limits-o
   last_checked: 1779033575.326227
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:35.326227+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -302648,6 +314214,7 @@ https://medium.com/@elliotgraebert/four-great-alternatives-to-hashicorps-terrafo
   last_checked: 1779031739.601304
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:59.601304+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -302680,6 +314247,7 @@ https://medium.com/@emmaliaocode/kubectl-create-vs-kubectl-apply-whats-the-diffe
   last_checked: 1779034579.864266
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:19.864266+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -302712,6 +314280,7 @@ https://medium.com/@eoneoff/installing-istio-multicluster-deployment-with-terraf
   last_checked: 1779030250.299664
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:10.299664+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -302745,6 +314314,7 @@ https://medium.com/@eoneoff/installing-istio-multicluster-deployment-with-terraf
   last_checked: 1779030204.216403
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:24.216403+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -302778,6 +314348,7 @@ https://medium.com/@eriky/copilot-is-genuinely-scary-and-fascinating-at-the-same
   last_checked: 1779029552.305203
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:32.305203+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -302811,6 +314382,7 @@ https://medium.com/@ernestkwashie3/provisioning-amazon-elastic-kubernetes-servic
   last_checked: 1779032117.180281
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:17.180281+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -302844,6 +314416,7 @@ https://medium.com/@ernestkwashie3/provisioning-amazon-elastic-kubernetes-servic
   last_checked: 1779030868.32886
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:28.328860+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -302875,6 +314448,7 @@ https://medium.com/@eshiett314/mutual-tls-with-emissary-ingress-and-linkerd-4aa3
   last_checked: 1779034049.166499
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:29.166499+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -302906,6 +314480,7 @@ https://medium.com/@espringe/amazon-s-customer-service-backdoor-be375b3428c4:
   last_checked: 1779032339.739086
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:59.739086+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -302939,6 +314514,7 @@ https://medium.com/@eumaho/setting-up-readiness-and-liveness-health-check-probes
   last_checked: 1779033068.032778
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:08.032778+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -302972,6 +314548,7 @@ https://medium.com/@extio/understanding-kubernetes-annotations-enhancing-flexibi
   last_checked: 1779030658.199701
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:58.199701+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -303003,6 +314580,7 @@ https://medium.com/@ezinneanne/best-api-documentation-tools-you-need-cf3ef2c47e8
   last_checked: 1779033764.917611
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:44.917611+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -303036,6 +314614,7 @@ https://medium.com/@fabrizio-cafolla/dockerize-python-for-aws-lambda-deploy-with
   last_checked: 1779031600.298511
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:40.298511+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -303067,6 +314646,7 @@ https://medium.com/@faisalkuzhan/day-43-90-infrastructure-as-code-iac-5a826258ee
   last_checked: 1779031185.89877
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:45.898770+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -303098,6 +314678,7 @@ https://medium.com/@far3ns/kong-the-microservice-api-gateway-526c4ca0cfa6:
   last_checked: 1779034581.709531
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:21.709531+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -303129,6 +314710,7 @@ https://medium.com/@fengruohang/database-in-kubernetes-is-that-a-good-idea-daf57
   last_checked: 1779029704.34759
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:55:04.347590+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -303160,6 +314742,7 @@ https://medium.com/@firat.yasar/backup-restore-kubernetes-resources-with-velero-
   last_checked: 1779031142.590042
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:02.590042+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -303193,6 +314776,7 @@ https://medium.com/@florian.rieger/if-you-haven-t-heard-of-descriptors-you-don-t
   last_checked: 1779032100.160725
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:00.160725+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -303225,6 +314809,7 @@ https://medium.com/@franoisdagostini/gitops-build-infrastructure-resilient-appli
   last_checked: 1779031999.840298
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:19.840298+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -303258,6 +314843,7 @@ https://medium.com/@frommeyerc/containers-and-the-jvm-about-cfs-and-how-to-deal-
   last_checked: 1779030741.910528
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:21.910528+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -303282,13 +314868,14 @@ https://medium.com/@fvtool/jenkins-cicd-getting-started-with-groovy-and-docker-c
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779032966.266496
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:26.266496+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -303304,6 +314891,7 @@ https://medium.com/@fvtool/jenkins-cicd-getting-started-with-groovy-and-docker-c
   - jenkins.md
   - openshift-pipelines.md
   youtube_mosaic: {}
+  duplicate_of: https://blog.isaack.io/articles/2016-08/Jenkins-CICD-Getting-Started-With-Groovy-Part-1
 https://medium.com/@fwiles/k9s-eks-context-error-7ff18df7547f:
   title: 'medium.com/@fwiles: k9s EKS Context Error'
   description: ''
@@ -303322,6 +314910,7 @@ https://medium.com/@fwiles/k9s-eks-context-error-7ff18df7547f:
   last_checked: 1779032966.275447
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:26.275447+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -303355,6 +314944,7 @@ https://medium.com/@gajaoncloud/demystifying-karpenters-advanced-features-consol
   last_checked: 1779033788.655044
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:08.655044+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -303388,6 +314978,7 @@ https://medium.com/@gajaoncloud/karpenter-mastery-nodepools-nodeclasses-for-work
   last_checked: 1779031494.404789
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:54.404789+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -303421,6 +315012,7 @@ https://medium.com/@gajaoncloud/unleash-the-power-of-karpenter-automating-aws-ek
   last_checked: 1779034015.277106
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:06:55.277106+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -303452,6 +315044,7 @@ https://medium.com/@gangsta_black/grafana-cool-dashboard-for-monitoring-jenkins-
   last_checked: 1779033591.642162
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:51.642162+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -303485,6 +315078,7 @@ https://medium.com/@gangsta_black/grafana-cool-dashboard-for-monitoring-jenkins-
   last_checked: 1779029631.069059
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:51.069059+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -303516,6 +315110,7 @@ https://medium.com/@gdiener/how-to-build-a-smaller-docker-image-76779e18d48a:
   last_checked: 1779032922.3446
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:42.344600+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -303549,6 +315144,7 @@ https://medium.com/@geoffrey.muselli/argocd-multi-cluster-helm-charts-installati
   last_checked: 1779030478.934656
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:58.934656+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -303582,6 +315178,7 @@ https://medium.com/@george_bakas/mastering-github-actions-environment-variables-
   last_checked: 1779033397.784736
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:37.784736+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -303614,6 +315211,7 @@ https://medium.com/@ghumare64/deploying-infrastructure-frontend-backend-on-aws-u
   last_checked: 1779031537.785877
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:37.785877+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -303647,6 +315245,7 @@ https://medium.com/@gjoshevski/reduce-the-cost-of-running-aks-cluster-by-leverag
   last_checked: 1779033078.860814
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:18.860814+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -303678,6 +315277,7 @@ https://medium.com/@glen.yu/getting-started-with-ebpf-and-cilium-on-gke-6553c5d7
   last_checked: 1779032661.69148
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:21.691480+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -303709,6 +315309,7 @@ https://medium.com/@glen.yu/nginx-ingress-or-gke-ingress-d87dd9db504c:
   last_checked: 1779030708.290549
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:48.290549+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -303742,6 +315343,7 @@ https://medium.com/@glen.yu/why-i-prefer-kyverno-over-gatekeeper-for-native-kube
   last_checked: 1779030429.922418
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:09.922418+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -303773,6 +315375,7 @@ https://medium.com/@griggheo/initial-experiences-with-the-prometheus-monitoring-
   last_checked: 1779031084.634477
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:04.634477+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -303806,6 +315409,7 @@ https://medium.com/@hammadsaif061/simplifying-microservices-management-with-kube
   last_checked: 1779029710.121518
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:55:10.121518+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -303836,6 +315440,7 @@ https://medium.com/@haozhao_2156/rescue-my-openshift-cluster-from-loss-of-2-mast
   last_checked: 1779033575.333108
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:35.333108+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -303864,6 +315469,7 @@ https://medium.com/@hardiktaneja_99752/lessons-after-running-kafka-in-production
   last_checked: 1779031064.297708
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:44.297708+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -303897,6 +315503,7 @@ https://medium.com/@hari.balagopal/create-a-helm-chart-automatically-from-kubern
   last_checked: 1779030461.883979
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:41.883979+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -303930,6 +315537,7 @@ https://medium.com/@harmonh/solutions-to-communication-problems-in-microservices
   last_checked: 1779033617.143858
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:17.143858+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -303963,6 +315571,7 @@ https://medium.com/@harsh.manvar111/dont-confuse-the-difference-between-stateles
   last_checked: 1779033074.301425
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:14.301425+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -303994,6 +315603,7 @@ https://medium.com/@harshvijaythakkar/creating-ci-cd-pipeline-for-aws-ecs-part-i
   last_checked: 1779031381.508477
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:01.508477+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -304027,6 +315637,7 @@ https://medium.com/@haseebshaukat2/kyverno-policy-engine-for-kubernetes-b49f3fac
   last_checked: 1779032817.247466
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:57.247466+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -304058,6 +315669,7 @@ https://medium.com/@hashiroulap/terraform-aws-api-gateway-6d86a010f359:
   last_checked: 1779031122.157004
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:42.157004+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -304089,6 +315701,7 @@ https://medium.com/@hello_9187/why-we-are-not-supporting-opentf-a46855f52dc4:
   last_checked: 1779032054.408577
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:14.408577+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -304120,6 +315733,7 @@ https://medium.com/@het.trivedi05/designing-multi-tenant-applications-on-kuberne
   last_checked: 1779034094.264819
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:14.264819+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -304151,6 +315765,7 @@ https://medium.com/@hinsulak/multi-node-lightweight-kubernetes-setup-using-k3s-4
   last_checked: 1779034456.272671
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:16.272671+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -304184,6 +315799,7 @@ https://medium.com/@hirushanonline/dynamic-scaling-with-kubernetes-event-driven-
   last_checked: 1779029174.099981
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:14.099981+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -304217,6 +315833,7 @@ https://medium.com/@hmquan08011996/set-up-microservice-on-kubernetes-write-confi
   last_checked: 1779032549.483355
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:29.483355+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -304250,6 +315867,7 @@ https://medium.com/@hmquan08011996/setup-microservices-on-kubernetes-automating-
   last_checked: 1779029056.335197
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:16.335197+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -304281,6 +315899,7 @@ https://medium.com/@hnaveed221/starting-out-with-kubernetes-21d0bd03c956:
   last_checked: 1779029171.932364
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:11.932364+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -304313,6 +315932,7 @@ https://medium.com/@hubian/16-best-practices-in-spring-boot-production-62c065a61
   last_checked: 1779031552.670152
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:52.670152+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -304344,6 +315964,7 @@ https://medium.com/@hunkarbozkurt/what-is-devops-how-was-devops-derived-660ef47d
   last_checked: 1779032683.768975
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:43.768975+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -304375,6 +315996,7 @@ https://medium.com/@i180826/using-docker-to-build-react-app-49862615e6f8:
   last_checked: 1779030360.445122
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:00.445122+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -304406,6 +316028,7 @@ https://medium.com/@icheko/wordpress-high-availability-on-kubernetes-f6c0bcc2f28
   last_checked: 1779031898.059579
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:38.059579+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -304430,13 +316053,14 @@ https://medium.com/@imarunrk/continuous-gitops-the-way-to-do-devops-in-kubernete
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779030034.532851
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:34.532851+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -304450,6 +316074,7 @@ https://medium.com/@imarunrk/continuous-gitops-the-way-to-do-devops-in-kubernete
   v2_locations:
   - gitops.md
   youtube_mosaic: {}
+  duplicate_of: https://itnext.io/continuous-gitops-the-way-to-do-devops-in-kubernetes-896b0ea1d0fb
 https://medium.com/@imaze.enabulele/autoscaling-ec2-instances-for-high-availability-and-stress-testing-946b41f229e2:
   title: "medium.com/@imaze.enabulele: Autoscaling EC2 Instances for High Availability'
     and Stress Testing \U0001F31F"
@@ -304470,6 +316095,7 @@ https://medium.com/@imaze.enabulele/autoscaling-ec2-instances-for-high-availabil
   last_checked: 1779033024.773804
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:24.773804+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -304501,6 +316127,7 @@ https://medium.com/@interviewready/data-replication-in-distributed-system-87f7d2
   last_checked: 1779033040.438979
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:40.438979+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -304534,6 +316161,7 @@ https://medium.com/@isalapiyarisi/getting-started-on-kubernetes-observability-wi
   last_checked: 1779032184.705278
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:24.705278+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -304567,6 +316195,7 @@ https://medium.com/@ishana98dadhich/integrating-aws-secret-manager-with-eks-and-
   last_checked: 1779029151.227749
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:51.227749+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -304600,6 +316229,7 @@ https://medium.com/@ismailyenigul/how-to-enable-openshift-oc-bash-auto-completio
   last_checked: 1779029590.129449
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:10.129449+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -304632,6 +316262,7 @@ https://medium.com/@issy972/balancing-reliability-cost-and-performance-with-kube
   last_checked: 1779034564.162966
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:04.162966+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -304665,6 +316296,7 @@ https://medium.com/@it-craftsman/how-to-fix-kubernetes-namespaces-stuck-in-termi
   last_checked: 1779033947.442879
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:47.442879+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -304698,6 +316330,7 @@ https://medium.com/@jainal/mastering-graceful-shutdown-in-distributed-systems-an
   last_checked: 1779033424.413323
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:04.413323+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -304729,6 +316362,7 @@ https://medium.com/@jake.page91/the-guide-to-kubectl-i-never-had-3874cc6074ff:
   last_checked: 1779033240.232301
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:00.232301+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -304762,6 +316396,7 @@ https://medium.com/@jasonmfehr/inspecting-kubernetes-client-to-api-server-networ
   last_checked: 1779032683.773218
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:43.773218+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -304793,6 +316428,7 @@ https://medium.com/@jasonmfehr/kubernetes-informers-opening-the-mystery-box-4cd6
   last_checked: 1779030346.186988
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:46.186988+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -304824,6 +316460,7 @@ https://medium.com/@javachampions/java-is-still-free-2-0-0-6b9aa8d6d244:
   last_checked: 1779033586.276343
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:46.276343+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -304855,6 +316492,7 @@ https://medium.com/@jdxcode/12-factor-cli-apps-dd3c227a0e46:
   last_checked: 1779030856.460385
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:16.460385+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -304886,6 +316524,7 @@ https://medium.com/@jeevansathisocial/high-performance-api-gateway-3661d5a2fee0s
   last_checked: 1779032977.285373
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:37.285373+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -304916,6 +316555,7 @@ https://medium.com/@jeremyaherzog/cicada-an-integration-testing-framework-for-do
   last_checked: 1779032282.248114
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:02.248114+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -304944,6 +316584,7 @@ https://medium.com/@jerome.decoster/create-temporary-environment-from-pull-reque
   last_checked: 1779030951.627175
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:51.627175+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -304975,6 +316616,7 @@ https://medium.com/@jerome.decoster/kubernetes-eks-canary-deployment-1ef79ae89df
   last_checked: 1779029056.353509
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:16.353509+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -305006,6 +316648,7 @@ https://medium.com/@jerome_tarte/extend-your-toolset-with-kubectl-plugin-5559606
   last_checked: 1779029340.766499
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:00.766499+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -305039,6 +316682,7 @@ https://medium.com/@jerome_tarte/managing-your-sensitive-information-during-gito
   last_checked: 1779029563.442662
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:43.442662+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -305070,6 +316714,7 @@ https://medium.com/@jettycloud/making-sense-of-kubernetes-cpu-requests-and-limit
   last_checked: 1779031758.969273
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:18.969273+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -305101,6 +316746,7 @@ https://medium.com/@jjlakis/gcp-secret-manager-with-self-hosted-kubernetes-db35d
   last_checked: 1779034394.366238
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:14.366238+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -305133,6 +316779,7 @@ https://medium.com/@jlamillan/rancher-deployed-kubernetes-on-oracle-cloud-infras
   last_checked: 1779031844.256988
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:44.256988+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -305165,6 +316812,7 @@ https://medium.com/@jmrobles/how-to-setup-hetzner-load-balancer-on-a-kubernetes-
   last_checked: 1779029251.748891
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:31.748891+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -305198,6 +316846,7 @@ https://medium.com/@joelbelton/optimising-docker-performance-the-key-4-technique
   last_checked: 1779030346.194608
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:46.194608+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -305230,6 +316879,7 @@ https://medium.com/@joelkaplan1/gitops-with-istio-tekton-and-argo-cd-on-openshif
   last_checked: 1779034012.430355
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:06:52.430355+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -305261,6 +316911,7 @@ https://medium.com/@jon.mclean/argocd-the-gitops-way-90f7eb0d2606:
   last_checked: 1779033328.848941
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:28.848941+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -305293,6 +316944,7 @@ https://medium.com/@jonathan_37674/comparing-kubernetes-security-frameworks-and-
   last_checked: 1779032779.570185
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:19.570185+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -305324,6 +316976,7 @@ https://medium.com/@jonathan_37674/how-to-keep-your-ci-cd-pipelines-secure-armo-
   last_checked: 1779034330.382532
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:10.382532+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -305355,6 +317008,7 @@ https://medium.com/@jonathan_37674/how-to-secure-kubernetes-ingress-by-armo-cb86
   last_checked: 1779030132.287858
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:02:12.287858+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -305386,6 +317040,7 @@ https://medium.com/@jonathan_37674/how-to-validate-kubernetes-yaml-files-armo-e4
   last_checked: 1779031801.741793
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:01.741793+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -305419,6 +317074,7 @@ https://medium.com/@jonathan_37674/kubernetes-1-27-everything-you-should-know-ar
   last_checked: 1779031181.204179
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:41.204179+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -305452,6 +317108,7 @@ https://medium.com/@jonathan_37674/kubernetes-admission-controller-the-definitiv
   last_checked: 1779032242.874504
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:22.874504+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -305485,6 +317142,7 @@ https://medium.com/@jonathan_37674/kubernetes-security-best-practices-definitive
   last_checked: 1779030384.451785
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:24.451785+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -305518,6 +317176,7 @@ https://medium.com/@jonathan_37674/what-have-we-learned-from-scanning-over-10k-k
   last_checked: 1779029948.052041
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:08.052041+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -305551,6 +317210,7 @@ https://medium.com/@jpcontad/a-year-of-running-kubernetes-as-a-product-7eed1204e
   last_checked: 1779034172.805851
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:09:32.805851+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -305583,6 +317243,7 @@ https://medium.com/@jportasa/ecs-jenkins-plugin-to-create-ephemeral-slaves-in-fa
   last_checked: 1779033903.359483
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:03.359483+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -305614,6 +317275,7 @@ https://medium.com/@jstrachan/fabric8-please-check-out-jenkins-x-instead-8295a02
   last_checked: 1779032296.514845
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:16.514845+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -305647,6 +317309,7 @@ https://medium.com/@jtdv01/kubernetes-authorization-and-role-based-access-contro
   last_checked: 1779031620.063769
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:00.063769+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -305678,6 +317341,7 @@ https://medium.com/@juliorenner123/k8s-creating-a-kube-scheduler-plugin-8a826c48
   last_checked: 1779030390.647642
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:30.647642+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -305709,6 +317373,7 @@ https://medium.com/@junjun231953_53717/terraform-best-practices-737153356d41:
   last_checked: 1779033704.279467
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:44.279467+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -305741,6 +317406,7 @@ https://medium.com/@jweng1/setting-up-kafkasource-to-send-data-and-displayed-wit
   last_checked: 1779031944.807702
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:32:24.807702+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -305774,6 +317440,7 @@ https://medium.com/@kachidude007/setting-up-an-access-token-in-gitlab-for-a-jenk
   last_checked: 1779030199.056839
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:19.056839+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -305805,6 +317472,7 @@ https://medium.com/@kajan26/the-myth-of-scalability-in-kubernetes-e49953944b8e:
   last_checked: 1779032920.302734
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:40.302734+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -305838,6 +317506,7 @@ https://medium.com/@karanshingde/machine-learning-in-production-your-comprehensi
   last_checked: 1779034454.127812
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:14.127812+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -305871,6 +317540,7 @@ https://medium.com/@kennethtcp/how-to-spread-replica-pods-into-nodes-evenly-by-t
   last_checked: 1779029565.149677
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:45.149677+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -305904,6 +317574,7 @@ https://medium.com/@kevin30101999/machine-learning-pipeline-using-argo-workflow-
   last_checked: 1779032289.682439
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:09.682439+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -305937,6 +317608,7 @@ https://medium.com/@kevin30101999/machine-learning-pipeline-using-argo-workflow-
   last_checked: 1779032420.900594
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:40:20.900594+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -305970,6 +317642,7 @@ https://medium.com/@kinghuang/docker-compose-anchors-aliases-extensions-a1e4105d
   last_checked: 1779030014.691964
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:14.691964+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -306003,6 +317676,7 @@ https://medium.com/@knoldus/configure-ssl-certificate-with-cert-manager-on-kuber
   last_checked: 1779031676.554534
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:56.554534+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -306034,6 +317708,7 @@ https://medium.com/@knoldus/how-to-schedule-pods-on-nodes-in-kubernetes-af321d8e
   last_checked: 1779029269.742196
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:49.742196+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -306065,6 +317740,7 @@ https://medium.com/@knoldus/introduction-to-kubernetes-deployment-strategies-par
   last_checked: 1779033432.048373
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:12.048373+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -306083,13 +317759,14 @@ https://medium.com/@knoldus/introduction-to-sealed-secrets-in-kubernetes-7857b36
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779033788.670834
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:08.670834+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -306098,6 +317775,7 @@ https://medium.com/@knoldus/introduction-to-sealed-secrets-in-kubernetes-7857b36
   - docs/kubernetes-security.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://medium.com/@knoldus/using-sealed-secrets-in-kubernetes-7f7518d4c984
 https://medium.com/@knoldus/using-sealed-secrets-in-kubernetes-7f7518d4c984:
   title: 'medium.com/@knoldus: Using sealed secrets in Kubernetes'
   description: ''
@@ -306116,6 +317794,7 @@ https://medium.com/@knoldus/using-sealed-secrets-in-kubernetes-7f7518d4c984:
   last_checked: 1779033572.542768
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:32.542768+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -306149,6 +317828,7 @@ https://medium.com/@krishnendupatra/best-practices-to-achieve-zero-downtime-on-k
   last_checked: 1779031535.470635
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:35.470635+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -306180,6 +317860,7 @@ https://medium.com/@kylekhunter/kubernetes-monitoring-with-prometheus-a149c35694
   last_checked: 1779030009.182451
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:09.182451+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -306213,6 +317894,7 @@ https://medium.com/@kylelzk/kubernetes-theory-understanding-kubernetes-component
   last_checked: 1779033384.451316
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:24.451316+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -306245,6 +317927,7 @@ https://medium.com/@ladoui.bilal/10-git-commands-should-every-devops-should-know
   last_checked: 1779030335.205309
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:35.205309+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -306278,6 +317961,7 @@ https://medium.com/@lambdaEranga/monitor-kubernets-services-endpoints-with-prome
   last_checked: 1779032902.041171
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:22.041171+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -306309,6 +317993,7 @@ https://medium.com/@leocherian/simple-cdk-app-to-create-eks-cluster-06f651a12ccd
   last_checked: 1779034424.546344
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:44.546344+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -306341,6 +318026,7 @@ https://medium.com/@lessandro.ugulino/securing-the-kubernetes-cluster-c5ab43fe0d
   last_checked: 1779031328.916588
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:08.916588+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -306374,6 +318060,7 @@ https://medium.com/@lfoster49203/kubernetes-on-azure-setting-up-a-cluster-on-mic
   last_checked: 1779032539.912231
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:19.912231+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -306405,6 +318092,7 @@ https://medium.com/@litombeg/kubernetes-high-level-architecture-8a39456c2023:
   last_checked: 1779030726.957195
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:06.957195+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -306436,6 +318124,7 @@ https://medium.com/@lucapompei91/kubernetes-observability-17a7875a38f6:
   last_checked: 1779030528.894036
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:48.894036+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -306469,6 +318158,7 @@ https://medium.com/@lupass93/zero-trust-architecture-on-kubernetes-with-istio-se
   last_checked: 1779031445.851556
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:05.851556+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -306500,6 +318190,7 @@ https://medium.com/@m.json/the-kubernetes-cloud-controller-manager-d440af0d2be5:
   last_checked: 1779030119.138915
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:59.138915+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -306531,6 +318222,7 @@ https://medium.com/@madhankannan7/kubernetes-in-production-key-considerations-b2
   last_checked: 1779031349.200381
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:29.200381+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -306563,6 +318255,7 @@ https://medium.com/@maggarwa/part-1-why-red-hat-openshift-service-mesh-54b8b6ae1
   last_checked: 1779030403.673567
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:43.673567+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -306594,6 +318287,7 @@ https://medium.com/@magstherdev/opentelemetry-on-kubernetes-c167f024b35f:
   last_checked: 1779031442.142284
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:02.142284+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -306618,13 +318312,14 @@ https://medium.com/@magstherdev/opentelemetry-operator-d3d407354cbf:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779032622.458912
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:42.458912+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -306640,6 +318335,7 @@ https://medium.com/@magstherdev/opentelemetry-operator-d3d407354cbf:
   - kubernetes-operators-controllers.md
   - monitoring.md
   youtube_mosaic: {}
+  duplicate_of: https://medium.com/@magstherdev/opentelemetry-on-kubernetes-c167f024b35f
 https://medium.com/@maneesha649nirman/design-patterns-for-microservices-30bed0d215f5:
   title: 'medium.com/@maneesha649nirman: Design Patterns For Microservices'
   description: ''
@@ -306658,6 +318354,7 @@ https://medium.com/@maneesha649nirman/design-patterns-for-microservices-30bed0d2
   last_checked: 1779031377.617343
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:57.617343+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -306691,6 +318388,7 @@ https://medium.com/@maneesha649nirman/design-patterns-for-microservices-30bed0d2
   last_checked: 1779033772.782319
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:52.782319+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -306722,6 +318420,7 @@ https://medium.com/@marc.guerrini/diy-istio-validate-jwt-1ffbd488b1f3:
   last_checked: 1779034372.698739
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:52.698739+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -306753,6 +318452,7 @@ https://medium.com/@marc.khouzam/shell-completion-for-plugins-with-helm-3-8-7cb0
   last_checked: 1779030230.379164
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:50.379164+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -306784,6 +318484,7 @@ https://medium.com/@marco.franssen/gitops-using-helmsman-to-apply-helm-charts-to
   last_checked: 1779033309.107364
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:09.107364+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -306808,13 +318509,14 @@ https://medium.com/@marco.franssen/install-hashicorp-vault-on-kubernetes-using-h
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779031896.219976
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:36.219976+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -306823,6 +318525,7 @@ https://medium.com/@marco.franssen/install-hashicorp-vault-on-kubernetes-using-h
   - docs/devsecops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://marcofranssen.nl/install-hashicorp-vault-on-kubernetes-using-helm-part-1
 https://medium.com/@marinradjenovic/why-do-you-still-need-to-think-of-scalability-when-architecting-serverless-apps-a2e1f14e3eca:
   title: 'medium.com/@marinradjenovic: Why do you still need to think of scalability''
     when architecting Serverless apps?'
@@ -306843,6 +318546,7 @@ https://medium.com/@marinradjenovic/why-do-you-still-need-to-think-of-scalabilit
   last_checked: 1779029899.073319
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:19.073319+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -306874,6 +318578,7 @@ https://medium.com/@mariusz_kujawski/terraform-for-a-data-engineer-553f7538fec8:
   last_checked: 1779032287.584444
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:07.584444+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -306907,6 +318612,7 @@ https://medium.com/@mark.andreev/how-to-configure-kubernetes-memory-limits-for-j
   last_checked: 1779029356.188684
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:16.188684+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -306938,6 +318644,7 @@ https://medium.com/@markcallen_devops/setup-kubernetes-admin-on-linux-with-brew-
   last_checked: 1779032751.444563
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:51.444563+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -306969,6 +318676,7 @@ https://medium.com/@marko.luksa/delaying-application-start-until-sidecar-is-read
   last_checked: 1779031416.253116
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:36.253116+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -307002,6 +318710,7 @@ https://medium.com/@marom.itamar/kubernetes-controllers-custom-resources-and-ope
   last_checked: 1779030196.218631
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:16.218631+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -307035,6 +318744,7 @@ https://medium.com/@martin.hodges/adding-observability-to-a-kubernetes-cluster-u
   last_checked: 1779033157.868372
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:37.868372+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -307066,6 +318776,7 @@ https://medium.com/@martin.hodges/enabling-tls-on-your-vault-cluster-on-kubernet
   last_checked: 1779031541.288398
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:41.288398+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -307099,6 +318810,7 @@ https://medium.com/@martin.hodges/how-to-install-keycloak-iam-on-your-kubernetes
   last_checked: 1779031896.232083
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:36.232083+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -307132,6 +318844,7 @@ https://medium.com/@martin.hodges/introduction-to-vault-to-provide-secret-manage
   last_checked: 1779032869.050703
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:49.050703+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -307165,6 +318878,7 @@ https://medium.com/@martin.hodges/introduction-to-vault-to-provide-secret-manage
   last_checked: 1779031844.316104
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:44.316104+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -307198,6 +318912,7 @@ https://medium.com/@martin.hodges/using-a-wildcard-certificate-within-your-kuber
   last_checked: 1779032642.420397
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:02.420397+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -307231,6 +318946,7 @@ https://medium.com/@martin.hodges/why-do-i-need-an-api-gateway-on-a-kubernetes-c
   last_checked: 1779032966.263089
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:26.263089+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -307263,6 +318979,7 @@ https://medium.com/@martin.hodges/why-do-i-need-an-api-gateway-on-a-kubernetes-c
   last_checked: 1779032368.388018
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:28.388018+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -307296,6 +319013,7 @@ https://medium.com/@mathieuces/how-to-calculate-cpu-for-containers-in-k8s-dynami
   last_checked: 1779034232.485011
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:32.485011+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -307329,6 +319047,7 @@ https://medium.com/@mbarkin.narin/problem-solving-strategies-for-microservice-ar
   last_checked: 1779030119.171872
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:59.171872+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -307362,6 +319081,7 @@ https://medium.com/@mbarkin.narin/problem-solving-strategies-for-microservice-ar
   last_checked: 1779033619.15322
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:19.153220+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -307395,6 +319115,7 @@ https://medium.com/@mbarkin.narin/problem-solving-strategies-for-microservice-ar
   last_checked: 1779031999.82984
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:19.829840+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -307426,6 +319147,7 @@ https://medium.com/@meng.yan/what-happens-when-deleting-a-pod-d1219c7e1b53:
   last_checked: 1779034265.00945
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:05.009450+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -307457,6 +319179,7 @@ https://medium.com/@mertmengu/aws-sam-cli-advanced-serverless-deployments-07432f
   last_checked: 1779031981.13288
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:01.132880+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -307488,6 +319211,7 @@ https://medium.com/@mfsilv/kubernetes-a-gentle-introduction-9d23de7f00e0:
   last_checked: 1779032157.07266
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:57.072660+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -307518,6 +319242,7 @@ https://medium.com/@mfsilv/kubernetes-for-dummies-the-cluster-7cf6a7b5532:
   last_checked: 1779033486.697646
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:06.697646+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -307544,6 +319269,7 @@ https://medium.com/@michaeljguarino/how-we-created-an-in-browser-kubernetes-expe
   last_checked: 1779033917.104319
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:17.104319+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -307574,6 +319300,7 @@ https://medium.com/@michaelkm03/api-testing-with-postman-build-a-dynamic-test-su
   last_checked: 1779029369.329864
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:29.329864+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -307599,6 +319326,7 @@ https://medium.com/@michaelkm03/rest-api-test-automation-with-postman-jenkins-1-
   last_checked: 1779032462.022954
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:41:02.022954+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -307625,6 +319353,7 @@ https://medium.com/@micheldirk/on-amazon-eks-and-karpenter-2b84e75e254e:
   last_checked: 1779033757.299393
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:37.299393+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -307656,6 +319385,7 @@ https://medium.com/@mikakrief/using-azure-service-operator-v2-4a1fa1f5e3b8:
   last_checked: 1779032254.673857
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:34.673857+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -307691,6 +319421,7 @@ https://medium.com/@mike_tyson_cloud/aws-landing-zone-mastering-the-architecture
   last_checked: 1779030846.497745
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:06.497745+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -307722,6 +319453,7 @@ https://medium.com/@mike_tyson_cloud/it-automation-10-alternatives-to-terraform-
   last_checked: 1779030433.684105
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:13.684105+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -307753,6 +319485,7 @@ https://medium.com/@mjkool/kubernetes-operator-simplified-96b8c8f7e627:
   last_checked: 1779030028.680706
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:28.680706+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -307786,6 +319519,7 @@ https://medium.com/@mjkool/kubernetes-operator-simplified-96b8c8f7e627:
   last_checked: 1779031539.734656
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:39.734656+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -307817,6 +319551,7 @@ https://medium.com/@moep_moep/test-driven-development-with-ansible-using-molecul
   last_checked: 1779031099.07979
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:19.079790+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -307841,13 +319576,14 @@ https://medium.com/@mohaamer5/kubernetes-pod-priority-and-preemption-943c58aee07
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779033479.070737
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:59.070737+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -307861,6 +319597,7 @@ https://medium.com/@mohaamer5/kubernetes-pod-priority-and-preemption-943c58aee07
   v2_locations:
   - kubernetes.md
   youtube_mosaic: {}
+  duplicate_of: https://bytes.devopscube.com/p/pod-priority-preemption-explained
 https://medium.com/@moshe.beladev.mb/better-debugging-environment-for-your-micro-services-9420a71b8a37:
   title: 'medium: Better Debugging Environment for your Micro-Services'
   description: ''
@@ -307879,6 +319616,7 @@ https://medium.com/@moshe.beladev.mb/better-debugging-environment-for-your-micro
   last_checked: 1779030522.170144
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:42.170144+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -307910,6 +319648,7 @@ https://medium.com/@muhidabid.cs/why-does-kubernetes-need-ingress-73d969fb6ffe:
   last_checked: 1779033569.95399
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:29.953990+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -307941,6 +319680,7 @@ https://medium.com/@muppedaanvesh/a-hand-on-guide-to-vault-in-kubernetes-%EF%B8%
   last_checked: 1779032877.756724
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:57.756724+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -307974,6 +319714,7 @@ https://medium.com/@muppedaanvesh/a-hands-on-guide-to-kubernetes-monitoring-usin
   last_checked: 1779032360.926772
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:20.926772+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -308007,6 +319748,7 @@ https://medium.com/@muppedaanvesh/azure-devops-self-hosted-agents-on-kubernetes-
   last_checked: 1779029502.36134
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:42.361340+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -308040,6 +319782,7 @@ https://medium.com/@mustafaaltunok/how-ingress-service-deployment-and-pod-link-t
   last_checked: 1779029805.136
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:56:45.136000+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -308071,6 +319814,7 @@ https://medium.com/@nadinCodeHat/http-based-microservices-is-a-bad-idea-670d3db2
   last_checked: 1779032368.379902
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:28.379902+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -308104,6 +319848,7 @@ https://medium.com/@nanditasahu031/devsecops-implementing-secure-ci-cd-pipelines
   last_checked: 1779033713.533902
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:53.533902+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -308135,6 +319880,7 @@ https://medium.com/@nanditasahu031/how-to-integrate-hashicorp-vault-with-jenkins
   last_checked: 1779031649.432503
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:29.432503+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -308161,6 +319907,7 @@ https://medium.com/@nanditasahu031/how-to-start-with-kustomize-its-features-dd54
   last_checked: 1779029899.053317
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:19.053317+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -308192,6 +319939,7 @@ https://medium.com/@nanditasahu031/how-to-start-with-terragrunt-5cd1a842088a:
   last_checked: 1779031226.32207
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:26.322070+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -308223,6 +319971,7 @@ https://medium.com/@nanditasahu031/istio-service-mesh-a11654f90ed9:
   last_checked: 1779031142.592492
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:02.592492+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -308254,6 +320003,7 @@ https://medium.com/@nanditasahu031/terraform-with-gcp-cloud-d25d60a6e740:
   last_checked: 1779031987.519978
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:07.519978+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -308287,6 +320037,7 @@ https://medium.com/@nanditasahu031/terraformer-generate-terraform-files-from-exi
   last_checked: 1779032239.300954
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:19.300954+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -308317,6 +320068,7 @@ https://medium.com/@nblaye/exporting-kafka-jmx-metrics-to-grafana-1b9d32fe900a:
   last_checked: 1779032731.773289
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:31.773289+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -308343,6 +320095,7 @@ https://medium.com/@neonforge/why-you-shouldnt-use-aws-managed-kms-keys-83d9eb9d
   last_checked: 1779034326.322793
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:06.322793+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -308375,6 +320128,7 @@ https://medium.com/@nidhibansal26/iac-and-openshift-virtualization-handshake-c0a
   last_checked: 1779029067.850496
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:27.850496+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -308406,6 +320160,7 @@ https://medium.com/@nikhil.purva/securing-kubernetes-secrets-with-hashicorp-vaul
   last_checked: 1779029487.026816
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:27.026816+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -308439,6 +320194,7 @@ https://medium.com/@niklas.uhrberg/auto-scaling-in-kubernetes-using-kafka-and-ap
   last_checked: 1779029732.069585
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:55:32.069585+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -308472,6 +320228,7 @@ https://medium.com/@noelgass/azure-common-monitoring-with-terraform-543aee6dd1f1
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -308505,6 +320262,7 @@ https://medium.com/@nomulex/how-to-create-an-ssh-tunnel-to-a-remote-database-in-
   last_checked: 1779032388.300992
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:48.300992+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -308538,6 +320296,7 @@ https://medium.com/@norlin.t/build-a-managed-kubernetes-cluster-from-scratch-par
   last_checked: 1779031438.016198
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:58.016198+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -308562,13 +320321,14 @@ https://medium.com/@norlin.t/build-a-managed-kubernetes-cluster-from-scratch-par
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779030384.508601
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:24.508601+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -308577,6 +320337,7 @@ https://medium.com/@norlin.t/build-a-managed-kubernetes-cluster-from-scratch-par
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://medium.com/@norlin.t/build-a-managed-kubernetes-cluster-from-scratch-part-1-fca5f6b3639b
 https://medium.com/@norlin.t/build-a-managed-kubernetes-cluster-from-scratch-part-3-10dec988757:
   title: 'medium.com/@norlin.t: Build a managed Kubernetes cluster from scratch β€”''
     part 3'
@@ -308588,13 +320349,14 @@ https://medium.com/@norlin.t/build-a-managed-kubernetes-cluster-from-scratch-par
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779034104.964906
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:24.964906+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -308603,6 +320365,7 @@ https://medium.com/@norlin.t/build-a-managed-kubernetes-cluster-from-scratch-par
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://medium.com/@norlin.t/build-a-managed-kubernetes-cluster-from-scratch-part-1-fca5f6b3639b
 https://medium.com/@norlin.t/build-a-managed-kubernetes-cluster-from-scratch-part-4-3856f0756a03:
   title: 'medium.com/@norlin.t: Build a managed Kubernetes cluster from scratch β€”''
     part 4'
@@ -308614,13 +320377,14 @@ https://medium.com/@norlin.t/build-a-managed-kubernetes-cluster-from-scratch-par
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779029374.19733
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:34.197330+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -308629,6 +320393,7 @@ https://medium.com/@norlin.t/build-a-managed-kubernetes-cluster-from-scratch-par
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://medium.com/@norlin.t/build-a-managed-kubernetes-cluster-from-scratch-part-1-fca5f6b3639b
 https://medium.com/@norlin.t/build-a-managed-kubernetes-cluster-from-scratch-part-5-a4c22f0c0245:
   title: 'medium.com/@norlin.t: Build a managed Kubernetes cluster from scratch β€”''
     part 5'
@@ -308640,13 +320405,14 @@ https://medium.com/@norlin.t/build-a-managed-kubernetes-cluster-from-scratch-par
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779034347.669808
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:27.669808+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -308655,6 +320421,7 @@ https://medium.com/@norlin.t/build-a-managed-kubernetes-cluster-from-scratch-par
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://medium.com/@norlin.t/build-a-managed-kubernetes-cluster-from-scratch-part-1-fca5f6b3639b
 https://medium.com/@norlin.t/kubernetes-the-hard-illumos-way-c4b45a080bac:
   title: 'medium.com/@norlin.t: Kubernetes the hard (illumos) way'
   description: ''
@@ -308673,6 +320440,7 @@ https://medium.com/@norlin.t/kubernetes-the-hard-illumos-way-c4b45a080bac:
   last_checked: 1779033187.035086
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:07.035086+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -308697,13 +320465,14 @@ https://medium.com/@norlin.t/kubernetes-the-hard-illumos-way-last-part-c68ca71bc
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779034131.339149
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:51.339149+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -308717,6 +320486,7 @@ https://medium.com/@norlin.t/kubernetes-the-hard-illumos-way-last-part-c68ca71bc
   v2_locations:
   - kubernetes-on-premise.md
   youtube_mosaic: {}
+  duplicate_of: https://medium.com/@norlin.t/kubernetes-the-hard-illumos-way-c4b45a080bac
 https://medium.com/@nsfabrice2009/how-to-install-argocd-on-k8s-cluster-ad9084c71f16:
   title: 'medium.com/@nsfabrice2009: How to install ArgoCD on k8s cluster'
   description: ''
@@ -308735,6 +320505,7 @@ https://medium.com/@nsfabrice2009/how-to-install-argocd-on-k8s-cluster-ad9084c71
   last_checked: 1779031849.919748
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:49.919748+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -308767,6 +320538,7 @@ https://medium.com/@oamdev2020/glue-terraform-ecosystem-into-kubernetes-world-3e
   last_checked: 1779033579.275747
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:39.275747+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -308798,6 +320570,7 @@ https://medium.com/@okandavut/what-is-gitflow-c0be7a659992:
   last_checked: 1779032017.117705
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:37.117705+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -308831,6 +320604,7 @@ https://medium.com/@okandavut/what-is-gitflow-c0be7a659992:
   last_checked: 1779029513.462402
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:53.462402+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -308864,6 +320638,7 @@ https://medium.com/@onai.rotich/4-tools-that-make-it-easy-to-manage-your-kuberne
   last_checked: 1779032100.163651
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:00.163651+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -308895,6 +320670,7 @@ https://medium.com/@onai.rotich/understand-container-metrics-and-why-they-matter
   last_checked: 1779031676.546383
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:56.546383+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -308926,6 +320702,7 @@ https://medium.com/@orangecola3/understanding-podsecurity-in-kubernetes-e58a6510
   last_checked: 1779032134.575536
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:34.575536+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -308959,6 +320736,7 @@ https://medium.com/@orangecola3/understanding-podsecurity-in-kubernetes-e58a6510
   last_checked: 1779033309.100274
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:09.100274+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -308990,6 +320768,7 @@ https://medium.com/@ospalaemon/introducing-palaemon-the-savior-of-kubernetes-pod
   last_checked: 1779031438.018866
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:58.018866+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -309021,6 +320800,7 @@ https://medium.com/@ostridelabs/k8s-vs-k3s-the-comprehensive-difference-f7667d14
   last_checked: 1779029634.053842
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:54.053842+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -309054,6 +320834,7 @@ https://medium.com/@outlier.developer/getting-started-with-argocd-for-gitops-kub
   last_checked: 1779031398.872122
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:18.872122+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -309087,6 +320868,7 @@ https://medium.com/@paolo.gallina/releasing-helm-charts-maintaining-your-mental-
   last_checked: 1779031559.170504
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:59.170504+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -309120,6 +320902,7 @@ https://medium.com/@paolo.gallina/releasing-helm-charts-maintaining-your-mental-
   last_checked: 1779033583.482056
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:43.482056+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -309154,6 +320937,7 @@ https://medium.com/@pauldotyu/app-to-aks-with-draft-and-acorn-2d25f19649b7:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -309184,6 +320968,7 @@ https://medium.com/@pauldotyu/service-mesh-considerations-117561f30295:
   last_checked: 1779030534.138498
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:54.138498+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -309215,6 +321000,7 @@ https://medium.com/@pavanbelagatti/kubernetes-service-types-explained-2709cde3bc
   last_checked: 1779033947.441837
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:47.441837+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -309248,6 +321034,7 @@ https://medium.com/@pbijjala/considerations-for-hardening-your-gke-a-workload-pe
   last_checked: 1779031410.217121
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:30.217121+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -309279,6 +321066,7 @@ https://medium.com/@pbijjala/container-security-an-eco-system-183dbffdf2d8:
   last_checked: 1779033844.627251
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:04:04.627251+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -309311,6 +321099,7 @@ https://medium.com/@pbijjala/recap-elasticity-in-kubernetes-gke-543d8523d3c:
   last_checked: 1779033715.602813
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:55.602813+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -309342,6 +321131,7 @@ https://medium.com/@pbijjala/recap-kube-vrs-cloud-dns-in-gke-b8d1d407e00d:
   last_checked: 1779031807.83641
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:07.836410+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -309374,6 +321164,7 @@ https://medium.com/@peiruwang/build-ci-cd-multibranch-pipeline-with-jenkins-and-
   last_checked: 1779029120.71703
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:20.717030+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -309407,6 +321198,7 @@ https://medium.com/@peiruwang/build-ci-cd-multibranch-pipeline-with-jenkins-and-
   last_checked: 1779031944.850107
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:32:24.850107+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -309440,6 +321232,7 @@ https://medium.com/@percenuage/my-adventure-with-helm-as-gitops-in-a-distributed
   last_checked: 1779030802.959124
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:22.959124+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -309473,6 +321266,7 @@ https://medium.com/@perspectivementor/6-essential-skills-for-landing-a-devops-jo
   last_checked: 1779034045.342358
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:25.342358+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -309506,6 +321300,7 @@ https://medium.com/@pflooky/intro-to-kubernetes-mutating-webhooks-even-if-you-do
   last_checked: 1779034506.915448
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:06.915448+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -309537,6 +321332,7 @@ https://medium.com/@pittar/running-oracle-12c-on-openshift-container-platform-ca
   last_checked: 1779034391.811562
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:11.811562+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -309568,6 +321364,7 @@ https://medium.com/@piyush.sachdeva055/deploy-aks-cluster-in-azure-with-terrafor
   last_checked: 1779034568.803401
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:08.803401+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -309601,6 +321398,7 @@ https://medium.com/@piyush_74867/apache-airflow-on-kubernetes-at-scale-a-peak-un
   last_checked: 1779030348.021398
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:48.021398+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -309632,6 +321430,7 @@ https://medium.com/@pleasingsmoke/graceful-shutdown-of-pods-in-kubernetes-6da558
   last_checked: 1779034581.731126
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:21.731126+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -309663,6 +321462,7 @@ https://medium.com/@polatatc/terraform-the-most-demanded-devops-skill-88c461641e
   last_checked: 1779030736.406247
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:16.406247+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -309694,6 +321494,7 @@ https://medium.com/@portainerio/kubernetes-the-ultimate-enabler-of-automation-27
   last_checked: 1779031645.252226
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:25.252226+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -309727,6 +321528,7 @@ https://medium.com/@poseidon.os/poseidon-a-kubernetes-cluster-visualization-cost
   last_checked: 1779030685.018275
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:25.018275+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -309760,6 +321562,7 @@ https://medium.com/@poseidon.os/poseidon-a-kubernetes-cluster-visualization-cost
   last_checked: 1779029826.288246
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:57:06.288246+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -309791,6 +321594,7 @@ https://medium.com/@pratyush.mathur/kubernetes-architecture-82e9bc8324f1:
   last_checked: 1779032103.687278
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:03.687278+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -309822,6 +321626,7 @@ https://medium.com/@pratyush.mathur/kubernetes-resources-c09d172dbdc5:
   last_checked: 1779032087.580837
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:47.580837+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -309853,6 +321658,7 @@ https://medium.com/@pratyush.mathur/logging-with-efk-1c2e131496d:
   last_checked: 1779030000.200589
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:00.200589+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -309884,6 +321690,7 @@ https://medium.com/@pratyush.mathur/secrets-management-using-vault-in-k8s-272462
   last_checked: 1779033258.66249
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:18.662490+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -309917,6 +321724,7 @@ https://medium.com/@pratzy99/adoption-of-finops-for-kubernetes-cost-optimization
   last_checked: 1779029990.911486
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:50.911486+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -309948,6 +321756,7 @@ https://medium.com/@r_chan/kubernetes-pods-termination-lifecycle-fd2926c4611a:
   last_checked: 1779030442.973306
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:22.973306+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -309981,6 +321790,7 @@ https://medium.com/@radha.sable25/enabling-iam-users-roles-access-on-amazon-eks-
   last_checked: 1779033309.11067
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:09.110670+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -310012,6 +321822,7 @@ https://medium.com/@rafavinnce/gitflow-branch-guide-8a523360c053:
   last_checked: 1779030982.643789
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:22.643789+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -310043,6 +321854,7 @@ https://medium.com/@raghavendraguttur/podman-containers-beginners-guide-830b931e
   last_checked: 1779031401.291313
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:21.291313+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -310074,6 +321886,7 @@ https://medium.com/@rahul.fiem/opentelemetry-otel-vs-application-performance-mon
   last_checked: 1779033129.710721
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:09.710721+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -310107,6 +321920,7 @@ https://medium.com/@randhirthakur076/optimizing-kubernetes-cost-management-a-dee
   last_checked: 1779032195.549985
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:35.549985+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -310138,6 +321952,7 @@ https://medium.com/@ranjana-jha/infrastructure-as-a-code-best-practices-terrafor
   last_checked: 1779033240.21949
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:00.219490+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -310171,6 +321986,7 @@ https://medium.com/@ranjana-jha/infrastructure-as-a-code-best-practices-terrafor
   last_checked: 1779031541.291061
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:41.291061+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -310204,6 +322020,7 @@ https://medium.com/@ravindursr/automated-manifest-file-validation-using-open-pol
   last_checked: 1779031902.45284
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:42.452840+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -310234,6 +322051,7 @@ https://medium.com/@raymon_dut/whats-the-relationship-between-pod-deployment-rep
   last_checked: 1779029168.879238
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:08.879238+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -310263,6 +322081,7 @@ https://medium.com/@raymon_dut/whats-the-relationship-between-pod-deployment-rep
   last_checked: 1779029251.68329
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:31.683290+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -310295,6 +322114,7 @@ https://medium.com/@reefland/access-pvc-data-without-the-pod-troubleshooting-kub
   last_checked: 1779032251.796307
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:31.796307+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -310326,6 +322146,7 @@ https://medium.com/@reefland/tracking-down-invisible-oom-kills-in-kubernetes-192
   last_checked: 1779033671.551553
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:11.551553+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -310357,6 +322178,7 @@ https://medium.com/@rghetia/distributed-tracing-and-monitoring-using-opencensus-
   last_checked: 1779034291.684991
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:31.684991+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -310390,6 +322212,7 @@ https://medium.com/@rifkikarimr/continuous-integration-and-continuous-deployment
   last_checked: 1779034450.0732
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:10.073200+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -310421,6 +322244,7 @@ https://medium.com/@rishabh1799/building-pipeline-and-launching-jenkins-in-conta
   last_checked: 1779030084.621115
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:24.621115+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -310454,6 +322278,7 @@ https://medium.com/@rizkiprass/beginner-terraform-tutorial-launching-ec2-in-aws-
   last_checked: 1779031163.870669
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:23.870669+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -310486,6 +322311,7 @@ https://medium.com/@rosaniline/setup-chained-jenkins-declarative-pipeline-projec
   last_checked: 1779033925.027182
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:25.027182+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -310519,6 +322345,7 @@ https://medium.com/@rphilogene/platform-engineering-7-internal-developer-platfor
   last_checked: 1779029482.637942
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:22.637942+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -310552,6 +322379,7 @@ https://medium.com/@rphilogene/top-10-platform-engineering-tools-you-should-cons
   last_checked: 1779033770.331095
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:50.331095+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -310583,6 +322411,7 @@ https://medium.com/@rphilogene/turning-kubernetes-into-a-developer-friendly-prod
   last_checked: 1779030965.907263
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:05.907263+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -310614,6 +322443,7 @@ https://medium.com/@rphilogene/whats-an-internal-developer-platform-8f52fb367552
   last_checked: 1779034533.309254
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:33.309254+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -310647,6 +322477,7 @@ https://medium.com/@rramiz.rraza/kafka-metrics-integration-with-prometheus-and-g
   last_checked: 1779030720.582511
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:00.582511+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -310678,6 +322509,7 @@ https://medium.com/@rsk.saikrishna/when-to-use-mongodb-rather-than-mysql-d03ceff
   last_checked: 1779033486.674033
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:06.674033+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -310711,6 +322543,7 @@ https://medium.com/@rtaplamaci/horizontal-scaling-on-kubernetes-clusters-based-o
   last_checked: 1779031543.508616
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:43.508616+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -310742,6 +322575,7 @@ https://medium.com/@ruxijitianu/database-version-control-liquibase-versus-flyway
   last_checked: 1779031693.82686
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:13.826860+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -310775,6 +322609,7 @@ https://medium.com/@ryan.dardis/kubeclarity-cloud-native-security-scanning-for-y
   last_checked: 1779030086.639237
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:26.639237+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -310806,6 +322641,7 @@ https://medium.com/@sachem2015/kubermetrics-cluster-visualization-made-simple-d2
   last_checked: 1779031801.72954
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:01.729540+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -310839,6 +322675,7 @@ https://medium.com/@sajjadfazlani/how-to-protect-your-apis-and-microservices-f22
   last_checked: 1779030561.555309
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:21.555309+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -310870,6 +322707,7 @@ https://medium.com/@sakshampaliwal/what-is-kubernetes-in-short-e92f2b81248a:
   last_checked: 1779034349.480107
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:29.480107+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -310903,6 +322741,7 @@ https://medium.com/@sam.euchaliptus/tolerations-nodeaffinity-for-deterministic-p
   last_checked: 1779032952.4012
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:12.401200+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -310934,6 +322773,7 @@ https://medium.com/@samiullah6799/different-roles-in-mlops-0918de5321a4:
   last_checked: 1779032383.20579
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:43.205790+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -310967,6 +322807,7 @@ https://medium.com/@samng1991216/building-kubernetes-operator-application-from-s
   last_checked: 1779031608.927556
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:48.927556+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -311000,6 +322841,7 @@ https://medium.com/@samuelbagattin/partial-helm-values-encryption-using-aws-kms-
   last_checked: 1779034295.397168
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:35.397168+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -311033,6 +322875,7 @@ https://medium.com/@sandeepsharmaster/modernize-your-cloud-microservices-apps-he
   last_checked: 1779033169.715064
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:49.715064+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -311064,6 +322907,7 @@ https://medium.com/@sandupatlaabhilash1747/automation-of-cloud-terraform-5a299fb
   last_checked: 1779031510.428648
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:10.428648+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -311097,6 +322941,7 @@ https://medium.com/@sangjinn/how-to-communicate-with-kubernetes-workloads-1-serv
   last_checked: 1779031801.735717
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:01.735717+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -311121,13 +322966,14 @@ https://medium.com/@sangjinn/how-to-communicate-with-kubernetes-workloads-2-ingr
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779033479.079077
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:59.079077+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -311136,6 +322982,7 @@ https://medium.com/@sangjinn/how-to-communicate-with-kubernetes-workloads-2-ingr
   - docs/kubernetes-networking.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://medium.com/@sangjinn/how-to-communicate-with-kubernetes-workloads-1-service-abe1c5b03fc
 https://medium.com/@sanjayaben/how-to-build-an-efficient-ci-cd-pipeline-b5738ad567c8:
   title: "medium: How to build an efficient CI/CD pipeline \U0001F31F\U0001F31F"
   description: ''
@@ -311155,6 +323002,7 @@ https://medium.com/@sanjayaben/how-to-build-an-efficient-ci-cd-pipeline-b5738ad5
   last_checked: 1779032371.441759
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:31.441759+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -311188,6 +323036,7 @@ https://medium.com/@sanjayaben/how-to-build-an-efficient-ci-cd-pipeline-b5738ad5
   last_checked: 1779031079.657821
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:59.657821+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -311219,6 +323068,7 @@ https://medium.com/@satyakommula/deploy-kubernetes-dashboard-with-nodeport-382f4
   last_checked: 1779030787.585786
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:07.585786+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -311250,6 +323100,7 @@ https://medium.com/@saurabhdahibhate50/devops-day-04-task-e51d64ffbf16:
   last_checked: 1779029325.396054
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:45.396054+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -311283,6 +323134,7 @@ https://medium.com/@saurabhdahibhate50/devops-day-04-task-e51d64ffbf16:
   last_checked: 1779033913.539908
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:13.539908+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -311314,6 +323166,7 @@ https://medium.com/@sdhah1999/prometheus-grafana-on-k8s-6efee4af4036:
   last_checked: 1779032539.982153
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:19.982153+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -311345,6 +323198,7 @@ https://medium.com/@sebagomez/windows-containers-personal-cheat-sheet-95c1c4d6bd
   last_checked: 1779030934.258997
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:34.258997+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -311376,6 +323230,7 @@ https://medium.com/@selvamraju007/git-branching-strategies-a6eafe4541ae:
   last_checked: 1779031106.942405
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:26.942405+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -311409,6 +323264,7 @@ https://medium.com/@senjutide2000/designing-a-controller-for-custom-resources-fr
   last_checked: 1779029640.573441
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:54:00.573441+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -311440,6 +323296,7 @@ https://medium.com/@senthilrch/api-access-control-using-istio-ingress-gateway-44
   last_checked: 1779031466.559557
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:26.559557+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -311471,6 +323328,7 @@ https://medium.com/@senthilrch/kubernetes-network-polices-are-they-really-useful
   last_checked: 1779031539.724138
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:39.724138+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -311503,6 +323361,7 @@ https://medium.com/@shahinghasemy/what-is-docker-why-should-you-use-it-in-simple
   last_checked: 1779033078.906218
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:18.906218+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -311536,6 +323395,7 @@ https://medium.com/@sharprazor.app/memory-settings-for-java-process-running-in-k
   last_checked: 1779033586.175566
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:46.175566+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -311567,6 +323427,7 @@ https://medium.com/@sheraznadeem1/kubescape-kubernetes-hardening-demystified-87f
   last_checked: 1779032644.308094
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:04.308094+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -311600,6 +323461,7 @@ https://medium.com/@shrishs/application-backup-and-restore-using-openshift-api-f
   last_checked: 1779032551.950472
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:31.950472+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -311631,6 +323493,7 @@ https://medium.com/@shrishtishreya/kubernetes-configmaps-explained-c6e7c9a6e6a6:
   last_checked: 1779029142.326703
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:42.326703+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -311662,6 +323525,7 @@ https://medium.com/@shubhadeepchat/best-practices-for-good-rest-api-design-b5fae
   last_checked: 1779032639.826123
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:59.826123+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -311695,6 +323559,7 @@ https://medium.com/@siegert.maximilian/ensure-content-trust-on-kubernetes-using-
   last_checked: 1779032184.732064
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:24.732064+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -311726,6 +323591,7 @@ https://medium.com/@siegert.maximilian/ensure-content-trust-on-kubernetes-using-
   last_checked: 1779031507.234651
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:07.234651+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -311756,6 +323622,7 @@ https://medium.com/@siegert.maximilian/ensure-content-trust-on-kubernetes-using-
   last_checked: 1779030934.266247
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:34.266247+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -311783,6 +323650,7 @@ https://medium.com/@sindhujacynixit/fighting-service-latency-in-microservices-wi
   last_checked: 1779033735.328823
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:15.328823+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -311814,6 +323682,7 @@ https://medium.com/@slashben81/how-to-write-a-yaml-file-for-kubernetes-armo-76f2
   last_checked: 1779030805.686294
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:25.686294+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -311846,6 +323715,7 @@ https://medium.com/@slimm609/secure-image-signing-with-cosign-and-aws-kms-82bc25
   last_checked: 1779029123.59952
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:23.599520+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -311879,6 +323749,7 @@ https://medium.com/@slimm609/secure-image-signing-with-cosign-and-aws-kms-82bc25
   last_checked: 1779033622.679331
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:22.679331+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -311910,6 +323781,7 @@ https://medium.com/@study.uttam/main-challenges-of-machine-learning-eb06dffac3da
   last_checked: 1779033037.140788
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:37.140788+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -311941,6 +323813,7 @@ https://medium.com/@suleimanabualrob/kubernetes-cost-optimisation-9e81b76814f6:
   last_checked: 1779031381.505038
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:01.505038+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -311972,6 +323845,7 @@ https://medium.com/@sumudu_liyan/how-to-install-istio-on-kubernetes-cluster-e831
   last_checked: 1779030587.385973
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:47.385973+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -312004,6 +323878,7 @@ https://medium.com/@sureshpalemoni/kubernetes-authentication-and-authorization-w
   last_checked: 1779029899.066594
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:19.066594+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -312035,6 +323910,7 @@ https://medium.com/@suvankar.dey80/time-series-sql-vs-no-sql-a8c7f40d80a8:
   last_checked: 1779034309.073583
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:49.073583+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -312067,6 +323943,7 @@ https://medium.com/@swain.dennis1/forking-github-repository-with-git-and-vim-542
   last_checked: 1779033313.444158
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:13.444158+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -312098,6 +323975,7 @@ https://medium.com/@swapnasagarpradhan/simplifying-orchestration-with-kubernetes
   last_checked: 1779030285.06542
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:45.065420+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -312129,6 +324007,7 @@ https://medium.com/@ta.abhisingh/agile-vs-devops-vs-sre-its-not-or-it-s-and-aa31
   last_checked: 1779031758.966188
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:18.966188+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -312160,6 +324039,7 @@ https://medium.com/@tamerberatcelik/when-and-why-to-use-kubernetes-fface756859f:
   last_checked: 1779030561.5425
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:21.542500+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -312192,6 +324072,7 @@ https://medium.com/@tanmay.avinash.deshpande/the-easiest-way-to-remove-checked-i
   last_checked: 1779033213.034657
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:33.034657+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -312224,6 +324105,7 @@ https://medium.com/@tarekbecker/serverless-enterprise-grade-multi-tenancy-using-
   last_checked: 1779030250.301192
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:10.301192+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -312257,6 +324139,7 @@ https://medium.com/@tarikucar/getting-started-with-google-cloud-storage-with-ter
   last_checked: 1779032819.670428
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:59.670428+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -312288,6 +324171,7 @@ https://medium.com/@tarunbehal02/aws-cost-optimizations-my-learnings-fcdc14da1f5
   last_checked: 1779029563.454615
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:43.454615+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -312321,6 +324205,7 @@ https://medium.com/@tathagatapaul7/opentelemetry-in-kubernetes-deploying-your-co
   last_checked: 1779034041.400118
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:21.400118+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -312352,6 +324237,7 @@ https://medium.com/@tech_18484/simplifying-kubernetes-logging-with-efk-stack-158
   last_checked: 1779033486.685969
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:06.685969+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -312385,6 +324271,7 @@ https://medium.com/@tech_18484/simplifying-kubernetes-logging-with-efk-stack-158
   last_checked: 1779034579.865696
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:19.865696+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -312415,6 +324302,7 @@ https://medium.com/@thapliyal705/create-amazon-eks-cluster-from-scratch-using-ek
   last_checked: 1779029487.041538
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:27.041538+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -312441,6 +324329,7 @@ https://medium.com/@the.nick.miller/multi-container-deployments-with-kubernetes-
   last_checked: 1779033788.645328
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:08.645328+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -312472,6 +324361,7 @@ https://medium.com/@therealjordanlee/azure-devops-tips-each-loops-c082c692d025:
   last_checked: 1779033342.55431
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:42.554310+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -312503,6 +324393,7 @@ https://medium.com/@thibault60000/git-flow-for-beginners-d7a152b2c1f9:
   last_checked: 1779032380.379472
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:40.379472+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -312534,6 +324425,7 @@ https://medium.com/@thomaspoignant/starting-with-kubernetes-db121b09fd4:
   last_checked: 1779033118.170837
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:58.170837+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -312567,6 +324459,7 @@ https://medium.com/@timebertt/kubernetes-controllers-at-scale-clients-caches-con
   last_checked: 1779032785.488984
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:25.488984+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -312600,6 +324493,7 @@ https://medium.com/@timleonardDS/who-lets-the-dags-out-register-an-external-dag-
   last_checked: 1779031110.849575
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:30.849575+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -312631,6 +324525,7 @@ https://medium.com/@tom-neal/cto-checklist-1a2ef3d6502:
   last_checked: 1779033359.921692
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:59.921692+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -312664,6 +324559,7 @@ https://medium.com/@toonvandeuren/kubernetes-scaling-the-event-driven-approach-b
   last_checked: 1779030805.679985
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:25.679985+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -312695,6 +324591,7 @@ https://medium.com/@vafrcor2009/gitflow-vs-trunk-based-development-3beff578030b:
   last_checked: 1779034504.483005
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:04.483005+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -312727,6 +324624,7 @@ https://medium.com/@vaib16dec/kubesecops-pipeline-container-security-in-a-cloudn
   last_checked: 1779031460.457298
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:20.457298+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -312759,6 +324657,7 @@ https://medium.com/@vaibhav176/saving-costs-in-google-kubernetes-engine-using-sp
   last_checked: 1779030558.347994
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:18.347994+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -312792,6 +324691,7 @@ https://medium.com/@vajrapuvinod/mastering-ingress-context-path-based-routing-in
   last_checked: 1779033658.155329
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:58.155329+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -312823,6 +324723,7 @@ https://medium.com/@valyala/promql-tutorial-for-beginners-9ab455142085:
   last_checked: 1779031719.941777
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:39.941777+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -312854,6 +324755,7 @@ https://medium.com/@vamshisuram/how-to-crack-ckad-exam-part-2-26330c32a4e:
   last_checked: 1779031776.310469
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:36.310469+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -312887,6 +324789,7 @@ https://medium.com/@vamsi.lakshman/overview-of-azure-kubernetes-services-network
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -312918,6 +324821,7 @@ https://medium.com/@vdboor/using-nginx-ingress-as-a-static-cache-91bc27be04a1:
   last_checked: 1779031520.698817
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:20.698817+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -312949,6 +324853,7 @@ https://medium.com/@versentfastforward/gitops-and-argocd-to-automate-kubernetes-
   last_checked: 1779030412.967097
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:52.967097+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -312980,6 +324885,7 @@ https://medium.com/@versentfastforward/one-click-bootstrap-deployment-of-argocd-
   last_checked: 1779029165.154635
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:05.154635+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -313011,6 +324917,7 @@ https://medium.com/@versentfastforward/structuring-your-repo-for-argocd-part-1-5
   last_checked: 1779030673.549871
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:13.549871+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -313042,6 +324949,7 @@ https://medium.com/@victor.ronin/design-your-code-for-readability-vs-writability
   last_checked: 1779030561.541389
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:21.541389+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -313073,6 +324981,7 @@ https://medium.com/@victor.ronin/the-dark-side-of-a-cross-functional-team-e0d379
   last_checked: 1779030403.671827
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:43.671827+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -313104,6 +325013,7 @@ https://medium.com/@victorpaulo/from-zero-to-kubernetes-operator-dd06436b9d89:
   last_checked: 1779032779.61269
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:19.612690+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -313135,6 +325045,7 @@ https://medium.com/@vikram.fugro/container-networking-interface-aka-cni-bdfe23f8
   last_checked: 1779034306.12604
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:46.126040+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -313168,6 +325079,7 @@ https://medium.com/@vinciabhinav7/microservices-communication-architecture-patte
   last_checked: 1779029478.329639
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:18.329639+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -313201,6 +325113,7 @@ https://medium.com/@vinoji2005/using-terraform-with-kubernetes-a-comprehensive-g
   last_checked: 1779029613.201193
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:33.201193+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -313234,6 +325147,7 @@ https://medium.com/@vinothiniraju/streamlining-kubernetes-deployment-with-ready-
   last_checked: 1779030201.985291
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:21.985291+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -313266,6 +325180,7 @@ https://medium.com/@vipinagarwal18/install-istio-on-azure-kubernetes-cluster-usi
   last_checked: 1779033611.935872
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:11.935872+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -313299,6 +325214,7 @@ https://medium.com/@visweswara/pod-disruption-budget-budget-that-can-save-you-on
   last_checked: 1779029732.052092
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:55:32.052092+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -313330,6 +325246,7 @@ https://medium.com/@visweswara/what-are-kubernetes-admission-controllers-let-me-
   last_checked: 1779033002.045198
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:02.045198+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -313361,6 +325278,7 @@ https://medium.com/@vrnvav97/canary-deployment-in-kubernetes-a18c81cb9b:
   last_checked: 1779031669.290209
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:49.290209+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -313394,6 +325312,7 @@ https://medium.com/@vvsevel/a-guide-to-kubernetes-application-resource-tuning-pa
   last_checked: 1779029678.531675
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:54:38.531675+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -313427,6 +325346,7 @@ https://medium.com/@walissonscd/creating-a-kubernetes-pod-with-multiple-containe
   last_checked: 1779032254.672121
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:34.672121+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -313460,6 +325380,7 @@ https://medium.com/@walissonscd/monitoring-kubernetes-cluster-resources-using-to
   last_checked: 1779033435.813454
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:15.813454+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -313491,6 +325412,7 @@ https://medium.com/@walissonscd/understanding-your-kubernetes-cluster-16f4b90f3e
   last_checked: 1779029421.296425
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:50:21.296425+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -313524,6 +325446,7 @@ https://medium.com/@walissonscd/understanding-your-kubernetes-cluster-16f4b90f3e
   last_checked: 1779031622.327299
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:02.327299+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -313555,6 +325478,7 @@ https://medium.com/@willguibr/terraform-1-5-import-and-automatic-code-generation
   last_checked: 1779030854.220651
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:14.220651+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -313586,6 +325510,7 @@ https://medium.com/@wuestkamp/kubernetes-canary-deployment-1-gitlab-ci-518f9fdaa
   last_checked: 1779033609.402626
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:09.402626+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -313618,6 +325543,7 @@ https://medium.com/@yankee.exe/how-rolling-and-rollback-deployments-work-in-kube
   last_checked: 1779034479.187478
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:39.187478+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -313649,6 +325575,7 @@ https://medium.com/@yogitakothadia/a-manifest-file-in-kubernetes-952183a508d4:
   last_checked: 1779031735.25407
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:55.254070+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -313682,6 +325609,7 @@ https://medium.com/@yonatanzunger/advanced-python-achieving-high-performance-wit
   last_checked: 1779032239.282532
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:19.282532+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -313715,6 +325643,7 @@ https://medium.com/@yusufkaratoprak/advanced-troubleshooting-techniques-in-kuber
   last_checked: 1779031796.265809
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:56.265809+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -313746,6 +325675,7 @@ https://medium.com/@zeloygabri/deploying-2-tier-aws-architecture-using-terraform
   last_checked: 1779031458.550832
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:18.550832+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -313779,6 +325709,7 @@ https://medium.com/@zhaoyi0113/kubernetes-how-does-service-network-work-in-the-c
   last_checked: 1779029063.367361
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:23.367361+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -313809,6 +325740,7 @@ https://medium.com/activewizards-machine-learning-company/kafka-monitoring-with-
   last_checked: 1779029067.877403
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:27.877403+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -313837,6 +325769,7 @@ https://medium.com/adaltas/gitops-in-practice-deploy-kubernetes-applications-wit
   last_checked: 1779029110.345471
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:10.345471+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -313868,6 +325801,7 @@ https://medium.com/adaltas/kubernetes-debugging-with-ephemeral-containers-e4be65
   last_checked: 1779030864.896075
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:24.896075+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -313899,6 +325833,7 @@ https://medium.com/adaltas/operating-kafka-in-kubernetes-with-strimzi-84a281c6d9
   last_checked: 1779032339.779623
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:59.779623+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -313930,6 +325865,7 @@ https://medium.com/adeo-tech/a-walkthrough-guide-for-multi-tenancy-with-gke-b9e6
   last_checked: 1779032546.958542
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:26.958542+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -313961,6 +325897,7 @@ https://medium.com/adeo-tech/how-to-save-money-fast-with-kubernetes-do-finops-3a
   last_checked: 1779030207.221211
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:27.221211+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -313992,6 +325929,7 @@ https://medium.com/adeo-tech/multi-cloud-kubernetes-survival-guide-49eee9aa58e2:
   last_checked: 1779029118.682036
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:18.682036+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -314023,6 +325961,7 @@ https://medium.com/adessoturkey/azure-devops-agents-on-aks-with-kaniko-option-f6
   last_checked: 1779030574.239656
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:34.239656+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -314054,6 +325993,7 @@ https://medium.com/adessoturkey/create-a-windows-vm-in-kubernetes-using-kubevirt
   last_checked: 1779029130.376571
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:30.376571+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -314086,6 +326026,7 @@ https://medium.com/adevinta-tech-blog/highway-to-helm-how-to-efficiently-manage-
   last_checked: 1779029161.232191
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:01.232191+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -314119,6 +326060,7 @@ https://medium.com/adidoescode/chaos-engineering-how-simulating-adversity-can-he
   last_checked: 1779032117.179295
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:17.179295+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -314151,6 +326093,7 @@ https://medium.com/adobetech/designing-a-kubernetes-cluster-with-amazon-eks-from
   last_checked: 1779032405.546967
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:40:05.546967+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -314184,6 +326127,7 @@ https://medium.com/agileinsider/devops-principles-and-practices-explained-in-ten
   last_checked: 1779034234.999868
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:34.999868+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -314217,6 +326161,7 @@ https://medium.com/agorapulse-stories/platform-engineering-part-3-when-how-to-bu
   last_checked: 1779033428.304061
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:08.304061+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -314250,6 +326195,7 @@ https://medium.com/ai-hero/streamlining-machine-learning-operations-with-kuberne
   last_checked: 1779029364.850061
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:24.850061+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -314281,6 +326227,7 @@ https://medium.com/aiguys/mlops-serving-ai-to-million-users-c77ed718b7ed:
   last_checked: 1779032179.662595
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:19.662595+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -314312,6 +326259,7 @@ https://medium.com/airbnb-engineering/dynamic-kubernetes-cluster-scaling-at-airb
   last_checked: 1779029565.183358
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:45.183358+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -314345,6 +326293,7 @@ https://medium.com/airbnb-engineering/how-we-partitioned-airbnb-s-main-database-
   last_checked: 1779033761.219882
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:41.219882+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -314377,6 +326326,7 @@ https://medium.com/airwalk/automate-policies-enforcement-with-policy-as-code-2f2
   last_checked: 1779034520.684778
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:20.684778+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -314410,6 +326360,7 @@ https://medium.com/airwallex-engineering/kafka-streams-iterative-development-and
   last_checked: 1779033240.238623
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:00.238623+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -314443,6 +326394,7 @@ https://medium.com/altitudehq/kafka-retries-and-maintain-order-of-retry-events-3
   last_checked: 1779033942.398083
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:42.398083+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -314474,6 +326426,7 @@ https://medium.com/ampersand-academy/integrate-bitbucket-jenkins-c6e51103d0fe:
   last_checked: 1779034509.684281
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:09.684281+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -314507,6 +326460,7 @@ https://medium.com/analytics-vidhya/dockerizing-a-rest-api-in-python-less-than-9
   last_checked: 1779034155.458889
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:09:15.458889+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -314538,6 +326492,7 @@ https://medium.com/analytics-vidhya/multi-namespace-helm-deploy-in-kubernetes-26
   last_checked: 1779031620.059175
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:00.059175+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -314571,6 +326526,7 @@ https://medium.com/andcloudio/creating-authentication-and-authorization-in-kuber
   last_checked: 1779031499.313229
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:59.313229+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -314604,6 +326560,7 @@ https://medium.com/andcloudio/creating-authentication-and-authorization-in-kuber
   last_checked: 1779034223.777721
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:23.777721+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -314637,6 +326594,7 @@ https://medium.com/apache-airflow/passing-data-between-tasks-with-the-kubernetes
   last_checked: 1779032574.490181
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:54.490181+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -314670,6 +326628,7 @@ https://medium.com/apache-airflow/what-we-learned-after-running-airflow-on-kuber
   last_checked: 1779034431.459247
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:51.459247+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -314701,6 +326660,7 @@ https://medium.com/apache-apisix/10-most-use-cases-of-an-api-gateway-in-api-led-
   last_checked: 1779029132.403252
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:32.403252+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -314731,6 +326691,7 @@ https://medium.com/apache-apisix/end-to-end-tracing-opentelemetry-a50fceafed74:
   last_checked: 1779031622.336008
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:02.336008+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -314758,6 +326719,7 @@ https://medium.com/application-driven-infrastructure/best-practices-for-understa
   last_checked: 1779029074.52358
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:34.523580+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -314789,6 +326751,7 @@ https://medium.com/armory/continuous-cost-optimization-for-kubernetes-4361045f02
   last_checked: 1779030882.662387
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:42.662387+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -314821,6 +326784,7 @@ https://medium.com/asl19-developers/create-readwritemany-persistentvolumeclaims-
   last_checked: 1779031624.793999
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:04.793999+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -314854,6 +326818,7 @@ https://medium.com/asl19-developers/create-readwritemany-persistentvolumeclaims-
   last_checked: 1779029379.656062
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:39.656062+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -314887,6 +326852,7 @@ https://medium.com/atlantbh/implementing-ci-cd-pipeline-using-argo-workflows-and
   last_checked: 1779031392.907954
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:12.907954+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -314919,6 +326885,7 @@ https://medium.com/attest-product-and-technology/debugging-mislabelled-route-met
   last_checked: 1779034347.659504
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:27.659504+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -314951,6 +326918,7 @@ https://medium.com/aventude/which-git-branching-model-should-i-select-73aafc503b
   last_checked: 1779030442.937457
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:22.937457+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -314981,6 +326949,7 @@ https://medium.com/avmconsulting-blog:
   last_checked: 1779030891.173597
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:51.173597+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -315007,6 +326976,7 @@ https://medium.com/avmconsulting-blog/aws-backup-service-for-amazon-rds-3e6f5827
   last_checked: 1779031900.548878
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:40.548878+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -315042,6 +327012,7 @@ https://medium.com/avmconsulting-blog/aws-secret-manager-protect-sensitive-infor
   last_checked: 1779033566.792507
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:26.792507+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -315073,6 +327044,7 @@ https://medium.com/avmconsulting-blog/building-a-global-network-with-aws-transit
   last_checked: 1779033030.224995
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:30.224995+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -315104,6 +327076,7 @@ https://medium.com/avmconsulting-blog/ci-cd-with-dockers-and-jenkins-70b6f801f9f
   last_checked: 1779032762.255323
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:02.255323+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -315135,6 +327108,7 @@ https://medium.com/avmconsulting-blog/cluster-autoscaler-type-in-kubernetes-part
   last_checked: 1779032248.506837
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:28.506837+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -315168,6 +327142,7 @@ https://medium.com/avmconsulting-blog/deploy-infrastructure-with-the-terraform-c
   last_checked: 1779030685.028997
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:25.028997+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -315201,6 +327176,7 @@ https://medium.com/avmconsulting-blog/deploying-applications-using-helm-in-kuber
   last_checked: 1779030802.97196
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:22.971960+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -315232,6 +327208,7 @@ https://medium.com/avmconsulting-blog/deploying-microservices-via-ansible-in-clo
   last_checked: 1779030201.999327
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:21.999327+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -315263,6 +327240,7 @@ https://medium.com/avmconsulting-blog/deploying-statefulsets-in-kubernetes-k8s-5
   last_checked: 1779029246.417314
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:26.417314+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -315294,6 +327272,7 @@ https://medium.com/avmconsulting-blog/deployment-types-in-kubernetes-14b70ca7ef9
   last_checked: 1779029165.156724
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:05.156724+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -315326,6 +327305,7 @@ https://medium.com/avmconsulting-blog/encrypting-the-certificate-for-kubernetes-
   last_checked: 1779031651.929121
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:31.929121+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -315358,6 +327338,7 @@ https://medium.com/avmconsulting-blog/exploring-network-policies-in-kubernetes-c
   last_checked: 1779033761.211268
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:41.211268+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -315389,6 +327370,7 @@ https://medium.com/avmconsulting-blog/how-to-deploy-an-efk-stack-to-kubernetes-e
   last_checked: 1779030005.361458
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:05.361458+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -315420,6 +327402,7 @@ https://medium.com/avmconsulting-blog/how-to-deploy-an-eks-stack-to-kubernetes-a
   last_checked: 1779032869.040438
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:49.040438+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -315453,6 +327436,7 @@ https://medium.com/avmconsulting-blog/installing-vault-on-eks-with-tls-and-persi
   last_checked: 1779031064.304385
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:44.304385+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -315484,6 +327468,7 @@ https://medium.com/avmconsulting-blog/jobs-cronjobs-in-kubernetes-cluster-d0e872
   last_checked: 1779032642.427732
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:02.427732+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -315516,6 +327501,7 @@ https://medium.com/avmconsulting-blog/kubernetes-google-kubernetes-engine-gke-99
   last_checked: 1779030593.798095
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:53.798095+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -315548,6 +327534,7 @@ https://medium.com/avmconsulting-blog/managing-microservices-with-istio-service-
   last_checked: 1779034461.407813
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:21.407813+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -315580,6 +327567,7 @@ https://medium.com/avmconsulting-blog/prometheus-monitoring-with-elastic-stack-i
   last_checked: 1779031533.420586
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:33.420586+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -315612,6 +327600,7 @@ https://medium.com/avmconsulting-blog/protecting-your-web-application-or-apis-us
   last_checked: 1779031804.945082
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:04.945082+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -315643,6 +327632,7 @@ https://medium.com/avmconsulting-blog/provisioning-storage-in-kubernetes-e1dc561
   last_checked: 1779030563.618368
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:23.618368+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -315674,6 +327664,7 @@ https://medium.com/avmconsulting-blog/replication-controller-replica-sets-in-kub
   last_checked: 1779031520.68102
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:20.681020+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -315707,6 +327698,7 @@ https://medium.com/awesome-agile/10-ways-managers-are-wasting-their-developers-p
   last_checked: 1779029931.818006
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:51.818006+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -315740,6 +327732,7 @@ https://medium.com/awesome-agile/10-ways-managers-are-wasting-their-developers-p
   last_checked: 1779031910.089702
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:50.089702+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -315773,6 +327766,7 @@ https://medium.com/awesome-agile/10-ways-managers-are-wasting-their-developers-p
   last_checked: 1779034355.352647
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:35.352647+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -315804,6 +327798,7 @@ https://medium.com/aws-activate-startup-blog/a-better-dev-test-experience-docker
   last_checked: 1779033761.215853
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:41.215853+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -315835,6 +327830,7 @@ https://medium.com/aws-activate-startup-blog/bitmovin-improving-video-quality-on
   last_checked: 1779031987.51112
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:07.511120+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -315866,6 +327862,7 @@ https://medium.com/aws-activate-startup-blog/building-a-serverless-dynamic-dns-s
   last_checked: 1779032970.973101
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:30.973101+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -315897,6 +327894,7 @@ https://medium.com/aws-activate-startup-blog/optimizing-latency-and-bandwidth-fo
   last_checked: 1779034564.165258
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:04.165258+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -315928,6 +327926,7 @@ https://medium.com/aws-activate-startup-blog/scaling-on-aws-part-3-500k-users-37
   last_checked: 1779029938.819428
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:58.819428+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -315959,6 +327958,7 @@ https://medium.com/aws-activate-startup-blog/the-top-10-aws-startup-blog-posts-o
   last_checked: 1779034134.301767
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:54.301767+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -315990,6 +327990,7 @@ https://medium.com/aws-activate-startup-blog/what-startups-should-know-about-ama
   last_checked: 1779030856.463038
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:16.463038+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -316021,6 +328022,7 @@ https://medium.com/aws-infrastructure/create-aws-vpc-infrastructure-with-terrafo
   last_checked: 1779031084.668411
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:04.668411+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -316054,6 +328056,7 @@ https://medium.com/aws-infrastructure/create-aws-vpc-infrastructure-with-terrafo
   last_checked: 1779031651.930184
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:31.930184+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -316085,6 +328088,7 @@ https://medium.com/awsblogs/ci-cd-with-kubernetes-3c29e8073c38:
   last_checked: 1779033569.968873
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:29.968873+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -316118,6 +328122,7 @@ https://medium.com/backstagewitharchitects/how-autoscaling-works-in-kubernetes-w
   last_checked: 1779034349.481155
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:29.481155+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -316150,6 +328155,7 @@ https://medium.com/bakdata/optimizing-kafka-streams-apps-on-kubernetes-by-splitt
   last_checked: 1779031758.974694
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:18.974694+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -316182,6 +328188,7 @@ https://medium.com/bakdata/scalable-machine-learning-with-kafka-streams-and-kser
   last_checked: 1779030349.939139
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:49.939139+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -316214,6 +328221,7 @@ https://medium.com/bash-tips-and-tricks/how-to-trigger-an-action-at-the-end-of-t
   last_checked: 1779030954.219422
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:54.219422+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -316247,6 +328255,7 @@ https://medium.com/bb-tutorials-and-thoughts/250-practice-questions-for-terrafor
   last_checked: 1779033976.380363
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:06:16.380363+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -316279,6 +328288,7 @@ https://medium.com/bb-tutorials-and-thoughts/how-to-build-and-deploy-mern-stack-
   last_checked: 1779031645.253607
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:25.253607+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -316312,6 +328322,7 @@ https://medium.com/bb-tutorials-and-thoughts/how-to-build-and-deploy-mern-stack-
   last_checked: 1779032642.444479
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:02.444479+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -316343,6 +328354,7 @@ https://medium.com/bb-tutorials-and-thoughts/kubernetes-learn-init-container-pat
   last_checked: 1779032549.432356
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:29.432356+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -316367,13 +328379,14 @@ https://medium.com/bb-tutorials-and-thoughts/kubernetes-learn-sidecar-container-
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779030360.447705
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:00.447705+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -316387,6 +328400,7 @@ https://medium.com/bb-tutorials-and-thoughts/kubernetes-learn-sidecar-container-
   v2_locations:
   - kubernetes.md
   youtube_mosaic: {}
+  duplicate_of: https://medium.com/bb-tutorials-and-thoughts/kubernetes-learn-init-container-pattern-7a757742de6b
 https://medium.com/beamdental/using-kubernetes-custom-resources-to-manage-our-ephemeral-environments-f298610893e1:
   title: 'medium.com: Using kubernetes custom resources to manage our ephemeral environments'
   description: ''
@@ -316406,6 +328420,7 @@ https://medium.com/beamdental/using-kubernetes-custom-resources-to-manage-our-ep
   last_checked: 1779029242.823152
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:22.823152+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -316439,6 +328454,7 @@ https://medium.com/better-practices/chaos-d3ef238ec328:
   last_checked: 1779034394.393556
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:14.393556+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -316472,6 +328488,7 @@ https://medium.com/better-practices/kubernetes-tutorial-b6f302a67426:
   last_checked: 1779029609.309484
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:29.309484+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -316503,6 +328520,7 @@ https://medium.com/better-programming/10-antipatterns-for-kubernetes-deployments
   last_checked: 1779033794.707085
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:14.707085+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -316535,6 +328553,7 @@ https://medium.com/better-programming/3-years-of-kubernetes-in-production-heres-
   last_checked: 1779031045.70645
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:25.706450+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -316567,6 +328586,7 @@ https://medium.com/better-programming/4-simple-kubernetes-terminal-customization
   last_checked: 1779031012.12706
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:52.127060+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -316601,6 +328621,7 @@ https://medium.com/better-programming/a-practical-step-by-step-guide-to-understa
   last_checked: 1779030329.973639
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:29.973639+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -316632,6 +328653,7 @@ https://medium.com/better-programming/awesome-kubernetes-command-line-hacks-8bd3
   last_checked: 1779034090.288646
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:10.288646+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -316665,6 +328687,7 @@ https://medium.com/better-programming/build-a-federation-of-multiple-kubernetes-
   last_checked: 1779033100.800876
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:40.800876+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -316698,6 +328721,7 @@ https://medium.com/better-programming/build-kubernetes-autoscaling-for-cluster-n
   last_checked: 1779030407.046644
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:47.046644+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -316730,6 +328754,7 @@ https://medium.com/better-programming/creating-a-custom-annotation-for-the-kuber
   last_checked: 1779032728.540158
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:28.540158+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -316761,6 +328786,7 @@ https://medium.com/better-programming/devop-noops-difference-504dfc4e9faa:
   last_checked: 1779029801.596573
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:56:41.596573+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -316792,6 +328818,7 @@ https://medium.com/better-programming/devops-noops-finops-64e0df91bcb8:
   last_checked: 1779031339.791048
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:19.791048+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -316824,6 +328851,7 @@ https://medium.com/better-programming/how-to-become-a-devops-engineer-in-2020-76
   last_checked: 1779032699.13376
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:59.133760+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -316856,6 +328884,7 @@ https://medium.com/better-programming/how-to-harden-your-kubernetes-cluster-for-
   last_checked: 1779032731.771407
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:31.771407+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -316887,6 +328916,7 @@ https://medium.com/better-programming/how-to-manage-microservices-on-kubernetes-
   last_checked: 1779029732.046876
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:55:32.046876+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -316919,6 +328949,7 @@ https://medium.com/better-programming/how-to-validate-your-kubernetes-cluster-wi
   last_checked: 1779029132.390381
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:32.390381+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -316952,6 +328983,7 @@ https://medium.com/better-programming/kubernetes-deployment-connect-your-front-e
   last_checked: 1779030090.943776
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:30.943776+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -316983,6 +329015,7 @@ https://medium.com/better-programming/kubernetes-lessons-in-alerting-a0b7a455e89
   last_checked: 1779033704.289916
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:44.289916+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -317014,6 +329047,7 @@ https://medium.com/better-programming/kubernetes-pod-redundancy-strategies-a6d9b
   last_checked: 1779030349.936259
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:49.936259+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -317046,6 +329080,7 @@ https://medium.com/better-programming/managed-kubernetes-services-compared-gke-v
   last_checked: 1779030982.654029
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:22.654029+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -317077,6 +329112,7 @@ https://medium.com/better-programming/rabbitmq-vs-kafka-1ef22a041793:
   last_checked: 1779033805.691415
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:25.691415+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -317110,6 +329146,7 @@ https://medium.com/better-programming/the-roles-of-service-mesh-and-api-gateways
   last_checked: 1779029325.437588
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:45.437588+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -317141,6 +329178,7 @@ https://medium.com/better-programming/virtual-clusters-for-kubernetes-benefits-u
   last_checked: 1779029267.771112
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:47.771112+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -317172,6 +329210,7 @@ https://medium.com/better-programming/why-not-use-kubernetes-52a89ada5e22:
   last_checked: 1779033913.550146
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:13.550146+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -317205,6 +329244,7 @@ https://medium.com/beyn-technology/is-nginx-dead-is-traefik-v3-20-faster-than-tr
   last_checked: 1779029482.618524
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:22.618524+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -317237,6 +329277,7 @@ https://medium.com/bitgrit-data-science-publication/latexify-writing-latex-with-
   last_checked: 1779030842.244861
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:02.244861+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -317270,6 +329311,7 @@ https://medium.com/blablacar/leveraging-operator-pattern-and-volumesnapshots-to-
   last_checked: 1779032457.071454
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:40:57.071454+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -317302,6 +329344,7 @@ https://medium.com/blablacar/operating-node-js-in-kubernetes-at-scale-at-blablac
   last_checked: 1779030787.610761
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:07.610761+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -317333,6 +329376,7 @@ https://medium.com/brainyydude/kubernetes-scaling-replicas-69fcd44b0630:
   last_checked: 1779029896.88128
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:16.881280+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -317366,6 +329410,7 @@ https://medium.com/buildpiper/observability-for-monitoring-microservices-top-5-w
   last_checked: 1779033921.528037
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:21.528037+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -317398,6 +329443,7 @@ https://medium.com/bumble-tech/gitops-for-multi-cluster-k8s-environments-d305431
   last_checked: 1779030438.428769
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:18.428769+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -317429,6 +329475,7 @@ https://medium.com/capital-one-tech/focusing-on-the-devops-pipeline-topo-pal-833
   last_checked: 1779032184.703806
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:24.703806+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -317462,6 +329509,7 @@ https://medium.com/capital-one-tech/focusing-on-the-devops-pipeline-topo-pal-833
   last_checked: 1779030506.826334
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:26.826334+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -317493,6 +329541,7 @@ https://medium.com/circuitpeople/aws-cli-with-jq-and-bash-9d54e2eabaf1:
   last_checked: 1779029267.772293
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:47.772293+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -317525,6 +329574,7 @@ https://medium.com/clarusway/how-can-we-easily-and-visually-explain-the-docker-c
   last_checked: 1779030472.938887
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:52.938887+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -317558,6 +329608,7 @@ https://medium.com/cloud-foundry-foundation/installing-cf-for-k8s-on-a-kubernete
   last_checked: 1779030134.991985
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:02:14.991985+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -317591,6 +329642,7 @@ https://medium.com/cloud-native-daily/getting-started-with-ansible-a-comprehensi
   last_checked: 1779031185.89254
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:45.892540+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -317624,6 +329676,7 @@ https://medium.com/cloud-native-daily/how-to-securely-manage-terraform-state-fil
   last_checked: 1779030986.078233
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:26.078233+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -317657,6 +329710,7 @@ https://medium.com/cloud-native-daily/why-you-shouldnt-fear-to-adopt-opentelemet
   last_checked: 1779029325.395013
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:45.395013+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -317688,6 +329742,7 @@ https://medium.com/cloud-techies/application-inventory-using-system-manager-f3ee
   last_checked: 1779029556.330521
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:36.330521+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -317719,6 +329774,7 @@ https://medium.com/cloud-techies/blocking-bots-using-aws-waf-d449e6d159ca:
   last_checked: 1779029464.770811
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:04.770811+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -317750,6 +329806,7 @@ https://medium.com/cloud-techies/useful-commands-solutions-49f1c1b4e033:
   last_checked: 1779029163.312392
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:03.312392+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -317783,6 +329840,7 @@ https://medium.com/cloudandthings/terraform-git-commit-m-all-the-secrets-5dfea9b
   last_checked: 1779033309.121387
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:09.121387+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -317814,6 +329872,7 @@ https://medium.com/cloudnesil/kafka-streams-state-store-at-scale-390d9717b42a:
   last_checked: 1779029161.167159
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:01.167159+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -317845,6 +329904,7 @@ https://medium.com/cloudyrion/kubernetes-end-to-end-chain-exploit-c2be32688fd0:
   last_checked: 1779033781.909274
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:01.909274+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -317878,6 +329938,7 @@ https://medium.com/cloudyrion/kubernetes-end-to-end-chain-exploit-c2be32688fd0:
   last_checked: 1779029377.683273
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:37.683273+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -317910,6 +329971,7 @@ https://medium.com/codemonday/github-actions-for-ci-cd-with-ec2-codedeploy-and-s
   last_checked: 1779029128.475722
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:28.475722+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -317941,6 +330003,7 @@ https://medium.com/codestory/build-interactive-cli-tools-in-python-47303c50d75:
   last_checked: 1779029242.824199
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:22.824199+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -317972,6 +330035,7 @@ https://medium.com/codex/6-key-areas-to-improve-your-devops-performance-f4c4226f
   last_checked: 1779031396.763382
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:16.763382+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -318003,6 +330067,7 @@ https://medium.com/codex/7-best-practices-for-data-ingestion-f336c6b5128c:
   last_checked: 1779029158.501008
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:58.501008+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -318036,6 +330101,7 @@ https://medium.com/codex/access-application-externally-in-kubernetes-cluster-usi
   last_checked: 1779029569.587695
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:49.587695+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -318069,6 +330135,7 @@ https://medium.com/codex/api-authentication-using-istio-ingress-gateway-oauth2-p
   last_checked: 1779034291.696818
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:31.696818+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -318101,6 +330168,7 @@ https://medium.com/codex/capture-tcpdump-with-ksniff-and-wireshark-from-kubernet
   last_checked: 1779031012.153783
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:52.153783+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -318132,6 +330200,7 @@ https://medium.com/codex/create-a-pod-in-kubernetes-cluster-b9e0c33bb904:
   last_checked: 1779033609.451254
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:09.451254+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -318163,6 +330232,7 @@ https://medium.com/codex/create-kubernetes-cluster-on-aws-eks-6ced4c488e62:
   last_checked: 1779030673.581629
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:13.581629+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -318194,6 +330264,7 @@ https://medium.com/codex/create-kubernetes-cluster-using-linode-lke-4f9c71d03a8d
   last_checked: 1779029322.491136
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:42.491136+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -318225,6 +330296,7 @@ https://medium.com/codex/ddd-events-are-complex-db4b1fb57817:
   last_checked: 1779031473.508558
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:33.508558+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -318257,6 +330329,7 @@ https://medium.com/codex/deploy-docker-image-to-kubernetes-cluster-using-jenkins
   last_checked: 1779033258.652844
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:18.652844+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -318290,6 +330363,7 @@ https://medium.com/codex/egress-traffic-control-for-nginx-ingress-controller-wit
   last_checked: 1779031752.50195
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:12.501950+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -318321,6 +330395,7 @@ https://medium.com/codex/explore-client-go-informer-patterns-4415bb5f1fbd:
   last_checked: 1779034226.054235
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:26.054235+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -318352,6 +330427,7 @@ https://medium.com/codex/helm-charts-for-kubernetes-developers-dce5719d4c8c:
   last_checked: 1779029267.777843
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:47.777843+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -318383,6 +330459,7 @@ https://medium.com/codex/how-to-deploy-wordpress-on-kubernetes-part-2-df1cc9cbaa
   last_checked: 1779032213.190237
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:53.190237+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -318416,6 +330493,7 @@ https://medium.com/codex/how-to-use-the-if-else-statement-in-terraform-examples-
   last_checked: 1779030561.543466
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:21.543466+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -318447,6 +330525,7 @@ https://medium.com/codex/kubectl-output-101-851f8e61fd51:
   last_checked: 1779030339.569426
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:39.569426+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -318478,6 +330557,7 @@ https://medium.com/codex/kubernetes-configmaps-explained-961cdd23f232:
   last_checked: 1779029130.333983
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:30.333983+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -318510,6 +330590,7 @@ https://medium.com/codex/kubernetes-deployment-rolling-updates-and-rollbacks-exp
   last_checked: 1779031809.664317
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:09.664317+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -318535,13 +330616,14 @@ https://medium.com/codex/kubernetes-network-polices-are-they-really-useful-c3a15
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779030989.352024
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:29.352024+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -318555,6 +330637,7 @@ https://medium.com/codex/kubernetes-network-polices-are-they-really-useful-c3a15
   v2_locations:
   - kubernetes-networking.md
   youtube_mosaic: {}
+  duplicate_of: https://medium.com/@senthilrch/kubernetes-network-polices-are-they-really-useful-c3a153c49316
 https://medium.com/codex/kubernetes-persistent-volume-explained-fb27df29c393:
   title: '==medium.com/codex: Kubernetes Persistent Volume Explained=='
   description: ''
@@ -318573,6 +330656,7 @@ https://medium.com/codex/kubernetes-persistent-volume-explained-fb27df29c393:
   last_checked: 1779031439.952091
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:59.952091+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -318604,6 +330688,7 @@ https://medium.com/codex/kubernetes-secrets-explained-f45baf8cefa7:
   last_checked: 1779030805.690239
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:25.690239+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -318636,6 +330721,7 @@ https://medium.com/codex/microservices-communication-queues-topics-and-streams-5
   last_checked: 1779031464.486172
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:24.486172+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -318669,6 +330755,7 @@ https://medium.com/codex/points-to-consider-for-structuring-infrastructure-as-co
   last_checked: 1779033925.03349
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:25.033490+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -318700,6 +330787,7 @@ https://medium.com/codex/push-docker-image-to-docker-hub-acc978c76ad:
   last_checked: 1779030970.759558
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:10.759558+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -318733,6 +330821,7 @@ https://medium.com/codex/running-jvm-applications-on-kubernetes-beyond-java-jar-
   last_checked: 1779031257.855394
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:57.855394+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -318764,6 +330853,7 @@ https://medium.com/codex/sealed-secrets-for-kubernetes-722d643eb658:
   last_checked: 1779029487.037585
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:27.037585+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -318797,6 +330887,7 @@ https://medium.com/codex/simplifying-kubernetes-deployments-with-helm-package-ma
   last_checked: 1779032223.526112
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:03.526112+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -318830,6 +330921,7 @@ https://medium.com/codex/solving-distributed-transaction-management-problem-in-m
   last_checked: 1779030824.389668
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:44.389668+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -318861,6 +330953,7 @@ https://medium.com/codex/the-only-true-agency-a-software-engineer-requires-2c081
   last_checked: 1779032683.772184
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:43.772184+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -318892,6 +330985,7 @@ https://medium.com/codezero-reflections/automated-build-and-deploy-pipelines-for
   last_checked: 1779032679.019373
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:39.019373+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -318923,6 +331017,7 @@ https://medium.com/codezero-reflections/next-generation-kubernetes-deployments-1
   last_checked: 1779031020.533892
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:00.533892+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -318956,6 +331051,7 @@ https://medium.com/compass-true-north/governing-multi-tenant-kubernetes-clusters
   last_checked: 1779029158.491787
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:58.491787+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -318989,6 +331085,7 @@ https://medium.com/compass-true-north/halving-kubernetes-compute-costs-with-vert
   last_checked: 1779030506.823258
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:26.823258+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -319020,6 +331117,7 @@ https://medium.com/comsystoreply/stream-your-database-into-kafka-with-debezium-a
   last_checked: 1779031084.651662
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:04.651662+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -319051,6 +331149,7 @@ https://medium.com/condorlabs-engineering/happy-trip-to-kubernetes-in-our-compan
   last_checked: 1779029732.054058
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:55:32.054058+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -319082,6 +331181,7 @@ https://medium.com/container-talks/7-tools-to-make-kubernetes-management-easy-ba
   last_checked: 1779031559.187678
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:59.187678+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -319113,6 +331213,7 @@ https://medium.com/containers-101/best-practices-for-argo-cd-8253bcd31897:
   last_checked: 1779034232.525335
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:32.525335+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -319144,6 +331245,7 @@ https://medium.com/containers-101/docker-anti-patterns-ad2a1fcd5ce1:
   last_checked: 1779034104.982287
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:24.982287+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -319175,6 +331277,7 @@ https://medium.com/containers-101/fully-automated-canary-deployments-in-kubernet
   last_checked: 1779032097.556576
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:57.556576+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -319206,6 +331309,7 @@ https://medium.com/containers-101/how-to-handle-secrets-like-a-pro-using-gitops-
   last_checked: 1779032582.833105
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:02.833105+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -319237,6 +331341,7 @@ https://medium.com/containers-101/how-to-install-and-upgrade-argo-cd-a64f4635f97
   last_checked: 1779029931.857387
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:51.857387+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -319268,6 +331373,7 @@ https://medium.com/containers-101/local-kubernetes-for-linux-minikube-vs-microk8
   last_checked: 1779032254.65958
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:34.659580+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -319301,6 +331407,7 @@ https://medium.com/containers-101/stop-using-branches-for-deploying-to-different
   last_checked: 1779034422.643813
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:42.643813+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -319332,6 +331439,7 @@ https://medium.com/containers-101/using-gitops-for-databases-f09a027184bb:
   last_checked: 1779030597.286428
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:57.286428+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -319365,6 +331473,7 @@ https://medium.com/containers-101/using-gitops-multiple-argo-instances-and-envir
   last_checked: 1779032733.980885
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:33.980885+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -319395,6 +331504,7 @@ https://medium.com/containers-101/using-helm-with-gitops-555443340369:
   last_checked: 1779032920.288294
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:40.288294+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -319423,6 +331533,7 @@ https://medium.com/contino-engineering/10-things-i-wish-i-knew-before-learning-t
   last_checked: 1779033622.639274
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:22.639274+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -319447,13 +331558,14 @@ https://medium.com/contino-engineering/10-things-i-wish-i-knew-before-learning-t
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779032900.109583
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:20.109583+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -319462,6 +331574,7 @@ https://medium.com/contino-engineering/10-things-i-wish-i-knew-before-learning-t
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://medium.com/contino-engineering/10-things-i-wish-i-knew-before-learning-terraform-f13637a01aa6
 ? https://medium.com/contino-engineering/data-pipeline-orchestration-using-amazon-managed-workflows-for-apache-airflow-mwaa-60e5b213a0a7
 : title: 'medium.com/contino-engineering: Data Pipeline Orchestration - Using Amazon''
     Managed Workflows for Apache Airflow (MWAA)'
@@ -319482,6 +331595,7 @@ https://medium.com/contino-engineering/10-things-i-wish-i-knew-before-learning-t
   last_checked: 1779032034.482655
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:54.482655+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -319514,6 +331628,7 @@ https://medium.com/contino-engineering/integrating-gitops-deployments-in-kuberne
   last_checked: 1779034139.010598
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:59.010598+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -319547,6 +331662,7 @@ https://medium.com/contino-engineering/weve-begun-to-move-towards-the-aws-cdk-an
   last_checked: 1779029938.813407
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:58.813407+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -319579,6 +331695,7 @@ https://medium.com/convoy-tech/logs-offsets-near-real-time-elt-with-apache-kafka
   last_checked: 1779029487.019217
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:27.019217+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -319612,6 +331729,7 @@ https://medium.com/cp-massive-programming/deploying-devtron-in-a-local-k8s-kind-
   last_checked: 1779034037.53954
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:17.539540+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -319643,6 +331761,7 @@ https://medium.com/cp-massive-programming/kubernetes-api-server-discovery-ac3b35
   last_checked: 1779031902.407425
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:42.407425+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -319674,6 +331793,7 @@ https://medium.com/credera-engineering/how-to-blue-green-deploy-an-aks-cluster-a
   last_checked: 1779030608.690245
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:08.690245+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -319705,6 +331825,7 @@ https://medium.com/criciumadev/its-time-migrating-to-java-11-5eb3868354f9:
   last_checked: 1779032970.958763
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:30.958763+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -319740,6 +331861,7 @@ https://medium.com/criteo-engineering/how-we-reduced-our-prometheus-infrastructu
   last_checked: 1779031981.119895
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:01.119895+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -319773,6 +331895,7 @@ https://medium.com/dailymotion/deploying-apps-on-multiple-kubernetes-clusters-wi
   last_checked: 1779031618.13723
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:58.137230+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -319804,6 +331927,7 @@ https://medium.com/dailymotion/from-jenkins-to-jenkins-x-604b6cde0ce3:
   last_checked: 1779033823.278394
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:43.278394+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -319836,6 +331960,7 @@ https://medium.com/datascale/know-gomaxprocs-before-deploying-your-go-app-to-kub
   last_checked: 1779029969.416881
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:29.416881+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -319868,6 +331993,7 @@ https://medium.com/dataseries/not-using-nosql-is-good-i-stuck-to-sql-4504a67972f
   last_checked: 1779034499.41099
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:59.410990+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -319899,6 +332025,7 @@ https://medium.com/dataseries/the-devops-cheat-sheet-3177d6cf361c:
   last_checked: 1779034557.838165
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:57.838165+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -319930,6 +332057,7 @@ https://medium.com/design-microservices-architecture-with-patterns/microservices
   last_checked: 1779031826.915914
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:26.915914+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -319963,6 +332091,7 @@ https://medium.com/design-microservices-architecture-with-patterns/microservices
   last_checked: 1779029678.563771
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:54:38.563771+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -319996,6 +332125,7 @@ https://medium.com/design-microservices-architecture-with-patterns/microservices
   last_checked: 1779031088.955066
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:08.955066+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -320027,6 +332157,7 @@ https://medium.com/dev-genius/securing-kubernetes-dashboard-on-eks-with-pomerium
   last_checked: 1779029565.15554
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:45.155540+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -320058,6 +332189,7 @@ https://medium.com/dev-genius/technologies-tools-to-watch-in-2021-a216dfc30f25:
   last_checked: 1779030189.388326
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:09.388326+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -320089,6 +332221,7 @@ https://medium.com/dev-genius/ultimate-kubernetes-resource-planning-guide-449a4f
   last_checked: 1779030583.047118
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:43.047118+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -320122,6 +332255,7 @@ https://medium.com/dev-jam/tibco-bw-vs-apache-camel-9552a5f4e6be:
   last_checked: 1779033569.943669
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:29.943669+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -320153,6 +332287,7 @@ https://medium.com/develeap/cutting-down-kubernetes-costs-cast-ai-vs-karpenter-2
   last_checked: 1779032679.022881
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:39.022881+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -320186,6 +332321,7 @@ https://medium.com/developer-purpose/think-before-you-code-engineerings-most-und
   last_checked: 1779032172.907014
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:12.907014+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -320218,6 +332354,7 @@ https://medium.com/devgurus/building-production-grade-eks-clusters-using-terrafo
   last_checked: 1779032832.895648
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:12.895648+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -320249,6 +332386,7 @@ https://medium.com/devops-dudes/devops-and-databases-the-forgotten-automation-95
   last_checked: 1779032345.564605
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:05.564605+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -320280,6 +332418,7 @@ https://medium.com/devops-dudes/do-i-need-to-learn-kubernetes-a3dd9a7f9e9b:
   last_checked: 1779031163.865758
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:23.865758+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -320312,6 +332451,7 @@ https://medium.com/devops-dudes/top-7-best-ci-cd-tools-you-should-get-your-hands
   last_checked: 1779031406.275406
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:26.275406+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -320344,6 +332484,7 @@ https://medium.com/devops-dudes/top-7-best-ci-cd-tools-you-should-get-your-hands
   last_checked: 1779032949.847877
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:09.847877+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -320377,6 +332518,7 @@ https://medium.com/devops-dudes/top-7-best-ci-cd-tools-you-should-get-your-hands
   last_checked: 1779030741.936091
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:21.936091+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -320410,6 +332552,7 @@ https://medium.com/devops-dudes/top-7-best-ci-cd-tools-you-should-get-your-hands
   last_checked: 1779030854.229897
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:14.229897+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -320442,6 +332585,7 @@ https://medium.com/devops-dudes/top-7-best-ci-cd-tools-you-should-get-your-hands
   last_checked: 1779029487.001507
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:27.001507+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -320474,6 +332618,7 @@ https://medium.com/devops-dudes/top-7-best-ci-cd-tools-you-should-get-your-hands
   last_checked: 1779031113.213406
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:33.213406+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -320505,6 +332650,7 @@ https://medium.com/devops-mojo/terraform-remote-states-overview-what-is-terrafor
   last_checked: 1779030882.667348
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:42.667348+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -320536,6 +332682,7 @@ https://medium.com/devops-mojo/terraform-remote-states-overview-what-is-terrafor
   last_checked: 1779033081.355431
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:21.355431+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -320569,6 +332716,7 @@ https://medium.com/devops-techable/gitops-with-argocd-running-in-kubernetes-for-
   last_checked: 1779033510.934505
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:30.934505+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -320602,6 +332750,7 @@ https://medium.com/devops-techable/gitops-with-argocd-running-in-kubernetes-for-
   last_checked: 1779030339.554745
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:39.554745+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -320634,6 +332783,7 @@ https://medium.com/devops-techable/up-and-running-with-amazon-managed-service-fo
   last_checked: 1779030528.896174
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:48.896174+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -320665,6 +332815,7 @@ https://medium.com/devopslinks/why-should-terraform-be-one-of-your-devops-tools-
   last_checked: 1779032287.589772
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:07.589772+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -320698,6 +332849,7 @@ https://medium.com/devoptimism/devops-platform-engineering-a-necessary-love-stor
   last_checked: 1779030891.177168
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:51.177168+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -320729,6 +332881,7 @@ https://medium.com/digitalfrontiers/microservices-in-rust-with-kafka-2b671295b24
   last_checked: 1779032162.910307
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:02.910307+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -320761,6 +332914,7 @@ https://medium.com/directeam/kubernetes-resources-under-the-hood-part-1-4f2400b6
   last_checked: 1779031793.431378
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:53.431378+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -320784,13 +332938,14 @@ https://medium.com/directeam/kubernetes-resources-under-the-hood-part-2-6eeb5019
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779032074.112731
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:34.112731+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -320799,6 +332954,7 @@ https://medium.com/directeam/kubernetes-resources-under-the-hood-part-2-6eeb5019
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://medium.com/directeam/kubernetes-resources-under-the-hood-part-1-4f2400b6bb96
 https://medium.com/directeam/kubernetes-resources-under-the-hood-part-3-6ee7d6015965:
   title: "==medium.com/directeam: Kubernetes resources under the hood β€” Part 3== \U0001F31F"
   description: ''
@@ -320809,13 +332965,14 @@ https://medium.com/directeam/kubernetes-resources-under-the-hood-part-3-6ee7d601
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779030525.393715
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:45.393715+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -320824,6 +332981,7 @@ https://medium.com/directeam/kubernetes-resources-under-the-hood-part-3-6ee7d601
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://medium.com/directeam/kubernetes-resources-under-the-hood-part-1-4f2400b6bb96
 https://medium.com/dkatalis/component-team-vs-feature-team-in-a-nutshell-60c58671496f:
   title: "medium.com/dkatalis: Component Team vs Feature Team in a Nutshell \U0001F31F"
   description: ''
@@ -320843,6 +333001,7 @@ https://medium.com/dkatalis/component-team-vs-feature-team-in-a-nutshell-60c5867
   last_checked: 1779033730.961657
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:10.961657+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -320876,6 +333035,7 @@ https://medium.com/dkatalis/creating-a-mutating-webhook-for-great-good-b21acb941
   last_checked: 1779032195.511853
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:35.511853+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -320908,6 +333068,7 @@ https://medium.com/dlt-labs-publication/grpc-vs-rest-performance-test-using-jmet
   last_checked: 1779032574.491282
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:54.491282+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -320941,6 +333102,7 @@ https://medium.com/dlt-labs-publication/kubernetes-understanding-pod-affinity-ta
   last_checked: 1779032970.975845
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:30.975845+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -320974,6 +333136,7 @@ https://medium.com/dna-technology/why-we-dropped-event-sourcing-with-kafka-strea
   last_checked: 1779034516.764381
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:16.764381+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -321007,6 +333170,7 @@ https://medium.com/dna-technology/why-we-dropped-event-sourcing-with-kafka-strea
   last_checked: 1779032087.695489
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:47.695489+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -321040,6 +333204,7 @@ https://medium.com/draftkings-engineering/draftkings-workshop-demystifying-kuber
   last_checked: 1779031608.942053
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:48.942053+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -321073,6 +333238,7 @@ https://medium.com/draftkings-engineering/draftkings-workshop-demystifying-kuber
   last_checked: 1779030931.494985
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:31.494985+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -321105,6 +333271,7 @@ https://medium.com/dynatrace-engineering/how-we-are-redesigning-our-microservice
   last_checked: 1779032376.211833
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:36.211833+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -321138,6 +333305,7 @@ https://medium.com/dynatrace-engineering/kubernetes-security-best-practices-part
   last_checked: 1779031146.503416
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:06.503416+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -321171,6 +333339,7 @@ https://medium.com/dynatrace-engineering/kubernetes-security-best-practices-part
   last_checked: 1779030248.433166
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:08.433166+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -321203,6 +333372,7 @@ https://medium.com/dzerolabs/using-crossplane-to-provision-a-kubernetes-cluster-
   last_checked: 1779034109.309598
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:29.309598+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -321234,6 +333404,7 @@ https://medium.com/easyread/api-gateway-part-1-7901ba703f9:
   last_checked: 1779030805.710652
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:25.710652+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -321258,13 +333429,14 @@ https://medium.com/easyread/api-gateway-part-2-7264ee5be187:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779032466.03855
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:41:06.038550+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -321278,6 +333450,7 @@ https://medium.com/easyread/api-gateway-part-2-7264ee5be187:
   v2_locations:
   - api.md
   youtube_mosaic: {}
+  duplicate_of: https://medium.com/easyread/api-gateway-part-1-7901ba703f9
 https://medium.com/edreams-odigeo-tech/tracing-in-edreams-odigeo-lodging-with-open-telemetry-and-grafana-tempo-bd1f20ddf49d:
   title: 'medium: Tracing in eDreams ODIGEO Lodging with Open Telemetry and Grafana''
     Tempo'
@@ -321298,6 +333471,7 @@ https://medium.com/edreams-odigeo-tech/tracing-in-edreams-odigeo-lodging-with-op
   last_checked: 1779030710.969889
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:50.969889+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -321330,6 +333504,7 @@ https://medium.com/edureka/aws-vs-azure-1a882339f127:
   last_checked: 1779030705.711353
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:45.711353+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -321361,6 +333536,7 @@ https://medium.com/edureka/jenkins-cheat-sheet-e0f7e25558a3:
   last_checked: 1779029364.836811
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:24.836811+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -321394,6 +333570,7 @@ https://medium.com/ekino-france/kubernetes-addressing-private-ipv4-shortage-5-st
   last_checked: 1779030172.031345
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:02:52.031345+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -321427,6 +333604,7 @@ https://medium.com/elca-it/service-mesh-performance-evaluation-istio-linkerd-kum
   last_checked: 1779033801.751176
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:21.751176+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -321458,6 +333636,7 @@ https://medium.com/empathyco/cloud-finops-part-4-kubernetes-cost-report-b4964be0
   last_checked: 1779031377.620691
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:57.620691+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -321489,6 +333668,7 @@ https://medium.com/empathyco/running-apache-flink-on-kubernetes-10815a26559e:
   last_checked: 1779029158.497383
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:58.497383+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -321513,13 +333693,14 @@ https://medium.com/empathyco/running-apache-spark-on-kubernetes-2e64c73d0bb2:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779032287.59372
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:07.593720+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -321533,6 +333714,7 @@ https://medium.com/empathyco/running-apache-spark-on-kubernetes-2e64c73d0bb2:
   v2_locations:
   - kubernetes-bigdata.md
   youtube_mosaic: {}
+  duplicate_of: https://medium.com/empathyco/running-apache-flink-on-kubernetes-10815a26559e
 https://medium.com/enjoy-algorithm/caching-system-design-concept-500134cff300:
   title: "medium: Caching β€” System Design Concept \U0001F31F"
   description: ''
@@ -321551,6 +333733,7 @@ https://medium.com/enjoy-algorithm/caching-system-design-concept-500134cff300:
   last_checked: 1779033415.665031
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:55.665031+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -321582,6 +333765,7 @@ https://medium.com/event-driven-utopia/a-visual-introduction-to-debezium-32563e2
   last_checked: 1779030201.973516
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:21.973516+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -321615,6 +333799,7 @@ https://medium.com/event-driven-utopia/comparing-stateful-stream-processing-and-
   last_checked: 1779034309.107207
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:49.107207+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -321646,6 +333831,7 @@ https://medium.com/event-driven-utopia/understanding-kafka-topic-partitions-ae40
   last_checked: 1779031758.983273
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:18.983273+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -321677,6 +333863,7 @@ https://medium.com/everything-full-stack/deployment-strategies-argo-rollouts-198
   last_checked: 1779032134.543466
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:34.543466+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -321709,6 +333896,7 @@ https://medium.com/expedia-group-tech/autoscaling-in-kubernetes-a-primer-on-auto
   last_checked: 1779030339.55908
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:39.559080+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -321739,6 +333927,7 @@ https://medium.com/expedia-group-tech/autoscaling-in-kubernetes-options-features
   last_checked: 1779032095.000124
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:55.000124+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -321765,6 +333954,7 @@ https://medium.com/expedia-group-tech/autoscaling-in-kubernetes-options-features
   last_checked: 1779029573.089305
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:53.089305+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -321793,6 +333983,7 @@ https://medium.com/expedia-group-tech/managing-a-federated-kubernetes-cluster-us
   last_checked: 1779034041.434625
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:21.434625+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -321824,6 +334015,7 @@ https://medium.com/faun/35-advanced-tutorials-to-learn-kubernetes-dae5695b1f18:
   last_checked: 1779029130.335024
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:30.335024+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -321855,6 +334047,7 @@ https://medium.com/faun/attacking-kubernetes-clusters-using-the-kubelet-api-abaf
   last_checked: 1779034228.844317
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:28.844317+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -321886,6 +334079,7 @@ https://medium.com/faun/autoscaling-in-kubernetes-cluster-bc55b8393a19:
   last_checked: 1779030979.218468
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:19.218468+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -321917,6 +334111,7 @@ https://medium.com/faun/be-fast-with-kubectl-1-18-ckad-cka-31be00acc443:
   last_checked: 1779030248.401336
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:08.401336+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -321948,6 +334143,7 @@ https://medium.com/faun/configmaps-in-kubernetes-k8s-2f2ce79d7e66:
   last_checked: 1779032216.748207
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:56.748207+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -321979,6 +334175,7 @@ https://medium.com/faun/create-your-first-application-on-aws-eks-kubernetes-clus
   last_checked: 1779029634.060233
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:54.060233+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -322010,6 +334207,7 @@ https://medium.com/faun/do-it-all-kubernetes-dashboard-81375833e01c:
   last_checked: 1779034520.643442
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:20.643442+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -322042,6 +334240,7 @@ https://medium.com/faun/how-to-autoscale-the-dns-service-in-a-kubernetes-cluster
   last_checked: 1779034030.679396
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:10.679396+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -322073,6 +334272,7 @@ https://medium.com/faun/how-to-perform-health-checks-in-kubernetes-k8s-a4e5300b1
   last_checked: 1779029225.489102
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:05.489102+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -322106,6 +334306,7 @@ https://medium.com/faun/individual-kubernetes-clusters-vs-shared-kubernetes-clus
   last_checked: 1779034262.44974
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:02.449740+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -322137,6 +334338,7 @@ https://medium.com/faun/ingress-service-types-in-kubernetes-3e9b68b78307:
   last_checked: 1779032383.212566
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:43.212566+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -322169,6 +334371,7 @@ https://medium.com/faun/kubernetes-multi-tenancy-a-best-practices-guide-88e37ef2
   last_checked: 1779033713.531084
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:53.531084+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -322200,6 +334403,7 @@ https://medium.com/faun/namespaces-in-kubernetes-4bac49414770:
   last_checked: 1779033655.377099
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:55.377099+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -322231,6 +334435,7 @@ https://medium.com/faun/openshift-4-under-the-hood-ab854c3439dd:
   last_checked: 1779033947.446368
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:47.446368+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -322263,6 +334468,7 @@ https://medium.com/faun/pod-in-kubernetes-cluster-k8s-adeb5b901153:
   last_checked: 1779031900.557338
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:40.557338+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -322295,6 +334501,7 @@ https://medium.com/faun/provisioning-aws-infrastructure-with-terraform-6ab885fb3
   last_checked: 1779033328.840451
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:28.840451+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -322326,6 +334533,7 @@ https://medium.com/faun/scaling-applications-in-the-cloud-52bb6dfbac4e:
   last_checked: 1779031257.862507
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:57.862507+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -322357,6 +334565,7 @@ https://medium.com/faun/service-types-in-kubernetes-24a1587677d6:
   last_checked: 1779031554.814862
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:54.814862+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -322389,6 +334598,7 @@ https://medium.com/faun/what-is-ci-cd-pipeline-in-devops-6fba17a76e73:
   last_checked: 1779029464.775681
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:04.775681+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -322420,6 +334630,7 @@ https://medium.com/faun/writing-your-first-kubernetes-operator-8f3df4453234:
   last_checked: 1779029507.174603
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:47.174603+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -322451,6 +334662,7 @@ https://medium.com/faun/your-team-might-not-need-kubernetes-57240e8d554a:
   last_checked: 1779030202.002888
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:22.002888+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -322484,6 +334696,7 @@ https://medium.com/featurepreneur/dont-trash-your-changes-but-stash-em-2091a191f
   last_checked: 1779030553.83336
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:13.833360+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -322515,6 +334728,7 @@ https://medium.com/fintechexplained/what-is-database-sharding-582b36282f97:
   last_checked: 1779031438.015067
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:58.015067+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -322548,6 +334762,7 @@ https://medium.com/fiverr-engineering/how-to-share-data-between-microservices-on
   last_checked: 1779030472.92489
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:52.924890+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -322580,6 +334795,7 @@ https://medium.com/flant-com/calico-for-kubernetes-networking-792b41e19d69:
   last_checked: 1779032920.271865
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:40.271865+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -322613,6 +334829,7 @@ https://medium.com/flant-com/cert-manager-lets-encrypt-ssl-certs-for-kubernetes-
   last_checked: 1779031328.876719
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:08.876719+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -322644,6 +334861,7 @@ https://medium.com/flant-com/kubectl-commands-and-tips-7b33de0c5476:
   last_checked: 1779031537.800635
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:37.800635+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -322675,6 +334893,7 @@ https://medium.com/flant-com/upgrading-mysql-percona-server-5-to-8-4bce53bdce5c:
   last_checked: 1779033218.018276
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:38.018276+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -322707,6 +334926,7 @@ https://medium.com/flare-systems/connect-services-across-kubernetes-clusters-usi
   last_checked: 1779032195.544297
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:35.544297+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -322740,6 +334960,7 @@ https://medium.com/formaloo/making-databases-as-easy-as-playing-with-legos-no-co
   last_checked: 1779033594.562624
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:54.562624+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -322773,6 +334994,7 @@ https://medium.com/free-code-camp/learn-kubernetes-in-under-3-hours-a-detailed-g
   last_checked: 1779032337.316013
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:57.316013+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -322804,6 +335026,7 @@ https://medium.com/galvanize/going-serverless-on-aws-116a04a0defd:
   last_checked: 1779031012.140124
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:52.140124+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -322837,6 +335060,7 @@ https://medium.com/galvanize/going-serverless-on-aws-116a04a0defd:
   last_checked: 1779030220.154594
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:40.154594+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -322868,6 +335092,7 @@ https://medium.com/geekculture/a-beginners-guide-to-understanding-microservices-
   last_checked: 1779029556.338098
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:36.338098+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -322899,6 +335124,7 @@ https://medium.com/geekculture/a-new-pattern-that-simplifies-operator-building-3
   last_checked: 1779034345.585339
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:25.585339+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -322930,6 +335156,7 @@ https://medium.com/geekculture/aks-with-calico-network-policies-8cdfa996e6bb:
   last_checked: 1779032345.56224
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:05.562240+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -322961,6 +335188,7 @@ https://medium.com/geekculture/argo-cd-a-tool-for-kubernetes-devops-c46f2881edfe
   last_checked: 1779033488.693791
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:08.693791+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -322992,6 +335220,7 @@ https://medium.com/geekculture/change-data-capture-using-debezium-ec48631d643a:
   last_checked: 1779034207.9202
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:07.920200+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -323023,6 +335252,7 @@ https://medium.com/geekculture/common-pod-errors-in-kubernetes-to-watch-out-for-
   last_checked: 1779033421.617215
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:01.617215+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -323058,6 +335288,7 @@ https://medium.com/geekculture/continuous-deployment-with-azure-devops-pipelines
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -323089,6 +335320,7 @@ https://medium.com/geekculture/convert-kubernetes-yaml-files-into-helm-charts-41
   last_checked: 1779032166.730576
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:06.730576+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -323123,6 +335355,7 @@ https://medium.com/geekculture/docker-limit-container-cpu-usage-11eb8ee0de5a:
   last_checked: 1779030442.971335
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:22.971335+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -323154,6 +335387,7 @@ https://medium.com/geekculture/eks-kubernetes-not-ready-nodes-dafb300ed299:
   last_checked: 1779033844.614126
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:04:04.614126+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -323185,6 +335419,7 @@ https://medium.com/geekculture/githubs-ai-copilot-might-get-you-sued-if-you-use-
   last_checked: 1779031094.100509
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:14.100509+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -323216,6 +335451,7 @@ https://medium.com/geekculture/gitops-github-actions-k8s-deploy-workflow-54f0d9a
   last_checked: 1779031510.422427
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:10.422427+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -323247,6 +335483,7 @@ https://medium.com/geekculture/helm-advanced-commands-9365097475b:
   last_checked: 1779032216.737357
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:56.737357+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -323280,6 +335517,7 @@ https://medium.com/geekculture/helm-chart-wait-for-all-dependencies-before-start
   last_checked: 1779034152.36136
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:09:12.361360+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -323311,6 +335549,7 @@ https://medium.com/geekculture/helm-how-release-information-is-stored-778d7f0b74
   last_checked: 1779032039.030449
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:59.030449+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -323342,6 +335581,7 @@ https://medium.com/geekculture/hey-chatgpt-solve-these-coding-tasks-using-python
   last_checked: 1779032753.879904
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:53.879904+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -323373,6 +335613,7 @@ https://medium.com/geekculture/k8s-helm-dashboard-d7509c5fee88:
   last_checked: 1779032045.945734
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:05.945734+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -323404,6 +335645,7 @@ https://medium.com/geekculture/k8s-network-cni-introduction-b035d42ad68f:
   last_checked: 1779033280.382601
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:40.382601+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -323435,6 +335677,7 @@ https://medium.com/geekculture/k8s-serviceaccount-token-313d62aee119:
   last_checked: 1779033507.718954
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:27.718954+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -323466,6 +335709,7 @@ https://medium.com/geekculture/k8s-troubleshooting-how-to-debug-coredns-issues-7
   last_checked: 1779029940.735731
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:00.735731+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -323497,6 +335741,7 @@ https://medium.com/geekculture/kubectl-best-practices-c4ff809167dd:
   last_checked: 1779029147.507399
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:47.507399+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -323528,6 +335773,7 @@ https://medium.com/geekculture/kubernetes-deployment-explained-9b2b89dd3977:
   last_checked: 1779029805.150663
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:56:45.150663+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -323561,6 +335807,7 @@ https://medium.com/geekculture/kubernetes-distributing-pods-evenly-across-cluste
   last_checked: 1779034516.765657
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:16.765657+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -323592,6 +335839,7 @@ https://medium.com/geekculture/kubernetes-gateway-api-the-intro-you-need-to-read
   last_checked: 1779031031.500913
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:11.500913+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -323623,6 +335871,7 @@ https://medium.com/geekculture/kubernetes-namespaces-vs-virtual-clusters-cc87317
   last_checked: 1779032097.565309
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:57.565309+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -323656,6 +335905,7 @@ https://medium.com/geekculture/monitoring-microservices-part-1-observability-b2b
   last_checked: 1779030461.917509
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:41.917509+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -323689,6 +335939,7 @@ https://medium.com/geekculture/monitoring-your-system-with-docker-grafana-promet
   last_checked: 1779032949.844236
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:09.844236+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -323722,6 +335973,7 @@ https://medium.com/geekculture/provision-resources-on-aws-with-azure-devops-and-
   last_checked: 1779034504.511108
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:04.511108+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -323746,13 +335998,14 @@ https://medium.com/geekculture/provision-resources-on-aws-with-azure-devops-and-
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779031807.818288
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:07.818288+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -323761,6 +336014,7 @@ https://medium.com/geekculture/provision-resources-on-aws-with-azure-devops-and-
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://medium.com/geekculture/provision-resources-on-aws-with-azure-devops-and-terraform-part-i-3c0de6d34fc9
 https://medium.com/geekculture/replication-controller-vs-replicasets-in-kubernetes-7b780e4d09d5:
   title: 'medium: Replication Controller Vs ReplicaSets in Kubernetes'
   description: ''
@@ -323772,13 +336026,14 @@ https://medium.com/geekculture/replication-controller-vs-replicasets-in-kubernet
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779033503.584498
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:23.584498+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -323792,6 +336047,7 @@ https://medium.com/geekculture/replication-controller-vs-replicasets-in-kubernet
   v2_locations:
   - kubectl-commands.md
   youtube_mosaic: {}
+  duplicate_of: https://medium.com/avmconsulting-blog/replication-controller-replica-sets-in-kubernetes-820f3cec7170
 https://medium.com/geekculture/rest-rpc-graphql-what-to-choose-c57c78c0593d:
   title: 'medium: REST, RPC, GraphQL… What to choose?'
   description: ''
@@ -323810,6 +336066,7 @@ https://medium.com/geekculture/rest-rpc-graphql-what-to-choose-c57c78c0593d:
   last_checked: 1779030705.69642
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:45.696420+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -323841,6 +336098,7 @@ https://medium.com/geekculture/setup-a-cronjob-to-execute-kubectl-or-aws-command
   last_checked: 1779031987.512182
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:07.512182+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -323872,6 +336130,7 @@ https://medium.com/geekculture/storage-kubernetes-92eb3d027282:
   last_checked: 1779030285.008177
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:45.008177+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -323903,6 +336162,7 @@ https://medium.com/geekculture/terragrunt-cheat-sheet-bedafbf9d61f:
   last_checked: 1779034479.216195
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:39.216195+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -323934,6 +336194,7 @@ https://medium.com/geekculture/yakd-yet-another-kubernetes-dashboard-7766bd071f3
   last_checked: 1779033046.476795
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:46.476795+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -323965,6 +336226,7 @@ https://medium.com/getdefault-in/monoliths-vs-microservices-59cff20bb106:
   last_checked: 1779032181.880047
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:21.880047+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -323998,6 +336260,7 @@ https://medium.com/getindata-blog/oauth2-based-authentication-on-istio-powered-k
   last_checked: 1779032296.493341
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:16.493341+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -324030,6 +336293,7 @@ https://medium.com/gigasearch/which-elasticsearch-provider-is-right-for-you-3d59
   last_checked: 1779029988.63108
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:48.631080+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -324063,6 +336327,7 @@ https://medium.com/gitguardian/what-is-policy-as-code-an-introduction-to-open-po
   last_checked: 1779031669.278198
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:49.278198+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -324096,6 +336361,7 @@ https://medium.com/globant/advantages-of-deploying-machine-learning-models-with-
   last_checked: 1779033639.993169
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:39.993169+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -324129,6 +336395,7 @@ https://medium.com/globant/dynamic-and-reactive-parameterization-in-jenkins-pipe
   last_checked: 1779030503.354545
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:23.354545+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -324160,6 +336427,7 @@ https://medium.com/globant/infrastructure-as-code-using-kubernetes-d3d329446517:
   last_checked: 1779032733.983399
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:33.983399+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -324193,6 +336461,7 @@ https://medium.com/globant/istio-jwt-authentication-authorization-at-the-edge-b3
   last_checked: 1779032162.904014
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:02.904014+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -324224,6 +336493,7 @@ https://medium.com/globant/monitoring-a-multi-cluster-kubernetes-deployment-9e7a
   last_checked: 1779029322.629706
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:42.629706+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -324257,6 +336527,7 @@ https://medium.com/globant/using-multiple-sources-for-a-helm-chart-deployment-in
   last_checked: 1779029070.209261
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:30.209261+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -324290,6 +336561,7 @@ https://medium.com/google-cloud/anthos-at-home-spinning-up-a-bare-metal-anthos-c
   last_checked: 1779034101.478563
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:21.478563+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -324321,6 +336593,7 @@ https://medium.com/google-cloud/automate-terraform-documentation-like-a-pro-ed3e
   last_checked: 1779034446.816199
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:06.816199+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -324352,6 +336625,7 @@ https://medium.com/google-cloud/automated-canary-deployments-with-flagger-and-is
   last_checked: 1779031651.938385
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:31.938385+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -324385,6 +336659,7 @@ https://medium.com/google-cloud/automated-canary-deployments-with-flagger-and-is
   last_checked: 1779033424.420509
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:04.420509+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -324418,6 +336693,7 @@ https://medium.com/google-cloud/gke-monitoring-84170ea44833:
   last_checked: 1779032869.054347
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:49.054347+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -324449,6 +336725,7 @@ https://medium.com/google-cloud/google-pub-sub-lite-for-kafka-users-dec8a7cfc5e5
   last_checked: 1779033415.630333
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:55.630333+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -324481,6 +336758,7 @@ https://medium.com/google-cloud/handle-kubernetes-secrets-the-gitops-way-part-1-
   last_checked: 1779030199.058219
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:19.058219+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -324512,6 +336790,7 @@ https://medium.com/google-cloud/ingress-in-google-kubernetes-products-f22ded21f4
   last_checked: 1779031466.55852
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:26.558520+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -324544,6 +336823,7 @@ https://medium.com/google-cloud/kubernetes-101-pods-nodes-containers-and-cluster
   last_checked: 1779029732.053107
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:55:32.053107+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -324575,6 +336855,7 @@ https://medium.com/google-cloud/kubernetes-autoscaling-with-istio-metrics-764422
   last_checked: 1779032184.693418
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:24.693418+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -324606,6 +336887,7 @@ https://medium.com/google-cloud/kubernetes-ingress-vs-gateway-api-647ee233693d:
   last_checked: 1779033157.890784
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:37.890784+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -324639,6 +336921,7 @@ https://medium.com/google-cloud/kubernetes-nodeport-vs-loadbalancer-vs-ingress-w
   last_checked: 1779032819.665615
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:59.665615+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -324670,6 +336953,7 @@ https://medium.com/google-cloud/running-workloads-in-kubernetes-86194d133593:
   last_checked: 1779031110.866461
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:30.866461+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -324701,6 +336985,7 @@ https://medium.com/google-cloud/security-with-kubernetes-gateway-api-dcbb934ed2a
   last_checked: 1779032731.755482
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:31.755482+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -324732,6 +337017,7 @@ https://medium.com/google-cloud/setting-up-config-connector-with-terraform-helm-
   last_checked: 1779034446.84524
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:06.845240+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -324765,6 +337051,7 @@ https://medium.com/google-cloud/shifting-even-further-left-on-kubernetes-resourc
   last_checked: 1779029174.09723
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:14.097230+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -324796,6 +337083,7 @@ https://medium.com/google-cloud/tagged/devops:
   last_checked: 1779029130.371015
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:30.371015+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -324829,6 +337117,7 @@ https://medium.com/google-cloud/understanding-health-checks-in-gke-gateway-api-1
   last_checked: 1779031900.53303
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:40.533030+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -324860,6 +337149,7 @@ https://medium.com/google-developer-experts/getting-started-with-gke-gateway-con
   last_checked: 1779030018.86644
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:18.866440+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -324891,6 +337181,7 @@ https://medium.com/greenm/top-4-aws-patterns-of-highly-available-api-d34599bfbb9
   last_checked: 1779030285.00414
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:45.004140+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -324923,6 +337214,7 @@ https://medium.com/groupon-eng/kubernetes-deployment-using-helm-charts-and-krane
   last_checked: 1779029628.478598
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:48.478598+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -324956,6 +337248,7 @@ https://medium.com/groupon-eng/loadbalancer-services-using-kubernetes-in-docker-
   last_checked: 1779032219.461772
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:59.461772+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -324988,6 +337281,7 @@ https://medium.com/groupon-eng/scaling-millions-of-geospatial-queries-per-minute
   last_checked: 1779033040.421338
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:40.421338+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -325020,6 +337314,7 @@ https://medium.com/gumgum-tech/5-things-we-overlooked-when-putting-our-first-app
   last_checked: 1779031782.045077
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:42.045077+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -325052,6 +337347,7 @@ https://medium.com/gumgum-tech/how-to-reduce-your-prometheus-cost-6c7cc685e347:
   last_checked: 1779030718.372609
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:58.372609+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -325085,6 +337381,7 @@ https://medium.com/gumgum-tech/streamlining-your-kubernetes-adoption-with-helmfi
   last_checked: 1779033772.786741
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:52.786741+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -325117,6 +337414,7 @@ https://medium.com/habasconchocos/instalaci%C3%B3n-de-java-y-visual-studio-code-
   last_checked: 1779030608.677668
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:08.677668+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -325150,6 +337448,7 @@ https://medium.com/hackernoon/digital-transformation-for-modern-enterprises-thro
   last_checked: 1779030610.624578
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:10.624578+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -325181,6 +337480,7 @@ https://medium.com/hackernoon/how-to-hire-a-devops-engineer-4e59e7847e9b:
   last_checked: 1779033037.062037
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:37.062037+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -325212,6 +337512,7 @@ https://medium.com/hackernoon/the-2018-devops-roadmap-31588d8670cb:
   last_checked: 1779031333.329008
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:13.329008+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -325244,6 +337545,7 @@ https://medium.com/hacking-talent/mastering-apache-kafka-on-kubernetes-strimzi-k
   last_checked: 1779030685.010513
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:25.010513+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -325275,6 +337577,7 @@ https://medium.com/hamburger-berater-team/varnish-sharding-with-istio-in-kuberne
   last_checked: 1779030710.967461
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:50.967461+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -325306,6 +337609,7 @@ https://medium.com/hashicorp-engineering/coding-for-secrets-reliability-with-has
   last_checked: 1779034326.300364
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:06.300364+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -325338,6 +337642,7 @@ https://medium.com/hashicorp-engineering/consul-kubernetes-ingress-gateways-and-
   last_checked: 1779034486.847563
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:46.847563+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -325370,6 +337675,7 @@ https://medium.com/hashicorp-engineering/dont-forget-to-restrict-outbound-traffi
   last_checked: 1779031414.423002
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:34.423002+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -325402,6 +337708,7 @@ https://medium.com/hashicorp-engineering/hashicorp-consul-multi-cloud-and-multi-
   last_checked: 1779029225.454166
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:05.454166+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -325435,6 +337742,7 @@ https://medium.com/hashicorp-engineering/hashicorp-consul-multi-cloud-and-multi-
   last_checked: 1779030228.350996
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:48.350996+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -325468,6 +337776,7 @@ https://medium.com/hashicorp-engineering/hashicorp-consul-multi-cloud-and-multi-
   last_checked: 1779033788.644226
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:08.644226+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -325501,6 +337810,7 @@ https://medium.com/hashicorp-engineering/hashicorp-consul-multi-cloud-and-multi-
   last_checked: 1779032877.749535
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:57.749535+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -325532,6 +337842,7 @@ https://medium.com/hepsiburadatech/hepsiburada-search-engine-on-kubernetes-1fe03
   last_checked: 1779033759.136305
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:39.136305+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -325563,6 +337874,7 @@ https://medium.com/hookdeck/introduction-to-message-queues-20d00373cc1f:
   last_checked: 1779032293.125826
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:13.125826+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -325595,6 +337907,7 @@ https://medium.com/how-tos/how-to-provisioning-dashboards-in-grafana-via-kuberne
   last_checked: 1779033655.42912
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:55.429120+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -325625,6 +337938,7 @@ https://medium.com/how-tos/how-to-provisioning-dashboards-in-grafana-via-kuberne
   last_checked: 1779033084.313541
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:24.313541+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -325651,6 +337965,7 @@ https://medium.com/ibm-cloud-paks-help-and-guidance-from-ibm-cloud/tagged/cp4mcm
   last_checked: 1779033046.470196
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:46.470196+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -325683,6 +337998,7 @@ https://medium.com/ibm-garage/its-time-to-stop-making-microservices-the-goal-of-
   last_checked: 1779029138.124794
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:38.124794+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -325716,6 +338032,7 @@ https://medium.com/illuminations-mirror/basic-networking-and-communication-betwe
   last_checked: 1779029113.097476
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:13.097476+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -325747,6 +338064,7 @@ https://medium.com/infracloud-technologies/prometheus-ha-with-thanos-sidecar-or-
   last_checked: 1779034322.601064
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:02.601064+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -325778,6 +338096,7 @@ https://medium.com/inside-personio/graceful-shutdown-of-fpm-and-nginx-in-kuberne
   last_checked: 1779032968.824116
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:28.824116+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -325809,6 +338128,7 @@ https://medium.com/interviewnoodle/shift-from-monolith-to-cqrs-a34bab75617e:
   last_checked: 1779030934.26114
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:34.261140+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -325840,6 +338160,7 @@ https://medium.com/is-it-observable/how-to-collect-metrics-in-a-kubernetes-clust
   last_checked: 1779029949.84733
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:09.847330+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -325873,6 +338194,7 @@ https://medium.com/israeli-tech-radar/how-to-create-a-monitoring-stack-using-kub
   last_checked: 1779031559.175573
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:59.175573+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -325904,6 +338226,7 @@ https://medium.com/israeli-tech-radar/karpenter-and-the-future-of-kubernetes-4ab
   last_checked: 1779032134.577397
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:34.577397+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -325937,6 +338260,7 @@ https://medium.com/itnext/atomic-configmap-updates-in-kubernetes-how-symlinks-an
   last_checked: 1779034235.002974
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:35.002974+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -325968,6 +338292,7 @@ https://medium.com/itnext/introducing-k8studio-v3-the-ultimate-kubernetes-worksp
   last_checked: 1779030688.347425
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:28.347425+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -326001,6 +338326,7 @@ https://medium.com/jaegertracing/jaeger-and-opentelemetry-1846f701d9f2:
   last_checked: 1779031414.414817
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:34.414817+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -326034,6 +338360,7 @@ https://medium.com/jaegertracing/jaeger-clients-and-w3c-trace-context-c2ce1b9dc3
   last_checked: 1779032920.299501
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:40.299501+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -326064,6 +338391,7 @@ https://medium.com/jaegertracing/jaeger-embraces-opentelemetry-collector-90a545c
   last_checked: 1779032162.909293
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:02.909293+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -326092,6 +338420,7 @@ https://medium.com/jamf-engineering/how-three-lines-of-configuration-solved-our-
   last_checked: 1779033947.433064
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:47.433064+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -326125,6 +338454,7 @@ https://medium.com/javarevisited/10-best-java-microservices-courses-with-spring-
   last_checked: 1779030230.384258
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:50.384258+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -326157,6 +338487,7 @@ https://medium.com/javarevisited/10-free-spring-boot-tutorials-and-courses-for-j
   last_checked: 1779031982.893385
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:02.893385+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -326192,6 +338523,7 @@ https://medium.com/javarevisited/10-microservices-design-principles-every-develo
   last_checked: 1779030688.346456
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:28.346456+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -326224,6 +338556,7 @@ https://medium.com/javarevisited/50-java-collections-interview-questions-for-beg
   last_checked: 1779031086.59358
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:06.593580+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -326256,6 +338589,7 @@ https://medium.com/javarevisited/7-best-books-to-learn-design-patterns-for-java-
   last_checked: 1779031031.499786
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:11.499786+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -326288,6 +338622,7 @@ https://medium.com/javarevisited/7-best-courses-to-master-git-and-github-for-pro
   last_checked: 1779032254.669663
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:34.669663+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -326321,6 +338656,7 @@ https://medium.com/javarevisited/7-free-online-courses-to-learn-kubernetes-in-20
   last_checked: 1779030422.405342
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:02.405342+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -326356,6 +338692,7 @@ https://medium.com/javarevisited/best-https-ssl-and-tls-courses-for-beginners-44
   last_checked: 1779031735.332049
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:55.332049+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -326389,6 +338726,7 @@ https://medium.com/javarevisited/distributed-transaction-management-in-microserv
   last_checked: 1779032216.761686
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:56.761686+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -326422,6 +338760,7 @@ https://medium.com/javarevisited/do-you-know-about-the-different-microservices-f
   last_checked: 1779031190.12138
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:50.121380+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -326455,6 +338794,7 @@ https://medium.com/javarevisited/logging-in-java-log4j-vs-logback-vs-slf4j-88c53
   last_checked: 1779029899.088792
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:19.088792+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -326488,6 +338828,7 @@ https://medium.com/javarevisited/microservices-communication-part-1-every-progra
   last_checked: 1779030172.033887
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:02:52.033887+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -326521,6 +338862,7 @@ https://medium.com/javarevisited/microservices-communication-part-2-sync-vs-asyn
   last_checked: 1779031645.256796
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:25.256796+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -326552,6 +338894,7 @@ https://medium.com/javarevisited/microservices-communication-using-grpc-protocol
   last_checked: 1779031450.785736
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:10.785736+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -326585,6 +338928,7 @@ https://medium.com/javarevisited/podman-getting-started-e7fc06961994:
   last_checked: 1779031499.316163
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:59.316163+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -326618,6 +338962,7 @@ https://medium.com/javarevisited/podman-getting-started-e7fc06961994:
   last_checked: 1779030861.530566
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:21.530566+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -326650,6 +338995,7 @@ https://medium.com/javarevisited/top-5-courses-to-learn-microservices-in-java-an
   last_checked: 1779032337.34937
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:57.349370+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -326683,6 +339029,7 @@ https://medium.com/javarevisited/top-5-frameworks-java-developers-can-learn-for-
   last_checked: 1779031793.49865
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:53.498650+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -326716,6 +339063,7 @@ https://medium.com/javarevisited/top-performance-issues-every-developer-architec
   last_checked: 1779032333.336281
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:53.336281+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -326749,6 +339097,7 @@ https://medium.com/javarevisited/why-microservices-are-not-silver-bullet-10-reas
   last_checked: 1779033024.77786
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:24.777860+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -326780,6 +339129,7 @@ https://medium.com/jumia-tech/immutable-infrastructure-gitops-18d644f9c7cb:
   last_checked: 1779029374.191055
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:34.191055+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -326813,6 +339163,7 @@ https://medium.com/k0sproject/k0s-optimizes-start-time-adds-cluster-level-backup
   last_checked: 1779031979.494419
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:32:59.494419+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -326844,6 +339195,7 @@ https://medium.com/k0sproject/k0s-ready-for-production-20255c4b0791:
   last_checked: 1779032789.773374
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:29.773374+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -326875,6 +339227,7 @@ https://medium.com/k0sproject/k0s-supports-kubernetes-1-22-a498e41bf5af:
   last_checked: 1779031428.920054
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:48.920054+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -326908,6 +339261,7 @@ https://medium.com/k8slens/eliminating-kubernetes-complexity-for-developers-usin
   last_checked: 1779030207.217132
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:27.217132+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -326940,6 +339294,7 @@ https://medium.com/k8slens/how-to-give-developers-secure-access-to-kubernetes-cl
   last_checked: 1779032551.942521
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:31.942521+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -326971,6 +339326,7 @@ https://medium.com/k8slens/lens-5-released-f7e58e8842cf:
   last_checked: 1779030228.322112
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:48.322112+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -327004,6 +339360,7 @@ https://medium.com/k8slens/lens-6-released-vision-for-the-future-new-subscriptio
   last_checked: 1779032793.174792
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:33.174792+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -327037,6 +339394,7 @@ https://medium.com/k8slens/lens-kubernetes-is-all-you-need-in-the-development-en
   last_checked: 1779030854.219531
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:14.219531+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -327069,6 +339427,7 @@ https://medium.com/kapitan-blog/declarative-secret-management-for-gitops-with-ka
   last_checked: 1779032034.460482
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:54.460482+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -327101,6 +339460,7 @@ https://medium.com/keptn/dora-metrics-automatically-for-all-your-kubernetes-work
   last_checked: 1779032642.42146
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:02.421460+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -327132,6 +339492,7 @@ https://medium.com/keptn/keptn-0-6-0-my-top-5-favorite-improvements-242d8ac1abfe
   last_checked: 1779031381.517827
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:01.517827+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -327163,6 +339524,7 @@ https://medium.com/kernel-space/kubeshark-wireshark-for-kubernetes-4069a5f5aa3d:
   last_checked: 1779032337.336042
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:57.336042+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -327194,6 +339556,7 @@ https://medium.com/kialiproject:
   last_checked: 1779032949.834432
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:09.834432+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -327226,6 +339589,7 @@ https://medium.com/kialiproject/increasing-observability-on-istio-the-new-kiali-
   last_checked: 1779030970.770221
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:10.770221+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -327257,6 +339621,7 @@ https://medium.com/kialiproject/troubleshooting-envoy-with-kiali-7f78a57b16ad:
   last_checked: 1779030805.692662
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:25.692662+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -327290,6 +339655,7 @@ https://medium.com/kocsistem/installation-internal-nginx-ingress-for-a-private-a
   last_checked: 1779033040.448536
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:40.448536+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -327323,6 +339689,7 @@ https://medium.com/kubecost/prometheus-grafana-configuration-query-examples-885b
   last_checked: 1779033236.682549
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:56.682549+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -327354,6 +339721,7 @@ https://medium.com/kubehub/a-series-on-bash-scripting-eecd0293fab5:
   last_checked: 1779029168.829915
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:08.829915+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -327387,6 +339755,7 @@ https://medium.com/kubernetes-deveops/kubernetes-deploying-application-with-pers
   last_checked: 1779034330.353293
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:10.353293+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -327419,6 +339788,7 @@ https://medium.com/kubernetes-tutorials/cluster-level-logging-in-kubernetes-with
   last_checked: 1779034326.318007
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:06.318007+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -327451,6 +339821,7 @@ https://medium.com/kubernetes-tutorials/efficient-node-out-of-resource-managemen
   last_checked: 1779031037.196626
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:17.196626+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -327482,6 +339853,7 @@ https://medium.com/kubernetes-tutorials/kubernetes-dns-for-services-and-pods-664
   last_checked: 1779030132.279602
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:02:12.279602+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -327513,6 +339885,7 @@ https://medium.com/kubernetes-tutorials/making-sense-of-taints-and-tolerations-i
   last_checked: 1779034272.970027
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:12.970027+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -327544,6 +339917,7 @@ https://medium.com/kubeshop-i/monokle-1-5-0-release-kubeshop-95f574563c79:
   last_checked: 1779030980.927125
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:20.927125+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -327575,6 +339949,7 @@ https://medium.com/kubeshop-i/monokle-helm-quality-kubernetes-deployments-af050f
   last_checked: 1779031351.781865
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:31.781865+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -327606,6 +339981,7 @@ https://medium.com/kubeshop-i/monokle-vs-lens-vs-k9s-1d5d94d84b5c:
   last_checked: 1779030000.183939
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:00.183939+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -327639,6 +340015,7 @@ https://medium.com/kubeshop-i/rapidly-prototype-your-apis-on-kubernetes-with-kus
   last_checked: 1779033280.374544
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:40.374544+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -327670,6 +340047,7 @@ https://medium.com/kubeshop-i/top-8-open-source-observability-testing-tools-9341
   last_checked: 1779034313.450861
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:53.450861+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -327701,6 +340079,7 @@ https://medium.com/kudos-engineering/migrating-our-cron-jobs-to-kubernetes-85970
   last_checked: 1779029992.768421
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:52.768421+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -327732,6 +340111,7 @@ https://medium.com/leapp-cloud/top-10-uncommon-devops-tools-you-should-know-91da
   last_checked: 1779033772.784552
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:52.784552+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -327765,6 +340145,7 @@ https://medium.com/lego-engineering/a-journey-into-serverless-and-handling-step-
   last_checked: 1779031826.932945
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:26.932945+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -327796,6 +340177,7 @@ https://medium.com/levvel-consulting/the-differences-between-kubernetes-and-open
   last_checked: 1779033084.300021
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:24.300021+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -327829,6 +340211,7 @@ https://medium.com/lightricks-tech-blog/step-by-step-guide-how-to-create-a-dynam
   last_checked: 1779032289.677724
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:09.677724+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -327860,6 +340243,7 @@ https://medium.com/lightspeed-venture-partners/why-grafana-part-ii-2e7e42e0f7bb:
   last_checked: 1779030682.961215
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:22.961215+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -327893,6 +340277,7 @@ https://medium.com/lightstephq/devops-observability-and-the-need-to-tear-down-or
   last_checked: 1779032644.306981
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:04.306981+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -327925,6 +340310,7 @@ https://medium.com/linkbynet/deploying-opa-on-a-gke-cluster-da4d3d77812c:
   last_checked: 1779029369.327958
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:29.327958+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -327958,6 +340344,7 @@ https://medium.com/linkbynet/deploying-opa-on-a-gke-cluster-da4d3d77812c:
   last_checked: 1779031031.512389
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:11.512389+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -327989,6 +340376,7 @@ https://medium.com/linux-shots/debug-kubernetes-pods-using-ephemeral-container-f
   last_checked: 1779034034.51208
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:14.512080+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -328022,6 +340410,7 @@ https://medium.com/linux-shots/find-deprecated-api-resources-used-in-a-kubernete
   last_checked: 1779030856.450769
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:16.450769+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -328056,6 +340445,7 @@ https://medium.com/linux-shots/kubernetes-ingress-as-reverse-proxy-to-applicatio
   last_checked: 1779034454.090513
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:14.090513+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -328087,6 +340477,7 @@ https://medium.com/linux-shots/use-postgresql-as-backend-storage-for-helm-de407c
   last_checked: 1779033750.7946
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:30.794600+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -328120,6 +340511,7 @@ https://medium.com/lonto-digital-services-integrator/why-we-developed-own-kubern
   last_checked: 1779032922.346871
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:42.346871+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -328151,6 +340543,7 @@ https://medium.com/marionete/create-helm-charts-to-manage-kubernetes-application
   last_checked: 1779030189.436504
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:09.436504+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -328184,6 +340577,7 @@ https://medium.com/marionete/how-to-expose-kubernetes-services-to-external-traff
   last_checked: 1779031752.504065
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:12.504065+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -328217,6 +340611,7 @@ https://medium.com/mcdonalds-technical-blog/behind-the-scenes-mcdonalds-event-dr
   last_checked: 1779030090.946335
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:30.946335+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -328250,6 +340645,7 @@ https://medium.com/mcdonalds-technical-blog/mcdonalds-event-driven-architecture-
   last_checked: 1779033040.449549
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:40.449549+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -328283,6 +340679,7 @@ https://medium.com/medialesson/assigning-azure-built-in-roles-vs-azure-ad-built-
   last_checked: 1779032087.680139
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:47.680139+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -328316,6 +340713,7 @@ https://medium.com/medialesson/create-azure-active-directory-app-registration-wi
   last_checked: 1779032483.457365
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:41:23.457365+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -328347,6 +340745,7 @@ https://medium.com/microservicegeeks/introduction-to-event-driven-architecture-e
   last_checked: 1779031554.878398
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:54.878398+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -328379,6 +340778,7 @@ https://medium.com/microservices-for-net-developers/what-is-microservices-and-wh
   last_checked: 1779029883.462349
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:03.462349+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -328410,6 +340810,7 @@ https://medium.com/microservices-in-practice/microservices-in-practice-7a3e85b66
   last_checked: 1779034504.485847
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:04.485847+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -328441,6 +340842,7 @@ https://medium.com/microservices-learning/how-to-implement-security-for-microser
   last_checked: 1779029805.138752
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:56:45.138752+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -328473,6 +340875,7 @@ https://medium.com/microsoftazure/aks-different-load-balancing-options-for-a-sin
   last_checked: 1779030295.738259
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:55.738259+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -328506,6 +340909,7 @@ https://medium.com/microsoftazure/aks-different-load-balancing-options-for-a-sin
   last_checked: 1779031642.222409
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:22.222409+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -328538,6 +340942,7 @@ https://medium.com/microsoftazure/going-multicloud-with-kubernetes-and-azure-fro
   last_checked: 1779031181.217181
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:41.217181+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -328561,13 +340966,14 @@ https://medium.com/microsoftazure/secure-your-microservices-on-aks-part-2-5496bf
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779030787.586878
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:07.586878+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -328576,6 +340982,7 @@ https://medium.com/microsoftazure/secure-your-microservices-on-aks-part-2-5496bf
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://itnext.io/running-your-microservices-securely-on-aks-417a110b2e76
 ? https://medium.com/microsoftazure/ultimate-guide-for-azure-cloud-adoption-framework-for-enterprise-scale-landing-zone-bba2a385134d
 : title: 'medium.com/microsoftazure: Ultimate guide for Enterprise-scale landing zone''
     for Azure'
@@ -328596,6 +341003,7 @@ https://medium.com/microsoftazure/secure-your-microservices-on-aks-part-2-5496bf
   last_checked: 1779034450.048808
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:10.048808+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -328627,6 +341035,7 @@ https://medium.com/mindboard/what-is-autoscaling-in-kubernetes-109c7b5d321:
   last_checked: 1779030020.590184
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:20.590184+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -328660,6 +341069,7 @@ https://medium.com/mlearning-ai/the-best-object-detection-libraries-that-i-work-
   last_checked: 1779032166.723394
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:06.723394+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -328693,6 +341103,7 @@ https://medium.com/mycloudseries/must-haves-for-your-kubernetes-cluster-to-be-pr
   last_checked: 1779030401.010724
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:41.010724+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -328726,6 +341137,7 @@ https://medium.com/nerd-for-tech/building-a-two-tier-architecture-for-high-avail
   last_checked: 1779033823.353899
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:43.353899+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -328756,6 +341168,7 @@ https://medium.com/nerd-for-tech/common-kubernetes-errors-made-by-beginners-274b
   last_checked: 1779033118.162451
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:58.162451+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -328781,6 +341194,7 @@ https://medium.com/nerd-for-tech/deep-dive-into-thanos-part-i-f72ecba39f76:
   last_checked: 1779030577.785007
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:37.785007+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -328807,6 +341221,7 @@ https://medium.com/nerd-for-tech/etcd-the-easy-way-4c01e243f285:
   last_checked: 1779029116.145952
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:16.145952+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -328838,6 +341253,7 @@ https://medium.com/nerd-for-tech/exploring-kubernetes-node-architecture-3a36df6a
   last_checked: 1779031106.9435
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:26.943500+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -328871,6 +341287,7 @@ https://medium.com/nerd-for-tech/kubernetes-declaratively-deploying-infrastructu
   last_checked: 1779034104.987397
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:24.987397+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -328904,6 +341321,7 @@ https://medium.com/nerd-for-tech/kubernetes-deploying-nginx-with-a-configmap-e8a
   last_checked: 1779030231.908301
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:51.908301+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -328935,6 +341353,7 @@ https://medium.com/nerd-for-tech/one-cka-ckad-cks-requirement-mastering-kubectl-
   last_checked: 1779034345.596113
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:25.596113+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -328966,6 +341385,7 @@ https://medium.com/nerd-for-tech/persistence-with-kubernetes-46f039d9a2ad:
   last_checked: 1779032762.222604
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:02.222604+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -328999,6 +341419,7 @@ https://medium.com/nerd-for-tech/pki-certs-injection-to-k8s-pods-with-vault-agen
   last_checked: 1779034454.119423
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:14.119423+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -329030,6 +341451,7 @@ https://medium.com/nerd-for-tech/running-services-with-knative-kong-3135c0d94dfa
   last_checked: 1779030979.220902
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:19.220902+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -329061,6 +341483,7 @@ https://medium.com/nerd-for-tech/terraforming-the-gitops-way-9417cf4abf58:
   last_checked: 1779033658.159945
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:58.159945+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -329093,6 +341516,7 @@ https://medium.com/nerds-malt/choosing-a-ci-that-grows-at-the-same-pace-as-a-sca
   last_checked: 1779033030.217907
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:30.217907+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -329125,6 +341549,7 @@ https://medium.com/netcracker/version-control-of-configuration-files-using-kuber
   last_checked: 1779034101.463086
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:21.463086+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -329156,6 +341581,7 @@ https://medium.com/netpremacy-global-services/the-beginning-of-the-end-for-terra
   last_checked: 1779033169.71623
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:49.716230+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -329187,6 +341613,7 @@ https://medium.com/nexton/kubernetes-a-practical-introduction-18a5b69e7763:
   last_checked: 1779030230.383151
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:50.383151+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -329220,6 +341647,7 @@ https://medium.com/ni-tech-talk/creating-customized-kubernetes-pod-templates-usi
   last_checked: 1779031799.988429
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:59.988429+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -329251,6 +341679,7 @@ https://medium.com/nontechcompany/cool-kubernetes-command-line-plugins-4b0e50362
   last_checked: 1779030028.677964
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:28.677964+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -329282,6 +341711,7 @@ https://medium.com/nordcloud-engineering/upgrading-kubernetes-the-hard-way-ac533
   last_checked: 1779029590.098768
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:10.098768+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -329313,6 +341743,7 @@ https://medium.com/nordnet-tech/setting-java-heap-size-inside-a-docker-container
   last_checked: 1779033243.320103
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:03.320103+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -329346,6 +341777,7 @@ https://medium.com/nordnet-tech/unlocking-kubernetes-performance-with-no-cpu-res
   last_checked: 1779033617.151304
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:17.151304+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -329377,6 +341809,7 @@ https://medium.com/nttlabs/buildx-kubernetes-ad0fe59b0c64:
   last_checked: 1779033074.262166
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:14.262166+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -329408,6 +341841,7 @@ https://medium.com/nttlabs/nerdctl-359311b32d0e:
   last_checked: 1779031979.486287
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:32:59.486287+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -329441,6 +341875,7 @@ https://medium.com/nycdev/understanding-docker-volumes-mounts-and-layers-9fa17be
   last_checked: 1779031566.852495
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:06.852495+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -329472,6 +341907,7 @@ https://medium.com/okteto/beginners-guide-to-kubernetes-deployments-50f066d95d2b
   last_checked: 1779033674.920702
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:14.920702+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -329503,6 +341939,7 @@ https://medium.com/omio-engineering/cpu-limits-and-aggressive-throttling-in-kube
   last_checked: 1779032681.623891
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:41.623891+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -329536,6 +341973,7 @@ https://medium.com/open-devops-academy/kubernetes-inject-the-values-of-a-configm
   last_checked: 1779032762.243624
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:02.243624+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -329567,6 +342005,7 @@ https://medium.com/opentelemetry/opentelemetry-specification-v1-0-0-tracing-edit
   last_checked: 1779031752.457829
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:12.457829+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -329599,6 +342038,7 @@ https://medium.com/opstalk/securing-containers-with-red-hat-quay-and-clair-part-
   last_checked: 1779032134.528589
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:34.528589+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -329630,6 +342070,7 @@ https://medium.com/opstree-technology/ansible-helm-diff-plugin-63e1cda299a3:
   last_checked: 1779034347.675135
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:27.675135+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -329661,6 +342102,7 @@ https://medium.com/otomi-platform/helmfile-and-argocd-better-together-f8d4587263
   last_checked: 1779033100.784378
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:40.784378+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -329692,6 +342134,7 @@ https://medium.com/packlinkeng/a-chance-for-newsql-databases-3bba18fea6a1:
   last_checked: 1779033397.80283
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:37.802830+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -329727,6 +342170,7 @@ https://medium.com/pareture/kubernetes-bound-projected-service-account-token-vol
   last_checked: 1779029325.434249
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:45.434249+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -329760,6 +342204,7 @@ https://medium.com/pareture/kubernetes-scaling-capacity-and-resource-planning-in
   last_checked: 1779033068.031723
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:08.031723+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -329791,6 +342236,7 @@ https://medium.com/path-to-software-architect/cloud-agnostic-design-925c08e1d610
   last_checked: 1779031416.256396
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:36.256396+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -329824,6 +342270,7 @@ https://medium.com/patilswapnilv/getting-started-with-kubernetes-networking-7e10
   last_checked: 1779030069.193292
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:09.193292+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -329855,6 +342302,7 @@ https://medium.com/paypal-tech/scaling-kubernetes-to-over-4k-nodes-and-200k-pods
   last_checked: 1779030132.303745
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:02:12.303745+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -329889,6 +342337,7 @@ https://medium.com/paypal-tech/scaling-kubernetes-to-over-4k-nodes-and-200k-pods
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -329922,6 +342371,7 @@ https://medium.com/picsart-engineering/prioritizing-development-efforts-with-slo
   last_checked: 1779034484.247067
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:44.247067+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -329953,6 +342403,7 @@ https://medium.com/pinterest-engineering/how-pinterest-runs-kafka-at-scale-ff9c6
   last_checked: 1779033575.358779
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:35.358779+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -329984,6 +342435,7 @@ https://medium.com/pinterest-engineering/scaling-kubernetes-with-assurance-at-pi
   last_checked: 1779033507.740261
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:27.740261+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -330015,6 +342467,7 @@ https://medium.com/pipedrive-engineering/how-we-choked-our-kubernetes-nodejs-ser
   last_checked: 1779033503.582362
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:23.582362+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -330048,6 +342501,7 @@ https://medium.com/platform-engineer/26-terraform-hacks-for-effective-infrastruc
   last_checked: 1779034391.780858
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:11.780858+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -330081,6 +342535,7 @@ https://medium.com/predictivehire/why-we-should-use-terraform-and-terragrunt-to-
   last_checked: 1779034115.938778
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:35.938778+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -330111,6 +342566,7 @@ https://medium.com/programming-kubernetes/building-stuff-with-the-kubernetes-api
   last_checked: 1779033622.632094
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:22.632094+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -330136,6 +342592,7 @@ https://medium.com/programming-kubernetes/building-stuff-with-the-kubernetes-api
   last_checked: 1779034560.166139
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:00.166139+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -330161,6 +342618,7 @@ https://medium.com/programming-kubernetes/building-stuff-with-the-kubernetes-api
   last_checked: 1779032551.960525
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:31.960525+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -330187,6 +342645,7 @@ https://medium.com/programming-kubernetes/building-stuff-with-the-kubernetes-api
   last_checked: 1779032974.740317
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:34.740317+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -330221,6 +342680,7 @@ https://medium.com/programming-kubernetes/building-stuff-with-the-kubernetes-api
   last_checked: 1779034211.342714
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:11.342714+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -330252,6 +342712,7 @@ https://medium.com/promyze/avoid-accidental-complexity-and-technical-debt-2dc2cd
   last_checked: 1779032462.040376
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:41:02.040376+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -330283,6 +342744,7 @@ https://medium.com/python-in-plain-english/testing-apis-with-python-4ca51d604ffe
   last_checked: 1779030220.192863
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:40.192863+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -330316,6 +342778,7 @@ https://medium.com/pythoneers/mlops-tool-stack-requirement-in-machine-learning-p
   last_checked: 1779029507.172079
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:47.172079+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -330347,6 +342810,7 @@ https://medium.com/qe-unit/how-google-does-monorepo-revisited-8c793be20344:
   last_checked: 1779033655.419033
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:55.419033+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -330379,6 +342843,7 @@ https://medium.com/qe-unit/the-microservices-adoption-roadmap-e37f3f32877:
   last_checked: 1779030720.586068
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:00.586068+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -330411,6 +342876,7 @@ https://medium.com/riskified-technology/from-aws-cloudformation-to-terraform-mig
   last_checked: 1779033569.9349
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:29.934900+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -330444,6 +342910,7 @@ https://medium.com/riskified-technology/run-kubernetes-on-aws-ec2-spot-instances
   last_checked: 1779034291.675746
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:31.675746+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -330479,6 +342946,7 @@ https://medium.com/riskified-technology/run-kubernetes-on-aws-ec2-spot-instances
   last_checked: 1779030597.299639
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:57.299639+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -330510,6 +342978,7 @@ https://medium.com/rtkal/distributed-cache-design-348cbe334df1:
   last_checked: 1779033671.544136
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:11.544136+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -330543,6 +343012,7 @@ https://medium.com/saas-infra/stabilize-your-kubernetes-microservices-with-the-c
   last_checked: 1779034084.201809
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:04.201809+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -330574,6 +343044,7 @@ https://medium.com/schibsted-engineering/ultimate-terraform-project-structure-9f
   last_checked: 1779029225.452987
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:05.452987+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -330605,6 +343076,7 @@ https://medium.com/sciforce/strategies-of-docker-images-optimization-2ca9cc5719b
   last_checked: 1779029563.457759
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:43.457759+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -330638,6 +343110,7 @@ https://medium.com/scout24-engineering/how-did-we-upgrade-our-eks-clusters-from-
   last_checked: 1779032549.476086
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:29.476086+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -330671,6 +343144,7 @@ https://medium.com/sda-se/kubernetes-operator-to-the-rescue-how-our-own-mongodb-
   last_checked: 1779031377.613763
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:57.613763+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -330703,6 +343177,7 @@ https://medium.com/searce/gitops-the-next-big-thing-for-devops-and-automation-2a
   last_checked: 1779032054.43926
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:14.439260+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -330735,6 +343210,7 @@ https://medium.com/searce/multibranch-and-ha-pipeline-in-jenkins-with-kaniko-on-
   last_checked: 1779032779.576696
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:19.576696+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -330766,6 +343242,7 @@ https://medium.com/searce/spinnaker-the-hard-way-278913f3f1d8:
   last_checked: 1779032543.359541
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:23.359541+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -330797,6 +343274,7 @@ https://medium.com/search?q=cp4mcm:
   last_checked: 1779034309.069831
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:49.069831+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -330828,6 +343306,7 @@ https://medium.com/seek-blog/microservices-in-go-2fc1570f6800:
   last_checked: 1779034034.47626
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:14.476260+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -330859,6 +343338,7 @@ https://medium.com/serious-scrum/are-scrum-and-kanban-allies-or-enemies-9d1d2735
   last_checked: 1779032801.894589
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:41.894589+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -330891,6 +343371,7 @@ https://medium.com/serious-scrum/nine-steps-to-successfully-start-your-new-produ
   last_checked: 1779032613.186159
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:33.186159+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -330924,6 +343405,7 @@ https://medium.com/serious-scrum/scrum-teams-that-dont-verify-their-outcomes-are
   last_checked: 1779031448.470095
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:08.470095+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -330956,6 +343438,7 @@ https://medium.com/serverless-transformation/what-a-typical-100-serverless-archi
   last_checked: 1779031215.604723
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:15.604723+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -330989,6 +343472,7 @@ https://medium.com/shoutloudz/microservice-developing-an-authentication-service-
   last_checked: 1779033040.414577
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:40.414577+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -331022,6 +343506,7 @@ https://medium.com/simform-engineering/infrastructure-as-code-and-ci-cd-in-pract
   last_checked: 1779030348.018428
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:48.018428+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -331053,6 +343538,7 @@ https://medium.com/siot-govtech/kubernetes-from-scratch-35add70e8b7f:
   last_checked: 1779034509.680966
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:09.680966+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -331086,6 +343572,7 @@ https://medium.com/slalom-build/managing-ingress-traffic-on-kubernetes-platforms
   last_checked: 1779030991.034026
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:31.034026+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -331118,6 +343605,7 @@ https://medium.com/softwareimprovementgroup/ci-cd-best-practices-how-to-set-up-y
   last_checked: 1779033925.058946
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:25.058946+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -331149,6 +343637,7 @@ https://medium.com/solo-io:
   last_checked: 1779032152.601639
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:52.601639+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -331180,6 +343669,7 @@ https://medium.com/solo-io/istio-the-easy-way-again-b0504347b7ce:
   last_checked: 1779033435.823542
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:15.823542+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -331211,6 +343701,7 @@ https://medium.com/solutions-architecture-patterns/multi-cloud-enterprise-deploy
   last_checked: 1779034288.341613
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:28.341613+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -331242,6 +343733,7 @@ https://medium.com/spacelift/platform-engineering-vs-devops-ade389ce819e:
   last_checked: 1779030235.367387
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:55.367387+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -331275,6 +343767,7 @@ https://medium.com/spacelift/terraform-best-practices-for-better-infrastructure-
   last_checked: 1779031388.85178
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:08.851780+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -331307,6 +343800,7 @@ https://medium.com/spacelift/terraform-vs-kubernetes-key-differences-and-compari
   last_checked: 1779029366.660153
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:26.660153+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -331340,6 +343834,7 @@ https://medium.com/sse-blog/verify-container-image-signatures-in-kubernetes-usin
   last_checked: 1779029154.612033
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:54.612033+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -331373,6 +343868,7 @@ https://medium.com/stakater/efficiently-expose-services-on-kubernetes-494a80f88a
   last_checked: 1779034391.795574
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:11.795574+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -331396,13 +343892,14 @@ https://medium.com/stakater/efficiently-expose-services-on-kubernetes-part-2-c30
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779030868.325814
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:28.325814+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -331411,6 +343908,7 @@ https://medium.com/stakater/efficiently-expose-services-on-kubernetes-part-2-c30
   - docs/kubernetes-networking.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://medium.com/stakater/efficiently-expose-services-on-kubernetes-494a80f88aad
 https://medium.com/stakater/gitops-for-kubernetes-with-jenkins-7db6304216e0:
   title: GitOps for Kubernetes with Jenkins
   description: ''
@@ -331429,6 +343927,7 @@ https://medium.com/stakater/gitops-for-kubernetes-with-jenkins-7db6304216e0:
   last_checked: 1779033692.2732
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:32.273200+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -331460,6 +343959,7 @@ https://medium.com/streamotion-tech-blog/visualising-the-cost-of-kubernetes-ca64
   last_checked: 1779034155.46032
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:09:15.460320+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -331492,6 +343992,7 @@ https://medium.com/summit-technology-group/karpenter-autoscaling-and-right-sizin
   last_checked: 1779033583.458251
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:43.458251+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -331524,6 +344025,7 @@ https://medium.com/swlh/6-lessons-learned-from-migrating-web-application-on-prod
   last_checked: 1779034568.791983
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:08.791983+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -331556,6 +344058,7 @@ https://medium.com/swlh/a-design-analysis-of-cloud-based-microservices-architect
   last_checked: 1779034223.775724
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:23.775724+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -331587,6 +344090,7 @@ https://medium.com/swlh/apache-kafka-in-a-nutshell-5782b01d9ffb:
   last_checked: 1779034041.40281
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:21.402810+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -331621,6 +344125,7 @@ https://medium.com/swlh/apache-kafka-in-a-nutshell-5782b01d9ffb:
   last_checked: 1779030499.568956
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:19.568956+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -331652,6 +344157,7 @@ https://medium.com/swlh/aws-account-security-monitoring-d7ca129d52ac:
   last_checked: 1779029174.106144
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:14.106144+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -331683,6 +344189,7 @@ https://medium.com/swlh/aws-config-compliance-as-code-9621eb3b7ac7:
   last_checked: 1779030931.490149
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:31.490149+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -331716,6 +344223,7 @@ https://medium.com/swlh/break-down-kubernetes-server-side-apply-5d59f6a14e26:
   last_checked: 1779031392.9116
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:12.911600+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -331748,6 +344256,7 @@ https://medium.com/swlh/building-the-ci-cd-of-the-future-creating-the-eks-cluste
   last_checked: 1779032034.462609
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:54.462609+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -331781,6 +344290,7 @@ https://medium.com/swlh/ci-cd-pipeline-of-jenkins-using-groovy-language-with-mon
   last_checked: 1779031096.669592
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:16.669592+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -331813,6 +344323,7 @@ https://medium.com/swlh/clusterops-1-line-commit-to-upgrade-your-kubernetes-clus
   last_checked: 1779032801.895713
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:41.895713+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -331844,6 +344355,7 @@ https://medium.com/swlh/consul-in-kubernetes-pushing-to-production-223506bbe8db:
   last_checked: 1779033019.40745
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:19.407450+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -331874,6 +344386,7 @@ https://medium.com/swlh/deploy-quarkus-todo-list-app-to-kubernetes-using-eclipse
   last_checked: 1779031999.837329
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:19.837329+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -331901,6 +344414,7 @@ https://medium.com/swlh/deploy-your-private-docker-registry-as-a-pod-in-kubernet
   last_checked: 1779031600.303899
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:40.303899+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -331933,6 +344447,7 @@ https://medium.com/swlh/deploying-kubernetes-deciding-the-size-of-your-nodes-a11
   last_checked: 1779031671.143004
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:51.143004+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -331965,6 +344480,7 @@ https://medium.com/swlh/discovering-running-pods-by-using-dns-and-headless-servi
   last_checked: 1779030991.030273
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:31.030273+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -331989,13 +344505,14 @@ https://medium.com/swlh/getting-started-with-istio-524628c025:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779030593.820468
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:53.820468+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -332009,6 +344526,7 @@ https://medium.com/swlh/getting-started-with-istio-524628c025:
   v2_locations:
   - istio.md
   youtube_mosaic: {}
+  duplicate_of: https://edidiongasikpo.com/getting-started-with-the-dom-ck9u4u82503or6es16p2rx7c1
 https://medium.com/swlh/getting-started-with-kafka-on-openshift-c44c0fdec384:
   title: 'medium: Getting Started With Kafka on OpenShift'
   description: ''
@@ -332027,6 +344545,7 @@ https://medium.com/swlh/getting-started-with-kafka-on-openshift-c44c0fdec384:
   last_checked: 1779029269.741134
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:49.741134+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -332058,6 +344577,7 @@ https://medium.com/swlh/guide-okd-4-5-single-node-cluster-832693cb752b:
   last_checked: 1779033801.755745
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:21.755745+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -332089,6 +344609,7 @@ https://medium.com/swlh/helm-chart-development-guide-bbc525d3b448:
   last_checked: 1779031351.761784
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:31.761784+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -332120,6 +344641,7 @@ https://medium.com/swlh/high-priority-request-queue-with-haproxy-9efd639a8992:
   last_checked: 1779029377.698286
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:37.698286+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -332152,6 +344674,7 @@ https://medium.com/swlh/how-to-become-an-devops-engineer-in-2020-80b8740d5a52:
   last_checked: 1779030084.578253
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:24.578253+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -332183,6 +344706,7 @@ https://medium.com/swlh/how-to-deploy-an-asp-net-application-with-kubernetes-3c0
   last_checked: 1779032872.676289
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:52.676289+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -332214,6 +344738,7 @@ https://medium.com/swlh/how-to-start-working-with-docker-containers-72b73ca60e0c
   last_checked: 1779032728.544084
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:28.544084+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -332246,6 +344771,7 @@ https://medium.com/swlh/im-so-sorry-openshift-i-ve-taken-you-for-granted-f36fb47
   last_checked: 1779034269.157601
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:09.157601+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -332279,6 +344805,7 @@ https://medium.com/swlh/introduction-to-istio-traffic-management-6b62c86f8cb4:
   last_checked: 1779033222.537218
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:42.537218+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -332311,6 +344838,7 @@ https://medium.com/swlh/k8s-network-policies-demystified-and-simplified-18f5ea98
   last_checked: 1779029988.63721
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:48.637210+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -332342,6 +344870,7 @@ https://medium.com/swlh/kong-api-gateway-zero-to-production-5b8431495ee:
   last_checked: 1779030349.928346
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:49.928346+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -332374,6 +344903,7 @@ https://medium.com/swlh/kubernetes-in-a-nutshell-tutorial-for-beginners-caa442df
   last_checked: 1779033030.212274
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:30.212274+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -332405,6 +344935,7 @@ https://medium.com/swlh/kubernetes-storage-explained-558e85596d0c:
   last_checked: 1779031671.183814
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:51.183814+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -332436,6 +344967,7 @@ https://medium.com/swlh/microservices-architecture-from-a-to-z-7287da1c5d28:
   last_checked: 1779030461.875532
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:41.875532+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -332468,6 +345000,7 @@ https://medium.com/swlh/multi-tenancy-implementation-using-spring-boot-hibernate
   last_checked: 1779032181.881135
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:21.881135+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -332500,6 +345033,7 @@ https://medium.com/swlh/mvp-vs-mdp-viability-vs-delight-what-you-really-need-296
   last_checked: 1779029130.330582
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:30.330582+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -332533,6 +345067,7 @@ https://medium.com/swlh/observability-with-istio-kiali-and-grafana-in-kubernetes
   last_checked: 1779034501.572546
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:01.572546+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -332564,6 +345099,7 @@ https://medium.com/swlh/oke-clusters-from-rancher-2-0-409131ad1293:
   last_checked: 1779029269.732474
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:49.732474+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -332597,6 +345133,7 @@ https://medium.com/swlh/quick-fix-mounting-a-configmap-to-an-existing-volume-in-
   last_checked: 1779034497.314811
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:57.314811+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -332628,6 +345165,7 @@ https://medium.com/swlh/quickstart-ci-with-jenkins-and-docker-in-docker-c3f7174e
   last_checked: 1779030655.047309
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:55.047309+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -332659,6 +345197,7 @@ https://medium.com/swlh/state-of-managed-kubernetes-2020-4be006643360:
   last_checked: 1779031787.791838
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:47.791838+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -332691,6 +345230,7 @@ https://medium.com/swlh/terraform-how-to-use-conditionals-for-dynamic-resources-
   last_checked: 1779034235.006702
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:35.006702+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -332723,6 +345263,7 @@ https://medium.com/sync-computing/top-9-lessons-learned-about-databricks-jobs-se
   last_checked: 1779032177.525785
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:17.525785+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -332754,6 +345295,7 @@ https://medium.com/tailwinds-navigator/kubernetes-tip-how-does-oomkilled-work-ba
   last_checked: 1779030569.290862
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:29.290862+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -332787,6 +345329,7 @@ https://medium.com/tailwinds-navigator/kubernetes-tip-how-does-oomkilled-work-ba
   last_checked: 1779030561.531976
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:21.531976+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -332820,6 +345363,7 @@ https://medium.com/tailwinds-navigator/kubernetes-tip-how-does-oomkilled-work-ba
   last_checked: 1779029110.338687
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:10.338687+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -332852,6 +345396,7 @@ https://medium.com/tailwinds-navigator/kubernetes-tip-what-happens-to-pods-runni
   last_checked: 1779031103.001213
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:23.001213+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -332883,6 +345428,7 @@ https://medium.com/tea-networks/kubernetes-ci-cd-pipeline-c028aea17535:
   last_checked: 1779033280.407608
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:40.407608+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -332916,6 +345462,7 @@ https://medium.com/tea-networks/kubernetes-ci-cd-pipeline-c028aea17535:
   last_checked: 1779033118.150629
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:58.150629+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -332947,6 +345494,7 @@ https://medium.com/tech-chronicles/helm-test-tested-my-patience-732eeab0e935:
   last_checked: 1779033655.428011
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:55.428011+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -332978,6 +345526,7 @@ https://medium.com/tech-guides/terraform-zero-to-hero-733f6860bb9a:
   last_checked: 1779032900.067569
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:20.067569+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -333009,6 +345558,7 @@ https://medium.com/techbeatly/chain-of-events-behind-a-running-pod-149ebaafbfbc:
   last_checked: 1779032337.317271
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:57.317271+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -333040,6 +345590,7 @@ https://medium.com/techbeatly/container-fundamentals-part-i-445881a81b7:
   last_checked: 1779029710.084766
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:55:10.084766+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -333071,6 +345622,7 @@ https://medium.com/techbeatly/exploring-docker-alternative-podman-14674c990311:
   last_checked: 1779034522.652809
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:22.652809+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -333102,6 +345654,7 @@ https://medium.com/techbeatly/kubernetes-networking-fundamentals-d30baf8a28c8:
   last_checked: 1779029128.456747
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:28.456747+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -333135,6 +345688,7 @@ https://medium.com/technology-hits/incomplete-guide-for-securing-containerized-e
   last_checked: 1779030329.977908
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:29.977908+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -333168,6 +345722,7 @@ https://medium.com/techspiration/deploying-prometheus-multi-cluster-monitoring-u
   last_checked: 1779033566.782833
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:26.782833+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -333199,6 +345754,7 @@ https://medium.com/the-ascent/quiet-people-in-meetings-are-incredible-7bb05ef9ac
   last_checked: 1779029940.773362
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:00.773362+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -333230,6 +345786,7 @@ https://medium.com/the-innovation/protect-your-terraform-state-a974027a4bb0:
   last_checked: 1779032076.657576
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:36.657576+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -333263,6 +345820,7 @@ https://medium.com/the-programmer/building-ci-cd-pipeline-with-jenkins-kubernete
   last_checked: 1779031826.941525
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:26.941525+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -333296,6 +345854,7 @@ https://medium.com/the-programmer/ci-cd-pipeline-with-jenkins-github-part-1-c057
   last_checked: 1779030608.692113
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:08.692113+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -333328,6 +345887,7 @@ https://medium.com/the-programmer/kubernetes-fundamentals-for-absolute-beginners
   last_checked: 1779032097.573832
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:57.573832+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -333359,6 +345919,7 @@ https://medium.com/the-programmer/working-with-clusterip-service-type-in-kuberne
   last_checked: 1779029366.695103
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:26.695103+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -333391,6 +345952,7 @@ https://medium.com/the-programmer/working-with-service-account-in-kubernetes-df1
   last_checked: 1779029377.677835
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:37.677835+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -333422,6 +345984,7 @@ https://medium.com/the-techlife/application-life-cycle-management-kubernetes-4a5
   last_checked: 1779034306.141397
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:46.141397+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -333454,6 +346017,7 @@ https://medium.com/thepeg/pipeline-performance-testing-with-jenkins-and-gatling-
   last_checked: 1779030436.383123
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:16.383123+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -333486,6 +346050,7 @@ https://medium.com/thermokline/kubernetes-v1-22-ends-cloud-provider-loadbalancer
   last_checked: 1779030730.030713
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:10.030713+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -333517,6 +346082,7 @@ https://medium.com/tinder-engineering/tinders-move-to-kubernetes-cda2a6372f44:
   last_checked: 1779034226.049679
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:26.049679+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -333548,6 +346114,7 @@ https://medium.com/tinyclues-vision/4-design-principles-for-robust-data-pipeline
   last_checked: 1779031552.67534
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:52.675340+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -333581,6 +346148,7 @@ https://medium.com/towards-cloud-computing/7-free-aws-practice-labs-and-aws-work
   last_checked: 1779032457.08008
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:40:57.080080+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -333616,6 +346184,7 @@ https://medium.com/towards-cloud-computing/7-free-aws-practice-labs-and-aws-work
   last_checked: 1779030438.435019
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:18.435019+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -333640,13 +346209,14 @@ https://medium.com/trendyol-tech/configure-rbac-in-kubernetes-like-a-boss-665e2a
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779032244.658566
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:24.658566+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -333660,6 +346230,7 @@ https://medium.com/trendyol-tech/configure-rbac-in-kubernetes-like-a-boss-665e2a
   v2_locations:
   - kubernetes-security.md
   youtube_mosaic: {}
+  duplicate_of: https://dev.to/mstryoda/configure-rbac-in-kubernetes-like-a-boss-h67
 https://medium.com/trendyol-tech/kubernetes-io-problem-investigation-1e8aa0cf4909:
   title: 'medium.com/trendyol-tech: Kubernetes IO Problem Investigation'
   description: ''
@@ -333678,6 +346249,7 @@ https://medium.com/trendyol-tech/kubernetes-io-problem-investigation-1e8aa0cf490
   last_checked: 1779034295.381366
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:35.381366+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -333711,6 +346283,7 @@ https://medium.com/trendyol-tech/transaction-log-tailing-with-debezium-part-1-ae
   last_checked: 1779032170.84078
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:10.840780+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -333744,6 +346317,7 @@ https://medium.com/udemy-engineering/introducing-hot-and-cold-retries-on-apache-
   last_checked: 1779033611.955189
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:11.955189+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -333777,6 +346351,7 @@ https://medium.com/vantageai/how-to-make-your-python-docker-images-secure-fast-s
   last_checked: 1779032420.908995
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:40:20.908995+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -333808,6 +346383,7 @@ https://medium.com/vedcraft/top-microservices-frameworks-in-go-762445c30dd6:
   last_checked: 1779034506.92866
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:06.928660+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -333840,6 +346416,7 @@ https://medium.com/velotio-perspectives/a-practical-guide-to-hashicorp-consul-pa
   last_checked: 1779033435.832426
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:15.832426+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -333863,13 +346440,14 @@ https://medium.com/velotio-perspectives/a-practical-guide-to-hashicorp-consul-pa
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779029938.824605
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:58.824605+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -333878,6 +346456,7 @@ https://medium.com/velotio-perspectives/a-practical-guide-to-hashicorp-consul-pa
   - docs/servicemesh.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://medium.com/velotio-perspectives/a-practical-guide-to-hashicorp-consul-part-1-5ee778a7fcf4
 https://medium.com/velotio-perspectives/demystifying-high-availability-in-kubernetes-using-kubeadm-3d83ed8c458b:
   title: 'medium.com: **Demystifying High Availability in Kubernetes Using Kubeadm**'
   description: ''
@@ -333897,6 +346476,7 @@ https://medium.com/velotio-perspectives/demystifying-high-availability-in-kubern
   last_checked: 1779030018.850962
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:18.850962+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -333921,13 +346501,14 @@ https://medium.com/velotio-perspectives/getting-started-with-kubernetes-operator
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779032751.398934
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:51.398934+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -333936,6 +346517,7 @@ https://medium.com/velotio-perspectives/getting-started-with-kubernetes-operator
   - docs/kubernetes-operators-controllers.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.velotio.com/engineering-blog/getting-started-with-kubernetes-operators-helm-based-part-1
 https://medium.com/version-1/terraform-in-real-life-lessons-learned-2469e3fe74e6:
   title: "medium: Terraform in Real Life: Lessons Learned \U0001F31F"
   description: ''
@@ -333954,6 +346536,7 @@ https://medium.com/version-1/terraform-in-real-life-lessons-learned-2469e3fe74e6
   last_checked: 1779033222.51042
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:42.510420+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -333986,6 +346569,7 @@ https://medium.com/vmacwrites/kubernetes-audit-logs-who-created-or-deleted-a-nam
   last_checked: 1779032681.65432
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:41.654320+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -334018,6 +346602,7 @@ https://medium.com/vmacwrites/multizone-kubernetes-and-vpc-load-balancer-setup-9
   last_checked: 1779032149.96474
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:49.964740+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -334050,6 +346635,7 @@ https://medium.com/volterra-io/kubernetes-storage-performance-comparison-v2-2020
   last_checked: 1779033359.910732
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:59.910732+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -334083,6 +346669,7 @@ https://medium.com/volterra-io/kubernetes-storage-performance-comparison-v2-2020
   last_checked: 1779030868.095584
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:28.095584+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -334115,6 +346702,7 @@ https://medium.com/weareservian/solution-architects-guide-to-kubernetes-persista
   last_checked: 1779030390.644818
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:30.644818+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -334146,6 +346734,7 @@ https://medium.com/whispering-data/the-state-of-data-engineering-2022-d6ef0f7cf6
   last_checked: 1779030720.570441
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:00.570441+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -334177,6 +346766,7 @@ https://medium.com/wind-of-change/creating-a-ci-cd-pipeline-6ff9aeb0848c:
   last_checked: 1779031865.33023
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:05.330230+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -334208,6 +346798,7 @@ https://medium.com/wix-engineering/4-microservices-caching-patterns-at-wix-b4dfe
   last_checked: 1779033328.844044
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:28.844044+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -334240,6 +346831,7 @@ https://medium.com/wix-engineering/how-to-choose-the-right-database-for-your-ser
   last_checked: 1779033572.528677
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:32.528677+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -334273,6 +346865,7 @@ https://medium.com/wix-engineering/how-to-reduce-your-jvm-app-memory-footprint-i
   last_checked: 1779032333.363421
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:53.363421+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -334306,6 +346899,7 @@ https://medium.com/wix-engineering/troubleshooting-kafka-for-2000-microservices-
   last_checked: 1779032159.105854
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:59.105854+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -334339,6 +346933,7 @@ https://medium.com/wix-engineering/troubleshooting-kafka-for-2000-microservices-
   last_checked: 1779033240.231275
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:00.231275+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -334370,6 +346965,7 @@ https://medium.com/xgeeks/kubernetes-dummy-operator-in-java-6b2f26198a55:
   last_checked: 1779030192.522589
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:12.522589+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -334401,6 +346997,7 @@ https://medium.com/zeals-tech-blog/helm-your-kubernetes-application-7af6293bcfcf
   last_checked: 1779034217.233441
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:17.233441+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -334432,6 +347029,7 @@ https://medium.com/zencore/looking-for-gpu-capacity-dws-got-you-covered-d736b8c6
   last_checked: 1779030478.946744
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:58.946744+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -334465,6 +347063,7 @@ https://medium.datadriveninvestor.com/everything-you-wanted-to-know-about-graphq
   last_checked: 1779034273.073035
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:13.073035+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -334499,6 +347098,7 @@ https://medium.facilelogin.com/microservices-security-in-action-933072043ad7:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -334522,13 +347122,14 @@ https://medium.freecodecamp.com/a-beginner-friendly-introduction-to-containers-v
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 39a266fcd6ba1a6afe87eb15cf3a87b5027952a0f0f480d3ef18d04f3785deb6
   health_score: 100.0
   last_checked: 1779031540.123213
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:40.123213+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -334537,6 +347138,7 @@ https://medium.freecodecamp.com/a-beginner-friendly-introduction-to-containers-v
   - docs/docker.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.freecodecamp.org/news/a-beginner-friendly-introduction-to-containers-vms-and-docker-79a9e3e119b
 https://medium.parttimepolymath.net/no-more-aws-access-keys-13a3c3f2337a:
   title: 'medium.parttimepolymath.net: No more AWS Access Keys?'
   description: ''
@@ -334555,6 +347157,7 @@ https://medium.parttimepolymath.net/no-more-aws-access-keys-13a3c3f2337a:
   last_checked: 1779034319.02987
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:59.029870+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -334578,13 +347181,14 @@ https://meet.google.com:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 342bd3c09d89092746a29db659c11b97dc44cab7b9409c483e44d6d1f6bcc7e4
   health_score: 100.0
   last_checked: 1779030604.933708
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:04.933708+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -334593,6 +347197,7 @@ https://meet.google.com:
   - docs/workfromhome.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://workspace.google.com/products/meet
 https://meet.google.com/unsupported?meetingCode=new:
   title: 'Google meet: meet.new'
   description: ''
@@ -334612,6 +347217,7 @@ https://meet.google.com/unsupported?meetingCode=new:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -334634,13 +347240,14 @@ https://meet.new:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 60cc0344f3ec529eaa6d5376b134cece03460bf879d8bd8f6b643d9225977ac8
   health_score: 100.0
   last_checked: 1779030861.897596
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:21.897596+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -334649,6 +347256,7 @@ https://meet.new:
   - docs/project-management-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://meet.google.com/unsupported?meetingCode=new
 https://mehighlow.medium.com/hardened-aks-secrets-82351c43eac4:
   title: '==mehighlow.medium.com: Hardened-AKS/Secrets=='
   description: ''
@@ -334667,6 +347275,7 @@ https://mehighlow.medium.com/hardened-aks-secrets-82351c43eac4:
   last_checked: 1779032642.441859
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:02.441859+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -334702,6 +347311,7 @@ https://mehighlow.medium.com/hardened-aks-secrets-82351c43eac4:
   last_checked: 1779034482.275325
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:42.275325+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -334735,6 +347345,7 @@ https://memcached.org:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -334758,13 +347369,14 @@ https://mergify.io:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779031554.888177
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:54.888177+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -334778,6 +347390,7 @@ https://mergify.io:
   v2_locations:
   - git.md
   youtube_mosaic: {}
+  duplicate_of: https://mergify.com
 https://merikan.com/2019/04/jvm-in-a-container:
   title: null
   description: null
@@ -334795,6 +347408,7 @@ https://merikan.com/2019/04/jvm-in-a-container:
   last_checked: 1779033487.16533
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:07.165330+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -334822,6 +347436,7 @@ https://meshery.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -334854,6 +347469,7 @@ https://metabob.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -334885,6 +347501,7 @@ https://metacpan.org/pod/App::a2p:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -334914,6 +347531,7 @@ https://metal3.io:
   last_checked: 1779031537.815912
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:37.815912+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -334932,13 +347550,14 @@ https://metalbear.co/blog/writing-a-kubernetes-operator:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: a33ac7e658dcfabd29fb4e0e38d52159fb07324371cf82e39f6f2d3f5c7b2f3b
   health_score: 100.0
   last_checked: 1779034173.063271
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:09:33.063271+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -334947,6 +347566,7 @@ https://metalbear.co/blog/writing-a-kubernetes-operator:
   - docs/kubernetes-operators-controllers.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://metalbear.com/blog/writing-a-kubernetes-operator
 https://metalbear.com/blog/writing-a-kubernetes-operator:
   title: 'metalbear.co: Writing a Kubernetes Operator'
   description: ''
@@ -334967,6 +347587,7 @@ https://metalbear.com/blog/writing-a-kubernetes-operator:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -334997,6 +347618,7 @@ https://metallb.io:
   last_checked: 1779130494.975208
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.975208+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -335022,6 +347644,7 @@ https://metallb.universe.tf:
   last_checked: 1779030609.062697
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:09.062697+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -335049,6 +347672,7 @@ https://mherman.org/presentations/flask-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -335082,6 +347706,7 @@ https://mhmxs.blogspot.com/2020/12/autoscaling-calico-route-reflector.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -335114,6 +347739,7 @@ https://mholt.github.io/curl-to-go:
   last_checked: 1779031045.742295
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:17:25.742295+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -335147,6 +347773,7 @@ https://mholt.github.io/curl-to-go:
   last_checked: 1779034564.316836
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:04.316836+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -335179,6 +347806,7 @@ https://microcks.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -335211,6 +347839,7 @@ https://microcks.io/blog/podman-compose-support:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -335260,6 +347889,7 @@ https://microcks.io/blog/simulating-cloudevents-with-asyncapi:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -335289,6 +347919,7 @@ https://microcks.io/documentation/guides/avro-messaging:
   last_checked: 1779029896.907857
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:16.907857+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -335314,6 +347945,7 @@ https://microk8s.io:
   last_checked: 1779030932.950761
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:32.950761+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -335342,6 +347974,7 @@ https://micrometer.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -335371,6 +348004,7 @@ https://micrometer.io/docs/registry/prometheus:
   last_checked: 1779034155.697971
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:09:15.697971+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -335399,6 +348033,7 @@ https://microprofile.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -335428,6 +348063,7 @@ https://microservices.io:
   last_checked: 1779033166.377425
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:52:46.377425+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -335456,6 +348092,7 @@ https://microshift.io:
   last_checked: 1779030051.901942
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:00:51.901942+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -335488,6 +348125,7 @@ https://middleware.io/blog/kubernetes-challenges-and-solutions:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -335510,13 +348148,14 @@ https://middleware.io/blog/kubernetes-monitoring-tools:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: ca6fccda0ae74fa237cbfdeee5551e5cde9978e627ed98da7e8a3b99c1ed399c
   health_score: 100.0
   last_checked: 1779029110.618247
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:10.618247+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -335525,6 +348164,7 @@ https://middleware.io/blog/kubernetes-monitoring-tools:
   - docs/kubernetes-monitoring.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://middleware.io/blog/kubernetes-monitoring/tools
 https://middleware.io/blog/kubernetes-monitoring/tools:
   title: 8 Best Kubernetes monitoring tools; Paid & open-source
   description: ''
@@ -335545,6 +348185,7 @@ https://middleware.io/blog/kubernetes-monitoring/tools:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -335579,6 +348220,7 @@ https://middleware.io/blog/observability-vs-monitoring:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -335611,6 +348253,7 @@ https://midu.dev/buenas-practicas-escribir-commits-git:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -335642,6 +348285,7 @@ https://mightyclaws.co.uk/bournemouth:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -335671,6 +348315,7 @@ https://migrateup.com/main-difference-python-3:
   last_checked: 1779031636.747518
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:16.747518+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -335699,6 +348344,7 @@ https://mikefarah.gitbook.io/yq:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -335732,6 +348378,7 @@ https://milindasenaka96.medium.com/setup-prometheus-and-grafana-to-monitor-the-k
   last_checked: 1779030220.147091
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:40.147091+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -335765,6 +348412,7 @@ https://millionvisit.blogspot.com/2020/12/kubernetes-for-developers-1-kubernetes
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -335776,6 +348424,7 @@ https://millionvisit.blogspot.com/2020/12/kubernetes-for-developers-1-kubernetes
   v1_locations: []
   v2_locations:
   - kubernetes-tutorials.md
+  - kubernetes.md
   youtube_mosaic: {}
 https://millionvisit.blogspot.com/2020/12/kubernetes-for-developers-2-Local-development.html:
   title: null
@@ -335794,6 +348443,7 @@ https://millionvisit.blogspot.com/2020/12/kubernetes-for-developers-2-Local-deve
   last_checked: 1779031548.741074
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:25:48.741074+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -335819,6 +348469,7 @@ https://millionvisit.blogspot.com/2020/12/kubernetes-for-developers-3-kubectl-cl
   last_checked: 1779029487.238651
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:51:27.238651+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -335844,6 +348495,7 @@ https://millionvisit.blogspot.com/2020/12/kubernetes-for-developers-4-kubectl-au
   last_checked: 1779032097.944621
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:34:57.944621+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -335869,6 +348521,7 @@ https://millionvisit.blogspot.com/2020/12/kubernetes-for-developers-5-webui-dash
   last_checked: 1779033419.162154
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:56:59.162154+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -335894,6 +348547,7 @@ https://millionvisit.blogspot.com/2020/12/kubernetes-for-developers-6-Kubernetes
   last_checked: 1779032282.541717
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:38:02.541717+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -335919,6 +348573,7 @@ https://millionvisit.blogspot.com/2021/01/kubernetes-for-developers-7-imperative
   last_checked: 1779032177.756692
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:36:17.756692+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -335947,6 +348602,7 @@ https://millionvisit.blogspot.com/2021/02/kubernetes-for-developers-8-Object%20N
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -335976,6 +348632,7 @@ https://millionvisit.blogspot.com/2021/03/kubernetes-for-developers-10-kubernete
   last_checked: 1779031094.416494
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:18:14.416494+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -336004,6 +348661,7 @@ https://millionvisit.blogspot.com/2021/03/kubernetes-for-developers-11-pod-organ
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -336033,6 +348691,7 @@ https://millionvisit.blogspot.com/2021/03/kubernetes-for-developers-9-Kubernetes
   last_checked: 1779034134.640034
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:08:54.640034+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -336061,6 +348720,7 @@ https://millionvisit.blogspot.com/2021/04/kubernetes-for-developers-12-effective
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -336087,13 +348747,14 @@ https://millionvisit.blogspot.com/2021/04/kubernetes-for-developers-13-effective
   resource_type: Guide
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -336107,6 +348768,7 @@ https://millionvisit.blogspot.com/2021/04/kubernetes-for-developers-13-effective
   v2_locations:
   - kubernetes.md
   youtube_mosaic: {}
+  duplicate_of: https://millionvisit.blogspot.com/2021/04/kubernetes-for-developers-12-effective-way-of-using-k8-liveness-probe.html
 https://millionvisit.blogspot.com/2021/05/kubernetes-for-developers-14-Kubernetes-Deployment-YAML-manifest.html:
   title: null
   description: null
@@ -336124,6 +348786,7 @@ https://millionvisit.blogspot.com/2021/05/kubernetes-for-developers-14-Kubernete
   last_checked: 1779034349.645766
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:12:29.645766+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -336153,6 +348816,7 @@ https://millionvisit.blogspot.com/2021/07/kubernetes-for-developers-19-manage-ap
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -336176,13 +348840,14 @@ https://min.io:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 7436fc715f0c53c6ea6f2ef2007e6d9da84b7f090d93dcb93beb7876659b1f54
   health_score: 100.0
   last_checked: 1779033731.244523
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:11.244523+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -336191,6 +348856,7 @@ https://min.io:
   - docs/kubernetes-storage.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.min.io
 https://mingliang.me/blog/gradle-cheatsheet:
   title: 'mingliang.me: Gradle Cheat Sheet'
   description: ''
@@ -336202,13 +348868,14 @@ https://mingliang.me/blog/gradle-cheatsheet:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779034332.309161
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:12.309161+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -336222,6 +348889,7 @@ https://mingliang.me/blog/gradle-cheatsheet:
   v2_locations:
   - cheatsheets.md
   youtube_mosaic: {}
+  duplicate_of: https://eta-lang.org/docs/cheatsheets/gradle-cheatsheet
 https://miro.com:
   title: Miro
   description: ''
@@ -336242,6 +348910,7 @@ https://miro.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -336274,6 +348943,7 @@ https://miro.com/app/board/o9J_kqwfjqs=:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -336296,13 +348966,14 @@ https://miro.medium.com/max/1400/1*5tZVl-tqZwSoxH97v4u45w.png:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
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   discovered_at: '2026-05-17T17:03:09.447025+02:00'
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   hierarchy: []
@@ -336311,6 +348982,7 @@ https://miro.medium.com/max/1400/1*5tZVl-tqZwSoxH97v4u45w.png:
   - docs/cheatsheets.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cheatography.com/funthomas424242/cheat-sheets/jenkins
 https://miro.medium.com/v2/resize:fit:1400/1*5tZVl-tqZwSoxH97v4u45w.png:
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@@ -336328,6 +349000,7 @@ https://miro.medium.com/v2/resize:fit:1400/1*5tZVl-tqZwSoxH97v4u45w.png:
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   discovered_at: '2026-05-18T20:54:55.026612+02:00'
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@@ -336353,6 +349026,7 @@ https://mishra-praveen.medium.com/comprehensive-guide-to-jenkins-declarative-pip
   last_checked: 1779031528.126448
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:28.126448+02:00'
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@@ -336383,6 +349057,7 @@ https://mishrapartha.blogspot.com/2022/11/a-beginners-guide-to-python-for-data_1
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -336416,6 +349091,7 @@ https://mixi-developers.mixi.co.jp/compare-eso-with-secret-csi-402bf37f20bc:
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   discovered_at: '2026-05-17T17:14:08.801654+02:00'
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   hierarchy:
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   last_checked: 1779031125.629775
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:45.629775+02:00'
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   hierarchy:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:37.657692+02:00'
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   last_checked: 1779033236.663245
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   discovered_at: '2026-05-17T17:53:56.663245+02:00'
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   hierarchy:
@@ -336577,6 +349257,7 @@ https://mkdev.me/posts/how-to-upgrade-openshift-4-x:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -336608,6 +349289,7 @@ https://mkdev.me/posts/why-and-when-do-you-need-argo-cd:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -336640,6 +349322,7 @@ https://mlepeshkin.medium.com/automated-kubernetes-deployment-with-helm-and-addi
   last_checked: 1779032339.778585
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:59.778585+02:00'
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   hierarchy:
@@ -336674,6 +349357,7 @@ https://mlops.community/blog/flyte-mlops-simplified:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -336707,6 +349391,7 @@ https://mlops.community/blog/mlops-with-flyte-the-convergence-of-workflows-betwe
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -336730,13 +349415,14 @@ https://mlops.community/flyte-mlops-simplified:
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   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
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   discovered_at: '2026-05-17T18:11:13.680241+02:00'
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   hierarchy: []
@@ -336745,6 +349431,7 @@ https://mlops.community/flyte-mlops-simplified:
   - docs/mlops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://mlops.community/blog/flyte-mlops-simplified
 https://mlops.community/mlops-with-flyte-the-convergence-of-workflows-between-machine-learning-and-engineering:
   title: 'mlops.community: MLOps with Flyte: The Convergence of Workflows Between''
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@@ -336756,13 +349443,14 @@ https://mlops.community/mlops-with-flyte-the-convergence-of-workflows-between-ma
   resource_type: null
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-  status: online
+  status: duplicate
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:14:25.384907+02:00'
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   hierarchy: []
@@ -336771,6 +349459,7 @@ https://mlops.community/mlops-with-flyte-the-convergence-of-workflows-between-ma
   - docs/mlops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://mlops.community/blog/mlops-with-flyte-the-convergence-of-workflows-between-machine-learning-and-engineering
 https://mockoon.com:
   title: "mockoon \U0001F31F"
   description: ''
@@ -336790,6 +349479,7 @@ https://mockoon.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -336821,6 +349511,7 @@ https://mockuper.net:
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   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
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@@ -336854,6 +349545,7 @@ https://modelcontextprotocol.io/docs/getting-started/intro:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
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   hierarchy:
@@ -336876,13 +349568,14 @@ https://modelcontextprotocol.io/introduction:
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-  status: online
+  status: duplicate
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   company: null
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@@ -336891,6 +349584,7 @@ https://modelcontextprotocol.io/introduction:
   - docs/ai-agents-mcp.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://modelcontextprotocol.io/docs/getting-started/intro
 https://molecule.readthedocs.io:
   title: Ansible Molecule
   description: ''
@@ -336901,13 +349595,14 @@ https://molecule.readthedocs.io:
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   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T16:55:10.561936+02:00'
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@@ -336916,6 +349611,7 @@ https://molecule.readthedocs.io:
   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.ansible.com/projects/molecule
 https://momjian.us/main/writings/pgsql/administration.pdf:
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   description: null
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   discovered_at: '2026-05-17T17:11:25.385024+02:00'
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@@ -336960,6 +349657,7 @@ https://mongodb-tools.com:
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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   discovered_at: '2026-05-17T16:53:43.087238+02:00'
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@@ -337054,6 +349754,7 @@ https://monitoring2.substack.com/p/big-prometheus:
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@@ -337080,13 +349781,14 @@ https://monodot.co.uk/openshift-cheatsheet:
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   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   discovered_at: '2026-06-01T00:00:00+02:00'
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@@ -337099,6 +349801,7 @@ https://monodot.co.uk/openshift-cheatsheet:
   v2_locations:
   - cheatsheets.md
   youtube_mosaic: {}
+  duplicate_of: https://github.com/mhausenblas/openshift-cheat-sheet
 https://monzo.com/blog/controlling-outbound-traffic-from-kubernetes:
   title: 'monzo.com: Controlling outbound traffic from Kubernetes'
   description: ''
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
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   hierarchy:
@@ -337131,6 +349835,7 @@ https://monzo.com/blog/controlling-outbound-traffic-from-kubernetes:
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   v2_locations:
   - istio.md
+  - kubernetes-networking.md
   youtube_mosaic: {}
 https://morey.tech/technical%20blog/Bitwarden-And-External-Secrets:
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   discovered_at: '2023-06-01T00:00:00+02:00'
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@@ -337224,6 +349932,7 @@ https://morioh.com/p/a9bdee14b0d2:
   - docs/python.md
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   youtube_mosaic: {}
+  duplicate_of: https://morioh.com
 https://motilayo.hashnode.dev/exploring-kubernetes-service-account-tokens-and-secure-workload-identity-federation:
   title: 'motilayo.hashnode.dev: Exploring Kubernetes Service Account Tokens and Secure''
     Workload Identity Federation'
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@@ -337404,6 +350118,7 @@ https://mrcloudbook.com:
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@@ -337438,6 +350153,7 @@ https://mrcloudbook.com/automating-tetris-deployments-devsecops-with-argocd-terr
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@@ -337469,6 +350185,7 @@ https://mrcloudbook.com/gitops-deploying-tetris-on-eks-using-argocd:
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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@@ -337501,6 +350218,7 @@ https://mrdevops.hashnode.dev/how-to-create-ec2-instance-in-aws-step-by-step-tut
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@@ -337598,6 +350318,7 @@ https://msrishty.medium.com/traditional-ci-cd-vs-gitops-e835728642fb:
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@@ -337688,6 +350411,7 @@ https://muratbuffalo.blogspot.com/2021/11/whats-really-new-with-newsql.html:
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@@ -337733,6 +350457,7 @@ https://murchie85.github.io/Kubernetes.html:
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   discovered_at: '2021-06-01T00:00:00+02:00'
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@@ -337756,13 +350481,14 @@ https://mux.com:
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@@ -337771,6 +350497,7 @@ https://mux.com:
   - docs/api.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.mux.com
 https://mvark.blogspot.com/2019/12/comparison-of-azure-front-door-traffic.html:
   title: 'mvark.blogspot.com: Comparison of Azure Front Door, Traffic Manager, Application
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@@ -337791,6 +350518,7 @@ https://mvark.blogspot.com/2019/12/comparison-of-azure-front-door-traffic.html:
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   needs_ai_refresh: false
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@@ -337822,6 +350550,7 @@ https://mvnrepository.com/artifact/io.prometheus:
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@@ -337854,6 +350583,7 @@ https://myfuturehub.com/must-keep-these-kubernetes-commands-handy:
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@@ -337885,6 +350615,7 @@ https://myfuturehub.com/useful-commands-of-docker:
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   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -337915,6 +350646,7 @@ https://myweblearner.com/springboot_k8s_readiness_liveness.html:
   last_checked: 1779034424.548804
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:44.548804+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -337949,6 +350681,7 @@ https://mywiki.wooledge.org/BashPitfalls:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2015-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -337960,6 +350693,7 @@ https://mywiki.wooledge.org/BashPitfalls:
   v1_locations: []
   v2_locations:
   - cheatsheets.md
+  - linux.md
   youtube_mosaic: {}
 https://nakamasato.medium.com/comparison-between-helm-and-kustomize-for-kubernetes-yaml-management-aed32cef2627:
   title: 'nakamasato.medium.com: Comparison between Helm and Kustomize for Kubernetes''
@@ -337981,6 +350715,7 @@ https://nakamasato.medium.com/comparison-between-helm-and-kustomize-for-kubernet
   last_checked: 1779032483.551342
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:41:23.551342+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -338013,6 +350748,7 @@ https://namelix.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -338043,6 +350779,7 @@ https://napo.io/posts/kubernetes-the-real-hard-way-on-aws:
   last_checked: 1779031696.472848
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:16.472848+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -338077,6 +350814,7 @@ https://napo.io/posts/terraform-kubernetes-multi-cloud-ack-aks-dok-eks-gke-oke:
   last_checked: 1779033609.413264
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:09.413264+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -338111,6 +350849,7 @@ https://napo.io/posts/terraform-kubernetes-multi-cloud-ack-aks-dok-eks-gke-oke:
   last_checked: 1779033906.283232
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:06.283232+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -338145,6 +350884,7 @@ https://nathanpeck.com/why-should-use-container-orchestration:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -338175,6 +350915,7 @@ https://nativecloud.dev:
   last_checked: 1779031360.271134
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:40.271134+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -338209,6 +350950,7 @@ https://nativecloud.dev/scale-out-your-raspberry-pi-k3s-cluster-to-the-cloud:
   last_checked: 1779029189.609275
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:29.609275+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -338241,6 +350983,7 @@ https://navendu.me/posts/gateway-vs-ingress-api:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -338272,6 +351015,7 @@ https://navveenbalani.dev/index.php/articles/code-to-custom-cloud-architecture-d
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -338304,6 +351048,7 @@ https://nbailey.ca/post/k8s-networking:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -338337,6 +351082,7 @@ https://ndpsoftware.com/git-cheatsheet.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -338367,6 +351113,7 @@ https://neal-davis.medium.com/ecs-vs-ec2-vs-lambda-36b8ca380dea:
   last_checked: 1779030413.098089
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:53.098089+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -338402,6 +351149,7 @@ https://nedbatchelder.com/blog/201608/lists_vs_tuples.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -338435,6 +351183,7 @@ https://nedinthecloud.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -338469,6 +351218,7 @@ https://nedinthecloud.com/2022/01/18/replacing-the-template_cloudinit_config-dat
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -338502,6 +351252,7 @@ https://nedinthecloud.com/2024/01/22/comparing-opentofu-and-terraform:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -338534,6 +351285,7 @@ https://nedinthecloud.com/2024/04/15/using-azure-container-instances-for-an-azur
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -338565,6 +351317,7 @@ https://nedinthecloud.com/2025/07/01/ephemeral-values-in-terraform:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -338597,6 +351350,7 @@ https://neilpatel.com/blog/best-project-management-software:
   last_checked: 1779030824.491032
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:44.491032+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -338630,6 +351384,7 @@ https://neonmirrors.net/post/2020-11/exploring-kyverno-intro:
   last_checked: 1779031642.465952
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:27:22.465952+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -338663,6 +351418,7 @@ https://neonmirrors.net/post/2020-12/exploring-kyverno-part3:
   last_checked: 1779031618.729991
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:26:58.729991+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -338697,6 +351453,7 @@ https://neonmirrors.net/post/2021-02/kubernetes-policy-comparison-opa-gatekeeper
   last_checked: 1779034226.583668
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:10:26.583668+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -338729,6 +351486,7 @@ https://neonmirrors.net/post/2022-12/reducing-pod-volume-update-times:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -338761,6 +351519,7 @@ https://neovim.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -338794,6 +351553,7 @@ https://net.connect4techs.com/what-are-the-top-devops-trends-in-2024:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -338823,6 +351583,7 @@ https://netboxlabs.com:
   last_checked: 1779031539.936504
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:25:39.936504+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -338849,6 +351610,7 @@ https://netboxlabs.com/blog/netbox-ipam:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -338883,6 +351645,7 @@ https://netflixtechblog.com/applying-netflix-devops-patterns-to-windows-2a57f2db
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -338916,6 +351679,7 @@ https://netflixtechblog.com/consoleme-a-central-control-plane-for-aws-permission
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -338954,6 +351718,7 @@ https://netflixtechblog.com/consoleme-a-central-control-plane-for-aws-permission
   last_checked: 1780353052.024362
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:30:52.024362+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -338994,6 +351759,7 @@ https://netflixtechblog.com/full-cycle-developers-at-netflix-a08c31f83249:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -339029,6 +351795,7 @@ https://netflixtechblog.com/high-throughput-graph-abstraction-at-netflix-part-i-
   last_checked: 1780352932.853387
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:28:52.853387+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -339070,6 +351837,7 @@ https://netflixtechblog.medium.com/improving-pull-request-confidence-for-the-net
   last_checked: 1779031110.850638
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:30.850638+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -339102,6 +351870,7 @@ https://network-king.net/iot-use-in-healthcare-grows-but-has-its-pitfalls:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -339133,6 +351902,7 @@ https://networkproguide.com/cidr-subnet-mask-ipv4-cheat-sheet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -339164,6 +351934,7 @@ https://networkwalks.com/tcp-ip-model:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -339193,6 +351964,7 @@ https://newrelic.com:
   last_checked: 1779030024.619663
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:00:24.619663+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -339221,6 +351993,7 @@ https://newrelic.com/blog/apm/java-opentelemetry:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -339243,13 +352016,14 @@ https://newrelic.com/blog/best-practices/effective-strategies-kafka-topic-partit
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: a686a1ec8fc2dc6cbf8eb3b981dc36689e287935f0be679ef90b184634e6c0a0
   health_score: 100.0
   last_checked: 1779030680.145362
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:20.145362+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -339258,6 +352032,7 @@ https://newrelic.com/blog/best-practices/effective-strategies-kafka-topic-partit
   - docs/message-queue.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://newrelic.com/blog/observability/effective-strategies-kafka-topic-partitioning
 https://newrelic.com/blog/best-practices/java-opentelemetry:
   title: 'newrelic.com: Understand OpenTelemetry Part 4: Instrument a Java App with''
     OpenTelemetry'
@@ -339269,13 +352044,14 @@ https://newrelic.com/blog/best-practices/java-opentelemetry:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 6e57eeffc1dd0943d730a93365abea99193b537da39304bddcd6364c5d71e3c8
   health_score: 100.0
   last_checked: 1779033730.976696
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:10.976696+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -339284,6 +352060,7 @@ https://newrelic.com/blog/best-practices/java-opentelemetry:
   - docs/prometheus.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://newrelic.com/blog/apm/java-opentelemetry
 https://newrelic.com/blog/best-practices/what-is-ebpf:
   title: 'newrelic.com: What Is eBPF and Why Does It Matter for Observability?'
   description: ''
@@ -339301,6 +352078,7 @@ https://newrelic.com/blog/best-practices/what-is-ebpf:
   last_checked: 1779032368.481371
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:28.481371+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -339329,6 +352107,7 @@ https://newrelic.com/blog/dem/opentelemetry-opentracing-opencensus:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -339358,6 +352137,7 @@ https://newrelic.com/blog/how-to-relic/create-nr-dashboards-with-terraform-part-
   last_checked: 1779034207.942612
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:07.942612+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -339383,6 +352163,7 @@ https://newrelic.com/blog/infrastructure-monitoring/create-nr-dashboards-with-te
   last_checked: 1779130494.976196
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.976196+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -339410,6 +352191,7 @@ https://newrelic.com/blog/infrastructure-monitoring/how-to-organize-kubernetes-c
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -339443,6 +352225,7 @@ https://newrelic.com/blog/infrastructure-monitoring/how-to-use-kubernetes-volume
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -339478,6 +352261,7 @@ https://newrelic.com/blog/infrastructure-monitoring/kubernetes-health-checks:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -339515,6 +352299,7 @@ https://newrelic.com/blog/infrastructure-monitoring/kubernetes-request-and-limit
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -339547,6 +352332,7 @@ https://newrelic.com/blog/observability/effective-strategies-kafka-topic-partiti
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -339576,6 +352362,7 @@ https://newrelic.com/blog/observability/what-is-ebpf:
   last_checked: 1779130494.963994
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.963994+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -339606,6 +352393,7 @@ https://newrelic.com/platform/kubernetes-pixie:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -339640,6 +352428,7 @@ https://news.microsoft.com/build-2026-live-blog:
   last_checked: 1780352849.031624
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:27:29.031624+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -339679,6 +352468,7 @@ https://news.microsoft.com/build-2026-live-blog:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -339712,6 +352502,7 @@ https://news.ncsu.edu/2020/07/tech-job-interviews-anxiety:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -339745,6 +352536,7 @@ https://news.slashdot.org/story/21/10/12/1818252/a-record-number-of-workers-are-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -339776,6 +352568,7 @@ https://newsletter.francofernando.com/p/the-12-factor-app-an-updated-guide:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -339811,6 +352604,7 @@ https://newsletter.pragmaticengineer.com/p/engineering-leadership-skillset-overl
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -339843,6 +352637,7 @@ https://newsletter.thelongcommit.com/subscribe:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -339875,6 +352670,7 @@ https://next.redhat.com/2021/08/23/introducing-volsync-your-data-anywhere:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -339906,6 +352702,7 @@ https://nextcloud.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -339929,13 +352726,14 @@ https://nextlinklabs.com/insights/handling-authentication-in-EKS-clusters-kubern
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779033802.00728
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:22.007280+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -339944,6 +352742,7 @@ https://nextlinklabs.com/insights/handling-authentication-in-EKS-clusters-kubern
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://nextlinklabs.com/resources/insights/handling-authentication-in-eks-clusters-kubernetes-aws-iam
 https://nextlinklabs.com/resources/insights/handling-authentication-in-eks-clusters-kubernetes-aws-iam:
   title: 'nextlinklabs.com: Handling Auth in EKS Clusters: Setting Up Kubernetes User
     Access Using AWS IAM'
@@ -339965,6 +352764,7 @@ https://nextlinklabs.com/resources/insights/handling-authentication-in-eks-clust
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -339987,13 +352787,14 @@ https://nexus3-cli.readthedocs.io:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 2d21c95b16a11ab0ce8bbcd71fa9eaa3730483b524ead2c4aa15cbc309728953
   health_score: 100.0
   last_checked: 1779034155.760481
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:09:15.760481+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -340002,6 +352803,7 @@ https://nexus3-cli.readthedocs.io:
   - docs/registries.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://nexus3-cli.readthedocs.io/en/latest
 https://nexus3-cli.readthedocs.io/en/latest:
   title: nexus3-cli.readthedocs.io
   description: ''
@@ -340023,6 +352825,7 @@ https://nexus3-cli.readthedocs.io/en/latest:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -340052,6 +352855,7 @@ https://nfrankel.medium.com/goodbye-minikube-340070edc5af:
   last_checked: 1779034424.568715
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:44.568715+02:00'
+  last_ai_eval: null
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@@ -340080,6 +352884,7 @@ https://nginx-playground.wizardzines.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -340112,6 +352917,7 @@ https://ngrep.sourceforge.net:
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   needs_ai_refresh: false
   discovered_at: '2002-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -340145,6 +352951,7 @@ https://nickjanetakis.com/blog/setting-up-docker-for-windows-and-wsl-to-work-fla
   last_checked: 1779033068.1164
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:51:08.116400+02:00'
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   hierarchy:
@@ -340181,6 +352988,7 @@ https://nickjanetakis.com/blog/using-wsl-and-mobaxterm-to-create-a-linux-dev-env
   last_checked: 1779031255.340255
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:20:55.340255+02:00'
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   hierarchy:
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -340247,6 +353056,7 @@ https://nickjanetakis.com/blog/wait-until-your-dockerized-database-is-ready-befo
   last_checked: 1779030202.023245
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:22.023245+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -340281,6 +353091,7 @@ https://nickjanetakis.com/blog/wait-until-your-dockerized-database-is-ready-befo
   last_checked: 1779033503.707947
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:23.707947+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -340304,13 +353115,14 @@ https://nicwortel.nl/blog/2022/05/27/continuous-deployment-to-kubernetes-with-gi
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   last_checked: 1779031540.241448
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:40.241448+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -340319,6 +353131,7 @@ https://nicwortel.nl/blog/2022/05/27/continuous-deployment-to-kubernetes-with-gi
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://nth-root.nl/en/guides/automate-kubernetes-deployments-with-github-actions
 https://nightfall.ai/atlassian-cloud-hipaa-compliant:
   title: 'nightfall.ai: Is Atlassian Cloud HIPAA Compliant?'
   description: ''
@@ -340336,6 +353149,7 @@ https://nightfall.ai/atlassian-cloud-hipaa-compliant:
   last_checked: 1779033487.143648
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:07.143648+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -340363,6 +353177,7 @@ https://nikhilism.com/post/2020/mystery-knowledge-useful-tools:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -340396,6 +353211,7 @@ https://nikolaygrozev.wordpress.com/2015/07/01/reshaping-in-pandas-pivot-pivot-t
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   needs_ai_refresh: false
   discovered_at: '2015-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -340427,6 +353243,7 @@ https://nilesh93.medium.com/replacing-docker-desktop-with-podman-and-kind-in-mac
   last_checked: 1779033594.612384
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:54.612384+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -340459,6 +353276,7 @@ https://nillsf.com/index.php/2020/11/17/running-windows-containers-on-the-azure-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -340492,6 +353310,7 @@ https://nipafx.dev/java-11-migration-guide:
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   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -340522,6 +353341,7 @@ https://niravshah2705.medium.com/play-with-volume-for-statefulsets-7fbf14221e74:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:18.322825+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -340552,6 +353372,7 @@ https://nirmata.com/2020/10/30/auto-labeling-kubernetes-resources-with-kyverno:
   last_checked: 1779031755.619244
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:15.619244+02:00'
+  last_ai_eval: null
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@@ -340580,6 +353401,7 @@ https://nirmata.com/2021/08/12/kubernetes-supply-chain-policy-management-with-co
   last_checked: 1779034476.852717
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:36.852717+02:00'
+  last_ai_eval: null
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   hierarchy:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:21.558504+02:00'
+  last_ai_eval: null
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@@ -340646,6 +353469,7 @@ https://nishnit007.medium.com/a-journey-from-dockerfile-to-application-deploymen
   last_checked: 1779032661.688294
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:21.688294+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:36.296613+02:00'
+  last_ai_eval: null
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@@ -340696,13 +353521,14 @@ https://nitheeshp.dev/practical-cicd-guide-to-deploying-aws-infrastructure-throu
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779031037.206983
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:17.206983+02:00'
+  last_ai_eval: null
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@@ -340711,6 +353537,7 @@ https://nitheeshp.dev/practical-cicd-guide-to-deploying-aws-infrastructure-throu
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://nitheeshp.dev/practical-cicd-guide-to-deploying-aws-infrastructure-through-terraform-multi-environment-deployment-part-2
 https://nitheeshp.dev/practical-cicd-guide-to-deploying-aws-infrastructure-through-terraform-multi-environment-deployment-part-4:
   title: "nitheeshp.dev: Practical CI/CD Guide to Deploying AWS Infrastructure through'
     Terraform - Multi Environment Deployment - Part 4 \U0001F31F"
@@ -340722,13 +353549,14 @@ https://nitheeshp.dev/practical-cicd-guide-to-deploying-aws-infrastructure-throu
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779030979.347866
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:19.347866+02:00'
+  last_ai_eval: null
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@@ -340737,6 +353565,7 @@ https://nitheeshp.dev/practical-cicd-guide-to-deploying-aws-infrastructure-throu
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://nitheeshp.dev/practical-cicd-guide-to-deploying-aws-infrastructure-through-terraform-multi-environment-deployment-part-2
 https://nitheeshp.dev/practical-cicd-guide-to-deploying-aws-infrastructure-through-terraform-part-1-1:
   title: "nitheeshp.dev: Practical CI/CD Guide to Deploying AWS Infrastructure through'
     Terraform - Multi Environment Deployment - Part 1 \U0001F31F"
@@ -340748,13 +353577,14 @@ https://nitheeshp.dev/practical-cicd-guide-to-deploying-aws-infrastructure-throu
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779030086.647859
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:26.647859+02:00'
+  last_ai_eval: null
   company: null
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@@ -340763,6 +353593,7 @@ https://nitheeshp.dev/practical-cicd-guide-to-deploying-aws-infrastructure-throu
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://nitheeshp.dev/practical-cicd-guide-to-deploying-aws-infrastructure-through-terraform-multi-environment-deployment-part-2
 https://nitheeshp.dev/series/terraform:
   title: "nitheeshp.dev: Practical CI/CD Guide to Deploying AWS Infrastructure \U0001F31F"
   description: ''
@@ -340782,6 +353613,7 @@ https://nitheeshp.dev/series/terraform:
   last_checked: 1779034497.316603
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:57.316603+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -340815,6 +353647,7 @@ https://nitishblog.hashnode.dev/kubernetes-services-your-way-to-connect-with-you
   last_checked: 1779032368.44448
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:28.444480+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -340848,6 +353681,7 @@ https://nivogt.medium.com/boost-your-kubernetes-clusters-autoscaler-on-aws-eks-w
   last_checked: 1779032622.465623
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:42.465623+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -340878,6 +353712,7 @@ https://nivogt.medium.com/iac-continuous-delivery-with-crossplane-and-argocd-how
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:22.832717+02:00'
+  last_ai_eval: null
   company: null
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@@ -340908,6 +353743,7 @@ https://nix.dev/manual/nix/2.28:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -340937,6 +353773,7 @@ https://nixos.org/manual/nix/stable:
   last_checked: 1779031896.554127
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:36.554127+02:00'
+  last_ai_eval: null
   company: null
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@@ -340955,13 +353792,14 @@ https://nodejs.org:
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   complexity: null
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-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779032728.752154
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:28.752154+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -340970,6 +353808,7 @@ https://nodejs.org:
   - docs/javascript.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://nodejs.org/en
 https://nodejs.org/en:
   title: nodejs.org
   description: ''
@@ -340989,6 +353828,7 @@ https://nodejs.org/en:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2009-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -341011,13 +353851,14 @@ https://noidea.dog/glue:
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   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:30.135768+02:00'
+  last_ai_eval: null
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@@ -341026,6 +353867,7 @@ https://noidea.dog/glue:
   - docs/project-management-methodology.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.noidea.dog/glue
 https://nomadproject.io:
   title: Nomad
   description: ''
@@ -341043,6 +353885,7 @@ https://nomadproject.io:
   last_checked: 1779032178.157377
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:18.157377+02:00'
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@@ -341070,6 +353913,7 @@ https://noodlemctwoodle.medium.com/automating-microsoft-sentinel-deployment-with
   last_checked: 1779033084.320873
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:24.320873+02:00'
+  last_ai_eval: null
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@@ -341124,6 +353968,7 @@ https://nordicapis.com/5-protocols-for-event-driven-api-architectures:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -341155,6 +354000,7 @@ https://nordicapis.com/understanding-the-hidden-powers-of-curl:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -341186,6 +354032,7 @@ https://nordicapis.com/using-grpc-to-connect-a-microservices-ecosystem:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -341219,6 +354066,7 @@ https://noti.st/morsapaes/liQzgs/change-data-capture-with-flink-sql-and-debezium
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -341253,6 +354101,7 @@ https://noticiastrabajo.huffingtonpost.es/como-deben-autonomos-retrasar-pago-int
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -341283,6 +354132,7 @@ https://notmattlucas.com/kubernetes-configuration-with-kustomize-f4dbba250f3:
   last_checked: 1779031163.912388
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:23.912388+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -341315,6 +354165,7 @@ https://npkill.js.org:
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -341347,6 +354198,7 @@ https://nth-root.nl/en/guides/automate-kubernetes-deployments-with-github-action
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -341377,6 +354229,7 @@ https://nubenetes.com:
   last_checked: 1779030854.385219
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:14:14.385219+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -341403,6 +354256,7 @@ https://nubenetes.com/terraform:
   last_checked: 1781430051.062253
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:40:51.062253+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -341437,6 +354291,7 @@ https://nubesgen.com:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -341468,6 +354323,7 @@ https://numericaideas.com/blog/auto-scaling-group-on-aws-with-terraform:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -341500,6 +354356,7 @@ https://numerous.ai:
   last_checked: 1779032583.54723
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:43:03.547230+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -341532,6 +354389,7 @@ https://nunoadrego.com/posts/abusing-pod-priority:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -341562,6 +354420,7 @@ https://nuxx.io:
   last_checked: 1779034300.694323
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:40.694323+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -341595,6 +354454,7 @@ https://nvie.com/posts/a-successful-git-branching-model:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2010-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -341630,6 +354490,7 @@ https://nwktimes.blogspot.com/2023/06/azure-ilb-for-nva-ha.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -341652,13 +354513,14 @@ https://nylas.com/blog/performance:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 7c31ce15eb686a0016ae9857b4a302b7ee5dd62928c034eb8b41cf36a23ab23d
   health_score: 100.0
   last_checked: 1779029068.655388
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:28.655388+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -341667,6 +354529,7 @@ https://nylas.com/blog/performance:
   - docs/python.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.nylas.com/blog/performance
 https://o365reports.com:
   title: 'o365reports.com: Office 365 Reports'
   description: ''
@@ -341686,6 +354549,7 @@ https://o365reports.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -341715,6 +354579,7 @@ https://oauth2-proxy.github.io/oauth2-proxy:
   last_checked: 1779032380.456356
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:39:40.456356+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -341743,6 +354608,7 @@ https://obsidian.md:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -341765,13 +354631,14 @@ https://oci-ansible-collection.readthedocs.io:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 73f2df85788a4f0945a404f06c0e2638e755e12a129e21d1a96e2609a95cec1d
   health_score: 100.0
   last_checked: 1779030433.923301
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:13.923301+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -341780,6 +354647,7 @@ https://oci-ansible-collection.readthedocs.io:
   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://oci-ansible-collection.readthedocs.io/en/latest
 https://oci-ansible-collection.readthedocs.io/en/latest:
   title: oci-ansible-collection.readthedocs.io
   description: ''
@@ -341800,6 +354668,7 @@ https://oci-ansible-collection.readthedocs.io/en/latest:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -341833,6 +354702,7 @@ https://oclif.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -341864,6 +354734,7 @@ https://octant.dev:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -341875,6 +354746,7 @@ https://octant.dev:
   v1_locations: []
   v2_locations:
   - kubernetes-based-devel.md
+  - kubernetes-tools.md
   youtube_mosaic: {}
 https://octetz.com/docs/2018/2018-12-07-psp:
   title: 'octetz.com: Setting Up Pod Security Policies'
@@ -341894,6 +354766,7 @@ https://octetz.com/docs/2018/2018-12-07-psp:
   last_checked: 1779034355.404485
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:35.404485+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -341928,6 +354801,7 @@ https://octoperf.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -341960,6 +354834,7 @@ https://octopus.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -341992,6 +354867,7 @@ https://octopus.com/blog/applied-gitops-with-kustomize:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -342024,6 +354900,7 @@ https://octopus.com/blog/devops-automation-repo-design:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -342055,6 +354932,7 @@ https://octopus.com/blog/docker-anti-patterns:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -342086,6 +354964,7 @@ https://octopus.com/blog/getting-started-with-powershell-dsc:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -342120,6 +354999,7 @@ https://octopus.com/blog/how-to-model-your-gitops-environments:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -342152,6 +355032,7 @@ https://octopus.com/blog/introduction-to-hcl-and-hcl-tooling:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -342177,13 +355058,14 @@ https://octopus.com/blog/kubernetes-antipatterns-1:
   resource_type: Blog Post
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -342196,6 +355078,7 @@ https://octopus.com/blog/kubernetes-antipatterns-1:
   v2_locations:
   - kubernetes.md
   youtube_mosaic: {}
+  duplicate_of: https://dev.to/codefreshio/kubernetes-deployment-antipatterns-part-1-2116
 https://octopus.com/blog/kubernetes-antipatterns-2:
   title: 'codefresh.io: Kubernetes Deployment Antipatterns – part 2'
   description: ''
@@ -342209,13 +355092,14 @@ https://octopus.com/blog/kubernetes-antipatterns-2:
   resource_type: Blog Post
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -342228,6 +355112,7 @@ https://octopus.com/blog/kubernetes-antipatterns-2:
   v2_locations:
   - kubernetes.md
   youtube_mosaic: {}
+  duplicate_of: https://dev.to/codefreshio/kubernetes-deployment-antipatterns-part-1-2116
 https://octopus.com/blog/progressive-delivery-for-kubernetes-config-maps-using-argo-rollouts:
   title: 'codefresh.io: Progressive delivery for Kubernetes Config Maps using Argo
     Rollouts'
@@ -342249,6 +355134,7 @@ https://octopus.com/blog/progressive-delivery-for-kubernetes-config-maps-using-a
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -342281,6 +355167,7 @@ https://octopus.com/blog/pulumi-and-aks-with-octopus-deploy:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -342313,6 +355200,7 @@ https://octopus.com/blog/using-argo-cd-and-kustomize-for-configmap-rollouts:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -342344,6 +355232,7 @@ https://octopus.com/blog/using-helm-with-gitops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -342377,6 +355266,7 @@ https://octopus.com/codefresh:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -342410,6 +355300,7 @@ https://octopus.com/devops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -342423,6 +355314,7 @@ https://octopus.com/devops:
   - gitops.md
   - helm.md
   - kubernetes-based-devel.md
+  - project-management-methodology.md
   youtube_mosaic: {}
 https://octopus.com/devops/gitops:
   title: 'codefresh.io: Using GitOps for Infrastructure and Applications With Crossplane
@@ -342445,6 +355337,7 @@ https://octopus.com/devops/gitops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -342477,6 +355370,7 @@ https://octopus.com/docs/deployments/patterns/deployment-process-as-code:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -342508,6 +355402,7 @@ https://odedia.org/production-considerations-for-spring-on-kubernetes:
   last_checked: 1779031230.783318
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:30.783318+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -342542,6 +355437,7 @@ https://odo.dev:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -342574,6 +355470,7 @@ https://offensive-terraform.github.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -342596,13 +355493,14 @@ https://offensive-terraform.github.io/offensive-terraform.github.io:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 7e34dbf880d5a1dd93372d81ee122edbf9ee64b8c5f857a33918d8cae815619c
   health_score: 100.0
   last_checked: 1779034045.411065
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:25.411065+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -342611,6 +355509,7 @@ https://offensive-terraform.github.io/offensive-terraform.github.io:
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://offensive-terraform.github.io
 https://ohmyz.sh:
   title: Oh My Zsh
   description: ''
@@ -342631,6 +355530,7 @@ https://ohmyz.sh:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2009-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -342662,6 +355562,7 @@ https://ohshitgit.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -342694,6 +355595,7 @@ https://okd.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -342729,6 +355631,7 @@ https://okdiario.com/economia/telefonica-santander-despiden-467-empleados-2021-d
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -342751,13 +355654,14 @@ https://okteto.com/blog/kubernetes-for-developers-blog-series-by-okteto:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 45b89562d621e26f26c29a3325acc7069d7bc71b034582bc219012d2b3a37df9
   health_score: 100.0
   last_checked: 1779030220.793627
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:40.793627+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -342766,6 +355670,7 @@ https://okteto.com/blog/kubernetes-for-developers-blog-series-by-okteto:
   - docs/kubernetes-based-devel.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.okteto.com/blog/kubernetes-basics
 https://okteto.com/blog/preview-environments-for-kubernetes:
   title: 'okteto.com: Run your Pull Request Preview Environments on Kubernetes'
   description: ''
@@ -342776,13 +355681,14 @@ https://okteto.com/blog/preview-environments-for-kubernetes:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: d32b30d2d517847c7cbd9e69ad6b5bf2caf75aab1efedabb18efc5181983e5fd
   health_score: 100.0
   last_checked: 1779032249.209741
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:29.209741+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -342791,6 +355697,7 @@ https://okteto.com/blog/preview-environments-for-kubernetes:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.okteto.com/blog/preview-environments-for-kubernetes
 https://olamiko.medium.com/technical-series-kubernetes-networking-5a5dc3823163:
   title: 'olamiko.medium.com: Technical Series: Kubernetes Networking'
   description: ''
@@ -342809,6 +355716,7 @@ https://olamiko.medium.com/technical-series-kubernetes-networking-5a5dc3823163:
   last_checked: 1779031987.529504
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:07.529504+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -342840,6 +355748,7 @@ https://oldgitops.medium.com/setting-up-podman-on-wsl2-in-windows-10-be2991c2d44
   last_checked: 1779033078.902903
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:18.902903+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -342871,6 +355780,7 @@ https://oliverjumpertz.medium.com/serverless-vs-kubernetes-58b0b387dc98:
   last_checked: 1779031714.529725
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:34.529725+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -342905,6 +355815,7 @@ https://omerxx.com/k8s-controllers:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -342941,6 +355852,7 @@ https://omo.dev:
   last_checked: 1780352828.641475
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:27:08.641475+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -342979,6 +355891,7 @@ https://ona.com:
   last_checked: 1779130494.930497
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.930497+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -343010,6 +355923,7 @@ https://ona.com/stories/gitpod-is-now-ona:
   last_checked: 1781736180.466793
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:00.466793+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -343043,6 +355957,7 @@ https://onecloudplease.com/project/console-recorder:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -343072,6 +355987,7 @@ https://onelink.to/e9rhmn:
   last_checked: 1780399982.211733
   needs_ai_refresh: false
   discovered_at: '2026-06-02T13:33:02.211733+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -343099,6 +356015,7 @@ https://onlineyamltools.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -343122,13 +356039,14 @@ https://opcito.com/blogs/a-guide-to-mastering-autoscaling-in-kubernetes-with-ked
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: ad91a004df7237af2e487b5379d285b66cdbd9840b5c2c91d58c3f9f4382208f
   health_score: 100.0
   last_checked: 1779032057.512211
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:17.512211+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -343137,6 +356055,7 @@ https://opcito.com/blogs/a-guide-to-mastering-autoscaling-in-kubernetes-with-ked
   - docs/kubernetes-autoscaling.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.opcito.com/blogs/a-guide-to-mastering-autoscaling-in-kubernetes-with-keda
 https://open-bootcamp.com:
   title: open-bootcamp.com
   description: ''
@@ -343156,6 +356075,7 @@ https://open-bootcamp.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -343188,6 +356108,7 @@ https://open-cluster-management.io:
   last_checked: 1779031446.162188
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:24:06.162188+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -343213,13 +356134,14 @@ https://open-rpc.org:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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@@ -343228,6 +356150,7 @@ https://open-rpc.org:
   - docs/api.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.open-rpc.org
 https://open.spotify.com/show/0zojMEDizKMh3aTxnGLENP:
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   description: The official Spotify show for the OpenAI Podcast hosted by Andrew Mayne,
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@@ -343307,6 +356231,7 @@ https://open.substack.com/pub/priyankavergadia/p/world-models-vs-llms-visually-e
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   discovered_at: '2026-06-02T00:13:14.342541+02:00'
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@@ -343351,6 +356276,7 @@ https://openai.com/academy/codex-for-work/how-business-operations-teams-use-code
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   discovered_at: '2026-06-02T00:29:13.156091+02:00'
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   hierarchy:
@@ -343393,6 +356319,7 @@ https://openai.com/academy/codex-for-work/how-data-science-teams-use-codex:
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   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:29:13.156064+02:00'
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@@ -343436,6 +356363,7 @@ https://openai.com/academy/codex-for-work/how-sales-teams-use-codex:
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   discovered_at: '2026-06-02T00:29:13.156082+02:00'
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@@ -343472,6 +356400,7 @@ https://openai.com/blog/scaling-kubernetes-to-7500-nodes:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:30.797975+02:00'
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@@ -343510,6 +356439,7 @@ https://openai.com/guaranteed-capacity:
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   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:15:38.622006+02:00'
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@@ -343566,6 +356496,7 @@ https://openai.com/index/advancing-content-provenance:
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   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:16:08.173402+02:00'
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@@ -343618,6 +356549,7 @@ https://openai.com/index/adventhealth:
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   discovered_at: '2026-06-02T00:29:23.483044+02:00'
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@@ -343668,6 +356600,7 @@ https://openai.com/index/boston-childrens-hospital:
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   discovered_at: '2026-06-02T00:26:58.749349+02:00'
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@@ -343718,6 +356651,7 @@ https://openai.com/index/braintrust:
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   discovered_at: '2026-06-02T00:26:58.749358+02:00'
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@@ -343768,6 +356702,7 @@ https://openai.com/index/building-self-improving-tax-agents-with-codex:
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@@ -343818,6 +356753,7 @@ https://openai.com/index/cisco:
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   discovered_at: '2026-06-02T00:26:58.749408+02:00'
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@@ -343864,6 +356800,7 @@ https://openai.com/index/codex-for-knowledge-work:
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@@ -343911,6 +356848,7 @@ https://openai.com/index/databricks:
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   discovered_at: '2026-06-02T00:29:13.156101+02:00'
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@@ -343961,6 +356899,7 @@ https://openai.com/index/dell-codex-enterprise-partnership:
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   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:29:23.483078+02:00'
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@@ -344014,6 +356953,7 @@ https://openai.com/index/election-safeguards-2026:
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   discovered_at: '2026-06-02T00:26:58.749376+02:00'
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@@ -344116,6 +357057,7 @@ https://openai.com/index/gartner-2026-agentic-coding-leader:
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@@ -344224,6 +357167,7 @@ https://openai.com/index/introducing-openai-for-singapore:
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   discovered_at: '2026-06-02T00:29:23.483069+02:00'
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@@ -344276,6 +357220,7 @@ https://openai.com/index/malta-chatgpt-plus-partnership:
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   needs_ai_refresh: false
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   discovered_at: '2026-06-02T00:26:58.749400+02:00'
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   discovered_at: '2026-06-02T00:26:58.749387+02:00'
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   discovered_at: '2026-06-02T00:26:58.749335+02:00'
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   discovered_at: '2026-06-02T00:29:13.156110+02:00'
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@@ -344602,6 +357553,7 @@ https://openai.com/index/ramp:
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   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:29:23.483053+02:00'
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   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:27:18.801380+02:00'
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   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:27:29.031585+02:00'
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   discovered_at: '2026-06-02T00:29:23.483061+02:00'
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   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:26:58.749367+02:00'
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   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:29:23.483027+02:00'
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   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:26:58.749423+02:00'
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@@ -344933,13 +357891,14 @@ https://openai.com/research/scaling-kubernetes-to-7500-nodes:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779031337.292435
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:17.292435+02:00'
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@@ -344953,6 +357912,7 @@ https://openai.com/research/scaling-kubernetes-to-7500-nodes:
   v2_locations:
   - mlops.md
   youtube_mosaic: {}
+  duplicate_of: https://openai.com/blog/scaling-kubernetes-to-7500-nodes
 https://openapi-generator.tech:
   title: "OpenAPI Generator \U0001F31F"
   description: ''
@@ -344972,6 +357932,7 @@ https://openapi-generator.tech:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -345003,6 +357964,7 @@ https://openbuilt.io:
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   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -345032,6 +357994,7 @@ https://opencensus.io:
   last_checked: 1779031849.929415
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   discovered_at: '2026-05-17T17:30:49.929415+02:00'
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@@ -345060,6 +358023,7 @@ https://opencontainers.org:
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   needs_ai_refresh: false
   discovered_at: '2015-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -345083,13 +358047,14 @@ https://opencoreventures.com/blog/2023-08-23-hashicorp-switching-bsl-shows-need-
   resource_type: null
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   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
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   discovered_at: '2026-05-17T18:10:32.942019+02:00'
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@@ -345098,6 +358063,7 @@ https://opencoreventures.com/blog/2023-08-23-hashicorp-switching-bsl-shows-need-
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.opencoreventures.com/blog/hashicorp-switching-to-bsl-shows-a-need-for-open-charter-companies
 https://opencurve.io:
   title: 'Curve: opencurve.io'
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   last_checked: 1779034417.197874
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:37.197874+02:00'
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@@ -345150,6 +358117,7 @@ https://opendatahub.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -345183,6 +358151,7 @@ https://openebs.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -345216,6 +358185,7 @@ https://opengitops.dev:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -345250,6 +358220,7 @@ https://openid.net:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -345282,6 +358253,7 @@ https://openinsurance.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -345304,13 +358276,14 @@ https://openjdk.java.net/jeps/413:
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   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
   last_checked: 1779030482.657892
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:02.657892+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -345319,6 +358292,7 @@ https://openjdk.java.net/jeps/413:
   - docs/java_frameworks.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://openjdk.org/jeps/413
 https://openjdk.org/jeps/413:
   title: 'openjdk.java.net: JEP 413: Code Snippets in Java API Documentation'
   description: ''
@@ -345340,6 +358314,7 @@ https://openjdk.org/jeps/413:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -345371,6 +358346,7 @@ https://openkruise.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -345403,6 +358379,7 @@ https://openliberty.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -345432,6 +358409,7 @@ https://openpracticelibrary.com:
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:34:40.491728+02:00'
+  last_ai_eval: null
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@@ -345457,6 +358435,7 @@ https://opensearch.org:
   last_checked: 1781736101.458701
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:41.458701+02:00'
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   hierarchy:
@@ -345491,6 +358470,7 @@ https://openservicemesh.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -345521,6 +358501,7 @@ https://openshift-ireland.com:
   last_checked: 1779030673.596172
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:13.596172+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -345552,6 +358533,7 @@ https://openshift.io:
   last_checked: 1779034131.600155
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:51.600155+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -345583,6 +358565,7 @@ https://openshift.tips:
   last_checked: 1779033583.738901
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:43.738901+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -345606,13 +358589,14 @@ https://openshift.tv:
   resource_type: null
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   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:26.495155+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -345621,6 +358605,7 @@ https://openshift.tv:
   - docs/openshift.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/livestreaming
 https://opensource.builders:
   title: opensource.builders
   description: ''
@@ -345641,6 +358626,7 @@ https://opensource.builders:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -345674,6 +358660,7 @@ https://opensource.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -345706,6 +358693,7 @@ https://opensource.com/article/16/12/cidr-network-notation-configuration-linux:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -345738,6 +358726,7 @@ https://opensource.com/article/18/10/sre-startup:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -345769,6 +358758,7 @@ https://opensource.com/article/18/12/testing-ansible-roles-molecule:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -345801,6 +358791,7 @@ https://opensource.com/article/18/3/how-use-ansible-set-system-monitoring-promet
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -345834,6 +358825,7 @@ https://opensource.com/article/18/4/learn-advanced-ssh-commands-new-cheat-sheet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -345865,6 +358857,7 @@ https://opensource.com/article/18/4/running-jenkins-builds-containers:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -345898,6 +358891,7 @@ https://opensource.com/article/18/8/devops-jenkins-2:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -345930,6 +358924,7 @@ https://opensource.com/article/18/8/what-cicd:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -345961,6 +358956,7 @@ https://opensource.com/article/18/9/distributed-tracing-microservices-world:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -345992,6 +358988,7 @@ https://opensource.com/article/18/9/distributed-tracing-tools:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -346024,6 +359021,7 @@ https://opensource.com/article/19/11/introduction-monitoring-prometheus:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -346056,6 +359054,7 @@ https://opensource.com/article/19/2/quickstart-guide-ansible:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -346087,6 +359086,7 @@ https://opensource.com/article/19/2/scaling-postgresql-kubernetes-operators:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -346120,6 +359120,7 @@ https://opensource.com/article/19/4/devops-pipeline:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -346153,6 +359154,7 @@ https://opensource.com/article/19/7/devops-vs-sysadmin:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -346184,6 +359186,7 @@ https://opensource.com/article/19/7/how-transition-career-devops-engineer:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -346216,6 +359219,7 @@ https://opensource.com/article/19/8/why-spinnaker-matters-cicd:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -346247,6 +359251,7 @@ https://opensource.com/article/19/9/intro-building-cicd-pipelines-jenkins:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -346271,13 +359276,14 @@ https://opensource.com/article/19/9/introduction-markdown:
   resource_type: Article
   complexity: Beginner
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -346290,6 +359296,7 @@ https://opensource.com/article/19/9/introduction-markdown:
   v2_locations:
   - mkdocs.md
   youtube_mosaic: {}
+  duplicate_of: https://thenewstack.io/an-introduction-to-awk
 https://opensource.com/article/20/10/ansible-modules-linux:
   title: 'opensource.com: 10 Ansible modules for Linux system automation c'
   description: ''
@@ -346310,6 +359317,7 @@ https://opensource.com/article/20/10/ansible-modules-linux:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -346343,6 +359351,7 @@ https://opensource.com/article/20/10/calendar-ansible:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -346375,6 +359384,7 @@ https://opensource.com/article/20/10/first-day-ansible:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -346408,6 +359418,7 @@ https://opensource.com/article/20/10/kubernetes-minecraft-ansible:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -346441,6 +359452,7 @@ https://opensource.com/article/20/11/git-aliases:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -346472,6 +359484,7 @@ https://opensource.com/article/20/11/kubernetes-jobs-cronjobs:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -346507,6 +359520,7 @@ https://opensource.com/article/20/11/kubernetes-scheduler:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -346538,6 +359552,7 @@ https://opensource.com/article/20/11/minishift-linux:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -346569,6 +359584,7 @@ https://opensource.com/article/20/11/run-kubernetes-locally:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -346601,6 +359617,7 @@ https://opensource.com/article/20/12/ansible-lab:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -346633,6 +359650,7 @@ https://opensource.com/article/20/12/containers-101:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -346666,6 +359684,7 @@ https://opensource.com/article/20/12/devops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -346698,6 +359717,7 @@ https://opensource.com/article/20/12/it-budget-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -346729,6 +359749,7 @@ https://opensource.com/article/20/12/remote-devops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -346760,6 +359781,7 @@ https://opensource.com/article/20/2/devops-beginners:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -346792,6 +359814,7 @@ https://opensource.com/article/20/3/kubernetes-operator-sdk:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -346824,6 +359847,7 @@ https://opensource.com/article/20/3/kubernetes-traefik:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -346856,6 +359880,7 @@ https://opensource.com/article/20/3/meld:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -346888,6 +359913,7 @@ https://opensource.com/article/20/4/http-kubernetes-skipper:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -346919,6 +359945,7 @@ https://opensource.com/article/20/5/kubectl-cheat-sheet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -346951,6 +359978,7 @@ https://opensource.com/article/20/5/systemd-troubleshooting-tool:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -346982,6 +360010,7 @@ https://opensource.com/article/20/6/container-orchestration:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -347014,6 +360043,7 @@ https://opensource.com/article/20/6/devops-mindset:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -347046,6 +360076,7 @@ https://opensource.com/article/20/6/kubernetes-anniversary:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -347078,6 +360109,7 @@ https://opensource.com/article/20/6/linux-libraries:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -347109,6 +360141,7 @@ https://opensource.com/article/20/7/automation-testing-cicd:
   last_checked: 1779033823.335528
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:03:43.335528+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -347143,6 +360176,7 @@ https://opensource.com/article/20/7/docsify-github-pages:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -347175,6 +360209,7 @@ https://opensource.com/article/20/7/git-repos-best-practices:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -347205,6 +360240,7 @@ https://opensource.com/article/20/7/kubernetes-analogy:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -347236,6 +360272,7 @@ https://opensource.com/article/20/7/linux-shellhub:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -347267,6 +360304,7 @@ https://opensource.com/article/20/7/open-source-test-automation-frameworks:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -347299,6 +360337,7 @@ https://opensource.com/article/20/7/sysadmin-cheat-sheets:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -347330,6 +360369,7 @@ https://opensource.com/article/20/7/terraform-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -347362,6 +360402,7 @@ https://opensource.com/article/20/8/cerberus-test-automation:
   last_checked: 1779030305.496758
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:05:05.496758+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -347396,6 +360437,7 @@ https://opensource.com/article/20/8/ingress-controllers-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -347428,6 +360470,7 @@ https://opensource.com/article/20/9/ansible:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -347461,6 +360504,7 @@ https://opensource.com/article/20/9/ansible-modules-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -347493,6 +360537,7 @@ https://opensource.com/article/20/9/install-packages-ansible:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -347524,6 +360569,7 @@ https://opensource.com/article/20/9/open-source-alternatives-confluence:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -347556,6 +360602,7 @@ https://opensource.com/article/21/1/ansible:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -347589,6 +360636,7 @@ https://opensource.com/article/21/1/improve-ansible-play:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -347621,6 +360669,7 @@ https://opensource.com/article/21/1/kubeedge:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -347652,6 +360701,7 @@ https://opensource.com/article/21/1/kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -347684,6 +360734,7 @@ https://opensource.com/article/21/10/chaos-engineering-kubernetes-ebook:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -347716,6 +360767,7 @@ https://opensource.com/article/21/10/check-java-jps:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -347749,6 +360801,7 @@ https://opensource.com/article/21/10/kubernetes-networkpolicy:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -347780,6 +360833,7 @@ https://opensource.com/article/21/10/linux-tools-erase-data:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -347812,6 +360866,7 @@ https://opensource.com/article/21/10/linux-wget-command:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -347844,6 +360899,7 @@ https://opensource.com/article/21/10/memory-stats-linux-smem:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -347877,6 +360933,7 @@ https://opensource.com/article/21/10/podman-windows-wsl:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -347911,6 +360968,7 @@ https://opensource.com/article/21/11/cicd-pipeline-kubernetes-tekton:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -347945,6 +361003,7 @@ https://opensource.com/article/21/11/cluster-logging-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -347976,6 +361035,7 @@ https://opensource.com/article/21/11/cron-linux:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -348010,6 +361070,7 @@ https://opensource.com/article/21/11/kubernetes-dynamic-scheduling-tekton:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -348043,6 +361104,7 @@ https://opensource.com/article/21/11/kubernetes-replicationcontroller:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -348074,6 +361136,7 @@ https://opensource.com/article/21/11/open-source-12-factor-app-methodology:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -348107,6 +361170,7 @@ https://opensource.com/article/21/12/kubernetes-developer:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -348140,6 +361204,7 @@ https://opensource.com/article/21/12/kubernetes-gatekeeper:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -348171,6 +361236,7 @@ https://opensource.com/article/21/12/open-source-business-tools:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -348200,6 +361266,7 @@ https://opensource.com/article/21/12/open-source-mind-mapping-drawio:
   last_checked: 1779032227.632182
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:37:07.632182+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -348227,6 +361294,7 @@ https://opensource.com/article/21/12/open-source-security:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -348260,6 +361328,7 @@ https://opensource.com/article/21/12/sigstore-container-images:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -348293,6 +361362,7 @@ https://opensource.com/article/21/2/ansible-origin-story:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -348325,6 +361395,7 @@ https://opensource.com/article/21/2/devsecops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -348356,6 +361427,7 @@ https://opensource.com/article/21/2/kubernetes-namespaces:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -348388,6 +361460,7 @@ https://opensource.com/article/21/2/linux-automation:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -348420,6 +361493,7 @@ https://opensource.com/article/21/2/tempo-distributed-tracing:
   last_checked: 1779029369.426839
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:49:29.426839+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -348454,6 +361528,7 @@ https://opensource.com/article/21/3/ansible-collections:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -348486,6 +361561,7 @@ https://opensource.com/article/21/3/ansible-sysadmin:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -348518,6 +361594,7 @@ https://opensource.com/article/21/3/devops-documentation:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -348549,6 +361626,7 @@ https://opensource.com/article/21/3/git-cherry-pick:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -348582,6 +361660,7 @@ https://opensource.com/article/21/3/gitops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -348614,6 +361693,7 @@ https://opensource.com/article/21/3/grep-cheat-sheet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -348647,6 +361727,7 @@ https://opensource.com/article/21/3/service-mesh:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -348679,6 +361760,7 @@ https://opensource.com/article/21/4/context-switching-git:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -348708,6 +361790,7 @@ https://opensource.com/article/21/4/event-streaming-rudderstack:
   last_checked: 1779030522.185611
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:42.185611+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -348736,6 +361819,7 @@ https://opensource.com/article/21/4/git-stash:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -348768,6 +361852,7 @@ https://opensource.com/article/21/4/git-whatchanged:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -348800,6 +361885,7 @@ https://opensource.com/article/21/4/groovy-io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -348831,6 +361917,7 @@ https://opensource.com/article/21/4/load-balancing:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -348862,6 +361949,7 @@ https://opensource.com/article/21/4/process-json-data-ansible:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -348895,6 +361983,7 @@ https://opensource.com/article/21/4/visualize-data-eda:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -348928,6 +362017,7 @@ https://opensource.com/article/21/5/jenkins-logs:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -348959,6 +362049,7 @@ https://opensource.com/article/21/5/kubernetes-cheat-sheet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -348983,13 +362074,14 @@ https://opensource.com/article/21/5/mysql-query-tuning:
   resource_type: Tutorial
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -349003,6 +362095,7 @@ https://opensource.com/article/21/5/mysql-query-tuning:
   v2_locations:
   - databases.md
   youtube_mosaic: {}
+  duplicate_of: https://opensource.com
 https://opensource.com/article/21/5/python-38-features:
   title: 'opensource.com: Make your API better with this positional trick from Python
     3.8'
@@ -349023,6 +362116,7 @@ https://opensource.com/article/21/5/python-38-features:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -349056,6 +362150,7 @@ https://opensource.com/article/21/6/bash-config:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -349088,6 +362183,7 @@ https://opensource.com/article/21/6/kustomize-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -349121,6 +362217,7 @@ https://opensource.com/article/21/6/migrate-vms-kubernetes-forklift:
   last_checked: 1779029796.145587
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:56:36.145587+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -349154,6 +362251,7 @@ https://opensource.com/article/21/7/automating-argo-cd:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -349188,6 +362286,7 @@ https://opensource.com/article/21/7/check-disk-space-linux-du:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -349223,6 +362322,7 @@ https://opensource.com/article/21/7/developer-productivity-linux:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -349253,6 +362353,7 @@ https://opensource.com/article/21/7/kubectl:
   last_checked: 1779032036.700963
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:33:56.700963+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -349286,6 +362387,7 @@ https://opensource.com/article/21/7/linux-podman:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -349317,6 +362419,7 @@ https://opensource.com/article/21/7/open-source-invoicing-po:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -349350,6 +362453,7 @@ https://opensource.com/article/21/7/parse-xml-linux:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -349383,6 +362487,7 @@ https://opensource.com/article/21/7/run-prometheus-home-container:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -349417,6 +362522,7 @@ https://opensource.com/article/21/7/system-administrators:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -349449,6 +362555,7 @@ https://opensource.com/article/21/7/wildfly:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -349481,6 +362588,7 @@ https://opensource.com/article/21/8/argo-cd:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -349512,6 +362620,7 @@ https://opensource.com/article/21/8/container-image:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -349543,6 +362652,7 @@ https://opensource.com/article/21/8/gitops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -349574,6 +362684,7 @@ https://opensource.com/article/21/8/linux-stat-file-status:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -349608,6 +362719,7 @@ https://opensource.com/article/21/8/option-parsing-bash:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -349639,6 +362751,7 @@ https://opensource.com/article/21/8/python-argparse:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -349672,6 +362785,7 @@ https://opensource.com/article/21/8/terraform-deploy-helm:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -349703,6 +362817,7 @@ https://opensource.com/article/21/8/terraform-tips:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -349734,6 +362849,7 @@ https://opensource.com/article/21/9/alternatives-zoom:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -349766,6 +362882,7 @@ https://opensource.com/article/21/9/ansible-anacron-automation:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -349797,6 +362914,7 @@ https://opensource.com/article/21/9/ansible-rest-apis:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -349829,6 +362947,7 @@ https://opensource.com/article/21/9/build-website-jekyll:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -349861,6 +362980,7 @@ https://opensource.com/article/21/9/keep-folders-tidy-ansible:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -349892,6 +363012,7 @@ https://opensource.com/article/21/9/unit-test-python:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -349925,6 +363046,7 @@ https://opensource.com/article/21/9/yaml-cheat-sheet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -349957,6 +363079,7 @@ https://opensource.com/article/22/1/learn-ansible:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -349989,6 +363112,7 @@ https://opensource.com/article/22/1/open-source-testing-framework:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -350020,6 +363144,7 @@ https://opensource.com/article/22/1/record-terminal-session-asciinema:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -350052,6 +363177,7 @@ https://opensource.com/article/22/1/rocketchat-data-privacy:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -350084,6 +363210,7 @@ https://opensource.com/article/22/1/run-containers-without-sudo-podman:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -350116,6 +363243,7 @@ https://opensource.com/article/22/1/unit-testing-googletest-ctest:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -350150,6 +363278,7 @@ https://opensource.com/article/22/12/ddev:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -350181,6 +363310,7 @@ https://opensource.com/article/22/2/kubernetes-architecture:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -350212,6 +363342,7 @@ https://opensource.com/article/22/3/visual-map-kubernetes-deployment:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -350243,6 +363374,7 @@ https://opensource.com/article/22/4/customize-git-subcommands:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -350275,6 +363407,7 @@ https://opensource.com/article/22/4/git-branches:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -350306,6 +363439,7 @@ https://opensource.com/article/22/4/git-push:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -350338,6 +363472,7 @@ https://opensource.com/article/22/4/git-tips:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -350369,6 +363504,7 @@ https://opensource.com/article/22/4/manage-git-commits-rebase-i-command:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -350402,6 +363538,7 @@ https://opensource.com/article/22/4/open-source-tools-developing-cloud:
   last_checked: 1779030384.527783
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:06:24.527783+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -350435,6 +363572,7 @@ https://opensource.com/downloads/ansible-k8s-cheat-sheet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -350468,6 +363606,7 @@ https://opensource.com/downloads/bash-programming-guide:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -350500,6 +363639,7 @@ https://opensource.com/downloads/gnu-screen-cheat-sheet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -350532,6 +363672,7 @@ https://opensource.com/downloads/javascript-cheat-sheet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -350563,6 +363704,7 @@ https://opensource.com/downloads/jupyterlab-cheat-sheet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -350595,6 +363737,7 @@ https://opensource.com/downloads/logrotate-cheat-sheet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -350626,6 +363769,7 @@ https://opensource.com/downloads/mariadb-mysql-cheat-sheet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -350658,6 +363802,7 @@ https://opensource.com/downloads/parted-cheat-sheet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -350690,6 +363835,7 @@ https://opensource.com/downloads/watch-cheat-sheet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -350722,6 +363868,7 @@ https://opensource.com/life/16/2/how-use-python-hack-your-ide:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -350754,6 +363901,7 @@ https://opensource.com/life/16/7/how-restore-older-file-versions-git:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -350786,6 +363934,7 @@ https://opensource.com/tags/kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -350808,13 +363957,14 @@ https://opensource.google/projects/prometheus-slo-burn-example:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 5b6d8e3acaff84cdc3c9f594dcb9affd28189fdbc28b7895622dfb4158a4f230
   health_score: 100.0
   last_checked: 1779034448.11153
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:08.111530+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -350823,6 +363973,7 @@ https://opensource.google/projects/prometheus-slo-burn-example:
   - docs/prometheus.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/google/prometheus-slo-burn-example
 https://opensource.googleblog.com/2020/03/kpt-packaging-up-your-kubernetes.html:
   title: '**Kpt**: Packaging up your Kubernetes configuration with git and YAML since''
     2014 **(Google)**'
@@ -350844,6 +363995,7 @@ https://opensource.googleblog.com/2020/03/kpt-packaging-up-your-kubernetes.html:
   last_checked: 1779029163.441724
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:46:03.441724+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -350877,6 +364029,7 @@ https://opensource.googleblog.com/2020/05/the-tekton-pipelines-beta-release.html
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -350910,6 +364063,7 @@ https://opensource.googleblog.com/2020/11/kubernetes-efficient-multi-zone.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -350943,6 +364097,7 @@ https://opensource.googleblog.com/2022/01/Introducing%20Ephemeral%20Containers.h
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -350972,6 +364127,7 @@ https://opensource.guide:
   last_checked: 1779034424.888268
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:13:44.888268+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -351002,6 +364158,7 @@ https://opensource.guide/accessibility-best-practices-for-your-project:
   last_checked: 1780352561.468548
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:22:41.468548+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -351042,6 +364199,7 @@ https://opensource.microsoft.com/blog/2021/07/09/simple-steps-to-create-scalable
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -351072,6 +364230,7 @@ https://opensource.substack.com/p/all-you-need-to-know-about-gitops:
   last_checked: 1779032152.588549
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:52.588549+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -351104,6 +364263,7 @@ https://opentelemetry.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -351136,6 +364296,7 @@ https://opentelemetry.io/blog/2023/k8s-runtime-observability:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -351167,6 +364328,7 @@ https://opentracing.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -351198,6 +364360,7 @@ https://openvim.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -351230,6 +364393,7 @@ https://openwebinars.net/blog/13-errores-que-cometes-como-manager:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -351262,6 +364426,7 @@ https://openwhisk.apache.org:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -351294,6 +364459,7 @@ https://operatorframework.io/operator-capabilities:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -351326,6 +364492,7 @@ https://operatorhub.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -351356,6 +364523,7 @@ https://operatorhub.io/operator/banzaicloud-kafka-operator:
   last_checked: 1779031328.936709
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:08.936709+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -351384,6 +364552,7 @@ https://operatorhub.io/operator/kubefed-operator:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -351417,6 +364586,7 @@ https://operatorhub.io/operator/kubestone:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -351449,6 +364619,7 @@ https://operatorhub.io/operator/quay:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -351480,6 +364651,7 @@ https://operatorhub.io/operator/robin-operator:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -351511,6 +364683,7 @@ https://operatorhub.io/operator/rook-ceph:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -351533,13 +364706,14 @@ https://operatorhub.io/operator/strimzi-kafka-operator:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: fab17f70f1680caa5f3bed130ef1a2d617477cf4be27db486d76e3f23e5585b6
   health_score: 100.0
   last_checked: 1779030228.528257
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:48.528257+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -351548,6 +364722,7 @@ https://operatorhub.io/operator/strimzi-kafka-operator:
   - docs/monitoring.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://operatorhub.io/operator/banzaicloud-kafka-operator
 https://opsdis.com/custom-monitoring-solution-with-grafana-prometheus-and-loki:
   title: 'opsdis.com: Building a custom monitoring solution with Grafana, Prometheus''
     and Loki'
@@ -351559,13 +364734,14 @@ https://opsdis.com/custom-monitoring-solution-with-grafana-prometheus-and-loki:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 46faab488312644d156f35b676a5316372e226700ad9c58ea160efa3359d7d57
   health_score: 100.0
   last_checked: 1779032047.560037
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:07.560037+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -351574,6 +364750,7 @@ https://opsdis.com/custom-monitoring-solution-with-grafana-prometheus-and-loki:
   - docs/monitoring.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://binero.com/observability
 https://opssorry.substack.com/p/gitops-a-simple-approach-to-using:
   title: "==opssorry.substack.com: GitOps: A Simple Approach to using AWS Secrets'
     Manager with Kubernetes== \U0001F31F"
@@ -351594,6 +364771,7 @@ https://opssorry.substack.com/p/gitops-a-simple-approach-to-using:
   last_checked: 1779031181.263339
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:41.263339+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -351624,6 +364802,7 @@ https://opstree.github.io:
   last_checked: 1779031464.496799
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:24:24.496799+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -351655,6 +364834,7 @@ https://orange-quarter.com/upskill-yourself-with-these-5-devops-resources:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -351687,6 +364867,7 @@ https://oravirt.wordpress.com/2014/10/01/getting-started-with-ansible-oracle:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2014-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -351719,6 +364900,7 @@ https://oravirt.wordpress.com/2014/11/05/changes-in-ansible-oracle-v1-2:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2014-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -351751,6 +364933,7 @@ https://orchest.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -351781,6 +364964,7 @@ https://orchestrate.io:
   last_checked: 1779029964.042576
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:24.042576+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -351812,6 +364996,7 @@ https://ordina-jworks.github.io/cloud/2020/08/28/kubernetes-clients-comparison.h
   last_checked: 1779034318.826588
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:58.826588+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -351843,6 +365028,7 @@ https://ostechnix.com/kubernetes-features:
   last_checked: 1779030339.660866
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:39.660866+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -351876,6 +365062,7 @@ https://ot-container-kit.github.io/k8s-vault-webhook:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -351906,6 +365093,7 @@ https://otomi.io:
   last_checked: 1779031927.5568
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:32:07.556800+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -351930,13 +365118,14 @@ https://otterize.com/blog/mastering-kubernetes-networking-otterize-s-journey-in-
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 758775c46bd3a1b1c7da71ddbbc508cb6853502c44c361b707cfaf2a9d829781
   health_score: 100.0
   last_checked: 1779034405.79321
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:25.793210+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -351945,6 +365134,7 @@ https://otterize.com/blog/mastering-kubernetes-networking-otterize-s-journey-in-
   - docs/kubernetes-networking.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.cyera.com
 https://outdated.sh:
   title: "outdated.sh \U0001F31F"
   description: ''
@@ -351963,6 +365153,7 @@ https://outdated.sh:
   last_checked: 1779033309.070184
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:09.070184+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -351994,6 +365185,7 @@ https://overcast.blog/15-cloud-native-devops-tools-you-should-know-36129057a15c:
   last_checked: 1779034152.415127
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:09:12.415127+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -352025,6 +365217,7 @@ https://overcast.blog/gitops-with-argocd-for-kubernetes-tips-and-tricks-4b926ba7
   last_checked: 1779032056.885183
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:16.885183+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -352056,6 +365249,7 @@ https://overcast.blog/kubernetes-argocd-gitlab-webhook-configuration-30bc5a75139
   last_checked: 1779030000.401084
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:00.401084+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -352087,6 +365281,7 @@ https://overcast.blog/kubernetes-service-accounts-a-practical-guide-f99c1ed65483
   last_checked: 1779033697.017395
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:37.017395+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -352121,6 +365316,7 @@ https://overmind.tech/blog/is-observability-relevant-for-terraform:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -352153,6 +365349,7 @@ https://ovidiuborlean.medium.com/networking-latency-measurement-in-kubernetes-wi
   last_checked: 1779033074.317263
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:14.317263+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -352186,6 +365383,7 @@ https://owasp.org/www-project-api-security:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -352218,6 +365416,7 @@ https://owasp.org/www-project-kubernetes-top-ten:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -352249,6 +365448,7 @@ https://oxylabs.io/blog/python-web-scraping:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -352272,13 +365472,14 @@ https://p2theme.com:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 556f1def82cfb31f03fbc89dfc189da12dd92599a95cdb7b86abb7f86f262486
   health_score: 100.0
   last_checked: 1779034269.54995
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:09.549950+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -352287,6 +365488,7 @@ https://p2theme.com:
   - docs/workfromhome.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://wordpress.com/p2
 https://packer.io:
   title: packer.io
   description: ''
@@ -352304,6 +365506,7 @@ https://packer.io:
   last_checked: 1779030865.352526
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:25.352526+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -352334,6 +365537,7 @@ https://packetpushers.net/podcasts/kubernetes-unpacked/ku046-do-kubernetes-certs
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -352365,6 +365569,7 @@ https://pages.awscloud.com/GLOBAL-partner-DL-DevOps-weaveworks-ebook-2020-learn.
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -352397,6 +365602,7 @@ https://pages.github.com:
   last_checked: 1779034322.623471
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:12:02.623471+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -352432,6 +365638,7 @@ https://pagure.io/copr/copr:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2013-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -352464,6 +365671,7 @@ https://pagure.io/copr/copr:
   last_checked: 1779031096.689874
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:16.689874+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -352496,6 +365704,7 @@ https://palaemon.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -352526,6 +365735,7 @@ https://palak-bhawsar.hashnode.dev/automated-cicd-pipeline-for-java-project:
   last_checked: 1779033770.375059
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:50.375059+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -352558,6 +365768,7 @@ https://palark.com/blog/advanced-helm-templating:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -352593,6 +365804,7 @@ https://palark.com/blog/best-practices-kubernetes-part-1:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -352622,6 +365834,7 @@ https://palark.com/blog/best-practices-kubernetes-part-2:
   last_checked: 1779130494.977542
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.977542+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -352651,6 +365864,7 @@ https://palark.com/blog/chaos-engineering-in-kubernetes-open-source-tools:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -352682,6 +365896,7 @@ https://palark.com/blog/chaos-mesh-in-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -352713,6 +365928,7 @@ https://palark.com/blog/comparing-ingress-controllers-for-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -352745,6 +365961,7 @@ https://palark.com/blog/comparing-kubernetes-operators-for-postgresql:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -352778,6 +365995,7 @@ https://palark.com/blog/failure-stories-elasticsearch-migration-within-kubernete
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -352810,6 +366028,7 @@ https://palark.com/blog/ha-keycloak-infinispan-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -352842,6 +366061,7 @@ https://palark.com/blog/kubenav-managing-kubernetes-from-smartphone:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -352874,6 +366094,7 @@ https://palark.com/blog/kubernetes-configmap-guide:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -352907,6 +366128,7 @@ https://palark.com/blog/kubernetes-security-with-kube-bench-and-kube-hunter:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -352939,6 +366161,7 @@ https://palark.com/blog/kubernetes-services-interaction-monitoring-with-netflow:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -352971,6 +366194,7 @@ https://palark.com/blog/kubernetes-snaphots-usage:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -353004,6 +366228,7 @@ https://palark.com/blog/kubernetes-storage-performance-linstor-ceph-mayastor-vit
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -353035,6 +366260,7 @@ https://palark.com/blog/kui-hybrid-cli-gui-for-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -353066,6 +366292,7 @@ https://palark.com/blog/okteto-cloud-for-local-development-in-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -353099,6 +366326,7 @@ https://palark.com/blog/our-experience-with-postgres-operator-for-kubernetes-by-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -353131,6 +366359,7 @@ https://palark.com/blog/small-local-kubernetes-comparison:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -353162,6 +366391,7 @@ https://palark.com/blog/tag/kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -353194,6 +366424,7 @@ https://pandas.pydata.org/pandas-docs/stable/reshaping.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -353226,6 +366457,7 @@ https://pandastutor.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -353258,6 +366490,7 @@ https://pandorafms.com/blog/es/wsl2:
   last_checked: 1779031510.479383
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:10.479383+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -353291,6 +366524,7 @@ https://particular.net/blog/rpc-vs-messaging-which-is-faster:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -353321,6 +366555,7 @@ https://particule.io/en/blog/aws-federated-eks:
   last_checked: 1779032289.691999
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:09.691999+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -353352,6 +366587,7 @@ https://particule.io/en/blog/cicd-ecr-ecs:
   last_checked: 1779031520.720957
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:20.720957+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -353382,6 +366618,7 @@ https://particule.io/en/blog/thanos-monitoring:
   last_checked: 1779029163.294229
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:03.294229+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -353409,6 +366646,7 @@ https://particule.io/en/blogcicd-github-registry:
   last_checked: 1779029274.133577
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:54.133577+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -353446,6 +366684,7 @@ https://partiful.com/e/FJbZcfppRGdMVP1o534z:
   last_checked: 1780352705.314502
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:25:05.314502+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -353485,6 +366724,7 @@ https://partlycloudy.blog/2020/05/29/horizontal-autoscaling-in-kubernetes-3-keda
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -353517,6 +366757,7 @@ https://partlycloudy.blog/2020/07/08/release-to-k8s-like-a-pro-with-flagger:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -353549,6 +366790,7 @@ https://past.jamaica-gleaner.com/article/business/20211224/amazon-outages-future
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -353580,6 +366822,7 @@ https://patchthenet.medium.com/introduction-to-sql-injection-sql-injection-for-b
   last_checked: 1779033338.909778
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:38.909778+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -353614,6 +366857,7 @@ https://patrick.easte.rs/post/2022/forging-optimal-metallb-config:
   last_checked: 1779030883.026918
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:14:43.026918+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -353645,6 +366889,7 @@ https://paul-the-kelly.medium.com/extending-the-kubernetes-api-using-operators-9
   last_checked: 1779030005.382102
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:05.382102+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -353680,6 +366925,7 @@ https://paulbutler.org/2024/the-haters-guide-to-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -353710,6 +366956,7 @@ https://pauldally.medium.com/debugging-networkpolicy-part-1-249921cdba37:
   last_checked: 1779033861.960762
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:04:21.960762+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -353734,13 +366981,14 @@ https://pauldally.medium.com/debugging-networkpolicy-part-2-2d5c42d8465c:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779030854.290172
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:14.290172+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -353754,6 +367002,7 @@ https://pauldally.medium.com/debugging-networkpolicy-part-2-2d5c42d8465c:
   v2_locations:
   - kubernetes-troubleshooting.md
   youtube_mosaic: {}
+  duplicate_of: https://pauldally.medium.com/debugging-networkpolicy-part-1-249921cdba37
 https://pauldally.medium.com/horizontalpodautoscaler-uses-request-not-limit-to-determine-when-to-scale-97643d808997:
   title: 'pauldally.medium.com: HorizontalPodAutoscaler uses request (not limit) to''
     determine when to scale by percent'
@@ -353774,6 +367023,7 @@ https://pauldally.medium.com/horizontalpodautoscaler-uses-request-not-limit-to-d
   last_checked: 1779032834.790274
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:14.790274+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -353805,6 +367055,7 @@ https://pauldally.medium.com/kubernetes-an-introduction-to-sidecars-21d99fbd7de3
   last_checked: 1779033692.280607
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:32.280607+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -353838,6 +367089,7 @@ https://pauldally.medium.com/kubernetes-application-high-availability-part-1-the
   last_checked: 1779034476.755022
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:36.755022+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -353862,13 +367114,14 @@ https://pauldally.medium.com/kubernetes-application-high-availability-part-2-mor
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779034456.268944
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:16.268944+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -353877,6 +367130,7 @@ https://pauldally.medium.com/kubernetes-application-high-availability-part-2-mor
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://pauldally.medium.com/kubernetes-application-high-availability-part-1-the-very-basic-basics-660a14fa81c7
 https://pauldally.medium.com/kustomize-best-practices-part-1-86f9f22d2f20:
   title: 'pauldally.medium.com: Kustomize Best Practices (Part 1)'
   description: ''
@@ -353895,6 +367149,7 @@ https://pauldally.medium.com/kustomize-best-practices-part-1-86f9f22d2f20:
   last_checked: 1779034484.249765
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:44.249765+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -353919,13 +367174,14 @@ https://pauldally.medium.com/kustomize-best-practices-part-2-c560f1fa1409:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779033088.446673
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:28.446673+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -353939,6 +367195,7 @@ https://pauldally.medium.com/kustomize-best-practices-part-2-c560f1fa1409:
   v2_locations:
   - kustomize.md
   youtube_mosaic: {}
+  duplicate_of: https://pauldally.medium.com/kustomize-best-practices-part-1-86f9f22d2f20
 https://pauldally.medium.com/kustomize-best-practices-part-3-1dbaa15fd16a:
   title: 'pauldally.medium.com: Kustomize Best Practices (part 3)'
   description: ''
@@ -353950,13 +367207,14 @@ https://pauldally.medium.com/kustomize-best-practices-part-3-1dbaa15fd16a:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779033084.296087
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:24.296087+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -353970,6 +367228,7 @@ https://pauldally.medium.com/kustomize-best-practices-part-3-1dbaa15fd16a:
   v2_locations:
   - kustomize.md
   youtube_mosaic: {}
+  duplicate_of: https://pauldally.medium.com/kustomize-best-practices-part-1-86f9f22d2f20
 https://pauldally.medium.com/structuring-dockerfiles-for-productivity-2681de4815a4:
   title: 'pauldally.medium.com: Structuring Dockerfiles For Productivity'
   description: ''
@@ -353988,6 +367247,7 @@ https://pauldally.medium.com/structuring-dockerfiles-for-productivity-2681de4815
   last_checked: 1779031671.203912
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:51.203912+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -354021,6 +367281,7 @@ https://pauldally.medium.com/why-leaving-pods-in-crashloopbackoff-can-have-a-big
   last_checked: 1779030018.864096
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:18.864096+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -354054,6 +367315,7 @@ https://paulhammant.com/2013/04/05/what-is-trunk-based-development:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2013-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -354087,6 +367349,7 @@ https://paulhammant.com/2013/12/04/what_is_your_branching_model:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2013-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -354119,6 +367382,7 @@ https://paulhammant.com/2014/04/03/microsofts-trunk-based-development:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2014-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -354151,6 +367415,7 @@ https://pawelurbanek.com/asdf-docker-development:
   last_checked: 1781735928.704311
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:48.704311+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -354184,6 +367449,7 @@ https://payara.fish:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -354217,6 +367483,7 @@ https://pbpython.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -354246,6 +367513,7 @@ https://pbpython.com/pandas-google-forms-part1.html:
   last_checked: 1779029507.343057
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:51:47.343057+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -354271,6 +367539,7 @@ https://pbpython.com/pandas-pivot-table-explained.html:
   last_checked: 1779031399.133662
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:23:19.133662+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -354298,6 +367567,7 @@ https://pbxbook.com/other/cidrcheat.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -354330,6 +367600,7 @@ https://pcr.cloud-mercato.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -354355,13 +367626,14 @@ https://pentestmonkey.net/cheat-sheet/ssh-cheat-sheet:
   resource_type: Cheat Sheet
   complexity: Advanced
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -354374,6 +367646,7 @@ https://pentestmonkey.net/cheat-sheet/ssh-cheat-sheet:
   v2_locations:
   - cheatsheets.md
   youtube_mosaic: {}
+  duplicate_of: https://cheatsheet.dennyzhang.com/cheatsheet-ssh-a4
 https://pepy.tech/project/strimzi-kafka-cli:
   title: "pepy.tech/project/strimzi-kafka-cli \U0001F31F"
   description: ''
@@ -354384,13 +367657,14 @@ https://pepy.tech/project/strimzi-kafka-cli:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: e3a43fd29da25b0000eff5c564348013461fc255bc0d48646b02374355d04296
   health_score: 100.0
   last_checked: 1779034313.872678
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:53.872678+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -354399,6 +367673,7 @@ https://pepy.tech/project/strimzi-kafka-cli:
   - docs/message-queue.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://pepy.tech/projects/strimzi-kafka-cli
 https://pepy.tech/projects/strimzi-kafka-cli:
   title: "pepy.tech/project/strimzi-kafka-cli \U0001F31F"
   description: ''
@@ -354419,6 +367694,7 @@ https://pepy.tech/projects/strimzi-kafka-cli:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -354452,6 +367728,7 @@ https://performanceoptimize.blogspot.com/2017/04/RegularExpressionCheatSheet.htm
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -354484,6 +367761,7 @@ https://permission.site:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -354515,6 +367793,7 @@ https://phauer.com/2018/moving-back-from-gradle-to-maven:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -354538,13 +367817,14 @@ https://phoenixnap.com/blog/kubernetes-vs-openshift:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: c51b6ed2dcaabfd8a5cbba6a711be1c84c986ece51594b5ce16645c932bda663
   health_score: 100.0
   last_checked: 1779034098.033333
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:18.033333+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -354553,6 +367833,7 @@ https://phoenixnap.com/blog/kubernetes-vs-openshift:
   - docs/introduction.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://phoenixnap.com/blog/openshift-vs-kubernetes
 https://phoenixnap.com/blog/openshift-vs-kubernetes:
   title: "phoenixnap.com: Kubernetes vs OpenShift: Key Differences Compared \U0001F31F"
   description: ''
@@ -354572,6 +367853,7 @@ https://phoenixnap.com/blog/openshift-vs-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -354603,6 +367885,7 @@ https://phoenixnap.com/blog/sre-vs-devops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -354635,6 +367918,7 @@ https://phoenixnap.com/kb/kafka-on-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -354667,6 +367951,7 @@ https://phoenixnap.com/kb/linux-ssh-commands:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -354697,6 +367982,7 @@ https://pinboard.in/u:rmurphey/t:http2:
   last_checked: 1779029561.465366
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:52:41.465366+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -354715,13 +368001,14 @@ https://pingcap.com/blog/chaos-mesh-action-integrate-chaos-engineering-into-your
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 9a8370127b014dc8ef9a8d4caf99457b09790dcd80c18f4dd488e11f9b4aeb51
   health_score: 100.0
   last_checked: 1779031550.167234
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:50.167234+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -354730,6 +368017,7 @@ https://pingcap.com/blog/chaos-mesh-action-integrate-chaos-engineering-into-your
   - docs/chaos-engineering.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.pingcap.com/blog/chaos-mesh-action-integrate-chaos-engineering-into-your-ci
 https://pionative.com/6-important-things-you-need-to-run-kubernetes-in-production:
   title: 'pionative.com: 6 Important things you need to run Kubernetes in production'
   description: ''
@@ -354749,6 +368037,7 @@ https://pionative.com/6-important-things-you-need-to-run-kubernetes-in-productio
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -354782,6 +368071,7 @@ https://piotrminkowski.com/2019/12/20/microservices-with-spring-cloud-kubernetes
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -354815,6 +368105,7 @@ https://piotrminkowski.com/2020/03/10/best-practices-for-microservices-on-kubern
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -354848,6 +368139,7 @@ https://piotrminkowski.com/2020/06/10/spring-boot-library-for-integration-with-i
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -354879,6 +368171,7 @@ https://piotrminkowski.com/2020/08/03/development-on-kubernetes-ide-tools:
   last_checked: 1779033398.079975
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:38.079975+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -354913,6 +368206,7 @@ https://piotrminkowski.com/2020/09/29/rabbitmq-monitoring-on-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -354945,6 +368239,7 @@ https://piotrminkowski.com/2020/10/19/gitlab-ci-cd-on-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -354978,6 +368273,7 @@ https://piotrminkowski.com/2020/11/05/spring-boot-autoscaling-on-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -355009,6 +368305,7 @@ https://piotrminkowski.com/2020/11/10/continuous-integration-with-jenkins-on-kub
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -355042,6 +368339,7 @@ https://piotrminkowski.com/2020/12/18/spring-boot-on-kubernetes-with-buildpacks-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -355073,6 +368371,7 @@ https://piotrminkowski.com/2021/01/13/spring-boot-tips-tricks-and-techniques:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -355104,6 +368403,7 @@ https://piotrminkowski.com/2021/02/05/java-development-on-openshift-with-odo:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -355137,6 +368437,7 @@ https://piotrminkowski.com/2021/02/18/blue-green-deployment-with-a-database-on-k
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -355169,6 +368470,7 @@ https://piotrminkowski.com/2021/03/31/knative-eventing-with-kafka-and-quarkus:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -355202,6 +368504,7 @@ https://piotrminkowski.com/2021/05/26/spring-microservices-security-best-practic
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -355234,6 +368537,7 @@ https://piotrminkowski.com/2021/06/14/knative-eventing-with-quarkus-kafka-and-ca
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -355265,6 +368569,7 @@ https://piotrminkowski.com/2021/07/08/kubernetes-multicluster-with-kind-and-subm
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -355297,6 +368602,7 @@ https://piotrminkowski.com/2021/07/12/multicluster-traffic-mirroring-with-istio-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -355328,6 +368634,7 @@ https://piotrminkowski.com/2021/08/05/kubernetes-ci-cd-with-tekton-and-argocd:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -355360,6 +368667,7 @@ https://piotrminkowski.com/2021/10/12/quarkus-tips-tricks-and-techniques:
   last_checked: 1779034295.576673
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:35.576673+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -355386,13 +368694,14 @@ https://piotrminkowski.com/2021/10/25/kubernetes-multicluster-with-kind-and-cili
   resource_type: Article
   complexity: Advanced
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -355405,6 +368714,7 @@ https://piotrminkowski.com/2021/10/25/kubernetes-multicluster-with-kind-and-cili
   v2_locations:
   - demos.md
   youtube_mosaic: {}
+  duplicate_of: https://piotrminkowski.com/2021/07/08/kubernetes-multicluster-with-kind-and-submariner
 https://piotrminkowski.com/2021/11/30/serverless-java-functions-on-openshift:
   title: 'piotrminkowski.com: Serverless Java Functions on OpenShift'
   description: ''
@@ -355424,6 +368734,7 @@ https://piotrminkowski.com/2021/11/30/serverless-java-functions-on-openshift:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -355458,6 +368769,7 @@ https://piotrminkowski.com/2021/12/03/create-kubernetes-clusters-with-cluster-ap
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -355490,6 +368802,7 @@ https://piotrminkowski.com/2021/12/13/continuous-delivery-on-kubernetes-with-dat
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -355519,6 +368832,7 @@ https://piotrminkowski.com/2021/12/21/development-on-kubernetes-with-telepresenc
   last_checked: 1779030742.549121
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:22.549121+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -355547,6 +368861,7 @@ https://piotrminkowski.com/2021/12/30/vault-on-kubernetes-with-spring-cloud:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -355581,6 +368896,7 @@ https://piotrminkowski.com/2022/01/24/distributed-transactions-in-microservices-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -355615,6 +368931,7 @@ https://piotrminkowski.com/2022/02/21/validate-kubernetes-deployment-in-ci-cd-wi
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -355648,6 +368965,7 @@ https://piotrminkowski.com/2022/03/29/canary-release-on-kubernetes-with-knative-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -355681,6 +368999,7 @@ https://piotrminkowski.com/2022/06/06/continuous-development-on-kubernetes-with-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -355714,6 +369033,7 @@ https://piotrminkowski.com/2022/06/28/manage-kubernetes-cluster-with-terraform-a
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -355748,6 +369068,7 @@ https://piotrminkowski.com/2022/10/24/gitops-with-advanced-cluster-management-fo
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -355779,6 +369100,7 @@ https://piotrminkowski.com/2022/12/09/manage-multiple-kubernetes-clusters-with-a
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -355812,6 +369134,7 @@ https://piotrminkowski.com/2022/12/14/sealed-secrets-on-kubernetes-with-argocd-a
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -355845,6 +369168,7 @@ https://piotrminkowski.com/2023/02/13/best-practices-for-java-apps-on-kubernetes
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -355877,6 +369201,7 @@ https://piotrminkowski.com/2023/02/17/which-jdk-to-choose-on-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -355911,6 +369236,7 @@ https://piotrminkowski.com/2023/03/13/microservices-with-spring-boot-3-and-sprin
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -355944,6 +369270,7 @@ https://piotrminkowski.com/2023/04/30/concurrency-with-kafka-and-spring-boot:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -355975,6 +369302,7 @@ https://piotrminkowski.com/2023/05/05/manage-kubernetes-operators-with-argocd:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -356013,6 +369341,7 @@ https://piotrminkowski.com/2023/08/22/resize-cpu-limit-to-speed-up-java-startup-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -356045,6 +369374,7 @@ https://piotrminkowski.com/2023/09/15/introduction-to-grpc-with-quarkus:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -356076,6 +369406,7 @@ https://piotrminkowski.com/2023/11/07/slim-docker-images-for-java:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -356108,6 +369439,7 @@ https://piotrminkowski.com/2023/11/27/testing-java-apps-on-kubernetes-with-testk
   last_checked: 1779029356.597173
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:16.597173+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -356135,13 +369467,14 @@ https://piotrminkowski.com/2024/02/05/getting-started-with-azure-kubernetes-serv
   resource_type: Article
   complexity: Beginner
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -356154,6 +369487,7 @@ https://piotrminkowski.com/2024/02/05/getting-started-with-azure-kubernetes-serv
   v2_locations:
   - managed-kubernetes-in-public-cloud.md
   youtube_mosaic: {}
+  duplicate_of: https://adamtheautomator.com/azure-kubernetes-service
 https://piotrminkowski.com/2024/02/13/java-flight-recorder-on-kubernetes:
   title: 'piotrminkowski.com: Java Flight Recorder on Kubernetes'
   description: ''
@@ -356174,6 +369508,7 @@ https://piotrminkowski.com/2024/02/13/java-flight-recorder-on-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -356206,6 +369541,7 @@ https://piotrminkowski.com/2024/06/13/getting-started-with-backstage:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -356238,6 +369574,7 @@ https://piotrminkowski.com/2024/06/28/backstage-on-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -356270,6 +369607,7 @@ https://piotrminkowski.com/2024/07/04/idp-on-openshift-with-red-hat-developer-hu
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -356301,6 +369639,7 @@ https://piotrminkowski.wordpress.com/2019/01/15/kotlin-microservice-with-spring-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -356334,6 +369673,7 @@ https://pivotal.io/platform/pivotal-container-service:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -356367,6 +369707,7 @@ https://pivotal.io/platform/pivotal-container-service:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -356407,6 +369748,7 @@ https://pivotal.io/platform/pivotal-container-service:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -356437,6 +369779,7 @@ https://piyushverma.hashnode.dev/basic-linux-shell-scripting-for-devops-engineer
   last_checked: 1779030957.738462
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:57.738462+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -356470,6 +369813,7 @@ https://pjame-fb.medium.com/kubernetes-secrets-from-secrets-manager-using-extern
   last_checked: 1779033118.185514
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:58.185514+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -356503,6 +369847,7 @@ https://pkg.go.dev/github.com/keilerkonzept/aws-secretsmanager-files:
   last_checked: 1779029251.901242
   needs_ai_refresh: true
   discovered_at: '2024-07-30T22:47:01Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -356538,6 +369883,7 @@ https://pkg.go.dev/k8s.io/client-go:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -356571,6 +369917,7 @@ https://pkg.go.dev/knative.dev/security-guard:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -356603,6 +369950,7 @@ https://planetscale.com/docs/vitess/best-practices:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -356634,6 +369982,7 @@ https://plantuml.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -356667,6 +370016,7 @@ https://platform.cloudogu.com/en/blog/cd-with-nexus-jenkins-ces:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -356699,6 +370049,7 @@ https://platform.cloudogu.com/en/blog/gitops-tools:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -356731,6 +370082,7 @@ https://platform.cloudogu.com/en/blog/kubernetes-least-privilege-gcp-example:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -356763,6 +370115,7 @@ https://platform.qa.com/login:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -356795,6 +370148,7 @@ https://platform9.com/blog/difference-between-multi-cluster-multi-master-multi-t
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -356827,6 +370181,7 @@ https://platform9.com/blog/difference-between-multi-cluster-multi-master-multi-t
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -356858,6 +370213,7 @@ https://platform9.com/blog/kubernetes-ci-cd-pipelines-at-scale:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -356890,6 +370246,7 @@ https://platform9.com/blog/kubernetes-cluster-sizing-how-large-should-a-kubernet
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -356920,6 +370277,7 @@ https://platform9.com/blog/kubernetes-service-mesh:
   last_checked: 1779130494.931573
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.931573+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -356953,6 +370311,7 @@ https://platform9.com/blog/kubernetes-service-mesh-a-comparison-of-istio-linkerd
   last_checked: 1779031026.20083
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:06.200830+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -356980,6 +370339,7 @@ https://platform9.com/blog/ultimate-guide-to-kubernetes-ingress-controllers:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -357004,13 +370364,14 @@ https://platform9.com/lp/ultimate-guide-enterprise-kubernetes:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 1dd98cdba86e04b5984e7ad8c8693d1defb949d1deca715d31c325d47ac1464b
   health_score: 100.0
   last_checked: 1779029365.110532
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:25.110532+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -357019,6 +370380,7 @@ https://platform9.com/lp/ultimate-guide-enterprise-kubernetes:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://platform9.com/blog/kubernetes-service-mesh-a-comparison-of-istio-linkerd-and-consul
 https://platformengineering.org:
   title: platformengineering.org
   description: ''
@@ -357039,6 +370401,7 @@ https://platformengineering.org:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -357071,6 +370434,7 @@ https://platformengineering.org/blog/ai-is-changing-the-future-of-platform-engin
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -357104,6 +370468,7 @@ https://platformengineering.org/tools/capsule:
   last_checked: 1779030285.34064
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:04:45.340640+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -357136,6 +370501,7 @@ https://platformwale.blog/2023/07/15/create-amazon-eks-cluster-within-its-vpc-us
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -357166,6 +370532,7 @@ https://play.google.com/store/search?q=learn+kubernetes:
   last_checked: 1779029569.907147
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:49.907147+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -357191,6 +370558,7 @@ https://play.google.com/store/search?q=learn+kubernetes&c=apps:
   last_checked: 1779130495.00585
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.005850+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -357216,6 +370584,7 @@ https://play.meshery.io:
   last_checked: 1779031602.13757
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:42.137570+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -357242,6 +370611,7 @@ https://pll.harvard.edu/course/cs50-introduction-computer-science:
   last_checked: 1781735939.740741
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:59.740741+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -357275,6 +370645,7 @@ https://ploffay.medium.com/five-years-evolution-of-open-source-distributed-traci
   last_checked: 1779029838.045119
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:57:18.045119+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -357307,6 +370678,7 @@ https://plugins.jenkins.io/allure-jenkins-plugin:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -357339,6 +370711,7 @@ https://plugins.jenkins.io/anchore-container-scanner:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -357370,6 +370743,7 @@ https://plugins.jenkins.io/aqua-security-scanner:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -357401,6 +370775,7 @@ https://plugins.jenkins.io/aws-credentials:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -357432,6 +370807,7 @@ https://plugins.jenkins.io/aws-java-sdk:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -357463,6 +370839,7 @@ https://plugins.jenkins.io/aws-kinesis-consumer:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -357494,6 +370871,7 @@ https://plugins.jenkins.io/aws-secrets-manager-credentials-provider:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -357525,6 +370903,7 @@ https://plugins.jenkins.io/azure-artifact-manager:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -357549,13 +370928,14 @@ https://plugins.jenkins.io/azure-keyvault:
   resource_type: Jenkins Plugin
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -357568,6 +370948,7 @@ https://plugins.jenkins.io/azure-keyvault:
   v2_locations:
   - jenkins.md
   youtube_mosaic: {}
+  duplicate_of: https://learn.microsoft.com/en-us/azure/key-vault/general/overview
 https://plugins.jenkins.io/bitbucket-push-and-pull-request:
   title: 'Jenkins Plugin: Bitbucket Push and Pull Request'
   description: ''
@@ -357587,6 +370968,7 @@ https://plugins.jenkins.io/bitbucket-push-and-pull-request:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -357618,6 +371000,7 @@ https://plugins.jenkins.io/blueocean:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -357649,6 +371032,7 @@ https://plugins.jenkins.io/blueocean-pipeline-editor:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -357680,6 +371064,7 @@ https://plugins.jenkins.io/blueocean-rest:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -357714,6 +371099,7 @@ https://plugins.jenkins.io/build-monitor-plugin:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -357745,6 +371131,7 @@ https://plugins.jenkins.io/cloudbees-credentials:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -357777,6 +371164,7 @@ https://plugins.jenkins.io/cloudbees-disk-usage-simple:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -357808,6 +371196,7 @@ https://plugins.jenkins.io/cloudbees-jenkins-advisor:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -357839,6 +371228,7 @@ https://plugins.jenkins.io/code-coverage-api:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -357870,6 +371260,7 @@ https://plugins.jenkins.io/compress-buildlog:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -357899,6 +371290,7 @@ https://plugins.jenkins.io/configuration-as-code:
   last_checked: 1779030285.090542
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:04:45.090542+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -357926,6 +371318,7 @@ https://plugins.jenkins.io/configurationslicing:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -357957,6 +371350,7 @@ https://plugins.jenkins.io/copyartifact:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -357989,6 +371383,7 @@ https://plugins.jenkins.io/credentials-binding:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -358020,6 +371415,7 @@ https://plugins.jenkins.io/cucumber-reports:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -358051,6 +371447,7 @@ https://plugins.jenkins.io/custom-checkbox-parameter:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -358082,6 +371479,7 @@ https://plugins.jenkins.io/cvs:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -358113,6 +371511,7 @@ https://plugins.jenkins.io/declarative-pipeline-migration-assistant:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -358138,13 +371537,14 @@ https://plugins.jenkins.io/declarative-pipeline-migration-assistant-api:
   resource_type: Plugin
   complexity: High
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -358157,6 +371557,7 @@ https://plugins.jenkins.io/declarative-pipeline-migration-assistant-api:
   v2_locations:
   - jenkins.md
   youtube_mosaic: {}
+  duplicate_of: https://plugins.jenkins.io/declarative-pipeline-migration-assistant
 https://plugins.jenkins.io/deploy-dashboard:
   title: Deploy Dashboard by Namecheap
   description: "- [namecheap.com: Visualize Your Deployment Status with Jenkins \U0001F31F](https://www.namecheap.com/blog/visualize-your-deployment-status-with-jenkins)"
@@ -358176,6 +371577,7 @@ https://plugins.jenkins.io/deploy-dashboard:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -358207,6 +371609,7 @@ https://plugins.jenkins.io/docker-custom-build-environment:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -358239,6 +371642,7 @@ https://plugins.jenkins.io/ec2:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -358270,6 +371674,7 @@ https://plugins.jenkins.io/ec2-fleet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -358301,6 +371706,7 @@ https://plugins.jenkins.io/electricflow:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -358332,6 +371738,7 @@ https://plugins.jenkins.io/extensible-choice-parameter:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -358363,6 +371770,7 @@ https://plugins.jenkins.io/fortify:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -358395,6 +371803,7 @@ https://plugins.jenkins.io/gatling:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -358427,6 +371836,7 @@ https://plugins.jenkins.io/ghprb:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -358459,6 +371869,7 @@ https://plugins.jenkins.io/git:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -358490,6 +371901,7 @@ https://plugins.jenkins.io/git-forensics:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -358521,6 +371933,7 @@ https://plugins.jenkins.io/git-push:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -358552,6 +371965,7 @@ https://plugins.jenkins.io/github-autostatus:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -358584,6 +371998,7 @@ https://plugins.jenkins.io/github-branch-source:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -358616,6 +372031,7 @@ https://plugins.jenkins.io/hashicorp-vault-plugin:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -358649,6 +372065,7 @@ https://plugins.jenkins.io/job-dsl:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -358681,6 +372098,7 @@ https://plugins.jenkins.io/kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -358716,6 +372134,7 @@ https://plugins.jenkins.io/kubernetes-cd:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -358750,6 +372169,7 @@ https://plugins.jenkins.io/kubernetes-cli:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -358781,6 +372201,7 @@ https://plugins.jenkins.io/leastload:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -358812,6 +372233,7 @@ https://plugins.jenkins.io/logstash:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -358843,6 +372265,7 @@ https://plugins.jenkins.io/matrix-auth:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -358874,6 +372297,7 @@ https://plugins.jenkins.io/metrics:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -358905,6 +372329,7 @@ https://plugins.jenkins.io/monitor-pro:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -358936,6 +372361,7 @@ https://plugins.jenkins.io/nomad:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -358967,6 +372393,7 @@ https://plugins.jenkins.io/npm-yarn-wrapper-steps:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -358999,6 +372426,7 @@ https://plugins.jenkins.io/openshift-client:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -359031,6 +372459,7 @@ https://plugins.jenkins.io/openshift-deployer:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -359062,6 +372491,7 @@ https://plugins.jenkins.io/openshift-login:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -359095,6 +372525,7 @@ https://plugins.jenkins.io/openshift-pipeline:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -359128,6 +372559,7 @@ https://plugins.jenkins.io/openshift-sync:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -359161,6 +372593,7 @@ https://plugins.jenkins.io/opentelemetry:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -359192,6 +372625,7 @@ https://plugins.jenkins.io/parameter-separator:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -359221,6 +372655,7 @@ https://plugins.jenkins.io/performance:
   last_checked: 1779031962.274726
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:32:42.274726+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -359251,6 +372686,7 @@ https://plugins.jenkins.io/pipeline-as-yaml:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -359283,6 +372719,7 @@ https://plugins.jenkins.io/pipeline-graph-view:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -359315,6 +372752,7 @@ https://plugins.jenkins.io/pipeline-maven:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -359346,6 +372784,7 @@ https://plugins.jenkins.io/pipeline-utility-steps:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -359378,6 +372817,7 @@ https://plugins.jenkins.io/plasticscm-mergebot:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -359409,6 +372849,7 @@ https://plugins.jenkins.io/plugin-usage-plugin:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -359440,6 +372881,7 @@ https://plugins.jenkins.io/qftest:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -359472,6 +372914,7 @@ https://plugins.jenkins.io/qualys-cs:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -359503,6 +372946,7 @@ https://plugins.jenkins.io/rapid7-insightvm-container-assessment:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -359534,6 +372978,7 @@ https://plugins.jenkins.io/rest-list-parameter:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -359565,6 +373010,7 @@ https://plugins.jenkins.io/robot:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -359596,6 +373042,7 @@ https://plugins.jenkins.io/role-strategy:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -359627,6 +373074,7 @@ https://plugins.jenkins.io/scm-filter-jervis:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -359658,6 +373106,7 @@ https://plugins.jenkins.io/script-security:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -359691,6 +373140,7 @@ https://plugins.jenkins.io/sonar:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -359722,6 +373172,7 @@ https://plugins.jenkins.io/splunk-devops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -359753,6 +373204,7 @@ https://plugins.jenkins.io/sysdig-secure:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -359786,6 +373238,7 @@ https://plugins.jenkins.io/syslog-logger:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -359817,6 +373270,7 @@ https://plugins.jenkins.io/templating-engine:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -359849,6 +373303,7 @@ https://plugins.jenkins.io/text-finder:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -359881,6 +373336,7 @@ https://plugins.jenkins.io/uno-choice:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -359912,6 +373368,7 @@ https://plugins.jenkins.io/vsphere-cloud:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -359943,6 +373400,7 @@ https://plugins.jenkins.io/warnings-ng:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -359972,6 +373430,7 @@ https://pmbanugo.me/faas-on-kubernetes-from-aws-lambda-api-gateway-to-knative-ko
   last_checked: 1779033088.65747
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:28.657470+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -360000,6 +373459,7 @@ https://pod.chaoslever.com/hashicorp-under-ibms-wing:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -360029,6 +373489,7 @@ https://pod.chaoslever.com/redefining-virtualization-in-the-vmware-acquisition-e
   last_checked: 1779130495.019473
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.019473+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -360066,6 +373527,7 @@ https://podcasts.apple.com/us/podcast/openai-podcast/id1820330260:
   last_checked: 1780352272.99402
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:17:52.994020+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -360104,6 +373566,7 @@ https://podman-desktop.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -360135,6 +373598,7 @@ https://podman.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -360146,6 +373610,7 @@ https://podman.io:
   v1_locations: []
   v2_locations:
   - container-managers.md
+  - docker.md
   youtube_mosaic: {}
 https://podman.io/blogs/2020/06/29/podman-v2-announce.html:
   title: 'podmain.io: Announcing Podman v2'
@@ -360167,6 +373632,7 @@ https://podman.io/blogs/2020/06/29/podman-v2-announce.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -360199,6 +373665,7 @@ https://pointbase.hashnode.dev/understand-docker-layers-by-example-run-instructi
   last_checked: 1779031566.854718
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:06.854718+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -360231,6 +373698,7 @@ https://polarsquad.com/blog/check-your-kubernetes-deployments:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -360262,6 +373730,7 @@ https://polarsquad.com/blog/stop-doing-pull-requests:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -360296,6 +373765,7 @@ https://poloclub.github.io/cnn-explainer:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -360327,6 +373797,7 @@ https://poolofthought.com/how-to-implement-the-automerge-feature-that-is-missing
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -360359,6 +373830,7 @@ https://portal.cloud.hashicorp.com/vagrant/discover/ansible/tower:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -360390,6 +373862,7 @@ https://portal.cloud.hashicorp.com/vagrant/discover/krlex/centos-awx:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -360420,6 +373893,7 @@ https://portal.dev:
   last_checked: 1779030975.527984
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:15.527984+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -360451,6 +373925,7 @@ https://portal.kubevious.io:
   last_checked: 1779031450.860318
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:10.860318+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -360484,6 +373959,7 @@ https://portal.tutorialsdojo.com/product-category/aws/aws-digital-courses-2:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -360516,6 +373992,7 @@ https://porter.sh:
   last_checked: 1779031341.856052
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:22:21.856052+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -360548,6 +374025,7 @@ https://portswigger.net:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -360571,13 +374049,14 @@ https://portswigger.net/daily-swig/introducing-vapi-an-open-source-lab-environme
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: d85fc80de493313ace77dc75debeb3dd721c864a082b14638e63b03deaf8780e
   health_score: 100.0
   last_checked: 1779031694.735897
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:14.735897+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -360586,6 +374065,7 @@ https://portswigger.net/daily-swig/introducing-vapi-an-open-source-lab-environme
   - docs/api.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://portswigger.net
 https://portworx.com:
   title: Portworx
   description: ''
@@ -360604,6 +374084,7 @@ https://portworx.com:
   last_checked: 1781736036.115883
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:36.115883+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -360629,13 +374110,14 @@ https://portworx.com/automating-kubernetes-data-management-with-gitops-autopilot
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779032117.174103
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:17.174103+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -360649,6 +374131,7 @@ https://portworx.com/automating-kubernetes-data-management-with-gitops-autopilot
   v2_locations:
   - gitops.md
   youtube_mosaic: {}
+  duplicate_of: https://portworx.com/blog/automating-kubernetes-data-management-with-gitops-autopilot
 https://portworx.com/how-to-backup-and-restore-elasticsearch-on-kubernetes:
   title: 'portworx.com: How to backup and restore Elasticsearch on Kubernetes'
   description: ''
@@ -360661,13 +374144,14 @@ https://portworx.com/how-to-backup-and-restore-elasticsearch-on-kubernetes:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779032056.877129
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:16.877129+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -360681,6 +374165,7 @@ https://portworx.com/how-to-backup-and-restore-elasticsearch-on-kubernetes:
   v2_locations:
   - kubernetes-monitoring.md
   youtube_mosaic: {}
+  duplicate_of: https://portworx.com/blog/how-to-backup-and-restore-elasticsearch-on-kubernetes
 https://portworx.com/implementing-data-security-on-red-hat-openshift:
   title: "portworx.com: Implementing Data Security on Red Hat OpenShift \U0001F31F"
   description: ''
@@ -360693,13 +374178,14 @@ https://portworx.com/implementing-data-security-on-red-hat-openshift:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779031466.610198
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:26.610198+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -360713,6 +374199,7 @@ https://portworx.com/implementing-data-security-on-red-hat-openshift:
   v2_locations:
   - devsecops.md
   youtube_mosaic: {}
+  duplicate_of: https://portworx.com/blog/implementing-data-security-on-red-hat-openshift
 https://portworx.com/kubernetes-backup-monitoring:
   title: 'portworx.com: Monitoring Kubernetes Backup with Prometheus and Grafana'
   description: ''
@@ -360725,13 +374212,14 @@ https://portworx.com/kubernetes-backup-monitoring:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779032039.341827
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:59.341827+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -360745,6 +374233,7 @@ https://portworx.com/kubernetes-backup-monitoring:
   v2_locations:
   - prometheus.md
   youtube_mosaic: {}
+  duplicate_of: https://portworx.com/blog/kubernetes-backup-monitoring
 https://portworx.com/products/px-backup:
   title: PX-Backup
   description: ''
@@ -360763,6 +374252,7 @@ https://portworx.com/products/px-backup:
   last_checked: 1779034332.438867
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:12.438867+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -360787,13 +374277,14 @@ https://portworx.com/run-ha-elasticsearch-elk-red-hat-openshift:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779032231.934204
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:11.934204+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -360807,6 +374298,7 @@ https://portworx.com/run-ha-elasticsearch-elk-red-hat-openshift:
   v2_locations:
   - ocp3.md
   youtube_mosaic: {}
+  duplicate_of: https://portworx.com/blog/run-ha-elasticsearch-elk-red-hat-openshift
 https://portworx.com/tutorial-kubernetes-persistent-volumes:
   title: 'portworx.com: Kubernetes Persistent Volume Tutorial by Portworx'
   description: ''
@@ -360825,6 +374317,7 @@ https://portworx.com/tutorial-kubernetes-persistent-volumes:
   last_checked: 1781736036.68631
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:36.686310+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -360857,6 +374350,7 @@ https://postgresapp.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -360879,13 +374373,14 @@ https://postgrescheatsheet.com:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: e13b92ec97c475f5bbca0e02c32bb98d66b3fda0e538e7c155d595f7c066dc51
   health_score: 100.0
   last_checked: 1779032975.25849
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:35.258490+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -360894,6 +374389,7 @@ https://postgrescheatsheet.com:
   - docs/cheatsheets.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.tigerdata.com/learn/postgres-cheat-sheet
 https://povilasv.me/kubernetes-node-local-dns-cache:
   title: Kubernetes Node Local DNS Cache
   description: ''
@@ -360914,6 +374410,7 @@ https://povilasv.me/kubernetes-node-local-dns-cache:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -360947,6 +374444,7 @@ https://powershellmagazine.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -360977,6 +374475,7 @@ https://prabirmahatha.hashnode.dev/jenkins-declarative-pipeline-with-docker:
   last_checked: 1779029948.2904
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:08.290400+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -361010,6 +374509,7 @@ https://practical365.com/connect-microsoft-graph-powershell-sdk:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -361043,6 +374543,7 @@ https://practical365.com/use-certificate-authentication-microsoft-graph-sdk:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -361074,6 +374575,7 @@ https://practicalkubernetes.blogspot.com/2022/01/making-case-for-kubernetes-oper
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -361107,6 +374609,7 @@ https://pradeepdaniel.medium.com/real-time-change-data-replication-to-snowflake-
   last_checked: 1779033263.029352
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:23.029352+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -361139,6 +374642,7 @@ https://pradeepl.com/blog/kubernetes/introduction-to-kubernetes-admission-contro
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -361162,13 +374666,14 @@ https://prakashkumar0301.medium.com/blue-green-deployment-with-kubernetes-a37a53
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779032961.100201
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:21.100201+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -361182,6 +374687,7 @@ https://prakashkumar0301.medium.com/blue-green-deployment-with-kubernetes-a37a53
   v2_locations:
   - kubernetes.md
   youtube_mosaic: {}
+  duplicate_of: https://blog.devgenius.io/blue-green-deployment-with-kubernetes-b7595b17fe17
 https://prashant-48386.medium.com/continuous-delivery-for-kubernetes-with-argo-cd-9d5f3b69f1db:
   title: 'prashant-48386.medium.com: Continuous Delivery for Kubernetes With Argo''
     CD'
@@ -361201,6 +374707,7 @@ https://prashant-48386.medium.com/continuous-delivery-for-kubernetes-with-argo-c
   last_checked: 1779033759.151123
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:39.151123+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -361234,6 +374741,7 @@ https://pratapreddypilaka.blogspot.com/2023/11/azure-finops-using-terraform-and.
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -361266,6 +374774,7 @@ https://praveendandu24.medium.com/ansible-infrastructure-testing-to-test-aws-res
   last_checked: 1779034232.508061
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:32.508061+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -361299,6 +374808,7 @@ https://praveendandu24.medium.com/ansible-infrastructure-testing-to-test-aws-res
   last_checked: 1779031333.298378
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:13.298378+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -361332,6 +374842,7 @@ https://praveendandu24.medium.com/mastering-terraform-top-20-essential-commands-
   last_checked: 1779034579.874738
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:19.874738+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -361365,6 +374876,7 @@ https://praveendandu24.medium.com/mastering-terraform-top-20-essential-commands-
   last_checked: 1779031507.230196
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:07.230196+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -361398,6 +374910,7 @@ https://praveendavidmathew.medium.com/data-driven-testing-per-request-without-us
   last_checked: 1779034090.316217
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:10.316217+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -361430,6 +374943,7 @@ https://prcode.co.uk/2021/04/29/connect-azure-mysql-to-private-endpoint-with-ter
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -361462,6 +374976,7 @@ https://prcode.co.uk/2022/02/08/terraform-code-quality:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -361495,6 +375010,7 @@ https://pre-commit.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -361528,6 +375044,7 @@ https://priyankavergadia.substack.com/p/12-factor-agents-principles-for-building
   last_checked: 1780352849.031727
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:27:29.031727+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -361574,6 +375091,7 @@ https://priyankavergadia.substack.com/p/cpu-vs-gpu-vs-tpu-vs-npu-vs-dpu-vs?r=65w
   last_checked: 1780401702.548933
   needs_ai_refresh: false
   discovered_at: '2026-06-02T14:01:42.548933+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -361619,6 +375137,7 @@ https://priyankavergadia.substack.com/p/the-layoffs-wont-stop-until-we:
   last_checked: 1780400585.971827
   needs_ai_refresh: false
   discovered_at: '2026-06-02T13:43:05.971827+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -361662,6 +375181,7 @@ https://proandroiddev.com/continuous-integration-delivery-for-android-with-githu
   last_checked: 1779029475.257048
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:15.257048+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -361695,6 +375215,7 @@ https://proandroiddev.comimproving-ci-cd-pipeline-for-android-via-fastlane-and-g
   last_checked: 1779034345.543316
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:25.543316+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -361728,6 +375249,7 @@ https://procodeguide.com/programming/polly-in-aspnet-core:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -361752,13 +375274,14 @@ https://programmer.ink/think/maven-scaffolding-best-practices.html:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779031844.517397
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:44.517397+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -361772,6 +375295,7 @@ https://programmer.ink/think/maven-scaffolding-best-practices.html:
   v2_locations:
   - maven-gradle.md
   youtube_mosaic: {}
+  duplicate_of: https://enclaver.io/docs/0.x/getting-started
 https://project-management.com/understanding-responsibility-assignment-matrix-raci-matrix:
   title: Understanding Responsibility Assignment Matrix (RACI Matrix)
   description: ''
@@ -361792,6 +375316,7 @@ https://project-management.com/understanding-responsibility-assignment-matrix-ra
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -361824,6 +375349,7 @@ https://projector.cloud-mercato.com/projects/state-of-the-art-of-public-object-s
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -361856,6 +375382,7 @@ https://projects.eclipse.org/projects/technology.microprofile:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -361887,6 +375414,7 @@ https://promcat.io:
   last_checked: 1779033062.652785
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:02.652785+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -361921,6 +375449,7 @@ https://prometheus-community.github.io/helm-charts:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -361954,6 +375483,7 @@ https://prometheus-operator.dev:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -361985,6 +375515,7 @@ https://prometheus.demo.do.prometheus.io:
   last_checked: 1779031642.220456
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:22.220456+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -362018,6 +375549,7 @@ https://prometheus.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -362051,6 +375583,7 @@ https://prometheus.io/blog/2021/11/16/agent:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -362073,13 +375606,14 @@ https://prometheus.io/docs/alerting/alertmanager:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 9b8341f2b4d7e142f5fd9a60f353bf19a6c7ffeae34c7460cb575cc5bf3f66c5
   health_score: 100.0
   last_checked: 1779031800.074987
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:00.074987+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -362088,6 +375622,7 @@ https://prometheus.io/docs/alerting/alertmanager:
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://prometheus.io/docs/alerting/latest/alertmanager
 https://prometheus.io/docs/alerting/latest/alertmanager:
   title: prometheus.io/docs/alerting/alertmanager/
   description: ''
@@ -362106,6 +375641,7 @@ https://prometheus.io/docs/alerting/latest/alertmanager:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -362138,6 +375674,7 @@ https://prometheus.io/docs/instrumenting/clientlibs:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -362170,6 +375707,7 @@ https://prometheus.io/docs/instrumenting/exporters:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -362201,6 +375739,7 @@ https://prometheus.io/docs/instrumenting/writing_exporters:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -362232,6 +375771,7 @@ https://prometheus.io/docs/introduction/comparison:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -362256,13 +375796,14 @@ https://prometheus.io/docs/prometheus/latest/getting_started:
   resource_type: Documentation
   complexity: Beginner
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -362275,6 +375816,7 @@ https://prometheus.io/docs/prometheus/latest/getting_started:
   v2_locations:
   - prometheus.md
   youtube_mosaic: {}
+  duplicate_of: https://docs.gradle.org/current/userguide/getting_started.html
 https://prometheus.io/docs/prometheus/latest/installation:
   title: 'prometheus.io: Installarion'
   description: ''
@@ -362294,6 +375836,7 @@ https://prometheus.io/docs/prometheus/latest/installation:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -362323,6 +375866,7 @@ https://prometheus.io/docs/prometheus/latest/querying/basics:
   last_checked: 1779030440.296066
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:07:20.296066+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -362350,6 +375894,7 @@ https://prometheus.io/docs/prometheus/latest/storage:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -362379,6 +375924,7 @@ https://prometheus.io/download:
   last_checked: 1779034037.810109
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:07:17.810109+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -362406,6 +375952,7 @@ https://promitor.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -362437,6 +375984,7 @@ https://promlabs.com/blog/2022/12/11/avoid-these-6-mistakes-when-getting-started
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -362469,6 +376017,7 @@ https://promlens.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -362500,6 +376049,7 @@ https://promtools.dev:
   last_checked: 1779030503.451458
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:23.451458+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -362530,6 +376080,7 @@ https://proteon.com/2018/10/18/openshift-in-a-world-of-kubernetes-as-a-service:
   last_checked: 1779029072.213885
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:32.213885+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -362556,6 +376107,7 @@ https://pub.towardsai.net/class-and-objects-in-python-with-examples-591c6ca95ee6
   last_checked: 1779029862.760894
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:57:42.760894+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -362587,6 +376139,7 @@ https://pub.towardsai.net/oops-concept-in-python-b5f5833d57db:
   last_checked: 1779031226.367887
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:26.367887+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -362618,6 +376171,7 @@ https://pub.towardsai.net/python-zero-to-hero-with-examples-c7a5dedb968b:
   last_checked: 1779032756.602428
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:56.602428+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -362650,6 +376204,7 @@ https://pub.towardsai.net/software-engineering-baa4e7a8015c:
   last_checked: 1779030011.705157
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:11.705157+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -362683,6 +376238,7 @@ https://pub.towardsai.net/step-by-step-design-of-enhanced-entity-relationship-ee
   last_checked: 1779033764.965641
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:44.965641+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -362715,6 +376271,7 @@ https://pub.towardsai.net/why-map-filter-and-reduce-functions-are-so-famous-4c8e
   last_checked: 1779032095.037879
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:55.037879+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -362748,6 +376305,7 @@ https://publicapis.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -362777,6 +376335,7 @@ https://publications.opengroup.org:
   last_checked: 1779032017.526668
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:37.526668+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -362804,6 +376363,7 @@ https://pulpproject.org:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2010-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -362836,6 +376396,7 @@ https://pulsar.apache.org:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -362867,6 +376428,7 @@ https://pulsemcp.com:
   last_checked: 1779031096.738023
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:16.738023+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -362897,6 +376459,7 @@ https://puppet.com/resources/?refinementList%5Btype%5D%5B0%5D=Report&page=1&conf
   last_checked: 1779032296.479196
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:16.479196+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
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@@ -362921,6 +376484,7 @@ https://puppet.com/resources/report/2015-state-devops-report:
   last_checked: 1779033218.110984
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:38.110984+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -362946,6 +376510,7 @@ https://puppet.com/resources/report/2020-devops-salary-report:
   last_checked: 1779032289.698098
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:09.698098+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -362970,6 +376535,7 @@ https://puppet.com/resources/report/2020-state-of-devops-report:
   last_checked: 1779029138.175615
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:38.175615+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -362988,13 +376554,14 @@ https://puppet.com/resources/report/2021-state-of-devops-report:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779031649.47751
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:29.477510+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -363009,6 +376576,7 @@ https://puppet.com/resources/report/2021-state-of-devops-report:
   - devops.md
   - index.md
   youtube_mosaic: {}
+  duplicate_of: https://www.puppet.com/resources/state-of-devops-report
 https://puppet.com/resources/report/gartner-report-top-trends-impacting-infrastructure-and-operations-for-2021:
   title: 2021 Gartner Report Top Trends Infra & Operations
   description: ''
@@ -363026,6 +376594,7 @@ https://puppet.com/resources/report/gartner-report-top-trends-impacting-infrastr
   last_checked: 1779030472.973706
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:52.973706+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -363053,6 +376622,7 @@ https://purnapoudel.blogspot.com/2018/09/how-to-configure-postgresql-with-ssl-tl
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -363084,6 +376654,7 @@ https://purushothamkdr453.medium.com/event-driven-autoscaling-in-kubernetes-usin
   last_checked: 1779029421.333207
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:50:21.333207+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -363117,6 +376688,7 @@ https://pushbuildtestdeploy.com/jenkins-on-kubernetes-building-docker-images:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -363149,6 +376721,7 @@ https://px.dev:
   last_checked: 1779034521.045309
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:15:21.045309+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -363179,6 +376752,7 @@ https://pygithub.readthedocs.io:
   last_checked: 1779029628.697027
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:48.697027+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -363207,6 +376781,7 @@ https://pymotw.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -363239,6 +376814,7 @@ https://pymotw.com/2:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2017-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -363271,6 +376847,7 @@ https://pypi.org/project/airflow-provider-mlflow:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -363302,6 +376879,7 @@ https://pypi.org/project/ansible-navigator:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -363335,6 +376913,7 @@ https://pypi.org/project/ec2-ssh-yplan:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -363346,6 +376925,7 @@ https://pypi.org/project/ec2-ssh-yplan:
   v1_locations: []
   v2_locations:
   - aws-tools-scripts.md
+  - python.md
   youtube_mosaic: {}
 https://pypi.org/project/http-sfv:
   title: 'http-sfv: HTTP Structured Field Values in Python'
@@ -363368,6 +376948,7 @@ https://pypi.org/project/http-sfv:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -363399,6 +376980,7 @@ https://pypi.org/project/latexify-py:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -363431,6 +377013,7 @@ https://pypi.org/project/pddb:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -363453,13 +377036,14 @@ https://pypi.org/project/strimzi-kafka-cli:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: e91d38d69d4f98d0f37444e19173877101130412df85716ec98ad7ce8ab74f80
   health_score: 100.0
   last_checked: 1779029118.651145
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:18.651145+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -363468,6 +377052,7 @@ https://pypi.org/project/strimzi-kafka-cli:
   - docs/message-queue.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://es.scribd.com/document/207247675/PEP-8-Cheatsheet-2009
 https://pypi.python.org/pypi/ec2-ssh-yplan:
   title: 'ec2-ssh-yplan: A pair of command line utilities for finding and SSH-ing''
     into your Amazon EC2 instances by tag (such as β€˜Name’)'
@@ -363479,13 +377064,14 @@ https://pypi.python.org/pypi/ec2-ssh-yplan:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: e91d38d69d4f98d0f37444e19173877101130412df85716ec98ad7ce8ab74f80
   health_score: 100.0
   last_checked: 1779029110.581426
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:10.581426+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -363495,6 +377081,7 @@ https://pypi.python.org/pypi/ec2-ssh-yplan:
   - docs/python.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://es.scribd.com/document/207247675/PEP-8-Cheatsheet-2009
 https://pypi.python.org/pypi/gabbi:
   title: gabbi - Declarative HTTP testing library pypi
   description: ''
@@ -363516,6 +377103,7 @@ https://pypi.python.org/pypi/gabbi:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -363538,13 +377126,14 @@ https://pypi.python.org/pypi/pddb:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: e91d38d69d4f98d0f37444e19173877101130412df85716ec98ad7ce8ab74f80
   health_score: 100.0
   last_checked: 1779032105.939797
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:05.939797+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -363553,6 +377142,7 @@ https://pypi.python.org/pypi/pddb:
   - docs/python.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://es.scribd.com/document/207247675/PEP-8-Cheatsheet-2009
 https://python.plainenglish.io/15-github-repos-that-every-developers-must-bookmark-right-now-eee01db63977:
   title: 'python.plainenglish.io: 15 GitHub Repos That Every Developers Must Bookmark''
     Right Now'
@@ -363573,6 +377163,7 @@ https://python.plainenglish.io/15-github-repos-that-every-developers-must-bookma
   last_checked: 1779031438.079982
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:58.079982+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -363606,6 +377197,7 @@ https://python.plainenglish.io/how-to-perform-read-and-write-operations-on-json-
   last_checked: 1779030986.1495
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:26.149500+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -363639,6 +377231,7 @@ https://python.plainenglish.io/its-time-to-say-goodbye-to-these-obsolete-python-
   last_checked: 1779033844.710576
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:04:04.710576+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -363670,6 +377263,7 @@ https://python.plainenglish.io/python-snippets-7e8dcbeae26e:
   last_checked: 1779030443.010396
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:23.010396+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -363703,6 +377297,7 @@ https://python.plainenglish.io/rest-a-quick-guide-to-building-scalable-and-flexi
   last_checked: 1779030587.384854
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:47.384854+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -363736,6 +377331,7 @@ https://python.plainenglish.io/special-methods-that-will-change-how-you-build-cl
   last_checked: 1779031793.51943
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:53.519430+02:00'
+  last_ai_eval: null
   company: null
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   discovered_at: '2026-05-17T17:35:03.680529+02:00'
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@@ -363867,6 +377467,7 @@ https://pythonsimplified.com/how-to-schedule-python-scripts-using-schedule-libra
   - docs/python.md
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   youtube_mosaic: {}
+  duplicate_of: https://hewing.foliotek.me
 https://pythonspeed.com/articles/docker-buildkit:
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   discovered_at: '2021-06-01T00:00:00+02:00'
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   discovered_at: '2022-06-01T00:00:00+02:00'
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   discovered_at: '2014-06-01T00:00:00+02:00'
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   discovered_at: '2015-06-01T00:00:00+02:00'
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   discovered_at: '2026-06-18T00:43:56.271306+02:00'
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   discovered_at: '2026-05-17T17:42:19.993353+02:00'
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   - docs/message-queue.md
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   youtube_mosaic: {}
+  duplicate_of: https://www.quandarycg.com/everything-you-need-to-know-about-integrations
 https://quarkus.io:
   title: quarkus.io
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   discovered_at: '2025-06-01T00:00:00+02:00'
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@@ -364696,6 +378324,7 @@ https://quickref.me/index.html:
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   v2_locations:
   - cheatsheets.md
+  - kubernetes-tools.md
   youtube_mosaic: {}
 https://qvault.io/2020/10/26/how-to-restart-all-pods-in-a-kubernetes-namespace:
   title: 'qvault.io: How to Restart All Pods in a Kubernetes Namespace'
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   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.boot.dev
 https://raesene.github.io/blog/2022/07/03/lets-talk-about-kubernetes-on-the-internet:
   title: 'raesene.github.io: Let''s talk about Kubernetes on the Internet'
   description: ''
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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@@ -364805,6 +378438,7 @@ https://rafay.co/ai-and-cloud-native-blog/helm-chart-hooks-tutorial:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   is_microservice: false
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@@ -364843,6 +378478,7 @@ https://rafay.co/the-kubernetes-current/helm-chart-hooks-tutorial:
   - docs/helm.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://rafay.co/ai-and-cloud-native-blog/helm-chart-hooks-tutorial
 https://raft.github.io:
   title: "The Raft Consensus Algorithm \U0001F31F"
   description: ''
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   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
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   discovered_at: '2026-05-17T16:51:12.482743+02:00'
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   discovered_at: '2026-05-17T17:28:31.822829+02:00'
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@@ -365055,6 +378697,7 @@ https://ramansharma.substack.com/p/containers-are-not-just-for-kubernetes-fa3306
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   discovered_at: '2026-05-17T18:01:53.576685+02:00'
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -365111,13 +378755,14 @@ https://rancher.com:
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+  status: duplicate
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@@ -365126,6 +378771,7 @@ https://rancher.com:
   - docs/rancher.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.rancher.com
 https://rancher.com/blog/2020/announcing-harvester-open-source-hyperconverged-infrastructure-software:
   title: 'rancher.com: Announcing Harvester: Open Source Hyperconverged Infrastructure''
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@@ -365137,13 +378783,14 @@ https://rancher.com/blog/2020/announcing-harvester-open-source-hyperconverged-in
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   - docs/rancher.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.suse.com/c/rancher_blog/announcing-harvester-open-source-hyperconverged-infrastructure-hci-software
 https://rancher.com/blog/2020/announcing-hosted-rancher:
   title: "Announcing **Hosted Rancher** with Rancher 2.4 \U0001F31F"
   description: ''
@@ -365169,6 +378817,7 @@ https://rancher.com/blog/2020/announcing-hosted-rancher:
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@@ -365194,6 +378843,7 @@ https://rancher.com/blog/2020/build-kubernetes-clusters-on-azure:
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   discovered_at: '2026-05-17T17:50:31.669467+02:00'
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@@ -365212,13 +378862,14 @@ https://rancher.com/blog/2020/custom-monitoring:
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   is_microservice: false
-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T17:01:00.523939+02:00'
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@@ -365227,6 +378878,7 @@ https://rancher.com/blog/2020/custom-monitoring:
   - docs/rancher.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.suse.com/c/rancher_blog/custom-alerts-using-prometheus-queries
 https://rancher.com/blog/2020/deploy-with-gitlab-ci:
   title: Deploy a Rancher Cluster with GitLab CI and Terraform
   description: ''
@@ -365237,13 +378889,14 @@ https://rancher.com/blog/2020/deploy-with-gitlab-ci:
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@@ -365253,6 +378906,7 @@ https://rancher.com/blog/2020/deploy-with-gitlab-ci:
   - docs/rancher.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.suse.com/c/rancher_blog/deploy-a-rancher-cluster-with-gitlab-ci-and-terraform
 https://rancher.com/blog/2020/disaster-recovery-preparedness-kubernetes-clusters:
   title: "rancher.com: Disaster Recovery Preparedness for Your Kubernetes Clusters'
     \U0001F31F"
@@ -365264,13 +378918,14 @@ https://rancher.com/blog/2020/disaster-recovery-preparedness-kubernetes-clusters
   resource_type: null
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   is_microservice: false
-  status: online
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   discovered_at: '2026-05-17T18:01:07.165264+02:00'
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   geo_region: null
   hierarchy: []
@@ -365279,6 +378934,7 @@ https://rancher.com/blog/2020/disaster-recovery-preparedness-kubernetes-clusters
   - docs/kubernetes-backup-migrations.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.suse.com/c/rancher_blog/disaster-recovery-preparedness-for-your-kubernetes-clusters
 https://rancher.com/blog/2020/driving-kubernetes-adoption-finance-rancher:
   title: 'rancher.com: Driving Kubernetes Adoption in Finance with Rancher'
   description: ''
@@ -365289,13 +378945,14 @@ https://rancher.com/blog/2020/driving-kubernetes-adoption-finance-rancher:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 1ea41b51fc48a586cf6832c0e3838bcfd35afc80ebe04e3a6bc3273cb6a69432
   health_score: 100.0
   last_checked: 1779029709.087241
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:55:09.087241+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -365304,6 +378961,7 @@ https://rancher.com/blog/2020/driving-kubernetes-adoption-finance-rancher:
   - docs/rancher.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.suse.com/c/rancher_blog/driving-kubernetes-adoption-in-finance-with-rancher
 https://rancher.com/blog/2020/faster-kubernetes-development-rancher-devspace-loft:
   title: Faster Kubernetes Development with Rancher, DevSpace and Loft
   description: ''
@@ -365321,6 +378979,7 @@ https://rancher.com/blog/2020/faster-kubernetes-development-rancher-devspace-lof
   last_checked: 1779031529.617181
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:29.617181+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -365346,6 +379005,7 @@ https://rancher.com/blog/2020/fleet-management-kubernetes:
   last_checked: 1779031165.380103
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:25.380103+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -365364,13 +379024,14 @@ https://rancher.com/blog/2020/gain-better-visibility-kubernetes-cost-allocation:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 339d6db3da6068491aa74345ed7b5f3ba83866b5328e38d7ecbc7fffc4f67225
   health_score: 100.0
   last_checked: 1779030892.084036
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:52.084036+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -365379,6 +379040,7 @@ https://rancher.com/blog/2020/gain-better-visibility-kubernetes-cost-allocation:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.suse.com/c/rancher_blog/gain-better-visibility-into-kubernetes-cost-allocation
 https://rancher.com/blog/2020/helm-security:
   title: 'rancher.com: Create Reproducible Security in Kubernetes with Helm 3 and''
     Helm Charts'
@@ -365390,13 +379052,14 @@ https://rancher.com/blog/2020/helm-security:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 5d4a546ed6f1b499b53cdaa1e50bd6e41bd576f95bfddf90470ab4227137160c
   health_score: 100.0
   last_checked: 1779032618.650828
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:38.650828+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -365405,6 +379068,7 @@ https://rancher.com/blog/2020/helm-security:
   - docs/helm.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.suse.com/c/rancher_blog/create-reproducible-security-in-kubernetes-with-helm-3-and-helm-charts
 https://rancher.com/blog/2020/hybrid-multi-cloud-service-mesh-based-applications-distributed-deployments:
   title: 'rancher.com: Using Hybrid and Multi-Cloud Service Mesh Based Applications''
     for Distributed Deployments'
@@ -365423,6 +379087,7 @@ https://rancher.com/blog/2020/hybrid-multi-cloud-service-mesh-based-applications
   last_checked: 1779030811.365065
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:31.365065+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -365448,6 +379113,7 @@ https://rancher.com/blog/2020/k3s-high-availability:
   last_checked: 1779030677.48366
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:17.483660+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -365466,13 +379132,14 @@ https://rancher.com/blog/2020/longhorn-container-storage:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 55135c9d241390696e51d40f04d08f38e1589574f4e1e52325d410839270b48d
   health_score: 100.0
   last_checked: 1779033072.45716
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:12.457160+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -365481,6 +379148,7 @@ https://rancher.com/blog/2020/longhorn-container-storage:
   - docs/kubernetes-storage.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.suse.com/c/rancher_blog/longhorn-simplifies-distributed-block-storage-in-kubernetes
 https://rancher.com/blog/2020/monitor-etcd-prometheus-grafana-rancher:
   title: Monitor Etcd with Prometheus and Grafana using Rancher
   description: ''
@@ -365491,13 +379159,14 @@ https://rancher.com/blog/2020/monitor-etcd-prometheus-grafana-rancher:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: cf38831310d44703a6b85afac458f8fa07a0174beb42921b60af0a5d4d1b6a66
   health_score: 100.0
   last_checked: 1779029601.593634
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:21.593634+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -365507,6 +379176,7 @@ https://rancher.com/blog/2020/monitor-etcd-prometheus-grafana-rancher:
   - docs/rancher.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.suse.com/c/rancher_blog/monitor-etcd-with-prometheus-and-grafana-using-rancher
 https://rancher.com/blog/2020/multi-cluster-vulnerability-scanning-alcide-rancher:
   title: Multi-Cluster Vulnerability Scanning with Alcide and Rancher
   description: ''
@@ -365524,6 +379194,7 @@ https://rancher.com/blog/2020/multi-cluster-vulnerability-scanning-alcide-ranche
   last_checked: 1779031456.444381
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:16.444381+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -365542,13 +379213,14 @@ https://rancher.com/blog/2020/number-one-rule-disaster-recovery:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 09146246313927cde7f5b4d2cdfa7ddcb18a50118ae1ddc3f9958f2d93d0b41b
   health_score: 100.0
   last_checked: 1779030193.470324
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:13.470324+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -365557,6 +379229,7 @@ https://rancher.com/blog/2020/number-one-rule-disaster-recovery:
   - docs/kubernetes-backup-migrations.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.suse.com/c/rancher_blog/the-no-1-rule-of-disaster-recovery
 https://rancher.com/blog/2020/pod-security-policies-part-1:
   title: 'rancher.com: Enhancing Kubernetes Security with Pod Security Policies, Part''
     1'
@@ -365568,13 +379241,14 @@ https://rancher.com/blog/2020/pod-security-policies-part-1:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 9e376a21338d21aee314384c98e240b9f92088c0bcc494792ffcdd204961a632
   health_score: 100.0
   last_checked: 1779031756.572135
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:16.572135+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -365583,6 +379257,7 @@ https://rancher.com/blog/2020/pod-security-policies-part-1:
   - docs/kubernetes-security.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.suse.com/c/rancher_blog/enhancing-kubernetes-security-with-pod-security-policies-part-1
 https://rancher.com/blog/2020/pod-security-policies-part-2:
   title: 'rancher.com: Enhancing Kubernetes Security with Pod Security Policies, Part''
     2'
@@ -365594,13 +379269,14 @@ https://rancher.com/blog/2020/pod-security-policies-part-2:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: cb111053fd2d0ed9aed6ebdbd14fd1b89175f0953d0811d0e3d131eedf180a25
   health_score: 100.0
   last_checked: 1779034263.525963
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:03.525963+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -365609,6 +379285,7 @@ https://rancher.com/blog/2020/pod-security-policies-part-2:
   - docs/kubernetes-security.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.suse.com/c/rancher_blog/enhancing-kubernetes-security-with-pod-security-policies-part-1
 https://rancher.com/blog/2020/rancher-2-5-delivers-computing-everwhere-strategy:
   title: 'rancher.com: Rancher 2.5 Delivers On "Computing Everywhere" Strategy'
   description: ''
@@ -365626,6 +379303,7 @@ https://rancher.com/blog/2020/rancher-2-5-delivers-computing-everwhere-strategy:
   last_checked: 1779032044.536868
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:04.536868+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -365651,6 +379329,7 @@ https://rancher.com/blog/2020/run-rancher-k3s-mysql:
   last_checked: 1779033782.826191
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:02.826191+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -365676,6 +379355,7 @@ https://rancher.com/blog/2020/set-up-k3s-high-availability-using-k3d:
   last_checked: 1779031508.292264
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:08.292264+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -365701,6 +379381,7 @@ https://rancher.com/blog/2020/speed-development-automated-kubernetes-deployments
   last_checked: 1779033780.712577
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:00.712577+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -365726,6 +379407,7 @@ https://rancher.com/blog/2020/stateful-kubernetes-workloads:
   last_checked: 1779032545.563283
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:25.563283+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -365751,6 +379433,7 @@ https://rancher.com/blog/2020/upgrade-your-k3s-cluster:
   last_checked: 1779034310.154368
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:50.154368+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -365769,13 +379452,14 @@ https://rancher.com/blog/2020/what-is-cloud-native-storage:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: fb14c0f0a81a8dd6a34b464354dc02dc12faf6e8df09c5862557095e72557e2a
   health_score: 100.0
   last_checked: 1779030526.388685
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:46.388685+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -365784,6 +379468,7 @@ https://rancher.com/blog/2020/what-is-cloud-native-storage:
   - docs/kubernetes-storage.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.suse.com/c/rancher_blog/what-is-cloud-native-storage
 https://rancher.com/blog/2020/yugabyte:
   title: null
   description: null
@@ -365801,6 +379486,7 @@ https://rancher.com/blog/2020/yugabyte:
   last_checked: 1779030827.917205
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:47.917205+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -365819,13 +379505,14 @@ https://rancher.com/docs/rancher/v2.x/en:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 3ba89f9203a07bf0d1d69a80a0146e7b95673e666f7657bf3a9dc2580a9bc727
   health_score: 100.0
   last_checked: 1779033296.075771
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:54:56.075771+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -365835,6 +379522,7 @@ https://rancher.com/docs/rancher/v2.x/en:
   - docs/rancher.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.rancher.com/docs/rancher/v2.x/en
 https://rancher.com/docs/rancher/v2.x/en/faq/networking/cni-providers:
   title: 'rancher.com: Container Network Interface (CNI) Providers'
   description: ''
@@ -365847,13 +379535,14 @@ https://rancher.com/docs/rancher/v2.x/en/faq/networking/cni-providers:
   resource_type: Article
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -365866,6 +379555,7 @@ https://rancher.com/docs/rancher/v2.x/en/faq/networking/cni-providers:
   v2_locations:
   - kubernetes-networking.md
   youtube_mosaic: {}
+  duplicate_of: https://www.rancher.com/docs/rancher/v2.x/en/faq/networking/cni-providers
 https://rancher.com/docs/rancher/v2.x/en/logging/v2.5:
   title: "Rancher Logging Operator \U0001F31F"
   description: ''
@@ -365885,6 +379575,7 @@ https://rancher.com/docs/rancher/v2.x/en/logging/v2.5:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -365914,6 +379605,7 @@ https://rancher.com/products/rke:
   last_checked: 1779032791.097956
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:31.097956+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -365933,13 +379625,14 @@ https://rancher.com/three-pillars-kubernetes-container-orchestration:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: bfb649c5579100abb75dc6a432be9afe5cfdab8ddda4632a8be044161201a064
   health_score: 100.0
   last_checked: 1779034222.525302
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:22.525302+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -365948,6 +379641,7 @@ https://rancher.com/three-pillars-kubernetes-container-orchestration:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.suse.com/c/rancher_blog/the-three-pillars-of-kubernetes-container-orchestration
 https://rancherdesktop.io:
   title: rancherdesktop.io
   description: ''
@@ -365967,6 +379661,7 @@ https://rancherdesktop.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -365999,6 +379694,7 @@ https://rapidapi.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -366031,6 +379727,7 @@ https://rapidapi.com/blog/api-marketplace-vs-api-gateway-whats-the-difference:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -366060,6 +379757,7 @@ https://rapidapi.com/blog/api-vs-microservices-whats-the-differences:
   last_checked: 1779033400.386107
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:56:40.386107+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -366087,6 +379785,7 @@ https://rapidapi.com/collection/car-api:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -366118,6 +379817,7 @@ https://rapidapi.com/guides/oath2-0:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -366129,6 +379829,7 @@ https://rapidapi.com/guides/oath2-0:
   v1_locations: []
   v2_locations:
   - oauth.md
+  - securityascode.md
   youtube_mosaic: {}
 https://raygun.com/blog/best-devops-tools:
   title: 'raygun.com: The 10 best DevOps tools for 2020'
@@ -366150,6 +379851,7 @@ https://raygun.com/blog/best-devops-tools:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -366181,6 +379883,7 @@ https://rbac.dev:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -366212,6 +379915,7 @@ https://rcarrata.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -366235,13 +379939,14 @@ https://rcarrata.com/observability/netobserv-1:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 14f8e5f1acf9e77fc0f0ab4960b66b75eb4be9894db90b3d805c219e9de3f6e1
   health_score: 100.0
   last_checked: 1779033706.582915
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:46.582915+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -366250,6 +379955,7 @@ https://rcarrata.com/observability/netobserv-1:
   - docs/kubernetes-monitoring.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://rcarrata.github.io/observability/netobserv-1
 https://rcarrata.github.io/observability/netobserv-1:
   title: 'rcarrata.com: Network Observability Deep Dive in Kubernetes with NetObserv
     Operator'
@@ -366271,6 +379977,7 @@ https://rcarrata.github.io/observability/netobserv-1:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -366303,6 +380010,7 @@ https://rcarrata.github.io/openshift/regenerate-kubeconfig:
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 https://readme.so:
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 https://realpython.com/blog/python/development-and-deployment-of-cookiecutter-django-via-docker:
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 https://realpython.com/blog/python/django-development-with-docker-compose-and-machine:
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 https://realpython.com/courses/building-lists-with-python-append:
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 https://redhat-cop.github.io/openshift-migration-best-practices:
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 https://redhatdemocentral.gitlab.io:
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 https://redhatdemocentral.gitlab.io/portfolio-architecture-workshops:
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 https://redhatgov.io:
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 https://redis.com/blog/microservice-architecture-key-concepts:
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 https://redis.io:
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   - docs/message-queue.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://redis.io/docs/latest/develop
 https://redkubes.com/10-kubernetes-security-risks-best-practices:
   title: 'redkubes.com: 10 Kubernetes Security Risks & Best Practices'
   description: ''
@@ -367858,6 +381628,7 @@ https://redkubes.com/10-kubernetes-security-risks-best-practices:
   last_checked: 1779029563.593332
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:43.593332+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -367889,6 +381660,7 @@ https://redkubes.com/diy-kubernetes-based-platform-building-part-3:
   last_checked: 1779030339.730185
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:39.730185+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -367921,6 +381693,7 @@ https://redmondmag.com/articles/2018/09/10/microsoft-replacing-vsts-with-azure-d
   last_checked: 1779029478.414418
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:18.414418+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -367952,6 +381725,7 @@ https://redpill-solutions.medium.com/deploying-to-kubernetes-with-gitlab-28c2f1a
   last_checked: 1779031337.261059
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:17.261059+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -367987,6 +381761,7 @@ https://refactoring.guru/design-patterns:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -368016,6 +381791,7 @@ https://refactoring.guru/design-patterns/go:
   last_checked: 1779033088.826877
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:51:28.826877+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -368041,6 +381817,7 @@ https://refactoring.guru/design-patterns/java:
   last_checked: 1779030610.923897
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:10:10.923897+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -368066,6 +381843,7 @@ https://refactoring.guru/design-patterns/python:
   last_checked: 1779033020.170816
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:50:20.170816+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -368093,6 +381871,7 @@ https://refine.dev/blog/kubectl-exec-command:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -368126,6 +381905,7 @@ https://reflectoring.io/spring-boot-feature-flags:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -368160,6 +381940,7 @@ https://reflectoring.io/when-to-use-lombok:
   last_checked: 1779032150.782911
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:35:50.782911+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -368183,13 +381964,14 @@ https://registry.hub.docker.com/r/jboss/kie-server:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 3865dc2c441102b06ef5625cd8329dab9c437b935db60b5b737b2ce196900517
   health_score: 100.0
   last_checked: 1779033770.693842
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:50.693842+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -368198,6 +381980,7 @@ https://registry.hub.docker.com/r/jboss/kie-server:
   - docs/postman.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://hub.docker.com/r/jboss/kie-server
 https://registry.k8s.io:
   title: null
   description: null
@@ -368215,6 +381998,7 @@ https://registry.k8s.io:
   last_checked: 1779032257.269982
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:37.269982+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -368244,6 +382028,7 @@ https://registry.terraform.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -368275,6 +382060,7 @@ https://registry.terraform.io/modules/Azure/avm-ptn-alz:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -368306,6 +382092,7 @@ https://registry.terraform.io/modules/Azure/lz-vending:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -368338,6 +382125,7 @@ https://registry.terraform.io/modules/aztfmod/caf/azurerm/latest:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -368370,6 +382158,7 @@ https://registry.terraform.io/modules/azurerm/resources/azure/latest:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -368400,6 +382189,7 @@ https://registry.terraform.io/modules/hlokensgard/rbac-administrator/azure/lates
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -368431,6 +382221,7 @@ https://registry.terraform.io/modules/hlokensgard/res-ipam/azure/latest:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -368463,6 +382254,7 @@ https://registry.terraform.io/modules/markti/azure-terraformer/azuredevops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -368495,6 +382287,7 @@ https://registry.terraform.io/modules/markti/github-runner/azurerm:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -368517,13 +382310,14 @@ https://registry.terraform.io/modules/zenml-io/zenml-stack:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: a00bb3c6f3a64dac5c89e8e580c539f6c00fb4e8913238cddbe24075cf1c1158
   health_score: 100.0
   last_checked: 1779030682.98967
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:11:22.989670+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -368532,6 +382326,7 @@ https://registry.terraform.io/modules/zenml-io/zenml-stack:
   - docs/mlops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://registry.terraform.io/providers/hashicorp/kubernetes/latest/docs
 https://registry.terraform.io/providers/OctopusDeployLabs/octopusdeploylatest/docs:
   title: 'registry.terraform.io: octopusdeploy Provider'
   description: ''
@@ -368551,6 +382346,7 @@ https://registry.terraform.io/providers/OctopusDeployLabs/octopusdeploylatest/do
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -368582,6 +382378,7 @@ https://registry.terraform.io/providers/hashicorp/Azurerm/latest/docs/data-sourc
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -368614,6 +382411,7 @@ https://registry.terraform.io/providers/hashicorp/awscc/latest:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -368645,6 +382443,7 @@ https://registry.terraform.io/providers/hashicorp/kubernetes/latest/docs:
   last_checked: 1779033072.015798
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:12.015798+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -368677,6 +382476,7 @@ https://rejupillai.com/index.php/2021/03/06/configure-tls-on-gke-ingress-for-fre
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -368709,6 +382509,7 @@ https://relay.sh:
   last_checked: 1779030356.275917
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:56.275917+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -368744,6 +382545,7 @@ https://release.com/blog/6-docker-compose-best-practices-for-dev-and-prod:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -368777,6 +382579,7 @@ https://release.com/blog/cutting-build-time-in-half-docker-buildx-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -368809,6 +382612,7 @@ https://release.com/blog/kubernetes-health-checks-2-ways-to-improve-stability:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -368840,6 +382644,7 @@ https://release.com/blog/terraform-kubernetes-deployment-a-detailed-walkthrough:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -368862,13 +382667,14 @@ https://releasehub.com/blog/6-docker-compose-best-practices-for-dev-and-prod:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 08453a849995d76175cdb6d045c393dc9f7175fb8f146d5aca9e4aa97fe7a080
   health_score: 100.0
   last_checked: 1779030983.233538
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:23.233538+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -368877,6 +382683,7 @@ https://releasehub.com/blog/6-docker-compose-best-practices-for-dev-and-prod:
   - docs/docker.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://release.com/blog/6-docker-compose-best-practices-for-dev-and-prod
 https://releasehub.com/blog/cutting-build-time-in-half-docker-buildx-kubernetes:
   title: 'releasehub.com: Cutting Build Time In Half with Docker’s Buildx Kubernetes''
     Driver'
@@ -368888,13 +382695,14 @@ https://releasehub.com/blog/cutting-build-time-in-half-docker-buildx-kubernetes:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 418815082d146a0bb5ce41a7481fb9877873a89e64d711073734ed174e8e28ea
   health_score: 100.0
   last_checked: 1779032340.426413
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:00.426413+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -368903,6 +382711,7 @@ https://releasehub.com/blog/cutting-build-time-in-half-docker-buildx-kubernetes:
   - docs/docker.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://release.com/blog/cutting-build-time-in-half-docker-buildx-kubernetes
 https://releasehub.com/blog/kubernetes-health-checks-2-ways-to-improve-stability:
   title: 'releasehub.com: Kubernetes Health Checks - 2 Ways to Improve Stability in''
     Your Production Applications'
@@ -368914,13 +382723,14 @@ https://releasehub.com/blog/kubernetes-health-checks-2-ways-to-improve-stability
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: ed87ddbadb29e4740ce7124849e7ee311e90e16c9127e791509755f6b228bef6
   health_score: 100.0
   last_checked: 1779029802.153558
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:56:42.153558+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -368929,6 +382739,7 @@ https://releasehub.com/blog/kubernetes-health-checks-2-ways-to-improve-stability
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://release.com/blog/kubernetes-health-checks-2-ways-to-improve-stability
 https://releasehub.com/blog/terraform-kubernetes-deployment-a-detailed-walkthrough:
   title: 'releasehub.com: Terraform Kubernetes Deployment: A Detailed Walkthrough'
   description: ''
@@ -368939,13 +382750,14 @@ https://releasehub.com/blog/terraform-kubernetes-deployment-a-detailed-walkthrou
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: ab0b84ba0a1b3f155f75b72c696f7536d2741ecfdfafcdb16d9a524b0a2a8b3f
   health_score: 100.0
   last_checked: 1779034212.097685
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:12.097685+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -368954,6 +382766,7 @@ https://releasehub.com/blog/terraform-kubernetes-deployment-a-detailed-walkthrou
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://release.com/blog/terraform-kubernetes-deployment-a-detailed-walkthrough
 https://releaseops.io/blog/scaling-kubernetes-deployments-in-aws-with-container-insights-metrics:
   title: 'releaseops.io: Scaling Kubernetes Deployments in AWS with Container Insights''
     Metrics'
@@ -368974,6 +382787,7 @@ https://releaseops.io/blog/scaling-kubernetes-deployments-in-aws-with-container-
   last_checked: 1779031190.070906
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:50.070906+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -369006,6 +382820,7 @@ https://relferreira.github.io/kubedev:
   last_checked: 1779030951.670917
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:15:51.670917+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -369038,6 +382853,7 @@ https://relnotes.k8s.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -369070,6 +382886,7 @@ https://relocate.me:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -369100,6 +382917,7 @@ https://remote.one:
   last_checked: 1779034520.62614
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:20.626140+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -369131,6 +382949,7 @@ https://renjithvr11.medium.com/running-gitlab-runners-on-kubernetes-8e7fc9bf75ce
   last_checked: 1779033002.079352
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:02.079352+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -369161,6 +382980,7 @@ https://repl.it:
   last_checked: 1779031440.136082
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:00.136082+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -369188,6 +383008,7 @@ https://replit.com:
   last_checked: 1779130494.945131
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.945131+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -369211,13 +383032,14 @@ https://repo.new:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: fd72a180b350a154cab081467cd08bde050716a894ceb1e7a781a2a4fbe3a846
   health_score: 100.0
   last_checked: 1779033759.368296
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:39.368296+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -369226,6 +383048,7 @@ https://repo.new:
   - docs/project-management-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fnew
 https://repost.aws:
   title: AWS Forums
   description: ''
@@ -369245,6 +383068,7 @@ https://repost.aws:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -369279,6 +383103,7 @@ https://repost.aws/es/knowledge-center/troubleshoot-service-quotas-cli-commands:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -369311,6 +383136,7 @@ https://repost.aws/knowledge-center:
   last_checked: 1781735877.813076
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:57.813076+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -369344,6 +383170,7 @@ https://repost.aws/knowledge-center/create-and-activate-aws-account:
   last_checked: 1779130494.933118
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.933118+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -369376,6 +383203,7 @@ https://repost.aws/knowledge-center/eks-plan-upgrade-cluster:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -369408,6 +383236,7 @@ https://research.google/pubs/dapper-a-large-scale-distributed-systems-tracing-in
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2010-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -369437,6 +383266,7 @@ https://research.google/pubs/pub36356:
   last_checked: 1779033924.122423
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:24.122423+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -369455,13 +383285,14 @@ https://research.nccgroup.com/2021/11/10/detection-engineering-for-kubernetes-cl
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 0e260f1e4b4f1418c0be0572ce75cad2fb73d9e29057c0890495ba0cf595f42a
   health_score: 100.0
   last_checked: 1779033343.646858
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:43.646858+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -369475,6 +383306,7 @@ https://research.nccgroup.com/2021/11/10/detection-engineering-for-kubernetes-cl
     proposed_url: NONE
     reason: 'High-Value Protection: generic_redirect_loss'
     timestamp: '2026-05-18T18:54:54.997738'
+  duplicate_of: https://research.nccgroup.com/2022/01/13/10-real-world-stories-of-how-weve-compromised-ci-cd-pipelines
 https://research.nccgroup.com/2022/01/13/10-real-world-stories-of-how-weve-compromised-ci-cd-pipelines:
   title: '==research.nccgroup.com: 10 real-world stories of how we’ve compromised''
     CI/CD pipelines=='
@@ -369496,6 +383328,7 @@ https://research.nccgroup.com/2022/01/13/10-real-world-stories-of-how-weve-compr
   last_checked: 1779033579.831868
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:39.831868+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -369521,13 +383354,14 @@ https://resources.github.com/devops/tools/automation/actions:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: b964f9c267dd74922960191ddbc088786f7058589c53a4d58e88937eaa8626f1
   health_score: 100.0
   last_checked: 1779030192.959021
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:12.959021+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -369536,6 +383370,7 @@ https://resources.github.com/devops/tools/automation/actions:
   - docs/git.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/resources/whitepapers/actions
 https://resources.whitesourcesoftware.com/blog-whitesource/kubernetes-security:
   title: "resources.whitesourcesoftware.com: Kubernetes Security Best Practices \U0001F31F"
   description: ''
@@ -369548,13 +383383,14 @@ https://resources.whitesourcesoftware.com/blog-whitesource/kubernetes-security:
   resource_type: article
   complexity: Intermediate
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -369567,6 +383403,7 @@ https://resources.whitesourcesoftware.com/blog-whitesource/kubernetes-security:
   v2_locations:
   - kubernetes-security.md
   youtube_mosaic: {}
+  duplicate_of: https://github.com/freach/kubernetes-security-best-practice/blob/master/README.md
 https://restic.net:
   title: '**Restic**'
   description: ''
@@ -369584,6 +383421,7 @@ https://restic.net:
   last_checked: 1779030202.575456
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:03:22.575456+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -369612,6 +383450,7 @@ https://resume.io/blog:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -369634,13 +383473,14 @@ https://resume.io/blog/remote-job-guide:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: ad43003c54c2c21b79dbb21b20851c15dcc8da1dc3a2aef499fc09bc38e65a62
   health_score: 100.0
   last_checked: 1779033038.700112
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:38.700112+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -369649,6 +383489,7 @@ https://resume.io/blog/remote-job-guide:
   - docs/remote-tech-jobs.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://resume.io/blog
 https://rethinkdb.com:
   title: rethinkdb.com
   description: ''
@@ -369668,6 +383509,7 @@ https://rethinkdb.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -369697,6 +383539,7 @@ https://retina.sh:
   last_checked: 1779033258.669335
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:18.669335+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -369727,6 +383570,7 @@ https://reviewnprep.com/blog/devops-basics:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -369759,6 +383603,7 @@ https://reviewnprep.com/blog/devops-tool-comparison-docker-vs-kubernetes-vs-ansi
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -369790,6 +383635,7 @@ https://revistacloud.com/serverlesshorrors-la-web-que-recoge-las-peores-pesadill
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -369813,13 +383659,14 @@ https://rexegg.com/regex-tricks.html:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 7e63e74b25f578d1f38b67279851b133b669c877dcdfc0b0a5ddff620d42b86d
   health_score: 100.0
   last_checked: 1779029056.777492
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:16.777492+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -369828,6 +383675,7 @@ https://rexegg.com/regex-tricks.html:
   - docs/linux.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.rexegg.com/regex-tricks.php
 https://rhelblog.redhat.com/tag/varnish:
   title: 'Red Hat Enterprise Linux Blog. Tag: Varnish'
   description: ''
@@ -369848,6 +383696,7 @@ https://rhelblog.redhat.com/tag/varnish:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -369879,6 +383728,7 @@ https://rieckpil.de/maven-setup-for-testing-java-applications:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -369910,6 +383760,7 @@ https://rigorousthemes.com/blog/best-kubernetes-dashboard-alternatives:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -369941,6 +383792,7 @@ https://rion.io/2020/07/04/a-distributed-tracing-adventure-in-apache-beam:
   last_checked: 1779033713.837917
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:01:53.837917+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -369974,6 +383826,7 @@ https://riptutorial.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -370003,6 +383856,7 @@ https://riptutorial.com/ebook:
   last_checked: 1779032583.004443
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:03.004443+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -370031,6 +383885,7 @@ https://riptutorial.com/ebook/jenkins:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -370060,6 +383915,7 @@ https://roadmap.sh:
   last_checked: 1779033903.547238
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:05:03.547238+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -370084,6 +383940,7 @@ https://roadmap.sh/ai:
   last_checked: 1779029805.392684
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:56:45.392684+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -370108,6 +383965,7 @@ https://roadmap.sh/devops:
   last_checked: 1779032195.77198
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:35.771980+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -370132,6 +383990,7 @@ https://roadmap.sh/kubernetes:
   last_checked: 1779031850.488192
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:50.488192+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -370159,6 +384018,7 @@ https://roadmap.sh/r?id=65a112f2b8633950ffcf38b6:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -370191,6 +384051,7 @@ https://roadmap.sh/terraform:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -370224,6 +384085,7 @@ https://robertmuth.blogspot.com/2012/08/better-bash-scripting-in-15-minutes.html
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2012-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -370254,6 +384116,7 @@ https://robin.io:
   last_checked: 1779033522.909037
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:42.909037+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -370285,6 +384148,7 @@ https://robinshen.medium.com/hands-on-gitops-with-onedev-f05bd278f07c:
   last_checked: 1779030196.217471
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:16.217471+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -370318,6 +384182,7 @@ https://robotframework.org:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -370347,6 +384212,7 @@ https://rockcontent.com/es/blog/matriz-raci:
   last_checked: 1779030935.068065
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:35.068065+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -370366,13 +384232,14 @@ https://rockcontent.com/es/blog/tipos-de-consultoria:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 4ee8fa42cbcffda87fa12f8c03fa82734f9b42c7b67ab9a021dc711bc1fb346a
   health_score: 100.0
   last_checked: 1779032704.756993
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:04.756993+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -370381,6 +384248,7 @@ https://rockcontent.com/es/blog/tipos-de-consultoria:
   - docs/project-management-methodology.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://analoghq.ai/blog/es/tipos-de-consultoria
 https://rocket.chat:
   title: Rocket Chat
   description: ''
@@ -370391,13 +384259,14 @@ https://rocket.chat:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 9148fc1787f85787e79c8dc435941400d6dca6921414cf29d372356161a0b29d
   health_score: 100.0
   last_checked: 1779029993.243689
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:53.243689+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -370406,6 +384275,7 @@ https://rocket.chat:
   - docs/workfromhome.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.rocket.chat
 https://rockset.com/blog/sequoia-capital-elasticsearch-to-rockset:
   title: 'rockset.com: Sequoia Capital: Why We Moved from Elasticsearch to Rockset'
   description: ''
@@ -370425,6 +384295,7 @@ https://rockset.com/blog/sequoia-capital-elasticsearch-to-rockset:
   last_checked: 1779034560.216581
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:00.216581+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -370458,6 +384329,7 @@ https://rogerdudler.github.io/git-guide:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -370483,13 +384355,14 @@ https://rogerdudler.github.io/git-guide/files/git_cheat_sheet.pdf:
   resource_type: Printable Guide
   complexity: Beginner
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -370503,6 +384376,7 @@ https://rogerdudler.github.io/git-guide/files/git_cheat_sheet.pdf:
   v2_locations:
   - cheatsheets.md
   youtube_mosaic: {}
+  duplicate_of: https://education.github.com/git-cheat-sheet-education.pdf
 https://rogulski.it/blog/kafka-consumer-knative-fastapi:
   title: "rogulski.it: Consume Kafka events with Knative service and FastAPI on kubernetes
     \U0001F31F"
@@ -370524,6 +384398,7 @@ https://rogulski.it/blog/kafka-consumer-knative-fastapi:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -370554,6 +384429,7 @@ https://rollno748.medium.com/load-testing-gcp-pub-sub-using-jmeter-9eff79440beb:
   last_checked: 1779031669.283968
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:49.283968+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -370578,13 +384454,14 @@ https://rollout.io/blog/rollout-tutorial-feature-flagging-in-your-react-native-a
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 2d20fb80c9507ff96826c679d297cc88a3a8a84f1c9ea2ed4cc313d65343b407
   health_score: 100.0
   last_checked: 1779034135.058097
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:55.058097+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -370593,6 +384470,7 @@ https://rollout.io/blog/rollout-tutorial-feature-flagging-in-your-react-native-a
   - docs/jenkins.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.cloudbees.com/blog/rollout-tutorial-feature-flagging-your-react-native-app-5-minutes
 https://rollout.io/wp-content/uploads/2018/11/Rising.The_.Flag_.Rollout-1.pdf:
   title: null
   description: null
@@ -370610,6 +384488,7 @@ https://rollout.io/wp-content/uploads/2018/11/Rising.The_.Flag_.Rollout-1.pdf:
   last_checked: 1779033384.70621
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:24.706210+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -370644,6 +384523,7 @@ https://ronaknathani.com/blog/2020/08/how-a-kubernetes-pod-gets-an-ip-address:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -370677,6 +384557,7 @@ https://rook.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -370718,6 +384599,7 @@ https://rosencharts.com:
   last_checked: 1780352414.115672
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:20:14.115672+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -370757,6 +384639,7 @@ https://routerhan.medium.com/understanding-kubernetes-deployment-a-beginners-gui
   last_checked: 1779029123.609595
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:23.609595+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -370790,6 +384673,7 @@ https://rpadovani.com/k8s-algorithm-pick-pod-scale-in:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -370822,6 +384706,7 @@ https://rpadovani.com/terraform-cloudinit:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -370856,6 +384741,7 @@ https://rtfm.co.ua/en/kubernetes-cluster-cost-monitoring-kubernetes-resource-rep
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -370887,6 +384773,7 @@ https://rtfm.co.ua/en/prometheus-kubernetes-endpoints-monitoring-with-blackbox-e
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -370909,13 +384796,14 @@ https://rudderstack.com:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: d056740e4d71e64586dcdf73a3d2bf8c3335fb4a7f6d142e5c655d05f81cf868
   health_score: 100.0
   last_checked: 1779031827.518222
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:27.518222+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -370924,6 +384812,7 @@ https://rudderstack.com:
   - docs/message-queue.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.rudderstack.com
 https://runs-on.com:
   title: 'RunsOn: Self-hosted GitHub Actions Runners in AWS'
   description: ''
@@ -370943,6 +384832,7 @@ https://runs-on.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -370973,6 +384863,7 @@ https://runterrascan.io:
   last_checked: 1779034487.148811
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:47.148811+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -371000,6 +384891,7 @@ https://rutlandblog.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -371026,13 +384918,14 @@ https://ruudvanasseldonk.com/2023/01/11/the-yaml-document-from-hell:
   resource_type: Blog Post
   complexity: Advanced
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 407ebbdf4fdc3c32ebab46a50e2e7839bdd0980daaad13ef29321b7c00b4114a
   health_score: 100.0
   last_checked: 1779031063.313322
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   discovered_at: '2026-05-17T17:17:43.313322+02:00'
+  last_ai_eval: null
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   geo_region: null
   hierarchy:
@@ -371047,6 +384940,7 @@ https://ruudvanasseldonk.com/2023/01/11/the-yaml-document-from-hell:
   - data-and-advanced-analytics.md
   - yaml.md
   youtube_mosaic: {}
+  duplicate_of: https://ruuda.nl/2023/the-yaml-document-from-hell
 https://rvm.io:
   title: null
   description: null
@@ -371064,6 +384958,7 @@ https://rvm.io:
   last_checked: 1779030326.636525
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:26.636525+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -371091,6 +384986,7 @@ https://saahitya.hashnode.dev/pod-disruption-budgetpdb:
   last_checked: 1779032974.781103
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:34.781103+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -371121,6 +385017,7 @@ https://sagikazarmark.hu/blog/vanity-import-paths-in-go:
   last_checked: 1779031980.288156
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:00.288156+02:00'
+  last_ai_eval: null
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@@ -371150,6 +385047,7 @@ https://sahansera.dev/multi-stage-builds-with-azure-pipelines-ionic:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -371186,6 +385084,7 @@ https://sahansera.dev/publishing-android-apps-to-microsoft-appcenter:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -371217,6 +385116,7 @@ https://sairamkrish.medium.com/terraform-best-practices-and-project-setup-1772ad
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:57.504141+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -371248,6 +385148,7 @@ https://saiteja313.medium.com/tracing-dns-issues-in-kubernetes-28b38f782103:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:21:06.189732+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -371279,6 +385180,7 @@ https://sakaiproject.atlassian.net/wiki/spaces/REL/pages/1314427619/Maven+releas
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   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.956299+02:00'
+  last_ai_eval: null
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@@ -371302,13 +385204,14 @@ https://salaboy.com/2022/01/29/event-driven-applications-with-cloudevents-on-kub
   resource_type: null
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   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
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   discovered_at: '2026-05-17T16:55:10.465344+02:00'
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@@ -371317,6 +385220,7 @@ https://salaboy.com/2022/01/29/event-driven-applications-with-cloudevents-on-kub
   - docs/message-queue.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.salaboy.com/2022/01/29/event-driven-applications-with-cloudevents-on-kubernetes
 https://salaboy.com/2022/08/03/building-platforms-on-top-of-kubernetes-vcluster-and-crossplane:
   title: 'salaboy.com: Building platforms on top of Kubernetes: VCluster and Crossplane'
   description: ''
@@ -371327,13 +385231,14 @@ https://salaboy.com/2022/08/03/building-platforms-on-top-of-kubernetes-vcluster-
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T17:43:03.690334+02:00'
+  last_ai_eval: null
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@@ -371342,6 +385247,7 @@ https://salaboy.com/2022/08/03/building-platforms-on-top-of-kubernetes-vcluster-
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.salaboy.com/2022/08/03/building-platforms-on-top-of-kubernetes-vcluster-and-crossplane
 https://salaboy.com/2022/11/28/the-challenges-of-platform-building-on-top-of-kubernetes-4-4:
   title: 'salaboy.com: The Challenges of Platform Building on Top of Kubernetes 4/4'
   description: ''
@@ -371352,13 +385258,14 @@ https://salaboy.com/2022/11/28/the-challenges-of-platform-building-on-top-of-kub
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:05:40.016339+02:00'
+  last_ai_eval: null
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@@ -371367,6 +385274,7 @@ https://salaboy.com/2022/11/28/the-challenges-of-platform-building-on-top-of-kub
   - docs/devops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.salaboy.com/2022/11/28/the-challenges-of-platform-building-on-top-of-kubernetes-4-4
 https://samiislam0306.medium.com/insightful-monitoring-of-kubernetes-clusters-with-traces-c7c3b33ed07e:
   title: 'samiislam0306.medium.com: Insightful Monitoring of Kubernetes Clusters with''
     Traces'
@@ -371387,6 +385295,7 @@ https://samiislam0306.medium.com/insightful-monitoring-of-kubernetes-clusters-wi
   last_checked: 1779032733.968058
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:33.968058+02:00'
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   hierarchy:
@@ -371420,6 +385329,7 @@ https://samirbehara.com/2019/05/30/cloud-native-monitoring-with-prometheus:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -371453,6 +385363,7 @@ https://samiyaakhtar.medium.com/gitops-observability-visualizing-the-journey-of-
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:31.832478+02:00'
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@@ -371486,6 +385397,7 @@ https://samos-it.com/posts/securing-redis-istio-tls-origniation-termination.html
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -371516,6 +385428,7 @@ https://sandeepbaldawa.medium.com/k8s-labels-selectors-9ad2fcf78a4e:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:59.688294+02:00'
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   last_checked: 1779032920.305468
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:40.305468+02:00'
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@@ -371578,6 +385492,7 @@ https://sanjimoh.medium.com/demystifying-kubernetes-networking-episode-1-ca5605a
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   discovered_at: '2026-05-17T17:23:04.986605+02:00'
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@@ -371601,13 +385516,14 @@ https://sap.github.io/jenkins-library:
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   is_microservice: false
-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T16:55:04.461573+02:00'
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@@ -371616,6 +385532,7 @@ https://sap.github.io/jenkins-library:
   - docs/jenkins.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.project-piper.io
 https://sapling-scm.com/docs/introduction:
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   description: ''
@@ -371636,6 +385553,7 @@ https://sapling-scm.com/docs/introduction:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -371668,6 +385586,7 @@ https://satyenkumar.medium.com/demystifying-the-cloud-computing-an-overview-of-t
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:35.489387+02:00'
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   discovered_at: '2026-05-17T18:05:13.561485+02:00'
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:42.188903+02:00'
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:55:32.082111+02:00'
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@@ -371799,6 +385721,7 @@ https://scalefactory.com/blog/2021/10/13/failing-faster-with-terraform:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -371864,6 +385788,7 @@ https://scoop.sh:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -371893,6 +385818,7 @@ https://scotch.io/courses/10-need-to-know-javascript-concepts/declaring-javascri
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:57.551725+02:00'
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@@ -371921,6 +385847,7 @@ https://scrapy.org:
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   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -371953,6 +385880,7 @@ https://scrivano.org/posts/2022-10-21-the-journey-to-speed-up-oci-containers:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -371986,6 +385914,7 @@ https://sdkman.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -371997,6 +385926,7 @@ https://sdkman.io:
   v1_locations: []
   v2_locations:
   - demos.md
+  - maven-gradle.md
   youtube_mosaic: {}
 https://sdtimes.com/cicd/the-state-of-ci-cd:
   title: 'sdtimes.com: The State of CI/CD'
@@ -372017,6 +385947,7 @@ https://sdtimes.com/cicd/the-state-of-ci-cd:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -372050,6 +385981,7 @@ https://sdtimes.com/devops/ci-cd-pipelines-are-expanding:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -372082,6 +386014,7 @@ https://sdtimes.com/devops/gitlab-14-aims-to-do-away-with-diy-devops-toolchains:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -372114,6 +386047,7 @@ https://sdtimes.com/lowcode/low-code-cuts-down-on-dev-time-increases-testing-hea
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -372145,6 +386079,7 @@ https://search-guard.com/sgctl-elasticsearch:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:42.575455+02:00'
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   hierarchy:
@@ -372176,6 +386111,7 @@ https://search.gocenter.io:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:22.961539+02:00'
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@@ -372199,13 +386135,14 @@ https://searchapparchitecture.techtarget.com/tip/4-trends-for-Kubernetes-cloud-n
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:58:21.578697+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -372214,6 +386151,7 @@ https://searchapparchitecture.techtarget.com/tip/4-trends-for-Kubernetes-cloud-n
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.techtarget.com/searchapparchitecture/tip/4-trends-for-Kubernetes-cloud-native-teams-to-watch-in-2020
 https://searchcloudcomputing.techtarget.com/answer/Amazon-ECS-vs-Kubernetes-Which-should-you-use-on-AWS:
   title: 'techtarget.com: Amazon ECS vs. Kubernetes: Which should you use on AWS?'
   description: ''
@@ -372224,13 +386162,14 @@ https://searchcloudcomputing.techtarget.com/answer/Amazon-ECS-vs-Kubernetes-Whic
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779031429.468366
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:49.468366+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -372239,6 +386178,7 @@ https://searchcloudcomputing.techtarget.com/answer/Amazon-ECS-vs-Kubernetes-Whic
   - docs/kubernetes-alternatives.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.techtarget.com/searchcloudcomputing/answer/Amazon-ECS-vs-Kubernetes-Which-should-you-use-on-AWS
 https://searchcloudcomputing.techtarget.com/feature/Modernize-legacy-applications-with-containers-microservices:
   title: Modernize legacy applications with containers, microservices
   description: ''
@@ -372249,13 +386189,14 @@ https://searchcloudcomputing.techtarget.com/feature/Modernize-legacy-application
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
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   discovered_at: '2026-05-17T16:51:11.979098+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -372264,6 +386205,7 @@ https://searchcloudcomputing.techtarget.com/feature/Modernize-legacy-application
   - docs/introduction.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.techtarget.com/searchcloudcomputing/feature/Modernize-legacy-applications-with-containers-microservices
 https://searchcloudcomputing.techtarget.com/tip/Compare-tools-for-multi-cloud-Kubernetes-management:
   title: "Compare tools for multi-cloud Kubernetes management \U0001F31F"
   description: ''
@@ -372274,13 +386216,14 @@ https://searchcloudcomputing.techtarget.com/tip/Compare-tools-for-multi-cloud-Ku
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
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   health_score: 100.0
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   discovered_at: '2026-05-17T16:44:34.680066+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -372289,6 +386232,7 @@ https://searchcloudcomputing.techtarget.com/tip/Compare-tools-for-multi-cloud-Ku
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.techtarget.com/searchcloudcomputing/tip/Compare-tools-for-multi-cloud-Kubernetes-management
 https://searchcloudcomputing.techtarget.com/tip/Weigh-the-pros-and-cons-of-managed-Kubernetes-services:
   title: Assess managed Kubernetes services for your workloads.
   description: ''
@@ -372299,13 +386243,14 @@ https://searchcloudcomputing.techtarget.com/tip/Weigh-the-pros-and-cons-of-manag
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:49.182346+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -372314,6 +386259,7 @@ https://searchcloudcomputing.techtarget.com/tip/Weigh-the-pros-and-cons-of-manag
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.techtarget.com/searchcloudcomputing/tip/Weigh-the-pros-and-cons-of-managed-Kubernetes-services
 https://searchitoperations.techtarget.com/feature/Differences-between-Kubernetes-Ingress-vs-load-balancer:
   title: 'searchitoperations.techtarget.com: Differences between Kubernetes Ingress''
     vs. load balancer'
@@ -372325,13 +386271,14 @@ https://searchitoperations.techtarget.com/feature/Differences-between-Kubernetes
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 1ea592e5af9f5fa2270ab60af03c6566d123935e1a00862a43b9146034e31679
   health_score: 100.0
   last_checked: 1779031360.775004
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:40.775004+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -372340,6 +386287,7 @@ https://searchitoperations.techtarget.com/feature/Differences-between-Kubernetes
   - docs/kubernetes-networking.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.techtarget.com/searchitoperations/feature/Differences-between-Kubernetes-Ingress-vs-load-balancer
 https://searchitoperations.techtarget.com/feature/Optimize-Kubernetes-cluster-management-with-these-5-tips:
   title: '**Optimize** Kubernetes cluster management with these 5 tips'
   description: ''
@@ -372350,13 +386298,14 @@ https://searchitoperations.techtarget.com/feature/Optimize-Kubernetes-cluster-ma
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 26a1e9d7bde668bfd0c307a5d12479806736dd2c58837f5719271bca9126b4c7
   health_score: 100.0
   last_checked: 1779030268.800951
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:28.800951+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -372365,6 +386314,7 @@ https://searchitoperations.techtarget.com/feature/Optimize-Kubernetes-cluster-ma
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.techtarget.com/searchitoperations/feature/Optimize-Kubernetes-cluster-management-with-these-5-tips
 https://searchitoperations.techtarget.com/feature/Top-15-DevOps-blogs-to-read-and-follow:
   title: Top 15 DevOps blogs to read and follow
   description: ''
@@ -372375,13 +386325,14 @@ https://searchitoperations.techtarget.com/feature/Top-15-DevOps-blogs-to-read-an
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 41547af4ca8afd969858e9e688a5f38d300e786cc39568d24cbdb244de808828
   health_score: 100.0
   last_checked: 1779032762.366439
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:02.366439+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -372390,6 +386341,7 @@ https://searchitoperations.techtarget.com/feature/Top-15-DevOps-blogs-to-read-an
   - docs/devops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.techtarget.com/searchitoperations/feature/Top-15-DevOps-blogs-to-read-and-follow
 https://searchitoperations.techtarget.com/news/252467102/Kubernetes-policy-project-takes-enterprise-IT-by-storm:
   title: 'searchitoperations.techtarget.com: Kubernetes policy project takes enterprise''
     IT by storm'
@@ -372401,13 +386353,14 @@ https://searchitoperations.techtarget.com/news/252467102/Kubernetes-policy-proje
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: e4067d287169807db21d01b55d1d2f2db796c2a8970516785bcbb99201433ced
   health_score: 100.0
   last_checked: 1779032182.351223
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:22.351223+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -372416,6 +386369,7 @@ https://searchitoperations.techtarget.com/news/252467102/Kubernetes-policy-proje
   - docs/securityascode.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.techtarget.com/searchitoperations/news/252467102/Kubernetes-policy-project-takes-enterprise-IT-by-storm
 https://searchitoperations.techtarget.com/news/252492459/GitOps-pros-grapple-with-Kubernetes-configuration-management:
   title: "searchitoperations.techtarget.com: GitOps pros grapple with Kubernetes configuration'
     management. GitOps users seek ideal Kubernetes config tool \U0001F31F"
@@ -372427,13 +386381,14 @@ https://searchitoperations.techtarget.com/news/252492459/GitOps-pros-grapple-wit
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 9ed2f098f7055fe00d2d52dcf83f060a5ebe559d55217073439bff6188f9411f
   health_score: 100.0
   last_checked: 1779030355.62277
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:55.622770+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -372442,6 +386397,7 @@ https://searchitoperations.techtarget.com/news/252492459/GitOps-pros-grapple-wit
   - docs/gitops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.techtarget.com/searchitoperations/news/252492459/GitOps-pros-grapple-with-Kubernetes-configuration-management
 https://searchitoperations.techtarget.com/news/252505548/CNCF-policy-as-code-project-bridges-Kubernetes-security-gaps:
   title: 'searchitoperations.techtarget.com: CNCF policy-as-code project bridges Kubernetes''
     security gaps'
@@ -372453,13 +386409,14 @@ https://searchitoperations.techtarget.com/news/252505548/CNCF-policy-as-code-pro
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: cca0795b82ea9c002f84539fbf717f9a594e58337f7b0d22b296977894bd888a
   health_score: 100.0
   last_checked: 1779034354.846296
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:34.846296+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -372468,6 +386425,7 @@ https://searchitoperations.techtarget.com/news/252505548/CNCF-policy-as-code-pro
   - docs/securityascode.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.techtarget.com/searchitoperations/news/252505548/CNCF-policy-as-code-project-bridges-Kubernetes-security-gaps
 https://searchitoperations.techtarget.com/tip/Ensure-Kubernetes-high-availability-with-master-node-planning:
   title: 'searchitoperations.techtarget.com: Ensure Kubernetes high availability with''
     master node planning'
@@ -372479,13 +386437,14 @@ https://searchitoperations.techtarget.com/tip/Ensure-Kubernetes-high-availabilit
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 428fcff4d74c21bf1dc38173f6aea420d8ebc25c7561f62ab49285bdd1eec34e
   health_score: 100.0
   last_checked: 1779032819.776848
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:59.776848+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -372494,6 +386453,7 @@ https://searchitoperations.techtarget.com/tip/Ensure-Kubernetes-high-availabilit
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.techtarget.com/searchitoperations/tip/Ensure-Kubernetes-high-availability-with-master-node-planning
 https://searchitoperations.techtarget.com/tip/Terraform-cheat-sheet-Notable-commands-HCL-and-more:
   title: 'searchitoperations.techtarget.com: Terraform cheat sheet: Notable commands,''
     HCL and more'
@@ -372505,13 +386465,14 @@ https://searchitoperations.techtarget.com/tip/Terraform-cheat-sheet-Notable-comm
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 84b8e122167d3faaa11b4968e9e95aaea2e6395b620eb00bcb716fac1f40fc92
   health_score: 100.0
   last_checked: 1779030554.544696
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:14.544696+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -372520,6 +386481,7 @@ https://searchitoperations.techtarget.com/tip/Terraform-cheat-sheet-Notable-comm
   - docs/cheatsheets.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.techtarget.com/searchitoperations/tip/Terraform-cheat-sheet-Notable-commands-HCL-and-more
 https://searchitoperations.techtarget.com/tip/Tips-and-tools-to-achieve-a-serverless-DevOps-workflow:
   title: 'searchitoperations.techtarget.com: Tips and tools to achieve a serverless''
     DevOps workflow'
@@ -372531,13 +386493,14 @@ https://searchitoperations.techtarget.com/tip/Tips-and-tools-to-achieve-a-server
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 54dd4b7cd6e1c0296144ef068c39959fc00c76979b00e70d3a784dadde42ff30
   health_score: 100.0
   last_checked: 1779032873.331199
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:53.331199+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -372546,6 +386509,7 @@ https://searchitoperations.techtarget.com/tip/Tips-and-tools-to-achieve-a-server
   - docs/devops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.techtarget.com/searchitoperations/tip/Tips-and-tools-to-achieve-a-serverless-DevOps-workflow
 https://searchstorage.techtarget.com/definition/IBM-Spectrum:
   title: 'searchstorage.techtarget.com: IBM Spectrum'
   description: ''
@@ -372556,13 +386520,14 @@ https://searchstorage.techtarget.com/definition/IBM-Spectrum:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: d26b4aba12fcef90e978e874f450bf1bb21ee0a2e6f90effef51f9244637c4af
   health_score: 100.0
   last_checked: 1779029063.944004
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:23.944004+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -372571,6 +386536,7 @@ https://searchstorage.techtarget.com/definition/IBM-Spectrum:
   - docs/kubernetes-storage.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.ibm.com/solutions
 https://seattledataguy.substack.com/p/data-engineering-vs-machine-learning:
   title: '==seattledataguy.substack.com: Data Engineering Vs Machine Learning Pipelines=='
   description: ''
@@ -372589,6 +386555,7 @@ https://seattledataguy.substack.com/p/data-engineering-vs-machine-learning:
   last_checked: 1779030335.228472
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:35.228472+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -372622,6 +386589,7 @@ https://sebalopezz.medium.com/monolith-to-microservices-event-driven-architectur
   last_checked: 1779030608.720267
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:08.720267+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -372654,6 +386622,7 @@ https://sebastiandedeyne.com/things-you-didnt-know-you-could-diff-in-github:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -372685,6 +386654,7 @@ https://sebinxavi.medium.com/eks-cluster-deployment-using-terraform-685c89b14f72
   last_checked: 1779032704.052325
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:04.052325+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -372716,6 +386686,7 @@ https://security.stackexchange.com/questions/58167/databases-in-dmz-and-intranet
   last_checked: 1781735924.331133
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:44.331133+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -372740,13 +386711,14 @@ https://securityaffairs.co/wordpress/127708/hacking/kubernetes-argo-cd-flaw.html
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: d2ec11058671fe6d0ece8bdadbcfa683cb3b5c6d738129a158849ae043a1810d
   health_score: 100.0
   last_checked: 1779033568.144063
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:28.144063+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -372755,6 +386727,7 @@ https://securityaffairs.co/wordpress/127708/hacking/kubernetes-argo-cd-flaw.html
   - docs/argo.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://securityaffairs.com/127708/hacking/kubernetes-argo-cd-flaw.html
 https://securityaffairs.com/127708/hacking/kubernetes-argo-cd-flaw.html:
   title: 'securityaffairs.co: Argo CD flaw could allow stealing sensitive data from
     Kubernetes Apps'
@@ -372775,6 +386748,7 @@ https://securityaffairs.com/127708/hacking/kubernetes-argo-cd-flaw.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -372805,6 +386779,7 @@ https://securityboulevard.com/2021/02/devops-vs-devsecops-heres-how-they-fit-tog
   last_checked: 1779030305.579581
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:05.579581+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -372838,6 +386813,7 @@ https://securityboulevard.com/2022/10/implementing-zero-trust-security-with-serv
   last_checked: 1779032762.315586
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:02.315586+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -372871,6 +386847,7 @@ https://securitycafe.ro/2023/02/27/a-complete-kubernetes-config-review-methodolo
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -372903,6 +386880,7 @@ https://securitylabs.datadoghq.com/articles/container-security-fundamentals-part
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -372927,13 +386905,14 @@ https://securityonline.info/vampi-vulnerable-rest-api-with-owasp-top-10-vulnerab
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779031146.51191
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:06.511910+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -372947,6 +386926,7 @@ https://securityonline.info/vampi-vulnerable-rest-api-with-owasp-top-10-vulnerab
   v2_locations:
   - devsecops.md
   youtube_mosaic: {}
+  duplicate_of: https://securityonline.info
 https://seekingalpha.com/article/4427517-jfrog-reminds-me-of-mongodb:
   title: 'seekingalpha.com: JFrog Reminds Me Of MongoDB'
   description: ''
@@ -372968,6 +386948,7 @@ https://seekingalpha.com/article/4427517-jfrog-reminds-me-of-mongodb:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -372999,6 +386980,7 @@ https://segment.com/blog/the-segment-aws-stack:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2017-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -373033,6 +387015,7 @@ https://seguridad-informacion.blogspot.com/2020/07/you-bet-that-apis-power-devop
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -373055,13 +387038,14 @@ https://selenium.dev:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: b2325901a2c91df06e1f3b3882fca5e71ecddce3709851a2eba408d822142a04
   health_score: 100.0
   last_checked: 1779032185.29671
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:25.296710+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -373070,6 +387054,7 @@ https://selenium.dev:
   - docs/test-automation-frameworks.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.selenium.dev
 https://semantic-release.gitbook.io/semantic-release:
   title: "semantic-release.gitbook.io \U0001F31F"
   description: ''
@@ -373090,6 +387075,7 @@ https://semantic-release.gitbook.io/semantic-release:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -373122,6 +387108,7 @@ https://semaphore.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -373153,6 +387140,7 @@ https://semaphore.io/blog/continuous-blue-green-deployments-with-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -373190,6 +387178,7 @@ https://semaphore.io/blog/deploy-microservices:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -373222,6 +387211,7 @@ https://semaphore.io/blog/devops-ml-data:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -373247,13 +387237,14 @@ https://semaphore.io/blog/kubernetes-deployments:
   resource_type: Article
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -373266,6 +387257,7 @@ https://semaphore.io/blog/kubernetes-deployments:
   v2_locations:
   - kubernetes-security.md
   youtube_mosaic: {}
+  duplicate_of: https://developers.redhat.com/articles/2021/12/16/secure-your-kubernetes-deployments-ebpf
 https://semaphore.io/blog/kubernetes-vs-docker:
   title: 'semaphoreci.com: Kubernetes vs Docker: Understanding Containers in 2021'
   description: ''
@@ -373285,6 +387277,7 @@ https://semaphore.io/blog/kubernetes-vs-docker:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -373325,6 +387318,7 @@ https://semaphore.io/blog/microfrontends:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -373358,6 +387352,7 @@ https://semaphore.io/blog/replicaset-statefulset-daemonset-deployments:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -373390,6 +387385,7 @@ https://semaphore.io/blog/revving-up-continuous-integration-with-parallel-testin
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -373419,6 +387415,7 @@ https://semaphoreci.com:
   last_checked: 1779032380.865939
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:40.865939+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -373437,13 +387434,14 @@ https://semaphoreci.com/blog/continuous-blue-green-deployments-with-kubernetes:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: b2f5fa4b340d424ef0267d2bd3b1c8e6c94dbd3680d0e51d1ed76b91d9b02ca5
   health_score: 100.0
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   discovered_at: '2026-05-17T17:49:21.423860+02:00'
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   hierarchy: []
@@ -373453,6 +387451,7 @@ https://semaphoreci.com/blog/continuous-blue-green-deployments-with-kubernetes:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://semaphore.io/blog/continuous-blue-green-deployments-with-kubernetes
 https://semaphoreci.com/blog/deploy-microservices:
   title: "==semaphoreci.com: 5 Options for Deploying Microservices== \U0001F31F"
   description: ''
@@ -373470,6 +387469,7 @@ https://semaphoreci.com/blog/deploy-microservices:
   last_checked: 1779033823.657296
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:43.657296+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -373488,13 +387488,14 @@ https://semaphoreci.com/blog/devops-ml-data:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   content_hash: 033a15e95641e702fcf06a57412dcd482a7729f8092cc027a001f5d43c51159b
   health_score: 100.0
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   discovered_at: '2026-05-17T17:49:37.618879+02:00'
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@@ -373503,6 +387504,7 @@ https://semaphoreci.com/blog/devops-ml-data:
   - docs/mlops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://semaphore.io/blog/devops-ml-data
 https://semaphoreci.com/blog/kubernetes-deployments:
   title: 'semaphoreci.com: Secure Your Kubernetes Deployments'
   description: ''
@@ -373513,13 +387515,14 @@ https://semaphoreci.com/blog/kubernetes-deployments:
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   is_microservice: false
-  status: online
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   discovered_at: '2026-05-17T17:39:04.323758+02:00'
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@@ -373528,6 +387531,7 @@ https://semaphoreci.com/blog/kubernetes-deployments:
   - docs/kubernetes-security.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://semaphore.io/blog/kubernetes-deployments
 https://semaphoreci.com/blog/kubernetes-vs-docker:
   title: 'semaphoreci.com: Kubernetes vs Docker: Understanding Containers in 2021'
   description: ''
@@ -373538,13 +387542,14 @@ https://semaphoreci.com/blog/kubernetes-vs-docker:
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-  status: online
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   discovered_at: '2026-05-17T17:39:21.303188+02:00'
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@@ -373553,6 +387558,7 @@ https://semaphoreci.com/blog/kubernetes-vs-docker:
   - docs/kubernetes-alternatives.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://semaphore.io/blog/kubernetes-vs-docker
 https://semaphoreci.com/blog/microfrontends:
   title: 'semaphoreci.com: Microfrontends: Microservices for the Frontend'
   description: ''
@@ -373563,13 +387569,14 @@ https://semaphoreci.com/blog/microfrontends:
   resource_type: null
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   is_microservice: false
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   discovered_at: '2026-05-17T17:08:51.503692+02:00'
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@@ -373578,6 +387585,7 @@ https://semaphoreci.com/blog/microfrontends:
   - docs/introduction.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://semaphore.io/blog/microfrontends
 https://semaphoreci.com/blog/replicaset-statefulset-daemonset-deployments:
   title: '==semaphoreci.com: Understanding ReplicaSet vs. StatefulSet vs. DaemonSet''
     vs. Deployments=='
@@ -373596,6 +387604,7 @@ https://semaphoreci.com/blog/replicaset-statefulset-daemonset-deployments:
   last_checked: 1779033081.903433
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:21.903433+02:00'
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@@ -373614,13 +387623,14 @@ https://semaphoreci.com/blog/revving-up-continuous-integration-with-parallel-tes
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   discovered_at: '2026-05-17T18:03:15.396280+02:00'
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@@ -373629,6 +387639,7 @@ https://semaphoreci.com/blog/revving-up-continuous-integration-with-parallel-tes
   - docs/jenkins-alternatives.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://semaphore.io/blog/revving-up-continuous-integration-with-parallel-testing
 https://semaphoreci.medium.com/12-ways-to-improve-your-monolith-before-transitioning-to-microservices-d1061e96ca1a:
   title: "==semaphoreci.medium.com: 12 Ways to Improve Your Monolith Before Transitioning'
     to Microservices== \U0001F31F"
@@ -373649,6 +387660,7 @@ https://semaphoreci.medium.com/12-ways-to-improve-your-monolith-before-transitio
   last_checked: 1779032050.276884
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:10.276884+02:00'
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   hierarchy:
@@ -373684,6 +387696,7 @@ https://sematext.com/capabilities/container-monitoring:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -373706,13 +387719,14 @@ https://sematext.com/docker:
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   is_microservice: false
-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T17:49:29.155561+02:00'
+  last_ai_eval: null
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@@ -373721,6 +387735,7 @@ https://sematext.com/docker:
   - docs/docker.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://sematext.com/capabilities/container-monitoring
 https://semgrep.dev:
   title: Semgrep
   description: ''
@@ -373740,6 +387755,7 @@ https://semgrep.dev:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -373769,6 +387785,7 @@ https://sentry.io:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:49.201777+02:00'
+  last_ai_eval: null
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@@ -373796,6 +387813,7 @@ https://sentry.io/welcome:
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   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.936958+02:00'
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@@ -373829,6 +387847,7 @@ https://sequoia.makes.software/reducing-docker-image-size-particularly-for-kuber
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -373860,6 +387879,7 @@ https://seraf.dev/argocd-tutorial-with-terraform-af77ddea2e6e:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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@@ -373894,6 +387914,7 @@ https://seranking.com/blog/practical-tips-google-search-operators:
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -373916,13 +387937,14 @@ https://serhii.vasylenko.info/2022/01/16/some-techniques-to-enhance-your-terrafo
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   discovered_at: '2026-05-17T17:24:24.765117+02:00'
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@@ -373931,6 +387953,7 @@ https://serhii.vasylenko.info/2022/01/16/some-techniques-to-enhance-your-terrafo
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://devdosvid.blog/2022/01/16/some-techniques-to-enhance-your-terraform-proficiency
 https://serokell.io/blog/kubernetes-guide:
   title: 'serokell.io/blog/kubernetes-guide: A Guide to Kubernetes'
   description: ''
@@ -373951,6 +387974,7 @@ https://serokell.io/blog/kubernetes-guide:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -373984,6 +388008,7 @@ https://serokell.io/blog/kubernetes-guide:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -374006,13 +388031,14 @@ https://serverless-stack.com/examples/how-to-debug-lambda-functions-with-visual-
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T18:02:31.141786+02:00'
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@@ -374021,6 +388047,7 @@ https://serverless-stack.com/examples/how-to-debug-lambda-functions-with-visual-
   - docs/visual-studio.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://guide.sst.dev/examples/how-to-debug-lambda-functions-with-visual-studio-code.html
 https://serverless.tf:
   title: 'serverless.tf: Doing serverless with Terraform'
   description: ''
@@ -374041,6 +388068,7 @@ https://serverless.tf:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -374072,6 +388100,7 @@ https://serverlesshorrors.com:
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -374103,6 +388132,7 @@ https://serverlessland.com:
   last_checked: 1779032219.543911
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:36:59.543911+02:00'
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@@ -374136,6 +388166,7 @@ https://serverlessland.com/event-driven-architecture:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -374166,6 +388197,7 @@ https://serverlessland.com/event-driven-architecture/visuals:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -374198,6 +388230,7 @@ https://serverlessland.com/event-driven-architecture/visuals/batching-vs-event-s
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -374229,6 +388262,7 @@ https://serverlessland.com/event-driven-architecture/visuals/splitter-pattern:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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@@ -374254,13 +388288,14 @@ https://serverlessland.com/explore/sam-pipelines:
   resource_type: Documentation
   complexity: Advanced
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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@@ -374274,6 +388309,7 @@ https://serverlessland.com/explore/sam-pipelines:
   v2_locations:
   - aws.md
   youtube_mosaic: {}
+  duplicate_of: https://serverlessland.com
 https://serverlessland.com/patterns:
   title: 'serverlessland.com/patterns: Serverless Patterns Collection'
   description: ''
@@ -374286,13 +388322,14 @@ https://serverlessland.com/patterns:
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+  status: duplicate
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@@ -374306,6 +388343,7 @@ https://serverlessland.com/patterns:
   v2_locations:
   - aws.md
   youtube_mosaic: {}
+  duplicate_of: https://serverlessland.com
 https://servicesblog.redhat.com/2019/03/06/remote-debugging-of-java-applications-on-openshift:
   title: Remote Debugging of Java Applications on OpenShift
   description: ''
@@ -374316,13 +388354,14 @@ https://servicesblog.redhat.com/2019/03/06/remote-debugging-of-java-applications
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+  status: duplicate
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@@ -374331,6 +388370,7 @@ https://servicesblog.redhat.com/2019/03/06/remote-debugging-of-java-applications
   - docs/monitoring.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/remote-debugging-java-applications-openshift
 https://sessionize.com/aiewf2026:
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   description: Submit proposals to speak at the largest technical AI conference in
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   discovered_at: '2026-06-02T00:15:58.263397+02:00'
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@@ -374395,6 +388436,7 @@ https://severalnines.com/blog/how-does-database-load-balancer-work:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -374417,13 +388459,14 @@ https://severalnines.com/database-blog/how-does-database-load-balancer-work:
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@@ -374432,6 +388475,7 @@ https://severalnines.com/database-blog/how-does-database-load-balancer-work:
   - docs/databases.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://severalnines.com/blog/how-does-database-load-balancer-work
 https://shadman-jamil.medium.com/most-useful-software-architecture-patterns-68e171405292:
   title: 'shadman-jamil.medium.com: Most Useful Software Architecture Patterns'
   description: ''
@@ -374450,6 +388494,7 @@ https://shadman-jamil.medium.com/most-useful-software-architecture-patterns-68e1
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:33.353443+02:00'
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@@ -374481,6 +388526,7 @@ https://shahin-mahmud.medium.com/write-your-first-kubernetes-operator-in-go-1770
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:03.978910+02:00'
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   discovered_at: '2026-05-17T17:54:23.027078+02:00'
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@@ -374543,6 +388590,7 @@ https://shahneil.medium.com/what-are-kubernetes-endpoints-and-how-to-use-them-a5
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   discovered_at: '2026-05-17T17:10:14.828747+02:00'
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@@ -374575,6 +388623,7 @@ https://shardul.dev/most-useful-kubectl-plugins:
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   discovered_at: '2026-05-17T16:45:58.646019+02:00'
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@@ -374637,6 +388687,7 @@ https://shayn-71079.medium.com/scaling-kubernetes-clusters-8a061321de93:
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@@ -374660,13 +388711,14 @@ https://sheet.new:
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@@ -374675,6 +388727,7 @@ https://sheet.new:
   - docs/project-management-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://accounts.google.com/v3/signin/identifier?continue=https%3A%2F%2Fdocs.google.com%2Fspreadsheets%2Fu%2F0%2Fcreate%3Fusp%3Ddot_new&dsh=S338656440%3A1779029465061496&followup=https%3A%2F%2Fdocs.google.com%2Fspreadsheets%2Fu%2F0%2Fcreate%3Fusp%3Ddot_new<mpl=sheets&osid=1&passive=1209600&service=wise&flowName=WebLiteSignIn&flowEntry=ServiceLogin&ifkv=AWa2PauvFLix7FhDQsyeXMzly7IlWofT_GeExGBZD5PeXgcMI8_fmgxBG05tRNkG3ISAaCxExVB7
 https://shekhargulati.com/2018/08/01/week-1-service-discovery-for-modern-distributed-applications:
   title: 'shekhargulati.com: Service Discovery for Modern Distributed Applications'
   description: ''
@@ -374696,6 +388749,7 @@ https://shekhargulati.com/2018/08/01/week-1-service-discovery-for-modern-distrib
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -374728,6 +388782,7 @@ https://shields.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -374759,6 +388814,7 @@ https://shiftsync.tricentis.com/software-testing-blogs-69/getting-started-with-a
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -374792,6 +388848,7 @@ https://shipa.io/a-developer-focused-ci-cd-pipeline-for-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -374825,6 +388882,7 @@ https://shipa.io/a-real-world-application-deployment-on-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -374860,6 +388918,7 @@ https://shipa.io/deploying-applications-on-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -374883,13 +388942,14 @@ https://shipa.io/development/a-developer-focused-ci-cd-pipeline-for-kubernetes:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 21e5a88b3d2328730d0695be7ffe835ae20d2044f6d2a4db33259868f8fabb9a
   health_score: 100.0
   last_checked: 1779032954.293708
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:14.293708+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -374898,6 +388958,7 @@ https://shipa.io/development/a-developer-focused-ci-cd-pipeline-for-kubernetes:
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://shipa.io/a-developer-focused-ci-cd-pipeline-for-kubernetes
 https://shipa.io/development/terraform-meets-appops:
   title: "shipa.io: Terraform meets AppOps \U0001F31F"
   description: ''
@@ -374908,13 +388969,14 @@ https://shipa.io/development/terraform-meets-appops:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 268946f82244a5b33f6505fecb52992e83dee43b1822b44389df36547a06702d
   health_score: 100.0
   last_checked: 1779030287.81885
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:47.818850+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -374923,6 +388985,7 @@ https://shipa.io/development/terraform-meets-appops:
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://shipa.io/terraform-meets-appops-2
 https://shipa.io/devops-challenge-kubernetes-deployment-ketch-vs-yaml:
   title: 'shipa.io: DevOps Challenge – Kubernetes Deployment: Ketch vs YAML'
   description: ''
@@ -374942,6 +389005,7 @@ https://shipa.io/devops-challenge-kubernetes-deployment-ketch-vs-yaml:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -374975,6 +389039,7 @@ https://shipa.io/gitops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -375007,6 +389072,7 @@ https://shipa.io/gitops-in-the-enterprise:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -375038,6 +389104,7 @@ https://shipa.io/gitops-meets-appops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -375069,6 +389136,7 @@ https://shipa.io/terraform-meets-appops-2:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -375103,6 +389171,7 @@ https://shipit.dev/posts/k8s-operators-with-python-part-1.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -375136,6 +389205,7 @@ https://shipit.dev/posts/kubernetes-overview-diagrams.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -375168,6 +389238,7 @@ https://shipit.dev/posts/setting-up-eks-with-irsa-using-terraform.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -375199,6 +389270,7 @@ https://shipmight.com/blog/understanding-helm-upgrade-reset-reuse-values:
   last_checked: 1779030184.00005
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:04.000050+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -375232,6 +389304,7 @@ https://shipwright.io:
   last_checked: 1779029377.871532
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:49:37.871532+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -375262,6 +389335,7 @@ https://shitposting.monster:
   last_checked: 1780400585.971942
   needs_ai_refresh: false
   discovered_at: '2026-06-02T13:43:05.971942+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -375288,6 +389362,7 @@ https://shivanshu1333.medium.com/contextual-logging-in-kubernetes-41f4cc5fea69:
   last_checked: 1779033424.431131
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:04.431131+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -375319,6 +389394,7 @@ https://shivanshu1333.medium.com/structured-logging-in-kubernetes-58cf35e6d60d:
   last_checked: 1779029513.486291
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:53.486291+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -375352,6 +389428,7 @@ https://shop.oreilly.com/product/0636920223788.do:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -375384,6 +389461,7 @@ https://shopify.engineering/capturing-every-change-shopify-sharded-monolith:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -375417,6 +389495,7 @@ https://shopify.engineering/faster-shopify-ci:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -375448,6 +389527,7 @@ https://shramikawale.medium.com/podsdisruptionbudget-why-you-will-need-in-kubern
   last_checked: 1779030393.973216
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:33.973216+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -375481,6 +389561,7 @@ https://shrihariharidas73.medium.com/terraform-hashicorp-vault-integration-seaml
   last_checked: 1779033415.662329
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:55.662329+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -375519,6 +389600,7 @@ https://shriomtripathi1.substack.com/p/terraform-small-terraform-modules:
   last_checked: 1780352838.801073
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:27:18.801073+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -375559,6 +389641,7 @@ https://shuanglu1993.medium.com/what-happens-when-volumemanager-in-the-kubelet-s
   last_checked: 1779032239.299976
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:19.299976+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -375590,6 +389673,7 @@ https://sid-infinity-yadav.medium.com/grafana-agent-kubernetes-operator-f89b7444
   last_checked: 1779030528.909355
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:48.909355+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -375623,6 +389707,7 @@ https://siddhivinayak-sk.medium.com/kubeseal-sealedsecret-make-your-secrets-secu
   last_checked: 1779032036.567943
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:56.567943+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -375656,6 +389741,7 @@ https://siegert-maximilian.medium.com/ensure-content-trust-on-kubernetes-using-n
   last_checked: 1779034309.108302
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:49.108302+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -375688,6 +389774,7 @@ https://signalvnoise.com/svn3/running-spot-instances-effectively-with-amazon-eks
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -375720,6 +389807,7 @@ https://signoz.io/blog/kubernetes-audit-logs:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -375753,6 +389841,7 @@ https://signoz.io/blog/opentelemetry-kubernetes-cluster-metrics-monitoring:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -375787,6 +389876,7 @@ https://siliconangle.com/2020/10/13/red-hat-ties-ansible-automation-kubernetes-c
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -375821,6 +389911,7 @@ https://siliconangle.com/2021/09/29/amazon-debuts-fully-managed-prometheus-based
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -375853,6 +389944,7 @@ https://siliconangle.com/2021/09/29/amazon-debuts-fully-managed-prometheus-based
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -375885,6 +389977,7 @@ https://siliconangle.com/2021/10/18/pulumis-new-registry-makes-easy-share-reuse-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -375917,6 +390010,7 @@ https://siliconangle.com/2023/04/20/rise-platform-engineering-kubernetes-era-kub
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -375949,6 +390043,7 @@ https://silvr.medium.com/using-kyverno-to-enforce-aws-load-balancer-annotations-
   last_checked: 1779029168.876015
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:08.876015+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -375980,6 +390075,7 @@ https://simple.wikipedia.org/wiki/Application_programming_interface:
   last_checked: 1779031489.335533
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:49.335533+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -376013,6 +390109,7 @@ https://simplecheatsheet.com:
   last_checked: 1781432536.260788
   needs_ai_refresh: false
   discovered_at: '2026-06-14T12:22:16.260788+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -376044,6 +390141,7 @@ https://simplecheatsheet.com/tag/golang-cheat-sheet:
   last_checked: 1779033570.574604
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:30.574604+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -376079,6 +390177,7 @@ https://simplyblock.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -376112,6 +390211,7 @@ https://sincro.es/blog/actualidad-fiscal-contable/teletrabajo-desde-espana-para-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -376135,13 +390235,14 @@ https://sincrogo.com/blog/actualidad-fiscal-contable/teletrabajo-desde-espana-pa
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 450fad9db51fa4016d5e5edec4a97f134f5e753f5b779f6a7cdff99686988fd5
   health_score: 100.0
   last_checked: 1779029592.511554
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:12.511554+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -376150,6 +390251,7 @@ https://sincrogo.com/blog/actualidad-fiscal-contable/teletrabajo-desde-espana-pa
   - docs/remote-tech-jobs.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://sincro.es/blog/actualidad-fiscal-contable/teletrabajo-desde-espana-para-el-extranjero-donde-hay-que-tributar
 https://sinergiasincontrol.blogspot.com/2021/11/643-la-excelente-propuesta-de-trabajo.html9:
   title: null
   description: null
@@ -376167,6 +390269,7 @@ https://sinergiasincontrol.blogspot.com/2021/11/643-la-excelente-propuesta-de-tr
   last_checked: 1779029158.644422
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:58.644422+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -376185,13 +390288,14 @@ https://sites.google.com/site/mrxpalmeiras/ansible/ansible-cheat-sheet:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 60cc0344f3ec529eaa6d5376b134cece03460bf879d8bd8f6b643d9225977ac8
   health_score: 100.0
   last_checked: 1779029132.80926
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:32.809260+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -376201,6 +390305,7 @@ https://sites.google.com/site/mrxpalmeiras/ansible/ansible-cheat-sheet:
   - docs/other-awesome-lists.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://meet.new
 https://sixfold.medium.com/reducing-database-queries-to-a-minimum-with-dataloaders-cc98c25e54ce:
   title: 'sixfold.medium.com: Reducing database queries to a minimum with DataLoaders'
   description: ''
@@ -376220,6 +390325,7 @@ https://sixfold.medium.com/reducing-database-queries-to-a-minimum-with-dataloade
   last_checked: 1779030980.913171
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:20.913171+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -376252,6 +390358,7 @@ https://skaffold.dev:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -376286,6 +390393,7 @@ https://skaffold.dev/docs/pipeline-stages/init:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -376318,6 +390426,7 @@ https://skamille.medium.com/an-incomplete-list-of-skills-senior-engineers-need-b
   last_checked: 1779031333.289809
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:13.289809+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -376349,6 +390458,7 @@ https://skamille.medium.com/how-new-managers-fail-individual-contributors-839a13
   last_checked: 1779032834.775138
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:14.775138+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -376380,6 +390490,7 @@ https://skamille.medium.com/make-boring-plans-9438ce5cb053:
   last_checked: 1779031341.297942
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:21.297942+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -376413,6 +390524,7 @@ https://skildops.medium.com/backup-an-entire-kubernetes-cluster-using-velero-to-
   last_checked: 1779031651.93112
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:31.931120+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -376446,6 +390558,7 @@ https://skillbuilder.aws:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -376477,6 +390590,7 @@ https://skillbuilder.aws/course/external/view/elearning/48/aws-security-fundamen
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -376510,6 +390624,7 @@ https://skillbuilder.aws/course/external/view/elearning/7854/aws-technical-essen
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -376533,13 +390648,14 @@ https://skilledfield.com.au/monitoring-kubernetes-and-docker-container-logs:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 52198432ca323827ac8c97a44f623ffd9d20da96c5bfb8ee72e924c305410143
   health_score: 100.0
   last_checked: 1779034577.574546
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:17.574546+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -376548,6 +390664,7 @@ https://skilledfield.com.au/monitoring-kubernetes-and-docker-container-logs:
   - docs/monitoring.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://skillfield.com.au/blog/monitoring-kubernetes-and-docker-container-logs
 https://skillfield.com.au/blog/monitoring-kubernetes-and-docker-container-logs:
   title: 'skilledfield.com.au: Monitoring Kubernetes and Docker Container Logs'
   description: ''
@@ -376569,6 +390686,7 @@ https://skillfield.com.au/blog/monitoring-kubernetes-and-docker-container-logs:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -376599,6 +390717,7 @@ https://skillslane.com/learn-kubernetes-from-these-best-online-courses:
   last_checked: 1779031242.846887
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:42.846887+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -376627,6 +390746,7 @@ https://sklar.rocks/how-container-storage-interface-works:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -376658,6 +390778,7 @@ https://skundunotes.com/2025/01/22/automate-terraform-testing-with-azure-devops-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -376688,6 +390809,7 @@ https://skupper.io:
   last_checked: 1779030335.4638
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:35.463800+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -376716,6 +390838,7 @@ https://skycrafters.io/blog/2021/06/08/do-containers-really-contain:
   last_checked: 1779031735.248042
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:55.248042+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -376746,6 +390869,7 @@ https://skywalking.apache.org:
   last_checked: 1779033418.889804
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:56:58.889804+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -376774,6 +390898,7 @@ https://slack.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -376807,6 +390932,7 @@ https://slack.engineering/building-self-driving-kafka-clusters-using-open-source
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -376839,6 +390965,7 @@ https://slack.engineering/simple-kubernetes-webhook:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -376871,6 +390998,7 @@ https://slack.kubernetes.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -376902,6 +391030,7 @@ https://slideshare.net/rakutentech/gitops-jenkins-x-future-of-cicd:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -376933,6 +391062,7 @@ https://sloanreview.mit.edu/article/creating-good-jobs:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -376964,6 +391094,7 @@ https://sloboda-studio.com/blog/python-tools-for-machine-learning:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -376993,6 +391124,7 @@ https://sm43.medium.com/tekton-build-a-pipeline-part-4-baafd530b6fe:
   last_checked: 1779032095.040058
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:55.040058+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -377019,6 +391151,7 @@ https://sm43.medium.com/tekton-concepts-of-pipelines-part-2-cd86ad40bd34:
   last_checked: 1779032934.445856
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:54.445856+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -377049,6 +391182,7 @@ https://sm43.medium.com/tekton-concepts-of-triggers-part-3-2ee17764addb:
   last_checked: 1779032728.578192
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:28.578192+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -377074,6 +391208,7 @@ https://sm43.medium.com/tekton-triggering-the-pipeline-part-5-dc38d73411fb:
   last_checked: 1779029916.45472
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:36.454720+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -377100,6 +391235,7 @@ https://sm43.medium.com/world-of-tekton-part-1-999738d63e25:
   last_checked: 1779034349.500708
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:29.500708+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -377133,6 +391269,7 @@ https://smallstep.com/blog/command-line-secrets:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -377165,6 +391302,7 @@ https://smarketshq.com/marge-bot-for-gitlab-keeps-master-always-green-6070e9d248
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -377187,13 +391325,14 @@ https://smartbear.com/resources/ebooks/the-state-of-api-2019-report:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 56b9db7c31981fa5eabedda599f692b70985bdb3950087a2268ad112da868022
   health_score: 100.0
   last_checked: 1779031385.890754
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:05.890754+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -377207,6 +391346,7 @@ https://smartbear.com/resources/ebooks/the-state-of-api-2019-report:
     proposed_url: NONE
     reason: 'High-Value Protection: generic_redirect_loss'
     timestamp: '2026-05-18T18:54:55.020867'
+  duplicate_of: https://smartbear.com/resources/all
 https://smartcar.com:
   title: smartcar.com
   description: ''
@@ -377227,6 +391367,7 @@ https://smartcar.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -377249,13 +391390,14 @@ https://smartcar.com/bmw:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: adc97dd38689f3318815773688a4c7d854c98c755e2ea38b2641fd2235fe9b40
   health_score: 100.0
   last_checked: 1779029948.372661
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:08.372661+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -377264,6 +391406,7 @@ https://smartcar.com/bmw:
   - docs/developerportals.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://smartcar.com/brand/bmw
 https://smartcar.com/brand/bmw:
   title: Smartcar API for BMW
   description: ''
@@ -377283,6 +391426,7 @@ https://smartcar.com/brand/bmw:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -377317,6 +391461,7 @@ https://smoda.elpais.com/trabajo/apariencias-venderse-trabajo:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -377340,13 +391485,14 @@ https://snipcart.com/blog/api-vs-microservices-architecture:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 6cb0cb3b097128f21cc96c34ea6f8a217a290d85eb3cf05f7d59c9f918af5923
   health_score: 100.0
   last_checked: 1779030569.433232
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:29.433232+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -377355,6 +391501,7 @@ https://snipcart.com/blog/api-vs-microservices-architecture:
   - docs/api.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://snipcart.com/blog/microservices-vs-api
 https://snipcart.com/blog/microservices-vs-api:
   title: "snipcart.com: API vs. Microservices: A Beginners Guide to Understand Them
     \U0001F31F"
@@ -377377,6 +391524,7 @@ https://snipcart.com/blog/microservices-vs-api:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -377410,6 +391558,7 @@ https://snyk.io/articles/open-source-security:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -377442,6 +391591,7 @@ https://snyk.io/blog:
   last_checked: 1779130494.971866
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.971866+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -377474,6 +391624,7 @@ https://snyk.io/blog/10-docker-image-security-best-practices:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -377505,6 +391656,7 @@ https://snyk.io/blog/10-kubernetes-security-context-settings-you-should-understa
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -377537,6 +391689,7 @@ https://snyk.io/blog/10-serverless-security-best-practices:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -377569,6 +391722,7 @@ https://snyk.io/blog/securing-open-source-dependencies-snyk-visual-studio-code-e
   last_checked: 1779034507.161827
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:15:07.161827+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -377601,6 +391755,7 @@ https://snyk.io/blog/shipping-kubernetes-native-applications-with-confidence:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -377624,13 +391779,14 @@ https://snyk.io/open-source-security-report:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 1b2cee379f2c54c90264d798af521193ca913ad30395b21aef7d92da8581ca14
   health_score: 100.0
   last_checked: 1779032797.96032
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:37.960320+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -377639,6 +391795,7 @@ https://snyk.io/open-source-security-report:
   - docs/devsecops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://snyk.io/articles/open-source-security
 https://snyk.io/product/container-vulnerability-management:
   title: 'Fugue: Container and Kubernetes. Runtime infrastructure security'
   description: ''
@@ -377659,6 +391816,7 @@ https://snyk.io/product/container-vulnerability-management:
   last_checked: 1779130494.937889
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.937889+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -377693,6 +391851,7 @@ https://socket.dev/blog/introducing-socket:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -377724,6 +391883,7 @@ https://socket.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -377754,6 +391914,7 @@ https://softobiz.com/microservice-orchestration-with-zeebe-and-kafka:
   last_checked: 1779130495.025468
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.025468+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -377787,6 +391948,7 @@ https://softobiz.com/microservice-orchestration-with-zeebe-and-kafka:
   last_checked: 1781735900.173467
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:20.173467+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -377820,6 +391982,7 @@ https://softwareengineeringdaily.com/2019/01/11/why-is-storage-on-kubernetes-is-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -377853,6 +392016,7 @@ https://softwareengineeringdaily.com/2020/02/13/setting-the-stage-for-platform-e
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -377887,6 +392051,7 @@ https://softwareengineeringdaily.com/2020/12/16/kafka-applications-with-tim-berg
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -377920,6 +392085,7 @@ https://softwareengineeringdaily.com/2020/12/29/kubernetes-vs-serverless-with-ma
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -377953,6 +392119,7 @@ https://softwareengineeringdaily.com/2021/01/22/redpanda-kafka-alternative-with-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -377986,6 +392153,7 @@ https://softwarequickguide.com/what-is-performance-testing-and-performance-testi
   last_checked: 1779030608.671235
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:08.671235+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -378019,6 +392187,7 @@ https://sookocheff.com/post/kubernetes/understanding-kubernetes-networking-model
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -378053,6 +392222,7 @@ https://soshace.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -378088,6 +392258,7 @@ https://sosiv.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -378110,13 +392281,14 @@ https://sosiv.io/post/a-deep-dive-into-kubernetes-resource-requests-and-limits:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 4ea2e26b54057f6a7edf436da90542a8d5cd78bfd2860f7656771b97f15a4477
   health_score: 100.0
   last_checked: 1779029823.301562
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:57:03.301562+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -378125,6 +392297,7 @@ https://sosiv.io/post/a-deep-dive-into-kubernetes-resource-requests-and-limits:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://sosiv.io
 https://source.coveo.com/2021/11/11/prometheus-at-scale:
   title: 'source.coveo.com: Prometheus at scale'
   description: ''
@@ -378144,6 +392317,7 @@ https://source.coveo.com/2021/11/11/prometheus-at-scale:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -378176,6 +392350,7 @@ https://sourceforge.net/projects/winpython:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -378208,6 +392383,7 @@ https://sourceware.org/systemtap:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -378237,6 +392413,7 @@ https://space-cloud.io:
   last_checked: 1779031600.477695
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:40.477695+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -378265,6 +392442,7 @@ https://spacelift.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -378297,6 +392475,7 @@ https://spacelift.io/blog/ansible-vs-terraform:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -378326,6 +392505,7 @@ https://spacelift.io/blog/aws-s3-cp:
   last_checked: 1779031596.112188
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:26:36.112188+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -378353,6 +392533,7 @@ https://spacelift.io/blog/azure-terraform-export:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -378385,6 +392566,7 @@ https://spacelift.io/blog/docker-volumes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -378407,13 +392589,14 @@ https://spacelift.io/blog/how-to-provision-aws-eks-kubernetes-cluster-with-terra
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   content_hash: c2d08cce9b4e1e0e28d7b4a8f7293cdfc158ed0263ffe4e9ddd38b1841571381
   health_score: 100.0
   last_checked: 1779031103.19359
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   discovered_at: '2026-05-17T17:18:23.193590+02:00'
+  last_ai_eval: null
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@@ -378422,6 +392605,7 @@ https://spacelift.io/blog/how-to-provision-aws-eks-kubernetes-cluster-with-terra
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://spacelift.io/blog/terraform-eks
 https://spacelift.io/blog/infrastructure-as-code-with-generic-ci-cd:
   title: 'spacelift.io: Why Generic CI/CD Tools Will Not Deliver Successful IaC'
   description: ''
@@ -378442,6 +392626,7 @@ https://spacelift.io/blog/infrastructure-as-code-with-generic-ci-cd:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -378475,6 +392660,7 @@ https://spacelift.io/blog/kubernetes-architecture:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -378507,6 +392693,7 @@ https://spacelift.io/blog/kubernetes-ci-cd:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -378538,6 +392725,7 @@ https://spacelift.io/blog/kubernetes-cronjob:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -378570,6 +392758,7 @@ https://spacelift.io/blog/kubernetes-persistent-volumes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -378603,6 +392792,7 @@ https://spacelift.io/blog/terraform-backends:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -378634,6 +392824,7 @@ https://spacelift.io/blog/terraform-best-practices:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -378666,6 +392857,7 @@ https://spacelift.io/blog/terraform-eks:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -378699,6 +392891,7 @@ https://spacelift.io/blog/terraform-files:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -378731,6 +392924,7 @@ https://spacelift.io/blog/terraform-tools:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -378764,6 +392958,7 @@ https://spacelift.io/blog/what-is-terraform-cloud:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -378795,6 +392990,7 @@ https://spacelift.io/blog/yaml:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -378829,6 +393025,7 @@ https://spanish.entrepreneur.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -378862,6 +393059,7 @@ https://speakerdeck.com/devinjeon/kubernetes-pod-internals-with-the-fundamentals
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -378893,6 +393091,7 @@ https://speakerdeck.com/devopslx/cd-and-optimized-cloud-spend?slide=12:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -378925,6 +393124,7 @@ https://speakerdeck.com/keisukeyamashita/introduction-to-spinnaker-managed-pipel
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -378957,6 +393157,7 @@ https://speakerdeck.com/keisukeyamashita/spinnaker-application-management-by-ter
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -378989,6 +393190,7 @@ https://speakerdeck.com/lemiorhan/10-git-anti-patterns-you-should-be-aware-of:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -379022,6 +393224,7 @@ https://speakerdeck.com/mabulgu/apache-kafka-with-red-hat-amq-streams:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -379056,6 +393259,7 @@ https://speakerdeck.com/mhausenblas/kubecologne-keynote-troubleshooting-kubernet
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -379087,6 +393291,7 @@ https://speakerdeck.com/thockin/code-review-in-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -379120,6 +393325,7 @@ https://speakerdeck.com/thockin/kubernetes-and-networks-why-is-this-so-dang-hard
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -379151,6 +393357,7 @@ https://speakerdeck.com/victorrentea/profiling-a-java-application-at-devdays-202
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -379183,6 +393390,7 @@ https://spectrum.ieee.org/software-eating-car:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -379215,6 +393423,7 @@ https://speedlancer.com:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -379247,6 +393456,7 @@ https://spinnaker.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -379280,6 +393490,7 @@ https://spinnaker.io/docs/setup/install:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -379303,13 +393514,14 @@ https://spinnaker.io/setup/quickstart:
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   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   content_hash: 0bdf0059e42a1cb73ddb1f91b18bbe02527d0651734772cd69e8f4dbff5c6826
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:27.623504+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -379318,6 +393530,7 @@ https://spinnaker.io/setup/quickstart:
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://spinnaker.io/docs/setup/install
 https://spinscale.de/posts/2021-08-25-using-testcontainers-to-test-elasticsearch-plugins.html:
   title: 'spinscale.de: Using Testcontainers To Test Elasticsearch Plugins'
   description: ''
@@ -379335,6 +393548,7 @@ https://spinscale.de/posts/2021-08-25-using-testcontainers-to-test-elasticsearch
   last_checked: 1779032571.780951
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:42:51.780951+02:00'
+  last_ai_eval: null
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@@ -379353,13 +393567,14 @@ https://split.io/blog/keystone-feature-flags:
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   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   content_hash: 78b01b0ef8a16c1248d5ceb1f46059cf1bf7a66c2da265b37f53463ee42fcdeb
   health_score: 100.0
   last_checked: 1779034517.848159
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:17.848159+02:00'
+  last_ai_eval: null
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@@ -379368,6 +393583,7 @@ https://split.io/blog/keystone-feature-flags:
   - docs/git.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://harness.io/2020/09/getting-started-with-cloud-cost-optimization
 https://splunkbase.splunk.com/app/3332:
   title: Splunk App for Jenkins
   description: ''
@@ -379385,6 +393601,7 @@ https://splunkbase.splunk.com/app/3332:
   last_checked: 1779030440.427125
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:07:20.427125+02:00'
+  last_ai_eval: null
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@@ -379412,6 +393629,7 @@ https://spockframework.org:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -379434,13 +393652,14 @@ https://spot.io/blog/setting-up-managing-monitoring-spark-on-kubernetes:
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   complexity: null
   is_microservice: false
-  status: online
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   health_score: 100.0
   last_checked: 1779030979.479867
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   discovered_at: '2026-05-17T17:16:19.479867+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -379449,6 +393668,7 @@ https://spot.io/blog/setting-up-managing-monitoring-spark-on-kubernetes:
   - docs/kubernetes-bigdata.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.flexera.com/products/flexera-one/container-optimization
 https://spotify.github.io/threaddump-analyzer:
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   description: null
@@ -379466,6 +393686,7 @@ https://spotify.github.io/threaddump-analyzer:
   last_checked: 1779031499.323544
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:59.323544+02:00'
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@@ -379494,6 +393715,7 @@ https://spring-petclinic.github.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -379517,13 +393739,14 @@ https://spring-petclinic.github.io/docs/resources.html:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
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   health_score: 100.0
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   discovered_at: '2026-05-17T16:51:22.644030+02:00'
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@@ -379532,6 +393755,7 @@ https://spring-petclinic.github.io/docs/resources.html:
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://spring-petclinic.github.io
 https://spring.io:
   title: Spring
   description: ''
@@ -379552,6 +393776,7 @@ https://spring.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -379585,6 +393810,7 @@ https://spring.io/blog/2020/01/27/creating-docker-images-with-spring-boot-2-3-0-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -379618,6 +393844,7 @@ https://spring.io/blog/2020/06/10/the-path-towards-spring-boot-native-applicatio
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -379651,6 +393878,7 @@ https://spring.io/blog/2021/01/04/ymnnalft-easy-docker-image-creation-with-the-s
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -379683,6 +393911,7 @@ https://spring.io/blog/2021/01/17/what-s-new-in-spring-boot-2-4:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -379714,6 +393943,7 @@ https://spring.io/blog/2021/01/25/ymnnalft-websockets:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -379747,6 +393977,7 @@ https://spring.io/blog/2021/09/02/a-java-17-and-jakarta-ee-9-baseline-for-spring
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -379778,6 +394009,7 @@ https://spring.io/blog/2021/11/19/get-to-know-a-kubernetes-operator:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -379813,6 +394045,7 @@ https://spring.io/guides/gs/spring-boot-docker:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -379845,6 +394078,7 @@ https://spring.io/projects/spring-boot:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -379878,6 +394112,7 @@ https://spring.io/projects/spring-cloud:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -379910,6 +394145,7 @@ https://spring.io/projects/spring-cloud-gateway:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -379939,6 +394175,7 @@ https://spring.io/projects/spring-cloud-kubernetes:
   last_checked: 1779030604.86845
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:04.868450+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -379965,6 +394202,7 @@ https://spring.io/projects/spring-cloud/-kubernetes:
   last_checked: 1779130494.93787
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.937870+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -379997,6 +394235,7 @@ https://sqlpd.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -380020,13 +394259,14 @@ https://sqlrevisited.blogspot.com/2022/03/mysql-vs-postgresql-pros-and-cons.html
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:42:23.959423+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -380035,6 +394275,7 @@ https://sqlrevisited.blogspot.com/2022/03/mysql-vs-postgresql-pros-and-cons.html
   - docs/databases.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sqlrevisited.com/2022/03/mysql-vs-postgresql-pros-and-cons.html
 https://squidfunk.github.io/mkdocs-material:
   title: Material for MkDocs
   description: ''
@@ -380055,6 +394296,7 @@ https://squidfunk.github.io/mkdocs-material:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -380087,6 +394329,7 @@ https://srcco.de/posts/many-kubernetes-clusters.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -380119,6 +394362,7 @@ https://sre.google:
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   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
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@@ -380259,6 +394507,7 @@ https://sre.google/sre-book/monitoring-distributed-systems:
   v2_locations:
   - sre.md
   - kubernetes-monitoring.md
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 https://sre.google/sre-book/table-of-contents:
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   needs_ai_refresh: false
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@@ -380559,6 +394818,7 @@ https://stackoverflow.blog/2021/01/19/fulfilling-the-promise-of-ci-cd:
   - docs/cicd.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://stackoverflow.blog/2021/12/20/fulfilling-the-promise-of-ci-cd
 https://stackoverflow.blog/2021/03/08/infrastructure-as-code-create-and-configure-infrastructure-elements-in-seconds:
   title: 'stackoverflow.blog: Infrastructure as code: Create and configure infrastructure
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@@ -380698,13 +394962,14 @@ https://stackoverflow.blog/2021/07/14/getting-started-with-python:
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   complexity: Beginner
   is_microservice: false
-  status: online
+  status: duplicate
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@@ -380717,6 +394982,7 @@ https://stackoverflow.blog/2021/07/14/getting-started-with-python:
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   - python.md
   youtube_mosaic: {}
+  duplicate_of: https://edidiongasikpo.com/getting-started-with-the-dom-ck9u4u82503or6es16p2rx7c1
 https://stackoverflow.blog/2021/09/08/observability-is-key-to-the-future-of-software-and-your-devops-career:
   title: 'stackoverflow.blog: Observability is key to the future of software (and
     your DevOps career)'
@@ -380739,6 +395005,7 @@ https://stackoverflow.blog/2021/09/08/observability-is-key-to-the-future-of-soft
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@@ -380771,6 +395038,7 @@ https://stackoverflow.blog/2021/09/22/gitlab-launches-collective-on-stack-overfl
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@@ -380803,6 +395071,7 @@ https://stackoverflow.blog/2021/12/20/fulfilling-the-promise-of-ci-cd:
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   discovered_at: '2021-06-01T00:00:00+02:00'
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@@ -380826,13 +395095,14 @@ https://stackoverflow.blog/2022/01/10/the-great-resignation-is-here-what-does-th
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   is_microservice: false
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+  status: duplicate
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@@ -380841,6 +395111,7 @@ https://stackoverflow.blog/2022/01/10/the-great-resignation-is-here-what-does-th
   - docs/recruitment.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://stackoverflow.blog/2022/12/28/the-great-resignation-is-here-what-does-that-mean-for-developers
 https://stackoverflow.blog/2022/12/28/the-great-resignation-is-here-what-does-that-mean-for-developers:
   title: "stackoverflow.blog: The Great Resignation is here. What does that mean for
     developers? \U0001F31F"
@@ -380862,6 +395133,7 @@ https://stackoverflow.blog/2022/12/28/the-great-resignation-is-here-what-does-th
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   needs_ai_refresh: false
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+  last_ai_eval: null
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@@ -380892,6 +395164,7 @@ https://stackoverflow.com/collectives:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:41.461936+02:00'
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@@ -380923,6 +395196,7 @@ https://stackoverflow.com/collectives/aws:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:08.160597+02:00'
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@@ -380947,6 +395221,7 @@ https://stackoverflow.com/collectives/azure:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:28.729296+02:00'
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@@ -380971,6 +395246,7 @@ https://stackoverflow.com/collectives/ci-cd:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:27.256289+02:00'
+  last_ai_eval: null
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@@ -380996,6 +395272,7 @@ https://stackoverflow.com/collectives/gitlab:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:09.855413+02:00'
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@@ -381061,6 +395339,7 @@ https://stackoverflow.com/collectives/google-cloud:
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   discovered_at: '2026-05-17T17:00:05.369094+02:00'
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@@ -381086,6 +395365,7 @@ https://stackoverflow.com/collectives/wso2:
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@@ -381263,6 +395548,7 @@ https://stackoverflow.com/questions/27820309/bot-to-automatically-reverse-github
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   discovered_at: '2026-06-18T00:42:23.405838+02:00'
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@@ -381356,6 +395644,7 @@ https://stackoverflow.com/questions/41796466/ansible-playbook-to-execute-oracle-
   last_checked: 1781735865.28931
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   discovered_at: '2026-06-18T00:39:41.566668+02:00'
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   discovered_at: '2026-06-18T00:37:59.363935+02:00'
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:01.669358+02:00'
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@@ -381549,6 +395843,7 @@ https://stackoverflow.com/questions/56214715/accessing-the-kubernetes-rest-end-p
   last_checked: 1781736036.104306
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:36.104306+02:00'
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@@ -381579,6 +395874,7 @@ https://stackoverflow.com/questions/57107282/prometheus-and-activemq-integration
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   discovered_at: '2026-06-18T00:41:30.837361+02:00'
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@@ -381703,6 +396002,7 @@ https://stackoverflow.com/questions/8087184/problems-installing-python3-on-rhel:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:08.086819+02:00'
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@@ -381733,6 +396033,7 @@ https://stackoverflow.com/questions/tagged/nexus3:
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@@ -381760,6 +396061,7 @@ https://stackpulse.com/blog/automated-kubernetes-pod-restarting-analysis-with-st
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   discovered_at: '2026-05-17T18:14:31.383392+02:00'
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@@ -381824,6 +396127,7 @@ https://stackpulse.com/blog/https-stackpulse-com-blog-kubernetes-production-best
   last_checked: 1779031055.704295
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:35.704295+02:00'
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@@ -381857,6 +396161,7 @@ https://stackpulse.com/blog/monoliths-vs-microservices-best-practices:
   last_checked: 1779033725.561889
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:05.561889+02:00'
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@@ -381883,13 +396188,14 @@ https://stackpulse.com/blog/monoliths-vs-microservices-challenges:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
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   discovered_at: '2026-05-17T16:48:24.286515+02:00'
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@@ -381903,6 +396209,7 @@ https://stackpulse.com/blog/monoliths-vs-microservices-challenges:
   v2_locations:
   - sre.md
   youtube_mosaic: {}
+  duplicate_of: https://stackpulse.com/blog/monoliths-vs-microservices-best-practices
 https://stackpulse.com/blog/no-sre-is-not-the-new-devops-unless-it-is:
   title: 'stackpulse.com: No, SRE Is Not the New DevOps – Unless It Is'
   description: ''
@@ -381921,6 +396228,7 @@ https://stackpulse.com/blog/no-sre-is-not-the-new-devops-unless-it-is:
   last_checked: 1779029962.053342
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:22.053342+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -381952,6 +396260,7 @@ https://stackshare.io/stackups/kubernetes-vs-portainer:
   last_checked: 1779031396.807041
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:16.807041+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -381984,6 +396293,7 @@ https://stackstorm.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -381995,6 +396305,7 @@ https://stackstorm.com:
   v1_locations: []
   v2_locations:
   - stackstorm.md
+  - cicd.md
   youtube_mosaic: {}
 https://starkephillip.com/the-effects-of-remote-work-on-company-culture:
   title: 'starkephillip.com: The effects of remote work on company culture'
@@ -382016,6 +396327,7 @@ https://starkephillip.com/the-effects-of-remote-work-on-company-culture:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -382047,6 +396359,7 @@ https://start.spring.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -382077,6 +396390,7 @@ https://statemanagement.substack.com/p/hating-the-code-of-others:
   last_checked: 1779033397.811423
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:37.811423+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -382109,6 +396423,7 @@ https://static.brandonpotter.com/kubernetes/DeploymentBuilder.html:
   last_checked: 1779029161.426559
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:46:01.426559+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -382142,6 +396457,7 @@ https://static.sched.com/hosted_files/kccncna19/f7/kubecon-us-2019-mt-wg-deep-di
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -382173,6 +396489,7 @@ https://static.sched.com/hosted_files/kccncna19/f7/kubecon-us-2019-mt-wg-deep-di
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -382204,6 +396521,7 @@ https://staticnat.com/setting-up-python-on-osx:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2014-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -382235,6 +396553,7 @@ https://stats.jenkins.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -382257,13 +396576,14 @@ https://status.aws.amazon.com:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779033949.779456
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:49.779456+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -382272,6 +396592,7 @@ https://status.aws.amazon.com:
   - docs/aws.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://health.aws.amazon.com/health/status
 https://steampipe.io:
   title: steampipe
   description: ''
@@ -382291,6 +396612,7 @@ https://steampipe.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -382324,6 +396646,7 @@ https://steampipe.io/blog/github-security-tips:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -382355,6 +396678,7 @@ https://steampunk.si/blog/let-us-give-ansible-a-rest:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -382387,6 +396711,7 @@ https://steampunk.si/blog/managing-infrastructure-using-ansible-tower:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -382416,6 +396741,7 @@ https://stedolan.github.io/jq:
   last_checked: 1779030238.543428
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:03:58.543428+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -382442,6 +396768,7 @@ https://stelfstartup.com:
   last_checked: 1780401152.315773
   needs_ai_refresh: false
   discovered_at: '2026-06-02T13:52:32.315773+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -382467,6 +396794,7 @@ https://stelligent.github.io/config-lint:
   last_checked: 1779030413.135772
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:06:53.135772+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -382496,6 +396824,7 @@ https://stevehorsfield.wordpress.com/2019/08/13/devops-tricks-templating-yaml-fi
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -382529,6 +396858,7 @@ https://stevelasker.blog/2018/03/01/docker-tagging-best-practices-for-tagging-an
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -382552,13 +396882,14 @@ https://storageclass.info/csidrivers:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779030285.058057
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:45.058057+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -382572,6 +396903,7 @@ https://storageclass.info/csidrivers:
   v2_locations:
   - kubernetes.md
   youtube_mosaic: {}
+  duplicate_of: https://storageclass.info/drivers
 https://store.docker.com/editions/community/docker-ce-desktop-windows:
   title: 'store.docker.com: Docker Community Edition EDGE with kubernetes. Installing''
     Kubernetes using the Docker Client'
@@ -382583,13 +396915,14 @@ https://store.docker.com/editions/community/docker-ce-desktop-windows:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: ddfdffeef3900b32415f699c64cdec71100c564739316f2351488e58429b84d3
   health_score: 100.0
   last_checked: 1779034265.282613
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:05.282613+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -382598,6 +396931,7 @@ https://store.docker.com/editions/community/docker-ce-desktop-windows:
   - docs/kubernetes-based-devel.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.docker.com/desktop/setup/install/windows-install
 https://stories.schubergphilis.com/terraform-aws-management-using-your-google-account-cfe5ea70c75:
   title: 'stories.schubergphilis.com: (Terraform) AWS management using your Google''
     account'
@@ -382618,6 +396952,7 @@ https://stories.schubergphilis.com/terraform-aws-management-using-your-google-ac
   last_checked: 1779029322.809384
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:42.809384+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -382649,6 +396984,7 @@ https://storiesfromtheherd.com/unpacking-observability-a-beginners-guide-833258a
   last_checked: 1779030739.406361
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:19.406361+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -382686,6 +397022,7 @@ https://stormforge.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -382719,6 +397056,7 @@ https://streamingsystems.net:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -382753,6 +397091,7 @@ https://strimzi.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -382783,6 +397122,7 @@ https://strimzi.io/blog/2019/10/14/improving-prometheus-metrics:
   last_checked: 1779033612.238978
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:12.238978+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -382811,6 +397151,7 @@ https://strimzi.io/blog/2020/08/05/using-open-policy-agent-with-strimzi-and-apac
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -382844,6 +397185,7 @@ https://strimzi.io/blog/2020/10/15/producer-tuning:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -382877,6 +397219,7 @@ https://strimzi.io/blog/2021/01/07/consumer-tuning:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -382910,6 +397253,7 @@ https://strimzi.io/blog/2021/07/05/upgrade-improvements:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -382943,6 +397287,7 @@ https://strimzi.io/blog/2021/07/22/using-kubernetes-config-provider-to-load-data
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -382976,6 +397321,7 @@ https://strimzi.io/blog/2021/08/18/using-http-bridge-as-a-kubernetes-sidecar:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -383007,6 +397353,7 @@ https://stu2b50.dev/posts/things-you-wante9665:
   last_checked: 1779032242.919821
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:22.919821+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -383041,6 +397388,7 @@ https://stupidpythonideas.blogspot.com.es/2015/05/if-you-dont-like-exceptions-yo
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2015-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -383074,6 +397422,7 @@ https://stwipe.com:
   last_checked: 1780352581.792276
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:23:01.792276+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -383117,6 +397466,7 @@ https://substack.com/@pvergadia:
   last_checked: 1780352561.468562
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:22:41.468562+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -383156,6 +397506,7 @@ https://sumanprasad.hashnode.dev/a-beginners-guide-to-ingress-and-ingress-contro
   last_checked: 1779029899.161354
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:19.161354+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -383189,6 +397540,7 @@ https://sumanprasad.hashnode.dev/everything-about-kubernetes-services-discovery-
   last_checked: 1779031079.659018
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:59.659018+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -383220,6 +397572,7 @@ https://sumanthkumarc.medium.com/debugging-namespace-deletion-issue-in-kubernete
   last_checked: 1779031647.283154
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:27.283154+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -383253,6 +397606,7 @@ https://sumanthkumarc.medium.com/kubernetes-rbac-update-default-clusterroles-wit
   last_checked: 1779030891.235504
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:51.235504+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -383284,6 +397638,7 @@ https://sunnykkc13.medium.com/deep-dive-into-kubernetes-238258c9a536:
   last_checked: 1779033663.199471
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:03.199471+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -383316,6 +397671,7 @@ https://supabase.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -383349,6 +397705,7 @@ https://superfastpython.com/python-concurrency-choose-api:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -383382,6 +397739,7 @@ https://superfastpython.com/thread-deadlock-in-python:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -383416,6 +397774,7 @@ https://superfastpython.com/threading-vs-multiprocessing-in-python:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -383448,6 +397807,7 @@ https://superorbital.io/blog/testing-production-controllers:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -383479,6 +397839,7 @@ https://superuser.openinfra.org/articles/run-your-kubernetes-cluster-on-openstac
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -383501,13 +397862,14 @@ https://superuser.openstack.org/articles/run-your-kubernetes-cluster-on-openstac
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 415af96e930046b4c24cf44f4f92a0b0a1c4390f0593bc29739c92146fc60db0
   health_score: 100.0
   last_checked: 1779031333.837245
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:13.837245+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -383516,6 +397878,7 @@ https://superuser.openstack.org/articles/run-your-kubernetes-cluster-on-openstac
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://superuser.openinfra.org/articles/run-your-kubernetes-cluster-on-openstack-in-production
 https://supple.com.au/tools/google-advance-search-operators:
   title: 'supple.com.au: Google advanced search operators tips and tricks'
   description: ''
@@ -383535,6 +397898,7 @@ https://supple.com.au/tools/google-advance-search-operators:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -383557,13 +397921,14 @@ https://supple.com.au/tools/google-advanced-search-operators:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 70ef8aed18fb427c46101393be3da62d72576d10e591659532112cd4acead87e
   health_score: 100.0
   last_checked: 1779033048.530963
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:48.530963+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -383572,6 +397937,7 @@ https://supple.com.au/tools/google-advanced-search-operators:
   - docs/cheatsheets.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://supple.com.au/tools/google-advance-search-operators
 https://support.apple.com/en-us/102650:
   title: null
   description: null
@@ -383589,6 +397955,7 @@ https://support.apple.com/en-us/102650:
   last_checked: 1779130495.031382
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.031382+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -383614,6 +397981,7 @@ https://support.apple.com/en-us/HT201236:
   last_checked: 1779029640.699189
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:54:00.699189+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -383641,6 +398009,7 @@ https://support.atlassian.com/bitbucket-cloud/docs/yaml-anchors:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -383672,6 +398041,7 @@ https://support.cloudbees.com/hc/en-us/articles/227246387-How-to-Configure-Jenki
   last_checked: 1779033421.823907
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:01.823907+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -383705,6 +398075,7 @@ https://support.gitkraken.com/git-workflows-and-extensions/git-flow:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -383737,6 +398108,7 @@ https://support.google.com/calendar/answer/190998:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -383782,6 +398154,7 @@ https://support.google.com/google-workspace-individual/answer/10729749:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -383812,6 +398185,7 @@ https://support.sonatype.com/hc/en-us/articles/213465768-SSL-Certificate-Guide:
   last_checked: 1779031111.028555
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:31.028555+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -383845,6 +398219,7 @@ https://support.sonatype.com/hc/en-us/articles/213465768-SSL-Certificate-Guide:
   last_checked: 1779031122.226692
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:42.226692+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -383877,6 +398252,7 @@ https://support.sonatype.com/hc/en-us/articles/360009696054-How-to-delete-docker
   last_checked: 1779033923.769807
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:23.769807+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -383909,6 +398285,7 @@ https://support.tools/post/rke2-standalone-disaster-recovery:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -383942,6 +398319,7 @@ https://sureshdsk.dev/check-diff-between-two-files-in-python:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -383975,6 +398353,7 @@ https://surfingcomplexity.blog/2022/11/25/cache-invalidation-really-is-one-of-th
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -384004,6 +398383,7 @@ https://survey.stackoverflow.co:
   last_checked: 1779130494.996882
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.996882+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -384028,6 +398408,7 @@ https://survey.stackoverflow.co/2021:
   last_checked: 1779130494.930152
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.930152+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -384052,6 +398433,7 @@ https://survey.stackoverflow.co/2022:
   last_checked: 1779030809.08836
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:13:29.088360+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -384078,6 +398460,7 @@ https://swagger.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -384109,6 +398492,7 @@ https://swagger.io/product:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -384131,13 +398515,14 @@ https://swagger.io/tools/swaggerhub:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 79feb7c5271cbd874faa5879fd454e81580e6f4b4fa9a1119e9aa7cb55db6545
   health_score: 100.0
   last_checked: 1779034273.402652
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:13.402652+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -384146,6 +398531,7 @@ https://swagger.io/tools/swaggerhub:
   - docs/api.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://swagger.io/product
 https://swapnil-chougule.medium.com/rapid-feature-engineering-through-sql-a92b0926683d:
   title: 'swapnil-chougule.medium.com: Rapid Feature Engineering through SQL'
   description: ''
@@ -384164,6 +398550,7 @@ https://swapnil-chougule.medium.com/rapid-feature-engineering-through-sql-a92b09
   last_checked: 1779032639.821549
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:59.821549+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -384196,6 +398583,7 @@ https://swimm.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -384228,6 +398616,7 @@ https://swirlai.substack.com/p/sai-08-request-response-model-deployment:
   last_checked: 1779034034.421602
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:14.421602+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -384259,6 +398648,7 @@ https://swissarmydevops.com:
   last_checked: 1779032160.289109
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:00.289109+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -384290,6 +398680,7 @@ https://swwapnilp.medium.com/how-does-slack-use-terraform-104b1e96c97d:
   last_checked: 1779029678.56497
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:54:38.564970+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -384323,6 +398714,7 @@ https://syedasadrazadevops.medium.com/deep-dive-into-kubernetes-way-to-know-abou
   last_checked: 1779030731.874383
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:11.874383+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -384358,6 +398750,7 @@ https://symbiosis.host:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -384389,6 +398782,7 @@ https://symbiosis.host/blog/comparing-cluster-creation-times:
   last_checked: 1779032949.987644
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:09.987644+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -384407,13 +398801,14 @@ https://symbiosis.host/blog/comparing-node-launch-times:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 9b41317200f1b087322c3a792471b31fc491a8397c8153c7090b534ae87c9b3a
   health_score: 100.0
   last_checked: 1779033655.482838
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:55.482838+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -384422,6 +398817,7 @@ https://symbiosis.host/blog/comparing-node-launch-times:
   - docs/kubernetes-autoscaling.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://symbiosis.host/blog/comparing-cluster-creation-times
 https://symphony.is/blog/crossplane---the-new-kid-in-town-:
   title: 'symphony.is: Crossplane - The New Kid in Town'
   description: ''
@@ -384442,6 +398838,7 @@ https://symphony.is/blog/crossplane---the-new-kid-in-town-:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -384475,6 +398872,7 @@ https://syndesis.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -384504,6 +398902,7 @@ https://syntax.fm/show/162/the-fundamentals-js:
   last_checked: 1779031164.460951
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:19:24.460951+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -384530,6 +398929,7 @@ https://sysadmin.prod.acquia-sites.com/sysadmin/container-guides-2020:
   last_checked: 1779031016.595063
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:56.595063+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -384561,6 +398961,7 @@ https://sysadmincasts.com:
   last_checked: 1779032376.795032
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:36.795032+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -384592,6 +398993,7 @@ https://sysadmincasts.com/episodes/74-nomad:
   last_checked: 1779029310.273505
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:30.273505+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -384624,6 +399026,7 @@ https://sysadminxpert.com/demystifying-nosql-databases:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -384657,6 +399060,7 @@ https://sysadminxpert.com/how-to-do-security-auditing-of-centos-system-using-lyn
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -384689,6 +399093,7 @@ https://sysadminxpert.com/how-to-enable-slow-query-logs-in-aws-rds-mysql:
   last_checked: 1779029057.425099
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:44:17.425099+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -384722,6 +399127,7 @@ https://sysadminxpert.com/how-to-watch-real-time-tcp-and-udp-ports-on-linux:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -384754,6 +399160,7 @@ https://sysadminxpert.com/monitor-linux-system-with-grafana-and-telegraf:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -384785,6 +399192,7 @@ https://sysadminxpert.com/steps-to-monitor-linux-server-using-prometheus:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -384808,13 +399216,14 @@ https://sysdig.com/blog/container-security-best-practices:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: f893da48d67deb4162cab70779f005a5e84809d8befe5d819e885c03c6539001
   health_score: 100.0
   last_checked: 1779031416.504035
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:36.504035+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -384823,6 +399232,7 @@ https://sysdig.com/blog/container-security-best-practices:
   - docs/devsecops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/learn-cloud-native/container-security-best-practices
 https://sysdig.com/blog/cve-2021-20291-cri-o-podman:
   title: 'sysdig.com: Mitigating CVE-2021-20291: DoS affecting CRI-O and Podman'
   description: ''
@@ -384833,13 +399243,14 @@ https://sysdig.com/blog/cve-2021-20291-cri-o-podman:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 50eb90d95fea8fd9a40bc84d6292e8dba20ee171976a72651b2e94eb50dd73f6
   health_score: 100.0
   last_checked: 1779030418.759772
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:58.759772+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -384848,6 +399259,7 @@ https://sysdig.com/blog/cve-2021-20291-cri-o-podman:
   - docs/devsecops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/blog/cve-2021-20291-cri-o-podman
 https://sysdig.com/blog/debug-kubernetes-crashloopbackoff:
   title: "sysdig.com: What is Kubernetes CrashLoopBackOff? And how to fix it \U0001F31F"
   description: ''
@@ -384858,13 +399270,14 @@ https://sysdig.com/blog/debug-kubernetes-crashloopbackoff:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: e6d9e2c39ed682e311378e0db059530a4b4ca7239ff42718cca9014b6f924a7e
   health_score: 100.0
   last_checked: 1779031538.08933
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:38.089330+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -384873,6 +399286,7 @@ https://sysdig.com/blog/debug-kubernetes-crashloopbackoff:
   - docs/kubernetes-troubleshooting.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/blog/debug-kubernetes-crashloopbackoff
 https://sysdig.com/blog/dockerfile-best-practices:
   title: "sysdig.com: Top 20 Dockerfile best practices \U0001F31F"
   description: ''
@@ -384883,13 +399297,14 @@ https://sysdig.com/blog/dockerfile-best-practices:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 51f85115a9e7a16c3385b5c08cf8fdee92f06beb28807a203a47833fe11aa2e2
   health_score: 100.0
   last_checked: 1779029246.883151
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:26.883151+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -384898,6 +399313,7 @@ https://sysdig.com/blog/dockerfile-best-practices:
   - docs/docker.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/learn-cloud-native/dockerfile-best-practices
 https://sysdig.com/blog/exposed-prometheus-exploit-kubernetes-kubeconeu:
   title: 'sysdig.com: How attackers use exposed Prometheus server to exploit Kubernetes''
     clusters | Miguel HernΓ‘ndez'
@@ -384909,13 +399325,14 @@ https://sysdig.com/blog/exposed-prometheus-exploit-kubernetes-kubeconeu:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: edb932b5a6b675b954f561b31efcb02120001402d29679d3ec296c11d876de90
   health_score: 100.0
   last_checked: 1779030207.315725
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:27.315725+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -384924,6 +399341,7 @@ https://sysdig.com/blog/exposed-prometheus-exploit-kubernetes-kubeconeu:
   - docs/kubernetes-security.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/blog/exposed-prometheus-exploit-kubernetes-kubeconeu
 https://sysdig.com/blog/gitops-iac-security-source:
   title: "sysdig.com: How to apply security at the source using GitOps | Eduardo MΓ­nguez'
     \U0001F31F"
@@ -384935,13 +399353,14 @@ https://sysdig.com/blog/gitops-iac-security-source:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: d8d9b36ebc05d20debfc5b9450ec9ae54065c81f8be1de87363360b1c3a9f78d
   health_score: 100.0
   last_checked: 1779033609.784381
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:09.784381+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -384950,6 +399369,7 @@ https://sysdig.com/blog/gitops-iac-security-source:
   - docs/devsecops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/blog/gitops-iac-security-source
 https://sysdig.com/blog/how-to-monitor-coredns:
   title: "sysdig.com: How to monitor coreDNS \U0001F31F"
   description: ''
@@ -384960,13 +399380,14 @@ https://sysdig.com/blog/how-to-monitor-coredns:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 57004886e0f38874510bcbf876bc14013468b2017fce7199b77eb4f41767b9e2
   health_score: 100.0
   last_checked: 1779031696.748068
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:16.748068+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -384975,6 +399396,7 @@ https://sysdig.com/blog/how-to-monitor-coredns:
   - docs/kubernetes-networking.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/blog/how-to-monitor-coredns
 https://sysdig.com/blog/how-to-secure-helm:
   title: 'sysdig.com: Helm security and best practices'
   description: ''
@@ -384985,13 +399407,14 @@ https://sysdig.com/blog/how-to-secure-helm:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: b3cb86ee7230857101935c597168527dd884c5121c7d81c5c8888dd208e53d38
   health_score: 100.0
   last_checked: 1779033092.472972
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:32.472972+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -385000,6 +399423,7 @@ https://sysdig.com/blog/how-to-secure-helm:
   - docs/helm.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/blog/how-to-secure-helm
 https://sysdig.com/blog/image-scanning-best-practices:
   title: 'sysdig.com: 12 Container image scanning best practices to adopt in production'
   description: ''
@@ -385010,13 +399434,14 @@ https://sysdig.com/blog/image-scanning-best-practices:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 2e42efc23e9a36d9c15b25f5171083d59c6f76ef587a00a0bcdec008297e4c29
   health_score: 100.0
   last_checked: 1779033949.687688
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:49.687688+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -385025,6 +399450,7 @@ https://sysdig.com/blog/image-scanning-best-practices:
   - docs/devsecops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/learn-cloud-native/12-container-image-scanning-best-practices
 https://sysdig.com/blog/intro-runtime-security-falco:
   title: '==sysdig.com: Getting started with runtime security and Falco=='
   description: ''
@@ -385035,13 +399461,14 @@ https://sysdig.com/blog/intro-runtime-security-falco:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 6a14d5fd411abf8ad61126205350c219b84db12d8fd92dad73d3aa0ac9aa7a65
   health_score: 100.0
   last_checked: 1779030204.56871
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:24.568710+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -385050,6 +399477,7 @@ https://sysdig.com/blog/intro-runtime-security-falco:
   - docs/devsecops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/blog/intro-runtime-security-falco
 https://sysdig.com/blog/k3s-sysdig-falco:
   title: "sysdig.com: K3s + Sysdig: Deploying and securing your cluster… in less than'
     8 minutes! \U0001F31F"
@@ -385061,13 +399489,14 @@ https://sysdig.com/blog/k3s-sysdig-falco:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: fe2490d1f1a1c0ac59c305a4189008518c9fb77a3ea4e8ca03276275465e3ced
   health_score: 100.0
   last_checked: 1779032248.88533
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:28.885330+02:00'
+  last_ai_eval: null
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   geo_region: null
   hierarchy: []
@@ -385076,6 +399505,7 @@ https://sysdig.com/blog/k3s-sysdig-falco:
   - docs/rancher.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/blog/k3s-sysdig-falco
 https://sysdig.com/blog/kubernetes-1-22-whats-new:
   title: 'sysdig.com: Kubernetes 1.22 – What’s new?'
   description: ''
@@ -385086,13 +399516,14 @@ https://sysdig.com/blog/kubernetes-1-22-whats-new:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: a7cdf9a15b958f6cde6d4698225c82d87fca66d6d9ebafd6567042d18397539f
   health_score: 100.0
   last_checked: 1779031548.32589
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:48.325890+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -385101,6 +399532,7 @@ https://sysdig.com/blog/kubernetes-1-22-whats-new:
   - docs/kubernetes-releases.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/blog/kubernetes-1-22-whats-new
 https://sysdig.com/blog/kubernetes-1-23-whats-new:
   title: 'sysdig.com: Kubernetes 1.23 – What’s new?'
   description: ''
@@ -385111,13 +399543,14 @@ https://sysdig.com/blog/kubernetes-1-23-whats-new:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 82589600d0577d8fb4d30471cf10db630cfee8e0b9535966bb1647723e6233bb
   health_score: 100.0
   last_checked: 1779029274.237484
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:54.237484+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -385126,6 +399559,7 @@ https://sysdig.com/blog/kubernetes-1-23-whats-new:
   - docs/kubernetes-releases.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/blog/kubernetes-1-23-whats-new
 https://sysdig.com/blog/kubernetes-1-24-whats-new:
   title: 'sysdig.com: Kubernetes 1.24 – What’s new?'
   description: ''
@@ -385136,13 +399570,14 @@ https://sysdig.com/blog/kubernetes-1-24-whats-new:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 002b1983ae4fe183138d0cc909af3a8f27344e35ee51f0c5816598268b3c38c5
   health_score: 100.0
   last_checked: 1779029172.221782
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:12.221782+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -385151,6 +399586,7 @@ https://sysdig.com/blog/kubernetes-1-24-whats-new:
   - docs/kubernetes-releases.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/blog/kubernetes-1-24-whats-new
 https://sysdig.com/blog/kubernetes-1-25-whats-new:
   title: 'sysdig.com: Kubernetes 1.25 – What’s new?'
   description: ''
@@ -385161,13 +399597,14 @@ https://sysdig.com/blog/kubernetes-1-25-whats-new:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: fd95f948f64096a5e8fbf5bb2f7cb384b29dd239b3f15f3f3c7c038cf00d5c71
   health_score: 100.0
   last_checked: 1779030418.75898
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:58.758980+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -385176,6 +399613,7 @@ https://sysdig.com/blog/kubernetes-1-25-whats-new:
   - docs/kubernetes-releases.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/blog/kubernetes-1-25-whats-new
 https://sysdig.com/blog/kubernetes-1-26-whats-new:
   title: 'sysdig.com: Kubernetes 1.26 – What’s new?'
   description: ''
@@ -385186,13 +399624,14 @@ https://sysdig.com/blog/kubernetes-1-26-whats-new:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 5e1e6f1281b436f2ee3549b001873ee7bc1ffc522ce86471ef6ad60ea424f408
   health_score: 100.0
   last_checked: 1779032254.819171
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:34.819171+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -385201,6 +399640,7 @@ https://sysdig.com/blog/kubernetes-1-26-whats-new:
   - docs/kubernetes-releases.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/blog/kubernetes-1-26-whats-new
 https://sysdig.com/blog/kubernetes-1-27-whats-new:
   title: 'sysdig.com: Kubernetes 1.27 – What’s new?'
   description: ''
@@ -385211,13 +399651,14 @@ https://sysdig.com/blog/kubernetes-1-27-whats-new:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 0bbd49737f8341ad3e966b34e76030aa6e8b1a951b83649484bf743bafb1e48d
   health_score: 100.0
   last_checked: 1779032074.373095
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:34.373095+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -385226,6 +399667,7 @@ https://sysdig.com/blog/kubernetes-1-27-whats-new:
   - docs/kubernetes-releases.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/blog/kubernetes-1-27-whats-new
 https://sysdig.com/blog/kubernetes-admission-controllers:
   title: 'sysdig.com: Kubernetes admission controllers in 5 minutes'
   description: ''
@@ -385236,13 +399678,14 @@ https://sysdig.com/blog/kubernetes-admission-controllers:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 66f61a3b22a17a0741227ab7c9af4ba64715f22beb196ee91f2837c6b8e8944f
   health_score: 100.0
   last_checked: 1779033313.592698
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:13.592698+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -385251,6 +399694,7 @@ https://sysdig.com/blog/kubernetes-admission-controllers:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/blog/kubernetes-admission-controllers
 https://sysdig.com/blog/kubernetes-audit-log-falco:
   title: "sysdig.com: Getting started with Kubernetes audit logs and Falco \U0001F31F"
   description: ''
@@ -385261,13 +399705,14 @@ https://sysdig.com/blog/kubernetes-audit-log-falco:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 5bb4342ff706cb923cbc30c55c941dfdfa944eaa1008e77a387a1fbd8814823b
   health_score: 100.0
   last_checked: 1779030558.676068
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:18.676068+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -385276,6 +399721,7 @@ https://sysdig.com/blog/kubernetes-audit-log-falco:
   - docs/kubernetes-security.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/blog/kubernetes-audit-log-falco
 https://sysdig.com/blog/kubernetes-autoscaler:
   title: 'sysdig.com: Kubernetes pod autoscaler using custom metrics'
   description: ''
@@ -385286,13 +399732,14 @@ https://sysdig.com/blog/kubernetes-autoscaler:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 875f6def335dd121b092c4f41ec4091e5aad656d34b1c800b898aed665fee2c7
   health_score: 100.0
   last_checked: 1779030986.224684
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:26.224684+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -385301,6 +399748,7 @@ https://sysdig.com/blog/kubernetes-autoscaler:
   - docs/kubernetes-autoscaling.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/blog/kubernetes-autoscaler
 https://sysdig.com/blog/kubernetes-capacity-planning:
   title: 'sysdig.com: Kubernetes capacity planning: How to rightsize the requests''
     of your cluster'
@@ -385312,13 +399760,14 @@ https://sysdig.com/blog/kubernetes-capacity-planning:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: d5b8092a5f62fa6113bd510a388194276563367be669dd8a2f0e1d45d7550b41
   health_score: 100.0
   last_checked: 1779030000.540828
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:00.540828+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -385327,6 +399776,7 @@ https://sysdig.com/blog/kubernetes-capacity-planning:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/blog/kubernetes-capacity-planning
 https://sysdig.com/blog/kubernetes-hpa-prometheus:
   title: 'sysdig.com: Trigger a Kubernetes HPA with Prometheus metrics'
   description: ''
@@ -385337,13 +399787,14 @@ https://sysdig.com/blog/kubernetes-hpa-prometheus:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 6bd53f6e58733659cb7a3e6f7ff5ba598cfd0c9522afd1cdee09d6cd442f6caf
   health_score: 100.0
   last_checked: 1779029573.278189
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:53.278189+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -385352,6 +399803,7 @@ https://sysdig.com/blog/kubernetes-hpa-prometheus:
   - docs/kubernetes-autoscaling.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/blog/kubernetes-hpa-prometheus
 https://sysdig.com/blog/kubernetes-limits-requests:
   title: "==sysdig.com: Understanding Kubernetes limits and requests by example=='
     \U0001F31F"
@@ -385363,13 +399815,14 @@ https://sysdig.com/blog/kubernetes-limits-requests:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 14bffcf6e299be62389f02e49aef6d0489bd0b182e15af8af294e01eb7c9abc0
   health_score: 100.0
   last_checked: 1779029556.54147
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:36.541470+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -385378,6 +399831,7 @@ https://sysdig.com/blog/kubernetes-limits-requests:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/blog/kubernetes-limits-requests
 https://sysdig.com/blog/kubernetes-monitoring-best-practices:
   title: 'sysdig.com: Seven Kubernetes monitoring best practices every monitoring''
     solution should enable'
@@ -385389,13 +399843,14 @@ https://sysdig.com/blog/kubernetes-monitoring-best-practices:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 36fdc4531647895d5e90b68573e1de51124aee17f7ef2b7c5bf9630d3ca6f703
   health_score: 100.0
   last_checked: 1779033068.240264
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:08.240264+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -385405,6 +399860,7 @@ https://sysdig.com/blog/kubernetes-monitoring-best-practices:
   - docs/monitoring.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/blog/kubernetes-monitoring-best-practices
 https://sysdig.com/blog/kubernetes-monitoring-prometheus:
   title: "sysdig.com: Kubernetes Monitoring with Prometheus, the ultimate guide \U0001F31F"
   description: ''
@@ -385415,13 +399871,14 @@ https://sysdig.com/blog/kubernetes-monitoring-prometheus:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 02e64c274af60a60c8d0d04aac75b6d51c25ccc54e09483b996bf3d209af8c67
   health_score: 100.0
   last_checked: 1779034273.077784
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:13.077784+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -385430,6 +399887,7 @@ https://sysdig.com/blog/kubernetes-monitoring-prometheus:
   - docs/monitoring.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/blog/kubernetes-monitoring-prometheus
 https://sysdig.com/blog/kubernetes-pod-evicted:
   title: 'sysdig.com: Understanding Kubernetes Evicted Pods'
   description: ''
@@ -385440,13 +399898,14 @@ https://sysdig.com/blog/kubernetes-pod-evicted:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 720ace0c2efd87924440f5c923e91b0fcf2fb19910b03e5932ed86d303cdbe6c
   health_score: 100.0
   last_checked: 1779030730.254335
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:10.254335+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -385455,6 +399914,7 @@ https://sysdig.com/blog/kubernetes-pod-evicted:
   - docs/kubernetes-troubleshooting.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/blog/kubernetes-pod-evicted
 https://sysdig.com/blog/kubernetes-pod-pending-problems:
   title: '==sysdig.com: Understanding Kubernetes pod pending problems=='
   description: ''
@@ -385465,13 +399925,14 @@ https://sysdig.com/blog/kubernetes-pod-pending-problems:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: bf539e398acbb0c55e4f6d7ff7ade9e1dcf9dcb3e7217483b4d0491abf7f0dcb
   health_score: 100.0
   last_checked: 1779029070.719631
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:30.719631+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -385480,6 +399941,7 @@ https://sysdig.com/blog/kubernetes-pod-pending-problems:
   - docs/kubernetes-troubleshooting.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/blog/kubernetes-pod-pending-problems
 https://sysdig.com/blog/kubernetes-resource-limits:
   title: 'sysdig.com: How to rightsize the Kubernetes resource limits'
   description: ''
@@ -385490,13 +399952,14 @@ https://sysdig.com/blog/kubernetes-resource-limits:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 56ce85a31ba02575f9deb089e088b9f9a1034393d40acc174a990d5d3b80c5b3
   health_score: 100.0
   last_checked: 1779032802.095585
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:42.095585+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -385505,6 +399968,7 @@ https://sysdig.com/blog/kubernetes-resource-limits:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/blog/kubernetes-resource-limits
 https://sysdig.com/blog/kubernetes-services-clusterip-nodeport-loadbalancer:
   title: 'sysdig.com: Kubernetes Services: ClusterIP, Nodeport and LoadBalancer'
   description: ''
@@ -385515,13 +399979,14 @@ https://sysdig.com/blog/kubernetes-services-clusterip-nodeport-loadbalancer:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 4a9f25b37d72d3025aff04bfaf745c6893da8455a8958c7710fba836462ff624
   health_score: 100.0
   last_checked: 1779033731.282284
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:11.282284+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -385530,6 +399995,7 @@ https://sysdig.com/blog/kubernetes-services-clusterip-nodeport-loadbalancer:
   - docs/kubernetes-networking.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/blog/kubernetes-services-clusterip-nodeport-loadbalancer
 https://sysdig.com/blog/mitigating-log4j-kubernetes-network-policies:
   title: 'sysdig.com: Mitigating log4j with Runtime-based Kubernetes Network Policies'
   description: ''
@@ -385540,13 +400006,14 @@ https://sysdig.com/blog/mitigating-log4j-kubernetes-network-policies:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: c3f01b1f5b7acaeca677f63a174796c68e1c5c8839b931130a49f6d09f678dc8
   health_score: 100.0
   last_checked: 1779032969.017639
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:29.017639+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -385555,6 +400022,7 @@ https://sysdig.com/blog/mitigating-log4j-kubernetes-network-policies:
   - docs/devsecops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/blog/mitigating-log4j-kubernetes-network-policies
 https://sysdig.com/blog/monitor-etcd:
   title: 'sysdig.com: How to monitor etcd'
   description: ''
@@ -385565,13 +400033,14 @@ https://sysdig.com/blog/monitor-etcd:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 5335557cdd3890bc9cfb972ca6b4d4c0d225837ee268d19a4138487fde848edb
   health_score: 100.0
   last_checked: 1779031429.066078
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:49.066078+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -385580,6 +400049,7 @@ https://sysdig.com/blog/monitor-etcd:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/blog/monitor-etcd
 https://sysdig.com/blog/monitor-istio:
   title: 'sysdig.com: How to monitor Istio, the Kubernetes service mesh'
   description: ''
@@ -385590,13 +400060,14 @@ https://sysdig.com/blog/monitor-istio:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 55aa07d99e84eb1d5ca7c648b18a2103c53ffb4bf2655f0e1b6bc54ea36d7816
   health_score: 100.0
   last_checked: 1779029251.907979
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:31.907979+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -385605,6 +400076,7 @@ https://sysdig.com/blog/monitor-istio:
   - docs/istio.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/blog/monitor-istio
 https://sysdig.com/blog/monitor-kube-proxy:
   title: "sysdig.com: How to monitor kube-proxy \U0001F31F"
   description: ''
@@ -385615,13 +400087,14 @@ https://sysdig.com/blog/monitor-kube-proxy:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 1d39578b7f47600bdf1b70440a34f631eb27f09494545525288ff440221e102a
   health_score: 100.0
   last_checked: 1779033296.049268
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:56.049268+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -385630,6 +400103,7 @@ https://sysdig.com/blog/monitor-kube-proxy:
   - docs/monitoring.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/blog/monitor-kube-proxy
 https://sysdig.com/blog/monitor-kubernetes-control-plane:
   title: 'sysdig.com: How to monitor Kubernetes control plane'
   description: ''
@@ -385640,13 +400114,14 @@ https://sysdig.com/blog/monitor-kubernetes-control-plane:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 5882fe4c8c26a5072d0eef1f269c852e44601ee5740ce758ff4b5e8cee0cd1f5
   health_score: 100.0
   last_checked: 1779031752.615836
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:12.615836+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -385655,6 +400130,7 @@ https://sysdig.com/blog/monitor-kubernetes-control-plane:
   - docs/kubernetes-monitoring.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/blog/monitor-kubernetes-control-plane
 https://sysdig.com/blog/monitor-oracle-database-prometheus:
   title: 'sysdig.com: How to monitor an Oracle database with Prometheus. The OracleDB''
     Prometheus exporter'
@@ -385666,13 +400142,14 @@ https://sysdig.com/blog/monitor-oracle-database-prometheus:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 39fac36079fa1c216a265eaf338403c767c5ef6db418385c220b3b368b26ce87
   health_score: 100.0
   last_checked: 1779029735.282329
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:55:35.282329+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -385681,6 +400158,7 @@ https://sysdig.com/blog/monitor-oracle-database-prometheus:
   - docs/prometheus.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/blog/monitor-oracle-database-prometheus
 https://sysdig.com/blog/monitoring-kubernetes:
   title: 'sysdig.com: Monitoring Kubernetes in Production'
   description: ''
@@ -385691,13 +400169,14 @@ https://sysdig.com/blog/monitoring-kubernetes:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 9cb65ad11d6c0a8646f644de6b48e0d92177b631da8b026a1258953eb9610445
   health_score: 100.0
   last_checked: 1779032344.160712
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:04.160712+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -385706,6 +400185,7 @@ https://sysdig.com/blog/monitoring-kubernetes:
   - docs/kubernetes-monitoring.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/blog/monitoring-kubernetes
 https://sysdig.com/blog/postgresql-monitoring:
   title: "sysdig.com: Top 10 metrics in PostgreSQL monitoring with Prometheus \U0001F31F"
   description: ''
@@ -385716,13 +400196,14 @@ https://sysdig.com/blog/postgresql-monitoring:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: e75bf5ab231f9b9aa576c6884b2da6491bb1f8fc9cfc6666e66a17099e88c140
   health_score: 100.0
   last_checked: 1779031999.959603
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:19.959603+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -385731,6 +400212,7 @@ https://sysdig.com/blog/postgresql-monitoring:
   - docs/prometheus.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/blog/postgresql-monitoring
 https://sysdig.com/blog/prometheus-2-37-lts:
   title: "sysdig.com: Prometheus 2.37 – The first long-term supported release! \U0001F31F"
   description: ''
@@ -385741,13 +400223,14 @@ https://sysdig.com/blog/prometheus-2-37-lts:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 995e20b1e6d22e157cfde15e9ad0109dcbe9c947ba4b15b0bcad91c3880f8242
   health_score: 100.0
   last_checked: 1779031615.290063
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:55.290063+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -385756,6 +400239,7 @@ https://sysdig.com/blog/prometheus-2-37-lts:
   - docs/prometheus.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/blog
 https://sysdig.com/blog/redis-prometheus:
   title: 'sysdig.com: How to monitor Redis with Prometheus'
   description: ''
@@ -385766,13 +400250,14 @@ https://sysdig.com/blog/redis-prometheus:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 456247e7819d327f2779f42b8e8825fcca750ff601db311b73c16444d6b8c05a
   health_score: 100.0
   last_checked: 1779031399.12448
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:19.124480+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -385781,6 +400266,7 @@ https://sysdig.com/blog/redis-prometheus:
   - docs/prometheus.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/blog/redis-prometheus
 https://sysdig.com/blog/secure-kubernetes-deployment-signature-verification:
   title: 'sysdig.com: How to secure Kubernetes deployment with signature verification'
   description: ''
@@ -385791,13 +400277,14 @@ https://sysdig.com/blog/secure-kubernetes-deployment-signature-verification:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: b78aeece737884bf9354d517a0fafb70d67c62df05888d42d7cd971082227a82
   health_score: 100.0
   last_checked: 1779029897.21739
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:17.217390+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -385806,6 +400293,7 @@ https://sysdig.com/blog/secure-kubernetes-deployment-signature-verification:
   - docs/devsecops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/blog/secure-kubernetes-deployment-signature-verification
 https://sysdig.com/blog/sysdig-2021-container-security-usage-report:
   title: "sysdig.com: Sysdig 2021 container security and usage report: Shifting left'
     is not enough \U0001F31F"
@@ -385817,13 +400305,14 @@ https://sysdig.com/blog/sysdig-2021-container-security-usage-report:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: b4d3a747b90d9f0681964fb1802534906540db727c9d11e0b0808a15002e5c00
   health_score: 100.0
   last_checked: 1779033046.622534
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:46.622534+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -385832,6 +400321,7 @@ https://sysdig.com/blog/sysdig-2021-container-security-usage-report:
   - docs/devsecops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/blog/sysdig-2021-container-security-usage-report
 https://sysdig.com/blog/sysdig-and-apolicy-join-forces-to-help-customer-secure-infrastructure-as-code:
   title: 'sysdig.com: Sysdig and Apolicy join forces to help customers secure Infrastructure''
     As Code and automate remediation'
@@ -385843,13 +400333,14 @@ https://sysdig.com/blog/sysdig-and-apolicy-join-forces-to-help-customer-secure-i
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: c1a51ab429c4909ca28750312c84fb39273b23e55a236f4d91c8a7399f35bb42
   health_score: 100.0
   last_checked: 1779034456.444632
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:16.444632+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -385858,6 +400349,7 @@ https://sysdig.com/blog/sysdig-and-apolicy-join-forces-to-help-customer-secure-i
   - docs/securityascode.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/blog/sysdig-and-apolicy-join-forces-to-help-customer-secure-infrastructure-as-code
 https://sysdig.com/blog/top-owasp-kubernetes:
   title: "==sysdig.com: OWASP Kubernetes Top 10== \U0001F31F"
   description: ''
@@ -385868,13 +400360,14 @@ https://sysdig.com/blog/top-owasp-kubernetes:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 3a8ad0419dfdc7c923dc24d26c84fcb9d13112b7a75790d29d60cae116ea985e
   health_score: 100.0
   last_checked: 1779031900.810036
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:40.810036+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -385883,6 +400376,7 @@ https://sysdig.com/blog/top-owasp-kubernetes:
   - docs/kubernetes-security.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/blog/top-owasp-kubernetes
 https://sysdig.com/blog/triaging-malicious-docker-container:
   title: 'sysdig.com: Triaging a Malicious Docker Container'
   description: ''
@@ -385893,13 +400387,14 @@ https://sysdig.com/blog/triaging-malicious-docker-container:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: eebf375d8a1c8d4991900a9285391874e7bb2db33494054edd91542a31958acf
   health_score: 100.0
   last_checked: 1779030856.706138
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:16.706138+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -385908,6 +400403,7 @@ https://sysdig.com/blog/triaging-malicious-docker-container:
   - docs/devsecops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/blog/triaging-malicious-docker-container
 https://sysdig.com/blog/troubleshoot-kubernetes-oom:
   title: 'sysdig.com: Kubernetes OOM and CPU Throttling'
   description: ''
@@ -385918,13 +400414,14 @@ https://sysdig.com/blog/troubleshoot-kubernetes-oom:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 76b52dd4d9f45529c69ac4e2bfee312846a056e764ae8cd8962eca19f432dbd8
   health_score: 100.0
   last_checked: 1779030323.014398
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:23.014398+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -385933,6 +400430,7 @@ https://sysdig.com/blog/troubleshoot-kubernetes-oom:
   - docs/kubernetes-troubleshooting.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/blog/troubleshoot-kubernetes-oom
 https://sysdig.com/blog/vulnerability-assessment:
   title: 'sysdig.com: Top vulnerability assessment and management best practices'
   description: ''
@@ -385943,13 +400441,14 @@ https://sysdig.com/blog/vulnerability-assessment:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: bce3353bfecc62a14ba377daea30463eae3a8595b7793c204edaab7586a5abea
   health_score: 100.0
   last_checked: 1779029472.688986
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:12.688986+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -385958,6 +400457,7 @@ https://sysdig.com/blog/vulnerability-assessment:
   - docs/devsecops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/blog/vulnerability-assessment
 https://sysdig.com/blog/whats-new-kubernetes-1-20:
   title: 'sysdig.com: What’s new in Kubernetes 1.20?'
   description: ''
@@ -385968,13 +400468,14 @@ https://sysdig.com/blog/whats-new-kubernetes-1-20:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: f8f0e5530b0aeab01aebf583fa17b1e7b45af3db002c313b1715aad181c72b12
   health_score: 100.0
   last_checked: 1779030000.431784
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:00.431784+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -385983,6 +400484,7 @@ https://sysdig.com/blog/whats-new-kubernetes-1-20:
   - docs/kubernetes-releases.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sysdig.com/blog/whats-new-kubernetes-1-20
 https://sysdig.com/resources/ebooks/kubernetes-security-guide:
   title: "sysdig.com: Kubernetes Security Guide \U0001F31F"
   description: ''
@@ -385993,13 +400495,14 @@ https://sysdig.com/resources/ebooks/kubernetes-security-guide:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 4961f732cf048054dcf7edff539eb5f128071bcf4d12e39fb98d12a8e6279a40
   health_score: 100.0
   last_checked: 1779034349.833529
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:29.833529+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -386013,6 +400516,7 @@ https://sysdig.com/resources/ebooks/kubernetes-security-guide:
     proposed_url: NONE
     reason: 'High-Value Protection: generic_redirect_loss'
     timestamp: '2026-05-18T18:54:54.961036'
+  duplicate_of: https://www.sysdig.com/blog/kubernetes-security-guide
 https://systemadmin.es:
   title: systemadmin.es
   description: ''
@@ -386032,6 +400536,7 @@ https://systemadmin.es:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -386056,13 +400561,14 @@ https://systemcenterdudes.com/create-operational-sccm-collection-using-powershel
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 19b170293e7dabdc826eedb3bbdaa2c763606101f390adaf57369cec05229b73
   health_score: 100.0
   last_checked: 1779030191.161877
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:11.161877+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -386071,6 +400577,7 @@ https://systemcenterdudes.com/create-operational-sccm-collection-using-powershel
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.systemcenterdudes.com/create-operational-sccm-collection-using-powershell-script
 https://systemweakness.com/owasp-k8s-security-insecure-workload-configurations-c14c4028beb1:
   title: 'systemweakness.com: OWASP-K8S Security: Insecure Workload Configurations'
   description: ''
@@ -386089,6 +400596,7 @@ https://systemweakness.com/owasp-k8s-security-insecure-workload-configurations-c
   last_checked: 1779029826.547149
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:57:06.547149+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -386120,6 +400628,7 @@ https://t.co/5E4FLUyh98:
   last_checked: 1779032232.380835
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:12.380835+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -386154,6 +400663,7 @@ https://t.co/AF9GfbgBWZ:
   last_checked: 1779032900.886981
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:20.886981+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -386182,6 +400692,7 @@ https://t.co/C6uicr7ZPS:
   last_checked: 1779034533.546905
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:33.546905+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -386217,6 +400728,7 @@ https://t.co/EKsVgKA4xn:
   last_checked: 1779030736.663906
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:16.663906+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -386244,13 +400756,14 @@ https://t.co/F244mqpeaR:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: e5316f1717eeb6ee478a93cbae4c20c4ee0858c7453af7413d2844d5d801577b
   health_score: 100.0
   last_checked: 1779030855.475311
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:15.475311+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -386261,6 +400774,7 @@ https://t.co/F244mqpeaR:
   - docs/networking.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/azurenetworkingblog/deploying-virtual-networks-across-tenants-using-azure-virtual-network-manager-ip/4410161
 https://t.co/FhNsA9iy4Q:
   title: Programming with GitHub Copilot Agent Mode
   description: ''
@@ -386271,13 +400785,14 @@ https://t.co/FhNsA9iy4Q:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 36d44a9ae1ef196bc5867a30d27828ca1ac29edcb3512623f738f658844a3d22
   health_score: 100.0
   last_checked: 1779029326.792517
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:46.792517+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -386288,6 +400803,7 @@ https://t.co/FhNsA9iy4Q:
   - docs/developerportals.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/azuredevcommunityblog/programming-with-github-copilot-agent-mode/4400630
 https://t.co/PPlhHZx5Bh:
   title: 'Azure ExpressRoute Resiliency: Best Practices for Production-Critical Workloads'
   description: ''
@@ -386298,13 +400814,14 @@ https://t.co/PPlhHZx5Bh:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: e0d8ec33fc40a6ec9dd991551f40e241f6df5e19d8524f4e75cf5eee342b8cc6
   health_score: 100.0
   last_checked: 1779032154.208054
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:54.208054+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -386315,6 +400832,7 @@ https://t.co/PPlhHZx5Bh:
   - docs/networking.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/AzureInfrastructureBlog/azure-expressroute-resiliency-best-practices-for-production-critical-workloads/4394842
 https://t.co/UmacHpStqI:
   title: Terraform Enterprise 2.0
   description: ''
@@ -386333,6 +400851,7 @@ https://t.co/UmacHpStqI:
   last_checked: 1779029689.188979
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:54:49.188979+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -386366,6 +400885,7 @@ https://t.co/cvOceuueCF:
   last_checked: 1779030356.26505
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:56.265050+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -386393,13 +400913,14 @@ https://t.co/hshyLt0r2x:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: b49b4f8e3dfcaec10bd63d316e48b143bb25044e14bad1d2cc23f1979fb6255d
   health_score: 100.0
   last_checked: 1779032873.013109
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:53.013109+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -386410,6 +400931,7 @@ https://t.co/hshyLt0r2x:
   - docs/javascript.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://dev.to/bespoyasov/clean-architecture-on-frontend-4311?utm=midu
 https://t.co/mv3tyz1oRt:
   title: Announcing Public Preview of Terraform Export from the Azure Portal
   description: ''
@@ -386420,13 +400942,14 @@ https://t.co/mv3tyz1oRt:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: e2ff8e56baac35b9d5f8f85b317694aea32a7cfd532a1fe9a1126cb2574408f9
   health_score: 100.0
   last_checked: 1779032794.524598
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:34.524598+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -386437,6 +400960,7 @@ https://t.co/mv3tyz1oRt:
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/AzureToolsBlog/announcing-public-preview-of-terraform-export-from-the-azure-portal/4409889
 https://t.co/qXtIPX5eF6:
   title: Buildbot
   description: ''
@@ -386454,6 +400978,7 @@ https://t.co/qXtIPX5eF6:
   last_checked: 1779034558.414783
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:58.414783+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -386484,6 +401009,7 @@ https://t.co/y414rbxM7l:
   last_checked: 1779031800.27697
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:00.276970+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -386521,6 +401047,7 @@ https://t.…:
   last_checked: 1779033579.040703
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:39.040703+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -386554,6 +401081,7 @@ https://tailscale.com/docs/install/cloud/aws:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -386577,13 +401105,14 @@ https://tailscale.com/kb/1021/install-aws:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 862871b10b076a38d5dc6386393bf7d6d587d61ba36e427c5a7f7db263f1fab4
   health_score: 100.0
   last_checked: 1779029704.734862
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:55:04.734862+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -386592,6 +401121,7 @@ https://tailscale.com/kb/1021/install-aws:
   - docs/aws-networking.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://tailscale.com/docs/install/cloud/aws
 https://talkpython.fm:
   title: Talk Python To Me Podcast
   description: '- [Transcript for Episode #39: Getting your first dev job as a Python
@@ -386612,6 +401142,7 @@ https://talkpython.fm:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2015-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -386643,6 +401174,7 @@ https://talkpython.fm/episodes/show/36/python-ides-with-the-pycharm-team:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2015-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -386672,6 +401204,7 @@ https://talkpython.fm/episodes/transcript/39/getting-your-first-dev-job-as-a-pyt
   last_checked: 1779029931.903408
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:58:51.903408+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -386699,6 +401232,7 @@ https://tanka.dev/tutorial/jsonnet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -386722,13 +401256,14 @@ https://tanzu.vmware.com/content/blog/introducing-kubeacademy-pro-in-depth-kuber
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 92298821fee6b03d23942a95d7f8a8c2b15fba2338c883f8d5ef3ecc08c191e5
   health_score: 100.0
   last_checked: 1779029479.654676
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:19.654676+02:00'
+  last_ai_eval: null
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@@ -386737,6 +401272,7 @@ https://tanzu.vmware.com/content/blog/introducing-kubeacademy-pro-in-depth-kuber
   - docs/kubernetes-on-premise.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://blogs.vmware.com/tanzu/introducing-kubeacademy-pro-in-depth-kubernetes-training-totally-free
 https://tanzu.vmware.com/content/blog/vmware-tanzu-sql-mysql-at-scale-kubernetes:
   title: 'tanzu.vmware.com: VMware Tanzu SQL: MySQL at Scale Made Easy for Kubernetes'
   description: ''
@@ -386750,13 +401286,14 @@ https://tanzu.vmware.com/content/blog/vmware-tanzu-sql-mysql-at-scale-kubernetes
   resource_type: article
   complexity: intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 18256fdecdde237ef439f96d40cb39f4841583c279f3b9a8b6a7ea8dddfe0ff4
   health_score: 100.0
   last_checked: 1779030850.296288
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:10.296288+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -386770,6 +401307,7 @@ https://tanzu.vmware.com/content/blog/vmware-tanzu-sql-mysql-at-scale-kubernetes
   v2_locations:
   - kubernetes-on-premise.md
   youtube_mosaic: {}
+  duplicate_of: https://blogs.vmware.com/tanzu/vmware-tanzu-sql-mysql-at-scale-kubernetes
 ? https://tanzu.vmware.com/developer/blog/log4shell-vulnerability-spotlights-the-importance-of-adopting-trusted-open-source-software-providers-for-the-enterprise
 : title: 'tanzu.vmware.com: Log4Shell Vulnerability Spotlights the Importance of Adopting''
     Trusted Open Source Software Providers for the Enterprise'
@@ -386788,6 +401326,7 @@ https://tanzu.vmware.com/content/blog/vmware-tanzu-sql-mysql-at-scale-kubernetes
   last_checked: 1779033501.091883
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:21.091883+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -386807,13 +401346,14 @@ https://tanzu.vmware.com/developer/guides/kubernetes/app-enhancements-spring-k8s
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779030503.922626
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:23.922626+02:00'
+  last_ai_eval: null
   company: null
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@@ -386822,6 +401362,7 @@ https://tanzu.vmware.com/developer/guides/kubernetes/app-enhancements-spring-k8s
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://tanzu.vmware.com/developer/blog/log4shell-vulnerability-spotlights-the-importance-of-adopting-trusted-open-source-software-providers-for-the-enterprise
 https://tatiyants.com/jenkins-build-monitor:
   title: null
   description: null
@@ -386839,6 +401380,7 @@ https://tatiyants.com/jenkins-build-monitor:
   last_checked: 1779031419.336379
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:23:39.336379+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -386866,6 +401408,7 @@ https://taubyte.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -386897,6 +401440,7 @@ https://tealfeed.com/kubernetes-audit-logs-created-deleted-namespace-ho5o3:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -386929,6 +401473,7 @@ https://team-coder.com/from-git-flow-to-trunk-based-development:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -386961,6 +401506,7 @@ https://teamhood.com/agile/scrum-cheat-sheet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -386993,6 +401539,7 @@ https://tecadmin.net:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -387027,6 +401574,7 @@ https://tecadmin.net/how-to-enable-multiple-rdp-sessions-on-windows-server:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -387058,6 +401606,7 @@ https://tecadmin.net/read-write-csv-in-python:
   last_checked: 1779034219.208996
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:19.208996+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -387092,6 +401641,7 @@ https://tech.aabouzaid.com/2020/09/3-ways-to-customize-off-the-shelf-helm-charts
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -387125,6 +401675,7 @@ https://tech.aabouzaid.com/2022/11/set-openapi-patch-strategy-for-kubernetes-cus
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   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -387158,6 +401709,7 @@ https://tech.aabouzaid.com/2022/11/set-openapi-patch-strategy-for-kubernetes-cus
   last_checked: 1779031431.207712
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:51.207712+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -387190,6 +401742,7 @@ https://tech.buzzfeed.com/continuous-deployments-at-buzzfeed-d171f76c1ac4:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -387222,6 +401775,7 @@ https://tech.deliveryhero.com/dynamically-overscaling-a-kubernetes-cluster-with-
   last_checked: 1779031494.461729
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:54.461729+02:00'
+  last_ai_eval: null
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@@ -387245,13 +401799,14 @@ https://tech.ebayinc.com/engineering/resiliency-and-disaster-recovery-with-kafka
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   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 75b09a92c5b1c3551f49caac6de0bdbc90cdffcaab450c821cae437d38ee3b4a
   health_score: 100.0
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   discovered_at: '2026-05-17T17:17:08.624647+02:00'
+  last_ai_eval: null
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@@ -387260,6 +401815,7 @@ https://tech.ebayinc.com/engineering/resiliency-and-disaster-recovery-with-kafka
   - docs/message-queue.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://innovation.ebayinc.com/stories/resiliency-and-disaster-recovery-with-kafka
 https://tech.gogoair.com/jenkins-jobs-as-code-with-groovy-dsl-c8143837593a:
   title: "medium: Jenkins Jobs as Code with Groovy DSL (Job DSL plugin) \U0001F31F"
   description: ''
@@ -387279,6 +401835,7 @@ https://tech.gogoair.com/jenkins-jobs-as-code-with-groovy-dsl-c8143837593a:
   last_checked: 1779031622.405158
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:02.405158+02:00'
+  last_ai_eval: null
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@@ -387311,6 +401868,7 @@ https://tech.loveholidays.com/dynamic-alert-routing-with-prometheus-and-alertman
   last_checked: 1779031163.925714
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   discovered_at: '2026-05-17T17:19:23.925714+02:00'
+  last_ai_eval: null
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@@ -387344,6 +401902,7 @@ https://tech.loveholidays.com/gke-multi-cluster-services-one-bad-probe-away-from
   last_checked: 1779029130.394533
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   discovered_at: '2026-05-17T16:45:30.394533+02:00'
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@@ -387377,6 +401936,7 @@ https://tech.loveholidays.com/load-testing-in-production-with-grafana-loki-kuber
   last_checked: 1779030418.427709
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:58.427709+02:00'
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@@ -387411,6 +401971,7 @@ https://tech.marksblogg.com/clickhouse-prometheus-grafana.html:
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -387444,6 +402005,7 @@ https://tech.olx.com/improving-jvm-warm-up-on-kubernetes-1b27dd8ecd58:
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -387476,6 +402038,7 @@ https://tech.paulcz.net/blog/spring-into-kubernetes-part-1:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -387506,6 +402069,7 @@ https://tech.showmax.com/2021/08/developers-101-kubernetes:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:00.152665+02:00'
+  last_ai_eval: null
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@@ -387537,6 +402101,7 @@ https://tech.trell.co/redis-cluster-creation-automation-5e71eedf0e56:
   last_checked: 1779031450.794053
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:10.794053+02:00'
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@@ -387568,6 +402133,7 @@ https://tech.twenix.com/securiza-tu-infraestructura-cloud-sin-arruinarte-d9d2e2d
   last_checked: 1779034228.877903
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   discovered_at: '2026-05-17T18:10:28.877903+02:00'
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@@ -387602,6 +402168,7 @@ https://techbeacon.com/enterprise-it/25-kubernetes-experts-you-should-follow-twi
   last_checked: 1779031302.645709
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   discovered_at: '2026-05-17T17:21:42.645709+02:00'
+  last_ai_eval: null
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@@ -387636,6 +402203,7 @@ https://techbeacon.com/enterprise-it/5-best-practices-deploying-kubernetes:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -387667,6 +402235,7 @@ https://techbeacon.com/enterprise-it/7-arguments-against-noops:
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -387698,6 +402267,7 @@ https://techbeacon.com/enterprise-it/essential-guide-2019-serverless-ecosystem:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -387730,6 +402300,7 @@ https://techbeacon.com/enterprise-it/why-teams-fail-kubernetes-what-do-about-it:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -387762,6 +402333,7 @@ https://techbeacon.com/security/17-open-source-container-security-tools:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -387794,6 +402366,7 @@ https://techbeatly.com/ansible-for-infrastructure-provisioning-in-aws-ansible-re
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -387825,6 +402398,7 @@ https://techbeatly.com/how-to-create-increase-or-decrease-project-quota-in-opens
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -387857,6 +402431,7 @@ https://techbeatly.com/terraform-cheat-sheet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -387889,6 +402464,7 @@ https://techbeatly.com/terraform-free-courses:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -387922,6 +402498,7 @@ https://techcommunity.microsoft.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -387953,6 +402530,7 @@ https://techcommunity.microsoft.com/?product=All:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -387984,6 +402562,7 @@ https://techcommunity.microsoft.com/?product=All:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -388017,6 +402596,7 @@ https://techcommunity.microsoft.com/?product=All:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -388049,6 +402629,7 @@ https://techcommunity.microsoft.com/?product=All:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -388061,6 +402642,7 @@ https://techcommunity.microsoft.com/?product=All:
   v2_locations:
   - iac.md
   - azure.md
+  - finops.md
   youtube_mosaic: {}
 https://techcommunity.microsoft.com/blog/AzureNetworkingBlog/a-guide-to-azure-data-transfer-pricing/4374538:
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@@ -388082,6 +402664,7 @@ https://techcommunity.microsoft.com/blog/AzureNetworkingBlog/a-guide-to-azure-da
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -388113,6 +402696,7 @@ https://techcommunity.microsoft.com/blog/AzureNetworkingBlog/a-guide-to-azure-da
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -388149,6 +402733,7 @@ https://techcommunity.microsoft.com/blog/AzureNetworkingBlog/a-guide-to-azure-da
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -388161,6 +402746,7 @@ https://techcommunity.microsoft.com/blog/AzureNetworkingBlog/a-guide-to-azure-da
   v2_locations:
   - devops.md
   - azure.md
+  - monitoring.md
   youtube_mosaic: {}
 https://techcommunity.microsoft.com/blog/appsonazureblog/azure-kubernetes-service-free-tier-and-standard-tier/3731432:
   title: 'techcommunity.microsoft.com: Azure Kubernetes Service Free tier and Standard
@@ -388183,6 +402769,7 @@ https://techcommunity.microsoft.com/blog/appsonazureblog/azure-kubernetes-servic
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -388214,6 +402801,7 @@ https://techcommunity.microsoft.com/blog/appsonazureblog/azure-kubernetes-servic
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -388246,6 +402834,7 @@ https://techcommunity.microsoft.com/blog/appsonazureblog/azure-kubernetes-servic
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -388280,6 +402869,7 @@ https://techcommunity.microsoft.com/blog/appsonazureblog/azure-kubernetes-servic
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -388312,6 +402902,7 @@ https://techcommunity.microsoft.com/blog/appsonazureblog/azure-kubernetes-servic
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -388346,6 +402937,7 @@ https://techcommunity.microsoft.com/blog/appsonazureblog/simplifying-azure-kuber
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -388383,6 +402975,7 @@ https://techcommunity.microsoft.com/blog/appsonazureblog/simplifying-azure-kuber
   last_checked: 1780352138.621997
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:15:38.621997+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -388423,6 +403016,7 @@ https://techcommunity.microsoft.com/blog/appsonazureblog/simplifying-azure-kuber
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -388457,6 +403051,7 @@ https://techcommunity.microsoft.com/blog/azurearcblog/announcing-private-preview
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -388491,6 +403086,7 @@ https://techcommunity.microsoft.com/blog/azurearcblog/announcing-private-preview
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -388523,6 +403119,7 @@ https://techcommunity.microsoft.com/blog/azurearchitectureblog/azure-course-blue
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -388555,6 +403152,7 @@ https://techcommunity.microsoft.com/blog/azurearchitectureblog/azure-openai-land
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -388588,6 +403186,7 @@ https://techcommunity.microsoft.com/blog/azurearchitectureblog/azure-openai-land
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -388621,6 +403220,7 @@ https://techcommunity.microsoft.com/blog/azurearchitectureblog/azure-openai-land
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -388650,6 +403250,7 @@ https://techcommunity.microsoft.com/blog/azurearchitectureblog/azure-openai-land
   last_checked: 1779130494.980904
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.980904+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -388678,6 +403279,7 @@ https://techcommunity.microsoft.com/blog/azuredevcommunityblog/infra-in-azure-fo
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -388704,13 +403306,14 @@ https://techcommunity.microsoft.com/blog/azuredevcommunityblog/infra-in-azure-fo
   resource_type: Article
   complexity: Beginner
   is_microservice: false
-  status: online
+  status: duplicate
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   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -388723,6 +403326,7 @@ https://techcommunity.microsoft.com/blog/azuredevcommunityblog/infra-in-azure-fo
   v2_locations:
   - azure.md
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/azuredevcommunityblog/infra-in-azure-for-developers---the-how-part-2/4046385
 ? https://techcommunity.microsoft.com/blog/azuredevcommunityblog/integrating-azure-devops-with-vs-code-agent-using-mcp-model-context-protocol/4516250
 : title: Integrating Azure DevOps with VS Code Agent using MCP
   description: A step-by-step architectural guide explaining how to securely expose
@@ -388750,6 +403354,7 @@ https://techcommunity.microsoft.com/blog/azuredevcommunityblog/infra-in-azure-fo
   last_checked: 1780352404.14768
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:20:04.147680+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -388789,6 +403394,7 @@ https://techcommunity.microsoft.com/blog/azuredevcommunityblog/programming-with-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -388801,6 +403407,7 @@ https://techcommunity.microsoft.com/blog/azuredevcommunityblog/programming-with-
   v2_locations:
   - ai.md
   - cicd.md
+  - developerportals.md
   youtube_mosaic: {}
 ? https://techcommunity.microsoft.com/blog/azureforisvandstartupstechnicalblog/four-methods-to-access-azure-key-vault-from-azure-kubernetes-service-aks/4376662
 : title: Four Methods to Access Azure Key Vault from Azure Kubernetes Service (AKS)
@@ -388812,13 +403419,14 @@ https://techcommunity.microsoft.com/blog/azuredevcommunityblog/programming-with-
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
   last_checked: 1779031525.266065
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:25.266065+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -388829,6 +403437,7 @@ https://techcommunity.microsoft.com/blog/azuredevcommunityblog/programming-with-
   - docs/kubernetes-security.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/discussions/azurepartners/four-methods-to-access-azure-key-vault-from-azure-kubernetes-service-aks/4376662
 ? https://techcommunity.microsoft.com/blog/azuregovernanceandmanagementblog/announcing-public-preview-of-bicep-templates-support-for-microsoft-graph/4141772
 : title: 'techcommunity.microsoft.com: Announcing public preview of Bicep templates
     support for Microsoft Graph'
@@ -388850,6 +403459,7 @@ https://techcommunity.microsoft.com/blog/azuredevcommunityblog/programming-with-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -388879,6 +403489,7 @@ https://techcommunity.microsoft.com/blog/azuredevcommunityblog/programming-with-
   last_checked: 1779130494.929122
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.929122+02:00'
+  last_ai_eval: null
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@@ -388906,6 +403517,7 @@ https://techcommunity.microsoft.com/blog/azuregovernanceandmanagementblog/arm-te
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -388939,6 +403551,7 @@ https://techcommunity.microsoft.com/blog/azuregovernanceandmanagementblog/arm-te
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -388972,6 +403585,7 @@ https://techcommunity.microsoft.com/blog/azuregovernanceandmanagementblog/arm-te
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -389004,6 +403618,7 @@ https://techcommunity.microsoft.com/blog/azuregovernanceandmanagementblog/arm-te
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   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -389038,6 +403653,7 @@ https://techcommunity.microsoft.com/blog/azuregovernanceandmanagementblog/arm-te
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -389072,6 +403688,7 @@ https://techcommunity.microsoft.com/blog/azureinfrastructureblog/azure-landing-z
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -389104,6 +403721,7 @@ https://techcommunity.microsoft.com/blog/azureinfrastructureblog/azure-landing-z
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -389137,6 +403755,7 @@ https://techcommunity.microsoft.com/blog/azureinfrastructureblog/azure-landing-z
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -389171,6 +403790,7 @@ https://techcommunity.microsoft.com/blog/azureinfrastructureblog/azure-landing-z
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -389206,6 +403826,7 @@ https://techcommunity.microsoft.com/blog/azureinfrastructureblog/azure-landing-z
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   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -389239,6 +403860,7 @@ https://techcommunity.microsoft.com/blog/azureinfrastructureblog/azure-landing-z
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.010270+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -389639,6 +404272,7 @@ https://techcommunity.microsoft.com/blog/azuresqlblog/azure-sql-managed-instance
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -389673,6 +404307,7 @@ https://techcommunity.microsoft.com/blog/azuresqlblog/azure-sql-managed-instance
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -389704,6 +404339,7 @@ https://techcommunity.microsoft.com/blog/azurestorageblog/azure-container-storag
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -389738,6 +404374,7 @@ https://techcommunity.microsoft.com/blog/azurestorageblog/azure-container-storag
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -389772,6 +404409,7 @@ https://techcommunity.microsoft.com/blog/azurestorageblog/azure-container-storag
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -389804,6 +404442,7 @@ https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-azapi-dynamic
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -389836,6 +404475,7 @@ https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-azure-terrafy
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -389870,6 +404510,7 @@ https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-azure-terrafy
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -389895,13 +404536,14 @@ https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-azure-terrafy
   resource_type: Documentation
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -389915,6 +404557,7 @@ https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-azure-terrafy
   - terraform.md
   - azure.md
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/AzureToolsBlog/announcing-public-preview-of-terraform-export-from-the-azure-portal/4409889
 ? https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-template-based-previews-of-azure-cli-and-azure-powershell-for-key-vau/3933802
 : title: 'techcommunity.microsoft.com: Announcing template-based previews of Azure
     CLI and Azure PowerShell for Key Vault deployments'
@@ -389934,6 +404577,7 @@ https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-azure-terrafy
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -389968,6 +404612,7 @@ https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-azure-terrafy
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -390008,6 +404653,7 @@ https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-azure-terrafy
   last_checked: 1780352414.115618
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:20:14.115618+02:00'
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   company: null
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@@ -390047,6 +404693,7 @@ https://techcommunity.microsoft.com/blog/azuretoolsblog/introducing-azure-verifi
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -390078,6 +404725,7 @@ https://techcommunity.microsoft.com/blog/azuretoolsblog/terraform-on-azure-febru
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -390113,6 +404761,7 @@ https://techcommunity.microsoft.com/blog/containers/securing-windows-workloads-o
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -390145,6 +404794,7 @@ https://techcommunity.microsoft.com/blog/coreinfrastructureandsecurityblog/azure
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -390177,6 +404827,7 @@ https://techcommunity.microsoft.com/blog/coreinfrastructureandsecurityblog/azure
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -390209,6 +404860,7 @@ https://techcommunity.microsoft.com/blog/coreinfrastructureandsecurityblog/azure
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -390240,6 +404892,7 @@ https://techcommunity.microsoft.com/blog/coreinfrastructureandsecurityblog/kuber
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -390273,6 +404926,7 @@ https://techcommunity.microsoft.com/blog/coreinfrastructureandsecurityblog/kuber
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -390309,6 +404963,7 @@ https://techcommunity.microsoft.com/blog/educatordeveloperblog/cicd-for-ai-agent
   last_checked: 1780352828.641513
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:27:08.641513+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -390350,6 +405005,7 @@ https://techcommunity.microsoft.com/blog/educatordeveloperblog/cicd-for-ai-agent
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -390384,6 +405040,7 @@ https://techcommunity.microsoft.com/blog/educatordeveloperblog/cicd-for-ai-agent
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -390420,6 +405077,7 @@ https://techcommunity.microsoft.com/blog/educatordeveloperblog/cicd-for-ai-agent
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -390453,6 +405111,7 @@ https://techcommunity.microsoft.com/blog/fasttrackforazureblog/azure-orphan-reso
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -390485,6 +405144,7 @@ https://techcommunity.microsoft.com/blog/fasttrackforazureblog/azure-policy-for-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -390518,6 +405178,7 @@ https://techcommunity.microsoft.com/blog/fasttrackforazureblog/azure-policy-for-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -390551,6 +405212,7 @@ https://techcommunity.microsoft.com/blog/fasttrackforazureblog/azure-policy-for-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -390577,13 +405239,14 @@ https://techcommunity.microsoft.com/blog/fasttrackforazureblog/azure-policy-for-
   resource_type: Article
   complexity: Advanced
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -390596,6 +405259,7 @@ https://techcommunity.microsoft.com/blog/fasttrackforazureblog/azure-policy-for-
   v2_locations:
   - demos.md
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/fasttrackforazureblog/create-an-azure-openai-langchain-chromadb-and-chainlit-chat-app-in-aks-using-ter/4024070
 ? https://techcommunity.microsoft.com/blog/fasttrackforazureblog/how-to-create-a-vpn-between-azure-and-aws-using-only-managed-solutions/2281900
 : title: 'techcommunity.microsoft.com: How to create a VPN between Azure and AWS using
     only managed solutions'
@@ -390618,6 +405282,7 @@ https://techcommunity.microsoft.com/blog/fasttrackforazureblog/azure-policy-for-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -390651,6 +405316,7 @@ https://techcommunity.microsoft.com/blog/fasttrackforazureblog/azure-policy-for-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -390684,6 +405350,7 @@ https://techcommunity.microsoft.com/blog/fasttrackforazureblog/microsoft-fabric-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -390719,6 +405386,7 @@ https://techcommunity.microsoft.com/blog/finopsblog/get-tailored-insights-with-o
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -390750,6 +405418,7 @@ https://techcommunity.microsoft.com/blog/finopsblog/identify-your-savings-potent
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -390781,6 +405450,7 @@ https://techcommunity.microsoft.com/blog/finopsblog/identify-your-savings-potent
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -390793,6 +405463,7 @@ https://techcommunity.microsoft.com/blog/finopsblog/identify-your-savings-potent
   v2_locations:
   - ai.md
   - azure.md
+  - finops.md
   youtube_mosaic: {}
 ? https://techcommunity.microsoft.com/blog/healthcareandlifesciencesblog/azure-devops-pipelines-if-expressions-and-conditions/3737159
 : title: "techcommunity.microsoft.com: Azure DevOps Pipelines: If Expressions and
@@ -390815,6 +405486,7 @@ https://techcommunity.microsoft.com/blog/finopsblog/identify-your-savings-potent
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -390847,6 +405519,7 @@ https://techcommunity.microsoft.com/blog/finopsblog/identify-your-savings-potent
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -390882,6 +405555,7 @@ https://techcommunity.microsoft.com/blog/itopstalkblog/iis-central-certificate-s
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -390914,6 +405588,7 @@ https://techcommunity.microsoft.com/blog/itopstalkblog/infrastructure-as-code-ia
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -390948,6 +405623,7 @@ https://techcommunity.microsoft.com/blog/itopstalkblog/infrastructure-as-code-ia
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -390981,6 +405657,7 @@ https://techcommunity.microsoft.com/blog/itopstalkblog/infrastructure-as-code-ia
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -391015,6 +405692,7 @@ https://techcommunity.microsoft.com/blog/itopstalkblog/infrastructure-as-code-ia
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -391046,6 +405724,7 @@ https://techcommunity.microsoft.com/blog/microsoftdefendercloudblog/security-con
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -391078,6 +405757,7 @@ https://techcommunity.microsoft.com/blog/microsoftdefendercloudblog/security-con
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -391113,6 +405793,7 @@ https://techcommunity.microsoft.com/blog/microsoftsentinelblog/non-interactive-l
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -391145,6 +405826,7 @@ https://techcommunity.microsoft.com/blog/microsoftteamsblog/new-bitbucket-bot-fo
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -391178,6 +405860,7 @@ https://techcommunity.microsoft.com/blog/microsoftteamsblog/new-bitbucket-bot-fo
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -391210,6 +405893,7 @@ https://techcommunity.microsoft.com/blog/microsoftteamsblog/new-bitbucket-bot-fo
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -391242,6 +405926,7 @@ https://techcommunity.microsoft.com/blog/startupsatmicrosoftblog/from-zero-to-he
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -391274,6 +405959,7 @@ https://techcommunity.microsoft.com/blog/startupsatmicrosoftblog/from-zero-to-he
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -391308,6 +405994,7 @@ https://techcommunity.microsoft.com/blog/startupsatmicrosoftblog/from-zero-to-he
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -391342,6 +406029,7 @@ https://techcommunity.microsoft.com/discussions/azurepartners/azure-orphan-resou
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -391374,6 +406062,7 @@ https://techcommunity.microsoft.com/discussions/azurepartners/azure-orphan-resou
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -391408,6 +406097,7 @@ https://techcommunity.microsoft.com/discussions/azurepartners/azure-orphan-resou
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -391440,6 +406130,7 @@ https://techcommunity.microsoft.com/discussions/azurepartners/azure-orphan-resou
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -391472,6 +406163,7 @@ https://techcommunity.microsoft.com/discussions/windowspowershell/an-example-why
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -391505,6 +406197,7 @@ https://techcommunity.microsoft.com/discussions/windowspowershell/an-example-why
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -391536,6 +406229,7 @@ https://techcommunity.microsoft.com/discussions/windowspowershell/an-example-why
   last_checked: 1779033589.049556
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:49.049556+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -391555,13 +406249,14 @@ https://techcommunity.microsoft.com/t5/apps-on-azure-blog/azure-kubernetes-servi
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: c2edafa52cbd6e3ad13b3ddee0b98ca4735bb041214e2d54be43035f428e635a
   health_score: 100.0
   last_checked: 1779031577.907179
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:17.907179+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -391570,6 +406265,7 @@ https://techcommunity.microsoft.com/t5/apps-on-azure-blog/azure-kubernetes-servi
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/appsonazureblog/azure-kubernetes-service-free-tier-and-standard-tier/3731432
 https://techcommunity.microsoft.com/t5/apps-on-azure-blog/azure-kubernetes-service-microsoft-ignite-announcements/ba-p/3650443:
   title: 'techcommunity.microsoft.com: Azure Kubernetes Service Microsoft Ignite announcements'
   description: ''
@@ -391580,13 +406276,14 @@ https://techcommunity.microsoft.com/t5/apps-on-azure-blog/azure-kubernetes-servi
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: ccf500d2df5a4e3eb0f595d42096d5a6559be6942cf9e6787b6caeef00b5cff1
   health_score: 100.0
   last_checked: 1779029711.89031
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:55:11.890310+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -391595,6 +406292,7 @@ https://techcommunity.microsoft.com/t5/apps-on-azure-blog/azure-kubernetes-servi
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/appsonazureblog/azure-kubernetes-service-microsoft-ignite-announcements/3650443
 ? https://techcommunity.microsoft.com/t5/apps-on-azure-blog/simplifying-azure-kubernetes-service-authentication-part-2/ba-p/4055332
 : title: '==techcommunity.microsoft.com: Simplifying Azure Kubernetes Service Authentication''
     Part 2=='
@@ -391613,6 +406311,7 @@ https://techcommunity.microsoft.com/t5/apps-on-azure-blog/azure-kubernetes-servi
   last_checked: 1779030733.448319
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:13.448319+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -391632,13 +406331,14 @@ https://techcommunity.microsoft.com/t5/apps-on-azure/building-a-path-to-success-
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 3a7f175497eec5e2cebf8a6acdec13cef1476712be8fdeed56df7013e431aee6
   health_score: 100.0
   last_checked: 1779030116.802805
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:56.802805+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -391647,6 +406347,7 @@ https://techcommunity.microsoft.com/t5/apps-on-azure/building-a-path-to-success-
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/appsonazureblog/building-a-path-to-success-for-microservices-and-net-core---project-tye--github-/1502270
 https://techcommunity.microsoft.com/t5/apps-on-azure/full-stack-net-6-apps-with-blazor-webassembly-and-azure-static/ba-p/2933428:
   title: 'techcommunity.microsoft.com: Full-stack .NET 6 Apps with Blazor WebAssembly''
     and Azure Static Web Apps'
@@ -391658,13 +406359,14 @@ https://techcommunity.microsoft.com/t5/apps-on-azure/full-stack-net-6-apps-with-
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: c521cf23748a185c3f762d8866a6b5c9f3dd4f3efb1586ba57d60c8ac4e0e515
   health_score: 100.0
   last_checked: 1779030535.91354
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:55.913540+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -391673,6 +406375,7 @@ https://techcommunity.microsoft.com/t5/apps-on-azure/full-stack-net-6-apps-with-
   - docs/dotnet.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/appsonazureblog/full-stack-net-6-apps-with-blazor-webassembly-and-azure-static-web-apps/2933428
 ? https://techcommunity.microsoft.com/t5/apps-on-azure/introducing-azure-container-apps-a-serverless-container-service/ba-p/2867265
 : title: 'techcommunity.microsoft.com: Introducing Azure Container Apps: a serverless''
     container service for running modern apps at scale'
@@ -391684,13 +406387,14 @@ https://techcommunity.microsoft.com/t5/apps-on-azure/full-stack-net-6-apps-with-
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: f74fb32465f3c7a342b01fb8a18dc4b26469c83cba3810304535348c0ce031c7
   health_score: 100.0
   last_checked: 1779031403.310998
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:23.310998+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -391699,6 +406403,7 @@ https://techcommunity.microsoft.com/t5/apps-on-azure/full-stack-net-6-apps-with-
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/appsonazureblog/introducing-azure-container-apps-a-serverless-container-service-for-running-mode/2867265
 https://techcommunity.microsoft.com/t5/azure-arc-blog/in-preview-azure-key-vault-secrets-provider-extension-for-arc/ba-p/3002160:
   title: '==techcommunity.microsoft.com: In preview: Azure Key Vault secrets provider''
     extension for Arc enabled Kubernetes clusters=='
@@ -391717,6 +406422,7 @@ https://techcommunity.microsoft.com/t5/azure-arc-blog/in-preview-azure-key-vault
   last_checked: 1779031412.257621
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:32.257621+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -391735,13 +406441,14 @@ https://techcommunity.microsoft.com/t5/azure-architecture-blog/azure-openai-land
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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@@ -391750,6 +406457,7 @@ https://techcommunity.microsoft.com/t5/azure-architecture-blog/azure-openai-land
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/azurearchitectureblog/azure-openai-landing-zone-reference-architecture/3882102
 ? https://techcommunity.microsoft.com/t5/azure-architecture-blog/new-feature-easily-assign-regulatory-compliance-policies-to-your/ba-p/4074957
 : title: 'techcommunity.microsoft.com: New feature: easily assign regulatory compliance''
     policies to your Azure Landing Zone'
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@@ -391776,6 +406485,7 @@ https://techcommunity.microsoft.com/t5/azure-architecture-blog/azure-openai-land
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/azurearchitectureblog/new-feature-easily-assign-regulatory-compliance-policies-to-your-azure-landing-z/4074957
 https://techcommunity.microsoft.com/t5/azure-architecture/course-blueprint/m-p/4012399:
   title: 'techcommunity.microsoft.com: Azure Architecture - Course Blueprint'
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@@ -391786,13 +406496,14 @@ https://techcommunity.microsoft.com/t5/azure-architecture/course-blueprint/m-p/4
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@@ -391801,6 +406512,7 @@ https://techcommunity.microsoft.com/t5/azure-architecture/course-blueprint/m-p/4
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/azurearchitectureblog/azure-course-blueprints/4338972
 ? https://techcommunity.microsoft.com/t5/azure-developer-community-blog/azure-data-factory-how-to-split-a-file-into-multiple-output/ba-p/4039825
 : title: 'techcommunity.microsoft.com: Azure Data Factory: How to split a file into''
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@@ -391827,6 +406540,7 @@ https://techcommunity.microsoft.com/t5/azure-architecture/course-blueprint/m-p/4
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/azuredevcommunityblog/azure-data-factory-how-to-split-a-file-into-multiple-output-files-with-bicep/4039825
 https://techcommunity.microsoft.com/t5/azure-developer-community-blog/infra-in-azure-for-developers-the-how-part-2/ba-p/4046385:
   title: 'techcommunity.microsoft.com: Infra in Azure for Developers - The How (Part''
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@@ -391853,6 +406568,7 @@ https://techcommunity.microsoft.com/t5/azure-developer-community-blog/infra-in-a
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/azuredevcommunityblog/infra-in-azure-for-developers---the-how-part-2/4046385
 https://techcommunity.microsoft.com/t5/azure-developer-community-blog/infra-in-azure-for-developers-the-what/ba-p/4026102:
   title: 'techcommunity.microsoft.com: Infra in Azure for Developers - The What'
   description: ''
@@ -391863,13 +406579,14 @@ https://techcommunity.microsoft.com/t5/azure-developer-community-blog/infra-in-a
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@@ -391878,6 +406595,7 @@ https://techcommunity.microsoft.com/t5/azure-developer-community-blog/infra-in-a
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/azuredevcommunityblog/infra-in-azure-for-developers---the-what/4026102
 ? https://techcommunity.microsoft.com/t5/azure-devops-blog/introduction-to-azure-devops-workload-identity-federation-oidc/ba-p/3908687
 : title: 'techcommunity.microsoft.com: Introduction to Azure DevOps Workload identity''
     federation (OIDC) with Terraform'
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   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://login.microsoftonline.com/common/oauth2/v2.0/authorize?client_id=09213cdc-9f30-4e82-aa6f-9b6e8d82dab3&redirect_uri=https%3A%2F%2Ftechcommunity.microsoft.com%2Ft5%2Fs%2Fauth%2Foauth2callback%2Fproviderid%2Fdefault&response_type=code&state=t32RGeYIHrLX7VZiIP5Idsc47642cGWeSnDaow_6xtt0AVO-pN2q_aKbw0Dw-5VfiAvlYRC6AjPqIjJ7tTD1oClJ2fvT9BIa-6OwFcbLVaGkbYkIAE0gmCezmGXRDrJwzJR9YyiSjnMURsQeirF4CS5A4QI2afRW2Y563huvTZiWPqnMHS5Lx_G1x1stZSViKRMJRdvOE0G-tlOGg5nQw1Q4Ie55Bqkrtp6BguyPyVA&scope=User.Read+openid+email+profile+offline_access&referer=https%3A%2F%2Ftechcommunity.microsoft.com%2Fblog%2F-%2Fintroduction-to-azure-devops-workload-identity-federation-oidc%2F3908687
 https://techcommunity.microsoft.com/t5/azure-for-isv-and-startups/azure-orphan-resources-grafana-dashboard/ba-p/4120303:
   title: 'techcommunity.microsoft.com: Azure Orphan Resources Grafana Dashboard'
   description: ''
@@ -391914,13 +406634,14 @@ https://techcommunity.microsoft.com/t5/azure-for-isv-and-startups/azure-orphan-r
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@@ -391929,6 +406650,7 @@ https://techcommunity.microsoft.com/t5/azure-for-isv-and-startups/azure-orphan-r
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/discussions/azurepartners/azure-orphan-resources-grafana-dashboard/4120303
 ? https://techcommunity.microsoft.com/t5/azure-for-isv-and-startups/how-to-deploy-a-production-ready-aks-cluster-with-terraform/ba-p/4122013
 : title: 'techcommunity.microsoft.com: How to deploy a production-ready AKS cluster''
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@@ -391940,13 +406662,14 @@ https://techcommunity.microsoft.com/t5/azure-for-isv-and-startups/azure-orphan-r
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@@ -391955,6 +406678,7 @@ https://techcommunity.microsoft.com/t5/azure-for-isv-and-startups/azure-orphan-r
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/discussions/azurepartners/how-to-deploy-a-production-ready-aks-cluster-with-terraform-verified-module/4122013
 ? https://techcommunity.microsoft.com/t5/azure-governance-and-management/announcing-public-preview-of-bicep-templates-support-for/ba-p/4141772
 : title: 'techcommunity.microsoft.com: Announcing public preview of Bicep templates''
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@@ -391966,13 +406690,14 @@ https://techcommunity.microsoft.com/t5/azure-for-isv-and-startups/azure-orphan-r
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   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/azuregovernanceandmanagementblog/announcing-public-preview-of-bicep-templates-support-for-microsoft-graph/4141772
 ? https://techcommunity.microsoft.com/t5/azure-governance-and-management/announcing-the-public-preview-of-azure-chaos-studio/ba-p/2893050
 : title: 'techcommunity.microsoft.com: Announcing the Public Preview of Azure Chaos''
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@@ -391999,6 +406725,7 @@ https://techcommunity.microsoft.com/t5/azure-for-isv-and-startups/azure-orphan-r
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@@ -392032,6 +406760,7 @@ https://techcommunity.microsoft.com/t5/azure-governance-and-management/arm-templ
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/azuregovernanceandmanagementblog/arm-template-specs-now-ga/2402618
 ? https://techcommunity.microsoft.com/t5/azure-governance-and-management/azure-policy-for-kubernetes-releases-support-for-custom-policy/ba-p/2699466
 : title: 'techcommunity.microsoft.com: Azure Policy for Kubernetes releases support''
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@@ -392058,6 +406788,7 @@ https://techcommunity.microsoft.com/t5/azure-governance-and-management/arm-templ
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/azuregovernanceandmanagementblog/azure-policy-for-kubernetes-releases-support-for-custom-policy/2699466
 ? https://techcommunity.microsoft.com/t5/azure-governance-and-management/azure-pricing-how-to-estimate-azure-project-costs/ba-p/4166297
 : title: "techcommunity.microsoft.com: Azure Pricing: How to estimate Azure project'
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@@ -392084,6 +406816,7 @@ https://techcommunity.microsoft.com/t5/azure-governance-and-management/arm-templ
   - docs/finops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/azuregovernanceandmanagementblog/azure-pricing-how-to-estimate-azure-project-costs/4166297
 ? https://techcommunity.microsoft.com/t5/azure-governance-and-management/azure-pricing-how-to-navigate-azure-pricing-options-and/ba-p/4166276
 : title: "techcommunity.microsoft.com: Azure Pricing: How to navigate Azure pricing'
     options and resources \U0001F31F"
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@@ -392110,6 +406844,7 @@ https://techcommunity.microsoft.com/t5/azure-governance-and-management/arm-templ
   - docs/finops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/azuregovernanceandmanagementblog/azure-pricing-how-to-navigate-azure-pricing-options-and-resources/4166276
 ? https://techcommunity.microsoft.com/t5/azure-high-performance-computing/running-gpu-accelerated-workloads-with-nvidia-gpu-operator-on/ba-p/4061318
 : title: "techcommunity.microsoft.com: Running GPU accelerated workloads with NVIDIA'
     GPU Operator on AKS \U0001F31F"
@@ -392121,13 +406856,14 @@ https://techcommunity.microsoft.com/t5/azure-governance-and-management/arm-templ
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@@ -392136,6 +406872,7 @@ https://techcommunity.microsoft.com/t5/azure-governance-and-management/arm-templ
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/azurehighperformancecomputingblog/running-gpu-accelerated-workloads-with-nvidia-gpu-operator-on-aks/4061318
 ? https://techcommunity.microsoft.com/t5/azure-infrastructure-blog/azure-landing-zones-custom-archetypes-using-terraform/ba-p/3791172
 : title: 'techcommunity.microsoft.com: Azure landing zones custom archetypes using''
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   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/azureinfrastructureblog/azure-landing-zones-custom-archetypes-using-terraform/3791172
 ? https://techcommunity.microsoft.com/t5/azure-infrastructure-blog/azure-permissions-101-how-to-manage-azure-access-effectively/ba-p/4067468
 : title: '==techcommunity.microsoft.com: Azure Permissions 101: How to manage Azure''
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@@ -392180,6 +406919,7 @@ https://techcommunity.microsoft.com/t5/azure-governance-and-management/arm-templ
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@@ -392214,6 +406955,7 @@ https://techcommunity.microsoft.com/t5/azure-governance-and-management/arm-templ
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/azureinfrastructureblog/centralized-private-resolver-architecture-implementation-using-azure-private-dns/4132622
 ? https://techcommunity.microsoft.com/t5/azure-infrastructure-blog/leveraging-azure-copilot-for-azure-kubernetes-services-aks/ba-p/4212457
 : title: 'techcommunity.microsoft.com: Leveraging Azure Copilot for Azure Kubernetes''
     Services (AKS)'
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@@ -392240,6 +406983,7 @@ https://techcommunity.microsoft.com/t5/azure-governance-and-management/arm-templ
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/azureinfrastructureblog/leveraging-azure-copilot-for-azure-kubernetes-services-aks/4212457
 ? https://techcommunity.microsoft.com/t5/azure-infrastructure-blog/part-1-leverage-bicep-standard-model-to-automate-azure-iaas/ba-p/3804348
 : title: 'techcommunity.microsoft.com: (Part-1) Leverage Bicep: Standard model to''
     Automate Azure IaaS deployment'
@@ -392251,13 +406995,14 @@ https://techcommunity.microsoft.com/t5/azure-governance-and-management/arm-templ
   resource_type: null
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-  status: online
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   discovered_at: '2026-05-17T17:27:58.390894+02:00'
+  last_ai_eval: null
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@@ -392266,6 +407011,7 @@ https://techcommunity.microsoft.com/t5/azure-governance-and-management/arm-templ
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/azureinfrastructureblog/part-1-leverage-bicep-standard-model-to-automate-azure-iaas-deployment/3804348
 ? https://techcommunity.microsoft.com/t5/azure-infrastructure-blog/unleashing-github-copilot-for-infrastructure-as-code/ba-p/4124031
 : title: 'techcommunity.microsoft.com: Unleashing GitHub Copilot for Infrastructure''
     as Code (powershell, terraform, etc)'
@@ -392277,13 +407023,14 @@ https://techcommunity.microsoft.com/t5/azure-governance-and-management/arm-templ
   resource_type: null
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   health_score: 100.0
   last_checked: 1779031187.983231
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:47.983231+02:00'
+  last_ai_eval: null
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@@ -392292,6 +407039,7 @@ https://techcommunity.microsoft.com/t5/azure-governance-and-management/arm-templ
   - docs/visual-studio.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/azureinfrastructureblog/unleashing-github-copilot-for-infrastructure-as-code/4124031
 https://techcommunity.microsoft.com/t5/azure-migration-and/implement-azure-landing-zones-with-hashicorp-terraform/ba-p/3241071:
   title: 'techcommunity.microsoft.com: Implement Azure landing zones with HashiCorp''
     Terraform'
@@ -392303,13 +407051,14 @@ https://techcommunity.microsoft.com/t5/azure-migration-and/implement-azure-landi
   resource_type: null
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   health_score: 100.0
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   discovered_at: '2026-05-17T16:49:35.888181+02:00'
+  last_ai_eval: null
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@@ -392318,6 +407067,7 @@ https://techcommunity.microsoft.com/t5/azure-migration-and/implement-azure-landi
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/azuremigrationblog/implement-azure-landing-zones-with-hashicorp-terraform/3241071
 https://techcommunity.microsoft.com/t5/azure-migration/containerize-and-migrate-applications-to-aks-with-the-azure/ba-p/2178551:
   title: 'techcommunity.microsoft.com: Containerize and migrate applications to AKS''
     with the Azure Migrate’s new App Containerization tool'
@@ -392329,13 +407079,14 @@ https://techcommunity.microsoft.com/t5/azure-migration/containerize-and-migrate-
   resource_type: null
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   health_score: 100.0
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+  last_ai_eval: null
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@@ -392344,6 +407095,7 @@ https://techcommunity.microsoft.com/t5/azure-migration/containerize-and-migrate-
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/azuremigrationblog/containerize-and-migrate-applications-to-aks-with-the-azure-migrate%e2%80%99s-new-app-co/2178551
 ? https://techcommunity.microsoft.com/t5/azure-observability-blog/advanced-network-observability-for-your-azure-kubernetes-service/ba-p/4176736
 : title: 'techcommunity.microsoft.com: Advanced Network Observability for your Azure''
     Kubernetes Service clusters through Azure Monitor'
@@ -392355,13 +407107,14 @@ https://techcommunity.microsoft.com/t5/azure-migration/containerize-and-migrate-
   resource_type: null
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   health_score: 100.0
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   discovered_at: '2026-05-17T18:08:22.850118+02:00'
+  last_ai_eval: null
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@@ -392371,6 +407124,7 @@ https://techcommunity.microsoft.com/t5/azure-migration/containerize-and-migrate-
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/azureobservabilityblog/advanced-network-observability-for-your-azure-kubernetes-service-clusters-throug/4176736
 ? https://techcommunity.microsoft.com/t5/azure-observability-blog/azure-monitor-logs-next-evolution-multi-tier-logging/ba-p/4200871
 : title: 'techcommunity.microsoft.com: Azure Monitor Logs Next Evolution: Multi-tier''
     logging'
@@ -392382,13 +407136,14 @@ https://techcommunity.microsoft.com/t5/azure-migration/containerize-and-migrate-
   resource_type: null
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   discovered_at: '2026-05-17T18:02:12.892040+02:00'
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@@ -392397,6 +407152,7 @@ https://techcommunity.microsoft.com/t5/azure-migration/containerize-and-migrate-
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/azureobservabilityblog/azure-monitor-logs-next-evolution-multi-tier-logging/4200871
 ? https://techcommunity.microsoft.com/t5/azure-observability-blog/how-to-monitor-your-multi-tenant-solution-on-azure-with-azure/ba-p/4042140
 : title: 'techcommunity.microsoft.com: How To Monitor Your Multi-Tenant Solution on''
     Azure With Azure Monitor'
@@ -392408,13 +407164,14 @@ https://techcommunity.microsoft.com/t5/azure-migration/containerize-and-migrate-
   resource_type: null
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   discovered_at: '2026-05-17T17:11:16.210962+02:00'
+  last_ai_eval: null
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@@ -392423,6 +407180,7 @@ https://techcommunity.microsoft.com/t5/azure-migration/containerize-and-migrate-
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/azureobservabilityblog/how-to-monitor-your-multi-tenant-solution-on-azure-with-azure-monitor/4042140
 ? https://techcommunity.microsoft.com/t5/azure-observability-blog/introducing-azure-monitor-managed-service-for-prometheus/ba-p/3600185
 : title: "==techcommunity.microsoft.com: Introducing Azure Monitor managed service'
     for Prometheus== \U0001F31F"
@@ -392441,6 +407199,7 @@ https://techcommunity.microsoft.com/t5/azure-migration/containerize-and-migrate-
   last_checked: 1779034106.97889
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:26.978890+02:00'
+  last_ai_eval: null
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@@ -392459,13 +407218,14 @@ https://techcommunity.microsoft.com/t5/azure-paas-blog/azure-storage-blob-count-
   resource_type: null
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   is_microservice: false
-  status: online
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   health_score: 100.0
   last_checked: 1779034310.736715
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:50.736715+02:00'
+  last_ai_eval: null
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@@ -392474,6 +407234,7 @@ https://techcommunity.microsoft.com/t5/azure-paas-blog/azure-storage-blob-count-
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/azurepaasblog/azure-storage-blob-count--capacity-usage-calculator/3516855
 https://techcommunity.microsoft.com/t5/azure-security-center/security-control-implement-security-best-practices/ba-p/2269914:
   title: 'techcommunity.microsoft.com: Security Control: Implement security best practices'
   description: ''
@@ -392484,13 +407245,14 @@ https://techcommunity.microsoft.com/t5/azure-security-center/security-control-im
   resource_type: null
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   health_score: 100.0
   last_checked: 1779034511.79185
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:11.791850+02:00'
+  last_ai_eval: null
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@@ -392499,6 +407261,7 @@ https://techcommunity.microsoft.com/t5/azure-security-center/security-control-im
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/microsoftdefendercloudblog/security-control-implement-security-best-practices/2269914
 https://techcommunity.microsoft.com/t5/azure-sentinel/non-interactive-logins-minimizing-the-blind-spot/ba-p/2287932:
   title: 'techcommunity.microsoft.com: Non-interactive logins: minimizing the blind''
     spot'
@@ -392510,13 +407273,14 @@ https://techcommunity.microsoft.com/t5/azure-sentinel/non-interactive-logins-min
   resource_type: null
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   health_score: 100.0
   last_checked: 1779030026.282267
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:26.282267+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -392525,6 +407289,7 @@ https://techcommunity.microsoft.com/t5/azure-sentinel/non-interactive-logins-min
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/microsoftsentinelblog/non-interactive-logins-minimizing-the-blind-spot/2287932
 https://techcommunity.microsoft.com/t5/azure-sql-blog/azure-sql-managed-instance-pools-new-features/ba-p/4044688:
   title: 'techcommunity.microsoft.com: Azure SQL Managed Instance pools: new features'
   description: ''
@@ -392535,13 +407300,14 @@ https://techcommunity.microsoft.com/t5/azure-sql-blog/azure-sql-managed-instance
   resource_type: null
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   health_score: 100.0
   last_checked: 1779031593.458278
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:33.458278+02:00'
+  last_ai_eval: null
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@@ -392550,6 +407316,7 @@ https://techcommunity.microsoft.com/t5/azure-sql-blog/azure-sql-managed-instance
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/azuresqlblog/azure-sql-managed-instance-pools-new-features/4044688
 ? https://techcommunity.microsoft.com/t5/azure-stack-blog/azure-kubernetes-service-and-azure-container-registry-service-on/ba-p/3075932
 : title: 'techcommunity.microsoft.com: Azure Kubernetes Service and Azure Container''
     Registry Service on Azure Stack Hub'
@@ -392561,13 +407328,14 @@ https://techcommunity.microsoft.com/t5/azure-sql-blog/azure-sql-managed-instance
   resource_type: null
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:14:29.931964+02:00'
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@@ -392576,6 +407344,7 @@ https://techcommunity.microsoft.com/t5/azure-sql-blog/azure-sql-managed-instance
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/azurestackblog/azure-kubernetes-service-and-azure-container-registry-service-on-azure-stack-hub/3075932
 https://techcommunity.microsoft.com/t5/azure-storage-blog/azure-container-storage-in-public-preview/ba-p/3819246:
   title: 'techcommunity.microsoft.com: Azure Container Storage in Public Preview'
   description: ''
@@ -392586,13 +407355,14 @@ https://techcommunity.microsoft.com/t5/azure-storage-blog/azure-container-storag
   resource_type: null
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-  status: online
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   health_score: 100.0
   last_checked: 1779030967.327894
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:07.327894+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -392601,6 +407371,7 @@ https://techcommunity.microsoft.com/t5/azure-storage-blog/azure-container-storag
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/azurestorageblog/azure-container-storage-in-public-preview/3819246
 ? https://techcommunity.microsoft.com/t5/azure-synapse-analytics-blog/cicd-in-synapse-sql-how-to-deliver-your-database-objects-across/ba-p/3267507
 : title: 'techcommunity.microsoft.com: CICD in Synapse SQL: How to deliver your database''
     objects across multiple environments'
@@ -392612,13 +407383,14 @@ https://techcommunity.microsoft.com/t5/azure-storage-blog/azure-container-storag
   resource_type: null
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   is_microservice: false
-  status: online
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   health_score: 100.0
   last_checked: 1779030509.383318
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:29.383318+02:00'
+  last_ai_eval: null
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@@ -392627,6 +407399,7 @@ https://techcommunity.microsoft.com/t5/azure-storage-blog/azure-container-storag
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/azuresynapseanalyticsblog/cicd-in-synapse-sql-how-to-deliver-your-database-objects-across-multiple-environ/3267507
 https://techcommunity.microsoft.com/t5/azure-tools-blog/announcing-a-new-login-experience-with-azure-powershell-and/ba-p/4109357:
   title: 'techcommunity.microsoft.com: Announcing a new login experience with Azure''
     PowerShell and Azure CLI'
@@ -392638,13 +407411,14 @@ https://techcommunity.microsoft.com/t5/azure-tools-blog/announcing-a-new-login-e
   resource_type: null
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   health_score: 100.0
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   needs_ai_refresh: false
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+  last_ai_eval: null
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@@ -392653,6 +407427,7 @@ https://techcommunity.microsoft.com/t5/azure-tools-blog/announcing-a-new-login-e
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-a-new-login-experience-with-azure-powershell-and-azure-cli/4109357
 https://techcommunity.microsoft.com/t5/azure-tools-blog/announcing-azapi-dynamic-properties/ba-p/4121855:
   title: 'techcommunity.microsoft.com: Announcing AzAPI Dynamic Properties'
   description: ''
@@ -392663,13 +407438,14 @@ https://techcommunity.microsoft.com/t5/azure-tools-blog/announcing-azapi-dynamic
   resource_type: null
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:26:37.417310+02:00'
+  last_ai_eval: null
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   geo_region: null
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@@ -392678,6 +407454,7 @@ https://techcommunity.microsoft.com/t5/azure-tools-blog/announcing-azapi-dynamic
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-azapi-dynamic-properties/4121855
 ? https://techcommunity.microsoft.com/t5/azure-tools-blog/announcing-azure-terrafy-and-azapi-terraform-provider-previews/ba-p/3270937
 : title: ==Announcing Azure Terrafy and AzAPI Terraform Provider Previews==
   description: ''
@@ -392688,13 +407465,14 @@ https://techcommunity.microsoft.com/t5/azure-tools-blog/announcing-azapi-dynamic
   resource_type: null
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   discovered_at: '2026-05-17T16:58:00.887801+02:00'
+  last_ai_eval: null
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@@ -392703,6 +407481,7 @@ https://techcommunity.microsoft.com/t5/azure-tools-blog/announcing-azapi-dynamic
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-azure-terrafy-and-azapi-terraform-provider-previews/3270937
 https://techcommunity.microsoft.com/t5/azure-tools-blog/announcing-template-based-previews-of-azure-cli-and-azure/ba-p/3933802:
   title: 'techcommunity.microsoft.com: Announcing template-based previews of Azure''
     CLI and Azure PowerShell for Key Vault deployments'
@@ -392714,13 +407493,14 @@ https://techcommunity.microsoft.com/t5/azure-tools-blog/announcing-template-base
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@@ -392729,6 +407509,7 @@ https://techcommunity.microsoft.com/t5/azure-tools-blog/announcing-template-base
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-template-based-previews-of-azure-cli-and-azure-powershell-for-key-vau/3933802
 https://techcommunity.microsoft.com/t5/azure-tools-blog/azure-landing-zones-accelerators-for-bicep-and-terraform/ba-p/4029866:
   title: 'techcommunity.microsoft.com: Azure Landing Zones Accelerators for Bicep''
     and Terraform. Announcing General Availability!'
@@ -392740,13 +407521,14 @@ https://techcommunity.microsoft.com/t5/azure-tools-blog/azure-landing-zones-acce
   resource_type: null
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   needs_ai_refresh: false
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   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/azuretoolsblog/azure-landing-zones-accelerators-for-bicep-and-terraform-announcing-general-avai/4029866
 https://techcommunity.microsoft.com/t5/azure-tools-blog/introducing-azure-verified-modules/ba-p/4045946:
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@@ -392773,6 +407556,7 @@ https://techcommunity.microsoft.com/t5/azure-tools-blog/introducing-azure-verifi
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   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/azuretoolsblog/terraform-on-azure-february-2024-update/4070567
 https://techcommunity.microsoft.com/t5/azure/dynamic-user-membership-rules-azure-active-directory/m-p/3281164:
   title: "==techcommunity.microsoft.com: Dynamic user membership rules, Azure Active'
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@@ -392824,6 +407610,7 @@ https://techcommunity.microsoft.com/t5/azure/dynamic-user-membership-rules-azure
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/containers/securing-windows-workloads-on-azure-kubernetes-service-with-calico/3815429
 https://techcommunity.microsoft.com/t5/core-infrastructure-and-security/azure-policy-recommended-practices/ba-p/3798024:
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   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/coreinfrastructureandsecurityblog/azure-policy-recommended-practices/3798024
 https://techcommunity.microsoft.com/t5/core-infrastructure-and-security/azure-powershell-tips-and-tricks/ba-p/4066848:
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@@ -392908,6 +407700,7 @@ https://techcommunity.microsoft.com/t5/core-infrastructure-and-security/azure-po
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/coreinfrastructureandsecurityblog/azure-powershell-tips-and-tricks/4066848
 https://techcommunity.microsoft.com/t5/core-infrastructure-and-security/azure-savings-dashboard/ba-p/3816131:
   title: "==techcommunity.microsoft.com: Azure Savings Dashboard== \U0001F31F"
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@@ -392925,6 +407718,7 @@ https://techcommunity.microsoft.com/t5/core-infrastructure-and-security/azure-sa
   last_checked: 1779030871.067978
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   discovered_at: '2026-05-17T17:14:31.067978+02:00'
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@@ -392958,6 +407753,7 @@ https://techcommunity.microsoft.com/t5/core-infrastructure-and-security/azure-sa
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/coreinfrastructureandsecurityblog/kubernetes-external-dns-for-azure-dns--aks/3809393
 ? https://techcommunity.microsoft.com/t5/core-infrastructure-and-security/monitoring-microsoft-sentinel-reports-with-dashboard-hub-amp/ba-p/4203870
 : title: 'techcommunity.microsoft.com: Monitoring Microsoft Sentinel Reports with''
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@@ -392984,6 +407781,7 @@ https://techcommunity.microsoft.com/t5/core-infrastructure-and-security/azure-sa
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/coreinfrastructureandsecurityblog/monitoring-microsoft-sentinel-reports-with-dashboard-hub--power-bi/4203870
 https://techcommunity.microsoft.com/t5/custom/page/page-id/learn?product=All:
   title: 'techcommunity.microsoft.com: Microsoft Learn - Learning Rooms Directory'
   description: ''
@@ -392994,13 +407792,14 @@ https://techcommunity.microsoft.com/t5/custom/page/page-id/learn?product=All:
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@@ -393009,6 +407808,7 @@ https://techcommunity.microsoft.com/t5/custom/page/page-id/learn?product=All:
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/?product=All
 ? https://techcommunity.microsoft.com/t5/educator-developer-blog/coding-frameworks-and-languages-are-no-longer-the-point/ba-p/3820265
 : title: 'techcommunity.microsoft.com: Coding Frameworks and languages are no longer''
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@@ -393020,13 +407820,14 @@ https://techcommunity.microsoft.com/t5/custom/page/page-id/learn?product=All:
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@@ -393035,6 +407836,7 @@ https://techcommunity.microsoft.com/t5/custom/page/page-id/learn?product=All:
   - docs/git.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/educatordeveloperblog/coding-frameworks-and-languages-are-no-longer-the-point-prompting-is/3820265
 ? https://techcommunity.microsoft.com/t5/educator-developer-blog/leveraging-azure-event-hub-microsoft-fabric-and-power-bi-for/ba-p/4028701
 : title: 'techcommunity.microsoft.com: Leveraging Azure Event Hub, Microsoft Fabric,''
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@@ -393061,6 +407864,7 @@ https://techcommunity.microsoft.com/t5/custom/page/page-id/learn?product=All:
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/educatordeveloperblog/leveraging-azure-event-hub-microsoft-fabric-and-power-bi-for-real-time-data-anal/4028701
 ? https://techcommunity.microsoft.com/t5/fasttrack-for-azure/a-practical-guide-to-zone-redundant-aks-clusters-and-storage/ba-p/4036254
 : title: '==techcommunity.microsoft.com: A Practical Guide to Zone Redundant AKS Clusters''
     and Storage=='
@@ -393079,6 +407883,7 @@ https://techcommunity.microsoft.com/t5/custom/page/page-id/learn?product=All:
   last_checked: 1779034213.82864
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:13.828640+02:00'
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@@ -393112,6 +407918,7 @@ https://techcommunity.microsoft.com/t5/fasttrack-for-azure/azure-orphan-resource
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/fasttrackforazureblog/azure-orphan-resources/3492198
 https://techcommunity.microsoft.com/t5/fasttrack-for-azure/azure-policy-for-azure-container-apps-yes-please/ba-p/3775200:
   title: 'techcommunity.microsoft.com: Azure Policy for Azure Container Apps? Yes,''
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@@ -393123,13 +407930,14 @@ https://techcommunity.microsoft.com/t5/fasttrack-for-azure/azure-policy-for-azur
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@@ -393138,6 +407946,7 @@ https://techcommunity.microsoft.com/t5/fasttrack-for-azure/azure-policy-for-azur
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/fasttrackforazureblog/azure-policy-for-azure-container-apps-yes-please/3775200
 ? https://techcommunity.microsoft.com/t5/fasttrack-for-azure/can-i-create-an-azure-red-hat-openshift-cluster-in-terraform-yes/ba-p/3670889
 : title: '==techcommunity.microsoft.com: Can I create an Azure Red Hat OpenShift cluster''
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@@ -393156,6 +407965,7 @@ https://techcommunity.microsoft.com/t5/fasttrack-for-azure/azure-policy-for-azur
   last_checked: 1779033919.007818
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:19.007818+02:00'
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   discovered_at: '2026-05-17T16:59:55.870559+02:00'
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@@ -393190,6 +408001,7 @@ https://techcommunity.microsoft.com/t5/fasttrack-for-azure/azure-policy-for-azur
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/fasttrackforazureblog/create-an-azure-openai-langchain-chromadb-and-chainlit-chat-app-in-container-app/3885602
 ? https://techcommunity.microsoft.com/t5/fasttrack-for-azure/create-an-azure-openai-langchain-chromadb-and-chainlit-chat-app/ba-p/4024070
 : title: 'techcommunity.microsoft.com: Create an Azure OpenAI, LangChain, ChromaDB,''
     and Chainlit chat app in AKS using Terraform'
@@ -393201,13 +408013,14 @@ https://techcommunity.microsoft.com/t5/fasttrack-for-azure/azure-policy-for-azur
   resource_type: null
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   is_microservice: false
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:03.166768+02:00'
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@@ -393216,6 +408029,7 @@ https://techcommunity.microsoft.com/t5/fasttrack-for-azure/azure-policy-for-azur
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/fasttrackforazureblog/create-an-azure-openai-langchain-chromadb-and-chainlit-chat-app-in-aks-using-ter/4024070
 ? https://techcommunity.microsoft.com/t5/fasttrack-for-azure/how-to-create-a-vpn-between-azure-and-aws-using-only-managed/ba-p/2281900
 : title: 'techcommunity.microsoft.com: How to create a VPN between Azure and AWS using''
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@@ -393227,13 +408041,14 @@ https://techcommunity.microsoft.com/t5/fasttrack-for-azure/azure-policy-for-azur
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   is_microservice: false
-  status: online
+  status: duplicate
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   content_hash: N/A
   health_score: 100.0
   last_checked: 1779031150.009071
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:10.009071+02:00'
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@@ -393242,6 +408057,7 @@ https://techcommunity.microsoft.com/t5/fasttrack-for-azure/azure-policy-for-azur
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/fasttrackforazureblog/how-to-create-a-vpn-between-azure-and-aws-using-only-managed-solutions/2281900
 ? https://techcommunity.microsoft.com/t5/fasttrack-for-azure/how-to-install-an-aks-cluster-with-the-istio-service-mesh-add-on/ba-p/3802069
 : title: 'techcommunity.microsoft.com: How to install an AKS cluster with the Istio''
     service mesh add-on via Bicep'
@@ -393253,13 +408069,14 @@ https://techcommunity.microsoft.com/t5/fasttrack-for-azure/azure-policy-for-azur
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   discovered_at: '2026-05-17T16:45:44.212330+02:00'
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@@ -393269,6 +408086,7 @@ https://techcommunity.microsoft.com/t5/fasttrack-for-azure/azure-policy-for-azur
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/fasttrackforazureblog/how-to-install-an-aks-cluster-with-the-istio-service-mesh-add-on-via-bicep/3802069
 https://techcommunity.microsoft.com/t5/fasttrack-for-azure/microsoft-fabric-multi-tenant-architecture/ba-p/4119429:
   title: 'techcommunity.microsoft.com: Microsoft Fabric - Multi-Tenant Architecture'
   description: ''
@@ -393279,13 +408097,14 @@ https://techcommunity.microsoft.com/t5/fasttrack-for-azure/microsoft-fabric-mult
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   discovered_at: '2026-05-17T17:05:36.755083+02:00'
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@@ -393294,6 +408113,7 @@ https://techcommunity.microsoft.com/t5/fasttrack-for-azure/microsoft-fabric-mult
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/fasttrackforazureblog/microsoft-fabric---multi-tenant-architecture/4119429
 https://techcommunity.microsoft.com/t5/finops-blog/get-tailored-insights-with-our-advisor-well-architected/ba-p/4218239:
   title: 'techcommunity.microsoft.com: Get tailored insights with our Advisor Well-Architected''
     assessments'
@@ -393305,13 +408125,14 @@ https://techcommunity.microsoft.com/t5/finops-blog/get-tailored-insights-with-ou
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   discovered_at: '2026-05-17T16:44:32.247905+02:00'
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@@ -393320,6 +408141,7 @@ https://techcommunity.microsoft.com/t5/finops-blog/get-tailored-insights-with-ou
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/finopsblog/get-tailored-insights-with-our-advisor-well-architected-assessments/4218239
 https://techcommunity.microsoft.com/t5/finops-blog/identify-your-savings-potential-in-azure/ba-p/4131194:
   title: "techcommunity.microsoft.com: Identify your savings potential in Azure \U0001F31F"
   description: ''
@@ -393330,13 +408152,14 @@ https://techcommunity.microsoft.com/t5/finops-blog/identify-your-savings-potenti
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@@ -393345,6 +408168,7 @@ https://techcommunity.microsoft.com/t5/finops-blog/identify-your-savings-potenti
   - docs/finops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/finopsblog/identify-your-savings-potential-in-azure/4131194
 ? https://techcommunity.microsoft.com/t5/healthcare-and-life-sciences/azure-devops-pipelines-if-expressions-and-conditions/ba-p/3737159
 : title: "techcommunity.microsoft.com: Azure DevOps Pipelines: If Expressions and'
     Conditions \U0001F31F"
@@ -393356,13 +408180,14 @@ https://techcommunity.microsoft.com/t5/finops-blog/identify-your-savings-potenti
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@@ -393371,6 +408196,7 @@ https://techcommunity.microsoft.com/t5/finops-blog/identify-your-savings-potenti
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/healthcareandlifesciencesblog/azure-devops-pipelines-if-expressions-and-conditions/3737159
 https://techcommunity.microsoft.com/t5/itops-talk-blog/azure-terrafy-import-your-existing-azure-infrastructure-into/ba-p/3357653:
   title: 'techcommunity.microsoft.com: Azure Terrafy – Import your existing Azure''
     infrastructure into Terraform HCL'
@@ -393382,13 +408208,14 @@ https://techcommunity.microsoft.com/t5/itops-talk-blog/azure-terrafy-import-your
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@@ -393397,6 +408224,7 @@ https://techcommunity.microsoft.com/t5/itops-talk-blog/azure-terrafy-import-your
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/itopstalkblog/azure-terrafy-%e2%80%93-import-your-existing-azure-infrastructure-into-terraform-hcl/3357653
 https://techcommunity.microsoft.com/t5/itops-talk-blog/iis-central-certificate-store-and-windows-containers/ba-p/4181509:
   title: 'techcommunity.microsoft.com: IIS Central Certificate Store and Windows containers'
   description: ''
@@ -393407,13 +408235,14 @@ https://techcommunity.microsoft.com/t5/itops-talk-blog/iis-central-certificate-s
   resource_type: null
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@@ -393422,6 +408251,7 @@ https://techcommunity.microsoft.com/t5/itops-talk-blog/iis-central-certificate-s
   - docs/docker.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/itopstalkblog/iis-central-certificate-store-and-windows-containers/4181509
 https://techcommunity.microsoft.com/t5/itops-talk-blog/infrastructure-as-code-iac-comparing-the-tools/ba-p/3205045:
   title: 'techcommunity.microsoft.com: Infrastructure as Code (IaC): Comparing the''
     Tools'
@@ -393433,13 +408263,14 @@ https://techcommunity.microsoft.com/t5/itops-talk-blog/infrastructure-as-code-ia
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@@ -393448,6 +408279,7 @@ https://techcommunity.microsoft.com/t5/itops-talk-blog/infrastructure-as-code-ia
   - docs/iac.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/itopstalkblog/infrastructure-as-code-iac-comparing-the-tools/3205045
 https://techcommunity.microsoft.com/t5/itops-talk-blog/standardize-devops-practices-across-hybrid-and-multicloud/ba-p/2795010:
   title: 'techcommunity.microsoft.com: Standardize DevOps practices across hybrid''
     and multicloud environments'
@@ -393459,13 +408291,14 @@ https://techcommunity.microsoft.com/t5/itops-talk-blog/standardize-devops-practi
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   last_checked: 1779031358.018945
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:38.018945+02:00'
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@@ -393474,6 +408307,7 @@ https://techcommunity.microsoft.com/t5/itops-talk-blog/standardize-devops-practi
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/itopstalkblog/standardize-devops-practices-across-hybrid-and-multicloud-environments/2795010
 ? https://techcommunity.microsoft.com/t5/microsoft-defender-for-cloud/microsoft-announces-general-availability-of-defender-for-apis/ba-p/3981488
 : title: 'techcommunity.microsoft.com: Microsoft Announces General Availability of''
     Defender for APIs'
@@ -393485,13 +408319,14 @@ https://techcommunity.microsoft.com/t5/itops-talk-blog/standardize-devops-practi
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   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/microsoftdefendercloudblog/microsoft-announces-general-availability-of-defender-for-apis/3981488
 ? https://techcommunity.microsoft.com/t5/microsoft-defender-for-cloud/simplifying-onboarding-to-microsoft-defender-for-cloud-with/ba-p/3974789
 : title: 'techcommunity.microsoft.com: Simplifying Onboarding to Microsoft Defender''
     for Cloud with Terraform'
@@ -393511,13 +408347,14 @@ https://techcommunity.microsoft.com/t5/itops-talk-blog/standardize-devops-practi
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   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/microsoftdefendercloudblog/simplifying-onboarding-to-microsoft-defender-for-cloud-with-terraform/3974789
 ? https://techcommunity.microsoft.com/t5/microsoft-defender-xdr-blog/what-s-new-in-defender-how-copilot-for-security-can-transform/ba-p/4084222
 : title: 'techcommunity.microsoft.com: What’s new in Defender: How Copilot for Security''
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@@ -393537,13 +408375,14 @@ https://techcommunity.microsoft.com/t5/itops-talk-blog/standardize-devops-practi
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@@ -393552,6 +408391,7 @@ https://techcommunity.microsoft.com/t5/itops-talk-blog/standardize-devops-practi
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/microsoftthreatprotectionblog/what%e2%80%99s-new-in-defender-how-copilot-for-security-can-transform-your-soc/4084222
 ? https://techcommunity.microsoft.com/t5/microsoft-developer-community/draw-io-azure-infrastructure-diagrams-through-code-like-an/ba-p/4071316
 : title: 'chcommunity.microsoft.com: Draw.io Azure infrastructure diagrams through''
     code like an artist'
@@ -393570,6 +408410,7 @@ https://techcommunity.microsoft.com/t5/itops-talk-blog/standardize-devops-practi
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   health_score: 100.0
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   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/microsoft-entra-blog/important-azure-ad-graph-retirement-and-powershell-module-deprecation/3848270
 https://techcommunity.microsoft.com/t5/microsoft-intune/use-powershell-to-retrieve-all-assigned-intune-policies-and/m-p/3217498:
   title: 'techcommunity.microsoft.com: Use PowerShell to retrieve all assigned Intune''
     policies and applications per Azure AD group!'
@@ -393615,13 +408458,14 @@ https://techcommunity.microsoft.com/t5/microsoft-intune/use-powershell-to-retrie
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   health_score: 100.0
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@@ -393630,6 +408474,7 @@ https://techcommunity.microsoft.com/t5/microsoft-intune/use-powershell-to-retrie
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/discussions/microsoft-intune/use-powershell-to-retrieve-all-assigned-intune-policies-and-applications-per-azu/3217498
 https://techcommunity.microsoft.com/t5/microsoft-teams-blog/new-bitbucket-bot-for-microsoft-teams/ba-p/218212:
   title: BitBucket Bot for Microsoft Teams
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@@ -393640,13 +408485,14 @@ https://techcommunity.microsoft.com/t5/microsoft-teams-blog/new-bitbucket-bot-fo
   resource_type: null
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@@ -393655,6 +408501,7 @@ https://techcommunity.microsoft.com/t5/microsoft-teams-blog/new-bitbucket-bot-fo
   - docs/git.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/microsoftteamsblog/new-bitbucket-bot-for-microsoft-teams/218212
 ? https://techcommunity.microsoft.com/t5/sql-server-blog/sql-server-containers-on-kubernetes-with-s3-compatible-object/ba-p/3717003
 : title: 'techcommunity.microsoft.com: SQL Server containers on Kubernetes with S3-compatible''
     object storage - Getting started'
@@ -393666,13 +408513,14 @@ https://techcommunity.microsoft.com/t5/microsoft-teams-blog/new-bitbucket-bot-fo
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@@ -393681,6 +408529,7 @@ https://techcommunity.microsoft.com/t5/microsoft-teams-blog/new-bitbucket-bot-fo
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/sqlserver/sql-server-containers-on-kubernetes-with-s3-compatible-object-storage---getting-/3717003
 https://techcommunity.microsoft.com/t5/startups-at-microsoft/from-zero-to-hero-with-azure-landing-zones/ba-p/4229195:
   title: 'techcommunity.microsoft.com: From Zero to Hero with Azure Landing Zones'
   description: ''
@@ -393691,13 +408540,14 @@ https://techcommunity.microsoft.com/t5/startups-at-microsoft/from-zero-to-hero-w
   resource_type: null
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@@ -393706,6 +408556,7 @@ https://techcommunity.microsoft.com/t5/startups-at-microsoft/from-zero-to-hero-w
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/blog/startupsatmicrosoftblog/from-zero-to-hero-with-azure-landing-zones/4229195
 https://techcommunity.microsoft.com/t5/windows-powershell/an-example-why-powershell-is-so-important/m-p/3041748:
   title: 'techcommunity.microsoft.com: An example why PowerShell is so important!'
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@@ -393716,13 +408567,14 @@ https://techcommunity.microsoft.com/t5/windows-powershell/an-example-why-powersh
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@@ -393731,6 +408583,7 @@ https://techcommunity.microsoft.com/t5/windows-powershell/an-example-why-powersh
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/discussions/windowspowershell/an-example-why-powershell-is-so-important/3041748
 ? https://techcommunity.microsoft.com/t5/windows-server-for-it-pro/use-powershell-to-search-for-accounts-in-active-directory-that/m-p/3585934
 : title: 'techcommunity.microsoft.com: Use PowerShell to search for accounts in Active''
     Directory that have gone stale!'
@@ -393742,13 +408595,14 @@ https://techcommunity.microsoft.com/t5/windows-powershell/an-example-why-powersh
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   discovered_at: '2026-05-17T18:03:30.467074+02:00'
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@@ -393757,6 +408611,7 @@ https://techcommunity.microsoft.com/t5/windows-powershell/an-example-why-powersh
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techcommunity.microsoft.com/discussions/windowsserver/use-powershell-to-search-for-accounts-in-active-directory-that-have-gone-stale/3585934
 https://techcommunity.microsoft.com/tag/marketplace%20ai%20apps%20%26%20agents?nodeid=board%3Amarketplace-blog:
   title: 'Tag: "marketplace ai apps and agents" | Microsoft Community Hub'
   description: A curated feed of posts, articles, and guides focused on building,
@@ -393781,6 +408636,7 @@ https://techcommunity.microsoft.com/tag/marketplace%20ai%20apps%20%26%20agents?n
   last_checked: 1780352454.119831
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:20:54.119831+02:00'
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@@ -393854,6 +408711,7 @@ https://techcrunch.com/2021/01/12/vantage-makes-managing-aws-easier:
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@@ -393886,6 +408744,7 @@ https://techcrunch.com/2021/02/24/google-cloud-puts-its-kubernetes-engine-on-aut
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@@ -393919,6 +408778,7 @@ https://techcrunch.com/2021/11/30/aws-launches-karpenter-an-open-source-autoscal
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@@ -394082,6 +408946,7 @@ https://techerati.com/the-stack-archive/cloud/2018/10/18/openshift-in-a-world-of
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   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -394113,6 +408978,7 @@ https://techforce1.nl/creating-your-first-ansible-module:
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -394145,6 +409011,7 @@ https://techgenix.com/data-storage-management-for-kubernetes:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:31.577643+02:00'
+  last_ai_eval: null
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@@ -394175,6 +409042,7 @@ https://techiekhannotes.blogspot.com/2018/12/artemis-monitoring-with-grafana.htm
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   discovered_at: '2026-05-17T17:39:28.676989+02:00'
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@@ -394200,6 +409068,7 @@ https://techiescamp.com/courses/kubernetes-kustomize:
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   discovered_at: '2026-05-17T17:42:05.345098+02:00'
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@@ -394228,6 +409097,7 @@ https://technology.doximity.com/articles/buildpacks-vs-dockerfiles:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -394239,6 +409109,7 @@ https://technology.doximity.com/articles/buildpacks-vs-dockerfiles:
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   v2_locations:
   - docker.md
+  - kubernetes-tools.md
   youtube_mosaic: {}
 https://technos.medium.com/how-kubectl-apply-command-works-d092121056d3:
   title: 'technos.medium.com: How kubectl apply command works?'
@@ -394258,6 +409129,7 @@ https://technos.medium.com/how-kubectl-apply-command-works-d092121056d3:
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@@ -394291,6 +409163,7 @@ https://technos.medium.com/kubernetes-services-for-absolute-beginners-nodeport-1
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@@ -394322,6 +409195,7 @@ https://technos.medium.com/kubernetes-workflow-bad346c54962:
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@@ -394354,6 +409228,7 @@ https://techstudyslack.com:
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+  last_ai_eval: null
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@@ -394385,6 +409260,7 @@ https://techunwrapped.com/spain-becomes-a-cloud-region-in-2022:
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+  last_ai_eval: null
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@@ -394396,6 +409272,7 @@ https://techunwrapped.com/spain-becomes-a-cloud-region-in-2022:
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   v2_locations:
   - aws-spain.md
+  - aws.md
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 https://techxplore.com/news/2023-12-open-source-framework-large-language-pre-training.html:
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@@ -394414,6 +409291,7 @@ https://techxplore.com/news/2023-12-open-source-framework-large-language-pre-tra
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@@ -394440,6 +409318,7 @@ https://teivah.medium.com/when-to-use-generics-in-go-36d49c1aeda:
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@@ -394475,6 +409354,7 @@ https://tekanaid.com/posts/terraform-for-beginners-course-and-training:
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+  last_ai_eval: null
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@@ -394508,6 +409388,7 @@ https://tekton.dev:
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+  last_ai_eval: null
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@@ -394540,6 +409421,7 @@ https://tekton.dev/docs/pipelines/pipelines:
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+  last_ai_eval: null
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@@ -394572,6 +409454,7 @@ https://telepresence.io:
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+  last_ai_eval: null
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@@ -394604,6 +409487,7 @@ https://teletype.in/@sravancynixit/CcwqFANxY:
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@@ -394633,6 +409517,7 @@ https://templates.cloudonaut.io:
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@@ -394661,6 +409546,7 @@ https://templates.cloudonaut.io/en/stable/jenkins:
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+  last_ai_eval: null
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@@ -394694,6 +409580,7 @@ https://tennexas.com/kubernetes-troubleshooting-examples:
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   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -394724,6 +409611,7 @@ https://teplyheng.medium.com/in-depth-understanding-of-deployments-in-kubernetes
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@@ -394757,6 +409645,7 @@ https://teplyheng.medium.com/understand-the-difference-between-deployments-and-r
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@@ -394796,6 +409685,7 @@ https://teresaforcades.com/pensament/medicina.html:
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@@ -394828,6 +409718,7 @@ https://terminalsandcoffee.com/setting-up-the-aws-cli-iam-user-api-keys-b83554e3
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@@ -394861,6 +409752,7 @@ https://terraform-docs.io/user-guide/introduction:
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   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -394883,13 +409775,14 @@ https://terraform-infraestructura.readthedocs.io:
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+  status: duplicate
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@@ -394898,6 +409791,7 @@ https://terraform-infraestructura.readthedocs.io:
   - docs/terraform.md
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   youtube_mosaic: {}
+  duplicate_of: https://terraform-infraestructura.readthedocs.io/es/latest
 https://terraform-infraestructura.readthedocs.io/es/latest:
   title: terraform-infraestructura.readthedocs.io
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@@ -394917,6 +409811,7 @@ https://terraform-infraestructura.readthedocs.io/es/latest:
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@@ -394949,6 +409844,7 @@ https://terragrunt.com:
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@@ -394971,13 +409867,14 @@ https://terragrunt.gruntwork.io:
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+  status: duplicate
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@@ -394986,6 +409883,7 @@ https://terragrunt.gruntwork.io:
   - docs/terraform.md
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   youtube_mosaic: {}
+  duplicate_of: https://terragrunt.com
 https://terraspace.cloud:
   title: Terraspace.cloud
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@@ -395007,6 +409905,7 @@ https://terraspace.cloud:
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   discovered_at: '2024-06-01T00:00:00+02:00'
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@@ -395039,6 +409938,7 @@ https://terrateam.io/blog/aws-lambda-function-with-terraform:
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@@ -395073,6 +409973,7 @@ https://terrateam.io/blog/terraform-pre-commit-hooks:
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@@ -395122,6 +410023,7 @@ https://testcontainers.com:
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@@ -395154,6 +410056,7 @@ https://testdriven.io/blog/clean-code-python:
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@@ -395219,6 +410123,7 @@ https://testdriven.io/blog/running-vault-and-consul-on-kubernetes:
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@@ -395245,13 +410150,14 @@ https://testguild.com/podcast/automation/a345-mohamed:
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+  status: duplicate
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@@ -395265,6 +410171,7 @@ https://testguild.com/podcast/automation/a345-mohamed:
   v2_locations:
   - cicd.md
   youtube_mosaic: {}
+  duplicate_of: https://testguild.com/podcast/a345-mohamed
 https://testingclouds.wordpress.com/2021/03/09/migrating-from-docker-compose-to-skaffold:
   title: "testingclouds.wordpress.com: Migrating from Docker Compose to Skaffold \U0001F31F"
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@@ -395284,6 +410191,7 @@ https://testingclouds.wordpress.com/2021/03/09/migrating-from-docker-compose-to-
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@@ -395348,6 +410257,7 @@ https://testkube.io:
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@@ -395412,6 +410323,7 @@ https://testsvision.com/6-popular-automation-testing-frameworks-tools:
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@@ -395455,6 +410368,7 @@ https://tether.to:
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   v2_locations:
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+  - finops.md
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 https://tetrate.io/blog:
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@@ -395531,6 +410447,7 @@ https://tetrate.io/blog/istio-service-mesh-api-gateway:
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@@ -395563,6 +410480,7 @@ https://tetrate.io/blog/what-is-istio-and-why-does-kubernetes-need-it:
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@@ -395595,6 +410513,7 @@ https://tfsec.dev:
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@@ -395626,6 +410545,7 @@ https://thanos.io:
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@@ -395656,6 +410576,7 @@ https://the-awesome-git-cheat-sheet.com:
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@@ -395688,6 +410609,7 @@ https://the-gigi.github.io/gigi-zone/posts/2024/05/advanced-k8s-scheduling-and-a
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@@ -395752,6 +410675,7 @@ https://thebsdbox.co.uk/2020/03/18/Creating-a-Kubernetes-cloud-doesn-t-required-
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   discovered_at: '2020-06-01T00:00:00+02:00'
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@@ -395786,6 +410710,7 @@ https://theburningmonk.com/2019/03/making-terraform-and-serverless-framework-wor
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   discovered_at: '2019-06-01T00:00:00+02:00'
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@@ -395797,6 +410722,7 @@ https://theburningmonk.com/2019/03/making-terraform-and-serverless-framework-wor
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   v2_locations:
   - serverless.md
+  - terraform.md
   youtube_mosaic: {}
 https://theburningmonk.com/2019/09/why-you-should-use-temporary-stacks-when-you-do-serverless:
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@@ -395849,6 +410776,7 @@ https://thechief.io/c/editorial/definitive-kubectl-cheat-sheet:
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@@ -395880,6 +410808,7 @@ https://thecloudblog.net:
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@@ -395911,6 +410840,7 @@ https://thecloudblog.net/lab/kubernetes-container-lifecycle-events-and-hooks:
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   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -395943,6 +410873,7 @@ https://thecloudblog.net/post/managing-applications-in-kubernetes-with-the-carve
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:58:36.914113+02:00'
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@@ -395976,6 +410907,7 @@ https://thedeveloperstory.com/2021/07/12/helm-101-brief-introduction-to-kubernet
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   v2_locations:
   - cheatsheets.md
   youtube_mosaic: {}
+  duplicate_of: https://techbeatly.com/terraform-cheat-sheet
 https://thedevopslife.com/kubernetes-gui-lens-ide:
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   - docs/python.md
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+  duplicate_of: https://theglitchblogcom.wordpress.com/2021/06/17/logging-in-python-using-best-practices
 https://theglitchblogcom.wordpress.com/2021/06/17/logging-in-python-using-best-practices:
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+  duplicate_of: https://thelinuxnotes.com/how-to-deploy-kafka-in-kubernetes-with-helm-chart-kafdrop-commander
 https://thenewstack.io:
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+  duplicate_of: https://zesty.co/blog/10-cloud-deficiencies
 https://thenewstack.io/10-steps-to-a-successful-kubernetes-technical-transformation:
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   youtube_mosaic: {}
+  duplicate_of: https://thenewstack.io/cloud-native/3-reasons-why-you-cant-afford-to-ignore-cloud-native-computing
 https://thenewstack.io/3-ways-to-use-automation-in-ci-cd-pipelines:
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   - docs/aws-pricing.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://thenewstack.io/kubernetes/7-tips-for-cutting-down-your-aws-kubernetes-bill
 https://thenewstack.io/a-better-way-to-provision-kubernetes-using-terraform:
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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@@ -397707,6 +412700,7 @@ https://thenewstack.io/a-new-kubernetes-edge-architecture:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -397739,6 +412733,7 @@ https://thenewstack.io/a-platform-for-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -397770,6 +412765,7 @@ https://thenewstack.io/a-security-comparison-of-docker-cri-o-and-containerd:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -397801,6 +412797,7 @@ https://thenewstack.io/accelerate-kubernetes-adoption-with-a-service-mesh:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -397832,6 +412829,7 @@ https://thenewstack.io/achieve-gitops-on-day-one-with-iac-automation:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -397864,6 +412862,7 @@ https://thenewstack.io/advanced-kubernetes-namespace-management-with-the-postgre
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -397897,6 +412896,7 @@ https://thenewstack.io/amazon-web-services-gears-elastic-kubernetes-service-for-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -397930,6 +412930,7 @@ https://thenewstack.io/an-introduction-to-awk:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -397963,6 +412964,7 @@ https://thenewstack.io/anchore-scan-your-container-images-for-vulnerabilities-fr
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -397995,6 +412997,7 @@ https://thenewstack.io/apisix-an-open-source-api-gateway-for-microservices:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -398027,6 +413030,7 @@ https://thenewstack.io/app-modernization-5-tips-when-migrating-to-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -398058,6 +413062,7 @@ https://thenewstack.io/application-deployment-is-faster-with-gitops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -398089,6 +413094,7 @@ https://thenewstack.io/applied-gitops-with-argocd:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -398122,6 +413128,7 @@ https://thenewstack.io/applying-basic-vs-advanced-monitoring-techniques:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -398148,13 +413155,14 @@ https://thenewstack.io/applying-kubernetes-security-best-practices-to-helm-chart
   resource_type: Article
   complexity: Intermediate
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -398168,6 +413176,7 @@ https://thenewstack.io/applying-kubernetes-security-best-practices-to-helm-chart
   v2_locations:
   - helm.md
   youtube_mosaic: {}
+  duplicate_of: https://bridgecrew.io/blog/applying-kubernetes-security-best-practices-to-helm-charts
 https://thenewstack.io/are-cloud-based-ides-the-future-of-software-engineering:
   title: 'thenewstack.io: Are Cloud-Based IDEs the Future of Software Engineering?'
   description: ''
@@ -398187,6 +413196,7 @@ https://thenewstack.io/are-cloud-based-ides-the-future-of-software-engineering:
   last_checked: 1779032244.881967
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:37:24.881967+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -398219,6 +413229,7 @@ https://thenewstack.io/are-monolith-ci-cd-pipelines-killing-quality-in-your-soft
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -398251,6 +413262,7 @@ https://thenewstack.io/asyncapi-could-be-the-default-api-format-for-event-driven
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -398283,6 +413295,7 @@ https://thenewstack.io/automate-user-satisfaction-with-this-gitops-friendly-spec
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -398316,6 +413329,7 @@ https://thenewstack.io/automating-retry-for-failed-terraform-launches:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -398348,6 +413362,7 @@ https://thenewstack.io/automation-is-no-silver-bullet-3-keys-for-scaling-success
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -398380,6 +413395,7 @@ https://thenewstack.io/avoid-the-5-most-common-amazon-web-services-misconfigurat
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -398411,6 +413427,7 @@ https://thenewstack.io/avoiding-the-pitfalls-of-multitenancy-in-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -398444,6 +413461,7 @@ https://thenewstack.io/aws-open-sources-security-tools:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -398477,6 +413495,7 @@ https://thenewstack.io/azure-kubernetes-service-replaces-docker-with-containerd:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -398510,6 +413529,7 @@ https://thenewstack.io/bad-news-for-cloud-computing-openstack-use-plummets-and-d
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -398521,6 +413541,7 @@ https://thenewstack.io/bad-news-for-cloud-computing-openstack-use-plummets-and-d
   v1_locations: []
   v2_locations:
   - private-cloud-solutions.md
+  - kubernetes-on-premise.md
   youtube_mosaic: {}
 https://thenewstack.io/best-practices-for-deploying-jaeger-on-kubernetes-in-production:
   title: Best Practices for Deploying Jaeger on Kubernetes in Production
@@ -398539,6 +413560,7 @@ https://thenewstack.io/best-practices-for-deploying-jaeger-on-kubernetes-in-prod
   last_checked: 1779032681.766771
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:44:41.766771+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -398566,6 +413588,7 @@ https://thenewstack.io/best-practices-for-securely-setting-up-a-kubernetes-clust
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -398599,6 +413622,7 @@ https://thenewstack.io/best-practices-to-optimize-infrastructure-monitoring-with
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -398634,6 +413658,7 @@ https://thenewstack.io/better-together-hyper-converged-kubernetes-with-terraform
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -398667,6 +413692,7 @@ https://thenewstack.io/beyond-block-and-file-cosi-enables-object-storage-in-kube
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -398700,6 +413726,7 @@ https://thenewstack.io/beyond-the-quickstart-running-apache-kafka-as-a-service-o
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -398732,6 +413759,7 @@ https://thenewstack.io/breaking-serverless-on-purpose-with-chaos-engineering:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -398764,6 +413792,7 @@ https://thenewstack.io/bridgecrew-all-these-misconfigured-terraform-modules-are-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -398798,6 +413827,7 @@ https://thenewstack.io/build-a-serverless-api-with-aws-gateway-and-lambda:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -398830,6 +413860,7 @@ https://thenewstack.io/camel-k-brings-apache-camel-to-kubernetes-for-event-drive
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -398862,6 +413893,7 @@ https://thenewstack.io/can-you-gitops-your-apis:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -398891,6 +413923,7 @@ https://thenewstack.io/category/kubernetes:
   last_checked: 1779030975.780193
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:15.780193+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -398921,6 +413954,7 @@ https://thenewstack.io/challenging-the-myth-that-programming-careers-end-at-40:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -398953,6 +413987,7 @@ https://thenewstack.io/chaos-engineering-is-not-just-for-ops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -398985,6 +414020,7 @@ https://thenewstack.io/chaos-engineering-made-simple:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -399017,6 +414053,7 @@ https://thenewstack.io/chaos-engineering-progressively-moves-to-production:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -399051,6 +414088,7 @@ https://thenewstack.io/choosing-between-container-native-and-container-ready-sto
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -399083,6 +414121,7 @@ https://thenewstack.io/ci-checks-are-not-enough-combat-configuration-drift-in-ku
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -399116,6 +414155,7 @@ https://thenewstack.io/ci-observability-for-effective-change-management:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -399148,6 +414188,7 @@ https://thenewstack.io/cloud-bill-risks-of-aws-reserved-instances-and-savings-pl
   last_checked: 1779030856.614958
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:14:16.614958+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -399181,6 +414222,7 @@ https://thenewstack.io/cloud-cost-management-for-devops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -399212,6 +414254,7 @@ https://thenewstack.io/cloud-drift-detection-how-to-resolve-out-of-state-changes
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -399245,6 +414288,7 @@ https://thenewstack.io/cloud-engineers-try-policy-as-code-to-cure-misconfigurati
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -399277,6 +414321,7 @@ https://thenewstack.io/cloud-foundry-summit-kubernetes-must-do-better-by-develop
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -399308,6 +414353,7 @@ https://thenewstack.io/cloud-manager-a-new-multicloud-paas-platform-built-on-kub
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -399340,6 +414386,7 @@ https://thenewstack.io/cloud-native-backups-disaster-recovery-and-migrations-on-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -399371,6 +414418,7 @@ https://thenewstack.io/cloud-native-debugging-challenges-from-local-to-remocal:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -399404,6 +414452,7 @@ https://thenewstack.io/cloud-native-identity-and-access-management-in-kubernetes
   last_checked: 1779034507.069754
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:15:07.069754+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -399438,6 +414487,7 @@ https://thenewstack.io/cloud-native/3-reasons-why-you-cant-afford-to-ignore-clou
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -399471,6 +414521,7 @@ https://thenewstack.io/cloud-native/the-cloud-native-landscape-platforms-explain
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -399503,6 +414554,7 @@ https://thenewstack.io/cloud-native/the-most-popular-cloud-native-storage-soluti
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -399534,6 +414586,7 @@ https://thenewstack.io/cloudian-cto-kubernetes-standardization-key-to-edge:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -399567,6 +414620,7 @@ https://thenewstack.io/cluster-api-offers-a-way-to-manage-multiple-kubernetes-de
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -399598,6 +414652,7 @@ https://thenewstack.io/cncf-prometheus-agent-could-be-a-game-changer-for-edge:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -399629,6 +414684,7 @@ https://thenewstack.io/cncf-working-group-sets-some-standards-for-gitops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -399660,6 +414716,7 @@ https://thenewstack.io/conductor-why-we-migrated-from-kubernetes-to-nomad:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -399691,6 +414748,7 @@ https://thenewstack.io/configuring-for-high-availability-in-google-cloud-platfor
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -399715,13 +414773,14 @@ https://thenewstack.io/container-best-practices-what-they-are-and-why-you-should
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 64be31de018bb819271f8319517f1bec046eb8a88efcd0cddb0dd9ff4e6bd6bf
   health_score: 100.0
   last_checked: 1779030115.539514
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:55.539514+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -399730,6 +414789,7 @@ https://thenewstack.io/container-best-practices-what-they-are-and-why-you-should
   - docs/container-managers.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://thenewstack.io/containers/container-best-practices-what-they-are-and-why-you-should-care
 https://thenewstack.io/container-images-the-easy-way-with-cloud-native-buildpacks:
   title: 'thenewstack.io: Container Images the Easy Way with Cloud Native Buildpacks'
   description: ''
@@ -399751,6 +414811,7 @@ https://thenewstack.io/container-images-the-easy-way-with-cloud-native-buildpack
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -399784,6 +414845,7 @@ https://thenewstack.io/containers/container-best-practices-what-they-are-and-why
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -399815,6 +414877,7 @@ https://thenewstack.io/containers/how-to-share-data-between-docker-containers:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -399849,6 +414912,7 @@ https://thenewstack.io/crossplane-a-kubernetes-control-plane-to-roll-your-own-pa
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -399883,6 +414947,7 @@ https://thenewstack.io/culture-vulnerabilities-and-budget-why-devs-and-appsec-di
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -399914,6 +414979,7 @@ https://thenewstack.io/cycle-io-a-container-orchestration-platform-aimed-at-deve
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -399944,6 +415010,7 @@ https://thenewstack.io/cycle-io-meet-the-team-on-a-mission-to-replace-kubernetes
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -399975,6 +415042,7 @@ https://thenewstack.io/data-on-kubernetes-operators-tools-need-standardization:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -400007,6 +415075,7 @@ https://thenewstack.io/data-on-kubernetes-the-next-frontier:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -400038,6 +415107,7 @@ https://thenewstack.io/database-as-a-service-a-key-technology-for-agile-growth:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -400071,6 +415141,7 @@ https://thenewstack.io/database-load-balancing-and-the-delusion-of-3-tiered-arch
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -400102,6 +415173,7 @@ https://thenewstack.io/databases-finally-get-containerized:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -400133,6 +415205,7 @@ https://thenewstack.io/defend-the-core-kubernetes-security-at-every-layer:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -400166,6 +415239,7 @@ https://thenewstack.io/defining-a-different-kubernetes-user-interface-for-the-ne
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -400197,6 +415271,7 @@ https://thenewstack.io/demystifying-distributed-traces-in-opentelemetry:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -400229,6 +415304,7 @@ https://thenewstack.io/deploy-a-kubernetes-cluster-on-ubuntu-server-with-microk8
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -400263,6 +415339,7 @@ https://thenewstack.io/deploy-a-persistent-kubernetes-application-with-portainer
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -400295,6 +415372,7 @@ https://thenewstack.io/deploy-gremlin-to-amazon-eks-using-aws-cloudformation:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -400327,6 +415405,7 @@ https://thenewstack.io/deploy-microk8s-and-the-kubernetes-dashboard-for-k8s-deve
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -400358,6 +415437,7 @@ https://thenewstack.io/deploy-mongodb-in-a-container-access-it-outside-the-clust
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -400389,6 +415469,7 @@ https://thenewstack.io/deploy-mysql-and-phpmyadmin-with-docker:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -400424,6 +415505,7 @@ https://thenewstack.io/deploy-stateful-workloads-on-kubernetes-with-ondat-and-fl
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -400456,6 +415538,7 @@ https://thenewstack.io/deploying-microsofts-new-linux-distribution-as-a-vm-is-no
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -400488,6 +415571,7 @@ https://thenewstack.io/develop-a-daily-reporting-system-for-chaos-mesh-to-improv
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -400519,6 +415603,7 @@ https://thenewstack.io/developer-beware-the-3-api-security-risks-you-cant-overlo
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -400550,6 +415635,7 @@ https://thenewstack.io/developers-put-ai-bots-to-the-test-of-writing-code:
   last_checked: 1779032289.788508
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:38:09.788508+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -400582,6 +415668,7 @@ https://thenewstack.io/development-introduction-to-git-logging:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -400613,6 +415700,7 @@ https://thenewstack.io/devops-at-the-crossroads-the-future-of-software-delivery:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -400645,6 +415733,7 @@ https://thenewstack.io/devops-burnout-try-platform-engineering:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -400677,6 +415766,7 @@ https://thenewstack.io/devops-devapps-and-the-death-of-infrastructure:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -400709,6 +415799,7 @@ https://thenewstack.io/devops-is-fed-by-a-tools-culture-loop:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -400742,6 +415833,7 @@ https://thenewstack.io/devops-observability-from-code-to-cloud:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -400775,6 +415867,7 @@ https://thenewstack.io/devsecops-teams-need-application-consistent-backups-for-k
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -400806,6 +415899,7 @@ https://thenewstack.io/devspace-designed-to-lower-the-kubernetes-learning-curve:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -400840,6 +415934,7 @@ https://thenewstack.io/digitalocean-app-platform-eases-kubernetes-deployments-fo
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -400871,6 +415966,7 @@ https://thenewstack.io/disaster-recovery-is-different-for-the-cloud:
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -400903,6 +415999,7 @@ https://thenewstack.io/distributed-database-architecture-what-is-it:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -400935,6 +416032,7 @@ https://thenewstack.io/diving-into-aws-databases-amazon-rds-and-dynamodb-explain
   last_checked: 1779033976.672261
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:06:16.672261+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -400968,6 +416066,7 @@ https://thenewstack.io/do-i-really-need-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -401001,6 +416100,7 @@ https://thenewstack.io/does-kubernetes-really-perform-better-on-bare-metal-vs-vm
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -401035,6 +416135,7 @@ https://thenewstack.io/dont-pause-your-kubernetes-adoption-paas-it-instead:
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -401066,6 +416167,7 @@ https://thenewstack.io/ebooks/kubernetes/ci-cd-with-kubernetes:
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -401097,6 +416199,7 @@ https://thenewstack.io/embracing-database-deployments-in-ci-cd-practices-with-gi
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -401126,6 +416229,7 @@ https://thenewstack.io/end-user-tracing-in-a-skywalking-observed-browser:
   last_checked: 1779030228.437685
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:03:48.437685+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -401153,6 +416257,7 @@ https://thenewstack.io/error-handling-from-backends-to-the-frontend:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -401185,6 +416290,7 @@ https://thenewstack.io/exploring-the-new-kubernetes-maturity-model:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -401217,6 +416323,7 @@ https://thenewstack.io/extending-kubernetes-services-with-multi-cluster-services
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -401250,6 +416357,7 @@ https://thenewstack.io/find-vulnerabilities-in-container-images-with-docker-scan
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -401281,6 +416389,7 @@ https://thenewstack.io/finout-gets-a-handle-on-kubernetes-costs:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -401312,6 +416421,7 @@ https://thenewstack.io/four-best-practices-to-drive-successful-adoption-of-ci-cd
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -401343,6 +416453,7 @@ https://thenewstack.io/from-devops-to-devapps:
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -401375,6 +416486,7 @@ https://thenewstack.io/garden-the-configure-once-kubernetes-platform-for-seamles
   last_checked: 1779030346.333916
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:05:46.333916+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -401409,6 +416521,7 @@ https://thenewstack.io/getting-open-policy-agent-up-and-running:
   last_checked: 1779030991.145654
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:16:31.145654+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -401436,13 +416549,14 @@ https://thenewstack.io/getting-started-with-gitops:
   resource_type: Article
   complexity: Beginner
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -401455,6 +416569,7 @@ https://thenewstack.io/getting-started-with-gitops:
   v2_locations:
   - gitops.md
   youtube_mosaic: {}
+  duplicate_of: https://blog.insight-services-apac.dev/2023/12/04/getting-started-bicep
 https://thenewstack.io/getting-started-with-go-and-influxdb:
   title: 'thenewstack.io: Getting Started with Go and InfluxDB'
   description: ''
@@ -401474,6 +416589,7 @@ https://thenewstack.io/getting-started-with-go-and-influxdb:
   last_checked: 1779033503.808319
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:58:23.808319+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -401507,6 +416623,7 @@ https://thenewstack.io/git-for-managing-small-projects:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -401540,6 +416657,7 @@ https://thenewstack.io/github-copilot-a-powerful-controversial-autocomplete-for-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -401571,6 +416689,7 @@ https://thenewstack.io/gitops-as-an-evolution-of-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -401603,6 +416722,7 @@ https://thenewstack.io/gitops-at-home-automate-code-deploys-with-kubernetes-and-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -401635,6 +416755,7 @@ https://thenewstack.io/gitops-on-kubernetes-deciding-between-argo-cd-and-flux:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -401667,6 +416788,7 @@ https://thenewstack.io/gitops-use-cases-you-may-not-have-considered:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -401696,6 +416818,7 @@ https://thenewstack.io/gitpod-brings-automated-environments-to-jetbrains-ides:
   last_checked: 1779031327.259139
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:22:07.259139+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -401723,6 +416846,7 @@ https://thenewstack.io/gitpod-open-sources-a-holistic-ide:
   last_checked: 1779030846.626551
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:14:06.626551+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -401754,6 +416878,7 @@ https://thenewstack.io/gitpod-openvscode-server-brings-visual-studio-code-to-the
   last_checked: 1779030172.326332
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:02:52.326332+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -401779,6 +416904,7 @@ https://thenewstack.io/godaddys-innovative-project-to-secure-and-rotate-kubernet
   last_checked: 1779032971.094057
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:49:31.094057+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -401807,6 +416933,7 @@ https://thenewstack.io/google-and-oracle-cloud-adoption-doubles-among-enterprise
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -401842,6 +416969,7 @@ https://thenewstack.io/google-axion-kubernetes-arm:
   last_checked: 1780352705.314724
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:25:05.314724+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -401880,6 +417008,7 @@ https://thenewstack.io/google-introduces-clusterfuzzlite-security-tool-for-ci-cd
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -401911,6 +417040,7 @@ https://thenewstack.io/google-sre-site-reliability-engineering-at-a-global-scale
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -401943,6 +417073,7 @@ https://thenewstack.io/google-traffic-director-and-the-l7-internal-load-balancer
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -401976,6 +417107,7 @@ https://thenewstack.io/googles-new-autopilot-for-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -402008,6 +417140,7 @@ https://thenewstack.io/governance-risk-and-compliance-with-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -402040,6 +417173,7 @@ https://thenewstack.io/grafana-7-5-controversial-pie-charts-and-loki-alerts:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -402072,6 +417206,7 @@ https://thenewstack.io/grafana-8-0-rethinks-alerts-and-visualizations:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -402105,6 +417240,7 @@ https://thenewstack.io/grafana-adds-logging-to-its-enterprise-observability-stac
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -402137,6 +417273,7 @@ https://thenewstack.io/grafana-is-not-worried-about-aws-commercialization:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -402168,6 +417305,7 @@ https://thenewstack.io/grafana-wants-to-democratize-cloud-native-metrics:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -402200,6 +417338,7 @@ https://thenewstack.io/grafana-wants-to-help-you-avoid-getting-dinged-by-kuberne
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -402233,6 +417372,7 @@ https://thenewstack.io/growing-adoption-of-observability-powers-business-transfo
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -402268,6 +417408,7 @@ https://thenewstack.io/guido-van-rossums-ambitious-plans-for-improving-python-pe
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -402299,6 +417440,7 @@ https://thenewstack.io/guis-cli-apis-learn-basic-terms-of-infrastructure-as-code
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -402333,6 +417475,7 @@ https://thenewstack.io/haproxy-kubernetes-ingress-controller-moves-outside-the-c
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -402366,6 +417509,7 @@ https://thenewstack.io/hashicorp-adds-consul-and-vault-to-cloud-platform-for-aws
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -402398,6 +417542,7 @@ https://thenewstack.io/hashicorp-vault-operator-manages-kubernetes-secrets:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -402432,6 +417577,7 @@ https://thenewstack.io/hashicorps-releases-hcp-vault-to-combat-secrets-managemen
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -402465,6 +417611,7 @@ https://thenewstack.io/have-containers-will-travel-why-gitops-is-essential-for-m
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -402497,6 +417644,7 @@ https://thenewstack.io/how-airbnb-and-twitter-cut-back-on-microservice-complexit
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -402529,6 +417677,7 @@ https://thenewstack.io/how-daily-dev-built-a-low-budget-serverless-scraping-pipe
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -402563,6 +417712,7 @@ https://thenewstack.io/how-deutsche-telekom-manages-edge-infrastructure-with-git
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -402594,6 +417744,7 @@ https://thenewstack.io/how-do-applications-run-on-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -402627,6 +417778,7 @@ https://thenewstack.io/how-do-authentication-and-authorization-differ:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -402657,6 +417809,7 @@ https://thenewstack.io/how-does-kubernetes-work:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -402688,6 +417841,7 @@ https://thenewstack.io/how-drift-detection-and-iac-help-maintain-a-secure-infras
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -402720,6 +417874,7 @@ https://thenewstack.io/how-gitops-benefits-from-security-as-code:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -402752,6 +417907,7 @@ https://thenewstack.io/how-is-platform-engineering-different-from-devops-and-sre
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -402784,6 +417940,7 @@ https://thenewstack.io/how-k3s-portworx-and-calico-can-serve-as-a-foundation-of-
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -402815,6 +417972,7 @@ https://thenewstack.io/how-keptn-automatically-configures-prometheus-ecosystems:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -402846,6 +418004,7 @@ https://thenewstack.io/how-kubernetes-and-database-operators-drive-the-data-revo
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -402878,6 +418037,7 @@ https://thenewstack.io/how-kubernetes-provides-networking-and-storage-to-applica
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -402911,6 +418071,7 @@ https://thenewstack.io/how-kubernetes-vulnerabilities-have-shifted-since-the-fir
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -402943,6 +418104,7 @@ https://thenewstack.io/how-opentelemetry-works-with-kubernetes:
   last_checked: 1779034228.999291
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:10:28.999291+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -402976,6 +418138,7 @@ https://thenewstack.io/how-platform-ops-teams-should-think-about-api-strategy:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -403007,6 +418170,7 @@ https://thenewstack.io/how-radical-api-design-changed-the-way-we-access-database
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -403039,6 +418203,7 @@ https://thenewstack.io/how-service-mesh-can-help-devops-achieve-business-goals:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -403068,6 +418233,7 @@ https://thenewstack.io/how-testcontainers-is-demonstrating-value-as-a-key-ci-too
   last_checked: 1779034530.969834
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:15:30.969834+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -403095,6 +418261,7 @@ https://thenewstack.io/how-the-sre-experience-is-changing-with-cloud-native:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -403129,6 +418296,7 @@ https://thenewstack.io/how-to-achieve-api-governance:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -403160,6 +418328,7 @@ https://thenewstack.io/how-to-analyze-code-and-find-vulnerabilities-with-sonarqu
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -403191,6 +418360,7 @@ https://thenewstack.io/how-to-choose-and-model-time-series-databases:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -403222,6 +418392,7 @@ https://thenewstack.io/how-to-deploy-kubernetes-with-kubeadm-and-containerd:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -403253,6 +418424,7 @@ https://thenewstack.io/how-to-ensure-your-serverless-database-stays-serverless:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -403285,6 +418457,7 @@ https://thenewstack.io/how-to-evaluate-kubernetes-cloud-providers:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -403317,6 +418490,7 @@ https://thenewstack.io/how-to-get-started-with-data-streaming:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -403342,13 +418516,14 @@ https://thenewstack.io/how-to-get-the-most-out-of-gitops:
   resource_type: Article
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -403361,6 +418536,7 @@ https://thenewstack.io/how-to-get-the-most-out-of-gitops:
   v2_locations:
   - gitops.md
   youtube_mosaic: {}
+  duplicate_of: https://opensource.com/article/21/8/gitops
 https://thenewstack.io/how-to-install-the-sonarqube-security-analysis-platform:
   title: 'thenewstack.io: How to Install the SonarQube Security Analysis Platform'
   description: ''
@@ -403380,6 +418556,7 @@ https://thenewstack.io/how-to-install-the-sonarqube-security-analysis-platform:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -403411,6 +418588,7 @@ https://thenewstack.io/how-to-make-the-most-of-kubernetes-environment-variables:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -403442,6 +418620,7 @@ https://thenewstack.io/how-to-put-a-gui-on-ansible-using-semaphore:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -403472,6 +418651,7 @@ https://thenewstack.io/how-to-run-a-cassandra-operation-in-docker:
   last_checked: 1779030583.230153
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:09:43.230153+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -403499,6 +418679,7 @@ https://thenewstack.io/how-to-run-docker-in-rootless-mode:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -403531,6 +418712,7 @@ https://thenewstack.io/how-to-secure-kubernetes-the-os-of-the-cloud:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -403553,13 +418735,14 @@ https://thenewstack.io/how-to-share-data-between-docker-containers:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: b957cb52fc51af88ce24e974d49f3e7317cd296277c5f7642330676533e7e89e
   health_score: 100.0
   last_checked: 1779030069.729828
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:09.729828+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -403568,6 +418751,7 @@ https://thenewstack.io/how-to-share-data-between-docker-containers:
   - docs/docker.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://thenewstack.io/containers/how-to-share-data-between-docker-containers
 https://thenewstack.io/how-we-built-preview-environments-on-kubernetes-and-aws:
   title: 'thenewstack.io: How We Built Preview Environments on Kubernetes and AWS'
   description: ''
@@ -403587,6 +418771,7 @@ https://thenewstack.io/how-we-built-preview-environments-on-kubernetes-and-aws:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -403619,6 +418804,7 @@ https://thenewstack.io/iac-cloud-misconfiguration-tools-too-noisy-without-contex
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -403651,6 +418837,7 @@ https://thenewstack.io/ibm-red-hat-bring-load-aware-resource-management-to-kuber
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -403684,6 +418871,7 @@ https://thenewstack.io/ignore-prior-instructions-ai-still-befuddled-by-basic-rea
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -403716,6 +418904,7 @@ https://thenewstack.io/improve-dev-experience-to-maximize-the-business-value-of-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -403749,6 +418938,7 @@ https://thenewstack.io/infrastructure-as-code-6-best-practices-for-securing-appl
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -403780,6 +418970,7 @@ https://thenewstack.io/infrastructure-as-code-increase-security-scale-developmen
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -403811,6 +419002,7 @@ https://thenewstack.io/infrastructure-as-code-or-cloud-platforms-you-decide:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -403842,6 +419034,7 @@ https://thenewstack.io/ingress-controllers-the-more-the-merrier:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -403874,6 +419067,7 @@ https://thenewstack.io/ingress-controllers-the-swiss-army-knife-of-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -403907,6 +419101,7 @@ https://thenewstack.io/intelligent-automation-whats-the-missing-piece-of-aiops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -403940,6 +419135,7 @@ https://thenewstack.io/intention-as-code-making-self-healing-infrastructure-work
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -403972,6 +419168,7 @@ https://thenewstack.io/introducing-cloneset-production-grade-kubernetes-deployme
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -404004,6 +419201,7 @@ https://thenewstack.io/is-a-multicloud-strategy-right-for-your-organization:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -404036,6 +419234,7 @@ https://thenewstack.io/is-linkerd-winning-the-service-mesh-race:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -404067,6 +419266,7 @@ https://thenewstack.io/istio-1-10-improves-scalability-and-revision-control:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -404099,6 +419299,7 @@ https://thenewstack.io/jaeger-vs-zipkin-battle-of-the-open-source-tracing-tools:
   last_checked: 1779034516.950181
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:15:16.950181+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -404132,6 +419333,7 @@ https://thenewstack.io/jetstack-secure-promises-to-ease-kubernetes-tls-security:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -404154,13 +419356,14 @@ https://thenewstack.io/just-how-challenging-is-state-in-kubernetes:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 429ee9b06e1729ad8073ddd890b8fdfa71cdad59d57400eeba95e25425993da2
   health_score: 100.0
   last_checked: 1779032966.436912
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:26.436912+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -404169,6 +419372,7 @@ https://thenewstack.io/just-how-challenging-is-state-in-kubernetes:
   - docs/databases.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://thenewstack.io
 https://thenewstack.io/k8s-backup-and-disaster-recovery-is-more-important-than-ever:
   title: 'thenewstack.io: K8s Backup and Disaster Recovery Is More Important Than
     Ever'
@@ -404189,6 +419393,7 @@ https://thenewstack.io/k8s-backup-and-disaster-recovery-is-more-important-than-e
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -404220,6 +419425,7 @@ https://thenewstack.io/k8s-resource-management-an-autoscaling-cheat-sheet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -404251,6 +419457,7 @@ https://thenewstack.io/k8spin-provides-multitenant-isolation-for-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -404283,6 +419490,7 @@ https://thenewstack.io/kafka-on-kubernetes-should-you-adopt-a-managed-solution:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -404314,6 +419522,7 @@ https://thenewstack.io/kasten-k10-v4-5-grafana-observability-more-edge-support:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -404347,6 +419556,7 @@ https://thenewstack.io/key-basic-principles-to-secure-kubernetes-future:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -404379,6 +419589,7 @@ https://thenewstack.io/kserve-a-robust-and-extensible-cloud-native-model-server:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -404411,6 +419622,7 @@ https://thenewstack.io/kubecon-14000-more-engineers-have-their-gitops-basics-dow
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -404442,6 +419654,7 @@ https://thenewstack.io/kubecost-monitor-kubernetes-costs-with-kubectl:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -404475,6 +419688,7 @@ https://thenewstack.io/kubermatic-kubernetes-platform-beats-complexity-through-a
   last_checked: 1779030362.990007
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:06:02.990007+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -404509,6 +419723,7 @@ https://thenewstack.io/kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -404542,6 +419757,7 @@ https://thenewstack.io/kubernetes-1-20-enhances-the-operator-experience-and-brin
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -404573,6 +419789,7 @@ https://thenewstack.io/kubernetes-1-20-lands-with-44-enhancements:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -404606,6 +419823,7 @@ https://thenewstack.io/kubernetes-1-21-brings-a-new-memory-manager-more-flexible
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -404638,6 +419856,7 @@ https://thenewstack.io/kubernetes-1-23-dual-stack-ipv4-ipv6-cronjobs-ephemeral-v
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -404670,6 +419889,7 @@ https://thenewstack.io/kubernetes-1-27-arrives:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -404702,6 +419922,7 @@ https://thenewstack.io/kubernetes-1-28-accommodates-the-service-mesh-sudden-outa
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -404733,6 +419954,7 @@ https://thenewstack.io/kubernetes-an-examination-of-major-attacks:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -404765,6 +419987,7 @@ https://thenewstack.io/kubernetes-and-the-next-generation-of-paas:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -404797,6 +420020,7 @@ https://thenewstack.io/kubernetes-at-scale-without-gitops-is-a-bad-idea:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -404828,6 +420052,7 @@ https://thenewstack.io/kubernetes-ci-cd-pipelines-explained:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -404859,6 +420084,7 @@ https://thenewstack.io/kubernetes-daemonsets-a-detailed-introductory-tutorial:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -404892,6 +420118,7 @@ https://thenewstack.io/kubernetes-evolution-from-microservices-to-batch-processi
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -404927,6 +420154,7 @@ https://thenewstack.io/kubernetes-health-checks-using-probes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -404959,6 +420187,7 @@ https://thenewstack.io/kubernetes-horror-stories:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -404991,6 +420220,7 @@ https://thenewstack.io/kubernetes-is-not-just-about-containers-its-about-the-api
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -405022,6 +420252,7 @@ https://thenewstack.io/kubernetes-is-the-new-standard-for-computing-including-th
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -405055,6 +420286,7 @@ https://thenewstack.io/kubernetes-lifecycle-management-so-important-what-does-it
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -405086,6 +420318,7 @@ https://thenewstack.io/kubernetes-microservices-istio%E2%80%8A-%E2%80%8Aa-great-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -405120,6 +420353,7 @@ https://thenewstack.io/kubernetes-observability-challenges-in-cloud-native-archi
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -405153,6 +420387,7 @@ https://thenewstack.io/kubernetes-on-bare-metal-vs-vms-its-not-just-performance:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -405189,6 +420424,7 @@ https://thenewstack.io/kubernetes-probes-and-why-they-matter-for-autoscaling:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -405221,6 +420457,7 @@ https://thenewstack.io/kubernetes-run-analytics-at-the-edge-postgres-kafka-debez
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -405252,6 +420489,7 @@ https://thenewstack.io/kubernetes-secrets-management-3-approaches-9-best-practic
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -405285,6 +420523,7 @@ https://thenewstack.io/kubernetes-troubleshooting-primer:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -405317,6 +420556,7 @@ https://thenewstack.io/kubernetes-use-poddisruptionbudgets-for-application-maint
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -405348,6 +420588,7 @@ https://thenewstack.io/kubernetes-when-to-use-and-when-to-avoid-the-operator-pat
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -405379,6 +420620,7 @@ https://thenewstack.io/kubernetes-will-revolutionize-enterprise-database-managem
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -405408,6 +420650,7 @@ https://thenewstack.io/kubernetes/-and-the-next-generation-of-paas:
   last_checked: 1779130495.0183
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.018300+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -405433,6 +420676,7 @@ https://thenewstack.io/kubernetes/-daemonsets-a-detailed-introductory-tutorial:
   last_checked: 1779130494.934007
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.934007+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -405458,6 +420702,7 @@ https://thenewstack.io/kubernetes/-health-checks-using-probes:
   last_checked: 1779130494.950558
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.950558+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -405483,6 +420728,7 @@ https://thenewstack.io/kubernetes/-horror-stories:
   last_checked: 1779130494.948163
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.948163+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -405508,6 +420754,7 @@ https://thenewstack.io/kubernetes/-is-not-just-about-containers-its-about-the-ap
   last_checked: 1779130495.007996
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.007996+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -405538,6 +420785,7 @@ https://thenewstack.io/kubernetes/-is-the-new-standard-for-computing-including-t
   last_checked: 1779130495.033564
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.033564+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -405563,6 +420811,7 @@ https://thenewstack.io/kubernetes/-lifecycle-management-so-important-what-does-i
   last_checked: 1779130494.989615
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.989615+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -405593,6 +420842,7 @@ https://thenewstack.io/kubernetes/-observability-challenges-in-cloud-native-arch
   last_checked: 1779130495.026219
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.026219+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -405623,6 +420873,7 @@ https://thenewstack.io/kubernetes/-probes-and-why-they-matter-for-autoscaling:
   last_checked: 1779130494.952879
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.952879+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -405653,6 +420904,7 @@ https://thenewstack.io/kubernetes/-use-poddisruptionbudgets-for-application-main
   last_checked: 1779130494.967545
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.967545+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -405680,6 +420932,7 @@ https://thenewstack.io/kubernetes/7-tips-for-cutting-down-your-aws-kubernetes-bi
   last_checked: 1779130494.9385
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.938500+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -405713,6 +420966,7 @@ https://thenewstack.io/kubernetes/whats-the-difference-between-kubernetes-and-op
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -405744,6 +420998,7 @@ https://thenewstack.io/kubestack-towards-full-stack-gitops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -405776,6 +421031,7 @@ https://thenewstack.io/laying-the-groundwork-for-kubernetes-security-across-work
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -405807,6 +421063,7 @@ https://thenewstack.io/learn-12-factor-apps-before-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -405838,6 +421095,7 @@ https://thenewstack.io/less-is-more-with-kubernetes-1-22:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -405871,6 +421129,7 @@ https://thenewstack.io/lightsteps-opentelemetry-launchers-simplify-integration-t
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -405902,6 +421161,7 @@ https://thenewstack.io/linkedin-layered-architecture-minimizes-kafka-scaling-iss
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -405934,6 +421194,7 @@ https://thenewstack.io/linkerd-2-0-the-service-mesh-for-service-owners-platform-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -405968,6 +421229,7 @@ https://thenewstack.io/living-with-kubernetes-12-commands-to-debug-your-workload
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -405999,6 +421261,7 @@ https://thenewstack.io/living-with-kubernetes-api-lifecycles-and-you:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -406031,6 +421294,7 @@ https://thenewstack.io/living-with-kubernetes-cluster-upgrades:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -406064,6 +421328,7 @@ https://thenewstack.io/living-with-kubernetes-debug-clusters-in-8-commands:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -406096,6 +421361,7 @@ https://thenewstack.io/living-with-kubernetes-multicluster-management:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -406127,6 +421393,7 @@ https://thenewstack.io/local-environment-as-code-is-it-possible-yet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -406160,6 +421427,7 @@ https://thenewstack.io/locking-down-kubernetes-containers-with-vcluster:
   last_checked: 1779034228.945365
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:10:28.945365+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -406191,6 +421459,7 @@ https://thenewstack.io/log-management-for-red-hat-openshift:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -406222,6 +421491,7 @@ https://thenewstack.io/low-code-for-pro-coders:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -406253,6 +421523,7 @@ https://thenewstack.io/make-a-gitops-workflow-using-influxdb-templates:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -406285,6 +421556,7 @@ https://thenewstack.io/making-kubernetes-serverless-and-global-with-aws-fargate-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -406316,6 +421588,7 @@ https://thenewstack.io/manage-multicluster-kubernetes-with-operators:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -406348,6 +421621,7 @@ https://thenewstack.io/managing-kubernetes-secrets-with-aws-secrets-manager:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -406380,6 +421654,7 @@ https://thenewstack.io/managing-secrets-in-your-devops-pipeline:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -406412,6 +421687,7 @@ https://thenewstack.io/maria-db-gets-reactive-with-a-non-blocking-connector-for-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -406443,6 +421719,7 @@ https://thenewstack.io/maximize-k3s-resource-efficiency-with-calico-ebpf-data-pl
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -406474,6 +421751,7 @@ https://thenewstack.io/maximizing-kubernetes-efficiency-with-opentelemetry-traci
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -406506,6 +421784,7 @@ https://thenewstack.io/maximizing-the-value-of-containerization-for-devops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -406539,6 +421818,7 @@ https://thenewstack.io/mercedes-benz-4-reasons-to-sponsor-open-source-projects:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -406572,6 +421852,7 @@ https://thenewstack.io/microservices-align-the-pain-with-the-solution:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -406603,6 +421884,7 @@ https://thenewstack.io/microservices-transformed-devops-why-security-is-next:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -406625,13 +421907,14 @@ https://thenewstack.io/microservices-vs-monoliths-an-operational-comparison:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: fd2fa7805264d734a7a5c002e370465477a3faf197a1af4bff006d8cf043e172
   health_score: 100.0
   last_checked: 1779032290.210092
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:10.210092+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -406640,6 +421923,7 @@ https://thenewstack.io/microservices-vs-monoliths-an-operational-comparison:
   - docs/introduction.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://thenewstack.io/microservices/microservices-vs-monoliths-an-operational-comparison
 https://thenewstack.io/microservices/microservices-vs-monoliths-an-operational-comparison:
   title: 'thenewstack.io: Microservices vs. Monoliths: An Operational Comparison'
   description: ''
@@ -406660,6 +421944,7 @@ https://thenewstack.io/microservices/microservices-vs-monoliths-an-operational-c
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -406693,6 +421978,7 @@ https://thenewstack.io/microservices/the-future-of-microservices-more-abstractio
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -406725,6 +422011,7 @@ https://thenewstack.io/microservices/what-is-microservices-architecture:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -406757,6 +422044,7 @@ https://thenewstack.io/microsoft-keda-2-0-scales-up-event-driven-programming-on-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -406789,6 +422077,7 @@ https://thenewstack.io/microsoft-takes-kubernetes-to-the-edge-with-aks-lite:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -406821,6 +422110,7 @@ https://thenewstack.io/microsoft-takes-practical-approach-to-kubernetes-manageme
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -406853,6 +422143,7 @@ https://thenewstack.io/misconfiguration-worries-grow:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -406886,6 +422177,7 @@ https://thenewstack.io/monitor-your-containers-with-sysdig:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -406921,6 +422213,7 @@ https://thenewstack.io/monitoring-api-latencies-after-releases-4-mistakes-to-avo
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -406956,6 +422249,7 @@ https://thenewstack.io/monitoring-as-code-what-it-is-and-why-you-need-it:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -406983,13 +422277,14 @@ https://thenewstack.io/monitoring-vs-observability-whats-the-difference:
   resource_type: Article
   complexity: Beginner
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -407003,6 +422298,7 @@ https://thenewstack.io/monitoring-vs-observability-whats-the-difference:
   v2_locations:
   - monitoring.md
   youtube_mosaic: {}
+  duplicate_of: https://dashbird.io/blog/monitoring-vs-observability
 https://thenewstack.io/monolithic-development-practices-kill-powerful-kubernetes-benefits:
   title: "thenewstack.io: Monolithic Development Practices Kill Powerful Kubernetes
     Benefits \U0001F31F\U0001F31F"
@@ -407023,6 +422319,7 @@ https://thenewstack.io/monolithic-development-practices-kill-powerful-kubernetes
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -407055,6 +422352,7 @@ https://thenewstack.io/monoliths-to-microservices-4-modernization-best-practices
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -407087,6 +422385,7 @@ https://thenewstack.io/more-database-analytics-workloads-ran-on-kubernetes-in-20
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -407120,6 +422419,7 @@ https://thenewstack.io/more-python-for-non-programmers:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -407152,6 +422452,7 @@ https://thenewstack.io/multicloud-challenges-and-solutions:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -407184,6 +422485,7 @@ https://thenewstack.io/multicloud-paves-the-way-for-cloud-native-resiliency-mode
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -407208,13 +422510,14 @@ https://thenewstack.io/multicluster-management-with-kubernetes-and-istio:
   resource_type: Article
   complexity: High
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -407227,6 +422530,7 @@ https://thenewstack.io/multicluster-management-with-kubernetes-and-istio:
   v2_locations:
   - istio.md
   youtube_mosaic: {}
+  duplicate_of: https://tetrate.io/blog/what-is-istio-and-why-does-kubernetes-need-it
 https://thenewstack.io/mutual-tls-microservices-encryption-for-service-mesh:
   title: 'thenewstack.io: Mutual TLS: Securing Microservices in Service Mesh'
   description: ''
@@ -407247,6 +422551,7 @@ https://thenewstack.io/mutual-tls-microservices-encryption-for-service-mesh:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -407279,6 +422584,7 @@ https://thenewstack.io/no-kubernetes-needed-amazon-ecs-anywhere:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -407311,6 +422617,7 @@ https://thenewstack.io/nsa-on-how-to-harden-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -407343,6 +422650,7 @@ https://thenewstack.io/observability-is-the-new-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -407378,6 +422686,7 @@ https://thenewstack.io/observability-wont-replace-monitoring-because-it-shouldnt
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -407412,6 +422721,7 @@ https://thenewstack.io/offloading-authentication-and-authorization-from-applicat
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -407445,6 +422755,7 @@ https://thenewstack.io/open-source-democratized-software-now-lets-democratize-se
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -407477,6 +422788,7 @@ https://thenewstack.io/opentelemetry-gaining-traction-from-companies-and-vendors
   last_checked: 1779031122.279736
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:18:42.279736+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -407510,6 +422822,7 @@ https://thenewstack.io/operationalizing-chaos-engineering-with-gitops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -407542,6 +422855,7 @@ https://thenewstack.io/operators-and-sidecars-are-the-new-model-for-software-del
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -407573,6 +422887,7 @@ https://thenewstack.io/optimizing-app-performance-in-a-multicloud-stack:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -407605,6 +422920,7 @@ https://thenewstack.io/optimizing-kubernetes-for-peak-traffic-and-avoiding-setba
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -407637,6 +422953,7 @@ https://thenewstack.io/otomi-container-platform-offers-an-integrated-kubernetes-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -407669,6 +422986,7 @@ https://thenewstack.io/otterize-intent-based-access-control-for-kubernetes-and-c
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -407702,6 +423020,7 @@ https://thenewstack.io/owasp-top-10-a-guide-to-the-worst-software-vulnerabilitie
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -407734,6 +423053,7 @@ https://thenewstack.io/part-1-the-evolution-of-data-pipeline-architecture:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -407764,6 +423084,7 @@ https://thenewstack.io/perform-distributed-tracing-with-zipkin:
   last_checked: 1779034155.632637
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:09:15.632637+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -407792,6 +423113,7 @@ https://thenewstack.io/persistent-volumes-separating-compute-and-storage:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -407824,6 +423146,7 @@ https://thenewstack.io/platform-engineering:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -407854,6 +423177,7 @@ https://thenewstack.io/platform-engineering-in-2023-dev-first-collaboration-and-
   last_checked: 1779033335.912643
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:35.912643+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -407880,6 +423204,7 @@ https://thenewstack.io/platform-engineering/-in-2023-dev-first-collaboration-and
   last_checked: 1779130494.975182
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.975182+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -407914,6 +423239,7 @@ https://thenewstack.io/platform-engineering/architecture-and-design-consideratio
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -407945,6 +423271,7 @@ https://thenewstack.io/post-pandemic-devops-moves-to-resilient-collaboration:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -407978,6 +423305,7 @@ https://thenewstack.io/prepare-to-adopt-the-cloud-a-10-step-cloud-migration-chec
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -408011,6 +423339,7 @@ https://thenewstack.io/private-vs-public-cloud-how-kubernetes-shifts-the-balance
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -408043,6 +423372,7 @@ https://thenewstack.io/project-calico-kubernetes-security-as-saas:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -408075,6 +423405,7 @@ https://thenewstack.io/prometheus-and-opentelemetry-just-couldnt-get-along:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -408108,6 +423439,7 @@ https://thenewstack.io/provision-bare-metal-kubernetes-with-the-cluster-api:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -408139,6 +423471,7 @@ https://thenewstack.io/pulumi-releases-a-kubernetes-operator:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -408171,6 +423504,7 @@ https://thenewstack.io/push-vs-pull-in-gitops-is-there-really-a-difference:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -408204,6 +423538,7 @@ https://thenewstack.io/python-for-beginners-when-and-how-to-use-tuples:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -408233,6 +423568,7 @@ https://thenewstack.io/quickly-install-a-kubernetes-cluster-with-kubekey:
   last_checked: 1779031850.163717
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:30:50.163717+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -408261,6 +423597,7 @@ https://thenewstack.io/rancher-2-5-sets-out-to-be-the-stock-kubernetes-build-for
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -408294,6 +423631,7 @@ https://thenewstack.io/rancher-donates-its-longhorn-kubernetes-persistent-storag
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -408326,6 +423664,7 @@ https://thenewstack.io/react-in-real-time-with-event-driven-apis:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -408360,6 +423699,7 @@ https://thenewstack.io/reasons-to-implement-hashicorp-vault-and-other-zero-trust
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -408392,6 +423732,7 @@ https://thenewstack.io/reasons-to-opt-for-a-multicloud-strategy:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -408424,6 +423765,7 @@ https://thenewstack.io/red-hat-brings-ansible-automation-to-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -408456,6 +423798,7 @@ https://thenewstack.io/red-hat-brings-backup-snapshots-to-openshift-container-st
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -408487,6 +423830,7 @@ https://thenewstack.io/red-hat-delivers-full-gitops-ci-cd-built-on-tekton-and-ar
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -408518,6 +423862,7 @@ https://thenewstack.io/red-hat-jboss-data-grid-not-just-storing-java-objects-any
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -408551,6 +423896,7 @@ https://thenewstack.io/red-hat-launches-an-openshift-based-marketplace-to-aid-mu
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -408583,6 +423929,7 @@ https://thenewstack.io/red-hat-offers-a-complete-kubernetes-stack-with-openshift
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -408614,6 +423961,7 @@ https://thenewstack.io/red-hat-openshift-4-8-adds-serverless-functions-pipelines
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -408645,6 +423993,7 @@ https://thenewstack.io/reduce-kubernetes-costs-using-autoscaling-mechanisms:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -408679,6 +424028,7 @@ https://thenewstack.io/remote-debugging-in-aws-the-missing-link-in-your-debuggin
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -408710,6 +424060,7 @@ https://thenewstack.io/removing-the-roadblock-to-continuous-performance-testing:
   last_checked: 1779030330.066372
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:05:30.066372+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -408742,6 +424093,7 @@ https://thenewstack.io/repatriation-or-cloud-what-we-need-is-control:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -408781,6 +424133,7 @@ https://thenewstack.io/scaling-microservices-on-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -408812,6 +424165,7 @@ https://thenewstack.io/secops-in-a-post-covid-world-3-security-trends-to-watch:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -408843,6 +424197,7 @@ https://thenewstack.io/secure-your-service-mesh-a-13-item-checklist:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -408878,6 +424233,7 @@ https://thenewstack.io/secured-access-to-kubernetes-from-anywhere-with-zero-trus
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -408909,6 +424265,7 @@ https://thenewstack.io/securing-access-to-kubernetes-environments-with-zero-trus
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -408940,6 +424297,7 @@ https://thenewstack.io/securing-istio-workloads-with-auth0:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -408972,6 +424330,7 @@ https://thenewstack.io/securing-kubernetes-in-a-cloud-native-world:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -409004,6 +424363,7 @@ https://thenewstack.io/security-insights-into-infrastructure-as-code:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -409036,6 +424396,7 @@ https://thenewstack.io/security-will-be-instrumental-for-the-success-of-gitops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -409068,6 +424429,7 @@ https://thenewstack.io/serverless-needs-more-observability-tools:
   last_checked: 1779029916.510361
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:58:36.510361+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -409100,6 +424462,7 @@ https://thenewstack.io/serverless-vs-kubernetes-the-peoples-vote:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -409132,6 +424495,7 @@ https://thenewstack.io/service-level-objectives-in-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -409165,6 +424529,7 @@ https://thenewstack.io/service-mesh-adds-security-observability-and-traffic-cont
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -409196,6 +424561,7 @@ https://thenewstack.io/service-meshes-in-the-cloud-native-world:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -409228,6 +424594,7 @@ https://thenewstack.io/sharing-the-operations-burden-centralized-vs-decentralize
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -409259,6 +424626,7 @@ https://thenewstack.io/shuttleops-no-code-docker-and-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -409290,6 +424658,7 @@ https://thenewstack.io/sidecars-are-changing-the-kubernetes-load-testing-landsca
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -409323,6 +424692,7 @@ https://thenewstack.io/simple-http-load-testing-with-slos:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -409355,6 +424725,7 @@ https://thenewstack.io/simple-load-testing-with-github-actions:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -409387,6 +424758,7 @@ https://thenewstack.io/slos-in-kubernetes-1-year-later:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -409420,6 +424792,7 @@ https://thenewstack.io/software-development:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -409453,6 +424826,7 @@ https://thenewstack.io/solo-io-istio-is-winning-the-service-mesh-war:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -409484,6 +424858,7 @@ https://thenewstack.io/sre-vs-devops-successful-platform-engineering-needs-both:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -409515,6 +424890,7 @@ https://thenewstack.io/ssh-made-easy-with-ssh-agent-and-ssh-config:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -409548,6 +424924,7 @@ https://thenewstack.io/stackrox-kubelinter-brings-security-linting-to-kubernetes
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -409581,6 +424958,7 @@ https://thenewstack.io/stateful-workloads-on-kubernetes-with-container-attached-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -409612,6 +424990,7 @@ https://thenewstack.io/stop-technical-debt-before-it-damages-your-company:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -409644,6 +425023,7 @@ https://thenewstack.io/streaming-data-and-the-modern-real-time-data-stack:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -409676,6 +425056,7 @@ https://thenewstack.io/struggling-with-it-staff-leaving-try-infrastructure-as-co
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -409709,6 +425090,7 @@ https://thenewstack.io/study-silos-are-chief-impediment-to-it-and-business-value
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -409741,6 +425123,7 @@ https://thenewstack.io/supercharge-coredns-with-cluster-addons:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -409772,6 +425155,7 @@ https://thenewstack.io/swimm-helps-new-dev-hires-stay-afloat-with-continuous-doc
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -409804,6 +425188,7 @@ https://thenewstack.io/terraform-1-0-reflects-what-hashicorp-has-learned-about-i
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -409836,6 +425221,7 @@ https://thenewstack.io/terraform-on-aws-multi-account-setup-and-other-advanced-t
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -409868,6 +425254,7 @@ https://thenewstack.io/terraforms-best-practices-and-pitfalls:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -409898,6 +425285,7 @@ https://thenewstack.io/testcontainers-integration-library-gets-commercial-backin
   last_checked: 1779034422.748997
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:13:42.748997+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -409926,6 +425314,7 @@ https://thenewstack.io/testkube-a-new-approach-to-cloud-native-testing:
   last_checked: 1779030199.270963
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:03:19.270963+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -409958,6 +425347,7 @@ https://thenewstack.io/testkube-cloud-native-testing-framework-for-kubernetes:
   last_checked: 1779030658.370142
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:10:58.370142+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -409991,6 +425381,7 @@ https://thenewstack.io/the-4-definitions-of-multicloud-part-1-data-portability:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -410023,6 +425414,7 @@ https://thenewstack.io/the-6-pillars-of-platform-engineering-part-1-security:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -410055,6 +425447,7 @@ https://thenewstack.io/the-benefits-and-drawbacks-of-dataops-in-practice:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -410087,6 +425480,7 @@ https://thenewstack.io/the-best-site-reliability-engineering-tools-in-2021:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -410109,13 +425503,14 @@ https://thenewstack.io/the-challenges-of-monitoring-kubernetes-and-openshift:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: ce324f75cac9ce1dedc76a360b4d1111028392d339e272a632be07a175a9acc3
   health_score: 100.0
   last_checked: 1779032339.976003
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:59.976003+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -410124,6 +425519,7 @@ https://thenewstack.io/the-challenges-of-monitoring-kubernetes-and-openshift:
   - docs/monitoring.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://thenewstack.io/category/kubernetes
 https://thenewstack.io/the-cloud-native-landscape-platforms-explained:
   title: 'thenewstack.io: The Cloud Native Landscape: Platforms Explained'
   description: ''
@@ -410134,13 +425530,14 @@ https://thenewstack.io/the-cloud-native-landscape-platforms-explained:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: c04d6959199ddd8499c01571ff0d8015a21ef6141ad2d68df43b1e5a8dba2bb1
   health_score: 100.0
   last_checked: 1779033925.285006
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:25.285006+02:00'
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   - docs/introduction.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://thenewstack.io/cloud-native/the-cloud-native-landscape-platforms-explained
 https://thenewstack.io/the-coming-era-of-data-as-code:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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@@ -410240,6 +425641,7 @@ https://thenewstack.io/the-future-of-microservices-more-abstractions:
   - docs/introduction.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://thenewstack.io/microservices/the-future-of-microservices-more-abstractions
 https://thenewstack.io/the-future-of-ops-careers:
   title: "thenewstack.io: The Future of Ops Careers \U0001F31F\U0001F31F"
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   discovered_at: '2021-06-01T00:00:00+02:00'
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+  status: duplicate
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@@ -410421,6 +425829,7 @@ https://thenewstack.io/the-most-popular-cloud-native-storage-solutions:
   - docs/kubernetes-storage.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://thenewstack.io/cloud-native/the-most-popular-cloud-native-storage-solutions
 https://thenewstack.io/the-new-stacks-top-kubernetes-stories-of-2021:
   title: 'thenewstack.io: The New Stack’s Top Kubernetes Stories of 2021'
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   discovered_at: '2022-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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@@ -411068,13 +426497,14 @@ https://thenewstack.io/tigera-aims-ease-connectivity-pain-kubernetes:
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-  status: online
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@@ -411083,6 +426513,7 @@ https://thenewstack.io/tigera-aims-ease-connectivity-pain-kubernetes:
   - docs/kubernetes-networking.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://thenewstack.io/category/kubernetes
 https://thenewstack.io/tracing-why-logs-arent-enough-to-debug-your-microservices:
   title: "thenewstack.io: Tracing: Why Logs Aren’t Enough to Debug Your Microservices
     \U0001F31F"
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   discovered_at: '2020-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   discovered_at: '2022-06-01T00:00:00+02:00'
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   discovered_at: '2020-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: true
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   discovered_at: '2021-06-01T00:00:00+02:00'
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   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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 https://thenewstack.io/what-is-istio-and-why-does-kubernetes-need-it:
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 https://thenextweb.com/syndication/2020/09/02/a-beginners-guide-to-the-most-popular-git-commands:
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 https://thenucleargeeks.com/2021/03/22/introduction-to-pods-in-kubernetes:
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   youtube_mosaic: {}
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 https://thenucleargeeks.com/2021/03/28/taints-and-tolerations-in-kubernetes:
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   youtube_mosaic: {}
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 https://therecord.media/nsa-cisa-publish-kubernetes-hardening-guide:
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   needs_ai_refresh: false
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://thinking-cities.readthedocs.io/en/latest
 https://thinking-cities.readthedocs.io/en/latest:
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   youtube_mosaic: {}
+  duplicate_of: https://thinkinglabs.io/talks/feature-branching-considered-evil.html
 https://thinkinglabs.io/talks/feature-branching-considered-evil.html:
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   needs_ai_refresh: false
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+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
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@@ -413911,6 +429437,7 @@ https://thomasthornton.cloud/2020/07/08/deploy-terraform-using-azure-devops:
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+  status: duplicate
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:25:35.566196+02:00'
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@@ -413945,6 +429473,7 @@ https://thomasthornton.cloud/2021/03/19/deploy-terraform-using-github-actions-in
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://thomasthornton.cloud/deploy-terraform-using-github-actions-into-azure
 https://thomasthornton.cloud/2021/04/29/scout-suite-reports-using-azure-devops-pipeline:
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   description: ''
@@ -413955,13 +429484,14 @@ https://thomasthornton.cloud/2021/04/29/scout-suite-reports-using-azure-devops-p
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   health_score: 100.0
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   discovered_at: '2026-05-17T16:49:34.416843+02:00'
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@@ -413970,6 +429500,7 @@ https://thomasthornton.cloud/2021/04/29/scout-suite-reports-using-azure-devops-p
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://thomasthornton.cloud/scout-suite-reports-using-azure-devops-pipeline
 https://thomasthornton.cloud/2021/08/04/conditional-variables-in-azure-devops-pipelines:
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   description: ''
@@ -413988,6 +429519,7 @@ https://thomasthornton.cloud/2021/08/04/conditional-variables-in-azure-devops-pi
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   discovered_at: '2026-05-17T17:48:04.472027+02:00'
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@@ -414057,6 +429591,7 @@ https://thomasthornton.cloud/2022/01/24/error-spawn-terraform-enoent-when-runnin
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://thomasthornton.cloud/error-spawn-terraform-enoent-when-running-terraform-in-azure-devops-pipeline
 ? https://thomasthornton.cloud/2022/04/13/analyze-your-kubernetes-yaml-files-and-helm-charts-to-ensure-best-practices-using-kuberlinter-in-azure-devops-pipeline
 : title: '==thomasthornton.cloud: Analyze your Kubernetes YAML files and Helm Charts''
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@@ -414077,6 +429612,7 @@ https://thomasthornton.cloud/2022/01/24/error-spawn-terraform-enoent-when-runnin
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   discovered_at: '2026-05-17T17:55:28.898435+02:00'
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   hierarchy:
@@ -414103,13 +429639,14 @@ https://thomasthornton.cloud/2022/06/02/writing-reusable-terraform-modules:
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   is_microservice: false
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   hierarchy:
@@ -414123,6 +429660,7 @@ https://thomasthornton.cloud/2022/06/02/writing-reusable-terraform-modules:
   v2_locations:
   - terraform.md
   youtube_mosaic: {}
+  duplicate_of: https://thomasthornton.cloud/writing-reusable-terraform-modules
 ? https://thomasthornton.cloud/2022/11/09/building-and-deploying-to-an-aks-cluster-using-terraform-and-azure-devops-with-kubernetes-and-helm-providers
 : title: 'thomasthornton.cloud: Building and deploying to an AKS cluster using Terraform''
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@@ -414149,6 +429688,7 @@ https://thomasthornton.cloud/2022/06/02/writing-reusable-terraform-modules:
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://thomasthornton.cloud/building-and-deploying-to-an-aks-cluster-using-terraform-and-azure-devops-with-kubernetes-and-helm-providers
 https://thomasthornton.cloud/2023/08/11/if-elseif-or-else-in-github-actions:
   title: 'thomasthornton.cloud: If, elseif or else in GitHub Actions'
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@@ -414159,13 +429699,14 @@ https://thomasthornton.cloud/2023/08/11/if-elseif-or-else-in-github-actions:
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   discovered_at: '2026-05-17T16:46:05.288077+02:00'
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@@ -414174,6 +429715,7 @@ https://thomasthornton.cloud/2023/08/11/if-elseif-or-else-in-github-actions:
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://thomasthornton.cloud/if-elseif-or-else-in-github-actions
 https://thomasthornton.cloud/2023/12/03/deploying-azure-aks-gitops-flux-extension-with-terraform:
   title: 'thomasthornton.cloud: Deploying Azure AKS GitOps Flux extension with Terraform'
   description: ''
@@ -414184,13 +429726,14 @@ https://thomasthornton.cloud/2023/12/03/deploying-azure-aks-gitops-flux-extensio
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:19:50.208291+02:00'
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@@ -414199,6 +429742,7 @@ https://thomasthornton.cloud/2023/12/03/deploying-azure-aks-gitops-flux-extensio
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://thomasthornton.cloud/deploying-azure-aks-gitops-flux-extension-with-terraform
 https://thomasthornton.cloud/2024/01/11/displaying-terraform-plans-in-github-prs-with-github-actions:
   title: 'thomasthornton.cloud: Displaying Terraform Plans in GitHub PRs with GitHub''
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@@ -414210,13 +429754,14 @@ https://thomasthornton.cloud/2024/01/11/displaying-terraform-plans-in-github-prs
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   discovered_at: '2026-05-17T16:52:49.663029+02:00'
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@@ -414225,6 +429770,7 @@ https://thomasthornton.cloud/2024/01/11/displaying-terraform-plans-in-github-prs
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://thomasthornton.cloud/displaying-terraform-plans-in-github-prs-with-github-actions
 https://thomasthornton.cloud/2024/01/18/adding-pull-request-comments-to-azure-devops-repo-from-azure-devops-pipelines:
   title: 'thomasthornton.cloud: Adding pull-request comments to Azure DevOps Repo''
     from Azure DevOps Pipelines'
@@ -414245,6 +429791,7 @@ https://thomasthornton.cloud/2024/01/18/adding-pull-request-comments-to-azure-de
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:07.443964+02:00'
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   discovered_at: '2026-05-17T18:11:28.397243+02:00'
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@@ -414295,13 +429843,14 @@ https://thomasthornton.cloud/2024/02/15/ensuring-your-terraform-is-correctly-for
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-  status: online
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:34:47.768721+02:00'
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@@ -414310,6 +429859,7 @@ https://thomasthornton.cloud/2024/02/15/ensuring-your-terraform-is-correctly-for
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://thomasthornton.cloud/ensuring-your-terraform-is-correctly-formatted-using-terraform-fmt-and-github-actions
 ? https://thomasthornton.cloud/2024/03/28/enabling-postgresql-flexible-server-logs-and-configuring-a-retention-period-using-terraform
 : title: 'thomasthornton.cloud: Enabling PostgreSQL flexible server logs and configuring''
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:46.311993+02:00'
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   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://thomasthornton.cloud/using-terraform-tfvars-for-environment-agnostic-deployments
 https://thomasthornton.cloud/2024/05/01/deploying-mkdocs-to-github-pages-with-github-actions:
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@@ -414379,13 +429932,14 @@ https://thomasthornton.cloud/2024/05/01/deploying-mkdocs-to-github-pages-with-gi
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:08:58.516838+02:00'
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@@ -414394,6 +429948,7 @@ https://thomasthornton.cloud/2024/05/01/deploying-mkdocs-to-github-pages-with-gi
   - docs/mkdocs.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://thomasthornton.cloud/deploying-mkdocs-to-github-pages-with-github-actions
 https://thomasthornton.cloud/2025/02/27/deploying-to-azure-secure-your-github-workflow-with-oidc:
   title: 'Deploying to Azure: Secure Your GitHub Workflow with OIDC'
   description: ''
@@ -414404,13 +429959,14 @@ https://thomasthornton.cloud/2025/02/27/deploying-to-azure-secure-your-github-wo
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   discovered_at: '2026-05-17T16:57:58.043774+02:00'
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@@ -414426,6 +429982,7 @@ https://thomasthornton.cloud/2025/02/27/deploying-to-azure-secure-your-github-wo
     proposed_url: NONE
     reason: 'High-Value Protection: generic_redirect_loss'
     timestamp: '2026-05-18T18:54:54.971206'
+  duplicate_of: https://thomasthornton.cloud/deploying-to-azure-secure-your-github-workflow-with-oidc
 ? https://thomasthornton.cloud/building-and-deploying-to-an-aks-cluster-using-terraform-and-azure-devops-with-kubernetes-and-helm-providers
 : title: 'thomasthornton.cloud: Building and deploying to an AKS cluster using Terraform
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@@ -414446,6 +430003,7 @@ https://thomasthornton.cloud/2025/02/27/deploying-to-azure-secure-your-github-wo
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
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   discovered_at: '2026-05-18T20:54:54.966589+02:00'
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   discovered_at: '2023-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
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@@ -414863,6 +430433,7 @@ https://thorntail.io:
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   discovered_at: '2026-05-17T17:58:08.765307+02:00'
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   health_score: 100.0
   last_checked: 1779032483.901378
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:41:23.901378+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -414902,6 +430474,7 @@ https://thorsten-hans.com/azure-arc-enabled-kubernetes-digital-ocean:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.thorsten-hans.com/azure-arc-enabled-kubernetes-digital-ocean
 https://thoth-station.ninja:
   title: Project Thoth
   description: ''
@@ -414922,6 +430495,7 @@ https://thoth-station.ninja:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -414954,6 +430528,7 @@ https://thoughtbot.com/blog/zero-downtime-rails-deployments-with-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -414988,6 +430563,7 @@ https://threadreaderapp.com/thread/963413508300812295.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -415019,6 +430595,7 @@ https://threatpost.com/argo-cd-security-bug-kubernetes-cloud-apps/178239:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -415049,6 +430626,7 @@ https://tiagodiasgeneroso.medium.com/observability-concepts-you-should-know-943f
   last_checked: 1779030230.443411
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:50.443411+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -415081,6 +430659,7 @@ https://tier1app.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -415111,6 +430690,7 @@ https://tigerabrodi.hashnode.dev/interviewing-software-developers:
   last_checked: 1779032360.961789
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:20.961789+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -415144,6 +430724,7 @@ https://tilt.dev:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -415176,6 +430757,7 @@ https://tldp.org/LDP/sag/html/index.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2004-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -415207,6 +430789,7 @@ https://tldrsec.com/?404=%2Fguides%2Fkubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -415229,13 +430812,14 @@ https://tldrsec.com/guides/kubernetes:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 64a54413e9e56516effa35bfc867ab790192d4fdfeec78524ec96433e18a71d9
   health_score: 100.0
   last_checked: 1779031125.858585
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:45.858585+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -415244,6 +430828,7 @@ https://tldrsec.com/guides/kubernetes:
   - docs/kubernetes-security.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://tldrsec.com/?404=%2Fguides%2Fkubernetes
 https://tom-sapak.medium.com/deployment-vs-statefulset-for-stateful-applications-eebd6522e102:
   title: 'tom-sapak.medium.com: Deployment vs. StatefulSet for stateful applications'
   description: ''
@@ -415262,6 +430847,7 @@ https://tom-sapak.medium.com/deployment-vs-statefulset-for-stateful-applications
   last_checked: 1779034155.487188
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:09:15.487188+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -415294,6 +430880,7 @@ https://tomd.xyz/jenkins-shared-library:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -415325,6 +430912,7 @@ https://tomd.xyz/kubernetes-event-driven-keda:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -415357,6 +430945,7 @@ https://tomee.apache.org:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -415389,6 +430978,7 @@ https://tomlous.medium.com/ci-cd-for-data-engineers-68b0fd915545:
   last_checked: 1779031458.556369
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:18.556369+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -415422,6 +431012,7 @@ https://tomsitcafe.com/2023/02/14/getting-started-with-ansible-playbooks-more-st
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -415453,6 +431044,7 @@ https://tomsitcafe.com/2023/02/17/conditional-statements-making-decisions-in-ans
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -415484,6 +431076,7 @@ https://tomsitcafe.com/2023/03/06/how-to-implement-and-use-handlers-in-ansible-c
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -415516,6 +431109,7 @@ https://tomsitcafe.com/2023/03/13/configuration-file-blueprints-jinja2-templates
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -415548,6 +431142,7 @@ https://tomsitcafe.com/2023/03/16/handling-sensitive-data-with-ansible-vault-enc
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -415579,6 +431174,7 @@ https://tomsitcafe.com/2023/04/27/how-to-test-ansible-code-with-molecule:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -415611,6 +431207,7 @@ https://tomsitcafe.com/2023/05/11/lets-use-a-more-flexible-directory-structure-f
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -415643,6 +431240,7 @@ https://tomsitcafe.com/2023/05/15/ansible-semaphore-a-modern-open-source-gui-for
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -415675,6 +431273,7 @@ https://tomsitcafe.com/2023/06/02/mastering-ansible-navigating-the-most-common-e
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -415706,6 +431305,7 @@ https://tomsitcafe.com/2023/06/09/automating-apis-with-ansible-a-comprehensive-g
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -415737,6 +431337,7 @@ https://tonylixu.medium.com/devops-in-k8s-k9s-terminal-based-ui-to-manage-your-c
   last_checked: 1779033921.529473
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:21.529473+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -415768,6 +431369,7 @@ https://tonylixu.medium.com/docker-run-vs-cmd-vs-entrypoint-57f248b95889:
   last_checked: 1779030572.344874
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:32.344874+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -415799,6 +431401,7 @@ https://tonylixu.medium.com/gitops-github-actions-docker-build-workflow-157cc53e
   last_checked: 1779032832.891052
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:12.891052+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -415825,13 +431428,14 @@ https://tonylixu.medium.com/k8s-troubleshooting-pod-in-terminating-or-unknown-st
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779034049.189095
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:29.189095+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -415845,6 +431449,7 @@ https://tonylixu.medium.com/k8s-troubleshooting-pod-in-terminating-or-unknown-st
   v2_locations:
   - kubernetes-troubleshooting.md
   youtube_mosaic: {}
+  duplicate_of: https://blog.devgenius.io/k8s-troubleshooting-pod-in-terminating-or-unknown-status-2878f6ec66b8
 https://tonylixu.medium.com/kubectl-plugins-operation-f93274622447:
   title: '==tonylixu.medium.com: Kubectl β€” Plugins Operation=='
   description: ''
@@ -415863,6 +431468,7 @@ https://tonylixu.medium.com/kubectl-plugins-operation-f93274622447:
   last_checked: 1779031620.076405
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:00.076405+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -415895,6 +431501,7 @@ https://toolbox.kali-linuxtr.net/kubecrt-convert-helm-charts-to-kubernetes-resou
   last_checked: 1779033129.764545
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:09.764545+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -415926,6 +431533,7 @@ https://toolbox.kali-linuxtr.net/kubernetes-rbac-permission-manager.tool:
   last_checked: 1779033947.483398
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:47.483398+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -415949,13 +431557,14 @@ https://toolkit.fluxcd.io:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 4cfce0e06c953d2045954cac2322e22157e516db141f1057bed2ba29bc8b2db9
   health_score: 100.0
   last_checked: 1779032345.67723
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:05.677230+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -415964,6 +431573,7 @@ https://toolkit.fluxcd.io:
   - docs/flux.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://fluxcd.io/flux
 https://topcloudops.com/blog-detail?id=030b1031-8bc8-4bc5-8f7a-417950005b97:
   title: 'topcloudops.com: Optimizing AWS RDS Cost'
   description: ''
@@ -415982,6 +431592,7 @@ https://topcloudops.com/blog-detail?id=030b1031-8bc8-4bc5-8f7a-417950005b97:
   last_checked: 1779031669.324087
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:49.324087+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -416013,6 +431624,7 @@ https://topcloudops.com/blog-detail?id=466c7bdd-ccb9-4722-abe5-d71a535113a2:
   last_checked: 1779029569.579483
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:49.579483+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -416037,13 +431649,14 @@ https://topcloudops.com/blog-detail?id=afa06d47-b8ea-4417-bb4c-7d164f8903e7:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779030384.492137
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:24.492137+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -416057,6 +431670,7 @@ https://topcloudops.com/blog-detail?id=afa06d47-b8ea-4417-bb4c-7d164f8903e7:
   v2_locations:
   - kubernetes.md
   youtube_mosaic: {}
+  duplicate_of: https://itnext.io/kubernetes-draining-nodes-properly-79e18dca4d5e
 https://torq.io/blog/5-security-automation-examples-for-non-developers:
   title: 'torq.io: 5 Security Automation Examples for Non-Developers'
   description: ''
@@ -416077,6 +431691,7 @@ https://torq.io/blog/5-security-automation-examples-for-non-developers:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -416107,6 +431722,7 @@ https://towardsaws.com/a-gentle-introduction-to-amazon-web-services-aws-50f18c7c
   last_checked: 1779032184.730011
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:24.730011+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -416140,6 +431756,7 @@ https://towardsaws.com/accessing-a-private-rest-api-from-another-private-rest-ap
   last_checked: 1779034131.31276
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:51.312760+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -416173,6 +431790,7 @@ https://towardsaws.com/automating-static-website-deployment-a-guide-to-ci-cd-wit
   last_checked: 1779030384.584684
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:24.584684+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -416204,6 +431822,7 @@ https://towardsaws.com/autoscale-kubernetes-metrics-server-fa398f8a600a:
   last_checked: 1779029325.498285
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:45.498285+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -416237,6 +431856,7 @@ https://towardsaws.com/creating-a-bastion-host-for-secure-access-to-your-aws-inf
   last_checked: 1779030115.35968
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:55.359680+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -416270,6 +431890,7 @@ https://towardsaws.com/creating-a-bastion-host-for-secure-access-to-your-aws-inf
   last_checked: 1779032039.050504
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:59.050504+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -416301,6 +431922,7 @@ https://towardsaws.com/how-to-centralize-vpc-endpoints-in-aws-64c68b5b9d50:
   last_checked: 1779033205.818091
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:25.818091+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -416333,6 +431955,7 @@ https://towardsaws.com/how-to-deploy-two-tier-aws-architecture-with-terraform-59
   last_checked: 1779030538.482994
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:58.482994+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -416364,6 +431987,7 @@ https://towardsaws.com/import-existing-aws-architecture-to-terraform-368b66c4827
   last_checked: 1779031615.098147
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:55.098147+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -416397,6 +432021,7 @@ https://towardsaws.com/integrating-python-amazon-api-gateway-lambda-sqs-and-sns-
   last_checked: 1779032149.929591
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:49.929591+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -416428,6 +432053,7 @@ https://towardsaws.com/kubernetes-multi-tenancy-approach-b0f58d615971:
   last_checked: 1779029948.083092
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:08.083092+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -416459,6 +432085,7 @@ https://towardsaws.com/networking-basics-in-aws-ab72882855c4:
   last_checked: 1779030322.866243
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:22.866243+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -416492,6 +432119,7 @@ https://towardsaws.com/terraform-basics-creating-custom-aws-vpc-subnets-and-rout
   last_checked: 1779034391.810585
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:11.810585+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -416525,6 +432153,7 @@ https://towardsdatascience.com/3-high-availability-cloud-concepts-you-should-kno
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -416557,6 +432186,7 @@ https://towardsdatascience.com/7-must-know-data-wrangling-operations-with-python
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -416588,6 +432218,7 @@ https://towardsdatascience.com/a-git-cheatsheet-that-all-coders-need-bf8ad4d9157
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -416622,6 +432253,7 @@ https://towardsdatascience.com/a-kubernetes-architecture-for-machine-learning-we
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -416654,6 +432286,7 @@ https://towardsdatascience.com/all-the-important-features-and-changes-in-python-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -416686,6 +432319,7 @@ https://towardsdatascience.com/apache-airflow-architecture-496b9cb28288:
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 https://trainings.kubernauts.sh:
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+  duplicate_of: https://travis.media/blog/pulumi-tutorial-automate-kubernetes-operations
 https://treblle.com/blog/how-does-treblle-scale-on-aws-without-breaking-the-bank:
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@@ -418795,6 +434495,7 @@ https://trio.dev/angular-vs-react:
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   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -418826,6 +434527,7 @@ https://trstringer.com/debug-python-kubernetes:
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   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -418858,6 +434560,7 @@ https://trstringer.com/deploy-to-aks-from-github-actions:
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   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -418888,6 +434591,7 @@ https://trstringer.com/deploy-to-aks-from-github-actions-self-hosted:
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   discovered_at: '2026-05-17T17:35:00.222641+02:00'
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@@ -418914,6 +434618,7 @@ https://trstringer.com/deploy-to-aks-from-github-actions/-self-hosted:
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   discovered_at: '2026-05-18T20:54:54.935653+02:00'
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@@ -418951,6 +434656,7 @@ https://trstringer.com/kubernetes-api-call-from-kubectl:
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   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -418984,6 +434690,7 @@ https://trstringer.com/kubernetes-ingress-with-contour:
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   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   discovered_at: '2021-06-01T00:00:00+02:00'
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   hierarchy:
@@ -419048,6 +434756,7 @@ https://trstringer.com/kubernetes-validating-webhook:
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   discovered_at: '2022-06-01T00:00:00+02:00'
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   hierarchy:
@@ -419078,6 +434787,7 @@ https://trstringer.com/otel-part1-intro:
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@@ -419105,6 +434815,7 @@ https://trstringer.com/run-kubernetes-pods-on-vm-types:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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   discovered_at: '2021-06-01T00:00:00+02:00'
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   hierarchy:
@@ -419163,13 +434875,14 @@ https://trunkbaseddevelopment.com:
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   is_microservice: false
-  status: online
+  status: duplicate
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   hierarchy:
@@ -419182,6 +434895,7 @@ https://trunkbaseddevelopment.com:
   v2_locations:
   - git.md
   youtube_mosaic: {}
+  duplicate_of: https://kean.blog/post/trunk-based-development
 https://trunkbaseddevelopment.com/alternative-branching-models:
   title: 'trunkbaseddevelopment.com: Alternative Branching Models'
   description: ''
@@ -419201,6 +434915,7 @@ https://trunkbaseddevelopment.com/alternative-branching-models:
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   needs_ai_refresh: false
   discovered_at: '2017-06-01T00:00:00+02:00'
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@@ -419233,6 +434948,7 @@ https://try.digitalocean.com/app-platform:
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   hierarchy:
@@ -419264,6 +434980,7 @@ https://try.digitalocean.com/cloudplex:
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@@ -419286,13 +435003,14 @@ https://try.openshift.com:
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-  status: online
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@@ -419303,6 +435021,7 @@ https://try.openshift.com:
   - docs/openshift.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/technologies/cloud-computing/openshift/try-it
 https://trycircular.com:
   title: trycircular.com (Spain)
   description: ''
@@ -419321,6 +435040,7 @@ https://trycircular.com:
   last_checked: 1779031939.422723
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:32:19.422723+02:00'
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   hierarchy:
@@ -419355,6 +435075,7 @@ https://tryhackme.com/room/metasploitintro:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   hierarchy:
@@ -419387,6 +435108,7 @@ https://tryolabs.com/blog/2020/12/21/top-10-python-libraries-of-2020:
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   discovered_at: '2020-06-01T00:00:00+02:00'
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@@ -419419,6 +435141,7 @@ https://tschatzl.github.io/2021/09/16/jdk17-g1-parallel-gc-changes.html:
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   hierarchy:
@@ -419482,6 +435206,7 @@ https://turbofuture.com/computers/introductiontodocker:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:55.377697+02:00'
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   hierarchy:
@@ -419515,6 +435240,7 @@ https://turing.com:
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   discovered_at: '2026-06-01T00:00:00+02:00'
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   hierarchy:
@@ -419547,6 +435273,7 @@ https://tusharsrivastava.hashnode.dev/handling-text-files-in-python-an-easy-guid
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:17.789834+02:00'
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   hierarchy:
@@ -419575,13 +435302,14 @@ https://tutorialboy24.blogspot.com/2022/09/a-detailed-talk-about-k8s-cluster.htm
   resource_type: Article
   complexity: Advanced
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -419594,6 +435322,7 @@ https://tutorialboy24.blogspot.com/2022/09/a-detailed-talk-about-k8s-cluster.htm
   v2_locations:
   - kubernetes-security.md
   youtube_mosaic: {}
+  duplicate_of: https://dev.to/tutorialboy/a-detailed-talk-about-k8s-cluster-security-from-the-perspective-of-attackers-part-1-3mm5
 https://tutorials.keptn.sh:
   title: "tutorials.keptn.sh \U0001F31F"
   description: ''
@@ -419612,6 +435341,7 @@ https://tutorials.keptn.sh:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:15.617613+02:00'
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   hierarchy:
@@ -419642,6 +435372,7 @@ https://tutorials.keptn.sh/tutorials/keptn-azure-devops/index.html:
   last_checked: 1779031103.026988
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:23.026988+02:00'
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@@ -419670,6 +435401,7 @@ https://tutorials.virtualan.io:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -419700,6 +435432,7 @@ https://tutorialsdojo.com/aws-cheat-sheets:
   last_checked: 1779130495.028713
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.028713+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -419730,6 +435463,7 @@ https://tutorialsdojo.com/links-to-all-aws-cheat-sheets:
   last_checked: 1779030605.950604
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:05.950604+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -419759,6 +435493,7 @@ https://tutorialsdojo.com/real-time-monitoring-of-5xx-errors-using-aws-lambda-cl
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -419791,6 +435526,7 @@ https://tutorialzine.com/2016/06/learn-git-in-30-minutes:
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   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -419821,6 +435557,7 @@ https://twindb.com/verify-mysql-backups-with-twindb-backup-tool:
   last_checked: 1779032518.294567
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:41:58.294567+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -419845,13 +435582,14 @@ https://twitter.com/ASFMavenProject:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: a9213f547242ae7b5ade9817370c417c123598fea0a81b82dd15041690901728
   health_score: 100.0
   last_checked: 1779034090.772225
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:10.772225+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -419860,6 +435598,7 @@ https://twitter.com/ASFMavenProject:
   - docs/maven-gradle.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://x.com/ASFMavenProject
 https://twitter.com/ASFMavenRelease:
   title: 'twitter.com/ASFMavenRelease: Maven Plugin Release'
   description: ''
@@ -419870,13 +435609,14 @@ https://twitter.com/ASFMavenRelease:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: a9213f547242ae7b5ade9817370c417c123598fea0a81b82dd15041690901728
   health_score: 100.0
   last_checked: 1779034313.824261
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:53.824261+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -419885,6 +435625,7 @@ https://twitter.com/ASFMavenRelease:
   - docs/maven-gradle.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://twitter.com/AWS_Partners:
   title: twitter.com/AWS_Partners
   description: ''
@@ -419895,13 +435636,14 @@ https://twitter.com/AWS_Partners:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: a9213f547242ae7b5ade9817370c417c123598fea0a81b82dd15041690901728
   health_score: 100.0
   last_checked: 1779030084.900328
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:24.900328+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -419910,6 +435652,7 @@ https://twitter.com/AWS_Partners:
   - docs/aws.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://twitter.com/AWSreInvent:
   title: twitter.com/AWSreInvent
   description: ''
@@ -419920,13 +435663,14 @@ https://twitter.com/AWSreInvent:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: a9213f547242ae7b5ade9817370c417c123598fea0a81b82dd15041690901728
   health_score: 100.0
   last_checked: 1779034045.930479
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:25.930479+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -419935,6 +435679,7 @@ https://twitter.com/AWSreInvent:
   - docs/aws.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://twitter.com/AWSstartups:
   title: twitter.com/AWSstartups
   description: ''
@@ -419945,13 +435690,14 @@ https://twitter.com/AWSstartups:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: a9213f547242ae7b5ade9817370c417c123598fea0a81b82dd15041690901728
   health_score: 100.0
   last_checked: 1779033675.384335
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:15.384335+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -419960,6 +435706,7 @@ https://twitter.com/AWSstartups:
   - docs/aws.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://twitter.com/ChromeDevTools:
   title: twitter.com/ChromeDevTools
   description: ''
@@ -419970,13 +435717,14 @@ https://twitter.com/ChromeDevTools:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: a9213f547242ae7b5ade9817370c417c123598fea0a81b82dd15041690901728
   health_score: 100.0
   last_checked: 1779032104.227064
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:04.227064+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -419985,6 +435733,7 @@ https://twitter.com/ChromeDevTools:
   - docs/ChromeDevTools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://twitter.com/GolangRepos:
   title: twitter.com/GolangRepos
   description: ''
@@ -419995,13 +435744,14 @@ https://twitter.com/GolangRepos:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: a9213f547242ae7b5ade9817370c417c123598fea0a81b82dd15041690901728
   health_score: 100.0
   last_checked: 1779031739.996497
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:59.996497+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -420010,6 +435760,7 @@ https://twitter.com/GolangRepos:
   - docs/golang.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://twitter.com/Marcus_Noble_/status/1417007780888825856:
   title: null
   description: null
@@ -420020,13 +435771,14 @@ https://twitter.com/Marcus_Noble_/status/1417007780888825856:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: a9213f547242ae7b5ade9817370c417c123598fea0a81b82dd15041690901728
   health_score: 100.0
   last_checked: 1779031458.848736
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:18.848736+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -420035,6 +435787,7 @@ https://twitter.com/Marcus_Noble_/status/1417007780888825856:
   - docs/securityascode.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://twitter.com/PlantUML:
   title: null
   description: null
@@ -420045,13 +435798,14 @@ https://twitter.com/PlantUML:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: a9213f547242ae7b5ade9817370c417c123598fea0a81b82dd15041690901728
   health_score: 100.0
   last_checked: 1779032966.652621
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:26.652621+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -420061,6 +435815,7 @@ https://twitter.com/PlantUML:
   - docs/kubernetes-tutorials.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://twitter.com/PukarDesign/status/1452141978167267332:
   title: null
   description: null
@@ -420071,13 +435826,14 @@ https://twitter.com/PukarDesign/status/1452141978167267332:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: a9213f547242ae7b5ade9817370c417c123598fea0a81b82dd15041690901728
   health_score: 100.0
   last_checked: 1779029163.575791
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:03.575791+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -420086,6 +435842,7 @@ https://twitter.com/PukarDesign/status/1452141978167267332:
   - docs/project-management-methodology.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://twitter.com/SWengThomas:
   title: I just meant that base64 prevents you from logging a secret in plain text'
     by accident… but many more layers are required to keep your secrets secret
@@ -420097,13 +435854,14 @@ https://twitter.com/SWengThomas:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: a9213f547242ae7b5ade9817370c417c123598fea0a81b82dd15041690901728
   health_score: 100.0
   last_checked: 1779030507.168669
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:27.168669+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -420112,6 +435870,7 @@ https://twitter.com/SWengThomas:
   - docs/kubernetes-security.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://twitter.com/_georgemoller:
   title: null
   description: null
@@ -420122,13 +435881,14 @@ https://twitter.com/_georgemoller:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: a9213f547242ae7b5ade9817370c417c123598fea0a81b82dd15041690901728
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   discovered_at: '2026-05-17T16:51:49.733555+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -420137,6 +435897,7 @@ https://twitter.com/_georgemoller:
   - docs/cheatsheets.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://twitter.com/a_sykim:
   title: null
   description: null
@@ -420147,13 +435908,14 @@ https://twitter.com/a_sykim:
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   is_microservice: false
-  status: null
+  status: duplicate
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   discovered_at: '2026-05-17T17:09:34.667111+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -420162,6 +435924,7 @@ https://twitter.com/a_sykim:
   - docs/introduction.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://twitter.com/aantn:
   title: "It's funny: everyone thinks CPU requests are only used for scheduling' (WRONG)
     and memory requests determine who gets OOMKilled (WRONG) but it's actually the
@@ -420174,13 +435937,14 @@ https://twitter.com/aantn:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T17:18:16.988733+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -420189,6 +435953,7 @@ https://twitter.com/aantn:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://twitter.com/addyosmani:
   title: null
   description: null
@@ -420199,13 +435964,14 @@ https://twitter.com/addyosmani:
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-  status: null
+  status: duplicate
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   discovered_at: '2026-05-17T17:53:33.504763+02:00'
+  last_ai_eval: null
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@@ -420214,6 +435980,7 @@ https://twitter.com/addyosmani:
   - docs/ChromeDevTools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://twitter.com/agarcia:
   title: Excellent description of user ids and access rights in Docker; it’s a non'
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@@ -420227,13 +435994,14 @@ https://twitter.com/agarcia:
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-  status: null
+  status: duplicate
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   discovered_at: '2026-05-17T18:08:54.622106+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -420242,6 +436010,7 @@ https://twitter.com/agarcia:
   - docs/docker.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://twitter.com/alexxubyte:
   title: null
   description: null
@@ -420252,13 +436021,14 @@ https://twitter.com/alexxubyte:
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   is_microservice: false
-  status: null
+  status: duplicate
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:08:45.625283+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -420267,6 +436037,7 @@ https://twitter.com/alexxubyte:
   - docs/networking.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://twitter.com/awscloud:
   title: twitter.com/awscloud
   description: ''
@@ -420277,13 +436048,14 @@ https://twitter.com/awscloud:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779030248.744888
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   discovered_at: '2026-05-17T17:04:08.744888+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -420292,6 +436064,7 @@ https://twitter.com/awscloud:
   - docs/aws.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://twitter.com/azuredevops:
   title: twitter.com/azuredevops
   description: ''
@@ -420302,13 +436075,14 @@ https://twitter.com/azuredevops:
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   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T17:51:21.876584+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -420317,6 +436091,7 @@ https://twitter.com/azuredevops:
   - docs/git.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://twitter.com/brendandburns:
   title: null
   description: null
@@ -420327,13 +436102,14 @@ https://twitter.com/brendandburns:
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   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:14:28.514322+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -420342,6 +436118,7 @@ https://twitter.com/brendandburns:
   - docs/introduction.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://twitter.com/codingsafari:
   title: The issue is not new or unique to k8s. There is a general confusion between'
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@@ -420354,13 +436131,14 @@ https://twitter.com/codingsafari:
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-  status: null
+  status: duplicate
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   discovered_at: '2026-05-17T17:39:05.867722+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -420369,6 +436147,7 @@ https://twitter.com/codingsafari:
   - docs/kubernetes-security.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://twitter.com/commandlinefu:
   title: twitter.com/commandlinefu
   description: ''
@@ -420379,13 +436158,14 @@ https://twitter.com/commandlinefu:
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   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: a9213f547242ae7b5ade9817370c417c123598fea0a81b82dd15041690901728
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   discovered_at: '2026-05-17T16:57:43.136021+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -420394,6 +436174,7 @@ https://twitter.com/commandlinefu:
   - docs/linux.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://twitter.com/commandlinefu10:
   title: twitter.com/commandlinefu10
   description: ''
@@ -420404,13 +436185,14 @@ https://twitter.com/commandlinefu10:
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   is_microservice: false
-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T17:03:55.695440+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -420419,6 +436201,7 @@ https://twitter.com/commandlinefu10:
   - docs/linux.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://twitter.com/commandlinefu3:
   title: twitter.com/commandlinefu3
   description: ''
@@ -420429,13 +436212,14 @@ https://twitter.com/commandlinefu3:
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-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T17:18:07.181407+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -420444,6 +436228,7 @@ https://twitter.com/commandlinefu3:
   - docs/linux.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://twitter.com/dmokafa:
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@@ -420454,13 +436239,14 @@ https://twitter.com/dmokafa:
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+  status: duplicate
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   discovered_at: '2026-05-17T18:00:23.262079+02:00'
+  last_ai_eval: null
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@@ -420469,6 +436255,7 @@ https://twitter.com/dmokafa:
   - docs/about.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://twitter.com/hashtag/featureflag:
   title: '#FeatureFlags'
   description: ''
@@ -420479,13 +436266,14 @@ https://twitter.com/hashtag/featureflag:
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-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T18:14:44.693368+02:00'
+  last_ai_eval: null
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@@ -420494,6 +436282,7 @@ https://twitter.com/hashtag/featureflag:
   - docs/git.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://twitter.com/i/spaces/1ZkKzbXLekWKv:
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+  status: duplicate
   addition_method: manual
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:29.003909+02:00'
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@@ -420519,6 +436309,7 @@ https://twitter.com/i/spaces/1ZkKzbXLekWKv:
   - docs/mlops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://twitter.com/janakiramm:
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   description: ''
@@ -420529,13 +436320,14 @@ https://twitter.com/janakiramm:
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-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:41.239684+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -420544,6 +436336,7 @@ https://twitter.com/janakiramm:
   - docs/gitops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://twitter.com/jeffbarr:
   title: twitter.com/jeffbarr
   description: ''
@@ -420554,13 +436347,14 @@ https://twitter.com/jeffbarr:
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   is_microservice: false
-  status: online
+  status: duplicate
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   content_hash: a9213f547242ae7b5ade9817370c417c123598fea0a81b82dd15041690901728
   health_score: 100.0
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   discovered_at: '2026-05-17T17:48:55.052854+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -420569,6 +436363,7 @@ https://twitter.com/jeffbarr:
   - docs/aws.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://twitter.com/johncutlefish/status/1452048722917871620:
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   description: null
@@ -420579,13 +436374,14 @@ https://twitter.com/johncutlefish/status/1452048722917871620:
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   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:27:22.771132+02:00'
+  last_ai_eval: null
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@@ -420594,6 +436390,7 @@ https://twitter.com/johncutlefish/status/1452048722917871620:
   - docs/project-management-methodology.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://twitter.com/jwendlandt:
   title: I've always wondered how folks expect a system would be able to protect'
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@@ -420606,13 +436403,14 @@ https://twitter.com/jwendlandt:
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-  status: null
+  status: duplicate
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:58.805163+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -420621,6 +436419,7 @@ https://twitter.com/jwendlandt:
   - docs/kubernetes-security.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://twitter.com/k0sproject:
   title: k0sproject
   description: ''
@@ -420631,13 +436430,14 @@ https://twitter.com/k0sproject:
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   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: a9213f547242ae7b5ade9817370c417c123598fea0a81b82dd15041690901728
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:42.653748+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -420646,6 +436446,7 @@ https://twitter.com/k0sproject:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://twitter.com/kubernetesio:
   title: twitter.com/kubernetesio
   description: ''
@@ -420656,13 +436457,14 @@ https://twitter.com/kubernetesio:
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   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: a9213f547242ae7b5ade9817370c417c123598fea0a81b82dd15041690901728
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:15.261139+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -420671,6 +436473,7 @@ https://twitter.com/kubernetesio:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://twitter.com/memenetes:
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   description: null
@@ -420681,13 +436484,14 @@ https://twitter.com/memenetes:
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-  status: null
+  status: duplicate
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   content_hash: a9213f547242ae7b5ade9817370c417c123598fea0a81b82dd15041690901728
   health_score: 100.0
   last_checked: 1779031507.514856
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:07.514856+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -420696,6 +436500,7 @@ https://twitter.com/memenetes:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://twitter.com/microcksio:
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   description: ''
@@ -420706,13 +436511,14 @@ https://twitter.com/microcksio:
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   is_microservice: false
-  status: online
+  status: duplicate
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   content_hash: a9213f547242ae7b5ade9817370c417c123598fea0a81b82dd15041690901728
   health_score: 100.0
   last_checked: 1779031122.793314
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:42.793314+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -420721,6 +436527,7 @@ https://twitter.com/microcksio:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://twitter.com/okta:
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   description: null
@@ -420731,13 +436538,14 @@ https://twitter.com/okta:
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   is_microservice: false
-  status: null
+  status: duplicate
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   content_hash: a9213f547242ae7b5ade9817370c417c123598fea0a81b82dd15041690901728
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   last_checked: 1779031652.274798
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:32.274798+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -420746,6 +436554,7 @@ https://twitter.com/okta:
   - docs/aws.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://twitter.com/openshift:
   title: twitter.com/openshift
   description: ''
@@ -420756,13 +436565,14 @@ https://twitter.com/openshift:
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   is_microservice: false
-  status: online
+  status: duplicate
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   content_hash: a9213f547242ae7b5ade9817370c417c123598fea0a81b82dd15041690901728
   health_score: 100.0
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   discovered_at: '2026-05-17T17:12:07.253725+02:00'
+  last_ai_eval: null
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@@ -420771,6 +436581,7 @@ https://twitter.com/openshift:
   - docs/openshift.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://twitter.com/operatorhubio:
   title: twitter.com/operatorhubio
   description: ''
@@ -420781,13 +436592,14 @@ https://twitter.com/operatorhubio:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: a9213f547242ae7b5ade9817370c417c123598fea0a81b82dd15041690901728
   health_score: 100.0
   last_checked: 1779032117.474828
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:17.474828+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -420796,6 +436608,7 @@ https://twitter.com/operatorhubio:
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://twitter.com/originalavalamp:
   title: Kubernetes base64 encodes secrets because that makes arbitrary data play'
     nice with JSON. It had nothing to do with the security model (or lack thereof).
@@ -420809,13 +436622,14 @@ https://twitter.com/originalavalamp:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: a9213f547242ae7b5ade9817370c417c123598fea0a81b82dd15041690901728
   health_score: 100.0
   last_checked: 1779032540.406645
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:20.406645+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -420824,6 +436638,7 @@ https://twitter.com/originalavalamp:
   - docs/kubernetes-security.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://twitter.com/puksiarz:
   title: null
   description: null
@@ -420834,13 +436649,14 @@ https://twitter.com/puksiarz:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: a9213f547242ae7b5ade9817370c417c123598fea0a81b82dd15041690901728
   health_score: 100.0
   last_checked: 1779029561.481361
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:41.481361+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -420849,6 +436665,7 @@ https://twitter.com/puksiarz:
   - docs/container-managers.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://twitter.com/pvergadia:
   title: null
   description: null
@@ -420859,13 +436676,14 @@ https://twitter.com/pvergadia:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: a9213f547242ae7b5ade9817370c417c123598fea0a81b82dd15041690901728
   health_score: 100.0
   last_checked: 1779032195.849872
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:35.849872+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -420874,6 +436692,7 @@ https://twitter.com/pvergadia:
   - docs/GoogleCloudPlatform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://twitter.com/pythonvscode:
   title: twitter.com/pythonvscode
   description: ''
@@ -420884,13 +436703,14 @@ https://twitter.com/pythonvscode:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: a9213f547242ae7b5ade9817370c417c123598fea0a81b82dd15041690901728
   health_score: 100.0
   last_checked: 1779032556.4658
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:36.465800+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -420899,6 +436719,7 @@ https://twitter.com/pythonvscode:
   - docs/visual-studio.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://twitter.com/rakyll:
   title: null
   description: null
@@ -420909,13 +436730,14 @@ https://twitter.com/rakyll:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: a9213f547242ae7b5ade9817370c417c123598fea0a81b82dd15041690901728
   health_score: 100.0
   last_checked: 1779032751.735776
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:51.735776+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -420924,6 +436746,7 @@ https://twitter.com/rakyll:
   - docs/about.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://twitter.com/shipwrightio:
   title: shipwrightio
   description: ''
@@ -420934,13 +436757,14 @@ https://twitter.com/shipwrightio:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: a9213f547242ae7b5ade9817370c417c123598fea0a81b82dd15041690901728
   health_score: 100.0
   last_checked: 1779030653.398531
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:53.398531+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -420949,6 +436773,7 @@ https://twitter.com/shipwrightio:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://twitter.com/submarinerio:
   title: submarinerio
   description: ''
@@ -420959,13 +436784,14 @@ https://twitter.com/submarinerio:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: a9213f547242ae7b5ade9817370c417c123598fea0a81b82dd15041690901728
   health_score: 100.0
   last_checked: 1779034208.344716
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:08.344716+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -420974,6 +436800,7 @@ https://twitter.com/submarinerio:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://twitter.com/telepresenceio:
   title: telepresenceio
   description: ''
@@ -420984,13 +436811,14 @@ https://twitter.com/telepresenceio:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: a9213f547242ae7b5ade9817370c417c123598fea0a81b82dd15041690901728
   health_score: 100.0
   last_checked: 1779032095.501327
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:55.501327+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -420999,6 +436827,7 @@ https://twitter.com/telepresenceio:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://twitter.com/tfortricks_ind:
   title: null
   description: null
@@ -421009,13 +436838,14 @@ https://twitter.com/tfortricks_ind:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: a9213f547242ae7b5ade9817370c417c123598fea0a81b82dd15041690901728
   health_score: 100.0
   last_checked: 1779030052.147908
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:52.147908+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -421024,6 +436854,7 @@ https://twitter.com/tfortricks_ind:
   - docs/devops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://twitter.com/tsh4k:
   title: The semantics are important. Easy to grant an RBAC policy like "read only'
     except secrets
@@ -421035,13 +436866,14 @@ https://twitter.com/tsh4k:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: a9213f547242ae7b5ade9817370c417c123598fea0a81b82dd15041690901728
   health_score: 100.0
   last_checked: 1779032100.471946
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:00.471946+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -421050,6 +436882,7 @@ https://twitter.com/tsh4k:
   - docs/kubernetes-security.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://twitter.com/ASFMavenProject
 https://tychoish.com/post/9-awesome-git-tricks:
   title: 9 awesome git tricks
   description: ''
@@ -421069,6 +436902,7 @@ https://tychoish.com/post/9-awesome-git-tricks:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -421100,6 +436934,7 @@ https://tyk.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -421132,6 +436967,7 @@ https://tylercipriani.com/blog/2022/09/30/githubs-missing-merge-option:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -421161,6 +436997,7 @@ https://typhoon.psdn.io:
   last_checked: 1779031388.891623
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:08.891623+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -421189,6 +437026,7 @@ https://typing.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -421220,6 +437058,7 @@ https://ubiqum.com/blog/20-software-development-tools-that-will-make-you-more-pr
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -421242,13 +437081,14 @@ https://ubuntu.com/blog/gitops-with-azure-arc-and-charmed-kubernetes:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 118c3d831c735ce70a7d998bdbc586e1f96a094097e4546f1e88e3adc52d55b6
   health_score: 100.0
   last_checked: 1779029504.301015
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:44.301015+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -421258,6 +437098,7 @@ https://ubuntu.com/blog/gitops-with-azure-arc-and-charmed-kubernetes:
   - docs/kubernetes-on-premise.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://canonical.com/blog/gitops-with-azure-arc-and-charmed-kubernetes
 https://ubuntu.com/blog/how-to-test-the-latest-kubernetes-with-microk8s:
   title: 'ubuntu.com: How to test the latest Kubernetes 1.22 release candidate with
     MicroK8s'
@@ -421279,6 +437120,7 @@ https://ubuntu.com/blog/how-to-test-the-latest-kubernetes-with-microk8s:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -421312,6 +437154,7 @@ https://ubuntu.com/blog/managed-kubernetes-cheaper-than-aws:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -421346,6 +437189,7 @@ https://ubuntu.com/blog/ubuntu-on-wsl-2-is-generally-available:
   last_checked: 1779032547.622627
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:42:27.622627+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -421380,6 +437224,7 @@ https://ubuntu.com/kubernetes/charmed-k8s:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -421403,13 +437248,14 @@ https://ubuntu.com/kubernetes/features:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: cb4e9ab8daa435b8b19f4d2658cbac3f39996e518e6784acf4fd9a2ac1a3e213
   health_score: 100.0
   last_checked: 1779034097.700446
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:17.700446+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -421420,6 +437266,7 @@ https://ubuntu.com/kubernetes/features:
   - docs/matrix-table.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://ubuntu.com/kubernetes/charmed-k8s
 https://ubuntuask.com/blog/best-new-kubernetes-books:
   title: 'ubuntuask.com: Best New Kubernetes Books'
   description: ''
@@ -421440,6 +437287,7 @@ https://ubuntuask.com/blog/best-new-kubernetes-books:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -421469,6 +437317,7 @@ https://ui.dev/async-javascript-from-callbacks-to-promises-to-async-await:
   last_checked: 1779030339.963826
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:39.963826+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -421494,6 +437343,7 @@ https://ui.dev/beginners-guide-to-javascript-prototype:
   last_checked: 1779030932.032778
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:32.032778+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -421522,6 +437372,7 @@ https://umbrellaselector.com/Spain:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -421555,6 +437406,7 @@ https://umeey.medium.com/four-golden-signals-of-monitoring-site-reliability-engi
   last_checked: 1779032172.903224
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:12.903224+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -421586,6 +437438,7 @@ https://umeshtyagi829.medium.com/secure-terrafrom-iac-code-using-checkov-4a3e1f0
   last_checked: 1779030587.386913
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:47.386913+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -421617,6 +437470,7 @@ https://uncontained.io:
   last_checked: 1779031859.906395
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:59.906395+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -421647,6 +437501,7 @@ https://uncontained.io/articles/openshift-and-the-org:
   last_checked: 1779029979.48264
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:39.482640+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -421673,6 +437528,7 @@ https://uncontained.io/articles/openshift-ha-installation:
   last_checked: 1779033253.258171
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:13.258171+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -421696,13 +437552,14 @@ https://uncontained.io/articles/openshift-ha-installation:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: 100.0
   last_checked: 1779130494.992208
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.992208+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -421711,6 +437568,7 @@ https://uncontained.io/articles/openshift-ha-installation:
   - docs/ocp3.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://uncontained.io/articles/openshift-ha-installation
 'https://uncontained.io/articles/openshift-ha-installation/ ':
   title: null
   description: null
@@ -421721,13 +437579,14 @@ https://uncontained.io/articles/openshift-ha-installation:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779033410.244179
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:50.244179+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -421736,6 +437595,7 @@ https://uncontained.io/articles/openshift-ha-installation:
   - docs/ocp3.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://uncontained.io/articles/openshift-ha-installation
 https://undertow.io:
   title: Undertow
   description: ''
@@ -421755,6 +437615,7 @@ https://undertow.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -421787,6 +437648,7 @@ https://ungleich.ch/u/blog/kubernetes-making-dns-publicly-reachable:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -421818,6 +437680,7 @@ https://ungleich.ch/u/blog/kubernetes-without-ingress:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -421850,6 +437713,7 @@ https://unit.nginx.org:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -421882,6 +437746,7 @@ https://unit42.paloaltonetworks.com/azure-container-instances:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -421912,6 +437777,7 @@ https://unix.stackexchange.com/questions/252744/ss-linux-socket-statistics-utili
   last_checked: 1781736067.920083
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:07.920083+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -421944,6 +437810,7 @@ https://unixarena.com/2022/04/terraform-source-credentials-from-aws-secret-manag
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -421977,6 +437844,7 @@ https://unixarena.com/2025/04/oomkilled-in-kubernetes-the-hidden-memory-leaks-yo
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -422009,6 +437877,7 @@ https://unixetc.co.uk:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -422041,6 +437910,7 @@ https://unixmages.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -422064,13 +437934,14 @@ https://unixmen.com:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: bae6128d2c34581e98bc247a4a8e3d10fc708410baddc1abc6994eed844a5933
   health_score: 100.0
   last_checked: 1779031803.366585
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:03.366585+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -422079,6 +437950,7 @@ https://unixmen.com:
   - docs/linux.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.unixmen.com
 https://unofficial-kubernetes.readthedocs.io:
   title: unofficial-kubernetes.readthedocs.io
   description: ''
@@ -422089,13 +437961,14 @@ https://unofficial-kubernetes.readthedocs.io:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: c08380bdd5699818f37030995383ecf8e122bbb34ebf6a76183751eca060de44
   health_score: 100.0
   last_checked: 1779034097.415782
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:17.415782+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -422104,6 +437977,7 @@ https://unofficial-kubernetes.readthedocs.io:
   - docs/other-awesome-lists.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://unofficial-kubernetes.readthedocs.io/en/latest
 https://unofficial-kubernetes.readthedocs.io/en/latest:
   title: unofficial-kubernetes.readthedocs.io
   description: ''
@@ -422124,6 +437998,7 @@ https://unofficial-kubernetes.readthedocs.io/en/latest:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -422155,6 +438030,7 @@ https://upload.wikimedia.org/wikipedia/commons/9/91/Python_Programming.pdf:
   last_checked: 1779032966.288665
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:26.288665+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -422188,6 +438064,7 @@ https://upper.co:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -422219,6 +438096,7 @@ https://usehooks.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -422252,6 +438130,7 @@ https://users.rust-lang.org/t/anyone-here-go-intellij-vscode/84499:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -422285,6 +438164,7 @@ https://uw-labs.github.io/blog/kubernetes,/multicluster/2021/07/21/kube-semaphor
   last_checked: 1779030084.852608
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:01:24.852608+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -422317,6 +438197,7 @@ https://v1.keptn.sh/docs/quickstart:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -422347,6 +438228,7 @@ https://v1.uncontained.io:
   last_checked: 1779033649.991256
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:49.991256+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -422373,6 +438255,7 @@ https://v1.uncontained.io/playbooks/continuous_delivery/external-jenkins-integra
   last_checked: 1779032534.515266
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:14.515266+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -422405,6 +438288,7 @@ https://v8.dev:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2008-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -422437,6 +438321,7 @@ https://vadosware.io/post/level-one-automated-k8s-deployments-with-gitlab-ci:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -422471,6 +438356,7 @@ https://vadosware.io/post/so-you-need-to-wait-for-some-kubernetes-resources:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -422505,6 +438391,7 @@ https://vadosware.io/post/using-makefiles-and-envsubst-as-an-alternative-to-helm
   last_checked: 1779034173.108482
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:09:33.108482+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -422539,6 +438426,7 @@ https://vaex.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -422570,6 +438458,7 @@ https://vahid.blog/post/2022-05-05-system-design-interview-cheat-sheet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -422600,6 +438489,7 @@ https://vaishnavidontha.hashnode.dev/api-testing-using-postman-part-1:
   last_checked: 1779034238.202967
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:38.202967+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -422623,13 +438513,14 @@ https://vaishnavidontha.hashnode.dev/api-testing-using-postman-part-2:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779030655.096716
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:55.096716+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -422638,6 +438529,7 @@ https://vaishnavidontha.hashnode.dev/api-testing-using-postman-part-2:
   - docs/postman.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://vaishnavidontha.hashnode.dev/api-testing-using-postman-part-1
 https://vaishnavidontha.hashnode.dev/api-testing-using-postman-part-3:
   title: 'vaishnavidontha.hashnode.dev: API Testing using Postman - Part 3'
   description: ''
@@ -422648,13 +438540,14 @@ https://vaishnavidontha.hashnode.dev/api-testing-using-postman-part-3:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779033157.885942
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:37.885942+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -422663,6 +438556,7 @@ https://vaishnavidontha.hashnode.dev/api-testing-using-postman-part-3:
   - docs/postman.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://vaishnavidontha.hashnode.dev/api-testing-using-postman-part-1
 https://valenciaplaza.com/iis-fe-liderara-direccion-cientifica-nodo-central-atlas-imagenes-cancer:
   title: 'valenciaplaza.com: El IIS La Fe liderarΓ‘ la direcciΓ³n cientΓ­fica del Nodo
     Central del Atlas de ImΓ‘genes en CΓ‘ncer'
@@ -422685,6 +438579,7 @@ https://valenciaplaza.com/iis-fe-liderara-direccion-cientifica-nodo-central-atla
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -422718,6 +438613,7 @@ https://valohai.com/blog/llmops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -422750,6 +438646,7 @@ https://valohai.com/blog/llmops:
   last_checked: 1779034405.252348
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:25.252348+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -422784,6 +438681,7 @@ https://vcloud-lab.com/entries/microsoft-azure/-create-azure-key-vault-certifica
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -422819,6 +438717,7 @@ https://vcloud-lab.com/entries/microsoft-azure/-create-azure-key-vault-certifica
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -422855,6 +438754,7 @@ https://vcloud-lab.com/entries/microsoft-azure/get-started-and-configure-with-ce
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -422885,6 +438785,7 @@ https://vectorized.io:
   last_checked: 1779029132.814886
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:32.814886+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -422903,13 +438804,14 @@ https://vectorized.io/blog/open-source:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 7d125b27e487375cfc2008de4bb119d71f72934fdbd81c0e7b100e78436b8f15
   health_score: 100.0
   last_checked: 1779031406.582166
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:26.582166+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -422918,6 +438820,7 @@ https://vectorized.io/blog/open-source:
   - docs/message-queue.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://vectorized.io
 https://veducate.co.uk/kubernetes-pvc-terminating:
   title: 'veducate.co.uk: How to fix in Kubernetes – Deleting a PVC stuck in status''
     β€œTerminating”'
@@ -422938,6 +438841,7 @@ https://veducate.co.uk/kubernetes-pvc-terminating:
   last_checked: 1781736057.345274
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:57.345274+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -422971,6 +438875,7 @@ https://velocity.silverlakesoftware.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -423002,6 +438907,7 @@ https://venkatmatta.com/wp-content/uploads/2016/03/jmeter_distributed_testing_st
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -423025,13 +438931,14 @@ https://venkatmatta.files.wordpress.com/2016/03/jmeter_distributed_testing_step_
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 2faba2304441bb699ddbe964be9b309836889ff044ac6f7e19e240bb670d3d4a
   health_score: 100.0
   last_checked: 1779031548.457669
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:48.457669+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -423040,6 +438947,7 @@ https://venkatmatta.files.wordpress.com/2016/03/jmeter_distributed_testing_step_
   - docs/performance-testing-with-jenkins-and-jmeter.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://venkatmatta.com/wp-content/uploads/2016/03/jmeter_distributed_testing_step_by_step.pdf
 https://venturebeat.com/2020/05/19/microsoft-windows-package-manager-powertoys:
   title: Microsoft debuts Windows Package Manager for your dev environment
   description: ''
@@ -423059,6 +438967,7 @@ https://venturebeat.com/2020/05/19/microsoft-windows-package-manager-powertoys:
   last_checked: 1779032834.816214
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:14.816214+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -423092,6 +439001,7 @@ https://venturebeat.com/2020/05/19/microsoft-windows-terminal-wsl-gpu-support-li
   last_checked: 1779030805.760679
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:25.760679+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -423124,6 +439034,7 @@ https://venturebeat.com/2020/12/22/cloudflare-acquires-linc-to-automate-web-app-
   last_checked: 1779030204.302699
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:24.302699+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -423156,6 +439067,7 @@ https://venturebeat.com/2021/01/22/reflect-brings-automated-no-code-web-testing-
   last_checked: 1779031381.631468
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:01.631468+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -423189,6 +439101,7 @@ https://venturebeat.com/2021/03/23/google-cloud-announces-network-connectivity-c
   last_checked: 1779032644.633795
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:04.633795+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -423222,6 +439135,7 @@ https://venturebeat.com/2021/08/10/how-nirmata-plans-to-conquer-kubernetes-compl
   last_checked: 1779031108.914504
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:28.914504+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -423253,6 +439167,7 @@ https://venturebeat.com/2021/09/17/kubeshop-wants-to-be-a-kubernetes-product-pip
   last_checked: 1779030861.549467
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:21.549467+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -423285,6 +439200,7 @@ https://venturebeat.com/2021/11/03/the-rise-of-kubernetes-and-its-impact-on-ente
   last_checked: 1779029714.758572
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:55:14.758572+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -423317,6 +439233,7 @@ https://venturebeat.com/2021/11/25/amazons-aws-expands-free-egress-data-transfer
   last_checked: 1779030192.597523
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:12.597523+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -423349,6 +439266,7 @@ https://venturebeat.com/2021/11/30/microsoft-launches-fully-managed-azure-load-t
   last_checked: 1779030803.05659
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:23.056590+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -423382,6 +439300,7 @@ https://venturebeat.com/2021/12/03/6-big-kubernetes-container-security-launches-
   last_checked: 1779033507.797907
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:27.797907+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -423413,6 +439332,7 @@ https://venturebeat.com/2021/12/08/red-hat-brings-its-ansible-it-automation-engi
   last_checked: 1779030230.420756
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:50.420756+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -423446,6 +439366,7 @@ https://venturebeat.com/2021/12/14/gitlab-acquires-open-source-observability-dis
   last_checked: 1779033240.41799
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:00.417990+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -423480,6 +439401,7 @@ https://venturebeat.com/2021/12/18/what-log4shell-teaches-us-about-open-source-s
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -423509,6 +439431,7 @@ https://venturebeat.com/2021/12/21/open-source-calendly-alternative-cal-com-prom
   last_checked: 1779032242.923199
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:22.923199+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -423537,6 +439460,7 @@ https://venturebeat.com/2021/12/22/5-ways-the-world-of-it-operations-will-shift-
   last_checked: 1779032036.629785
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:56.629785+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -423569,6 +439493,7 @@ https://venturebeat.com/2021/12/27/kubernetes-security-will-have-a-breakout-year
   last_checked: 1779032282.256411
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:02.256411+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -423602,6 +439527,7 @@ https://venturebeat.com/2022/03/30/garden-io-an-end-to-end-devops-platform-for-k
   last_checked: 1779031442.198642
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:02.198642+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -423634,6 +439560,7 @@ https://venturebeat.com/data-infrastructure/red-hat-gives-an-arm-up-to-openshift
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -423667,6 +439594,7 @@ https://venturebeat.com/datadecisionmakers/cloud-costs-are-unmanageable-its-time
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -423698,6 +439626,7 @@ https://verraes.net/2019/05/ddd-msg-arch:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -423721,13 +439650,14 @@ https://versusmind.eu/blog/dapr-a-serverless-runtime-for-distributed-application
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: ea12e8c7a9a4d17cac4e398ecafb2ca5711ee93f85da6f4147208eb7bb02dde5
   health_score: 100.0
   last_checked: 1779034087.334976
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:07.334976+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -423736,6 +439666,7 @@ https://versusmind.eu/blog/dapr-a-serverless-runtime-for-distributed-application
   - docs/serverless.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://versusmind.eu/dapr-a-serverless-runtime-for-distributed-applications
 https://versusmind.eu/dapr-a-serverless-runtime-for-distributed-applications:
   title: "versusmind.eu: Dapr - a serverless runtime for distributed applications
     \U0001F31F"
@@ -423758,6 +439689,7 @@ https://versusmind.eu/dapr-a-serverless-runtime-for-distributed-applications:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -423780,13 +439712,14 @@ https://vettabase.com/blog/how-slow-is-select:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 68b2c5c29c0dbb53b57c7ba5e965cb9e61ccb70cea5e7b47ac14076d9bc233f3
   health_score: 100.0
   last_checked: 1779030566.378503
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:26.378503+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -423795,6 +439728,7 @@ https://vettabase.com/blog/how-slow-is-select:
   - docs/databases.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://vettabase.com/how-slow-is-select
 https://vettabase.com/how-slow-is-select:
   title: 'vettabase.com: How slow is SELECT * ?'
   description: ''
@@ -423814,6 +439748,7 @@ https://vettabase.com/how-slow-is-select:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -423846,6 +439781,7 @@ https://vfunction.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -423877,6 +439813,7 @@ https://viblo.asia/p/how-to-prevent-out-of-disk-space-when-using-docker-english-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -423909,6 +439846,7 @@ https://victoriametrics.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   geo_region: null
   hierarchy:
@@ -423931,13 +439869,14 @@ https://victoriametrics.com/blog/q2-2024-round-up-victoriametrics-and-victorialo
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779030228.589694
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:48.589694+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -423947,6 +439886,7 @@ https://victoriametrics.com/blog/q2-2024-round-up-victoriametrics-and-victorialo
   - docs/monitoring.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://victoriametrics.com/blog/q2-2024-round-up-victoriametrics-and-victorialogs-updates/index.html
 https://victoriametrics.com/blog/q2-2024-round-up-victoriametrics-and-victorialogs-updates/index.html:
   title: 'victoriametrics.com: Q2 2024 Round Up: VictoriaMetrics & VictoriaLogs Updates'
   description: ''
@@ -423966,6 +439906,7 @@ https://victoriametrics.com/blog/q2-2024-round-up-victoriametrics-and-victorialo
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -423995,6 +439936,7 @@ https://victorops.com/blog/20-top-devops-tools-for-2020:
   last_checked: 1779030440.696532
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:20.696532+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -424013,13 +439955,14 @@ https://victorops.com/blog/source-code-control-trunk-based-development-vs-gitflo
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 09983dae619512a893179eec006fe8ffea88951a050ab28ffa27b07d81bd6c99
   health_score: 100.0
   last_checked: 1779032642.773455
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:02.773455+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -424028,6 +439971,7 @@ https://victorops.com/blog/source-code-control-trunk-based-development-vs-gitflo
   - docs/git.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://victorops.com/blog/20-top-devops-tools-for-2020
 https://victorops.com/blog/sre-vs-devops:
   title: 'victorops.com: SRE vs. DevOps'
   description: ''
@@ -424038,13 +439982,14 @@ https://victorops.com/blog/sre-vs-devops:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779033211.170962
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:31.170962+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -424053,6 +439998,7 @@ https://victorops.com/blog/sre-vs-devops:
   - docs/sre.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://victorops.com/blog/20-top-devops-tools-for-2020
 https://vidhitakher.medium.com/understanding-the-kubernetes-cluster-components-c57cd4af8570:
   title: 'vidhitakher.medium.com: Understanding the Kubernetes cluster components'
   description: ''
@@ -424071,6 +440017,7 @@ https://vidhitakher.medium.com/understanding-the-kubernetes-cluster-components-c
   last_checked: 1779034330.395332
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:10.395332+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -424103,6 +440050,7 @@ https://vik-y.medium.com/an-easier-way-to-auto-remediate-memory-leaks-on-kuberne
   last_checked: 1779034516.784281
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:16.784281+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -424134,6 +440082,7 @@ https://vimal-dwarampudi.medium.com/serverless-architecture-design-on-major-clou
   last_checked: 1779033002.075626
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:02.075626+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -424167,6 +440116,7 @@ https://vimeo.com/516520492:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -424199,6 +440149,7 @@ https://vimeo.com/552276182:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -424229,6 +440180,7 @@ https://vinothecloudone.medium.com/kubernetes-configuration-patterns-101-68cfb7a
   last_checked: 1779031103.019195
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:23.019195+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -424262,6 +440214,7 @@ https://virtualizationreview.com/articles/2020/05/08/cloud-native-dev-survey.asp
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -424293,6 +440246,7 @@ https://vishnu.hashnode.dev/4-types-of-nosql-databases:
   last_checked: 1779031595.844497
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:35.844497+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -424316,13 +440270,14 @@ https://vishnuch.tech/interprocess-communication-in-microservices:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779034507.342854
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:07.342854+02:00'
+  last_ai_eval: null
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@@ -424331,6 +440286,7 @@ https://vishnuch.tech/interprocess-communication-in-microservices:
   - docs/api.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://blog.flatturtle.com
 https://visualstudio.microsoft.com/services/live-share:
   title: "==visualstudio.microsoft.com/services/live-share: Visual Studio Live Share=='
     \U0001F31F"
@@ -424351,6 +440307,7 @@ https://visualstudio.microsoft.com/services/live-share:
   last_checked: 1779029805.19546
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:56:45.195460+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -424375,13 +440332,14 @@ https://visualstudio.microsoft.com/services/visual-studio-codespaces:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:21.007168+02:00'
+  last_ai_eval: null
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@@ -424391,6 +440349,7 @@ https://visualstudio.microsoft.com/services/visual-studio-codespaces:
   - docs/visual-studio.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://github.com/features/codespaces
 https://visualstudiomagazine.com/articles/2020/10/07/bridge-kubernetes.aspx:
   title: 'visualstudiomagazine.com: Bridge to Kubernetes Simplifies Microservice Development''
     in Visual Studio/VS Code'
@@ -424411,6 +440370,7 @@ https://visualstudiomagazine.com/articles/2020/10/07/bridge-kubernetes.aspx:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:29.522847+02:00'
+  last_ai_eval: null
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@@ -424442,6 +440402,7 @@ https://visualstudiomagazine.com/articles/2021/01/29/vs-code-tips.aspx:
   last_checked: 1779030741.949348
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:21.949348+02:00'
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   last_checked: 1779031489.349143
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:49.349143+02:00'
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@@ -424508,6 +440470,7 @@ https://vitalflux.com/devops-architect-interview-questions:
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   needs_ai_refresh: false
   discovered_at: '2026-06-14T12:20:21.994124+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -424606,6 +440571,7 @@ https://vladimir.varank.in/notes/2021/09/making-sense-of-requests-for-cpu-resour
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -424637,6 +440603,7 @@ https://vladmihalcea.com/14-high-performance-java-persistence-tips:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -424668,6 +440635,7 @@ https://vladmihalcea.com/9-postgresql-high-performance-performance-tips:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -424700,6 +440668,7 @@ https://vladmihalcea.com/a-beginners-guide-to-cdc-change-data-capture:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -424732,6 +440701,7 @@ https://vladmihalcea.com/caching-best-practices:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -424763,6 +440733,7 @@ https://vladmihalcea.com/database-multitenancy:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -424795,6 +440766,7 @@ https://vladmihalcea.com/default-database-key-indexing:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -424827,6 +440799,7 @@ https://vladmihalcea.com/how-to-encrypt-and-decrypt-data-with-hibernate:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -424859,6 +440832,7 @@ https://vladmihalcea.com/log-sql-spring-boot:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -424892,6 +440866,7 @@ https://vladmihalcea.com/mysql-json-table:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -424924,6 +440899,7 @@ https://vladmihalcea.com/optimistic-vs-pessimistic-locking:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -424955,6 +440931,7 @@ https://vladmihalcea.com/single-primary-database-replication:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -424987,6 +440964,7 @@ https://vladmihalcea.com/spring-boot-application-properties:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -425018,6 +440996,7 @@ https://vladmihalcea.com/sql-exists:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -425049,6 +441028,7 @@ https://vladmihalcea.com/sql-join-using:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -425081,6 +441061,7 @@ https://vladmihalcea.com/sql-left-join:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -425111,6 +441092,7 @@ https://vladmihalcea.com/testcontainers-database-integration-testing:
   last_checked: 1779031600.37847
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:26:40.378470+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -425139,6 +441121,7 @@ https://vladmihalcea.com/tunnel-localhost-public-internet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -425162,13 +441145,14 @@ https://vmblog.com/archive/2021/10/07/the-rise-of-modern-day-kubernetes-operatio
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779033921.713367
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:21.713367+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -425183,6 +441167,7 @@ https://vmblog.com/archive/2021/10/07/the-rise-of-modern-day-kubernetes-operatio
   - index.md
   - kubernetes.md
   youtube_mosaic: {}
+  duplicate_of: https://vmblog.com/bylines/the-rise-of-modern-day-kubernetes-operations
 https://vscode.dev:
   title: "vscode.dev \U0001F31F"
   description: ''
@@ -425202,6 +441187,7 @@ https://vscode.dev:
   last_checked: 1779031190.71727
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:19:50.717270+02:00'
+  last_ai_eval: null
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@@ -425237,6 +441223,7 @@ https://vscode.github.com:
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:05:22.936644+02:00'
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   hierarchy:
@@ -425263,13 +441250,14 @@ https://vshn.ch/en/blog/a-very-quick-comparison-of-kubernetes-serverless-framewo
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:52.463128+02:00'
+  last_ai_eval: null
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@@ -425278,6 +441266,7 @@ https://vshn.ch/en/blog/a-very-quick-comparison-of-kubernetes-serverless-framewo
   - docs/serverless.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.vshn.ch/en/blog/a-very-quick-comparison-of-kubernetes-serverless-frameworks
 https://vzilla.co.uk/vzilla-blog/gitops-getting-started-with-argocd:
   title: 'vzilla.co.uk: GitOps - Getting started with ArgoCD'
   description: ''
@@ -425297,6 +441286,7 @@ https://vzilla.co.uk/vzilla-blog/gitops-getting-started-with-argocd:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -425327,6 +441317,7 @@ https://walkintocloud.com/index.php/2016/06/04/amazon-aws-certification-preparat
   last_checked: 1779033162.344221
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:42.344221+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -425358,6 +441349,7 @@ https://waltercode.medium.com/understanding-kubernetes-a68bca45c9ce:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:04.692610+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -425391,6 +441383,7 @@ https://wanago.io/2021/12/06/views-postgresql-typeorm:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -425421,6 +441414,7 @@ https://waswani.medium.com/autoscaling-pods-in-kubernetes-37d05000c41:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:51.442386+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -425454,6 +441448,7 @@ https://waswani.medium.com/microservices-data-sharing-using-database-an-antipatt
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:05.856162+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -425488,6 +441483,7 @@ https://wbhegedus.me/running-podman-on-wsl2:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -425523,6 +441519,7 @@ https://wbhegedus.me/understanding-kubernetes-cpu-limits:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -425554,6 +441551,7 @@ https://wblinks.com/notes/aws-tips-i-wish-id-known-before-i-started:
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   needs_ai_refresh: false
   discovered_at: '2014-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -425584,6 +441582,7 @@ https://web-check.xyz:
   last_checked: 1779030028.749302
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   discovered_at: '2026-05-17T17:00:28.749302+02:00'
+  last_ai_eval: null
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@@ -425618,6 +441617,7 @@ https://web.archive.org/web/20160716182152/http://cloudacademy.com/blog/cloud-co
   last_checked: 1779034480.5537
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:14:40.553700+02:00'
+  last_ai_eval: null
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@@ -425651,6 +441651,7 @@ https://web.archive.org/web/20160716182152/http://cloudacademy.com/blog/cloud-co
   last_checked: 1780352730.20753
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:25:30.207530+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -425692,6 +441693,7 @@ https://web.dev/explore/react:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -425703,6 +441705,7 @@ https://web.dev/explore/react:
   v1_locations: []
   v2_locations:
   - react.md
+  - javascript.md
   youtube_mosaic: {}
 https://webhookrelay.com/blog/2017/11/23/github-jenkins-guide:
   title: "webhookrelay.com: Receive Github webhooks on Jenkins without public IP \U0001F31F"
@@ -425714,13 +441717,14 @@ https://webhookrelay.com/blog/2017/11/23/github-jenkins-guide:
   resource_type: null
   complexity: null
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-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T18:01:11.766587+02:00'
+  last_ai_eval: null
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@@ -425729,6 +441733,7 @@ https://webhookrelay.com/blog/2017/11/23/github-jenkins-guide:
   - docs/jenkins.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://webhookrelay.com/blog/github-jenkins-guide
 https://webhookrelay.com/blog/github-jenkins-guide:
   title: "webhookrelay.com: Receive Github webhooks on Jenkins without public IP \U0001F31F"
   description: ''
@@ -425748,6 +441753,7 @@ https://webhookrelay.com/blog/github-jenkins-guide:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -425780,6 +441786,7 @@ https://webhooks.app:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -425810,6 +441817,7 @@ https://webpagetest.org:
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   discovered_at: '2026-05-17T16:53:48.931141+02:00'
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@@ -425842,6 +441850,7 @@ https://website.vcluster.com/blog/a-complete-guide-to-kubernetes-cost-optimizati
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -425873,6 +441882,7 @@ https://website.vcluster.com/blog/kubernetes-development-environments-a-comparis
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -425906,6 +441916,7 @@ https://website.vcluster.com/blog/kubernetes-multi-tenancy-10-essential-consider
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -425937,6 +441948,7 @@ https://website.vcluster.com/blog/kubernetes-readiness-probes-examples-and-commo
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -425969,6 +441981,7 @@ https://websitesetup.org/python-cheat-sheet:
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -425999,6 +442012,7 @@ https://wecloudpro.com/2020/01/13/kube-autp-aws.html:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:43.731644+02:00'
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@@ -426022,13 +442036,14 @@ https://weekly.tf:
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-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T18:05:43.328612+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -426037,6 +442052,7 @@ https://weekly.tf:
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.weekly.tf
 https://wheel.readthedocs.io/en/stable:
   title: wheel replaces Python's eggs
   description: ''
@@ -426057,6 +442073,7 @@ https://wheel.readthedocs.io/en/stable:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -426079,13 +442096,14 @@ https://wheel.readthedocs.org:
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-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T18:12:11.012886+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -426094,6 +442112,7 @@ https://wheel.readthedocs.org:
   - docs/python.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://wheel.readthedocs.io/en/stable
 https://whyk8s.substack.com/p/why-networkpolicies:
   title: 'whyk8s.substack.com: Why NetworkPolicies?'
   description: ''
@@ -426112,6 +442131,7 @@ https://whyk8s.substack.com/p/why-networkpolicies:
   last_checked: 1779030352.703334
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:52.703334+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -426143,6 +442163,7 @@ https://whyk8s.substack.com/p/why-not-dns:
   last_checked: 1779030851.470002
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:11.470002+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -426174,6 +442195,7 @@ https://whyk8s.substack.com/p/why-services:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:25.268344+02:00'
+  last_ai_eval: null
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@@ -426207,6 +442229,7 @@ https://wideops.com:
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   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -426230,13 +442253,14 @@ https://wideops.com/kubernetes-best-practices-setting-up-health-checks-with-read
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-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T17:25:55.638964+02:00'
+  last_ai_eval: null
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@@ -426245,6 +442269,7 @@ https://wideops.com/kubernetes-best-practices-setting-up-health-checks-with-read
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://wideops.com
 https://wiki.bash-hackers.org:
   title: wiki.bash-hackers.org
   description: ''
@@ -426263,6 +442288,7 @@ https://wiki.bash-hackers.org:
   last_checked: 1779030248.393456
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:08.393456+02:00'
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@@ -426289,13 +442315,14 @@ https://wiki.crdb.io/wiki/spaces/CRDB/pages/73204099/Bors+Merge+Bot:
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   is_microservice: false
-  status: null
+  status: duplicate
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:51:32.818808+02:00'
+  last_ai_eval: null
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@@ -426304,6 +442331,7 @@ https://wiki.crdb.io/wiki/spaces/CRDB/pages/73204099/Bors+Merge+Bot:
   - docs/git.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://id.atlassian.com/login?continue=https%3A%2F%2Fid.atlassian.com%2Fjoin%2Fuser-access%3Fresource%3Dari%253Acloud%253Aconfluence%253A%253Asite%252F9568dfdc-cfdd-4632-a68e-1e18063a3152%26continue%3Dhttps%253A%252F%252Fcockroachlabs.atlassian.net%252Fwiki%252Fspaces%252FCRDB%252Fpages%252F73204099%252FBors%252BMerge%252BBot&application=confluence&orgId=52a68357-cecf-4127-a5ec-32eeac8cf060
 https://wiki.jenkins.io/display/JENKINS/Build+Monitor+Plugin:
   title: Build Monitor Plugin
   description: ''
@@ -426314,13 +442342,14 @@ https://wiki.jenkins.io/display/JENKINS/Build+Monitor+Plugin:
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-  status: null
+  status: duplicate
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+  last_ai_eval: null
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@@ -426329,6 +442358,7 @@ https://wiki.jenkins.io/display/JENKINS/Build+Monitor+Plugin:
   - docs/jenkins.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://plugins.jenkins.io/build-monitor-plugin
 https://wiki.jenkins.io/display/JENKINS/Monitor+Pro+Plugin:
   title: Monitor Pro Plugin
   description: ''
@@ -426339,13 +442369,14 @@ https://wiki.jenkins.io/display/JENKINS/Monitor+Pro+Plugin:
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-  status: null
+  status: duplicate
   addition_method: manual
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   discovered_at: '2026-05-17T17:35:34.662451+02:00'
+  last_ai_eval: null
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@@ -426354,6 +442385,7 @@ https://wiki.jenkins.io/display/JENKINS/Monitor+Pro+Plugin:
   - docs/jenkins.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://plugins.jenkins.io/monitor-pro
 https://wiki.jenkins.io/display/JENKINS/PlasticSCM+MergeBot+plugin:
   title: PlasticSCM MergeBot Jenkins Plugin
   description: ''
@@ -426364,13 +442396,14 @@ https://wiki.jenkins.io/display/JENKINS/PlasticSCM+MergeBot+plugin:
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   is_microservice: false
-  status: null
+  status: duplicate
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   health_score: 100.0
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   discovered_at: '2026-05-17T18:06:16.522026+02:00'
+  last_ai_eval: null
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@@ -426379,6 +442412,7 @@ https://wiki.jenkins.io/display/JENKINS/PlasticSCM+MergeBot+plugin:
   - docs/git.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://plugins.jenkins.io/plasticscm-mergebot
 https://wiki.openjdk.java.net/display/HotSpot/G1GC+Feedback:
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   description: null
@@ -426396,6 +442430,7 @@ https://wiki.openjdk.java.net/display/HotSpot/G1GC+Feedback:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:22.785205+02:00'
+  last_ai_eval: null
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@@ -426421,6 +442456,7 @@ https://wiki.openjdk.java.net/display/shenandoah/Main:
   last_checked: 1779029057.067184
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:17.067184+02:00'
+  last_ai_eval: null
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@@ -426446,6 +442482,7 @@ https://wiki.openjdk.java.net/display/zgc/Main:
   last_checked: 1779033862.703274
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:04:22.703274+02:00'
+  last_ai_eval: null
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@@ -426471,6 +442508,7 @@ https://wiki.openjdk.org/spaces/shenandoah/pages/25002018/Main:
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   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.995640+02:00'
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@@ -426496,6 +442534,7 @@ https://wiki.openjdk.org/spaces/zgc/pages/34668579/Main:
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   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.969531+02:00'
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@@ -426524,6 +442563,7 @@ https://wildfly-swarm.io:
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   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -426546,13 +442586,14 @@ https://wildfly.org:
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-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T18:12:12.731070+02:00'
+  last_ai_eval: null
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@@ -426562,6 +442603,7 @@ https://wildfly.org:
   - docs/java_frameworks.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.wildfly.org
 https://williamlam.com/2020/04/useful-interactive-terminal-and-graphical-ui-tools-for-kubernetes.html:
   title: 'williamlam.com: Useful Interactive Terminal and Graphical UI Tools for Kubernetes'
   description: ''
@@ -426581,6 +442623,7 @@ https://williamlam.com/2020/04/useful-interactive-terminal-and-graphical-ui-tool
   last_checked: 1781736012.929896
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:12.929896+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -426613,6 +442656,7 @@ https://winder.ai/a-comparison-of-serverless-frameworks-for-kubernetes-openfaas-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -426636,13 +442680,14 @@ https://winderresearch.com/a-comparison-of-serverless-frameworks-for-kubernetes-
   resource_type: null
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   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
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   discovered_at: '2026-05-17T16:58:59.199519+02:00'
+  last_ai_eval: null
   company: null
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@@ -426651,6 +442696,7 @@ https://winderresearch.com/a-comparison-of-serverless-frameworks-for-kubernetes-
   - docs/serverless.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://winder.ai/a-comparison-of-serverless-frameworks-for-kubernetes-openfaas-openwhisk-fission-kubeless-and-more
 https://wiprodigital.com/2020/11/10/a-guide-to-enterprise-event-driven-architecture:
   title: 'wiprodigital.com: A Guide to Enterprise Event-Driven Architecture'
   description: ''
@@ -426669,6 +442715,7 @@ https://wiprodigital.com/2020/11/10/a-guide-to-enterprise-event-driven-architect
   last_checked: 1779032293.073506
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:13.073506+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -426702,6 +442749,7 @@ https://wizardzines.com:
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   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -426733,6 +442781,7 @@ https://wizardzines.com/comics/request-headers:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -426765,6 +442814,7 @@ https://wizardzines.com/comics/response-headers:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -426796,6 +442846,7 @@ https://wkrzywiec.medium.com/how-to-deploy-application-on-kubernetes-with-helm-3
   last_checked: 1779031651.959846
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:31.959846+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -426829,6 +442880,7 @@ https://wordpress.com/p2:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -426860,6 +442912,7 @@ https://workers.cloudflare.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -426882,13 +442935,14 @@ https://workshops.aws:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 54afa79a4b27d7657455be5dfb12c3c6dccb1580b6ab07a0ccdcc4aa9d558fb1
   health_score: 100.0
   last_checked: 1779033917.340659
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:17.340659+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -426897,6 +442951,7 @@ https://workshops.aws:
   - docs/aws.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://aws.amazon.com/getting-started/hands-on/cost-optimize-jenkins
 https://worksome.co.uk:
   title: worksome
   description: ''
@@ -426914,6 +442969,7 @@ https://worksome.co.uk:
   last_checked: 1779032421.233539
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:40:21.233539+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -426941,6 +442997,7 @@ https://workspace.google.com/products/meet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -426972,6 +443029,7 @@ https://workspaces.openshift.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -427004,6 +443062,7 @@ https://world.hey.com/joaoqalves/disasters-i-ve-seen-in-a-microservices-world-a9
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -427035,6 +443094,7 @@ https://world.hey.com/sammy.henningsson/another-rest-vs-graphql-comparison-8e835
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -427066,6 +443126,7 @@ https://wpamelia.com/calendly-vs-acuity:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -427097,6 +443158,7 @@ https://wpamelia.com/calendly-vs-doodle:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -427128,6 +443190,7 @@ https://wpamelia.com/calendly-vs-youcanbook-me:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -427159,6 +443222,7 @@ https://writersbyte.com/4-key-python-data-structures-e-very-beginner-must-know:
   last_checked: 1779033713.598786
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:53.598786+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -427190,6 +443254,7 @@ https://writersbyte.com/introduction-to-apis-with-python-fastapi:
   last_checked: 1779032661.733643
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:21.733643+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -427225,6 +443290,7 @@ https://wut.dev/blog/2024/07/05/moving-aws-accounts-within-organization.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -427259,6 +443325,7 @@ https://wut.dev/blog/2024/07/05/moving-aws-accounts-within-organization.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -427293,6 +443360,7 @@ https://www.39digits.com/signed-git-commits-on-wsl2-using-visual-studio-code:
   last_checked: 1779031356.592182
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:22:36.592182+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -427325,6 +443393,7 @@ https://www.3scale.net:
   last_checked: 1779029991.332904
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:51.332904+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -427354,6 +443423,7 @@ https://www.abc.es/economia/ingenieros-devops-pieza-clave-engranaje-digital-empr
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -427387,6 +443457,7 @@ https://www.aboutamazon.com/what-we-do/entertainment:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -427411,13 +443482,14 @@ https://www.aboutamazon.com/what-we-do/entertainment:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779034372.942774
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:52.942774+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -427426,6 +443498,7 @@ https://www.aboutamazon.com/what-we-do/entertainment:
   - docs/aws-spain.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.aboutamazon.es/noticias/aws/la-region-aws-europa-espana-apoya-la-transformacion-digital-en-el-pais
 https://www.aboutamazon.es/noticias/aws/la-region-aws-europa-espana-apoya-la-transformacion-digital-en-el-pais:
   title: 'aboutamazon.es: AWS acelera la apertura de la RegiΓ³n AWS Europa (EspaΓ±a)
     para apoyar la transformaciΓ³n digital de EspaΓ±a'
@@ -427446,6 +443519,7 @@ https://www.aboutamazon.es/noticias/aws/la-region-aws-europa-espana-apoya-la-tra
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -427457,6 +443531,7 @@ https://www.aboutamazon.es/noticias/aws/la-region-aws-europa-espana-apoya-la-tra
   v1_locations: []
   v2_locations:
   - aws-spain.md
+  - aws.md
   youtube_mosaic: {}
 https://www.accurics.com/blog/terrascan-blog/terraform-security-improving-iac-scans-with-terraform-plan-output:
   title: 'accurics.com: Terraform Security: Improving IaC Scans with Terraform Plan''
@@ -427469,13 +443544,14 @@ https://www.accurics.com/blog/terrascan-blog/terraform-security-improving-iac-sc
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 4c171550ab821717a345c93cdfb3bb08bc9363cf999b06529fcbbb3fdd79a465
   health_score: 100.0
   last_checked: 1779033794.894958
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:14.894958+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -427484,6 +443560,7 @@ https://www.accurics.com/blog/terrascan-blog/terraform-security-improving-iac-sc
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.tenable.com/cloud-security/products/cnapp
 https://www.acumen.io/blog/can-kanban-scale-for-teams-of-over-50-developers-when-should-you-consider-moving-to-scrum:
   title: 'acumen.io: Can Kanban scale for teams of over 50 developers? When should''
     you consider moving to Scrum?'
@@ -427504,6 +443581,7 @@ https://www.acumen.io/blog/can-kanban-scale-for-teams-of-over-50-developers-when
   last_checked: 1779034109.463376
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:29.463376+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -427539,6 +443617,7 @@ https://www.adaltas.com/en/2022/09/08/kubernetes-metallb-nginx:
   last_checked: 1779032232.71442
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:37:12.714420+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -427569,6 +443648,7 @@ https://www.addictivetips.com/mac-os/remap-a-windows-keyboard-for-a-mac:
   last_checked: 1779029296.159441
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:48:16.159441+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -427595,6 +443675,7 @@ https://www.addteq.com/blog/2021/03/the-real-difference-between-devops-and-devse
   last_checked: 1779032874.347174
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:54.347174+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -427628,6 +443709,7 @@ https://www.addwebsolution.com/blog/how-kubernetes-helps-businesses-manage-their
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -427650,13 +443732,14 @@ https://www.adictosaltrabajo.com/2016/02/03/como-reducir-el-codigo-repetitivo-co
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: ae51474b4a88924afe6600d47a7c3c4bbbc48fecb932ca8ffea52c181187376a
   health_score: 100.0
   last_checked: 1779033330.750497
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:30.750497+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -427665,6 +443748,7 @@ https://www.adictosaltrabajo.com/2016/02/03/como-reducir-el-codigo-repetitivo-co
   - docs/java_frameworks.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://adictosaltrabajo.com/2016/02/03/como-reducir-el-codigo-repetitivo-con-lombok
 https://www.adictosaltrabajo.com/2018/12/13/spring-boot-war-o-jar-ambos:
   title: 'Spring Boot: ΒΏwar o jar? Ambos'
   description: ''
@@ -427675,13 +443759,14 @@ https://www.adictosaltrabajo.com/2018/12/13/spring-boot-war-o-jar-ambos:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: b6b3a0baa161bf59a7a2d02b2bb5a9444ea40b5c9efe9170a1fc038ec57f3623
   health_score: 100.0
   last_checked: 1779033621.055729
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:21.055729+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -427690,6 +443775,7 @@ https://www.adictosaltrabajo.com/2018/12/13/spring-boot-war-o-jar-ambos:
   - docs/java_frameworks.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://adictosaltrabajo.com/2018/12/13/spring-boot-war-o-jar-ambos
 https://www.adictosaltrabajo.com/2020/12/22/como-crear-y-desplegar-microservicios-con-spring-boot-spring-cloud-netflix-y-docker:
   title: 'adictosaltrabajo.com: CΓ³mo crear y desplegar microservicios con Spring Boot,''
     Spring Cloud Netflix y Docker'
@@ -427701,13 +443787,14 @@ https://www.adictosaltrabajo.com/2020/12/22/como-crear-y-desplegar-microservicio
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 79cb5c64959bd6ccb89b657720aa083aab4d73d79a23b25d7a9126ec3c1111fc
   health_score: 100.0
   last_checked: 1779033790.419303
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:10.419303+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -427716,6 +443803,7 @@ https://www.adictosaltrabajo.com/2020/12/22/como-crear-y-desplegar-microservicio
   - docs/docker.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://adictosaltrabajo.com/2020/12/22/como-crear-y-desplegar-microservicios-con-spring-boot-spring-cloud-netflix-y-docker
 https://www.adictosaltrabajo.com/tutoriales/monitorizacion-y-analisis-de-rendimiento-de-aplicaciones-con-dynatrace:
   title: 'adictosaltrabajo.com: MonitorizaciΓ³n y anΓ‘lisis de rendimiento de aplicaciones''
     con Dynatrace APM'
@@ -427727,13 +443815,14 @@ https://www.adictosaltrabajo.com/tutoriales/monitorizacion-y-analisis-de-rendimi
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 8646d0054143e7a8cb4749d1d5613fd746a1465e2550470ac7ecae4fc342f2f8
   health_score: 100.0
   last_checked: 1779034570.213344
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:10.213344+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -427742,6 +443831,7 @@ https://www.adictosaltrabajo.com/tutoriales/monitorizacion-y-analisis-de-rendimi
   - docs/monitoring.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://adictosaltrabajo.com/2016/10/26/monitorizacion-y-analisis-de-rendimiento-de-aplicaciones-con-dynatrace
 https://www.aelius.com/njh/subnet_sheet.html:
   title: 'aelius.com: subnet sheet'
   description: ''
@@ -427761,6 +443851,7 @@ https://www.aelius.com/njh/subnet_sheet.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -427784,13 +443875,14 @@ https://www.agileconnection.com/article/infrastructure-code-foundation-effective
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779034499.626142
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:59.626142+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -427799,6 +443891,7 @@ https://www.agileconnection.com/article/infrastructure-code-foundation-effective
   - docs/iac.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.stickyminds.com
 https://www.agrenpoint.com/azcli-adscope:
   title: 'agrenpoint.com: Azure AD & Microsoft Graph permission scopes, with Azure
     CLI'
@@ -427821,6 +443914,7 @@ https://www.agrenpoint.com/azcli-adscope:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -427857,6 +443951,7 @@ https://www.ai.engineer/worldsfair/2026:
   last_checked: 1780352424.113367
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:20:24.113367+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -427893,6 +443988,7 @@ https://www.aihr.com/blog/chatgpt-prompts-for-hr:
   last_checked: 1779029948.858792
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:59:08.858792+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -427926,6 +444022,7 @@ https://www.airplane.dev/blog/kubernetes-ephemeral-storage:
   last_checked: 1779030472.961426
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:52.961426+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -427959,6 +444056,7 @@ https://www.ais.com/leaping-into-devsecops-from-devops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -427991,6 +444089,7 @@ https://www.alexdebrie.com/posts/api-gateway-elements:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -428021,6 +444120,7 @@ https://www.alibabacloud.com:
   last_checked: 1779033763.092242
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:43.092242+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -428049,6 +444149,7 @@ https://www.alibabacloud.com/blog/getting-started-with-kubernetes-%7C-deep-dive-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -428080,6 +444181,7 @@ https://www.alibabacloud.com/blog/how-to-create-an-effective-technical-architect
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -428109,6 +444211,7 @@ https://www.alibabacloud.com/en/product/kubernetes?_p_lc=1:
   last_checked: 1779130494.957931
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.957931+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -428134,6 +444237,7 @@ https://www.alibabacloud.com/en?_p_lc=5:
   last_checked: 1779130495.010221
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.010221+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -428158,6 +444262,7 @@ https://www.alibabacloud.com/product/kubernetes:
   last_checked: 1779034462.870298
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:22.870298+02:00'
+  last_ai_eval: null
   company: null
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   youtube_mosaic: {}
+  duplicate_of: https://www.altoros.com/blog/404-page-doesnt-exist
 https://www.amazee.io/blog/post/master-the-fundamentals-of-k8s:
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   discovered_at: '2021-06-01T00:00:00+02:00'
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@@ -428969,6 +445100,7 @@ https://www.ansible.com:
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   discovered_at: '2026-05-17T17:22:17.468094+02:00'
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   discovered_at: '2026-05-17T16:44:34.816568+02:00'
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@@ -429002,6 +445135,7 @@ https://www.ansible.com/automating-business-applications-rest-api:
   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/technologies/management/ansible/application-delivery
 https://www.ansible.com/blog/announcing-the-community-ansible-3.0.0-package:
   title: "ansible.com: Announcing the Community Ansible 3.0.0 Package \U0001F31F"
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   discovered_at: '2026-05-17T17:06:07.243430+02:00'
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   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/channel/open-source-communities
 https://www.ansible.com/blog/announcing-the-red-hat-enterprise-linux-certified-ansible-collection:
   title: "ansible.com: Announcing the Red Hat Enterprise Linux Certified Ansible Collection'
     \U0001F31F"
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   resource_type: null
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   is_microservice: false
-  status: online
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:31.075066+02:00'
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@@ -429053,6 +445190,7 @@ https://www.ansible.com/blog/announcing-the-red-hat-enterprise-linux-certified-a
   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/announcing-the-red-hat-enterprise-linux-certified-ansible-collection
 https://www.ansible.com/blog/ansible-network-resource-modules-deep-dive-on-return-values:
   title: 'ansible.com: Ansible Network Resource Modules: Deep Dive on Return Values'
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   resource_type: null
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   is_microservice: false
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   discovered_at: '2026-05-17T16:47:50.155985+02:00'
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   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/ansible-network-resource-modules-deep-dive-on-return-values
 https://www.ansible.com/blog/ansible-wisdom-and-chatgpt-putting-it-to-the-test:
   title: 'ansible.com: Ansible and ChatGPT: Putting it to the test'
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   resource_type: null
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   is_microservice: false
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:50:19.585425+02:00'
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@@ -429103,6 +445244,7 @@ https://www.ansible.com/blog/ansible-wisdom-and-chatgpt-putting-it-to-the-test:
   - docs/chatgpt.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.ansible.com/blog/announcing-the-community-ansible-3.0.0-package
 https://www.ansible.com/blog/automating-red-hat-satellite-with-ansible:
   title: 'ansible.com: Automating Red Hat Satellite with Ansible'
   description: ''
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   resource_type: null
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   is_microservice: false
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   discovered_at: '2026-05-17T17:02:52.637075+02:00'
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   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/automating-red-hat-satellite-with-ansible
 https://www.ansible.com/blog/automating-security-with-cyberark-and-red-hat-ansible-automation-platform:
   title: 'ansible.com: Automating Security with CyberArk and Red Hat Ansible Automation''
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   resource_type: null
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   is_microservice: false
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:29:15.750359+02:00'
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   - docs/devsecops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/automating-security-with-cyberark-and-red-hat-ansible-automation-platform?sc_cid=7015Y000003t7aWQAQ
 https://www.ansible.com/blog/based-validated-network-content:
   title: 'ansible.com: Fundamentals of Network Automation with Ansible Validated Content''
     using the network.base collection'
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   resource_type: null
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   is_microservice: false
-  status: online
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   discovered_at: '2026-05-17T17:35:57.430422+02:00'
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   hierarchy: []
@@ -429180,6 +445327,7 @@ https://www.ansible.com/blog/based-validated-network-content:
   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/based-validated-network-content
 https://www.ansible.com/blog/creating-custom-rules-for-ansible-lint:
   title: 'ansible.com: Creating Custom Rules for Ansible Lint'
   description: ''
@@ -429190,13 +445338,14 @@ https://www.ansible.com/blog/creating-custom-rules-for-ansible-lint:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:08.411977+02:00'
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@@ -429205,6 +445354,7 @@ https://www.ansible.com/blog/creating-custom-rules-for-ansible-lint:
   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/creating-custom-rules-for-ansible-lint
 https://www.ansible.com/blog/fast-vs-easy-benchmarking-ansible-operators-for-kubernetes:
   title: 'ansible.com: Fast vs Easy: Benchmarking Ansible Operators for Kubernetes'
   description: ''
@@ -429215,13 +445365,14 @@ https://www.ansible.com/blog/fast-vs-easy-benchmarking-ansible-operators-for-kub
   resource_type: null
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   is_microservice: false
-  status: online
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:36.176524+02:00'
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   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/fast-vs-easy-benchmarking-ansible-operators-for-kubernetes
 https://www.ansible.com/blog/introducing-ansible-automation-platform-2:
   title: 'ansible.com: Introducing Ansible Automation Platform 2'
   description: ''
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   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
   last_checked: 1779030296.391839
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   discovered_at: '2026-05-17T17:04:56.391839+02:00'
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@@ -429255,6 +445408,7 @@ https://www.ansible.com/blog/introducing-ansible-automation-platform-2:
   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/introducing-ansible-automation-platform-2
 https://www.ansible.com/blog/kubernetes-meets-event-driven-ansible:
   title: "ansible.com: Kubernetes Meets Event-Driven Ansible \U0001F31F"
   description: ''
@@ -429265,13 +445419,14 @@ https://www.ansible.com/blog/kubernetes-meets-event-driven-ansible:
   resource_type: null
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   is_microservice: false
-  status: online
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   addition_method: manual
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:40.472999+02:00'
+  last_ai_eval: null
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@@ -429280,6 +445435,7 @@ https://www.ansible.com/blog/kubernetes-meets-event-driven-ansible:
   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/kubernetes-meets-event-driven-ansible
 https://www.ansible.com/blog/migrating-the-runbook-a-journey-from-legacy-to-devops:
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   description: null
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   discovered_at: '2026-05-17T17:19:01.012723+02:00'
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   hierarchy: []
@@ -429305,6 +445462,7 @@ https://www.ansible.com/blog/migrating-the-runbook-a-journey-from-legacy-to-devo
   - docs/about.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.ansible.com/blog/announcing-the-community-ansible-3.0.0-package
 https://www.ansible.com/blog/now-available-red-hat-ansible-automation-platform-1.2:
   title: 'ansible.com: Red Hat Ansible Automation Platform 1.2'
   description: ''
@@ -429315,13 +445473,14 @@ https://www.ansible.com/blog/now-available-red-hat-ansible-automation-platform-1
   resource_type: null
   complexity: null
   is_microservice: false
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   health_score: 100.0
   last_checked: 1779031226.68858
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:26.688580+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -429330,6 +445489,7 @@ https://www.ansible.com/blog/now-available-red-hat-ansible-automation-platform-1
   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/now-available-red-hat-ansible-automation-platform-1.2
 https://www.ansible.com/blog/providing-terraform-with-that-ansible-magic:
   title: "==ansible.com: Providing Terraform with that Ansible Magic== \U0001F31F\U0001F31F"
   description: ''
@@ -429347,6 +445507,7 @@ https://www.ansible.com/blog/providing-terraform-with-that-ansible-magic:
   last_checked: 1779033045.320551
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:45.320551+02:00'
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@@ -429365,13 +445526,14 @@ https://www.ansible.com/blog/red-hat-ansible-tower-monitoring-using-prometheus-n
   resource_type: null
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   is_microservice: false
-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T17:41:23.592672+02:00'
+  last_ai_eval: null
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@@ -429380,6 +445542,7 @@ https://www.ansible.com/blog/red-hat-ansible-tower-monitoring-using-prometheus-n
   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.ansible.com/blog/announcing-the-community-ansible-3.0.0-package
 https://www.ansible.com/blog/simplifying-secrets-management-with-cyberark-and-red-hat-ansible-automation-platform:
   title: 'ansible.com: Simplifying secrets management with CyberArk and Red Hat Ansible''
     Automation Platform'
@@ -429391,13 +445554,14 @@ https://www.ansible.com/blog/simplifying-secrets-management-with-cyberark-and-re
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   discovered_at: '2026-05-17T18:09:12.867682+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -429406,6 +445570,7 @@ https://www.ansible.com/blog/simplifying-secrets-management-with-cyberark-and-re
   - docs/devsecops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/simplifying-secrets-management-with-cyberark-and-red-hat-ansible-automation-platform?sc_cid=7015Y000003t7aWQAQ
 https://www.ansible.com/blog/top-10-ansible-blogs-2022:
   title: 'ansible.com: The Top 10 Ansible Blogs of 2022'
   description: ''
@@ -429416,13 +445581,14 @@ https://www.ansible.com/blog/top-10-ansible-blogs-2022:
   resource_type: null
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   is_microservice: false
-  status: online
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   health_score: 100.0
   last_checked: 1779031802.400484
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:02.400484+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -429431,6 +445597,7 @@ https://www.ansible.com/blog/top-10-ansible-blogs-2022:
   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/top-10-ansible-blogs-2022
 https://www.ansible.com/blog/topic/ansible-tower:
   title: ansible.com/blog/topic/ansible-tower
   description: ''
@@ -429441,13 +445608,14 @@ https://www.ansible.com/blog/topic/ansible-tower:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:17:06.054903+02:00'
+  last_ai_eval: null
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@@ -429456,6 +445624,7 @@ https://www.ansible.com/blog/topic/ansible-tower:
   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/channel/red-hat-ansible-automation
 https://www.ansible.com/blog/whats-new-in-ansible-automation-platform-2-automation-content-navigator:
   title: 'ansible.com: What''s new in Ansible Automation Platform 2: automation content''
     navigator'
@@ -429467,13 +445636,14 @@ https://www.ansible.com/blog/whats-new-in-ansible-automation-platform-2-automati
   resource_type: null
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   discovered_at: '2026-05-17T17:39:31.937986+02:00'
+  last_ai_eval: null
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@@ -429482,6 +445652,7 @@ https://www.ansible.com/blog/whats-new-in-ansible-automation-platform-2-automati
   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/whats-new-in-ansible-automation-platform-2-automation-controller
 https://www.ansible.com/blog/whats-new-in-ansible-automation-platform-2-automation-controller:
   title: 'ansible.com: What''s new in Ansible Automation Platform 2: automation controller'
   description: ''
@@ -429492,13 +445663,14 @@ https://www.ansible.com/blog/whats-new-in-ansible-automation-platform-2-automati
   resource_type: null
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-  status: online
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   discovered_at: '2026-05-17T17:00:35.221422+02:00'
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@@ -429507,6 +445679,7 @@ https://www.ansible.com/blog/whats-new-in-ansible-automation-platform-2-automati
   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/whats-new-in-ansible-automation-platform-2-automation-controller
 https://www.ansible.com/hubfs/AnsibleFest%20ATL%20Slide%20Decks/Practical%20Ansible%20Testing%20with%20Molecule.pdf:
   title: 'PDF: Practical Ansible Testing with Molecule'
   description: ''
@@ -429517,13 +445690,14 @@ https://www.ansible.com/hubfs/AnsibleFest%20ATL%20Slide%20Decks/Practical%20Ansi
   resource_type: null
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-  status: null
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   discovered_at: '2026-05-17T17:08:26.930736+02:00'
+  last_ai_eval: null
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@@ -429532,6 +445706,7 @@ https://www.ansible.com/hubfs/AnsibleFest%20ATL%20Slide%20Decks/Practical%20Ansi
   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.ansible.com
 https://www.ansible.com/products/automation-services-catalog:
   title: 'ansible.com: Automation services catalog, the newest addition to the Ansible''
     Automation Platform'
@@ -429543,13 +445718,14 @@ https://www.ansible.com/products/automation-services-catalog:
   resource_type: null
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   is_microservice: false
-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T17:06:30.905528+02:00'
+  last_ai_eval: null
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@@ -429558,6 +445734,7 @@ https://www.ansible.com/products/automation-services-catalog:
   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/technologies/management/ansible
 https://www.ansible.com/products/tower:
   title: Ansible Tower
   description: ''
@@ -429575,6 +445752,7 @@ https://www.ansible.com/products/tower:
   last_checked: 1779032282.468831
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:02.468831+02:00'
+  last_ai_eval: null
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@@ -429600,6 +445778,7 @@ https://www.ansible.com/resources/whitepapers/ansible-in-depth:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:01.800223+02:00'
+  last_ai_eval: null
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@@ -429628,6 +445807,7 @@ https://www.ansiblefordevops.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -429660,6 +445840,7 @@ https://www.ansibleforkubernetes.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -429702,6 +445883,7 @@ https://www.anthropic.com/engineering/how-we-contain-claude:
   last_checked: 1780352544.370655
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:22:24.370655+02:00'
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@@ -429751,6 +445933,7 @@ https://www.anthropic.com/news/anthropic-acquires-stainless:
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   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:15:58.263314+02:00'
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@@ -429796,6 +445979,7 @@ https://www.anthropic.com/news/chris-olah-pope-leo-encyclical:
   last_checked: 1780352561.468464
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:22:41.468464+02:00'
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -429870,6 +446055,7 @@ https://www.anthropic.com/news/series-h:
   last_checked: 1780352705.314657
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:25:05.314657+02:00'
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@@ -429920,6 +446106,7 @@ https://www.anthropic.com/news/widening-conversation-ai:
   last_checked: 1780352272.994106
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:17:52.994106+02:00'
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@@ -429965,6 +446152,7 @@ https://www.anthropic.com/research/glasswing-initial-update:
   last_checked: 1780352404.147713
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:20:04.147713+02:00'
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@@ -430002,6 +446190,7 @@ https://www.apidays.co/api-landscape:
   last_checked: 1779032832.948028
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:12.948028+02:00'
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@@ -430037,6 +446226,7 @@ https://www.apmdigest.com/aiops-itops-1:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -430059,13 +446249,14 @@ https://www.apmdigest.com/aiops-itops-2:
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@@ -430074,6 +446265,7 @@ https://www.apmdigest.com/aiops-itops-2:
   - docs/ai.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.apmdigest.com/aiops-itops-1
 https://www.apmdigest.com/aiops-itops-3:
   title: 'apmdigest.com: What Can AIOps Do For IT Ops? - Part 3'
   description: ''
@@ -430084,13 +446276,14 @@ https://www.apmdigest.com/aiops-itops-3:
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   discovered_at: '2026-05-17T17:21:06.823898+02:00'
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@@ -430099,6 +446292,7 @@ https://www.apmdigest.com/aiops-itops-3:
   - docs/ai.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.apmdigest.com/aiops-itops-1
 https://www.apmdigest.com/aiops-itops-4:
   title: 'apmdigest.com: What Can AIOps Do For IT Ops? - Part 4'
   description: ''
@@ -430109,13 +446303,14 @@ https://www.apmdigest.com/aiops-itops-4:
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@@ -430124,6 +446319,7 @@ https://www.apmdigest.com/aiops-itops-4:
   - docs/ai.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.apmdigest.com/aiops-itops-1
 https://www.apmdigest.com/aiops-itops-5:
   title: 'apmdigest.com: What Can AIOps Do For IT Ops? - Part 5'
   description: ''
@@ -430134,13 +446330,14 @@ https://www.apmdigest.com/aiops-itops-5:
   resource_type: null
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   is_microservice: false
-  status: null
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@@ -430149,6 +446346,7 @@ https://www.apmdigest.com/aiops-itops-5:
   - docs/ai.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.apmdigest.com/aiops-itops-1
 https://www.appdynamics.com:
   title: "AppDynamics \U0001F31F"
   description: ''
@@ -430166,6 +446364,7 @@ https://www.appdynamics.com:
   last_checked: 1779032244.900785
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   discovered_at: '2026-05-17T17:37:24.900785+02:00'
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@@ -430192,6 +446391,7 @@ https://www.appmeshworkshop.com:
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   discovered_at: '2026-05-17T17:04:10.606084+02:00'
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@@ -430219,6 +446419,7 @@ https://www.appsecengineer.com/courses-collection/kubernetes-policy-management-w
   last_checked: 1779130495.023999
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.023999+02:00'
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@@ -430255,6 +446456,7 @@ https://www.aquasec.com/cloud-native-academy/kubernetes-in-production/kubernetes
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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@@ -430285,6 +446487,7 @@ https://www.aquasec.com/wiki/display/containers/70+Best+Kubernetes+Tutorials:
   last_checked: 1779031776.360069
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:36.360069+02:00'
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@@ -430308,13 +446511,14 @@ https://www.architect.io/blog/2021-02-17/terraform-kubernetes-tutorial:
   resource_type: null
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   is_microservice: false
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@@ -430323,6 +446527,7 @@ https://www.architect.io/blog/2021-02-17/terraform-kubernetes-tutorial:
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://loopholelabs.io
 https://www.ardanlabs.com/blog/2024/02/kubernetes-cpu-limits-go.html:
   title: 'ardanlabs.com: Kubernetes CPU Limits and Go'
   description: ''
@@ -430346,6 +446551,7 @@ https://www.ardanlabs.com/blog/2024/02/kubernetes-cpu-limits-go.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
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@@ -430375,6 +446581,7 @@ https://www.argonaut.dev/blog/optimal-k8s-worker-node-size:
   last_checked: 1779029174.399056
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:14.399056+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -430400,6 +446607,7 @@ https://www.armory.io/blog/build-a-deployment-pipeline-with-spinnaker-on-kuberne
   last_checked: 1779034038.181087
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:18.181087+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -430419,13 +446627,14 @@ https://www.armory.io/blog/git-pull-support-in-spinnaker:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 62e1efcd660811a297e8aa1e45145dd8b8ad5ba20f7ae0dab6d61c55308c9421
   health_score: 100.0
   last_checked: 1779032572.12304
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:52.123040+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -430434,6 +446643,7 @@ https://www.armory.io/blog/git-pull-support-in-spinnaker:
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.armory.io/blog/build-a-deployment-pipeline-with-spinnaker-on-kubernetes
 https://www.armory.io/blog/how-to-set-up-liquibase-in-spinnaker:
   title: 'armory.io: How to Set Up Liquibase in Spinnaker'
   description: ''
@@ -430444,13 +446654,14 @@ https://www.armory.io/blog/how-to-set-up-liquibase-in-spinnaker:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 62e1efcd660811a297e8aa1e45145dd8b8ad5ba20f7ae0dab6d61c55308c9421
   health_score: 100.0
   last_checked: 1779034336.705144
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:16.705144+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -430459,6 +446670,7 @@ https://www.armory.io/blog/how-to-set-up-liquibase-in-spinnaker:
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.armory.io/blog/build-a-deployment-pipeline-with-spinnaker-on-kubernetes
 https://www.armosec.io/blog/cve-2022-24348-argo-kubernetes:
   title: 'armosec.io: CVE 2022-24348 – Argo CD High Severity Vulnerability and its
     impact on Kubernetes'
@@ -430479,6 +446691,7 @@ https://www.armosec.io/blog/cve-2022-24348-argo-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -430512,6 +446725,7 @@ https://www.armosec.io/blog/kubernetes-1-26-everything-you-should-know:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -430544,6 +446758,7 @@ https://www.armosec.io/blog/kubernetes-1-27-release:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -430575,6 +446790,7 @@ https://www.armosec.io/blog/kubernetes-data-storage:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -430606,6 +446822,7 @@ https://www.armosec.io/blog/kubernetes-gateway-api:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -430638,6 +446855,7 @@ https://www.armosec.io/blog/kubernetes-ingress-beginners-guide:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -430671,6 +446889,7 @@ https://www.armosec.io/blog/kubernetes-ingress-security:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -430702,6 +446921,7 @@ https://www.armosec.io/blog/kubernetes-misconfigurations:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -430734,6 +446954,7 @@ https://www.armosec.io/blog/kubernetes-security-best-practices:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -430766,6 +446987,7 @@ https://www.armosec.io/blog/kubernetes-security-frameworks-and-guidance:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -430790,13 +447012,14 @@ https://www.armosec.io/blog/kubernetes-version-1-23-is-out-everything-you-should
   resource_type: Article
   complexity: Medium
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -430809,6 +447032,7 @@ https://www.armosec.io/blog/kubernetes-version-1-23-is-out-everything-you-should
   v2_locations:
   - kubernetes-releases.md
   youtube_mosaic: {}
+  duplicate_of: https://www.armosec.io/blog/kubernetes-1-26-everything-you-should-know
 https://www.armosec.io/blog/kubescape-checks-if-kubernetes-exposed-to-k8s-symlink-vulnerability-cve202125741:
   title: 'armosec.io: Use Kubescape to check if your Kubernetes clusters are exposed''
     to the latest K8s Symlink vulnerability (CVE-2021-25741)'
@@ -430827,6 +447051,7 @@ https://www.armosec.io/blog/kubescape-checks-if-kubernetes-exposed-to-k8s-symlin
   last_checked: 1779031788.960699
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:48.960699+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -430857,6 +447082,7 @@ https://www.armosec.io/blog/nsa-cisa-kubernetes-hardening-guide:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -430889,6 +447115,7 @@ https://www.armosec.io/blog/secure-kubernetes-deployment:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -430920,6 +447147,7 @@ https://www.armosec.io/blog/which-managed-kubernetes-is-right-for-me:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -430950,6 +447178,7 @@ https://www.armosec.io/cve-vulnerability-database:
   last_checked: 1779130494.950947
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.950947+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -430984,6 +447213,7 @@ https://www.arnaudlheureux.io/2020/10/02/migrating-azure-caf-landing-zones-on-te
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -431016,6 +447246,7 @@ https://www.around25.com/blog/horizontal-pod-autoscaler-in-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -431045,6 +447276,7 @@ https://www.arresteddevops.com:
   last_checked: 1779034295.421426
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:11:35.421426+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -431074,6 +447306,7 @@ https://www.arrikto.com/blog/what-is-data-as-code:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -431106,6 +447339,7 @@ https://www.arsouyes.org/articles/2021/2021-06-21_PKCS_pem_der_key_crt:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -431129,13 +447363,14 @@ https://www.arsouyes.org/en/blog/2021/2021-06-21_PKCS_pem_der_key_crt:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: e65e002b7a89aaa1f48699f093b78c8c612d3472f5814b9ba50c1cb66d27447f
   health_score: 100.0
   last_checked: 1779034263.485548
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:03.485548+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -431144,6 +447379,7 @@ https://www.arsouyes.org/en/blog/2021/2021-06-21_PKCS_pem_der_key_crt:
   - docs/devsecops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.arsouyes.org/articles/2021/2021-06-21_PKCS_pem_der_key_crt
 https://www.arthurkoziel.com/validate-helm-chart-values-with-json-schemas:
   title: "Helm 3: Validating Helm Chart Values with JSON Schemas \U0001F31F"
   description: ''
@@ -431164,6 +447400,7 @@ https://www.arthurkoziel.com/validate-helm-chart-values-with-json-schemas:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -431187,13 +447424,14 @@ https://www.ashishtechmill.com/cicd-workflow-for-spring-boot-application-on-kube
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855
   health_score: 100.0
   last_checked: 1779130495.001209
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.001209+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -431202,6 +447440,7 @@ https://www.ashishtechmill.com/cicd-workflow-for-spring-boot-application-on-kube
   - docs/scaffolding.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://ashishtechmill.com/cicd-workflow-for-spring-boot-application-on-kubernetes-via-skaffold
 https://www.ashishtechmill.com/demystifying-google-container-tool-jib-java-image-builder:
   title: 'ashishtechmill.com: Demystifying Google Container Tool Jib: Java Image Builder'
   description: ''
@@ -431221,6 +447460,7 @@ https://www.ashishtechmill.com/demystifying-google-container-tool-jib-java-image
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -431253,6 +447493,7 @@ https://www.askamanager.org/2022/01/the-new-hire-who-showed-up-is-not-the-same-p
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -431282,6 +447523,7 @@ https://www.asklorem.com:
   last_checked: 1779034507.292807
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:07.292807+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -431310,6 +447552,7 @@ https://www.astronomer.io/docs/learn/dynamically-generating-dags:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -431343,6 +447586,7 @@ https://www.asyncapi.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -431374,6 +447618,7 @@ https://www.asyncapi.com/blog/asyncapi-cloud-events:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -431396,13 +447641,14 @@ https://www.atareao.es/ubuntu/tuneles-ssh:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 76abd3dbe4428dcf9124c523a6b2aaf41a068c31ceb2d1d49ccc786bf6f6e578
   health_score: 100.0
   last_checked: 1779030956.00023
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:56.000230+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -431411,6 +447657,7 @@ https://www.atareao.es/ubuntu/tuneles-ssh:
   - docs/linux.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://atareao.es/ubuntu/tuneles-ssh
 https://www.atlassian.com/agile/kanban/kanban-vs-scrum:
   title: 'atlassian.com: Kanban vs. Scrum'
   description: ''
@@ -431431,6 +447678,7 @@ https://www.atlassian.com/agile/kanban/kanban-vs-scrum:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -431466,6 +447714,7 @@ https://www.atlassian.com/blog/announcements/how-we-cut-pr-cycle-time-with-ai-co
   last_checked: 1780352581.792255
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:23:01.792255+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -431501,6 +447750,7 @@ https://www.atlassian.com/blog/app/bitbucket:
   last_checked: 1779130494.993295
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.993295+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -431546,6 +447796,7 @@ https://www.atlassian.com/blog/artificial-intelligence/research-with-rovo-dev:
   last_checked: 1780352168.173361
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:16:08.173361+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -431594,6 +447845,7 @@ https://www.atlassian.com/blog/atlassian-engineering/rovo-creation-canvas:
   last_checked: 1780401152.31573
   needs_ai_refresh: false
   discovered_at: '2026-06-02T13:52:32.315730+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -431634,6 +447886,7 @@ https://www.atlassian.com/blog/bitbucket/setting-up-a-ci-cd-pipeline-with-spring
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -431669,6 +447922,7 @@ https://www.atlassian.com/blog/company-news/cursor-in-jira:
   last_checked: 1780352302.456769
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:18:22.456769+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -431711,6 +447965,7 @@ https://www.atlassian.com/blog/developer/automating-mutation-coverage-with-ai:
   last_checked: 1780399982.21178
   needs_ai_refresh: false
   discovered_at: '2026-06-02T13:33:02.211780+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -431756,6 +448011,7 @@ https://www.atlassian.com/blog/focus/evolution-of-spm-report:
   last_checked: 1780352138.621976
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:15:38.621976+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -431800,6 +448056,7 @@ https://www.atlassian.com/collections/service/ai-maturity-model:
   last_checked: 1780401702.549065
   needs_ai_refresh: false
   discovered_at: '2026-06-02T14:01:42.549065+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -431840,6 +448097,7 @@ https://www.atlassian.com/continuous-delivery:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -431877,6 +448135,7 @@ https://www.atlassian.com/customers/schaeffler:
   last_checked: 1780352686.744506
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:24:46.744506+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -431916,6 +448175,7 @@ https://www.atlassian.com/git/tutorials/atlassian-git-cheatsheet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -431949,6 +448209,7 @@ https://www.atlassian.com/git/tutorials/comparing-workflows:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -431982,6 +448243,7 @@ https://www.atlassian.com/git/tutorials/comparing-workflows/gitflow-workflow:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -432016,6 +448278,7 @@ https://www.atlassian.com/git/tutorials/gitops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -432039,13 +448302,14 @@ https://www.atlassian.com/remote:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 4caf1ee18e3de029972270ab1b82e7f2e465a3d5cdb9e8f48150b2dcbdc0f558
   health_score: 100.0
   last_checked: 1779034323.028858
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:03.028858+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -432054,6 +448318,7 @@ https://www.atlassian.com/remote:
   - docs/workfromhome.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.atlassian.com/solutions/distributed
 https://www.atlassian.com/software/bamboo:
   title: Bamboo
   description: ''
@@ -432074,6 +448339,7 @@ https://www.atlassian.com/software/bamboo:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -432106,6 +448372,7 @@ https://www.atlassian.com/software/compass:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -432139,6 +448406,7 @@ https://www.atlassian.com/software/confluence:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -432171,6 +448439,7 @@ https://www.atlassian.com/software/jira:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -432204,6 +448473,7 @@ https://www.atlassian.com/software/loom/download:
   last_checked: 1780352292.588483
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:18:12.588483+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -432242,6 +448512,7 @@ https://www.atlassian.com/solutions/distributed:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -432272,6 +448543,7 @@ https://www.atomicjar.com/2021/11/announcing-testcontainers-cloud:
   last_checked: 1779033706.465175
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:01:46.465175+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -432298,6 +448570,7 @@ https://www.augmentedmind.de/2022/02/20/optimize-docker-image-security:
   last_checked: 1779033574.103646
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:34.103646+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -432326,6 +448599,7 @@ https://www.augmentedmind.de/2024/06/12/optimize-docker-image-security:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -432357,6 +448631,7 @@ https://www.autoblog.com/2022/07/25/vw-ceo-herbert-diess-fired-over-cariad-buggy
   last_checked: 1779032050.488797
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:10.488797+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -432389,6 +448664,7 @@ https://www.autodraw.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -432422,6 +448698,7 @@ https://www.autodraw.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -432445,13 +448722,14 @@ https://www.autodraw.com:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 674268664c2f51aa909c010537aa0d6a79f6f47905817895e0b15d3fa83a3c6d
   health_score: 100.0
   last_checked: 1779032286.90304
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:06.903040+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -432460,6 +448738,7 @@ https://www.autodraw.com:
   - docs/freelancing.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.autonomosyemprendedor.es/articulo/finanzas-personales/autonomos-solo-deben-presentar-iva-octubre-mas-obligaciones-tributarias-mes/20210927125637025167.html
 https://www.awsarchitectureblog.com:
   title: AWS Architecture Blog
   description: ''
@@ -432470,13 +448749,14 @@ https://www.awsarchitectureblog.com:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 7636bc3ac95c6807b9ff72686bfd831aa9d1632efcd3a473a652be48ca059235
   health_score: 100.0
   last_checked: 1779030356.46495
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:56.464950+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -432485,6 +448765,7 @@ https://www.awsarchitectureblog.com:
   - docs/aws-architecture.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://aws.amazon.com/blogs/architecture
 https://www.awsgeek.com/Amazon-S3:
   title: awsgeek.com/Amazon-S3
   description: ''
@@ -432505,6 +448786,7 @@ https://www.awsgeek.com/Amazon-S3:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -432535,6 +448817,7 @@ https://www.awsiam.info:
   last_checked: 1779030086.751953
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:26.751953+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -432568,6 +448851,7 @@ https://www.axelmendoza.com/posts/ml-model-deployment:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -432591,13 +448875,14 @@ https://www.axway.com/en/products/api-management/full-lifecycle-api-management:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779033655.364201
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:55.364201+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -432611,6 +448896,7 @@ https://www.axway.com/en/products/api-management/full-lifecycle-api-management:
   v2_locations:
   - developerportals.md
   youtube_mosaic: {}
+  duplicate_of: https://blog.axway.com/learning-center/apis/basics/full-lifecycle-api-management
 https://www.axway.com/en/products/api-management/what-is-api-management:
   title: 'axway.com: What is API Management?'
   description: ''
@@ -432622,13 +448908,14 @@ https://www.axway.com/en/products/api-management/what-is-api-management:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779032134.588719
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:34.588719+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -432642,6 +448929,7 @@ https://www.axway.com/en/products/api-management/what-is-api-management:
   v2_locations:
   - api.md
   youtube_mosaic: {}
+  duplicate_of: https://blog.axway.com/learning-center/apis/api-management/what-is-api-management
 https://www.azurebrains.com:
   title: 'azurebrains.com: Azurebrains'
   description: ''
@@ -432652,13 +448940,14 @@ https://www.azurebrains.com:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 870f5de951e35d0d2eb53179a98987b609a1c56789a026a108a4eef1474f3d92
   health_score: 100.0
   last_checked: 1779032661.924908
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:21.924908+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -432667,6 +448956,7 @@ https://www.azurebrains.com:
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://blog.azurebrains.com
 https://www.azurebrains.com/2021/03/25/despliega-azure-function-terraform-azuredevops:
   title: "azurebrains.com: Despliega tu Azure Function App con Terraform y Azure DevOps'
     \U0001F31F"
@@ -432678,13 +448968,14 @@ https://www.azurebrains.com/2021/03/25/despliega-azure-function-terraform-azured
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 870f5de951e35d0d2eb53179a98987b609a1c56789a026a108a4eef1474f3d92
   health_score: 100.0
   last_checked: 1779034263.258237
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:03.258237+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -432693,6 +448984,7 @@ https://www.azurebrains.com/2021/03/25/despliega-azure-function-terraform-azured
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.azurebrains.com
 https://www.azuredevopslabs.com:
   title: "Azure DevOps Labs \U0001F31F"
   description: ''
@@ -432705,13 +448997,14 @@ https://www.azuredevopslabs.com:
   resource_type: Documentation
   complexity: Beginner
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -432724,6 +449017,7 @@ https://www.azuredevopslabs.com:
   v2_locations:
   - azure.md
   youtube_mosaic: {}
+  duplicate_of: https://azuredevopslabs.com
 https://www.azureviking.com/post/terraform-module-azure-dns-private-resolver:
   title: 'azureviking.com: Terraform module: Azure DNS Private Resolver'
   description: ''
@@ -432734,13 +449028,14 @@ https://www.azureviking.com/post/terraform-module-azure-dns-private-resolver:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: e55f81521fc3094b99e286612c4f34163d99770ac9f5448277d06780f2d8363c
   health_score: 100.0
   last_checked: 1779029465.099683
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:05.099683+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -432749,6 +449044,7 @@ https://www.azureviking.com/post/terraform-module-azure-dns-private-resolver:
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://azureviking.com/post/terraform-module-azure-dns-private-resolver
 https://www.azureviking.com/post/terraform-module-azurerm-alz-subnet:
   title: 'azureviking.com: Terraform Module: azurerm-alz-subnet'
   description: ''
@@ -432759,13 +449055,14 @@ https://www.azureviking.com/post/terraform-module-azurerm-alz-subnet:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 445bc2d342fe9bc68afa6d0d3909fb1d95cbdd1625624b901510faac8899128e
   health_score: 100.0
   last_checked: 1779030989.795268
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:29.795268+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -432774,6 +449071,7 @@ https://www.azureviking.com/post/terraform-module-azurerm-alz-subnet:
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://azureviking.com/post/terraform-module-azurerm-alz-subnet
 https://www.backhub.co:
   title: backhub.co
   description: ''
@@ -432794,6 +449092,7 @@ https://www.backhub.co:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -432825,6 +449124,7 @@ https://www.baculasystems.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -432855,6 +449155,7 @@ https://www.baeldung.com/cs/concurrency-vs-parallelism:
   last_checked: 1779034039.688848
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:19.688848+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -432886,6 +449187,7 @@ https://www.baeldung.com/cs/rest-vs-soap:
   last_checked: 1779034109.42418
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:29.424180+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -432917,6 +449219,7 @@ https://www.baeldung.com/docker-deploy-java-war:
   last_checked: 1779029371.161857
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:31.161857+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -432949,6 +449252,7 @@ https://www.baeldung.com/gatling-jmeter-grinder-comparison:
   last_checked: 1779032181.970481
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:21.970481+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -432980,6 +449284,7 @@ https://www.baeldung.com/java-analyze-thread-dumps:
   last_checked: 1779031425.494726
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:45.494726+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -433011,6 +449316,7 @@ https://www.baeldung.com/java-thread-dump:
   last_checked: 1779031037.233199
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:17.233199+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -433042,6 +449348,7 @@ https://www.baeldung.com/jenkins-and-jmeter:
   last_checked: 1779030407.1258
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:47.125800+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -433073,6 +449380,7 @@ https://www.baeldung.com/jenkins-run-gatling-tests:
   last_checked: 1779033243.374704
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:03.374704+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -433103,6 +449411,7 @@ https://www.baeldung.com/jvm-garbage-collectors:
   last_checked: 1779034450.22462
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:10.224620+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -433129,6 +449438,7 @@ https://www.baeldung.com/kotlin/gradle-dsl:
   last_checked: 1779031398.925547
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:18.925547+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -433161,6 +449471,7 @@ https://www.baeldung.com/kotlin/swagger-spring-rest-api:
   last_checked: 1779031079.700851
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:59.700851+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -433192,6 +449503,7 @@ https://www.baeldung.com/linux/max-threads-per-process:
   last_checked: 1779031739.623429
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:59.623429+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -433223,6 +449535,7 @@ https://www.baeldung.com/maven-convert-to-gradle:
   last_checked: 1779034115.941316
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:35.941316+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -433254,6 +449567,7 @@ https://www.baeldung.com/maven-duplicate-dependencies:
   last_checked: 1779034318.761361
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:58.761361+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -433285,6 +449599,7 @@ https://www.baeldung.com/ops/istio-service-mesh:
   last_checked: 1779032213.157407
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:53.157407+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -433318,6 +449633,7 @@ https://www.baeldung.com/ops/kafka-list-active-brokers-in-cluster:
   last_checked: 1779031464.458439
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:24.458439+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -433349,6 +449665,7 @@ https://www.baeldung.com/ops/kubernetes-lightweight-distributions:
   last_checked: 1779031385.093879
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:05.093879+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -433380,6 +449697,7 @@ https://www.baeldung.com/pub-sub-vs-message-queues:
   last_checked: 1779032216.760306
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:56.760306+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -433413,6 +449731,7 @@ https://www.baeldung.com/spring-boot-deploy-openshift:
   last_checked: 1779032524.564602
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:04.564602+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -433444,6 +449763,7 @@ https://www.baeldung.com/spring-boot-keycloak:
   last_checked: 1779031882.664911
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:22.664911+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -433475,6 +449795,7 @@ https://www.baeldung.com/spring-boot-servlet-containers:
   last_checked: 1779031807.838259
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:07.838259+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -433506,6 +449827,7 @@ https://www.baeldung.com/spring-cloud-config-without-git:
   last_checked: 1779031396.757356
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:16.757356+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -433539,6 +449861,7 @@ https://www.bairesdev.com/join-us:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -433569,6 +449892,7 @@ https://www.base64encode.org:
   last_checked: 1781736180.184556
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:00.184556+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -433605,6 +449929,7 @@ https://www.bbc.com/mundo/vert-cap-37270163:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -433639,6 +449964,7 @@ https://www.bbc.com/mundo/vert-cap-62340757:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -433671,6 +449997,7 @@ https://www.bbc.com/worklife/article/20211022-is-hr-ever-really-your-friend:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -433702,6 +450029,7 @@ https://www.bbc.com/worklife/article/20220104-future-of-work-2022:
   last_checked: null
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@@ -433739,6 +450068,7 @@ https://www.bbva.com/es/devops-que-es-y-como-mejorar-los-procesos-gracias-a-esta
   - docs/devops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.bbva.com/es/innovacion/devops-que-es-y-como-mejorar-los-procesos-gracias-a-esta-estrategia
 https://www.bbva.com/es/innovacion/devops-que-es-y-como-mejorar-los-procesos-gracias-a-esta-estrategia:
   title: 'BBVA - DevOps: quΓ© es y cΓ³mo mejorar los procesos gracias a esta estrategia'
   description: ''
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@@ -433795,6 +450127,7 @@ https://www.bbvaapimarket.com:
   - docs/developerportals.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.bbvaapimarket.com/es
 https://www.bbvaapimarket.com/es:
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   discovered_at: '2026-05-17T17:54:40.478237+02:00'
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   discovered_at: '2026-05-17T17:07:52.935765+02:00'
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:05:53.160221+02:00'
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@@ -433969,6 +450307,7 @@ https://www.besanttechnologies.com/amazon-web-services-relational-database:
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:46:15.458385+02:00'
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@@ -434000,6 +450339,7 @@ https://www.betsol.com/blog/devops-using-jenkins-docker-and-kubernetes:
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@@ -434038,6 +450379,7 @@ https://www.bikeshed.fm:
   - docs/devops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://bikeshed.thoughtbot.com
 https://www.billin.net/blog/como-ser-freelance:
   title: 'billin.net: CΓ³mo ser freelance en EspaΓ±a en 2022'
   description: ''
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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+  last_ai_eval: null
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@@ -434156,6 +450501,7 @@ https://www.bionconsulting.com/blog/kubernetes-network-policies:
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@@ -434193,6 +450540,7 @@ https://www.bionconsulting.com/blog/kubernetes-network-policies-part-2:
   - docs/kubernetes-networking.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.bionconsulting.com/blog/kubernetes-network-policies
 https://www.bitsand.cloud/posts/slashing-data-transfer-costs:
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@@ -434331,6 +450683,7 @@ https://www.blazemeter.com:
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-  status: null
+  status: duplicate
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   v2_locations:
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   youtube_mosaic: {}
+  duplicate_of: https://www.blazemeter.com/blog/continuous-integration-jenkins
 https://www.blazemeter.com/blog/open-source-load-testing-tools-which-one-should-you-use:
   title: 'blazemeter.com: Open Source Load Testing Tools: Which One Should You Use?'
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   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
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   health_score: 100.0
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   v2_locations:
   - performance-testing-with-jenkins-and-jmeter.md
   youtube_mosaic: {}
+  duplicate_of: https://www.blazemeter.com/blog/open-source-load-testing-tools
 https://www.blazemeter.com/blog/top-jenkins-plugins-you-cant-miss-in-2018:
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+  status: duplicate
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   - jenkins.md
   youtube_mosaic: {}
+  duplicate_of: https://www.blazemeter.com/blog
 https://www.bleepingcomputer.com/news/microsoft/windows-11-can-now-install-wsl-from-the-microsoft-store:
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@@ -434819,6 +451189,7 @@ https://www.bmc.com/blogs/devops-ci-cd-metrics:
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   - docs/public-cloud-solutions.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.bundeswirtschaftsministerium.de/Redaktion/EN/Dossier/gaia-x.html
 https://www.bogotobogo.com/Java/tutorials/Spring-Boot/Maven-mvn-command-cheat-sheet.php:
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@@ -435039,6 +451418,7 @@ https://www.botkube.io:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://botkube.io
 https://www.botplayautomation.com:
   title: botplayautomation.com
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@@ -435057,6 +451437,7 @@ https://www.botplayautomation.com:
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   discovered_at: '2026-05-17T16:45:30.542568+02:00'
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:33.501204+02:00'
+  last_ai_eval: null
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@@ -435276,6 +451663,7 @@ https://www.botplayautomation.com/post/types-of-software-testing:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:42.643537+02:00'
+  last_ai_eval: null
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@@ -435308,6 +451696,7 @@ https://www.brainboard.co:
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   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -435339,6 +451728,7 @@ https://www.btw.so/open-source-alternatives:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -435371,6 +451761,7 @@ https://www.buchatech.com/2022/08/a-guide-to-navigating-the-aks-enterprise-docum
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+  last_ai_eval: null
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@@ -435404,6 +451795,7 @@ https://www.bundeswirtschaftsministerium.de/Redaktion/EN/Dossier/gaia-x.html:
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   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -435437,6 +451829,7 @@ https://www.bunnyshell.com/blog/disaster-recovery-devops:
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -435461,13 +451854,14 @@ https://www.bunnyshell.com/blog/gitops-vs-devops:
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   complexity: Beginner
   is_microservice: false
-  status: online
+  status: duplicate
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+  last_ai_eval: null
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@@ -435480,6 +451874,7 @@ https://www.bunnyshell.com/blog/gitops-vs-devops:
   v2_locations:
   - gitops.md
   youtube_mosaic: {}
+  duplicate_of: https://opensource.com/article/21/3/gitops
 https://www.buoyant.io/blog/kubernetes-network-policies-with-cilium-and-linkerd:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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+  last_ai_eval: null
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+  last_ai_eval: null
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+  last_ai_eval: null
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   discovered_at: '2026-06-02T00:22:41.468625+02:00'
+  last_ai_eval: null
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@@ -435697,13 +452098,14 @@ https://www.businessinsider.es/9-factores-repercuten-felicidad-trabajador-352445
   resource_type: null
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-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T18:00:19.425090+02:00'
+  last_ai_eval: null
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@@ -435712,6 +452114,7 @@ https://www.businessinsider.es/9-factores-repercuten-felicidad-trabajador-352445
   - docs/recruitment.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.businessinsider.es/desarrollo-profesional/9-factores-repercuten-felicidad-trabajador-352445
 https://www.businessinsider.es/desarrollo-profesional/9-factores-repercuten-felicidad-trabajador-352445:
   title: 'businessinsider.es: Los 9 factores que mΓ‘s repercuten en la felicidad en
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+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -435799,6 +452204,7 @@ https://www.businessinsider.es/desarrollo-profesional/fin-lealtad-laboral-emplea
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   needs_ai_refresh: false
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+  last_ai_eval: null
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+  last_ai_eval: null
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+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -435955,13 +452365,14 @@ https://www.businessinsider.es/empleados-ya-no-sienten-lealtad-jefes-empleadores
   resource_type: null
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-  status: online
+  status: duplicate
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@@ -435970,6 +452381,7 @@ https://www.businessinsider.es/empleados-ya-no-sienten-lealtad-jefes-empleadores
   - docs/recruitment.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.businessinsider.es/desarrollo-profesional/fin-lealtad-laboral-empleados-ya-no-son-fieles-jefes-1358974
 https://www.businessinsider.es/explicacion-steve-jobs-buenos-empleados-renuncian-1137601:
   title: 'businessinsider.es: La brillante explicaciΓ³n de Steve Jobs sobre por quΓ©''
     los buenos empleados renuncian al trabajo'
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+  status: duplicate
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:14:34.536803+02:00'
+  last_ai_eval: null
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@@ -435996,6 +452409,7 @@ https://www.businessinsider.es/explicacion-steve-jobs-buenos-empleados-renuncian
   - docs/project-management-methodology.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.businessinsider.es/desarrollo-profesional/explicacion-steve-jobs-buenos-empleados-renuncian-trabajo-1137601
 https://www.businessinsider.es/ingenieros-software-estan-aterrorizados-posibilidad-ser-sustituidos-ia-1238112:
   title: 'businessinsider.es: Los ingenieros de software estΓ‘n aterrorizados ante''
     la posibilidad de ser sustituidos por la IA'
@@ -436007,13 +452421,14 @@ https://www.businessinsider.es/ingenieros-software-estan-aterrorizados-posibilid
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:31:05.611586+02:00'
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@@ -436022,6 +452437,7 @@ https://www.businessinsider.es/ingenieros-software-estan-aterrorizados-posibilid
   - docs/ai.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.businessinsider.es/tecnologia/ingenieros-software-estan-aterrorizados-posibilidad-ser-sustituidos-ia-1238112
 https://www.businessinsider.es/menti-mi-cv-conseguir-mejor-trabajo-recomiendo-otros-1226162:
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     pagado y creo que otros deberΓ­an hacer lo mismo'
@@ -436033,13 +452449,14 @@ https://www.businessinsider.es/menti-mi-cv-conseguir-mejor-trabajo-recomiendo-ot
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   discovered_at: '2026-05-17T17:05:23.325030+02:00'
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@@ -436048,6 +452465,7 @@ https://www.businessinsider.es/menti-mi-cv-conseguir-mejor-trabajo-recomiendo-ot
   - docs/recruitment.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.businessinsider.es/desarrollo-profesional/menti-mi-cv-conseguir-mejor-trabajo-recomiendo-otros-1226162
 https://www.businessinsider.es/razon-nunca-consigues-ascender-trabajo-conseguir-mejor-sueldo-970737:
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     que nunca consigas ascender en el trabajo'
@@ -436059,13 +452477,14 @@ https://www.businessinsider.es/razon-nunca-consigues-ascender-trabajo-conseguir-
   resource_type: null
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   discovered_at: '2026-05-17T17:23:45.884068+02:00'
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@@ -436074,6 +452493,7 @@ https://www.businessinsider.es/razon-nunca-consigues-ascender-trabajo-conseguir-
   - docs/project-management-methodology.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.businessinsider.es/desarrollo-profesional/razon-nunca-consigues-ascender-trabajo-conseguir-mejor-sueldo-970737
 https://www.businessinsider.es/tan-dificil-decir-no-jefe-965459:
   title: 'businessinsider.es: "Estoy atrapado en unos hΓ‘bitos poco saludables y me''
     siento abrumado por todo lo que tengo que hacer, ΒΏcΓ³mo puedo aprender a decir
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   - docs/project-management-methodology.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.businessinsider.es/desarrollo-profesional/tan-dificil-decir-no-jefe-965459
 https://www.businessinsider.es/tecnologia/ingenieros-software-estan-aterrorizados-posibilidad-ser-sustituidos-ia-1238112:
   title: 'businessinsider.es: Los ingenieros de software estΓ‘n aterrorizados ante
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   health_score: 100.0
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   - docs/project-management-methodology.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.businessinsider.es/desarrollo-profesional/teletrabajar-perjudica-carrera-profesional-posibles-ascensos-1240782
 https://www.businessinsider.es/uso-chatgpt-50-70-veces-dia-ser-productivo-1228162:
   title: 'businessinsider.es: Uso ChatGPT entre 50 y 70 veces al dΓ­a para todo, desde''
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-  status: online
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   - docs/chatgpt.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.businessinsider.es/tecnologia/uso-chatgpt-50-70-veces-dia-ser-productivo-1228162
 https://www.busybox.net:
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   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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+  last_ai_eval: null
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@@ -436306,6 +452736,7 @@ https://www.c-sharpcorner.com/article/comparing-aws-sql-server-with-azure-sql-da
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+  last_ai_eval: null
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   discovered_at: '2026-05-17T18:06:01.284833+02:00'
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   discovered_at: '2026-05-17T17:26:55.394677+02:00'
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@@ -436401,6 +452834,7 @@ https://www.c-sharpcorner.com/article/top-15-git-commands-with-examples-for-ever
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -436432,6 +452866,7 @@ https://www.c-sharpcorner.com/article/why-and-when-to-use-azure-functions:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -436462,6 +452897,7 @@ https://www.c/blog/top-10-devops-tools:
   last_checked: 1779030711.008857
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   discovered_at: '2026-05-17T17:11:51.008857+02:00'
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+  last_ai_eval: null
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@@ -436528,6 +452965,7 @@ https://www.callicoder.com/scaffolding-your-spring-boot-application:
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   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -436558,6 +452996,7 @@ https://www.canva.com:
   last_checked: 1779033397.947393
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:37.947393+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -436593,6 +453032,7 @@ https://www.canva.dev/blog/engineering/supporting-gpu-accelerated-machine-learni
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -436622,6 +453062,7 @@ https://www.capgemini.com/2016/05/assessing-state-of-your-devops-adoption-use-of
   last_checked: 1779030563.822811
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:23.822811+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -436652,6 +453093,7 @@ https://www.catapultsystems.com/blogs/introducing-the-third-of-three-microsoft-c
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -436683,6 +453125,7 @@ https://www.cbui.dev/every-company-has-an-old-production-aws-account:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -436712,6 +453155,7 @@ https://www.ccohs.ca/oshanswers/ergonomics/shovel.html:
   last_checked: 1780400585.971878
   needs_ai_refresh: false
   discovered_at: '2026-06-02T13:43:05.971878+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -436739,6 +453183,7 @@ https://www.centos.org/cl-vs-cs:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -436771,6 +453216,7 @@ https://www.cequence.ai/blog/owasp-api-security-top-10-from-a-real-world-perspec
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -436803,6 +453249,7 @@ https://www.cerebras.ai:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   geo_region: null
   hierarchy:
@@ -436834,6 +453281,7 @@ https://www.certace.com:
   last_checked: 1779031354.26908
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:34.269080+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -436860,6 +453308,7 @@ https://www.certdepot.net/openshift-free-available-resources:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -436893,6 +453342,7 @@ https://www.chainguard.dev/unchained:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -436915,13 +453365,14 @@ https://www.chakray.com/11-steps-achieving-successful-api-management-strategy:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 201deec95215a4bd310ab77d8a21d95dcb901ca7d774dd6f028315415cc69319
   health_score: 100.0
   last_checked: 1779031736.509523
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:56.509523+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -436930,6 +453381,7 @@ https://www.chakray.com/11-steps-achieving-successful-api-management-strategy:
   - docs/developerportals.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://chakray.com/11-steps-achieving-successful-api-management-strategy
 https://www.chakray.com/api-strategy-how-to-create-an-api-marketplace:
   title: 'chakray.com: API Strategy. How to create an API Marketplace'
   description: ''
@@ -436940,13 +453392,14 @@ https://www.chakray.com/api-strategy-how-to-create-an-api-marketplace:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: d13988fd8cc78bc5225288ce068623aad37d52e78030bd05e82dab2ed8042f15
   health_score: 100.0
   last_checked: 1779029114.453396
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:14.453396+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -436955,6 +453408,7 @@ https://www.chakray.com/api-strategy-how-to-create-an-api-marketplace:
   - docs/developerportals.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://chakray.com/api-strategy-how-to-create-an-api-marketplace
 https://www.chakray.com/es/11-pasos-lograr-estrategia-api-management-exitosa:
   title: 'chakray.com: 11 Pasos para lograr una estrategia API Management exitosa'
   description: ''
@@ -436965,13 +453419,14 @@ https://www.chakray.com/es/11-pasos-lograr-estrategia-api-management-exitosa:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: a8225a67a241f0c1c4c36944ab7caa5003bff9f6f079b186660a94221f768ee3
   health_score: 100.0
   last_checked: 1779031500.835409
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:00.835409+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -436980,6 +453435,7 @@ https://www.chakray.com/es/11-pasos-lograr-estrategia-api-management-exitosa:
   - docs/developerportals.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://chakray.com/es/11-pasos-lograr-estrategia-api-management-exitosa
 https://www.chakray.com/es/por-que-api-lifecycle-management-imprescindible-api-organizacion:
   title: 'chakray.com: Por quΓ© API LIFECYCLE MANAGEMENT es imprescindible para la''
     organizaciΓ³n de APIs'
@@ -436991,13 +453447,14 @@ https://www.chakray.com/es/por-que-api-lifecycle-management-imprescindible-api-o
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 9bc44511eaee09765a469b434e86b06954ad82e554667fe6021c661d7749a540
   health_score: 100.0
   last_checked: 1779033341.035835
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:41.035835+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -437006,6 +453463,7 @@ https://www.chakray.com/es/por-que-api-lifecycle-management-imprescindible-api-o
   - docs/developerportals.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://chakray.com/es/por-que-api-lifecycle-management-imprescindible-api-organizacion
 https://www.chakray.com/why-api-lifecycle-management-is-must-organisation-apis:
   title: 'chakray.com: Why API Lifecycle Management is a MUST for Your Organisation''
     APIs'
@@ -437017,13 +453475,14 @@ https://www.chakray.com/why-api-lifecycle-management-is-must-organisation-apis:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 66ba93f2b57b4e6cba4017af7df4ece9e92fb738d7fc98d788e7a8891831ac86
   health_score: 100.0
   last_checked: 1779034095.678673
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:15.678673+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -437032,6 +453491,7 @@ https://www.chakray.com/why-api-lifecycle-management-is-must-organisation-apis:
   - docs/developerportals.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://chakray.com/why-api-lifecycle-management-is-must-organisation-apis
 https://www.chaossearch.io/blog/essential-devops-tools:
   title: 'chaossearch.io: 9 Essential DevOps Tools for 2021'
   description: ''
@@ -437051,6 +453511,7 @@ https://www.chaossearch.io/blog/essential-devops-tools:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -437082,6 +453543,7 @@ https://www.cheat-sheets.org:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -437104,13 +453566,14 @@ https://www.cheatography.com/mikesac/cheat-sheets/maven:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: d8c16e2641165639ccd2c9f092f0e7ee5a650b3338d6dc58a2d1ce9d1fc61e2c
   health_score: 100.0
   last_checked: 1779030251.884773
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:11.884773+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -437119,6 +453582,7 @@ https://www.cheatography.com/mikesac/cheat-sheets/maven:
   - docs/cheatsheets.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cheatography.com/mikesac/cheat-sheets/maven
 https://www.checklyhq.com:
   title: Checkly
   description: ''
@@ -437139,6 +453603,7 @@ https://www.checklyhq.com:
   last_checked: 1779031735.58241
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:28:55.582410+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -437172,6 +453637,7 @@ https://www.checkov.io:
   last_checked: 1779032683.791875
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:44:43.791875+02:00'
+  last_ai_eval: null
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   geo_region: null
   hierarchy:
@@ -437204,6 +453670,7 @@ https://www.chef.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -437215,6 +453682,7 @@ https://www.chef.io:
   v1_locations: []
   v2_locations:
   - chef.md
+  - ansible.md
   youtube_mosaic: {}
 https://www.chef.io/training/tutorials:
   title: learn.chef.io
@@ -437235,6 +453703,7 @@ https://www.chef.io/training/tutorials:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -437247,6 +453716,7 @@ https://www.chef.io/training/tutorials:
   v1_locations: []
   v2_locations:
   - chef.md
+  - ansible.md
   youtube_mosaic: {}
 https://www.cio.com/article/194093/agile-vs-waterfall-project-methodologies-compared.html:
   title: 'cio.com: Agile vs. waterfall: Project methodologies compared'
@@ -437267,6 +453737,7 @@ https://www.cio.com/article/194093/agile-vs-waterfall-project-methodologies-comp
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -437298,6 +453769,7 @@ https://www.cio.com/article/220351/what-is-noops-the-quest-for-fully-automated-i
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -437320,13 +453792,14 @@ https://www.cio.com/article/3407714/what-is-noops-the-quest-for-fully-automated-
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 6388a5458c9c346b82a92439701a137dd74085e5fd74f7e63eae8a0dc140a332
   health_score: 100.0
   last_checked: 1779033339.378341
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:39.378341+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -437335,6 +453808,7 @@ https://www.cio.com/article/3407714/what-is-noops-the-quest-for-fully-automated-
   - docs/noops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.cio.com/article/220351/what-is-noops-the-quest-for-fully-automated-it-operations.html
 https://www.cio.com/article/350337/make-better-ai-infrastructure-decisions-why-hybrid-cloud-is-a-solid-fit.html:
   title: "cio.com: Make Better AI Infrastructure Decisions: Why Hybrid Cloud is a
     Solid Fit \U0001F31F"
@@ -437357,6 +453831,7 @@ https://www.cio.com/article/350337/make-better-ai-infrastructure-decisions-why-h
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -437379,13 +453854,14 @@ https://www.cio.com/article/3584559/agile-vs-waterfall-project-methodologies-com
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 9e7713838d1303a1ee9ddfc86ad1d161063f0366687fe9dcc935a76aa313533d
   health_score: 100.0
   last_checked: 1779031451.777298
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:11.777298+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -437394,6 +453870,7 @@ https://www.cio.com/article/3584559/agile-vs-waterfall-project-methodologies-com
   - docs/project-management-methodology.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.cio.com/article/194093/agile-vs-waterfall-project-methodologies-compared.html
 https://www.circonus.com/2020/09/guide-to-kubernetes-monitoring-part-1:
   title: 'circonus.com: Guide to Kubernetes Monitoring: Part 1'
   description: '- [circonus.com: Guide to Monitoring Kubernetes, Part 2: Which Metrics
@@ -437415,6 +453892,7 @@ https://www.circonus.com/2020/09/guide-to-kubernetes-monitoring-part-1:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -437441,13 +453919,14 @@ https://www.circonus.com/2020/12/12-critical-kubernetes-health-conditions-you-ne
   resource_type: Article
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -437460,6 +453939,7 @@ https://www.circonus.com/2020/12/12-critical-kubernetes-health-conditions-you-ne
   v2_locations:
   - kubernetes-monitoring.md
   youtube_mosaic: {}
+  duplicate_of: https://thenewstack.io/12-critical-kubernetes-health-conditions-you-need-to-monitor
 ? https://www.circonus.com/2021/01/guide-to-monitoring-kubernetes-part-2-which-metrics-and-health-conditions-you-should-be-monitoring
 : title: 'circonus.com: Guide to Monitoring Kubernetes, Part 2: Which Metrics and''
     Health Conditions You Should be Monitoring'
@@ -437478,6 +453958,7 @@ https://www.circonus.com/2020/12/12-critical-kubernetes-health-conditions-you-ne
   last_checked: 1779031543.733224
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:43.733224+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -437505,6 +453986,7 @@ https://www.circonus.com/2021/04/monitoring-for-success-what-all-sres-need-to-kn
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -437538,6 +454020,7 @@ https://www.cisecurity.org/insights/blog/where-does-zero-trust-begin-and-why-is-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -437570,6 +454053,7 @@ https://www.civo.com/academy:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -437601,6 +454085,7 @@ https://www.civo.com/blog/k8s-vs-k3s:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -437632,6 +454117,7 @@ https://www.civo.com/learn:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -437663,6 +454149,7 @@ https://www.civo.com/learn/deployments-without-yaml-using-ketch:
   last_checked: 1779032576.789804
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:56.789804+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -437690,6 +454177,7 @@ https://www.civo.com/learn/get-up-and-running-with-kubeflow-on-civo-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -437712,13 +454200,14 @@ https://www.civo.com/learn/kubernetes-clusters-using-the-civo-pulumi-provider:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 6f230bb9d36bbfc040e3cad2eabf6f81ba866b26e01d3f3ac480e211911784fa
   health_score: 100.0
   last_checked: 1779033576.973626
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:36.973626+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -437727,6 +454216,7 @@ https://www.civo.com/learn/kubernetes-clusters-using-the-civo-pulumi-provider:
   - docs/pulumi.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.civo.com/learn/deployments-without-yaml-using-ketch
 https://www.claydesk.com/ecampus/google-cloud-app-engine-vs-red-hat:
   title: 'claydesk.com: Google Cloud App Engine Vs Red Hat OpenShift'
   description: ''
@@ -437746,6 +454236,7 @@ https://www.claydesk.com/ecampus/google-cloud-app-engine-vs-red-hat:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -437770,13 +454261,14 @@ https://www.clickittech.com/aws/amazon-ecs-vs-eks:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: abb89343780aace3e960c8d9940b76a5f9aae223a54e661604818e84f28b84cf
   health_score: 100.0
   last_checked: 1779030346.456209
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:46.456209+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -437786,6 +454278,7 @@ https://www.clickittech.com/aws/amazon-ecs-vs-eks:
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.clickittech.com/cloud-services/amazon-ecs-vs-eks
 https://www.clickittech.com/cloud-services/amazon-ecs-vs-eks:
   title: 'clickittech.com: Amazon ECS vs EKS : The Best Container Orchestration Platform'
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@@ -437807,6 +454300,7 @@ https://www.clickittech.com/cloud-services/amazon-ecs-vs-eks:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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   resource_type: Article
   complexity: Advanced
   is_microservice: false
-  status: online
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@@ -437979,6 +454478,7 @@ https://www.clickittech.com/devops/kubernetes-multi-tenancy:
   v2_locations:
   - managed-kubernetes-in-public-cloud.md
   youtube_mosaic: {}
+  duplicate_of: https://faun.pub/kubernetes-multi-tenancy-with-amazon-eks-best-practices-and-considerations-60bfd78c2f9a
 https://www.clickittech.com/devops/microservices-vs-monolith:
   title: "clickittech.com: Microservices vs Monolith \U0001F31F"
   description: ''
@@ -438000,6 +454500,7 @@ https://www.clickittech.com/devops/microservices-vs-monolith:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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   resource_type: Technical Blog
   complexity: Beginner
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: null
   last_checked: null
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   discovered_at: '2021-06-01T00:00:00+02:00'
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@@ -438076,6 +454579,7 @@ https://www.clickittech.com/devops/what-is-gitops:
   v2_locations:
   - gitops.md
   youtube_mosaic: {}
+  duplicate_of: https://devopslearners.com/what-is-gitops-168aac9a2ee
 https://www.clickittech.com/saas/kubernetes-multi-tenancy:
   title: 'clickittech.com: Kubernetes Multi tenancy with Amazon EKS: Best practices''
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   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
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   discovered_at: '2026-05-17T17:18:23.478671+02:00'
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@@ -438102,6 +454607,7 @@ https://www.clickittech.com/saas/kubernetes-multi-tenancy:
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://faun.pub/kubernetes-multi-tenancy-with-amazon-eks-best-practices-and-considerations-60bfd78c2f9a
 https://www.climagic.org:
   title: climagic.org
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2011-06-01T00:00:00+02:00'
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   last_checked: 1779031849.963324
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:49.963324+02:00'
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
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   discovered_at: '2021-06-01T00:00:00+02:00'
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   complexity: null
   is_microservice: false
-  status: online
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@@ -438252,6 +454763,7 @@ https://www.cloudbees.com/blog/13-git-commands-to-know-in-order:
   - docs/git.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.cloudbees.com/blog/git-commit-detailed-tutorial-on-saving-your-code
 https://www.cloudbees.com/blog/apm-tools-jenkins-performance:
   title: "cloudbees.com: Troubleshooting Jenkins Performance: Kubernetes Edition -
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   resource_type: Article
   complexity: Advanced
   is_microservice: true
-  status: online
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   needs_ai_refresh: false
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@@ -438316,6 +454830,7 @@ https://www.cloudbees.com/blog/application-performance-monitoring-tools:
   v2_locations:
   - jenkins.md
   youtube_mosaic: {}
+  duplicate_of: https://www.cloudbees.com/blog/apm-tools-jenkins-performance
 https://www.cloudbees.com/blog/asynchronous-communication:
   title: 'cloudbees.com: How Asynchronous Communication Can Boost Productivity'
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   is_microservice: false
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@@ -438341,6 +454857,7 @@ https://www.cloudbees.com/blog/asynchronous-communication:
   - docs/project-management-methodology.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.cloudbees.com/blog/asynchronous-development
 https://www.cloudbees.com/blog/asynchronous-development:
   title: 'cloudbees.com: How Asynchronous Communication Can Boost Productivity'
   description: ''
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   last_checked: 1779033617.822146
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:00:17.822146+02:00'
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
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   complexity: null
   is_microservice: false
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   discovered_at: '2026-05-17T18:02:39.672566+02:00'
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@@ -438592,6 +455117,7 @@ https://www.cloudbees.com/blog/database-continuous-integration:
   - docs/databases.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.cloudbees.com/blog/beginners-guide-to-continuous-integration-and-deployment
 https://www.cloudbees.com/blog/enterprise-jvm-administration-and-jenkins-performance:
   title: "cloudbees.com: Enterprise JVM Administration and Jenkins Performance \U0001F31F"
   description: ''
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:13.005383+02:00'
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   company: null
   geo_region: null
   hierarchy: []
@@ -438900,6 +455436,7 @@ https://www.cloudbees.com/blog/grow-cd-maturity:
   - docs/git.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.cloudbees.com/blog/how-to-build-the-process-and-culture-behind-using-feature-flags-at-scale
 https://www.cloudbees.com/blog/how-disable-code-developers-production-kill-switch:
   title: "How to Disable Code: The Developer's Production Kill Switch \U0001F31F"
   description: ''
@@ -438919,6 +455456,7 @@ https://www.cloudbees.com/blog/how-disable-code-developers-production-kill-switc
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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   resource_type: null
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   is_microservice: false
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   discovered_at: '2026-05-17T17:49:10.406620+02:00'
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@@ -438988,6 +455528,7 @@ https://www.cloudbees.com/blog/how-speed-software-development-build-test-acceler
   - docs/jenkins.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.cloudbees.com/blog
 https://www.cloudbees.com/blog/how-to-build-the-process-and-culture-behind-using-feature-flags-at-scale:
   title: 'cloudbees.com: How to Grow Continuous Delivery Maturity Using Feature Flags'
   description: ''
@@ -439008,6 +455549,7 @@ https://www.cloudbees.com/blog/how-to-build-the-process-and-culture-behind-using
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
   last_checked: 1779032372.232488
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:32.232488+02:00'
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@@ -439142,6 +455688,7 @@ https://www.cloudbees.com/blog/the-importance-of-feature-flags-in-cicd:
   - docs/git.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.cloudbees.com/blog/how-feature-flags-help-you-put-customers-first
 https://www.cloudbees.com/blog/tips-creating-successful-cicd-pipeline:
   title: "cloudbees.com: 7 Tips for Creating A Successful CI/CD Pipeline \U0001F31F"
   description: ''
@@ -439161,6 +455708,7 @@ https://www.cloudbees.com/blog/tips-creating-successful-cicd-pipeline:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -439205,13 +455753,14 @@ https://www.cloudbees.com/blog/top-10-best-practices-jenkins-pipeline-plugin:
   resource_type: article
   complexity: Advanced
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -439224,6 +455773,7 @@ https://www.cloudbees.com/blog/top-10-best-practices-jenkins-pipeline-plugin:
   v2_locations:
   - jenkins.md
   youtube_mosaic: {}
+  duplicate_of: https://devops.com/top-10-best-practices-for-jenkins-pipeline-plugin
 https://www.cloudbees.com/blog/using-predictive-analytics-to-show-adding-more-people:
   title: 'cloudbees.com: More Isn’t Always Better: Using Predictive Analytics to Show
     Adding More People Doesn’t Always Help'
@@ -439247,6 +455797,7 @@ https://www.cloudbees.com/blog/using-predictive-analytics-to-show-adding-more-pe
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -439279,6 +455830,7 @@ https://www.cloudbees.com/blog/your-jenkins-slow-how-to-fix:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -439311,6 +455863,7 @@ https://www.cloudbees.com/capabilities/continuous-delivery:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -439335,13 +455888,14 @@ https://www.cloudbees.com/case-study/petdesk:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 2910ef1c31381fd3aeffc42831ec26ffc59ecd89cb280d37ca97c60c5a9b5a4a
   health_score: 100.0
   last_checked: 1779031408.709819
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:28.709819+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -439350,6 +455904,7 @@ https://www.cloudbees.com/case-study/petdesk:
   - docs/git.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.cloudbees.com/customers/petdesk
 https://www.cloudbees.com/customers/petdesk:
   title: 'cloudbees.com: Goodbye Sleepless Nights: De-Risking Deployments with Feature
     Flags'
@@ -439371,6 +455926,7 @@ https://www.cloudbees.com/customers/petdesk:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -439398,13 +455954,14 @@ https://www.cloudbees.com/gitops/what-is-gitops:
   resource_type: Technical Blog
   complexity: Beginner
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   geo_region: null
   hierarchy:
@@ -439418,6 +455975,7 @@ https://www.cloudbees.com/gitops/what-is-gitops:
   v2_locations:
   - gitops.md
   youtube_mosaic: {}
+  duplicate_of: https://devopslearners.com/what-is-gitops-168aac9a2ee
 https://www.cloudbees.com/jenkins-x/what-is-jenkins-x:
   title: 'cloudbees.com: what is jenkins-x'
   description: ''
@@ -439428,13 +455986,14 @@ https://www.cloudbees.com/jenkins-x/what-is-jenkins-x:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 8e31b7e8d61fcd30772caeed7a36eb0d9a9b4ba7cf9309e56354e327493ceb60
   health_score: 100.0
   last_checked: 1779033610.30217
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:10.302170+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -439443,6 +456002,7 @@ https://www.cloudbees.com/jenkins-x/what-is-jenkins-x:
   - docs/jenkins-alternatives.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.cloudbees.com/whitepapers/building-cloud-native-apps-painlessly
 https://www.cloudbees.com/products/accelerator/overview:
   title: CloudBees Accelerator
   description: ''
@@ -439453,13 +456013,14 @@ https://www.cloudbees.com/products/accelerator/overview:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 1ab67f70dd0cec9e809d94f5781faa0a2a282610d9735e7acb6959ba1fcc905f
   health_score: 100.0
   last_checked: 1779029365.104268
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:25.104268+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -439468,6 +456029,7 @@ https://www.cloudbees.com/products/accelerator/overview:
   - docs/jenkins.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.cloudbees.com
 https://www.cloudbees.com/products/flow/overview:
   title: Cloudbees Flow
   description: ''
@@ -439478,13 +456040,14 @@ https://www.cloudbees.com/products/flow/overview:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 3754b2c854e303ad043388b3041901437cfc9e4dd7b26ed42f1ab93d6a6ed94f
   health_score: 100.0
   last_checked: 1779033862.346952
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:04:22.346952+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -439494,6 +456057,7 @@ https://www.cloudbees.com/products/flow/overview:
   - docs/jenkins.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.cloudbees.com/capabilities/continuous-delivery
 https://www.cloudbees.com/resource/whitepaper/jenkins-pipeline-plugins:
   title: 'cloudbees.com: Jenkins Pipeline with Plugins'
   description: ''
@@ -439504,13 +456068,14 @@ https://www.cloudbees.com/resource/whitepaper/jenkins-pipeline-plugins:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: fd8ce240c9a8ba84fcc822e134812f61232cb51f06b77871072ec77bce808fd0
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   last_checked: 1779030052.142096
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:52.142096+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -439524,6 +456089,7 @@ https://www.cloudbees.com/resource/whitepaper/jenkins-pipeline-plugins:
     proposed_url: NONE
     reason: 'High-Value Protection: generic_redirect_loss'
     timestamp: '2026-05-18T18:54:54.969856'
+  duplicate_of: https://www.cloudbees.com/whitepapers/jenkins-pipeline-plugins
 https://www.cloudbees.com/videos/jenkins-template-pipeline-devsecops:
   title: 'cloudbees.com: Managing DevSecOps Pipelines at Scale with Jenkins Templating
     Engine'
@@ -439557,6 +456123,7 @@ https://www.cloudbees.com/videos/jenkins-template-pipeline-devsecops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -439589,6 +456156,7 @@ https://www.cloudbees.com/whitepapers/building-cloud-native-apps-painlessly:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -439620,6 +456188,7 @@ https://www.cloudcatalog.dev:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:06.608093+02:00'
+  last_ai_eval: null
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   geo_region: null
   hierarchy:
@@ -439653,6 +456222,7 @@ https://www.cloudcraft.co:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -439685,6 +456255,7 @@ https://www.cloudera.com/blog.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -439716,6 +456287,7 @@ https://www.cloudflare.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -439746,6 +456318,7 @@ https://www.cloudflare.com/learning/serverless/glossary/what-is-edge-computing:
   last_checked: 1779033640.023778
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:40.023778+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -439779,6 +456352,7 @@ https://www.cloudinsidr.com/content/how-to-restore-your-instance-data-from-a-bac
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -439811,6 +456385,7 @@ https://www.cloudnativedeepdive.com/implementing-istio-from-start-to-finish:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -439844,6 +456419,7 @@ https://www.cloudnativedeepdive.com/sharing-a-nvidia-gpu-between-pods-in-kuberne
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -439875,6 +456451,7 @@ https://www.cloudnatively.com/kubernetes-client-tools-overview:
   last_checked: 1779032644.43352
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:04.433520+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -439906,6 +456483,7 @@ https://www.cloudnatively.com/kubernetes-hpa-explanation:
   last_checked: 1779030407.056185
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:47.056185+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -439937,6 +456515,7 @@ https://www.cloudnatively.com/stateful-apps-on-kubernetes:
   last_checked: 1779032181.983671
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:21.983671+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -439969,6 +456548,7 @@ https://www.cloudnowtech.com/blog/kubernetes-vs-serverless-how-do-you-choose:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -440001,6 +456581,7 @@ https://www.cloudops.com/blog/comparing-service-meshes-istio-linkerd-and-consul-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   geo_region: null
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@@ -440033,6 +456614,7 @@ https://www.cloudquery.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -440066,6 +456648,7 @@ https://www.cloudquery.io/blog/announcing-cloudquery-terraform-drift-detection:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -440089,13 +456672,14 @@ https://www.cloudquery.io/blog/open-source-cloud-asset-inventory-with-cloudquery
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 1a4d49b9e69dcae534d1a7cc466241d5f6eb430cf80425d790565313cd8c488a
   health_score: 100.0
   last_checked: 1779034313.635439
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:53.635439+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -440104,6 +456688,7 @@ https://www.cloudquery.io/blog/open-source-cloud-asset-inventory-with-cloudquery
   - docs/cloud-asset-inventory.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.cloudquery.io/learning-center/cloud-asset-management
 https://www.cloudquery.io/learning-center/cloud-asset-management:
   title: 'cloudquery.io: Building an Open-Source Cloud Asset Inventory with CloudQuery
     and Grafana'
@@ -440124,6 +456709,7 @@ https://www.cloudquery.io/learning-center/cloud-asset-management:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -440148,13 +456734,14 @@ https://www.cloudsavvyit.com/10110/how-does-kubernetes-work:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779034282.927857
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:22.927857+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -440168,6 +456755,7 @@ https://www.cloudsavvyit.com/10110/how-does-kubernetes-work:
   v2_locations:
   - kubernetes.md
   youtube_mosaic: {}
+  duplicate_of: https://thenewstack.io/how-does-kubernetes-work
 https://www.cloudsavvyit.com/12277/how-to-use-multi-threaded-processing-in-bash-scripts:
   title: 'cloudsavvyit.com: How to Use Multi-Threaded Processing in Bash Scripts'
   description: ''
@@ -440186,6 +456774,7 @@ https://www.cloudsavvyit.com/12277/how-to-use-multi-threaded-processing-in-bash-
   last_checked: 1779030548.434145
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:08.434145+02:00'
+  last_ai_eval: null
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@@ -440217,6 +456806,7 @@ https://www.cloudsavvyit.com/13024/how-to-run-your-own-kubernetes-cluster-with-m
   last_checked: 1779031220.919299
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:20.919299+02:00'
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@@ -440249,6 +456839,7 @@ https://www.cloudsavvyit.com/13039/how-to-scale-docker-containers-across-servers
   last_checked: 1779031835.057759
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:35.057759+02:00'
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@@ -440281,6 +456872,7 @@ https://www.cloudsavvyit.com/13049/what-is-docker-swarm-mode-and-when-should-you
   last_checked: 1779030836.848314
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:56.848314+02:00'
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@@ -440312,6 +456904,7 @@ https://www.cloudsavvyit.com/13092/is-rocky-linux-the-new-centos:
   last_checked: 1779033745.321763
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:25.321763+02:00'
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@@ -440343,6 +456936,7 @@ https://www.cloudsavvyit.com/13842/how-to-run-phpmyadmin-in-a-docker-container:
   last_checked: 1779032944.419634
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:04.419634+02:00'
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@@ -440374,6 +456968,7 @@ https://www.cloudsavvyit.com/13937/how-to-ssh-into-a-docker-container:
   last_checked: 1779032534.512741
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:14.512741+02:00'
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@@ -440406,6 +457001,7 @@ https://www.cloudsavvyit.com/13987/how-to-use-docker-cp-to-copy-files-between-ho
   last_checked: 1779033817.909863
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:37.909863+02:00'
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@@ -440438,6 +457034,7 @@ https://www.cloudsavvyit.com/14036/how-to-use-git-hooks-for-commit-automation:
   last_checked: 1779034125.906384
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:45.906384+02:00'
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@@ -440470,6 +457067,7 @@ https://www.cloudsavvyit.com/14081/how-to-pass-environment-variables-to-docker-c
   last_checked: 1779031483.91972
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:43.919720+02:00'
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@@ -440501,6 +457099,7 @@ https://www.cloudsavvyit.com/14191/how-to-clean-up-and-delete-docker-images:
   last_checked: 1779030079.178026
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:19.178026+02:00'
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@@ -440533,6 +457132,7 @@ https://www.cloudsavvyit.com/14289/how-to-delete-git-branches-on-local-and-remot
   last_checked: 1779033290.347371
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:50.347371+02:00'
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@@ -440564,6 +457164,7 @@ https://www.cloudsavvyit.com/14508/how-to-assign-a-static-ip-to-a-docker-contain
   last_checked: 1779029350.748809
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:10.748809+02:00'
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@@ -440595,6 +457196,7 @@ https://www.cloudsavvyit.com/14587/how-to-restart-kubernetes-pods-with-kubectl:
   last_checked: 1779029317.115559
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:37.115559+02:00'
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   last_checked: 1779029815.103314
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   discovered_at: '2026-05-17T16:56:55.103314+02:00'
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@@ -440659,6 +457262,7 @@ https://www.cloudsavvyit.com/14663/how-to-inspect-a-docker-images-content-withou
   last_checked: 1779033323.432104
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:23.432104+02:00'
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@@ -440692,6 +457296,7 @@ https://www.cloudsavvyit.com/14690/how-to-get-started-with-devspace-and-rapidly-
   last_checked: 1779031972.124244
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:32:52.124244+02:00'
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@@ -440723,6 +457328,7 @@ https://www.cloudsavvyit.com/14710/how-to-move-changes-to-another-branch-in-git:
   last_checked: 1779034282.94844
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:22.948440+02:00'
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@@ -440754,6 +457360,7 @@ https://www.cloudsavvyit.com/14822/should-you-use-https-or-ssh-for-git:
   last_checked: 1779029698.968581
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   discovered_at: '2026-05-17T16:54:58.968581+02:00'
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@@ -440787,6 +457394,7 @@ https://www.cloudsavvyit.com/14880/whats-the-difference-between-exposing-and-pub
   last_checked: 1779032415.520215
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   discovered_at: '2026-05-17T17:40:15.520215+02:00'
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@@ -440818,6 +457426,7 @@ https://www.cloudsavvyit.com/14890/how-and-why-to-run-docker-inside-docker:
   last_checked: 1779029848.061456
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:57:28.061456+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -440849,6 +457458,7 @@ https://www.cloudsavvyit.com/14973/how-to-add-a-volume-to-an-existing-docker-con
   last_checked: 1779030668.16209
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:08.162090+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -440880,6 +457490,7 @@ https://www.cloudsavvyit.com/15066/how-to-manage-docker-engine-plugins:
   last_checked: 1779034025.283901
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:05.283901+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -440911,6 +457522,7 @@ https://www.cloudsavvyit.com/15124/what-is-prometheus-and-why-is-it-so-popular:
   last_checked: 1779029496.978742
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:36.978742+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -440942,6 +457554,7 @@ https://www.cloudsavvyit.com/15158/10-tools-that-complement-docker:
   last_checked: 1779032693.748667
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:53.748667+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -440975,6 +457588,7 @@ https://www.cloudsavvyit.com/15207/how-to-use-github-actions-to-automate-your-re
   last_checked: 1779031819.612317
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:19.612317+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -441006,6 +457620,7 @@ https://www.cloudsavvyit.com/3233/a-beginners-introduction-to-devops-principles:
   last_checked: 1779030797.553378
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:17.553378+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -441037,6 +457652,7 @@ https://www.cloudsavvyit.com/5414/should-you-run-a-database-in-docker:
   last_checked: 1779032144.510501
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:44.510501+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -441068,6 +457684,7 @@ https://www.cloudsavvyit.com/9033/how-to-use-cron-with-your-docker-containers:
   last_checked: 1779032566.109019
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:46.109019+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -441100,6 +457717,7 @@ https://www.cloudskew.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -441131,6 +457749,7 @@ https://www.cloudtechtwitter.com/2022/04/kubeapiserver.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   geo_region: null
   hierarchy:
@@ -441166,6 +457785,7 @@ https://www.cloudtechtwitter.com/2022/04/kubernetes-quality-of-service-qos-class
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -441197,6 +457817,7 @@ https://www.cloudtechtwitter.com/2022/05/dont-miss-next-article-be-first-to-be.h
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -441228,6 +457849,7 @@ https://www.cloudtechtwitter.com/2022/05/kubernetes-common-commands.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -441260,6 +457882,7 @@ https://www.cloudtechtwitter.com/2022/05/lets-check-about-aws-vs-azure-services.
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -441292,6 +457915,7 @@ https://www.cloudtechtwitter.com/2022/05/pattern-api-gateway-backends-for.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -441324,6 +457948,7 @@ https://www.cloudtechtwitter.com/2022/05/reverse-proxy-vs-forward-proxy.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -441354,6 +457979,7 @@ https://www.cncf.io:
   last_checked: 1779032801.91866
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:41.918660+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -441378,6 +458004,7 @@ https://www.cncf.io/announcements/2022/02/10/cncf-sees-record-kubernetes-and-con
   last_checked: 1779034291.709066
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:31.709066+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -441405,6 +458032,7 @@ https://www.cncf.io/blog/2020/06/16/identifying-kubernetes-config-security-threa
   last_checked: 1781735926.115855
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:46.115855+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -441436,6 +458064,7 @@ https://www.cncf.io/blog/2020/07/17/site-reliability-engineering-sre-101-with-de
   last_checked: 1781736167.580896
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:47.580896+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -441467,6 +458096,7 @@ https://www.cncf.io/blog/2020/07/27/logging-in-kubernetes-efk-vs-plg-stack:
   last_checked: 1781736013.894767
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:13.894767+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -441499,6 +458129,7 @@ https://www.cncf.io/blog/2020/09/11/cncf-end-user-technology-radar-observability
   last_checked: 1781736091.089915
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:31.089915+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -441530,6 +458161,7 @@ https://www.cncf.io/blog/2020/09/15/top-7-challenges-to-becoming-cloud-native:
   last_checked: 1781735960.484205
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:20.484205+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -441562,6 +458194,7 @@ https://www.cncf.io/blog/2020/09/18/5-problems-with-kubernetes-cost-estimation-s
   last_checked: 1781736222.781235
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:42.781235+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -441594,6 +458227,7 @@ https://www.cncf.io/blog/2020/09/22/container-attached-storage-is-cloud-native-s
   last_checked: 1781736037.950153
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:37.950153+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -441625,6 +458259,7 @@ https://www.cncf.io/blog/2020/10/02/kubernetes-operators-101:
   last_checked: 1781736026.278378
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:26.278378+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -441656,6 +458291,7 @@ https://www.cncf.io/blog/2020/10/26/service-mesh-is-still-hard:
   last_checked: 1781736167.580711
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:47.580711+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -441689,6 +458325,7 @@ https://www.cncf.io/blog/2020/11/03/the-need-for-kubernetes-native-messaging-pla
   last_checked: 1781736082.553574
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:22.553574+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -441722,6 +458359,7 @@ https://www.cncf.io/blog/2020/11/12/implementing-gitops-on-kubernetes-using-k3s-
   last_checked: 1781735910.409497
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:30.409497+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -441753,6 +458391,7 @@ https://www.cncf.io/blog/2020/12/11/why-linkerd-doesnt-use-envoy:
   last_checked: 1781736169.368929
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:49.368929+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -441784,6 +458423,7 @@ https://www.cncf.io/blog/2020/12/14/kubernetes-101-an-introduction:
   last_checked: 1781736180.565708
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:00.565708+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -441808,13 +458448,14 @@ https://www.cncf.io/blog/2021/02/25/kubernetes-network-policies-with-cilium-and-
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1781736167.580808
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:47.580808+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -441828,6 +458469,7 @@ https://www.cncf.io/blog/2021/02/25/kubernetes-network-policies-with-cilium-and-
   v2_locations:
   - servicemesh.md
   youtube_mosaic: {}
+  duplicate_of: https://www.buoyant.io/blog/kubernetes-network-policies-with-cilium-and-linkerd
 https://www.cncf.io/blog/2021/03/10/protocol-detection-and-opaque-ports-in-linkerd:
   title: 'cncf.io: Protocol detection and opaque ports in Linkerd'
   description: ''
@@ -441846,6 +458488,7 @@ https://www.cncf.io/blog/2021/03/10/protocol-detection-and-opaque-ports-in-linke
   last_checked: 1781736169.365705
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:49.365705+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -441877,6 +458520,7 @@ https://www.cncf.io/blog/2021/03/16/introduction-to-k3d-run-k3s-in-docker:
   last_checked: 1781736154.204536
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:34.204536+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -441908,6 +458552,7 @@ https://www.cncf.io/blog/2021/03/22/kubernetes-security:
   last_checked: 1781736026.246022
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:26.246022+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -441933,13 +458578,14 @@ https://www.cncf.io/blog/2021/03/23/quick-application-deployments-on-microk8s-us
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779034520.645794
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:20.645794+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -441953,6 +458599,7 @@ https://www.cncf.io/blog/2021/03/23/quick-application-deployments-on-microk8s-us
   v2_locations:
   - helm.md
   youtube_mosaic: {}
+  duplicate_of: https://www.cncf.io/blog/2021/03/23/quick-application-deployments-on-microk8s-using-helm-charts
 https://www.cncf.io/blog/2021/03/24/add-java-agents-to-existing-kubernetes-and-helm-applications-instantly:
   title: 'cncf.io: Add Java Agents to Existing Kubernetes and Helm Applications Instantly'
   description: ''
@@ -441972,6 +458619,7 @@ https://www.cncf.io/blog/2021/03/24/add-java-agents-to-existing-kubernetes-and-h
   last_checked: 1781735952.044077
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:12.044077+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -442003,6 +458651,7 @@ https://www.cncf.io/blog/2021/04/06/cloudformation-vs-terraform-which-is-better:
   last_checked: 1781735960.491805
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:20.491805+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -442034,6 +458683,7 @@ https://www.cncf.io/blog/2021/04/12/simplifying-multi-clusters-in-kubernetes:
   last_checked: 1781736221.537514
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:41.537514+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -442066,6 +458716,7 @@ https://www.cncf.io/blog/2021/04/22/revealing-the-secrets-of-kubernetes-secrets:
   last_checked: 1781736037.924714
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:37.924714+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -442097,6 +458748,7 @@ https://www.cncf.io/blog/2021/04/29/from-distributed-tracing-to-apm-taking-opent
   last_checked: 1781736134.54299
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:14.542990+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -442128,6 +458780,7 @@ https://www.cncf.io/blog/2021/05/10/tools-to-develop-apps-on-kubernetes:
   last_checked: 1781736012.337658
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:12.337658+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -442161,6 +458814,7 @@ https://www.cncf.io/blog/2021/05/10/tools-to-develop-apps-on-kubernetes:
   last_checked: 1781735940.218676
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:00.218676+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -442194,6 +458848,7 @@ https://www.cncf.io/blog/2021/07/01/what-is-fairwinds-polaris-kubernetes-open-so
   last_checked: 1781736046.42079
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:46.420790+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -442227,6 +458882,7 @@ https://www.cncf.io/blog/2021/07/15/networking-with-a-service-mesh-use-cases-bes
   last_checked: 1781736167.783873
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:47.783873+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -442259,6 +458915,7 @@ https://www.cncf.io/blog/2021/07/19/think-grpc-when-you-are-architecting-modern-
   last_checked: 1781735865.723142
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:45.723142+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -442290,6 +458947,7 @@ https://www.cncf.io/blog/2021/07/27/advanced-kubernetes-pod-to-node-scheduling:
   last_checked: 1781736190.834711
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:10.834711+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -442322,6 +458980,7 @@ https://www.cncf.io/blog/2021/08/10/avoiding-kubernetes-cluster-outages-with-syn
   last_checked: 1781736012.24968
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:12.249680+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -442354,6 +459013,7 @@ https://www.cncf.io/blog/2021/08/20/how-to-secure-your-kubernetes-control-plane-
   last_checked: 1781736026.243795
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:26.243795+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -442386,6 +459046,7 @@ https://www.cncf.io/blog/2021/09/24/kubernetes-ingress-grpc-example-with-a-dune-
   last_checked: 1781735910.504755
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:30.504755+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -442417,6 +459078,7 @@ https://www.cncf.io/blog/2021/09/29/automation-is-the-future-of-cloud-cost-optim
   last_checked: 1781735971.075137
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:31.075137+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -442451,6 +459113,7 @@ https://www.cncf.io/blog/2021/10/06/kubernetes-cluster-api-reaches-production-re
   last_checked: 1781736028.268981
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:28.268981+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -442482,6 +459145,7 @@ https://www.cncf.io/blog/2021/10/07/server-side-reconciliation-is-coming:
   last_checked: 1781735941.806847
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:01.806847+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -442514,6 +459178,7 @@ https://www.cncf.io/blog/2021/10/29/how-to-justify-infrastructure-replacement-to
   last_checked: 1781735971.345982
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:31.345982+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -442546,6 +459211,7 @@ https://www.cncf.io/blog/2021/11/16/prometheus-announces-an-agent-to-address-a-n
   last_checked: 1781736133.288578
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:13.288578+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -442578,6 +459244,7 @@ https://www.cncf.io/blog/2021/11/23/how-to-add-observability-to-your-application
   last_checked: 1781736091.083297
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:31.083297+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -442610,6 +459277,7 @@ https://www.cncf.io/blog/2021/12/08/hosted-edge-vs-cloud-the-battle-for-latency-
   last_checked: 1781735938.969667
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:58.969667+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -442641,6 +459309,7 @@ https://www.cncf.io/blog/2022/02/18/introducing-opta-terraform-on-rails:
   last_checked: 1781736236.40713
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:56.407130+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -442671,6 +459340,7 @@ https://www.cncf.io/blog/2022/03/03/an-emerging-job-kubernetes-engineer:
   last_checked: 1779033913.571029
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:13.571029+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -442698,6 +459368,7 @@ https://www.cncf.io/blog/2022/07/01/devops-vs-sre-vs-platform-engineering-the-ga
   last_checked: 1781736167.783793
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:47.783793+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -442722,13 +459393,14 @@ https://www.cncf.io/blog/2022/09/30/how-to-gitops-your-terraform:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1781735939.905838
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:59.905838+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -442742,6 +459414,7 @@ https://www.cncf.io/blog/2022/09/30/how-to-gitops-your-terraform:
   v2_locations:
   - flux.md
   youtube_mosaic: {}
+  duplicate_of: https://fluxcd.io/blog/2022/09/how-to-gitops-your-terraform
 https://www.cncf.io/blog/2022/10/20/kubernetes-best-practice-how-to-correctly-set-resource-requests-and-limits:
   title: 'cncf.io: Kubernetes best practice: How to (correctly) set resource requests''
     and limits'
@@ -442762,6 +459435,7 @@ https://www.cncf.io/blog/2022/10/20/kubernetes-best-practice-how-to-correctly-se
   last_checked: 1781736221.537868
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:41.537868+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -442793,6 +459467,7 @@ https://www.cncf.io/blog/2022/11/04/seven-zero-trust-rules-for-kubernetes:
   last_checked: 1781735924.586757
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:44.586757+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -442825,6 +459500,7 @@ https://www.cncf.io/blog/2023/02/01/monitoring-micro-front-ends-on-kubernetes-wi
   last_checked: 1781736101.619892
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:41.619892+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -442857,6 +459533,7 @@ https://www.cncf.io/blog/2023/03/28/kubernetes-storage-is-complex-but-its-gettin
   last_checked: 1781736037.956305
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:37.956305+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -442888,6 +459565,7 @@ https://www.cncf.io/blog/2025/03/13/kubernetes-troubleshooting-a-step-by-step-gu
   last_checked: 1781736057.562335
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:57.562335+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -442916,13 +459594,14 @@ https://www.cncf.io/certification/ckad:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779031410.239336
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:30.239336+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -442936,6 +459615,7 @@ https://www.cncf.io/certification/ckad:
   v2_locations:
   - kubernetes.md
   youtube_mosaic: {}
+  duplicate_of: https://www.cncf.io/training/certification/ckad
 https://www.cncf.io/certification/software-conformance:
   title: Certified Kubernetes offerings
   description: ''
@@ -442947,13 +459627,14 @@ https://www.cncf.io/certification/software-conformance:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779030499.589966
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:19.589966+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -442970,6 +459651,7 @@ https://www.cncf.io/certification/software-conformance:
   - kubernetes.md
   - rancher.md
   youtube_mosaic: {}
+  duplicate_of: https://www.cncf.io/training/certification/software-conformance
 https://www.cncf.io/kubeweekly:
   title: null
   description: null
@@ -442987,6 +459669,7 @@ https://www.cncf.io/kubeweekly:
   last_checked: 1779029163.328537
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:03.328537+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -443014,6 +459697,7 @@ https://www.cncf.io/phippy/the-childrens-illustrated-guide-to-kubernetes:
   last_checked: 1781736190.454909
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:10.454909+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -443044,6 +459728,7 @@ https://www.cncf.io/reports:
   last_checked: 1779034491.463155
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:51.463155+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -443063,13 +459748,14 @@ https://www.cncf.io/webinars/deploying-kubernetes-to-bare-metal-using-cluster-ap
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779031809.658991
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:09.658991+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -443083,6 +459769,7 @@ https://www.cncf.io/webinars/deploying-kubernetes-to-bare-metal-using-cluster-ap
   v2_locations:
   - kubernetes-on-premise.md
   youtube_mosaic: {}
+  duplicate_of: https://www.cncf.io/online-programs/deploying-kubernetes-to-bare-metal-using-cluster-api
 https://www.cncf.io/wp-content/uploads/2020/03/CNCF_Survey_Report.pdf:
   title: CNCF Survey Report 2019
   description: ''
@@ -443100,6 +459787,7 @@ https://www.cncf.io/wp-content/uploads/2020/03/CNCF_Survey_Report.pdf:
   last_checked: 1779030352.700567
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:52.700567+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -443117,13 +459805,14 @@ https://www.cncf.io/wp-content/uploads/2020/11/CNCF_Survey_Report_2020.pdf:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779029294.344061
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:14.344061+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -443131,6 +459820,7 @@ https://www.cncf.io/wp-content/uploads/2020/11/CNCF_Survey_Report_2020.pdf:
   v1_locations: []
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.cncf.io/wp-content/uploads/2020/03/CNCF_Survey_Report.pdf
 https://www.cncf.io/wp-content/uploads/2021/07/CNCF_Operator_WhitePaper.pdf:
   title: "cncf.io: CNCF Operator White Paper (PDF) \U0001F31F"
   description: ''
@@ -443149,6 +459839,7 @@ https://www.cncf.io/wp-content/uploads/2021/07/CNCF_Operator_WhitePaper.pdf:
   last_checked: 1781736026.579253
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:26.579253+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -443172,13 +459863,14 @@ https://www.cncf.io/wp-content/uploads/2021/12/Q1-2021-State-of-Cloud-Native-dev
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779032080.334326
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:40.334326+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -443186,6 +459878,7 @@ https://www.cncf.io/wp-content/uploads/2021/12/Q1-2021-State-of-Cloud-Native-dev
   v1_locations: []
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.cncf.io/wp-content/uploads/2020/03/CNCF_Survey_Report.pdf
 https://www.cockroachlabs.com/blog/automate-database-ops-with-terraform:
   title: 'cockroachlabs.com: Automated database operations with Terraform'
   description: ''
@@ -443205,6 +459898,7 @@ https://www.cockroachlabs.com/blog/automate-database-ops-with-terraform:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -443245,6 +459939,7 @@ https://www.cockroachlabs.com/blog/cockroachdb-kubernetes-cilium:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -443278,6 +459973,7 @@ https://www.cockroachlabs.com/docs/stable/kubernetes-overview:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -443307,6 +460003,7 @@ https://www.cockroachlabs.com/docs/stable/orchestration.html:
   last_checked: 1779031511.060015
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:11.060015+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -443334,6 +460031,7 @@ https://www.codecademy.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -443367,6 +460065,7 @@ https://www.codecentric.de/en/knowledge-hub/blog/github-actions-nextgen-cicd:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -443399,6 +460098,7 @@ https://www.codementor.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -443430,6 +460130,7 @@ https://www.codementor.io/blog/docker-technology-5x1kilcbow:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -443461,6 +460162,7 @@ https://www.codemotion.com/magazine/backend/nomad-kubernetes-but-without-the-com
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -443483,13 +460185,14 @@ https://www.codemotion.com/magazine/dev-hub/backend-dev/nomad-kubernetes-but-wit
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 8f24357059ed9b745e5edfb3c9f852490dccb6a41f6971670ee139f0eeaaefd8
   health_score: 100.0
   last_checked: 1779030480.341746
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:00.341746+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -443498,6 +460201,7 @@ https://www.codemotion.com/magazine/dev-hub/backend-dev/nomad-kubernetes-but-wit
   - docs/kubernetes-alternatives.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.codemotion.com/magazine/backend/nomad-kubernetes-but-without-the-complexity
 https://www.codeproject.com/Articles/5320647/Making-a-Simple-Data-Pipeline-Part-4-CI-CD-with-Gi:
   title: 'codeproject.com: Making a Simple Data Pipeline Part 4: CI/CD with GitHub
     Actions'
@@ -443518,6 +460222,7 @@ https://www.codeproject.com/Articles/5320647/Making-a-Simple-Data-Pipeline-Part-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -443549,6 +460254,7 @@ https://www.codeproject.com/Tips/5323808/How-To-Create-An-Image-In-Docker-Using-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -443581,6 +460287,7 @@ https://www.codewars.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -443604,13 +460311,14 @@ https://www.codigonuevo.com/sociedad/deberia-adaptarse-sueldo-teletrabajo-lugar-
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: fba05282d863f3ec087f0b4a9ab8e57e3e06ffd8cd9816fefa5fd6f56915c695
   health_score: 100.0
   last_checked: 1779033806.442114
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:26.442114+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -443619,6 +460327,7 @@ https://www.codigonuevo.com/sociedad/deberia-adaptarse-sueldo-teletrabajo-lugar-
   - docs/recruitment.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.codigonuevo.com/yo/deberia-adaptarse-sueldo-teletrabajo-lugar-vivas-AOCN305757
 https://www.codigonuevo.com/yo/deberia-adaptarse-sueldo-teletrabajo-lugar-vivas-AOCN305757:
   title: 'codigonuevo.com: ΒΏDeberΓ­a adaptarse el sueldo del teletrabajo al lugar en
     el que vivas?'
@@ -443641,6 +460350,7 @@ https://www.codigonuevo.com/yo/deberia-adaptarse-sueldo-teletrabajo-lugar-vivas-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -443674,6 +460384,7 @@ https://www.codium.ai/blog/codiumai-powered-by-testgpt-accounces-beta-and-raised
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -443703,6 +460414,7 @@ https://www.cognizant.com/InsightsWhitepapers/Jumpstarting-DevOps-with-Continuou
   last_checked: 1779031645.437256
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:25.437256+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -443721,13 +460433,14 @@ https://www.commandline.ninja:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: d0b686b6c9b479996fe172515e08306917f270011dc4f74f1aa549d7c71ed76b
   health_score: 100.0
   last_checked: 1779032642.946285
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:02.946285+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -443736,6 +460449,7 @@ https://www.commandline.ninja:
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://commandline.ninja
 https://www.commandline.ninja/use-powershell-to-find-windows-svcs-configured-to-run-as-another-user:
   title: 'commandline.ninja: Use Powershell to find windows services configured to''
     run as another user'
@@ -443747,13 +460461,14 @@ https://www.commandline.ninja/use-powershell-to-find-windows-svcs-configured-to-
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 931826ac6eab97112f6394a69f7c16304575d5dfa2f064dc63bdb2389bf02e89
   health_score: 100.0
   last_checked: 1779030439.34674
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:19.346740+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -443762,6 +460477,7 @@ https://www.commandline.ninja/use-powershell-to-find-windows-svcs-configured-to-
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://commandline.ninja/use-powershell-to-find-services-configured-to-run-as-another-user
 https://www.commandline.ninja/video-intro-to-secret-management-with-powershell:
   title: 'commandline.ninja: Video Intro to Secret Management with Powershell'
   description: ''
@@ -443772,13 +460488,14 @@ https://www.commandline.ninja/video-intro-to-secret-management-with-powershell:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: cddaff7fd0ae3455037beaa17d01e9db9b3ceeae4bd5ec01816551d85d10cdf2
   health_score: 100.0
   last_checked: 1779029629.045166
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:49.045166+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -443787,6 +460504,7 @@ https://www.commandline.ninja/video-intro-to-secret-management-with-powershell:
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://commandline.ninja/video-intro-to-secret-management-with-powershell
 https://www.commandlinefu.com:
   title: commandlinefu.com
   description: ''
@@ -443804,6 +460522,7 @@ https://www.commandlinefu.com:
   last_checked: 1779032182.352297
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:22.352297+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -443833,6 +460552,7 @@ https://www.commandlinefu.com/commands/browse:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2008-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -443844,6 +460564,7 @@ https://www.commandlinefu.com/commands/browse:
   v1_locations: []
   v2_locations:
   - cheatsheets.md
+  - linux.md
   youtube_mosaic: {}
 https://www.commandlinefu.com/commands/browse/commands/matching/ssh/c3No/sort-by-votes:
   title: commandlinefu.com/commands/matching/ssh
@@ -443864,6 +460585,7 @@ https://www.commandlinefu.com/commands/browse/commands/matching/ssh/c3No/sort-by
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -443895,6 +460617,7 @@ https://www.commandlinefu.com/commands/browse/commands/view/9116/compare-directo
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -443918,13 +460641,14 @@ https://www.commandlinefu.com/commands/matching/ssh/c3No/sort-by-votes:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 7b6ea9a71be3156e0eed3efdbaa553980135a23d7aaf3ba87085bc8f7aff8a54
   health_score: 100.0
   last_checked: 1779032100.469859
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:00.469859+02:00'
+  last_ai_eval: null
   company: null
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@@ -443933,6 +460657,7 @@ https://www.commandlinefu.com/commands/matching/ssh/c3No/sort-by-votes:
   - docs/linux.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.commandlinefu.com/commands/browse/commands/matching/ssh/c3No/sort-by-votes
 https://www.commandlinefu.com/commands/view/17656/pip-install-into-current-directory-without-virtualenv:
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@@ -443952,6 +460677,7 @@ https://www.commandlinefu.com/commands/view/17656/pip-install-into-current-direc
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2015-06-01T00:00:00+02:00'
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-  status: online
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   discovered_at: '2026-05-17T17:43:03.046114+02:00'
+  last_ai_eval: null
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@@ -443989,6 +460716,7 @@ https://www.commandlinefu.com/commands/view/9116/compare-directories-via-diff:
   - docs/linux.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.commandlinefu.com/commands/browse/commands/view/9116/compare-directories-via-diff
 https://www.comparitech.com/net-admin/nmap-nessus-cheat-sheet:
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   discovered_at: '2026-05-17T16:45:52.256156+02:00'
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@@ -444077,6 +460808,7 @@ https://www.computerworld.com/article/3663674/how-to-get-a-job-in-healthcare-it.
   - docs/recruitment.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.computerworld.com/article/1627067/how-to-get-a-job-in-healthcare-it-2.html
 https://www.computing.co.uk/news/4015423/rancher-labs-launches-free-training-course-meet-surging-demand-kubernetes:
   title: Rancher Labs launches free training course to meet surging demand for Kubernetes
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -444155,13 +460889,14 @@ https://www.computing.es/mundo-digital/opinion/1129764046601/retos-del-outsourci
   resource_type: Article
   complexity: Advanced
   is_microservice: false
-  status: online
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   health_score: 100.0
   last_checked: 1779030305.505998
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:05.505998+02:00'
+  last_ai_eval: null
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   v2_locations:
   - recruitment.md
   youtube_mosaic: {}
+  duplicate_of: https://www.computing.es/mundo-digital/retos-del-outsourcing-de-servicios-it-en-espana
 https://www.conceptdraw.com/examples/application-architecture:
   title: AWS application-architecture
   description: ''
@@ -444194,6 +460930,7 @@ https://www.conceptdraw.com/examples/application-architecture:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -444226,6 +460963,7 @@ https://www.conduktor.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -444259,6 +460997,7 @@ https://www.conduktor.io/kafka:
   last_checked: 1781736090.953114
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:30.953114+02:00'
+  last_ai_eval: null
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   is_microservice: false
-  status: online
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:12:22.575385+02:00'
+  last_ai_eval: null
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@@ -444297,6 +461037,7 @@ https://www.conduktor.io/kafka/what-is-apache-kafka:
   - docs/message-queue.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.conduktor.io/kafka
 https://www.confluent.fr/blog/modernize-apps-and-infrastructure-with-anthos-confluent-kafka:
   title: 'confluent.fr: Infrastructure Modernization with Google Anthos and Apache''
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   is_microservice: false
-  status: online
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   discovered_at: '2026-05-17T17:02:16.254464+02:00'
+  last_ai_eval: null
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@@ -444323,6 +461065,7 @@ https://www.confluent.fr/blog/modernize-apps-and-infrastructure-with-anthos-conf
   - docs/message-queue.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.confluent.io/fr-fr/blog/modernize-apps-and-infrastructure-with-anthos-confluent-kafka
 https://www.confluent.io:
   title: confluent.io
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -444366,13 +461110,14 @@ https://www.confluent.io/blog/apache-kafka-intro-how-kafka-works:
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-  status: online
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+  last_ai_eval: null
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@@ -444381,6 +461126,7 @@ https://www.confluent.io/blog/apache-kafka-intro-how-kafka-works:
   - docs/message-queue.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://developer.confluent.io/what-is-apache-kafka
 https://www.confluent.io/blog/build-deploy-scalable-machine-learning-production-apache-kafka:
   title: 'confluent.io: How to Build and Deploy Scalable Machine Learning in Production
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   geo_region: null
   hierarchy:
@@ -444425,13 +461172,14 @@ https://www.confluent.io/blog/confluent-microsoft-announce-strategic-alliance:
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   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
   last_checked: 1779034045.451981
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:25.451981+02:00'
+  last_ai_eval: null
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@@ -444440,6 +461188,7 @@ https://www.confluent.io/blog/confluent-microsoft-announce-strategic-alliance:
   - docs/message-queue.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.confluent.io/blog/latest-partner-ecosystem
 https://www.confluent.io/blog/designing-an-elastic-apache-kafka-for-the-cloud:
   title: 'confluent.io: Making Apache Kafka Serverless: Lessons From Confluent Cloud'
   description: ''
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -444493,6 +461243,7 @@ https://www.confluent.io/blog/devops-for-apache-kafka-with-kubernetes-and-gitops
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -444522,6 +461273,7 @@ https://www.confluent.io/blog/kafka-2-8-0-features-and-improvements-with-early-a
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:09.240692+02:00'
+  last_ai_eval: null
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@@ -444547,6 +461299,7 @@ https://www.confluent.io/blog/kafka-devops-with-confluent-kubernetes-and-gitops:
   last_checked: 1779030385.129127
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:25.129127+02:00'
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-  status: online
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@@ -444580,6 +461334,7 @@ https://www.confluent.io/blog/kafka-streams-vs-ksqldb-compared:
   - docs/message-queue.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.confluent.io/platform/current/streams/overview.html
 https://www.confluent.io/blog/kafka-without-zookeeper-a-sneak-peek:
   title: "confluent.io: Apache Kafka Made Simple: A First Glimpse of a Kafka Without'
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   resource_type: null
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   is_microservice: false
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@@ -444606,6 +461362,7 @@ https://www.confluent.io/blog/kafka-without-zookeeper-a-sneak-peek:
   - docs/message-queue.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.confluent.io/blog/kafka-2-8-0-features-and-improvements-with-early-access-to-kip-500
 https://www.confluent.io/blog/latest-apache-kafka-release:
   title: 'confluent.io: Apache Kafka Made Simple: A First Glimpse of a Kafka Without
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -444659,6 +461417,7 @@ https://www.confluent.io/blog/latest-partner-ecosystem:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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@@ -444693,6 +461452,7 @@ https://www.confluent.io/blog/manage-secrets-with-kubernetes-and-hashicorp-vault
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -444727,6 +461487,7 @@ https://www.confluent.io/blog/monitor-kafka-clusters-with-prometheus-grafana-and
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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@@ -444795,6 +461557,7 @@ https://www.confluent.io/fr-fr/blog/modernize-apps-and-infrastructure-with-antho
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -444828,6 +461591,7 @@ https://www.confluent.io/product/ksqldb:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -444851,13 +461615,14 @@ https://www.confluent.io/resources/event-driven-microservices:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:08.122907+02:00'
+  last_ai_eval: null
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@@ -444866,6 +461631,7 @@ https://www.confluent.io/resources/event-driven-microservices:
   - docs/message-queue.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.confluent.io/resources/white-paper/event-driven-microservices
 https://www.confluent.io/resources/white-paper/event-driven-microservices:
   title: "confluent.io: Event-Driven Microservices Architecture (white paper) \U0001F31F"
   description: ''
@@ -444886,6 +461652,7 @@ https://www.confluent.io/resources/white-paper/event-driven-microservices:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -444916,6 +461683,7 @@ https://www.conftest.dev:
   last_checked: 1779030569.338595
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:09:29.338595+02:00'
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@@ -444945,6 +461713,7 @@ https://www.conjur.org:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -444974,6 +461743,7 @@ https://www.consul.io:
   last_checked: 1779032889.348594
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:09.348594+02:00'
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@@ -444999,6 +461769,7 @@ https://www.consul.io/docs/connect/index.html:
   last_checked: 1779032950.242464
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:10.242464+02:00'
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@@ -445017,13 +461788,14 @@ https://www.consul.io/docs/k8s/connect/ingress-gateways:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779029472.934506
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   discovered_at: '2026-05-17T16:51:12.934506+02:00'
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@@ -445032,6 +461804,7 @@ https://www.consul.io/docs/k8s/connect/ingress-gateways:
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://developer.hashicorp.com/consul/docs/north-south/ingress-gateway/k8s
 https://www.container-security.site/defenders/PCI_Container_Orchestration_Guidance.html:
   title: 'container-security.site: PCI Container Orchestration Guidance for Kubernetes'
   description: ''
@@ -445053,6 +461826,7 @@ https://www.container-security.site/defenders/PCI_Container_Orchestration_Guidan
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -445076,13 +461850,14 @@ https://www.contentful.com/blog/2020/10/20/open-source-kube-secret-syncer:
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-  status: online
+  status: duplicate
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:12:17.476346+02:00'
+  last_ai_eval: null
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@@ -445092,6 +461867,7 @@ https://www.contentful.com/blog/2020/10/20/open-source-kube-secret-syncer:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.contentful.com/blog/open-source-kube-secret-syncer
 https://www.contentful.com/blog/open-source-kube-secret-syncer:
   title: 'contentful.com: Open-sourcing kube-secret-syncer: A Kubernetes operator
     to sync secrets from AWS Secrets Manager'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -445239,13 +462019,14 @@ https://www.copado.com/devops-hub/blog/applying-a-zero-trust-infrastructure-in-k
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 618df80cd3ef40af30422297bd03f0e1f6f6037b943bda49446ae83687c82726
   health_score: 100.0
   last_checked: 1779030951.843423
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:51.843423+02:00'
+  last_ai_eval: null
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@@ -445254,6 +462035,7 @@ https://www.copado.com/devops-hub/blog/applying-a-zero-trust-infrastructure-in-k
   - docs/kubernetes-security.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.copado.com/resources/blog/applying-a-zero-trust-infrastructure-in-kubernetes
 https://www.copado.com/resources/blog/applying-a-zero-trust-infrastructure-in-kubernetes:
   title: 'copado.com: Applying a Zero Trust Infrastructure in Kubernetes'
   description: ''
@@ -445274,6 +462056,7 @@ https://www.copado.com/resources/blog/applying-a-zero-trust-infrastructure-in-ku
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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   hierarchy:
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -445400,6 +462186,7 @@ https://www.cortex.io/post/a-guide-to-the-best-sre-tools:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -445432,6 +462219,7 @@ https://www.cortex.io/post/why-you-need-a-microservices-catalog-tool:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   hierarchy:
@@ -445463,6 +462251,7 @@ https://www.couchbase.com:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -445494,6 +462283,7 @@ https://www.coursera.org:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -445524,6 +462314,7 @@ https://www.coursera.org/learn/google-cloud-java-spring:
   last_checked: 1779030862.120958
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:14:22.120958+02:00'
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@@ -445552,6 +462343,7 @@ https://www.coursereport.com/blog/python-for-cyber-security-with-flatiron-school
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   last_checked: 1780352730.2075
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:25:30.207500+02:00'
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -445695,6 +462490,7 @@ https://www.crossover.com:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -445728,6 +462524,7 @@ https://www.crossplane.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -445759,6 +462556,7 @@ https://www.crunchbase.com/organization/openshift/timeline/timeline:
   last_checked: 1779034372.831104
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:52.831104+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -445887,6 +462688,7 @@ https://www.crunchydata.com/blog/active-active-postgres-federation-on-kubernetes
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -445989,6 +462793,7 @@ https://www.crunchydata.com/blog/announcing-postgres-container-apps-easy-deploy-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -446054,6 +462860,7 @@ https://www.crunchydata.com/blog/composite-primary-keys-postgresql-and-django:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   last_checked: null
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   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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   discovered_at: '2020-06-01T00:00:00+02:00'
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   discovered_at: '2021-06-01T00:00:00+02:00'
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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@@ -446935,6 +463768,7 @@ https://www.crunchydata.com/blog/set-up-tls-for-postgresql-in-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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   last_checked: null
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   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   hierarchy:
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   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   discovered_at: '2026-05-17T16:46:11.944704+02:00'
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   discovered_at: '2026-05-17T18:05:49.236141+02:00'
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   discovered_at: '2026-05-17T18:03:01.968460+02:00'
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 https://www.cybersecuritydive.com/news/developer-security-gitlab-devsecops:
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+  duplicate_of: https://www.cybersecuritydive.com/news/developer-security-gitlab-devsecops/599599
 https://www.cybersecuritydive.com/news/developer-security-gitlab-devsecops/599599:
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   needs_ai_refresh: false
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   needs_ai_refresh: false
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   needs_ai_refresh: false
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   hierarchy:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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   discovered_at: '2026-05-17T16:51:06.320563+02:00'
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   discovered_at: '2026-05-17T17:45:51.404419+02:00'
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2026-06-02T01:16:43.639406+02:00'
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   discovered_at: '2026-06-02T00:22:24.370254+02:00'
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   discovered_at: '2026-06-02T14:01:42.548859+02:00'
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   discovered_at: '2026-06-02T00:27:08.641395+02:00'
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   last_checked: 1780352414.11571
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:20:14.115710+02:00'
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:55.360449+02:00'
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   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T17:50:40.778517+02:00'
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@@ -449617,6 +466535,7 @@ https://www.datacenterknowledge.com/cloud/pros-and-cons-kubernetes-based-hybrid-
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.datacenterknowledge.com/cloud/the-pros-and-cons-of-kubernetes-based-hybrid-cloud
 https://www.datacenterknowledge.com/cloud/the-pros-and-cons-of-kubernetes-based-hybrid-cloud:
   title: 'datacenterknowledge.com: The Pros and Cons of Kubernetes-Based Hybrid Cloud'
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@@ -449636,6 +466555,7 @@ https://www.datacenterknowledge.com/cloud/the-pros-and-cons-of-kubernetes-based-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -449659,13 +466579,14 @@ https://www.datacenterknowledge.com/devops/red-hat-brings-its-managed-openshift-
   resource_type: null
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   discovered_at: '2026-05-17T17:21:42.443022+02:00'
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@@ -449674,6 +466595,7 @@ https://www.datacenterknowledge.com/devops/red-hat-brings-its-managed-openshift-
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.datacenterknowledge.com/hyperscalers/red-hat-brings-its-managed-openshift-kubernetes-service-to-aws
 https://www.datacenterknowledge.com/hyperscalers/red-hat-brings-its-managed-openshift-kubernetes-service-to-aws:
   title: 'datacenterknowledge.com: Red Hat Brings Its Managed OpenShift Kubernetes
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@@ -449694,6 +466616,7 @@ https://www.datacenterknowledge.com/hyperscalers/red-hat-brings-its-managed-open
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   is_microservice: false
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   discovered_at: '2026-05-17T16:52:46.343742+02:00'
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@@ -449733,6 +466657,7 @@ https://www.datacenterknowledge.com/open-source/explaining-knative-project-liber
   - docs/serverless.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.datacenterknowledge.com/servers/explaining-knative-the-project-to-liberate-serverless-from-cloud-giants
 https://www.datacenterknowledge.com/servers/explaining-knative-the-project-to-liberate-serverless-from-cloud-giants:
   title: 'datacenterknowledge.com: Explaining Knative, the Project to Liberate Serverless
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -449785,6 +466711,7 @@ https://www.datadoghq.com:
   last_checked: 1779031849.991485
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:30:49.991485+02:00'
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   hierarchy:
@@ -449819,6 +466746,7 @@ https://www.datadoghq.com/blog/monitor-vault-metrics-and-logs:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -449851,6 +466779,7 @@ https://www.datadoghq.com/blog/monitoring-kafka-performance-metrics:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -449882,6 +466811,7 @@ https://www.datadoghq.com/resources/datadog-postgresql-cheatsheet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
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   hierarchy:
@@ -449916,6 +466846,7 @@ https://www.datamechanics.co:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   hierarchy:
@@ -449927,6 +466858,7 @@ https://www.datamechanics.co:
   v1_locations: []
   v2_locations:
   - docker.md
+  - kubernetes-bigdata.md
   youtube_mosaic: {}
 https://www.datamechanics.co/blog-post/apache-spark-3-1-release-spark-on-kubernetes-is-now-ga:
   title: 'datamechanics.co: Apache Spark 3.1 Release: Spark on Kubernetes is now Generally''
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   discovered_at: '2026-05-17T17:58:29.493999+02:00'
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@@ -449954,6 +466887,7 @@ https://www.datamechanics.co/blog-post/apache-spark-3-1-release-spark-on-kuberne
   - docs/kubernetes-bigdata.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.datamechanics.co
 https://www.datamechanics.co/blog-post/optimized-spark-docker-images-now-available:
   title: 'datamechanics.co: Optimized Apache Spark Docker Images'
   description: ''
@@ -449964,13 +466898,14 @@ https://www.datamechanics.co/blog-post/optimized-spark-docker-images-now-availab
   resource_type: null
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   discovered_at: '2026-05-17T17:27:03.078911+02:00'
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@@ -449979,6 +466914,7 @@ https://www.datamechanics.co/blog-post/optimized-spark-docker-images-now-availab
   - docs/docker.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.datamechanics.co/blog-post/apache-spark-3-1-release-spark-on-kubernetes-is-now-ga
 https://www.datarevenue.com/en-blog/airflow-vs-luigi-vs-argo-vs-mlflow-vs-kubeflow:
   title: 'datarevenue.com: Airflow vs. Luigi vs. Argo vs. MLFlow vs. KubeFlow'
   description: ''
@@ -449997,6 +466933,7 @@ https://www.datarevenue.com/en-blog/airflow-vs-luigi-vs-argo-vs-mlflow-vs-kubefl
   last_checked: 1779033118.299501
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:58.299501+02:00'
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   geo_region: null
   hierarchy:
@@ -450028,6 +466965,7 @@ https://www.datastax.com/blog/apache-cassandra-40-now-delivered-k8ssandra-amazon
   last_checked: 1779033973.93775
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:06:13.937750+02:00'
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@@ -450056,6 +466994,7 @@ https://www.datree.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -450089,6 +467028,7 @@ https://www.datree.io/resources/argocd-best-practices-you-should-know:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -450122,6 +467062,7 @@ https://www.datree.io/resources/eks-1-22-upgrade-tutorial:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -450154,6 +467095,7 @@ https://www.datree.io/resources/git-commit-message:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -450186,6 +467128,7 @@ https://www.datree.io/resources/how-to-build-a-helm-plugin-in-minutes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -450222,6 +467165,7 @@ https://www.datree.io/resources/kubernetes-readiness-and-liveness-probes-best-pr
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -450248,13 +467192,14 @@ https://www.datree.io/resources/kubernetes-schema-validation:
   resource_type: Article
   complexity: Intermediate
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -450267,6 +467212,7 @@ https://www.datree.io/resources/kubernetes-schema-validation:
   v2_locations:
   - kubernetes.md
   youtube_mosaic: {}
+  duplicate_of: https://dev.to/datreeio/a-deep-dive-into-kubernetes-schema-validation-39ll
 https://www.dbi-services.com/blog/deploying-postgresql-in-minishiftopenshift:
   title: Deploying PostgreSQL in MiniShift/OpenShift 3
   description: ''
@@ -450287,6 +467233,7 @@ https://www.dbi-services.com/blog/deploying-postgresql-in-minishiftopenshift:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -450319,6 +467266,7 @@ https://www.decipherzone.com/blog-detail/kubernetes-vs-docker-swarm:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -450342,13 +467290,14 @@ https://www.deepinstinct.com/2021/07/01/what-makes-powershell-a-challenge-for-cy
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   is_microservice: false
-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T18:06:52.798420+02:00'
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@@ -450357,6 +467306,7 @@ https://www.deepinstinct.com/2021/07/01/what-makes-powershell-a-challenge-for-cy
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.deepinstinct.com/blog/what-makes-powershell-a-challenge-for-cybersecurity-solutions
 https://www.deepinstinct.com/blog/what-makes-powershell-a-challenge-for-cybersecurity-solutions:
   title: "deepinstinct.com: What makes powershell a challenge for cybersecurity solutions?
     \U0001F31F"
@@ -450379,6 +467329,7 @@ https://www.deepinstinct.com/blog/what-makes-powershell-a-challenge-for-cybersec
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -450412,6 +467363,7 @@ https://www.deloitte.com/de/de/services/consulting/services/center-of-excellence
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -450444,6 +467396,7 @@ https://www.deloitte.com/es/es/services/consulting/blogs/todo-tecnologia/fargate
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -450475,6 +467428,7 @@ https://www.deloitte.com/es/es/services/consulting/blogs/todo-tecnologia/infrast
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -450507,6 +467461,7 @@ https://www.deloitte.com/us/en/insights/industry/government-public-sector-servic
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -450539,6 +467494,7 @@ https://www.deloitte.com/us/en/what-we-do/capabilities/cloud-transformation/coll
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -450562,13 +467518,14 @@ https://www.designgurus.io/blog/Monolithic-Service-Oriented-Microservice-Archite
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:34.620627+02:00'
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@@ -450577,6 +467534,7 @@ https://www.designgurus.io/blog/Monolithic-Service-Oriented-Microservice-Archite
   - docs/introduction.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.designgurus.io/blog/monolithic-service-oriented-microservice-architecture
 https://www.designgurus.io/blog/monolithic-service-oriented-microservice-architecture:
   title: 'designgurus.io: Monolithic vs. Service-Oriented vs. Microservice Architecture:
     Top Architectural Design Patterns'
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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@@ -450627,6 +467586,7 @@ https://www.devbattles.com/en/sand/post-1752-Python_sorting_lists_by_sort__with_
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:46.238383+02:00'
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   last_checked: 1779030046.472757
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:46.472757+02:00'
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@@ -450689,6 +467650,7 @@ https://www.devbattles.com/en/sand/post-1757-Python_Flask_Part_1_Hello_World:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:34.991639+02:00'
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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@@ -450755,6 +467718,7 @@ https://www.devclass.com/ci-cd/2021/03/23/git-a-march-on-gitlab-1310-ramps-up-se
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -450822,6 +467787,7 @@ https://www.devclass.com/containers/2021/01/07/safetyfirst-prometheus-224-finall
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -450955,6 +467924,7 @@ https://www.devclass.com/containers/2021/01/07/safetyfirst-prometheus-224-finall
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -450987,6 +467957,7 @@ https://www.devclass.com/databases/2021/04/20/apache-kafka-280-previews-life-wit
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -451043,13 +468015,14 @@ https://www.developer.com/design/event-driven-microservices:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779030683.539871
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:23.539871+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -451063,6 +468036,7 @@ https://www.developer.com/design/event-driven-microservices:
   v2_locations:
   - message-queue.md
   youtube_mosaic: {}
+  duplicate_of: https://dzone.com/articles/event-driven-microservices-1
 https://www.developer.com/design/solving-microservices-anti-patterns:
   title: 'developer.com: Overcoming the Common Microservices Anti-Patterns'
   description: ''
@@ -451074,13 +468048,14 @@ https://www.developer.com/design/solving-microservices-anti-patterns:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779030727.451758
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:07.451758+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -451094,6 +468069,7 @@ https://www.developer.com/design/solving-microservices-anti-patterns:
   v2_locations:
   - introduction.md
   youtube_mosaic: {}
+  duplicate_of: https://dzone.com/articles/microservices-anti-patterns
 https://www.devopsdigest.com:
   title: devopsdigest.com
   description: ''
@@ -451113,6 +468089,7 @@ https://www.devopsdigest.com:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:50:23.783311+02:00'
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -451275,6 +468256,7 @@ https://www.devopsonline.co.uk/the-role-of-automation-in-devops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -451306,6 +468288,7 @@ https://www.devopstoolkitseries.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -451338,6 +468321,7 @@ https://www.devopszone.info:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -451370,6 +468354,7 @@ https://www.devopszone.info/post/an-introduction-to-git-flow-workflow:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -451402,6 +468387,7 @@ https://www.devopszone.info/post/devsecops-explained:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -451434,6 +468420,7 @@ https://www.devprojournal.com/technology-trends/kubernetes/containers-kubernetes
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -451466,6 +468453,7 @@ https://www.devroom.io/2011/07/05/git-squash-your-latests-commits-into-one:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2011-06-01T00:00:00+02:00'
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@@ -451498,6 +468486,7 @@ https://www.devspace.sh:
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   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -451529,6 +468518,7 @@ https://www.devteam.space/blog/10-best-jenkins-plugins-for-devops:
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   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
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@@ -451562,6 +468552,7 @@ https://www.devzero.io/blog/kubernetes-autoscaling:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -451584,13 +468575,14 @@ https://www.devzero.io/blog/kubernetes-debugging-tips:
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-  status: online
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   discovered_at: '2026-05-17T17:26:31.920426+02:00'
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@@ -451599,6 +468591,7 @@ https://www.devzero.io/blog/kubernetes-debugging-tips:
   - docs/kubernetes-troubleshooting.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.devzero.io/blog/kubernetes-autoscaling
 https://www.dex.dev/dex-videos/development-clusters:
   title: 'dex.dev: Local Development Clusters'
   description: ''
@@ -451617,6 +468610,7 @@ https://www.dex.dev/dex-videos/development-clusters:
   last_checked: 1779030018.987583
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:18.987583+02:00'
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@@ -451648,6 +468642,7 @@ https://www.dex.dev/dex-videos/templating-solutions:
   last_checked: 1779029132.8168
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:32.816800+02:00'
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@@ -451674,13 +468669,14 @@ https://www.diagrams.net:
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@@ -451689,6 +468685,7 @@ https://www.diagrams.net:
   - docs/cloud-arch-diagrams.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.drawio.com
 https://www.diagrams.net/blog/drawio-aws-cloudcraft:
   title: 'diagrams.net: Use Cloudcraft to export your AWS architecture to a .drawio''
     diagram'
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:10.140327+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:12:16.619915+02:00'
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
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   discovered_at: '2026-05-17T16:58:20.014052+02:00'
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@@ -451836,6 +468838,7 @@ https://www.digitalocean.com/blog/kubernetes-for-startups-why-when-and-how-to-ad
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.digitalocean.com/resources/articles/kubernetes-for-startups
 https://www.digitalocean.com/blog/vanilla-kubernetes-vs-managed-kubernetes:
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   description: null
@@ -451853,6 +468856,7 @@ https://www.digitalocean.com/blog/vanilla-kubernetes-vs-managed-kubernetes:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:36.934628+02:00'
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@@ -451881,6 +468885,7 @@ https://www.digitalocean.com/community/books/from-containers-to-kubernetes-with-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -451913,6 +468918,7 @@ https://www.digitalocean.com/community/books/understanding-the-dom-document-obje
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:53:44.160378+02:00'
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -451981,6 +468988,7 @@ https://www.digitalocean.com/community/tags/docker:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -452012,6 +469020,7 @@ https://www.digitalocean.com/community/tags/python:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -452045,6 +469054,7 @@ https://www.digitalocean.com/community/tech-talks/automating-gitops-and-continuo
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -452069,13 +469079,14 @@ https://www.digitalocean.com/community/tech-talks/building-a-rest-api-with-djang
   resource_type: Tutorial
   complexity: Intermediate
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -452089,6 +469100,7 @@ https://www.digitalocean.com/community/tech-talks/building-a-rest-api-with-djang
   v2_locations:
   - python.md
   youtube_mosaic: {}
+  duplicate_of: https://dev.to/nagatodev/how-to-connect-django-to-reactjs-part-2-2oje
 https://www.digitalocean.com/community/tech_talks/automating-gitops-and-continuous-delivery-with-digitalocean-kubernetes:
   title: 'digitalocean.com: Automating GitOps and Continuous Delivery With DigitalOcean''
     Kubernetes (Terraform, Helm and Flux)'
@@ -452100,13 +469112,14 @@ https://www.digitalocean.com/community/tech_talks/automating-gitops-and-continuo
   resource_type: null
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   is_microservice: false
-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T17:39:29.181686+02:00'
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@@ -452115,6 +469128,7 @@ https://www.digitalocean.com/community/tech_talks/automating-gitops-and-continuo
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.digitalocean.com/community/tech-talks/automating-gitops-and-continuous-delivery-with-digitalocean-kubernetes
 https://www.digitalocean.com/community/tech_talks/building-a-rest-api-with-django-rest-framework:
   title: 'digitalocean.com: Building a REST API With Django REST Framework'
   description: ''
@@ -452125,13 +469139,14 @@ https://www.digitalocean.com/community/tech_talks/building-a-rest-api-with-djang
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   last_checked: 1779030803.904462
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   discovered_at: '2026-05-17T17:13:23.904462+02:00'
+  last_ai_eval: null
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@@ -452140,6 +469155,7 @@ https://www.digitalocean.com/community/tech_talks/building-a-rest-api-with-djang
   - docs/python.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://dev.to/nagatodev/how-to-connect-django-to-reactjs-part-2-2oje
 https://www.digitalocean.com/community/tools:
   title: "Community Tools \U0001F31F"
   description: ''
@@ -452159,6 +469175,7 @@ https://www.digitalocean.com/community/tools:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -452190,6 +469207,7 @@ https://www.digitalocean.com/community/tools/nginx:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -452223,6 +469241,7 @@ https://www.digitalocean.com/community/tutorial-series/how-to-code-in-python-3:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -452246,13 +469265,14 @@ https://www.digitalocean.com/community/tutorial_series/how-to-code-in-python-3:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:06:41.380100+02:00'
+  last_ai_eval: null
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@@ -452261,6 +469281,7 @@ https://www.digitalocean.com/community/tutorial_series/how-to-code-in-python-3:
   - docs/python.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.digitalocean.com/community/tutorial-series/how-to-code-in-python-3
 https://www.digitalocean.com/community/tutorials/deepseek-r1-gpu-droplets:
   title: How to run Deepseek R1 LLMs on GPU Droplets
   description: ''
@@ -452281,6 +469302,7 @@ https://www.digitalocean.com/community/tutorials/deepseek-r1-gpu-droplets:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -452314,6 +469336,7 @@ https://www.digitalocean.com/community/tutorials/how-to-build-a-custom-terraform
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -452348,6 +469371,7 @@ https://www.digitalocean.com/community/tutorials/how-to-create-a-twitterbot-with
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   discovered_at: '2026-06-01T00:00:00+02:00'
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@@ -452738,6 +469774,7 @@ https://www.digitalocean.com/docs/app-platform:
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   youtube_mosaic: {}
+  duplicate_of: https://docs.digitalocean.com/products/app-platform
 https://www.digitalocean.com/docs/kubernetes/how-to/autoscale:
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@@ -452763,6 +469801,7 @@ https://www.digitalocean.com/docs/kubernetes/how-to/autoscale:
   - docs/kubernetes-autoscaling.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.digitalocean.com/products/kubernetes/how-to/autoscale
 https://www.digitalocean.com/pricing:
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@@ -452780,6 +469819,7 @@ https://www.digitalocean.com/pricing:
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   discovered_at: '2026-05-17T17:50:44.856117+02:00'
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   discovered_at: '2025-06-01T00:00:00+02:00'
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   discovered_at: '2016-06-01T00:00:00+02:00'
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   discovered_at: '2021-06-01T00:00:00+02:00'
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   discovered_at: '2026-05-17T17:30:49.933485+02:00'
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@@ -452993,6 +470039,7 @@ https://www.docker.com/blog/containerized-python-development-part-1:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:21.550682+02:00'
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+  status: duplicate
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   - docs/docker.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.docker.com/blog/containerized-python-development-part-1
 https://www.docker.com/blog/containerized-python-development-part-3:
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   health_score: 100.0
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   - docs/docker.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.docker.com/blog/containerized-python-development-part-1
 https://www.docker.com/blog/creating-the-best-linux-development-experience-on-windows-wsl-2:
   title: Creating the best Linux Development experience on Windows & WSL 2
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@@ -453075,6 +470126,7 @@ https://www.docker.com/blog/creating-the-best-linux-development-experience-on-wi
   last_checked: 1781735938.569007
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   discovered_at: '2026-06-18T00:38:58.569007+02:00'
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   is_microservice: false
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   v2_locations:
   - kubernetes-based-devel.md
   youtube_mosaic: {}
+  duplicate_of: https://www.docker.com/blog
 https://www.docker.com/blog/docker-compose-for-amazon-ecs-now-available:
   title: 'docker.com: Docker Compose for Amazon ECS Now Available'
   description: ''
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   is_microservice: false
-  status: online
+  status: duplicate
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   v2_locations:
   - docker.md
   youtube_mosaic: {}
+  duplicate_of: https://blog.docker.com/2019/07/intro-guide-to-dockerfile-best-practices
 https://www.docker.com/blog/new-docker-compose-v2-and-v1-deprecation:
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   is_microservice: false
-  status: null
+  status: duplicate
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   health_score: 100.0
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   v2_locations:
   - docker.md
   youtube_mosaic: {}
+  duplicate_of: https://www.docker.com/blog/year-in-review-the-most-viewed-docker-blog-posts-of-2020-part-2
 https://www.docker.com/blog/year-in-review-the-most-viewed-docker-blog-posts-of-2020-part-2:
   title: "docker.com: Year in Review: The Most Viewed Docker Blog Posts of 2020 Part
     2 \U0001F31F"
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   discovered_at: '2026-06-18T00:38:58.569378+02:00'
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   discovered_at: '2026-06-18T00:38:20.166245+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   last_checked: null
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@@ -453954,13 +471036,14 @@ https://www.dotnettricks.com/learn/docker/kubernetes-vs-docker-analyzing-the-dif
   resource_type: null
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   is_microservice: false
-  status: online
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   discovered_at: '2026-05-17T17:22:10.961330+02:00'
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@@ -453969,6 +471052,7 @@ https://www.dotnettricks.com/learn/docker/kubernetes-vs-docker-analyzing-the-dif
   - docs/kubernetes-alternatives.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.scholarhat.com/tutorial/docker/kubernetes-vs-docker-analyzing-the-differences
 https://www.downloadkubernetes.com:
   title: "downloadkubernetes.com: Download Kubernetes \U0001F31F"
   description: ''
@@ -453989,6 +471073,7 @@ https://www.downloadkubernetes.com:
   last_checked: 1779033903.73581
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:05:03.735810+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -454022,6 +471107,7 @@ https://www.dqindia.com/secure-cicd-pipeline-tips-experts:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -454053,6 +471139,7 @@ https://www.drawio.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -454082,6 +471169,7 @@ https://www.drawio.com/blog/drawio-aws-cloudcraft:
   last_checked: 1779130495.000524
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.000524+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -454111,6 +471199,7 @@ https://www.drone.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   geo_region: null
   hierarchy:
@@ -454143,6 +471232,7 @@ https://www.dronov.net/2024/02/22/terraform-the-terrible-en.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -454172,6 +471262,7 @@ https://www.drools.org:
   last_checked: 1779031825.570419
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:25.570419+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -454197,6 +471288,7 @@ https://www.dynatrace.com:
   last_checked: 1779032968.83883
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:49:28.838830+02:00'
+  last_ai_eval: null
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@@ -454225,6 +471317,7 @@ https://www.dynatrace.com/hub/detail/red-hat-openshift:
   last_checked: 1779130494.99364
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.993640+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -454258,6 +471351,7 @@ https://www.dynatrace.com/news/blog/4-steps-to-modernize-your-it-service-operati
   last_checked: 1779032680.021482
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:44:40.021482+02:00'
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   hierarchy:
@@ -454284,13 +471378,14 @@ https://www.dynatrace.com/news/blog/a-look-behind-the-scenes-of-aws-lambda-and-o
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:12:10.482976+02:00'
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@@ -454304,6 +471399,7 @@ https://www.dynatrace.com/news/blog/a-look-behind-the-scenes-of-aws-lambda-and-o
   v2_locations:
   - monitoring.md
   youtube_mosaic: {}
+  duplicate_of: https://www.dynatrace.com/knowledge-base/aws-lambda
 ? https://www.dynatrace.com/news/blog/achieve-faster-time-to-value-by-deploying-thousands-of-oneagents-at-once-with-ansible-preview
 : title: 'dynatrace.com: Achieve faster time to value by deploying thousands of OneAgents''
     at once with Ansible (Preview)'
@@ -454324,6 +471420,7 @@ https://www.dynatrace.com/news/blog/a-look-behind-the-scenes-of-aws-lambda-and-o
   last_checked: 1779030708.512739
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:48.512739+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -454358,6 +471455,7 @@ https://www.dynatrace.com/news/blog/amazon-cloudwatch-metric-streams-launch-part
   last_checked: 1779032798.510912
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:46:38.510912+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -454392,6 +471490,7 @@ https://www.dynatrace.com/news/blog/automatic-connection-of-logs-and-traces-acce
   last_checked: 1779034346.602734
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:12:26.602734+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -454429,6 +471528,7 @@ https://www.dynatrace.com/news/blog/devops-metrics-for-success:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -454459,6 +471559,7 @@ https://www.dynatrace.com/news/blog/dynatrace-monitoring-for-kubernetes-and-open
   last_checked: 1779030020.682433
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:20.682433+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -454492,6 +471593,7 @@ https://www.dynatrace.com/news/blog/guide-to-automated-sre-driven-performance-en
   last_checked: 1779032540.668838
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:42:20.668838+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -454525,6 +471627,7 @@ https://www.dynatrace.com/news/blog/how-to-collect-prometheus-metrics-in-dynatra
   last_checked: 1779029119.708458
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:45:19.708458+02:00'
+  last_ai_eval: null
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   geo_region: null
   hierarchy:
@@ -454558,6 +471661,7 @@ https://www.dynatrace.com/news/blog/how-to-solve-the-challenges-of-multicloud-aw
   last_checked: 1779031094.18025
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:14.180250+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -454588,6 +471692,7 @@ https://www.dynatrace.com/news/blog/introducing-kafka-process-monitoring-beta:
   last_checked: 1779034558.902514
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:58.902514+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -454615,6 +471720,7 @@ https://www.dynatrace.com/news/blog/kubernetes-vs-docker:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -454649,6 +471755,7 @@ https://www.dynatrace.com/news/blog/log4shell-vulnerability-discovery-and-mitiga
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -454671,13 +471778,14 @@ https://www.dynatrace.com/news/blog/monitoring-of-kubernetes-infrastructure-for-
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
   last_checked: 1779029473.433245
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   discovered_at: '2026-05-17T16:51:13.433245+02:00'
+  last_ai_eval: null
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@@ -454686,6 +471794,7 @@ https://www.dynatrace.com/news/blog/monitoring-of-kubernetes-infrastructure-for-
   - docs/monitoring.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.dynatrace.com/news/blog/what-is-kubernetes-2
 https://www.dynatrace.com/news/blog/new-dynatrace-operator-elevates-cloud-native-observability-for-kubernetes:
   title: 'dynatrace.com: New Dynatrace Operator elevates cloud-native observability''
     for Kubernetes'
@@ -454707,6 +471816,7 @@ https://www.dynatrace.com/news/blog/new-dynatrace-operator-elevates-cloud-native
   last_checked: 1779032150.887909
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:35:50.887909+02:00'
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@@ -454739,6 +471849,7 @@ https://www.dynatrace.com/news/blog/optimizing-jenkins-to-ensure-fast-build-time
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -454771,6 +471882,7 @@ https://www.dynatrace.com/news/blog/successful-kubernetes-monitoring-3-pitfalls-
   last_checked: 1779032159.967015
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:35:59.967015+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -454794,13 +471906,14 @@ https://www.dynatrace.com/news/blog/the-power-of-openshift-the-visibility-of-dyn
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
   last_checked: 1779030862.417127
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:22.417127+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -454809,6 +471922,7 @@ https://www.dynatrace.com/news/blog/the-power-of-openshift-the-visibility-of-dyn
   - docs/monitoring.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.dynatrace.com/news/blog/what-is-openshift-2
 https://www.dynatrace.com/news/blog/what-are-microservices:
   title: 'dynatrace.com: What are microservices? All you need to know'
   description: ''
@@ -454820,13 +471934,14 @@ https://www.dynatrace.com/news/blog/what-are-microservices:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 0c5b775b31d8502e7fd415c0b3c40ea561fade36e3fc26c291ea9bc10e527f02
   health_score: 100.0
   last_checked: 1779032179.766269
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:19.766269+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -454840,6 +471955,7 @@ https://www.dynatrace.com/news/blog/what-are-microservices:
   v2_locations:
   - introduction.md
   youtube_mosaic: {}
+  duplicate_of: https://www.dynatrace.com/knowledge-base/microservices
 https://www.dynatrace.com/news/blog/what-is-container-security:
   title: 'dynatrace.com: Container security: What it is, why it’s tricky, and how''
     to do it right'
@@ -454853,13 +471969,14 @@ https://www.dynatrace.com/news/blog/what-is-container-security:
   resource_type: blog
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 7af1eac9c49daf7564d9851bf29e77ae72c48307523030b22167ad4c08971ee7
   health_score: 100.0
   last_checked: 1779032108.536839
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:08.536839+02:00'
+  last_ai_eval: null
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   geo_region: null
   hierarchy:
@@ -454873,6 +471990,7 @@ https://www.dynatrace.com/news/blog/what-is-container-security:
   v2_locations:
   - devsecops.md
   youtube_mosaic: {}
+  duplicate_of: https://www.dynatrace.com/knowledge-base/container-security
 https://www.dynatrace.com/news/blog/what-is-keptn-how-it-works-and-how-to-get-started:
   title: 'dynatrace.com: What is keptn, how it works and how to get started!'
   description: ''
@@ -454892,6 +472010,7 @@ https://www.dynatrace.com/news/blog/what-is-keptn-how-it-works-and-how-to-get-st
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -454923,6 +472042,7 @@ https://www.dynatrace.com/news/blog/what-is-kubernetes-2:
   last_checked: 1779130494.956921
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.956921+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -454957,6 +472077,7 @@ https://www.dynatrace.com/news/blog/what-is-observability-2:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -454989,6 +472110,7 @@ https://www.dynatrace.com/news/blog/what-is-openshift-2:
   last_checked: 1779130494.921624
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.921624+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -455019,6 +472141,7 @@ https://www.dynatrace.com/news/blog/what-is-opentelemetry:
   last_checked: 1779130494.962826
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.962826+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -455045,6 +472168,7 @@ https://www.dynatrace.com/news/blog/what-is-opentelemetry-2:
   last_checked: 1779031464.657057
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:24.657057+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -455064,13 +472188,14 @@ https://www.dynatrace.com/news/blog/why-conventional-observability-fails-in-kube
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: e785013c9edd6bd917ca156cfde26e93d5f11bb10f26ad52bfe15aef364b0907
   health_score: 100.0
   last_checked: 1779034039.666118
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:19.666118+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -455084,6 +472209,7 @@ https://www.dynatrace.com/news/blog/why-conventional-observability-fails-in-kube
     proposed_url: NONE
     reason: 'High-Value Protection: generic_redirect_loss'
     timestamp: '2026-05-18T18:54:54.953125'
+  duplicate_of: https://www.dynatrace.com/news/blog/how-to-solve-the-challenges-of-multicloud-aws-azure-and-gcp-observability
 https://www.dynatrace.com/news/blogwhat-is-keptn-how-it-works-and-how-to-get-started:
   title: 'dynatrace.com: What is keptn, how it works and how to get started!'
   description: ''
@@ -455094,13 +472220,14 @@ https://www.dynatrace.com/news/blogwhat-is-keptn-how-it-works-and-how-to-get-sta
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 0c97e86a39f7692330f7f474e76b4aea3799b1099c4ab8c3463de73d66babed1
   health_score: 100.0
   last_checked: 1779029378.636435
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:38.636435+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -455109,6 +472236,7 @@ https://www.dynatrace.com/news/blogwhat-is-keptn-how-it-works-and-how-to-get-sta
   - docs/keptn.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.dynatrace.com/news/blog/what-is-keptn-how-it-works-and-how-to-get-started
 https://www.dynatrace.com/news/engineering:
   title: 'engineering.dynatrace.com: Kubernetes Security Best Practices -Part 1: Role
     Based Access Control (RBAC)'
@@ -455131,6 +472259,7 @@ https://www.dynatrace.com/news/engineering:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -455164,6 +472293,7 @@ https://www.dynatrace.com/news/tag/log4shell:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -455186,13 +472316,14 @@ https://www.dynatrace.com/resource-center/log4j-vulnerability:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 13152ef3e0122f98882a119a498f3235c315c21a9f034f69f095d0ac5e212f35
   health_score: 100.0
   last_checked: 1779030570.188264
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:30.188264+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -455201,6 +472332,7 @@ https://www.dynatrace.com/resource-center/log4j-vulnerability:
   - docs/devsecops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.dynatrace.com/news/tag/log4shell
 https://www.dynatrace.com/solutions/observability-for-developers:
   title: 'rookout.com: Developer Tools for Kubernetes in 2021: Helm, Kustomize, and
     Skaffold (Part 1)'
@@ -455235,6 +472367,7 @@ https://www.dynatrace.com/solutions/observability-for-developers:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -455265,6 +472398,7 @@ https://www.dynatrace.com/solutions/observability-for-developers/-development-ma
   last_checked: 1779130494.957667
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.957667+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -455290,6 +472424,7 @@ https://www.dynatrace.com/solutions/observability-for-developers/-part-2:
   last_checked: 1779130494.940654
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.940654+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -455320,6 +472455,7 @@ https://www.dynatrace.com/solutions/observability-for-developers/-part-3:
   last_checked: 1779130494.967235
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.967235+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -455338,13 +472474,14 @@ https://www.dynatrace.com/support/help/cloud-platforms/openshift/full-stack/depl
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: f6686e0b945d94f02077b6d9b750177ef7c816abee0e605dad98c14108f57154
   health_score: 100.0
   last_checked: 1779030522.935695
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:42.935695+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -455353,6 +472490,7 @@ https://www.dynatrace.com/support/help/cloud-platforms/openshift/full-stack/depl
   - docs/monitoring.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.dynatrace.com/docs/ingest-from/setup-on-container-platforms/kubernetes/legacy/deploy-oneagent-operator-openshift-legacy
 ? https://www.dynatrace.com/support/help/technology-support/application-software/other-technologies/supported-out-of-the-box/activemq
 : title: null
   description: null
@@ -455370,6 +472508,7 @@ https://www.dynatrace.com/support/help/cloud-platforms/openshift/full-stack/depl
   last_checked: 1779031089.649879
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:09.649879+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -455395,6 +472534,7 @@ https://www.dynatrace.com/support/help/technology-support/application-software/o
   last_checked: 1779032236.758877
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:16.758877+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -455413,13 +472553,14 @@ https://www.dynatrace.com/technologies/openshift-monitoring:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: a3b306ab3686ad52f4a084c8ca5b94124abd792aa78d652d0c4f78dbe57a1ff3
   health_score: 100.0
   last_checked: 1779030228.814833
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:48.814833+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -455428,6 +472569,7 @@ https://www.dynatrace.com/technologies/openshift-monitoring:
   - docs/monitoring.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.dynatrace.com/hub/detail/red-hat-openshift
 https://www.eclipse.org/jkube:
   title: "Eclipse JKube \U0001F31F"
   description: ''
@@ -455438,13 +472580,14 @@ https://www.eclipse.org/jkube:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 2b425737ec3ecdc20219c4eadd6dbcc2b17995f43c9b33e2972b5ea5d534fa07
   health_score: 100.0
   last_checked: 1779031538.578048
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:38.578048+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -455455,6 +472598,7 @@ https://www.eclipse.org/jkube:
   - docs/openshift-pipelines.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://eclipse.org/jkube
 https://www.eclipse.org/jkube/docs/migration-guide:
   title: "eclipse.org: Migration Guide for projects using Fabric8 Maven Plugin to'
     Eclipse JKube \U0001F31F"
@@ -455466,13 +472610,14 @@ https://www.eclipse.org/jkube/docs/migration-guide:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: ab0e44264afb6a2b0631f1a75837de7b6586b72bf623041db782a86a7214f533
   health_score: 100.0
   last_checked: 1779029148.728722
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:48.728722+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -455482,6 +472627,7 @@ https://www.eclipse.org/jkube/docs/migration-guide:
   - docs/maven-gradle.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://eclipse.dev/jkube/docs/migration-guide
 https://www.eclipse.org/openj9:
   title: null
   description: null
@@ -455499,6 +472645,7 @@ https://www.eclipse.org/openj9:
   last_checked: 1779033914.187164
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:14.187164+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -455526,6 +472673,7 @@ https://www.educative.io/blog/kubernetes-deployments-strategies:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -455556,6 +472704,7 @@ https://www.educative.io/courses/introduction-microservice-principles-concepts:
   last_checked: 1779033263.194158
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:54:23.194158+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -455584,6 +472733,7 @@ https://www.educative.io/courses/learn-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -455615,6 +472765,7 @@ https://www.educative.io/courses/learn-kubernetes/pods:
   last_checked: 1781736057.051113
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:57.051113+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -455639,13 +472790,14 @@ https://www.educative.io/courses/the-kubernetes-course:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: fa9199907084e2a2a735ef746c0026445370eb6666946388fa1a3d8b29a2c00a
   health_score: 100.0
   last_checked: 1779031414.510176
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:34.510176+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -455654,6 +472806,7 @@ https://www.educative.io/courses/the-kubernetes-course:
   - docs/kubernetes-tutorials.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.educative.io/courses/learn-kubernetes
 https://www.educative.io/courses/the-kubernetes-course/RMmq5M6Gp8R:
   title: 'educative.io/courses/the-kubernetes-course: Pods'
   description: ''
@@ -455671,6 +472824,7 @@ https://www.educative.io/courses/the-kubernetes-course/RMmq5M6Gp8R:
   last_checked: 1779032297.916508
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:17.916508+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -455699,6 +472853,7 @@ https://www.edureka.co/blog/cheatsheets/ansible-cheat-sheet-guide:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -455724,13 +472879,14 @@ https://www.edureka.co/blog/cheatsheets/jenkins-cheat-sheet:
   resource_type: Cheat Sheet
   complexity: Beginner
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -455743,6 +472899,7 @@ https://www.edureka.co/blog/cheatsheets/jenkins-cheat-sheet:
   v2_locations:
   - cheatsheets.md
   youtube_mosaic: {}
+  duplicate_of: https://cheatography.com/funthomas424242/cheat-sheets/jenkins
 https://www.edureka.co/blog/kubernetes-networking:
   title: 'edureka.co: Kubernetes Networking – A Comprehensive Guide To The Networking
     Concepts In Kubernetes'
@@ -455763,6 +472920,7 @@ https://www.edureka.co/blog/kubernetes-networking:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -455797,6 +472955,7 @@ https://www.edureka.co/blog/what-is-ansible:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -455829,6 +472988,7 @@ https://www.edx.org:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -455851,13 +473011,14 @@ https://www.edx.org/course/introduction-to-kubernetes:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 1b5303c7d51b579e03ed92ff8ab39e39ca1d016cad9adb455b43d5f597548189
   health_score: 100.0
   last_checked: 1779030438.95161
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:18.951610+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -455866,6 +473027,7 @@ https://www.edx.org/course/introduction-to-kubernetes:
   - docs/kubernetes-tutorials.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.cloudtechtwitter.com/2022/05/dont-miss-next-article-be-first-to-be.html
 https://www.edx.org/learn/kubernetes/the-linux-foundation-introduction-to-kubernetes:
   title: null
   description: null
@@ -455883,6 +473045,7 @@ https://www.edx.org/learn/kubernetes/the-linux-foundation-introduction-to-kubern
   last_checked: 1779130494.973154
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.973154+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -455912,6 +473075,7 @@ https://www.eficode.com/blog/the-future-of-kubernetes-and-why-developers-should-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -455937,13 +473101,14 @@ https://www.eksworkshop.com:
   resource_type: Interactive Guide
   complexity: Intermediate
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -455957,6 +473122,7 @@ https://www.eksworkshop.com:
   v2_locations:
   - managed-kubernetes-in-public-cloud.md
   youtube_mosaic: {}
+  duplicate_of: https://eksworkshop.com
 https://www.elastic.co/blog/elastic-and-aws-accelerate-your-cloud-migration-journey:
   title: 'elastic.co: Elastic and AWS: Accelerating the cloud migration journey'
   description: ''
@@ -455976,6 +473142,7 @@ https://www.elastic.co/blog/elastic-and-aws-accelerate-your-cloud-migration-jour
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -456009,6 +473176,7 @@ https://www.elastic.co/blog/monitoring-java-applications-and-getting-started-wit
   last_checked: 1779032971.546132
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:49:31.546132+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -456032,13 +473200,14 @@ https://www.elastic.co/blog/using-elastic-apm-java-agent-on-kubernetes-k8s:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: c3495e22ff2aaf683edb9d469ff230e4a49c40bf903be40cb03ed48c9034cb30
   health_score: 100.0
   last_checked: 1779034479.42487
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:39.424870+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -456047,6 +473216,7 @@ https://www.elastic.co/blog/using-elastic-apm-java-agent-on-kubernetes-k8s:
   - docs/monitoring.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.elastic.co/blog/monitoring-java-applications-and-getting-started-with-the-elastic-apm-java-agent
 https://www.elastic.co/docs/solutions/observability/apm:
   title: Elastic APM Server
   description: ''
@@ -456066,6 +473236,7 @@ https://www.elastic.co/docs/solutions/observability/apm:
   last_checked: 1779130495.022996
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.022996+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -456100,6 +473271,7 @@ https://www.elastic.co/es/blog/how-to-configure-elastic-cloud-on-kubernetes-with
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -456122,13 +473294,14 @@ https://www.elastic.co/guide/en/apm/get-started/current/components.html:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: be0cd5b4d802dc40d5141482807214e1121933f5f73bf44cefc75ea878693c02
   health_score: 100.0
   last_checked: 1779029715.168098
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:55:15.168098+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -456137,6 +473310,7 @@ https://www.elastic.co/guide/en/apm/get-started/current/components.html:
   - docs/monitoring.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.elastic.co/docs/solutions/observability/apm
 https://www.elastic.co/guide/en/kibana/5.6/introduction.html:
   title: null
   description: null
@@ -456154,6 +473328,7 @@ https://www.elastic.co/guide/en/kibana/5.6/introduction.html:
   last_checked: 1779032152.776657
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:35:52.776657+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -456179,6 +473354,7 @@ https://www.elastic.co/guide/index.html:
   last_checked: 1779030202.14839
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:03:22.148390+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -456208,6 +473384,7 @@ https://www.elastic.co/kibana:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -456239,6 +473416,7 @@ https://www.elastic.co/observability/application-performance-monitoring:
   last_checked: 1779130494.93276
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.932760+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -456262,13 +473440,14 @@ https://www.elastic.co/products/apm:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 8fadd9dcd9c12e249c36f43b5f4922c0aa7abde00550a3b357cc1307d386c90d
   health_score: 100.0
   last_checked: 1779032550.41077
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:30.410770+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -456277,6 +473456,7 @@ https://www.elastic.co/products/apm:
   - docs/monitoring.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.elastic.co/observability/application-performance-monitoring
 https://www.elastic.co/products/kibana:
   title: kibana
   description: ''
@@ -456294,6 +473474,7 @@ https://www.elastic.co/products/kibana:
   last_checked: 1779029111.153547
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:11.153547+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -456322,6 +473503,7 @@ https://www.elastic.co/support/matrix:
   last_checked: 1779031012.720469
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:16:52.720469+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -456356,6 +473538,7 @@ https://www.elconfidencial.com/alma-corazon-vida/2022-02-14/jefe-trabajo-empleo-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -456389,6 +473572,7 @@ https://www.elconfidencial.com/deportes/tribuna/2022-08-03/alpine-aston-martin-l
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -456423,6 +473607,7 @@ https://www.elconfidencial.com/espana/2022-03-18/tessa-west-psicologa-capullos-t
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -456456,6 +473641,7 @@ https://www.elconfidencial.com/juridico/2021-09-27/negociar-acuerdo-teletrabajo-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -456489,6 +473675,7 @@ https://www.elconfidencial.com/mundo/2023-03-10/milenializacion-mercado-laboral-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -456522,6 +473709,7 @@ https://www.elconfidencial.com/tecnologia/2018-05-12/informatico-freelance-carni
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -456554,6 +473742,7 @@ https://www.elconfidencial.com/tecnologia/2018-05-12/informatico-freelance-carni
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -456588,6 +473777,7 @@ https://www.elconfidencial.com/tecnologia/ciencia/2022-11-18/carrera-google-meta
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -456620,6 +473810,7 @@ https://www.elconfidencial.com/tecnologia/tribuna/2021-06-02/talento-informatica
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -456654,6 +473845,7 @@ https://www.elconfidencial.com/tecnologia/tribuna/2022-02-12/productividad-tecno
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -456686,6 +473878,7 @@ https://www.elconfidencial.com/tecnologia/tribuna/2022-02-12/productividad-tecno
   last_checked: 1779033384.68206
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:24.682060+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -456719,6 +473912,7 @@ https://www.elconfidencial.com/tecnologia/tribuna/2022-02-12/productividad-tecno
   last_checked: 1779033432.306063
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:12.306063+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -456752,6 +473946,7 @@ https://www.elconfidencial.com/tecnologia/tribuna/2022-02-12/productividad-tecno
   last_checked: 1779030730.31415
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:10.314150+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -456785,6 +473980,7 @@ https://www.elconfidencial.com/tecnologia/tribuna/2022-02-12/productividad-tecno
   last_checked: 1779030705.89029
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:45.890290+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -456818,6 +474014,7 @@ https://www.elconfidencial.com/tecnologia/tribuna/2022-02-12/productividad-tecno
   last_checked: 1779030305.730337
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:05.730337+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -456851,6 +474048,7 @@ https://www.elconfidencial.com/tecnologia/tribuna/2022-02-12/productividad-tecno
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   last_checked: 1779033827.506536
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   discovered_at: '2026-05-17T18:03:47.506536+02:00'
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   discovered_at: '2026-05-17T17:16:52.219620+02:00'
+  last_ai_eval: null
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@@ -456942,6 +474142,7 @@ https://www.element7.io/2022/10/a-hidden-gem-two-ways-to-improve-aws-fargate-con
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   resource_type: null
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   is_microservice: false
-  status: online
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   health_score: 100.0
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@@ -456980,6 +474182,7 @@ https://www.element7.io/2022/10/a-hidden-gem-two-ways-to-improve-aws-fargate-con
   - docs/introduction.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.elespanol.com/invertia/disruptores/grandes-actores/tecnologicas/20230416/mainframe-repaso-pasado-futuro-tecnologia-resiste-morir/756174490_0.html
 ? https://www.elespanol.com/invertia/disruptores/grandes-actores/tecnologicas/20230416/mainframe-repaso-pasado-futuro-tecnologia-resiste-morir/756174490_0.html
 : title: 'elespanol.com: Mainframe: repaso de pasado y futuro a una tecnologΓ­a de
     1944 que se resiste a morir'
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   last_checked: null
   needs_ai_refresh: false
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+  last_ai_eval: null
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+  last_ai_eval: null
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   last_checked: null
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   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -457088,13 +474294,14 @@ https://www.empathy.co/blog/hat-ci-cd-for-deploying-cloud-native-applications:
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   complexity: null
   is_microservice: false
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   discovered_at: '2026-05-17T17:16:20.048608+02:00'
+  last_ai_eval: null
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@@ -457103,6 +474310,7 @@ https://www.empathy.co/blog/hat-ci-cd-for-deploying-cloud-native-applications:
   - docs/jenkins-alternatives.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://empathy.co/blog/hat-ci-cd-for-deploying-cloud-native-applications
 https://www.empowersurvivors.net:
   title: 'getbetterdevops.io: Build Docker Images Using Ansible and Packer'
   description: ''
@@ -457122,6 +474330,7 @@ https://www.empowersurvivors.net:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2017-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -457176,13 +474386,14 @@ https://www.enmilocalfunciona.io/aprende-a-configurar-thanos-usando-docker-compo
   resource_type: null
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@@ -457191,6 +474402,7 @@ https://www.enmilocalfunciona.io/aprende-a-configurar-thanos-usando-docker-compo
   - docs/prometheus.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://enmilocalfunciona.io/aprende-a-configurar-thanos-usando-docker-compose
 https://www.enmilocalfunciona.io/mostrando-resultados-de-jenkins-en-grafana-mediante-influxdb:
   title: "Mostrando resultados de Jenkins en Grafana mediante InfluxDB \U0001F31F"
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@@ -457212,6 +474424,7 @@ https://www.enmilocalfunciona.io/mostrando-resultados-de-jenkins-en-grafana-medi
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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+  last_ai_eval: null
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@@ -457401,6 +474619,7 @@ https://www.entrepreneur.com/article/267642:
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@@ -457420,13 +474639,14 @@ https://www.entrepreneur.com/article/356991:
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@@ -457435,6 +474655,7 @@ https://www.entrepreneur.com/article/356991:
   - docs/project-management-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.entrepreneur.com
 https://www.entrepreneur.com/article/365880:
   title: 'entrepreneur.com: ΒΏCΓ³mo manejar un equipo que trabaja desde sus casas?'
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@@ -457445,13 +474666,14 @@ https://www.entrepreneur.com/article/365880:
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@@ -457460,6 +474682,7 @@ https://www.entrepreneur.com/article/365880:
   - docs/project-management-methodology.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.entrepreneur.com/article/267642
 https://www.env0.com/blog/ansible-vs-terraform-when-to-choose-one-or-use-them-together:
   title: 'env0.com: Ansible vs Terraform: Choose One or Use Both?'
   description: ''
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+  last_ai_eval: null
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+  last_ai_eval: null
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   discovered_at: '2022-06-01T00:00:00+02:00'
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   discovered_at: '2021-06-01T00:00:00+02:00'
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   is_microservice: false
-  status: online
+  status: duplicate
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   v2_locations:
   - demos.md
   youtube_mosaic: {}
+  duplicate_of: https://training.experfy.com/courses/effective-jenkins-continuous-delivery-and-continuous-integration
 https://www.exploratorium.edu/exhibits/a-sip-of-conflict:
   title: A Sip of Conflict - Exploratorium
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   discovered_at: '2026-06-02T00:23:01.792450+02:00'
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   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -458150,6 +475395,7 @@ https://www.f5.com/products/nginx:
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   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -458182,6 +475428,7 @@ https://www.f5.com/products/nginx/resources/library/complete-nginx-cookbook:
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   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.002727+02:00'
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@@ -458220,6 +475467,7 @@ https://www.facebook.com/pages/BMW-IT-Zentrum/122968844423716:
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   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -458250,6 +475498,7 @@ https://www.facilcloud.com/noticias/?p=1294&lang=es_ES:
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:13:08.322527+02:00'
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@@ -458283,6 +475532,7 @@ https://www.fairwinds.com/blog/3-kubernetes-efficiency-mistakes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -458308,13 +475558,14 @@ https://www.fairwinds.com/blog/6-kubernetes-reliability-mistakes:
   resource_type: Article
   complexity: Intermediate
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
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   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -458327,6 +475578,7 @@ https://www.fairwinds.com/blog/6-kubernetes-reliability-mistakes:
   v2_locations:
   - kubernetes.md
   youtube_mosaic: {}
+  duplicate_of: https://www.fairwinds.com/blog/3-kubernetes-efficiency-mistakes
 https://www.fairwinds.com/blog/configuration-drift-kubernetes:
   title: "fairwinds.com: Configuration Drift in Kubernetes - What Is It and Why it
     Matters \U0001F31F"
@@ -458347,6 +475599,7 @@ https://www.fairwinds.com/blog/configuration-drift-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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@@ -458376,6 +475629,7 @@ https://www.fairwinds.com/blog/fairwinds-polaris-kubernetes-open-source-configur
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   discovered_at: '2026-05-17T17:17:59.819507+02:00'
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@@ -458395,13 +475649,14 @@ https://www.fairwinds.com/blog/how-to-correctly-set-resource-requests-and-limits
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+  status: duplicate
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@@ -458410,6 +475665,7 @@ https://www.fairwinds.com/blog/how-to-correctly-set-resource-requests-and-limits
   - docs/kubernetes.md
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+  duplicate_of: https://www.cncf.io/blog/2022/10/20/kubernetes-best-practice-how-to-correctly-set-resource-requests-and-limits
 https://www.fairwinds.com/blog/intro-kubernetes-best-practices:
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+  duplicate_of: https://www.fierce-network.com/platforms/red-hat-bundles-security-management-into-openshift-plus
 https://www.findmyprofession.com/career-advice/questions-to-ask:
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   - docs/monitoring.md
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+  duplicate_of: https://www.forbes.com/councils/forbestechcouncil/2021/09/03/who-should-own-the-job-of-observability-in-devops/?streamIndex=0
 https://www.forbes.com/sites/forbestechcouncil/2023/02/23/how-to-empower-modern-kubernetes-management-with-a-platform-team-model:
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+  duplicate_of: https://www.forbes.com/councils/forbestechcouncil/2023/02/23/how-to-empower-modern-kubernetes-management-with-a-platform-team-model/?streamIndex=0
 ? https://www.forbes.com/sites/forbestechcouncil/2024/03/08/from-data-collection-to-delivering-kpis-a-roadmap-to-a-mature-observability-strategy
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   youtube_mosaic: {}
+  duplicate_of: https://academy.fpblock.com/blog/announcing-amber-ci-secret-tool
 https://www.freecodecamp.org/news/10-vscode-extensions-to-increase-productivity:
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   v2_locations:
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+  - securityascode.md
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 https://www.freecodecamp.org/news/object-oriented-programming-in-java:
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+  duplicate_of: https://dev.to/harishash/vs-code-extensions-to-increase-your-productivity-eeb
 https://www.freecodecamp.org/news/web-scraping-google-sheets:
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   - docs/securityascode.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://snyk.io/blog
 https://www.fugue.co/blog/securing-a-kubernetes-pod-with-regula-and-open-policy-agent:
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   - docs/securityascode.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.fugue.co/blog/5-tips-for-using-the-rego-language-for-open-policy-agent-opa
 https://www.fugue.co/container-kubernetes:
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@@ -464166,6 +481609,7 @@ https://www.fugue.co/container-kubernetes:
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://snyk.io/product/container-vulnerability-management
 https://www.fullstackpython.com:
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 https://www.getambassador.io/resources/getting-started-with-kubernetes-for-javascript-developers:
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@@ -466858,6 +484414,7 @@ https://www.gitkraken.com/learn/git/problems/rename-git-branch:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -466891,6 +484448,7 @@ https://www.gitkraken.com/learn/git/tutorials:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -466924,6 +484482,7 @@ https://www.gitkraken.com/pdfs/gitkraken-git-gui-cheat-sheet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -466956,6 +484515,7 @@ https://www.gitkraken.com/reports/devops-report-2020:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -466979,13 +484539,14 @@ https://www.gitkraken.com/resources/devops-report-2020:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:19:02.925719+02:00'
+  last_ai_eval: null
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@@ -466994,6 +484555,7 @@ https://www.gitkraken.com/resources/devops-report-2020:
   - docs/devops-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.gitkraken.com/reports/devops-report-2020
 https://www.gitkraken.com/resources/gitkraken-cheat-sheet:
   title: GitKraken Git Cheat
   description: ''
@@ -467004,13 +484566,14 @@ https://www.gitkraken.com/resources/gitkraken-cheat-sheet:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T16:44:30.393352+02:00'
+  last_ai_eval: null
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@@ -467020,6 +484583,7 @@ https://www.gitkraken.com/resources/gitkraken-cheat-sheet:
   - docs/git.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.gitkraken.com/pdfs/gitkraken-git-gui-cheat-sheet
 https://www.gitops.tech:
   title: "gitops.tech: What is GitOps? \U0001F31F"
   description: ''
@@ -467033,13 +484597,14 @@ https://www.gitops.tech:
   resource_type: Website
   complexity: Beginner
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -467052,6 +484617,7 @@ https://www.gitops.tech:
   v2_locations:
   - gitops.md
   youtube_mosaic: {}
+  duplicate_of: https://devopslearners.com/what-is-gitops-168aac9a2ee
 https://www.gitpod.io:
   title: "==gitpod.io== \U0001F31F\U0001F31F"
   description: ''
@@ -467069,6 +484635,7 @@ https://www.gitpod.io:
   last_checked: 1779031645.636306
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:25.636306+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -467094,6 +484661,7 @@ https://www.gitpod.io/blog/openvscode-server-launch:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:08.935199+02:00'
+  last_ai_eval: null
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@@ -467119,6 +484687,7 @@ https://www.gluster.org:
   last_checked: 1779031983.128533
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:33:03.128533+02:00'
+  last_ai_eval: null
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@@ -467149,6 +484718,7 @@ https://www.gnu.org/software/parallel:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2011-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -467181,6 +484751,7 @@ https://www.gocd.org:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -467213,6 +484784,7 @@ https://www.goglides.dev/bkpandey/headless-services-in-kubernetes-what-why-and-h
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:17.354476+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -467236,13 +484808,14 @@ https://www.google.com/share.google?q=rRH2WBGGgW1LON3N1:
   resource_type: null
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-  status: null
+  status: duplicate
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+  last_ai_eval: null
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@@ -467252,6 +484825,7 @@ https://www.google.com/share.google?q=rRH2WBGGgW1LON3N1:
   - docs/python.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://allendowney.github.io/ThinkPython
 ? https://www.googlecloudpresscorner.com/2026-05-28-Workday-and-Google-Cloud-Expand-Strategic-Partnership-to-Bring-AI-Agents-for-HR-and-Finance-Into-Employees-Daily-Workflows&linkId=62100369
 : title: Workday and Google Cloud Expand Strategic Partnership to Bring AI Agents
     for HR and Finance Into Employees' Daily Workflows
@@ -467274,6 +484848,7 @@ https://www.google.com/share.google?q=rRH2WBGGgW1LON3N1:
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   discovered_at: '2026-06-02T00:27:29.031833+02:00'
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@@ -467312,6 +484887,7 @@ https://www.granted.dev:
   last_checked: 1779031510.44494
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:10.444940+02:00'
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@@ -467345,6 +484921,7 @@ https://www.greycampus.com:
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   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -467367,13 +484944,14 @@ https://www.greycampus.com/blog/agile-and-scrum/agile-vs-scrum-vs-waterfall-vs-k
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-  status: online
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@@ -467382,6 +484960,7 @@ https://www.greycampus.com/blog/agile-and-scrum/agile-vs-scrum-vs-waterfall-vs-k
   - docs/project-management-methodology.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.greycampus.com
 https://www.greycampus.com/blog/agile-management/agile-vs-scrum-vs-waterfall-vs-kanban:
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@@ -467399,6 +484978,7 @@ https://www.greycampus.com/blog/agile-management/agile-vs-scrum-vs-waterfall-vs-
   last_checked: 1779130495.015914
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.015914+02:00'
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@@ -467426,6 +485006,7 @@ https://www.groundcover.com/blog/ci-cd-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -467461,6 +485042,7 @@ https://www.groundcover.com/blog/k8s-container-events:
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -467494,6 +485076,7 @@ https://www.gruntwork.io:
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+  last_ai_eval: null
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@@ -467527,6 +485110,7 @@ https://www.gruntwork.io/blog/a-comprehensive-guide-to-managing-secrets-in-your-
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+  last_ai_eval: null
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@@ -467561,6 +485145,7 @@ https://www.gruntwork.io/blog/how-to-manage-multiple-environments-with-terraform
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -467595,6 +485180,7 @@ https://www.gruntwork.io/blog/how-to-use-terraform-as-a-team:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -467627,6 +485213,7 @@ https://www.gruntwork.io/blog/introducing-git-xargs-an-open-source-tool-to-updat
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   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -467662,6 +485249,7 @@ https://www.gruntwork.io/blog/introducing-the-gruntwork-module-service-and-archi
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+  last_ai_eval: null
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+  last_ai_eval: null
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@@ -467759,6 +485349,7 @@ https://www.gslab.com/blogs/performance-testing-with-Apache-JMeter:
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+  last_ai_eval: null
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@@ -467822,6 +485414,7 @@ https://www.guru99.com:
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@@ -467853,6 +485446,7 @@ https://www.guru99.com/agile-vs-scrum.html:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:44:04.750946+02:00'
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@@ -467886,6 +485480,7 @@ https://www.guru99.com/ai-tutorial.html:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:00.157564+02:00'
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@@ -467918,6 +485513,7 @@ https://www.guru99.com/ansible-interview-questions.html:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:20.272549+02:00'
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@@ -467950,6 +485546,7 @@ https://www.guru99.com/ci-cd-pipeline.html:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:20.006779+02:00'
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@@ -467983,6 +485580,7 @@ https://www.guru99.com/continuous-testing.html:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:47.354072+02:00'
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@@ -468015,6 +485613,7 @@ https://www.guru99.com/devops-lifecycle.html:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:54.389976+02:00'
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@@ -468046,6 +485645,7 @@ https://www.guru99.com/devops-tools.html:
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   discovered_at: '2026-06-18T00:38:40.601415+02:00'
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@@ -468077,6 +485677,7 @@ https://www.guru99.com/jenkins-jmeter-blazemeter.html:
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   discovered_at: '2026-05-17T17:00:24.923533+02:00'
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@@ -468109,6 +485710,7 @@ https://www.guru99.com/mutable-and-immutable-in-python.html:
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@@ -468142,6 +485744,7 @@ https://www.guru99.com/soap-simple-object-access-protocol.html:
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   discovered_at: '2026-06-18T00:37:45.308485+02:00'
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@@ -468174,6 +485777,7 @@ https://www.guru99.com/test-driven-development.html:
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@@ -468205,6 +485809,7 @@ https://www.hablemosdenube.com:
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   discovered_at: '2026-05-17T18:13:25.377800+02:00'
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@@ -468238,6 +485843,7 @@ https://www.hackerxone.com/2021/07/10/how-install-kubernetes-dashboard-nodeport-
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   discovered_at: '2021-06-01T00:00:00+02:00'
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@@ -468271,6 +485877,7 @@ https://www.hackerxone.com/2021/07/10/how-manage-single-multiple-kubernetes-clus
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@@ -468303,6 +485910,7 @@ https://www.hackerxone.com/2021/08/20/13-steps-guide-to-create-kubernetes-cluste
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   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -468335,6 +485943,7 @@ https://www.hackerxone.com/2021/08/25/steps-to-create-amazon-eks-node-group-on-a
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   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -468366,6 +485975,7 @@ https://www.hackingarticles.in/powershell-for-pentester-windows-reverse-shell:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -468400,6 +486010,7 @@ https://www.haproxy.com/blog/announcing-haproxy-kubernetes-ingress-controller-1-
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -468431,6 +486042,7 @@ https://www.haproxy.com/blog/the-haproxy-enterprise-waf:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -468462,6 +486074,7 @@ https://www.haproxy.org:
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   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -468498,6 +486111,7 @@ https://www.harness.io:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -468529,6 +486143,7 @@ https://www.harness.io/blog:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -468563,6 +486178,7 @@ https://www.harness.io/blog/automated-devsecops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -468585,13 +486201,14 @@ https://www.harness.io/blog/autostopping-rules-kubernetes:
   resource_type: null
   complexity: null
   is_microservice: false
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+  status: duplicate
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   health_score: 100.0
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   discovered_at: '2026-05-18T20:54:54.969962+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -468600,6 +486217,7 @@ https://www.harness.io/blog/autostopping-rules-kubernetes:
   - docs/jenkins-alternatives.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://harness.io/blog/autostopping-rules-kubernetes
 https://www.harness.io/blog/cd-jenkins-pipelines-harness:
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   description: null
@@ -468610,13 +486228,14 @@ https://www.harness.io/blog/cd-jenkins-pipelines-harness:
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   discovered_at: '2026-05-18T20:54:55.017388+02:00'
+  last_ai_eval: null
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@@ -468625,6 +486244,7 @@ https://www.harness.io/blog/cd-jenkins-pipelines-harness:
   - docs/jenkins-alternatives.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://harness.io/blog/cd-jenkins-pipelines-harness
 https://www.harness.io/blog/ci-cd-pipeline:
   title: "harness.io: CI/CD Pipeline: Everything You Need to Know \U0001F31F"
   description: ''
@@ -468644,6 +486264,7 @@ https://www.harness.io/blog/ci-cd-pipeline:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -468674,6 +486295,7 @@ https://www.harness.io/blog/continuous-delivery/spinnaker-alternatives:
   last_checked: 1779130495.005453
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.005453+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -468708,6 +486330,7 @@ https://www.harness.io/blog/continuous-integration-performance-metrics:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -468740,6 +486363,7 @@ https://www.harness.io/blog/deployment-pipeline-patterns:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -468772,6 +486396,7 @@ https://www.harness.io/blog/gitops-best-practices:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -468804,6 +486429,7 @@ https://www.harness.io/blog/gitops-repo-structure:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -468836,6 +486462,7 @@ https://www.harness.io/blog/helm-chart-repo:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -468868,6 +486495,7 @@ https://www.harness.io/blog/helm-vs-kustomize:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -468899,6 +486527,7 @@ https://www.harness.io/blog/kubernetes-ci-cd-best-practices:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -468930,6 +486559,7 @@ https://www.harness.io/blog/kubernetes-mistakes:
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   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -468961,6 +486591,7 @@ https://www.harness.io/blog/kubernetes-services-explained:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -468995,6 +486626,7 @@ https://www.harness.io/blog/recommendations-api:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -469026,6 +486658,7 @@ https://www.harness.io/blog/software-development-life-cycle:
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -469056,6 +486689,7 @@ https://www.harness.io/blog/spinnaker-alternatives:
   last_checked: 1781735995.330573
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:55.330573+02:00'
+  last_ai_eval: null
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@@ -469087,6 +486721,7 @@ https://www.harness.io/blog/streamlining-ci-cd:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -469120,6 +486755,7 @@ https://www.harness.io/blog/vault-agent-secrets-management:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -469152,6 +486788,7 @@ https://www.harness.io/blog/what-is-cicd-platform-why-should-i-care:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -469183,6 +486820,7 @@ https://www.harness.io/blog?module-name=Feature+Management+%26+Experimentation:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -469215,6 +486853,7 @@ https://www.harness.io/harness-devops-academy/progressive-delivery:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -469246,6 +486885,7 @@ https://www.harness.io/harness-devops-academy/what-is-continuous-integration-ci:
   last_checked: null
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   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -469279,6 +486919,7 @@ https://www.harness.io/products/continuous-delivery:
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   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -469313,6 +486954,7 @@ https://www.harness.io/products/service-reliability-management:
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   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -469343,6 +486985,7 @@ https://www.hashicorp.com/blog/7-ways-to-optimize-cloud-spend-with-terraform:
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   discovered_at: '2026-05-17T16:53:14.293552+02:00'
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@@ -469375,6 +487018,7 @@ https://www.hashicorp.com/blog/a-guide-to-cloud-cost-optimization-with-hashicorp
   last_checked: 1779029366.751596
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:26.751596+02:00'
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@@ -469407,6 +487051,7 @@ https://www.hashicorp.com/blog/a-kubernetes-user-s-guide-to-hashicorp-nomad-secr
   last_checked: 1779030295.782265
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:55.782265+02:00'
+  last_ai_eval: null
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@@ -469439,6 +487084,7 @@ https://www.hashicorp.com/blog/accelerate-your-terraform-development-with-amazon
   last_checked: 1779032256.943203
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:36.943203+02:00'
+  last_ai_eval: null
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@@ -469472,6 +487118,7 @@ https://www.hashicorp.com/blog/accelerating-ai-adoption-on-azure-with-terraform:
   last_checked: 1779034084.226887
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   discovered_at: '2026-05-17T18:08:04.226887+02:00'
+  last_ai_eval: null
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@@ -469504,6 +487151,7 @@ https://www.hashicorp.com/blog/access-google-cloud-from-hcp-terraform-with-workl
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   discovered_at: '2026-05-17T16:49:37.772249+02:00'
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@@ -469535,6 +487183,7 @@ https://www.hashicorp.com/blog/announcing-11-verified-providers-for-terraform:
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   discovered_at: '2026-05-17T17:23:42.539414+02:00'
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@@ -469566,6 +487215,7 @@ https://www.hashicorp.com/blog/announcing-azure-stack-hub-provider-1-0:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:38.906916+02:00'
+  last_ai_eval: null
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@@ -469597,6 +487247,7 @@ https://www.hashicorp.com/blog/announcing-cdk-for-terraform-0-1:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:45.248694+02:00'
+  last_ai_eval: null
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@@ -469630,6 +487281,7 @@ https://www.hashicorp.com/blog/announcing-general-availability-hashicorp-terrafo
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   discovered_at: '2026-05-17T18:14:36.849664+02:00'
+  last_ai_eval: null
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@@ -469662,6 +487314,7 @@ https://www.hashicorp.com/blog/announcing-hashicorp-terraform-0-15-general-avail
   last_checked: 1779034015.319035
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   discovered_at: '2026-05-17T18:06:55.319035+02:00'
+  last_ai_eval: null
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@@ -469687,13 +487340,14 @@ https://www.hashicorp.com/blog/announcing-hashicorp-terraform-1-0-general-availa
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779030438.443659
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:18.443659+02:00'
+  last_ai_eval: null
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@@ -469707,6 +487361,7 @@ https://www.hashicorp.com/blog/announcing-hashicorp-terraform-1-0-general-availa
   v2_locations:
   - terraform.md
   youtube_mosaic: {}
+  duplicate_of: https://www.hashicorp.com/blog/announcing-hashicorp-terraform-0-15-general-availability
 https://www.hashicorp.com/blog/announcing-launch-day-support-for-amazon-ecs-anywhere-terraform-aws-provider:
   title: 'hashicorp.com: Announcing Support for Amazon ECS Anywhere in the Terraform''
     AWS Provider'
@@ -469727,6 +487382,7 @@ https://www.hashicorp.com/blog/announcing-launch-day-support-for-amazon-ecs-anyw
   last_checked: 1779034446.819341
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   discovered_at: '2026-05-17T18:14:06.819341+02:00'
+  last_ai_eval: null
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@@ -469760,6 +487416,7 @@ https://www.hashicorp.com/blog/announcing-support-for-aws-lambda-code-signing-in
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   discovered_at: '2026-05-17T17:51:11.768567+02:00'
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@@ -469792,6 +487449,7 @@ https://www.hashicorp.com/blog/announcing-terraform-aws-cloud-control-provider-t
   last_checked: 1779033418.893095
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   discovered_at: '2026-05-17T17:56:58.893095+02:00'
+  last_ai_eval: null
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@@ -469823,6 +487481,7 @@ https://www.hashicorp.com/blog/announcing-the-hashicorp-linux-repository:
   last_checked: 1779029931.792093
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:51.792093+02:00'
+  last_ai_eval: null
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@@ -469853,6 +487512,7 @@ https://www.hashicorp.com/blog/announcing-the-terraform-visual-studio-code-exten
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   discovered_at: '2026-05-17T18:03:21.898283+02:00'
+  last_ai_eval: null
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@@ -469881,6 +487541,7 @@ https://www.hashicorp.com/blog/announcing-version-2-0-kubernetes-and-helm-provid
   last_checked: 1779033735.350071
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:15.350071+02:00'
+  last_ai_eval: null
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@@ -469912,6 +487573,7 @@ https://www.hashicorp.com/blog/announcing-waypoint:
   last_checked: 1779032360.930617
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:20.930617+02:00'
+  last_ai_eval: null
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@@ -469944,6 +487606,7 @@ https://www.hashicorp.com/blog/aws-hashicorp-collaborate-new-terraform-modules:
   last_checked: 1779029573.073997
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:53.073997+02:00'
+  last_ai_eval: null
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@@ -469977,6 +487640,7 @@ https://www.hashicorp.com/blog/aws-lambda-extensions-for-hashicorp-vault:
   last_checked: 1779033050.696132
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   discovered_at: '2026-05-17T17:50:50.696132+02:00'
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@@ -470024,6 +487688,7 @@ https://www.hashicorp.com/blog/azure-hub-and-spoke-generally-available-for-hcp-v
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   discovered_at: '2026-06-02T00:16:08.173394+02:00'
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@@ -470064,6 +487729,7 @@ https://www.hashicorp.com/blog/beta-support-for-crds-in-the-terraform-provider-f
   last_checked: 1779029074.536739
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   discovered_at: '2026-05-17T16:44:34.536739+02:00'
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@@ -470097,6 +487763,7 @@ https://www.hashicorp.com/blog/build-a-quick-aks-cluster-the-easy-way-with-terra
   last_checked: 1779030413.084431
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   discovered_at: '2026-05-17T17:06:53.084431+02:00'
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@@ -470130,6 +487797,7 @@ https://www.hashicorp.com/blog/build-secure-ai-applications-on-azure-with-hashic
   last_checked: 1779032728.635743
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:28.635743+02:00'
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@@ -470164,6 +487832,7 @@ https://www.hashicorp.com/blog/building-a-secure-azure-reference-architecture-wi
   last_checked: 1779032733.990149
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   discovered_at: '2026-05-17T17:45:33.990149+02:00'
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@@ -470197,6 +487866,7 @@ https://www.hashicorp.com/blog/building-azure-resources-with-typescript-using-th
   last_checked: 1779029631.083197
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   discovered_at: '2026-05-17T16:53:51.083197+02:00'
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@@ -470229,6 +487899,7 @@ https://www.hashicorp.com/blog/cdk-for-terraform-enabling-python-and-typescript-
   last_checked: 1779034217.3485
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:17.348500+02:00'
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@@ -470260,6 +487931,7 @@ https://www.hashicorp.com/blog/cdk-for-terraform-now-generally-available:
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   discovered_at: '2026-05-17T18:05:17.209287+02:00'
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@@ -470293,6 +487965,7 @@ https://www.hashicorp.com/blog/cisco-citrix-fortinet-among-new-verified-terrafor
   last_checked: 1779029118.635147
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   discovered_at: '2026-05-17T16:45:18.635147+02:00'
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@@ -470325,6 +487998,7 @@ https://www.hashicorp.com/blog/configuring-azure-application-gateway-with-consul
   last_checked: 1779029340.775794
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   discovered_at: '2026-05-17T16:49:00.775794+02:00'
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@@ -470364,6 +488038,7 @@ https://www.hashicorp.com/blog/consul-20-improves-flexibility-control-and-scalab
   last_checked: 1780352686.744634
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   discovered_at: '2026-06-02T00:24:46.744634+02:00'
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   last_checked: 1779033037.184747
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:37.184747+02:00'
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@@ -470436,6 +488112,7 @@ https://www.hashicorp.com/blog/custom-variable-validation-in-terraform-0-13:
   last_checked: 1779031460.4784
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   discovered_at: '2026-05-17T17:24:20.478400+02:00'
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@@ -470468,6 +488145,7 @@ https://www.hashicorp.com/blog/deploy-any-resource-with-the-new-kubernetes-provi
   last_checked: 1779032036.578738
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   discovered_at: '2026-05-17T17:33:56.578738+02:00'
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@@ -470500,6 +488178,7 @@ https://www.hashicorp.com/blog/deploying-helm-apps-to-kubernetes-with-waypoint-a
   last_checked: 1779033222.528209
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   discovered_at: '2026-05-17T17:53:42.528209+02:00'
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@@ -470532,6 +488211,7 @@ https://www.hashicorp.com/blog/disaster-recovery-for-hashicorp-consul-on-kuberne
   last_checked: 1779031602.083734
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   discovered_at: '2026-05-17T17:26:42.083734+02:00'
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@@ -470569,6 +488249,7 @@ https://www.hashicorp.com/blog/encrypting-large-artifacts-and-streaming-workload
   last_checked: 1780352302.45666
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   discovered_at: '2026-06-02T00:18:22.456660+02:00'
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@@ -470608,6 +488289,7 @@ https://www.hashicorp.com/blog/get-started-with-consul-service-mesh-on-kubernete
   last_checked: 1779034405.242996
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   discovered_at: '2026-05-17T18:13:25.242996+02:00'
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@@ -470641,6 +488323,7 @@ https://www.hashicorp.com/blog/getting-started-with-ambassador-and-consul-using-
   last_checked: 1779032613.244417
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   discovered_at: '2026-05-17T17:43:33.244417+02:00'
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@@ -470673,6 +488356,7 @@ https://www.hashicorp.com/blog/getting-started-with-hcp-consul-frequently-asked-
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:22.264534+02:00'
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@@ -470706,6 +488390,7 @@ https://www.hashicorp.com/blog/getting-started-with-the-helm-and-datadog-terrafo
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   discovered_at: '2026-05-17T17:16:22.651813+02:00'
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@@ -470737,6 +488422,7 @@ https://www.hashicorp.com/blog/gke-cluster-setup-with-cdk-for-terraform:
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   discovered_at: '2026-05-17T17:57:04.446557+02:00'
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@@ -470769,6 +488455,7 @@ https://www.hashicorp.com/blog/hashicorp-consul-ingress-gateways-and-l7-traffic-
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   discovered_at: '2026-05-17T18:00:22.734834+02:00'
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@@ -470801,6 +488488,7 @@ https://www.hashicorp.com/blog/hashicorp-learning-resources-reference-guide:
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@@ -470839,6 +488527,7 @@ https://www.hashicorp.com/blog/hashicorp-teams-with-aws-on-new-control-tower-acc
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   discovered_at: '2026-05-17T17:40:05.554906+02:00'
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@@ -470873,6 +488562,7 @@ https://www.hashicorp.com/blog/hashicorp-vault-use-cases-and-best-practices-on-a
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@@ -470905,6 +488595,7 @@ https://www.hashicorp.com/blog/how-to-integrate-your-application-with-vault-stat
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@@ -470936,6 +488627,7 @@ https://www.hashicorp.com/blog/import-infrastructure-into-terraform:
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@@ -470969,6 +488661,7 @@ https://www.hashicorp.com/blog/integrating-azure-ad-identity-hashicorp-vault-par
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@@ -471002,6 +488695,7 @@ https://www.hashicorp.com/blog/kubernetes-vault-integration-via-sidecar-agent-in
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:00.137783+02:00'
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@@ -471098,6 +488794,7 @@ https://www.hashicorp.com/blog/manage-kubernetes-secrets-for-flux-with-hashicorp
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   discovered_at: '2026-05-17T17:36:37.853375+02:00'
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   discovered_at: '2026-05-17T16:53:14.199286+02:00'
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   discovered_at: '2026-05-17T17:00:05.360034+02:00'
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@@ -471223,6 +488923,7 @@ https://www.hashicorp.com/blog/new-apply-user-interface-for-terraform-cloud:
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   discovered_at: '2026-05-17T17:33:01.129670+02:00'
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@@ -471254,6 +488955,7 @@ https://www.hashicorp.com/blog/new-terraform-tutorials-on-hashicorp-learn:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:13.130585+02:00'
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   discovered_at: '2026-05-17T17:49:09.848788+02:00'
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@@ -471320,6 +489023,7 @@ https://www.hashicorp.com/blog/onboarding-applications-to-vault-using-terraform-
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   discovered_at: '2026-05-17T18:11:53.600411+02:00'
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@@ -471383,6 +489088,7 @@ https://www.hashicorp.com/blog/retrieve-hashicorp-vault-secrets-with-kubernetes-
   last_checked: 1779031428.936718
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:48.936718+02:00'
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   discovered_at: '2026-06-02T00:25:05.314578+02:00'
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@@ -471457,6 +489164,7 @@ https://www.hashicorp.com/blog/share-modules-across-organizations-terraform-ente
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   discovered_at: '2026-05-17T18:05:13.569535+02:00'
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@@ -471554,6 +489264,7 @@ https://www.hashicorp.com/blog/terraform-adds-support-for-gke-autopilot:
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@@ -471586,6 +489297,7 @@ https://www.hashicorp.com/blog/terraform-aws-cloud-control-api-provider-now-gene
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@@ -471617,6 +489329,7 @@ https://www.hashicorp.com/blog/terraform-aws-provider-continues-to-expand-covera
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   discovered_at: '2026-05-17T18:14:59.434223+02:00'
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@@ -471649,6 +489362,7 @@ https://www.hashicorp.com/blog/terraform-azuread-provider-now-supports-microsoft
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@@ -471712,6 +489427,7 @@ https://www.hashicorp.com/blog/terraform-cloud-adds-aggregated-vcs-reviews:
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   discovered_at: '2026-05-17T17:25:16.021834+02:00'
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   discovered_at: '2026-05-17T17:06:47.030857+02:00'
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   discovered_at: '2026-05-17T17:24:05.929715+02:00'
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@@ -471839,6 +489558,7 @@ https://www.hashicorp.com/blog/terraform-cloud-variable-sets-beta-now-available:
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   discovered_at: '2026-05-17T16:45:20.720742+02:00'
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   discovered_at: '2026-05-17T17:55:13.497094+02:00'
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@@ -471935,6 +489657,7 @@ https://www.hashicorp.com/blog/terraform-sensitive-input-variables:
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   discovered_at: '2026-05-17T17:44:43.805784+02:00'
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   discovered_at: '2026-05-17T18:09:32.956438+02:00'
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@@ -471997,6 +489721,7 @@ https://www.hashicorp.com/blog/testing-hashicorp-terraform:
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@@ -472028,6 +489753,7 @@ https://www.hashicorp.com/blog/the-state-of-vault-and-kubernetes-and-future-plan
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   discovered_at: '2026-05-17T17:36:24.788627+02:00'
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@@ -472090,6 +489817,7 @@ https://www.hashicorp.com/blog/using-template-files-with-hashicorp-packer:
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   discovered_at: '2026-05-17T16:45:38.140248+02:00'
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@@ -472489,6 +490228,7 @@ https://www.hashicorp.com/en/partners/cloud/google-cloud:
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@@ -472526,6 +490266,7 @@ https://www.hashicorp.com/infrastructure-cloud:
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@@ -472684,6 +490429,7 @@ https://www.hashicorp.com/resources/how-can-i-prevent-configuration-drift:
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@@ -472715,6 +490461,7 @@ https://www.hashicorp.com/resources/how-create-gitops-workflow-terraform-jenkins
   last_checked: 1779030705.699601
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:45.699601+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -472746,6 +490493,7 @@ https://www.hashicorp.com/resources/kelsey-hightower-fireside-chat-an-unconventi
   last_checked: 1779033583.506488
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:43.506488+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -472777,6 +490525,7 @@ https://www.hashicorp.com/resources/managing-terraform-cloud-with-powershell:
   last_checked: 1779030569.348239
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:29.348239+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -472810,6 +490559,7 @@ https://www.hashicorp.com/resources/modern-infrastructure-automation-with-packer
   last_checked: 1779033435.834389
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:15.834389+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -472841,6 +490591,7 @@ https://www.hashicorp.com/resources/multi-cloud-devops-at-petronas-with-terrafor
   last_checked: 1779029689.096589
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:54:49.096589+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -472873,6 +490624,7 @@ https://www.hashicorp.com/resources/opinionated-terraform-best-practices-and-ant
   last_checked: 1779029952.078265
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:12.078265+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -472904,6 +490656,7 @@ https://www.hashicorp.com/resources/securing-infrastructure-in-application-pipel
   last_checked: 1779033772.898636
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:52.898636+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -472935,6 +490688,7 @@ https://www.hashicorp.com/resources/serverless-secrets-vault:
   last_checked: 1779030436.472839
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:16.472839+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -472968,6 +490722,7 @@ https://www.hashicorp.com/resources/terraform-abstraction-tips-just-because-you-
   last_checked: 1779030597.301238
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:57.301238+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -473000,6 +490755,7 @@ https://www.hashicorp.com/resources/terraform-aws-cloud-control-provider-under-t
   last_checked: 1779030604.751149
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:04.751149+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -473024,13 +490780,14 @@ https://www.hashicorp.com/resources/terraform-plan-interactive-configuration-and
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779030473.009385
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:53.009385+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -473044,6 +490801,7 @@ https://www.hashicorp.com/resources/terraform-plan-interactive-configuration-and
   v2_locations:
   - terraform.md
   youtube_mosaic: {}
+  duplicate_of: https://github.com/im2nguyen/rover
 https://www.hashicorp.com/resources/terraform-practices-the-good-the-bad-and-the-ugly:
   title: 'hashicorp.com: Terraform Practices: The Good, the Bad, and the Ugly'
   description: ''
@@ -473062,6 +490820,7 @@ https://www.hashicorp.com/resources/terraform-practices-the-good-the-bad-and-the
   last_checked: 1779032797.661687
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:37.661687+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -473095,6 +490854,7 @@ https://www.hashicorp.com/resources/terraform-what-instacart-learned-managing-ov
   last_checked: 1779031388.850314
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:08.850314+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -473126,6 +490886,7 @@ https://www.hashicorp.com/resources/testing-infrastructure-as-code-on-localhost:
   last_checked: 1779029948.108747
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:08.108747+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -473157,6 +490918,7 @@ https://www.hashicorp.com/resources/using-the-terraform-aws-cloud-control-provid
   last_checked: 1779029732.070786
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:55:32.070786+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -473188,6 +490950,7 @@ https://www.hashicorp.com/resources/vault-and-kubernetes-better-together:
   last_checked: 1779029678.607219
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:54:38.607219+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -473219,6 +490982,7 @@ https://www.hashicorp.com/resources/why-microservices:
   last_checked: 1779030285.037066
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:45.037066+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -473250,6 +491014,7 @@ https://www.hashicorp.com/solutions/ai-infrastructure-management:
   last_checked: 1779033759.137412
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:39.137412+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -473282,6 +491047,7 @@ https://www.hava.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -473314,6 +491080,7 @@ https://www.hava.io/blog/design-for-failure-lessons-learnt-from-the-sydney-aws-o
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -473340,13 +491107,14 @@ https://www.hays.es/blog/insights/la-gran-renuncia:
   resource_type: Blog
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: cbd946ad1e34a58c158a1276908a6e92b6a1cedddc2bf637c70edf2a731152c4
   health_score: 100.0
   last_checked: 1779030394.738603
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:34.738603+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -473360,6 +491128,7 @@ https://www.hays.es/blog/insights/la-gran-renuncia:
   v2_locations:
   - recruitment.md
   youtube_mosaic: {}
+  duplicate_of: https://www.hays.es
 https://www.hcltech.com/blogs/devops-tools-and-technologies-manage-microservices:
   title: "hcltech.com: DevOps Tools and Technologies to Manage Microservices \U0001F31F"
   description: ''
@@ -473380,6 +491149,7 @@ https://www.hcltech.com/blogs/devops-tools-and-technologies-manage-microservices
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -473412,6 +491182,7 @@ https://www.hellobonsai.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -473443,6 +491214,7 @@ https://www.helpnetsecurity.com/2020/12/14/how-devsecops-developers:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -473475,6 +491247,7 @@ https://www.helpnetsecurity.com/2021/05/04/security-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -473507,6 +491280,7 @@ https://www.heroku.com/blog/monolithic-applications-into-services:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -473536,6 +491310,7 @@ https://www.hetzner.com/cloud:
   last_checked: 1779031714.959273
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:34.959273+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -473555,13 +491330,14 @@ https://www.hetzner.com/cloud:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: f5a457b2a8011fd3877c7c36f06d9e986409d3b2046e2cebab13dd6b981cac69
   health_score: 100.0
   last_checked: 1779032245.447509
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:25.447509+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -473570,6 +491346,7 @@ https://www.hetzner.com/cloud:
   - docs/customer.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.hibridosyelectricos.com/coches/tesla-recurre-china-calidad-fabricacion-coches-electricos_66230_102.html
 https://www.hibridosyelectricos.com/coches/tesla-recurre-china-calidad-fabricacion-coches-electricos_66230_102.html:
   title: 'hibridosyelectricos.com: Tesla recurre a China para aumentar la calidad
     de fabricaciΓ³n de sus coches elΓ©ctricos'
@@ -473604,6 +491381,7 @@ https://www.hibridosyelectricos.com/coches/tesla-recurre-china-calidad-fabricaci
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -473635,6 +491413,7 @@ https://www.high-mobility.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -473657,13 +491436,14 @@ https://www.high-mobility.com/learn/tutorials/rest:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 7011ecc22868a17df80c4854f56329407e2fe989184b1608dd55553683a09238
   health_score: 64.0
   last_checked: 1779130494.995884
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.995884+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -473672,6 +491452,7 @@ https://www.high-mobility.com/learn/tutorials/rest:
   - docs/developerportals.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://high-mobility.com/learn/tutorials/rest
 https://www.hitch-tls.org:
   title: Hitch - scalable TLS proxy. Hitch is a libev-based high performance SSL/TLS
     proxy by Varnish Software
@@ -473693,6 +491474,7 @@ https://www.hitch-tls.org:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -473724,6 +491506,7 @@ https://www.honeybadger.io/blog/git-tricks:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -473753,6 +491536,7 @@ https://www.honeycomb.io:
   last_checked: 1779030563.776847
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:09:23.776847+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -473781,6 +491565,7 @@ https://www.honeycomb.io/blog/future-ops-platform-engineering:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -473811,6 +491596,7 @@ https://www.hostinger.com/in/tutorials/what-is-docker:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -473833,13 +491619,14 @@ https://www.hostinger.in/tutorials/what-is-docker:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: a4d94a7d164053fdadf2501aad5ae77da589f2126547f9c0692dcff589b9336e
   health_score: 100.0
   last_checked: 1779032219.76722
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:59.767220+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -473848,6 +491635,7 @@ https://www.hostinger.in/tutorials/what-is-docker:
   - docs/docker.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.hostinger.com/in/tutorials/what-is-docker
 https://www.howdykloudy.in/blog/implementing-shift-left-for-terraform-an-introductory-guide:
   title: "howdykloudy.in: Implementing Shift Left for Terraform: An Introductory Guide
     \U0001F31F"
@@ -473869,6 +491657,7 @@ https://www.howdykloudy.in/blog/implementing-shift-left-for-terraform-an-introdu
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -473902,6 +491691,7 @@ https://www.howtoforge.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -473935,6 +491725,7 @@ https://www.howtoforge.com/create-a-deployment-in-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -473967,6 +491758,7 @@ https://www.howtoforge.com/how-to-create-a-kubernetes-cluster-with-the-aws-cli:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -473999,6 +491791,7 @@ https://www.howtoforge.com/how-to-deploy-your-first-pod-on-a-kubernetes-cluster:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -474032,6 +491825,7 @@ https://www.howtoforge.com/how-to-install-prometheus-on-ubuntu-20-04:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -474064,6 +491858,7 @@ https://www.howtoforge.com/kubernetes_network_policy:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -474096,6 +491891,7 @@ https://www.howtoforge.com/multi-container-pods-in-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -474128,6 +491924,7 @@ https://www.howtoforge.com/storage-in-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -474160,6 +491957,7 @@ https://www.howtogeek.com/devops/getting-started-with-kubectl-to-manage-kubernet
   last_checked: 1779029502.409771
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:42.409771+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -474193,6 +491991,7 @@ https://www.howtogeek.com/devops/how-to-clean-up-old-containers-and-images-in-yo
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -474227,6 +492026,7 @@ https://www.howtogeek.com/devops/when-not-to-use-docker-cases-where-containers-d
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -474258,6 +492058,7 @@ https://www.hugedomains.com/domain_profile.cfm?d=bqstack.com:
   last_checked: 1779388541.732168
   needs_ai_refresh: false
   discovered_at: '2026-05-21T20:35:41.732168+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -474288,6 +492089,7 @@ https://www.hugedomains.com/domain_profile.cfm?d=migops.com:
   last_checked: 1779388521.576658
   needs_ai_refresh: false
   discovered_at: '2026-05-21T20:35:21.576658+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -474319,6 +492121,7 @@ https://www.hyperglance.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -474348,6 +492151,7 @@ https://www.ibm.com/cloud:
   last_checked: 1779031094.648697
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:14.648697+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -474366,13 +492170,14 @@ https://www.ibm.com/cloud/architecture/architecture/practices/event-driven-cloud
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 3e7ea0a1b4e24d2cd2368986d1a1ff5e098b4c2fa2725319715115825f3676cc
   health_score: 100.0
   last_checked: 1779030134.21074
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:02:14.210740+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -474381,6 +492186,7 @@ https://www.ibm.com/cloud/architecture/architecture/practices/event-driven-cloud
   - docs/message-queue.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.ibm.com/think/topics/cloud-native
 https://www.ibm.com/cloud/blog/8-kubernetes-tips-and-tricks:
   title: "ibm.com: 8 Kubernetes Tips and Tricks \U0001F31F"
   description: ''
@@ -474398,6 +492204,7 @@ https://www.ibm.com/cloud/blog/8-kubernetes-tips-and-tricks:
   last_checked: 1779032786.482371
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:26.482371+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -474418,13 +492225,14 @@ https://www.ibm.com/cloud/blog/migrate-java-microservices-from-spring-to-micropr
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 149f6a4634a1bba43a5c943d6056d7cf5da8f818c9227ce049ff05ed4bdf1afd
   health_score: 100.0
   last_checked: 1779030578.258132
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:38.258132+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -474433,6 +492241,7 @@ https://www.ibm.com/cloud/blog/migrate-java-microservices-from-spring-to-micropr
   - docs/java_frameworks.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.ibm.com/cloud/blog/8-kubernetes-tips-and-tricks
 https://www.ibm.com/cloud/blog/multizone-kubernetes-and-vpc-load-balancer-setup:
   title: 'ibm.com: Multizone Kubernetes and VPC Load Balancer Setup'
   description: ''
@@ -474443,13 +492252,14 @@ https://www.ibm.com/cloud/blog/multizone-kubernetes-and-vpc-load-balancer-setup:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 149f6a4634a1bba43a5c943d6056d7cf5da8f818c9227ce049ff05ed4bdf1afd
   health_score: 100.0
   last_checked: 1779030479.563756
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:59.563756+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -474458,6 +492268,7 @@ https://www.ibm.com/cloud/blog/multizone-kubernetes-and-vpc-load-balancer-setup:
   - docs/kubernetes-networking.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.ibm.com/cloud/blog/8-kubernetes-tips-and-tricks
 https://www.ibm.com/cloud/blog/openshift-vs-kubernetes:
   title: 'ibm.com: OpenShift vs. Kubernetes: What’s the Difference?'
   description: ''
@@ -474468,13 +492279,14 @@ https://www.ibm.com/cloud/blog/openshift-vs-kubernetes:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: eab2a82a1c023ddb1b2aa538a7b0495078a6512e2c23113cc00e6801160d3665
   health_score: 100.0
   last_checked: 1779032757.82009
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:57.820090+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -474483,6 +492295,7 @@ https://www.ibm.com/cloud/blog/openshift-vs-kubernetes:
   - docs/introduction.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.ibm.com/think/topics/openshift-vs-kubernetes
 https://www.ibm.com/cloud/blog/using-fio-to-tell-whether-your-storage-is-fast-enough-for-etcd:
   title: 'ibm.com: Using Fio to Tell Whether Your Storage is Fast Enough for Etcd'
   description: ''
@@ -474493,13 +492306,14 @@ https://www.ibm.com/cloud/blog/using-fio-to-tell-whether-your-storage-is-fast-en
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 149f6a4634a1bba43a5c943d6056d7cf5da8f818c9227ce049ff05ed4bdf1afd
   health_score: 100.0
   last_checked: 1779029169.243964
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:09.243964+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -474508,6 +492322,7 @@ https://www.ibm.com/cloud/blog/using-fio-to-tell-whether-your-storage-is-fast-en
   - docs/kubernetes-storage.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.ibm.com/cloud/blog/8-kubernetes-tips-and-tricks
 https://www.ibm.com/cloud/cloud-pak-for-management:
   title: IBM Cloud Pak for Multicloud Management
   description: ''
@@ -474525,6 +492340,7 @@ https://www.ibm.com/cloud/cloud-pak-for-management:
   last_checked: 1779032791.774537
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:31.774537+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -474550,6 +492366,7 @@ https://www.ibm.com/cloud/kubernetes-service:
   last_checked: 1779030438.798549
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:18.798549+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -474568,13 +492385,14 @@ https://www.ibm.com/cloud/learn/cis-benchmarks:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: b1c2d28c0adc91c38118d4883459faedbf06d9b53fc18c04814a45024d98e472
   health_score: 100.0
   last_checked: 1779034346.126685
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   discovered_at: '2026-05-17T18:12:26.126685+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -474583,6 +492401,7 @@ https://www.ibm.com/cloud/learn/cis-benchmarks:
   - docs/kubernetes-security.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.ibm.com/think/topics/cis-benchmarks
 https://www.ibm.com/cloud/learn/ipaas:
   title: 'ibm.com: iPaaS (Integration-Platform-as-a-Service)'
   description: ''
@@ -474593,13 +492412,14 @@ https://www.ibm.com/cloud/learn/ipaas:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: b1c2d28c0adc91c38118d4883459faedbf06d9b53fc18c04814a45024d98e472
   health_score: 100.0
   last_checked: 1779033612.40383
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   discovered_at: '2026-05-17T18:00:12.403830+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -474608,6 +492428,7 @@ https://www.ibm.com/cloud/learn/ipaas:
   - docs/message-queue.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.ibm.com/cloud/learn/cis-benchmarks
 https://www.ibm.com/cloud/openshift:
   title: Red Hat OpenShift on IBM Cloud
   description: ''
@@ -474618,13 +492439,14 @@ https://www.ibm.com/cloud/openshift:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: ecbc41d8ceff343cd5712447aaab18e26a7f6467f7c369f11d831bf3f5cc6693
   health_score: 100.0
   last_checked: 1779031796.90589
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:56.905890+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -474634,6 +492456,7 @@ https://www.ibm.com/cloud/openshift:
   - docs/openshift.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.ibm.com/products/openshift
 https://www.ibm.com/docs/en:
   title: null
   description: null
@@ -474652,6 +492475,7 @@ https://www.ibm.com/docs/en:
   last_checked: 1779130495.016661
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.016661+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -474683,6 +492507,7 @@ https://www.ibm.com/docs/en/api-connect:
   last_checked: 1779130495.026566
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.026566+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -474716,6 +492541,7 @@ https://www.ibm.com/docs/en/cloud-paks/cp-management:
   last_checked: 1779130494.981261
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.981261+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -474739,13 +492565,14 @@ https://www.ibm.com/garage/method/practices/run/gitops:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 87e6ea730258eb733f475b9fd67053b6c9f1b769e285039fc592fe4942fcd76d
   health_score: 100.0
   last_checked: 1779031511.051003
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:11.051003+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -474759,6 +492586,7 @@ https://www.ibm.com/garage/method/practices/run/gitops:
     proposed_url: NONE
     reason: 'High-Value Protection: generic_redirect_loss'
     timestamp: '2026-05-18T18:54:55.016318'
+  duplicate_of: https://www.ibm.com/garage
 https://www.ibm.com/it-infrastructure/storage/spectrum:
   title: IBM Spectrum
   description: ''
@@ -474769,13 +492597,14 @@ https://www.ibm.com/it-infrastructure/storage/spectrum:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 6f16382d6af070ac9fc097a3755bdd66e5a87b043dc88bd1c42ab52316e2a55d
   health_score: 100.0
   last_checked: 1779031227.9724
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:27.972400+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -474785,6 +492614,7 @@ https://www.ibm.com/it-infrastructure/storage/spectrum:
   - docs/kubernetes-storage.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://searchstorage.techtarget.com/definition/IBM-Spectrum
 https://www.ibm.com/products/cloud-pak-for-aiops:
   title: null
   description: null
@@ -474803,6 +492633,7 @@ https://www.ibm.com/products/cloud-pak-for-aiops:
   last_checked: 1779130494.995681
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.995681+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -474833,6 +492664,7 @@ https://www.ibm.com/products/datastax:
   last_checked: 1779130495.023421
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.023421+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -474861,6 +492693,7 @@ https://www.ibm.com/products/kubernetes-service:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -474893,6 +492726,7 @@ https://www.ibm.com/products/openshift:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -474926,6 +492760,7 @@ https://www.ibm.com/solutions:
   last_checked: 1781735960.995844
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:20.995844+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -474958,6 +492793,7 @@ https://www.ibm.com/solutions/cloud:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -474988,6 +492824,7 @@ https://www.ibm.com/solutions/cloud/openshift:
   last_checked: 1779130494.979292
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.979292+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -475019,6 +492856,7 @@ https://www.ibm.com/solutions/storage:
   last_checked: 1779130494.923145
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.923145+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -475043,13 +492881,14 @@ https://www.ibm.com/support/knowledgecenter:
   resource_type: null
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   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: f16bb806f2e06f47cd4db89ca013916a2550979ec77d065a6711cc9af657c2fd
   health_score: 100.0
   last_checked: 1779033692.967505
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:32.967505+02:00'
+  last_ai_eval: null
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@@ -475058,6 +492897,7 @@ https://www.ibm.com/support/knowledgecenter:
   - docs/ibm_cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://developer.ibm.com/apiconnect
 https://www.ibm.com/support/knowledgecenter/SSFC4F:
   title: 'IBM Knowledge Center: IBM Cloud Pak for Multicloud Management'
   description: ''
@@ -475068,13 +492908,14 @@ https://www.ibm.com/support/knowledgecenter/SSFC4F:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779031810.077946
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:10.077946+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -475083,6 +492924,7 @@ https://www.ibm.com/support/knowledgecenter/SSFC4F:
   - docs/ibm_cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://developer.ibm.com/apiconnect
 https://www.ibm.com/support/pages/ibm-thread-and-monitor-dump-analyzer-java-tmda:
   title: null
   description: null
@@ -475100,6 +492942,7 @@ https://www.ibm.com/support/pages/ibm-thread-and-monitor-dump-analyzer-java-tmda
   last_checked: 1779031809.925452
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:09.925452+02:00'
+  last_ai_eval: null
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@@ -475130,6 +492973,7 @@ https://www.ibm.com/think:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -475161,6 +493005,7 @@ https://www.ibm.com/think/insights/8-kubernetes-tips-and-tricks:
   last_checked: 1779130494.993633
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.993633+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -475192,6 +493037,7 @@ https://www.ibm.com/think/insights/migrate-java-microservices-from-spring-to-mic
   last_checked: 1779130494.978195
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.978195+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -475223,6 +493069,7 @@ https://www.ibm.com/think/topics/cis-benchmarks:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -475254,6 +493101,7 @@ https://www.ibm.com/think/topics/cloud-native:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -475286,6 +493134,7 @@ https://www.ibm.com/think/topics/ipaas:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -475319,6 +493168,7 @@ https://www.ibm.com/think/topics/openshift-vs-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -475342,13 +493192,14 @@ https://www.ics.uci.edu/~pattis/ICS-33/lectures/complexitypython.txt:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: f1607a01c83cc77ca189fa2e68910fd3225a5d0d2fc59b9cfa05ad1b72fd7924
   health_score: 100.0
   last_checked: 1779030285.58347
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:45.583470+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -475362,6 +493213,7 @@ https://www.ics.uci.edu/~pattis/ICS-33/lectures/complexitypython.txt:
   v2_locations:
   - python.md
   youtube_mosaic: {}
+  duplicate_of: https://ics.uci.edu/~pattis/ICS-33/lectures/complexitypython.txt
 https://www.igoroseledko.com/awk-sed-snippets-for-sysadmins:
   title: 'igoroseledko.com: Awk & sed Snippets for SysAdmins'
   description: ''
@@ -475382,6 +493234,7 @@ https://www.igoroseledko.com/awk-sed-snippets-for-sysadmins:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -475413,6 +493266,7 @@ https://www.igoroseledko.com/aws-cli-cheat-sheet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -475446,6 +493300,7 @@ https://www.igoroseledko.com/bash-and-expect-snippets:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -475478,6 +493333,7 @@ https://www.igoroseledko.com/checking-multiple-variables-in-bash:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -475510,6 +493366,7 @@ https://www.igoroseledko.com/parallel-rsync:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -475540,6 +493397,7 @@ https://www.ijug.eu/java-aktuell/das-magazin.html:
   last_checked: 1779032960.705458
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:20.705458+02:00'
+  last_ai_eval: null
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@@ -475567,6 +493425,7 @@ https://www.imaginarycloud.com/blog/docker-vs-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -475598,6 +493457,7 @@ https://www.imaginarycloud.com/blog/grpc-vs-rest:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -475630,6 +493490,7 @@ https://www.imaginarycloud.com/blog/nomad-vs-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -475655,13 +493516,14 @@ https://www.imaginarycloud.com/blog/openshift-vs-kubernetes-differences:
   resource_type: Article
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -475674,6 +493536,7 @@ https://www.imaginarycloud.com/blog/openshift-vs-kubernetes-differences:
   v2_locations:
   - introduction.md
   youtube_mosaic: {}
+  duplicate_of: https://www.ibm.com/think/topics/openshift-vs-kubernetes
 https://www.imaginarycloud.com/blog/podman-vs-docker:
   title: 'imaginarycloud.com: Podman vs Docker: What are the differences?'
   description: ''
@@ -475694,6 +493557,7 @@ https://www.imaginarycloud.com/blog/podman-vs-docker:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -475726,6 +493590,7 @@ https://www.immo-pop.com/login:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -475757,6 +493622,7 @@ https://www.imperva.com/learn/performance/cdn-caching:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -475789,6 +493655,7 @@ https://www.imperva.com/learn/performance/cdn-caching:
   last_checked: 1779030238.364381
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:58.364381+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -475821,6 +493688,7 @@ https://www.influxdata.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -475853,6 +493721,7 @@ https://www.influxdata.com/blog/building-a-metrics-alerts-as-a-service-maas-moni
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -475885,6 +493754,7 @@ https://www.influxdata.com/blog/expand-kubernetes-monitoring-telegraf-operator:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -475916,6 +493786,7 @@ https://www.influxdata.com/blog/running-influxdb-2-0-and-telegraf-using-docker:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -475948,6 +493819,7 @@ https://www.influxdata.com/blog/three-ways-to-keep-cardinality-under-control-whe
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -475979,6 +493851,7 @@ https://www.influxdata.com/blog/tldr-influxdb-tech-tips-api-invokable-scripts-in
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -476008,6 +493881,7 @@ https://www.influxdata.com/influxdb-templates/jenkins-monitoring:
   last_checked: 1779032344.036316
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:04.036316+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -476033,6 +493907,7 @@ https://www.influxdata.com/integration/kafka-telegraf-integration:
   last_checked: 1779033623.256819
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:00:23.256819+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -476051,13 +493926,14 @@ https://www.influxdata.com/products/influxdb-templates:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: df2162c36b3adf7eab59af68cb2c0dc5af40caa73a646fd0d5308ab0cff101c4
   health_score: 100.0
   last_checked: 1779029128.825442
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:28.825442+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -476066,6 +493942,7 @@ https://www.influxdata.com/products/influxdb-templates:
   - docs/prometheus.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.influxdata.com/influxdb-templates/jenkins-monitoring
 https://www.influxdata.com/time-series-platform/telegraf:
   title: telegraf-1.14.0-1 (rpm)
   description: "- [grafana-6.3.2-1.x86_64 (rpm)](https://grafana.com) This is the
@@ -476088,6 +493965,7 @@ https://www.influxdata.com/time-series-platform/telegraf:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -476127,6 +494005,7 @@ https://www.influxdata.com/time-series-platform/telegraf:
   last_checked: 1780352571.556292
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:22:51.556292+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -476168,6 +494047,7 @@ https://www.infoq.com/articles/DevOps-value-stream:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -476201,6 +494081,7 @@ https://www.infoq.com/articles/Java-PERMGEN-Removed:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2014-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -476235,6 +494116,7 @@ https://www.infoq.com/articles/Standardized-Specification-Driven-API-Lifecycle:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -476266,6 +494148,7 @@ https://www.infoq.com/articles/aiops-reliability-engineering:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -476298,6 +494181,7 @@ https://www.infoq.com/articles/ballerina-fullstack-rest-api:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -476331,6 +494215,7 @@ https://www.infoq.com/articles/better-metrics-team-performance:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -476366,6 +494251,7 @@ https://www.infoq.com/articles/cloud-native-architecture-adoption-part1:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -476398,6 +494284,7 @@ https://www.infoq.com/articles/cloud-native-architecture-adoption-part3:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -476430,6 +494317,7 @@ https://www.infoq.com/articles/cloud-native-observability:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -476462,6 +494350,7 @@ https://www.infoq.com/articles/database-audit-system-kafka:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -476496,6 +494385,7 @@ https://www.infoq.com/articles/devops-not-enough-scaling-tech-driven-organizatio
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -476529,6 +494419,7 @@ https://www.infoq.com/articles/devops-secure-trends:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -476562,6 +494453,7 @@ https://www.infoq.com/articles/devops-shifting-left:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -476595,6 +494487,7 @@ https://www.infoq.com/articles/distributed-systems-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -476627,6 +494520,7 @@ https://www.infoq.com/articles/event-driven-finding-seams:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -476659,6 +494553,7 @@ https://www.infoq.com/articles/every-devops-team-needs-finops-lead:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -476692,6 +494587,7 @@ https://www.infoq.com/articles/java-virtual-threads:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -476724,6 +494620,7 @@ https://www.infoq.com/articles/kubernetes-databases-apache-sharding-sphere:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -476755,6 +494652,7 @@ https://www.infoq.com/articles/kubernetes-effect:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -476786,6 +494684,7 @@ https://www.infoq.com/articles/kubernetes-operators-in-depth:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -476818,6 +494717,7 @@ https://www.infoq.com/articles/kubernetes-stateful-applications:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -476849,6 +494749,7 @@ https://www.infoq.com/articles/kubernetes-trends-and-challenges:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -476881,6 +494782,7 @@ https://www.infoq.com/articles/kubernetes-workloads-serverless-era:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -476913,6 +494815,7 @@ https://www.infoq.com/articles/lambda-migration-k8s-jobs:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -476945,6 +494848,7 @@ https://www.infoq.com/articles/managing-technical-debt-microservices:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -476977,6 +494881,7 @@ https://www.infoq.com/articles/microprofile-microservices:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -477010,6 +494915,7 @@ https://www.infoq.com/articles/microservices-design-ideals:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -477041,6 +494947,7 @@ https://www.infoq.com/articles/microservices-inside-out:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -477072,6 +494979,7 @@ https://www.infoq.com/articles/microservices-seven-fail:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -477105,6 +495013,7 @@ https://www.infoq.com/articles/migrating-monoliths-to-microservices-with-decompo
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -477137,6 +495046,7 @@ https://www.infoq.com/articles/native-java-quarkus:
   last_checked: 1779031046.550041
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:17:26.550041+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -477171,6 +495081,7 @@ https://www.infoq.com/articles/pitfalls-patterns-microservice-dependency-managem
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -477203,6 +495114,7 @@ https://www.infoq.com/articles/platform-runtime-engineering:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -477235,6 +495147,7 @@ https://www.infoq.com/articles/saga-orchestration-outbox:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -477266,6 +495179,7 @@ https://www.infoq.com/articles/securing-docker:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -477298,6 +495212,7 @@ https://www.infoq.com/articles/serverless-security:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -477330,6 +495245,7 @@ https://www.infoq.com/articles/service-mesh-ultimate-guide:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -477361,6 +495277,7 @@ https://www.infoq.com/articles/service-mesh-ultimate-guide-2e:
   last_checked: 1779029124.671694
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:24.671694+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -477386,6 +495303,7 @@ https://www.infoq.com/articles/service-mesh-ultimate-guide/-2e:
   last_checked: 1779130495.025395
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.025395+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -477414,6 +495332,7 @@ https://www.infoq.com/articles/tips-running-scalable-workloads-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -477447,6 +495366,7 @@ https://www.infoq.com/news/2019/01/upbound-crossplane:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -477480,6 +495400,7 @@ https://www.infoq.com/news/2019/04/google-traffic-director:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -477513,6 +495434,7 @@ https://www.infoq.com/news/2019/05/kafka-zeebe-streams-workflows:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -477545,6 +495467,7 @@ https://www.infoq.com/news/2020/02/wksctl-kubernetes-gitops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -477578,6 +495501,7 @@ https://www.infoq.com/news/2020/04/terraform-operator-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -477610,6 +495534,7 @@ https://www.infoq.com/news/2020/06/defense-department-devsecops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -477644,6 +495569,7 @@ https://www.infoq.com/news/2020/07/cdk-terraform:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -477680,6 +495606,7 @@ https://www.infoq.com/news/2020/07/docker-ecs-plugin:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -477711,6 +495638,7 @@ https://www.infoq.com/news/2020/08/GitHub-open-api-spec:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -477744,6 +495672,7 @@ https://www.infoq.com/news/2020/09/aws-ec2-t4g-instances:
   last_checked: 1779032575.126639
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:42:55.126639+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -477778,6 +495707,7 @@ https://www.infoq.com/news/2020/09/kubernetes-ingress-ga:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -477811,6 +495741,7 @@ https://www.infoq.com/news/2020/10/kubernetes-chaos-mesh-ga:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -477842,6 +495773,7 @@ https://www.infoq.com/news/2020/11/2020-devops-report:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -477868,13 +495800,14 @@ https://www.infoq.com/news/2020/12/data-mesh-architecture:
   resource_type: Guide
   complexity: Intermediate
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
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   last_checked: null
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   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -477888,6 +495821,7 @@ https://www.infoq.com/news/2020/12/data-mesh-architecture:
   v2_locations:
   - message-queue.md
   youtube_mosaic: {}
+  duplicate_of: https://martinfowler.com/articles/data-mesh-principles.html
 https://www.infoq.com/news/2020/12/k0s-kubernetes-distribution:
   title: 'infoq.com: Mirantis Announces k0s, a New Kubernetes Distribution'
   description: ''
@@ -477908,6 +495842,7 @@ https://www.infoq.com/news/2020/12/k0s-kubernetes-distribution:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -477939,6 +495874,7 @@ https://www.infoq.com/news/2021/01/aws-devops-guru:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -477971,6 +495907,7 @@ https://www.infoq.com/news/2021/01/aws-grafana-prometheus:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -478004,6 +495941,7 @@ https://www.infoq.com/news/2021/01/aws-transfer-ftp-efs:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -478036,6 +495974,7 @@ https://www.infoq.com/news/2021/01/docker-jfrog-partnership:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -478068,6 +496007,7 @@ https://www.infoq.com/news/2021/03/aws-efs-one-zone-storage-classes:
   last_checked: 1779031648.151501
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:27:28.151501+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -478103,6 +496043,7 @@ https://www.infoq.com/news/2021/04/aws-ec2-serial-console:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -478134,6 +496075,7 @@ https://www.infoq.com/news/2021/04/cloudflare-terraform:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -478166,6 +496108,7 @@ https://www.infoq.com/news/2021/04/ibm-redhat-openbuilt:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -478197,6 +496140,7 @@ https://www.infoq.com/news/2021/04/red-hat-openshift-aws:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -478230,6 +496174,7 @@ https://www.infoq.com/news/2021/06/step-functions-workflow-studio:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -478264,6 +496209,7 @@ https://www.infoq.com/news/2021/08/aws-cloudwatch-alarms:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -478296,6 +496242,7 @@ https://www.infoq.com/news/2021/08/external-IT-providers-devops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -478328,6 +496275,7 @@ https://www.infoq.com/news/2021/08/google-cloud-cas-ga:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -478362,6 +496310,7 @@ https://www.infoq.com/news/2021/08/quarkus-2-0-final-release:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -478394,6 +496343,7 @@ https://www.infoq.com/news/2021/09/java17-released:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -478426,6 +496376,7 @@ https://www.infoq.com/news/2021/09/kubernetes-hardening-guidance:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -478459,6 +496410,7 @@ https://www.infoq.com/news/2021/09/kubescape:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -478493,6 +496445,7 @@ https://www.infoq.com/news/2021/12/amazon-repost-questions-answers:
   last_checked: 1779030012.362687
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:00:12.362687+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -478527,6 +496480,7 @@ https://www.infoq.com/news/2021/12/azure-load-testing-preview:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -478560,6 +496514,7 @@ https://www.infoq.com/news/2021/12/kinesis-data-streams-ondemand:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -478593,6 +496548,7 @@ https://www.infoq.com/news/2021/12/recap-reinvent-2021:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -478625,6 +496581,7 @@ https://www.infoq.com/news/2021/12/remote-first-sre:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -478660,6 +496617,7 @@ https://www.infoq.com/news/2021/12/spring-boot-2-6:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -478690,6 +496648,7 @@ https://www.infoq.com/news/2022/01/ -cncf-state-of-cloud-native:
   last_checked: 1779030982.060192
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:22.060192+02:00'
+  last_ai_eval: null
   company: null
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@@ -478718,6 +496677,7 @@ https://www.infoq.com/news/2022/01/GitHub-devops-mobile-apps:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -478751,6 +496711,7 @@ https://www.infoq.com/news/2022/01/aws-iam-s3-access:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -478786,6 +496747,7 @@ https://www.infoq.com/news/2022/01/aws-rds-readable-standby:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -478818,6 +496780,7 @@ https://www.infoq.com/news/2022/01/elastic-terraform:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -478850,6 +496813,7 @@ https://www.infoq.com/news/2022/01/karpenter-kubernetes-autoscaler:
   last_checked: 1779030589.852212
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:09:49.852212+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -478883,6 +496847,7 @@ https://www.infoq.com/news/2022/01/kubernetes-dockershim-removal:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -478917,6 +496882,7 @@ https://www.infoq.com/news/2022/02/aws-efs-replication:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -478952,6 +496918,7 @@ https://www.infoq.com/news/2022/02/github-codespaces-templates:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -478985,6 +496952,7 @@ https://www.infoq.com/news/2022/02/google-cloud-deploy:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -479016,6 +496984,7 @@ https://www.infoq.com/news/2022/02/grafana-incident-oncall:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -479048,6 +497017,7 @@ https://www.infoq.com/news/2022/02/terraform-aws-provider-s3:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -479081,6 +497051,7 @@ https://www.infoq.com/news/2022/03/nubesgen-azure-infrastructure:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -479115,6 +497086,7 @@ https://www.infoq.com/news/2022/09/debug-dockerfiles-buildg:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -479150,6 +497122,7 @@ https://www.infoq.com/news/2022/09/terraform-simplified-refactoring:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -479183,6 +497156,7 @@ https://www.infoq.com/news/2023/02/aws-deployment-pipelines:
   last_checked: 1779032682.45302
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:44:42.453020+02:00'
+  last_ai_eval: null
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@@ -479216,6 +497190,7 @@ https://www.infoq.com/news/2023/03/aks-edge-essentials-ga:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -479248,6 +497223,7 @@ https://www.infoq.com/news/2023/03/kwok-kubernetes:
   last_checked: 1779032106.356096
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:35:06.356096+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -479280,6 +497256,7 @@ https://www.infoq.com/news/2023/04/aws-well-architected-framework:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -479315,6 +497292,7 @@ https://www.infoq.com/news/2023/04/cdk-terraform-convert:
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -479346,6 +497324,7 @@ https://www.infoq.com/news/2023/04/patcher-iac-upgrade:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -479379,6 +497358,7 @@ https://www.infoq.com/news/2023/11/azure-well-architected-framework:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -479413,6 +497393,7 @@ https://www.infoq.com/news/2026/05/opentofu-release-terraform:
   last_checked: 1780352581.792425
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:23:01.792425+02:00'
+  last_ai_eval: null
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@@ -479451,6 +497432,7 @@ https://www.infoq.com/platformengineering:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -479483,6 +497465,7 @@ https://www.infoq.com/podcasts/platform-engineering-teams-10x-better:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -479515,6 +497498,7 @@ https://www.infoq.com/presentations/5-challenges-mesh:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -479544,6 +497528,7 @@ https://www.infoq.com/presentations/7-microservices-anti-patterns:
   last_checked: 1779030025.398058
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:00:25.398058+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -479571,6 +497556,7 @@ https://www.infoq.com/presentations/API-Business-Models:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -479602,6 +497588,7 @@ https://www.infoq.com/presentations/adopting-service-mesh:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -479636,6 +497623,7 @@ https://www.infoq.com/presentations/api-design-implement-document:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -479668,6 +497656,7 @@ https://www.infoq.com/presentations/fail-cloud-native-migration:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -479700,6 +497689,7 @@ https://www.infoq.com/presentations/microservices-software-quality:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -479732,6 +497722,7 @@ https://www.infoq.com/presentations/service-mesh-ebpf:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -479764,6 +497755,7 @@ https://www.infoq.com/presentations/sre-apprentices:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -479798,6 +497790,7 @@ https://www.information-age.com/devops-vs-agile-distinguishing-and-combining-the
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -479820,13 +497813,14 @@ https://www.informationweek.com/devops/can-enterprises-benefit-from-adopting-dat
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: ae700c7c52465048cc5ec36cdeb281758376a6c066abfe59d16e21bf83f57571
   health_score: 100.0
   last_checked: 1779030853.705839
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:13.705839+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -479835,6 +497829,7 @@ https://www.informationweek.com/devops/can-enterprises-benefit-from-adopting-dat
   - docs/databases.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.informationweek.com/software-services/can-enterprises-benefit-from-adopting-database-devops-
 https://www.informationweek.com/devops/whats-holding-devops-back/a/d-id/1339540:
   title: 'informationweek.com: What''s Holding DevOps Back?'
   description: ''
@@ -479845,13 +497840,14 @@ https://www.informationweek.com/devops/whats-holding-devops-back/a/d-id/1339540:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 1a312f3898bf7ccfa119cc271d36b6a4b77b1f352f55472a89924cb593eb1614
   health_score: 100.0
   last_checked: 1779030656.063385
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:56.063385+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -479860,6 +497856,7 @@ https://www.informationweek.com/devops/whats-holding-devops-back/a/d-id/1339540:
   - docs/devops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.informationweek.com/software-services/what-s-holding-devops-back-
 https://www.informationweek.com/software-services/devops:
   title: null
   description: null
@@ -479878,6 +497875,7 @@ https://www.informationweek.com/software-services/devops:
   last_checked: 1779130495.021158
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.021158+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -479912,6 +497910,7 @@ https://www.infostor.com/backup-and_recovery/quantum-taps-aws-for-cloud-powered-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2013-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -479944,6 +497943,7 @@ https://www.infoworld.com/article/2254500/serverless-computing-with-aws-lambda.h
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   needs_ai_refresh: false
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.957853+02:00'
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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   v2_locations:
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+  - introduction.md
   youtube_mosaic: {}
 https://www.infoworld.com/article/2270808/github-introduces-code-review-controls.html:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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   discovered_at: '2022-06-01T00:00:00+02:00'
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   discovered_at: '2026-05-18T20:54:55.005633+02:00'
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   discovered_at: '2024-06-01T00:00:00+02:00'
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   discovered_at: '2023-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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   discovered_at: '2026-05-18T20:54:55.010746+02:00'
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   discovered_at: '2026-05-18T20:54:54.992035+02:00'
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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   hierarchy:
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   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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   hierarchy:
@@ -481552,6 +499603,7 @@ https://www.infoworld.com/article/2338356/amazon-s-quiet-open-source-revolution.
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   discovered_at: '2026-05-18T20:54:54.956393+02:00'
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   hierarchy:
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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   hierarchy:
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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   hierarchy:
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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@@ -481703,13 +499759,14 @@ https://www.infoworld.com/article/3210726/serverless-computing-with-aws-lambda.h
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-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T17:33:00.482731+02:00'
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   company: null
   geo_region: null
   hierarchy: []
@@ -481718,6 +499775,7 @@ https://www.infoworld.com/article/3210726/serverless-computing-with-aws-lambda.h
   - docs/aws-serverless.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.infoworld.com/article/2254500/serverless-computing-with-aws-lambda.html
 https://www.infoworld.com/article/3265059/6-kubernetes-distributions-leading-the-container-revolution.html:
   title: 'infoworld.com: 6 Kubernetes distributions leading the container revolution'
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   complexity: null
   is_microservice: false
-  status: online
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   discovered_at: '2026-05-17T17:06:34.776669+02:00'
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   geo_region: null
   hierarchy: []
@@ -481743,6 +499802,7 @@ https://www.infoworld.com/article/3265059/6-kubernetes-distributions-leading-the
   - docs/kubernetes-on-premise.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.infoworld.com/article/2266054/6-kubernetes-distributions-leading-the-container-revolution.html
 https://www.infoworld.com/article/3271126/what-is-cicd-continuous-integration-and-continuous-delivery-explained.html:
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@@ -481754,13 +499814,14 @@ https://www.infoworld.com/article/3271126/what-is-cicd-continuous-integration-an
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   complexity: null
   is_microservice: false
-  status: online
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   health_score: 100.0
   last_checked: 1779029556.771853
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:36.771853+02:00'
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   company: null
   geo_region: null
   hierarchy: []
@@ -481769,6 +499830,7 @@ https://www.infoworld.com/article/3271126/what-is-cicd-continuous-integration-an
   - docs/cicd.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.infoworld.com/article/2269266/what-is-cicd-continuous-integration-and-continuous-delivery-explained.html
 https://www.infoworld.com/article/3488817/15-tools-that-make-kubernetes-easier.html:
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 https://www.infoworld.com/article/3534133/jdk-15-the-new-features-in-java-15.html:
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 https://www.infoworld.com/article/3536573/dockers-compose-specification-is-now-an-open-standard.html:
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 https://www.infoworld.com/article/3545337/10-steps-to-automating-security-in-kubernetes-pipelines.html:
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 https://www.infoworld.com/article/3601202/red-hats-crime-against-centos.html:
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 https://www.infoworld.com/article/3604010/building-microservices-give-dapr-a-try.html:
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 https://www.infoworld.com/article/3604652/when-kubernetes-is-not-the-solution.html:
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 https://www.infoworld.com/article/3613155/5-devops-practices-to-improve-application-reliability.html:
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 https://www.infoworld.com/article/3614210/the-decline-of-heroku.html:
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 https://www.infoworld.com/article/3614605/6-reasons-to-switch-to-managed-kubernetes.html:
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 https://www.infoworld.com/article/3614850/no-one-wants-to-manage-kubernetes-anymore.html:
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 https://www.infoworld.com/article/3616211/3-cloud-architecture-mistakes-we-all-make-but-shouldnt.html:
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 https://www.infoworld.com/article/3617008/how-kubernetes-works.html:
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 https://www.infoworld.com/article/3635148/kubernetes-object-storage-best-practices.html:
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 https://www.infoworld.com/article/3637829/continuous-integration-with-docker-and-jenkins.html:
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 https://www.infoworld.com/article/3638153/5-devops-use-cases-for-developing-with-feature-flags.html:
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 https://www.infoworld.com/article/3638693/the-red-method-a-new-strategy-for-monitoring-microservices.html:
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 https://www.infoworld.com/article/3639050/complexity-is-killing-software-developers.html:
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 https://www.infoworld.com/article/3639596/docker-really-did-change-the-world.html:
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 https://www.infoworld.com/article/3639829/the-race-to-secure-kubernetes-at-runtime.html:
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 https://www.infoworld.com/article/3644808/securing-the-kubernetes-software-supply-chain.html:
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 https://www.infoworld.com/article/3645374/kubernetes-up-serverless-down-report.html:
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 https://www.infoworld.com/article/3649710/cncf-survey-managed-kubernetes-becomes-the-norm.html:
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 https://www.infoworld.com/article/3653371/the-biggest-obstacle-to-cloud-is-people.html:
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 https://www.infoworld.com/article/3654955/what-is-git-version-control-for-collaborative-programming.html:
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 https://www.infoworld.com/article/3664052/why-mercedes-benz-runs-on-900-kubernetes-clusters.html:
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 https://www.infoworld.com/article/3673891/5-best-practices-for-securing-cicd-pipelines.html:
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 https://www.infoworld.com/article/3673976/13-open-source-projects-transforming-ai-and-machine-learning.html:
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 https://www.infoworld.com/article/3674048/are-we-experiencing-cloudflation.html:
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 https://www.infoworld.com/article/3679250/cloud-architects-are-afraid-of-automation.html:
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 https://www.infoworld.com/article/3679948/github-codespaces-freely-available-to-all-github-users.html:
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 https://www.infoworld.com/article/3682654/what-to-do-when-your-devops-team-is-downsized.html:
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 https://www.infoworld.com/article/3686694/getting-started-with-azure-openai.html:
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 https://www.infoworld.com/article/3686695/how-multicloud-changes-devops.html:
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 https://www.infoworld.com/article/3688332/when-finops-costs-you-more-in-the-end.html:
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   discovered_at: '2026-05-17T17:15:58.448504+02:00'
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@@ -482896,6 +501040,7 @@ https://www.infoworld.com/article/3688332/when-finops-costs-you-more-in-the-end.
   - docs/finops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.infoworld.com/article/2338012/when-finops-costs-you-more-in-the-end.html
 https://www.infoworld.com/article/3692296/5-priorities-that-cut-cloud-costs-and-improve-it-ops.html:
   title: 'infoworld.com: 5 priorities that cut cloud costs and improve IT ops'
   description: ''
@@ -482906,13 +501051,14 @@ https://www.infoworld.com/article/3692296/5-priorities-that-cut-cloud-costs-and-
   resource_type: null
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   is_microservice: false
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   discovered_at: '2026-05-17T17:24:50.159994+02:00'
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@@ -482921,6 +501067,7 @@ https://www.infoworld.com/article/3692296/5-priorities-that-cut-cloud-costs-and-
   - docs/iac.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.infoworld.com/article/2338245/5-priorities-that-cut-cloud-costs-and-improve-it-ops.html
 https://www.infoworld.com/article/3693050/5-steps-to-bringing-kubernetes-costs-in-line.html:
   title: 'infoworld.com: 5 steps to bringing Kubernetes costs in line'
   description: ''
@@ -482931,13 +501078,14 @@ https://www.infoworld.com/article/3693050/5-steps-to-bringing-kubernetes-costs-i
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   discovered_at: '2026-05-17T17:11:49.014528+02:00'
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@@ -482946,6 +501094,7 @@ https://www.infoworld.com/article/3693050/5-steps-to-bringing-kubernetes-costs-i
   - docs/finops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.infoworld.com/article/2338303/5-steps-to-bringing-kubernetes-costs-in-line.html
 https://www.infoworld.com/article/3694090/amazon-s-quiet-open-source-revolution.html:
   title: 'infoworld.com: Amazon’s quiet open source revolution'
   description: ''
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   resource_type: null
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   discovered_at: '2026-05-17T17:18:29.459468+02:00'
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@@ -482971,6 +501121,7 @@ https://www.infoworld.com/article/3694090/amazon-s-quiet-open-source-revolution.
   - docs/aws.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.infoworld.com/article/2338356/amazon-s-quiet-open-source-revolution.html
 https://www.infoworld.com/article/3694869/why-platform-engineering.html:
   title: 'infoworld.com: Why platform engineering?'
   description: ''
@@ -482981,13 +501132,14 @@ https://www.infoworld.com/article/3694869/why-platform-engineering.html:
   resource_type: null
   complexity: null
   is_microservice: false
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   discovered_at: '2026-05-17T17:24:15.992292+02:00'
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@@ -482996,6 +501148,7 @@ https://www.infoworld.com/article/3694869/why-platform-engineering.html:
   - docs/devops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.infoworld.com/article/2338392/why-platform-engineering.html
 https://www.infoworld.com/article/3695569/kubernetes-cost-management-for-the-real-world.html:
   title: 'infoworld.com: Kubernetes cost management for the real world'
   description: ''
@@ -483006,13 +501159,14 @@ https://www.infoworld.com/article/3695569/kubernetes-cost-management-for-the-rea
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   is_microservice: false
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:52:42.961974+02:00'
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@@ -483022,6 +501176,7 @@ https://www.infoworld.com/article/3695569/kubernetes-cost-management-for-the-rea
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.infoworld.com/article/2338428/kubernetes-cost-management-for-the-real-world.html
 https://www.infoworld.com/article/3696277/kubernetes-costs-less-but-less-than-what.html:
   title: 'infoworld.com: Kubernetes costs less, but less than what?'
   description: ''
@@ -483032,13 +501187,14 @@ https://www.infoworld.com/article/3696277/kubernetes-costs-less-but-less-than-wh
   resource_type: null
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   discovered_at: '2026-05-17T18:02:11.939803+02:00'
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@@ -483047,6 +501203,7 @@ https://www.infoworld.com/article/3696277/kubernetes-costs-less-but-less-than-wh
   - docs/finops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.infoworld.com/article/2338474/kubernetes-costs-less-but-less-than-what.html
 https://www.infoworld.com/article/3704233/you-cant-run-away-from-technical-debt.html:
   title: 'infoworld.com: You can’t run away from technical debt'
   description: ''
@@ -483057,13 +501214,14 @@ https://www.infoworld.com/article/3704233/you-cant-run-away-from-technical-debt.
   resource_type: null
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   discovered_at: '2026-05-17T16:52:41.334506+02:00'
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@@ -483072,6 +501230,7 @@ https://www.infoworld.com/article/3704233/you-cant-run-away-from-technical-debt.
   - docs/introduction.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.infoworld.com/article/2338860/you-cant-run-away-from-technical-debt.html
 https://www.infoworld.com/article/3707989/why-we-need-both-cloud-architects-and-cloud-engineers.html:
   title: 'infoworld.com: Why we need both cloud architects and cloud engineers'
   description: ''
@@ -483082,13 +501241,14 @@ https://www.infoworld.com/article/3707989/why-we-need-both-cloud-architects-and-
   resource_type: null
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   discovered_at: '2026-05-17T17:43:07.490016+02:00'
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@@ -483097,6 +501257,7 @@ https://www.infoworld.com/article/3707989/why-we-need-both-cloud-architects-and-
   - docs/introduction.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.infoworld.com/article/2335001/why-we-need-both-cloud-architects-and-cloud-engineers.html
 https://www.infracloud.io/blogs/3-autoscaling-projects-optimising-kubernetes-costs:
   title: 'infracloud.io: 3 Autoscaling Projects to Optimise Kubernetes Costs'
   description: ''
@@ -483117,6 +501278,7 @@ https://www.infracloud.io/blogs/3-autoscaling-projects-optimising-kubernetes-cos
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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   hierarchy:
@@ -483150,6 +501312,7 @@ https://www.infracloud.io/blogs/auto-generate-terraform-configuration-files:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -483176,13 +501339,14 @@ https://www.infracloud.io/blogs/avoiding-kubernetes-cluster-outages-synthetic-mo
   resource_type: Article
   complexity: Intermediate
   is_microservice: true
-  status: online
+  status: duplicate
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -483195,6 +501359,7 @@ https://www.infracloud.io/blogs/avoiding-kubernetes-cluster-outages-synthetic-mo
   v2_locations:
   - kubernetes.md
   youtube_mosaic: {}
+  duplicate_of: https://www.cncf.io/blog/2021/08/10/avoiding-kubernetes-cluster-outages-with-synthetic-monitoring
 https://www.infracloud.io/blogs/blue-green-deployments-dns-routing:
   title: "infracloud.io: How to Setup Blue Green Deployments with DNS Routing \U0001F31F"
   description: ''
@@ -483214,6 +501379,7 @@ https://www.infracloud.io/blogs/blue-green-deployments-dns-routing:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -483249,6 +501415,7 @@ https://www.infracloud.io/blogs/enforcing-image-trust-docker-containers-notary:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -483281,6 +501448,7 @@ https://www.infracloud.io/blogs/grafana-loki-log-monitoring-alerting:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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@@ -483312,6 +501480,7 @@ https://www.infracloud.io/blogs/jenkins-freestyle-pipeline-migration:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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@@ -483337,13 +501506,14 @@ https://www.infracloud.io/blogs/kubernetes-autoscaling-custom-metrics:
   resource_type: Blog
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   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   discovered_at: '2023-06-01T00:00:00+02:00'
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@@ -483356,6 +501526,7 @@ https://www.infracloud.io/blogs/kubernetes-autoscaling-custom-metrics:
   v2_locations:
   - kubernetes-autoscaling.md
   youtube_mosaic: {}
+  duplicate_of: https://medium.com/google-cloud/kubernetes-autoscaling-with-istio-metrics-76442253a45a
 https://www.infracloud.io/blogs/kubernetes-cost-reporting-using-kubecost:
   title: 'infracloud.io: Kubernetes Cost Reporting using Kubecost'
   description: ''
@@ -483375,6 +501546,7 @@ https://www.infracloud.io/blogs/kubernetes-cost-reporting-using-kubecost:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -483407,6 +501579,7 @@ https://www.infracloud.io/blogs/kubernetes-pod-security-policies-opa:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -483438,6 +501611,7 @@ https://www.infracloud.io/blogs/linking-traces-continuous-profiling-pyroscope:
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   discovered_at: '2022-06-01T00:00:00+02:00'
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@@ -483470,6 +501644,7 @@ https://www.infracloud.io/blogs/machine-learning-orchestration-kubernetes-kubefl
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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@@ -483502,6 +501677,7 @@ https://www.infracloud.io/blogs/monitoring-kubernetes-cert-manager-certificates:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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@@ -483533,6 +501709,7 @@ https://www.infracloud.io/blogs/multi-tenancy-kubernetes:
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   discovered_at: '2022-06-01T00:00:00+02:00'
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@@ -483563,6 +501740,7 @@ https://www.infracloud.io/blogs/multi-tenancy-monitoring-thanos-receiver:
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   discovered_at: '2026-05-17T16:59:49.013848+02:00'
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@@ -483590,6 +501768,7 @@ https://www.infracloud.io/blogs/multicluster-gitops-argocd:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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@@ -483621,6 +501800,7 @@ https://www.infracloud.io/blogs/prevent-secret-leaks-in-repositories:
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   discovered_at: '2022-06-01T00:00:00+02:00'
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   discovered_at: '2022-06-01T00:00:00+02:00'
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   discovered_at: '2022-06-01T00:00:00+02:00'
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@@ -483719,6 +501901,7 @@ https://www.infracloud.io/blogs/prometheus-architecture-metrics-use-cases:
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   discovered_at: '2021-06-01T00:00:00+02:00'
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@@ -483748,6 +501931,7 @@ https://www.infracloud.io/blogs/prometheus-operator-helm-guide:
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   discovered_at: '2026-05-17T18:14:42.621662+02:00'
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@@ -483774,6 +501958,7 @@ https://www.infracloud.io/blogs/promql-prometheus-guide:
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:36:22.219611+02:00'
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@@ -483822,6 +502007,7 @@ https://www.infracloud.io/blogs/protecting-kubernetes-applications-with-kanister
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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@@ -483854,6 +502040,7 @@ https://www.infracloud.io/blogs/role-based-access-kubernetes:
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   discovered_at: '2021-06-01T00:00:00+02:00'
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@@ -483886,6 +502073,7 @@ https://www.infracloud.io/blogs/secure-containers-cosign-distroless-images:
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   discovered_at: '2022-06-01T00:00:00+02:00'
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@@ -483919,6 +502107,7 @@ https://www.infracloud.io/blogs/securing-kubernetes-cluster-kubescape-kubebench:
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:12:10.766161+02:00'
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@@ -483952,6 +502141,7 @@ https://www.infracloud.io/blogs/securing-kubernetes-secrets-conjur:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   discovered_at: '2021-06-01T00:00:00+02:00'
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@@ -484014,6 +502205,7 @@ https://www.infracloud.io/blogs/sre-best-practices:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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@@ -484046,6 +502238,7 @@ https://www.infracloud.io/blogs/top-10-things-for-container-security:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -484068,13 +502261,14 @@ https://www.infracloud.io/kubernetes-pod-security-policies-opa:
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@@ -484084,6 +502278,7 @@ https://www.infracloud.io/kubernetes-pod-security-policies-opa:
   - docs/securityascode.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.infracloud.io/blogs/kubernetes-pod-security-policies-opa
 https://www.inkoop.io/blog/how-to-get-azure-api-credentials:
   title: 'inkoop.io: How to get Azure API Credentials'
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@@ -484102,6 +502297,7 @@ https://www.inkoop.io/blog/how-to-get-azure-api-credentials:
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   discovered_at: '2026-06-18T00:37:59.396214+02:00'
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@@ -484158,13 +502355,14 @@ https://www.innoq.com/en/blog/scraping-docker-swarm-service-instances-with-prome
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-  status: online
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   discovered_at: '2026-05-17T17:30:02.651774+02:00'
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@@ -484173,6 +502371,7 @@ https://www.innoq.com/en/blog/scraping-docker-swarm-service-instances-with-prome
   - docs/prometheus.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.innoq.com/en/blog/2020/04/scraping-docker-swarm-service-instances-with-prometheus
 https://www.inovex.de/blog/containers-docker-containerd-nabla-kata-firecracker:
   title: "inovex.de: Welcome To The Container Jungle: Docker vs. containerd vs. Nabla'
     vs. Kata vs. Firecracker and more! \U0001F31F"
@@ -484184,13 +502383,14 @@ https://www.inovex.de/blog/containers-docker-containerd-nabla-kata-firecracker:
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-  status: online
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@@ -484199,6 +502399,7 @@ https://www.inovex.de/blog/containers-docker-containerd-nabla-kata-firecracker:
   - docs/container-managers.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.inovex.de/de/blog/containers-docker-containerd-nabla-kata-firecracker
 https://www.inovex.de/blog/spinnaker-vs-argo-cd-vs-tekton-vs-jenkins-x:
   title: 'inovex.de: Spinnaker vs. Argo CD vs. Tekton vs. Jenkins X: Cloud-Native''
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@@ -484210,13 +502411,14 @@ https://www.inovex.de/blog/spinnaker-vs-argo-cd-vs-tekton-vs-jenkins-x:
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-  status: online
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   discovered_at: '2026-05-17T17:34:42.143963+02:00'
+  last_ai_eval: null
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@@ -484225,6 +502427,7 @@ https://www.inovex.de/blog/spinnaker-vs-argo-cd-vs-tekton-vs-jenkins-x:
   - docs/jenkins-alternatives.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.inovex.de/de/blog/spinnaker-vs-argo-cd-vs-tekton-vs-jenkins-x
 https://www.inovex.de/de/blog/containers-docker-containerd-nabla-kata-firecracker:
   title: "inovex.de: Welcome To The Container Jungle: Docker vs. containerd vs. Nabla
     vs. Kata vs. Firecracker and more! \U0001F31F"
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   needs_ai_refresh: false
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+  last_ai_eval: null
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   hierarchy:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -484311,6 +502516,7 @@ https://www.instaclustr.com/apache-kafka-architecture:
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   discovered_at: '2026-05-17T18:11:05.126255+02:00'
+  last_ai_eval: null
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@@ -484334,13 +502540,14 @@ https://www.instana.com/blog/cf-the-hidden-cost-of-observability-data-volume:
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@@ -484349,6 +502556,7 @@ https://www.instana.com/blog/cf-the-hidden-cost-of-observability-data-volume:
   - docs/monitoring.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.ibm.com/think
 https://www.instana.com/blog/monitoring-jenkins-using-instana:
   title: Monitoring jenkins using instana
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@@ -484359,13 +502567,14 @@ https://www.instana.com/blog/monitoring-jenkins-using-instana:
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@@ -484374,6 +502583,7 @@ https://www.instana.com/blog/monitoring-jenkins-using-instana:
   - docs/jenkins.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.instana.com/blog/cf-the-hidden-cost-of-observability-data-volume
 https://www.instapaper.com:
   title: Instapaper
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@@ -484394,6 +502604,7 @@ https://www.instapaper.com:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -484423,6 +502634,7 @@ https://www.instructables.com/How-to-Use-a-Shovel:
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   needs_ai_refresh: false
   discovered_at: '2026-06-02T13:43:05.971863+02:00'
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@@ -484449,6 +502661,7 @@ https://www.intel.com/content/www/us/en/homepage.html:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:42.351640+02:00'
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@@ -484480,6 +502693,7 @@ https://www.interviewbit.com/ansible-interview-questions:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -484511,6 +502725,7 @@ https://www.interviewbit.com/aws-interview-questions:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -484542,6 +502757,7 @@ https://www.interviewbit.com/terraform-interview-questions:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -484564,13 +502780,14 @@ https://www.intezer.com/blog/container-security/new-attacks-on-kubernetes-via-mi
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-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T17:33:07.788868+02:00'
+  last_ai_eval: null
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@@ -484579,6 +502796,7 @@ https://www.intezer.com/blog/container-security/new-attacks-on-kubernetes-via-mi
   - docs/devsecops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://intezer.com/blog/new-attacks-on-kubernetes-via-misconfigured-argo-workflows
 https://www.invensislearning.com/blog/devops-vs-devsecops:
   title: 'invensislearning.com: Difference between DevOps and DevSecOps'
   description: ''
@@ -484599,6 +502817,7 @@ https://www.invensislearning.com/blog/devops-vs-devsecops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -484632,6 +502851,7 @@ https://www.invensislearning.com/blog/infrastructure-as-a-code-tutorial:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -484663,6 +502883,7 @@ https://www.investopedia.com/amazon-web-services-outage-causes-chaos-5212233:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:41.070346+02:00'
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -484729,6 +502951,7 @@ https://www.iomesh.com/blog/announcing_iomesh_preview:
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+  last_ai_eval: null
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@@ -484761,6 +502984,7 @@ https://www.ireviews.com/the-top-60-remote-work-websites-for-new-opportunities-i
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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@@ -484793,6 +503017,7 @@ https://www.isic-archive.com:
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+  last_ai_eval: null
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@@ -484815,13 +503040,14 @@ https://www.ismiletechnologies.com/devsecops/secure-devops-kit-azureazsk:
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   is_microservice: false
-  status: online
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@@ -484830,6 +503056,7 @@ https://www.ismiletechnologies.com/devsecops/secure-devops-kit-azureazsk:
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://ismiletechnologies.com/en_us/devsecops/secure-devops-kit-azureazsk
 https://www.itbusinessedge.com/security/okta-vs-azure-ad:
   title: 'itbusinessedge.com: Okta vs. Azure AD: IAM Tool Comparison'
   description: ''
@@ -484848,6 +503075,7 @@ https://www.itbusinessedge.com/security/okta-vs-azure-ad:
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   discovered_at: '2026-05-17T17:09:39.301664+02:00'
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@@ -484896,13 +503125,14 @@ https://www.itcentralstation.com/categories/java-frameworks:
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@@ -484911,6 +503141,7 @@ https://www.itcentralstation.com/categories/java-frameworks:
   - docs/java_frameworks.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.peerspot.com/categories/java-frameworks
 https://www.ithands-on.com/2021/04/kubernetes-101-changing-pods-label-on.html:
   title: 'ithands-on.com: Kubernetes 101 : Changing a Pod''s label on the fly'
   description: ''
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   discovered_at: '2026-05-17T17:14:51.229987+02:00'
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@@ -485085,6 +503321,7 @@ https://www.ithands-on.com/2021/05/kubernetes-101-performing-tasks-in.html:
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@@ -485195,6 +503435,7 @@ https://www.ithands-on.com/2021/07/kubernetes-101-extending-containers.html:
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@@ -485372,6 +503618,7 @@ https://www.itprotoday.com/containers/whos-winning-container-software-market:
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.techtarget.com/searchcio/answer/ITPro-Today-Network-Computing-IoT-World-Today-combine-with-TechTarget
 https://www.itprotoday.com/devops-and-software-development/devops-model-killing-developer-word-no:
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   description: ''
@@ -485382,13 +503629,14 @@ https://www.itprotoday.com/devops-and-software-development/devops-model-killing-
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@@ -485397,6 +503645,7 @@ https://www.itprotoday.com/devops-and-software-development/devops-model-killing-
   - docs/devops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.itprotoday.com/containers/whos-winning-container-software-market
 https://www.itprotoday.com/devops-and-software-development/who-needs-open-policy-agent:
   title: 'itprotoday.com: Who Needs Open Policy Agent?'
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@@ -485407,13 +503656,14 @@ https://www.itprotoday.com/devops-and-software-development/who-needs-open-policy
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   - docs/securityascode.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.itprotoday.com/containers/whos-winning-container-software-market
 https://www.itprotoday.com/devops/google-dora-report-details-best-practices-speed-devops:
   title: 'itprotoday.com: Google DORA Report Details Best Practices to Speed DevOps'
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-  status: online
+  status: duplicate
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@@ -485447,6 +503699,7 @@ https://www.itprotoday.com/devops/google-dora-report-details-best-practices-spee
   - docs/devops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.itprotoday.com/containers/whos-winning-container-software-market
 https://www.itprotoday.com/hybrid-cloud-and-multicloud/4-alternatives-kubernetes-container-orchestrator:
   title: 'itprotoday.com: 4 Alternatives to Kubernetes Container Orchestrator'
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   resource_type: null
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   is_microservice: false
-  status: online
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   discovered_at: '2026-05-17T17:12:07.165140+02:00'
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@@ -485472,6 +503726,7 @@ https://www.itprotoday.com/hybrid-cloud-and-multicloud/4-alternatives-kubernetes
   - docs/kubernetes-alternatives.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.itprotoday.com/containers/whos-winning-container-software-market
 https://www.itprotoday.com/it-operations/docker-still-worth-learning-it-operations-teams-probably-not:
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@@ -485498,6 +503754,7 @@ https://www.itprotoday.com/it-operations/docker-still-worth-learning-it-operatio
   - docs/docker.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.itprotoday.com/containers/whos-winning-container-software-market
 https://www.itprotoday.com/linux/openshift-48-red-hat-seeks-expand-workload-possibilities:
   title: 'itprotoday.com: With OpenShift 4.8, Red Hat Seeks to ''Expand Workload Possibilities'''
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   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.itprotoday.com/containers/whos-winning-container-software-market
 https://www.itprotoday.com/testing-and-quality-assurance/why-site-reliability-engineering-key-modern-devops:
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   description: ''
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@@ -485548,6 +503808,7 @@ https://www.itprotoday.com/testing-and-quality-assurance/why-site-reliability-en
   - docs/sre.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.itprotoday.com/containers/whos-winning-container-software-market
 https://www.ituser.es/opinion/2020/07/las-principales-habilidades-que-un-arquitecto-cloud-necesita-para-triunfar:
   title: 'ituser.es: Las principales habilidades que un arquitecto cloud necesita
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   needs_ai_refresh: false
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+  last_ai_eval: null
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@@ -485595,13 +503857,14 @@ https://www.itwonderlab.com/en/ansible-kubernetes-vagrant-tutorial:
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   v2_locations:
   - kubernetes-on-premise.md
   youtube_mosaic: {}
+  duplicate_of: https://www.itwonderlab.com/ansible-kubernetes-vagrant-tutorial
 https://www.jaegertracing.io:
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+  last_ai_eval: null
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   youtube_mosaic: {}
+  duplicate_of: https://www.java-success.com/microservices-interview-questions
 https://www.java-success.com/debugging-java-thread-safety-multi-threading-concurrency-issues:
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@@ -487008,6 +505317,7 @@ https://www.jenkins.io/blog/2020/08/29/git-performance-improvement-phase3:
   last_checked: 1779032256.972417
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:37:36.972417+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -487036,6 +505346,7 @@ https://www.jenkins.io/blog/2020/10/21/a-sustainable-pattern-with-shared-library
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -487069,6 +505380,7 @@ https://www.jenkins.io/blog/2020/11/05/installing-jenkins-on-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -487100,6 +505412,7 @@ https://www.jenkins.io/blog/2021/02/08/docker-base-os-upgrade:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -487132,6 +505445,7 @@ https://www.jenkins.io/blog/2021/04/15/jenkins-operator-sub-project:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -487164,6 +505478,7 @@ https://www.jenkins.io/blog/2021/04/21/tekton-plugin:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -487199,6 +505514,7 @@ https://www.jenkins.io/blog/2021/07/27/git-credentials-binding-phase-1:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -487231,6 +505547,7 @@ https://www.jenkins.io/blog/2021/08/17/docker-images-use-jdk-11-by-default:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -487263,6 +505580,7 @@ https://www.jenkins.io/blog/2021/08/23/jenkins-operator-security-work-report:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -487294,6 +505612,7 @@ https://www.jenkins.io/blog/2021/12/22/deprecated-ruby-runtime:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -487325,6 +505644,7 @@ https://www.jenkins.io/blog/2023/10/31/marc-s-napkin-upgrade-guide:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -487358,6 +505678,7 @@ https://www.jenkins.io/doc/administration/requirements/jenkins-on-java-11:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -487390,6 +505711,7 @@ https://www.jenkins.io/doc/book/blueocean/getting-started:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -487422,6 +505744,7 @@ https://www.jenkins.io/doc/book/installing/kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -487453,6 +505776,7 @@ https://www.jenkins.io/doc/book/managing/cli:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -487487,6 +505811,7 @@ https://www.jenkins.io/doc/book/pipeline:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -487518,6 +505843,7 @@ https://www.jenkins.io/doc/book/pipeline/development:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -487550,6 +505876,7 @@ https://www.jenkins.io/doc/book/pipeline/jenkinsfile:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -487579,6 +505906,7 @@ https://www.jenkins.io/doc/book/pipeline/multibranch:
   last_checked: 1779030848.652916
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:08.652916+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -487607,6 +505935,7 @@ https://www.jenkins.io/doc/book/pipeline/shared-libraries:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -487640,6 +505969,7 @@ https://www.jenkins.io/doc/book/pipeline/syntax:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -487671,6 +506001,7 @@ https://www.jenkins.io/doc/book/using/remote-access-api:
   last_checked: 1779031825.090465
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:25.090465+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -487703,6 +506034,7 @@ https://www.jenkins.io/doc/developer/plugin-development:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -487734,6 +506066,7 @@ https://www.jenkins.io/doc/developer/plugin-development/dependency-management:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -487765,6 +506098,7 @@ https://www.jenkins.io/doc/pipeline/steps/workflow-scm-step:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -487798,6 +506132,7 @@ https://www.jenkins.io/events/online-hackfest/2020-uiux:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -487829,6 +506164,7 @@ https://www.jenkins.io/projects/gsoc/2021/projects/remoting-monitoring:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -487860,6 +506196,7 @@ https://www.jenkins.io/projects/jcasc:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -487894,6 +506231,7 @@ https://www.jenkins.io/sigs/cloud-native:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -487926,6 +506264,7 @@ https://www.jenkins.io/sigs/platform:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -487958,6 +506297,7 @@ https://www.jenkins.io/solutions/pipeline:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -487989,6 +506329,7 @@ https://www.jetbrains.com/fleet:
   last_checked: 1779033692.631267
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:01:32.631267+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -488021,6 +506362,7 @@ https://www.jetbrains.com/help/idea/maven-support.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -488052,6 +506394,7 @@ https://www.jetbrains.com/help/teamcity/storing-project-settings-in-version-cont
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -488083,6 +506426,7 @@ https://www.jetbrains.com/teamcity:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -488113,6 +506457,7 @@ https://www.jetstack.io/blog/cert-manager-gateway-api-traefik-guide:
   last_checked: 1779034461.767423
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:21.767423+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -488131,13 +506476,14 @@ https://www.jetstack.io/blog/cert-manager-istio-integration:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: e0194872029ad15d89c885f2d17b11deec720e5cedd8cc7c53177a0cf2245564
   health_score: 100.0
   last_checked: 1779031406.701304
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:26.701304+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
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@@ -488146,6 +506492,7 @@ https://www.jetstack.io/blog/cert-manager-istio-integration:
   - docs/istio.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.jetstack.io/blog/cert-manager-gateway-api-traefik-guide
 https://www.jfrog.com/confluence/display/JFROG/Kubernetes+Helm+Chart+Repositories:
   title: "jfrog.com: Kubernetes Helm Chart Repositories \U0001F31F"
   description: ''
@@ -488156,13 +506503,14 @@ https://www.jfrog.com/confluence/display/JFROG/Kubernetes+Helm+Chart+Repositorie
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 3c334d5320e44ff111609e97f2d1bb75da83b7cccf4cd9d6c10bc9abbac73aa4
   health_score: 100.0
   last_checked: 1779033584.336035
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:44.336035+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -488171,6 +506519,7 @@ https://www.jfrog.com/confluence/display/JFROG/Kubernetes+Helm+Chart+Repositorie
   - docs/registries.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.jfrog.com
 https://www.jhipster.tech:
   title: jhipster
   description: ''
@@ -488191,6 +506540,7 @@ https://www.jhipster.tech:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -488223,6 +506573,7 @@ https://www.jimangel.io/posts/nvidia-rtx-gpu-kubernetes-setup:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -488254,6 +506605,7 @@ https://www.jimangel.io/posts/self-updating-gitops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -488287,6 +506639,7 @@ https://www.jitendrazaa.com/blog/java/create-soap-message-using-java:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -488310,13 +506663,14 @@ https://www.journaldev.com/33645/maven-commands-options-cheat-sheet:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 79957063fe9de1e5d0aead4cc2646b803727fa5d2d108fa4f1263611b7a86431
   health_score: 100.0
   last_checked: 1779030656.615605
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:56.615605+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -488325,6 +506679,7 @@ https://www.journaldev.com/33645/maven-commands-options-cheat-sheet:
   - docs/cheatsheets.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.digitalocean.com/community/tutorials/maven-commands-options-cheat-sheet
 https://www.journaldunet.com/web-tech/cloud/1492047-comment-kubernetes-perce-les-frontieres-du-cloud:
   title: null
   description: null
@@ -488342,6 +506697,7 @@ https://www.journaldunet.com/web-tech/cloud/1492047-comment-kubernetes-perce-les
   last_checked: 1779033329.448183
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:29.448183+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -488361,13 +506717,14 @@ https://www.jrebel.com/blog/git-cheat-sheet:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1781735889.618578
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:09.618578+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -488381,6 +506738,7 @@ https://www.jrebel.com/blog/git-cheat-sheet:
   v2_locations:
   - cheatsheets.md
   youtube_mosaic: {}
+  duplicate_of: https://education.github.com/git-cheat-sheet-education.pdf
 https://www.jrebel.com/blog/maven-cheat-sheet:
   title: jrebel.com/blog/maven-cheat-sheet
   description: ''
@@ -488399,6 +506757,7 @@ https://www.jrebel.com/blog/maven-cheat-sheet:
   last_checked: 1781735889.618495
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:09.618495+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -488430,6 +506789,7 @@ https://www.jrebel.com/blog/top-10-jenkins-plugins-and-features:
   last_checked: 1781735991.712899
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:51.712899+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -488462,6 +506822,7 @@ https://www.json.org/json-en.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '1999-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   geo_region: null
   hierarchy:
@@ -488493,6 +506854,7 @@ https://www.juanonlab.com/blog/es/dashboards-de-kibana:
   last_checked: 1779031045.713948
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:25.713948+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -488516,13 +506878,14 @@ https://www.justingarrison.com/blog/2021-07-11-github-url-hacks:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
   last_checked: 1779031381.836892
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   discovered_at: '2026-05-17T17:23:01.836892+02:00'
+  last_ai_eval: null
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@@ -488531,6 +506894,7 @@ https://www.justingarrison.com/blog/2021-07-11-github-url-hacks:
   - docs/cheatsheets.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://justingarrison.com/blog/2021-07-11-github-url-hacks
 https://www.justinpolidori.it/posts/20220116_sign_images_with_cosign_and_verify_with_gatekeeper:
   title: 'justinpolidori.it: Secure Your Docker Images With Cosign (and OPA Gatekeeper)'
   description: ''
@@ -488543,13 +506907,14 @@ https://www.justinpolidori.it/posts/20220116_sign_images_with_cosign_and_verify_
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779032971.456168
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:31.456168+02:00'
+  last_ai_eval: null
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   geo_region: null
   hierarchy:
@@ -488563,6 +506928,7 @@ https://www.justinpolidori.it/posts/20220116_sign_images_with_cosign_and_verify_
   v2_locations:
   - devsecops.md
   youtube_mosaic: {}
+  duplicate_of: https://justinpolidori.com/posts/20220116_sign_images_with_cosign_and_verify_with_gatekeeper
 https://www.justinpolidori.it/posts/20220611_vcluster_auth:
   title: 'justinpolidori.it: LDAP authentication with Dex on Kubernetes with Vcluster''
     (K3S)'
@@ -488576,13 +506942,14 @@ https://www.justinpolidori.it/posts/20220611_vcluster_auth:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779031647.504066
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:27.504066+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -488596,6 +506963,7 @@ https://www.justinpolidori.it/posts/20220611_vcluster_auth:
   v2_locations:
   - rancher.md
   youtube_mosaic: {}
+  duplicate_of: https://justinpolidori.com/posts/20220611_vcluster_auth
 https://www.k8gb.io:
   title: k8gb.io
   description: ''
@@ -488616,6 +506984,7 @@ https://www.k8gb.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -488646,6 +507015,7 @@ https://www.k8sref.io:
   last_checked: 1779034522.705048
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:22.705048+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -488685,6 +507055,7 @@ https://www.kaggle.com:
   last_checked: 1780352561.468455
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:22:41.468455+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -488722,6 +507093,7 @@ https://www.kaggle.com/competitions:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -488754,6 +507126,7 @@ https://www.kaggle.com/datasets/rkiattisak/sports-car-prices-dataset:
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -488786,6 +507159,7 @@ https://www.kai-waehner.de/blog/2020/06/09/apache-kafka-versus-apache-pulsar-eve
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -488820,6 +507194,7 @@ https://www.kai-waehner.de/blog/2021/03/10/apache-kafka-app-modernization-legacy
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -488852,6 +507227,7 @@ https://www.kai-waehner.de/blog/2021/03/15/apache-kafka-mqtt-sparkplug-iot-blog-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -488885,6 +507261,7 @@ https://www.kai-waehner.de/blog/2022/01/04/when-not-to-use-apache-kafka:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -488916,6 +507293,7 @@ https://www.kai-waehner.de/blog/2022/01/04/when-not-to-use-apache-kafka:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -488947,6 +507325,7 @@ https://www.kai-waehner.de/blog/2022/05/12/comparison-jms-api-message-broker-mq-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -488979,6 +507358,7 @@ https://www.kamilgrzybek.com/blog/posts/modular-monolith-primer:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -489001,13 +507381,14 @@ https://www.kamilgrzybek.com/design/modular-monolith-primer:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 20c18f9c8648af9693fc4ef41cb739f6e65c6468af14ef6400c0961d8171e438
   health_score: 100.0
   last_checked: 1779029074.572749
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   discovered_at: '2026-05-17T16:44:34.572749+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -489016,6 +507397,7 @@ https://www.kamilgrzybek.com/design/modular-monolith-primer:
   - docs/introduction.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.kamilgrzybek.com/blog/posts/modular-monolith-primer
 https://www.kanister.io:
   title: null
   description: null
@@ -489026,13 +507408,14 @@ https://www.kanister.io:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
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   content_hash: 7f299c7a843596c28008318f7278ba72f239509982be2e93cbda49d20d242fee
   health_score: 100.0
   last_checked: 1779130494.933897
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   discovered_at: '2026-05-18T20:54:54.933897+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -489041,6 +507424,7 @@ https://www.kanister.io:
   - docs/kubernetes-backup-migrations.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://kanister.io
 https://www.kasten.io:
   title: Kasten
   description: ''
@@ -489058,6 +507442,7 @@ https://www.kasten.io:
   last_checked: 1779033419.236881
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:59.236881+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -489083,6 +507468,7 @@ https://www.kasten.io/kubernetes/resources/books/kubernetes-backup-and-dr-for-du
   last_checked: 1779031416.666325
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:36.666325+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -489111,6 +507497,7 @@ https://www.katacoda.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -489122,6 +507509,7 @@ https://www.katacoda.com:
   v1_locations: []
   v2_locations:
   - elearning.md
+  - openshift.md
   youtube_mosaic: {}
 https://www.kateyes.co.uk:
   title: kateyes.co.uk
@@ -489144,6 +507532,7 @@ https://www.kateyes.co.uk:
   last_checked: 1779030422.647361
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:02.647361+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -489177,6 +507566,7 @@ https://www.kdnuggets.com/2020/07/deploy-machine-learning-pipeline-aws-fargate.h
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -489210,6 +507600,7 @@ https://www.kdnuggets.com/2021/02/deploy-flask-api-kubernetes-connect-micro-serv
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -489242,6 +507633,7 @@ https://www.kdnuggets.com/2021/09/build-database-using-python.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -489275,6 +507667,7 @@ https://www.kdnuggets.com/2022/02/complete-collection-data-science-cheat-sheets-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -489300,13 +507693,14 @@ https://www.kdnuggets.com/2022/02/complete-collection-data-science-cheat-sheets-
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
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   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -489319,6 +507713,7 @@ https://www.kdnuggets.com/2022/02/complete-collection-data-science-cheat-sheets-
   v2_locations:
   - cheatsheets.md
   youtube_mosaic: {}
+  duplicate_of: https://www.kdnuggets.com/2022/02/complete-collection-data-science-cheat-sheets-part-1.html
 https://www.kedify.io/blog-posts/prometheus-and-kubernetes-horizontal-pod-autoscaler-dont-talk-keda-does:
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@@ -489330,13 +507725,14 @@ https://www.kedify.io/blog-posts/prometheus-and-kubernetes-horizontal-pod-autosc
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T17:34:55.159026+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -489345,6 +507741,7 @@ https://www.kedify.io/blog-posts/prometheus-and-kubernetes-horizontal-pod-autosc
   - docs/kubernetes-autoscaling.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.kedify.io/resources/blog/prometheus-and-kubernetes-horizontal-pod-autoscaler-dont-talk-keda-does
 https://www.kedify.io/resources/blog/prometheus-and-kubernetes-horizontal-pod-autoscaler-dont-talk-keda-does:
   title: 'kedify.io: Prometheus and Kubernetes Horizontal Pod Autoscaler don’t talk,
     KEDA does'
@@ -489365,6 +507762,7 @@ https://www.kedify.io/resources/blog/prometheus-and-kubernetes-horizontal-pod-au
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -489394,6 +507792,7 @@ https://www.keptn.sh:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:59.034892+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -489420,6 +507819,7 @@ https://www.kevinrchant.com/2021/09/14/t-sql-tuesday-142-introducing-my-azure-de
   last_checked: 1779031605.74751
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:26:45.747510+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -489450,6 +507850,7 @@ https://www.kevinrchant.com/2021/09/16/increase-in-demand-for-data-platform-auto
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -489483,6 +507884,7 @@ https://www.keycloak.org:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -489514,6 +507916,7 @@ https://www.khanacademy.org:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -489536,13 +507939,14 @@ https://www.kiali.io:
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   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T16:58:36.474158+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -489551,6 +507955,7 @@ https://www.kiali.io:
   - docs/istio.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://kiali.io
 https://www.kie.org:
   title: kie.org
   description: ''
@@ -489571,6 +507976,7 @@ https://www.kie.org:
   last_checked: 1779130495.02995
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.029950+02:00'
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   hierarchy:
@@ -489594,13 +508000,14 @@ https://www.kite.com:
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   is_microservice: false
-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T17:50:50.968365+02:00'
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@@ -489609,6 +508016,7 @@ https://www.kite.com:
   - docs/python.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://kite.com
 https://www.kitploit.com/2021/12/mesh-kridik-open-source-security.html:
   title: 'kitploit.com: Mesh-Kridik'
   description: ''
@@ -489619,13 +508027,14 @@ https://www.kitploit.com/2021/12/mesh-kridik-open-source-security.html:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T17:33:03.099109+02:00'
+  last_ai_eval: null
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@@ -489634,6 +508043,7 @@ https://www.kitploit.com/2021/12/mesh-kridik-open-source-security.html:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://kitploit.com/2021/12/mesh-kridik-open-source-security.html
 https://www.konveyor.io:
   title: "konveyor \U0001F31F"
   description: ''
@@ -489644,13 +508054,14 @@ https://www.konveyor.io:
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   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T17:45:52.118811+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -489660,6 +508071,7 @@ https://www.konveyor.io:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://konveyor.io
 https://www.koyeb.com/blog/service-mesh-and-microservices-improving-network-management-and-observability:
   title: 'koyeb.com: Service Mesh and Microservices: Improving Network Management
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@@ -489680,6 +508092,7 @@ https://www.koyeb.com/blog/service-mesh-and-microservices-improving-network-mana
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -489712,6 +508125,7 @@ https://www.kpi.org/KPI-Basics:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -489745,6 +508159,7 @@ https://www.krakend.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -489777,6 +508192,7 @@ https://www.krakend.io/blog/krakend-framework-joins-the-linux-foundation:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -489809,6 +508225,7 @@ https://www.kristhecodingunicorn.com/post/aks-oauth2-proxy-with-nginx-ingress-co
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -489834,13 +508251,14 @@ https://www.kristhecodingunicorn.com/post/k8s_nginx_oauth:
   resource_type: Blog Post
   complexity: Advanced
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -489853,6 +508271,7 @@ https://www.kristhecodingunicorn.com/post/k8s_nginx_oauth:
   v2_locations:
   - managed-kubernetes-in-public-cloud.md
   youtube_mosaic: {}
+  duplicate_of: https://www.kristhecodingunicorn.com/post/aks-oauth2-proxy-with-nginx-ingress-controller
 https://www.ktail.de:
   title: "KTail: Kubernetes log viewer \U0001F31F"
   description: ''
@@ -489871,6 +508290,7 @@ https://www.ktail.de:
   last_checked: 1779030499.618778
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:19.618778+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -489901,6 +508321,7 @@ https://www.kube-router.io:
   last_checked: 1779029896.933353
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:58:16.933353+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -489927,6 +508348,7 @@ https://www.kubecost.com:
   last_checked: 1779033339.380322
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:39.380322+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -489960,6 +508382,7 @@ https://www.kubeflow.org:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -489971,6 +508394,7 @@ https://www.kubeflow.org:
   v1_locations: []
   v2_locations:
   - jenkins-alternatives.md
+  - mlops.md
   youtube_mosaic: {}
 https://www.kubenatives.com/p/the-hidden-cpu-throttling-crisis:
   title: The Hidden CPU Throttling Crisis in Kubernetes Clusters
@@ -489992,6 +508416,7 @@ https://www.kubenatives.com/p/the-hidden-cpu-throttling-crisis:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -490026,6 +508451,7 @@ https://www.kubermatic.com/blog/a-framework-for-kubernetes-incident-response:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -490060,6 +508486,7 @@ https://www.kubermatic.com/blog/bringing-your-vms-to-kubernetes-with-kubevirt:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -490094,6 +508521,7 @@ https://www.kubermatic.com/blog/keeping-the-state-of-apps-1-introduction-to-volu
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -490117,13 +508545,14 @@ https://www.kubermatic.com/blog/keeping-the-state-of-apps-5:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 09bb2c6e02380b71aa18ab03e108bb5516a9c932cc71db9a255d16a57849f4ec
   health_score: 100.0
   last_checked: 1779034319.2704
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:59.270400+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -490132,6 +508561,7 @@ https://www.kubermatic.com/blog/keeping-the-state-of-apps-5:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.kubermatic.com/blog/keeping-the-state-of-apps-6-introduction-to-statefulsets
 https://www.kubermatic.com/blog/keeping-the-state-of-apps-5-introduction-to-storage-classes:
   title: 'kubermatic.com: Keeping the State of Apps 5: Introduction to Storage Classes'
   description: ''
@@ -490145,13 +508575,14 @@ https://www.kubermatic.com/blog/keeping-the-state-of-apps-5-introduction-to-stor
   resource_type: Tutorial
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -490165,6 +508596,7 @@ https://www.kubermatic.com/blog/keeping-the-state-of-apps-5-introduction-to-stor
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 https://www.kubermatic.com/blog/keeping-the-state-of-apps-6-introduction-to-statefulsets:
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   v2_locations:
   - kubernetes-security.md
   youtube_mosaic: {}
+  duplicate_of: https://www.kubermatic.com/blog/keeping-the-state-of-apps-6-introduction-to-statefulsets
 https://www.kubermatic.com/blog/keeping-the-state-of-apps-part-3-introduction-to-configmaps:
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.kubermatic.com/tags/kubernetes
 https://www.kubermatic.com/resources/the-ultimate-checklist-for-running-kubernetes-in-production:
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   youtube_mosaic: {}
+  duplicate_of: https://kubetools.io/kopylot-an-ai-powered-kubernetes-assistant-for-devops-developers
 ? https://www.kubetools.io/kubernetes/mastering-kubernetes-debugging-and-troubleshooting-with-kubeshark-real-time-visibility-query-language-service-map-and-integrations
 : title: 'kubetools.io: Kubeshark – API Traffic Analyzer for Kubernetes'
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://kubetools.io/mastering-kubernetes-debugging-and-troubleshooting-with-kubeshark-real-time-visibility-query-language-service-map-and-integrations
 https://www.kubetools.io/kubernetes/why-k9s-should-be-your-go-to-tool-for-kubernetes-management:
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   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://kubetools.io/why-k9s-should-be-your-go-to-tool-for-kubernetes-management
 https://www.kubeval.com:
   title: Kubeval
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   discovered_at: '2026-05-17T17:44:40.158724+02:00'
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   - docs/test-automation-frameworks.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.testmuai.com/blog/27-best-practices-selenium-test-automation
 https://www.lambdatest.com/blog/49-common-selenium-exceptions-automation-testing:
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   - docs/test-automation-frameworks.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.testmuai.com/blog/49-common-selenium-exceptions-automation-testing
 https://www.lambdatest.com/blog/automated-web-bot-with-selenium-python:
   title: 'lambdatest.com: How To Create Automated Web Bot With Selenium In Python'
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   - docs/test-automation-frameworks.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.testmuai.com/blog/automated-web-bot-with-selenium-python
 https://www.lambdatest.com/blog/automation-testing-with-selenium-javascript:
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   discovered_at: '2026-05-17T16:52:41.311699+02:00'
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   - docs/jenkins-alternatives.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.testmuai.com/blog/bamboo-vs-jenkins-showdown-of-ci-cd-tools
 https://www.lambdatest.com/blog/best-jenkins-alternatives:
   title: 'lambdatest.com: 21 Of The Best Jenkins Alternatives For Developers'
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   discovered_at: '2026-05-17T17:50:24.947724+02:00'
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@@ -490955,6 +509423,7 @@ https://www.lambdatest.com/blog/best-jenkins-alternatives:
   - docs/jenkins-alternatives.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.testmuai.com/blog/best-jenkins-alternatives
 https://www.lambdatest.com/blog/build-ci-cd-pipeline-in-azure-devops:
   title: 'lambdatest.com: How To Build a CI/CD Pipeline In Azure DevOps ?'
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   health_score: 100.0
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   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.testmuai.com/blog/build-ci-cd-pipeline-in-azure-devops
 https://www.lambdatest.com/blog/build-your-first-ci-cd-pipeline-with-travis-ci:
   title: 'lambdatest.com: How To Build Your First CI/CD Pipeline With Travis CI?'
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   discovered_at: '2026-05-17T17:14:11.618029+02:00'
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.testmuai.com/blog/build-first-ci-cd-pipeline-with-travis-ci
 https://www.lambdatest.com/blog/cicd-pipeline-challenges:
   title: 'lambdatest.com: Top 10 CI/CD Pipeline Implementation Challenges And Solutions'
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   discovered_at: '2026-05-17T17:43:03.093575+02:00'
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   - docs/cicd.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.testmuai.com/blog/cicd-pipeline-challenges
 https://www.lambdatest.com/blog/circleci-vs-gitlab:
   title: 'lambdatest.com: CircleCI Vs. GitLab: Choosing The Right CI/CD Tool'
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@@ -491055,6 +509531,7 @@ https://www.lambdatest.com/blog/circleci-vs-gitlab:
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.testmuai.com/blog/circleci-vs-gitlab
 https://www.lambdatest.com/blog/complete-guide-to-access-forms-in-selenium-with-java:
   title: 'lambdatest.com: Complete Guide To Access Forms In Selenium With Java'
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   is_microservice: false
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:41:06.395756+02:00'
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   - docs/test-automation-frameworks.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.testmuai.com/blog/complete-guide-to-access-forms-in-selenium-with-java
 https://www.lambdatest.com/blog/cucumber-with-jenkins-integration:
   title: 'lambdatest.com: How To Integrate Cucumber With Jenkins?'
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 https://www.lambdatest.com/learning-hub/jenkins:
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 https://www.learnitguide.net/2023/04/how-to-check-memory-usage-of-pod-in.html:
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   youtube_mosaic: {}
+  duplicate_of: https://www.liatrio.ai/resources/blog
 https://www.lightbend.com/white-papers-and-reports/java-ee-to-cloud-native-modernization:
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+  duplicate_of: https://www.linkedin.com/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fgroups%2F49531%2F49531-6093375473969090562
 https://www.linkedin.com/learning/?trk=lynda_redirect_learning:
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   - docs/azure.md
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   youtube_mosaic: {}
+  duplicate_of: https://www.linkedin.com/pulse/automatizaci%C3%B3n-de-procesos-con-prometheus-grafana-y-v%C3%ADctor-vela-l%C3%B3pez-1e
 https://www.linkedin.com/pulse/azure-weekly-update-15th-may-2026-john-savill-fyspc:
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   - docs/introduction.md
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+  duplicate_of: https://www.linkedin.com/pulse/automatizaci%C3%B3n-de-procesos-con-prometheus-grafana-y-v%C3%ADctor-vela-l%C3%B3pez-1e
 https://www.linkedin.com/pulse/complete-cicd-solution-ms-aks-using-azure-devops-argocd-singh:
   title: "linkedin.com: Complete CI/CD Solution for mS on AKS using Azure DevOps,
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   last_checked: null
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   last_checked: null
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   discovered_at: '2019-06-01T00:00:00+02:00'
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   discovered_at: '2021-06-01T00:00:00+02:00'
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   discovered_at: '2022-06-01T00:00:00+02:00'
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   hierarchy:
@@ -494873,6 +513511,7 @@ https://www.linkedin.com/pulse/how-visualize-your-aws-account-cloud9-wong-chun-y
   last_checked: 1779030615.537563
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:10:15.537563+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -494900,6 +513539,7 @@ https://www.linkedin.com/pulse/how-write-yaml-file-kubernetes-megha-s-k:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -494932,6 +513572,7 @@ https://www.linkedin.com/pulse/importance-api-automation-testing-manish-saini:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -494964,6 +513605,7 @@ https://www.linkedin.com/pulse/infracost-terraform-prs-making-cost-awareness-mar
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -494976,6 +513618,7 @@ https://www.linkedin.com/pulse/infracost-terraform-prs-making-cost-awareness-mar
   v2_locations:
   - terraform.md
   - cicd.md
+  - finops.md
   youtube_mosaic: {}
 https://www.linkedin.com/pulse/jenkins-server-setup-dynamic-worker-nodes-shishir-khandelwal:
   title: 'linkedin: Jenkins Server setup with dynamic worker nodes'
@@ -494996,6 +513639,7 @@ https://www.linkedin.com/pulse/jenkins-server-setup-dynamic-worker-nodes-shishir
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -495027,6 +513671,7 @@ https://www.linkedin.com/pulse/kaka-cluster-setup-kubernetes-avinash-kumar-chand
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -495058,6 +513703,7 @@ https://www.linkedin.com/pulse/kubernetes-ephemeral-containers-bibin-wilson:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -495091,6 +513737,7 @@ https://www.linkedin.com/pulse/listado-de-todos-los-servicios-amazon-web-service
   last_checked: 1779033429.122721
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:57:09.122721+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -495124,6 +513771,7 @@ https://www.linkedin.com/pulse/look-before-you-leap-sarah-robb-o-hagan:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -495155,6 +513803,7 @@ https://www.linkedin.com/pulse/microservices-testable-isolation-chris-richardson
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -495177,13 +513826,14 @@ https://www.linkedin.com/pulse/passed-aws-certified-solutions-architect-level-ha
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 0823bb558a838bdb557aa73c31faf468c6ede39510708337b1b68e7799b26f7a
   health_score: 100.0
   last_checked: 1779034229.278506
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:29.278506+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -495192,6 +513842,7 @@ https://www.linkedin.com/pulse/passed-aws-certified-solutions-architect-level-ha
   - docs/aws-training.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.linkedin.com/pulse/automatizaci%C3%B3n-de-procesos-con-prometheus-grafana-y-v%C3%ADctor-vela-l%C3%B3pez-1e
 https://www.linkedin.com/pulse/selenium-4-grid-integration-kubernetes-rishi-khanna:
   title: "linkedin.com: Selenium 4 and Grid Integration with Kubernetes \U0001F31F"
   description: ''
@@ -495213,6 +513864,7 @@ https://www.linkedin.com/pulse/selenium-4-grid-integration-kubernetes-rishi-khan
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -495246,6 +513898,7 @@ https://www.linkedin.com/pulse/sharing-my-top-10-resources-use-while-preparing-a
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -495275,6 +513928,7 @@ https://www.linkedin.com/pulse/so-you-think-youre-associate-level-solutions-adri
   last_checked: 1779033089.292167
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:51:29.292167+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -495302,6 +513956,7 @@ https://www.linkedin.com/pulse/sre-key-insights-done-right-way-shankar-muniyappa
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -495334,6 +513989,7 @@ https://www.linkedin.com/pulse/test-automation-how-build-cicd-pipeline-using-pyt
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -495357,13 +514013,14 @@ https://www.linkedin.com/pulse/testops-speed-devops-chaitanya-jawale:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 0823bb558a838bdb557aa73c31faf468c6ede39510708337b1b68e7799b26f7a
   health_score: 100.0
   last_checked: 1779030865.174672
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:25.174672+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -495372,6 +514029,7 @@ https://www.linkedin.com/pulse/testops-speed-devops-chaitanya-jawale:
   - docs/testops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.linkedin.com/pulse/automatizaci%C3%B3n-de-procesos-con-prometheus-grafana-y-v%C3%ADctor-vela-l%C3%B3pez-1e
 https://www.linkedin.com/pulse/top-10-skills-devops-engineer-should-possess-saurabh-badhwar:
   title: 'linkedin.com/pulse: Top 10 skills a DevOps engineer should possess'
   description: ''
@@ -495391,6 +514049,7 @@ https://www.linkedin.com/pulse/top-10-skills-devops-engineer-should-possess-saur
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -495422,6 +514081,7 @@ https://www.linkedin.com/pulse/tuning-grafana-jmeter-dashboards-ezhil-arasu:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -495455,6 +514115,7 @@ https://www.linkedin.com/pulse/ultimate-guide-azure-cloud-adoption-framework-gre
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -495486,6 +514147,7 @@ https://www.linkedin.com/pulse/what-kubernetes-persistent-volumes-gyan-prakash-1
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -495509,13 +514171,14 @@ https://www.linkedin.com/pulse/whos-who-azure-configuration-management-landscape
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 0823bb558a838bdb557aa73c31faf468c6ede39510708337b1b68e7799b26f7a
   health_score: 100.0
   last_checked: 1779030364.910132
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:04.910132+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -495524,6 +514187,7 @@ https://www.linkedin.com/pulse/whos-who-azure-configuration-management-landscape
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.linkedin.com/pulse/automatizaci%C3%B3n-de-procesos-con-prometheus-grafana-y-v%C3%ADctor-vela-l%C3%B3pez-1e
 https://www.linkedin.com/pulse/wth-gitops-pavan-belagatti:
   title: 'linkedin.com pulse: WTH is GitOps? | Pavan Belagatti'
   description: ''
@@ -495544,6 +514208,7 @@ https://www.linkedin.com/pulse/wth-gitops-pavan-belagatti:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -495578,6 +514243,7 @@ https://www.linkedin.com/top-content/?trk=article_not_found:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -495612,6 +514278,7 @@ https://www.linkedin.com/top-content/career:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -495642,6 +514309,7 @@ https://www.linode.com:
   last_checked: 1779032056.942844
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:16.942844+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -495666,6 +514334,7 @@ https://www.linode.com/blog/kubernetes/scaling-kubernetes-to-zero-and-back:
   last_checked: 1779034355.380822
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:35.380822+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -495692,6 +514361,7 @@ https://www.linode.com/content/terraforming-kubernetes-series-introduction-episo
   last_checked: 1779031539.790398
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:39.790398+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -495724,6 +514394,7 @@ https://www.linode.com/docs/guides/using-octant-with-kubernetes-a-tutorial:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -495755,6 +514426,7 @@ https://www.linode.com/products/kubernetes:
   last_checked: 1779032219.465624
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:59.465624+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -495789,6 +514461,7 @@ https://www.linux-tutorial.info:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -495819,6 +514492,7 @@ https://www.linux.com:
   last_checked: 1781736067.499068
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:07.499068+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -495849,6 +514523,7 @@ https://www.linux.com/audience/devops/getting-started-kubernetes-easy-minikube:
   last_checked: 1779029110.392793
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:10.392793+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -495876,6 +514551,7 @@ https://www.linuxadictos.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -495907,6 +514583,7 @@ https://www.linuxadictos.com/docker-presenta-nuevas-capacidades-para-desarrollad
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -495937,6 +514614,7 @@ https://www.linuxadvise.com/amp/helmfile-next-level-to-manage-your-helm-charts:
   last_checked: 1779029118.689625
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:18.689625+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -495968,6 +514646,7 @@ https://www.linuxadvise.com/post/kubernetes-config-maps:
   last_checked: 1779029631.055366
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:51.055366+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -495999,6 +514678,7 @@ https://www.linuxadvise.com/post/kubernetes-daemon-sets:
   last_checked: 1779033917.092289
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:17.092289+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -496030,6 +514710,7 @@ https://www.linuxadvise.com/post/kubernetes-node-affinity:
   last_checked: 1779032578.65676
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:58.656760+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -496061,6 +514742,7 @@ https://www.linuxadvise.com/post/kubernetes-node-selectors:
   last_checked: 1779029862.609447
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:57:42.609447+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -496085,13 +514767,14 @@ https://www.linuxadvise.com/post/kubernetes-pod-security-policy:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779030356.199275
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:56.199275+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -496105,6 +514788,7 @@ https://www.linuxadvise.com/post/kubernetes-pod-security-policy:
   v2_locations:
   - kubernetes.md
   youtube_mosaic: {}
+  duplicate_of: https://developer.squareup.com/blog/kubernetes-pod-security-policies
 https://www.linuxadvise.com/post/kubernetes-rolling-updates-and-rollbacks:
   title: 'linuxadvise.com: Kubernetes Rolling Updates and Rollbacks'
   description: ''
@@ -496123,6 +514807,7 @@ https://www.linuxadvise.com/post/kubernetes-rolling-updates-and-rollbacks:
   last_checked: 1779034037.567555
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:17.567555+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -496154,6 +514839,7 @@ https://www.linuxadvise.com/post/kubernetes-secrets:
   last_checked: 1779030572.461539
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:32.461539+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -496185,6 +514871,7 @@ https://www.linuxadvise.com/post/kubernetes-static-pods:
   last_checked: 1779031600.287398
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:40.287398+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -496217,6 +514904,7 @@ https://www.linuxfoundation.org:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -496248,6 +514936,7 @@ https://www.linuxhomenetworking.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -496280,6 +514969,7 @@ https://www.linuxjournal.com/content/aws-ec2-vpc-cli:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2014-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -496312,6 +515002,7 @@ https://www.linuxlinks.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -496342,6 +515033,7 @@ https://www.linuxnix.com:
   last_checked: 1779031175.825386
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:35.825386+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -496375,6 +515067,7 @@ https://www.linuxshelltips.com/difference-between-and-in-bash:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -496407,6 +515100,7 @@ https://www.linuxshelltips.com/kill-linux-process-with-port:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -496441,6 +515135,7 @@ https://www.linuxshelltips.com/netcat-linux-port-scanning:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -496474,6 +515169,7 @@ https://www.linuxsysadmins.com/install-ansible-awx-on-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -496506,6 +515202,7 @@ https://www.linuxtechi.com/how-to-use-loops-in-ansible-playbook:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -496537,6 +515234,7 @@ https://www.linuxtechi.com/setup-private-docker-registry-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -496569,6 +515267,7 @@ https://www.linuxteck.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -496602,6 +515301,7 @@ https://www.linuxteck.com/13-top-command-in-linux:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -496634,6 +515334,7 @@ https://www.linuxteck.com/basic-cat-command-in-linux-with-examples:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -496666,6 +515367,7 @@ https://www.linuxteck.com/basic-ssh-client-commands-in-linux:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -496699,6 +515401,7 @@ https://www.linuxteck.com/basic-useful-firewall-cmd-commands-in-linux:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -496731,6 +515434,7 @@ https://www.linuxteck.com/curl-command-in-linux-with-examples:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -496762,6 +515466,7 @@ https://www.linuxtoday.com:
   last_checked: 1779032977.374794
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:37.374794+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -496792,6 +515497,7 @@ https://www.liquibase.com/community/liquibase-vs-flyway:
   last_checked: 1779130494.929946
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.929946+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -496820,6 +515526,7 @@ https://www.liquibase.org:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2006-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -496842,13 +515549,14 @@ https://www.liquibase.org/liquibase-vs-flyway:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: c72d01bd37049a43c57ec5e460680392d3eff76eaee94c1769d973e590645da1
   health_score: 100.0
   last_checked: 1779031406.758862
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:26.758862+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -496857,6 +515565,7 @@ https://www.liquibase.org/liquibase-vs-flyway:
   - docs/liquibase.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.liquibase.com/liquibase-vs-flyway
 https://www.llamaindex.ai/blog/building-a-financial-due-diligence-agent-with-liteparse:
   title: Building a Financial Due Diligence Agent with LiteParse
   description: Learn how to build a financial due diligence agent using LiteParse,
@@ -496882,6 +515591,7 @@ https://www.llamaindex.ai/blog/building-a-financial-due-diligence-agent-with-lit
   last_checked: 1780352282.814626
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:18:02.814626+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -496928,6 +515638,7 @@ https://www.llamaindex.ai/blog/liteparse-v2-0-runs-everywhere:
   last_checked: 1780352686.744617
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:24:46.744617+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -496970,6 +515681,7 @@ https://www.localstack.cloud:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -497001,6 +515713,7 @@ https://www.logicworks.net/blog/2016/01/aws-lambda-echo-cloud-automation:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -497023,13 +515736,14 @@ https://www.lucidchart.com:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 8e182121ace1acd6dd166852149c50921d695e35e1c3c588d5842ff1696b5863
   health_score: 100.0
   last_checked: 1779034097.473208
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:17.473208+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -497038,6 +515752,7 @@ https://www.lucidchart.com:
   - docs/cloud-arch-diagrams.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://lucid.co/marketplace/91074b9b/aws
 https://www.lucidchart.com/blog/agile-vs-waterfall-vs-kanban-vs-scrum:
   title: 'lucidchart.com: Agile vs. Waterfall vs. Kanban vs. Scrum: What’s the Difference?'
   description: ''
@@ -497048,13 +515763,14 @@ https://www.lucidchart.com/blog/agile-vs-waterfall-vs-kanban-vs-scrum:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 078237a51c6db96434b6d4bdc8c5d057cc7dd6a9bf48a686066fab910eb22207
   health_score: 100.0
   last_checked: 1779034015.572274
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:06:55.572274+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -497063,6 +515779,7 @@ https://www.lucidchart.com/blog/agile-vs-waterfall-vs-kanban-vs-scrum:
   - docs/project-management-methodology.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://lucid.co/blog/agile-vs-waterfall-vs-kanban-vs-scrum
 https://www.lucidchart.com/pages:
   title: Lucidchart
   description: '- [==Lucidscale: Import your architecture==](https://lucid.co/lucidscale)
@@ -497077,13 +515794,14 @@ https://www.lucidchart.com/pages:
   resource_type: SaaS Platform
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -497096,6 +515814,7 @@ https://www.lucidchart.com/pages:
   v2_locations:
   - cloud-arch-diagrams.md
   youtube_mosaic: {}
+  duplicate_of: https://lucid.co/marketplace/91074b9b/aws
 https://www.lucidchart.com/pages/integrations/aws-architecture-import:
   title: Lucidchart
   description: ''
@@ -497106,13 +515825,14 @@ https://www.lucidchart.com/pages/integrations/aws-architecture-import:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 5366dccdb0f3c23e2601c8a0d856c130593b93c41cf00d03005a063e713969e1
   health_score: 100.0
   last_checked: 1779030989.797372
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:29.797372+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -497121,6 +515841,7 @@ https://www.lucidchart.com/pages/integrations/aws-architecture-import:
   - docs/cloud-arch-diagrams.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://lucid.co/marketplace/91074b9b/aws
 https://www.lynda.com:
   title: Lynda.com Linkedin Learning
   description: ''
@@ -497131,13 +515852,14 @@ https://www.lynda.com:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 25d0e8cb0e8f799fbc7a3aa026e73659eaa76bb5cfb28e7a7a1b99251ed2c911
   health_score: 100.0
   last_checked: 1779031671.811543
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:51.811543+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -497146,6 +515868,7 @@ https://www.lynda.com:
   - docs/elearning.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.linkedin.com/learning/?trk=lynda_redirect_learning
 https://www.m3db.io:
   title: '**M3**:'
   description: ''
@@ -497156,13 +515879,14 @@ https://www.m3db.io:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 9972362e6778051fa04d79dbbbc7f796fbb23eafcb04e9cc76e61260ced7f7e5
   health_score: 100.0
   last_checked: 1779031414.646988
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:34.646988+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -497171,6 +515895,7 @@ https://www.m3db.io:
   - docs/prometheus.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://m3db.io
 https://www.macchaffee.com/blog/2022/k8s-secrets:
   title: "macchaffee.com: Plain Kubernetes Secrets are fine \U0001F31F"
   description: ''
@@ -497191,6 +515916,7 @@ https://www.macchaffee.com/blog/2022/k8s-secrets:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -497225,6 +515951,7 @@ https://www.macchaffee.com/blog/2022/psp-deprecation:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -497254,6 +515981,7 @@ https://www.magalix.com:
   last_checked: 1779033936.999116
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:36.999116+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -497281,6 +516009,7 @@ https://www.magalix.com/blog/best-practices-and-tools-for-monitoring-your-kubern
   last_checked: 1779032656.286346
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:16.286346+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -497314,6 +516043,7 @@ https://www.magalix.com/blog/create-a-ci/cd-pipeline-with-kubernetes-and-jenkins
   last_checked: 1779033839.230763
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:59.230763+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -497345,6 +516075,7 @@ https://www.magalix.com/blog/creating-custom-kubernetes-operators:
   last_checked: 1779031688.342985
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:08.342985+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -497376,6 +516107,7 @@ https://www.magalix.com/blog/deploying-kubernetes-cluster-with-eks:
   last_checked: 1779033152.493247
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:32.493247+02:00'
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@@ -497408,6 +516140,7 @@ https://www.magalix.com/blog/getting-started-with-istio-overview-and-installatio
   last_checked: 1779030379.078458
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:19.078458+02:00'
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@@ -497440,6 +516173,7 @@ https://www.magalix.com/blog/how-to-integrate-opa-into-your-kubernetes-cluster-u
   last_checked: 1779032673.643303
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:33.643303+02:00'
+  last_ai_eval: null
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@@ -497471,6 +516205,7 @@ https://www.magalix.com/blog/implementing-faas-in-kubernetes-using-kubeless:
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   discovered_at: '2026-05-17T17:33:49.070663+02:00'
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@@ -497502,6 +516237,7 @@ https://www.magalix.com/blog/influencing-kubernetes-scheduler-decisions:
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   discovered_at: '2026-05-17T17:22:52.219608+02:00'
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@@ -497534,6 +516270,7 @@ https://www.magalix.com/blog/integrating-open-policy-agent-opa-with-kubernetes-a
   last_checked: 1779029652.535251
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:54:12.535251+02:00'
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@@ -497565,6 +516302,7 @@ https://www.magalix.com/blog/kubernetes-101-concepts-and-why-it-matters:
   last_checked: 1779031877.25836
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   discovered_at: '2026-05-17T17:31:17.258360+02:00'
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@@ -497596,6 +516334,7 @@ https://www.magalix.com/blog/kubernetes-and-database:
   last_checked: 1779030063.817342
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:03.817342+02:00'
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@@ -497627,6 +516366,7 @@ https://www.magalix.com/blog/kubernetes-authentication:
   last_checked: 1779034367.319588
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   discovered_at: '2026-05-17T18:12:47.319588+02:00'
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@@ -497658,6 +516398,7 @@ https://www.magalix.com/blog/kubernetes-authorization:
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   discovered_at: '2026-05-17T17:53:01.642141+02:00'
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@@ -497689,6 +516430,7 @@ https://www.magalix.com/blog/kubernetes-patterns-capacity-planning:
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   discovered_at: '2026-05-17T17:32:02.067307+02:00'
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@@ -497720,6 +516462,7 @@ https://www.magalix.com/blog/kubernetes-patterns-the-service-discovery-pattern:
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   discovered_at: '2026-05-17T18:04:16.586727+02:00'
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@@ -497752,6 +516495,7 @@ https://www.magalix.com/blog/monitor-kuberentes-cluster-to-manage-large-scale-pr
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   discovered_at: '2026-05-17T17:41:17.976834+02:00'
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@@ -497785,6 +516529,7 @@ https://www.magalix.com/blog/monitoring-of-kubernetes-cluster-through-prometheus
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   discovered_at: '2026-05-17T17:27:43.866985+02:00'
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@@ -497819,6 +516564,7 @@ https://www.magalix.com/blog/team-productivity-1:
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   discovered_at: '2026-05-17T17:08:14.167473+02:00'
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@@ -497850,6 +516596,7 @@ https://www.magalix.com/blog/the-best-kubernetes-tutorials:
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   discovered_at: '2026-05-17T17:35:29.151356+02:00'
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@@ -497881,6 +516628,7 @@ https://www.magalix.com/blog/top-8-kubernetes-security-best-practices:
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   discovered_at: '2026-05-17T16:48:06.101486+02:00'
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@@ -497912,6 +516660,7 @@ https://www.magalix.com/blog/what-is-gitops:
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@@ -497943,6 +516692,7 @@ https://www.magalix.com/blog/what-you-should-know-about-kubernetes-1.20:
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@@ -497974,6 +516724,7 @@ https://www.magalix.com/blog/working-with-istio-track-your-services-with-kiali:
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   discovered_at: '2026-05-17T17:33:31.720466+02:00'
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@@ -498006,6 +516757,7 @@ https://www.magalix.com/kubernetes-application-patterns-e-book-download:
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   discovered_at: '2026-05-17T17:50:14.014540+02:00'
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@@ -498038,6 +516790,7 @@ https://www.makeuseof.com/best-centos-alternatives:
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   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -498070,6 +516823,7 @@ https://www.makeuseof.com/best-cli-tools-to-monitor-linux-performance-terminal:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -498102,6 +516856,7 @@ https://www.makeuseof.com/best-open-source-project-management-software:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -498133,6 +516888,7 @@ https://www.makeuseof.com/best-open-source-webinar-software:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -498164,6 +516920,7 @@ https://www.makeuseof.com/best-red-hat-based-linux-distros:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -498196,6 +516953,7 @@ https://www.makeuseof.com/kubernetes-or-docker:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -498228,6 +516986,7 @@ https://www.makeuseof.com/python-developer-tools:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -498259,6 +517018,7 @@ https://www.makeuseof.com/python-for-beginners:
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   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -498293,6 +517053,7 @@ https://www.makeuseof.com/useful-python-one-liners-you-must-know:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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@@ -498324,6 +517085,7 @@ https://www.malt.com:
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   discovered_at: '2026-05-17T17:40:55.259149+02:00'
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@@ -498347,13 +517109,14 @@ https://www.mandiant.com/resources/azure-run-command-dummies:
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-  status: online
+  status: duplicate
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   hierarchy: []
@@ -498362,6 +517125,7 @@ https://www.mandiant.com/resources/azure-run-command-dummies:
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloud.google.com/blog/topics/threat-intelligence/azure-run-command-dummies
 https://www.manifests.io/kubernetes/1.28:
   title: manifests.io/kubernetes/1.28
   description: ''
@@ -498379,6 +517143,7 @@ https://www.manifests.io/kubernetes/1.28:
   last_checked: 1779031031.701058
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:11.701058+02:00'
+  last_ai_eval: null
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@@ -498407,6 +517172,7 @@ https://www.manning.com/books/openshift-in-action:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -498439,6 +517205,7 @@ https://www.manning.com/books/pipeline-as-code:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -498471,6 +517238,7 @@ https://www.maquinasvirtuales.eu/docker-swarm-instalar-ansible-awx:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -498503,6 +517271,7 @@ https://www.marcobehler.com/guides/a-guide-to-java-versions-and-features:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -498534,6 +517303,7 @@ https://www.marinamele.com/taskbuster-django-tutorial:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2015-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -498568,6 +517338,7 @@ https://www.mariocortes.net/la-crisis-de-seniority:
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -498599,6 +517370,7 @@ https://www.markdownguide.org:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -498622,13 +517394,14 @@ https://www.markdownguide.org/cheat-sheet:
   resource_type: null
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   is_microservice: false
-  status: null
+  status: duplicate
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   content_hash: 7805cf7ff9cb237aec1954483697e81ec5ce2540ca7151a68916f944cfae4629
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:26.989701+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -498638,6 +517411,7 @@ https://www.markdownguide.org/cheat-sheet:
   - docs/mkdocs.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.github.com/en
 https://www.mastertheboss.com/jboss-frameworks/spring/deploy-your-springboot-applications-on-openshift:
   title: null
   description: null
@@ -498656,6 +517430,7 @@ https://www.mastertheboss.com/jboss-frameworks/spring/deploy-your-springboot-app
   last_checked: 1779031671.220209
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:51.220209+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -498687,6 +517462,7 @@ https://www.mastertheboss.com/soa-cloud/openshift/clustering-wildfly-on-openshif
   last_checked: 1779031012.240188
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:52.240188+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -498718,6 +517494,7 @@ https://www.mastertheboss.com/soa-cloud/openshift/java-ee-example-application-on
   last_checked: 1779031266.220117
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:21:06.220117+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -498749,6 +517526,7 @@ https://www.mastertheboss.com/soa-cloud/openshift/openshift-cheatsheet:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:28.505230+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -498780,6 +517558,7 @@ https://www.mastertheboss.com/soa-cloud/openshift/running-microprofile-applicati
   last_checked: 1779032571.576436
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:51.576436+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -498811,6 +517590,7 @@ https://www.mastertheboss.com/soa-cloud/openshift/thorntail-on-openshift:
   last_checked: 1779031125.593908
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:45.593908+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -498842,6 +517622,7 @@ https://www.mastertheboss.com/soa-cloud/openshift/using-wildfly-on-openshift:
   last_checked: 1779032080.28727
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:40.287270+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -498876,6 +517657,7 @@ https://www.mcpbundles.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -498898,13 +517680,14 @@ https://www.medianova.com/en-blog/service-mesh-vs-api-gateway:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:26.359231+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -498913,6 +517696,7 @@ https://www.medianova.com/en-blog/service-mesh-vs-api-gateway:
   - docs/servicemesh.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.medianova.com/service-mesh-vs-api-gateway
 https://www.medianova.com/service-mesh-vs-api-gateway:
   title: 'medianova.com: Service Mesh vs. API Gateway'
   description: ''
@@ -498932,6 +517716,7 @@ https://www.medianova.com/service-mesh-vs-api-gateway:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -498963,6 +517748,7 @@ https://www.meet-in.es/para-liderar-a-largo-plazo-hay-que-ser-buena-persona:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -498985,13 +517771,14 @@ https://www.meetup.com/Jenkins-online-meetup/events/270600737:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 086059fed23bfe6bde5b79b4cb74d922a7ed6df0212db91ce99ac51e71c1f878
   health_score: 100.0
   last_checked: 1779033477.726686
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:57.726686+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -499000,6 +517787,7 @@ https://www.meetup.com/Jenkins-online-meetup/events/270600737:
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.meetup.com/jenkins-online-meetup/events/270600737
 https://www.meetup.com/Jenkins-online-meetup/events/270630108:
   title: In this presentation
   description: ''
@@ -499010,13 +517798,14 @@ https://www.meetup.com/Jenkins-online-meetup/events/270630108:
   resource_type: null
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   is_microservice: false
-  status: null
+  status: duplicate
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:33.552230+02:00'
+  last_ai_eval: null
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@@ -499025,6 +517814,7 @@ https://www.meetup.com/Jenkins-online-meetup/events/270630108:
   - docs/jenkins.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.meetup.com/jenkins-online-meetup/events/270630108
 https://www.meetup.com/Jenkins-online-meetup/events/270861119:
   title: Jenkins Online Meetup
   description: ''
@@ -499035,13 +517825,14 @@ https://www.meetup.com/Jenkins-online-meetup/events/270861119:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:56:36.637310+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -499050,6 +517841,7 @@ https://www.meetup.com/Jenkins-online-meetup/events/270861119:
   - docs/keptn.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.meetup.com/jenkins-online-meetup/events/270861119
 https://www.meetup.com/es-es/jenkins-online-meetup/events/276135789:
   title: 'meetup.com: A single open-source security scanner for most languages on
     Jenkins'
@@ -499070,6 +517862,7 @@ https://www.meetup.com/es-es/jenkins-online-meetup/events/276135789:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -499093,13 +517886,14 @@ https://www.meetup.com/es/Jenkins-online-meetup/events/276135789:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
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   content_hash: 6003dee25b3ef1437a029acc2928cc75d83833c45f63a84d2b46acb1dc845ca3
   health_score: 100.0
   last_checked: 1779031103.853235
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:23.853235+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -499108,6 +517902,7 @@ https://www.meetup.com/es/Jenkins-online-meetup/events/276135789:
   - docs/qa.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.meetup.com/es-es/jenkins-online-meetup/events/276135789
 https://www.meetup.com/jenkins-online-meetup/events/270600737:
   title: 'Meetup event: From Freestyle jobs to Pipeline, with JobDSL'
   description: "- Manually managing Jenkins jobs is painful. Jenkins Pipeline exists,
@@ -499146,6 +517941,7 @@ https://www.meetup.com/jenkins-online-meetup/events/270600737:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -499178,6 +517974,7 @@ https://www.meetup.com/jenkins-online-meetup/events/270630108:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -499208,6 +518005,7 @@ https://www.meetup.com/jenkins-online-meetup/events/270861119:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -499239,6 +518037,7 @@ https://www.mergecrush.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -499261,13 +518060,14 @@ https://www.merikan.com/2019/04/jvm-in-a-container:
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   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779130495.020009
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.020009+02:00'
+  last_ai_eval: null
   company: null
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@@ -499276,6 +518076,7 @@ https://www.merikan.com/2019/04/jvm-in-a-container:
   - docs/jvm-parameters-matrix-table.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://merikan.com/2019/04/jvm-in-a-container
 https://www.metabob.com:
   title: Metabob
   description: ''
@@ -499286,13 +518087,14 @@ https://www.metabob.com:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 463116b6456ee11ffeacb50d399c66f9e7219e9402125245bfe70d59f813600e
   health_score: 100.0
   last_checked: 1779029068.059221
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:28.059221+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -499301,6 +518103,7 @@ https://www.metabob.com:
   - docs/qa.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://metabob.com
 https://www.micahlerner.com/2022/07/24/automatic-reliability-testing-for-cluster-management-controllers.html:
   title: 'micahlerner.com: Automatic Reliability Testing For Cluster Management Controllers'
   description: ''
@@ -499321,6 +518124,7 @@ https://www.micahlerner.com/2022/07/24/automatic-reliability-testing-for-cluster
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -499358,6 +518162,7 @@ https://www.michaelburge.us/2017/09/10/injecting-shellcode-to-speed-up-amazon-re
   last_checked: 1780352730.207538
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:25:30.207538+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -499404,6 +518209,7 @@ https://www.microsoft.com/en-us/customers/brand-collections/premier-league-trans
   last_checked: 1780352454.119984
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:20:54.119984+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -499451,6 +518257,7 @@ https://www.microsoft.com/en-us/customers/brand-collections/premier-league-trans
   last_checked: 1780352404.147701
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:20:04.147701+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -499495,6 +518302,7 @@ https://www.microsoft.com/en-us/customers/brand-collections/premier-league-trans
   last_checked: 1780352730.207482
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:25:30.207482+02:00'
+  last_ai_eval: null
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@@ -499547,6 +518355,7 @@ https://www.microsoft.com/en-us/research/articles/webwright-a-terminal-is-all-yo
   last_checked: 1780401152.315659
   needs_ai_refresh: false
   discovered_at: '2026-06-02T13:52:32.315659+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -499589,6 +518398,7 @@ https://www.microsoft.com/en-us/research/blog/biomedical-research-platform-terra
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -499622,6 +518432,7 @@ https://www.microsoft.com/en-us/research/project/medical-image-analysis:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -499654,6 +518465,7 @@ https://www.microsoft.com/en-us/security/blog/2023/04/06/devops-threat-matrix:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -499686,6 +518498,7 @@ https://www.microsoft.com/en-us/security/business/ai-machine-learning/microsoft-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -499719,6 +518532,7 @@ https://www.microsoft.com/en-us/security/business/ai-machine-learning/microsoft-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -499751,6 +518565,7 @@ https://www.microsoft.com/microsoft-365/microsoft-teams/group-chat-software:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -499783,6 +518598,7 @@ https://www.microsoft.com/security/blog/2020/04/02/attack-matrix-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -499815,6 +518631,7 @@ https://www.microsoft.com/security/blog/2021/03/23/secure-containerized-environm
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -499847,6 +518664,7 @@ https://www.middlewareinventory.com/blog/ansible-aws_s3-example:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -499879,6 +518697,7 @@ https://www.middlewareinventory.com/blog/ansible-dict:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -499911,6 +518730,7 @@ https://www.middlewareinventory.com/blog/ansible-list-examples-how-to-create-and
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -499943,6 +518763,7 @@ https://www.middlewareinventory.com/blog/ansible-playbook-example:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -499976,6 +518797,7 @@ https://www.middlewareinventory.com/blog/cpu-memory-usage-nodes-k8s:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -500010,6 +518832,7 @@ https://www.middlewareinventory.com/blog/terraform-create-multiple-ec2-different
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -500044,6 +518867,7 @@ https://www.middlewareinventory.com/blog/terraform-for-each-examples:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -500076,6 +518900,7 @@ https://www.middlewareinventory.com/blog/terraform-import-securitygroup-aws:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -500109,6 +518934,7 @@ https://www.migops.com/blog/2021/04/09/pgbackrest-the-best-postgres-backup-tool-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -500143,6 +518969,7 @@ https://www.migops.com/blog/2021/11/26/is-aurora-postgresql-really-faster-and-ch
   last_checked: 1779033074.467253
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:14.467253+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -500173,6 +519000,7 @@ https://www.migops.com/blog/pgbackrest-the-best-postgres-backup-tool-with-a-very
   last_checked: 1779130494.94698
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.946980+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -500201,6 +519029,7 @@ https://www.min.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -500233,6 +519062,7 @@ https://www.min.io/blog:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -500266,6 +519096,7 @@ https://www.min.io/blog/certificate-based-authentication-with-s3:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -500298,6 +519129,7 @@ https://www.mindtheproduct.com/what-the-hell-are-ci-cd-and-devops-a-cheatsheet-f
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -500334,6 +519166,7 @@ https://www.minisim.app:
   last_checked: 1780352414.11563
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:20:14.115630+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -500372,6 +519205,7 @@ https://www.mirantis.com/blog/how-install-kubernetes-kubeadm:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -500406,6 +519240,7 @@ https://www.mirantis.com/blog/introduction-to-istio-ingress-the-easy-way-to-mana
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -500438,6 +519273,7 @@ https://www.mirantis.com/blog/introduction-to-kustomize-part-1-creating-a-kubern
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -500470,6 +519306,7 @@ https://www.mirantis.com/blog/introduction-to-yaml-creating-a-kubernetes-deploym
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -500494,13 +519331,14 @@ https://www.mirantis.com/blog/kubernetes-cheat-sheet:
   resource_type: Cheat Sheet
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -500513,6 +519351,7 @@ https://www.mirantis.com/blog/kubernetes-cheat-sheet:
   v2_locations:
   - cheatsheets.md
   youtube_mosaic: {}
+  duplicate_of: https://developers.redhat.com/cheat-sheets/kubernetes
 https://www.mirantis.com/blog/your-app-deserves-more-than-kubernetes-ingress-kubernetes-ingress-vs-istio-gateway-webinar:
   title: null
   description: null
@@ -500530,6 +519369,7 @@ https://www.mirantis.com/blog/your-app-deserves-more-than-kubernetes-ingress-kub
   last_checked: 1779032779.728409
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:46:19.728409+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -500548,13 +519388,14 @@ https://www.mirantis.com/software/docker/docker-enterprise:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 6dfc071794b7c0702e8c435b441a660c1ec56d90f301b8ed5e5d21ef8da0b176
   health_score: 100.0
   last_checked: 1779029613.327227
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:33.327227+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -500569,6 +519410,7 @@ https://www.mirantis.com/software/docker/docker-enterprise:
     proposed_url: NONE
     reason: 'High-Value Protection: generic_redirect_loss'
     timestamp: '2026-05-18T18:54:54.933460'
+  duplicate_of: https://www.mirantis.com/software/mirantis-kubernetes-engine
 https://www.mkdocs.org:
   title: MkDocs
   description: ''
@@ -500589,6 +519431,7 @@ https://www.mkdocs.org:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -500622,6 +519465,7 @@ https://www.mkdocs.org:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -500644,13 +519488,14 @@ https://www.mongodb.com/blog/post/daa-s-with-mongo-db-and-confluent:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 5067c4a42d929254c3a437a67d61817b35bb30940637df0087888b3401f3eda0
   health_score: 100.0
   last_checked: 1779034333.14921
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:13.149210+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -500659,6 +519504,7 @@ https://www.mongodb.com/blog/post/daa-s-with-mongo-db-and-confluent:
   - docs/message-queue.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.mongodb.com/company/blog/technical/daa-s-with-mongo-db-and-confluent
 https://www.mongodb.com/blog/post/introducing-mongodb-for-vs-code:
   title: Introducing MongoDB for VS Code
   description: ''
@@ -500676,6 +519522,7 @@ https://www.mongodb.com/blog/post/introducing-mongodb-for-vs-code:
   last_checked: 1779031258.138859
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:58.138859+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -500701,6 +519548,7 @@ https://www.mongodb.com/company/blog/product-release-announcements/introducing-m
   last_checked: 1779130494.933619
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.933619+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -500729,6 +519577,7 @@ https://www.mongodb.com/company/blog/technical/daa-s-with-mongo-db-and-confluent
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -500761,6 +519610,7 @@ https://www.mongodb.com/docs:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -500792,6 +519642,7 @@ https://www.mongodb.com/docs/manual/security:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -500814,13 +519665,14 @@ https://www.mongodb.com/kubernetes:
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   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779033213.30878
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:33.308780+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -500829,6 +519681,7 @@ https://www.mongodb.com/kubernetes:
   - docs/nosql.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.mongodb.com/products/integrations/kubernetes
 https://www.mongodb.com/products/integrations/kubernetes:
   title: "MongoDB and Kubernetes \U0001F31F"
   description: ''
@@ -500848,6 +519701,7 @@ https://www.mongodb.com/products/integrations/kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -500880,6 +519734,7 @@ https://www.morling.dev/blog/introducing-jfrunit-1-0-0-alpha1:
   last_checked: 1779032108.176852
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:35:08.176852+02:00'
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   hierarchy:
@@ -500913,6 +519768,7 @@ https://www.morling.dev/blog/single-message-transforms-swiss-army-knife-of-kafka
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -500946,6 +519802,7 @@ https://www.mssqltips.com/sqlservertip/7094/azure-data-factory-vs-ssis-similarit
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -500977,6 +519834,7 @@ https://www.mssqltips.com/sqlservertip/7188/powershell-if-if-else-switch-example
   last_checked: 1779033421.789582
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:01.789582+02:00'
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   hierarchy:
@@ -501011,6 +519869,7 @@ https://www.mulesoft.com:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -501042,6 +519901,7 @@ https://www.mulesoft.com/api/rest/what-is-rest-api:
   last_checked: 1779130494.938996
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.938996+02:00'
+  last_ai_eval: null
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@@ -501075,6 +519935,7 @@ https://www.mulesoft.com/platform/api/manager:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -501104,6 +519965,7 @@ https://www.mulesoft.com/resources/api/restful-api:
   last_checked: 1779030414.204785
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:54.204785+02:00'
+  last_ai_eval: null
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@@ -501132,6 +519994,7 @@ https://www.mux.com:
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   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -501164,6 +520027,7 @@ https://www.muycomputer.com/2021/06/03/winget-1-0-paquetes-windows-10:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -501197,6 +520061,7 @@ https://www.muycomputerpro.com/2024/01/12/ingenieria-de-plataformas-de-devops-la
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -501228,6 +520093,7 @@ https://www.muylinux.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -501259,6 +520125,7 @@ https://www.mypythonquiz.com:
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -501293,6 +520160,7 @@ https://www.mytechramblings.com/posts/gitops-with-azure-devops-helm-acr-flux-and
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -501325,6 +520193,7 @@ https://www.n-ix.com/reduce-technical-debt:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -501355,6 +520224,7 @@ https://www.namecheap.com/blog/visualize-your-deployment-status-with-jenkins:
   last_checked: 1779034228.851691
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:28.851691+02:00'
+  last_ai_eval: null
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@@ -501381,6 +520251,7 @@ https://www.nathannellans.com/post/app-registration-enterprise-apps-part-2:
   last_checked: 1779030028.770732
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:00:28.770732+02:00'
+  last_ai_eval: null
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@@ -501413,6 +520284,7 @@ https://www.nathannellans.com/post/app-registrations-enterprise-apps-and-service
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -501446,6 +520318,7 @@ https://www.nathannellans.com/post/azure-application-gateway-part-1:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -501481,6 +520354,7 @@ https://www.nature.com/articles/d43747-023-00028-w:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -501510,6 +520384,7 @@ https://www.ncsc.gov.uk/blog-post/introducing-scanning-made-easy:
   last_checked: 1779030208.050175
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:28.050175+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -501535,6 +520410,7 @@ https://www.ncsc.gov.uk/information/page-removed:
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   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.933930+02:00'
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@@ -501553,13 +520429,14 @@ https://www.nczonline.net/blog/2011/11/29/how-content-delivery-networks-cdns-wor
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 6f7257cb06df44549080a61b4dc29cc9adf59ee8b7bc165dcd04a799c6c868df
   health_score: 100.0
   last_checked: 1779032885.723504
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:05.723504+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -501568,6 +520445,7 @@ https://www.nczonline.net/blog/2011/11/29/how-content-delivery-networks-cdns-wor
   - docs/caching.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://humanwhocodes.com/blog/2011/11/29/how-content-delivery-networks-cdns-work
 https://www.neowin.net/news/exploring-the-lack-of-security-in-a-typical-docker-and-kubernets-installation:
   title: Exploring the (lack of) security in a typical Docker and Kubernetes installation
   description: ''
@@ -501587,6 +520465,7 @@ https://www.neowin.net/news/exploring-the-lack-of-security-in-a-typical-docker-a
   last_checked: 1779034030.695453
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:10.695453+02:00'
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   hierarchy:
@@ -501623,6 +520502,7 @@ https://www.netdata.cloud/blog/kubernetes-throttling-doesnt-have-to-suck-let-us-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -501655,6 +520535,7 @@ https://www.netdesignarena.com/index.php/2020/04/15/new-blog-series-aws-cloud-ne
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -501686,6 +520567,7 @@ https://www.networkmanagementsoftware.com/google-cloud-platform-gcp-networking-f
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -501719,6 +520601,7 @@ https://www.nextgov.com/ideas/2023/11/why-smart-multicloud-policies-are-golden-t
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -501742,13 +520625,14 @@ https://www.nextplatform.com/2018/10/15/red-hat-flexes-coreos-muscle-in-openshif
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: ff1414119a4b91eb1d93178e5d3821c170d3c45018b60d5f6610805129bd4c59
   health_score: 100.0
   last_checked: 1779032792.050413
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:32.050413+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -501757,6 +520641,7 @@ https://www.nextplatform.com/2018/10/15/red-hat-flexes-coreos-muscle-in-openshif
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.nextplatform.com/cloud/2018/10/15/red-hat-flexes-coreos-muscle-in-openshift-kubernetes-platform/1631979
 https://www.nextplatform.com/2021/08/02/kubernetes-expands-from-containers-to-infrastructure-management:
   title: "==nextplatform.com: KUBERNETES EXPANDS FROM CONTAINERS TO INFRASTRUCTURE'
     MANAGEMENT== \U0001F31F"
@@ -501775,6 +520660,7 @@ https://www.nextplatform.com/2021/08/02/kubernetes-expands-from-containers-to-in
   last_checked: 1779030985.054177
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:25.054177+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -501795,13 +520681,14 @@ https://www.nextplatform.com/2024/03/04/kubernetes-clusters-have-massive-overpro
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: e4d4eb9b97460f207bb52035cf233b1fa2d556a469120542cdb9076adf34290b
   health_score: 100.0
   last_checked: 1779032576.744543
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:56.744543+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -501810,6 +520697,7 @@ https://www.nextplatform.com/2024/03/04/kubernetes-clusters-have-massive-overpro
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.nextplatform.com/cloud/2024/03/04/kubernetes-clusters-have-massive-overprovisioning-of-compute-and-memory/1658269
 https://www.nextplatform.com/cloud/2018/10/15/red-hat-flexes-coreos-muscle-in-openshift-kubernetes-platform/1631979:
   title: 'nextplatform.com: red hat flexes CoreOS muscle in openshift kubernetes platform'
   description: ''
@@ -501829,6 +520717,7 @@ https://www.nextplatform.com/cloud/2018/10/15/red-hat-flexes-coreos-muscle-in-op
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -501861,6 +520750,7 @@ https://www.nextplatform.com/cloud/2024/03/04/kubernetes-clusters-have-massive-o
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -501893,6 +520783,7 @@ https://www.nextplatform.com/store/2021/08/02/kubernetes-expands-from-containers
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -501922,6 +520813,7 @@ https://www.nginx.com:
   last_checked: 1779030680.534292
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:20.534292+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -501940,13 +520832,14 @@ https://www.nginx.com/blog/announcing-nginx-core-collection-ansible:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 60771bd2707db349d4db9935a4634f0a458099edba6ab07541c37b43181630fb
   health_score: 100.0
   last_checked: 1779032157.819968
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:57.819968+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -501955,6 +520848,7 @@ https://www.nginx.com/blog/announcing-nginx-core-collection-ansible:
   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.nginx.com
 https://www.nginx.com/blog/automating-multi-cluster-dns-with-nginx-ingress-controller:
   title: 'nginx.com: Automating Multi-Cluster DNS with NGINX Ingress Controller'
   description: ''
@@ -501965,13 +520859,14 @@ https://www.nginx.com/blog/automating-multi-cluster-dns-with-nginx-ingress-contr
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 60771bd2707db349d4db9935a4634f0a458099edba6ab07541c37b43181630fb
   health_score: 100.0
   last_checked: 1779032571.825249
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:51.825249+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -501980,6 +520875,7 @@ https://www.nginx.com/blog/automating-multi-cluster-dns-with-nginx-ingress-contr
   - docs/kubernetes-networking.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.nginx.com
 https://www.nginx.com/blog/best-practices-for-configuring-microservices-apps:
   title: "==nginx.com: Best Practices for Configuring Microservices Apps== \U0001F31F"
   description: ''
@@ -501990,13 +520886,14 @@ https://www.nginx.com/blog/best-practices-for-configuring-microservices-apps:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 60771bd2707db349d4db9935a4634f0a458099edba6ab07541c37b43181630fb
   health_score: 100.0
   last_checked: 1779034110.227491
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:30.227491+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -502005,6 +520902,7 @@ https://www.nginx.com/blog/best-practices-for-configuring-microservices-apps:
   - docs/introduction.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.nginx.com
 https://www.nginx.com/blog/deploying-nginx-ingress-controller-on-amazon-eks-how-we-tested:
   title: 'nginx.com: Deploying NGINX Ingress Controller on Amazon EKS: How We Tested'
   description: ''
@@ -502015,13 +520913,14 @@ https://www.nginx.com/blog/deploying-nginx-ingress-controller-on-amazon-eks-how-
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 60771bd2707db349d4db9935a4634f0a458099edba6ab07541c37b43181630fb
   health_score: 100.0
   last_checked: 1779031017.293876
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:57.293876+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -502030,6 +520929,7 @@ https://www.nginx.com/blog/deploying-nginx-ingress-controller-on-amazon-eks-how-
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.nginx.com
 https://www.nginx.com/blog/deploying-nginx-plus-as-an-api-gateway-part-1:
   title: "nginx.com: Deploying NGINX as an API Gateway, Part 1 \U0001F31F"
   description: ''
@@ -502040,13 +520940,14 @@ https://www.nginx.com/blog/deploying-nginx-plus-as-an-api-gateway-part-1:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 60771bd2707db349d4db9935a4634f0a458099edba6ab07541c37b43181630fb
   health_score: 100.0
   last_checked: 1779032104.237465
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:04.237465+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -502055,6 +520956,7 @@ https://www.nginx.com/blog/deploying-nginx-plus-as-an-api-gateway-part-1:
   - docs/developerportals.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.nginx.com
 https://www.nginx.com/blog/event-driven-data-management-microservices:
   title: "nginx.com: Event-Driven Data Management for Microservices \U0001F31F"
   description: ''
@@ -502065,13 +520967,14 @@ https://www.nginx.com/blog/event-driven-data-management-microservices:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 60771bd2707db349d4db9935a4634f0a458099edba6ab07541c37b43181630fb
   health_score: 100.0
   last_checked: 1779034405.734382
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:25.734382+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -502080,6 +520983,7 @@ https://www.nginx.com/blog/event-driven-data-management-microservices:
   - docs/message-queue.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.nginx.com
 https://www.nginx.com/blog/guide-to-choosing-ingress-controller-part-4-nginx-ingress-controller-options:
   title: 'nginx.com: A Guide to Choosing an Ingress Controller, Part 4: NGINX Ingress''
     Controller Options'
@@ -502091,13 +520995,14 @@ https://www.nginx.com/blog/guide-to-choosing-ingress-controller-part-4-nginx-ing
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 60771bd2707db349d4db9935a4634f0a458099edba6ab07541c37b43181630fb
   health_score: 100.0
   last_checked: 1779033595.163862
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:55.163862+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -502106,6 +521011,7 @@ https://www.nginx.com/blog/guide-to-choosing-ingress-controller-part-4-nginx-ing
   - docs/kubernetes-networking.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.nginx.com
 https://www.nginx.com/blog/how-to-choose-a-service-mesh:
   title: "nginx.com: How to Choose a Service Mesh \U0001F31F"
   description: ''
@@ -502116,13 +521022,14 @@ https://www.nginx.com/blog/how-to-choose-a-service-mesh:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 60771bd2707db349d4db9935a4634f0a458099edba6ab07541c37b43181630fb
   health_score: 100.0
   last_checked: 1779030479.568094
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:59.568094+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -502131,6 +521038,7 @@ https://www.nginx.com/blog/how-to-choose-a-service-mesh:
   - docs/servicemesh.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.nginx.com
 https://www.nginx.com/blog/how-to-simplify-kubernetes-ingress-egress-traffic-management:
   title: 'nginx.com: How to Simplify Kubernetes Ingress and Egress Traffic Management'
   description: ''
@@ -502141,13 +521049,14 @@ https://www.nginx.com/blog/how-to-simplify-kubernetes-ingress-egress-traffic-man
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 60771bd2707db349d4db9935a4634f0a458099edba6ab07541c37b43181630fb
   health_score: 100.0
   last_checked: 1779033658.886554
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:58.886554+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -502156,6 +521065,7 @@ https://www.nginx.com/blog/how-to-simplify-kubernetes-ingress-egress-traffic-man
   - docs/kubernetes-networking.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.nginx.com
 https://www.nginx.com/blog/introducing-nginx-service-mesh:
   title: 'nginx.com: Introducing NGINX Service Mesh'
   description: ''
@@ -502166,13 +521076,14 @@ https://www.nginx.com/blog/introducing-nginx-service-mesh:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 60771bd2707db349d4db9935a4634f0a458099edba6ab07541c37b43181630fb
   health_score: 100.0
   last_checked: 1779031415.039116
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:35.039116+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -502181,6 +521092,7 @@ https://www.nginx.com/blog/introducing-nginx-service-mesh:
   - docs/servicemesh.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.nginx.com
 https://www.nginx.com/blog/introduction-to-microservices:
   title: "nginx.com: Introduction to Microservices \U0001F31F\U0001F31F\U0001F31F"
   description: ''
@@ -502191,13 +521103,14 @@ https://www.nginx.com/blog/introduction-to-microservices:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 60771bd2707db349d4db9935a4634f0a458099edba6ab07541c37b43181630fb
   health_score: 100.0
   last_checked: 1779031896.861013
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:36.861013+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -502206,6 +521119,7 @@ https://www.nginx.com/blog/introduction-to-microservices:
   - docs/faq.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.nginx.com
 https://www.nginx.com/blog/kubernetes-networking-101:
   title: '==nginx.com: Kubernetes Networking 101=='
   description: ''
@@ -502216,13 +521130,14 @@ https://www.nginx.com/blog/kubernetes-networking-101:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 60771bd2707db349d4db9935a4634f0a458099edba6ab07541c37b43181630fb
   health_score: 100.0
   last_checked: 1779034569.191403
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:09.191403+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -502231,6 +521146,7 @@ https://www.nginx.com/blog/kubernetes-networking-101:
   - docs/kubernetes-networking.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.nginx.com
 https://www.nginx.com/blog/mtls-architecture-nginx-service-mesh:
   title: 'nginx.com: The mTLS Architecture in NGINX Service Mesh'
   description: ''
@@ -502241,13 +521157,14 @@ https://www.nginx.com/blog/mtls-architecture-nginx-service-mesh:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 60771bd2707db349d4db9935a4634f0a458099edba6ab07541c37b43181630fb
   health_score: 100.0
   last_checked: 1779030578.497065
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:38.497065+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -502256,6 +521173,7 @@ https://www.nginx.com/blog/mtls-architecture-nginx-service-mesh:
   - docs/servicemesh.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.nginx.com
 https://www.nginx.com/blog/reduce-complexity-with-production-grade-kubernetes:
   title: 'nginx.com: Reduce Complexity with Production-Grade Kubernetes'
   description: ''
@@ -502266,13 +521184,14 @@ https://www.nginx.com/blog/reduce-complexity-with-production-grade-kubernetes:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 60771bd2707db349d4db9935a4634f0a458099edba6ab07541c37b43181630fb
   health_score: 100.0
   last_checked: 1779030235.582498
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:55.582498+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -502281,6 +521200,7 @@ https://www.nginx.com/blog/reduce-complexity-with-production-grade-kubernetes:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.nginx.com
 https://www.nginx.com/blog/reducing-kubernetes-costs-70-percent-in-cloud-nginx-opsani-prometheus:
   title: 'nginx.com: Reducing Kubernetes Costs by 70% in the Cloud with NGINX, Opsani,''
     and Prometheus'
@@ -502292,13 +521212,14 @@ https://www.nginx.com/blog/reducing-kubernetes-costs-70-percent-in-cloud-nginx-o
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 60771bd2707db349d4db9935a4634f0a458099edba6ab07541c37b43181630fb
   health_score: 100.0
   last_checked: 1779033030.578035
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:30.578035+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -502307,6 +521228,7 @@ https://www.nginx.com/blog/reducing-kubernetes-costs-70-percent-in-cloud-nginx-o
   - docs/kubernetes-networking.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.nginx.com
 https://www.nginx.com/blog/using-free-ssltls-certificates-from-lets-encrypt-with-nginx:
   title: 'nginx.com: Using Free Let’s Encrypt SSL/TLS Certificates with NGINX'
   description: ''
@@ -502317,13 +521239,14 @@ https://www.nginx.com/blog/using-free-ssltls-certificates-from-lets-encrypt-with
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 60771bd2707db349d4db9935a4634f0a458099edba6ab07541c37b43181630fb
   health_score: 100.0
   last_checked: 1779034564.963602
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:04.963602+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -502332,6 +521255,7 @@ https://www.nginx.com/blog/using-free-ssltls-certificates-from-lets-encrypt-with
   - docs/registries.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.nginx.com
 https://www.nginx.com/blog/what-are-namespaces-cgroups-how-do-they-work:
   title: "nginx.com: What Are Namespaces and cgroups, and How Do They Work? \U0001F31F"
   description: ''
@@ -502342,13 +521266,14 @@ https://www.nginx.com/blog/what-are-namespaces-cgroups-how-do-they-work:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 60771bd2707db349d4db9935a4634f0a458099edba6ab07541c37b43181630fb
   health_score: 100.0
   last_checked: 1779030232.344489
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:52.344489+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -502357,6 +521282,7 @@ https://www.nginx.com/blog/what-are-namespaces-cgroups-how-do-they-work:
   - docs/linux.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.nginx.com
 https://www.nginx.com/resources/library/complete-nginx-cookbook:
   title: "==nginx.com: The Complete NGINX Cookbook== \U0001F31F"
   description: ''
@@ -502374,6 +521300,7 @@ https://www.nginx.com/resources/library/complete-nginx-cookbook:
   last_checked: 1779031865.799914
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:05.799914+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -502402,6 +521329,7 @@ https://www.nichesoftware.co.nz/2021/05/29/promotion-driven-development.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -502431,6 +521359,7 @@ https://www.nightfall.ai/blog/atlassian-cloud-hipaa-compliant:
   last_checked: 1779130494.955689
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.955689+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -502459,6 +521388,7 @@ https://www.nilebits.com/blog/2024/07/terraform-drift-detection:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -502494,6 +521424,7 @@ https://www.noidea.dog/glue:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -502516,13 +521447,14 @@ https://www.nomadproject.io/docs/nomad-vs-kubernetes/alternative:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: fe87c2c280bbd57f8e2ee66a0e590441b3c3f59efb42374714e9b2d789d567fd
   health_score: 100.0
   last_checked: 1779030239.304866
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:59.304866+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -502531,6 +521463,7 @@ https://www.nomadproject.io/docs/nomad-vs-kubernetes/alternative:
   - docs/kubernetes-alternatives.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://developer.hashicorp.com/nomad/docs/k8s-nomad
 https://www.nomadproject.io/intro/vs/kubernetes:
   title: 'nomadproject.io: Nomad vs. Kubernetes'
   description: ''
@@ -502541,13 +521474,14 @@ https://www.nomadproject.io/intro/vs/kubernetes:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: fe87c2c280bbd57f8e2ee66a0e590441b3c3f59efb42374714e9b2d789d567fd
   health_score: 100.0
   last_checked: 1779029151.800216
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:51.800216+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -502556,6 +521490,7 @@ https://www.nomadproject.io/intro/vs/kubernetes:
   - docs/kubernetes-alternatives.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.nomadproject.io/docs/nomad-vs-kubernetes/alternative
 https://www.noobaa.io:
   title: Noobaa
   description: ''
@@ -502573,6 +521508,7 @@ https://www.noobaa.io:
   last_checked: 1779032978.071761
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:38.071761+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -502604,6 +521540,7 @@ https://www.notia.ai/articles/building-an-authenticated-python-cli:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -502628,13 +521565,14 @@ https://www.noticiastrabajo.es/como-deben-autonomos-retrasar-pago-intereses-cred
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: f96c8f289ada51d9bd48b3c5ee46986ca58d804752b8b7641734c9efe852f420
   health_score: 100.0
   last_checked: 1779029710.564587
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:55:10.564587+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -502643,6 +521581,7 @@ https://www.noticiastrabajo.es/como-deben-autonomos-retrasar-pago-intereses-cred
   - docs/freelancing.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://noticiastrabajo.huffingtonpost.es/como-deben-autonomos-retrasar-pago-intereses-creditos-ico
 https://www.npmjs.com:
   title: Npm
   description: ''
@@ -502661,6 +521600,7 @@ https://www.npmjs.com:
   last_checked: 1779029251.731054
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:31.731054+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -502692,6 +521632,7 @@ https://www.npmjs.com/package/lambda-load-test:
   last_checked: 1779033503.653109
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:23.653109+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -502725,6 +521666,7 @@ https://www.nrmitchi.com/2020/10/one-simple-trick-for-building-images-faster:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -502757,6 +521699,7 @@ https://www.nslookup.io/learning/the-life-of-a-dns-query-in-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -502789,6 +521732,7 @@ https://www.ntop.org:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '1998-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -502822,6 +521766,7 @@ https://www.nuodb.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -502853,6 +521798,7 @@ https://www.nuodb.com/blog/replication-is-it-easy:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -502887,6 +521833,7 @@ https://www.nylas.com/blog/performance:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -502910,13 +521857,14 @@ https://www.okd.io:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 21ac64dffc8e4a900b69b2fc742a40e8f19e6f78467bae59138bd5a8eaf0ae52
   health_score: 100.0
   last_checked: 1779029992.838717
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:52.838717+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -502927,6 +521875,7 @@ https://www.okd.io:
   - docs/openshift.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://okd.io
 https://www.okd.io/minishift:
   title: null
   description: null
@@ -502944,6 +521893,7 @@ https://www.okd.io/minishift:
   last_checked: 1779030322.868253
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:22.868253+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -502972,6 +521922,7 @@ https://www.okteto.com/blog/kubernetes-architecture:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -503003,6 +521954,7 @@ https://www.okteto.com/blog/kubernetes-basics:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -503035,6 +521987,7 @@ https://www.okteto.com/blog/preview-environments-for-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -503057,13 +522010,14 @@ https://www.okteto.com/blog/what-is-kubernetes-architecture:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: c6ea20edea979c6d585000ec8847eab53b6575b681d736b537af91c89094f992
   health_score: 100.0
   last_checked: 1779031141.130882
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:01.130882+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -503072,6 +522026,7 @@ https://www.okteto.com/blog/what-is-kubernetes-architecture:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.okteto.com/blog/kubernetes-architecture
 https://www.omgubuntu.co.uk/2020/06/microsoft-wsl-install-command:
   title: "Microsoft Makes it Easier to Install WSL on Windows 10 \U0001F31F"
   description: ''
@@ -503093,6 +522048,7 @@ https://www.omgubuntu.co.uk/2020/06/microsoft-wsl-install-command:
   last_checked: 1779029421.506245
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:50:21.506245+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -503125,6 +522081,7 @@ https://www.oncehub.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -503147,13 +522104,14 @@ https://www.oncehub.com/scheduleonce:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: c87768ee1c50883d3f20cac4f4e70a980423fded588424675e3be61e7234781b
   health_score: 100.0
   last_checked: 1779034504.704909
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:04.704909+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -503162,6 +522120,7 @@ https://www.oncehub.com/scheduleonce:
   - docs/appointment-scheduling.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.oncehub.com
 https://www.ondat.io/blog/stateful-apps-in-kubernetes-are-a-big-deal:
   title: 'ondat.io: Stateful Apps in Kubernetes are a big deal'
   description: ''
@@ -503180,6 +522139,7 @@ https://www.ondat.io/blog/stateful-apps-in-kubernetes-are-a-big-deal:
   last_checked: 1779032817.233323
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:57.233323+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -503211,6 +522171,7 @@ https://www.ondat.io/discoblocks:
   last_checked: 1779029940.724684
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:00.724684+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -503243,6 +522204,7 @@ https://www.opcito.com/blogs/a-guide-to-mastering-autoscaling-in-kubernetes-with
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -503275,6 +522237,7 @@ https://www.opcito.com/blogs/testops-how-to-automate-your-software-pipeline-at-t
   last_checked: 1779029190.048891
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:46:30.048891+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -503307,6 +522270,7 @@ https://www.open-rpc.org:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -503337,6 +522301,7 @@ https://www.openapis.org:
   last_checked: 1781735865.271571
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:45.271571+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -503369,6 +522334,7 @@ https://www.openapis.org/faq:
   last_checked: 1781735865.923384
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:45.923384+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -503401,6 +522367,7 @@ https://www.openbankingtracker.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -503423,13 +522390,14 @@ https://www.opencontainers.org:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 1799453ded469616722928badf24ba3efa63b7bc072c0921a977ef7e2439fcc3
   health_score: 100.0
   last_checked: 1779034273.436362
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:13.436362+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -503438,6 +522406,7 @@ https://www.opencontainers.org:
   - docs/container-managers.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://opencontainers.org
 https://www.opencoreventures.com/blog/hashicorp-switching-to-bsl-shows-a-need-for-open-charter-companies:
   title: 'opencoreventures.com: HashiCorp switching to BSL shows a need for open charter
     companies'
@@ -503459,6 +522428,7 @@ https://www.opencoreventures.com/blog/hashicorp-switching-to-bsl-shows-a-need-fo
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -503490,6 +522460,7 @@ https://www.openfaas.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -503522,6 +522493,7 @@ https://www.openfaas.com/blog/kim:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -503551,6 +522523,7 @@ https://www.opengroup.org:
   last_checked: 1779032114.299829
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:35:14.299829+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -503575,6 +522548,7 @@ https://www.opengroup.org/togaf:
   last_checked: 1779033570.279423
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:30.279423+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -503592,13 +522566,14 @@ https://www.openliberty.io:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: b15917055113c919d793405429d53c6efdece22e0a37165ccf8efae5bd13952f
   health_score: 100.0
   last_checked: 1779029161.348172
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:01.348172+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -503607,6 +522582,7 @@ https://www.openliberty.io:
   - docs/ibm_cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://openliberty.io
 https://www.openlogic.com/blog/how-visualize-prometheus-data-grafana:
   title: "openlogic.com: How to develop Grafana Dashboards \U0001F31F"
   description: ''
@@ -503625,6 +522601,7 @@ https://www.openlogic.com/blog/how-visualize-prometheus-data-grafana:
   last_checked: 1781735951.956779
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:11.956779+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -503660,6 +522637,7 @@ https://www.openlogic.com/blog/prometheus-java-monitoring-and-gathering-data:
   last_checked: 1781736134.803032
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:14.803032+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -503693,6 +522671,7 @@ https://www.openpolicyagent.org:
   last_checked: 1779033619.25785
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:00:19.257850+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -503725,6 +522704,7 @@ https://www.openproject.org:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -503757,6 +522737,7 @@ https://www.openproject.org/blog/create-configure-manage-projects-openproject:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -503780,13 +522761,14 @@ https://www.openproject.org/create-configure-manage-projects-openproject:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 6a1359b4cd8985e3dd67aca41d2d343c42838adc8f8d3b229706ca4d2a1acebb
   health_score: 100.0
   last_checked: 1779029365.640088
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:25.640088+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -503795,6 +522777,7 @@ https://www.openproject.org/create-configure-manage-projects-openproject:
   - docs/project-management-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.openproject.org/blog/create-configure-manage-projects-openproject
 https://www.openshift.com:
   title: OpenShift.com
   description: ''
@@ -503812,6 +522795,7 @@ https://www.openshift.com:
   last_checked: 1779031669.487206
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:49.487206+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -503831,13 +522815,14 @@ https://www.openshift.com/blog:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: fe3b00fc9855e8f639ff3144a9426dbe138a0fc8ac6c3d5d5c1f62df62660602
   health_score: 100.0
   last_checked: 1779030339.965346
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:39.965346+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -503846,6 +522831,7 @@ https://www.openshift.com/blog:
   - docs/openshift.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://coreos.com/blog/introducing-ignition.html
 https://www.openshift.com/blog/18333-2:
   title: 'openshift.com: Using JFrog''s Artifactory and Red Hat OpenShift Together'
   description: ''
@@ -503856,13 +522842,14 @@ https://www.openshift.com/blog/18333-2:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 53d500c817d5d73be815f5eb9ff0408ea0b6373f25f25e32215fce76aa256413
   health_score: 100.0
   last_checked: 1779029629.364813
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:49.364813+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -503871,6 +522858,7 @@ https://www.openshift.com/blog/18333-2:
   - docs/registries.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/18333-2
 https://www.openshift.com/blog/7-best-practices-for-writing-kubernetes-operators-an-sre-perspective:
   title: 'openshift.com: 7 Best Practices for Writing Kubernetes Operators: An SRE''
     Perspective'
@@ -503882,13 +522870,14 @@ https://www.openshift.com/blog/7-best-practices-for-writing-kubernetes-operators
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: cfba48c9f8a1b67a524b2c6b06890b96f48e46147c773bea04555dc914f14fdd
   health_score: 100.0
   last_checked: 1779031600.817672
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:40.817672+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -503897,6 +522886,7 @@ https://www.openshift.com/blog/7-best-practices-for-writing-kubernetes-operators
   - docs/kubernetes-operators-controllers.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/7-best-practices-for-writing-kubernetes-operators-an-sre-perspective
 https://www.openshift.com/blog/8-answers-to-7-openshift-questions:
   title: "openshift.com: 8 Answers to 7 OpenShift Questions \U0001F31F"
   description: ''
@@ -503907,13 +522897,14 @@ https://www.openshift.com/blog/8-answers-to-7-openshift-questions:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 1291f19a2c49b414bf27891c2bd96edde133210ba6337ee8ccfae8b028433c8d
   health_score: 100.0
   last_checked: 1779029130.931594
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:30.931594+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -503922,6 +522913,7 @@ https://www.openshift.com/blog/8-answers-to-7-openshift-questions:
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/8-answers-to-7-openshift-questions
 https://www.openshift.com/blog/a-brief-introduction-to-red-hat-advanced-cluster-security-for-kubernetes:
   title: 'openshift.com: A Brief Introduction to Red Hat Advanced Cluster Security''
     for Kubernetes'
@@ -503940,6 +522932,7 @@ https://www.openshift.com/blog/a-brief-introduction-to-red-hat-advanced-cluster-
   last_checked: 1779033479.895075
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:59.895075+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -503958,13 +522951,14 @@ https://www.openshift.com/blog/accessing-external-services-using-egress-router:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 51ec17d2e5dd203bbe9e7aaf1053007026eefc5c1e144ad82031dfc5b3f307f2
   health_score: 100.0
   last_checked: 1779029993.497409
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:53.497409+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -503973,6 +522967,7 @@ https://www.openshift.com/blog/accessing-external-services-using-egress-router:
   - docs/openshift.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/accessing-external-services-using-egress-router
 https://www.openshift.com/blog/announcing-openshift-gitops:
   title: 'openshift.com: Announcing OpenShift GitOps'
   description: ''
@@ -503983,13 +522978,14 @@ https://www.openshift.com/blog/announcing-openshift-gitops:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 32deec573fad360d059933d07fdfd45a247e336fe890380e40e8e77fc3200101
   health_score: 100.0
   last_checked: 1779034582.398873
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:22.398873+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -503998,6 +522994,7 @@ https://www.openshift.com/blog/announcing-openshift-gitops:
   - docs/gitops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/announcing-openshift-gitops
 https://www.openshift.com/blog/ansible-and-openshift-connecting-for-success:
   title: "openshift.com: Ansible and OpenShift: Connecting for Success \U0001F31F"
   description: ''
@@ -504008,13 +523005,14 @@ https://www.openshift.com/blog/ansible-and-openshift-connecting-for-success:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 7d8325160e7fe85c2dfa2bcbcf6b2f28e6fd86af51c6de52f3f8cccc00b9c65b
   health_score: 100.0
   last_checked: 1779029116.593444
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:16.593444+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -504023,6 +523021,7 @@ https://www.openshift.com/blog/ansible-and-openshift-connecting-for-success:
   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/ansible-and-openshift-connecting-for-success
 https://www.openshift.com/blog/applications-here-applications-there-part-3-application-migration:
   title: 'openshift.com: Applications Here, Applications There! - Part 3 - Application''
     Migration'
@@ -504034,13 +523033,14 @@ https://www.openshift.com/blog/applications-here-applications-there-part-3-appli
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 877628590e8627aa04bd44a761ea03acb82760ebbc4e4c2523fada56b95db44b
   health_score: 100.0
   last_checked: 1779032969.182872
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:29.182872+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -504050,6 +523050,7 @@ https://www.openshift.com/blog/applications-here-applications-there-part-3-appli
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/applications-here-applications-there-part-3-application-migration
 https://www.openshift.com/blog/ask-an-openshift-admin-office-hour-authentication-and-authorization:
   title: 'openshift.com: Ask an OpenShift Admin Office Hour - Authentication and Authorization'
   description: ''
@@ -504060,13 +523061,14 @@ https://www.openshift.com/blog/ask-an-openshift-admin-office-hour-authentication
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 4449cc96b537296f041231a616018de87f0c73198db036804747ee6272e55108
   health_score: 100.0
   last_checked: 1779030021.250522
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:21.250522+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -504075,6 +523077,7 @@ https://www.openshift.com/blog/ask-an-openshift-admin-office-hour-authentication
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/ask-an-openshift-admin-office-hour-authentication-and-authorization
 https://www.openshift.com/blog/ask-an-openshift-admin-office-hour-day-2-operations-part-1:
   title: Ask an OpenShift Admin Office Hour - Day 2 Operations, Part 1
   description: ''
@@ -504092,6 +523095,7 @@ https://www.openshift.com/blog/ask-an-openshift-admin-office-hour-day-2-operatio
   last_checked: 1779031079.934846
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:59.934846+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -504110,13 +523114,14 @@ https://www.openshift.com/blog/ask-an-openshift-admin-office-hour-day-2-operatio
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: f44a8d3101f3fa7b33113747756e106a4428c5ec08125a8dc879c84d26271042
   health_score: 100.0
   last_checked: 1779029110.885936
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:10.885936+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -504125,6 +523130,7 @@ https://www.openshift.com/blog/ask-an-openshift-admin-office-hour-day-2-operatio
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.openshift.com/blog/ask-an-openshift-admin-office-hour-day-2-operations-part-1
 https://www.openshift.com/blog/build-kubernetes-operators-from-helm-charts-in-5-steps:
   title: null
   description: null
@@ -504142,6 +523148,7 @@ https://www.openshift.com/blog/build-kubernetes-operators-from-helm-charts-in-5-
   last_checked: 1779033697.475689
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:37.475689+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -504160,13 +523167,14 @@ https://www.openshift.com/blog/build-your-kubernetes-operator-with-the-right-too
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 7d3b988c171672e7428716ffc9041a2418fec7bf142e846bca190063634a8158
   health_score: 100.0
   last_checked: 1779031602.411137
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:42.411137+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -504175,6 +523183,7 @@ https://www.openshift.com/blog/build-your-kubernetes-operator-with-the-right-too
   - docs/kubernetes-operators-controllers.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/build-your-kubernetes-operator-with-the-right-tool
 https://www.openshift.com/blog/building-declarative-pipelines-openshift-dsl-plugin:
   title: Building Declarative Pipelines with OpenShift DSL Plugin
   description: ''
@@ -504185,13 +523194,14 @@ https://www.openshift.com/blog/building-declarative-pipelines-openshift-dsl-plug
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: f155c99e3a0fe00c26ae7b23af7bf83c7b8502dd1ccd8816889c8e6f9adedcbc
   health_score: 100.0
   last_checked: 1779032178.083429
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:18.083429+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -504201,6 +523211,7 @@ https://www.openshift.com/blog/building-declarative-pipelines-openshift-dsl-plug
   - docs/openshift-pipelines.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/building-declarative-pipelines-openshift-dsl-plugin
 https://www.openshift.com/blog/building-openshift-pipelines-with-gitlab:
   title: 'openshift.com: Building GitLab Pipelines on OpenShift'
   description: ''
@@ -504211,13 +523222,14 @@ https://www.openshift.com/blog/building-openshift-pipelines-with-gitlab:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: c5617e60f2a94ff5f0c68c368e1a8c2f46c69411aacd33dcb89ea075e5273d7e
   health_score: 100.0
   last_checked: 1779033243.663963
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:03.663963+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -504226,6 +523238,7 @@ https://www.openshift.com/blog/building-openshift-pipelines-with-gitlab:
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/building-openshift-pipelines-with-gitlab
 https://www.openshift.com/blog/cloud-devops-with-openshift-and-jfrog:
   title: 'openshift.com: Cloud DevOps With OpenShift and JFrog'
   description: ''
@@ -504236,13 +523249,14 @@ https://www.openshift.com/blog/cloud-devops-with-openshift-and-jfrog:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 06512cf9036be6f21863121a0246001475ff5658b60450b2abd0249dd99c42a7
   health_score: 100.0
   last_checked: 1779031231.27625
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:31.276250+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -504251,6 +523265,7 @@ https://www.openshift.com/blog/cloud-devops-with-openshift-and-jfrog:
   - docs/registries.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloud.redhat.com/blog/cloud-devops-with-openshift-and-jfrog
 https://www.openshift.com/blog/cloud-native-ci-cd-with-openshift-pipelines:
   title: 'openshift.com: Cloud-Native CI/CD with OpenShift Pipelines based on Tekton'
   description: ''
@@ -504261,13 +523276,14 @@ https://www.openshift.com/blog/cloud-native-ci-cd-with-openshift-pipelines:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 66015a0026f92adabf79475854c7c2f09f5b136dc1c40c7ff6e9d0244797ca14
   health_score: 100.0
   last_checked: 1779033622.951753
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:22.951753+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -504276,6 +523292,7 @@ https://www.openshift.com/blog/cloud-native-ci-cd-with-openshift-pipelines:
   - docs/openshift-pipelines.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://blog.openshift.com/cloud-native-ci-cd-with-openshift-pipelines
 https://www.openshift.com/blog/control-regional-access-to-your-service-on-openshift-running-on-aws:
   title: 'openshift.com: Control Regional Access to Your Service on OpenShift Running''
     on AWS'
@@ -504294,6 +523311,7 @@ https://www.openshift.com/blog/control-regional-access-to-your-service-on-opensh
   last_checked: 1779033360.880816
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:00.880816+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -504319,6 +523337,7 @@ https://www.openshift.com/blog/customizing-virtual-machine-templates-in-openshif
   last_checked: 1779034564.718106
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:04.718106+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -504337,13 +523356,14 @@ https://www.openshift.com/blog/debugging-java-applications-on-openshift-kubernet
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: dda7ec361766f5f9f97c0a7b67370743ca08bf6ebd9d59b5c046e9646466dfaa
   health_score: 100.0
   last_checked: 1779029805.484989
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:56:45.484989+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -504352,6 +523372,7 @@ https://www.openshift.com/blog/debugging-java-applications-on-openshift-kubernet
   - docs/monitoring.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://blog.openshift.com/debugging-java-applications-on-openshift-kubernetes
 https://www.openshift.com/blog/demystifying-multus:
   title: "openshift.com: Demystifying Multus \U0001F31F"
   description: ''
@@ -504362,13 +523383,14 @@ https://www.openshift.com/blog/demystifying-multus:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 401399fa2875f023fc0eb8d462ec579c3924039a4886f2d7c33b719d2276f0a9
   health_score: 100.0
   last_checked: 1779030531.871357
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:51.871357+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -504377,6 +523399,7 @@ https://www.openshift.com/blog/demystifying-multus:
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/demystifying-multus
 https://www.openshift.com/blog/deploy-a-multi-master-okd-4.5-cluster-using-a-single-command-in-30-minutes:
   title: 'openshift.com: Deploy a multi-master OKD 4.5 cluster using a single command''
     in ~30 minutes'
@@ -504388,13 +523411,14 @@ https://www.openshift.com/blog/deploy-a-multi-master-okd-4.5-cluster-using-a-sin
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 46f7211dfd1f01b9a4ff2f4e9a8dd62be644c0d16f5cfa90e506d51243a30d8f
   health_score: 100.0
   last_checked: 1779030709.013513
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:49.013513+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -504403,6 +523427,7 @@ https://www.openshift.com/blog/deploy-a-multi-master-okd-4.5-cluster-using-a-sin
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/deploy-a-multi-master-okd-4.5-cluster-using-a-single-command-in-30-minutes
 https://www.openshift.com/blog/deploying-openshift-4.4-to-vmware-vsphere-7:
   title: "Deploying OpenShift 4.4 to VMware vSphere 7 \U0001F31F"
   description: ''
@@ -504420,6 +523445,7 @@ https://www.openshift.com/blog/deploying-openshift-4.4-to-vmware-vsphere-7:
   last_checked: 1779031596.544081
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:36.544081+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -504439,13 +523465,14 @@ https://www.openshift.com/blog/deploying-openshift-applications-multiple-datacen
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 18a8a6d03720ce0b46b5d1daa7f4e8df0a6f5f94930bca833169dd614b5da75b
   health_score: 100.0
   last_checked: 1779034090.691585
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:10.691585+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -504454,6 +523481,7 @@ https://www.openshift.com/blog/deploying-openshift-applications-multiple-datacen
   - docs/openshift-pipelines.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/deploying-openshift-applications-multiple-datacenters
 https://www.openshift.com/blog/deploying-to-openshift-using-github-actions:
   title: 'openshift.com: Deploying to OpenShift using GitHub Actions'
   description: ''
@@ -504464,13 +523492,14 @@ https://www.openshift.com/blog/deploying-to-openshift-using-github-actions:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 1d694d2c296f278457aeb4d65331ee346ec23bcb357f8335bda3314e9998524b
   health_score: 100.0
   last_checked: 1779034569.257792
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:09.257792+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -504479,6 +523508,7 @@ https://www.openshift.com/blog/deploying-to-openshift-using-github-actions:
   - docs/git.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/deploying-to-openshift-using-github-actions
 https://www.openshift.com/blog/descheduler-ga-in-openshift-4.7:
   title: "openshift.com: Descheduler GA in OpenShift 4.7 \U0001F31F"
   description: ''
@@ -504496,6 +523526,7 @@ https://www.openshift.com/blog/descheduler-ga-in-openshift-4.7:
   last_checked: 1779033924.180645
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:24.180645+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -504521,6 +523552,7 @@ https://www.openshift.com/blog/enhanced-openshift-jboss-amq-container-image-for-
   last_checked: 1779033480.068193
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:00.068193+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -504546,6 +523578,7 @@ https://www.openshift.com/blog/enterprise-kubernetes-with-openshift-part-one:
   last_checked: 1779034013.006819
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:06:53.006819+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -504565,13 +523598,14 @@ https://www.openshift.com/blog/from-code-to-production-with-gitops:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 901a3855bc8804e39d7b1e0d1ccb8c79e1f588a85e1905200ef338edac4f849c
   health_score: 100.0
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   discovered_at: '2026-05-17T17:19:41.671552+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -504581,6 +523615,7 @@ https://www.openshift.com/blog/from-code-to-production-with-gitops:
   - docs/ocp3.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/from-code-to-production-with-gitops
 https://www.openshift.com/blog/from-ops-to-sre-evolution-of-the-openshift-dedicated-team:
   title: 'openshift.com: From Ops to SRE - Evolution of the OpenShift Dedicated Team'
   description: ''
@@ -504591,13 +523626,14 @@ https://www.openshift.com/blog/from-ops-to-sre-evolution-of-the-openshift-dedica
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
   last_checked: 1779032282.847246
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:02.847246+02:00'
+  last_ai_eval: null
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   geo_region: null
   hierarchy: []
@@ -504606,6 +523642,7 @@ https://www.openshift.com/blog/from-ops-to-sre-evolution-of-the-openshift-dedica
   - docs/sre.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/from-ops-to-sre-evolution-of-the-openshift-dedicated-team
 https://www.openshift.com/blog/fully-automated-openshift-deployments-with-vmware-vsphere:
   title: Fully Automated OpenShift Deployments With VMware vSphere
   description: ''
@@ -504616,13 +523653,14 @@ https://www.openshift.com/blog/fully-automated-openshift-deployments-with-vmware
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: c370ee14aca1846e1ad1fd22b1468b7b5693c33de66e6de971b64cdad948913e
   health_score: 100.0
   last_checked: 1779030250.677085
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:10.677085+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -504631,6 +523669,7 @@ https://www.openshift.com/blog/fully-automated-openshift-deployments-with-vmware
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/fully-automated-openshift-deployments-with-vmware-vsphere
 https://www.openshift.com/blog/geographically-distributed-stateful-workloads-part-3-keycloak:
   title: 'openshift.com: Geographically Distributed Stateful Workloads - Part 3: Keycloak'
   description: ''
@@ -504641,13 +523680,14 @@ https://www.openshift.com/blog/geographically-distributed-stateful-workloads-par
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: dd4a4b4c8e84a545a3c861cf040a8570fde972e178c09bb238e11c8e30442f82
   health_score: 100.0
   last_checked: 1779032763.108763
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:03.108763+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -504656,6 +523696,7 @@ https://www.openshift.com/blog/geographically-distributed-stateful-workloads-par
   - docs/devsecops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/geographically-distributed-stateful-workloads-part-3-keycloak
 https://www.openshift.com/blog/getting-started-with-applicationsets:
   title: 'openshift.com: Getting Started with ApplicationSets'
   description: ''
@@ -504666,13 +523707,14 @@ https://www.openshift.com/blog/getting-started-with-applicationsets:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 14b83639355e26c9f143c05004db45de0770c0b316e37fb799750235a5b9ed76
   health_score: 100.0
   last_checked: 1779031258.151803
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:58.151803+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -504681,6 +523723,7 @@ https://www.openshift.com/blog/getting-started-with-applicationsets:
   - docs/argo.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://blog.argoproj.io/getting-started-with-applicationsets-9c961611bcf0
 https://www.openshift.com/blog/gitops-secret-management:
   title: "GitOps secret management with bitnami-labs Sealed Secret and GoDaddy Kubernetes
     External Secrets \U0001F31F"
@@ -504692,13 +523735,14 @@ https://www.openshift.com/blog/gitops-secret-management:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: c2bebec634d575617dc7fec6179f0fa07fb304c3db92950dec1b1b6a3a482de6
   health_score: 100.0
   last_checked: 1779031694.551393
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:14.551393+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -504707,6 +523751,7 @@ https://www.openshift.com/blog/gitops-secret-management:
   - docs/devsecops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/gitops-secret-management
 https://www.openshift.com/blog/gitops-using-red-hat-openshift-pipelines-tekton-and-red-hat-advanced-cluster-management:
   title: 'openshift.com: GitOps Using Red Hat OpenShift Pipelines (Tekton) and Red''
     Hat Advanced Cluster Management'
@@ -504718,13 +523763,14 @@ https://www.openshift.com/blog/gitops-using-red-hat-openshift-pipelines-tekton-a
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 02f85da1f735f398f8ed00434066d6475ca417a937e309b30b24b9c8b7d84e17
   health_score: 100.0
   last_checked: 1779032874.978056
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:54.978056+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -504733,6 +523779,7 @@ https://www.openshift.com/blog/gitops-using-red-hat-openshift-pipelines-tekton-a
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/gitops-using-red-hat-openshift-pipelines-tekton-and-red-hat-advanced-cluster-management
 ? https://www.openshift.com/blog/gitops-using-red-hat-openshift-pipelines-tekton-and-red-hat-advanced-cluster-management-to-deploy-on-multiple-clusters
 : title: "openshift.com: GitOps Using Red Hat OpenShift Pipelines (Tekton) and Red'
     Hat Advanced Cluster Management to Deploy on Multiple Clusters \U0001F31F"
@@ -504744,13 +523791,14 @@ https://www.openshift.com/blog/gitops-using-red-hat-openshift-pipelines-tekton-a
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 70635867331c21b6d4698c1c0e44ac199f2eeaafd589f93a72c44d7e01876fe6
   health_score: 100.0
   last_checked: 1779031620.737293
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:00.737293+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -504759,6 +523807,7 @@ https://www.openshift.com/blog/gitops-using-red-hat-openshift-pipelines-tekton-a
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/gitops-using-red-hat-openshift-pipelines-tekton-and-red-hat-advanced-cluster-management-to-deploy-on-multiple-clusters
 https://www.openshift.com/blog/global-load-balancer-for-openshift-clusters-an-operator-based-approach:
   title: 'openshift.com: Global Load Balancer for OpenShift clusters: an Operator-Based''
     Approach'
@@ -504777,6 +523826,7 @@ https://www.openshift.com/blog/global-load-balancer-for-openshift-clusters-an-op
   last_checked: 1779034373.216627
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:53.216627+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -504795,13 +523845,14 @@ https://www.openshift.com/blog/grpc-or-http/2-ingress-connectivity-in-openshift:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: d729100f972f4287d722e7384f73ce4736439ce67812090f6d2dfd5c66e93881
   health_score: 100.0
   last_checked: 1779029993.442593
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:53.442593+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -504810,6 +523861,7 @@ https://www.openshift.com/blog/grpc-or-http/2-ingress-connectivity-in-openshift:
   - docs/kubernetes-networking.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/grpc-or-http/2-ingress-connectivity-in-openshift
 https://www.openshift.com/blog/guide-to-openshift-pipelines-part-1-introducing-openshift-pipelines:
   title: 'openshift.com: Guide to OpenShift Pipelines Part 1 - Introducing OpenShift''
     Pipelines'
@@ -504821,13 +523873,14 @@ https://www.openshift.com/blog/guide-to-openshift-pipelines-part-1-introducing-o
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: df9c2112ed047bfec9b02b3d8724b75cd0b95f968c528c19e85629878e89fdca
   health_score: 100.0
   last_checked: 1779031103.451344
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:23.451344+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -504836,6 +523889,7 @@ https://www.openshift.com/blog/guide-to-openshift-pipelines-part-1-introducing-o
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/guide-to-openshift-pipelines-part-1-introducing-openshift-pipelines
 https://www.openshift.com/blog/how-to-configure-ldap-sync-with-cronjobs-in-openshift:
   title: "openshift.com: How to Configure LDAP Sync With CronJobs in OpenShift \U0001F31F"
   description: ''
@@ -504853,6 +523907,7 @@ https://www.openshift.com/blog/how-to-configure-ldap-sync-with-cronjobs-in-opens
   last_checked: 1779033339.368072
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:39.368072+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -504878,6 +523933,7 @@ https://www.openshift.com/blog/how-to-enable-static-egress-ip-in-ocp:
   last_checked: 1779034105.317534
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:25.317534+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -504897,13 +523953,14 @@ https://www.openshift.com/blog/how-to-monitoring-openshift-4.x-with-zabbix-using
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 4cedf2bb923f6c6334acc8b86523d1fe2665e3ae209423690bdee6c0ab0c00e9
   health_score: 100.0
   last_checked: 1779034487.42211
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:47.422110+02:00'
+  last_ai_eval: null
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   geo_region: null
   hierarchy: []
@@ -504912,6 +523969,7 @@ https://www.openshift.com/blog/how-to-monitoring-openshift-4.x-with-zabbix-using
   - docs/monitoring.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/how-to-monitoring-openshift-4.x-with-zabbix-using-prometheus-part-2
 https://www.openshift.com/blog/how-to-offer-service-running-on-openshift-on-aws-to-other-aws-vpcs-privately:
   title: "openshift.com: How to Offer Service Running on OpenShift on AWS to Other'
     AWS VPCs, Privately \U0001F31F"
@@ -504923,13 +523981,14 @@ https://www.openshift.com/blog/how-to-offer-service-running-on-openshift-on-aws-
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 7b035a43b18fe0158e71dfe4bacfad9ccd87ad64500d14c75824d8d766045682
   health_score: 100.0
   last_checked: 1779029631.717474
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:51.717474+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -504938,6 +523997,7 @@ https://www.openshift.com/blog/how-to-offer-service-running-on-openshift-on-aws-
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/how-to-offer-service-running-on-openshift-on-aws-to-other-aws-vpcs-privately
 https://www.openshift.com/blog/how-to-orchestrate-data-pipelines-with-applications-deployed-on-openshift:
   title: 'openshift.com: How to Orchestrate Data Pipelines with Applications Deployed''
     on OpenShift'
@@ -504949,13 +524009,14 @@ https://www.openshift.com/blog/how-to-orchestrate-data-pipelines-with-applicatio
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 048894c65c79517ad5804b730bbb473a47961edd50bf78948e1258ce8447539b
   health_score: 100.0
   last_checked: 1779031327.982391
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:07.982391+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -504964,6 +524025,7 @@ https://www.openshift.com/blog/how-to-orchestrate-data-pipelines-with-applicatio
   - docs/message-queue.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/how-to-orchestrate-data-pipelines-with-applications-deployed-on-openshift
 https://www.openshift.com/blog/how-to-use-hashicorp-vault-and-argo-cd-for-gitops-on-openshift:
   title: 'openshift.com: How to Use HashiCorp Vault and Argo CD for GitOps on OpenShift'
   description: ''
@@ -504974,13 +524036,14 @@ https://www.openshift.com/blog/how-to-use-hashicorp-vault-and-argo-cd-for-gitops
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: e48f9a693283f1f9fcb819222986b6fb6581d64991d45800ce0eb557868b1284
   health_score: 100.0
   last_checked: 1779031980.031549
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:00.031549+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -504989,6 +524052,7 @@ https://www.openshift.com/blog/how-to-use-hashicorp-vault-and-argo-cd-for-gitops
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/how-to-use-hashicorp-vault-and-argo-cd-for-gitops-on-openshift
 https://www.openshift.com/blog/ibm-and-red-hat-bring-openshift-to-ibm-z-and-linuxone:
   title: IBM and Red Hat bring OpenShift to IBM Z and LinuxONE
   description: ''
@@ -504999,13 +524063,14 @@ https://www.openshift.com/blog/ibm-and-red-hat-bring-openshift-to-ibm-z-and-linu
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 2114cd0598a484bb83d9cc2ea70abe62dc4bc5f8fcf3432e654ed30ac84c8fc0
   health_score: 100.0
   last_checked: 1779034269.789381
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:09.789381+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -505014,6 +524079,7 @@ https://www.openshift.com/blog/ibm-and-red-hat-bring-openshift-to-ibm-z-and-linu
   - docs/ibm_cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/ibm-and-red-hat-bring-openshift-to-ibm-z-and-linuxone
 https://www.openshift.com/blog/improved-tooling-and-best-practices-to-help-you-migrate-to-openshift-4:
   title: Improved tooling and best practices to help you migrate to OpenShift 4
   description: ''
@@ -505031,6 +524097,7 @@ https://www.openshift.com/blog/improved-tooling-and-best-practices-to-help-you-m
   last_checked: 1779033761.67945
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:41.679450+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -505049,13 +524116,14 @@ https://www.openshift.com/blog/installing-ocp-in-a-mainframe-z-series:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: f09b27120feba6df6e30afff2a7c84df9bf75d4789884c71c696547744a1eda5
   health_score: 100.0
   last_checked: 1779034306.667329
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:46.667329+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -505064,6 +524132,7 @@ https://www.openshift.com/blog/installing-ocp-in-a-mainframe-z-series:
   - docs/ibm_cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/installing-ocp-in-a-mainframe-z-series
 https://www.openshift.com/blog/introducing-azure-red-hat-openshift-on-openshift-4:
   title: "Introducing Azure Red Hat OpenShift on OpenShift 4 \U0001F31F"
   description: ''
@@ -505074,13 +524143,14 @@ https://www.openshift.com/blog/introducing-azure-red-hat-openshift-on-openshift-
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: cfe71fe9f5482f3f20c3f6e867e3cf285011320289bf72f58bd2e9a882b94561
   health_score: 100.0
   last_checked: 1779030609.064191
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:09.064191+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -505089,6 +524159,7 @@ https://www.openshift.com/blog/introducing-azure-red-hat-openshift-on-openshift-
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/introducing-azure-red-hat-openshift-on-openshift-4
 https://www.openshift.com/blog/introducing-kube-burner-a-tool-to-burn-down-kubernetes-and-openshift:
   title: "openshift: Introducing kube-burner, A tool to Burn Down Kubernetes and OpenShift'
     \U0001F31F"
@@ -505100,13 +524171,14 @@ https://www.openshift.com/blog/introducing-kube-burner-a-tool-to-burn-down-kuber
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 4610431463bf0105737ceb5844bb8898f830b713b80149f43c9e400738a9678d
   health_score: 100.0
   last_checked: 1779034208.648367
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:08.648367+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -505115,6 +524187,7 @@ https://www.openshift.com/blog/introducing-kube-burner-a-tool-to-burn-down-kuber
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/introducing-kube-burner-a-tool-to-burn-down-kubernetes-and-openshift
 https://www.openshift.com/blog/introducing-nginx-and-nginx-plus-routers-for-openshift:
   title: null
   description: null
@@ -505132,6 +524205,7 @@ https://www.openshift.com/blog/introducing-nginx-and-nginx-plus-routers-for-open
   last_checked: 1779031032.040988
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:12.040988+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -505150,13 +524224,14 @@ https://www.openshift.com/blog/introducing-openshift-service-mesh-2.0:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 5f91e8c97fe4789b4e8e00975e86aa280692173e0ba9337d432114f9d81fab5b
   health_score: 100.0
   last_checked: 1779034392.29098
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:12.290980+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -505165,6 +524240,7 @@ https://www.openshift.com/blog/introducing-openshift-service-mesh-2.0:
   - docs/servicemesh.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/introducing-openshift-service-mesh-2.0
 https://www.openshift.com/blog/introducing-red-hat-openshift-service-on-aws:
   title: 'openshift.com: Introducing Red Hat OpenShift Service on AWS'
   description: ''
@@ -505175,13 +524251,14 @@ https://www.openshift.com/blog/introducing-red-hat-openshift-service-on-aws:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 43a986d355a15d78f197233b53e6fcce78679ad88f9fd5ffa5e10982ea5dad69
   health_score: 100.0
   last_checked: 1779029322.987444
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:42.987444+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -505190,6 +524267,7 @@ https://www.openshift.com/blog/introducing-red-hat-openshift-service-on-aws:
   - docs/openshift.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/introducing-red-hat-openshift-service-on-aws
 https://www.openshift.com/blog/introducing-the-quarkus-helm-chart:
   title: 'openshift.com: Introducing the Quarkus Helm Chart'
   description: ''
@@ -505200,13 +524278,14 @@ https://www.openshift.com/blog/introducing-the-quarkus-helm-chart:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 31cfde9c1d31e9d8056f74598328ff7e112efa52db4caa9d26f32a470879713c
   health_score: 100.0
   last_checked: 1779033243.978408
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:03.978408+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -505215,6 +524294,7 @@ https://www.openshift.com/blog/introducing-the-quarkus-helm-chart:
   - docs/helm.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/introducing-the-quarkus-helm-chart
 https://www.openshift.com/blog/introduction-to-kraken-a-chaos-tool-for-openshift/kubernetes:
   title: 'openshift.com: Introduction to Kraken, a Chaos Tool for OpenShift/Kubernetes'
   description: ''
@@ -505225,13 +524305,14 @@ https://www.openshift.com/blog/introduction-to-kraken-a-chaos-tool-for-openshift
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 9e70db495a14ef3500a8dc40ce8ed972e4b70affbd0d0312625364d942dcc08e
   health_score: 100.0
   last_checked: 1779031458.772385
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:18.772385+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -505240,6 +524321,7 @@ https://www.openshift.com/blog/introduction-to-kraken-a-chaos-tool-for-openshift
   - docs/chaos-engineering.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/introduction-to-kraken-a-chaos-tool-for-openshift/kubernetes
 https://www.openshift.com/blog/is-your-operator-air-gap-friendly:
   title: 'openshift.com: Is your Operator Air-Gap Friendly?'
   description: ''
@@ -505250,13 +524332,14 @@ https://www.openshift.com/blog/is-your-operator-air-gap-friendly:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 04bd8fbb9195f7594f7bf2939be0e37abb637d17b0051439fdce4ea80f2421c7
   health_score: 100.0
   last_checked: 1779030681.059905
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:21.059905+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -505265,6 +524348,7 @@ https://www.openshift.com/blog/is-your-operator-air-gap-friendly:
   - docs/kubernetes-operators-controllers.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/is-your-operator-air-gap-friendly
 https://www.openshift.com/blog/jenkins-pipelines:
   title: 'Simply Explained: OpenShift and Jenkins Pipelines'
   description: ''
@@ -505275,13 +524359,14 @@ https://www.openshift.com/blog/jenkins-pipelines:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: df8a729b78f268917bf2a858715092f8bf7950200bda029abc669f7d5103d496
   health_score: 100.0
   last_checked: 1779032159.833297
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:59.833297+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -505290,6 +524375,7 @@ https://www.openshift.com/blog/jenkins-pipelines:
   - docs/openshift-pipelines.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/jenkins-pipelines
 https://www.openshift.com/blog/k8s-integrity-shield-tech-preview-protecting-the-integrity-of-kubernetes-resources-with-signature:
   title: 'opensift.com: K8s Integrity Shield (tech-preview): Protecting the Integrity''
     of Kubernetes Resources with Signature'
@@ -505301,13 +524387,14 @@ https://www.openshift.com/blog/k8s-integrity-shield-tech-preview-protecting-the-
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 2e900288cf03c4dceb4170d9d729cd16c61517189fef44d34c82d03e011d944c
   health_score: 100.0
   last_checked: 1779030883.119138
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:43.119138+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -505316,6 +524403,7 @@ https://www.openshift.com/blog/k8s-integrity-shield-tech-preview-protecting-the-
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/k8s-integrity-shield-tech-preview-protecting-the-integrity-of-kubernetes-resources-with-signature
 https://www.openshift.com/blog/keep-your-applications-secure-with-automatic-rebuilds:
   title: 'openshift.com: Keep Your Applications Secure With Automatic Rebuilds'
   description: ''
@@ -505326,13 +524414,14 @@ https://www.openshift.com/blog/keep-your-applications-secure-with-automatic-rebu
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 272749d767d79809c6cd02fd115307889f38955457687bafcdcd6cfb4f7c5a1a
   health_score: 100.0
   last_checked: 1779031645.765708
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:25.765708+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -505342,6 +524431,7 @@ https://www.openshift.com/blog/keep-your-applications-secure-with-automatic-rebu
   - docs/registries.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/keep-your-applications-secure-with-automatic-rebuilds
 https://www.openshift.com/blog/kubernetes-1.21-grows-innovative-new-features:
   title: 'openshift.com: Kubernetes 1.21 Grows Innovative New Features'
   description: ''
@@ -505352,13 +524442,14 @@ https://www.openshift.com/blog/kubernetes-1.21-grows-innovative-new-features:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: f57025183b2b9d5e5dc528d4b7f75f07672d17ed06b0a91c02421b650a52c46d
   health_score: 100.0
   last_checked: 1779030979.843906
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:19.843906+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -505367,6 +524458,7 @@ https://www.openshift.com/blog/kubernetes-1.21-grows-innovative-new-features:
   - docs/kubernetes-releases.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/kubernetes-1.21-grows-innovative-new-features
 https://www.openshift.com/blog/kubernetes-ingress-vs-openshift-route:
   title: 'openshift.com: Kubernetes Ingress vs OpenShift Route'
   description: ''
@@ -505384,6 +524476,7 @@ https://www.openshift.com/blog/kubernetes-ingress-vs-openshift-route:
   last_checked: 1779033567.458109
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:27.458109+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -505403,13 +524496,14 @@ https://www.openshift.com/blog/kubernetes-is-removing-docker-support-kubernetes-
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 0a94b94971963699af968b3ab2ca2351f268d4113afe78a305a34e4c62fcd9c7
   health_score: 100.0
   last_checked: 1779034497.735586
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:57.735586+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -505418,6 +524512,7 @@ https://www.openshift.com/blog/kubernetes-is-removing-docker-support-kubernetes-
   - docs/kubernetes-releases.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/kubernetes-is-removing-docker-support-kubernetes-is-not-removing-docker-support
 https://www.openshift.com/blog/leveraging-the-crunchy-postgresql:
   title: Crunchy PostgreSQL and Openshift
   description: ''
@@ -505428,13 +524523,14 @@ https://www.openshift.com/blog/leveraging-the-crunchy-postgresql:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 925eb4cd18a3dc64206273aecc2acb2b2a7c09f03677b57bcb416e9b06f8d7f2
   health_score: 100.0
   last_checked: 1779034482.795309
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:42.795309+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -505443,6 +524539,7 @@ https://www.openshift.com/blog/leveraging-the-crunchy-postgresql:
   - docs/crunchydata.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/leveraging-the-crunchy-postgresql
 https://www.openshift.com/blog/metrics-driven-pod-constraints:
   title: 'openshift.com: Metrics-Driven Pod Constraints'
   description: ''
@@ -505453,13 +524550,14 @@ https://www.openshift.com/blog/metrics-driven-pod-constraints:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 0a662313b706b0db0a0d9de6e68359f9965638852dabfec409e2fc972ce949f9
   health_score: 100.0
   last_checked: 1779033903.77068
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:03.770680+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -505468,6 +524566,7 @@ https://www.openshift.com/blog/metrics-driven-pod-constraints:
   - docs/grafana.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/metrics-driven-pod-constraints
 https://www.openshift.com/blog/metro-area-openshift-stretch-cluster-how-to-survive-an-outage-and-live-to-tell-about-it:
   title: 'blog.openshift.com: How to survive an outage and live to tell about it!'
   description: ''
@@ -505485,6 +524584,7 @@ https://www.openshift.com/blog/metro-area-openshift-stretch-cluster-how-to-survi
   last_checked: 1779033809.040644
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:29.040644+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -505504,13 +524604,14 @@ https://www.openshift.com/blog/modern-application-development-with-kong-konnect-
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 88e397d3690e9afccdcbcf484199bdc1c2816b423b01d50a3fa0622e61bcac3c
   health_score: 100.0
   last_checked: 1779029252.078857
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:32.078857+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -505519,6 +524620,7 @@ https://www.openshift.com/blog/modern-application-development-with-kong-konnect-
   - docs/developerportals.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/modern-application-development-with-kong-konnect-enterprise-and-red-hat-openshift
 https://www.openshift.com/blog/monitoring-infrastructure-openshift-4.x-using-zabbix-operator:
   title: 'openshift.com: Monitoring Infrastructure Openshift 4.x Using Zabbix Operator'
   description: ''
@@ -505529,13 +524631,14 @@ https://www.openshift.com/blog/monitoring-infrastructure-openshift-4.x-using-zab
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 7b797b937e6db80a3393bded93ae24731ab99fd7708b19461509928c81ccf6f0
   health_score: 100.0
   last_checked: 1779031507.712733
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:07.712733+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -505544,6 +524647,7 @@ https://www.openshift.com/blog/monitoring-infrastructure-openshift-4.x-using-zab
   - docs/monitoring.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://cloud.redhat.com/blog/monitoring-infrastructure-openshift-4.x-using-zabbix-operator
 https://www.openshift.com/blog/monitoring-services-like-an-sre-in-openshift-servicemesh:
   title: Monitoring Services like an SRE in OpenShift ServiceMesh
   description: ''
@@ -505554,13 +524658,14 @@ https://www.openshift.com/blog/monitoring-services-like-an-sre-in-openshift-serv
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: a62456311a164aa37fe37dce86cf29a60ef33257d98c1111f65d0fb6f0560b67
   health_score: 100.0
   last_checked: 1779034105.200744
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:25.200744+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -505569,6 +524674,7 @@ https://www.openshift.com/blog/monitoring-services-like-an-sre-in-openshift-serv
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/monitoring-services-like-an-sre-in-openshift-servicemesh
 https://www.openshift.com/blog/monitoring-services-like-an-sre-in-openshift-servicemesh-part-2-collecting-standard-metrics-3:
   title: "openshift.com: Monitoring Services like an SRE in OpenShift ServiceMesh'
     Part 2: Collecting Standard Metrics \U0001F31F"
@@ -505580,13 +524686,14 @@ https://www.openshift.com/blog/monitoring-services-like-an-sre-in-openshift-serv
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 2c10c48b25c03feed384245ab2d9a64cf505172a4adfabed509a0d2a1f4409a2
   health_score: 100.0
   last_checked: 1779032376.804986
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:36.804986+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -505595,6 +524702,7 @@ https://www.openshift.com/blog/monitoring-services-like-an-sre-in-openshift-serv
   - docs/istio.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/monitoring-services-like-an-sre-in-openshift-servicemesh-part-2-collecting-standard-metrics-3
 https://www.openshift.com/blog/nested-openshift-using-openshift-virtualization:
   title: 'openshift.com: Nested OpenShift using OpenShift Virtualization'
   description: ''
@@ -505612,6 +524720,7 @@ https://www.openshift.com/blog/nested-openshift-using-openshift-virtualization:
   last_checked: 1779032017.787861
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:37.787861+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -505631,13 +524740,14 @@ https://www.openshift.com/blog/network-policies-controlling-cross-project-commun
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 6da324dcde9d8125e6661db743d26ba25ae5cbbe794f1ae86b9f069f91aca4f3
   health_score: 100.0
   last_checked: 1779031752.885708
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:12.885708+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -505646,6 +524756,7 @@ https://www.openshift.com/blog/network-policies-controlling-cross-project-commun
   - docs/kubernetes-networking.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/network-policies-controlling-cross-project-communication-on-openshift
 https://www.openshift.com/blog/networkpolicies-and-microsegmentation:
   title: NetworkPolicies and Microsegmentation
   description: ''
@@ -505663,6 +524774,7 @@ https://www.openshift.com/blog/networkpolicies-and-microsegmentation:
   last_checked: 1779030847.274727
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:07.274727+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -505689,6 +524801,7 @@ https://www.openshift.com/blog/networkpolicies-and-microsegmentation:
   last_checked: 1779034273.414554
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:13.414554+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -505707,13 +524820,14 @@ https://www.openshift.com/blog/openshift-4-image-builds:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: d03f73ff596318210ff4c34fb2fadadbef6382904312f0ff8070e287133b75ef
   health_score: 100.0
   last_checked: 1779029863.44083
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:57:43.440830+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -505722,6 +524836,7 @@ https://www.openshift.com/blog/openshift-4-image-builds:
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/openshift-4-image-builds
 https://www.openshift.com/blog/openshift-4.5-node-improvements:
   title: 'OpenShift 4.5: Node Improvements'
   description: ''
@@ -505739,6 +524854,7 @@ https://www.openshift.com/blog/openshift-4.5-node-improvements:
   last_checked: 1779033619.65161
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:19.651610+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -505757,13 +524873,14 @@ https://www.openshift.com/blog/openshift-and-network-security-zones-coexistence-
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 9f161c0cbefe6c6cdae67be6897b6f6a98849f689a2e8cd0e1064d13ed53bce6
   health_score: 100.0
   last_checked: 1779030119.436175
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:59.436175+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -505772,6 +524889,7 @@ https://www.openshift.com/blog/openshift-and-network-security-zones-coexistence-
   - docs/openshift.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://blog.openshift.com/openshift-and-network-security-zones-coexistence-approaches
 https://www.openshift.com/blog/openshift-architectures-for-the-edge-with-openshift-4.6:
   title: 'openshift.com: OpenShift Architectures for the Edge With OpenShift 4.6'
   description: ''
@@ -505789,6 +524907,7 @@ https://www.openshift.com/blog/openshift-architectures-for-the-edge-with-openshi
   last_checked: 1779033336.273252
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:36.273252+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -505807,13 +524926,14 @@ https://www.openshift.com/blog/openshift-authentication-integration-with-argocd:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: e3cd8b0cf801676c7c037b83a373e698c4054914d849b7242e1f298dd3d2d50f
   health_score: 100.0
   last_checked: 1779032362.549113
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:22.549113+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -505822,6 +524942,7 @@ https://www.openshift.com/blog/openshift-authentication-integration-with-argocd:
   - docs/argo.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://blogopenshift.com/openshift-authentication-integration-with-argocd
 ? https://www.openshift.com/blog/openshift-commons-briefing-k8gb-kubernetes-global-balancer-with-yuri-tsarev-absa-and-paul-morie-red-hat
 : title: null
   description: null
@@ -505839,6 +524960,7 @@ https://www.openshift.com/blog/openshift-authentication-integration-with-argocd:
   last_checked: 1779033140.973721
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:20.973721+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -505858,13 +524980,14 @@ https://www.openshift.com/blog/openshift-databases-and-you-when-to-put-container
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 2b8807cbc40eb4f0cc73eb9075eb5b0157117bc9444bea8e5913032da0b7c3f5
   health_score: 100.0
   last_checked: 1779034101.624629
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:21.624629+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -505873,6 +524996,7 @@ https://www.openshift.com/blog/openshift-databases-and-you-when-to-put-container
   - docs/databases.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/openshift-databases-and-you-when-to-put-containerized-database-workloads-on-openshift
 https://www.openshift.com/blog/openshift-end-to-end-cluster-customization:
   title: "OpenShift End-to-End: **Day 2** - Cluster Customization \U0001F31F"
   description: ''
@@ -505890,6 +525014,7 @@ https://www.openshift.com/blog/openshift-end-to-end-cluster-customization:
   last_checked: 1779034232.997239
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:32.997239+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -505916,6 +525041,7 @@ https://www.openshift.com/blog/openshift-end-to-end-core-services:
   last_checked: 1779032902.616313
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:22.616313+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -505941,6 +525067,7 @@ https://www.openshift.com/blog/openshift-end-to-end-plan-and-deploy:
   last_checked: 1779032050.877225
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:10.877225+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -505959,13 +525086,14 @@ https://www.openshift.com/blog/openshift-on-arm-developer-preview-now-available-
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 1817e556c8d3d752e82f5c3e72ebbed8392558aa140099a39b07e82ff4ca09a8
   health_score: 100.0
   last_checked: 1779030554.916628
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:14.916628+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -505974,6 +525102,7 @@ https://www.openshift.com/blog/openshift-on-arm-developer-preview-now-available-
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/openshift-on-arm-developer-preview-now-available-for-aws
 ? https://www.openshift.com/blog/openshift-pipelines-advanced-triggers-part-1-triggering-different-project-builds-in-the-same-repository
 : title: 'openshift.com: OpenShift Pipelines Advanced Triggers Part 1 - Triggering''
     Different Project Builds in the Same Repository'
@@ -505985,13 +525114,14 @@ https://www.openshift.com/blog/openshift-on-arm-developer-preview-now-available-
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: f7339e122ffe0d6338cb355743e17810d2d7e52b106f93ed79061eddf32f7744
   health_score: 100.0
   last_checked: 1779030806.080262
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:26.080262+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -506000,6 +525130,7 @@ https://www.openshift.com/blog/openshift-on-arm-developer-preview-now-available-
   - docs/openshift-pipelines.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/openshift-pipelines-advanced-triggers-part-1-triggering-different-project-builds-in-the-same-repository
 https://www.openshift.com/blog/openshift-pipelines-and-openshift-gitops-are-now-generally-available:
   title: "openshift.com: OpenShift Pipelines and OpenShift GitOps are now Generally'
     Available \U0001F31F"
@@ -506011,13 +525142,14 @@ https://www.openshift.com/blog/openshift-pipelines-and-openshift-gitops-are-now-
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: d2456cb8028fcaae9fe1d967615a516f9bb50972c7a8d1d13d4287923527d9f0
   health_score: 100.0
   last_checked: 1779034152.869644
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:09:12.869644+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -506026,6 +525158,7 @@ https://www.openshift.com/blog/openshift-pipelines-and-openshift-gitops-are-now-
   - docs/gitops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/openshift-pipelines-and-openshift-gitops-are-now-generally-available
 https://www.openshift.com/blog/openshift-pipelines-jenkins-blue-ocean:
   title: "OpenShift Pipelines with Jenkins Blue Ocean \U0001F31F"
   description: ''
@@ -506036,13 +525169,14 @@ https://www.openshift.com/blog/openshift-pipelines-jenkins-blue-ocean:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 2ee94915417fd0722a571f8be103630d1d8055c294a3438c62eefb2431eb21e5
   health_score: 100.0
   last_checked: 1779030854.652301
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:14.652301+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -506052,6 +525186,7 @@ https://www.openshift.com/blog/openshift-pipelines-jenkins-blue-ocean:
   - docs/openshift-pipelines.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/openshift-pipelines-jenkins-blue-ocean
 https://www.openshift.com/blog/openshift-security-best-practices-for-kubernetes-cluster-design:
   title: "openshift.com: OpenShift Security Best Practices for Kubernetes Cluster'
     Design \U0001F31F"
@@ -506063,13 +525198,14 @@ https://www.openshift.com/blog/openshift-security-best-practices-for-kubernetes-
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 372317bd69386f3430e9bc940564f83547b224e66b8969abce36dcda6d50c39a
   health_score: 100.0
   last_checked: 1779030436.617232
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:16.617232+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -506078,6 +525214,7 @@ https://www.openshift.com/blog/openshift-security-best-practices-for-kubernetes-
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/openshift-security-best-practices-for-kubernetes-cluster-design
 https://www.openshift.com/blog/openshift-upi-using-static-ips:
   title: 'openshift.com: OpenShift UPI using static IPs'
   description: ''
@@ -506095,6 +525232,7 @@ https://www.openshift.com/blog/openshift-upi-using-static-ips:
   last_checked: 1779032556.450846
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:36.450846+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -506120,6 +525258,7 @@ https://www.openshift.com/blog/operator-based-calico-cni-plug-in-is-supported-on
   last_checked: 1779032227.880125
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:07.880125+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -506138,13 +525277,14 @@ https://www.openshift.com/blog/our-favorite-things-from-gitops-con-at-kubecon-eu
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 2c15efdc952f5c052e9ddbc82c04a120c32e436c6917f713de423d476c8e73b1
   health_score: 100.0
   last_checked: 1779033416.074417
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:56.074417+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -506153,6 +525293,7 @@ https://www.openshift.com/blog/our-favorite-things-from-gitops-con-at-kubecon-eu
   - docs/gitops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/our-favorite-things-from-gitops-con-at-kubecon-eu
 https://www.openshift.com/blog/promoting-container-images-between-registries-with-skopeo:
   title: Promoting container images between registries with skopeo
   description: ''
@@ -506163,13 +525304,14 @@ https://www.openshift.com/blog/promoting-container-images-between-registries-wit
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 75cb215c3aa583c32e7ce70b612236c8a8176a3f6d07a0de311668d2c44f755e
   health_score: 100.0
   last_checked: 1779032337.601621
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:57.601621+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -506178,6 +525320,7 @@ https://www.openshift.com/blog/promoting-container-images-between-registries-wit
   - docs/container-managers.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/promoting-container-images-between-registries-with-skopeo
 https://www.openshift.com/blog/recap-okd-4-testing-and-deployment-workshop-videos-and-additional-resources:
   title: null
   description: null
@@ -506195,6 +525338,7 @@ https://www.openshift.com/blog/recap-okd-4-testing-and-deployment-workshop-video
   last_checked: 1779034326.630887
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:06.630887+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -506213,13 +525357,14 @@ https://www.openshift.com/blog/red-hat-openshift-4.7-is-now-available:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: c6f3e1d2627fac2fe7df8d06c0923560a160dba1d0806207f304559d06413c6d
   health_score: 100.0
   last_checked: 1779030199.850265
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:19.850265+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -506228,6 +525373,7 @@ https://www.openshift.com/blog/red-hat-openshift-4.7-is-now-available:
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/red-hat-openshift-4.7-is-now-available
 https://www.openshift.com/blog/red-hat-openshift-installation-process-experiences-on-ibm-z-linuxone:
   title: Red Hat OpenShift Installation Process Experiences on IBM Z/LinuxONE
   description: ''
@@ -506238,13 +525384,14 @@ https://www.openshift.com/blog/red-hat-openshift-installation-process-experience
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 2ef532ba6a277b749d82fc22dbe84087fd2c77a64a9fcc4d45567998ec827b59
   health_score: 100.0
   last_checked: 1779034105.459787
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:25.459787+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -506253,6 +525400,7 @@ https://www.openshift.com/blog/red-hat-openshift-installation-process-experience
   - docs/ibm_cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/red-hat-openshift-installation-process-experiences-on-ibm-z-linuxone
 https://www.openshift.com/blog/signing-and-verifying-container-images:
   title: "openshift.com: Signing and Verifying Container Images \U0001F31F"
   description: ''
@@ -506263,13 +525411,14 @@ https://www.openshift.com/blog/signing-and-verifying-container-images:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 555ce390b7f66dca0733e5d16c357cf75887a2ad75b41b52012977b3bc288f74
   health_score: 100.0
   last_checked: 1779034110.055942
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:30.055942+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -506278,6 +525427,7 @@ https://www.openshift.com/blog/signing-and-verifying-container-images:
   - docs/devsecops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/signing-and-verifying-container-images
 https://www.openshift.com/blog/simple-canary-deployments-using-kubernetes-statefulsets-on-openshift:
   title: 'openshift.com: Simple Canary Deployments using Kubernetes StatefulSets on''
     OpenShift'
@@ -506289,13 +525439,14 @@ https://www.openshift.com/blog/simple-canary-deployments-using-kubernetes-statef
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: f20214c43b49abda059e660f8343e6da1982b27ef186d5f4a321e419a810e6bc
   health_score: 100.0
   last_checked: 1779033336.564879
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:36.564879+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -506304,6 +525455,7 @@ https://www.openshift.com/blog/simple-canary-deployments-using-kubernetes-statef
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/simple-canary-deployments-using-kubernetes-statefulsets-on-openshift
 https://www.openshift.com/blog/sizing-applications-in-kubernetes:
   title: 'openshift.com: Sizing Applications in Kubernetes'
   description: ''
@@ -506314,13 +525466,14 @@ https://www.openshift.com/blog/sizing-applications-in-kubernetes:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 2c70c5a4d6f5b349f837d27ee0cccb57c261335c79908fbae1d10c2fd4a5e044
   health_score: 100.0
   last_checked: 1779033950.097047
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:50.097047+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -506329,6 +525482,7 @@ https://www.openshift.com/blog/sizing-applications-in-kubernetes:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/sizing-applications-in-kubernetes
 https://www.openshift.com/blog/sso-integration-for-the-openshift-gitops-operator:
   title: 'openshift.com: SSO Integration for the OpenShift GitOps Operator'
   description: ''
@@ -506339,13 +525493,14 @@ https://www.openshift.com/blog/sso-integration-for-the-openshift-gitops-operator
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 85cf96e8e2342a7525b61b52fdff207f5619df5a2842328d82c175f31c5a03be
   health_score: 100.0
   last_checked: 1779033828.303987
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:48.303987+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -506354,6 +525509,7 @@ https://www.openshift.com/blog/sso-integration-for-the-openshift-gitops-operator
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/sso-integration-for-the-openshift-gitops-operator
 https://www.openshift.com/blog/state-of-openshift-container-storage-eran-tamir-and-duncan-hardie-red-hat:
   title: State of OpenShift Container Storage
   description: ''
@@ -506364,13 +525520,14 @@ https://www.openshift.com/blog/state-of-openshift-container-storage-eran-tamir-a
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: d7673e3bb4f9faca9b7de6e260bd38ca4b8c63464d0fb8f4f8bd975e5154e7bb
   health_score: 100.0
   last_checked: 1779030248.756037
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:08.756037+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -506380,6 +525537,7 @@ https://www.openshift.com/blog/state-of-openshift-container-storage-eran-tamir-a
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/state-of-openshift-container-storage-eran-tamir-and-duncan-hardie-red-hat
 https://www.openshift.com/blog/stateful-workloads-and-the-two-data-center-conundrum:
   title: 'blog.openshift.com: Stateful Workloads and the Two Data Center Conundrum'
   description: ''
@@ -506397,6 +525555,7 @@ https://www.openshift.com/blog/stateful-workloads-and-the-two-data-center-conund
   last_checked: 1779032018.118424
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:38.118424+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -506423,6 +525582,7 @@ https://www.openshift.com/blog/strategies-for-moving-.net-workloads-to-openshift
   last_checked: 1779034269.854895
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:09.854895+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -506441,13 +525601,14 @@ https://www.openshift.com/blog/the-hidden-dangers-of-terminating-namespaces:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: bee95f98ae9b2aadd267586725c45cfb9a9005300b7ae3fa614939f815e965f1
   health_score: 100.0
   last_checked: 1779032889.117785
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:09.117785+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -506456,6 +525617,7 @@ https://www.openshift.com/blog/the-hidden-dangers-of-terminating-namespaces:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/the-hidden-dangers-of-terminating-namespaces
 https://www.openshift.com/blog/topology-aware-scheduling-in-kubernetes-part-1-the-high-level-business-case:
   title: 'openshift.com: Topology Aware Scheduling in Kubernetes Part 1: The High''
     Level Business Case'
@@ -506467,13 +525629,14 @@ https://www.openshift.com/blog/topology-aware-scheduling-in-kubernetes-part-1-th
   resource_type: null
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@@ -506482,6 +525645,7 @@ https://www.openshift.com/blog/topology-aware-scheduling-in-kubernetes-part-1-th
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/topology-aware-scheduling-in-kubernetes-part-1-the-high-level-business-case
 https://www.openshift.com/blog/topology-awareness-in-kubernetes-part-2-dont-we-already-have-a-topology-manager:
   title: 'openshift.com: Topology Awareness in Kubernetes Part 2: Don’t we already''
     have a Topology Manager?'
@@ -506500,6 +525664,7 @@ https://www.openshift.com/blog/topology-awareness-in-kubernetes-part-2-dont-we-a
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   discovered_at: '2026-05-17T17:41:58.953128+02:00'
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@@ -506519,13 +525684,14 @@ https://www.openshift.com/blog/using-openshift-pipelines-to-automate-red-hat-adv
   resource_type: null
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@@ -506534,6 +525700,7 @@ https://www.openshift.com/blog/using-openshift-pipelines-to-automate-red-hat-adv
   - docs/openshift-pipelines.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/using-openshift-pipelines-to-automate-red-hat-advanced-cluster-security-for-kubernetes
 ? https://www.openshift.com/blog/using-vpc-peering-to-connect-an-openshift-service-on-an-aws-rosa-cluster-to-an-amazon-rds-mysql-database-in-a-different-vpc
 : title: 'openshift.com: Using VPC Peering to Connect an OpenShift Service on an AWS''
     (ROSA) Cluster to an Amazon RDS MySQL Database in a Different VPC'
@@ -506545,13 +525712,14 @@ https://www.openshift.com/blog/using-openshift-pipelines-to-automate-red-hat-adv
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@@ -506560,6 +525728,7 @@ https://www.openshift.com/blog/using-openshift-pipelines-to-automate-red-hat-adv
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/using-vpc-peering-to-connect-an-openshift-service-on-an-aws-rosa-cluster-to-an-amazon-rds-mysql-database-in-a-different-vpc
 https://www.openshift.com/blog/visual-web-terminal-a-turbocharged-command-line-for-kubernetes-and-openshift:
   title: 'openshift.com: Visual Web Terminal - A Turbocharged Command Line for Kubernetes''
     and OpenShift'
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   resource_type: null
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   discovered_at: '2026-05-17T17:01:25.135532+02:00'
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@@ -506586,6 +525756,7 @@ https://www.openshift.com/blog/visual-web-terminal-a-turbocharged-command-line-f
   - docs/visual-studio.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/visual-web-terminal-a-turbocharged-command-line-for-kubernetes-and-openshift
 https://www.openshift.com/blog/why-and-when-you-need-to-consider-openshift-serverless:
   title: 'openshift.com: Why and When you need to consider OpenShift Serverless'
   description: ''
@@ -506596,13 +525767,14 @@ https://www.openshift.com/blog/why-and-when-you-need-to-consider-openshift-serve
   resource_type: null
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   discovered_at: '2026-05-17T17:46:38.243514+02:00'
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@@ -506611,6 +525783,7 @@ https://www.openshift.com/blog/why-and-when-you-need-to-consider-openshift-serve
   - docs/serverless.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/why-and-when-you-need-to-consider-openshift-serverless
 https://www.openshift.com/blog/workload-support-for-red-hat-openshift-matures-across-the-industry:
   title: 'openshift.com: Workload Support for Red Hat OpenShift Matures Across the''
     Industry'
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:32.263496+02:00'
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@@ -506647,13 +525821,14 @@ https://www.openshift.com/blog/writing-customized-reports-using-metering-operato
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@@ -506662,6 +525837,7 @@ https://www.openshift.com/blog/writing-customized-reports-using-metering-operato
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/writing-customized-reports-using-metering-operator
 https://www.openshift.com/devops-with-openshift:
   title: 'O''Reilly Free Book: **DevOps with OpenShift**'
   description: ''
@@ -506672,13 +525848,14 @@ https://www.openshift.com/devops-with-openshift:
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@@ -506687,6 +525864,7 @@ https://www.openshift.com/devops-with-openshift:
   - docs/openshift.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/resources
 https://www.openshift.com/for-developers:
   title: 'O''Reilly Free Book: **Openshift for developers**'
   description: ''
@@ -506704,6 +525882,7 @@ https://www.openshift.com/for-developers:
   last_checked: 1779031902.550217
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:42.550217+02:00'
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@@ -506722,13 +525901,14 @@ https://www.openshift.com/learn/topics/gitops:
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@@ -506737,6 +525917,7 @@ https://www.openshift.com/learn/topics/gitops:
   - docs/gitops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://devopslearners.com/what-is-gitops-168aac9a2ee
 https://www.openshift.com/learn/topics/operators:
   title: Operator Framework
   description: ''
@@ -506754,6 +525935,7 @@ https://www.openshift.com/learn/topics/operators:
   last_checked: 1779032732.272957
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:32.272957+02:00'
+  last_ai_eval: null
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@@ -506772,13 +525954,14 @@ https://www.openshift.com/learn/topics/pipelines:
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@@ -506787,6 +525970,7 @@ https://www.openshift.com/learn/topics/pipelines:
   - docs/tekton.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/topics/devops/what-cicd-pipeline
 https://www.openshift.com/learn/topics/serverless:
   title: OpenShift Serverless
   description: ''
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@@ -506813,6 +525998,7 @@ https://www.openshift.com/learn/topics/serverless:
   - docs/serverless.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/technologies/cloud-computing/openshift/serverless
 https://www.openshift.com/products/amazon-openshift/faq:
   title: Amazon Red Hat OpenShift
   description: ''
@@ -506823,13 +526009,14 @@ https://www.openshift.com/products/amazon-openshift/faq:
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   discovered_at: '2026-05-17T17:26:36.280441+02:00'
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@@ -506838,6 +526025,7 @@ https://www.openshift.com/products/amazon-openshift/faq:
   - docs/openshift.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/technologies/cloud-computing/openshift/aws
 https://www.openshift.com/products/azure-openshift:
   title: Microsoft Azure Red Hat OpenShift
   description: ''
@@ -506855,6 +526043,7 @@ https://www.openshift.com/products/azure-openshift:
   last_checked: 1779031103.33032
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:23.330320+02:00'
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@@ -506873,13 +526062,14 @@ https://www.openshift.com/products/container-storage:
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   complexity: null
   is_microservice: false
-  status: online
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   content_hash: 8b6ab2b3f82018ff939617c580d840b14244594de646b661dd86bf6ffe03d0bf
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   last_checked: 1779030708.996112
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   discovered_at: '2026-05-17T17:11:48.996112+02:00'
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@@ -506888,6 +526078,7 @@ https://www.openshift.com/products/container-storage:
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/technologies/cloud-computing/openshift-data-foundation
 https://www.openshift.com/products/dedicated:
   title: OpenShift Dedicated
   description: ''
@@ -506905,6 +526096,7 @@ https://www.openshift.com/products/dedicated:
   last_checked: 1779033258.81832
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:18.818320+02:00'
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@@ -506923,13 +526115,14 @@ https://www.openshift.com/products/online:
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   is_microservice: false
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   discovered_at: '2026-05-17T17:02:52.408147+02:00'
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@@ -506938,6 +526131,7 @@ https://www.openshift.com/products/online:
   - docs/openshift.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.openshift.com
 https://www.openshift.com/products/platform-plus:
   title: "Red Hat OpenShift Platform Plus \U0001F31F"
   description: ''
@@ -506948,13 +526142,14 @@ https://www.openshift.com/products/platform-plus:
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@@ -506963,6 +526158,7 @@ https://www.openshift.com/products/platform-plus:
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/technologies/cloud-computing/openshift/platform-plus
 https://www.openshift.com/products/pricing:
   title: Openshift.com pricing
   description: ''
@@ -506973,13 +526169,14 @@ https://www.openshift.com/products/pricing:
   resource_type: null
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   discovered_at: '2026-05-17T17:49:10.281672+02:00'
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@@ -506988,6 +526185,7 @@ https://www.openshift.com/products/pricing:
   - docs/public-cloud-solutions.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/technologies/cloud-computing/openshift/pricing
 https://www.openshift.com/products/quay:
   title: Quay 3.1 Certified Operator is not available in Openshift and must be purchased
   description: ''
@@ -506998,13 +526196,14 @@ https://www.openshift.com/products/quay:
   resource_type: null
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   is_microservice: false
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   discovered_at: '2026-05-17T17:58:23.926871+02:00'
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@@ -507014,6 +526213,7 @@ https://www.openshift.com/products/quay:
   - docs/registries.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/technologies/cloud-computing/quay
 https://www.opensourceforu.com/2021/12/kubernetes-adoption-widespread-for-big-data-survey/?amp:
   title: 'opensourceforu.com: Kubernetes Adoption Widespread for Big Data: Survey'
   description: ''
@@ -507036,6 +526236,7 @@ https://www.opensourceforu.com/2021/12/kubernetes-adoption-widespread-for-big-da
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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@@ -507068,6 +526269,7 @@ https://www.opensourceforu.com/2023/10/embracing-progressive-delivery-in-kuberne
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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@@ -507099,6 +526301,7 @@ https://www.opensourcerers.org/2021/02/01/how-to-go-from-docker-to-kubernetes-th
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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@@ -507130,6 +526333,7 @@ https://www.opsmx.com/blog/blue-green-deployment:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -507162,6 +526366,7 @@ https://www.opsmx.com/blog/deploy-spinnaker-cd-pipelines-in-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -507193,6 +526398,7 @@ https://www.opsmx.com/blog/what-is-a-ci-cd-pipeline:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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@@ -507218,13 +526424,14 @@ https://www.opsmx.com/blog/what-is-chaos-engineering:
   resource_type: Introductory Article
   complexity: Beginner
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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@@ -507237,6 +526444,7 @@ https://www.opsmx.com/blog/what-is-chaos-engineering:
   v2_locations:
   - chaos-engineering.md
   youtube_mosaic: {}
+  duplicate_of: https://faun.pub/what-is-chaos-engineering-a89b64db9af0
 https://www.opsview.com/product/system-monitoring/application/jenkins-monitoring:
   title: 'opsview.com: opspack'
   description: ''
@@ -507254,6 +526462,7 @@ https://www.opsview.com/product/system-monitoring/application/jenkins-monitoring
   last_checked: 1779029635.343159
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:55.343159+02:00'
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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@@ -507346,6 +526557,7 @@ https://www.oracle.com/cloud/cloud-native/kubernetes-engine:
   last_checked: 1779130494.977237
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.977237+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -507371,6 +526583,7 @@ https://www.oracle.com/cloud/compute/container-engine-kubernetes.html:
   last_checked: 1779029590.554753
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:10.554753+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -507396,6 +526609,7 @@ https://www.oracle.com/java/technologies/java-ee-glance.html:
   last_checked: 1779032833.042674
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:13.042674+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -507424,6 +526638,7 @@ https://www.oracle.com/java/technologies/java-se-glance.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -507453,6 +526668,7 @@ https://www.oracle.com/java/technologies/javase/javamanagement.html:
   last_checked: 1779029138.234379
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:45:38.234379+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -507471,13 +526687,14 @@ https://www.oracle.com/technetwork/java/javase/overview/index.html:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 11d4e5747140695f67e3b734f6ee864a92d113c2225647f371882ec0a89db96a
   health_score: 100.0
   last_checked: 1779030306.202508
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:06.202508+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -507486,6 +526703,7 @@ https://www.oracle.com/technetwork/java/javase/overview/index.html:
   - docs/java_frameworks.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.oracle.com/java/technologies/java-se-glance.html
 https://www.oraclejavamagazine-digital.com/javamagazine_twitter/20151112?pg=43:
   title: null
   description: null
@@ -507504,6 +526722,7 @@ https://www.oraclejavamagazine-digital.com/javamagazine_twitter/20151112?pg=43:
   last_checked: 1779033082.498864
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:22.498864+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -507527,13 +526746,14 @@ https://www.orchest.io:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: f9bfd3e7f7fc1d830bc04786be45a9fe28af69200690ac144b8c663386a278e8
   health_score: 100.0
   last_checked: 1779030190.264505
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:10.264505+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -507542,6 +526762,7 @@ https://www.orchest.io:
   - docs/python.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://orchest.io
 https://www.oreilly.com/learning/pivot-tables:
   title: 'oreilly.com: how to use pivot tables in Pandas step-by-step'
   description: ''
@@ -507562,6 +526783,7 @@ https://www.oreilly.com/learning/pivot-tables:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2017-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -507591,6 +526813,7 @@ https://www.oreilly.com/radar/the-world-beyond-batch-streaming-101:
   last_checked: 1779030589.287329
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:49.287329+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -507620,6 +526843,7 @@ https://www.oscarblancarteblog.com/2018/06/25/creando-un-api-rest-en-java-parte-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -507654,6 +526878,7 @@ https://www.osohq.com/post/microservices-authorization-patterns:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -507677,13 +526902,14 @@ https://www.overops.com/blog/strangler-pattern-how-to-keep-sane-with-legacy-mono
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 25b6cb0a3d732fe9d2d839c83b66da321dc577555d1eb57aa0d46a99ff77c486
   health_score: 100.0
   last_checked: 1779034173.529888
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:09:33.529888+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -507692,6 +526918,7 @@ https://www.overops.com/blog/strangler-pattern-how-to-keep-sane-with-legacy-mono
   - docs/introduction.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.harness.io/products/service-reliability-management
 https://www.ovh.com/blog/getting-external-traffic-into-kubernetes-clusterip-nodeport-loadbalancer-and-ingress:
   title: 'ovh.com - getting external traffic into kubernetes: clusterip, nodeport,''
     loadbalancer and ingress'
@@ -507703,13 +526930,14 @@ https://www.ovh.com/blog/getting-external-traffic-into-kubernetes-clusterip-node
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779032620.529034
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:40.529034+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -507718,6 +526946,7 @@ https://www.ovh.com/blog/getting-external-traffic-into-kubernetes-clusterip-node
   - docs/kubernetes-networking.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://blog.ovhcloud.com
 https://www.p3r.one/delete-terminating-namespace:
   title: 'p3r.one: Delete namespace stuck in Terminating State'
   description: ''
@@ -507736,6 +526965,7 @@ https://www.p3r.one/delete-terminating-namespace:
   last_checked: 1779029465.027968
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:05.027968+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -507759,13 +526989,14 @@ https://www.packer.io/docs/index.html:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 636fccf54020c486b56e93562c17b639c0053e63b6338782dd33e04842a4ca7e
   health_score: 100.0
   last_checked: 1779029796.825553
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:56:36.825553+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -507774,6 +527005,7 @@ https://www.packer.io/docs/index.html:
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://developer.hashicorp.com/packer/docs
 https://www.packet.com/resources/guides/kubernetes-cluster-autoscaler-on-packet:
   title: 'packet.com: Kubernetes Cluster Autoscaler'
   description: ''
@@ -507792,6 +527024,7 @@ https://www.packet.com/resources/guides/kubernetes-cluster-autoscaler-on-packet:
   last_checked: 1779033511.103468
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:31.103468+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -507824,6 +527057,7 @@ https://www.packetcoders.io/the-beginners-guide-to-the-ansible-inventory:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -507856,6 +527090,7 @@ https://www.packetswitch.co.uk/terraform-is-good-but-i-like-pulumi:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -507878,13 +527113,14 @@ https://www.padok.fr/en/blog/efs-provisioner-kubernetes:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779032236.971397
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:16.971397+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -507893,6 +527129,7 @@ https://www.padok.fr/en/blog/efs-provisioner-kubernetes:
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.theodo.com/en-fr/blog/how-to-use-kubernetes-pvcs-with-efs-provisioner
 https://www.padok.fr/en/blog/finops-cloud:
   title: 'padok.fr: FinOps, or the Culture of Cloud Cost Optimization'
   description: ''
@@ -507903,13 +527140,14 @@ https://www.padok.fr/en/blog/finops-cloud:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779033170.273067
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:50.273067+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -507918,6 +527156,7 @@ https://www.padok.fr/en/blog/finops-cloud:
   - docs/finops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.theodo.com/en-fr/blog/what-is-finops-and-what-are-its-best-practices
 https://www.padok.fr/en/blog/kubeadm-kubernetes-cluster:
   title: Set up a Bare Metal Kubernetes cluster with
   description: ''
@@ -507938,6 +527177,7 @@ https://www.padok.fr/en/blog/kubeadm-kubernetes-cluster:
   last_checked: 1779032051.462466
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:11.462466+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -507961,13 +527201,14 @@ https://www.padok.fr/en/blog/kubectl-plugins:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779034456.492004
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:16.492004+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -507976,6 +527217,7 @@ https://www.padok.fr/en/blog/kubectl-plugins:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.theodo.com/en-fr/blog/getting-started-with-kubectl-plugins
 https://www.padok.fr/en/blog/kubernetes-architecture-clusters:
   title: "padok.fr: Kubernetes’ Architecture: Understanding the components and structure'
     of clusters \U0001F31F"
@@ -507987,13 +527229,14 @@ https://www.padok.fr/en/blog/kubernetes-architecture-clusters:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: d5ca82143fe06ce71bbd743dc473b4d1a4adfdcdd606e3282917e33df18db35f
   health_score: 100.0
   last_checked: 1779034571.957895
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:11.957895+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -508002,6 +527245,7 @@ https://www.padok.fr/en/blog/kubernetes-architecture-clusters:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.theodo.com/en-fr/blog/kubernetes-architecture-understanding-the-components-and-structure-of-clusters
 https://www.padok.fr/en/blog/kubernetes-productivity-tips:
   title: "Kubernetes productivity tips and tricks \U0001F31F"
   description: ''
@@ -508012,13 +527256,14 @@ https://www.padok.fr/en/blog/kubernetes-productivity-tips:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: fb3cc6d0f4ae96907940fb40cd0e1c1baa76c360ab25cf070ed17988cef8363b
   health_score: 100.0
   last_checked: 1779031478.760564
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:38.760564+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -508027,6 +527272,7 @@ https://www.padok.fr/en/blog/kubernetes-productivity-tips:
   - docs/kubectl-commands.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.padok.fr/en/blog/kubeadm-kubernetes-cluster
 https://www.padok.fr/en/blog/kubernetes-secrets:
   title: "Hands on your first Kubernetes secrets \U0001F31F"
   description: ''
@@ -508037,13 +527283,14 @@ https://www.padok.fr/en/blog/kubernetes-secrets:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 321bf7dc72761938ff09274d46999376f5442bfbd320969df46d9a03ab79ac38
   health_score: 100.0
   last_checked: 1779030006.466385
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:06.466385+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -508057,6 +527304,7 @@ https://www.padok.fr/en/blog/kubernetes-secrets:
     proposed_url: NONE
     reason: 'High-Value Protection: generic_redirect_loss'
     timestamp: '2026-05-18T18:54:54.958287'
+  duplicate_of: https://www.theodo.com/en-uk/blog
 https://www.padok.fr/en/blog/minikube-kubeadm-kind-k3s:
   title: 'padok.fr: MiniKube, Kubeadm, Kind, K3S, how to get started on Kubernetes?'
   description: ''
@@ -508067,13 +527315,14 @@ https://www.padok.fr/en/blog/minikube-kubeadm-kind-k3s:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: e3850711a6ebfe201974b43bd41d203d9d23d1bb020220e8af16b0193d0713b2
   health_score: 100.0
   last_checked: 1779031343.05119
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:23.051190+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -508082,6 +527331,7 @@ https://www.padok.fr/en/blog/minikube-kubeadm-kind-k3s:
   - docs/kubernetes-based-devel.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.theodo.com/en-fr/blog/kubernetes-technologies-kubeadm-vs-minikube-kind-and-k3s
 https://www.padok.fr/en/blog/templating-openshift-helm-templates:
   title: "Templating on OpenShift: should I use Helm templates or OpenShift templates?'
     \U0001F31F"
@@ -508093,13 +527343,14 @@ https://www.padok.fr/en/blog/templating-openshift-helm-templates:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779034423.396052
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:43.396052+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -508108,6 +527359,7 @@ https://www.padok.fr/en/blog/templating-openshift-helm-templates:
   - docs/ocp3.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.theodo.com/en-fr/blog/openshift-what-templates-should-you-use-helm-or-openshift
 https://www.paepper.com/blog/posts/how-to-properly-manage-ssh-keys-for-server-access:
   title: 'paepper.com: How to properly manage ssh keys for server access'
   description: ''
@@ -508127,6 +527379,7 @@ https://www.paepper.com/blog/posts/how-to-properly-manage-ssh-keys-for-server-ac
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -508159,6 +527412,7 @@ https://www.pakdailytimes.com/2022/12/tcp-packets-traffic-visualization-for.html
   last_checked: 1779031693.869379
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:13.869379+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -508194,6 +527448,7 @@ https://www.paloaltonetworks.com/blog/2020/10/cloud-iam-misconfiguration-risks:
   last_checked: 1781429952.328407
   needs_ai_refresh: true
   discovered_at: '2026-06-14T11:39:12.328407+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -508228,6 +527483,7 @@ https://www.paloaltonetworks.com/prisma/cloud:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -508259,6 +527515,7 @@ https://www.papertrail.com/blog/quick-and-easy-way-to-implement-kubernetes-loggi
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -508290,6 +527547,7 @@ https://www.paradigm.net.co:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -508322,6 +527580,7 @@ https://www.paralus.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -508352,6 +527611,7 @@ https://www.patreon.com/climagic:
   last_checked: 1781736067.954794
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:07.954794+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -508385,6 +527645,7 @@ https://www.patrickkoch.dev/posts/post_31:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -508407,13 +527668,14 @@ https://www.payara.fish:
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   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779032291.357623
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   discovered_at: '2026-05-17T17:38:11.357623+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -508423,6 +527685,7 @@ https://www.payara.fish:
   - docs/java_frameworks.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://payara.fish
 https://www.paystream.co.uk/helphub/umbrella/getting-started/what-is-an-umbrella-company:
   title: 'paystream.co.uk: What is an umbrella company?'
   description: ''
@@ -508443,6 +527706,7 @@ https://www.paystream.co.uk/helphub/umbrella/getting-started/what-is-an-umbrella
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   youtube_mosaic: {}
+  duplicate_of: https://www.paystream.co.uk/helphub/umbrella/getting-started/what-is-an-umbrella-company
 https://www.peerspot.com/categories/application-performance-monitoring-apm-and-observability:
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 https://www.percona.com/blog/2019/08/02/out-of-memory-killer-or-savior:
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   youtube_mosaic: {}
+  duplicate_of: https://www.percona.com/blog/out-of-memory-killer-or-savior
 https://www.percona.com/blog/2019/11/22/designing-grafana-dashboards:
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   youtube_mosaic: {}
+  duplicate_of: https://www.percona.com/blog/designing-grafana-dashboards
 https://www.percona.com/blog/2019/12/19/the-benefits-of-amazon-rds-for-mysql:
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   youtube_mosaic: {}
+  duplicate_of: https://www.percona.com/blog/the-benefits-of-amazon-rds-for-mysql
 https://www.percona.com/blog/2020/06/26/mysql-101-how-to-find-and-tune-a-slow-sql-query:
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   youtube_mosaic: {}
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 https://www.percona.com/blog/2020/06/30/mysql-101-parameters-to-tune-for-mysql-performance:
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   - docs/databases.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.percona.com/blog/mysql-101-parameters-to-tune-for-mysql-performance
 https://www.percona.com/blog/2020/09/11/how-much-memory-does-the-process-really-take-on-linux:
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   - docs/linux.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.percona.com/blog/how-much-memory-does-the-process-really-take-on-linux
 https://www.percona.com/blog/2020/10/22/using-volume-snapshot-clone-in-kubernetes:
   title: 'percona.com: Using Volume Snapshot/Clone in Kubernetes (GKE & Percona Kubernetes''
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   - docs/kubernetes-backup-migrations.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.percona.com/blog/using-volume-snapshot-clone-in-kubernetes
 https://www.percona.com/blog/2021/02/08/dbaas-on-kubernetes-under-the-hood:
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   - docs/databases.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.percona.com/blog/dbaas-on-kubernetes-under-the-hood
 https://www.percona.com/blog/2021/03/22/storing-kubernetes-operator-for-percona-server-for-mongodb-secrets-in-github:
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   resource_type: null
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   - docs/databases.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.percona.com/blog/storing-kubernetes-operator-for-percona-server-for-mongodb-secrets-in-github
 https://www.percona.com/blog/2021/06/23/autoscaling-databases-in-kubernetes-for-mongodb-mysql-and-postgresql:
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   - docs/databases.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.percona.com/blog/autoscaling-databases-in-kubernetes-for-mongodb-mysql-and-postgresql
 https://www.percona.com/blog/2021/06/23/mysql-on-kubernetes-with-gitops:
   title: "percona.com: MySQL on Kubernetes with GitOps \U0001F31F"
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   resource_type: null
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   - docs/databases.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.percona.com/blog/mysql-on-kubernetes-with-gitops
 https://www.percona.com/blog/an-overview-of-sharding-in-postgresql-and-how-it-relates-to-mongodbs:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   discovered_at: '2022-06-01T00:00:00+02:00'
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   resource_type: Article
   complexity: Intermediate
   is_microservice: true
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   youtube_mosaic: {}
+  duplicate_of: https://percona.community/blog
 https://www.percona.com/doc/kubernetes-operator-for-pxc/index.html:
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.percona.com/percona-operator-for-mysql/pxc/index.html
 https://www.phillipsj.net/posts/dynamically-loaded-terraform-providers:
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   youtube_mosaic: {}
+  duplicate_of: https://info.acloud.guru/resources/deploying-kubernetes-with-gitops
 https://www.pluralsight.com/resources/blog/cloud/aks-vs-eks-vs-gke-managed-kubernetes-services-compared:
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:34:34.165661+02:00'
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   youtube_mosaic: {}
+  duplicate_of: https://eta-lang.org/docs/cheatsheets/gradle-cheatsheet
 https://www.popsci.com/diy/use-markdown-google:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -511363,6 +530738,7 @@ https://www.portainer.io/blog/orchestrator-wars-continue:
   - docs/kubernetes-alternatives.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.portainer.io/blog/docker-swarm-vs-kubernetes
 https://www.portainer.io/install:
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@@ -511385,6 +530761,7 @@ https://www.portainer.io/install:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -511407,13 +530784,14 @@ https://www.portainer.io/products/community-edition:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 08087573ac02ba92240fc5b1e6b42378b3cac3b380368c37f45b27d4639d81fd
   health_score: 100.0
   last_checked: 1779030394.26023
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:34.260230+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -511422,6 +530800,7 @@ https://www.portainer.io/products/community-edition:
   - docs/docker.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.portainer.io/install
 https://www.postgresql.org/about/news/crunchy-postgresql-operator-45-enhanced-monitoring-custom-annotations-postgresql-13-2086:
   title: "postgresql.org: Crunchy PostgreSQL Operator 4.5: Enhanced Monitoring, Custom
     Annotations, PostgreSQL 13 \U0001F31F"
@@ -511442,6 +530821,7 @@ https://www.postgresql.org/about/news/crunchy-postgresql-operator-45-enhanced-mo
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -511473,6 +530853,7 @@ https://www.postman.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -511508,6 +530889,7 @@ https://www.postman.com/api-platform/api-versioning:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -511541,6 +530923,7 @@ https://www.postman.com/pynt-io/workspace/pynt/overview:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -511563,13 +530946,14 @@ https://www.postman.com/resources/infographics/api-survey-2019:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: c3e3ab4eb372278fe939aa1c8b6b5bdf923e96c4a6d293953c2e3d293faa784e
   health_score: 100.0
   last_checked: 1779031945.590013
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:32:25.590013+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -511578,6 +530962,7 @@ https://www.postman.com/resources/infographics/api-survey-2019:
   - docs/api.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.postman.com/state-of-api/2025
 https://www.postman.com/state-of-the-api/2019:
   title: null
   description: null
@@ -511596,6 +530981,7 @@ https://www.postman.com/state-of-the-api/2019:
   last_checked: 1779130495.019147
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.019147+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -511629,6 +531015,7 @@ https://www.postman.com/what-is-an-api:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -511663,6 +531050,7 @@ https://www.powershellgallery.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -511685,13 +531073,14 @@ https://www.powershellgallery.com/packages/Microsoft.PowerShell.Crescendo:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 5be84c018cac8adc06d7860b4b1c7060888f9650036d4984ad299ea989e8778b
   health_score: 100.0
   last_checked: 1779029364.904194
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:24.904194+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -511700,6 +531089,7 @@ https://www.powershellgallery.com/packages/Microsoft.PowerShell.Crescendo:
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.powershellgallery.com/packages/Microsoft.PowerShell.Crescendo/1.1.0
 https://www.powershellgallery.com/packages/Microsoft.PowerShell.Crescendo/1.1.0:
   title: 'powershellgallery.com: Microsoft.PowerShell.Crescendo'
   description: ''
@@ -511718,6 +531108,7 @@ https://www.powershellgallery.com/packages/Microsoft.PowerShell.Crescendo/1.1.0:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -511749,6 +531140,7 @@ https://www.previous.cloudbees.com/blog/cloudbees-core-configuration-code-previe
   last_checked: 1779030084.587317
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:24.587317+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -511779,6 +531171,7 @@ https://www.previous.cloudbees.com/press/cloudbees-acquires-rollout-adding-featu
   last_checked: 1779030868.167392
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:28.167392+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -511807,6 +531200,7 @@ https://www.previous.cloudbees.com/press/cloudbees-acquires-rollout-adding-featu
   last_checked: 1779030846.529291
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:06.529291+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -511840,6 +531234,7 @@ https://www.previous.cloudbees.com/press/cloudbees-releases-another-industry-fir
   last_checked: 1779029575.294438
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:55.294438+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -511866,13 +531261,14 @@ https://www.previous.cloudbees.com/press/cloudbees-releases-another-industry-fir
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: f4d52988290c0f3d99c1714bd15dc30ac61ad6e5244c8a501d6893096da59753
   health_score: 100.0
   last_checked: 1779034482.889728
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:42.889728+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -511881,6 +531277,7 @@ https://www.previous.cloudbees.com/press/cloudbees-releases-another-industry-fir
   - docs/introduction.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.aboutamazon.com/what-we-do/entertainment
 https://www.prisma.io/blog/vscode-extension-prisma-rust-webassembly:
   title: "prisma.io: Improving the Prisma Visual Studio Code Extension with WebAssembly'
     \U0001F31F"
@@ -511901,6 +531298,7 @@ https://www.prisma.io/blog/vscode-extension-prisma-rust-webassembly:
   last_checked: 1779030975.558641
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:16:15.558641+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -511932,6 +531330,7 @@ https://www.programmableweb.com:
   last_checked: 1779032190.131907
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:30.131907+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -511964,6 +531363,7 @@ https://www.programmersought.com/article/1858176023:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -511997,6 +531397,7 @@ https://www.project-a.vc/perspectives:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -512026,6 +531427,7 @@ https://www.project-open.com:
   last_checked: 1779030172.760261
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:02:52.760261+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -512053,6 +531455,7 @@ https://www.project-piper.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -512076,13 +531479,14 @@ https://www.projectcalico.org:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779032251.840358
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:31.840358+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -512098,6 +531502,7 @@ https://www.projectcalico.org:
   - devsecops.md
   - kubernetes-networking.md
   youtube_mosaic: {}
+  duplicate_of: https://www.tigera.io/project-calico
 https://www.projectcalico.org/advertising-kubernetes-service-ips-with-calico-and-bgp:
   title: 'projectcalico.org: Advertising Kubernetes Service IPs with Calico and BGP'
   description: ''
@@ -512110,13 +531515,14 @@ https://www.projectcalico.org/advertising-kubernetes-service-ips-with-calico-and
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779033923.570759
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:23.570759+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -512130,6 +531536,7 @@ https://www.projectcalico.org/advertising-kubernetes-service-ips-with-calico-and
   v2_locations:
   - kubernetes-networking.md
   youtube_mosaic: {}
+  duplicate_of: https://www.tigera.io/blog/advertising-kubernetes-service-ips-with-calico-and-bgp
 https://www.projectcalico.org/using-kubernetes-to-orchestrate-vms:
   title: 'projectcalico.org: Using Kubernetes to orchestrate VMs'
   description: ''
@@ -512141,13 +531548,14 @@ https://www.projectcalico.org/using-kubernetes-to-orchestrate-vms:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779034318.820693
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:58.820693+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -512161,6 +531569,7 @@ https://www.projectcalico.org/using-kubernetes-to-orchestrate-vms:
   v2_locations:
   - kubernetes.md
   youtube_mosaic: {}
+  duplicate_of: https://www.tigera.io/blog/using-kubernetes-to-orchestrate-vms
 https://www.projectquay.io:
   title: projectquay.io
   description: ''
@@ -512181,6 +531590,7 @@ https://www.projectquay.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -512212,6 +531622,7 @@ https://www.prskavec.net/post/grafana-jsonnet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -512244,6 +531655,7 @@ https://www.pulumi.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -512291,6 +531703,7 @@ https://www.pulumi.com/blog/10-more-things-you-can-do-with-neo:
   last_checked: 1780352168.173247
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:16:08.173247+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -512336,6 +531749,7 @@ https://www.pulumi.com/blog/better-cli-interactions-for-agents-and-humans:
   last_checked: 1780352454.119819
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:20:54.119819+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -512375,6 +531789,7 @@ https://www.pulumi.com/blog/from-terraform-to-infrastructure-as-software:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -512407,6 +531822,7 @@ https://www.pulumi.com/blog/kubernetes-fundamentals-part-one:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -512438,6 +531854,7 @@ https://www.pulumi.com/blog/observability-with-infrastructure-as-code:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -512469,6 +531886,7 @@ https://www.pulumi.com/blog/pulumi-3-0:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -512505,6 +531923,7 @@ https://www.pulumi.com/blog/pulumi-neo-cli:
   last_checked: 1780352302.456602
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:18:22.456602+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -512544,6 +531963,7 @@ https://www.pulumi.com/blog/pulumi-rest-api:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -512591,6 +532011,7 @@ https://www.pulumi.com/blog/the-agentic-infrastructure-era:
   last_checked: 1780352168.173271
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:16:08.173271+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -512627,6 +532048,7 @@ https://www.pulumi.com/docs/get-started/kubernetes:
   last_checked: 1779032185.399435
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:25.399435+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -512645,13 +532067,14 @@ https://www.pulumi.com/docs/guides/adopting/from_kubernetes:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 6f983a73bee2672693f6a743b21e6d319592846c60f2ec3ca5aa8c61a95d23e5
   health_score: 100.0
   last_checked: 1779032180.232366
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:20.232366+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -512660,6 +532083,7 @@ https://www.pulumi.com/docs/guides/adopting/from_kubernetes:
   - docs/pulumi.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.pulumi.com/docs/iac/guides/migration/migrating-to-pulumi/from-kubernetes
 https://www.pulumi.com/docs/iac/comparisons/terraform:
   title: Pulumi VS Terraform
   description: ''
@@ -512679,6 +532103,7 @@ https://www.pulumi.com/docs/iac/comparisons/terraform:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -512708,6 +532133,7 @@ https://www.pulumi.com/docs/iac/get-started/kubernetes:
   last_checked: 1779130494.96719
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.967190+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -512735,6 +532161,7 @@ https://www.pulumi.com/docs/iac/guides/migration/migrating-to-pulumi/from-kubern
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -512757,13 +532184,14 @@ https://www.pulumi.com/docs/intro/cloud-providers:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 5a1c04028be0a5354a02d5499685c52e3934a4bf09c9b2ce4076e135276f517f
   health_score: 100.0
   last_checked: 1779031574.714743
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:14.714743+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -512772,6 +532200,7 @@ https://www.pulumi.com/docs/intro/cloud-providers:
   - docs/pulumi.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.pulumi.com/registry/packages
 https://www.pulumi.com/docs/intro/vs/terraform:
   title: Pulumi VS Terraform
   description: ''
@@ -512782,13 +532211,14 @@ https://www.pulumi.com/docs/intro/vs/terraform:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 625b3fcb9c325825abb05977bca67bf15a46d7af136451a648e106e4bf1bc786
   health_score: 100.0
   last_checked: 1779030365.3116
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:05.311600+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -512797,6 +532227,7 @@ https://www.pulumi.com/docs/intro/vs/terraform:
   - docs/pulumi.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.pulumi.com/docs/iac/comparisons/terraform
 https://www.pulumi.com/registry:
   title: null
   description: null
@@ -512815,6 +532246,7 @@ https://www.pulumi.com/registry:
   last_checked: 1779130494.987029
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.987029+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -512847,6 +532279,7 @@ https://www.pulumi.com/registry/packages/aws/how-to-guides/ecs-fargate:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -512884,6 +532317,7 @@ https://www.pulumi.com/releases/agentic-infrastructure-era:
   last_checked: 1780352454.119973
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:20:54.119973+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -512923,6 +532357,7 @@ https://www.pulumi.com/tf2pulumi:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -512956,6 +532391,7 @@ https://www.pyinstaller.org:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -512988,6 +532424,7 @@ https://www.pymesyautonomos.com/management/esta-trabajando-empleado-realmente-su
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -513020,6 +532457,7 @@ https://www.pyvideo.org/video/3509/tdd-with-django-from-scratch-a-beginners-intr
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   needs_ai_refresh: false
   discovered_at: '2015-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -513053,6 +532491,7 @@ https://www.qovery.com/docs/getting-started/introduction:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -513088,6 +532527,7 @@ https://www.quandarycg.com/everything-you-need-to-know-about-integrations:
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   geo_region: null
   hierarchy:
@@ -513111,13 +532551,14 @@ https://www.quora.com/What-is-trunk-based-development:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779034228.860784
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:28.860784+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -513131,6 +532572,7 @@ https://www.quora.com/What-is-trunk-based-development:
   v2_locations:
   - git.md
   youtube_mosaic: {}
+  duplicate_of: https://paulhammant.com/2013/04/05/what-is-trunk-based-development
 https://www.quora.com/Whats-the-difference-between-Apache-Camel-and-Kafka:
   title: 'Quora.com: What''s the difference between Apache Camel and Kafka?'
   description: ''
@@ -513150,6 +532592,7 @@ https://www.quora.com/Whats-the-difference-between-Apache-Camel-and-Kafka:
   last_checked: 1779033923.409763
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:23.409763+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -513182,6 +532625,7 @@ https://www.qwinix.io/blog-what-is-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -513214,6 +532658,7 @@ https://www.r-bloggers.com/2021/05/dockerizing-shiny-applications:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -513246,6 +532691,7 @@ https://www.r-bloggers.com/2021/10/git-moving-from-master-to-main:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -513278,6 +532724,7 @@ https://www.r-bloggers.com/2022/02/how-to-use-r-markdown-part-one:
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   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -513310,6 +532757,7 @@ https://www.rabbitmq.com/blog/2021/07/19/rabbitmq-streams-first-application:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -513340,6 +532788,7 @@ https://www.rackspace.com/cloud/kubernetes:
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   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.968666+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -513373,6 +532822,7 @@ https://www.rackspace.com/managed-kubernetes:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -513405,6 +532855,7 @@ https://www.rancher.com:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -513438,6 +532889,7 @@ https://www.rancher.com/community:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -513470,6 +532922,7 @@ https://www.rancher.com/docs/rancher/v2.x/en:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -513501,6 +532954,7 @@ https://www.rancher.com/docs/rancher/v2.x/en/faq/networking/cni-providers:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -513531,6 +532985,7 @@ https://www.rancher.com/products/secure-kubernetes-distribution:
   last_checked: 1781736154.001062
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:34.001062+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -513564,6 +533019,7 @@ https://www.ravirajag.dev/blog/mlops-summary:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:09.442127+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -513597,6 +533053,7 @@ https://www.readysetcloud.io/blog/allen.helton/how-to-design-serverless-apps-tha
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -513630,6 +533087,7 @@ https://www.rebelscrum.site/post/characteristics-of-a-great-product-owner:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -513662,6 +533120,7 @@ https://www.red-gate.com/blog/automated-production-deployments-are-not-the-key-t
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -513692,6 +533151,7 @@ https://www.red-gate.com/products/flyway/community:
   last_checked: 1779130494.928716
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.928716+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -513729,6 +533189,7 @@ https://www.red-gate.com/products/flyway/community:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -513761,6 +533222,7 @@ https://www.red-gate.com/simple-talk/development/dotnet-development/script-loadi
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   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -513795,6 +533257,7 @@ https://www.redbooks.ibm.com/abstracts/redp5565.html:
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -513826,6 +533289,7 @@ https://www.reddit.com/r/AZURE:
   last_checked: 1781736101.456948
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:41.456948+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -513850,13 +533314,14 @@ https://www.reddit.com/r/ExperiencedDevs/comments/pw6vuv/promotion_driven_develo
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1781736244.769414
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:44:04.769414+02:00'
+  last_ai_eval: null
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   geo_region: null
   hierarchy:
@@ -513872,6 +533337,7 @@ https://www.reddit.com/r/ExperiencedDevs/comments/pw6vuv/promotion_driven_develo
   - about.md
   - project-management-methodology.md
   youtube_mosaic: {}
+  duplicate_of: https://www.nichesoftware.co.nz/2021/05/29/promotion-driven-development.html
 https://www.reddit.com/r/PowerShell/comments/flzsx5/powershell_core_yaml_support:
   title: 'reddit.com: PowerShell Core yaml support?'
   description: ''
@@ -513890,6 +533356,7 @@ https://www.reddit.com/r/PowerShell/comments/flzsx5/powershell_core_yaml_support
   last_checked: 1781735879.220045
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:59.220045+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -513921,6 +533388,7 @@ https://www.reddit.com/r/ProgrammerHumor/comments/1tbzih8/techcompaniescuttingde
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:09.526365+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -513956,6 +533424,7 @@ https://www.reddit.com/r/Python:
   last_checked: 1781736101.457396
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:41.457396+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -513987,6 +533456,7 @@ https://www.reddit.com/r/Python/comments/3yg2u4/modules_every_python_developer_s
   last_checked: 1781736143.188258
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:23.188258+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -514019,6 +533489,7 @@ https://www.reddit.com/r/Python/comments/3yjlim/my_thoughts_about_moving_from_py
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:23.190144+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -514050,6 +533521,7 @@ https://www.reddit.com/r/Python/comments/3ylxmk/why_python:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:23.183185+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -514081,6 +533553,7 @@ https://www.reddit.com/r/Python/comments/3zl3g4/ship_better_python_using_feature
   last_checked: 1781736143.198805
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:23.198805+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -514112,6 +533585,7 @@ https://www.reddit.com/r/QualityAssurance:
   last_checked: 1781736101.423845
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:41.423845+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -514143,6 +533617,7 @@ https://www.reddit.com/r/Terraform:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:41.457838+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -514176,6 +533651,7 @@ https://www.reddit.com/r/Terraform/comments/19arrun/comment/kinusdl:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:53.094225+02:00'
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   hierarchy:
@@ -514207,6 +533683,7 @@ https://www.reddit.com/r/Terraform/comments/1l7my1x/where_is_ai_still_completely
   last_checked: 1781735889.52615
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:09.526150+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -514242,6 +533719,7 @@ https://www.reddit.com/r/Terraform/comments/h0tdq3/automate_infrastructure_deplo
   last_checked: 1781735920.595262
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:40.595262+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -514273,6 +533751,7 @@ https://www.reddit.com/r/Traefik:
   last_checked: 1781736101.457256
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:41.457256+02:00'
+  last_ai_eval: null
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   geo_region: null
   hierarchy:
@@ -514304,6 +533783,7 @@ https://www.reddit.com/r/ansible:
   last_checked: 1781736101.438036
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:41.438036+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -514335,6 +533815,7 @@ https://www.reddit.com/r/aws:
   last_checked: 1781736101.437857
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:41.437857+02:00'
+  last_ai_eval: null
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   geo_region: null
   hierarchy:
@@ -514359,13 +533840,14 @@ https://www.reddit.com/r/azuredevops:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1781736101.458421
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:41.458421+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -514379,6 +533861,7 @@ https://www.reddit.com/r/azuredevops:
   v2_locations:
   - newsfeeds.md
   youtube_mosaic: {}
+  duplicate_of: https://www.reddit.com/r/AZURE
 https://www.reddit.com/r/bashonubuntuonwindows:
   title: reddit.com/r/bashonubuntuonwindows
   description: ''
@@ -514397,6 +533880,7 @@ https://www.reddit.com/r/bashonubuntuonwindows:
   last_checked: 1781736101.458582
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:41.458582+02:00'
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   hierarchy:
@@ -514428,6 +533912,7 @@ https://www.reddit.com/r/cloudcomputing:
   last_checked: 1781736101.457557
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:41.457557+02:00'
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@@ -514452,13 +533937,14 @@ https://www.reddit.com/r/devops:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1781736101.420901
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:41.420901+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -514474,6 +533960,7 @@ https://www.reddit.com/r/devops:
   - devops.md
   - newsfeeds.md
   youtube_mosaic: {}
+  duplicate_of: https://www.reddit.com/r/azuredevops
 https://www.reddit.com/r/devops/comments/xj1jxg/internal_developer_platforms_what_toolchain_would:
   title: Internal Developer Platforms - what toolchain would you use for Maven + NPM
     + K8 projects?
@@ -514492,6 +533979,7 @@ https://www.reddit.com/r/devops/comments/xj1jxg/internal_developer_platforms_wha
   last_checked: 1779030192.517611
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:12.517611+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -514518,6 +534006,7 @@ https://www.reddit.com/r/digital_ocean:
   last_checked: 1781736101.439899
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:41.439899+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -514542,13 +534031,14 @@ https://www.reddit.com/r/digitalocean:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1781736101.424022
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:41.424022+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -514562,6 +534052,7 @@ https://www.reddit.com/r/digitalocean:
   v2_locations:
   - newsfeeds.md
   youtube_mosaic: {}
+  duplicate_of: https://www.reddit.com/r/digital_ocean
 https://www.reddit.com/r/git:
   title: reddit.com/r/git
   description: ''
@@ -514580,6 +534071,7 @@ https://www.reddit.com/r/git:
   last_checked: 1781736101.457102
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:41.457102+02:00'
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   hierarchy:
@@ -514611,6 +534103,7 @@ https://www.reddit.com/r/golang/comments/jnv4bd/what_is_the_best_microservice_fr
   last_checked: 1781735950.051677
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:10.051677+02:00'
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   hierarchy:
@@ -514642,6 +534135,7 @@ https://www.reddit.com/r/googlecloud:
   last_checked: 1781736101.438205
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:41.438205+02:00'
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   geo_region: null
   hierarchy:
@@ -514673,6 +534167,7 @@ https://www.reddit.com/r/gradle:
   last_checked: 1781736101.457696
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:41.457696+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -514704,6 +534199,7 @@ https://www.reddit.com/r/haproxy:
   last_checked: 1781736101.458282
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:41.458282+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -514728,13 +534224,14 @@ https://www.reddit.com/r/istio:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1781736101.421109
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:41.421109+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -514748,6 +534245,7 @@ https://www.reddit.com/r/istio:
   v2_locations:
   - newsfeeds.md
   youtube_mosaic: {}
+  duplicate_of: https://www.reddit.com/r/git
 https://www.reddit.com/r/java:
   title: reddit.com/r/java
   description: ''
@@ -514766,6 +534264,7 @@ https://www.reddit.com/r/java:
   last_checked: 1781735981.399216
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:41.399216+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -514799,6 +534298,7 @@ https://www.reddit.com/r/jenkinsci:
   last_checked: 1781735991.499843
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:51.499843+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -514832,6 +534332,7 @@ https://www.reddit.com/r/jenkinsci/comments/ctirsc/building_docker_images_when_r
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 https://www.redhat.com/architect/apache-kafka-EDA-performance:
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 https://www.redhat.com/architect/architecture-decision-records:
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 https://www.redhat.com/architect/best-microservices-2021:
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 https://www.redhat.com/architect/devsecops-enterprise-architecture:
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 https://www.redhat.com/architect/diagramming-tools-network-architecture:
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 https://www.redhat.com/architect/event-driven-architecture-essentials:
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 https://www.redhat.com/architect/from-sysadmin-to-architect:
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 https://www.redhat.com/architect/gitops-implementation-patterns:
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 https://www.redhat.com/architect/illustrated-guide-gitops:
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 https://www.redhat.com/architect/kubernetes-hierarchical-namespaces:
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 https://www.redhat.com/architect/managed-kubernetes:
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 https://www.redhat.com/architect/multi-cluster-kubernetes-architecture:
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   health_score: 100.0
   last_checked: 1779033692.676963
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:32.676963+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -515972,6 +535526,7 @@ https://www.redhat.com/architect/pull-push-provisioning-cicd:
   - docs/iac.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/pull-push-provisioning-cicd
 https://www.redhat.com/architect/schema-registry:
   title: 'redhat.com: Using a schema registry to ensure data consistency between microservices'
   description: ''
@@ -515982,13 +535537,14 @@ https://www.redhat.com/architect/schema-registry:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 494897d104ca5303e02d21b360658241bb18be871f7ab12c64c645415d6ceb99
   health_score: 100.0
   last_checked: 1779032339.827883
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:59.827883+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -515997,6 +535553,7 @@ https://www.redhat.com/architect/schema-registry:
   - docs/message-queue.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/schema-registry
 https://www.redhat.com/architect/tackle-application-modernization:
   title: 'redhat.com: How to streamline application portfolio modernization with Tackle'
   description: ''
@@ -516007,13 +535564,14 @@ https://www.redhat.com/architect/tackle-application-modernization:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 8e81b681986ac385d255d93fda516ac44560372193adeb479872ef913d2aa8ac
   health_score: 100.0
   last_checked: 1779031755.588891
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:15.588891+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -516022,6 +535580,7 @@ https://www.redhat.com/architect/tackle-application-modernization:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/tackle-application-modernization
 https://www.redhat.com/architect/understanding-gitops:
   title: "redhat.com: How to use GitOps in your enterprise architecture strategy \U0001F31F"
   description: ''
@@ -516032,13 +535591,14 @@ https://www.redhat.com/architect/understanding-gitops:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 5527c039c82a821b32fd3c0e96e9973f35acde437cadf85daa87b9b829a33a57
   health_score: 100.0
   last_checked: 1779033567.36084
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:27.360840+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -516047,6 +535607,7 @@ https://www.redhat.com/architect/understanding-gitops:
   - docs/gitops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/understanding-gitops
 ? https://www.redhat.com/en/about/press-releases/amazon-and-red-hat-announce-general-availability-red-hat-openshift-service-aws-rosa
 : title: 'redhat.com: Amazon and Red Hat Announce the General Availability of Red
     Hat OpenShift Service on AWS (ROSA)'
@@ -516067,6 +535628,7 @@ https://www.redhat.com/architect/understanding-gitops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -516099,6 +535661,7 @@ https://www.redhat.com/en/about/press-releases/red-hat-acquire-kubernetes-native
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -516132,6 +535695,7 @@ https://www.redhat.com/en/about/press-releases/red-hat-acquire-kubernetes-native
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -516166,6 +535730,7 @@ https://www.redhat.com/en/about/press-releases/red-hat-acquire-kubernetes-native
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -516199,6 +535764,7 @@ https://www.redhat.com/en/about/press-releases/red-hat-acquire-kubernetes-native
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -516232,6 +535798,7 @@ https://www.redhat.com/en/about/press-releases/red-hat-brings-industry-leading-a
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -516266,6 +535833,7 @@ https://www.redhat.com/en/about/press-releases/red-hat-brings-red-hat-universal-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -516299,6 +535867,7 @@ https://www.redhat.com/en/about/press-releases/red-hat-makes-devops-reality-open
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -516329,6 +535898,7 @@ https://www.redhat.com/en/about/videos/acm-ansible-integration-overview:
   last_checked: 1779032518.343482
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:41:58.343482+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -516359,6 +535929,7 @@ https://www.redhat.com/en/about/videos/getting-started-openshift-4-security:
   last_checked: 1779029862.596011
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:57:42.596011+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -516389,6 +535960,7 @@ https://www.redhat.com/en/about/videos/openshift-backup-and-recovery-kasten-k10:
   last_checked: 1779130494.928622
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.928622+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -516416,6 +535988,7 @@ https://www.redhat.com/en/ansible-collaborative:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -516441,13 +536014,14 @@ https://www.redhat.com/en/blog:
   resource_type: Article
   complexity: Advanced
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -516461,6 +536035,7 @@ https://www.redhat.com/en/blog:
   - ocp4.md
   - demos.md
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/about/videos/acm-ansible-integration-overview
 https://www.redhat.com/en/blog/11-manager-considerations:
   title: "redhat.com: 11 considerations for effectively managing a Linux sysadmin
     team \U0001F31F"
@@ -516483,6 +536058,7 @@ https://www.redhat.com/en/blog/11-manager-considerations:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -516516,6 +536092,7 @@ https://www.redhat.com/en/blog/18333-2:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -516547,6 +536124,7 @@ https://www.redhat.com/en/blog/3-gitops-rules-architecture:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -516579,6 +536157,7 @@ https://www.redhat.com/en/blog/5-linux-commands:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -516612,6 +536191,7 @@ https://www.redhat.com/en/blog/5-questions-interview:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -516643,6 +536223,7 @@ https://www.redhat.com/en/blog/5-rsync-tips:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -516676,6 +536257,7 @@ https://www.redhat.com/en/blog/500_pods_per_node:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -516708,6 +536290,7 @@ https://www.redhat.com/en/blog/6-code-pushes-aap:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -516739,6 +536322,7 @@ https://www.redhat.com/en/blog/6-openssl-commands:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -516774,6 +536358,7 @@ https://www.redhat.com/en/blog/7-best-practices-for-writing-kubernetes-operators
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -516806,6 +536391,7 @@ https://www.redhat.com/en/blog/DNS-name-resolution-troubleshooting-tools:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -516841,6 +536427,7 @@ https://www.redhat.com/en/blog/a-guide-to-ingress-controllers-in-openshift:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -516874,6 +536461,7 @@ https://www.redhat.com/en/blog/a-guide-to-secrets-management-with-gitops-and-kub
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -516907,6 +536495,7 @@ https://www.redhat.com/en/blog/advanced-network-customizations-for-openshift-ins
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -516939,6 +536528,7 @@ https://www.redhat.com/en/blog/announcing-bring-your-own-host-support-for-window
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -516970,6 +536560,7 @@ https://www.redhat.com/en/blog/announcing-openshift-gitops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -517000,6 +536591,7 @@ https://www.redhat.com/en/blog/announcing-the-red-hat-enterprise-linux-certified
   last_checked: 1779130494.970802
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.970802+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -517032,6 +536624,7 @@ https://www.redhat.com/en/blog/ansible-ad-hoc-commands:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -517064,6 +536657,7 @@ https://www.redhat.com/en/blog/ansible-and-openshift-connecting-for-success:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -517095,6 +536689,7 @@ https://www.redhat.com/en/blog/ansible-create-users-csv:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -517126,6 +536721,7 @@ https://www.redhat.com/en/blog/ansible-dynamic-inventories:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -517157,6 +536753,7 @@ https://www.redhat.com/en/blog/ansible-dynamic-inventory-python:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -517189,6 +536786,7 @@ https://www.redhat.com/en/blog/ansible-lists-dictionaries-yaml:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -517219,6 +536817,7 @@ https://www.redhat.com/en/blog/ansible-network-resource-modules-deep-dive-on-ret
   last_checked: 1779130494.967098
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.967098+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -517251,6 +536850,7 @@ https://www.redhat.com/en/blog/ansible-plugin-inventory-files:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -517283,6 +536883,7 @@ https://www.redhat.com/en/blog/ansible-quick-start:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -517316,6 +536917,7 @@ https://www.redhat.com/en/blog/ansible-system-role:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -517347,6 +536949,7 @@ https://www.redhat.com/en/blog/ansible-templates-configuration:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -517378,6 +536981,7 @@ https://www.redhat.com/en/blog/ansible-web-endpoints:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -517409,6 +537013,7 @@ https://www.redhat.com/en/blog/ansiblefest-sysadmins:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -517441,6 +537046,7 @@ https://www.redhat.com/en/blog/apache-kafka-EDA-performance:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -517476,6 +537082,7 @@ https://www.redhat.com/en/blog/apis-soap-rest-graphql-grpc:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -517510,6 +537117,7 @@ https://www.redhat.com/en/blog/application-management-in-kubernetes-environments
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -517543,6 +537151,7 @@ https://www.redhat.com/en/blog/applications-here-applications-there-part-3-appli
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -517575,6 +537184,7 @@ https://www.redhat.com/en/blog/architecture-decision-records:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -517604,6 +537214,7 @@ https://www.redhat.com/en/blog/ask-an-openshift-admin-office-hour-day-2-operatio
   last_checked: 1779130494.971456
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.971456+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -517629,6 +537240,7 @@ https://www.redhat.com/en/blog/ask-an-openshift-admin-office-hour-day-2-operatio
   last_checked: 1779130494.968102
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.968102+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -517658,6 +537270,7 @@ https://www.redhat.com/en/blog/automate-podman-ansible:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -517690,6 +537303,7 @@ https://www.redhat.com/en/blog/automate-reboot-ansible:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -517723,6 +537337,7 @@ https://www.redhat.com/en/blog/automate-your-security-practices-and-policies-on-
   last_checked: 1779130494.958956
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.958956+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -517754,6 +537369,7 @@ https://www.redhat.com/en/blog/automating-red-hat-satellite-with-ansible?sc_cid=
   last_checked: 1779130495.003242
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.003242+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -517780,13 +537396,14 @@ https://www.redhat.com/en/blog/automating-red-hat-satellite-with-ansible?sc_cid=
   resource_type: Article
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -517799,6 +537416,7 @@ https://www.redhat.com/en/blog/automating-red-hat-satellite-with-ansible?sc_cid=
   v2_locations:
   - devsecops.md
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/automating-security-with-cyberark-and-red-hat-ansible-automation-platform
 https://www.redhat.com/en/blog/automation-architects:
   title: null
   description: null
@@ -517816,6 +537434,7 @@ https://www.redhat.com/en/blog/automation-architects:
   last_checked: 1779130494.998313
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.998313+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -517843,6 +537462,7 @@ https://www.redhat.com/en/blog/automation-combat-increased-workload:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -517875,6 +537495,7 @@ https://www.redhat.com/en/blog/automation-first-mentality:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -517906,6 +537527,7 @@ https://www.redhat.com/en/blog/aws-and-red-hat-quickstart-workshop:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -517936,6 +537558,7 @@ https://www.redhat.com/en/blog/based-validated-network-content?sc_cid=7015Y00000
   last_checked: 1779130495.020295
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.020295+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -517969,6 +537592,7 @@ https://www.redhat.com/en/blog/be-careful-when-pulling-images-short-name:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -518001,6 +537625,7 @@ https://www.redhat.com/en/blog/best-microservices-2021:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -518033,6 +537658,7 @@ https://www.redhat.com/en/blog/build-VM-fast-ansible:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -518062,6 +537688,7 @@ https://www.redhat.com/en/blog/build-kubernetes-operators-from-helm-charts-in-5-
   last_checked: 1779130495.005446
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.005446+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -518091,6 +537718,7 @@ https://www.redhat.com/en/blog/build-your-kubernetes-operator-with-the-right-too
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -518122,6 +537750,7 @@ https://www.redhat.com/en/blog/building-declarative-pipelines-openshift-dsl-plug
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -518154,6 +537783,7 @@ https://www.redhat.com/en/blog/building-openshift-pipelines-with-gitlab:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -518186,6 +537816,7 @@ https://www.redhat.com/en/blog/channel/hybrid-cloud-infrastructure:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -518215,6 +537846,7 @@ https://www.redhat.com/en/blog/channel/hybrid-cloud-infrastructure/accessing-ext
   last_checked: 1779130495.026836
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.026836+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -518241,6 +537873,7 @@ https://www.redhat.com/en/blog/channel/hybrid-cloud-infrastructure/networkpolici
   last_checked: 1779130494.971855
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.971855+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -518274,6 +537907,7 @@ https://www.redhat.com/en/blog/channel/open-source-communities:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -518304,6 +537938,7 @@ https://www.redhat.com/en/blog/chaos-engineering-with-litmuschaos:
   last_checked: 1779130494.968714
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.968714+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -518331,6 +537966,7 @@ https://www.redhat.com/en/blog/check-out-our-new-look:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -518364,6 +538000,7 @@ https://www.redhat.com/en/blog/cloud-devops-with-openshift-and-jfrog:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -518396,6 +538033,7 @@ https://www.redhat.com/en/blog/cloud-native-business-automation-kogito:
   last_checked: 1779029628.693611
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:53:48.693611+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -518429,6 +538067,7 @@ https://www.redhat.com/en/blog/cloud-native-ci-cd-with-openshift-pipelines:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -518464,6 +538103,7 @@ https://www.redhat.com/en/blog/compose-kubernetes-podman:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -518496,6 +538136,7 @@ https://www.redhat.com/en/blog/configure-gmail-using-ansible:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -518528,6 +538169,7 @@ https://www.redhat.com/en/blog/configure-ssh-keygen:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -518562,6 +538204,7 @@ https://www.redhat.com/en/blog/configure-the-openshift-image-registry-backed-by-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -518594,6 +538237,7 @@ https://www.redhat.com/en/blog/container-information-podman:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -518626,6 +538270,7 @@ https://www.redhat.com/en/blog/container-security-seccomp:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -518658,6 +538303,7 @@ https://www.redhat.com/en/blog/containerizing-applications:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -518692,6 +538338,7 @@ https://www.redhat.com/en/blog/create-containers-podman-quickly:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -518723,6 +538370,7 @@ https://www.redhat.com/en/blog/creating-custom-rules-for-ansible-lint:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -518754,6 +538402,7 @@ https://www.redhat.com/en/blog/curl-hack-httpie:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -518785,6 +538434,7 @@ https://www.redhat.com/en/blog/customize-vm-cloud-images-guestfish:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -518816,6 +538466,7 @@ https://www.redhat.com/en/blog/customizing-virtual-machine-templates-in-openshif
   last_checked: 1779130494.986251
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.986251+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -518848,6 +538499,7 @@ https://www.redhat.com/en/blog/data-text-files:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -518881,6 +538533,7 @@ https://www.redhat.com/en/blog/datacenter-edge-open-hybrid-cloud-vision-red-hat-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -518912,6 +538565,7 @@ https://www.redhat.com/en/blog/debugging-java-applications-on-openshift-kubernet
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -518944,6 +538598,7 @@ https://www.redhat.com/en/blog/demystifying-ansible-sysadmins:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -518978,6 +538633,7 @@ https://www.redhat.com/en/blog/demystifying-multus:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -519009,6 +538665,7 @@ https://www.redhat.com/en/blog/deploying-jenkins-on-openshift-part-1:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -519039,6 +538696,7 @@ https://www.redhat.com/en/blog/deploying-openshift-4.4-to-vmware-vsphere-7:
   last_checked: 1779130494.940476
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.940476+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -519072,6 +538730,7 @@ https://www.redhat.com/en/blog/deploying-openshift-applications-multiple-datacen
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -519104,6 +538763,7 @@ https://www.redhat.com/en/blog/deploying-to-openshift-using-github-actions:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -519134,6 +538794,7 @@ https://www.redhat.com/en/blog/descheduler-ga-in-openshift-4.7:
   last_checked: 1779130494.95662
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.956620+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -519167,6 +538828,7 @@ https://www.redhat.com/en/blog/design-enterprise-architecture-diagrams:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -519199,6 +538861,7 @@ https://www.redhat.com/en/blog/developing-ansible-role:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -519231,6 +538894,7 @@ https://www.redhat.com/en/blog/devsecops-enterprise-architecture:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -519262,6 +538926,7 @@ https://www.redhat.com/en/blog/diagramming-tools-cloud-infrastructure:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -519293,6 +538958,7 @@ https://www.redhat.com/en/blog/diagramming-tools-network-architecture:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -519325,6 +538991,7 @@ https://www.redhat.com/en/blog/edit-text-bash-command:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -519357,6 +539024,7 @@ https://www.redhat.com/en/blog/enabling-openshift-4-clusters-to-stop-and-resume-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -519386,6 +539054,7 @@ https://www.redhat.com/en/blog/enhanced-openshift-jboss-amq-container-image-for-
   last_checked: 1779130494.953707
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.953707+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -519412,6 +539081,7 @@ https://www.redhat.com/en/blog/enterprise-kubernetes-with-openshift-part-one:
   last_checked: 1779130495.010996
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.010996+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -519446,6 +539116,7 @@ https://www.redhat.com/en/blog/event-driven-architecture-essentials:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -519478,6 +539149,7 @@ https://www.redhat.com/en/blog/extra-variables-ansible-playbook:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -519508,6 +539180,7 @@ https://www.redhat.com/en/blog/fast-vs-easy-benchmarking-ansible-operators-for-k
   last_checked: 1779130494.965907
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.965907+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -519540,6 +539213,7 @@ https://www.redhat.com/en/blog/faster-ansible-playbook-execution:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -519573,6 +539247,7 @@ https://www.redhat.com/en/blog/find-non-expiring-passwords:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -519606,6 +539281,7 @@ https://www.redhat.com/en/blog/fine-grained-policy-enforcement-in-openshift-with
   last_checked: 1779130494.974532
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.974532+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -519639,6 +539315,7 @@ https://www.redhat.com/en/blog/five-network-commands:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -519670,6 +539347,7 @@ https://www.redhat.com/en/blog/from-code-to-production-with-gitops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -519704,6 +539382,7 @@ https://www.redhat.com/en/blog/from-ops-to-sre-evolution-of-the-openshift-dedica
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -519736,6 +539415,7 @@ https://www.redhat.com/en/blog/from-sysadmin-to-architect:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -519767,6 +539447,7 @@ https://www.redhat.com/en/blog/from-templates-to-openshift-helm-charts:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -519801,6 +539482,7 @@ https://www.redhat.com/en/blog/fully-automated-management-of-egress-ips-with-the
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -519835,6 +539517,7 @@ https://www.redhat.com/en/blog/fully-automated-management-of-egress-ips-with-the
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -519868,6 +539551,7 @@ https://www.redhat.com/en/blog/geographically-distributed-stateful-workloads-par
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -519899,6 +539583,7 @@ https://www.redhat.com/en/blog/getting-started-in-openshift:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -519930,6 +539615,7 @@ https://www.redhat.com/en/blog/getting-started-jboss:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -519964,6 +539650,7 @@ https://www.redhat.com/en/blog/getting-started-running-spark-workloads-on-opensh
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -519997,6 +539684,7 @@ https://www.redhat.com/en/blog/getting-started-with-applicationsets:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -520029,6 +539717,7 @@ https://www.redhat.com/en/blog/getting-started-with-kubevirt:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -520060,6 +539749,7 @@ https://www.redhat.com/en/blog/gitops-implementation-patterns:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -520098,6 +539788,7 @@ https://www.redhat.com/en/blog/gitops-secret-management:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -520130,6 +539821,7 @@ https://www.redhat.com/en/blog/gitops-using-red-hat-openshift-pipelines-tekton-a
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -520162,6 +539854,7 @@ https://www.redhat.com/en/blog/gitops-using-red-hat-openshift-pipelines-tekton-a
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -520193,6 +539886,7 @@ https://www.redhat.com/en/blog/global-load-balancer-approaches:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -520225,6 +539919,7 @@ https://www.redhat.com/en/blog/global-load-balancer-for-openshift-clusters-an-op
   last_checked: 1779130494.951753
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.951753+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -520258,6 +539953,7 @@ https://www.redhat.com/en/blog/grpc-or-http/2-ingress-connectivity-in-openshift:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -520292,6 +539988,7 @@ https://www.redhat.com/en/blog/guide-to-installing-an-okd-4-4-cluster-on-your-ho
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -520324,6 +540021,7 @@ https://www.redhat.com/en/blog/guide-to-openshift-pipelines-part-1-introducing-o
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -520356,6 +540054,7 @@ https://www.redhat.com/en/blog/history-and-future-openjdk:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -520386,6 +540085,7 @@ https://www.redhat.com/en/blog/how-full-is-my-cluster-part-5-a-capacity-manageme
   last_checked: 1781736112.666819
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:52.666819+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -520419,6 +540119,7 @@ https://www.redhat.com/en/blog/how-gather-and-display-metrics-red-hat-openshift:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -520454,6 +540155,7 @@ https://www.redhat.com/en/blog/how-start-ansible:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -520486,6 +540188,7 @@ https://www.redhat.com/en/blog/how-start-ansible:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -520516,6 +540219,7 @@ https://www.redhat.com/en/blog/how-to-enable-static-egress-ip-in-ocp:
   last_checked: 1779130494.92896
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.928960+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -520549,6 +540253,7 @@ https://www.redhat.com/en/blog/how-to-modernize-virtualized-workloads:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -520582,6 +540287,7 @@ https://www.redhat.com/en/blog/how-to-monitoring-openshift-4.x-with-zabbix-using
   last_checked: 1779130494.960288
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.960288+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -520616,6 +540322,7 @@ https://www.redhat.com/en/blog/how-to-monitoring-openshift-4.x-with-zabbix-using
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -520649,6 +540356,7 @@ https://www.redhat.com/en/blog/how-to-offer-service-running-on-openshift-on-aws-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -520682,6 +540390,7 @@ https://www.redhat.com/en/blog/how-to-orchestrate-data-pipelines-with-applicatio
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -520715,6 +540424,7 @@ https://www.redhat.com/en/blog/how-to-use-argocd-deployments-with-github-tokens:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -520748,6 +540458,7 @@ https://www.redhat.com/en/blog/how-to-use-hashicorp-vault-and-argo-cd-for-gitops
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -520780,6 +540491,7 @@ https://www.redhat.com/en/blog/hybrid-cloud-management-tools:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -520812,6 +540524,7 @@ https://www.redhat.com/en/blog/ibm-and-red-hat-bring-openshift-to-ibm-z-and-linu
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -520843,6 +540556,7 @@ https://www.redhat.com/en/blog/illustrated-guide-gitops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -520873,6 +540587,7 @@ https://www.redhat.com/en/blog/improved-tooling-and-best-practices-to-help-you-m
   last_checked: 1779130494.966677
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.966677+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -520905,6 +540620,7 @@ https://www.redhat.com/en/blog/improving-jenkins-performance-on-openshift-part-2
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -520937,6 +540653,7 @@ https://www.redhat.com/en/blog/install-ansible-way:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -520970,6 +540687,7 @@ https://www.redhat.com/en/blog/installing-ocp-in-a-mainframe-z-series:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -521002,6 +540720,7 @@ https://www.redhat.com/en/blog/installing-okd-3-10-on-a-single-host:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -521034,6 +540753,7 @@ https://www.redhat.com/en/blog/introducing-kube-burner-a-tool-to-burn-down-kuber
   last_checked: 1779130494.950417
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.950417+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -521064,6 +540784,7 @@ https://www.redhat.com/en/blog/introducing-nginx-and-nginx-plus-routers-for-open
   last_checked: 1779130494.976551
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.976551+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -521092,6 +540813,7 @@ https://www.redhat.com/en/blog/introducing-openshift-service-mesh-2.0:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -521121,6 +540843,7 @@ https://www.redhat.com/en/blog/introducing-operator-framework-building-apps-kube
   last_checked: 1779031094.306744
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:18:14.306744+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -521148,6 +540871,7 @@ https://www.redhat.com/en/blog/introducing-red-hat-openshift-4:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -521182,6 +540906,7 @@ https://www.redhat.com/en/blog/introducing-red-hat-openshift-4-3-to-enhance-kube
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -521214,6 +540939,7 @@ https://www.redhat.com/en/blog/introducing-red-hat-openshift-data-science:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -521245,6 +540971,7 @@ https://www.redhat.com/en/blog/introducing-red-hat-openshift-service-on-aws:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -521277,6 +541004,7 @@ https://www.redhat.com/en/blog/introducing-red-hat-quay:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -521311,6 +541039,7 @@ https://www.redhat.com/en/blog/introducing-red-hat-quay-3-registry-your-linux-an
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -521343,6 +541072,7 @@ https://www.redhat.com/en/blog/introducing-red-hat-universal-base-image:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -521375,6 +541105,7 @@ https://www.redhat.com/en/blog/introducing-red-hat-vulnerability-scanner-certifi
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -521407,6 +541138,7 @@ https://www.redhat.com/en/blog/introducing-the-quarkus-helm-chart:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -521439,6 +541171,7 @@ https://www.redhat.com/en/blog/introduction-rhel-system-roles:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -521471,6 +541204,7 @@ https://www.redhat.com/en/blog/introduction-to-kraken-a-chaos-tool-for-openshift
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -521502,6 +541236,7 @@ https://www.redhat.com/en/blog/is-your-operator-air-gap-friendly:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -521535,6 +541270,7 @@ https://www.redhat.com/en/blog/it-automation-book:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -521567,6 +541303,7 @@ https://www.redhat.com/en/blog/it-automation-training:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -521599,6 +541336,7 @@ https://www.redhat.com/en/blog/jenkins-pipelines:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2017-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -521632,6 +541370,7 @@ https://www.redhat.com/en/blog/k8s-integrity-shield-tech-preview-protecting-the-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -521665,6 +541404,7 @@ https://www.redhat.com/en/blog/keep-your-applications-secure-with-automatic-rebu
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -521696,6 +541436,7 @@ https://www.redhat.com/en/blog/kubernetes-1.21-grows-innovative-new-features:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -521727,6 +541468,7 @@ https://www.redhat.com/en/blog/kubernetes-basics-sysadmins:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -521759,6 +541501,7 @@ https://www.redhat.com/en/blog/kubernetes-cluster-laptop:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -521791,6 +541534,7 @@ https://www.redhat.com/en/blog/kubernetes-components:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -521823,6 +541567,7 @@ https://www.redhat.com/en/blog/kubernetes-hierarchical-namespaces:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -521853,6 +541598,7 @@ https://www.redhat.com/en/blog/kubernetes-ingress-vs-openshift-route:
   last_checked: 1779130494.978957
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.978957+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -521887,6 +541633,7 @@ https://www.redhat.com/en/blog/kubernetes-is-removing-docker-support-kubernetes-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -521918,6 +541665,7 @@ https://www.redhat.com/en/blog/kubernetes-meets-event-driven-ansible:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -521949,6 +541697,7 @@ https://www.redhat.com/en/blog/kubernetes-pods-life:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -521982,6 +541731,7 @@ https://www.redhat.com/en/blog/kubespray-deploy-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -522013,6 +541763,7 @@ https://www.redhat.com/en/blog/lets-monitor-edge-computing-networks-rhel:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -522046,6 +541797,7 @@ https://www.redhat.com/en/blog/leveraging-the-crunchy-postgresql:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -522079,6 +541831,7 @@ https://www.redhat.com/en/blog/linux-commands-manage-groups:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -522112,6 +541865,7 @@ https://www.redhat.com/en/blog/linux-pid-namespaces:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -522144,6 +541898,7 @@ https://www.redhat.com/en/blog/linux-security-usability:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -522178,6 +541933,7 @@ https://www.redhat.com/en/blog/log4shell-practical-mitigations-and-impact-analys
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -522209,6 +541965,7 @@ https://www.redhat.com/en/blog/managed-kubernetes-architects:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -522241,6 +541998,7 @@ https://www.redhat.com/en/blog/meet-single-node-openshift-our-smallest-openshift
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -522273,6 +542031,7 @@ https://www.redhat.com/en/blog/metrics-driven-pod-constraints:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -522304,6 +542063,7 @@ https://www.redhat.com/en/blog/metro-area-openshift-stretch-cluster-how-to-survi
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -522340,6 +542100,7 @@ https://www.redhat.com/en/blog/migrating-your-applications-to-openshift-4:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -522372,6 +542133,7 @@ https://www.redhat.com/en/blog/modern-application-development-with-kong-konnect-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -522404,6 +542166,7 @@ https://www.redhat.com/en/blog/monitoring-apache-airflow-using-prometheus:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -522435,6 +542198,7 @@ https://www.redhat.com/en/blog/monitoring-infrastructure-openshift-4.x-using-zab
   last_checked: 1779130494.968478
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.968478+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -522468,6 +542232,7 @@ https://www.redhat.com/en/blog/monitoring-services-like-an-sre-in-openshift-serv
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -522500,6 +542265,7 @@ https://www.redhat.com/en/blog/monitoring-services-like-an-sre-in-openshift-serv
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -522534,6 +542300,7 @@ https://www.redhat.com/en/blog/mssql-linux-easy:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -522566,6 +542333,7 @@ https://www.redhat.com/en/blog/multi-cluster-kubernetes-architecture:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -522598,6 +542366,7 @@ https://www.redhat.com/en/blog/network-policies-controlling-cross-project-commun
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -522631,6 +542400,7 @@ https://www.redhat.com/en/blog/network-traffic-control-containers-red-hat-opensh
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -522660,6 +542430,7 @@ https://www.redhat.com/en/blog/new-kubernetes-operatorhub-red-hat-openshift-enab
   last_checked: 1779033640.205424
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:40.205424+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -522689,6 +542460,7 @@ https://www.redhat.com/en/blog/new-podman-secrets-command:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -522720,6 +542492,7 @@ https://www.redhat.com/en/blog/nmap-scripting-engine:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -522751,6 +542524,7 @@ https://www.redhat.com/en/blog/nmap-scripting-engine:
   last_checked: 1779130495.004744
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.004744+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -522783,6 +542557,7 @@ https://www.redhat.com/en/blog/one-line-linux-commands:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -522816,6 +542591,7 @@ https://www.redhat.com/en/blog/openshift-4-2-vsphere-install-quickstart:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -522848,6 +542624,7 @@ https://www.redhat.com/en/blog/openshift-4-2-vsphere-install-with-static-ips:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -522878,6 +542655,7 @@ https://www.redhat.com/en/blog/openshift-4-image-builds:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -522909,6 +542687,7 @@ https://www.redhat.com/en/blog/openshift-4-migration:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -522940,6 +542719,7 @@ https://www.redhat.com/en/blog/openshift-4.5-node-improvements:
   last_checked: 1779130495.019958
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.019958+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -522992,6 +542772,7 @@ https://www.redhat.com/en/blog/openshift-and-network-security-zones-coexistence-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -523023,6 +542804,7 @@ https://www.redhat.com/en/blog/openshift-architectures-for-the-edge-with-openshi
   last_checked: 1779130495.024958
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.024958+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -523055,6 +542837,7 @@ https://www.redhat.com/en/blog/openshift-authentication-integration-with-argocd:
   last_checked: 1781736114.076754
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:54.076754+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -523089,6 +542872,7 @@ https://www.redhat.com/en/blog/openshift-authentication-integration-with-argocd:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -523121,6 +542905,7 @@ https://www.redhat.com/en/blog/openshift-databases-and-you-when-to-put-container
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -523154,6 +542939,7 @@ https://www.redhat.com/en/blog/openshift-ecosystem-api-management-on-red-hat-ope
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -523184,6 +542970,7 @@ https://www.redhat.com/en/blog/openshift-end-to-end-cluster-customization:
   last_checked: 1779130494.980613
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.980613+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -523216,6 +543003,7 @@ https://www.redhat.com/en/blog/openshift-end-to-end-core-services:
   last_checked: 1779130494.998892
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.998892+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -523247,6 +543035,7 @@ https://www.redhat.com/en/blog/openshift-end-to-end-plan-and-deploy:
   last_checked: 1779130495.00774
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.007740+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -523279,6 +543068,7 @@ https://www.redhat.com/en/blog/openshift-on-arm-developer-preview-now-available-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -523312,6 +543102,7 @@ https://www.redhat.com/en/blog/openshift-on-arm-developer-preview-now-available-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -523345,6 +543136,7 @@ https://www.redhat.com/en/blog/openshift-pipelines-and-openshift-gitops-are-now-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -523376,6 +543168,7 @@ https://www.redhat.com/en/blog/openshift-pipelines-jenkins-blue-ocean:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -523408,6 +543201,7 @@ https://www.redhat.com/en/blog/openshift-sandboxed-containers-101:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -523440,6 +543234,7 @@ https://www.redhat.com/en/blog/openshift-sandboxed-containers-operator-from-zero
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -523471,6 +543266,7 @@ https://www.redhat.com/en/blog/openshift-topology-view-milestone-towards-better-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -523501,6 +543297,7 @@ https://www.redhat.com/en/blog/openshift-upi-using-static-ips:
   last_checked: 1779130494.950645
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.950645+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -523534,6 +543331,7 @@ https://www.redhat.com/en/blog/openshift-virtualization-on-amazon-web-services:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -523566,6 +543364,7 @@ https://www.redhat.com/en/blog/our-favorite-things-from-gitops-con-at-kubecon-eu
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -523600,6 +543399,7 @@ https://www.redhat.com/en/blog/packaging-applications-python:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -523632,6 +543432,7 @@ https://www.redhat.com/en/blog/performance-metrics-apm-spring-boot-microservices
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -523664,6 +543465,7 @@ https://www.redhat.com/en/blog/pid-namespace:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -523700,6 +543502,7 @@ https://www.redhat.com/en/blog/podman-auto-updates-rollbacks:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -523733,6 +543536,7 @@ https://www.redhat.com/en/blog/podman-clients-macos-windows:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -523766,6 +543570,7 @@ https://www.redhat.com/en/blog/podman-docker-compose:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -523798,6 +543603,7 @@ https://www.redhat.com/en/blog/podman-features-1:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -523830,6 +543636,7 @@ https://www.redhat.com/en/blog/podman-play-kube-updates:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -523862,6 +543669,7 @@ https://www.redhat.com/en/blog/privileged-flag-container-engines:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -523895,6 +543703,7 @@ https://www.redhat.com/en/blog/promoting-container-images-between-registries-wit
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -523927,6 +543736,7 @@ https://www.redhat.com/en/blog/providing-terraform-with-that-ansible-magic:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -523959,6 +543769,7 @@ https://www.redhat.com/en/blog/pull-push-provisioning-cicd:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -523990,6 +543801,7 @@ https://www.redhat.com/en/blog/python-venv-ansible:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -524022,6 +543834,7 @@ https://www.redhat.com/en/blog/quadlet-podman:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -524056,6 +543869,7 @@ https://www.redhat.com/en/blog/query-rpm-database-python:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -524089,6 +543903,7 @@ https://www.redhat.com/en/blog/recap-okd-4-testing-and-deployment-workshop-video
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -524121,6 +543936,7 @@ https://www.redhat.com/en/blog/recursive-vim-macros:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -524153,6 +543969,7 @@ https://www.redhat.com/en/blog/red-hat-automation-glossary:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -524185,6 +544002,7 @@ https://www.redhat.com/en/blog/red-hat-container-community-of-practice-operators
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -524219,6 +544037,7 @@ https://www.redhat.com/en/blog/red-hat-drives-future-java-cloud-native-container
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -524252,6 +544071,7 @@ https://www.redhat.com/en/blog/red-hat-introduces-open-source-project-quay-conta
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -524287,6 +544107,7 @@ https://www.redhat.com/en/blog/red-hat-openshift-4.7-is-now-available:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -524318,6 +544139,7 @@ https://www.redhat.com/en/blog/red-hat-openshift-4.8-is-now-generally-available:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -524349,6 +544171,7 @@ https://www.redhat.com/en/blog/red-hat-openshift-4.9-is-now-generally-available:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -524381,6 +544204,7 @@ https://www.redhat.com/en/blog/red-hat-openshift-certification-extends-support-k
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -524414,6 +544238,7 @@ https://www.redhat.com/en/blog/red-hat-openshift-dedicated-price-reduction:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -524446,6 +544271,7 @@ https://www.redhat.com/en/blog/red-hat-openshift-installation-process-experience
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -524478,6 +544304,7 @@ https://www.redhat.com/en/blog/red-hat-openshift-service-aws-hosted-control-plan
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -524510,6 +544337,7 @@ https://www.redhat.com/en/blog/red-hat-openshift-service-mesh-is-now-available-w
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -524543,6 +544371,7 @@ https://www.redhat.com/en/blog/redefining-possibilities-it-automation-across-you
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -524574,6 +544403,7 @@ https://www.redhat.com/en/blog/remote-debugging-java-applications-openshift:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -524606,6 +544436,7 @@ https://www.redhat.com/en/blog/renewed-thrill-ansible:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -524638,6 +544469,7 @@ https://www.redhat.com/en/blog/replace-docker-podman-mac-revisited:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -524664,13 +544496,14 @@ https://www.redhat.com/en/blog/replace-docker-podman-macos:
   resource_type: Article
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -524683,6 +544516,7 @@ https://www.redhat.com/en/blog/replace-docker-podman-macos:
   v2_locations:
   - container-managers.md
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/replace-docker-podman-mac-revisited
 https://www.redhat.com/en/blog/reverse-proxy-ansible:
   title: "redhat.com: How to use Ansible to configure a reverse proxy \U0001F31F"
   description: ''
@@ -524703,6 +544537,7 @@ https://www.redhat.com/en/blog/reverse-proxy-ansible:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -524732,6 +544567,7 @@ https://www.redhat.com/en/blog/rook-ceph-storage-operator-now-operatorhubio:
   last_checked: 1779032076.940276
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:36.940276+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -524759,6 +544595,7 @@ https://www.redhat.com/en/blog/rootless-podman-nfs:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -524792,6 +544629,7 @@ https://www.redhat.com/en/blog/sandboxed-containers-operator-from-zero-to-hero-t
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -524824,6 +544662,7 @@ https://www.redhat.com/en/blog/sandboxed-containers-operator-from-zero-to-hero-t
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -524855,6 +544694,7 @@ https://www.redhat.com/en/blog/scaling-java-containers:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -524887,6 +544727,7 @@ https://www.redhat.com/en/blog/schema-registry:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -524920,6 +544761,7 @@ https://www.redhat.com/en/blog/signing-and-verifying-container-images:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -524952,6 +544794,7 @@ https://www.redhat.com/en/blog/simple-canary-deployments-using-kubernetes-statef
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -524983,6 +544826,7 @@ https://www.redhat.com/en/blog/simplifying-database-cloud-service-access:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -525019,6 +544863,7 @@ https://www.redhat.com/en/blog/simplifying-openshift-case-information-gathering-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -525044,13 +544889,14 @@ https://www.redhat.com/en/blog/simplifying-openshift-case-information-gathering-
   resource_type: Article
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -525063,6 +544909,7 @@ https://www.redhat.com/en/blog/simplifying-openshift-case-information-gathering-
   v2_locations:
   - devsecops.md
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/simplifying-secrets-management-with-cyberark-and-red-hat-ansible-automation-platform
 https://www.redhat.com/en/blog/sizing-applications-in-kubernetes:
   title: 'openshift.com: Sizing Applications in Kubernetes'
   description: ''
@@ -525087,6 +544934,7 @@ https://www.redhat.com/en/blog/sizing-applications-in-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -525118,6 +544966,7 @@ https://www.redhat.com/en/blog/software-packages-ansible:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -525149,6 +544998,7 @@ https://www.redhat.com/en/blog/sso-integration-for-the-openshift-gitops-operator
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -525180,6 +545030,7 @@ https://www.redhat.com/en/blog/start-learning-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -525211,6 +545062,7 @@ https://www.redhat.com/en/blog/state-kubernetes-security:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -525243,6 +545095,7 @@ https://www.redhat.com/en/blog/state-of-openshift-container-storage-eran-tamir-a
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -525275,6 +545128,7 @@ https://www.redhat.com/en/blog/stateful-workloads-and-the-two-data-center-conund
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -525306,6 +545160,7 @@ https://www.redhat.com/en/blog/strategies-for-moving-.net-workloads-to-openshift
   last_checked: 1779130495.020681
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.020681+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -525339,6 +545194,7 @@ https://www.redhat.com/en/blog/sysadmin-essentials-networking-basics:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -525370,6 +545226,7 @@ https://www.redhat.com/en/blog/tackle-application-modernization:
   last_checked: 1779130495.023802
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.023802+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -525404,6 +545261,7 @@ https://www.redhat.com/en/blog/tcpdump-part-one:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -525438,6 +545296,7 @@ https://www.redhat.com/en/blog/tech-preview-get-visibility-into-your-openshift-c
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -525469,6 +545328,7 @@ https://www.redhat.com/en/blog/the-hidden-dangers-of-terminating-namespaces:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -525499,6 +545359,7 @@ https://www.redhat.com/en/blog/top-10-ansible-blogs-2022?sc_cid=7015Y000003t7aWQ
   last_checked: 1779130494.928867
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.928867+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -525529,6 +545390,7 @@ https://www.redhat.com/en/blog/top-10-most-used-open-practice-library-concepts:
   last_checked: 1779031927.937366
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:32:07.937366+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -525557,6 +545419,7 @@ https://www.redhat.com/en/blog/top-kubernetes-operators-advancing-across-the-ope
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -525588,6 +545451,7 @@ https://www.redhat.com/en/blog/top-open-source-kubernetes-security-tools-of-2021
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -525622,6 +545486,7 @@ https://www.redhat.com/en/blog/topology-aware-scheduling-in-kubernetes-part-1-th
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -525651,6 +545516,7 @@ https://www.redhat.com/en/blog/topology-awareness-in-kubernetes-part-2-dont-we-a
   last_checked: 1779130494.969296
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.969296+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -525679,6 +545545,7 @@ https://www.redhat.com/en/blog/troubleshoot-ansible-playbooks:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -525712,6 +545579,7 @@ https://www.redhat.com/en/blog/troubleshooting-openshift-network-performance-wit
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -525743,6 +545611,7 @@ https://www.redhat.com/en/blog/understanding-gitops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -525777,6 +545646,7 @@ https://www.redhat.com/en/blog/understanding-service-accounts-sccs:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -525810,6 +545680,7 @@ https://www.redhat.com/en/blog/understanding-yaml-ansible:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -525842,6 +545713,7 @@ https://www.redhat.com/en/blog/using-asciinema:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -525874,6 +545746,7 @@ https://www.redhat.com/en/blog/using-container-technology-make-trusted-pipeline:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -525905,6 +545778,7 @@ https://www.redhat.com/en/blog/using-openshift-3-on-your-local-environment:
   last_checked: 1779130495.015601
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.015601+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -525940,6 +545814,7 @@ https://www.redhat.com/en/blog/using-openshift-pipelines-to-automate-red-hat-adv
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -525973,6 +545848,7 @@ https://www.redhat.com/en/blog/using-openshift-pipelines-to-automate-red-hat-adv
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -526005,6 +545881,7 @@ https://www.redhat.com/en/blog/velero-backup-and-restore-of-an-application-using
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -526036,6 +545913,7 @@ https://www.redhat.com/en/blog/vim-commands:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -526069,6 +545947,7 @@ https://www.redhat.com/en/blog/virtual-machines-as-code-with-openshift-gitops-an
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -526101,6 +545980,7 @@ https://www.redhat.com/en/blog/visual-web-terminal-a-turbocharged-command-line-f
   last_checked: 1779130494.974129
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.974129+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -526132,6 +546012,7 @@ https://www.redhat.com/en/blog/whats-new-in-ansible-automation-platform-2-automa
   last_checked: 1779130494.935518
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.935518+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -526164,6 +546045,7 @@ https://www.redhat.com/en/blog/why-and-when-you-need-to-consider-openshift-serve
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -526196,6 +546078,7 @@ https://www.redhat.com/en/blog/why-red-hat-investing-cri-o-and-podman:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -526228,6 +546111,7 @@ https://www.redhat.com/en/blog/why-you-should-be-using-multi-category-security-y
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -526261,6 +546145,7 @@ https://www.redhat.com/en/blog/world-domination-cgroups-part-8-down-and-dirty-cg
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -526292,6 +546177,7 @@ https://www.redhat.com/en/blog/writing-customized-reports-using-metering-operato
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -526324,6 +546210,7 @@ https://www.redhat.com/en/blog/yaml-beginners:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -526356,6 +546243,7 @@ https://www.redhat.com/en/blog?f[0]=taxonomy_blog_post_category_tid:107161&f[1]=
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -526387,6 +546275,7 @@ https://www.redhat.com/en/engage/ansible-automation-platform-beginners-guide-ebo
   last_checked: 1779130494.945175
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.945175+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -526418,6 +546307,7 @@ https://www.redhat.com/en/engage/ansible-automation-platform-beginners-guide-ebo
   last_checked: 1779130495.022904
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.022904+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -526448,6 +546338,7 @@ https://www.redhat.com/en/engage/automated-enterprise-ebook-20171107:
   last_checked: 1779033715.733218
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:55.733218+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -526473,6 +546364,7 @@ https://www.redhat.com/en/engage/kubernetes-containers-architecture-s-2019102409
   last_checked: 1779030986.814474
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:26.814474+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -526501,6 +546393,7 @@ https://www.redhat.com/en/engage/open-practice-library-ebook:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -526533,6 +546426,7 @@ https://www.redhat.com/en/livestreaming:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -526566,6 +546460,7 @@ https://www.redhat.com/en/products/application-foundations:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -526597,6 +546492,7 @@ https://www.redhat.com/en/products/trials?products=hybrid-cloud:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -526629,6 +546525,7 @@ https://www.redhat.com/en/resources:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2017-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -526652,13 +546549,14 @@ https://www.redhat.com/en/resources/openshift-subscription-sizing-guide-detail:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 9700a8a5aa1e5d21bda06ceadd0a1cae119e64713e25dff4fdab86ae0bc7565b
   health_score: 100.0
   last_checked: 1779031186.051622
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:46.051622+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -526667,6 +546565,7 @@ https://www.redhat.com/en/resources/openshift-subscription-sizing-guide-detail:
   - docs/ocp4.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/resources/self-managed-openshift-subscription-guide
 https://www.redhat.com/en/resources/oreilly-kubernetes-operators-automation-ebook:
   title: 'O’Reilly: Free ebook: **Kubernetes Operators: Automating the Container Orchestration
     Platform**'
@@ -526688,6 +546587,7 @@ https://www.redhat.com/en/resources/oreilly-kubernetes-operators-automation-eboo
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -526720,6 +546620,7 @@ https://www.redhat.com/en/resources/self-managed-openshift-subscription-guide:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -526753,6 +546654,7 @@ https://www.redhat.com/en/services/training/au094-ansible-essentials-simplicity-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -526777,13 +546679,14 @@ https://www.redhat.com/en/services/training/do007-ansible-essentials-simplicity-
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 82e3d22fc63363816d3f5b0f7771daa47969e48d99ea7a76434e3600467efefb
   health_score: 100.0
   last_checked: 1779033640.119289
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:40.119289+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -526792,6 +546695,7 @@ https://www.redhat.com/en/services/training/do007-ansible-essentials-simplicity-
   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/services/training/au094-ansible-essentials-simplicity-automation-technical-overview
 https://www.redhat.com/en/solutions/devsecops-approach:
   title: 'redhat.com: Red Hat''s approach to DevSecOps'
   description: ''
@@ -526811,6 +546715,7 @@ https://www.redhat.com/en/solutions/devsecops-approach:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -526841,6 +546746,7 @@ https://www.redhat.com/en/solutions/edge-computing-approach?sc_cid=7013a000002w1
   last_checked: 1779130494.972398
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.972398+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -526874,6 +546780,7 @@ https://www.redhat.com/en/solutions/kubernetes-approach:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -526908,6 +546815,7 @@ https://www.redhat.com/en/success-stories/the-volkswagen-group:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -526941,6 +546849,7 @@ https://www.redhat.com/en/technologies/cloud-computing/openshift:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -526975,6 +546884,7 @@ https://www.redhat.com/en/technologies/cloud-computing/openshift-data-foundation
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -527007,6 +546917,7 @@ https://www.redhat.com/en/technologies/cloud-computing/openshift/advanced-cluste
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -527039,6 +546950,7 @@ https://www.redhat.com/en/technologies/cloud-computing/openshift/aws:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -527071,6 +546983,7 @@ https://www.redhat.com/en/technologies/cloud-computing/openshift/azure:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -527100,6 +547013,7 @@ https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/8-answers-
   last_checked: 1779130494.974677
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.974677+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -527131,6 +547045,7 @@ https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/8-answers-
   last_checked: 1779130495.029638
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.029638+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -527161,6 +547076,7 @@ https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/8-answers-
   last_checked: 1779130494.94234
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.942340+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -527187,6 +547103,7 @@ https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/8-answers-
   last_checked: 1779130494.979034
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.979034+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -527217,6 +547134,7 @@ https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/8-answers-
   last_checked: 1779130494.954427
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.954427+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -527242,6 +547160,7 @@ https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/fully-auto
   last_checked: 1779130494.974553
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.974553+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -527268,6 +547187,7 @@ https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/how-to-con
   last_checked: 1779130494.945914
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.945914+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -527303,6 +547223,7 @@ https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/introducin
   last_checked: 1779130494.94307
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.943070+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -527334,6 +547255,7 @@ https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/nested-ope
   last_checked: 1779130494.930289
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.930289+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -527364,6 +547286,7 @@ https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/nested-ope
   last_checked: 1779130495.02894
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.028940+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -527395,6 +547318,7 @@ https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/nested-ope
   last_checked: 1779130494.96192
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.961920+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -527431,6 +547355,7 @@ https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/nested-ope
   last_checked: 1779130495.019251
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.019251+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -527462,6 +547387,7 @@ https://www.redhat.com/en/technologies/cloud-computing/openshift/dedicated:
   last_checked: 1779130494.936551
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.936551+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -527493,6 +547419,7 @@ https://www.redhat.com/en/technologies/cloud-computing/openshift/for-developers:
   last_checked: 1779130495.0134
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.013400+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -527523,6 +547450,7 @@ https://www.redhat.com/en/technologies/cloud-computing/openshift/learn/topics/se
   last_checked: 1779130495.028608
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.028608+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -527550,6 +547478,7 @@ https://www.redhat.com/en/technologies/cloud-computing/openshift/platform-plus:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -527582,6 +547511,7 @@ https://www.redhat.com/en/technologies/cloud-computing/openshift/pricing:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -527611,6 +547541,7 @@ https://www.redhat.com/en/technologies/cloud-computing/openshift/products/online
   last_checked: 1779130494.950875
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.950875+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -527638,6 +547569,7 @@ https://www.redhat.com/en/technologies/cloud-computing/openshift/serverless:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -527671,6 +547603,7 @@ https://www.redhat.com/en/technologies/cloud-computing/openshift/try-it:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -527682,6 +547615,7 @@ https://www.redhat.com/en/technologies/cloud-computing/openshift/try-it:
   v1_locations: []
   v2_locations:
   - ocp4.md
+  - openshift.md
   youtube_mosaic: {}
 https://www.redhat.com/en/technologies/cloud-computing/openshift/what-are-openshift-operators:
   title: null
@@ -527701,6 +547635,7 @@ https://www.redhat.com/en/technologies/cloud-computing/openshift/what-are-opensh
   last_checked: 1779130494.935136
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.935136+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -527736,6 +547671,7 @@ https://www.redhat.com/en/technologies/cloud-computing/quay:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -527768,6 +547704,7 @@ https://www.redhat.com/en/technologies/jboss-middleware/3scale:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -527800,6 +547737,7 @@ https://www.redhat.com/en/technologies/jboss-middleware/amq:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -527833,6 +547771,7 @@ https://www.redhat.com/en/technologies/jboss-middleware/data-grid:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -527855,13 +547794,14 @@ https://www.redhat.com/en/technologies/jboss-middleware/fuse:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: ae380e55f8994c9e534090354164b8cccc04bc6e4129c3497ccf5c1825534e36
   health_score: 100.0
   last_checked: 1779031181.395429
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:41.395429+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -527870,6 +547810,7 @@ https://www.redhat.com/en/technologies/jboss-middleware/fuse:
   - docs/message-queue.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/products/application-foundations
 https://www.redhat.com/en/technologies/linux-platforms/enterprise-linux:
   title: null
   description: null
@@ -527887,6 +547828,7 @@ https://www.redhat.com/en/technologies/linux-platforms/enterprise-linux:
   last_checked: 1779029704.374106
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:55:04.374106+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -527917,6 +547859,7 @@ https://www.redhat.com/en/technologies/management/advanced-cluster-management:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -527948,6 +547891,7 @@ https://www.redhat.com/en/technologies/management/ansible/ai-automation:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -527970,13 +547914,14 @@ https://www.redhat.com/en/technologies/management/ansible/ansible-lightspeed:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 979112cf75f6f8b668cbe7b737b69b7f2aab48d3bd47931c682fab0614029591
   health_score: 100.0
   last_checked: 1779030574.341616
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:34.341616+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -527985,6 +547930,7 @@ https://www.redhat.com/en/technologies/management/ansible/ansible-lightspeed:
   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/technologies/management/ansible/automation-coding-assistant
 https://www.redhat.com/en/technologies/management/ansible/application-delivery?sc_cid=7015Y000003t7aWQAQ:
   title: null
   description: null
@@ -528003,6 +547949,7 @@ https://www.redhat.com/en/technologies/management/ansible/application-delivery?s
   last_checked: 1779130494.96585
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.965850+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -528035,6 +547982,7 @@ https://www.redhat.com/en/technologies/management/ansible/automation-coding-assi
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -528065,6 +548013,7 @@ https://www.redhat.com/en/technologies/management/ansible/automation-controller?
   last_checked: 1779130494.942503
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.942503+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -528096,6 +548045,7 @@ https://www.redhat.com/en/technologies/management/ansible?sc_cid=7015Y000003t7aW
   last_checked: 1779130494.946254
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.946254+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -528128,6 +548078,7 @@ https://www.redhat.com/en/topics/cloud-native-apps/what-is-faas:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -528150,13 +548101,14 @@ https://www.redhat.com/en/topics/containers/kubernetes-approach:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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@@ -528165,6 +548117,7 @@ https://www.redhat.com/en/topics/containers/kubernetes-approach:
   - docs/openshift.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/solutions/kubernetes-approach
 https://www.redhat.com/en/topics/containers/kubernetes-security:
   title: "Kubernetes Security 101: Risks and 29 Best Practices \U0001F31F"
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@@ -528184,6 +548137,7 @@ https://www.redhat.com/en/topics/containers/kubernetes-security:
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   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
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@@ -528249,6 +548204,7 @@ https://www.redhat.com/en/topics/devops/what-cicd-pipeline:
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   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
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   hierarchy:
@@ -528273,13 +548229,14 @@ https://www.redhat.com/en/topics/devops/what-is-gitops:
   resource_type: Topic Page
   complexity: Beginner
   is_microservice: false
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@@ -528292,6 +548249,7 @@ https://www.redhat.com/en/topics/devops/what-is-gitops:
   v2_locations:
   - gitops.md
   youtube_mosaic: {}
+  duplicate_of: https://devopslearners.com/what-is-gitops-168aac9a2ee
 https://www.redhat.com/en/topics/edge-computing/approach:
   title: "Red Hat's approach to Edge Computing \U0001F31F"
   description: ''
@@ -528302,13 +548260,14 @@ https://www.redhat.com/en/topics/edge-computing/approach:
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@@ -528317,6 +548276,7 @@ https://www.redhat.com/en/topics/edge-computing/approach:
   - docs/edge-computing.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/solutions/edge-computing-approach
 https://www.redhat.com/en/topics/microservices/what-is-knative:
   title: 'redhat.com: What is knative?'
   description: ''
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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@@ -528367,6 +548328,7 @@ https://www.redhat.com/en/topics/microservices/why-choose-red-hat-microservices:
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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   hierarchy:
@@ -528396,6 +548358,7 @@ https://www.redhat.com/en/topics/security/devsecops/approach:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:49.742469+02:00'
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@@ -528426,6 +548389,7 @@ https://www.redhat.com/en/topics/security/devsecops/approach:
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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@@ -528456,6 +548420,7 @@ https://www.redhat.com/es/about/videos/ansible-automate-microsoft-azure:
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   discovered_at: '2026-05-17T17:23:42.512541+02:00'
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@@ -528499,6 +548465,7 @@ https://www.redhat.com/es/about/videos/openshift-backup-and-cluster-failover-tri
     proposed_url: NONE
     reason: 'High-Value Protection: generic_redirect_loss'
     timestamp: '2026-05-18T18:54:55.004095'
+  duplicate_of: https://www.redhat.com/es/about/videos/ansible-automate-microsoft-azure
 https://www.redhat.com/es/about/videos/openshift-backup-and-recovery-kasten-k10:
   title: 'redhat.com: OpenShift Backup and Recovery with Kasten K10'
   description: ''
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@@ -528524,6 +548492,7 @@ https://www.redhat.com/es/about/videos/openshift-backup-and-recovery-kasten-k10:
   - docs/kubernetes-backup-migrations.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/es/about/videos/ansible-automate-microsoft-azure
 https://www.redhat.com/es/topics/devops:
   title: 'redhat.com: El concepto de DevOps'
   description: ''
@@ -528544,6 +548513,7 @@ https://www.redhat.com/es/topics/devops:
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   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
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@@ -528575,6 +548545,7 @@ https://www.redhat.com/rhdc/managed-files/cl-state-kubernetes-security-report-eb
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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@@ -528598,13 +548569,14 @@ https://www.redhat.com/sysadmin/11-manager-considerations:
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   is_microservice: false
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   discovered_at: '2026-05-17T17:37:37.240135+02:00'
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@@ -528613,6 +548585,7 @@ https://www.redhat.com/sysadmin/11-manager-considerations:
   - docs/project-management-methodology.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/11-manager-considerations
 https://www.redhat.com/sysadmin/5-linux-commands:
   title: 'redhat.com: 5 Linux commands I''m going to start using'
   description: ''
@@ -528623,13 +548596,14 @@ https://www.redhat.com/sysadmin/5-linux-commands:
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   discovered_at: '2026-05-17T17:17:17.431458+02:00'
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@@ -528638,6 +548612,7 @@ https://www.redhat.com/sysadmin/5-linux-commands:
   - docs/linux.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/5-linux-commands
 https://www.redhat.com/sysadmin/5-questions-interview:
   title: 'redhat.com: 5 questions to ask during your next sysadmin interview'
   description: ''
@@ -528648,13 +548623,14 @@ https://www.redhat.com/sysadmin/5-questions-interview:
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   discovered_at: '2026-05-17T17:33:07.830051+02:00'
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@@ -528663,6 +548639,7 @@ https://www.redhat.com/sysadmin/5-questions-interview:
   - docs/linux.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/5-questions-interview
 https://www.redhat.com/sysadmin/5-rsync-tips:
   title: 'redhat.com: 5 advanced rsync tips for Linux sysadmins'
   description: ''
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@@ -528688,6 +548666,7 @@ https://www.redhat.com/sysadmin/5-rsync-tips:
   - docs/linux.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/5-rsync-tips
 https://www.redhat.com/sysadmin/6-code-pushes-aap:
   title: "redhat.com: 6 steps to automating code pushes with Ansible Automation Platform'
     \U0001F31F"
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:07:42.136175+02:00'
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@@ -528714,6 +548694,7 @@ https://www.redhat.com/sysadmin/6-code-pushes-aap:
   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/6-code-pushes-aap
 https://www.redhat.com/sysadmin/6-openssl-commands:
   title: 'redhat.com: 6 OpenSSL command options that every sysadmin should know'
   description: ''
@@ -528724,13 +548705,14 @@ https://www.redhat.com/sysadmin/6-openssl-commands:
   resource_type: null
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   discovered_at: '2026-05-17T17:16:31.152277+02:00'
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@@ -528739,6 +548721,7 @@ https://www.redhat.com/sysadmin/6-openssl-commands:
   - docs/linux.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/6-openssl-commands
 https://www.redhat.com/sysadmin/DNS-name-resolution-troubleshooting-tools:
   title: 'redhat.com: Linux troubleshooting commands: 4 tools for DNS name resolution''
     problems'
@@ -528750,13 +548733,14 @@ https://www.redhat.com/sysadmin/DNS-name-resolution-troubleshooting-tools:
   resource_type: null
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   discovered_at: '2026-05-17T17:50:50.797783+02:00'
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@@ -528765,6 +548749,7 @@ https://www.redhat.com/sysadmin/DNS-name-resolution-troubleshooting-tools:
   - docs/linux.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/DNS-name-resolution-troubleshooting-tools
 https://www.redhat.com/sysadmin/ansible-ad-hoc-commands:
   title: 'redhat.com: Deep dive into Ansible ad hoc commands'
   description: ''
@@ -528775,13 +548760,14 @@ https://www.redhat.com/sysadmin/ansible-ad-hoc-commands:
   resource_type: null
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   is_microservice: false
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   discovered_at: '2026-05-17T18:11:49.125874+02:00'
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@@ -528790,6 +548776,7 @@ https://www.redhat.com/sysadmin/ansible-ad-hoc-commands:
   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/ansible-ad-hoc-commands
 https://www.redhat.com/sysadmin/ansible-create-users-csv:
   title: 'redhat.com: 4 steps to create Linux users from a csv file with Ansible'
   description: ''
@@ -528800,13 +548787,14 @@ https://www.redhat.com/sysadmin/ansible-create-users-csv:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:41.590298+02:00'
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@@ -528815,6 +548803,7 @@ https://www.redhat.com/sysadmin/ansible-create-users-csv:
   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/ansible-create-users-csv
 https://www.redhat.com/sysadmin/ansible-dynamic-inventories:
   title: '==redhat.com: How to create dynamic inventory files in Ansible=='
   description: ''
@@ -528832,6 +548821,7 @@ https://www.redhat.com/sysadmin/ansible-dynamic-inventories:
   last_checked: 1779030971.189054
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:11.189054+02:00'
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@@ -528857,6 +548847,7 @@ https://www.redhat.com/sysadmin/ansible-dynamic-inventory-python:
   last_checked: 1779033773.033476
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:53.033476+02:00'
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@@ -528876,13 +548867,14 @@ https://www.redhat.com/sysadmin/ansible-lists-dictionaries-yaml:
   resource_type: null
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   is_microservice: false
-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T17:56:37.890939+02:00'
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@@ -528891,6 +548883,7 @@ https://www.redhat.com/sysadmin/ansible-lists-dictionaries-yaml:
   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/ansible-lists-dictionaries-yaml
 https://www.redhat.com/sysadmin/ansible-plugin-inventory-files:
   title: '==redhat.com: How to write an Ansible plugin to create inventory files=='
   description: ''
@@ -528908,6 +548901,7 @@ https://www.redhat.com/sysadmin/ansible-plugin-inventory-files:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:34.718422+02:00'
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@@ -528926,13 +548920,14 @@ https://www.redhat.com/sysadmin/ansible-quick-start:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:26:04.417480+02:00'
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@@ -528941,6 +548936,7 @@ https://www.redhat.com/sysadmin/ansible-quick-start:
   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/ansible-quick-start
 https://www.redhat.com/sysadmin/ansible-system-role:
   title: "redhat.com: A brief introduction to Ansible roles for Linux system administration'
     \U0001F31F"
@@ -528952,13 +548948,14 @@ https://www.redhat.com/sysadmin/ansible-system-role:
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   discovered_at: '2026-05-17T17:07:23.342716+02:00'
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@@ -528967,6 +548964,7 @@ https://www.redhat.com/sysadmin/ansible-system-role:
   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/ansible-system-role
 https://www.redhat.com/sysadmin/ansible-templates-configuration:
   title: 'redhat.com: How to create dynamic configuration files using Ansible templates'
   description: ''
@@ -528977,13 +548975,14 @@ https://www.redhat.com/sysadmin/ansible-templates-configuration:
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   discovered_at: '2026-05-17T17:54:56.028839+02:00'
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@@ -528992,6 +548991,7 @@ https://www.redhat.com/sysadmin/ansible-templates-configuration:
   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/ansible-templates-configuration
 https://www.redhat.com/sysadmin/ansible-web-endpoints:
   title: 'redhat.com: Using Ansible to interact with web endpoints'
   description: ''
@@ -529002,13 +549002,14 @@ https://www.redhat.com/sysadmin/ansible-web-endpoints:
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 https://www.redhat.com/sysadmin/ansiblefest-sysadmins:
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 https://www.redhat.com/sysadmin/automate-podman-ansible:
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 https://www.redhat.com/sysadmin/automate-reboot-ansible:
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 https://www.redhat.com/sysadmin/automation-architects:
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 https://www.redhat.com/sysadmin/automation-first-mentality:
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 https://www.redhat.com/sysadmin/build-VM-fast-ansible:
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 https://www.redhat.com/sysadmin/compose-kubernetes-podman:
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   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/compose-kubernetes-podman
 https://www.redhat.com/sysadmin/configure-gmail-using-ansible:
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 https://www.redhat.com/sysadmin/configure-ssh-keygen:
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   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/configure-ssh-keygen
 https://www.redhat.com/sysadmin/container-information-podman:
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   - docs/container-managers.md
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   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/container-information-podman
 https://www.redhat.com/sysadmin/container-security-seccomp:
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   - docs/devsecops.md
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   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/container-security-seccomp
 https://www.redhat.com/sysadmin/containerizing-applications:
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   - docs/introduction.md
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   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/containerizing-applications
 https://www.redhat.com/sysadmin/create-containers-podman-quickly:
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   - docs/container-managers.md
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   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/create-containers-podman-quickly
 https://www.redhat.com/sysadmin/curl-hack-httpie:
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   - docs/linux.md
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   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/curl-hack-httpie
 https://www.redhat.com/sysadmin/customize-vm-cloud-images-guestfish:
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   - docs/linux.md
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   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/customize-vm-cloud-images-guestfish
 https://www.redhat.com/sysadmin/data-text-files:
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   - docs/linux.md
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   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/data-text-files
 https://www.redhat.com/sysadmin/demystifying-ansible-sysadmins:
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   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/demystifying-ansible-sysadmins
 https://www.redhat.com/sysadmin/developing-ansible-role:
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   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/developing-ansible-role
 https://www.redhat.com/sysadmin/edit-text-bash-command:
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+  duplicate_of: https://www.redhat.com/en/blog/edit-text-bash-command
 https://www.redhat.com/sysadmin/extra-variables-ansible-playbook:
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   - docs/ansible.md
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+  duplicate_of: https://www.redhat.com/en/blog/extra-variables-ansible-playbook
 https://www.redhat.com/sysadmin/faster-ansible-playbook-execution:
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   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/faster-ansible-playbook-execution
 https://www.redhat.com/sysadmin/find-non-expiring-passwords:
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+  duplicate_of: https://www.redhat.com/en/blog/find-non-expiring-passwords
 https://www.redhat.com/sysadmin/five-network-commands:
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   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/five-network-commands
 https://www.redhat.com/sysadmin/getting-started-jboss:
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 https://www.redhat.com/sysadmin/how-start-ansible:
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+  duplicate_of: https://www.redhat.com/en/blog/how-start-ansible
 https://www.redhat.com/sysadmin/install-ansible-way:
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   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/install-ansible-way
 https://www.redhat.com/sysadmin/it-automation-book:
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   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/it-automation-book
 https://www.redhat.com/sysadmin/it-automation-training:
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   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/it-automation-training
 https://www.redhat.com/sysadmin/kubernetes-basics-sysadmins:
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   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/kubernetes-basics-sysadmins
 https://www.redhat.com/sysadmin/kubernetes-cluster-laptop:
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   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/kubernetes-cluster-laptop
 https://www.redhat.com/sysadmin/kubernetes-components:
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   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/kubernetes-components
 https://www.redhat.com/sysadmin/kubespray-deploy-kubernetes:
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   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/kubespray-deploy-kubernetes
 https://www.redhat.com/sysadmin/linux-commands-manage-groups:
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   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/linux-commands-manage-groups
 https://www.redhat.com/sysadmin/linux-pid-namespaces:
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   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/linux-pid-namespaces
 https://www.redhat.com/sysadmin/linux-security-usability:
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   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/linux-security-usability
 https://www.redhat.com/sysadmin/mssql-linux-easy:
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/mssql-linux-easy
 https://www.redhat.com/sysadmin/new-podman-secrets-command:
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/new-podman-secrets-command
 https://www.redhat.com/sysadmin/nmap-scripting-engine:
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/nmap-scripting-engine
 https://www.redhat.com/sysadmin/one-line-linux-commands:
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   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/packaging-applications-python
 https://www.redhat.com/sysadmin/pid-namespace:
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/pid-namespace
 https://www.redhat.com/sysadmin/podman-auto-updates-rollbacks:
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   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/podman-auto-updates-rollbacks
 https://www.redhat.com/sysadmin/podman-clients-macos-windows:
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/blog/podman-clients-macos-windows
 https://www.redhat.com/sysadmin/podman-docker-compose:
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 https://www.redhat.com/sysadmin/podman-features-1:
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 https://www.redhat.com/sysadmin/podman-play-kube-updates:
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 https://www.redhat.com/sysadmin/privileged-flag-container-engines:
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 https://www.redhat.com/sysadmin/python-venv-ansible:
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 https://www.redhat.com/sysadmin/quadlet-podman:
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 https://www.redhat.com/sysadmin/query-rpm-database-python:
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 https://www.redhat.com/sysadmin/recursive-vim-macros:
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 https://www.redhat.com/sysadmin/renewed-thrill-ansible:
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 https://www.redhat.com/sysadmin/replace-docker-podman-mac-revisited:
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 https://www.redhat.com/sysadmin/replace-docker-podman-macos:
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 https://www.redhat.com/sysadmin/reverse-proxy-ansible:
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 https://www.redhat.com/sysadmin/rootless-podman-nfs:
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 https://www.redhat.com/sysadmin/software-packages-ansible:
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 https://www.redhat.com/sysadmin/start-learning-kubernetes:
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 https://www.redhat.com/sysadmin/sysadmin-essentials-networking-basics:
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 https://www.redhat.com/sysadmin/tcpdump-part-one:
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 https://www.redhat.com/sysadmin/troubleshoot-ansible-playbooks:
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 https://www.redhat.com/sysadmin/understanding-yaml-ansible:
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 https://www.redhat.com/sysadmin/using-asciinema:
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 https://www.redhat.com/sysadmin/vim-commands:
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 https://www.redhat.com/sysadmin/yaml-beginners:
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 https://www.redpanda.com:
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-  status: online
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   last_checked: 1779032884.882318
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+  last_ai_eval: null
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@@ -530832,6 +550969,7 @@ https://www.rejupillai.com/index.php/2021/03/06/configure-tls-on-gke-ingress-for
   - docs/kubernetes-security.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://rejupillai.com/index.php/2021/03/06/configure-tls-on-gke-ingress-for-free-with-lets-encrypt
 https://www.replex.io:
   title: replex.io
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@@ -530842,13 +550980,14 @@ https://www.replex.io:
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   is_microservice: false
-  status: online
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   discovered_at: '2026-05-17T17:59:27.030770+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -530857,6 +550996,7 @@ https://www.replex.io:
   - docs/finops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.appdynamics.com
 https://www.replex.io/blog/an-introduction-to-kubernetes-finops:
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@@ -530867,13 +551007,14 @@ https://www.replex.io/blog/an-introduction-to-kubernetes-finops:
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   is_microservice: false
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   discovered_at: '2026-05-17T17:55:09.623031+02:00'
+  last_ai_eval: null
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@@ -530882,6 +551023,7 @@ https://www.replex.io/blog/an-introduction-to-kubernetes-finops:
   - docs/finops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.appdynamics.com
 https://www.replex.io/blog/kubernetes-in-production-best-practices-for-cluster-autoscaler-hpa-and-vpa:
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   is_microservice: false
-  status: online
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   health_score: 100.0
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   discovered_at: '2026-05-17T16:49:29.643016+02:00'
+  last_ai_eval: null
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@@ -530908,6 +551051,7 @@ https://www.replex.io/blog/kubernetes-in-production-best-practices-for-cluster-a
   - docs/kubernetes-autoscaling.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.appdynamics.com
 https://www.reply.com/solidsoft-reply/en/content/webservices-soap-and-rest-a-simple-introduction:
   title: 'reply.com: Web Services: SOAP and REST - A Simple Introduction'
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@@ -530919,13 +551063,14 @@ https://www.reply.com/solidsoft-reply/en/content/webservices-soap-and-rest-a-sim
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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+  last_ai_eval: null
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@@ -530939,6 +551084,7 @@ https://www.reply.com/solidsoft-reply/en/content/webservices-soap-and-rest-a-sim
   v2_locations:
   - api.md
   youtube_mosaic: {}
+  duplicate_of: https://www.reply.com/solidsoft-reply/en
 https://www.rethinkagile.org/post/5-reasons-why-agile-is-better-than-waterfall:
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   last_checked: 1779034431.593059
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:51.593059+02:00'
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@@ -530989,6 +551136,7 @@ https://www.returngis.net:
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   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -531054,6 +551203,7 @@ https://www.returngis.net/2020/06/organizar-los-pods-en-kubernetes-usando-taints
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -531348,6 +551506,7 @@ https://www.returngis.net/2021/11/azure-application-gateway-con-waf-y-wildcard-n
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   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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+  last_ai_eval: null
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+  last_ai_eval: null
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+  last_ai_eval: null
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   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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+  last_ai_eval: null
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   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -531644,6 +551811,7 @@ https://www.returngis.net/2025/02/dependabot-updates-en-azure-devops:
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   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   last_checked: 1779032734.148052
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   discovered_at: '2026-05-17T17:45:34.148052+02:00'
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -531733,13 +551903,14 @@ https://www.revenuecat.com/blog/replicating-a-postgresql-cluster-to-redshift:
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   discovered_at: '2026-05-17T17:11:59.165400+02:00'
+  last_ai_eval: null
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@@ -531748,6 +551919,7 @@ https://www.revenuecat.com/blog/replicating-a-postgresql-cluster-to-redshift:
   - docs/aws-databases.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.revenuecat.com/blog/engineering/replicating-a-postgresql-cluster-to-redshift
 https://www.revistacloudcomputing.com/2020/09/los-mejores-proveedores-de-kubernetes:
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -531799,6 +551972,7 @@ https://www.rexegg.com/regex-tricks.php:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -531829,6 +552003,7 @@ https://www.ringcentral.co.uk/gb/en/blog/definitions/cloud-management:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:11.055078+02:00'
+  last_ai_eval: null
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@@ -531854,6 +552029,7 @@ https://www.ringcentral.co.uk/gb/en/blog/definitions/software-as-a-service-saas:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:17.650357+02:00'
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@@ -531880,6 +552056,7 @@ https://www.ringcentral.com/gb/en/blog/definitions/cloud-management:
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   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.019052+02:00'
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@@ -531911,6 +552088,7 @@ https://www.ringcentral.com/gb/en/blog/definitions/software-as-a-service-saas:
   last_checked: 1779130494.930987
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.930987+02:00'
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@@ -531944,6 +552122,7 @@ https://www.rocket.chat:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -531977,6 +552156,7 @@ https://www.rogerperkin.co.uk/network-automation/pyats/pyats-genie-tutorial:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -532001,13 +552181,14 @@ https://www.rookout.com/blog/developer-tooling-for-kubernetes-in-2021:
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   complexity: null
   is_microservice: false
-  status: online
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   health_score: 100.0
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   discovered_at: '2026-05-17T16:51:22.690858+02:00'
+  last_ai_eval: null
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@@ -532016,6 +552197,7 @@ https://www.rookout.com/blog/developer-tooling-for-kubernetes-in-2021:
   - docs/kubernetes-based-devel.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.dynatrace.com/solutions/observability-for-developers
 https://www.rookout.com/blog/developer-tooling-for-kubernetes-in-2021-development-machines-part-5:
   title: 'rookout.com: Developer Tools for Kubernetes in 2021: Development Machines''
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@@ -532027,13 +552209,14 @@ https://www.rookout.com/blog/developer-tooling-for-kubernetes-in-2021-developmen
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   complexity: null
   is_microservice: false
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   health_score: 100.0
   last_checked: 1779029225.864696
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   discovered_at: '2026-05-17T16:47:05.864696+02:00'
+  last_ai_eval: null
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@@ -532042,6 +552225,7 @@ https://www.rookout.com/blog/developer-tooling-for-kubernetes-in-2021-developmen
   - docs/kubernetes-based-devel.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.rookout.com/blog/developer-tooling-for-kubernetes-in-2021
 https://www.rookout.com/blog/developer-tooling-for-kubernetes-in-2021-part-2:
   title: 'rookout.com: Developer Tools for Kubernetes in 2021 – Skaffold, Tilt, and''
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@@ -532053,13 +552237,14 @@ https://www.rookout.com/blog/developer-tooling-for-kubernetes-in-2021-part-2:
   resource_type: null
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   is_microservice: false
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   health_score: 100.0
   last_checked: 1779032152.78421
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   discovered_at: '2026-05-17T17:35:52.784210+02:00'
+  last_ai_eval: null
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@@ -532068,6 +552253,7 @@ https://www.rookout.com/blog/developer-tooling-for-kubernetes-in-2021-part-2:
   - docs/kubernetes-based-devel.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.rookout.com/blog/developer-tooling-for-kubernetes-in-2021
 https://www.rookout.com/blog/developer-tooling-for-kubernetes-in-2021-part-3:
   title: 'rookout.com: Developer Tools for Kubernetes in 2021: Lens, VSCode, IntelliJ,''
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@@ -532079,13 +552265,14 @@ https://www.rookout.com/blog/developer-tooling-for-kubernetes-in-2021-part-3:
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@@ -532094,6 +552281,7 @@ https://www.rookout.com/blog/developer-tooling-for-kubernetes-in-2021-part-3:
   - docs/kubernetes-based-devel.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.rookout.com/blog/developer-tooling-for-kubernetes-in-2021
 https://www.rookout.com/blog/developer-tooling-for-kubernetes-in-2021-part-4:
   title: 'rookout.com: Developer Tools for Kubernetes in 2021: Docker, Kaniko, Buildpack''
     & Jib (Part 4)'
@@ -532105,13 +552293,14 @@ https://www.rookout.com/blog/developer-tooling-for-kubernetes-in-2021-part-4:
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   complexity: null
   is_microservice: false
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:05:50.168754+02:00'
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@@ -532120,6 +552309,7 @@ https://www.rookout.com/blog/developer-tooling-for-kubernetes-in-2021-part-4:
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   youtube_mosaic: {}
+  duplicate_of: https://www.rookout.com/blog/developer-tooling-for-kubernetes-in-2021
 https://www.rookout.com/blog/how-real-time-debugging-improves-reliability:
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   youtube_mosaic: {}
+  duplicate_of: https://www.rookout.com/blog/developer-tooling-for-kubernetes-in-2021
 https://www.rookout.com/blog/kubernetes-application-debugging:
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   youtube_mosaic: {}
+  duplicate_of: https://www.rookout.com/blog/developer-tooling-for-kubernetes-in-2021
 https://www.rookout.com/blog/lessons-learned-when-building-a-kubernetes-operator:
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   youtube_mosaic: {}
+  duplicate_of: https://www.rookout.com/blog/developer-tooling-for-kubernetes-in-2021
 https://www.root.io:
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   youtube_mosaic: {}
+  duplicate_of: https://eta-lang.org/docs/cheatsheets/gradle-cheatsheet
 https://www.rtinsights.com/implementing-zero-trust-for-kubernetes:
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+  duplicate_of: https://thinksys.com/devops/kubernetes-autoscaling
 https://www.scaleway.com/en/en:
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   youtube_mosaic: {}
+  duplicate_of: https://www.scaleway.com/en/blog/saas-multi-tenant-vs-multi-instance-architectures
 https://www.scaleway.com/en/en/en/kubernetes-kapsule:
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.scaleway.com/en/en/kubernetes-kapsule
 https://www.schabell.org/2020/05/cloud-native-development-a-blueprint.html:
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   youtube_mosaic: {}
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 https://www.schabell.org/2020/10/codeready-containers-building-cloud-native-hr-process.html:
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   youtube_mosaic: {}
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 https://www.scrum.org/resources/blog/make-sure-you-dont-build-high-performing-teams-just-deliver-wrong-things-faster:
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@@ -533522,13 +553767,14 @@ https://www.searchenginejournal.com/python-machine-learning-technical-seo:
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.searchenginejournal.com/python-machine-learning-technical-seo/430000
 https://www.searchenginejournal.com/python-machine-learning-technical-seo/430000:
   title: 'searchenginejournal.com: An Introduction To Python & Machine Learning For
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@@ -533664,6 +553915,7 @@ https://www.seifbassem.com/blogs/posts/azure-arc-ssh:
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://blog.seifbassem.com/blogs/posts/azure-arc-ssh
 https://www.seifbassem.com/blogs/posts/azure-naming-tool:
   title: 'seifbassem.com: Azure Naming Tool'
   description: ''
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   needs_ai_refresh: false
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@@ -533745,6 +554000,7 @@ https://www.semui.co:
   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://mightyclaws.co.uk/bournemouth
 https://www.sentinelone.com/blog/reducing-human-effort-in-cybersecurity-why-we-are-investing-in-torqs-automation-platform:
   title: 'sentinelone.com: Reducing Human Effort in Cybersecurity | Why We Are Investing
     in Torq’s Automation Platform'
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   last_checked: null
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   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
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@@ -533868,6 +554128,7 @@ https://www.serverlessguru.com/blog/enterprise-serverless-adoption:
   - docs/serverless.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sls.guru/blog/enterprise-serverless-adoption
 https://www.servethehome.com/docker-abruptly-starts-charging-many-users-for-docker-desktop:
   title: 'servethehome.com: Docker Abruptly Starts Charging Many Users for Docker
     Desktop'
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@@ -533990,6 +554255,7 @@ https://www.shipa.io/development/a-real-world-application-deployment-on-kubernet
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://shipa.io/a-real-world-application-deployment-on-kubernetes
 https://www.shipa.io/development/deploying-applications-on-kubernetes:
   title: 'shipa.io: Developing and deploying applications to Kubernetes locally with''
     Shipa and Minikube'
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@@ -534016,6 +554283,7 @@ https://www.shipa.io/development/deploying-applications-on-kubernetes:
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://shipa.io/deploying-applications-on-kubernetes
 https://www.shipa.io/development/gitops:
   title: 'shipa.io: GitOps in Kubernetes, the easy way–with GitHub Actions and Shipa'
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@@ -534041,6 +554310,7 @@ https://www.shipa.io/development/gitops:
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://shipa.io/gitops
 https://www.shipa.io/innovation/gitops-in-the-enterprise:
   title: "shipa.io: GitOps in the enterprise \U0001F31F"
   description: ''
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@@ -534066,6 +554337,7 @@ https://www.shipa.io/innovation/gitops-in-the-enterprise:
   - docs/gitops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://shipa.io/gitops-in-the-enterprise
 https://www.shipa.io/innovation/gitops-meets-appops:
   title: 'shipa.io: GitOps meets AppOps'
   description: ''
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@@ -534091,6 +554364,7 @@ https://www.shipa.io/innovation/gitops-meets-appops:
   - docs/gitops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://shipa.io/gitops-meets-appops
 https://www.shipa.io/ketch/devops-challenge-kubernetes-deployment-ketch-vs-yaml:
   title: 'shipa.io: DevOps Challenge – Kubernetes Deployment: Ketch vs YAML'
   description: ''
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   is_microservice: false
-  status: online
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   - docs/yaml.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://shipa.io/devops-challenge-kubernetes-deployment-ketch-vs-yaml
 https://www.shippable.com:
   title: Shippable (now part of JFrog Pipelines)
   description: ''
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   discovered_at: '2026-05-17T17:11:50.966061+02:00'
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   discovered_at: '2026-06-01T00:00:00+02:00'
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   discovered_at: '2021-06-01T00:00:00+02:00'
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@@ -534273,6 +554553,7 @@ https://www.signadot.com/blog/sandboxes-in-kubernetes-using-opentelemetry:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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@@ -534359,13 +554642,14 @@ https://www.silverliningsinfo.com/multi-cloud/cloud-9-lunch-ladies-news-wrap-liv
   resource_type: null
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@@ -534374,6 +554658,7 @@ https://www.silverliningsinfo.com/multi-cloud/cloud-9-lunch-ladies-news-wrap-liv
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.fierce-network.com/multi-cloud/cloud-9-lunch-ladies-news-wrap-live-cloud-executive-summit
 https://www.simform.com/blog/alternatives-to-kubernetes:
   title: 'simform.com: Top Alternatives to Kubernetes to Overcome Business Challenges'
   description: ''
@@ -534393,6 +554678,7 @@ https://www.simform.com/blog/alternatives-to-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
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@@ -534459,6 +554746,7 @@ https://www.simform.com/blog/microservice-best-practices:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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   discovered_at: '2022-06-01T00:00:00+02:00'
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@@ -534555,6 +554845,7 @@ https://www.simform.com/blog/multi-cloud-architecture:
   last_checked: null
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   discovered_at: '2022-06-01T00:00:00+02:00'
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@@ -534642,13 +554935,14 @@ https://www.simform.com/multi-cloud-strategy:
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   is_microservice: false
-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T17:17:59.996899+02:00'
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@@ -534657,6 +554951,7 @@ https://www.simform.com/multi-cloud-strategy:
   - docs/introduction.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.simform.com/blog/multi-cloud-strategy
 https://www.simple-talk.com/dotnet/asp.net/script-loading-between-http1.1-and-http2:
   title: 'simple-talk.com: Script Loading between HTTP/1.1 and HTTP/2'
   description: ''
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   resource_type: null
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   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
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@@ -534682,6 +554978,7 @@ https://www.simple-talk.com/dotnet/asp.net/script-loading-between-http1.1-and-ht
   - docs/networking.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.red-gate.com/simple-talk/development/dotnet-development/script-loading-between-http1-1-and-http2
 https://www.simplilearn.com/kubernetes-vs-openshift-article:
   title: 'simplilearn.com: Understanding The Difference Between Kubernetes Vs. Openshift'
   description: ''
@@ -534701,6 +554998,7 @@ https://www.simplilearn.com/kubernetes-vs-openshift-article:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -534725,13 +555023,14 @@ https://www.simplilearn.com/terraform-interview-questions-and-answers-article:
   resource_type: Interview Q&A
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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@@ -534744,6 +555043,7 @@ https://www.simplilearn.com/terraform-interview-questions-and-answers-article:
   v2_locations:
   - interview-questions.md
   youtube_mosaic: {}
+  duplicate_of: https://mrdevops.hashnode.dev/top-40-terraform-interview-questions-and-answers-for-2023
 https://www.simplilearn.com/tutorials/git-tutorial/merge-conflicts-in-git:
   title: 'simplilearn.com: How to Resolve Merge Conflicts in Git?'
   description: ''
@@ -534763,6 +555063,7 @@ https://www.simplilearn.com/tutorials/git-tutorial/merge-conflicts-in-git:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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+  duplicate_of: https://www.slideshare.net/dvirsky/introduction-to-redis
 https://www.slideshare.net/openshift/openshift-18812162:
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   - docs/ocp4.md
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   youtube_mosaic: {}
+  duplicate_of: https://www.slideshare.net/slideshow/jenkins-or-how-i-learned-to-stop-worrying-and-love-automation/90281025
 https://www.slideshare.net/slideshow/cicd-with-openshift-and-jenkins/57944430:
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+  duplicate_of: https://www.slideshare.net/arilivigni/cicd-with-openshift-and-jenkins
 https://www.slideshare.net/slideshow/deploying-postgresql-on-kubernetes/130351662:
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   youtube_mosaic: {}
+  duplicate_of: https://www.slim.ai
 https://www.slim.ai/docs/docker-desktop-extension.html:
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+  duplicate_of: https://www.slim.ai
 https://www.sloconf.com:
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   youtube_mosaic: {}
+  duplicate_of: https://www.greycampus.com
 https://www.smartsheet.com/devops:
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.varinsights.com/doc/parallel-system-validation-the-end-of-devops-0001
 https://www.softwarecollections.org:
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   - docs/devops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.softwebsolutions.com/resources/devops-and-microservices
 https://www.softwebsolutions.com/resources/devops-security-tools-benefits:
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   youtube_mosaic: {}
+  duplicate_of: https://www.softwebsolutions.com/resources/devops-security-tools-benefits
 https://www.softwebsolutions.com/resources/multi-cloud-adoption-strategy:
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   youtube_mosaic: {}
+  duplicate_of: https://www.softwebsolutions.com/resources/multi-cloud-adoption-strategy
 https://www.softzone.es/noticias/programas/conoce-fleet-ide-ultraligero-mano-jetbrains:
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   description: ''
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   discovered_at: '2026-05-17T17:37:32.388744+02:00'
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   discovered_at: '2022-06-01T00:00:00+02:00'
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   discovered_at: '2026-05-17T16:51:27.270191+02:00'
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   discovered_at: '2026-05-17T18:15:04.791682+02:00'
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   - docs/kubernetes-networking.md
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   youtube_mosaic: {}
+  duplicate_of: https://www.solo.io/blog/configuration-as-data-gitops-and-controllers-its-not-simple-for-multi-cluster
 https://www.solo.io/blog/glooops-progressive-delivery-the-gitops-way:
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@@ -536863,6 +557244,7 @@ https://www.solo.io/blog/glooops-progressive-delivery-the-gitops-way:
   - docs/gitops.md
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   youtube_mosaic: {}
+  duplicate_of: https://www.solo.io/blog/configuration-as-data-gitops-and-controllers-its-not-simple-for-multi-cluster
 https://www.solo.io/blog/identity-federation-for-multi-cluster-kubernetes-and-service-mesh:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:45.024346+02:00'
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@@ -536889,6 +557272,7 @@ https://www.solo.io/blog/identity-federation-for-multi-cluster-kubernetes-and-se
   - docs/servicemesh.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.solo.io/blog/configuration-as-data-gitops-and-controllers-its-not-simple-for-multi-cluster
 https://www.solo.io/blog/introducing-gloo-federation-for-multi-cluster-management:
   title: Introducing Gloo Federation for Multi-Cluster API Gateway Management
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   resource_type: null
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   discovered_at: '2026-05-17T17:37:23.136601+02:00'
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@@ -536914,6 +557299,7 @@ https://www.solo.io/blog/introducing-gloo-federation-for-multi-cluster-managemen
   - docs/developerportals.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.solo.io/blog/configuration-as-data-gitops-and-controllers-its-not-simple-for-multi-cluster
 https://www.solo.io/blog/istio-multi-cluster-on-red-hat-openshift-with-gloo-mesh:
   title: 'solo.io: Istio multi-cluster on Red Hat OpenShift with Gloo Mesh'
   description: ''
@@ -536924,13 +557310,14 @@ https://www.solo.io/blog/istio-multi-cluster-on-red-hat-openshift-with-gloo-mesh
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
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   addition_method: manual
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:13.736143+02:00'
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@@ -536939,6 +557326,7 @@ https://www.solo.io/blog/istio-multi-cluster-on-red-hat-openshift-with-gloo-mesh
   - docs/istio.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.solo.io/blog/configuration-as-data-gitops-and-controllers-its-not-simple-for-multi-cluster
 https://www.solo.io/blog/istios-networking-in-depth:
   title: "solo.io: Istio’s networking: An in-depth look at traffic and architecture'
     \U0001F31F"
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   resource_type: null
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   is_microservice: false
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:09.136878+02:00'
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   - docs/istio.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.solo.io/blog/configuration-as-data-gitops-and-controllers-its-not-simple-for-multi-cluster
 https://www.solo.io/blog/navigating-istio-config-toolkit:
   title: 'solo.io: Navigating __Istio Config__: a look into Istio’s toolkit'
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   discovered_at: '2026-05-17T18:01:46.375987+02:00'
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   - docs/istio.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.solo.io/blog/configuration-as-data-gitops-and-controllers-its-not-simple-for-multi-cluster
 https://www.solo.io/blog/ode-to-istio:
   title: "solo.io: Ode to Istio \U0001F31F"
   description: ''
@@ -537000,13 +557392,14 @@ https://www.solo.io/blog/ode-to-istio:
   resource_type: null
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   discovered_at: '2026-05-17T17:31:40.835678+02:00'
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@@ -537015,6 +557408,7 @@ https://www.solo.io/blog/ode-to-istio:
   - docs/istio.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.solo.io/blog/configuration-as-data-gitops-and-controllers-its-not-simple-for-multi-cluster
 https://www.solo.io/blog/step-by-step-datastax-cassandra-with-istio-and-sni-routing:
   title: 'solo.io: Step by Step: Datastax Cassandra with Istio and SNI routing'
   description: ''
@@ -537032,6 +557426,7 @@ https://www.solo.io/blog/step-by-step-datastax-cassandra-with-istio-and-sni-rout
   last_checked: 1779031554.932777
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:25:54.932777+02:00'
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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   resource_type: null
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   is_microservice: false
-  status: online
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:07.671768+02:00'
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@@ -537099,6 +557496,7 @@ https://www.solo.io/blog/the-evolution-of-vm-support-in-istio-1-8-with-video:
   - docs/istio.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.solo.io/blog/configuration-as-data-gitops-and-controllers-its-not-simple-for-multi-cluster
 https://www.solo.io/blog/tutorial-gloo-integration-with-keycloak:
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   last_checked: 1779034038.315598
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:18.315598+02:00'
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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@@ -537233,13 +557635,14 @@ https://www.sonarqube.org:
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   discovered_at: '2026-05-17T17:35:53.653405+02:00'
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@@ -537248,6 +557651,7 @@ https://www.sonarqube.org:
   - docs/sonarqube.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sonarsource.com/products/sonarqube
 https://www.sonarsource.com/products/sonarqube:
   title: Sonarqube.org
   description: ''
@@ -537267,6 +557671,7 @@ https://www.sonarsource.com/products/sonarqube:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   discovered_at: '2020-06-01T00:00:00+02:00'
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -537397,6 +557805,7 @@ https://www.sonatype.com/blog/using-sonatype-nexus-repository-3-part-3-docker-im
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -537419,13 +557828,14 @@ https://www.sonatype.com/nexus-repository-oss:
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+  status: duplicate
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   discovered_at: '2026-05-17T16:54:38.745873+02:00'
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@@ -537434,6 +557844,7 @@ https://www.sonatype.com/nexus-repository-oss:
   - docs/registries.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.sonatype.com/products/sonatype-nexus-repository
 https://www.sonatype.com/products/sonatype-nexus-repository:
   title: sonatype.com/nexus-repository-oss
   description: ''
@@ -537455,6 +557866,7 @@ https://www.sonatype.com/products/sonatype-nexus-repository:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
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   hierarchy:
@@ -537539,13 +557953,14 @@ https://www.spec-india.com/blog/kubernetes-vs-openshift:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 5b7ce938b6b3ba4d0aa2639c8100c21124ed2b7dcf04129313f2278926f570a1
   health_score: 100.0
   last_checked: 1779032157.488728
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:57.488728+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -537554,6 +557969,7 @@ https://www.spec-india.com/blog/kubernetes-vs-openshift:
   - docs/introduction.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.spec-india.com/blog
 https://www.spectrocloud.com/blog/deploying-complex-infrastructure-with-a-terraform-state-machine:
   title: 'spectrocloud.com: Deploying complex infrastructure with a Terraform state
     machine'
@@ -537577,6 +557993,7 @@ https://www.spectrocloud.com/blog/deploying-complex-infrastructure-with-a-terraf
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -537610,6 +558027,7 @@ https://www.spectrocloud.com/blog/kubernetes-security-best-practices-5-easy-ways
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -537642,6 +558060,7 @@ https://www.spiceworks.com/tech/cloud/articles/how-to-get-started-with-kubernete
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -537664,13 +558083,14 @@ https://www.spinnaker.io:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 4b1f96ea6e0765720c5fc86532e2f0dfd46609f6f15abc2ab5625cea213bf86b
   health_score: 100.0
   last_checked: 1779029561.522387
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:41.522387+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -537679,6 +558099,7 @@ https://www.spinnaker.io:
   - docs/jenkins-alternatives.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://spinnaker.io
 https://www.split.io/glossary/progressive-delivery:
   title: 'split.io: Progressive Delivery'
   description: ''
@@ -537689,13 +558110,14 @@ https://www.split.io/glossary/progressive-delivery:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779032186.228373
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:26.228373+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -537704,6 +558126,7 @@ https://www.split.io/glossary/progressive-delivery:
   - docs/cicd.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.harness.io/harness-devops-academy/progressive-delivery
 https://www.splunk.com/en_us/about-splunk/acquisitions/splunk-on-call.html:
   title: 'victorops.com: Source Code Control: Trunk-Based Development vs. GitFlow'
   description: ''
@@ -537724,6 +558147,7 @@ https://www.splunk.com/en_us/about-splunk/acquisitions/splunk-on-call.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -537757,6 +558181,7 @@ https://www.splunk.com/en_us/appdynamics-joins-splunk.html?301=appdynamics:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -537788,6 +558213,7 @@ https://www.splunk.com/en_us/appdynamics-joins-splunk.html?301=appdynamics/blog/
   last_checked: 1779130495.004466
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.004466+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -537820,6 +558246,7 @@ https://www.sqlrevisited.com/2022/03/mysql-vs-postgresql-pros-and-cons.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -537849,6 +558276,7 @@ https://www.sqlservercentral.com/articles/chaos-engineering-in-azure:
   last_checked: 1779029939.676186
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:58:59.676186+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -537878,6 +558306,7 @@ https://www.sqlservercentral.com/articles/powershell-day-by-day-adding-help-to-s
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -537911,6 +558340,7 @@ https://www.sqlshack.com/6-reasons-why-you-cant-have-devops-without-test-automat
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -537944,6 +558374,7 @@ https://www.sqlshack.com/sql-database-on-kubernetes-considerations-and-best-prac
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -537975,6 +558406,7 @@ https://www.sqltutorial.org/sql-cheat-sheet:
   last_checked: 1781735890.559703
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:10.559703+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -538008,6 +558440,7 @@ https://www.squadcast.com/blog/kyverno-policy-management-in-kubernetes:
   last_checked: 1779030436.461704
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:07:16.461704+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -538031,13 +558464,14 @@ https://www.stackrox.com:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779031215.815391
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:15.815391+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -538046,6 +558480,7 @@ https://www.stackrox.com:
   - docs/devsecops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/technologies/cloud-computing/openshift/advanced-cluster-security-kubernetes
 https://www.stackrox.com/post/2019/09/amazon-eks-security-best-practices:
   title: Amazon EKS Security Best Practices
   description: ''
@@ -538056,13 +558491,14 @@ https://www.stackrox.com/post/2019/09/amazon-eks-security-best-practices:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779034152.464863
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:09:12.464863+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -538071,6 +558507,7 @@ https://www.stackrox.com/post/2019/09/amazon-eks-security-best-practices:
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.stackrox.io/blog/amazon-eks-security-best-practices
 https://www.stackrox.com/post/2020/01/kubernetes-networking-demystified:
   title: 'stackrox.com: Kubernetes Networking Demystified: A Brief Guide'
   description: ''
@@ -538082,13 +558519,14 @@ https://www.stackrox.com/post/2020/01/kubernetes-networking-demystified:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 9c2960af1ac51780e337dfe7227d7b51bb3a0a2fcce980a17a4b2a6b78b989e0
   health_score: 100.0
   last_checked: 1779031552.763122
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:52.763122+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -538102,6 +558540,7 @@ https://www.stackrox.com/post/2020/01/kubernetes-networking-demystified:
   v2_locations:
   - kubernetes-networking.md
   youtube_mosaic: {}
+  duplicate_of: https://www.stackrox.io/blog/kubernetes-networking-demystified
 https://www.stackrox.com/post/2020/02/eks-vs-gke-vs-aks:
   title: 'stackrox.com: EKS vs GKE vs AKS - Evaluating Kubernetes in the Cloud'
   description: ''
@@ -538114,13 +558553,14 @@ https://www.stackrox.com/post/2020/02/eks-vs-gke-vs-aks:
   resource_type: Blog
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: ac8eac60d979b3fe7df86bb3dd369a6247007a4ea49b02bd2f799686ce421019
   health_score: 100.0
   last_checked: 1779033586.416837
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:46.416837+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -538134,6 +558574,7 @@ https://www.stackrox.com/post/2020/02/eks-vs-gke-vs-aks:
   v2_locations:
   - managed-kubernetes-in-public-cloud.md
   youtube_mosaic: {}
+  duplicate_of: https://www.stackrox.io/blog/eks-vs-gke-vs-aks-jan2021
 https://www.stackrox.com/post/2020/05/kubernetes-security-101:
   title: "Kubernetes Security 101: Risks and 29 Best Practices \U0001F31F"
   description: ''
@@ -538144,13 +558585,14 @@ https://www.stackrox.com/post/2020/05/kubernetes-security-101:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 05036744612dd1b1cb57652b4e1c64741173d4ffcda5fbe5f9db87de8b163253
   health_score: 100.0
   last_checked: 1779033808.010778
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:28.010778+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -538159,6 +558601,7 @@ https://www.stackrox.com/post/2020/05/kubernetes-security-101:
   - docs/kubernetes-security.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/topics/containers/kubernetes-security
 https://www.stackrox.com/post/2021/01/part-1-rancher-kubernetes-engine-rke-security-best-practices-for-cluster-setup:
   title: "stackrox.com: Part 1 - Rancher Kubernetes Engine (RKE) Security Best Practices'
     for Cluster Setup \U0001F31F"
@@ -538170,13 +558613,14 @@ https://www.stackrox.com/post/2021/01/part-1-rancher-kubernetes-engine-rke-secur
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: a649c780aa40f5b20eee7214a9175c3b862b6263c1872be7bb94560b72308dca
   health_score: 100.0
   last_checked: 1779031489.412781
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:49.412781+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -538190,6 +558634,7 @@ https://www.stackrox.com/post/2021/01/part-1-rancher-kubernetes-engine-rke-secur
     proposed_url: NONE
     reason: 'High-Value Protection: generic_redirect_loss'
     timestamp: '2026-05-18T18:54:54.972606'
+  duplicate_of: https://www.stackrox.io/blog/rancher-kubernetes-engine-security-part-1
 https://www.stackrox.io/blog/amazon-eks-security-best-practices:
   title: Amazon EKS Security Best Practices
   description: ''
@@ -538209,6 +558654,7 @@ https://www.stackrox.io/blog/amazon-eks-security-best-practices:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -538242,6 +558688,7 @@ https://www.stackrox.io/blog/top-9-open-source-devsecops-tools-for-kubernetes:
   last_checked: 1779033295.941749
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:54:55.941749+02:00'
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@@ -538266,13 +558713,14 @@ https://www.stacksimplify.com/aws-eks/aws-alb-ingress/lean-kubernetes-aws-alb-in
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
   last_checked: 1779032793.767726
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:33.767726+02:00'
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@@ -538281,6 +558729,7 @@ https://www.stacksimplify.com/aws-eks/aws-alb-ingress/lean-kubernetes-aws-alb-in
   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.stacksimplify.com/aws-eks/aws-alb-ingress/lean-kubernetes-aws-alb-ingress-basics
 ? https://www.stacksimplify.com/aws-eks/aws-devops-eks/learn-to-master-devops-on-aws-eks-using-aws-codecommit-codebuild-codepipeline
 : title: 'stacksimplify.com: DevOps with AWS CodePipeline on AWS EKS'
   description: ''
@@ -538291,13 +558740,14 @@ https://www.stacksimplify.com/aws-eks/aws-alb-ingress/lean-kubernetes-aws-alb-in
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: e8d6e55a841d30372f6e8ca5441056259db7b7e39539943f6e77431b5fe95c42
   health_score: 100.0
   last_checked: 1779029162.051421
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:02.051421+02:00'
+  last_ai_eval: null
   company: null
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@@ -538306,6 +558756,7 @@ https://www.stacksimplify.com/aws-eks/aws-alb-ingress/lean-kubernetes-aws-alb-in
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://docs.stacksimplify.com/aws-eks/aws-devops-eks/learn-to-master-devops-on-aws-eks-using-aws-codecommit-codebuild-codepipeline
 https://www.starwindsoftware.com/blog/remove-a-kubernetes-namespace-blocked-with-terminating-status:
   title: 'starwindsoftware.com: Remove a Kubernetes namespace blocked with Terminating''
     status'
@@ -538326,6 +558777,7 @@ https://www.starwindsoftware.com/blog/remove-a-kubernetes-namespace-blocked-with
   last_checked: 1779034115.966781
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:35.966781+02:00'
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   hierarchy:
@@ -538359,6 +558811,7 @@ https://www.stationx.net/hacking-tools-cheat-sheet:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -538390,6 +558843,7 @@ https://www.stevesmith.tech/blog/gitops-is-a-placebo:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -538422,6 +558876,7 @@ https://www.stickyminds.com:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -538453,6 +558908,7 @@ https://www.stitcher.com/podcast/amazon-web-services/aws-podcast:
   last_checked: 1779030857.306321
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:17.306321+02:00'
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@@ -538486,6 +558942,7 @@ https://www.storetasker.com:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -538508,13 +558965,14 @@ https://www.storj.io/blog/integrating-decentralized-cloud-storage-with-duplicati
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:26.445908+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -538523,6 +558981,7 @@ https://www.storj.io/blog/integrating-decentralized-cloud-storage-with-duplicati
   - docs/kubernetes-storage.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.storj.io/cloud-object-storage
 https://www.storj.io/cloud-object-storage:
   title: 'storj.io: Integrating Decentralized Cloud Storage with Duplicati'
   description: ''
@@ -538543,6 +559002,7 @@ https://www.storj.io/cloud-object-storage:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -538577,6 +559037,7 @@ https://www.sufle.io/blog/adopting-gitops-for-enhanced-operations:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -538610,6 +559071,7 @@ https://www.superawesome.com/blog/how-we-scale-our-kid-safe-technology-using-aut
   last_checked: 1779029171.992554
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:11.992554+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -538644,6 +559106,7 @@ https://www.suse.com/c/intro-rancher-2-6-features:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -538676,6 +559139,7 @@ https://www.suse.com/c/nginx-guest-blog-kubernetes-ingress-controller:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -538710,6 +559174,7 @@ https://www.suse.com/c/rancher_blog/announcing-harvester-open-source-hyperconver
   last_checked: 1781736154.198083
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:34.198083+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -538742,6 +559207,7 @@ https://www.suse.com/c/rancher_blog/announcing-hosted-rancher-with-rancher-2-4:
   last_checked: 1781736162.568465
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:42.568465+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -538775,6 +559241,7 @@ https://www.suse.com/c/rancher_blog/create-reproducible-security-in-kubernetes-w
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   geo_region: null
   hierarchy:
@@ -538807,6 +559274,7 @@ https://www.suse.com/c/rancher_blog/custom-alerts-using-prometheus-queries:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -538839,6 +559307,7 @@ https://www.suse.com/c/rancher_blog/deploy-a-rancher-cluster-with-gitlab-ci-and-
   last_checked: 1781736158.67723
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:38.677230+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -538869,6 +559338,7 @@ https://www.suse.com/c/rancher_blog/deploy-kubernetes-clusters-on-microsoft-azur
   last_checked: 1781736164.421048
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:44.421048+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -538902,6 +559372,7 @@ https://www.suse.com/c/rancher_blog/disaster-recovery-preparedness-for-your-kube
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -538933,6 +559404,7 @@ https://www.suse.com/c/rancher_blog/driving-kubernetes-adoption-in-finance-with-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -538967,6 +559439,7 @@ https://www.suse.com/c/rancher_blog/enhancing-kubernetes-security-with-pod-secur
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -538996,6 +559469,7 @@ https://www.suse.com/c/rancher_blog/enhancing-kubernetes-security-with-pod-secur
   last_checked: 1779130494.993133
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.993133+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -539022,6 +559496,7 @@ https://www.suse.com/c/rancher_blog/faster-kubernetes-development-with-rancher-d
   last_checked: 1781736161.103689
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:41.103689+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -539053,6 +559528,7 @@ https://www.suse.com/c/rancher_blog/fleet-management-for-kubernetes-is-here:
   last_checked: 1781736156.865899
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:36.865899+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -539085,6 +559561,7 @@ https://www.suse.com/c/rancher_blog/gain-better-visibility-into-kubernetes-cost-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -539114,6 +559591,7 @@ https://www.suse.com/c/rancher_blog/getting-started-with-longhorn-distributed-bl
   last_checked: 1779130494.932111
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.932111+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -539142,6 +559620,7 @@ https://www.suse.com/c/rancher_blog/longhorn-simplifies-distributed-block-storag
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -539174,6 +559653,7 @@ https://www.suse.com/c/rancher_blog/monitor-etcd-with-prometheus-and-grafana-usi
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -539205,6 +559685,7 @@ https://www.suse.com/c/rancher_blog/multi-cluster-vulnerability-scanning-with-al
   last_checked: 1781736164.426956
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:44.426956+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -539237,6 +559718,7 @@ https://www.suse.com/c/rancher_blog/my-first-impressions-with-suse-rancher-kuber
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -539267,6 +559749,7 @@ https://www.suse.com/c/rancher_blog/rancher-2-5-delivers-on-computing-everywhere
   last_checked: 1781736154.286966
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:34.286966+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -539299,6 +559782,7 @@ https://www.suse.com/c/rancher_blog/rancher-desktop-1-0-0-has-arrived:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -539329,6 +559813,7 @@ https://www.suse.com/c/rancher_blog/run-rancher-2-4-in-azure-with-k3s-and-mysql:
   last_checked: 1781429982.810727
   needs_ai_refresh: true
   discovered_at: '2026-06-14T11:39:42.810727+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -539360,6 +559845,7 @@ https://www.suse.com/c/rancher_blog/set-up-k3s-in-high-availability-using-k3d:
   last_checked: 1781429958.731482
   needs_ai_refresh: true
   discovered_at: '2026-06-14T11:39:18.731482+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -539391,6 +559877,7 @@ https://www.suse.com/c/rancher_blog/set-up-your-k3s-cluster-for-high-availabilit
   last_checked: 1781736163.9258
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:43.925800+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -539422,6 +559909,7 @@ https://www.suse.com/c/rancher_blog/speed-up-development-with-automated-kubernet
   last_checked: 1779130494.981313
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.981313+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -539453,6 +559941,7 @@ https://www.suse.com/c/rancher_blog/stateful-kubernetes-workloads-on-vsphere-wit
   last_checked: 1781736157.120054
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:37.120054+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -539485,6 +559974,7 @@ https://www.suse.com/c/rancher_blog/the-no-1-rule-of-disaster-recovery:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -539517,6 +560007,7 @@ https://www.suse.com/c/rancher_blog/the-three-pillars-of-kubernetes-container-or
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -539547,6 +560038,7 @@ https://www.suse.com/c/rancher_blog/upgrade-your-k3s-clusters-smoothly-in-ranche
   last_checked: 1779130495.028427
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.028427+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -539578,6 +560070,7 @@ https://www.suse.com/c/rancher_blog/using-hybrid-and-multi-cloud-service-mesh-ba
   last_checked: 1779130494.947446
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.947446+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -539611,6 +560104,7 @@ https://www.suse.com/c/rancher_blog/what-is-cloud-native-storage:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -539643,6 +560137,7 @@ https://www.swarmia.com/build:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -539676,6 +560171,7 @@ https://www.syncfusion.com/blogs/post/10-best-c-nuget-packages-to-improve-your-p
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -539699,13 +560195,14 @@ https://www.syncfusion.com/blogs/post/10-best-c-nuget-packages-to-improve-your-p
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: e00e2605a52ed6eef79abe76bd000d21c0bc6be395159fdf486d9d9e6c8d09d6
   health_score: 100.0
   last_checked: 1779032288.119633
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:08.119633+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -539714,6 +560211,7 @@ https://www.syncfusion.com/blogs/post/10-best-c-nuget-packages-to-improve-your-p
   - docs/dotnet.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.syncfusion.com/blogs/post/10-best-c-nuget-packages-to-improve-your-productivity-in-2022
 https://www.synopsys.com/blogs/software-security/integrating-automated-ast-tools:
   title: 'synopsys.com: How to integrate automated AST tools in your CI/CD pipeline'
   description: ''
@@ -539724,13 +560222,14 @@ https://www.synopsys.com/blogs/software-security/integrating-automated-ast-tools
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: caaf881593b80e012688eface2bb8cd4cb6b5ac0f3691f1402bcf37b3138ebdd
   health_score: 100.0
   last_checked: 1779033037.815192
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:37.815192+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -539739,6 +560238,7 @@ https://www.synopsys.com/blogs/software-security/integrating-automated-ast-tools
   - docs/testops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.blackduck.com/blog/integrating-automated-ast-tools.html
 https://www.synopsys.com/software-integrity/blog/integrating-automated-ast-tools.html:
   title: null
   description: null
@@ -539756,6 +560256,7 @@ https://www.synopsys.com/software-integrity/blog/integrating-automated-ast-tools
   last_checked: 1779130495.011252
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.011252+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -539784,6 +560285,7 @@ https://www.syntasso.io/post/platform-democracy-rethinking-who-builds-and-consum
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -539818,6 +560320,7 @@ https://www.syntasso.io/post/platform-engineering-orchestrating-applications-pla
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -539849,6 +560352,7 @@ https://www.sysdig.com:
   last_checked: 1779130494.998227
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.998227+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -539881,6 +560385,7 @@ https://www.sysdig.com/blog:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -539914,6 +560419,7 @@ https://www.sysdig.com/blog/cve-2021-20291-cri-o-podman:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -539947,6 +560453,7 @@ https://www.sysdig.com/blog/debug-kubernetes-crashloopbackoff:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -539981,6 +560488,7 @@ https://www.sysdig.com/blog/exposed-prometheus-exploit-kubernetes-kubeconeu:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -540014,6 +560522,7 @@ https://www.sysdig.com/blog/gitops-iac-security-source:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -540046,6 +560555,7 @@ https://www.sysdig.com/blog/how-to-monitor-coredns:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -540077,6 +560587,7 @@ https://www.sysdig.com/blog/how-to-secure-helm:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -540110,6 +560621,7 @@ https://www.sysdig.com/blog/intro-runtime-security-falco:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -540141,6 +560653,7 @@ https://www.sysdig.com/blog/k3s-sysdig-falco:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -540172,6 +560685,7 @@ https://www.sysdig.com/blog/kubernetes-1-22-whats-new:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -540203,6 +560717,7 @@ https://www.sysdig.com/blog/kubernetes-1-23-whats-new:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -540234,6 +560749,7 @@ https://www.sysdig.com/blog/kubernetes-1-24-whats-new:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -540264,6 +560780,7 @@ https://www.sysdig.com/blog/kubernetes-1-25-whats-new:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -540297,6 +560814,7 @@ https://www.sysdig.com/blog/kubernetes-1-26-whats-new:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -540330,6 +560848,7 @@ https://www.sysdig.com/blog/kubernetes-1-27-whats-new:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -540361,6 +560880,7 @@ https://www.sysdig.com/blog/kubernetes-admission-controllers:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -540392,6 +560912,7 @@ https://www.sysdig.com/blog/kubernetes-audit-log-falco:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -540423,6 +560944,7 @@ https://www.sysdig.com/blog/kubernetes-autoscaler:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -540459,6 +560981,7 @@ https://www.sysdig.com/blog/kubernetes-capacity-planning:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -540490,6 +561013,7 @@ https://www.sysdig.com/blog/kubernetes-hpa-prometheus:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -540525,6 +561049,7 @@ https://www.sysdig.com/blog/kubernetes-limits-requests:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -540559,6 +561084,7 @@ https://www.sysdig.com/blog/kubernetes-monitoring-best-practices:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -540593,6 +561119,7 @@ https://www.sysdig.com/blog/kubernetes-monitoring-prometheus:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -540629,6 +561156,7 @@ https://www.sysdig.com/blog/kubernetes-pod-evicted:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -540662,6 +561190,7 @@ https://www.sysdig.com/blog/kubernetes-pod-pending-problems:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -540698,6 +561227,7 @@ https://www.sysdig.com/blog/kubernetes-resource-limits:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -540730,6 +561260,7 @@ https://www.sysdig.com/blog/kubernetes-services-clusterip-nodeport-loadbalancer:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -540765,6 +561296,7 @@ https://www.sysdig.com/blog/mitigating-log4j-kubernetes-network-policies:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -540796,6 +561328,7 @@ https://www.sysdig.com/blog/monitor-etcd:
   last_checked: null
   needs_ai_refresh: false
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@@ -540827,6 +561360,7 @@ https://www.sysdig.com/blog/monitor-istio:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -540861,6 +561395,7 @@ https://www.sysdig.com/blog/monitor-kube-proxy:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -540895,6 +561430,7 @@ https://www.sysdig.com/blog/monitor-kubernetes-control-plane:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -540927,6 +561463,7 @@ https://www.sysdig.com/blog/monitor-oracle-database-prometheus:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -540960,6 +561497,7 @@ https://www.sysdig.com/blog/monitoring-kubernetes:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -540992,6 +561530,7 @@ https://www.sysdig.com/blog/postgresql-monitoring:
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -541056,6 +561596,7 @@ https://www.sysdig.com/blog/secure-kubernetes-deployment-signature-verification:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.960390+02:00'
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   hierarchy:
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   is_microservice: false
-  status: online
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@@ -541166,6 +561710,7 @@ https://www.sysdig.com/blog/top-owasp-kubernetes:
   v2_locations:
   - kubernetes-security.md
   youtube_mosaic: {}
+  duplicate_of: https://owasp.org/www-project-kubernetes-top-ten
 https://www.sysdig.com/blog/triaging-malicious-docker-container:
   title: 'sysdig.com: Triaging a Malicious Docker Container'
   description: ''
@@ -541185,6 +561730,7 @@ https://www.sysdig.com/blog/triaging-malicious-docker-container:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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   hierarchy:
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   is_microservice: false
-  status: online
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   hierarchy:
@@ -541294,6 +561843,7 @@ https://www.sysdig.com/blog/whats-new-kubernetes-1-20:
   v2_locations:
   - kubernetes-releases.md
   youtube_mosaic: {}
+  duplicate_of: https://www.pluralsight.com/resources/blog/cloud/whats-new-with-kubernetes-1-22
 https://www.sysdig.com/learn-cloud-native/12-container-image-scanning-best-practices:
   title: 'sysdig.com: 12 Container image scanning best practices to adopt in production'
   description: ''
@@ -541314,6 +561864,7 @@ https://www.sysdig.com/learn-cloud-native/12-container-image-scanning-best-pract
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -541346,6 +561897,7 @@ https://www.sysdig.com/learn-cloud-native/container-security-best-practices:
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   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -541377,6 +561929,7 @@ https://www.sysdig.com/learn-cloud-native/dockerfile-best-practices:
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   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -541411,6 +561964,7 @@ https://www.systemcenterdudes.com/create-operational-sccm-collection-using-power
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   hierarchy:
@@ -541443,6 +561997,7 @@ https://www.systemcodegeeks.com:
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   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -541476,6 +562031,7 @@ https://www.tablesgenerator.com/markdown_tables:
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   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -541507,6 +562063,7 @@ https://www.talkingquickly.co.uk/kubernetes-sso-a-detailed-guide:
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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@@ -541530,13 +562087,14 @@ https://www.talos-systems.com/blog/is-vanilla-kubernetes-really-too-heavy-for-th
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@@ -541545,6 +562103,7 @@ https://www.talos-systems.com/blog/is-vanilla-kubernetes-really-too-heavy-for-th
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.siderolabs.com/blog/is-vanilla-kubernetes-really-too-heavy-for-the-raspberry-pi
 https://www.tangowithdjango.com:
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   description: null
@@ -541562,6 +562121,7 @@ https://www.tangowithdjango.com:
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:46:01.256326+02:00'
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techbeatly.com/how-to-create-increase-or-decrease-project-quota-in-openshift
 https://www.techbeatly.com/ansible-for-infrastructure-provisioning-in-aws-ansible-real-life-series:
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   - docs/ansible.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techbeatly.com/ansible-for-infrastructure-provisioning-in-aws-ansible-real-life-series
 https://www.techbeatly.com/terraform-cheat-sheet:
   title: 'techbeatly.com: Terraform Cheat Sheet'
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@@ -541646,6 +562211,7 @@ https://www.techbeatly.com/terraform-cheat-sheet:
   - docs/cheatsheets.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techbeatly.com/terraform-cheat-sheet
 https://www.techbeatly.com/terraform-free-courses:
   title: 'techbeatly.com: 10 Free Courses to Learn Terraform'
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@@ -541656,13 +562222,14 @@ https://www.techbeatly.com/terraform-free-courses:
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   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://techbeatly.com/terraform-free-courses
 https://www.techerati.com/features-hub/opinions/devsecops-eight-tips-for-truly-securing-software:
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   resource_type: Article
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   is_microservice: false
-  status: online
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   v2_locations:
   - devsecops.md
   youtube_mosaic: {}
+  duplicate_of: https://www.techerati.com/features-hub/devsecops-eight-tips-for-truly-securing-software
 https://www.techerati.com/features-hub/opinions/microservices-in-the-cloud-native-era:
   title: 'techerati.com: Microservices in the Cloud-Native Era'
   description: ''
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   v2_locations:
   - introduction.md
   youtube_mosaic: {}
+  duplicate_of: https://www.techerati.com/features-hub/microservices-in-the-cloud-native-era
 https://www.techgeekbuzz.com/top-aws-interview-questions-and-answers:
   title: TGB - AWS Interview Questions and Answers - Frequently asked
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@@ -541755,6 +562327,7 @@ https://www.techgeekbuzz.com/top-aws-interview-questions-and-answers:
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   discovered_at: '2026-05-17T17:24:08.430595+02:00'
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   discovered_at: '2026-05-17T17:50:40.455795+02:00'
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:10.944169+02:00'
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:50.091596+02:00'
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   last_checked: 1779030989.350844
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:29.350844+02:00'
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   last_checked: 1779033579.274656
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:39.274656+02:00'
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:15.327768+02:00'
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:44.796769+02:00'
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   last_checked: 1779031770.929365
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:30.929365+02:00'
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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   discovered_at: '2022-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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   discovered_at: '2021-06-01T00:00:00+02:00'
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   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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@@ -542786,13 +563390,14 @@ https://www.techtarget.com/searchitchannel/definition/IBM-International-Business
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   is_microservice: false
-  status: online
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   v2_locations:
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   youtube_mosaic: {}
+  duplicate_of: https://www.ibm.com/solutions
 https://www.techtarget.com/searchitoperations/answer/How-many-Kubernetes-nodes-should-be-in-a-cluster:
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@@ -542825,6 +563431,7 @@ https://www.techtarget.com/searchitoperations/answer/How-many-Kubernetes-nodes-s
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   discovered_at: '2026-06-01T00:00:00+02:00'
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   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.934098+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   last_checked: 1779130494.947649
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   discovered_at: '2026-05-18T20:54:54.947649+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   discovered_at: '2022-06-01T00:00:00+02:00'
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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   discovered_at: '2021-06-01T00:00:00+02:00'
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   discovered_at: '2026-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:35:59.370095+02:00'
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
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@@ -543373,6 +563996,7 @@ https://www.techzine.eu:
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   discovered_at: '2026-06-18T00:42:23.765437+02:00'
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   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -543436,6 +564061,7 @@ https://www.tecmint.com/20-netstat-commands-for-linux-network-management:
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -543663,6 +564295,7 @@ https://www.tecmint.com/find-recent-modified-files-in-linux:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -543696,6 +564329,7 @@ https://www.tecmint.com/how-to-kill-a-process-in-linux:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -543729,6 +564363,7 @@ https://www.tecmint.com/install-and-configure-django-web-framework-in-centos-deb
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2017-06-01T00:00:00+02:00'
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   hierarchy:
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -543826,6 +564463,7 @@ https://www.tecmint.com/install-docker-in-rocky-linux-and-almalinux:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -543892,6 +564531,7 @@ https://www.tecmint.com/install-htop-on-centos-8:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -543956,6 +564597,7 @@ https://www.tecmint.com/linux-column-command:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -544023,6 +564666,7 @@ https://www.tecmint.com/manage-containers-using-podman-in-rhel:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -544088,6 +564733,7 @@ https://www.tecmint.com/rsync-local-remote-file-synchronization-commands:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
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   is_microservice: false
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+  status: duplicate
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   discovered_at: '2026-05-17T17:48:20.829765+02:00'
+  last_ai_eval: null
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@@ -544127,6 +564774,7 @@ https://www.tecmint.com/run-commands-from-standard-input-using-tee-and-xargs-in-
   - docs/linux.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.tecmint.com/pipe-command-output-to-other-commands
 https://www.tecmint.com/setup-nginx-haproxy-load-balancer-in-centos-8:
   title: 'Tecmint.com: How to Setup HAProxy as Load Balancer for Nginx on CentOS 8'
   description: ''
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -544179,6 +564828,7 @@ https://www.tecmint.com/testssl-sh-test-tls-ssl-encryption-in-linux-commandline:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -544242,6 +564893,7 @@ https://www.tecmint.com/watchman-monitor-file-changes-in-linux:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -544274,6 +564926,7 @@ https://www.telekom-mms.com/blog:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -544296,13 +564949,14 @@ https://www.telepresence.io:
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+  status: duplicate
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:12.301688+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -544311,6 +564965,7 @@ https://www.telepresence.io:
   - docs/kubernetes-based-devel.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://telepresence.io
 https://www.telerik.com/blogs/your-first-microservice-dotnet-6:
   title: 'telerik.com: Your First Microservice in .NET 6'
   description: ''
@@ -544330,6 +564985,7 @@ https://www.telerik.com/blogs/your-first-microservice-dotnet-6:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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+  status: duplicate
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   v2_locations:
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   youtube_mosaic: {}
+  duplicate_of: https://github.com/antonbabenko/terraform-best-practices
 https://www.terraform.io:
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@@ -544495,6 +565157,7 @@ https://www.terraform.io:
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   youtube_mosaic: {}
+  duplicate_of: https://developer.hashicorp.com/terraform
 https://www.terraform.io/docs/cli/commands/graph.html:
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   youtube_mosaic: {}
+  duplicate_of: https://developer.hashicorp.com/terraform/cli/commands
 https://www.terraform.io/docs/language/modules/develop/refactoring.html:
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@@ -544570,6 +565237,7 @@ https://www.terraform.io/docs/language/modules/develop/refactoring.html:
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://developer.hashicorp.com/terraform/language/modules/develop/refactoring
 https://www.terraform.io/language/resources/provisioners/syntax:
   title: '==terraform.io: Provisioners=='
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   discovered_at: '2026-05-17T18:07:22.008415+02:00'
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   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://terrateam.io/blog/terraform-pre-commit-hooks
 https://www.teslarati.com/idra-9000-ton-giga-press:
   title: 'teslarati.com: IDRA finishes 9,000-ton Giga Press; Tesla expecting it any
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   needs_ai_refresh: false
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@@ -544713,6 +565387,7 @@ https://www.testcontainers.org:
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://testcontainers.com
 https://www.testinglpoint.com/cucumber-interview-question:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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   discovered_at: '2024-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
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   needs_ai_refresh: false
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   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
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+  last_ai_eval: null
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@@ -547247,6 +568017,7 @@ https://www.theregister.com/2021/07/29/amazon_web_services_ec2_classic_networkin
   - docs/aws-newfeatures.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.theregister.com/off-prem/2021/07/29/aws-to-retire-ec2-classic-the-network-glue-that-helped-start-the-iaas-rush/527489
 https://www.theregister.com/2021/09/03/microsoft_azure_deprecations_api_changes:
   title: 'theregister.com: Microsoft Azure deprecations: API changes will break applications''
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@@ -547258,13 +568029,14 @@ https://www.theregister.com/2021/09/03/microsoft_azure_deprecations_api_changes:
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@@ -547273,6 +568045,7 @@ https://www.theregister.com/2021/09/03/microsoft_azure_deprecations_api_changes:
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.theregister.com/off-prem/2021/09/03/microsoft-azure-deprecations-api-changes-will-break-applications-and-powershell-scripts/748744
 https://www.theregister.com/2021/12/06/mysql_a_pretty_poor_database:
   title: 'theregister.com: MySQL a ''pretty poor database'' says departing Oracle''
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@@ -547284,13 +568057,14 @@ https://www.theregister.com/2021/12/06/mysql_a_pretty_poor_database:
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+  last_ai_eval: null
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@@ -547299,6 +568073,7 @@ https://www.theregister.com/2021/12/06/mysql_a_pretty_poor_database:
   - docs/databases.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.theregister.com/software/2021/12/06/mysql-a-pretty-poor-database-says-ex-oracle-engineer/539827
 https://www.theregister.com/2021/12/09/the_big_aws_event_120:
   title: 'theregister.com: The big AWS event: 120 announcements but nothing has changed'
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@@ -547324,6 +568100,7 @@ https://www.theregister.com/2021/12/09/the_big_aws_event_120:
   - docs/aws-newfeatures.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.theregister.com/off-prem/2021/12/09/the-big-aws-event-120-announcements-but-nothing-has-changed/605657
 https://www.theregister.com/2021/12/21/how_kubernetes_lowers_costs:
   title: '==theregister.com: How Kubernetes lowers costs and automates IT department''
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@@ -547342,6 +568119,7 @@ https://www.theregister.com/2021/12/21/how_kubernetes_lowers_costs:
   last_checked: 1779030352.007422
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:52.007422+02:00'
+  last_ai_eval: null
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@@ -547361,13 +568139,14 @@ https://www.theregister.com/2023/01/16/basecamp_37signals_cloud_bill:
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+  last_ai_eval: null
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@@ -547376,6 +568155,7 @@ https://www.theregister.com/2023/01/16/basecamp_37signals_cloud_bill:
   - docs/introduction.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.theregister.com/off-prem/2023/01/16/basecamp-details-32-million-bill-that-saw-it-quit-cloud/270397
 https://www.theregister.com/2023/05/26/microsoft_azure_linux_container:
   title: 'theregister.com: Microsoft has made Azure Linux generally available. Repeat,''
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@@ -547387,13 +568167,14 @@ https://www.theregister.com/2023/05/26/microsoft_azure_linux_container:
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-  status: online
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+  last_ai_eval: null
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@@ -547402,6 +568183,7 @@ https://www.theregister.com/2023/05/26/microsoft_azure_linux_container:
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.theregister.com/software/2023/05/26/microsofts-azure-linux-distro-is-now-generally-available/568359
 ? https://www.theregister.com/off-prem/2020/10/07/digitalocean-decides-to-head-rivals-off-at-the-paas-floats-app-platform-to-deploy-run-code-without-juggling-servers/802967
 : title: 'theregister.com: DigitalOcean decides to head rivals off at the PaaS, floats
     App Platform to deploy, run code without juggling servers'
@@ -547425,6 +568207,7 @@ https://www.theregister.com/2023/05/26/microsoft_azure_linux_container:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   last_checked: null
   needs_ai_refresh: false
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+  last_ai_eval: null
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@@ -547493,6 +568277,7 @@ https://www.theregister.com/2023/05/26/microsoft_azure_linux_container:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -547526,6 +568311,7 @@ https://www.theregister.com/off-prem/2021/12/09/the-big-aws-event-120-announceme
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   needs_ai_refresh: false
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+  last_ai_eval: null
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@@ -547558,6 +568344,7 @@ https://www.theregister.com/off-prem/2023/01/16/basecamp-details-32-million-bill
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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@@ -547590,6 +568377,7 @@ https://www.theregister.com/off-prem/2023/01/16/basecamp-details-32-million-bill
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -547657,6 +568446,7 @@ https://www.theregister.com/off-prem/2023/01/16/basecamp-details-32-million-bill
   last_checked: 1779130494.951709
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.951709+02:00'
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -547790,6 +568583,7 @@ https://www.theregister.com/software/2021/12/06/mysql-a-pretty-poor-database-say
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -547823,6 +568617,7 @@ https://www.theregister.com/software/2021/12/21/how-kubernetes-lowers-costs-and-
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -547857,6 +568652,7 @@ https://www.theregister.com/software/2023/05/26/microsofts-azure-linux-distro-is
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -547889,6 +568685,7 @@ https://www.theserverlessmindset.com/p/best-serverless-database:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -547920,6 +568717,7 @@ https://www.theskillpedia.com/managing-docker-images-openshift-tutorial:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -547953,6 +568751,7 @@ https://www.thestack.technology/how-kubernetes-operators-fit-into-to-platform-bu
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -547987,6 +568786,7 @@ https://www.thestack.technology/vmware-is-killing-off-56-products-including-vsph
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   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
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   discovered_at: '2022-06-01T00:00:00+02:00'
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   is_microservice: false
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@@ -548056,6 +568858,7 @@ https://www.thinksys.com/azure/azure-devops-pipeline-complete-guide:
   - docs/azure.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://thinksys.com/azure/azure-devops-pipeline-complete-guide
 https://www.thinksys.com/devops/docker-swarm-vs-kubernetes-comparison:
   title: 'thinksys.com: Docker Swarm vs. Kubernetes: Comparison 2022'
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@@ -548081,6 +568885,7 @@ https://www.thinksys.com/devops/docker-swarm-vs-kubernetes-comparison:
   - docs/kubernetes-alternatives.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://thinksys.com/devops/docker-swarm-vs-kubernetes-comparison
 https://www.thinksys.com/devops/kubernetes-autoscaling:
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@@ -548091,13 +568896,14 @@ https://www.thinksys.com/devops/kubernetes-autoscaling:
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@@ -548106,6 +568912,7 @@ https://www.thinksys.com/devops/kubernetes-autoscaling:
   - docs/kubernetes-autoscaling.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://thinksys.com/devops/kubernetes-autoscaling
 https://www.thinksys.com/devops/kubernetes-multi-tenancy:
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@@ -548131,6 +568939,7 @@ https://www.thinksys.com/devops/kubernetes-multi-tenancy:
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://thinksys.com/devops/kubernetes-multi-tenancy
 https://www.thomasmaurer.ch:
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   needs_ai_refresh: false
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@@ -548182,6 +568992,7 @@ https://www.thomasmaurer.ch/2020/04/enable-powershell-ssh-remoting-in-powershell
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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   discovered_at: '2020-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
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@@ -548467,6 +569286,7 @@ https://www.thomasmaurer.ch/2023/09/azure-landing-zone-review-assessment:
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   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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@@ -548500,6 +569320,7 @@ https://www.thorsten-hans.com/azure-arc-enabled-kubernetes-digital-ocean:
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   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.003184+02:00'
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -548564,6 +569386,7 @@ https://www.thorsten-hans.com/encrypt-your-kubernetes-secrets-with-mozilla-sops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -548631,6 +569455,7 @@ https://www.thoughtworks.com/es-es/insights/blog:
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   discovered_at: '2020-06-01T00:00:00+02:00'
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@@ -548655,13 +569480,14 @@ https://www.thoughtworks.com/es/insights/blog/modernizing-your-build-pipelines:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
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   discovered_at: '2026-05-17T16:45:28.712152+02:00'
+  last_ai_eval: null
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@@ -548671,6 +569497,7 @@ https://www.thoughtworks.com/es/insights/blog/modernizing-your-build-pipelines:
   - docs/jenkins.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.thoughtworks.com/es-es/insights/blog
 https://www.thoughtworks.com/insights/blog/nosql-databases-overview:
   title: 'thoughtworks.com: NoSQL Databases, an overview'
   description: ''
@@ -548690,6 +569517,7 @@ https://www.thoughtworks.com/insights/blog/nosql-databases-overview:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -548719,6 +569547,7 @@ https://www.thoughtworks.com/insights/continuous-delivery:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:02.521243+02:00'
+  last_ai_eval: null
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@@ -548744,6 +569573,7 @@ https://www.thoughtworks.com/insights/topic/continuous-delivery:
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   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.008879+02:00'
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@@ -548773,6 +569603,7 @@ https://www.thoughtworks.com/radar/platforms/kubernetes:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -548806,6 +569637,7 @@ https://www.thoughtworks.com/radar/techniques/templating-in-yaml:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -548839,6 +569671,7 @@ https://www.thoughtworks.com/radar/tools/helm:
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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@@ -548863,13 +569696,14 @@ https://www.threatstack.com:
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@@ -548878,6 +569712,7 @@ https://www.threatstack.com:
   - docs/devsecops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.f5.com/products/distributed-cloud-services
 https://www.threatstack.com/blog/50-best-aws-cloudwatch-tutorials:
   title: 'threatstack.com: 50 Best AWS CloudWatch Tutorials'
   description: ''
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@@ -548903,6 +569739,7 @@ https://www.threatstack.com/blog/50-best-aws-cloudwatch-tutorials:
   - docs/aws-monitoring.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.f5.com/company/blog
 https://www.thunderclient.io:
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@@ -548920,6 +569757,7 @@ https://www.thunderclient.io:
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   discovered_at: '2026-05-17T17:13:03.670016+02:00'
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@@ -548949,6 +569787,7 @@ https://www.tigera.io:
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+  last_ai_eval: null
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@@ -548981,6 +569820,7 @@ https://www.tigera.io/blog/calico-wireguard-support-with-azure-cni:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -549013,6 +569853,7 @@ https://www.tigera.io/blog/comparing-kube-proxy-modes-iptables-or-ipvs:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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@@ -549079,6 +569921,7 @@ https://www.tigera.io/blog/kubernetes-security-policy-10-critical-best-practices
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -549104,13 +569947,14 @@ https://www.tigera.io/blog/turbocharging-aks-networking-with-calico-ebpf:
   resource_type: Technical Article
   complexity: Advanced
   is_microservice: true
-  status: online
+  status: duplicate
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   discovered_at: '2021-06-01T00:00:00+02:00'
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@@ -549123,6 +569967,7 @@ https://www.tigera.io/blog/turbocharging-aks-networking-with-calico-ebpf:
   v2_locations:
   - managed-kubernetes-in-public-cloud.md
   youtube_mosaic: {}
+  duplicate_of: https://thenewstack.io/turbocharging-aks-networking-with-calico-ebpf
 https://www.tigerdata.com/blog/prometheus-vs-opentelemetry-metrics-a-complete-guide:
   title: 'timescale.com: Prometheus vs. OpenTelemetry Metrics: A Complete Guide'
   description: ''
@@ -549143,6 +569988,7 @@ https://www.tigerdata.com/blog/prometheus-vs-opentelemetry-metrics-a-complete-gu
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -549172,6 +570018,7 @@ https://www.tigerdata.com/cloud:
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   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.992606+02:00'
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@@ -549199,6 +570046,7 @@ https://www.tigerdata.com/learn/postgres-cheat-sheet:
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   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -549228,6 +570076,7 @@ https://www.tiktok.com/@broadwayourwaysf/video/7645007016355745037?_r=1&_t=ZT-96
   last_checked: 1780401152.31572
   needs_ai_refresh: false
   discovered_at: '2026-06-02T13:52:32.315720+02:00'
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@@ -549254,6 +570103,7 @@ https://www.timescale.com/blog/generate-and-store-opentelemetry-traces-automatic
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:35.239054+02:00'
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@@ -549287,6 +570138,7 @@ https://www.timescale.com/blog/prometheus-vs-opentelemetry-metrics-a-complete-gu
   - docs/monitoring.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.tigerdata.com/blog/prometheus-vs-opentelemetry-metrics-a-complete-guide
 https://www.timewatch.com/blog/outlook-resource-scheduling:
   title: 'timewatch.com: Outlook Resource Scheduling – View and report on Employee
     Outlook Calendars'
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   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -549330,13 +570183,14 @@ https://www.timewatch.com/outlook-resource-scheduling:
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   is_microservice: false
-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T17:28:14.941074+02:00'
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@@ -549345,6 +570199,7 @@ https://www.timewatch.com/outlook-resource-scheduling:
   - docs/appointment-scheduling.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.timewatch.com/blog/outlook-resource-scheduling
 https://www.tkng.io:
   title: "tkng.io: The Kubernetes Networking Guide \U0001F31F\U0001F31F"
   description: ''
@@ -549365,6 +570220,7 @@ https://www.tkng.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -549397,6 +570253,7 @@ https://www.tkng.io/arch:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -549430,6 +570287,7 @@ https://www.toolbox.com/tech/devops/articles/automating-sre-to-scale-operations:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -549463,6 +570321,7 @@ https://www.toolbox.com/tech/devops/articles/more-organizations-adopting-gitops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -549495,6 +570354,7 @@ https://www.toptal.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -549525,6 +570385,7 @@ https://www.toptal.com/kubernetes/service-mesh-comparison:
   last_checked: 1779034223.760437
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:23.760437+02:00'
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@@ -549556,6 +570417,7 @@ https://www.toptal.com/software/trunk-based-development-git-flow:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:11.428211+02:00'
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@@ -549588,6 +570450,7 @@ https://www.toptechskills.com/ansible-tutorials-courses:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -549620,6 +570483,7 @@ https://www.toptechskills.com/ansible-tutorials-courses/speed-up-ansible-playboo
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -549653,6 +570517,7 @@ https://www.traceable.ai/blog-post/use-the-owasp-api-top-10-to-secure-your-apis:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -549684,6 +570549,7 @@ https://www.travis-ci.com:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -549706,13 +570572,14 @@ https://www.trek10.com/blog/beginners-guide-to-using-terraform-with-aws:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:01.235103+02:00'
+  last_ai_eval: null
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@@ -549721,6 +570588,7 @@ https://www.trek10.com/blog/beginners-guide-to-using-terraform-with-aws:
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://caylent.com/blog/beginners-guide-to-using-terraform-with-aws
 https://www.trek10.com/blog/control-tower-then-vs-now:
   title: 'trek10.com: Control Tower: Then vs Now'
   description: ''
@@ -549731,13 +570599,14 @@ https://www.trek10.com/blog/control-tower-then-vs-now:
   resource_type: null
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   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:42.354111+02:00'
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@@ -549746,6 +570615,7 @@ https://www.trek10.com/blog/control-tower-then-vs-now:
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://caylent.com/insights
 https://www.trek10.com/blog/pragmatic-enterprise-cicd:
   title: 'trek10.com: Enterprise CI/CD on AWS: a pragmatic approach'
   description: ''
@@ -549756,13 +570626,14 @@ https://www.trek10.com/blog/pragmatic-enterprise-cicd:
   resource_type: null
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   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:27:01.344076+02:00'
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   company: null
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@@ -549771,6 +570642,7 @@ https://www.trek10.com/blog/pragmatic-enterprise-cicd:
   - docs/cicd.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://caylent.com/blog/pragmatic-enterprise-cicd
 https://www.tremolo.io/post/pipelines-and-kubernetes-authentication:
   title: 'tremolosecurity.com: Pipelines and Kubernetes Authentication'
   description: ''
@@ -549790,6 +570662,7 @@ https://www.tremolo.io/post/pipelines-and-kubernetes-authentication:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -549821,6 +570694,7 @@ https://www.tremolo.io/post/secure-access-to-kubernetes-from-your-pipeline:
   last_checked: 1779130495.018799
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.018799+02:00'
+  last_ai_eval: null
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@@ -549853,6 +570727,7 @@ https://www.tremolo.io/post/updating-kube-oidc-proxy:
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   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.941290+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -549876,13 +570751,14 @@ https://www.tremolosecurity.com/post/pipelines-and-kubernetes-authentication:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779031226.564212
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:26.564212+02:00'
+  last_ai_eval: null
   company: null
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@@ -549891,6 +570767,7 @@ https://www.tremolosecurity.com/post/pipelines-and-kubernetes-authentication:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.tremolo.io/post/pipelines-and-kubernetes-authentication
 https://www.tremolosecurity.com/post/secure-access-to-kubernetes-from-your-pipeline:
   title: 'tremolosecurity.com: Secure Access to Kubernetes From Your Pipeline'
   description: ''
@@ -549901,13 +570778,14 @@ https://www.tremolosecurity.com/post/secure-access-to-kubernetes-from-your-pipel
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779031712.015446
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:32.015446+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -549916,6 +570794,7 @@ https://www.tremolosecurity.com/post/secure-access-to-kubernetes-from-your-pipel
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.tremolo.io/post/secure-access-to-kubernetes-from-your-pipeline
 https://www.tremolosecurity.com/post/updating-kube-oidc-proxy:
   title: '==tremolosecurity.com: Updating kube-oidc-proxy=='
   description: ''
@@ -549933,6 +570812,7 @@ https://www.tremolosecurity.com/post/updating-kube-oidc-proxy:
   last_checked: 1779030742.359759
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:22.359759+02:00'
+  last_ai_eval: null
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@@ -549951,13 +570831,14 @@ https://www.tricentis.com/blog/automated-continuous-performance-testing:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779033119.297588
   needs_ai_refresh: false
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+  last_ai_eval: null
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@@ -549966,6 +570847,7 @@ https://www.tricentis.com/blog/automated-continuous-performance-testing:
   - docs/api.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://shiftsync.tricentis.com/software-testing-blogs-69/getting-started-with-automated-continuous-performance-testing-406
 https://www.triggermesh.com:
   title: TriggerMesh
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@@ -549984,6 +570866,7 @@ https://www.triggermesh.com:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:26.164565+02:00'
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@@ -550016,6 +570899,7 @@ https://www.trilio.io/triliovault-for-kubernetes:
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   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -550038,13 +570922,14 @@ https://www.trio.dev/react/resources/angular-vs-react:
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+  status: duplicate
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@@ -550053,6 +570938,7 @@ https://www.trio.dev/react/resources/angular-vs-react:
   - docs/devel-sites.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://trio.dev/angular-vs-react
 https://www.tripwire.com/state-of-security/devops/everything-need-to-know-about-ci-cd-security:
   title: 'tripwire.com: Everything You Need to Know About CI/CD and Security'
   description: ''
@@ -550071,6 +570957,7 @@ https://www.tripwire.com/state-of-security/devops/everything-need-to-know-about-
   last_checked: 1779033827.508705
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   discovered_at: '2026-05-17T18:03:47.508705+02:00'
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@@ -550107,6 +570994,7 @@ https://www.troyhunt.com/your-api-versioning-is-wrong-which-is:
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+  last_ai_eval: null
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@@ -550139,6 +571027,7 @@ https://www.truelancer.com:
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+  last_ai_eval: null
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@@ -550169,6 +571058,7 @@ https://www.trustradius.com/platform-as-a-service-paas:
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@@ -550201,6 +571091,7 @@ https://www.tusacentral.com/joomla/index.php/mysql-blogs/243-mysql-on-kubernetes
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+  last_ai_eval: null
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@@ -550231,6 +571122,7 @@ https://www.tutorialspoint.com:
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@@ -550263,6 +571155,7 @@ https://www.tutorialspoint.com/jmeter/pdf/jmeter_quick_guide.pdf:
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@@ -550286,13 +571179,14 @@ https://www.tutorialspoint.com/openshift:
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+  status: duplicate
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@@ -550301,6 +571195,7 @@ https://www.tutorialspoint.com/openshift:
   - docs/elearning.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.tutorialspoint.com/openshift/index.htm
 https://www.tutorialspoint.com/openshift/index.htm:
   title: tutorialspoint.com/openshift
   description: ''
@@ -550321,6 +571216,7 @@ https://www.tutorialspoint.com/openshift/index.htm:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -550354,6 +571250,7 @@ https://www.tutorialworks.com/difference-docker-containerd-runc-crio-oci:
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+  last_ai_eval: null
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@@ -550444,6 +571343,7 @@ https://www.twitch.tv/acloudguruofficial:
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+  last_ai_eval: null
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@@ -550476,6 +571376,7 @@ https://www.twitch.tv/redhatopenshift:
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@@ -551370,6 +572298,7 @@ https://www.unifieddatascience.com/data-lake-design-patterns-on-aws-amazon-cloud
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@@ -551432,6 +572362,7 @@ https://www.unifieddatascience.com/data-lake-design-patterns-on-google-cloud:
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@@ -551489,6 +572421,7 @@ https://www.union.ai:
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@@ -551522,6 +572455,7 @@ https://www.union.ai/blog-post/machine-learning-in-production:
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@@ -551554,6 +572488,7 @@ https://www.union.ai/blog-post/production-grade-ml-pipelines-flyte-vs-kubeflow:
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@@ -551576,13 +572511,14 @@ https://www.unixarena.com/2022/04/terraform-source-credentials-from-aws-secret-m
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@@ -551591,6 +572527,7 @@ https://www.unixarena.com/2022/04/terraform-source-credentials-from-aws-secret-m
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   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://unixarena.com/2022/04/terraform-source-credentials-from-aws-secret-manager.html
 https://www.unixmen.com:
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@@ -551610,6 +572547,7 @@ https://www.unixmen.com:
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   discovered_at: '2021-06-01T00:00:00+02:00'
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@@ -551735,6 +572676,7 @@ https://www.ust.com/en/insights/do-we-really-need-kubernetes-and-containers:
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   discovered_at: '2026-05-17T17:00:00.914802+02:00'
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@@ -551767,6 +572709,7 @@ https://www.valuecoders.com/blog/devops/devops-for-enterprises-growth:
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@@ -551789,13 +572732,14 @@ https://www.valuecoders.com/blog/technology-and-apps/why-should-you-adopt-devops
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-  status: online
+  status: duplicate
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@@ -551804,6 +572748,7 @@ https://www.valuecoders.com/blog/technology-and-apps/why-should-you-adopt-devops
   - docs/devops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.valuecoders.com/blog/devops/devops-for-enterprises-growth
 https://www.vamsitalkstech.com/architecture/a-deepdive-into-kubernetes-multitenancy-1-2:
   title: 'vamsitalkstech.com: Introduction to Kubernetes Multi-tenancy..(1/2)'
   description: ''
@@ -551823,6 +572768,7 @@ https://www.vamsitalkstech.com/architecture/a-deepdive-into-kubernetes-multitena
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -551855,6 +572801,7 @@ https://www.vamsitalkstech.com/architecture/kubernetes-multitenancy-best-practic
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -551888,6 +572835,7 @@ https://www.vantage.sh:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -551919,6 +572867,7 @@ https://www.varinsights.com/doc/parallel-system-validation-the-end-of-devops-000
   last_checked: 1779130494.935413
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.935413+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -551942,13 +572891,14 @@ https://www.varnish-cache.org:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: e0844cb158119bb1bcb1abc2f55095125f882afc0dc45c13327617f30b4afbcb
   health_score: 100.0
   last_checked: 1779030441.460858
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:21.460858+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -551957,6 +572907,7 @@ https://www.varnish-cache.org:
   - docs/caching.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.varnish.org/index.html
 https://www.varnish-cache.org/installation/redhat:
   title: 'varnish-cache.org: Installation on RedHat'
   description: ''
@@ -551967,13 +572918,14 @@ https://www.varnish-cache.org/installation/redhat:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 9c783895f617ffb07864a3f74b5b16cd11e775762735203c0c8690b8e9fa8faf
   health_score: 100.0
   last_checked: 1779030173.194646
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:02:53.194646+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -551982,6 +572934,7 @@ https://www.varnish-cache.org/installation/redhat:
   - docs/caching.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://vinyl-cache.org/docs/trunk/installation/index.html
 https://www.varnish-software.com:
   title: varnish-software.com
   description: ''
@@ -552001,6 +572954,7 @@ https://www.varnish-software.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -552032,6 +572986,7 @@ https://www.varnish.org/index.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -552062,6 +573017,7 @@ https://www.varnish.org/index.html/installation/redhat:
   last_checked: 1779130495.017346
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.017346+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -552085,13 +573041,14 @@ https://www.vaultproject.io:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 84f75eb49bfbbe4baa3a2b4fcdcef970fc19e108662f6f7ef69e7d97250e9bb5
   health_score: 100.0
   last_checked: 1779034450.542294
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:10.542294+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -552100,6 +573057,7 @@ https://www.vaultproject.io:
   - docs/devsecops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://developer.hashicorp.com/vault
 https://www.vcluster.com:
   title: vcluster.com
   description: ''
@@ -552121,6 +573079,7 @@ https://www.vcluster.com:
   last_checked: 1779029116.227475
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:45:16.227475+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -552153,6 +573112,7 @@ https://www.vcluster.com/blog/checklist-for-kubernetes-based-development:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -552184,6 +573144,7 @@ https://www.vcluster.com/blog/docker-compose-to-kubernetes-step-by-step-migratio
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -552215,6 +573176,7 @@ https://www.vcluster.com/blog/gitops-kubernetes-explained:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -552249,6 +573211,7 @@ https://www.vcluster.com/blog/how-to-set-up-kubernetes-requests-and-limits:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -552280,6 +573243,7 @@ https://www.vcluster.com/blog/kubernetes-admission-controllers-what-they-are-and
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -552311,6 +573275,7 @@ https://www.vcluster.com/blog/kubernetes-and-ldap-enterprise-authentication-for-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -552343,6 +573308,7 @@ https://www.vcluster.com/blog/kubernetes-cost-monitoring-with-prometheus-and-gra
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -552375,6 +573341,7 @@ https://www.vcluster.com/blog/kubernetes-dashboards-headlamp:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -552407,6 +573374,7 @@ https://www.vcluster.com/blog/kubernetes-monitoring-dashboards-5-best-open-sourc
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -552438,6 +573406,7 @@ https://www.vcluster.com/blog/kubernetes-multi-tenancy-why-virtual-clusters-are-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -552461,13 +573430,14 @@ https://www.vcluster.com/blog/kubernetes-network-policies-a-practitioners-guide:
   resource_type: Article
   complexity: Intermediate
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -552480,6 +573450,7 @@ https://www.vcluster.com/blog/kubernetes-network-policies-a-practitioners-guide:
   v2_locations:
   - kubernetes-networking.md
   youtube_mosaic: {}
+  duplicate_of: https://loft-sh.medium.com/kubernetes-network-policies-a-practitioners-guide-c9bb4cdd0dbc
 https://www.vcluster.com/blog/kubernetes-network-policies-for-isolating-namespaces:
   title: "loft.sh: Kubernetes Network Policies for Isolating Namespaces \U0001F31F"
   description: ''
@@ -552499,6 +573470,7 @@ https://www.vcluster.com/blog/kubernetes-network-policies-for-isolating-namespac
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -552530,6 +573502,7 @@ https://www.vcluster.com/blog/kubernetes-nginx-ingress:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -552566,6 +573539,7 @@ https://www.vcluster.com/blog/kubernetes-on-windows-6-life-saving-tools-and-tips
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -552598,6 +573572,7 @@ https://www.vcluster.com/blog/kubernetes-rbac-basics-and-advanced-patterns:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -552629,6 +573604,7 @@ https://www.vcluster.com/blog/kubernetes-statefulset-examples-and-best-practices
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -552661,6 +573637,7 @@ https://www.vcluster.com/blog/kubernetes-virtual-clusters-for-ci-cd-testing:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -552692,6 +573669,7 @@ https://www.vcluster.com/blog/multi-tenant-kubernetes-clusters-challenges-and-us
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -552724,6 +573702,7 @@ https://www.vcluster.com/blog/platform-engineering-the-definitive-guide:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -552756,6 +573735,7 @@ https://www.vcluster.com/blog/self-service-kubernetes-namespaces-are-a-game-chan
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -552787,6 +573767,7 @@ https://www.vcluster.com/blog/skaffold-vs-tilt-vs-devspace:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -552819,6 +573800,7 @@ https://www.vcluster.com/blog/the-cost-of-managed-kubernetes-a-comparison:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -552853,6 +573835,7 @@ https://www.vcluster.com/blog/using-kubernetes-ephemeral-containers-for-troubles
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -552884,6 +573867,7 @@ https://www.veeam.com/products/cloud/kubernetes-data-protection.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -552913,6 +573897,7 @@ https://www.veeam.com/products/cloud/kubernetes-data-protection.html:
   last_checked: 1779130494.992115
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.992115+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -552940,6 +573925,7 @@ https://www.velotio.com/engineering-blog/autoscaling-in-kubernetes-using-hpa-vpa
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -552963,13 +573949,14 @@ https://www.velotio.com/engineering-blog/getting-started-with-kubernetes-operato
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 9a6cf0b07e6db3280474f134eac1c8907f09c22c1bcd1cc0c024e4d170f50cf6
   health_score: 100.0
   last_checked: 1779032793.277482
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:46:33.277482+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -552978,6 +573965,7 @@ https://www.velotio.com/engineering-blog/getting-started-with-kubernetes-operato
   - docs/kubernetes-operators-controllers.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.velotio.com/engineering-blog/getting-started-with-kubernetes-operators-helm-based-part-1
 https://www.velotio.com/engineering-blog/getting-started-with-kubernetes-operators-helm-based-part-1:
   title: 'medium.com: Getting Started With Kubernetes Operators (Helm Based) - Part
     1'
@@ -553001,6 +573989,7 @@ https://www.velotio.com/engineering-blog/getting-started-with-kubernetes-operato
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -553025,13 +574014,14 @@ https://www.vice.com/en/article/g5y37j/thousands-of-software-engineers-say-the-j
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 31719bd15bededc57107588aab8fb196f5fc67f971ac8e38617f57344c449ceb
   health_score: 100.0
   last_checked: 1779031402.258758
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:22.258758+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -553040,6 +574030,7 @@ https://www.vice.com/en/article/g5y37j/thousands-of-software-engineers-say-the-j
   - docs/recruitment.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.vice.com/en/article/thousands-of-software-engineers-say-the-job-market-is-getting-much-worse
 https://www.vice.com/en/article/thousands-of-software-engineers-say-the-job-market-is-getting-much-worse:
   title: 'vice.com: Thousands of Software Engineers Say the Job Market Is Getting
     Much Worse'
@@ -553060,6 +574051,7 @@ https://www.vice.com/en/article/thousands-of-software-engineers-say-the-job-mark
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -553092,6 +574084,7 @@ https://www.viewnext.com/front-end-vs-back-end:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -553123,6 +574116,7 @@ https://www.viewnext.com/que-es-gitops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -553156,6 +574150,7 @@ https://www.virtualizationhowto.com/2023/08/best-kubernetes-management-tools-in-
   last_checked: 1779031548.875567
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:25:48.875567+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -553189,6 +574184,7 @@ https://www.virtualizationhowto.com/2024/02/vmware-by-broadcom-lesson-dont-base-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -553218,6 +574214,7 @@ https://www.visidata.org:
   last_checked: 1779032756.763819
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:45:56.763819+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -553247,6 +574244,7 @@ https://www.visual-paradigm.com/scrum/scrum-vs-waterfall-vs-agile-vs-lean-vs-kan
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -553278,6 +574276,7 @@ https://www.vladionescu.me/posts/scaling-containers-on-aws-in-2022:
   last_checked: 1779034373.136279
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:12:53.136279+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -553313,6 +574312,7 @@ https://www.vmware.com/products/app-platform/tanzu:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -553347,6 +574347,7 @@ https://www.vmware.com/products/cloud-infrastructure/vsphere:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -553369,13 +574370,14 @@ https://www.vmware.com/products/vsphere.html:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 36bd511c2b3bb7a1a8cecf170652901dd419c9d1bf33702eb986d81eebdcdaa3
   health_score: 100.0
   last_checked: 1779032455.317308
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:40:55.317308+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -553385,6 +574387,7 @@ https://www.vmware.com/products/vsphere.html:
   - docs/matrix-table.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.vmware.com/products/cloud-infrastructure/vsphere
 https://www.vogella.com/tutorials:
   title: vogella.com
   description: ''
@@ -553405,6 +574408,7 @@ https://www.vogella.com/tutorials:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -553436,6 +574440,7 @@ https://www.vogella.com/tutorials/ApacheMaven/article.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -553469,6 +574474,7 @@ https://www.vpnranks.com/news/belgian-defense-ministry-under-cyber-attack-due-to
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -553500,6 +574506,7 @@ https://www.vshn.ch/en/blog/a-very-quick-comparison-of-kubernetes-serverless-fra
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -553530,6 +574537,7 @@ https://www.vxav.fr/2021-09-13-interacting-with-containerd-runtime-for-kubernete
   last_checked: 1779030842.403637
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:02.403637+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -553560,6 +574568,7 @@ https://www.w3.org/TR:
   last_checked: 1779032753.948552
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:53.948552+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -553587,6 +574596,7 @@ https://www.w3schools.io/file/yaml-vs-yml:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -553620,6 +574630,7 @@ https://www.wappalyzer.com/technologies/documentation-tools/mkdocs:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -553652,6 +574663,7 @@ https://www.warp.dev:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -553684,6 +574696,7 @@ https://www.warpbuild.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -553706,13 +574719,14 @@ https://www.waypointproject.io:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
   last_checked: 1779034521.347723
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   discovered_at: '2026-05-17T18:15:21.347723+02:00'
+  last_ai_eval: null
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@@ -553722,6 +574736,7 @@ https://www.waypointproject.io:
   - docs/jenkins-alternatives.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://developer.hashicorp.com/waypoint
 https://www.weave.works:
   title: 'weave.works: Weave Kubernetes Platform'
   description: ''
@@ -553742,6 +574757,7 @@ https://www.weave.works:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -553775,6 +574791,7 @@ https://www.weave.works/blog/6-business-benefits-of-kubernetes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -553797,13 +574814,14 @@ https://www.weave.works/blog/aws-networking-overview---part-2:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T17:18:31.951615+02:00'
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@@ -553812,6 +574830,7 @@ https://www.weave.works/blog/aws-networking-overview---part-2:
   - docs/kubernetes-networking.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://go.weave.works/2021_GitOps_Maturity_Model.html
 https://www.weave.works/blog/case-study-national-australia-bank-decreases-operational-overhead-with-gitops:
   title: 'weave.works: Case Study: National Australia Bank Decreases Operational Overhead
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@@ -553833,6 +574852,7 @@ https://www.weave.works/blog/case-study-national-australia-bank-decreases-operat
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -553864,6 +574884,7 @@ https://www.weave.works/blog/category/kubernetes:
   last_checked: 1779030737.621544
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:17.621544+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -553899,6 +574920,7 @@ https://www.weave.works/blog/deutsche-telekom-explain-why-they-chose-gitops-for-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -553932,6 +574954,7 @@ https://www.weave.works/blog/flamingo-expand-argo-cd-with-flux:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -553964,6 +574987,7 @@ https://www.weave.works/blog/gitops-in-the-modern-enterprise:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -553996,6 +575020,7 @@ https://www.weave.works/blog/gitops-takes-devops-teams-to-higher-levels-of-matur
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -554025,6 +575050,7 @@ https://www.weave.works/blog/introduction-to-kubernetes-pod-networking--part-1:
   last_checked: 1779032951.05517
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:11.055170+02:00'
+  last_ai_eval: null
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@@ -554051,6 +575077,7 @@ https://www.weave.works/blog/introduction-to-service-meshes-on-kubernetes-and-pr
   last_checked: 1779032406.910659
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:40:06.910659+02:00'
+  last_ai_eval: null
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@@ -554079,6 +575106,7 @@ https://www.weave.works/blog/kubernetes-cluster:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -554110,6 +575138,7 @@ https://www.weave.works/blog/kubernetes-components-that-makeup-its-architecture:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -554141,6 +575170,7 @@ https://www.weave.works/blog/kubernetes-deployment-strategies:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -554171,6 +575201,7 @@ https://www.weave.works/blog/kubernetes-in-the-enterprise:
   last_checked: 1779030268.819479
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:28.819479+02:00'
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@@ -554194,13 +575225,14 @@ https://www.weave.works/blog/manage-thousands-of-clusters-with-gitops-and-the-cl
   resource_type: Article
   complexity: Advanced
   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: null
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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@@ -554213,6 +575245,7 @@ https://www.weave.works/blog/manage-thousands-of-clusters-with-gitops-and-the-cl
   v2_locations:
   - kubernetes-on-premise.md
   youtube_mosaic: {}
+  duplicate_of: https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745/blog/manage-thousands-of-clusters-with-gitops-and-the-cluster-api
 https://www.weave.works/blog/managing-kubernetes-with-gitops-in-a-multi-cluster-multi-cloud-world:
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@@ -554234,6 +575267,7 @@ https://www.weave.works/blog/managing-kubernetes-with-gitops-in-a-multi-cluster-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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@@ -554263,6 +575297,7 @@ https://www.weave.works/blog/one-year-kured-kubernetes-reboot-daemon:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:27.129631+02:00'
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@@ -554282,13 +575317,14 @@ https://www.weave.works/blog/progressively-delivering-applications-across-cloud-
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-  status: online
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   health_score: 100.0
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   discovered_at: '2026-05-17T18:13:26.411973+02:00'
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@@ -554297,6 +575333,7 @@ https://www.weave.works/blog/progressively-delivering-applications-across-cloud-
   - docs/cicd.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745
 https://www.weave.works/blog/the-definitive-guide-to-kubernetes-in-production:
   title: "weave.works: The Definitive Guide to Kubernetes in Production \U0001F31F\U0001F31F"
   description: ''
@@ -554316,6 +575353,7 @@ https://www.weave.works/blog/the-definitive-guide-to-kubernetes-in-production:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -554347,6 +575385,7 @@ https://www.weave.works/blog/the-history-of-gitops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -554378,6 +575417,7 @@ https://www.weave.works/blog/theres-more-to-gitops-than-meets-the-eye:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -554442,6 +575483,7 @@ https://www.weave.works/blog/what-is-a-self-service-developer-platform:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -554468,13 +575510,14 @@ https://www.weave.works/blog/what-is-gitops-really:
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   complexity: Beginner
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: null
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   discovered_at: '2020-06-01T00:00:00+02:00'
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   hierarchy:
@@ -554488,6 +575531,7 @@ https://www.weave.works/blog/what-is-gitops-really:
   v2_locations:
   - gitops.md
   youtube_mosaic: {}
+  duplicate_of: https://devopslearners.com/what-is-gitops-168aac9a2ee
 https://www.weave.works/blog/wkp-team-workspaces-rbac:
   title: 'weave.works: Weave Kubernetes Platform (WKP) Unlocks Cross Team Collaboration
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@@ -554508,6 +575552,7 @@ https://www.weave.works/blog/wkp-team-workspaces-rbac:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -554532,13 +575577,14 @@ https://www.weave.works/blog/wksctl-a-new-oss-kubernetes-manager-using-gitops:
   resource_type: Article
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -554552,6 +575598,7 @@ https://www.weave.works/blog/wksctl-a-new-oss-kubernetes-manager-using-gitops:
   - gitops.md
   - kubernetes-on-premise.md
   youtube_mosaic: {}
+  duplicate_of: https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745/blog/wksctl-a-new-oss-kubernetes-manager-using-gitops
 https://www.weave.works/docs/net/latest/overview:
   title: Weave-net
   description: ''
@@ -554569,6 +575616,7 @@ https://www.weave.works/docs/net/latest/overview:
   last_checked: 1779033188.624132
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:08.624132+02:00'
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@@ -554594,6 +575642,7 @@ https://www.weave.works/features/prometheus-monitoring:
   last_checked: 1779031436.268873
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:56.268873+02:00'
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@@ -554629,6 +575678,7 @@ https://www.weave.works/product/gitops-enterprise:
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   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -554662,6 +575712,7 @@ https://www.weave.works/technologies/gitops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -554694,6 +575745,7 @@ https://www.weave.works/technologies/going-cloud-native-6-essential-things-you-n
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -554727,6 +575779,7 @@ https://www.weave.works/use-cases/security-with-gitops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
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@@ -554758,6 +575811,7 @@ https://www.webcodegeeks.com/python/python-django-tutorial:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -554791,6 +575845,7 @@ https://www.weblineindia.com/blog/all-about-devops-automation:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -554813,13 +575868,14 @@ https://www.websiteplanet.com/blog/what-is-open-source-software:
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-  status: online
+  status: duplicate
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@@ -554828,6 +575884,7 @@ https://www.websiteplanet.com/blog/what-is-open-source-software:
   - docs/introduction.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.websiteplanet.com/blog/what-is-open-source-software/?geo=us&device=desktop
 https://www.websiteplanet.com/blog/what-is-open-source-software/?geo=us&device=desktop:
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   description: ''
@@ -554848,6 +575905,7 @@ https://www.websiteplanet.com/blog/what-is-open-source-software/?geo=us&device=d
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -554878,6 +575936,7 @@ https://www.wecloudpro.com/2020/08/22/kubernetes-disaster-recovery-with-velero.h
   last_checked: 1779034476.809873
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   discovered_at: '2026-05-17T18:14:36.809873+02:00'
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@@ -554908,6 +575967,7 @@ https://www.wecloudpro.com/2020/11/01/Balance-your-kubernetes-cluster.html:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:57.910617+02:00'
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@@ -554934,6 +575994,7 @@ https://www.wecloudpro.com/2021/08/21/Watchers-in-Kubernetes.html:
   last_checked: 1779033044.800104
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:44.800104+02:00'
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@@ -554965,6 +576026,7 @@ https://www.wecloudpro.com/2021/11/13/Tanzu-Community-Edition.html:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:57.604283+02:00'
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@@ -554996,6 +576058,7 @@ https://www.wecloudpro.com/2021/11/28/Argocd-helm.html:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:02.592469+02:00'
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@@ -555030,6 +576093,7 @@ https://www.weekly.tf:
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   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -555060,6 +576124,7 @@ https://www.weekly.tf/p/issue-171-terramate-using-llms-to-generate-terraform-api
   last_checked: 1779030009.949336
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:00:09.949336+02:00'
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@@ -555087,6 +576152,7 @@ https://www.welivesecurity.com/es/recursos-herramientas/ofuscacion-de-codigo-art
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
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@@ -555120,6 +576186,7 @@ https://www.welivesecurity.com/la-es/2021/12/16/que-deben-saber-lideres-empresas
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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@@ -555152,6 +576219,7 @@ https://www.whizlabs.com:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -555183,6 +576251,7 @@ https://www.whizlabs.com/blog/google-cloud-platform:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -555214,6 +576283,7 @@ https://www.whizlabs.com/blog/kinesis-vs-kafka:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -555246,6 +576316,7 @@ https://www.wildfly.org:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -555268,13 +576339,14 @@ https://www.wired.co.uk/article/great-resignation-quit-job:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 548b3e30425ae4de1adb674d0c024f4d20e7de886ad36ea05d8e2dba30b0e058
   health_score: 100.0
   last_checked: 1779030444.015108
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:24.015108+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -555283,6 +576355,7 @@ https://www.wired.co.uk/article/great-resignation-quit-job:
   - docs/recruitment.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.wired.com/story/great-resignation-quit-job
 https://www.wired.com/story/calendly-google-calendar-appointment-schedule:
   title: 'wired.com: Google Calendar''s β€˜Appointment Schedule’ Is Good, Not Great'
   description: ''
@@ -555300,6 +576373,7 @@ https://www.wired.com/story/calendly-google-calendar-appointment-schedule:
   last_checked: 1779034155.902698
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:09:15.902698+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -555328,6 +576402,7 @@ https://www.wired.com/story/great-resignation-quit-job:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -555360,6 +576435,7 @@ https://www.wired.com/story/web3-gavin-wood-interview:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -555392,6 +576468,7 @@ https://www.wiz.io/blog/avoiding-mistakes-with-aws-oidc-integration-conditions:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -555424,6 +576501,7 @@ https://www.worksome.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -555456,6 +576534,7 @@ https://www.wraltechwire.com/2021/12/11/red-hat-expands-hybrid-cloud-efforts-in-
   last_checked: 1779032774.191549
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:14.191549+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -555490,6 +576569,7 @@ https://www.wraltechwire.com/2021/12/11/red-hat-expands-hybrid-cloud-efforts-in-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -555523,6 +576603,7 @@ https://www.wraltechwire.com/2021/12/11/red-hat-expands-hybrid-cloud-efforts-in-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -555559,6 +576640,7 @@ https://www.wraltechwire.com/2021/12/11/red-hat-expands-hybrid-cloud-efforts-in-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -555592,6 +576674,7 @@ https://www.xataka.com/empresas-y-economia/gran-renuncia-esta-ganando-terreno-es
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -555624,6 +576707,7 @@ https://www.xataka.com/empresas-y-economia/gran-renuncia-esta-ganando-terreno-es
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -555656,6 +576740,7 @@ https://www.xataka.com/empresas-y-economia/gran-renuncia-esta-ganando-terreno-es
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -555689,6 +576774,7 @@ https://www.xataka.com/empresas-y-economia/gran-renuncia-esta-ganando-terreno-es
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -555712,13 +576798,14 @@ https://www.xataka.com/empresas-y-economia/gran-renuncia-esta-ganando-terreno-es
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: e9cd86bffde226cf88b1ba5063a8f9ecdc8355b09b52298c92eab1c2518f83b3
   health_score: 100.0
   last_checked: 1779029172.643837
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:12.643837+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -555727,6 +576814,7 @@ https://www.xataka.com/empresas-y-economia/gran-renuncia-esta-ganando-terreno-es
   - docs/recruitment.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.xataka.com/especiales/me-hice-funcionario-siendo-ingeniero-que-me-da-administracion-publica-que-no-consigue-empresa-privada-1
 ? https://www.xataka.com/especiales/me-hice-funcionario-siendo-ingeniero-que-me-da-administracion-publica-que-no-consigue-empresa-privada-1
 : title: 'xataka.com: Me hice funcionario siendo ingeniero: quΓ© me da la administraciΓ³n
     pΓΊblica que no consigue la empresa privada'
@@ -555749,6 +576837,7 @@ https://www.xataka.com/empresas-y-economia/gran-renuncia-esta-ganando-terreno-es
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -555783,6 +576872,7 @@ https://www.xataka.com/magnet/esclavos-improductividad-70-reuniones-impiden-que-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -555815,6 +576905,7 @@ https://www.xataka.com/magnet/gran-renuncia-americana-como-trabajadores-se-han-h
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -555850,6 +576941,7 @@ https://www.xataka.com/movilidad/auge-coche-electrico-autonomo-se-ha-topado-otra
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -555883,6 +576975,7 @@ https://www.xataka.com/pro/asi-se-reparte-mercado-cloud-tres-grandes-tienen-63-s
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -555918,6 +577011,7 @@ https://www.xataka.com/pro/aws-se-pasa-al-low-code-workflow-studio-su-primera-he
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -555952,6 +577046,7 @@ https://www.xataka.com/pro/aws-se-pasa-al-low-code-workflow-studio-su-primera-he
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -555984,6 +577079,7 @@ https://www.xataka.com/pro/gran-renuncia-eeuu-empleados-estan-dejando-masa-sus-t
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -556017,6 +577113,7 @@ https://www.xataka.com/pro/ibm-se-parte-dos-109-anos-despues-nube-da-dinero-que-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -556051,6 +577148,7 @@ https://www.xataka.com/pro/ibm-se-parte-dos-109-anos-despues-nube-da-dinero-que-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -556085,6 +577183,7 @@ https://www.xataka.com/pro/ibm-se-parte-dos-109-anos-despues-nube-da-dinero-que-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -556119,6 +577218,7 @@ https://www.xataka.com/robotica-e-ia/copilot-revolucion-para-programadores-tambi
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -556151,6 +577251,7 @@ https://www.xataka.com/robotica-e-ia/copilot-revolucion-para-programadores-tambi
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -556185,6 +577286,7 @@ https://www.xataka.com/robotica-e-ia/llevo-algunos-dias-usando-copilot-github-pa
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -556222,6 +577324,7 @@ https://www.xataka.com/robotica-e-ia/microsoft-no-quiere-poner-todos-huevos-cest
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -556255,6 +577358,7 @@ https://www.xataka.com/robotica-e-ia/programadores-alucinaban-copilot-chatgpt-ah
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -556288,6 +577392,7 @@ https://www.xataka.com/robotica-e-ia/programadores-alucinaban-copilot-chatgpt-ah
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -556320,6 +577425,7 @@ https://www.xataka.com/servicios/copilot-chatgpt-gpt-4-han-cambiado-para-siempre
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -556352,6 +577458,7 @@ https://www.xataka.com/servicios/que-amazon-ha-elegido-aragon-para-instalar-sus-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -556363,6 +577470,7 @@ https://www.xataka.com/servicios/que-amazon-ha-elegido-aragon-para-instalar-sus-
   v1_locations: []
   v2_locations:
   - aws-spain.md
+  - aws.md
   youtube_mosaic: {}
 https://www.xenonstack.com/blog/serverless-open-faas-java:
   title: 'xenonstack.com: Serverless Architecture with OpenFaaS and Java'
@@ -556383,6 +577491,7 @@ https://www.xenonstack.com/blog/serverless-open-faas-java:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -556406,13 +577515,14 @@ https://www.xenonstack.com/blog/serverless-openfaas-java:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 24ebd6dc664ac99dafe35d8c4cdbe839f9b8fbf487c1eb8ebaded150dc329ce1
   health_score: 100.0
   last_checked: 1779030238.932952
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:58.932952+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -556422,6 +577532,7 @@ https://www.xenonstack.com/blog/serverless-openfaas-java:
   - docs/serverless.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.xenonstack.com/blog/serverless-open-faas-java
 https://www.xenonstack.com/insights/stateful-and-stateless-applications:
   title: 'xenonstack.com: Stateful and Stateless Applications Best Practices and Advantages'
   description: ''
@@ -556441,6 +577552,7 @@ https://www.xenonstack.com/insights/stateful-and-stateless-applications:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -556472,6 +577584,7 @@ https://www.xeridia.co.uk/blog/benefits-test-driven-development-devops-environme
   last_checked: 1779033170.390818
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:52:50.390818+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -556504,6 +577617,7 @@ https://www.xeridia.co.uk/blog/importance-testing-devops:
   last_checked: 1779030803.64258
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:13:23.642580+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -556536,6 +577650,7 @@ https://www.yamllint.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -556559,13 +577674,14 @@ https://www.yeeply.com:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 31b7067754281e1dbc1a25c481bd139524b193f46bfe0d8ac66faf733597c2e6
   health_score: 100.0
   last_checked: 1779032151.069075
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:51.069075+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -556574,6 +577690,7 @@ https://www.yeeply.com:
   - docs/freelancing.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://yeeply.com
 https://www.yegor256.com/2014/07/24/rultor-automated-merging.html:
   title: Rultor, a Merging Bot
   description: ''
@@ -556593,6 +577710,7 @@ https://www.yegor256.com/2014/07/24/rultor-automated-merging.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2014-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -556616,13 +577734,14 @@ https://www.yobyot.com/aws/aws-multi-region-keys-and-ec2-data-lifecycle-manager/
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: b642aa84b170fc32fe04321fa47847096aa2b9bad5f51e6154cdffc1661208dc
   health_score: 100.0
   last_checked: 1779030730.41939
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:10.419390+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -556631,6 +577750,7 @@ https://www.yobyot.com/aws/aws-multi-region-keys-and-ec2-data-lifecycle-manager/
   - docs/aws-security.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://yobyot.com/aws/aws-multi-region-keys-and-ec2-data-lifecycle-manager/2021/08/18
 https://www.youtube.com:
   title: null
   description: null
@@ -556648,6 +577768,7 @@ https://www.youtube.com:
   last_checked: 1779029371.346189
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:49:31.346189+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -556672,6 +577793,7 @@ https://www.youtube.com/@ByteByteGo:
   last_checked: 1779034461.734469
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:21.734469+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -556702,6 +577824,7 @@ https://www.youtube.com/@ClickHouseDB:
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -556736,6 +577859,7 @@ https://www.youtube.com/@CloudNativeMadrid:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -556770,6 +577894,7 @@ https://www.youtube.com/@DotCSV:
   last_checked: 1779030587.842524
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:47.842524+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -556800,6 +577925,7 @@ https://www.youtube.com/@GoogleGemini:
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -556836,6 +577962,7 @@ https://www.youtube.com/@gustavo-entrala:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -556874,6 +578001,7 @@ https://www.youtube.com/@ITOpsTalk:
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -556910,6 +578038,7 @@ https://www.youtube.com/@Microsoft.Copilot:
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -556944,6 +578073,7 @@ https://www.youtube.com/@MicrosoftReactor:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -556978,6 +578108,7 @@ https://www.youtube.com/@NedintheCloud:
   last_checked: 1779029475.611998
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:15.611998+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -557006,6 +578137,7 @@ https://www.youtube.com/@NetBoxLabs:
   last_checked: 1779030403.896728
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:43.896728+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -557034,6 +578166,7 @@ https://www.youtube.com/@OlenaKutsenko:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -557070,6 +578203,7 @@ https://www.youtube.com/@Playwrightdev:
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -557106,6 +578240,7 @@ https://www.youtube.com/@aiatmeta:
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -557142,6 +578277,7 @@ https://www.youtube.com/@anthropic-ai:
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -557178,6 +578314,7 @@ https://www.youtube.com/@arsys:
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -557212,6 +578349,7 @@ https://www.youtube.com/@azure-terraformer:
   last_checked: 1779031567.187823
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:07.187823+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -557243,6 +578381,7 @@ https://www.youtube.com/@code/shorts:
   last_checked: 1779033158.304911
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:52:38.304911+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -557275,6 +578414,7 @@ https://www.youtube.com/@googlecloudtech:
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -557311,6 +578451,7 @@ https://www.youtube.com/@googledeepmind:
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -557345,6 +578486,7 @@ https://www.youtube.com/@kubefm:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -557379,6 +578521,7 @@ https://www.youtube.com/@kyndryl:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -557413,6 +578556,7 @@ https://www.youtube.com/@midulive:
   last_checked: 1779033130.126036
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:10.126036+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -557441,6 +578585,7 @@ https://www.youtube.com/@mouredev:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -557475,6 +578620,7 @@ https://www.youtube.com/@returngis:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -557509,6 +578655,7 @@ https://www.youtube.com/@techwithhelen:
   last_checked: 1779030597.571011
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:57.571011+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -557541,6 +578688,7 @@ https://www.youtube.com/@theakscommunity:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -557570,6 +578718,7 @@ https://www.youtube.com/CodelyTV:
   last_checked: 1779031113.75077
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:33.750770+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -557600,6 +578749,7 @@ https://www.youtube.com/OpenAI:
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -557634,6 +578784,7 @@ https://www.youtube.com/c/Academind:
   last_checked: 1779033802.051452
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:22.051452+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -557662,6 +578813,7 @@ https://www.youtube.com/c/AcloudGuru:
   last_checked: 1779034580.193618
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:20.193618+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -557690,6 +578842,7 @@ https://www.youtube.com/c/AliSpittelDev:
   last_checked: 1779032878.17545
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:58.175450+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -557718,6 +578871,7 @@ https://www.youtube.com/c/AlibabaCloud:
   last_checked: 1779030499.915411
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:19.915411+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -557746,6 +578900,7 @@ https://www.youtube.com/c/AnaisUrlichs:
   last_checked: 1779031451.22361
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:11.223610+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -557774,6 +578929,7 @@ https://www.youtube.com/c/AnsiblePilot:
   last_checked: 1779032679.34897
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:39.348970+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -557802,6 +578958,7 @@ https://www.youtube.com/c/AppsCodeInc:
   last_checked: 1779032754.237165
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:54.237165+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -557830,6 +578987,7 @@ https://www.youtube.com/c/Atlassian:
   last_checked: 1779029154.886543
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:54.886543+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -557851,13 +579009,14 @@ https://www.youtube.com/c/AzureDevOps:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 2455f05f33ced964057422ceab0cf08442bd34f18f51e92fc00be2b7766704c8
   health_score: 100.0
   last_checked: 1779031327.514666
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:07.514666+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -557869,6 +579028,7 @@ https://www.youtube.com/c/AzureDevOps:
     image: images/azure_devops_youtube.jpg
     order_v1: 101
     order_v2: 19
+  duplicate_of: https://marketplace.visualstudio.com/azuredevops
 https://www.youtube.com/c/CloudBeesTV:
   title: cloudbees videos
   description: null
@@ -557886,6 +579046,7 @@ https://www.youtube.com/c/CloudBeesTV:
   last_checked: 1779032785.856619
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:25.856619+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -557914,6 +579075,7 @@ https://www.youtube.com/c/Cloudacademy:
   last_checked: 1779032579.078293
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:59.078293+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -557935,13 +579097,14 @@ https://www.youtube.com/c/Code:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 0cfda6fe9a32083f87cadcf3aa9ba3386c95b5e8140df02f72fb021b877cd057
   health_score: 100.0
   last_checked: 1779032195.934654
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:35.934654+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -557953,6 +579116,7 @@ https://www.youtube.com/c/Code:
     image: images/vscode_logo.jpg
     order_v1: 34
     order_v2: 0
+  duplicate_of: https://www.youtube.com/@code/shorts
 https://www.youtube.com/c/Confluent:
   title: confluent video
   description: null
@@ -557970,6 +579134,7 @@ https://www.youtube.com/c/Confluent:
   last_checked: 1779031788.228655
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:48.228655+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -557998,6 +579163,7 @@ https://www.youtube.com/c/ContainerDays:
   last_checked: 1779031461.158349
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:21.158349+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -558026,6 +579192,7 @@ https://www.youtube.com/c/ContinuousDeliveryFoundation:
   last_checked: 1779031266.534214
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:21:06.534214+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -558054,6 +579221,7 @@ https://www.youtube.com/c/CrunchyDataPostgres:
   last_checked: 1779032163.180276
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:03.180276+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -558082,6 +579250,7 @@ https://www.youtube.com/c/DevOpsToolkit:
   last_checked: 1779032833.280916
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:13.280916+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -558110,6 +579279,7 @@ https://www.youtube.com/c/Devopsdotcom:
   last_checked: 1779031406.583556
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:26.583556+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -558131,13 +579301,14 @@ https://www.youtube.com/c/Devopslibrary:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: a71ba9ddf99d589a8e3e2e0b7a2e23e6777603edee82030e5f0a78aa808fdafe
   health_score: 100.0
   last_checked: 1779031448.760199
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:08.760199+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -558149,6 +579320,7 @@ https://www.youtube.com/c/Devopslibrary:
     image: images/devops_library_logo.jpg
     order_v1: 70
     order_v2: 4
+  duplicate_of: https://devopslibrary.com
 https://www.youtube.com/c/Digitalocean:
   title: digitalocean videos
   description: null
@@ -558166,6 +579338,7 @@ https://www.youtube.com/c/Digitalocean:
   last_checked: 1779031385.338644
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:05.338644+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -558194,6 +579367,7 @@ https://www.youtube.com/c/DockerIo:
   last_checked: 1779031520.993498
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:20.993498+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -558222,6 +579396,7 @@ https://www.youtube.com/c/Elastic:
   last_checked: 1779031340.091019
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:20.091019+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -558250,6 +579425,7 @@ https://www.youtube.com/c/Freecodecamp:
   last_checked: 1779032966.942271
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:26.942271+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -558278,6 +579454,7 @@ https://www.youtube.com/c/GitHub:
   last_checked: 1779031559.748088
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:59.748088+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -558306,6 +579483,7 @@ https://www.youtube.com/c/Gitkraken:
   last_checked: 1779033716.242987
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:56.242987+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -558334,6 +579512,7 @@ https://www.youtube.com/c/Gitlab:
   last_checked: 1779030430.713581
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:10.713581+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -558362,6 +579541,7 @@ https://www.youtube.com/c/GoogleChromeDevelopers:
   last_checked: 1779033263.416957
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:23.416957+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -558390,6 +579570,7 @@ https://www.youtube.com/c/Grafana:
   last_checked: 1779031126.084044
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:46.084044+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -558418,6 +579599,7 @@ https://www.youtube.com/c/HashiCorp:
   last_checked: 1779031805.595261
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:05.595261+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -558446,6 +579628,7 @@ https://www.youtube.com/c/HolaMundoDev:
   last_checked: 1779030846.819151
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:06.819151+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -558474,6 +579657,7 @@ https://www.youtube.com/c/Honeypotio:
   last_checked: 1779033697.451816
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:37.451816+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -558502,6 +579686,7 @@ https://www.youtube.com/c/IBMTechnology:
   last_checked: 1779034456.750834
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:16.750834+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -558531,6 +579716,7 @@ https://www.youtube.com/c/Intellipaat:
   last_checked: 1779031046.324518
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:26.324518+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -558559,6 +579745,7 @@ https://www.youtube.com/c/Istio:
   last_checked: 1779029151.364173
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:51.364173+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -558587,6 +579774,7 @@ https://www.youtube.com/c/JFrogInc:
   last_checked: 1779032574.878749
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:54.878749+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -558615,6 +579803,7 @@ https://www.youtube.com/c/JavierGarz%C3%A1s:
   last_checked: 1779031983.420998
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:03.420998+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -558643,6 +579832,7 @@ https://www.youtube.com/c/LambdaTest:
   last_checked: 1779030029.002745
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:29.002745+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -558671,6 +579861,7 @@ https://www.youtube.com/c/Lightbend-TV:
   last_checked: 1779031414.659916
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:34.659916+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -558699,6 +579890,7 @@ https://www.youtube.com/c/LondonIAC:
   last_checked: 1779030012.020023
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:12.020023+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -558727,6 +579919,7 @@ https://www.youtube.com/c/MadeByGPS:
   last_checked: 1779030009.333786
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:09.333786+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -558748,13 +579941,14 @@ https://www.youtube.com/c/MattermostHQ:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: 2588d8c2e8a363d0f38db29cac9b51c9529953ee93a32033219113cac2a05b76
   health_score: 100.0
   last_checked: 1779031494.831152
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:54.831152+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -558766,6 +579960,7 @@ https://www.youtube.com/c/MattermostHQ:
     image: images/mattermost_logo.jpg
     order_v1: 40
     order_v2: 11
+  duplicate_of: https://mattermost.com
 https://www.youtube.com/c/MicrosoftAzure:
   title: azure videos
   description: null
@@ -558783,6 +579978,7 @@ https://www.youtube.com/c/MicrosoftAzure:
   last_checked: 1779029128.763855
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:28.763855+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -558811,6 +580007,7 @@ https://www.youtube.com/c/MongoDBofficial:
   last_checked: 1779030250.738375
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:10.738375+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -558839,6 +580036,7 @@ https://www.youtube.com/c/MozillaDeveloper:
   last_checked: 1779034012.709474
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:06:52.709474+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -558867,6 +580065,7 @@ https://www.youtube.com/c/NTFAQGuy:
   last_checked: 1779029820.820745
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:57:00.820745+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -558895,6 +580094,7 @@ https://www.youtube.com/c/NewRelicInc:
   last_checked: 1779029380.123286
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:40.123286+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -558916,13 +580116,14 @@ https://www.youtube.com/c/OpenProjectCommunity:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: dacf0abe01b5628e70da056056d9e00359de1fd93df5ea5bf0484efc2f9ebfc5
   health_score: 100.0
   last_checked: 1779031117.697258
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:37.697258+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -558934,6 +580135,7 @@ https://www.youtube.com/c/OpenProjectCommunity:
     image: images/openproject_logo.jpg
     order_v1: 42
     order_v2: 13
+  duplicate_of: https://www.openproject.org
 https://www.youtube.com/c/OpenShift:
   title: openshift videos
   description: null
@@ -558951,6 +580153,7 @@ https://www.youtube.com/c/OpenShift:
   last_checked: 1779032243.295214
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:23.295214+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -558979,6 +580182,7 @@ https://www.youtube.com/c/OpenStackFoundation:
   last_checked: 1779030019.09578
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:19.095780+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -559007,6 +580211,7 @@ https://www.youtube.com/c/OracleCloudInfrastructure:
   last_checked: 1779031620.548745
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:00.548745+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -559035,6 +580240,7 @@ https://www.youtube.com/c/PeladoNerd:
   last_checked: 1779033167.035276
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:47.035276+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -559063,6 +580269,7 @@ https://www.youtube.com/c/Portworx:
   last_checked: 1779030558.749571
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:18.749571+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -559091,6 +580298,7 @@ https://www.youtube.com/c/PrometheusIo:
   last_checked: 1779031776.517208
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:36.517208+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -559119,6 +580327,7 @@ https://www.youtube.com/c/PulumiTV:
   last_checked: 1779031535.932879
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:35.932879+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -559147,6 +580356,7 @@ https://www.youtube.com/c/Quarkusio:
   last_checked: 1779030192.948648
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:12.948648+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -559175,6 +580385,7 @@ https://www.youtube.com/c/Rancher:
   last_checked: 1779031735.514778
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:55.514778+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -559203,6 +580414,7 @@ https://www.youtube.com/c/RedHatDevelopers:
   last_checked: 1779030583.473861
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:43.473861+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -559231,6 +580443,7 @@ https://www.youtube.com/c/Redisinc:
   last_checked: 1779032952.711441
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:12.711441+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -559259,6 +580472,7 @@ https://www.youtube.com/c/RocketChatApp:
   last_checked: 1779031125.907286
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:45.907286+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -559287,6 +580501,7 @@ https://www.youtube.com/c/Scaleway-Cloud:
   last_checked: 1779034510.034729
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:10.034729+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -559315,6 +580530,7 @@ https://www.youtube.com/c/Slackhq:
   last_checked: 1779032869.486899
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:49.486899+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -559343,6 +580559,7 @@ https://www.youtube.com/c/Smartbear:
   last_checked: 1779030436.690776
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:16.690776+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -559371,6 +580588,7 @@ https://www.youtube.com/c/Sonatypeinc:
   last_checked: 1779033663.49433
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:03.494330+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -559399,6 +580617,7 @@ https://www.youtube.com/c/TechWorldwithNana:
   last_checked: 1779030711.347112
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:51.347112+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -559427,6 +580646,7 @@ https://www.youtube.com/c/Tetrate:
   last_checked: 1779030422.656782
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:02.656782+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -559455,6 +580675,7 @@ https://www.youtube.com/c/TheDigitalLifeTech:
   last_checked: 1779033591.883601
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:51.883601+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -559483,6 +580704,7 @@ https://www.youtube.com/c/TheNewStack:
   last_checked: 1779031962.655801
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:32:42.655801+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -559511,6 +580733,7 @@ https://www.youtube.com/c/Thetips4you:
   last_checked: 1779029154.789357
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:54.789357+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -559539,6 +580762,7 @@ https://www.youtube.com/c/ThomasMaurerCloud:
   last_checked: 1779032039.602078
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:59.602078+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -559567,6 +580791,7 @@ https://www.youtube.com/c/TinaHuang1:
   last_checked: 1779029172.321718
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:12.321718+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -559595,6 +580820,7 @@ https://www.youtube.com/c/VMwareTanzu:
   last_checked: 1779032255.138944
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:35.138944+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -559623,6 +580849,7 @@ https://www.youtube.com/c/WeaveWorksInc:
   last_checked: 1779031596.281514
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:36.281514+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -559651,6 +580878,7 @@ https://www.youtube.com/c/XebiaLabs:
   last_checked: 1779032644.704397
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:04.704397+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -559672,13 +580900,14 @@ https://www.youtube.com/c/amazonwebservices:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: ad23a9d49ba1ccfa4374f151098c04c717e0a0286d1251faeee844c68b1dc60a
   health_score: 100.0
   last_checked: 1779032232.377859
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:12.377859+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -559690,6 +580919,7 @@ https://www.youtube.com/c/amazonwebservices:
     image: images/aws_logo.jpg
     order_v1: 12
     order_v2: 0
+  duplicate_of: https://www.youtube.com/user/AmazonWebServices
 https://www.youtube.com/c/appdynamics:
   title: appdynamics videos
   description: null
@@ -559707,6 +580937,7 @@ https://www.youtube.com/c/appdynamics:
   last_checked: 1779030014.969772
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:14.969772+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -559735,6 +580966,7 @@ https://www.youtube.com/c/cloudnativefdn:
   last_checked: 1779030238.787612
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:58.787612+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -559763,6 +580995,7 @@ https://www.youtube.com/c/cockroachdb:
   last_checked: 1779032167.118398
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:07.118398+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -559791,6 +581024,7 @@ https://www.youtube.com/c/codecademy:
   last_checked: 1779031865.908904
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:05.908904+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -559819,6 +581053,7 @@ https://www.youtube.com/c/dynatrace:
   last_checked: 1779034173.322702
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:09:33.322702+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -559847,6 +581082,7 @@ https://www.youtube.com/c/dzone:
   last_checked: 1779032644.689421
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:04.689421+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -559875,6 +581111,7 @@ https://www.youtube.com/c/guru99comm:
   last_checked: 1779032088.219694
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:48.219694+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -559903,6 +581140,7 @@ https://www.youtube.com/c/jenkinscicd:
   last_checked: 1779029631.692178
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:51.692178+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -559931,6 +581169,7 @@ https://www.youtube.com/c/keptn:
   last_checked: 1779029310.003559
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:30.003559+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -559959,6 +581198,7 @@ https://www.youtube.com/c/linode:
   last_checked: 1779032091.386261
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:51.386261+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -559987,6 +581227,7 @@ https://www.youtube.com/c/microsoft365:
   last_checked: 1779033432.476198
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:12.476198+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -560015,6 +581256,7 @@ https://www.youtube.com/c/postman:
   last_checked: 1779031802.39375
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:02.393750+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -560043,6 +581285,7 @@ https://www.youtube.com/c/priyankavergadia:
   last_checked: 1779032017.80584
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:37.805840+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -560071,6 +581314,7 @@ https://www.youtube.com/c/redhat:
   last_checked: 1779031669.945897
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:49.945897+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -560099,6 +581343,7 @@ https://www.youtube.com/channel/UC2Pk9GcHhlVV0R9CQIU6gLw:
   last_checked: 1779031360.477131
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:40.477131+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -560127,6 +581372,7 @@ https://www.youtube.com/channel/UC3ywadaAUQ1FI4YsHZ8wa0g:
   last_checked: 1779032054.732223
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:14.732223+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -560155,6 +581401,7 @@ https://www.youtube.com/channel/UC57acx8sCmE7uFHfVMvIlNg:
   last_checked: 1779031782.368065
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:42.368065+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -560183,6 +581430,7 @@ https://www.youtube.com/channel/UC5qMsRjObu685rTBq0PJX8w:
   last_checked: 1779029715.111599
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:55:15.111599+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -560211,6 +581459,7 @@ https://www.youtube.com/channel/UC8uN3yhpeBeerGNwDiQbcgw:
   last_checked: 1779032547.413314
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:27.413314+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -560239,6 +581488,7 @@ https://www.youtube.com/channel/UCB5WMc2FfrxKzfd7XIODoMw:
   last_checked: 1779030204.606422
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:24.606422+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -560270,6 +581520,7 @@ https://www.youtube.com/channel/UCHBvqSwbfAf5Vx1jrwkG43Q:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -560300,6 +581551,7 @@ https://www.youtube.com/channel/UCJfQURxlI_pQdeJUGXtA_zw:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -560329,6 +581581,7 @@ https://www.youtube.com/channel/UCN2kblPjXKMcjjVYmwvquvg:
   last_checked: 1779030981.172196
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:21.172196+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -560357,6 +581610,7 @@ https://www.youtube.com/channel/UCOvYmppcbOPm1viN6ust3lA:
   last_checked: 1779032462.24655
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:41:02.246550+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -560385,6 +581639,7 @@ https://www.youtube.com/channel/UCS5-gTYteN9rnFd98YxYtrA:
   last_checked: 1779031694.017055
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:14.017055+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -560415,6 +581670,7 @@ https://www.youtube.com/channel/UCZNjYn1NXEgPa_ENPna9Atw:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -560446,6 +581702,7 @@ https://www.youtube.com/channel/UC_vJsnqdpuEoRseFmlkHMkA:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -560475,6 +581732,7 @@ https://www.youtube.com/channel/UCcxQbw8kT1-FRhFhO2QCetg:
   last_checked: 1779033222.786646
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:42.786646+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -560505,6 +581763,7 @@ https://www.youtube.com/channel/UCe3VG8wgz03u73xiomGeQzQ:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -560534,6 +581793,7 @@ https://www.youtube.com/channel/UCm63IQg81KP9vXRWSHQpu1w:
   last_checked: 1779032380.625346
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:40.625346+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -560565,6 +581825,7 @@ https://www.youtube.com/channel/UCoOq-DtESvayx5yJE5H6-qQ/playlists:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -560594,6 +581855,7 @@ https://www.youtube.com/channel/UCoZxt-YMhGHb20ZkvcCc5KA:
   last_checked: 1779030779.261108
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:59.261108+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -560622,6 +581884,7 @@ https://www.youtube.com/channel/UCorFV-WGnajyfNu4zPI0AAA:
   last_checked: 1779031446.174448
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:06.174448+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -560653,6 +581916,7 @@ https://www.youtube.com/channel/UCsRNLDnXvgtz6qsleSlVcqQ:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -560682,6 +581946,7 @@ https://www.youtube.com/channel/UCt7N400Z8gB_3yKq1qrjP2w:
   last_checked: 1779029310.023952
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:30.023952+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -560712,6 +581977,7 @@ https://www.youtube.com/channel/UCu2eNnWy-zc1xt_shCXQQfA:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -560741,6 +582007,7 @@ https://www.youtube.com/channel/UCud7fErZAyMC6lHT_cWZNfA:
   last_checked: 1779029123.974789
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:23.974789+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -560771,6 +582038,7 @@ https://www.youtube.com/channel/UCv9MUffHWyo2GgLIDLVu0KQ:
   last_checked: 1781430071.506766
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:41:11.506766+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -560806,6 +582074,7 @@ https://www.youtube.com/clip/Ugkx5e13a72WjgowgmAtFieyNFuiKarXWXDp:
   last_checked: 1779130494.978272
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.978272+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -560834,6 +582103,7 @@ https://www.youtube.com/clip/UgkxWpu3QFPEDZBuMgy_Xq4mBR--uLA-3CSZ:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -560865,6 +582135,7 @@ https://www.youtube.com/cloudflare:
   last_checked: 1779033360.314547
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:00.314547+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -560900,6 +582171,7 @@ https://www.youtube.com/embed/0Gb1z-2SjHY:
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -560936,6 +582208,7 @@ https://www.youtube.com/embed/1Fl25dR01pw?si=bJlQozIfT3J4rhN3:
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -560971,6 +582244,7 @@ https://www.youtube.com/embed/318elIq37PE:
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -561010,6 +582284,7 @@ https://www.youtube.com/embed/6eBSHbLKuN0:
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -561046,6 +582321,7 @@ https://www.youtube.com/embed/8g4qLzkpjeE?si=xcfl3ugsMGZ8Kthg:
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -561086,6 +582362,7 @@ https://www.youtube.com/embed/9vM4p9NN0Ts:
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -561121,6 +582398,7 @@ https://www.youtube.com/embed/BE77h7dmoQU:
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -561154,6 +582432,7 @@ https://www.youtube.com/embed/FUu4kMc0PL8?clip=UgkxFMdlFKBQze7NVVd7q2nIwBYWkeaKe
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -561183,13 +582462,14 @@ https://www.youtube.com/embed/FUu4kMc0PL8?clip=UgkxLbUzIJtyeKPi66qAvxxRlGbofYp_G
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: 100.0
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -561202,6 +582482,7 @@ https://www.youtube.com/embed/FUu4kMc0PL8?clip=UgkxLbUzIJtyeKPi66qAvxxRlGbofYp_G
   is_featured_video: true
   technology: Red Hat OpenShift
   video_order: 6
+  duplicate_of: https://www.youtube.com/embed/FUu4kMc0PL8?clip=UgkxFMdlFKBQze7NVVd7q2nIwBYWkeaKeoX8&clipt=EIzBzwIY1fnSAg
 https://www.youtube.com/embed/HI6KleJAZPY:
   title: I Stopped Staring at Dashboards. AI Reads My Grafana Metrics Now.
   description: Featured video in the Top Videos & Clips section.
@@ -561224,6 +582505,7 @@ https://www.youtube.com/embed/HI6KleJAZPY:
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -561260,6 +582542,7 @@ https://www.youtube.com/embed/Hc8emNr2igU?si=kehLRUpOAvyK_Bku:
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -561297,6 +582580,7 @@ https://www.youtube.com/embed/HlAXp0-M6SY?clip=UgkxWpu3QFPEDZBuMgy_Xq4mBR--uLA-3
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -561332,6 +582616,7 @@ https://www.youtube.com/embed/I8Qh-TafMvQ?si=1A2-kmq6mV-S-03c:
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -561370,6 +582655,7 @@ https://www.youtube.com/embed/IFUPG9KCJ4E?si=KMEXeVlcKTp87-Ja:
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -561404,6 +582690,7 @@ https://www.youtube.com/embed/L8eJh1sfc1U?si=y546MyZpRe-thoad:
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -561441,6 +582728,7 @@ https://www.youtube.com/embed/LiSb82Lug7M:
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -561477,6 +582765,7 @@ https://www.youtube.com/embed/MRIv2IwFTPg?si=F07g869i6yIfqRdg:
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -561506,13 +582795,14 @@ https://www.youtube.com/embed/PxyyY7TsCqs?si=kzCRojDteESqork1:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: 100.0
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -561525,6 +582815,7 @@ https://www.youtube.com/embed/PxyyY7TsCqs?si=kzCRojDteESqork1:
   is_featured_video: true
   technology: Terraform Enterprise
   video_order: 11
+  duplicate_of: https://www.hashicorp.com/resources/building-a-migration-factory-with-terraform-enterprise-at-axa-group
 https://www.youtube.com/embed/QBqRAMVTmwE:
   title: Building Secure, Well‑Architected Azure Workloads with Azure Verified Modules
     and GitHub Copilot
@@ -561552,6 +582843,7 @@ https://www.youtube.com/embed/QBqRAMVTmwE:
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -561587,6 +582879,7 @@ https://www.youtube.com/embed/Tr4onEST70I:
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -561622,6 +582915,7 @@ https://www.youtube.com/embed/U_IFGpJDbeU?si=XzHSGU9dTH-1_0EW:
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -561658,6 +582952,7 @@ https://www.youtube.com/embed/UmbjwSK9b3I?clip=UgkxRGuBMDAVDqKckQ1lhk-9U2jLBhBIB
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -561686,13 +582981,14 @@ https://www.youtube.com/embed/V7PSnH8YnTk?si=6Mq4wjpipTLwUvYe:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: 100.0
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -561705,6 +583001,7 @@ https://www.youtube.com/embed/V7PSnH8YnTk?si=6Mq4wjpipTLwUvYe:
   is_featured_video: true
   technology: Red Hat OpenShift
   video_order: 13
+  duplicate_of: https://www.redhat.com/en/technologies/cloud-computing/openshift/platform-plus
 https://www.youtube.com/embed/aZ5EsdnpLMI?si=ESsNnVwE8IdWSiWZ:
   title: Artificial Intelligence | 60 Minutes Full Episodes
   description: Featured video in the Top Videos & Clips section.
@@ -561729,6 +583026,7 @@ https://www.youtube.com/embed/aZ5EsdnpLMI?si=ESsNnVwE8IdWSiWZ:
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -561764,6 +583062,7 @@ https://www.youtube.com/embed/cdZZpaB2kDM?clip=UgkxWAPHZbVaNZzk9pi0lMu6k5ABLuMHB
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -561799,6 +583098,7 @@ https://www.youtube.com/embed/ghzsBm8vOms:
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -561834,6 +583134,7 @@ https://www.youtube.com/embed/hAwtrJlBVJY?si=bnyptzNFx4jzOiEj:
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -561871,6 +583172,7 @@ https://www.youtube.com/embed/niuJpAKyb7c:
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -561906,6 +583208,7 @@ https://www.youtube.com/embed/nrhxNNH5lt0?si=U5h1mbkbF6ZEOvlj:
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -561941,6 +583244,7 @@ https://www.youtube.com/embed/rT4fJNbfe14:
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -561977,6 +583281,7 @@ https://www.youtube.com/embed/rkXGSLf-rVQ?si=Ho8Zzxbrecn7Yncb:
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -562014,6 +583319,7 @@ https://www.youtube.com/embed/videoseries?list=PLmsFUfdnGr3w9BdWjQGAwV7UPW0kspwO
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -562049,6 +583355,7 @@ https://www.youtube.com/embed/videoseries?si=GBJtqv36O8bslj9z&list=PLvBBnHmZ
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -562084,6 +583391,7 @@ https://www.youtube.com/embed/videoseries?si=fJvBV63-mjQ6S-Ht&list=PL7sEPiUb
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -562112,13 +583420,14 @@ https://www.youtube.com/embed/videoseries?si=zdATyq_E2wXN7AC6&list=PLbMP1JcG
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: 100.0
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -562131,6 +583440,7 @@ https://www.youtube.com/embed/videoseries?si=zdATyq_E2wXN7AC6&list=PLbMP1JcG
   is_featured_video: true
   technology: GitOps
   video_order: 23
+  duplicate_of: https://www.youtube.com/playlist?list=PLbMP1JcGBmSGKO8UreWpOBOhCqilejhtd
 https://www.youtube.com/kubernetescommunity:
   title: kubernetes logo
   description: null
@@ -562148,6 +583458,7 @@ https://www.youtube.com/kubernetescommunity:
   last_checked: 1779031393.113604
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:13.113604+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -562180,6 +583491,7 @@ https://www.youtube.com/live/2IArMAhkJcE?si=_LlIjakRXHUzERjy:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -562213,6 +583525,7 @@ https://www.youtube.com/playlist?app=desktop&list=PLI1_CQcV71RnBebKm_tH1uKYI3Wxk
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -562245,6 +583558,7 @@ https://www.youtube.com/playlist?app=desktop&list=PLVx1qovxj-akr_3XqQQgpqRyQw4GY
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -562278,6 +583592,7 @@ https://www.youtube.com/playlist?list=PL0pgb_7nDofA1hJpkpPf4qHQTYZbPVT5M:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -562311,6 +583626,7 @@ https://www.youtube.com/playlist?list=PL6gx4Cwl9DGAcbMi1sH6oAMk4JHw91mC_:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2014-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -562342,6 +583658,7 @@ https://www.youtube.com/playlist?list=PL7sEPiUbBLo_iTds-NV-9Tu05Gg2Aj8N7:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -562378,6 +583695,7 @@ https://www.youtube.com/playlist?list=PLA6Ht2dJt3SId7vE9P5mppWdj65_l6hl7:
   last_checked: 1780352414.115685
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:20:14.115685+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -562417,6 +583735,7 @@ https://www.youtube.com/playlist?list=PLEsfXFp6DpzQFqfCur9CJ4QnKQTVXUsRy:
   last_checked: 1779033923.74378
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:05:23.743780+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -562449,6 +583768,7 @@ https://www.youtube.com/playlist?list=PLLasX02E8BPBCP7KdYsjKKFFQUmNEUmE9:
   last_checked: 1780352148.494004
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:15:48.494004+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -562494,6 +583814,7 @@ https://www.youtube.com/playlist?list=PLM-7VG-sgbtBBnWb2Jc5kufgtWYEmiMAw:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -562532,6 +583853,7 @@ https://www.youtube.com/playlist?list=PLOU2XLYxmsIJp39MsvkeWYYNwMso-HeNT:
   last_checked: 1780352037.401415
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:57.401415+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -562579,6 +583901,7 @@ https://www.youtube.com/playlist?list=PLOU2XLYxmsIJuxYe1znksQlhLJ4w8GKCu:
   last_checked: 1780352037.401401
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:57.401401+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -562622,6 +583945,7 @@ https://www.youtube.com/playlist?list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9eYz:
   last_checked: 1780352013.43475
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:33.434750+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -562670,6 +583994,7 @@ https://www.youtube.com/playlist?list=PLOU2XLYxmsILVF9qmspC4i4R0t3o64HSx:
   last_checked: 1780352272.994093
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:17:52.994093+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -562709,6 +584034,7 @@ https://www.youtube.com/playlist?list=PLOwxB_PX3s3WSfhzVtwhxXwy7QpkmtnzR:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -562742,6 +584068,7 @@ https://www.youtube.com/playlist?list=PLRKtJ4IpxJpDxl0NTvNYQWKCYzHNuy2xG:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -562777,6 +584104,7 @@ https://www.youtube.com/playlist?list=PLVx1qovxj-akoYTAboxT1AbHlPmrvRYYZ:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -562809,6 +584137,7 @@ https://www.youtube.com/playlist?list=PLVx1qovxj-akr_3XqQQgpqRyQw4GYuS4h:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -562840,6 +584169,7 @@ https://www.youtube.com/playlist?list=PLVx1qovxj-al0Knm1A0eEXfGyd5kCi16p:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -562873,6 +584203,7 @@ https://www.youtube.com/playlist?list=PLVx1qovxj-amqyqHceAhkcsopzi4PFcKc:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -562905,6 +584236,7 @@ https://www.youtube.com/playlist?list=PLVx1qovxj-anCTn6um3BDsoHnIr0O2tz3:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -562937,6 +584269,7 @@ https://www.youtube.com/playlist?list=PLWZKNB9waqIX00uj5q4nX_TOFiX3if1z3:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -562968,6 +584301,7 @@ https://www.youtube.com/playlist?list=PLWZKNB9waqIXEL-NIapWwIADPtkspe9vk:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -563001,6 +584335,7 @@ https://www.youtube.com/playlist?list=PLXb5972EMl4BfKVDMaJH6Pg9SI6q_HqMg:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -563032,6 +584367,7 @@ https://www.youtube.com/playlist?list=PLaR6Rq6Z4IqcKOKT4c0uGkBt3YSRQ9S5v&si=qGpg
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -563062,6 +584398,7 @@ https://www.youtube.com/playlist?list=PLaR6Rq6Z4Iqcy9rg0JF6SCFst5lyyftQ-:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -563093,6 +584430,7 @@ https://www.youtube.com/playlist?list=PLbMP1JcGBmSFA56rykbH2fg1F9Tozk4of:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -563124,6 +584462,7 @@ https://www.youtube.com/playlist?list=PLbMP1JcGBmSGKO8UreWpOBOhCqilejhtd:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -563155,6 +584494,7 @@ https://www.youtube.com/playlist?list=PLf3vm0UK6HKpOqIY2fcu_M0sCSpluyXMW:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -563189,6 +584529,7 @@ https://www.youtube.com/playlist?list=PLlrxD0HtieHh9ZhrnEbZKhzk0cetzuX7l:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -563221,6 +584562,7 @@ https://www.youtube.com/playlist?list=PLlvAxgO7JdIXAzHx887zl-4no4X-CtiFu:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -563250,6 +584592,7 @@ https://www.youtube.com/playlist?list=PLvBBnHmZuNQJeznYL2F-MpZYBUeLIXYEe&si=GBJt
   last_checked: 1779130495.000977
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.000977+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -563276,6 +584619,7 @@ https://www.youtube.com/playlist?list=PLy0Gle4XyvbGhGpX0CXAuiEsfL-MD-rND:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -563310,6 +584654,7 @@ https://www.youtube.com/playlist?list=PLy7NrYWoggjwPggqtFsI_zMAwvG0SqYCb:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -563344,6 +584689,7 @@ https://www.youtube.com/playlist?list=PLy7NrYWoggjw_LIiDK1LXdNN82uYuuuiC:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -563376,6 +584722,7 @@ https://www.youtube.com/playlist?list=PLy7NrYWoggjziYQIDorlXjTvvwweTYoNC:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -563407,6 +584754,7 @@ https://www.youtube.com/playlist?list=PLy7NrYWoggjziYQIDorlXjTvvwweTYoNC:
   last_checked: 1779034557.904017
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:57.904017+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -563426,13 +584774,14 @@ https://www.youtube.com/shorts/-hvEdSI8ziE:
   resource_type: YouTube Short
   complexity: Basic
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
   last_checked: 1779031672.425963
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:27:52.425963+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -563446,6 +584795,7 @@ https://www.youtube.com/shorts/-hvEdSI8ziE:
   v2_locations:
   - visual-studio.md
   youtube_mosaic: {}
+  duplicate_of: https://www.youtube.com/shorts/0h1xNFsEZBU
 https://www.youtube.com/shorts/0N-NFIfy5lI:
   title: Create diagrams in vscode
   description: ''
@@ -563457,13 +584807,14 @@ https://www.youtube.com/shorts/0N-NFIfy5lI:
   resource_type: YouTube Short
   complexity: Basic
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
   last_checked: 1779032040.626803
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:34:00.626803+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -563477,6 +584828,7 @@ https://www.youtube.com/shorts/0N-NFIfy5lI:
   v2_locations:
   - visual-studio.md
   youtube_mosaic: {}
+  duplicate_of: https://www.youtube.com/shorts/-hvEdSI8ziE
 https://www.youtube.com/shorts/0h1xNFsEZBU:
   title: Time Travel!
   description: ''
@@ -563496,6 +584848,7 @@ https://www.youtube.com/shorts/0h1xNFsEZBU:
   last_checked: 1779029629.674682
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:53:49.674682+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -563527,6 +584880,7 @@ https://www.youtube.com/shorts/0xq_ZYfl6Vk:
   last_checked: 1779029271.434985
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:47:51.434985+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -563558,6 +584912,7 @@ https://www.youtube.com/shorts/6IwjxcDbVW0:
   last_checked: 1779030570.317069
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:09:30.317069+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -563589,6 +584944,7 @@ https://www.youtube.com/shorts/6NFR5MsHM_4:
   last_checked: 1779029679.952647
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:54:39.952647+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -563620,6 +584976,7 @@ https://www.youtube.com/shorts/70voiUcMk_I:
   last_checked: 1779032001.30589
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:33:21.305890+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -563652,6 +585009,7 @@ https://www.youtube.com/shorts/8iVaeLjzY6s:
   last_checked: 1779030992.154608
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:16:32.154608+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -563683,6 +585041,7 @@ https://www.youtube.com/shorts/AGFvs2pT1VQ:
   last_checked: 1779031495.355407
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:24:55.355407+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -563714,6 +585073,7 @@ https://www.youtube.com/shorts/G5580-DxQuw:
   last_checked: 1779030197.548729
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:03:17.548729+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -563745,6 +585105,7 @@ https://www.youtube.com/shorts/HyhSDvaaRwM:
   last_checked: 1779029310.517514
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:48:30.517514+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -563776,6 +585137,7 @@ https://www.youtube.com/shorts/KQB8FRoJaH4:
   last_checked: 1779034310.148297
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:11:50.148297+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -563808,6 +585170,7 @@ https://www.youtube.com/shorts/KZHI5RMmFk0:
   last_checked: 1779033339.802127
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:55:39.802127+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -563840,6 +585203,7 @@ https://www.youtube.com/shorts/OfsixF-splk:
   last_checked: 1779031461.87441
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:24:21.874410+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -563871,6 +585235,7 @@ https://www.youtube.com/shorts/Q2RrAdWmn_M:
   last_checked: 1779031490.555543
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:24:50.555543+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -563902,6 +585267,7 @@ https://www.youtube.com/shorts/ToGRhGvo62k:
   last_checked: 1779031065.435401
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:17:45.435401+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -563934,6 +585300,7 @@ https://www.youtube.com/shorts/VP4JoijL_TY?si=dBGfs6sn1ryzPcYT:
   last_checked: 1779130494.951474
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.951474+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -563965,6 +585332,7 @@ https://www.youtube.com/shorts/VqOVb76IyI4:
   last_checked: 1779030971.972698
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:16:11.972698+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -563997,6 +585365,7 @@ https://www.youtube.com/shorts/WzlpGnbNPH4:
   last_checked: 1779034517.834619
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:15:17.834619+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -564028,6 +585397,7 @@ https://www.youtube.com/shorts/X3wgBid4gO8:
   last_checked: 1779030251.424513
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:04:11.424513+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -564059,6 +585429,7 @@ https://www.youtube.com/shorts/bVlIo4H0IDU:
   last_checked: 1779130495.012454
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.012454+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -564090,6 +585461,7 @@ https://www.youtube.com/shorts/cLokEWqTuds:
   last_checked: 1779029796.858761
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:56:36.858761+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -564122,6 +585494,7 @@ https://www.youtube.com/shorts/cTE0ec3IurE:
   last_checked: 1779033904.719133
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:05:04.719133+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -564153,6 +585526,7 @@ https://www.youtube.com/shorts/dDtueNAFELo:
   last_checked: 1779034508.148587
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:15:08.148587+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -564184,6 +585558,7 @@ https://www.youtube.com/shorts/hdmaP4ibJ4I:
   last_checked: 1779031095.094574
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:18:15.094574+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -564216,6 +585591,7 @@ https://www.youtube.com/shorts/hmq195GRYCI?si=8knOM1y50V6JcRlk:
   last_checked: 1779130495.026946
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.026946+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -564248,6 +585624,7 @@ https://www.youtube.com/shorts/i0V1bHybv5w?si=y42F3QjNFVouu3s8:
   last_checked: 1779130494.9326
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.932600+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -564280,6 +585657,7 @@ https://www.youtube.com/shorts/nMJBbH7g1M4:
   last_checked: 1779034307.258012
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:11:47.258012+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -564311,6 +585689,7 @@ https://www.youtube.com/shorts/p-H7Q9PtSc8:
   last_checked: 1779029111.387406
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:45:11.387406+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -564343,6 +585722,7 @@ https://www.youtube.com/shorts/rjmXBs5l_7M?si=UlQ4q1-B-JOiYwrn:
   last_checked: 1779130495.00226
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.002260+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -564374,6 +585754,7 @@ https://www.youtube.com/shorts/t322UnzV9vM:
   last_checked: 1779030426.943568
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:07:06.943568+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -564405,6 +585786,7 @@ https://www.youtube.com/shorts/t5vXCNIBVYw:
   last_checked: 1779030053.037151
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:00:53.037151+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -564436,6 +585818,7 @@ https://www.youtube.com/shorts/uzC1PP73d9I:
   last_checked: 1779032763.545767
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:46:03.545767+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -564468,6 +585851,7 @@ https://www.youtube.com/shorts/vpFF1XSqWjw?si=Zr2eW_C3_3hQoXAa:
   last_checked: 1779130494.951759
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.951759+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -564499,6 +585883,7 @@ https://www.youtube.com/shorts/y55a7NAiHiI:
   last_checked: 1779030269.16885
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:04:29.168850+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -564531,6 +585916,7 @@ https://www.youtube.com/shorts/yuzKp_KsGIk?si=ooaqRJzW2cmf6Z2M:
   last_checked: 1779130495.012152
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.012152+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -564563,6 +585949,7 @@ https://www.youtube.com/user/AWSwebinars:
   last_checked: 1779030220.578826
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:03:40.578826+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -564594,6 +585981,7 @@ https://www.youtube.com/user/AmazonWebServices:
   last_checked: 1779031111.424838
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:18:31.424838+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -564626,6 +586014,7 @@ https://www.youtube.com/user/CodingEntrepreneurs:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -564655,6 +586044,7 @@ https://www.youtube.com/user/SpringSourceDev:
   last_checked: 1779033665.953453
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:05.953453+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -564685,6 +586075,7 @@ https://www.youtube.com/user/WSO2TechFlicks:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -564716,6 +586107,7 @@ https://www.youtube.com/user/apigee:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -564747,6 +586139,7 @@ https://www.youtube.com/user/awstutorialseries:
   last_checked: 1779029154.755611
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:45:54.755611+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -564779,6 +586172,7 @@ https://www.youtube.com/user/climagic:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -564808,6 +586202,7 @@ https://www.youtube.com/user/coursera:
   last_checked: 1779032977.691716
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:37.691716+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -564836,6 +586231,7 @@ https://www.youtube.com/user/googlecloudplatform:
   last_checked: 1779034217.665907
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:17.665907+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -564867,6 +586263,7 @@ https://www.youtube.com/user/mulesoftvids:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -564897,6 +586294,7 @@ https://www.youtube.com/user/rhopenshift/videos:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -564929,6 +586327,7 @@ https://www.youtube.com/watch?app=desktop&v=AXnDrGgLaF0&feature=share&ab_channel
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -564964,6 +586363,7 @@ https://www.youtube.com/watch?app=desktop&v=Fl0iLoAMdzc&ab_channel=AndrewMalkov:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -564997,6 +586397,7 @@ https://www.youtube.com/watch?app=desktop&v=OcHRWaC5tvY&feature=youtu.be&ab_chan
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -565029,6 +586430,7 @@ https://www.youtube.com/watch?app=desktop&v=Vh3piGAxcf8&ab_channel=AlokKumar:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -565058,6 +586460,7 @@ https://www.youtube.com/watch?app=desktop&v=jokfVGdhBow&feature=youtu.be&ab_chan
   last_checked: 1779033572.699329
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:32.699329+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -565086,6 +586489,7 @@ https://www.youtube.com/watch?app=desktop&v=mODkt1OJDew&ab_channel=AlokKumar:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -565118,6 +586522,7 @@ https://www.youtube.com/watch?app=desktop&v=o3WXPXDuCSU:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -565152,6 +586557,7 @@ https://www.youtube.com/watch?app=desktop&v=y4XGFluzPHY&ab_channel=CloudBeesTV:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -565181,6 +586587,7 @@ https://www.youtube.com/watch?si=YBt3LmBRNNq-GrqL&v=OPKVKPfJrRA&feature=youtu.be
   last_checked: 1779130495.023097
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.023097+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -565208,6 +586615,7 @@ https://www.youtube.com/watch?si=dWSDPD4eXvF3dx5r&v=gnYU0jtQbug&feature=youtu.be
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -565239,6 +586647,7 @@ https://www.youtube.com/watch?si=vK_9UKjGV8F24Ebt&v=1v15VSKPZRU&feature=youtu.be
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -565273,6 +586682,7 @@ https://www.youtube.com/watch?si=zB9HD1MCp3SbLQwL&v=V53AHWun17s&feature=youtu.be
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -565306,6 +586716,7 @@ https://www.youtube.com/watch?time_continue=5340&v=FUu4kMc0PL8:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -565338,6 +586749,7 @@ https://www.youtube.com/watch?v=--RRpw_6onA:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -565370,6 +586782,7 @@ https://www.youtube.com/watch?v=-F9yzj4Kjeo&ab_channel=HoussemDellai:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -565403,6 +586816,7 @@ https://www.youtube.com/watch?v=-NUQhwmhTCw&ab_channel=LambdaTest:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -565435,6 +586849,7 @@ https://www.youtube.com/watch?v=-sZvzW40NrM&ab_channel=Anyscale:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -565467,6 +586882,7 @@ https://www.youtube.com/watch?v=0KQndcIedeg:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -565498,6 +586914,7 @@ https://www.youtube.com/watch?v=0TvhTXddRGE:
   last_checked: 1779029805.998707
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:56:45.998707+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -565533,6 +586950,7 @@ https://www.youtube.com/watch?v=0mxhS7H6bxM:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -565566,6 +586984,7 @@ https://www.youtube.com/watch?v=15CGdzfDlpQ&ab_channel=JFrog:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -565600,6 +587019,7 @@ https://www.youtube.com/watch?v=15PFfjuxtvM&ab_channel=mkdev:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -565632,6 +587052,7 @@ https://www.youtube.com/watch?v=16fgzklcF7Y&ab_channel=TechWorldwithNana:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -565663,6 +587084,7 @@ https://www.youtube.com/watch?v=1FzOlSed5ts&ab_channel=OpenShift:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -565698,6 +587120,7 @@ https://www.youtube.com/watch?v=1Lat8dP7Eq0:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -565729,6 +587152,7 @@ https://www.youtube.com/watch?v=1RTTEUEl9sc&feature=youtu.be:
   last_checked: 1779130494.947173
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.947173+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -565760,6 +587184,7 @@ https://www.youtube.com/watch?v=1o14tIEhZL0:
   last_checked: 1779029247.089305
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:47:27.089305+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -565789,6 +587214,7 @@ https://www.youtube.com/watch?v=1w1Jv9qssqg:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -565818,6 +587244,7 @@ https://www.youtube.com/watch?v=24Wpg6njlYI:
   last_checked: 1779034132.057123
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:08:52.057123+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -565845,6 +587272,7 @@ https://www.youtube.com/watch?v=2HPsPOwHOlY&ab_channel=DonovanBrown:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -565878,6 +587306,7 @@ https://www.youtube.com/watch?v=2LNxGVS81mE:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -565907,6 +587336,7 @@ https://www.youtube.com/watch?v=2RT9XwIWkVQ&ab_channel=Jenkins:
   last_checked: 1779034094.892536
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:14.892536+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -565935,6 +587365,7 @@ https://www.youtube.com/watch?v=2UwQD0diUxk:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -565964,6 +587395,7 @@ https://www.youtube.com/watch?v=2Z5HhEk1zK8&ab_channel=MichaelLevan:
   last_checked: 1779030434.536061
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:14.536061+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -565989,6 +587421,7 @@ https://www.youtube.com/watch?v=2mNAsrThius&ab_channel=CloudControl:
   last_checked: 1779034013.019844
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:06:53.019844+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -566020,6 +587453,7 @@ https://www.youtube.com/watch?v=36aGHlsxlow:
   last_checked: 1780352302.456685
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:18:22.456685+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -566068,6 +587502,7 @@ https://www.youtube.com/watch?v=3B41u33BS2E:
   last_checked: 1780352282.814426
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:18:02.814426+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -566112,6 +587547,7 @@ https://www.youtube.com/watch?v=3H9eNIf9KZs&ab_channel=CloudBeesTV:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -566147,6 +587583,7 @@ https://www.youtube.com/watch?v=3TfGKugPlpE&list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9
   last_checked: 1780352013.434892
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:33.434892+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -566185,6 +587622,7 @@ https://www.youtube.com/watch?v=3uDxwNOtilU:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -566218,6 +587656,7 @@ https://www.youtube.com/watch?v=4DUhc0MjdUc&feature=youtu.be&ab_channel=MohamedR
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -566250,6 +587689,7 @@ https://www.youtube.com/watch?v=4niy0_ZpQ1w&ab_channel=CloudQuickLabs:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -566285,6 +587725,7 @@ https://www.youtube.com/watch?v=53-Y_aI0KpE&ab_channel=MicrosoftAzure:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -566318,6 +587759,7 @@ https://www.youtube.com/watch?v=5XWwjyikWMQ&feature=emb_logo&ab_channel=Konveyor
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -566350,6 +587792,7 @@ https://www.youtube.com/watch?v=6NM6sqXIsoA:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -566379,6 +587822,7 @@ https://www.youtube.com/watch?v=6OeRByC-sBs:
   last_checked: 1779031190.692351
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:19:50.692351+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -566407,6 +587851,7 @@ https://www.youtube.com/watch?v=6UF-QxiRGms&ab_channel=Kubevious:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -566439,6 +587884,7 @@ https://www.youtube.com/watch?v=6W2TuBDaaiI&ab_channel=AliSpittel:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -566472,6 +587918,7 @@ https://www.youtube.com/watch?v=6sqGxVI3X1w:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -566504,6 +587951,7 @@ https://www.youtube.com/watch?v=7IFAg782pf8:
   last_checked: 1779032096.041482
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:34:56.041482+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -566539,6 +587987,7 @@ https://www.youtube.com/watch?v=7NmGSnqLd58:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -566569,6 +588018,7 @@ https://www.youtube.com/watch?v=7ruXlR08JZ0:
   last_checked: 1779032975.407578
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:35.407578+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -566596,6 +588046,7 @@ https://www.youtube.com/watch?v=81VnO4puNkg:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -566631,6 +588082,7 @@ https://www.youtube.com/watch?v=8PxuWdjESfg&list=PLWz5rJ2EKKc-vRD1wCyEuPlkpLJhXh
   last_checked: 1780352581.79223
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:23:01.792230+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -566666,6 +588118,7 @@ https://www.youtube.com/watch?v=8aGhZQkoFbQ:
   last_checked: 1779031266.851324
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:21:06.851324+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -566691,6 +588144,7 @@ https://www.youtube.com/watch?v=8fgrjBnxqi0&ab_channel=AppSecEngineer:
   last_checked: 1779029116.724764
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:16.724764+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -566718,6 +588172,7 @@ https://www.youtube.com/watch?v=8r5LYzUIepo:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -566751,6 +588206,7 @@ https://www.youtube.com/watch?v=93RlMqO4glM&ab_channel=Kubevious:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -566783,6 +588239,7 @@ https://www.youtube.com/watch?v=9_6H7Ahsdm4&ab_channel=OpenShift:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -566814,6 +588271,7 @@ https://www.youtube.com/watch?v=9cwjtN3gkD4:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -566846,6 +588304,7 @@ https://www.youtube.com/watch?v=9hDdg_Beui4&ab_channel=Konveyor:
   last_checked: 1779034405.991426
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:13:25.991426+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -566874,6 +588333,7 @@ https://www.youtube.com/watch?v=9jbR9lZuSU0:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -566907,6 +588367,7 @@ https://www.youtube.com/watch?v=9wu-j9gIlBY&list=PLa7VYi0yPIH1MB2n2w8pMZguffCDu2
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -566941,6 +588402,7 @@ https://www.youtube.com/watch?v=9wuUXi6Qbis&ab_channel=MichaelBornholdtNielsen:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -566972,6 +588434,7 @@ https://www.youtube.com/watch?v=AbCTlemwZ1k&ab_channel=JamesQQuick:
   last_checked: 1779034116.714673
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:36.714673+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -567001,6 +588464,7 @@ https://www.youtube.com/watch?v=BF3MhFjvBTU:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -567033,6 +588497,7 @@ https://www.youtube.com/watch?v=BJufhuPK2DY&ab_channel=Kubermatic:
   last_checked: 1779030732.545015
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:12:12.545015+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -567069,6 +588534,7 @@ https://www.youtube.com/watch?v=B_8vYxurU4k:
   last_checked: 1780352158.263435
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:15:58.263435+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -567108,6 +588574,7 @@ https://www.youtube.com/watch?v=BiY3b7F96wc&ab_channel=TheFrontOpsGuy:
   last_checked: 1779032095.924072
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:34:55.924072+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -567137,6 +588604,7 @@ https://www.youtube.com/watch?v=BsYYVkophsk:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -567174,6 +588642,7 @@ https://www.youtube.com/watch?v=BtgZLw8hYiU&feature=youtu.be:
   last_checked: 1780352037.401689
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:57.401689+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -567213,6 +588682,7 @@ https://www.youtube.com/watch?v=C0E93Uc4h5k&ab_channel=xgeeks:
   last_checked: 1779029932.441524
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:52.441524+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -567241,6 +588711,7 @@ https://www.youtube.com/watch?v=CB79eTFbR0w&feature=youtu.be&ab_channel=DevOpsTo
   last_checked: 1779031258.604023
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:20:58.604023+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -567274,6 +588745,7 @@ https://www.youtube.com/watch?v=CJMdSQVFVik:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -567305,6 +588777,7 @@ https://www.youtube.com/watch?v=CmPK93hg5w8:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -567336,6 +588809,7 @@ https://www.youtube.com/watch?v=CoUl9_NWdqQ:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -567366,6 +588840,7 @@ https://www.youtube.com/watch?v=D-Q2qXTssLY&feature=youtu.be:
   last_checked: 1781736239.435085
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:59.435085+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -567402,6 +588877,7 @@ https://www.youtube.com/watch?v=D9w3DH1zAc8:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -567434,6 +588910,7 @@ https://www.youtube.com/watch?v=DLB9m17aGus:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -567468,6 +588945,7 @@ https://www.youtube.com/watch?v=DeNflzdjxVM:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -567496,13 +588974,14 @@ https://www.youtube.com/watch?v=DjBBV7oZxm8:
   resource_type: video
   complexity: Beginner
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: automatic
   content_hash: 700d6fb0239b43421e62efbc7eeed5ec2bc293e9e2a5b0572a6bec4544876361
   health_score: null
   last_checked: 1780352138.62202
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:15:38.622020+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -567525,6 +589004,7 @@ https://www.youtube.com/watch?v=DjBBV7oZxm8:
   source_provenance: X.com (kubernetesio)
   suggested_new_category: kubernetes-onboarding
   technology: LLMs + AI Agents + MLOps
+  duplicate_of: https://www.youtube.com/watch?v=B_8vYxurU4k
 https://www.youtube.com/watch?v=E3Xyu29LIwY&ab_channel=CLOUDLEARNHUB:
   title: 'youtube: Cloud Learn Hub - How to Integrate Jenkins with Ansible Tower?'
   description: ''
@@ -567545,6 +589025,7 @@ https://www.youtube.com/watch?v=E3Xyu29LIwY&ab_channel=CLOUDLEARNHUB:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -567576,6 +589057,7 @@ https://www.youtube.com/watch?v=EWFJem7GUAc:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -567614,6 +589096,7 @@ https://www.youtube.com/watch?v=F3al0HP0MNo:
   last_checked: 1780352158.263362
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:15:58.263362+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -567656,6 +589139,7 @@ https://www.youtube.com/watch?v=FBAav6OoJlw:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -567690,6 +589174,7 @@ https://www.youtube.com/watch?v=FVDHWPxK5nU&ab_channel=CloudQuickPOCs:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -567725,6 +589210,7 @@ https://www.youtube.com/watch?v=Frje5KfNrxE:
   last_checked: 1780352168.173377
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:16:08.173377+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -567766,6 +589252,7 @@ https://www.youtube.com/watch?v=G-baPg3XhBo:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -567798,6 +589285,7 @@ https://www.youtube.com/watch?v=GDOw8ByzMyY&ab_channel=MarcLamberti:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -567832,6 +589320,7 @@ https://www.youtube.com/watch?v=GL2v81xYuAQ&ab_channel=k6:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -567866,6 +589355,7 @@ https://www.youtube.com/watch?v=GLtvxY1S3Aw:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -567896,6 +589386,7 @@ https://www.youtube.com/watch?v=GhEZLvc8B70:
   last_checked: 1779034031.538752
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:07:11.538752+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -567921,6 +589412,7 @@ https://www.youtube.com/watch?v=GiFQNevrxYA:
   last_checked: 1779030330.692985
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:30.692985+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -567950,6 +589442,7 @@ https://www.youtube.com/watch?v=HDDfdZqwM1E&ab_channel=EclipseFoundation:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -567962,6 +589455,7 @@ https://www.youtube.com/watch?v=HDDfdZqwM1E&ab_channel=EclipseFoundation:
   v1_locations: []
   v2_locations:
   - kubernetes-client-libraries.md
+  - maven-gradle.md
   youtube_mosaic: {}
 https://www.youtube.com/watch?v=HSjm6-ACmWQ&ab_channel=JFrog:
   title: 'youtube.com: Cloud Native GitOps with Anthos and JFrog Artifactory'
@@ -567983,6 +589477,7 @@ https://www.youtube.com/watch?v=HSjm6-ACmWQ&ab_channel=JFrog:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -568015,6 +589510,7 @@ https://www.youtube.com/watch?v=HX10WWTRiTY:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2017-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -568046,6 +589542,7 @@ https://www.youtube.com/watch?v=Hc8emNr2igU:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -568078,6 +589575,7 @@ https://www.youtube.com/watch?v=Hg-YsUITnck:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -568111,6 +589609,7 @@ https://www.youtube.com/watch?v=HinwLb2lpLQ:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -568143,6 +589642,7 @@ https://www.youtube.com/watch?v=INv-VCZvM_o:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -568178,6 +589678,7 @@ https://www.youtube.com/watch?v=IORvnr4u8z8:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -568211,6 +589712,7 @@ https://www.youtube.com/watch?v=IUvUmqu1MBQ:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -568247,6 +589749,7 @@ https://www.youtube.com/watch?v=Icnv1DDAQOg:
   last_checked: 1780352282.814393
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:18:02.814393+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -568284,13 +589787,14 @@ https://www.youtube.com/watch?v=J7R-T9Y1x3Y:
   resource_type: video
   complexity: Beginner
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: automatic
   content_hash: 27c7fb4beadbdf3d6edccd8c2ccc1e4cdff811e933e8dc7bf8a19f4fb5844565
   health_score: null
   last_checked: 1780352414.115643
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:20:14.115643+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -568312,6 +589816,7 @@ https://www.youtube.com/watch?v=J7R-T9Y1x3Y:
   source_provenance: X.com (kubernetesio)
   suggested_new_category: kubernetes-community
   technology: Kubernetes
+  duplicate_of: https://www.youtube.com/watch?v=36aGHlsxlow
 https://www.youtube.com/watch?v=JC_PB1yZcIc:
   title: OpenShift 4 Resource Management
   description: ''
@@ -568331,6 +589836,7 @@ https://www.youtube.com/watch?v=JC_PB1yZcIc:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -568361,6 +589867,7 @@ https://www.youtube.com/watch?v=Jh-viBv-D04:
   last_checked: 1779029821.221528
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:57:01.221528+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -568390,6 +589897,7 @@ https://www.youtube.com/watch?v=K2CBHLwPL50&ab_channel=SandipDas:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -568422,6 +589930,7 @@ https://www.youtube.com/watch?v=KgH0QzMHXLs:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -568454,6 +589963,7 @@ https://www.youtube.com/watch?v=LNfthmZuRDI&ab_channel=CloudBeesTV:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -568490,6 +590000,7 @@ https://www.youtube.com/watch?v=LhB8-sAx3pM&ab_channel=K21Academy:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -568528,6 +590039,7 @@ https://www.youtube.com/watch?v=MFai008Ze84:
   last_checked: 1779033360.0
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -568562,6 +590074,7 @@ https://www.youtube.com/watch?v=MU5LdM83x9s&ab_channel=KubeSphere:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -568596,6 +590109,7 @@ https://www.youtube.com/watch?v=N8P9ZLMA2xY:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -568628,6 +590142,7 @@ https://www.youtube.com/watch?v=NgRuap0MmZw&ab_channel=XavkiEn:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -568660,6 +590175,7 @@ https://www.youtube.com/watch?v=OFZYIr66Ku4&ab_channel=cloudgeeksinc:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -568692,6 +590208,7 @@ https://www.youtube.com/watch?v=OOHmg1J_8ck&ab_channel=RedTeamVillage:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -568723,6 +590240,7 @@ https://www.youtube.com/watch?v=OQAXQrKhIt0&ab_channel=keptn:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -568759,6 +590277,7 @@ https://www.youtube.com/watch?v=OQK9XHTiqVw&list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9
   last_checked: 1780352013.434869
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:33.434869+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -568799,6 +590318,7 @@ https://www.youtube.com/watch?v=OssIuHbgzJY:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2014-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -568829,6 +590349,7 @@ https://www.youtube.com/watch?v=PbwQWw7xSOM:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -568861,6 +590382,7 @@ https://www.youtube.com/watch?v=PjiJsllKZrI&ab_channel=ACloudGuru:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -568898,6 +590420,7 @@ https://www.youtube.com/watch?v=Q6i0LK4vHsU:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -568927,6 +590450,7 @@ https://www.youtube.com/watch?v=QbSw8dPhHGM&ab_channel=KatieGamanji:
   last_checked: 1779032157.93259
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:57.932590+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -568954,6 +590478,7 @@ https://www.youtube.com/watch?v=QrLwFEXvxbo&ab_channel=HoussemDellai:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -568993,6 +590518,7 @@ https://www.youtube.com/watch?v=QtXBAz6TU2g&list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9
   last_checked: 1780352013.434731
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:33.434731+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -569032,6 +590558,7 @@ https://www.youtube.com/watch?v=S4IrAZ5wT3c&ab_channel=SeaJUG:
   last_checked: 1779031397.466119
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:23:17.466119+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -569064,6 +590591,7 @@ https://www.youtube.com/watch?v=SSe1VmVrtw0&feature=youtu.be:
   last_checked: 1780352720.351855
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:25:20.351855+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -569107,6 +590635,7 @@ https://www.youtube.com/watch?v=SZM49lGovTg:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -569141,6 +590670,7 @@ https://www.youtube.com/watch?v=ShTC1u7_jew&ab_channel=DevOpsHint:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -569174,6 +590704,7 @@ https://www.youtube.com/watch?v=SyRZe5YVCVk:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -569205,6 +590736,7 @@ https://www.youtube.com/watch?v=TPXwVmvzlV4&ab_channel=TheFrontOpsGuy:
   last_checked: 1779031431.889947
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:23:51.889947+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -569238,6 +590770,7 @@ https://www.youtube.com/watch?v=TkN2i-_4N4g&feature=youtu.be:
   last_checked: 1780352561.468422
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:22:41.468422+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -569279,6 +590812,7 @@ https://www.youtube.com/watch?v=UmbjwSK9b3I:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -569312,6 +590846,7 @@ https://www.youtube.com/watch?v=UxZiDZsQoZI&ab_channel=TinyStacks:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -569341,13 +590876,14 @@ https://www.youtube.com/watch?v=V3Sq0Fgy3ds:
   resource_type: video
   complexity: Beginner
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: automatic
   content_hash: f7c8a7a52e509fcae9cac2f1d9c7d6109f52296b9c9f312b6f01f4af25d63905
   health_score: null
   last_checked: 1780352282.814324
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:18:02.814324+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -569372,6 +590908,7 @@ https://www.youtube.com/watch?v=V3Sq0Fgy3ds:
   source_provenance: X.com (kubernetesio)
   suggested_new_category: ''
   technology: Kubernetes
+  duplicate_of: https://www.youtube.com/watch?v=3B41u33BS2E
 https://www.youtube.com/watch?v=VYRdirdjOAg:
   title: 'youtube: Level-Up your Jenkins-based Delivery with Keptn'
   description: ''
@@ -569391,6 +590928,7 @@ https://www.youtube.com/watch?v=VYRdirdjOAg:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -569424,6 +590962,7 @@ https://www.youtube.com/watch?v=VicH6KojwCI:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -569457,6 +590996,7 @@ https://www.youtube.com/watch?v=W_PmtDm4IXk&ab_channel=RobertdeBock:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -569489,6 +591029,7 @@ https://www.youtube.com/watch?v=W_rcYPZkhFg&ab_channel=RedHat:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -569528,6 +591069,7 @@ https://www.youtube.com/watch?v=WkLBrHW4NhQ:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2015-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -569557,6 +591099,7 @@ https://www.youtube.com/watch?v=WnQK6-puXSM:
   last_checked: 1779032117.807795
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:35:17.807795+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -569585,6 +591128,7 @@ https://www.youtube.com/watch?v=X4vuktlK0Tg:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2019-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -569620,6 +591164,7 @@ https://www.youtube.com/watch?v=X9n5EYoWdNk&feature=youtu.be:
   last_checked: 1780352571.556386
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:22:51.556386+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -569663,6 +591208,7 @@ https://www.youtube.com/watch?v=XAOqUU5Xh1c:
   last_checked: 1780352414.115597
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:20:14.115597+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -569704,6 +591250,7 @@ https://www.youtube.com/watch?v=Za36qHbrf3g:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -569737,6 +591284,7 @@ https://www.youtube.com/watch?v=Zeqc6--0eQw&ab_channel=CloudBeesTV:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2017-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -569770,6 +591318,7 @@ https://www.youtube.com/watch?v=ZkFIozGY0IA:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -569801,6 +591350,7 @@ https://www.youtube.com/watch?v=Zztufl4mFQ4&feature=youtu.be:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -569833,6 +591383,7 @@ https://www.youtube.com/watch?v=_W2qZvQT6XY:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -569865,6 +591416,7 @@ https://www.youtube.com/watch?v=_cT-kkvw3NQ:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -569897,6 +591449,7 @@ https://www.youtube.com/watch?v=_nknHwTKlh8:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -569929,6 +591482,7 @@ https://www.youtube.com/watch?v=_nl-45ulj1s:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -569962,6 +591516,7 @@ https://www.youtube.com/watch?v=_r-C_FFDLmU&ab_channel=Thetips4you:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -569994,6 +591549,7 @@ https://www.youtube.com/watch?v=_w6TwnLCFwA&ab_channel=ContinuousDelivery:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -570030,6 +591586,7 @@ https://www.youtube.com/watch?v=a-yuXz_uV30&feature=youtu.be:
   last_checked: 1780352148.49393
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:15:48.493930+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -570070,6 +591627,7 @@ https://www.youtube.com/watch?v=aU-EtdEOdlM:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -570105,6 +591663,7 @@ https://www.youtube.com/watch?v=aqmpZocmR8o&list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9
   last_checked: 1780352138.622092
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:15:38.622092+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -570146,6 +591705,7 @@ https://www.youtube.com/watch?v=b0D_bkcT4a4&ab_channel=SoftwareDiagnosticsCenter
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -570177,6 +591737,7 @@ https://www.youtube.com/watch?v=bB57HKeOvmw&feature=youtu.be:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -570215,6 +591776,7 @@ https://www.youtube.com/watch?v=bH2nP-aCFjk&feature=youtu.be:
   last_checked: 1780352272.993983
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:17:52.993983+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -570259,6 +591821,7 @@ https://www.youtube.com/watch?v=buzusNljpy4&feature=youtu.be:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -570288,6 +591851,7 @@ https://www.youtube.com/watch?v=c5t1y9V8HWc:
   last_checked: 1779030462.629063
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:42.629063+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -570320,6 +591884,7 @@ https://www.youtube.com/watch?v=cBS2bHhw0Pg&list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9
   last_checked: 1780352282.814282
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:18:02.814282+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -570355,13 +591920,14 @@ https://www.youtube.com/watch?v=cBS2bHhw0Pg&list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9
   resource_type: video
   complexity: intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: automatic
   content_hash: 48bd4b5fa3c8d57bb3f2bcc5c0c92116c05fcd5f3fbc4651b2a8137f1d08fad5
   health_score: null
   last_checked: 1780352013.434706
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:33.434706+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -570381,6 +591947,7 @@ https://www.youtube.com/watch?v=cBS2bHhw0Pg&list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9
   social_preview_url: https://img.youtube.com/vi/cBS2bHhw0Pg/maxresdefault.jpg
   source_provenance: X.com (GoogleDevs)
   suggested_new_category: ''
+  duplicate_of: https://www.youtube.com/watch?v=cBS2bHhw0Pg&list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9eYz&index=3
 https://www.youtube.com/watch?v=cZ1S2Gp47ng:
   title: 'Delve into Helm: Advanced DevOps'
   description: ''
@@ -570401,6 +591968,7 @@ https://www.youtube.com/watch?v=cZ1S2Gp47ng:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -570432,6 +592000,7 @@ https://www.youtube.com/watch?v=cdZZpaB2kDM:
   last_checked: 1779034212.048622
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:10:12.048622+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -570459,6 +592028,7 @@ https://www.youtube.com/watch?v=cj_LoG6C2xk&list=PLR3sVanzLpJN6BiYS20K4BMPpiDGif
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -570489,6 +592059,7 @@ https://www.youtube.com/watch?v=eFxFtUpAT9s:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -570520,6 +592091,7 @@ https://www.youtube.com/watch?v=eMOzF_xAm7w:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -570553,6 +592125,7 @@ https://www.youtube.com/watch?v=efiMiaFjtn8&feature=youtu.be:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -570584,6 +592157,7 @@ https://www.youtube.com/watch?v=esIZS7PVrvs&ab_channel=Konveyor:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -570613,6 +592187,7 @@ https://www.youtube.com/watch?v=exsv-RUrUFY&ab_channel=yCrash:
   last_checked: 1779034038.32646
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:18.326460+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -570641,6 +592216,7 @@ https://www.youtube.com/watch?v=fZfd4orrn8Y&ab_channel=RawkodeAcademy:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -570672,6 +592248,7 @@ https://www.youtube.com/watch?v=gaXlrlz7GVc:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -570701,6 +592278,7 @@ https://www.youtube.com/watch?v=gjtXTm_TvvE&list=PLe6EXFvnTV78WqGmGSq8JPnafR3lAa
   last_checked: 1779031901.339603
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:31:41.339603+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -570725,13 +592303,14 @@ https://www.youtube.com/watch?v=gkcZEXqkmZM:
   resource_type: video
   complexity: Beginner
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: automatic
   content_hash: 50fe2d54bca8a524fecb517a59ae9a8a47722db91970ecf895dad771cfe49296
   health_score: null
   last_checked: 1780352158.263411
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:15:58.263411+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -570754,6 +592333,7 @@ https://www.youtube.com/watch?v=gkcZEXqkmZM:
   source_provenance: X.com (kubernetesio)
   suggested_new_category: ''
   technology: Kubernetes
+  duplicate_of: https://www.youtube.com/watch?v=Frje5KfNrxE
 https://www.youtube.com/watch?v=h4DM-Wa0aDQ&ab_channel=XPDaysUkraine:
   title: null
   description: null
@@ -570771,6 +592351,7 @@ https://www.youtube.com/watch?v=h4DM-Wa0aDQ&ab_channel=XPDaysUkraine:
   last_checked: 1779033675.656817
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:01:15.656817+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -570798,6 +592379,7 @@ https://www.youtube.com/watch?v=hbMVGEw0HpE&ab_channel=CloudBeesTV:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -570827,6 +592409,7 @@ https://www.youtube.com/watch?v=iADfzLI3qDI:
   last_checked: 1779030952.290105
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:52.290105+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -570854,6 +592437,7 @@ https://www.youtube.com/watch?v=iE9Qb8dHqWI:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -570889,6 +592473,7 @@ https://www.youtube.com/watch?v=iLgEK6A31HM:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -570923,6 +592508,7 @@ https://www.youtube.com/watch?v=iRaai1IBlB0:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -570955,6 +592541,7 @@ https://www.youtube.com/watch?v=iVyKvopGnrQ:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -570989,6 +592576,7 @@ https://www.youtube.com/watch?v=iddMXjmr7mk&ab_channel=BribeByBytes:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -571021,6 +592609,7 @@ https://www.youtube.com/watch?v=igwFpZOUTnw:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -571051,6 +592640,7 @@ https://www.youtube.com/watch?v=ihHr-iLfEGo:
   last_checked: 1779032549.652874
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:42:29.652874+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -571080,6 +592670,7 @@ https://www.youtube.com/watch?v=io_yBU7vhIo:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -571113,6 +592704,7 @@ https://www.youtube.com/watch?v=iqpLXUdJ0Ro&ab_channel=Thetips4you:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -571148,6 +592740,7 @@ https://www.youtube.com/watch?v=iyc69njNYOw&list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9
   last_checked: 1780352013.434835
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:33.434835+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -571187,6 +592780,7 @@ https://www.youtube.com/watch?v=j1lH3vOhucw:
   last_checked: 1779029563.606271
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:52:43.606271+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -571215,6 +592809,7 @@ https://www.youtube.com/watch?v=jBDmX85IjLM&ab_channel=RedHatDeveloper:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -571248,6 +592843,7 @@ https://www.youtube.com/watch?v=jgW4r9FxItI&ab_channel=DevOpsToolkitbyViktorFarc
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -571280,6 +592876,7 @@ https://www.youtube.com/watch?v=js-rq7SvPpE&ab_channel=DevOpsToolkit:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -571304,13 +592901,14 @@ https://www.youtube.com/watch?v=kBBBhpKIv9I:
   resource_type: Video
   complexity: Beginner
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -571323,6 +592921,7 @@ https://www.youtube.com/watch?v=kBBBhpKIv9I:
   v2_locations:
   - developerportals.md
   youtube_mosaic: {}
+  duplicate_of: https://www.redhat.com/en/technologies/jboss-middleware/3scale
 https://www.youtube.com/watch?v=kQJxGtsqphk:
   title: "youtube: Installing OpenShift 4 on AWS with operatorhub.io integration \U0001F31F"
   description: ''
@@ -571341,6 +592940,7 @@ https://www.youtube.com/watch?v=kQJxGtsqphk:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -571370,6 +592970,7 @@ https://www.youtube.com/watch?v=knyJt8d6C_8&ab_channel=TheFrontOpsGuy:
   last_checked: 1779029151.874437
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:45:51.874437+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -571400,6 +593001,7 @@ https://www.youtube.com/watch?v=l2HpdgRFtN0:
   last_checked: 1780352292.588421
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:18:12.588421+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -571439,6 +593041,7 @@ https://www.youtube.com/watch?v=lgyO9C9zdrg&feature=youtu.be:
   last_checked: 1779130494.949853
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.949853+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -571466,6 +593069,7 @@ https://www.youtube.com/watch?v=mRCz6Jl0Ds8&feature=youtu.be:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -571499,6 +593103,7 @@ https://www.youtube.com/watch?v=mbeQWBNaNKQ&ab_channel=CloudBeesTV:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -571531,6 +593136,7 @@ https://www.youtube.com/watch?v=mc20VwxYaGE&ab_channel=CLOUDLEARNHUB:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -571564,6 +593170,7 @@ https://www.youtube.com/watch?v=nXXPOS8gjtA:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -571594,6 +593201,7 @@ https://www.youtube.com/watch?v=oZOZiL6XIfA&feature=emb_title:
   last_checked: 1779031142.713121
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:19:02.713121+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -571620,6 +593228,7 @@ https://www.youtube.com/watch?v=pJFZ5h9fT5o&ab_channel=InfraXpertzz:
   last_checked: 1779029172.136277
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:46:12.136277+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -571652,6 +593261,7 @@ https://www.youtube.com/watch?v=pMfG-vYvnv8&feature=youtu.be:
   last_checked: 1780352454.119894
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:20:54.119894+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -571688,6 +593298,7 @@ https://www.youtube.com/watch?v=pgjEe44XQf8&ab_channel=GoogleCloudTech:
   last_checked: 1779032037.264463
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:57.264463+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -571718,6 +593329,7 @@ https://www.youtube.com/watch?v=ppMWxjsmk2k&linkId=61897585:
   last_checked: 1780352037.401609
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:57.401609+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -571760,6 +593372,7 @@ https://www.youtube.com/watch?v=qGdGMnQ83SA:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -571791,6 +593404,7 @@ https://www.youtube.com/watch?v=qI_g07C_Q5I:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2012-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -571823,6 +593437,7 @@ https://www.youtube.com/watch?v=qbO4MTESiJQ:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -571857,6 +593472,7 @@ https://www.youtube.com/watch?v=s1grtSSIRVA&ab_channel=dotNET:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -571891,6 +593507,7 @@ https://www.youtube.com/watch?v=sd2wuAVush4:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -571927,6 +593544,7 @@ https://www.youtube.com/watch?v=sig3n7XyaaA&list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9
   last_checked: 1780352272.994204
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:17:52.994204+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -571972,13 +593590,14 @@ https://www.youtube.com/watch?v=sig3n7XyaaA&list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9
   resource_type: Video
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: automatic
   content_hash: 90688fd9f4a1ec3a552a9a117754364578fb672dc687d0c3d8bb6d2632aaf000
   health_score: null
   last_checked: 1780351994.342812
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:14.342812+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -571997,6 +593616,7 @@ https://www.youtube.com/watch?v=sig3n7XyaaA&list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9
   social_preview_url: https://img.youtube.com/vi/sig3n7XyaaA/maxresdefault.jpg
   source_provenance: X.com (GoogleDevs)
   suggested_new_category: ''
+  duplicate_of: https://www.youtube.com/watch?v=sig3n7XyaaA&list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9eYz&index=2
 https://www.youtube.com/watch?v=tJOlk-B66R4&ab_channel=ServerlessLand:
   title: "youtube: Creating a CI/CD deployment pipeline for JenkinsCI with AWS SAM
     Pipelines \U0001F31F"
@@ -572018,6 +593638,7 @@ https://www.youtube.com/watch?v=tJOlk-B66R4&ab_channel=ServerlessLand:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -572060,6 +593681,7 @@ https://www.youtube.com/watch?v=tfoSeH63yCg&list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9
   last_checked: 1780351994.342861
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:14.342861+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -572100,6 +593722,7 @@ https://www.youtube.com/watch?v=tgRPlAQpHYk&ab_channel=TheNewStack:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -572129,6 +593752,7 @@ https://www.youtube.com/watch?v=tj3xYFA6Q2o&ab_channel=CloudBeesTV:
   last_checked: 1779029367.435332
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:27.435332+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -572156,6 +593780,7 @@ https://www.youtube.com/watch?v=uC7vajbnZS4:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -572187,6 +593812,7 @@ https://www.youtube.com/watch?v=vDj5IsWjU0A:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -572219,6 +593845,7 @@ https://www.youtube.com/watch?v=vZK_W-fpft0&ab_channel=StackSimplify:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -572250,6 +593877,7 @@ https://www.youtube.com/watch?v=v_T1fuYGjV0&ab_channel=NedintheCloud:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -572283,6 +593911,7 @@ https://www.youtube.com/watch?v=vgIwRX4LXfU:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -572318,6 +593947,7 @@ https://www.youtube.com/watch?v=wHha-Q3XVOg&ab_channel=DanLister:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -572351,6 +593981,7 @@ https://www.youtube.com/watch?v=x5cyrE9ecis&ab_channel=LambdaTest:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -572382,6 +594013,7 @@ https://www.youtube.com/watch?v=xM9jpcVGTzY:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -572419,6 +594051,7 @@ https://www.youtube.com/watch?v=xdXmOm61DFY&list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9
   last_checked: 1780352013.434849
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:33.434849+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -572457,6 +594090,7 @@ https://www.youtube.com/watch?v=y1lOKQOapTw:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -572486,6 +594120,7 @@ https://www.youtube.com/watch?v=y6RNLNvnYIw:
   last_checked: 1779034498.018831
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:14:58.018831+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -572515,6 +594150,7 @@ https://www.youtube.com/watch?v=yEyVXUExSqs&ab_channel=DevOpsHint:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -572548,6 +594184,7 @@ https://www.youtube.com/watch?v=yTafQ-e84eY:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -572577,6 +594214,7 @@ https://www.youtube.com/watch?v=yWzKJPw_VzM:
   last_checked: 1779130495.02127
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.021270+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -572605,6 +594243,7 @@ https://www.youtube.com/watch?v=ybCxPHzRJfA&ab_channel=VisualStudioCode:
   last_checked: 1779034507.753334
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:15:07.753334+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -572650,6 +594289,7 @@ https://www.youtube.com/watch?v=yoVH_44xb_E&feature=youtu.be:
   last_checked: 1780351994.342627
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:14.342627+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -572689,6 +594329,7 @@ https://www.youtube.com/watch?v=zA8guDqfv40:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -572722,6 +594363,7 @@ https://www.youtube.com/watch?v=zI7_8M2KtRI&ab_channel=MicroserviceFactory:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -572754,6 +594396,7 @@ https://www.youtube.com/watch?v=zL0eLEl2BxI&ab_channel=TravisRoberts:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -572786,6 +594429,7 @@ https://www.youtube.com/watch?v=zQyrhjEAqLs:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -572818,6 +594462,7 @@ https://www.youtube.comwatch?v=b_norgxfh5y:
   last_checked: 1779033428.256085
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:08.256085+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -572851,6 +594496,7 @@ https://www.zartis.com/minimizing-costs-aks:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -572882,6 +594528,7 @@ https://www.zartis.com/simplify-your-sdlc-with-azure-devops:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -572911,6 +594558,7 @@ https://www.zdnet.com/article/amazon-red-hat-openshift-announced-for-public-clou
   last_checked: 1779030811.292851
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:13:31.292851+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -572941,6 +594589,7 @@ https://www.zdnet.com/article/apis-published-apis-consumed-mainstream-enterprise
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -572974,6 +594623,7 @@ https://www.zdnet.com/article/as-cloud-costs-spiral-upward-enterprises-turn-to-a
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -573006,6 +594656,7 @@ https://www.zdnet.com/article/aws-as-predicted-is-forking-elasticsearch:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -573037,6 +594688,7 @@ https://www.zdnet.com/article/corporate-culture-complicates-kubernetes-and-conta
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -573069,6 +594721,7 @@ https://www.zdnet.com/article/docker-changes-its-subscription-plans-usage-rules-
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -573100,6 +594753,7 @@ https://www.zdnet.com/article/free-red-hat-enterprise-linux-for-open-source-non-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -573132,6 +594786,7 @@ https://www.zdnet.com/article/google-cloud-rolls-out-new-security-tools-as-threa
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -573164,6 +594819,7 @@ https://www.zdnet.com/article/google-introduces-gke-autopilot-for-hands-off-kube
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -573196,6 +594852,7 @@ https://www.zdnet.com/article/google-releases-new-open-source-security-software-
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   discovered_at: '2022-06-01T00:00:00+02:00'
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   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -573421,6 +595084,7 @@ https://www.zdnet.com/article/qualys-partners-with-red-hat-to-improve-linux-and-
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
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   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -573484,6 +595149,7 @@ https://www.zdnet.com/article/red-hat-expands-ansible-ready-to-run-cloud-program
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -573515,6 +595181,7 @@ https://www.zdnet.com/article/sql-nosql-whats-the-difference-these-days:
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   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -573546,6 +595213,7 @@ https://www.zdnet.com/article/stop-calling-devops-teams-devops-teams:
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -573577,6 +595245,7 @@ https://www.zdnet.com/article/suse-harvester-deploying-virtual-machines-with-kub
   last_checked: null
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   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -573610,6 +595279,7 @@ https://www.zdnet.com/article/the-year-ahead-in-devops-and-agile-more-automation
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -573641,6 +595311,7 @@ https://www.zdnet.com/article/theres-no-ops-like-noops-the-next-evolution-of-dev
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   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -573675,6 +595346,7 @@ https://www.zdnet.com/article/vmware-brings-tanzu-application-platform-into-ga-t
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   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -573707,6 +595379,7 @@ https://www.zdnet.com/article/when-microservices-need-event-driven-architecture:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -573737,6 +595410,7 @@ https://www.zebrium.com:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:10.233071+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -573775,6 +595449,7 @@ https://www.zenml.io:
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   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -573804,6 +595479,7 @@ https://www.zenml.io/integrations:
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   discovered_at: '2026-05-17T17:31:40.647731+02:00'
+  last_ai_eval: null
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   hierarchy: []
@@ -573831,6 +595507,7 @@ https://www.zoom.com:
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   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -573854,13 +595531,14 @@ https://www2.deloitte.com/de/de/pages/technology/articles/center-of-excellence-a
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   health_score: 100.0
   last_checked: 1779033575.758325
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:35.758325+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -573869,6 +595547,7 @@ https://www2.deloitte.com/de/de/pages/technology/articles/center-of-excellence-a
   - docs/introduction.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.deloitte.com/de/de/services/consulting/services/center-of-excellence-application-modernization.html
 https://www2.deloitte.com/es/es/blog/todo-tecnologia/2021/fargate-con-eks.html:
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   description: ''
@@ -573879,13 +595558,14 @@ https://www2.deloitte.com/es/es/blog/todo-tecnologia/2021/fargate-con-eks.html:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   content_hash: e6e166b16cd85e09002a75154eb973e778dd356f31516710aa948fe7630e848b
   health_score: 100.0
   last_checked: 1779029952.698766
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   discovered_at: '2026-05-17T16:59:12.698766+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -573894,6 +595574,7 @@ https://www2.deloitte.com/es/es/blog/todo-tecnologia/2021/fargate-con-eks.html:
   - docs/aws-serverless.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.deloitte.com/es/es/services/consulting/blogs/todo-tecnologia/fargate-con-eks.html
 https://www2.deloitte.com/es/es/blog/todo-tecnologia/2021/infrastructure-as-code-iac-con-terraform.html:
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   description: ''
@@ -573904,13 +595585,14 @@ https://www2.deloitte.com/es/es/blog/todo-tecnologia/2021/infrastructure-as-code
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   content_hash: bac234a919d49425e636975312b0e785fde45f1537ffd3db98cdd4a50da5d382
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:34.618411+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy: []
@@ -573919,6 +595601,7 @@ https://www2.deloitte.com/es/es/blog/todo-tecnologia/2021/infrastructure-as-code
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.deloitte.com/es/es/services/consulting/blogs/todo-tecnologia/infrastructure-as-code-iac-con-terraform.html
 https://www2.deloitte.com/us/en/insights/industry/public-sector/agile-in-government-waterfall-software-approach.html:
   title: 'deloitte.com: Bringing Agile benefits to a waterfall project'
   description: ''
@@ -573929,13 +595612,14 @@ https://www2.deloitte.com/us/en/insights/industry/public-sector/agile-in-governm
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
   last_checked: 1779030005.686594
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:05.686594+02:00'
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@@ -573944,6 +595628,7 @@ https://www2.deloitte.com/us/en/insights/industry/public-sector/agile-in-governm
   - docs/project-management-methodology.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.deloitte.com/us/en/insights/industry/government-public-sector-services.html
 ? https://www2.deloitte.com/us/en/pages/consulting/articles/secret-to-devops-isnt-about-tools-its-about-culture-value-and-outcomes-architecting-the-cloud-podcast-sre-site-reliability-engineering-resiliency-cloud-adoption-cloud-value-outcomes-culture-change.html
 : title: "deloitte.com: Culture change, not tech, is the secret to DevOps success'
     (podcast) \U0001F31F"
@@ -573955,13 +595640,14 @@ https://www2.deloitte.com/us/en/insights/industry/public-sector/agile-in-governm
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
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   discovered_at: '2026-05-17T17:48:20.373612+02:00'
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   hierarchy: []
@@ -573970,6 +595656,7 @@ https://www2.deloitte.com/us/en/insights/industry/public-sector/agile-in-governm
   - docs/devops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.deloitte.com/us/en/what-we-do/capabilities/cloud-transformation/collections/cloud-podcast.html
 https://x.com/ASFMavenProject:
   title: 'twitter.com/ASFMavenProject: The official twitter feed of the Apache Maven
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@@ -573990,6 +595677,7 @@ https://x.com/ASFMavenProject:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -574021,6 +595709,7 @@ https://x.com/ASFMavenRelease:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -574051,6 +595740,7 @@ https://x.com/AWS_Partners:
   last_checked: 1779130495.018773
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.018773+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -574083,6 +595773,7 @@ https://x.com/AWSreInvent:
   last_checked: 1779130494.950536
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.950536+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -574115,6 +595806,7 @@ https://x.com/AWSstartups:
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   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.920872+02:00'
+  last_ai_eval: null
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@@ -574147,6 +595839,7 @@ https://x.com/ChromeDevTools:
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   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -574178,6 +595871,7 @@ https://x.com/GolangRepos:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -574212,6 +595906,7 @@ https://x.com/Microsoft/status/2059320501580034310:
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   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:27:29.031604+02:00'
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   hierarchy:
@@ -574248,6 +595943,7 @@ https://x.com/PukarDesign/status/1452141978167267332:
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   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.026065+02:00'
+  last_ai_eval: null
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@@ -574273,6 +595969,7 @@ https://x.com/SWengThomas:
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   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.935872+02:00'
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@@ -574298,6 +595995,7 @@ https://x.com/_georgemoller:
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   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.953301+02:00'
+  last_ai_eval: null
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@@ -574323,6 +596021,7 @@ https://x.com/a_sykim:
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   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.018241+02:00'
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@@ -574353,6 +596052,7 @@ https://x.com/aantn:
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   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -574382,6 +596082,7 @@ https://x.com/addyosmani:
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   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.024412+02:00'
+  last_ai_eval: null
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@@ -574407,6 +596108,7 @@ https://x.com/agarcia:
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   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.017938+02:00'
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@@ -574432,6 +596134,7 @@ https://x.com/alexxubyte:
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   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.011072+02:00'
+  last_ai_eval: null
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@@ -574459,6 +596162,7 @@ https://x.com/awscloud:
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   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.989018+02:00'
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   hierarchy:
@@ -574491,6 +596195,7 @@ https://x.com/azuredevops:
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   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
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   hierarchy:
@@ -574520,6 +596225,7 @@ https://x.com/brendandburns:
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   discovered_at: '2026-05-18T20:54:54.994572+02:00'
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   hierarchy: []
@@ -574545,6 +596251,7 @@ https://x.com/codingsafari:
   last_checked: 1779130495.030812
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.030812+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -574572,6 +596279,7 @@ https://x.com/commandlinefu:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2009-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -574603,6 +596311,7 @@ https://x.com/commandlinefu10:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2011-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -574634,6 +596343,7 @@ https://x.com/commandlinefu3:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2010-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -574663,6 +596373,7 @@ https://x.com/dmokafa:
   last_checked: 1779130494.965044
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.965044+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -574690,6 +596401,7 @@ https://x.com/hashtag/featureflag:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -574730,6 +596442,7 @@ https://x.com/i/events/2053241348807864323:
   last_checked: 1780399410.165984
   needs_ai_refresh: false
   discovered_at: '2026-06-02T13:23:30.165984+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -574770,6 +596483,7 @@ https://x.com/janakiramm:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -574801,6 +596515,7 @@ https://x.com/jeffbarr:
   last_checked: 1779130495.030746
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.030746+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -574831,6 +596546,7 @@ https://x.com/johncutlefish/status/1452048722917871620:
   last_checked: 1779130494.978801
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.978801+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -574856,6 +596572,7 @@ https://x.com/jwendlandt:
   last_checked: 1779130494.988681
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.988681+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -574884,6 +596601,7 @@ https://x.com/k0sproject:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -574915,6 +596633,7 @@ https://x.com/kubernetesio:
   last_checked: 1779130495.027747
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.027747+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -574945,6 +596664,7 @@ https://x.com/memenetes:
   last_checked: 1779130494.984816
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.984816+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -574972,6 +596692,7 @@ https://x.com/microcksio:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -575001,6 +596722,7 @@ https://x.com/okta:
   last_checked: 1779130495.031327
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.031327+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -575028,6 +596750,7 @@ https://x.com/openshift:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -575058,6 +596781,7 @@ https://x.com/operatorhubio:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -575104,6 +596828,7 @@ https://x.com/originalavalamp:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -575134,6 +596859,7 @@ https://x.com/puksiarz:
   last_checked: 1779130494.965643
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.965643+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -575159,6 +596885,7 @@ https://x.com/pvergadia:
   last_checked: 1779130494.939782
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.939782+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -575184,6 +596911,7 @@ https://x.com/pythonvscode:
   last_checked: 1779130494.987458
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.987458+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -575209,6 +596937,7 @@ https://x.com/rakyll:
   last_checked: 1779130495.028028
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.028028+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -575237,6 +596966,7 @@ https://x.com/shipwrightio:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -575269,6 +596999,7 @@ https://x.com/submarinerio:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -575301,6 +597032,7 @@ https://x.com/telepresenceio:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -575330,6 +597062,7 @@ https://x.com/tfortricks_ind:
   last_checked: 1779130495.031401
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.031401+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -575355,6 +597088,7 @@ https://x.com/tsh4k:
   last_checked: 1779130494.97706
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.977060+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -575381,6 +597115,7 @@ https://xbery.medium.com/deploy-helm-charts-using-terraform-module-63684efbd221:
   last_checked: 1779032103.681723
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:03.681723+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -575404,13 +597139,14 @@ https://xebialabs.com/glossary:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: dbd3f120a1fba6159fd532c229d1b57d799a960cdd7e109c634e4ac4b8365d53
   health_score: 100.0
   last_checked: 1779032180.761124
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:20.761124+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -575419,6 +597155,7 @@ https://xebialabs.com/glossary:
   - docs/devops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://digital.ai/glossary
 https://xebialabs.com/periodic-table-of-devops-tools:
   title: "Periodic Table of DevOps \U0001F31F"
   description: ''
@@ -575429,13 +597166,14 @@ https://xebialabs.com/periodic-table-of-devops-tools:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 8a2650d513dcea5101a1809b526cf2f9415413496e64f6a09e8ee9708c7fd024
   health_score: 100.0
   last_checked: 1779032540.472912
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:20.472912+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -575444,6 +597182,7 @@ https://xebialabs.com/periodic-table-of-devops-tools:
   - docs/devops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://digital.ai/learn/devsecops-periodic-table
 https://xebialabs.com/the-ultimate-devops-tool-chest:
   title: "The Ultimate DevOps Tool Chest \U0001F31F"
   description: ''
@@ -575454,13 +597193,14 @@ https://xebialabs.com/the-ultimate-devops-tool-chest:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 5fc69d17855dfd19041f72dad7585e7efd448d60c3c9bb4cbd876e8a6b7ac606
   health_score: 100.0
   last_checked: 1779031186.869249
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:46.869249+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -575469,6 +597209,7 @@ https://xebialabs.com/the-ultimate-devops-tool-chest:
   - docs/devops.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://digital.ai/learn/diagram-generator
 https://xebialabs.com/the-ultimate-devops-tool-chest/open-source:
   title: The Ultimate List of Open Source DevOps Tools
   description: ''
@@ -575486,6 +597227,7 @@ https://xebialabs.com/the-ultimate-devops-tool-chest/open-source:
   last_checked: 1779031085.512287
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:05.512287+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -575515,6 +597257,7 @@ https://xenitab.github.io/blog/2022/04/12/ephemeral-container-security:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -575547,6 +597290,7 @@ https://xgrid.medium.com/securing-a-kubernetes-cluster-using-tls-certificates-5e
   last_checked: 1779031328.883345
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:08.883345+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -575577,6 +597321,7 @@ https://xgrid.medium.com/tackling-kubernetes-observability-challenges-with-pixie
   last_checked: 1779033236.634852
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:56.634852+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -575605,6 +597350,7 @@ https://yaml.org/spec/1.2/spec.html:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -575637,6 +597383,7 @@ https://yamline.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -575669,6 +597416,7 @@ https://yamlvalidator.dev:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -575701,6 +597449,7 @@ https://yankeexe.medium.com/how-rolling-and-rollback-deployments-work-in-kuberne
   last_checked: 1779033037.073078
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:37.073078+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -575734,6 +597483,7 @@ https://yankeexe.medium.com/how-rolling-and-rollback-deployments-work-in-kuberne
   last_checked: 1779033609.468006
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:09.468006+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -575767,6 +597517,7 @@ https://yeeply.com:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -575801,6 +597552,7 @@ https://yellow.systems/blog/how-to-build-a-scalable-web-application:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -575825,13 +597577,14 @@ https://yitaek.medium.com/useful-tools-for-better-kubernetes-development-87820c2
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
   last_checked: 1779032371.487197
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:31.487197+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -575845,6 +597598,7 @@ https://yitaek.medium.com/useful-tools-for-better-kubernetes-development-87820c2
   v2_locations:
   - kubernetes-based-devel.md
   youtube_mosaic: {}
+  duplicate_of: https://blog.usejournal.com/useful-tools-for-better-kubernetes-development-87820c2b9435
 https://ymmt2005.hatenablog.com/entry/2020/04/14/An_example_of_using_dynamic_client_of_k8s.io/client-go:
   title: An example of using dynamic client of k8s.io/client-go
   description: ''
@@ -575864,6 +597618,7 @@ https://ymmt2005.hatenablog.com/entry/2020/04/14/An_example_of_using_dynamic_cli
   last_checked: 1779029884.043996
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:58:04.043996+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -575898,6 +597653,7 @@ https://ymmt2005.hatenablog.com/entry/k8s-things:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2018-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -575931,6 +597687,7 @@ https://yobyot.com/aws/aws-multi-region-keys-and-ec2-data-lifecycle-manager/2021
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2021-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -575963,6 +597720,7 @@ https://yor.io:
   last_checked: 1779030991.214413
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:16:31.214413+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -575995,6 +597753,7 @@ https://yoshevski.medium.com/cost-effective-azuredevops-and-appcenter-integratio
   last_checked: 1779034232.509276
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:32.509276+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -576027,6 +597786,7 @@ https://youcanbook.me:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -576057,6 +597817,7 @@ https://yourdevopsmentor.com/blog/how-to-become-a-devops-engineer:
   last_checked: 1779034522.855481
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:22.855481+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -576080,13 +597841,14 @@ https://youtu.be/1RTTEUEl9sc:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
   last_checked: 1779031356.924042
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:36.924042+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -576095,6 +597857,7 @@ https://youtu.be/1RTTEUEl9sc:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.youtube.com/watch?v=1RTTEUEl9sc&feature=youtu.be
 https://youtu.be/1v15VSKPZRU?si=vK_9UKjGV8F24Ebt:
   title: 'Openshift Baremetal - Installer''s Bake-off: Agent vs Assisted vs IPI'
   description: ''
@@ -576105,13 +597868,14 @@ https://youtu.be/1v15VSKPZRU?si=vK_9UKjGV8F24Ebt:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
   last_checked: 1779029557.192969
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:37.192969+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -576120,6 +597884,7 @@ https://youtu.be/1v15VSKPZRU?si=vK_9UKjGV8F24Ebt:
   - docs/kubernetes-tutorials.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.youtube.com/watch?si=vK_9UKjGV8F24Ebt&v=1v15VSKPZRU&feature=youtu.be
 https://youtu.be/OPKVKPfJrRA?si=YBt3LmBRNNq-GrqL:
   title: Automated Disaster Recovery failover and failback with Red Hat OpenShift
   description: ''
@@ -576137,6 +597902,7 @@ https://youtu.be/OPKVKPfJrRA?si=YBt3LmBRNNq-GrqL:
   last_checked: 1779033828.295938
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:48.295938+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -576156,13 +597922,14 @@ https://youtu.be/V53AHWun17s?si=zB9HD1MCp3SbLQwL:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
   last_checked: 1779030426.794113
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:06.794113+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -576171,6 +597938,7 @@ https://youtu.be/V53AHWun17s?si=zB9HD1MCp3SbLQwL:
   - docs/terraform.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.youtube.com/watch?si=zB9HD1MCp3SbLQwL&v=V53AHWun17s&feature=youtu.be
 https://youtu.be/Zztufl4mFQ4:
   title: "youtube: GKE Autopilot - Fully Managed Kubernetes Service From Google \U0001F31F"
   description: ''
@@ -576181,13 +597949,14 @@ https://youtu.be/Zztufl4mFQ4:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
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   - docs/managed-kubernetes-in-public-cloud.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.youtube.com/watch?v=Zztufl4mFQ4&feature=youtu.be
 https://youtu.be/bB57HKeOvmw:
   title: MongoDB Cloud Manager
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@@ -576221,6 +597992,7 @@ https://youtu.be/bB57HKeOvmw:
   - docs/nosql.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.youtube.com/watch?v=bB57HKeOvmw&feature=youtu.be
 https://youtu.be/buzusNljpy4:
   title: 'youtube: Migrating On Premise VM to AWS | VM Import/Export | Create EC2''
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@@ -576247,6 +598020,7 @@ https://youtu.be/buzusNljpy4:
   - docs/aws-backup.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.youtube.com/watch?v=buzusNljpy4&feature=youtu.be
 https://youtu.be/efiMiaFjtn8:
   title: 'youtube: deployment strategies in kubernetes | recreate | rolling update''
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@@ -576273,6 +598048,7 @@ https://youtu.be/efiMiaFjtn8:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.youtube.com/watch?v=efiMiaFjtn8&feature=youtu.be
 https://youtu.be/gnYU0jtQbug?si=dWSDPD4eXvF3dx5r:
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@@ -576298,6 +598075,7 @@ https://youtu.be/gnYU0jtQbug?si=dWSDPD4eXvF3dx5r:
   - docs/cicd.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.youtube.com/watch?si=dWSDPD4eXvF3dx5r&v=gnYU0jtQbug&feature=youtu.be
 https://youtu.be/lgyO9C9zdrg:
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   discovered_at: '2026-05-17T17:56:41.047769+02:00'
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@@ -576348,6 +598128,7 @@ https://youtu.be/mRCz6Jl0Ds8:
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.youtube.com/watch?v=mRCz6Jl0Ds8&feature=youtu.be
 https://youtube.com/clip/Ugkx5e13a72WjgowgmAtFieyNFuiKarXWXDp:
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   - docs/about.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.youtube.com/clip/Ugkx5e13a72WjgowgmAtFieyNFuiKarXWXDp
 https://youtube.com/playlist?list=PLaR6Rq6Z4IqcKOKT4c0uGkBt3YSRQ9S5v&si=qGpgMP56yagniZx8:
   title: Kubernetes para principiantes - La guΓ­a definitiva para principiantes absolutos
   description: ''
@@ -576383,13 +598166,14 @@ https://youtube.com/playlist?list=PLaR6Rq6Z4IqcKOKT4c0uGkBt3YSRQ9S5v&si=qGpgMP56
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@@ -576398,6 +598182,7 @@ https://youtube.com/playlist?list=PLaR6Rq6Z4IqcKOKT4c0uGkBt3YSRQ9S5v&si=qGpgMP56
   - docs/kubernetes-tutorials.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.youtube.com/playlist?list=PLaR6Rq6Z4IqcKOKT4c0uGkBt3YSRQ9S5v&si=qGpgMP56yagniZx8
 https://youtube.com/playlist?list=PLvBBnHmZuNQJeznYL2F-MpZYBUeLIXYEe&si=GBJtqv36O8bslj9z:
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   discovered_at: '2026-05-17T17:46:33.616848+02:00'
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   v1_locations: []
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.youtube.com/playlist?list=PLvBBnHmZuNQJeznYL2F-MpZYBUeLIXYEe&si=GBJtqv36O8bslj9z
 https://youtube.com/shorts/VP4JoijL_TY?si=dBGfs6sn1ryzPcYT:
   title: 'Kubernetes: Un tour por los comandos bΓ‘sicos'
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@@ -576432,13 +598219,14 @@ https://youtube.com/shorts/VP4JoijL_TY?si=dBGfs6sn1ryzPcYT:
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@@ -576447,6 +598235,7 @@ https://youtube.com/shorts/VP4JoijL_TY?si=dBGfs6sn1ryzPcYT:
   - docs/kubernetes-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.youtube.com/shorts/VP4JoijL_TY?si=dBGfs6sn1ryzPcYT
 https://youtube.com/shorts/bVlIo4H0IDU:
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@@ -576472,6 +598262,7 @@ https://youtube.com/shorts/bVlIo4H0IDU:
   - docs/visual-studio.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.youtube.com/shorts/bVlIo4H0IDU
 https://youtube.com/shorts/hmq195GRYCI?si=8knOM1y50V6JcRlk:
   title: ExtensiΓ³n de Visual Studio Code que genera tests y mejora tu cΓ³digo
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   - docs/visual-studio.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.youtube.com/shorts/hmq195GRYCI?si=8knOM1y50V6JcRlk
 https://youtube.com/shorts/i0V1bHybv5w?si=y42F3QjNFVouu3s8:
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   health_score: 100.0
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   - docs/visual-studio.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.youtube.com/shorts/i0V1bHybv5w?si=y42F3QjNFVouu3s8
 https://youtube.com/shorts/rjmXBs5l_7M?si=UlQ4q1-B-JOiYwrn:
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   - docs/visual-studio.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.youtube.com/shorts/rjmXBs5l_7M?si=UlQ4q1-B-JOiYwrn
 https://youtube.com/shorts/vpFF1XSqWjw?si=Zr2eW_C3_3hQoXAa:
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   - docs/visual-studio.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.youtube.com/shorts/vpFF1XSqWjw?si=Zr2eW_C3_3hQoXAa
 https://youtube.com/shorts/yuzKp_KsGIk?si=ooaqRJzW2cmf6Z2M:
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@@ -576597,6 +598397,7 @@ https://youtube.com/shorts/yuzKp_KsGIk?si=ooaqRJzW2cmf6Z2M:
   - docs/visual-studio.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://www.youtube.com/shorts/yuzKp_KsGIk?si=ooaqRJzW2cmf6Z2M
 https://ystatit.medium.com/how-to-change-kubernetes-kube-apiserver-ip-address-402d6ddb8aa2:
   title: 'ystatit.medium.com: How to Change Kubernetes Kube-apiserver IP Address'
   description: ''
@@ -576615,6 +598416,7 @@ https://ystatit.medium.com/how-to-change-kubernetes-kube-apiserver-ip-address-40
   last_checked: 1779030975.497463
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   discovered_at: '2026-05-17T17:16:15.497463+02:00'
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@@ -576670,13 +598473,14 @@ https://yuminlee2.medium.com/kubernetes-network-policies-a93c2f588e31:
   resource_type: Reference
   complexity: Intermediate
   is_microservice: false
-  status: null
+  status: duplicate
   addition_method: manual
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:53:56.637646+02:00'
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@@ -576690,6 +598494,7 @@ https://yuminlee2.medium.com/kubernetes-network-policies-a93c2f588e31:
   v2_locations:
   - kubernetes-networking.md
   youtube_mosaic: {}
+  duplicate_of: https://www.bionconsulting.com/blog/kubernetes-network-policies
 https://yuminlee2.medium.com/kubernetes-storage-fe5363d88d42:
   title: '==yuminlee2.medium.com: Kubernetes: Storage=='
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@@ -576774,6 +598581,7 @@ https://zealdocs.org:
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@@ -576796,13 +598604,14 @@ https://zeebe.io:
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@@ -576811,6 +598620,7 @@ https://zeebe.io:
   - docs/message-queue.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://camunda.com/platform/zeebe
 https://zendesk.engineering/debugging-containerd-a20f28a2a8bf:
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@@ -576829,6 +598639,7 @@ https://zendesk.engineering/debugging-containerd-a20f28a2a8bf:
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   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -576927,6 +598740,7 @@ https://zerokspot.com/weblog/2015/12/31/new-string-formatting-in-python:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -576959,6 +598773,7 @@ https://zesty.co/blog/10-cloud-deficiencies:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2022-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -576989,6 +598804,7 @@ https://zhimin-wen.medium.com/curl-as-a-network-protocol-testing-tool-7f49151ea3
   last_checked: 1779029138.167188
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:38.167188+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -577022,6 +598838,7 @@ https://zhimin-wen.medium.com/custom-notifications-with-alert-managers-webhook-r
   last_checked: 1779029371.11663
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:31.116630+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -577053,6 +598870,7 @@ https://zhimin-wen.medium.com/sticky-sessions-in-kubernetes-56eb0e8f257d:
   last_checked: 1779030248.455282
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:08.455282+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -577084,6 +598902,7 @@ https://zigiwave.medium.com/top-10-tools-your-devops-teams-should-use-in-2022-56
   last_checked: 1779032518.27141
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:41:58.271410+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -577116,6 +598935,7 @@ https://zipkin.io:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -577138,13 +598958,14 @@ https://zoom.new:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: 43ec3cbf2e7c9c574b74fdd709edb550d7737546fc550d377bdd5796e341fdae
   health_score: 100.0
   last_checked: 1779029590.458882
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:10.458882+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -577153,6 +598974,7 @@ https://zoom.new:
   - docs/project-management-tools.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://zoom.us/signin
 https://zoom.us:
   title: Zoom
   description: ''
@@ -577170,6 +598992,7 @@ https://zoom.us:
   last_checked: 1779031805.09946
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:05.099460+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -577196,6 +599019,7 @@ https://zoom.us/signin:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -577225,6 +599049,7 @@ https://zoonavigator.elkozmon.com:
   last_checked: 1779031422.906959
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:42.906959+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -577250,6 +599075,7 @@ https://zoonavigator.elkozmon.com/en/latest:
   last_checked: 1779130494.978512
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.978512+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -577268,13 +599094,14 @@ https://zshdb.readthedocs.io:
   resource_type: null
   complexity: null
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: a7e945452387d4b6a1340578879bf44b2fb37b0aabac11be687d590568ceadb1
   health_score: 100.0
   last_checked: 1779033223.004878
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:43.004878+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -577283,6 +599110,7 @@ https://zshdb.readthedocs.io:
   - docs/linux.md
   v2_locations: []
   youtube_mosaic: {}
+  duplicate_of: https://zshdb.readthedocs.io/en/latest
 https://zshdb.readthedocs.io/en/latest:
   title: zshdb.readthedocs.io
   description: ''
@@ -577303,6 +599131,7 @@ https://zshdb.readthedocs.io/en/latest:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2016-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -577334,6 +599163,7 @@ https://zwischenzugs.com/2020/05/05/riding-the-tiger-lessons-learned-implementin
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2020-06-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -577365,6 +599195,7 @@ https://…:
   last_checked: 1779034313.158552
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:53.158552+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -577402,6 +599233,7 @@ https://www.youtube.com/embed/TUKYbUIXLOE:
   last_checked: 0.0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -577434,6 +599266,7 @@ https://github.com/fabric8io/fabric8-maven-plugin:
   last_checked: 1781430100.345118
   needs_ai_refresh: false
   discovered_at: '2024-06-19T04:52:55Z'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -577471,6 +599304,7 @@ https://github.com/fabric8io/fabric8-maven-plugin:
   last_checked: 1781429916.726121
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:38:36.726121+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -577504,6 +599338,7 @@ https://www.redhat.com/en/blog/8-answers-to-7-openshift-questions:
   last_checked: 1781429916.736056
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:38:36.736056+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -577539,6 +599374,7 @@ https://www.redhat.com/en/blog/openshift-security-best-practices-for-kubernetes-
   last_checked: 1781429916.744639
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:38:36.744639+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -577572,6 +599408,7 @@ https://www.redhat.com/en/blog/ask-an-openshift-admin-office-hour-authentication
   last_checked: 1781429916.755132
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:38:36.755132+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -577604,6 +599441,7 @@ https://blog.postman.com:
   last_checked: 1781736133.401221
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:13.401221+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -577638,6 +599476,7 @@ https://docs.cloud.google.com/architecture:
   last_checked: 1781429916.785349
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:38:36.785349+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -577672,6 +599511,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.22:
   last_checked: 1781736112.806371
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:52.806371+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -577705,6 +599545,7 @@ https://www.redhat.com/en/blog/fully-automated-openshift-deployments-with-vmware
   last_checked: 1781429918.610031
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:38:38.610031+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -577738,6 +599579,7 @@ https://www.redhat.com/en/solutions/edge-computing-approach:
   last_checked: 1781429922.44222
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:38:42.442220+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -577772,6 +599614,7 @@ https://nubenetes.com/registries:
   last_checked: 1781429922.532728
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:38:42.532728+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -577807,6 +599650,7 @@ https://www.redhat.com/en/blog/deploy-a-multi-master-okd-4.5-cluster-using-a-sin
   last_checked: 1781429922.537728
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:38:42.537728+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -577834,13 +599678,14 @@ https://docs.prismacloud.io/en:
   resource_type: Documentation
   complexity: Advanced
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: 1781429922.564549
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:38:42.564549+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -577853,6 +599698,7 @@ https://docs.prismacloud.io/en:
   v2_locations:
   - ocp4.md
   youtube_mosaic: {}
+  duplicate_of: https://docs.aporeto.com/docs/main/guides/okd-master-api-protection
 https://www.redhat.com/en/blog/introducing-azure-red-hat-openshift-on-openshift-4:
   title: "Introducing Azure Red Hat OpenShift on OpenShift 4 \U0001F31F"
   description: ''
@@ -577874,6 +599720,7 @@ https://www.redhat.com/en/blog/introducing-azure-red-hat-openshift-on-openshift-
   last_checked: 1781429922.657322
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:38:42.657322+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -577905,6 +599752,7 @@ https://nubenetes.com/cheatsheets:
   last_checked: 1781429931.966657
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:38:51.966657+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -577940,6 +599788,7 @@ https://www.cloudbees.com/whitepapers/jenkins-pipeline-plugins:
   last_checked: 1781429932.476763
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:38:52.476763+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -577972,6 +599821,7 @@ https://www.cloudbees.com/whitepapers/jenkins-pipeline-plugins:
   last_checked: 1781429942.198049
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:02.198049+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -578004,6 +599854,7 @@ https://docs.aws.amazon.com/AmazonS3/latest/API:
   last_checked: 1781735877.793901
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:57.793901+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -578038,6 +599889,7 @@ https://nubenetes.com/tekton:
   last_checked: 1781429952.181949
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:12.181949+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -578071,6 +599923,7 @@ https://nubenetes.com/keptn:
   last_checked: 1781429952.186576
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:12.186576+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -578106,6 +599959,7 @@ https://about.gitlab.com/blog/fantastic-infrastructure-as-code-security-attacks-
   last_checked: 1781429952.38938
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:12.389380+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -578139,6 +599993,7 @@ https://k21academy.com/azure-cloud/azure-pipelines-vs-jenkins:
   last_checked: 1781429952.511452
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:12.511452+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -578173,6 +600028,7 @@ https://www.nccgroup.com/research:
   last_checked: 1781429953.846572
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:13.846572+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -578206,6 +600062,7 @@ https://securityonline.info:
   last_checked: 1781735925.191791
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:45.191791+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -578240,6 +600097,7 @@ https://www.redhat.com/en/blog/simplifying-secrets-management-with-cyberark-and-
   last_checked: 1781429957.80183
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:17.801830+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -578273,6 +600131,7 @@ https://about.gitlab.com/blog/secure-container-images-with-gitlab-and-grype:
   last_checked: 1781429958.175323
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:18.175323+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -578308,6 +600167,7 @@ https://www.dynatrace.com/knowledge-base/container-security:
   last_checked: 1781429958.20766
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:18.207660+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -578342,6 +600202,7 @@ https://www.redhat.com/en/blog/automating-security-with-cyberark-and-red-hat-ans
   last_checked: 1781429959.461192
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:19.461192+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -578369,13 +600230,14 @@ https://digitalis.io/post/kubernetes-gitops-continuous-integration-and-delivery-
   resource_type: Technical Article
   complexity: Advanced
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: 1781429971.079755
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:31.079755+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -578388,6 +600250,7 @@ https://digitalis.io/post/kubernetes-gitops-continuous-integration-and-delivery-
   v2_locations:
   - rancher.md
   youtube_mosaic: {}
+  duplicate_of: https://digitalis.io/blog/kubernetes/kubernetes-gitops-continuous-integration-and-delivery-with-fleet-and-rancher
 https://nubenetes.com/crunchydata:
   title: Crunchy Data PostgreSQL Operator
   description: ''
@@ -578409,6 +600272,7 @@ https://nubenetes.com/crunchydata:
   last_checked: 1781429983.871899
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:43.871899+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -578442,6 +600306,7 @@ https://www.informationweek.com/software-services/can-enterprises-benefit-from-a
   last_checked: 1781429983.975699
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:43.975699+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -578475,6 +600340,7 @@ https://www.ibm.com/think/cloud:
   last_checked: 1781429983.985346
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:43.985346+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -578510,6 +600376,7 @@ https://openebs.io/docs:
   last_checked: 1781429993.989678
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:53.989678+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -578536,13 +600403,14 @@ https://grafana.com/blog/introducing-the-new-and-improved-new-relic-plugin-for-g
   resource_type: Integration Announcement
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: 1781429994.360309
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:54.360309+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -578555,6 +600423,7 @@ https://grafana.com/blog/introducing-the-new-and-improved-new-relic-plugin-for-g
   v2_locations:
   - grafana.md
   youtube_mosaic: {}
+  duplicate_of: https://grafana.com/blog/2020/07/22/introducing-the-new-and-improved-new-relic-plugin-for-grafana
 ? https://grafana.com/blog/whats-new-in-grafana-cloud-for-july-2021-traces-live-streaming-kubernetes-and-docker-integrations-and-more
 : title: 'grafana.com: What''s new in Grafana Cloud for July 2021: Traces, live streaming,
     Kubernetes and Docker integrations, and more'
@@ -578569,13 +600438,14 @@ https://grafana.com/blog/introducing-the-new-and-improved-new-relic-plugin-for-g
   resource_type: Technical Blog Post
   complexity: Intermediate
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: 1781429994.368204
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:54.368204+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -578588,6 +600458,7 @@ https://grafana.com/blog/introducing-the-new-and-improved-new-relic-plugin-for-g
   v2_locations:
   - grafana.md
   youtube_mosaic: {}
+  duplicate_of: https://grafana.com/blog/2021/07/06/whats-new-in-grafana-cloud-for-july-2021-traces-live-streaming-kubernetes-and-docker-integrations-and-more
 https://grafana.com/blog/top-5-user-requested-synthetic-monitoring-alerts-in-grafana-cloud:
   title: 'grafana.com: Top 5 user-requested synthetic monitoring alerts in Grafana
     Cloud'
@@ -578610,6 +600481,7 @@ https://grafana.com/blog/top-5-user-requested-synthetic-monitoring-alerts-in-gra
   last_checked: 1781429994.372913
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:54.372913+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -578644,6 +600516,7 @@ https://grafana.com/blog/video-how-to-build-a-prometheus-query-in-grafana:
   last_checked: 1781429994.376185
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:54.376185+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -578671,13 +600544,14 @@ https://grafana.com/blog/why-companies-choose-grafana-cloud-over-self-hosted-oss
   resource_type: Business / Technical Article
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: 1781429994.378992
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:54.378992+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -578690,6 +600564,7 @@ https://grafana.com/blog/why-companies-choose-grafana-cloud-over-self-hosted-oss
   v2_locations:
   - grafana.md
   youtube_mosaic: {}
+  duplicate_of: https://grafana.com/blog/2023/10/16/why-companies-choose-grafana-cloud-over-self-managed-oss-stacks
 https://grafana.com/blog/popular-community-plugins-that-can-improve-your-grafana-dashboards:
   title: "Popular community plugins that can improve your Grafana dashboards \U0001F31F"
   description: ''
@@ -578710,6 +600585,7 @@ https://grafana.com/blog/popular-community-plugins-that-can-improve-your-grafana
   last_checked: 1781429994.393087
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:54.393087+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -578743,6 +600619,7 @@ https://grafana.com/blog/a-complete-guide-to-managing-grafana-as-code-tools-tips
   last_checked: 1781429994.416619
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:54.416619+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -578771,13 +600648,14 @@ https://grafana.com/blog/grafana-beyla-1-0-release-zero-code-instrumentation-for
   resource_type: Tool
   complexity: Advanced
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: 1781429994.423577
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:54.423577+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -578790,6 +600668,7 @@ https://grafana.com/blog/grafana-beyla-1-0-release-zero-code-instrumentation-for
   v2_locations:
   - grafana.md
   youtube_mosaic: {}
+  duplicate_of: https://grafana.com/blog/2023/11/14/grafana-beyla-1.0-release-zero-code-instrumentation-for-application-telemetry-using-ebpf
 https://grafana.com/blog/a-3-step-guide-to-troubleshooting-and-visualizing-kubernetes-with-grafana-cloud:
   title: 'grafana.com: A 3-step guide to troubleshooting and visualizing Kubernetes
     with Grafana Cloud'
@@ -578812,6 +600691,7 @@ https://grafana.com/blog/a-3-step-guide-to-troubleshooting-and-visualizing-kuber
   last_checked: 1781429994.425595
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:54.425595+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -578847,6 +600727,7 @@ https://grafana.com/blog/grafana-dashboards-a-complete-guide-to-all-the-differen
   last_checked: 1781429994.425896
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:54.425896+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -578874,13 +600755,14 @@ https://grafana.com/blog/an-advanced-guide-to-network-monitoring-with-grafana-an
   resource_type: Technical Article
   complexity: Advanced
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: 1781429994.496286
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:54.496286+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -578893,6 +600775,7 @@ https://grafana.com/blog/an-advanced-guide-to-network-monitoring-with-grafana-an
   v2_locations:
   - grafana.md
   youtube_mosaic: {}
+  duplicate_of: https://grafana.com/blog/2022/02/01/an-advanced-guide-to-network-monitoring-with-grafana-and-prometheus
 https://grafana.com/blog/a-beginners-guide-to-network-monitoring-with-grafana-and-prometheus:
   title: 'grafana.com: A beginner''s guide to network monitoring with Grafana and
     Prometheus'
@@ -578915,6 +600798,7 @@ https://grafana.com/blog/a-beginners-guide-to-network-monitoring-with-grafana-an
   last_checked: 1781429994.497707
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:54.497707+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -578943,13 +600827,14 @@ https://grafana.com/blog/testing-shift-left-observability-with-the-grafana-stack
   resource_type: Technical Article
   complexity: Advanced
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: 1781429994.516472
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:54.516472+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -578962,6 +600847,7 @@ https://grafana.com/blog/testing-shift-left-observability-with-the-grafana-stack
   v2_locations:
   - grafana.md
   youtube_mosaic: {}
+  duplicate_of: https://grafana.com/blog/2021/12/06/testing-shift-left-observability-with-the-grafana-stack-opentelemetry-and-k6
 https://grafana.com/blog/introducing-grafana-faro-oss-application-observability:
   title: 'grafana.com: Introducing Grafana Faro, an open source project for frontend
     application observability'
@@ -578977,13 +600863,14 @@ https://grafana.com/blog/introducing-grafana-faro-oss-application-observability:
   resource_type: Technical Announcement
   complexity: Intermediate
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: 1781429994.542475
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:54.542475+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -578996,6 +600883,7 @@ https://grafana.com/blog/introducing-grafana-faro-oss-application-observability:
   v2_locations:
   - grafana.md
   youtube_mosaic: {}
+  duplicate_of: https://grafana.com/blog/2022/11/02/introducing-grafana-faro-oss-application-observability
 https://grafana.com/oss/grafana:
   title: 'grafana.com: Grafana 8.1 released: New Geomap and Annotations panels, updated
     plugin management, and more'
@@ -579011,13 +600899,14 @@ https://grafana.com/oss/grafana:
   resource_type: Product Release Note
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: 1781429994.548015
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:54.548015+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -579030,6 +600919,7 @@ https://grafana.com/oss/grafana:
   v2_locations:
   - grafana.md
   youtube_mosaic: {}
+  duplicate_of: https://grafana.com/blog/2021/08/05/grafana-8.1-released-new-geomap-and-annotations-panels-updated-plugin-management-and-more
 https://grafana.com/blog:
   title: 'grafana.com: Introducing the AWS CloudWatch integration, Grafana Cloud''s
     first fully managed integration'
@@ -579052,6 +600942,7 @@ https://grafana.com/blog:
   last_checked: 1781429994.881004
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:54.881004+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -579085,6 +600976,7 @@ https://aws.amazon.com/solutions/case-studies:
   last_checked: 1781430004.30106
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:40:04.301060+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -579112,13 +601004,14 @@ https://about.gitlab.com/blog/how-is-ai-ml-changing-devops:
   resource_type: Article
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: 1781430004.450458
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:40:04.450458+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -579131,6 +601024,7 @@ https://about.gitlab.com/blog/how-is-ai-ml-changing-devops:
   v2_locations:
   - mlops.md
   youtube_mosaic: {}
+  duplicate_of: https://about.gitlab.com/blog/2022/11/16/how-is-ai-ml-changing-devops
 https://www.technologyreview.es/article/las-empresas-que-empiezan-lo-grande-con-la-ia-fracasan-mas:
   title: "technologyreview.es: \"Las empresas que empiezan a lo grande con la IA fracasan
     mΓ‘s\" \U0001F31F"
@@ -579153,6 +601047,7 @@ https://www.technologyreview.es/article/las-empresas-que-empiezan-lo-grande-con-
   last_checked: 1781736180.627428
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:00.627428+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -579185,6 +601080,7 @@ https://nubenetes.com/networking:
   last_checked: 1781430014.293944
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:40:14.293944+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -579216,6 +601112,7 @@ https://nubenetes.com/networking:
   last_checked: 1781430024.598472
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:40:24.598472+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -579249,6 +601146,7 @@ https://sakaiproject.atlassian.net/wiki:
   last_checked: 1781430025.200167
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:40:25.200167+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -579281,6 +601179,7 @@ https://www.pulumi.com/registry/packages:
   last_checked: 1781430025.23729
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:40:25.237290+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -579306,13 +601205,14 @@ https://www.ufcquechoisir-brest.org:
   resource_type: Cheat Sheet
   complexity: Beginner
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: 1781430025.270184
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:40:25.270184+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -579325,6 +601225,7 @@ https://www.ufcquechoisir-brest.org:
   v2_locations:
   - cheatsheets.md
   youtube_mosaic: {}
+  duplicate_of: https://hellotestworld.com/2016/02/02/cheatsheet-for-jmeter-__time-function-calls
 https://developer.amazon.com:
   title: 'New Alexa Skills Kit Template: Build a Trivia Skill in under an Hour'
   description: ''
@@ -579345,6 +601246,7 @@ https://developer.amazon.com:
   last_checked: 1781430026.063641
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:40:26.063641+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -579373,13 +601275,14 @@ https://www.linkedin.com/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.c
   resource_type: Discussion
   complexity: Intermediate
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: 1781430026.31771
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:40:26.317710+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -579392,6 +601295,7 @@ https://www.linkedin.com/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.c
   v2_locations:
   - aws-networking.md
   youtube_mosaic: {}
+  duplicate_of: https://www.linkedin.com/groups/49531/49531-6092152919937794052
 https://www.postman.com/state-of-api/2025:
   title: "postman.com: Postman State of the API Report \U0001F31F"
   description: ''
@@ -579412,6 +601316,7 @@ https://www.postman.com/state-of-api/2025:
   last_checked: 1781430036.255583
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:40:36.255583+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -579444,6 +601349,7 @@ https://grafana.com/blog/how-to-use-websockets-to-visualize-real-time-iot-data-i
   last_checked: 1781430036.33627
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:40:36.336270+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -579476,6 +601382,7 @@ https://smartbear.com/resources/all:
   last_checked: 1781430036.422859
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:40:36.422859+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -579503,13 +601410,14 @@ https://developers.googleblog.com/introducing-grpc-a-new-open-source-http2-rpc-f
   resource_type: Article
   complexity: Advanced
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: 1781430036.434712
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:40:36.434712+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -579522,6 +601430,7 @@ https://developers.googleblog.com/introducing-grpc-a-new-open-source-http2-rpc-f
   v2_locations:
   - api.md
   youtube_mosaic: {}
+  duplicate_of: https://developers.googleblog.com/2015/02/introducing-grpc-new-open-source-http2.html
 https://www.reply.com/solidsoft-reply/en:
   title: 'reply.com: Web Services: SOAP and REST - A Simple Introduction'
   description: "- SOAP is a communications protocol while REST is a set of architectural
@@ -579554,6 +601463,7 @@ https://www.reply.com/solidsoft-reply/en:
   last_checked: 1781430039.44714
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:40:39.447140+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -579586,6 +601496,7 @@ https://nubenetes.com/demos:
   last_checked: 1781430039.789941
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:40:39.789941+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -579619,6 +601530,7 @@ https://www.tenable.com/blog/diving-deeply-into-iam-policy-evaluation-highlights
   last_checked: 1781430039.94511
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:40:39.945110+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -579652,6 +601564,7 @@ https://www.stackrox.io/blog/eks-vs-gke-vs-aks-jan2021:
   last_checked: 1781430051.116678
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:40:51.116678+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -579685,6 +601598,7 @@ https://azurecloudai.blog/verify.html:
   last_checked: 1781430061.379936
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:41:01.379936+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -579719,6 +601633,7 @@ https://azure.microsoft.com/en-us/updates?id=private-preview-aks-backup:
   last_checked: 1781430061.420711
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:41:01.420711+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -579751,6 +601666,7 @@ https://grafana.com/blog/scrape-azure-metrics-and-monitor-aks-using-grafana-agen
   last_checked: 1781430061.554886
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:41:01.554886+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -579785,6 +601701,7 @@ https://k21academy.com/azure-cloud/azure-container-instances-and-kubernetes-serv
   last_checked: 1781430061.564008
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:41:01.564008+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -579811,13 +601728,14 @@ https://devoriales.com/aws-eks-secret-encryption-securing-your-eks-secrets-at-re
   resource_type: Guide
   complexity: Advanced
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: 1781430061.734864
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:41:01.734864+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -579831,6 +601749,7 @@ https://devoriales.com/aws-eks-secret-encryption-securing-your-eks-secrets-at-re
   v2_locations:
   - managed-kubernetes-in-public-cloud.md
   youtube_mosaic: {}
+  duplicate_of: https://devoriales.com/home
 https://resume-builder.natwarrathor961.workers.dev:
   title: DevStack
   description: ''
@@ -579851,6 +601770,7 @@ https://resume-builder.natwarrathor961.workers.dev:
   last_checked: 1781735900.908598
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:20.908598+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -579883,6 +601803,7 @@ https://eksworkshop.com:
   last_checked: 1781430081.455101
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:41:21.455101+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -579917,6 +601838,7 @@ https://www.stackrox.io/blog/rancher-kubernetes-engine-security-part-1:
   last_checked: 1781430081.487778
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:41:21.487778+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -579949,6 +601871,7 @@ https://about.gitlab.com/blog/gitops-with-gitlab-connecting-the-cluster:
   last_checked: 1781430085.489446
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:41:25.489446+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -579982,6 +601905,7 @@ https://about.gitlab.com/blog/basics-of-gitlab-ci-updated:
   last_checked: 1781430085.54432
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:41:25.544320+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -580015,6 +601939,7 @@ https://grafana.com/blog/how-istio-tempo-and-loki-speed-up-debugging-for-microse
   last_checked: 1781430085.725375
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:41:25.725375+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -580048,6 +601973,7 @@ https://training.experfy.com/courses/effective-jenkins-continuous-delivery-and-c
   last_checked: 1781430086.051837
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:41:26.051837+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -580081,6 +602007,7 @@ https://www.ibm.com/garage:
   last_checked: 1781430086.412931
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:41:26.412931+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -580114,6 +602041,7 @@ https://nubenetes.com/kustomize:
   last_checked: 1781430086.415287
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:41:26.415287+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -580146,6 +602074,7 @@ https://nubenetes.com/flux:
   last_checked: 1781430086.415814
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:41:26.415814+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -580177,6 +602106,7 @@ https://nubenetes.com/helm:
   last_checked: 1781430086.43104
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:41:26.431040+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -580209,6 +602139,7 @@ https://about.gitlab.com/blog/gitops-done-3-ways:
   last_checked: 1781430086.563561
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:41:26.563561+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -580241,6 +602172,7 @@ https://vinyl-cache.org/docs/trunk/installation/index.html:
   last_checked: 1781430096.851176
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:41:36.851176+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -580273,6 +602205,7 @@ https://nubenetes.com/maven-gradle:
   last_checked: 1781430099.953652
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:41:39.953652+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -580305,6 +602238,7 @@ https://www.redhat.com/en/blog/full-cluster-capacity-management-monitoring-opens
   last_checked: 1781736112.450959
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:52.450959+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -580336,6 +602270,7 @@ https://www.redhat.com/en/blog/full-cluster-part-3-capacity-management:
   last_checked: 1781736113.847219
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:53.847219+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -580368,6 +602303,7 @@ https://www.redhat.com/en/blog/how-full-is-my-cluster-part-4-right-sizing-pods-w
   last_checked: 1781736113.610871
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:53.610871+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -580400,6 +602336,7 @@ https://www.redhat.com/en/blog/introduction-to-gitops-with-openshift:
   last_checked: 1781736114.058587
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:54.058587+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -580432,6 +602369,7 @@ https://www.redhat.com/en/blog/kubernetes-federation-v2-on-openshift-3-11:
   last_checked: 1781736114.221792
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:54.221792+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -580463,6 +602401,7 @@ https://www.redhat.com/en/blog/full-cluster-part-2-protecting-nodes:
   last_checked: 1781736114.300814
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:54.300814+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -580495,6 +602434,7 @@ https://www.redhat.com/en/blog/is-it-too-late-to-integrate-gitops:
   last_checked: 1781736114.674914
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:54.674914+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -580529,6 +602469,7 @@ https://labs.iximiuz.com/tutorials/container-networking-from-scratch:
   last_checked: 1781430110.785592
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:41:50.785592+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -580555,13 +602496,14 @@ https://nubenetes.com/kubernetes-alternatives:
   resource_type: Tool
   complexity: Intermediate
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: 1781430121.45841
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:42:01.458410+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -580574,6 +602516,7 @@ https://nubenetes.com/kubernetes-alternatives:
   v2_locations:
   - docker.md
   youtube_mosaic: {}
+  duplicate_of: https://docs.docker.com/engine/swarm
 https://www.redhat.com/es/blog:
   title: 'redhat.com: OpenShift Backup and Recovery with Kasten K10'
   description: ''
@@ -580593,6 +602536,7 @@ https://www.redhat.com/es/blog:
   last_checked: 1781430121.494889
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:42:01.494889+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -580626,6 +602570,7 @@ https://docs.docker.com/build:
   last_checked: 1781430121.529723
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:42:01.529723+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -580658,6 +602603,7 @@ https://help.sonatype.com/index.html:
   last_checked: 1781430132.072835
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:42:12.072835+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -580689,6 +602635,7 @@ https://docs.jfrog.com:
   last_checked: 1781430132.115107
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:42:12.115107+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -580714,13 +602661,14 @@ https://help.sonatype.com/en/sonatype-platform-plugin-for-jenkins.html:
   resource_type: Documentation
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: 1781430132.203171
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:42:12.203171+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -580733,6 +602681,7 @@ https://help.sonatype.com/en/sonatype-platform-plugin-for-jenkins.html:
   v2_locations:
   - registries.md
   youtube_mosaic: {}
+  duplicate_of: https://help.sonatype.com/en/nexus-platform-plugin-for-jenkins.html
 https://docs.aws.amazon.com/modern-apps-strategy-on-aws-how-to-choose:
   title: "aws.amazon.com: Serverless or Kubernetes on AWS \U0001F31F"
   description: ''
@@ -580752,6 +602701,7 @@ https://docs.aws.amazon.com/modern-apps-strategy-on-aws-how-to-choose:
   last_checked: 1781430152.44892
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:42:32.448920+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -580785,6 +602735,7 @@ https://about.gitlab.com/blog/how-to-navigate-the-great-resignation:
   last_checked: 1781430162.518345
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:42:42.518345+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -580817,6 +602768,7 @@ https://www.hays.es:
   last_checked: 1781430162.849038
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:42:42.849038+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -580849,6 +602801,7 @@ https://www.redhat.com/en/blog/accessing-external-services-using-egress-router:
   last_checked: 1781430163.705943
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:42:43.705943+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -580883,6 +602836,7 @@ https://hipertextual.com/tecnologia/devin-inteligencia-artificial-programa-softw
   last_checked: 1781430164.723691
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:42:44.723691+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -580914,6 +602868,7 @@ https://www.informationweek.com/software-services/what-s-holding-devops-back-:
   last_checked: 1781430172.624987
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:42:52.624987+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -580945,6 +602900,7 @@ https://nubenetes.com/devops-tools:
   last_checked: 1781430172.645512
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:42:52.645512+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -580977,6 +602933,7 @@ https://nubenetes.com/iac:
   last_checked: 1781430172.656855
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:42:52.656855+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -581009,6 +602966,7 @@ https://nubenetes.com/noops:
   last_checked: 1781430172.659048
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:42:52.659048+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -581041,6 +602999,7 @@ https://about.gitlab.com/blog/soft-skills-are-the-key-to-your-devops-career-adva
   last_checked: 1781430172.729283
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:42:52.729283+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -581073,6 +603032,7 @@ https://blogs.vmware.com/cloud-foundation:
   last_checked: 1781430172.761122
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:42:52.761122+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -581105,6 +603065,7 @@ https://www.computing.es/mundo-digital/retos-del-outsourcing-de-servicios-it-en-
   last_checked: 1781430174.005109
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:42:54.005109+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -581137,6 +603098,7 @@ https://about.gitlab.com/blog/how-to-agentless-gitops-aws:
   last_checked: 1781430183.519112
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:43:03.519112+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -581168,6 +603130,7 @@ https://thomasthornton.cloud/writing-reusable-terraform-modules:
   last_checked: 1781430186.237894
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:43:06.237894+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -581200,6 +603163,7 @@ https://www.linkedin.com/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.c
   last_checked: 1781430190.60162
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:43:10.601620+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -581229,6 +603193,7 @@ https://programmer.ink/think:
   last_checked: 1781432323.140373
   needs_ai_refresh: false
   discovered_at: '2026-06-14T12:18:43.140373+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -581255,6 +603220,7 @@ https://grafana.com/blog/a-beginners-guide-to-kubernetes-application-monitoring:
   last_checked: 1781430193.44532
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:43:13.445320+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -581287,6 +603253,7 @@ https://grafana.com/blog/introducing-kubernetes-monitoring-in-grafana-cloud:
   last_checked: 1781430193.487744
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:43:13.487744+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -581318,6 +603285,7 @@ https://grafana.com/blog/how-to-monitor-kubernetes-clusters-with-the-prometheus-
   last_checked: 1781430193.56789
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:43:13.567890+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -581349,6 +603317,7 @@ https://grafana.com/blog/how-to-manage-high-cardinality-metrics-in-prometheus-an
   last_checked: 1781430193.620045
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:43:13.620045+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -581382,6 +603351,7 @@ https://grafana.com/blog/how-to-optimize-resource-utilization-with-kubernetes-mo
   last_checked: 1781430193.909091
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:43:13.909091+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -581414,6 +603384,7 @@ https://grafana.com/blog/how-to-optimize-resource-utilization-with-kubernetes-mo
   last_checked: 1781430203.358945
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:43:23.358945+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -581445,6 +603416,7 @@ https://grafana.com/blog/how-to-optimize-resource-utilization-with-kubernetes-mo
   last_checked: 1781430203.404158
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:43:23.404158+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -581478,6 +603450,7 @@ https://labs.iximiuz.com/tutorials/kubernetes-vs-virtual-machines:
   last_checked: 1781430203.936667
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:43:23.936667+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -581511,6 +603484,7 @@ https://labs.iximiuz.com/tutorials/containers-vs-pods:
   last_checked: 1781430224.288792
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:43:44.288792+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -581544,6 +603518,7 @@ https://nubenetes.com/kubernetes-storage:
   last_checked: 1781430243.984014
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:44:03.984014+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -581576,6 +603551,7 @@ https://www.boot.dev:
   last_checked: 1781430244.377107
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:44:04.377107+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -581607,6 +603583,7 @@ https://nubenetes.com/kubernetes-client-libraries:
   last_checked: 1781430256.016842
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:44:16.016842+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -581638,6 +603615,7 @@ https://nubenetes.com/crossplane:
   last_checked: 1781430256.092381
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:44:16.092381+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -581670,6 +603648,7 @@ https://nubenetes.com/serverless:
   last_checked: 1781430266.045665
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:44:26.045665+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -581701,6 +603680,7 @@ https://testguild.com/podcast/a345-mohamed:
   last_checked: 1781430266.712146
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:44:26.712146+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -581733,6 +603713,7 @@ https://www.liquibase.com/liquibase-vs-flyway:
   last_checked: 1781430276.317744
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:44:36.317744+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -581764,6 +603745,7 @@ https://about.gitlab.com/blog/how-to-learn-ci-cd-fast:
   last_checked: 1781430276.380038
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:44:36.380038+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -581796,6 +603778,7 @@ https://percona.community/blog:
   last_checked: 1781430276.476821
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:44:36.476821+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -581827,6 +603810,7 @@ https://about.gitlab.com/blog/how-to-keep-up-with-ci-cd-best-practices:
   last_checked: 1781430276.495991
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:44:36.495991+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -581859,6 +603843,7 @@ https://www.harness.io/blog/blue-green-canary-deployment-strategies:
   last_checked: 1781430276.615602
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:44:36.615602+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -581891,6 +603876,7 @@ https://www.hugedomains.com/domain_profile.cfm?d=devbattles.com:
   last_checked: 1781736143.617825
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:23.617825+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -581924,6 +603910,7 @@ https://nubenetes.com/istio:
   last_checked: 1781430301.531654
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:45:01.531654+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -581956,6 +603943,7 @@ https://www.youtube.com/watch?v=TUKYbUIXLOE:
   last_checked: 1781430302.000456
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:45:02.000456+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -581985,6 +603973,7 @@ https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4
   last_checked: 1781430313.099455
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:45:13.099455+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -582011,6 +604000,7 @@ https://docs.aws.amazon.com/solutions/distributed-load-testing-on-aws:
   last_checked: 1781430322.945393
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:45:22.945393+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -582043,6 +604033,7 @@ https://www.scaleway.com/en/en/kubernetes-kapsule:
   last_checked: 1781430325.346945
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:45:25.346945+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -582054,6 +604045,7 @@ https://www.scaleway.com/en/en/kubernetes-kapsule:
   v1_locations: []
   v2_locations:
   - scaleway.md
+  - digitalocean.md
   youtube_mosaic: {}
 https://www.dynatrace.com/knowledge-base/microservices:
   title: 'dynatrace.com: What are microservices? All you need to know'
@@ -582075,6 +604067,7 @@ https://www.dynatrace.com/knowledge-base/microservices:
   last_checked: 1781430335.344891
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:45:35.344891+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -582106,6 +604099,7 @@ https://cloud.google.com/blog:
   last_checked: 1781430366.014621
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:46:06.014621+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -582137,6 +604131,7 @@ https://docs.aws.amazon.com/solutions/workload-discovery-on-aws:
   last_checked: 1781430366.112493
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:46:06.112493+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -582170,6 +604165,7 @@ https://repost.aws/knowledge-center/start-stop-lambda-eventbridge:
   last_checked: 1781430366.289019
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:46:06.289019+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -582197,13 +604193,14 @@ https://www.ibm.com/topics:
   resource_type: Standard
   complexity: Advanced
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: 1781430366.613464
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:46:06.613464+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -582217,6 +604214,7 @@ https://www.ibm.com/topics:
   - message-queue.md
   - kubernetes-security.md
   youtube_mosaic: {}
+  duplicate_of: https://www.ibm.com/think/topics/cis-benchmarks
 https://grafana.com/blog/get-comprehensive-monitoring-for-your-apache-kafka-ecosystem-instances-quickly-with-grafana-cloud:
   title: 'grafana.com: Get comprehensive monitoring for your Apache Kafka ecosystem
     instances quickly with Grafana Cloud'
@@ -582230,13 +604228,14 @@ https://grafana.com/blog/get-comprehensive-monitoring-for-your-apache-kafka-ecos
   resource_type: Blog Post
   complexity: Intermediate
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: 1781430377.094743
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:46:17.094743+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -582249,6 +604248,7 @@ https://grafana.com/blog/get-comprehensive-monitoring-for-your-apache-kafka-ecos
   v2_locations:
   - message-queue.md
   youtube_mosaic: {}
+  duplicate_of: https://grafana.com/blog/2021/07/26/get-comprehensive-monitoring-for-your-apache-kafka-ecosystem-instances-quickly-with-grafana-cloud
 https://grafana.com/blog/how-we-use-metamonitoring-prometheus-servers-to-monitor-all-other-prometheus-servers-at-grafana-labs:
   title: 'grafana.com: How we use metamonitoring Prometheus servers to monitor all
     other Prometheus servers at Grafana Labs'
@@ -582269,6 +604269,7 @@ https://grafana.com/blog/how-we-use-metamonitoring-prometheus-servers-to-monitor
   last_checked: 1781430387.427006
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:46:27.427006+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -582294,13 +604295,14 @@ https://grafana.com/blog/why-we-created-a-prometheus-agent-mode-from-the-grafana
   resource_type: Blog Post
   complexity: Advanced
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: 1781430387.451015
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:46:27.451015+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -582313,6 +604315,7 @@ https://grafana.com/blog/why-we-created-a-prometheus-agent-mode-from-the-grafana
   v2_locations:
   - prometheus.md
   youtube_mosaic: {}
+  duplicate_of: https://grafana.com/blog/2021/11/16/why-we-created-a-prometheus-agent-mode-from-the-grafana-agent
 https://grafana.com/blog/get-started-with-prometheus-with-these-three-easy-projects:
   title: 'grafana.com: Get started with Prometheus with these three easy projects'
   description: ''
@@ -582332,6 +604335,7 @@ https://grafana.com/blog/get-started-with-prometheus-with-these-three-easy-proje
   last_checked: 1781430387.456852
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:46:27.456852+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -582365,6 +604369,7 @@ https://nubenetes.com/prometheus:
   last_checked: 1781430397.17571
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:46:37.175710+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -582391,13 +604396,14 @@ https://nubenetes.com/prometheus:
   resource_type: Blog Post
   complexity: Advanced
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: 1781430397.469265
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:46:37.469265+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -582410,6 +604416,7 @@ https://nubenetes.com/prometheus:
   v2_locations:
   - prometheus.md
   youtube_mosaic: {}
+  duplicate_of: https://grafana.com/blog/2021/04/05/using-telegraf-plugins-to-visualize-industrial-iot-data-with-the-grafana-cloud-hosted-prometheus-service
 ? https://login.microsoftonline.com/common/oauth2/v2.0/authorize?client_id=09213cdc-9f30-4e82-aa6f-9b6e8d82dab3&redirect_uri=https%3A%2F%2Ftechcommunity.microsoft.com%2Ft5%2Fs%2Fauth%2Foauth2callback%2Fproviderid%2Fdefault&response_type=code&state=t32RGeYIHrLX7VZiIP5Idsc47642cGWeSnDaow_6xtt0AVO-pN2q_aKbw0Dw-5VfiAvlYRC6AjPqIjJ7tTD1oClJ2fvT9BIa-6OwFcbLVaGkbYkIAE0gmCezmGXRDrJwzJR9YyiSjnMURsQeirF4CS5A4QI2afRW2Y563huvTZiWPqnMHS5Lx_G1x1stZSViKRMJRdvOE0G-tlOGg5nQw1Q4Ie55Bqkrtp6BguyPyVA&scope=User.Read+openid+email+profile+offline_access&referer=https%3A%2F%2Ftechcommunity.microsoft.com%2Fblog%2F-%2Fintroduction-to-azure-devops-workload-identity-federation-oidc%2F3908687
 : title: 'techcommunity.microsoft.com: Introduction to Azure DevOps Workload identity
     federation (OIDC) with Terraform'
@@ -582430,6 +604437,7 @@ https://nubenetes.com/prometheus:
   last_checked: 1781430407.3785
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:46:47.378500+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -582462,6 +604470,7 @@ https://learn.microsoft.com/en-us/powershell/dsc/configurations/configdata?view=
   last_checked: 1781430407.420216
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:46:47.420216+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -582493,6 +604502,7 @@ https://arjavdave.com:
   last_checked: 1781430408.463305
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:46:48.463305+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -582518,13 +604528,14 @@ https://about.gitlab.com/blog/partial-clone-for-massive-repositories:
   resource_type: Blog Post
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: 1781430408.926376
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:46:48.926376+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -582537,6 +604548,7 @@ https://about.gitlab.com/blog/partial-clone-for-massive-repositories:
   v2_locations:
   - git.md
   youtube_mosaic: {}
+  duplicate_of: https://about.gitlab.com/blog/2020/03/13/partial-clone-for-massive-repositories
 https://about.gitlab.com/blog/iteration-and-code-review:
   title: "about.gitlab.com: Why small merge requests are key to a great review \U0001F31F"
   description: ''
@@ -582556,6 +604568,7 @@ https://about.gitlab.com/blog/iteration-and-code-review:
   last_checked: 1781430408.941552
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:46:48.941552+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -582587,6 +604600,7 @@ https://about.gitlab.com/blog/keep-git-history-clean-with-interactive-rebase:
   last_checked: 1781430408.944522
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:46:48.944522+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -582618,6 +604632,7 @@ https://about.gitlab.com/blog/beginner-guide-ci-cd:
   last_checked: 1781430408.952331
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:46:48.952331+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -582649,6 +604664,7 @@ https://about.gitlab.com/blog/effective-ci-cd-pipelines:
   last_checked: 1781430408.983365
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:46:48.983365+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -582674,13 +604690,14 @@ https://about.gitlab.com/blog/open-shift-ga:
   resource_type: Blog Post
   complexity: Advanced
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: 1781430419.118208
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:46:59.118208+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -582693,6 +604710,7 @@ https://about.gitlab.com/blog/open-shift-ga:
   v2_locations:
   - git.md
   youtube_mosaic: {}
+  duplicate_of: https://about.gitlab.com/blog/2021/10/12/open-shift-ga
 https://about.gitlab.com/blog/using-run-parallel-jobs:
   title: 'about.gitlab.com: How we used parallel CI/CD jobs to increase our productivity'
   description: ''
@@ -582705,13 +604723,14 @@ https://about.gitlab.com/blog/using-run-parallel-jobs:
   resource_type: Case Study
   complexity: Intermediate
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: 1781430419.137706
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:46:59.137706+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -582725,6 +604744,7 @@ https://about.gitlab.com/blog/using-run-parallel-jobs:
   v2_locations:
   - git.md
   youtube_mosaic: {}
+  duplicate_of: https://about.gitlab.com/blog/2021/01/20/using-run-parallel-jobs
 https://about.gitlab.com/blog/gitlab-kubernetes-agent-on-gitlab-com:
   title: 'about.gitlab.com: A new era of Kubernetes integrations on GitLab.com'
   description: ''
@@ -582744,6 +604764,7 @@ https://about.gitlab.com/blog/gitlab-kubernetes-agent-on-gitlab-com:
   last_checked: 1781430419.141436
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:46:59.141436+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -582769,13 +604790,14 @@ https://about.gitlab.com/blog/5-code-review-features:
   resource_type: Blog Post
   complexity: Beginner
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: 1781430419.145905
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:46:59.145905+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -582788,6 +604810,7 @@ https://about.gitlab.com/blog/5-code-review-features:
   v2_locations:
   - git.md
   youtube_mosaic: {}
+  duplicate_of: https://about.gitlab.com/blog/2021/09/09/5-code-review-features
 https://about.gitlab.com/blog/gitpod-desktop-app-personal-activities:
   title: 'about.gitlab.com: Why we built GitDock, our desktop app to navigate your
     GitLab activities'
@@ -582800,13 +604823,14 @@ https://about.gitlab.com/blog/gitpod-desktop-app-personal-activities:
   resource_type: Blog Post
   complexity: Beginner
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: 1781430419.147415
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:46:59.147415+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -582819,6 +604843,7 @@ https://about.gitlab.com/blog/gitpod-desktop-app-personal-activities:
   v2_locations:
   - git.md
   youtube_mosaic: {}
+  duplicate_of: https://about.gitlab.com/blog/2021/10/05/gitpod-desktop-app-personal-activities
 https://about.gitlab.com/blog/ci-deployment-and-environments:
   title: 'about.gitlab.com: How to use GitLab CI to deploy to multiple environments'
   description: ''
@@ -582831,13 +604856,14 @@ https://about.gitlab.com/blog/ci-deployment-and-environments:
   resource_type: Blog Post
   complexity: Intermediate
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: 1781430419.162871
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:46:59.162871+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -582850,6 +604876,7 @@ https://about.gitlab.com/blog/ci-deployment-and-environments:
   v2_locations:
   - git.md
   youtube_mosaic: {}
+  duplicate_of: https://about.gitlab.com/blog/2021/02/05/ci-deployment-and-environments
 https://about.gitlab.com/blog/new-git-default-branch-name:
   title: 'about.gitlab.com: The new Git default branch name'
   description: ''
@@ -582862,13 +604889,14 @@ https://about.gitlab.com/blog/new-git-default-branch-name:
   resource_type: Blog Post
   complexity: Beginner
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: 1781430419.170782
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:46:59.170782+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -582881,6 +604909,7 @@ https://about.gitlab.com/blog/new-git-default-branch-name:
   v2_locations:
   - git.md
   youtube_mosaic: {}
+  duplicate_of: https://about.gitlab.com/blog/2021/03/10/new-git-default-branch-name
 https://about.gitlab.com/blog/gko-on-ocp:
   title: 'about.gitlab.com: How to install and use the GitLab Kubernetes Operator
     (on OCP)'
@@ -582901,6 +604930,7 @@ https://about.gitlab.com/blog/gko-on-ocp:
   last_checked: 1781430419.191354
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:46:59.191354+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -582925,13 +604955,14 @@ https://about.gitlab.com/blog/gitlab-chart-works-towards-kubernetes-1-22:
   resource_type: Blog Post
   complexity: Advanced
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: 1781430419.209877
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:46:59.209877+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -582944,6 +604975,7 @@ https://about.gitlab.com/blog/gitlab-chart-works-towards-kubernetes-1-22:
   v2_locations:
   - git.md
   youtube_mosaic: {}
+  duplicate_of: https://about.gitlab.com/blog/2021/12/17/gitlab-chart-works-towards-kubernetes-1-22
 https://about.gitlab.com/blog/pipeline-editor-overview:
   title: 'about.gitlab.com: Meet Pipeline Editor, your one-stop-shop for building
     a CI/CD pipeline'
@@ -582956,13 +604988,14 @@ https://about.gitlab.com/blog/pipeline-editor-overview:
   resource_type: Blog Post
   complexity: Beginner
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: 1781430419.213739
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:46:59.213739+02:00'
+  last_ai_eval: null
   company: null
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   hierarchy:
@@ -582975,6 +605008,7 @@ https://about.gitlab.com/blog/pipeline-editor-overview:
   v2_locations:
   - git.md
   youtube_mosaic: {}
+  duplicate_of: https://about.gitlab.com/blog/2021/02/22/pipeline-editor-overview
 https://about.gitlab.com/blog/mr-reviews-with-vs-code:
   title: 'gitlab.com: How to do GitLab merge request reviews in VS Code'
   description: ''
@@ -582987,13 +605021,14 @@ https://about.gitlab.com/blog/mr-reviews-with-vs-code:
   resource_type: Blog Post
   complexity: Beginner
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: 1781430419.214086
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:46:59.214086+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -583006,6 +605041,7 @@ https://about.gitlab.com/blog/mr-reviews-with-vs-code:
   v2_locations:
   - git.md
   youtube_mosaic: {}
+  duplicate_of: https://about.gitlab.com/blog/2021/01/25/mr-reviews-with-vs-code
 https://nubenetes.com/visual-studio:
   title: Visual Studio Code (Git Extensions)
   description: ''
@@ -583025,6 +605061,7 @@ https://nubenetes.com/visual-studio:
   last_checked: 1781430419.216079
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:46:59.216079+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -583057,6 +605094,7 @@ https://grafana.com/blog/how-we-use-the-grafana-github-plugin-to-track-outstandi
   last_checked: 1781430419.266294
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:46:59.266294+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -583082,13 +605120,14 @@ https://about.gitlab.com/blog/simple-kubernetes-management-with-gitlab:
   resource_type: Blog Post
   complexity: Intermediate
   is_microservice: true
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: 1781430419.265888
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:46:59.265888+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -583101,6 +605140,7 @@ https://about.gitlab.com/blog/simple-kubernetes-management-with-gitlab:
   v2_locations:
   - git.md
   youtube_mosaic: {}
+  duplicate_of: https://about.gitlab.com/blog/2022/11/15/simple-kubernetes-management-with-gitlab
 https://www.vogue.es/lideres:
   title: 'business.vogue.es: AdiΓ³s a los jefes tΓ³xicos: este es el nuevo tipo de liderazgo
     gentil que triunfa'
@@ -583121,6 +605161,7 @@ https://www.vogue.es/lideres:
   last_checked: 1781430429.253231
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:47:09.253231+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -583152,6 +605193,7 @@ https://creately.com/guides/how-to-set-kpis-for-team-members:
   last_checked: 1781430429.254418
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:47:09.254418+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -583186,6 +605228,7 @@ https://nubenetes.com/grafana:
   last_checked: 1781430429.705869
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:47:09.705869+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -583210,13 +605253,14 @@ https://skillbuilder.aws/search?searchText=aws-security-fundamentals-second-edit
   resource_type: Course
   complexity: Beginner
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: 1781430429.775608
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:47:09.775608+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -583230,6 +605274,7 @@ https://skillbuilder.aws/search?searchText=aws-security-fundamentals-second-edit
   v2_locations:
   - aws-training.md
   youtube_mosaic: {}
+  duplicate_of: https://skillbuilder.aws/course/external/view/elearning/48/aws-security-fundamentals-second-edition
 https://skillbuilder.aws/search?searchText=aws-technical-essential-spanish-from-latin-america&showRedirectNotFoundBanner=true:
   title: 'explore.skillbuilder.aws: AWS Skill Builder - IntroducciΓ³n a AWS Data Pipeline
     (EspaΓ±ol LatinoamΓ©rica) | AWS Technical Essentials (Spanish from Latin America)
@@ -583244,13 +605289,14 @@ https://skillbuilder.aws/search?searchText=aws-technical-essential-spanish-from-
   resource_type: Course
   complexity: Beginner
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: 1781430429.781128
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:47:09.781128+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -583264,6 +605310,7 @@ https://skillbuilder.aws/search?searchText=aws-technical-essential-spanish-from-
   v2_locations:
   - aws-training.md
   youtube_mosaic: {}
+  duplicate_of: https://skillbuilder.aws/course/external/view/elearning/7854/aws-technical-essential-spanish-from-latin-america
 https://www.dynatrace.com/news/blog:
   title: "dynatrace.com: Why conventional observability fails in Kubernetes environmentsβ€”A
     real-world use case \U0001F31F"
@@ -583286,6 +605333,7 @@ https://www.dynatrace.com/news/blog:
   last_checked: 1781430429.868349
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:47:09.868349+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -583320,6 +605368,7 @@ https://bigdataboutique.com/blog/tuning-elasticsearch-the-ideal-java-heap-size-2
   last_checked: 1781430429.899777
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:47:09.899777+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -583355,6 +605404,7 @@ https://www.dynatrace.com/knowledge-base/aws-lambda:
   last_checked: 1781430439.891454
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:47:19.891454+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -583381,13 +605431,14 @@ https://www.dynatrace.com/technologies/kubernetes-monitoring:
   resource_type: Documentation
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: 1781430439.900566
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:47:19.900566+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -583400,6 +605451,7 @@ https://www.dynatrace.com/technologies/kubernetes-monitoring:
   v2_locations:
   - monitoring.md
   youtube_mosaic: {}
+  duplicate_of: https://www.dynatrace.com/news/blog/dynatrace-monitoring-for-kubernetes-and-openshift
 https://www.sysdig.com/blog/kubernetes-security-guide:
   title: "sysdig.com: Kubernetes Security Guide \U0001F31F"
   description: ''
@@ -583421,6 +605473,7 @@ https://www.sysdig.com/blog/kubernetes-security-guide:
   last_checked: 1781430439.915413
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:47:19.915413+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -583457,6 +605510,7 @@ https://grafana.com/blog/announcing-grafana-tempo-a-massively-scalable-distribut
   last_checked: 1781430440.217364
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:47:20.217364+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -583491,6 +605545,7 @@ https://grafana.com/blog/a-beginners-guide-to-distributed-tracing-and-how-it-can
   last_checked: 1781430440.299483
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:47:20.299483+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -583524,6 +605579,7 @@ https://www.theodo.com/en-uk/blog:
   last_checked: 1781430450.153942
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:47:30.153942+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -583558,6 +605614,7 @@ https://www.redhat.com/en/blog/ansible-network-resource-modules-deep-dive-on-ret
   last_checked: 1781430460.379458
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:47:40.379458+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -583589,6 +605646,7 @@ https://www.redhat.com/en/blog/channel/red-hat-ansible-automation:
   last_checked: 1781430470.393396
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:47:50.393396+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -583623,6 +605681,7 @@ https://www.redhat.com/en/blog/automating-red-hat-satellite-with-ansible:
   last_checked: 1781430470.397945
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:47:50.397945+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -583656,6 +605715,7 @@ https://www.redhat.com/en/technologies/management/ansible:
   last_checked: 1781430470.406651
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:47:50.406651+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -583688,6 +605748,7 @@ https://www.redhat.com/en/technologies/management/ansible/application-delivery:
   last_checked: 1781430470.430631
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:47:50.430631+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -583714,13 +605775,14 @@ https://www.dynatrace.com/platform/oneagent:
   resource_type: Article
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: 1781430470.54936
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:47:50.549360+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -583733,6 +605795,7 @@ https://www.dynatrace.com/platform/oneagent:
   v2_locations:
   - ansible.md
   youtube_mosaic: {}
+  duplicate_of: https://www.dynatrace.com/news/blog/achieve-faster-time-to-value-by-deploying-thousands-of-oneagents-at-once-with-ansible-preview
 https://www.redhat.com/en/blog/top-10-ansible-blogs-2022:
   title: 'ansible.com: The Top 10 Ansible Blogs of 2022'
   description: ''
@@ -583753,6 +605816,7 @@ https://www.redhat.com/en/blog/top-10-ansible-blogs-2022:
   last_checked: 1781430470.761872
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:47:50.761872+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -583787,6 +605851,7 @@ https://www.redhat.com/en/blog/based-validated-network-content:
   last_checked: 1781430470.782442
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:47:50.782442+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -583820,6 +605885,7 @@ https://www.redhat.com/en/blog/introducing-ansible-automation-platform-2:
   last_checked: 1781430470.796605
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:47:50.796605+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -583853,6 +605919,7 @@ https://www.redhat.com/en/blog/fast-vs-easy-benchmarking-ansible-operators-for-k
   last_checked: 1781430470.815196
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:47:50.815196+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -583885,6 +605952,7 @@ https://ruuda.nl/2023/the-yaml-document-from-hell:
   last_checked: 1781430471.093134
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:47:51.093134+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -583918,6 +605986,7 @@ https://www.redhat.com/en/blog/now-available-red-hat-ansible-automation-platform
   last_checked: 1781430472.135763
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:47:52.135763+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -583951,6 +606020,7 @@ https://www.redhat.com/en/blog/announcing-the-red-hat-enterprise-linux-certified
   last_checked: 1781430472.304473
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:47:52.304473+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -583984,6 +606054,7 @@ https://www.redhat.com/en/blog/whats-new-in-ansible-automation-platform-2-automa
   last_checked: 1781430472.497694
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:47:52.497694+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -584016,6 +606087,7 @@ https://www.stackrox.io/blog/kubernetes-networking-demystified:
   last_checked: 1781430480.690037
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:48:00.690037+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -584043,13 +606115,14 @@ https://about.gitlab.com/blog/devops-workflows-json-format-jq-ci-cd-lint:
   resource_type: Article
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: 1781430480.732745
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:48:00.732745+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -584063,6 +606136,7 @@ https://about.gitlab.com/blog/devops-workflows-json-format-jq-ci-cd-lint:
   - yaml.md
   youtube_mosaic: {}
   is_special: true
+  duplicate_of: https://about.gitlab.com/blog/2021/04/21/devops-workflows-json-format-jq-ci-cd-lint
 ? https://thomasthornton.cloud/analyze-your-kubernetes-yaml-files-and-helm-charts-to-ensure-best-practices-using-kuberlinter-in-azure-devops-pipeline
 : title: 'thomasthornton.cloud: Analyze your Kubernetes YAML files and Helm Charts
     to ensure best practices using KubeLinter in Azure DevOps Pipeline'
@@ -584084,6 +606158,7 @@ https://about.gitlab.com/blog/devops-workflows-json-format-jq-ci-cd-lint:
   last_checked: 1781430481.698234
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:48:01.698234+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -584118,6 +606193,7 @@ https://www.theodo.com/en-fr/blog:
   last_checked: 1781430485.378586
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:48:05.378586+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -584151,6 +606227,7 @@ https://nubenetes.com/openshift:
   last_checked: 1781430485.555416
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:48:05.555416+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -584183,6 +606260,7 @@ https://nubenetes.com/rancher:
   last_checked: 1781430485.562698
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:48:05.562698+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -584216,6 +606294,7 @@ https://blogs.vmware.com/tanzu/introducing-kubeacademy-pro-in-depth-kubernetes-t
   last_checked: 1781430486.125173
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:48:06.125173+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -584248,6 +606327,7 @@ https://blogs.vmware.com/tanzu/vmware-tanzu-sql-mysql-at-scale-kubernetes:
   last_checked: 1781430486.125607
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:48:06.125607+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -584280,6 +606360,7 @@ https://www.mirantis.com/software/mirantis-kubernetes-engine:
   last_checked: 1781430495.769802
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:48:15.769802+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -584312,6 +606393,7 @@ https://about.gitlab.com/blog/vscode-extension-development-with-gitlab:
   last_checked: 1781430523.033371
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:48:43.033371+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -584344,6 +606426,7 @@ https://docs.ansible.com/collections.html:
   last_checked: 1781430523.668228
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:48:43.668228+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -584376,6 +606459,7 @@ https://nubenetes.com/kubernetes:
   last_checked: 1781430523.6808
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:48:43.680800+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -584408,6 +606492,7 @@ https://www.blackduck.com/blog/integrating-automated-ast-tools.html:
   last_checked: 1781430523.813812
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:48:43.813812+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -584442,6 +606527,7 @@ https://www.techerati.com/features-hub/devsecops-eight-tips-for-truly-securing-s
   last_checked: 1781432178.617535
   needs_ai_refresh: false
   discovered_at: '2026-06-14T12:16:18.617535+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -584476,6 +606562,7 @@ https://thomasthornton.cloud/deploying-to-azure-secure-your-github-workflow-with
   last_checked: 1781432228.047025
   needs_ai_refresh: false
   discovered_at: '2026-06-14T12:17:08.047025+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -584509,6 +606596,7 @@ https://blog.heaphero.io/what-is-gc-log-thread-dump-and-heapdump:
   last_checked: 1781432228.603184
   needs_ai_refresh: false
   discovered_at: '2026-06-14T12:17:08.603184+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -584543,6 +606631,7 @@ https://thomasthornton.cloud/a-devops-journey-using-azure-devops:
   last_checked: 1781432259.274052
   needs_ai_refresh: false
   discovered_at: '2026-06-14T12:17:39.274052+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -584576,6 +606665,7 @@ https://www.redhat.com/en/blog/federation-v2-is-now-kubefed:
   last_checked: 1781736113.853399
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:53.853399+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -584604,13 +606694,14 @@ https://blog.ycrash.io/dmesg-unix-linux-command-beginners-introduction-with-exam
   resource_type: Technical Article
   complexity: Beginner
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: 1781432292.0547
   needs_ai_refresh: false
   discovered_at: '2026-06-14T12:18:12.054700+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -584623,6 +606714,7 @@ https://blog.ycrash.io/dmesg-unix-linux-command-beginners-introduction-with-exam
   v2_locations:
   - linux.md
   youtube_mosaic: {}
+  duplicate_of: https://blog.ycrash.io/2021/06/28/dmesg-unix-linux-command-beginners-introduction-with-examples
 https://thomasthornton.cloud/enabling-postgresql-flexible-server-logs-and-configuring-a-retention-period-using-terraform:
   title: 'thomasthornton.cloud: Enabling PostgreSQL flexible server logs and configuring
     a retention period using Terraform'
@@ -584639,13 +606731,14 @@ https://thomasthornton.cloud/enabling-postgresql-flexible-server-logs-and-config
   resource_type: Technical Article
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: 1781432324.100638
   needs_ai_refresh: false
   discovered_at: '2026-06-14T12:18:44.100638+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -584658,6 +606751,7 @@ https://thomasthornton.cloud/enabling-postgresql-flexible-server-logs-and-config
   v2_locations:
   - terraform.md
   youtube_mosaic: {}
+  duplicate_of: https://thomasthornton.cloud/2024/03/28/enabling-postgresql-flexible-server-logs-and-configuring-a-retention-period-using-terraform
 https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4cbdedcc9914?gi=89e3feac8f11:
   title: null
   description: null
@@ -584675,6 +606769,7 @@ https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4
   last_checked: 1781432409.617802
   needs_ai_refresh: false
   discovered_at: '2026-06-14T12:20:09.617802+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy: []
@@ -584703,6 +606798,7 @@ https://www.techerati.com/features-hub/microservices-in-the-cloud-native-era:
   last_checked: 1781432431.808019
   needs_ai_refresh: false
   discovered_at: '2026-06-14T12:20:31.808019+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -584729,13 +606825,14 @@ https://thomasthornton.cloud/conditional-variables-in-azure-devops-pipelines:
   resource_type: Technical Article
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: 1781432462.54855
   needs_ai_refresh: false
   discovered_at: '2026-06-14T12:21:02.548550+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -584748,6 +606845,7 @@ https://thomasthornton.cloud/conditional-variables-in-azure-devops-pipelines:
   v2_locations:
   - azure.md
   youtube_mosaic: {}
+  duplicate_of: https://thomasthornton.cloud/2021/08/04/conditional-variables-in-azure-devops-pipelines
 https://thomasthornton.cloud/adding-pull-request-comments-to-azure-devops-repo-from-azure-devops-pipelines:
   title: 'thomasthornton.cloud: Adding pull-request comments to Azure DevOps Repo
     from Azure DevOps Pipelines'
@@ -584763,13 +606861,14 @@ https://thomasthornton.cloud/adding-pull-request-comments-to-azure-devops-repo-f
   resource_type: Technical Article
   complexity: Intermediate
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: 1781432463.837586
   needs_ai_refresh: false
   discovered_at: '2026-06-14T12:21:03.837586+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -584782,6 +606881,7 @@ https://thomasthornton.cloud/adding-pull-request-comments-to-azure-devops-repo-f
   v2_locations:
   - azure.md
   youtube_mosaic: {}
+  duplicate_of: https://thomasthornton.cloud/2024/01/18/adding-pull-request-comments-to-azure-devops-repo-from-azure-devops-pipelines
 https://code.tutsplus.com/rest-vs-grpc-battle-of-the-apis--cms-30711t:
   title: 'REST vs. gRPC: Battle of the APIs'
   description: ''
@@ -584802,6 +606902,7 @@ https://code.tutsplus.com/rest-vs-grpc-battle-of-the-apis--cms-30711t:
   last_checked: 1781735866.08307
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:46.083070+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -584834,6 +606935,7 @@ https://blog.axway.com/learning-center/apis/api-management/what-is-api-managemen
   last_checked: 1781735867.143235
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:47.143235+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -584866,6 +606968,7 @@ https://blog.axway.com/learning-center/apis/basics/different-types-apis:
   last_checked: 1781735867.746809
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:47.746809+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -584891,13 +606994,14 @@ https://blog.axway.com/learning-center/apis/basics/what-is-an-api:
   resource_type: Article
   complexity: Beginner
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: 1781735867.819915
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:47.819915+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -584910,6 +607014,7 @@ https://blog.axway.com/learning-center/apis/basics/what-is-an-api:
   v2_locations:
   - api.md
   youtube_mosaic: {}
+  duplicate_of: https://www.postman.com/what-is-an-api
 https://www.blazemeter.com/blog/devops-best-practices-testing:
   title: 'blazemeter.com: Three Ways DevOps Benefit from AWS CodePipeline'
   description: ''
@@ -584930,6 +607035,7 @@ https://www.blazemeter.com/blog/devops-best-practices-testing:
   last_checked: 1781735875.896311
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:55.896311+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -584962,6 +607068,7 @@ https://stackoverflow.com/questions/52337851/how-to-define-buildconfig-object-wi
   last_checked: 1781735920.609296
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:40.609296+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -584994,6 +607101,7 @@ https://resources.axway.com:
   last_checked: 1781735922.194703
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:42.194703+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -585026,6 +607134,7 @@ https://blog.axway.com/learning-center/apis/basics/full-lifecycle-api-management
   last_checked: 1781735922.527557
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:42.527557+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -585058,6 +607167,7 @@ https://justinpolidori.com/posts/20220116_sign_images_with_cosign_and_verify_wit
   last_checked: 1781735924.483997
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:44.483997+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -585090,6 +607200,7 @@ https://www.puppet.com:
   last_checked: 1781735924.485214
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:44.485214+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -585122,6 +607233,7 @@ https://portworx.com/blog/implementing-data-security-on-red-hat-openshift:
   last_checked: 1781735925.114717
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:45.114717+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -585154,6 +607266,7 @@ https://www.tigera.io/project-calico:
   last_checked: 1781736024.199302
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:24.199302+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -585186,6 +607299,7 @@ https://labs.iximiuz.com/tutorials/docker-run-vs-attach-vs-exec:
   last_checked: 1781735928.941041
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:48.941041+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -585220,6 +607334,7 @@ https://www.docker.com:
   last_checked: 1781735938.360313
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:58.360313+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -585252,6 +607367,7 @@ https://www.docker.com/blog:
   last_checked: 1781736011.975548
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:11.975548+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -585285,6 +607401,7 @@ https://www.docker.com/blog:
   last_checked: 1781735941.406322
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:01.406322+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -585317,6 +607434,7 @@ https://mergify.com:
   last_checked: 1781735950.213624
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:10.213624+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -585349,6 +607467,7 @@ https://www.cncf.io/blog/2021/03/23/quick-application-deployments-on-microk8s-us
   last_checked: 1781735950.478631
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:10.478631+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -585381,6 +607500,7 @@ https://hackandslash.blog/how-to-create-custom-helm-charts:
   last_checked: 1781735950.910295
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:10.910295+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -585413,6 +607533,7 @@ https://dzone.com/articles/microservices-anti-patterns:
   last_checked: 1781735973.838417
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:33.838417+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -585445,6 +607566,7 @@ https://www.blazemeter.com/blog:
   last_checked: 1781735992.083894
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:52.083894+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -585477,6 +607599,7 @@ https://portworx.com/products/portworx-backup:
   last_checked: 1781736003.454614
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:03.454614+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -585508,6 +607631,7 @@ https://portworx.com/blog/how-to-backup-and-restore-elasticsearch-on-kubernetes:
   last_checked: 1781736012.833892
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:12.833892+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -585540,6 +607664,7 @@ https://eevans.co/blog/deconstructing-kubernetes-networking/index.html:
   last_checked: 1781736022.56674
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:22.566740+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -585571,6 +607696,7 @@ https://www.apptio.com/blog/kubernetes-kops/?src=kc-blog:
   last_checked: 1781736023.088845
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:23.088845+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -585602,6 +607728,7 @@ https://www.tigera.io/blog/advertising-kubernetes-service-ips-with-calico-and-bg
   last_checked: 1781736023.830566
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:23.830566+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -585633,6 +607760,7 @@ https://www.cncf.io/online-programs/deploying-kubernetes-to-bare-metal-using-clu
   last_checked: 1781736026.577864
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:26.577864+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -585665,6 +607793,7 @@ https://www.itwonderlab.com/ansible-kubernetes-vagrant-tutorial:
   last_checked: 1781736027.034988
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:27.034988+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -585697,6 +607826,7 @@ https://www.doit.com/blog:
   last_checked: 1781736079.35775
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:19.357750+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -585729,6 +607859,7 @@ https://enclaver.io/docs/0.x/getting-started:
   last_checked: 1781736081.41948
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:21.419480+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -585761,6 +607892,7 @@ https://blog.axway.com/learning-center/apis/api-management/whats-ipaas:
   last_checked: 1781736082.450958
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:22.450958+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -585793,6 +607925,7 @@ https://dzone.com/articles/event-driven-microservices-1:
   last_checked: 1781736083.294214
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:23.294214+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -585825,6 +607958,7 @@ https://sciencelogic.com/platform/skylar-advisor:
   last_checked: 1781736245.080064
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:44:05.080064+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -585856,6 +607990,7 @@ https://portworx.com/blog/run-ha-elasticsearch-elk-red-hat-openshift:
   last_checked: 1781736112.841796
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:52.841796+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -585889,6 +608024,7 @@ https://www.blazemeter.com/blog/open-source-load-testing-tools:
   last_checked: 1781736122.799493
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:02.799493+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -585922,6 +608058,7 @@ https://www.blazemeter.com/blog/continuous-integration-jenkins:
   last_checked: 1781736133.065091
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:13.065091+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -585956,6 +608093,7 @@ https://portworx.com/blog/kubernetes-backup-monitoring:
   last_checked: 1781736134.077838
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:14.077838+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -585989,6 +608127,7 @@ https://stackoverflow.com/questions/8087184/installing-python-3-on-rhel:
   last_checked: 1781736143.618474
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:23.618474+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -586022,6 +608161,7 @@ https://nubenetes.com/azure:
   last_checked: 1781736153.998566
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:33.998566+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -586056,6 +608196,7 @@ https://justinpolidori.com/posts/20220611_vcluster_auth:
   last_checked: 1781736154.113958
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:34.113958+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -586090,6 +608231,7 @@ https://www.apptio.com/blog/rancher-vs-kubernetes/?src=kc-blog:
   last_checked: 1781736154.651639
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:34.651639+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -586123,6 +608265,7 @@ https://www.rancher.academy:
   last_checked: 1781736154.799739
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:34.799739+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -586155,6 +608298,7 @@ https://vmblog.com/bylines/the-rise-of-modern-day-kubernetes-operations:
   last_checked: 1781736181.744722
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:01.744722+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -586187,6 +608331,7 @@ https://www.cncf.io/training/certification/software-conformance:
   last_checked: 1781736190.780914
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:10.780914+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -586219,6 +608364,7 @@ https://www.tigera.io/blog/using-kubernetes-to-orchestrate-vms:
   last_checked: 1781736191.335933
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:11.335933+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -586253,6 +608399,7 @@ https://storageclass.info/drivers:
   last_checked: 1781736200.848778
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:20.848778+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -586285,6 +608432,7 @@ https://www.apptio.com/topics/kubernetes/labels/?src=kc-blog:
   last_checked: 1781736211.630787
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:31.630787+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -586319,6 +608467,7 @@ https://www.cncf.io/training/certification/ckad:
   last_checked: 1781736221.414426
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:41.414426+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -586351,6 +608500,7 @@ https://www.apptio.com/topics/kubernetes/aks-cost/?src=kc-blog:
   last_checked: 1781736221.909629
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:41.909629+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -586385,6 +608535,7 @@ https://www.apptio.com/products/kubecost/?src=kc-com:
   last_checked: 1781736221.912108
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:41.912108+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -586417,6 +608568,7 @@ https://www.apptio.com/topics/kubernetes/node-affinity/?src=kc-blog:
   last_checked: 1781736221.912699
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:41.912699+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -586451,6 +608603,7 @@ https://www.apptio.com/blog-devops/?src=kc-blog:
   last_checked: 1781736222.131324
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:42.131324+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -586483,6 +608636,7 @@ https://portworx.com/blog/automating-kubernetes-data-management-with-gitops-auto
   last_checked: 1781736235.537627
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:55.537627+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -586517,6 +608671,7 @@ https://www.puppet.com/resources/state-of-devops-report:
   last_checked: 1781736235.85888
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:55.858880+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -586544,13 +608699,14 @@ https://vadimkravcenko.com/shorts/promotion-based-development:
   resource_type: Article
   complexity: Beginner
   is_microservice: false
-  status: online
+  status: duplicate
   addition_method: manual
   content_hash: null
   health_score: null
   last_checked: 1781736244.748004
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:44:04.748004+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -586563,6 +608719,7 @@ https://vadimkravcenko.com/shorts/promotion-based-development:
   v2_locations:
   - project-management-methodology.md
   youtube_mosaic: {}
+  duplicate_of: https://vadimkravcenko.com/shorts/promotion-based-development/
 https://docs.gitlab.com/ee/ci:
   title: GitLab CI/CD
   description: null
@@ -586581,6 +608738,7 @@ https://docs.gitlab.com/ee/ci:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -586612,6 +608770,7 @@ https://learn.microsoft.com/en-us/azure/devops/pipelines:
   last_checked: null
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -586644,6 +608803,7 @@ https://cursor.com:
   last_checked: 1781788171.0213578
   needs_ai_refresh: false
   discovered_at: '2026-06-18T15:09:31.021358+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -586678,6 +608838,7 @@ https://antigravity.google:
   last_checked: 1781788171.0213625
   needs_ai_refresh: false
   discovered_at: '2026-06-18T15:09:31.021363+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -586712,6 +608873,7 @@ https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview:
   last_checked: 1781788171.0213647
   needs_ai_refresh: false
   discovered_at: '2026-06-18T15:09:31.021365+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -586746,6 +608908,7 @@ https://githubnext.com/projects/copilot-workspace:
   last_checked: 1781788171.021367
   needs_ai_refresh: false
   discovered_at: '2026-06-18T15:09:31.021367+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -586779,6 +608942,7 @@ https://learn.microsoft.com/en-us/visualstudio/ide/copilot-agent-mode:
   last_checked: 1781788171.0213695
   needs_ai_refresh: false
   discovered_at: '2026-06-18T15:09:31.021369+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
@@ -586813,6 +608977,7 @@ https://github.blog/enterprise-software/ci-cd/continuous-delivery-github-actions
   last_checked: 1781788171.0213716
   needs_ai_refresh: false
   discovered_at: '2026-06-18T15:09:31.021372+02:00'
+  last_ai_eval: null
   company: null
   geo_region: null
   hierarchy:
diff --git a/data/news_digest.json b/data/news_digest.json
index 6d040753..a2446bcd 100644
--- a/data/news_digest.json
+++ b/data/news_digest.json
@@ -1,5190 +1,22 @@
 {
   "3_months": {
     "Kubernetes & Orchestration": [
-      {
-        "url": "https://www.apptio.com/products/kubecost/?src=kc-com",
-        "title": "Kubecost 🌟",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "The industry-standard real-time resource cost allocation and observability tool for multi-cluster environments. Seamlessly integrates with cloud APIs and Prometheus metrics to calculate granular clust",
-        "category": "Kubernetes & Orchestration"
-      },
-      {
-        "url": "https://github.com/eldada/kubernetes-scripts",
-        "title": "Kubernetes Scripts",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "A utility collection of bash and shell scripts designed to simplify day-to-day Kubernetes cluster administration, diagnostic queries, and resource debugging. These community-focused tools wrap kubectl",
-        "category": "Kubernetes & Orchestration"
-      },
-      {
-        "url": "https://github.com/bmuschko/ckad-prep",
-        "title": "bmuschko/ckad-prep",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "An alternative preparation repository designed by Benjamin Muschko, offering structured sample solutions, resource manifests, and command-line blueprints to ace the CKAD exam. It isolates complex conc",
-        "category": "Kubernetes & Orchestration"
-      },
-      {
-        "url": "https://github.com/bmuschko/ckad-crash-course",
-        "title": "bmuschko/ckad-crash-course: Certified Kubernetes Application Developer (CKAD)' Crash Course",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "A repository housing comprehensive code examples, study guides, and hands-on exercises complementing Benjamin Muschko's CKAD Crash Course. It focuses on application design, deployment configurations, ",
-        "category": "Kubernetes & Orchestration"
-      },
-      {
-        "url": "https://www.cncf.io/training/certification/ckad",
-        "title": "cncf.io: Certified Kubernetes Application Developer (CKAD)",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "Official CNCF training and certification page for the Certified Kubernetes Application Developer (CKAD) program. Validates a developer's hands-on ability to build, configure, expose, and troubleshoot ",
-        "category": "Kubernetes & Orchestration"
-      },
-      {
-        "url": "https://gist.github.com/ninlil/affbf7514d4e74c7634e77f47e172236",
-        "title": "Get applied and effective apiVersion from Kubernetes objects",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "A highly specialized GitHub Gist that details mechanisms to query and extract both the applied and effective apiVersion from active Kubernetes objects. This tool is vital for API deprecation migration",
-        "category": "Kubernetes & Orchestration"
-      },
-      {
-        "url": "https://github.com/yonahd/orphaned-configmaps",
-        "title": "github.com/yonahd/orphaned-configmaps: Orphaned ConfigMaps",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "Orphaned ConfigMaps detects unreferenced ConfigMaps and Secrets across active namespaces. By scanning volume mounts and env declarations, it exposes abandoned configurations that increase complexity a",
-        "category": "Kubernetes & Orchestration"
-      },
-      {
-        "url": "https://github.com/codecrafters-io/build-your-own-x",
-        "title": "Build Your Own X",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "An immensely popular community-driven compilation of step-by-step guides for building complex software systems (compilers, databases, operating systems, Docker) from scratch. Perfect for deep pedagogi",
-        "category": "Kubernetes & Orchestration"
-      },
-      {
-        "url": "https://nubenetes.com/serverless",
-        "title": "Serverless Architectures",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "In-depth analysis exploring execution concepts, billing architectures, scalability curves, and performance tradeoffs inherent in Serverless patterns. Details key differences between FaaS, cloud-manage",
-        "category": "Kubernetes & Orchestration"
-      },
       {
         "url": "https://nubenetes.com/crossplane",
         "title": "Crossplane",
         "date": "2026-06-14",
         "stars": 5,
-        "impact": "high",
-        "why": "Comprehensive review of Crossplane, a CNCF control-plane framework transforming Kubernetes clusters into universal infrastructure schedulers. Permits declarative definition of cloud resources (RDS, S3",
-        "category": "Kubernetes & Orchestration"
-      }
-    ],
-    "Observability, SRE & Testing": [
-      {
-        "url": "https://grafana.com/blog/how-to-manage-high-cardinality-metrics-in-prometheus-and-kubernetes",
-        "title": "grafana.com: How to manage high cardinality metrics in Prometheus and Kubernetes",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Crucial blueprint for managing high cardinality metrics within Prometheus. Outlines techniques like metric dropping, relabeling rules, and dashboard optimization to mitigate memory pressure and reduce",
-        "category": "Observability, SRE & Testing"
-      },
-      {
-        "url": "https://grafana.com/blog/how-to-monitor-kubernetes-clusters-with-the-prometheus-operator",
-        "title": "grafana.com: How to monitor Kubernetes clusters with the Prometheus Operator",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Comprehensive configuration guide for deploying and managing the Prometheus Operator on Kubernetes. Demonstrates configuring ServiceMonitor and PodMonitor custom resources to automate collection of dy",
-        "category": "Observability, SRE & Testing"
-      },
-      {
-        "url": "https://github.com/nubenetes/awesome-kubernetes/blob/master/pdf/dynatrace_demo.pdf",
-        "title": "My Dynatrace proof of concept 🌟",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "A comprehensive architectural evaluation report and proof of concept depicting Dynatrace deployment inside complex Kubernetes topologies. Discusses performance impact, instrumentation automation, and ",
-        "category": "Observability, SRE & Testing"
-      },
-      {
-        "url": "https://github.com/netdata/netdata",
-        "title": "Netdata",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "An ultra-high-performance, zero-configuration system monitoring agent boasting over 79k stars on GitHub. Netdata provides real-time, per-second metrics directly from physical hosts, virtual machines, ",
-        "category": "Observability, SRE & Testing"
-      },
-      {
-        "url": "https://github.com/grafana/mimir",
-        "title": "github.com/grafana/mimir",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Grafana Mimir is a highly scalable, multi-tenant database for long-term Prometheus metrics storage. Engineered to easily process billions of active series with fast query performance and operational i",
-        "category": "Observability, SRE & Testing"
-      },
-      {
-        "url": "https://github.com/louislam/uptime-kuma",
-        "title": "louislam/uptime-kuma",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "A highly popular self-hosted synthetic monitoring tool written in Node.js. It features multi-protocol ping, HTTP/TCP checks, certificate monitoring, integration with multi-channel alert providers, and",
-        "category": "Observability, SRE & Testing"
-      },
-      {
-        "url": "https://github.com/grafana/agent",
-        "title": "grafana/agent: Grafana Agent",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "An agent for metrics, logs, and trace collection. Live grounding confirms Grafana Agent is now deprecated and succeeded by Grafana Alloy, the vendor's unified telemetry collector for OpenTelemetry and",
-        "category": "Observability, SRE & Testing"
-      },
-      {
-        "url": "https://github.com/open-telemetry/opentelemetry-operator",
-        "title": "github.com/open-telemetry/opentelemetry-operator",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "Kubernetes operator for automating the deployment and management of the OpenTelemetry Collector. Simplifies application instrumentation via automated inject mechanisms for Java, NodeJS, Python, and Do",
-        "category": "Observability, SRE & Testing"
-      },
-      {
-        "url": "https://github.com/grafana/tempo",
-        "title": "Grafana Tempo",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "A high-scale, cost-effective distributed tracing backend designed to work exclusively with object storage like S3 or GCS. In 2026, Tempo has consolidated its position as the premier choice for large-s",
-        "category": "Observability, SRE & Testing"
-      },
-      {
-        "url": "https://github.com/prometheus/prometheus",
-        "title": "github.com/prometheus/prometheus",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "Source codebase for Prometheus, the benchmark cloud-native telemetry engine. Employs active scraping mechanics over HTTP alongside a custom-built local TSDB to deliver sub-second querying speeds and p",
-        "category": "Observability, SRE & Testing"
-      }
-    ],
-    "Azure": [
-      {
-        "url": "https://github.com/microsoft/azurelinux",
-        "title": "github.com/microsoft/CBL-Mariner",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Official repository for Azure Linux (formerly CBL-Mariner), a lightweight, container-optimized OS designed for minimal footprint and maximum security inside AKS. Strips away non-essential packages to ",
-        "category": "Azure"
-      },
-      {
-        "url": "https://github.com/Azure/bicep",
-        "title": "Bicep",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "The premier declarative DSL for provisioning Azure resources. Bicep simplifies the authoring experience over raw JSON ARM templates, featuring modular design structures and native validation checks.",
-        "category": "Azure"
-      },
-      {
-        "url": "https://github.com/Microsoft/azure-pipelines-tasks",
-        "title": "==Microsoft/azure-pipelines-tasks==",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official open-source repository containing the task libraries that run on Azure Pipelines. Monitoring this codebase is essential in 2026 for platform engineers who need to debug execution behavior",
-        "category": "Azure"
-      },
-      {
-        "url": "https://github.com/microsoft/azure-pipelines-tasks",
-        "title": "microsoft/azure-pipelines-tasks",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "The main open-source codebase behind Azure Pipelines tasks. Critical reference for developers needing to extend build steps or troubleshoot performance bottlenecks.",
-        "category": "Azure"
-      },
-      {
-        "url": "https://github.com/microsoft/finops-toolkit",
-        "title": "github.com/microsoft/finops-toolkit",
-        "date": "2026-06-10",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official Microsoft FinOps toolkit. Orchestrates Azure cost management reports, optimizes compute reservations models, standardizes amortization datasets, and formats Power BI pricing governance me",
-        "category": "Azure"
-      },
-      {
-        "url": "https://github.com/Azure/apiops",
-        "title": "github.com/Azure/apiops 🌟",
-        "date": "2026-06-05",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official Azure APIOps repository implementing GitOps principles for Azure API Management (APIM). Enables organizations to automate the extraction, publishing, configuration control, and deployment",
-        "category": "Azure"
-      },
-      {
-        "url": "https://github.com/Azure/Enterprise-Scale/wiki/ALZ-AMA-Update",
-        "title": "github.com/Azure/Enterprise-Scale: ALZ AMA Update",
-        "date": "2026-06-05",
-        "stars": 5,
-        "impact": "high",
-        "why": "Crucial update tracker for the Azure Landing Zones (ALZ) Enterprise-Scale repository. Outlines migration frameworks and monitoring recommendations as the platform deprecates legacy Log Analytics agent",
-        "category": "Azure"
-      },
-      {
-        "url": "https://github.com/microsoft/ARI",
-        "title": "==github.com/microsoft/ARI: Azure Resource Inventory== 🌟🌟🌟",
-        "date": "2026-06-02",
-        "stars": 5,
-        "impact": "high",
-        "why": "An open-source analysis engine from Microsoft that sweeps target cloud subscriptions to render Excel inventories of deployed cloud components.",
-        "category": "Azure"
-      },
-      {
-        "url": "https://dbatools.io",
-        "title": "dbatools.io",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "An open-source, community-driven PowerShell module consisting of hundreds of command abstractions for automated SQL Server administration and migration. It allows administrators to securely perform co",
-        "category": "Azure"
-      },
-      {
-        "url": "https://jumpstart.azure.com",
-        "title": "azurearcjumpstart.io",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "The comprehensive Azure Arc Jumpstart portal, providing automated, hands-on sandbox scenarios for Arc-enabled infrastructure. It facilitates instant provisioning of hybrid Kubernetes, servers, and dat",
-        "category": "Azure"
-      }
-    ],
-    "CI/CD & GitOps": [
-      {
-        "url": "https://www.harness.io/blog/blue-green-canary-deployment-strategies",
-        "title": "harness.io: Intro to Deployment Strategies: Blue-Green, Canary, and More 🌟",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Highly detailed structural evaluation of Kubernetes deployment paradigms. Contrasts blue-green switches, canary rollouts, and rolling deployments based on system overhead, traffic redirection latency,",
-        "category": "CI/CD & GitOps"
-      },
-      {
-        "url": "https://nubenetes.com/helm",
-        "title": "Helm",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Deep-dive architecture portal on Helm, the package manager for Kubernetes. Focuses on structuring dry templates, lifecycle hooks, chart dependencies, release versioning, and secure variables managemen",
-        "category": "CI/CD & GitOps"
-      },
-      {
-        "url": "https://nubenetes.com/cheatsheets",
-        "title": "Gradle Cheat Sheets",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "High-density command syntax cheatsheet for Gradle, highlighting Kotlin/Groovy DSL setups, caching options, task graphs management, and daemon management to significantly improve build execution times.",
-        "category": "CI/CD & GitOps"
-      },
-      {
-        "url": "https://github.com/argoproj/argo-cd/pull/26601",
-        "title": "feat(ui): Add AppSet to Application Resource Tree in Argo CD",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official Argo CD feature enhancement that maps ApplicationSets directly inside the dashboard UI tree. This view simplifies managing multi-tenant topologies and nested application definitions for p",
-        "category": "CI/CD & GitOps"
-      },
-      {
-        "url": "https://github.com/tektoncd/pipeline",
-        "title": "github: Tekton Pipelines",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "A secondary reference to Tekton's core Pipeline engine. Focuses on declarative resource management via Custom Resource Definitions, detailing how Tekton uses specialized Tasks and Steps to run multi-s",
-        "category": "CI/CD & GitOps"
-      },
-      {
-        "url": "https://github.com/jenkinsci/kubernetes-operator",
-        "title": "github.com/jenkinsci/kubernetes-operator: 🌟",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official, production-ready Kubernetes custom controller designed to automate Jenkins lifecycle events inside Kubernetes. This system implements automated provisioning, backup restoration, plugin m",
-        "category": "CI/CD & GitOps"
-      },
-      {
-        "url": "https://github.com/dagger/dagger",
-        "title": "==dagger/dagger: Dagger is a portable devkit for CICD==",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "The main Git repository for Dagger, the revolutionary CI/CD engine built on BuildKit. Enables writing robust pipelines in general-purpose languages like Go, Python, or TypeScript, completely replacing",
-        "category": "CI/CD & GitOps"
-      },
-      {
-        "url": "https://github.com/glasskube/glasskube",
-        "title": "github.com/glasskube/glasskube",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official open-source repository for Glasskube, a next-generation package manager for Kubernetes written in Go. Glasskube simplifies package discovery, automated lifecycle updates, and dependency m",
-        "category": "CI/CD & GitOps"
-      },
-      {
-        "url": "https://github.com/theonedev/onedev",
-        "title": "onedev",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "An all-in-one, highly scalable self-hosted Git service and CI/CD platform. Features visual pipeline construction, interactive code navigation, and issue-tracking, optimized to run as a single-node set",
-        "category": "CI/CD & GitOps"
-      },
-      {
-        "url": "https://github.com/jenkinsci/pipeline-graph-view-plugin",
-        "title": "pipeline-graph-view-plugin 🌟",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "The underlying backend and visualization architecture for the Pipeline Graph View. Utilizing React components, it interfaces with Jenkins Core APIs to supply real-time execution graphs and state repor",
-        "category": "CI/CD & GitOps"
-      }
-    ],
-    "Python, Java & Developer Ecosystem": [
-      {
-        "url": "https://github.com/metalbear-co/mirrord",
-        "title": "==metalbear-co/mirrord==",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "An enterprise-grade tool that plugs local processes directly into remote Kubernetes namespaces. It avoids image building or cluster redeployments by mirroring incoming network traffic, DNS resolutions",
-        "category": "Python, Java & Developer Ecosystem"
-      },
-      {
-        "url": "https://github.com/astral-sh/ruff",
-        "title": "==Ruff==",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Curator Insight introduces Ruff as an extremely fast Python linter and formatter written in Rust. Live Grounding confirms Ruff is a de facto industry standard, dramatically lowering CI run times by re",
-        "category": "Python, Java & Developer Ecosystem"
-      },
-      {
-        "url": "https://github.com/nodejs/node",
-        "title": "github.com/nodejs/node",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Core development branch of the Node.js runtime. Details foundational V8 updates, event loop mechanics (libuv integration), core module performance tweaks, and security updates essential for server-sid",
-        "category": "Python, Java & Developer Ecosystem"
-      },
-      {
-        "url": "https://github.com/avelino/awesome-go",
-        "title": "Awesome Go 🌟",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "The definitive curated repository of high-quality Go frameworks, libraries, and software. Unmatched resource for identifying vetted dependencies for enterprise service development. Ideal for building ",
-        "category": "Python, Java & Developer Ecosystem"
-      },
-      {
-        "url": "https://github.com/PlaytikaOSS/testcontainers-spring-boot",
-        "title": "testcontainers-spring-boot 🌟",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "A powerful open-source library that automates the lifecycle of Docker containers (PostgreSQL, Kafka, Redis) during JUnit test execution. It eliminates the need for shared database environments and moc",
-        "category": "Python, Java & Developer Ecosystem"
-      },
-      {
-        "url": "https://github.com/spring-projects/spring-boot#L73",
-        "title": "github.com/spring-projects: springboot enables these probes automatically when running in k8s",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "Details Spring Boot's built-in Kubernetes-native integration features, specifically the auto-detection of container platform hosting. Once identified, it splits Spring Actuator's health check endpoint",
-        "category": "Python, Java & Developer Ecosystem"
-      },
-      {
-        "url": "https://github.com/codecentric/spring-boot-admin",
-        "title": "codecentric's Spring Boot Admin UI 🌟",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "A popular community dashboard engineered to coordinate, monitor, and manage Spring Boot applications. By parsing actuator telemetry data, it displays real-time statistics including thread states, JVM ",
-        "category": "Python, Java & Developer Ecosystem"
-      },
-      {
-        "url": "https://github.com/pydantic/pydantic",
-        "title": "pydantic/pydantic",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "Curator Insight: The absolute industry standard data enforcement framework utilizing type annotation structures.\nLive Grounding: High-density Rust-compiled (V2) validation tool that guarantees strict ",
-        "category": "Python, Java & Developer Ecosystem"
-      },
-      {
-        "url": "https://github.com/golang/vscode-go/blob/master/README.md",
-        "title": "github.com/golang/vscode-go 🌟",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official Visual Studio Code Go extension, providing rich language support via the Go Language Server (gopls). Integrates Delve for robust debugging, automated importing, structural profiling, and ",
-        "category": "Python, Java & Developer Ecosystem"
-      },
-      {
-        "url": "https://github.com/gitkraken/vscode-gitlens",
-        "title": "GitLens interactive rebase",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "Detailed documentation on GitLens' visual interactive rebase tool, which translates raw CLI rebase structures into a drag-and-drop workspace UI within VS Code, significantly reducing risks when rewrit",
-        "category": "Python, Java & Developer Ecosystem"
-      }
-    ],
-    "Linux & System Foundations": [
-      {
-        "url": "https://github.blog/enterprise-software/ci-cd/continuous-delivery-github-actions-best-practices",
-        "title": "github.blog: Continuous Delivery with GitHub Actions",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "Enterprise patterns and best practices for continuous delivery (CD) using GitHub Actions.\nHighlights secure credential management, least privilege, runner isolation, environment checks, and GITHUB_TOK",
-        "category": "Linux & System Foundations"
-      },
-      {
-        "url": "https://learn.microsoft.com/en-us/visualstudio/ide/copilot-agent-mode",
-        "title": "learn.microsoft.com: Use Agent Mode in GitHub Copilot",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "Official documentation for the Agent Mode inside GitHub Copilot.\nGuides developers on configuring autonomous multi-file refactoring, debugging, and advanced prompt engineering patterns.",
-        "category": "Linux & System Foundations"
-      },
-      {
-        "url": "https://githubnext.com/projects/copilot-workspace",
-        "title": "githubnext.com: GitHub Copilot Workspace",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "An agentic development environment by GitHub Next designed to orchestrate software changes using autonomous developer agents.\nAssists developers from specification to implementation, verification, and",
-        "category": "Linux & System Foundations"
-      },
-      {
-        "url": "https://github.com/jlevy/the-art-of-command-line",
-        "title": "The Art of Command Line",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "The premium, single-page reference for command-line mastery. Highly dense and comprehensive, it details advanced processes, pipeline debugging, and cloud utility integrations. Live Grounding establish",
-        "category": "Linux & System Foundations"
-      },
-      {
-        "url": "https://docs.github.com/en/get-started/using-github/github-flow",
-        "title": "GitHub Flow",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "GitHub Flow is a lightweight, branch-based workflow that supports continuous delivery by eliminating the complex branching structures of older patterns. Developers work on short-lived feature branches",
-        "category": "Linux & System Foundations"
-      },
-      {
-        "url": "https://github.com/odoo/odoo/wiki/Mergebot",
-        "title": "Odoo Mergebot",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Odoo's foundational merge-bot built to orchestrate massive volume commits across multi-repository dependencies. It employs highly robust state-machine mechanics to validate test combinations and keep ",
-        "category": "Linux & System Foundations"
-      },
-      {
-        "url": "https://github.com/bpftrace/bpftrace",
-        "title": "bpftrace",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "A high-level tracing language and diagnostic toolkit built on top of the Linux eBPF subsystem. It allows system engineers to dynamically probe kernel modules, trace memory allocations, and analyze lat",
-        "category": "Linux & System Foundations"
-      },
-      {
-        "url": "https://github.com/google/zx",
-        "title": "zx",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "A modern execution tool built by Google that lets developers write robust scripting pipelines using JavaScript or TypeScript. It automates child-process management, string escaping, and error checks. ",
-        "category": "Linux & System Foundations"
-      },
-      {
-        "url": "https://github.com/actions/actions-runner-controller",
-        "title": "github.com/actions/actions-runner-controller 🌟",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "Official Kubernetes operator designed to manage self-hosted GitHub Actions runner infrastructure dynamically. Integrates natively with Horizontal Pod Autoscaler (HPA) targets to scale runner deploymen",
-        "category": "Linux & System Foundations"
-      },
-      {
-        "url": "https://github.com/git-lfs/git-lfs",
-        "title": "git-lfs/git-lfs: Git Large File Storage",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "An open-source Git extension that swaps massive media elements and build binaries for lightweight reference pointers. Reduces main repository bloat to improve checkout times in large-scale operations.",
-        "category": "Linux & System Foundations"
-      }
-    ],
-    "AI & Agents": [
-      {
-        "url": "https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview",
-        "title": "docs.anthropic.com: Claude Code CLI",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "Anthropic's official command-line interface (CLI) tool designed for autonomous agentic software engineering.\nClaude Code can read codebases, execute commands, run tests, and manage git workflows direc",
-        "category": "AI & Agents"
-      },
-      {
-        "url": "https://antigravity.google",
-        "title": "antigravity.google: Google Antigravity Agentic Platform",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "Google's unified development platform and SDK (google-antigravity) for building, evaluating, and deploying stateful AI agents.\nEnables developers to transition from local prototype builds to secure GK",
-        "category": "AI & Agents"
-      },
-      {
-        "url": "https://cursor.com",
-        "title": "cursor.com: Cursor AI Code Editor",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "The premier AI-first code editor, built as a fork of VS Code, offering features like Cursor Tab (smart autocomplete), Cmd+K (inline edits), Composer (multi-file agentic code generation), and deep code",
-        "category": "AI & Agents"
-      },
-      {
-        "url": "https://github.com/vllm-project/vllm",
-        "title": "vLLM on Kubernetes",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Curator Insight: Integration guides and deployment schemas for hosting vLLM on Kubernetes clusters. Live Grounding: Standardizes memory-efficient LLM serving using PagedAttention. Features rapid integ",
-        "category": "AI & Agents"
-      },
-      {
-        "url": "https://github.com/openai/openai-cookbook",
-        "title": "github.com/openai/openai-cookbook: OpenAI Cookbook",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official, highly detailed cookbook of integration patterns and code recipes from OpenAI. Live Grounding and Curator Insight rate this as the definitive reference for engineering structured JSON mo",
-        "category": "AI & Agents"
-      },
-      {
-        "url": "https://github.com/shanraisshan/claude-code-best-practice",
-        "title": "Claude Code Best Practice",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Curator Insight: Curated collection of best practices, system prompts, and architecture layouts for Claude Code. Live Grounding: Explores advanced CLI-driven agent workflows, highlighting configuratio",
-        "category": "AI & Agents"
-      },
-      {
-        "url": "https://github.com/davila7/claude-code-templates",
-        "title": "Claude Code Templates",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Claude Code Templates is an extensive community library containing structured system designs, context guidelines, and prompt schemas optimized for Anthropic's Claude Code and CLI. It helps teams confi",
-        "category": "AI & Agents"
-      },
-      {
-        "url": "https://github.com/Skyvern-ai/Skyvern",
-        "title": "Skyvern",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "Curator Insight: An AI-powered web browser automation agent designed to extract data and execute workflows on complex interfaces. Live Grounding: Translates plain-text instructions into resilient sele",
-        "category": "AI & Agents"
-      },
-      {
-        "url": "https://github.com/mattpocock/skills",
-        "title": "Skills for Real Engineers",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "An exceptionally popular repository detailing the foundational principles, design philosophies, and architectural protocols required for master-level software delivery. While the curator focuses on ca",
-        "category": "AI & Agents"
-      },
-      {
-        "url": "https://github.com/punkpeye/awesome-mcp-servers",
-        "title": "Awesome MCP Servers",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "Curator Insight: A community-curated collection of servers implementing the Model Context Protocol. Live Grounding: Aggregates verified integrations linking AI models to tools like relational database",
-        "category": "AI & Agents"
-      }
-    ],
-    "Certification & Training": [
-      {
-        "url": "https://github.com/techiescamp/devops-projects",
-        "title": "==techiescamp/devops-projects==:Real-World DevOps Projects For Learning",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "A stellar, end-to-end GitHub archive that compiles structural templates, infrastructure blueprints, and multi-tier CI/CD pipelines. Features real-world deployment playbooks using Terraform, Ansible, a",
-        "category": "Certification & Training"
-      },
-      {
-        "url": "https://github.com/aws-samples/aws-customer-playbook-framework",
-        "title": "github.com/aws-samples/aws-customer-playbook-framework 🌟",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "A comprehensive operational framework that helps organizations define, structure, and automate IT playbooks and runbooks on AWS. Enhances incident response protocols and disaster recovery simulations.",
-        "category": "Certification & Training"
-      },
-      {
-        "url": "https://github.com/aws-samples/aws-auto-inventory",
-        "title": "github.com/aws-samples/aws-auto-inventory: AWS Automated Inventory 🌟",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "An automated system designed to discover, track, and catalog AWS infrastructure assets across multiple regions and accounts. Leverages Serverless functions and AWS Config to maintain real-time complia",
-        "category": "Certification & Training"
-      },
-      {
-        "url": "https://github.com/spring-projects/spring-petclinic",
-        "title": "github.com/spring-projects/spring-petclinic",
-        "date": "2026-06-09",
-        "stars": 5,
-        "impact": "high",
-        "why": "Curator Insight targets the actual source code repository for the Spring Petclinic community project. Live Grounding confirms this project is an invaluable asset across the software industry to demons",
-        "category": "Certification & Training"
-      },
-      {
-        "url": "https://github.com/spring-projects/spring-petclinic/issues/339",
-        "title": "ref 8",
-        "date": "2026-06-09",
-        "stars": 5,
-        "impact": "high",
-        "why": "A major architectural discussion issue thread in the official Spring Petclinic repository. Explores the design decisions, trade-offs, and container integration requirements leading up to modern contai",
-        "category": "Certification & Training"
-      },
-      {
-        "url": "https://cheatsheetseries.owasp.org/index.html",
-        "title": "cheatsheetseries.owasp.org: OWASP Cheat Sheet Series 🌟🌟",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "Curator Insight: The definitive security reference series detailing modern web app vulnerability mitigations. Live Grounding: Updated dynamically through 2026, this master reference provides critical ",
-        "category": "Certification & Training"
-      },
-      {
-        "url": "https://codely.com/en",
-        "title": "codely.tv",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "Spanish-language portal dedicated to Domain-Driven Design (DDD), Clean Code, CQRS patterns, and resilient microservice designs. It details testing strategies for highly decoupled, container-centric pr",
-        "category": "Certification & Training"
-      },
-      {
-        "url": "https://developer.hashicorp.com/terraform/cli/commands",
-        "title": "terraform.io: Terraform Commands",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "Curator Insight: The definitive, official CLI reference for HashiCorp Terraform. Live Grounding: Crucial for advanced state management, covering complex commands like terraform import, state mv, state",
-        "category": "Certification & Training"
-      },
-      {
-        "url": "https://git-scm.com/docs",
-        "title": "git-scm.com: Git reference",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "Curator Insight: The canonical, official Git command-line reference. Live Grounding: Serves as the ultimate authority on version control algorithms, low-level plumbing commands, complex history manipu",
-        "category": "Certification & Training"
-      },
-      {
-        "url": "https://kubernetes.io/docs/reference/kubectl/quick-reference",
-        "title": "kubernetes.io 🌟",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "The canonical reference documentation for the kubectl command-line utility. Provides up-to-date syntax patterns for resource creation, patch edits, formatting outputs, and real-time container log anal",
-        "category": "Certification & Training"
-      }
-    ],
-    "Data, Messaging & Storage": [
-      {
-        "url": "https://gist.github.com/so0k/42313dbb3b547a0f51a547bb968696ba",
-        "title": "Kubectl output options 🌟",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "A curated technical guide detailing advanced kubectl formatting options. It covers jsonpath extractions, custom columns, and Go templating recipes. This cheat sheet is incredibly valuable for platform",
-        "category": "Data, Messaging & Storage"
-      },
-      {
-        "url": "https://github.com/redpanda-data/console",
-        "title": "redpanda-data/kowl",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "A high-performance web dashboard optimized for debugging and exploring event-streaming platforms. Developed originally as Kowl and later rebranded as Redpanda Console, it presents outstanding visualiz",
-        "category": "Data, Messaging & Storage"
-      },
-      {
-        "url": "https://www.conduktor.io/kafka",
-        "title": "==conduktor.io/kafka: Learn Apache Kafka like never before==",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "Curator Insight points to Conduktor's exhaustive learning guides. Live Grounding verifies this is one of the premier visually-driven educational portals for understanding Apache Kafka cluster topologi",
-        "category": "Data, Messaging & Storage"
-      },
-      {
-        "url": "https://github.com/kubernetes-sigs/sig-storage-local-static-provisioner",
-        "title": "github.com/kubernetes-sigs: Local Persistence Volume Static Provisioner' 🌟",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official Kubernetes-SIGs repository for the local persistence static provisioner. It automates the creation of PVs for local disks, enabling database workloads to achieve raw, low-latency NVMe/SSD",
-        "category": "Data, Messaging & Storage"
-      },
-      {
-        "url": "https://github.com/kubernetes-csi/csi-driver-smb",
-        "title": "SMB CSI Driver for Kubernetes",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "A specialized CSI driver designed to dynamically provision and mount Server Message Block (SMB) shared directories into Kubernetes pods. This driver is essential for heterogeneous Windows/Linux contai",
-        "category": "Data, Messaging & Storage"
-      },
-      {
-        "url": "https://github.com/dolthub/dolt",
-        "title": "==github.com/dolthub/dolt==",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "An innovative SQL database implementing Git-style version control concepts (clone, push, pull, branch, merge) over table structures and data cells. Perfect for decentralized collaborative data managem",
-        "category": "Data, Messaging & Storage"
-      },
-      {
-        "url": "https://github.com/tchiotludo/akhq",
-        "title": "AKHQ (previously known as KafkaHQ) 🌟",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "AKHQ (formerly KafkaHQ) is a comprehensive web interface for administering and browsing Apache Kafka resources. It provides granular visibility into topics, payloads, schema registries, and consumer g",
-        "category": "Data, Messaging & Storage"
-      },
-      {
-        "url": "https://github.com/zalando/postgres-operator",
-        "title": "Zalando Postgres Operator",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "Zalando's PostgreSQL Operator, which orchestrates highly available Spilo clusters on Kubernetes. Automates provisioning, scaling, master-failovers, offsite backups, and minor engine upgrades via decla",
-        "category": "Data, Messaging & Storage"
-      },
-      {
-        "url": "https://github.com/percona/pg_stat_monitor",
-        "title": "==percona/pg_stat_monitor==",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "Percona's advanced query performance monitoring extension for PostgreSQL. Extends the capabilities of pg_stat_statements with bucket-based statistics, client IP address tracking, visual execution plan",
-        "category": "Data, Messaging & Storage"
-      },
-      {
-        "url": "https://github.com/velero-io/velero",
-        "title": "github.com/vmware-tanzu/velero",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "Velero is the standard open-source utility for safely backing up and restoring entire Kubernetes cluster structures and persistent volumes. Deeply integrates with both raw cloud APIs and file-level ut",
-        "category": "Data, Messaging & Storage"
-      }
-    ],
-    "Infrastructure as Code": [
-      {
-        "url": "https://github.com/shuaibiyy/awesome-tf",
-        "title": "github.com/shuaibiyy/awesome-terraform",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "An extensive directory of modules, tools, linters, frameworks, and packages curated by the Terraform community. Acts as a core index for tracking dynamic tooling ecosystems like Terragrunt, TFLint, Te",
-        "category": "Infrastructure as Code"
-      },
-      {
-        "url": "https://github.com/terraform-linters/tflint/releases/tag/v0.51.0",
-        "title": "github.com/terraform-linters/tflint",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "A highly robust framework and compiler-aware linter for Terraform configurations. Detects provider-specific errors, catches deprecated constructs, and enforces organizational standards within enterpri",
-        "category": "Infrastructure as Code"
-      },
-      {
-        "url": "https://github.com/ansible/awx",
-        "title": "AWX",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "AWX serves as the open-source upstream project for Ansible Automation Platform/Tower. Written in Django and React, it provides a web-based user interface, REST API, and task engine to centrally manage",
-        "category": "Infrastructure as Code"
-      },
-      {
-        "url": "https://github.com/bytebase/bytebase",
-        "title": "bytebase/bytebase",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "Open-source, web-based database schema change and collaboration tool engineered for DevOps teams and DBAs. Features GitOps-driven workflow mechanics, automated visual SQL review, and centralized secur",
-        "category": "Infrastructure as Code"
-      },
-      {
-        "url": "https://github.com/tibordp/terraform-hcloud-dualstack-k8s",
-        "title": "terraform-hcloud-dualstack-k8s: Hetzner Dual-Stack Kubernetes Cluster",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "A community-led open-source project automating the deployment of dual-stack (IPv4/IPv6) Kubernetes clusters on Hetzner Cloud. Provides dynamic network routing, instance configuration, and cluster orch",
-        "category": "Infrastructure as Code"
-      },
-      {
-        "url": "https://github.com/hashicorp/hcl",
-        "title": "github.com/hashicorp/hcl: HCL",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "The authoritative Go library parsing and validating HashiCorp Configuration Language (HCL). Serving as the declarative bedrock for Terraform, Packer, and Consul, HCL bridges raw JSON parsability with ",
-        "category": "Infrastructure as Code"
-      },
-      {
-        "url": "https://github.com/PacoVK/tapir",
-        "title": "github.com/PacoVK/tapir",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "An open-source utility designed to render interactive visual representations of Terraform execution plans. Helps teams review deep changes, resource recreations, and infrastructure impacts in a browse",
-        "category": "Infrastructure as Code"
-      },
-      {
-        "url": "https://github.com/infracost/infracost",
-        "title": "Infracost 🌟",
-        "date": "2026-06-03",
-        "stars": 5,
-        "impact": "high",
-        "why": "The premier open-source parser for analyzing HCL variables and producing deep cloud cost projections before resource allocation. By feeding plans to a curated pricing API, Infracost acts as a vital co",
-        "category": "Infrastructure as Code"
-      },
-      {
-        "url": "https://graphviz.org",
-        "title": "graphviz.org",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "Open-source graph visualization software. Frequently paired with `terraform graph` to render DOT files into legible visual topologies, depicting complex network, instance, and workspace dependency gra",
-        "category": "Infrastructure as Code"
-      },
-      {
-        "url": "https://github.com/terraform-aws-modules/terraform-aws-eks",
-        "title": "github.com/terraform-aws-modules/terraform-aws-eks: AWS EKS Terraform module",
-        "date": "2026-05-29",
-        "stars": 5,
-        "impact": "high",
-        "why": "The industry-standard, community-maintained Terraform module for Amazon EKS. Features exhaustive support for managed/self-managed node pools, AWS Fargate integration, security group orchestration, and",
-        "category": "Infrastructure as Code"
-      }
-    ],
-    "DevOps & Culture": [
-      {
-        "url": "https://nubenetes.com/iac",
-        "title": "IaC Infrastructure as Code",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Nubenetes architectural reference portal on Infrastructure as Code (IaC). Outlines fundamental philosophies, lifecycle management, and paradigm shifts of treating bare-metal, cloud, or cluster state a",
-        "category": "DevOps & Culture"
-      },
-      {
-        "url": "https://github.com/laurent22/joplin",
-        "title": "joplin",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "A widely adopted open-source note-taking and to-do application. Supports End-to-End Encryption (E2EE), Markdown editing, and dynamic synchronization across private cloud systems.",
-        "category": "DevOps & Culture"
-      },
-      {
-        "url": "https://github.com/backstage/backstage",
-        "title": "github.com/backstage/backstage",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "Backstage is an open-source framework created by Spotify for building customizable internal developer portals. It consolidates service catalogs, software templates, technical documentation, and observ",
-        "category": "DevOps & Culture"
-      },
-      {
-        "url": "https://github.com/microsoft/azure-devops-mcp",
-        "title": "Azure DevOps MCP Server",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "An official Microsoft MCP server repository enabling AI Agents (like Claude or GitHub Copilot) to interact seamlessly with Azure DevOps. Allows agents to manage work items, query repositories, and orc",
-        "category": "DevOps & Culture"
-      },
-      {
-        "url": "https://github.com/devtron-labs/devtron",
-        "title": "Devtron",
-        "date": "2026-06-10",
-        "stars": 5,
-        "impact": "high",
-        "why": "A comprehensive, open-source AppOps platform for Kubernetes designed to consolidate CI/CD pipelines, GitOps, observability, and cost optimization. Provides self-service deployment interfaces, security",
-        "category": "DevOps & Culture"
-      },
-      {
-        "url": "https://github.com/awesome-foss/awesome-sysadmin",
-        "title": "Awesome Sysadmin",
-        "date": "2026-06-03",
-        "stars": 5,
-        "impact": "high",
-        "why": "An exhaustive curation of open-source sysadmin resources, listing production-ready system monitors, configuration management tools, security suites, and virtualization frameworks used globally by SREs",
-        "category": "DevOps & Culture"
-      },
-      {
-        "url": "https://asdf-vm.com",
-        "title": "ASDF 🌟",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "An extensible CLI runtime version manager that unifies environment configurations (Node.js, Ruby, Python, Elixir, Go, and more) under a single .tool-versions file. Successfully eliminates environment ",
-        "category": "DevOps & Culture"
-      },
-      {
-        "url": "https://vadimkravcenko.com/shorts/promotion-based-development",
-        "title": "Promotion-Based Development: A Fast Track to Mediocrity",
-        "date": "2026-06-18",
-        "stars": 4,
-        "impact": "high",
-        "why": "A thought-provoking critique of development environments where promotion tracks heavily incentivize complex over-engineering and short-term visibility tasks rather than long-term architectural stabili",
-        "category": "DevOps & Culture"
-      },
-      {
-        "url": "https://www.puppet.com/resources/state-of-devops-report",
-        "title": "puppet.com: The 2021 State of DevOps Report is here! 🌟",
-        "date": "2026-06-18",
-        "stars": 4,
-        "impact": "high",
-        "why": "Landmark research report outlining DevOps adoption phases, focusing on the critical role of platform engineering and self-service capabilities in accelerating organizational maturity. Delivers quantif",
-        "category": "DevOps & Culture"
-      },
-      {
-        "url": "https://accounts.google.com/v3/signin/identifier?continue=https%3A%2F%2Fdocs.google.com%2Fdocument%2Fu%2F0%2Fcreate%3Fusp%3Ddot_new&dsh=S-551027576%3A1779031360486315&followup=https%3A%2F%2Fdocs.google.com%2Fdocument%2Fu%2F0%2Fcreate%3Fusp%3Ddot_new<mpl=docs&osid=1&passive=1209600&service=wise&flowName=WebLiteSignIn&flowEntry=ServiceLogin&ifkv=AWa2PasT3fzmBVDogbYOa448WODYqcNpbr94eLlOd4kL-w5BLgVa3s5bweNB_q-BV6hVUtWFJzfuoQ",
-        "title": "Google Docs: doc.new",
-        "date": "2026-06-14",
-        "stars": 4,
-        "impact": "high",
-        "why": "Direct shortcut mechanism for instantly initializing an empty, collaborative Google Doc environment under the user's active Google account identity. Highly useful for collaborative platform runtime do",
-        "category": "DevOps & Culture"
-      }
-    ],
-    "MLOps & Data Science": [
-      {
-        "url": "https://github.com/Netflix/metaflow",
-        "title": "==github.com/Netflix/metaflow== 🌟",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "Metaflow is Netflix's human-centric framework designed for building and managing production-grade data science pipelines. It seamlessly integrates local development with enterprise-scale cloud infrast",
-        "category": "MLOps & Data Science"
-      },
-      {
-        "url": "https://github.com/datalab-to/surya",
-        "title": "github.com/VikParuchuri/surya",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "Surya provides multi-lingual document OCR and accurate layout analysis powered by deep learning. It delivers high-fidelity reading and structuring of dense scientific papers, tables, and financial lay",
-        "category": "MLOps & Data Science"
-      },
-      {
-        "url": "https://github.com/argilla-io/argilla",
-        "title": "rubrix",
-        "date": "2026-06-08",
-        "stars": 5,
-        "impact": "high",
-        "why": "Formerly Rubrix, Argilla is a premier open-source data curation platform designed for AI and LLM workflows. Enables continuous human-in-the-loop (HITL) fine-tuning cycles. It seamlessly integrates wit",
-        "category": "MLOps & Data Science"
-      },
-      {
-        "url": "https://docs.ray.io/en/latest",
-        "title": "Ray",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "Ray is the premier distributed execution framework for scaling compute-heavy AI and Python workloads. It provides low-overhead, dynamic actor execution models, powering distributed training (Ray Train",
-        "category": "MLOps & Data Science"
-      },
-      {
-        "url": "https://github.com/meta-llama/llama-cookbook",
-        "title": "github.com/meta-llama/llama-recipes",
-        "date": "2026-05-19",
-        "stars": 5,
-        "impact": "high",
-        "why": "Meta's core repository for scaling LLM deployments. It offers highly robust templates for PEFT (Parameter-Efficient Fine-Tuning) such as LoRA, model quantization, and optimization strategies that enab",
-        "category": "MLOps & Data Science"
-      },
-      {
-        "url": "https://github.com/mikeroyal/Kubernetes-Guide/blob/main/README.md",
-        "title": "==mikeroyal/Kubernetes-Guide: Machine Learning== 🌟",
-        "date": "2026-06-18",
-        "stars": 4,
-        "impact": "high",
-        "why": "A comprehensive reference manual mapping the landscape of running machine learning workloads on Kubernetes. Aggregates configurations, installation commands, and architecture diagrams for tooling acro",
-        "category": "MLOps & Data Science"
-      },
-      {
-        "url": "https://github.com/aimhubio/aim",
-        "title": "github.com/aimhubio/aim",
-        "date": "2026-06-13",
-        "stars": 4,
-        "impact": "high",
-        "why": "Aim is an open-source, highly responsive experiment tracking and visualization dashboard for machine learning. It provides a robust query language and a user-friendly UI to compare thousands of metric",
-        "category": "MLOps & Data Science"
-      },
-      {
-        "url": "https://engineering.fb.com/2026/05/26/ml-applications/silvertorch-index-as-model-new-retrieval-paradigm-recommendation-systems",
-        "title": "SilverTorch: Index as Model β€” A New Retrieval Paradigm for Recommendation Systems",
-        "date": "2026-06-02",
-        "stars": 4,
-        "impact": "high",
-        "why": "Meta's SilverTorch architecture redefines recommendation engines by consolidating vector retrieval, filtering, and scoring into a unified, GPU-optimized PyTorch model. Historically, recommendation pip",
-        "category": "MLOps & Data Science"
-      },
-      {
-        "url": "https://github.com/XuehaiPan/nvitop",
-        "title": "==github.com/XuehaiPan/nvitop== 🌟",
-        "date": "2026-05-25",
-        "stars": 4,
-        "impact": "high",
-        "why": "An interactive, terminal-based GPU monitoring tool that acts as a modern replacement for nvidia-smi. It provides real-time tracking of GPU resource consumption, memory configurations, process owners, ",
-        "category": "MLOps & Data Science"
-      },
-      {
-        "url": "https://github.com/tensorchord/envd",
-        "title": "tensorchord/envd: Reproducible development environment for AI/ML 🌟",
-        "date": "2026-05-21",
-        "stars": 3,
-        "impact": "medium",
-        "why": "An innovative local development environment generator for ML engineering. Envd translates Python declarations into isolated container definitions, ensuring high reproducibility for CUDA packages, pip ",
-        "category": "MLOps & Data Science"
-      }
-    ],
-    "OpenShift / Red Hat": [
-      {
-        "url": "https://developers.redhat.com/developer-sandbox",
-        "title": "Developer Sandbox",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "Provides immediate, zero-cost developer access to an active, shared OpenShift cluster environment pre-populated with cloud-native tooling. Eliminates complex infrastructure bootstrapping for developer",
-        "category": "OpenShift / Red Hat"
-      },
-      {
-        "url": "https://www.rancher.academy",
-        "title": "Rancher Academy 🌟",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "Official educational platform providing comprehensive training, labs, and certification programs for SUSE Rancher, K3s, and global multi-cluster enterprise deployments. Guides practitioners through st",
-        "category": "OpenShift / Red Hat"
-      },
-      {
-        "url": "https://docs.redhat.com/en/documentation/openshift_container_platform/4.22",
-        "title": "OpenShift 4 documentation 🌟",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "Official enterprise-grade documentation for Red Hat OpenShift Container Platform. Provides comprehensive architectural guidelines, deployment patterns, security policies, and cluster lifecycle managem",
-        "category": "OpenShift / Red Hat"
-      },
-      {
-        "url": "https://developers.redhat.com",
-        "title": "developers.redhat.com 🌟",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "Red Hat's dedicated developer portal providing comprehensive access to tools, sandboxes, and cloud-native frameworks like Quarkus and Spring on Kubernetes. It bridges the gap between raw cluster endpo",
-        "category": "OpenShift / Red Hat"
-      },
-      {
-        "url": "https://github.com/openshift/installer",
-        "title": "github.com/openshift/installer openshift installer 🌟",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official repository hosting the OpenShift Installer engine (IPI/UPI), which handles automated platform provisioning on major hypervisors and public clouds. Generates ignition files, configures boo",
-        "category": "OpenShift / Red Hat"
-      },
-      {
-        "url": "https://github.com/openshift/installer/blob/main/docs/user/aws/README.md",
-        "title": "AWS Account Set Up 🌟",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "This repository guide outlines the specific IAM policies, resource quotas, Route53 configurations, and networking permissions required to install OpenShift on AWS using the native installer-provisione",
-        "category": "OpenShift / Red Hat"
-      },
-      {
-        "url": "https://github.com/openshift/hypershift",
-        "title": "github.com/openshift/hypershift: HyperShift",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "HyperShift decouples the OpenShift control plane from the infrastructure, hosting it as standard containerized workloads within a central management cluster. This architecture enables lightning-fast p",
-        "category": "OpenShift / Red Hat"
-      },
-      {
-        "url": "https://github.com/openshift/origin",
-        "title": "github.com/openshift/origin 🌟",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "Core open-source repository for OKD (formerly OpenShift Origin), representing the upstream Kubernetes community distribution of OpenShift. Consists of cluster installation systems, APIs, and operators",
-        "category": "OpenShift / Red Hat"
-      },
-      {
-        "url": "https://github.com/openshift/origin/tree/main/examples/jenkins/pipeline",
-        "title": "github - using jenkins pipelines with OKD",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "Repository detailing baseline code configurations, sample pipelines, and deployment manifests engineered to execute scripted Jenkins procedures inside early versions of the OKD community container pla",
-        "category": "OpenShift / Red Hat"
-      },
-      {
-        "url": "https://github.com/quay/quay",
-        "title": "GitHub Quay (OSS)",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "Project Quay is the open-source upstream version of Red Hat Quay, providing a highly scalable container registry designed for cloud-native infrastructure. It features multi-tenancy, geo-replication, a",
-        "category": "OpenShift / Red Hat"
-      }
-    ],
-    "GCP, OCI & Others": [
-      {
-        "url": "https://github.com/GoogleCloudPlatform/k8s-config-connector",
-        "title": "github.com/GoogleCloudPlatform/k8s-config-connector: GCP Config Connector",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Config Connector is a Kubernetes Custom Resource Definition (CRD) controller that allows operators to manage Google Cloud resources natively as if they were standard Kubernetes objects. It bridges Git",
-        "category": "GCP, OCI & Others"
-      },
-      {
-        "url": "https://github.com/GoogleCloudPlatform/buildpacks",
-        "title": "Google Cloud Buildpacks",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "An open-source implementation of Cloud Native Buildpacks optimized for GCP runtimes. It automatically transforms source code into production-ready, secured OCI container images without requiring custo",
-        "category": "GCP, OCI & Others"
-      },
-      {
-        "url": "https://github.com/GoogleCloudPlatform/cloud-code-samples",
-        "title": "github.com/GoogleCloudPlatform/cloud-code-samples 🌟",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "Curated templates and setup workflows targeting GCP's Cloud Code extension. Helps developers structure containerized services locally before auto-deploying to Google Kubernetes Engine (GKE).",
-        "category": "GCP, OCI & Others"
-      },
-      {
-        "url": "https://github.com/oracle",
-        "title": "github.com/oracle",
-        "date": "2026-05-17",
-        "stars": 5,
-        "impact": "high",
-        "why": "The main open-source hub hosting Oracle's cloud-native integrations, including the OCI Cloud Controller Manager (CCM) and CSI storage plugins. These modules enable standard cloud interactions and dyna",
-        "category": "GCP, OCI & Others"
-      },
-      {
-        "url": "https://developer.android.com/develop/xr/catalyst",
-        "title": "Android XR Developer Catalyst Program",
-        "date": "2026-06-02",
-        "stars": 4,
-        "impact": "high",
-        "why": "The landing page for Google's Android XR Developer Catalyst Program, which empowers developers to build spatial computing and immersive experiences for wired XR glasses (such as XREAL's Project Aura) ",
-        "category": "GCP, OCI & Others"
-      },
-      {
-        "url": "https://cloud.google.com/products",
-        "title": "googlecloudcheatsheet.withgoogle.com: Google Cloud Developer cheat sheet",
-        "date": "2026-06-01",
-        "stars": 4,
-        "impact": "high",
-        "why": "Google's official product portal mapping its enterprise suite of cloud computing, data analytics, and machine learning services. Serves as a primary reference for system architects evaluating Google's",
-        "category": "GCP, OCI & Others"
-      },
-      {
-        "url": "https://hub.docker.com/_/websphere-liberty",
-        "title": "DockerHub: websphere-liberty",
-        "date": "2026-06-01",
-        "stars": 4,
-        "impact": "high",
-        "why": "The official WebSphere Liberty image on Docker Hub, providing a highly optimized cloud-native runtime designed for Java EE and MicroProfile. Live Grounding emphasizes its value for enterprise applicat",
-        "category": "GCP, OCI & Others"
-      },
-      {
-        "url": "https://openliberty.io",
-        "title": "openliberty.io",
-        "date": "2026-06-01",
-        "stars": 4,
-        "impact": "high",
-        "why": "The project portal for Open Liberty, IBM's open-source, highly modular Java runtime designed for microservices and cloud-native applications. Live Grounding highlights its performance, dynamic reloadi",
-        "category": "GCP, OCI & Others"
-      },
-      {
-        "url": "https://www.ibm.com/solutions/cloud",
-        "title": "IBM Cloud",
-        "date": "2026-06-01",
-        "stars": 4,
-        "impact": "high",
-        "why": "The business and technical portal for IBM Cloud. Live Grounding highlights its specialization in enterprise hybrid-cloud, secure financial cloud environments, and deep integration with Red Hat OpenShi",
-        "category": "GCP, OCI & Others"
-      },
-      {
-        "url": "https://github.com/openliberty",
-        "title": "github.com/openliberty",
-        "date": "2026-05-17",
-        "stars": 4,
-        "impact": "high",
-        "why": "The primary GitHub hub containing repositories for Open Liberty, hosting its core runtime, tooling, and integrations. Live Grounding shows a highly collaborative community pushing frequent optimizatio",
-        "category": "GCP, OCI & Others"
-      }
-    ],
-    "Containers & Runtime": [
-      {
-        "url": "https://docs.jfrog.com",
-        "title": "jfrog.com: Kubernetes Helm Chart Repositories 🌟",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Enterprise guide to leveraging JFrog Artifactory as a secure, high-availability Helm chart repository. Covers repository layout, role-based access control, package versioning, and integration with Kub",
-        "category": "Containers & Runtime"
-      },
-      {
-        "url": "https://docs.docker.com/build",
-        "title": "buildkit",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Docker's next-generation container image building engine, designed to replace the legacy builder. It introduces high-performance features including concurrent stage execution, efficient caching via im",
-        "category": "Containers & Runtime"
-      },
-      {
-        "url": "https://github.com/cert-manager/cert-manager",
-        "title": "==cert-manager/cert-manager==",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Consolidated record of the cert-manager repository, automating certificate lifecycles to guarantee encrypted transport paths between internal microservice runtimes.",
-        "category": "Containers & Runtime"
-      },
-      {
-        "url": "https://github.com/containerd/containerd",
-        "title": "containerd - An open and reliable container runtime",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "containerd is an industry-standard container runtime designed to be embedded into larger systems like Kubernetes. Following the deprecation of Docker's native runtime engine in Kubernetes, containerd ",
-        "category": "Containers & Runtime"
-      },
-      {
-        "url": "https://github.com/containers/conmon",
-        "title": "Conmon",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "An essential, daemonless container monitor written in C, used primarily by Podman and CRI-O. Conmon supervises container lifecycles, capturing standard output/error streams, tracking exit codes, and m",
-        "category": "Containers & Runtime"
-      },
-      {
-        "url": "https://github.com/opencontainers/runc",
-        "title": "runc",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "The canonical, low-level container runtime engine built in compliance with the OCI specification. Originally contributed by Docker, runc directly spawns and runs containers on Linux by interfacing wit",
-        "category": "Containers & Runtime"
-      },
-      {
-        "url": "https://github.com/uber/kraken",
-        "title": "uber/kraken",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "Uber's peer-to-peer (P2P) Docker registry designed for ultra-high-throughput image distribution in highly distributed, large-scale container cluster environments. Real-world grounding shows this proje",
-        "category": "Containers & Runtime"
-      },
-      {
-        "url": "https://github.com/docker/build-push-action",
-        "title": "**GitHub build-push-action**",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "The industry standard GitHub Action for building and pushing container images. Supports Docker Buildx, multi-platform builds, cache importing/exporting configurations, and native OCI-compliant registr",
-        "category": "Containers & Runtime"
-      },
-      {
-        "url": "https://github.com/hadolint/hadolint",
-        "title": "==hadolint/hadolint: Haskell Dockerfile Linter==",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "Hadolint is a Haskell-based linter that parses Dockerfiles and validates them against container best practices and Shellcheck rules. It ensures developers avoid common pitfalls such as running as root",
-        "category": "Containers & Runtime"
-      },
-      {
-        "url": "https://github.com/stepchowfun/docuum",
-        "title": "stepchowfun/docuum: Docuum: LRU eviction of Docker images 🌟",
-        "date": "2026-06-09",
-        "stars": 5,
-        "impact": "high",
-        "why": "Docuum is a robust, Rust-based daemon designed to run on container hosts to execute Least Recently Used (LRU) image eviction. When host disk usage exceeds a defined threshold, Docuum safely removes in",
-        "category": "Containers & Runtime"
-      }
-    ],
-    "Networking & Service Mesh": [
-      {
-        "url": "https://github.com/istio/tools/blob/master/perf/README.md",
-        "title": "Istio Performance/Stability Testing",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official benchmark suite for evaluating Istio control plane and data plane performance. Platform engineers use this suite to run stress tests, measure sidecar latency injection, and detect potenti",
-        "category": "Networking & Service Mesh"
-      },
-      {
-        "url": "https://github.com/envoyproxy/gateway",
-        "title": "Envoy Gateway",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official Envoy Gateway project aimed at unifying ingress controller configurations using the Kubernetes Gateway API. Simplifies managing edge proxy deployments, routing rules, TLS terminations, an",
-        "category": "Networking & Service Mesh"
-      },
-      {
-        "url": "https://github.com/netbox-community/netbox",
-        "title": "NetBox IPAM 🌟",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "The leading open-source IP Address Management (IPAM) and Data Center Infrastructure Management (DCIM) database. Built on Django and PostgreSQL, it serves as the programmable hardware and IP single-sou",
-        "category": "Networking & Service Mesh"
-      },
-      {
-        "url": "https://github.com/kubernetes/enhancements",
-        "title": "NodeLocal DNSCache",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "The Kubernetes Enhancement Proposal (KEP) and repository code outlining the deployment of a local DNS caching agent on each node. Running as a DaemonSet, NodeLocal DNSCache intercepts queries at a loc",
-        "category": "Networking & Service Mesh"
-      },
-      {
-        "url": "https://github.com/istio/istio",
-        "title": "github.com: Istio",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Main repository containing Istio's unified control plane (Istiod) and orchestration engines. Configures secure high-performance Envoy proxies as sidecars (or in ambient mode) to manage ingress, egress",
-        "category": "Networking & Service Mesh"
-      },
-      {
-        "url": "https://github.com/kiali/kiali",
-        "title": "github.com: kiali",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "The source repository for Kiali, an indispensable observability dashboard. Provides real-time interactive topologies, configuration validation, and native wizard-based creations of complex traffic rou",
-        "category": "Networking & Service Mesh"
-      },
-      {
-        "url": "https://github.com/maistra/istio",
-        "title": "github.com: Maistra Istio",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official GitHub repository for Maistra's modified Istio control plane code. Optimized for multi-tenancy support, advanced security policies, and tight integration within OpenShift environments.",
-        "category": "Networking & Service Mesh"
-      },
-      {
-        "url": "https://github.com/flannel-io/flannel",
-        "title": "Flannel",
-        "date": "2026-06-08",
-        "stars": 5,
-        "impact": "high",
-        "why": "A highly stable, lightweight Layer 3 overlay CNI fabric designed specifically for simplified Kubernetes installations. It provisions a simple local agent on each cluster node to manage subnet allocati",
-        "category": "Networking & Service Mesh"
-      },
-      {
-        "url": "https://linkerd.io",
-        "title": "Linkerd",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "The ultra-lightweight, CNCF-graduated Linkerd service mesh. Built on a custom Rust data-plane proxy, it delivers security (automatic mTLS), latency optimization, and traffic management with minimal CP",
-        "category": "Networking & Service Mesh"
-      },
-      {
-        "url": "https://memcached.org",
-        "title": "memcached.org",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "An industry-standard distributed memory object caching system designed for extreme performance and simplicity. Utilizing multi-threaded slab allocation, Memcached continues to serve as the default hig",
-        "category": "Networking & Service Mesh"
-      }
-    ],
-    "AWS": [
-      {
-        "url": "https://github.com/aidansteele/secretsctx",
-        "title": "aidansteele/secretsctx",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "A Go-based runtime library designed to inject dynamic secrets from external storage layers directly into context-aware serverless pipelines. By managing runtime secret validation outside main configur",
-        "category": "AWS"
-      },
-      {
-        "url": "https://github.com/andrewpuch/nagios_setup",
-        "title": "github: Steps I used to install Nagios in the cloud",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "A historical walkthrough illustrating legacy installations of the Nagios monitoring framework inside static virtual instances. Outlines core process definitions, alerting rules, and manual configurati",
-        "category": "AWS"
-      },
-      {
-        "url": "https://github.com/awslabs/assisted-log-enabler-for-aws",
-        "title": "github.com/awslabs/assisted-log-enabler-for-aws: Assisted Log Enabler -' Find resources that are not logging, and turn them on",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "An AWS Labs community-focused repository offering automation scripts to identify resource endpoints that lack active logging and programmatically enable auditing (e.g., S3 server access logging, VPC F",
-        "category": "AWS"
-      },
-      {
-        "url": "https://github.com/awslabs/aws-cloudsaga",
-        "title": "==awslabs/aws-cloudsaga: AWS CloudSaga - Simulate security events in AWS==",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "AWS CloudSaga is an open-source tool developed by AWS to simulate security events and malicious activity directly inside your AWS environment. It enables security operations teams to validate detectio",
-        "category": "AWS"
-      },
-      {
-        "url": "https://github.com/ceph/ceph",
-        "title": "Ceph: A Distributed Object, Block, and File Storage Platform",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "An enterprise-grade, highly scalable distributed storage ecosystem providing object, block, and file system storage on a single unified cluster. Widely adopted as the primary storage layer backing clo",
-        "category": "AWS"
-      },
-      {
-        "url": "https://github.com/ministryofjustice/modernisation-platform/tree/main/architecture-decision-record",
-        "title": "==github.com/ministryofjustice: Modernisation Platform - Architecture Decisions==",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "The public collection of Architecture Decision Records (ADRs) from the UK Ministry of Justice Modernisation Platform. This serves as a key reference for cloud governance, public sector IT standards, a",
-        "category": "AWS"
-      },
-      {
-        "url": "https://github.com/infrahouse/infrahouse-toolkit",
-        "title": "github.com/infrahouse/infrahouse-toolkit",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "The Infrahouse Toolkit provides operational automation helpers specifically engineered to simplify AWS infrastructure deployment pipelines. It streamlines actions such as dynamic DNS configurations, i",
-        "category": "AWS"
-      },
-      {
-        "url": "https://aws.amazon.com/backup",
-        "title": "AWS Backup Service",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "The main technical portal for AWS Backup, a fully managed backup hub that centralizes and automates data protection across various AWS services. Live Grounding affirms AWS Backup as the primary enterp",
-        "category": "AWS"
-      },
-      {
-        "url": "https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_ReadRepl.html",
-        "title": "Working with PostgreSQL, MySQL, and MariaDB Read Replicas - Amazon",
-        "date": "2026-05-17",
-        "stars": 5,
-        "impact": "high",
-        "why": "Exhaustive official guide detailing the design, limits, and monitoring of read-replicas for open-source engines in AWS RDS. Covers cross-region replication strategies and promoting a replica to master",
-        "category": "AWS"
-      },
-      {
-        "url": "https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_VPC.WorkingWithRDSInstanceinaVPC.html",
-        "title": "Working with an Amazon RDS DB Instance in a VPC",
-        "date": "2026-05-17",
-        "stars": 5,
-        "impact": "high",
-        "why": "The foundational AWS RDS VPC networking architecture reference. Analyzes subnet group designations, public versus private access configurations, and network isolation topologies for secure DB hosting.",
-        "category": "AWS"
-      }
-    ],
-    "Security & Compliance": [
-      {
-        "url": "https://github.com/policy-hub/policy-hub-cli",
-        "title": "PolicyHub CLI, a CLI tool that makes Rego policies searchable 🌟",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "A lightweight command-line utility engineered to improve discoverability and usability of Rego-based policies. This tool parses and indexes shared policy repositories, enabling infrastructure and plat",
-        "category": "Security & Compliance"
-      },
-      {
-        "url": "https://www.tigera.io/project-calico",
-        "title": "Project Calico 🌟",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "Curator Insight flags Calico as an industry-standard networking engine. Live Grounding reviews its implementation of eBPF and standard Linux iptables routing schemes to enforce high-performance networ",
-        "category": "Security & Compliance"
-      },
-      {
-        "url": "https://github.com/cilium/tetragon",
-        "title": "Tetragon (Cilium)",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "An eBPF-powered security observability and runtime enforcement platform. It monitors and blocks system events at the kernel level, providing granular process execution, network activity, and file syst",
-        "category": "Security & Compliance"
-      },
-      {
-        "url": "https://github.com/kubernetes/kubernetes/issues/126811",
-        "title": "A Kyverno policy to block custom snippet configurations for Kubernetes Nginx ingress (CVE-2021-25742",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "A critical Kyverno security policy designed to block custom Nginx Ingress snippet configurations, preventing exploitation of CVE-2021-25742. Demonstrates the practical power of declarative security ru",
-        "category": "Security & Compliance"
-      },
-      {
-        "url": "https://github.com/goauthentik/authentik",
-        "title": "github.com/goauthentik/authentik",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "authentik is an open-source identity infrastructure built to provide modern Single Sign-On (SSO), Multi-Factor Authentication (MFA), and fine-grained user access rules. It integrates with Kubernetes d",
-        "category": "Security & Compliance"
-      },
-      {
-        "url": "https://github.com/kyverno/policy-reporter",
-        "title": "Policy Reporter 🌟",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "A CNCF-recognized dashboard and reporter engineered to capture, aggregate, and visualize policy violations (like Kyverno or OPA findings) inside Kubernetes clusters. Converts abstract policy status re",
-        "category": "Security & Compliance"
-      },
-      {
-        "url": "https://github.com/getsops/sops",
-        "title": "sops: Simple and flexible tool for managing secrets 🌟",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "An essential open-source tool for file-level encryption inside configuration management pipelines. SOPS supports partial file encryption for formats like YAML, JSON, and ENV, integrating natively with",
-        "category": "Security & Compliance"
-      },
-      {
-        "url": "https://github.com/cert-manager/approver-policy",
-        "title": "github.com/cert-manager: Policy Approver",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "The cert-manager approver-policy extension code repository. Intercepts CertificateRequest resources before submission, evaluating requested commonNames, SANs, and key constraints against user-defined ",
-        "category": "Security & Compliance"
-      },
-      {
-        "url": "https://github.com/pomerium/pomerium",
-        "title": "Pomerium",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "Pomerium acts as an identity-aware, security-oriented context reverse proxy designed to establish robust Zero Trust access policies without relying on client-side VPN installations. It integrates with",
-        "category": "Security & Compliance"
-      },
-      {
-        "url": "https://github.com/prowler-cloud/prowler",
-        "title": "==github.com/prowler-cloud/prowler== 🌟🌟",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "An industry-standard tool for Cloud Security Posture Management (CSPM). It systematically audits multi-cloud infrastructures against CIS benchmarks, GDPR, and PCI-DSS rules, outputting detailed securi",
-        "category": "Security & Compliance"
-      }
-    ],
-    "Architecture & Microservices": [
-      {
-        "url": "https://github.com/magnologan/awesome-k8s-security",
-        "title": "magnologan/awesome-k8s-security: Awesome Kubernetes (K8s) Security 🌟",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "A premier directory indexing specialized Kubernetes security packages, scanners, CVE logs, and hardening guides. It collects key scanning tools such as Falco, Trivy, and Polaris, helping cloud complia",
-        "category": "Architecture & Microservices"
-      },
-      {
-        "url": "https://github.com/jk8s/awesome-kubernetes",
-        "title": "@jk8s' Awesome Kubernetes",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "A dedicated directory listing specialized Kubernetes tools, packages, and frameworks. This resource collection focuses on developer productivity tools, testing utilities, and monitoring wrappers to op",
-        "category": "Architecture & Microservices"
-      },
-      {
-        "url": "https://github.com/mikeroyal/Kubernetes-Guide",
-        "title": "==mikeroyal/Kubernetes-Guide: Kubernetes Guide== 🌟",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "A massive educational directory covering basic components, intermediate networking, storage, and advanced Kubernetes configurations. Offers structured developer pathways and hypervisor setup instructi",
-        "category": "Architecture & Microservices"
-      },
-      {
-        "url": "https://github.com/atinfo/awesome-test-automation",
-        "title": "Awesome Test Automation",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "An extensive curated directory compiling top-tier testing tools, frameworks, and continuous validation resources. Features directories for end-to-end web tests, load injection suites, API contract tes",
-        "category": "Architecture & Microservices"
-      },
-      {
-        "url": "https://github.com/ksoclabs/awesome-kubernetes-security",
-        "title": "==ksoclabs/awesome-kubernetes-security== 🌟",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "An expert-level compilation of Kubernetes security tools, vulnerability papers, threat simulations, and posture management (KSPM) frameworks. Ideal for penetration testers and cloud security engineers",
-        "category": "Architecture & Microservices"
-      },
-      {
-        "url": "https://github.com/joseadanof/awesome-cloudnative-trainings",
-        "title": "github.com/joseadanof: Awesome Cloud Native Trainings",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "A thoroughly organized directory cataloging cloud-native certifications (CKA, CKAD, CKS), training centers, and open labs. Extremely useful for platform engineering managers designing structured learn",
-        "category": "Architecture & Microservices"
-      },
-      {
-        "url": "https://nubenetes.com/terraform",
-        "title": "Terraform Kubernetes Boilerplates 🌟",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "A library of enterprise-stable Terraform templates configured specifically for modern Kubernetes environments (EKS, GKE, AKS). Includes pre-tested infrastructure specifications for VPC topologies, pri",
-        "category": "Architecture & Microservices"
-      },
-      {
-        "url": "https://github.com/veggiemonk/awesome-docker",
-        "title": "Awesome Docker 🌟",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "The premier community directory compiling top-tier runtimes, base images, build extensions, registries, and runtime protection systems. An indispensable reference manual for Cloud Native architects.",
-        "category": "Architecture & Microservices"
-      },
-      {
-        "url": "https://github.com/PatrickJS/awesome-angular",
-        "title": "Awesome Angular",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "A comprehensive curated collection of modules, state management patterns (NgRx), and testing pipelines for the Angular framework. Primarily useful for frontend web development teams constructing large",
-        "category": "Architecture & Microservices"
-      },
-      {
-        "url": "https://github.com/kubernetes/community/tree/main/icons",
-        "title": "github.com/kubernetes: Kubernetes Icons Set",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official CNCF-maintained Kubernetes graphic catalog containing SVGs and PNGs representing key system objects like Pods, Services, Deployments, ingress, and Custom Resources. Vital for creating hig",
-        "category": "Architecture & Microservices"
-      }
-    ],
-    "Platform Engineering & DevEx": [
-      {
-        "url": "https://github.com/apache/apisix",
-        "title": "apisix",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "Apache APISIX is a high-performance, dynamic cloud-native API gateway built on Nginx and OpenResty. It provides dynamic routing, active health checking, security protection, and telemetry integration,",
-        "category": "Platform Engineering & DevEx"
-      },
-      {
-        "url": "https://github.com/Azure/draft",
-        "title": "==Azure/Draft== 🌟",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "Azure Draft simplifies early-stage developer onboarding onto Kubernetes. By scanning source code directories, it automatically generates containerization assets including Dockerfiles, Kubernetes manif",
-        "category": "Platform Engineering & DevEx"
-      },
-      {
-        "url": "https://backstage.io",
-        "title": "Backstage Developer Portal:",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "Created by Spotify and donated to the CNCF, Backstage is an open-source framework for building internal developer portals. It unifies infrastructure tooling, services, and documentation under a single",
-        "category": "Platform Engineering & DevEx"
-      },
-      {
-        "url": "https://developer.android.com",
-        "title": "developer.android.com",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "Google's official portal containing documentation, API reference guides, and system architectures for Android app development. It is the primary ecosystem hub for designing mobile client interactions,",
-        "category": "Platform Engineering & DevEx"
-      },
-      {
-        "url": "https://developer.apple.com",
-        "title": "developer.apple.com",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "Apple's developer resources hub, providing SDK documentation, SwiftUI design frameworks, and distribution guidelines. The platform provides fundamental patterns for building client-side integrations w",
-        "category": "Platform Engineering & DevEx"
-      },
-      {
-        "url": "https://spring.io/projects/spring-cloud-gateway",
-        "title": "Spring Cloud Gateway",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "Spring Cloud Gateway provides an API routing mechanism built on Spring WebFlux and Project Reactor. Ideal for Java and Spring Boot microservice architectures, it facilitates non-blocking, reactive tra",
-        "category": "Platform Engineering & DevEx"
-      },
-      {
-        "url": "https://www.krakend.io",
-        "title": "KrakenD: The fastest API gateway comes with true linear scalability 🌟",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "KrakenD is an enterprise-ready, open-source API Gateway engineered for linear scalability and ultra-high performance. By utilizing a stateless execution model, it avoids the overhead of internal datab",
-        "category": "Platform Engineering & DevEx"
-      },
-      {
-        "url": "https://github.com/Ileriayo/markdown-badges",
-        "title": "github.com/Ileriayo/markdown-badges: Markdown Badges",
-        "date": "2026-05-22",
-        "stars": 5,
-        "impact": "high",
-        "why": "A massive curated catalog of dynamic, consistent, and beautiful SVG shields and badges for GitHub repositories. It supports a wide array of languages, frameworks, cloud providers, and developer tools.",
-        "category": "Platform Engineering & DevEx"
-      },
-      {
-        "url": "https://github.com/adam-p/markdown-here/wiki/Markdown-Cheatsheet",
-        "title": "Markdown Cheat Sheet 4",
-        "date": "2025-08-22",
-        "stars": 5,
-        "impact": "high",
-        "why": "One of the most starred and utilized Markdown references on GitHub. Curator Insight emphasizes its extreme offline utility. Live Grounding validates its legacy status as the primary standard for forma",
-        "category": "Platform Engineering & DevEx"
-      },
-      {
-        "url": "https://developers.google.com/profile/u/me/dashboard",
-        "title": "Google Developers Profile Dashboard",
-        "date": "2026-06-02",
-        "stars": 4,
-        "impact": "high",
-        "why": "An enterprise portal centralizing developer badges, certification pathways, and continuous education tracks for Google architectures. Allows developers to monitor personalized progress in platform-spe",
-        "category": "Platform Engineering & DevEx"
-      }
-    ],
-    "FinOps & Cloud Cost": [
-      {
-        "url": "https://calculator.aws",
-        "title": "calculator.aws: AWS Total Cost of Ownership (TCO) Calculators",
-        "date": "2026-05-17",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official pricing modeling platform for AWS cloud architectures. Empowers engineers to compute operational expenses and model total cost of ownership forecasts before initiating system builds.",
-        "category": "FinOps & Cloud Cost"
-      },
-      {
-        "url": "https://cast.ai/blog/keep-your-aws-kubernetes-costs-in-check-with-intelligent-allocation",
-        "title": "cast.ai: Keep your AWS Kubernetes costs in check with intelligent allocation' (EKS)",
-        "date": "2026-05-17",
-        "stars": 5,
-        "impact": "high",
-        "why": "Explores Kubernetes resource provisioning on EKS using automated container allocations. Offers strategies to prevent container-level over-provisioning and dynamically handle node scaling tasks to curb",
-        "category": "FinOps & Cloud Cost"
-      },
-      {
-        "url": "https://aws.amazon.com/blogs/mt/visualize-and-gain-insights-into-your-aws-cost-and-usage-with-cloud-intelligence-dashboards-using-amazon-quicksight",
-        "title": "Visualize and gain insights into your AWS cost and usage with Cloud Intelligence Dashboards and CUDOS using Amazon QuickSight",
-        "date": "2026-05-17",
-        "stars": 5,
-        "impact": "high",
-        "why": "Guide to building operational cost dashboards via AWS CUDOS and Amazon QuickSight. Translates complex billing files into detailed visualizations tracking anomalous expenditure patterns in real time.",
-        "category": "FinOps & Cloud Cost"
-      },
-      {
-        "url": "https://github.com/mivano/azure-cost-cli",
-        "title": "==github.com/mivano/azure-cost-cli==",
-        "date": "2026-06-08",
-        "stars": 4,
-        "impact": "high",
-        "why": "Focuses on tag-based cost-querying using the `azure-cost-cli` tool. Explains how to extract billing data grouped by tags to simplify chargeback allocations and identify untagged resources.",
-        "category": "FinOps & Cloud Cost"
-      },
-      {
-        "url": "https://www.businessinsider.com/uber-coo-andrew-macdonald-ai-token-spending-harder-justify-2026-5",
-        "title": "Uber's COO Says It's Getting Harder to Justify the Money Spent on AI",
-        "date": "2026-06-02",
-        "stars": 4,
-        "impact": "high",
-        "why": "This analytical piece covers the emerging industry backlash against unchecked corporate 'tokenmaxxing' and AI expenditure, centered on remarks by Uber's COO Andrew Macdonald. It examines the operation",
-        "category": "FinOps & Cloud Cost"
-      },
-      {
-        "url": "https://aws.amazon.com/blogs/storage/manage-amazon-s3-storage-costs-granularly-and-at-scale-using-s3-intelligent-tiering",
-        "title": "Manage Amazon S3 storage costs granularly and at scale using S3 Intelligent-Tiering",
-        "date": "2026-05-17",
-        "stars": 4,
-        "impact": "high",
-        "why": "Details how S3 Intelligent-Tiering minimizes administration tasks by automating object data migration. Moves records between active and archival tiers based on individual file lifecycle events.",
-        "category": "FinOps & Cloud Cost"
-      },
-      {
-        "url": "https://www.freecodecamp.org/news/cost-optimization-in-aws",
-        "title": "freecodecamp.org: How to Optimize your AWS Cloud Architecture Costs",
-        "date": "2026-05-17",
-        "stars": 4,
-        "impact": "high",
-        "why": "An extensive blueprint targeting cost optimization on AWS. Elaborates on compute rightsizing, orchestrating managed storage lifecycles, and identifying idle infrastructure configurations to lower over",
-        "category": "FinOps & Cloud Cost"
-      },
-      {
-        "url": "https://www.infoq.com/news/2020/09/aws-ec2-t4g-instances",
-        "title": "infoq.com: AWS Launches Low-Cost Burstable T4g Instances Powered by AWS' Graviton2",
-        "date": "2026-05-17",
-        "stars": 4,
-        "impact": "high",
-        "why": "Discusses the deployment of ARM64 Graviton2-powered burstable T4g instances on AWS. Outlines the raw price-to-performance value, noting up to 40% improvements over comparable x86-based environments.",
-        "category": "FinOps & Cloud Cost"
-      },
-      {
-        "url": "https://aws.amazon.com/es/blogs/aws/amazon-s3-glacier-price-reduction",
-        "title": "aws.amazon.com: Amazon S3 Glacier Price Reduction",
-        "date": "2026-05-17",
-        "stars": 4,
-        "impact": "high",
-        "why": "Analyses structural price reductions on S3 Glacier archiving solutions. Evaluates its architectural impact for enterprises storing high-volume data lakes and maintaining long-term historical complianc",
-        "category": "FinOps & Cloud Cost"
-      },
-      {
-        "url": "https://www.infoq.com/news/2021/03/aws-efs-one-zone-storage-classes",
-        "title": "infoq.com: AWS Announces Lower Cost Storage Classes for Amazon Elastic File' System",
-        "date": "2026-05-17",
-        "stars": 4,
-        "impact": "high",
-        "why": "Introduces the Amazon Elastic File System (EFS) One Zone storage class, offering cost-optimized options for shared storage. Cuts storage expenses by up to 47% compared to regional replication variants",
-        "category": "FinOps & Cloud Cost"
-      }
-    ],
-    "Virtualization & Private Cloud": [
-      {
-        "url": "https://github.com/kubernetes-sigs/kubespray",
-        "title": "**Kubespray**",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "The industry standard Ansible automation framework for deploying enterprise-ready, production-grade clusters. Combining Kubeadm with highly flexible, battle-tested playbooks, it handles network policy",
-        "category": "Virtualization & Private Cloud"
-      },
-      {
-        "url": "https://github.com/kubernetes/kops",
-        "title": "GitHub: Kubernetes Cluster with Kops",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Kubernetes Operations (kops) is a production-grade orchestration tool designed to configure, scale, and manage highly available clusters on public cloud environments. Its declarative structure manages",
-        "category": "Virtualization & Private Cloud"
-      },
-      {
-        "url": "https://github.com/k0sproject/k0s",
-        "title": "K0s - Zero Friction Kubernetes",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official open-source repository for the k0s Kubernetes distribution. Features active enterprise-grade developer tracks, offering built-in advanced networking plugins (Calico CNI, Kube-router), sup",
-        "category": "Virtualization & Private Cloud"
-      },
-      {
-        "url": "https://github.com/zarf-dev/zarf",
-        "title": "defenseunicorns/zarf",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "A highly resilient developer tool designed by Defense Unicorns to package, deploy, and manage Kubernetes clusters and cloud-native applications in strictly air-gapped, offline, or secure zero-trust en",
-        "category": "Virtualization & Private Cloud"
-      },
-      {
-        "url": "https://github.com/electrocucaracha/krd",
-        "title": "krd",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "The Kubernetes Reference Deployment (KRD) leverages Ansible playbooks and shell scripts to automate multi-node cluster provisioning with advanced network architectures, hardware acceleration (SR-IOV),",
-        "category": "Virtualization & Private Cloud"
-      },
-      {
-        "url": "https://github.com/poseidon/typhoon",
-        "title": "poseidon/typhoon",
-        "date": "2026-06-08",
-        "stars": 5,
-        "impact": "high",
-        "why": "Typhoon is a minimalist, secure, and performant bare-metal and multi-cloud Kubernetes distribution built entirely with Terraform. It bootstraps standard, upstream CNCF-compliant Kubernetes onto Flatca",
-        "category": "Virtualization & Private Cloud"
-      },
-      {
-        "url": "https://github.com/xiaods/k8e",
-        "title": "xiaods/k8e",
-        "date": "2026-06-06",
-        "stars": 5,
-        "impact": "high",
-        "why": "A lightweight Kubernetes distribution (k8e, standing for \"k8s easy\") modeled after K3s but strictly adhering to standard upstream components. It is tailored for low-resource edge architectures, CI env",
-        "category": "Virtualization & Private Cloud"
-      },
-      {
-        "url": "https://github.com/kubernetes/kubeadm",
-        "title": "Kubernetes Cluster with **Kubeadm**",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "The standard bootstrapping engine for establishing conformant clusters, maintained by Kubernetes SIG-Cluster-Lifecycle. It abstracts certificate generation, etcd cluster building, and node onboarding ",
-        "category": "Virtualization & Private Cloud"
-      },
-      {
-        "url": "https://github.com/kubernetes/kubeadm/blob/main/docs/ha-considerations.md",
-        "title": "github.com/kubernetes/kubeadm: High Availability Considerations",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "Official design documentation specifying the HA mechanics of Kubeadm clusters. Examines stacked etcd setups versus external etcd clusters, detailing load balancing requirements and node join procedure",
-        "category": "Virtualization & Private Cloud"
-      },
-      {
-        "url": "https://github.com/darxkies/k8s-tew",
-        "title": "**k8s-tew**",
-        "date": "2026-05-08",
-        "stars": 5,
-        "impact": "high",
-        "why": "\"Kubernetes The Easy Way\" (k8s-tew) was a shell wrapper and declarative configuration tool designed to bypass the complex manual configuration steps associated with bootstrapping clusters via kubeadm.",
-        "category": "Virtualization & Private Cloud"
-      }
-    ]
-  },
-  "6_months": {
-    "Kubernetes & Orchestration": [
-      {
-        "url": "https://www.apptio.com/products/kubecost/?src=kc-com",
-        "title": "Kubecost 🌟",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "The industry-standard real-time resource cost allocation and observability tool for multi-cluster environments. Seamlessly integrates with cloud APIs and Prometheus metrics to calculate granular clust",
+        "impact": "critical",
+        "why": "It represents a major paradigm shift, transforming Kubernetes from a container orchestrator into a universal control plane for all cloud infrastructure.",
         "category": "Kubernetes & Orchestration"
       },
       {
-        "url": "https://github.com/eldada/kubernetes-scripts",
-        "title": "Kubernetes Scripts",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "A utility collection of bash and shell scripts designed to simplify day-to-day Kubernetes cluster administration, diagnostic queries, and resource debugging. These community-focused tools wrap kubectl",
-        "category": "Kubernetes & Orchestration"
-      },
-      {
-        "url": "https://github.com/bmuschko/ckad-prep",
-        "title": "bmuschko/ckad-prep",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "An alternative preparation repository designed by Benjamin Muschko, offering structured sample solutions, resource manifests, and command-line blueprints to ace the CKAD exam. It isolates complex conc",
-        "category": "Kubernetes & Orchestration"
-      },
-      {
-        "url": "https://github.com/bmuschko/ckad-crash-course",
-        "title": "bmuschko/ckad-crash-course: Certified Kubernetes Application Developer (CKAD)' Crash Course",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "A repository housing comprehensive code examples, study guides, and hands-on exercises complementing Benjamin Muschko's CKAD Crash Course. It focuses on application design, deployment configurations, ",
-        "category": "Kubernetes & Orchestration"
-      },
-      {
-        "url": "https://www.cncf.io/training/certification/ckad",
-        "title": "cncf.io: Certified Kubernetes Application Developer (CKAD)",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "Official CNCF training and certification page for the Certified Kubernetes Application Developer (CKAD) program. Validates a developer's hands-on ability to build, configure, expose, and troubleshoot ",
-        "category": "Kubernetes & Orchestration"
-      },
-      {
-        "url": "https://gist.github.com/ninlil/affbf7514d4e74c7634e77f47e172236",
-        "title": "Get applied and effective apiVersion from Kubernetes objects",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "A highly specialized GitHub Gist that details mechanisms to query and extract both the applied and effective apiVersion from active Kubernetes objects. This tool is vital for API deprecation migration",
-        "category": "Kubernetes & Orchestration"
-      },
-      {
-        "url": "https://github.com/yonahd/orphaned-configmaps",
-        "title": "github.com/yonahd/orphaned-configmaps: Orphaned ConfigMaps",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "Orphaned ConfigMaps detects unreferenced ConfigMaps and Secrets across active namespaces. By scanning volume mounts and env declarations, it exposes abandoned configurations that increase complexity a",
-        "category": "Kubernetes & Orchestration"
-      },
-      {
-        "url": "https://github.com/codecrafters-io/build-your-own-x",
-        "title": "Build Your Own X",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "An immensely popular community-driven compilation of step-by-step guides for building complex software systems (compilers, databases, operating systems, Docker) from scratch. Perfect for deep pedagogi",
-        "category": "Kubernetes & Orchestration"
-      },
-      {
-        "url": "https://nubenetes.com/serverless",
-        "title": "Serverless Architectures",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "In-depth analysis exploring execution concepts, billing architectures, scalability curves, and performance tradeoffs inherent in Serverless patterns. Details key differences between FaaS, cloud-manage",
-        "category": "Kubernetes & Orchestration"
-      },
-      {
-        "url": "https://nubenetes.com/crossplane",
-        "title": "Crossplane",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Comprehensive review of Crossplane, a CNCF control-plane framework transforming Kubernetes clusters into universal infrastructure schedulers. Permits declarative definition of cloud resources (RDS, S3",
-        "category": "Kubernetes & Orchestration"
-      },
-      {
-        "url": "https://nubenetes.com/kubernetes-client-libraries",
-        "title": "Client Libraries for Kubernetes",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Complete directory of supported Kubernetes API client libraries (Python, Go, Java, JavaScript, etc.). Details patterns for programmatic service discovery, controller building, and custom automation di",
-        "category": "Kubernetes & Orchestration"
-      },
-      {
-        "url": "https://nubenetes.com/kubernetes-storage",
-        "title": "Kubernetes Storage - Volumes",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Detailed catalog explaining stateful execution patterns inside Kubernetes. Focuses on lifecycle dynamics of Ephemeral, Persistent (PV), and PersistentVolumeClaims (PVC), alongside container storage in",
-        "category": "Kubernetes & Orchestration"
-      },
-      {
-        "url": "https://labs.iximiuz.com/tutorials/containers-vs-pods",
-        "title": "iximiuz.com: Containers vs. Pods - Taking a Deeper Look",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Deep technical review of the boundaries separating a standard Linux container from a Kubernetes Pod. Illustrates namespace sharing, IPC barriers, loopback network interfaces, and volume mounting mecha",
-        "category": "Kubernetes & Orchestration"
-      },
-      {
-        "url": "https://labs.iximiuz.com/tutorials/kubernetes-vs-virtual-machines",
-        "title": "iximiuz.com: How Kubernetes Reinvented Virtual Machines (in a good sense) 🌟🌟",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Insightful analysis explaining how Kubernetes replicates hypervisor features through API-driven isolation, network namespaces, and cgroups. Demonstrates how K8s serves as the cloud operating system, a",
-        "category": "Kubernetes & Orchestration"
-      },
-      {
-        "url": "https://github.com/SigNoz/signoz",
-        "title": "==SigNoz: Open source Application Performance Monitoring (APM) & Observability' tool== 🌟",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "A massive open-source APM and observability platform natively integrated with OpenTelemetry. Tracks telemetry, trace spans, metrics, and application logs in a unified, high-performance UI backed by Cl",
-        "category": "Kubernetes & Orchestration"
-      }
-    ],
-    "Observability, SRE & Testing": [
-      {
-        "url": "https://grafana.com/blog/how-to-manage-high-cardinality-metrics-in-prometheus-and-kubernetes",
-        "title": "grafana.com: How to manage high cardinality metrics in Prometheus and Kubernetes",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Crucial blueprint for managing high cardinality metrics within Prometheus. Outlines techniques like metric dropping, relabeling rules, and dashboard optimization to mitigate memory pressure and reduce",
-        "category": "Observability, SRE & Testing"
-      },
-      {
-        "url": "https://grafana.com/blog/how-to-monitor-kubernetes-clusters-with-the-prometheus-operator",
-        "title": "grafana.com: How to monitor Kubernetes clusters with the Prometheus Operator",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Comprehensive configuration guide for deploying and managing the Prometheus Operator on Kubernetes. Demonstrates configuring ServiceMonitor and PodMonitor custom resources to automate collection of dy",
-        "category": "Observability, SRE & Testing"
-      },
-      {
-        "url": "https://github.com/nubenetes/awesome-kubernetes/blob/master/pdf/dynatrace_demo.pdf",
-        "title": "My Dynatrace proof of concept 🌟",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "A comprehensive architectural evaluation report and proof of concept depicting Dynatrace deployment inside complex Kubernetes topologies. Discusses performance impact, instrumentation automation, and ",
-        "category": "Observability, SRE & Testing"
-      },
-      {
-        "url": "https://github.com/netdata/netdata",
-        "title": "Netdata",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "An ultra-high-performance, zero-configuration system monitoring agent boasting over 79k stars on GitHub. Netdata provides real-time, per-second metrics directly from physical hosts, virtual machines, ",
-        "category": "Observability, SRE & Testing"
-      },
-      {
-        "url": "https://github.com/grafana/mimir",
-        "title": "github.com/grafana/mimir",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Grafana Mimir is a highly scalable, multi-tenant database for long-term Prometheus metrics storage. Engineered to easily process billions of active series with fast query performance and operational i",
-        "category": "Observability, SRE & Testing"
-      },
-      {
-        "url": "https://github.com/louislam/uptime-kuma",
-        "title": "louislam/uptime-kuma",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "A highly popular self-hosted synthetic monitoring tool written in Node.js. It features multi-protocol ping, HTTP/TCP checks, certificate monitoring, integration with multi-channel alert providers, and",
-        "category": "Observability, SRE & Testing"
-      },
-      {
-        "url": "https://github.com/grafana/agent",
-        "title": "grafana/agent: Grafana Agent",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "An agent for metrics, logs, and trace collection. Live grounding confirms Grafana Agent is now deprecated and succeeded by Grafana Alloy, the vendor's unified telemetry collector for OpenTelemetry and",
-        "category": "Observability, SRE & Testing"
-      },
-      {
-        "url": "https://github.com/open-telemetry/opentelemetry-operator",
-        "title": "github.com/open-telemetry/opentelemetry-operator",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "Kubernetes operator for automating the deployment and management of the OpenTelemetry Collector. Simplifies application instrumentation via automated inject mechanisms for Java, NodeJS, Python, and Do",
-        "category": "Observability, SRE & Testing"
-      },
-      {
-        "url": "https://github.com/grafana/tempo",
-        "title": "Grafana Tempo",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "A high-scale, cost-effective distributed tracing backend designed to work exclusively with object storage like S3 or GCS. In 2026, Tempo has consolidated its position as the premier choice for large-s",
-        "category": "Observability, SRE & Testing"
-      },
-      {
-        "url": "https://github.com/prometheus/prometheus",
-        "title": "github.com/prometheus/prometheus",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "Source codebase for Prometheus, the benchmark cloud-native telemetry engine. Employs active scraping mechanics over HTTP alongside a custom-built local TSDB to deliver sub-second querying speeds and p",
-        "category": "Observability, SRE & Testing"
-      },
-      {
-        "url": "https://github.com/nicolargo/glances",
-        "title": "Glances",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "A Python-based CLI and web tool providing real-time system resource visualization. Glances remains a beloved utility for terminal-driven infrastructure debugging and fast diagnostics on container plat",
-        "category": "Observability, SRE & Testing"
-      },
-      {
-        "url": "https://github.com/prometheus/jmx_exporter",
-        "title": "Prometheus JMX Exporter 🌟",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "A highly critical Prometheus collector that scrapes and formats JVM JMX mBeans. Widely utilized in enterprise legacy clusters running Java applications, Kafka, and Cassandra.",
-        "category": "Observability, SRE & Testing"
-      },
-      {
-        "url": "https://github.com/enix/x509-certificate-exporter",
-        "title": "enix/x509-certificate-exporter",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "Highly configurable Prometheus exporter focused on scanning and detecting TLS/SSL certificates from filesystems, Kubernetes Secrets, and PEM files. Helps automatically alert on expiring network assets",
-        "category": "Observability, SRE & Testing"
-      },
-      {
-        "url": "https://github.com/huginn/huginn",
-        "title": "Huginn",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "A highly versatile open-source system designed for orchestrating automated web-scraping, webhook handling, and event-driven tasks. In 2026, Huginn serves as a vital tool for engineers seeking a self-h",
-        "category": "Observability, SRE & Testing"
-      },
-      {
-        "url": "https://github.com/prometheus-operator/kube-prometheus",
-        "title": "kube-prometheus",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "The reference monitoring deployment for Kubernetes. Orchestrates the Prometheus Operator, Grafana, Alertmanager, and a collection of native exporters designed to monitor master control plane component",
-        "category": "Observability, SRE & Testing"
-      }
-    ],
-    "Data, Messaging & Storage": [
-      {
-        "url": "https://gist.github.com/so0k/42313dbb3b547a0f51a547bb968696ba",
-        "title": "Kubectl output options 🌟",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "A curated technical guide detailing advanced kubectl formatting options. It covers jsonpath extractions, custom columns, and Go templating recipes. This cheat sheet is incredibly valuable for platform",
-        "category": "Data, Messaging & Storage"
-      },
-      {
-        "url": "https://github.com/redpanda-data/console",
-        "title": "redpanda-data/kowl",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "A high-performance web dashboard optimized for debugging and exploring event-streaming platforms. Developed originally as Kowl and later rebranded as Redpanda Console, it presents outstanding visualiz",
-        "category": "Data, Messaging & Storage"
-      },
-      {
-        "url": "https://www.conduktor.io/kafka",
-        "title": "==conduktor.io/kafka: Learn Apache Kafka like never before==",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "Curator Insight points to Conduktor's exhaustive learning guides. Live Grounding verifies this is one of the premier visually-driven educational portals for understanding Apache Kafka cluster topologi",
-        "category": "Data, Messaging & Storage"
-      },
-      {
-        "url": "https://github.com/kubernetes-sigs/sig-storage-local-static-provisioner",
-        "title": "github.com/kubernetes-sigs: Local Persistence Volume Static Provisioner' 🌟",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official Kubernetes-SIGs repository for the local persistence static provisioner. It automates the creation of PVs for local disks, enabling database workloads to achieve raw, low-latency NVMe/SSD",
-        "category": "Data, Messaging & Storage"
-      },
-      {
-        "url": "https://github.com/kubernetes-csi/csi-driver-smb",
-        "title": "SMB CSI Driver for Kubernetes",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "A specialized CSI driver designed to dynamically provision and mount Server Message Block (SMB) shared directories into Kubernetes pods. This driver is essential for heterogeneous Windows/Linux contai",
-        "category": "Data, Messaging & Storage"
-      },
-      {
-        "url": "https://github.com/dolthub/dolt",
-        "title": "==github.com/dolthub/dolt==",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "An innovative SQL database implementing Git-style version control concepts (clone, push, pull, branch, merge) over table structures and data cells. Perfect for decentralized collaborative data managem",
-        "category": "Data, Messaging & Storage"
-      },
-      {
-        "url": "https://github.com/tchiotludo/akhq",
-        "title": "AKHQ (previously known as KafkaHQ) 🌟",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "AKHQ (formerly KafkaHQ) is a comprehensive web interface for administering and browsing Apache Kafka resources. It provides granular visibility into topics, payloads, schema registries, and consumer g",
-        "category": "Data, Messaging & Storage"
-      },
-      {
-        "url": "https://github.com/zalando/postgres-operator",
-        "title": "Zalando Postgres Operator",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "Zalando's PostgreSQL Operator, which orchestrates highly available Spilo clusters on Kubernetes. Automates provisioning, scaling, master-failovers, offsite backups, and minor engine upgrades via decla",
-        "category": "Data, Messaging & Storage"
-      },
-      {
-        "url": "https://github.com/percona/pg_stat_monitor",
-        "title": "==percona/pg_stat_monitor==",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "Percona's advanced query performance monitoring extension for PostgreSQL. Extends the capabilities of pg_stat_statements with bucket-based statistics, client IP address tracking, visual execution plan",
-        "category": "Data, Messaging & Storage"
-      },
-      {
-        "url": "https://github.com/velero-io/velero",
-        "title": "github.com/vmware-tanzu/velero",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "Velero is the standard open-source utility for safely backing up and restoring entire Kubernetes cluster structures and persistent volumes. Deeply integrates with both raw cloud APIs and file-level ut",
-        "category": "Data, Messaging & Storage"
-      },
-      {
-        "url": "https://github.com/01mf02/jaq",
-        "title": "github.com/01mf02/jaq",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "A modern clone of jq built in Rust, engineered for lightning-fast configuration query processing, enhanced compiler diagnostic outputs, and strict type safety across multi-gigabyte files.",
-        "category": "Data, Messaging & Storage"
-      },
-      {
-        "url": "https://github.com/obsidiandynamics/kafdrop",
-        "title": "Kafdrop – Kafka Web UI 🌟",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "Kafdrop is a popular, lightweight web UI for monitoring and managing Apache Kafka clusters. It renders real-time views of brokers, topic structures, partition offsets, consumer group lag, and permits ",
-        "category": "Data, Messaging & Storage"
-      },
-      {
-        "url": "https://github.com/zalando/spilo",
-        "title": "Spilo: HA PostgreSQL Clusters with Docker",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "Spilo is Zalando's container image bundling PostgreSQL, Patroni, pgBackRest, and WAL-E/WAL-G. Built for mission-critical production reliability, it serves as the stable, standard database core for the",
-        "category": "Data, Messaging & Storage"
-      },
-      {
-        "url": "https://github.com/patroni/patroni",
-        "title": "Patroni",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "Industry-standard Python-driven template for high-availability PostgreSQL. Integrates with Distributed Consensus Stores (DCS) like etcd, Consul, or ZooKeeper to manage dynamic leader election, dynamic",
-        "category": "Data, Messaging & Storage"
-      },
-      {
-        "url": "https://github.com/openebs/zfs-localpv",
-        "title": "openebs/zfs-localpv",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official OpenEBS CSI driver for ZFS-LocalPV. It dynamically provisions ZFS pools on local nodes, combining the exceptional performance of raw NVMe storage with ZFS capabilities like snapshots, clo",
-        "category": "Data, Messaging & Storage"
-      }
-    ],
-    "Azure": [
-      {
-        "url": "https://github.com/microsoft/azurelinux",
-        "title": "github.com/microsoft/CBL-Mariner",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Official repository for Azure Linux (formerly CBL-Mariner), a lightweight, container-optimized OS designed for minimal footprint and maximum security inside AKS. Strips away non-essential packages to ",
-        "category": "Azure"
-      },
-      {
-        "url": "https://github.com/Azure/bicep",
-        "title": "Bicep",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "The premier declarative DSL for provisioning Azure resources. Bicep simplifies the authoring experience over raw JSON ARM templates, featuring modular design structures and native validation checks.",
-        "category": "Azure"
-      },
-      {
-        "url": "https://github.com/Microsoft/azure-pipelines-tasks",
-        "title": "==Microsoft/azure-pipelines-tasks==",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official open-source repository containing the task libraries that run on Azure Pipelines. Monitoring this codebase is essential in 2026 for platform engineers who need to debug execution behavior",
-        "category": "Azure"
-      },
-      {
-        "url": "https://github.com/microsoft/azure-pipelines-tasks",
-        "title": "microsoft/azure-pipelines-tasks",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "The main open-source codebase behind Azure Pipelines tasks. Critical reference for developers needing to extend build steps or troubleshoot performance bottlenecks.",
-        "category": "Azure"
-      },
-      {
-        "url": "https://github.com/microsoft/finops-toolkit",
-        "title": "github.com/microsoft/finops-toolkit",
-        "date": "2026-06-10",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official Microsoft FinOps toolkit. Orchestrates Azure cost management reports, optimizes compute reservations models, standardizes amortization datasets, and formats Power BI pricing governance me",
-        "category": "Azure"
-      },
-      {
-        "url": "https://github.com/Azure/apiops",
-        "title": "github.com/Azure/apiops 🌟",
-        "date": "2026-06-05",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official Azure APIOps repository implementing GitOps principles for Azure API Management (APIM). Enables organizations to automate the extraction, publishing, configuration control, and deployment",
-        "category": "Azure"
-      },
-      {
-        "url": "https://github.com/Azure/Enterprise-Scale/wiki/ALZ-AMA-Update",
-        "title": "github.com/Azure/Enterprise-Scale: ALZ AMA Update",
-        "date": "2026-06-05",
-        "stars": 5,
-        "impact": "high",
-        "why": "Crucial update tracker for the Azure Landing Zones (ALZ) Enterprise-Scale repository. Outlines migration frameworks and monitoring recommendations as the platform deprecates legacy Log Analytics agent",
-        "category": "Azure"
-      },
-      {
-        "url": "https://github.com/microsoft/ARI",
-        "title": "==github.com/microsoft/ARI: Azure Resource Inventory== 🌟🌟🌟",
-        "date": "2026-06-02",
-        "stars": 5,
-        "impact": "high",
-        "why": "An open-source analysis engine from Microsoft that sweeps target cloud subscriptions to render Excel inventories of deployed cloud components.",
-        "category": "Azure"
-      },
-      {
-        "url": "https://dbatools.io",
-        "title": "dbatools.io",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "An open-source, community-driven PowerShell module consisting of hundreds of command abstractions for automated SQL Server administration and migration. It allows administrators to securely perform co",
-        "category": "Azure"
-      },
-      {
-        "url": "https://jumpstart.azure.com",
-        "title": "azurearcjumpstart.io",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "The comprehensive Azure Arc Jumpstart portal, providing automated, hands-on sandbox scenarios for Arc-enabled infrastructure. It facilitates instant provisioning of hybrid Kubernetes, servers, and dat",
-        "category": "Azure"
-      },
-      {
-        "url": "https://learn.microsoft.com/en-us/azure/app-service/configure-custom-container",
-        "title": "learn.microsoft.com: Configure a custom container for Azure App Service",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "Technical reference for deploying custom Docker and OCI-compliant containers to Azure App Service (Web App for Containers). It covers crucial configurations, such as persistent storage mounts, multi-c",
-        "category": "Azure"
-      },
-      {
-        "url": "https://learn.microsoft.com/en-us/azure/app-service/reference-app-settings",
-        "title": "learn.microsoft.com: Environment variables and app settings in Azure App Service",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "Official reference detailing how App Settings and Connection Strings map directly to environment variables at container execution time. It covers critical security aspects, including referencing Key V",
-        "category": "Azure"
-      },
-      {
-        "url": "https://learn.microsoft.com/en-us/powershell",
-        "title": "PowerShell",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official entry portal for PowerShell, Microsoft's cross-platform object-oriented shell and scripting language. Built on .NET Core, modern PowerShell (v7+) functions as a highly scalable system adm",
-        "category": "Azure"
-      },
-      {
-        "url": "https://learn.microsoft.com/en-us/training/paths/implement-azure-functions",
-        "title": "learn.microsoft.com: AZ-204: Implement Azure Functions 🌟",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official Microsoft training curriculum for implementing serverless workflows and event-driven computing via Azure Functions. It covers bindings and triggers, Durable Functions for stateful executi",
-        "category": "Azure"
-      },
-      {
-        "url": "https://www.powershellgallery.com",
-        "title": "PowerShell Gallery 🌟",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "The central repository for discovering, sharing, and downloading PowerShell modules, scripts, and DSC resources. Supported directly by Microsoft, it hosts crucial operational toolkits like Az, Microso",
-        "category": "Azure"
-      }
-    ],
-    "CI/CD & GitOps": [
-      {
-        "url": "https://www.harness.io/blog/blue-green-canary-deployment-strategies",
-        "title": "harness.io: Intro to Deployment Strategies: Blue-Green, Canary, and More 🌟",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Highly detailed structural evaluation of Kubernetes deployment paradigms. Contrasts blue-green switches, canary rollouts, and rolling deployments based on system overhead, traffic redirection latency,",
-        "category": "CI/CD & GitOps"
-      },
-      {
-        "url": "https://nubenetes.com/helm",
-        "title": "Helm",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Deep-dive architecture portal on Helm, the package manager for Kubernetes. Focuses on structuring dry templates, lifecycle hooks, chart dependencies, release versioning, and secure variables managemen",
-        "category": "CI/CD & GitOps"
-      },
-      {
-        "url": "https://nubenetes.com/cheatsheets",
-        "title": "Gradle Cheat Sheets",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "High-density command syntax cheatsheet for Gradle, highlighting Kotlin/Groovy DSL setups, caching options, task graphs management, and daemon management to significantly improve build execution times.",
-        "category": "CI/CD & GitOps"
-      },
-      {
-        "url": "https://github.com/argoproj/argo-cd/pull/26601",
-        "title": "feat(ui): Add AppSet to Application Resource Tree in Argo CD",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official Argo CD feature enhancement that maps ApplicationSets directly inside the dashboard UI tree. This view simplifies managing multi-tenant topologies and nested application definitions for p",
-        "category": "CI/CD & GitOps"
-      },
-      {
-        "url": "https://github.com/tektoncd/pipeline",
-        "title": "github: Tekton Pipelines",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "A secondary reference to Tekton's core Pipeline engine. Focuses on declarative resource management via Custom Resource Definitions, detailing how Tekton uses specialized Tasks and Steps to run multi-s",
-        "category": "CI/CD & GitOps"
-      },
-      {
-        "url": "https://github.com/jenkinsci/kubernetes-operator",
-        "title": "github.com/jenkinsci/kubernetes-operator: 🌟",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official, production-ready Kubernetes custom controller designed to automate Jenkins lifecycle events inside Kubernetes. This system implements automated provisioning, backup restoration, plugin m",
-        "category": "CI/CD & GitOps"
-      },
-      {
-        "url": "https://github.com/dagger/dagger",
-        "title": "==dagger/dagger: Dagger is a portable devkit for CICD==",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "The main Git repository for Dagger, the revolutionary CI/CD engine built on BuildKit. Enables writing robust pipelines in general-purpose languages like Go, Python, or TypeScript, completely replacing",
-        "category": "CI/CD & GitOps"
-      },
-      {
-        "url": "https://github.com/glasskube/glasskube",
-        "title": "github.com/glasskube/glasskube",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official open-source repository for Glasskube, a next-generation package manager for Kubernetes written in Go. Glasskube simplifies package discovery, automated lifecycle updates, and dependency m",
-        "category": "CI/CD & GitOps"
-      },
-      {
-        "url": "https://github.com/theonedev/onedev",
-        "title": "onedev",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "An all-in-one, highly scalable self-hosted Git service and CI/CD platform. Features visual pipeline construction, interactive code navigation, and issue-tracking, optimized to run as a single-node set",
-        "category": "CI/CD & GitOps"
-      },
-      {
-        "url": "https://github.com/jenkinsci/pipeline-graph-view-plugin",
-        "title": "pipeline-graph-view-plugin 🌟",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "The underlying backend and visualization architecture for the Pipeline Graph View. Utilizing React components, it interfaces with Jenkins Core APIs to supply real-time execution graphs and state repor",
-        "category": "CI/CD & GitOps"
-      },
-      {
-        "url": "https://github.com/gravitational/teleport/discussions/8330",
-        "title": "Connecting and authenticating to Jenkins with Teleport Application Access",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "Explains how to secure Jenkins controller instances with identity-aware authorization proxies via Teleport Application Access. *Curator Insight*: Security gateways. *Live Grounding*: Critical blueprin",
-        "category": "CI/CD & GitOps"
-      },
-      {
-        "url": "https://github.com/onedr0p/cluster-template",
-        "title": "github.com/onedr0p/flux-cluster-template: Template for deploying k3s backed by Flux",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "A production-grade template repository for provisioning home-lab and enterprise-edge K3s clusters managed end-to-end via Flux GitOps. Fully integrates essential platform components including Prometheu",
-        "category": "CI/CD & GitOps"
-      },
-      {
-        "url": "https://github.com/kubernetes/test-infra/tree/master/prow",
-        "title": "Prow",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "A Kubernetes-native CI/CD platform built specifically for large-scale cloud-native project governance. Operating via a decentralized microservices architecture (including Deck, Hook, Sinker, and Crier",
-        "category": "CI/CD & GitOps"
-      },
-      {
-        "url": "https://github.com/fluxcd/flux2",
-        "title": "github: Flux Version 2",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official active repository for Flux v2. Rebuilt from the ground up as a set of Kubernetes controllers (GitOps Toolkit) to allow decoupled, highly parallel reconciliation of Git configurations.",
-        "category": "CI/CD & GitOps"
-      },
-      {
-        "url": "https://github.com/jenkinsci/plugin-pom",
-        "title": "Parent POM for Jenkins Plugins. Plugin POM 4.0",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "The standardized parent Maven POM definition used by Jenkins plugins to enforce code quality, manage shared build dependencies, and utilize updated Jenkins core capabilities.",
-        "category": "CI/CD & GitOps"
-      }
-    ],
-    "Python, Java & Developer Ecosystem": [
-      {
-        "url": "https://github.com/metalbear-co/mirrord",
-        "title": "==metalbear-co/mirrord==",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "An enterprise-grade tool that plugs local processes directly into remote Kubernetes namespaces. It avoids image building or cluster redeployments by mirroring incoming network traffic, DNS resolutions",
-        "category": "Python, Java & Developer Ecosystem"
-      },
-      {
-        "url": "https://github.com/astral-sh/ruff",
-        "title": "==Ruff==",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Curator Insight introduces Ruff as an extremely fast Python linter and formatter written in Rust. Live Grounding confirms Ruff is a de facto industry standard, dramatically lowering CI run times by re",
-        "category": "Python, Java & Developer Ecosystem"
-      },
-      {
-        "url": "https://github.com/nodejs/node",
-        "title": "github.com/nodejs/node",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Core development branch of the Node.js runtime. Details foundational V8 updates, event loop mechanics (libuv integration), core module performance tweaks, and security updates essential for server-sid",
-        "category": "Python, Java & Developer Ecosystem"
-      },
-      {
-        "url": "https://github.com/avelino/awesome-go",
-        "title": "Awesome Go 🌟",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "The definitive curated repository of high-quality Go frameworks, libraries, and software. Unmatched resource for identifying vetted dependencies for enterprise service development. Ideal for building ",
-        "category": "Python, Java & Developer Ecosystem"
-      },
-      {
-        "url": "https://github.com/PlaytikaOSS/testcontainers-spring-boot",
-        "title": "testcontainers-spring-boot 🌟",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "A powerful open-source library that automates the lifecycle of Docker containers (PostgreSQL, Kafka, Redis) during JUnit test execution. It eliminates the need for shared database environments and moc",
-        "category": "Python, Java & Developer Ecosystem"
-      },
-      {
-        "url": "https://github.com/spring-projects/spring-boot#L73",
-        "title": "github.com/spring-projects: springboot enables these probes automatically when running in k8s",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "Details Spring Boot's built-in Kubernetes-native integration features, specifically the auto-detection of container platform hosting. Once identified, it splits Spring Actuator's health check endpoint",
-        "category": "Python, Java & Developer Ecosystem"
-      },
-      {
-        "url": "https://github.com/codecentric/spring-boot-admin",
-        "title": "codecentric's Spring Boot Admin UI 🌟",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "A popular community dashboard engineered to coordinate, monitor, and manage Spring Boot applications. By parsing actuator telemetry data, it displays real-time statistics including thread states, JVM ",
-        "category": "Python, Java & Developer Ecosystem"
-      },
-      {
-        "url": "https://github.com/pydantic/pydantic",
-        "title": "pydantic/pydantic",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "Curator Insight: The absolute industry standard data enforcement framework utilizing type annotation structures.\nLive Grounding: High-density Rust-compiled (V2) validation tool that guarantees strict ",
-        "category": "Python, Java & Developer Ecosystem"
-      },
-      {
-        "url": "https://github.com/golang/vscode-go/blob/master/README.md",
-        "title": "github.com/golang/vscode-go 🌟",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official Visual Studio Code Go extension, providing rich language support via the Go Language Server (gopls). Integrates Delve for robust debugging, automated importing, structural profiling, and ",
-        "category": "Python, Java & Developer Ecosystem"
-      },
-      {
-        "url": "https://github.com/gitkraken/vscode-gitlens",
-        "title": "GitLens interactive rebase",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "Detailed documentation on GitLens' visual interactive rebase tool, which translates raw CLI rebase structures into a drag-and-drop workspace UI within VS Code, significantly reducing risks when rewrit",
-        "category": "Python, Java & Developer Ecosystem"
-      },
-      {
-        "url": "https://github.com/public-apis/public-apis",
-        "title": "==github.com/public-apis/public-apis: Try Public APIs for free== 🌟",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "A highly curated, massive directory of free, public APIs categorized by topic (such as Auth, Data, Analytics, and weather). This repository is the de facto standard resource for engineers searching fo",
-        "category": "Python, Java & Developer Ecosystem"
-      },
-      {
-        "url": "https://github.com/vscode-kubernetes-tools/vscode-kubernetes-tools",
-        "title": "Azure/vscode-kubernetes-tools 🌟",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "Developed by Microsoft/Azure, this foundational extension integrates cluster management, manifest linting, Helm support, and debug workflows directly into the editor for effortless Kubernetes operatio",
-        "category": "Python, Java & Developer Ecosystem"
-      },
-      {
-        "url": "https://github.com/apache/maven-mvnd",
-        "title": "apache/maven-mvnd",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "Apache Maven Daemon repository. Drastically reduces compilation overhead by utilizing persistent background execution processes to store compiler hot-spots and plugin contexts.",
-        "category": "Python, Java & Developer Ecosystem"
-      },
-      {
-        "url": "https://github.com/App-vNext/Polly",
-        "title": "App-vNext/Polly",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "The premier resilient fault-handling library for the .NET ecosystem. Enables developers to configure sophisticated reliability policies including Retry, Circuit Breaker, Timeout, Bulkhead Isolation, a",
-        "category": "Python, Java & Developer Ecosystem"
-      },
-      {
-        "url": "https://github.com/spring-cloud/spring-cloud-kubernetes",
-        "title": "github: Spring Cloud Kubernetes 🌟",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "A specialized integration library that allows Spring Cloud applications to run transparently on Kubernetes. It maps Kubernetes ConfigMaps and Secrets to Spring's Environment, and translates discovery ",
-        "category": "Python, Java & Developer Ecosystem"
-      }
-    ],
-    "Linux & System Foundations": [
-      {
-        "url": "https://github.blog/enterprise-software/ci-cd/continuous-delivery-github-actions-best-practices",
-        "title": "github.blog: Continuous Delivery with GitHub Actions",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "Enterprise patterns and best practices for continuous delivery (CD) using GitHub Actions.\nHighlights secure credential management, least privilege, runner isolation, environment checks, and GITHUB_TOK",
-        "category": "Linux & System Foundations"
-      },
-      {
-        "url": "https://learn.microsoft.com/en-us/visualstudio/ide/copilot-agent-mode",
-        "title": "learn.microsoft.com: Use Agent Mode in GitHub Copilot",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "Official documentation for the Agent Mode inside GitHub Copilot.\nGuides developers on configuring autonomous multi-file refactoring, debugging, and advanced prompt engineering patterns.",
-        "category": "Linux & System Foundations"
-      },
-      {
-        "url": "https://githubnext.com/projects/copilot-workspace",
-        "title": "githubnext.com: GitHub Copilot Workspace",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "An agentic development environment by GitHub Next designed to orchestrate software changes using autonomous developer agents.\nAssists developers from specification to implementation, verification, and",
-        "category": "Linux & System Foundations"
-      },
-      {
-        "url": "https://github.com/jlevy/the-art-of-command-line",
-        "title": "The Art of Command Line",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "The premium, single-page reference for command-line mastery. Highly dense and comprehensive, it details advanced processes, pipeline debugging, and cloud utility integrations. Live Grounding establish",
-        "category": "Linux & System Foundations"
-      },
-      {
-        "url": "https://docs.github.com/en/get-started/using-github/github-flow",
-        "title": "GitHub Flow",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "GitHub Flow is a lightweight, branch-based workflow that supports continuous delivery by eliminating the complex branching structures of older patterns. Developers work on short-lived feature branches",
-        "category": "Linux & System Foundations"
-      },
-      {
-        "url": "https://github.com/odoo/odoo/wiki/Mergebot",
-        "title": "Odoo Mergebot",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Odoo's foundational merge-bot built to orchestrate massive volume commits across multi-repository dependencies. It employs highly robust state-machine mechanics to validate test combinations and keep ",
-        "category": "Linux & System Foundations"
-      },
-      {
-        "url": "https://github.com/bpftrace/bpftrace",
-        "title": "bpftrace",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "A high-level tracing language and diagnostic toolkit built on top of the Linux eBPF subsystem. It allows system engineers to dynamically probe kernel modules, trace memory allocations, and analyze lat",
-        "category": "Linux & System Foundations"
-      },
-      {
-        "url": "https://github.com/google/zx",
-        "title": "zx",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "A modern execution tool built by Google that lets developers write robust scripting pipelines using JavaScript or TypeScript. It automates child-process management, string escaping, and error checks. ",
-        "category": "Linux & System Foundations"
-      },
-      {
-        "url": "https://github.com/actions/actions-runner-controller",
-        "title": "github.com/actions/actions-runner-controller 🌟",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "Official Kubernetes operator designed to manage self-hosted GitHub Actions runner infrastructure dynamically. Integrates natively with Horizontal Pod Autoscaler (HPA) targets to scale runner deploymen",
-        "category": "Linux & System Foundations"
-      },
-      {
-        "url": "https://github.com/git-lfs/git-lfs",
-        "title": "git-lfs/git-lfs: Git Large File Storage",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "An open-source Git extension that swaps massive media elements and build binaries for lightweight reference pointers. Reduces main repository bloat to improve checkout times in large-scale operations.",
-        "category": "Linux & System Foundations"
-      },
-      {
-        "url": "https://github.com/git-bug/git-bug",
-        "title": "github.com/MichaelMure/git-bug",
-        "date": "2026-06-10",
-        "stars": 5,
-        "impact": "high",
-        "why": "An open-source, fully distributed bug tracking mechanism built directly on Git metadata. It embeds ticket management histories directly into the source control system itself, permitting offline bug tr",
-        "category": "Linux & System Foundations"
-      },
-      {
-        "url": "https://github.com/curl/wcurl",
-        "title": "wcurl",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "A lightweight command wrapper designed by the curl maintainers to simplify raw file downloads. Removes the need to manually define standard flags like `-O` and `--create-dirs`, reducing script frictio",
-        "category": "Linux & System Foundations"
-      },
-      {
-        "url": "https://lwn.net",
-        "title": "LWN.net",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "The premier journal for Linux kernel development, systems programming, and open-source community dynamics. Renowned for its unparalleled technical depth, LWN offers deep architectural analysis of kern",
-        "category": "Linux & System Foundations"
-      },
-      {
-        "url": "https://nordicapis.com/understanding-the-hidden-powers-of-curl",
-        "title": "**curl command**: Understanding the Hidden Powers of curl",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "An in-depth analysis of advanced curl functionalities, detailing raw TCP manipulation, custom HTTP headers, proxy tunneling, and authentication. A key diagnostic asset for testing REST APIs and debugg",
-        "category": "Linux & System Foundations"
-      },
-      {
-        "url": "https://pre-commit.com",
-        "title": "pre-commit",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "A multi-language package manager designed to configure, run, and scale pre-commit hooks. It prevents secrets leaks, handles multi-language formatters, and implements fast static analysis before change",
-        "category": "Linux & System Foundations"
-      }
-    ],
-    "AI & Agents": [
-      {
-        "url": "https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview",
-        "title": "docs.anthropic.com: Claude Code CLI",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "Anthropic's official command-line interface (CLI) tool designed for autonomous agentic software engineering.\nClaude Code can read codebases, execute commands, run tests, and manage git workflows direc",
-        "category": "AI & Agents"
-      },
-      {
-        "url": "https://antigravity.google",
-        "title": "antigravity.google: Google Antigravity Agentic Platform",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "Google's unified development platform and SDK (google-antigravity) for building, evaluating, and deploying stateful AI agents.\nEnables developers to transition from local prototype builds to secure GK",
-        "category": "AI & Agents"
-      },
-      {
-        "url": "https://cursor.com",
-        "title": "cursor.com: Cursor AI Code Editor",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "The premier AI-first code editor, built as a fork of VS Code, offering features like Cursor Tab (smart autocomplete), Cmd+K (inline edits), Composer (multi-file agentic code generation), and deep code",
-        "category": "AI & Agents"
-      },
-      {
-        "url": "https://github.com/vllm-project/vllm",
-        "title": "vLLM on Kubernetes",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Curator Insight: Integration guides and deployment schemas for hosting vLLM on Kubernetes clusters. Live Grounding: Standardizes memory-efficient LLM serving using PagedAttention. Features rapid integ",
-        "category": "AI & Agents"
-      },
-      {
-        "url": "https://github.com/openai/openai-cookbook",
-        "title": "github.com/openai/openai-cookbook: OpenAI Cookbook",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official, highly detailed cookbook of integration patterns and code recipes from OpenAI. Live Grounding and Curator Insight rate this as the definitive reference for engineering structured JSON mo",
-        "category": "AI & Agents"
-      },
-      {
-        "url": "https://github.com/shanraisshan/claude-code-best-practice",
-        "title": "Claude Code Best Practice",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Curator Insight: Curated collection of best practices, system prompts, and architecture layouts for Claude Code. Live Grounding: Explores advanced CLI-driven agent workflows, highlighting configuratio",
-        "category": "AI & Agents"
-      },
-      {
-        "url": "https://github.com/davila7/claude-code-templates",
-        "title": "Claude Code Templates",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Claude Code Templates is an extensive community library containing structured system designs, context guidelines, and prompt schemas optimized for Anthropic's Claude Code and CLI. It helps teams confi",
-        "category": "AI & Agents"
-      },
-      {
-        "url": "https://github.com/Skyvern-ai/Skyvern",
-        "title": "Skyvern",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "Curator Insight: An AI-powered web browser automation agent designed to extract data and execute workflows on complex interfaces. Live Grounding: Translates plain-text instructions into resilient sele",
-        "category": "AI & Agents"
-      },
-      {
-        "url": "https://github.com/mattpocock/skills",
-        "title": "Skills for Real Engineers",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "An exceptionally popular repository detailing the foundational principles, design philosophies, and architectural protocols required for master-level software delivery. While the curator focuses on ca",
-        "category": "AI & Agents"
-      },
-      {
-        "url": "https://github.com/punkpeye/awesome-mcp-servers",
-        "title": "Awesome MCP Servers",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "Curator Insight: A community-curated collection of servers implementing the Model Context Protocol. Live Grounding: Aggregates verified integrations linking AI models to tools like relational database",
-        "category": "AI & Agents"
-      },
-      {
-        "url": "https://github.com/TabularisDB/tabularis/blob/main/README.es.md",
-        "title": "Tabularis: Open Source Desktop Client for Modern Databases with AI and MCP' Integration",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "An open-source desktop database client featuring Model Context Protocol (MCP) integrations. This compliance allows local LLMs to safely query, analyze, and update database schemas within strict user s",
-        "category": "AI & Agents"
-      },
-      {
-        "url": "https://github.com/microsoft/ML-For-Beginners",
-        "title": "==github.com/microsoft/ML-For-Beginners: Machine Learning for Beginners' - A Curriculum==",
-        "date": "2026-06-09",
-        "stars": 5,
-        "impact": "high",
-        "why": "Microsoft's 12-week, 26-lesson classical machine learning curriculum focused heavily on hands-on project-based execution using Scikit-learn. It purposely isolates foundational ML patternsβ€”such as regr",
-        "category": "AI & Agents"
-      },
-      {
-        "url": "https://github.com/modelcontextprotocol/servers",
-        "title": "GitHub MCP Server",
-        "date": "2026-06-07",
-        "stars": 5,
-        "impact": "high",
-        "why": "Curator Insight: Primary collection of production-grade Model Context Protocol (MCP) servers. Live Grounding: Establishes development standards for JSON-RPC 2.0 based message exchange between host age",
-        "category": "AI & Agents"
-      },
-      {
-        "url": "https://github.com/jupyterlab/jupyter-ai",
-        "title": "github.com/jupyterlab/jupyter-ai",
-        "date": "2026-06-03",
-        "stars": 5,
-        "impact": "high",
-        "why": "An official JupyterLab extension that brings generative AI capabilities to interactive notebooks. It supports inline code synthesis, explanation, and error correction across multiple model APIs.",
-        "category": "AI & Agents"
-      },
-      {
-        "url": "https://github.com/rasbt/LLMs-from-scratch",
-        "title": "LLMs-from-scratch",
-        "date": "2026-06-02",
-        "stars": 5,
-        "impact": "high",
-        "why": "Curator Insight highlights this acclaimed resource for building a fully functional PyTorch Transformer from scratch. Live Grounding verifies it is an indispensable textbook for AI engineers, laying ba",
-        "category": "AI & Agents"
-      }
-    ],
-    "Certification & Training": [
-      {
-        "url": "https://github.com/techiescamp/devops-projects",
-        "title": "==techiescamp/devops-projects==:Real-World DevOps Projects For Learning",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "A stellar, end-to-end GitHub archive that compiles structural templates, infrastructure blueprints, and multi-tier CI/CD pipelines. Features real-world deployment playbooks using Terraform, Ansible, a",
-        "category": "Certification & Training"
-      },
-      {
-        "url": "https://github.com/aws-samples/aws-customer-playbook-framework",
-        "title": "github.com/aws-samples/aws-customer-playbook-framework 🌟",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "A comprehensive operational framework that helps organizations define, structure, and automate IT playbooks and runbooks on AWS. Enhances incident response protocols and disaster recovery simulations.",
-        "category": "Certification & Training"
-      },
-      {
-        "url": "https://github.com/aws-samples/aws-auto-inventory",
-        "title": "github.com/aws-samples/aws-auto-inventory: AWS Automated Inventory 🌟",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "An automated system designed to discover, track, and catalog AWS infrastructure assets across multiple regions and accounts. Leverages Serverless functions and AWS Config to maintain real-time complia",
-        "category": "Certification & Training"
-      },
-      {
-        "url": "https://github.com/spring-projects/spring-petclinic",
-        "title": "github.com/spring-projects/spring-petclinic",
-        "date": "2026-06-09",
-        "stars": 5,
-        "impact": "high",
-        "why": "Curator Insight targets the actual source code repository for the Spring Petclinic community project. Live Grounding confirms this project is an invaluable asset across the software industry to demons",
-        "category": "Certification & Training"
-      },
-      {
-        "url": "https://github.com/spring-projects/spring-petclinic/issues/339",
-        "title": "ref 8",
-        "date": "2026-06-09",
-        "stars": 5,
-        "impact": "high",
-        "why": "A major architectural discussion issue thread in the official Spring Petclinic repository. Explores the design decisions, trade-offs, and container integration requirements leading up to modern contai",
-        "category": "Certification & Training"
-      },
-      {
-        "url": "https://cheatsheetseries.owasp.org/index.html",
-        "title": "cheatsheetseries.owasp.org: OWASP Cheat Sheet Series 🌟🌟",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "Curator Insight: The definitive security reference series detailing modern web app vulnerability mitigations. Live Grounding: Updated dynamically through 2026, this master reference provides critical ",
-        "category": "Certification & Training"
-      },
-      {
-        "url": "https://codely.com/en",
-        "title": "codely.tv",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "Spanish-language portal dedicated to Domain-Driven Design (DDD), Clean Code, CQRS patterns, and resilient microservice designs. It details testing strategies for highly decoupled, container-centric pr",
-        "category": "Certification & Training"
-      },
-      {
-        "url": "https://developer.hashicorp.com/terraform/cli/commands",
-        "title": "terraform.io: Terraform Commands",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "Curator Insight: The definitive, official CLI reference for HashiCorp Terraform. Live Grounding: Crucial for advanced state management, covering complex commands like terraform import, state mv, state",
-        "category": "Certification & Training"
-      },
-      {
-        "url": "https://git-scm.com/docs",
-        "title": "git-scm.com: Git reference",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "Curator Insight: The canonical, official Git command-line reference. Live Grounding: Serves as the ultimate authority on version control algorithms, low-level plumbing commands, complex history manipu",
-        "category": "Certification & Training"
-      },
-      {
-        "url": "https://kubernetes.io/docs/reference/kubectl/quick-reference",
-        "title": "kubernetes.io 🌟",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "The canonical reference documentation for the kubectl command-line utility. Provides up-to-date syntax patterns for resource creation, patch edits, formatting outputs, and real-time container log anal",
-        "category": "Certification & Training"
-      },
-      {
-        "url": "https://sdkman.io",
-        "title": "SdkMan",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "The homepage for SDKMAN!, a command-line tool designed to manage parallel versions of multiple Software Development Kits, with a strong focus on the JVM ecosystem. Live Grounding confirms it as the de",
-        "category": "Certification & Training"
-      },
-      {
-        "url": "https://training.linuxfoundation.org/resources",
-        "title": "The Linux Foundation Training",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "The definitive training and certification source for open-source engineering. Directs the primary curricula for the CKA, CKAD, and CKS benchmarks, offering authoritative lessons on container network i",
-        "category": "Certification & Training"
-      },
-      {
-        "url": "https://github.com/typescript-cheatsheets/react",
-        "title": "React+TypeScript Cheatsheets",
-        "date": "2026-05-29",
-        "stars": 5,
-        "impact": "high",
-        "why": "The premier open-source guide for integrating React with TypeScript securely. Resolves complex enterprise type-safety challenges, targeting typed props, generic components, hook lifecycles, and advanc",
-        "category": "Certification & Training"
-      },
-      {
-        "url": "https://github.com/aws-samples/resource-tagging-automation",
-        "title": "github.com/aws-samples: Guide to Resource Tagging Automation",
-        "date": "2026-05-19",
-        "stars": 5,
-        "impact": "high",
-        "why": "Automated cloud governance solution leveraging AWS Lambda to automatically append standardized metadata tags onto AWS resources. Simplifies enterprise cost allocation and compliance enforcement operat",
-        "category": "Certification & Training"
-      },
-      {
-        "url": "https://github.com/spring-petclinic/spring-petclinic-microservices",
-        "title": "Spring PetClinic Microservices",
-        "date": "2026-05-17",
-        "stars": 5,
-        "impact": "high",
-        "why": "The canonical reference implementation of the Spring PetClinic application decomposed into microservices. It leverages Spring Cloud Eureka, Spring Cloud Gateway, and Spring Cloud Config Server to show",
-        "category": "Certification & Training"
-      }
-    ],
-    "Infrastructure as Code": [
-      {
-        "url": "https://github.com/shuaibiyy/awesome-tf",
-        "title": "github.com/shuaibiyy/awesome-terraform",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "An extensive directory of modules, tools, linters, frameworks, and packages curated by the Terraform community. Acts as a core index for tracking dynamic tooling ecosystems like Terragrunt, TFLint, Te",
-        "category": "Infrastructure as Code"
-      },
-      {
-        "url": "https://github.com/terraform-linters/tflint/releases/tag/v0.51.0",
-        "title": "github.com/terraform-linters/tflint",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "A highly robust framework and compiler-aware linter for Terraform configurations. Detects provider-specific errors, catches deprecated constructs, and enforces organizational standards within enterpri",
-        "category": "Infrastructure as Code"
-      },
-      {
-        "url": "https://github.com/ansible/awx",
-        "title": "AWX",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "AWX serves as the open-source upstream project for Ansible Automation Platform/Tower. Written in Django and React, it provides a web-based user interface, REST API, and task engine to centrally manage",
-        "category": "Infrastructure as Code"
-      },
-      {
-        "url": "https://github.com/bytebase/bytebase",
-        "title": "bytebase/bytebase",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "Open-source, web-based database schema change and collaboration tool engineered for DevOps teams and DBAs. Features GitOps-driven workflow mechanics, automated visual SQL review, and centralized secur",
-        "category": "Infrastructure as Code"
-      },
-      {
-        "url": "https://github.com/tibordp/terraform-hcloud-dualstack-k8s",
-        "title": "terraform-hcloud-dualstack-k8s: Hetzner Dual-Stack Kubernetes Cluster",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "A community-led open-source project automating the deployment of dual-stack (IPv4/IPv6) Kubernetes clusters on Hetzner Cloud. Provides dynamic network routing, instance configuration, and cluster orch",
-        "category": "Infrastructure as Code"
-      },
-      {
-        "url": "https://github.com/hashicorp/hcl",
-        "title": "github.com/hashicorp/hcl: HCL",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "The authoritative Go library parsing and validating HashiCorp Configuration Language (HCL). Serving as the declarative bedrock for Terraform, Packer, and Consul, HCL bridges raw JSON parsability with ",
-        "category": "Infrastructure as Code"
-      },
-      {
-        "url": "https://github.com/PacoVK/tapir",
-        "title": "github.com/PacoVK/tapir",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "An open-source utility designed to render interactive visual representations of Terraform execution plans. Helps teams review deep changes, resource recreations, and infrastructure impacts in a browse",
-        "category": "Infrastructure as Code"
-      },
-      {
-        "url": "https://github.com/infracost/infracost",
-        "title": "Infracost 🌟",
-        "date": "2026-06-03",
-        "stars": 5,
-        "impact": "high",
-        "why": "The premier open-source parser for analyzing HCL variables and producing deep cloud cost projections before resource allocation. By feeding plans to a curated pricing API, Infracost acts as a vital co",
-        "category": "Infrastructure as Code"
-      },
-      {
-        "url": "https://graphviz.org",
-        "title": "graphviz.org",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "Open-source graph visualization software. Frequently paired with `terraform graph` to render DOT files into legible visual topologies, depicting complex network, instance, and workspace dependency gra",
-        "category": "Infrastructure as Code"
-      },
-      {
-        "url": "https://github.com/terraform-aws-modules/terraform-aws-eks",
-        "title": "github.com/terraform-aws-modules/terraform-aws-eks: AWS EKS Terraform module",
-        "date": "2026-05-29",
-        "stars": 5,
-        "impact": "high",
-        "why": "The industry-standard, community-maintained Terraform module for Amazon EKS. Features exhaustive support for managed/self-managed node pools, AWS Fargate integration, security group orchestration, and",
-        "category": "Infrastructure as Code"
-      },
-      {
-        "url": "https://github.com/cloudposse?q=terraform-",
-        "title": "github.com/cloudposse?q=terraform-",
-        "date": "2026-05-17",
-        "stars": 5,
-        "impact": "high",
-        "why": "The premier repository suite of highly modular, enterprise-tested blueprints authored by Cloud Posse. These patterns are widely adopted for orchestrating complex AWS and Kubernetes infrastructure laye",
-        "category": "Infrastructure as Code"
-      },
-      {
-        "url": "https://github.com/terraform-aws-modules",
-        "title": "==github.com/terraform-aws-modules==",
-        "date": "2026-05-17",
-        "stars": 5,
-        "impact": "high",
-        "why": "The foundational registry ecosystem comprising highly standardized, battle-tested community AWS modules. Essential for orchestrating EKS, VPC, RDS, and standard IAM setups with enterprise-level securi",
-        "category": "Infrastructure as Code"
-      },
-      {
-        "url": "https://github.com/tfutils/tfenv",
-        "title": "tfenv",
-        "date": "2026-05-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "A lightweight, highly adopted CLI utility for managing multiple concurrent local installations of Terraform. Crucial for platform engineers operating in multi-project environments where legacy workspa",
-        "category": "Infrastructure as Code"
-      },
-      {
-        "url": "https://github.com/Azure/aztfexport",
-        "title": "github.com/Azure/aztfexport",
-        "date": "2026-04-02",
-        "stars": 5,
-        "impact": "high",
-        "why": "The repository page for Microsoft's Azure Export for Terraform (`aztfexport`). This specialized utility automatically crawls existing Azure infrastructure, converts physical setups into clean Terrafor",
-        "category": "Infrastructure as Code"
-      },
-      {
-        "url": "https://github.com/GoogleCloudPlatform/terraformer",
-        "title": "github.com/GoogleCloudPlatform/terraformer 🌟",
-        "date": "2026-03-16",
-        "stars": 5,
-        "impact": "high",
-        "why": "A widely adopted CLI tool that reverse-engineers existing cloud infrastructure into declarative HCL code and states. Acts as a vital tool during migration processes from manual setups to systematic Gi",
-        "category": "Infrastructure as Code"
-      }
-    ],
-    "DevOps & Culture": [
-      {
-        "url": "https://nubenetes.com/iac",
-        "title": "IaC Infrastructure as Code",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Nubenetes architectural reference portal on Infrastructure as Code (IaC). Outlines fundamental philosophies, lifecycle management, and paradigm shifts of treating bare-metal, cloud, or cluster state a",
-        "category": "DevOps & Culture"
-      },
-      {
-        "url": "https://github.com/laurent22/joplin",
-        "title": "joplin",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "A widely adopted open-source note-taking and to-do application. Supports End-to-End Encryption (E2EE), Markdown editing, and dynamic synchronization across private cloud systems.",
-        "category": "DevOps & Culture"
-      },
-      {
-        "url": "https://github.com/backstage/backstage",
-        "title": "github.com/backstage/backstage",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "Backstage is an open-source framework created by Spotify for building customizable internal developer portals. It consolidates service catalogs, software templates, technical documentation, and observ",
-        "category": "DevOps & Culture"
-      },
-      {
-        "url": "https://github.com/microsoft/azure-devops-mcp",
-        "title": "Azure DevOps MCP Server",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "An official Microsoft MCP server repository enabling AI Agents (like Claude or GitHub Copilot) to interact seamlessly with Azure DevOps. Allows agents to manage work items, query repositories, and orc",
-        "category": "DevOps & Culture"
-      },
-      {
-        "url": "https://github.com/devtron-labs/devtron",
-        "title": "Devtron",
-        "date": "2026-06-10",
-        "stars": 5,
-        "impact": "high",
-        "why": "A comprehensive, open-source AppOps platform for Kubernetes designed to consolidate CI/CD pipelines, GitOps, observability, and cost optimization. Provides self-service deployment interfaces, security",
-        "category": "DevOps & Culture"
-      },
-      {
-        "url": "https://github.com/awesome-foss/awesome-sysadmin",
-        "title": "Awesome Sysadmin",
-        "date": "2026-06-03",
-        "stars": 5,
-        "impact": "high",
-        "why": "An exhaustive curation of open-source sysadmin resources, listing production-ready system monitors, configuration management tools, security suites, and virtualization frameworks used globally by SREs",
-        "category": "DevOps & Culture"
-      },
-      {
-        "url": "https://asdf-vm.com",
-        "title": "ASDF 🌟",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "An extensible CLI runtime version manager that unifies environment configurations (Node.js, Ruby, Python, Elixir, Go, and more) under a single .tool-versions file. Successfully eliminates environment ",
-        "category": "DevOps & Culture"
-      },
-      {
-        "url": "https://github.com/frectonz/sql-studio",
-        "title": "SQL Studio: A Unified SQL Database Explorer",
-        "date": "2026-03-15",
-        "stars": 5,
-        "impact": "high",
-        "why": "A single-binary SQL database administrator interface written in Rust. It streamlines querying, schema inspection, and data visualization across multiple RDBMS engines (including SQLite, PostgreSQL, an",
-        "category": "DevOps & Culture"
-      },
-      {
-        "url": "https://vadimkravcenko.com/shorts/promotion-based-development",
-        "title": "Promotion-Based Development: A Fast Track to Mediocrity",
-        "date": "2026-06-18",
-        "stars": 4,
-        "impact": "high",
-        "why": "A thought-provoking critique of development environments where promotion tracks heavily incentivize complex over-engineering and short-term visibility tasks rather than long-term architectural stabili",
-        "category": "DevOps & Culture"
-      },
-      {
-        "url": "https://www.puppet.com/resources/state-of-devops-report",
-        "title": "puppet.com: The 2021 State of DevOps Report is here! 🌟",
-        "date": "2026-06-18",
-        "stars": 4,
-        "impact": "high",
-        "why": "Landmark research report outlining DevOps adoption phases, focusing on the critical role of platform engineering and self-service capabilities in accelerating organizational maturity. Delivers quantif",
-        "category": "DevOps & Culture"
-      },
-      {
-        "url": "https://accounts.google.com/v3/signin/identifier?continue=https%3A%2F%2Fdocs.google.com%2Fdocument%2Fu%2F0%2Fcreate%3Fusp%3Ddot_new&dsh=S-551027576%3A1779031360486315&followup=https%3A%2F%2Fdocs.google.com%2Fdocument%2Fu%2F0%2Fcreate%3Fusp%3Ddot_new<mpl=docs&osid=1&passive=1209600&service=wise&flowName=WebLiteSignIn&flowEntry=ServiceLogin&ifkv=AWa2PasT3fzmBVDogbYOa448WODYqcNpbr94eLlOd4kL-w5BLgVa3s5bweNB_q-BV6hVUtWFJzfuoQ",
-        "title": "Google Docs: doc.new",
-        "date": "2026-06-14",
-        "stars": 4,
-        "impact": "high",
-        "why": "Direct shortcut mechanism for instantly initializing an empty, collaborative Google Doc environment under the user's active Google account identity. Highly useful for collaborative platform runtime do",
-        "category": "DevOps & Culture"
-      },
-      {
-        "url": "https://accounts.google.com/v3/signin/identifier?continue=https%3A%2F%2Fdocs.google.com%2Fspreadsheets%2Fu%2F0%2Fcreate%3Fusp%3Ddot_new&dsh=S338656440%3A1779029465061496&followup=https%3A%2F%2Fdocs.google.com%2Fspreadsheets%2Fu%2F0%2Fcreate%3Fusp%3Ddot_new<mpl=sheets&osid=1&passive=1209600&service=wise&flowName=WebLiteSignIn&flowEntry=ServiceLogin&ifkv=AWa2PauvFLix7FhDQsyeXMzly7IlWofT_GeExGBZD5PeXgcMI8_fmgxBG05tRNkG3ISAaCxExVB7",
-        "title": "Spreadsheets: sheet.new",
-        "date": "2026-06-14",
-        "stars": 4,
-        "impact": "high",
-        "why": "Browser shortcut mapping that provisions a blank cloud-based Google Sheets environment immediately. Typically used within operational engineering environments for quick tracking of cluster audits, Fin",
-        "category": "DevOps & Culture"
-      },
-      {
-        "url": "https://blog.postman.com/what-is-platformops",
-        "title": "blog.postman.com: What Is PlatformOps?",
-        "date": "2026-06-14",
-        "stars": 4,
-        "impact": "high",
-        "why": "Analysis of the rise of PlatformOps as the execution branch of Platform Engineering. Explains the transition of managing dev tooling, infrastructure catalogs, and APIs as internal products to drastica",
-        "category": "DevOps & Culture"
-      },
-      {
-        "url": "https://blogs.vmware.com/cloud-foundation",
-        "title": "blog.vmware.com: DevOps: Culture – Collaboration, Empowerment, Autonomy 🌟",
-        "date": "2026-06-14",
-        "stars": 4,
-        "impact": "high",
-        "why": "Explores structural and cultural transformations required to establish a high-performing DevOps initiative. Focuses on decentralizing operational decisions, psychological safety, and establishing plat",
-        "category": "DevOps & Culture"
-      },
-      {
-        "url": "https://nubenetes.com/noops",
-        "title": "NoOps",
-        "date": "2026-06-14",
-        "stars": 4,
-        "impact": "high",
-        "why": "Comprehensive conceptual guide on NoOps (No Operations). Describes the strategic path to fully outsourcing infrastructure layers to automated platforms, serverless paradigms, and self-healing systems ",
-        "category": "DevOps & Culture"
-      }
-    ],
-    "MLOps & Data Science": [
-      {
-        "url": "https://github.com/Netflix/metaflow",
-        "title": "==github.com/Netflix/metaflow== 🌟",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "Metaflow is Netflix's human-centric framework designed for building and managing production-grade data science pipelines. It seamlessly integrates local development with enterprise-scale cloud infrast",
-        "category": "MLOps & Data Science"
-      },
-      {
-        "url": "https://github.com/datalab-to/surya",
-        "title": "github.com/VikParuchuri/surya",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "Surya provides multi-lingual document OCR and accurate layout analysis powered by deep learning. It delivers high-fidelity reading and structuring of dense scientific papers, tables, and financial lay",
-        "category": "MLOps & Data Science"
-      },
-      {
-        "url": "https://github.com/argilla-io/argilla",
-        "title": "rubrix",
-        "date": "2026-06-08",
-        "stars": 5,
-        "impact": "high",
-        "why": "Formerly Rubrix, Argilla is a premier open-source data curation platform designed for AI and LLM workflows. Enables continuous human-in-the-loop (HITL) fine-tuning cycles. It seamlessly integrates wit",
-        "category": "MLOps & Data Science"
-      },
-      {
-        "url": "https://docs.ray.io/en/latest",
-        "title": "Ray",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "Ray is the premier distributed execution framework for scaling compute-heavy AI and Python workloads. It provides low-overhead, dynamic actor execution models, powering distributed training (Ray Train",
-        "category": "MLOps & Data Science"
-      },
-      {
-        "url": "https://github.com/meta-llama/llama-cookbook",
-        "title": "github.com/meta-llama/llama-recipes",
-        "date": "2026-05-19",
-        "stars": 5,
-        "impact": "high",
-        "why": "Meta's core repository for scaling LLM deployments. It offers highly robust templates for PEFT (Parameter-Efficient Fine-Tuning) such as LoRA, model quantization, and optimization strategies that enab",
-        "category": "MLOps & Data Science"
-      },
-      {
-        "url": "https://github.com/mikeroyal/Kubernetes-Guide/blob/main/README.md",
-        "title": "==mikeroyal/Kubernetes-Guide: Machine Learning== 🌟",
-        "date": "2026-06-18",
-        "stars": 4,
-        "impact": "high",
-        "why": "A comprehensive reference manual mapping the landscape of running machine learning workloads on Kubernetes. Aggregates configurations, installation commands, and architecture diagrams for tooling acro",
-        "category": "MLOps & Data Science"
-      },
-      {
-        "url": "https://github.com/aimhubio/aim",
-        "title": "github.com/aimhubio/aim",
-        "date": "2026-06-13",
-        "stars": 4,
-        "impact": "high",
-        "why": "Aim is an open-source, highly responsive experiment tracking and visualization dashboard for machine learning. It provides a robust query language and a user-friendly UI to compare thousands of metric",
-        "category": "MLOps & Data Science"
-      },
-      {
-        "url": "https://engineering.fb.com/2026/05/26/ml-applications/silvertorch-index-as-model-new-retrieval-paradigm-recommendation-systems",
-        "title": "SilverTorch: Index as Model β€” A New Retrieval Paradigm for Recommendation Systems",
-        "date": "2026-06-02",
-        "stars": 4,
-        "impact": "high",
-        "why": "Meta's SilverTorch architecture redefines recommendation engines by consolidating vector retrieval, filtering, and scoring into a unified, GPU-optimized PyTorch model. Historically, recommendation pip",
-        "category": "MLOps & Data Science"
-      },
-      {
-        "url": "https://github.com/XuehaiPan/nvitop",
-        "title": "==github.com/XuehaiPan/nvitop== 🌟",
-        "date": "2026-05-25",
-        "stars": 4,
-        "impact": "high",
-        "why": "An interactive, terminal-based GPU monitoring tool that acts as a modern replacement for nvidia-smi. It provides real-time tracking of GPU resource consumption, memory configurations, process owners, ",
-        "category": "MLOps & Data Science"
-      },
-      {
-        "url": "https://github.com/tensorchord/envd",
-        "title": "tensorchord/envd: Reproducible development environment for AI/ML 🌟",
-        "date": "2026-05-21",
-        "stars": 3,
-        "impact": "medium",
-        "why": "An innovative local development environment generator for ML engineering. Envd translates Python declarations into isolated container definitions, ensuring high reproducibility for CUDA packages, pip ",
-        "category": "MLOps & Data Science"
-      },
-      {
-        "url": "https://github.com/abhishek-ch/around-dataengineering",
-        "title": "github: A very Long never ending Learning around Data Engineering & Machine' Learning",
-        "date": "2026-06-18",
-        "stars": 2,
-        "impact": "medium",
-        "why": "A comprehensive curated repository documenting data engineering pipelines, distributed computing principles, and machine learning foundations. It aggregates core concepts of large-scale data systems, ",
-        "category": "MLOps & Data Science"
-      },
-      {
-        "url": "https://cd.foundation/blog/2020/02/11/announcing-the-cd-foundation-mlops-sig",
-        "title": "cd.foundation: Announcing the CD Foundation MLOps SIG",
-        "date": "2026-06-18",
-        "stars": 0,
-        "impact": "medium",
-        "why": "A curated technical resource and architectural guide covering cd.foundation: Announcing the CD Foundation MLOps SIG in the Kubernetes Tools ecosystem.",
-        "category": "MLOps & Data Science"
-      },
-      {
-        "url": "https://stackoverflow.com/questions/72657318/how-is-flyte-tailored-to-data-and-machine-learning",
-        "title": "stackoverflow.com: How is Flyte tailored to \"Data and Machine Learning\"?",
-        "date": "2026-06-18",
-        "stars": 0,
-        "impact": "medium",
-        "why": "A curated technical resource and architectural guide covering stackoverflow.com: How is Flyte tailored to \"Data and Machine Learning\"? in the Kubernetes Tools ecosystem.",
-        "category": "MLOps & Data Science"
-      },
-      {
-        "url": "https://about.gitlab.com/blog/how-is-ai-ml-changing-devops",
-        "title": "about.gitlab.com: How is AI/ML changing DevOps?",
-        "date": "2026-06-14",
-        "stars": 0,
-        "impact": "medium",
-        "why": "Investigates the evolving integration of AI and Machine Learning inside DevSecOps pipelines. Discusses automated code suggestion mechanisms, ML-driven vulnerability remediation, and predictive diagnos",
-        "category": "MLOps & Data Science"
-      },
-      {
-        "url": "https://marvelousmlops.substack.com/p/sharpen-your-cookiecutter-speed-up",
-        "title": "marvelousmlops.substack.com: Sharpen your cookiecutter: speed up repo creation' with workflows",
-        "date": "2026-05-17",
-        "stars": 0,
-        "impact": "medium",
-        "why": "A curated technical resource and architectural guide covering marvelousmlops.substack.com: Sharpen your cookiecutter: speed up repo creation' with workflows in the Kubernetes Tools ecosystem.",
-        "category": "MLOps & Data Science"
-      }
-    ],
-    "OpenShift / Red Hat": [
-      {
-        "url": "https://developers.redhat.com/developer-sandbox",
-        "title": "Developer Sandbox",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "Provides immediate, zero-cost developer access to an active, shared OpenShift cluster environment pre-populated with cloud-native tooling. Eliminates complex infrastructure bootstrapping for developer",
-        "category": "OpenShift / Red Hat"
-      },
-      {
-        "url": "https://www.rancher.academy",
-        "title": "Rancher Academy 🌟",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "Official educational platform providing comprehensive training, labs, and certification programs for SUSE Rancher, K3s, and global multi-cluster enterprise deployments. Guides practitioners through st",
-        "category": "OpenShift / Red Hat"
-      },
-      {
-        "url": "https://docs.redhat.com/en/documentation/openshift_container_platform/4.22",
-        "title": "OpenShift 4 documentation 🌟",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "Official enterprise-grade documentation for Red Hat OpenShift Container Platform. Provides comprehensive architectural guidelines, deployment patterns, security policies, and cluster lifecycle managem",
-        "category": "OpenShift / Red Hat"
-      },
-      {
-        "url": "https://developers.redhat.com",
-        "title": "developers.redhat.com 🌟",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "Red Hat's dedicated developer portal providing comprehensive access to tools, sandboxes, and cloud-native frameworks like Quarkus and Spring on Kubernetes. It bridges the gap between raw cluster endpo",
-        "category": "OpenShift / Red Hat"
-      },
-      {
-        "url": "https://github.com/openshift/installer",
-        "title": "github.com/openshift/installer openshift installer 🌟",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official repository hosting the OpenShift Installer engine (IPI/UPI), which handles automated platform provisioning on major hypervisors and public clouds. Generates ignition files, configures boo",
-        "category": "OpenShift / Red Hat"
-      },
-      {
-        "url": "https://github.com/openshift/installer/blob/main/docs/user/aws/README.md",
-        "title": "AWS Account Set Up 🌟",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "This repository guide outlines the specific IAM policies, resource quotas, Route53 configurations, and networking permissions required to install OpenShift on AWS using the native installer-provisione",
-        "category": "OpenShift / Red Hat"
-      },
-      {
-        "url": "https://github.com/openshift/hypershift",
-        "title": "github.com/openshift/hypershift: HyperShift",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "HyperShift decouples the OpenShift control plane from the infrastructure, hosting it as standard containerized workloads within a central management cluster. This architecture enables lightning-fast p",
-        "category": "OpenShift / Red Hat"
-      },
-      {
-        "url": "https://github.com/openshift/origin",
-        "title": "github.com/openshift/origin 🌟",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "Core open-source repository for OKD (formerly OpenShift Origin), representing the upstream Kubernetes community distribution of OpenShift. Consists of cluster installation systems, APIs, and operators",
-        "category": "OpenShift / Red Hat"
-      },
-      {
-        "url": "https://github.com/openshift/origin/tree/main/examples/jenkins/pipeline",
-        "title": "github - using jenkins pipelines with OKD",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "Repository detailing baseline code configurations, sample pipelines, and deployment manifests engineered to execute scripted Jenkins procedures inside early versions of the OKD community container pla",
-        "category": "OpenShift / Red Hat"
-      },
-      {
-        "url": "https://github.com/quay/quay",
-        "title": "GitHub Quay (OSS)",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "Project Quay is the open-source upstream version of Red Hat Quay, providing a highly scalable container registry designed for cloud-native infrastructure. It features multi-tenancy, geo-replication, a",
-        "category": "OpenShift / Red Hat"
-      },
-      {
-        "url": "https://github.com/openshift/jenkins",
-        "title": "Jenkins Docker Image for Openshift v3",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "Red Hat maintained OpenShift integration image for running Jenkins natively within OpenShift clusters. Includes pre-configured plugins, service-account integration, and S2I build configurations custom",
-        "category": "OpenShift / Red Hat"
-      },
-      {
-        "url": "https://github.com/k3d-io/k3d",
-        "title": "**k3d**",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "Curator Insight features k3d as an indispensable utility for launching multi-node K3s clusters inside Docker containers. Live grounding in 2026 affirms k3d remains the leading choice for local multi-n",
-        "category": "OpenShift / Red Hat"
-      },
-      {
-        "url": "https://github.com/harvester/harvester",
-        "title": "Harvester",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "Curator Insight showcases Harvester as a modern open-source HCI built on KubeVirt and Longhorn. Live grounding in 2026 confirms Harvester has fully matured into an enterprise-stable alternative to VMw",
-        "category": "OpenShift / Red Hat"
-      },
-      {
-        "url": "https://github.com/operator-framework/operator-lifecycle-manager",
-        "title": "Red Hat OLM",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "Part of the Operator Framework, OLM manages the installation, updates, and role-based access control of Operators running inside a cluster. It acts as an orchestrator for custom resource definitions (",
-        "category": "OpenShift / Red Hat"
-      },
-      {
-        "url": "https://github.com/operator-framework/operator-lifecycle-manager/blob/master/doc/design/architecture.md",
-        "title": "OLM Arquitecture",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "This repository provides deep technical designs for Operator Lifecycle Manager (OLM). It handles updates, dependency validation, and multi-tenant installations of Kubernetes Operators.",
-        "category": "OpenShift / Red Hat"
-      }
-    ],
-    "GCP, OCI & Others": [
-      {
-        "url": "https://github.com/GoogleCloudPlatform/k8s-config-connector",
-        "title": "github.com/GoogleCloudPlatform/k8s-config-connector: GCP Config Connector",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Config Connector is a Kubernetes Custom Resource Definition (CRD) controller that allows operators to manage Google Cloud resources natively as if they were standard Kubernetes objects. It bridges Git",
-        "category": "GCP, OCI & Others"
-      },
-      {
-        "url": "https://github.com/GoogleCloudPlatform/buildpacks",
-        "title": "Google Cloud Buildpacks",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "An open-source implementation of Cloud Native Buildpacks optimized for GCP runtimes. It automatically transforms source code into production-ready, secured OCI container images without requiring custo",
-        "category": "GCP, OCI & Others"
-      },
-      {
-        "url": "https://github.com/GoogleCloudPlatform/cloud-code-samples",
-        "title": "github.com/GoogleCloudPlatform/cloud-code-samples 🌟",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "Curated templates and setup workflows targeting GCP's Cloud Code extension. Helps developers structure containerized services locally before auto-deploying to Google Kubernetes Engine (GKE).",
-        "category": "GCP, OCI & Others"
-      },
-      {
-        "url": "https://github.com/oracle",
-        "title": "github.com/oracle",
-        "date": "2026-05-17",
-        "stars": 5,
-        "impact": "high",
-        "why": "The main open-source hub hosting Oracle's cloud-native integrations, including the OCI Cloud Controller Manager (CCM) and CSI storage plugins. These modules enable standard cloud interactions and dyna",
-        "category": "GCP, OCI & Others"
-      },
-      {
-        "url": "https://developer.android.com/develop/xr/catalyst",
-        "title": "Android XR Developer Catalyst Program",
-        "date": "2026-06-02",
-        "stars": 4,
-        "impact": "high",
-        "why": "The landing page for Google's Android XR Developer Catalyst Program, which empowers developers to build spatial computing and immersive experiences for wired XR glasses (such as XREAL's Project Aura) ",
-        "category": "GCP, OCI & Others"
-      },
-      {
-        "url": "https://cloud.google.com/products",
-        "title": "googlecloudcheatsheet.withgoogle.com: Google Cloud Developer cheat sheet",
-        "date": "2026-06-01",
-        "stars": 4,
-        "impact": "high",
-        "why": "Google's official product portal mapping its enterprise suite of cloud computing, data analytics, and machine learning services. Serves as a primary reference for system architects evaluating Google's",
-        "category": "GCP, OCI & Others"
-      },
-      {
-        "url": "https://hub.docker.com/_/websphere-liberty",
-        "title": "DockerHub: websphere-liberty",
-        "date": "2026-06-01",
-        "stars": 4,
-        "impact": "high",
-        "why": "The official WebSphere Liberty image on Docker Hub, providing a highly optimized cloud-native runtime designed for Java EE and MicroProfile. Live Grounding emphasizes its value for enterprise applicat",
-        "category": "GCP, OCI & Others"
-      },
-      {
-        "url": "https://openliberty.io",
-        "title": "openliberty.io",
-        "date": "2026-06-01",
-        "stars": 4,
-        "impact": "high",
-        "why": "The project portal for Open Liberty, IBM's open-source, highly modular Java runtime designed for microservices and cloud-native applications. Live Grounding highlights its performance, dynamic reloadi",
-        "category": "GCP, OCI & Others"
-      },
-      {
-        "url": "https://www.ibm.com/solutions/cloud",
-        "title": "IBM Cloud",
-        "date": "2026-06-01",
-        "stars": 4,
-        "impact": "high",
-        "why": "The business and technical portal for IBM Cloud. Live Grounding highlights its specialization in enterprise hybrid-cloud, secure financial cloud environments, and deep integration with Red Hat OpenShi",
-        "category": "GCP, OCI & Others"
-      },
-      {
-        "url": "https://github.com/openliberty",
-        "title": "github.com/openliberty",
-        "date": "2026-05-17",
-        "stars": 4,
-        "impact": "high",
-        "why": "The primary GitHub hub containing repositories for Open Liberty, hosting its core runtime, tooling, and integrations. Live Grounding shows a highly collaborative community pushing frequent optimizatio",
-        "category": "GCP, OCI & Others"
-      },
-      {
-        "url": "https://www.scaleway.com/en/en",
-        "title": null,
-        "date": "2026-06-18",
-        "stars": 0,
-        "impact": "medium",
-        "why": "A curated technical resource and architectural guide covering www.scaleway.com in the Kubernetes Tools ecosystem.",
-        "category": "GCP, OCI & Others"
-      },
-      {
-        "url": "https://dzone.com/articles/devops-services-pricing-aws-vs-azure-vs-google-clo",
-        "title": "==Dzone: DevOps Services Pricing: AWS vs Azure vs Google Cloud== 🌟🌟",
-        "date": "2026-06-18",
-        "stars": 0,
-        "impact": "medium",
-        "why": "A curated technical resource and architectural guide covering ==Dzone: DevOps Services Pricing: AWS vs Azure vs Google Cloud== 🌟🌟 in the Kubernetes Tools ecosystem.",
-        "category": "GCP, OCI & Others"
-      },
-      {
-        "url": "https://dzone.com/articles/5-hosted-kubernetes-platforms",
-        "title": "Dzone: 5 Hosted Kubernetes Platforms",
-        "date": "2026-06-18",
-        "stars": 0,
-        "impact": "medium",
-        "why": "A curated technical resource and architectural guide covering Dzone: 5 Hosted Kubernetes Platforms in the Kubernetes Tools ecosystem.",
-        "category": "GCP, OCI & Others"
-      },
-      {
-        "url": "https://docs.redhat.com/en/documentation/openshift_container_platform/4.2/pdf/installing_on_ibm_z/index",
-        "title": null,
-        "date": "2026-06-18",
-        "stars": 0,
-        "impact": "medium",
-        "why": "A curated technical resource and architectural guide covering docs.redhat.com in the Kubernetes Tools ecosystem.",
-        "category": "GCP, OCI & Others"
-      },
-      {
-        "url": "https://docs.redhat.com/en/documentation/openshift_container_platform/4.2/html/installing_on_ibm_z/index",
-        "title": null,
-        "date": "2026-06-18",
-        "stars": 0,
-        "impact": "medium",
-        "why": "A curated technical resource and architectural guide covering docs.redhat.com in the Kubernetes Tools ecosystem.",
-        "category": "GCP, OCI & Others"
-      }
-    ],
-    "Containers & Runtime": [
-      {
-        "url": "https://docs.jfrog.com",
-        "title": "jfrog.com: Kubernetes Helm Chart Repositories 🌟",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Enterprise guide to leveraging JFrog Artifactory as a secure, high-availability Helm chart repository. Covers repository layout, role-based access control, package versioning, and integration with Kub",
-        "category": "Containers & Runtime"
-      },
-      {
-        "url": "https://docs.docker.com/build",
-        "title": "buildkit",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Docker's next-generation container image building engine, designed to replace the legacy builder. It introduces high-performance features including concurrent stage execution, efficient caching via im",
-        "category": "Containers & Runtime"
-      },
-      {
-        "url": "https://github.com/cert-manager/cert-manager",
-        "title": "==cert-manager/cert-manager==",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Consolidated record of the cert-manager repository, automating certificate lifecycles to guarantee encrypted transport paths between internal microservice runtimes.",
-        "category": "Containers & Runtime"
-      },
-      {
-        "url": "https://github.com/containerd/containerd",
-        "title": "containerd - An open and reliable container runtime",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "containerd is an industry-standard container runtime designed to be embedded into larger systems like Kubernetes. Following the deprecation of Docker's native runtime engine in Kubernetes, containerd ",
-        "category": "Containers & Runtime"
-      },
-      {
-        "url": "https://github.com/containers/conmon",
-        "title": "Conmon",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "An essential, daemonless container monitor written in C, used primarily by Podman and CRI-O. Conmon supervises container lifecycles, capturing standard output/error streams, tracking exit codes, and m",
-        "category": "Containers & Runtime"
-      },
-      {
-        "url": "https://github.com/opencontainers/runc",
-        "title": "runc",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "The canonical, low-level container runtime engine built in compliance with the OCI specification. Originally contributed by Docker, runc directly spawns and runs containers on Linux by interfacing wit",
-        "category": "Containers & Runtime"
-      },
-      {
-        "url": "https://github.com/uber/kraken",
-        "title": "uber/kraken",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "Uber's peer-to-peer (P2P) Docker registry designed for ultra-high-throughput image distribution in highly distributed, large-scale container cluster environments. Real-world grounding shows this proje",
-        "category": "Containers & Runtime"
-      },
-      {
-        "url": "https://github.com/docker/build-push-action",
-        "title": "**GitHub build-push-action**",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "The industry standard GitHub Action for building and pushing container images. Supports Docker Buildx, multi-platform builds, cache importing/exporting configurations, and native OCI-compliant registr",
-        "category": "Containers & Runtime"
-      },
-      {
-        "url": "https://github.com/hadolint/hadolint",
-        "title": "==hadolint/hadolint: Haskell Dockerfile Linter==",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "Hadolint is a Haskell-based linter that parses Dockerfiles and validates them against container best practices and Shellcheck rules. It ensures developers avoid common pitfalls such as running as root",
-        "category": "Containers & Runtime"
-      },
-      {
-        "url": "https://github.com/stepchowfun/docuum",
-        "title": "stepchowfun/docuum: Docuum: LRU eviction of Docker images 🌟",
-        "date": "2026-06-09",
-        "stars": 5,
-        "impact": "high",
-        "why": "Docuum is a robust, Rust-based daemon designed to run on container hosts to execute Least Recently Used (LRU) image eviction. When host disk usage exceeds a defined threshold, Docuum safely removes in",
-        "category": "Containers & Runtime"
-      },
-      {
-        "url": "https://github.com/quay/quay-operator",
-        "title": "Quay Community Edition operator",
-        "date": "2026-06-04",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official Kubernetes Operator designed to automate the lifecycle, database migrations, and SSL termination of Project Quay registries inside OpenShift and Kubernetes clusters. It handles storage se",
-        "category": "Containers & Runtime"
-      },
-      {
-        "url": "https://github.com/cybersecsi/RAUDI",
-        "title": "==cybersecsi/RAUDI==",
-        "date": "2026-06-03",
-        "stars": 5,
-        "impact": "high",
-        "why": "RAUDI is an automated system designed for continuous integration that regularly checks, updates, and rebuilds Docker images containing custom security tools. By automating the build pipelines of indiv",
-        "category": "Containers & Runtime"
-      },
-      {
-        "url": "https://buildah.io",
-        "title": "buildah",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "Buildah specializes in crafting OCI-compliant container images without requiring a background container daemon. It enables fine-grained Layer management, dramatically reducing the security footprint o",
-        "category": "Containers & Runtime"
-      },
-      {
-        "url": "https://dapr.io",
-        "title": "Dapr",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "The Distributed Application Runtime. Employs a highly modular sidecar design to deliver developer-focused APIs for pub/sub messaging, state management, and actor models.",
-        "category": "Containers & Runtime"
-      },
-      {
-        "url": "https://knative.dev",
-        "title": "knative.dev",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "The premier Kubernetes-native platform for serverless workloads. Offers enterprise-grade Serving (scale-to-zero, request-driven autoscaling) and highly decoupled Eventing models.",
-        "category": "Containers & Runtime"
-      }
-    ],
-    "Networking & Service Mesh": [
-      {
-        "url": "https://github.com/istio/tools/blob/master/perf/README.md",
-        "title": "Istio Performance/Stability Testing",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official benchmark suite for evaluating Istio control plane and data plane performance. Platform engineers use this suite to run stress tests, measure sidecar latency injection, and detect potenti",
-        "category": "Networking & Service Mesh"
-      },
-      {
-        "url": "https://github.com/envoyproxy/gateway",
-        "title": "Envoy Gateway",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official Envoy Gateway project aimed at unifying ingress controller configurations using the Kubernetes Gateway API. Simplifies managing edge proxy deployments, routing rules, TLS terminations, an",
-        "category": "Networking & Service Mesh"
-      },
-      {
-        "url": "https://github.com/netbox-community/netbox",
-        "title": "NetBox IPAM 🌟",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "The leading open-source IP Address Management (IPAM) and Data Center Infrastructure Management (DCIM) database. Built on Django and PostgreSQL, it serves as the programmable hardware and IP single-sou",
-        "category": "Networking & Service Mesh"
-      },
-      {
-        "url": "https://github.com/kubernetes/enhancements",
-        "title": "NodeLocal DNSCache",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "The Kubernetes Enhancement Proposal (KEP) and repository code outlining the deployment of a local DNS caching agent on each node. Running as a DaemonSet, NodeLocal DNSCache intercepts queries at a loc",
-        "category": "Networking & Service Mesh"
-      },
-      {
-        "url": "https://github.com/istio/istio",
-        "title": "github.com: Istio",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Main repository containing Istio's unified control plane (Istiod) and orchestration engines. Configures secure high-performance Envoy proxies as sidecars (or in ambient mode) to manage ingress, egress",
-        "category": "Networking & Service Mesh"
-      },
-      {
-        "url": "https://github.com/kiali/kiali",
-        "title": "github.com: kiali",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "The source repository for Kiali, an indispensable observability dashboard. Provides real-time interactive topologies, configuration validation, and native wizard-based creations of complex traffic rou",
-        "category": "Networking & Service Mesh"
-      },
-      {
-        "url": "https://github.com/maistra/istio",
-        "title": "github.com: Maistra Istio",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official GitHub repository for Maistra's modified Istio control plane code. Optimized for multi-tenancy support, advanced security policies, and tight integration within OpenShift environments.",
-        "category": "Networking & Service Mesh"
-      },
-      {
-        "url": "https://github.com/flannel-io/flannel",
-        "title": "Flannel",
-        "date": "2026-06-08",
-        "stars": 5,
-        "impact": "high",
-        "why": "A highly stable, lightweight Layer 3 overlay CNI fabric designed specifically for simplified Kubernetes installations. It provisions a simple local agent on each cluster node to manage subnet allocati",
-        "category": "Networking & Service Mesh"
-      },
-      {
-        "url": "https://linkerd.io",
-        "title": "Linkerd",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "The ultra-lightweight, CNCF-graduated Linkerd service mesh. Built on a custom Rust data-plane proxy, it delivers security (automatic mTLS), latency optimization, and traffic management with minimal CP",
-        "category": "Networking & Service Mesh"
-      },
-      {
-        "url": "https://memcached.org",
-        "title": "memcached.org",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "An industry-standard distributed memory object caching system designed for extreme performance and simplicity. Utilizing multi-threaded slab allocation, Memcached continues to serve as the default hig",
-        "category": "Networking & Service Mesh"
-      },
-      {
-        "url": "https://www.infoq.com/articles/service-mesh-ultimate-guide",
-        "title": "infoq.com: Service Mesh Ultimate Guide:",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "A highly detailed, definitive guide analyzing the core architecture of service meshes. It breaks down control plane and data plane dynamics, explaining how sidecar and ambient topologies manage securi",
-        "category": "Networking & Service Mesh"
-      },
-      {
-        "url": "https://github.com/containernetworking",
-        "title": "github.com/containernetworking 🌟",
-        "date": "2026-05-17",
-        "stars": 5,
-        "impact": "high",
-        "why": "The foundational GitHub organization hosting the official CNI specification, runtime engines, and core plugin binaries that drive the cloud-native ecosystem.",
-        "category": "Networking & Service Mesh"
-      },
-      {
-        "url": "https://github.com/kubernetes/ingress-nginx/releases/tag/controller-v1.0.0",
-        "title": "NGINX Ingress Controller - v1.0.0",
-        "date": "2026-03-23",
-        "stars": 5,
-        "impact": "high",
-        "why": "Landmark v1.0.0 release of the community ingress-nginx controller. Highlights include compatibility with the GA ingress API specification, significant security enhancements, and optimized resource con",
-        "category": "Networking & Service Mesh"
-      },
-      {
-        "url": "https://blog.cloudtrooper.net/2025/04/02/application-gateway-for-containers-a-not-so-gentle-intro-4",
-        "title": "Application Gateway for Containers with AKS Overlay Networking and VNet Flow Logs",
-        "date": "2025-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "A deep-dive technical investigation of Azure's next-generation Application Gateway for Containers (AGC) running atop AKS Overlay Networking. Details the setup, logging mechanics, and network telemetry",
-        "category": "Networking & Service Mesh"
-      },
-      {
-        "url": "https://layer5.io/service-mesh-landscape",
-        "title": "layer5.io: The Service Mesh Landscape 🌟🌟",
-        "date": "2025-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "An interactive tracker mapping out the diverse, evolving service mesh landscape. Managed by Layer5, it catalogues API compatibility, conformance standards, and architecture changes (e.g., sidecarless ",
-        "category": "Networking & Service Mesh"
-      }
-    ],
-    "AWS": [
-      {
-        "url": "https://github.com/aidansteele/secretsctx",
-        "title": "aidansteele/secretsctx",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "A Go-based runtime library designed to inject dynamic secrets from external storage layers directly into context-aware serverless pipelines. By managing runtime secret validation outside main configur",
-        "category": "AWS"
-      },
-      {
-        "url": "https://github.com/andrewpuch/nagios_setup",
-        "title": "github: Steps I used to install Nagios in the cloud",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "A historical walkthrough illustrating legacy installations of the Nagios monitoring framework inside static virtual instances. Outlines core process definitions, alerting rules, and manual configurati",
-        "category": "AWS"
-      },
-      {
-        "url": "https://github.com/awslabs/assisted-log-enabler-for-aws",
-        "title": "github.com/awslabs/assisted-log-enabler-for-aws: Assisted Log Enabler -' Find resources that are not logging, and turn them on",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "An AWS Labs community-focused repository offering automation scripts to identify resource endpoints that lack active logging and programmatically enable auditing (e.g., S3 server access logging, VPC F",
-        "category": "AWS"
-      },
-      {
-        "url": "https://github.com/awslabs/aws-cloudsaga",
-        "title": "==awslabs/aws-cloudsaga: AWS CloudSaga - Simulate security events in AWS==",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "AWS CloudSaga is an open-source tool developed by AWS to simulate security events and malicious activity directly inside your AWS environment. It enables security operations teams to validate detectio",
-        "category": "AWS"
-      },
-      {
-        "url": "https://github.com/ceph/ceph",
-        "title": "Ceph: A Distributed Object, Block, and File Storage Platform",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "An enterprise-grade, highly scalable distributed storage ecosystem providing object, block, and file system storage on a single unified cluster. Widely adopted as the primary storage layer backing clo",
-        "category": "AWS"
-      },
-      {
-        "url": "https://github.com/ministryofjustice/modernisation-platform/tree/main/architecture-decision-record",
-        "title": "==github.com/ministryofjustice: Modernisation Platform - Architecture Decisions==",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "The public collection of Architecture Decision Records (ADRs) from the UK Ministry of Justice Modernisation Platform. This serves as a key reference for cloud governance, public sector IT standards, a",
-        "category": "AWS"
-      },
-      {
-        "url": "https://github.com/infrahouse/infrahouse-toolkit",
-        "title": "github.com/infrahouse/infrahouse-toolkit",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "The Infrahouse Toolkit provides operational automation helpers specifically engineered to simplify AWS infrastructure deployment pipelines. It streamlines actions such as dynamic DNS configurations, i",
-        "category": "AWS"
-      },
-      {
-        "url": "https://aws.amazon.com/backup",
-        "title": "AWS Backup Service",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "The main technical portal for AWS Backup, a fully managed backup hub that centralizes and automates data protection across various AWS services. Live Grounding affirms AWS Backup as the primary enterp",
-        "category": "AWS"
-      },
-      {
-        "url": "https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_ReadRepl.html",
-        "title": "Working with PostgreSQL, MySQL, and MariaDB Read Replicas - Amazon",
-        "date": "2026-05-17",
-        "stars": 5,
-        "impact": "high",
-        "why": "Exhaustive official guide detailing the design, limits, and monitoring of read-replicas for open-source engines in AWS RDS. Covers cross-region replication strategies and promoting a replica to master",
-        "category": "AWS"
-      },
-      {
-        "url": "https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_VPC.WorkingWithRDSInstanceinaVPC.html",
-        "title": "Working with an Amazon RDS DB Instance in a VPC",
-        "date": "2026-05-17",
-        "stars": 5,
-        "impact": "high",
-        "why": "The foundational AWS RDS VPC networking architecture reference. Analyzes subnet group designations, public versus private access configurations, and network isolation topologies for secure DB hosting.",
-        "category": "AWS"
-      },
-      {
-        "url": "https://github.com/tenable/access-undenied-aws",
-        "title": "ermetic/access-undenied-aws 🌟",
-        "date": "2026-04-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "Access Undenied on AWS is a highly sophisticated CLI tool that parses AWS 'Access Denied' errors and CloudTrail events, pointing specifically to the policy boundary or SCP causing the block. Live Grou",
-        "category": "AWS"
-      },
-      {
-        "url": "https://github.com/awslabs/amazon-s3-tar-tool",
-        "title": "github.com/awslabs/amazon-s3-tar-tool: Amazon S3 Tar Tool",
-        "date": "2026-04-08",
-        "stars": 5,
-        "impact": "high",
-        "why": "An AWS Labs utility designed to parallelize the creation of TAR archives directly from S3 bucket structures. It prevents the network egress bottle-necks associated with downloading S3 objects locally ",
-        "category": "AWS"
-      },
-      {
-        "url": "https://github.com/localstack/localstack",
-        "title": "github.com/localstack/localstack",
-        "date": "2026-03-23",
-        "stars": 5,
-        "impact": "high",
-        "why": "Curator Insight identifies the open-source repository for LocalStack, the premier AWS cloud emulator. Live Grounding underscores its unparalleled adoption (>65k stars), showing it as a foundational de",
-        "category": "AWS"
-      },
-      {
-        "url": "https://github.com/jonrau1/ElectricEye/blob/master/README.md",
-        "title": "github: ElectricEye",
-        "date": "2026-02-09",
-        "stars": 5,
-        "impact": "high",
-        "why": "An automated cloud security assessment framework designed to continually monitor AWS environments for configuration drift, vulnerabilities, and deviations from industry standards. Outputs findings dir",
-        "category": "AWS"
-      },
-      {
-        "url": "https://github.com/99designs/aws-vault",
-        "title": "AWS Vault",
-        "date": "2025-12-30",
-        "stars": 5,
-        "impact": "high",
-        "why": "The industry-standard CLI utility for securely storing and accessing AWS credentials in local development workflows. It encrypts keys in OS keystores (like macOS Keychain or KWallet) and exposes tempo",
-        "category": "AWS"
-      }
-    ],
-    "Security & Compliance": [
-      {
-        "url": "https://github.com/policy-hub/policy-hub-cli",
-        "title": "PolicyHub CLI, a CLI tool that makes Rego policies searchable 🌟",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "A lightweight command-line utility engineered to improve discoverability and usability of Rego-based policies. This tool parses and indexes shared policy repositories, enabling infrastructure and plat",
-        "category": "Security & Compliance"
-      },
-      {
-        "url": "https://www.tigera.io/project-calico",
-        "title": "Project Calico 🌟",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "Curator Insight flags Calico as an industry-standard networking engine. Live Grounding reviews its implementation of eBPF and standard Linux iptables routing schemes to enforce high-performance networ",
-        "category": "Security & Compliance"
-      },
-      {
-        "url": "https://github.com/cilium/tetragon",
-        "title": "Tetragon (Cilium)",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "An eBPF-powered security observability and runtime enforcement platform. It monitors and blocks system events at the kernel level, providing granular process execution, network activity, and file syst",
-        "category": "Security & Compliance"
-      },
-      {
-        "url": "https://github.com/kubernetes/kubernetes/issues/126811",
-        "title": "A Kyverno policy to block custom snippet configurations for Kubernetes Nginx ingress (CVE-2021-25742",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "A critical Kyverno security policy designed to block custom Nginx Ingress snippet configurations, preventing exploitation of CVE-2021-25742. Demonstrates the practical power of declarative security ru",
-        "category": "Security & Compliance"
-      },
-      {
-        "url": "https://github.com/goauthentik/authentik",
-        "title": "github.com/goauthentik/authentik",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "authentik is an open-source identity infrastructure built to provide modern Single Sign-On (SSO), Multi-Factor Authentication (MFA), and fine-grained user access rules. It integrates with Kubernetes d",
-        "category": "Security & Compliance"
-      },
-      {
-        "url": "https://github.com/kyverno/policy-reporter",
-        "title": "Policy Reporter 🌟",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "A CNCF-recognized dashboard and reporter engineered to capture, aggregate, and visualize policy violations (like Kyverno or OPA findings) inside Kubernetes clusters. Converts abstract policy status re",
-        "category": "Security & Compliance"
-      },
-      {
-        "url": "https://github.com/getsops/sops",
-        "title": "sops: Simple and flexible tool for managing secrets 🌟",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "An essential open-source tool for file-level encryption inside configuration management pipelines. SOPS supports partial file encryption for formats like YAML, JSON, and ENV, integrating natively with",
-        "category": "Security & Compliance"
-      },
-      {
-        "url": "https://github.com/cert-manager/approver-policy",
-        "title": "github.com/cert-manager: Policy Approver",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "The cert-manager approver-policy extension code repository. Intercepts CertificateRequest resources before submission, evaluating requested commonNames, SANs, and key constraints against user-defined ",
-        "category": "Security & Compliance"
-      },
-      {
-        "url": "https://github.com/pomerium/pomerium",
-        "title": "Pomerium",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "Pomerium acts as an identity-aware, security-oriented context reverse proxy designed to establish robust Zero Trust access policies without relying on client-side VPN installations. It integrates with",
-        "category": "Security & Compliance"
-      },
-      {
-        "url": "https://github.com/prowler-cloud/prowler",
-        "title": "==github.com/prowler-cloud/prowler== 🌟🌟",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "An industry-standard tool for Cloud Security Posture Management (CSPM). It systematically audits multi-cloud infrastructures against CIS benchmarks, GDPR, and PCI-DSS rules, outputting detailed securi",
-        "category": "Security & Compliance"
-      },
-      {
-        "url": "https://github.com/hashicorp/vault",
-        "title": "hashicorp/vault",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "The premier multi-cloud secret manager, data protection engine, and dynamic credential broker. Despite HashiCorp's BSL license shifts, it remains the backbone of enterprise Zero Trust architectures, e",
-        "category": "Security & Compliance"
-      },
-      {
-        "url": "https://github.com/kubescape/kubescape",
-        "title": "kubescape",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "An active CNCF Sandbox tool providing multi-framework configuration scanning, risk analysis, and vulnerability management. It integrates into CI/CD pipelines to ensure continuous verification of compl",
-        "category": "Security & Compliance"
-      },
-      {
-        "url": "https://github.com/pyca/bcrypt",
-        "title": "pyca/bcrypt",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "Provides high-performance, secure-by-default C bindings for the bcrypt password hashing algorithm in Python applications. Widely trusted for protecting stored passwords against offline dictionary atta",
-        "category": "Security & Compliance"
-      },
-      {
-        "url": "https://github.com/aquasecurity/trivy",
-        "title": "trivy",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "Aqua Security's Trivy is an exceptionally fast, highly versatile security scanner for containers, IaC configurations, and software vulnerabilities. Known for its streamlined caching, wide packaging-fo",
-        "category": "Security & Compliance"
-      },
-      {
-        "url": "https://github.com/cloud-custodian/cloud-custodian",
-        "title": "Cloud Custodian",
-        "date": "2026-06-10",
-        "stars": 5,
-        "impact": "high",
-        "why": "A robust, YAML-configured rules engine used by enterprise platform engineers to manage multi-cloud compliance, cost control, and security posture across AWS, Azure, and GCP. Automates cost-saving reso",
-        "category": "Security & Compliance"
-      }
-    ],
-    "Architecture & Microservices": [
-      {
-        "url": "https://github.com/magnologan/awesome-k8s-security",
-        "title": "magnologan/awesome-k8s-security: Awesome Kubernetes (K8s) Security 🌟",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "A premier directory indexing specialized Kubernetes security packages, scanners, CVE logs, and hardening guides. It collects key scanning tools such as Falco, Trivy, and Polaris, helping cloud complia",
-        "category": "Architecture & Microservices"
-      },
-      {
-        "url": "https://github.com/jk8s/awesome-kubernetes",
-        "title": "@jk8s' Awesome Kubernetes",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "A dedicated directory listing specialized Kubernetes tools, packages, and frameworks. This resource collection focuses on developer productivity tools, testing utilities, and monitoring wrappers to op",
-        "category": "Architecture & Microservices"
-      },
-      {
-        "url": "https://github.com/mikeroyal/Kubernetes-Guide",
-        "title": "==mikeroyal/Kubernetes-Guide: Kubernetes Guide== 🌟",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "A massive educational directory covering basic components, intermediate networking, storage, and advanced Kubernetes configurations. Offers structured developer pathways and hypervisor setup instructi",
-        "category": "Architecture & Microservices"
-      },
-      {
-        "url": "https://github.com/atinfo/awesome-test-automation",
-        "title": "Awesome Test Automation",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "An extensive curated directory compiling top-tier testing tools, frameworks, and continuous validation resources. Features directories for end-to-end web tests, load injection suites, API contract tes",
-        "category": "Architecture & Microservices"
-      },
-      {
-        "url": "https://github.com/ksoclabs/awesome-kubernetes-security",
-        "title": "==ksoclabs/awesome-kubernetes-security== 🌟",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "An expert-level compilation of Kubernetes security tools, vulnerability papers, threat simulations, and posture management (KSPM) frameworks. Ideal for penetration testers and cloud security engineers",
-        "category": "Architecture & Microservices"
-      },
-      {
-        "url": "https://github.com/joseadanof/awesome-cloudnative-trainings",
-        "title": "github.com/joseadanof: Awesome Cloud Native Trainings",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "A thoroughly organized directory cataloging cloud-native certifications (CKA, CKAD, CKS), training centers, and open labs. Extremely useful for platform engineering managers designing structured learn",
-        "category": "Architecture & Microservices"
-      },
-      {
-        "url": "https://nubenetes.com/terraform",
-        "title": "Terraform Kubernetes Boilerplates 🌟",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "A library of enterprise-stable Terraform templates configured specifically for modern Kubernetes environments (EKS, GKE, AKS). Includes pre-tested infrastructure specifications for VPC topologies, pri",
-        "category": "Architecture & Microservices"
-      },
-      {
-        "url": "https://github.com/veggiemonk/awesome-docker",
-        "title": "Awesome Docker 🌟",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "The premier community directory compiling top-tier runtimes, base images, build extensions, registries, and runtime protection systems. An indispensable reference manual for Cloud Native architects.",
-        "category": "Architecture & Microservices"
-      },
-      {
-        "url": "https://github.com/PatrickJS/awesome-angular",
-        "title": "Awesome Angular",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "A comprehensive curated collection of modules, state management patterns (NgRx), and testing pipelines for the Angular framework. Primarily useful for frontend web development teams constructing large",
-        "category": "Architecture & Microservices"
-      },
-      {
-        "url": "https://github.com/kubernetes/community/tree/main/icons",
-        "title": "github.com/kubernetes: Kubernetes Icons Set",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official CNCF-maintained Kubernetes graphic catalog containing SVGs and PNGs representing key system objects like Pods, Services, Deployments, ingress, and Custom Resources. Vital for creating hig",
-        "category": "Architecture & Microservices"
-      },
-      {
-        "url": "https://github.com/TheJambo/awesome-testing",
-        "title": "Awesome Testing",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "A highly practical directory highlighting testing paradigms, dynamic scanning modules, and manual/automated testing resources. Focuses on QA educational resources as well as modern test design techniq",
-        "category": "Architecture & Microservices"
-      },
-      {
-        "url": "https://github.com/ElYusubov/AWESOME-Azure-Bicep",
-        "title": "ElYusubov/AWESOME-Azure-Bicep: AWESOME Azure Bicep",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "An index of resource libraries, module registries, and extension directories tailored for Azure Bicep DSL. Bicep has largely superseded ARM JSON templates as Microsoft's first-party IaC solution. This",
-        "category": "Architecture & Microservices"
-      },
-      {
-        "url": "https://github.com/docker/awesome-compose",
-        "title": "Awesome Compose 🌟",
-        "date": "2026-06-10",
-        "stars": 5,
-        "impact": "high",
-        "why": "Awesome Compose is an official, highly curated repository of declarative multi-container topologies using Docker Compose. It showcases optimal configuration patterns for databases, caching layers, app",
-        "category": "Architecture & Microservices"
-      },
-      {
-        "url": "https://github.com/mingrammer/diagrams",
-        "title": "mingrammer/diagrams",
-        "date": "2026-06-09",
-        "stars": 5,
-        "impact": "high",
-        "why": "A highly popular open-source Python framework that allows engineers to write cloud infrastructure diagrams directly as Python code. It supports hundreds of built-in components covering AWS, GCP, Azure",
-        "category": "Architecture & Microservices"
-      },
-      {
-        "url": "https://github.com/rootsongjc/awesome-cloud-native",
-        "title": "rootsongjc/awesome-cloud-native 🌟",
-        "date": "2026-06-08",
-        "stars": 5,
-        "impact": "high",
-        "why": "An extensive library mapping the CNCF Cloud Native landscape, detailing Service Meshes, dynamic storages, logging setups, and database drivers. Provides platform architects with a systematic catalog t",
-        "category": "Architecture & Microservices"
-      }
-    ],
-    "Platform Engineering & DevEx": [
-      {
-        "url": "https://github.com/apache/apisix",
-        "title": "apisix",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "Apache APISIX is a high-performance, dynamic cloud-native API gateway built on Nginx and OpenResty. It provides dynamic routing, active health checking, security protection, and telemetry integration,",
-        "category": "Platform Engineering & DevEx"
-      },
-      {
-        "url": "https://github.com/Azure/draft",
-        "title": "==Azure/Draft== 🌟",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "Azure Draft simplifies early-stage developer onboarding onto Kubernetes. By scanning source code directories, it automatically generates containerization assets including Dockerfiles, Kubernetes manif",
-        "category": "Platform Engineering & DevEx"
-      },
-      {
-        "url": "https://backstage.io",
-        "title": "Backstage Developer Portal:",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "Created by Spotify and donated to the CNCF, Backstage is an open-source framework for building internal developer portals. It unifies infrastructure tooling, services, and documentation under a single",
-        "category": "Platform Engineering & DevEx"
-      },
-      {
-        "url": "https://developer.android.com",
-        "title": "developer.android.com",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "Google's official portal containing documentation, API reference guides, and system architectures for Android app development. It is the primary ecosystem hub for designing mobile client interactions,",
-        "category": "Platform Engineering & DevEx"
-      },
-      {
-        "url": "https://developer.apple.com",
-        "title": "developer.apple.com",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "Apple's developer resources hub, providing SDK documentation, SwiftUI design frameworks, and distribution guidelines. The platform provides fundamental patterns for building client-side integrations w",
-        "category": "Platform Engineering & DevEx"
-      },
-      {
-        "url": "https://spring.io/projects/spring-cloud-gateway",
-        "title": "Spring Cloud Gateway",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "Spring Cloud Gateway provides an API routing mechanism built on Spring WebFlux and Project Reactor. Ideal for Java and Spring Boot microservice architectures, it facilitates non-blocking, reactive tra",
-        "category": "Platform Engineering & DevEx"
-      },
-      {
-        "url": "https://www.krakend.io",
-        "title": "KrakenD: The fastest API gateway comes with true linear scalability 🌟",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "KrakenD is an enterprise-ready, open-source API Gateway engineered for linear scalability and ultra-high performance. By utilizing a stateless execution model, it avoids the overhead of internal datab",
-        "category": "Platform Engineering & DevEx"
-      },
-      {
-        "url": "https://github.com/Ileriayo/markdown-badges",
-        "title": "github.com/Ileriayo/markdown-badges: Markdown Badges",
-        "date": "2026-05-22",
-        "stars": 5,
-        "impact": "high",
-        "why": "A massive curated catalog of dynamic, consistent, and beautiful SVG shields and badges for GitHub repositories. It supports a wide array of languages, frameworks, cloud providers, and developer tools.",
-        "category": "Platform Engineering & DevEx"
-      },
-      {
-        "url": "https://github.com/adam-p/markdown-here/wiki/Markdown-Cheatsheet",
-        "title": "Markdown Cheat Sheet 4",
-        "date": "2025-08-22",
-        "stars": 5,
-        "impact": "high",
-        "why": "One of the most starred and utilized Markdown references on GitHub. Curator Insight emphasizes its extreme offline utility. Live Grounding validates its legacy status as the primary standard for forma",
-        "category": "Platform Engineering & DevEx"
-      },
-      {
-        "url": "https://developers.google.com/profile/u/me/dashboard",
-        "title": "Google Developers Profile Dashboard",
-        "date": "2026-06-02",
-        "stars": 4,
-        "impact": "high",
-        "why": "An enterprise portal centralizing developer badges, certification pathways, and continuous education tracks for Google architectures. Allows developers to monitor personalized progress in platform-spe",
-        "category": "Platform Engineering & DevEx"
-      },
-      {
-        "url": "https://developer.db.com",
-        "title": "Deutsche Bank API Program",
-        "date": "2026-06-01",
-        "stars": 4,
-        "impact": "high",
-        "why": "The developer portal for Deutsche Bank, providing secure and standard access to financial APIs. It supports secure OAuth2 protocols, enabling applications to run transaction processing, accounts recon",
-        "category": "Platform Engineering & DevEx"
-      },
-      {
-        "url": "https://developer.ing.com/openbanking",
-        "title": "ING Developer Portal",
-        "date": "2026-06-01",
-        "stars": 4,
-        "impact": "high",
-        "why": "ING's open-banking marketplace and developer portal. The catalog details APIs for cash management, transaction services, accounts balance, and PSD2 compliance, backed by strong authentication and sand",
-        "category": "Platform Engineering & DevEx"
-      },
-      {
-        "url": "https://luraproject.org",
-        "title": "Lura 🌟",
-        "date": "2026-06-01",
-        "stars": 4,
-        "impact": "high",
-        "why": "Lura (formerly KrakenD framework) is an ultra-performant, stateless API Gateway engine written in Go. It allows developers to construct high-throughput microservice aggregations, protocol translations",
-        "category": "Platform Engineering & DevEx"
-      },
-      {
-        "url": "https://smartcar.com",
-        "title": "smartcar.com",
-        "date": "2026-06-01",
-        "stars": 4,
-        "impact": "high",
-        "why": "Smartcar provides a developer-friendly API platform for connected vehicles, enabling telemetry collection, remote door locking, and EV battery charging management. It abstracts away complex proprietar",
-        "category": "Platform Engineering & DevEx"
-      },
-      {
-        "url": "https://www.bbvaapimarket.com/es",
-        "title": "BBVA API Market",
-        "date": "2026-06-01",
-        "stars": 4,
-        "impact": "high",
-        "why": "BBVA's commercial API platform, allowing external developers to securely consume core banking capabilities. It features REST integrations for payments, transactions, customer identification, and finan",
-        "category": "Platform Engineering & DevEx"
-      }
-    ],
-    "FinOps & Cloud Cost": [
-      {
-        "url": "https://calculator.aws",
-        "title": "calculator.aws: AWS Total Cost of Ownership (TCO) Calculators",
-        "date": "2026-05-17",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official pricing modeling platform for AWS cloud architectures. Empowers engineers to compute operational expenses and model total cost of ownership forecasts before initiating system builds.",
-        "category": "FinOps & Cloud Cost"
-      },
-      {
-        "url": "https://cast.ai/blog/keep-your-aws-kubernetes-costs-in-check-with-intelligent-allocation",
-        "title": "cast.ai: Keep your AWS Kubernetes costs in check with intelligent allocation' (EKS)",
-        "date": "2026-05-17",
-        "stars": 5,
-        "impact": "high",
-        "why": "Explores Kubernetes resource provisioning on EKS using automated container allocations. Offers strategies to prevent container-level over-provisioning and dynamically handle node scaling tasks to curb",
-        "category": "FinOps & Cloud Cost"
-      },
-      {
-        "url": "https://aws.amazon.com/blogs/mt/visualize-and-gain-insights-into-your-aws-cost-and-usage-with-cloud-intelligence-dashboards-using-amazon-quicksight",
-        "title": "Visualize and gain insights into your AWS cost and usage with Cloud Intelligence Dashboards and CUDOS using Amazon QuickSight",
-        "date": "2026-05-17",
-        "stars": 5,
-        "impact": "high",
-        "why": "Guide to building operational cost dashboards via AWS CUDOS and Amazon QuickSight. Translates complex billing files into detailed visualizations tracking anomalous expenditure patterns in real time.",
-        "category": "FinOps & Cloud Cost"
-      },
-      {
-        "url": "https://github.com/mivano/azure-cost-cli",
-        "title": "==github.com/mivano/azure-cost-cli==",
-        "date": "2026-06-08",
-        "stars": 4,
-        "impact": "high",
-        "why": "Focuses on tag-based cost-querying using the `azure-cost-cli` tool. Explains how to extract billing data grouped by tags to simplify chargeback allocations and identify untagged resources.",
-        "category": "FinOps & Cloud Cost"
-      },
-      {
-        "url": "https://www.businessinsider.com/uber-coo-andrew-macdonald-ai-token-spending-harder-justify-2026-5",
-        "title": "Uber's COO Says It's Getting Harder to Justify the Money Spent on AI",
-        "date": "2026-06-02",
-        "stars": 4,
-        "impact": "high",
-        "why": "This analytical piece covers the emerging industry backlash against unchecked corporate 'tokenmaxxing' and AI expenditure, centered on remarks by Uber's COO Andrew Macdonald. It examines the operation",
-        "category": "FinOps & Cloud Cost"
-      },
-      {
-        "url": "https://aws.amazon.com/blogs/storage/manage-amazon-s3-storage-costs-granularly-and-at-scale-using-s3-intelligent-tiering",
-        "title": "Manage Amazon S3 storage costs granularly and at scale using S3 Intelligent-Tiering",
-        "date": "2026-05-17",
-        "stars": 4,
-        "impact": "high",
-        "why": "Details how S3 Intelligent-Tiering minimizes administration tasks by automating object data migration. Moves records between active and archival tiers based on individual file lifecycle events.",
-        "category": "FinOps & Cloud Cost"
-      },
-      {
-        "url": "https://www.freecodecamp.org/news/cost-optimization-in-aws",
-        "title": "freecodecamp.org: How to Optimize your AWS Cloud Architecture Costs",
-        "date": "2026-05-17",
-        "stars": 4,
-        "impact": "high",
-        "why": "An extensive blueprint targeting cost optimization on AWS. Elaborates on compute rightsizing, orchestrating managed storage lifecycles, and identifying idle infrastructure configurations to lower over",
-        "category": "FinOps & Cloud Cost"
-      },
-      {
-        "url": "https://www.infoq.com/news/2020/09/aws-ec2-t4g-instances",
-        "title": "infoq.com: AWS Launches Low-Cost Burstable T4g Instances Powered by AWS' Graviton2",
-        "date": "2026-05-17",
-        "stars": 4,
-        "impact": "high",
-        "why": "Discusses the deployment of ARM64 Graviton2-powered burstable T4g instances on AWS. Outlines the raw price-to-performance value, noting up to 40% improvements over comparable x86-based environments.",
-        "category": "FinOps & Cloud Cost"
-      },
-      {
-        "url": "https://aws.amazon.com/es/blogs/aws/amazon-s3-glacier-price-reduction",
-        "title": "aws.amazon.com: Amazon S3 Glacier Price Reduction",
-        "date": "2026-05-17",
-        "stars": 4,
-        "impact": "high",
-        "why": "Analyses structural price reductions on S3 Glacier archiving solutions. Evaluates its architectural impact for enterprises storing high-volume data lakes and maintaining long-term historical complianc",
-        "category": "FinOps & Cloud Cost"
-      },
-      {
-        "url": "https://www.infoq.com/news/2021/03/aws-efs-one-zone-storage-classes",
-        "title": "infoq.com: AWS Announces Lower Cost Storage Classes for Amazon Elastic File' System",
-        "date": "2026-05-17",
-        "stars": 4,
-        "impact": "high",
-        "why": "Introduces the Amazon Elastic File System (EFS) One Zone storage class, offering cost-optimized options for shared storage. Cuts storage expenses by up to 47% compared to regional replication variants",
-        "category": "FinOps & Cloud Cost"
-      },
-      {
-        "url": "https://blog.cloud-mercato.com/aws-m6i-the-why-you-should-abandon-your-m5",
-        "title": "blog.cloud-mercato.com: AWS m6i: The why you should abandon your m5",
-        "date": "2026-05-17",
-        "stars": 4,
-        "impact": "high",
-        "why": "Compares AWS m6i instances to preceding m5 configurations, outlining performance benchmarks. Details compute and memory optimizations delivered by 3rd Gen Intel Xeon Scalable processors at similar cos",
-        "category": "FinOps & Cloud Cost"
-      },
-      {
-        "url": "https://aws.amazon.com/blogs/architecture/exploring-data-transfer-costs-for-aws-managed-databases",
-        "title": "aws.amazon.com: Exploring Data Transfer Costs for AWS Managed Databases",
-        "date": "2026-05-17",
-        "stars": 4,
-        "impact": "high",
-        "why": "Breaks down inter-zone and multi-region data transfer charges on AWS managed databases. Presents structural models designed to minimize data transfer egress bills within multi-tier application layouts",
-        "category": "FinOps & Cloud Cost"
-      },
-      {
-        "url": "https://aws.amazon.com/about-aws/whats-new/2022/04/aws-data-transfer-price-reduction-privatelink-transit-gateway-client-vpn-services/?nc1=h_ls",
-        "title": "AWS Announces Data Transfer Price Reduction for AWS PrivateLink, AWS Transit Gateway, and AWS Client VPN services",
-        "date": "2026-05-17",
-        "stars": 4,
-        "impact": "high",
-        "why": "Covers significant network-level price cuts for AWS PrivateLink, Transit Gateway, and Client VPN. Aids enterprise network architects in planning hybrid integrations with fewer concerns over data egres",
-        "category": "FinOps & Cloud Cost"
-      },
-      {
-        "url": "https://thenewstack.io/cloud-bill-risks-of-aws-reserved-instances-and-savings-plans",
-        "title": "thenewstack.io: Cloud Bill Risks of AWS Reserved Instances and Savings Plans",
-        "date": "2026-05-17",
-        "stars": 4,
-        "impact": "high",
-        "why": "Details critical commercial risks of long-term Reserved Instance and Savings Plan commitments. Outlines how changing architecture styles can render fixed financial contracts inefficient over time.",
-        "category": "FinOps & Cloud Cost"
-      },
-      {
-        "url": "https://ec2.shop",
-        "title": "ec2.shop: Compare AWS EC2 instance price from the CLI",
-        "date": "2026-05-17",
-        "stars": 4,
-        "impact": "high",
-        "why": "A terminal-based tool enabling fast comparisons of EC2 instance types, pricing, and configurations directly from the command line. Significantly reduces operational friction for engineers sizing cloud",
-        "category": "FinOps & Cloud Cost"
-      }
-    ],
-    "Virtualization & Private Cloud": [
-      {
-        "url": "https://github.com/kubernetes-sigs/kubespray",
-        "title": "**Kubespray**",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "The industry standard Ansible automation framework for deploying enterprise-ready, production-grade clusters. Combining Kubeadm with highly flexible, battle-tested playbooks, it handles network policy",
-        "category": "Virtualization & Private Cloud"
-      },
-      {
-        "url": "https://github.com/kubernetes/kops",
-        "title": "GitHub: Kubernetes Cluster with Kops",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Kubernetes Operations (kops) is a production-grade orchestration tool designed to configure, scale, and manage highly available clusters on public cloud environments. Its declarative structure manages",
-        "category": "Virtualization & Private Cloud"
-      },
-      {
-        "url": "https://github.com/k0sproject/k0s",
-        "title": "K0s - Zero Friction Kubernetes",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official open-source repository for the k0s Kubernetes distribution. Features active enterprise-grade developer tracks, offering built-in advanced networking plugins (Calico CNI, Kube-router), sup",
-        "category": "Virtualization & Private Cloud"
-      },
-      {
-        "url": "https://github.com/zarf-dev/zarf",
-        "title": "defenseunicorns/zarf",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "A highly resilient developer tool designed by Defense Unicorns to package, deploy, and manage Kubernetes clusters and cloud-native applications in strictly air-gapped, offline, or secure zero-trust en",
-        "category": "Virtualization & Private Cloud"
-      },
-      {
-        "url": "https://github.com/electrocucaracha/krd",
-        "title": "krd",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "The Kubernetes Reference Deployment (KRD) leverages Ansible playbooks and shell scripts to automate multi-node cluster provisioning with advanced network architectures, hardware acceleration (SR-IOV),",
-        "category": "Virtualization & Private Cloud"
-      },
-      {
-        "url": "https://github.com/poseidon/typhoon",
-        "title": "poseidon/typhoon",
-        "date": "2026-06-08",
-        "stars": 5,
-        "impact": "high",
-        "why": "Typhoon is a minimalist, secure, and performant bare-metal and multi-cloud Kubernetes distribution built entirely with Terraform. It bootstraps standard, upstream CNCF-compliant Kubernetes onto Flatca",
-        "category": "Virtualization & Private Cloud"
-      },
-      {
-        "url": "https://github.com/xiaods/k8e",
-        "title": "xiaods/k8e",
-        "date": "2026-06-06",
-        "stars": 5,
-        "impact": "high",
-        "why": "A lightweight Kubernetes distribution (k8e, standing for \"k8s easy\") modeled after K3s but strictly adhering to standard upstream components. It is tailored for low-resource edge architectures, CI env",
-        "category": "Virtualization & Private Cloud"
-      },
-      {
-        "url": "https://github.com/kubernetes/kubeadm",
-        "title": "Kubernetes Cluster with **Kubeadm**",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "The standard bootstrapping engine for establishing conformant clusters, maintained by Kubernetes SIG-Cluster-Lifecycle. It abstracts certificate generation, etcd cluster building, and node onboarding ",
-        "category": "Virtualization & Private Cloud"
-      },
-      {
-        "url": "https://github.com/kubernetes/kubeadm/blob/main/docs/ha-considerations.md",
-        "title": "github.com/kubernetes/kubeadm: High Availability Considerations",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "Official design documentation specifying the HA mechanics of Kubeadm clusters. Examines stacked etcd setups versus external etcd clusters, detailing load balancing requirements and node join procedure",
-        "category": "Virtualization & Private Cloud"
-      },
-      {
-        "url": "https://github.com/darxkies/k8s-tew",
-        "title": "**k8s-tew**",
-        "date": "2026-05-08",
-        "stars": 5,
-        "impact": "high",
-        "why": "\"Kubernetes The Easy Way\" (k8s-tew) was a shell wrapper and declarative configuration tool designed to bypass the complex manual configuration steps associated with bootstrapping clusters via kubeadm.",
-        "category": "Virtualization & Private Cloud"
-      },
-      {
-        "url": "https://github.com/taubyte/tau",
-        "title": "github.com/taubyte/tau: Tau",
-        "date": "2026-05-07",
-        "stars": 5,
-        "impact": "high",
-        "why": "Tau is an innovative, high-performance decentralized computing platform running WebAssembly (Wasm) workloads on the edge. It integrates autonomous routing, multi-tenant serverless orchestration, and d",
-        "category": "Virtualization & Private Cloud"
-      },
-      {
-        "url": "https://github.com/taubyte/dream",
-        "title": "dreamland",
-        "date": "2026-04-07",
-        "stars": 5,
-        "impact": "high",
-        "why": "A developer tool designed to spin up localized Taubyte nodes on a single laptop. Allows rapid offline testing of serverless WASM routines, networking layers, and decentralized databases.",
-        "category": "Virtualization & Private Cloud"
-      },
-      {
-        "url": "https://github.com/kubeinit/kubeinit",
-        "title": "Kubeinit 🌟",
-        "date": "2025-12-05",
-        "stars": 5,
-        "impact": "high",
-        "why": "Curator Insight vs Live Grounding: Kubeinit was designed as an Ansible automation tool to deploy Kubernetes, OKD, or OpenShift on VMs using libvirt/KVM. Live telemetry shows this repository has moved ",
-        "category": "Virtualization & Private Cloud"
-      },
-      {
-        "url": "https://github.com/geerlingguy/ansible-role-kubernetes",
-        "title": "Ansible Role - Kubernetes (Jeff Geerling)",
-        "date": "2025-11-28",
-        "stars": 5,
-        "impact": "high",
-        "why": "Jeff Geerling's highly popular, community-standard Ansible role designed to automate core system dependencies, swap disabling, package installations, and initial Kubeadm commands on Debian and RedHat ",
-        "category": "Virtualization & Private Cloud"
-      },
-      {
-        "url": "https://github.com/kelseyhightower/kubernetes-the-hard-way",
-        "title": "**Kelsey Hightower: kubernetes the hard way**",
-        "date": "2025-04-10",
-        "stars": 5,
-        "impact": "high",
-        "why": "Kelsey Hightower's legendary guide for bootstrapping highly available clusters manually without automated installers. It details SSL/TLS certificate generation, etcd cluster builds, and control plane ",
-        "category": "Virtualization & Private Cloud"
-      }
-    ]
-  },
-  "12_months": {
-    "Kubernetes & Orchestration": [
-      {
-        "url": "https://www.apptio.com/products/kubecost/?src=kc-com",
-        "title": "Kubecost 🌟",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "The industry-standard real-time resource cost allocation and observability tool for multi-cluster environments. Seamlessly integrates with cloud APIs and Prometheus metrics to calculate granular clust",
-        "category": "Kubernetes & Orchestration"
-      },
-      {
-        "url": "https://github.com/eldada/kubernetes-scripts",
-        "title": "Kubernetes Scripts",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "A utility collection of bash and shell scripts designed to simplify day-to-day Kubernetes cluster administration, diagnostic queries, and resource debugging. These community-focused tools wrap kubectl",
-        "category": "Kubernetes & Orchestration"
-      },
-      {
-        "url": "https://github.com/bmuschko/ckad-prep",
-        "title": "bmuschko/ckad-prep",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "An alternative preparation repository designed by Benjamin Muschko, offering structured sample solutions, resource manifests, and command-line blueprints to ace the CKAD exam. It isolates complex conc",
-        "category": "Kubernetes & Orchestration"
-      },
-      {
-        "url": "https://github.com/bmuschko/ckad-crash-course",
-        "title": "bmuschko/ckad-crash-course: Certified Kubernetes Application Developer (CKAD)' Crash Course",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "A repository housing comprehensive code examples, study guides, and hands-on exercises complementing Benjamin Muschko's CKAD Crash Course. It focuses on application design, deployment configurations, ",
-        "category": "Kubernetes & Orchestration"
-      },
-      {
-        "url": "https://www.cncf.io/training/certification/ckad",
-        "title": "cncf.io: Certified Kubernetes Application Developer (CKAD)",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "Official CNCF training and certification page for the Certified Kubernetes Application Developer (CKAD) program. Validates a developer's hands-on ability to build, configure, expose, and troubleshoot ",
-        "category": "Kubernetes & Orchestration"
-      },
-      {
-        "url": "https://gist.github.com/ninlil/affbf7514d4e74c7634e77f47e172236",
-        "title": "Get applied and effective apiVersion from Kubernetes objects",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "A highly specialized GitHub Gist that details mechanisms to query and extract both the applied and effective apiVersion from active Kubernetes objects. This tool is vital for API deprecation migration",
-        "category": "Kubernetes & Orchestration"
-      },
-      {
-        "url": "https://github.com/yonahd/orphaned-configmaps",
-        "title": "github.com/yonahd/orphaned-configmaps: Orphaned ConfigMaps",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "Orphaned ConfigMaps detects unreferenced ConfigMaps and Secrets across active namespaces. By scanning volume mounts and env declarations, it exposes abandoned configurations that increase complexity a",
-        "category": "Kubernetes & Orchestration"
-      },
-      {
-        "url": "https://github.com/codecrafters-io/build-your-own-x",
-        "title": "Build Your Own X",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "An immensely popular community-driven compilation of step-by-step guides for building complex software systems (compilers, databases, operating systems, Docker) from scratch. Perfect for deep pedagogi",
-        "category": "Kubernetes & Orchestration"
-      },
-      {
-        "url": "https://nubenetes.com/serverless",
-        "title": "Serverless Architectures",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "In-depth analysis exploring execution concepts, billing architectures, scalability curves, and performance tradeoffs inherent in Serverless patterns. Details key differences between FaaS, cloud-manage",
-        "category": "Kubernetes & Orchestration"
-      },
-      {
-        "url": "https://nubenetes.com/crossplane",
-        "title": "Crossplane",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Comprehensive review of Crossplane, a CNCF control-plane framework transforming Kubernetes clusters into universal infrastructure schedulers. Permits declarative definition of cloud resources (RDS, S3",
-        "category": "Kubernetes & Orchestration"
-      },
-      {
-        "url": "https://nubenetes.com/kubernetes-client-libraries",
-        "title": "Client Libraries for Kubernetes",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Complete directory of supported Kubernetes API client libraries (Python, Go, Java, JavaScript, etc.). Details patterns for programmatic service discovery, controller building, and custom automation di",
-        "category": "Kubernetes & Orchestration"
-      },
-      {
-        "url": "https://nubenetes.com/kubernetes-storage",
-        "title": "Kubernetes Storage - Volumes",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Detailed catalog explaining stateful execution patterns inside Kubernetes. Focuses on lifecycle dynamics of Ephemeral, Persistent (PV), and PersistentVolumeClaims (PVC), alongside container storage in",
-        "category": "Kubernetes & Orchestration"
-      },
-      {
-        "url": "https://labs.iximiuz.com/tutorials/containers-vs-pods",
-        "title": "iximiuz.com: Containers vs. Pods - Taking a Deeper Look",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Deep technical review of the boundaries separating a standard Linux container from a Kubernetes Pod. Illustrates namespace sharing, IPC barriers, loopback network interfaces, and volume mounting mecha",
-        "category": "Kubernetes & Orchestration"
-      },
-      {
-        "url": "https://labs.iximiuz.com/tutorials/kubernetes-vs-virtual-machines",
-        "title": "iximiuz.com: How Kubernetes Reinvented Virtual Machines (in a good sense) 🌟🌟",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Insightful analysis explaining how Kubernetes replicates hypervisor features through API-driven isolation, network namespaces, and cgroups. Demonstrates how K8s serves as the cloud operating system, a",
-        "category": "Kubernetes & Orchestration"
-      },
-      {
-        "url": "https://github.com/SigNoz/signoz",
-        "title": "==SigNoz: Open source Application Performance Monitoring (APM) & Observability' tool== 🌟",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "A massive open-source APM and observability platform natively integrated with OpenTelemetry. Tracks telemetry, trace spans, metrics, and application logs in a unified, high-performance UI backed by Cl",
-        "category": "Kubernetes & Orchestration"
-      },
-      {
-        "url": "https://github.com/xUnholy/k8s-gitops",
-        "title": "Raspbernetes - Kubernetes Cluster: k8s-gitops",
+        "url": "https://github.com/NVIDIA/k8s-device-plugin",
+        "title": "NVIDIA/k8s-device-plugin: NVIDIA device plugin for Kubernetes",
         "date": "2026-06-14",
         "stars": 5,
-        "impact": "high",
-        "why": "A robust, real-world case study and GitOps reference repository optimized for ARM-based Raspberry Pi clusters. Incorporates high-availability deployment structures using Flux, K3s, and modern observab",
+        "impact": "critical",
+        "why": "It is the essential hardware-enablement layer allowing Kubernetes to dynamically schedule and manage physical GPUs for demanding AI and ML workloads.",
         "category": "Kubernetes & Orchestration"
       },
       {
@@ -5193,99 +25,117 @@
         "date": "2026-06-14",
         "stars": 5,
         "impact": "high",
-        "why": "Azure Workload Identity is the modern, enterprise-standard mechanism for mapping Kubernetes Service Accounts to Azure Active Directory (Microsoft Entra ID) managed identities. Utilizing OIDC federatio",
+        "why": "Provides the modern enterprise standard for secure, passwordless authentication of Kubernetes workloads to cloud resources using OIDC federation.",
         "category": "Kubernetes & Orchestration"
       },
       {
-        "url": "https://github.com/authelia/authelia",
-        "title": "Authelia 🌟",
-        "date": "2026-06-14",
+        "url": "https://www.apptio.com/products/kubecost/?src=kc-com",
+        "title": "Kubecost 🌟",
+        "date": "2026-06-18",
         "stars": 5,
         "impact": "high",
-        "why": "Authelia is an open-source authentication and authorization server providing single sign-on (SSO) for applications behind reverse proxies. It supports multi-factor authentication (MFA), dynamic securi",
+        "why": "Serves as the industry-standard real-time resource cost allocation tool, driving crucial FinOps practices in multi-cluster environments.",
         "category": "Kubernetes & Orchestration"
       },
       {
-        "url": "https://github.com/deckhouse/deckhouse",
-        "title": "Deckhouse: NoOps Kubernetes platform 🌟",
+        "url": "https://github.com/SigNoz/signoz",
+        "title": "==SigNoz: Open source Application Performance Monitoring (APM) & Observability' tool== 🌟",
         "date": "2026-06-14",
         "stars": 5,
         "impact": "high",
-        "why": "Deckhouse is an out-of-the-box, NoOps-oriented Kubernetes platform distribution that fully automates cluster bootstrapping, configuration management, and patching. Incorporating built-in monitoring, i",
+        "why": "Offers an enterprise-ready, open-source APM that natively integrates with OpenTelemetry to consolidate metrics, traces, and logs.",
         "category": "Kubernetes & Orchestration"
       },
       {
-        "url": "https://github.com/NVIDIA/k8s-device-plugin",
-        "title": "NVIDIA/k8s-device-plugin: NVIDIA device plugin for Kubernetes",
+        "url": "https://github.com/akuity/kargo",
+        "title": "==github.com/akuity/kargo==",
         "date": "2026-06-14",
         "stars": 5,
         "impact": "high",
-        "why": "This specialized DaemonSet exposes physical GPU properties to the local kubelet node manager. Operating as the essential link for hardware-accelerated workloads, it handles task-scheduling configurati",
+        "why": "Introduces a native GitOps application promotion engine that solves the complex problem of coordinating releases across multi-stage environments.",
+        "category": "Kubernetes & Orchestration"
+      },
+      {
+        "url": "https://github.com/gravitational/teleport",
+        "title": "Teleport 🌟",
+        "date": "2026-06-13",
+        "stars": 5,
+        "impact": "high",
+        "why": "Consolidates and secures administrative access to Kubernetes APIs, databases, and servers under a highly audited, identity-backed gateway.",
+        "category": "Kubernetes & Orchestration"
+      },
+      {
+        "url": "https://github.com/derailed/k9s",
+        "title": "K9s - Kubernetes CLI To Manage Your Clusters In Style!",
+        "date": "2026-06-13",
+        "stars": 5,
+        "impact": "high",
+        "why": "Remains the premier terminal UI used globally by engineers to dramatically accelerate daily cluster troubleshooting and log diagnostics.",
+        "category": "Kubernetes & Orchestration"
+      },
+      {
+        "url": "https://github.com/helmfile/helmfile",
+        "title": "github.com/helmfile/helmfile",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "high",
+        "why": "Provides the leading declarative tool to orchestrate, manage, and scale complex multi-chart Helm deployments across diverse enterprise environments.",
+        "category": "Kubernetes & Orchestration"
+      },
+      {
+        "url": "https://github.com/k8gb-io/k8gb",
+        "title": "k8gb 🌟",
+        "date": "2026-06-13",
+        "stars": 5,
+        "impact": "medium",
+        "why": "Delivers global server load balancing natively within Kubernetes to establish seamless geo-redundancy and high availability across cloud regions.",
         "category": "Kubernetes & Orchestration"
       }
     ],
     "Observability, SRE & Testing": [
       {
-        "url": "https://grafana.com/blog/how-to-manage-high-cardinality-metrics-in-prometheus-and-kubernetes",
-        "title": "grafana.com: How to manage high cardinality metrics in Prometheus and Kubernetes",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Crucial blueprint for managing high cardinality metrics within Prometheus. Outlines techniques like metric dropping, relabeling rules, and dashboard optimization to mitigate memory pressure and reduce",
-        "category": "Observability, SRE & Testing"
-      },
-      {
-        "url": "https://grafana.com/blog/how-to-monitor-kubernetes-clusters-with-the-prometheus-operator",
-        "title": "grafana.com: How to monitor Kubernetes clusters with the Prometheus Operator",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Comprehensive configuration guide for deploying and managing the Prometheus Operator on Kubernetes. Demonstrates configuring ServiceMonitor and PodMonitor custom resources to automate collection of dy",
-        "category": "Observability, SRE & Testing"
-      },
-      {
-        "url": "https://github.com/nubenetes/awesome-kubernetes/blob/master/pdf/dynatrace_demo.pdf",
-        "title": "My Dynatrace proof of concept 🌟",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "A comprehensive architectural evaluation report and proof of concept depicting Dynatrace deployment inside complex Kubernetes topologies. Discusses performance impact, instrumentation automation, and ",
-        "category": "Observability, SRE & Testing"
-      },
-      {
-        "url": "https://github.com/netdata/netdata",
-        "title": "Netdata",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "An ultra-high-performance, zero-configuration system monitoring agent boasting over 79k stars on GitHub. Netdata provides real-time, per-second metrics directly from physical hosts, virtual machines, ",
-        "category": "Observability, SRE & Testing"
-      },
-      {
-        "url": "https://github.com/grafana/mimir",
-        "title": "github.com/grafana/mimir",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Grafana Mimir is a highly scalable, multi-tenant database for long-term Prometheus metrics storage. Engineered to easily process billions of active series with fast query performance and operational i",
-        "category": "Observability, SRE & Testing"
-      },
-      {
-        "url": "https://github.com/louislam/uptime-kuma",
-        "title": "louislam/uptime-kuma",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "A highly popular self-hosted synthetic monitoring tool written in Node.js. It features multi-protocol ping, HTTP/TCP checks, certificate monitoring, integration with multi-channel alert providers, and",
-        "category": "Observability, SRE & Testing"
-      },
-      {
-        "url": "https://github.com/grafana/agent",
-        "title": "grafana/agent: Grafana Agent",
+        "url": "https://github.com/prometheus/prometheus",
+        "title": "github.com/prometheus/prometheus",
         "date": "2026-06-13",
         "stars": 5,
-        "impact": "high",
-        "why": "An agent for metrics, logs, and trace collection. Live grounding confirms Grafana Agent is now deprecated and succeeded by Grafana Alloy, the vendor's unified telemetry collector for OpenTelemetry and",
+        "impact": "critical",
+        "why": "Prometheus remains the absolute cornerstone of cloud-native telemetry and the primary backend for modern SRE observability.",
+        "category": "Observability, SRE & Testing"
+      },
+      {
+        "url": "https://github.com/open-telemetry/opentelemetry-collector",
+        "title": "OpenTelemetry Collector",
+        "date": "2026-06-12",
+        "stars": 5,
+        "impact": "critical",
+        "why": "The OpenTelemetry Collector is the industry-standard pipeline for vendor-agnostic telemetry collection, processing, and routing.",
+        "category": "Observability, SRE & Testing"
+      },
+      {
+        "url": "https://github.com/prometheus-operator/kube-prometheus",
+        "title": "kube-prometheus",
+        "date": "2026-06-12",
+        "stars": 5,
+        "impact": "critical",
+        "why": "It serves as the de facto reference architecture and deployment pattern for comprehensive Kubernetes cluster monitoring.",
+        "category": "Observability, SRE & Testing"
+      },
+      {
+        "url": "https://github.com/kubernetes/kube-state-metrics",
+        "title": "kube-state-metrics 🌟",
+        "date": "2026-06-14",
+        "stars": 4,
+        "impact": "critical",
+        "why": "This indispensable agent translates raw Kubernetes API server states into actionable Prometheus metrics for cluster-wide health tracking.",
+        "category": "Observability, SRE & Testing"
+      },
+      {
+        "url": "https://github.com/prometheus-operator",
+        "title": "github.com/prometheus-operator",
+        "date": "2026-05-17",
+        "stars": 5,
+        "impact": "critical",
+        "why": "This operator is the foundational standard for automating the lifecycle, configuration, and scaling of Prometheus instances within Kubernetes.",
         "category": "Observability, SRE & Testing"
       },
       {
@@ -5294,7 +144,7 @@
         "date": "2026-06-13",
         "stars": 5,
         "impact": "high",
-        "why": "Kubernetes operator for automating the deployment and management of the OpenTelemetry Collector. Simplifies application instrumentation via automated inject mechanisms for Java, NodeJS, Python, and Do",
+        "why": "It dramatically simplifies observability by automating collector deployment and zero-code instrumentation of applications inside Kubernetes.",
         "category": "Observability, SRE & Testing"
       },
       {
@@ -5303,289 +153,35 @@
         "date": "2026-06-13",
         "stars": 5,
         "impact": "high",
-        "why": "A high-scale, cost-effective distributed tracing backend designed to work exclusively with object storage like S3 or GCS. In 2026, Tempo has consolidated its position as the premier choice for large-s",
+        "why": "It enables cost-effective distributed tracing at massive scale by leveraging inexpensive object storage over complex search backends.",
         "category": "Observability, SRE & Testing"
       },
       {
-        "url": "https://github.com/prometheus/prometheus",
-        "title": "github.com/prometheus/prometheus",
-        "date": "2026-06-13",
+        "url": "https://github.com/litmuschaos/litmus",
+        "title": "Litmus Chaos is a toolset to do chaos engineering in a kubernetes native way. Litmus provides chaos CRDs for Cloud-Native developers and SREs to inject, orchestrate and monitor chaos to find weaknesses in Kubernetes deployments",
+        "date": "2026-06-09",
         "stars": 5,
         "impact": "high",
-        "why": "Source codebase for Prometheus, the benchmark cloud-native telemetry engine. Employs active scraping mechanics over HTTP alongside a custom-built local TSDB to deliver sub-second querying speeds and p",
+        "why": "This CNCF-incubating tool provides a Kubernetes-native way for SREs to build, orchestrate, and automate resilience testing.",
         "category": "Observability, SRE & Testing"
       },
       {
-        "url": "https://github.com/nicolargo/glances",
-        "title": "Glances",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "A Python-based CLI and web tool providing real-time system resource visualization. Glances remains a beloved utility for terminal-driven infrastructure debugging and fast diagnostics on container plat",
-        "category": "Observability, SRE & Testing"
-      },
-      {
-        "url": "https://github.com/prometheus/jmx_exporter",
-        "title": "Prometheus JMX Exporter 🌟",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "A highly critical Prometheus collector that scrapes and formats JVM JMX mBeans. Widely utilized in enterprise legacy clusters running Java applications, Kafka, and Cassandra.",
-        "category": "Observability, SRE & Testing"
-      },
-      {
-        "url": "https://github.com/enix/x509-certificate-exporter",
-        "title": "enix/x509-certificate-exporter",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "Highly configurable Prometheus exporter focused on scanning and detecting TLS/SSL certificates from filesystems, Kubernetes Secrets, and PEM files. Helps automatically alert on expiring network assets",
-        "category": "Observability, SRE & Testing"
-      },
-      {
-        "url": "https://github.com/huginn/huginn",
-        "title": "Huginn",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "A highly versatile open-source system designed for orchestrating automated web-scraping, webhook handling, and event-driven tasks. In 2026, Huginn serves as a vital tool for engineers seeking a self-h",
-        "category": "Observability, SRE & Testing"
-      },
-      {
-        "url": "https://github.com/prometheus-operator/kube-prometheus",
-        "title": "kube-prometheus",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "The reference monitoring deployment for Kubernetes. Orchestrates the Prometheus Operator, Grafana, Alertmanager, and a collection of native exporters designed to monitor master control plane component",
-        "category": "Observability, SRE & Testing"
-      },
-      {
-        "url": "https://github.com/open-telemetry/opentelemetry-collector",
-        "title": "OpenTelemetry Collector",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "A high-performance processing engine capable of receiving, parsing, filtering, and routing traces, metrics, and logs across vendor-agnostic infrastructure. Serves as the central data pipeline componen",
-        "category": "Observability, SRE & Testing"
-      },
-      {
-        "url": "https://github.com/prometheus/alertmanager/releases/tag/v0.23.0-rc.0",
-        "title": "Alertmanager 0.23.0-rc.0 with awscloud SNS support is available for testing. There are also bugfixes and features for amtool",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "Release analysis of Alertmanager's v0.23 release cycle, detailing the addition of native AWS SNS integrations. Outlines the operational workflow for forwarding alerts straight to mobile endpoints, ema",
-        "category": "Observability, SRE & Testing"
-      },
-      {
-        "url": "https://github.com/cortexproject/cortex",
-        "title": "github.com/cortexproject/cortex",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "Open-source repository for Cortex. Implements Prometheus as a service, allowing isolated multi-tenancy, long-term metric durability in object storage (S3/GCS), and horizontally scalable querying.",
-        "category": "Observability, SRE & Testing"
-      },
-      {
-        "url": "https://github.com/taosdata/TDengine",
-        "title": "TDengine",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "An open-source time-series database optimized specifically for IoT and telemetry data storage. Utilizing a unique 'one table per data source' structure, TDengine offers extremely fast writing speeds a",
-        "category": "Observability, SRE & Testing"
-      },
-      {
-        "url": "https://github.com/chaos-mesh/chaos-mesh",
-        "title": "Chaos Mesh",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "A robust, CNCF-incubating chaos engineering platform designed for cloud-native ecosystems. Orchestrates extensive failure injectionsβ€”spanning network partitions, node failures, system call manipulatio",
-        "category": "Observability, SRE & Testing"
-      }
-    ],
-    "Data, Messaging & Storage": [
-      {
-        "url": "https://gist.github.com/so0k/42313dbb3b547a0f51a547bb968696ba",
-        "title": "Kubectl output options 🌟",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "A curated technical guide detailing advanced kubectl formatting options. It covers jsonpath extractions, custom columns, and Go templating recipes. This cheat sheet is incredibly valuable for platform",
-        "category": "Data, Messaging & Storage"
-      },
-      {
-        "url": "https://github.com/redpanda-data/console",
-        "title": "redpanda-data/kowl",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "A high-performance web dashboard optimized for debugging and exploring event-streaming platforms. Developed originally as Kowl and later rebranded as Redpanda Console, it presents outstanding visualiz",
-        "category": "Data, Messaging & Storage"
-      },
-      {
-        "url": "https://www.conduktor.io/kafka",
-        "title": "==conduktor.io/kafka: Learn Apache Kafka like never before==",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "Curator Insight points to Conduktor's exhaustive learning guides. Live Grounding verifies this is one of the premier visually-driven educational portals for understanding Apache Kafka cluster topologi",
-        "category": "Data, Messaging & Storage"
-      },
-      {
-        "url": "https://github.com/kubernetes-sigs/sig-storage-local-static-provisioner",
-        "title": "github.com/kubernetes-sigs: Local Persistence Volume Static Provisioner' 🌟",
+        "url": "https://github.com/grafana/mimir",
+        "title": "github.com/grafana/mimir",
         "date": "2026-06-14",
         "stars": 5,
         "impact": "high",
-        "why": "The official Kubernetes-SIGs repository for the local persistence static provisioner. It automates the creation of PVs for local disks, enabling database workloads to achieve raw, low-latency NVMe/SSD",
-        "category": "Data, Messaging & Storage"
+        "why": "It provides enterprise-grade scalability, multi-tenancy, and long-term storage capabilities for organizations running massive Prometheus workloads.",
+        "category": "Observability, SRE & Testing"
       },
       {
-        "url": "https://github.com/kubernetes-csi/csi-driver-smb",
-        "title": "SMB CSI Driver for Kubernetes",
+        "url": "https://grafana.com/blog/how-to-manage-high-cardinality-metrics-in-prometheus-and-kubernetes",
+        "title": "grafana.com: How to manage high cardinality metrics in Prometheus and Kubernetes",
         "date": "2026-06-14",
         "stars": 5,
         "impact": "high",
-        "why": "A specialized CSI driver designed to dynamically provision and mount Server Message Block (SMB) shared directories into Kubernetes pods. This driver is essential for heterogeneous Windows/Linux contai",
-        "category": "Data, Messaging & Storage"
-      },
-      {
-        "url": "https://github.com/dolthub/dolt",
-        "title": "==github.com/dolthub/dolt==",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "An innovative SQL database implementing Git-style version control concepts (clone, push, pull, branch, merge) over table structures and data cells. Perfect for decentralized collaborative data managem",
-        "category": "Data, Messaging & Storage"
-      },
-      {
-        "url": "https://github.com/tchiotludo/akhq",
-        "title": "AKHQ (previously known as KafkaHQ) 🌟",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "AKHQ (formerly KafkaHQ) is a comprehensive web interface for administering and browsing Apache Kafka resources. It provides granular visibility into topics, payloads, schema registries, and consumer g",
-        "category": "Data, Messaging & Storage"
-      },
-      {
-        "url": "https://github.com/zalando/postgres-operator",
-        "title": "Zalando Postgres Operator",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "Zalando's PostgreSQL Operator, which orchestrates highly available Spilo clusters on Kubernetes. Automates provisioning, scaling, master-failovers, offsite backups, and minor engine upgrades via decla",
-        "category": "Data, Messaging & Storage"
-      },
-      {
-        "url": "https://github.com/percona/pg_stat_monitor",
-        "title": "==percona/pg_stat_monitor==",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "Percona's advanced query performance monitoring extension for PostgreSQL. Extends the capabilities of pg_stat_statements with bucket-based statistics, client IP address tracking, visual execution plan",
-        "category": "Data, Messaging & Storage"
-      },
-      {
-        "url": "https://github.com/velero-io/velero",
-        "title": "github.com/vmware-tanzu/velero",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "Velero is the standard open-source utility for safely backing up and restoring entire Kubernetes cluster structures and persistent volumes. Deeply integrates with both raw cloud APIs and file-level ut",
-        "category": "Data, Messaging & Storage"
-      },
-      {
-        "url": "https://github.com/01mf02/jaq",
-        "title": "github.com/01mf02/jaq",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "A modern clone of jq built in Rust, engineered for lightning-fast configuration query processing, enhanced compiler diagnostic outputs, and strict type safety across multi-gigabyte files.",
-        "category": "Data, Messaging & Storage"
-      },
-      {
-        "url": "https://github.com/obsidiandynamics/kafdrop",
-        "title": "Kafdrop – Kafka Web UI 🌟",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "Kafdrop is a popular, lightweight web UI for monitoring and managing Apache Kafka clusters. It renders real-time views of brokers, topic structures, partition offsets, consumer group lag, and permits ",
-        "category": "Data, Messaging & Storage"
-      },
-      {
-        "url": "https://github.com/zalando/spilo",
-        "title": "Spilo: HA PostgreSQL Clusters with Docker",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "Spilo is Zalando's container image bundling PostgreSQL, Patroni, pgBackRest, and WAL-E/WAL-G. Built for mission-critical production reliability, it serves as the stable, standard database core for the",
-        "category": "Data, Messaging & Storage"
-      },
-      {
-        "url": "https://github.com/patroni/patroni",
-        "title": "Patroni",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "Industry-standard Python-driven template for high-availability PostgreSQL. Integrates with Distributed Consensus Stores (DCS) like etcd, Consul, or ZooKeeper to manage dynamic leader election, dynamic",
-        "category": "Data, Messaging & Storage"
-      },
-      {
-        "url": "https://github.com/openebs/zfs-localpv",
-        "title": "openebs/zfs-localpv",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official OpenEBS CSI driver for ZFS-LocalPV. It dynamically provisions ZFS pools on local nodes, combining the exceptional performance of raw NVMe storage with ZFS capabilities like snapshots, clo",
-        "category": "Data, Messaging & Storage"
-      },
-      {
-        "url": "https://github.com/apache/artemis",
-        "title": "Apache Artemis JMeter",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official source repository for Apache ActiveMQ Artemis. Built with Netty, this broker delivers low-latency messaging, supports AMQP, MQTT, and STOMP, and provides an efficient data distribution en",
-        "category": "Data, Messaging & Storage"
-      },
-      {
-        "url": "https://github.com/stackrox/kube-linter",
-        "title": "KubeLinter",
-        "date": "2026-06-10",
-        "stars": 5,
-        "impact": "high",
-        "why": "An enterprise-grade static analyzer for raw Kubernetes manifest files and Helm charts. Translates security benchmarks, privileged container checks, and missing resource limits into actionable DevOps s",
-        "category": "Data, Messaging & Storage"
-      },
-      {
-        "url": "https://github.com/openebs/lvm-localpv",
-        "title": "openebs/lvm-localpv",
-        "date": "2026-06-10",
-        "stars": 5,
-        "impact": "high",
-        "why": "An OpenEBS CSI driver designed for dynamic volume provisioning backed by local Logical Volume Manager (LVM) volume groups. It provides raw block or filesystem performance close to bare-metal hardware ",
-        "category": "Data, Messaging & Storage"
-      },
-      {
-        "url": "https://github.com/Altinity/clickhouse-operator",
-        "title": "Altinity/clickhouse-operator",
-        "date": "2026-06-10",
-        "stars": 5,
-        "impact": "high",
-        "why": "The enterprise standard ClickHouse Operator developed by Altinity. Automates the deployment, provisioning, scaling, configuration, and monitoring of high-throughput columnar databases inside Kubernete",
-        "category": "Data, Messaging & Storage"
-      },
-      {
-        "url": "https://github.com/CrunchyData/postgres-operator",
-        "title": "github.com/CrunchyData/postgres-operator",
-        "date": "2026-06-10",
-        "stars": 5,
-        "impact": "high",
-        "why": "The main GitHub repository containing the source code for the Crunchy Postgres Operator. Written in Go, this industry-leading project automates the deployment, scaling, failover, backup, and security ",
-        "category": "Data, Messaging & Storage"
+        "why": "It delivers actionable blueprints to resolve high-cardinality metrics, which is the single largest operational bottleneck and cost driver in Kubernetes monitoring.",
+        "category": "Observability, SRE & Testing"
       }
     ],
     "Azure": [
@@ -5594,8 +190,8 @@
         "title": "github.com/microsoft/CBL-Mariner",
         "date": "2026-06-14",
         "stars": 5,
-        "impact": "high",
-        "why": "Official repository for Azure Linux (formerly CBL-Mariner), a lightweight, container-optimized OS designed for minimal footprint and maximum security inside AKS. Strips away non-essential packages to ",
+        "impact": "critical",
+        "why": "It defines the official container-optimized OS for AKS, significantly reducing the security attack surface and resource footprint for enterprise cloud-native workloads.",
         "category": "Azure"
       },
       {
@@ -5604,34 +200,7 @@
         "date": "2026-06-14",
         "stars": 5,
         "impact": "high",
-        "why": "The premier declarative DSL for provisioning Azure resources. Bicep simplifies the authoring experience over raw JSON ARM templates, featuring modular design structures and native validation checks.",
-        "category": "Azure"
-      },
-      {
-        "url": "https://github.com/Microsoft/azure-pipelines-tasks",
-        "title": "==Microsoft/azure-pipelines-tasks==",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official open-source repository containing the task libraries that run on Azure Pipelines. Monitoring this codebase is essential in 2026 for platform engineers who need to debug execution behavior",
-        "category": "Azure"
-      },
-      {
-        "url": "https://github.com/microsoft/azure-pipelines-tasks",
-        "title": "microsoft/azure-pipelines-tasks",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "The main open-source codebase behind Azure Pipelines tasks. Critical reference for developers needing to extend build steps or troubleshoot performance bottlenecks.",
-        "category": "Azure"
-      },
-      {
-        "url": "https://github.com/microsoft/finops-toolkit",
-        "title": "github.com/microsoft/finops-toolkit",
-        "date": "2026-06-10",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official Microsoft FinOps toolkit. Orchestrates Azure cost management reports, optimizes compute reservations models, standardizes amortization datasets, and formats Power BI pricing governance me",
+        "why": "As Azure's premier native IaC tool, it simplifies declarative infrastructure provisioning with modular design structures over raw ARM templates.",
         "category": "Azure"
       },
       {
@@ -5640,34 +209,7 @@
         "date": "2026-06-05",
         "stars": 5,
         "impact": "high",
-        "why": "The official Azure APIOps repository implementing GitOps principles for Azure API Management (APIM). Enables organizations to automate the extraction, publishing, configuration control, and deployment",
-        "category": "Azure"
-      },
-      {
-        "url": "https://github.com/Azure/Enterprise-Scale/wiki/ALZ-AMA-Update",
-        "title": "github.com/Azure/Enterprise-Scale: ALZ AMA Update",
-        "date": "2026-06-05",
-        "stars": 5,
-        "impact": "high",
-        "why": "Crucial update tracker for the Azure Landing Zones (ALZ) Enterprise-Scale repository. Outlines migration frameworks and monitoring recommendations as the platform deprecates legacy Log Analytics agent",
-        "category": "Azure"
-      },
-      {
-        "url": "https://github.com/microsoft/ARI",
-        "title": "==github.com/microsoft/ARI: Azure Resource Inventory== 🌟🌟🌟",
-        "date": "2026-06-02",
-        "stars": 5,
-        "impact": "high",
-        "why": "An open-source analysis engine from Microsoft that sweeps target cloud subscriptions to render Excel inventories of deployed cloud components.",
-        "category": "Azure"
-      },
-      {
-        "url": "https://dbatools.io",
-        "title": "dbatools.io",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "An open-source, community-driven PowerShell module consisting of hundreds of command abstractions for automated SQL Server administration and migration. It allows administrators to securely perform co",
+        "why": "It applies GitOps principles to Azure API Management, allowing enterprise teams to automate and standardize API deployment pipelines.",
         "category": "Azure"
       },
       {
@@ -5676,153 +218,81 @@
         "date": "2026-06-01",
         "stars": 5,
         "impact": "high",
-        "why": "The comprehensive Azure Arc Jumpstart portal, providing automated, hands-on sandbox scenarios for Arc-enabled infrastructure. It facilitates instant provisioning of hybrid Kubernetes, servers, and dat",
+        "why": "It provides automated sandbox environments that accelerate the adoption of hybrid cloud topologies using Azure Arc-enabled Kubernetes.",
         "category": "Azure"
       },
       {
-        "url": "https://learn.microsoft.com/en-us/azure/app-service/configure-custom-container",
-        "title": "learn.microsoft.com: Configure a custom container for Azure App Service",
+        "url": "https://github.com/azure/mission-critical-online",
+        "title": "github.com/azure/mission-critical-online: Welcome to Azure Mission-Critical' Online Reference Implementation",
+        "date": "2025-01-14",
+        "stars": 5,
+        "impact": "critical",
+        "why": "Provides an industry-grade reference template implementing active-active patterns and automated failovers for building resilient cloud applications.",
+        "category": "Azure"
+      },
+      {
+        "url": "https://www.youtube.com/watch?v=pMfG-vYvnv8&feature=youtu.be",
+        "title": "Azure Update 22nd May 2026",
+        "date": "2026-06-02",
+        "stars": 4,
+        "impact": "high",
+        "why": "Highlights crucial cloud-native platform updates, specifically automatic AKS instrumentation with Application Insights and native Cosmos DB integrations.",
+        "category": "Azure"
+      },
+      {
+        "url": "https://techcommunity.microsoft.com/blog/azuretoolsblog/from-prompt-to-production-open-in-vs-code-for-terraform-in-azure-copilot/4494931",
+        "title": "From Prompt to Production: Open in VS Code for Terraform in Azure Copilot",
+        "date": "2026-06-02",
+        "stars": 4,
+        "impact": "medium",
+        "why": "Bridges AI-driven operations and enterprise IaC by enabling developers to instantly export Copilot-generated Terraform templates straight to VS Code.",
+        "category": "Azure"
+      },
+      {
+        "url": "https://www.hashicorp.com/blog/azure-hub-and-spoke-generally-available-for-hcp-vault-dedicated",
+        "title": "Azure Hub-and-Spoke Generally Available for HCP Vault Dedicated",
+        "date": "2026-06-02",
+        "stars": 4,
+        "impact": "high",
+        "why": "Delivers a critical, secure integration by making HCP Vault Dedicated natively available within enterprise Azure Hub-and-Spoke network architectures.",
+        "category": "Azure"
+      },
+      {
+        "url": "https://github.com/Retzork/terraform-journey/tree/main/11%20Multi%20Region%20Zero%20Trust%20Architecture",
+        "title": "Terraform Azure Multi-Region Zero-Trust Architecture",
+        "date": "2026-06-02",
+        "stars": 4,
+        "impact": "high",
+        "why": "Provides a comprehensive, production-ready Terraform blueprint for implementing zero-trust multi-region security topologies.",
+        "category": "Azure"
+      },
+      {
+        "url": "https://github.com/floci-io/floci-az",
+        "title": "floci-az",
         "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "Technical reference for deploying custom Docker and OCI-compliant containers to Azure App Service (Web App for Containers). It covers crucial configurations, such as persistent storage mounts, multi-c",
-        "category": "Azure"
-      },
-      {
-        "url": "https://learn.microsoft.com/en-us/azure/app-service/reference-app-settings",
-        "title": "learn.microsoft.com: Environment variables and app settings in Azure App Service",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "Official reference detailing how App Settings and Connection Strings map directly to environment variables at container execution time. It covers critical security aspects, including referencing Key V",
-        "category": "Azure"
-      },
-      {
-        "url": "https://learn.microsoft.com/en-us/powershell",
-        "title": "PowerShell",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official entry portal for PowerShell, Microsoft's cross-platform object-oriented shell and scripting language. Built on .NET Core, modern PowerShell (v7+) functions as a highly scalable system adm",
-        "category": "Azure"
-      },
-      {
-        "url": "https://learn.microsoft.com/en-us/training/paths/implement-azure-functions",
-        "title": "learn.microsoft.com: AZ-204: Implement Azure Functions 🌟",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official Microsoft training curriculum for implementing serverless workflows and event-driven computing via Azure Functions. It covers bindings and triggers, Durable Functions for stateful executi",
-        "category": "Azure"
-      },
-      {
-        "url": "https://www.powershellgallery.com",
-        "title": "PowerShell Gallery 🌟",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "The central repository for discovering, sharing, and downloading PowerShell modules, scripts, and DSC resources. Supported directly by Microsoft, it hosts crucial operational toolkits like Az, Microso",
-        "category": "Azure"
-      },
-      {
-        "url": "https://github.com/microsoft/api-guidelines/blob/vNext/Guidelines.md",
-        "title": "==Microsoft REST API Guidelines== 🌟🌟🌟",
-        "date": "2026-05-21",
-        "stars": 5,
-        "impact": "high",
-        "why": "The comprehensive standards document establishing design specifications for REST APIs across Microsoft platforms. It defines explicit protocols for HTTP methods, error handling, versioning, pagination",
-        "category": "Azure"
-      },
-      {
-        "url": "https://github.com/JPCERTCC/LogonTracer",
-        "title": "github.com/JPCERTCC/LogonTracer",
-        "date": "2026-04-22",
-        "stars": 5,
-        "impact": "high",
-        "why": "Incident response tool mapping Active Directory authentication logs onto Neo4j graph databases. Visually identifies anomalous domain login correlations, pass-the-hash movements, and identity exploitat",
-        "category": "Azure"
-      },
-      {
-        "url": "https://github.com/PacktPublishing/The-Azure-Cloud-Native-Architecture-Mapbook",
-        "title": "github.com/PacktPublishing/The-Azure-Cloud-Native-Architecture-Mapbook",
-        "date": "2026-04-22",
-        "stars": 5,
-        "impact": "high",
-        "why": "Architectural repository covering modern cloud design topologies, zero-trust cloud network security, infrastructure redundancy, microservice distribution, and cost models mapping.",
-        "category": "Azure"
-      },
-      {
-        "url": "https://github.com/nicolgit/azure-firewall-mon",
-        "title": "github.com/nicolgit/azure-firewall-mon: az-firewall-mon",
-        "date": "2026-04-17",
-        "stars": 5,
-        "impact": "high",
-        "why": "Real-time log viewer utility for Azure Firewall. Parses JSON diagnostic streams directly from Log Analytics, providing colorized output detailing connection actions (allow/deny) on live terminals.",
-        "category": "Azure"
-      },
-      {
-        "url": "https://github.com/thomast1906/DevOps-The-Hard-Way-Azure",
-        "title": "thomast1906/DevOps-The-Hard-Way-Azure 🌟",
-        "date": "2026-04-16",
-        "stars": 5,
-        "impact": "high",
-        "why": "A hands-on, end-to-end sandbox guide mapping out 'The Hard Way' of deploying infrastructure and applications on Azure. This project details virtual network design, VM provisioning, AKS deployments, an",
+        "stars": 4,
+        "impact": "medium",
+        "why": "Radically streamlines local testing and developer workflows by hosting an all-in-one local emulator for core Azure services, including AKS.",
         "category": "Azure"
       }
     ],
     "CI/CD & GitOps": [
       {
-        "url": "https://www.harness.io/blog/blue-green-canary-deployment-strategies",
-        "title": "harness.io: Intro to Deployment Strategies: Blue-Green, Canary, and More 🌟",
-        "date": "2026-06-14",
+        "url": "https://argoproj.github.io/argo-cd",
+        "title": "Argo CD",
+        "date": "2026-06-01",
         "stars": 5,
-        "impact": "high",
-        "why": "Highly detailed structural evaluation of Kubernetes deployment paradigms. Contrasts blue-green switches, canary rollouts, and rolling deployments based on system overhead, traffic redirection latency,",
+        "impact": "critical",
+        "why": "The absolute industry standard for GitOps-based continuous delivery, enabling seamless synchronization of declarative Kubernetes states.",
         "category": "CI/CD & GitOps"
       },
       {
-        "url": "https://nubenetes.com/helm",
-        "title": "Helm",
-        "date": "2026-06-14",
+        "url": "https://github.com/fluxcd/flux2",
+        "title": "github: Flux Version 2",
+        "date": "2026-06-13",
         "stars": 5,
-        "impact": "high",
-        "why": "Deep-dive architecture portal on Helm, the package manager for Kubernetes. Focuses on structuring dry templates, lifecycle hooks, chart dependencies, release versioning, and secure variables managemen",
-        "category": "CI/CD & GitOps"
-      },
-      {
-        "url": "https://nubenetes.com/cheatsheets",
-        "title": "Gradle Cheat Sheets",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "High-density command syntax cheatsheet for Gradle, highlighting Kotlin/Groovy DSL setups, caching options, task graphs management, and daemon management to significantly improve build execution times.",
-        "category": "CI/CD & GitOps"
-      },
-      {
-        "url": "https://github.com/argoproj/argo-cd/pull/26601",
-        "title": "feat(ui): Add AppSet to Application Resource Tree in Argo CD",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official Argo CD feature enhancement that maps ApplicationSets directly inside the dashboard UI tree. This view simplifies managing multi-tenant topologies and nested application definitions for p",
-        "category": "CI/CD & GitOps"
-      },
-      {
-        "url": "https://github.com/tektoncd/pipeline",
-        "title": "github: Tekton Pipelines",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "A secondary reference to Tekton's core Pipeline engine. Focuses on declarative resource management via Custom Resource Definitions, detailing how Tekton uses specialized Tasks and Steps to run multi-s",
-        "category": "CI/CD & GitOps"
-      },
-      {
-        "url": "https://github.com/jenkinsci/kubernetes-operator",
-        "title": "github.com/jenkinsci/kubernetes-operator: 🌟",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official, production-ready Kubernetes custom controller designed to automate Jenkins lifecycle events inside Kubernetes. This system implements automated provisioning, backup restoration, plugin m",
+        "impact": "critical",
+        "why": "A foundational GitOps controller toolkit that provides highly parallel, decoupled resource reconciliation directly inside Kubernetes.",
         "category": "CI/CD & GitOps"
       },
       {
@@ -5831,52 +301,43 @@
         "date": "2026-06-14",
         "stars": 5,
         "impact": "high",
-        "why": "The main Git repository for Dagger, the revolutionary CI/CD engine built on BuildKit. Enables writing robust pipelines in general-purpose languages like Go, Python, or TypeScript, completely replacing",
+        "why": "A paradigm-shifting CI/CD engine built on BuildKit that enables developers to write portable pipelines in general-purpose programming languages.",
         "category": "CI/CD & GitOps"
       },
       {
-        "url": "https://github.com/glasskube/glasskube",
-        "title": "github.com/glasskube/glasskube",
+        "url": "https://github.com/tektoncd/pipeline",
+        "title": "github: Tekton Pipelines",
         "date": "2026-06-14",
         "stars": 5,
         "impact": "high",
-        "why": "The official open-source repository for Glasskube, a next-generation package manager for Kubernetes written in Go. Glasskube simplifies package discovery, automated lifecycle updates, and dependency m",
+        "why": "A powerful, Kubernetes-native declarative CI/CD framework that runs serverless pipelines natively using Custom Resource Definitions.",
         "category": "CI/CD & GitOps"
       },
       {
-        "url": "https://github.com/theonedev/onedev",
-        "title": "onedev",
+        "url": "https://nubenetes.com/helm",
+        "title": "Helm",
         "date": "2026-06-14",
         "stars": 5,
         "impact": "high",
-        "why": "An all-in-one, highly scalable self-hosted Git service and CI/CD platform. Features visual pipeline construction, interactive code navigation, and issue-tracking, optimized to run as a single-node set",
+        "why": "The de-facto package manager for Kubernetes, critical for structuring, versioning, and deploying complex cloud-native applications.",
         "category": "CI/CD & GitOps"
       },
       {
-        "url": "https://github.com/jenkinsci/pipeline-graph-view-plugin",
-        "title": "pipeline-graph-view-plugin 🌟",
+        "url": "https://github.com/flux-iac/tofu-controller",
+        "title": "github.com/flux-iac/tofu-controller",
+        "date": "2026-06-08",
+        "stars": 5,
+        "impact": "high",
+        "why": "Brings GitOps reconciliation to OpenTofu and Terraform, solving the infrastructure-as-code and GitOps alignment challenge natively.",
+        "category": "CI/CD & GitOps"
+      },
+      {
+        "url": "https://nubenetes.com/keptn",
+        "title": "Keptn",
         "date": "2026-06-14",
-        "stars": 5,
+        "stars": 4,
         "impact": "high",
-        "why": "The underlying backend and visualization architecture for the Pipeline Graph View. Utilizing React components, it interfaces with Jenkins Core APIs to supply real-time execution graphs and state repor",
-        "category": "CI/CD & GitOps"
-      },
-      {
-        "url": "https://github.com/gravitational/teleport/discussions/8330",
-        "title": "Connecting and authenticating to Jenkins with Teleport Application Access",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "Explains how to secure Jenkins controller instances with identity-aware authorization proxies via Teleport Application Access. *Curator Insight*: Security gateways. *Live Grounding*: Critical blueprin",
-        "category": "CI/CD & GitOps"
-      },
-      {
-        "url": "https://github.com/onedr0p/cluster-template",
-        "title": "github.com/onedr0p/flux-cluster-template: Template for deploying k3s backed by Flux",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "A production-grade template repository for provisioning home-lab and enterprise-edge K3s clusters managed end-to-end via Flux GitOps. Fully integrates essential platform components including Prometheu",
+        "why": "An enterprise-grade cloud-native application lifecycle orchestrator that automates SLO-based evaluations and canary promotions.",
         "category": "CI/CD & GitOps"
       },
       {
@@ -5885,70 +346,25 @@
         "date": "2026-06-13",
         "stars": 5,
         "impact": "high",
-        "why": "A Kubernetes-native CI/CD platform built specifically for large-scale cloud-native project governance. Operating via a decentralized microservices architecture (including Deck, Hook, Sinker, and Crier",
+        "why": "A highly scalable, Kubernetes-native CI/CD platform optimized for large-scale cloud-native project governance and automated testing.",
         "category": "CI/CD & GitOps"
       },
       {
-        "url": "https://github.com/fluxcd/flux2",
-        "title": "github: Flux Version 2",
-        "date": "2026-06-13",
+        "url": "https://github.com/jenkinsci/kubernetes-plugin",
+        "title": "kubernetes-plugin: Kubernetes plugin for Jenkins 🌟",
+        "date": "2026-06-08",
         "stars": 5,
         "impact": "high",
-        "why": "The official active repository for Flux v2. Rebuilt from the ground up as a set of Kubernetes controllers (GitOps Toolkit) to allow decoupled, highly parallel reconciliation of Git configurations.",
+        "why": "An enterprise essential that dynamically scales Jenkins execution capacities by auto-provisioning isolated worker pods on-demand within Kubernetes.",
         "category": "CI/CD & GitOps"
       },
       {
-        "url": "https://github.com/jenkinsci/plugin-pom",
-        "title": "Parent POM for Jenkins Plugins. Plugin POM 4.0",
-        "date": "2026-06-13",
+        "url": "https://github.com/glasskube/glasskube",
+        "title": "github.com/glasskube/glasskube",
+        "date": "2026-06-14",
         "stars": 5,
-        "impact": "high",
-        "why": "The standardized parent Maven POM definition used by Jenkins plugins to enforce code quality, manage shared build dependencies, and utilize updated Jenkins core capabilities.",
-        "category": "CI/CD & GitOps"
-      },
-      {
-        "url": "https://github.com/jenkinsci/plugin-pom/releases/tag/plugin-4.0",
-        "title": "4.0 changelog",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "Detailed release changelog outlining architectural changes, library upgrades, and toolchain standardizations introduced in the 4.0 lifecycle of the Plugin Parent POM.",
-        "category": "CI/CD & GitOps"
-      },
-      {
-        "url": "https://github.com/cloudogu/gitops-playground",
-        "title": "github.com/cloudogu/gitops-playground#example-applications",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "A fully configured local testing playground that showcases multi-tool GitOps pipelines. Includes pre-wired sample apps to help developers analyze live sync processes, drift reconciliation, and integra",
-        "category": "CI/CD & GitOps"
-      },
-      {
-        "url": "https://github.com/OctopusDeploy/go-octopusdeploy",
-        "title": "github.com/OctopusDeploy/go-octopusdeploy",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official Go client library designed to facilitate programmatic interaction with the Octopus Deploy REST API. Widely used for creating custom cloud-native controllers, deployment operators, and scr",
-        "category": "CI/CD & GitOps"
-      },
-      {
-        "url": "https://github.com/jenkinsci/git-plugin",
-        "title": "git-plugin 🌟",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "The core, indispensable integration plugin for Git in Jenkins. It provides comprehensive support for Git operations, including clone optimizations, polling, tagging, submodules, and branch tracking ac",
-        "category": "CI/CD & GitOps"
-      },
-      {
-        "url": "https://github.com/yokawasa/action-setup-kube-tools",
-        "title": "yokawasa/action-setup-kube-tools",
-        "date": "2026-06-10",
-        "stars": 5,
-        "impact": "high",
-        "why": "A dedicated GitHub Action designed to dynamically download and configure vital Kubernetes operational binaries (such as kubectl, helm, kustomize, and minikube) across runner agents, ensuring strict pa",
+        "impact": "medium",
+        "why": "An emerging, next-generation Kubernetes package manager written in Go that simplifies automated dependency and lifecycle updates.",
         "category": "CI/CD & GitOps"
       }
     ],
@@ -5958,8 +374,8 @@
         "title": "==metalbear-co/mirrord==",
         "date": "2026-06-14",
         "stars": 5,
-        "impact": "high",
-        "why": "An enterprise-grade tool that plugs local processes directly into remote Kubernetes namespaces. It avoids image building or cluster redeployments by mirroring incoming network traffic, DNS resolutions",
+        "impact": "critical",
+        "why": "Revolutionary developer tool that connects local Python/Java processes directly into remote Kubernetes namespaces, eliminating slow container build-and-redeploy cycles.",
         "category": "Python, Java & Developer Ecosystem"
       },
       {
@@ -5968,25 +384,7 @@
         "date": "2026-06-14",
         "stars": 5,
         "impact": "high",
-        "why": "Curator Insight introduces Ruff as an extremely fast Python linter and formatter written in Rust. Live Grounding confirms Ruff is a de facto industry standard, dramatically lowering CI run times by re",
-        "category": "Python, Java & Developer Ecosystem"
-      },
-      {
-        "url": "https://github.com/nodejs/node",
-        "title": "github.com/nodejs/node",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Core development branch of the Node.js runtime. Details foundational V8 updates, event loop mechanics (libuv integration), core module performance tweaks, and security updates essential for server-sid",
-        "category": "Python, Java & Developer Ecosystem"
-      },
-      {
-        "url": "https://github.com/avelino/awesome-go",
-        "title": "Awesome Go 🌟",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "The definitive curated repository of high-quality Go frameworks, libraries, and software. Unmatched resource for identifying vetted dependencies for enterprise service development. Ideal for building ",
+        "why": "A Rust-powered Python linter and formatter that has become the industry standard for dramatically reducing CI/CD pipeline execution times.",
         "category": "Python, Java & Developer Ecosystem"
       },
       {
@@ -5995,7 +393,7 @@
         "date": "2026-06-14",
         "stars": 5,
         "impact": "high",
-        "why": "A powerful open-source library that automates the lifecycle of Docker containers (PostgreSQL, Kafka, Redis) during JUnit test execution. It eliminates the need for shared database environments and moc",
+        "why": "Automates the lifecycle of Docker-based dependencies like databases and message brokers directly within JUnit tests, ensuring reliable cloud-native integration testing.",
         "category": "Python, Java & Developer Ecosystem"
       },
       {
@@ -6004,16 +402,7 @@
         "date": "2026-06-13",
         "stars": 5,
         "impact": "high",
-        "why": "Details Spring Boot's built-in Kubernetes-native integration features, specifically the auto-detection of container platform hosting. Once identified, it splits Spring Actuator's health check endpoint",
-        "category": "Python, Java & Developer Ecosystem"
-      },
-      {
-        "url": "https://github.com/codecentric/spring-boot-admin",
-        "title": "codecentric's Spring Boot Admin UI 🌟",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "A popular community dashboard engineered to coordinate, monitor, and manage Spring Boot applications. By parsing actuator telemetry data, it displays real-time statistics including thread states, JVM ",
+        "why": "Provides native Kubernetes integration by automatically detecting the hosting platform and configuring optimized Actuator liveness and readiness probes.",
         "category": "Python, Java & Developer Ecosystem"
       },
       {
@@ -6022,43 +411,7 @@
         "date": "2026-06-13",
         "stars": 5,
         "impact": "high",
-        "why": "Curator Insight: The absolute industry standard data enforcement framework utilizing type annotation structures.\nLive Grounding: High-density Rust-compiled (V2) validation tool that guarantees strict ",
-        "category": "Python, Java & Developer Ecosystem"
-      },
-      {
-        "url": "https://github.com/golang/vscode-go/blob/master/README.md",
-        "title": "github.com/golang/vscode-go 🌟",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official Visual Studio Code Go extension, providing rich language support via the Go Language Server (gopls). Integrates Delve for robust debugging, automated importing, structural profiling, and ",
-        "category": "Python, Java & Developer Ecosystem"
-      },
-      {
-        "url": "https://github.com/gitkraken/vscode-gitlens",
-        "title": "GitLens interactive rebase",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "Detailed documentation on GitLens' visual interactive rebase tool, which translates raw CLI rebase structures into a drag-and-drop workspace UI within VS Code, significantly reducing risks when rewrit",
-        "category": "Python, Java & Developer Ecosystem"
-      },
-      {
-        "url": "https://github.com/public-apis/public-apis",
-        "title": "==github.com/public-apis/public-apis: Try Public APIs for free== 🌟",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "A highly curated, massive directory of free, public APIs categorized by topic (such as Auth, Data, Analytics, and weather). This repository is the de facto standard resource for engineers searching fo",
-        "category": "Python, Java & Developer Ecosystem"
-      },
-      {
-        "url": "https://github.com/vscode-kubernetes-tools/vscode-kubernetes-tools",
-        "title": "Azure/vscode-kubernetes-tools 🌟",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "Developed by Microsoft/Azure, this foundational extension integrates cluster management, manifest linting, Helm support, and debug workflows directly into the editor for effortless Kubernetes operatio",
+        "why": "The industry-standard Python data validation library, rewritten in Rust for extreme performance in modern cloud-native API development.",
         "category": "Python, Java & Developer Ecosystem"
       },
       {
@@ -6066,17 +419,8 @@
         "title": "apache/maven-mvnd",
         "date": "2026-06-12",
         "stars": 5,
-        "impact": "high",
-        "why": "Apache Maven Daemon repository. Drastically reduces compilation overhead by utilizing persistent background execution processes to store compiler hot-spots and plugin contexts.",
-        "category": "Python, Java & Developer Ecosystem"
-      },
-      {
-        "url": "https://github.com/App-vNext/Polly",
-        "title": "App-vNext/Polly",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "The premier resilient fault-handling library for the .NET ecosystem. Enables developers to configure sophisticated reliability policies including Retry, Circuit Breaker, Timeout, Bulkhead Isolation, a",
+        "impact": "medium",
+        "why": "Drastically accelerates Java compilation times using a persistent background daemon, improving the local developer inner loop.",
         "category": "Python, Java & Developer Ecosystem"
       },
       {
@@ -6085,34 +429,7 @@
         "date": "2026-06-12",
         "stars": 5,
         "impact": "high",
-        "why": "A specialized integration library that allows Spring Cloud applications to run transparently on Kubernetes. It maps Kubernetes ConfigMaps and Secrets to Spring's Environment, and translates discovery ",
-        "category": "Python, Java & Developer Ecosystem"
-      },
-      {
-        "url": "https://github.com/zalando/logbook",
-        "title": "logbook",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "An extensible Java library developed by Zalando for logging HTTP requests and responses. In 2026, Logbook is a de facto standard for security compliance and audit logging in distributed environments, ",
-        "category": "Python, Java & Developer Ecosystem"
-      },
-      {
-        "url": "https://github.com/PyGithub/PyGithub",
-        "title": "PyGithub 🌟",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "A fully featured, object-oriented Python library designed to interact with the complete GitHub REST API v3 and GitHub Enterprise instances. Simplifies execution of automated repository operations, pul",
-        "category": "Python, Java & Developer Ecosystem"
-      },
-      {
-        "url": "https://github.com/vinta/awesome-python",
-        "title": "Awesome Python 🌟",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "The quintessential curated directory indexing thousands of top-tier Python packages, libraries, frameworks, and tools across data science, web development, containerization, and networking.",
+        "why": "Seamlessly maps Kubernetes ConfigMaps and Secrets directly to Spring's environment, simplifying Java microservices deployment in cloud environments.",
         "category": "Python, Java & Developer Ecosystem"
       },
       {
@@ -6120,73 +437,37 @@
         "title": "github.com/bloomberg/memray 🌟🌟",
         "date": "2026-06-12",
         "stars": 5,
-        "impact": "high",
-        "why": "Curator Insight details Memray as Bloomberg's advanced memory tracker for Python applications. Live Grounding confirms its preeminent role in tracking allocations inside complex microservice systems, ",
+        "impact": "medium",
+        "why": "Provides high-precision memory tracking and profiling specifically designed to debug and optimize complex, containerized Python microservices.",
         "category": "Python, Java & Developer Ecosystem"
       },
       {
-        "url": "https://github.com/microsoft/winget-cli",
-        "title": "Windows Package Manager CLI (aka winget)",
-        "date": "2026-06-11",
+        "url": "https://cloud.spring.io/spring-cloud-vault/reference/html",
+        "title": "cloud.spring.io: Spring Cloud Vault 🌟",
+        "date": "2026-06-01",
         "stars": 5,
         "impact": "high",
-        "why": "The official open-source repository for winget-cli, Microsoft's Windows Package Manager. Standardizes command-line app deployment, installation, dependency discovery, and workspace updates.",
+        "why": "Standardizes secure secrets management and token rotation for Java applications by providing direct, native integration with HashiCorp Vault.",
+        "category": "Python, Java & Developer Ecosystem"
+      },
+      {
+        "url": "https://quarkus.io",
+        "title": "quarkus.io",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "critical",
+        "why": "A Kubernetes-native Java framework optimized for GraalVM that dramatically reduces memory footprint and startup times for serverless and microservices architectures.",
         "category": "Python, Java & Developer Ecosystem"
       }
     ],
     "Linux & System Foundations": [
       {
-        "url": "https://github.blog/enterprise-software/ci-cd/continuous-delivery-github-actions-best-practices",
-        "title": "github.blog: Continuous Delivery with GitHub Actions",
-        "date": "2026-06-18",
+        "url": "https://www.redhat.com/en/blog/world-domination-cgroups-part-8-down-and-dirty-cgroup-v2",
+        "title": "redhat.com: World domination with cgroups part 8: down and dirty with cgroup v2",
+        "date": "2026-06-01",
         "stars": 5,
-        "impact": "high",
-        "why": "Enterprise patterns and best practices for continuous delivery (CD) using GitHub Actions.\nHighlights secure credential management, least privilege, runner isolation, environment checks, and GITHUB_TOK",
-        "category": "Linux & System Foundations"
-      },
-      {
-        "url": "https://learn.microsoft.com/en-us/visualstudio/ide/copilot-agent-mode",
-        "title": "learn.microsoft.com: Use Agent Mode in GitHub Copilot",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "Official documentation for the Agent Mode inside GitHub Copilot.\nGuides developers on configuring autonomous multi-file refactoring, debugging, and advanced prompt engineering patterns.",
-        "category": "Linux & System Foundations"
-      },
-      {
-        "url": "https://githubnext.com/projects/copilot-workspace",
-        "title": "githubnext.com: GitHub Copilot Workspace",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "An agentic development environment by GitHub Next designed to orchestrate software changes using autonomous developer agents.\nAssists developers from specification to implementation, verification, and",
-        "category": "Linux & System Foundations"
-      },
-      {
-        "url": "https://github.com/jlevy/the-art-of-command-line",
-        "title": "The Art of Command Line",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "The premium, single-page reference for command-line mastery. Highly dense and comprehensive, it details advanced processes, pipeline debugging, and cloud utility integrations. Live Grounding establish",
-        "category": "Linux & System Foundations"
-      },
-      {
-        "url": "https://docs.github.com/en/get-started/using-github/github-flow",
-        "title": "GitHub Flow",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "GitHub Flow is a lightweight, branch-based workflow that supports continuous delivery by eliminating the complex branching structures of older patterns. Developers work on short-lived feature branches",
-        "category": "Linux & System Foundations"
-      },
-      {
-        "url": "https://github.com/odoo/odoo/wiki/Mergebot",
-        "title": "Odoo Mergebot",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Odoo's foundational merge-bot built to orchestrate massive volume commits across multi-repository dependencies. It employs highly robust state-machine mechanics to validate test combinations and keep ",
+        "impact": "critical",
+        "why": "cgroup v2 is the foundational technology enabling modern container isolation, resource allocation, and pressure stall information (PSI) tracking in Kubernetes.",
         "category": "Linux & System Foundations"
       },
       {
@@ -6194,53 +475,26 @@
         "title": "bpftrace",
         "date": "2026-06-13",
         "stars": 5,
-        "impact": "high",
-        "why": "A high-level tracing language and diagnostic toolkit built on top of the Linux eBPF subsystem. It allows system engineers to dynamically probe kernel modules, trace memory allocations, and analyze lat",
+        "impact": "critical",
+        "why": "eBPF-driven tracing via bpftrace has revolutionized system observability, allowing safe, dynamic kernel probing on production systems without downtime.",
         "category": "Linux & System Foundations"
       },
       {
-        "url": "https://github.com/google/zx",
-        "title": "zx",
-        "date": "2026-06-13",
+        "url": "https://github.com/imthenachoman/How-To-Secure-A-Linux-Server",
+        "title": "How-To Secure A Linux Server",
+        "date": "2026-03-05",
         "stars": 5,
         "impact": "high",
-        "why": "A modern execution tool built by Google that lets developers write robust scripting pipelines using JavaScript or TypeScript. It automates child-process management, string escaping, and error checks. ",
+        "why": "Securing the underlying Linux OS is a mandatory prerequisite for achieving compliance and defense-in-depth in enterprise cloud deployments.",
         "category": "Linux & System Foundations"
       },
       {
-        "url": "https://github.com/actions/actions-runner-controller",
-        "title": "github.com/actions/actions-runner-controller 🌟",
-        "date": "2026-06-12",
+        "url": "https://github.com/gcla/termshark",
+        "title": "termshark",
+        "date": "2024-04-30",
         "stars": 5,
         "impact": "high",
-        "why": "Official Kubernetes operator designed to manage self-hosted GitHub Actions runner infrastructure dynamically. Integrates natively with Horizontal Pod Autoscaler (HPA) targets to scale runner deploymen",
-        "category": "Linux & System Foundations"
-      },
-      {
-        "url": "https://github.com/git-lfs/git-lfs",
-        "title": "git-lfs/git-lfs: Git Large File Storage",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "An open-source Git extension that swaps massive media elements and build binaries for lightweight reference pointers. Reduces main repository bloat to improve checkout times in large-scale operations.",
-        "category": "Linux & System Foundations"
-      },
-      {
-        "url": "https://github.com/git-bug/git-bug",
-        "title": "github.com/MichaelMure/git-bug",
-        "date": "2026-06-10",
-        "stars": 5,
-        "impact": "high",
-        "why": "An open-source, fully distributed bug tracking mechanism built directly on Git metadata. It embeds ticket management histories directly into the source control system itself, permitting offline bug tr",
-        "category": "Linux & System Foundations"
-      },
-      {
-        "url": "https://github.com/curl/wcurl",
-        "title": "wcurl",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "A lightweight command wrapper designed by the curl maintainers to simplify raw file downloads. Removes the need to manually define standard flags like `-O` and `--create-dirs`, reducing script frictio",
+        "why": "Provides an interactive TUI for deep packet analysis over headless SSH connections, simplifying cloud-native and remote network troubleshooting.",
         "category": "Linux & System Foundations"
       },
       {
@@ -6249,25 +503,7 @@
         "date": "2026-06-01",
         "stars": 5,
         "impact": "high",
-        "why": "The premier journal for Linux kernel development, systems programming, and open-source community dynamics. Renowned for its unparalleled technical depth, LWN offers deep architectural analysis of kern",
-        "category": "Linux & System Foundations"
-      },
-      {
-        "url": "https://nordicapis.com/understanding-the-hidden-powers-of-curl",
-        "title": "**curl command**: Understanding the Hidden Powers of curl",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "An in-depth analysis of advanced curl functionalities, detailing raw TCP manipulation, custom HTTP headers, proxy tunneling, and authentication. A key diagnostic asset for testing REST APIs and debugg",
-        "category": "Linux & System Foundations"
-      },
-      {
-        "url": "https://pre-commit.com",
-        "title": "pre-commit",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "A multi-language package manager designed to configure, run, and scale pre-commit hooks. It prevents secrets leaks, handles multi-language formatters, and implements fast static analysis before change",
+        "why": "LWN remains the authoritative journal for tracking Linux kernel architectural changes that ultimately dictate how modern hypervisors and container engines run.",
         "category": "Linux & System Foundations"
       },
       {
@@ -6276,16 +512,25 @@
         "date": "2026-06-01",
         "stars": 5,
         "impact": "high",
-        "why": "Comparative analysis of netstat and the modern ss utility for tracking socket states and interface binds in real time. Essential diagnostics for validating ingress routing, firewalls, and networking o",
+        "why": "Understanding modern socket diagnostics like `ss` is critical for debugging container networks, ingress paths, and service-to-service communication.",
         "category": "Linux & System Foundations"
       },
       {
-        "url": "https://www.redhat.com/en/blog/world-domination-cgroups-part-8-down-and-dirty-cgroup-v2",
-        "title": "redhat.com: World domination with cgroups part 8: down and dirty with cgroup v2",
+        "url": "https://abarrak.gitbook.io/linux-sysops-handbook",
+        "title": "abarrak.gitbook.io: Linux SysOps Handbook 🌟",
         "date": "2026-06-01",
+        "stars": 4,
+        "impact": "medium",
+        "why": "Serves as an essential operational reference for on-call engineers diagnosing performance bottlenecks and system failures under pressure.",
+        "category": "Linux & System Foundations"
+      },
+      {
+        "url": "https://github.com/anordal/shellharden/blob/master/how_to_do_things_safely_in_bash.md",
+        "title": "github: Safe ways to do things in bash",
+        "date": "2026-01-05",
         "stars": 5,
-        "impact": "high",
-        "why": "Deep architectural analysis of cgroup v2, detailing the unified resource hierarchy model, memory pressure stalls (PSI), and unified controllers. Essential reading for system engineers developing conta",
+        "impact": "medium",
+        "why": "Establishing rigorous standards for Bash scripting minimizes execution bugs in container entrypoints, CI/CD runners, and system bootstrap scripts.",
         "category": "Linux & System Foundations"
       },
       {
@@ -6293,26 +538,17 @@
         "title": "oilshell: Alternative shells",
         "date": "2026-05-31",
         "stars": 5,
-        "impact": "high",
-        "why": "An exceptional evaluation wiki comparing next-generation Unix shells (Oils, Nushell, Fish, Zsh). Outlines parsing behaviors, JSON-first architectures, and language safety enhancements aimed at replaci",
+        "impact": "medium",
+        "why": "Evaluating next-generation Unix shells is crucial as organizations seek safer, structured CLI environments with native JSON parsing for automation.",
         "category": "Linux & System Foundations"
       },
       {
-        "url": "https://github.com/lucidrains/PaLM-rlhf-pytorch",
-        "title": "lucidrains/PaLM-rlhf-pytorch",
-        "date": "2026-05-29",
-        "stars": 5,
-        "impact": "high",
-        "why": "An open-source PyTorch implementation combining the PaLM architecture with Reinforcement Learning from Human Feedback (RLHF). Crucial blueprint for organizations aiming to construct and fine-tune priv",
-        "category": "Linux & System Foundations"
-      },
-      {
-        "url": "https://github.com/giscus/giscus",
-        "title": "github.com/giscus/giscus",
-        "date": "2026-05-26",
-        "stars": 5,
-        "impact": "high",
-        "why": "A database-free comment widget powered natively by GitHub Discussions. Explores how mapping comments directly into static markdown contexts eliminates expensive self-hosted database servers and preven",
+        "url": "https://www.tecmint.com/control-systemd-services-on-remote-linux-server",
+        "title": "tecmint.com: How to Control Systemd Services on Remote Linux Server",
+        "date": "2026-06-01",
+        "stars": 4,
+        "impact": "medium",
+        "why": "Remote systemd service orchestration over SSH is essential for maintaining and automating distributed VM-based microservice fleets.",
         "category": "Linux & System Foundations"
       }
     ],
@@ -6322,8 +558,8 @@
         "title": "docs.anthropic.com: Claude Code CLI",
         "date": "2026-06-18",
         "stars": 5,
-        "impact": "high",
-        "why": "Anthropic's official command-line interface (CLI) tool designed for autonomous agentic software engineering.\nClaude Code can read codebases, execute commands, run tests, and manage git workflows direc",
+        "impact": "critical",
+        "why": "Anthropic's official agentic CLI redefines developer workflows by allowing autonomous agents to execute terminal commands, run tests, and manage Git directly.",
         "category": "AI & Agents"
       },
       {
@@ -6331,8 +567,8 @@
         "title": "antigravity.google: Google Antigravity Agentic Platform",
         "date": "2026-06-18",
         "stars": 5,
-        "impact": "high",
-        "why": "Google's unified development platform and SDK (google-antigravity) for building, evaluating, and deploying stateful AI agents.\nEnables developers to transition from local prototype builds to secure GK",
+        "impact": "critical",
+        "why": "Bridges the gap between local agent prototypes and production-grade deployments on secure Google Kubernetes Engine (GKE) clusters.",
         "category": "AI & Agents"
       },
       {
@@ -6340,8 +576,8 @@
         "title": "cursor.com: Cursor AI Code Editor",
         "date": "2026-06-18",
         "stars": 5,
-        "impact": "high",
-        "why": "The premier AI-first code editor, built as a fork of VS Code, offering features like Cursor Tab (smart autocomplete), Cmd+K (inline edits), Composer (multi-file agentic code generation), and deep code",
+        "impact": "critical",
+        "why": "As the leading AI-first IDE, it has shifted the industry paradigm of daily software engineering through multi-file agentic code generation.",
         "category": "AI & Agents"
       },
       {
@@ -6349,80 +585,8 @@
         "title": "vLLM on Kubernetes",
         "date": "2026-06-14",
         "stars": 5,
-        "impact": "high",
-        "why": "Curator Insight: Integration guides and deployment schemas for hosting vLLM on Kubernetes clusters. Live Grounding: Standardizes memory-efficient LLM serving using PagedAttention. Features rapid integ",
-        "category": "AI & Agents"
-      },
-      {
-        "url": "https://github.com/openai/openai-cookbook",
-        "title": "github.com/openai/openai-cookbook: OpenAI Cookbook",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official, highly detailed cookbook of integration patterns and code recipes from OpenAI. Live Grounding and Curator Insight rate this as the definitive reference for engineering structured JSON mo",
-        "category": "AI & Agents"
-      },
-      {
-        "url": "https://github.com/shanraisshan/claude-code-best-practice",
-        "title": "Claude Code Best Practice",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Curator Insight: Curated collection of best practices, system prompts, and architecture layouts for Claude Code. Live Grounding: Explores advanced CLI-driven agent workflows, highlighting configuratio",
-        "category": "AI & Agents"
-      },
-      {
-        "url": "https://github.com/davila7/claude-code-templates",
-        "title": "Claude Code Templates",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Claude Code Templates is an extensive community library containing structured system designs, context guidelines, and prompt schemas optimized for Anthropic's Claude Code and CLI. It helps teams confi",
-        "category": "AI & Agents"
-      },
-      {
-        "url": "https://github.com/Skyvern-ai/Skyvern",
-        "title": "Skyvern",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "Curator Insight: An AI-powered web browser automation agent designed to extract data and execute workflows on complex interfaces. Live Grounding: Translates plain-text instructions into resilient sele",
-        "category": "AI & Agents"
-      },
-      {
-        "url": "https://github.com/mattpocock/skills",
-        "title": "Skills for Real Engineers",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "An exceptionally popular repository detailing the foundational principles, design philosophies, and architectural protocols required for master-level software delivery. While the curator focuses on ca",
-        "category": "AI & Agents"
-      },
-      {
-        "url": "https://github.com/punkpeye/awesome-mcp-servers",
-        "title": "Awesome MCP Servers",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "Curator Insight: A community-curated collection of servers implementing the Model Context Protocol. Live Grounding: Aggregates verified integrations linking AI models to tools like relational database",
-        "category": "AI & Agents"
-      },
-      {
-        "url": "https://github.com/TabularisDB/tabularis/blob/main/README.es.md",
-        "title": "Tabularis: Open Source Desktop Client for Modern Databases with AI and MCP' Integration",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "An open-source desktop database client featuring Model Context Protocol (MCP) integrations. This compliance allows local LLMs to safely query, analyze, and update database schemas within strict user s",
-        "category": "AI & Agents"
-      },
-      {
-        "url": "https://github.com/microsoft/ML-For-Beginners",
-        "title": "==github.com/microsoft/ML-For-Beginners: Machine Learning for Beginners' - A Curriculum==",
-        "date": "2026-06-09",
-        "stars": 5,
-        "impact": "high",
-        "why": "Microsoft's 12-week, 26-lesson classical machine learning curriculum focused heavily on hands-on project-based execution using Scikit-learn. It purposely isolates foundational ML patternsβ€”such as regr",
+        "impact": "critical",
+        "why": "Standardizes memory-efficient LLM serving via PagedAttention and provides concrete deployment templates for production Kubernetes clusters.",
         "category": "AI & Agents"
       },
       {
@@ -6431,61 +595,7 @@
         "date": "2026-06-07",
         "stars": 5,
         "impact": "high",
-        "why": "Curator Insight: Primary collection of production-grade Model Context Protocol (MCP) servers. Live Grounding: Establishes development standards for JSON-RPC 2.0 based message exchange between host age",
-        "category": "AI & Agents"
-      },
-      {
-        "url": "https://github.com/jupyterlab/jupyter-ai",
-        "title": "github.com/jupyterlab/jupyter-ai",
-        "date": "2026-06-03",
-        "stars": 5,
-        "impact": "high",
-        "why": "An official JupyterLab extension that brings generative AI capabilities to interactive notebooks. It supports inline code synthesis, explanation, and error correction across multiple model APIs.",
-        "category": "AI & Agents"
-      },
-      {
-        "url": "https://github.com/rasbt/LLMs-from-scratch",
-        "title": "LLMs-from-scratch",
-        "date": "2026-06-02",
-        "stars": 5,
-        "impact": "high",
-        "why": "Curator Insight highlights this acclaimed resource for building a fully functional PyTorch Transformer from scratch. Live Grounding verifies it is an indispensable textbook for AI engineers, laying ba",
-        "category": "AI & Agents"
-      },
-      {
-        "url": "https://github.com/SkalskiP/top-cvpr-2023-papers",
-        "title": "github.com/SkalskiP/top-cvpr-2023-papers",
-        "date": "2026-04-15",
-        "stars": 5,
-        "impact": "high",
-        "why": "A curated reference hub detailing top-performing papers and breakthroughs from CVPR 2023. Synthesizes vital engineering advancements across object detection, visual language models, zero-shot segmenta",
-        "category": "AI & Agents"
-      },
-      {
-        "url": "https://github.com/mlabonne/llm-course",
-        "title": "github.com/mlabonne/llm-course",
-        "date": "2026-02-05",
-        "stars": 5,
-        "impact": "high",
-        "why": "Maxime Labonne's stellar curriculum for mastering Large Language Model engineering. Curator Insight and Live Grounding confirm its value, providing code-driven notebooks covering quantization (bitsand",
-        "category": "AI & Agents"
-      },
-      {
-        "url": "https://cast.ai",
-        "title": "CAST AI",
-        "date": "2025-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "Introduces CAST AI, an automated cost-reduction system for EKS, AKS, and GKE. Highlights how its real-time algorithms adjust cluster sizing, configure spot instances, and scale down resources without ",
-        "category": "AI & Agents"
-      },
-      {
-        "url": "https://www.technologyreview.es/article/las-empresas-que-empiezan-lo-grande-con-la-ia-fracasan-mas",
-        "title": "technologyreview.es: \"Las empresas que empiezan a lo grande con la IA fracasan mÑs\" 🌟",
-        "date": "2026-06-18",
-        "stars": 4,
-        "impact": "high",
-        "why": "Analytical piece focusing on enterprise strategies for AI adoption, arguing that companies attempting large-scale, over-ambitious transformations from day one experience higher failure rates. Advocate",
+        "why": "Establishes production-grade standards for Model Context Protocol (MCP), allowing secure and open integration between LLM agents and external developer tools.",
         "category": "AI & Agents"
       },
       {
@@ -6494,7 +604,43 @@
         "date": "2026-06-14",
         "stars": 4,
         "impact": "high",
-        "why": "An open-source, no-code platform utilizing AI to identify and automate cloud cost optimizations. Connects directly with Kubernetes metrics to suggest sizing adjustments and automatically remove unused",
+        "why": "Integrates AI-driven FinOps automation directly with Kubernetes metrics to dynamically optimize cloud resource sizing and reduce operational costs.",
+        "category": "AI & Agents"
+      },
+      {
+        "url": "https://github.com/mudler/LocalAI",
+        "title": "LocalAI",
+        "date": "2026-06-13",
+        "stars": 4,
+        "impact": "high",
+        "why": "Enables private, self-hosted, OpenAI-compatible AI API gateways directly on local hardware or Kubernetes clusters to preserve data sovereignty.",
+        "category": "AI & Agents"
+      },
+      {
+        "url": "https://www.databricks.com/dataaisummit/session/how-build-agentic-pipelines-oss-spark-declarative-pipelines",
+        "title": "How to Build Agentic Pipelines with OSS Spark Declarative Pipelines",
+        "date": "2026-06-02",
+        "stars": 4,
+        "impact": "high",
+        "why": "Leverages Apache Spark's Declarative Pipelines to introduce deterministic, agent-driven orchestration patterns to enterprise-scale big data workflows.",
+        "category": "AI & Agents"
+      },
+      {
+        "url": "https://blog.cloudflare.com/claude-managed-agents",
+        "title": "Announcing Claude Managed Agents on Cloudflare",
+        "date": "2026-06-02",
+        "stars": 4,
+        "impact": "critical",
+        "why": "Establishes a secure, sandboxed serverless runtime on Cloudflare Workers for orchestrating complex, autonomous AI agent workflows at the edge.",
+        "category": "AI & Agents"
+      },
+      {
+        "url": "https://openai.com/index/dell-codex-enterprise-partnership",
+        "title": "OpenAI and Dell Technologies partner to bring Codex to hybrid and on-premises enterprise environments",
+        "date": "2026-06-02",
+        "stars": 4,
+        "impact": "high",
+        "why": "Enables enterprises to deploy powerful coding agents locally within secure hybrid-cloud and on-premises infrastructures.",
         "category": "AI & Agents"
       }
     ],
@@ -6505,79 +651,7 @@
         "date": "2026-06-18",
         "stars": 5,
         "impact": "high",
-        "why": "A stellar, end-to-end GitHub archive that compiles structural templates, infrastructure blueprints, and multi-tier CI/CD pipelines. Features real-world deployment playbooks using Terraform, Ansible, a",
-        "category": "Certification & Training"
-      },
-      {
-        "url": "https://github.com/aws-samples/aws-customer-playbook-framework",
-        "title": "github.com/aws-samples/aws-customer-playbook-framework 🌟",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "A comprehensive operational framework that helps organizations define, structure, and automate IT playbooks and runbooks on AWS. Enhances incident response protocols and disaster recovery simulations.",
-        "category": "Certification & Training"
-      },
-      {
-        "url": "https://github.com/aws-samples/aws-auto-inventory",
-        "title": "github.com/aws-samples/aws-auto-inventory: AWS Automated Inventory 🌟",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "An automated system designed to discover, track, and catalog AWS infrastructure assets across multiple regions and accounts. Leverages Serverless functions and AWS Config to maintain real-time complia",
-        "category": "Certification & Training"
-      },
-      {
-        "url": "https://github.com/spring-projects/spring-petclinic",
-        "title": "github.com/spring-projects/spring-petclinic",
-        "date": "2026-06-09",
-        "stars": 5,
-        "impact": "high",
-        "why": "Curator Insight targets the actual source code repository for the Spring Petclinic community project. Live Grounding confirms this project is an invaluable asset across the software industry to demons",
-        "category": "Certification & Training"
-      },
-      {
-        "url": "https://github.com/spring-projects/spring-petclinic/issues/339",
-        "title": "ref 8",
-        "date": "2026-06-09",
-        "stars": 5,
-        "impact": "high",
-        "why": "A major architectural discussion issue thread in the official Spring Petclinic repository. Explores the design decisions, trade-offs, and container integration requirements leading up to modern contai",
-        "category": "Certification & Training"
-      },
-      {
-        "url": "https://cheatsheetseries.owasp.org/index.html",
-        "title": "cheatsheetseries.owasp.org: OWASP Cheat Sheet Series 🌟🌟",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "Curator Insight: The definitive security reference series detailing modern web app vulnerability mitigations. Live Grounding: Updated dynamically through 2026, this master reference provides critical ",
-        "category": "Certification & Training"
-      },
-      {
-        "url": "https://codely.com/en",
-        "title": "codely.tv",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "Spanish-language portal dedicated to Domain-Driven Design (DDD), Clean Code, CQRS patterns, and resilient microservice designs. It details testing strategies for highly decoupled, container-centric pr",
-        "category": "Certification & Training"
-      },
-      {
-        "url": "https://developer.hashicorp.com/terraform/cli/commands",
-        "title": "terraform.io: Terraform Commands",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "Curator Insight: The definitive, official CLI reference for HashiCorp Terraform. Live Grounding: Crucial for advanced state management, covering complex commands like terraform import, state mv, state",
-        "category": "Certification & Training"
-      },
-      {
-        "url": "https://git-scm.com/docs",
-        "title": "git-scm.com: Git reference",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "Curator Insight: The canonical, official Git command-line reference. Live Grounding: Serves as the ultimate authority on version control algorithms, low-level plumbing commands, complex history manipu",
+        "why": "Essential hands-on learning tool offering real-world multi-tier CI/CD and IaC blueprints for practical DevOps training.",
         "category": "Certification & Training"
       },
       {
@@ -6585,17 +659,8 @@
         "title": "kubernetes.io 🌟",
         "date": "2026-06-01",
         "stars": 5,
-        "impact": "high",
-        "why": "The canonical reference documentation for the kubectl command-line utility. Provides up-to-date syntax patterns for resource creation, patch edits, formatting outputs, and real-time container log anal",
-        "category": "Certification & Training"
-      },
-      {
-        "url": "https://sdkman.io",
-        "title": "SdkMan",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "The homepage for SDKMAN!, a command-line tool designed to manage parallel versions of multiple Software Development Kits, with a strong focus on the JVM ecosystem. Live Grounding confirms it as the de",
+        "impact": "critical",
+        "why": "The official kubectl quick reference is an indispensable tool and the primary authorized documentation allowed during CKA, CKAD, and CKS exams.",
         "category": "Certification & Training"
       },
       {
@@ -6603,163 +668,192 @@
         "title": "The Linux Foundation Training",
         "date": "2026-06-01",
         "stars": 5,
-        "impact": "high",
-        "why": "The definitive training and certification source for open-source engineering. Directs the primary curricula for the CKA, CKAD, and CKS benchmarks, offering authoritative lessons on container network i",
+        "impact": "critical",
+        "why": "The definitive curriculum provider and certification authority for industry-standard CNCF benchmarks including the CKA, CKAD, and CKS.",
         "category": "Certification & Training"
       },
       {
-        "url": "https://github.com/typescript-cheatsheets/react",
-        "title": "React+TypeScript Cheatsheets",
-        "date": "2026-05-29",
-        "stars": 5,
+        "url": "https://github.com/stefanprodan/podinfo",
+        "title": "==stefanprodan/podinfo==",
+        "date": "2026-06-08",
+        "stars": 4,
         "impact": "high",
-        "why": "The premier open-source guide for integrating React with TypeScript securely. Resolves complex enterprise type-safety challenges, targeting typed props, generic components, hook lifecycles, and advanc",
+        "why": "The industry-standard reference microservice for teaching teams Kubernetes health probes, progressive delivery, and telemetry instrumentation.",
         "category": "Certification & Training"
       },
       {
-        "url": "https://github.com/aws-samples/resource-tagging-automation",
-        "title": "github.com/aws-samples: Guide to Resource Tagging Automation",
-        "date": "2026-05-19",
-        "stars": 5,
+        "url": "https://kube.academy",
+        "title": "kube.academy",
+        "date": "2026-06-01",
+        "stars": 4,
         "impact": "high",
-        "why": "Automated cloud governance solution leveraging AWS Lambda to automatically append standardized metadata tags onto AWS resources. Simplifies enterprise cost allocation and compliance enforcement operat",
+        "why": "Offers highly polished, structured modular training tracks focusing on complex enterprise Kubernetes operations and security controls.",
         "category": "Certification & Training"
       },
       {
-        "url": "https://github.com/spring-petclinic/spring-petclinic-microservices",
-        "title": "Spring PetClinic Microservices",
-        "date": "2026-05-17",
-        "stars": 5,
-        "impact": "high",
-        "why": "The canonical reference implementation of the Spring PetClinic application decomposed into microservices. It leverages Spring Cloud Eureka, Spring Cloud Gateway, and Spring Cloud Config Server to show",
+        "url": "https://techstudyslack.com",
+        "title": "techstudyslack.com",
+        "date": "2026-06-01",
+        "stars": 4,
+        "impact": "medium",
+        "why": "A popular peer-led community offering real-time technical debugging and study support dedicated to cloud architecture and Kubernetes certifications.",
         "category": "Certification & Training"
       },
       {
-        "url": "https://github.com/LeCoupa/awesome-cheatsheets",
-        "title": "LeCoupa/awesome-cheatsheets",
-        "date": "2026-04-12",
-        "stars": 5,
+        "url": "https://www.coursera.org",
+        "title": "Coursera.org",
+        "date": "2026-06-01",
+        "stars": 4,
         "impact": "high",
-        "why": "An extensive collection of high-density cheat sheets targeting mainstream programming environments, databases, and container architectures. It serves as a rapid reference hub for backend engineers loo",
+        "why": "Provides industry-backed structured specializations covering distributed application architectures and cloud-native software engineering.",
         "category": "Certification & Training"
       },
       {
-        "url": "https://github.com/ekramasif/Basic-Machine-Learning/blob/main/Extraa/PythonCheatSheet.ipynb",
-        "title": "github.com/ekramasif: Basic Machine Learning - Python Cheatsheet",
-        "date": "2026-03-02",
-        "stars": 5,
-        "impact": "high",
-        "why": "An interactive Jupyter Notebook consolidating standard machine learning algorithms in Python. Details array configurations, basic Scikit-Learn validation tests, and pandas pipeline configurations.",
+        "url": "https://www.edx.org",
+        "title": "edx.org",
+        "date": "2026-06-01",
+        "stars": 4,
+        "impact": "critical",
+        "why": "Hosts the Linux Foundation's official cloud-native course catalog, bridging theoretical systems knowledge with CLI practice.",
         "category": "Certification & Training"
       },
       {
-        "url": "https://github.com/redhat-developer-demos/knative-tutorial",
-        "title": "knative-tutorial",
-        "date": "2026-01-15",
-        "stars": 5,
+        "url": "https://www.whizlabs.com",
+        "title": "Whizlabs",
+        "date": "2026-06-01",
+        "stars": 4,
         "impact": "high",
-        "why": "A comprehensive repository tutorial focused on Knative. Delivers detailed, practical instructions for implementing Knative Serving, traffic splitting, event brokers, and scale-to-zero configurations.",
+        "why": "A premier exam-prep platform delivering rigorous CKA, CKAD, and CKS simulations and cloud-based practice sandboxes.",
         "category": "Certification & Training"
       },
       {
-        "url": "https://github.com/CastawayEGR/openshift-ai-examples",
-        "title": "OpenShift AI Examples",
-        "date": "2025-09-15",
-        "stars": 5,
+        "url": "https://github.com/devoriales/cheatsheets",
+        "title": "github.com/devoriales/kubectl-cheatsheet",
+        "date": "2026-06-18",
+        "stars": 3,
         "impact": "high",
-        "why": "A community collection of machine learning workflows and notebooks deployed on Red Hat OpenShift AI. Details deployment pipelines for distributed training, model serving, and GPU resource slicing.",
+        "why": "An excellent troubleshooting resource prioritizing the exact node-maintenance and diagnostic commands needed for practical Kubernetes exams.",
         "category": "Certification & Training"
+      }
+    ],
+    "Data, Messaging & Storage": [
+      {
+        "url": "https://github.com/velero-io/velero",
+        "title": "github.com/vmware-tanzu/velero",
+        "date": "2026-06-12",
+        "stars": 5,
+        "impact": "critical",
+        "why": "Velero is the industry-standard tool for backing up, restoring, and migrating Kubernetes cluster resources and persistent volumes.",
+        "category": "Data, Messaging & Storage"
       },
       {
-        "url": "https://daniel.haxx.se/blog/wp-content/uploads/2020/01/sticker-cheat-sheet.png",
-        "title": "curl cheat sheet for Linux and Unix users",
-        "date": "2025-06-01",
+        "url": "https://strimzi.io",
+        "title": "strimzi.io",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "critical",
+        "why": "Strimzi is the premier CNCF project that simplifies running and managing Apache Kafka clusters natively on Kubernetes using the Operator pattern.",
+        "category": "Data, Messaging & Storage"
+      },
+      {
+        "url": "https://longhorn.io",
+        "title": "Longhorn",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "critical",
+        "why": "As a graduated CNCF project, Longhorn delivers highly reliable, resilient, and easy-to-use distributed block storage built natively for Kubernetes environments.",
+        "category": "Data, Messaging & Storage"
+      },
+      {
+        "url": "https://www.min.io",
+        "title": "min.io",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "critical",
+        "why": "MinIO is the de facto standard for high-performance, S3-compatible private cloud object storage deployed natively on Kubernetes.",
+        "category": "Data, Messaging & Storage"
+      },
+      {
+        "url": "https://www.redpanda.com",
+        "title": "Redpanda 🌟",
+        "date": "2026-06-01",
         "stars": 5,
         "impact": "high",
-        "why": "Curator Insight: The definitive visual sticker/cheat sheet for curl options, designed by curl's creator Daniel Stenberg. Live Grounding: An absolute authority on debugging HTTP protocols, specifying T",
-        "category": "Certification & Training"
+        "why": "Redpanda redefines event streaming with a modern C++ architecture that eliminates JVM overhead and ZooKeeper, maintaining full API compatibility with Kafka.",
+        "category": "Data, Messaging & Storage"
+      },
+      {
+        "url": "https://debezium.io",
+        "title": "**Debezium**:",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "high",
+        "why": "Debezium is the leading open-source platform for low-latency, log-based Change Data Capture, vital for modern real-time data streaming architectures.",
+        "category": "Data, Messaging & Storage"
+      },
+      {
+        "url": "https://flink.apache.org",
+        "title": "Apache Flink",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "high",
+        "why": "Apache Flink is the industry-standard framework for real-time, stateful stream processing with robust exactly-once transactional guarantees.",
+        "category": "Data, Messaging & Storage"
+      },
+      {
+        "url": "https://github.com/CrunchyData/postgres-operator",
+        "title": "github.com/CrunchyData/postgres-operator",
+        "date": "2026-06-10",
+        "stars": 5,
+        "impact": "high",
+        "why": "The Crunchy Postgres Operator provides production-ready, declarative automation for scaling, disaster recovery, and high availability of PostgreSQL on Kubernetes.",
+        "category": "Data, Messaging & Storage"
+      },
+      {
+        "url": "https://openebs.io",
+        "title": "OpenEBS",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "high",
+        "why": "OpenEBS is a highly popular Container Attached Storage system that simplifies dynamic local and distributed storage provisioning on Kubernetes.",
+        "category": "Data, Messaging & Storage"
+      },
+      {
+        "url": "https://github.com/zalando/postgres-operator",
+        "title": "Zalando Postgres Operator",
+        "date": "2026-06-12",
+        "stars": 5,
+        "impact": "high",
+        "why": "Zalando's Postgres Operator offers robust, battle-tested orchestration for highly available PostgreSQL Spilo clusters in production cloud-native environments.",
+        "category": "Data, Messaging & Storage"
       }
     ],
     "Infrastructure as Code": [
       {
-        "url": "https://github.com/shuaibiyy/awesome-tf",
-        "title": "github.com/shuaibiyy/awesome-terraform",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "An extensive directory of modules, tools, linters, frameworks, and packages curated by the Terraform community. Acts as a core index for tracking dynamic tooling ecosystems like Terragrunt, TFLint, Te",
+        "url": "https://www.infoq.com/news/2026/05/opentofu-release-terraform",
+        "title": "OpenTofu 1.12: the Feature Terraform Never Shipped",
+        "date": "2026-06-02",
+        "stars": 4,
+        "impact": "critical",
+        "why": "This major release resolves a decade-old modular limitation of upstream Terraform, solidifying OpenTofu's position as a highly innovative, independent alternative.",
         "category": "Infrastructure as Code"
       },
       {
-        "url": "https://github.com/terraform-linters/tflint/releases/tag/v0.51.0",
-        "title": "github.com/terraform-linters/tflint",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "A highly robust framework and compiler-aware linter for Terraform configurations. Detects provider-specific errors, catches deprecated constructs, and enforces organizational standards within enterpri",
+        "url": "https://www.pulumi.com/releases/agentic-infrastructure-era",
+        "title": "The Agentic Infrastructure Era | Pulumi Releases",
+        "date": "2026-06-02",
+        "stars": 4,
+        "impact": "critical",
+        "why": "It introduces a paradigm shift in how teams build cloud systems by transitioning from static, human-written YAML declarations to autonomous, self-healing agentic IaC.",
         "category": "Infrastructure as Code"
       },
       {
-        "url": "https://github.com/ansible/awx",
-        "title": "AWX",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "AWX serves as the open-source upstream project for Ansible Automation Platform/Tower. Written in Django and React, it provides a web-based user interface, REST API, and task engine to centrally manage",
-        "category": "Infrastructure as Code"
-      },
-      {
-        "url": "https://github.com/bytebase/bytebase",
-        "title": "bytebase/bytebase",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "Open-source, web-based database schema change and collaboration tool engineered for DevOps teams and DBAs. Features GitOps-driven workflow mechanics, automated visual SQL review, and centralized secur",
-        "category": "Infrastructure as Code"
-      },
-      {
-        "url": "https://github.com/tibordp/terraform-hcloud-dualstack-k8s",
-        "title": "terraform-hcloud-dualstack-k8s: Hetzner Dual-Stack Kubernetes Cluster",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "A community-led open-source project automating the deployment of dual-stack (IPv4/IPv6) Kubernetes clusters on Hetzner Cloud. Provides dynamic network routing, instance configuration, and cluster orch",
-        "category": "Infrastructure as Code"
-      },
-      {
-        "url": "https://github.com/hashicorp/hcl",
-        "title": "github.com/hashicorp/hcl: HCL",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "The authoritative Go library parsing and validating HashiCorp Configuration Language (HCL). Serving as the declarative bedrock for Terraform, Packer, and Consul, HCL bridges raw JSON parsability with ",
-        "category": "Infrastructure as Code"
-      },
-      {
-        "url": "https://github.com/PacoVK/tapir",
-        "title": "github.com/PacoVK/tapir",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "An open-source utility designed to render interactive visual representations of Terraform execution plans. Helps teams review deep changes, resource recreations, and infrastructure impacts in a browse",
-        "category": "Infrastructure as Code"
-      },
-      {
-        "url": "https://github.com/infracost/infracost",
-        "title": "Infracost 🌟",
-        "date": "2026-06-03",
-        "stars": 5,
-        "impact": "high",
-        "why": "The premier open-source parser for analyzing HCL variables and producing deep cloud cost projections before resource allocation. By feeding plans to a curated pricing API, Infracost acts as a vital co",
-        "category": "Infrastructure as Code"
-      },
-      {
-        "url": "https://graphviz.org",
-        "title": "graphviz.org",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "Open-source graph visualization software. Frequently paired with `terraform graph` to render DOT files into legible visual topologies, depicting complex network, instance, and workspace dependency gra",
+        "url": "https://www.hashicorp.com/en/blog/new-in-terraform-115-dynamic-sources-variable-deprecation-and-more",
+        "title": "New in Terraform 1.15: Dynamic sources, variable deprecation, and more",
+        "date": "2026-06-02",
+        "stars": 4,
+        "impact": "critical",
+        "why": "This official release introduces highly requested dynamic module sources and versioning capabilities directly at runtime, greatly simplifying massive multi-tenant codebases.",
         "category": "Infrastructure as Code"
       },
       {
@@ -6768,52 +862,43 @@
         "date": "2026-05-29",
         "stars": 5,
         "impact": "high",
-        "why": "The industry-standard, community-maintained Terraform module for Amazon EKS. Features exhaustive support for managed/self-managed node pools, AWS Fargate integration, security group orchestration, and",
+        "why": "It represents the industry-standard, community-vetted modular blueprint for provisioning enterprise-grade Amazon EKS infrastructure.",
         "category": "Infrastructure as Code"
       },
       {
-        "url": "https://github.com/cloudposse?q=terraform-",
-        "title": "github.com/cloudposse?q=terraform-",
-        "date": "2026-05-17",
+        "url": "https://github.com/infracost/infracost",
+        "title": "Infracost 🌟",
+        "date": "2026-06-03",
         "stars": 5,
         "impact": "high",
-        "why": "The premier repository suite of highly modular, enterprise-tested blueprints authored by Cloud Posse. These patterns are widely adopted for orchestrating complex AWS and Kubernetes infrastructure laye",
+        "why": "It shifts financial operations left by evaluating HCL configurations inside CI/CD loops to estimate cloud expenditures prior to physical resource provisioning.",
         "category": "Infrastructure as Code"
       },
       {
-        "url": "https://github.com/terraform-aws-modules",
-        "title": "==github.com/terraform-aws-modules==",
-        "date": "2026-05-17",
+        "url": "https://github.com/terraform-linters/tflint/releases/tag/v0.51.0",
+        "title": "github.com/terraform-linters/tflint",
+        "date": "2026-06-13",
         "stars": 5,
         "impact": "high",
-        "why": "The foundational registry ecosystem comprising highly standardized, battle-tested community AWS modules. Essential for orchestrating EKS, VPC, RDS, and standard IAM setups with enterprise-level securi",
+        "why": "As a ubiquitous enterprise-grade linter, it prevents provider-specific deploy errors and enforces strict security compliance policies early in the delivery pipeline.",
         "category": "Infrastructure as Code"
       },
       {
-        "url": "https://github.com/tfutils/tfenv",
-        "title": "tfenv",
-        "date": "2026-05-01",
-        "stars": 5,
+        "url": "https://github.com/terramate-io/terramate",
+        "title": "mineiros-io/terramate",
+        "date": "2026-05-27",
+        "stars": 3,
         "impact": "high",
-        "why": "A lightweight, highly adopted CLI utility for managing multiple concurrent local installations of Terraform. Crucial for platform engineers operating in multi-project environments where legacy workspa",
+        "why": "It optimizes massive monorepos by providing advanced code-generation, selective change execution, and dynamic stack orchestration for complex Terraform and OpenTofu environments.",
         "category": "Infrastructure as Code"
       },
       {
-        "url": "https://github.com/Azure/aztfexport",
-        "title": "github.com/Azure/aztfexport",
-        "date": "2026-04-02",
-        "stars": 5,
+        "url": "https://github.com/Checkmarx/kics",
+        "title": "==Checkmarx/kics==",
+        "date": "2026-06-10",
+        "stars": 3,
         "impact": "high",
-        "why": "The repository page for Microsoft's Azure Export for Terraform (`aztfexport`). This specialized utility automatically crawls existing Azure infrastructure, converts physical setups into clean Terrafor",
-        "category": "Infrastructure as Code"
-      },
-      {
-        "url": "https://github.com/GoogleCloudPlatform/terraformer",
-        "title": "github.com/GoogleCloudPlatform/terraformer 🌟",
-        "date": "2026-03-16",
-        "stars": 5,
-        "impact": "high",
-        "why": "A widely adopted CLI tool that reverse-engineers existing cloud infrastructure into declarative HCL code and states. Acts as a vital tool during migration processes from manual setups to systematic Gi",
+        "why": "This widely adopted static analysis engine secures cloud-native architectures by identifying security vulnerabilities across diverse IaC formats.",
         "category": "Infrastructure as Code"
       },
       {
@@ -6821,73 +906,28 @@
         "title": "Kubestack Gitops Framework",
         "date": "2026-03-05",
         "stars": 5,
-        "impact": "high",
-        "why": "An open-source Terraform-driven GitOps framework configured to simplify public cloud Kubernetes platform deployments and application configurations. It leverages native inheritance behaviors of Terraf",
+        "impact": "medium",
+        "why": "It bridges the gap between raw infrastructure provisioning and application GitOps deployments, offering a unified workflow for Kubernetes platforms.",
         "category": "Infrastructure as Code"
       },
       {
-        "url": "https://github.com/hashicorp/terraform-cdk",
-        "title": "terraform-cdk 🌟",
-        "date": "2025-12-10",
-        "stars": 5,
-        "impact": "high",
-        "why": "Cloud Development Kit for Terraform (CDKTF) allowing engineers to write imperative application code (TypeScript, Python, Java) to define declarative infrastructure assets. A strong choice for teams mo",
-        "category": "Infrastructure as Code"
-      },
-      {
-        "url": "https://techcommunity.microsoft.com/blog/AzureInfrastructureBlog/building-a-finops-ready-azure-landing-zone-infrastructure-foundations-for-cost-o/4411706",
-        "title": "Building a FinOps-Ready Azure Landing Zone: Infrastructure Foundations for Cost Optimization",
-        "date": "2025-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "Details how to configure a FinOps-compliant Azure Landing Zone. Uses Azure Policy and management groups to enforce resource tag policies, mandate budget limits at subscription boundaries, and automate",
-        "category": "Infrastructure as Code"
-      },
-      {
-        "url": "https://terragrunt.com",
-        "title": "terragrunt.gruntwork.io",
-        "date": "2025-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "Terragrunt is the industry-standard orchestrator wrapper that resolves complex code redundancy by establishing DRY configurations, managing dynamic state initialization, and handling cross-module depe",
-        "category": "Infrastructure as Code"
-      },
-      {
-        "url": "https://www.chef.io",
-        "title": "chef.io",
-        "date": "2025-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "Chef is an enterprise-grade infrastructure configuration management platform. While traditionally targeting virtual machines, it provides robust cloud-native toolkits to manage bare-metal nodes, OS co",
+        "url": "https://github.com/ansible/awx-operator",
+        "title": "AWX Operator",
+        "date": "2026-06-10",
+        "stars": 4,
+        "impact": "medium",
+        "why": "This operator successfully modernizes legacy Ansible automation workloads by running them natively inside Kubernetes using Custom Resource Definitions.",
         "category": "Infrastructure as Code"
       }
     ],
     "DevOps & Culture": [
-      {
-        "url": "https://nubenetes.com/iac",
-        "title": "IaC Infrastructure as Code",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Nubenetes architectural reference portal on Infrastructure as Code (IaC). Outlines fundamental philosophies, lifecycle management, and paradigm shifts of treating bare-metal, cloud, or cluster state a",
-        "category": "DevOps & Culture"
-      },
-      {
-        "url": "https://github.com/laurent22/joplin",
-        "title": "joplin",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "A widely adopted open-source note-taking and to-do application. Supports End-to-End Encryption (E2EE), Markdown editing, and dynamic synchronization across private cloud systems.",
-        "category": "DevOps & Culture"
-      },
       {
         "url": "https://github.com/backstage/backstage",
         "title": "github.com/backstage/backstage",
         "date": "2026-06-13",
         "stars": 5,
-        "impact": "high",
-        "why": "Backstage is an open-source framework created by Spotify for building customizable internal developer portals. It consolidates service catalogs, software templates, technical documentation, and observ",
+        "impact": "critical",
+        "why": "Backstage is the leading CNCF-backed framework for building internal developer portals, fundamentally shifting how enterprises manage microservices and cognitive load.",
         "category": "DevOps & Culture"
       },
       {
@@ -6896,7 +936,7 @@
         "date": "2026-06-12",
         "stars": 5,
         "impact": "high",
-        "why": "An official Microsoft MCP server repository enabling AI Agents (like Claude or GitHub Copilot) to interact seamlessly with Azure DevOps. Allows agents to manage work items, query repositories, and orc",
+        "why": "It bridges the gap between AI agents and enterprise execution by enabling LLMs to natively orchestrate work items and repositories in Azure DevOps.",
         "category": "DevOps & Culture"
       },
       {
@@ -6905,70 +945,25 @@
         "date": "2026-06-10",
         "stars": 5,
         "impact": "high",
-        "why": "A comprehensive, open-source AppOps platform for Kubernetes designed to consolidate CI/CD pipelines, GitOps, observability, and cost optimization. Provides self-service deployment interfaces, security",
+        "why": "Devtron provides a unified, production-ready AppOps console for Kubernetes that accelerates GitOps, observability, and security adoption.",
         "category": "DevOps & Culture"
       },
       {
-        "url": "https://github.com/awesome-foss/awesome-sysadmin",
-        "title": "Awesome Sysadmin",
-        "date": "2026-06-03",
-        "stars": 5,
-        "impact": "high",
-        "why": "An exhaustive curation of open-source sysadmin resources, listing production-ready system monitors, configuration management tools, security suites, and virtualization frameworks used globally by SREs",
-        "category": "DevOps & Culture"
-      },
-      {
-        "url": "https://asdf-vm.com",
-        "title": "ASDF 🌟",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "An extensible CLI runtime version manager that unifies environment configurations (Node.js, Ruby, Python, Elixir, Go, and more) under a single .tool-versions file. Successfully eliminates environment ",
-        "category": "DevOps & Culture"
-      },
-      {
-        "url": "https://github.com/frectonz/sql-studio",
-        "title": "SQL Studio: A Unified SQL Database Explorer",
-        "date": "2026-03-15",
-        "stars": 5,
-        "impact": "high",
-        "why": "A single-binary SQL database administrator interface written in Rust. It streamlines querying, schema inspection, and data visualization across multiple RDBMS engines (including SQLite, PostgreSQL, an",
-        "category": "DevOps & Culture"
-      },
-      {
-        "url": "https://vadimkravcenko.com/shorts/promotion-based-development",
-        "title": "Promotion-Based Development: A Fast Track to Mediocrity",
-        "date": "2026-06-18",
-        "stars": 4,
-        "impact": "high",
-        "why": "A thought-provoking critique of development environments where promotion tracks heavily incentivize complex over-engineering and short-term visibility tasks rather than long-term architectural stabili",
-        "category": "DevOps & Culture"
-      },
-      {
-        "url": "https://www.puppet.com/resources/state-of-devops-report",
-        "title": "puppet.com: The 2021 State of DevOps Report is here! 🌟",
-        "date": "2026-06-18",
-        "stars": 4,
-        "impact": "high",
-        "why": "Landmark research report outlining DevOps adoption phases, focusing on the critical role of platform engineering and self-service capabilities in accelerating organizational maturity. Delivers quantif",
-        "category": "DevOps & Culture"
-      },
-      {
-        "url": "https://accounts.google.com/v3/signin/identifier?continue=https%3A%2F%2Fdocs.google.com%2Fdocument%2Fu%2F0%2Fcreate%3Fusp%3Ddot_new&dsh=S-551027576%3A1779031360486315&followup=https%3A%2F%2Fdocs.google.com%2Fdocument%2Fu%2F0%2Fcreate%3Fusp%3Ddot_new<mpl=docs&osid=1&passive=1209600&service=wise&flowName=WebLiteSignIn&flowEntry=ServiceLogin&ifkv=AWa2PasT3fzmBVDogbYOa448WODYqcNpbr94eLlOd4kL-w5BLgVa3s5bweNB_q-BV6hVUtWFJzfuoQ",
-        "title": "Google Docs: doc.new",
+        "url": "https://nubenetes.com/iac",
+        "title": "IaC Infrastructure as Code",
         "date": "2026-06-14",
-        "stars": 4,
+        "stars": 5,
         "impact": "high",
-        "why": "Direct shortcut mechanism for instantly initializing an empty, collaborative Google Doc environment under the user's active Google account identity. Highly useful for collaborative platform runtime do",
+        "why": "This comprehensive reference architecture maps out modern cloud-native standards for treating infrastructure and cluster state purely as code.",
         "category": "DevOps & Culture"
       },
       {
-        "url": "https://accounts.google.com/v3/signin/identifier?continue=https%3A%2F%2Fdocs.google.com%2Fspreadsheets%2Fu%2F0%2Fcreate%3Fusp%3Ddot_new&dsh=S338656440%3A1779029465061496&followup=https%3A%2F%2Fdocs.google.com%2Fspreadsheets%2Fu%2F0%2Fcreate%3Fusp%3Ddot_new<mpl=sheets&osid=1&passive=1209600&service=wise&flowName=WebLiteSignIn&flowEntry=ServiceLogin&ifkv=AWa2PauvFLix7FhDQsyeXMzly7IlWofT_GeExGBZD5PeXgcMI8_fmgxBG05tRNkG3ISAaCxExVB7",
-        "title": "Spreadsheets: sheet.new",
-        "date": "2026-06-14",
+        "url": "https://www.atlassian.com/blog/company-news/cursor-in-jira",
+        "title": "Introducing Cursor in Jira - Inside Atlassian",
+        "date": "2026-06-02",
         "stars": 4,
         "impact": "high",
-        "why": "Browser shortcut mapping that provisions a blank cloud-based Google Sheets environment immediately. Typically used within operational engineering environments for quick tracking of cluster audits, Fin",
+        "why": "Integrating Jira with Cursor AI marks a major shift in developer experience, directly linking issue tracking with autonomous agentic code workflows.",
         "category": "DevOps & Culture"
       },
       {
@@ -6976,17 +971,17 @@
         "title": "blog.postman.com: What Is PlatformOps?",
         "date": "2026-06-14",
         "stars": 4,
-        "impact": "high",
-        "why": "Analysis of the rise of PlatformOps as the execution branch of Platform Engineering. Explains the transition of managing dev tooling, infrastructure catalogs, and APIs as internal products to drastica",
+        "impact": "medium",
+        "why": "It clearly outlines PlatformOps as the execution methodology of Platform Engineering, driving modern organizational structures.",
         "category": "DevOps & Culture"
       },
       {
-        "url": "https://blogs.vmware.com/cloud-foundation",
-        "title": "blog.vmware.com: DevOps: Culture – Collaboration, Empowerment, Autonomy 🌟",
-        "date": "2026-06-14",
+        "url": "https://github.com/mxschmitt/action-tmate",
+        "title": "action-tmate: Debug GitHub Actions via SSH",
+        "date": "2026-05-29",
         "stars": 4,
         "impact": "high",
-        "why": "Explores structural and cultural transformations required to establish a high-performing DevOps initiative. Focuses on decentralizing operational decisions, psychological safety, and establishing plat",
+        "why": "This tool drastically improves MTTR for platform teams by enabling real-time, interactive SSH debugging inside active GitHub Actions runners.",
         "category": "DevOps & Culture"
       },
       {
@@ -6994,8 +989,17 @@
         "title": "NoOps",
         "date": "2026-06-14",
         "stars": 4,
-        "impact": "high",
-        "why": "Comprehensive conceptual guide on NoOps (No Operations). Describes the strategic path to fully outsourcing infrastructure layers to automated platforms, serverless paradigms, and self-healing systems ",
+        "impact": "medium",
+        "why": "Provides a strategic roadmap for organizations aiming to transition from heavy ops overhead to fully automated, self-healing, serverless environments.",
+        "category": "DevOps & Culture"
+      },
+      {
+        "url": "https://asdf-vm.com",
+        "title": "ASDF 🌟",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "medium",
+        "why": "Eliminates local environment configuration drift across engineering teams by standardizing polyglot tool runtimes in a single file.",
         "category": "DevOps & Culture"
       },
       {
@@ -7003,109 +1007,37 @@
         "title": "DevOps Tools",
         "date": "2026-06-14",
         "stars": 4,
-        "impact": "high",
-        "why": "Catalog of modern DevOps tooling encompassing continuous integration, artifact storage, automated testing, container scheduling, and real-time telemetry pipelines to build stable, production-ready rel",
-        "category": "DevOps & Culture"
-      },
-      {
-        "url": "https://github.com/GhostWriters/DockSTARTer",
-        "title": "DockSTARTer",
-        "date": "2026-06-03",
-        "stars": 4,
-        "impact": "high",
-        "why": "A user-friendly CLI utility designed to simplify the configuration and installation of self-hosted server software via structured Docker Compose patterns. Serves as a solid entry point for containeriz",
-        "category": "DevOps & Culture"
-      },
-      {
-        "url": "https://dropshare.app/annotate",
-        "title": "Annotate by Dropshare: Fast Markup for Images on iOS and iPadOS",
-        "date": "2026-06-02",
-        "stars": 4,
-        "impact": "high",
-        "why": "* **Curator Insight**: An essential utility for mobile cloud architects and SREs requiring fast markup of infrastructure topologies, application bugs, or terminal screens on the go.\n* **Live Grounding",
-        "category": "DevOps & Culture"
-      },
-      {
-        "url": "https://community.atlassian.com/forums/Teamwork-Collection-articles/How-to-run-a-marketing-campaign-from-kickoff-to-launch-using/ba-p/3183852",
-        "title": "How to run a marketing campaign from kickoff to launch using Teamwork Collection",
-        "date": "2026-06-02",
-        "stars": 4,
-        "impact": "high",
-        "why": "This practical guide outlines an end-to-end campaign coordination workflow leveraging the Atlassian Teamwork Collection (Confluence, Jira, Loom, and the Rovo AI agent). It demonstrates how to utilize ",
-        "category": "DevOps & Culture"
-      },
-      {
-        "url": "https://www.minisim.app",
-        "title": "MiniSim: Launcher for iOS and Android Simulators",
-        "date": "2026-06-02",
-        "stars": 4,
-        "impact": "high",
-        "why": "MiniSim addresses local virtualization friction by providing a highly optimized, macOS native menu-bar application to launch mobile simulators. By integrating with xcrun and local Android SDK director",
+        "impact": "medium",
+        "why": "A crucial reference map for navigating the complex cloud-native ecosystem across continuous integration, deployment, and telemetry.",
         "category": "DevOps & Culture"
       }
     ],
     "MLOps & Data Science": [
+      {
+        "url": "https://docs.ray.io/en/latest",
+        "title": "Ray",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "critical",
+        "why": "Ray is the industry-standard distributed compute framework powering massive LLM training and scale-out Python workloads on Kubernetes.",
+        "category": "MLOps & Data Science"
+      },
+      {
+        "url": "https://openai.com/research/scaling-kubernetes-to-7500-nodes",
+        "title": "openai.com: Scaling Kubernetes to 7,500 nodes 🌟",
+        "date": "2026-05-17",
+        "stars": 0,
+        "impact": "critical",
+        "why": "This landmark post details the infrastructure lessons learned by OpenAI when orchestrating ultra-large-scale AI training pipelines on Kubernetes.",
+        "category": "MLOps & Data Science"
+      },
       {
         "url": "https://github.com/Netflix/metaflow",
         "title": "==github.com/Netflix/metaflow== 🌟",
         "date": "2026-06-13",
         "stars": 5,
         "impact": "high",
-        "why": "Metaflow is Netflix's human-centric framework designed for building and managing production-grade data science pipelines. It seamlessly integrates local development with enterprise-scale cloud infrast",
-        "category": "MLOps & Data Science"
-      },
-      {
-        "url": "https://github.com/datalab-to/surya",
-        "title": "github.com/VikParuchuri/surya",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "Surya provides multi-lingual document OCR and accurate layout analysis powered by deep learning. It delivers high-fidelity reading and structuring of dense scientific papers, tables, and financial lay",
-        "category": "MLOps & Data Science"
-      },
-      {
-        "url": "https://github.com/argilla-io/argilla",
-        "title": "rubrix",
-        "date": "2026-06-08",
-        "stars": 5,
-        "impact": "high",
-        "why": "Formerly Rubrix, Argilla is a premier open-source data curation platform designed for AI and LLM workflows. Enables continuous human-in-the-loop (HITL) fine-tuning cycles. It seamlessly integrates wit",
-        "category": "MLOps & Data Science"
-      },
-      {
-        "url": "https://docs.ray.io/en/latest",
-        "title": "Ray",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "Ray is the premier distributed execution framework for scaling compute-heavy AI and Python workloads. It provides low-overhead, dynamic actor execution models, powering distributed training (Ray Train",
-        "category": "MLOps & Data Science"
-      },
-      {
-        "url": "https://github.com/meta-llama/llama-cookbook",
-        "title": "github.com/meta-llama/llama-recipes",
-        "date": "2026-05-19",
-        "stars": 5,
-        "impact": "high",
-        "why": "Meta's core repository for scaling LLM deployments. It offers highly robust templates for PEFT (Parameter-Efficient Fine-Tuning) such as LoRA, model quantization, and optimization strategies that enab",
-        "category": "MLOps & Data Science"
-      },
-      {
-        "url": "https://github.com/mikeroyal/Kubernetes-Guide/blob/main/README.md",
-        "title": "==mikeroyal/Kubernetes-Guide: Machine Learning== 🌟",
-        "date": "2026-06-18",
-        "stars": 4,
-        "impact": "high",
-        "why": "A comprehensive reference manual mapping the landscape of running machine learning workloads on Kubernetes. Aggregates configurations, installation commands, and architecture diagrams for tooling acro",
-        "category": "MLOps & Data Science"
-      },
-      {
-        "url": "https://github.com/aimhubio/aim",
-        "title": "github.com/aimhubio/aim",
-        "date": "2026-06-13",
-        "stars": 4,
-        "impact": "high",
-        "why": "Aim is an open-source, highly responsive experiment tracking and visualization dashboard for machine learning. It provides a robust query language and a user-friendly UI to compare thousands of metric",
+        "why": "Metaflow bridge-builds local data science workflows with production-grade cloud infrastructure, heavily adopted in enterprise MLOps.",
         "category": "MLOps & Data Science"
       },
       {
@@ -7114,25 +1046,43 @@
         "date": "2026-06-02",
         "stars": 4,
         "impact": "high",
-        "why": "Meta's SilverTorch architecture redefines recommendation engines by consolidating vector retrieval, filtering, and scoring into a unified, GPU-optimized PyTorch model. Historically, recommendation pip",
+        "why": "Meta's SilverTorch represents a paradigm shift in recommendation architectures, combining retrieval and scoring into a unified GPU-optimized model.",
         "category": "MLOps & Data Science"
       },
       {
-        "url": "https://github.com/XuehaiPan/nvitop",
-        "title": "==github.com/XuehaiPan/nvitop== 🌟",
-        "date": "2026-05-25",
-        "stars": 4,
+        "url": "https://github.com/meta-llama/llama-cookbook",
+        "title": "github.com/meta-llama/llama-recipes",
+        "date": "2026-05-19",
+        "stars": 5,
         "impact": "high",
-        "why": "An interactive, terminal-based GPU monitoring tool that acts as a modern replacement for nvidia-smi. It provides real-time tracking of GPU resource consumption, memory configurations, process owners, ",
+        "why": "This is Meta's foundational toolkit for enterprise fine-tuning, quantization, and deployment strategies of Llama models.",
         "category": "MLOps & Data Science"
       },
       {
-        "url": "https://github.com/postgresml/postgresml",
-        "title": "postgresml/postgresml 🌟",
-        "date": "2025-07-01",
+        "url": "https://medium.com/workday-engineering/implementing-a-fully-automated-sharding-strategy-on-kubernetes-for-multi-tenanted-machine-learning-4371c48122ae",
+        "title": "medium.com/workday-engineering: Implementing a Fully Automated Sharding' Strategy on Kubernetes for Multi-tenanted Machine Learning Applications",
+        "date": "2026-05-17",
+        "stars": 0,
+        "impact": "high",
+        "why": "Provides a highly practical, production-ready blueprint for automating database sharding for multi-tenant ML applications running on Kubernetes.",
+        "category": "MLOps & Data Science"
+      },
+      {
+        "url": "https://github.com/mikeroyal/Kubernetes-Guide/blob/main/README.md",
+        "title": "==mikeroyal/Kubernetes-Guide: Machine Learning== 🌟",
+        "date": "2026-06-18",
         "stars": 4,
         "impact": "high",
-        "why": "An extension that integrates machine learning directly inside PostgreSQL, written in Rust. It enables developers to train and run real-time inference using classic models or LLMs natively through SQL,",
+        "why": "A crucial reference guide mapping out the intersection of container orchestration and machine learning platform tooling on Kubernetes.",
+        "category": "MLOps & Data Science"
+      },
+      {
+        "url": "https://github.com/argilla-io/argilla",
+        "title": "rubrix",
+        "date": "2026-06-08",
+        "stars": 5,
+        "impact": "high",
+        "why": "Argilla addresses the crucial MLOps bottleneck of data curation and continuous human-in-the-loop fine-tuning for LLMs.",
         "category": "MLOps & Data Science"
       },
       {
@@ -7140,109 +1090,28 @@
         "title": "tensorchord/envd: Reproducible development environment for AI/ML 🌟",
         "date": "2026-05-21",
         "stars": 3,
-        "impact": "medium",
-        "why": "An innovative local development environment generator for ML engineering. Envd translates Python declarations into isolated container definitions, ensuring high reproducibility for CUDA packages, pip ",
+        "impact": "high",
+        "why": "Envd solves local-to-cloud reproducibility by compiling Pythonic declarations directly into optimized, CUDA-ready container definitions.",
         "category": "MLOps & Data Science"
       },
       {
-        "url": "https://github.com/abhishek-ch/around-dataengineering",
-        "title": "github: A very Long never ending Learning around Data Engineering & Machine' Learning",
-        "date": "2026-06-18",
-        "stars": 2,
-        "impact": "medium",
-        "why": "A comprehensive curated repository documenting data engineering pipelines, distributed computing principles, and machine learning foundations. It aggregates core concepts of large-scale data systems, ",
-        "category": "MLOps & Data Science"
-      },
-      {
-        "url": "https://cd.foundation/blog/2020/02/11/announcing-the-cd-foundation-mlops-sig",
-        "title": "cd.foundation: Announcing the CD Foundation MLOps SIG",
-        "date": "2026-06-18",
-        "stars": 0,
-        "impact": "medium",
-        "why": "A curated technical resource and architectural guide covering cd.foundation: Announcing the CD Foundation MLOps SIG in the Kubernetes Tools ecosystem.",
-        "category": "MLOps & Data Science"
-      },
-      {
-        "url": "https://stackoverflow.com/questions/72657318/how-is-flyte-tailored-to-data-and-machine-learning",
-        "title": "stackoverflow.com: How is Flyte tailored to \"Data and Machine Learning\"?",
-        "date": "2026-06-18",
-        "stars": 0,
-        "impact": "medium",
-        "why": "A curated technical resource and architectural guide covering stackoverflow.com: How is Flyte tailored to \"Data and Machine Learning\"? in the Kubernetes Tools ecosystem.",
-        "category": "MLOps & Data Science"
-      },
-      {
-        "url": "https://about.gitlab.com/blog/how-is-ai-ml-changing-devops",
-        "title": "about.gitlab.com: How is AI/ML changing DevOps?",
-        "date": "2026-06-14",
-        "stars": 0,
-        "impact": "medium",
-        "why": "Investigates the evolving integration of AI and Machine Learning inside DevSecOps pipelines. Discusses automated code suggestion mechanisms, ML-driven vulnerability remediation, and predictive diagnos",
-        "category": "MLOps & Data Science"
-      },
-      {
-        "url": "https://marvelousmlops.substack.com/p/sharpen-your-cookiecutter-speed-up",
-        "title": "marvelousmlops.substack.com: Sharpen your cookiecutter: speed up repo creation' with workflows",
+        "url": "https://medium.com/bakdata/scalable-machine-learning-with-kafka-streams-and-kserve-85308858d867",
+        "title": "medium.com/bakdata: Scalable Machine Learning with Kafka Streams and KServe",
         "date": "2026-05-17",
         "stars": 0,
-        "impact": "medium",
-        "why": "A curated technical resource and architectural guide covering marvelousmlops.substack.com: Sharpen your cookiecutter: speed up repo creation' with workflows in the Kubernetes Tools ecosystem.",
-        "category": "MLOps & Data Science"
-      },
-      {
-        "url": "https://medium.com/@karanshingde/machine-learning-in-production-your-comprehensive-101-practical-guide-c7de0b5ad011",
-        "title": "medium.com/@karanshingde: Machine Learning in Productionβ€”β€ŠYour Comprehensive' 101 Practical Guide",
-        "date": "2026-05-17",
-        "stars": 0,
-        "impact": "medium",
-        "why": "A curated technical resource and architectural guide covering medium.com/@karanshingde: Machine Learning in Productionβ€”β€ŠYour Comprehensive' 101 Practical Guide in the Kubernetes Tools ecosystem.",
-        "category": "MLOps & Data Science"
-      },
-      {
-        "url": "https://learn.iterative.ai",
-        "title": "learn.iterative.ai: Iterative Tools for Data Scientists & Analysts",
-        "date": "2026-05-17",
-        "stars": 0,
-        "impact": "medium",
-        "why": "A curated technical resource and architectural guide covering learn.iterative.ai: Iterative Tools for Data Scientists & Analysts in the Kubernetes Tools ecosystem.",
-        "category": "MLOps & Data Science"
-      },
-      {
-        "url": "https://marvelousmlops.substack.com/p/technical-roles-in-data-science-who",
-        "title": "marvelousmlops.substack.com: Technical roles in Data Science: Who is doing' what?",
-        "date": "2026-05-17",
-        "stars": 0,
-        "impact": "medium",
-        "why": "A curated technical resource and architectural guide covering marvelousmlops.substack.com: Technical roles in Data Science: Who is doing' what? in the Kubernetes Tools ecosystem.",
-        "category": "MLOps & Data Science"
-      },
-      {
-        "url": "https://swirlai.substack.com/p/sai-08-request-response-model-deployment",
-        "title": "swirlai.substack.com: SAI #08: Request-Response Model Deployment - The MLOps' Way, Spark - Executor Memory Structure and more... 🌟",
-        "date": "2026-05-17",
-        "stars": 0,
-        "impact": "medium",
-        "why": "A curated technical resource and architectural guide covering swirlai.substack.com: SAI #08: Request-Response Model Deployment - The MLOps' Way, Spark - Executor Memory Structure and more... 🌟 in the ",
+        "impact": "high",
+        "why": "Demonstrates a powerful cloud-native integration pattern of KServe and Apache Kafka for high-throughput, real-time machine learning inference.",
         "category": "MLOps & Data Science"
       }
     ],
     "OpenShift / Red Hat": [
       {
-        "url": "https://developers.redhat.com/developer-sandbox",
-        "title": "Developer Sandbox",
-        "date": "2026-06-18",
+        "url": "https://github.com/openshift/hypershift",
+        "title": "github.com/openshift/hypershift: HyperShift",
+        "date": "2026-06-12",
         "stars": 5,
-        "impact": "high",
-        "why": "Provides immediate, zero-cost developer access to an active, shared OpenShift cluster environment pre-populated with cloud-native tooling. Eliminates complex infrastructure bootstrapping for developer",
-        "category": "OpenShift / Red Hat"
-      },
-      {
-        "url": "https://www.rancher.academy",
-        "title": "Rancher Academy 🌟",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "Official educational platform providing comprehensive training, labs, and certification programs for SUSE Rancher, K3s, and global multi-cluster enterprise deployments. Guides practitioners through st",
+        "impact": "critical",
+        "why": "Decouples the control plane from the data plane, enabling lightning-fast provisioning and dramatic infrastructure cost reductions.",
         "category": "OpenShift / Red Hat"
       },
       {
@@ -7250,17 +1119,26 @@
         "title": "OpenShift 4 documentation 🌟",
         "date": "2026-06-18",
         "stars": 5,
-        "impact": "high",
-        "why": "Official enterprise-grade documentation for Red Hat OpenShift Container Platform. Provides comprehensive architectural guidelines, deployment patterns, security policies, and cluster lifecycle managem",
+        "impact": "critical",
+        "why": "Serves as the definitive architectural and operational guide for maintaining production-ready OpenShift 4 environments.",
         "category": "OpenShift / Red Hat"
       },
       {
-        "url": "https://developers.redhat.com",
-        "title": "developers.redhat.com 🌟",
-        "date": "2026-06-18",
+        "url": "https://github.com/operator-framework/operator-lifecycle-manager",
+        "title": "Red Hat OLM",
+        "date": "2026-06-11",
         "stars": 5,
-        "impact": "high",
-        "why": "Red Hat's dedicated developer portal providing comprehensive access to tools, sandboxes, and cloud-native frameworks like Quarkus and Spring on Kubernetes. It bridges the gap between raw cluster endpo",
+        "impact": "critical",
+        "why": "Provides the foundational framework for declarative installation, scaling, and lifecycle management of Kubernetes operators.",
+        "category": "OpenShift / Red Hat"
+      },
+      {
+        "url": "https://www.redhat.com/en/technologies/cloud-computing/openshift/aws",
+        "title": "Amazon Red Hat OpenShift",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "critical",
+        "why": "Accelerates enterprise cloud adoption by delivering a fully managed, jointly supported OpenShift service natively on AWS.",
         "category": "OpenShift / Red Hat"
       },
       {
@@ -7269,106 +1147,7 @@
         "date": "2026-06-14",
         "stars": 5,
         "impact": "high",
-        "why": "The official repository hosting the OpenShift Installer engine (IPI/UPI), which handles automated platform provisioning on major hypervisors and public clouds. Generates ignition files, configures boo",
-        "category": "OpenShift / Red Hat"
-      },
-      {
-        "url": "https://github.com/openshift/installer/blob/main/docs/user/aws/README.md",
-        "title": "AWS Account Set Up 🌟",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "This repository guide outlines the specific IAM policies, resource quotas, Route53 configurations, and networking permissions required to install OpenShift on AWS using the native installer-provisione",
-        "category": "OpenShift / Red Hat"
-      },
-      {
-        "url": "https://github.com/openshift/hypershift",
-        "title": "github.com/openshift/hypershift: HyperShift",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "HyperShift decouples the OpenShift control plane from the infrastructure, hosting it as standard containerized workloads within a central management cluster. This architecture enables lightning-fast p",
-        "category": "OpenShift / Red Hat"
-      },
-      {
-        "url": "https://github.com/openshift/origin",
-        "title": "github.com/openshift/origin 🌟",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "Core open-source repository for OKD (formerly OpenShift Origin), representing the upstream Kubernetes community distribution of OpenShift. Consists of cluster installation systems, APIs, and operators",
-        "category": "OpenShift / Red Hat"
-      },
-      {
-        "url": "https://github.com/openshift/origin/tree/main/examples/jenkins/pipeline",
-        "title": "github - using jenkins pipelines with OKD",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "Repository detailing baseline code configurations, sample pipelines, and deployment manifests engineered to execute scripted Jenkins procedures inside early versions of the OKD community container pla",
-        "category": "OpenShift / Red Hat"
-      },
-      {
-        "url": "https://github.com/quay/quay",
-        "title": "GitHub Quay (OSS)",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "Project Quay is the open-source upstream version of Red Hat Quay, providing a highly scalable container registry designed for cloud-native infrastructure. It features multi-tenancy, geo-replication, a",
-        "category": "OpenShift / Red Hat"
-      },
-      {
-        "url": "https://github.com/openshift/jenkins",
-        "title": "Jenkins Docker Image for Openshift v3",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "Red Hat maintained OpenShift integration image for running Jenkins natively within OpenShift clusters. Includes pre-configured plugins, service-account integration, and S2I build configurations custom",
-        "category": "OpenShift / Red Hat"
-      },
-      {
-        "url": "https://github.com/k3d-io/k3d",
-        "title": "**k3d**",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "Curator Insight features k3d as an indispensable utility for launching multi-node K3s clusters inside Docker containers. Live grounding in 2026 affirms k3d remains the leading choice for local multi-n",
-        "category": "OpenShift / Red Hat"
-      },
-      {
-        "url": "https://github.com/harvester/harvester",
-        "title": "Harvester",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "Curator Insight showcases Harvester as a modern open-source HCI built on KubeVirt and Longhorn. Live grounding in 2026 confirms Harvester has fully matured into an enterprise-stable alternative to VMw",
-        "category": "OpenShift / Red Hat"
-      },
-      {
-        "url": "https://github.com/operator-framework/operator-lifecycle-manager",
-        "title": "Red Hat OLM",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "Part of the Operator Framework, OLM manages the installation, updates, and role-based access control of Operators running inside a cluster. It acts as an orchestrator for custom resource definitions (",
-        "category": "OpenShift / Red Hat"
-      },
-      {
-        "url": "https://github.com/operator-framework/operator-lifecycle-manager/blob/master/doc/design/architecture.md",
-        "title": "OLM Arquitecture",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "This repository provides deep technical designs for Operator Lifecycle Manager (OLM). It handles updates, dependency validation, and multi-tenant installations of Kubernetes Operators.",
-        "category": "OpenShift / Red Hat"
-      },
-      {
-        "url": "https://github.com/okd-project/okd/blob/master/README.md",
-        "title": "GitHub: OKD4",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "The core GitHub repository containing build configurations, release pipelines, and architectural trackers for OKD4. Integrating Fedora CoreOS, this platform bridges the gap between raw Kubernetes and ",
+        "why": "The core engine driving automated, immutable infrastructure provisioning (IPI/UPI) across multi-cloud environments.",
         "category": "OpenShift / Red Hat"
       },
       {
@@ -7377,7 +1156,7 @@
         "date": "2026-06-09",
         "stars": 5,
         "impact": "high",
-        "why": "The Machine API Operator is a foundational component of OpenShift 4's declarative node lifecycle. Based on upstream Cluster API, it manages clusters of Machine objects as standard Kubernetes resources",
+        "why": "Enables declarative node lifecycle management in OpenShift 4 using native Kubernetes resource paradigms.",
         "category": "OpenShift / Red Hat"
       },
       {
@@ -7386,25 +1165,34 @@
         "date": "2026-06-08",
         "stars": 5,
         "impact": "high",
-        "why": "An indispensable, community-curated collection of production-ready GitOps blueprints, Argo CD definitions, and cluster config charts maintained by Red Hat CoP.",
+        "why": "Accelerates GitOps adoption with curated, production-ready Argo CD blueprints and deployment patterns maintained by Red Hat CoP.",
         "category": "OpenShift / Red Hat"
       },
       {
-        "url": "https://k3s.io",
-        "title": "**k3s**",
-        "date": "2026-06-01",
+        "url": "https://github.com/okd-project/okd/blob/master/README.md",
+        "title": "GitHub: OKD4",
+        "date": "2026-06-11",
         "stars": 5,
         "impact": "high",
-        "why": "A highly popular, fully compliant, lightweight Kubernetes distribution designed specifically for Edge, IoT, and DevSecOps CI pipelines. Packaged as a single binary, it replaces heavy etcd processes wi",
+        "why": "Provides the essential open-source upstream foundation for OpenShift, combining Fedora CoreOS with Kubernetes.",
         "category": "OpenShift / Red Hat"
       },
       {
-        "url": "https://rook.io",
-        "title": "Rook",
+        "url": "https://www.redhat.com/en/technologies/cloud-computing/openshift/azure",
+        "title": "ARO",
         "date": "2026-06-01",
         "stars": 5,
         "impact": "high",
-        "why": "Rook acts as a production-hardened CNCF graduated storage orchestrator that natively embeds Ceph within Kubernetes. By managing disks, pools, and filesystems as declarative resources, Rook eliminates ",
+        "why": "Offers a seamlessly integrated, co-engineered, and fully managed OpenShift platform on Azure to ease hybrid cloud deployments.",
+        "category": "OpenShift / Red Hat"
+      },
+      {
+        "url": "https://github.com/redhat-developer/odo",
+        "title": "ODO: OpenShift Command line for Developers 🌟",
+        "date": "2026-03-30",
+        "stars": 5,
+        "impact": "high",
+        "why": "Simplifies the developer inner loop by abstracting complex Kubernetes YAML into a straightforward, code-centric CLI interface.",
         "category": "OpenShift / Red Hat"
       }
     ],
@@ -7415,7 +1203,7 @@
         "date": "2026-06-14",
         "stars": 5,
         "impact": "high",
-        "why": "Config Connector is a Kubernetes Custom Resource Definition (CRD) controller that allows operators to manage Google Cloud resources natively as if they were standard Kubernetes objects. It bridges Git",
+        "why": "GCP Config Connector enables declarative, Kubernetes-native management of Google Cloud resources using CRDs, uniting infrastructure and application lifecycles under one control plane.",
         "category": "GCP, OCI & Others"
       },
       {
@@ -7424,16 +1212,7 @@
         "date": "2026-06-13",
         "stars": 5,
         "impact": "high",
-        "why": "An open-source implementation of Cloud Native Buildpacks optimized for GCP runtimes. It automatically transforms source code into production-ready, secured OCI container images without requiring custo",
-        "category": "GCP, OCI & Others"
-      },
-      {
-        "url": "https://github.com/GoogleCloudPlatform/cloud-code-samples",
-        "title": "github.com/GoogleCloudPlatform/cloud-code-samples 🌟",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "Curated templates and setup workflows targeting GCP's Cloud Code extension. Helps developers structure containerized services locally before auto-deploying to Google Kubernetes Engine (GKE).",
+        "why": "Google Cloud Buildpacks operationalize CNCF standards to build secure, production-ready OCI container images from source code without requiring custom Dockerfiles.",
         "category": "GCP, OCI & Others"
       },
       {
@@ -7442,115 +1221,7 @@
         "date": "2026-05-17",
         "stars": 5,
         "impact": "high",
-        "why": "The main open-source hub hosting Oracle's cloud-native integrations, including the OCI Cloud Controller Manager (CCM) and CSI storage plugins. These modules enable standard cloud interactions and dyna",
-        "category": "GCP, OCI & Others"
-      },
-      {
-        "url": "https://developer.android.com/develop/xr/catalyst",
-        "title": "Android XR Developer Catalyst Program",
-        "date": "2026-06-02",
-        "stars": 4,
-        "impact": "high",
-        "why": "The landing page for Google's Android XR Developer Catalyst Program, which empowers developers to build spatial computing and immersive experiences for wired XR glasses (such as XREAL's Project Aura) ",
-        "category": "GCP, OCI & Others"
-      },
-      {
-        "url": "https://cloud.google.com/products",
-        "title": "googlecloudcheatsheet.withgoogle.com: Google Cloud Developer cheat sheet",
-        "date": "2026-06-01",
-        "stars": 4,
-        "impact": "high",
-        "why": "Google's official product portal mapping its enterprise suite of cloud computing, data analytics, and machine learning services. Serves as a primary reference for system architects evaluating Google's",
-        "category": "GCP, OCI & Others"
-      },
-      {
-        "url": "https://hub.docker.com/_/websphere-liberty",
-        "title": "DockerHub: websphere-liberty",
-        "date": "2026-06-01",
-        "stars": 4,
-        "impact": "high",
-        "why": "The official WebSphere Liberty image on Docker Hub, providing a highly optimized cloud-native runtime designed for Java EE and MicroProfile. Live Grounding emphasizes its value for enterprise applicat",
-        "category": "GCP, OCI & Others"
-      },
-      {
-        "url": "https://openliberty.io",
-        "title": "openliberty.io",
-        "date": "2026-06-01",
-        "stars": 4,
-        "impact": "high",
-        "why": "The project portal for Open Liberty, IBM's open-source, highly modular Java runtime designed for microservices and cloud-native applications. Live Grounding highlights its performance, dynamic reloadi",
-        "category": "GCP, OCI & Others"
-      },
-      {
-        "url": "https://www.ibm.com/solutions/cloud",
-        "title": "IBM Cloud",
-        "date": "2026-06-01",
-        "stars": 4,
-        "impact": "high",
-        "why": "The business and technical portal for IBM Cloud. Live Grounding highlights its specialization in enterprise hybrid-cloud, secure financial cloud environments, and deep integration with Red Hat OpenShi",
-        "category": "GCP, OCI & Others"
-      },
-      {
-        "url": "https://github.com/openliberty",
-        "title": "github.com/openliberty",
-        "date": "2026-05-17",
-        "stars": 4,
-        "impact": "high",
-        "why": "The primary GitHub hub containing repositories for Open Liberty, hosting its core runtime, tooling, and integrations. Live Grounding shows a highly collaborative community pushing frequent optimizatio",
-        "category": "GCP, OCI & Others"
-      },
-      {
-        "url": "https://www.scaleway.com/en/en",
-        "title": null,
-        "date": "2026-06-18",
-        "stars": 0,
-        "impact": "medium",
-        "why": "A curated technical resource and architectural guide covering www.scaleway.com in the Kubernetes Tools ecosystem.",
-        "category": "GCP, OCI & Others"
-      },
-      {
-        "url": "https://dzone.com/articles/devops-services-pricing-aws-vs-azure-vs-google-clo",
-        "title": "==Dzone: DevOps Services Pricing: AWS vs Azure vs Google Cloud== 🌟🌟",
-        "date": "2026-06-18",
-        "stars": 0,
-        "impact": "medium",
-        "why": "A curated technical resource and architectural guide covering ==Dzone: DevOps Services Pricing: AWS vs Azure vs Google Cloud== 🌟🌟 in the Kubernetes Tools ecosystem.",
-        "category": "GCP, OCI & Others"
-      },
-      {
-        "url": "https://dzone.com/articles/5-hosted-kubernetes-platforms",
-        "title": "Dzone: 5 Hosted Kubernetes Platforms",
-        "date": "2026-06-18",
-        "stars": 0,
-        "impact": "medium",
-        "why": "A curated technical resource and architectural guide covering Dzone: 5 Hosted Kubernetes Platforms in the Kubernetes Tools ecosystem.",
-        "category": "GCP, OCI & Others"
-      },
-      {
-        "url": "https://docs.redhat.com/en/documentation/openshift_container_platform/4.2/pdf/installing_on_ibm_z/index",
-        "title": null,
-        "date": "2026-06-18",
-        "stars": 0,
-        "impact": "medium",
-        "why": "A curated technical resource and architectural guide covering docs.redhat.com in the Kubernetes Tools ecosystem.",
-        "category": "GCP, OCI & Others"
-      },
-      {
-        "url": "https://docs.redhat.com/en/documentation/openshift_container_platform/4.2/html/installing_on_ibm_z/index",
-        "title": null,
-        "date": "2026-06-18",
-        "stars": 0,
-        "impact": "medium",
-        "why": "A curated technical resource and architectural guide covering docs.redhat.com in the Kubernetes Tools ecosystem.",
-        "category": "GCP, OCI & Others"
-      },
-      {
-        "url": "https://www.cncf.io/blog/2021/12/08/hosted-edge-vs-cloud-the-battle-for-latency-and-security",
-        "title": "cncf.io: Hosted Edge vs Cloud: the battle for latency and security 🌟",
-        "date": "2026-06-18",
-        "stars": 0,
-        "impact": "medium",
-        "why": "A curated technical resource and architectural guide covering cncf.io: Hosted Edge vs Cloud: the battle for latency and security 🌟 in the Kubernetes Tools ecosystem.",
+        "why": "Oracle's open-source hub delivers the essential Cloud Controller Manager and CSI storage plugins required to operate production-grade Kubernetes workloads on OCI.",
         "category": "GCP, OCI & Others"
       },
       {
@@ -7559,25 +1230,7 @@
         "date": "2026-06-18",
         "stars": 0,
         "impact": "medium",
-        "why": "A curated technical resource and architectural guide covering engineering.mercari.com: Kubernetes based autoscaler for Cloud Spanner in the Kubernetes Tools ecosystem.",
-        "category": "GCP, OCI & Others"
-      },
-      {
-        "url": "https://github.com/kelseyhightower/cmd-tutorial",
-        "title": "kelseyhightower/cmd-tutorial",
-        "date": "2026-06-18",
-        "stars": 0,
-        "impact": "medium",
-        "why": "An educational reference by Kelsey Hightower showcasing CLI orchestration, process controls, and shell command integration. Provides idiomatic patterns for system administrators and automation enginee",
-        "category": "GCP, OCI & Others"
-      },
-      {
-        "url": "https://www.scaleway.com/en/en/kubernetes-kapsule",
-        "title": "scaleway.com: Kubernetes Kapsule",
-        "date": "2026-06-14",
-        "stars": 0,
-        "impact": "medium",
-        "why": "Official technical guide for Scaleway's managed Kubernetes implementation (Kapsule). Describes control-plane operations, auto-scaling configuration, and provisioning persistent storage volumes across ",
+        "why": "This real-world architecture showcases how to build a custom Kubernetes-based autoscaler for Cloud Spanner to dynamically optimize both performance and cost.",
         "category": "GCP, OCI & Others"
       },
       {
@@ -7585,55 +1238,64 @@
         "title": "Red Hat's approach to Edge Computing 🌟",
         "date": "2026-06-14",
         "stars": 0,
-        "impact": "medium",
-        "why": "Analyzes Red Hat's edge computing framework using lightweight OpenShift single-node configurations and MicroShift. It details how the architecture addresses low-latency processing, disconnected operat",
+        "impact": "high",
+        "why": "Red Hat's edge computing framework leverages lightweight Single-Node OpenShift and MicroShift to bring enterprise Kubernetes capabilities to disconnected, low-latency environments.",
+        "category": "GCP, OCI & Others"
+      },
+      {
+        "url": "https://docs.cloud.google.com/architecture",
+        "title": "A hybrid cloud-native DevSecOps pipeline with JFrog Artifactory and GKE on-prem 🌟",
+        "date": "2026-06-14",
+        "stars": 0,
+        "impact": "high",
+        "why": "This architectural reference delivers a highly sought-after secure enterprise blueprint for hybrid DevSecOps by integrating JFrog Artifactory with GKE on-premises.",
+        "category": "GCP, OCI & Others"
+      },
+      {
+        "url": "https://cloud.google.com/blog/products/identity-security/how-to-authenticate-service-accounts-to-help-keep-applications-secure",
+        "title": "cloud.google.com: Choose the best way to use and authenticate service accounts on Google Cloud",
+        "date": "2026-06-01",
+        "stars": 0,
+        "impact": "critical",
+        "why": "This guide reinforces GKE Workload Identity as the industry-standard security pattern, eliminating high-risk, long-lived service account JSON keys in containerized workloads.",
+        "category": "GCP, OCI & Others"
+      },
+      {
+        "url": "https://cloud.google.com/blog/products/networking/private-service-connect-is-now-generally-available",
+        "title": "cloud.google.com: Consume services faster, privately and securely - Private Service Connect now in GA",
+        "date": "2026-06-01",
+        "stars": 0,
+        "impact": "high",
+        "why": "Private Service Connect simplifies enterprise multi-tenant networking by enabling private, secure service exposure across separate VPC networks without complex peering.",
+        "category": "GCP, OCI & Others"
+      },
+      {
+        "url": "https://cloud.google.com/blog/topics/developers-practitioners/microservices-architecture-google-cloud",
+        "title": "cloud.google.com: Microservices architecture on Google Cloud",
+        "date": "2026-06-01",
+        "stars": 0,
+        "impact": "high",
+        "why": "This authoritative GCP blueprint guides developers in architecting complex, production-ready microservices systems using GKE, Cloud Run, and Anthos Service Mesh.",
+        "category": "GCP, OCI & Others"
+      },
+      {
+        "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/linux/openshift-container-platform-4x",
+        "title": "OpenShift in Azure",
+        "date": "2026-06-01",
+        "stars": 0,
+        "impact": "high",
+        "why": "Azure Red Hat OpenShift provides a jointly-engineered, fully managed hybrid-cloud Kubernetes platform that accelerates enterprise migration to Azure.",
         "category": "GCP, OCI & Others"
       }
     ],
     "Containers & Runtime": [
-      {
-        "url": "https://docs.jfrog.com",
-        "title": "jfrog.com: Kubernetes Helm Chart Repositories 🌟",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Enterprise guide to leveraging JFrog Artifactory as a secure, high-availability Helm chart repository. Covers repository layout, role-based access control, package versioning, and integration with Kub",
-        "category": "Containers & Runtime"
-      },
-      {
-        "url": "https://docs.docker.com/build",
-        "title": "buildkit",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Docker's next-generation container image building engine, designed to replace the legacy builder. It introduces high-performance features including concurrent stage execution, efficient caching via im",
-        "category": "Containers & Runtime"
-      },
-      {
-        "url": "https://github.com/cert-manager/cert-manager",
-        "title": "==cert-manager/cert-manager==",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Consolidated record of the cert-manager repository, automating certificate lifecycles to guarantee encrypted transport paths between internal microservice runtimes.",
-        "category": "Containers & Runtime"
-      },
       {
         "url": "https://github.com/containerd/containerd",
         "title": "containerd - An open and reliable container runtime",
         "date": "2026-06-13",
         "stars": 5,
-        "impact": "high",
-        "why": "containerd is an industry-standard container runtime designed to be embedded into larger systems like Kubernetes. Following the deprecation of Docker's native runtime engine in Kubernetes, containerd ",
-        "category": "Containers & Runtime"
-      },
-      {
-        "url": "https://github.com/containers/conmon",
-        "title": "Conmon",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "An essential, daemonless container monitor written in C, used primarily by Podman and CRI-O. Conmon supervises container lifecycles, capturing standard output/error streams, tracking exit codes, and m",
+        "impact": "critical",
+        "why": "Following Docker's runtime deprecation, containerd has become the industry-standard, CNCF-graduated core runtime powering Kubernetes clusters globally.",
         "category": "Containers & Runtime"
       },
       {
@@ -7641,71 +1303,26 @@
         "title": "runc",
         "date": "2026-06-13",
         "stars": 5,
-        "impact": "high",
-        "why": "The canonical, low-level container runtime engine built in compliance with the OCI specification. Originally contributed by Docker, runc directly spawns and runs containers on Linux by interfacing wit",
+        "impact": "critical",
+        "why": "As the canonical, OCI-compliant low-level runtime engine, runc is the fundamental foundation upon which most modern container ecosystems are built.",
         "category": "Containers & Runtime"
       },
       {
-        "url": "https://github.com/uber/kraken",
-        "title": "uber/kraken",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "Uber's peer-to-peer (P2P) Docker registry designed for ultra-high-throughput image distribution in highly distributed, large-scale container cluster environments. Real-world grounding shows this proje",
-        "category": "Containers & Runtime"
-      },
-      {
-        "url": "https://github.com/docker/build-push-action",
-        "title": "**GitHub build-push-action**",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "The industry standard GitHub Action for building and pushing container images. Supports Docker Buildx, multi-platform builds, cache importing/exporting configurations, and native OCI-compliant registr",
-        "category": "Containers & Runtime"
-      },
-      {
-        "url": "https://github.com/hadolint/hadolint",
-        "title": "==hadolint/hadolint: Haskell Dockerfile Linter==",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "Hadolint is a Haskell-based linter that parses Dockerfiles and validates them against container best practices and Shellcheck rules. It ensures developers avoid common pitfalls such as running as root",
-        "category": "Containers & Runtime"
-      },
-      {
-        "url": "https://github.com/stepchowfun/docuum",
-        "title": "stepchowfun/docuum: Docuum: LRU eviction of Docker images 🌟",
-        "date": "2026-06-09",
-        "stars": 5,
-        "impact": "high",
-        "why": "Docuum is a robust, Rust-based daemon designed to run on container hosts to execute Least Recently Used (LRU) image eviction. When host disk usage exceeds a defined threshold, Docuum safely removes in",
-        "category": "Containers & Runtime"
-      },
-      {
-        "url": "https://github.com/quay/quay-operator",
-        "title": "Quay Community Edition operator",
-        "date": "2026-06-04",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official Kubernetes Operator designed to automate the lifecycle, database migrations, and SSL termination of Project Quay registries inside OpenShift and Kubernetes clusters. It handles storage se",
-        "category": "Containers & Runtime"
-      },
-      {
-        "url": "https://github.com/cybersecsi/RAUDI",
-        "title": "==cybersecsi/RAUDI==",
-        "date": "2026-06-03",
-        "stars": 5,
-        "impact": "high",
-        "why": "RAUDI is an automated system designed for continuous integration that regularly checks, updates, and rebuilds Docker images containing custom security tools. By automating the build pipelines of indiv",
-        "category": "Containers & Runtime"
-      },
-      {
-        "url": "https://buildah.io",
-        "title": "buildah",
+        "url": "https://podman.io",
+        "title": "podman",
         "date": "2026-06-01",
         "stars": 5,
-        "impact": "high",
-        "why": "Buildah specializes in crafting OCI-compliant container images without requiring a background container daemon. It enables fine-grained Layer management, dramatically reducing the security footprint o",
+        "impact": "critical",
+        "why": "Podman shifts the container management paradigm by delivering a daemonless and natively rootless alternative to Docker for running OCI containers.",
+        "category": "Containers & Runtime"
+      },
+      {
+        "url": "https://docs.docker.com/build",
+        "title": "buildkit",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "critical",
+        "why": "Docker's next-generation build engine radically accelerates container image creation through concurrent stage execution and advanced caching.",
         "category": "Containers & Runtime"
       },
       {
@@ -7713,8 +1330,8 @@
         "title": "Dapr",
         "date": "2026-06-01",
         "stars": 5,
-        "impact": "high",
-        "why": "The Distributed Application Runtime. Employs a highly modular sidecar design to deliver developer-focused APIs for pub/sub messaging, state management, and actor models.",
+        "impact": "critical",
+        "why": "Dapr simplifies cloud-native microservice development by providing a sidecar-based runtime with unified APIs for pub/sub, state management, and actors.",
         "category": "Containers & Runtime"
       },
       {
@@ -7723,34 +1340,16 @@
         "date": "2026-06-01",
         "stars": 5,
         "impact": "high",
-        "why": "The premier Kubernetes-native platform for serverless workloads. Offers enterprise-grade Serving (scale-to-zero, request-driven autoscaling) and highly decoupled Eventing models.",
+        "why": "As the leading Kubernetes-native serverless platform, Knative enables scale-to-zero serving and decoupled event-driven runtimes.",
         "category": "Containers & Runtime"
       },
       {
-        "url": "https://podman.io",
-        "title": "podman",
+        "url": "https://buildah.io",
+        "title": "buildah",
         "date": "2026-06-01",
         "stars": 5,
         "impact": "high",
-        "why": "Podman delivers a daemonless container engine framework for executing, managing, and building OCI containers. Rootless orchestration patterns are native to Podman, allowing seamless integration with L",
-        "category": "Containers & Runtime"
-      },
-      {
-        "url": "https://www.openfaas.com",
-        "title": "OpenFaaS",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "An exceptionally popular, developer-friendly FaaS engine on Kubernetes. Features built-in auto-scaling, Prometheus metrics integration, and allows running any code in standard containers.",
-        "category": "Containers & Runtime"
-      },
-      {
-        "url": "https://www.serverless.com",
-        "title": "serverless.com: Serverless Framework",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "The premier multi-provider IaC wrapper for packaging and deploying serverless applications. Standardizes function definitions, network triggers, and permission models.",
+        "why": "Buildah permits the secure creation of OCI-compliant container images from scratch without requiring a background daemon.",
         "category": "Containers & Runtime"
       },
       {
@@ -7759,27 +1358,63 @@
         "date": "2026-05-30",
         "stars": 5,
         "impact": "high",
-        "why": "A high-performance, lightweight, and low-memory-footprint OCI runtime written completely in C. It serves as an ultra-fast alternative to Go-based runc, offering native support for advanced Linux featu",
+        "why": "crun offers a high-performance, low-memory, C-based alternative to Go-based runc, enabling faster startup times and lower overhead.",
         "category": "Containers & Runtime"
       },
       {
-        "url": "https://github.com/containers/podman",
-        "title": "Libpod: Library and tool for running OCI-based containers in Pods",
-        "date": "2026-05-22",
+        "url": "https://github.com/containers/conmon",
+        "title": "Conmon",
+        "date": "2026-06-13",
         "stars": 5,
         "impact": "high",
-        "why": "The core engine library underlying Podman, enabling programmatic creation and lifecycle management of OCI-compliant containers and Pods. Libpod brings native Kubernetes-style multi-container 'Pod' gro",
+        "why": "This lightweight C-based daemon is critical for tracking container lifecycles, exit codes, and streams in daemonless environments like Podman and CRI-O.",
+        "category": "Containers & Runtime"
+      },
+      {
+        "url": "https://github.com/docker/build-push-action",
+        "title": "**GitHub build-push-action**",
+        "date": "2026-06-12",
+        "stars": 5,
+        "impact": "high",
+        "why": "It is the de facto industry standard for building and pushing multi-platform container images within GitHub enterprise pipelines.",
         "category": "Containers & Runtime"
       }
     ],
     "Networking & Service Mesh": [
       {
-        "url": "https://github.com/istio/tools/blob/master/perf/README.md",
-        "title": "Istio Performance/Stability Testing",
+        "url": "https://github.com/istio/istio",
+        "title": "github.com: Istio",
         "date": "2026-06-14",
         "stars": 5,
-        "impact": "high",
-        "why": "The official benchmark suite for evaluating Istio control plane and data plane performance. Platform engineers use this suite to run stress tests, measure sidecar latency injection, and detect potenti",
+        "impact": "critical",
+        "why": "As the dominant enterprise service mesh, Istio defines the standard for secure, high-performance microservices traffic management and observability.",
+        "category": "Networking & Service Mesh"
+      },
+      {
+        "url": "https://linkerd.io",
+        "title": "Linkerd",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "critical",
+        "why": "This CNCF-graduated service mesh delivers security and traffic management with extreme efficiency using a custom Rust-based data plane.",
+        "category": "Networking & Service Mesh"
+      },
+      {
+        "url": "https://github.com/kubernetes-sigs/gateway-api",
+        "title": "Kubernetes Gateway API",
+        "date": "2026-06-12",
+        "stars": 4,
+        "impact": "critical",
+        "why": "As the official next-generation routing standard in Kubernetes, it provides highly expressive, role-oriented alternatives to the legacy Ingress API.",
+        "category": "Networking & Service Mesh"
+      },
+      {
+        "url": "https://github.com/containernetworking",
+        "title": "github.com/containernetworking 🌟",
+        "date": "2026-05-17",
+        "stars": 5,
+        "impact": "critical",
+        "why": "This foundational repository hosts the official Container Network Interface specification and plugins that power all modern cloud-native network fabrics.",
         "category": "Networking & Service Mesh"
       },
       {
@@ -7788,16 +1423,25 @@
         "date": "2026-06-14",
         "stars": 5,
         "impact": "high",
-        "why": "The official Envoy Gateway project aimed at unifying ingress controller configurations using the Kubernetes Gateway API. Simplifies managing edge proxy deployments, routing rules, TLS terminations, an",
+        "why": "It unifies ingress controller configurations under the modern Gateway API specification, streamlining enterprise Envoy proxy management.",
         "category": "Networking & Service Mesh"
       },
       {
-        "url": "https://github.com/netbox-community/netbox",
-        "title": "NetBox IPAM 🌟",
-        "date": "2026-06-14",
-        "stars": 5,
+        "url": "https://gateway-api.sigs.k8s.io",
+        "title": "gateway-api.sigs.k8s.io 🌟",
+        "date": "2026-06-01",
+        "stars": 0,
         "impact": "high",
-        "why": "The leading open-source IP Address Management (IPAM) and Data Center Infrastructure Management (DCIM) database. Built on Django and PostgreSQL, it serves as the programmable hardware and IP single-sou",
+        "why": "The definitive documentation authority and specification source for implementing the next-generation Kubernetes Gateway API.",
+        "category": "Networking & Service Mesh"
+      },
+      {
+        "url": "https://www.hashicorp.com/blog/consul-20-improves-flexibility-control-and-scalability",
+        "title": "Consul 2.0 improves flexibility, control, and scalability",
+        "date": "2026-06-02",
+        "stars": 4,
+        "impact": "high",
+        "why": "This major milestone release of Consul improves multi-cloud security and scalability with multi-port support for Kubernetes mesh deployments.",
         "category": "Networking & Service Mesh"
       },
       {
@@ -7806,16 +1450,16 @@
         "date": "2026-06-14",
         "stars": 5,
         "impact": "high",
-        "why": "The Kubernetes Enhancement Proposal (KEP) and repository code outlining the deployment of a local DNS caching agent on each node. Running as a DaemonSet, NodeLocal DNSCache intercepts queries at a loc",
+        "why": "By running local DNS caching agents as DaemonSets, this critical enhancement avoids iptables overhead and overhead bottlenecks at high scales.",
         "category": "Networking & Service Mesh"
       },
       {
-        "url": "https://github.com/istio/istio",
-        "title": "github.com: Istio",
-        "date": "2026-06-14",
-        "stars": 5,
+        "url": "https://meshery.io",
+        "title": "Meshery.io:",
+        "date": "2026-06-01",
+        "stars": 4,
         "impact": "high",
-        "why": "Main repository containing Istio's unified control plane (Istiod) and orchestration engines. Configures secure high-performance Envoy proxies as sidecars (or in ambient mode) to manage ingress, egress",
+        "why": "The CNCF multi-mesh manager provides a unified platform to design, benchmark, and verify conformance across diverse service mesh environments.",
         "category": "Networking & Service Mesh"
       },
       {
@@ -7824,243 +1468,18 @@
         "date": "2026-06-12",
         "stars": 5,
         "impact": "high",
-        "why": "The source repository for Kiali, an indispensable observability dashboard. Provides real-time interactive topologies, configuration validation, and native wizard-based creations of complex traffic rou",
-        "category": "Networking & Service Mesh"
-      },
-      {
-        "url": "https://github.com/maistra/istio",
-        "title": "github.com: Maistra Istio",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official GitHub repository for Maistra's modified Istio control plane code. Optimized for multi-tenancy support, advanced security policies, and tight integration within OpenShift environments.",
-        "category": "Networking & Service Mesh"
-      },
-      {
-        "url": "https://github.com/flannel-io/flannel",
-        "title": "Flannel",
-        "date": "2026-06-08",
-        "stars": 5,
-        "impact": "high",
-        "why": "A highly stable, lightweight Layer 3 overlay CNI fabric designed specifically for simplified Kubernetes installations. It provisions a simple local agent on each cluster node to manage subnet allocati",
-        "category": "Networking & Service Mesh"
-      },
-      {
-        "url": "https://linkerd.io",
-        "title": "Linkerd",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "The ultra-lightweight, CNCF-graduated Linkerd service mesh. Built on a custom Rust data-plane proxy, it delivers security (automatic mTLS), latency optimization, and traffic management with minimal CP",
-        "category": "Networking & Service Mesh"
-      },
-      {
-        "url": "https://memcached.org",
-        "title": "memcached.org",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "An industry-standard distributed memory object caching system designed for extreme performance and simplicity. Utilizing multi-threaded slab allocation, Memcached continues to serve as the default hig",
-        "category": "Networking & Service Mesh"
-      },
-      {
-        "url": "https://www.infoq.com/articles/service-mesh-ultimate-guide",
-        "title": "infoq.com: Service Mesh Ultimate Guide:",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "A highly detailed, definitive guide analyzing the core architecture of service meshes. It breaks down control plane and data plane dynamics, explaining how sidecar and ambient topologies manage securi",
-        "category": "Networking & Service Mesh"
-      },
-      {
-        "url": "https://github.com/containernetworking",
-        "title": "github.com/containernetworking 🌟",
-        "date": "2026-05-17",
-        "stars": 5,
-        "impact": "high",
-        "why": "The foundational GitHub organization hosting the official CNI specification, runtime engines, and core plugin binaries that drive the cloud-native ecosystem.",
-        "category": "Networking & Service Mesh"
-      },
-      {
-        "url": "https://github.com/kubernetes/ingress-nginx/releases/tag/controller-v1.0.0",
-        "title": "NGINX Ingress Controller - v1.0.0",
-        "date": "2026-03-23",
-        "stars": 5,
-        "impact": "high",
-        "why": "Landmark v1.0.0 release of the community ingress-nginx controller. Highlights include compatibility with the GA ingress API specification, significant security enhancements, and optimized resource con",
-        "category": "Networking & Service Mesh"
-      },
-      {
-        "url": "https://github.com/istio-ecosystem/admiral",
-        "title": "istio-ecosystem/admiral",
-        "date": "2025-10-15",
-        "stars": 5,
-        "impact": "high",
-        "why": "An active Istio-ecosystem tool that automates multi-cluster configuration management. Eliminates the need to manually configure ServiceEntries and DNS across clusters, programmatically stitching disti",
-        "category": "Networking & Service Mesh"
-      },
-      {
-        "url": "https://blog.cloudtrooper.net/2025/04/02/application-gateway-for-containers-a-not-so-gentle-intro-4",
-        "title": "Application Gateway for Containers with AKS Overlay Networking and VNet Flow Logs",
-        "date": "2025-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "A deep-dive technical investigation of Azure's next-generation Application Gateway for Containers (AGC) running atop AKS Overlay Networking. Details the setup, logging mechanics, and network telemetry",
-        "category": "Networking & Service Mesh"
-      },
-      {
-        "url": "https://layer5.io/service-mesh-landscape",
-        "title": "layer5.io: The Service Mesh Landscape 🌟🌟",
-        "date": "2025-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "An interactive tracker mapping out the diverse, evolving service mesh landscape. Managed by Layer5, it catalogues API compatibility, conformance standards, and architecture changes (e.g., sidecarless ",
-        "category": "Networking & Service Mesh"
-      },
-      {
-        "url": "https://github.com/nokia/danm",
-        "title": "Damn",
-        "date": "2022-09-19",
-        "stars": 5,
-        "impact": "high",
-        "why": "Nokia's DANM (Damn Another Network Manager) CNI designed to facilitate telco-grade multi-network interfaces per pod inside Kubernetes, with support for SR-IOV, IPVLAN, and MACVLAN. Curator Insight vs ",
-        "category": "Networking & Service Mesh"
-      },
-      {
-        "url": "https://www.tigera.io/blog/advertising-kubernetes-service-ips-with-calico-and-bgp",
-        "title": "projectcalico.org: Advertising Kubernetes Service IPs with Calico and BGP",
-        "date": "2026-06-18",
-        "stars": 4,
-        "impact": "high",
-        "why": "Curator Insight maps Kubernetes services straight to external routers. Live Grounding demonstrates how Calico utilizes BGP to advertise Service ClusterIPs and LoadBalancer IPs outside the cluster. A v",
-        "category": "Networking & Service Mesh"
-      },
-      {
-        "url": "https://eevans.co/blog/deconstructing-kubernetes-networking/index.html",
-        "title": "eevans.co: Deconstructing Kubernetes Networking",
-        "date": "2026-06-18",
-        "stars": 4,
-        "impact": "high",
-        "why": "Curator Insight presents an exceptional architectural breakdown of the CNI layer. Live Grounding traces the packet path from Container-to-Container, Pod-to-Pod, and Pod-to-Service using concrete routi",
-        "category": "Networking & Service Mesh"
-      },
-      {
-        "url": "https://github.com/kubernetes-sigs/gateway-api",
-        "title": "Kubernetes Gateway API",
-        "date": "2026-06-12",
-        "stars": 4,
-        "impact": "high",
-        "why": "Official GitHub repository for the standard Kubernetes Gateway API. This next-generation specification supersedes standard Ingress, offering expressive, role-oriented, and extensible routing APIs (Gat",
+        "why": "Kiali serves as the leading interactive observability console, allowing platform teams to visualize and debug complex Istio service topologies in real time.",
         "category": "Networking & Service Mesh"
       }
     ],
     "AWS": [
       {
-        "url": "https://github.com/aidansteele/secretsctx",
-        "title": "aidansteele/secretsctx",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "A Go-based runtime library designed to inject dynamic secrets from external storage layers directly into context-aware serverless pipelines. By managing runtime secret validation outside main configur",
-        "category": "AWS"
-      },
-      {
-        "url": "https://github.com/andrewpuch/nagios_setup",
-        "title": "github: Steps I used to install Nagios in the cloud",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "A historical walkthrough illustrating legacy installations of the Nagios monitoring framework inside static virtual instances. Outlines core process definitions, alerting rules, and manual configurati",
-        "category": "AWS"
-      },
-      {
-        "url": "https://github.com/awslabs/assisted-log-enabler-for-aws",
-        "title": "github.com/awslabs/assisted-log-enabler-for-aws: Assisted Log Enabler -' Find resources that are not logging, and turn them on",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "An AWS Labs community-focused repository offering automation scripts to identify resource endpoints that lack active logging and programmatically enable auditing (e.g., S3 server access logging, VPC F",
-        "category": "AWS"
-      },
-      {
-        "url": "https://github.com/awslabs/aws-cloudsaga",
-        "title": "==awslabs/aws-cloudsaga: AWS CloudSaga - Simulate security events in AWS==",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "AWS CloudSaga is an open-source tool developed by AWS to simulate security events and malicious activity directly inside your AWS environment. It enables security operations teams to validate detectio",
-        "category": "AWS"
-      },
-      {
-        "url": "https://github.com/ceph/ceph",
-        "title": "Ceph: A Distributed Object, Block, and File Storage Platform",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "An enterprise-grade, highly scalable distributed storage ecosystem providing object, block, and file system storage on a single unified cluster. Widely adopted as the primary storage layer backing clo",
-        "category": "AWS"
-      },
-      {
-        "url": "https://github.com/ministryofjustice/modernisation-platform/tree/main/architecture-decision-record",
-        "title": "==github.com/ministryofjustice: Modernisation Platform - Architecture Decisions==",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "The public collection of Architecture Decision Records (ADRs) from the UK Ministry of Justice Modernisation Platform. This serves as a key reference for cloud governance, public sector IT standards, a",
-        "category": "AWS"
-      },
-      {
-        "url": "https://github.com/infrahouse/infrahouse-toolkit",
-        "title": "github.com/infrahouse/infrahouse-toolkit",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "The Infrahouse Toolkit provides operational automation helpers specifically engineered to simplify AWS infrastructure deployment pipelines. It streamlines actions such as dynamic DNS configurations, i",
-        "category": "AWS"
-      },
-      {
-        "url": "https://aws.amazon.com/backup",
-        "title": "AWS Backup Service",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "The main technical portal for AWS Backup, a fully managed backup hub that centralizes and automates data protection across various AWS services. Live Grounding affirms AWS Backup as the primary enterp",
-        "category": "AWS"
-      },
-      {
-        "url": "https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_ReadRepl.html",
-        "title": "Working with PostgreSQL, MySQL, and MariaDB Read Replicas - Amazon",
-        "date": "2026-05-17",
-        "stars": 5,
-        "impact": "high",
-        "why": "Exhaustive official guide detailing the design, limits, and monitoring of read-replicas for open-source engines in AWS RDS. Covers cross-region replication strategies and promoting a replica to master",
-        "category": "AWS"
-      },
-      {
-        "url": "https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_VPC.WorkingWithRDSInstanceinaVPC.html",
-        "title": "Working with an Amazon RDS DB Instance in a VPC",
-        "date": "2026-05-17",
-        "stars": 5,
-        "impact": "high",
-        "why": "The foundational AWS RDS VPC networking architecture reference. Analyzes subnet group designations, public versus private access configurations, and network isolation topologies for secure DB hosting.",
-        "category": "AWS"
-      },
-      {
-        "url": "https://github.com/tenable/access-undenied-aws",
-        "title": "ermetic/access-undenied-aws 🌟",
-        "date": "2026-04-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "Access Undenied on AWS is a highly sophisticated CLI tool that parses AWS 'Access Denied' errors and CloudTrail events, pointing specifically to the policy boundary or SCP causing the block. Live Grou",
-        "category": "AWS"
-      },
-      {
-        "url": "https://github.com/awslabs/amazon-s3-tar-tool",
-        "title": "github.com/awslabs/amazon-s3-tar-tool: Amazon S3 Tar Tool",
-        "date": "2026-04-08",
-        "stars": 5,
-        "impact": "high",
-        "why": "An AWS Labs utility designed to parallelize the creation of TAR archives directly from S3 bucket structures. It prevents the network egress bottle-necks associated with downloading S3 objects locally ",
+        "url": "https://aws.amazon.com/blogs/aws/get-started-with-openai-gpt-5-5-gpt-5-4-models-and-codex-on-amazon-bedrock",
+        "title": "Get started with OpenAI GPT-5.5, GPT-5.4 models, and Codex on Amazon Bedrock",
+        "date": "2026-06-02",
+        "stars": 4,
+        "impact": "critical",
+        "why": "Marks a major paradigm shift by making OpenAI's frontier models and Codex generally available on AWS Bedrock, ending Microsoft's exclusivity.",
         "category": "AWS"
       },
       {
@@ -8068,53 +1487,8 @@
         "title": "github.com/localstack/localstack",
         "date": "2026-03-23",
         "stars": 5,
-        "impact": "high",
-        "why": "Curator Insight identifies the open-source repository for LocalStack, the premier AWS cloud emulator. Live Grounding underscores its unparalleled adoption (>65k stars), showing it as a foundational de",
-        "category": "AWS"
-      },
-      {
-        "url": "https://github.com/jonrau1/ElectricEye/blob/master/README.md",
-        "title": "github: ElectricEye",
-        "date": "2026-02-09",
-        "stars": 5,
-        "impact": "high",
-        "why": "An automated cloud security assessment framework designed to continually monitor AWS environments for configuration drift, vulnerabilities, and deviations from industry standards. Outputs findings dir",
-        "category": "AWS"
-      },
-      {
-        "url": "https://github.com/99designs/aws-vault",
-        "title": "AWS Vault",
-        "date": "2025-12-30",
-        "stars": 5,
-        "impact": "high",
-        "why": "The industry-standard CLI utility for securely storing and accessing AWS credentials in local development workflows. It encrypts keys in OS keystores (like macOS Keychain or KWallet) and exposes tempo",
-        "category": "AWS"
-      },
-      {
-        "url": "https://github.com/welldone-cloud/aws-list-resources",
-        "title": "github.com/welldone-cloud/aws-list-resources",
-        "date": "2025-12-21",
-        "stars": 5,
-        "impact": "high",
-        "why": "A targeted utility designed to list all active resources inside an AWS account, bypassing the visibility gaps of typical inventory tools. It scans all supported services and regions, returning clean, ",
-        "category": "AWS"
-      },
-      {
-        "url": "https://aws.amazon.com/glue",
-        "title": "AWS Data Pipeline",
-        "date": "2025-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "Official page of AWS Glue, a fully managed serverless data integration service. Identifies structural discovery using AWS Glue Data Catalog, PySpark ETL execution, and schema registry controls.",
-        "category": "AWS"
-      },
-      {
-        "url": "https://github.com/salesforce/metabadger",
-        "title": "Metabadger",
-        "date": "2025-05-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "Metabadger is an open-source CLI tool built by Salesforce to automate the hardening of EC2 Instance Metadata Service (IMDS) endpoints by enforcing IMDSv2. It reduces the risk of SSRF (Server-Side Requ",
+        "impact": "critical",
+        "why": "Serves as the industry-standard local AWS cloud emulator, enabling rapid, offline development and testing of cloud-native architectures.",
         "category": "AWS"
       },
       {
@@ -8123,108 +1497,81 @@
         "date": "2025-03-25",
         "stars": 5,
         "impact": "high",
-        "why": "The open-source public roadmap for AWS container services (ECS, EKS, ECR). It bridges developer requirements with core AWS engineering teams, offering a transparent ledger of feature designs, active d",
+        "why": "Acts as the central, open-source roadmap driving feature designs and community alignment for AWS's core container services like EKS and ECS.",
         "category": "AWS"
       },
       {
-        "url": "https://github.com/open-guides/og-aws",
-        "title": "The Open Guide to Amazon Web Services",
-        "date": "2024-08-16",
+        "url": "https://github.com/tenable/access-undenied-aws",
+        "title": "ermetic/access-undenied-aws 🌟",
+        "date": "2026-04-13",
         "stars": 5,
         "impact": "high",
-        "why": "A massive, crowd-sourced encyclopedia offering highly critical, unvarnished technical reference material for AWS services. Distinct from official docs, it focuses on real-world engineering constraints",
+        "why": "Simplifies AWS security operations by parsing Access Denied errors and CloudTrail events to pinpoint the exact blocking policy or SCP.",
+        "category": "AWS"
+      },
+      {
+        "url": "https://aws.amazon.com/blogs/aws/introducing-the-next-generation-of-amazon-opensearch-serverless-for-building-your-agentic-ai-applications",
+        "title": "Introducing the next generation of Amazon OpenSearch Serverless for building your agentic AI applications",
+        "date": "2026-06-02",
+        "stars": 4,
+        "impact": "high",
+        "why": "Rebuilds OpenSearch Serverless with a completely decoupled compute-storage architecture optimized for dynamic agentic AI workloads.",
+        "category": "AWS"
+      },
+      {
+        "url": "https://github.com/awslabs/amazon-ecr-credential-helper",
+        "title": "awslabs/amazon-ecr-credential-helper: Amazon ECR Docker Credential Helper",
+        "date": "2026-06-09",
+        "stars": 4,
+        "impact": "high",
+        "why": "Improves security and operational efficiency by providing native, IAM-based ECR authentication for container runtimes without periodic cron jobs.",
+        "category": "AWS"
+      },
+      {
+        "url": "https://github.com/one2nc/cloudlens",
+        "title": "github.com/one2nc/cloudlens 🌟",
+        "date": "2024-04-20",
+        "stars": 5,
+        "impact": "high",
+        "why": "Brings a k9s-like interactive terminal UI to AWS, simplifying real-time navigation and monitoring of diverse cloud infrastructure components.",
+        "category": "AWS"
+      },
+      {
+        "url": "https://etcd.io/blog/2026/etcd-370-beta",
+        "title": "Announcing etcd v3.7.0-beta.0",
+        "date": "2026-06-02",
+        "stars": 4,
+        "impact": "high",
+        "why": "Introduces a major upgrade to the Kubernetes state database, bringing vital performance and reliability improvements to cloud-native orchestrators.",
+        "category": "AWS"
+      },
+      {
+        "url": "https://www.learnawsiam.com",
+        "title": "Learn AWS IAM Interactively",
+        "date": "2026-06-02",
+        "stars": 4,
+        "impact": "medium",
+        "why": "Offers an interactive, browser-based simulator for learning and debugging complex AWS IAM policy evaluation rules.",
+        "category": "AWS"
+      },
+      {
+        "url": "https://github.com/awslabs/aws-cloudsaga",
+        "title": "==awslabs/aws-cloudsaga: AWS CloudSaga - Simulate security events in AWS==",
+        "date": "2026-06-13",
+        "stars": 5,
+        "impact": "medium",
+        "why": "Allows SecOps teams to validate detection mechanisms by simulating realistic security events and malicious activity within AWS.",
         "category": "AWS"
       }
     ],
     "Security & Compliance": [
-      {
-        "url": "https://github.com/policy-hub/policy-hub-cli",
-        "title": "PolicyHub CLI, a CLI tool that makes Rego policies searchable 🌟",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "A lightweight command-line utility engineered to improve discoverability and usability of Rego-based policies. This tool parses and indexes shared policy repositories, enabling infrastructure and plat",
-        "category": "Security & Compliance"
-      },
-      {
-        "url": "https://www.tigera.io/project-calico",
-        "title": "Project Calico 🌟",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "Curator Insight flags Calico as an industry-standard networking engine. Live Grounding reviews its implementation of eBPF and standard Linux iptables routing schemes to enforce high-performance networ",
-        "category": "Security & Compliance"
-      },
       {
         "url": "https://github.com/cilium/tetragon",
         "title": "Tetragon (Cilium)",
         "date": "2026-06-14",
         "stars": 5,
-        "impact": "high",
-        "why": "An eBPF-powered security observability and runtime enforcement platform. It monitors and blocks system events at the kernel level, providing granular process execution, network activity, and file syst",
-        "category": "Security & Compliance"
-      },
-      {
-        "url": "https://github.com/kubernetes/kubernetes/issues/126811",
-        "title": "A Kyverno policy to block custom snippet configurations for Kubernetes Nginx ingress (CVE-2021-25742",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "A critical Kyverno security policy designed to block custom Nginx Ingress snippet configurations, preventing exploitation of CVE-2021-25742. Demonstrates the practical power of declarative security ru",
-        "category": "Security & Compliance"
-      },
-      {
-        "url": "https://github.com/goauthentik/authentik",
-        "title": "github.com/goauthentik/authentik",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "authentik is an open-source identity infrastructure built to provide modern Single Sign-On (SSO), Multi-Factor Authentication (MFA), and fine-grained user access rules. It integrates with Kubernetes d",
-        "category": "Security & Compliance"
-      },
-      {
-        "url": "https://github.com/kyverno/policy-reporter",
-        "title": "Policy Reporter 🌟",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "A CNCF-recognized dashboard and reporter engineered to capture, aggregate, and visualize policy violations (like Kyverno or OPA findings) inside Kubernetes clusters. Converts abstract policy status re",
-        "category": "Security & Compliance"
-      },
-      {
-        "url": "https://github.com/getsops/sops",
-        "title": "sops: Simple and flexible tool for managing secrets 🌟",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "An essential open-source tool for file-level encryption inside configuration management pipelines. SOPS supports partial file encryption for formats like YAML, JSON, and ENV, integrating natively with",
-        "category": "Security & Compliance"
-      },
-      {
-        "url": "https://github.com/cert-manager/approver-policy",
-        "title": "github.com/cert-manager: Policy Approver",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "The cert-manager approver-policy extension code repository. Intercepts CertificateRequest resources before submission, evaluating requested commonNames, SANs, and key constraints against user-defined ",
-        "category": "Security & Compliance"
-      },
-      {
-        "url": "https://github.com/pomerium/pomerium",
-        "title": "Pomerium",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "Pomerium acts as an identity-aware, security-oriented context reverse proxy designed to establish robust Zero Trust access policies without relying on client-side VPN installations. It integrates with",
-        "category": "Security & Compliance"
-      },
-      {
-        "url": "https://github.com/prowler-cloud/prowler",
-        "title": "==github.com/prowler-cloud/prowler== 🌟🌟",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "An industry-standard tool for Cloud Security Posture Management (CSPM). It systematically audits multi-cloud infrastructures against CIS benchmarks, GDPR, and PCI-DSS rules, outputting detailed securi",
+        "impact": "critical",
+        "why": "Provides kernel-level, eBPF-powered security observability and real-time threat enforcement directly within Kubernetes clusters.",
         "category": "Security & Compliance"
       },
       {
@@ -8232,26 +1579,17 @@
         "title": "hashicorp/vault",
         "date": "2026-06-12",
         "stars": 5,
-        "impact": "high",
-        "why": "The premier multi-cloud secret manager, data protection engine, and dynamic credential broker. Despite HashiCorp's BSL license shifts, it remains the backbone of enterprise Zero Trust architectures, e",
+        "impact": "critical",
+        "why": "Acts as the industry-standard engine for dynamic secrets management, data protection, and enterprise Zero Trust identity broker.",
         "category": "Security & Compliance"
       },
       {
-        "url": "https://github.com/kubescape/kubescape",
-        "title": "kubescape",
-        "date": "2026-06-12",
+        "url": "https://www.openpolicyagent.org",
+        "title": "OPA Open Policy Agent 🌟",
+        "date": "2026-05-17",
         "stars": 5,
-        "impact": "high",
-        "why": "An active CNCF Sandbox tool providing multi-framework configuration scanning, risk analysis, and vulnerability management. It integrates into CI/CD pipelines to ensure continuous verification of compl",
-        "category": "Security & Compliance"
-      },
-      {
-        "url": "https://github.com/pyca/bcrypt",
-        "title": "pyca/bcrypt",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "Provides high-performance, secure-by-default C bindings for the bcrypt password hashing algorithm in Python applications. Widely trusted for protecting stored passwords against offline dictionary atta",
+        "impact": "critical",
+        "why": "The foundational CNCF-graduated framework unifying Policy-as-Code enforcement across microservices, Kubernetes, and CI/CD pipelines.",
         "category": "Security & Compliance"
       },
       {
@@ -8260,117 +1598,99 @@
         "date": "2026-06-11",
         "stars": 5,
         "impact": "high",
-        "why": "Aqua Security's Trivy is an exceptionally fast, highly versatile security scanner for containers, IaC configurations, and software vulnerabilities. Known for its streamlined caching, wide packaging-fo",
+        "why": "The industry-favorite, ultra-fast security scanner essential for continuous container vulnerability and IaC misconfiguration checks.",
         "category": "Security & Compliance"
       },
       {
-        "url": "https://github.com/cloud-custodian/cloud-custodian",
-        "title": "Cloud Custodian",
+        "url": "https://github.com/prowler-cloud/prowler",
+        "title": "==github.com/prowler-cloud/prowler== 🌟🌟",
+        "date": "2026-06-13",
+        "stars": 5,
+        "impact": "high",
+        "why": "The preeminent open-source tool for Cloud Security Posture Management (CSPM), ensuring multi-cloud compliance against strict industry benchmarks.",
+        "category": "Security & Compliance"
+      },
+      {
+        "url": "https://github.com/getsops/sops",
+        "title": "sops: Simple and flexible tool for managing secrets 🌟",
+        "date": "2026-06-13",
+        "stars": 5,
+        "impact": "high",
+        "why": "A vital tool for secure GitOps, enabling developer-friendly file-level encryption for config-driven cloud infrastructure.",
+        "category": "Security & Compliance"
+      },
+      {
+        "url": "https://www.tigera.io/project-calico",
+        "title": "Project Calico 🌟",
+        "date": "2026-06-18",
+        "stars": 5,
+        "impact": "high",
+        "why": "An industry-standard container networking engine leveraging eBPF to enforce fine-grained network security policies.",
+        "category": "Security & Compliance"
+      },
+      {
+        "url": "https://github.com/kubescape/kubescape",
+        "title": "kubescape",
+        "date": "2026-06-12",
+        "stars": 5,
+        "impact": "high",
+        "why": "A powerful CNCF Sandbox tool that provides continuous compliance verification, risk analysis, and vulnerability management for Kubernetes.",
+        "category": "Security & Compliance"
+      },
+      {
+        "url": "https://github.com/kubernetes-sigs/security-profiles-operator",
+        "title": "kubernetes-sigs/security-profiles-operator",
+        "date": "2026-06-12",
+        "stars": 4,
+        "impact": "high",
+        "why": "An official Kubernetes SIG operator that streamlines the complex management of native Seccomp, AppArmor, and SELinux security profiles.",
+        "category": "Security & Compliance"
+      },
+      {
+        "url": "https://github.com/hashicorp/vault-csi-provider",
+        "title": "hashicorp/vault-csi-provider: HashiCorp Vault Provider for Secrets Store' CSI Driver",
         "date": "2026-06-10",
-        "stars": 5,
+        "stars": 4,
         "impact": "high",
-        "why": "A robust, YAML-configured rules engine used by enterprise platform engineers to manage multi-cloud compliance, cost control, and security posture across AWS, Azure, and GCP. Automates cost-saving reso",
-        "category": "Security & Compliance"
-      },
-      {
-        "url": "https://github.com/SparebankenVest/azure-key-vault-to-kubernetes",
-        "title": "Azure Key Vault to Kubernetes",
-        "date": "2026-06-10",
-        "stars": 5,
-        "impact": "high",
-        "why": "The underlying GitHub repository for the `akv2k8s` project. Features Kubernetes Custom Resource Definitions (CRDs) like `AzureKeyVaultSecret` that run-loop to synchronize Azure credentials into physic",
-        "category": "Security & Compliance"
-      },
-      {
-        "url": "https://github.com/git-ecosystem/git-credential-manager",
-        "title": "Git Credential Manager Core",
-        "date": "2026-06-04",
-        "stars": 5,
-        "impact": "high",
-        "why": "Git Credential Manager is a secure, cross-platform helper that simplifies multi-factor authentication for hosts like GitHub, GitLab, and Azure DevOps. It securely stores credentials in platform-native",
-        "category": "Security & Compliance"
-      },
-      {
-        "url": "https://github.com/quay/clair",
-        "title": "Clair",
-        "date": "2026-06-04",
-        "stars": 5,
-        "impact": "high",
-        "why": "A highly scalable, API-driven container vulnerability static analysis engine. Clair analyzes image layers against indexed vulnerability databases and is integrated as a core scanning backend in enterp",
-        "category": "Security & Compliance"
-      },
-      {
-        "url": "https://github.com/GoogleContainerTools/container-structure-test",
-        "title": "GoogleContainerTools/container-structure-test",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official repository for Google's `container-structure-test`. Details a powerful unit testing framework that validates container image structures (checking file layouts, metadata keys, variable exp",
-        "category": "Security & Compliance"
-      },
-      {
-        "url": "https://github.com/deepfence/ThreatMapper",
-        "title": "deepfence/ThreatMapper 🌟",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "ThreatMapper is an open-source Cloud Native Application Protection Platform (CNAPP) designed by Deepfence. It maps runtime behaviors to trace attack paths across networks and registries, highlighting ",
+        "why": "Natively integrates enterprise secrets management directly into Kubernetes workloads as memory-mapped files via the CSI driver.",
         "category": "Security & Compliance"
       }
     ],
     "Architecture & Microservices": [
       {
-        "url": "https://github.com/magnologan/awesome-k8s-security",
-        "title": "magnologan/awesome-k8s-security: Awesome Kubernetes (K8s) Security 🌟",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "A premier directory indexing specialized Kubernetes security packages, scanners, CVE logs, and hardening guides. It collects key scanning tools such as Falco, Trivy, and Polaris, helping cloud complia",
+        "url": "https://github.com/mfornos/awesome-microservices",
+        "title": "Awesome microservices",
+        "date": "2026-06-10",
+        "stars": 4,
+        "impact": "critical",
+        "why": "A premier catalog mapping microservices design patterns, API gateways, and event-driven architectures essential for building decoupled, resilient systems.",
         "category": "Architecture & Microservices"
       },
       {
-        "url": "https://github.com/jk8s/awesome-kubernetes",
-        "title": "@jk8s' Awesome Kubernetes",
-        "date": "2026-06-18",
+        "url": "https://github.com/rootsongjc/awesome-cloud-native",
+        "title": "rootsongjc/awesome-cloud-native 🌟",
+        "date": "2026-06-08",
         "stars": 5,
-        "impact": "high",
-        "why": "A dedicated directory listing specialized Kubernetes tools, packages, and frameworks. This resource collection focuses on developer productivity tools, testing utilities, and monitoring wrappers to op",
+        "impact": "critical",
+        "why": "An extensive architectural mapping of the CNCF landscape, detailing service meshes and dynamic storage engines crucial for cloud-native platforms.",
         "category": "Architecture & Microservices"
       },
       {
-        "url": "https://github.com/mikeroyal/Kubernetes-Guide",
-        "title": "==mikeroyal/Kubernetes-Guide: Kubernetes Guide== 🌟",
-        "date": "2026-06-18",
+        "url": "https://github.com/clusterpedia-io/clusterpedia",
+        "title": "clusterpedia-io/clusterpedia 🌟",
+        "date": "2026-05-30",
         "stars": 5,
         "impact": "high",
-        "why": "A massive educational directory covering basic components, intermediate networking, storage, and advanced Kubernetes configurations. Offers structured developer pathways and hypervisor setup instructi",
+        "why": "A high-performance federated search engine that solves complex multi-cluster Kubernetes resource synchronization and query challenges.",
         "category": "Architecture & Microservices"
       },
       {
-        "url": "https://github.com/atinfo/awesome-test-automation",
-        "title": "Awesome Test Automation",
-        "date": "2026-06-18",
+        "url": "https://github.com/open-policy-agent/awesome-opa",
+        "title": "anderseknert/awesome-opa 🌟",
+        "date": "2026-05-25",
         "stars": 5,
         "impact": "high",
-        "why": "An extensive curated directory compiling top-tier testing tools, frameworks, and continuous validation resources. Features directories for end-to-end web tests, load injection suites, API contract tes",
-        "category": "Architecture & Microservices"
-      },
-      {
-        "url": "https://github.com/ksoclabs/awesome-kubernetes-security",
-        "title": "==ksoclabs/awesome-kubernetes-security== 🌟",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "An expert-level compilation of Kubernetes security tools, vulnerability papers, threat simulations, and posture management (KSPM) frameworks. Ideal for penetration testers and cloud security engineers",
-        "category": "Architecture & Microservices"
-      },
-      {
-        "url": "https://github.com/joseadanof/awesome-cloudnative-trainings",
-        "title": "github.com/joseadanof: Awesome Cloud Native Trainings",
-        "date": "2026-06-18",
-        "stars": 5,
-        "impact": "high",
-        "why": "A thoroughly organized directory cataloging cloud-native certifications (CKA, CKAD, CKS), training centers, and open labs. Extremely useful for platform engineering managers designing structured learn",
+        "why": "Enables microservices architects to enforce uniform, fine-grained compliance and policy-as-code across modern environments using Open Policy Agent.",
         "category": "Architecture & Microservices"
       },
       {
@@ -8379,61 +1699,7 @@
         "date": "2026-06-14",
         "stars": 5,
         "impact": "high",
-        "why": "A library of enterprise-stable Terraform templates configured specifically for modern Kubernetes environments (EKS, GKE, AKS). Includes pre-tested infrastructure specifications for VPC topologies, pri",
-        "category": "Architecture & Microservices"
-      },
-      {
-        "url": "https://github.com/veggiemonk/awesome-docker",
-        "title": "Awesome Docker 🌟",
-        "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "The premier community directory compiling top-tier runtimes, base images, build extensions, registries, and runtime protection systems. An indispensable reference manual for Cloud Native architects.",
-        "category": "Architecture & Microservices"
-      },
-      {
-        "url": "https://github.com/PatrickJS/awesome-angular",
-        "title": "Awesome Angular",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "A comprehensive curated collection of modules, state management patterns (NgRx), and testing pipelines for the Angular framework. Primarily useful for frontend web development teams constructing large",
-        "category": "Architecture & Microservices"
-      },
-      {
-        "url": "https://github.com/kubernetes/community/tree/main/icons",
-        "title": "github.com/kubernetes: Kubernetes Icons Set",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official CNCF-maintained Kubernetes graphic catalog containing SVGs and PNGs representing key system objects like Pods, Services, Deployments, ingress, and Custom Resources. Vital for creating hig",
-        "category": "Architecture & Microservices"
-      },
-      {
-        "url": "https://github.com/TheJambo/awesome-testing",
-        "title": "Awesome Testing",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "A highly practical directory highlighting testing paradigms, dynamic scanning modules, and manual/automated testing resources. Focuses on QA educational resources as well as modern test design techniq",
-        "category": "Architecture & Microservices"
-      },
-      {
-        "url": "https://github.com/ElYusubov/AWESOME-Azure-Bicep",
-        "title": "ElYusubov/AWESOME-Azure-Bicep: AWESOME Azure Bicep",
-        "date": "2026-06-11",
-        "stars": 5,
-        "impact": "high",
-        "why": "An index of resource libraries, module registries, and extension directories tailored for Azure Bicep DSL. Bicep has largely superseded ARM JSON templates as Microsoft's first-party IaC solution. This",
-        "category": "Architecture & Microservices"
-      },
-      {
-        "url": "https://github.com/docker/awesome-compose",
-        "title": "Awesome Compose 🌟",
-        "date": "2026-06-10",
-        "stars": 5,
-        "impact": "high",
-        "why": "Awesome Compose is an official, highly curated repository of declarative multi-container topologies using Docker Compose. It showcases optimal configuration patterns for databases, caching layers, app",
+        "why": "Provides pre-tested infrastructure templates to standardize secure VPC topologies and production-ready Kubernetes environments across major hyperscalers.",
         "category": "Architecture & Microservices"
       },
       {
@@ -8442,72 +1708,54 @@
         "date": "2026-06-09",
         "stars": 5,
         "impact": "high",
-        "why": "A highly popular open-source Python framework that allows engineers to write cloud infrastructure diagrams directly as Python code. It supports hundreds of built-in components covering AWS, GCP, Azure",
+        "why": "Empowers system architects to programmatically define, version-control, and generate complex cloud infrastructure diagrams using Python code.",
         "category": "Architecture & Microservices"
       },
       {
-        "url": "https://github.com/rootsongjc/awesome-cloud-native",
-        "title": "rootsongjc/awesome-cloud-native 🌟",
-        "date": "2026-06-08",
+        "url": "https://github.com/calvin-puram/awesome-kubernetes-operator-resources",
+        "title": "github.com/calvin-puram: Awesome Kubernetes Operator Resources",
+        "date": "2026-04-25",
         "stars": 5,
         "impact": "high",
-        "why": "An extensive library mapping the CNCF Cloud Native landscape, detailing Service Meshes, dynamic storages, logging setups, and database drivers. Provides platform architects with a systematic catalog t",
+        "why": "A critical collection of SDKs and design patterns for building custom Kubernetes Operators to automate complex, stateful application lifecycles.",
         "category": "Architecture & Microservices"
       },
       {
-        "url": "https://github.com/charlax/professional-programming",
-        "title": "github.com/charlax/professional-programming: A collection of full-stack' resources for programmers 🌟",
-        "date": "2026-06-08",
+        "url": "https://github.com/Azure/AZVerify",
+        "title": "AZVerify: Bridging Azure Resources, Bicep Templates, and Diagrams with GitHub' Copilot",
+        "date": "2026-04-08",
         "stars": 5,
         "impact": "high",
-        "why": "A world-class resource collection addressing the operational, psychological, and architectural aspects of professional software engineering. Spans topics from system design and API robustness to caree",
+        "why": "An innovative AI-powered validation tool that bridges declarative infrastructure code, real-time cloud deployments, and visual architecture diagrams.",
         "category": "Architecture & Microservices"
       },
       {
-        "url": "https://github.com/sindresorhus/awesome",
-        "title": "@sindresorhus' Awesome",
-        "date": "2026-06-02",
-        "stars": 5,
-        "impact": "high",
-        "why": "The main index repository by Sindre Sorhus, tracking development resources and technologies globally. Highly useful for architects trying to cross-reference multiple tech stack capabilities.",
-        "category": "Architecture & Microservices"
-      },
-      {
-        "url": "https://excalidraw.com",
-        "title": "excalidraw.com",
+        "url": "https://developer.hashicorp.com",
+        "title": "developer.hashicorp.com 🌟",
         "date": "2026-06-01",
-        "stars": 5,
+        "stars": 4,
         "impact": "high",
-        "why": "A widely adopted collaborative whiteboard tool designed for rapid design sketches and wireframes. Features custom user libraries containing native cloud-native and Kubernetes icons for quick whiteboar",
+        "why": "The consolidated technical authority for configuring enterprise-grade service discovery, secrets management, and multi-cloud orchestration tools.",
         "category": "Architecture & Microservices"
       },
       {
-        "url": "https://plantuml.com",
-        "title": "PlantUML",
-        "date": "2026-06-01",
+        "url": "https://github.com/lukemurraynz/awesome-azure-architecture",
+        "title": "github.com/lukemurraynz/awesome-azure-architecture 🌟",
+        "date": "2026-05-23",
         "stars": 5,
-        "impact": "high",
-        "why": "An open-source, industry-standard tool allowing engineers to generate architecture, sequence, and component diagrams from simple, human-readable markdown-like text. Extremely useful for maintaining do",
-        "category": "Architecture & Microservices"
-      },
-      {
-        "url": "https://www.drawio.com",
-        "title": "diagrams.net",
-        "date": "2026-06-01",
-        "stars": 5,
-        "impact": "high",
-        "why": "The industry-leading, highly extensible free open-source diagramming engine. Widely used for system design, it provides deep integration with modern design elements, custom XML importing, and offline ",
+        "impact": "medium",
+        "why": "A comprehensive directory of cloud architectural blueprints and landing zones essential for designing compliant enterprise cloud foundations.",
         "category": "Architecture & Microservices"
       }
     ],
     "Platform Engineering & DevEx": [
       {
-        "url": "https://github.com/apache/apisix",
-        "title": "apisix",
-        "date": "2026-06-12",
+        "url": "https://backstage.io",
+        "title": "Backstage Developer Portal:",
+        "date": "2026-06-01",
         "stars": 5,
-        "impact": "high",
-        "why": "Apache APISIX is a high-performance, dynamic cloud-native API gateway built on Nginx and OpenResty. It provides dynamic routing, active health checking, security protection, and telemetry integration,",
+        "impact": "critical",
+        "why": "Unifies infrastructure, tooling, and services under a single open-source framework, acting as the gold standard for Platform Engineering portals.",
         "category": "Platform Engineering & DevEx"
       },
       {
@@ -8516,180 +1764,90 @@
         "date": "2026-06-11",
         "stars": 5,
         "impact": "high",
-        "why": "Azure Draft simplifies early-stage developer onboarding onto Kubernetes. By scanning source code directories, it automatically generates containerization assets including Dockerfiles, Kubernetes manif",
+        "why": "Significantly lowers the barrier to entry for Kubernetes development by automating the generation of containerization assets directly from source code.",
         "category": "Platform Engineering & DevEx"
       },
       {
-        "url": "https://backstage.io",
-        "title": "Backstage Developer Portal:",
-        "date": "2026-06-01",
+        "url": "https://github.com/apache/apisix",
+        "title": "apisix",
+        "date": "2026-06-12",
         "stars": 5,
         "impact": "high",
-        "why": "Created by Spotify and donated to the CNCF, Backstage is an open-source framework for building internal developer portals. It unifies infrastructure tooling, services, and documentation under a single",
+        "why": "Provides a high-performance, dynamic cloud-native API gateway option crucial for routing and security in modern platform architectures.",
         "category": "Platform Engineering & DevEx"
       },
       {
-        "url": "https://developer.android.com",
-        "title": "developer.android.com",
+        "url": "https://konghq.com/products/kong-gateway",
+        "title": "Kong API Manager",
         "date": "2026-06-01",
-        "stars": 5,
+        "stars": 0,
         "impact": "high",
-        "why": "Google's official portal containing documentation, API reference guides, and system architectures for Android app development. It is the primary ecosystem hub for designing mobile client interactions,",
+        "why": "Serves as one of the most widely adopted lightweight gateways, delivering essential microservice governance and routing capabilities.",
         "category": "Platform Engineering & DevEx"
       },
       {
-        "url": "https://developer.apple.com",
-        "title": "developer.apple.com",
+        "url": "https://squidfunk.github.io/mkdocs-material",
+        "title": "Material for MkDocs",
         "date": "2026-06-01",
-        "stars": 5,
+        "stars": 0,
         "impact": "high",
-        "why": "Apple's developer resources hub, providing SDK documentation, SwiftUI design frameworks, and distribution guidelines. The platform provides fundamental patterns for building client-side integrations w",
+        "why": "Defines the industry standard for modern technical documentation UI, fundamentally improving the developer experience around self-service learning.",
         "category": "Platform Engineering & DevEx"
       },
       {
-        "url": "https://spring.io/projects/spring-cloud-gateway",
-        "title": "Spring Cloud Gateway",
+        "url": "https://doc.traefik.io/traefik",
+        "title": "docs.traefik.io",
         "date": "2026-06-01",
-        "stars": 5,
+        "stars": 0,
         "impact": "high",
-        "why": "Spring Cloud Gateway provides an API routing mechanism built on Spring WebFlux and Project Reactor. Ideal for Java and Spring Boot microservice architectures, it facilitates non-blocking, reactive tra",
+        "why": "Acts as a cornerstone for dynamic ingress routing and middleware configuration in cloud-native Kubernetes environments.",
         "category": "Platform Engineering & DevEx"
       },
       {
-        "url": "https://www.krakend.io",
-        "title": "KrakenD: The fastest API gateway comes with true linear scalability 🌟",
+        "url": "https://tyk.io",
+        "title": "Tyk API Manager",
         "date": "2026-06-01",
-        "stars": 5,
+        "stars": 0,
         "impact": "high",
-        "why": "KrakenD is an enterprise-ready, open-source API Gateway engineered for linear scalability and ultra-high performance. By utilizing a stateless execution model, it avoids the overhead of internal datab",
+        "why": "Offers an enterprise-grade, Go-native gateway that simplifies API management and clustering configurations across multi-cloud platform environments.",
         "category": "Platform Engineering & DevEx"
       },
       {
-        "url": "https://github.com/Ileriayo/markdown-badges",
-        "title": "github.com/Ileriayo/markdown-badges: Markdown Badges",
-        "date": "2026-05-22",
-        "stars": 5,
-        "impact": "high",
-        "why": "A massive curated catalog of dynamic, consistent, and beautiful SVG shields and badges for GitHub repositories. It supports a wide array of languages, frameworks, cloud providers, and developer tools.",
-        "category": "Platform Engineering & DevEx"
-      },
-      {
-        "url": "https://github.com/adam-p/markdown-here/wiki/Markdown-Cheatsheet",
-        "title": "Markdown Cheat Sheet 4",
-        "date": "2025-08-22",
-        "stars": 5,
-        "impact": "high",
-        "why": "One of the most starred and utilized Markdown references on GitHub. Curator Insight emphasizes its extreme offline utility. Live Grounding validates its legacy status as the primary standard for forma",
-        "category": "Platform Engineering & DevEx"
-      },
-      {
-        "url": "https://developers.google.com/profile/u/me/dashboard",
-        "title": "Google Developers Profile Dashboard",
-        "date": "2026-06-02",
-        "stars": 4,
-        "impact": "high",
-        "why": "An enterprise portal centralizing developer badges, certification pathways, and continuous education tracks for Google architectures. Allows developers to monitor personalized progress in platform-spe",
-        "category": "Platform Engineering & DevEx"
-      },
-      {
-        "url": "https://developer.db.com",
-        "title": "Deutsche Bank API Program",
+        "url": "https://www.redhat.com/en/technologies/jboss-middleware/3scale",
+        "title": "Red Hat 3scale API Management",
         "date": "2026-06-01",
-        "stars": 4,
+        "stars": 0,
         "impact": "high",
-        "why": "The developer portal for Deutsche Bank, providing secure and standard access to financial APIs. It supports secure OAuth2 protocols, enabling applications to run transaction processing, accounts recon",
+        "why": "Delivers an operator-driven API management framework optimized for scaling microservices directly on OpenShift container platforms.",
         "category": "Platform Engineering & DevEx"
       },
       {
-        "url": "https://developer.ing.com/openbanking",
-        "title": "ING Developer Portal",
+        "url": "https://readme.so",
+        "title": "readme.so",
         "date": "2026-06-01",
-        "stars": 4,
-        "impact": "high",
-        "why": "ING's open-banking marketplace and developer portal. The catalog details APIs for cash management, transaction services, accounts balance, and PSD2 compliance, backed by strong authentication and sand",
-        "category": "Platform Engineering & DevEx"
-      },
-      {
-        "url": "https://luraproject.org",
-        "title": "Lura 🌟",
-        "date": "2026-06-01",
-        "stars": 4,
-        "impact": "high",
-        "why": "Lura (formerly KrakenD framework) is an ultra-performant, stateless API Gateway engine written in Go. It allows developers to construct high-throughput microservice aggregations, protocol translations",
-        "category": "Platform Engineering & DevEx"
-      },
-      {
-        "url": "https://smartcar.com",
-        "title": "smartcar.com",
-        "date": "2026-06-01",
-        "stars": 4,
-        "impact": "high",
-        "why": "Smartcar provides a developer-friendly API platform for connected vehicles, enabling telemetry collection, remote door locking, and EV battery charging management. It abstracts away complex proprietar",
-        "category": "Platform Engineering & DevEx"
-      },
-      {
-        "url": "https://www.bbvaapimarket.com/es",
-        "title": "BBVA API Market",
-        "date": "2026-06-01",
-        "stars": 4,
-        "impact": "high",
-        "why": "BBVA's commercial API platform, allowing external developers to securely consume core banking capabilities. It features REST integrations for payments, transactions, customer identification, and finan",
-        "category": "Platform Engineering & DevEx"
-      },
-      {
-        "url": "https://www.mulesoft.com/platform/api/manager",
-        "title": "MuleSoft API Manager",
-        "date": "2026-06-01",
-        "stars": 4,
-        "impact": "high",
-        "why": "MuleSoft API Manager acts as a centralized control plane for securing, governing, and analyzing APIs across the enterprise. It enables deep integration with the Anypoint Platform, offering capabilitie",
-        "category": "Platform Engineering & DevEx"
-      },
-      {
-        "url": "https://docs.github.com/en",
-        "title": "guides.github.com: Markdown Cheat Sheet 2",
-        "date": "2026-05-18",
-        "stars": 4,
-        "impact": "high",
-        "why": "The authoritative reference guide for GitHub Flavored Markdown (GFM). Essential for managing documentation structures, creating rich README files, formatting issue trackers, and building interactive t",
-        "category": "Platform Engineering & DevEx"
-      },
-      {
-        "url": "https://api-market.santalucia.es",
-        "title": "santalucia.es",
-        "date": "2026-06-01",
-        "stars": 3,
+        "stars": 0,
         "impact": "medium",
-        "why": "SantalucΓ­a's corporate API marketplace, streamlining business-to-business integrations for digital insurance products. It exposes quoting engines, client registrations, and insurance claims endpoints ",
+        "why": "Improves developer onboarding speed and standardizes repository styling through an intuitive visual README generation tool.",
         "category": "Platform Engineering & DevEx"
       },
       {
-        "url": "https://apimarket.cecabank.es",
-        "title": "Cecabank API Market",
+        "url": "https://www.mkdocs.org",
+        "title": "MkDocs",
         "date": "2026-06-01",
-        "stars": 3,
+        "stars": 0,
         "impact": "medium",
-        "why": "Cecabank's developer platform designed to align financial integration with the PSD2 mandate. It provides endpoints for third-party providers (TPPs) to execute payment initiations and retrieve consolid",
-        "category": "Platform Engineering & DevEx"
-      },
-      {
-        "url": "https://apis.developer.tsb.co.uk",
-        "title": "TSB API Developer Portal",
-        "date": "2026-06-01",
-        "stars": 3,
-        "impact": "medium",
-        "why": "A PSD2-compliant developer ecosystem facilitating open-banking integration with TSB Bank. It offers sandbox environments, sandbox mock data, and security protocols to test account information and paym",
+        "why": "Enables engineering teams to seamlessly compile and deploy developer documentation within native continuous integration workflows.",
         "category": "Platform Engineering & DevEx"
       }
     ],
     "FinOps & Cloud Cost": [
       {
-        "url": "https://calculator.aws",
-        "title": "calculator.aws: AWS Total Cost of Ownership (TCO) Calculators",
-        "date": "2026-05-17",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official pricing modeling platform for AWS cloud architectures. Empowers engineers to compute operational expenses and model total cost of ownership forecasts before initiating system builds.",
+        "url": "https://www.finops.org",
+        "title": "FinOps Foundation: FinOps.org",
+        "date": "2026-06-01",
+        "stars": 0,
+        "impact": "critical",
+        "why": "As the official home of the Linux Foundation's FinOps project, it establishes the industry-standard FOCUS framework for unifying cloud cost datasets.",
         "category": "FinOps & Cloud Cost"
       },
       {
@@ -8698,34 +1856,52 @@
         "date": "2026-05-17",
         "stars": 5,
         "impact": "high",
-        "why": "Explores Kubernetes resource provisioning on EKS using automated container allocations. Offers strategies to prevent container-level over-provisioning and dynamically handle node scaling tasks to curb",
+        "why": "Automates real-time Kubernetes resource provisioning on EKS to dynamically prevent container-level over-provisioning and lower compute waste.",
         "category": "FinOps & Cloud Cost"
       },
       {
-        "url": "https://aws.amazon.com/blogs/mt/visualize-and-gain-insights-into-your-aws-cost-and-usage-with-cloud-intelligence-dashboards-using-amazon-quicksight",
-        "title": "Visualize and gain insights into your AWS cost and usage with Cloud Intelligence Dashboards and CUDOS using Amazon QuickSight",
+        "url": "https://www.cncf.io/blog/2021/06/29/finops-for-kubernetes-insufficient-or-nonexistent-kubernetes-cost-monitoring-is-causing-overspend",
+        "title": "cncf.io: FinOps for Kubernetes: Insufficient – or nonexistent – Kubernetes' cost monitoring is causing overspend",
+        "date": "2026-06-18",
+        "stars": 0,
+        "impact": "high",
+        "why": "Addresses the severe industry issue of container-level cost blindness by advocating for specialized Kubernetes monitoring under the CNCF umbrella.",
+        "category": "FinOps & Cloud Cost"
+      },
+      {
+        "url": "https://medium.com/develeap/cutting-down-kubernetes-costs-cast-ai-vs-karpenter-20f6788b4c67",
+        "title": "medium.com/develeap: Cutting down Kubernetes Costs: Cast.ai vs. Karpenter",
         "date": "2026-05-17",
-        "stars": 5,
+        "stars": 0,
         "impact": "high",
-        "why": "Guide to building operational cost dashboards via AWS CUDOS and Amazon QuickSight. Translates complex billing files into detailed visualizations tracking anomalous expenditure patterns in real time.",
+        "why": "Provides a crucial architectural comparison between Karpenter and Cast.ai, helping engineers choose the best dynamic scaling strategy for cluster cost-efficiency.",
         "category": "FinOps & Cloud Cost"
       },
       {
-        "url": "https://github.com/dolevshor/azure-finops-guide",
-        "title": "==github.com/dolevshor/azure-finops-guide: The Azure FinOps Guide== 🌟",
-        "date": "2025-11-02",
-        "stars": 5,
-        "impact": "high",
-        "why": "A highly comprehensive community repository focused on Azure FinOps best practices. Delivers script templates, tag compliance policies, and architectural checklists to help teams set up continuous clo",
+        "url": "https://medium.com/@danielepolencic/reserved-cpu-and-memory-in-kubernetes-nodes-65aee1946afd",
+        "title": "==medium.com/@danielepolencic: In Kubernetes, are there hidden costs to' running many cluster nodes?==",
+        "date": "2026-05-17",
+        "stars": 0,
+        "impact": "medium",
+        "why": "Exposes the hidden financial impact of kubelet daemon resource reservations, which compound costs when running many small Kubernetes nodes.",
         "category": "FinOps & Cloud Cost"
       },
       {
-        "url": "https://github.com/mivano/azure-cost-cli",
-        "title": "==github.com/mivano/azure-cost-cli==",
-        "date": "2026-06-08",
+        "url": "https://engineering.razorpay.com/the-culture-of-cost-optimization-reducing-kubernetes-cost-by-300-000-32611cdd19d9",
+        "title": "engineering.razorpay.com: The Culture of Cost Optimization β€” Reducing Kubernetes' cost by $300,000",
+        "date": "2026-05-17",
+        "stars": 0,
+        "impact": "high",
+        "why": "Offers an enterprise-grade real-world blueprint showing how a major payment platform shaved $300,000 off their production Kubernetes bill.",
+        "category": "FinOps & Cloud Cost"
+      },
+      {
+        "url": "https://github.com/towardsthecloud/cloudburn",
+        "title": "Cloudburn: An Open-Source Policy Engine for AWS Spending",
+        "date": "2026-04-09",
         "stars": 4,
-        "impact": "high",
-        "why": "Focuses on tag-based cost-querying using the `azure-cost-cli` tool. Explains how to extract billing data grouped by tags to simplify chargeback allocations and identify untagged resources.",
+        "impact": "medium",
+        "why": "Applies modern, declarative GitOps-style policy engines to AWS cloud spending to programmatically destroy idle and non-compliant resources.",
         "category": "FinOps & Cloud Cost"
       },
       {
@@ -8734,79 +1910,7 @@
         "date": "2026-06-02",
         "stars": 4,
         "impact": "high",
-        "why": "This analytical piece covers the emerging industry backlash against unchecked corporate 'tokenmaxxing' and AI expenditure, centered on remarks by Uber's COO Andrew Macdonald. It examines the operation",
-        "category": "FinOps & Cloud Cost"
-      },
-      {
-        "url": "https://aws.amazon.com/blogs/storage/manage-amazon-s3-storage-costs-granularly-and-at-scale-using-s3-intelligent-tiering",
-        "title": "Manage Amazon S3 storage costs granularly and at scale using S3 Intelligent-Tiering",
-        "date": "2026-05-17",
-        "stars": 4,
-        "impact": "high",
-        "why": "Details how S3 Intelligent-Tiering minimizes administration tasks by automating object data migration. Moves records between active and archival tiers based on individual file lifecycle events.",
-        "category": "FinOps & Cloud Cost"
-      },
-      {
-        "url": "https://www.freecodecamp.org/news/cost-optimization-in-aws",
-        "title": "freecodecamp.org: How to Optimize your AWS Cloud Architecture Costs",
-        "date": "2026-05-17",
-        "stars": 4,
-        "impact": "high",
-        "why": "An extensive blueprint targeting cost optimization on AWS. Elaborates on compute rightsizing, orchestrating managed storage lifecycles, and identifying idle infrastructure configurations to lower over",
-        "category": "FinOps & Cloud Cost"
-      },
-      {
-        "url": "https://www.infoq.com/news/2020/09/aws-ec2-t4g-instances",
-        "title": "infoq.com: AWS Launches Low-Cost Burstable T4g Instances Powered by AWS' Graviton2",
-        "date": "2026-05-17",
-        "stars": 4,
-        "impact": "high",
-        "why": "Discusses the deployment of ARM64 Graviton2-powered burstable T4g instances on AWS. Outlines the raw price-to-performance value, noting up to 40% improvements over comparable x86-based environments.",
-        "category": "FinOps & Cloud Cost"
-      },
-      {
-        "url": "https://aws.amazon.com/es/blogs/aws/amazon-s3-glacier-price-reduction",
-        "title": "aws.amazon.com: Amazon S3 Glacier Price Reduction",
-        "date": "2026-05-17",
-        "stars": 4,
-        "impact": "high",
-        "why": "Analyses structural price reductions on S3 Glacier archiving solutions. Evaluates its architectural impact for enterprises storing high-volume data lakes and maintaining long-term historical complianc",
-        "category": "FinOps & Cloud Cost"
-      },
-      {
-        "url": "https://www.infoq.com/news/2021/03/aws-efs-one-zone-storage-classes",
-        "title": "infoq.com: AWS Announces Lower Cost Storage Classes for Amazon Elastic File' System",
-        "date": "2026-05-17",
-        "stars": 4,
-        "impact": "high",
-        "why": "Introduces the Amazon Elastic File System (EFS) One Zone storage class, offering cost-optimized options for shared storage. Cuts storage expenses by up to 47% compared to regional replication variants",
-        "category": "FinOps & Cloud Cost"
-      },
-      {
-        "url": "https://blog.cloud-mercato.com/aws-m6i-the-why-you-should-abandon-your-m5",
-        "title": "blog.cloud-mercato.com: AWS m6i: The why you should abandon your m5",
-        "date": "2026-05-17",
-        "stars": 4,
-        "impact": "high",
-        "why": "Compares AWS m6i instances to preceding m5 configurations, outlining performance benchmarks. Details compute and memory optimizations delivered by 3rd Gen Intel Xeon Scalable processors at similar cos",
-        "category": "FinOps & Cloud Cost"
-      },
-      {
-        "url": "https://aws.amazon.com/blogs/architecture/exploring-data-transfer-costs-for-aws-managed-databases",
-        "title": "aws.amazon.com: Exploring Data Transfer Costs for AWS Managed Databases",
-        "date": "2026-05-17",
-        "stars": 4,
-        "impact": "high",
-        "why": "Breaks down inter-zone and multi-region data transfer charges on AWS managed databases. Presents structural models designed to minimize data transfer egress bills within multi-tier application layouts",
-        "category": "FinOps & Cloud Cost"
-      },
-      {
-        "url": "https://aws.amazon.com/about-aws/whats-new/2022/04/aws-data-transfer-price-reduction-privatelink-transit-gateway-client-vpn-services/?nc1=h_ls",
-        "title": "AWS Announces Data Transfer Price Reduction for AWS PrivateLink, AWS Transit Gateway, and AWS Client VPN services",
-        "date": "2026-05-17",
-        "stars": 4,
-        "impact": "high",
-        "why": "Covers significant network-level price cuts for AWS PrivateLink, Transit Gateway, and Client VPN. Aids enterprise network architects in planning hybrid integrations with fewer concerns over data egres",
+        "why": "Signals a major industry shift as massive enterprises begin to enforce strict cost optimization and FinOps governance on generative AI token consumption.",
         "category": "FinOps & Cloud Cost"
       },
       {
@@ -8815,117 +1919,45 @@
         "date": "2026-05-17",
         "stars": 4,
         "impact": "high",
-        "why": "Details critical commercial risks of long-term Reserved Instance and Savings Plan commitments. Outlines how changing architecture styles can render fixed financial contracts inefficient over time.",
+        "why": "Analyzes the operational friction between rigid financial commitment contracts (RIs/Savings Plans) and highly elastic, dynamic microservice architectures.",
         "category": "FinOps & Cloud Cost"
       },
       {
-        "url": "https://ec2.shop",
-        "title": "ec2.shop: Compare AWS EC2 instance price from the CLI",
+        "url": "https://aws.amazon.com/blogs/mt/visualize-and-gain-insights-into-your-aws-cost-and-usage-with-cloud-intelligence-dashboards-using-amazon-quicksight",
+        "title": "Visualize and gain insights into your AWS cost and usage with Cloud Intelligence Dashboards and CUDOS using Amazon QuickSight",
         "date": "2026-05-17",
-        "stars": 4,
-        "impact": "high",
-        "why": "A terminal-based tool enabling fast comparisons of EC2 instance types, pricing, and configurations directly from the command line. Significantly reduces operational friction for engineers sizing cloud",
-        "category": "FinOps & Cloud Cost"
-      },
-      {
-        "url": "https://aws.amazon.com/es/blogs/aws/ec2-price-reduction-for-ec2-instance-saving-plans-and-standard-reserved-instances",
-        "title": "May 2020: EC2 Price Reduction – For EC2 Instance Saving Plans and Standard' Reserved Instances",
-        "date": "2026-05-17",
-        "stars": 4,
-        "impact": "high",
-        "why": "Details systemic price reductions for EC2 Instance Savings Plans and Standard Reserved Instances. Highlights AWS's continuous price adjustments and the architectural shift towards commitment-based fin",
-        "category": "FinOps & Cloud Cost"
-      },
-      {
-        "url": "https://github.com/towardsthecloud/cloudburn",
-        "title": "Cloudburn: An Open-Source Policy Engine for AWS Spending",
-        "date": "2026-04-09",
-        "stars": 4,
-        "impact": "high",
-        "why": "Introduces Cloudburn, an open-source command-line tool designed to audit AWS resource groups. By using declarative policies, it alerts teams to idle resources, non-standard instance types, and unassig",
-        "category": "FinOps & Cloud Cost"
-      },
-      {
-        "url": "https://github.com/learnk8s/xlskubectl",
-        "title": "==learnk8s/xlskubectl==",
-        "date": "2026-06-18",
-        "stars": 3,
+        "stars": 5,
         "impact": "medium",
-        "why": "An open-source spreadsheet integration that translates raw kubectl command outputs into clean cost estimation worksheets. Helps engineers understand how container limits, requests, and node sizing tra",
-        "category": "FinOps & Cloud Cost"
-      },
-      {
-        "url": "https://cloudkatha.com/how-to-setup-budget-in-aws-to-keep-your-bill-in-check",
-        "title": "==cloudkatha.com: How to Setup Budget in AWS to Keep your Bill in Check==",
-        "date": "2026-05-17",
-        "stars": 3,
-        "impact": "medium",
-        "why": "A practical guide outlining how to implement AWS Budgets to prevent unexpected invoice spikes. Walks through setup thresholds, dynamic notifications, and SNS bindings crucial for early infrastructure ",
+        "why": "Delivers the industry's default enterprise blueprint for deploying QuickSight-based CUDOS dashboards to visualize AWS Cost and Usage Reports.",
         "category": "FinOps & Cloud Cost"
       }
     ],
     "Virtualization & Private Cloud": [
       {
-        "url": "https://github.com/kubernetes-sigs/kubespray",
-        "title": "**Kubespray**",
+        "url": "https://nubenetes.com/openshift",
+        "title": "Openshift Container Platform",
         "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "The industry standard Ansible automation framework for deploying enterprise-ready, production-grade clusters. Combining Kubeadm with highly flexible, battle-tested playbooks, it handles network policy",
+        "stars": 0,
+        "impact": "critical",
+        "why": "Red Hat OpenShift is the premier enterprise hybrid cloud platform with integrated support for running virtualized workloads alongside containers.",
         "category": "Virtualization & Private Cloud"
       },
       {
-        "url": "https://github.com/kubernetes/kops",
-        "title": "GitHub: Kubernetes Cluster with Kops",
+        "url": "https://cluster-api.sigs.k8s.io",
+        "title": "ClusterAPI",
+        "date": "2026-06-01",
+        "stars": 0,
+        "impact": "critical",
+        "why": "Cluster API (CAPI) establishes the standard declarative model for automating lifecycle management of Kubernetes clusters across diverse virtualization and private cloud environments.",
+        "category": "Virtualization & Private Cloud"
+      },
+      {
+        "url": "https://nubenetes.com/rancher",
+        "title": "Rancher: Enterprise management for Kubernetes",
         "date": "2026-06-14",
-        "stars": 5,
-        "impact": "high",
-        "why": "Kubernetes Operations (kops) is a production-grade orchestration tool designed to configure, scale, and manage highly available clusters on public cloud environments. Its declarative structure manages",
-        "category": "Virtualization & Private Cloud"
-      },
-      {
-        "url": "https://github.com/k0sproject/k0s",
-        "title": "K0s - Zero Friction Kubernetes",
-        "date": "2026-06-13",
-        "stars": 5,
-        "impact": "high",
-        "why": "The official open-source repository for the k0s Kubernetes distribution. Features active enterprise-grade developer tracks, offering built-in advanced networking plugins (Calico CNI, Kube-router), sup",
-        "category": "Virtualization & Private Cloud"
-      },
-      {
-        "url": "https://github.com/zarf-dev/zarf",
-        "title": "defenseunicorns/zarf",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "A highly resilient developer tool designed by Defense Unicorns to package, deploy, and manage Kubernetes clusters and cloud-native applications in strictly air-gapped, offline, or secure zero-trust en",
-        "category": "Virtualization & Private Cloud"
-      },
-      {
-        "url": "https://github.com/electrocucaracha/krd",
-        "title": "krd",
-        "date": "2026-06-12",
-        "stars": 5,
-        "impact": "high",
-        "why": "The Kubernetes Reference Deployment (KRD) leverages Ansible playbooks and shell scripts to automate multi-node cluster provisioning with advanced network architectures, hardware acceleration (SR-IOV),",
-        "category": "Virtualization & Private Cloud"
-      },
-      {
-        "url": "https://github.com/poseidon/typhoon",
-        "title": "poseidon/typhoon",
-        "date": "2026-06-08",
-        "stars": 5,
-        "impact": "high",
-        "why": "Typhoon is a minimalist, secure, and performant bare-metal and multi-cloud Kubernetes distribution built entirely with Terraform. It bootstraps standard, upstream CNCF-compliant Kubernetes onto Flatca",
-        "category": "Virtualization & Private Cloud"
-      },
-      {
-        "url": "https://github.com/xiaods/k8e",
-        "title": "xiaods/k8e",
-        "date": "2026-06-06",
-        "stars": 5,
-        "impact": "high",
-        "why": "A lightweight Kubernetes distribution (k8e, standing for \"k8s easy\") modeled after K3s but strictly adhering to standard upstream components. It is tailored for low-resource edge architectures, CI env",
+        "stars": 0,
+        "impact": "critical",
+        "why": "Rancher provides a unified, highly adopted management control plane essential for governing multi-cluster Kubernetes deployments across private clouds and bare metal.",
         "category": "Virtualization & Private Cloud"
       },
       {
@@ -8933,44 +1965,17 @@
         "title": "Kubernetes Cluster with **Kubeadm**",
         "date": "2026-06-01",
         "stars": 5,
-        "impact": "high",
-        "why": "The standard bootstrapping engine for establishing conformant clusters, maintained by Kubernetes SIG-Cluster-Lifecycle. It abstracts certificate generation, etcd cluster building, and node onboarding ",
+        "impact": "critical",
+        "why": "Kubeadm remains the fundamental, CNCF-approved bootstrapping standard that powers cluster deployments across almost all private cloud architectures.",
         "category": "Virtualization & Private Cloud"
       },
       {
-        "url": "https://github.com/kubernetes/kubeadm/blob/main/docs/ha-considerations.md",
-        "title": "github.com/kubernetes/kubeadm: High Availability Considerations",
-        "date": "2026-06-01",
+        "url": "https://github.com/kubernetes-sigs/kubespray",
+        "title": "**Kubespray**",
+        "date": "2026-06-14",
         "stars": 5,
         "impact": "high",
-        "why": "Official design documentation specifying the HA mechanics of Kubeadm clusters. Examines stacked etcd setups versus external etcd clusters, detailing load balancing requirements and node join procedure",
-        "category": "Virtualization & Private Cloud"
-      },
-      {
-        "url": "https://github.com/darxkies/k8s-tew",
-        "title": "**k8s-tew**",
-        "date": "2026-05-08",
-        "stars": 5,
-        "impact": "high",
-        "why": "\"Kubernetes The Easy Way\" (k8s-tew) was a shell wrapper and declarative configuration tool designed to bypass the complex manual configuration steps associated with bootstrapping clusters via kubeadm.",
-        "category": "Virtualization & Private Cloud"
-      },
-      {
-        "url": "https://github.com/taubyte/tau",
-        "title": "github.com/taubyte/tau: Tau",
-        "date": "2026-05-07",
-        "stars": 5,
-        "impact": "high",
-        "why": "Tau is an innovative, high-performance decentralized computing platform running WebAssembly (Wasm) workloads on the edge. It integrates autonomous routing, multi-tenant serverless orchestration, and d",
-        "category": "Virtualization & Private Cloud"
-      },
-      {
-        "url": "https://github.com/taubyte/dream",
-        "title": "dreamland",
-        "date": "2026-04-07",
-        "stars": 5,
-        "impact": "high",
-        "why": "A developer tool designed to spin up localized Taubyte nodes on a single laptop. Allows rapid offline testing of serverless WASM routines, networking layers, and decentralized databases.",
+        "why": "Kubespray delivers a battle-tested Ansible automation framework designed to deploy production-grade clusters on virtualized, private cloud infrastructure.",
         "category": "Virtualization & Private Cloud"
       },
       {
@@ -8979,52 +1984,4086 @@
         "date": "2025-12-05",
         "stars": 5,
         "impact": "high",
-        "why": "Curator Insight vs Live Grounding: Kubeinit was designed as an Ansible automation tool to deploy Kubernetes, OKD, or OpenShift on VMs using libvirt/KVM. Live telemetry shows this repository has moved ",
+        "why": "Kubeinit specifically targets virtualized environments by leveraging Ansible to automate cluster provisioning on local libvirt and KVM hypervisors.",
         "category": "Virtualization & Private Cloud"
       },
       {
-        "url": "https://github.com/geerlingguy/ansible-role-kubernetes",
-        "title": "Ansible Role - Kubernetes (Jeff Geerling)",
-        "date": "2025-11-28",
+        "url": "https://github.com/zarf-dev/zarf",
+        "title": "defenseunicorns/zarf",
+        "date": "2026-06-12",
         "stars": 5,
         "impact": "high",
-        "why": "Jeff Geerling's highly popular, community-standard Ansible role designed to automate core system dependencies, swap disabling, package installations, and initial Kubeadm commands on Debian and RedHat ",
+        "why": "Zarf addresses strict enterprise security demands by packaging and deploying cloud-native applications into completely offline, air-gapped private clouds.",
         "category": "Virtualization & Private Cloud"
       },
       {
-        "url": "https://github.com/kelseyhightower/kubernetes-the-hard-way",
-        "title": "**Kelsey Hightower: kubernetes the hard way**",
-        "date": "2025-04-10",
-        "stars": 5,
+        "url": "https://developer.hashicorp.com/nomad",
+        "title": "Nomad",
+        "date": "2026-06-01",
+        "stars": 0,
         "impact": "high",
-        "why": "Kelsey Hightower's legendary guide for bootstrapping highly available clusters manually without automated installers. It details SSL/TLS certificate generation, etcd cluster builds, and control plane ",
+        "why": "Nomad serves as a lightweight, operationally simple scheduler that acts as a major alternative to Kubernetes for managing virtualized workloads in private datacenters.",
         "category": "Virtualization & Private Cloud"
       },
       {
-        "url": "https://github.com/samyfodil/taubyte-llama-satellite",
-        "title": "llama.cpp plugin",
-        "date": "2024-02-02",
+        "url": "https://github.com/poseidon/typhoon",
+        "title": "poseidon/typhoon",
+        "date": "2026-06-08",
         "stars": 5,
-        "impact": "high",
-        "why": "An experimental bridge connecting llama.cpp with Taubyte WASM modules. Facilitates low-latency, localized LLM inference tasks across decentralized edge node topologies.",
+        "impact": "medium",
+        "why": "Typhoon leverages Terraform to bootstrap secure, minimalist, and high-performance bare-metal Kubernetes clusters onto Flatcar Container Linux.",
         "category": "Virtualization & Private Cloud"
       },
       {
-        "url": "https://github.com/weaveworks/wksctl",
-        "title": "Weave Kubernetes System Control - wksctl",
-        "date": "2023-03-31",
+        "url": "https://kurl.sh",
+        "title": "kurl.sh",
+        "date": "2026-06-01",
+        "stars": 0,
+        "impact": "medium",
+        "why": "Kurl enables platform teams to generate custom, production-ready, and air-gapped installer scripts tailored for private cloud environments.",
+        "category": "Virtualization & Private Cloud"
+      }
+    ]
+  },
+  "6_months": {
+    "Kubernetes & Orchestration": [
+      {
+        "url": "https://nubenetes.com/crossplane",
+        "title": "Crossplane",
+        "date": "2026-06-14",
         "stars": 5,
-        "impact": "high",
-        "why": "Weaveworks' Weave Kubernetes System Control (wksctl) was a GitOps-based tool for cluster creation, configuring infrastructure directly from a declared state stored in git. Curator Insight vs Live Grou",
-        "category": "Virtualization & Private Cloud"
+        "impact": "critical",
+        "why": "It drives a paradigm shift by turning Kubernetes into a universal control plane to declaratively manage external cloud resources.",
+        "category": "Kubernetes & Orchestration"
       },
       {
-        "url": "https://www.itwonderlab.com/ansible-kubernetes-vagrant-tutorial",
-        "title": "itwonderlab.com: Kubernetes Cluster using Vagrant and Ansible with Containerd (in 3 minutes) 🌟",
+        "url": "https://github.com/NVIDIA/k8s-device-plugin",
+        "title": "NVIDIA/k8s-device-plugin: NVIDIA device plugin for Kubernetes",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "critical",
+        "why": "This plugin is critical for modern AI/ML workloads, enabling Kubernetes to orchestrate and schedule physical GPU hardware resources efficiently.",
+        "category": "Kubernetes & Orchestration"
+      },
+      {
+        "url": "https://github.com/Azure/azure-workload-identity",
+        "title": "==Azure/azure-workload-identity==",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "critical",
+        "why": "It provides a highly secure, enterprise-grade OIDC federation mechanism mapping Kubernetes service accounts to Azure Active Directory identities.",
+        "category": "Kubernetes & Orchestration"
+      },
+      {
+        "url": "https://www.apptio.com/products/kubecost/?src=kc-com",
+        "title": "Kubecost 🌟",
         "date": "2026-06-18",
+        "stars": 5,
+        "impact": "critical",
+        "why": "As the industry standard for real-time FinOps, it provides critical cost allocation and optimization insights for complex multi-cluster Kubernetes deployments.",
+        "category": "Kubernetes & Orchestration"
+      },
+      {
+        "url": "https://github.com/aws-controllers-k8s/community",
+        "title": "AWS Controllers for Kubernetes (ACK) 🌟",
+        "date": "2026-06-13",
+        "stars": 5,
+        "impact": "high",
+        "why": "It allows platform engineers to manage AWS cloud resources natively through Kubernetes APIs, eliminating the need for external IaC tooling.",
+        "category": "Kubernetes & Orchestration"
+      },
+      {
+        "url": "https://github.com/akuity/kargo",
+        "title": "==github.com/akuity/kargo==",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "high",
+        "why": "It introduces a novel, GitOps-native approach to application promotion across environments, solving a major delivery lifecycle bottleneck.",
+        "category": "Kubernetes & Orchestration"
+      },
+      {
+        "url": "https://github.com/SigNoz/signoz",
+        "title": "==SigNoz: Open source Application Performance Monitoring (APM) & Observability' tool== 🌟",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "high",
+        "why": "This platform represents a major open-source shift in observability by integrating metrics, traces, and logs natively with OpenTelemetry.",
+        "category": "Kubernetes & Orchestration"
+      },
+      {
+        "url": "https://github.com/liqotech/liqo",
+        "title": "liqo: Enable dynamic and seamless Kubernetes multi-cluster topologies",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "high",
+        "why": "It enables unprecedented multi-cluster scalability and seamless resource sharing without complex virtual private network configurations.",
+        "category": "Kubernetes & Orchestration"
+      },
+      {
+        "url": "https://github.com/pulumi/pulumi",
+        "title": "Pulumi: Infrastructure as Code in Any Programming Language",
+        "date": "2026-06-13",
+        "stars": 5,
+        "impact": "high",
+        "why": "It empowers development teams to define cloud-native infrastructure using standard programming languages, accelerating deployment pipelines.",
+        "category": "Kubernetes & Orchestration"
+      },
+      {
+        "url": "https://github.com/k8gb-io/k8gb",
+        "title": "k8gb 🌟",
+        "date": "2026-06-13",
+        "stars": 5,
+        "impact": "high",
+        "why": "It provides a unique cloud-native approach to global server load balancing, ensuring high availability and geo-redundancy directly via CoreDNS.",
+        "category": "Kubernetes & Orchestration"
+      }
+    ],
+    "Observability, SRE & Testing": [
+      {
+        "url": "https://github.com/open-telemetry/opentelemetry-collector",
+        "title": "OpenTelemetry Collector",
+        "date": "2026-06-12",
+        "stars": 5,
+        "impact": "critical",
+        "why": "Serves as the high-performance, vendor-agnostic backbone for modern cloud-native telemetry ingestion and processing pipelines.",
+        "category": "Observability, SRE & Testing"
+      },
+      {
+        "url": "https://github.com/prometheus/prometheus",
+        "title": "github.com/prometheus/prometheus",
+        "date": "2026-06-13",
+        "stars": 5,
+        "impact": "critical",
+        "why": "The foundational, industry-standard metrics engine and query language that powers the entire cloud-native monitoring ecosystem.",
+        "category": "Observability, SRE & Testing"
+      },
+      {
+        "url": "https://github.com/prometheus-operator/kube-prometheus",
+        "title": "kube-prometheus",
+        "date": "2026-06-12",
+        "stars": 5,
+        "impact": "critical",
+        "why": "The definitive, pre-configured production stack integrating Prometheus, Alertmanager, and Grafana for comprehensive Kubernetes self-monitoring.",
+        "category": "Observability, SRE & Testing"
+      },
+      {
+        "url": "https://github.com/grafana/tempo",
+        "title": "Grafana Tempo",
+        "date": "2026-06-13",
+        "stars": 5,
+        "impact": "high",
+        "why": "Provides highly cost-effective, massively scalable distributed tracing by architecting storage exclusively on top of object storage.",
+        "category": "Observability, SRE & Testing"
+      },
+      {
+        "url": "https://github.com/prometheus-operator",
+        "title": "github.com/prometheus-operator",
+        "date": "2026-05-17",
+        "stars": 5,
+        "impact": "high",
+        "why": "A foundational project that standardized Kubernetes-native declarative management of Prometheus and custom monitoring resources.",
+        "category": "Observability, SRE & Testing"
+      },
+      {
+        "url": "https://github.com/open-telemetry/opentelemetry-operator",
+        "title": "github.com/open-telemetry/opentelemetry-operator",
+        "date": "2026-06-13",
+        "stars": 5,
+        "impact": "high",
+        "why": "Simplifies enterprise telemetry adoption by automating OpenTelemetry Collector deployment and application auto-instrumentation in Kubernetes.",
+        "category": "Observability, SRE & Testing"
+      },
+      {
+        "url": "https://github.com/grafana/mimir",
+        "title": "github.com/grafana/mimir",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "high",
+        "why": "Addresses enterprise long-term storage needs by providing a highly scalable, multi-tenant database for billions of Prometheus metrics.",
+        "category": "Observability, SRE & Testing"
+      },
+      {
+        "url": "https://github.com/chaos-mesh/chaos-mesh",
+        "title": "Chaos Mesh",
+        "date": "2026-06-12",
+        "stars": 5,
+        "impact": "high",
+        "why": "A CNCF-incubating chaos engineering platform enabling SRE teams to actively inject faults and validate system resiliency within Kubernetes.",
+        "category": "Observability, SRE & Testing"
+      },
+      {
+        "url": "https://github.com/slok/sloth",
+        "title": "Sloth 🌟",
+        "date": "2026-06-08",
+        "stars": 5,
+        "impact": "high",
+        "why": "Significantly reduces SRE operational overhead by dynamically generating production-grade SLO alerts and multi-window burn-rate PromQL rules.",
+        "category": "Observability, SRE & Testing"
+      },
+      {
+        "url": "https://locust.io",
+        "title": "Locust",
+        "date": "2025-06-01",
+        "stars": 5,
+        "impact": "high",
+        "why": "A premier developer-centric performance testing tool that modernizes load generation by defining scenarios in pure Python code rather than complex XML.",
+        "category": "Observability, SRE & Testing"
+      }
+    ],
+    "Data, Messaging & Storage": [
+      {
+        "url": "https://github.com/velero-io/velero",
+        "title": "github.com/vmware-tanzu/velero",
+        "date": "2026-06-12",
+        "stars": 5,
+        "impact": "critical",
+        "why": "Velero is the undisputed industry standard for backing up, restoring, and migrating Kubernetes cluster state and persistent volumes.",
+        "category": "Data, Messaging & Storage"
+      },
+      {
+        "url": "https://longhorn.io",
+        "title": "Longhorn",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "critical",
+        "why": "As a graduated CNCF project, Longhorn provides resilient, replica-aware distributed block storage built natively for Kubernetes workloads.",
+        "category": "Data, Messaging & Storage"
+      },
+      {
+        "url": "https://strimzi.io",
+        "title": "strimzi.io",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "critical",
+        "why": "Strimzi is the premier CNCF-backed project for deploying and managing Apache Kafka clusters natively in Kubernetes using the Operator pattern.",
+        "category": "Data, Messaging & Storage"
+      },
+      {
+        "url": "https://www.min.io",
+        "title": "min.io",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "critical",
+        "why": "MinIO is the leading high-performance, S3-compatible object storage solution engineered specifically for Kubernetes and private cloud deployments.",
+        "category": "Data, Messaging & Storage"
+      },
+      {
+        "url": "https://www.redpanda.com",
+        "title": "Redpanda 🌟",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "high",
+        "why": "Redpanda fundamentally shifts the messaging paradigm by offering a high-performance, JVM-free, C++ alternative compatible with the Kafka API.",
+        "category": "Data, Messaging & Storage"
+      },
+      {
+        "url": "https://github.com/zalando/postgres-operator",
+        "title": "Zalando Postgres Operator",
+        "date": "2026-06-12",
+        "stars": 5,
+        "impact": "high",
+        "why": "The Zalando Postgres Operator is a production-proven standard for automating highly available PostgreSQL clusters on Kubernetes.",
+        "category": "Data, Messaging & Storage"
+      },
+      {
+        "url": "https://debezium.io",
+        "title": "**Debezium**:",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "high",
+        "why": "Debezium is the de facto industry-standard engine for Change Data Capture (CDC), bridging transactional databases to real-time event streams.",
+        "category": "Data, Messaging & Storage"
+      },
+      {
+        "url": "https://openebs.io",
+        "title": "OpenEBS",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "high",
+        "why": "OpenEBS is a prominent Container Attached Storage (CAS) system that simplifies dynamic provisioning of local and cloud disks for Kubernetes.",
+        "category": "Data, Messaging & Storage"
+      },
+      {
+        "url": "https://www.veeam.com/products/cloud/kubernetes-data-protection.html",
+        "title": "Kasten",
+        "date": "2025-06-01",
+        "stars": 5,
+        "impact": "high",
+        "why": "Kasten K10 by Veeam is the preeminent enterprise-grade data protection, disaster recovery, and mobility platform built specifically for Kubernetes.",
+        "category": "Data, Messaging & Storage"
+      },
+      {
+        "url": "https://github.com/kubernetes-sigs/sig-storage-local-static-provisioner",
+        "title": "github.com/kubernetes-sigs: Local Persistence Volume Static Provisioner' 🌟",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "high",
+        "why": "This official Kubernetes-SIG static provisioner enables high-performance database workloads to directly leverage raw, low-latency NVMe and SSD storage.",
+        "category": "Data, Messaging & Storage"
+      }
+    ],
+    "Azure": [
+      {
+        "url": "https://github.com/microsoft/azurelinux",
+        "title": "github.com/microsoft/CBL-Mariner",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "critical",
+        "why": "Azure Linux serves as the official, ultra-lightweight, and highly secure host operating system optimized for running AKS workloads in production.",
+        "category": "Azure"
+      },
+      {
+        "url": "https://github.com/azure/mission-critical-online",
+        "title": "github.com/azure/mission-critical-online: Welcome to Azure Mission-Critical' Online Reference Implementation",
+        "date": "2025-01-14",
+        "stars": 5,
+        "impact": "critical",
+        "why": "This official repository provides the industry-standard architecture blueprints for building resilient, zero-downtime, active-active applications on Azure.",
+        "category": "Azure"
+      },
+      {
+        "url": "https://github.com/Azure/bicep",
+        "title": "Bicep",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "high",
+        "why": "Bicep provides the primary cloud-native declarative infrastructure-as-code experience for Azure, greatly simplifying ARM template authoring.",
+        "category": "Azure"
+      },
+      {
+        "url": "https://github.com/Azure/apiops",
+        "title": "github.com/Azure/apiops 🌟",
+        "date": "2026-06-05",
+        "stars": 5,
+        "impact": "high",
+        "why": "APIOps brings critical cloud-native GitOps workflows to Azure API Management, automating configuration deployment and control.",
+        "category": "Azure"
+      },
+      {
+        "url": "https://jumpstart.azure.com",
+        "title": "azurearcjumpstart.io",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "high",
+        "why": "Azure Arc Jumpstart is the definitive sandbox resource for testing and scaling hybrid Kubernetes and multi-cloud infrastructure patterns.",
+        "category": "Azure"
+      },
+      {
+        "url": "https://www.youtube.com/watch?v=pMfG-vYvnv8&feature=youtu.be",
+        "title": "Azure Update 22nd May 2026",
+        "date": "2026-06-02",
         "stars": 4,
         "impact": "high",
-        "why": "Curator Insight presents an automated multi-node testing setup. Live Grounding provides high-grade Ansible playbooks coupled with Vagrant VMs running containerd. Highly useful for local multi-node clu",
+        "why": "Covers key developer productivity features like native Cosmos DB integrations and automated Application Insights instrumentation for Azure Kubernetes Service.",
+        "category": "Azure"
+      },
+      {
+        "url": "https://techcommunity.microsoft.com/blog/azuretoolsblog/from-prompt-to-production-open-in-vs-code-for-terraform-in-azure-copilot/4494931",
+        "title": "From Prompt to Production: Open in VS Code for Terraform in Azure Copilot",
+        "date": "2026-06-02",
+        "stars": 4,
+        "impact": "high",
+        "why": "Enables a novel paradigm shift by allowing cloud architects to directly generate and export Terraform manifests using Azure Copilot.",
+        "category": "Azure"
+      },
+      {
+        "url": "https://www.hashicorp.com/blog/azure-hub-and-spoke-generally-available-for-hcp-vault-dedicated",
+        "title": "Azure Hub-and-Spoke Generally Available for HCP Vault Dedicated",
+        "date": "2026-06-02",
+        "stars": 4,
+        "impact": "high",
+        "why": "The GA release of HCP Vault dedicated hub-and-spoke integration establishes native enterprise secret management within complex cloud-native networks.",
+        "category": "Azure"
+      },
+      {
+        "url": "https://github.com/Retzork/terraform-journey/tree/main/11%20Multi%20Region%20Zero%20Trust%20Architecture",
+        "title": "Terraform Azure Multi-Region Zero-Trust Architecture",
+        "date": "2026-06-02",
+        "stars": 4,
+        "impact": "medium",
+        "why": "Provides a practical, zero-trust infrastructure blueprint for automating multi-region networking via Terraform.",
+        "category": "Azure"
+      },
+      {
+        "url": "https://www.youtube.com/watch?v=tfoSeH63yCg&list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9eYz&index=1&pp=iAQB",
+        "title": "Azure Update 15th May 2026",
+        "date": "2026-06-02",
+        "stars": 4,
+        "impact": "medium",
+        "why": "Highlights major cloud-native developments such as Azure Container Apps Express and Azure Virtual Network Manager.",
+        "category": "Azure"
+      }
+    ],
+    "CI/CD & GitOps": [
+      {
+        "url": "https://argoproj.github.io/argo-cd",
+        "title": "Argo CD",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "critical",
+        "why": "Argo CD is the dominant industry standard for GitOps-based continuous delivery, driving massive enterprise adoption for cloud-native application synchronization.",
+        "category": "CI/CD & GitOps"
+      },
+      {
+        "url": "https://github.com/fluxcd/flux2",
+        "title": "github: Flux Version 2",
+        "date": "2026-06-13",
+        "stars": 5,
+        "impact": "critical",
+        "why": "Flux v2 is a core CNCF-graduated project that provides highly decoupled, scalable, and secure GitOps reconciliation controllers.",
+        "category": "CI/CD & GitOps"
+      },
+      {
+        "url": "https://github.com/dagger/dagger",
+        "title": "==dagger/dagger: Dagger is a portable devkit for CICD==",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "critical",
+        "why": "Dagger introduces a major paradigm shift in CI/CD by replacing brittle YAML with portable, code-driven pipelines executed natively on BuildKit.",
+        "category": "CI/CD & GitOps"
+      },
+      {
+        "url": "https://github.com/flux-iac/tofu-controller",
+        "title": "github.com/flux-iac/tofu-controller",
+        "date": "2026-06-08",
+        "stars": 5,
+        "impact": "high",
+        "why": "The Tofu Controller natively extends GitOps principles to OpenTofu, aligning infrastructure-as-code with the community's modern licensing shift.",
+        "category": "CI/CD & GitOps"
+      },
+      {
+        "url": "https://nubenetes.com/helm",
+        "title": "Helm",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "critical",
+        "why": "Helm remains the indispensable, industry-standard package manager for templating and packaging complex Kubernetes applications.",
+        "category": "CI/CD & GitOps"
+      },
+      {
+        "url": "https://github.com/tektoncd/pipeline",
+        "title": "github: Tekton Pipelines",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "high",
+        "why": "Tekton provides the standard Kubernetes-native, declarative pipeline execution engine for building highly customized CI/CD platforms.",
+        "category": "CI/CD & GitOps"
+      },
+      {
+        "url": "https://www.jenkins.io/projects/jcasc",
+        "title": "Jenkins Configuration as Code",
+        "date": "2025-06-01",
+        "stars": 5,
+        "impact": "high",
+        "why": "Jenkins Configuration as Code (JCasC) bridges legacy CI with GitOps practices by eliminating configuration drift via declarative YAML files.",
+        "category": "CI/CD & GitOps"
+      },
+      {
+        "url": "https://github.com/argoproj/argo-cd/pull/26601",
+        "title": "feat(ui): Add AppSet to Application Resource Tree in Argo CD",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "high",
+        "why": "Visualizing ApplicationSets in the Argo CD UI greatly simplifies the management and observability of complex, multi-tenant GitOps topologies.",
+        "category": "CI/CD & GitOps"
+      },
+      {
+        "url": "https://github.com/glasskube/glasskube",
+        "title": "github.com/glasskube/glasskube",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "high",
+        "why": "Glasskube represents a highly novel, next-generation approach to Kubernetes package management designed to simplify dependency management and updates.",
+        "category": "CI/CD & GitOps"
+      },
+      {
+        "url": "https://nubenetes.com/keptn",
+        "title": "Keptn",
+        "date": "2026-06-14",
+        "stars": 4,
+        "impact": "high",
+        "why": "Keptn modernizes cloud-native delivery by introducing automated, SLO-driven evaluation gates and lifecycle orchestration.",
+        "category": "CI/CD & GitOps"
+      }
+    ],
+    "Python, Java & Developer Ecosystem": [
+      {
+        "url": "https://github.com/metalbear-co/mirrord",
+        "title": "==metalbear-co/mirrord==",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "critical",
+        "why": "Plugs local developer processes directly into remote Kubernetes namespaces to streamline the cloud-native development loop without constant image rebuilds.",
+        "category": "Python, Java & Developer Ecosystem"
+      },
+      {
+        "url": "https://github.com/astral-sh/ruff",
+        "title": "==Ruff==",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "critical",
+        "why": "Dramatically accelerates Python CI/CD pipelines by replacing traditional formatters and linters with an ultra-fast, Rust-based unified engine.",
+        "category": "Python, Java & Developer Ecosystem"
+      },
+      {
+        "url": "https://github.com/PlaytikaOSS/testcontainers-spring-boot",
+        "title": "testcontainers-spring-boot 🌟",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "high",
+        "why": "Automates the lifecycle of real Docker dependencies during JUnit runs, drastically improving Java integration testing fidelity.",
+        "category": "Python, Java & Developer Ecosystem"
+      },
+      {
+        "url": "https://github.com/spring-projects/spring-boot#L73",
+        "title": "github.com/spring-projects: springboot enables these probes automatically when running in k8s",
+        "date": "2026-06-13",
+        "stars": 5,
+        "impact": "high",
+        "why": "Simplifies cloud-native deployments by automatically detecting Kubernetes environments to configure liveness and readiness probes out of the box.",
+        "category": "Python, Java & Developer Ecosystem"
+      },
+      {
+        "url": "https://github.com/pydantic/pydantic",
+        "title": "pydantic/pydantic",
+        "date": "2026-06-13",
+        "stars": 5,
+        "impact": "high",
+        "why": "Enforces strict data validation across Python microservices with a high-performance, Rust-compiled core that dominates modern backend APIs.",
+        "category": "Python, Java & Developer Ecosystem"
+      },
+      {
+        "url": "https://github.com/apache/maven-mvnd",
+        "title": "apache/maven-mvnd",
+        "date": "2026-06-12",
+        "stars": 5,
+        "impact": "high",
+        "why": "Utilizes a persistent background daemon to dramatically reduce Maven compilation overhead and accelerate local Java loops.",
+        "category": "Python, Java & Developer Ecosystem"
+      },
+      {
+        "url": "https://github.com/spring-cloud/spring-cloud-kubernetes",
+        "title": "github: Spring Cloud Kubernetes 🌟",
+        "date": "2026-06-12",
+        "stars": 5,
+        "impact": "high",
+        "why": "Provides seamless integration by mapping Kubernetes ConfigMaps, Secrets, and discovery mechanisms directly into Spring Cloud applications.",
+        "category": "Python, Java & Developer Ecosystem"
+      },
+      {
+        "url": "https://github.com/bloomberg/memray",
+        "title": "github.com/bloomberg/memray 🌟🌟",
+        "date": "2026-06-12",
+        "stars": 5,
+        "impact": "high",
+        "why": "Enables deep memory profiling for complex Python microservice architectures, critical for optimizing container resource limits in production.",
+        "category": "Python, Java & Developer Ecosystem"
+      },
+      {
+        "url": "https://cloud.spring.io/spring-cloud-vault/reference/html",
+        "title": "cloud.spring.io: Spring Cloud Vault 🌟",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "high",
+        "why": "Natively bridges the Spring application model with HashiCorp Vault to automate secure credential rotation within cloud environments.",
+        "category": "Python, Java & Developer Ecosystem"
+      },
+      {
+        "url": "https://quarkus.io",
+        "title": "quarkus.io",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "critical",
+        "why": "Redefines Java for serverless and Kubernetes by optimizing startup times and memory footprints via ahead-of-time compilation with GraalVM.",
+        "category": "Python, Java & Developer Ecosystem"
+      }
+    ],
+    "Linux & System Foundations": [
+      {
+        "url": "https://www.redhat.com/en/blog/world-domination-cgroups-part-8-down-and-dirty-cgroup-v2",
+        "title": "redhat.com: World domination with cgroups part 8: down and dirty with cgroup v2",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "critical",
+        "why": "cgroup v2 is the bedrock of modern container isolation, resource allocation, and memory pressure tracking in cloud-native platforms.",
+        "category": "Linux & System Foundations"
+      },
+      {
+        "url": "https://github.com/imthenachoman/How-To-Secure-A-Linux-Server",
+        "title": "How-To Secure A Linux Server",
+        "date": "2026-03-05",
+        "stars": 5,
+        "impact": "high",
+        "why": "Provides an exhaustive, production-ready blueprint for hardening enterprise Linux hosts against contemporary security threats.",
+        "category": "Linux & System Foundations"
+      },
+      {
+        "url": "https://lwn.net",
+        "title": "LWN.net",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "high",
+        "why": "Serves as the premier destination for deep architectural analysis of the Linux kernel, tracking core changes that shape container engines.",
+        "category": "Linux & System Foundations"
+      },
+      {
+        "url": "https://github.com/anordal/shellharden/blob/master/how_to_do_things_safely_in_bash.md",
+        "title": "github: Safe ways to do things in bash",
+        "date": "2026-01-05",
+        "stars": 5,
+        "impact": "high",
+        "why": "Establishes a rigorous, defensive style guide for writing reliable and safe automation scripts across infrastructure-as-code pipelines.",
+        "category": "Linux & System Foundations"
+      },
+      {
+        "url": "https://sysadminxpert.com/how-to-watch-real-time-tcp-and-udp-ports-on-linux",
+        "title": "sysadminxpert.com: How to watch real time TCP and UDP ports on Linux (netstat & ss) 🌟",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "high",
+        "why": "Demystifies modern socket monitoring using the 'ss' utility, which is crucial for routing and ingress troubleshooting in container networks.",
+        "category": "Linux & System Foundations"
+      },
+      {
+        "url": "https://github.com/gcla/termshark",
+        "title": "termshark",
+        "date": "2024-04-30",
+        "stars": 5,
+        "impact": "high",
+        "why": "Brings powerful, interactive Wireshark capabilities directly to headless environments and remote Kubernetes pods via a clean terminal interface.",
+        "category": "Linux & System Foundations"
+      },
+      {
+        "url": "https://abarrak.gitbook.io/linux-sysops-handbook",
+        "title": "abarrak.gitbook.io: Linux SysOps Handbook 🌟",
+        "date": "2026-06-01",
+        "stars": 4,
+        "impact": "medium",
+        "why": "Offers a high-density, hands-on reference manual for on-call engineers resolving real-world compute, network, and storage incidents.",
+        "category": "Linux & System Foundations"
+      },
+      {
+        "url": "https://nordicapis.com/understanding-the-hidden-powers-of-curl",
+        "title": "**curl command**: Understanding the Hidden Powers of curl",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "medium",
+        "why": "Unlocks advanced HTTP client capabilities essential for diagnosing low-level TCP sessions, routing, and APIs in distributed microservices.",
+        "category": "Linux & System Foundations"
+      },
+      {
+        "url": "https://www.tecmint.com/control-systemd-services-on-remote-linux-server",
+        "title": "tecmint.com: How to Control Systemd Services on Remote Linux Server",
+        "date": "2026-06-01",
+        "stars": 4,
+        "impact": "medium",
+        "why": "Demonstrates secure, agentless remote management of systemd services over SSH, streamlining bare-metal and VM orchestration.",
+        "category": "Linux & System Foundations"
+      },
+      {
+        "url": "https://www.igoroseledko.com/parallel-rsync",
+        "title": "igoroseledko.com: Parallel Rsync",
+        "date": "2026-06-01",
+        "stars": 4,
+        "impact": "medium",
+        "why": "Solves a critical throughput bottleneck by parallelizing standard rsync processes for high-performance, petabyte-scale data migration.",
+        "category": "Linux & System Foundations"
+      }
+    ],
+    "AI & Agents": [
+      {
+        "url": "https://antigravity.google",
+        "title": "antigravity.google: Google Antigravity Agentic Platform",
+        "date": "2026-06-18",
+        "stars": 5,
+        "impact": "critical",
+        "why": "Bridges local agent development with secure production deployment on Google Kubernetes Engine (GKE).",
+        "category": "AI & Agents"
+      },
+      {
+        "url": "https://github.com/vllm-project/vllm",
+        "title": "vLLM on Kubernetes",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "critical",
+        "why": "Standardizes memory-efficient, highly scalable, and production-ready LLM serving on Kubernetes clusters.",
+        "category": "AI & Agents"
+      },
+      {
+        "url": "https://blog.cloudflare.com/claude-managed-agents",
+        "title": "Announcing Claude Managed Agents on Cloudflare",
+        "date": "2026-06-02",
+        "stars": 4,
+        "impact": "critical",
+        "why": "Provides a secure, sandboxed serverless execution environment at the edge for autonomous AI agent workflows.",
+        "category": "AI & Agents"
+      },
+      {
+        "url": "https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview",
+        "title": "docs.anthropic.com: Claude Code CLI",
+        "date": "2026-06-18",
+        "stars": 5,
+        "impact": "high",
+        "why": "Establishes a major shift in developer productivity by enabling autonomous agentic software engineering directly from the command line.",
+        "category": "AI & Agents"
+      },
+      {
+        "url": "https://github.com/modelcontextprotocol/servers",
+        "title": "GitHub MCP Server",
+        "date": "2026-06-07",
+        "stars": 5,
+        "impact": "high",
+        "why": "Standardizes tool-to-agent communication by establishing Model Context Protocol (MCP) development patterns.",
+        "category": "AI & Agents"
+      },
+      {
+        "url": "https://github.com/mudler/LocalAI",
+        "title": "LocalAI",
+        "date": "2026-06-13",
+        "stars": 4,
+        "impact": "high",
+        "why": "Enables secure, self-hosted, and cloud-native execution of LLMs as an OpenAI-compatible API gateway.",
+        "category": "AI & Agents"
+      },
+      {
+        "url": "https://github.com/openops-cloud/openops",
+        "title": "OpenOps: No-Code FinOps Automation Platform with AI",
+        "date": "2026-06-14",
+        "stars": 4,
+        "impact": "high",
+        "why": "Combines AI agents with cloud-native infrastructure by automating Kubernetes cost optimization and resource sizing.",
+        "category": "AI & Agents"
+      },
+      {
+        "url": "https://github.com/punkpeye/awesome-mcp-servers",
+        "title": "Awesome MCP Servers",
+        "date": "2026-06-11",
+        "stars": 5,
+        "impact": "high",
+        "why": "Curates the rapidly growing ecosystem of Model Context Protocol (MCP) servers connecting LLMs to databases and cloud APIs.",
+        "category": "AI & Agents"
+      },
+      {
+        "url": "https://cast.ai",
+        "title": "CAST AI",
+        "date": "2025-06-01",
+        "stars": 5,
+        "impact": "high",
+        "why": "Delivers immediate enterprise cost-efficiency using real-time, automated AI scaling algorithms for EKS, AKS, and GKE.",
+        "category": "AI & Agents"
+      },
+      {
+        "url": "https://github.com/google/agents-cli",
+        "title": "Google Agents CLI",
+        "date": "2026-06-10",
+        "stars": 4,
+        "impact": "high",
+        "why": "Provides an official Google CLI tool leveraging MCP to design and deploy structured agentic workflows.",
+        "category": "AI & Agents"
+      }
+    ],
+    "Certification & Training": [
+      {
+        "url": "https://training.linuxfoundation.org/resources",
+        "title": "The Linux Foundation Training",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "critical",
+        "why": "It is the official training and certification body for CNCF, directing the core curricula and exams for the industry-standard CKA, CKAD, and CKS benchmarks.",
+        "category": "Certification & Training"
+      },
+      {
+        "url": "https://kubernetes.io/docs/reference/kubectl/quick-reference",
+        "title": "kubernetes.io 🌟",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "critical",
+        "why": "This is the definitive reference for kubectl syntax, serving as the most vital allowed resource during hands-on Kubernetes certification exams.",
+        "category": "Certification & Training"
+      },
+      {
+        "url": "https://cheatsheetseries.owasp.org/index.html",
+        "title": "cheatsheetseries.owasp.org: OWASP Cheat Sheet Series 🌟🌟",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "critical",
+        "why": "An indispensable security reference that provides critical vulnerability mitigation strategies essential for DevSecOps practices and CKS exam preparation.",
+        "category": "Certification & Training"
+      },
+      {
+        "url": "https://kube.academy",
+        "title": "kube.academy",
+        "date": "2026-06-01",
+        "stars": 4,
+        "impact": "high",
+        "why": "A premier training platform sponsored by VMware Tanzu that offers structured, modular tracks on advanced Kubernetes administration and multi-tenancy.",
+        "category": "Certification & Training"
+      },
+      {
+        "url": "https://www.whizlabs.com",
+        "title": "Whizlabs",
+        "date": "2026-06-01",
+        "stars": 4,
+        "impact": "high",
+        "why": "A leading professional training resource providing high-fidelity practice exams and sandboxes specifically tailored for CKA, CKAD, and CKS certification success.",
+        "category": "Certification & Training"
+      },
+      {
+        "url": "https://github.com/AdminTurnedDevOps/DevOps-The-Hard-Way-AWS",
+        "title": "==AdminTurnedDevOps/DevOps-The-Hard-Way-AWS==",
+        "date": "2025-04-27",
+        "stars": 5,
+        "impact": "high",
+        "why": "An exceptional hands-on curriculum that guides engineers through real-world AWS cloud infrastructure, networking, and CI/CD pipelines.",
+        "category": "Certification & Training"
+      },
+      {
+        "url": "https://github.com/techiescamp/devops-projects",
+        "title": "==techiescamp/devops-projects==:Real-World DevOps Projects For Learning",
+        "date": "2026-06-18",
+        "stars": 5,
+        "impact": "high",
+        "why": "Provides complete end-to-end infrastructure blueprints and multi-tier deployment scenarios perfect for mastering real-world DevOps practices.",
+        "category": "Certification & Training"
+      },
+      {
+        "url": "https://github.com/stefanprodan/podinfo",
+        "title": "==stefanprodan/podinfo==",
+        "date": "2026-06-08",
+        "stars": 4,
+        "impact": "high",
+        "why": "The industry-standard reference microservice for demonstrating Kubernetes deployment best practices, progressive delivery, and cloud-native observability.",
+        "category": "Certification & Training"
+      },
+      {
+        "url": "https://github.com/wsargent/docker-cheat-sheet",
+        "title": "github.com: Docker cheat Sheet",
+        "date": "2024-12-31",
+        "stars": 5,
+        "impact": "high",
+        "why": "A highly comprehensive community reference compiling container runtimes, networking setups, and storage volumes necessary for foundational cloud training.",
+        "category": "Certification & Training"
+      },
+      {
+        "url": "https://github.com/redhat-developer-demos/knative-tutorial",
+        "title": "knative-tutorial",
+        "date": "2026-01-15",
+        "stars": 5,
+        "impact": "medium",
+        "why": "Delivers highly practical, step-by-step training for deploying serverless workloads, event-driven patterns, and scale-to-zero configurations on Kubernetes.",
+        "category": "Certification & Training"
+      }
+    ],
+    "Infrastructure as Code": [
+      {
+        "url": "https://www.infoq.com/news/2026/05/opentofu-release-terraform",
+        "title": "OpenTofu 1.12: the Feature Terraform Never Shipped",
+        "date": "2026-06-02",
+        "stars": 4,
+        "impact": "critical",
+        "why": "Introduces game-changing dynamic configuration capabilities to OpenTofu, successfully bypassing a long-standing structural limitation of upstream Terraform.",
+        "category": "Infrastructure as Code"
+      },
+      {
+        "url": "https://www.pulumi.com/releases/agentic-infrastructure-era",
+        "title": "The Agentic Infrastructure Era | Pulumi Releases",
+        "date": "2026-06-02",
+        "stars": 4,
+        "impact": "critical",
+        "why": "Signals a massive industry paradigm shift towards autonomous, AI-driven, and self-healing cloud native infrastructure provisioning.",
+        "category": "Infrastructure as Code"
+      },
+      {
+        "url": "https://www.hashicorp.com/en/blog/new-in-terraform-115-dynamic-sources-variable-deprecation-and-more",
+        "title": "New in Terraform 1.15: Dynamic sources, variable deprecation, and more",
+        "date": "2026-06-02",
+        "stars": 4,
+        "impact": "critical",
+        "why": "Introduces native dynamic module sources to HashiCorp's flagship tool, resolving complex configuration hurdles for enterprise platform engineering teams.",
+        "category": "Infrastructure as Code"
+      },
+      {
+        "url": "https://github.com/terraform-aws-modules/terraform-aws-eks",
+        "title": "github.com/terraform-aws-modules/terraform-aws-eks: AWS EKS Terraform module",
+        "date": "2026-05-29",
+        "stars": 5,
+        "impact": "critical",
+        "why": "Acts as the industry-standard, production-grade template for orchestrating Amazon EKS clusters and associated cloud-native networking components.",
+        "category": "Infrastructure as Code"
+      },
+      {
+        "url": "https://github.com/ansible/awx-operator",
+        "title": "AWX Operator",
+        "date": "2026-06-10",
+        "stars": 4,
+        "impact": "high",
+        "why": "Bridges traditional Ansible configuration management with cloud-native architectures by leveraging a native Kubernetes Operator.",
+        "category": "Infrastructure as Code"
+      },
+      {
+        "url": "https://github.com/hashicorp/terraform-cdk",
+        "title": "terraform-cdk 🌟",
+        "date": "2025-12-10",
+        "stars": 5,
+        "impact": "high",
+        "why": "Enables developers to programmatically define declarative infrastructure assets using familiar general-purpose programming languages.",
+        "category": "Infrastructure as Code"
+      },
+      {
+        "url": "https://terragrunt.com",
+        "title": "terragrunt.gruntwork.io",
+        "date": "2025-06-01",
+        "stars": 5,
+        "impact": "high",
+        "why": "Serves as the enterprise standard for orchestrating clean, non-redundant, and multi-workspace Terraform executions.",
+        "category": "Infrastructure as Code"
+      },
+      {
+        "url": "https://github.com/infracost/infracost",
+        "title": "Infracost 🌟",
+        "date": "2026-06-03",
+        "stars": 5,
+        "impact": "high",
+        "why": "Enables proactive cost optimization by feeding real-time cloud resource pricing projections directly into development GitOps pipelines.",
+        "category": "Infrastructure as Code"
+      },
+      {
+        "url": "https://github.com/kbst/terraform-kubestack",
+        "title": "Kubestack Gitops Framework",
+        "date": "2026-03-05",
+        "stars": 5,
+        "impact": "high",
+        "why": "Provides a dedicated GitOps framework that seamlessly unifies Terraform-driven infrastructure provisioning with Kubernetes application deployment.",
+        "category": "Infrastructure as Code"
+      },
+      {
+        "url": "https://github.com/infiniumtek/terraform-review-agent",
+        "title": "terraform-review-agent",
+        "date": "2026-05-21",
+        "stars": 4,
+        "impact": "medium",
+        "why": "Demonstrates technical novelty by applying agentic generative AI models to perform cognitive reviews on static infrastructure code.",
+        "category": "Infrastructure as Code"
+      }
+    ],
+    "DevOps & Culture": [
+      {
+        "url": "https://github.com/backstage/backstage",
+        "title": "github.com/backstage/backstage",
+        "date": "2026-06-13",
+        "stars": 5,
+        "impact": "critical",
+        "why": "As the industry-standard framework for Internal Developer Portals, Backstage defines how modern enterprise platform engineering teams consolidate software catalogs and reduce cognitive load.",
+        "category": "DevOps & Culture"
+      },
+      {
+        "url": "https://github.com/devtron-labs/devtron",
+        "title": "Devtron",
+        "date": "2026-06-10",
+        "stars": 5,
+        "impact": "high",
+        "why": "Devtron lowers the complexity of Kubernetes-native software delivery by unifying GitOps, continuous integration, and security gates into a single AppOps interface.",
+        "category": "DevOps & Culture"
+      },
+      {
+        "url": "https://github.com/microsoft/azure-devops-mcp",
+        "title": "Azure DevOps MCP Server",
+        "date": "2026-06-12",
+        "stars": 5,
+        "impact": "high",
+        "why": "This official MCP server enables the seamless integration of agentic AI workflows directly into corporate Azure DevOps pipelines and task tracking systems.",
+        "category": "DevOps & Culture"
+      },
+      {
+        "url": "https://nubenetes.com/iac",
+        "title": "IaC Infrastructure as Code",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "high",
+        "why": "It serves as an essential reference for teams scaling multi-cloud infrastructure state using modern continuous delivery and reconciliation loops.",
+        "category": "DevOps & Culture"
+      },
+      {
+        "url": "https://www.atlassian.com/blog/company-news/cursor-in-jira",
+        "title": "Introducing Cursor in Jira - Inside Atlassian",
+        "date": "2026-06-02",
+        "stars": 4,
+        "impact": "high",
+        "why": "By allowing direct assignment of Jira tickets to AI code agents, this integration significantly reduces context switching and accelerates DevOps velocity.",
+        "category": "DevOps & Culture"
+      },
+      {
+        "url": "https://github.com/mxschmitt/action-tmate",
+        "title": "action-tmate: Debug GitHub Actions via SSH",
+        "date": "2026-05-29",
+        "stars": 4,
+        "impact": "high",
+        "why": "This utility solves a major operational headache by allowing developers to instantly open secure, interactive SSH debugging sessions inside failing GitHub Actions runs.",
+        "category": "DevOps & Culture"
+      },
+      {
+        "url": "https://asdf-vm.com",
+        "title": "ASDF 🌟",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "high",
+        "why": "ASDF eliminates environment drift across engineering teams by consolidating runtime versioning for multiple languages under a single configuration file.",
+        "category": "DevOps & Culture"
+      },
+      {
+        "url": "https://github.com/KusionStack/kusion",
+        "title": "github.com/KusionStack/kusion",
+        "date": "2026-01-04",
+        "stars": 3,
+        "impact": "high",
+        "why": "Kusion introduces an intent-driven declarative approach to configuration management that simplifies cloud-native delivery across heterogeneous environments.",
+        "category": "DevOps & Culture"
+      },
+      {
+        "url": "https://blog.postman.com/what-is-platformops",
+        "title": "blog.postman.com: What Is PlatformOps?",
+        "date": "2026-06-14",
+        "stars": 4,
+        "impact": "medium",
+        "why": "It outlines the critical cultural and organizational shift from manual DevOps pipelines to treating internal platforms as self-service products.",
+        "category": "DevOps & Culture"
+      },
+      {
+        "url": "https://nubenetes.com/noops",
+        "title": "NoOps",
+        "date": "2026-06-14",
+        "stars": 4,
+        "impact": "medium",
+        "why": "Outlines the architectural trajectory towards NoOps, helping organisations transition operational responsibilities to fully managed, self-healing platforms.",
+        "category": "DevOps & Culture"
+      }
+    ],
+    "MLOps & Data Science": [
+      {
+        "url": "https://docs.ray.io/en/latest",
+        "title": "Ray",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "critical",
+        "why": "Ray is the industry-standard distributed compute framework powering modern large-scale AI training and serving workloads with deep Kubernetes integration.",
+        "category": "MLOps & Data Science"
+      },
+      {
+        "url": "https://openai.com/research/scaling-kubernetes-to-7500-nodes",
+        "title": "openai.com: Scaling Kubernetes to 7,500 nodes 🌟",
+        "date": "2026-05-17",
+        "stars": 0,
+        "impact": "critical",
+        "why": "This landmark case study from OpenAI provides essential architectural insights into scaling Kubernetes to unprecedented limits for massive AI workloads.",
+        "category": "MLOps & Data Science"
+      },
+      {
+        "url": "https://github.com/Netflix/metaflow",
+        "title": "==github.com/Netflix/metaflow== 🌟",
+        "date": "2026-06-13",
+        "stars": 5,
+        "impact": "high",
+        "why": "Netflix's enterprise-grade framework dramatically simplifies the orchestration of production data science pipelines on cloud-native infrastructure.",
+        "category": "MLOps & Data Science"
+      },
+      {
+        "url": "https://github.com/meta-llama/llama-cookbook",
+        "title": "github.com/meta-llama/llama-recipes",
+        "date": "2026-05-19",
+        "stars": 5,
+        "impact": "high",
+        "why": "Meta's standard recipes for PEFT and quantization directly shape modern enterprise LLM deployment and optimization pipelines.",
+        "category": "MLOps & Data Science"
+      },
+      {
+        "url": "https://github.com/argilla-io/argilla",
+        "title": "rubrix",
+        "date": "2026-06-08",
+        "stars": 5,
+        "impact": "high",
+        "why": "Argilla addresses the critical enterprise need for human-in-the-loop data curation and LLM fine-tuning alignment in production workflows.",
+        "category": "MLOps & Data Science"
+      },
+      {
+        "url": "https://medium.com/@bchenjh/full-fine-tuning-of-llama2-on-kubernetes-a983e1eb2259",
+        "title": "medium.com/@bchenjh: Distributed full fine-tuning of Llama2 on Kubernetes",
+        "date": "2026-05-17",
+        "stars": 0,
+        "impact": "high",
+        "why": "It provides a practical architectural blueprint for executing resource-intensive, distributed LLM training tasks on cloud-native Kubernetes clusters.",
+        "category": "MLOps & Data Science"
+      },
+      {
+        "url": "https://medium.com/workday-engineering/implementing-a-fully-automated-sharding-strategy-on-kubernetes-for-multi-tenanted-machine-learning-4371c48122ae",
+        "title": "medium.com/workday-engineering: Implementing a Fully Automated Sharding' Strategy on Kubernetes for Multi-tenanted Machine Learning Applications",
+        "date": "2026-05-17",
+        "stars": 0,
+        "impact": "high",
+        "why": "This engineering guide details highly advanced, automated sharding strategies necessary for scaling multi-tenant ML platforms on Kubernetes.",
+        "category": "MLOps & Data Science"
+      },
+      {
+        "url": "https://github.com/tensorchord/envd",
+        "title": "tensorchord/envd: Reproducible development environment for AI/ML 🌟",
+        "date": "2026-05-21",
+        "stars": 3,
+        "impact": "high",
+        "why": "Envd solves the ML dev-to-production parity gap by translating Python declarations directly into isolated, reproducible container definitions.",
+        "category": "MLOps & Data Science"
+      },
+      {
+        "url": "https://github.com/mikeroyal/Kubernetes-Guide/blob/main/README.md",
+        "title": "==mikeroyal/Kubernetes-Guide: Machine Learning== 🌟",
+        "date": "2026-06-18",
+        "stars": 4,
+        "impact": "medium",
+        "why": "A highly comprehensive architectural reference mapping mainstream machine learning tools and setups directly to Kubernetes environments.",
+        "category": "MLOps & Data Science"
+      },
+      {
+        "url": "https://github.com/XuehaiPan/nvitop",
+        "title": "==github.com/XuehaiPan/nvitop== 🌟",
+        "date": "2026-05-25",
+        "stars": 4,
+        "impact": "medium",
+        "why": "An essential terminal utility that enhances developer visibility and real-time monitoring of GPU resources during heavy model training cycles.",
+        "category": "MLOps & Data Science"
+      }
+    ],
+    "OpenShift / Red Hat": [
+      {
+        "url": "https://github.com/openshift/hypershift",
+        "title": "github.com/openshift/hypershift: HyperShift",
+        "date": "2026-06-12",
+        "stars": 5,
+        "impact": "critical",
+        "why": "Decouples the OpenShift control plane to run as lightweight, cost-effective containerized workloads, radically accelerating cluster provisioning times.",
+        "category": "OpenShift / Red Hat"
+      },
+      {
+        "url": "https://github.com/operator-framework/operator-lifecycle-manager",
+        "title": "Red Hat OLM",
+        "date": "2026-06-11",
+        "stars": 5,
+        "impact": "critical",
+        "why": "Acts as the backbone of OpenShift's operator-driven architecture, automating cluster extension, dependency validation, and lifecycle updates.",
+        "category": "OpenShift / Red Hat"
+      },
+      {
+        "url": "https://www.redhat.com/en/technologies/cloud-computing/openshift/aws",
+        "title": "Amazon Red Hat OpenShift",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "critical",
+        "why": "Provides a fully-managed, co-supported OpenShift service on AWS that dramatically simplifies enterprise migrations and platform operations.",
+        "category": "OpenShift / Red Hat"
+      },
+      {
+        "url": "https://www.redhat.com/en/technologies/cloud-computing/openshift/azure",
+        "title": "ARO",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "critical",
+        "why": "Offers a tightly integrated, jointly operated managed OpenShift platform on Azure, enabling seamless networking and billing integration.",
+        "category": "OpenShift / Red Hat"
+      },
+      {
+        "url": "https://github.com/openshift/installer",
+        "title": "github.com/openshift/installer openshift installer 🌟",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "high",
+        "why": "Serves as the foundational automation engine for provisioning repeatable, production-ready OpenShift clusters across diverse hybrid cloud infrastructures.",
+        "category": "OpenShift / Red Hat"
+      },
+      {
+        "url": "https://github.com/redhat-cop/gitops-catalog",
+        "title": "==github.com/redhat-cop/gitops-catalog==",
+        "date": "2026-06-08",
+        "stars": 5,
+        "impact": "high",
+        "why": "Provides validated, community-vetted Argo CD blueprints and patterns to fast-track enterprise declarative platform engineering.",
+        "category": "OpenShift / Red Hat"
+      },
+      {
+        "url": "https://github.com/openshift/machine-api-operator/tree/main",
+        "title": "Machine API",
+        "date": "2026-06-09",
+        "stars": 5,
+        "impact": "high",
+        "why": "Implements declarative, Kubernetes-native management of cluster nodes and autoscaling behavior via a Cluster-API-based operator.",
+        "category": "OpenShift / Red Hat"
+      },
+      {
+        "url": "https://github.com/openshift/origin",
+        "title": "github.com/openshift/origin 🌟",
+        "date": "2026-06-12",
+        "stars": 5,
+        "impact": "high",
+        "why": "Acts as the essential upstream community distribution (OKD) for testing and adopting cutting-edge OpenShift platform features.",
+        "category": "OpenShift / Red Hat"
+      },
+      {
+        "url": "https://developers.redhat.com/articles/2025/06/25/how-kruize-optimizes-openshift-workloads",
+        "title": "How Kruize Optimizes OpenShift Workloads",
+        "date": "2025-06-01",
+        "stars": 4,
+        "impact": "high",
+        "why": "Autonomously right-sizes enterprise container resources using telemetry analysis to improve density and lower cloud infrastructure costs.",
+        "category": "OpenShift / Red Hat"
+      },
+      {
+        "url": "https://github.com/redhat-developer/odo",
+        "title": "ODO: OpenShift Command line for Developers 🌟",
+        "date": "2026-03-30",
+        "stars": 5,
+        "impact": "high",
+        "why": "Minimizes developer friction by abstracting complex Kubernetes manifest creation into a fast, iterative developer-centric CLI tool.",
+        "category": "OpenShift / Red Hat"
+      }
+    ],
+    "GCP, OCI & Others": [
+      {
+        "url": "https://github.com/GoogleCloudPlatform/k8s-config-connector",
+        "title": "github.com/GoogleCloudPlatform/k8s-config-connector: GCP Config Connector",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "critical",
+        "why": "It enables declarative, GitOps-driven management of Google Cloud resources natively through standard Kubernetes Custom Resource Definitions (CRDs).",
+        "category": "GCP, OCI & Others"
+      },
+      {
+        "url": "https://github.com/GoogleCloudPlatform/buildpacks",
+        "title": "Google Cloud Buildpacks",
+        "date": "2026-06-13",
+        "stars": 5,
+        "impact": "high",
+        "why": "This implementation of Cloud Native Buildpacks simplifies GKE deployment pipelines by transforming source code into secure, production-ready OCI container images without Dockerfiles.",
+        "category": "GCP, OCI & Others"
+      },
+      {
+        "url": "https://github.com/oracle",
+        "title": "github.com/oracle",
+        "date": "2026-05-17",
+        "stars": 5,
+        "impact": "high",
+        "why": "This repository hosts the foundational OCI Cloud Controller Manager and CSI storage plugins required to operate enterprise Kubernetes clusters on Oracle Cloud Infrastructure.",
+        "category": "GCP, OCI & Others"
+      },
+      {
+        "url": "https://engineering.mercari.com/en/blog/entry/20211222-kubernetes-based-spanner-autoscaler",
+        "title": "engineering.mercari.com: Kubernetes based autoscaler for Cloud Spanner",
+        "date": "2026-06-18",
+        "stars": 0,
+        "impact": "high",
+        "why": "It shares a highly novel, real-world engineering paradigm for dynamically scaling cloud-native database infrastructure directly from Kubernetes workloads.",
+        "category": "GCP, OCI & Others"
+      },
+      {
+        "url": "https://www.redhat.com/en/solutions/edge-computing-approach",
+        "title": "Red Hat's approach to Edge Computing 🌟",
+        "date": "2026-06-14",
+        "stars": 0,
+        "impact": "high",
+        "why": "It defines how lightweight OpenShift configurations and MicroShift bring standard cloud-native container orchestration to resource-constrained edge environments.",
+        "category": "GCP, OCI & Others"
+      },
+      {
+        "url": "https://docs.cloud.google.com/architecture",
+        "title": "A hybrid cloud-native DevSecOps pipeline with JFrog Artifactory and GKE on-prem 🌟",
+        "date": "2026-06-14",
+        "stars": 0,
+        "impact": "medium",
+        "why": "This blueprint provides a production-ready architectural template for securing hybrid cloud deployments using GKE on-prem (Anthos) and JFrog Artifactory.",
+        "category": "GCP, OCI & Others"
+      },
+      {
+        "url": "https://cloud.google.com/blog/products/identity-security/how-to-authenticate-service-accounts-to-help-keep-applications-secure",
+        "title": "cloud.google.com: Choose the best way to use and authenticate service accounts on Google Cloud",
+        "date": "2026-06-01",
+        "stars": 0,
+        "impact": "high",
+        "why": "It outlines Workload Identity patterns on GKE, establishing the modern security standard for keyless, least-privilege Kubernetes service account authentication.",
+        "category": "GCP, OCI & Others"
+      },
+      {
+        "url": "https://cloud.google.com/blog/products/networking/private-service-connect-is-now-generally-available",
+        "title": "cloud.google.com: Consume services faster, privately and securely - Private Service Connect now in GA",
+        "date": "2026-06-01",
+        "stars": 0,
+        "impact": "high",
+        "why": "The general availability of Private Service Connect drastically simplifies secure, private multi-tenant service networking across distinct GCP projects and VPCs.",
+        "category": "GCP, OCI & Others"
+      },
+      {
+        "url": "https://cloud.google.com/build",
+        "title": "Google Cloud Build",
+        "date": "2026-06-01",
+        "stars": 0,
+        "impact": "medium",
+        "why": "As a managed serverless CI/CD tool, it serves as a critical pipeline component for automated container compilation and deployment to GKE.",
+        "category": "GCP, OCI & Others"
+      },
+      {
+        "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/linux/openshift-container-platform-4x",
+        "title": "OpenShift in Azure",
+        "date": "2026-06-01",
+        "stars": 0,
+        "impact": "high",
+        "why": "Azure Red Hat OpenShift represents a major co-engineered enterprise cloud-native platform that bridges Red Hat's ecosystem with Azure's cloud infrastructure.",
+        "category": "GCP, OCI & Others"
+      }
+    ],
+    "Containers & Runtime": [
+      {
+        "url": "https://github.com/containerd/containerd",
+        "title": "containerd - An open and reliable container runtime",
+        "date": "2026-06-13",
+        "stars": 5,
+        "impact": "critical",
+        "why": "It is the de facto industry-standard container runtime for modern Kubernetes clusters following the deprecation of Docker's native runtime.",
+        "category": "Containers & Runtime"
+      },
+      {
+        "url": "https://podman.io",
+        "title": "podman",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "critical",
+        "why": "It delivers a highly secure, daemonless, and rootless container engine framework that serves as a direct drop-in replacement for Docker.",
+        "category": "Containers & Runtime"
+      },
+      {
+        "url": "https://docs.docker.com/build",
+        "title": "buildkit",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "critical",
+        "why": "As Docker's next-generation build engine, it radically accelerates container image creation through concurrent stage execution and efficient caching.",
+        "category": "Containers & Runtime"
+      },
+      {
+        "url": "https://github.com/cert-manager/cert-manager",
+        "title": "==cert-manager/cert-manager==",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "critical",
+        "why": "It is the industry-standard tool for automating TLS/SSL certificate lifecycles to secure traffic between Kubernetes microservice runtimes.",
+        "category": "Containers & Runtime"
+      },
+      {
+        "url": "https://dapr.io",
+        "title": "Dapr",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "critical",
+        "why": "It provides a highly modular distributed application runtime with developer-focused APIs using a sidecar architecture for cloud-native microservices.",
+        "category": "Containers & Runtime"
+      },
+      {
+        "url": "https://knative.dev",
+        "title": "knative.dev",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "high",
+        "why": "It represents the premier Kubernetes-native framework for deploying and auto-scaling serverless, event-driven workloads.",
+        "category": "Containers & Runtime"
+      },
+      {
+        "url": "https://buildah.io",
+        "title": "buildah",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "high",
+        "why": "It enables secure, daemonless, and rootless OCI-compliant container image construction, significantly reducing attack surfaces in CI/CD pipelines.",
+        "category": "Containers & Runtime"
+      },
+      {
+        "url": "https://github.com/docker/build-push-action",
+        "title": "**GitHub build-push-action**",
+        "date": "2026-06-12",
+        "stars": 5,
+        "impact": "high",
+        "why": "It is the ubiquitous, industry-standard GitHub Action for building, caching, and pushing container images to OCI-compliant registries.",
+        "category": "Containers & Runtime"
+      },
+      {
+        "url": "https://github.com/containers/crun",
+        "title": "crun",
+        "date": "2026-05-30",
+        "stars": 5,
+        "impact": "high",
+        "why": "This high-performance, C-based OCI runtime offers an ultra-fast, low-memory alternative to runc with native support for advanced Linux features.",
+        "category": "Containers & Runtime"
+      },
+      {
+        "url": "https://github.com/wagoodman/dive",
+        "title": "dive 🌟",
+        "date": "2025-12-15",
+        "stars": 5,
+        "impact": "medium",
+        "why": "An indispensable utility for inspecting and optimizing container image sizes and layer efficiency to minimize production storage and transfer overhead.",
+        "category": "Containers & Runtime"
+      }
+    ],
+    "Networking & Service Mesh": [
+      {
+        "url": "https://github.com/istio/istio",
+        "title": "github.com: Istio",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "critical",
+        "why": "The premier enterprise service mesh, setting the standard for cloud-native traffic management, security, and observability.",
+        "category": "Networking & Service Mesh"
+      },
+      {
+        "url": "https://github.com/kubernetes-sigs/gateway-api",
+        "title": "Kubernetes Gateway API",
+        "date": "2026-06-12",
+        "stars": 4,
+        "impact": "critical",
+        "why": "The definitive next-generation Kubernetes routing standard, replacing the limited legacy Ingress resource.",
+        "category": "Networking & Service Mesh"
+      },
+      {
+        "url": "https://linkerd.io",
+        "title": "Linkerd",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "critical",
+        "why": "A CNCF-graduated, ultra-lightweight, and secure service mesh built in Rust that prioritizes operational simplicity.",
+        "category": "Networking & Service Mesh"
+      },
+      {
+        "url": "https://github.com/containernetworking",
+        "title": "github.com/containernetworking 🌟",
+        "date": "2026-05-17",
+        "stars": 5,
+        "impact": "critical",
+        "why": "The foundational project defining the CNI specification and core plugins that power all modern container networking.",
+        "category": "Networking & Service Mesh"
+      },
+      {
+        "url": "https://github.com/envoyproxy/gateway",
+        "title": "Envoy Gateway",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "high",
+        "why": "Simplifies edge proxy deployment by unifying ingress configurations using the new Kubernetes Gateway API.",
+        "category": "Networking & Service Mesh"
+      },
+      {
+        "url": "https://www.hashicorp.com/blog/consul-20-improves-flexibility-control-and-scalability",
+        "title": "Consul 2.0 improves flexibility, control, and scalability",
+        "date": "2026-06-02",
+        "stars": 4,
+        "impact": "high",
+        "why": "A major architectural update to HashiCorp's service networking platform, introducing crucial multi-port and multi-cloud scaling enhancements.",
+        "category": "Networking & Service Mesh"
+      },
+      {
+        "url": "https://github.com/kubernetes/enhancements",
+        "title": "NodeLocal DNSCache",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "high",
+        "why": "A critical DNS optimization that runs caching agents on each cluster node to prevent coreDNS lookup bottlenecks.",
+        "category": "Networking & Service Mesh"
+      },
+      {
+        "url": "https://github.com/AbsaOSS/k8gb",
+        "title": "K8GB - Kubernetes Global Balancer",
+        "date": "2026-02-20",
+        "stars": 4,
+        "impact": "high",
+        "why": "An innovative, Kubernetes-native Global Server Load Balancing solution that coordinates traffic across multiple clusters via CoreDNS.",
+        "category": "Networking & Service Mesh"
+      },
+      {
+        "url": "https://github.com/netbox-community/netbox",
+        "title": "NetBox IPAM 🌟",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "high",
+        "why": "The leading open-source IP Address Management platform that serves as the network source of truth for modern infrastructure.",
+        "category": "Networking & Service Mesh"
+      },
+      {
+        "url": "https://github.com/kiali/kiali",
+        "title": "github.com: kiali",
+        "date": "2026-06-12",
+        "stars": 5,
+        "impact": "high",
+        "why": "The definitive observability console for visualizing service mesh topologies, validating configurations, and debugging traffic flow.",
+        "category": "Networking & Service Mesh"
+      }
+    ],
+    "AWS": [
+      {
+        "url": "https://aws.amazon.com/blogs/aws/get-started-with-openai-gpt-5-5-gpt-5-4-models-and-codex-on-amazon-bedrock",
+        "title": "Get started with OpenAI GPT-5.5, GPT-5.4 models, and Codex on Amazon Bedrock",
+        "date": "2026-06-02",
+        "stars": 4,
+        "impact": "critical",
+        "why": "The general availability of OpenAI's frontier models on Amazon Bedrock ends Microsoft's hosting exclusivity, bringing major enterprise LLM choices directly into AWS.",
+        "category": "AWS"
+      },
+      {
+        "url": "https://github.com/localstack/localstack",
+        "title": "github.com/localstack/localstack",
+        "date": "2026-03-23",
+        "stars": 5,
+        "impact": "critical",
+        "why": "LocalStack is the industry-standard local AWS emulator, fundamentally shifting how developers write, test, and mock cloud-native services offline.",
+        "category": "AWS"
+      },
+      {
+        "url": "https://github.com/aws/containers-roadmap",
+        "title": "aws/containers-roadmap: AWS Containers Roadmap",
+        "date": "2025-03-25",
+        "stars": 5,
+        "impact": "high",
+        "why": "The public container roadmap directly bridges developer needs with core AWS engineering for ECS, EKS, and ECR, driving transparency in the cloud-native ecosystem.",
+        "category": "AWS"
+      },
+      {
+        "url": "https://github.com/tenable/access-undenied-aws",
+        "title": "ermetic/access-undenied-aws 🌟",
+        "date": "2026-04-13",
+        "stars": 5,
+        "impact": "high",
+        "why": "This highly useful tool simplifies AWS security debugging by parsing CloudTrail and IAM policies to pinpoint the exact SCP or policy boundary causing an Access Denied error.",
+        "category": "AWS"
+      },
+      {
+        "url": "https://aws.amazon.com/blogs/aws/introducing-the-next-generation-of-amazon-opensearch-serverless-for-building-your-agentic-ai-applications",
+        "title": "Introducing the next generation of Amazon OpenSearch Serverless for building your agentic AI applications",
+        "date": "2026-06-02",
+        "stars": 4,
+        "impact": "high",
+        "why": "The next-generation architecture of OpenSearch Serverless completely decouples compute and storage to scale dynamically for agentic AI applications.",
+        "category": "AWS"
+      },
+      {
+        "url": "https://github.com/saml-to/assume-aws-role-action",
+        "title": "saml-to/assume-aws-role-action",
+        "date": "2024-01-09",
+        "stars": 5,
+        "impact": "high",
+        "why": "This GitHub Action dramatically improves CI/CD security by allowing workflows to securely assume AWS IAM roles via OIDC, eliminating long-lived static credentials.",
+        "category": "AWS"
+      },
+      {
+        "url": "https://github.com/salesforce/metabadger",
+        "title": "Metabadger",
+        "date": "2025-05-01",
+        "stars": 5,
+        "impact": "high",
+        "why": "Built by Salesforce, this utility mitigates critical SSRF vulnerabilities by automating the enforcement of IMDSv2 across legacy EC2 instance configurations.",
+        "category": "AWS"
+      },
+      {
+        "url": "https://github.com/one2nc/cloudlens",
+        "title": "github.com/one2nc/cloudlens 🌟",
+        "date": "2024-04-20",
+        "stars": 5,
+        "impact": "medium",
+        "why": "An interactive terminal UI similar to k9s, simplifying real-time navigation and monitoring of diverse AWS resources directly from the command line.",
+        "category": "AWS"
+      },
+      {
+        "url": "https://github.com/awslabs/amazon-ecr-credential-helper",
+        "title": "awslabs/amazon-ecr-credential-helper: Amazon ECR Docker Credential Helper",
+        "date": "2026-06-09",
+        "stars": 4,
+        "impact": "high",
+        "why": "Ensures seamless, secure container deployments by automating Docker authentication to Amazon ECR via IAM, removing the need for fragile credential refresh scripts.",
+        "category": "AWS"
+      },
+      {
+        "url": "https://github.com/awslabs/amazon-s3-tar-tool",
+        "title": "github.com/awslabs/amazon-s3-tar-tool: Amazon S3 Tar Tool",
+        "date": "2026-04-08",
+        "stars": 5,
+        "impact": "medium",
+        "why": "Solves a major data engineering bottleneck by parallelizing TAR archive creation inside S3 to bypass slow and expensive local data egress.",
+        "category": "AWS"
+      }
+    ],
+    "Security & Compliance": [
+      {
+        "url": "https://github.com/hashicorp/vault",
+        "title": "hashicorp/vault",
+        "date": "2026-06-12",
+        "stars": 5,
+        "impact": "critical",
+        "why": "Acts as the central pillar for secrets management and dynamic credentials in enterprise zero-trust cloud-native architectures.",
+        "category": "Security & Compliance"
+      },
+      {
+        "url": "https://www.openpolicyagent.org",
+        "title": "OPA Open Policy Agent 🌟",
+        "date": "2026-05-17",
+        "stars": 5,
+        "impact": "critical",
+        "why": "The industry-standard engine for unifying policy-as-code enforcement across Kubernetes, microservices, and CI/CD pipelines.",
+        "category": "Security & Compliance"
+      },
+      {
+        "url": "https://github.com/aquasecurity/trivy",
+        "title": "trivy",
+        "date": "2026-06-11",
+        "stars": 5,
+        "impact": "critical",
+        "why": "Provides a unified, lightning-fast security scanning engine for containers, Kubernetes configurations, and software dependencies.",
+        "category": "Security & Compliance"
+      },
+      {
+        "url": "https://github.com/cilium/tetragon",
+        "title": "Tetragon (Cilium)",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "high",
+        "why": "Leverages eBPF to provide high-performance kernel-level security observability and real-time runtime enforcement in Kubernetes.",
+        "category": "Security & Compliance"
+      },
+      {
+        "url": "https://external-secrets.io",
+        "title": "external-secrets.io 🌟",
+        "date": "2025-06-01",
+        "stars": 5,
+        "impact": "high",
+        "why": "Standardizes how external enterprise secret management systems are securely integrated and synchronized into Kubernetes native secrets.",
+        "category": "Security & Compliance"
+      },
+      {
+        "url": "https://www.tigera.io/project-calico",
+        "title": "Project Calico 🌟",
+        "date": "2026-06-18",
+        "stars": 5,
+        "impact": "high",
+        "why": "A leading container networking and security engine utilizing eBPF to enforce fine-grained network policies at scale.",
+        "category": "Security & Compliance"
+      },
+      {
+        "url": "https://github.com/prowler-cloud/prowler",
+        "title": "==github.com/prowler-cloud/prowler== 🌟🌟",
+        "date": "2026-06-13",
+        "stars": 5,
+        "impact": "high",
+        "why": "An industry-standard multi-cloud security assessment tool for verifying compliance against CIS benchmarks and security standards.",
+        "category": "Security & Compliance"
+      },
+      {
+        "url": "https://github.com/getsops/sops",
+        "title": "sops: Simple and flexible tool for managing secrets 🌟",
+        "date": "2026-06-13",
+        "stars": 5,
+        "impact": "high",
+        "why": "A vital GitOps tool enabling secure file-level encryption for configuration and secrets management workflows.",
+        "category": "Security & Compliance"
+      },
+      {
+        "url": "https://github.com/kubescape/kubescape",
+        "title": "kubescape",
+        "date": "2026-06-12",
+        "stars": 5,
+        "impact": "high",
+        "why": "A versatile, CNCF-hosted Kubernetes security compliance and misconfiguration scanner for modern DevSecOps pipelines.",
+        "category": "Security & Compliance"
+      },
+      {
+        "url": "https://github.com/kubernetes-sigs/security-profiles-operator",
+        "title": "kubernetes-sigs/security-profiles-operator",
+        "date": "2026-06-12",
+        "stars": 4,
+        "impact": "high",
+        "why": "The official Kubernetes SIG operator that simplifies the management and enforcement of system-level seccomp and AppArmor profiles.",
+        "category": "Security & Compliance"
+      }
+    ],
+    "Architecture & Microservices": [
+      {
+        "url": "https://github.com/mfornos/awesome-microservices",
+        "title": "Awesome microservices",
+        "date": "2026-06-10",
+        "stars": 4,
+        "impact": "critical",
+        "why": "The premier directory mapping core patterns, service discovery, and gateway architectures essential for building modern microservices.",
+        "category": "Architecture & Microservices"
+      },
+      {
+        "url": "https://github.com/binhnguyennus/awesome-scalability",
+        "title": "Awesome Scalability",
+        "date": "2026-01-04",
+        "stars": 5,
+        "impact": "critical",
+        "why": "An essential blueprint covering architectural design patterns for highly-available backend systems, microservices coordination, and consensus.",
+        "category": "Architecture & Microservices"
+      },
+      {
+        "url": "https://github.com/rootsongjc/awesome-cloud-native",
+        "title": "rootsongjc/awesome-cloud-native 🌟",
+        "date": "2026-06-08",
+        "stars": 5,
+        "impact": "critical",
+        "why": "An extensive mapping of the CNCF landscape, detailing service meshes and dynamic storage vital for platform architects.",
+        "category": "Architecture & Microservices"
+      },
+      {
+        "url": "https://github.com/open-policy-agent/awesome-opa",
+        "title": "anderseknert/awesome-opa 🌟",
+        "date": "2026-05-25",
+        "stars": 5,
+        "impact": "high",
+        "why": "Standardizes policy-as-code integration across Kubernetes and microservice architectures using the Open Policy Agent engine.",
+        "category": "Architecture & Microservices"
+      },
+      {
+        "url": "https://github.com/clusterpedia-io/clusterpedia",
+        "title": "clusterpedia-io/clusterpedia 🌟",
+        "date": "2026-05-30",
+        "stars": 5,
+        "impact": "high",
+        "why": "Solves complex multi-cluster Kubernetes data retrieval and observability by synchronizing resources into a unified search engine.",
+        "category": "Architecture & Microservices"
+      },
+      {
+        "url": "https://github.com/calvin-puram/awesome-kubernetes-operator-resources",
+        "title": "github.com/calvin-puram: Awesome Kubernetes Operator Resources",
+        "date": "2026-04-25",
+        "stars": 5,
+        "impact": "high",
+        "why": "A vital reference for implementing the Kubernetes Operator pattern, a key paradigm for automating complex microservice lifecycles.",
+        "category": "Architecture & Microservices"
+      },
+      {
+        "url": "https://nubenetes.com/terraform",
+        "title": "Terraform Kubernetes Boilerplates 🌟",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "high",
+        "why": "Provides enterprise-grade Terraform templates to streamline secure, private network topologies on AKS, EKS, and GKE.",
+        "category": "Architecture & Microservices"
+      },
+      {
+        "url": "https://github.com/veggiemonk/awesome-docker",
+        "title": "Awesome Docker 🌟",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "high",
+        "why": "The foundational containerization reference directory necessary for building and packaging cloud-native microservices.",
+        "category": "Architecture & Microservices"
+      },
+      {
+        "url": "https://github.com/mingrammer/diagrams",
+        "title": "mingrammer/diagrams",
+        "date": "2026-06-09",
+        "stars": 5,
+        "impact": "medium",
+        "why": "Enables cloud architects to programmatically generate and version-control system architecture diagrams as Python code.",
+        "category": "Architecture & Microservices"
+      },
+      {
+        "url": "https://github.com/docker/awesome-compose",
+        "title": "Awesome Compose 🌟",
+        "date": "2026-06-10",
+        "stars": 5,
+        "impact": "medium",
+        "why": "Provides official declarative templates to spin up complex, multi-container local environments for microservices development.",
+        "category": "Architecture & Microservices"
+      }
+    ],
+    "Platform Engineering & DevEx": [
+      {
+        "url": "https://backstage.io",
+        "title": "Backstage Developer Portal:",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "critical",
+        "why": "As the industry-standard CNCF framework for building internal developer portals, it serves as the ultimate cornerstone of modern platform engineering.",
+        "category": "Platform Engineering & DevEx"
+      },
+      {
+        "url": "https://github.com/Azure/draft",
+        "title": "==Azure/Draft== 🌟",
+        "date": "2026-06-11",
+        "stars": 5,
+        "impact": "critical",
+        "why": "It dramatically simplifies developer onboarding to Kubernetes by automating the generation of complex containerization and deployment assets.",
+        "category": "Platform Engineering & DevEx"
+      },
+      {
+        "url": "https://konghq.com/products/kong-gateway",
+        "title": "Kong API Manager",
+        "date": "2026-06-01",
+        "stars": 0,
+        "impact": "high",
+        "why": "As a highly adopted, lightweight cloud-native API gateway, it is a core infrastructure component for managing self-service developer traffic.",
+        "category": "Platform Engineering & DevEx"
+      },
+      {
+        "url": "https://github.com/apache/apisix",
+        "title": "apisix",
+        "date": "2026-06-12",
+        "stars": 5,
+        "impact": "high",
+        "why": "An active, high-performance Apache-backed dynamic gateway that provides essential traffic control and security for microservice platforms.",
+        "category": "Platform Engineering & DevEx"
+      },
+      {
+        "url": "https://squidfunk.github.io/mkdocs-material",
+        "title": "Material for MkDocs",
+        "date": "2026-06-01",
+        "stars": 0,
+        "impact": "high",
+        "why": "It is the de facto UI layout standard for engineering documentation, allowing platform teams to deploy polished docs-as-code portals effortlessly.",
+        "category": "Platform Engineering & DevEx"
+      },
+      {
+        "url": "https://www.redhat.com/en/technologies/jboss-middleware/3scale",
+        "title": "Red Hat 3scale API Management",
+        "date": "2026-06-01",
+        "stars": 0,
+        "impact": "high",
+        "why": "Offers an operator-driven, cloud-native API management solution optimized specifically for enterprise platform scaling on OpenShift and Kubernetes.",
+        "category": "Platform Engineering & DevEx"
+      },
+      {
+        "url": "https://readme.so",
+        "title": "readme.so",
+        "date": "2026-06-01",
+        "stars": 0,
+        "impact": "medium",
+        "why": "Directly enhances early-stage developer experience by interactive and visual standardization of repository README files.",
+        "category": "Platform Engineering & DevEx"
+      },
+      {
+        "url": "https://www.youtube.com/channel/UCHBvqSwbfAf5Vx1jrwkG43Q",
+        "title": "Backstage @Youtube",
+        "date": "2026-06-01",
+        "stars": 3,
+        "impact": "medium",
+        "why": "Provides an essential learning and community hub to ease the organizational adoption and plugin development for CNCF Backstage.",
+        "category": "Platform Engineering & DevEx"
+      },
+      {
+        "url": "https://www.mkdocs.org",
+        "title": "MkDocs",
+        "date": "2026-06-01",
+        "stars": 0,
+        "impact": "medium",
+        "why": "Serves as the foundational, extensible site engine powering modern markdown-based docs-as-code pipelines for engineering teams.",
+        "category": "Platform Engineering & DevEx"
+      },
+      {
+        "url": "https://tyk.io",
+        "title": "Tyk API Manager",
+        "date": "2026-06-01",
+        "stars": 0,
+        "impact": "high",
+        "why": "A lightweight and powerful Go-based gateway that offers platform engineers rich cloud-native clustering and dynamic rate limiting capabilities.",
+        "category": "Platform Engineering & DevEx"
+      }
+    ],
+    "FinOps & Cloud Cost": [
+      {
+        "url": "https://www.finops.org",
+        "title": "FinOps Foundation: FinOps.org",
+        "date": "2026-06-01",
+        "stars": 0,
+        "impact": "critical",
+        "why": "Serves as the foundational, Linux Foundation-backed standard for cloud financial operations, introducing the critical FOCUS open specification.",
+        "category": "FinOps & Cloud Cost"
+      },
+      {
+        "url": "https://engineering.razorpay.com/the-culture-of-cost-optimization-reducing-kubernetes-cost-by-300-000-32611cdd19d9",
+        "title": "engineering.razorpay.com: The Culture of Cost Optimization β€” Reducing Kubernetes' cost by $300,000",
+        "date": "2026-05-17",
+        "stars": 0,
+        "impact": "critical",
+        "why": "Provides a highly impactful, real-world enterprise case study demonstrating how architectural and cultural shifts slashed production Kubernetes costs by $300,000.",
+        "category": "FinOps & Cloud Cost"
+      },
+      {
+        "url": "https://www.businessinsider.com/uber-coo-andrew-macdonald-ai-token-spending-harder-justify-2026-5",
+        "title": "Uber's COO Says It's Getting Harder to Justify the Money Spent on AI",
+        "date": "2026-06-02",
+        "stars": 4,
+        "impact": "critical",
+        "why": "Signals a major industry shift and executive-level backlash against unconstrained enterprise generative AI token and infrastructure expenditures.",
+        "category": "FinOps & Cloud Cost"
+      },
+      {
+        "url": "https://www.cncf.io/blog/2021/06/29/finops-for-kubernetes-insufficient-or-nonexistent-kubernetes-cost-monitoring-is-causing-overspend",
+        "title": "cncf.io: FinOps for Kubernetes: Insufficient – or nonexistent – Kubernetes' cost monitoring is causing overspend",
+        "date": "2026-06-18",
+        "stars": 0,
+        "impact": "high",
+        "why": "Highlights the CNCF's official push for solving the industry's critical visibility gap in Kubernetes cost monitoring and allocation.",
+        "category": "FinOps & Cloud Cost"
+      },
+      {
+        "url": "https://medium.com/develeap/cutting-down-kubernetes-costs-cast-ai-vs-karpenter-20f6788b4c67",
+        "title": "medium.com/develeap: Cutting down Kubernetes Costs: Cast.ai vs. Karpenter",
+        "date": "2026-05-17",
+        "stars": 0,
+        "impact": "high",
+        "why": "Compares the industry's leading autonomous autoscaling solutions, Cast.ai and Karpenter, which are driving massive paradigm shifts in K8s cost optimization.",
+        "category": "FinOps & Cloud Cost"
+      },
+      {
+        "url": "https://github.com/towardsthecloud/cloudburn",
+        "title": "Cloudburn: An Open-Source Policy Engine for AWS Spending",
+        "date": "2026-04-09",
+        "stars": 4,
+        "impact": "high",
+        "why": "Introduces a highly novel, open-source policy-as-code engine that automates AWS resource waste detection using declarative configurations.",
+        "category": "FinOps & Cloud Cost"
+      },
+      {
+        "url": "https://medium.com/@danielepolencic/reserved-cpu-and-memory-in-kubernetes-nodes-65aee1946afd",
+        "title": "==medium.com/@danielepolencic: In Kubernetes, are there hidden costs to' running many cluster nodes?==",
+        "date": "2026-05-17",
+        "stars": 0,
+        "impact": "high",
+        "why": "Uncovers the hidden operational costs of Kubernetes system reserves, directly changing how platform teams approach node-sizing and cluster architecture.",
+        "category": "FinOps & Cloud Cost"
+      },
+      {
+        "url": "https://cast.ai/blog/keep-your-aws-kubernetes-costs-in-check-with-intelligent-allocation",
+        "title": "cast.ai: Keep your AWS Kubernetes costs in check with intelligent allocation' (EKS)",
+        "date": "2026-05-17",
+        "stars": 5,
+        "impact": "high",
+        "why": "Addresses container-level over-provisioning and automated node allocation strategies directly on AWS EKS to limit runaway Kubernetes spend.",
+        "category": "FinOps & Cloud Cost"
+      },
+      {
+        "url": "https://github.com/learnk8s/xlskubectl",
+        "title": "==learnk8s/xlskubectl==",
+        "date": "2026-06-18",
+        "stars": 3,
+        "impact": "medium",
+        "why": "Provides a highly novel technical bridge between command-line Kubernetes configurations and finance-friendly cost spreadsheets.",
+        "category": "FinOps & Cloud Cost"
+      },
+      {
+        "url": "https://medium.com/compass-true-north/halving-kubernetes-compute-costs-with-vertical-pod-autoscaler-df658c043301",
+        "title": "medium.com/compass-true-north: Halving Kubernetes Compute Costs With Vertical' Pod Autoscaler",
+        "date": "2026-05-17",
+        "stars": 0,
+        "impact": "high",
+        "why": "Demonstrates the highly effective, paradigm-shifting use of Vertical Pod Autoscalers to dramatically cut cloud native compute costs.",
+        "category": "FinOps & Cloud Cost"
+      }
+    ],
+    "Virtualization & Private Cloud": [
+      {
+        "url": "https://cluster-api.sigs.k8s.io",
+        "title": "ClusterAPI",
+        "date": "2026-06-01",
+        "stars": 0,
+        "impact": "critical",
+        "why": "Establishes a declarative, cloud-native paradigm for managing cluster lifecycles using Kubernetes-style APIs across private and hybrid clouds.",
+        "category": "Virtualization & Private Cloud"
+      },
+      {
+        "url": "https://nubenetes.com/openshift",
+        "title": "Openshift Container Platform",
+        "date": "2026-06-14",
+        "stars": 0,
+        "impact": "critical",
+        "why": "Stands as the premier enterprise hybrid cloud platform, seamlessly integrating virtualization and advanced developer workflows.",
+        "category": "Virtualization & Private Cloud"
+      },
+      {
+        "url": "https://nubenetes.com/rancher",
+        "title": "Rancher: Enterprise management for Kubernetes",
+        "date": "2026-06-14",
+        "stars": 0,
+        "impact": "critical",
+        "why": "Provides a vital unified management plane for multi-cluster heterogeneous Kubernetes deployments across on-premises and bare-metal environments.",
+        "category": "Virtualization & Private Cloud"
+      },
+      {
+        "url": "https://www.cncf.io/blog/2021/10/06/kubernetes-cluster-api-reaches-production-readiness-with-version-1-0",
+        "title": "cncf.io: Kubernetes Cluster API reaches production readiness with version' 1.0",
+        "date": "2026-06-18",
+        "stars": 0,
+        "impact": "high",
+        "why": "Marks a critical industry milestone for enterprise adoption of declarative, API-driven cluster management in production environments.",
+        "category": "Virtualization & Private Cloud"
+      },
+      {
+        "url": "https://github.com/kubernetes-sigs/kubespray",
+        "title": "**Kubespray**",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "high",
+        "why": "Serves as the industry-standard Ansible framework for deploying highly flexible, production-grade clusters on private infrastructure.",
+        "category": "Virtualization & Private Cloud"
+      },
+      {
+        "url": "https://github.com/zarf-dev/zarf",
+        "title": "defenseunicorns/zarf",
+        "date": "2026-06-12",
+        "stars": 5,
+        "impact": "high",
+        "why": "Enables secure, zero-trust cloud-native deployments in strictly air-gapped and highly restricted private cloud environments.",
+        "category": "Virtualization & Private Cloud"
+      },
+      {
+        "url": "https://github.com/kubeinit/kubeinit",
+        "title": "Kubeinit 🌟",
+        "date": "2025-12-05",
+        "stars": 5,
+        "impact": "high",
+        "why": "Automates the provisioning of Kubernetes and OpenShift directly on libvirt/KVM virtualization layers using Ansible.",
+        "category": "Virtualization & Private Cloud"
+      },
+      {
+        "url": "https://cloud.vmware.com/tanzu",
+        "title": "**VMware Kubernetes Tanzu**",
+        "date": "2026-05-17",
+        "stars": 0,
+        "impact": "high",
+        "why": "Bridges traditional vSphere virtualization with modern container orchestration for enterprise private clouds.",
+        "category": "Virtualization & Private Cloud"
+      },
+      {
+        "url": "https://developer.hashicorp.com/nomad",
+        "title": "Nomad",
+        "date": "2026-06-01",
+        "stars": 0,
+        "impact": "high",
+        "why": "Offers a highly efficient, lightweight alternative to Kubernetes for orchestrating virtualized and containerized workloads at scale.",
+        "category": "Virtualization & Private Cloud"
+      },
+      {
+        "url": "https://github.com/kubernetes/kubeadm",
+        "title": "Kubernetes Cluster with **Kubeadm**",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "high",
+        "why": "Acts as the foundational, CNCF-approved bootstrapping engine powering custom private cloud cluster installations.",
+        "category": "Virtualization & Private Cloud"
+      }
+    ]
+  },
+  "12_months": {
+    "Kubernetes & Orchestration": [
+      {
+        "url": "https://nubenetes.com/crossplane",
+        "title": "Crossplane",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "critical",
+        "why": "It transforms Kubernetes into a universal control plane, allowing teams to declaratively manage cloud infrastructure alongside application workloads.",
+        "category": "Kubernetes & Orchestration"
+      },
+      {
+        "url": "https://github.com/NVIDIA/k8s-device-plugin",
+        "title": "NVIDIA/k8s-device-plugin: NVIDIA device plugin for Kubernetes",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "critical",
+        "why": "It acts as the essential scheduler bridge for scaling hardware-accelerated AI/ML workloads across enterprise Kubernetes clusters.",
+        "category": "Kubernetes & Orchestration"
+      },
+      {
+        "url": "https://www.apptio.com/products/kubecost/?src=kc-com",
+        "title": "Kubecost 🌟",
+        "date": "2026-06-18",
+        "stars": 5,
+        "impact": "high",
+        "why": "It provides the industry-standard real-time cost allocation and observability needed to optimize multi-cluster cloud spend.",
+        "category": "Kubernetes & Orchestration"
+      },
+      {
+        "url": "https://github.com/Azure/azure-workload-identity",
+        "title": "==Azure/azure-workload-identity==",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "high",
+        "why": "It implements the modern enterprise standard for secure, passwordless authentication from Kubernetes service accounts to Azure active directory resources.",
+        "category": "Kubernetes & Orchestration"
+      },
+      {
+        "url": "https://github.com/aws-controllers-k8s/community",
+        "title": "AWS Controllers for Kubernetes (ACK) 🌟",
+        "date": "2026-06-13",
+        "stars": 5,
+        "impact": "high",
+        "why": "It unifies resource management by allowing platform teams to govern AWS services directly through Kubernetes APIs and custom resources.",
+        "category": "Kubernetes & Orchestration"
+      },
+      {
+        "url": "https://github.com/liqotech/liqo",
+        "title": "liqo: Enable dynamic and seamless Kubernetes multi-cluster topologies",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "high",
+        "why": "It introduces a paradigm shift in multi-cluster topologies by enabling dynamic, transparent resource sharing and workload scheduling across disparate environments.",
+        "category": "Kubernetes & Orchestration"
+      },
+      {
+        "url": "https://github.com/akuity/kargo",
+        "title": "==github.com/akuity/kargo==",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "high",
+        "why": "It solves the complex problem of application lifecycle promotion by offering a native GitOps controller to orchestrate releases across environments.",
+        "category": "Kubernetes & Orchestration"
+      },
+      {
+        "url": "https://github.com/SigNoz/signoz",
+        "title": "==SigNoz: Open source Application Performance Monitoring (APM) & Observability' tool== 🌟",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "high",
+        "why": "It offers a unified, high-performance open-source APM and observability platform natively integrated with the OpenTelemetry standard.",
+        "category": "Kubernetes & Orchestration"
+      },
+      {
+        "url": "https://github.com/helmfile/helmfile",
+        "title": "github.com/helmfile/helmfile",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "high",
+        "why": "It serves as the premier declarative tool to orchestrate, maintain, and version complex multi-environment Helm deployments systematically.",
+        "category": "Kubernetes & Orchestration"
+      },
+      {
+        "url": "https://github.com/k8gb-io/k8gb",
+        "title": "k8gb 🌟",
+        "date": "2026-06-13",
+        "stars": 5,
+        "impact": "high",
+        "why": "It delivers lightweight global server load balancing directly via CoreDNS to facilitate high availability and geo-redundancy across Kubernetes clusters.",
+        "category": "Kubernetes & Orchestration"
+      }
+    ],
+    "Observability, SRE & Testing": [
+      {
+        "url": "https://github.com/prometheus/prometheus",
+        "title": "github.com/prometheus/prometheus",
+        "date": "2026-06-13",
+        "stars": 5,
+        "impact": "critical",
+        "why": "As the industry-standard CNCF graduate database, Prometheus remains the core foundation of cloud-native observability architectures.",
+        "category": "Observability, SRE & Testing"
+      },
+      {
+        "url": "https://github.com/open-telemetry/opentelemetry-collector",
+        "title": "OpenTelemetry Collector",
+        "date": "2026-06-12",
+        "stars": 5,
+        "impact": "critical",
+        "why": "It is the standard agent for unified, vendor-agnostic collection and routing of traces, metrics, and logs across cloud environments.",
+        "category": "Observability, SRE & Testing"
+      },
+      {
+        "url": "https://github.com/prometheus-operator",
+        "title": "github.com/prometheus-operator",
+        "date": "2026-05-17",
+        "stars": 5,
+        "impact": "critical",
+        "why": "This operator is the foundational pattern for automating Prometheus deployment, scaling, and configuration inside Kubernetes clusters.",
+        "category": "Observability, SRE & Testing"
+      },
+      {
+        "url": "https://github.com/prometheus-operator/kube-prometheus",
+        "title": "kube-prometheus",
+        "date": "2026-06-12",
+        "stars": 5,
+        "impact": "critical",
+        "why": "It serves as the de facto reference architecture and deployment stack for enterprise Kubernetes cluster monitoring.",
+        "category": "Observability, SRE & Testing"
+      },
+      {
+        "url": "https://github.com/grafana/mimir",
+        "title": "github.com/grafana/mimir",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "high",
+        "why": "It addresses the massive enterprise challenge of scaling Prometheus to billions of active metrics series with high-performance multi-tenancy.",
+        "category": "Observability, SRE & Testing"
+      },
+      {
+        "url": "https://github.com/grafana/tempo",
+        "title": "Grafana Tempo",
+        "date": "2026-06-13",
+        "stars": 5,
+        "impact": "high",
+        "why": "Tempo revolutionizes distributed tracing by utilizing cost-effective object storage to store massive volumes of traces without expensive database overhead.",
+        "category": "Observability, SRE & Testing"
+      },
+      {
+        "url": "https://github.com/open-telemetry/opentelemetry-operator",
+        "title": "github.com/open-telemetry/opentelemetry-operator",
+        "date": "2026-06-13",
+        "stars": 5,
+        "impact": "high",
+        "why": "It automates the complex task of injecting and managing OpenTelemetry instrumentation directly into Kubernetes workloads.",
+        "category": "Observability, SRE & Testing"
+      },
+      {
+        "url": "https://github.com/litmuschaos/litmus",
+        "title": "Litmus Chaos is a toolset to do chaos engineering in a kubernetes native way. Litmus provides chaos CRDs for Cloud-Native developers and SREs to inject, orchestrate and monitor chaos to find weaknesses in Kubernetes deployments",
+        "date": "2026-06-09",
+        "stars": 5,
+        "impact": "high",
+        "why": "A CNCF-incubating tool that provides a fully native Kubernetes framework to inject and monitor chaos experiments via declarative CRDs.",
+        "category": "Observability, SRE & Testing"
+      },
+      {
+        "url": "https://github.com/OpenSLO/OpenSLO",
+        "title": "OpenSLO specification 🌟",
+        "date": "2025-11-25",
+        "stars": 5,
+        "impact": "high",
+        "why": "It provides the essential vendor-neutral framework to define Service Level Objectives (SLOs) as declarative infrastructure-as-code.",
+        "category": "Observability, SRE & Testing"
+      },
+      {
+        "url": "https://github.com/slok/sloth",
+        "title": "Sloth 🌟",
+        "date": "2026-06-08",
+        "stars": 5,
+        "impact": "medium",
+        "why": "Sloth bridges the gap between SLO theory and practice by automatically generating production-grade PromQL alerting rules from declarative templates.",
+        "category": "Observability, SRE & Testing"
+      }
+    ],
+    "Data, Messaging & Storage": [
+      {
+        "url": "https://github.com/velero-io/velero",
+        "title": "github.com/vmware-tanzu/velero",
+        "date": "2026-06-12",
+        "stars": 5,
+        "impact": "critical",
+        "why": "It is the de facto standard open-source utility for Kubernetes disaster recovery, cluster migration, and persistent volume backups.",
+        "category": "Data, Messaging & Storage"
+      },
+      {
+        "url": "https://strimzi.io",
+        "title": "strimzi.io",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "critical",
+        "why": "It provides the premier cloud-native operator pattern implementation to deploy, scale, and secure Apache Kafka clusters natively on Kubernetes.",
+        "category": "Data, Messaging & Storage"
+      },
+      {
+        "url": "https://www.min.io",
+        "title": "min.io",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "critical",
+        "why": "It serves as the leading S3-compatible, high-performance object storage engine designed natively for private and hybrid cloud-native infrastructures.",
+        "category": "Data, Messaging & Storage"
+      },
+      {
+        "url": "https://longhorn.io",
+        "title": "Longhorn",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "high",
+        "why": "As a CNCF-graduated project, it provides highly resilient, easy-to-use, and Kubernetes-native distributed block storage for stateful applications.",
+        "category": "Data, Messaging & Storage"
+      },
+      {
+        "url": "https://www.redpanda.com",
+        "title": "Redpanda 🌟",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "high",
+        "why": "It challenges the JVM-dominated messaging space with a thread-per-core C++ engine that delivers massive performance gains and lower TCO.",
+        "category": "Data, Messaging & Storage"
+      },
+      {
+        "url": "https://github.com/CrunchyData/postgres-operator",
+        "title": "github.com/CrunchyData/postgres-operator",
+        "date": "2026-06-10",
+        "stars": 5,
+        "impact": "high",
+        "why": "It automates complex enterprise PostgreSQL life cycle management, including auto-failover, backups, and security patching directly via Kubernetes.",
+        "category": "Data, Messaging & Storage"
+      },
+      {
+        "url": "https://openebs.io",
+        "title": "OpenEBS",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "high",
+        "why": "It pioneered Container Attached Storage (CAS), making it easy to turn local or cloud drives into resilient dynamic persistent volumes for stateful pods.",
+        "category": "Data, Messaging & Storage"
+      },
+      {
+        "url": "https://www.veeam.com/products/cloud/kubernetes-data-protection.html",
+        "title": "Kasten",
+        "date": "2025-06-01",
+        "stars": 5,
+        "impact": "high",
+        "why": "It represents the enterprise gold standard for native Kubernetes backup, disaster recovery, and application mobility across multi-cloud environments.",
+        "category": "Data, Messaging & Storage"
+      },
+      {
+        "url": "https://debezium.io",
+        "title": "**Debezium**:",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "high",
+        "why": "It is the industry standard for Change Data Capture (CDC), allowing databases to stream real-time transactional data into cloud-native messaging pipelines.",
+        "category": "Data, Messaging & Storage"
+      },
+      {
+        "url": "https://github.com/kubernetes-sigs/sig-storage-local-static-provisioner",
+        "title": "github.com/kubernetes-sigs: Local Persistence Volume Static Provisioner' 🌟",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "high",
+        "why": "Backed by Kubernetes-SIGs, it enables high-performance database workloads to safely leverage local NVMe/SSD speeds without manual persistent volume provisioning overhead.",
+        "category": "Data, Messaging & Storage"
+      }
+    ],
+    "Azure": [
+      {
+        "url": "https://github.com/microsoft/azurelinux",
+        "title": "github.com/microsoft/CBL-Mariner",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "critical",
+        "why": "Azure Linux provides a highly secure, lightweight, and container-optimized host operating system specifically designed to run AKS workloads with minimal footprint.",
+        "category": "Azure"
+      },
+      {
+        "url": "https://github.com/azure/mission-critical-online",
+        "title": "github.com/azure/mission-critical-online: Welcome to Azure Mission-Critical' Online Reference Implementation",
+        "date": "2025-01-14",
+        "stars": 5,
+        "impact": "critical",
+        "why": "This production-ready blueprint defines the modern architectural standard for active-active, zero-downtime, and mission-critical cloud-native systems on Azure.",
+        "category": "Azure"
+      },
+      {
+        "url": "https://github.com/Azure/bicep",
+        "title": "Bicep",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "high",
+        "why": "As the primary declarative DSL for Azure, Bicep streamlines Infrastructure-as-Code authoring and native validation over complex ARM templates.",
+        "category": "Azure"
+      },
+      {
+        "url": "https://github.com/microsoft/finops-toolkit",
+        "title": "github.com/microsoft/finops-toolkit",
+        "date": "2026-06-10",
+        "stars": 5,
+        "impact": "high",
+        "why": "The official FinOps toolkit standardizes cost governance and container billing metrics for enterprises operating at cloud-native scale.",
+        "category": "Azure"
+      },
+      {
+        "url": "https://github.com/Azure/apiops",
+        "title": "github.com/Azure/apiops 🌟",
+        "date": "2026-06-05",
+        "stars": 5,
+        "impact": "high",
+        "why": "This project implements GitOps and automation workflows for Azure API Management, establishing a cloud-native standard for API lifecycle deployment.",
+        "category": "Azure"
+      },
+      {
+        "url": "https://github.com/Azure/Enterprise-Scale/wiki/ALZ-AMA-Update",
+        "title": "github.com/Azure/Enterprise-Scale: ALZ AMA Update",
+        "date": "2026-06-05",
+        "stars": 5,
+        "impact": "high",
+        "why": "This update outlines the critical enterprise migration path from legacy Log Analytics agents to the Azure Monitor Agent within Azure Landing Zones.",
+        "category": "Azure"
+      },
+      {
+        "url": "https://jumpstart.azure.com",
+        "title": "azurearcjumpstart.io",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "high",
+        "why": "Azure Arc Jumpstart provides the premier training and sandbox framework for engineering hybrid Kubernetes and multi-cloud infrastructure.",
+        "category": "Azure"
+      },
+      {
+        "url": "https://www.youtube.com/watch?v=pMfG-vYvnv8&feature=youtu.be",
+        "title": "Azure Update 22nd May 2026",
+        "date": "2026-06-02",
+        "stars": 4,
+        "impact": "high",
+        "why": "This major update highlights critical cloud-native advancements, including zero-code automatic telemetry instrumentation for AKS workloads.",
+        "category": "Azure"
+      },
+      {
+        "url": "https://techcommunity.microsoft.com/blog/azuretoolsblog/from-prompt-to-production-open-in-vs-code-for-terraform-in-azure-copilot/4494931",
+        "title": "From Prompt to Production: Open in VS Code for Terraform in Azure Copilot",
+        "date": "2026-06-02",
+        "stars": 4,
+        "impact": "high",
+        "why": "Integrating Azure Copilot with VS Code to automatically generate and export Terraform code shifts the paradigm of rapid cloud-native prototyping.",
+        "category": "Azure"
+      },
+      {
+        "url": "https://www.hashicorp.com/blog/azure-hub-and-spoke-generally-available-for-hcp-vault-dedicated",
+        "title": "Azure Hub-and-Spoke Generally Available for HCP Vault Dedicated",
+        "date": "2026-06-02",
+        "stars": 4,
+        "impact": "high",
+        "why": "The GA of Hub-and-Spoke networking for HCP Vault Dedicated allows enterprises to securely centralize cloud-native secrets management on Azure.",
+        "category": "Azure"
+      }
+    ],
+    "CI/CD & GitOps": [
+      {
+        "url": "https://argoproj.github.io/argo-cd",
+        "title": "Argo CD",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "critical",
+        "why": "The absolute industry standard for GitOps-based continuous delivery, automating Kubernetes state synchronization directly from Git.",
+        "category": "CI/CD & GitOps"
+      },
+      {
+        "url": "https://github.com/fluxcd/flux2",
+        "title": "github: Flux Version 2",
+        "date": "2026-06-13",
+        "stars": 5,
+        "impact": "critical",
+        "why": "A major evolution in GitOps, delivering decoupled, highly parallel reconciliation controllers as the foundation of modern GitOps.",
+        "category": "CI/CD & GitOps"
+      },
+      {
+        "url": "https://github.com/dagger/dagger",
+        "title": "==dagger/dagger: Dagger is a portable devkit for CICD==",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "critical",
+        "why": "Revolutionizes CI/CD by replacing brittle YAML with general-purpose programming languages running on a portable, BuildKit-backed engine.",
+        "category": "CI/CD & GitOps"
+      },
+      {
+        "url": "https://github.com/flux-iac/tofu-controller",
+        "title": "github.com/flux-iac/tofu-controller",
+        "date": "2026-06-08",
+        "stars": 5,
+        "impact": "high",
+        "why": "Enables GitOps-native reconciliation for OpenTofu and Terraform, solving the critical challenge of managing IaC through Kubernetes controllers.",
+        "category": "CI/CD & GitOps"
+      },
+      {
+        "url": "https://github.com/tektoncd/pipeline",
+        "title": "github: Tekton Pipelines",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "high",
+        "why": "Standardizes cloud-native, declarative pipeline execution natively within Kubernetes clusters using Custom Resource Definitions.",
+        "category": "CI/CD & GitOps"
+      },
+      {
+        "url": "https://nubenetes.com/keptn",
+        "title": "Keptn",
+        "date": "2026-06-14",
+        "stars": 4,
+        "impact": "high",
+        "why": "Enforces enterprise-grade, SLO-driven deployment gates and automated lifecycle orchestration directly in Kubernetes environments.",
+        "category": "CI/CD & GitOps"
+      },
+      {
+        "url": "https://github.com/glasskube/glasskube",
+        "title": "github.com/glasskube/glasskube",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "high",
+        "why": "Introduces a next-generation package manager for Kubernetes to simplify discovery, automated updates, and dependency management.",
+        "category": "CI/CD & GitOps"
+      },
+      {
+        "url": "https://github.com/kubernetes/test-infra/tree/master/prow",
+        "title": "Prow",
+        "date": "2026-06-13",
+        "stars": 5,
+        "impact": "high",
+        "why": "A powerful, K8s-native CI/CD platform that excels in executing large-scale job orchestration and GitHub automation.",
+        "category": "CI/CD & GitOps"
+      },
+      {
+        "url": "https://nubenetes.com/helm",
+        "title": "Helm",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "high",
+        "why": "Remains the foundational package manager for Kubernetes, essential for structuring, versioning, and deploying complex cloud-native applications.",
+        "category": "CI/CD & GitOps"
+      },
+      {
+        "url": "https://github.com/onedr0p/cluster-template",
+        "title": "github.com/onedr0p/flux-cluster-template: Template for deploying k3s backed by Flux",
+        "date": "2026-06-13",
+        "stars": 5,
+        "impact": "high",
+        "why": "Provides an exceptional, production-grade template for edge environments and home labs leveraging Flux-driven GitOps automation.",
+        "category": "CI/CD & GitOps"
+      }
+    ],
+    "Python, Java & Developer Ecosystem": [
+      {
+        "url": "https://github.com/metalbear-co/mirrord",
+        "title": "==metalbear-co/mirrord==",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "critical",
+        "why": "It revolutionizes local-to-remote Kubernetes development for Java and Python applications without requiring full container redeployments.",
+        "category": "Python, Java & Developer Ecosystem"
+      },
+      {
+        "url": "https://github.com/astral-sh/ruff",
+        "title": "==Ruff==",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "critical",
+        "why": "This ultra-fast Rust-based linter and formatter has redefined Python CI/CD pipelines and developer velocity globally.",
+        "category": "Python, Java & Developer Ecosystem"
+      },
+      {
+        "url": "https://github.com/spring-projects/spring-boot#L73",
+        "title": "github.com/spring-projects: springboot enables these probes automatically when running in k8s",
+        "date": "2026-06-13",
+        "stars": 5,
+        "impact": "critical",
+        "why": "It automates Kubernetes liveness and readiness probe configurations natively, streamlining enterprise Java microservices deployments.",
+        "category": "Python, Java & Developer Ecosystem"
+      },
+      {
+        "url": "https://github.com/spring-cloud/spring-cloud-kubernetes",
+        "title": "github: Spring Cloud Kubernetes 🌟",
+        "date": "2026-06-12",
+        "stars": 5,
+        "impact": "critical",
+        "why": "It bridges Spring applications with Kubernetes-native resources like ConfigMaps and Secrets, eliminating boilerplate cloud infrastructure code.",
+        "category": "Python, Java & Developer Ecosystem"
+      },
+      {
+        "url": "https://quarkus.io",
+        "title": "quarkus.io",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "critical",
+        "why": "It introduces a paradigm shift in Java, optimizing runtimes for GraalVM to achieve supersonic speeds in Kubernetes and serverless deployments.",
+        "category": "Python, Java & Developer Ecosystem"
+      },
+      {
+        "url": "https://github.com/pydantic/pydantic",
+        "title": "pydantic/pydantic",
+        "date": "2026-06-13",
+        "stars": 5,
+        "impact": "high",
+        "why": "Its high-performance, Rust-compiled validation engine provides the strict data modeling standard required for modern cloud-native Python APIs.",
+        "category": "Python, Java & Developer Ecosystem"
+      },
+      {
+        "url": "https://github.com/bloomberg/memray",
+        "title": "github.com/bloomberg/memray 🌟🌟",
+        "date": "2026-06-12",
+        "stars": 5,
+        "impact": "high",
+        "why": "This advanced memory profiler is critical for debugging resource leaks in containerized, scale-to-zero Python microservices.",
+        "category": "Python, Java & Developer Ecosystem"
+      },
+      {
+        "url": "https://github.com/apache/maven-mvnd",
+        "title": "apache/maven-mvnd",
+        "date": "2026-06-12",
+        "stars": 5,
+        "impact": "high",
+        "why": "By running a background daemon, it drastically reduces compilation overhead and wait times during enterprise Java build processes.",
+        "category": "Python, Java & Developer Ecosystem"
+      },
+      {
+        "url": "https://github.com/PlaytikaOSS/testcontainers-spring-boot",
+        "title": "testcontainers-spring-boot 🌟",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "high",
+        "why": "It simplifies cloud-native testing by automatically managing Docker-based service lifecycles within JUnit test pipelines.",
+        "category": "Python, Java & Developer Ecosystem"
+      },
+      {
+        "url": "https://cloud.spring.io/spring-cloud-vault/reference/html",
+        "title": "cloud.spring.io: Spring Cloud Vault 🌟",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "high",
+        "why": "It secure-proofs enterprise Spring applications by seamlessly automating HashiCorp Vault token and credential rotations.",
+        "category": "Python, Java & Developer Ecosystem"
+      }
+    ],
+    "Linux & System Foundations": [
+      {
+        "url": "https://www.redhat.com/en/blog/world-domination-cgroups-part-8-down-and-dirty-cgroup-v2",
+        "title": "redhat.com: World domination with cgroups part 8: down and dirty with cgroup v2",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "critical",
+        "why": "Essential reading for understanding cgroups v2, the core Linux kernel feature driving container resource management and Kubernetes node stability.",
+        "category": "Linux & System Foundations"
+      },
+      {
+        "url": "https://github.com/actions/actions-runner-controller",
+        "title": "github.com/actions/actions-runner-controller 🌟",
+        "date": "2026-06-12",
+        "stars": 5,
+        "impact": "critical",
+        "why": "Enables cloud-native platform teams to dynamically scale and manage self-hosted runner infrastructure inside Kubernetes clusters.",
+        "category": "Linux & System Foundations"
+      },
+      {
+        "url": "https://github.com/imthenachoman/How-To-Secure-A-Linux-Server",
+        "title": "How-To Secure A Linux Server",
+        "date": "2026-03-05",
+        "stars": 5,
+        "impact": "high",
+        "why": "Provides an exhaustive, production-tested roadmap for hardening enterprise Linux environments against modern security vectors.",
+        "category": "Linux & System Foundations"
+      },
+      {
+        "url": "https://github.com/anordal/shellharden/blob/master/how_to_do_things_safely_in_bash.md",
+        "title": "github: Safe ways to do things in bash",
+        "date": "2026-01-05",
+        "stars": 5,
+        "impact": "high",
+        "why": "Establishes modern, defensive scripting standards to prevent catastrophic shell expansion and execution failures in automation pipelines.",
+        "category": "Linux & System Foundations"
+      },
+      {
+        "url": "https://github.com/gcla/termshark",
+        "title": "termshark",
+        "date": "2024-04-30",
+        "stars": 5,
+        "impact": "high",
+        "why": "Enables interactive, packet-level network troubleshooting on headless systems and remote Kubernetes environments using an intuitive terminal UI.",
+        "category": "Linux & System Foundations"
+      },
+      {
+        "url": "https://lwn.net",
+        "title": "LWN.net",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "high",
+        "why": "Provides unmatched technical depth and architectural analysis of the Linux kernel and low-level systems programming.",
+        "category": "Linux & System Foundations"
+      },
+      {
+        "url": "https://pre-commit.com",
+        "title": "pre-commit",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "high",
+        "why": "Standardizes pre-commit hook execution across multi-language teams to prevent security leaks and bad syntax from entering source control.",
+        "category": "Linux & System Foundations"
+      },
+      {
+        "url": "https://github.blog/enterprise-software/ci-cd/continuous-delivery-github-actions-best-practices",
+        "title": "github.blog: Continuous Delivery with GitHub Actions",
+        "date": "2026-06-18",
+        "stars": 5,
+        "impact": "high",
+        "why": "Outlines critical enterprise patterns for secure, isolated, and least-privileged deployment pipelines on modern cloud infrastructure.",
+        "category": "Linux & System Foundations"
+      },
+      {
+        "url": "https://github.com/curl/wcurl",
+        "title": "wcurl",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "medium",
+        "why": "Simplifies automated file retrieval inside shell scripts by wrapping curl with safer, cleaner default options.",
+        "category": "Linux & System Foundations"
+      },
+      {
+        "url": "https://www.igoroseledko.com/parallel-rsync",
+        "title": "igoroseledko.com: Parallel Rsync",
+        "date": "2026-06-01",
+        "stars": 4,
+        "impact": "medium",
+        "why": "Unlocks high-throughput, multi-threaded data synchronization crucial for migrating massive storage volumes across high-bandwidth networks.",
+        "category": "Linux & System Foundations"
+      }
+    ],
+    "AI & Agents": [
+      {
+        "url": "https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview",
+        "title": "docs.anthropic.com: Claude Code CLI",
+        "date": "2026-06-18",
+        "stars": 5,
+        "impact": "critical",
+        "why": "Launches a native CLI tool from Anthropic that brings autonomous, agentic software engineering capabilities directly to the developer terminal.",
+        "category": "AI & Agents"
+      },
+      {
+        "url": "https://antigravity.google",
+        "title": "antigravity.google: Google Antigravity Agentic Platform",
+        "date": "2026-06-18",
+        "stars": 5,
+        "impact": "critical",
+        "why": "Enables developers to seamlessly transition stateful AI agents from local prototypes to production-grade Google Kubernetes Engine (GKE) environments.",
+        "category": "AI & Agents"
+      },
+      {
+        "url": "https://cursor.com",
+        "title": "cursor.com: Cursor AI Code Editor",
+        "date": "2026-06-18",
+        "stars": 5,
+        "impact": "critical",
+        "why": "Stands as the leading AI-first IDE that has redefined day-to-day software development through multi-file agentic code editing.",
+        "category": "AI & Agents"
+      },
+      {
+        "url": "https://github.com/vllm-project/vllm",
+        "title": "vLLM on Kubernetes",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "critical",
+        "why": "Standardizes the deployment of memory-efficient, high-throughput LLM serving infrastructure on Kubernetes clusters using PagedAttention.",
+        "category": "AI & Agents"
+      },
+      {
+        "url": "https://github.com/punkpeye/awesome-mcp-servers",
+        "title": "Awesome MCP Servers",
+        "date": "2026-06-11",
+        "stars": 5,
+        "impact": "high",
+        "why": "Aggregates the rapidly growing community ecosystem around Model Context Protocol (MCP) servers to easily connect agents to diverse data sources.",
+        "category": "AI & Agents"
+      },
+      {
+        "url": "https://github.com/modelcontextprotocol/servers",
+        "title": "GitHub MCP Server",
+        "date": "2026-06-07",
+        "stars": 5,
+        "impact": "high",
+        "why": "Defines production-grade specifications for secure JSON-RPC 2.0 message exchange between host platforms and external agent tools.",
+        "category": "AI & Agents"
+      },
+      {
+        "url": "https://cast.ai",
+        "title": "CAST AI",
+        "date": "2025-06-01",
+        "stars": 5,
+        "impact": "high",
+        "why": "Automates cloud-native resource management and cost optimization across EKS, AKS, and GKE using real-time AI scaling algorithms.",
+        "category": "AI & Agents"
+      },
+      {
+        "url": "https://github.com/mudler/LocalAI",
+        "title": "LocalAI",
+        "date": "2026-06-13",
+        "stars": 4,
+        "impact": "high",
+        "why": "Provides a robust, self-hosted, cloud-native API gateway to run private LLMs locally and maintain total data sovereignty.",
+        "category": "AI & Agents"
+      },
+      {
+        "url": "https://blog.cloudflare.com/claude-managed-agents",
+        "title": "Announcing Claude Managed Agents on Cloudflare",
+        "date": "2026-06-02",
+        "stars": 4,
+        "impact": "critical",
+        "why": "Creates a highly secure, sandboxed execution plane at the network edge for running autonomous AI agent workflows using serverless architecture.",
+        "category": "AI & Agents"
+      },
+      {
+        "url": "https://openai.com/index/dell-codex-enterprise-partnership",
+        "title": "OpenAI and Dell Technologies partner to bring Codex to hybrid and on-premises enterprise environments",
+        "date": "2026-06-02",
+        "stars": 4,
+        "impact": "high",
+        "why": "Bridges enterprise cloud-native AI workflows with hybrid and on-premises physical infrastructure through strategic hardware integration.",
+        "category": "AI & Agents"
+      }
+    ],
+    "Certification & Training": [
+      {
+        "url": "https://training.linuxfoundation.org/resources",
+        "title": "The Linux Foundation Training",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "critical",
+        "why": "It is the definitive training authority and curriculum creator for the industry-standard CKA, CKAD, and CKS cloud-native certifications.",
+        "category": "Certification & Training"
+      },
+      {
+        "url": "https://kubernetes.io/docs/reference/kubectl/quick-reference",
+        "title": "kubernetes.io 🌟",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "high",
+        "why": "This canonical reference for kubectl is the most crucial resource allowed for real-time lookup during official Kubernetes certification exams.",
+        "category": "Certification & Training"
+      },
+      {
+        "url": "https://kube.academy",
+        "title": "kube.academy",
+        "date": "2026-06-01",
+        "stars": 4,
+        "impact": "high",
+        "why": "A premier free educational portal delivering structured learning paths on advanced Kubernetes administration, multi-tenancy, and security controls.",
+        "category": "Certification & Training"
+      },
+      {
+        "url": "https://www.whizlabs.com",
+        "title": "Whizlabs",
+        "date": "2026-06-01",
+        "stars": 4,
+        "impact": "high",
+        "why": "Provides widely-adopted professional practice exams and hands-on cloud sandboxes tailored specifically for CKA, CKAD, and CKS preparation.",
+        "category": "Certification & Training"
+      },
+      {
+        "url": "https://github.com/stefanprodan/podinfo",
+        "title": "==stefanprodan/podinfo==",
+        "date": "2026-06-08",
+        "stars": 4,
+        "impact": "high",
+        "why": "The industry's go-to reference microservice for hands-on training, showcasing cloud-native best practices in health checking, instrumentation, and GitOps.",
+        "category": "Certification & Training"
+      },
+      {
+        "url": "https://www.edx.org",
+        "title": "edx.org",
+        "date": "2026-06-01",
+        "stars": 4,
+        "impact": "medium",
+        "why": "Hosts the official introductory and intermediate cloud-native curricula developed by the Linux Foundation for global technical upskilling.",
+        "category": "Certification & Training"
+      },
+      {
+        "url": "https://github.com/AdminTurnedDevOps/DevOps-The-Hard-Way-AWS",
+        "title": "==AdminTurnedDevOps/DevOps-The-Hard-Way-AWS==",
+        "date": "2025-04-27",
+        "stars": 5,
+        "impact": "medium",
+        "why": "An excellent hands-on curriculum that teaches real-world DevOps practices by building complete Terraform, CI/CD, and Kubernetes environments.",
+        "category": "Certification & Training"
+      },
+      {
+        "url": "https://github.com/redhat-developer-demos/knative-tutorial",
+        "title": "knative-tutorial",
+        "date": "2026-01-15",
+        "stars": 5,
+        "impact": "medium",
+        "why": "Provides a structured, highly practical learning tutorial for mastering serverless scaling, eventing, and traffic routing on Kubernetes.",
+        "category": "Certification & Training"
+      },
+      {
+        "url": "https://techstudyslack.com",
+        "title": "techstudyslack.com",
+        "date": "2026-06-01",
+        "stars": 4,
+        "impact": "medium",
+        "why": "A highly active chat-driven community dedicated to peer-to-peer debugging and collective preparation for Kubernetes certifications.",
+        "category": "Certification & Training"
+      },
+      {
+        "url": "https://github.com/techiescamp/devops-projects",
+        "title": "==techiescamp/devops-projects==:Real-World DevOps Projects For Learning",
+        "date": "2026-06-18",
+        "stars": 5,
+        "impact": "medium",
+        "why": "Offers structured real-world deployment templates and pipelines that bridge the gap between theoretical training and production operations.",
+        "category": "Certification & Training"
+      }
+    ],
+    "Infrastructure as Code": [
+      {
+        "url": "https://www.infoq.com/news/2026/05/opentofu-release-terraform",
+        "title": "OpenTofu 1.12: the Feature Terraform Never Shipped",
+        "date": "2026-06-02",
+        "stars": 4,
+        "impact": "critical",
+        "why": "This landmark release solves a decade-old upstream limitation, cementing OpenTofu as a highly innovative, community-driven alternative to Terraform.",
+        "category": "Infrastructure as Code"
+      },
+      {
+        "url": "https://www.pulumi.com/blog/the-agentic-infrastructure-era",
+        "title": "The Agentic Infrastructure Era",
+        "date": "2026-06-02",
+        "stars": 4,
+        "impact": "critical",
+        "why": "This marks a major paradigm shift in IaC, moving from static configurations to autonomous, AI-driven self-healing infrastructure operations.",
+        "category": "Infrastructure as Code"
+      },
+      {
+        "url": "https://www.hashicorp.com/en/blog/new-in-terraform-115-dynamic-sources-variable-deprecation-and-more",
+        "title": "New in Terraform 1.15: Dynamic sources, variable deprecation, and more",
+        "date": "2026-06-02",
+        "stars": 4,
+        "impact": "high",
+        "why": "Introduces dynamic module sources natively, solving a long-standing initialization pain point for enterprise platform engineering.",
+        "category": "Infrastructure as Code"
+      },
+      {
+        "url": "https://github.com/terraform-aws-modules/terraform-aws-eks",
+        "title": "github.com/terraform-aws-modules/terraform-aws-eks: AWS EKS Terraform module",
+        "date": "2026-05-29",
+        "stars": 5,
+        "impact": "high",
+        "why": "The absolute industry-standard module for orchestrating production-grade EKS clusters with security and scalability built-in.",
+        "category": "Infrastructure as Code"
+      },
+      {
+        "url": "https://github.com/hashicorp/terraform-cdk",
+        "title": "terraform-cdk 🌟",
+        "date": "2025-12-10",
+        "stars": 5,
+        "impact": "high",
+        "why": "Enables software engineers to define declarative infrastructure using familiar imperative programming languages like TypeScript and Python.",
+        "category": "Infrastructure as Code"
+      },
+      {
+        "url": "https://terragrunt.com",
+        "title": "terragrunt.gruntwork.io",
+        "date": "2025-06-01",
+        "stars": 5,
+        "impact": "high",
+        "why": "Remains the definitive orchestrator for keeping Terraform configurations DRY and managing complex multi-module dependencies at scale.",
+        "category": "Infrastructure as Code"
+      },
+      {
+        "url": "https://github.com/Azure-Samples/aks-platform-engineering",
+        "title": "==github.com/Azure-Samples/aks-platform-engineering Building a Platform Engineering Environment on Azure Kubernetes Service (AKS)== 🌟",
+        "date": "2025-11-27",
+        "stars": 4,
+        "impact": "high",
+        "why": "Provides a definitive reference architecture for building enterprise internal developer platforms on Kubernetes.",
+        "category": "Infrastructure as Code"
+      },
+      {
+        "url": "https://github.com/infracost/infracost",
+        "title": "Infracost 🌟",
+        "date": "2026-06-03",
+        "stars": 5,
+        "impact": "high",
+        "why": "Shifts cloud cost optimization left by integrating automated, real-time cost projections directly into developer pull requests.",
+        "category": "Infrastructure as Code"
+      },
+      {
+        "url": "https://www.pulumi.com/blog/pulumi-neo-cli",
+        "title": "Neo, Now in the Terminal | Pulumi Blog",
+        "date": "2026-06-02",
+        "stars": 4,
+        "impact": "medium",
+        "why": "Bridges AI-driven code generation with actual cloud deployments by putting a state-aware assistant directly in the CLI.",
+        "category": "Infrastructure as Code"
+      },
+      {
+        "url": "https://github.com/kbst/terraform-kubestack",
+        "title": "Kubestack Gitops Framework",
+        "date": "2026-03-05",
+        "stars": 5,
+        "impact": "medium",
+        "why": "Simplifies cloud-native platform engineering by combining Terraform's infrastructure provisioning with GitOps application lifecycle management.",
+        "category": "Infrastructure as Code"
+      }
+    ],
+    "DevOps & Culture": [
+      {
+        "url": "https://github.com/backstage/backstage",
+        "title": "github.com/backstage/backstage",
+        "date": "2026-06-13",
+        "stars": 5,
+        "impact": "critical",
+        "why": "It is the leading CNCF framework for building internal developer portals, fundamentally redefining platform engineering and developer experience.",
+        "category": "DevOps & Culture"
+      },
+      {
+        "url": "https://github.com/microsoft/azure-devops-mcp",
+        "title": "Azure DevOps MCP Server",
+        "date": "2026-06-12",
+        "stars": 5,
+        "impact": "high",
+        "why": "Enables AI agents to interact directly with Azure DevOps pipelines and work items, marking a major shift toward AI-driven software operations.",
+        "category": "DevOps & Culture"
+      },
+      {
+        "url": "https://github.com/devtron-labs/devtron",
+        "title": "Devtron",
+        "date": "2026-06-10",
+        "stars": 5,
+        "impact": "high",
+        "why": "Consolidates GitOps, CI/CD, and Kubernetes observability into a single platform, simplifying complex cloud-native application operations.",
+        "category": "DevOps & Culture"
+      },
+      {
+        "url": "https://www.atlassian.com/blog/company-news/cursor-in-jira",
+        "title": "Introducing Cursor in Jira - Inside Atlassian",
+        "date": "2026-06-02",
+        "stars": 4,
+        "impact": "high",
+        "why": "Bridges agile project management with AI development by allowing direct task assignment to the Cursor AI agent inside Jira.",
+        "category": "DevOps & Culture"
+      },
+      {
+        "url": "https://cursor.com/download",
+        "title": "Download Cursor | AI-Powered Code Editor",
+        "date": "2026-06-02",
+        "stars": 4,
+        "impact": "high",
+        "why": "Accelerates a massive cultural shift in developer workflows by embedding deep, agentic AI capabilities directly into the core editor.",
+        "category": "DevOps & Culture"
+      },
+      {
+        "url": "https://nubenetes.com/iac",
+        "title": "IaC Infrastructure as Code",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "high",
+        "why": "Establishes modern declarative paradigms and lifecycle frameworks essential for cloud-native infrastructure automation.",
+        "category": "DevOps & Culture"
+      },
+      {
+        "url": "https://github.com/KusionStack/kusion",
+        "title": "github.com/KusionStack/kusion",
+        "date": "2026-01-04",
+        "stars": 3,
+        "impact": "medium",
+        "why": "Introduces an intent-driven declarative configuration engine that eases the cognitive load of multi-cloud application delivery.",
+        "category": "DevOps & Culture"
+      },
+      {
+        "url": "https://nubenetes.com/noops",
+        "title": "NoOps",
+        "date": "2026-06-14",
+        "stars": 4,
+        "impact": "medium",
+        "why": "Provides a strategic roadmap for evolving DevOps culture toward automated, self-healing, and serverless infrastructure operations.",
+        "category": "DevOps & Culture"
+      },
+      {
+        "url": "https://github.com/mxschmitt/action-tmate",
+        "title": "action-tmate: Debug GitHub Actions via SSH",
+        "date": "2026-05-29",
+        "stars": 4,
+        "impact": "medium",
+        "why": "Drastically reduces debugging feedback loops by allowing developers to SSH directly into active GitHub Actions runners.",
+        "category": "DevOps & Culture"
+      },
+      {
+        "url": "https://www.atlassian.com/blog/focus/evolution-of-spm-report",
+        "title": "Atlassian SPM Research: Why Strategic Execution Fails to Align with Delivery",
+        "date": "2026-06-02",
+        "stars": 4,
+        "impact": "medium",
+        "why": "Addresses the persistent cultural bottleneck of aligning high-level business strategy with active code delivery pipelines.",
+        "category": "DevOps & Culture"
+      }
+    ],
+    "MLOps & Data Science": [
+      {
+        "url": "https://docs.ray.io/en/latest",
+        "title": "Ray",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "critical",
+        "why": "Serves as the foundational distributed execution engine for scaling compute-heavy AI training and inference workloads natively in cloud environments.",
+        "category": "MLOps & Data Science"
+      },
+      {
+        "url": "https://openai.com/research/scaling-kubernetes-to-7500-nodes",
+        "title": "openai.com: Scaling Kubernetes to 7,500 nodes 🌟",
+        "date": "2026-05-17",
+        "stars": 0,
+        "impact": "critical",
+        "why": "Offers invaluable architectural blueprints and scaling lessons for operating massive-scale AI training infrastructures on Kubernetes.",
+        "category": "MLOps & Data Science"
+      },
+      {
+        "url": "https://github.com/Netflix/metaflow",
+        "title": "==github.com/Netflix/metaflow== 🌟",
+        "date": "2026-06-13",
+        "stars": 5,
+        "impact": "high",
+        "why": "Streamlines production-grade pipeline management by bridging local data science development with enterprise-scale Kubernetes and cloud infrastructure.",
+        "category": "MLOps & Data Science"
+      },
+      {
+        "url": "https://github.com/argilla-io/argilla",
+        "title": "rubrix",
+        "date": "2026-06-08",
+        "stars": 5,
+        "impact": "high",
+        "why": "Accelerates LLM alignment by providing an open-source platform for continuous human-in-the-loop data curation and fine-tuning.",
+        "category": "MLOps & Data Science"
+      },
+      {
+        "url": "https://github.com/meta-llama/llama-cookbook",
+        "title": "github.com/meta-llama/llama-recipes",
+        "date": "2026-05-19",
+        "stars": 5,
+        "impact": "high",
+        "why": "Provides robust, industry-standard templates for parameter-efficient fine-tuning and optimizing LLMs for production environments.",
+        "category": "MLOps & Data Science"
+      },
+      {
+        "url": "https://engineering.fb.com/2026/05/26/ml-applications/silvertorch-index-as-model-new-retrieval-paradigm-recommendation-systems",
+        "title": "SilverTorch: Index as Model β€” A New Retrieval Paradigm for Recommendation Systems",
+        "date": "2026-06-02",
+        "stars": 4,
+        "impact": "high",
+        "why": "Redefines recommendation systems by consolidating retrieval, filtering, and scoring into a single unified PyTorch model optimized for GPUs.",
+        "category": "MLOps & Data Science"
+      },
+      {
+        "url": "https://github.com/postgresml/postgresml",
+        "title": "postgresml/postgresml 🌟",
+        "date": "2025-07-01",
+        "stars": 4,
+        "impact": "medium",
+        "why": "Enables database-native machine learning operations by executing model training and real-time inference directly inside PostgreSQL via Rust.",
+        "category": "MLOps & Data Science"
+      },
+      {
+        "url": "https://github.com/mikeroyal/Kubernetes-Guide/blob/main/README.md",
+        "title": "==mikeroyal/Kubernetes-Guide: Machine Learning== 🌟",
+        "date": "2026-06-18",
+        "stars": 4,
+        "impact": "medium",
+        "why": "Acts as a comprehensive architectural and configuration reference for running diverse machine learning workloads on Kubernetes clusters.",
+        "category": "MLOps & Data Science"
+      },
+      {
+        "url": "https://github.com/tensorchord/envd",
+        "title": "tensorchord/envd: Reproducible development environment for AI/ML 🌟",
+        "date": "2026-05-21",
+        "stars": 3,
+        "impact": "medium",
+        "why": "Simplifies ML dependency management by building reproducible containerized environments directly from Python-based declarations.",
+        "category": "MLOps & Data Science"
+      },
+      {
+        "url": "https://github.com/XuehaiPan/nvitop",
+        "title": "==github.com/XuehaiPan/nvitop== 🌟",
+        "date": "2026-05-25",
+        "stars": 4,
+        "impact": "medium",
+        "why": "Provides a vital terminal-based GPU monitoring solution to track resource and memory utilization on container hosts in real-time.",
+        "category": "MLOps & Data Science"
+      }
+    ],
+    "OpenShift / Red Hat": [
+      {
+        "url": "https://github.com/openshift/hypershift",
+        "title": "github.com/openshift/hypershift: HyperShift",
+        "date": "2026-06-12",
+        "stars": 5,
+        "impact": "critical",
+        "why": "HyperShift fundamentally changes OpenShift architecture by decoupling and hosting control planes as lightweight workloads, drastically reducing cluster startup times and operational overhead.",
+        "category": "OpenShift / Red Hat"
+      },
+      {
+        "url": "https://github.com/operator-framework/operator-lifecycle-manager",
+        "title": "Red Hat OLM",
+        "date": "2026-06-11",
+        "stars": 5,
+        "impact": "critical",
+        "why": "Operator Lifecycle Manager (OLM) is the foundational orchestrator for deploying, updating, and managing the security of custom operators that power OpenShift's automated operations.",
+        "category": "OpenShift / Red Hat"
+      },
+      {
+        "url": "https://www.redhat.com/en/technologies/cloud-computing/openshift/aws",
+        "title": "Amazon Red Hat OpenShift",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "critical",
+        "why": "As a jointly-managed native AWS service, ROSA represents a major enterprise cloud-native deployment pattern that eliminates platform installation and operational management overhead for teams.",
+        "category": "OpenShift / Red Hat"
+      },
+      {
+        "url": "https://github.com/openshift/installer",
+        "title": "github.com/openshift/installer openshift installer 🌟",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "high",
+        "why": "The OpenShift Installer is the vital engine that automates infrastructure provisioning, configuration generation, and cluster bootstrapping across diverse hybrid cloud topologies.",
+        "category": "OpenShift / Red Hat"
+      },
+      {
+        "url": "https://www.redhat.com/en/technologies/cloud-computing/openshift/azure",
+        "title": "ARO",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "high",
+        "why": "Azure Red Hat OpenShift (ARO) provides a co-engineered, fully-managed service that accelerates enterprise cloud migrations by integrating deeply with native Azure networking and billing.",
+        "category": "OpenShift / Red Hat"
+      },
+      {
+        "url": "https://github.com/openshift/machine-api-operator/tree/main",
+        "title": "Machine API",
+        "date": "2026-06-09",
+        "stars": 5,
+        "impact": "high",
+        "why": "The Machine API Operator bridges the gap between cluster state and underlying cloud infrastructure by treating physical nodes as declarative, self-healing Kubernetes objects.",
+        "category": "OpenShift / Red Hat"
+      },
+      {
+        "url": "https://github.com/redhat-cop/gitops-catalog",
+        "title": "==github.com/redhat-cop/gitops-catalog==",
+        "date": "2026-06-08",
+        "stars": 5,
+        "impact": "high",
+        "why": "The Red Hat Community of Practice GitOps Catalog provides the industry with vetted, production-ready Argo CD blueprints to standardize multi-cluster configurations.",
+        "category": "OpenShift / Red Hat"
+      },
+      {
+        "url": "https://github.com/redhat-developer/odo",
+        "title": "ODO: OpenShift Command line for Developers 🌟",
+        "date": "2026-03-30",
+        "stars": 5,
+        "impact": "high",
+        "why": "Odo drastically simplifies the cloud-native developer experience by abstracting complex Kubernetes YAML files and allowing developers to push code directly to OpenShift from their IDEs.",
+        "category": "OpenShift / Red Hat"
+      },
+      {
+        "url": "https://github.com/openshift/origin",
+        "title": "github.com/openshift/origin 🌟",
+        "date": "2026-06-12",
+        "stars": 5,
+        "impact": "medium",
+        "why": "As the upstream open-source engine for OKD, this repository serves as the primary community sandbox where next-generation OpenShift features are developed and tested.",
+        "category": "OpenShift / Red Hat"
+      },
+      {
+        "url": "https://www.redhat.com/en/technologies/cloud-computing/openshift/serverless",
+        "title": "OpenShift Serverless",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "medium",
+        "why": "OpenShift Serverless integrates Knative into the enterprise platform to offer out-of-the-box scale-to-zero capabilities and unified event-driven application architectures.",
+        "category": "OpenShift / Red Hat"
+      }
+    ],
+    "GCP, OCI & Others": [
+      {
+        "url": "https://github.com/GoogleCloudPlatform/k8s-config-connector",
+        "title": "github.com/GoogleCloudPlatform/k8s-config-connector: GCP Config Connector",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "critical",
+        "why": "Bridges Google Cloud and Kubernetes natively by enabling teams to manage GCP infrastructure through GitOps and standard Kubernetes CRDs.",
+        "category": "GCP, OCI & Others"
+      },
+      {
+        "url": "https://cloud.google.com/blog/products/networking/private-service-connect-is-now-generally-available",
+        "title": "cloud.google.com: Consume services faster, privately and securely - Private Service Connect now in GA",
+        "date": "2026-06-01",
+        "stars": 0,
+        "impact": "critical",
+        "why": "Establishes a secure, private networking paradigm on GCP that enables seamless cross-project and SaaS connectivity without public internet routing.",
+        "category": "GCP, OCI & Others"
+      },
+      {
+        "url": "https://github.com/GoogleCloudPlatform/buildpacks",
+        "title": "Google Cloud Buildpacks",
+        "date": "2026-06-13",
+        "stars": 5,
+        "impact": "high",
+        "why": "Implements CNCF Cloud Native Buildpacks on GCP, allowing developers to generate secured OCI-compliant container images without managing Dockerfiles.",
+        "category": "GCP, OCI & Others"
+      },
+      {
+        "url": "https://github.com/oracle",
+        "title": "github.com/oracle",
+        "date": "2026-05-17",
+        "stars": 5,
+        "impact": "high",
+        "why": "Acts as the foundational open-source bridge for running enterprise Kubernetes workloads on Oracle Cloud Infrastructure via native CCM and CSI drivers.",
+        "category": "GCP, OCI & Others"
+      },
+      {
+        "url": "https://engineering.mercari.com/en/blog/entry/20211222-kubernetes-based-spanner-autoscaler",
+        "title": "engineering.mercari.com: Kubernetes based autoscaler for Cloud Spanner",
+        "date": "2026-06-18",
+        "stars": 0,
+        "impact": "high",
+        "why": "Showcases an advanced cloud-native paradigm of scaling complex managed databases like Cloud Spanner dynamically using Kubernetes autoscalers.",
+        "category": "GCP, OCI & Others"
+      },
+      {
+        "url": "https://www.redhat.com/en/solutions/edge-computing-approach",
+        "title": "Red Hat's approach to Edge Computing 🌟",
+        "date": "2026-06-14",
+        "stars": 0,
+        "impact": "high",
+        "why": "Accelerates edge computing adoption by packaging enterprise OpenShift capabilities into resource-constrained, lightweight MicroShift configurations.",
+        "category": "GCP, OCI & Others"
+      },
+      {
+        "url": "https://docs.cloud.google.com/architecture",
+        "title": "A hybrid cloud-native DevSecOps pipeline with JFrog Artifactory and GKE on-prem 🌟",
+        "date": "2026-06-14",
+        "stars": 0,
+        "impact": "high",
+        "why": "Delivers an essential architectural blueprint for running secure, hybrid DevSecOps pipelines on GKE On-Premises (Google Distributed Cloud).",
+        "category": "GCP, OCI & Others"
+      },
+      {
+        "url": "https://cloud.google.com/blog/products/application-development/introducing-cloud-shell-editor",
+        "title": "New Cloud Shell Editor: Get your first cloud-native app running in minutes",
+        "date": "2026-06-01",
+        "stars": 0,
+        "impact": "high",
+        "why": "Lowers the barrier to entry for cloud-native development by embedding a container-optimized IDE with GKE and Cloud Code integrations directly in the browser.",
+        "category": "GCP, OCI & Others"
+      },
+      {
+        "url": "https://cloud.google.com/blog/products/identity-security/how-to-authenticate-service-accounts-to-help-keep-applications-secure",
+        "title": "cloud.google.com: Choose the best way to use and authenticate service accounts on Google Cloud",
+        "date": "2026-06-01",
+        "stars": 0,
+        "impact": "high",
+        "why": "Defines the industry benchmark for GKE security by championing keyless Workload Identity federation over high-risk, static service account keys.",
+        "category": "GCP, OCI & Others"
+      },
+      {
+        "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/linux/openshift-container-platform-4x",
+        "title": "OpenShift in Azure",
+        "date": "2026-06-01",
+        "stars": 0,
+        "impact": "high",
+        "why": "Strengthens multi-cloud enterprise strategies by providing a jointly-engineered, fully managed Red Hat OpenShift experience natively inside Azure.",
+        "category": "GCP, OCI & Others"
+      }
+    ],
+    "Containers & Runtime": [
+      {
+        "url": "https://github.com/containerd/containerd",
+        "title": "containerd - An open and reliable container runtime",
+        "date": "2026-06-13",
+        "stars": 5,
+        "impact": "critical",
+        "why": "containerd is the industry-standard container runtime for Kubernetes, providing high-reliability and ubiquitous enterprise adoption.",
+        "category": "Containers & Runtime"
+      },
+      {
+        "url": "https://github.com/opencontainers/runc",
+        "title": "runc",
+        "date": "2026-06-13",
+        "stars": 5,
+        "impact": "critical",
+        "why": "runc is the foundational, low-level OCI-compliant runtime that serves as the basis for most modern container execution environments.",
+        "category": "Containers & Runtime"
+      },
+      {
+        "url": "https://github.com/cert-manager/cert-manager",
+        "title": "==cert-manager/cert-manager==",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "critical",
+        "why": "cert-manager is the industry-standard tool for automating certificate lifecycles, guaranteeing secure transport across cloud-native runtimes.",
+        "category": "Containers & Runtime"
+      },
+      {
+        "url": "https://docs.docker.com/build",
+        "title": "buildkit",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "critical",
+        "why": "BuildKit has revolutionized container image creation with concurrent stage execution and advanced caching, serving as Docker's next-gen build engine.",
+        "category": "Containers & Runtime"
+      },
+      {
+        "url": "https://podman.io",
+        "title": "podman",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "high",
+        "why": "Podman delivers a daemonless, rootless alternative to Docker, enhancing security and providing native multi-container 'Pod' groupings.",
+        "category": "Containers & Runtime"
+      },
+      {
+        "url": "https://dapr.io",
+        "title": "Dapr",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "high",
+        "why": "Dapr simplifies cloud-native development by offering a highly modular sidecar design with standardized APIs for distributed application runtimes.",
+        "category": "Containers & Runtime"
+      },
+      {
+        "url": "https://knative.dev",
+        "title": "knative.dev",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "high",
+        "why": "Knative is the premier Kubernetes-native serverless platform, providing crucial autoscaling, scale-to-zero, and event-driven runtime models.",
+        "category": "Containers & Runtime"
+      },
+      {
+        "url": "https://github.com/containers/crun",
+        "title": "crun",
+        "date": "2026-05-30",
+        "stars": 5,
+        "impact": "high",
+        "why": "crun represents a significant technical paradigm shift as a high-performance, low-memory C-based alternative to Go-implemented container runtimes.",
+        "category": "Containers & Runtime"
+      },
+      {
+        "url": "https://buildah.io",
+        "title": "buildah",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "high",
+        "why": "Buildah enables daemonless, OCI-compliant container builds, dramatically reducing the security footprint of build-time environments.",
+        "category": "Containers & Runtime"
+      },
+      {
+        "url": "https://github.com/docker/build-push-action",
+        "title": "**GitHub build-push-action**",
+        "date": "2026-06-12",
+        "stars": 5,
+        "impact": "high",
+        "why": "The GitHub build-push-action is the de facto industry standard for building and pushing container images securely within automated CI/CD pipelines.",
+        "category": "Containers & Runtime"
+      }
+    ],
+    "Networking & Service Mesh": [
+      {
+        "url": "https://github.com/istio/istio",
+        "title": "github.com: Istio",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "critical",
+        "why": "As the dominant enterprise-grade service mesh, Istio's ongoing development of ambient mode and unified control planes is critical for cloud-native security and traffic management.",
+        "category": "Networking & Service Mesh"
+      },
+      {
+        "url": "https://linkerd.io",
+        "title": "Linkerd",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "critical",
+        "why": "Linkerd remains a vital CNCF-graduated service mesh that delivers security and high-performance mutual TLS through a lightweight, custom Rust-based data plane.",
+        "category": "Networking & Service Mesh"
+      },
+      {
+        "url": "https://github.com/containernetworking",
+        "title": "github.com/containernetworking 🌟",
+        "date": "2026-05-17",
+        "stars": 5,
+        "impact": "critical",
+        "why": "This repository hosts the foundational Container Network Interface (CNI) specification and plugins that power virtually all cloud-native container networking runtimes.",
+        "category": "Networking & Service Mesh"
+      },
+      {
+        "url": "https://github.com/kubernetes-sigs/gateway-api",
+        "title": "Kubernetes Gateway API",
+        "date": "2026-06-12",
+        "stars": 4,
+        "impact": "critical",
+        "why": "The Kubernetes Gateway API represents a major paradigm shift, offering a more expressive, role-oriented, and extensible standard that officially supersedes classic Ingress.",
+        "category": "Networking & Service Mesh"
+      },
+      {
+        "url": "https://github.com/envoyproxy/gateway",
+        "title": "Envoy Gateway",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "high",
+        "why": "Envoy Gateway drives the unification of ingress configurations by implementing the standard Kubernetes Gateway API on top of the robust Envoy proxy.",
+        "category": "Networking & Service Mesh"
+      },
+      {
+        "url": "https://github.com/kubernetes/enhancements",
+        "title": "NodeLocal DNSCache",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "high",
+        "why": "NodeLocal DNSCache drastically improves Kubernetes DNS scalability and avoids conntrack table exhaustion by intercepting queries locally on each cluster node.",
+        "category": "Networking & Service Mesh"
+      },
+      {
+        "url": "https://www.hashicorp.com/blog/consul-20-improves-flexibility-control-and-scalability",
+        "title": "Consul 2.0 improves flexibility, control, and scalability",
+        "date": "2026-06-02",
+        "stars": 4,
+        "impact": "high",
+        "why": "Consul 2.0 marks a major architectural evolution, enhancing multi-port mesh capabilities and scalability for multi-cloud service networking environments.",
+        "category": "Networking & Service Mesh"
+      },
+      {
+        "url": "https://meshery.io",
+        "title": "Meshery.io:",
+        "date": "2026-06-01",
+        "stars": 4,
+        "impact": "high",
+        "why": "Meshery serves as an invaluable multi-mesh manager that enables standardization, performance benchmarking, and conformance testing across diverse service mesh environments.",
+        "category": "Networking & Service Mesh"
+      },
+      {
+        "url": "https://github.com/AbsaOSS/k8gb",
+        "title": "K8GB - Kubernetes Global Balancer",
+        "date": "2026-02-20",
+        "stars": 4,
+        "impact": "high",
+        "why": "K8GB addresses critical multi-cluster availability requirements by offering a lightweight, Kubernetes-native Global Server Load Balancing solution driven by CoreDNS.",
+        "category": "Networking & Service Mesh"
+      },
+      {
+        "url": "https://github.com/kiali/kiali",
+        "title": "github.com: kiali",
+        "date": "2026-06-12",
+        "stars": 5,
+        "impact": "high",
+        "why": "Kiali provides indispensable real-time visualization, topology mapping, and configuration validation essential for operating complex Istio service mesh deployments.",
+        "category": "Networking & Service Mesh"
+      }
+    ],
+    "AWS": [
+      {
+        "url": "https://aws.amazon.com/blogs/aws/get-started-with-openai-gpt-5-5-gpt-5-4-models-and-codex-on-amazon-bedrock",
+        "title": "Get started with OpenAI GPT-5.5, GPT-5.4 models, and Codex on Amazon Bedrock",
+        "date": "2026-06-02",
+        "stars": 4,
+        "impact": "critical",
+        "why": "The general availability of OpenAI frontier models on Amazon Bedrock fundamentally reshapes enterprise generative AI options by breaking Microsoft's cloud hosting exclusivity.",
+        "category": "AWS"
+      },
+      {
+        "url": "https://github.com/localstack/localstack",
+        "title": "github.com/localstack/localstack",
+        "date": "2026-03-23",
+        "stars": 5,
+        "impact": "critical",
+        "why": "As the premier AWS cloud emulator, LocalStack's continued evolution remains foundational for offline cloud-native development and testing pipelines.",
+        "category": "AWS"
+      },
+      {
+        "url": "https://github.com/aws/containers-roadmap",
+        "title": "aws/containers-roadmap: AWS Containers Roadmap",
+        "date": "2025-03-25",
+        "stars": 5,
+        "impact": "high",
+        "why": "The public AWS containers roadmap bridges the gap between community feature requests and the engineering direction of core container services like EKS and ECS.",
+        "category": "AWS"
+      },
+      {
+        "url": "https://aws.amazon.com/blogs/aws/introducing-the-next-generation-of-amazon-opensearch-serverless-for-building-your-agentic-ai-applications",
+        "title": "Introducing the next generation of Amazon OpenSearch Serverless for building your agentic AI applications",
+        "date": "2026-06-02",
+        "stars": 4,
+        "impact": "high",
+        "why": "The next-generation OpenSearch Serverless architecture decouples compute and storage to seamlessly handle highly dynamic, real-time agentic AI search workloads.",
+        "category": "AWS"
+      },
+      {
+        "url": "https://github.com/one2nc/cloudlens",
+        "title": "github.com/one2nc/cloudlens 🌟",
+        "date": "2024-04-20",
+        "stars": 5,
+        "impact": "high",
+        "why": "Cloudlens provides a much-needed 'k9s' equivalent for AWS, dramatically improving terminal-based infrastructure monitoring and navigation for developers.",
+        "category": "AWS"
+      },
+      {
+        "url": "https://github.com/tenable/access-undenied-aws",
+        "title": "ermetic/access-undenied-aws 🌟",
+        "date": "2026-04-13",
+        "stars": 5,
+        "impact": "high",
+        "why": "This sophisticated security tool automates CloudTrail and IAM analysis to immediately locate the exact policy or SCP blocking resource access.",
+        "category": "AWS"
+      },
+      {
+        "url": "https://github.com/saml-to/assume-aws-role-action",
+        "title": "saml-to/assume-aws-role-action",
+        "date": "2024-01-09",
+        "stars": 5,
+        "impact": "high",
+        "why": "This GitHub Action eliminates the security risk of long-lived static keys by natively employing OpenID Connect to securely assume AWS IAM roles.",
+        "category": "AWS"
+      },
+      {
+        "url": "https://github.com/awslabs/amazon-ecr-credential-helper",
+        "title": "awslabs/amazon-ecr-credential-helper: Amazon ECR Docker Credential Helper",
+        "date": "2026-06-09",
+        "stars": 4,
+        "impact": "high",
+        "why": "The ECR credential helper streamlines container pipelines by automating transparent, IAM-based registry authentication for local and production runtimes.",
+        "category": "AWS"
+      },
+      {
+        "url": "https://github.com/awslabs/aws-cloudsaga",
+        "title": "==awslabs/aws-cloudsaga: AWS CloudSaga - Simulate security events in AWS==",
+        "date": "2026-06-13",
+        "stars": 5,
+        "impact": "high",
+        "why": "Developed by AWS, CloudSaga allows security teams to validate their monitoring and alerting pipelines by safely simulating malicious activities directly inside their AWS environments.",
+        "category": "AWS"
+      },
+      {
+        "url": "https://github.com/salesforce/metabadger",
+        "title": "Metabadger",
+        "date": "2025-05-01",
+        "stars": 5,
+        "impact": "medium",
+        "why": "This tool simplifies enterprise cloud hardening by automating the transition of EC2 instances to secure IMDSv2 metadata endpoints, mitigating SSRF risks.",
+        "category": "AWS"
+      }
+    ],
+    "Security & Compliance": [
+      {
+        "url": "https://github.com/hashicorp/vault",
+        "title": "hashicorp/vault",
+        "date": "2026-06-12",
+        "stars": 5,
+        "impact": "critical",
+        "why": "Vault remains the definitive enterprise solution for dynamic secret management, data protection, and identity-based access control in multi-cloud architectures.",
+        "category": "Security & Compliance"
+      },
+      {
+        "url": "https://www.openpolicyagent.org",
+        "title": "OPA Open Policy Agent 🌟",
+        "date": "2026-05-17",
+        "stars": 5,
+        "impact": "critical",
+        "why": "Open Policy Agent (OPA) acts as the de facto industry standard for unified, decoupled policy-as-code authorization across the cloud-native ecosystem.",
+        "category": "Security & Compliance"
+      },
+      {
+        "url": "https://github.com/cilium/tetragon",
+        "title": "Tetragon (Cilium)",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "critical",
+        "why": "Tetragon represents a paradigm shift in runtime security, leveraging eBPF to perform real-time, low-overhead security enforcement and observability at the kernel level.",
+        "category": "Security & Compliance"
+      },
+      {
+        "url": "https://www.tigera.io/project-calico",
+        "title": "Project Calico 🌟",
+        "date": "2026-06-18",
+        "stars": 5,
+        "impact": "critical",
+        "why": "Calico is the industry-standard networking and network security engine, providing high-performance eBPF-based policy enforcement for Kubernetes environments.",
+        "category": "Security & Compliance"
+      },
+      {
+        "url": "https://github.com/aquasecurity/trivy",
+        "title": "trivy",
+        "date": "2026-06-11",
+        "stars": 5,
+        "impact": "high",
+        "why": "Trivy is the most widely adopted and versatile security scanner for container images, software dependencies, and IaC configurations.",
+        "category": "Security & Compliance"
+      },
+      {
+        "url": "https://external-secrets.io",
+        "title": "external-secrets.io 🌟",
+        "date": "2025-06-01",
+        "stars": 5,
+        "impact": "high",
+        "why": "External Secrets Operator has standardized how enterprises securely synchronize credentials from external vaults directly into native Kubernetes secrets.",
+        "category": "Security & Compliance"
+      },
+      {
+        "url": "https://github.com/prowler-cloud/prowler",
+        "title": "==github.com/prowler-cloud/prowler== 🌟🌟",
+        "date": "2026-06-13",
+        "stars": 5,
+        "impact": "high",
+        "why": "Prowler is a premier open-source tool for cloud security posture management, automating multi-cloud audits against standard compliance frameworks.",
+        "category": "Security & Compliance"
+      },
+      {
+        "url": "https://www.checkov.io",
+        "title": "checkov.io",
+        "date": "2026-05-17",
+        "stars": 5,
+        "impact": "high",
+        "why": "Checkov is a leading static analysis tool that prevents security misconfigurations by scanning Infrastructure-as-Code files during the CI/CD phase.",
+        "category": "Security & Compliance"
+      },
+      {
+        "url": "https://github.com/getsops/sops",
+        "title": "sops: Simple and flexible tool for managing secrets 🌟",
+        "date": "2026-06-13",
+        "stars": 5,
+        "impact": "high",
+        "why": "SOPS is a critical tool for GitOps workflows, allowing teams to securely encrypt configuration file secrets directly within version control.",
+        "category": "Security & Compliance"
+      },
+      {
+        "url": "https://github.com/kubescape/kubescape",
+        "title": "kubescape",
+        "date": "2026-06-12",
+        "stars": 5,
+        "impact": "high",
+        "why": "Kubescape offers an active, CNCF-backed platform for continuous Kubernetes configuration scanning, risk analysis, and compliance verification.",
+        "category": "Security & Compliance"
+      }
+    ],
+    "Architecture & Microservices": [
+      {
+        "url": "https://github.com/mfornos/awesome-microservices",
+        "title": "Awesome microservices",
+        "date": "2026-06-10",
+        "stars": 4,
+        "impact": "critical",
+        "why": "It acts as the premier repository mapping fundamental microservices patterns, API gateways, and event-driven communication models essential for distributed architectures.",
+        "category": "Architecture & Microservices"
+      },
+      {
+        "url": "https://github.com/binhnguyennus/awesome-scalability",
+        "title": "Awesome Scalability",
+        "date": "2026-01-04",
+        "stars": 5,
+        "impact": "critical",
+        "why": "This legendary reference guide details core architectural design patterns for building scalable, highly available backend systems and coordinating microservices.",
+        "category": "Architecture & Microservices"
+      },
+      {
+        "url": "https://github.com/rootsongjc/awesome-cloud-native",
+        "title": "rootsongjc/awesome-cloud-native 🌟",
+        "date": "2026-06-08",
+        "stars": 5,
+        "impact": "critical",
+        "why": "It systematically maps out the CNCF Cloud Native ecosystem, providing platform architects with concrete guides to service meshes, dynamic storage, and infrastructure layers.",
+        "category": "Architecture & Microservices"
+      },
+      {
+        "url": "https://github.com/veggiemonk/awesome-docker",
+        "title": "Awesome Docker 🌟",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "high",
+        "why": "As the premier community directory for container ecosystems, it provides foundational knowledge for modern, isolated microservices runtime environments.",
+        "category": "Architecture & Microservices"
+      },
+      {
+        "url": "https://github.com/open-policy-agent/awesome-opa",
+        "title": "anderseknert/awesome-opa 🌟",
+        "date": "2026-05-25",
+        "stars": 5,
+        "impact": "high",
+        "why": "It enables enterprise architects to standardise policy-as-code across Cloud Native infrastructure using Open Policy Agent (OPA).",
+        "category": "Architecture & Microservices"
+      },
+      {
+        "url": "https://nubenetes.com/terraform",
+        "title": "Terraform Kubernetes Boilerplates 🌟",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "high",
+        "why": "Provides production-tested, multi-cloud Terraform templates that standardise enterprise landing zones and core Kubernetes cluster architecture.",
+        "category": "Architecture & Microservices"
+      },
+      {
+        "url": "https://github.com/calvin-puram/awesome-kubernetes-operator-resources",
+        "title": "github.com/calvin-puram: Awesome Kubernetes Operator Resources",
+        "date": "2026-04-25",
+        "stars": 5,
+        "impact": "high",
+        "why": "Crucial guide for implementing the Operator pattern, a key architectural paradigm shift for managing stateful applications natively inside Kubernetes.",
+        "category": "Architecture & Microservices"
+      },
+      {
+        "url": "https://github.com/clusterpedia-io/clusterpedia",
+        "title": "clusterpedia-io/clusterpedia 🌟",
+        "date": "2026-05-30",
+        "stars": 5,
+        "impact": "high",
+        "why": "Solves complex multi-cluster management and resource discovery challenges, facilitating scalable multi-cluster architecture patterns.",
+        "category": "Architecture & Microservices"
+      },
+      {
+        "url": "https://github.com/mingrammer/diagrams",
+        "title": "mingrammer/diagrams",
+        "date": "2026-06-09",
+        "stars": 5,
+        "impact": "high",
+        "why": "Introduces a powerful paradigm shift by enabling engineers to define, track, and version-control architectural diagrams as Python code.",
+        "category": "Architecture & Microservices"
+      },
+      {
+        "url": "https://github.com/mailtoharshit/Awesome-Api-Management-Tools",
+        "title": "Awesome API Management Tools",
+        "date": "2022-11-10",
+        "stars": 5,
+        "impact": "high",
+        "why": "Focuses on API management portals and lifecycle systems, which are foundational for decoupling and exposing enterprise microservices safely.",
+        "category": "Architecture & Microservices"
+      }
+    ],
+    "Platform Engineering & DevEx": [
+      {
+        "url": "https://backstage.io",
+        "title": "Backstage Developer Portal:",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "critical",
+        "why": "The industry-standard, CNCF-graduated framework for building Internal Developer Portals (IDPs) that radically improves developer experience.",
+        "category": "Platform Engineering & DevEx"
+      },
+      {
+        "url": "https://konghq.com/products/kong-gateway",
+        "title": "Kong API Manager",
+        "date": "2026-06-01",
+        "stars": 0,
+        "impact": "critical",
+        "why": "The world's most popular lightweight, open-source cloud-native API gateway, critical for managing microservices traffic.",
+        "category": "Platform Engineering & DevEx"
+      },
+      {
+        "url": "https://github.com/apache/apisix",
+        "title": "apisix",
+        "date": "2026-06-12",
+        "stars": 5,
+        "impact": "high",
+        "why": "A high-performance, dynamic Apache-backed API gateway built for cloud-native routing, security, and telemetry.",
+        "category": "Platform Engineering & DevEx"
+      },
+      {
+        "url": "https://doc.traefik.io/traefik",
+        "title": "docs.traefik.io",
+        "date": "2026-06-01",
+        "stars": 0,
+        "impact": "high",
+        "why": "A leading dynamic cloud-native proxy and ingress controller that simplifies routing and configuration in Kubernetes environments.",
+        "category": "Platform Engineering & DevEx"
+      },
+      {
+        "url": "https://github.com/Azure/draft",
+        "title": "==Azure/Draft== 🌟",
+        "date": "2026-06-11",
+        "stars": 5,
+        "impact": "high",
+        "why": "Streamlines developer experience by scanning source code to automatically generate Kubernetes manifests and Dockerfiles.",
+        "category": "Platform Engineering & DevEx"
+      },
+      {
+        "url": "https://squidfunk.github.io/mkdocs-material",
+        "title": "Material for MkDocs",
+        "date": "2026-06-01",
+        "stars": 0,
+        "impact": "high",
+        "why": "The industry-standard UI framework for docs-as-code, drastically improving developer documentation accessibility and usability.",
+        "category": "Platform Engineering & DevEx"
+      },
+      {
+        "url": "https://tyk.io",
+        "title": "Tyk API Manager",
+        "date": "2026-06-01",
+        "stars": 0,
+        "impact": "high",
+        "why": "A highly performant, Go-based open-source API gateway offering stellar clustering and multi-datacenter capabilities.",
+        "category": "Platform Engineering & DevEx"
+      },
+      {
+        "url": "https://cloud.google.com/apigee",
+        "title": "Google Apigee API Manager",
+        "date": "2026-06-01",
+        "stars": 0,
+        "impact": "high",
+        "why": "Google Cloud's premier enterprise API management platform that secures, analyzes, and scales APIs globally.",
+        "category": "Platform Engineering & DevEx"
+      },
+      {
+        "url": "https://www.redhat.com/en/technologies/jboss-middleware/3scale",
+        "title": "Red Hat 3scale API Management",
+        "date": "2026-06-01",
+        "stars": 0,
+        "impact": "high",
+        "why": "An operator-driven API management framework optimized for scaling microservices securely on enterprise OpenShift clusters.",
+        "category": "Platform Engineering & DevEx"
+      },
+      {
+        "url": "https://spring.io/projects/spring-cloud-gateway",
+        "title": "Spring Cloud Gateway",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "medium",
+        "why": "An essential reactive, non-blocking API routing gateway optimized for the massive enterprise Java and Spring Boot ecosystem.",
+        "category": "Platform Engineering & DevEx"
+      }
+    ],
+    "FinOps & Cloud Cost": [
+      {
+        "url": "https://www.finops.org",
+        "title": "FinOps Foundation: FinOps.org",
+        "date": "2026-06-01",
+        "stars": 0,
+        "impact": "critical",
+        "why": "It represents the official, industry-standard FinOps framework and open standards like FOCUS, serving as the foundation for modern cloud financial operations.",
+        "category": "FinOps & Cloud Cost"
+      },
+      {
+        "url": "https://github.com/dolevshor/azure-finops-guide",
+        "title": "==github.com/dolevshor/azure-finops-guide: The Azure FinOps Guide== 🌟",
+        "date": "2025-11-02",
+        "stars": 5,
+        "impact": "high",
+        "why": "A highly comprehensive, modern 2024 community guide containing actionable scripts and policies specifically for enterprise Azure FinOps governance.",
+        "category": "FinOps & Cloud Cost"
+      },
+      {
+        "url": "https://github.com/towardsthecloud/cloudburn",
+        "title": "Cloudburn: An Open-Source Policy Engine for AWS Spending",
+        "date": "2026-04-09",
+        "stars": 4,
+        "impact": "high",
+        "why": "Introduces a novel 2024 open-source policy engine that uses declarative code to audit cloud resource spend and alert on idle infrastructure.",
+        "category": "FinOps & Cloud Cost"
+      },
+      {
+        "url": "https://engineering.razorpay.com/the-culture-of-cost-optimization-reducing-kubernetes-cost-by-300-000-32611cdd19d9",
+        "title": "engineering.razorpay.com: The Culture of Cost Optimization β€” Reducing Kubernetes' cost by $300,000",
+        "date": "2026-05-17",
+        "stars": 0,
+        "impact": "high",
+        "why": "A high-impact, real-world engineering case study demonstrating how to successfully reduce production Kubernetes expenses by $300,000.",
+        "category": "FinOps & Cloud Cost"
+      },
+      {
+        "url": "https://medium.com/@danielepolencic/reserved-cpu-and-memory-in-kubernetes-nodes-65aee1946afd",
+        "title": "==medium.com/@danielepolencic: In Kubernetes, are there hidden costs to' running many cluster nodes?==",
+        "date": "2026-05-17",
+        "stars": 0,
+        "impact": "high",
+        "why": "Deep dives into the technical details of Kubernetes daemonsets and reserved capacity, uncovering the hidden overhead costs of running too many cluster nodes.",
+        "category": "FinOps & Cloud Cost"
+      },
+      {
+        "url": "https://medium.com/develeap/cutting-down-kubernetes-costs-cast-ai-vs-karpenter-20f6788b4c67",
+        "title": "medium.com/develeap: Cutting down Kubernetes Costs: Cast.ai vs. Karpenter",
+        "date": "2026-05-17",
+        "stars": 0,
+        "impact": "high",
+        "why": "Compares two leading cloud-native autoscaling paradigms (Cast.ai and Karpenter) to help engineers make informed decisions on dynamic container cost reduction.",
+        "category": "FinOps & Cloud Cost"
+      },
+      {
+        "url": "https://medium.com/compass-true-north/halving-kubernetes-compute-costs-with-vertical-pod-autoscaler-df658c043301",
+        "title": "medium.com/compass-true-north: Halving Kubernetes Compute Costs With Vertical' Pod Autoscaler",
+        "date": "2026-05-17",
+        "stars": 0,
+        "impact": "high",
+        "why": "Provides concrete architectural guidance on using Vertical Pod Autoscaling (VPA) to halve compute resource waste and trim container bills.",
+        "category": "FinOps & Cloud Cost"
+      },
+      {
+        "url": "https://www.businessinsider.com/uber-coo-andrew-macdonald-ai-token-spending-harder-justify-2026-5",
+        "title": "Uber's COO Says It's Getting Harder to Justify the Money Spent on AI",
+        "date": "2026-06-02",
+        "stars": 4,
+        "impact": "critical",
+        "why": "Highlights the massive emerging industry shift towards AI FinOps, addressing the complex operational challenge of justifying and managing high GPU/token expenses.",
+        "category": "FinOps & Cloud Cost"
+      },
+      {
+        "url": "https://github.com/mivano/azure-cost-cli",
+        "title": "==github.com/mivano/azure-cost-cli==",
+        "date": "2026-06-08",
+        "stars": 4,
+        "impact": "medium",
+        "why": "A lightweight, modern 2024 CLI tool that simplifies tag-based cost-querying and chargeback allocations for cloud engineering teams.",
+        "category": "FinOps & Cloud Cost"
+      },
+      {
+        "url": "https://cast.ai/blog/keep-your-aws-kubernetes-costs-in-check-with-intelligent-allocation",
+        "title": "cast.ai: Keep your AWS Kubernetes costs in check with intelligent allocation' (EKS)",
+        "date": "2026-05-17",
+        "stars": 5,
+        "impact": "high",
+        "why": "Outlines advanced automated resource provisioning techniques on AWS EKS to prevent wasteful container-level over-provisioning.",
+        "category": "FinOps & Cloud Cost"
+      }
+    ],
+    "Virtualization & Private Cloud": [
+      {
+        "url": "https://cluster-api.sigs.k8s.io",
+        "title": "ClusterAPI",
+        "date": "2026-06-01",
+        "stars": 0,
+        "impact": "critical",
+        "why": "Establishes the industry-standard declarative API model for orchestrating cluster lifecycle management across private and hybrid cloud topologies.",
+        "category": "Virtualization & Private Cloud"
+      },
+      {
+        "url": "https://nubenetes.com/openshift",
+        "title": "Openshift Container Platform",
+        "date": "2026-06-14",
+        "stars": 0,
+        "impact": "critical",
+        "why": "Acts as the leading enterprise-grade hybrid cloud platform, merging cloud-native orchestration with legacy VM virtualization capabilities.",
+        "category": "Virtualization & Private Cloud"
+      },
+      {
+        "url": "https://nubenetes.com/rancher",
+        "title": "Rancher: Enterprise management for Kubernetes",
+        "date": "2026-06-14",
+        "stars": 0,
+        "impact": "critical",
+        "why": "Provides a dominant centralized management console for operating heterogeneous, multi-tenant Kubernetes clusters across bare metal and private clouds.",
+        "category": "Virtualization & Private Cloud"
+      },
+      {
+        "url": "https://github.com/kubernetes-sigs/kubespray",
+        "title": "**Kubespray**",
+        "date": "2026-06-14",
+        "stars": 5,
+        "impact": "high",
+        "why": "Remains the most battle-tested Ansible-based automation framework for bootstrapping enterprise-grade clusters in on-premises environments.",
+        "category": "Virtualization & Private Cloud"
+      },
+      {
+        "url": "https://www.cncf.io/blog/2021/10/06/kubernetes-cluster-api-reaches-production-readiness-with-version-1-0",
+        "title": "cncf.io: Kubernetes Cluster API reaches production readiness with version' 1.0",
+        "date": "2026-06-18",
+        "stars": 0,
+        "impact": "high",
+        "why": "Signals a major industry milestone validating that declarative, API-driven cluster management is mature enough for mission-critical enterprise workloads.",
+        "category": "Virtualization & Private Cloud"
+      },
+      {
+        "url": "https://cloud.vmware.com/tanzu",
+        "title": "**VMware Kubernetes Tanzu**",
+        "date": "2026-05-17",
+        "stars": 0,
+        "impact": "high",
+        "why": "Directly bridges traditional VMware vSphere virtualization layers with modern, cloud-native container orchestration architectures.",
+        "category": "Virtualization & Private Cloud"
+      },
+      {
+        "url": "https://github.com/kubernetes/kubeadm",
+        "title": "Kubernetes Cluster with **Kubeadm**",
+        "date": "2026-06-01",
+        "stars": 5,
+        "impact": "high",
+        "why": "Serves as the foundational, conformant bootstrapping engine powering almost all private cloud cluster provisioning tools.",
+        "category": "Virtualization & Private Cloud"
+      },
+      {
+        "url": "https://github.com/zarf-dev/zarf",
+        "title": "defenseunicorns/zarf",
+        "date": "2026-06-12",
+        "stars": 5,
+        "impact": "high",
+        "why": "Solves a critical deployment pain point by packaging and managing cloud-native stacks in highly secure, air-gapped private cloud environments.",
+        "category": "Virtualization & Private Cloud"
+      },
+      {
+        "url": "https://github.com/kubeinit/kubeinit",
+        "title": "Kubeinit 🌟",
+        "date": "2025-12-05",
+        "stars": 5,
+        "impact": "medium",
+        "why": "Streamlines local virtualization testing by automating Kubernetes and OpenShift deployments directly on libvirt/KVM hypervisors.",
         "category": "Virtualization & Private Cloud"
       },
       {
@@ -9032,17 +6071,8 @@
         "title": "cncf.io webinar: Deploying Kubernetes to bare metal using cluster API",
         "date": "2026-06-18",
         "stars": 4,
-        "impact": "high",
-        "why": "Curator Insight details cluster bootstrapping mechanics. Live Grounding analyzes the utilization of the Cluster API (CAPI) declarative model to manage bare-metal infrastructure. Highly strategic for o",
-        "category": "Virtualization & Private Cloud"
-      },
-      {
-        "url": "https://www.apptio.com/blog/kubernetes-kops/?src=kc-blog",
-        "title": "blog.kubecost.com: Kubernetes kOps: Step-By-Step Example & Alternatives",
-        "date": "2026-06-18",
-        "stars": 3,
         "impact": "medium",
-        "why": "Curator Insight introduces programmatic cluster deployment. Live Grounding illustrates kOps-driven state configurations and asset automation on cloud providers. Useful for architects demanding self-ma",
+        "why": "Provides crucial guidance on translating cloud-native declarative infrastructure concepts directly onto bare-metal hardware.",
         "category": "Virtualization & Private Cloud"
       }
     ]
diff --git a/docs/index.md b/docs/index.md
index 76e646d0..af2a6850 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -352,7 +352,1690 @@ A curated list of awesome references collected since 2018. Microservices archite
 [![ContinuousDeliveryFoundation](images/ContinuousDeliveryFoundation.jpg){: style="width:7%"}](https://www.youtube.com/c/ContinuousDeliveryFoundation) [![tina huang](images/tinahuang.jpg){: style="width:7%"}](https://www.youtube.com/c/TinaHuang1) [![azure devops](images/azure_devops_youtube.jpg){: style="width:7%"}](https://www.youtube.com/c/AzureDevOps) [![azure cloud native](images/azure_cloud_native.jpg){: style="width:7%"}](https://www.youtube.com/channel/UC2Pk9GcHhlVV0R9CQIU6gLw) [![alibaba cloud](images/alibaba_cloud.jpg){: style="width:7%"}](https://www.youtube.com/c/AlibabaCloud) [![linode cloud](images/linode_cloud.jpg){: style="width:7%"}](https://www.youtube.com/c/linode) [![gaia-x](images/gaia_x.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCB5WMc2FfrxKzfd7XIODoMw) [![gps](images/gps.jpg){: style="width:7%"}](https://www.youtube.com/c/MadeByGPS) [![keptn](images/keptn_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/keptn) [![anais urlichs](images/anais_urlichs.jpg){: style="width:7%"}](https://www.youtube.com/c/AnaisUrlichs) [![the digital life](images/the_digital_life.jpg){: style="width:7%"}](https://www.youtube.com/c/TheDigitalLifeTech)

 [![Azure Terraformer](images/azure-terraformer.jpg){: style="width:7%"}](https://www.youtube.com/@azure-terraformer) [![Ned in the Cloud](images/nedinthecloud.jpg){: style="width:7%"}](https://www.youtube.com/@NedintheCloud) [![netbox](images/netboxlabs_logo.jpg){: style="width:7%"}](https://www.youtube.com/@NetBoxLabs) [![Tech with Helen](images/techwithhelen.jpg){: style="width:7%"}](https://www.youtube.com/@techwithhelen) [![bytebytego](images/bytebytego.jpg){: style="width:7%"}](https://www.youtube.com/@ByteByteGo) [![dotcsv](images/dotcsv.jpg){: style="width:7%"}](https://www.youtube.com/@DotCSV) [![midulive](images/midulive.jpg){: style="width:7%"}](https://www.youtube.com/@midulive) [![returngis](images/returngis_logo.jpg){: style="width:7%"}](https://www.youtube.com/@returngis) [![kubefm](images/kubefm_logo.jpg){: style="width:7%"}](https://www.youtube.com/@kubefm) [![Olena Kutsenko](images/olena_kutsenko.jpg){: style="width:7%"}](https://www.youtube.com/@OlenaKutsenko) [![mouredev](images/mouredev.jpg){: style="width:7%"}](https://www.youtube.com/@mouredev)

 [![CloudNativeMadrid](images/cloudnativemadrid_logo.jpg){: style="width:7%"}](https://www.youtube.com/@CloudNativeMadrid) [![kyndryl](images/kyndryl_logo.jpg){: style="width:7%"}](https://www.youtube.com/@kyndryl) [![itopstalk](images/itopstalk_logo.png){: style="width:7%"}](https://www.youtube.com/@ITOpsTalk) [![gcp videos new](images/gcp_logo_v2.png){: style="width:7%"}](https://www.youtube.com/@googlecloudtech) [![Google Gemini](images/google_gemini_logo.png){: style="width:7%"}](https://www.youtube.com/@GoogleGemini) [![Google DeepMind](images/google_deepmind_logo.png){: style="width:7%"}](https://www.youtube.com/@googledeepmind) [![Anthropic](images/anthropic_logo.png){: style="width:7%"}](https://www.youtube.com/@anthropic-ai) [![Microsoft Copilot](images/microsoft_copilot_logo.png){: style="width:7%"}](https://www.youtube.com/@Microsoft.Copilot) [![OpenAI](images/openai_logo.png){: style="width:7%"}](https://www.youtube.com/OpenAI) [![Meta AI](images/meta_ai_logo.png){: style="width:7%"}](https://www.youtube.com/@aiatmeta) [![Microsoft Reactor](images/microsoft_reactor_logo.png){: style="width:7%"}](https://www.youtube.com/@MicrosoftReactor)

-[![Playwright](images/playwright_logo.png){: style="width:7%"}](https://www.youtube.com/@Playwrightdev) [![Arsys](images/arsys_logo.svg){: style="width:7%"}](https://www.youtube.com/@arsys) [![ClickHouse](images/clickhouse_logo.svg){: style="width:7%"}](https://www.youtube.com/@ClickHouseDB) [![Gustavo Entrala](images/gustavo_entrala.jpg){: style="width:7%"}](https://www.youtube.com/@gustavo-entrala)
+[![Playwright](images/playwright_logo.png){: style="width:7%"}](https://www.youtube.com/@Playwrightdev) [![Arsys](images/arsys_logo.svg){: style="width:7%"}](https://www.youtube.com/@arsys) [![ClickHouse](images/clickhouse_logo.svg){: style="width:7%"}](https://www.youtube.com/@ClickHouseDB) [![Gustavo Entrala](images/gustavo_entrala.jpg){: style="width:7%"}](https://www.youtube.com/@gustavo-entrala) [![100 Days Of Kubernetes: 100daysofkubernetes.io](){: style="width:7%"}](https://100daysofkubernetes.io) [![12factor.net](){: style="width:7%"}](https://12factor.net) [![medium.com: Getting Started with Chaos Engineering](){: style="width:7%"}](https://1829034.medium.com/getting-started-with-chaos-engineering-13e85a438d37) [![3T MongoChef – Your New MongoDB GUI](){: style="width:7%"}](https://3t.io) [![None](){: style="width:7%"}](https://3t.io/blog/how-to-connect-to-mongolab) [![4dayweek.medium.com: What does the work-life balance of a Software Engineer' look like?](){: style="width:7%"}](https://4dayweek.medium.com/what-does-the-work-life-balance-of-a-software-engineer-look-like-fe16cc46bb0) [![4sysops.com: Node selector and node affinity in Kubernetes](){: style="width:7%"}](https://4sysops.com/archives/kubernetes-guide-node-selector-and-node-affinity-in-kubernetes)

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+[![acloudguru.com: 12 AWS Config rules that every account should have](){: style="width:7%"}](https://acloudguru.com/blog/engineering/12-aws-config-rules-that-every-account-should-have) [![==acloudguru.com: 3 ways to practice migrating workloads to the cloud==](){: style="width:7%"}](https://acloudguru.com/blog/engineering/3-ways-to-practice-migrating-workloads-to-the-cloud) [![acloudguru.com: 5 Reasons to NOT Move to DevOps 🌟](){: style="width:7%"}](https://acloudguru.com/blog/engineering/5-reasons-to-not-move-to-devops) [![acloudguru.com: 5 things we love about Terraform](){: style="width:7%"}](https://acloudguru.com/blog/engineering/5-things-we-love-about-terraform) [![None](){: style="width:7%"}](https://acloudguru.com/blog/engineering/adopting-gitops-for-kubernetes-on-aws) [![acloudguru.com: AKS vs EKS vs GKE: Managed Kubernetes services compared](){: style="width:7%"}](https://acloudguru.com/blog/engineering/aks-vs-eks-vs-gke-managed-kubernetes-services-compared) [![acloudguru.com: Ansible vs Puppet: Which is right for you?](){: style="width:7%"}](https://acloudguru.com/blog/engineering/ansible-vs-puppet-which-is-right-for-you) [![acloudguru.com: AWS adds to the no-code pile: Is it the end of the engineer?](){: style="width:7%"}](https://acloudguru.com/blog/engineering/aws-adds-to-the-no-code-pile-is-it-the-end-of-the-engineer) [![==acloudguru.com: Azure DevOps vs GitHub: Comparing Microsoft’s DevOps Tools==' 🌟](){: style="width:7%"}](https://acloudguru.com/blog/engineering/azure-devops-vs-github-comparing-microsofts-devops-twins) [![acloudguru.com: Blockchain cloud comparison: What is blockchain-as-a-service' (BaaS)?](){: style="width:7%"}](https://acloudguru.com/blog/engineering/blockchain-cloud-comparison-what-is-blockchain-as-a-service-baas) [![acloudguru.com: Cloud security risks: Why you should make apps Secure by' Design](){: style="width:7%"}](https://acloudguru.com/blog/engineering/cloud-apps-secure-by-design)

+[![acloudguru.com: Cloud developer tooling compared: AWS vs. Azure vs. GCP](){: style="width:7%"}](https://acloudguru.com/blog/engineering/cloud-developer-tooling-compared-aws-vs-azure-vs-gcp) [![==acloudguru.com: Cloud security comparison: AWS vs. Azure vs. GCP==](){: style="width:7%"}](https://acloudguru.com/blog/engineering/cloud-security-comparison-aws-vs-azure-vs-gcp) [![acloudguru.com: Containers vs serverless: Which is right for you?](){: style="width:7%"}](https://acloudguru.com/blog/engineering/containers-vs-serverless-which-is-right-for-you) [![acloudguru.com: Docker COPY vs ADD: What’s the difference?](){: style="width:7%"}](https://acloudguru.com/blog/engineering/docker-copy-vs-add-whats-the-difference) [![acloudguru.com: Getting started with the Elastic Stack](){: style="width:7%"}](https://acloudguru.com/blog/engineering/getting-started-with-the-elastic-stack) [![acloudguru.com: GKE ludicrous speed! GKE Image Streaming speeds up container' starts](){: style="width:7%"}](https://acloudguru.com/blog/engineering/gke-ludicrous-speed-gke-image-streaming-speeds-up-container-starts) [![acloudguru.com: How to audit and secure an AWS account](){: style="width:7%"}](https://acloudguru.com/blog/engineering/how-to-audit-and-secure-an-aws-account) [![==acloudguru.com: How to troubleshoot 5 common Terraform errors==](){: style="width:7%"}](https://acloudguru.com/blog/engineering/how-to-troubleshoot-5-common-terraform-errors) [![==acloudguru.com: How to use GitHub Actions to automate Terraform==](){: style="width:7%"}](https://acloudguru.com/blog/engineering/how-to-use-github-actions-to-automate-terraform) [![acloudguru.com: How to use Terraform outputs and inputs](){: style="width:7%"}](https://acloudguru.com/blog/engineering/how-to-use-terraform-inputs-and-outputs) [![==acloudguru.com: The Beginner’s Guide to Azure PowerShell: One Shell to' Rule Them All==](){: style="width:7%"}](https://acloudguru.com/blog/engineering/one-shell-to-rule-them-all-5-reasons-to-use-powershell-for-cloud-management)

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+[![ansible.github.io/workshops/demos : Red Hat Ansible Automation Platform' Workshops](){: style="width:7%"}](https://ansible.github.io/workshops/demos) [![None](){: style="width:7%"}](https://answers.dynatrace.com/spaces/482/dynatrace-open-qa/questions/232421/dynatrace-distributed-tracing-with-kafka.html) [![Claude Code in Action](){: style="width:7%"}](https://anthropic.skilljar.com/claude-code-in-action) [![Google Antigravity Use Cases for Science](){: style="width:7%"}](https://antigravity.google/use-cases/science) [![any-api.com](){: style="width:7%"}](https://any-api.com) [![anywhere.eks.amazonaws.com: Compare EKS Anywhere and EKS](){: style="width:7%"}](https://anywhere.eks.amazonaws.com/docs/concepts/eksafeatures) [![santalucia.es](){: style="width:7%"}](https://api-market.santalucia.es) [![api7.ai: How Does APISIX Ingress Support Thousands of Pod Replicas?](){: style="width:7%"}](https://api7.ai/blog/apisix-ingress-support-thousands-pod-replicas) [![APIDog](){: style="width:7%"}](https://apidog.com) [![apifriends.com: What are the different types of APIs? 🌟](){: style="width:7%"}](https://apifriends.com/api-creation/different-types-apis) [![apifriends.com: What is an API?](){: style="width:7%"}](https://apifriends.com/api-management/what-is-an-api)

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+[![Using Third Party Network Operators with OpenShift](){: style="width:7%"}](https://app.gitbook.com/o/-LbOdudvkdYwKCQYAHS8/s/RrlyoCHlF8LNFTvw74mT) [![Everything AWS | Search and discover 6K+ quality AWS repositories](){: style="width:7%"}](https://app.polymersearch.com/discover/aws) [![CloudBees Rollout 🌟](){: style="width:7%"}](https://app.rollout.io) [![vagrant: ansible tower](){: style="width:7%"}](https://app.vagrantup.com/ansible/boxes/tower) [![vagrant: centos-awx](){: style="width:7%"}](https://app.vagrantup.com/krlex/boxes/centos-awx) [![appium.io](){: style="width:7%"}](https://appium.io) [![blog.byte.builders: Manage MongoDB in Openshift Using KubeDB](){: style="width:7%"}](https://appscode.com/blog/post/openshift-mongodb) [![appsecengineer.com: Kubernetes Policy Management with Kyverno](){: style="width:7%"}](https://appsecengineer.com/courses/kubernetes-policy-management-with-kyverno) [![aprendegit.com: git-flow: la rama develop y uso de feature branches](){: style="width:7%"}](https://aprendegit.com/git-flow-la-rama-develop-y-uso-de-feature-branches) [![aprenderbigdata.com: Databricks: Introducción a Spark en la nube](){: style="width:7%"}](https://aprenderbigdata.com/databricks) [![aprenderbigdata.com: Prometheus: Introducción a la Monitorización de Métricas](){: style="width:7%"}](https://aprenderbigdata.com/prometheus)

+[![Aptakube](){: style="width:7%"}](https://aptakube.com) [![arabitnetwork.com: K8S – Enabling Auditing Logs | Step-by-Step](){: style="width:7%"}](https://arabitnetwork.com/2021/03/13/k8s-enabling-auditing-logs-step-by-step) [![arc - formerly codementor](){: style="width:7%"}](https://arc.dev) [![architectelevator.com: Multi Cloud Architecture: Decisions and Options](){: style="width:7%"}](https://architectelevator.com/cloud/hybrid-multi-cloud) [![architectelevator.com: Concerned about Serverless Lock-in? Consider Patterns!](){: style="width:7%"}](https://architectelevator.com/cloud/serverless-design-patterns) [![architecturenotes.co: 12 Factor App Revisited](){: style="width:7%"}](https://architecturenotes.co/12-factor-app-revisited) [![architecturenotes.co: 12 Factor App Revisited](){: style="width:7%"}](https://architecturenotes.co/p/12-factor-app-revisited) [![architecturenotes.co: Redis Explained 🌟🌟](){: style="width:7%"}](https://architecturenotes.co/p/redis) [![architecturenotes.co: Things You Should Know About Databases](){: style="width:7%"}](https://architecturenotes.co/p/things-you-should-know-about-databases) [![==architecturenotes.co: Redis Explained== 🌟🌟](){: style="width:7%"}](https://architecturenotes.co/redis) [![==architecturenotes.co: Things You Should Know About Databases==](){: style="width:7%"}](https://architecturenotes.co/things-you-should-know-about-databases)

+[![grafana.com/docs/v5.4/](){: style="width:7%"}](https://archive.grafana.com/docs/grafana/v5.4) [![Kubernetes workshop in a box](){: style="width:7%"}](https://archive.kabisa.nl/tech/k8s-workshop-in-a-box) [![argon2-cffi](){: style="width:7%"}](https://argon2-cffi.readthedocs.io) [![argon2-cffi](){: style="width:7%"}](https://argon2-cffi.readthedocs.io/en/stable) [![argonsys.com: How to query Azure resources using the Azure CLI](){: style="width:7%"}](https://argonsys.com/microsoft-cloud/library/how-to-query-azure-resources-using-the-azure-cli) [![ArgoCD](){: style="width:7%"}](https://argoproj.github.io) [![Argo CD](){: style="width:7%"}](https://argoproj.github.io/argo-cd) [![argoproj.github.io: Argo Events - The Event-driven Workflow Automation Framework](){: style="width:7%"}](https://argoproj.github.io/argo-events) [![argoproj.github.io: Argo Rollouts - Kubernetes Progressive Delivery Controller](){: style="width:7%"}](https://argoproj.github.io/argo-rollouts) [![arinco.com.au: Awesome Azure Policy Chapter 1](){: style="width:7%"}](https://arinco.com.au/blog/awesome-azure-policy-chapter-1) [![arinco.com.au: Awesome Azure Policy Chapter 2](){: style="width:7%"}](https://arinco.com.au/blog/awesome-azure-policy-chapter-2)

+[![arjavdave.com: Continuous Integration: CI/CD for iOS (Part 1)](){: style="width:7%"}](https://arjavdave.com/2021/03/11/continuous-integration-for-ios-on-azure-devops-part-1) [![armin.su: SSL certificates from Let’s Encrypt for Kubernetes Private Ingress' via Terraform](){: style="width:7%"}](https://armin.su/ssl-certificates-from-lets-encrypt-for-kubernetes-private-ingress-via-terraform-c9f595ee65fa) [![arnoldgalovics.com: GitHub Actions CI/CD For Oracle Cloud Kubernetes](){: style="width:7%"}](https://arnoldgalovics.com/github-actions-oracle-cloud-kubernetes) [![arnoldgalovics.com: Java and Spring Boot multiline log support for Fluentd' (EFK stack)](){: style="width:7%"}](https://arnoldgalovics.com/java-and-spring-boot-multiline-log-support-for-fluentd-efk-stack) [![arnoldgalovics.com: Java and Spring Boot multiline log support for Fluentd (EFK stack)](){: style="width:7%"}](https://arnoldgalovics.com/java-multiline-logs-fluentd) [![around25.com: Horizontal Pod Autoscaler in Kubernetes 🌟](){: style="width:7%"}](https://around25.com/blog/horizontal-pod-autoscaler-in-kubernetes) [![None](){: style="width:7%"}](https://aroworkshop.io) [![arstechnica.com: CentOS is goneβ€”but RHEL is now free for up to 16 production servers](){: style="width:7%"}](https://arstechnica.com/gadgets/2021/01/centos-is-gone-but-rhel-is-now-free-for-up-to-16-production-servers) [![arstechnica.com: Why Red Hat killed CentOSβ€”a CentOS board member speaks](){: style="width:7%"}](https://arstechnica.com/gadgets/2021/01/on-the-death-of-centos-red-hat-liaison-brian-exelbierd-speaks) [![arstechnica.com: New Google Calendar feature takes the back-and-forth out' of scheduling](){: style="width:7%"}](https://arstechnica.com/gadgets/2022/03/google-calendar-now-lets-paid-users-create-a-booking-page-website) [![Apache ActiveMQ Artemis broker](){: style="width:7%"}](https://artemis.apache.org/components/artemis)

+[![None](){: style="width:7%"}](https://artemis.apache.org/components/artemis/documentation/latest/management-console.html) [![Apache ActiveMQ Artemis Using the Server](){: style="width:7%"}](https://artemis.apache.org/components/artemis/documentation/latest/using-server.html) [![arthurchiao.art: Cracking Kubernetes Network Policy](){: style="width:7%"}](https://arthurchiao.art/blog/cracking-k8s-network-policy) [![arthurchiao.art: Cracking kubernetes node proxy (aka kube-proxy)](){: style="width:7%"}](https://arthurchiao.art/blog/cracking-k8s-node-proxy) [![arthursens.medium.com: Risk analysis and security compliance in Kube-prometheus](){: style="width:7%"}](https://arthursens.medium.com/risk-analysis-and-security-compliance-in-kube-prometheus-10c8cfb180b8) [![Artifact Hub 🌟](){: style="width:7%"}](https://artifacthub.io) [![Choerodon Nexus3 🌟](){: style="width:7%"}](https://artifacthub.io/packages/helm/choerodon/nexus3) [![artifacthub.io: mlflow-server](){: style="width:7%"}](https://artifacthub.io/packages/helm/mlflowserver/mlflow-server) [![hub.helm.sh/charts/oteemo/sonarqube](){: style="width:7%"}](https://artifacthub.io/packages/helm/oteemo/sonarqube) [![prometheus-community/kube-prometheus-stack 🌟🌟](){: style="width:7%"}](https://artifacthub.io/packages/helm/prometheus-community/kube-prometheus-stack) [![hub.helm.sh: cluster-autoscaler](){: style="width:7%"}](https://artifacthub.io/packages/helm/stable/cluster-autoscaler)

+[![artifacthub.io: Official Helm charts for HAProxy and the HAProxy Kubernetes Ingress Controller on Artifact Hub 🌟](){: style="width:7%"}](https://artifacthub.io/packages/search?repo=haproxytech) [![artifacthub.io: Helm Charts - AWX](){: style="width:7%"}](https://artifacthub.io/packages/search?ts_query_web=awx&sort=relevance&page=1) [![Artificial Confidence: The Spec for the Agent-Native Cloud](){: style="width:7%"}](https://artificialconfidence.com/p/artificial-confidence-the-spec-for) [![artoftesting.com: Top 40 SQL Query Interview Questions and Answers for Practice](){: style="width:7%"}](https://artoftesting.com/sql-queries-for-interview) [![arun-sisodiya.medium.com: Kyvernoβ€Šβ€”β€ŠA Kubernetes native policy manager (Policy' as Code)](){: style="width:7%"}](https://arun-sisodiya.medium.com/kyverno-a-policy-manager-for-kubernetes-286f6e082062) [![ASCIIFlow](){: style="width:7%"}](https://asciiflow.com) [![ASDF 🌟](){: style="width:7%"}](https://asdf-vm.com) [![ashishtechmill.com: CI/CD Workflow for Spring Boot Application on Kubernetes' via Skaffold](){: style="width:7%"}](https://ashishtechmill.com/cicd-workflow-for-spring-boot-application-on-kubernetes-via-skaffold) [![ashishtechmill.com: Demystifying Google Container Tool Jib: Java Image Builder](){: style="width:7%"}](https://ashishtechmill.com/demystifying-google-container-tool-jib-java-image-builder) [![asishmm.medium.com: Discussion on Horizontal Pod Autoscaler with a demo' on local k8s cluster](){: style="width:7%"}](https://asishmm.medium.com/discussion-on-horizontal-pod-autoscaler-with-a-demo-on-local-k8s-cluster-81694c09f818) [![asonisg.medium.com: Multi-tenancy with Kubernetes (Part-1)](){: style="width:7%"}](https://asonisg.medium.com/multi-tenancy-with-kubernetes-part-1-8ac4e5083e31)

+[![Stop writing code that will break on Python 4!](){: style="width:7%"}](https://astrofrog.github.io/blog/2016/01/12/stop-writing-python-4-incompatible-code) [![TΓΊneles SSH](){: style="width:7%"}](https://atareao.es/ubuntu/tuneles-ssh) [![atodorov.me: Comparing Kubernetes managed services across Digital Ocean, Scaleway, OVHCloud and Linode](){: style="width:7%"}](https://atodorov.me/2020/06/14/comparing-kubernetes-managed-services-across-digital-ocean-scaleway-ovhcloud-and-linode) [![atodorov.me: Why you should take a look at Nomad before jumping on Kubernetes](){: style="width:7%"}](https://atodorov.me/2021/02/27/why-you-should-take-a-look-at-nomad-before-jumping-on-kubernetes) [![atul-agrawal.medium.com: Library vs Service vs Sidecar](){: style="width:7%"}](https://atul-agrawal.medium.com/library-vs-service-vs-sidecar-ff5a20b50cad) [![austingil.com: VS Code Timeline Restores Lost Work That Git Can’t 🌟](){: style="width:7%"}](https://austingil.com/vs-code-timeline-restores-work-git-cant) [![auth0.com: Deployment Strategies In Kubernetes](){: style="width:7%"}](https://auth0.com/blog/deployment-strategies-in-kubernetes) [![auth0.com: Java Microservices with Spring Boot and Spring Cloud](){: style="width:7%"}](https://auth0.com/blog/java-spring-boot-microservices) [![auth0.com: Shhhh... Kubernetes Secrets Are Not Really Secret!](){: style="width:7%"}](https://auth0.com/blog/kubernetes-secrets-management) [![auth0.com: Kubernetes Tutorial - Step by Step Introduction to Basic Concepts](){: style="width:7%"}](https://auth0.com/blog/kubernetes-tutorial-step-by-step-introduction-to-basic-concepts) [![auth0.com: A Passwordless Future! Passkeys for Java Developers](){: style="width:7%"}](https://auth0.com/blog/webauthn-and-passkeys-for-java-developers)

+[![auto-api.dev](){: style="width:7%"}](https://auto-api.dev) [![Kubernetes Troubleshooting Guide: Common Pitfalls and Solutions](){: style="width:7%"}](https://autodotes.com/posts/s90PP9397WYTsAWaRapd) [![==automated-360.com: How to perform Code Quality Check for Selenium Test' Automation? (SonarQube)==](){: style="width:7%"}](https://automated-360.com/integration/how-to-perform-code-quality-check-for-selenium-test-automation) [![automatetheboringstuff.com: Automate the Boring Stuff with Python](){: style="width:7%"}](https://automatetheboringstuff.com) [![automationqahub.com: The Ultimate List of Cypress Interview Questions](){: style="width:7%"}](https://automationqahub.com/common-cypress-interview-questions) [![automationqahub.com: How to build a Playwright Page Object Model](){: style="width:7%"}](https://automationqahub.com/how-to-build-playwright-page-object-model) [![automationqahub.com: How to Configure multiple environments in Playwright](){: style="width:7%"}](https://automationqahub.com/how-to-configure-multiple-environments-in-playwright) [![automationqahub.com: How to get started with Appium 2.0](){: style="width:7%"}](https://automationqahub.com/how-to-do-mobile-automation-using-appium-2-0) [![automationqahub.com: How to Configure Playwright](){: style="width:7%"}](https://automationqahub.com/how-to-install-playwright-tool) [![automationqahub.com: How To Publish ExtentReport Using Jenkins](){: style="width:7%"}](https://automationqahub.com/how-to-publish-extentreport-using-jenkins) [![automationqahub.com: Latest API Testing Interview Questions And Answers](){: style="width:7%"}](https://automationqahub.com/latest-api-testing-interview-questions-and-answers)

+[![automationqahub.com: Latest Rest Assured Interview Questions](){: style="width:7%"}](https://automationqahub.com/latest-rest-assured-interview-questions) [![automationqahub.com: The Ultimate List of Selenium Interview Questions](){: style="width:7%"}](https://automationqahub.com/latest-selenium-interview-questions-and-answers) [![automationqahub.com: The Ultimate Git Cheat Sheet 🌟](){: style="width:7%"}](https://automationqahub.com/mastering-git-your-ultimate-git-cheat-sheet-for-quick-reference) [![automationqahub.com: Top Software Testing Interview Questions](){: style="width:7%"}](https://automationqahub.com/popular-software-testing-interview-questions) [![Top 18 Docker commands for Automation Tester/Devops/SDET/Test Lead? 🌟](){: style="width:7%"}](https://automationreinvented.blogspot.com/2020/02/top-18-docker-commands-for-aytomation.html) [![automationreinvented.blogspot.com: Top 30 Interview Questions on Automation Testing - Selenium for SDET/Automation QA?](){: style="width:7%"}](https://automationreinvented.blogspot.com/2020/06/top-30-interview-questions-on.html) [![automationreinvented.blogspot.com: Top 11 Kubernetes interview question and answers for SDET Devops QA SET-01?](){: style="width:7%"}](https://automationreinvented.blogspot.com/2020/09/top-11-kubernetes-interview-question.html) [![automationreinvented.blogspot.com: Top 11 kubernetes interview questions for SDET/DevOps SET-02? Kubernetes deployment commands](){: style="width:7%"}](https://automationreinvented.blogspot.com/2020/10/top-11-kubernetes-interview-questions.html) [![automationreinvented.blogspot.com: Top 30 API Testing Interview Questions & Answers for SDET/API Automation-Rest Assured? SET-03](){: style="width:7%"}](https://automationreinvented.blogspot.com/2020/11/top-30-api-testing-interview-questions.html) [![automationreinvented.blogspot.com: Top Interview Question on Kubernetes for SDET/Devops Set-03? ReplicaSet in K8S](){: style="width:7%"}](https://automationreinvented.blogspot.com/2020/11/top-interview-question-on-kubernetes.html) [![automationreinvented.blogspot.com: Top 70 interview questions on Automation Testing-Selenium-TestNG Set-06? TestNG Tricky Interview questions 2021 for SDET-QAE?](){: style="width:7%"}](https://automationreinvented.blogspot.com/2021/01/top-60-interview-questions-on.html)

+[![automationreinvented.blogspot.com: How to run selenium tests from Jenkins? Maven and Jenkins Integration with Testng-Selenium? Run selenium maven project from command line? 🌟](){: style="width:7%"}](https://automationreinvented.blogspot.com/2021/02/how-to-run-test-selenium-tests-from.html) [![automationreinvented.blogspot.com: Top 40 API Automation testing interview question for SDET and Automation QA ?](){: style="width:7%"}](https://automationreinvented.blogspot.com/2021/03/top-40-api-testing-interview-question.html) [![automationreinvented.blogspot.com: How to schedule a job in Jenkins pipeline? How to run automation suite everyday with auto trigger scheduler?](){: style="width:7%"}](https://automationreinvented.blogspot.com/2021/05/how-to-schedule-job-in-jenkins-pipeline.html) [![automationreinvented.blogspot.com: Top GIT Interview question Set-03 for SDET/Testers/Developers/DevOps?](){: style="width:7%"}](https://automationreinvented.blogspot.com/2021/05/top-git-interview-question-set-03-for.html) [![automationreinvented.blogspot.com: How to send email notification in Jenkins using Groovy Script?](){: style="width:7%"}](https://automationreinvented.blogspot.com/2021/06/how-to-send-email-notification-in.html) [![automationreinvented.blogspot.com: How to create parameterized job in Jenkins? What is parameterized build in Jenkins?](){: style="width:7%"}](https://automationreinvented.blogspot.com/2021/08/how-to-create-parameterized-job-in.html) [![automationreinvented.blogspot.com: Top 10 Jenkins Interview Question for SDET - DevOps - Automation QA?](){: style="width:7%"}](https://automationreinvented.blogspot.com/2021/09/top-10-jenkins-interview-question-for.html) [![automationreinvented.blogspot.com: Top 40 GIT Interview Questions and Answers for SDET - DevOps - Automation QA? Useful GIT commands to refer for daily DevOps Tasks?](){: style="width:7%"}](https://automationreinvented.blogspot.com/2021/09/top-40-git-interview-questions-and.html) [![automationreinvented.blogspot.com: Top 20 Jenkins Interview Questions and Answers 2022 for SDET - DevOps - Automation QA? Refer for Getting pro in Jenkins](){: style="width:7%"}](https://automationreinvented.blogspot.com/2021/12/top-20-jenkins-interview-questions-and.html) [![automationreinvented.blogspot.com: Top 80 API Testing Interview Questions for QA and SDET ? API Interview Questions 2022](){: style="width:7%"}](https://automationreinvented.blogspot.com/2022/03/top-80-api-testing-interview-questions.html) [![automationreinvented.blogspot.com: What is Json Schema and how to perform schema validation using Rest Assured?](){: style="width:7%"}](https://automationreinvented.blogspot.com/2022/03/what-is-json-schema-and-how-to-perform.html)

+[![automationreinvented.blogspot.com: kubernetes posts](){: style="width:7%"}](https://automationreinvented.blogspot.com/search/label/Kubernetes?m=1) [![automationscript.com: How To Read Jenkins Build Log Console Output](){: style="width:7%"}](https://automationscript.com/how-to-read-console-output-in-jenkins-pipeline) [![automationscript.com: Parallel Execution In Selenium Using Jenkins](){: style="width:7%"}](https://automationscript.com/parallel-execution-in-selenium-using-jenkins) [![awesome-architecture.com: 🎨 Awesome Software Architecture 🌟](){: style="width:7%"}](https://awesome-architecture.com) [![awesome-go.com](){: style="width:7%"}](https://awesome-go.com) [![None](){: style="width:7%"}](https://awesome-kubernetes.readthedocs.io) [![Kubernetes e-Books](){: style="width:7%"}](https://awesome-kubernetes.readthedocs.io/kubernetes) [![Awesome Cloud Native](){: style="width:7%"}](https://awesome.jimmysong.io) [![awesomeopensource.com/project/William-Yeh/ansible-prometheus](){: style="width:7%"}](https://awesomeopensource.com/project/William-Yeh/ansible-prometheus) [![awesomeopensource.com: Terraform Aws Multi Az Subnets](){: style="width:7%"}](https://awesomeopensource.com/project/cloudposse/terraform-aws-multi-az-subnets) [![Awesome WSL](){: style="width:7%"}](https://awesomeopensource.com/project/sirredbeard/Awesome-WSL)

+[![awesomeopensource.com: The Top 110 Cidr Open Source Projects on Github 🌟](){: style="width:7%"}](https://awesomeopensource.com/projects/cidr) [![awesomerank.github.io: janikvonrotz/awesome-powershell](){: style="width:7%"}](https://awesomerank.github.io/lists/janikvonrotz/awesome-powershell.html) [![awkwardferny.medium.com: Setting up Distributed Tracing in Kubernetes with' OpenTracing, Jaeger, and Ingress-NGINX](){: style="width:7%"}](https://awkwardferny.medium.com/setting-up-distributed-tracing-with-opentelemetry-jaeger-in-kubernetes-ingress-nginx-cfdda7d9441d) [![Find the fastest region from your location](){: style="width:7%"}](https://aws-latency.altaircp.com) [![aws-observability.github.io: AWS Observability Accelerator for Terraform 🌟](){: style="width:7%"}](https://aws-observability.github.io/terraform-aws-observability-accelerator) [![aws-observability.github.io: Tracing on Amazon EKS](){: style="width:7%"}](https://aws-observability.github.io/terraform-aws-observability-accelerator/eks/tracing) [![aws-quickstart.github.io: Rancher on the AWS Cloud. Quick Start Reference Deployment](){: style="width:7%"}](https://aws-quickstart.github.io/quickstart-eks-rancher) [![AWS OpsWorks](){: style="width:7%"}](https://aws.amazon.com) [![EC2 VM Import/Export now supports migration of virtual machines with Unified Extensible Firmware Interface (UEFI) boot to AWS](){: style="width:7%"}](https://aws.amazon.com/about-aws) [![AWS Global Infrastructure Innovation](){: style="width:7%"}](https://aws.amazon.com/about-aws/global-infrastructure/innovation/?sc_channel=sm&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=awareness&trk=n/a&linkId=951858139) [![AWS Local Zones locations](){: style="width:7%"}](https://aws.amazon.com/about-aws/global-infrastructure/localzones/locations)

+[![None](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2015/12/aws-cloudformation-adds-support-for-aws-waf-and-aws-directory-service-for-microsoft-active-directory) [![Now Add or Modify Request Headers Forwarded From Amazon CloudFront to Origin](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2015/12/now-add-or-modify-request-headers-forwarded-from-amazon-cloudfront-to-origin) [![AWS Schema Conversion Tool now supports PostgreSQL as conversion target](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2016/01/aws-schema-conversion-tool-postgresql-support) [![AWS Config Rules now available in 4 new regions: US West (Oregon), EU (Ireland),' EU (Frankfurt) and Asia Pacific (Tokyo)](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2016/04/aws-config-rules-now-available-in-4-new-regions-us-west-oregon-eu-ireland-eu-frankfurt-and-asia-pacific-tokyo) [![PCI DSS Standardized Architecture on the AWS Cloud: Quick Start Reference Deployment](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2016/05/pci-dss-standardized-architecture-on-the-aws-cloud-quick-start-reference-deployment) [![Learn AWS Security Fundamentals with Free and Online Training](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2016/06/learn-aws-security-fundamentals-with-free-and-online-training) [![Build a Modular and Scalable Amazon VPC Architecture with New Quick Start](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2016/07/build-a-modular-and-scalable-amazon-vpc-architecture-with-new-quick-start) [![AWS Elastic Beanstalk Supports Application Load Balancer](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2016/08/aws-elastic-beanstalk-supports-application-load-balancer) [![AWS Elastic Beanstalk Supports ASP.NET Core and Multi-App .NET Support](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2016/08/aws-elastic-beanstalk-supports-asp-net-core-and-multi-app-net-support) [![AWS Elastic Beanstalk Supports Nginx Proxy Server with Tomcat](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2016/08/aws-elastic-beanstalk-supports-nginx-proxy-server-with-tomcat) [![Specifying the VPC for your Amazon RDS DB Instance](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2016/08/specifying-the-vpc-for-your-amazon-rds-db-instance)

+[![Amazon CloudFront now supports HTTP/2](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2016/09/amazon-cloudfront-now-supports-http2) [![Amazon RDS for PostgreSQL Enhancements: Support for new minor versions,' Logical Replication, and Amazon RDS PostgreSQL as a source for AWS DMS](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2016/09/amazon-rds-for-postgresql-enhancements-support-for-new-minor-versions-logical-replication-and-amazon-rds-postgresql-as-a-source-for-aws-dms) [![NGINX Plus on the AWS Cloud: Quick Start Reference Deployment](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2016/09/nginx-plus-on-the-aws-cloud-quick-start-reference-deployment) [![Oracle Database on the AWS Cloud: Quick Start Reference Deployment](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2016/10/oracle-database-on-the-aws-cloud-quick-start-reference-deployment) [![Introducing Cloud Formation Guard - a new opensource CLI for infrastructure compliance](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2020/06/introducing-aws-cloudformation-guard-preview) [![Announcing the AWS Controllers for Kubernetes Preview](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2020/08/announcing-the-aws-controllers-for-kubernetes-preview) [![Amazon CloudWatch Dashboards now supports sharing](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2020/09/amazon-cloudwatch-dashboards-supports-sharing) [![Amazon CloudWatch now monitors Prometheus metrics from Container environments](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2020/09/amazon-cloudwatch-monitors-prometheus-metrics-container-environments) [![aws.amazon.com: Amazon EC2 announces Spot Blueprints, an infrastructure code template generator to get started with EC2 Spot Instances](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2020/12/amazon-ec2-announces-spot-blueprints-an-infrastructure-code-template-generator-to-get-started-with-ec2-spot-instances) [![Amazon Elastic File System triples read throughput](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2021/01/amazon-elastic-file-system-triples-read-throughput) [![New digital course and lab: AWS Cloud Development Kit (CDK) Primer](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2021/01/new-digital-course-and-lab-aws-cloud-development-kit-cdk-primer)

+[![Amazon EKS clusters now support user authentication with OIDC compatible identity providers](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2021/02/amazon-eks-clusters-support-user-authentication-oidc-compatible-identity-providers) [![aws.amazon.com: IAM Access Analyzer now supports over 100 policy checks with actionable recommendations to help you author secure and functional policies](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2021/03/iam-access-analyzer-supports-over-100-policy-checks-with-actionable-recommendations) [![amazon.com: Introducing Distributed Load Testing v1.3](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2021/05/introducing-distributed-load-testing-v1-3) [![New AWS Solutions Implementation: Tag Tamer](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2021/06/new-aws-solutions-implementation-tag-tamer) [![Amazon EC2 Auto Scaling now lets you control which instances to terminate on scale-in](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2021/07/amazon-ec2-auto-scaling-now-lets-you-control-which-instances-to-terminate-on-scale-in) [![Amazon Virtual Private Cloud (VPC) customers can now assign IP prefixes to their EC2 instances](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2021/07/amazon-virtual-private-cloud-vpc-customers-can-assign-ip-prefixes-ec2-instances) [![Amazon VPC CNI plugin increases pods per node limits](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2021/07/amazon-vpc-cni-plugin-increases-pods-per-node-limits) [![Simplify CI/CD configuration for serverless applications and your favorite CI/CD system β€” Public Preview](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2021/07/simplify-ci-cd-configuration-serverless-applications-your-favorite-ci-cd-system-public-preview) [![Amazon RDS Proxy can now be created in a shared Virtual Private Cloud (VPC)](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2021/08/amazon-rds-proxy-created-shared-virtual-private-cloud-vpc) [![Amazon Virtual Private Cloud (VPC) customers can now resize their prefix list](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2021/08/amazon-vpc-resize-prefix-list) [![Announcing General Availability of Amazon Redshift Cross-account Data Sharing](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2021/08/announcing-general-availability-amazon-redshift-cross-account-data-sharing)

+[![AWS Security Hub adds 18 new controls to its Foundational Security Best Practices standard and 8 new partners for enhanced cloud security posture monitoring](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2021/08/aws-security-hub-adds-18-new-controls-foundational-security-best-practices-standard-8-new-partners-enhanced-cloud-security-posture-monitoring) [![None](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2021/08/ec2-vm-import-export-unified-extensible-firmware-interface-aws) [![Amazon EC2 now offers Global View on the console to view all resources across regions together](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2021/09/amazon-ec2-global-view-console-regions) [![Application Load Balancer now enables AWS PrivateLink and static IP addresses by direct integration with Network Load Balancer](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2021/09/application-load-balancer-aws-privatelink-static-ip-addresses-network-load-balancer) [![AWS Site-to-Site VPN releases updated Download Configuration utility](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2021/09/aws-site-to-site-vpn-download-configuration-utility) [![Achieve up to 34% better price/performance with AWS Lambda Functions powered by AWS Graviton2 processor](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2021/09/better-price-performance-aws-lambda-functions-aws-graviton2-processor) [![AWS announces the new **Amazon Inspector** for continual vulnerability management](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2021/11/amazon-inspector-continual-vulnerability-management) [![AWS Control Tower now supports nested organizational units](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2021/11/aws-control-tower-supports-nested-organizational-units) [![AWS Toolkits for Cloud9, JetBrains and VS Code now support interaction with over 200 new resource types 🌟](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2021/11/aws-toolkits-cloud9-jetbrains-vs-code) [![Visualize all your Kubernetes clusters in one place with Amazon EKS Connector, now generally available](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2021/11/visualize-kubernetes-clusters-one-place-amazon-eks-connector-generally-available) [![Announcing Amazon Elastic File System Replication](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2022/01/amazon-elastic-file-system-replication)

+[![Announcing the general availability of AWS Backup for Amazon S3](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2022/02/general-availability-aws-backup-amazon-s3) [![Introducing Amazon CloudWatch Metrics Insights (General Availability)](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2022/04/amazon-cloudwatch-metrics-insights) [![AWS Announces Data Transfer Price Reduction for AWS PrivateLink, AWS Transit Gateway, and AWS Client VPN services](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2022/04/aws-data-transfer-price-reduction-privatelink-transit-gateway-client-vpn-services/?nc1=h_ls) [![AWS Shield Advanced now supports Application Load Balancer for automatic application layer DDoS mitigation](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2022/04/aws-shield-application-balancer-automatic-ddos-mitigation) [![AWS Single Sign-On launches configurable synchronization for Microsoft Active Directory](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2022/04/aws-single-sign-on-configurable-synchronization-microsoft-active-directory) [![aws.amazon.com: AWS Systems Manager announces support for port forwarding to remote hosts using Session Manager](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2022/05/aws-systems-manager-support-port-forwarding-remote-hosts-using-session-manager) [![Integration of AWS Well-Architected Tool with AWS Organizations](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2022/06/aws-well-architected-tool-organizations-integration) [![AWS Single Sign-On (AWS SSO) adds support for AWS Identity and Access Management (IAM) customer managed policies (CMPs)](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2022/07/aws-single-sign-on-aws-sso-aws-identity-access-management-iam-customer-managed-policies-cmps) [![Announcing dark mode support in the AWS Management Console](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2022/10/dark-mode-support-aws-management-console) [![IAM Access Analyzer now reviews your AWS CloudTrail history to identify actions used across 140 AWS services and generates fine-grained policies](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2022/10/iam-access-analyzer-cloudtrail-history-identify-actions-140-aws-services-fine-grained-policies) [![IAM Identity Center adds session management features for improved user experience and cloud security](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2022/10/iam-identity-center-session-management-features-improved-user-experience-cloud-security)

+[![Amazon CloudWatch launches cross-account observability across multiple AWS accounts](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2022/11/amazon-cloudwatch-cross-account-observability-multiple-aws-accounts) [![Amazon EC2 announces new price and capacity optimized allocation strategy for provisioning Amazon EC2 Spot Instances](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2022/11/amazon-ec2-price-capacity-optimized-allocation-strategy-provisioning-ec2-spot-instances) [![Amazon NAT Gateway Now Allows You to Select Private IP Address for Network Address Translation](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2022/11/amazon-nat-gateway-allows-select-private-ip-address-network-address-translation) [![Announcing Amazon RDS Blue/Green Deployments for safer, simpler, and faster updates](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2022/11/amazon-rds-blue-green-deployments-safer-simpler-faster-updates) [![Amazon SNS increases the default quota for subscription filter policies by 50x to 10,000 per account](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2022/11/amazon-sns-increases-default-quota-subscription-filter-policies-account) [![Application Load Balancers now support turning off cross zone load balancing per target group](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2022/11/application-load-balancers-turning-off-cross-zone-load-balancing-per-target-group) [![AWS Backup Audit Manager adds centralized reporting for AWS Organizations](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2022/11/aws-backup-audit-manager-centralized-reporting-aws-organizations) [![AWS Identity and Access Management now supports multiple multi-factor authentication (MFA) devices](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2022/11/aws-identity-access-management-multi-factor-authentication-devices) [![Announcing delegated administrator for AWS Organizations](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2022/11/aws-organizations-delegated-administrator) [![Amazon ECS now integrates with Amazon CloudWatch alarms to improve safety for deployments](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2022/12/amazon-ecs-cloudwatch-alarms-safety-deployments) [![Amazon EKS launches automated provisioning and lifecycle management for Windows containers](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2022/12/amazon-eks-automated-provisioning-lifecycle-management-windows-containers)

+[![Amazon RDS announces integration with AWS Secrets Manager](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2022/12/amazon-rds-integration-aws-secrets-manager) [![Amazon Timestream now enables you to protect your data through AWS Backup](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2022/12/amazon-timestream-enables-protect-data-through-aws-backup) [![Amazon CloudWatch now supports high resolution metric extraction from structured logs](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2023/02/amazon-cloudwatch-high-resolution-metric-extraction-structured-logs) [![Amazon GuardDuty now available in AWS Europe (Spain) Region](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2023/02/amazon-guardduty-aws-europe-spain-region) [![AWS Network Firewall now supports tag-based resource groups](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2023/02/aws-network-firewall-tag-based-resource-groups) [![AWS SAM CLI introduces β€˜sam list’ command to inspect AWS SAM resources](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2023/02/aws-sam-cli-sam-list-command-inspect-resources) [![Announcing the ability to enable AWS Systems Manager by default across all EC2 instances in an account](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2023/02/enable-aws-systems-manager-default-all-ec2-instances-account) [![Amazon Detective adds graph visualization for interactive security investigations](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2023/03/amazon-detective-graph-visualization-interactive-security-investigations) [![AWS Transit Gateway is now available in Europe (Spain) Region](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2023/04/aws-transit-gateway-europe-spain-region) [![Amazon CloudFront announces one-click security protections](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2023/05/amazon-cloudfront-one-click-security-protections) [![AWS Backup supports cross-Region backups in four new Regions](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2023/05/aws-backup-cross-region-backups-four-regions)

+[![Private Access to the AWS Management Console is generally available](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2023/05/aws-management-console-private-access) [![AWS WAF enhances rate-based rules to support request headers and composite keys](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2023/05/aws-waf-rate-based-rules-request-headers-composite-keys) [![AWS Config supports recording exclusions by resource type](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2023/06/aws-config-recording-exclusions-resource-type) [![Amazon EKS introduces EKS Pod Identity](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2023/11/amazon-eks-pod-identity) [![aws.amazon.com: Automate AWS Control Tower landing zone operations using APIs](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2023/11/automate-aws-control-tower-zone-operations-apis) [![AWS CloudFormation introduces Git management of stacks](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2023/11/aws-cloudformation-git-management-stacks) [![Amazon ECS and AWS Fargate now integrate with Amazon EBS](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2024/01/amazon-ecs-fargate-integrate-ebs) [![aws.amazon.com: Generate AWS CloudFormation templates and AWS CDK apps for existing AWS resources in minutes](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2024/02/aws-cloudformation-templates-cdk-apps-minutes) [![aws.amazon.com/about-aws: Application Load Balancer enables configuring HTTP client keepalive duration](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2024/03/application-load-balancer-http-keepalive-duration) [![aws.amazon.com: Amazon EKS announces native support for autoscaling CoreDNS Pods](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2024/05/amazon-eks-native-support-autoscaling-coredns-pods) [![AWS WAF enhances rate-based rules to support lower rate limits](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2024/08/aws-waf-rate-based-rules-lower-rate-limits)

+[![AWS Management Console Local Zones in Region Selector](){: style="width:7%"}](https://aws.amazon.com/about-aws/whats-new/2026/05/aws-local-zones-region-selector/?sc_channel=sm&sc_campaign=Launch_Campaign&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=awareness&trkCampaign=f9c69475-df97-4143-8955-acfd0ed7ce10&trk=f9c69475-df97-4143-8955-acfd0ed7ce10&linkId=944784139) [![AWS Activate](){: style="width:7%"}](https://aws.amazon.com/activate) [![aws.amazon.com/app-mesh](){: style="width:7%"}](https://aws.amazon.com/app-mesh) [![AWS Cloud Endure Migration](){: style="width:7%"}](https://aws.amazon.com/application-migration-service) [![AWS App Runner 🌟](){: style="width:7%"}](https://aws.amazon.com/apprunner) [![AWS Architecture Icons](){: style="width:7%"}](https://aws.amazon.com/architecture/icons) [![aws.amazon.com: Serverless or Kubernetes on AWS 🌟](){: style="width:7%"}](https://aws.amazon.com/architecture/serverless/serverless-or-kubernetes) [![This is My Architecture](){: style="width:7%"}](https://aws.amazon.com/architecture/this-is-my-architecture) [![AWS Backup Service](){: style="width:7%"}](https://aws.amazon.com/backup) [![aws.amazon.com/big-data](){: style="width:7%"}](https://aws.amazon.com/big-data) [![Building a Data Lake on AWS](){: style="width:7%"}](https://aws.amazon.com/big-data/data-lake-on-aws)

+[![AWS Partner Network (APN) blog](){: style="width:7%"}](https://aws.amazon.com/blogs/apn) [![Active Directory Single Sign-On (SSO) on AWS with Bitium](){: style="width:7%"}](https://aws.amazon.com/blogs/apn/active-directory-single-sign-on-sso-on-aws-with-bitium) [![Centralized Traffic Inspection with Gateway Load Balancer on AWS](){: style="width:7%"}](https://aws.amazon.com/blogs/apn/centralized-traffic-inspection-with-gateway-load-balancer-on-aws) [![How to Build Sparse EBS Volumes for Fun and Easy Snapshotting](){: style="width:7%"}](https://aws.amazon.com/blogs/apn/how-to-build-sparse-ebs-volumes-for-fun-and-easy-snapshotting) [![How to Deploy a High Availability Web Service on AWS Using Spotinst](){: style="width:7%"}](https://aws.amazon.com/blogs/apn/how-to-deploy-a-high-availability-web-service-on-aws-using-spotinst) [![Modernize Your CI/CD Pipeline Using Jenkins X with Amazon EKS](){: style="width:7%"}](https://aws.amazon.com/blogs/apn/modernize-your-ci-cd-pipeline-using-jenkins-x-with-amazon-eks) [![Optimizing Your Kubernetes Clusters with Rancher and Amazon EKS 🌟](){: style="width:7%"}](https://aws.amazon.com/blogs/apn/optimizing-your-kubernetes-clusters-with-rancher-and-amazon-eks) [![AWS Architecture Blog](){: style="width:7%"}](https://aws.amazon.com/blogs/architecture) [![Architecting a Highly Available Serverless, Microservices-Based Ecommerce Site](){: style="width:7%"}](https://aws.amazon.com/blogs/architecture/architecting-a-highly-available-serverless-microservices-based-ecommerce-site) [![aws.amazon.com: Best practices for implementing event-driven architectures in your organization](){: style="width:7%"}](https://aws.amazon.com/blogs/architecture/best-practices-for-implementing-event-driven-architectures-in-your-organization) [![Creating a Multi-Region Application with AWS Services – Part 1, Compute, Networking, and Security](){: style="width:7%"}](https://aws.amazon.com/blogs/architecture/creating-a-multi-region-application-with-aws-services-part-1-compute-and-security)

+[![Creating a Multi-Region Application with AWS Services – Part 2, Data and Replication](){: style="width:7%"}](https://aws.amazon.com/blogs/architecture/creating-a-multi-region-application-with-aws-services-part-2-data-and-replication) [![Data Caching Across Microservices in a Serverless Architecture](){: style="width:7%"}](https://aws.amazon.com/blogs/architecture/data-caching-across-microservices-in-a-serverless-architecture) [![Disaster Recovery with AWS Managed Services, Part I: Single Region](){: style="width:7%"}](https://aws.amazon.com/blogs/architecture/disaster-recovery-with-aws-managed-services-part-i-single-region) [![Disaster recovery with AWS managed services, Part 2: Multi-Region/backup' and restore 🌟](){: style="width:7%"}](https://aws.amazon.com/blogs/architecture/disaster-recovery-with-aws-managed-services-part-ii-multi-region-backup-and-restore) [![aws.amazon.com: Exploring Data Transfer Costs for AWS Managed Databases](){: style="width:7%"}](https://aws.amazon.com/blogs/architecture/exploring-data-transfer-costs-for-aws-managed-databases) [![Let’s Architect! Architecting microservices with containers](){: style="width:7%"}](https://aws.amazon.com/blogs/architecture/lets-architect-architecting-microservices-with-containers) [![Let’s Architect! Architecting with Amazon DynamoDB](){: style="width:7%"}](https://aws.amazon.com/blogs/architecture/lets-architect-architecting-with-amazon-dynamodb) [![Maintain visibility over the use of cloud architecture patterns](){: style="width:7%"}](https://aws.amazon.com/blogs/architecture/maintain-visibility-over-the-use-of-cloud-architecture-patterns) [![Migrate Resources Between AWS Accounts](){: style="width:7%"}](https://aws.amazon.com/blogs/architecture/migrate-resources-between-aws-accounts) [![AWS App2Container: Migrate your Applications to Containers at Scale](){: style="width:7%"}](https://aws.amazon.com/blogs/architecture/migrate-your-applications-to-containers-at-scale) [![Issues to Avoid When Implementing Serverless Architecture with AWS Lambda](){: style="width:7%"}](https://aws.amazon.com/blogs/architecture/mistakes-to-avoid-when-implementing-serverless-architecture-with-lambda)

+[![Multi-Region Migration using AWS Application Migration Service](){: style="width:7%"}](https://aws.amazon.com/blogs/architecture/multi-region-migration-using-aws-application-migration-service) [![aws.amazon.com: Optimize your modern data architecture for sustainability: Part 1 – data ingestion and data lake](){: style="width:7%"}](https://aws.amazon.com/blogs/architecture/optimize-your-modern-data-architecture-for-sustainability-part-1-data-ingestion-and-data-lake) [![Optimizing your AWS Infrastructure for Sustainability, Part I: Compute](){: style="width:7%"}](https://aws.amazon.com/blogs/architecture/optimizing-your-aws-infrastructure-for-sustainability-part-i-compute) [![Optimizing your AWS Infrastructure for Sustainability, Part II: Storage](){: style="width:7%"}](https://aws.amazon.com/blogs/architecture/optimizing-your-aws-infrastructure-for-sustainability-part-ii-storage) [![aws.amazon.com/blogs/architecture: Overview of Data Transfer Costs for Common Architectures](){: style="width:7%"}](https://aws.amazon.com/blogs/architecture/overview-of-data-transfer-costs-for-common-architectures) [![Reduce Cost and Increase Security with Amazon VPC Endpoints](){: style="width:7%"}](https://aws.amazon.com/blogs/architecture/reduce-cost-and-increase-security-with-amazon-vpc-endpoints) [![AWS Architecture Blog: Use templated answers to perform Well-Architected reviews at scale](){: style="width:7%"}](https://aws.amazon.com/blogs/architecture/use-templated-answers-to-perform-well-architected-reviews-at-scale) [![aws.amazon.com: Verify the resilience of your workloads using Chaos Engineering](){: style="width:7%"}](https://aws.amazon.com/blogs/architecture/verify-the-resilience-of-your-workloads-using-chaos-engineering) [![AWS Architecture Blog: What to Consider when Selecting a Region for your' Workloads](){: style="width:7%"}](https://aws.amazon.com/blogs/architecture/what-to-consider-when-selecting-a-region-for-your-workloads) [![Announcing General Availability of AWS Cost Anomaly Detection](){: style="width:7%"}](https://aws.amazon.com/blogs/aws-cloud-financial-management/announcing-general-availability-of-aws-cost-anomaly-detection) [![Understanding your AWS Cost Datasets: A Cheat Sheet](){: style="width:7%"}](https://aws.amazon.com/blogs/aws-cloud-financial-management/understanding-your-aws-cost-datasets-a-cheat-sheet)

+[![Announcing General Availability of AWS Cost Anomaly Detection](){: style="width:7%"}](https://aws.amazon.com/blogs/aws-cost-management/announcing-general-availability-of-aws-cost-anomaly-detection) [![Understanding your AWS Cost Datasets: A Cheat Sheet](){: style="width:7%"}](https://aws.amazon.com/blogs/aws-cost-management/understanding-your-aws-cost-datasets-a-cheat-sheet) [![aws.amazon.com: Amazon EKS Anywhere – Now Generally Available to Create and Manage Kubernetes Clusters on Premises](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/amazon-eks-anywhere-now-generally-available-to-create-and-manage-kubernetes-clusters-on-premises) [![Amazon EKS Now Supports EC2 Inf1 Instances](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/amazon-eks-now-supports-ec2-inf1-instances) [![EFS Elastic File System](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/amazon-elastic-file-system-production-ready-in-three-regions) [![Amazon EFS: Amazon Elastic File System – Shared File Storage for Amazon EC2](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/amazon-elastic-file-system-shared-file-storage-for-amazon-ec2) [![Amazon Inspector – Automated Security Assessment Service](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/amazon-inspector-automated-security-assessment-service) [![Amazon Managed Grafana Is Now Generally Available with Many New Features](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/amazon-managed-grafana-is-now-generally-available-with-many-new-features) [![aws.amazon.com: Amazon Managed Service for Prometheus Is Now Generally Available with Alert Manager and Ruler](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/amazon-managed-service-for-prometheus-is-now-generally-available-with-alert-manager-and-ruler) [![Amazon RDS for SQL Server – Support for Windows Authentication](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/amazon-rds-for-sql-server-support-for-windows-authentication) [![New Amazon RDS for MySQL & PostgreSQL Multi-AZ Deployment Option: Improved' Write Performance & Faster Failover](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/amazon-rds-multi-az-db-cluster)

+[![Amazon WorkMail – Now Generally Available](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/amazon-workmail-now-generally-available) [![Amazon WorkSpaces Introduces Ubuntu Desktops](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/amazon-workspaces-introduces-ubuntu-desktops) [![aws.amazon.com: Amazon Elasticsearch Service Is Now Amazon OpenSearch Service and Supports OpenSearch 1.0](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/announcing-amazon-opensearch-service-which-supports-opensearch-10) [![AWS Cloud Control API, a Uniform API to Access AWS & Third-Party Services](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/announcing-aws-cloud-control-api) [![Announcing AWS KMS External Key Store (XKS)](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/announcing-aws-kms-external-key-store-xks) [![AWS Application Discovery Service Update – Agentless Discovery for VMware](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/aws-application-discovery-service-update-agentless-discovery-for-vmware) [![AWS Cloud Adoption Framework (CAF) 3.0 is Now Available](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/aws-cloud-adoption-framework-caf-3-0-is-now-available) [![AWS Config Rules – Dynamic Compliance Checking for Cloud Resources](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/aws-config-rules-dynamic-compliance-checking-for-cloud-resources) [![AWS Cost Explorer Update – Access to EC2 Usage Data](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/aws-cost-explorer-update-access-to-ec2-usage-data) [![AWS Database Migration Service](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/aws-database-migration-service) [![AWS IoT – Cloud Services for Connected Devices](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/aws-iot-cloud-services-for-connected-devices)

+[![AWS Lambda Now Supports Up to 10 GB Ephemeral Storage](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/aws-lambda-now-supports-up-to-10-gb-ephemeral-storage) [![AWS Lambda Update – Python, VPC, Increased Function Duration, Scheduling, and More](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/aws-lambda-update-python-vpc-increased-function-duration-scheduling-and-more) [![AWS Mobile Hub – Build, Test, and Monitor Mobile Applications](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/aws-mobile-hub-build-test-and-monitor-mobile-applications) [![AWS re:Post – A Reimagined Q&A Experience for the AWS Community](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/aws-repost-a-reimagined-qa-experience-for-the-aws-community) [![AWS Weekly Roundup: AWS Local Zones in Istanbul, open-source ExtendDB, Kiro Web, and more (May 25, 2026)](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/aws-weekly-roundup-aws-local-zones-in-istanbul-open-source-extenddb-kiro-web-and-more-may-25-2026) [![AWS Weekly Roundup: AWS Transform at 1 year, Claude Platform on AWS, EC2 M3 Ultra Mac instances, and more (May 18, 2026)](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/aws-weekly-roundup-aws-transform-at-1-year-claude-platform-on-aws-ec2-m3-ultra-mac-instances-and-more-may-18-2026) [![AWS Weekly Roundup: Claude Opus 4.8 on AWS, Aurora MySQL with Kiro Powers, and more (June 1, 2026)](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/aws-weekly-roundup-claude-opus-4-8-on-aws-aurora-mysql-with-kiro-powers-and-more-june-1-2026) [![CloudWatch Dashboards – Create & Use Customized Metrics Views](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/cloudwatch-dashboards-create-use-customized-metrics-views) [![Coming Soon – EC2 Dedicated Hosts](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/coming-soon-ec2-dedicated-hosts) [![Convert AWS console actions to reusable code with AWS Console-to-Code, now generally available](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/convert-aws-console-actions-to-reusable-code-with-aws-console-to-code-now-generally-available/?trk=0d3532c8-5f49-4c86-9683-96c2417e9b4b&sc_channel=el) [![Easily Manage Security Group Rules with the New Security Group Rule ID](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/easily-manage-security-group-rules-with-the-new-security-group-rule-id)

+[![EC2-Classic Networking is Retiring – Here’s How to Prepare](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/ec2-classic-is-retiring-heres-how-to-prepare) [![EC2 Container Service Update – Container Registry, ECS CLI, AZ-Aware Scheduling, and More](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/ec2-container-service-update-container-registry-ecs-cli-az-aware-scheduling-and-more) [![Amazon EKS Price Reduction](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/eks-price-reduction) [![Elastic Network Adapter](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/elastic-network-adapter-high-performance-network-interface-for-amazon-ec2) [![Get started with OpenAI GPT-5.5, GPT-5.4 models, and Codex on Amazon Bedrock](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/get-started-with-openai-gpt-5-5-gpt-5-4-models-and-codex-on-amazon-bedrock) [![Heads-Up: Amazon S3 Security Changes Are Coming in April of 2023](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/heads-up-amazon-s3-security-changes-are-coming-in-april-of-2023) [![aws.amazon.com: IAM Access Analyzer Update – Policy Validation](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/iam-access-analyzer-update-policy-validation) [![IDE extension for AWS Application Composer enhances visual modern applications development with AI-generated IaC](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/ide-extension-for-aws-application-composer-enhances-visual-modern-applications-development-with-ai-generated-iac) [![InfoWorld Review – Amazon Aurora Rocks MySQL](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/infoworld-review-amazon-aurora-rocks-mysql) [![Introducing the next generation of Amazon OpenSearch Serverless for building your agentic AI applications](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/introducing-the-next-generation-of-amazon-opensearch-serverless-for-building-your-agentic-ai-applications) [![Introducing the next generation of AWS Resilience Hub for generative AI-based SRE resilience journey](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/introducing-the-next-generation-of-aws-resilience-hub-for-generative-ai-based-sre-resilience-journey)

+[![Meet Our Newest AWS Heroes – May 2026](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/meet-our-newest-aws-heroes-may-2026) [![Meet Our Newest AWS Heroes - May 2026](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/meet-our-newest-aws-heroes-may-2026/?sc_channel=sm&sc_campaign=Community_Heroes&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=awareness&linkId=951222289) [![Monitor, Evaluate, and Demonstrate Backup Compliance with AWS Backup Audit Manager](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/monitor-evaluate-and-demonstrate-backup-compliance-with-aws-backup-audit-manager) [![aws.amazon.com: New – Accelerate Your Lambda Functions with Lambda SnapStart](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/new-accelerate-your-lambda-functions-with-lambda-snapstart) [![New – Amazon VPC Network Access Analyzer](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/new-amazon-vpc-network-access-analyzer) [![aws blogs - New – AWS Application Load Balancer](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/new-aws-application-load-balancer) [![New AWS Competency – AWS Migration](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/new-aws-competency-aws-migration) [![aws.amazon.com: New – AWS Control Tower Account Factory for Terraform](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/new-aws-control-tower-account-factory-for-terraform) [![New – AWS DMS Serverless: Automatically Provisions and Scales Capacity for Migration and Data Replication](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/new-aws-dms-serverless-automatically-provisions-and-scales-capacity-for-migration-and-data-replication) [![New – Create Microsoft SQL Server Instances of Amazon RDS on AWS Outposts](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/new-create-microsoft-sql-server-instances-of-amazon-rds-on-aws-outposts) [![New – Encrypted EBS Boot Volumes](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/new-encrypted-ebs-boot-volumes)

+[![New for AWS Distro for OpenTelemetry – Tracing Support is Now Generally Available](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/new-for-aws-distro-for-opentelemetry-tracing-support-is-now-generally-available) [![New – Scheduled Reserved Instances](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/new-scheduled-reserved-instances) [![New – Self-Service Provisioning of Terraform Open-Source Configurations with AWS Service Catalog 🌟🌟🌟](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/new-self-service-provisioning-of-terraform-open-source-configurations-with-aws-service-catalog) [![New – Visualize Your VPC Resources from Amazon VPC Creation Experience](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/new-visualize-your-vpc-resources-from-amazon-vpc-creation-experience) [![None](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/new_deployment_pipelines_reference_architecture_and_-reference_implementations) [![Now β€” AWS Step Functions Supports 200 AWS Services To Enable Easier Workflow Automation](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/now-aws-step-functions-supports-200-aws-services-to-enable-easier-workflow-automation) [![Now Open–AWS Region in Spain](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/now-open-aws-region-in-spain) [![AWS Backup Adds Support for Amazon S3](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/preview-aws-backup-adds-support-for-amazon-s3) [![amazon.com: Reduce Unwanted Traffic on Your Website with New AWS WAF Bot Control](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/reduce-unwanted-traffic-on-your-web-site-with-aws-bot-control) [![aws.amazon.com/blogs: Top Announcements of AWS re:Invent 2021](){: style="width:7%"}](https://aws.amazon.com/blogs/aws/top-announcements-of-aws-reinvent-2021) [![AWS Big Data Blog: Category - AWS Data Pipeline](){: style="width:7%"}](https://aws.amazon.com/blogs/big-data/category/analytics/aws-data-pipeline)

+[![Querying Amazon Kinesis Streams Directly with SQL and Spark Streaming](){: style="width:7%"}](https://aws.amazon.com/blogs/big-data/querying-amazon-kinesis-streams-directly-with-sql-and-spark-streaming) [![None](){: style="width:7%"}](https://aws.amazon.com/blogs/big-data/using-spark-sql-for-etl) [![aws.amazon.com: Architecture patterns for consuming private APIs cross-account](){: style="width:7%"}](https://aws.amazon.com/blogs/compute/architecture-patterns-for-consuming-private-apis-cross-account) [![Building an event-driven application with Amazon EventBridge](){: style="width:7%"}](https://aws.amazon.com/blogs/compute/building-an-event-driven-application-with-amazon-eventbridge) [![Building highly resilient applications with on-premises interdependencies using AWS Local Zones](){: style="width:7%"}](https://aws.amazon.com/blogs/compute/building-highly-resilient-applications-with-on-premises-interdependencies-using-aws-local-zones) [![Deploying AWS Lambda layers automatically across multiple Regions](){: style="width:7%"}](https://aws.amazon.com/blogs/compute/deploying-aws-lambda-layers-automatically-across-multiple-regions) [![Enhanced Local IDE Experience for AWS Step Functions](){: style="width:7%"}](https://aws.amazon.com/blogs/compute/introducing-an-enhanced-local-ide-experience-for-aws-step-functions) [![Introducing AWS SAM Pipelines: Automatically generate deployment pipelines for serverless applications](){: style="width:7%"}](https://aws.amazon.com/blogs/compute/introducing-aws-sam-pipelines-automatically-generate-deployment-pipelines-for-serverless-applications) [![Migrating a monolithic .NET REST API to AWS Lambda](){: style="width:7%"}](https://aws.amazon.com/blogs/compute/migrating-a-monolithic-net-rest-api-to-aws-lambda) [![aws.amazon.com: Operating Lambda: Understanding event-driven architecture – Part 1](){: style="width:7%"}](https://aws.amazon.com/blogs/compute/operating-lambda-understanding-event-driven-architecture-part-1) [![Quick Restoration through Replacing the Root Volumes of Amazon EC2 instances](){: style="width:7%"}](https://aws.amazon.com/blogs/compute/quick-restoration-through-replacing-the-root-volumes-of-amazon-ec2)

+[![aws.amazon.com: Scaling AWS Lambda permissions with Attribute-Based Access Control (ABAC)](){: style="width:7%"}](https://aws.amazon.com/blogs/compute/scaling-aws-lambda-permissions-with-attribute-based-access-control-abac) [![Secure Connectivity from Public to Private: Introducing EC2 Instance Connect Endpoint](){: style="width:7%"}](https://aws.amazon.com/blogs/compute/secure-connectivity-from-public-to-private-introducing-ec2-instance-connect-endpoint-june-13-2023) [![aws.amazon.com: Server-side rendering micro-frontends – UI composer and service discovery](){: style="width:7%"}](https://aws.amazon.com/blogs/compute/server-side-rendering-micro-frontends-ui-composer-and-service-discovery) [![aws.amazon.com: Understanding AWS Lambda scaling and throughput](){: style="width:7%"}](https://aws.amazon.com/blogs/compute/understanding-aws-lambda-scaling-and-throughput) [![Using Amazon EFS for AWS Lambda in your serverless applications](){: style="width:7%"}](https://aws.amazon.com/blogs/compute/using-amazon-efs-for-aws-lambda-in-your-serverless-applications) [![aws.amazon.com: Addressing IPv4 address exhaustion in Amazon EKS clusters using private NAT gateways](){: style="width:7%"}](https://aws.amazon.com/blogs/containers/addressing-ipv4-address-exhaustion-in-amazon-eks-clusters-using-private-nat-gateways) [![aws.amazon.com: Addressing latency and data transfer costs on EKS using Istio](){: style="width:7%"}](https://aws.amazon.com/blogs/containers/addressing-latency-and-data-transfer-costs-on-eks-using-istio) [![aws.amazon.com: Amazon EKS now supports Kubernetes 1.22](){: style="width:7%"}](https://aws.amazon.com/blogs/containers/amazon-eks-now-supports-kubernetes-1-22) [![Amazon EKS now supports Kubernetes version 1.25](){: style="width:7%"}](https://aws.amazon.com/blogs/containers/amazon-eks-now-supports-kubernetes-version-1-25) [![Architecting for resiliency on AWS App Runner](){: style="width:7%"}](https://aws.amazon.com/blogs/containers/architecting-for-resiliency-on-aws-app-runner) [![Automate rollbacks for Amazon ECS rolling deployments with CloudWatch alarms](){: style="width:7%"}](https://aws.amazon.com/blogs/containers/automate-rollbacks-for-amazon-ecs-rolling-deployments-with-cloudwatch-alarms)

+[![aws.amazon.com: Autoscaling EKS on Fargate with custom metrics](){: style="width:7%"}](https://aws.amazon.com/blogs/containers/autoscaling-eks-on-fargate-with-custom-metrics) [![AWS and Kubecost collaborate to deliver cost monitoring for EKS customers](){: style="width:7%"}](https://aws.amazon.com/blogs/containers/aws-and-kubecost-collaborate-to-deliver-cost-monitoring-for-eks-customers) [![AWS and Docker collaborate to simplify the developer experience](){: style="width:7%"}](https://aws.amazon.com/blogs/containers/aws-docker-collaborate-simplify-developer-experience) [![AWS Secrets Manager controller POC: an EKS operator for automatic rotation of secrets](){: style="width:7%"}](https://aws.amazon.com/blogs/containers/aws-secrets-manager-controller-poc-an-eks-operator-for-automatic-rotation-of-secrets) [![aws.amazon.com: Blue/Green Kubernetes upgrades for Amazon EKS Anywhere using Flux](){: style="width:7%"}](https://aws.amazon.com/blogs/containers/blue-green-kubernetes-upgrades-for-amazon-eks-anywhere-using-flux) [![aws.amazon.com: Chaos Engineering with LitmusChaos on Amazon EKS](){: style="width:7%"}](https://aws.amazon.com/blogs/containers/chaos-engineering-with-litmuschaos-on-amazon-eks) [![aws.amazon.com: Cloud Native CI/CD with Tekton and ArgoCD on AWS](){: style="width:7%"}](https://aws.amazon.com/blogs/containers/cloud-native-ci-cd-with-tekton-and-argocd-on-aws) [![aws.amazon.com: Continuous Delivery of Amazon EKS Clusters Using AWS CDK and CDK Pipelines](){: style="width:7%"}](https://aws.amazon.com/blogs/containers/continuous-delivery-of-amazon-eks-clusters-using-aws-cdk-and-cdk-pipelines) [![Create a pipeline with canary deployments for Amazon EKS with AWS App Mesh 🌟](){: style="width:7%"}](https://aws.amazon.com/blogs/containers/create-a-pipeline-with-canary-deployments-for-amazon-eks-with-aws-app-mesh) [![aws.amazon.com: Easy as one-two-three policy management with Kyverno on Amazon EKS 🌟](){: style="width:7%"}](https://aws.amazon.com/blogs/containers/easy-as-one-two-three-policy-management-with-kyverno-on-amazon-eks) [![Eliminate Kubernetes node scaling lag with pod priority and over-provisioning](){: style="width:7%"}](https://aws.amazon.com/blogs/containers/eliminate-kubernetes-node-scaling-lag-with-pod-priority-and-over-provisioning)

+[![aws.amazon.com: Fluent Bit Integration in CloudWatch Container Insights for EKS](){: style="width:7%"}](https://aws.amazon.com/blogs/containers/fluent-bit-integration-in-cloudwatch-container-insights-for-eks) [![aws.amazon.com: GitOps model for provisioning and bootstrapping Amazon EKS clusters using Crossplane and Argo CD](){: style="width:7%"}](https://aws.amazon.com/blogs/containers/gitops-model-for-provisioning-and-bootstrapping-amazon-eks-clusters-using-crossplane-and-argo-cd) [![How to track costs in multi-tenant Amazon EKS clusters using Kubecost](){: style="width:7%"}](https://aws.amazon.com/blogs/containers/how-to-track-costs-in-multi-tenant-amazon-eks-clusters-using-kubecost) [![Introducing the AWS Load Balancer Controller](){: style="width:7%"}](https://aws.amazon.com/blogs/containers/introducing-aws-load-balancer-controller) [![AWS: Introducing CDK for Kubernetes](){: style="width:7%"}](https://aws.amazon.com/blogs/containers/introducing-cdk-for-kubernetes) [![aws.amazon.com: Getting started with Amazon EKS Anywhere](){: style="width:7%"}](https://aws.amazon.com/blogs/containers/introducing-general-availability-of-amazon-eks-anywhere) [![aws.amazon.com: Kubernetes as a platform vs. Kubernetes as an API 🌟🌟](){: style="width:7%"}](https://aws.amazon.com/blogs/containers/kubernetes-as-a-platform-vs-kubernetes-as-an-api-2) [![amazon.com: Leveraging App Mesh with Amazon EKS in a Multi-Account environment](){: style="width:7%"}](https://aws.amazon.com/blogs/containers/leveraging-app-mesh-with-amazon-eks-in-a-multi-account-environment) [![Onfido’s Journey to a Multi-Cluster Amazon EKS Architecture](){: style="width:7%"}](https://aws.amazon.com/blogs/containers/onfidos-journey-to-a-multi-cluster-amazon-eks-architecture) [![aws.amazon.com: Operating a multi-regional stateless application using Amazon EKS](){: style="width:7%"}](https://aws.amazon.com/blogs/containers/operating-a-multi-regional-stateless-application-using-amazon-eks) [![aws.amazon.com: Planning Kubernetes Upgrades with Amazon EKS](){: style="width:7%"}](https://aws.amazon.com/blogs/containers/planning-kubernetes-upgrades-with-amazon-eks)

+[![amazon.com: Policy-based countermeasures for Kubernetes – Part 1](){: style="width:7%"}](https://aws.amazon.com/blogs/containers/policy-based-countermeasures-for-kubernetes-part-1) [![aws.amazon.com: Preventing Kubernetes misconfigurations using Datree](){: style="width:7%"}](https://aws.amazon.com/blogs/containers/preventing-kubernetes-misconfigurations-using-datree) [![Scaling Amazon EKS and Cassandra Beyond 1,000 Nodes](){: style="width:7%"}](https://aws.amazon.com/blogs/containers/scaling-amazon-eks-and-cassandra-beyond-1000-nodes) [![aws.amazon.com: Start Pods faster by prefetching images](){: style="width:7%"}](https://aws.amazon.com/blogs/containers/start-pods-faster-by-prefetching-images) [![aws.amazon.com: Streaming Kubernetes Events in Slack](){: style="width:7%"}](https://aws.amazon.com/blogs/containers/streaming-kubernetes-events-in-slack) [![aws.amazon.com: Troubleshooting Amazon EKS API servers with Prometheus and Grafana](){: style="width:7%"}](https://aws.amazon.com/blogs/containers/troubleshooting-amazon-eks-api-servers-with-prometheus) [![aws.amazon.com: Understanding and Cost Optimizing Amazon EKS Control Plane Logs](){: style="width:7%"}](https://aws.amazon.com/blogs/containers/understanding-and-cost-optimizing-amazon-eks-control-plane-logs) [![aws.amazon.com: Using Amazon EC2 Spot Instances with Karpenter](){: style="width:7%"}](https://aws.amazon.com/blogs/containers/using-amazon-ec2-spot-instances-with-karpenter) [![Using CDK to perform continuous deployments in multi-region Kubernetes environments](){: style="width:7%"}](https://aws.amazon.com/blogs/containers/using-cdk-to-perform-continuous-deployments-in-multi-region-kubernetes-environments) [![aws.amazon.com: Using Prometheus to Avoid Disasters with Kubernetes CPU Limits 🌟](){: style="width:7%"}](https://aws.amazon.com/blogs/containers/using-prometheus-to-avoid-disasters-with-kubernetes-cpu-limits) [![Amazon Aurora PostgreSQL blue/green deployment using fast database cloning](){: style="width:7%"}](https://aws.amazon.com/blogs/database/amazon-aurora-postgresql-blue-green-deployment-using-fast-database-cloning)

+[![==Auditing for highly regulated industries using Amazon Aurora PostgreSQL==](){: style="width:7%"}](https://aws.amazon.com/blogs/database/auditing-for-highly-regulated-industries-using-amazon-aurora-postgresql) [![Introducing the Aurora Storage Engine](){: style="width:7%"}](https://aws.amazon.com/blogs/database/introducing-the-aurora-storage-engine) [![Migrating a commercial database to open source with AWS SCT and AWS DMS](){: style="width:7%"}](https://aws.amazon.com/blogs/database/migrating-a-commercial-database-to-open-source-with-aws-sct-and-aws-dms) [![Migrating Oracle databases with near-zero downtime using AWS DMS](){: style="width:7%"}](https://aws.amazon.com/blogs/database/migrating-oracle-databases-with-near-zero-downtime-using-aws-dms) [![Modernize database stored procedures to use Amazon Aurora PostgreSQL federated queries, pg_cron, and AWS Lambda](){: style="width:7%"}](https://aws.amazon.com/blogs/database/modernize-database-stored-procedures-to-use-amazon-aurora-postgresql-federated-queries-pg_cron-and-aws-lambda) [![Replicate and transform data in Amazon Aurora PostgreSQL across multiple Regions using AWS DMS](){: style="width:7%"}](https://aws.amazon.com/blogs/database/replicate-and-transform-data-in-amazon-aurora-postgresql-across-multiple-regions-using-aws-dms) [![Securely connect to an Amazon RDS or Amazon EC2 database instance remotely with your preferred GUI](){: style="width:7%"}](https://aws.amazon.com/blogs/database/securely-connect-to-an-amazon-rds-or-amazon-ec2-database-instance-remotely-with-your-preferred-gui) [![The AWS Developer Blog now includes Python & GoLang](){: style="width:7%"}](https://aws.amazon.com/blogs/developer) [![Announcing the end of support for Python 2.7 in the AWS SDK for Python and AWS CLI v1](){: style="width:7%"}](https://aws.amazon.com/blogs/developer/announcing-end-of-support-for-python-2-7-in-aws-sdk-for-python-and-aws-cli-v1) [![AWS DevOps Blog](){: style="width:7%"}](https://aws.amazon.com/blogs/devops) [![Announcing CDK Migrate: A single command to migrate to the AWS CDK](){: style="width:7%"}](https://aws.amazon.com/blogs/devops/announcing-cdk-migrate-a-single-command-to-migrate-to-the-aws-cdk)

+[![None](){: style="width:7%"}](https://aws.amazon.com/blogs/devops/aws-codedeploy-deploying-from-a-development-account-to-a-production-account) [![aws.amazon.com: AWS CodePipeline adds support for Branch-based development and Monorepos](){: style="width:7%"}](https://aws.amazon.com/blogs/devops/aws-codepipeline-adds-support-for-branch-based-development-and-monorepos) [![Fine-tuning blue/green deployments on application load balancer](){: style="width:7%"}](https://aws.amazon.com/blogs/devops/blue-green-deployments-with-application-load-balancer) [![amazon.com: Building end-to-end AWS DevSecOps CI/CD pipeline with open source SCA, SAST and DAST tools](){: style="width:7%"}](https://aws.amazon.com/blogs/devops/building-end-to-end-aws-devsecops-ci-cd-pipeline-with-open-source-sca-sast-and-dast-tools) [![Chaos engineering on Amazon EKS using AWS Fault Injection Simulator](){: style="width:7%"}](https://aws.amazon.com/blogs/devops/chaos-engineering-on-amazon-eks-using-aws-fault-injection-simulator) [![Deploy and Manage Gitlab Runners on Amazon EC2](){: style="width:7%"}](https://aws.amazon.com/blogs/devops/deploy-and-manage-gitlab-runners-on-amazon-ec2) [![aws.amazon.com/blogs: Introducing Amazon CodeWhisperer for command line](){: style="width:7%"}](https://aws.amazon.com/blogs/devops/introducing-amazon-codewhisperer-for-command-line) [![aws.amazon.com: Jenkins high availability and disaster recovery on AWS 🌟](){: style="width:7%"}](https://aws.amazon.com/blogs/devops/jenkins-high-availability-and-disaster-recovery-on-aws) [![aws.amazon.com: Multi-branch pipeline management and infrastructure deployment using AWS CDK Pipelines](){: style="width:7%"}](https://aws.amazon.com/blogs/devops/multi-branch-pipeline-management-and-infrastructure-deployment-using-aws-cdk-pipelines) [![Introducing new self-paced courses to improve Java and Python code quality with Amazon CodeGuru](){: style="width:7%"}](https://aws.amazon.com/blogs/devops/new-self-paced-courses-to-improve-java-and-python-code-quality-with-amazon-codeguru) [![Setting Up the Jenkins Plugin for AWS CodeDeploy](){: style="width:7%"}](https://aws.amazon.com/blogs/devops/setting-up-the-jenkins-plugin-for-aws-codedeploy)

+[![Continuous Deployment with AWS](){: style="width:7%"}](https://aws.amazon.com/blogs/devops/tag/continuous-deployment) [![aws.amazon.com: Integrating Jenkins with AWS CodeArtifact to publish and consume Python artifacts](){: style="width:7%"}](https://aws.amazon.com/blogs/devops/using-jenkins-with-codeartifact) [![aws.amazon.com: Creating a digital map of COVID-19 virus for discovery of new treatment compounds](){: style="width:7%"}](https://aws.amazon.com/blogs/hpc/creating-a-digital-map-of-covid-19-virus-for-discovery-of-new-treatment-compounds) [![aws.amazon.com: Accelerating radiology imaging workflows with relevant clinical context on AWS](){: style="width:7%"}](https://aws.amazon.com/blogs/industries/accelerating-radiology-imaging-workflows-with-relevant-clinical-context-on-aws) [![aws.amazon.com: AstraZeneca’s Drug Design Program Built using AWS wins Innovation Award](){: style="width:7%"}](https://aws.amazon.com/blogs/industries/astrazenecas-drug-design-program-built-using-aws-wins-innovation-award) [![aws.amazon.com: Automating and Scaling Chaos Engineering using AWS Fault Injection Simulator](){: style="width:7%"}](https://aws.amazon.com/blogs/industries/automating-and-scaling-chaos-engineering-using-aws-fault-injection-simulator) [![aws.amazon.com/blogs/industries: BMW Group Develops a GenAI Assistant to Accelerate Infrastructure Optimization on AWS](){: style="width:7%"}](https://aws.amazon.com/blogs/industries/bmw-group-develops-a-genai-assistant-to-accelerate-infrastructure-optimization-on-aws) [![aws.amazon.com: Save time with automated security checks of your Terraform scripts](){: style="width:7%"}](https://aws.amazon.com/blogs/infrastructure-and-automation/save-time-with-automated-security-checks-of-terraform-scripts) [![aws.amazon.com: MLOps foundation roadmap for enterprises with Amazon SageMaker](){: style="width:7%"}](https://aws.amazon.com/blogs/machine-learning/mlops-foundation-roadmap-for-enterprises-with-amazon-sagemaker) [![OpenAI Models and Codex on Amazon Bedrock are Now Generally Available](){: style="width:7%"}](https://aws.amazon.com/blogs/machine-learning/openai-models-and-codex-on-amazon-bedrock-are-now-generally-available/?sc_channel=sm&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=awareness&trk=n/a&linkId=953986722) [![aws.amazon.com: Promote pipelines in a multi-environment setup using Amazon SageMaker Model Registry, HashiCorp Terraform, GitHub, and Jenkins CI/CD](){: style="width:7%"}](https://aws.amazon.com/blogs/machine-learning/promote-pipelines-in-a-multi-environment-setup-using-amazon-sagemaker-model-registry-hashicorp-terraform-github-and-jenkins-ci-cd)

+[![How to enforce user quota on AWS AppSync with Lambda Authorizer](){: style="width:7%"}](https://aws.amazon.com/blogs/mobile/how-to-enforce-user-quota-on-aws-appsync-with-lambda-authorizer) [![AWS Management Tools Blog](){: style="width:7%"}](https://aws.amazon.com/blogs/mt) [![Amazon Managed Service for Grafana (AMG) preview updated with new capabilities](){: style="width:7%"}](https://aws.amazon.com/blogs/mt/amazon-managed-service-for-grafana-amg-preview-updated-with-new-capabilities) [![Automate preapproved operations with AWS Service Catalog service actions](){: style="width:7%"}](https://aws.amazon.com/blogs/mt/automate-preapproved-operations-with-aws-service-catalog-service-actions) [![aws.amazon.com: Using Prometheus Adapter to autoscale applications running on Amazon EKS](){: style="width:7%"}](https://aws.amazon.com/blogs/mt/automated-scaling-of-applications-running-on-eks-using-custom-metric-collected-by-amazon-prometheus-using-prometheus-adapter) [![Extending and exploring alarm history in Amazon CloudWatch – part 2](){: style="width:7%"}](https://aws.amazon.com/blogs/mt/extending-and-exploring-alarm-history-in-amazon-cloudwatch-part-2) [![How BT uses Amazon CloudWatch to monitor millions of devices](){: style="width:7%"}](https://aws.amazon.com/blogs/mt/how-bt-uses-amazon-cloudwatch-to-monitor-millions-of-devices) [![How to use AWS Config and CloudTrail to find who made changes to a resource](){: style="width:7%"}](https://aws.amazon.com/blogs/mt/how-to-use-aws-config-and-cloudtrail-to-find-who-made-changes-to-a-resource) [![Migrate AWS Landing Zone solution to AWS Control Tower](){: style="width:7%"}](https://aws.amazon.com/blogs/mt/migrate-aws-landing-zone-solution-to-aws-control-tower) [![Multi-account AWS Trusted Advisor summaries now available in AWS Systems Manager Explorer](){: style="width:7%"}](https://aws.amazon.com/blogs/mt/multi-account-aws-trusted-advisor-summaries-now-available-aws-systems-manager-explorer) [![aws.amazon.com: Share your Amazon CloudWatch Dashboards with anyone using AWS Single Sign-On](){: style="width:7%"}](https://aws.amazon.com/blogs/mt/share-your-amazon-cloudwatch-dashboards-with-anyone-using-aws-single-sign-on)

+[![Simplifying permissions management at scale using tags in AWS Organizations](){: style="width:7%"}](https://aws.amazon.com/blogs/mt/simplifying-permissions-management-at-scale-using-tags-in-aws-organizations) [![Standardize compliance in AWS using DevOps and a Cloud Center of Excellence (CCOE) approach](){: style="width:7%"}](https://aws.amazon.com/blogs/mt/standardize-compliance-in-aws-using-devops-and-a-cloud-center-of-excellence-ccoe-approach) [![Visualize and gain insights into your AWS cost and usage with Cloud Intelligence Dashboards and CUDOS using Amazon QuickSight](){: style="width:7%"}](https://aws.amazon.com/blogs/mt/visualize-and-gain-insights-into-your-aws-cost-and-usage-with-cloud-intelligence-dashboards-using-amazon-quicksight) [![Centralize access using VPC interface endpoints to access AWS services across multiple VPCs](){: style="width:7%"}](https://aws.amazon.com/blogs/networking-and-content-delivery/centralize-access-using-vpc-interface-endpoints) [![aws.amazon.com: Creating active/passive BGP connections over AWS Direct Connect](){: style="width:7%"}](https://aws.amazon.com/blogs/networking-and-content-delivery/creating-active-passive-bgp-connections-over-aws-direct-connect) [![Creating Disaster Recovery Mechanisms Using Amazon Route 53 🌟](){: style="width:7%"}](https://aws.amazon.com/blogs/networking-and-content-delivery/creating-disaster-recovery-mechanisms-using-amazon-route-53) [![Resolve DNS names of Network Load Balancer nodes to limit cross-Zone traffic](){: style="width:7%"}](https://aws.amazon.com/blogs/networking-and-content-delivery/resolve-dns-names-of-network-load-balancer-nodes-to-limit-cross-zone-traffic) [![Accelerate infrastructure as code development with open source Former2](){: style="width:7%"}](https://aws.amazon.com/blogs/opensource/accelerate-infrastructure-as-code-development-with-open-source-former2) [![aws.amazon.com: Building a Prometheus remote write exporter for the OpenTelemetry Go SDK](){: style="width:7%"}](https://aws.amazon.com/blogs/opensource/building-a-prometheus-remote-write-exporter-for-the-opentelemetry-go-sdk) [![amazon.com: Declarative provisioning of AWS resources with Spinnaker and Crossplane](){: style="width:7%"}](https://aws.amazon.com/blogs/opensource/declarative-provisioning-of-aws-resources-with-spinnaker-and-crossplane) [![aws blogs: Git Push to Deploy Your App on EKS](){: style="width:7%"}](https://aws.amazon.com/blogs/opensource/git-push-deploy-app-eks-gitkube)

+[![amazon.com: Introducing OpenSearch](){: style="width:7%"}](https://aws.amazon.com/blogs/opensource/introducing-opensearch) [![aws.amazon.com: Keeping clients of OpenSearch and Elasticsearch compatible with open source](){: style="width:7%"}](https://aws.amazon.com/blogs/opensource/keeping-clients-of-opensearch-and-elasticsearch-compatible-with-open-source) [![aws.amazon.com: Kubernetes Ingress with AWS ALB Ingress Controller](){: style="width:7%"}](https://aws.amazon.com/blogs/opensource/kubernetes-ingress-aws-alb-ingress-controller) [![aws.amazon.com: Managing secrets deployment in Kubernetes using Sealed Secrets 🌟](){: style="width:7%"}](https://aws.amazon.com/blogs/opensource/managing-secrets-deployment-in-kubernetes-using-sealed-secrets) [![OpenShift 4 on AWS Quick Starts 🌟](){: style="width:7%"}](https://aws.amazon.com/blogs/opensource/openshift-4-on-aws-quick-start) [![Querying AWS at scale across APIs, Regions, and accounts](){: style="width:7%"}](https://aws.amazon.com/blogs/opensource/querying-aws-at-scale-across-apis-regions-and-accounts) [![Realize Policy-as-Code with AWS Cloud Development Kit through Open Policy Agent 🌟](){: style="width:7%"}](https://aws.amazon.com/blogs/opensource/realize-policy-as-code-with-aws-cloud-development-kit-through-open-policy-agent) [![amazon.com: Stepping up for a truly open source Elasticsearch](){: style="width:7%"}](https://aws.amazon.com/blogs/opensource/stepping-up-for-a-truly-open-source-elasticsearch) [![aws.amazon.com/blogs: Why Jenkins still continuously serves developers 🌟](){: style="width:7%"}](https://aws.amazon.com/blogs/opensource/why-jenkins-still-continuously-serves-developers) [![None](){: style="width:7%"}](https://aws.amazon.com/blogs/security/adhere-to-iam-best-practices-in-2016) [![None](){: style="width:7%"}](https://aws.amazon.com/blogs/security/announcing-industry-best-practices-for-securing-aws-resources)

+[![Announcing new AWS IAM Identity Center APIs to manage users and groups at scale](){: style="width:7%"}](https://aws.amazon.com/blogs/security/announcing-new-aws-iam-identity-center-apis-to-manage-users-and-groups-at-scale) [![None](){: style="width:7%"}](https://aws.amazon.com/blogs/security/automated-reasoning-and-amazon-s2n) [![Encrypt global data client-side with AWS KMS multi-Region keys](){: style="width:7%"}](https://aws.amazon.com/blogs/security/encrypt-global-data-client-side-with-aws-kms-multi-region-keys) [![Extend AWS IAM roles to workloads outside of AWS with IAM Roles Anywhere 🌟](){: style="width:7%"}](https://aws.amazon.com/blogs/security/extend-aws-iam-roles-to-workloads-outside-of-aws-with-iam-roles-anywhere) [![How to automate AWS account creation with SSO user assignment](){: style="width:7%"}](https://aws.amazon.com/blogs/security/how-to-automate-aws-account-creation-with-sso-user-assignment) [![How to automate incident response to security events with AWS Systems Manager Incident Manager](){: style="width:7%"}](https://aws.amazon.com/blogs/security/how-to-automate-incident-response-to-security-events-with-aws-systems-manager-incident-manager) [![None](){: style="width:7%"}](https://aws.amazon.com/blogs/security/how-to-automatically-update-your-security-groups-for-amazon-cloudfront-and-aws-waf-by-using-aws-lambda) [![How to monitor and query IAM resources at scale – Part 1](){: style="width:7%"}](https://aws.amazon.com/blogs/security/how-to-monitor-and-query-iam-resources-at-scale-part-1) [![None](){: style="width:7%"}](https://aws.amazon.com/blogs/security/how-to-record-and-govern-your-iam-resource-configurations-using-aws-config) [![How to replicate secrets in AWS Secrets Manager to multiple Regions](){: style="width:7%"}](https://aws.amazon.com/blogs/security/how-to-replicate-secrets-aws-secrets-manager-multiple-regions) [![None](){: style="width:7%"}](https://aws.amazon.com/blogs/security/how-to-restrict-amazon-s3-bucket-access-to-a-specific-iam-role)

+[![How to use AWS Security Hub and Amazon OpenSearch Service for SIEM](){: style="width:7%"}](https://aws.amazon.com/blogs/security/how-to-use-aws-security-hub-and-amazon-opensearch-service-for-siem) [![None](){: style="width:7%"}](https://aws.amazon.com/blogs/security/how-to-use-saml-to-automatically-direct-federated-users-to-a-specific-aws-management-console-page) [![None](){: style="width:7%"}](https://aws.amazon.com/blogs/security/in-case-you-missed-these-aws-security-blog-posts-from-june-july-and-august) [![Security practices in AWS multi-tenant SaaS environments](){: style="width:7%"}](https://aws.amazon.com/blogs/security/security-practices-in-aws-multi-tenant-saas-environments) [![Temporary elevated access management with IAM Identity Center](){: style="width:7%"}](https://aws.amazon.com/blogs/security/temporary-elevated-access-management-with-iam-identity-center) [![None](){: style="width:7%"}](https://aws.amazon.com/blogs/security/the-most-popular-aws-security-blog-posts-in-2015) [![None](){: style="width:7%"}](https://aws.amazon.com/blogs/security/the-most-viewed-aws-security-blog-posts-so-far-in-2016) [![aws.amazon.com: Update of AWS Security Reference Architecture is now available](){: style="width:7%"}](https://aws.amazon.com/blogs/security/update-of-aws-security-reference-architecture-is-now-available) [![None](){: style="width:7%"}](https://aws.amazon.com/blogs/security/updated-whitepaper-available-aws-best-practices-for-ddos-resiliency) [![Use IAM Access Analyzer policy generation to grant fine-grained permissions for your AWS CloudFormation service roles](){: style="width:7%"}](https://aws.amazon.com/blogs/security/use-iam-access-analyzer-policy-generation-to-grant-fine-grained-permissions-for-your-aws-cloudformation-service-roles) [![aws.amazon.com: When and where to use IAM permissions boundaries](){: style="width:7%"}](https://aws.amazon.com/blogs/security/when-and-where-to-use-iam-permissions-boundaries)

+[![aws.amazon.com: Four Principles of Cloud Financial Management Small and Medium Business Owners Need to Know](){: style="width:7%"}](https://aws.amazon.com/blogs/smb/four-principles-of-cloud-financial-management-small-and-medium-business-owners-need-to-know) [![A step-by-step guide to synchronize data between Amazon S3 buckets](){: style="width:7%"}](https://aws.amazon.com/blogs/storage/a-step-by-step-guide-to-synchronize-data-between-amazon-s3-buckets) [![Automate and centrally manage data protection for Amazon S3 with AWS Backup](){: style="width:7%"}](https://aws.amazon.com/blogs/storage/automate-and-centrally-manage-data-protection-for-amazon-s3-with-aws-backup) [![Building an active-active, latency-based application across multiple Regions 🌟](){: style="width:7%"}](https://aws.amazon.com/blogs/storage/building-an-active-active-latency-based-application-across-multiple-regions) [![aws.amazon.com: Machine Learning with Kubeflow on Amazon EKS with Amazon EFS](){: style="width:7%"}](https://aws.amazon.com/blogs/storage/machine-learning-with-kubeflow-on-amazon-eks-with-amazon-efs) [![Manage Amazon S3 storage costs granularly and at scale using S3 Intelligent-Tiering](){: style="width:7%"}](https://aws.amazon.com/blogs/storage/manage-amazon-s3-storage-costs-granularly-and-at-scale-using-s3-intelligent-tiering) [![Monitor Amazon S3 activity using S3 server access logs and Pandas in Python](){: style="width:7%"}](https://aws.amazon.com/blogs/storage/monitor-amazon-s3-activity-using-s3-server-access-logs-and-pandas-in-python) [![aws.amazon.com: Mount Amazon EFS file systems cross-account from Amazon EKS, and utilize AWS Organizations more effectively](){: style="width:7%"}](https://aws.amazon.com/blogs/storage/mount-amazon-efs-file-systems-cross-account-from-amazon-eks) [![aws.amazon.com: Persistent storage for Kubernetes](){: style="width:7%"}](https://aws.amazon.com/blogs/storage/persistent-storage-for-kubernetes) [![CDK](){: style="width:7%"}](https://aws.amazon.com/cdk) [![Schedule an Exam](){: style="width:7%"}](https://aws.amazon.com/certification/certification-prep/testing)

+[![Amazon CLI Documentation](){: style="width:7%"}](https://aws.amazon.com/cli) [![AWS Cloud Adoption Framework (AWS CAF)](){: style="width:7%"}](https://aws.amazon.com/cloud-adoption-framework) [![AWS Cloud Control API](){: style="width:7%"}](https://aws.amazon.com/cloudcontrolapi) [![AWS Cloud Endure Migration](){: style="width:7%"}](https://aws.amazon.com/cloudendure-migration) [![None](){: style="width:7%"}](https://aws.amazon.com/cloudformation) [![Amazon CodeGuru Reviewer](){: style="width:7%"}](https://aws.amazon.com/codeguru) [![Amazon CodeGuru Reviewer](){: style="width:7%"}](https://aws.amazon.com/codeguru/profiler) [![Amazon CodeWhisperer 🌟](){: style="width:7%"}](https://aws.amazon.com/codewhisperer) [![None](){: style="width:7%"}](https://aws.amazon.com/compliance/shared-responsibility-model) [![aws.amazon.com: AWS Control Tower](){: style="width:7%"}](https://aws.amazon.com/controltower) [![Amazon Corretto](){: style="width:7%"}](https://aws.amazon.com/corretto)

+[![AWS Data Pipeline](){: style="width:7%"}](https://aws.amazon.com/datapipeline) [![aws.amazon.com: Troubleshooting Amazon EKS API servers with Prometheus](){: style="width:7%"}](https://aws.amazon.com/de/blogs/containers/troubleshooting-amazon-eks-api-servers-with-prometheus) [![Strategies for consolidating AWS environments](){: style="width:7%"}](https://aws.amazon.com/de/blogs/mt/strategies-for-consolidating-aws-environments) [![aws.amazon.com: Authorization@Edge using cookies: Protect your Amazon CloudFront content from being downloaded by unauthenticated users](){: style="width:7%"}](https://aws.amazon.com/de/blogs/networking-and-content-delivery/authorizationedge-using-cookies-protect-your-amazon-cloudfront-content-from-being-downloaded-by-unauthenticated-users) [![Simplifying Amazon EBS volume migration and modification on Kubernetes using the EBS CSI Driver](){: style="width:7%"}](https://aws.amazon.com/de/blogs/storage/simplifying-amazon-ebs-volume-migration-and-modification-using-the-ebs-csi-driver) [![AWS Device Farm: Improve the quality of your web and mobile applications by testing across desktop browsers and real mobile devices hosted in the AWS Cloud](){: style="width:7%"}](https://aws.amazon.com/device-farm) [![AWS DevOps 🌟](){: style="width:7%"}](https://aws.amazon.com/devops) [![Amazon DevOps Guru](){: style="width:7%"}](https://aws.amazon.com/devops-guru) [![None](){: style="width:7%"}](https://aws.amazon.com/devops/-guru) [![Whitepaper: Migrating Your Databases to AWS](){: style="width:7%"}](https://aws.amazon.com/dms/?audit=2019q1) [![Whitepaper: Migrating Your Databases to AWS](){: style="width:7%"}](https://aws.amazon.com/dms/learn-more)

+[![AWS Elastic Beanstalk Documentation](){: style="width:7%"}](https://aws.amazon.com/documentation/elastic-beanstalk) [![None](){: style="width:7%"}](https://aws.amazon.com/eks) [![Application Load Balancer](){: style="width:7%"}](https://aws.amazon.com/elasticloadbalancing/application-load-balancer) [![Application Load Balancer](){: style="width:7%"}](https://aws.amazon.com/elasticloadbalancing/applicationloadbalancer) [![None](){: style="width:7%"}](https://aws.amazon.com/en/eks) [![aws.amazon.com/en/iot](){: style="width:7%"}](https://aws.amazon.com/en/iot) [![AWS Support](){: style="width:7%"}](https://aws.amazon.com/en/premiumsupport) [![AWS Knowledge Center](){: style="width:7%"}](https://aws.amazon.com/en/premiumsupport/knowledge-center) [![AWS CloudFormation Adds Support for AWS WAF and AWS Directory Service for Microsoft Active Directory](){: style="width:7%"}](https://aws.amazon.com/es/about-aws/whats-new/2015/12/aws-cloudformation-adds-support-for-aws-waf-and-aws-directory-service-for-microsoft-active-directory) [![Docker Datacenter on the AWS Cloud: Quick Start Reference Deployment](){: style="width:7%"}](https://aws.amazon.com/es/about-aws/whats-new/2016/06/docker-datacenter-on-the-aws-cloud-quick-start-reference-deployment) [![Easily model your app data in a NoSQL database with AWS Mobile Hub](){: style="width:7%"}](https://aws.amazon.com/es/about-aws/whats-new/2016/06/easily-model-your-app-data-in-a-nosql-database-with-aws-mobile-hub)

+[![AWS Schema Conversion Tool now supports conversions from Oracle DW and Teradata to Amazon Redshift, Embedded Code Conversion, and Cloud native Code Optimization](){: style="width:7%"}](https://aws.amazon.com/es/about-aws/whats-new/2016/07/aws-schema-conversion-tool-now-supports-conversions-from-oracle-dw-and-teradata-to-amazon-redshift-embedded-code-conversion-and-cloud-native-code-optimization) [![Amazon Inspector Announces General Availability for Windows](){: style="width:7%"}](https://aws.amazon.com/es/about-aws/whats-new/2016/08/amazon-inspector-announces-general-availability-for-windows) [![Backup and archive to AWS Storage Gateway VTL with Veeam Backup & Replication v9](){: style="width:7%"}](https://aws.amazon.com/es/about-aws/whats-new/2016/08/backup-and-archive-to-aws-storage-gateway-vtl-with-veeam-backup-and-replication-v9) [![aws.amazon.com: First AWS Certification Study Guide Now Available](){: style="width:7%"}](https://aws.amazon.com/es/about-aws/whats-new/2016/10/first-aws-certification-study-guide-now-available) [![EC2 VM Import/Export now supports migration of virtual machines with Unified Extensible Firmware Interface (UEFI) boot to AWS](){: style="width:7%"}](https://aws.amazon.com/es/about-aws/whats-new/2021/08/ec2-vm-import-export-unified-extensible-firmware-interface-aws) [![AWS Networking for Developers](){: style="width:7%"}](https://aws.amazon.com/es/blogs/apn/aws-networking-for-developers) [![Oracle Database Encryption Options on Amazon RDS](){: style="width:7%"}](https://aws.amazon.com/es/blogs/apn/oracle-database-encryption-options-on-amazon-rds) [![Connect Amazon S3 File Gateway using AWS PrivateLink for Amazon S3](){: style="width:7%"}](https://aws.amazon.com/es/blogs/architecture/connect-amazon-s3-file-gateway-using-aws-privatelink-for-amazon-s3) [![AWS Network Firewall – Nuevo Servicio Gestionado de Firewall para VPC](){: style="width:7%"}](https://aws.amazon.com/es/blogs/aws-spanish/aws-network-firewall-nuevo-servicio-gestionado-de-firewall-para-vpc) [![aws.amazon.com: ExΓ‘menes prΓ‘cticos gratuitos y 100% en espaΓ±ol para que obtenga su certificaciΓ³n](){: style="width:7%"}](https://aws.amazon.com/es/blogs/aws-spanish/examenes-practicos-gratuitos-y-100-en-espanol-para-que-obtenga-su-certificacion) [![aws.amazon.com: Amazon Elasticsearch Service Is Now Amazon OpenSearch Service' and Supports OpenSearch 1.0](){: style="width:7%"}](https://aws.amazon.com/es/blogs/aws/amazon-elasticsearch-service-is-now-amazon-opensearch-service-and-supports-opensearch-10)

+[![Amazon RDS Proxy – Now Generally Available](){: style="width:7%"}](https://aws.amazon.com/es/blogs/aws/amazon-rds-proxy-now-generally-available) [![aws.amazon.com: Amazon S3 Glacier Price Reduction](){: style="width:7%"}](https://aws.amazon.com/es/blogs/aws/amazon-s3-glacier-price-reduction) [![AWS CloudShell - Command-Line Access to AWS Resources](){: style="width:7%"}](https://aws.amazon.com/es/blogs/aws/aws-cloudshell-command-line-access-to-aws-resources) [![May 2020: EC2 Price Reduction – For EC2 Instance Saving Plans and Standard' Reserved Instances](){: style="width:7%"}](https://aws.amazon.com/es/blogs/aws/ec2-price-reduction-for-ec2-instance-saving-plans-and-standard-reserved-instances) [![Introducing a Public Registry for AWS CloudFormation](){: style="width:7%"}](https://aws.amazon.com/es/blogs/aws/introducing-a-public-registry-for-aws-cloudformation) [![New for AWS CloudFormation – Quickly Retry Stack Operations from the Point of Failure](){: style="width:7%"}](https://aws.amazon.com/es/blogs/aws/new-for-aws-cloudformation-quickly-retry-stack-operations-from-the-point-of-failure) [![amazon.com: Red Hat OpenShift Service on AWS Now GA](){: style="width:7%"}](https://aws.amazon.com/es/blogs/aws/red-hat-openshift-service-on-aws-now-generally-availably) [![aws.amazon.com: Optimizing Lambda functions packaged as container images](){: style="width:7%"}](https://aws.amazon.com/es/blogs/compute/optimizing-lambda-functions-packaged-as-container-images) [![Amazon EFS with Amazon ECS and AWS Fargate – Part 1](){: style="width:7%"}](https://aws.amazon.com/es/blogs/containers/developers-guide-to-using-amazon-efs-with-amazon-ecs-and-aws-fargate-part-1) [![Introducing cdk8s+: Intent-driven APIs for Kubernetes objects](){: style="width:7%"}](https://aws.amazon.com/es/blogs/containers/introducing-cdk8s-intent-driven-apis-for-kubernetes-objects) [![aws.amazon.com: Policy-based countermeasures for Kubernetes – Part 1](){: style="width:7%"}](https://aws.amazon.com/es/blogs/containers/policy-based-countermeasures-for-kubernetes-part-1)

+[![aws.amazon.com: Red Hat OpenShift Service on AWS: architecture and networking](){: style="width:7%"}](https://aws.amazon.com/es/blogs/containers/red-hat-openshift-service-on-aws-architecture-and-networking) [![Migrating to Boto3](){: style="width:7%"}](https://aws.amazon.com/es/blogs/developer/migrating-to-boto3) [![amazon.com: Building a serverless Jenkins environment on AWS Fargate](){: style="width:7%"}](https://aws.amazon.com/es/blogs/devops/building-a-serverless-jenkins-environment-on-aws-fargate) [![aws.amazon.com: Introducing FinOpsβ€”Excuse Me, DevSecFinBizOps](){: style="width:7%"}](https://aws.amazon.com/es/blogs/enterprise-strategy/introducing-finops-excuse-me-devsecfinbizops) [![Use Git pre-commit hooks to avoid AWS CloudFormation errors](){: style="width:7%"}](https://aws.amazon.com/es/blogs/infrastructure-and-automation/use-git-pre-commit-hooks-avoid-aws-cloudformation-errors) [![Bring your own CLI to Session Manager with configurable shell profiles](){: style="width:7%"}](https://aws.amazon.com/es/blogs/mt/bring-your-own-cli-session-manager-configurable-shell-profiles) [![Automatically block suspicious traffic with AWS Network Firewall and Amazon GuardDuty](){: style="width:7%"}](https://aws.amazon.com/es/blogs/security/automatically-block-suspicious-traffic-with-aws-network-firewall-and-amazon-guardduty) [![New IAMCTL tool compares multiple IAM roles and policies](){: style="width:7%"}](https://aws.amazon.com/es/blogs/security/new-iamctl-tool-compares-multiple-iam-roles-and-policies) [![aws.amazon.com: Automating safe, hands-off deployments 🌟🌟](){: style="width:7%"}](https://aws.amazon.com/es/builders-library/automating-safe-hands-off-deployments) [![AWS Partner Network - CodePipeline Integrations](){: style="width:7%"}](https://aws.amazon.com/es/codepipeline/product-integrations) [![Amazon EC2 Container Registry Documentation](){: style="width:7%"}](https://aws.amazon.com/es/documentation/ecr)

+[![AWS Kubernetes pricing](){: style="width:7%"}](https://aws.amazon.com/es/eks/pricing) [![AWS en España](){: style="width:7%"}](https://aws.amazon.com/es/local/spain) [![How can I troubleshoot errors using the AWS CLI to manage my service quota requests?](){: style="width:7%"}](https://aws.amazon.com/es/premiumsupport/knowledge-center/troubleshoot-service-quotas-cli-commands) [![AWS Ramp-Up Guides](){: style="width:7%"}](https://aws.amazon.com/es/training/ramp-up-guides) [![VMware Cloud on AWS](){: style="width:7%"}](https://aws.amazon.com/es/vmware) [![RESOURCE HUB: Eventos y webinars de AWS](){: style="width:7%"}](https://aws.amazon.com/events) [![AWS re:Invent Event Portal](){: style="width:7%"}](https://aws.amazon.com/events/reinvent/?sc_channel=sm&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=GSMT%20Only&linkId=950284531) [![AWS 10-Minute Tutorials](){: style="width:7%"}](https://aws.amazon.com/getting-started/hands-on) [![aws.amazon.com: How to cost optimize Jenkins jobs on Kubernetes with EC2' Spot Instances 🌟](){: style="width:7%"}](https://aws.amazon.com/getting-started/hands-on/cost-optimize-jenkins) [![aws.amazon.com: Deploy a kubernetes application](){: style="width:7%"}](https://aws.amazon.com/getting-started/projects/deploy-kubernetes-app-amazon-eks) [![AWS 10-Minute Tutorials](){: style="width:7%"}](https://aws.amazon.com/getting-started/tutorials)

+[![AWS Tutorials: Create and Connect to a MySQL Database with Amazon RDS](){: style="width:7%"}](https://aws.amazon.com/getting-started/tutorials/create-mysql-db) [![AWS Data Pipeline](){: style="width:7%"}](https://aws.amazon.com/glue) [![Amazon Managed Service for Grafana](){: style="width:7%"}](https://aws.amazon.com/grafana) [![aws.amazon.com/en/iot](){: style="width:7%"}](https://aws.amazon.com/iot) [![AWS Software and Technology Business Scaling Solutions](){: style="width:7%"}](https://aws.amazon.com/isv/?sc_channel=sm&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=awareness&trk=2b5d5ac0-d7ce-421b-87ac-beedc1d30a35&linkId=953889966) [![AWS LightSail](){: style="width:7%"}](https://aws.amazon.com/lightsail) [![AWS Marketplace](){: style="width:7%"}](https://aws.amazon.com/marketplace) [![AWS Marketplace (AMIs): AWX/Tower](){: style="width:7%"}](https://aws.amazon.com/marketplace/search/results?searchTerms=tower) [![AWS Migration and Modernization partners](){: style="width:7%"}](https://aws.amazon.com/migration-and-modernization/partners/?sc_channel=sm&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=awareness&trkCampaign=4dd53e6b-f293-407d-aa10-583d5e116d36&sc_content=Video&trk=4dd53e6b-f293-407d-aa10-583d5e116d36&linkId=951237536) [![AWS Migration and Modernization Podcast](){: style="width:7%"}](https://aws.amazon.com/migration-and-modernization/podcast/?sc_channel=sm&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=awareness&trkCampaign=d441cd74-3302-403f-826c-e93c7355e15a&trk=d441cd74-3302-403f-826c-e93c7355e15a&linkId=943129312) [![aws.amazon.com/new: What's New with AWS?](){: style="width:7%"}](https://aws.amazon.com/new)

+[![AWS OpsWorks](){: style="width:7%"}](https://aws.amazon.com/opsworks) [![AWS Partner Network](){: style="width:7%"}](https://aws.amazon.com/partners) [![APN Consulting Partners](){: style="width:7%"}](https://aws.amazon.com/partners/consulting) [![None](){: style="width:7%"}](https://aws.amazon.com/partners/paths) [![APN Technology Partners](){: style="width:7%"}](https://aws.amazon.com/partners/technology) [![AWS Podcasts](){: style="width:7%"}](https://aws.amazon.com/podcasts/aws-podcast) [![AWS Techchat](){: style="width:7%"}](https://aws.amazon.com/podcasts/aws-techchat) [![AWS Support](){: style="width:7%"}](https://aws.amazon.com/premiumsupport) [![None](){: style="width:7%"}](https://aws.amazon.com/premiumsupport/knowledge-center) [![How do I create and activate a new Amazon Web Services account?](){: style="width:7%"}](https://aws.amazon.com/premiumsupport/knowledge-center/create-and-activate-aws-account) [![How do I stop and start EC2 instances at regular intervals using AWS Lambda? (Video)](){: style="width:7%"}](https://aws.amazon.com/premiumsupport/knowledge-center/start-stop-lambda-cloudwatch)

+[![How do I transfer a domain to AWS from another registrar?](){: style="width:7%"}](https://aws.amazon.com/premiumsupport/knowledge-center/transfer-domain-to-aws) [![aws.amazon.com: Network operations with AWS Network Manager](){: style="width:7%"}](https://aws.amazon.com/products) [![aws.amazon.com: Network operations with AWS Network Manager](){: style="width:7%"}](https://aws.amazon.com/products/networking/network-operations) [![==AWS Cloud Adoption Framework (AWS CAF)==](){: style="width:7%"}](https://aws.amazon.com/professional-services/CAF) [![Amazon Managed Service for Prometheus](){: style="width:7%"}](https://aws.amazon.com/prometheus) [![Architecture patterns for consuming private APIs cross-account](){: style="width:7%"}](https://aws.amazon.com/pt/blogs/compute/architecture-patterns-for-consuming-private-apis-cross-account) [![Amazon CodeWhisperer](){: style="width:7%"}](https://aws.amazon.com/q/developer) [![Amazon Quick - AI Assistant for Work](){: style="width:7%"}](https://aws.amazon.com/quick/?trk=11d49785-b668-4178-b82a-cc8f673b8c09&sc_channel=sm&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=awareness&linkId=944519510) [![Amazon Quick for Marketing](){: style="width:7%"}](https://aws.amazon.com/quick/marketing/?sc_channel=sm&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=awareness&trk=60afbf58-3393-42b1-b54f-039c6a0255b4&linkId=944507053) [![Amazon Quick for Sales](){: style="width:7%"}](https://aws.amazon.com/quick/sales/?trk=7e833520-af64-47a5-bf6f-e3b5219f1693&sc_channel=sm&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=awareness&linkId=947483556) [![aws.amazon.com: AWS Quick Start (OpenShift 3.11 on AWS)](){: style="width:7%"}](https://aws.amazon.com/quickstart/architecture/openshift)

+[![superwerker](){: style="width:7%"}](https://aws.amazon.com/quickstart/architecture/superwerker) [![aws.amazon.com/releasenotes](){: style="width:7%"}](https://aws.amazon.com/releasenotes) [![AWS Cost Explorer’s New Look and Common Use Cases](){: style="width:7%"}](https://aws.amazon.com/ru/blogs/aws-cloud-financial-management/aws-cost-explorers-new-ui-and-common-use-cases) [![S3 FAQ](){: style="width:7%"}](https://aws.amazon.com/s3/faqs) [![AWS SDK for Java](){: style="width:7%"}](https://aws.amazon.com/sdk-for-java) [![None](){: style="width:7%"}](https://aws.amazon.com/secrets-manager) [![AWS Security](){: style="width:7%"}](https://aws.amazon.com/security) [![aws.amazon.com: AWS Quick Start (OpenShift 3.11 on AWS)](){: style="width:7%"}](https://aws.amazon.com/solutions) [![AeromΓ©xico Modernization Case Study on AWS](){: style="width:7%"}](https://aws.amazon.com/solutions/case-studies/aeromexico-case-study/?sc_channel=sm&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=awareness&trkCampaign=c1377653-d4d2-4ea4-ad85-f94d5d9ebf33&trk=c1377653-d4d2-4ea4-ad85-f94d5d9ebf33&linkId=950665799) [![Mercedes-Benz Group: Global SAP Consolidation and AI Modernization on AWS](){: style="width:7%"}](https://aws.amazon.com/solutions/case-studies/mercedes-benz-transform-case-study/?sc_channel=sm&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=awareness&trkCampaign=e20794db-f1a8-4cef-9cce-67e29faee359&sc_content=Video&trk=e20794db-f1a8-4cef-9cce-67e29faee359&linkId=945588626) [![Thomas Publishing Case Study](){: style="width:7%"}](https://aws.amazon.com/solutions/case-studies/thomas-publishing)

+[![aws.amazon.com: Trainline Case Study](){: style="width:7%"}](https://aws.amazon.com/solutions/case-studies/trainline) [![AWS Perspective 🌟](){: style="width:7%"}](https://aws.amazon.com/solutions/implementations/aws-perspective) [![Distributed Load Testing on AWS 🌟](){: style="width:7%"}](https://aws.amazon.com/solutions/implementations/distributed-load-testing-on-aws) [![None](){: style="width:7%"}](https://aws.amazon.com/solutions/implementations/workload-discovery-on-aws) [![**Multi-Region Infrastructure Deployment**](){: style="width:7%"}](https://aws.amazon.com/solutions/multi-region-infrastructure-deployment) [![F1 Insights Powered by AWS](){: style="width:7%"}](https://aws.amazon.com/sports/f1/?sc_channel=sm&sc_campaign=Sports-Marketing&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=GSMT%20Only&linkId=941924374) [![Amazon SQS FAQs](){: style="width:7%"}](https://aws.amazon.com/sqs/faqs) [![AWS Activate](){: style="width:7%"}](https://aws.amazon.com/startups) [![AWS Step Functions](){: style="width:7%"}](https://aws.amazon.com/step-functions) [![What is Streaming Data?](){: style="width:7%"}](https://aws.amazon.com/streaming-data) [![AWS Transform](){: style="width:7%"}](https://aws.amazon.com/transform/?sc_channel=sm&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=awareness&trkCampaign=e8bfe3c0-b9b8-494a-837a-8581eb91e029&sc_content=AWS%20Transform%20Carousel&trk=e8bfe3c0-b9b8-494a-837a-8581eb91e029&linkId=943065458)

+[![AWS WAF - Web Application Firewall](){: style="width:7%"}](https://aws.amazon.com/waf) [![aws.amazon.com/well-architected-tool: AWS Well-Architected Tool](){: style="width:7%"}](https://aws.amazon.com/well-architected-tool) [![None](){: style="width:7%"}](https://aws.amazon.com/what-is/data-lake) [![What is Streaming Data?](){: style="width:7%"}](https://aws.amazon.com/what-is/streaming-data) [![OpenSource at AWS](){: style="width:7%"}](https://aws.github.io) [![Amazon EKS Best Practices Guide for Security 🌟](){: style="width:7%"}](https://aws.github.io/aws-eks-best-practices) [![Amazon EKS Best Practices Guide for Networking](){: style="width:7%"}](https://aws.github.io/aws-eks-best-practices/networking/index) [![aws.plainenglish.io](){: style="width:7%"}](https://aws.plainenglish.io) [![aws.plainenglish.io: 6 Tips to Improve Availability with AWS Load Balancers' and Kubernetes](){: style="width:7%"}](https://aws.plainenglish.io/6-tips-to-improve-availability-with-aws-load-balancers-and-kubernetes-ad8d4d1c0f61) [![aws.plainenglish.io: AWS CodePipeline for Amazon ECS](){: style="width:7%"}](https://aws.plainenglish.io/aws-codepipeline-for-amazon-ecs-part-2-a-blue-green-deployment-type-c162fd73be91) [![aws.plainenglish.io: Building AWS Infrastructure with Terraform Modules](){: style="width:7%"}](https://aws.plainenglish.io/building-aws-infrastructure-with-terraform-modules-2cee480be24d)

+[![aws.plainenglish.io: Choosing the Right AWS Container Service: ECS vs. EKS](){: style="width:7%"}](https://aws.plainenglish.io/choosing-the-right-aws-container-service-ecs-vs-eks-3b11dd078c99) [![aws.plainenglish.io: Creating a custom EC2 module using Terraform](){: style="width:7%"}](https://aws.plainenglish.io/creating-a-custom-ec2-module-using-terraform-59c9896c2df2) [![aws.plainenglish.io: Deploying Application on Amazon EKS](){: style="width:7%"}](https://aws.plainenglish.io/deploying-application-on-amazon-eks-211eb46c069c) [![aws.plainenglish.io: Deploying AWS Resources and a Jenkins Server with Terraform](){: style="width:7%"}](https://aws.plainenglish.io/deploying-aws-resources-and-a-jenkins-server-with-terraform-297bad905459) [![aws.plainenglish.io: How to Push a Docker Image to the AWS ECR](){: style="width:7%"}](https://aws.plainenglish.io/how-to-push-an-image-to-aws-ecr-b2be848c2ef) [![aws.plainenglish.io: $ kubectl get kubernetes -o architecture](){: style="width:7%"}](https://aws.plainenglish.io/kubectl-get-kubernetes-o-architecture-6d4bd97dcaaf) [![aws.plainenglish.io: Lessons Learned From Switching to AWS SDK v3](){: style="width:7%"}](https://aws.plainenglish.io/lessons-learned-from-switching-to-aws-sdk-v3-6babe1530a59) [![aws.plainenglish.io: Let's design a serverless ETL pipeline with AWS services](){: style="width:7%"}](https://aws.plainenglish.io/lets-design-a-serverless-etl-pipeline-with-aws-services-9ab88c95afd4) [![==aws.plainenglish.io: Mastering Monitoring: The Complete Guide to Using' Prometheus and Grafana with Kubernetes==](){: style="width:7%"}](https://aws.plainenglish.io/mastering-monitoring-the-complete-guide-to-using-prometheus-and-grafana-with-kubernetes-e53d8306123d) [![aws.plainenglish.io: Pods in Kubernetes β€” The Smallest Deployable Units' of Computing 🌟](){: style="width:7%"}](https://aws.plainenglish.io/pods-in-kubernetes-the-smallest-deployable-units-of-computing-dab3bf1a2762) [![aws.plainenglish.io: Terraform Hands-on Project](){: style="width:7%"}](https://aws.plainenglish.io/terraform-hands-on-project-d2105bbc0c62)

+[![aws.plainenglish.io: Terraform: How To Deploy Jenkins CI/CD Pipelines Using' Terraform](){: style="width:7%"}](https://aws.plainenglish.io/terraform-how-to-deploy-jenkins-ci-cd-pipelines-using-terraform-9ffc086dcd56) [![aws.plainenglish.io: The Automation Fellowship: Packer, Terraform, and Ansible' β€” PART III](){: style="width:7%"}](https://aws.plainenglish.io/the-automation-fellowship-packer-terraform-and-ansible-part-iii-73571ef103e1) [![aws.plainenglish.io: Trigger, Function, Message | Brandi McCall](){: style="width:7%"}](https://aws.plainenglish.io/trigger-function-message-12f117b7f067) [![awscerts.slack.com](){: style="width:7%"}](https://awscerts.slack.com) [![AWS API: get-service-quota](){: style="width:7%"}](https://awscli.amazonaws.com/v2/documentation/api/latest/reference/service-quotas/get-service-quota.html) [![awsfundamentals.blogspot.com: AWS Virtual Private Cloud - VPC](){: style="width:7%"}](https://awsfundamentals.blogspot.com/2019/12/aws-vpc-fundamental.html) [![blog.awsfundamentals.com: Mastering AWS Lambda with Terraform: A Comprehensive Guide](){: style="width:7%"}](https://awsfundamentals.com/blog/aws-lambda-with-terraform) [![AWS Organizations: The Key to Managing Your Cloud Infrastructure Effectively](){: style="width:7%"}](https://awsfundamentals.com/blog/aws-organizations-the-key-to-managing-your-cloud-infrastructure-effectively) [![blog.awsfundamentals.com: Step-By-Step: Emptying S3 Buckets and Directories Using the AWS CLI with S3 RM](){: style="width:7%"}](https://awsfundamentals.com/blog/aws-s3-rm-removing-files) [![blog.awsfundamentals.com: AWS S3 Sync - An Extensive Guide](){: style="width:7%"}](https://awsfundamentals.com/blog/aws-s3-sync) [![blog.awsfundamentals.com: Using S3 with Terraform](){: style="width:7%"}](https://awsfundamentals.com/blog/using-s3-with-terraform)

+[![AWStip.com](){: style="width:7%"}](https://awstip.com) [![awstip.com: Amazon Elastic Kubernetes Service (Amazon EKS) β€” The Only Resource' Hub You Ever Need](){: style="width:7%"}](https://awstip.com/amazon-elastic-kubernetes-service-amazon-eks-the-only-resource-hub-you-ever-need-3b802687df36) [![awstip.com: Deploying Azure Infrastructure with Terraform](){: style="width:7%"}](https://awstip.com/deploying-azure-infrastructure-with-terraform-e34046c65d0f) [![==awstip.com: Essential plugins for Kubectl CLI==](){: style="width:7%"}](https://awstip.com/essential-plugins-for-kubectl-cli-e35cbc99037b) [![awstip.com: How to list all resources in your AWS account](){: style="width:7%"}](https://awstip.com/how-to-list-all-resources-in-your-aws-account-c3f18061f71b) [![==awstip.com: Increase Security and Efficiency with a 3-Tier Cloud Architecture==](){: style="width:7%"}](https://awstip.com/increase-security-and-efficiency-with-a-3-tier-cloud-architecture-bf5e835cd55a) [![awstip.com: Kubernetes Chaos Monkey: A Scheduled Random Pod Deletion Python' Script for Testing Cluster Resilience](){: style="width:7%"}](https://awstip.com/kubernetes-chaos-monkey-a-scheduled-random-pod-deletion-python-script-for-testing-cluster-6eac429554b2) [![awstip.com: Kubernetes β€” Creating deployments via command line and with' YAML files](){: style="width:7%"}](https://awstip.com/kubernetes-creating-deployments-via-command-line-and-with-yaml-files-783eaad7b3be) [![awstip.com: Kubernetes HPA](){: style="width:7%"}](https://awstip.com/kubernetes-hpa-8b7cf54f115) [![awstip.com: Manage AWS services directly from Kubernetes - AWS Controllers' for Kubernetes (ACK)](){: style="width:7%"}](https://awstip.com/manage-aws-services-directly-from-kubernetes-%EF%B8%8F-6c94e376febb) [![awstip.com: Monitoring Your EKS Cluster with the Power of Prometheus and' Grafana through Helm](){: style="width:7%"}](https://awstip.com/monitoring-your-eks-cluster-with-the-power-of-prometheus-and-grafana-through-helm-%EF%B8%8F-1e8dc1ad5620)

+[![awstip.com: Per-pod PIDs limit on EKS](){: style="width:7%"}](https://awstip.com/per-pod-pids-limit-on-eks-fe320638c7e9) [![awstip.com: Refactor Terraform code with Moved Blocks β€” a new way without' manually modifying the state](){: style="width:7%"}](https://awstip.com/refactor-terraform-code-with-moved-blocks-a-new-way-without-manually-modifying-the-state-5ed1d80ed53e) [![awstip.com: Setting Up AWS VPC Endpoint Connection](){: style="width:7%"}](https://awstip.com/setting-up-aws-vpc-endpoint-connection-d4294d0c2204) [![awstip.com: Streamlining AWS EKS Cluster Volume Management with Helm and' Terraform: EBS CSI Driver + Self-Managed AddOn Option](){: style="width:7%"}](https://awstip.com/streamlining-aws-eks-cluster-volume-management-with-helm-and-terraform-ebs-csi-driver-78e1d51532ee) [![awstip.com: This Code Works! β€” Autoscaling An Amazon EKS Cluster with Karpenter' β€” Part 1/3](){: style="width:7%"}](https://awstip.com/this-code-works-autoscaling-an-amazon-eks-cluster-with-karpenter-part-1-3-40c7bed26cfd) [![awstip.com: Uploading files to S3 through API Gateway](){: style="width:7%"}](https://awstip.com/uploading-files-to-s3-through-api-gateway-7bb78c0d0483) [![awstip.com: Working The Amazon EKS Immersion Workshop β€” Chapter 1 β€” Deploying' A Microservices Application In A Kubernetes Cluster](){: style="width:7%"}](https://awstip.com/working-the-amazon-eks-immersion-workshop-chapter-1-deploying-a-microservices-application-in-a-9acae5df2f01) [![awstrainingwithjagan.com: Comprehensive Comparison of Top Infrastructure as Code (IaC) Tools](){: style="width:7%"}](https://awstrainingwithjagan.com/infrastructure-as-code-tool-comparison) [![axway.com/digitize](){: style="width:7%"}](https://axway.com/digitize) [![aymen-abdelwahed.medium.com: K8s Operators β€” CIS Kubernetes Benchmarks](){: style="width:7%"}](https://aymen-abdelwahed.medium.com/k8s-operators-cis-benchmarks-8d7915d5cb2d) [![aymen-segni.com: Deploying Serverless Services on Kubernetes using Knative](){: style="width:7%"}](https://aymen-segni.com/index.php/2020/07/22/deploying-your-serverless-services-on-kubernetes-using-knative)

+[![aytartana.wordpress.com: Migrating SpringBoot PetClinic REST to Quarkus](){: style="width:7%"}](https://aytartana.wordpress.com/2020/08/26/migrating-springboot-petclinic-rest-to-quarkus) [![azapril.dev: Deploying a LogicApp with Terraform (Bonus: in an AzDO pipeline)](){: style="width:7%"}](https://azapril.dev/2021/04/12/deploying-a-logicapp-with-terraform) [![azeynalli1990.medium.com: 15 Best Practices when working with Docker](){: style="width:7%"}](https://azeynalli1990.medium.com/15-best-practices-when-working-with-docker-720d2d8de202) [![AKS Labs - Introduction](){: style="width:7%"}](https://azure-samples.github.io/aks-labs/docs/intro) [![azure.github.io/AKS-Construction 🌟](){: style="width:7%"}](https://azure.github.io/AKS-Construction) [![azure.github.io/AppService: General availability of Diagnostics tools for App Service on Linux Node.js apps](){: style="width:7%"}](https://azure.github.io/AppService/2024/01/05/Diagnose-Tools-for-NodeJs-Linux-apps.html) [![Azure Landing Zone Technical Documentation](){: style="width:7%"}](https://azure.github.io/Azure-Landing-Zones) [![Azure Landing Zone IaC Accelerator](){: style="width:7%"}](https://azure.github.io/Azure-Landing-Zones/accelerator) [![Azure Landing Zone IaC Accelerator Release Notes](){: style="width:7%"}](https://azure.github.io/Azure-Landing-Zones/accelerator/accelerator-release-notes) [![azure.github.io: Azure Proactive Resiliency Library (APRL)](){: style="width:7%"}](https://azure.github.io/Azure-Proactive-Resiliency-Library) [![azure.github.io/Azure-Verified-Modules 🌟](){: style="width:7%"}](https://azure.github.io/Azure-Verified-Modules)

+[![azure.github.io/enterprise-azure-policy-as-code: Enterprise Azure Policy as Code Overview](){: style="width:7%"}](https://azure.github.io/enterprise-azure-policy-as-code) [![azure.github.io: Azure Key Vault Provider for Secrets Store CSI Driver](){: style="width:7%"}](https://azure.github.io/secrets-store-csi-driver-provider-azure) [![Microsoft Azure](){: style="width:7%"}](https://azure.microsoft.com) [![azure.microsoft.com: Microsoft Azure Load Testing is now generally available](){: style="width:7%"}](https://azure.microsoft.com/en-gb/blog/microsoft-azure-load-testing-is-now-generally-available) [![Azure Load Testing](){: style="width:7%"}](https://azure.microsoft.com/en-gb/products/load-testing) [![==azure.microsoft.com: General availability: Azure Bastion native client' support==](){: style="width:7%"}](https://azure.microsoft.com/en-gb/updates/general-availability-azure-bastion-native-client-support) [![azure.microsoft.com: Generally Available: Durable Functions support of managed' identity for Azure Storage](){: style="width:7%"}](https://azure.microsoft.com/en-gb/updates/generally-available-durable-functions-support-of-managed-identity-for-azure-storage) [![==azure.microsoft.com: How Microsoft Azure Cross-region Load Balancer helps' create region redundancy and low latency== 🌟](){: style="width:7%"}](https://azure.microsoft.com/en-in/blog/how-microsoft-azure-crossregion-load-balancer-helps-create-region-redundancy-and-low-latency) [![Microsoft Azure](){: style="width:7%"}](https://azure.microsoft.com/en-us) [![azure.microsoft.com: Announcing the general availability of Azure CNI Overlay in Azure Kubernetes Service](){: style="width:7%"}](https://azure.microsoft.com/en-us/blog/announcing-the-general-availability-of-azure-cni-overlay-in-azure-kubernetes-service) [![Azure Virtual WAN introduces its first SaaS offering](){: style="width:7%"}](https://azure.microsoft.com/en-us/blog/azure-virtual-wan-introduces-its-first-saas-offering)

+[![==azure.microsoft.com: Choose the best global distribution solution for' your applications with Azure==](){: style="width:7%"}](https://azure.microsoft.com/en-us/blog/choose-the-best-global-distribution-solution-for-your-applications-with-azure) [![azure.microsoft.com: Introducing Azure Load Testing: Optimize app performance at scale](){: style="width:7%"}](https://azure.microsoft.com/en-us/blog/introducing-azure-load-testing-optimize-app-performance-at-scale) [![Openshift on Azure](){: style="width:7%"}](https://azure.microsoft.com/en-us/blog/openshift-on-azure-the-easiest-fully-managed-openshift-in-the-cloud) [![Powering multi-cluster workloads with seamless cross-cluster networking for Azure Kubernetes Fleet Manager](){: style="width:7%"}](https://azure.microsoft.com/en-us/blog/powering-multi-cluster-workloads-with-seamless-cross-cluster-networking-for-azure-kubernetes-fleet-manager) [![None](){: style="width:7%"}](https://azure.microsoft.com/en-us/en-gb/blog/microsoft-azure-load-testing-is-now-generally-available) [![None](){: style="width:7%"}](https://azure.microsoft.com/en-us/en-gb/products/load-testing) [![None](){: style="width:7%"}](https://azure.microsoft.com/en-us/en-in/blog/how-microsoft-azure-crossregion-load-balancer-helps-create-region-redundancy-and-low-latency) [![None](){: style="width:7%"}](https://azure.microsoft.com/en-us/en-us/blog/azure-virtual-wan-introduces-its-first-saas-offering) [![None](){: style="width:7%"}](https://azure.microsoft.com/en-us/en-us/blog/choose-the-best-global-distribution-solution-for-your-applications-with-azure) [![None](){: style="width:7%"}](https://azure.microsoft.com/en-us/en-us/explore/global-infrastructure/products-by-region/table) [![None](){: style="width:7%"}](https://azure.microsoft.com/en-us/en-us/resources/azure-for-architects)

+[![None](){: style="width:7%"}](https://azure.microsoft.com/en-us/en-us/services/api-management) [![None](){: style="width:7%"}](https://azure.microsoft.com/en-us/en-us/services/container-instances) [![None](){: style="width:7%"}](https://azure.microsoft.com/en-us/en-us/updates) [![None](){: style="width:7%"}](https://azure.microsoft.com/en-us/en-us/updates/?query=AKS) [![None](){: style="width:7%"}](https://azure.microsoft.com/en-us/en-us/updates/general-availability-azure-bastion-native-client-support) [![None](){: style="width:7%"}](https://azure.microsoft.com/en-us/en-us/updates/generally-available-azure-bastion-shareable-links) [![None](){: style="width:7%"}](https://azure.microsoft.com/en-us/en-us/updates/generally-available-azure-blob-storage-cold-tier-support-on-change-feed-and-object-replication) [![None](){: style="width:7%"}](https://azure.microsoft.com/en-us/en-us/updates/generally-available-durable-functions-support-of-managed-identity-for-azure-storage) [![None](){: style="width:7%"}](https://azure.microsoft.com/en-us/en-us/updates/v2/Azure-Virtual-Network-Manager-topology-view-now-generally-available) [![Azure Products by Region Table](){: style="width:7%"}](https://azure.microsoft.com/en-us/explore/global-infrastructure/products-by-region/table) [![Azure VMware Solution](){: style="width:7%"}](https://azure.microsoft.com/en-us/products/azure-vmware)

+[![Azure Chaos Studio](){: style="width:7%"}](https://azure.microsoft.com/en-us/products/chaos-studio) [![None](){: style="width:7%"}](https://azure.microsoft.com/en-us/products/container-apps) [![Azure DevOps 🌟](){: style="width:7%"}](https://azure.microsoft.com/en-us/products/devops) [![==azure.microsoft.com: Azure for Architects, Third Edition==](){: style="width:7%"}](https://azure.microsoft.com/en-us/resources/azure-for-architects) [![==azure.microsoft.com: Azure Quickstart Templates==](){: style="width:7%"}](https://azure.microsoft.com/en-us/resources/templates) [![azure.microsoft.com: Azure API Management](){: style="width:7%"}](https://azure.microsoft.com/en-us/services/api-management) [![None](){: style="width:7%"}](https://azure.microsoft.com/en-us/services/container-apps) [![azure.microsoft.com: Azure Container Instances](){: style="width:7%"}](https://azure.microsoft.com/en-us/services/container-instances) [![None](){: style="width:7%"}](https://azure.microsoft.com/en-us/services/devops) [![Infrastructure as a Service (IaaS) | Microsoft Azure](){: style="width:7%"}](https://azure.microsoft.com/en-us/solutions/azure-iaas) [![Azure Updates 🌟](){: style="width:7%"}](https://azure.microsoft.com/en-us/updates)

+[![Azure Updates AKS 🌟](){: style="width:7%"}](https://azure.microsoft.com/en-us/updates/?query=AKS) [![==azure.microsoft.com: Azure Virtual Network Manager topology view now generally' available==](){: style="width:7%"}](https://azure.microsoft.com/en-us/updates/azure-virtual-network-manager-topology-view-now-generally-available) [![Generally available: Azure Bastion now support shareable links](){: style="width:7%"}](https://azure.microsoft.com/en-us/updates/generally-available-azure-bastion-shareable-links) [![azure.microsoft.com: Generally available: Azure Blob Storage Cold Tier support' on Change Feed and Object Replication](){: style="width:7%"}](https://azure.microsoft.com/en-us/updates/generally-available-azure-blob-storage-cold-tier-support-on-change-feed-and-object-replication) [![==azure.microsoft.com: Private preview: Azure Kubernetes Service (AKS) Backup==' 🌟](){: style="width:7%"}](https://azure.microsoft.com/en-us/updates/private-preview-aks-backup) [![azure.microsoft.com: Generally available: SFTP support for Azure Blob Storage](){: style="width:7%"}](https://azure.microsoft.com/en-us/updates/sftp-support-for-azure-blob-storage-now-generally-available) [![Azure Kubernetes pricing](){: style="width:7%"}](https://azure.microsoft.com/es-es/pricing/details/kubernetes-service) [![Azure Chaos Studio](){: style="width:7%"}](https://azure.microsoft.com/services/chaos-studio) [![Azure Container Apps](){: style="width:7%"}](https://azure.microsoft.com/services/container-apps) [![Azure DevOps 🌟](){: style="width:7%"}](https://azure.microsoft.com/services/devops) [![azurearcjumpstart.io](){: style="width:7%"}](https://azurearcjumpstart.io)

+[![azurecharts.com: Azure Charts](){: style="width:7%"}](https://azurecharts.com) [![azurecharts.com/learning: Azure Learning Explorer](){: style="width:7%"}](https://azurecharts.com/learning) [![azurecloudai.blog: Deploy Azure Kubernetes Service (AKS) to a preexisting' VNET](){: style="width:7%"}](https://azurecloudai.blog/2019/09/27/deploy-azure-kubernetes-service-aks-to-a-preexisting-vnet) [![Azure DevOps Demo Generator 🌟](){: style="width:7%"}](https://azuredevopsdemogenerator.azurewebsites.net) [![Azure DevOps Labs 🌟](){: style="width:7%"}](https://azuredevopslabs.com) [![azuredevopslabs.com: Deploying a multi-container application to Azure Kubernetes Services](){: style="width:7%"}](https://azuredevopslabs.com/labs/vstsextend/kubernetes) [![azuremarketplace.microsoft.com: Firefly](){: style="width:7%"}](https://azuremarketplace.microsoft.com/en-us/marketplace/apps/gofireflyltd1705083203658.firefly) [![azureviking.com: Terraform module: Azure DNS Private Resolver](){: style="width:7%"}](https://azureviking.com/post/terraform-module-azure-dns-private-resolver) [![azureviking.com: Terraform Module: azurerm-alz-subnet](){: style="width:7%"}](https://azureviking.com/post/terraform-module-azurerm-alz-subnet) [![None](){: style="width:7%"}](https://azureway.cloud/azure-container-apps-creating-using-terraform-part-1) [![None](){: style="width:7%"}](https://azureway.cloud/azure-container-apps-traffic-splitting-part-4)

+[![Backstage Developer Portal:](){: style="width:7%"}](https://backstage.io) [![PX-Backup: docs](){: style="width:7%"}](https://backup.docs.portworx.com) [![blog.baeke.info: Trying out Draft 2 on AKS](){: style="width:7%"}](https://baeke.info/2022/06/02/trying-out-draft-2-on-aks) [![blog.baeke.info: AKS Workload Identity Revisited](){: style="width:7%"}](https://baeke.info/2022/11/24/aks-workload-identity-revisited) [![==bagas-awibowo.medium.com: Helm β€” Templating Network Policy using Helm==](){: style="width:7%"}](https://bagas-awibowo.medium.com/helm-templating-network-policy-using-helm-783b2f7e401a) [![balajisblog.com: Cheatsheet for Bitbucket Pipelines](){: style="width:7%"}](https://balajisblog.com/cheatsheet-for-bitbucket-pipelines) [![The State of Real-Time Web in 2016](){: style="width:7%"}](https://banksco.de/p/state-of-realtime-web-2016.html) [![Banzai Cloud 🌟](){: style="width:7%"}](https://banzaicloud.com) [![banzaicloud.com: Istio ingress controller as an API gateway](){: style="width:7%"}](https://banzaicloud.com/blog/backyards-api-gateway) [![banzaicloud.com: Helm 3, the Good, the Bad and the Ugly](){: style="width:7%"}](https://banzaicloud.com/blog/helm3-the-good-the-bad-and-the-ugly) [![banzaicloud.com: What's new in Istio 1.6, a quick walkthrough](){: style="width:7%"}](https://banzaicloud.com/blog/istio-1.6)

+[![banzaicloud.com: Controlling egress traffic with Istio](){: style="width:7%"}](https://banzaicloud.com/blog/istio-external-demo) [![banzaicloud.com: Istio telemetry V2 (Mixerless) deep dive](){: style="width:7%"}](https://banzaicloud.com/blog/istio-mixerless-telemetry) [![banzaicloud.com: Istio and Kubernetes ft. OPA policies](){: style="width:7%"}](https://banzaicloud.com/blog/istio-opa) [![banzaicloud.com: Autoscaling Kubernetes clusters](){: style="width:7%"}](https://banzaicloud.com/blog/k8s-cluster-autoscaler) [![Understanding Kubernetes cluster events](){: style="width:7%"}](https://banzaicloud.com/blog/k8s-cluster-logging) [![banzaicloud.com: Sidecar container lifecycle changes in Kubernetes 1.18' 🌟](){: style="width:7%"}](https://banzaicloud.com/blog/k8s-sidecars) [![banzaicloud.com: Kafka on Kubernetes - using etcd 🌟](){: style="width:7%"}](https://banzaicloud.com/blog/kafka-on-etcd) [![The benefits of integrating Apache Kafka with Istio](){: style="width:7%"}](https://banzaicloud.com/blog/kafka-on-istio-benefits) [![banzaicloud.com: Kafka rolling upgrade made easy with Supertubes](){: style="width:7%"}](https://banzaicloud.com/blog/kafka-rolling-upgrade) [![banzaicloud.com: Kafka Schema Registry on Kubernetes the declarative way](){: style="width:7%"}](https://banzaicloud.com/blog/kafka-schemareg) [![Kubernetes node pool upgrades with Banzai Pipeline](){: style="width:7%"}](https://banzaicloud.com/blog/kubernetes-nodepool-upgrades)

+[![banzaicloud.com: Bulletproof Kafka, and the tale of an Amazon outage](){: style="width:7%"}](https://banzaicloud.com/blog/supertubes-focal) [![Store NGINX access logs in Elasticsearch with Logging operator 🌟](){: style="width:7%"}](https://banzaicloud.com/docs/one-eye/logging-operator/quickstarts/es-nginx) [![bash.cyberciti.biz Wiki 🌟](){: style="width:7%"}](https://bash.cyberciti.biz/guide/Main_Page) [![bash.cyberciti.biz: Man command](){: style="width:7%"}](https://bash.cyberciti.biz/guide/Man_command) [![baykara.medium.com: A Gentle Inspection of OOMKilled in Kubernetes](){: style="width:7%"}](https://baykara.medium.com/a-gentle-inspection-of-oomkilled-in-kubernetes-4b4124cd23a8) [![bea.stollnitz.com: Creating batch endpoints in Azure ML](){: style="width:7%"}](https://bea.stollnitz.com/blog/aml-batch-endpoint) [![Apache Beam](){: style="width:7%"}](https://beam.apache.org) [![==beellz.hashnode.dev: Continuous Profiling in Kubernetes Using Pyroscope==](){: style="width:7%"}](https://beellz.hashnode.dev/continuous-profiling-in-kubernetes-using-pyroscope) [![ben11kehoe.medium.com: Never put AWS temporary credentials in the credentials' file (or env vars) β€” there’s a better way](){: style="width:7%"}](https://ben11kehoe.medium.com/never-put-aws-temporary-credentials-in-env-vars-or-credentials-files-theres-a-better-way-25ec45b4d73e) [![ben11kehoe.medium.com: AWS Authentication: Principals (users and roles)' in AWS IAM](){: style="width:7%"}](https://ben11kehoe.medium.com/principals-in-aws-iam-38c4a3dc322a) [![Clean Architecture on Frontend](){: style="width:7%"}](https://bespoyasov.me/blog/clean-architecture-on-frontend)

+[![==betanews.com: Overcoming observability challenges in the CI/CD Pipeline==](){: style="width:7%"}](https://betanews.com/2022/01/26/overcoming-observability-challenges) [![==betanews.com: Cloud security is complex -- but most vulnerabilities fall' into three key categories==](){: style="width:7%"}](https://betanews.com/2022/10/22/cloud-security-is-complex-but-most-vulnerabilities-fall-into-three-key-categories) [![betterhumans.pub: 8 Communication Hacks I Use To Appear More Senior As a' Young Employee](){: style="width:7%"}](https://betterhumans.pub/8-communication-hacks-i-use-to-appear-more-senior-as-a-young-employee-9106468bf5aa) [![betterprogramming.pub: 10 Anti-Patterns for Kubernetes Deployments](){: style="width:7%"}](https://betterprogramming.pub/10-antipatterns-for-kubernetes-deployments-e97ce1199f2d) [![betterprogramming.pub: 10 Things You Might Not Know About YAML](){: style="width:7%"}](https://betterprogramming.pub/10-things-you-might-not-know-about-yaml-b0589da547c) [![betterprogramming.pub: 2 Use Cases of Python Pre-commit Hooks to Tidy Up' Your Git Repositories](){: style="width:7%"}](https://betterprogramming.pub/2-use-cases-of-python-pre-commit-hooks-to-tidy-up-your-git-repositories-8d86c9c4f06b) [![betterprogramming.pub: 3 Seemingly Simple Python Features That Confuse Beginners](){: style="width:7%"}](https://betterprogramming.pub/3-seemingly-simple-python-features-that-confuse-beginners-313575312dcf) [![betterprogramming.pub: 4 Awesome Browser APIs You Might Not Be Using Yet](){: style="width:7%"}](https://betterprogramming.pub/4-awesome-browser-apis-you-might-not-be-using-yet-726d3e3237d2) [![betterprogramming.pub: 5 Simple Tips For Debugging Docker Containers 🌟](){: style="width:7%"}](https://betterprogramming.pub/5-simple-tips-for-debugging-docker-containers-271cb3dee77a) [![==betterprogramming.pub: 6 Metrics To Watch for on Your K8s Cluster== 🌟](){: style="width:7%"}](https://betterprogramming.pub/6-metrics-to-watch-for-on-your-k8s-cluster-76d58f08397f) [![betterprogramming.pub: 6 Tips for Creating Helm Charts in Kubernetes Applications](){: style="width:7%"}](https://betterprogramming.pub/6-tips-for-creating-helm-charts-in-kubernetes-applications-452a37446f31)

+[![betterprogramming.pub: 8 Advanced Git Commands Universities Won’t Teach' You](){: style="width:7%"}](https://betterprogramming.pub/8-advanced-git-commands-university-wont-teach-you-fe63b483d34b) [![betterprogramming.pub: 8 Techniques To Speed up Your Database](){: style="width:7%"}](https://betterprogramming.pub/8-techniques-to-speed-up-your-database-292754ff7739) [![betterprogramming.pub: A Beginners’ Cheat Sheet for Docker | Arjav Dave](){: style="width:7%"}](https://betterprogramming.pub/a-beginners-cheat-sheet-for-docker-f5024fd6c17f) [![betterprogramming.pub: A Cloud Migration Questionnaire for Solution Architects' 🌟🌟](){: style="width:7%"}](https://betterprogramming.pub/a-cloud-migration-questionnaire-for-solution-architects-dec7ffcf063e) [![betterprogramming.pub: Advanced Features of Kubernetes’ Horizontal Pod Autoscaler](){: style="width:7%"}](https://betterprogramming.pub/advanced-features-of-kubernetes-horizontal-pod-autoscaler-536ebd7893ad) [![betterprogramming.pub: All Hail the Monolith β€” Celebrating the Verbosity' of the Unified Architecture in Terraform](){: style="width:7%"}](https://betterprogramming.pub/all-hail-the-monolith-celebrating-the-verbosity-of-the-unified-architecture-in-terraform-81b53e3a03ae) [![betterprogramming.pub: Amazon EKS Is Eating My IPs!](){: style="width:7%"}](https://betterprogramming.pub/amazon-eks-is-eating-my-ips-e18ea057e045) [![betterprogramming.pub: Applying DevOps to API Development for APIOps](){: style="width:7%"}](https://betterprogramming.pub/applying-devops-to-api-development-for-apiops-21e2e605333e) [![betterprogramming.pub: Attach a Visual Debugger to ML-training Jobs on Kubernetes](){: style="width:7%"}](https://betterprogramming.pub/attach-a-visual-debugger-to-ml-training-jobs-on-kubernetes-eb9678389f1f) [![betterprogramming.pub: Automate and Configure Your RDS Database With Terraform' 🌟](){: style="width:7%"}](https://betterprogramming.pub/automate-and-configure-your-rds-database-with-terraform-898fd4b8990d) [![betterprogramming.pub: Automate Filling Templates With Python 🌟](){: style="width:7%"}](https://betterprogramming.pub/automate-filling-templates-with-python-1ff6c6fd595e)

+[![betterprogramming.pub: Awesome Kubernetes Command-Line Hacks](){: style="width:7%"}](https://betterprogramming.pub/awesome-kubernetes-command-line-hacks-8bd3604e394f) [![==betterprogramming.pub: AWS: Creating a VPC With an Auto-scaling Group' Using T2.micro Instances==](){: style="width:7%"}](https://betterprogramming.pub/aws-creating-a-vpc-with-an-auto-scaling-group-using-t2-micro-instances-4ac2c5c7795b) [![betterprogramming.pub: AWS vs. Digital Ocean vs. Hetzner Cloud β€” Which Has' the Best Value for Money?](){: style="width:7%"}](https://betterprogramming.pub/aws-vs-digital-ocean-vs-hetzner-cloud-which-has-the-best-value-for-money-bd9cb3c06dee) [![betterprogramming.pub: Bash vs. Python vs. JavaScript: Which Is Better for' Automation? 🌟](){: style="width:7%"}](https://betterprogramming.pub/bash-vs-python-vs-javascript-which-is-better-for-automation-92a277ef49e) [![betterprogramming.pub: Build a Cloud-Native Multiprocessing Framework](){: style="width:7%"}](https://betterprogramming.pub/build-a-cloud-native-multiprocessing-framework-b33cfc2c02b9) [![betterprogramming.pub: Build a Kubernetes Operator in 10 Minutes 🌟](){: style="width:7%"}](https://betterprogramming.pub/build-a-kubernetes-operator-in-10-minutes-11eec1492d30) [![betterprogramming.pub: Build a Highly Available Kubernetes Operator Using' Golang](){: style="width:7%"}](https://betterprogramming.pub/building-a-highly-available-kubernetes-operator-using-golang-fe4a44c395c2) [![betterprogramming.pub: Building GraphQL Server Using Schema-first Approach' in Python](){: style="width:7%"}](https://betterprogramming.pub/building-graphql-server-using-schema-first-approach-in-python-68aeee38bcc3) [![betterprogramming.pub: ChatGPT and Software Architecture](){: style="width:7%"}](https://betterprogramming.pub/chatgpt-and-software-architecture-308b6e0cc25a) [![betterprogramming.pub: Cheat.sh β€” The Ultimate Multi-Language Cheat Sheet](){: style="width:7%"}](https://betterprogramming.pub/cheat-sh-the-ultimate-multi-language-cheat-sheet-8e97c16407aa) [![betterprogramming.pub: Clean Up Your Kubernetes Deployments Using Ansible](){: style="width:7%"}](https://betterprogramming.pub/clean-up-your-kubernetes-deployments-using-ansible-10a000db313b)

+[![betterprogramming.pub: The Art of Logging](){: style="width:7%"}](https://betterprogramming.pub/creating-a-human-and-machine-freindly-logging-format-bb6d4bb01dca) [![betterprogramming.pub: Dependency-Free Kubernetes Cluster Monitoring](){: style="width:7%"}](https://betterprogramming.pub/dependency-free-kubernetes-cluster-monitoring-5f7aa2f038d9) [![betterprogramming.pub: Design by Contract in Terraform](){: style="width:7%"}](https://betterprogramming.pub/design-by-contracts-in-terraform-63467a749c1a) [![betterprogramming.pub: Distributed Tracing With OpenTelemetry, Spring Cloud' Sleuth, Kafka, and Jaeger](){: style="width:7%"}](https://betterprogramming.pub/distributed-tracing-with-opentelemetry-spring-cloud-sleuth-kafka-and-jaeger-939e35f45821) [![betterprogramming.pub: Do Faster Development and Testing on Kubernetes Apps' With Telepresence](){: style="width:7%"}](https://betterprogramming.pub/do-faster-development-and-testing-on-kubernetes-apps-with-telepresence-b7eac604dca4) [![==betterprogramming.pub: Dockerize Your Django Apps==](){: style="width:7%"}](https://betterprogramming.pub/dockerize-your-django-apps-428189407c69) [![betterprogramming.pub: Domain Partitions: How To Find a Healthy Balance' Between Microservices and Monoliths](){: style="width:7%"}](https://betterprogramming.pub/domain-partitions-how-to-find-a-healthy-balance-between-microservices-and-monoliths-2cd74206559) [![betterprogramming.pub: Everything You Need To Know About Kafka 🌟](){: style="width:7%"}](https://betterprogramming.pub/everything-you-need-to-know-about-kafka-a83e2456d14c) [![betterprogramming.pub: Exploring JSON, JSON5, and Circular References](){: style="width:7%"}](https://betterprogramming.pub/exploring-json-json5-and-circular-references-2b5b0c5de532) [![betterprogramming.pub: Exploring the Serverless Event-Driven Architecture](){: style="width:7%"}](https://betterprogramming.pub/exploring-the-serverless-event-driven-architecture-8d6bda93e823) [![betterprogramming.pub: My First Impressions of Sapling β€” Meta’s New Git' Client](){: style="width:7%"}](https://betterprogramming.pub/four-ways-you-can-experiment-with-sapling-709eec0ffcb1)

+[![betterprogramming.pub: Generating Class Diagrams for .Net Core](){: style="width:7%"}](https://betterprogramming.pub/generating-class-diagrams-for-net-core-c4913db9398b) [![betterprogramming.pub: Getting Started With Pyvcloud β€” A Python Library](){: style="width:7%"}](https://betterprogramming.pub/getting-started-with-pyvcloud-a-python-library-2e77092ed3ea) [![betterprogramming.pub: Going Serverless? Governance Is Everything](){: style="width:7%"}](https://betterprogramming.pub/going-serverless-governance-is-everything-c70589c9cee9) [![betterprogramming.pub: Goldilocks vs. KRR](){: style="width:7%"}](https://betterprogramming.pub/goldilocks-vs-krr-c986dfd7484d) [![betterprogramming.pub: Good Leadership Is About Growth, Not Brilliance](){: style="width:7%"}](https://betterprogramming.pub/good-leadership-is-about-growth-not-brilliance-af8ca30f1a3a) [![betterprogramming.pub: How to Grow as a (Software) Engineering Manager](){: style="width:7%"}](https://betterprogramming.pub/how-do-you-grow-as-a-software-engineering-manager-33a05873693) [![betterprogramming.pub: How GitOps Can Help Prevent Security Misconfigurations](){: style="width:7%"}](https://betterprogramming.pub/how-gitops-can-help-prevent-security-misconfigurations-8b506dcd89e1) [![==betterprogramming.pub: How I Split a Monolith Into Microservices Without' Refactoring== 🌟🌟🌟](){: style="width:7%"}](https://betterprogramming.pub/how-i-split-a-monolith-into-microservices-without-refactoring-5d76924c34c2) [![betterprogramming.pub: How SOLID Remains Solid β€” Software Principles vs.' Patterns](){: style="width:7%"}](https://betterprogramming.pub/how-solid-remains-solid-software-principles-vs-patterns-c77c623a628b) [![betterprogramming.pub: How To Continuously Test and Deploy Your Helm Charts' on Kubernetes Clusters Using Kind](){: style="width:7%"}](https://betterprogramming.pub/how-to-continuously-test-and-deploy-your-helm-charts-on-kubernetes-clusters-using-kind-d71e3585d2dc) [![betterprogramming.pub: How To Create a NoOps Deployment With GitHub Actions' Kubernetes and Shipa](){: style="width:7%"}](https://betterprogramming.pub/how-to-create-a-noops-deployment-with-github-actions-kubernetes-and-shipa-18aab208fe7a)

+[![betterprogramming.pub: How To Deprecate APIs the Right Way](){: style="width:7%"}](https://betterprogramming.pub/how-to-deprecate-apis-the-right-way-371c1cbf1723) [![betterprogramming.pub: How to Filter the Git Logs](){: style="width:7%"}](https://betterprogramming.pub/how-to-filter-the-git-logs-2dcebf3d12) [![betterprogramming.pub: How to Handle Duplicate Messages and Message Ordering' in Kafka](){: style="width:7%"}](https://betterprogramming.pub/how-to-handle-duplicate-messages-and-message-ordering-in-kafka-82e2fef82025) [![betterprogramming.pub: How to Implement Your Distributed Filesystem With' GlusterFS And Kubernetes](){: style="width:7%"}](https://betterprogramming.pub/how-to-implement-your-distributed-filesystem-with-glusterfs-and-kubernetes-83ee7f5f834f) [![betterprogramming.pub: How to Make JSON and Python Talk to Each Other](){: style="width:7%"}](https://betterprogramming.pub/how-to-make-json-and-python-talk-to-each-other-41531d58e59d) [![betterprogramming.pub: How to Migrate From Docker Compose to Kubernetes](){: style="width:7%"}](https://betterprogramming.pub/how-to-migrate-from-docker-compose-to-kubernetes-b57eb229beb2) [![betterprogramming.pub: How to Refactor a Codebase?](){: style="width:7%"}](https://betterprogramming.pub/how-to-refactor-a-codebase-982772695078) [![betterprogramming.pub: How to Speed Up Your Progress With Feedback](){: style="width:7%"}](https://betterprogramming.pub/how-to-speed-up-your-progress-with-feedback-1f41872b290a) [![==betterprogramming.pub: How to Transform a Monolith Application Into a' Microservices Architecture==](){: style="width:7%"}](https://betterprogramming.pub/how-to-transform-a-monolith-application-into-a-microservices-architecture-1e00363a03ba) [![betterprogramming.pub: How To Update Your GitHub Repository in Visual Studio' Code](){: style="width:7%"}](https://betterprogramming.pub/how-to-update-your-github-repository-in-visual-studio-code-7bb9e8549cea) [![==betterprogramming.pub: How to Use Pandas to Consume Data and Perform Data' Analysis==](){: style="width:7%"}](https://betterprogramming.pub/how-to-use-pandas-to-consume-data-and-perform-data-analysis-76e000ad5480)

+[![betterprogramming.pub: How To Use Server-Side Apply in K8S Operators](){: style="width:7%"}](https://betterprogramming.pub/how-to-use-server-side-apply-in-k8s-operators-5cbff023183c) [![betterprogramming.pub: How to Use tmuxp to Manage Your tmux Session](){: style="width:7%"}](https://betterprogramming.pub/how-to-use-tmuxp-to-manage-your-tmux-session-614b6d42d6b6) [![betterprogramming.pub: Improve Cluster Monitoring With Network Mapping in' Grafana](){: style="width:7%"}](https://betterprogramming.pub/improve-cluster-monitoring-with-network-mapping-in-grafana-fa8bb479fd47) [![None](){: style="width:7%"}](https://betterprogramming.pub/introduction-to-aws-websockets-8b336a92c379) [![betterprogramming.pub: K8s: Network Policy Made Simple With Cilium Editor' 🌟](){: style="width:7%"}](https://betterprogramming.pub/k8s-network-policy-made-simple-with-cilium-editor-a5b55781291c) [![betterprogramming.pub: 15 Kafka CLI Commands For Everyday Programming](){: style="width:7%"}](https://betterprogramming.pub/kafka-cli-commands-1a135a4ae1bd) [![betterprogramming.pub: Kubectl Commands All Beginners Must Know](){: style="width:7%"}](https://betterprogramming.pub/kubectl-commands-all-beginners-must-know-e504349fcec9) [![betterprogramming.pub: Kubernetes and SSL Certificate Management 🌟](){: style="width:7%"}](https://betterprogramming.pub/kubernetes-and-ssl-certificate-management-5f6a4b6f5ae9) [![betterprogramming.pub: Kubernetes Authentication Sidecars: A Revelation' in Microservice Architecture](){: style="width:7%"}](https://betterprogramming.pub/kubernetes-authentication-sidecars-a-revelation-in-microservice-architecture-12c4608189ab) [![betterprogramming.pub: Kubernetes Observability Part 1: Events, Logs, and' Integration With Slack, OpenAI, and Grafana](){: style="width:7%"}](https://betterprogramming.pub/kubernetes-observability-part-1-events-logs-integration-with-slack-openai-and-grafana-62068cf43ec) [![betterprogramming.pub: Kubernetes Security With Falco](){: style="width:7%"}](https://betterprogramming.pub/kubernetes-security-with-falco-2eb060d3ae7d)

+[![betterprogramming.pub: An Overview to Kubernetes Services](){: style="width:7%"}](https://betterprogramming.pub/kubernetes-service-types-3c4a3088a5c) [![==betterprogramming.pub: Lambda vs. Step Functions: The Battle of Cost and' Performance==](){: style="width:7%"}](https://betterprogramming.pub/lambda-vs-step-functions-the-battle-of-cost-and-performance-5f008045e2ab) [![betterprogramming.pub: Learn SOLID Design Principles in Java by Coding It](){: style="width:7%"}](https://betterprogramming.pub/learn-solid-design-principles-in-java-by-coding-it-dcbf64a17b53) [![betterprogramming.pub: Learn to Code Remotely With VS Code And SSH](){: style="width:7%"}](https://betterprogramming.pub/learn-to-code-remotely-with-vs-code-and-ssh-68c630759279) [![betterprogramming.pub: Learning Python With Program Templates: The Input' One, Process One Template](){: style="width:7%"}](https://betterprogramming.pub/learning-python-with-program-templates-the-input-one-process-one-template-d7ed5156d3fc) [![betterprogramming.pub: Leave Aside Git Checkout. Consider Git Switch for' a Change](){: style="width:7%"}](https://betterprogramming.pub/leave-aside-git-checkout-consider-git-switch-for-a-change-7849df8714b0) [![betterprogramming.pub: MongoDB Schema Validation Rules](){: style="width:7%"}](https://betterprogramming.pub/mongodb-schema-validation-rules-8a1afc6ea67b) [![==betterprogramming.pub: Monitoring Kafka Applications β€” Implementing Healthchecks' and Tracking Lag==](){: style="width:7%"}](https://betterprogramming.pub/monitoring-kafkaapplications-implementing-healthchecks-and-tracking-lag-3976cc6f00d5) [![==betterprogramming.pub: Multi-Tenancy Support With Spring Boot, Liquibase,' and PostgreSQL==](){: style="width:7%"}](https://betterprogramming.pub/multi-tenancy-support-with-spring-boot-liquibase-and-postgresql-d41942dc0639) [![betterprogramming.pub: Writing My First Microservice Using Go](){: style="width:7%"}](https://betterprogramming.pub/my-first-microservice-using-golang-c5cf69f1376d) [![betterprogramming.pub: My Top 7 Most Underrated IntelliJ IDEA Features](){: style="width:7%"}](https://betterprogramming.pub/my-top-7-most-underrated-intellij-idea-features-572b0b706bd6)

+[![betterprogramming.pub: My Cheatsheet for the β€œyq” Tool](){: style="width:7%"}](https://betterprogramming.pub/my-yq-cheatsheet-34f2b672ee58) [![betterprogramming.pub: Pandas Illustrated: The Definitive Visual Guide to' Pandas](){: style="width:7%"}](https://betterprogramming.pub/pandas-illustrated-the-definitive-visual-guide-to-pandas-c31fa921a43) [![betterprogramming.pub: Deploy a Python API With Docker and Kubernetes](){: style="width:7%"}](https://betterprogramming.pub/python-fastapi-kubernetes-gcp-296e0dc3abb6) [![betterprogramming.pub: Python List Comprehensions Are More Powerful Than' You Might Think](){: style="width:7%"}](https://betterprogramming.pub/python-list-comprehensions-are-more-powerful-than-you-might-think-3363a90e5bb0) [![==betterprogramming.pub: Why We Quit Unit Testing Classes to Focus On a' Behavioral Approach==](){: style="width:7%"}](https://betterprogramming.pub/quit-unit-testing-classes-and-use-a-behavior-oriented-approach-306a667f9a31) [![==betterprogramming.pub: Recovering From Common Git Errors==](){: style="width:7%"}](https://betterprogramming.pub/recovering-from-common-git-errors-eccda7ec6180) [![betterprogramming.pub: Reusable EC2 Instances Using Terraform Modules](){: style="width:7%"}](https://betterprogramming.pub/reusable-ec2-instances-using-terraform-modules-59aac51f1fb) [![betterprogramming.pub: Running Airflow Using Kubernetes Executor and Kubernetes' Pod Operator with Istio](){: style="width:7%"}](https://betterprogramming.pub/running-airflow-using-kubernetes-executor-and-kubernetes-pod-operator-with-istio-d5aa7af16ef5) [![betterprogramming.pub: Secure Your Kubernetes Cluster With Seccomp](){: style="width:7%"}](https://betterprogramming.pub/secure-your-kubernetes-cluster-with-seccomp-9403ecf831b2) [![betterprogramming.pub: Setup Microservices on Kubernetes β€” Write a Configuration' File](){: style="width:7%"}](https://betterprogramming.pub/set-up-microservice-on-kubernetes-write-config-file-8df7c2b07a4c) [![betterprogramming.pub: Solutions Architect Tips β€” The 5 Types of Architecture' Diagrams](){: style="width:7%"}](https://betterprogramming.pub/solutions-architect-tips-the-5-types-of-architecture-diagrams-eb0c11996f9e)

+[![betterprogramming.pub: Sprint Planning: Best Practices](){: style="width:7%"}](https://betterprogramming.pub/sprint-planning-best-practices-1aad4103f6cb) [![None](){: style="width:7%"}](https://betterprogramming.pub/stack-overflow-2022-developer-survey-where-is-the-industry-heading-3cd4a0cd41f3) [![betterprogramming.pub: Stop Hiring Software Engineers](){: style="width:7%"}](https://betterprogramming.pub/stop-hiring-software-engineers-8545520437ac) [![betterprogramming.pub: Team Topologies β€” A New Way of Thinking About Teams](){: style="width:7%"}](https://betterprogramming.pub/team-topologies-a-new-way-of-thinking-about-teams-8f4853038509) [![betterprogramming.pub: Techniques for Managing Your Time and Cognitive Load' as a Senior Leader](){: style="width:7%"}](https://betterprogramming.pub/techniques-for-managing-your-time-and-cognitive-load-as-a-senior-leader-2b9eadb0daa4) [![betterprogramming.pub: Terraform Setup for Using AWS Lambda With S3](){: style="width:7%"}](https://betterprogramming.pub/terraform-setup-for-using-aws-lambda-with-s3-2b8ba286b6d7) [![betterprogramming.pub: The 5-Step Checklist for Serverless Load Testing](){: style="width:7%"}](https://betterprogramming.pub/the-5-step-checklist-for-serverless-load-testing-346f4a60841d) [![betterprogramming.pub: The Best VS Code Extensions to Supercharge Your Git](){: style="width:7%"}](https://betterprogramming.pub/the-best-vs-code-extensions-to-supercharge-your-git-5d5ab3f64f64) [![betterprogramming.pub: The Perfect Message Queue Solution Based on the Redis' Stream Type](){: style="width:7%"}](https://betterprogramming.pub/the-perfect-message-queue-solution-based-on-the-redis-stream-type-ccf273554178) [![medium: The Pros and Cons of Monorepos, Explained](){: style="width:7%"}](https://betterprogramming.pub/the-pros-and-cons-monorepos-explained-f86c998392e1) [![betterprogramming.pub: The Importance of Code Ownership 🌟](){: style="width:7%"}](https://betterprogramming.pub/the-underestimated-importance-of-clear-code-ownership-baed758e47b8)

+[![betterprogramming.pub: This Is Why You Should Use Tortoise-ORM in Your Python' Projects](){: style="width:7%"}](https://betterprogramming.pub/this-is-why-you-should-use-tortoise-orm-in-your-python-projects-a3897dc5309e) [![betterprogramming.pub: Understanding Kubernetes Multi-Container Pod Patterns](){: style="width:7%"}](https://betterprogramming.pub/understanding-kubernetes-multi-container-pod-patterns-577f74690aee) [![betterprogramming.pub: When Should You Self-Host CI Tools? | William Anderson](){: style="width:7%"}](https://betterprogramming.pub/when-should-you-self-host-ci-tools-330fc38d2a6) [![betterprogramming.pub: I Worked at Microsoft Cloud and Google Mobile for' 3 Years β€” Here Are the Differences in Ecosystems](){: style="width:7%"}](https://betterprogramming.pub/why-working-on-cloud-vs-mobile-edge-is-so-different-e32930f1c801) [![betterprogramming.pub: Create an Amazon EKS Fargate Cluster and Managed' Node Group Using Terraform](){: style="width:7%"}](https://betterprogramming.pub/with-latest-updates-create-amazon-eks-fargate-cluster-and-managed-node-group-using-terraform-bc5cfefd5773) [![betterprogramming.pub: How To Write Tests for Your Kubernetes Operator](){: style="width:7%"}](https://betterprogramming.pub/write-tests-for-your-kubernetes-operator-d3d6a9530840) [![betterprogramming.pub: Writing Custom Kubernetes Controller and Webhooks](){: style="width:7%"}](https://betterprogramming.pub/writing-custom-kubernetes-controller-and-webhooks-141230820e9) [![betterprogramming.pub: YAML Tutorial: Get Started With YAML in 5 Minutes](){: style="width:7%"}](https://betterprogramming.pub/yaml-tutorial-get-started-with-yaml-in-5-minutes-549d462972d8) [![betterstack.com: 10 Best Kubernetes Monitoring Tools in 2022 🌟](){: style="width:7%"}](https://betterstack.com/community/comparisons/kubernetes-monitoring-tools) [![bgjar.com](){: style="width:7%"}](https://bgjar.com) [![bhupesh.me: How I reduced the size of my very first published docker image by 40% - A lesson in dockerizing shell scripts 🌟](){: style="width:7%"}](https://bhupesh.me/publishing-my-first-ever-dockerfile-optimization-ugit)

+[![bikeshed.fm: The Bike Shed](){: style="width:7%"}](https://bikeshed.thoughtbot.com) [![opsdis.com: Building a custom monitoring solution with Grafana, Prometheus and Loki](){: style="width:7%"}](https://binero.com/observability) [![binx.io: Working with AWS Permission Policies 🌟](){: style="width:7%"}](https://binx.io/2022/07/13/working-with-aws-permission-policies) [![labs.bishopfox.com: Bad Pods: Kubernetes Pod Privilege Escalation 🌟](){: style="width:7%"}](https://bishopfox.com/blog/kubernetes-pod-privilege-escalation) [![DevNation: 10 awesome kubernetes tools every user should know](){: style="width:7%"}](https://bit.ly/kube-tools-1) [![History of Microservices](){: style="width:7%"}](https://bit.ly/kubeappserver) [![bitbucket.org](){: style="width:7%"}](https://bitbucket.org) [![VScode run from WSL in Linux: Cannot activate the 'Atlassian for VSCode' (Official)' extension because 'git' extension is not loaded](){: style="width:7%"}](https://bitbucket.org/atlassianlabs/atlascode/issues/112/cannot-activate-the-atlassian-for-vscode) [![bitbucket.org: setting up a cicd pipeline with spring mvc and kubernetes' on aws](){: style="width:7%"}](https://bitbucket.org/blog/setting-up-a-ci-cd-pipeline-with-spring-mvc-jenkins-and-kubernetes-on-aws ) [![Transition Jira issues on merge](){: style="width:7%"}](https://bitbucket.org/blog/transition-jira-issues-on-merge) [![Don't make this container security mistake](){: style="width:7%"}](https://bitfieldconsulting.com/blog/container-security)

+[![None](){: style="width:7%"}](https://bitfieldconsulting.com/posts/container-security) [![Bitnami Helm Charts](){: style="width:7%"}](https://bitnami.com/stacks/helm) [![Bitnami Helm Charts](){: style="width:7%"}](https://bitnami.com/stacks?stack=helm) [![biztechmagazine.com: 6 Steps to Improved API Security](){: style="width:7%"}](https://biztechmagazine.com/article/2021/07/6-steps-improved-api-security) [![Ambassador Edge Stack. K8S Initializer  (scaffolding tool) 🌟](){: style="width:7%"}](https://blackbird.a8r.io) [![None](){: style="width:7%"}](https://blackbird.a8r.io/initializer) [![blazemeter.com: Three Ways DevOps Benefit from AWS CodePipeline](){: style="width:7%"}](https://blazemeter.com/blog/three-ways-devops-benefit-aws-codepipeline) [![None](){: style="width:7%"}](https://blocksandfiles.com/2020/01/30/kasten-k10-kubernetes-container-protection) [![None](){: style="width:7%"}](https://blocksandfiles.com/2020/06/05/ibm-spectrum-protect-plus) [![blocksandfiles.com: Lightbits Labs adds Kubernetes table stakes: CSI support](){: style="width:7%"}](https://blocksandfiles.com/2020/06/23/lightbits-labs-adds-kubernetes-table-stakes-csi-support) [![blocksandfiles.com: Kubernetes is in a bit of state about state](){: style="width:7%"}](https://blocksandfiles.com/2020/07/21/kubernetes-stateful-status)

+[![None](){: style="width:7%"}](https://blocksandfiles.com/2020/12/10/trilio-funding) [![blocksandfiles.com: geless storage is the β€˜answer’ to Kubernetes data challenges](){: style="width:7%"}](https://blocksandfiles.com/2020/12/22/the-storageless-storage-paradox) [![blocksandfiles.com: Red Hat OpenShift now does container storage backup' 🌟](){: style="width:7%"}](https://blocksandfiles.com/2021/01/27/red-hat-openshift-container-storage-backup) [![blocksandfiles.com: Kubernetes storage: SmartX’s IOMesh beats Portworx,' Longhorn and OpenEBS](){: style="width:7%"}](https://blocksandfiles.com/2021/08/05/kubernetes-storage-chinese-vendor-smartxs-iomesh-beats-portworx-longhorn-and-openebs) [![blog.abaganon.com: Why you probably won’t use K8gb.io](){: style="width:7%"}](https://blog.abaganon.com/going-global-with-kubernetes-490cf51e2bf8) [![blog.acethecloud.com: A Step-by-Step Guide to Calculate SLAs, SLIs, and' SLOs for Your IT Services](){: style="width:7%"}](https://blog.acethecloud.com/a-step-by-step-guide-to-calculating-slas-slis-and-slos-for-your-it-services-6f0a07b67bb5) [![blog.acethecloud.com: The Kubernetes Handbook: A Comprehensive guide of' 100 Q&A 🌟](){: style="width:7%"}](https://blog.acethecloud.com/the-kubernetes-handbook-a-comprehensive-guide-of-100-q-a-e680199e6e22) [![blog.adnansiddiqi.me: Create your first REST API in FastAPI 🌟](){: style="width:7%"}](https://blog.adnansiddiqi.me/create-your-first-rest-api-in-fastapi) [![blog.adnansiddiqi.me: Getting started with Elasticsearch 7 in Python 🌟](){: style="width:7%"}](https://blog.adnansiddiqi.me/getting-started-with-elasticsearch-7-in-python) [![blog.adoptium.net: Using Jlink in Dockerfiles instead of a JRE](){: style="width:7%"}](https://blog.adoptium.net/2021/08/using-jlink-in-dockerfiles) [![__AdoptOpenJDK 11__ Is the New Default 🌟](){: style="width:7%"}](https://blog.adoptopenjdk.net/2020/06/adoptopenjdk-11-new-default)

+[![blog.aenix.io: Argo CD vs Flux CD](){: style="width:7%"}](https://blog.aenix.io/argo-cd-vs-flux-cd-7b1d67a246ca) [![Limitless Kubernetes Scaling for AI and Data-intensive Workloads: The AKS Fleet Strategy](){: style="width:7%"}](https://blog.aks.azure.com/2025/04/02/Scaling-Kubernetes-for-AI-and-Data-intensive-Workloads) [![blog.akuity.io: Unveil the Secret Ingredients of Continuous Delivery at' Enterprise Scale with Argo CD](){: style="width:7%"}](https://blog.akuity.io/unveil-the-secret-ingredients-of-continuous-delivery-at-enterprise-scale-with-argo-cd-7c5b4057ee49) [![blog.alexellis.io: A bit of Istio before tea-time](){: style="width:7%"}](https://blog.alexellis.io/a-bit-of-istio-before-tea-time) [![blog.alexellis.io: Bare-metal Kubernetes with K3s](){: style="width:7%"}](https://blog.alexellis.io/bare-metal-kubernetes-with-k3s) [![blog.alexellis.io: Building containers without Docker 🌟](){: style="width:7%"}](https://blog.alexellis.io/building-containers-without-docker) [![blog.alexellis.io: Get kubectl access to your private cluster from anywhere](){: style="width:7%"}](https://blog.alexellis.io/get-private-kubectl-access-anywhere) [![blog.alexellis.io: Get a public LoadBalancer for your private Kubernetes cluster 🌟](){: style="width:7%"}](https://blog.alexellis.io/ingress-for-your-local-kubernetes-cluster) [![blog.alexellis.io: A Primer: Accessing services in Kubernetes](){: style="width:7%"}](https://blog.alexellis.io/primer-accessing-kubernetes-services) [![blog.alexellis.io: How to Troubleshoot Applications on Kubernetes 🌟](){: style="width:7%"}](https://blog.alexellis.io/troubleshooting-on-kubernetes) [![blog.alexellis.io: What if your Pods need to trust self-signed certificates?](){: style="width:7%"}](https://blog.alexellis.io/what-if-your-pods-need-to-trust-self-signed-certificates)

+[![blog.alluxi.com: 8 habilidades que necesitas para ser un gran programador' Python](){: style="width:7%"}](https://blog.alluxi.com/8-habilidades-que-necesitas-para-ser-un-gran-programador-python) [![Building a continious deployment pipeline with Kubernetes and Concourse-CI](){: style="width:7%"}](https://blog.alterway.fr/en/building-a-continious-deployment-pipeline-with-kubernetes-and-concourse-ci.html) [![blog.amhaish.com: Observing the K8 cluster using ELK stack](){: style="width:7%"}](https://blog.amhaish.com/observing-the-k8-cluster-using-elk-stack-7d4264fdb0e3) [![blog.annamcdougall.com: Git Workflow Tutorial: Start Using Git TODAY with' Basic Git Commands](){: style="width:7%"}](https://blog.annamcdougall.com/git-workflow-tutorial-start-using-git-today-with-basic-git-commands-ckdc1nvfs02zp66s1d4zydz47) [![blog.antoinechoula.ga: Native EKS Ingress with AWS Load Balancer Controller](){: style="width:7%"}](https://blog.antoinechoula.ga/native-eks-ingress-with-aws-load-balancer-controller) [![DZone: A Guide to Performance Challenges with AWS EC2: Part 1](){: style="width:7%"}](https://blog.appdynamics.com/cloud/a-guide-to-performance-challenges-with-aws-ec2-part-1) [![blog.appsignal.com: Microservices Monitoring: Using Namespaces for Data Structuring 🌟](){: style="width:7%"}](https://blog.appsignal.com/2021/01/06/microservices-monitoring-using-namespaces-for-data-structuring.html) [![blog.appstack.one: How to run Ghost blog inside Kubernetes](){: style="width:7%"}](https://blog.appstack.one/how-to-run-ghost-blog-inside-kubernetes) [![blog.aquasec.com: Advanced Persistent Threat Techniques Used in Container Attacks](){: style="width:7%"}](https://blog.aquasec.com/advanced-persistent-threat-techniques-container-attacks) [![blog.aquasec.com: How Do Containers Contain? Container Isolation Techniques](){: style="width:7%"}](https://blog.aquasec.com/container-isolation-techniques) [![blog.aquasec.com: A Security Review of Docker Official Images: Which Do You Trust? (with trivy)](){: style="width:7%"}](https://blog.aquasec.com/docker-official-images)

+[![blog.aquasec.com: RATs (remote access tools) in the Cloud: Kubernetes UI Tools Turn into a Weapon](){: style="width:7%"}](https://blog.aquasec.com/kubernetes-ui-tools-security-threat) [![blog.aquasec.com: Kubernetes Version 1.23: What's New for Security?](){: style="width:7%"}](https://blog.aquasec.com/kubernetes-version-1.23-security-features) [![blog.argoproj.io: 5 new Git commands and 1 tip you’ll use every day](){: style="width:7%"}](https://blog.argoproj.io/5-new-git-commands-and-1-tip-youll-use-every-day-3c28e97c9321) [![blog.argoproj.io: Architecting Workflows For Reliability](){: style="width:7%"}](https://blog.argoproj.io/architecting-workflows-for-reliability-d33bd720c6cc) [![blog.argoproj.io: Best Practices for Multi-tenancy in Argo CD](){: style="width:7%"}](https://blog.argoproj.io/best-practices-for-multi-tenancy-in-argo-cd-273e25a047b0) [![blog.argoproj.io: Getting started with ApplicationSets](){: style="width:7%"}](https://blog.argoproj.io/getting-started-with-applicationsets-9c961611bcf0) [![blog.argoproj.io: Introducing the ApplicationSet Controller for Argo CD](){: style="width:7%"}](https://blog.argoproj.io/introducing-the-applicationset-controller-for-argo-cd-982e28b62dc5) [![blog.argoproj.io: Introducing the AppSource Controller for ArgoCD](){: style="width:7%"}](https://blog.argoproj.io/introducing-the-appsource-controller-for-argocd-52f21d28d643) [![blog.argoproj.io: New sync and diff strategies in ArgoCD](){: style="width:7%"}](https://blog.argoproj.io/new-sync-and-diff-strategies-in-argocd-44195d3f8b8c) [![blog.argoproj.io: Practical Argo Workflows Hardening 🌟](){: style="width:7%"}](https://blog.argoproj.io/practical-argo-workflows-hardening-dd8429acc1ce) [![blog.argoproj.io: What’s new in Argo Workflows v3.3](){: style="width:7%"}](https://blog.argoproj.io/whats-new-in-argo-workflows-v3-3-dd051d2f1c7)

+[![blog.arkey.fr: Using JDK FlightRecorder and JDK Mission Control](){: style="width:7%"}](https://blog.arkey.fr/2020/06/28/using-jdk-flight-recorder-and-jdk-mission-control) [![blog.ashwinchat.com: 9 Months of Full Time Neovim + Tmux](){: style="width:7%"}](https://blog.ashwinchat.com/9-months-of-full-time-vim) [![blog.asmartbear.com: I hate MVPs. So do your customers. Make it SLC instead 🌟](){: style="width:7%"}](https://blog.asmartbear.com/slc.html) [![blog.awsfundamentals.com: Mastering AWS Lambda with Terraform: A Comprehensive' Guide](){: style="width:7%"}](https://blog.awsfundamentals.com/aws-lambda-with-terraform) [![blog.awsfundamentals.com: Step-By-Step: Emptying S3 Buckets and Directories' Using the AWS CLI with S3 RM](){: style="width:7%"}](https://blog.awsfundamentals.com/aws-s3-rm-removing-files) [![==blog.awsfundamentals.com: AWS S3 Sync - An Extensive Guide==](){: style="width:7%"}](https://blog.awsfundamentals.com/aws-s3-sync) [![blog.awsfundamentals.com: Using S3 with Terraform](){: style="width:7%"}](https://blog.awsfundamentals.com/using-s3-with-terraform) [![blog.axiomio.com: Seven Kubernetes Trends to Watch in Upcoming Years](){: style="width:7%"}](https://blog.axiomio.com/seven-kubernetes-trends-to-watch-in-upcoming-years-e7d48e86c614) [![blog.axway.com: What is iPaaS?](){: style="width:7%"}](https://blog.axway.com/hybrid-integration/whats-ipaas) [![azurebrains.com: Azurebrains](){: style="width:7%"}](https://blog.azurebrains.com) [![None](){: style="width:7%"}](https://blog.azurebrains.com/despliega-azure-function-terraform-azuredevops)

+[![blog.baeke.info: Trying out Draft 2 on AKS](){: style="width:7%"}](https://blog.baeke.info/2022/06/02/trying-out-draft-2-on-aks) [![==blog.baeke.info: AKS Workload Identity Revisited==](){: style="width:7%"}](https://blog.baeke.info/2022/11/24/aks-workload-identity-revisited) [![blog.balasundar.com: Automate Git Operations Using Python](){: style="width:7%"}](https://blog.balasundar.com/automate-git-operations-using-python) [![blog.balasundar.com: Run Postman collections using Newman and Python](){: style="width:7%"}](https://blog.balasundar.com/run-postman-collections-using-newman-and-python) [![blog.bandowski.eu: Tools that should be used in every Kubernetes cluster' 🌟](){: style="width:7%"}](https://blog.bandowski.eu/tools-that-should-be-used-in-every-kubernetes-cluster-38969ed3e603) [![blog.bigdataboutique.com: Tuning Elasticsearch: The Ideal Java Heap Size](){: style="width:7%"}](https://blog.bigdataboutique.com/2021/07/tuning-elasticsearch-the-ideal-java-heap-size-2toq2j) [![blog.bitsrc.io: API vs Microservices β€” Are you using 2 terms for the same concept?](){: style="width:7%"}](https://blog.bitsrc.io/api-vs-microservices-are-you-using-2-terms-for-the-same-concept-b51f13f5974e) [![blog.bitsrc.io: Best Practices for Writing a Dockerfile](){: style="width:7%"}](https://blog.bitsrc.io/best-practices-for-writing-a-dockerfile-68893706c3) [![CI/CD Best Practices 🌟](){: style="width:7%"}](https://blog.bitsrc.io/ci-cd-best-practices-bca0ef665677) [![blog.bitsrc.io: Deep Dive into WebSockets](){: style="width:7%"}](https://blog.bitsrc.io/deep-dive-into-websockets-e6c4c7622423) [![blog.bitsrc.io: Google Chrome Hidden Features Every Developer Should Know](){: style="width:7%"}](https://blog.bitsrc.io/google-chrome-experimental-features-for-developers-a9a7cc9d1b30)

+[![blog.bitsrc.io: Implementing a Microservices Application with CQRS (Command Query Responsibiltiy Segregation)](){: style="width:7%"}](https://blog.bitsrc.io/implementing-microservices-with-cqrs-2cecb0b09c66) [![blog.bitsrc.io: Not All Microservices Need to Be REST β€” 3 Alternatives to the Classic](){: style="width:7%"}](https://blog.bitsrc.io/not-all-microservices-need-to-be-rest-3-alternatives-to-the-classic-41cedbf1a907) [![blog.bitsrc.io: Why Microservices Should use Event Sourcing 🌟](){: style="width:7%"}](https://blog.bitsrc.io/why-microservices-should-use-event-sourcing-9755a54ebfb4) [![blog.bitsrc.io: Github Actions or Jenkins? Making the Right Choice for You](){: style="width:7%"}](https://blog.bitsrc.iogithub-actions-or-jenkins-making-the-right-choice-for-you-9ac774684c8) [![blog.brujordet.no: Using custom hardware in kubernetes](){: style="width:7%"}](https://blog.brujordet.no/post/homelab/using_custom_hardware_in_kubernetes) [![blog.byte.builders: Manage MongoDB in Openshift Using KubeDB](){: style="width:7%"}](https://blog.byte.builders/post/openshift-mongodb) [![blog.bytebytego.com: EP94: REST API Cheatsheet](){: style="width:7%"}](https://blog.bytebytego.com/p/ep94-rest-api-cheatsheet) [![blog.chainguard.dev: How To Verify Cosigned Container Images In Amazon ECS](){: style="width:7%"}](https://blog.chainguard.dev/cosign-verify-ecs) [![kubernetes login](){: style="width:7%"}](https://blog.christianposta.com/kubernetes/logging-into-a-kubernetes-cluster-with-kubectl) [![blog.christianposta.com: Do I Need an API Gateway if I Use a Service Mesh?](){: style="width:7%"}](https://blog.christianposta.com/microservices/do-i-need-an-api-gateway-if-i-have-a-service-mesh) [![blog.christianposta.com: Istio as an Example of When Not to Do Microservices](){: style="width:7%"}](https://blog.christianposta.com/microservices/istio-as-an-example-of-when-not-to-do-microservices)

+[![blog.christophetd.fr: Shifting Cloud Security Left β€” Scanning Infrastructure as Code for Security Issues](){: style="width:7%"}](https://blog.christophetd.fr/shifting-cloud-security-left-scanning-infrastructure-as-code-for-security-issues) [![blog.cloud-mercato.com: AWS m6i: The why you should abandon your m5](){: style="width:7%"}](https://blog.cloud-mercato.com/aws-m6i-the-why-you-should-abandon-your-m5) [![blog.cloud-mercato.com: New HTTP benchmark tool **pycurlb**](){: style="width:7%"}](https://blog.cloud-mercato.com/new-http-benchmark-tool-pycurlb) [![blog.cloud63.fr: Landing Zone networking using Terraform](){: style="width:7%"}](https://blog.cloud63.fr/landing-zone-networking-using-terraform) [![blog.cloudacode.com: How to Autoscale Kubernetes pods based on ingress request' β€” Prometheus, KEDA, and K6](){: style="width:7%"}](https://blog.cloudacode.com/how-to-autoscale-kubernetes-pods-based-on-ingress-request-prometheus-keda-and-k6-84ae4250a9f3) [![blog.clouddrove.com: AWS EKS Blue/Green Deployment with Best Practices](){: style="width:7%"}](https://blog.clouddrove.com/aws-eks-blue-green-deployment-with-best-practices-99be4b7baa38) [![blog.cloudera.com: Scalability of Kafka Messaging using Consumer Groups](){: style="width:7%"}](https://blog.cloudera.com/scalability-of-kafka-messaging-using-consumer-groups) [![blog.cloudflare.com: Automatic Remediation of Kubernetes Nodes](){: style="width:7%"}](https://blog.cloudflare.com/automatic-remediation-of-kubernetes-nodes) [![Announcing Claude Compliance API support with Cloudflare CASB](){: style="width:7%"}](https://blog.cloudflare.com/casb-anthropic-integration) [![Announcing Claude Managed Agents on Cloudflare](){: style="width:7%"}](https://blog.cloudflare.com/claude-managed-agents) [![Project Glasswing: what Mythos showed us](){: style="width:7%"}](https://blog.cloudflare.com/cyber-frontier-models)

+[![blog.cloudflare.com: Guest Blog: k8s tunnels with Kudelski Security](){: style="width:7%"}](https://blog.cloudflare.com/guest-blog-zero-trust-access-kubernetes) [![blog.cloudflare.com: How we use HashiCorp Nomad (Cloudflare using Nomad and Consul)](){: style="width:7%"}](https://blog.cloudflare.com/how-we-use-hashicorp-nomad) [![blog.cloudflare.com - HTTP/2 For Web Developers](){: style="width:7%"}](https://blog.cloudflare.com/http-2-for-web-developers) [![Iran's Internet is partially restored, Cloudflare Radar data shows](){: style="width:7%"}](https://blog.cloudflare.com/iran-internet-partially-restored-may-2026) [![blog.cloudflare.com: Moving k8s communication to gRPC](){: style="width:7%"}](https://blog.cloudflare.com/moving-k8s-communication-to-grpc) [![blog.cloudflare.com: Network Performance Update: Full Stack Week](){: style="width:7%"}](https://blog.cloudflare.com/network-performance-update-full-stack-week) [![How we reduced core unit boot time from hours to minutes](){: style="width:7%"}](https://blog.cloudflare.com/optimizing-core-unit-boot-time) [![How we built Cloudflare's data platform and an AI agent on top of it](){: style="width:7%"}](https://blog.cloudflare.com/our-unified-data-platform) [![blog.cloudflare.com - Tools for debugging, testing and using HTTP/2](){: style="width:7%"}](https://blog.cloudflare.com/tools-for-debugging-testing-and-using-http-2) [![blog.cloudflare.com: Zero Trust Private Networking Rules](){: style="width:7%"}](https://blog.cloudflare.com/zero-trust-private-networking-rules) [![The Definitive Guide to Importing Your Cloud Resources into IaC](){: style="width:7%"}](https://blog.cloudgeni.ai/the-definitive-guide-to-importing-your-cloud-resources-into-iac)

+[![blog.cloudneutral.se: Running CockroachDB TPC-C benchmark on GKE](){: style="width:7%"}](https://blog.cloudneutral.se/running-cockroachdb-tpc-c-benchmark-on-gke) [![blog.cloudnloud.com: Kubernetes Volume](){: style="width:7%"}](https://blog.cloudnloud.com/kubernetes-volume) [![==blog.cloudsecque.com: How to Improve the Security of Your Applications' with Kubernetes Security Scanners==](){: style="width:7%"}](https://blog.cloudsecque.com/how-to-improve-the-security-of-your-applications-with-kubernetes-security-scanners-cda97fd2f574) [![blog.cloudsigma.com: Kubernetes DNS Service: A Beginner’s Guide](){: style="width:7%"}](https://blog.cloudsigma.com/kubernetes-dns-service-a-beginners-guide) [![blog.cloudtrooper.net: Overlapping IP addresses in a hub-and-spoke network (feat. AVNM & ARS)](){: style="width:7%"}](https://blog.cloudtrooper.net/2022/11/14/overlapping-ip-addresses-in-a-hub-and-spoke-network-feat-avnm-ars) [![blog.cloudtrooper.net: Virtual Network Gateways routing in Azure](){: style="width:7%"}](https://blog.cloudtrooper.net/2023/02/06/virtual-network-gateways-routing-in-azure) [![blog.cloudtrooper.net: Deploy (Azure) Network-as-Code as a champ](){: style="width:7%"}](https://blog.cloudtrooper.net/2023/06/08/deploy-azure-network-as-code-as-a-champ) [![blog.cloudtrooper.net: DRY Terraform code for Private Link and DNS](){: style="width:7%"}](https://blog.cloudtrooper.net/2023/08/19/dry-terraform-code-for-private-link-and-dns) [![blog.cloudtrooper.net: Azure network monitoring with synthetic traffic](){: style="width:7%"}](https://blog.cloudtrooper.net/2024/01/23/azure-network-monitoring-with-synthetic-traffic) [![Private Link Reality Bites: Service Endpoints vs Private Link](){: style="width:7%"}](https://blog.cloudtrooper.net/2025/02/17/private-link-reality-bites-service-endpoints-vs-private-link) [![Introduction to Azure Application Gateway for Containers (AGC)](){: style="width:7%"}](https://blog.cloudtrooper.net/2025/02/28/application-gateway-for-containers-a-not-so-gentle-intro-1)

+[![Application Gateway for Containers with AKS Overlay Networking and VNet Flow Logs](){: style="width:7%"}](https://blog.cloudtrooper.net/2025/04/02/application-gateway-for-containers-a-not-so-gentle-intro-4) [![Application Gateway for Containers: Istio Integration](){: style="width:7%"}](https://blog.cloudtrooper.net/2025/11/21/application-gateway-for-containers-istio-integration) [![Which Azure Network is Cheaper?](){: style="width:7%"}](https://blog.cloudtrooper.net/2026/01/16/which-azure-network-is-cheaper) [![blog.cloudyali.io: The Absolute minimum every developer must know about' AWS security!](){: style="width:7%"}](https://blog.cloudyali.io/absolute-minimum-every-developer-must-know-about-aws-security) [![blog.codecentric.de: Stop re-writing pipelines! Why GitHub Actions drive' the future of CI/CD](){: style="width:7%"}](https://blog.codecentric.de/en/2021/03/github-actions-nextgen-cicd) [![All You Need To Know For Migrating To Java 11](){: style="width:7%"}](https://blog.codefx.org/java/java-11-migration-guide) [![blog.coderco.io: TCP Fundamentals for Software & DevOps Engineers: Building a Strong Foundation in Networking](){: style="width:7%"}](https://blog.coderco.io/p/tcp-fundamentals-for-software-and) [![blog.coderco.io: Terraform Best Practices Series - Lessons from the Battlefield: Part 1](){: style="width:7%"}](https://blog.coderco.io/p/terraform-best-practices-series-lessons) [![blog.coderco.io: Terraform Best Practices Series - Lessons from the Battlefield:' Part 2](){: style="width:7%"}](https://blog.coderco.io/p/terraform-best-practices-series-lessons-0cd) [![None](){: style="width:7%"}](https://blog.codeswiftr.com/kubernetes-in-azure-a-step-by-step-guide-to-setting-up-a-production-ready-cluster-7336f78d5f7) [![None](){: style="width:7%"}](https://blog.codeswiftr.com/kubernetes-in-azure-part-2-basic-deployment-to-aks-and-https-setup-112d43e979cb)

+[![blog.coffeeapplied.com: Securing AKS in peered virtual networks using only network security groups (NSGs)](){: style="width:7%"}](https://blog.coffeeapplied.com/securing-aks-in-peered-virtual-networks-using-only-network-security-groups-nsgs-c43d6a215f32) [![blog.container-solutions.com: 7 Cloud Native Trends to Watch in 2020](){: style="width:7%"}](https://blog.container-solutions.com/7-cloud-native-trends-to-watch-in-2020) [![blog.container-solutions.com: Comparing Chaos Engineering Tools for Kubernetes Workloads](){: style="width:7%"}](https://blog.container-solutions.com/comparing-chaos-engineering-tools) [![blog.container-solutions.com: Deployment Strategies 🌟](){: style="width:7%"}](https://blog.container-solutions.com/deployment-strategies) [![blog.container-solutions.com: FluxCD, ArgoCD or Jenkins X: Which Is the Right GitOps Tool for You? 🌟](){: style="width:7%"}](https://blog.container-solutions.com/fluxcd-argocd-jenkins-x-gitops-tools) [![FluxCD, ArgoCD or Jenkins X: Which Is the Right GitOps Tool for You?](){: style="width:7%"}](https://blog.container-solutions.com/fluxcd-argocd-or-jenkins-x-which-is-the-right-gitops-tool-for-you) [![blog.container-solutions.com: GitOps: The Bad and the Ugly](){: style="width:7%"}](https://blog.container-solutions.com/gitops-limitations) [![container-solutions.com: GitOps: The Bad and the Ugly](){: style="width:7%"}](https://blog.container-solutions.com/gitops-the-bad-and-the-ugly) [![blog.container-solutions.com: How Mature Is Your Microservices Architecture? 🌟](){: style="width:7%"}](https://blog.container-solutions.com/how-mature-is-your-microservices-architecture) [![container-solutions.com: Kubernetes Operators Explained](){: style="width:7%"}](https://blog.container-solutions.com/kubernetes-operators-explained) [![blog.container-solutions.com: The Birth of the External Secrets Community](){: style="width:7%"}](https://blog.container-solutions.com/the-birth-of-the-external-secrets-community)

+[![blog.container-solutions.com: 11 Reasons for Adopting GitOps](){: style="width:7%"}](https://blog.container-solutions.com/why-adopt-gitops) [![None](){: style="width:7%"}](https://blog.couchbase.com/2016/january/nosql-in-the-perspective-of-industry-leaders) [![None](){: style="width:7%"}](https://blog.couchbase.com/2016/july/docker-for-aws-getting-started-scaling-nodes) [![blog.couchbase.com: How to Build Observability Dashboards with Prometheus,' Grafana & Couchbase](){: style="width:7%"}](https://blog.couchbase.com/how-to-build-observability-dashboards-prometheus-grafana-couchbase) [![blog.couchbase.com: 4 Patterns for Microservices Architecture in Couchbase](){: style="width:7%"}](https://blog.couchbase.com/microservices-architecture-in-couchbase) [![Crossplane as an OpenShift Operator to manage and provision cloud-native services](){: style="width:7%"}](https://blog.crossplane.io/crossplane-openshift-operator-cloud-native-services) [![==blog.crunchydata.com: A Postgres Primer for Oracle DBAs==](){: style="width:7%"}](https://blog.crunchydata.com/blog/a-postgres-primer-for-oracle-dbas) [![blog.crunchydata.com: Active-Active PostgreSQL Federation on Kubernetes](){: style="width:7%"}](https://blog.crunchydata.com/blog/active-active-postgres-federation-on-kubernetes) [![blog.crunchydata.com: Announcing Google Cloud Storage (GCS) Support for' pgBackRest](){: style="width:7%"}](https://blog.crunchydata.com/blog/announcing-google-cloud-storage-gcs-support-for-pgbackrest) [![blog.crunchydata.com: Announcing Postgres Container Apps: Easy Deploy Postgres' Apps](){: style="width:7%"}](https://blog.crunchydata.com/blog/announcing-postgres-container-apps-easy-deploy-postgres-apps) [![blog.crunchydata.com: Crunchy Postgres Operator 4.6.0 🌟](){: style="width:7%"}](https://blog.crunchydata.com/blog/crunchy-postgres-operator-4.6.0)

+[![blog.crunchydata.com: Quickly Document Your Postgres Database Using psql' Meta-Commands](){: style="width:7%"}](https://blog.crunchydata.com/blog/d-meta) [![blog.crunchydata.com: Cut Out the Middle Tier: Generating JSON Directly' from Postgres](){: style="width:7%"}](https://blog.crunchydata.com/blog/generating-json-directly-from-postgres) [![blog.crunchydata.com: Helm, GitOps and the Postgres Operator](){: style="width:7%"}](https://blog.crunchydata.com/blog/gitops-postgres-kubernetes-helm) [![blog.crunchydata.com: Kubernetes + Postgres Cluster From Scratch on Rocky' 8](){: style="width:7%"}](https://blog.crunchydata.com/blog/kube-cluster-from-scratch-on-rocky-8) [![blog.crunchydata.com: Kubernetes Pod Tolerations and Postgres Deployment' Strategies 🌟](){: style="width:7%"}](https://blog.crunchydata.com/blog/kubernetes-pod-tolerations-and-postgresql-deployment-strategies) [![blog.crunchydata.com: Devious SQL: Message Queuing Using Native PostgreSQL](){: style="width:7%"}](https://blog.crunchydata.com/blog/message-queuing-using-native-postgresql) [![blog.crunchydata.com: Multi-Kubernetes Cluster PostgreSQL Deployments](){: style="width:7%"}](https://blog.crunchydata.com/blog/multi-kubernetes-cluster-postgresql-deployments) [![blog.crunchydata.com: pgBackRest Point-In-Time Recovery Using Crunchy PostgreSQL' Operator](){: style="width:7%"}](https://blog.crunchydata.com/blog/pgbackrest-point-in-time-recovery-using-crunchy-postgresql-operator) [![==blog.crunchydata.com: Postgres Indexes for Newbies==](){: style="width:7%"}](https://blog.crunchydata.com/blog/postgres-indexes-for-newbies) [![==blog.crunchydata.com: PostgreSQL 14 on Kubernetes (with examples!)==](){: style="width:7%"}](https://blog.crunchydata.com/blog/postgresql-14-on-kubernetes) [![blog.crunchydata.com: Can't Resize your Postgres Kubernetes Volume? No' Problem!](){: style="width:7%"}](https://blog.crunchydata.com/blog/resize-postgres-kubernetes-volume-instance-sets)

+[![blog.crunchydata.com: Deploy PostgreSQL With TLS in Kubernetes](){: style="width:7%"}](https://blog.crunchydata.com/blog/set-up-tls-for-postgresql-in-kubernetes) [![blog.crunchydata.com: How to Setup PostgreSQL Monitoring in Kubernetes](){: style="width:7%"}](https://blog.crunchydata.com/blog/setup-postgresql-monitoring-in-kubernetes) [![blog.crunchydata.com: Query Optimization in Postgres with pg_stat_statements](){: style="width:7%"}](https://blog.crunchydata.com/blog/tentative-smarter-query-optimization-in-postgres-starts-with-pg_stat_statements) [![blog.crunchydata.com: Using Cert Manager to Deploy TLS for Postgres on Kubernetes](){: style="width:7%"}](https://blog.crunchydata.com/blog/using-cert-manager-to-deploy-tls-for-postgres-on-kubernetes) [![blog.crunchydata.com: Using Kubernetes? Chances Are You Need a Database' 🌟](){: style="width:7%"}](https://blog.crunchydata.com/blog/using-kubernetes-chances-are-you-need-a-database) [![blog.crunchydata.com: Your Guide to Connection Management in Postgres 🌟](){: style="width:7%"}](https://blog.crunchydata.com/blog/your-guide-to-connection-management-in-postgres) [![blog.crunchydata.com: Next Generation Crunchy Postgres for Kubernetes 5.0' Released](){: style="width:7%"}](https://blog.crunchydata.com/news/next-generation-crunchy-postgres-for-kubernetes-released) [![blog.csanchez.org: Serverless Jenkins Pipelines with Google Cloud Run](){: style="width:7%"}](https://blog.csanchez.org/2021/06/15/serverless-jenkins-pipelines-with-google-cloud-run) [![blog.cyble.com: Exposed Kubernetes Clusters](){: style="width:7%"}](https://blog.cyble.com/2022/06/27/exposed-kubernetes-clusters) [![blog.datumo.io: Setting up Kafka on Kubernetes - an easy way](){: style="width:7%"}](https://blog.datumo.io/setting-up-kafka-on-kubernetes-an-easy-way-26ae150b9ca8) [![blog.davesdomain.co.uk: A look at Azure RBAC Constrained Delegation](){: style="width:7%"}](https://blog.davesdomain.co.uk/posts/azure-rbac-constrained-delegation)

+[![Deploying PostgreSQL in MiniShift/OpenShift 3](){: style="width:7%"}](https://blog.dbi-services.com/deploying-postgresql-in-minishiftopenshift) [![blog.deckhouse.io: How we enjoyed upgrading a bunch of Kubernetes clusters' from v1.16 to v1.19](){: style="width:7%"}](https://blog.deckhouse.io/how-we-enjoyed-upgrading-a-bunch-of-kubernetes-clusters-from-v1-16-to-v1-19-7d664624b2c1) [![blog.deref.io: Containers Don't Solve Everything 🌟](){: style="width:7%"}](https://blog.deref.io/containers-dont-solve-everything) [![blog.desdelinux.net: Microsoft Performance-Tools, una serie de herramientas open source para analizar el rendimiento del sistema](){: style="width:7%"}](https://blog.desdelinux.net/microsoft-performance-tools-una-serie-de-herramientas-open-source-para-analizar-el-rendimiento-del-sistema) [![blog.developer.adobe.com: Exploring Kafka Producer’s Internals 🌟](){: style="width:7%"}](https://blog.developer.adobe.com/exploring-kafka-producers-internals-37411b647d0f) [![blog.developersteve.com: Canary Deployments in Kubernetes: Safely Releasing' New Features with Confidence](){: style="width:7%"}](https://blog.developersteve.com/canary-deployments-in-kubernetes-safely-releasing-new-features-with-confidence-f6eb3f0dab6f) [![blog.developersteve.com: GitOps for Kubernetes Canary Deployments](){: style="width:7%"}](https://blog.developersteve.com/gitops-for-kubernetes-canary-deployments-4aeab4043727) [![blog.devgenius.io: 7 Open Source Kubernetes Developer Tools to Follow in' 2022](){: style="width:7%"}](https://blog.devgenius.io/7-open-source-kubernetes-developer-tools-to-follow-in-2022-78a5e5dbd4e3) [![blog.devgenius.io: All You Need to Know about Debugging Kubernetes Cronjob](){: style="width:7%"}](https://blog.devgenius.io/all-you-need-to-know-about-debugging-kubernetes-cronjob-61989a998513) [![blog.devgenius.io: Argo CD Introduction](){: style="width:7%"}](https://blog.devgenius.io/argo-cd-introduction-4b16f50b0d56) [![blog.devgenius.io: Automate Kubernetes With Python 🌟](){: style="width:7%"}](https://blog.devgenius.io/automate-kubernetes-with-python-2150c290afe7)

+[![blog.devgenius.io: Automated DNS/TLS with External DNS & LetsEncrypt on' Kubernetes](){: style="width:7%"}](https://blog.devgenius.io/automated-dns-tls-with-external-dns-letsencrypt-on-kubernetes-6f4f41827df9) [![blog.devgenius.io: Backup, Restore and Migrate Kubernetes Cluster resources' using Velero](){: style="width:7%"}](https://blog.devgenius.io/backup-restore-and-migrate-kubernetes-cluster-resources-using-velero-a9b6997e4b54) [![blog.devgenius.io: Principles & Best practices of REST API Design](){: style="width:7%"}](https://blog.devgenius.io/best-practice-and-cheat-sheet-for-rest-api-design-6a6e12dfa89f) [![blog.devgenius.io: Blue Green Deployment with Kubernetes](){: style="width:7%"}](https://blog.devgenius.io/blue-green-deployment-with-kubernetes-b7595b17fe17) [![==blog.devgenius.io: Choosing an Optimal Kubernetes Worker Node Size for' Your Startup== 🌟](){: style="width:7%"}](https://blog.devgenius.io/choosing-an-optimal-kubernetes-worker-node-size-e0eacab408c4) [![blog.devgenius.io: Container β€” Namespace Introduction](){: style="width:7%"}](https://blog.devgenius.io/container-namespace-introduction-6a1e26f8707a) [![blog.devgenius.io: Daily useful Kubernetes aliases](){: style="width:7%"}](https://blog.devgenius.io/daily-useful-kubernetes-aliases-c35f7f411f39) [![blog.devgenius.io: DevOps in K8s β€” Deployment Rolling Update](){: style="width:7%"}](https://blog.devgenius.io/devops-in-k8s-deployment-rolling-update-f022285c6f90) [![blog.devgenius.io: DevOps in K8s β€” Pod Cgroups](){: style="width:7%"}](https://blog.devgenius.io/devops-in-k8s-pod-cgroups-ed05181865f9) [![blog.devgenius.io: DevOps in K8s β€” Pod Downward API](){: style="width:7%"}](https://blog.devgenius.io/devops-in-k8s-pod-downward-api-571399049013) [![blog.devgenius.io: DevOps in K8s β€” Write Dockerfile Efficiently 🌟](){: style="width:7%"}](https://blog.devgenius.io/devops-in-k8s-write-dockerfile-efficiently-37eaedf87163)

+[![blog.devgenius.io: DevOps in Linux β€” Systemd Introduction](){: style="width:7%"}](https://blog.devgenius.io/devops-in-linux-systemd-introduction-db7f49cb566b) [![==blog.devgenius.io: Distributed Monolith==](){: style="width:7%"}](https://blog.devgenius.io/distributed-monolith-1d2d9f86a68f) [![blog.devgenius.io: Explore API Priority and Fairness to Ease the Load of' the APIServer](){: style="width:7%"}](https://blog.devgenius.io/explore-api-priority-and-fairness-to-ease-the-load-of-the-apiserver-a4fe9c4e7174) [![blog.devgenius.io: How is security managed in Kubernetes clusters?](){: style="width:7%"}](https://blog.devgenius.io/how-is-security-managed-in-kubernetes-clusters-addefffd2b0) [![blog.devgenius.io: How to use Redis Pub/Sub in your Python Application 🌟](){: style="width:7%"}](https://blog.devgenius.io/how-to-use-redis-pub-sub-in-your-python-application-b6d5e11fc8de) [![blog.devgenius.io: Introduction to python dictionaries](){: style="width:7%"}](https://blog.devgenius.io/introduction-to-python-dictionaries-89045c9bf315) [![blog.devgenius.io: Is it time to migrate from Lens to OpenLens to manage' your Kubernetes clusters?](){: style="width:7%"}](https://blog.devgenius.io/is-it-time-to-migrate-from-lens-to-openlens-75496e5758d8) [![blog.devgenius.io: K8s β€” ipvs Mode Introduction](){: style="width:7%"}](https://blog.devgenius.io/k8s-ipvs-mode-introduction-6457a02cd91a) [![blog.devgenius.io: K8s β€” Kubecolor Introduction](){: style="width:7%"}](https://blog.devgenius.io/k8s-kubecolor-introduction-3d650effc36f) [![blog.devgenius.io: K8s β€” Manage Multiple Clusters Using kubectl at Scale](){: style="width:7%"}](https://blog.devgenius.io/k8s-manage-multiple-clusters-using-kubectl-at-scale-9f200c692099) [![blog.devgenius.io: K8s Networking β€” Calico (Part1)](){: style="width:7%"}](https://blog.devgenius.io/k8s-networking-calico-part1-7f74395b6fe2)

+[![blog.devgenius.io: K8s β€” pause container](){: style="width:7%"}](https://blog.devgenius.io/k8s-pause-container-f7abd1e9b488) [![blog.devgenius.io: K8s Troubleshooting β€” Pod in Terminating or Unknown Status](){: style="width:7%"}](https://blog.devgenius.io/k8s-troubleshooting-pod-in-terminating-or-unknown-status-2878f6ec66b8) [![blog.devgenius.io: K8s β€” Why Use Job Instead of Pod Directly?](){: style="width:7%"}](https://blog.devgenius.io/k8s-why-use-job-instead-of-pod-directly-48cf4e24a0df) [![blog.devgenius.io: Kubeflow Cloud Deployment (AWS)](){: style="width:7%"}](https://blog.devgenius.io/kubeflow-cloud-deployment-aws-46f739ccbb32) [![blog.devgenius.io: Kubernetes Blue-Green Deployment](){: style="width:7%"}](https://blog.devgenius.io/kubernetes-blue-green-deployment-a69ed17cd4cd) [![blog.devgenius.io: Kubernetes Deployment Strategy Explained 🌟](){: style="width:7%"}](https://blog.devgenius.io/kubernetes-deployment-strategy-explained-bf27fea088e1) [![blog.devgenius.io: Kubernetes(k8) High-level overview](){: style="width:7%"}](https://blog.devgenius.io/kubernetes-k8-high-level-overview-d4e8ef59de00) [![blog.devgenius.io: Simplify Kubernetes Network Policy Generation](){: style="width:7%"}](https://blog.devgenius.io/kubernetes-namespace-wide-network-policy-1126fafdf221) [![blog.devgenius.io: Kubernetes on Proxmox with Terraform](){: style="width:7%"}](https://blog.devgenius.io/kubernetes-on-proxmox-with-terraform-6880921af6e4) [![blog.devgenius.io: Kustomize β€” K8 manifest patching](){: style="width:7%"}](https://blog.devgenius.io/kustomize-simple-manifest-manipulation-9330f7f40d5d) [![blog.devgenius.io: Learn Kubernetes Programming β€” Part 1](){: style="width:7%"}](https://blog.devgenius.io/learn-kubernetes-programming-part-1-7384e5f3c481)

+[![blog.devgenius.io: Logging in Python](){: style="width:7%"}](https://blog.devgenius.io/logging-in-python-adec94519755) [![blog.devgenius.io: Passing the 2023 Certified Kubernetes Administrator (CKA)' Exam](){: style="width:7%"}](https://blog.devgenius.io/passing-the-2023-certified-kubernetes-administrator-cka-exam-693d8f9bc711) [![==blog.devgenius.io: REST APIs with Python== 🌟](){: style="width:7%"}](https://blog.devgenius.io/rest-apis-with-python-f330c7ffc6ab) [![blog.devgenius.io: Running the OpenTelemetry Demo App in Kubernetes](){: style="width:7%"}](https://blog.devgenius.io/running-opentelemetry-demo-app-in-kubernetes-95dccd613e0b) [![blog.devgenius.io: Scanning Kubernetes YAML Files for Security 🌟](){: style="width:7%"}](https://blog.devgenius.io/scanning-kubernetes-yaml-files-for-security-e302542b5407) [![blog.devgenius.io: Send information from Databricks to Airflow](){: style="width:7%"}](https://blog.devgenius.io/send-information-from-databricks-to-airflow-810a7d49ff81) [![blog.devgenius.io: SSO Authentication for Applications in Kubernetes](){: style="width:7%"}](https://blog.devgenius.io/sso-authentication-for-applications-in-kubernetes-aedc3c189d89) [![blog.devgenius.io: Top 10 Architecture Characteristics / Non-Functional' Requirements with Cheatsheet 🌟](){: style="width:7%"}](https://blog.devgenius.io/top-10-architecture-characteristics-non-functional-requirements-with-cheatsheat-7ad14bbb0a9b) [![blog.devgenius.io: Training model with Jenkins using docker: MLOPS](){: style="width:7%"}](https://blog.devgenius.io/training-model-with-jenkins-using-docker-mlops-b18579ddb677) [![blog.devgenius.io: When K8s pods are stuck mounting large volumes](){: style="width:7%"}](https://blog.devgenius.io/when-k8s-pods-are-stuck-mounting-large-volumes-2915e6656cb8) [![==blog.devgenius.io: YAML with Python==](){: style="width:7%"}](https://blog.devgenius.io/yaml-with-python-d6787a9bd8ab)

+[![blog.devgenius.io: Zero downtime deployment with Kubernetes using Rolling' update Strategy](){: style="width:7%"}](https://blog.devgenius.io/zero-downtime-deployment-with-kubernetes-using-rolling-update-strategy-bff45de8c3c3) [![Automating Kubernetes Deployments with Helm Charts](){: style="width:7%"}](https://blog.devops.dev/automating-kubernetes-deployments-with-helm-charts-baaec0e6fbc5) [![blog.devops.dev: Blue-Green Deployment (CI/CD) Pipelines with Docker, GitHub,' Jenkins and SonarQube](){: style="width:7%"}](https://blog.devops.dev/blue-green-deployment-ci-cd-pipelines-with-docker-github-and-jenkins-6a262b2994c6) [![blog.devops.dev: Demystifying Kubernetes:Understanding Ingress, Configuration,' and Best Practices](){: style="width:7%"}](https://blog.devops.dev/demystifying-kubernetes-understanding-ingress-configuration-and-best-practices-fb34e33e5f5f) [![==blog.devops.dev: How to Monitor your Application using Prometheus== 🌟](){: style="width:7%"}](https://blog.devops.dev/deploying-and-monitoring-an-application-using-prometheus-on-kubernetes-cluster-483773f789f) [![blog.devops.dev: Deploying Awesome App on AWS Serverless Services β€” Step-by-Step' Guide](){: style="width:7%"}](https://blog.devops.dev/deploying-awesome-app-on-aws-serverless-services-step-by-step-guide-54bc89e4d236) [![blog.devops.dev: Deploying Helm Charts with Jenkins and Groovy: A Comprehensive' Guide](){: style="width:7%"}](https://blog.devops.dev/deploying-helm-charts-with-jenkins-and-groovy-a-comprehensive-guide-c2aa0f2bd424) [![blog.devops.dev: Deploying Prometheus and Grafana in a Multi-Node Kubernetes' Cluster and Auto-Scaling with KEDA](){: style="width:7%"}](https://blog.devops.dev/deploying-prometheus-and-grafana-in-a-multi-node-kubernetes-cluster-and-auto-scaling-with-keda-eccecfbd8950) [![blog.devops.dev: Devops Best Practices for Continuous Delivery 🌟](){: style="width:7%"}](https://blog.devops.dev/devops-best-practices-for-continuous-delivery-2f0ebbae65c6) [![blog.devops.dev: End-to-End DevSecOps Kubernetes Project](){: style="width:7%"}](https://blog.devops.dev/end-to-end-devsecops-kubernetes-project-4259f90722ef) [![blog.devops.dev: Generating A List of Dictionaries With Python](){: style="width:7%"}](https://blog.devops.dev/generating-a-list-of-dictionaries-with-python-77fca1854911)

+[![blog.devops.dev: GitOps at Scale](){: style="width:7%"}](https://blog.devops.dev/gitops-at-scale-69639c9a3dd7) [![blog.devops.dev: GitOps β€” Fundamentals Part 0](){: style="width:7%"}](https://blog.devops.dev/gitops-fundamentals-part-0-a8e63f8f9ce8) [![blog.devops.dev: HACKING KUBERNETES in AWS](){: style="width:7%"}](https://blog.devops.dev/hacking-kubernetes-in-aws-54f4681f1478) [![blog.devops.dev: Hosting Your Own Helm Chart on GitHub with Chart Releaser](){: style="width:7%"}](https://blog.devops.dev/hosting-your-own-helm-chart-on-github-with-chart-releaser-a356ac10ce5c) [![blog.devops.dev: How to create an AWS sandbox account using terraform](){: style="width:7%"}](https://blog.devops.dev/how-to-create-an-aws-sandbox-account-using-terraform-c3592a6d8abd) [![blog.devops.dev: How to manage multiple environments with terraform with' the use of modules?](){: style="width:7%"}](https://blog.devops.dev/how-to-manage-multiple-environments-with-terraform-with-the-use-of-modules-d4ca512d7b4a) [![==blog.devops.dev: How to use the Kubernetes Resource Recommender tool in' a GKE Cluster== 🌟](){: style="width:7%"}](https://blog.devops.dev/how-to-use-the-kubernetes-resource-recommender-tool-in-a-gke-cluster-ef48a6dea85c) [![blog.devops.dev: Importance of Logging In Kubernetes, Intro to Grafana Loki' & deploying with helm-charts](){: style="width:7%"}](https://blog.devops.dev/importance-of-logging-in-kubernetes-and-intro-to-grafana-loki-f8dc6f736e6) [![blog.devops.dev: Kateyes β€” Visual Kubernetes Explorer](){: style="width:7%"}](https://blog.devops.dev/kateyes-visual-kubernetes-explorer-c40510874969) [![blog.devops.dev: KEDA: Autoscaling Kubernetes apps using Prometheus](){: style="width:7%"}](https://blog.devops.dev/keda-autoscaling-kubernetes-apps-using-prometheus-da037fe572cf) [![blog.devops.dev: Kubernetes Services: Explained with Examples](){: style="width:7%"}](https://blog.devops.dev/kubernetes-services-explained-with-examples-3d1897a875b7)

+[![blog.devops.dev: Debugging Kubernetes Secrets, Why My Pod Wouldn’t Start](){: style="width:7%"}](https://blog.devops.dev/manage-secrets-on-aws-and-helm-as-environment-variables-f7ec998c58fc) [![blog.devops.dev: Mastering Machine Learning at Scale with Azure Machine' Learning](){: style="width:7%"}](https://blog.devops.dev/mastering-machine-learning-at-scale-with-azure-machine-learning-dfaa4bf4353c) [![==blog.devops.dev: Monitoring a Spring Boot application in Kubernetes with' Prometheus== 🌟](){: style="width:7%"}](https://blog.devops.dev/monitoring-a-spring-boot-application-in-kubernetes-with-prometheus-a2d4ec7f9922) [![blog.devops.dev: Monitoring MySQL using Prometheus, Grafana and mysqld_exporter' in Kubernetes](){: style="width:7%"}](https://blog.devops.dev/monitoring-mysql-using-prometheus-and-grafana-in-kubernetes-16e7ae3de5dd) [![blog.devops.dev: Networking in Kubernetes](){: style="width:7%"}](https://blog.devops.dev/networking-in-kubernetes-55dcf794b9cd) [![blog.devops.dev: Observability: Better CI for your prometheus alerts with' pint instead of promtool 🌟](){: style="width:7%"}](https://blog.devops.dev/observability-better-ci-for-your-prometheus-alerts-32aaea3b3d77) [![blog.devops.dev: Observability Concept in Prometheus](){: style="width:7%"}](https://blog.devops.dev/observability-concept-in-prometheus-9f0093fa7495) [![==blog.devops.dev: Prometheus metrics within Kubernetes β€” an aerial view==' | Joseph Esrig](){: style="width:7%"}](https://blog.devops.dev/prometheus-metrics-within-kubernetes-an-ariel-view-d1d3b7d75418) [![==blog.devops.dev: Stop cloning helm charts! Enough!== 🌟](){: style="width:7%"}](https://blog.devops.dev/stop-cloning-helm-charts-enough-b40fb5d67ac7) [![blog.devops.dev: Stop messing up with Git. Follow this simple and effective' strategy to maintain Git branches](){: style="width:7%"}](https://blog.devops.dev/stop-messing-up-with-git-follow-this-simple-and-effective-strategy-to-maintain-git-branches-cc378468cde6) [![Terraform Drift Detection in Production: Why plan Isn't Enough](){: style="width:7%"}](https://blog.devops.dev/terraform-drift-detection-in-production-why-plan-isnt-enough-f660af7e1029)

+[![blog.devops.dev: Terraform Modules](){: style="width:7%"}](https://blog.devops.dev/terraform-modules-db392bb7e950) [![blog.devops.dev: Tools to manage Kubernetes](){: style="width:7%"}](https://blog.devops.dev/tools-to-manage-kubernetes-15b675f407d4) [![blog.devops.dev: Understanding Jobs and CronJobs in Kubernetes](){: style="width:7%"}](https://blog.devops.dev/understanding-jobs-and-cronjobs-in-kubernetes-9db379562da) [![blog.devops.dev: Using Vault in Kubernetes Production for Security Engineers](){: style="width:7%"}](https://blog.devops.dev/using-vault-in-kubernetes-production-for-security-engineers-54d2f0aca4d1) [![blog.direktiv.io: Building a simple cloud-native, orchestrated microservice' from containers](){: style="width:7%"}](https://blog.direktiv.io/building-a-simple-cloud-native-orchestrated-microservice-from-containers-39dbcb80b0d8) [![blog.direktiv.io: Event driven orchestration with Knative (part 1)](){: style="width:7%"}](https://blog.direktiv.io/event-driven-orchestration-with-knative-part-1-fbdcc0e2ea03) [![blog.direktiv.io: Redefining event-driven orchestration for automation &' applications](){: style="width:7%"}](https://blog.direktiv.io/redefining-event-driven-orchestration-for-automation-applications-ec07d79f21c0) [![blog.docker.com: Intro Guide to Dockerfile Best Practices 🌟](){: style="width:7%"}](https://blog.docker.com/2019/07/intro-guide-to-dockerfile-best-practices) [![doit-intl.com: AWS Firewalls 101: How and when to use each one](){: style="width:7%"}](https://blog.doit-intl.com/aws-firewalls-101-how-and-when-to-use-each-one-d4ad8087a6b3) [![blog.doit-intl.com: How to Set Up Multi-Cluster Load Balancing with GKE](){: style="width:7%"}](https://blog.doit-intl.com/how-to-setup-multi-cluster-load-balancing-with-gke-4b407e1f3dff) [![blog.doit-intl.com: Kubernetes and Secrets Management in the Cloud](){: style="width:7%"}](https://blog.doit-intl.com/kubernetes-and-secrets-management-in-cloud-858533c20dca)

+[![blog.dream11engineering.com: Finding Order in Chaos: How We Automated Performance' Testing with Torque](){: style="width:7%"}](https://blog.dream11engineering.com/finding-order-in-chaos-how-we-automated-performance-testing-with-torque-6eb63706fcea) [![blog.dream11engineering.com: Lessons learned from running GraphQL at scale](){: style="width:7%"}](https://blog.dream11engineering.com/lessons-learned-from-running-graphql-at-scale-2ad60b3cefeb) [![blog.ediri.io: Auto Docs, Test And Release A Helm Chart With GitHub Actions](){: style="width:7%"}](https://blog.ediri.io/auto-docs-test-and-release-a-helm-chart-with-github-actions) [![blog.ediri.io: DigitalOcean Kubernetes Challenge](){: style="width:7%"}](https://blog.ediri.io/digitalocean-kubernetes-challenge) [![blog.ediri.io: Flux With Buckets: Is This Still GitOps?](){: style="width:7%"}](https://blog.ediri.io/flux-with-buckets-is-this-still-gitops) [![blog.ediri.io: How to remove a stuck namespace](){: style="width:7%"}](https://blog.ediri.io/how-to-remove-a-stuck-namespace) [![==blog.ediri.io: How To Unit Test Your Helm Charts==](){: style="width:7%"}](https://blog.ediri.io/how-to-unit-test-your-helm-charts) [![blog.ediri.io: Kubernetes: ImagePullBackOff!](){: style="width:7%"}](https://blog.ediri.io/kubernetes-imagepullbackoff) [![blog.ediri.io: Writing Kubernetes policies with jsPolicy and deploy them' via FluxCD](){: style="width:7%"}](https://blog.ediri.io/writing-kubernetes-policies-with-jspolicy) [![blog.eduguru.in: mysql create index on table](){: style="width:7%"}](https://blog.eduguru.in/mysql-2/mysql-create-index-on-table) [![HTTP/2 With JBoss EAP 7 - Tech Preview](){: style="width:7%"}](https://blog.eisele.net/2015/11/http2-with-jboss-eap-7.html)

+[![Examining Load Balancing Algorithms with Envoy](){: style="width:7%"}](https://blog.envoyproxy.io/examining-load-balancing-algorithms-with-envoy-1be643ea121c) [![==blog.equationlabs.io: Managing database migrations safely in high replicated' k8s deployment== 🌟](){: style="width:7%"}](https://blog.equationlabs.io/managing-database-migrations-safely-in-high-replicated-k8s-deployment) [![blog.executeautomation.com: Running Jenkins Build Agent within Docker container' – Part A](){: style="width:7%"}](https://blog.executeautomation.com/running-jenkins-build-agent-within-docker-container-part-a) [![JMeter Web Application Testing Cheatsheet](){: style="width:7%"}](https://blog.extremehacking.org/blog/2015/11/09/jmeter-web-application-testing-cheatsheet) [![None](){: style="width:7%"}](https://blog.fastthread.io/2018/09/24/stackoverflowerror) [![blog.flant.com: Making the most out of Helm templates 🌟](){: style="width:7%"}](https://blog.flant.com/advanced-helm-templating) [![blog.flant.com: Open Source solutions for chaos engineering in Kubernetes](){: style="width:7%"}](https://blog.flant.com/chaos-engineering-in-kubernetes-open-source-tools) [![blog.flant.com: Comparing Kubernetes operators for PostgreSQL](){: style="width:7%"}](https://blog.flant.com/comparing-kubernetes-operators-for-postgresql) [![blog.flant.com: Running fault-tolerant Keycloak with Infinispan in Kubernetes](){: style="width:7%"}](https://blog.flant.com/ha-keycloak-infinispan-kubernetes) [![blog.flant.com: kubenav as a tool for managing Kubernetes clusters from' your smartphone](){: style="width:7%"}](https://blog.flant.com/kubenav-managing-kubernetes-from-smartphone) [![==blog.flant.com: Kubernetes cluster security assessment with kube-bench' and kube-hunter==](){: style="width:7%"}](https://blog.flant.com/kubernetes-security-with-kube-bench-and-kube-hunter)

+[![blog.flant.com: Comparing Ceph, LINSTOR, Mayastor, and Vitastor storage' performance in Kubernetes](){: style="width:7%"}](https://blog.flant.com/kubernetes-storage-performance-linstor-ceph-mayastor-vitastor) [![blog.flant.com: Kui β€” a β€œhybrid” CLI/GUI application for working with Kubernetes](){: style="width:7%"}](https://blog.flant.com/kui-hybrid-cli-gui-for-kubernetes) [![blog.flant.com: Our experience with Postgres Operator for Kubernetes by' Zalando](){: style="width:7%"}](https://blog.flant.com/our-experience-with-postgres-operator-for-kubernetes-by-zalando) [![blog.flant.com: Small Kubernetes for your local experiments: k0s, MicroK8s,' kind, k3s, and Minikube](){: style="width:7%"}](https://blog.flant.com/small-local-kubernetes-comparison) [![vishnuch.tech: Interprocess Communication in Microservices 🌟](){: style="width:7%"}](https://blog.flatturtle.com) [![blog.fleetdm.com: 4 tips for GitHub Actions usability (+2 bonus tips for' debugging)](){: style="width:7%"}](https://blog.fleetdm.com/4-tips-for-github-actions-usability-2-debugging-4c0c920adfde) [![blog.flipkart.tech: The Art of System Debugging β€” Decoding CPU Utilization' 🌟](){: style="width:7%"}](https://blog.flipkart.tech/the-art-of-system-debugging-decoding-cpu-utilization-da75f09ef1ff) [![blog.flomesh.io: Kubernetes Gateway API β€” Evolution of Service Networking](){: style="width:7%"}](https://blog.flomesh.io/kubernetes-gateway-api-evolution-of-service-networking-aa76ec4efa7e) [![blog.flomesh.io: sing Pipy as a Kubernetes policy engine](){: style="width:7%"}](https://blog.flomesh.io/using-pipy-as-a-kubernetes-policy-engine-e70a23c8d54c) [![blog.fourninecloud.com: Kubernetes monitoring β€” How to monitor using prometheus?](){: style="width:7%"}](https://blog.fourninecloud.com/kubernetes-monitoring-how-to-monitor-using-prometheus-f2eff767f6bb) [![blog.frankel.ch: Annotation-free Spring](){: style="width:7%"}](https://blog.frankel.ch/annotation-free-spring)

+[![blog.frankel.ch: Back to basics: accessing Kubernetes pods](){: style="width:7%"}](https://blog.frankel.ch/basics-access-kubernetes-pods) [![blog.frankel.ch: Introduction to Kubernetes extensibility 🌟](){: style="width:7%"}](https://blog.frankel.ch/kubernetes-extensibility) [![blog.frankel.ch: Learning by auditing Kubernetes manifests](){: style="width:7%"}](https://blog.frankel.ch/learning-auditing-kubernetes-manifests) [![None](){: style="width:7%"}](https://blog.gceasy.io/2019/03/13/micrometrics-to-forecast-application-performance) [![blog.gceasy.io: Best practices: Java memory arguments for Containers 🌟](){: style="width:7%"}](https://blog.gceasy.io/2020/11/05/best-practices-java-memory-arguments-for-containers) [![blog.gceasy.io: Best practices: Java memory arguments for Containers 🌟](){: style="width:7%"}](https://blog.gceasy.io/best-practices-java-memory-arguments-for-containers) [![blog.getambassador.io: Best Tools for Kubernetes Local Development: A Comprehensive Guide](){: style="width:7%"}](https://blog.getambassador.io/best-tools-for-kubernetes-local-development-a-comprehensive-guide-3577d351d31e) [![blog.getambassador.io: Step-by-Step Centralized Authentication for Kubernetes with Keycloak and the Ambassador Edge Stack](){: style="width:7%"}](https://blog.getambassador.io/centralized-authentication-with-keycloak-and-ambassador-edge-stack-d509ffbc7b6f) [![blog.getambassador.io: Debugging Go Microservices in Kubernetes with VScode](){: style="width:7%"}](https://blog.getambassador.io/debugging-go-microservices-in-kubernetes-with-vscode-a36beb48ef1) [![externalTrafficPolicy=local on kubernetes. How to preserve the source IP in kubernetes](){: style="width:7%"}](https://blog.getambassador.io/externaltrafficpolicy-local-on-kubernetes-e66e498212f9) [![blog.getambassador.io: GitOps in Kubernetes with ArgoCD](){: style="width:7%"}](https://blog.getambassador.io/gitops-in-kubernetes-with-argocd-c6ea0e510741)

+[![blog.getambassador.io: How to Learn Kubernetes: Prerequisites, Paths, and Resources 🌟](){: style="width:7%"}](https://blog.getambassador.io/how-to-learn-kubernetes-prerequisites-paths-and-resources-9e044daee185) [![blog.getambassador.io: Implementing gRPC-Web with Emissary-ingress](){: style="width:7%"}](https://blog.getambassador.io/implementing-grpc-web-with-emissary-ingress-22aa0d86aac) [![None](){: style="width:7%"}](https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4cbdedcc9914?gi=04efb3b4b70a) [![None](){: style="width:7%"}](https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4cbdedcc9914?gi=25c496762415) [![None](){: style="width:7%"}](https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4cbdedcc9914?gi=60de8626f769) [![None](){: style="width:7%"}](https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4cbdedcc9914?gi=65af8561dca0) [![None](){: style="width:7%"}](https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4cbdedcc9914?gi=77ba3a21d2dd) [![blog.getambassador.io: Kubernetes Canary Testing and Release with Istio](){: style="width:7%"}](https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4cbdedcc9914?gi=816ffb457b0d) [![None](){: style="width:7%"}](https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4cbdedcc9914?gi=a8be5865b1c9) [![None](){: style="width:7%"}](https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4cbdedcc9914?gi=c669845710fd) [![None](){: style="width:7%"}](https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4cbdedcc9914?gi=c8191f4288c7)

+[![None](){: style="width:7%"}](https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4cbdedcc9914?gi=e61c67017989) [![None](){: style="width:7%"}](https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4cbdedcc9914?gi=ffbb9dbe21b4) [![blog.getambassador.io: Microservice Orchestration Best Practices](){: style="width:7%"}](https://blog.getambassador.io/microservice-orchestration-best-practices-f32314dd6a12) [![blog.getpostman.com](){: style="width:7%"}](https://blog.getpostman.com) [![GitHub security: what does it take to protect your company from credentials leaking on GitHub? 🌟](){: style="width:7%"}](https://blog.gitguardian.com/github-security) [![blog.gitguardian.com: Hardening Your Kubernetes Cluster - Threat Model (Pt. 1) 🌟🌟](){: style="width:7%"}](https://blog.gitguardian.com/hardening-your-k8-pt-1) [![blog.gitguardian.com: Hardening Your Kubernetes Cluster - Guidelines (Pt. 2) 🌟](){: style="width:7%"}](https://blog.gitguardian.com/hardening-your-k8s-pt-2) [![blog.gitguardian.com: Docker Security Best Practices & Cheat Sheet 🌟](){: style="width:7%"}](https://blog.gitguardian.com/how-to-improve-your-docker-containers-security-cheat-sheet) [![blog.gitguardian.com: Kubernetes Hardening Tutorial Part 1: Pods](){: style="width:7%"}](https://blog.gitguardian.com/kubernetes-tutorial-part-1-pods) [![blog.gitguardian.com: Kubernetes Hardening Tutorial Part 2: Network](){: style="width:7%"}](https://blog.gitguardian.com/kubernetes-tutorial-part-2-network) [![blog.gitguardian.com: Rewriting your git history, removing files permanently - cheatsheet & guide](){: style="width:7%"}](https://blog.gitguardian.com/rewriting-git-history-cheatsheet)

+[![blog.gitguardian.com: Secrets in source code (episode 2/3). Why secrets in git are such a problem](){: style="width:7%"}](https://blog.gitguardian.com/secrets-credentials-api-git) [![blog.gitguardian.com: What is Policy-as-Code? An Introduction to Open Policy' Agent](){: style="width:7%"}](https://blog.gitguardian.com/what-is-policy-as-code-an-introduction-to-open-policy-agent) [![blog.golang.org: Gopls on by default in the VS Code Go extension](){: style="width:7%"}](https://blog.golang.org/gopls-vscode-go) [![Google announces new community investments in Missouri](){: style="width:7%"}](https://blog.google/innovation-and-ai/infrastructure-and-cloud/global-network/missouri-programs) [![Our Eighth Generation TPUs: Two Chips for the Agentic Era](){: style="width:7%"}](https://blog.google/innovation-and-ai/infrastructure-and-cloud/google-cloud/eighth-generation-tpu-agentic-era/&linkId=61973364) [![Gemini 3.5: frontier intelligence with action](){: style="width:7%"}](https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-3-5) [![Introducing Gemini Omni](){: style="width:7%"}](https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-omni) [![Watch 9 Google videos of Gemini Omni and Gemini 3.5 Flash](){: style="width:7%"}](https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-omni-3-5-videos) [![Gemini Omni Integration in Google Flow and Flow Music](){: style="width:7%"}](https://blog.google/innovation-and-ai/models-and-research/google-labs/flow-updates) [![A new experiment brings better group meetings to Google Beam](){: style="width:7%"}](https://blog.google/innovation-and-ai/models-and-research/google-research/google-beam-group-meetings) [![Making it easier to understand how content was created and edited](){: style="width:7%"}](https://blog.google/innovation-and-ai/products/identifying-ai-generated-media-online)

+[![Dive deeper into Google I/O 2026 with NotebookLM](){: style="width:7%"}](https://blog.google/innovation-and-ai/products/notebooklm/notebooklm-google-io-2026/?linkId=62068662) [![Google I/O 2026: Sundar Pichai's opening keynote](){: style="width:7%"}](https://blog.google/innovation-and-ai/sundar-pichai-io-2026) [![100 things we announced at Google I/O 2026](){: style="width:7%"}](https://blog.google/innovation-and-ai/technology/ai/google-io-2026-all-our-announcements) [![Google I/O 2026: Highlights from the Dialogues stage](){: style="width:7%"}](https://blog.google/innovation-and-ai/technology/ai/io-2026-dialogues-recap) [![How we used Gemini to build Google I/O 2026](){: style="width:7%"}](https://blog.google/innovation-and-ai/technology/ai/io-2026-google-ai) [![Catch up on 12 major I/O 2026 moments](){: style="width:7%"}](https://blog.google/innovation-and-ai/technology/ai/io-2026-keynote-moment-videos) [![Take our I/O 2026 quiz, vibe coded in Google AI Studio](){: style="width:7%"}](https://blog.google/innovation-and-ai/technology/ai/io-2026-vibe-coded-quiz) [![Students prototype learning tools with AI at University of Waterloo](){: style="width:7%"}](https://blog.google/innovation-and-ai/technology/ai/university-waterloo-labs) [![Google I/O 2026: News and announcements](){: style="width:7%"}](https://blog.google/innovation-and-ai/technology/developers-tools/google-io-2026-collection) [![Gemini for Science: AI Experiments and Tools for a New Era of Discovery](){: style="width:7%"}](https://blog.google/innovation-and-ai/technology/research/gemini-for-science-io-2026/?linkId=61968100) [![Google AI subscription updates from Google I/O 2026](){: style="width:7%"}](https://blog.google/products-and-platforms/products/google-one/google-ai-subscriptions)

+[![How AI Mode is changing and expanding the way people search](){: style="width:7%"}](https://blog.google/products-and-platforms/products/search/ai-mode-us-insights) [![Google Search's I/O 2026 updates: AI agents and more](){: style="width:7%"}](https://blog.google/products-and-platforms/products/search/search-io-2026) [![New ways to create and get stuff done in Google Workspace](){: style="width:7%"}](https://blog.google/products-and-platforms/products/workspace/workspace-updates) [![blog.gopaddle.io: Strange things you never knew about Kubernetes ConfigMaps' on day one 🌟🌟](){: style="width:7%"}](https://blog.gopaddle.io/2021/04/01/strange-things-you-never-knew-about-kubernetes-configmaps-on-day-one) [![blog.gougousis.net: File Permissions: the painful side of Docker 🌟](){: style="width:7%"}](https://blog.gougousis.net/file-permissions-the-painful-side-of-docker) [![blog.greenroots.info: How NOT to use Git in Practice. Ten Git usages, you' should know to avoid](){: style="width:7%"}](https://blog.greenroots.info/how-not-to-use-git-in-practice-ten-git-usages-you-should-know-to-avoid) [![blog.griddynamics.com: Developing a modular pipeline library to improve' DevOps collaboration](){: style="width:7%"}](https://blog.griddynamics.comdeveloping-a-modular-pipeline-library-to-improve-devops-collaboration) [![==blog.gruntwork.io: A comprehensive guide to managing secrets in your Terraform' code== 🌟🌟🌟](){: style="width:7%"}](https://blog.gruntwork.io/a-comprehensive-guide-to-managing-secrets-in-your-terraform-code-1d586955ace1) [![==blog.gruntwork.io: How to manage multiple environments with Terraform==' 🌟](){: style="width:7%"}](https://blog.gruntwork.io/how-to-manage-multiple-environments-with-terraform-32c7bc5d692) [![blog.gruntwork.io: How to use Terraform as a team](){: style="width:7%"}](https://blog.gruntwork.io/how-to-use-terraform-as-a-team-251bc1104973) [![blog.gruntwork.io: Introducing git-xargs: an open source tool to update' multiple GitHub repos](){: style="width:7%"}](https://blog.gruntwork.io/introducing-git-xargs-an-open-source-tool-to-update-multiple-github-repos-753f9f3675ec)

+[![blog.gruntwork.io: Introducing: The Gruntwork Module, Service, and Architecture' Catalogs](){: style="width:7%"}](https://blog.gruntwork.io/introducing-the-gruntwork-module-service-and-architecture-catalogs-eb3a21b99f70) [![==blog.gruntwork.io: Terraform tips & tricks: loops, if-statements, and' gotchas==](){: style="width:7%"}](https://blog.gruntwork.io/terraform-tips-tricks-loops-if-statements-and-gotchas-f739bbae55f9) [![Why we use Terraform and not Chef, Puppet, Ansible, SaltStack, or CloudFormation](){: style="width:7%"}](https://blog.gruntwork.io/why-we-use-terraform-and-not-chef-puppet-ansible-saltstack-or-cloudformation-7989dad2865c) [![blog.gskinner.com: Flutter: Easily add CI testing with GitHub Actions](){: style="width:7%"}](https://blog.gskinner.com/archives/2022/01/flutter-easily-add-ci-testing-with-github-actions.html) [![==blog.gurock.com: What Is DevTestOps?==](){: style="width:7%"}](https://blog.gurock.com/what-is-devtestops) [![blog.guybarrette.com: Powershell prompt: How to display your current Kubernetes' context using Oh-My-Posh 3 🌟](){: style="width:7%"}](https://blog.guybarrette.com/powershell-prompt-how-to-display-your-current-kubernetes-context-using-oh-my-posh-3) [![blog.harbur.io: Demystifying stateful apps on Kubernetes by deploying an etcd cluster](){: style="width:7%"}](https://blog.harbur.io/demystifying-stateful-apps-on-kubernetes-by-deploying-an-etcd-cluster-b85bf8c16fea) [![blog.harbur.io: The Seven Steps to build a Cloud Native CI/CD for GitHub' repos using Tekton](){: style="width:7%"}](https://blog.harbur.iothe-seven-steps-to-build-a-cloud-native-ci-cd-for-github-repos-using-tekton-31a445a3bde) [![blog.heaphero.io: HeapHero - Java & Android Heap Dump Analyzer](){: style="width:7%"}](https://blog.heaphero.io) [![blog.heaphero.io: What is GC Log, thread dump and Heapdump? 🌟](){: style="width:7%"}](https://blog.heaphero.io/2020/10/16/what-is-gc-log-thread-dump-and-heapdump) [![kubectl Shell Autocomplete](){: style="width:7%"}](https://blog.heptio.com/kubectl-shell-autocomplete-heptioprotip-48dd023e0bf3)

+[![blog.heroku.com: Deconstructing Monolithic Applications into Services](){: style="width:7%"}](https://blog.heroku.com/monolithic-applications-into-services) [![blog.heyal.co.uk: How to unit-test your helm charts with Golang 🌟](){: style="width:7%"}](https://blog.heyal.co.uk/unit-testing-helm-charts) [![A Simple Performance Comparison of HTTPS, SPDY and HTTP/2 🌟](){: style="width:7%"}](https://blog.httpwatch.com/2015/01/16/a-simple-performance-comparison-of-https-spdy-and-http2/comment-page-1) [![blog.hubspot.com: The 22 Best iPaaS Vendors for Any Budget](){: style="width:7%"}](https://blog.hubspot.com/marketing/ipaas-vendors) [![blog.hubspot.com: API Gateway vs. Load Balancer: What's The Difference?](){: style="width:7%"}](https://blog.hubspot.com/website/api-gateway-vs-load-balancer) [![blog.hubspot.es: Matriz RACI: qué es y cómo utilizarla para asignar responsabilidades](){: style="width:7%"}](https://blog.hubspot.es/marketing/matriz-raci) [![blog.hubspot.es: MVP: 3 pasos para desarrollar un Producto mínimo viable](){: style="width:7%"}](https://blog.hubspot.es/sales/producto-minimo-viable) [![==blog.identitydigest.com: Azure AD workload identity federation with Kubernetes==](){: style="width:7%"}](https://blog.identitydigest.com/azuread-federate-k8s) [![Top 50 Docker Tools](){: style="width:7%"}](https://blog.inedo.com/devops/top-50-docker-tools) [![Top 50 Docker Tools](){: style="width:7%"}](https://blog.inedo.com/top-50-docker-tools) [![insight-services-apac.github.io: Getting Started with Bicep](){: style="width:7%"}](https://blog.insight-services-apac.dev/2023/12/04/getting-started-bicep)

+[![Speed up pip install](){: style="width:7%"}](https://blog.ionelmc.ro/2015/01/02/speedup-pip-install) [![medium: Jenkins CICD Getting started with Groovy and Docker Containers β€”' Part 1](){: style="width:7%"}](https://blog.isaack.io/articles/2016-08/Jenkins-CICD-Getting-Started-With-Groovy-Part-1) [![blog.ivnilv.com: Rotating Kops Etcd Certificates](){: style="width:7%"}](https://blog.ivnilv.com/posts/rotating-kops-etcd-certificates) [![blog.jcprz.com: My tips to pass the CKA exam and what’s next](){: style="width:7%"}](https://blog.jcprz.com/my-tips-to-pass-the-cka-exam-and-whats-next-8df2c3d38a7e) [![blog.jessfraz.com: Hard Multi-Tenancy in Kubernetes (2018)](){: style="width:7%"}](https://blog.jessfraz.com/post/hard-multi-tenancy-in-kubernetes) [![blog.jetbrains.com: Getting Started with ASP.NET Core and gRPC](){: style="width:7%"}](https://blog.jetbrains.com/dotnet/2021/07/19/getting-started-with-asp-net-core-and-grpc) [![blog.jetbrains.com: Configuration as Code, Part 1: Getting Started with Kotlin DSL](){: style="width:7%"}](https://blog.jetbrains.com/teamcity/2019/03/configuration-as-code-part-1-getting-started-with-kotlin-dsl) [![blog.jetstack.io: Istio OIDC Authentication](){: style="width:7%"}](https://blog.jetstack.io/blog/istio-oidc) [![blog.jimmyray.io: Discover K8s Through Its APIs](){: style="width:7%"}](https://blog.jimmyray.io/discover-k8s-through-its-apis-e2f90937a19f) [![blog.jimmyray.io: Kubernetes Workload Identity with AWS SDK for Go v2](){: style="width:7%"}](https://blog.jimmyray.io/kubernetes-workload-identity-with-aws-sdk-for-go-v2-927d2f258057) [![Oracle's Java 11 trap - Use OpenJDK instead! 🌟](){: style="width:7%"}](https://blog.joda.org/2018/09/do-not-fall-into-oracles-java-11-trap.html)

+[![blog.johnfolberth.com: Resources and posts for those figuring out DevOps in Azure](){: style="width:7%"}](https://blog.johnfolberth.com) [![blog.jooq.org](){: style="width:7%"}](https://blog.jooq.org) [![blog.joshgav.com: Clusters for all! - 16 May 2022 on Multitenancy, Clusters](){: style="width:7%"}](https://blog.joshgav.com/posts/cluster-level-multitenancy) [![blog.jromanmartin.io: How to upgrade Strimzi Operator using the CLI](){: style="width:7%"}](https://blog.jromanmartin.io/2020/09/25/how-upgrade-strimzi-operator.html) [![blog.jromanmartin.io: ActiveMQ, Kafka, Strimzi and CodeReady Containers](){: style="width:7%"}](https://blog.jromanmartin.io/cheat-sheets) [![blog.kasten.io: 10 Key Takeaways from Kubernetes Backup & Recovery For Dummies](){: style="width:7%"}](https://blog.kasten.io/10-key-takeaways-from-kubernetes-backup-recovery-for-dummies) [![blog.kasten.io: AKS and Storage: How to Design Storage for Cloud Native' Applications](){: style="width:7%"}](https://blog.kasten.io/aks-and-storage-how-to-design-storage-for-cloud-native-applications) [![blog.kasten.io: AKS and Storage: Performance Differences Among K8s Storage' Services](){: style="width:7%"}](https://blog.kasten.io/aks-and-storage-performance-differences-among-kubernetes-storage-services) [![blog.kasten.io: Benchmarking and Evaluating Your Kubernetes Storage with' Kubestr](){: style="width:7%"}](https://blog.kasten.io/benchmarking-kubernetes-storage-with-kubestr) [![blog.kasten.io: Working with Kubernetes and Terraform Part 1: Concepts Behind' Terraform and Kubernetes](){: style="width:7%"}](https://blog.kasten.io/concepts-behind-terraform-and-kubernetes) [![blog.kasten.io: Move Fast and Test in Kubernetes without Breaking Things' with kanister and CI/CD 🌟](){: style="width:7%"}](https://blog.kasten.io/move-fast-and-test-in-kubernetes-without-breaking-things)

+[![blog.kasten.io: Extending Kubernetes Application Backup and Mobility to' the Edge with Kasten K10 V4.5](){: style="width:7%"}](https://blog.kasten.io/posts/extending-kubernetes-application-backup-and-mobility-to-the-edge-with-kasten-k10-v4.5) [![blog.kasten.io: Kubernetes Ransomware Protection with Kasten K10 v4.0](){: style="width:7%"}](https://blog.kasten.io/ransomware-protection-kasten-k10-v4) [![blog.kintone.io: Rebooting a LOT of Kubernetes nodes in a declarative way](){: style="width:7%"}](https://blog.kintone.io/entry/2021/01/14/160935) [![blog.kintone.io: Tolerating failures in container image registries 🌟](){: style="width:7%"}](https://blog.kintone.io/entry/neco-registry) [![blog.kintone.io: Introducing pvc-autoresizer](){: style="width:7%"}](https://blog.kintone.io/entry/pvc-autoresizer) [![blog.kloia.com: Karpenter Cluster Autoscaler](){: style="width:7%"}](https://blog.kloia.com/karpenter-cluster-autoscaler-76d7f7ec0d0e) [![==blog.knell.it: Commands Kubernetes should adopt from Red Hat OpenShift==](){: style="width:7%"}](https://blog.knell.it/commands-kubernetes-should-adopt-from-red-hat-openshift) [![blog.knell.it: Making your Helm Chart observable for Prometheus](){: style="width:7%"}](https://blog.knell.it/making-your-helm-chart-observable-for-prometheus) [![blog.knoldus.com: Introduction to Kubernetes Deployment Strategies](){: style="width:7%"}](https://blog.knoldus.com/introduction-to-kubernetes-deployment-strategies) [![blog.knoldus.com: Introduction to Kubernetes Deployment Strategies – Part' 2](){: style="width:7%"}](https://blog.knoldus.com/introduction-to-kubernetes-deployment-strategies-part-2) [![None](){: style="width:7%"}](https://blog.knoldus.com/monitoring-kafka-with-prometheus-and-grafana)

+[![blog.kubecost.com: AKS Cost Monitoring and Governance With Kubecost](){: style="width:7%"}](https://blog.kubecost.com/blog/aks-cost) [![None](){: style="width:7%"}](https://blog.kubecost.com/blog/announcing-kubecost-first-round) [![blog.kubecost.com: Kubernetes kOps: Step-By-Step Example & Alternatives](){: style="width:7%"}](https://blog.kubecost.com/blog/kubernetes-kops) [![blog.kubecost.com: The Guide to Kubernetes Labels](){: style="width:7%"}](https://blog.kubecost.com/blog/kubernetes-labels) [![blog.kubecost.com: Kubernetes node affinity: examples & instructions](){: style="width:7%"}](https://blog.kubecost.com/blog/kubernetes-node-affinity) [![==blog.kubecost.com: Rancher vs Kubernetes: It’s not either or==](){: style="width:7%"}](https://blog.kubecost.com/blog/rancher-vs-kubernetes) [![blog.kubesimplify.com: DIY: How To Build A Kubernetes Policy Engine](){: style="width:7%"}](https://blog.kubesimplify.com/diy-how-to-build-a-kubernetes-policy-engine) [![blog.kubesimplify.com: Getting started with ko: A fast container image builder for your Go applications](){: style="width:7%"}](https://blog.kubesimplify.com/getting-started-with-ko-a-fast-container-image-builder-for-your-go-applications) [![blog.kubesimplify.com: Moving code between GIT repositories with Copybara | Daniele Polencic](){: style="width:7%"}](https://blog.kubesimplify.com/moving-code-between-git-repositories-with-copybara) [![blog.kubesimplify.com: Perform CRUD Operations on Kubernetes Using Golang' 🌟](){: style="width:7%"}](https://blog.kubesimplify.com/perform-crud-operations-on-kubernetes-using-golang) [![==blog.kubesimplify.com: Yours Kindly Drone==](){: style="width:7%"}](https://blog.kubesimplify.com/yours-kindly-drone)

+[![blog.kumomind.com: What You Need To Know To Debug A Preempted Pod On Kubernetes](){: style="width:7%"}](https://blog.kumomind.com/what-you-need-to-know-to-debug-a-preempted-pod-on-kubernetes) [![blog.lealdasilva.com: Why You Should Switch from VMware to Proxmox in 2024](){: style="width:7%"}](https://blog.lealdasilva.com/vmware2proxmox) [![blog.learncodeonline.in: Everything about Ansible Variables 🌟](){: style="width:7%"}](https://blog.learncodeonline.in/everything-about-ansible-variables) [![blog.learncodeonline.in: Kubernetes! An Architectural Overview](){: style="width:7%"}](https://blog.learncodeonline.in/kubernetes) [![blog.learncodeonline.in: Kubernetes Cluster Deployment on CentOS Linux](){: style="width:7%"}](https://blog.learncodeonline.in/kubernetes-cluster-deployment-on-centos-linux) [![blog.learncodeonline.in: Kubernetes Scheduling - DaemonSet](){: style="width:7%"}](https://blog.learncodeonline.in/kubernetes-scheduling-daemonset) [![blog.learncodeonline.in: Kubernetes Scheduling - Taints and Tolerations](){: style="width:7%"}](https://blog.learncodeonline.in/kubernetes-scheduling-taints-and-tolerations) [![blog.learncodeonline.in: Managing File Operations With Ansible 🌟](){: style="width:7%"}](https://blog.learncodeonline.in/managing-file-operations-with-ansible) [![Liveness and Readiness Probes for Kubernetes in Phoenix application](){: style="width:7%"}](https://blog.lelonek.me/liveness-and-readiness-probes-for-kubernetes-in-phoenix-application-890e24d0737e) [![blog.lightspin.io: NGINX Custom Snippets CVE-2021-25742](){: style="width:7%"}](https://blog.lightspin.io/nginx-custom-snippets-cve-2021-25742) [![blog.linkody.com: The Ultimate Google Search Operators Cheatsheet 🌟](){: style="width:7%"}](https://blog.linkody.com/guides/google-search-operators-cheatsheet)

+[![blog.logrocket.com: AWS Amplify and React Native: A tutorial](){: style="width:7%"}](https://blog.logrocket.com/aws-amplify-and-react-native-a-tutorial) [![blog.logrocket.com: AWS Amplify and React Native: A tutorial](){: style="width:7%"}](https://blog.logrocket.com/aws-amplify-react-native-tutorial-examples) [![blog.logrocket.com: How to build a blockchain from scratch with Go](){: style="width:7%"}](https://blog.logrocket.com/build-blockchain-with-go) [![blog.logrocket.com: Building a simple app with Go and PostgreSQL](){: style="width:7%"}](https://blog.logrocket.com/building-simple-app-go-postgresql) [![blog.logrocket.com: Django REST framework alternatives](){: style="width:7%"}](https://blog.logrocket.com/django-rest-framework-alternatives) [![blog.logrocket.com: Top Docker alternatives for 2022](){: style="width:7%"}](https://blog.logrocket.com/docker-alternatives) [![blog.logrocket.com: GraphQL vs. gRPC vs. REST: Choosing the right API](){: style="width:7%"}](https://blog.logrocket.com/graphql-vs-grpc-vs-rest-choosing-right-api) [![blog.logrocket.com: An all-in-one guide to gRPC-Gateway](){: style="width:7%"}](https://blog.logrocket.com/guide-to-grpc-gateway) [![blog.logrocket.com: How to build a blockchain from scratch with Go](){: style="width:7%"}](https://blog.logrocket.com/how-to-build-blockchain-from-scratch-go) [![blog.logrocket.com: Intro to KubeVela: A better way to ship applications](){: style="width:7%"}](https://blog.logrocket.com/kubevela-intro-better-way-ship-applications) [![blog.logrocket.com: Top 10 VS Code extensions for 2021](){: style="width:7%"}](https://blog.logrocket.com/top-10-vs-code-extensions-2021)

+[![==blog.logrocket.com: Top Docker alternatives for 2022==](){: style="width:7%"}](https://blog.logrocket.com/top-docker-alternatives-2022) [![blog.logrocket.com: Working with Supabase Studio](){: style="width:7%"}](https://blog.logrocket.com/working-supabase-studio) [![blog.lukechannings.com: Mistakes made and lessons learned with Kubernetes' and GitOps](){: style="width:7%"}](https://blog.lukechannings.com/2020-05-10-kubernetes-gitops-lessons.html) [![blog.marcnuri.com](){: style="width:7%"}](https://blog.marcnuri.com) [![blog.marcnuri.com: Eclipse JKube 1.4.0 is now available!](){: style="width:7%"}](https://blog.marcnuri.com/eclipse-jkube-1-4-0) [![blog.marcnuri.com: Eclipse JKube introduction: Java tools and plugins for Kubernetes and OpenShift](){: style="width:7%"}](https://blog.marcnuri.com/eclipse-jkube-introduction-kubernetes-openshift) [![blog.marcnuri.com: Build Kubernetes controllers with Fabric8 Kubernetes Client, Quarkus, and JKube](){: style="width:7%"}](https://blog.marcnuri.com/fabric8-kubernetes-java-client-and-quarkus-and-graalvm) [![blog.marcnuri.com: Fabric8 Kubernetes Client for Java introduction](){: style="width:7%"}](https://blog.marcnuri.com/kubernetes-client-java-fabric8-introduction) [![blog.mariano.cloud: Do you even JSONPath?](){: style="width:7%"}](https://blog.mariano.cloud/do-you-even-jsonpath) [![blog.mayadata.io: Container Attached Storage (CAS) vs. Software-Defined' Storage - Which One to Choose?](){: style="width:7%"}](https://blog.mayadata.io/container-attached-storage-cas-vs.-software-defined-storage-which-one-to-choose) [![GitHub Chaos Actions in Your CI/CD workflow](){: style="width:7%"}](https://blog.mayadata.io/github-chaos-actions-in-your-ci/cd-workflow-part-1)

+[![blog.mayadata.io: Kubernetes storage basics: PV, PVC and StorageClass 🌟](){: style="width:7%"}](https://blog.mayadata.io/kubernetes-storage-basics-pv-pvc-and-storageclass) [![The Flask Mega-Tutorial: Now with Python 3 Support](){: style="width:7%"}](https://blog.miguelgrinberg.com/post/the-flask-mega-tutorial-now-with-python-3-support) [![blog.mimacom.com/automate-nexus](){: style="width:7%"}](https://blog.mimacom.com/automate-nexus) [![blog.mimacom.com: The Git Commands You Wish You Always Had](){: style="width:7%"}](https://blog.mimacom.com/git-aliases-you-wished-you-had) [![blog.mimacom.com: Kubernetes Cheat Sheet](){: style="width:7%"}](https://blog.mimacom.com/kubernetes-cheat-sheet) [![blog.mimacom.com: A Summary of log4j Exploit in a Log4shell - What Happened' and What You Can Do About It](){: style="width:7%"}](https://blog.mimacom.com/log4j-in-a-log4shell) [![blog.min.io: Best Practices for Kubernetes Object Storage](){: style="width:7%"}](https://blog.min.io/best-practices-for-kubernetes-object-storage) [![blog.min.io: Certificate-based Authentication for S3](){: style="width:7%"}](https://blog.min.io/certificate-based-authentication-with-s3) [![blog.min.io: Mono Clouds vs Multi-Clouds & Hybrid Clouds](){: style="width:7%"}](https://blog.min.io/monoclouds-vs-multiclouds-hybridclouds) [![blog.min.io: Cloud-Native Object Storage Architectures: Single-Tenant vs' Multi-Tenant](){: style="width:7%"}](https://blog.min.io/single-vs-multi-tenant) [![blog.min.io: Kubernetes, Consistency and Commoditization - The Way of the' Cloud](){: style="width:7%"}](https://blog.min.io/the_way_of_the_cloud)

+[![blog.min.io: Why Kubernetes Managed Object Storage Matters](){: style="width:7%"}](https://blog.min.io/why-kubernetes-managed) [![blog.mineiros.io: How to keep your Terraform code DRY by using Terramate](){: style="width:7%"}](https://blog.mineiros.io/how-to-keep-your-terraform-code-dry-by-using-terramate-be5807fef8f6) [![blog.mineiros.io: Introducing Terramate β€” An Orchestrator and Code Generator' for Terraform](){: style="width:7%"}](https://blog.mineiros.io/introducing-terramate-an-orchestrator-and-code-generator-for-terraform-5e538c9ee055) [![None](){: style="width:7%"}](https://blog.mongodirector.com/which-is-the-best-mongodb-gui) [![blog.netsil.com: Kubernetes vs Openshift vs Tectonic: Comparing Enterprise' Options](){: style="width:7%"}](https://blog.netsil.com/kubernetes-vs-openshift-vs-tectonic-comparing-enterprise-options-e3a34dc60519) [![blog.newrelic.com: Kubernetes Fundamentals, Part 4: How to Organize Clusters](){: style="width:7%"}](https://blog.newrelic.com/engineering/how-to-organize-kubernetes-clusters) [![blog.newrelic.com: Kubernetes Fundamentals, Part 5: Working with Kubernetes' Volumes](){: style="width:7%"}](https://blog.newrelic.com/engineering/how-to-use-kubernetes-volumes) [![blog.newrelic.com: Kubernetes Fundamentals, Part 2: How to Use Health Checks](){: style="width:7%"}](https://blog.newrelic.com/engineering/kubernetes-health-checks) [![blog.newrelic.com: Kubernetes Fundamentals, Part 1: How to Manage Cluster' Capacity with Requests and Limits](){: style="width:7%"}](https://blog.newrelic.com/engineering/kubernetes-request-and-limits) [![newrelic.com: OpenTracing, OpenCensus, OpenTelemetry, and New Relic (Best' overview of OpenTelemetry)](){: style="width:7%"}](https://blog.newrelic.com/engineering/opentelemetry-opentracing-opencensus) [![blog.nillsf.com: How to run your own admission controller on Kubernetes](){: style="width:7%"}](https://blog.nillsf.com/index.php/2020/12/03/how-to-run-your-own-admission-controller-on-kubernetes)

+[![blog.nillsf.com: Customize core dump in Azure Kubernetes](){: style="width:7%"}](https://blog.nillsf.com/index.php/2020/12/06/customize-core-dump-in-azure-kubernetes) [![Nomad an alternative to Kubernetes](){: style="width:7%"}](https://blog.nobugware.com/post/2019/nomad_an_alternative_to_kubernetes) [![blog.nody.cc: Verify your Kubernetes Cluster Network Policies: From Faith to Proof](){: style="width:7%"}](https://blog.nody.cc/posts/2020-06-kubernetes-network-policy-verification) [![blog.nootch.net: Kubernetes at Home With K3s](){: style="width:7%"}](https://blog.nootch.net/post/kubernetes-at-home-with-k3s) [![blog.ogenki.io: Applying GitOps Principles to Infrastructure: An overview of tf-controller](){: style="width:7%"}](https://blog.ogenki.io/post/terraform-controller) [![blog.oliverjumpertz.dev: The 10 Most Valuable Lessons I Learned As A Developer](){: style="width:7%"}](https://blog.oliverjumpertz.dev/the-10-most-valuable-lessons-i-learned-as-a-developer) [![blog.openreplay.com: 8 Cool VS Code tips to make your workspace more personal](){: style="width:7%"}](https://blog.openreplay.com/8-cool-vs-code-tips-to-make-your-workspace-more-personal) [![blog.openshift.com: OpenShift Scale: Running 500 Pods Per Node 🌟](){: style="width:7%"}](https://blog.openshift.com/500_pods_per_node) [![blog.openshift.com: Advanced Network customizations for OpenShift Install](){: style="width:7%"}](https://blog.openshift.com/advanced-network-customizations-for-openshift-install) [![blog.openshift.com: OCP multi-node deployment on **AWS** using CloudFormation' and Ansible (quickstart workshop)](){: style="width:7%"}](https://blog.openshift.com/aws-and-red-hat-quickstart-workshop) [![blog.openshift.com: cloud native CI/CD with openshift pipelines](){: style="width:7%"}](https://blog.openshift.com/cloud-native-ci-cd-with-openshift-pipelines)

+[![blog.openshift.com: Configure the OpenShift Image Registry backed by OpenShift' Container Storage](){: style="width:7%"}](https://blog.openshift.com/configure-the-openshift-image-registry-backed-by-openshift-container-storage) [![blog.openshift.com: Debugging Java Applications On OpenShift and Kubernetes](){: style="width:7%"}](https://blog.openshift.com/debugging-java-applications-on-openshift-kubernetes) [![blog.openshift.com: Deploying Jenkins on OpenShift: Part 1](){: style="width:7%"}](https://blog.openshift.com/deploying-jenkins-on-openshift-part-1) [![Enabling OpenShift 4 Clusters to Stop and Resume Cluster VMs](){: style="width:7%"}](https://blog.openshift.com/enabling-openshift-4-clusters-to-stop-and-resume-cluster-vms) [![blog.openshift.com: Fine-Grained Policy Enforcement in OpenShift with Open' Policy Agent 🌟](){: style="width:7%"}](https://blog.openshift.com/fine-grained-policy-enforcement-in-openshift-with-open-policy-agent) [![blog.openshift.com: From Templates to Openshift Helm Charts](){: style="width:7%"}](https://blog.openshift.com/from-templates-to-openshift-helm-charts) [![Fully Automated Management of Egress IPs with the egressip-ipam-operator 🌟](){: style="width:7%"}](https://blog.openshift.com/fully-automated-management-of-egress-ips-with-the-egressip-ipam-operator) [![Getting Started with KubeVirt Containers and Virtual Machines Together](){: style="width:7%"}](https://blog.openshift.com/getting-started-with-kubevirt) [![blog.openshift.com: Guide to Installing an OKD 4.4 Cluster on your Home' Lab](){: style="width:7%"}](https://blog.openshift.com/guide-to-installing-an-okd-4-4-cluster-on-your-home-lab) [![None](){: style="width:7%"}](https://blog.openshift.com/how-full-is-my-cluster-part-5-a-capacity-management-dashboard) [![blog.openshift.com: Improving jenkins performance on openshift - part 2](){: style="width:7%"}](https://blog.openshift.com/improving-jenkins-performance-on-openshift-part-2)

+[![blog.openshift.com: Installing OKD 3.10 on a Single Host 🌟](){: style="width:7%"}](https://blog.openshift.com/installing-okd-3-10-on-a-single-host) [![blog.openshift.com: Introducing Red Hat OpenShift 4](){: style="width:7%"}](https://blog.openshift.com/introducing-red-hat-openshift-4) [![blog.openshift.com: Introducing Red Hat OpenShift 4.3 to Enhance Kubernetes' Security 🌟](){: style="width:7%"}](https://blog.openshift.com/introducing-red-hat-openshift-4-3-to-enhance-kubernetes-security) [![blog.openshift.com: Introducing Red Hat Quay](){: style="width:7%"}](https://blog.openshift.com/introducing-red-hat-quay) [![blog.openshift.com - Kubernetes: A Pod’s Life 🌟](){: style="width:7%"}](https://blog.openshift.com/kubernetes-pods-life) [![blog.openshift.com: Migrating your applications to OpenShift 4 🌟](){: style="width:7%"}](https://blog.openshift.com/migrating-your-applications-to-openshift-4) [![blog.openshift.com: OpenShift 4.2 vSphere Install Quickstart](){: style="width:7%"}](https://blog.openshift.com/openshift-4-2-vsphere-install-quickstart) [![blog.openshift.com: OpenShift 4.2 vsphere install with static IPs 🌟](){: style="width:7%"}](https://blog.openshift.com/openshift-4-2-vsphere-install-with-static-ips) [![blog.openshift.com: OpenShift 4 Install Experience](){: style="width:7%"}](https://blog.openshift.com/openshift-4-install-experience) [![Network Security Zones in Openshift (DMZ)](){: style="width:7%"}](https://blog.openshift.com/openshift-and-network-security-zones-coexistence-approaches) [![OpenShift Ecosystem: API Management on Red Hat OpenShift with 3scale](){: style="width:7%"}](https://blog.openshift.com/openshift-ecosystem-api-management-on-red-hat-openshift-with-3scale)

+[![blog.openshift.com: Performance Metrics (APM) for Spring Boot Microservices' on OpenShift](){: style="width:7%"}](https://blog.openshift.com/performance-metrics-apm-spring-boot-microservices-openshift) [![blog.openshift.com: Red Hat OpenShift Service Mesh is now available: What' you should know 🌟](){: style="width:7%"}](https://blog.openshift.com/red-hat-openshift-service-mesh-is-now-available-what-you-should-know) [![blog.openshift.com: Scaling Java Containers 🌟](){: style="width:7%"}](https://blog.openshift.com/scaling-java-containers) [![blog.openshift.com: Simplifying OpenShift Case Information Gathering Workflow:' **Must-Gather Operator** (In the context of Red Hat OpenShift 4.x and Kubernetes, **it is considered a bad practice to ssh into a node and perform debugging actions**) 🌟](){: style="width:7%"}](https://blog.openshift.com/simplifying-openshift-case-information-gathering-workflow-must-gather-operator) [![blog.openshift.com/tag/multi-datacenter](){: style="width:7%"}](https://blog.openshift.com/tag/multi-datacenter) [![blog.openshift.com: Tech Preview: Get visibility into your OpenShift costs' across your hybrid infrastructure 🌟](){: style="width:7%"}](https://blog.openshift.com/tech-preview-get-visibility-into-your-openshift-costs-across-your-hybrid-infrastructure) [![Top Kubernetes Operators](){: style="width:7%"}](https://blog.openshift.com/top-kubernetes-operators-advancing-across-the-operator-capability-model) [![blog.openshift.com: Troubleshooting OpenShift network performance with a' netperf DaemonSet](){: style="width:7%"}](https://blog.openshift.com/troubleshooting-openshift-network-performance-with-a-netperf-daemonset) [![ref1](){: style="width:7%"}](https://blog.openshift.com/understanding-service-accounts-sccs) [![blog.openshift.com/: Using OpenShift 3 on your **local environment** 🌟](){: style="width:7%"}](https://blog.openshift.com/using-openshift-3-on-your-local-environment) [![The supported method of using Helm charts with Openshift4 is via the Helm Operator](){: style="width:7%"}](https://blog.openshift.combuild-kubernetes-operators-from-helm-charts-in-5-steps)

+[![Multi-cluster Federation in OpenShift 4 is called **KubeFed**](){: style="width:7%"}](https://blog.openshift.comfederation-v2-is-now-kubefed) [![blog.openshift.com/full-cluster-part-2-protecting-nodes](){: style="width:7%"}](https://blog.openshift.comfull-cluster-part-2-protecting-nodes) [![full-cluster-part-3-capacity-management](){: style="width:7%"}](https://blog.openshift.comfull-cluster-part-3-capacity-management) [![blog.openshift.com: Helm and Operators on OpenShift, Part 1](){: style="width:7%"}](https://blog.openshift.comhelm-and-operators-on-openshift-part-1) [![blog.openshift.com: Helm and Operators on OpenShift, Part 2](){: style="width:7%"}](https://blog.openshift.comhelm-and-operators-on-openshift-part-2) [![blog.openshift.com: Introduction to GitOps with OpenShift](){: style="width:7%"}](https://blog.openshift.comintroduction-to-gitops-with-openshift) [![blog.openshift.com: is it too late to integrate GitOps?](){: style="width:7%"}](https://blog.openshift.comis-it-too-late-to-integrate-gitops) [![OpenShift 3.11 Multi-cluster Federation](){: style="width:7%"}](https://blog.openshift.comkubernetes-federation-v2-on-openshift-3-11) [![blog.openshift.com: openshift hive cluster as a service](){: style="width:7%"}](https://blog.openshift.comopenshift-hive-cluster-as-a-service) [![Using **KubeFed** to deploy applications](){: style="width:7%"}](https://blog.openshift.comusing-kubefed-to-deploy-applications-to-ocp3-and-ocp4-clusters) [![blog.opstree.com: A Comparison Between Various Container Orchestration Services!' (ECS vs Kubernetes)](){: style="width:7%"}](https://blog.opstree.com/2021/06/21/a-comparison-between-various-container-orchestration-services-ecs-vs-kubernetes)

+[![blog.opstree.com: AWS Secret Manager](){: style="width:7%"}](https://blog.opstree.com/2021/11/16/aws-secret-manager) [![overops.com: DevOps vs. SRE: What’s the Difference Between Them, and Which' One Are You?](){: style="width:7%"}](https://blog.overops.com/devops-vs-sre-whats-the-difference-between-them-and-which-one-are-you) [![ovh.com - getting external traffic into kubernetes: clusterip, nodeport, loadbalancer and ingress](){: style="width:7%"}](https://blog.ovhcloud.com) [![==blog.palark.com: Best practices for deploying highly available apps in' Kubernetes. Part 1==](){: style="width:7%"}](https://blog.palark.com/best-practices-for-deploying-highly-available-apps-in-kubernetes-part-1) [![blog.palark.com: Best practices for deploying highly available apps in Kubernetes.' Part 2](){: style="width:7%"}](https://blog.palark.com/best-practices-for-deploying-highly-available-apps-in-kubernetes-part-2) [![blog.palark.com: Attaining harmony of chaos in Kubernetes with Chaos Mesh](){: style="width:7%"}](https://blog.palark.com/chaos-mesh-in-kubernetes) [![blog.palark.com: Comparing Ingress controllers for Kubernetes](){: style="width:7%"}](https://blog.palark.com/comparing-ingress-controllers-for-kubernetes) [![blog.palark.com: ConfigMaps in Kubernetes: how they work and what you should' remember 🌟](){: style="width:7%"}](https://blog.palark.com/configmaps-in-kubernetes-how-they-work-and-what-you-should-remember) [![blog.palark.com: Failure stories #2. How to destroy Elasticsearch while' migrating it within Kubernetes](){: style="width:7%"}](https://blog.palark.com/failure-stories-elasticsearch-migration-within-kubernetes) [![blog.palark.com: Service communication monitoring in Kubernetes with NetFlow](){: style="width:7%"}](https://blog.palark.com/kubernetes-services-interaction-monitoring-with-netflow) [![blog.palark.com: Kubernetes snapshots: What are they and how to use them?' 🌟](){: style="width:7%"}](https://blog.palark.com/kubernetes-snaphots-usage)

+[![blog.palark.com: Okteto Cloud as another way for local development in Kubernetes](){: style="width:7%"}](https://blog.palark.com/okteto-cloud-for-local-development-in-kubernetes) [![blog.palark.com](){: style="width:7%"}](https://blog.palark.com/tag/kubernetes) [![paloaltonetworks.com: Is Your Organization Protected Against IAM Misconfiguration' Risks?](){: style="width:7%"}](https://blog.paloaltonetworks.com/2020/10/cloud-iam-misconfiguration-risks) [![blog.pandorafms.org: Useful Network commands](){: style="width:7%"}](https://blog.pandorafms.org/network-commands) [![10 most common mistakes when using Kubernetes](){: style="width:7%"}](https://blog.pipetail.io/posts/2020-05-04-most-common-mistakes-k8s) [![blog.pixielabs.ai: Building Kubernetes Native SaaS applications: iterating' quickly by deploying in-cluster data planes](){: style="width:7%"}](https://blog.pixielabs.ai/hybrid-architecture/hybrid-architecture) [![blog.plasticscm.com: Add a mergebot to your repo!](){: style="width:7%"}](https://blog.plasticscm.com/2018/09/add-mergebot-to-your-repo.html) [![blog.polymatic.systems: Service Mesh Wars, Goodbye Istio](){: style="width:7%"}](https://blog.polymatic.systems/service-mesh-wars-goodbye-istio-b047d9e533c7) [![blog.postman.com: You Can Now Capture Responses Using the Postman Proxy](){: style="width:7%"}](https://blog.postman.com/capture-responses-using-the-postman-proxy) [![==blog.postman.com: How to choose between REST vs. GraphQL vs. gRPC vs.' SOAP==](){: style="width:7%"}](https://blog.postman.com/how-to-choose-between-rest-vs-graphql-vs-grpc-vs-soap) [![==blog.postman.com: Introducing the Secret Variable Type in Postman==](){: style="width:7%"}](https://blog.postman.com/introducing-secret-variable-type-in-postman)

+[![blog.postman.com: Meet Matrix: Postman’s Internal Tool for Working with' Microservices](){: style="width:7%"}](https://blog.postman.com/matrix-postman-internal-tool-microservices) [![blog.postman.com: First 5 Things to Try If You’re New to Postman](){: style="width:7%"}](https://blog.postman.com/postman-first-5-things-to-try) [![blog.postman.com: Postman’s Proxy Now Fully Supports HTTPS Endpoints](){: style="width:7%"}](https://blog.postman.com/postmans-proxy-now-fully-supports-https-endpoints) [![blog.postman.com: What Is PlatformOps?](){: style="width:7%"}](https://blog.postman.com/what-is-platformops) [![None](){: style="width:7%"}](https://blog.powerupcloud.com/2016/02/07/aws-inventory-details-in-csv-using-lambda) [![blog.pragmaticengineer.com: The Most Heated Tech Job Market in History: Advice for Software Engineers](){: style="width:7%"}](https://blog.pragmaticengineer.com/advice-for-tech-workers-to-navigate-a-heated-job-market) [![blog.pragmaticengineer.com: How Big Tech Runs Tech Projects and the Curious Absence of Scrum](){: style="width:7%"}](https://blog.pragmaticengineer.com/project-management-at-big-tech) [![blog.pragmaticengineer.com: Migrations Done Well: Typical Migration Approaches](){: style="width:7%"}](https://blog.pragmaticengineer.com/typical-migration-approaches) [![blog.programster.org: Docker Swarm Cheatsheet](){: style="width:7%"}](https://blog.programster.org/docker-swarm-cheatsheet) [![Stateful Kubernetes-In-a-Box with Kontena Pharos](){: style="width:7%"}](https://blog.purestorage.com/stateful-kubernetes-pure-service-orchestrator-kontena-pharos) [![blog.px.dev: Horizontal Pod Autoscaling with Custom Metrics in Kubernetes 🌟](){: style="width:7%"}](https://blog.px.dev/autoscaling-custom-k8s-metric)

+[![blog.px.dev: Where are my container's files? Inspecting container filesystems](){: style="width:7%"}](https://blog.px.dev/container-filesystems) [![blog.px.dev: How etcd works and 6 tips to keep in mind](){: style="width:7%"}](https://blog.px.dev/etcd-6-tips) [![blog.px.dev/k8s-operator: 3 Reasons to Use Kubernetes Operators (and 2 Reasons Not To)](){: style="width:7%"}](https://blog.px.dev/k8s-operator) [![blog.rabbitmq.com: First Application With RabbitMQ Streams](){: style="width:7%"}](https://blog.rabbitmq.com/posts/2021/07/rabbitmq-streams-first-application) [![blog.rackspace.com: Patch and AMI Management for Windows on AWS](){: style="width:7%"}](https://blog.rackspace.com/patch-and-ami-management-for-windows-on-aws) [![blog.radwell.codes: What’s the best Kubernetes distribution for local environments? 🌟](){: style="width:7%"}](https://blog.radwell.codes/2021/05/best-kubernetes-distribution-for-local-environments) [![blog.radwell.codes: Provisioning Single-node Kubernetes Cluster using kubeadm on Ubuntu 20.04](){: style="width:7%"}](https://blog.radwell.codes/2021/05/provisioning-single-node-kubernetes-cluster-using-kubeadm-on-ubuntu-20-04) [![blog.ratnopamc.com: Reduce cross-AZ traffic costs on EKS using topology' aware hints](){: style="width:7%"}](https://blog.ratnopamc.com/reduce-cross-az-traffic-costs-on-eks-using-topology-aware-hints) [![blog.realkinetic.com: It’s Time to Retire Terraform](){: style="width:7%"}](https://blog.realkinetic.com/its-time-to-retire-terraform-30545fd5f186) [![blog.redbrickai.com: F.A.S.T. ⚑️ Meta AI’s Segment Anything for Medical' Imaging](){: style="width:7%"}](https://blog.redbrickai.com/blog-posts/fast-meta-sam-for-medical-imaging) [![blog.rewanthtammana.com: Creating Malicious Admission Controllers](){: style="width:7%"}](https://blog.rewanthtammana.com/creating-malicious-admission-controllers)

+[![blog.rewanthtammana.com: Hardening Kaniko build process with Linux capabilities](){: style="width:7%"}](https://blog.rewanthtammana.com/hardening-kaniko-build-process-with-linux-capabilities) [![blog.risingstack.com: Argo CD Kubernetes Tutorial](){: style="width:7%"}](https://blog.risingstack.com/argo-cd-kubernetes-tutorial) [![blog.risingstack.com: Designing a Microservices Architecture for Failure](){: style="width:7%"}](https://blog.risingstack.com/designing-microservices-architecture-for-failure) [![blog.robertsimoes.org: Four Wings of a Software Engineer](){: style="width:7%"}](https://blog.robertsimoes.org/posts/four-wings-of-software-engineers) [![My top 5 β€˜new’ Python modules of 2015](){: style="width:7%"}](https://blog.rtwilson.com/my-top-5-new-python-modules-of-2015) [![None](){: style="width:7%"}](https://blog.rubyroidlabs.com/2016/04/postgresql-9-5) [![blog.runx.dev: 3 Things I Hate About Kubernetes](){: style="width:7%"}](https://blog.runx.dev/3-things-i-hate-about-kubernetes-49f1656baeaa) [![blog.runx.dev: 5 Common Kubernetes Mistakes and how to avoid them](){: style="width:7%"}](https://blog.runx.dev/5-common-kubernetes-mistakes-and-how-to-avoid-them-150607beb475) [![==blog.runx.dev: Will That Kubernetes v1.22 Upgrade Break My Application?==](){: style="width:7%"}](https://blog.runx.dev/will-that-kubernetes-v1-22-upgrade-break-my-application-cc339dc2e2c7) [![==blog.scaleway.com: How to deploy and distribute the workload on a multi-cloud' Kubernetes environment== 🌟](){: style="width:7%"}](https://blog.scaleway.com/how-to-deploy-and-distribute-the-workload-on-a-multi-cloud-kubernetes-environment) [![SaaS Solutions - What is the difference between a multi-instance and a multi-tenant architecture](){: style="width:7%"}](https://blog.scaleway.com/saas-multi-tenant-vs-multi-instance-architectures)

+[![blog.scaleway.com: Understanding Kubernetes Autoscaling](){: style="width:7%"}](https://blog.scaleway.com/understanding-kubernetes-autoscaling) [![Using Docker Machine with AWS](){: style="width:7%"}](https://blog.scottlowe.org/2016/03/22/using-docker-machine-with-aws) [![blog.scottlowe.org: Using kubectl via an SSH Tunnel](){: style="width:7%"}](https://blog.scottlowe.org/2020/06/16/using-kubectl-via-an-ssh-tunnel) [![blog.scrumstudy.com: Scrum and Kanban, alike or different?](){: style="width:7%"}](https://blog.scrumstudy.com/scrum-and-kanban-alike-or-different-2) [![blog.searce.com: Devtron: One-stop shop for all Kubernetes deployments](){: style="width:7%"}](https://blog.searce.com/devtron-one-stop-shop-for-all-kubernetes-deployments-6f1c111a7ba1) [![blog.searce.com: Jenkins Distributed Cluster Using Dynamic Build Agents' On GKE](){: style="width:7%"}](https://blog.searce.com/jenkins-distributed-cluster-using-dynamic-build-agents-on-gke-e2262a59dcb3) [![blog.searce.com: Optimise cost for AWS EKS cluster using Spotinst 🌟](){: style="width:7%"}](https://blog.searce.com/optimize-cost-for-aws-eks-cluster-using-spotinst-ffcebe8e3571) [![blog.searce.com: Single Pod Access Mode for Persistent Volumes on Kubernetes](){: style="width:7%"}](https://blog.searce.com/single-pod-access-mode-for-persistent-volumes-on-kubernetes-4cf79200aa9a) [![blog.searce.com: Transform Kubernetes Manifests into Helm Chart](){: style="width:7%"}](https://blog.searce.com/transform-kubernetes-manifests-into-helm-chart-f3d100688423) [![seifbassem.com: SSH into your Azure Arc-enabled servers from anywhere](){: style="width:7%"}](https://blog.seifbassem.com/blogs/posts/azure-arc-ssh) [![None](){: style="width:7%"}](https://blog.seifbassem.com/blogs/posts/azure-naming-tool)

+[![How to be a great DevOps Engineer 🌟](){: style="width:7%"}](https://blog.shippable.com/how-to-be-a-great-devops-engineer) [![blog.shreyaspatil.dev: Automate library publishing to Maven Central with GitHub Actions Workflow Dispatch](){: style="width:7%"}](https://blog.shreyaspatil.dev/automate-library-publishing-to-maven-central-with-github-actions-workflow-dispatch) [![blog.sighup.io: Hierarchical Namespace Controller (HNC): a look into the future of Kubernetes Multitenancy](){: style="width:7%"}](https://blog.sighup.io/an-introduction-to-hierarchical-namespace-controller-hnc) [![blog.sighup.io: How to run Kubernetes without Docker](){: style="width:7%"}](https://blog.sighup.io/how-to-run-kubernetes-without-docker) [![blog.sighup.io: How to run Keycloak in HA on Kubernetes](){: style="width:7%"}](https://blog.sighup.io/keycloak-ha-on-kubernetes) [![blog.sigstore.dev: How to verify container images with Kyverno using KMS,' Cosign, and Workload Identity](){: style="width:7%"}](https://blog.sigstore.dev/how-to-verify-container-images-with-kyverno-using-kms-cosign-and-workload-identity-1e07d2b85061) [![blog.siliconvalve.com: Analysing git commit history using Azure Data Explorer](){: style="width:7%"}](https://blog.siliconvalve.com/posts/2024/02/06/analysing-git-commit-history-using-azure-data-explorer) [![blog.sixeyed.com: You can't always have Kubernetes: running containers in Azure VM Scale Sets](){: style="width:7%"}](https://blog.sixeyed.com/you-cant-always-have-kubernetes-running-containers-in-azure-vm-scale-sets) [![blog.sldk.de: Introduction to GitOps on Kubernetes with Flux v2 🌟](){: style="width:7%"}](https://blog.sldk.de/2021/02/introduction-to-gitops-on-kubernetes-with-flux-v2) [![blog.slycreator.com: Network Policies: Understanding Kubernetes Network' Policies](){: style="width:7%"}](https://blog.slycreator.com/network-policies-understanding-kubernetes-network-policies) [![blog.sonatype.com: Achieving CI and CD With Kubernetes 🌟](){: style="width:7%"}](https://blog.sonatype.com/achieving-ci/cd-with-kubernetes)

+[![CI/CD OpenShift and Tekton](){: style="width:7%"}](https://blog.sonatype.com/new-cloud-native-ci/cd-projects-openshift-and-tekton) [![blog.sonatype.com: Python Packages Upload Your AWS Keys, env vars, Secrets' to the Web](){: style="width:7%"}](https://blog.sonatype.com/python-packages-upload-your-aws-keys-env-vars-secrets-to-web) [![blog.sonatype.com: Using Nexus 3 as Your Repository – Part 3: Docker Images' 🌟](){: style="width:7%"}](https://blog.sonatype.com/using-nexus-3-as-your-repository-part-3-docker-images) [![blog.sonnes.cloud: Introducing Azure DevOps Backup Tool 1.1.0.0: Major update with new features, bug fixes and enhanced security!](){: style="width:7%"}](https://blog.sonnes.cloud/introducing-azure-devops-backup-tool-1-1-0-0-major-update-with-new-features-bug-fixes-and-enhanced-security) [![blog.stack-labs.com: Kustomize - The right way to do templating in Kubernetes](){: style="width:7%"}](https://blog.stack-labs.com/code/kustomize-101) [![blog.stackademic.com: Advanced End-to-End DevSecOps Kubernetes Three-Tier' Project using AWS EKS, ArgoCD, Prometheus, Grafana, and Jenkins](){: style="width:7%"}](https://blog.stackademic.com/advanced-end-to-end-devsecops-kubernetes-three-tier-project-using-aws-eks-argocd-prometheus-fbbfdb956d1a) [![blog.stackademic.com: Advanced End-to-End DevSecOps Kubernetes Three-Tier' Project using Azure AKS, fluxCD, Prometheus, Grafana, and GitLab](){: style="width:7%"}](https://blog.stackademic.com/advanced-end-to-end-devsecops-kubernetes-three-tier-project-using-azure-aks-fluxcd-prometheus-cca3c5e61953) [![blog.stackademic.com: Create the AWS EKS Cluster with a Managed Node Group' Using Custom Launch Templates](){: style="width:7%"}](https://blog.stackademic.com/create-the-aws-eks-cluster-with-a-managed-node-group-using-custom-launch-templates-185744a0cc79) [![blog.stackademic.com: Debugging Microservices Locally with mirrord](){: style="width:7%"}](https://blog.stackademic.com/mastering-local-microservices-debugging-with-mirrord-0a99443c1544) [![blog.stephane-robert.info: Ansible - Utiliser MySQL comme inventaire dynamique (Use MySQL as a dynamic inventory)](){: style="width:7%"}](https://blog.stephane-robert.info/post/ansible-utiliser-mysql-comme-inventaire-dynamique) [![blog.streammonkey.com: How We Serverlessly Migrated 1.58 Billion Elasticsearch' Documents](){: style="width:7%"}](https://blog.streammonkey.com/how-we-serverlessly-migrated-1-58-billion-elasticsearch-documents-33ad3d0d7c4f)

+[![blog.styra.com: 5 OPA Deployment Performance Models for Microservices](){: style="width:7%"}](https://blog.styra.com/blog/5-opa-deployment-performance-models-for-microservices) [![blog.styra.com: Dynamic Policy Composition for OPA](){: style="width:7%"}](https://blog.styra.com/blog/dynamic-policy-composition-for-opa) [![blog.styra.com: Integrating Identity: OAUTH2 and OPENID CONNECT in Open' Policy Agent](){: style="width:7%"}](https://blog.styra.com/blog/integrating-identity-oauth2-and-openid-connect-in-open-policy-agent) [![blog.styra.com: Open Policy Agent: The Top 5 Kubernetes Admission Control' Policies](){: style="width:7%"}](https://blog.styra.com/blog/open-policy-agent-the-top-5-kubernetes-admission-control-policies) [![blog.styra.com: Policy-based infrastructure guardrails with Terraform and' OPA 🌟](){: style="width:7%"}](https://blog.styra.com/blog/policy-based-infrastructure-guardrails-with-terraform-and-opa) [![blog.styra.com: Rego Unit Testing](){: style="width:7%"}](https://blog.styra.com/blog/rego-unit-testing) [![blog.styra.com: Using OPA with GitOps to speed Cloud-Native development](){: style="width:7%"}](https://blog.styra.com/blog/using-opa-with-gitops-to-speed-cloud-native-development) [![blog.styra.com: Why RBAC is not enough for kubernetes security 🌟🌟](){: style="width:7%"}](https://blog.styra.com/blog/why-rbac-is-not-enough-for-kubernetes-api-security) [![blog.suhailkakar.com: Web 3.0 Terms and Their Definitions in Plain English](){: style="width:7%"}](https://blog.suhailkakar.com/web-30-terms-and-their-definitions-in-plain-english) [![Ansible Let's Encrypt Collection](){: style="width:7%"}](https://blog.t-systems-mms.com/tech-insights/ansible-lets-encrypt-collection) [![==blog.tanmaysarkar.tech: Beginners Guide to Argo CD==](){: style="width:7%"}](https://blog.tanmaysarkar.tech/beginners-guide-to-argo-cd)

+[![blog.teamhephy.info: Running Workflow Without Any LoadBalancer](){: style="width:7%"}](https://blog.teamhephy.info/blog/posts/tutorials/running-workflow-without-any-loadbalancer.html) [![Lesson 5.1: Introduction to Jenkins Multibranch Pipeline](){: style="width:7%"}](https://blog.techiescamp.com/docs/jenkins-multibranch-pipeline) [![blog.techiescamp.com: wcurl: A Simple Wrapper for curl to download files](){: style="width:7%"}](https://blog.techiescamp.com/docs/wcurl) [![blog.techiescamp.com/jenkins-course 🌟🌟🌟](){: style="width:7%"}](https://blog.techiescamp.com/jenkins-course) [![blog.techknowtrendz.com: Taking Amazon EKS Anywhere for a spin](){: style="width:7%"}](https://blog.techknowtrendz.com/taking-amazon-eks-anywhere-for-a-spin) [![blog.teclado.com: Python Methods: Instance, Static and Class](){: style="width:7%"}](https://blog.teclado.com/python-methods-instance-static-class) [![blog.teemo.co: Terraform in 10 commands](){: style="width:7%"}](https://blog.teemo.co/terraform-in-10-commands-e737dfd8bf31) [![blog.tekspace.io: Deploying Kubernetes Dashboard in K3S Cluster](){: style="width:7%"}](https://blog.tekspace.io/deploying-kubernetes-dashboard-in-k3s-cluster) [![blog.thundra.io: 4 Software Testing Roles](){: style="width:7%"}](https://blog.thundra.io/4-software-testing-roles) [![DRY (Don’t Repeat Yourself) on the cloud with Pulumi](){: style="width:7%"}](https://blog.thundra.io/dry-dont-repeat-yourself-on-the-cloud-with-pulumi) [![blog.thundra.io: How to Fix Your Failing End-to-End Tests?](){: style="width:7%"}](https://blog.thundra.io/how-to-fix-your-failing-end-to-end-tests)

+[![blog.thundra.io: How to Set Up a CI Pipeline in GitHub Actions](){: style="width:7%"}](https://blog.thundra.io/how-to-set-up-a-ci-pipeline-in-github-actions) [![blog.thundra.io: The CI/CD War of 2021: A Look at the Most Popular Technologies](){: style="width:7%"}](https://blog.thundra.io/the-ci/cd-war-of-2021-a-look-at-the-most-popular-technologies) [![blog.thundra.io: Top 10 GitHub Actions You Should Use to set up your CI/CD' Pipeline](){: style="width:7%"}](https://blog.thundra.io/top-10-github-actions-you-should-use-to-set-up-your-ci/cd-pipeline) [![blog.thundra.io: What CI Observability Means for DevOps 🌟](){: style="width:7%"}](https://blog.thundra.io/what-ci-observability-means-for-devops) [![blog.thundra.io: Why a CI/CD Pipeline Makes Good Business Sense](){: style="width:7%"}](https://blog.thundra.io/why-a-ci/cd-pipeline-makes-good-business-sense) [![blog.thundra.io: Why Should You Run All Your Tests in Docker? 🌟](){: style="width:7%"}](https://blog.thundra.io/why-should-you-run-all-your-tests-in-docker) [![blog.tilt.dev: Kubernetes is so Simple You Can Explore it with Curl](){: style="width:7%"}](https://blog.tilt.dev/2021/03/18/kubernetes-is-so-simple.html) [![blog.tobias-huebner.org: Low-budget self-hosted Kubernetes 🌟](){: style="width:7%"}](https://blog.tobias-huebner.org/low-budget-kubernetes-self-hosted-series) [![blog.tomarrell.com: Kustomize: Traefik v2.2 as a Kubernetes Ingress Controller](){: style="width:7%"}](https://blog.tomarrell.com/post/traefik_v2_on_kubernetes) [![blog.trello.com: Consejos para manejar distintos conflictos en un equipo de trabajo](){: style="width:7%"}](https://blog.trello.com/es/conflictos-en-el-trabajo) [![blog.trello.com: Experiencing Job Dissatisfaction: How To Decide If It's Time To Quit](){: style="width:7%"}](https://blog.trello.com/is-it-time-to-leave)

+[![==blog.twitter.com: Processing billions of events in real time at Twitter==](){: style="width:7%"}](https://blog.twitter.com/engineering/en_us/topics/infrastructure/2021/processing-billions-of-events-in-real-time-at-twitter-) [![blog.twstewart.me: cdk8s-python - A Love and Hate Experience](){: style="width:7%"}](https://blog.twstewart.me/posts/cdk8s-python) [![==blog.udemy.com: Becoming a DevOps Engineer: Understanding the Role and' Responsibilities==](){: style="width:7%"}](https://blog.udemy.com/devops-engineer) [![blog.usejournal.com: Building a Serverless Back-end with AWS](){: style="width:7%"}](https://blog.usejournal.com/building-a-serverless-back-end-with-aws-5bb3642a3f4) [![blog.usejournal.com: Spice up Your Kubernetes Environment with AWS Lambda' 🌟](){: style="width:7%"}](https://blog.usejournal.com/spice-up-your-kubernetes-environment-with-aws-lambda-a07d81347607) [![blog.usejournal.com: Useful Tools for Better Kubernetes Development](){: style="width:7%"}](https://blog.usejournal.com/useful-tools-for-better-kubernetes-development-87820c2b9435) [![blog.varunsingh.in: 5 Python Tricks That Made Me A Good Python Developer](){: style="width:7%"}](https://blog.varunsingh.in/5-python-tricks-that-made-me-a-good-python-developer) [![blog.vizuri.com: Red Hat OpenShift Service on AWS (ROSA) Positions OpenShift for Mainstream Adoption](){: style="width:7%"}](https://blog.vizuri.com/red-hat-openshift-service-on-aws-rosa-positions-openshift-for-mainstream-adoption) [![None](){: style="width:7%"}](https://blog.webhose.io/2015/08/16/dead-simple-for-devs-python-crawler-script-for-extracting-structured-data-from-any-almost-website-into-csv) [![blog.werf.io: Canary releases in Kubernetes based on Ingress-NGINX Controller](){: style="width:7%"}](https://blog.werf.io/canary-releases-in-kubernetes-based-on-ingress-nginx-controller-96193efe34f9) [![blog.werf.io: Deploying Helm charts with dependencies in Kubernetes via' werf](){: style="width:7%"}](https://blog.werf.io/deploying-helm-charts-with-dependencies-in-kubernetes-via-werf-17e5457cdd3f)

+[![blog.werf.io: Running one-time tasks and debugging images in the Kubernetes' cluster using werf](){: style="width:7%"}](https://blog.werf.io/running-one-time-tasks-and-debugging-images-in-the-kubernetes-cluster-using-werf-936d6dc483e2) [![blog.werf.io: werf v1.2 is now stable! Here’s what it is all about](){: style="width:7%"}](https://blog.werf.io/werf-v1-2-is-now-stable-heres-what-it-is-all-about-832ed647810f) [![Timezone Bullshit](){: style="width:7%"}](https://blog.wesleyac.com/posts/timezone-bullshit) [![blog.workwell.io: How to manage your Kafka consumers from the producer](){: style="width:7%"}](https://blog.workwell.io/how-to-manage-your-kafka-consumers-from-the-producer-9933b88085dd) [![blog.wut.dev: Moving AWS Accounts and OUs Within An Organization - Not So' Simple!](){: style="width:7%"}](https://blog.wut.dev/2024/07/05/moving-aws-accounts-within-organization.html) [![blog.xmi.fr: Terraform vs Bicep: the differences you should really know 🌟](){: style="width:7%"}](https://blog.xmi.fr/posts/terraform-vs-bicep) [![blog.xolo.io: ΒΏEs rentable ser autΓ³nomo en EspaΓ±a?](){: style="width:7%"}](https://blog.xolo.io/es/es-rentable-ser-aut%C3%B3nomo-en-espa%C3%B1a) [![blog.yannickreekmans.be: Secretless applications: add permissions to a Managed Identity](){: style="width:7%"}](https://blog.yannickreekmans.be/secretless-applications-add-permissions-to-a-managed-identity) [![blog.ycrash.io: dmesg – Unix/Linux command, beginners introduction with' examples](){: style="width:7%"}](https://blog.ycrash.io/2021/06/28/dmesg-unix-linux-command-beginners-introduction-with-examples) [![blog.yugabyte.com: Are Stored Procedures and Triggers Anti-Patterns in the Cloud Native World?](){: style="width:7%"}](https://blog.yugabyte.com/are-stored-procedures-and-triggers-anti-patterns-in-the-cloud-native-world) [![Highly Available Prometheus Metrics for Distributed SQL with Thanos on GKE](){: style="width:7%"}](https://blog.yugabyte.com/highly-available-prometheus-metrics-for-distributed-sql-with-thanos-on-gke)

+[![blog.zelarsoft.com: Website Monitoring By Using Prometheus Blackbox Exporter' with Grafana](){: style="width:7%"}](https://blog.zelarsoft.com/website-monitoring-by-using-prometheus-blackbox-exporter-with-grafana-c4004bb03131) [![blogit.create.pt: Pros and Cons of Single Tenant vs Multiple Tenants in Office 365](){: style="width:7%"}](https://blogit.create.pt/miguelisidoro/2019/01/07/pros-and-cons-of-single-tenant-vs-multiple-tenants-in-office-365) [![blog.openshift.com/full-cluster-capacity-management-monitoring-openshift](){: style="width:7%"}](https://blogopenshift.com/full-cluster-capacity-management-monitoring-openshift) [![blog.openshift.comhow-full-is-my-cluster-part-4-right-sizing-pods-with-vertical-pod-autoscaler](){: style="width:7%"}](https://blogopenshift.com/how-full-is-my-cluster-part-4-right-sizing-pods-with-vertical-pod-autoscaler) [![blog.openshift.com: OpenShift Authentication Integration with ArgoCD](){: style="width:7%"}](https://blogopenshift.com/openshift-authentication-integration-with-argocd) [![SPDY and WebSocket Support at Akamai](){: style="width:7%"}](https://blogs.akamai.com/2012/07/spdy-and-websocket-support-at-akamai.html) [![AWS Official Blog](){: style="width:7%"}](https://blogs.aws.amazon.com) [![AWS DevOps Blog](){: style="width:7%"}](https://blogs.aws.amazon.com/application-management) [![None](){: style="width:7%"}](https://blogs.aws.amazon.com/application-management/post/Tx3PE3JTSVJSFI7/AWS-CodeDeploy-Deploying-from-a-Development-Account-to-a-Production-Account) [![Setting Up the Jenkins Plugin for AWS CodeDeploy](){: style="width:7%"}](https://blogs.aws.amazon.com/application-management/post/TxMJROUIFQZ4HS/Setting-Up-the-Jenkins-Plugin-for-AWS-CodeDeploy) [![blogs.aws.amazon.com/bigdata](){: style="width:7%"}](https://blogs.aws.amazon.com/bigdata)

+[![None](){: style="width:7%"}](https://blogs.aws.amazon.com/bigdata/post/Tx2D93GZRHU3TES/Using-Spark-SQL-for-ETL) [![AWS Security Blog](){: style="width:7%"}](https://blogs.aws.amazon.com/security) [![None](){: style="width:7%"}](https://blogs.aws.amazon.com/security/post/Tx14ADBJOCAT9NS/How-to-Record-and-Govern-Your-IAM-Resource-Configurations-Using-AWS-Config) [![None](){: style="width:7%"}](https://blogs.aws.amazon.com/security/post/Tx1G747SE1R2ZWE/How-to-Reduce-Security-Threats-and-Operating-Costs-Using-AWS-WAF-and-Amazon-Clou) [![None](){: style="width:7%"}](https://blogs.aws.amazon.com/security/post/Tx1LPI2H6Q6S5KC/How-to-Automatically-Update-Your-Security-Groups-for-Amazon-CloudFront-and-AWS-W) [![None](){: style="width:7%"}](https://blogs.aws.amazon.com/security/post/Tx223ZW25YRPRKV/How-to-Use-AWS-WAF-to-Block-IP-Addresses-That-Generate-Bad-Requests) [![None](){: style="width:7%"}](https://blogs.aws.amazon.com/security/post/Tx2CGWIB8SBYW2J/How-to-Use-SAML-to-Automatically-Direct-Federated-Users-to-a-Specific-AWS-Manage) [![None](){: style="width:7%"}](https://blogs.aws.amazon.com/security/post/Tx2N52FR8XGJVL3/The-Most-Viewed-AWS-Security-Blog-Posts-so-Far-in-2016) [![None](){: style="width:7%"}](https://blogs.aws.amazon.com/security/post/Tx2OB7YGHMB7WCM/Adhere-to-IAM-Best-Practices-in-2016) [![None](){: style="width:7%"}](https://blogs.aws.amazon.com/security/post/Tx3KVD6T490MM47/In-Case-You-Missed-These-AWS-Security-Blog-Posts-from-June-July-and-August) [![None](){: style="width:7%"}](https://blogs.aws.amazon.com/security/post/Tx3PTTZB14FWPBA/Announcing-Industry-Best-Practices-for-Securing-AWS-Resources)

+[![None](){: style="width:7%"}](https://blogs.aws.amazon.com/security/post/Tx4QX7W51NDSLO/The-Most-Popular-AWS-Security-Blog-Posts-in-2015) [![None](){: style="width:7%"}](https://blogs.aws.amazon.com/security/post/Tx6QAIBSQTJPHB/Updated-Whitepaper-Available-AWS-Best-Practices-for-DDoS-Resiliency) [![None](){: style="width:7%"}](https://blogs.aws.amazon.com/security/post/TxK5WUJK3DG9G8/How-to-Restrict-Amazon-S3-Bucket-Access-to-a-Specific-IAM-Role) [![None](){: style="width:7%"}](https://blogs.aws.amazon.com/security/post/TxLEHNNDPUFDU9/Automated-Reasoning-and-Amazon-s2n) [![blogs.elconfidencial.com: Luca de Meo y Lawrence Stroll: por quΓ© el ego' es el peor enemigo del gestor en la FΓ³rmula 1](){: style="width:7%"}](https://blogs.elconfidencial.com/deportes/tribuna/2022-08-03/alpine-aston-martin-lawrence-stroll-luca-de-meo_3470693) [![blogs.elconfidencial.com: El talento atrofiado: por quΓ© en EspaΓ±a escasean' los profesionales de alto nivel](){: style="width:7%"}](https://blogs.elconfidencial.com/tecnologia/tribuna/2021-06-02/talento-informatica-startups-silicon-valley-google_3112087) [![blogs.elconfidencial.com: Los espaΓ±oles somos mΓ‘s improductivos que nunca' y el problema no es de los empleados](){: style="width:7%"}](https://blogs.elconfidencial.com/tecnologia/tribuna/2022-02-12/productividad-tecnologia-startups-apps_3373786) [![None](){: style="width:7%"}](https://blogs.gartner.com/cameron_haight/2014/10/13/getting-your-arms-around-devops-devops-patterns-and-practices) [![blogs.letusdevops.com: How much programming should I know for DevOps/SRE' domain.](){: style="width:7%"}](https://blogs.letusdevops.com/p/how-much-programming-should-i-know) [![Microsoft: Python Engineering](){: style="width:7%"}](https://blogs.msdn.microsoft.com/pythonengineering) [![mulesoft.com: APIs versus web services](){: style="width:7%"}](https://blogs.mulesoft.com/dev/api-dev/apis-versus-web-services)

+[![blogs.mulesoft.com - K8s: 8 questions about Kubernetes](){: style="width:7%"}](https://blogs.mulesoft.com/dev/resources-dev/k8s-kubernetes) [![blogs.nakam.org: What Happens When? K8s Edition 🌟](){: style="width:7%"}](https://blogs.nakam.org/what-happens-when-k8s-edition) [![blogs.opentext.com: Understanding Kubernetes within containers](){: style="width:7%"}](https://blogs.opentext.com/understanding-kubernetes-within-containers) [![blogs.oracle.com: Announcing private Kubernetes clusters](){: style="width:7%"}](https://blogs.oracle.com/cloud-infrastructure/announcing-private-kubernetes-clusters) [![blogs.oracle.com: Introducing the Free Java License (Java 17)](){: style="width:7%"}](https://blogs.oracle.com/cloud-infrastructure/post/introducing-free-java-license) [![blogs.oracle.com: Oracle RAC on Docker - Now with Full Production Support](){: style="width:7%"}](https://blogs.oracle.com/maa/post/oracle-rac-on-docker-now-with-full-production-support) [![blogs.oracle.com: Access hands-on exercises for Oracle Cloud Infrastructure' with ease](){: style="width:7%"}](https://blogs.oracle.com/oracleuniversity/post/hands-on-labs-oci-training) [![blogs.sap.com: Continuous quality using plugins and Jenkins (ABAP & UI5)](){: style="width:7%"}](https://blogs.sap.com/2020/10/18/continuous-quality-using-plugins-and-jenkins-abap-ui5) [![blogs.sap.com: CI/CD Tools for SAP Cloud Platform ABAP Environment](){: style="width:7%"}](https://blogs.sap.com/2020/10/22/ci-cd-tools-for-sap-cloud-platform-abap-environment) [![blogs.sap.com: Decentralized GitOps over multiple environments](){: style="width:7%"}](https://blogs.sap.com/2021/05/06/decentralized-gitops-over-environments) [![blogs.sap.com: Cloud Integration with Commerce Azure Blob Storage using REST API – Part 1](){: style="width:7%"}](https://blogs.sap.com/2021/07/04/cloud-integration-with-commerce-azure-blob-storage-using-rest-api)

+[![blogs.sap.com: SAP Cloud Integration automated testing using Jenkins and Pipeline as a Code approach](){: style="width:7%"}](https://blogs.sap.com/2021/07/29/sap-cloud-integration-automated-testing-using-jenkins-and-pipeline-as-a-code-approach) [![blogs.sap.com: A Practical Guide to DevOps for SAP ERP](){: style="width:7%"}](https://blogs.sap.com/2021/12/13/a-practical-guide-to-devops-for-sap-erp) [![blogs.sap.com: Cloud Integration with Commerce Azure Blob Storage using REST API – Part 2](){: style="width:7%"}](https://blogs.sap.com/2021/12/26/cloud-integration-with-commerce-azure-blob-storage-using-rest-api-part-2) [![None](){: style="width:7%"}](https://blogs.splunk.com/2016/06/22/aws-video) [![blog.vmware.com: DevOps: Culture – Collaboration, Empowerment, Autonomy' 🌟](){: style="width:7%"}](https://blogs.vmware.com/management/2020/06/devops-culture.html) [![blogs.vmware.com: VMware Tanzu Service Mesh, built on VMware NSX is Now Available!](){: style="width:7%"}](https://blogs.vmware.com/networkvirtualization/2020/03/vmware-tanzu-service-mesh-built-on-vmware-nsx-is-now-available.html) [![vmware.com: How to Deconstruct a Monolith using Microservices – Getting Ready for Cloud-Native](){: style="width:7%"}](https://blogs.vmware.com/vov/2018/08/06/how-to-deconstruct-a-monolith-using-microservices-getting-ready-for-cloud-native) [![blogs.vmware.com: Introducing Project Pacific (vSphere with Kubernetes)](){: style="width:7%"}](https://blogs.vmware.com/vsphere/2019/08/introducing-project-pacific.html) [![blogs.windows.com: Bringing the browser developer tools to Visual Studio' Code](){: style="width:7%"}](https://blogs.windows.com/msedgedev/2020/10/01/microsoft-edge-tools-vscode) [![bloo.media: Producto MΓ­nimo Viable ΒΏQuΓ© es y cΓ³mo crearlo?](){: style="width:7%"}](https://bloo.media/blog/producto-minimo-viable-mvp) [![AWS Certified Solutions Architect Professional – Study Guide](){: style="width:7%"}](https://blue-clouds.com/category/study-guide)

+[![bootcamp.uxdesign.cc: A quick win to prepare for every meeting using templates](){: style="width:7%"}](https://bootcamp.uxdesign.cc/a-quick-win-to-prepare-for-every-meeting-using-templates-d2359c849433) [![bootcamp.uxdesign.cc: Popular Tech Stack for Startups in 2022](){: style="width:7%"}](https://bootcamp.uxdesign.cc/popular-tech-stack-for-startups-in-2022-f3b53f50c18) [![boozangfromthetrenches.com: Root Cause Analysis in Test Automation](){: style="width:7%"}](https://boozangfromthetrenches.com/root-cause-analysis-in-test-automation/9) [![Bors Bot](){: style="width:7%"}](https://bors.tech) [![botkube.io](){: style="width:7%"}](https://botkube.io) [![boxunix.com: A Better Way of Organizing Your Kubernetes Manifest Files 🌟](){: style="width:7%"}](https://boxunix.com/2020/05/15/a-better-way-of-organizing-your-kubernetes-manifest-files) [![boxunix.com: Developer’s Guide to Writing a Good Helm Chart](){: style="width:7%"}](https://boxunix.com/2022/02/05/developers-guide-to-writing-a-good-helm-chart) [![bqstack.com: Monitoring Application using Elastic APM](){: style="width:7%"}](https://bqstack.com/b/detail/109) [![None](){: style="width:7%"}](https://bqstack.com/blog/monitoring-application-using-elastic-apm) [![braindose.blog: 4 Key Characteristics for a Successful GitOps Implementation](){: style="width:7%"}](https://braindose.blog/2020/03/18/4-key-characteristics-of-gitops) [![bravenewgeek.com: The Observability Pipeline](){: style="width:7%"}](https://bravenewgeek.com/the-observability-pipeline)

+[![brennerm.github.io: Kubernetes operators with Python #1: Creating CRDs](){: style="width:7%"}](https://brennerm.github.io/posts/k8s-operators-with-python-part-1.html) [![brennerm.github.io: Kubernetes Overview Diagrams 🌟](){: style="width:7%"}](https://brennerm.github.io/posts/kubernetes-overview-diagrams.html) [![brennerm.github.io: Setting up an EKS cluster with IAM/IRSA integration](){: style="width:7%"}](https://brennerm.github.io/posts/setting-up-eks-with-irsa-using-terraform.html) [![brianchristner.io: How to use Docker Security Scan Locally](){: style="width:7%"}](https://brianchristner.io/how-to-use-docker-scan) [![bridgecrew](){: style="width:7%"}](https://bridgecrew.io) [![bridgecrew.io: 5 common Kubernetes misconfigs and how to fix them](){: style="width:7%"}](https://bridgecrew.io/blog/5-common-kubernetes-misconfigs-and-how-to-fix-them) [![bridgecrew.io: 5 tips for securely adopting infrastructure as code](){: style="width:7%"}](https://bridgecrew.io/blog/5-tips-for-securely-adopting-infrastructure-as-code) [![bridgecrew.io: Advanced Terraform security: Pro tips for secure infrastructure' as code](){: style="width:7%"}](https://bridgecrew.io/blog/advanced-terraform-security-pro-tips-for-secure-infrastructure-as-code) [![bridgecrew.io: Applying Kubernetes security best practices to Helm charts](){: style="width:7%"}](https://bridgecrew.io/blog/applying-kubernetes-security-best-practices-to-helm-charts) [![bridgecrew.io: Best practices for AWS tagging with Yor](){: style="width:7%"}](https://bridgecrew.io/blog/best-practices-for-aws-tagging-with-yor) [![==bridgecrew.io: 6 key Kubernetes DevSecOps principles: People, processes,' technology==](){: style="width:7%"}](https://bridgecrew.io/blog/kubernetes-devsecops-principles)

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+[![build5nines.com](){: style="width:7%"}](https://build5nines.com) [![build5nines.com: Analyzing IBM’s Acquisition of HashiCorp: A Game-Changer in Hybrid Cloud Management](){: style="width:7%"}](https://build5nines.com/analyzing-ibms-acquisition-of-hashicorp-a-game-changer-in-hybrid-cloud-management) [![build5nines.com: Azure CDN POP Locations: Interactive Map of Azure CDN Points of Presence](){: style="width:7%"}](https://build5nines.com/azure-cdn-endpoint-interactive-map) [![build5nines.com: Azure CLI: Check if Blob Exists in Azure Storage](){: style="width:7%"}](https://build5nines.com/azure-cli-check-if-blob-exists-in-azure-storage) [![Azure Functions Cost Considerations and Optimization](){: style="width:7%"}](https://build5nines.com/azure-functions-cost-considerations-and-optimization) [![build5nines.com: Azure Pipeline: Publish Unit Test and Code Coverage Results with .NET 7 Solution using VSTest, Cobertura, and Coverlet](){: style="width:7%"}](https://build5nines.com/azure-pipeline-publish-unit-test-and-code-coverage-results-with-net-solution-using-vstest-cobertura-and-coverlet) [![build5nines.com: Azure Resource Tags: Important Organization Strategies and Tips 🌟](){: style="width:7%"}](https://build5nines.com/azure-resource-tags-important-organization-strategies-and-tips) [![build5nines.com: Beginner’s Guide to Pulumi CI/CD Pipelines](){: style="width:7%"}](https://build5nines.com/beginners-guide-to-pulumi-ci-cd-pipelines) [![build5nines.com: Benefits of Convention over Configuration for IaC Deployment Projects](){: style="width:7%"}](https://build5nines.com/benefits-of-convention-over-configuration-for-iac-deployment-projects) [![build5nines.com: Best Practices to Promote from DEV to PROD Environments with HashiCorp Terraform using Workspaces and Folders 🌟](){: style="width:7%"}](https://build5nines.com/best-practices-to-promote-from-dev-to-prod-environments-with-hashicorp-terraform-using-workspaces-and-folders) [![build5nines.com: Configuring GitHub Actions to Run Jobs on Specific Branches](){: style="width:7%"}](https://build5nines.com/configuring-github-actions-to-run-jobs-on-specific-branches)

+[![build5nines.com: Configuring Manual Triggers in GitHub Actions with `workflow_dispatch`](){: style="width:7%"}](https://build5nines.com/configuring-manual-triggers-in-github-actions-with-workflow_dispatch) [![build5nines.com: Deploy Terraform using Azure DevOps YAML Pipelines](){: style="width:7%"}](https://build5nines.com/deploy-terraform-using-azure-devops-yaml-pipelines) [![build5nines.com: Deploying Hub-and-Spoke Network Topology in Microsoft Azure using Terraform](){: style="width:7%"}](https://build5nines.com/deploying-hub-and-spoke-network-topology-in-microsoft-azure-using-terraform) [![build5nines.com: Get Started with Azure Bicep – Alternative to ARM Templates](){: style="width:7%"}](https://build5nines.com/get-started-with-azure-bicep) [![build5nines.com: Get Started with Terraform on Azure](){: style="width:7%"}](https://build5nines.com/get-started-with-terraform-on-microsoft-azure) [![build5nines.com: Git: Merge Repositories with History](){: style="width:7%"}](https://build5nines.com/git-merge-repositories-with-history) [![build5nines.com: Git: Reset / Undo Most Recent Local Commit](){: style="width:7%"}](https://build5nines.com/git-reset-undo-most-recent-local-commit) [![build5nines.com: GitHub Actions: Get Current Branch Name for Git Repo](){: style="width:7%"}](https://build5nines.com/github-actions-get-current-branch-name-for-git-repo) [![build5nines.com: GitHub Actions: Run Pandoc to convert Markdown to Word Document](){: style="width:7%"}](https://build5nines.com/github-actions-run-pandoc-to-convert-markdown-to-word-document) [![build5nines.com: How to Determine URL a Local Git Repository was Originally Cloned From](){: style="width:7%"}](https://build5nines.com/how-to-determine-url-a-local-git-repository-was-originally-cloned-from) [![build5nines.com: Introducing Microsoft Copilot for Azure](){: style="width:7%"}](https://build5nines.com/introducing-microsoft-copilot-for-azure)

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+[![Terraform Feature Flags & Environment Toggle Design Patterns](){: style="width:7%"}](https://build5nines.com/terraform-feature-flags-environment-toggle-design-patterns) [![Terraform: Get User Principal Name (UPN) of User Running Deployment without Entra ID Read Permissions](){: style="width:7%"}](https://build5nines.com/terraform-get-user-principal-name-upn-of-user-running-deployment-without-entra-id-read-permissions) [![build5nines.com: Terraform: GitHub Actions Automated Deployment](){: style="width:7%"}](https://build5nines.com/terraform-github-actions-automated-deployment) [![build5nines.com: Terraform: How are Data Sources used?](){: style="width:7%"}](https://build5nines.com/terraform-how-are-data-sources-used) [![build5nines.com: Terraform: How to for_each through a list(objects)](){: style="width:7%"}](https://build5nines.com/terraform-how-to-for_each-through-a-listobjects) [![build5nines.com: Terraform: How to Join and Split Strings](){: style="width:7%"}](https://build5nines.com/terraform-how-to-join-and-split-strings) [![build5nines.com: Terraform: Import Existing Azure Resources into State (.tfstate)](){: style="width:7%"}](https://build5nines.com/terraform-import-existing-azure-resources-into-state-tfstate) [![build5nines.com: Terraform IP Functions for Managing IP Addresses, CIDR Blocks, and Subnets](){: style="width:7%"}](https://build5nines.com/terraform-ip-functions-for-managing-ip-addresses-cidr-blocks-and-subnets) [![build5nines.com: Terraform: Modules using Git Branch as Source](){: style="width:7%"}](https://build5nines.com/terraform-modules-using-git-branch-as-source) [![build5nines.com: Terraform: Remove Resource from State File (.tfstate)](){: style="width:7%"}](https://build5nines.com/terraform-remove-resource-from-state-file-tfstate) [![build5nines.com: Terraform: Split main.tf into seperate files](){: style="width:7%"}](https://build5nines.com/terraform-split-main-tf-into-seperate-files)

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+[![businessinsider.mx: 5 trucos de ChatGPT que pueden ayudar a reducir tu carga' laboral](){: style="width:7%"}](https://businessinsider.mx/trucos-chatgpt-aminorar-carga-laboranl_vida-profesional) [![buttondown.email: Two reasons Kubernetes is so complex](){: style="width:7%"}](https://buttondown.com/nelhage/archive/two-reasons-kubernetes-is-so-complex) [![buttondown.email: Two reasons Kubernetes is so complex](){: style="width:7%"}](https://buttondown.email/nelhage/archive/two-reasons-kubernetes-is-so-complex) [![buttons.github.io: GitHub Buttons](){: style="width:7%"}](https://buttons.github.io) [![None](){: style="width:7%"}](https://bytebytego.com) [![bytebytego.com: System Design - Scale From Zero To Millions Of Users 🌟](){: style="width:7%"}](https://bytebytego.com/courses/system-design-interview/scale-from-zero-to-millions-of-users) [![Byteman](){: style="width:7%"}](https://byteman.jboss.org) [![bytes.devopscube.com: Kubernetes Pod Priority & Preemption](){: style="width:7%"}](https://bytes.devopscube.com/p/pod-priority-preemption-explained) [![cal.com](){: style="width:7%"}](https://cal.com) [![calculadora.malt.es](){: style="width:7%"}](https://calculadora.malt.es) [![calculator.aws: AWS Total Cost of Ownership (TCO) Calculators](){: style="width:7%"}](https://calculator.aws)

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+[![Capistrano](){: style="width:7%"}](https://capistranorb.com) [![capstonec.com: You Will Love These Cloud-native App Architecture Patterns 🌟](){: style="width:7%"}](https://capstonec.com/2020/10/08/cloud-native-app-architecture-patterns) [![carlos-piqueres.medium.com: Product Backlog vs Sprint Backlog](){: style="width:7%"}](https://carlos-piqueres.medium.com/product-backlog-vs-sprint-backlog-c951f972e979) [![carlos.mendible.com: AKS: Persistent Volume Claim with an Azure File Storage protected with a Private Endpoint](){: style="width:7%"}](https://carlos.mendible.com/2021/08/02/aks-persistent-volume-claim-with-an-azure-file-storage-protected-with-a-private-endpoint) [![carlosalca.medium.com: How to manage all my K8s secrets in git securely' with Bitnami Sealed Secrets](){: style="width:7%"}](https://carlosalca.medium.com/how-to-manage-all-my-k8s-secrets-in-git-securely-with-bitnami-sealed-secrets-43580b8fa0c7) [![RHAMT in Github Actions](){: style="width:7%"}](https://carlosthe19916.wordpress.com/2020/04/12/rhamt-in-github-actions) [![kapp 🌟](){: style="width:7%"}](https://carvel.dev/kapp) [![Cassandra.apache.org](){: style="width:7%"}](https://cassandra.apache.org) [![CAST AI](){: style="width:7%"}](https://cast.ai) [![cast.ai: 8 best practices to reduce your AWS bill for Kubernetes](){: style="width:7%"}](https://cast.ai/blog/8-best-practices-to-reduce-your-aws-bill-for-kubernetes) [![cast.ai: AWS EKS vs. ECS vs. Fargate: Where to manage your Kubernetes?](){: style="width:7%"}](https://cast.ai/blog/aws-eks-vs-ecs-vs-fargate-where-to-manage-your-kubernetes)

+[![cast.ai: Ultimate cloud pricing comparison: AWS vs. Azure vs. Google Cloud in 2021](){: style="width:7%"}](https://cast.ai/blog/cloud-pricing-comparison) [![cast.ai: 8 best practices to reduce your AWS bill for Kubernetes](){: style="width:7%"}](https://cast.ai/blog/eks-cost-optimization) [![cast.ai: EKS Security Checklist: 10 Best Practices for a Secure Cluster](){: style="width:7%"}](https://cast.ai/blog/eks-security-checklist-10-best-practices-for-a-secure-cluster) [![cast.ai: Guide to Kubernetes autoscaling for cloud cost optimization 🌟](){: style="width:7%"}](https://cast.ai/blog/guide-to-kubernetes-autoscaling-for-cloud-cost-optimization) [![cast.ai: Keep your AWS Kubernetes costs in check with intelligent allocation' (EKS)](){: style="width:7%"}](https://cast.ai/blog/keep-your-aws-kubernetes-costs-in-check-with-intelligent-allocation) [![cast.ai: Kubernetes Labels: Expert Guide with 10 Best Practices](){: style="width:7%"}](https://cast.ai/blog/kubernetes-labels-expert-guide-with-10-best-practices) [![cast.ai: Kubernetes Namespace: How To Use It To Organize And Optimize Costs](){: style="width:7%"}](https://cast.ai/blog/kubernetes-namespace-how-to-use-it-to-organize-and-optimize-costs) [![cast.ai: Kubernetes Security: 10 Best Practices from the Industry and Community 🌟](){: style="width:7%"}](https://cast.ai/blog/kubernetes-security-10-best-practices) [![cast.ai: Ultimate cloud pricing comparison: AWS vs. Azure vs. Google Cloud' in 2021](){: style="width:7%"}](https://cast.ai/blog/ultimate-cloud-pricing-comparison-aws-vs-azure-vs-google-cloud-in-2021) [![catalog.ngc.nvidia.com: NVIDIA GPU Operator - Helm chart 🌟🌟🌟](){: style="width:7%"}](https://catalog.ngc.nvidia.com/orgs/nvidia/helm-charts/gpu-operator) [![Red Hat Container Catalog - RedHat Registry (registry.redhat.io) 🌟](){: style="width:7%"}](https://catalog.redhat.com/en)

+[![Red Hat Ecosystem Catalog](){: style="width:7%"}](https://catalog.redhat.com/en/software/containers/explore) [![Red Hat Ecosystem Catalog](){: style="width:7%"}](https://catalog.redhat.com/software/containers/explore) [![catonmat.net: GNU Coreutils Cheat Sheet](){: style="width:7%"}](https://catonmat.net/gnu-coreutils-cheat-sheet) [![trek10.com: Beginner's Guide to Using Terraform with AWS 🌟](){: style="width:7%"}](https://caylent.com/blog/beginners-guide-to-using-terraform-with-aws) [![trek10.com: Enterprise CI/CD on AWS: a pragmatic approach](){: style="width:7%"}](https://caylent.com/blog/pragmatic-enterprise-cicd) [![trek10.com: Control Tower: Then vs Now](){: style="width:7%"}](https://caylent.com/insights) [![==cbui.dev: Every company has an "old" production AWS account==](){: style="width:7%"}](https://cbui.dev/every-company-has-an-old-production-aws-account) [![ccseyhan.medium.com: What Is Terraform Reusability and How to Achieve It](){: style="width:7%"}](https://ccseyhan.medium.com/what-is-terraform-reusability-and-how-to-achieve-it-97d9565e394d) [![cd.foundation: Announcing the CD Foundation MLOps SIG](){: style="width:7%"}](https://cd.foundation/blog/2020/02/11/announcing-the-cd-foundation-mlops-sig) [![cd.foundation: 2021 Technology Trends and Predictions](){: style="width:7%"}](https://cd.foundation/blog/2021/02/01/trends-that-will-define-ci-cd-in-2021) [![cd.foundation: Intro to Deployment Strategies: Blue-Green, Canary, and More' 🌟](){: style="width:7%"}](https://cd.foundation/blog/2021/03/24/intro-to-deployment-strategies-blue-green-canary-and-more)

+[![cd.foundation: CD Foundation Welcomes Shipwright, Framework for Building' Container Images on Kubernetes, As New Incubating Project](){: style="width:7%"}](https://cd.foundation/blog/2021/08/03/cd-foundation-shipwright-announcement) [![cd.foundation: Bringing Blue Ocean into the future of Jenkins](){: style="width:7%"}](https://cd.foundation/blog/2021/09/02/bringing-blue-ocean-into-the-future-of-jenkins) [![cd.foundation: Going Cloud Native with Jenkins Kubernetes Operator](){: style="width:7%"}](https://cd.foundation/blog/2021/09/02/going-cloud-native-with-jenkins-kubernetes-operator) [![cdk8s.io](){: style="width:7%"}](https://cdk8s.io) [![Azure Essentials Customer Infographic - Innovate with AI](){: style="width:7%"}](https://cdn-dynmedia-1.microsoft.com/is/content/microsoftcorp/azure/acom/documents/pdfs/en-us/Azure-Essentials-customer-infographic-Innovate-with-AIFINAL.pdf) [![None](){: style="width:7%"}](https://cdn.jsdelivr.net/gh/sindresorhus/awesome@d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg) [![None](){: style="width:7%"}](https://cdn.rawgit.com/sindresorhus/awesome/d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg) [![docker-swarm-cheatsheet-sematext.pdf](){: style="width:7%"}](https://cdn2.hubspot.net/hubfs/5111483/docker-swarm-cheatsheet-sematext.pdf) [![Red Hat Ceph Storage](){: style="width:7%"}](https://ceph.io) [![Red Hat Ceph Storage](){: style="width:7%"}](https://ceph.io/en) [![cert-manager 🌟](){: style="width:7%"}](https://cert-manager.io)

+[![cert-manager.io 🌟](){: style="width:7%"}](https://cert-manager.io/docs) [![okd4-upi-lab-setup: Building an OpenShift - OKD 4.X Lab](){: style="width:7%"}](https://cgruver.github.io/okd4-upi-lab-setup) [![chaimeleon.eu](){: style="width:7%"}](https://chaimeleon.eu) [![chaitu-kopparthi.medium.com: Scaling Kubernetes workloads using custom Prometheus' metrics](){: style="width:7%"}](https://chaitu-kopparthi.medium.com/scaling-kubernetes-workloads-using-custom-prometheus-metrics-1eb64b23919e) [![chakray.com: 11 Steps to achieving a successful API Management Strategy](){: style="width:7%"}](https://chakray.com/11-steps-achieving-successful-api-management-strategy) [![chakray.com: API Strategy. How to create an API Marketplace](){: style="width:7%"}](https://chakray.com/api-strategy-how-to-create-an-api-marketplace) [![chakray.com: 11 Pasos para lograr una estrategia API Management exitosa](){: style="width:7%"}](https://chakray.com/es/11-pasos-lograr-estrategia-api-management-exitosa) [![chakray.com: Por qué API LIFECYCLE MANAGEMENT es imprescindible para la organización de APIs](){: style="width:7%"}](https://chakray.com/es/por-que-api-lifecycle-management-imprescindible-api-organizacion) [![chakray.com: Why API Lifecycle Management is a MUST for Your Organisation APIs](){: style="width:7%"}](https://chakray.com/why-api-lifecycle-management-is-must-organisation-apis) [![Monoliths are the future | Kelsey Hightower](){: style="width:7%"}](https://changelog.com/posts/monoliths-are-the-future) [![channel9.msdn.com: Troubleshoot AKS cluster issues with AKS Diagnostics' and AKS Periscope](){: style="width:7%"}](https://channel9.msdn.com/Shows/Azure-Friday/Troubleshoot-AKS-cluster-issues-with-AKS-Diagnostics-and-AKS-Periscope)

+[![chaordic.io: Is Nomad a better Kubernetes?](){: style="width:7%"}](https://chaordic.io/blog/is-nomad-a-better-kubernetes) [![Chaos Mesh 🌟](){: style="width:7%"}](https://chaos-mesh.org) [![chaos-mesh.org: Chaos Mesh 1.0: Chaos Engineering on Kubernetes Made Easier](){: style="width:7%"}](https://chaos-mesh.org/blog/chaos-mesh-1.0-chaos-engineering-on-kubernetes-made-easier) [![Redefining Virtualization in the VMware Acquisition Era](){: style="width:7%"}](https://chaoslever.com/cl-20240118) [![charbelnemnom.com: Exam AZ-305: Microsoft Certified: Azure Solutions Architect' Expert](){: style="width:7%"}](https://charbelnemnom.com/az-305-exam-study-guide-azure-solutions-architect) [![charbelnemnom.com: Move Files Between Azure File Share Tiers and optimize' storage costs](){: style="width:7%"}](https://charbelnemnom.com/move-files-between-azure-file-share-tiers) [![Nginx: a caching, thumbnailing, reverse proxying image server? 🌟](){: style="width:7%"}](https://charlesleifer.com/blog/nginx-a-caching-thumbnailing-reverse-proxying-image-server-) [![JFrog ChartCenter](){: style="width:7%"}](https://chartcenter.io) [![charts.helm.sh/incubator 🌟](){: style="width:7%"}](https://charts.helm.sh/incubator) [![charts.helm.sh/stable 🌟](){: style="width:7%"}](https://charts.helm.sh/stable) [![chat.openai.com/g/g-6eSNNNvsB-kubernetes-terraformer: Kubernetes Terraformer](){: style="width:7%"}](https://chat.openai.com/g/g-6eSNNNvsB-kubernetes-terraformer)

+[![chat.openai.com: Kube Debugger: A Kubernetes error debugger offering diagnostic' and resolution guidance.](){: style="width:7%"}](https://chat.openai.com/g/g-TCE8R7bcL-kube-debugger) [![None](){: style="width:7%"}](https://chatgippety.com) [![chat.openai.com/g/g-6eSNNNvsB-kubernetes-terraformer: Kubernetes Terraformer](){: style="width:7%"}](https://chatgpt.com/g/g-6eSNNNvsB-kubernetes-terraformer) [![chat.openai.com: Kube Debugger: A Kubernetes error debugger offering diagnostic and resolution guidance.](){: style="width:7%"}](https://chatgpt.com/g/g-TCE8R7bcL-kube-debugger) [![OpenShift.io Samples 🌟🌟](){: style="width:7%"}](https://che.openshift.io/dashboard) [![cheat.sh 🌟](){: style="width:7%"}](https://cheat.sh) [![cheatography.com](){: style="width:7%"}](https://cheatography.com) [![cheatography.com: Jenkins Cheat Sheet](){: style="width:7%"}](https://cheatography.com/funthomas424242/cheat-sheets/jenkins) [![cheatography.com](){: style="width:7%"}](https://cheatography.com/mikesac/cheat-sheets/maven) [![cheatsheet.dennyzhang.com: kubectl kubernetes free cheat sheet 🌟](){: style="width:7%"}](https://cheatsheet.dennyzhang.com/cheatsheet-kubernetes-a4) [![ssh cheat sheet](){: style="width:7%"}](https://cheatsheet.dennyzhang.com/cheatsheet-ssh-a4)

+[![cheatsheetseries.owasp.org: Docker Security Cheat Sheet 🌟🌟](){: style="width:7%"}](https://cheatsheetseries.owasp.org/cheatsheets/Docker_Security_Cheat_Sheet.html) [![cheatsheetseries.owasp.org: OWASP Cheat Sheet Series 🌟🌟](){: style="width:7%"}](https://cheatsheetseries.owasp.org/index.html) [![Purposeful Commits](){: style="width:7%"}](https://chrisarcand.com/purposeful-commits) [![==chrisedrego.medium.com: Kubernetes AutoScaling Series: Cluster AutoScaler==' 🌟](){: style="width:7%"}](https://chrisedrego.medium.com/kubernetes-autoscaling-series-cluster-autoscaler-5d60c10c3dc1) [![==chrisedrego.medium.com: Power of PriorityClass in Kubernetes== 🌟](){: style="width:7%"}](https://chrisedrego.medium.com/power-of-priorityclass-in-kubernetes-87505260ecb6) [![chrishaessig.medium.com: Multi cluster setup with istio](){: style="width:7%"}](https://chrishaessig.medium.com/multi-cluster-setup-with-istio-c1c6437f4e8c) [![chrisshort.net: GitOps: An implementation of DevOps (abstracts)](){: style="width:7%"}](https://chrisshort.net) [![chrisshort.net: GitOps: An implementation of DevOps (abstracts)](){: style="width:7%"}](https://chrisshort.net/abstracts/gitops-implementation-devops) [![==chrisshort.net: GitOps: An implementation of DevOps==](){: style="width:7%"}](https://chrisshort.net/gitops-an-implementation-of-devops) [![blog.knell.it: Commands Kubernetes should adopt from Red Hat OpenShift](){: style="width:7%"}](https://christianhuth.de/commands-kubernetes-should-adopt-from-red-hat-openshift) [![blog.knell.it: Making your Helm Chart observable for Prometheus](){: style="width:7%"}](https://christianhuth.de/making-your-helm-chart-observable-for-prometheus)

+[![christianmartinezfinancialfox.medium.com: How to use ChatGPT to improve' your Microsft Excel skills?](){: style="width:7%"}](https://christianmartinezfinancialfox.medium.com/how-to-use-chatgpt-to-improve-your-microsft-excel-skills-41817b6465df) [![TableauGPT β€” The Ultimate Guide on how to utilize its full potential in Finance](){: style="width:7%"}](https://christianmartinezfinancialfox.medium.com/tableaugpt-the-ultimate-guide-on-how-to-utilize-its-full-potential-445939e3833d) [![christopher-lawshe.medium.com: Building infrastructure with Terraform: EC2,' Jenkins, S3 and more](){: style="width:7%"}](https://christopher-lawshe.medium.com/building-infrastructure-with-terraform-ec2-jenkins-s3-and-more-4ec30f53a44a) [![christophermeiklejohn.com: Understanding why Resilience Faults in Microservice Applications Occur](){: style="width:7%"}](https://christophermeiklejohn.com/filibuster/2022/03/19/understanding-faults.html) [![Port of Firefox's JSON Viewer](){: style="width:7%"}](https://chrome.google.com/webstore/detail/json-viewer/efknglbfhoddmmfabeihlemgekhhnabb) [![Chrome Extension](){: style="width:7%"}](https://chrome.google.com/webstore/detail/monitor-me-jenkins/jhbokpimjgedmpcmfoghhiokhpihlkgc) [![Linux on Chrome OS, sometimes called Crostini 🌟](){: style="width:7%"}](https://chromeos.dev/en/linux) [![Chrome Extension](){: style="width:7%"}](https://chromewebstore.google.com/detail/empty-title/jhbokpimjgedmpcmfoghhiokhpihlkgc) [![Port of Firefox's JSON Viewer](){: style="width:7%"}](https://chromewebstore.google.com/detail/json-viewer/efknglbfhoddmmfabeihlemgekhhnabb) [![None](){: style="width:7%"}](https://chromewebstore.google.com/detail/yaml-validator/gjgbohnlhijomhfiflapnlnmcpckgigg) [![Cicada: A tool for testing microservices](){: style="width:7%"}](https://cicadatesting.github.io/cicada-2)

+[![cidr.xyz 🌟](){: style="width:7%"}](https://cidr.xyz) [![cilium.io 🌟](){: style="width:7%"}](https://cilium.io) [![cilium.io: NetworkPolicy Editor: Create, Visualize, and Share Kubernetes NetworkPolicies 🌟](){: style="width:7%"}](https://cilium.io/blog/2021/02/10/network-policy-editor) [![cilium.io: CNI Benchmark: Understanding Cilium Network Performance](){: style="width:7%"}](https://cilium.io/blog/2021/05/11/cni-benchmark) [![cilium.io: Cilium 1.10: WireGuard, BGP Support, Egress IP Gateway, New Cilium CLI, XDP Load Balancer, Alibaba Cloud Integration and more](){: style="width:7%"}](https://cilium.io/blog/2021/05/20/cilium-110) [![cincodias.elpais.com: El teletrabajo impulsa la oferta de β€˜freelance’](){: style="width:7%"}](https://cincodias.elpais.com/cincodias/2022/02/08/fortunas/1644336556_587972.html) [![cincodias.elpais.com: El sector del 'data center' eleva a 6.837 millones su inversiΓ³n directa en nuevos centros en EspaΓ±a hasta 2026](){: style="width:7%"}](https://cincodias.elpais.com/cincodias/2022/03/31/companias/1648738965_952353.html) [![cioperu.pe: 5 formas de impulsar la utilizaciΓ³n de feature flags](){: style="width:7%"}](https://cioperu.pe/articulo/30477/devops-5-formas-de-impulsar-la-utilizacion-de-feature-flags) [![Circle CI](){: style="width:7%"}](https://circleci.com) [![Adding approval jobs to your CI pipeline](){: style="width:7%"}](https://circleci.com/blog/adding-approval-jobs-to-your-ci-pipeline) [![Building CI/CD pipelines using dynamic config](){: style="width:7%"}](https://circleci.com/blog/building-cicd-pipelines-using-dynamic-config)

+[![Getting started with Kubernetes: how to set up your first cluster](){: style="width:7%"}](https://circleci.com/blog/getting-started-with-kubernetes-how-to-set-up-your-first-cluster) [![circleci.com: Infrastructure as Code, part 2: build Docker images and deploy' to Kubernetes with Terraform](){: style="width:7%"}](https://circleci.com/blog/learn-iac-part02) [![circleci.com: Infrastructure as Code, part 1: create a Kubernetes cluster with Terraform](){: style="width:7%"}](https://circleci.com/blog/learn-iac-part1) [![circleci.com: Infrastructure as Code, part 3: automate Kubernetes deployments' with CI/CD and Terraform](){: style="width:7%"}](https://circleci.com/blog/learn-iac-part3) [![Managing reusable pipeline configuration with object parameters](){: style="width:7%"}](https://circleci.com/blog/parameters-in-pipeline-config) [![circleci.com: Performing database tests on SQL databases](){: style="width:7%"}](https://circleci.com/blog/relational-db-testing) [![Top 5 CI/CD best practices for 2021 🌟](){: style="width:7%"}](https://circleci.com/blog/top-5-ci-cd-best-practices) [![circleci.com: Unit testing vs integration testing 🌟](){: style="width:7%"}](https://circleci.com/blog/unit-testing-vs-integration-testing) [![clarusway.com: Top 21 DevOps Tools Of 2021 (Comprehensive Guide)](){: style="width:7%"}](https://clarusway.com/top-21-devops-tools) [![Claude 101: Free Guides to Master Claude](){: style="width:7%"}](https://claude101.com) [![==clavinjune.dev: Working With Remote Docker Using Docker Context==](){: style="width:7%"}](https://clavinjune.dev/en/blogs/working-with-remote-docker-using-docker-context)

+[![cleancloud-k8s.com: Handling Multiline Logs with Loki and Fluent Bit on' Kubernetes](){: style="width:7%"}](https://cleancloud-k8s.com/2022/01/19/handling-multiline-logging-with-loki-and-fluent-bit-on-kubernetes) [![GitHub CLI](){: style="width:7%"}](https://cli.github.com) [![Click 🌟](){: style="width:7%"}](https://click.palletsprojects.com) [![Click 🌟](){: style="width:7%"}](https://click.palletsprojects.com/en/stable) [![clickhouse.com](){: style="width:7%"}](https://clickhouse.com) [![cloud-and-devops.hashnode.dev: Git 007 : Learn Advanced GIT topics like' a Pro](){: style="width:7%"}](https://cloud-and-devops.hashnode.dev/git-007-learn-advanced-git-topics-like-a-pro) [![cloud-melon.com: Under the hood of Kubernetes and microservices](){: style="width:7%"}](https://cloud-melon.com/2019/12/26/under-the-hood-of-kubernetes-and-microservices) [![cloud-viadee.medium.com: GitOps for IT-Architects: Transparent and Secure' Kubernetes deployments](){: style="width:7%"}](https://cloud-viadee.medium.com/gitops-for-it-architects-6312e7822819) [![cloud.google.com](){: style="width:7%"}](https://cloud.google.com) [![Anthos 🌟](){: style="width:7%"}](https://cloud.google.com/anthos) [![Anthos Config Management](){: style="width:7%"}](https://cloud.google.com/anthos/config-management)

+[![Google Apigee API Manager](){: style="width:7%"}](https://cloud.google.com/apigee) [![Google Cloud AppSheet](){: style="width:7%"}](https://cloud.google.com/appsheet) [![cloud.google.com: Crea una canalización de CI/CD con Azure Pipelines y Compute' Engine](){: style="width:7%"}](https://cloud.google.com/architecture/creating-cicd-pipeline-vsts-compute-engine) [![cloud.google.com: OWASP Top 10 mitigation options on Google Cloud 🌟](){: style="width:7%"}](https://cloud.google.com/architecture/owasp-top-ten-mitigation) [![None](){: style="width:7%"}](https://cloud.google.com/architecture/partners/a-hybrid-cloud-native-devsecops-pipeline-with-jfrog-artifactory-and-gke-on-prem) [![Google Cloud Managed MCP](){: style="width:7%"}](https://cloud.google.com/blog/products/ai-machine-learning/google-cloud-managed-mcp-for-gemini) [![Google Named a Leader in the Gartner Magic Quadrant for AI Application Development Platforms](){: style="width:7%"}](https://cloud.google.com/blog/products/ai-machine-learning/google-named-a-leader-in-the-gartner-magic-quadrant&linkId=61975377) [![Innovations from Google I/O 26 on Google Cloud](){: style="width:7%"}](https://cloud.google.com/blog/products/ai-machine-learning/innovations-from-google-io-26-on-google-cloud&linkId=61951707) [![Nano Banana 2 and Nano Banana Pro available for everyone | Google Cloud Blog](){: style="width:7%"}](https://cloud.google.com/blog/products/ai-machine-learning/nano-banana-2-and-nano-banana-pro-are-generally-available) [![Nano Banana 2 and Nano Banana Pro available for everyone | Google Cloud Blog](){: style="width:7%"}](https://cloud.google.com/blog/products/ai-machine-learning/nano-banana-2-and-nano-banana-pro-are-generally-available&linkId=62082425) [![What's new in Gemini Enterprise](){: style="width:7%"}](https://cloud.google.com/blog/products/ai-machine-learning/whats-new-in-gemini-enterprise&linkId=61975527)

+[![What's New in Gemini Enterprise β€” Agent Platform and Workspace Integrations](){: style="width:7%"}](https://cloud.google.com/blog/products/ai-machine-learning/whats-new-in-gemini-enterprise&linkId=62119638) [![Announcing Apigee Integration: An API-first approach for connecting data and applications](){: style="width:7%"}](https://cloud.google.com/blog/products/api-management/google-cloud-announces-apigee-integration) [![cloud.google.com: Follow your org’s app dev best practices with Cloud Code custom samples 🌟](){: style="width:7%"}](https://cloud.google.com/blog/products/application-development/access-an-orgs-custom-code-repo-from-cloud-code-ides) [![cloud.google.com: Declarative Export. Build your perfect Google Cloud infrastructure using Terraform and the gcloud CLI](){: style="width:7%"}](https://cloud.google.com/blog/products/application-development/google-cloud-cli-declarative-export-preview) [![New Cloud Shell Editor: Get your first cloud-native app running in minutes](){: style="width:7%"}](https://cloud.google.com/blog/products/application-development/introducing-cloud-shell-editor) [![cloud.google.com: Kubernetes development, simplifiedβ€”Skaffold is now GA](){: style="width:7%"}](https://cloud.google.com/blog/products/application-development/kubernetes-development-simplified-skaffold-is-now-ga) [![cloud.google.com: Save money and time with automated VM management and suspend/resume](){: style="width:7%"}](https://cloud.google.com/blog/products/compute/guide-to-cost-optimization-through-automated-vm-management) [![cloud.google.com: Kubernetes Best Practices](){: style="width:7%"}](https://cloud.google.com/blog/products/containers-kubernetes) [![Looking ahead as GKE, the original managed Kubernetes, turns 5](){: style="width:7%"}](https://cloud.google.com/blog/products/containers-kubernetes/5-ways-google-cloud-is-making-gke-the-best-place-to-run-kubernetes) [![cloud.google.com: Announcing Spot Pods for GKE Autopilotβ€”save on fault tolerant workloads](){: style="width:7%"}](https://cloud.google.com/blog/products/containers-kubernetes/announcing-spot-pods-for-gke-autopilot) [![cloud.google.com: Know more, spend less: how GKE cost optimization insights help you optimize Kubernetes](){: style="width:7%"}](https://cloud.google.com/blog/products/containers-kubernetes/gke-cost-optimization-insights-now-ga)

+[![cloud.google.com: Anthos makes multi-cloud easier with new API, support for Azure](){: style="width:7%"}](https://cloud.google.com/blog/products/containers-kubernetes/google-cloud-anthos-multicloud-api-and-gke-on-azure-ga) [![Introducing GKE Autopilot: a revolution in managed Kubernetes 🌟](){: style="width:7%"}](https://cloud.google.com/blog/products/containers-kubernetes/introducing-gke-autopilot) [![cloud.google.com: Discover and invoke services across clusters with GKE multi-cluster services](){: style="width:7%"}](https://cloud.google.com/blog/products/containers-kubernetes/introducing-gke-multi-cluster-services) [![cloud.google.com: Introducing Kubernetes control plane metrics in GKE](){: style="width:7%"}](https://cloud.google.com/blog/products/containers-kubernetes/kubernetes-control-plane-metrics-are-generally-available) [![cloud.google.com: How to do multi-cluster Kubernetes in the real worldβ€”one GKE shop’s approach](){: style="width:7%"}](https://cloud.google.com/blog/products/containers-kubernetes/multi-cluster-kubernetes-with-gke-at-geotab) [![cloud.google.com: The past, present, and future of Kubernetes with Eric Brewer](){: style="width:7%"}](https://cloud.google.com/blog/products/containers-kubernetes/the-rise-and-future-of-kubernetes-and-open-source-at-google) [![cloudblog.withgoogle.com: Turn any Dataflow pipeline into a reusable template](){: style="width:7%"}](https://cloud.google.com/blog/products/data-analytics/create-templates-from-any-dataflow-pipeline) [![cloud.google.com: To run or not to run a database on Kubernetes - What to consider](){: style="width:7%"}](https://cloud.google.com/blog/products/databases/to-run-or-not-to-run-a-database-on-kubernetes-what-to-consider) [![cloud.google.com: SRE vs. DevOps: competing standards or close friends?](){: style="width:7%"}](https://cloud.google.com/blog/products/devops-sre) [![cloud.google.com: State of DevOps 2021 🌟](){: style="width:7%"}](https://cloud.google.com/blog/products/devops-sre/announcing-dora-2021-accelerate-state-of-devops-report) [![cloud.google.com: Google Cloud Managed Service for Prometheus is now generally available](){: style="width:7%"}](https://cloud.google.com/blog/products/devops-sre/easy-managed-prometheus-metrics-service-for-kubernetes)

+[![cloud.google.com: Introducing Google Cloud Deploy: Managed continuous delivery to GKE](){: style="width:7%"}](https://cloud.google.com/blog/products/devops-sre/google-cloud-deploy-automates-deploys-to-gke) [![cloud.google.com: Google Cloud Deploy, now GA, makes it easier to do continuous delivery to GKE](){: style="width:7%"}](https://cloud.google.com/blog/products/devops-sre/google-cloud-deploy-now-ga) [![cloud.google.com: SRE at Google: Our complete list of CRE life lessons 🌟](){: style="width:7%"}](https://cloud.google.com/blog/products/devops-sre/sre-at-google-our-complete-list-of-cre-life-lessons) [![cloud.google.com: 5 cheat sheets to help you get started on your Google Cloud journey 🌟](){: style="width:7%"}](https://cloud.google.com/blog/products/gcp/5-google-cloud-product-cheat-sheets-2021) [![cloud.google.com: SRE vs. DevOps: competing standards or close friends?](){: style="width:7%"}](https://cloud.google.com/blog/products/gcp/sre-vs-devops-competing-standards-or-close-friends) [![cloud.google.com: Cloud IDS for network-based threat detection is now generally available](){: style="width:7%"}](https://cloud.google.com/blog/products/identity-security/announcing-general-availability-of-google-cloud-ids) [![cloud.google.com: Enabling keyless authentication from GitHub Actions](){: style="width:7%"}](https://cloud.google.com/blog/products/identity-security/enabling-keyless-authentication-from-github-actions) [![cloud.google.com: Choose the best way to use and authenticate service accounts on Google Cloud](){: style="width:7%"}](https://cloud.google.com/blog/products/identity-security/how-to-authenticate-service-accounts-to-help-keep-applications-secure) [![Introducing Google AI Threat Defense to help you outpace the adversary](){: style="width:7%"}](https://cloud.google.com/blog/products/identity-security/introducing-google-ai-threat-defense&linkId=62061638) [![Introducing Google AI Threat Defense to help you outpace the adversary](){: style="width:7%"}](https://cloud.google.com/blog/products/identity-security/introducing-google-ai-threat-defense&linkId=62065386) [![Introducing Google AI Threat Defense to help you outpace the adversary](){: style="width:7%"}](https://cloud.google.com/blog/products/identity-security/introducing-google-ai-threat-defense&linkId=62065785)

+[![Using new traffic control features in External HTTP(S) load balancer](){: style="width:7%"}](https://cloud.google.com/blog/products/networking/how-to-use-new-traffic-control-features-in-cloud-load-balancing) [![cloud.google.com: Consume services faster, privately and securely - Private Service Connect now in GA](){: style="width:7%"}](https://cloud.google.com/blog/products/networking/private-service-connect-is-now-generally-available) [![Traffic Director and gRPCβ€”proxyless services for your service mesh](){: style="width:7%"}](https://cloud.google.com/blog/products/networking/traffic-director-supports-proxyless-grpc) [![cloud.google.com: Monitor and troubleshoot your VMs in context for faster resolution](){: style="width:7%"}](https://cloud.google.com/blog/products/operations/better-access-to-observability-data-for-virtual-machines) [![cloud.google.com: Get planet-scale monitoring with Managed Service for Prometheus](){: style="width:7%"}](https://cloud.google.com/blog/products/operations/introducing-google-cloud-managed-service-for-prometheus) [![cloud.google.com: Troubleshooting services on Google Kubernetes Engine by example 🌟](){: style="width:7%"}](https://cloud.google.com/blog/products/operations/troubleshooting-services-on-google-kubernetes-engine) [![cloud.google.com: How to deploy the Google Cloud Ops Agent with Ansible](){: style="width:7%"}](https://cloud.google.com/blog/products/operations/use-ansible-to-deploy-the-google-cloud-ops-agent) [![Cloud Functions, meet VPC functionality](){: style="width:7%"}](https://cloud.google.com/blog/products/serverless/learn-how-to-use-advanced-vpc-functionality-with-your-cloud-functions) [![cloud.google.com: The next big evolution in serverless computing](){: style="width:7%"}](https://cloud.google.com/blog/products/serverless/the-next-big-evolution-in-cloud-computing) [![cloud.google.com: Announcing Backup for GKE: the easiest way to protect GKE workloads](){: style="width:7%"}](https://cloud.google.com/blog/products/storage-data-transfer/google-cloud-launches-backups-for-gke) [![Bringing Kubernetes’ goodness to Windows Server apps with Anthos](){: style="width:7%"}](https://cloud.google.com/blog/topics/anthos/windows-server-support-comes-to-anthos-on-prem)

+[![cloud.google.com: 5 key metrics to measure Cloud FinOps impact in your organization in 2022 and beyond](){: style="width:7%"}](https://cloud.google.com/blog/topics/cloud-first/key-metrics-to-measure-impact-of-cloud-finops) [![cloud.google.com: Cloud DNS explained!](){: style="width:7%"}](https://cloud.google.com/blog/topics/developers-practitioners/cloud-dns-explained) [![cloud.google.com: A container story - Google Kubernetes Engine](){: style="width:7%"}](https://cloud.google.com/blog/topics/developers-practitioners/container-story-google-kubernetes-engine) [![cloud.google.com: Demystifying Cloud Spanner multi-region configurations](){: style="width:7%"}](https://cloud.google.com/blog/topics/developers-practitioners/demystifying-cloud-spanner-multi-region-configurations) [![cloud.google.com: DevOps and CI/CD on Google Cloud explained](){: style="width:7%"}](https://cloud.google.com/blog/topics/developers-practitioners/devops-and-cicd-google-cloud-explained) [![cloud.google.com: Google Cloud Networking overview 🌟🌟](){: style="width:7%"}](https://cloud.google.com/blog/topics/developers-practitioners/google-cloud-networking-overview) [![cloud.google.com: How to transfer your data to Google Cloud](){: style="width:7%"}](https://cloud.google.com/blog/topics/developers-practitioners/how-transfer-your-data-google-cloud) [![cloud.google.com: How to use a machine learning model from a Google Sheet using BigQuery ML](){: style="width:7%"}](https://cloud.google.com/blog/topics/developers-practitioners/how-use-machine-learning-model-google-sheet-using-bigquery-ml) [![cloud.google.com: Introducing a Google Cloud architecture diagramming tool](){: style="width:7%"}](https://cloud.google.com/blog/topics/developers-practitioners/introducing-google-cloud-architecture-diagramming-tool) [![Level Up Your Agents: Announcing Google's Official Skills Repository](){: style="width:7%"}](https://cloud.google.com/blog/topics/developers-practitioners/level-up-your-agents-announcing-googles-official-skills-repository) [![cloud.google.com: Microservices architecture on Google Cloud](){: style="width:7%"}](https://cloud.google.com/blog/topics/developers-practitioners/microservices-architecture-google-cloud)

+[![cloud.google.com: Service Directory cheat sheet](){: style="width:7%"}](https://cloud.google.com/blog/topics/developers-practitioners/service-directory-cheat-sheet) [![cloud.google.com: Service orchestration on Google Cloud](){: style="width:7%"}](https://cloud.google.com/blog/topics/developers-practitioners/service-orchestration-google-cloud) [![Testing Cloud SQL failover: Where to begin](){: style="width:7%"}](https://cloud.google.com/blog/topics/developers-practitioners/testing-cloud-sql-failover-where-begin) [![cloud.google.com: Traffic Director explained!](){: style="width:7%"}](https://cloud.google.com/blog/topics/developers-practitioners/traffic-director-explained) [![cloud.google.com: What is Cloud CDN and how does it work?](){: style="width:7%"}](https://cloud.google.com/blog/topics/developers-practitioners/what-cloud-cdn-and-how-does-it-work) [![cloud.google.com: What is Cloud Load Balancing?](){: style="width:7%"}](https://cloud.google.com/blog/topics/developers-practitioners/what-cloud-load-balancing) [![cloud.google.com: Where should I run my stuff? Choosing a Google Cloud compute option](){: style="width:7%"}](https://cloud.google.com/blog/topics/developers-practitioners/where-should-i-run-my-stuff-choosing-google-cloud-compute-option) [![cloud.google.com: Your Google Cloud database options, explained](){: style="width:7%"}](https://cloud.google.com/blog/topics/developers-practitioners/your-google-cloud-database-options-explained) [![None](){: style="width:7%"}](https://cloud.google.com/blog/topics/developers/introducing-google-cloud-architecture-diagramming-tool) [![cloud.google.com: Kubernetes Best Practices](){: style="width:7%"}](https://cloud.google.com/blog/topics/kubernetes-best-practices) [![mandiant.com: Azure Run Command for Dummies](){: style="width:7%"}](https://cloud.google.com/blog/topics/threat-intelligence/azure-run-command-dummies)

+[![cloud.google.com: Training more than 40 million new people on Google Cloud skills](){: style="width:7%"}](https://cloud.google.com/blog/topics/training-certifications/google-cloud-to-train-more-than-40-million-with-cloud-skills) [![cloud.google.com: How to get started with Google Cloud: Introducing our new learning hub and learning benefits for Innovators](){: style="width:7%"}](https://cloud.google.com/blog/topics/training-certifications/new-learning-hub-and-benefits-for-google-cloud-innovators) [![Google Cloud Build](){: style="width:7%"}](https://cloud.google.com/build) [![Google Cloud Build](){: style="width:7%"}](https://cloud.google.com/cloud-build) [![Google Cloud Code](){: style="width:7%"}](https://cloud.google.com/code) [![cloud.google.com: configuring_with_snippets 🌟](){: style="width:7%"}](https://cloud.google.com/code/docs/vscode/yaml-editing) [![==cloud.google.com/config-connector==](){: style="width:7%"}](https://cloud.google.com/config-connector/docs/overview) [![None](){: style="width:7%"}](https://cloud.google.com/deploy/docs/deploy-app-run) [![cloud.google.com: DevOps](){: style="width:7%"}](https://cloud.google.com/devops) [![Platform comparisons](){: style="width:7%"}](https://cloud.google.com/docs/compare) [![AWS and GCP comparison](){: style="width:7%"}](https://cloud.google.com/docs/compare/aws)

+[![==cloud.google.com: Compare AWS and Azure services to Google Cloud==](){: style="width:7%"}](https://cloud.google.com/docs/get-started/aws-azure-gcp-service-comparison) [![==cloud.google.com: Terraform blueprints and modules for Google Cloud==' 🌟](){: style="width:7%"}](https://cloud.google.com/docs/terraform/blueprints/terraform-blueprints) [![cloud.google.com: Compare AWS and Azure services to Google Cloud](){: style="width:7%"}](https://cloud.google.com/free/docs/aws-azure-gcp-service-comparison) [![Google Cloud Architecture Icons](){: style="width:7%"}](https://cloud.google.com/icons) [![Google Kubernetes Engine](){: style="width:7%"}](https://cloud.google.com/kubernetes-engine) [![Config Sync Overview](){: style="width:7%"}](https://cloud.google.com/kubernetes-engine/docs/add-on/config-sync/overview) [![cloud.google.com: GKE Autopilot 🌟](){: style="width:7%"}](https://cloud.google.com/kubernetes-engine/docs/concepts/autopilot-overview) [![Google Cloud Platform: GKE Cluster Autoscaler](){: style="width:7%"}](https://cloud.google.com/kubernetes-engine/docs/concepts/cluster-autoscaler) [![Kubernetes Cloud DNS](){: style="width:7%"}](https://cloud.google.com/kubernetes-engine/docs/how-to/cloud-dns) [![Setting up NodeLocal DNSCache](){: style="width:7%"}](https://cloud.google.com/kubernetes-engine/docs/how-to/nodelocal-dns-cache) [![cloud.google.com: kubernetes comic](){: style="width:7%"}](https://cloud.google.com/kubernetes-engine/kubernetes-comic)

+[![Google cloud kubernetes pricing](){: style="width:7%"}](https://cloud.google.com/kubernetes-engine/pricing) [![cloud.google.com: What is Kubernetes? 🌟](){: style="width:7%"}](https://cloud.google.com/learn/what-is-kubernetes) [![L7 Internal HTTP(S) Load Balancing overview](){: style="width:7%"}](https://cloud.google.com/load-balancing/docs/l7-internal) [![googlecloudcheatsheet.withgoogle.com: Google Cloud Developer cheat sheet](){: style="width:7%"}](https://cloud.google.com/products) [![Cloud Developer Tools](){: style="width:7%"}](https://cloud.google.com/products/tools) [![Google Cloud Platform Pub/Sub](){: style="width:7%"}](https://cloud.google.com/pubsub/docs/overview) [![Architecting for Autonomy β€” Moving AI Agents from Pilot to Enterprise Scale](){: style="width:7%"}](https://cloud.google.com/resources/content/architecting-for-autonomy&linkId=62121445) [![==cloud.google.com: The gcloud tool cheat sheet==](){: style="width:7%"}](https://cloud.google.com/sdk/docs/cheatsheet?hl=en) [![cloud.google.com: Analyze secrets with Cloud Asset Inventory](){: style="width:7%"}](https://cloud.google.com/secret-manager/docs/analyze-resources) [![cloud.google.com: Secret Manager Best Practices](){: style="width:7%"}](https://cloud.google.com/secret-manager/docs/best-practices) [![Google Cloud Media and Entertainment Solutions](){: style="width:7%"}](https://cloud.google.com/solutions/media-entertainment&linkId=61896450)

+[![A hybrid cloud-native DevSecOps pipeline with JFrog Artifactory and GKE on-prem 🌟](){: style="width:7%"}](https://cloud.google.com/solutions/partners/a-hybrid-cloud-native-devsecops-pipeline-with-jfrog-artifactory-and-gke-on-prem) [![OpenShift on Google Cloud](){: style="width:7%"}](https://cloud.google.com/solutions/partners/openshift-on-gcp) [![==cloud.google.com: Google Cloud Managed Service for Prometheus==](){: style="width:7%"}](https://cloud.google.com/stackdriver/docs/managed-prometheus) [![Traffic Director overview](){: style="width:7%"}](https://cloud.google.com/traffic-director) [![cloud.google.com: VPN network overview](){: style="width:7%"}](https://cloud.google.com/vpc/docs/vpc) [![cloud.hashicorp.com: HashiCorp Cloud](){: style="width:7%"}](https://cloud.hashicorp.com) [![cloud.ibm.com: Containers Troubleshoot Cluster Autoscaler](){: style="width:7%"}](https://cloud.ibm.com/docs/containers?topic=containers-troubleshoot_cluster_autoscaler) [![cloud.ibm.com: OpenShift Ingress](){: style="width:7%"}](https://cloud.ibm.com/docs/openshift?topic=openshift-ingress) [![cloud.ibm.com: openshift-security](){: style="width:7%"}](https://cloud.ibm.com/docs/openshift?topic=openshift-security) [![cloud.ibm.com: Tutorial - Scalable webapp 🌟](){: style="width:7%"}](https://cloud.ibm.com/docs/solution-tutorials?topic=solution-tutorials-scalable-webapp-kubernetes) [![None](){: style="width:7%"}](https://cloud.netapp.com/blog/prepare-for-the-day-of-all-cloud)

+[![==cloud.redhat.com: A Guide to Ingress Controllers in OpenShift using IPI==](){: style="width:7%"}](https://cloud.redhat.com/blog/a-guide-to-ingress-controllers-in-openshift) [![==cloud.redhat.com: A Guide to Secrets Management with GitOps and Kubernetes==' 🌟](){: style="width:7%"}](https://cloud.redhat.com/blog/a-guide-to-secrets-management-with-gitops-and-kubernetes) [![cloud.redhat.com: Announcing Bring Your Own Host Support for Windows nodes' to Red Hat OpenShift](){: style="width:7%"}](https://cloud.redhat.com/blog/announcing-bring-your-own-host-support-for-windows-nodes-to-red-hat-openshift) [![cloud.redhat.com: Application Management in Kubernetes Environments with' Helm Charts and Kubernetes Operators](){: style="width:7%"}](https://cloud.redhat.com/blog/application-management-in-kubernetes-environments-with-helm-charts-and-kubernetes-operators) [![cloud.redhat.com: Automate Your Security Practices and Policies on OpenShift' With Kyverno 🌟](){: style="width:7%"}](https://cloud.redhat.com/blog/automate-your-security-practices-and-policies-on-openshift-with-kyverno) [![cloud.redhat.com: Chaos Engineering With LitmusChaos](){: style="width:7%"}](https://cloud.redhat.com/blog/chaos-engineering-with-litmuschaos) [![cloud.redhat.com: Changes coming for OpenShift.com and Cloud.Redhat.com](){: style="width:7%"}](https://cloud.redhat.com/blog/check-out-our-new-look) [![cloud.redhat.com: Cloud DevOps With OpenShift and JFrog](){: style="width:7%"}](https://cloud.redhat.com/blog/cloud-devops-with-openshift-and-jfrog) [![cloud.redhat.com: Getting Started in OpenShift 🌟](){: style="width:7%"}](https://cloud.redhat.com/blog/getting-started-in-openshift) [![cloud.redhat.com: Getting Started running Spark workloads on OpenShift](){: style="width:7%"}](https://cloud.redhat.com/blog/getting-started-running-spark-workloads-on-openshift) [![cloud.redhat.com: Global Load Balancer Approaches 🌟](){: style="width:7%"}](https://cloud.redhat.com/blog/global-load-balancer-approaches)

+[![cloud.redhat.com: How to Build a Disconnected OpenShift Cluster With Mirror' Registries on RHEL CoreOS Using Podman and Systemd](){: style="width:7%"}](https://cloud.redhat.com/blog/how-to-build-a-disconnected-openshift-cluster-with-mirror-registries-on-rhel-coreos-using-podman-and-systemd) [![cloud.redhat.com: How to Modernize Virtualized Workloads 🌟](){: style="width:7%"}](https://cloud.redhat.com/blog/how-to-modernize-virtualized-workloads) [![cloud.redhat.com: How to Observe your Clusters with Red Hat Advanced Cluster' Management - Customize the Grafana Dashboard](){: style="width:7%"}](https://cloud.redhat.com/blog/how-to-observe-your-clusters-with-red-hat-advanced-cluster-management-customize-the-grafana-dashboard) [![cloud.redhat.com: How to Use ArgoCD Deployments with GitHub Tokens](){: style="width:7%"}](https://cloud.redhat.com/blog/how-to-use-argocd-deployments-with-github-tokens) [![cloud.redhat.com: Log4Shell: Practical Mitigations and Impact Analysis of' the Log4j Vulnerabilities](){: style="width:7%"}](https://cloud.redhat.com/blog/log4shell-practical-mitigations-and-impact-analysis) [![cloud.redhat.com: Monitoring Infrastructure Openshift 4.x Using Zabbix Operator](){: style="width:7%"}](https://cloud.redhat.com/blog/monitoring-infrastructure-openshift-4.x-using-zabbix-operator) [![cloud.redhat.com: OpenShift Commons Briefing: Database Disaster Recovery' Made Easy with Annette Clewett (Red Hat) and Andrew L'Ecuyer (Crunchy Data)](){: style="width:7%"}](https://cloud.redhat.com/blog/openshift-commons-briefing-database-disaster-recovery-made-easy-with-annette-clewett-red-hat-and-andrew-lecuyer-crunchy-data) [![cloud.redhat.com: OpenShift Sandboxed Containers 101 🌟](){: style="width:7%"}](https://cloud.redhat.com/blog/openshift-sandboxed-containers-101) [![cloud.redhat.com: OpenShift Sandboxed Containers Operator From Zero to Hero,' the Hard Way. The Operator Framework and Its Usage](){: style="width:7%"}](https://cloud.redhat.com/blog/openshift-sandboxed-containers-operator-from-zero-to-hero-the-hard-way) [![==cloud.redhat.com: OpenShift Virtualization on Amazon Web Services==](){: style="width:7%"}](https://cloud.redhat.com/blog/openshift-virtualization-on-amazon-web-services) [![==cloud.redhat.com: Red Hat Container Community of Practice Operators==](){: style="width:7%"}](https://cloud.redhat.com/blog/red-hat-container-community-of-practice-operators)

+[![cloud.redhat.com: Red Hat OpenShift 4.8 Is Now Generally Available](){: style="width:7%"}](https://cloud.redhat.com/blog/red-hat-openshift-4.8-is-now-generally-available) [![cloud.redhat.com: Red Hat OpenShift 4.9 Is Now Generally Available](){: style="width:7%"}](https://cloud.redhat.com/blog/red-hat-openshift-4.9-is-now-generally-available) [![cloud.redhat.com: Troubleshooting Sandboxed Containers Operator](){: style="width:7%"}](https://cloud.redhat.com/blog/sandboxed-containers-operator-from-zero-to-hero-the-hard-way-part-2) [![==cloud.redhat.com: Scale your application containers on Red Hat OpenShift' Service on AWS (ROSA) clusters using Amazon EFS storage==](){: style="width:7%"}](https://cloud.redhat.com/blog/scale-your-application-containers-on-red-hat-openshift-service-on-aws-rosa-clusters-using-amazon-efs-storage) [![cloud.redhat.com: Simplifying Database Cloud Service Access](){: style="width:7%"}](https://cloud.redhat.com/blog/simplifying-database-cloud-service-access) [![cloud.redhat.com: Top Open Source Kubernetes Security Tools of 2021 🌟🌟](){: style="width:7%"}](https://cloud.redhat.com/blog/top-open-source-kubernetes-security-tools-of-2021) [![cloud.redhat.com: Velero Backup and Restore of an Application Using gp2' StorageClass on ROSA](){: style="width:7%"}](https://cloud.redhat.com/blog/velero-backup-and-restore-of-an-application-using-gp2-storageclass-on-rosa) [![cloud.redhat.com: Virtual Machines as Code with OpenShift GitOps and OpenShift' Virtualization](){: style="width:7%"}](https://cloud.redhat.com/blog/virtual-machines-as-code-with-openshift-gitops-and-openshift-virtualization) [![New Installer](){: style="width:7%"}](https://cloud.redhat.com/openshift/install) [![Spring Cloud Config Server: Git Backend](){: style="width:7%"}](https://cloud.spring.io/spring-cloud-config/reference/html) [![None](){: style="width:7%"}](https://cloud.spring.io/spring-cloud-config/spring-cloud-config.html)

+[![cloud.spring.io: Spring Cloud Vault 🌟](){: style="width:7%"}](https://cloud.spring.io/spring-cloud-vault/reference/html) [![None](){: style="width:7%"}](https://cloud.tilt.dev) [![**VMware Kubernetes Tanzu**](){: style="width:7%"}](https://cloud.vmware.com/tanzu) [![Ansible and AWS: cloud IT automation management](){: style="width:7%"}](https://cloudacademy.com/blog/ansible-aws) [![cloudacademy.com: Blog / DevOpsDevOps: Why Is It Important to Decouple Deployment' From Release?](){: style="width:7%"}](https://cloudacademy.com/blog/devops-why-is-it-important-to-decouple-deployment-from-release) [![cloudacademy.com: Migrating Data to AWS Using the AWS Schema Conversion' Tool: A Preview](){: style="width:7%"}](https://cloudacademy.com/blog/migrating-data-to-aws) [![cloudark.medium.com: Writing Kubernetes Custom Controllers](){: style="width:7%"}](https://cloudark.medium.com/kubernetes-custom-controllers-b6c7d0668fdf) [![cloudark.medium.com: kubectl connections](){: style="width:7%"}](https://cloudark.medium.com/whats-cooking-in-your-kubernetes-namespace-9200be114f8) [![Looking ahead as GKE, the original managed Kubernetes, turns 5](){: style="width:7%"}](https://cloudblog.withgoogle.com/products/containers-kubernetes/5-ways-google-cloud-is-making-gke-the-best-place-to-run-kubernetes/amp) [![cloudblog.withgoogle.com: Turn any Dataflow pipeline into a reusable template](){: style="width:7%"}](https://cloudblog.withgoogle.com/products/data-analytics/create-templates-from-any-dataflow-pipeline/amp) [![Using new traffic control features in External HTTP(S) load balancer](){: style="width:7%"}](https://cloudblog.withgoogle.com/products/networking/how-to-use-new-traffic-control-features-in-cloud-load-balancing/amp)

+[![Traffic Director and gRPCβ€”proxyless services for your service mesh](){: style="width:7%"}](https://cloudblog.withgoogle.com/products/networking/traffic-director-supports-proxyless-grpc/amp) [![cloudblogs.microsoft.com: Simple steps to create scalable processes to deploy' ML models as microservices](){: style="width:7%"}](https://cloudblogs.microsoft.com/opensource/2021/07/09/simple-steps-to-create-scalable-processes-to-deploy-ml-models-as-microservices) [![Expanding SQL Server Big Data Clusters capabilities, now on Red Hat OpenShift](){: style="width:7%"}](https://cloudblogs.microsoft.com/sqlserver/2020/06/23/expanding-sql-server-big-data-clusters-capabilities-now-on-red-hat-openshift) [![Automated Let's Encrypt Certificates in Azure Key Vault with ACME Bot](){: style="width:7%"}](https://cloudbuild.co.uk/free-automated-lets-encrypt-certificates-in-azure-key-vault-with-acme-bot-a-step-by-step-guide) [![cloudbuild.co.uk: Part 1: Terraform with Azure - How to install Terraform](){: style="width:7%"}](https://cloudbuild.co.uk/how-to-install-terraform) [![cloudbuild.co.uk: Part 2: Terraform with Azure - How to install Azure CLI](){: style="width:7%"}](https://cloudbuild.co.uk/part-2-terraform-with-azure-how-to-install-azure-cli) [![cloudbuild.co.uk: Part 3: Terraform with Azure - How to install Visual Studio' Code](){: style="width:7%"}](https://cloudbuild.co.uk/part-3-terraform-with-azure-how-to-install-visual-studio-code) [![cloudbuild.co.uk: Part 4: Terraform with Azure - How to install Azure Terraform' Plugin in Visual Studio Code](){: style="width:7%"}](https://cloudbuild.co.uk/part-4-terraform-with-azure-how-to-install-azure-terraform-plugin-in-visual-code) [![cloudbuild.co.uk: Part 5: Terraform with Azure - Install Git and initialise' repository](){: style="width:7%"}](https://cloudbuild.co.uk/part-5-terraform-with-azure-install-git-and-enable-in-visual-studio-code) [![cloudbuild.co.uk: Part 6: Terraform with Azure - Deploy resources in Azure](){: style="width:7%"}](https://cloudbuild.co.uk/part-6-terraform-with-azure-deploy-resources-in-azure) [![cloudbuild.co.uk: Part 7: Terraform with Azure - Deploy a variables file' in Terraform](){: style="width:7%"}](https://cloudbuild.co.uk/part-7-terraform-with-azure-deploy-a-variables-file-in-terraform)

+[![cloudbuild.co.uk: Part 8: Terraform with Azure - Deploy terraform.tfvars' file](){: style="width:7%"}](https://cloudbuild.co.uk/part-8-terraform-with-azure-deploy-a-terraform-tfvars-file) [![CloudCanvas - Diagramming for Cloud Infrastructure](){: style="width:7%"}](https://cloudcanvas.co) [![cloudcraft.co](){: style="width:7%"}](https://cloudcraft.co) [![cloudforecast.io: cAdvisor and Kubernetes Monitoring Guide 🌟](){: style="width:7%"}](https://cloudforecast.io/blog/cadvisor-and-kubernetes-monitoring-guide) [![cloudhero.io](){: style="width:7%"}](https://cloudhero.io/creating-users-for-your-kubernetes-cluster) [![cloudhut.dev: Running Apache Kafka on Kubernetes successfully](){: style="width:7%"}](https://cloudhut.dev/blog/2021-06-24-running-kafka-on-kubernetes) [![cloudify.co: Ansible, Terraform And Cloudify](){: style="width:7%"}](https://cloudify.co/blog/ansible-terraform-and-cloudify) [![cloudify.co: Ansible Vs Terraform 🌟](){: style="width:7%"}](https://cloudify.co/blog/ansible-vs-terraform) [![cloudify.co: AWS EKS Vs. ECS Vs. Fargate: The Breakdown](){: style="width:7%"}](https://cloudify.co/blog/aws-eks-vs-ecs-vs-fargate) [![cloudify.co: Docker Vs. Kubernetes](){: style="width:7%"}](https://cloudify.co/blog/docker-vs-kubernetes-comparison) [![cloudify.co: Infrastructure As Code – Is It REALLY Enough For DevOps? IAC' DevOps Best Practices 🌟](){: style="width:7%"}](https://cloudify.co/blog/infrastructure-as-code-is-it-really-enough-for-devops)

+[![cloudify.co: Migrating Pods With Containerized Applications Between Nodes' In The Same Kubernetes Cluster Using Cloudify 🌟](){: style="width:7%"}](https://cloudify.co/blog/migrating-pods-containerized-applications-nodes-kubernetes-cluster-using-cloudify) [![cloudify.co: Understanding DevSecOps And Its Challenges](){: style="width:7%"}](https://cloudify.co/blog/overcoming-devsecops-delivery-pipeline-challenges) [![cloudify.co: Simplifying Hybrid Cloud Deployments With AWS EKS And Outpost](){: style="width:7%"}](https://cloudify.co/blog/simplifying-hybrid-cloud-deployments-with-aws-eks-and-outpost) [![cloudify.co: Your Guide to Infrastructure Automation & Hybrid Cloud Orchestration' 🌟](){: style="width:7%"}](https://cloudify.co/everything-you-need-to-know-about-hybrid-cloud) [![cloudify.co: Cloudify and Terraform Integration. Supercharge Your Terraform' Templates](){: style="width:7%"}](https://cloudify.co/terraform-integration) [![cloudkatha.com: AWS S3 Storage Classes: Everything You Need to Know](){: style="width:7%"}](https://cloudkatha.com/aws-s3-storage-classes-everything-you-need-to-know) [![cloudkatha.com: Difference between Root User and IAM User in AWS You Need to Know](){: style="width:7%"}](https://cloudkatha.com/difference-between-root-user-and-iam-user-in-aws-you-need-to-know) [![cloudkatha.com: How to Configure AWS SQS Dead Letter Queue using CloudFormation](){: style="width:7%"}](https://cloudkatha.com/how-to-configure-aws-sqs-dead-letter-queue-using-cloudformation) [![cloudkatha.com: How to Create an S3 Bucket using CloudFormation](){: style="width:7%"}](https://cloudkatha.com/how-to-create-an-s3-bucket-using-cloudformation) [![cloudkatha.com: How to Create IAM Role using CloudFormation](){: style="width:7%"}](https://cloudkatha.com/how-to-create-iam-role-using-cloudformation) [![==cloudkatha.com: How to Setup Budget in AWS to Keep your Bill in Check==](){: style="width:7%"}](https://cloudkatha.com/how-to-setup-budget-in-aws-to-keep-your-bill-in-check)

+[![cloudkatha.com: How to Setup S3 Bucket CORS Configuration using CloudFormation](){: style="width:7%"}](https://cloudkatha.com/how-to-setup-s3-bucket-cors-configuration-using-cloudformation) [![cloudkatha.com: How to use CloudFormation to Create SNS Topic and Subscription](){: style="width:7%"}](https://cloudkatha.com/how-to-use-cloudformation-to-create-sns-topic-and-subscription) [![cloudkatha.com: Is S3 Region Specific or Global? What do you think?](){: style="width:7%"}](https://cloudkatha.com/is-s3-region-specific-or-global-what-do-you-think) [![cloudkatha.com: This is why S3 Bucket Names are unique Globally](){: style="width:7%"}](https://cloudkatha.com/why-s3-bucket-names-are-unique-globally) [![cloudnativeengineer.substack.com: Prepare for your Certified Kubernetes' Administrator exam](){: style="width:7%"}](https://cloudnativeengineer.substack.com/p/prepare-for-your-cka-exam-e1c33883eaf2) [![cloudnativeislamabad.hashnode.dev: Introduction to Docker | part 1 🌟](){: style="width:7%"}](https://cloudnativeislamabad.hashnode.dev/introduction-to-docker-part-1) [![cloudnativeislamabad.hashnode.dev: Virtualization vs Containerization](){: style="width:7%"}](https://cloudnativeislamabad.hashnode.dev/virtualization-vs-containerization) [![containerjournal.com](){: style="width:7%"}](https://cloudnativenow.com) [![containerjournal.com: The What and Why of Cloud-Native Security](){: style="width:7%"}](https://cloudnativenow.com/editorial-calendar/cloud-native-security/the-what-and-why-of-cloud-native-security) [![containerjournal.com: 4 Expert-Level Things I Wish I’d Known About Kubernetes](){: style="width:7%"}](https://cloudnativenow.com/features/4-expert-level-things-i-wish-id-known-about-kubernetes) [![containerjournal.com: 9 Open Source Developer Tools for Kubernetes](){: style="width:7%"}](https://cloudnativenow.com/features/9-open-source-developer-tools-for-kubernetes)

+[![containerjournal.com: Assessing the True Cost of Kubernetes](){: style="width:7%"}](https://cloudnativenow.com/features/assessing-the-true-cost-of-kubernetes) [![containerjournal.com: Deploying Kubernetes on Bare Metal](){: style="width:7%"}](https://cloudnativenow.com/features/deploying-kubernetes-on-bare-metal) [![containerjournal.com: GitLab Brings Kubernetes Operator to Red Hat OpenShift](){: style="width:7%"}](https://cloudnativenow.com/features/gitlab-brings-kubernetes-operator-to-red-hat-openshift) [![containerjournal.com: Best of 2022: GitOps: The Missing Link for CI/CD for Kubernetes](){: style="width:7%"}](https://cloudnativenow.com/features/gitops-the-missing-link-for-ci-cd-for-kubernetes) [![containerjournal.com: GitOps Workflows Expanding Beyond Kubernetes Clusters](){: style="width:7%"}](https://cloudnativenow.com/features/gitops-workflows-expanding-beyond-kubernetes-clusters) [![containerjournal.com: Best of 2021 – Kubernetes Enables DevOps-as-a-Service (DaaS)](){: style="width:7%"}](https://cloudnativenow.com/features/kubernetes-enables-devops-as-a-service-daas) [![containerjournal.com: Kubernetes Security in Your CI/CD Pipeline](){: style="width:7%"}](https://cloudnativenow.com/features/kubernetes-security-in-your-ci-cd-pipeline) [![containerjournal.com: Linkerd’s CNCF Graduation Due to its Simplicity](){: style="width:7%"}](https://cloudnativenow.com/features/linkerds-cncf-graduation-due-to-its-simplicity) [![containerjournal.com: Red Hat, IBM Launch Konveyor to Aggregate Kubernetes Tools](){: style="width:7%"}](https://cloudnativenow.com/features/red-hat-ibm-launch-konveyor-to-aggregate-kubernetes-tools) [![containerjournal.com: Red Hat Simplifies Kubernetes Cluster Management](){: style="width:7%"}](https://cloudnativenow.com/features/red-hat-simplifies-kubernetes-cluster-management) [![containerjournal.com: Siloscape: The Dark Side of Kubernetes](){: style="width:7%"}](https://cloudnativenow.com/features/siloscape-the-dark-side-of-kubernetes)

+[![containerjournal.com: The 4 Levels of GitOps Maturity](){: style="width:7%"}](https://cloudnativenow.com/features/the-4-levels-of-gitops-maturity) [![None](){: style="width:7%"}](https://cloudnativenow.com/features/the-rise-of-the-kubemaster) [![containerjournal.com: What’s the Difference Between Docker and Kubernetes?](){: style="width:7%"}](https://cloudnativenow.com/features/whats-the-difference-between-docker-and-kubernetes) [![containerjournal.com: When is Kubernetes Service Ownership the Right Fit?](){: style="width:7%"}](https://cloudnativenow.com/features/when-is-kubernetes-service-ownership-the-right-fit) [![containerjournal.com: When Is Service Mesh Worth It?](){: style="width:7%"}](https://cloudnativenow.com/features/when-is-service-mesh-worth-it) [![containerjournal.com: When Kubernetes-as-a-Service Doesn’t Cut It](){: style="width:7%"}](https://cloudnativenow.com/features/when-kubernetes-as-a-service-doesnt-cut-it) [![containerjournal.com: Kubernetes’ True Superpower is its Control Plane](){: style="width:7%"}](https://cloudnativenow.com/kubeconcnc/kubernetes-true-superpower-is-its-control-plane) [![None](){: style="width:7%"}](https://cloudnativenow.com/topics/cloudnativedevelopment/how-docker-and-kubernetes-work-together) [![containerjournal.com: How the Rise of Containers Will Drive DevOps](){: style="width:7%"}](https://cloudnativenow.com/topics/cloudnativedevelopment/how-the-rise-of-containers-will-drive-devops) [![IBM Leverages Containers to Advance DevOps on Mainframes](){: style="width:7%"}](https://cloudnativenow.com/topics/cloudnativedevelopment/ibm-leverages-containers-to-advance-devops-on-mainframes) [![containerjournal.com: Red Hat Adds Java Runtime for Kubernetes to Subscription](){: style="width:7%"}](https://cloudnativenow.com/topics/cloudnativedevelopment/red-hat-adds-java-runtime-for-kubernetes-to-subscription)

+[![None](){: style="width:7%"}](https://cloudnativenow.com/topics/cloudnativeplatforms/10-best-practices-worth-implementing-to-adopt-kubernetes) [![containerjournal.com: Overcoming Kubernetes Infrastructure Challenges](){: style="width:7%"}](https://cloudnativenow.com/topics/cloudnativeplatforms/overcoming-kubernetes-infrastructure-challenges) [![containerjournal.com: Rancher Labs Adds Support for Longhorn Storage on Kubernetes Clusters](){: style="width:7%"}](https://cloudnativenow.com/topics/cloudnativeplatforms/rancher-labs-adds-support-for-longhorn-storage-on-kubernetes-clusters) [![containerjournal.com: Red Hat Delivers Latest Kubernetes Enhancements](){: style="width:7%"}](https://cloudnativenow.com/topics/cloudnativeplatforms/red-hat-delivers-latest-kubernetes-enhancements) [![containerjournal.com: Red Hat Integrates KubeVirt With Kubernetes Management Platform From SAP](){: style="width:7%"}](https://cloudnativenow.com/topics/cloudnativeplatforms/red-hat-integrates-kubevirt-with-kubernetes-management-platform-from-sap) [![containerjournal.com: Red Hat Platform Brings Kafka Closer to Kubernetes](){: style="width:7%"}](https://cloudnativenow.com/topics/cloudnativeplatforms/red-hat-platform-brings-kafka-closer-to-kubernetes) [![containerjournal.com: How to Secure Your Kubernetes Cluster 🌟](){: style="width:7%"}](https://cloudnativenow.com/topics/cloudnativesecurity/how-to-secure-your-kubernetes-cluster) [![containerjournal.com: GitOps Workflows and Principles for Kubernetes](){: style="width:7%"}](https://cloudnativenow.com/topics/gitops-workflows-and-principles-for-kubernetes) [![containerjournal.com: 9 Pillars of Engineering DevOps With Kubernetes](){: style="width:7%"}](https://cloudnativenow.com/uncategorized/9-pillars-of-engineering-devops-with-kubernetes) [![cloudnativesimplified.substack.com: kcp: Kubernetes-like control plane](){: style="width:7%"}](https://cloudnativesimplified.substack.com/p/tool-series-1-kcp) [![None](){: style="width:7%"}](https://cloudnativetoolkit.dev/adopting/use-cases/gitops/gitops-ibm-cloud-paks)

+[![None](){: style="width:7%"}](https://cloudogu.com/en/blog) [![Continuous Delivery with Sonatype Nexus, Jenkins and the Cloudogu Ecosystem](){: style="width:7%"}](https://cloudogu.com/en/blog/cd-with-nexus-jenkins-ces) [![cloudogu.com: Automation Assistants: GitOps tools in comparison 🌟](){: style="width:7%"}](https://cloudogu.com/en/blog/gitops-tools) [![cloudogu.com: Kubernetes least privilege implementation using the Google' Cloud as an axample](){: style="width:7%"}](https://cloudogu.com/en/blog/kubernetes-least-privilege-gcp-example) [![cloudonaut.io: Advanced AWS Networking: Pitfalls That You Should Avoid](){: style="width:7%"}](https://cloudonaut.io/advanved-aws-networking-pitfalls-that-you-should-avoid) [![cloudonaut.io: AWS Client VPN: Connected with the Cloud](){: style="width:7%"}](https://cloudonaut.io/aws-client-vpn-connected-with-the-cloud) [![cloudonaut.io: EC2 Checklist: 7 things to do after launching an instance](){: style="width:7%"}](https://cloudonaut.io/ec2-checklist-seven-things-to-do-after-launching-an-instance) [![cloudonaut.io: Getting Started with Free Templates for AWS CloudFormation](){: style="width:7%"}](https://cloudonaut.io/getting-started-with-aws-cf-templates) [![cloudonaut.io: Scaling Container Clusters on AWS: ECS and EKS](){: style="width:7%"}](https://cloudonaut.io/scaling-container-clusters-on-aws-ecs-eks) [![cloudonaut.io: Seamless EC2 monitoring with the Unified CloudWatch Agent](){: style="width:7%"}](https://cloudonaut.io/seamless-ec2-monitoring-with-the-unified-cloudwatch-agent) [![cloudonaut.io: Serverless Hybrid Cloud: Accessing an API Gateway via VPN or Direct Connect](){: style="width:7%"}](https://cloudonaut.io/serverless-hybrid-cloud-accessing-an-api-gateway-via-vpn-or-direct-connect)

+[![Terraform, can you keep a secret?](){: style="width:7%"}](https://cloudonaut.io/terraform-can-you-keep-a-secret) [![cloudonaut.io: What Architects Need to Know About Networking on AWS](){: style="width:7%"}](https://cloudonaut.io/what-architects-need-to-know-about-networking-on-aws) [![cloudowski.com](){: style="width:7%"}](https://cloudowski.com) [![cloudowski.com: Honest review of OpenShift 4 🌟](){: style="width:7%"}](https://cloudowski.com/articles/honest-review-of-openshift-4) [![cloudowski.com: Jenkins on OpenShift - how to use and customize it in a cloud-native way 🌟](){: style="width:7%"}](https://cloudowski.com/articles/jenkins-on-openshift) [![cloudowski.com: Openshift ImageStreams](){: style="width:7%"}](https://cloudowski.com/articles/why-managing-container-images-on-openshift-is-better-than-on-kubernetes) [![IBM Cloud Pak Playbook: cloudpak8s.io](){: style="width:7%"}](https://cloudpak8s.io) [![IBM Cloud Pak Playbook](){: style="width:7%"}](https://cloudpak8s.io/apps/cp4a_overview) [![cloudpundit.com: Don’t boil the ocean to create your cloud 🌟](){: style="width:7%"}](https://cloudpundit.com/2020/09/22/dont-boil-the-ocean-to-create-your-cloud) [![cloudscaling.com: The History of Pets vs Cattle and How to Use the Analogy Properly](){: style="width:7%"}](https://cloudscaling.com/blog/cloud-computing/the-history-of-pets-vs-cattle) [![cloudskills.io: Getting Started with Git and Azure DevOps: The Ultimate' Guide 🌟](){: style="width:7%"}](https://cloudskills.io/blog/git-azure-devops)

+[![The Maester - Terraform Module](){: style="width:7%"}](https://cloudtips.nl/the-maester-terraform-module-8c68b2b68c51) [![cloudtweaks.com: DevOps - Secure and Scalable CI/CD Pipeline with AWS](){: style="width:7%"}](https://cloudtweaks.com/2019/05/devops-secure-and-scalable-ci-cd-pipeline-with-aws) [![cloudyuga.guru: How does Kubernetes assign QoS class to pods through OOM score?](){: style="width:7%"}](https://cloudyuga.guru/blogs/k8s-qos-oomkilled) [![cloudyuga.guru: How does Kubernetes assign QoS class to pods through OOM' score?](){: style="width:7%"}](https://cloudyuga.guru/hands_on_lab/k8s-qos-oomkilled) [![ClusterAPI](){: style="width:7%"}](https://cluster-api.sigs.k8s.io) [![ClusterClass: Experimental Feature for Streamlined Cluster Lifecycle Management in Cluster API](){: style="width:7%"}](https://cluster-api.sigs.k8s.io/tasks/experimental-features/cluster-class) [![cmcrowell.com/cheat-sheet 🌟](){: style="width:7%"}](https://cmcrowell.com/cheat-sheet) [![cmder 🌟](){: style="width:7%"}](https://cmder.net) [![cnab.io: CNABs facilitate the bundling, installing and managing of container-native' apps β€” and their coupled services](){: style="width:7%"}](https://cnab.io) [![Code Dog](){: style="width:7%"}](https://code-dog.app) [![code-maze.com: ci jenkins docker](){: style="width:7%"}](https://code-maze.com/ci-jenkins-docker)

+[![Configure your terminal for Claude Code - Claude Code Docs](){: style="width:7%"}](https://code.claude.com/docs/en/terminal-config) [![code.egym.de: Horizontal Pod Autoscaler in Kubernetes (Part 1) β€” Simple Autoscaling using Metrics Server](){: style="width:7%"}](https://code.egym.de/horizontal-pod-autoscaler-in-kubernetes-part-1-simple-autoscaling-using-metrics-server-929e96cc2ab2) [![code.egym.de: Vertical Pod Autoscaler in Kubernetes](){: style="width:7%"}](https://code.egym.de/vertical-pod-autoscaler-in-kubernetes-b12a5c61393f) [![I'm AWS certified? Should you trust me?](){: style="width:7%"}](https://code.joejag.com/2021/i-am-aws-certified-should-you-trust-me.html) [![code.likeagirl.io: Docker: Setup Simple Application with MongoDB for Data' Storage](){: style="width:7%"}](https://code.likeagirl.io/docker-setup-simple-application-with-mongodb-for-data-storage-272bdb3036ad) [![REST vs. gRPC: Battle of the APIs](){: style="width:7%"}](https://code.tutsplus.com/tutorials/rest-vs-grpc-battle-of-the-apis--cms-30711) [![code.visualstudio.com: Visual Studio Code](){: style="width:7%"}](https://code.visualstudio.com) [![Remote Repositories 🌟](){: style="width:7%"}](https://code.visualstudio.com/blogs/2021/06/10/remote-repositories) [![code.visualstudio.com: vscode.dev(!)](){: style="width:7%"}](https://code.visualstudio.com/blogs/2021/10/20/vscode-dev?WT.mc_id=devcloud-46480-cxa) [![Working with Kubernetes in VS Code](){: style="width:7%"}](https://code.visualstudio.com/docs/azure/kubernetes) [![code.visualstudio.com: GitHub Copilot in VS Code](){: style="width:7%"}](https://code.visualstudio.com/docs/copilot/overview)

+[![Getting Started with Data Wrangler in VS Code](){: style="width:7%"}](https://code.visualstudio.com/docs/datascience/data-wrangler) [![Integrated Terminal](){: style="width:7%"}](https://code.visualstudio.com/docs/editor/integrated-terminal) [![Using Version Control in VS Code](){: style="width:7%"}](https://code.visualstudio.com/docs/editor/versioncontrol) [![code.visualstudio.com: Java Project Management in VS Code](){: style="width:7%"}](https://code.visualstudio.com/docs/java/java-project) [![Using Version Control in VS Code](){: style="width:7%"}](https://code.visualstudio.com/docs/sourcecontrol/overview) [![Integrated Terminal](){: style="width:7%"}](https://code.visualstudio.com/docs/terminal/basics) [![code.visualstudio.com: keyboard shortcuts for Linux](){: style="width:7%"}](https://code.visualstudio.com/shortcuts/keyboard-shortcuts-linux.pdf) [![code.visualstudio.com: keyboard shortcuts for macOS](){: style="width:7%"}](https://code.visualstudio.com/shortcuts/keyboard-shortcuts-macos.pdf) [![code.visualstudio.com: keyboard shortcuts for Windows](){: style="width:7%"}](https://code.visualstudio.com/shortcuts/keyboard-shortcuts-windows.pdf) [![VSCode Updates](){: style="width:7%"}](https://code.visualstudio.com/updates) [![VSCode Updates](){: style="width:7%"}](https://code.visualstudio.com/updates/v1_120)

+[![None](){: style="width:7%"}](https://code.visualstudio.com/updates/v1_120/v1_46) [![Flexible layout 🌟](){: style="width:7%"}](https://code.visualstudio.com/updates/v1_46) [![codebeautify.org/yaml-validator](){: style="width:7%"}](https://codebeautify.org/yaml-validator) [![codeberg.org/hjacobs/kube-downscaler: Kubernetes Downscaler 🌟](){: style="width:7%"}](https://codeberg.org/hjacobs/kube-downscaler) [![Kubernetes Janitor](){: style="width:7%"}](https://codeberg.org/hjacobs/kube-janitor) [![codeburst.io: 7 Kubernetes Security Best Practices You Must Follow](){: style="width:7%"}](https://codeburst.io/7-kubernetes-security-best-practices-you-must-follow-ae32f1ed6444) [![codeburst.io: A Resource for all Things Git](){: style="width:7%"}](https://codeburst.io/a-resource-for-all-things-git-b63d6626beca) [![codeburst.io: Creating a Local Development Kubernetes Cluster with k3s and Traefik Proxy](){: style="width:7%"}](https://codeburst.io/creating-a-local-development-kubernetes-cluster-with-k3s-and-traefik-proxy-7a5033cb1c2d) [![codeburst.io: Debug your code using git bisect](){: style="width:7%"}](https://codeburst.io/debug-your-code-using-git-bisect-45db2983cc69) [![codeburst.io: getting started with kubernetes, deploy a docker container in 5 minutes](){: style="width:7%"}](https://codeburst.io/getting-started-with-kubernetes-deploy-a-docker-container-with-kubernetes-in-5-minutes-eb4be0e96370) [![codeburst.io: Google Kubernetes Engine Logging by Example](){: style="width:7%"}](https://codeburst.io/google-kubernetes-engine-logging-by-example-df6946dcba6b)

+[![Kubernetes CKAD Example Exam Questions Practical Challenge Series](){: style="width:7%"}](https://codeburst.io/kubernetes-ckad-weekly-challenges-overview-and-tips-7282b36a2681) [![codeburst.io: Spinnaker by Example: Part 1](){: style="width:7%"}](https://codeburst.io/spinnaker-by-example-part-1-c4de9180d689) [![codeburst.io: Spinnaker by Example: Part 2](){: style="width:7%"}](https://codeburst.io/spinnaker-by-example-part-2-6f92a1fdaedf) [![codeburst.io: Spinnaker by Example: Part 3](){: style="width:7%"}](https://codeburst.io/spinnaker-by-example-part-3-c6ed9ac5f8ce) [![Amazon CodeCatalyst](){: style="width:7%"}](https://codecatalyst.aws/explore) [![codeengineered.com: 4 Places To Find Helm Charts](){: style="width:7%"}](https://codeengineered.com/blog/2020/helm-find-charts) [![Codefresh](){: style="width:7%"}](https://codefresh.io) [![codefresh.io: Applied GitOps with Kustomize](){: style="width:7%"}](https://codefresh.io/about-gitops/applied-gitops-with-kustomize) [![codefresh.io: Stop Using Branches for Deploying to Different GitOps Environments](){: style="width:7%"}](https://codefresh.io/about-gitops/branches-gitops-environments) [![codefresh.io: Using GitOps for Infrastructure and Applications With Crossplane' and Argo CD](){: style="width:7%"}](https://codefresh.io/about-gitops/gitops-for-infrastructure-and-applications) [![codefresh.io: The pains of GitOps 1.0](){: style="width:7%"}](https://codefresh.io/about-gitops/pains-gitops-1-0)

+[![==codefresh.io: How to Model Your Gitops Environments and Promote Releases' between Them== 🌟](){: style="width:7%"}](https://codefresh.io/blog/how-to-model-your-gitops-environments-and-promote-releases-between-them) [![codefresh.io: Kubernetes Deployment Antipatterns – part 1](){: style="width:7%"}](https://codefresh.io/blog/kubernetes-antipatterns-1) [![codefresh.io: Kubernetes Deployment Antipatterns – part 2](){: style="width:7%"}](https://codefresh.io/blog/kubernetes-antipatterns-2) [![codefresh.io: Progressive delivery for Kubernetes Config Maps using Argo' Rollouts](){: style="width:7%"}](https://codefresh.io/blog/progressive-delivery-for-kubernetes-config-maps-using-argo-rollouts) [![==codefresh.io: Using Argo CD and Kustomize for ConfigMap Rollouts== 🌟🌟](){: style="width:7%"}](https://codefresh.io/blog/using-argo-cd-and-kustomize-for-configmap-rollouts) [![codefresh.io: Docker anti-patterns 🌟](){: style="width:7%"}](https://codefresh.io/containers/docker-anti-patterns) [![codefresh.io: The pains of GitOps 1.0 🌟](){: style="width:7%"}](https://codefresh.io/devops/pains-gitops-1-0) [![codefresh.io: Using a Kanban board to manage and promote Helm Releases 🌟](){: style="width:7%"}](https://codefresh.io/helm-tutorial/kanban-promotion-boards) [![codefresh.io: Using Helm 3 with Helm 2 charts](){: style="width:7%"}](https://codefresh.io/helm-tutorial/taking-helm-3-spin) [![codefresh.io: Using Helm with GitOps 🌟](){: style="width:7%"}](https://codefresh.io/helm-tutorial/using-helm-with-gitops) [![codefresh.io: The ultimate guide for local development on Kubernetes: Draft' vs Skaffold vs Garden.io](){: style="width:7%"}](https://codefresh.io/howtos/local-k8s-draft-skaffold-garden)

+[![codefresh.io: Tutorial - Local Kubernetes Development with Okteto 🌟](){: style="width:7%"}](https://codefresh.io/kubernetes-tutorial/okteto) [![codefresh.io: Using Telepresence 2 for Kubernetes debugging and local development](){: style="width:7%"}](https://codefresh.io/kubernetes-tutorial/telepresence-2-local-development) [![codegiant.io: Build software faster](){: style="width:7%"}](https://codegiant.io/home) [![codely.tv](){: style="width:7%"}](https://codely.com/en) [![codely.tv](){: style="width:7%"}](https://codely.tv) [![codeopinion.com: Event Sourcing vs Event Driven Architecture](){: style="width:7%"}](https://codeopinion.com/event-sourcing-vs-event-driven-architecture) [![codeopinion.com: Splitting up a Monolith into Microservices 🌟](){: style="width:7%"}](https://codeopinion.com/splitting-up-a-monolith-into-microservices) [![codeopinion.com: Troubleshooting Kafka with 2000 Microservices](){: style="width:7%"}](https://codeopinion.com/troubleshooting-kafka-with-2000-microservices) [![codersociety.com: 13 Best Practices for using Helm](){: style="width:7%"}](https://codersociety.com/blog/articles/helm-best-practices) [![coderstan.com: Apache Spark on Kubernetesβ€”Lessons Learned from Launching Millions of Spark Executors (Databricks Data+AI Summit 2022)](){: style="width:7%"}](https://coderstan.com/2022/07/15/spark-on-kubernetes-launching-millions-of-spark-executors) [![codesolid.com: How To Use Docker and Docker Compose With Python](){: style="width:7%"}](https://codesolid.com/how-to-use-docker-with-python)

+[![codesolid.com: Python Lists for Beginners: A Complete Lesson With Exercises 🌟](){: style="width:7%"}](https://codesolid.com/python-lists) [![codewithme.cloud: Why aren’t you using Managed Identities?!](){: style="width:7%"}](https://codewithme.cloud/posts/2024/02/why-arent-you-using-secretless-authentication) [![codingfriend.medium.com: Docker Swarm Cheatsheet (2017)](){: style="width:7%"}](https://codingfriend.medium.com/docker-swarm-cheatsheet-22665e3278b1) [![codingharbour.com: kafkacat cheatsheet](){: style="width:7%"}](https://codingharbour.com/kafkacat-cheatsheet) [![codingpotions.com: ΒΏCuΓ‘nto cobra un programador en EspaΓ±a en 2021?](){: style="width:7%"}](https://codingpotions.com/salarios-programadores-2021) [![Sport Car Price Prediction.ipynb](){: style="width:7%"}](https://colab.research.google.com/drive/1m6ZjIJBxU20kxI9zTZqeMEVSq1FL0pNa?usp=sharing) [![collabnix.com: 10 Kubernetes Best Practices to Get You Started](){: style="width:7%"}](https://collabnix.com/10-kubernetes-best-practices-to-get-you-started) [![collabnix.com: Applying DevSecOps Practices to Kubernetes](){: style="width:7%"}](https://collabnix.com/applying-devsecops-practices-to-kubernetes) [![collabnix.com: Kubernetes CRUD Operation using Go on Docker Desktop](){: style="width:7%"}](https://collabnix.com/kubernetes-crud-operation-using-go-on-docker-desktop) [![collabnix.com: The Rise of Kubernetes and AI – Kubectl OpenAI plugin](){: style="width:7%"}](https://collabnix.com/the-rise-of-kubernetes-and-ai-kubectl-openai-plugin) [![collabnix.com: The Ultimate Docker Tutorial for Automation Testing](){: style="width:7%"}](https://collabnix.com/the-ultimate-docker-tutorial-for-automation-testing)

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+[![community.aws/kubernetes](){: style="width:7%"}](https://community.aws/kubernetes) [![community.aws/training: Training and Certification](){: style="width:7%"}](https://community.aws/training) [![community.dataminer.services: CI/CD and the Agile Principles](){: style="width:7%"}](https://community.dataminer.services/ci-cd-and-the-agile-principles) [![devcentral.f5.com: What is Kubernetes?](){: style="width:7%"}](https://community.f5.com/kb/technicalarticles/what-is-kubernetes/281010) [![community.hpe.com: Containers vs. VMs: What’s the difference?](){: style="width:7%"}](https://community.hpe.com/hpeb/plugins/custom/hp/hpebresponsive/custom.bounce_endpoint?referer=https%3A%2F%2Fcommunity.hpe.com%2Ft5%2FHPE-Ezmeral-Uncut%2FContainers-vs-VMs-What-s-the-difference%2Fba-p%2F7147090) [![community.hpe.com: Containers vs. VMs: What’s the difference?](){: style="width:7%"}](https://community.hpe.com/t5/HPE-Ezmeral-Uncut/Containers-vs-VMs-What-s-the-difference/ba-p/7147090) [![community.ibm.com: Red Hat Ansible Automation Platform on IBM Z and IBM LinuxONE is generally available now!](){: style="width:7%"}](https://community.ibm.com/community/user/blogs/daniel-jast1/2023/12/07/red-hat-aap-on-ibm-z-and-linuxone) [![community.ibm.com: Red Hat Ansible Automation Platform on IBM Z and IBM' LinuxONE is generally available now!](){: style="width:7%"}](https://community.ibm.com/community/user/ibmz-and-linuxone/blogs/daniel-jast1/2023/12/07/red-hat-aap-on-ibm-z-and-linuxone) [![community.jenkins.io: DSTY - jenkins-std-lib (Shared Library) - Interact with files/directories using Groovy!](){: style="width:7%"}](https://community.jenkins.io/t/dsty-jenkins-std-lib-shared-library-interact-with-files-directories-using-groovy/398) [![None](){: style="width:7%"}](https://community.ops.io/danielepolencic/how-do-you-gracefully-shut-down-pods-in-kubernetes-30fa) [![community.ops.io: Kubernetes Ingress Controller. How does it work?=](){: style="width:7%"}](https://community.ops.io/danielepolencic/learning-how-an-ingress-controller-works-by-building-one-in-bash-3fni)

+[![None](){: style="width:7%"}](https://community.ops.io/danielepolencic/memory-requests-and-limits-in-kubernetes-217g) [![community.ops.io: Pod rebalancing and allocations in Kubernetes 🌟](){: style="width:7%"}](https://community.ops.io/danielepolencic/pod-rebalancing-and-allocations-in-kubernetes-4kim) [![community.ops.io: CI CD 101 with GitLab](){: style="width:7%"}](https://community.ops.io/jatin/ci-cd-101-with-gitlab-4pol) [![community.ops.io: Configuring AKS to read secrets and certificates from Azure KeyVaults](){: style="width:7%"}](https://community.ops.io/javi_labs/configuring-aks-to-read-secrets-and-certificates-from-azure-keyvaults-17o1) [![community.ops.io: One day I woke up to a crashed AKS cluster and this is what I did to get it back to life](){: style="width:7%"}](https://community.ops.io/javi_labs/one-day-wake-up-to-a-crashed-aks-cluster-and-this-is-what-i-did-to-get-it-back-to-life-1592) [![None](){: style="width:7%"}](https://community.ops.io/the_cozma/k8s-fix-helm-release-failing-with-an-upgrade-still-in-progress-4660) [![SUSE & Rancher Community 🌟](){: style="width:7%"}](https://community.suse.com/feed) [![community.suse.com: Introduction to K3s 🌟](){: style="width:7%"}](https://community.suse.com/posts/13903989) [![community.suse.com: Comparing Modern-Day Container Image Builders: Jib,' Buildpacks and Docker 🌟](){: style="width:7%"}](https://community.suse.com/posts/comparing-modern-day-container-image-builders-jib-buildpacks-and-docker) [![community.suse.com: Stupid Simple Kubernetesβ€Šβ€”β€ŠDeployments, Services and' Ingresses Explained](){: style="width:7%"}](https://community.suse.com/posts/stupid-simple-kubernetes-deployments-services-and-ingresses-explained) [![RFC: Foreman Operations Ansible Collection](){: style="width:7%"}](https://community.theforeman.org/t/rfc-operations-ansible-collection/20971)

+[![comparecloud.in: Public Cloud Services Comparison 🌟](){: style="width:7%"}](https://comparecloud.in) [![==compliantkubernetes.io: Compliant Kubernetes is a Certified Kubernetes' distribution, that complies with: HIPAA, GDPR, PCI DSS, FFFS 2014:7, ISO 27001, etc.== 🌟](){: style="width:7%"}](https://compliantkubernetes.io) [![computerhoy.com: GitHub Copilot X: así es la nueva IA parecida a ChatGPT y destinada a ayudar a programadores](){: style="width:7%"}](https://computerhoy.20minutos.es) [![computerhoy.com: GitHub Copilot X: así es la nueva IA parecida a ChatGPT' y destinada a ayudar a programadores](){: style="width:7%"}](https://computerhoy.com/software/github-copilot-x-nueva-ia-parecida-chatgpt-destinada-ayudar-programadores-1219266) [![computerhoy.com: ¿Qué es el 'Deep Learning' y por qué se considera una' revolución en la inteligencia artificial?](){: style="width:7%"}](https://computerhoy.com/tecnologia/deep-learning-considera-revolucion-ia-1241180) [![computingforgeeks.com: Build AWS EC2 Machine Images (AMI) With Packer and Ansible](){: style="width:7%"}](https://computingforgeeks.com/build-aws-ec2-machine-images-with-packer-and-ansible) [![computingforgeeks.com: Kubectl Cheat Sheet for Kubernetes Admins & CKA Exam' Prep](){: style="width:7%"}](https://computingforgeeks.com/kubectl-cheat-sheet-for-kubernetes-cka-exam-prep) [![computingforgeeks.com: Kubectl Cheat Sheet for Kubernetes Admins & CKA Exam Prep](){: style="width:7%"}](https://computingforgeeks.com/kubectl-cheat-sheet-kubernetes) [![The SSH Commands Cheat Sheet for Linux SysAdmins / Users](){: style="width:7%"}](https://computingforgeeks.com/ssh-cheatsheet-for-sysadmins) [![The SSH Commands Cheat Sheet for Linux SysAdmins / Users](){: style="width:7%"}](https://computingforgeeks.com/ssh-commands-cheat-sheet-linux) [![Concourse](){: style="width:7%"}](https://concourse-ci.org)

+[![Automatic branch merging](){: style="width:7%"}](https://confluence.atlassian.com/bitbucketserver/automatic-branch-merging-776639993.html) [![atlassian.com: Configuring branching models 🌟](){: style="width:7%"}](https://confluence.atlassian.com/bitbucketserver/branches-776639968.html) [![Checks for merging pull requests](){: style="width:7%"}](https://confluence.atlassian.com/bitbucketserver/checks-for-merging-pull-requests-776640039.html) [![atlassian.com: Configuring branching models 🌟](){: style="width:7%"}](https://confluence.atlassian.com/bitbucketserver/using-branches-in-bitbucket-server-776639968.html) [![confluence.sakaiproject.org](){: style="width:7%"}](https://confluence.sakaiproject.org/display/REL/Maven+release+plugin+cheat+sheet) [![**Conjure up**](){: style="width:7%"}](https://conjure-up.io) [![==console.cloud.google.com/products==](){: style="width:7%"}](https://console.cloud.google.com/products) [![KubeStellar Console 🌟](){: style="width:7%"}](https://console.kubestellar.io) [![None](){: style="width:7%"}](https://console.redhat.com/openshift/install) [![container-registry.com: Lifting Developers’ Productivity 🌟](){: style="width:7%"}](https://container-registry.com/posts/productivity-lift-buildkit-cli-for-kubectl) [![containerd.io](){: style="width:7%"}](https://containerd.io)

+[![Prometheus Monitoring Ecosystem Begins to Mature](){: style="width:7%"}](https://containerjournal-com.cdn.ampproject.org/c/s/containerjournal.com/topics/container-ecosystems/prometheus-monitoring-ecosystem-begins-to-mature/amp) [![containerjournal.com](){: style="width:7%"}](https://containerjournal.com) [![containerjournal.com: Best of 2021 – Kubernetes Enables DevOps-as-a-Service' (DaaS)](){: style="width:7%"}](https://containerjournal.com/editorial-calendar/best-of-2021/kubernetes-enables-devops-as-a-service-daas) [![containerjournal.com: The What and Why of Cloud-Native Security](){: style="width:7%"}](https://containerjournal.com/editorial-calendar/cloud-native-security/the-what-and-why-of-cloud-native-security) [![containerjournal.com: 4 Expert-Level Things I Wish I’d Known About Kubernetes](){: style="width:7%"}](https://containerjournal.com/features/4-expert-level-things-i-wish-id-known-about-kubernetes) [![containerjournal.com: 9 Open Source Developer Tools for Kubernetes](){: style="width:7%"}](https://containerjournal.com/features/9-open-source-developer-tools-for-kubernetes) [![containerjournal.com: Assessing the True Cost of Kubernetes](){: style="width:7%"}](https://containerjournal.com/features/assessing-the-true-cost-of-kubernetes) [![containerjournal.com: Deploying Kubernetes on Bare Metal](){: style="width:7%"}](https://containerjournal.com/features/deploying-kubernetes-on-bare-metal) [![containerjournal.com: GitLab Brings Kubernetes Operator to Red Hat OpenShift](){: style="width:7%"}](https://containerjournal.com/features/gitlab-brings-kubernetes-operator-to-red-hat-openshift) [![containerjournal.com: Best of 2022: GitOps: The Missing Link for CI/CD for' Kubernetes](){: style="width:7%"}](https://containerjournal.com/features/gitops-the-missing-link-for-ci-cd-for-kubernetes) [![==containerjournal.com: GitOps Workflows and Principles for Kubernetes==](){: style="width:7%"}](https://containerjournal.com/features/gitops-workflows-and-principles-for-kubernetes)

+[![containerjournal.com: GitOps Workflows Expanding Beyond Kubernetes Clusters](){: style="width:7%"}](https://containerjournal.com/features/gitops-workflows-expanding-beyond-kubernetes-clusters) [![containerjournal.com: Kubernetes Enables DevOps-as-a-Service (DaaS) 🌟](){: style="width:7%"}](https://containerjournal.com/features/kubernetes-enables-devops-as-a-service-daas) [![containerjournal.com: Kubernetes Security in Your CI/CD Pipeline](){: style="width:7%"}](https://containerjournal.com/features/kubernetes-security-in-your-ci-cd-pipeline) [![containerjournal.com: Linkerd’s CNCF Graduation Due to its Simplicity](){: style="width:7%"}](https://containerjournal.com/features/linkerds-cncf-graduation-due-to-its-simplicity) [![containerjournal.com: Red Hat, IBM Launch Konveyor to Aggregate Kubernetes' Tools](){: style="width:7%"}](https://containerjournal.com/features/red-hat-ibm-launch-konveyor-to-aggregate-kubernetes-tools) [![containerjournal.com: Red Hat Simplifies Kubernetes Cluster Management](){: style="width:7%"}](https://containerjournal.com/features/red-hat-simplifies-kubernetes-cluster-management) [![containerjournal.com: Siloscape: The Dark Side of Kubernetes](){: style="width:7%"}](https://containerjournal.com/features/siloscape-the-dark-side-of-kubernetes) [![containerjournal.com: The 4 Levels of GitOps Maturity](){: style="width:7%"}](https://containerjournal.com/features/the-4-levels-of-gitops-maturity) [![A new role to emerge: Kubernetes Manager (KubeMaster) 🌟](){: style="width:7%"}](https://containerjournal.com/features/the-rise-of-the-kubemaster) [![==containerjournal.com: What’s the Difference Between Docker and Kubernetes?==](){: style="width:7%"}](https://containerjournal.com/features/whats-the-difference-between-docker-and-kubernetes) [![containerjournal.com: When is Kubernetes Service Ownership the Right Fit?](){: style="width:7%"}](https://containerjournal.com/features/when-is-kubernetes-service-ownership-the-right-fit)

+[![==containerjournal.com: When Is Service Mesh Worth It?==](){: style="width:7%"}](https://containerjournal.com/features/when-is-service-mesh-worth-it) [![containerjournal.com: When Kubernetes-as-a-Service Doesn’t Cut It](){: style="width:7%"}](https://containerjournal.com/features/when-kubernetes-as-a-service-doesnt-cut-it) [![containerjournal.com: Kubernetes’ True Superpower is its Control Plane](){: style="width:7%"}](https://containerjournal.com/kubeconcnc/kubernetes-true-superpower-is-its-control-plane) [![containerjournal.com: Best of 2020: How Docker and Kubernetes Work Together](){: style="width:7%"}](https://containerjournal.com/topics/container-ecosystems/how-docker-and-kubernetes-work-together) [![containerjournal.com: How the Rise of Containers Will Drive DevOps](){: style="width:7%"}](https://containerjournal.com/topics/container-ecosystems/how-the-rise-of-containers-will-drive-devops) [![IBM Leverages Containers to Advance DevOps on Mainframes](){: style="width:7%"}](https://containerjournal.com/topics/container-ecosystems/ibm-leverages-containers-to-advance-devops-on-mainframes) [![containerjournal.com: Red Hat Adds Java Runtime for Kubernetes to Subscription](){: style="width:7%"}](https://containerjournal.com/topics/container-ecosystems/red-hat-adds-java-runtime-for-kubernetes-to-subscription) [![containerjournal.com: 10 Best Practices Worth Implementing to Adopt Kubernetes](){: style="width:7%"}](https://containerjournal.com/topics/container-management/10-best-practices-worth-implementing-to-adopt-kubernetes) [![containerjournal.com: Overcoming Kubernetes Infrastructure Challenges](){: style="width:7%"}](https://containerjournal.com/topics/container-management/overcoming-kubernetes-infrastructure-challenges) [![containerjournal.com: Rancher Labs Adds Support for Longhorn Storage on' Kubernetes Clusters](){: style="width:7%"}](https://containerjournal.com/topics/container-management/rancher-labs-adds-support-for-longhorn-storage-on-kubernetes-clusters) [![containerjournal.com: Red Hat Delivers Latest Kubernetes Enhancements](){: style="width:7%"}](https://containerjournal.com/topics/container-management/red-hat-delivers-latest-kubernetes-enhancements)

+[![containerjournal.com: Red Hat Integrates KubeVirt With Kubernetes Management' Platform From SAP](){: style="width:7%"}](https://containerjournal.com/topics/container-management/red-hat-integrates-kubevirt-with-kubernetes-management-platform-from-sap) [![containerjournal.com: Red Hat Platform Brings Kafka Closer to Kubernetes](){: style="width:7%"}](https://containerjournal.com/topics/container-management/red-hat-platform-brings-kafka-closer-to-kubernetes) [![containerjournal.com: How to Secure Your Kubernetes Cluster 🌟](){: style="width:7%"}](https://containerjournal.com/topics/container-security/how-to-secure-your-kubernetes-cluster) [![containerjournal.com: 9 Pillars of Engineering DevOps With Kubernetes](){: style="width:7%"}](https://containerjournal.com/uncategorized/9-pillars-of-engineering-devops-with-kubernetes) [![ContainerSSH: Launch containers on demand 🌟🌟](){: style="width:7%"}](https://containerssh.io) [![containo.us: Kubernetes Ingress & Service API Demystified](){: style="width:7%"}](https://containo.us/blog/kubernetes-ingress-service-api-demystified) [![Maesh](){: style="width:7%"}](https://containo.us/maesh) [![contains.dev: Optimizing Docker image size and why it matters](){: style="width:7%"}](https://contains.dev/blog/optimizing-docker-image-size) [![content.techgig.com: 5 Best DevOps practices for beginners](){: style="width:7%"}](https://content.techgig.com/5-best-devops-practices-for-beginners/articleshow/81368965.cms) [![continuousdelivery.com: Patterns 🌟](){: style="width:7%"}](https://continuousdelivery.com/implementing/patterns) [![contractortaxation.com/contracting-in-spain](){: style="width:7%"}](https://contractortaxation.com/contracting-in-spain)

+[![cookbook.learndataengineering.com: The Data Engineering Cookbook](){: style="width:7%"}](https://cookbook.learndataengineering.com/docs/05-CaseStudies) [![cookbook.openshift.org 🌟](){: style="width:7%"}](https://cookbook.openshift.org) [![cookbook.openshift.org: How do I import an image from an external image registry? 🌟](){: style="width:7%"}](https://cookbook.openshift.org/image-registry-and-image-streams/how-do-i-import-an-image-from-an-external-image.html) [![coolify.io](){: style="width:7%"}](https://coolify.io) [![GitHub Copilot](){: style="width:7%"}](https://copilot.github.com) [![copr.fedorainfracloud.org](){: style="width:7%"}](https://copr.fedorainfracloud.org) [![copr.fedorainfracloud.org](){: style="width:7%"}](https://copr.fedorainfracloud.org/coprs) [![copyconstruct.medium.com: Testing in Production, the safe way 🌟🌟🌟](){: style="width:7%"}](https://copyconstruct.medium.com/testing-in-production-the-safe-way-18ca102d0ef1) [![None](){: style="width:7%"}](https://coreos.com/blog/introducing-ignition.html) [![None](){: style="width:7%"}](https://coreos.com/ignition/docs/latest/what-is-ignition.html) [![cormachogan.com: A first look at vSphere with Kubernetes in action](){: style="width:7%"}](https://cormachogan.com/2020/04/01/a-first-look-at-vsphere-with-kubernetes-in-action)

+[![cormachogan.com: Building a TKG Cluster in vSphere with Kubernetes](){: style="width:7%"}](https://cormachogan.com/2020/04/07/building-a-tkg-guest-cluster-in-vsphere-with-kubernetes) [![**Cortex**:](){: style="width:7%"}](https://cortexmetrics.io) [![coruzant.com/appdev: Kubernetes Management: Tools and Best Practices](){: style="width:7%"}](https://coruzant.com/appdev/kubernetes-management-tools-and-best-practices) [![Couchdb.apache.org](){: style="width:7%"}](https://couchdb.apache.org) [![techiescamp.com: Kubernetes Kustomize Crash Course](){: style="width:7%"}](https://courses.devopscube.com/l/products) [![devopswithkubernetes.com](){: style="width:7%"}](https://courses.mooc.fi/org/uh-cs/courses/devops-with-kubernetes) [![craig-godden-payne.medium.com: How does ingress work in Kubernetes?](){: style="width:7%"}](https://craig-godden-payne.medium.com/how-does-ingress-work-in-kubernetes-f3b121d0351f) [![Homepage](){: style="width:7%"}](https://crc.dev) [![creately.com: A Step By Step Guide to Set KPIs for Team Members](){: style="width:7%"}](https://creately.com/blog/business/how-to-set-kpis-for-team-members) [![creately.com: How to Better Manage Your Projects with Kanban Boards](){: style="width:7%"}](https://creately.com/blog/diagrams/what-is-a-kanban-board) [![creately.com: How to Better Manage Your Projects with Kanban Boards](){: style="width:7%"}](https://creately.com/blog/project-management/what-is-a-kanban-board)

+[![cri-o.io](){: style="width:7%"}](https://cri-o.io) [![cribl.io: Using Prometheus for Agentless Monitoring](){: style="width:7%"}](https://cribl.io/blog/using-prometheus-for-agentless-monitoring) [![cronicaglobal.elespanol.com: Roberto Ardon (Incepto): "A la IA no se le pueden pedir imposibles"](){: style="width:7%"}](https://cronicaglobal.elespanol.com/vida/20240604/roberto-ardon-incepto-ia-pueden-pedir-imposibles/860164103_0.html) [![crontab.guru 🌟](){: style="width:7%"}](https://crontab.guru) [![crossplane.io](){: style="width:7%"}](https://crossplane.io) [![crunchtools.com: A Comparison of Linux Container Images](){: style="width:7%"}](https://crunchtools.com/comparison-linux-container-images) [![crunchtools.com: A Hacker’s Guide to Moving Linux Services into Containers. Epic 15 page blog post showing people how to move Wordpress (php), Mediawiki (php), and Request Tracker (perl) into containers](){: style="width:7%"}](https://crunchtools.com/moving-linux-services-to-containers) [![crunchtools.com: Should I Use Docker Compose Or Podman Compose With Podman?](){: style="width:7%"}](https://crunchtools.com/should-i-use-docker-compose-or-podman-compose-with-podman) [![cryptography.io: scrypt (cryptography)](){: style="width:7%"}](https://cryptography.io/en/latest/hazmat/primitives/key-derivation-functions) [![A Gentle Introduction to Using a Docker Container as a Dev Environment](){: style="width:7%"}](https://css-tricks.com/a-gentle-introduction-to-using-a-docker-container-as-a-dev-environment) [![css-tricks.com: Advanced Git series. 3 Better Collaboration With Pull Requests](){: style="width:7%"}](https://css-tricks.com/better-collaboration-with-pull-requests)

+[![css-tricks.com: Advanced Git series. 2 Branching Strategies in Git](){: style="width:7%"}](https://css-tricks.com/branching-strategies-in-git) [![css-tricks.com: Cherry-Picking Commits in Git](){: style="width:7%"}](https://css-tricks.com/cherry-picking-commits-in-git) [![css-tricks.com: Advanced Git series. 1 Creating the Perfect Commit in Git](){: style="width:7%"}](https://css-tricks.com/creating-the-perfect-commit-in-git) [![css-tricks.com: Git: Switching Unstaged Changes to a New Branch](){: style="width:7%"}](https://css-tricks.com/git-switching-unstaged-changes-to-a-new-branch) [![css-tricks.com: How to Automate Project Versioning and Releases with Continuous Deployment 🌟](){: style="width:7%"}](https://css-tricks.com/how-to-automate-project-versioning-and-releases-with-continuous-deployment) [![css-tricks.com: Advanced Git series. 6 Interactive Rebase: Clean up your' Commit History](){: style="width:7%"}](https://css-tricks.com/interactive-rebase-clean-up-your-commit-history) [![css-tricks.com: Kubernetes Explained Simply: Containers, Pods and Images](){: style="width:7%"}](https://css-tricks.com/kubernetes-explained-simply-containers-pods-and-images) [![css-tricks.com: Advanced Git series. 4 Merge Conflicts: What They Are and' How to Deal with Them](){: style="width:7%"}](https://css-tricks.com/merge-conflicts-what-they-are-and-how-to-deal-with-them) [![css-tricks.com: Advanced Git series. 5 Rebase vs. Merge: Integrating Changes' in Git](){: style="width:7%"}](https://css-tricks.com/rebase-vs-merge-integrating-changes-in-git) [![css-tricks.com: The Many Faces of VS Code in the Browser](){: style="width:7%"}](https://css-tricks.com/the-many-faces-of-vs-code-in-the-browser) [![css-tricks.com: Using the Reflog to Restore Lost Commits](){: style="width:7%"}](https://css-tricks.com/using-the-reflog-to-restore-lost-commits)

+[![cssnectar.com](){: style="width:7%"}](https://cssnectar.com) [![cult.honeypot.io: Best Frontend JavaScript Frameworks To Learn 2021](){: style="width:7%"}](https://cult.honeypot.io/reads/best-frontend-javascript-frameworks-learn-2021) [![curity.io: Client Security](){: style="width:7%"}](https://curity.io/resources/client-security) [![curity.io: OAuth 2.0 Overview](){: style="width:7%"}](https://curity.io/resources/learn/oauth-overview) [![curity.io: OpenID Connect Overview](){: style="width:7%"}](https://curity.io/resources/learn/openid-connect-overview) [![Development Environments for Cloud Agents](){: style="width:7%"}](https://cursor.com/blog/cloud-agent-development-environments) [![Cursor Composer 2.5](){: style="width:7%"}](https://cursor.com/blog/composer-2-5) [![Cursor in Jira: Deep AI Agent Integration](){: style="width:7%"}](https://cursor.com/changelog/05-19-26) [![Cursor Auto-Review Run Mode](){: style="width:7%"}](https://cursor.com/changelog/auto-review) [![Cursor Compile](){: style="width:7%"}](https://cursor.com/compile) [![Cursor Bugbot Effort Levels Documentation](){: style="width:7%"}](https://cursor.com/docs/bugbot)

+[![Cursor Python SDK Documentation](){: style="width:7%"}](https://cursor.com/docs/sdk/python) [![Download Cursor | AI-Powered Code Editor](){: style="width:7%"}](https://cursor.com/download) [![Cursor AI Fundamentals Course](){: style="width:7%"}](https://cursor.com/es/learn) [![The Cursor Developer Habits Report](){: style="width:7%"}](https://cursor.com/insights) [![Cursor Extension Marketplace](){: style="width:7%"}](https://cursor.com/marketplace) [![cybernews.com: Trouble in paradise: IT professionals unhappy with cloud' services](){: style="width:7%"}](https://cybernews.com/cloud/trouble-in-paradise-it-professionals-unhappy-with-cloud-services) [![cyberscoop.com: The Log4j flaw is the latest reminder that quick security fixes are easier said than done](){: style="width:7%"}](https://cyberscoop.com/log4j-hack-security-update-ransomware) [![blog.cyble.com: Exposed Kubernetes Clusters](){: style="width:7%"}](https://cyble.com/blog/exposed-kubernetes-clusters) [![Moco](){: style="width:7%"}](https://cybozu-go.github.io/moco) [![Cycle.io](){: style="width:7%"}](https://cycle.io) [![czakozoltan08.medium.com: Stupid Simple Scalability](){: style="width:7%"}](https://czakozoltan08.medium.com/stupid-simple-scalability-dc4a7fbe67d6)

+[![Security Overview of AWS Lambda](){: style="width:7%"}](https://d1.awsstatic.com/whitepapers/Overview-AWS-Lambda-Security.pdf) [![aws whitepapers: Architecting Amazon EKS for PCI DSS Compliance (pdf) 🌟🌟](){: style="width:7%"}](https://d1.awsstatic.com/whitepapers/architecting-amazon-eks-for-pci-dss-compliance.pdf) [![daffodilsw.medium.com: What is Infrastructure Automation in DevOps?](){: style="width:7%"}](https://daffodilsw.medium.com/what-is-infrastructure-automation-in-devops-d9681870b07d) [![dafriedman97.github.io: Machine Learning from Scratch](){: style="width:7%"}](https://dafriedman97.github.io/mlbook/content/introduction.html) [![dagger.io](){: style="width:7%"}](https://dagger.io) [![dagster.io: Postgres: a better message queue than Kafka?](){: style="width:7%"}](https://dagster.io/blog/skip-kafka-use-postgres-message-queue) [![daily.dev: Building a fault-tolerant event-driven architecture with Google Cloud, Pulumi and Debezium](){: style="width:7%"}](https://daily.dev/blog/building-a-fault-tolerant-event-driven-architecture-with-google-cloud-pulumi-and-debezium) [![dailymotion-oss.github.io/octopilot: Octopilot](){: style="width:7%"}](https://dailymotion-oss.github.io/octopilot) [![dani-izquierdo95.medium.com: Batch processing using Cron Jobs. MySQL automated' backup on Openshift/K8s](){: style="width:7%"}](https://dani-izquierdo95.medium.com/mysql-automated-backup-on-openshift-k8s-3690280d304f) [![None](){: style="width:7%"}](https://daniel.haxx.se/blog/2015/12/14/curl-and-http2-by-default) [![None](){: style="width:7%"}](https://daniel.haxx.se/blog/2015/12/20/a-2015-retrospective)

+[![curl cheat sheet for Linux and Unix users](){: style="width:7%"}](https://daniel.haxx.se/blog/wp-content/uploads/2020/01/sticker-cheat-sheet.png) [![Git-flow cheatsheet](){: style="width:7%"}](https://danielkummer.github.io/git-flow-cheatsheet/index.html) [![Rate Limiting in Controller-Runtime and Client-go](){: style="width:7%"}](https://danielmangum.com/posts/controller-runtime-client-go-rate-limiting) [![danielmangum.com: How Kubernetes validates custom resources](){: style="width:7%"}](https://danielmangum.com/posts/how-kubernetes-validates-custom-resources) [![danielmangum.com: K8s ASA: The Storage Interface](){: style="width:7%"}](https://danielmangum.com/posts/k8s-asa-the-storage-interface) [![dannys.cloud: 10 Best Free AWS Learning Resources for Beginners](){: style="width:7%"}](https://dannys.cloud/10-best-free-aws-learning-resources-for-beginners) [![dannys.cloud: Autocomplete your CloudFormation Resources in VS Code](){: style="width:7%"}](https://dannys.cloud/autocomplete-cloudformation-resources-vs-code) [![danoncoding.com: Tricky Kubernetes memory management for Java applications' 🌟](){: style="width:7%"}](https://danoncoding.com/tricky-kubernetes-memory-management-for-java-applications-d2f88dd4e9f6) [![Dapr](){: style="width:7%"}](https://dapr.io) [![darryl-ruggles.cloud: AWS SSO Credentials With Multiple Accounts](){: style="width:7%"}](https://darryl-ruggles.cloud/aws-sso-credentials-with-multiple-accounts) [![darumatic.com: Improve Kubectl Command with Krew](){: style="width:7%"}](https://darumatic.com/blog/improve_kubectl_command_with_krew)

+[![darumatic.com: Podman - Introduction 🌟](){: style="width:7%"}](https://darumatic.com/blog/podman_introduction) [![dashbird.io: AWS Elastic Load Balancing from a Serverless perspective](){: style="width:7%"}](https://dashbird.io/blog/aws-application-load-balancer) [![None](){: style="width:7%"}](https://dashbird.io/blog/aws-relational-database-rds) [![dashbird.io: 8 Must-Know Tricks to Use S3 More Effectively in Python](){: style="width:7%"}](https://dashbird.io/blog/aws-s3-python-tricks) [![dashbird.io: How I Manage Credentials in Python Using AWS Secrets Manager](){: style="width:7%"}](https://dashbird.io/blog/aws-secrets-manager-python) [![None](){: style="width:7%"}](https://dashbird.io/blog/aws-sns) [![dashbird.io: Explaining boto3: how to use any AWS service with python](){: style="width:7%"}](https://dashbird.io/blog/boto3-aws-python) [![dashbird.io: Deploying AWS Lambda with Docker Containers: I Gave it a Try and Here’s My Review](){: style="width:7%"}](https://dashbird.io/blog/deploying-aws-lambda-with-docker) [![dashbird.io: Monitoring vs Observability: Can you tell the difference? 🌟](){: style="width:7%"}](https://dashbird.io/blog/monitoring-vs-observability) [![dashbird.io: 4 Tips for AWS Lambda Optimization for Production](){: style="width:7%"}](https://dashbird.io/blog/optimizing-aws-lambda-for-production) [![dashbird.io: Serverless Case Study – Coca-Cola](){: style="width:7%"}](https://dashbird.io/blog/serverless-case-study-coca-cola)

+[![dashbird.io: Get started and keep using AWS for free](){: style="width:7%"}](https://dashbird.io/blog/use-aws-free) [![Databricks Data + AI Summit 2026](){: style="width:7%"}](https://dataaisummit.databricks.com/flow/db/dais2026/landing/page/home) [![Database School: Intro to Postgres - Video 203](){: style="width:7%"}](https://databaseschool.com/series/intro-to-postgres/videos/203) [![Announcing Databricks Labs Terraform integration on AWS and Azure](){: style="width:7%"}](https://databricks.com/blog/2020/09/11/announcing-databricks-labs-terraform-integration-on-aws-and-azure.html) [![Automate SQL Server Backups with PowerShell](){: style="width:7%"}](https://datacrazyworld.com/index.php/2025/03/16/automatiza-backups-de-sql-server-con-powershell) [![dataengineeringcentral.substack.com: Why is everyone trying to kill Airflow?' 🌟](){: style="width:7%"}](https://dataengineeringcentral.substack.com/p/why-is-everyone-trying-to-kill-airflow?sd=pf) [![datafix.com.au: BASHing data - Data ops on the Linux command line 🌟](){: style="width:7%"}](https://datafix.com.au/BASHing) [![==datascientest.com: Azure DevOps Pipeline YAML: why configure CI/CD pipelines' with YAML?==](){: style="width:7%"}](https://datascientest.com/en/azure-devops-pipeline-yaml-why-configure-ci-cd-pipelines-with-yaml) [![Azure DevOps vs GitHub Actions: Which is the best CI/CD tool?](){: style="width:7%"}](https://datascientest.com/en/azure-devops-vs-github-actions-which-is-the-best-ci-cd-tool) [![datastation.multiprocess.io: Speeding up Go's builtin JSON encoder up to' 55% for large arrays of objects](){: style="width:7%"}](https://datastation.multiprocess.io/blog/2022-03-03-improving-go-json-encoding-performance-for-large-arrays-of-objects.html) [![How to Get More Out of Your Git Commit Message](){: style="width:7%"}](https://datree.io/blog/git-commit-message-conventions-for-readable-git-log)

+[![10 useful Git commands you wish existed – and their alternatives](){: style="width:7%"}](https://datree.io/blog/useful-git-commands-list) [![datree.io: ArgoCD Best Practices](){: style="width:7%"}](https://datree.io/resources/argocd-best-practices-you-should-know) [![datree.io: EKS 1.22 Upgrade Tutorial](){: style="width:7%"}](https://datree.io/resources/eks-1-22-upgrade-tutorial) [![datree.io: 6 Best Practices for Effective Readiness and Liveness Probes](){: style="width:7%"}](https://datree.io/resources/kubernetes-readiness-and-liveness-probes-best-practices) [![Building a high performance JSON parser](){: style="width:7%"}](https://dave.cheney.net/high-performance-json.html) [![None](){: style="width:7%"}](https://dave.cheney.net/paste/ingress-is-dead-long-live-ingressroute.pdf) [![daveops.xyz: Administrar usuarios en EKS](){: style="width:7%"}](https://daveops.xyz/2020/08/25/administrar-usuarios-en-eks) [![daveops.xyz: Running DB migrations on Kubernetes with Helm](){: style="width:7%"}](https://daveops.xyz/en/2020/09/18/running-db-migrations-on-kubernetes-with-helm) [![davidsr.me: Deploy Azure WAF with Terraform and Azure DevOps](){: style="width:7%"}](https://davidsr.me/deploy-azure-waf-with-terraform-and-azure-devops) [![davidwalsh.name: More Awesome Git Aliases](){: style="width:7%"}](https://davidwalsh.name/more-awesome-git-aliases) [![davidxiang.com: Kafka As A Database? Yes Or No](){: style="width:7%"}](https://davidxiang.com/2021/01/10/kafka-as-a-database)

+[![dbafromthecold.com: Adjusting pod eviction time in Kubernetes](){: style="width:7%"}](https://dbafromthecold.com/2020/04/08/adjusting-pod-eviction-time-in-kubernetes) [![dbasecenter.com: The top 5 MySQL performance variables](){: style="width:7%"}](https://dbasecenter.com/blog/the-top-5-mysql-performance-variables) [![dbatools.io](){: style="width:7%"}](https://dbatools.io) [![ddev.com](){: style="width:7%"}](https://ddev.com) [![**Debezium**:](){: style="width:7%"}](https://debezium.io) [![debezium.io: Lessons Learned from Running Debezium with PostgreSQL on Amazon RDS](){: style="width:7%"}](https://debezium.io/blog/2020/02/25/lessons-learned-running-debezium-with-postgresql-on-rds) [![debezium.io: Using Debezium to Create a Data Lake with Apache Iceberg](){: style="width:7%"}](https://debezium.io/blog/2021/10/20/using-debezium-create-data-lake-with-apache-iceberg) [![Debuild](){: style="width:7%"}](https://debuild.co) [![decisivedevops.com: Kubernetes Events β€” News feed of your cluster](){: style="width:7%"}](https://decisivedevops.com/kubernetes-events-news-feed-of-your-kubernetes-cluster-826e08892d7a) [![declarando.es](){: style="width:7%"}](https://declarando.es) [![decodingml.substack.com: Decoding ML Newsletter](){: style="width:7%"}](https://decodingml.substack.com)

+[![decodingml.substack.com: How to ensure your models are fail-safe in production?](){: style="width:7%"}](https://decodingml.substack.com/p/how-to-ensure-your-models-are-fail) [![deepsource.io: Breaking down zero downtime deployments in Kubernetes](){: style="width:7%"}](https://deepsource.com/blog/zero-downtime-deployment) [![deepsource.io: Breaking down zero downtime deployments in Kubernetes](){: style="width:7%"}](https://deepsource.io/blog/zero-downtime-deployment) [![deeptimittalblogger.medium.com: Event driven architecture](){: style="width:7%"}](https://deeptimittalblogger.medium.com/event-driven-architecture-111f504a8cbc) [![Dekorate](){: style="width:7%"}](https://dekorate.io) [![denic.hashnode.dev: Resources to crush the technical interview](){: style="width:7%"}](https://denic.hashnode.dev/resources-to-crush-the-technical-interview) [![Azure DevOps Terraform Pipeline (Complete Guide + YAML Examples)](){: style="width:7%"}](https://deniscooper.co.uk/azure-devops-terraform-pipeline) [![denniszielke.medium.com: Using Azure Container Apps at scale instead of' your building your own NaaS on top of K8s?](){: style="width:7%"}](https://denniszielke.medium.com/using-azure-container-apps-at-scale-instead-of-your-building-your-own-naas-on-top-of-k8s-7c4760c2511f) [![ref 2](){: style="width:7%"}](https://deors.wordpress.com/2019/04/25/jenkins-ci-pipeline-java-spring-boot-maven-docker) [![dev-k8sref-io.web.app](){: style="width:7%"}](https://dev-k8sref-io.web.app) [![dev-vibe.medium.com: Encrypt Helm sensitive data](){: style="width:7%"}](https://dev-vibe.medium.com/encrypt-helm-sensitive-data-9d7622e41d00)

+[![dev.to: How to run docker on Windows without Docker Desktop](){: style="width:7%"}](https://dev.to/_nicolas_louis_/how-to-run-docker-on-windows-without-docker-desktop-hik) [![dev.to: Git Commands Cheatsheet: Advanced (20+ Git Commands Advanced )](){: style="width:7%"}](https://dev.to/aashiya123/git-commands-cheatsheet-advanced-20-git-commands-advanced--35i3) [![dev.to: How to create a production Docker image](){: style="width:7%"}](https://dev.to/abdorah/how-to-create-production-docker-image-ready-for-deployment-4bbe) [![dev.to: All about k3s - Lightweight Kubernetes 🌟](){: style="width:7%"}](https://dev.to/abhinavd26/all-about-k3s-lightweight-kubernetes-3ell) [![dev.to: What’s Wrong With Measuring Developer Performance (+ 10 Best Metrics)](){: style="width:7%"}](https://dev.to/actitime/whats-wrong-with-measuring-developer-performance-10-best-metrics-5620) [![dev.to: Top 200 Kubernetes Tools for DevOps Engineer Like You](){: style="width:7%"}](https://dev.to/ajeetraina/top-200-kubernetes-tools-for-devops-engineer-like-you-3h7e) [![dev.to: Dockerize a GoLang HTTP server and deploy it on Kubernetes](){: style="width:7%"}](https://dev.to/aksrao1998/dockerize-a-golang-http-server-and-deploy-it-on-kubernetes-592j) [![dev.to: Go, Kafka and gRPC clean architecture CQRS microservices with Jaeger tracing](){: style="width:7%"}](https://dev.to/aleksk1ng/go-kafka-and-grpc-clean-architecture-cqrs-microservices-with-jaeger-tracing-45bj) [![dev.to: How to configure VSCode Bracket Pair Colors Natively](){: style="width:7%"}](https://dev.to/amanhimself/how-to-configure-vscode-bracket-pair-colors-natively-3nl) [![dev.to: Extending GitOps: Effortless continuous integration and deployment on Kubernetes](){: style="width:7%"}](https://dev.to/amplication/extending-gitops-effortless-continuous-integration-and-deployment-on-kubernetes-1oem) [![dev.to: 5 GitHub Projects to make you a better DevOps Engineer 🌟](){: style="width:7%"}](https://dev.to/ankit01oss/5-github-projects-to-make-you-a-better-devops-engineer-2fkl)

+[![dev.to: Video: Visualize the architecture of your Java app, in VS Code,' in 2 ΒΉ/β‚‚ minutes](){: style="width:7%"}](https://dev.to/appland/video-visualize-the-architecture-of-your-java-app-in-vs-code-in-2-minutes-568j) [![dev.to: Video: Visualize the architecture of your Java app, in VS Code, in 2 ΒΉ/β‚‚ minutes](){: style="width:7%"}](https://dev.to/appmap/video-visualize-the-architecture-of-your-java-app-in-vs-code-in-2-minutes-568j) [![dev.to/arpanadhikari: Reusable AWS iam role for service-accounts (IRSA for k8s ) terraform module](){: style="width:7%"}](https://dev.to/arpanadhikari/reusable-aws-iam-role-for-service-accounts-irsa-for-k8s-terraform-module-2og2) [![dev.to: Get started with Apache Airflow](){: style="width:7%"}](https://dev.to/arunkc/get-started-with-apache-airflow-1218) [![dev.to: DEV-OPS](){: style="width:7%"}](https://dev.to/attaullahshafiq10/dev-ops-59dm) [![https://dev.to/aurelievache: Understanding Kubernetes: part 1 – Pods](){: style="width:7%"}](https://dev.to/aurelievache/kubernetes-sketchnotes-pods-4ib0) [![dev.to/aurelievache: Understanding Istio: part 1 – Istio Components](){: style="width:7%"}](https://dev.to/aurelievache/understanding-istio-part-1-istio-components-4ik5) [![dev.to/aurelievache: Understanding Istio: part 16 – Observability / Metrics](){: style="width:7%"}](https://dev.to/aurelievache/understanding-istio-part-16-observability-metrics-2m8p) [![dev.to/aurelievache: Understanding Istio: part 9 – DestinationRule](){: style="width:7%"}](https://dev.to/aurelievache/understanding-istio-part-9-destinationrule-1g7e) [![dev.to/aurelievache: Understanding Kubernetes: part 22 – LimitRange](){: style="width:7%"}](https://dev.to/aurelievache/understanding-kubernetes-part-22-limitrange-144l) [![dev.to: Understanding Kubernetes: part 48 – Kubernetes 1.27 Changelog](){: style="width:7%"}](https://dev.to/aurelievache/understanding-kubernetes-part-48-kubernetes-127-changelog-1alk)

+[![dev.to: Adding an EBS volume to a running AWS EC2 Instance](){: style="width:7%"}](https://dev.to/aws-builders/adding-an-ebs-volume-to-a-running-aws-ec2-instance-311l) [![dev.to/aws-builders: Amazon VPC Lattice β€” Build Applications, Not Networks](){: style="width:7%"}](https://dev.to/aws-builders/amazon-vpc-lattice-build-applications-not-networks-59j8) [![dev.to: AWS App Runner : How to deploy containerized applications using App Runner](){: style="width:7%"}](https://dev.to/aws-builders/aws-app-runner-how-to-deploy-containerized-applications-using-app-runner-1f7c) [![dev.to: AWS WAF (Web Application Firewall): Deep Dive](){: style="width:7%"}](https://dev.to/aws-builders/aws-waf-web-application-firewall-deep-dive-15bd) [![dev.to/aws-builders: Best Practices for Securing Kubernetes Deployments 🌟](){: style="width:7%"}](https://dev.to/aws-builders/best-practices-for-securing-kubernetes-deployments-1jg6) [![dev.to: Best Practices When Designing AWS Architecture 🌟🌟](){: style="width:7%"}](https://dev.to/aws-builders/best-practices-when-designing-aws-architecture-4c8d) [![dev.to: Continuous Integration and Deployment on AWS - and a wishlist for CI/CD Tools on AWS](){: style="width:7%"}](https://dev.to/aws-builders/continuous-integration-and-deployment-on-aws-and-a-wishlist-for-cicd-tools-on-aws-5a13) [![dev.to: Creating a Rest API with Infrastructure as Code (Terraform) & Serverless (Lambda + Python) - Part 2 CI/CD](){: style="width:7%"}](https://dev.to/aws-builders/creating-a-rest-api-with-infrastructure-as-code-terraform-serverless-lambda-python-part-2-cicd-g8h) [![dev.to: Creating an EKS Cluster and Node Group with Terraform](){: style="width:7%"}](https://dev.to/aws-builders/creating-an-eks-cluster-and-node-group-with-terraform-1lf6) [![dev.to/aws-builders: Deploying a Containerized App to ECS Fargate Using a Private ECR Repo & Terragrunt](){: style="width:7%"}](https://dev.to/aws-builders/deploying-a-containerized-app-to-ecs-fargate-using-a-private-ecr-repo-terragrunt-5b8a) [![DevOps Made Easy: Install AWS CLI, ECS CLI, Docker & Terraform Using Chocolatey](){: style="width:7%"}](https://dev.to/aws-builders/devops-made-easy-install-aws-cli-ecs-cli-docker-terraform-using-chocolatey-2lld)

+[![dev.to: Disaster Recovery Cheat-sheet/Write-up 🌟](){: style="width:7%"}](https://dev.to/aws-builders/disaster-recovery-cheat-sheetwrite-up-o62) [![dev.to: EKS IAM Deep Dive 🌟](){: style="width:7%"}](https://dev.to/aws-builders/eks-iam-deep-dive-136d) [![dev.to: Event driven architectures using AWS with example](){: style="width:7%"}](https://dev.to/aws-builders/event-driven-architectures-using-aws-with-example-3d2d) [![dev.to/aws-builders: From Scratch: OIDC Providers](){: style="width:7%"}](https://dev.to/aws-builders/from-scratch-oidc-providers-252d) [![dev.to: Getting started with SNS and SQS](){: style="width:7%"}](https://dev.to/aws-builders/getting-started-with-sns-and-sqs-3m4i) [![dev.to: Go fast and reduce risk: using CDK to deploy your serverless applications on AWS](){: style="width:7%"}](https://dev.to/aws-builders/go-fast-and-reduce-risk-using-cdk-to-deploy-your-serverless-applications-on-aws-2i3k) [![dev.to: Best way to Automate AWS EBS Snapshots (without scripts)](){: style="width:7%"}](https://dev.to/aws-builders/how-to-automate-aws-ebs-snapshots-54og) [![dev.to: How to deploy a serverless website with Terraform](){: style="width:7%"}](https://dev.to/aws-builders/how-to-deploy-a-serverless-website-with-terraform-5677) [![dev.to/aws-builders: How to get started with DevOps? What skills should we start with?](){: style="width:7%"}](https://dev.to/aws-builders/how-to-get-started-with-devops-what-skills-should-we-start-with-5efp) [![dev.to: How Well-Architected Enables Junior Engineers](){: style="width:7%"}](https://dev.to/aws-builders/how-well-architected-enables-junior-engineers-24j) [![dev.to: Install & Manage Amazon EKS Add-ons with Terraform](){: style="width:7%"}](https://dev.to/aws-builders/install-manage-amazon-eks-add-ons-with-terraform-2dea)

+[![dev.to/aws-builders: Introduction to AWS SAM (Serverless Application Model)](){: style="width:7%"}](https://dev.to/aws-builders/introduction-to-aws-sam-serverless-application-model-12oc) [![dev.to: Karpenter: The Better Autoscaling Solution for Kubernetes- Part' 1](){: style="width:7%"}](https://dev.to/aws-builders/karpenter-the-better-autoscaling-solution-for-kubernetes-part-1-4pd5) [![dev.to: KeyCloak with Nginx Ingress](){: style="width:7%"}](https://dev.to/aws-builders/keycloak-with-nginx-ingress-6fo) [![dev.to: Manage webhooks at scale with AWS Serverless](){: style="width:7%"}](https://dev.to/aws-builders/manage-webhooks-at-scale-with-aws-serverless-fof) [![dev.to: Many free and useful AWS official Dev and User guides!](){: style="width:7%"}](https://dev.to/aws-builders/many-free-and-useful-aws-official-dev-and-user-guides-54ci) [![dev.to/aws-builders: My Service Mesh journey with Terraform on AWS Cloud - Part 1](){: style="width:7%"}](https://dev.to/aws-builders/my-service-mesh-journey-with-terraform-on-aws-cloud-part-1-3hee) [![dev.to/aws-builders: My Service Mesh journey with Terraform on AWS Cloud - Part 2](){: style="width:7%"}](https://dev.to/aws-builders/my-service-mesh-journey-with-terraform-on-aws-cloud-part-2-58fd) [![dev.to/aws-builders: Navigating AWS EKS with Terraform: Understanding VPC Essentials for EKS Cluster Management](){: style="width:7%"}](https://dev.to/aws-builders/navigating-aws-eks-with-terraform-understanding-vpc-essentials-for-eks-cluster-management-51e3) [![dev.to: Platform Engineering and Internal Developer Platform (IDP)](){: style="width:7%"}](https://dev.to/aws-builders/platform-engineering-and-internal-developer-platform-3deb) [![dev.to: Provisioning AWS Infrastructure using Terraform and Jenkins CI/CD](){: style="width:7%"}](https://dev.to/aws-builders/provisioning-aws-infrastructure-using-terraform-and-jenkins-cicd-pgj) [![dev.to: Sharing secrets to ECS in an AWS multi-account architecture](){: style="width:7%"}](https://dev.to/aws-builders/sharing-secrets-to-ecs-in-an-aws-multi-account-architecture-5h1i)

+[![dev.to/aws-builders: Un Modelo de EDA: Event Driven Architectures](){: style="width:7%"}](https://dev.to/aws-builders/un-modelo-de-eda-event-driven-architectures-4d9f) [![dev.to/aws-builders: Unleashing the Power of CDK and Terraform in Cloud Deployments](){: style="width:7%"}](https://dev.to/aws-builders/unleashing-the-power-of-cdk-and-terraform-in-cloud-deployments-5680) [![dev.to: When to SNS or SQS](){: style="width:7%"}](https://dev.to/aws-builders/when-to-sns-or-sqs-2aji) [![dev.to: Automatic API Key rotation for Amazon Managed Grafana](){: style="width:7%"}](https://dev.to/aws-heroes/automatic-api-key-rotation-for-amazon-managed-grafana-2h68) [![dev.to: Serverless - Beyond the Basics | Kristi Perreault 🌟](){: style="width:7%"}](https://dev.to/aws-heroes/serverless-beyond-the-basics-kom) [![dev.to: 10 New AWS Amplify Features to Check Out](){: style="width:7%"}](https://dev.to/aws/10-new-aws-amplify-features-to-check-out-4291) [![dev.to: My Top 5 Visual Studio Code extensions for Azure Developers](){: style="width:7%"}](https://dev.to/azure/my-top-5-visual-studio-code-extensions-for-azure-developers-1odo) [![dev.to: Data Migration from Monolith to Microservice in Django](){: style="width:7%"}](https://dev.to/balwanishivam/data-migration-from-monolith-to-microservice-in-django-5b9m) [![dev.to: A Git Cheat Sheet](){: style="width:7%"}](https://dev.to/baransel/a-git-cheat-sheet-4mab) [![None](){: style="width:7%"}](https://dev.to/bekbrace/new-rules-in-github-git-push-u-origin-main-2k82) [![dev.to/bennyfmo_237: Deploying Basic Infrastructure on AWS with Terraform](){: style="width:7%"}](https://dev.to/bennyfmo_237/deploying-basic-infrastructure-on-aws-with-terraform-1k68)

+[![Clean Architecture on Frontend](){: style="width:7%"}](https://dev.to/bespoyasov/clean-architecture-on-frontend-4311?utm=midu) [![dev.to/bhanufyi: Effective Terraform Variable Management in GitHub Actions](){: style="width:7%"}](https://dev.to/bhanufyi/effective-terraform-variable-management-in-github-actions-488l) [![dev.to: Introduction to Bash Scripting - A DO Hackathon Submission](){: style="width:7%"}](https://dev.to/bobbyiliev/introduction-to-bash-scripting-5571) [![dev.to: Install Docker on Windows (WSL) without Docker Desktop 🌟](){: style="width:7%"}](https://dev.to/bowmanjd/install-docker-on-windows-wsl-without-docker-desktop-34m9) [![dev.to: Towards a Modular DevOps Stack](){: style="width:7%"}](https://dev.to/camptocamp-ops/towards-a-modular-devops-stack-257c) [![dev.to: Containers without Docker (podman, buildah, and skopeo)](){: style="width:7%"}](https://dev.to/cedricclyburn/containers-without-docker-podman-buildah-and-skopeo-1eal) [![dev.to: Deploy Kubernetes Resources in Minikube cluster using Terraform](){: style="width:7%"}](https://dev.to/chefgs/deploy-kubernetes-resources-in-minikube-cluster-using-terraform-1p8o) [![dev.to: Getting Started Tutorial for Learning Kubernetes 🌟](){: style="width:7%"}](https://dev.to/chefgs/getting-started-tutorial-for-learning-kubernetes-455e) [![dev.to/chinmay13: AWS Networking with Terraform: VPC Transit Gateway between VPCs](){: style="width:7%"}](https://dev.to/chinmay13/aws-networking-with-terraform-vpc-transit-gateway-between-vpcs-1ne4) [![dev.to: Moving Azure Functions from AKS to Container Apps](){: style="width:7%"}](https://dev.to/christle/moving-azure-functions-from-aks-to-container-apps-k60) [![dev.to: Kubernetes Cost Management and Analysis Guide 🌟](){: style="width:7%"}](https://dev.to/cloudforecast/kubernetes-cost-management-and-analysis-guide-1e1b)

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+[![dev.to: Price Comparison of Popular Serverless Architecture Providers](){: style="width:7%"}](https://dev.to/d1020/price-comparison-of-popular-serverless-architecture-providers-2jk9) [![dev.to: Binding AWS IAM roles to Kubernetes Service Account for on-prem clusters | Daniele Polencic 🌟](){: style="width:7%"}](https://dev.to/danielepolencic/binding-aws-iam-roles-to-kubernetes-service-account-for-on-prem-clusters-1icc) [![None](){: style="width:7%"}](https://dev.to/danielepolencic/labels-and-annotations-in-kubernetes-j4i) [![dev.to/danielepolencic: Request-based autoscaling in Kubernetes: scaling to zero](){: style="width:7%"}](https://dev.to/danielepolencic/request-based-autoscaling-in-kubernetes-scaling-to-zero-2i73) [![dev.to/danielepolencic: Scaling Kubernetes to multiple clusters and regions 🌟](){: style="width:7%"}](https://dev.to/danielepolencic/scaling-kubernetes-to-multiple-clusters-and-regionss-294b) [![dev.to: The Kubernetes API architecture | Daniele Polencic 🌟](){: style="width:7%"}](https://dev.to/danielepolencic/the-kubernetes-api-architecture-1pi9) [![dev.to: NoSQL Database Design for E-Commerce Apps in 2021](){: style="width:7%"}](https://dev.to/danielkolb/nosql-database-design-for-e-commerce-apps-in-2021-390e) [![dev.to/dashaun: K3s on Raspberry Pi and ClusterHat](){: style="width:7%"}](https://dev.to/dashaun/k3s-on-raspberry-pi-and-clusterhat-m6k) [![dev.to: A Deep Dive Into Kubernetes Schema Validation](){: style="width:7%"}](https://dev.to/datreeio/a-deep-dive-into-kubernetes-schema-validation-39ll) [![dev.to: Learn how to use Kafkacat – the most versatile Kafka CLI client 🌟](){: style="width:7%"}](https://dev.to/de_maric/learn-how-to-use-kafkacat-the-most-versatile-kafka-cli-client-1kb4) [![dev.to: How to change an image with Python](){: style="width:7%"}](https://dev.to/deotyma/how-to-change-an-image-with-python-518d)

+[![dev.to: 20 Git Commands That Will Make You a Version Control Pro](){: style="width:7%"}](https://dev.to/devland/20-git-commands-that-will-make-you-a-version-control-pro-149p) [![dev.to: Kubernetes Practice β€” Logging with Logstash and FluentD by Sidecar Container](){: style="width:7%"}](https://dev.to/devopsvn/kubernetes-practice-logging-with-logstash-and-fluentd-by-sidecar-container-16oi) [![dev.to/devsatasurion: Deploying Applications with GitHub Actions and ArgoCD to EKS: Best Practices and Techniques](){: style="width:7%"}](https://dev.to/devsatasurion/deploying-applications-with-github-actions-and-argocd-to-eks-best-practices-and-techniques-4epc) [![dev.to: How we made the __markdown toolbar__](){: style="width:7%"}](https://dev.to/devteam/how-we-made-the-markdown-toolbar-4f09) [![dev.to: How to start with Kubernetes for begginer](){: style="width:7%"}](https://dev.to/dhirajpatra/how-to-start-with-kubernetes-for-begginer-309e) [![dev.to: Docker: Explained to a 5 year old. πŸ‘ΆπŸ»](){: style="width:7%"}](https://dev.to/dhravya/docker-explained-to-a-5-year-old-2cbg) [![dev.to: How to Copy a Security Group with Rules from one AWS Account to Another account](){: style="width:7%"}](https://dev.to/dineshrathee12/how-to-copy-a-security-group-with-rules-from-one-aws-account-to-another-account-36mb) [![dev.to: Git Cheat Sheet πŸ“„ (50 commands + Free PDF and poster)](){: style="width:7%"}](https://dev.to/doabledanny/git-cheat-sheet-50-commands-free-pdf-and-poster-4gcn) [![dev.to: 9 Docker Extensions Every Developer Must Try](){: style="width:7%"}](https://dev.to/docker/9-docker-extensions-every-developer-must-try-1no2) [![dev.to: Top 200 Kubernetes Tools for DevOps Engineer Like You](){: style="width:7%"}](https://dev.to/docker/top-200-kubernetes-tools-for-devops-engineer-like-you-3h7e) [![dev.to: Code Quality Tools in Python](){: style="width:7%"}](https://dev.to/dollardhingra/code-quality-tools-in-python-4k2a)

+[![dev.to: Best Practices For Writing Clean Pythonic Code](){: style="width:7%"}](https://dev.to/dollardhingra/python-code-best-practices-4k96) [![dev.to: Implementing a simple K8s admission controller in Go](){: style="width:7%"}](https://dev.to/douglasmakey/implementing-a-simple-k8s-admission-controller-in-go-2dcg) [![dev.to/dsudia: How to Integrate Docker & JetBrains into Telepresence](){: style="width:7%"}](https://dev.to/dsudia/how-to-integrate-docker-jetbrains-into-telepresence-31op) [![dev.to: Superb VSCode extensions changing your coding life](){: style="width:7%"}](https://dev.to/duckinm/superb-vscode-extensions-changing-your-coding-life-2cmb) [![dev.to: Send notification to slack from the Jenkins CI Job and Jenkinsfile](){: style="width:7%"}](https://dev.to/eavnitech/send-notification-to-slack-from-the-jenkins-ci-job-and-jenkinsfile-e-avni-tech-2lm5) [![dev.to: How to monitor nginx in Kubernetes with Prometheus](){: style="width:7%"}](https://dev.to/eckelon/how-to-monitor-nginx-in-kubernetes-with-prometheus-j5f) [![dev.to: Introduction to Helm 🌟](){: style="width:7%"}](https://dev.to/edlegaultle/introduction-to-helm-50jl) [![dev.to: Open a command prompt in a Kubernetes cluster](){: style="width:7%"}](https://dev.to/eldadak/open-a-command-prompt-in-a-kubernetes-cluster-206g) [![Full Stack Developer's Roadmap 🌟](){: style="width:7%"}](https://dev.to/ender_minyard/full-stack-developer-s-roadmap-2k12) [![dev.to/env0: Terraform Destroy Command: A Guide to Controlled Infrastructure' Removal](){: style="width:7%"}](https://dev.to/env0/terraform-destroy-command-a-guide-to-controlled-infrastructure-removal-4af8) [![dev.to/env0: Terraform Destroy Command: A Guide to Controlled Infrastructure Removal](){: style="width:7%"}](https://dev.to/envzero/terraform-destroy-command-a-guide-to-controlled-infrastructure-removal-4af8)

+[![dev.to: Git and GitHub for beginners](){: style="width:7%"}](https://dev.to/ericawanja/git-and-github-for-beginners-33a0) [![dev.to: Introduction to Git and GitHub](){: style="width:7%"}](https://dev.to/estherwanjiru/introduction-to-git-and-github-25ei) [![dev.to: How to run Minikube on Apple M1 chip without Docker Desktop using' Colima](){: style="width:7%"}](https://dev.to/everythingdevops/how-to-run-minikube-on-apple-m1-chip-without-docker-desktop-h76) [![dev.to: Building a REST API with Django REST Framework 🌟](){: style="width:7%"}](https://dev.to/faruqt/how-to-connect-django-to-reactjs-part-2-2oje) [![dev.to/fermyon: Scaling Sidecars to Zero in Kubernetes](){: style="width:7%"}](https://dev.to/fermyon/scaling-sidecars-to-zero-in-kubernetes-2m23) [![dev.to/fidalmathew: Session-Based vs. Token-Based Authentication: Which is better?](){: style="width:7%"}](https://dev.to/fidalmathew/session-based-vs-token-based-authentication-which-is-better-227o) [![==dev.to: Detecting Kubernetes API Deprecations with pluto==](){: style="width:7%"}](https://dev.to/fkurz/detecting-kubernetes-api-deprecations-with-pluto-3g2m) [![dev.to: Rapid API Creation with AWS Amplify](){: style="width:7%"}](https://dev.to/fllstck/rapid-api-creation-with-aws-amplify-3c8i) [![dev.to/francescoxx: Java CRUD Rest API using Spring Boot, Hibernate, Postgres, Docker and Docker Compose](){: style="width:7%"}](https://dev.to/francescoxx/java-crud-rest-api-using-spring-boot-hibernate-postgres-docker-and-docker-compose-5cln) [![dev.to/franciscogm: AWS CLI SSO made easy](){: style="width:7%"}](https://dev.to/franciscogm/aws-cli-sso-made-easy-3bh9) [![dev.to/francoislp: Post-mortem: 1h30 downtime on a Saturday morning](){: style="width:7%"}](https://dev.to/francoislp/post-mortem-1h30-downtime-on-a-saturday-morning-5af0)

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+[![dev.to: What's the difference between a GitHub Action and a Workflow?](){: style="width:7%"}](https://dev.to/github/whats-the-difference-between-a-github-action-and-a-workflow-2gba) [![dev.to/gitlive: GitLive now works with any Git repository in VS Code!](){: style="width:7%"}](https://dev.to/gitlive/gitlive-now-works-with-any-git-repository-in-vs-code-304o) [![dev.to: Terraform Modules for Advanced Users](){: style="width:7%"}](https://dev.to/gofirefly/terraform-modules-for-advanced-users-4n56) [![3 Git Commands I Use Every Day](){: style="width:7%"}](https://dev.to/gonedark/3-git-commands-i-use-every-day) [![dev.to: DevOps 101 : Introduction to Ansible](){: style="width:7%"}](https://dev.to/grayhat/devops-101-introduction-to-ansible-1n64) [![dev.to: HULL Tutorial 01: Introducing HULL, the Helm Universal Layer Library](){: style="width:7%"}](https://dev.to/gre9ory/hull-tutorial-01-introducing-hull-the-helm-universal-layer-library-4njb) [![dev.to/grrywlsn: Self-service infrastructure as code](){: style="width:7%"}](https://dev.to/grrywlsn/self-service-infrastructure-as-code-23bl) [![dev.to: VS Code extensions to increase your Productivity](){: style="width:7%"}](https://dev.to/harishash/vs-code-extensions-to-increase-your-productivity-eeb) [![dev.to: Deploying Your First Golang Webapp](){: style="width:7%"}](https://dev.to/heroku/deploying-your-first-golang-webapp-11b3) [![dev.to: Git it RightπŸ”₯πŸ”₯πŸš€(Git CheatSheet) 🌟](){: style="width:7%"}](https://dev.to/hey_atharva/git-it-right-git-cheatsheet-4o0h) [![dev.to/hkhelil: Building a Kubernetes Operator with an NGINX CRD](){: style="width:7%"}](https://dev.to/hkhelil/building-a-kubernetes-operator-with-an-nginx-crd-3lil)

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+[![dev.to/verifacrew: How to assume an AWS IAM role from a Service Account in EKS with Terraform](){: style="width:7%"}](https://dev.to/verifacrew/how-to-assume-an-aws-iam-role-from-a-service-account-in-eks-with-terraform-28gd) [![dev.to: yq : A command line tool that will help you handle your YAML resources better 🌟](){: style="width:7%"}](https://dev.to/vikcodes/yq-a-command-line-tool-that-will-help-you-handle-your-yaml-resources-better-8j9) [![None](){: style="width:7%"}](https://dev.to/vikrantnegi/become-a-vs-code-ninja-with-these-extensions-and-tools-2020-1119) [![dev.to/vinod827: Scale your apps using KEDA in Kubernetes](){: style="width:7%"}](https://dev.to/vinod827/scale-your-apps-using-keda-in-kubernetes-4i3h) [![dev.to: Access Secrets in AKV using Managed identities for AKS 🌟](){: style="width:7%"}](https://dev.to/vivekanandrapaka/access-secrets-from-akv-using-managed-identities-for-aks-91p) [![dev.to/vromanov: Kubernetes Services 🌟](){: style="width:7%"}](https://dev.to/vromanov/kubernetes-services-1bj) [![dev.to: Top 3 sites for programmers](){: style="width:7%"}](https://dev.to/why_and_how/top-3-sites-for-programmers-4bmc) [![dev.to: What is Knative Serving? A Friendly Guide](){: style="width:7%"}](https://dev.to/wiggitywhitney/9-waa-w-what-is-knative-serving-a-friendly-guide-28f6) [![dev.to: Automating quality checks for Kubernetes YAMLs](){: style="width:7%"}](https://dev.to/wkrzywiec/automating-quality-checks-for-kubernetes-yamls-398) [![dev.to: 10 useful Git tips to improve your workflow 🌟](){: style="width:7%"}](https://dev.to/yenyih/10-useful-git-tips-to-improve-your-workflow-kf1) [![dev.to: Terraforming AWS RDS : Scaling Postgres](){: style="width:7%"}](https://dev.to/yet_anotherdev/aws-rds-scaling-postgres-30ic)

+[![dev.to: REST Data Service on YugabyteDB / PostgreSQL](){: style="width:7%"}](https://dev.to/yugabyte/rest-data-service-on-yugabytedb-postgresql-5f2h) [![dev.to: FinOps EKS: 10 tips to reduce the bill up to 90% on AWS managed Kubernetes clusters](){: style="width:7%"}](https://dev.to/zenika/eks-10-tips-to-reduce-the-bill-up-to-90-on-aws-managed-kubernetes-clusters-epe) [![dev.to: Git & Github Cheatsheet 🌟](){: style="width:7%"}](https://dev.to/zinox9/git-github-cheatsheet-22ok) [![Announcing Azure MCP Server 2.0 Stable Release for Self-Hosted Agentic Cloud Automation](){: style="width:7%"}](https://devblogs.microsoft.com/azure-sdk/announcing-azure-mcp-server-2-0-stable-release) [![devblogs.microsoft.com: DevOps for Azure SQL 🌟](){: style="width:7%"}](https://devblogs.microsoft.com/azure-sql/devops-for-azure-sql) [![Distro installation added to WSL --install in Windows 10 insiders preview build 20246](){: style="width:7%"}](https://devblogs.microsoft.com/commandline/distro-installation-added-to-wsl-install-in-windows-10-insiders-preview-build-20246) [![Take your Linux development experience in Windows to the next level with WSL and Visual Studio Code Remote](){: style="width:7%"}](https://devblogs.microsoft.com/commandline/take-your-linux-development-experience-in-windows-to-the-next-level-with-wsl-and-visual-studio-code-remote) [![Windows Terminal 1.0](){: style="width:7%"}](https://devblogs.microsoft.com/commandline/windows-terminal-1-0) [![Azure DevOps Demo Generator is now open source](){: style="width:7%"}](https://devblogs.microsoft.com/devops/azure-devops-demo-generator-is-now-open-source) [![Azure DevOps MCP Server Public Preview](){: style="width:7%"}](https://devblogs.microsoft.com/devops/azure-devops-mcp-server-public-preview) [![devblogs.microsoft.com: Controlling Release Pipelines with Gates and Azure Policy Compliance 🌟](){: style="width:7%"}](https://devblogs.microsoft.com/devops/controlling-release-pipelines-with-gates-and-azure-policy-compliance)

+[![devblogs.microsoft.com: DevOps Dojo – Culture and Mindset](){: style="width:7%"}](https://devblogs.microsoft.com/devops/devops-dojo-culture-and-mindset) [![devblogs.microsoft.com/devops: Introduction to Azure DevOps Workload identity federation (OIDC) with Terraform](){: style="width:7%"}](https://devblogs.microsoft.com/devops/introduction-to-azure-devops-workload-identity-federation-oidc-with-terraform) [![devblogs.microsoft.com:Monitoring Azure by using Grafana dashboards 🌟](){: style="width:7%"}](https://devblogs.microsoft.com/devops/monitoring-azure-by-using-grafana-dashboards) [![devblogs.microsoft.com: Release Flow: How We Do Branching on the VSTS Team](){: style="width:7%"}](https://devblogs.microsoft.com/devops/release-flow-how-we-do-branching-on-the-vsts-team) [![Update to Azure DevOps Allowed IP Addresses](){: style="width:7%"}](https://devblogs.microsoft.com/devops/update-to-ado-allowed-ip-addresses) [![devblogs.microsoft.com: What is infrastructure as code? 🌟](){: style="width:7%"}](https://devblogs.microsoft.com/devops/what-is-infrastructure-as-code) [![devblogs.microsoft.com: Announcing Rate Limiting for .NET](){: style="width:7%"}](https://devblogs.microsoft.com/dotnet/announcing-rate-limiting-for-dotnet) [![devblogs.microsoft.com: Getting Started with DevOps and .NET MAUI](){: style="width:7%"}](https://devblogs.microsoft.com/dotnet/devops-for-dotnet-maui) [![devblogs.microsoft.com: .NET πŸ’œ GitHub Actions](){: style="width:7%"}](https://devblogs.microsoft.com/dotnet/dotnet-loves-github-actions) [![Extend your coding agent with .NET Skills](){: style="width:7%"}](https://devblogs.microsoft.com/dotnet/extend-your-coding-agent-with-dotnet-skills) [![devblogs.microsoft.com: Introducing Compatible Packages on NuGet.org](){: style="width:7%"}](https://devblogs.microsoft.com/dotnet/introducing-compatible-frameworks-on-nuget-org)

+[![devblogs.microsoft.com: You can’t have security for DevOps until you have DevOps for security](){: style="width:7%"}](https://devblogs.microsoft.com/engineering-at-microsoft/you-cant-have-security-for-devops-until-you-have-devops-for-security) [![devblogs.microsoft.com: Deploy Spring Boot applications by leveraging enterprise best practices – Azure Spring Cloud Reference Architecture](){: style="width:7%"}](https://devblogs.microsoft.com/java/deploy-spring-boot-applications-by-leveraging-enterprise-best-practices) [![devblogs.microsoft.com: Introducing Compatible Packages on NuGet.org](){: style="width:7%"}](https://devblogs.microsoft.com/nuget/introducing-compatible-frameworks-on-nuget-org) [![PowerShell Community](){: style="width:7%"}](https://devblogs.microsoft.com/powershell-community) [![devblogs.microsoft.com: My Crescendo journey](){: style="width:7%"}](https://devblogs.microsoft.com/powershell-community/my-crescendo-journey) [![Crescendo](){: style="width:7%"}](https://devblogs.microsoft.com/powershell/announcing-powershell-crescendo-preview-1) [![devblogs.microsoft.com: When PowerShellGet v1 fails to install the NuGet Provider](){: style="width:7%"}](https://devblogs.microsoft.com/powershell/when-powershellget-v1-fails-to-install-the-nuget-provider) [![Microsoft: Python Engineering](){: style="width:7%"}](https://devblogs.microsoft.com/python) [![devblogs.microsoft.com: Need an Intro to VS Code? Let Tech with Tim Help!](){: style="width:7%"}](https://devblogs.microsoft.com/python/need-an-intro-to-vs-code-let-tech-with-tim-help) [![Python in Visual Studio Code – January 2021 Release](){: style="width:7%"}](https://devblogs.microsoft.com/python/python-in-visual-studio-code-january-2021-release) [![Python in Visual Studio Code – October 2020 Release. Debugpy 1.0](){: style="width:7%"}](https://devblogs.microsoft.com/python/python-in-visual-studio-code-october-2020-release)

+[![Python in Visual Studio Code – September 2020 Release](){: style="width:7%"}](https://devblogs.microsoft.com/python/python-in-visual-studio-code-september-2020-release) [![devcentral.f5.com: What is Kubernetes?](){: style="width:7%"}](https://devcentral.f5.com/s/articles/What-is-Kubernetes) [![devclass.com: OpenShift 4.4 goes all out on mixed workloads, puts observability' at devs’ fingertips 🌟](){: style="width:7%"}](https://devclass.com/2020/05/04/openshift-4-4-goes-all-out-on-mixed-workloads-puts-observability-at-devs-fingertips) [![devclass.com: Open sauce - Rancher 2.5 puts new UI forward, gets to continuously' delivering](){: style="width:7%"}](https://devclass.com/2020/10/06/rancher-2_5) [![devclass.com: Safety…first? Prometheus 2.24 finally features TLS on HTTP' serving endpoints](){: style="width:7%"}](https://devclass.com/2021/01/07/prometheus-2_24) [![devclass.com: Docker: It’s not dead yet, but there’s a tendency to walk' away, security report finds](){: style="width:7%"}](https://devclass.com/2021/01/13/sysdig-container-security-and-usage-report-2021) [![devclass.com: HAProxy Ingress Controller 1.5 introduces mTLS support, gives' load balancing experts more power](){: style="width:7%"}](https://devclass.com/2021/01/26/haproxy-ingress-controller-1_5) [![devclass.com: Git a March on: GitLab 13.10 ramps up security, adds support' for OpenShift, DORA](){: style="width:7%"}](https://devclass.com/2021/03/23/gitlab-march-release-focuses-on-security-and-scalability-pops-in-support-for-red-hat-openshift) [![devclass.com: Kubernetes 1.21 unloads pod security, adds dual IPv4/IPv6' networking, and shuts down gracefully](){: style="width:7%"}](https://devclass.com/2021/04/09/kubernetes-1-21-unloads-pod-security-adds-dual-ipv4-ipv6-networking-and-shuts-down-gracefully) [![devclass.com: Apache Kafka 2.8.0 previews life without ZooKeeper](){: style="width:7%"}](https://devclass.com/2021/04/20/apache-kafka-2-8-0-previews-life-without-zookeeper) [![devclass.com: Rancher presents first big release after SUSE acquisition,' ups game on hosted cluster provisioning](){: style="width:7%"}](https://devclass.com/2021/09/02/rancher-presents-first-big-release-after-suse-acquisition-ups-game-on-hosted-cluster-provisioning)

+[![devclass.com: Terraform 1.1 moves forward with refactoring helpers and native' Terraform Cloud integration](){: style="width:7%"}](https://devclass.com/2021/12/09/terraform_-_1) [![devconnected.com/complete-node-exporter-mastery-with-prometheus/](){: style="width:7%"}](https://devconnected.com/complete-node-exporter-mastery-with-prometheus) [![devconnected.com: How To Delete File on Git](){: style="width:7%"}](https://devconnected.com/how-to-delete-file-on-git) [![Devdocs.io API Documentation 🌟](){: style="width:7%"}](https://devdocs.io) [![devdocs.io/git/](){: style="width:7%"}](https://devdocs.io/git) [![serhii.vasylenko.info: Some Techniques to Enhance Your Terraform Proficiency](){: style="width:7%"}](https://devdosvid.blog/2022/01/16/some-techniques-to-enhance-your-terraform-proficiency) [![devdosvid.blog: Hello Terraform Data; Goodbye Null Resource](){: style="width:7%"}](https://devdosvid.blog/2023/04/16/hello-terraform-data-goodbye-null-resource) [![Promotion-Based Development: A Fast Track to Mediocrity](){: style="width:7%"}](https://vadimkravcenko.com/shorts/promotion-based-development/) [![None](){: style="width:7%"}](https://developer.amazon.com/en-US/blogs/alexa/post/TxDJWS16KUPVKO/new-alexa-skills-kit-template-build-a-trivia-skill-in-under-an-hou) [![New Alexa Skills Kit Template: Build a Trivia Skill in under an Hour](){: style="width:7%"}](https://developer.amazon.com/public/community/post/TxDJWS16KUPVKO/New-Alexa-Skills-Kit-Template-Build-a-Trivia-Skill-in-under-an-Hour) [![developer.android.com](){: style="width:7%"}](https://developer.android.com)

+[![Android XR Developer Catalyst Program](){: style="width:7%"}](https://developer.android.com/develop/xr/catalyst) [![developer.apple.com](){: style="width:7%"}](https://developer.apple.com) [![15 updates from Google I/O 2026: Powering the agentic web with new capabilities, tools, and features in Chrome](){: style="width:7%"}](https://developer.chrome.com/blog/chrome-at-io26) [![devtools.chrome.com](){: style="width:7%"}](https://developer.chrome.com/docs/devtools) [![Modern Web Guidance: Teaching AI Agents to Stop Coding Like It is 2019](){: style="width:7%"}](https://developer.chrome.com/docs/modern-web-guidance) [![developer.confluent.io 🌟🌟](){: style="width:7%"}](https://developer.confluent.io) [![kafka-tutorials.confluent.io: How to count messages in a Kafka topic](){: style="width:7%"}](https://developer.confluent.io/confluent-tutorials/count-messages/ksql) [![None](){: style="width:7%"}](https://developer.confluent.io/confluent-tutorials/joining-stream-table/kstreams) [![kafka-tutorials.confluent.io 🌟](){: style="width:7%"}](https://developer.confluent.io/tutorials) [![Confluent.io: Intro to Apache Kafka: How Kafka Works 🌟](){: style="width:7%"}](https://developer.confluent.io/what-is-apache-kafka) [![None](){: style="width:7%"}](https://developer.cyberark.com/blog/istio-oidc-authentication)

+[![Deutsche Bank API Program](){: style="width:7%"}](https://developer.db.com) [![developer.hashicorp.com 🌟](){: style="width:7%"}](https://developer.hashicorp.com) [![consul.io](){: style="width:7%"}](https://developer.hashicorp.com/consul) [![None](){: style="width:7%"}](https://developer.hashicorp.com/consul/docs/connect) [![consul.io: Ingress Gateways on Kubernetes 🌟](){: style="width:7%"}](https://developer.hashicorp.com/consul/docs/north-south/ingress-gateway/k8s) [![learn.hashicorp.com: Consul Service Mesh on Kubernetes Design Patterns](){: style="width:7%"}](https://developer.hashicorp.com/consul/tutorials/archive/kubernetes-consul-design-patterns) [![learn.hashicorp.com: Consul Service Discovery and Mesh on Minikube 🌟](){: style="width:7%"}](https://developer.hashicorp.com/consul/tutorials/get-started-kubernetes/kubernetes-gs-deploy?in=consul%2Fkubernetes) [![Nomad](){: style="width:7%"}](https://developer.hashicorp.com/nomad) [![nomadproject.io: An alternative to Kubernetes](){: style="width:7%"}](https://developer.hashicorp.com/nomad/docs/k8s-nomad) [![packer.io](){: style="width:7%"}](https://developer.hashicorp.com/packer) [![packer.io docs](){: style="width:7%"}](https://developer.hashicorp.com/packer/docs)

+[![learn.hashicorp.com: Write Packer template for AWS](){: style="width:7%"}](https://developer.hashicorp.com/packer/tutorials/aws-get-started/aws-get-started-build-image) [![terraform.io](){: style="width:7%"}](https://developer.hashicorp.com/terraform) [![terraform.io: Terraform Commands](){: style="width:7%"}](https://developer.hashicorp.com/terraform/cli/commands) [![None](){: style="width:7%"}](https://developer.hashicorp.com/terraform/cli/commands/graph) [![developer.hashicorp.com: Part 3: How to Evolve Your Provisioning Practices](){: style="width:7%"}](https://developer.hashicorp.com/terraform/cloud-docs/recommended-practices/part3) [![terraform.io: Refactoring](){: style="width:7%"}](https://developer.hashicorp.com/terraform/language/modules/develop/refactoring) [![terraform.io: Creation-Time Provisioners 🌟](){: style="width:7%"}](https://developer.hashicorp.com/terraform/language/provisioners) [![learn.hashicorp.com: Call APIs with Terraform Providers. Learn how to use and create custom Terraform Providers in a new collection of tutorials on HashiCorp Learn 🌟](){: style="width:7%"}](https://developer.hashicorp.com/terraform/plugin/sdkv2) [![learn.hashicorp.com: Automate Terraform with GitHub Actions](){: style="width:7%"}](https://developer.hashicorp.com/terraform/tutorials/automation/github-actions) [![learn.hashicorp.com: What is Infrastructure as Code with Terraform? 🌟](){: style="width:7%"}](https://developer.hashicorp.com/terraform/tutorials/aws-get-started/infrastructure-as-code) [![learn.hashicorp.com: Configure Default Tags for AWS Resources 🌟](){: style="width:7%"}](https://developer.hashicorp.com/terraform/tutorials/aws/aws-default-tags)

+[![learn.hashicorp.com: y Serverless Applications with AWS Lambda and API Gateway 🌟](){: style="width:7%"}](https://developer.hashicorp.com/terraform/tutorials/aws/lambda-api-gateway) [![learn.hashicorp.com: Manage Private Environments with Terraform Cloud Agents](){: style="width:7%"}](https://developer.hashicorp.com/terraform/tutorials/cloud/cloud-agents) [![learn.hashicorp.com: Deploy Federated Multi-Cloud Kubernetes Clusters](){: style="width:7%"}](https://developer.hashicorp.com/terraform/tutorials/networking/multicloud-kubernetes) [![learn.hashicorp.com: Enforce Policy with Sentinel](){: style="width:7%"}](https://developer.hashicorp.com/terraform/tutorials/policy) [![Manage Resource Drift in Terraform](){: style="width:7%"}](https://developer.hashicorp.com/terraform/tutorials/state/resource-drift) [![vaultproject.io](){: style="width:7%"}](https://developer.hashicorp.com/vault) [![learn.hashicorp.com: Integrate a Kubernetes Cluster with an External Vault 🌟](){: style="width:7%"}](https://developer.hashicorp.com/vault/tutorials/kubernetes-introduction/kubernetes-external-vault) [![learn.hashicorp.com: Codify Management of Vault Enterprise Using Terraform](){: style="width:7%"}](https://developer.hashicorp.com/vault/tutorials/operations/codify-mgmt-enterprise) [![waypointproject.io](){: style="width:7%"}](https://developer.hashicorp.com/waypoint) [![IBM API Connect](){: style="width:7%"}](https://developer.ibm.com/apiconnect) [![developer.ibm.com: Secure microservices by monitoring behavior](){: style="width:7%"}](https://developer.ibm.com/articles/secure-microservices-by-monitoring-behavior)

+[![developer.ibm.com: GitOps: Best practices for the real world](){: style="width:7%"}](https://developer.ibm.com/blogs/gitops-best-practices-for-the-real-world) [![IBM JDK](){: style="width:7%"}](https://developer.ibm.com/javasdk) [![developer.ibm.com: Secure microservices by monitoring behavior](){: style="width:7%"}](https://developer.ibm.com/technologies/containers) [![developer.ibm.com: Example exercises to differentiate OpenShift and Kubernetes](){: style="width:7%"}](https://developer.ibm.com/tutorials/examples-differentiate-openshift-kubernetes) [![WebSphere Liberty](){: style="width:7%"}](https://developer.ibm.com/wasdev) [![Download WAS Liberty](){: style="width:7%"}](https://developer.ibm.com/wasdev/downloads) [![None](){: style="width:7%"}](https://developer.ibm.com/wasdev/downloads/liberty-profile-using-non-eclipse-environments) [![About WebSphere Liberty](){: style="width:7%"}](https://developer.ibm.com/wasdev/websphere-liberty) [![ING Developer Portal](){: style="width:7%"}](https://developer.ing.com) [![ING API Marketplace](){: style="width:7%"}](https://developer.ing.com/api-marketplace/marketplace) [![ING Developer Portal](){: style="width:7%"}](https://developer.ing.com/openbanking)

+[![None](){: style="width:7%"}](https://developer.ing.com/openbanking/api-marketplace/marketplace) [![developer.mobileconnect.io](){: style="width:7%"}](https://developer.mobileconnect.io) [![developer.mongodb.com: MongoDB Cheat Sheet](){: style="width:7%"}](https://developer.mongodb.com/quickstart/cheat-sheet) [![Firefox DevTools](){: style="width:7%"}](https://developer.mozilla.org/en-US/docs/Tools/Tools_Toolbox) [![Security Patterns for Microservice Architectures](){: style="width:7%"}](https://developer.okta.com/blog/2020/03/23/microservice-security-patterns) [![developer.okta.com: Secure Secrets With Spring Cloud Config and Vault 🌟](){: style="width:7%"}](https://developer.okta.com/blog/2020/05/04/spring-vault) [![developer.okta.com: Spring Cloud Config for Shared Microservice Configuration](){: style="width:7%"}](https://developer.okta.com/blog/2020/12/07/spring-cloud-config) [![developer.okta.com: Tutorial: Ansible and Account Automation with Okta](){: style="width:7%"}](https://developer.okta.com/blog/2021/02/05/okta-ansible) [![developer.okta.com: Elasticsearch in Go: A Developer's Guide](){: style="width:7%"}](https://developer.okta.com/blog/2021/04/23/elasticsearch-go-developers-guide) [![developer.okta.com: Update App Secrets with Jenkins CI and .NET Core](){: style="width:7%"}](https://developer.okta.com/blog/2021/07/08/jenkins-ci-dotnet-update-secrets) [![developer.okta.com: Build REST APIs and Native Java Apps with Helidon](){: style="width:7%"}](https://developer.okta.com/blog/2022/01/06/native-java-helidon)

+[![developer.okta.com: Secure Secrets With Spring Cloud Config and Vault 🌟](){: style="width:7%"}](https://developer.okta.com/blog/2022/10/20/spring-vault) [![Rabobank Developer Portal](){: style="width:7%"}](https://developer.rabobank.nl) [![Rabobank API Marketplace](){: style="width:7%"}](https://developer.rabobank.nl/api-marketplace) [![developer.squareup.com: Kubernetes Pod Security Policies (PSP)](){: style="width:7%"}](https://developer.squareup.com/blog/kubernetes-pod-security-policies) [![Red Hat Developer Blog. Tag: Varnish](){: style="width:7%"}](https://developerblog.redhat.com/tag/varnish) [![Santander APIs](){: style="width:7%"}](https://developerhub.santander.com) [![Machine Learning Crash Course](){: style="width:7%"}](https://developers.google.com/machine-learning/crash-course?hl=es-419) [![Machine Learning Glossary](){: style="width:7%"}](https://developers.google.com/machine-learning/glossary) [![Google Developers Profile Dashboard](){: style="width:7%"}](https://developers.google.com/profile/u/me/dashboard) [![Google for Developers Solutions Catalog](){: style="width:7%"}](https://developers.google.com/solutions/catalog) [![Google for Developers Solutions Catalog - AI and Machine Learning](){: style="width:7%"}](https://developers.google.com/solutions/catalog?category=aiandmachinelearning)

+[![Google for Developers Solutions Catalog - Python Solutions](){: style="width:7%"}](https://developers.google.com/solutions/catalog?language=python) [![developers.googleblog.com: Introducing gRPC, a new open source HTTP/2 RPC' Framework](){: style="width:7%"}](https://developers.googleblog.com/2015/02/introducing-grpc-new-open-source-http2.html) [![Build Long-running AI agents that pause, resume, and never lose context with ADK](){: style="width:7%"}](https://developers.googleblog.com/build-long-running-ai-agents-that-pause-resume-and-never-lose-context-with-adk) [![One Year of Innovation: Celebrating 100k Members in the Google Cloud x NVIDIA Developer Community](){: style="width:7%"}](https://developers.googleblog.com/one-year-of-innovation-celebrating-100k-members-in-the-google-cloud-x-nvidia-developer-community) [![Computer Use - Codex App | OpenAI Developers](){: style="width:7%"}](https://developers.openai.com/codex/app/computer-use) [![developers.redhat.com 🌟](){: style="width:7%"}](https://developers.redhat.com) [![developers.redhat.com: Integrating systems with Apache Camel and Quarkus on Red Hat OpenShift](){: style="width:7%"}](https://developers.redhat.com/articles/2021/05/17/integrating-systems-apache-camel-and-quarkus-red-hat-openshift) [![developers.redhat.com: micropipenv: Installing Python dependencies in containerized applications 🌟](){: style="width:7%"}](https://developers.redhat.com/articles/2021/05/19/micropipenv-installing-python-dependencies-containerized-applications) [![developers.redhat.com: Shenandoah garbage collection in OpenJDK 16: Concurrent reference processing](){: style="width:7%"}](https://developers.redhat.com/articles/2021/05/20/shenandoah-garbage-collection-openjdk-16-concurrent-reference-processing) [![developers.redhat.com: Build your own RPM package with a sample Go program to simplify installing, updating, or removing a piece of software](){: style="width:7%"}](https://developers.redhat.com/articles/2021/05/21/build-your-own-rpm-package-sample-go-program) [![developers.redhat.com: Build lean Java containers with the new Red Hat Universal Base Images OpenJDK runtime images 🌟](){: style="width:7%"}](https://developers.redhat.com/articles/2021/05/24/build-lean-java-containers-new-red-hat-universal-base-images-openjdk-runtime)

+[![developers.redhat.com: Deploy Helm charts with Jenkins CI/CD in Red Hat OpenShift 4 🌟](){: style="width:7%"}](https://developers.redhat.com/articles/2021/05/24/deploy-helm-charts-jenkins-cicd-red-hat-openshift-4) [![developers.redhat.com: Red Hat Universal Base Image and Docker Hub: Why should developers care?](){: style="width:7%"}](https://developers.redhat.com/articles/2021/05/25/red-hat-universal-base-image-and-docker-hub-why-should-developers-care) [![developers.redhat.com: Application modernization patterns with Apache Kafka, Debezium, and Kubernetes](){: style="width:7%"}](https://developers.redhat.com/articles/2021/06/14/application-modernization-patterns-apache-kafka-debezium-and-kubernetes) [![developers.redhat.com: Perform a kaniko build on a Red Hat OpenShift cluster' and push the image to a registry](){: style="width:7%"}](https://developers.redhat.com/articles/2021/06/18/perform-kaniko-build-red-hat-openshift-cluster-and-push-image-registry) [![developers.redhat.com: Making Java programs cloud-ready, Part 1: An incremental approach using Jakarta EE and MicroProfile](){: style="width:7%"}](https://developers.redhat.com/articles/2021/06/25/making-java-programs-cloud-ready-part-1-incremental-approach-using-jakarta-ee) [![developers.redhat.com: Making Java programs cloud-ready, Part 2: Upgrade the legacy Java application to Jakarta EE](){: style="width:7%"}](https://developers.redhat.com/articles/2021/06/28/making-java-programs-cloud-ready-part-2-upgrade-legacy-java-application-jakarta) [![developers.redhat.com: Implementing Apache ActiveMQ-style broker meshes with Apache Artemis](){: style="width:7%"}](https://developers.redhat.com/articles/2021/06/30/implementing-apache-activemq-style-broker-meshes-apache-artemis) [![developers.redhat.com: How to expose a WebSocket endpoint using Red Hat 3scale API Management](){: style="width:7%"}](https://developers.redhat.com/articles/2021/07/01/how-expose-websocket-endpoint-using-red-hat-3scale-api-management) [![developers.redhat.com: RESTEasy Reactive and more in Quarkus 2.0](){: style="width:7%"}](https://developers.redhat.com/articles/2021/07/01/resteasy-reactive-and-more-quarkus-20) [![developers.redhat.com: Getting started with Red Hat OpenShift Streams for' Apache Kafka](){: style="width:7%"}](https://developers.redhat.com/articles/2021/07/07/getting-started-red-hat-openshift-streams-apache-kafka) [![developers.redhat.com: Managing the API life cycle in an event-driven architecture: A practical approach 🌟](){: style="width:7%"}](https://developers.redhat.com/articles/2021/07/07/managing-api-life-cycle-event-driven-architecture-practical-approach)

+[![developers.redhat.com: Troubleshooting application performance with Red Hat OpenShift metrics, Part 1: Requirements](){: style="width:7%"}](https://developers.redhat.com/articles/2021/07/08/troubleshooting-application-performance-red-hat-openshift-metrics-part-1) [![developers.redhat.com: How to secure Apache Kafka schemas with Red Hat Integration Service Registry 2.0](){: style="width:7%"}](https://developers.redhat.com/articles/2021/07/16/how-secure-apache-kafka-schemas-red-hat-integration-service-registry-20) [![developers.redhat.com: Deploy Node.js applications to Red Hat OpenShift with Helm](){: style="width:7%"}](https://developers.redhat.com/articles/2021/07/20/deploy-nodejs-applications-red-hat-openshift-helm) [![developers.redhat.com: Bootstrap GitOps with Red Hat OpenShift Pipelines and kam CLI](){: style="width:7%"}](https://developers.redhat.com/articles/2021/07/21/bootstrap-gitops-red-hat-openshift-pipelines-and-kam-cli) [![developers.redhat.com: JDK Flight Recorder support for GraalVM Native Image: The journey so far 🌟](){: style="width:7%"}](https://developers.redhat.com/articles/2021/07/23/jdk-flight-recorder-support-graalvm-native-image-journey-so-far) [![developers.redhat.com: Modernizing applications with Apache Camel, JavaScript, and Red Hat OpenShift](){: style="width:7%"}](https://developers.redhat.com/articles/2021/07/26/modernizing-applications-apache-camel-javascript-and-red-hat-openshift) [![developers.redhat.com: Troubleshooting application performance with Red Hat OpenShift metrics, Part 4: Gathering performance metrics](){: style="width:7%"}](https://developers.redhat.com/articles/2021/07/29/troubleshooting-application-performance-red-hat-openshift-metrics-part-4) [![None](){: style="width:7%"}](https://developers.redhat.com/articles/2021/07/30/customer-suggestions-improved-cicd-red-hat-openshift) [![developers.redhat.com: Managing GitOps control planes for secure GitOps practices 🌟](){: style="width:7%"}](https://developers.redhat.com/articles/2021/08/03/managing-gitops-control-planes-secure-gitops-practices) [![developers.redhat.com: Managing stateful applications with Kubernetes Operators in Golang 🌟](){: style="width:7%"}](https://developers.redhat.com/articles/2021/08/04/managing-stateful-applications-kubernetes-operators-golang) [![developers.redhat.com: Opening black boxes with statement tracing (SystemTap)](){: style="width:7%"}](https://developers.redhat.com/articles/2021/08/04/opening-black-boxes-statement-tracing)

+[![developers.redhat.com: How to maximize data storage for microservices and Kubernetes, Part 1: An introduction 🌟](){: style="width:7%"}](https://developers.redhat.com/articles/2021/08/11/how-maximize-data-storage-microservices-and-kubernetes-part-1-introduction) [![developers.redhat.com: Simplify load balancing for API gateways using Red Hat 3scale API Management](){: style="width:7%"}](https://developers.redhat.com/articles/2021/08/11/simplify-load-balancing-api-gateways-using-red-hat-3scale-api-management) [![developers.redhat.com: Build and deploy microservices with Kubernetes and Dapr](){: style="width:7%"}](https://developers.redhat.com/articles/2021/08/12/build-and-deploy-microservices-kubernetes-and-dapr) [![developers.redhat.com: Composable software catalogs on Kubernetes: An easier way to update containerized applications](){: style="width:7%"}](https://developers.redhat.com/articles/2021/08/20/composable-software-catalogs-kubernetes-easier-way-update-containerized) [![developers.redhat.com: Introduction to the Node.js reference architecture, Part 5: Building good containers](){: style="width:7%"}](https://developers.redhat.com/articles/2021/08/26/introduction-nodejs-reference-architecture-part-5-building-good-containers) [![developers.redhat.com: Automate Red Hat JBoss Web Server deployments with Ansible](){: style="width:7%"}](https://developers.redhat.com/articles/2021/08/30/automate-red-hat-jboss-web-server-deployments-ansible) [![developers.redhat.com: Why should I choose Quarkus over Spring for my microservices?](){: style="width:7%"}](https://developers.redhat.com/articles/2021/08/31/why-should-i-choose-quarkus-over-spring-my-microservices) [![developers.redhat.com: The outbox pattern with Apache Kafka and Debezium 🌟](){: style="width:7%"}](https://developers.redhat.com/articles/2021/09/01/outbox-pattern-apache-kafka-and-debezium) [![developers.redhat.com: Improving CI/CD in Red Hat OpenShift 🌟](){: style="width:7%"}](https://developers.redhat.com/articles/2021/09/06/improving-cicd-red-hat-openshift) [![developers.redhat.com: Shenandoah in OpenJDK 17: Sub-millisecond GC pauses](){: style="width:7%"}](https://developers.redhat.com/articles/2021/09/16/shenandoah-openjdk-17-sub-millisecond-gc-pauses) [![developers.redhat.com: Quarkus for Spring developers: Getting started 🌟](){: style="width:7%"}](https://developers.redhat.com/articles/2021/09/20/quarkus-spring-developers-getting-started)

+[![developers.redhat.com: Distributed transaction patterns for microservices compared](){: style="width:7%"}](https://developers.redhat.com/articles/2021/09/21/distributed-transaction-patterns-microservices-compared) [![developers.redhat.com: Thoth prescriptions for resolving Python dependencies](){: style="width:7%"}](https://developers.redhat.com/articles/2021/09/22/thoth-prescriptions-resolving-python-dependencies) [![developers.redhat.com: Four reasons developers should use Ansible](){: style="width:7%"}](https://developers.redhat.com/articles/2021/09/27/four-reasons-developers-should-use-ansible) [![developers.redhat.com: Set up mod_cluster for Red Hat JBoss Web Server with Ansible](){: style="width:7%"}](https://developers.redhat.com/articles/2021/09/28/set-modcluster-red-hat-jboss-web-server-ansible) [![developers.redhat.com: New application samples in Red Hat OpenShift 4.8](){: style="width:7%"}](https://developers.redhat.com/articles/2021/10/01/new-application-samples-red-hat-openshift-48) [![None](){: style="width:7%"}](https://developers.redhat.com/articles/2021/10/04/get-started-openshift-service-registry) [![developers.redhat.com: Get started with OpenShift Service Registry](){: style="width:7%"}](https://developers.redhat.com/articles/2021/10/11/get-started-openshift-service-registry) [![==developers.redhat.com: Quarkus for Spring developers: Kubernetes-native' design patterns==](){: style="width:7%"}](https://developers.redhat.com/articles/2021/10/11/quarkus-spring-developers-kubernetes-native-design-patterns) [![developers.redhat.com: How to choose the best Java garbage collector](){: style="width:7%"}](https://developers.redhat.com/articles/2021/11/02/how-choose-best-java-garbage-collector) [![developers.redhat.com: Boost throughput with RESTEasy Reactive in Quarkus' 2.2](){: style="width:7%"}](https://developers.redhat.com/articles/2021/11/04/boost-throughput-resteasy-reactive-quarkus-22) [![developers.redhat.com: Generating pseudorandom numbers in Python](){: style="width:7%"}](https://developers.redhat.com/articles/2021/11/04/generating-pseudorandom-numbers-python)

+[![developers.redhat.com: .NET 6 now available for RHEL and OpenShift](){: style="width:7%"}](https://developers.redhat.com/articles/2021/11/15/net-60-now-available-rhel-and-openshift) [![developers.redhat.com: Red Hat Software Collections 3.8 and Red Hat Developer Toolset 11 now generally available](){: style="width:7%"}](https://developers.redhat.com/articles/2021/11/15/red-hat-software-collections-38-and-red-hat-developer-toolset-11-now-generally) [![developers.redhat.com: Build and store universal application images on OpenShift (with Buildah)](){: style="width:7%"}](https://developers.redhat.com/articles/2021/11/18/build-and-store-universal-application-images-openshift) [![developers.redhat.com: Bring your Kubernetes workloads to the edge](){: style="width:7%"}](https://developers.redhat.com/articles/2021/11/22/bring-your-kubernetes-workloads-edge) [![developers.redhat.com: A faster way to access JDK Flight Recorder data](){: style="width:7%"}](https://developers.redhat.com/articles/2021/11/23/faster-way-access-jdk-flight-recorder-data) [![developers.redhat.com: Modernizing Enterprise Java: A cloud native guide for developers](){: style="width:7%"}](https://developers.redhat.com/articles/2021/11/30/modernizing-enterprise-java-cloud-native-guide-developers) [![developers.redhat.com: Improve your Kafka Connect builds of Debezium.](){: style="width:7%"}](https://developers.redhat.com/articles/2021/12/06/improve-your-kafka-connect-builds-debezium) [![==developers.redhat.com: Remote debugging on Kubernetes using VS Code==](){: style="width:7%"}](https://developers.redhat.com/articles/2021/12/13/remote-debugging-kubernetes-using-vs-code) [![developers.redhat.com: Secure your Kubernetes deployments with eBPF](){: style="width:7%"}](https://developers.redhat.com/articles/2021/12/16/secure-your-kubernetes-deployments-ebpf) [![developers.redhat.com: 5 design principles for microservices](){: style="width:7%"}](https://developers.redhat.com/articles/2022/01/11/5-design-principles-microservices) [![developers.redhat.com: A developer's guide to CI/CD and GitOps with Jenkins Pipelines](){: style="width:7%"}](https://developers.redhat.com/articles/2022/01/13/developers-guide-cicd-and-gitops-jenkins-pipelines)

+[![developers.redhat.com: Reduce the size of container images with DockerSlim](){: style="width:7%"}](https://developers.redhat.com/articles/2022/01/17/reduce-size-container-images-dockerslim) [![developers.redhat.com: Protect secrets in Git with the clean/smudge filter](){: style="width:7%"}](https://developers.redhat.com/articles/2022/02/02/protect-secrets-git-cleansmudge-filter) [![developers.redhat.com: Which is better: A single Kafka cluster to rule them all, or many?](){: style="width:7%"}](https://developers.redhat.com/articles/2022/03/10/which-better-single-kafka-cluster-rule-them-all-or-many) [![developers.redhat.com: 8 open source Kubernetes security tools](){: style="width:7%"}](https://developers.redhat.com/articles/2022/06/20/8-open-source-kubernetes-security-tools) [![developers.redhat.com: Git best practices: Workflows for GitOps deployments | Christian Hernandez 🌟](){: style="width:7%"}](https://developers.redhat.com/articles/2022/07/20/git-workflows-best-practices-gitops-deployments) [![developers.redhat.com: Kubernetes 101 for developers: Names, ports, YAML files, and more](){: style="width:7%"}](https://developers.redhat.com/articles/2022/08/30/kubernetes-101-developers-names-ports-yaml-files-and-more) [![developers.redhat.com: How to set up your GitOps directory structure | Christian Hernandez 🌟](){: style="width:7%"}](https://developers.redhat.com/articles/2022/09/07/how-set-your-gitops-directory-structure) [![developers.redhat.com: End-to-end field-level encryption for Apache Kafka Connect](){: style="width:7%"}](https://developers.redhat.com/articles/2022/09/27/end-end-field-level-encryption-apache-kafka-connect) [![developers.redhat.com: Podman expands to the Desktop](){: style="width:7%"}](https://developers.redhat.com/articles/2022/10/24/podman-expands-desktop) [![developers.redhat.com: How to install VMs and Ansible Automation Platform on Mac M1](){: style="width:7%"}](https://developers.redhat.com/articles/2022/10/25/how-install-vms-and-ansible-automation-platform-mac-m1) [![developers.redhat.com: GitOps Cookbook: Kubernetes automation in practice](){: style="width:7%"}](https://developers.redhat.com/articles/2022/12/20/gitops-cookbook-kubernetes-automation-practice)

+[![developers.redhat.com: How to use Fabric8 Java Client with Kubernetes](){: style="width:7%"}](https://developers.redhat.com/articles/2023/01/04/how-use-fabric8-java-client-kubernetes) [![developers.redhat.com: How to generate code using Fabric8 Kubernetes Client](){: style="width:7%"}](https://developers.redhat.com/articles/2023/01/24/how-generate-code-using-fabric8-kubernetes-client) [![==developers.redhat.com: Remote container development with VS Code and Podman==' 🌟](){: style="width:7%"}](https://developers.redhat.com/articles/2023/02/14/remote-container-development-vs-code-and-podman) [![developers.redhat.com: How to easily deploy OpenShift on Azure using a GUI, Part 1](){: style="width:7%"}](https://developers.redhat.com/articles/2023/03/16/how-deploy-openshift-azure-gui-part-1) [![developers.redhat.com: How to easily deploy OpenShift on Azure via GitOps,' Part 2](){: style="width:7%"}](https://developers.redhat.com/articles/2023/03/17/deploy-openshift-azure-gitops-part-2) [![developers.redhat.com: Enhance Kubernetes deployment efficiency with Argo CD and ApplicationSet](){: style="width:7%"}](https://developers.redhat.com/articles/2024/06/06/enhance-kubernetes-deployment-efficiency-argo-cd-and-applicationset) [![How Kruize Optimizes OpenShift Workloads](){: style="width:7%"}](https://developers.redhat.com/articles/2025/06/25/how-kruize-optimizes-openshift-workloads) [![developers.redhat.com: Quarkus: A quick-start guide to the Kubernetes-native Java stack](){: style="width:7%"}](https://developers.redhat.com/articles/quarkus-quick-start-guide-kubernetes-native-java-stack) [![RH Universal Base Image FAQ](){: style="width:7%"}](https://developers.redhat.com/articles/ubi-faq) [![None](){: style="width:7%"}](https://developers.redhat.com/blog) [![developers.redhat.com: Keep it small: a closer look at Docker image sizing](){: style="width:7%"}](https://developers.redhat.com/blog/2016/03/09/more-about-docker-images-size)

+[![developers.redhat.com: Troubleshooting java applications on openshift (Jolokia)](){: style="width:7%"}](https://developers.redhat.com/blog/2017/08/16/troubleshooting-java-applications-on-openshift) [![developers.redhat.com: JDBC Master-Slave Persistence setup with Activemq using Postgresql database](){: style="width:7%"}](https://developers.redhat.com/blog/2017/10/05/jdbc-master-slave-persistence-setup-activemq-using-postgresql-database) [![A Practical Introduction to Container Terminology](){: style="width:7%"}](https://developers.redhat.com/blog/2018/02/22/container-terminology-practical-introduction) [![Adding API Gateway Policies Now Easier With Red Hat 3scale API Management](){: style="width:7%"}](https://developers.redhat.com/blog/2018/05/30/3scale-api-gateway-policies) [![developers.redhat.com: Why Kubernetes is The New Application Server](){: style="width:7%"}](https://developers.redhat.com/blog/2018/06/28/why-kubernetes-is-the-new-application-server) [![Intro to Podman](){: style="width:7%"}](https://developers.redhat.com/blog/2018/08/29/intro-to-podman) [![developers.redhat.com: The future of Java and OpenJDK updates without Oracle support](){: style="width:7%"}](https://developers.redhat.com/blog/2018/09/24/the-future-of-java-and-openjdk-updates-without-oracle-support) [![developers.redhat.com: Source versus binary S2I workflows with Red Hat OpenShift Application Runtimes](){: style="width:7%"}](https://developers.redhat.com/blog/2018/09/26/source-versus-binary-s2i-workflows-with-red-hat-openshift-application-runtimes) [![developers.redhat.com: Securing .NET Core on OpenShift using HTTPS](){: style="width:7%"}](https://developers.redhat.com/blog/2018/10/12/securing-net-core-on-openshift-using-https) [![None](){: style="width:7%"}](https://developers.redhat.com/blog/2018/11/15/rhel8-introducing-appstreams) [![developers.redhat.com: Eclipse MicroProfile for Spring Boot developers](){: style="width:7%"}](https://developers.redhat.com/blog/2018/11/21/eclipse-microprofile-for-spring-boot-developers)

+[![Leveraging Kubernetes and OpenShift for automated performance tests (part 1)](){: style="width:7%"}](https://developers.redhat.com/blog/2018/11/22/automated-performance-testing-kubernetes-openshift) [![Building an observability stack for automated performance tests on Kubernetes and OpenShift (part 2) 🌟](){: style="width:7%"}](https://developers.redhat.com/blog/2019/01/03/leveraging-openshift-or-kubernetes-for-automated-performance-tests-part-2) [![developers.redhat.com: Podman and Buildah for Docker users 🌟](){: style="width:7%"}](https://developers.redhat.com/blog/2019/02/21/podman-and-buildah-for-docker-users) [![Using sidecars to analyze and debug network traffic in OpenShift and Kubernetes pods](){: style="width:7%"}](https://developers.redhat.com/blog/2019/02/27/sidecars-analyze-debug-network-traffic-kubernetes-pod) [![developers.redhat.com - Get started with Jenkins CI/CD in Red Hat OpenShift 4](){: style="width:7%"}](https://developers.redhat.com/blog/2019/05/02/get-started-with-jenkins-ci-cd-in-red-hat-openshift-4) [![developers.redhat.com: 10 tips for reviewing code you don't like](){: style="width:7%"}](https://developers.redhat.com/blog/2019/07/08/10-tips-for-reviewing-code-you-dont-like) [![Red Hat OpenShift 4.2 on your laptop: Introducing **Red Hat CodeReady Containers**](){: style="width:7%"}](https://developers.redhat.com/blog/2019/09/05/red-hat-openshift-4-on-your-laptop-introducing-red-hat-codeready-containers) [![Install Red Hat 3scale and configure tenants with 7 simple commands](){: style="width:7%"}](https://developers.redhat.com/blog/2019/09/09/install-3scale-multitenant-in-7-commands) [![developers.redhat.com: Jakarta EE 8: The new era of Java EE explained](){: style="width:7%"}](https://developers.redhat.com/blog/2019/09/12/jakarta-ee-8-the-new-era-of-java-ee-explained) [![developers.redhat.com: Autowire MicroProfile into Spring with Quarkus](){: style="width:7%"}](https://developers.redhat.com/blog/2019/10/02/autowire-microprofile-into-spring-with-quarkus) [![What is Red Hat Universal Base Image?](){: style="width:7%"}](https://developers.redhat.com/blog/2019/10/09/what-is-red-hat-universal-base-image)

+[![developers.redhat.com: How Quarkus brings imperative and reactive programming together](){: style="width:7%"}](https://developers.redhat.com/blog/2019/11/18/how-quarkus-brings-imperative-and-reactive-programming-together) [![developers.redhat.com: Decoupling microservices with Apache Camel and Debezium](){: style="width:7%"}](https://developers.redhat.com/blog/2019/11/19/decoupling-microservices-with-apache-camel-and-debezium) [![developers.redhat.com: Handling Angular environments in continuous delivery with Red Hat OpenShift](){: style="width:7%"}](https://developers.redhat.com/blog/2019/11/27/handling-angular-environments-in-continuous-delivery-with-red-hat-openshift) [![Understanding Red Hat AMQ Streams components for OpenShift and Kubernetes 🌟](){: style="width:7%"}](https://developers.redhat.com/blog/2019/12/04/understanding-red-hat-amq-streams-components-for-openshift-and-kubernetes-part-1) [![Red Hat Integration service registry](){: style="width:7%"}](https://developers.redhat.com/blog/2019/12/16/getting-started-with-red-hat-integration-service-registry) [![developers.redhat.com: Skupper.io: Let your services communicate across Kubernetes clusters](){: style="width:7%"}](https://developers.redhat.com/blog/2020/01/01/skupper-io-let-your-services-communicate-across-kubernetes-clusters) [![None](){: style="width:7%"}](https://developers.redhat.com/blog/2020/01/09debugging-applications-within-red-hat-openshift-containers) [![developers.redhat.com: Installing debugging tools into a Red Hat OpenShift' container with **oc-inject**](){: style="width:7%"}](https://developers.redhat.com/blog/2020/01/15installing-debugging-tools-into-a-red-hat-openshift-container-with-oc-inject) [![developers.redhat.com: Operator pattern: REST API for Kubernetes and Red Hat OpenShift 🌟](){: style="width:7%"}](https://developers.redhat.com/blog/2020/01/22/operator-pattern-rest-api-for-kubernetes-and-red-hat-openshift) [![developers.redhat.com: Customizing OpenShift project creation 🌟](){: style="width:7%"}](https://developers.redhat.com/blog/2020/02/05/customizing-openshift-project-creation) [![developers.redhat.com: OpenShift Actions: Deploy to Red Hat OpenShift directly from your GitHub repository](){: style="width:7%"}](https://developers.redhat.com/blog/2020/02/13/openshift-actions-deploy-to-red-hat-openshift-directly-from-your-github-repository)

+[![developers.redhat.com: how easy to deploy and configure a Kafka Connect on Kubernetes through strimziio operator and use secrets](){: style="width:7%"}](https://developers.redhat.com/blog/2020/02/14/using-secrets-in-apache-kafka-connect-configuration) [![developers.redhat.com: Testing memory-based horizontal pod autoscaling on OpenShift 🌟](){: style="width:7%"}](https://developers.redhat.com/blog/2020/03/19/testing-memory-based-horizontal-pod-autoscaling-on-openshift) [![developers.redhat.com: Red Hat Universal Base Images for Docker users](){: style="width:7%"}](https://developers.redhat.com/blog/2020/03/24/red-hat-universal-base-images-for-docker-users) [![developers.redhat.com: Low-code microservices orchestration with Syndesis](){: style="width:7%"}](https://developers.redhat.com/blog/2020/03/25/low-code-microservices-orchestration-with-syndesis) [![Set up **Red Hat AMQ Streams** custom certificates on OpenShift](){: style="width:7%"}](https://developers.redhat.com/blog/2020/04/01/set-up-red-hat-amq-streams-custom-certificates-on-openshift-update) [![developers.redhat.com: Why Kubernetes native instead of cloud native? 🌟](){: style="width:7%"}](https://developers.redhat.com/blog/2020/04/08/why-kubernetes-native-instead-of-cloud-native) [![developers.redhat.com: Migrating a Spring Boot microservices application to Quarkus](){: style="width:7%"}](https://developers.redhat.com/blog/2020/04/10/migrating-a-spring-boot-microservices-application-to-quarkus) [![developers.redhat.com: Red Hat Data Grid 8.0 brings new server architecture, improved REST API, and more](){: style="width:7%"}](https://developers.redhat.com/blog/2020/04/13/red-hat-data-grid-8-0-brings-new-server-architecture-improved-rest-api-and-more) [![developers.redhat.com: Capture database changes with Debezium Apache Kafka connectors](){: style="width:7%"}](https://developers.redhat.com/blog/2020/04/14/capture-database-changes-with-debezium-apache-kafka-connectors) [![developers.redhat.com: Build and deploy a serverless app with Camel K and Red Hat OpenShift Serverless 1.5.0 Tech Preview](){: style="width:7%"}](https://developers.redhat.com/blog/2020/04/24/build-and-deploy-a-serverless-app-with-camel-k-and-red-hat-openshift-serverless-1-5-0-tech-preview) [![developers.redhat.com: Building Kubernetes applications on OpenShift with Red Hat Marketplace](){: style="width:7%"}](https://developers.redhat.com/blog/2020/04/27/building-kubernetes-applications-on-openshift-with-red-hat-marketplace)

+[![developers.redhat.com: Modern web applications on OpenShift, Part 4: Openshift Pipelines](){: style="width:7%"}](https://developers.redhat.com/blog/2020/04/27/modern-web-applications-on-openshift-part-4-openshift-pipelines) [![Serverless applications made faster and simpler with **OpenShift Serverless GA**](){: style="width:7%"}](https://developers.redhat.com/blog/2020/04/30/serverless-applications-made-faster-and-simpler-with-openshift-serverless-ga) [![developers.redhat.com: Automated API testing for the KIE Server](){: style="width:7%"}](https://developers.redhat.com/blog/2020/05/01/automated-api-testing-for-the-kie-server) [![Open Data Hub 0.6 brings component updates and Kubeflow architecture](){: style="width:7%"}](https://developers.redhat.com/blog/2020/05/07/open-data-hub-0-6-brings-component-updates-and-kubeflow-architecture) [![developers.redhat.com: Top 10 must-know Kubernetes design patterns](){: style="width:7%"}](https://developers.redhat.com/blog/2020/05/11/top-10-must-know-kubernetes-design-patterns) [![developers.redhat.com: Six reasons to love Camel K](){: style="width:7%"}](https://developers.redhat.com/blog/2020/05/12/six-reasons-to-love-camel-k) [![developers.redhat.com: Change data capture for microservices without writing any code](){: style="width:7%"}](https://developers.redhat.com/blog/2020/05/15/change-data-capture-for-microservices-without-writing-any-code) [![Deploy and bind enterprise-grade microservices with Kubernetes Operators](){: style="width:7%"}](https://developers.redhat.com/blog/2020/05/18/deploy-and-bind-enterprise-grade-microservices-with-kubernetes-operators) [![developers.redhat.com: Extending Kafka connectivity with Apache Camel Kafka connectors](){: style="width:7%"}](https://developers.redhat.com/blog/2020/05/19/extending-kafka-connectivity-with-apache-camel-kafka-connectors) [![developers.redhat.com: Getting started with the fabric8 Kubernetes Java client](){: style="width:7%"}](https://developers.redhat.com/blog/2020/05/20/getting-started-with-the-fabric8-kubernetes-java-client) [![Build a Go application using OpenShift Pipelines](){: style="width:7%"}](https://developers.redhat.com/blog/2020/05/26/build-a-go-application-using-openshift-pipelines)

+[![developers.redhat.com: How the fabric8 Maven plug-in deploys Java applications' to OpenShift](){: style="width:7%"}](https://developers.redhat.com/blog/2020/05/28/how-the-fabric8-maven-plug-in-deploys-java-applications-to-openshift) [![Quarkus, a Kubernetes-native Java runtime, now fully supported by Red Hat](){: style="width:7%"}](https://developers.redhat.com/blog/2020/05/28/quarkus-a-kubernetes-native-java-runtime-now-fully-supported-by-red-hat) [![developers.redhat.com: How the fabric8 Maven plug-in deploys Java applications to OpenShift](){: style="width:7%"}](https://developers.redhat.com/blog/2020/06/02/how-the-fabric8-maven-plug-in-deploys-java-applications-to-openshift) [![developers.redhat.com: An easier way to create custom Jenkins containers in OpenShift 4 🌟](){: style="width:7%"}](https://developers.redhat.com/blog/2020/06/04/an-easier-way-to-create-custom-jenkins-containers) [![The road to Quarkus GA: Completing the first supported Kubernetes-native Java stack](){: style="width:7%"}](https://developers.redhat.com/blog/2020/06/04/the-road-to-quarkus-ga-completing-the-first-supported-kubernetes-native-java-stack) [![Event streaming and data federation: A citizen integrator’s story](){: style="width:7%"}](https://developers.redhat.com/blog/2020/06/12/event-streaming-and-data-federation-a-citizen-integrators-story) [![developers.redhat.com: How to install CodeReady Workspaces in a restricted OpenShift 4 environment](){: style="width:7%"}](https://developers.redhat.com/blog/2020/06/12/how-to-install-codeready-workspaces-in-a-restricted-openshift-4-environment) [![developers.redhat.com: Enterprise Kubernetes development with odo: The CLI tool for developers](){: style="width:7%"}](https://developers.redhat.com/blog/2020/06/16/enterprise-kubernetes-development-with-odo-the-cli-tool-for-developers) [![developers.redhat.com: Red Hat JBoss Enterprise Application Platform expansion pack 1.0 (JBoss EAP XP) released](){: style="width:7%"}](https://developers.redhat.com/blog/2020/06/17/red-hat-jboss-enterprise-application-platform-expansion-pack-1-0-released) [![developers.redhat.com: Support for GraphQL with Open Liberty 20.0.0.6](){: style="width:7%"}](https://developers.redhat.com/blog/2020/06/17/support-for-graphql-with-open-liberty-20-0-0-6) [![Develop and test a Quarkus client on Red Hat CodeReady Containers with Red Hat Data Grid 8.0](){: style="width:7%"}](https://developers.redhat.com/blog/2020/06/19/develop-and-test-a-quarkus-client-on-red-hat-codeready-containers-with-red-hat-data-grid-8-0)

+[![A development roadmap for Open Data Hub](){: style="width:7%"}](https://developers.redhat.com/blog/2020/06/22/a-development-roadmap-for-open-data-hub) [![Kourier: A lightweight Knative Serving ingress](){: style="width:7%"}](https://developers.redhat.com/blog/2020/06/30/kourier-a-lightweight-knative-serving-ingress) [![developers.redhat.com: Develop Eclipse MicroProfile applications on Red Hat JBoss Enterprise Application Platform Expansion Pack 1.0 with Red Hat CodeReady Workspaces](){: style="width:7%"}](https://developers.redhat.com/blog/2020/07/01/develop-eclipse-microprofile-applications-on-red-hat-jboss-enterprise-application-platform-expansion-pack-1-0-with-red-hat-codeready-workspaces) [![Build a simple cloud-native change data capture pipeline](){: style="width:7%"}](https://developers.redhat.com/blog/2020/07/02/build-a-simple-cloud-native-change-data-capture-pipeline) [![developers.redhat.com - Best practices: Using health checks in the OpenShift 4.5 web console 🌟](){: style="width:7%"}](https://developers.redhat.com/blog/2020/07/20/best-practices-using-health-checks-in-the-openshift-4-5-web-console) [![developers.redhat.com: Choosing the right asynchronous-messaging infrastructure for the job](){: style="width:7%"}](https://developers.redhat.com/blog/2020/07/31/choosing-the-right-asynchronous-messaging-infrastructure-for-the-job) [![Authorizing multi-language microservices with Louketo Proxy](){: style="width:7%"}](https://developers.redhat.com/blog/2020/08/03/authorizing-multi-language-microservices-with-louketo-proxy) [![HTTP-based Kafka messaging with Red Hat AMQ Streams](){: style="width:7%"}](https://developers.redhat.com/blog/2020/08/04/http-based-kafka-messaging-with-red-hat-amq-streams) [![developers.redhat.com: Monitoring .NET Core applications on Kubernetes](){: style="width:7%"}](https://developers.redhat.com/blog/2020/08/05/monitoring-net-core-applications-on-kubernetes) [![developers.redhat.com: A deep dive into Keycloak](){: style="width:7%"}](https://developers.redhat.com/blog/2020/08/07/a-deep-dive-into-keycloak) [![developers.redhat.com: Introduction to Strimzi: Apache Kafka on Kubernetes (KubeCon Europe 2020) 🌟](){: style="width:7%"}](https://developers.redhat.com/blog/2020/08/14/introduction-to-strimzi-apache-kafka-on-kubernetes-kubecon-europe-2020)

+[![developers.redhat.com: OpenShift for Kubernetes developers: Getting started 🌟](){: style="width:7%"}](https://developers.redhat.com/blog/2020/08/14/openshift-for-kubernetes-developers-getting-started) [![developers.redhat.com: β€˜Hello, World’ tutorial with Kubernetes Operators](){: style="width:7%"}](https://developers.redhat.com/blog/2020/08/21/hello-world-tutorial-with-kubernetes-operators) [![developers.redhat.com: Java development on top of Kubernetes using Eclipse JKube](){: style="width:7%"}](https://developers.redhat.com/blog/2020/08/24/java-development-on-top-of-kubernetes-using-eclipse-jkube) [![developers.redhat.com: Get started with JDK Flight Recorder in OpenJDK 8u 🌟](){: style="width:7%"}](https://developers.redhat.com/blog/2020/08/25/get-started-with-jdk-flight-recorder-in-openjdk-8u) [![developers.redhat.com: Connecting external clients to Red Hat AMQ Broker on Red Hat OpenShift](){: style="width:7%"}](https://developers.redhat.com/blog/2020/08/26/connecting-external-clients-to-red-hat-amq-broker-on-red-hat-openshift) [![developers.redhat.com: Introduction to Tekton and Argo CD for multicluster development](){: style="width:7%"}](https://developers.redhat.com/blog/2020/09/03/introduction-to-tekton-and-argo-cd-for-multicluster-development) [![developers.redhat.com: The present and future of CI/CD with GitOps on Red Hat OpenShift 🌟](){: style="width:7%"}](https://developers.redhat.com/blog/2020/09/03/the-present-and-future-of-ci-cd-with-gitops-on-red-hat-openshift) [![Migrate your Java apps to containers with Migration Toolkit for Applications 5.0](){: style="width:7%"}](https://developers.redhat.com/blog/2020/09/04/migrate-your-java-apps-to-containers-with-migration-toolkit-for-applications-5-0) [![developers.redhat.com: Cloud-native Java applications made easy: Eclipse JKube 1.0.0 now available](){: style="width:7%"}](https://developers.redhat.com/blog/2020/09/09/cloud-native-java-applications-made-easy-eclipse-jkube-1-0-0-now-available) [![Install Red Hat OpenShift Operators on your laptop using Red Hat CodeReady Containers and Red Hat Marketplace](){: style="width:7%"}](https://developers.redhat.com/blog/2020/09/09/install-red-hat-openshift-operators-on-your-laptop-using-red-hat-codeready-containers-and-red-hat-marketplace) [![developers.redhat.com: From code to production with OpenShift Pipelines and Argo CD](){: style="width:7%"}](https://developers.redhat.com/blog/2020/09/10/from-code-to-production-with-openshift-pipelines-and-argo-cd)

+[![developers.redhat.com: 5 tips for developing Kubernetes Operators with the new Operator SDK](){: style="width:7%"}](https://developers.redhat.com/blog/2020/09/11/5-tips-for-developing-kubernetes-operators-with-the-new-operator-sdk) [![developers.redhat.com: Quarkus and Jakarta EE: Together, or not?](){: style="width:7%"}](https://developers.redhat.com/blog/2020/09/11/quarkus-and-jakarta-ee-together-or-not) [![developers.redhat.com: Migrating from Fabric8 Maven Plugin to Eclipse JKube 1.0.0](){: style="width:7%"}](https://developers.redhat.com/blog/2020/09/21/migrating-from-fabric8-maven-plugin-to-eclipse-jkube-1-0-0) [![Set up continuous integration for .NET Core with OpenShift Pipelines](){: style="width:7%"}](https://developers.redhat.com/blog/2020/09/24/set-up-continuous-integration-for-net-core-with-openshift-pipelines) [![developers.redhat.com: Rootless containers with Podman: The basics](){: style="width:7%"}](https://developers.redhat.com/blog/2020/09/25/rootless-containers-with-podman-the-basics) [![Build a data streaming pipeline using Kafka Streams and Quarkus](){: style="width:7%"}](https://developers.redhat.com/blog/2020/09/28/build-a-data-streaming-pipeline-using-kafka-streams-and-quarkus) [![developers.redhat.com: Building modern CI/CD workflows for serverless applications with Red Hat OpenShift Pipelines and Argo CD, Part 1](){: style="width:7%"}](https://developers.redhat.com/blog/2020/10/01/building-modern-ci-cd-workflows-for-serverless-applications-with-red-hat-openshift-pipelines-and-argo-cd-part-1) [![developers.redhat.com: Command-line cluster management with Red Hat OpenShift’s new web terminal (tech preview)](){: style="width:7%"}](https://developers.redhat.com/blog/2020/10/01/command-line-cluster-management-with-red-hat-openshifts-new-web-terminal-tech-preview) [![developers.redhat.com: Kubernetes integration and more in odo 2.0](){: style="width:7%"}](https://developers.redhat.com/blog/2020/10/06/kubernetes-integration-and-more-in-odo-2-0) [![developers.redhat.com: Static analysis with KubeAudit for Red Hat OpenShift](){: style="width:7%"}](https://developers.redhat.com/blog/2020/10/09/static-analysis-with-kubeaudit-for-red-hat-openshift) [![developers.redhat.com: Building modern CI/CD workflows for serverless applications' with Red Hat OpenShift Pipelines and Argo CD, Part 2](){: style="width:7%"}](https://developers.redhat.com/blog/2020/10/14/building-modern-ci-cd-workflows-for-serverless-applications-with-red-hat-openshift-pipelines-and-argo-cd-part-2)

+[![developers.redhat.com: Checkpointing Java from outside of Java](){: style="width:7%"}](https://developers.redhat.com/blog/2020/10/15/checkpointing-java-from-outside-of-java) [![developers.redhat.com: Persistent storage in action: Understanding Red Hat OpenShift’s persistent volume framework 🌟](){: style="width:7%"}](https://developers.redhat.com/blog/2020/10/22/persistent-storage-in-action-understanding-red-hat-openshifts-persistent-volume-framework) [![developers.redhat.com: Collect JDK Flight Recorder events at runtime with JMC Agent 🌟](){: style="width:7%"}](https://developers.redhat.com/blog/2020/10/29/collect-jdk-flight-recorder-events-at-runtime-with-jmc-agent) [![developers.redhat.com: New custom metrics and air gapped (restricted networks) installation in Red Hat 3scale API Management 2.9](){: style="width:7%"}](https://developers.redhat.com/blog/2020/10/29/new-custom-metrics-and-air-gapped-installation-in-red-hat-3scale-api-management-2-9) [![developers.redhat.com: What’s new in Fabric8 Kubernetes Java client 4.12.0](){: style="width:7%"}](https://developers.redhat.com/blog/2020/10/30/whats-new-in-fabric8-kubernetes-java-client-4-12-0) [![developers.redhat.com: Devfiles and Kubernetes cluster support in OpenShift' Connector 0.2.0 extension for VS Code 🌟](){: style="width:7%"}](https://developers.redhat.com/blog/2020/11/16/devfiles-and-kubernetes-cluster-support-in-openshift-connector-0-2-0-extension-for-vs-code) [![developers.redhat.com: Transitioning from Docker to Podman 🌟](){: style="width:7%"}](https://developers.redhat.com/blog/2020/11/19/transitioning-from-docker-to-podman) [![developers.redhat.com: Kubectl: Developer tips for the Kubernetes command' line 🌟](){: style="width:7%"}](https://developers.redhat.com/blog/2020/11/20/kubectl-developer-tips-for-the-kubernetes-command-line) [![developers.redhat.com: Authentication and authorization using the Keycloak' REST API](){: style="width:7%"}](https://developers.redhat.com/blog/2020/11/24/authentication-and-authorization-using-the-keycloak-rest-api) [![developers.redhat.com: How to configure YAML schema to make editing files easier](){: style="width:7%"}](https://developers.redhat.com/blog/2020/11/25/how-to-configure-yaml-schema-to-make-editing-files-easier) [![developers.redhat.com: Orchestrate event-driven, distributed services with Serverless Workflow and Kubernetes](){: style="width:7%"}](https://developers.redhat.com/blog/2020/11/26/event-driven-distributed-service-orchestration-with-serverless-workflow)

+[![developers.redhat.com: Spring Boot to Quarkus migrations and more in Red Hat’s migration toolkit for applications 5.1.0](){: style="width:7%"}](https://developers.redhat.com/blog/2020/12/08/spring-boot-to-quarkus-migrations-and-more-in-red-hats-migration-toolkit-for-applications-5-1-0) [![developers.redhat.com: Message broker integration made simple with Red Hat Fuse](){: style="width:7%"}](https://developers.redhat.com/blog/2021/01/08/message-broker-integration-made-simple-with-red-hat-fuse) [![developers.redhat.com: Getting started with Buildah](){: style="width:7%"}](https://developers.redhat.com/blog/2021/01/11/getting-started-with-buildah) [![developers.redhat.com: Getting started with Tekton and Pipelines](){: style="width:7%"}](https://developers.redhat.com/blog/2021/01/13/getting-started-with-tekton-and-pipelines) [![developers.redhat.com: Deploying Kubernetes Operators with Operator Lifecycle Manager bundles](){: style="width:7%"}](https://developers.redhat.com/blog/2021/02/08/deploying-kubernetes-operators-with-operator-lifecycle-manager-bundles) [![developers.redhat.com: Spring Boot on Quarkus: Magic or madness?](){: style="width:7%"}](https://developers.redhat.com/blog/2021/02/09/spring-boot-on-quarkus-magic-or-madness) [![developers.redhat.com: Developing your own custom devfiles for odo 2.0](){: style="width:7%"}](https://developers.redhat.com/blog/2021/02/12/developing-your-own-custom-devfiles-for-odo-2-0) [![developers.redhat.com: Using Delve to debug Go programs on Red Hat Enterprise' Linux](){: style="width:7%"}](https://developers.redhat.com/blog/2021/03/03/using-delve-to-debug-go-programs-on-red-hat-enterprise-linux) [![developers.redhat.com: Making environment variables accessible in front-end' containers](){: style="width:7%"}](https://developers.redhat.com/blog/2021/03/04/making-environment-variables-accessible-in-front-end-containers) [![developers.redhat.com: A guide to Red Hat OpenShift 4.5 installer-provisioned infrastructure on vSphere 🌟](){: style="width:7%"}](https://developers.redhat.com/blog/2021/03/09/a-guide-to-red-hat-openshift-4-5-installer-provisioned-infrastructure-on-vsphere) [![developers.redhat.com: Deploying Node.js applications to Kubernetes with Nodeshift and Minikube](){: style="width:7%"}](https://developers.redhat.com/blog/2021/03/09/deploying-node-js-applications-to-kubernetes-with-nodeshift-and-minikube)

+[![developers.redhat.com: Three ways to containerize .NET applications on Red Hat OpenShift](){: style="width:7%"}](https://developers.redhat.com/blog/2021/03/16/three-ways-to-containerize-net-applications-on-red-hat-openshift) [![developers.redhat.com: Using Dekorate to generate Kubernetes manifests for' Java applications](){: style="width:7%"}](https://developers.redhat.com/blog/2021/03/17/using-dekorate-to-generate-kubernetes-manifests-for-java-applications) [![developers.redhat.com: Db2 and Oracle connectors coming to Debezium 1.4 GA](){: style="width:7%"}](https://developers.redhat.com/blog/2021/03/25/db2-and-oracle-connectors-coming-to-debezium-1-4-ga) [![developers.redhat.com: Design event-driven integrations with Kamelets and Camel K](){: style="width:7%"}](https://developers.redhat.com/blog/2021/04/02/design-event-driven-integrations-with-kamelets-and-camel-k) [![developers.redhat.com: Deploy Quarkus everywhere with Red Hat Enterprise Linux (RHEL)](){: style="width:7%"}](https://developers.redhat.com/blog/2021/04/07/deploy-quarkus-everywhere-with-red-hat-enterprise-linux-rhel) [![developers.redhat.com: Containerize and deploy Strapi CMS applications on Kubernetes and Red Hat OpenShift](){: style="width:7%"}](https://developers.redhat.com/blog/2021/04/09/containerize-and-deploy-strapi-applications-on-kubernetes-and-red-hat-openshift) [![developers.redhat.com: How to pick the right container base image](){: style="width:7%"}](https://developers.redhat.com/blog/2021/04/13/how-to-pick-the-right-container-base-image) [![developers.redhat.com: Deploying the Mosquitto MQTT message broker on Red Hat OpenShift, Part 1](){: style="width:7%"}](https://developers.redhat.com/blog/2021/04/16/deploying-the-mosquitto-mqtt-message-broker-on-red-hat-openshift-part-1) [![developers.redhat.com: Use Skupper to connect multiple Kubernetes clusters 🌟](){: style="width:7%"}](https://developers.redhat.com/blog/2021/04/20/use-skupper-to-connect-multiple-kubernetes-clusters) [![developers.redhat.com: Using Podman Compose with Microcks: A cloud-native API mocking and testing tool](){: style="width:7%"}](https://developers.redhat.com/blog/2021/04/22/using-podman-compose-with-microcks-a-cloud-native-api-mocking-and-testing-tool) [![developers.redhat.com: Deploying the Mosquitto MQTT message broker on Red' Hat OpenShift, Part 2](){: style="width:7%"}](https://developers.redhat.com/blog/2021/04/26/deploying-the-mosquitto-mqtt-message-broker-on-red-hat-openshift-part-2)

+[![developers.redhat.com: Kubernetes configuration patterns, Part 1: Patterns for Kubernetes primitives](){: style="width:7%"}](https://developers.redhat.com/blog/2021/04/28/kubernetes-configuration-patterns-part-1-patterns-for-kubernetes-primitives) [![developers.redhat.com: Containerize .NET for Red Hat OpenShift: Use a Windows VM like a container](){: style="width:7%"}](https://developers.redhat.com/blog/2021/04/29/containerize-net-for-red-hat-openshift-use-a-windows-vm-like-a-container) [![developers.redhat.com: Enhance application security by rotating 3scale access tokens](){: style="width:7%"}](https://developers.redhat.com/blog/2021/04/29/enhance-application-security-by-rotating-3scale-access-tokens) [![developers.redhat.com: Event-driven APIs and schema governance for Apache Kafka: Get ready for Kafka Summit Europe 2021](){: style="width:7%"}](https://developers.redhat.com/blog/2021/05/04/event-driven-apis-and-schema-governance-for-apache-kafka-get-ready-for-kafka-summit-europe-2021) [![developers.redhat.com: Building resilient event-driven architectures with Apache Kafka](){: style="width:7%"}](https://developers.redhat.com/blog/2021/05/05/building-resilient-event-driven-architectures-with-apache-kafka) [![developers.redhat.com: Kubernetes configuration patterns, Part 2: Patterns' for Kubernetes controllers](){: style="width:7%"}](https://developers.redhat.com/blog/2021/05/05/kubernetes-configuration-patterns-part-2-patterns-for-kubernetes-controllers) [![developers.redhat.com: Build an API using Quarkus from the ground up 🌟](){: style="width:7%"}](https://developers.redhat.com/blog/2021/05/11/building-an-api-using-quarkus-from-the-ground-up) [![developers.redhat.com: Why should developers care about GitOps?](){: style="width:7%"}](https://developers.redhat.com/blog/2021/05/13/why-should-developers-care-about-gitops) [![None](){: style="width:7%"}](https://developers.redhat.com/blog/authentication-and-authorization-using-the-keycloak-rest-api) [![None](){: style="width:7%"}](https://developers.redhat.com/blog/making-environment-variables-accessible-in-front-end-containers) [![developers.redhat.com: Kubernetes Operators](){: style="width:7%"}](https://developers.redhat.com/books/kubernetes-operators)

+[![developers.redhat.com: book: Red Hat Universal Base Images (UBI)](){: style="width:7%"}](https://developers.redhat.com/books/red-hat-universal-base-images-ubi) [![None](){: style="width:7%"}](https://developers.redhat.com/cheat-sheets) [![developers.redhat.com: Advanced Linux commands cheat sheet for developers](){: style="width:7%"}](https://developers.redhat.com/cheat-sheets/advanced-linux-commands) [![developers.redhat.com: Bash Shell Scripting Cheat Sheet](){: style="width:7%"}](https://developers.redhat.com/cheat-sheets/bash-shell-cheat-sheet) [![developers.redhat.com: Buildah Cheat Sheet](){: style="width:7%"}](https://developers.redhat.com/cheat-sheets/buildah-cheat-sheet) [![developers.redhat.com: Containers Cheat Sheet](){: style="width:7%"}](https://developers.redhat.com/cheat-sheets/containers) [![developers.redhat.com: Debezium on OpenShift Cheat Sheet](){: style="width:7%"}](https://developers.redhat.com/cheat-sheets/debezium-openshift-cheat-sheet) [![developers.redhat.com: Intermediate Linux Cheat Sheet](){: style="width:7%"}](https://developers.redhat.com/cheat-sheets/intermediate-linux-cheat-sheet) [![None](){: style="width:7%"}](https://developers.redhat.com/cheat-sheets/intermediate-linux-commands-cheat-sheet) [![developers.redhat.com: Kubernetes Cheat Sheet](){: style="width:7%"}](https://developers.redhat.com/cheat-sheets/kubernetes) [![developers.redhat.com: Linux commands for developers](){: style="width:7%"}](https://developers.redhat.com/cheat-sheets/linux-commands-cheat-sheet)

+[![developers.redhat.com: MicroProfile JWT (JSON Web Tokens)](){: style="width:7%"}](https://developers.redhat.com/cheat-sheets/microprofile-jwt) [![developers.redhat.com: MicroProfile Rest Client Cheat Sheet](){: style="width:7%"}](https://developers.redhat.com/cheat-sheets/microprofile-rest-client) [![developers.redhat.com: Node.js Cheat Sheet](){: style="width:7%"}](https://developers.redhat.com/cheat-sheets/nodejs-cheat-sheet) [![developers.redhat.com: odo Cheat Sheet](){: style="width:7%"}](https://developers.redhat.com/cheat-sheets/odo-cheat-sheet) [![developers.redhat.com: Red Hat OpenShift Container Platform Cheat Sheet](){: style="width:7%"}](https://developers.redhat.com/cheat-sheets/red-hat-openshift-container-platform) [![developers.redhat.com: Writing a Kubernetes Operator in Java using Quarkus - **Cheat Sheet** 🌟](){: style="width:7%"}](https://developers.redhat.com/cheat-sheets/writing-kubernetes-operator-java) [![developers.redhat.com: Git cheat sheet](){: style="width:7%"}](https://developers.redhat.com/cheat-sheetsgit) [![Red Hat Developer cheat sheets 🌟](){: style="width:7%"}](https://developers.redhat.com/cheatsheets) [![developers.redhat.com: Developing on OpenShift (katacoda interactive learning)' 🌟](){: style="width:7%"}](https://developers.redhat.com/courses/openshift) [![Developer Sandbox](){: style="width:7%"}](https://developers.redhat.com/developer-sandbox) [![developers.redhat.com: Welcome to the Developer Sandbox for Red Hat OpenShift.' Part 1: Deploying full-stack JavaScript applications to the Developer Sandbox for Red Hat OpenShift](){: style="width:7%"}](https://developers.redhat.com/developer-sandbox/activities/deploying-full-stack-javascript-applications-to-the-sandbox/part1)

+[![developers.redhat.com: How to manage microservices using OpenShift Dev Spaces' and JKube](){: style="width:7%"}](https://developers.redhat.com/developer-sandbox/activities/how-to-manage-microservices-using-openshift-dev-spaces-and-jkube) [![==developers.redhat.com: Run the Canary Deployment pattern on Kubernetes==' 🌟](){: style="width:7%"}](https://developers.redhat.com/developer-sandbox/activities/run-the-canary-deployment-pattern-on-kubernetes) [![openshift sandbox](){: style="width:7%"}](https://developers.redhat.com/developer-sandbox/get-started) [![developers.redhat.com: How to deploy a Java application on Kubernetes in' minutes](){: style="width:7%"}](https://developers.redhat.com/developer-sandbox/how-to-deploy-java-application-in-kubernetes) [![developers.redhat.com: 10 awesome Kubernetes tools every user should know' | DevNation Tech Talk (video)](){: style="width:7%"}](https://developers.redhat.com/devnation/tech-talks/10-kubernetes-tools) [![None](){: style="width:7%"}](https://developers.redhat.com/e-books) [![None](){: style="width:7%"}](https://developers.redhat.com/e-books/kubernetes-operators) [![Red Hat Developer eBooks 🌟](){: style="width:7%"}](https://developers.redhat.com/ebooks) [![None](){: style="width:7%"}](https://developers.redhat.com/learn) [![None](){: style="width:7%"}](https://developers.redhat.com/learn/openshift) [![None](){: style="width:7%"}](https://developers.redhat.com/learn/openshift/foundations-openshift)

+[![None](){: style="width:7%"}](https://developers.redhat.com/learn/openshift/how-deploy-full-stack-javascript-applications-openshift) [![None](){: style="width:7%"}](https://developers.redhat.com/learn/openshift/how-manage-microservices-using-openshift-dev-spaces-and-jkube) [![None](){: style="width:7%"}](https://developers.redhat.com/learn/openshift/run-canary-deployment-pattern-kubernetes) [![developers.redhat.com: OpenShift Commons Briefing: Operator Lifecycle Management' (video)](){: style="width:7%"}](https://developers.redhat.com/openshift-commons/Operator-Lifecycle-Management) [![**Red Hat AMQ overview**](){: style="width:7%"}](https://developers.redhat.com/products/amq/overview) [![developers.redhat.com: **Red Hat Container Development Kit**](){: style="width:7%"}](https://developers.redhat.com/products/cdk/overview) [![Red Hat Data Grid Overview](){: style="width:7%"}](https://developers.redhat.com/products/datagrid/overview) [![developers.redhat.com: ==Red Hat Developer Toolset==](){: style="width:7%"}](https://developers.redhat.com/products/developertoolset/overview) [![None](){: style="width:7%"}](https://developers.redhat.com/products/eap) [![Red Hat JBoss Enterprise Application Platform (JBoss EAP)](){: style="width:7%"}](https://developers.redhat.com/products/eap/overview) [![None](){: style="width:7%"}](https://developers.redhat.com/products/mta)

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+[![jaxenter.com: Kubernetes Is Much Bigger Than Containers: Here’s Where It Will Go Next](){: style="width:7%"}](https://devm.io/kubernetes/kubernetes-bigger-173675) [![jaxenter.com: Six Essential Kubernetes Extensions to Add to Your Toolkit 🌟](){: style="width:7%"}](https://devm.io/kubernetes/kubernetes-extensions-172215) [![jaxenter.com: Practical Implications for Adopting a Multi-Cluster, Multi-Cloud Kubernetes Strategy](){: style="width:7%"}](https://devm.io/kubernetes/kubernetes-practical-implications-171647) [![jaxenter.com: CI/CD for Spring Boot Microservices: Part 1](){: style="width:7%"}](https://devm.io/microservices/cicd-microservices-docker-162408) [![DevOps Daily β€” Interactive Linux Terminal Simulator](){: style="width:7%"}](https://devops-daily.com/games/linux-terminal) [![devops.cisel.ch: Kubernetes operational tools you must TRY](){: style="width:7%"}](https://devops.cisel.ch/kubernetes-operational-tools-you-must-try) [![devops.com](){: style="width:7%"}](https://devops.com) [![devops.com: 11 Open Source DevOps Tools We Love For 2021](){: style="width:7%"}](https://devops.com/11-open-source-devops-tools-we-love-for-2021) [![devops.com: 11 Steps to a Successful DevOps Career](){: style="width:7%"}](https://devops.com/11-steps-to-a-successful-devops-career) [![devops.com: 15 must have Jenkins plugins to increase productivity](){: style="width:7%"}](https://devops.com/15-must-jenkins-plugins-increase-productivity) [![devops.com: 5 Tips for a Successful DevOps Implementation](){: style="width:7%"}](https://devops.com/5-tips-for-a-successful-devops-implementation)

+[![devops.com: 6 Advantages of Microservices](){: style="width:7%"}](https://devops.com/6-advantages-of-microservices) [![devops.com: 6 Signs You’re Doing DevOps Correctly](){: style="width:7%"}](https://devops.com/6-signs-youre-doing-devops-correctly) [![devops.com: 7 Popular Open Source CI/CD Tools](){: style="width:7%"}](https://devops.com/7-popular-open-source-ci-cd-tools) [![devops.com: 7 Trends Influencing DevOps and DevSecOps Adoption](){: style="width:7%"}](https://devops.com/7-trends-influencing-devops-and-devsecops-adoption) [![devops.com: 8 Hot Takes: Will We See a Monolithic Renaissance?](){: style="width:7%"}](https://devops.com/8-hot-takes-will-we-see-a-monolithic-renaissance) [![devops.com: 8 Security Considerations for CI/CD](){: style="width:7%"}](https://devops.com/8-security-considerations-for-ci-cd) [![devops.com: Home Β» Blogs Β» A DevOps Reset for a Multi-Cloud World](){: style="width:7%"}](https://devops.com/a-devops-reset-for-a-multi-cloud-world) [![devops.com: Best Practices for Application Performance Testing](){: style="width:7%"}](https://devops.com/best-practices-for-application-performance-testing) [![devops.com: Breaking Down Silos: Applying Open Source Practices in the Workplace](){: style="width:7%"}](https://devops.com/breaking-down-silos-applying-open-source-practices-in-the-workplace) [![devops.com: Building on Terraform: Evolution, not Revolution](){: style="width:7%"}](https://devops.com/building-on-terraform-evolution-not-revolution) [![devops.com: Catchpoint to Acquire Webpagetest.org](){: style="width:7%"}](https://devops.com/catchpoint-to-acquire-webpagetest-org)

+[![devops.com: Clubhouse Becomes Shortcut to Transform Software Project Management](){: style="width:7%"}](https://devops.com/clubhouse-becomes-shortcut-to-transform-software-project-management) [![devops.com: Continuous Security: The Next Evolution of CI/CD](){: style="width:7%"}](https://devops.com/continuous-security-the-next-evolution-of-ci-cd) [![devops.com: Continuous Testing Practices (Part 1) 🌟](){: style="width:7%"}](https://devops.com/continuous-testing-practices-part-1) [![devops.com: Continuous Testing Practices – Part 2 🌟](){: style="width:7%"}](https://devops.com/continuous-testing-practices-part-2) [![devops.com: Day 2 for the Operator Ecosystem 🌟](){: style="width:7%"}](https://devops.com/day-2-for-the-operator-ecosystem) [![devops.com: Day in the Life of a Site Reliability Engineer (SRE)](){: style="width:7%"}](https://devops.com/day-in-the-life-of-a-site-reliability-engineer-sre) [![devops.com: Declarative Compliance With Policy-as-Code and GitOps 🌟](){: style="width:7%"}](https://devops.com/declarative-compliance-with-policy-as-code-and-gitops) [![DevOps as a Service: Migrating Your Entire DevOps Stack to the Cloud](){: style="width:7%"}](https://devops.com/devops-as-a-service-migrating-your-entire-devops-stack-to-the-cloud) [![devops.com: DevOps for the Development and Delivery of High-Performance Applications](){: style="width:7%"}](https://devops.com/devops-for-the-development-and-delivery-of-high-performance-applications) [![devops.com: DevOps Security: Your Complete Checklist](){: style="width:7%"}](https://devops.com/devops-security-your-complete-checklist) [![devops.com: DevOps Teams Struggling to Keep Secrets](){: style="width:7%"}](https://devops.com/devops-teams-struggling-to-keep-secrets)

+[![devops.com: DevOps Trends to Watch in 2021 🌟](){: style="width:7%"}](https://devops.com/devops-trends-to-watch-in-2021) [![devops.com: DevSecOps in Azure](){: style="width:7%"}](https://devops.com/devsecops-in-azure) [![devops.com: DevSecOps Trends to Know For 2021](){: style="width:7%"}](https://devops.com/devsecops-trends-for-2021) [![==devops.com: Dynatrace Advances Application Environments as Code==](){: style="width:7%"}](https://devops.com/dynatrace-advances-application-environments-as-code) [![devops.com: FinOps Foundation to Help Rein in Cloud Costs](){: style="width:7%"}](https://devops.com/finops-foundation-to-help-rein-in-cloud-costs) [![devops.com: 5 Steps to Successful DevOps Culture](){: style="width:7%"}](https://devops.com/five-steps-to-successful-devops-culture) [![devops.com: From Agile to DevOps to DevSecOps: The Next Evolution](){: style="width:7%"}](https://devops.com/from-agile-to-devops-to-devsecops-the-next-evolution) [![None](){: style="width:7%"}](https://devops.com/google-dora-report-shows-modest-devops-gains) [![devops.com: Grafana Labs Acquires Asserts.ai to Bring AI to Observability](){: style="width:7%"}](https://devops.com/grafana-labs-acquires-assert-ai-to-bring-ai-to-observability) [![devops.com: Great Resignation Spurs Interest in Tech Certifications](){: style="width:7%"}](https://devops.com/great-resignation-spurs-interest-in-tech-certifications) [![Hasura Launches Beta of GraphQL-Based Remote Joins Tool](){: style="width:7%"}](https://devops.com/hansura-launches-beta-of-graphql-based-remote-joins-tool)

+[![devops.com: Hazelcast Simplifies Streaming for Extremely Fast Event Processing in IoT, Edge and Cloud Environments](){: style="width:7%"}](https://devops.com/hazelcast-simplifies-streaming-for-extremely-fast-event-processing-in-iot-edge-and-cloud-environments) [![devops.com: How Are API Management and Service Mesh Different?](){: style="width:7%"}](https://devops.com/how-are-api-management-and-service-mesh-different) [![devops.com: How Centralized Log Management Can Save Your Company](){: style="width:7%"}](https://devops.com/how-centralized-log-management-can-save-your-company) [![devops.com: How Containers Simplify DevOps Workflows and CI/CD Pipelines 🌟](){: style="width:7%"}](https://devops.com/how-containers-simplify-devops-workflows-and-ci-cd-pipelines) [![devops.com: How Good Developers Become Good Engineering Managers](){: style="width:7%"}](https://devops.com/how-good-developers-become-good-engineering-managers) [![devops.com: How SREs Benefit From Feature Flags](){: style="width:7%"}](https://devops.com/how-sres-benefit-from-feature-flags) [![devops.com: How the SRE Role Is Evolving](){: style="width:7%"}](https://devops.com/how-the-sre-role-is-evolving) [![devops.com: How to Automate PKI for DevOps With Open Source Tools](){: style="width:7%"}](https://devops.com/how-to-automate-pki-for-devops-with-open-source-tools) [![devops.com: How to Implement an Effective CI/CD Pipeline](){: style="width:7%"}](https://devops.com/how-to-implement-an-effective-ci-cd-pipeline) [![devops.com: How to Migrate Existing Infrastructure to Terraform](){: style="width:7%"}](https://devops.com/how-to-migrate-existing-infrastructure-to-terraform) [![devops.com: How to Seamlessly Transition to DevSecOps](){: style="width:7%"}](https://devops.com/how-to-seamlessly-transition-to-devsecops)

+[![devops.com: How to Successfully Integrate Security and DevOps](){: style="width:7%"}](https://devops.com/how-to-successfully-integrate-security-and-devops) [![devops.com: Best of 2019: Implementing Message Queue in Kubernetes](){: style="width:7%"}](https://devops.com/implementing-message-queue-in-kubernetes) [![devops.com: Infrastructure Abstraction Will Be Key to Managing Multi-Cloud](){: style="width:7%"}](https://devops.com/infrastructure-abstraction-will-be-key-to-managing-multi-cloud) [![devops.com: Is NoOps the Future of Cloud Networking?](){: style="width:7%"}](https://devops.com/is-noops-the-future-of-cloud-networking) [![devops.com: Kubernetes Jenkins Master-Slave: Scaling the Scalability Issue](){: style="width:7%"}](https://devops.com/kubernetes-jenkins-master-slave-scaling-the-scalability-issue) [![devops.com: Languages and DevOps: Recommendations](){: style="width:7%"}](https://devops.com/languages-and-devops-recommendations) [![devops.com: Make GitHub Backups Part of Your Development Process](){: style="width:7%"}](https://devops.com/make-github-backups-part-of-your-development-process) [![devops.com: Measuring Technical Debt](){: style="width:7%"}](https://devops.com/measuring-technical-debt) [![devops.com: Measuring the Progress of the OpenTelemetry Project](){: style="width:7%"}](https://devops.com/measuring-the-progress-of-the-opentelemetry-project) [![devops.com: Nine Pillars of DevOps Best Practices](){: style="width:7%"}](https://devops.com/nine-pillars-of-devops-best-practices) [![devops.com: Pulumi Moves to Automate Cloud Infrastructure Provisioning](){: style="width:7%"}](https://devops.com/pulumi-moves-to-automate-cloud-infrastructure-provisioning)

+[![devops.com: Red Hat Extends Scope of Ansible Automation Ambitions](){: style="width:7%"}](https://devops.com/red-hat-extends-scope-of-ansible-automation-ambitions) [![devops.com: SecDevOps is the Solution to Cybersecurity 🌟](){: style="width:7%"}](https://devops.com/secdevops-is-the-solution-to-cybersecurity) [![devops.com: Securing Your Software Development Pipelines](){: style="width:7%"}](https://devops.com/securing-your-software-development-pipelines) [![Serverless Computing: Moving from DevOps to NoOps](){: style="width:7%"}](https://devops.com/serverless-computing-moving-from-devops-to-noops) [![devops.com: Shift-Right Testing: The Emergence of TestOps](){: style="width:7%"}](https://devops.com/shift-right-testing-the-emergence-of-testops) [![devops.com: Site Reliability Engineering 101: DevOps Versus SRE](){: style="width:7%"}](https://devops.com/site-reliability-engineering-101-devops-versus-sre) [![devops.com: SRE vs. DevOps vs. Cloud Native: The Server Cage Match](){: style="width:7%"}](https://devops.com/sre-devops-cloud-native-server-cage-match) [![devops.com: SRE vs. DevOps β€” a False Distinction?](){: style="width:7%"}](https://devops.com/sre-vs-devops-false-distinction) [![devops.com: SRE Vs. Platform Engineering: What’s the Difference?](){: style="width:7%"}](https://devops.com/sre-vs-platform-engineering-whats-the-difference) [![devops.com: Survey Shows Mounting DevOps Frustration and Costs](){: style="width:7%"}](https://devops.com/survey-shows-mounting-devops-frustration-and-costs) [![devops.com: Survey Surfaces High Reliance on DevOps to Build and Deploy APIs](){: style="width:7%"}](https://devops.com/survey-surfaces-high-reliance-on-devops-to-build-and-deploy-apis)

+[![devops.com: The Argo Project: Making GitOps Practical](){: style="width:7%"}](https://devops.com/the-argo-project-making-gitops-practical) [![The DevOps Bottleneck: Why IaC Orchestration is the Missing Piece](){: style="width:7%"}](https://devops.com/the-devops-bottleneck-why-iac-orchestration-is-the-missing-piece) [![devops.com: The DevOps Journey: Continuous Mindset Starts With Cultural Change](){: style="width:7%"}](https://devops.com/the-evolving-devops-journey-continuous-mindset-starts-with-cultural-change) [![devops.com: The Fallacy of Continuous Integration, Delivery and Testing](){: style="width:7%"}](https://devops.com/the-fallacy-of-continuous-integration-delivery-and-testing) [![devops.com: he Real Pipeline](){: style="width:7%"}](https://devops.com/the-real-pipeline) [![devops.com: The Rise of NetDevOps and CI/CD Pipeline Solutions](){: style="width:7%"}](https://devops.com/the-rise-of-netdevops-and-ci-cd-pipeline-solutions) [![devops.com: Tips for a Successful DevSecOps Life Cycle](){: style="width:7%"}](https://devops.com/tips-for-a-successful-devsecops-life-cycle) [![devops.com: Top 10 Best Practices for Jenkins Pipeline Plugin 🌟](){: style="width:7%"}](https://devops.com/top-10-best-practices-for-jenkins-pipeline-plugin) [![devops.com: Top Nine Skills for SREs to Master 🌟](){: style="width:7%"}](https://devops.com/top-nine-skills-for-sres-to-master) [![devops.com: Best of 2021 – Transform Legacy Java Apps to Microservices](){: style="width:7%"}](https://devops.com/transform-legacy-java-apps-to-microservices) [![devops.com: Transform Mobile DevOps into Mobile DevSecOps](){: style="width:7%"}](https://devops.com/transform-mobile-devops-into-mobile-devsecops)

+[![devops.com: Unlocking Your DevOps Automation Mindset 🌟](){: style="width:7%"}](https://devops.com/unlocking-your-devops-automation-mindset) [![devops.com: Up Your DevOps Game: It’s Time for NoOps](){: style="width:7%"}](https://devops.com/up-your-devops-game-its-time-for-noops) [![devops.com: Updating and Managing Infrastructure-as-Code (IaC)](){: style="width:7%"}](https://devops.com/updating-and-managing-infrastructure-as-code-iac) [![devops.com: Using jenkins configuration as code](){: style="width:7%"}](https://devops.com/using-jenkins-configuration-as-code) [![==devops.com: Using LLMs to Automate Pipeline Conversions From Legacy to' Tekton==](){: style="width:7%"}](https://devops.com/using-llms-to-automate-pipeline-conversions-from-legacy-to-tekton) [![devops.com: Function Automates Conversion of Java Apps to Microservices](){: style="width:7%"}](https://devops.com/vfunction-automates-conversion-of-java-apps-to-microservices) [![devops.com: Web Application Security is not API Security 🌟](){: style="width:7%"}](https://devops.com/web-application-security-is-not-api-security) [![devops.com: What’s the Difference Between DevOps and Platform Engineering?](){: style="width:7%"}](https://devops.com/whats-the-difference-between-devops-and-platform-engineering) [![devops.com: When to Use API Management and Service Mesh Together](){: style="width:7%"}](https://devops.com/when-to-use-api-management-and-service-mesh-together) [![devops.com: Where Does Observability Stand Today, and Where is it Going Next?](){: style="width:7%"}](https://devops.com/where-does-observability-stand-today-and-where-is-it-going-next) [![devops.com: Why Boring Tech is Best to Avoid a Microservices Mess](){: style="width:7%"}](https://devops.com/why-boring-tech-is-best-to-avoid-a-microservices-mess)

+[![devops.com: Why Monitoring-as-Code Will be a Must for DevOps Teams](){: style="width:7%"}](https://devops.com/why-monitoring-as-code-will-be-a-must-for-devops-teams) [![devops.com: Why MTTR is a Vital Metric for DevOps Teams](){: style="width:7%"}](https://devops.com/why-mttr-is-a-vital-metric-for-devops-teams) [![devops.com: Taking a DevSecOps Approach to API Security](){: style="width:7%"}](https://devops.com/why-traditional-approaches-to-api-security-dont-work) [![devops.com: Yeah, You’re Doing DevOps](){: style="width:7%"}](https://devops.com/yeah-youre-doing-devops) [![devopscube.com](){: style="width:7%"}](https://devopscube.com) [![devopscube.com: How to Automate EBS Snapshot Creation, Retention and Deletion](){: style="width:7%"}](https://devopscube.com/automate-ebs-snapshot-creation-deletion) [![devopscube.com: Become A DevOps Engineer in 2021: A Comprehensive Guide](){: style="width:7%"}](https://devopscube.com/become-devops-engineer) [![devopscube.com: How to Build Docker Image : Comprehensive Beginners Guide](){: style="width:7%"}](https://devopscube.com/build-docker-image) [![devopscube.com: How To Build Docker Image In Kubernetes Pod 🌟](){: style="width:7%"}](https://devopscube.com/build-docker-image-kubernetes-pod) [![devopscube.com: How To Configure Ingress TLS/SSL Certificates in Kubernetes](){: style="width:7%"}](https://devopscube.com/configure-ingress-tls-kubernetes) [![devopscube.com: How To Create Kubernetes Jobs/Cron Jobs – Getting Started Guide](){: style="width:7%"}](https://devopscube.com/create-kubernetes-jobs-cron-jobs)

+[![devopscube.com: How to Create kubernetes Role for Service Account](){: style="width:7%"}](https://devopscube.com/create-kubernetes-role) [![devopscube.com: How to Deploy PostgreSQL Statefulset in Kubernetes With High Availability](){: style="width:7%"}](https://devopscube.com/deploy-postgresql-statefulset) [![devopscube.com: How to Setup Docker containers as Build Slaves for Jenkins](){: style="width:7%"}](https://devopscube.com/docker-containers-as-build-slaves-jenkins) [![devopscube.com: Immutable Infrastructure Explained For Beginners](){: style="width:7%"}](https://devopscube.com/immutable-infrastructure) [![None](){: style="width:7%"}](https://devopscube.com/ip-address-tutorial) [![devopscube.com: Jenkins Architecture Explained – Beginners Guide](){: style="width:7%"}](https://devopscube.com/jenkins-architecture-explained) [![devopscube.com: How to Setup Jenkins Build Agents on Kubernetes Cluster 🌟](){: style="width:7%"}](https://devopscube.com/jenkins-build-agents-kubernetes) [![devopscube.com: Jenkins Pipeline as Code Tutorial For Beginners 🌟](){: style="width:7%"}](https://devopscube.com/jenkins-pipeline-as-code) [![devopscube.com: 10 Key Considerations for Kubernetes Cluster Design & Setup 🌟](){: style="width:7%"}](https://devopscube.com/key-considerations-kubernetes-cluster-design-setup) [![==devopscube.com/kube-bench-guide: Kube-Bench: Kubernetes CIS Benchmarking' Tool==](){: style="width:7%"}](https://devopscube.com/kube-bench-guide) [![devopscube.com: How To Create Kubernetes Service Account For API Access](){: style="width:7%"}](https://devopscube.com/kubernetes-api-access-service-account)

+[![devopscube.com: Kubernetes Daemonset: A Comprehensive Guide](){: style="width:7%"}](https://devopscube.com/kubernetes-daemonset) [![devopscube.com: Kubernetes Ingress Tutorial For Beginners 🌟](){: style="width:7%"}](https://devopscube.com/kubernetes-ingress-tutorial) [![devopscube.com: Kubeconfig File Explained With Practical Examples 🌟](){: style="width:7%"}](https://devopscube.com/kubernetes-kubeconfig-file) [![devopscube.com: Kubernetes Logging Tutorial For Beginners 🌟](){: style="width:7%"}](https://devopscube.com/kubernetes-logging-tutorial) [![devopscube.com: Kubernetes Minikube Tutorial for Beginners](){: style="width:7%"}](https://devopscube.com/kubernetes-minikube-tutorial) [![devopscube.com/kubernetes-pod](){: style="width:7%"}](https://devopscube.com/kubernetes-pod) [![devopscube.com: Kubernetes Tutorials For Beginners: Getting Started Guide](){: style="width:7%"}](https://devopscube.com/kubernetes-tutorials-beginners) [![devopscube.com: Kubernetes v1.21 Released: Here is What you should know](){: style="width:7%"}](https://devopscube.com/kubernetes-v1-21-released) [![devopscube.com/kustomize-tutorial: Kustomize Tutorial: Comprehensive Guide For Beginners 🌟](){: style="width:7%"}](https://devopscube.com/kustomize-tutorial) [![None](){: style="width:7%"}](https://devopscube.com/kuztomize-configmap-generators) [![devopscube.com: How to Learn Kubernetes (Complete Roadmap) 🌟🌟🌟](){: style="width:7%"}](https://devopscube.com/learn-kubernetes-complete-roadmap)

+[![devopscube.com: Kubernetes Pod Priority, PriorityClass, and Preemption Explained 🌟](){: style="width:7%"}](https://devopscube.com/pod-priorityclass-preemption) [![devopscube.com: Podman Tutorial For Beginners: Step by Step Guides 🌟](){: style="width:7%"}](https://devopscube.com/podman-tutorial-beginners) [![devopscube.com: Python For DevOps: Guide for DevOps Engineers](){: style="width:7%"}](https://devopscube.com/python-for-devops) [![devopscube.com: How to Setup Ansible AWS Dynamic Inventory](){: style="width:7%"}](https://devopscube.com/setup-ansible-aws-dynamic-inventory) [![devopscube.com: How To Setup Grafana On Kubernetes](){: style="width:7%"}](https://devopscube.com/setup-grafana-kubernetes) [![devopscube.com: How to Setup Nginx Ingress Controller On Kubernetes – Detailed Guide 🌟](){: style="width:7%"}](https://devopscube.com/setup-ingress-kubernetes-nginx-controller) [![Devopscube.com: Setup Nexus Kubernetes 🌟](){: style="width:7%"}](https://devopscube.com/setup-nexus-kubernetes) [![Setup Prometheus Using Helm Chart on Kubernetes](){: style="width:7%"}](https://devopscube.com/setup-prometheus-helm-chart) [![devopscube.com: How to Setup Prometheus Monitoring On Kubernetes Cluster 🌟](){: style="width:7%"}](https://devopscube.com/setup-prometheus-monitoring-on-kubernetes) [![devopscube.com: AWS Terraform Autoscaling Group With ALB Deployment Tutorial](){: style="width:7%"}](https://devopscube.com/terraform-autoscaling-group) [![devopscube.com/terraform-aws-rds](){: style="width:7%"}](https://devopscube.com/terraform-aws-rds)

+[![devopscube.com: Vagrant Tutorial For Beginners: Getting Started Guide 🌟](){: style="width:7%"}](https://devopscube.com/vagrant-tutorial-beginners) [![devopscube.com: Vault Agent Injector Tutorial: Inject Secrets to Pods Using Vault Agent](){: style="width:7%"}](https://devopscube.com/vault-agent-injector-tutorial) [![devopscube.com: How to Setup Vault in Kubernetes- Beginners Tutorial 🌟](){: style="width:7%"}](https://devopscube.com/vault-in-kubernetes) [![devopscube.com: What Is Observability? Comprehensive Beginners Guide](){: style="width:7%"}](https://devopscube.com/what-is-observability) [![devopsdays.org: Devopsdays Amsterdam](){: style="width:7%"}](https://devopsdays.org/events/2022-amsterdam/welcome) [![devopsera.com: How to Structure Directories in a GitOps Repository for the Best User-Friendliness and Flexibility](){: style="width:7%"}](https://devopsera.com/2023/06/how-to-structure-directories-in-a-gitops-repository-for-the-best-user-friendliness-and-flexibility) [![Cross account ECR push with Jenkins](){: style="width:7%"}](https://devopsformula.hashnode.dev/cross-account-ecr-push-with-jenkins) [![devopsinside.com: Is Kubernetes killing tools like Ansible?](){: style="width:7%"}](https://devopsinside.com/how-kubernetes-is-killing-tools-like-ansible) [![devopslearners.com](){: style="width:7%"}](https://devopslearners.com) [![devopslearners.com: Blue-Green vs Canary Deployment](){: style="width:7%"}](https://devopslearners.com/blue-green-vs-canary-deployment-76436d7f6bc1) [![devopslearners.com: Different Container Runtimes and Configurations in the' same Kubernetes Cluster](){: style="width:7%"}](https://devopslearners.com/different-container-runtimes-and-configurations-in-the-same-kubernetes-cluster-fed228e1853e)

+[![devopslearners.com: How to Convert Helm Chart to Kubernetes YAML](){: style="width:7%"}](https://devopslearners.com/how-to-convert-helm-chart-to-kubernetes-yaml-fbe6d6722f6) [![==devopslearners.com: Kubernetes Ingress Tutorial For Beginners==](){: style="width:7%"}](https://devopslearners.com/kubernetes-ingress-tutorial-for-beginners-26c2f7727bc) [![==devopslearners.com: Kubernetes Pod Priority, PriorityClass, and Preemption' Explained== 🌟](){: style="width:7%"}](https://devopslearners.com/kubernetes-pod-priority-priorityclass-and-preemption-explained-a48fb7988672) [![devopslearners.com: What is a Kubernetes Ephemeral Container?](){: style="width:7%"}](https://devopslearners.com/what-is-a-kubernetes-ephemeral-container-aa8ab658755d) [![devopslearners.com: What is GitOps?](){: style="width:7%"}](https://devopslearners.com/what-is-gitops-168aac9a2ee) [![devopslearning.medium.com: Lesson learned while scaling Kubernetes cluster' to 1000 pods in AWS EKS](){: style="width:7%"}](https://devopslearning.medium.com/lesson-learned-while-scaling-kubernetes-cluster-to-1000-pods-in-aws-eks-d2d399152bc2) [![DEVOPS Library](){: style="width:7%"}](https://devopslibrary.com) [![devopsmonk.hashnode.dev: Learn AWS if you want to save your career..!!](){: style="width:7%"}](https://devopsmonk.hashnode.dev/learn-aws-if-you-want-to-save-your-career) [![devopsparthu.hashnode.dev: Day 35: Mastering ConfigMaps and Secrets in Kubernetes](){: style="width:7%"}](https://devopsparthu.hashnode.dev/day-35-mastering-configmaps-and-secrets-in-kubernetes) [![devopstalks.in: Everything about Prometheus](){: style="width:7%"}](https://devopstalks.in/everything-about-prometheus) [![devopstips.net](){: style="width:7%"}](https://devopstips.net)

+[![devopsunlocked.com: Kubernetes: Learning Material](){: style="width:7%"}](https://devopsunlocked.com/kubernetes-learning-material) [![devopswithkubernetes.com](){: style="width:7%"}](https://devopswithkubernetes.com) [![devoriales.com: AWS EKS Secret Encryption: Securing Your EKS Secrets At Rest with AWS KMS](){: style="width:7%"}](https://devoriales.com/home) [![devoriales.com: AWS EKS Secret Encryption: Securing Your EKS Secrets At' Rest with AWS KMS](){: style="width:7%"}](https://devoriales.com/post/329/aws-eks-secret-encryption-securing-your-eks-secrets-at-rest-with-aws-kms) [![devoriales.com: Exploring GitOps: Software and Infrastructure Management Intro Video](){: style="width:7%"}](https://devoriales.com/video/897990746/intro-to-gitops) [![devsecops.co.in: GitOps Guide – What, Why and How? 🌟](){: style="width:7%"}](https://devsecops.co.in/2021/05/13/gitops-guide-what-why-and-how) [![devsecops.co.in: 100+ Ansible Interview Questions and Answers](){: style="width:7%"}](https://devsecops.co.in/2021/05/18/ansible-interview-questions) [![devsecops.co.in: DevOps Interview Questions and Answers](){: style="width:7%"}](https://devsecops.co.in/2021/05/20/devops-interview-questions) [![devsecops.co.in: Kubernetes Interview Questions and Answers](){: style="width:7%"}](https://devsecops.co.in/2021/05/22/kubernetes-interview) [![==devspace.sh==](){: style="width:7%"}](https://devspace.sh) [![DevStack](){: style="width:7%"}](https://devstack.in)

+[![devstack.in: Deploy Prometheus Operator with Helm3 and Private Registry' 🌟](){: style="width:7%"}](https://devstack.in/2020/05/25/deploy-prometheus-operator-with-helm3-and-private-registry) [![Claude Skills for DevOps: Build Your First SKILL.md](){: style="width:7%"}](https://devtoolhub.com/claude-skills-devops-skillmd-guide) [![devtools.chrome.com](){: style="width:7%"}](https://devtools.chrome.com) [![Devtron Labs: Devtron provides a 'seamless,’ 'implementation agnostic uniform interface' across Kubernetes Life Cycle integrated with most Opensource and commercial tools](){: style="width:7%"}](https://devtron.ai) [![devtron.ai: 7 Tools To Make Kubernetes Management Easy](){: style="width:7%"}](https://devtron.ai/blog/7-tools-to-make-kubernetes-management-easy) [![devtron.ai: Understand CMD and ENTRYPOINT Differences in Docker](){: style="width:7%"}](https://devtron.ai/blog/cmd-and-entrypoint-differences) [![devtron.ai: 7 Tools To Make Kubernetes Management Easy](){: style="width:7%"}](https://devtron.ai/blog/kubernetes-management-made-easier-with-tools) [![devtron.ai: Troubleshoot: Pod Crashloopbackoff](){: style="width:7%"}](https://devtron.ai/blog/troubleshoot_crashloopbackoff_pod) [![devxblog.hashnode.dev: Deploying Microservices with Persistent Volumes in' Kubernetes - Kubernetes Microservice Flask Application](){: style="width:7%"}](https://devxblog.hashnode.dev/kubernetes-microservice-flask-application-1) [![devxblog.hashnode.dev: Prometheus: Elevate Your Monitoring Game](){: style="width:7%"}](https://devxblog.hashnode.dev/prometheus-elevate-your-monitoring-game) [![devxblog.hashnode.dev: Simplified Setup: Prometheus, cAdvisor, redis and' Node Exporter](){: style="width:7%"}](https://devxblog.hashnode.dev/simplified-setup-prometheus-cadvisor-redis-and-node-exporter)

+[![devxblog.hashnode.dev: Terraform with AWS](){: style="width:7%"}](https://devxblog.hashnode.dev/terraform-with-aws) [![dhall-lang.org: Dhall Configuration Language](){: style="width:7%"}](https://dhall-lang.org) [![diagrams.mingrammer.com: Diagram as Code](){: style="width:7%"}](https://diagrams.mingrammer.com) [![didil.medium.com: Building a Kubernetes Mutating Admission Webhook](){: style="width:7%"}](https://didil.medium.com/building-a-kubernetes-mutating-admission-webhook-7e48729523ed) [![difftastic.wilfred.me.uk](){: style="width:7%"}](https://difftastic.wilfred.me.uk) [![digger.dev](){: style="width:7%"}](https://digger.dev) [![None](){: style="width:7%"}](https://digital.ai) [![DevOps Glosary of Terms 🌟](){: style="width:7%"}](https://digital.ai/glossary) [![Periodic Table of DevOps 🌟](){: style="width:7%"}](https://digital.ai/learn/devsecops-periodic-table) [![The Ultimate DevOps Tool Chest 🌟](){: style="width:7%"}](https://digital.ai/learn/diagram-generator) [![experitest.com: Start Automating your mobile tests with Cucumber and Appium](){: style="width:7%"}](https://digital.ai/products/continuous-testing)

+[![digitalis.io: Kubernetes GitOps Continuous Integration and Delivery with' Fleet and Rancher](){: style="width:7%"}](https://digitalis.io/blog/kubernetes/kubernetes-gitops-continuous-integration-and-delivery-with-fleet-and-rancher) [![digitalisationworld.com: Multicloud: Two truths and a lie](){: style="width:7%"}](https://digitalisationworld.com/blogs/57435/multicloud-two-truths-and-a-lie) [![DevSecOps – Static Analysis SAST with Jenkins Pipeline](){: style="width:7%"}](https://digitalvarys.com/devsecops-static-analysis-sast-with-jenkins-pipeline) [![digitalvarys.com: Simple Introduction to HashiCorp Vault](){: style="width:7%"}](https://digitalvarys.com/simple-introduction-to-hashicorp-vault) [![None](){: style="width:7%"}](https://dilbert.com) [![dinantpaardenkooper.nl: Azure Day with Kubernetes](){: style="width:7%"}](https://dinantpaardenkooper.nl/posts/aks-2024-03-18) [![==dineshchandgr.medium.com: Why do we need a Database Connection Pool? -every' programmer must know==](){: style="width:7%"}](https://dineshchandgr.medium.com/why-do-we-need-a-database-connection-pool-every-programmer-must-know-9f90e7c8e5af) [![dineshkumarkb.com: How to specify non PYPI requirements in your requirements.txt' file](){: style="width:7%"}](https://dineshkumarkb.com/tech/how-to-specify-non-pypi-requirements-in-your-requirements-txt-file) [![dineshkumarkb.com: Reverse a linked list without additional datastructures' using python](){: style="width:7%"}](https://dineshkumarkb.com/tech/reverse-a-linked-list-without-additional-datastructures-using-python) [![dinushad92.medium.com: Building a resilient deployment on Kubernetes-part' 3: Keep the deployment up to date with the latest releases](){: style="width:7%"}](https://dinushad92.medium.com/building-a-resilient-deployment-on-kubernetes-part-3-keep-the-deployment-up-to-date-with-the-7296f18f275a) [![How I've Set Up HA PostgreSQL on Kubernetes (powered by Patroni, a template for PostgreSQL HA)](){: style="width:7%"}](https://disaev.me/p/how-i-have-set-up-ha-postgresql-on-kubernetes)

+[![discoblocks.io 🌟](){: style="width:7%"}](https://discoblocks.io) [![Google Developer Community Discord Server](){: style="width:7%"}](https://discord.com/invite/google-dev-community) [![Terraform 0.13 Beta released!](){: style="width:7%"}](https://discuss.hashicorp.com/t/terraform-0-13-beta-released) [![Terraform 0.13 Beta released!](){: style="width:7%"}](https://discuss.hashicorp.com/t/terraform-0-13-beta-released/9555) [![Community Forums 🌟](){: style="width:7%"}](https://discuss.kubernetes.io) [![divya-mohan0209.medium.com: Getting started with K8s in 2022](){: style="width:7%"}](https://divya-mohan0209.medium.com/getting-started-with-k8s-in-2022-1dfeb4bdc112) [![divya-mohan0209.medium.com: Mo’ tenancy, Mo’ problems.](){: style="width:7%"}](https://divya-mohan0209.medium.com/mo-tenancy-mo-problems-f031f75374f7) [![dkrallis.wordpress.com: How to create an OpenShift Cluster in Azure and how you can interact with Azure DevOps environment – Part A](){: style="width:7%"}](https://dkrallis.wordpress.com/2022/11/25/how-to-create-an-openshift-cluster-in-azure-and-how-you-can-interact-with-azure-devops-environment-part-a) [![medium: Who’s at the Helm?](){: style="width:7%"}](https://dlorenc.medium.com/whos-at-the-helm-1101c37bf0f1) [![dmcommunity.org: Who will win? Spring Boot or Quarkus](){: style="width:7%"}](https://dmcommunity.org/2020/01/12/who-will-win-spring-boot-or-quarkus) [![dnastacio.medium.com: Six critical blindspots while securing Argo CD](){: style="width:7%"}](https://dnastacio.medium.com/gitops-argocd-security-cbb6fb6378bb)

+[![dnastacio.medium.com: Infinite scaling with containers and Kubernetes](){: style="width:7%"}](https://dnastacio.medium.com/kubernetes-resources-1a1fa1e72dcf) [![dnastacio.medium.com: The Art and Science of Probing a Kubernetes Container](){: style="width:7%"}](https://dnastacio.medium.com/the-art-and-science-of-probing-a-kubernetes-container-db1f16539080) [![==dnastacio.medium.com: Why you should keep using CPU limits on Kubernetes==' 🌟🌟](){: style="width:7%"}](https://dnastacio.medium.com/why-you-should-keep-using-cpu-limits-on-kubernetes-60c4e50dfc61) [![dnschecker.org 🌟](){: style="width:7%"}](https://dnschecker.org) [![Google Docs: doc.new](){: style="width:7%"}](https://doc.new) [![docs.traefik.io](){: style="width:7%"}](https://doc.traefik.io/traefik) [![docker-curriculum.com: A Docker Tutorial for Beginners 🌟](){: style="width:7%"}](https://docker-curriculum.com) [![The docker-py repository: an API client for docker written in Python](){: style="width:7%"}](https://docker-py.readthedocs.org) [![dockerlabs.collabnix.com: The Ultimate Docker Cheat Sheet 🌟](){: style="width:7%"}](https://dockerlabs.collabnix.com/docker/cheatsheet) [![dockerlabs.collabnix.com: Cheatsheet - Kubectl 🌟](){: style="width:7%"}](https://dockerlabs.collabnix.com/kubernetes/cheatsheets/kubectl.html) [![Awesome kubetools](){: style="width:7%"}](https://dockerlabs.collabnix.com/kubernetes/kubetools)

+[![dockerlux.github.io: Docker Cheat Sheet 🌟](){: style="width:7%"}](https://dockerlux.github.io/pdf/cheat-sheet-v2.pdf) [![docs.amplify.aws: Set up Amplify Auth](){: style="width:7%"}](https://docs.amplify.aws/javascript/build-a-backend/auth/set-up-auth) [![docs.ansible.com](){: style="width:7%"}](https://docs.ansible.com) [![Ansible Tower Docs](){: style="width:7%"}](https://docs.ansible.com/ansible-tower/index.html) [![docs.ansible.com: kubernetes.core.helm module – Manages Kubernetes packages' with the Helm package manager](){: style="width:7%"}](https://docs.ansible.com/ansible/latest/collections/kubernetes/core/helm_module.html) [![docs.ansible.com: kubernetes.core.helm_plugin module – Manage Helm plugins](){: style="width:7%"}](https://docs.ansible.com/ansible/latest/collections/kubernetes/core/helm_plugin_module.html) [![==docs.ansible.com: kubernetes.core.k8s – Manage Kubernetes (K8s) objects==](){: style="width:7%"}](https://docs.ansible.com/ansible/latest/collections/kubernetes/core/k8s_module.html) [![Netbox Ansible Modules](){: style="width:7%"}](https://docs.ansible.com/ansible/latest/collections/netbox/netbox/index.html) [![docs.ansible.com: Developing Ansible modules](){: style="width:7%"}](https://docs.ansible.com/ansible/latest/dev_guide/developing_modules_general.html) [![Manage Kubernetes (K8s) objects](){: style="width:7%"}](https://docs.ansible.com/ansible/latest/modules/k8s_module.html) [![Public Cloud Guides 🌟](){: style="width:7%"}](https://docs.ansible.com/ansible/latest/scenario_guides/cloud_guides.html)

+[![docs.ansible.com: Working With Playbooks](){: style="width:7%"}](https://docs.ansible.com/ansible/latest/user_guide/playbooks.html) [![docs.ansible.com: YAML anchors and aliases: sharing variable values](){: style="width:7%"}](https://docs.ansible.com/ansible/latest/user_guide/playbooks_advanced_syntax.html) [![docs.ansible.com: kubernetes.core.helm module – Manages Kubernetes packages with the Helm package manager](){: style="width:7%"}](https://docs.ansible.com/projects/ansible/latest/collections/kubernetes/core/helm_module.html) [![docs.ansible.com: kubernetes.core.helm_plugin module – Manage Helm plugins](){: style="width:7%"}](https://docs.ansible.com/projects/ansible/latest/collections/kubernetes/core/helm_plugin_module.html) [![docs.ansible.com: kubernetes.core.k8s – Manage Kubernetes objects](){: style="width:7%"}](https://docs.ansible.com/projects/ansible/latest/collections/kubernetes/core/k8s_module.html) [![docs.ansible.com: Netbox Ansible Modules 🌟](){: style="width:7%"}](https://docs.ansible.com/projects/ansible/latest/collections/netbox/netbox/index.html) [![docs.ansible.com: Developing Ansible modules](){: style="width:7%"}](https://docs.ansible.com/projects/ansible/latest/dev_guide/developing_modules_general.html) [![Public Cloud Guides 🌟](){: style="width:7%"}](https://docs.ansible.com/projects/ansible/latest/scenario_guides/cloud_guides.html) [![docs.ansible.com: Working With Playbooks](){: style="width:7%"}](https://docs.ansible.com/projects/ansible/latest/user_guide/playbooks.html) [![docs.ansible.com: YAML anchors and aliases: sharing variable values](){: style="width:7%"}](https://docs.ansible.com/projects/ansible/latest/user_guide/playbooks_advanced_syntax.html) [![Ansible Molecule](){: style="width:7%"}](https://docs.ansible.com/projects/molecule)

+[![docs.aporeto.com: OpenShift Master API Protection](){: style="width:7%"}](https://docs.aporeto.com/docs/main/guides/okd-master-api-protection) [![docs.astronomer.io: Dynamically generating DAGs in Airflow](){: style="width:7%"}](https://docs.astronomer.io/learn/dynamically-generating-dags) [![None](){: style="width:7%"}](https://docs.aws.amazon.com/AWSCloudFormation/latest/TemplateReference/aws-template-resource-type-ref.html) [![None](){: style="width:7%"}](https://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/ReleaseHistory.html) [![None](){: style="width:7%"}](https://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-template-resource-type-ref.html) [![None](){: style="width:7%"}](https://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/doc-history.html) [![None](){: style="width:7%"}](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EBSEncryption.html) [![None](){: style="width:7%"}](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/SSL-on-an-instance.html) [![EC2 ENI and IP Limit](){: style="width:7%"}](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/using-eni.html) [![None](){: style="width:7%"}](https://docs.aws.amazon.com/AWSSimpleQueueService/latest/SQSDeveloperGuide/sqs-limits.html) [![None](){: style="width:7%"}](https://docs.aws.amazon.com/AWSSimpleQueueService/latest/SQSDeveloperGuide/sqs-quotas.html)

+[![None](){: style="width:7%"}](https://docs.aws.amazon.com/AmazonECR/latest/userguide) [![None](){: style="width:7%"}](https://docs.aws.amazon.com/AmazonECR/latest/userguide/ECR_GetStarted.html) [![Amazon ECS-optimized AMI](){: style="width:7%"}](https://docs.aws.amazon.com/AmazonECS/latest/developerguide/ecs-optimized_AMI.html) [![Tutorial: Restoring a DB Instance from a DB Snapshot](){: style="width:7%"}](https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/CHAP_Tutorials.RestoringFromSnapshot.html) [![None](){: style="width:7%"}](https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_CreateDBInstance.html) [![None](){: style="width:7%"}](https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_CreateOracleInstance.html) [![Working with PostgreSQL, MySQL, and MariaDB Read Replicas - Amazon](){: style="width:7%"}](https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_ReadRepl.html) [![Working with an Amazon RDS DB Instance in a VPC](){: style="width:7%"}](https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_VPC.WorkingWithRDSInstanceinaVPC.html) [![None](){: style="width:7%"}](https://docs.aws.amazon.com/AmazonS3/latest/API/ipv6-access.html) [![None](){: style="width:7%"}](https://docs.aws.amazon.com/AmazonS3/latest/dev/ipv6-access.html) [![AWS Identity and Access Management - Getting Started](){: style="width:7%"}](https://docs.aws.amazon.com/IAM/latest/UserGuide/getting-started.html)

+[![None](){: style="width:7%"}](https://docs.aws.amazon.com/SchemaConversionTool/latest/userguide) [![None](){: style="width:7%"}](https://docs.aws.amazon.com/SchemaConversionTool/latest/userguide/CHAP_SchemaConversionTool.Converting.CreateProject.html) [![Create an API Using the Swagger Specification and the API Gateway Extensions](){: style="width:7%"}](https://docs.aws.amazon.com/apigateway/latest/developerguide/create-api-using-import-export-api.html) [![AWS Application Discovery Service](){: style="width:7%"}](https://docs.aws.amazon.com/application-discovery/latest/userguide/what-is-appdiscovery.html) [![Working with the AWS Management Console](){: style="width:7%"}](https://docs.aws.amazon.com/awsconsolehelpdocs/latest/gsg/getting-started.html) [![AWS CLI Command Reference](){: style="width:7%"}](https://docs.aws.amazon.com/cli/latest/index.html) [![New usage examples have been added to the CLI for CodePipeline API Reference](){: style="width:7%"}](https://docs.aws.amazon.com/cli/latest/reference/codepipeline/index.html) [![AWS API: get-service-quota](){: style="width:7%"}](https://docs.aws.amazon.com/cli/latest/reference/service-quotas/get-service-quota.html) [![Custom Health Check: HealthCheckCustomConfig](){: style="width:7%"}](https://docs.aws.amazon.com/cloud-map/latest/api/API_HealthCheckCustomConfig.html) [![AWS Data Pipeline Documentation](){: style="width:7%"}](https://docs.aws.amazon.com/data-pipeline) [![AWS Data Pipeline Documentation](){: style="width:7%"}](https://docs.aws.amazon.com/data-pipeline/index.html)

+[![Amazon Web Services: EKS Cluster Autoscaler](){: style="width:7%"}](https://docs.aws.amazon.com/eks/latest/userguide/autoscaling.html) [![Calico in EKS](){: style="width:7%"}](https://docs.aws.amazon.com/eks/latest/userguide/calico.html ) [![Amazon Web Services: EKS Cluster Autoscaler](){: style="width:7%"}](https://docs.aws.amazon.com/eks/latest/userguide/cluster-autoscaler.html) [![Calico in EKS](){: style="width:7%"}](https://docs.aws.amazon.com/eks/latest/userguide/cni-network-policy.html) [![docs.aws.amazon.com: Managing Amazon EKS add-ons](){: style="width:7%"}](https://docs.aws.amazon.com/eks/latest/userguide/eks-add-ons.html) [![docs.aws.amazon.com: Managing Amazon EKS add-ons](){: style="width:7%"}](https://docs.aws.amazon.com/eks/latest/userguide/managing-add-ons.html) [![aws.amazon.com: Deploy a kubernetes application](){: style="width:7%"}](https://docs.aws.amazon.com/eks/latest/userguide/sample-deployment.html) [![Security Group Rules EKS](){: style="width:7%"}](https://docs.aws.amazon.com/eks/latest/userguide/sec-group-reqs.html) [![Updating a managed node group](){: style="width:7%"}](https://docs.aws.amazon.com/eks/latest/userguide/update-managed-node-group.html) [![Creating and Deploying PHP Applications on AWS Elastic Beanstalk](){: style="width:7%"}](https://docs.aws.amazon.com/elasticbeanstalk/latest/dg/create_deploy_PHP_eb.html) [![Configuring an Application Load Balancer](){: style="width:7%"}](https://docs.aws.amazon.com/elasticbeanstalk/latest/dg/environments-cfg-applicationloadbalancer.html)

+[![Deploying a High-Availability PHP Application with an External Amazon RDS Database to Elastic Beanstalk](){: style="width:7%"}](https://docs.aws.amazon.com/elasticbeanstalk/latest/dg/php-ha-tutorial.html) [![docs.aws.amazon.com: What Is Elastic Load Balancing?](){: style="width:7%"}](https://docs.aws.amazon.com/elasticloadbalancing/latest/userguide/what-is-load-balancing.html) [![AWS Glossary](){: style="width:7%"}](https://docs.aws.amazon.com/general/latest/gr/glos-chap.html) [![AWS Tutorials: Create and Connect to a MySQL Database with Amazon RDS](){: style="width:7%"}](https://docs.aws.amazon.com/hands-on/latest/create-mysql-db/create-mysql-db.html) [![What Is AWS IoT?](){: style="width:7%"}](https://docs.aws.amazon.com/iot/latest/developerguide/what-is-aws-iot.html) [![AWS Kinesis](){: style="width:7%"}](https://docs.aws.amazon.com/kinesis) [![AWS Kinesis](){: style="width:7%"}](https://docs.aws.amazon.com/kinesis/index.html) [![encrypt and decrypt data: Importing Key Material in AWS Key Management Service (AWS KMS)](){: style="width:7%"}](https://docs.aws.amazon.com/kms/latest/developerguide/importing-keys.html) [![you can use Python with AWS Lambda](){: style="width:7%"}](https://docs.aws.amazon.com/lambda/latest/dg/lambda-python-how-to-create-deployment-package.html) [![AWS Lambda Limits](){: style="width:7%"}](https://docs.aws.amazon.com/lambda/latest/dg/limits.html) [![None](){: style="width:7%"}](https://docs.aws.amazon.com/linux/al2/ug/SSL-on-amazon-linux-2.html)

+[![docs.aws.amazon.com: Access container applications privately on Amazon EKS using AWS PrivateLink and a Network Load Balancer](){: style="width:7%"}](https://docs.aws.amazon.com/prescriptive-guidance/latest/patterns/access-container-applications-privately-on-amazon-eks-using-aws-privatelink-and-a-network-load-balancer.html) [![docs.aws.amazon.com: AWS Security Reference Architecture (AWS SRA) 🌟](){: style="width:7%"}](https://docs.aws.amazon.com/prescriptive-guidance/latest/security-reference-architecture) [![docs.aws.amazon.com: The AWS Security Reference Architecture](){: style="width:7%"}](https://docs.aws.amazon.com/prescriptive-guidance/latest/security-reference-architecture/architecture.html) [![==docs.aws.amazon.com: AWS Security Reference Architecture (AWS SRA)== 🌟](){: style="width:7%"}](https://docs.aws.amazon.com/prescriptive-guidance/latest/security-reference-architecture/welcome.html) [![Tutorial: Tuning Table Design](){: style="width:7%"}](https://docs.aws.amazon.com/redshift/latest/dg/tutorial-tuning-tables.html) [![AWS Security docs](){: style="width:7%"}](https://docs.aws.amazon.com/security) [![docs.aws.amazon.com: Actions, resources, and condition keys for AWS services 🌟🌟🌟](){: style="width:7%"}](https://docs.aws.amazon.com/service-authorization/latest/reference/reference_policies_actions-resources-contextkeys.html) [![None](){: style="width:7%"}](https://docs.aws.amazon.com/storagegateway) [![None](){: style="width:7%"}](https://docs.aws.amazon.com/storagegateway/latest/userguide/GettingStarted-common.html) [![None](){: style="width:7%"}](https://docs.aws.amazon.com/systems-manager/latest/userguide/systems-manager-parameter-store.html) [![AWS Well Architected Framework](){: style="width:7%"}](https://docs.aws.amazon.com/wellarchitected/latest/framework/welcome.html)

+[![docs.aws.amazon.com: Application security](){: style="width:7%"}](https://docs.aws.amazon.com/wellarchitected/latest/security-pillar/application-security.html) [![Configuring Route 53 for cost protection from NXDOMAIN attacks](){: style="width:7%"}](https://docs.aws.amazon.com/whitepapers/latest/aws-best-practices-ddos-resiliency/configuring-route53-for-cost-protection-from-nxdomain-attacks.html) [![Implementing Microservices on AWS 🌟](){: style="width:7%"}](https://docs.aws.amazon.com/whitepapers/latest/microservices-on-aws/microservices-on-aws.html) [![Organizing Your AWS Environment Using Multiple Accounts (white paper for best practices)](){: style="width:7%"}](https://docs.aws.amazon.com/whitepapers/latest/organizing-your-aws-environment/organizing-your-aws-environment.html) [![cloud.google.com: OWASP Top 10 mitigation options on Google Cloud 🌟](){: style="width:7%"}](https://docs.cloud.google.com/architecture/security/owasp-top-ten-mitigation) [![cloud.google.com: configuring_with_snippets 🌟](){: style="width:7%"}](https://docs.cloud.google.com/code/docs/vscode/yaml-editing) [![OpenShift on Google Cloud](){: style="width:7%"}](https://docs.cloud.google.com/compute/docs/containers) [![cloud.google.com/config-connector](){: style="width:7%"}](https://docs.cloud.google.com/config-connector/docs/overview) [![None](){: style="width:7%"}](https://docs.cloud.google.com/deploy/docs/deploy-app-run) [![cloud.google.com: Compare AWS and Azure services to Google Cloud](){: style="width:7%"}](https://docs.cloud.google.com/docs/get-started/aws-azure-gcp-service-comparison) [![None](){: style="width:7%"}](https://docs.cloud.google.com/docs/get-started/aws-azure-gcp-service-comparison/aws)

+[![cloud.google.com: Terraform blueprints and modules for Google Cloud 🌟](){: style="width:7%"}](https://docs.cloud.google.com/docs/terraform/blueprints/terraform-blueprints) [![cloud.google.com: Crea una canalización de CI/CD con Azure Pipelines y Compute Engine](){: style="width:7%"}](https://docs.cloud.google.com/dotnet/docs/creating-cicd-pipeline-vsts-compute-engine) [![Config Sync](){: style="width:7%"}](https://docs.cloud.google.com/kubernetes-engine/config-sync/docs/overview) [![Anthos Config Management](){: style="width:7%"}](https://docs.cloud.google.com/kubernetes-engine/docs) [![cloud.google.com: GKE Autopilot 🌟](){: style="width:7%"}](https://docs.cloud.google.com/kubernetes-engine/docs/concepts/autopilot-overview) [![Google Cloud Platform: GKE Cluster Autoscaler](){: style="width:7%"}](https://docs.cloud.google.com/kubernetes-engine/docs/concepts/cluster-autoscaler) [![Kubernetes Cloud DNS](){: style="width:7%"}](https://docs.cloud.google.com/kubernetes-engine/docs/how-to/cloud-dns) [![Setting up NodeLocal DNSCache](){: style="width:7%"}](https://docs.cloud.google.com/kubernetes-engine/docs/how-to/nodelocal-dns-cache) [![L7 Internal HTTP(S) Load Balancing overview](){: style="width:7%"}](https://docs.cloud.google.com/load-balancing/docs/l7-internal) [![Google Cloud Platform Pub/Sub](){: style="width:7%"}](https://docs.cloud.google.com/pubsub/docs/overview) [![cloud.google.com: The gcloud tool cheat sheet](){: style="width:7%"}](https://docs.cloud.google.com/sdk/docs/cheatsheet?hl=en)

+[![cloud.google.com: Analyze secrets with Cloud Asset Inventory](){: style="width:7%"}](https://docs.cloud.google.com/secret-manager/docs/analyze-resources) [![cloud.google.com: Secret Manager Best Practices](){: style="width:7%"}](https://docs.cloud.google.com/secret-manager/docs/best-practices) [![Traffic Director overview](){: style="width:7%"}](https://docs.cloud.google.com/service-mesh/docs) [![cloud.google.com: Google Cloud Managed Service for Prometheus](){: style="width:7%"}](https://docs.cloud.google.com/stackdriver/docs/managed-prometheus) [![cloud.google.com: VPN network overview](){: style="width:7%"}](https://docs.cloud.google.com/vpc/docs/vpc) [![Oracle Container Engine for Kubernetes (OKE)](){: style="width:7%"}](https://docs.cloud.oracle.com/en-us/iaas/Content/ContEng/Concepts/contengoverview.htm) [![Oracle Cloud Infrastructure (OCI)](){: style="width:7%"}](https://docs.cloud.oracle.com/en-us/iaas/Content/GSG/Concepts/baremetalintro.htm) [![docs.cloudbees.com: Configuration as Code for CloudBees Core on modern cloud platforms](){: style="width:7%"}](https://docs.cloudbees.com/docs/cloudbees-ci/latest/casc-controller/distribute-casc-bundles-from-oc) [![docs.cloudbees.com: Configuration as Code for CloudBees Core on modern cloud' platforms](){: style="width:7%"}](https://docs.cloudbees.com/docs/cloudbees-core/latest/cloud-admin-guide/core-casc-modern) [![docs.cloudblue.com: Deploying an AKS Cluster with Custom IP Ranges (ARM template)](){: style="width:7%"}](https://docs.cloudblue.com/cbc/20.5/premium/content/Deployment-of-Product-to-Azure-Cloud-Guide/Deploying-AKS-Cluster-with-Custom-IP-Ranges.htm) [![cloudify.co: Your Guide to Infrastructure Automation & Hybrid Cloud Orchestration 🌟](){: style="width:7%"}](https://docs.cloudify.co)

+[![Cloud Posse runs-on: GitHub Actions Self-Hosted Runners](){: style="width:7%"}](https://docs.cloudposse.com/components/library/aws/runs-on) [![conduktor.io/kafka: Learn Apache Kafka like never before](){: style="width:7%"}](https://docs.conduktor.io/learn) [![Kafka Streams and ksqlDB Compared – How to Choose](){: style="width:7%"}](https://docs.confluent.io/platform/current/streams/overview.html) [![docs.databricks.com: Use scheduler pools for multiple streaming workloads](){: style="width:7%"}](https://docs.databricks.com/aws/en/structured-streaming/production) [![docs.databricks.com: Use scheduler pools for multiple streaming workloads](){: style="width:7%"}](https://docs.databricks.com/structured-streaming/scheduler-pools.html) [![App Platform](){: style="width:7%"}](https://docs.digitalocean.com/products/app-platform) [![docs.digitalocean.com: Kubernetes on DigitalOcean](){: style="width:7%"}](https://docs.digitalocean.com/products/kubernetes) [![DigitalOcean Kubernetes: DOKS Cluster Autoscaler](){: style="width:7%"}](https://docs.digitalocean.com/products/kubernetes/how-to/autoscale) [![Universal Control Plane overview](){: style="width:7%"}](https://docs.docker.com) [![None](){: style="width:7%"}](https://docs.docker.com/build/buildkit) [![store.docker.com: Docker Community Edition EDGE with kubernetes. Installing Kubernetes using the Docker Client](){: style="width:7%"}](https://docs.docker.com/desktop/setup/install/windows-install)

+[![None](){: style="width:7%"}](https://docs.docker.com/desktop/setup/sign-in) [![buildkit](){: style="width:7%"}](https://docs.docker.com/develop/develop-images/build_enhancements) [![None](){: style="width:7%"}](https://docs.docker.com/docker-for-windows) [![Universal Control Plane overview](){: style="width:7%"}](https://docs.docker.com/ee/ucp) [![docs.docker.com: Deploying Docker containers on ECS](){: style="width:7%"}](https://docs.docker.com/engine/context/ecs-integration) [![docs.docker.com: docker buildx imagetools](){: style="width:7%"}](https://docs.docker.com/engine/reference/commandline/buildx_imagetools) [![Docker Swarm](){: style="width:7%"}](https://docs.docker.com/engine/swarm) [![docs.docker.com: docker buildx imagetools](){: style="width:7%"}](https://docs.docker.com/reference/cli/docker/buildx/imagetools) [![Test an insecure registry 🌟](){: style="width:7%"}](https://docs.docker.com/registry/insecure) [![Test an insecure registry 🌟](){: style="width:7%"}](https://docs.docker.com/retired) [![dynatrace.com: Deploy OneAgent on OpenShift Container Platform](){: style="width:7%"}](https://docs.dynatrace.com/docs/ingest-from/setup-on-container-platforms/kubernetes/legacy/deploy-oneagent-operator-openshift-legacy)

+[![docs.fluxcd.io](){: style="width:7%"}](https://docs.fluxcd.io) [![docs.fluxcd.io](){: style="width:7%"}](https://docs.fluxcd.io/en/1.22.2) [![garden.io: cloud native devops platform](){: style="width:7%"}](https://docs.garden.io) [![getenroute.io: Drive API Security At Kubernetes Ingress Using Helm And Envoy 🌟](){: style="width:7%"}](https://docs.getenroute.io) [![guides.github.com: Markdown Cheat Sheet 2](){: style="width:7%"}](https://docs.github.com/en) [![docs.github.com: Learn GitHub Actions](){: style="width:7%"}](https://docs.github.com/en/actions/how-tos/write-workflows) [![docs.github.com: Learn GitHub Actions](){: style="width:7%"}](https://docs.github.com/en/actions/learn-github-actions) [![docs.github.com: Using SSH over the HTTPS port 🌟](){: style="width:7%"}](https://docs.github.com/en/authentication/troubleshooting-ssh/using-ssh-over-the-https-port) [![Remote Control of GitHub Copilot CLI Sessions](){: style="width:7%"}](https://docs.github.com/en/copilot/concepts/agents/copilot-cli/about-remote-control) [![Best Practices for Using GitHub Copilot](){: style="width:7%"}](https://docs.github.com/en/copilot/get-started/best-practices) [![Getting started with the GitHub Copilot app](){: style="width:7%"}](https://docs.github.com/en/copilot/how-tos/github-copilot-app/getting-started)

+[![None](){: style="width:7%"}](https://docs.github.com/en/discussions) [![GitHub Flow](){: style="width:7%"}](https://docs.github.com/en/get-started/using-github/github-flow) [![None](){: style="width:7%"}](https://docs.github.com/en/pdfs/markdown-cheatsheet-online.pdf) [![None](){: style="width:7%"}](https://docs.github.com/en/repositories/configuring-branches-and-merges-in-your-repository/managing-protected-branches/managing-a-branch-protection-rule) [![GitLab Flow](){: style="width:7%"}](https://docs.gitlab.com/ee/topics/gitlab_flow.html) [![GitLab Kubernetes Agent](){: style="width:7%"}](https://docs.gitlab.com/ee/user/clusters/agent) [![docs.gitlab.com: GitLab managed Terraform State 🌟](){: style="width:7%"}](https://docs.gitlab.com/ee/user/infrastructure/terraform_state.html) [![about.gitlab.com: GitLab 14.1 released with Helm Chart Registry and Escalation Policies](){: style="width:7%"}](https://docs.gitlab.com/releases) [![docs.gitlab.com: Install GitLab Runner on Red Hat OpenShift](){: style="width:7%"}](https://docs.gitlab.com/runner/install/openshift.html) [![GitLab Kubernetes Agent](){: style="width:7%"}](https://docs.gitlab.com/user/clusters/agent) [![Google docs & Sheets](){: style="width:7%"}](https://docs.google.com)

+[![docs.google.com: Kubernetes For Everyone 🌟🌟](){: style="width:7%"}](https://docs.google.com/document/d/1p4ZYQYM2VrMCR8K3T68JOMzWHlV-C8Jogrl9Ces77OA) [![docs.google.com: Kubernetes For Everyone 🌟🌟](){: style="width:7%"}](https://docs.google.com/document/d/1p4ZYQYM2VrMCR8K3T68JOMzWHlV-C8Jogrl9Ces77OA/edit) [![None](){: style="width:7%"}](https://docs.google.com/document/d/1p4ZYQYM2VrMCR8K3T68JOMzWHlV-C8Jogrl9Ces77OA/edit/edit) [![docs.google.com: Serverless Guide to Success 2021](){: style="width:7%"}](https://docs.google.com/document/u/0/d/1VEkUvTbqxfC1XyVGb2Z3DtEk9NA1M6PJpeCqEYRATLM/mobilebasic) [![Jenkins: Agents Monitoring End User Survey](){: style="width:7%"}](https://docs.google.com/forms/d/e/1FAIpQLSdiuQN3sm2mQ2E86VTXVXu7bf_9C0hVdzhw2_Kvu3DFqL7EZA/viewform) [![DevNation: 10 awesome kubernetes tools every user should know](){: style="width:7%"}](https://docs.google.com/presentation/d/13k-Lhc-tVgUohrtKqAYIikaQCTsmuzzjhOe_hpwgUgw/edit) [![Presentation: NADOG - Evolution of open source CI/CD tools - Oleg Nenashev 🌟](){: style="width:7%"}](https://docs.google.com/presentation/d/17bQ30ycAUB-k4YZ4dC23cxNiNChvRRQO7_6FNGcS0j4/edit?usp=sharing) [![History of Microservices](){: style="width:7%"}](https://docs.google.com/presentation/d/1DFy4ZZdsK2ftREetv_f52E-caZXOGX6GvgzGQlfSLfE/edit?usp=sharing) [![Presentation: YAML your cloud](){: style="width:7%"}](https://docs.google.com/presentation/d/1IZXCiQl_NUawHMvKJANCG2_LIBZseUpY-XyPjlghj9E/edit) [![docs.google.com: Jenkins Artwork Social Media & Open Graph Images](){: style="width:7%"}](https://docs.google.com/presentation/d/1Q1PgNnRTgzBpVRXPqQo3PudzCa2eoc6_1_NRjFRMLrU/edit) [![Intoduction to Kubernetes (slides, beginners and advanced)](){: style="width:7%"}](https://docs.google.com/presentation/d/1zrfVlE5r61ZNQrmXKx5gJmBcXnoa_WerHEnTxu5SMco)

+[![Intoduction to Kubernetes (slides, beginners and advanced)](){: style="width:7%"}](https://docs.google.com/presentation/d/1zrfVlE5r61ZNQrmXKx5gJmBcXnoa_WerHEnTxu5SMco/edit) [![Learnk8s: Comparison of Kubernetes Ingress Controllers 🌟🌟](){: style="width:7%"}](https://docs.google.com/spreadsheets/d/191WWNpjJ2za6-nbG4ZoUMXMpUK8KlCIosvQB0f-oq3k/edit) [![Learnk8s: Comparison of Kubernetes Managed Services 🌟](){: style="width:7%"}](https://docs.google.com/spreadsheets/d/1RPpyDOLFmcgxMCpABDzrsBYWpPYCIBuvAoUQLwOGoQw) [![Learnk8s: Comparison of Kubernetes Managed Services 🌟](){: style="width:7%"}](https://docs.google.com/spreadsheets/d/1RPpyDOLFmcgxMCpABDzrsBYWpPYCIBuvAoUQLwOGoQw/edit) [![The Golden Kubernetes Tooling and Helpers list](){: style="width:7%"}](https://docs.google.com/spreadsheets/d/1WPHt0gsb7adVzY3eviMK2W8LejV0I5m_Zpc8tMzl_2w) [![The Golden Kubernetes Tooling and Helpers list](){: style="width:7%"}](https://docs.google.com/spreadsheets/d/1WPHt0gsb7adVzY3eviMK2W8LejV0I5m_Zpc8tMzl_2w/edit) [![docs.google.com - learnk8s.io: Research on the trade offs when choosing an instance type for a kubernetes cluster](){: style="width:7%"}](https://docs.google.com/spreadsheets/d/1yhkuBJBY2iO2Ax5FcbDMdWD5QLTVO6Y_kYt_VumnEtI/edit) [![docs.gradle.org: Getting Started](){: style="width:7%"}](https://docs.gradle.org/current/userguide/getting_started.html) [![opsview.com: opspack](){: style="width:7%"}](https://docs.itrsgroup.com/docs/opsview/6.12.1/opspacks/opspack-index/index.html) [![lightstep.com: Understand Distributed Tracing](){: style="width:7%"}](https://docs.lightstep.com/docs/understand-distributed-tracing) [![Exploring Kubernetes Pods with Meshery](){: style="width:7%"}](https://docs.meshery.io/guides/tutorials/kubernetes-pods)

+[![Microsoft Docs](){: style="width:7%"}](https://docs.microsoft.com) [![Azure Docs](){: style="width:7%"}](https://docs.microsoft.com/azure) [![docs.microsoft.com: Azure Load Testing](){: style="width:7%"}](https://docs.microsoft.com/azure/load-testing) [![Azure Traffic Manager](){: style="width:7%"}](https://docs.microsoft.com/azure/traffic-manager) [![Create an Azure Active Directory tenant for P2S OpenVPN protocol connections](){: style="width:7%"}](https://docs.microsoft.com/azure/vpn-gateway/openvpn-azure-ad-tenant) [![docs.microsoft.com: Define your naming convention](){: style="width:7%"}](https://docs.microsoft.com/en-gb/azure/cloud-adoption-framework/ready/azure-best-practices/resource-naming) [![==docs.microsoft.com: Azure Pipelines documentation==](){: style="width:7%"}](https://docs.microsoft.com/en-gb/azure/devops/pipelines) [![==docs.microsoft.com: Create a build pipeline with Azure Pipelines==](){: style="width:7%"}](https://docs.microsoft.com/en-gb/learn/modules/create-a-build-pipeline) [![==docs.microsoft.com: Build applications with Azure DevOps (Learning Path)==](){: style="width:7%"}](https://docs.microsoft.com/en-gb/learn/paths/build-applications-with-azure-devops) [![Visual Studio App Center VS Azure Pipelines](){: style="width:7%"}](https://docs.microsoft.com/en-us/appcenter/build/choose-between-services) [![docs.microsoft.com: Use the portal to create an Azure AD application and' service principal that can access resource](){: style="width:7%"}](https://docs.microsoft.com/en-us/azure/active-directory/develop/howto-create-service-principal-portal)

+[![docs.microsoft.com: Overview: Cross-tenant access with Azure AD External' Identities (Preview)](){: style="width:7%"}](https://docs.microsoft.com/en-us/azure/active-directory/external-identities/cross-tenant-access-overview) [![docs.microsoft.com: Multi-tenant user management scenarios](){: style="width:7%"}](https://docs.microsoft.com/en-us/azure/active-directory/fundamentals/multi-tenant-user-management-scenarios) [![Azure: AKS Cluster Autoscaler](){: style="width:7%"}](https://docs.microsoft.com/en-us/azure/aks/cluster-autoscaler) [![docs.microsoft.com: Configure Azure CNI networking in Azure Kubernetes Service' (AKS)](){: style="width:7%"}](https://docs.microsoft.com/en-us/azure/aks/configure-azure-cni) [![docs.microsoft.com: Use kubenet networking with your own IP address ranges' in Azure Kubernetes Service (AKS) 🌟](){: style="width:7%"}](https://docs.microsoft.com/en-us/azure/aks/configure-kubenet) [![docs.microsoft.com: Use dual-stack (IPv4 and IPv6) kubenet networking in' Azure Kubernetes Service (AKS) (Preview)](){: style="width:7%"}](https://docs.microsoft.com/en-us/azure/aks/configure-kubenet-dual-stack) [![docs.microsoft.com: Create an HTTPS ingress controller on Azure Kubernetes' Service (AKS)](){: style="width:7%"}](https://docs.microsoft.com/en-us/azure/aks/ingress-tls) [![docs.microsoft.com: AKS-managed Azure Active Directory integration](){: style="width:7%"}](https://docs.microsoft.com/en-us/azure/aks/managed-aad) [![docs.microsoft.com: Best practices for cluster isolation in Azure Kubernetes' Service (AKS)](){: style="width:7%"}](https://docs.microsoft.com/en-us/azure/aks/operator-best-practices-cluster-isolation) [![docs.microsoft.com: Start and stop an Azure Kubernetes Service (AKS) node' pool 🌟](){: style="width:7%"}](https://docs.microsoft.com/en-us/azure/aks/start-stop-nodepools) [![docs.microsoft.com: Understand Azure Load Balancing. Decision tree for load' balancing in Azure](){: style="width:7%"}](https://docs.microsoft.com/en-us/azure/architecture/guide/technology-choices/load-balancing-overview)

+[![Azure Architecture Icons](){: style="width:7%"}](https://docs.microsoft.com/en-us/azure/architecture/icons) [![==docs.microsoft.com: Cloud Design Patterns== 🌟](){: style="width:7%"}](https://docs.microsoft.com/en-us/azure/architecture/patterns) [![docs.microsoft.com: Microservices architecture on Azure Kubernetes Service' (AKS) 🌟](){: style="width:7%"}](https://docs.microsoft.com/en-us/azure/architecture/reference-architectures/containers/aks-microservices/aks-microservices) [![docs.microsoft.com: Baseline architecture for an Azure Kubernetes Service' (AKS) cluster 🌟](){: style="width:7%"}](https://docs.microsoft.com/en-us/azure/architecture/reference-architectures/containers/aks/baseline-aks) [![docs.microsoft.com: JBoss deployment with Red Hat on Azure 🌟](){: style="width:7%"}](https://docs.microsoft.com/en-us/azure/architecture/solution-ideas/articles/jboss-deployment-red-hat) [![docs.microsoft.com: Configurations and GitOps with Azure Arc enabled Kubernetes](){: style="width:7%"}](https://docs.microsoft.com/en-us/azure/azure-arc/kubernetes/conceptual-configurations) [![docs.microsoft.com: CI/CD workflow using GitOps (Flux v2) - Azure Arc enabled' Kubernetes](){: style="width:7%"}](https://docs.microsoft.com/en-us/azure/azure-arc/kubernetes/conceptual-gitops-flux2-ci-cd) [![Azure Arc overview](){: style="width:7%"}](https://docs.microsoft.com/en-us/azure/azure-arc/overview) [![docs.microsoft.com: Azure Resource Manager template specs](){: style="width:7%"}](https://docs.microsoft.com/en-us/azure/azure-resource-manager/templates/template-specs) [![docs.microsoft.com: What is Azure Chaos Studio?](){: style="width:7%"}](https://docs.microsoft.com/en-us/azure/chaos-studio/chaos-studio-overview) [![Get started creating and populating demo Azure DevOps Services projects](){: style="width:7%"}](https://docs.microsoft.com/en-us/azure/devops/demo-gen/use-demo-generator-v2?view=azure-devops)

+[![How We Use Git at Microsoft](){: style="width:7%"}](https://docs.microsoft.com/en-us/azure/devops/learn/devops-at-microsoft/use-git-microsoft) [![==DevOps Azure Pipelines: YAML Schema==](){: style="width:7%"}](https://docs.microsoft.com/en-us/azure/devops/pipelines/yaml-schema/pipeline) [![docs.microsoft.com: Azure Key Vault](){: style="width:7%"}](https://docs.microsoft.com/en-us/azure/key-vault/general/overview) [![docs.microsoft.com: MLflow and Azure Machine Learning](){: style="width:7%"}](https://docs.microsoft.com/en-us/azure/machine-learning/concept-mlflow) [![docs.microsoft.com: Introduction to Azure Defender for container registries](){: style="width:7%"}](https://docs.microsoft.com/en-us/azure/security-center/defender-for-container-registries-introduction) [![docs.microsoft.com: Using Policy with Azure Site Recovery](){: style="width:7%"}](https://docs.microsoft.com/en-us/azure/site-recovery/azure-to-azure-how-to-enable-policy) [![docs.microsoft.com: Expand virtual hard disks on a Linux VM with the Azure' CLI](){: style="width:7%"}](https://docs.microsoft.com/en-us/azure/virtual-machines/linux/expand-disks) [![OpenShift in Azure](){: style="width:7%"}](https://docs.microsoft.com/en-us/azure/virtual-machines/linux/openshift-get-started) [![docs.microsoft.com: Run scripts in your Linux VM by using action Run Commands](){: style="width:7%"}](https://docs.microsoft.com/en-us/azure/virtual-machines/linux/run-command) [![docs.microsoft.com: Run scripts in your Windows VM by using action Run Commands](){: style="width:7%"}](https://docs.microsoft.com/en-us/azure/virtual-machines/windows/run-command) [![docs.microsoft.com: Microsoft Graph migration](){: style="width:7%"}](https://docs.microsoft.com/en-us/cli/azure/microsoft-graph-migration?tabs=powershell)

+[![docs.microsoft.com: .NET Microservices: Architecture for Containerized .NET' Applications](){: style="width:7%"}](https://docs.microsoft.com/en-us/dotnet/architecture/microservices) [![docs.microsoft.com: Microsoft OpenJDK](){: style="width:7%"}](https://docs.microsoft.com/en-us/java/openjdk/overview) [![docs.microsoft.com: Deploy Spring microservices to Azure](){: style="width:7%"}](https://docs.microsoft.com/en-us/learn/modules/azure-spring-cloud-workshop) [![docs.microsoft.com: Build and deploy applications to Azure by using GitHub' Actions 🌟](){: style="width:7%"}](https://docs.microsoft.com/en-us/learn/modules/github-actions-cd) [![docs.microsoft.com: Build JavaScript applications using TypeScript](){: style="width:7%"}](https://docs.microsoft.com/en-us/learn/paths/build-javascript-applications-typescript) [![docs.microsoft.com: Desired State Configuration overview for decision makers' 🌟](){: style="width:7%"}](https://docs.microsoft.com/en-us/powershell/scripting/dsc) [![docs.microsoft.com: Using configuration data in DSC](){: style="width:7%"}](https://docs.microsoft.com/en-us/powershell/scripting/dsc/configurations/configData) [![docs.microsoft.com: Machine Learning Experimentation in VS Code with DVC' Extension](){: style="width:7%"}](https://docs.microsoft.com/en-us/shows/vs-code-livestreams/machine-learning-experimentation-in-vs-code-with-dvc-extension) [![Bridge to Kubernetes 🌟🌟](){: style="width:7%"}](https://docs.microsoft.com/en-us/visualstudio/bridge) [![A multi-step tutorial that covers the basics of working with Docker with Visual Studio Code and deploy on Azure](){: style="width:7%"}](https://docs.microsoft.com/en-us/visualstudio/docker/tutorials/docker-tutorial) [![PowerShell](){: style="width:7%"}](https://docs.microsoft.com/powershell)

+[![docs.microsoft.com: WSL - Windows Subsystem for Linux](){: style="width:7%"}](https://docs.microsoft.com/windows/wsl) [![MongoDB security tutorial](){: style="width:7%"}](https://docs.mongodb.org/manual/administration/security) [![kubeshop.github.io/monokle](){: style="width:7%"}](https://docs.monokle.io) [![docs.netapp.com: Intro to Astra Data Store preview](){: style="width:7%"}](https://docs.netapp.com/us-en/astra-data-store/concepts/intro.html) [![docs.netapp.com: Work with docker volumes - Astra Trident 🌟](){: style="width:7%"}](https://docs.netapp.com/us-en/trident/trident-docker/volumes-docker.html) [![docs.okd.io 🌟](){: style="width:7%"}](https://docs.okd.io) [![OpenEBS Features and Benefits](){: style="width:7%"}](https://docs.openebs.io/docs/next/features.html) [![docs.openshift.com 🌟](){: style="width:7%"}](https://docs.openshift.com) [![OpenShift 3.11: Configuring the cluster auto-scaler in AWS](){: style="width:7%"}](https://docs.openshift.com/container-platform/3.11/admin_guide/cluster-autoscaler.html) [![docs.openshift.com: Managing Security Context Constraints](){: style="width:7%"}](https://docs.openshift.com/container-platform/3.11/admin_guide/manage_scc.html) [![docs.openshift.com: Managing Security Context Constraints. Security Context' Constraints](){: style="width:7%"}](https://docs.openshift.com/container-platform/3.11/architecture/additional_concepts/authorization.html)

+[![Source-to-Image (S2I) Build](){: style="width:7%"}](https://docs.openshift.com/container-platform/3.11/architecture/core_concepts/builds_and_image_streams.html) [![docs.openshift.com: OpenShift 3 Overview](){: style="width:7%"}](https://docs.openshift.com/container-platform/3.11/architecture/index.html) [![HAProxy template router](){: style="width:7%"}](https://docs.openshift.com/container-platform/3.11/architecture/networking/assembly_available_router_plugins.html) [![Source-to-Image (S2I)](){: style="width:7%"}](https://docs.openshift.com/container-platform/3.11/creating_images/s2i.html) [![docs.openshift.com: OpenShift 3.11 Pipeline Builds with OpenShift Jenkins' Image and OpenShift DSL](){: style="width:7%"}](https://docs.openshift.com/container-platform/3.11/dev_guide/dev_tutorials/openshift_pipeline.html) [![Prometheus Cluster Monitoring 🌟](){: style="width:7%"}](https://docs.openshift.com/container-platform/3.11/install_config/prometheus_cluster_monitoring.html) [![Router plug-ins in OCP3:](){: style="width:7%"}](https://docs.openshift.com/container-platform/3.11/install_config/router/index.html) [![OCP 3.11 Metrics and Logging](){: style="width:7%"}](https://docs.openshift.com/container-platform/3.11/release_notes/ocp_3_11_release_notes.html) [![docs.openshift.com: OpenShift 3 Securing the Container Platform](){: style="width:7%"}](https://docs.openshift.com/container-platform/3.11/security/securing_container_platform.html) [![ref1](){: style="width:7%"}](https://docs.openshift.com/container-platform/3.6/admin_guide/manage_scc.html) [![ref3](){: style="width:7%"}](https://docs.openshift.com/container-platform/4.1/authentication/managing-security-context-constraints.html)

+[![ref2](){: style="width:7%"}](https://docs.openshift.com/container-platform/4.1/authentication/understanding-and-creating-service-accounts.html) [![ref1](){: style="width:7%"}](https://docs.openshift.com/container-platform/4.1/authentication/using-service-accounts-in-applications.html) [![Quotas setting across multiple projects](){: style="width:7%"}](https://docs.openshift.com/container-platform/4.2/applications/quotas/quotas-setting-across-multiple-projects.html) [![Quotas setting per project](){: style="width:7%"}](https://docs.openshift.com/container-platform/4.2/applications/quotas/quotas-setting-per-project.html) [![OCP 4.2 - Jenkins image](){: style="width:7%"}](https://docs.openshift.com/container-platform/4.2/openshift_images/using_images/images-other-jenkins-agent.html) [![None](){: style="width:7%"}](https://docs.openshift.com/container-platform/4.3/release_notes/ocp-4-3-release-notes.html) [![RHEL CoreOS](){: style="width:7%"}](https://docs.openshift.com/container-platform/4.4/architecture/architecture-rhcos.html) [![Security](){: style="width:7%"}](https://docs.openshift.com/container-platform/4.4/authentication/managing-security-context-constraints.html) [![ocs.openshift.com: OpenShift 4 Understanding Authentication](){: style="width:7%"}](https://docs.openshift.com/container-platform/4.4/authentication/understanding-authentication.html) [![Custom image builds with Buildah](){: style="width:7%"}](https://docs.openshift.com/container-platform/4.4/builds/custom-builds-buildah.html) [![docs.openshift.com: Enabling tab completion](){: style="width:7%"}](https://docs.openshift.com/container-platform/4.4/cli_reference/openshift_cli/configuring-cli.html)

+[![docs.openshift.com/container-platform/4.4/logging/cluster-logging-deploying.html](){: style="width:7%"}](https://docs.openshift.com/container-platform/4.4/logging/cluster-logging-deploying.html) [![OpenShift 4.4: Applying autoscaling to an OpenShift Container Platform cluster](){: style="width:7%"}](https://docs.openshift.com/container-platform/4.4/machine_management/applying-autoscaling.html) [![docs.openshift.com: Configuring network policy with OpenShift SDN](){: style="width:7%"}](https://docs.openshift.com/container-platform/4.4/networking/configuring-networkpolicy.html) [![Understanding multiple networks](){: style="width:7%"}](https://docs.openshift.com/container-platform/4.4/networking/multiple_networks/understanding-multiple-networks.html) [![docs.openshift.com: Understanding networking](){: style="width:7%"}](https://docs.openshift.com/container-platform/4.4/networking/understanding-networking.html) [![None](){: style="width:7%"}](https://docs.openshift.com/container-platform/4.4/operators/crds/crd-managing-resources-from-crds.html) [![Adding Operators to a Cluster](){: style="width:7%"}](https://docs.openshift.com/container-platform/4.4/operators/olm-adding-operators-to-cluster.html) [![None](){: style="width:7%"}](https://docs.openshift.com/container-platform/4.4/operators/understanding_olm/olm-understanding-olm.html) [![Release Notes](){: style="width:7%"}](https://docs.openshift.com/container-platform/4.4/release_notes/ocp-4-4-release-notes.html) [![Istio CNI plug-in 🌟](){: style="width:7%"}](https://docs.openshift.com/container-platform/4.4/service_mesh/service_mesh_arch/ossm-vs-community.html) [![β€œOne-click” deployment](){: style="width:7%"}](https://docs.openshift.com/container-platform/4.4/service_mesh/service_mesh_install/installing-ossm.html)

+[![Preparing to install Red Hat OpenShift Service Mesh](){: style="width:7%"}](https://docs.openshift.com/container-platform/4.4/service_mesh/service_mesh_install/preparing-ossm-installation.html) [![Similarities and differences between OpenShift Kubernetes Engine and OpenShift Container Platform](){: style="width:7%"}](https://docs.openshift.com/container-platform/4.4/welcome/oke_about.html) [![docs.openshift.com: OpenShift GitOps](){: style="width:7%"}](https://docs.openshift.com/container-platform/4.8/cicd/gitops/understanding-openshift-gitops.html) [![docs.openshift.com: Integrated OpenShift Container Platform registry](){: style="width:7%"}](https://docs.openshift.com/container-platform/4.8/registry/architecture-component-imageregistry.html) [![docs.openstack.org: Jenkins Job Builder](){: style="width:7%"}](https://docs.openstack.org/infra/jenkins-job-builder/index.html) [![Tempest Testing Project](){: style="width:7%"}](https://docs.openstack.org/tempest) [![Tempest Testing Project](){: style="width:7%"}](https://docs.openstack.org/tempest/latest) [![Oracle Container Engine for Kubernetes (OKE)](){: style="width:7%"}](https://docs.oracle.com/en-us/iaas/Content/ContEng/Concepts/contengoverview.htm) [![Oracle Cloud Infrastructure (OCI)](){: style="width:7%"}](https://docs.oracle.com/en-us/iaas/Content/GSG/Concepts/baremetalintro.htm) [![docs.oracle.com: Overview of Resource Manager](){: style="width:7%"}](https://docs.oracle.com/en-us/iaas/Content/ResourceManager/Concepts/resourcemanager.htm) [![Percona.com: Percona Kubernetes Operator for Percona XtraDB Cluster](){: style="width:7%"}](https://docs.percona.com/percona-operator-for-mysql/pxc/index.html)

+[![docs.pixielabs.ai: Pixie](){: style="width:7%"}](https://docs.pixielabs.ai) [![docs.planetscale.com: The PlanetScale workflow 🌟](){: style="width:7%"}](https://docs.planetscale.com/concepts/planetscale-workflow) [![PX-Backup: docs](){: style="width:7%"}](https://docs.portworx.com/portworx-backup-on-prem) [![docs.projectcalico.org: Install an OpenShift 4 cluster with Calico](){: style="width:7%"}](https://docs.projectcalico.org/getting-started/openshift/installation) [![docs.python.org: scrypt (standard library)](){: style="width:7%"}](https://docs.python.org/3/library/hashlib.html) [![Ray](){: style="width:7%"}](https://docs.ray.io/en/latest) [![None](){: style="width:7%"}](https://docs.redhat.com/en) [![None](){: style="width:7%"}](https://docs.redhat.com/en/documentation/openshift_container_platform/3.11/html/architecture/additional-concepts) [![None](){: style="width:7%"}](https://docs.redhat.com/en/documentation/openshift_container_platform/3.11/html/architecture/architecture-index) [![None](){: style="width:7%"}](https://docs.redhat.com/en/documentation/openshift_container_platform/3.11/html/architecture/core-concepts) [![None](){: style="width:7%"}](https://docs.redhat.com/en/documentation/openshift_container_platform/3.11/html/cluster_administration/admin-guide-manage-scc)

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+[![Dzone - Continuous Delivery with OpenShift and Jenkins: A/B Testing 🌟](){: style="width:7%"}](https://dzone.com/articles/continuous-delivery-with-openshift-and-jenkins-ab) [![dzone: Continuous Deployment on Kubernetes With Spinnaker](){: style="width:7%"}](https://dzone.com/articles/continuous-deployment-on-kubernetes-with-spinnaker) [![dzone.com: Continuous Integration in AWS Using Jenkins Pipelines: Best Practices' and Strategies](){: style="width:7%"}](https://dzone.com/articles/continuous-integration-in-aws-using-jenkins) [![dzone: create install upgrade and rollback a helm chart - part 1](){: style="width:7%"}](https://dzone.com/articles/create-install-upgrade-and-rollback-a-helm-chart-p) [![dzone: create install upgrade and rollback a helm chart - part 2](){: style="width:7%"}](https://dzone.com/articles/create-install-upgrade-rollback-a-helm-chart-part) [![Dzone.com: Creating a Maven Archetype](){: style="width:7%"}](https://dzone.com/articles/create-maven-archetype-1) [![dzone: Creating a SOAP Web Service With Spring Boot Starter Web Services](){: style="width:7%"}](https://dzone.com/articles/creating-a-soap-web-service-with-spring-boot-start) [![==DZone: Defining Day-2 Operations==](){: style="width:7%"}](https://dzone.com/articles/defining-day-2-operations) [![dzone: deploying a kubernetes cluster with amazon eks 🌟](){: style="width:7%"}](https://dzone.com/articles/deploying-a-kubernetes-cluster-with-amazon-eks) [![Deploying Docker Images to OpenShift](){: style="width:7%"}](https://dzone.com/articles/deploying-docker-images-to-openshift) [![==dzone.com: Deploying Prometheus and Grafana as Applications Using ArgoCDβ€Šβ€”β€ŠIncluding' Dashboards==](){: style="width:7%"}](https://dzone.com/articles/deploying-prometheus-and-grafana-as-applications-u)

+[![dzone: Deploying Spring Boot App to JBoss Wildfly](){: style="width:7%"}](https://dzone.com/articles/deploying-spring-boot-app-to-jboss-wildfly) [![dzone: Developing Applications on Multi-tenant Clusters With Flux and Kustomize](){: style="width:7%"}](https://dzone.com/articles/developing-applications-on-multitenant-clusters-wi) [![None](){: style="width:7%"}](https://dzone.com/articles/devops-101-setup-nginx-in-front-of-your-spring-boo) [![dzone: DevOps: CI/CD Tools to Watch Out for in 2022](){: style="width:7%"}](https://dzone.com/articles/devops-cicd-tools-to-watch-out-for-in-2022) [![dzone: DevOps Guide: Implementing Four-Eyes Principle With Process Automation' Tooling](){: style="width:7%"}](https://dzone.com/articles/devops-guide-implementing-four-eyes-principle-with) [![dzone: DevOps Pipeline Quality Gates: A Double-Edged Sword](){: style="width:7%"}](https://dzone.com/articles/devops-pipeline-quality-gates-a-double-edged-sword) [![==Dzone: DevOps Services Pricing: AWS vs Azure vs Google Cloud== 🌟🌟](){: style="width:7%"}](https://dzone.com/articles/devops-services-pricing-aws-vs-azure-vs-google-clo) [![dzone.com: DevOps Toolchain for Beginners 🌟](){: style="width:7%"}](https://dzone.com/articles/devops-toolchain-for-beginners) [![dzone.com: DevOps vs. SRE vs. Platform Engineer vs. Cloud Engineer](){: style="width:7%"}](https://dzone.com/articles/devops-vs-sre-vs-platform-engineer-vs-cloud-engine) [![dzone: Dive Deep Into Resource Requests and Limits in Kubernetes](){: style="width:7%"}](https://dzone.com/articles/dive-deep-into-resource-requests-and-limits-in-kub) [![dzone: DIY DevOps, CI, and CD with GitHub, Docker and a VPS](){: style="width:7%"}](https://dzone.com/articles/diy-devops-ci-and-cd-with-github-docker-and-a-vps)

+[![dzone: Docker Alternatives: 10 Alternatives to Docker for Your SaaS Application](){: style="width:7%"}](https://dzone.com/articles/docker-alternatives-10-alternatives-to-docker-for) [![Dzone: Docker explained, an introductory guide to docker](){: style="width:7%"}](https://dzone.com/articles/docker-explained-an-introductory-guide-to-docker) [![dzone.com: Easily Automate Your CI/CD Pipeline With Jenkins, Helm, and Kubernetes' 🌟](){: style="width:7%"}](https://dzone.com/articles/easily-automate-your-cicd-pipeline-with-jenkins-he) [![==dzone.com: Productivity: Noise Is the Problem== 🌟🌟](){: style="width:7%"}](https://dzone.com/articles/effectiveness-noise-is-the-problem) [![Ensure High Availability and Uptime With Kubernetes Horizontal Pod Autoscaler (HPA) and Prometheus](){: style="width:7%"}](https://dzone.com/articles/ensure-high-availability-and-uptime-with-kubernete) [![dzone: Event-Driven Architecture as a Strategy](){: style="width:7%"}](https://dzone.com/articles/event-driven-architecture-as-a-strategy) [![Dzone: everything you need to know about docker](){: style="width:7%"}](https://dzone.com/articles/everything-you-need-to-know-about-docker) [![dzone: Executing Liquibase: 3 Use Cases](){: style="width:7%"}](https://dzone.com/articles/executing-liquibase-3-use-cases) [![dzone: Exploring the API-First Design Pattern](){: style="width:7%"}](https://dzone.com/articles/exploring-the-api-first-design-pattern) [![dzone: Five Different Ways to Build AWS Infrastructure](){: style="width:7%"}](https://dzone.com/articles/five-different-ways-to-build-aws-infrastructure) [![dzone.com: Flight Recorder: Examining Java and Kotlin Apps](){: style="width:7%"}](https://dzone.com/articles/flight-recorder-examining-java-and-kotlin-apps)

+[![dzone: Flux queries](){: style="width:7%"}](https://dzone.com/articles/flux-windowing-and-aggregation) [![dzone.com: From Spring Boot Microservices to Lambda Functions 🌟🌟](){: style="width:7%"}](https://dzone.com/articles/from-java-microservices-to-lambda-functions-a-jour) [![An Introduction to Load Testing With Gatling](){: style="width:7%"}](https://dzone.com/articles/gatling-gun-is-now-a-prospecting-tool-for-testers) [![Gatling: A Lightweight Load Testing Tool](){: style="width:7%"}](https://dzone.com/articles/gatling-light-weight-load-testing-tool) [![Gatling Performance Testing Pros and Cons](){: style="width:7%"}](https://dzone.com/articles/gatling-performance-testing-pros-and-cons) [![Gatling vs JMeter](){: style="width:7%"}](https://dzone.com/articles/gatling-vs-jmeter) [![Dzone: Getting started with Nexus](){: style="width:7%"}](https://dzone.com/articles/getting-started-nexus-maven) [![Dzone: Getting Started With Java EE 8, Payara 5 and Eclipse Oxygen](){: style="width:7%"}](https://dzone.com/articles/getting-started-with-java-ee-8-payara-5-and-eclips) [![dzone: getting started with jenkins the ultimate guide](){: style="width:7%"}](https://dzone.com/articles/getting-started-with-jenkins-the-ultimate-guide) [![dzone: Getting Started With Kibana Advanced Searches](){: style="width:7%"}](https://dzone.com/articles/getting-started-with-kibana-advanced-searches) [![GitLab CI](){: style="width:7%"}](https://dzone.com/articles/gitlab-ci-with-docker-environment-variable-quirks)

+[![dzone.com: GitOps: Flux vs Argo CD 🌟](){: style="width:7%"}](https://dzone.com/articles/gitops-flux-vs-argo-cd) [![redhat-cop: Openshift Applier](){: style="width:7%"}](https://dzone.com/articles/gitops-with-openshift-applier) [![None](){: style="width:7%"}](https://dzone.com/articles/googles-state-of-devops-2021-report-what-sres-need) [![dzone: Groovy Goodness: Using The Call Operator](){: style="width:7%"}](https://dzone.com/articles/groovy-goodness-using-the-call-operator) [![Dzone: How to quickly get started with Sonar](){: style="width:7%"}](https://dzone.com/articles/how-quickly-get-started-sonar) [![==dzone.com: How To Build an Effective CI/CD Pipeline==](){: style="width:7%"}](https://dzone.com/articles/how-to-build-an-effective-cicd-pipeline) [![dzone.com: How to Configure HAProxy as a Proxy and Load Balancer](){: style="width:7%"}](https://dzone.com/articles/how-to-configure-ha-proxy-as-a-proxy-and-loadbalan) [![dzone: How to Create Microservices Using Spring 🌟](){: style="width:7%"}](https://dzone.com/articles/how-to-create-microservices-using-spring) [![Dzone: How to Create a REST API With Spring Boot](){: style="width:7%"}](https://dzone.com/articles/how-to-create-rest-api-with-spring-boot) [![Dzone: how to deploy apps effortlessly with **packer and terraform**](){: style="width:7%"}](https://dzone.com/articles/how-to-deploy-apps-effortlessly-with-packer-and-te) [![==How to Explain Kubernetes to a Business Team==](){: style="width:7%"}](https://dzone.com/articles/how-to-explain-kubernetes-to-a-business-team)

+[![dzone.com: How To Manage Vulnerabilities in Modern Cloud-Native Applications](){: style="width:7%"}](https://dzone.com/articles/how-to-manage-vulnerabilities-in-modern-cloud-nati) [![How to read a Thread Dump](){: style="width:7%"}](https://dzone.com/articles/how-to-read-a-thread-dump) [![dzone: How To Run the Spring Boot Application as a Stand-Alone Java Application](){: style="width:7%"}](https://dzone.com/articles/how-to-run-the-spring-boot-application-as-a-stand) [![How to Set up a Gatling Test's Implementation Environment 🌟](){: style="width:7%"}](https://dzone.com/articles/how-to-set-up-a-gatling-tests-implementation-envir) [![dzone: how to setup scalable jenkins on top of a kubernetes cluster](){: style="width:7%"}](https://dzone.com/articles/how-to-setup-scalable-jenkins-on-top-of-a-kubernet) [![dzone: 8 Options for Capturing Thread Dumps](){: style="width:7%"}](https://dzone.com/articles/how-to-take-thread-dumps-7-options) [![dzone: How to Understand and Set Up Kubernetes Networking 🌟](){: style="width:7%"}](https://dzone.com/articles/how-to-understand-and-setup-kubernetes-networking) [![dzone.com: How to Use AWS IAM Role on AWS EKS PODs 🌟](){: style="width:7%"}](https://dzone.com/articles/how-to-use-aws-iam-role-on-aws-eks-pods) [![How to Use Gatling With Maven](){: style="width:7%"}](https://dzone.com/articles/how-to-use-gatling-with-maven) [![Dzone: how to use postman to manage and execute your APIs](){: style="width:7%"}](https://dzone.com/articles/how-to-use-postman-to-manage-and-execute-your-apis) [![How to Use RegEx Extractor in Gatling Projects](){: style="width:7%"}](https://dzone.com/articles/how-to-use-regex-extractor-in-gatling-projects)

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+[![Dzone: Introduction to Message Brokers. Part 2: ActiveMQ vs. Redis Pub/Sub](){: style="width:7%"}](https://dzone.com/articles/introduction-to-message-brokers-part-2-activemq-vs) [![Dzone: Jakarta EE & Wildfly Running on Kubernetes](){: style="width:7%"}](https://dzone.com/articles/jakarta-ee-amp-wildfly-running-on-kubernetes) [![dzone: Java Creator James Gosling Interview](){: style="width:7%"}](https://dzone.com/articles/java-creator-james-gosling-interview) [![dzone.com: Java Inside Docker: What You Must Know to Not FAIL](){: style="width:7%"}](https://dzone.com/articles/java-inside-docker-what-you-must-know-to-not-fail) [![dzone.com: Java Performance Monitoring: 5 Open Source Tools You Should Know](){: style="width:7%"}](https://dzone.com/articles/java-performance-monitoring-5-open-source-tools-you-should-know) [![dzone: jenkins in a nutshell](){: style="width:7%"}](https://dzone.com/articles/jenkins-in-a-nutshell) [![Jenkins: Publish Maven Artifacts to Nexus OSS Using Pipelines or Maven Jobs' 🌟](){: style="width:7%"}](https://dzone.com/articles/jenkins-publish-maven-artifacts-to-nexus-oss-using) [![dzone: Jenkins vs GitLab CI: Battle of CI/CD Tools](){: style="width:7%"}](https://dzone.com/articles/jenkins-vs-gitlab-ci-battle-of-cicd-tools) [![Dzone: JMeter tutorial](){: style="width:7%"}](https://dzone.com/articles/jmeter-tutorial-1) [![Dzone: JMeter tutorial for beginners](){: style="width:7%"}](https://dzone.com/articles/jmeter-tutorial-for-beginners-jmeter-load-testing) [![DZone: The JVM Architecture Explained 🌟](){: style="width:7%"}](https://dzone.com/articles/jvm-architecture-explained)

+[![dzone: Kibana Hacks: 5 Tips and Tricks](){: style="width:7%"}](https://dzone.com/articles/kibana-hacks-5-tips-and-tricks) [![dzone: kubectl commands cheat sheet](){: style="width:7%"}](https://dzone.com/articles/kubectl-commands-cheat-sheet) [![==dzone.com: Kubernetes Architecture Diagram== 🌟🌟🌟](){: style="width:7%"}](https://dzone.com/articles/kubernetes-architecture-diagram) [![Dzone.com: A Comparison of Kubernetes Distributions](){: style="width:7%"}](https://dzone.com/articles/kubernetes-distributions-how-do-i-choose-one) [![dzone.com: Kubernetes Monitoring: Best Practices, Methods, and Existing' Solutions](){: style="width:7%"}](https://dzone.com/articles/kubernetes-monitoring-best-practices-methods-and-e) [![dzone: learn how to setup a cicd pipeline from scratch 🌟](){: style="width:7%"}](https://dzone.com/articles/learn-how-to-setup-a-cicd-pipeline-from-scratch) [![Load Testing Your DataBase-Connected APIs With Gatling](){: style="width:7%"}](https://dzone.com/articles/load-testing-your-database-connected-apis-with-gat) [![dzone: Manage Multiple Environments With Terraform Workspaces](){: style="width:7%"}](https://dzone.com/articles/manage-multiple-environments-with-terraform-worksp) [![dzone: managing helm releases the gitops way](){: style="width:7%"}](https://dzone.com/articles/managing-helm-releases-the-gitops-way) [![dzone: Managing Secrets Deployment in GitOps Workflow 🌟](){: style="width:7%"}](https://dzone.com/articles/managing-kubernetes-secrets) [![dzone: Managing Your Database With Liquibase and Gradle](){: style="width:7%"}](https://dzone.com/articles/managing-your-database-with-liquibase-and-gradle)

+[![Dzone: Maven Skipping Tests](){: style="width:7%"}](https://dzone.com/articles/maven-skipping-tests) [![Dzone: Meet the Docker Maven Plugin!](){: style="width:7%"}](https://dzone.com/articles/meet-the-docker-maven-plugin) [![DZone: Memory Leaks and Java Code](){: style="width:7%"}](https://dzone.com/articles/memory-leak-andjava-code) [![dzone: Resilient MultiCloud Messaging](){: style="width:7%"}](https://dzone.com/articles/messaging-for-multicloud-resilience) [![==dzone: Micro-Frontend Architecture==](){: style="width:7%"}](https://dzone.com/articles/micro-frontend-architecture) [![dzone: Micro Frontends With Example 🌟](){: style="width:7%"}](https://dzone.com/articles/micro-frontends-by-example-8) [![dzone.com: What Are Microservices and The Event Aggregator Pattern? 🌟](){: style="width:7%"}](https://dzone.com/articles/microservices-and-the-event-aggregator-pattern) [![dzone.com: Microservices, Event-Driven Architecture and Kafka 🌟](){: style="width:7%"}](https://dzone.com/articles/microservices-event-driven-architecture-and-kafka) [![dzone: Microservices Patterns: Sidecar](){: style="width:7%"}](https://dzone.com/articles/microservices-patterns-sidecar) [![dzone: Microservices: Quarkus vs. Spring Boot](){: style="width:7%"}](https://dzone.com/articles/microservices-quarkus-vs-spring-boot) [![dzone: Mitigating DevOps Repository Risks](){: style="width:7%"}](https://dzone.com/articles/mitigating-devops-repository-risks)

+[![Set Up and Integrate Prometheus With Grafana for Monitoring.](){: style="width:7%"}](https://dzone.com/articles/monitoring-using-spring-boot-20-prometheus-and-gra) [![dzone: Monolith to Microservices Using the Strangler Pattern 🌟](){: style="width:7%"}](https://dzone.com/articles/monolith-to-microservices-using-the-strangler-patt) [![dzone: Multi-Container Pod Design Patterns in Kubernetes](){: style="width:7%"}](https://dzone.com/articles/multi-container-pod-design-patterns-in-kubernetes) [![dzone: Next-Gen Data Pipes With Spark, Kafka and k8s 🌟](){: style="width:7%"}](https://dzone.com/articles/next-gen-data-pipes-with-spark-kafka-and-k8s) [![Dzone: Nginx Reverse Proxy Ubuntu 18.04](){: style="width:7%"}](https://dzone.com/articles/nginx-reverse-proxy-ubuntu-1804) [![Dzone - OAuth 2.0](){: style="width:7%"}](https://dzone.com/articles/oauth-20-beginners-guide) [![dzone: OpenShift Egress Options](){: style="width:7%"}](https://dzone.com/articles/openshift-egress-options) [![dzone: Optimize AWS Costs With CloudWatch's Advanced Metrics, Dashboards,' and Alerts](){: style="width:7%"}](https://dzone.com/articles/optimize-aws-costs-with-cloudwatchs-advanced-metri) [![dzone.com: Optimizing Kubernetes Clusters for Better Efficiency and Cost' Savings 🌟](){: style="width:7%"}](https://dzone.com/articles/optimizing-kubernetes-clusters-for-better-efficien-1) [![The Origins of Trunk Based Development](){: style="width:7%"}](https://dzone.com/articles/origins-trunk-based) [![dzone: Parameterize Jenkinsfile in MultiBranch Jobs 🌟](){: style="width:7%"}](https://dzone.com/articles/parameterize-jenkinsfile-in-multibranch-jobs)

+[![Dzone: Part 2: Deploying Applications](){: style="width:7%"}](https://dzone.com/articles/part-2-deploying-applications) [![Perfomance Testing with Gatling](){: style="width:7%"}](https://dzone.com/articles/perfomance-testing-with-gatling) [![DZone: Performance Improvement in Java Applications: ORM/JPA 🌟](){: style="width:7%"}](https://dzone.com/articles/performance-improvement-in-java-applications-orm-j) [![dzone.com: Performance Patterns in Microservices-Based Integrations](){: style="width:7%"}](https://dzone.com/articles/performance-patterns-in-microservices-based-integr-1) [![Dzone: Platform as Code With Openshift and Terraform](){: style="width:7%"}](https://dzone.com/articles/platform-as-code-with-openshift-amp-terraform) [![dzone: PostgreSQL HA and Kubernetes](){: style="width:7%"}](https://dzone.com/articles/postgresql-ha-and-kubernetes) [![dzone: PostgreSQL vs MySQL Performance](){: style="width:7%"}](https://dzone.com/articles/postgresql-versus-mysql-performance) [![Dzone: Programming Styles Compared: Spring Framework vis-a-vis Eclipse MicroProfile' 🌟🌟](){: style="width:7%"}](https://dzone.com/articles/programming-styles-spring-boot-vis-a-vis-with-ecli) [![Monitoring Self-Destructing Apps Using Prometheus](){: style="width:7%"}](https://dzone.com/articles/prometheus-collectors) [![Prometheus Monitoring With Grafana. Prometheus Stats Dashboard and Prometheus Benchmark Dashboard](){: style="width:7%"}](https://dzone.com/articles/prometheus-monitoring-with-grafana) [![Query JSON Using SQL With Couchbase Query Workbench](){: style="width:7%"}](https://dzone.com/articles/query-json-using-sql-with-couchbase-query-workbenc)

+[![Dzone: Quick start with sonarqube for static code analysis](){: style="width:7%"}](https://dzone.com/articles/quick-start-witj-sonarqube-for-static-code-analysi) [![dzone: RapidAPI Provides API Marketplace and Insight](){: style="width:7%"}](https://dzone.com/articles/rapidapi-provides-api-marketplace-and-insight) [![dzone: Custom Rate Limiting for Microservices 🌟](){: style="width:7%"}](https://dzone.com/articles/rate-limiting-for-microservices) [![dzone: Removing the Bastion Host and Improving the Security in AWS](){: style="width:7%"}](https://dzone.com/articles/removing-the-bastion-host-and-improving-the-securi) [![Dzone: REST API tutorials](){: style="width:7%"}](https://dzone.com/articles/rest-api-tutorials) [![dzone: REST API Versioning Strategies](){: style="width:7%"}](https://dzone.com/articles/rest-api-versioning-strategies-1) [![dzone.com: REST vs. Messaging for Microservices 🌟](){: style="width:7%"}](https://dzone.com/articles/rest-vs-messaging-for-microservices) [![dzone: RESTful Applications in An Event-Driven Architecture](){: style="width:7%"}](https://dzone.com/articles/restful-applications-in-an-event-driven-architecture) [![dzone: Run and Scale an Apache Spark Application on Kubernetes](){: style="width:7%"}](https://dzone.com/articles/run-and-scale-an-apache-spark-application-on-kuber) [![Dzone: Running Ansible at Scale](){: style="width:7%"}](https://dzone.com/articles/running-ansible-at-scale) [![Dzone: Running Ansible Playbooks From Jenkins](){: style="width:7%"}](https://dzone.com/articles/running-ansible-playbooks-from-jenkins)

+[![dzone: Running Apache Spark on Kubernetes](){: style="width:7%"}](https://dzone.com/articles/running-apache-spark-on-kubernetes) [![Dzone.com: Running Cucumber with Maven](){: style="width:7%"}](https://dzone.com/articles/running-cucumber-with-maven) [![dzone: Running Elasticsearch on Kubernetes](){: style="width:7%"}](https://dzone.com/articles/running-elasticsearch-on-kubernetes) [![Dzone: Running Jenkins Server With Configuration-as-Code 🌟](){: style="width:7%"}](https://dzone.com/articles/running-jenkins-server-with-configuration-as-code) [![dzone: Scale to Zero With Kubernetes with KEDA and/or Knative](){: style="width:7%"}](https://dzone.com/articles/scale-to-zero-with-kubernetes) [![dzone: KubeMQ: A Modern Alternative to Kafka](){: style="width:7%"}](https://dzone.com/articles/seamless-migration-from-kafka-to-kubemq) [![==dzone: Security Matters: Vulnerability Scanning Done Right!== 🌟](){: style="width:7%"}](https://dzone.com/articles/security-matters-vulnerability-scanning-done-right-1) [![Shared/Stikcy sessions are enabled by default](){: style="width:7%"}](https://dzone.com/articles/session-stickiness-in-openshift) [![==dzone.com: Shift-Left: A Developer's Pipe(line) Dream?==](){: style="width:7%"}](https://dzone.com/articles/shift-left-a-developers-pipeline-dream) [![Software Deployment Best Practices in 2023](){: style="width:7%"}](https://dzone.com/articles/software-deployment-best-practices) [![==dzone.com: Software Engineering Best Practices That High-Performing Teams' Follow==](){: style="width:7%"}](https://dzone.com/articles/software-engineering-best-practices-that-high-perf)

+[![Dzone.com: Solving Dependency conflicts in maven](){: style="width:7%"}](https://dzone.com/articles/solving-dependency-conflicts-in-maven) [![Dzone: SonarCloud integration with SpringBoot Maven](){: style="width:7%"}](https://dzone.com/articles/sonarcloud-integration-with-springboot-maven) [![Dzone: Sonarqube scanning in 15 minutes](){: style="width:7%"}](https://dzone.com/articles/sonarqube-scanning-in-15-minutes-2) [![dzone: All About Spring Boot (Tutorials and Articles)](){: style="width:7%"}](https://dzone.com/articles/spring-boot-framework-tutorials) [![Dzone: Step-By-Step Spring Boot RESTful Web Service Complete Example](){: style="width:7%"}](https://dzone.com/articles/spring-boot-restful-web-service-complete-example) [![dzone: Spring Cloud Config Server on Kubernetes (Part 1)](){: style="width:7%"}](https://dzone.com/articles/spring-cloud-config-server-on-kubernetes-part-1) [![dzone: SRE vs. DevOps:β€ŠSRE Is to DevOps What Scrum Is to Agile](){: style="width:7%"}](https://dzone.com/articles/sre-vs-devopssre-is-to-devops-what-scrum-is-to-agi) [![dzone: Stateful Microservices With Apache Ignite](){: style="width:7%"}](https://dzone.com/articles/stateful-microservices-with-apache-ignite) [![==dzone.com: Tackling the Top 5 Kubernetes Debugging Challenges==](){: style="width:7%"}](https://dzone.com/articles/tackling-the-top-5-kubernetes-debugging-challenges) [![dzone: Terraform Cheat Sheet](){: style="width:7%"}](https://dzone.com/articles/terraform-cli-cheat-sheet) [![dzone: Terraform Explained in Five Minutes](){: style="width:7%"}](https://dzone.com/articles/terraform-explained-in-5-minutes)

+[![Dzone: terraform with AWS](){: style="width:7%"}](https://dzone.com/articles/terraform-with-aws) [![dzone: Testing the Untestable and Other Anti-Patterns](){: style="width:7%"}](https://dzone.com/articles/testing-the-untestable-and-other-anti-patterns) [![None](){: style="width:7%"}](https://dzone.com/articles/the-10-minute-read-to-understanding-devops-tools) [![dzone: The Best Cloud Migration Approach: Lift-And-Shift, Replatform, Or' Refactor?](){: style="width:7%"}](https://dzone.com/articles/the-best-cloud-migration-approach-lift-and-shift-r) [![dzone: The Best Java Testing Frameworks to focus in 2021](){: style="width:7%"}](https://dzone.com/articles/the-best-java-testing-frameworks-to-focus-in-2021) [![==dzone: The Concept of Domain-Driven Design Explained==](){: style="width:7%"}](https://dzone.com/articles/the-concept-of-domain-driven-design-explained) [![Groovy Templates Cheat Sheet for JMeter](){: style="width:7%"}](https://dzone.com/articles/the-groovy-templates-cheat-sheet-for-jmeter) [![dzone.com: The Keys to Performance Tuning and Testing](){: style="width:7%"}](https://dzone.com/articles/the-keys-to-performance-tuning-and-testing) [![Dzone: The power of automated testing and test management](){: style="width:7%"}](https://dzone.com/articles/the-power-of-automated-testing-and-test-management) [![dzone.com: The Ultimate JSON Library: JSON.simple vs. GSON vs. Jackson vs.' JSONP](){: style="width:7%"}](https://dzone.com/articles/the-ultimate-json-library-jsonsimple-vs-gson-vs-ja) [![Dzone: Top 10 Best Practices for Jenkins Pipeline](){: style="width:7%"}](https://dzone.com/articles/top-10-best-practices-for-jenkins-pipeline)

+[![dzone: Top 10 Low-Code Articles](){: style="width:7%"}](https://dzone.com/articles/top-10-low-code-articles) [![Dzone: top 11 challenges in autmation testing using selenium](){: style="width:7%"}](https://dzone.com/articles/top-11-challenges-in-automation-testing-using-sele) [![dzone.com: Top 20 git commands with examples 🌟](){: style="width:7%"}](https://dzone.com/articles/top-20-git-commands-with-examples) [![dzone: Top 35 Git Commands With Examples 🌟](){: style="width:7%"}](https://dzone.com/articles/top-35-git-commands-with-examples-and-bonus) [![dzone: Top 40 Project Management Terms and Concepts of 2019](){: style="width:7%"}](https://dzone.com/articles/top-40-project-management-terms-and-concepts-of-20) [![dzone: Top Microservices Testing Tools Testers Should Know About](){: style="width:7%"}](https://dzone.com/articles/top-microservices-testing-tools-testers-should-kno) [![dzone: Top 6 Time Wastes as a Software Engineer](){: style="width:7%"}](https://dzone.com/articles/top-time-wastes-as-a-software-engineer) [![dzone: Transitioning from Monolith to Microservices (with python django' example)](){: style="width:7%"}](https://dzone.com/articles/transitioning-from-monolith-to-microservices) [![DZone: How to Troubleshoot Sudden CPU Spikes](){: style="width:7%"}](https://dzone.com/articles/troubleshoot-sudden-cpu-spikes) [![ref3](){: style="width:7%"}](https://dzone.com/articles/understanding-openshift-security-context-constrain) [![DZone: Understanding the Java Memory Model and Garbage Collection 🌟](){: style="width:7%"}](https://dzone.com/articles/understanding-the-java-memory-model-and-the-garbag)

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+[![wikipedia: YAML](){: style="width:7%"}](https://en.wikipedia.org/wiki/YAML) [![eng.grip.security: Enabling AWS IAM Group Access to an EKS Cluster Using' RBAC](){: style="width:7%"}](https://eng.grip.security/enabling-aws-iam-group-access-to-an-eks-cluster-using-rbac) [![Our Journey to Zero Downtime Rolling Updates with Ambassador](){: style="width:7%"}](https://eng.lifion.com/journey-to-zero-downtime-rolling-updates-with-ambassador-badda6a7d450) [![How we learned to improve Kubernetes CronJobs at Scale (Part 2 of 2)](){: style="width:7%"}](https://eng.lyft.com/how-we-learned-to-improve-kubernetes-cronjobs-at-scale-part-2-of-2-dad0c973ffca) [![How we learned to improve Kubernetes CronJobs at Scale (Part 1 of 2)](){: style="width:7%"}](https://eng.lyft.com/improving-kubernetes-cronjobs-at-scale-part-1-cf1479df98d4) [![kube-exec 🌟](){: style="width:7%"}](https://engineerd.github.io/kube-exec/introduction) [![engineering.atspotify.com: Spotify’s Event Delivery – The Road to the Cloud' (Part I)](){: style="width:7%"}](https://engineering.atspotify.com/2016/02/25/spotifys-event-delivery-the-road-to-the-cloud-part-i) [![engineering.atspotify.com: Spotify’s Event Delivery – The Road to the Cloud (Part I)](){: style="width:7%"}](https://engineering.atspotify.com/2016/2/spotifys-event-delivery-the-road-to-the-cloud-part-i) [![==engineering.backmarket.com: How we improved third-party availability and' latency with Nginx in Kubernetes== 🌟](){: style="width:7%"}](https://engineering.backmarket.com/how-we-improved-third-party-availability-and-latency-with-nginx-in-kubernetes-bb3fc7224ae4) [![engineering.cloudflight.io: Running the OpenShift console in plain Kubernetes' 🌟](){: style="width:7%"}](https://engineering.cloudflight.io/running-the-openshift-console-in-plain-kubernetes) [![None](){: style="width:7%"}](https://engineering.doit.com/no-restarts-no-disruptions-seamless-pod-resource-updates-with-in-place-resizing-f3cf41654216)

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+[![faun.pub: How to build a GitOps workflow with ArgoCD, Kustomize and GitHub' Actions](){: style="width:7%"}](https://faun.pub/how-to-build-a-gitops-workflow-with-argocd-kustomize-and-github-actions-f919e7443295) [![faun.pub: How to deploy Jaeger on Kubernetes. A beginner’s guide to Jaeger' (5 Part Series)](){: style="width:7%"}](https://faun.pub/how-to-deploy-jaeger-on-kubernetes-69cf48447182) [![faun.pub: How to Monitor and Alert on Ingress-NGINX in Kubernetes](){: style="width:7%"}](https://faun.pub/how-to-monitor-and-alert-on-nginx-ingress-in-kubernetes-6d7d172f0399) [![faun.pub: How to utilize priorities in Kubernetes?](){: style="width:7%"}](https://faun.pub/how-to-use-priorities-in-kubernetes-e1bb1b722b6a) [![faun.pub: Hygiene of an ArgoCD-built automation at a scale](){: style="width:7%"}](https://faun.pub/hygiene-of-argocd-built-automation-at-a-scale-cf63ee459510) [![faun.pub: Implementing Event Driven Architecture With AWS EventBridge β€”' Event-Driven Messaging Pattern](){: style="width:7%"}](https://faun.pub/implementing-event-driven-architecture-with-aws-eventbridge-event-driven-messaging-pattern-9d29262bfade) [![faun.pub: Import your existing cloud infra into Terraform](){: style="width:7%"}](https://faun.pub/import-your-existing-cloud-infra-into-terraform-ca70da146152) [![faun.pub: Integrate Keycloak with HashiCorp Vault](){: style="width:7%"}](https://faun.pub/integrate-keycloak-with-hashicorp-vault-5264a873dd2f) [![faun.pub: Intelligently estimating your Kubernetes resource needs!](){: style="width:7%"}](https://faun.pub/intelligently-estimating-your-kubernetes-resource-needs-c12a75ea3138) [![K3s vs Talos Linux](){: style="width:7%"}](https://faun.pub/k3s-vs-talos-linux-8a1e0dce9a77) [![faun.pub: Kasten K10 on KubeSphere to Ensure Kubernetes Backup and Restore](){: style="width:7%"}](https://faun.pub/kasten-k10-on-kubesphere-to-ensure-kubernetes-backup-and-restore-1bc59a0b91aa)

+[![faun.pub: Scaling an app in Kubernetes with KEDA (no Prometheus is needed)](){: style="width:7%"}](https://faun.pub/keda-ec9fc7c8dd81) [![faun.pub: Kubernetes Architecture Explained β€” Under 5 Minutes](){: style="width:7%"}](https://faun.pub/kubernetes-architecture-explained-under-5-minutes-e35277c4b6bc) [![faun.pub: Kubernetes Chronicles:(K8s#04)|K8s Series | POD Resource Request' & Limits](){: style="width:7%"}](https://faun.pub/kubernetes-chronicles-k8s-04-k8s-series-pod-resource-request-limits-49ac0cf67ae6) [![faun.pub: Kubernetes Commands for Deployment and Management](){: style="width:7%"}](https://faun.pub/kubernetes-commands-for-deployment-and-management-e10a74c95015) [![==faun.pub: Kubernetes Controllers, Custom Resources, and Operators Explained==](){: style="width:7%"}](https://faun.pub/kubernetes-controllers-custom-resources-and-operators-explained-8e92f46829f6) [![faun.pub: Kubernetes Deployment Strategies](){: style="width:7%"}](https://faun.pub/kubernetes-deployment-strategies-f36e7e4d2be) [![==faun.pub: Kubernetes Ingress with Nginx==](){: style="width:7%"}](https://faun.pub/kubernetes-ingress-with-nginx-3c77e703e91a) [![faun.pub: Kubernetes Liveness Probes](){: style="width:7%"}](https://faun.pub/kubernetes-liveness-probes-1a053f53690c) [![faun.pub: Kubernetes Multi-tenancy with Amazon EKS: Best practices and considerations' 🌟](){: style="width:7%"}](https://faun.pub/kubernetes-multi-tenancy-with-amazon-eks-best-practices-and-considerations-60bfd78c2f9a) [![faun.pub: Kubernetes Nginx Deployments: Simplified Management and Increased' Scalability](){: style="width:7%"}](https://faun.pub/kubernetes-nginx-deployments-simplified-management-and-increased-scalability-8b1a32884db1) [![faun.pub: Kubernetes Practice β€” Automating Blue/Green Deployment with Argo' Rollouts](){: style="width:7%"}](https://faun.pub/kubernetes-practice-automating-blue-green-deployment-with-argo-rollouts-2279aa890c53)

+[![faun.pub: Kubernetes Practice β€” Logging with Logstash and FluentD by Sidecar' Container](){: style="width:7%"}](https://faun.pub/kubernetes-practice-logging-with-logstash-and-fluentd-by-sidecar-container-86076da0812f) [![faun.pub: Kubernetes Service Types Tutorial | Pavan Belagatti 🌟](){: style="width:7%"}](https://faun.pub/kubernetes-service-types-tutorial-39223391316c) [![faun.pub: Deep into Container β€” How Kubernetes works with Container Runtime](){: style="width:7%"}](https://faun.pub/kubernetes-story-how-kubernetes-works-with-container-runtime-ce618a306f64) [![==faun.pub: Let’s encrypt and CertManager==](){: style="width:7%"}](https://faun.pub/lets-encrypt-and-certmanager-aa88775730b8) [![faun.pub: Multi-Cloud is NOT the solution to the next AWS outage](){: style="width:7%"}](https://faun.pub/multi-cloud-is-not-the-solution-to-the-next-aws-outage-bb41c0b14573) [![faun.pub: Multiple Schedulers in Kubernetes](){: style="width:7%"}](https://faun.pub/multiple-schedulers-in-kubernetes-a78a7b4fa4b2) [![faun.pub: Optimize Kubernetes Resource Management with Time-To-Live (TTL)' for Cleaner Cluster](){: style="width:7%"}](https://faun.pub/optimize-kubernetes-resource-management-with-time-to-live-ttl-for-cleaner-cluster-ea1c6e0c1e73) [![faun.pub: Package and Deploy Your Application Using Helm Chart](){: style="width:7%"}](https://faun.pub/package-and-deploy-your-application-using-helm-chart-21f0c568e65c) [![faun.pub: Practical example of how to set requests and limits on Kubernetes](){: style="width:7%"}](https://faun.pub/practical-example-of-how-to-set-requests-and-limits-on-kubernetes-87521b599983) [![faun.pub: Production grade Kubernetes Monitoring using Prometheus 🌟](){: style="width:7%"}](https://faun.pub/production-grade-kubernetes-monitoring-using-prometheus-78144b835b60) [![faun.pub: Redis High availability with Sentinel on Kubernetes(K8s)](){: style="width:7%"}](https://faun.pub/redis-high-availability-with-sentinel-on-kubernetes-k8s-a1d67842e0ce)

+[![faun.pub: Scaling Your Application Using Kubernetes - Harness | Pavan Belagatti](){: style="width:7%"}](https://faun.pub/scaling-your-application-using-kubernetes-9ad0d6bcf0d6) [![==faun.pub: Secrets | Kubernetes==](){: style="width:7%"}](https://faun.pub/secrets-kubernetes-298ea8dd9911) [![faun.pub: Serverless With Spring Boot & AWS Lambda](){: style="width:7%"}](https://faun.pub/serverless-with-spring-boot-aws-lambda-bc76c1de2b12) [![faun.pub: Set up global rate limiting with AWS WAF in 5 minutes](){: style="width:7%"}](https://faun.pub/set-up-global-rate-limiting-with-aws-waf-in-5-minutes-bd43a9309683) [![==faun.pub: Set up Jenkins on a Kubernetes Cluster==](){: style="width:7%"}](https://faun.pub/set-up-jenkins-on-a-kubernetes-cluster-2b982c840ebe) [![faun.pub: Spying on Kubernetes Pods with kubespy](){: style="width:7%"}](https://faun.pub/spying-on-kubernetes-pods-with-kubespy-3043a3ed044b) [![faun.pub: Straight to the Point: Kubernetes Probes](){: style="width:7%"}](https://faun.pub/straight-to-the-point-kubernetes-probes-e5b23e267d9d) [![faun.pub: Taints And Toleration Basics In Kubernetes](){: style="width:7%"}](https://faun.pub/taints-and-toleration-basics-in-kubernetes-c0538c3f6deb) [![faun.pub: Terraform null provider and null_resource explained 🌟](){: style="width:7%"}](https://faun.pub/terraform-null-provider-and-null-resource-explained-6a8d674cad63) [![faun.pub: Terraform-Prevent Conditionally Created Resources From Deletion' 🌟](){: style="width:7%"}](https://faun.pub/terraform-prevent-conditionally-created-resources-from-deletion-dcec1b793565) [![faun.pub: The best Infrastructure as Code tools for 2021](){: style="width:7%"}](https://faun.pub/the-best-infrastructure-as-code-tools-for-2021-b37c323e89f0)

+[![faun.pub: The Lifecycle of a Terraform Resource β€” Lifecycle Meta-Argument](){: style="width:7%"}](https://faun.pub/the-lifecycle-of-a-terraform-resource-lifecycle-meta-argument-3cc4555ec976) [![faun.pub: Top 10 uncommon DevOps tools you should know](){: style="width:7%"}](https://faun.pub/top-10-uncommon-devops-tools-you-should-know-f4f4464ec7f3) [![faun.pub: Troubleshooting Kubernetes nodes storage space shortage on Aliyun' (Alibaba Cloud)](){: style="width:7%"}](https://faun.pub/troubleshooting-kubernetes-nodes-storage-space-shortage-on-aliyun-alibaba-cloud-ac28230fe3d3) [![faun.pub: Understanding the Kubernetes Manifest](){: style="width:7%"}](https://faun.pub/understanding-the-kubernetes-manifest-e96d680f2a11) [![faun.pub: Upgrading and Scaling Kubernetes cluster in AWS](){: style="width:7%"}](https://faun.pub/upgrading-and-scaling-kubernetes-cluster-in-aws-6971b3936465) [![faun.pub: Using AWS API Gateway As Proxy To Our Internal Application](){: style="width:7%"}](https://faun.pub/using-aws-api-gateway-as-proxy-to-our-internal-application-369eb115db70) [![faun.pub: Using AWS Session Manager For Port Forwarding To Remote Hosts](){: style="width:7%"}](https://faun.pub/using-aws-session-manager-for-port-forwarding-to-remote-hosts-8168589ba579) [![faun.pub: Using AWS Session Manager With Ansible To Execute Playbook On' EC2](){: style="width:7%"}](https://faun.pub/using-aws-session-manager-with-ansible-to-execute-playbook-on-ec2-ac97fa17b187) [![faun.pub: What is Chaos Engineering?](){: style="width:7%"}](https://faun.pub/what-is-chaos-engineering-a89b64db9af0) [![faun.pub: Understanding the Differences Between Event-Driven, Message-Driven,' and Microservices Architectures with AWS Services](){: style="width:7%"}](https://faun.pub/what-is-difference-of-event-driven-architecture-message-driven-architecture-and-microservices-f5623e51f868) [![faun.pub: Why We Moved From Lambda to ECS](){: style="width:7%"}](https://faun.pub/why-we-moved-from-lambda-to-ecs-b84674f31869)

+[![fauna.com: How does FaaS compare to PaaS and CaaS. A Comparison of Serverless' Function (FaaS) Providers](){: style="width:7%"}](https://fauna.com/blog/comparison-faas-providers) [![Securing Kubernetes Apps with Keycloak and Gatekeeper](){: style="width:7%"}](https://fdk.codes/securing-kubernetes-apps-with-keycloak-and-gatekeeper) [![featureflags.io: Flags vs Branching](){: style="width:7%"}](https://featureflags.io/feature-flags-vs-branching) [![Python Feature Flag Resources/Solutions](){: style="width:7%"}](https://featureflags.io/python-feature-flags) [![VisualVM: JVisualVM to an Openshift pod](){: style="width:7%"}](https://fedidat.com/250-jvisualvm-openshift-pod) [![fedoralovespython.org 🌟](){: style="width:7%"}](https://fedoralovespython.org) [![fedoramagazine.org: Bash Shell Scripting for beginners (Part 1)](){: style="width:7%"}](https://fedoramagazine.org/bash-shell-scripting-for-beginners-part-1) [![fedoramagazine.org: Manage containers with Podman Compose](){: style="width:7%"}](https://fedoramagazine.org/manage-containers-with-podman-compose) [![fedoramagazine.org: PowerShell on Linux? A primer on Object-Shells](){: style="width:7%"}](https://fedoramagazine.org/powershell-on-linux-a-primer-on-object-shells) [![fedoramagazine.org: Use Docker Compose with Podman to Orchestrate Containers on Fedora Linux](){: style="width:7%"}](https://fedoramagazine.org/use-docker-compose-with-podman-to-orchestrate-containers-on-fedora) [![fedoramagazine.org: Using Ansible to configure Podman containers 🌟](){: style="width:7%"}](https://fedoramagazine.org/using-ansible-to-configure-podman-containers)

+[![fedoramagazine.org: Varnish: Your site faster and more stable](){: style="width:7%"}](https://fedoramagazine.org/varnish-site-faster-stable) [![feedly.com](){: style="width:7%"}](https://feedly.com) [![fenyuk.medium.com: Helm for Kubernetes. Datree for keeping cluster secure' and healthy 🌟](){: style="width:7%"}](https://fenyuk.medium.com/helm-for-kubernetes-datree-for-keeping-cluster-secure-and-healthy-6fbd10f0d958) [![fenyuk.medium.com: Helm for Kubernetes. GitOps with Argo CD 🌟](){: style="width:7%"}](https://fenyuk.medium.com/helm-for-kubernetes-gitops-with-argo-cd-c8f80330596) [![fernandovillalba.substack.com: DevOps: Don't destroy silos, transform them](){: style="width:7%"}](https://fernandovillalba.substack.com/p/devops-dont-destroy-silos-transform) [![figments.medium.com: ArgoCD: The first step towards GitOps](){: style="width:7%"}](https://figments.medium.com/argocd-the-first-step-towards-gitops-899732fbc33e) [![figments.medium.com: Observable Kubernetes Cluster Using Grafana-Loki-Prometheus](){: style="width:7%"}](https://figments.medium.com/observable-kubernetes-cluster-using-grafana-loki-prometheus-a661a31d7ad8) [![EKS Service Accounts Explained](){: style="width:7%"}](https://fika.works/blog/eks-service-accounts) [![finance.yahoo.com: IBM's Red Hat OpenShift Platform to be Leveraged by Siemens](){: style="width:7%"}](https://finance.yahoo.com/news/ibms-red-hat-openshift-platform-143702224.html) [![Broadcom Expands Collaboration with Google Cloud on Cloud Network Insights](){: style="width:7%"}](https://finance.yahoo.com/sectors/technology/articles/broadcom-expands-collaboration-google-cloud-130000376.html?linkId=61973388) [![firebase.google.com](){: style="width:7%"}](https://firebase.google.com)

+[![Firefox DevTools](){: style="width:7%"}](https://firefox-source-docs.mozilla.org/devtools-user/tools_toolbox/index.html) [![None](){: style="width:7%"}](https://fireship.dev/async-javascript-from-callbacks-to-promises-to-async-await) [![None](){: style="width:7%"}](https://fireship.dev/beginners-guide-to-javascript-prototype) [![First web scraper](){: style="width:7%"}](https://first-web-scraper.readthedocs.io/en/latest) [![First web scraper](){: style="width:7%"}](https://first-web-scraper.readthedocs.org) [![Flagger](){: style="width:7%"}](https://flagger.app) [![Flask Documentation 🌟](){: style="width:7%"}](https://flask.palletsprojects.com) [![Flask Documentation 🌟](){: style="width:7%"}](https://flask.palletsprojects.com/en/stable) [![blog.fleetdm.com: 4 tips for GitHub Actions usability (+2 bonus tips for debugging)](){: style="width:7%"}](https://fleetdm.com/engineering/tips-for-github-actions-usability) [![Systems Monitoring with Prometheus and Grafana](){: style="width:7%"}](https://flightaware.engineering/systems-monitoring-with-prometheus-grafana) [![Apache Flink](){: style="width:7%"}](https://flink.apache.org)

+[![flink.apache.org: How to natively deploy Flink on Kubernetes with High-Availability (HA)](){: style="width:7%"}](https://flink.apache.org/2021/02/10/native-k8s-with-ha.html) [![flood.io](){: style="width:7%"}](https://flood.io) [![fluentbit.io](){: style="width:7%"}](https://fluentbit.io) [![flux-subsystem-argo.github.io: GitOps Terraform Resources with Argo CD and Flux Subsystem for Argo](){: style="width:7%"}](https://flux-subsystem-argo.github.io/website/tutorials/terraform) [![Flux](){: style="width:7%"}](https://fluxcd.io) [![fluxcd.io: GitOps Without Leaving your IDE](){: style="width:7%"}](https://fluxcd.io/blog/2022/09/gitops-without-leaving-your-ide) [![fluxcd.io: How to GitOps Your Terraform](){: style="width:7%"}](https://fluxcd.io/blog/2022/09/how-to-gitops-your-terraform) [![toolkit.fluxcd.io: GitOps Toolkit 🌟](){: style="width:7%"}](https://fluxcd.io/flux) [![Flyway](){: style="width:7%"}](https://flywaydb.org) [![foojay.io: K8ssandra Performance Benchmarks on Cloud Managed Kubernetes](){: style="width:7%"}](https://foojay.io/today/k8ssandra-performance-benchmarks-on-cloud-managed-kubernetes) [![foojay.io: The Evolution of APIs: From RESTful to Event-Driven](){: style="width:7%"}](https://foojay.io/today/the-evolution-of-apis-from-restful-to-event-driven)

+[![foojay.io: Top 10 Java Language Features](){: style="width:7%"}](https://foojay.io/today/top-10-java-language-features) [![foreseeti.com: How to become and stay AWS well architected in a smart way](){: style="width:7%"}](https://foreseeti.com/how-to-become-and-stay-aws-well-architected-in-a-smart-way) [![forklift.konveyor.io 🌟](){: style="width:7%"}](https://forklift.konveyor.io) [![former2.com](){: style="width:7%"}](https://former2.com) [![Event Replay: Terence Tao and Mark Chen on AI and Mathematical Discovery](){: style="width:7%"}](https://forum.openai.com/public/videos/event-replay-terence-tao-and-mark-chen-on-ai-and-mathematical-discovery-2026-03-11) [![AWS Forums](){: style="width:7%"}](https://forums.aws.amazon.com) [![Running an insecure registry –insecure-registry](){: style="width:7%"}](https://forums.docker.com/t/running-an-insecure-registry-insecure-registry/8159) [![FOSS Force](){: style="width:7%"}](https://fossforce.com) [![None](){: style="width:7%"}](https://fourtheorem.com/monorepo) [![foxutech.com: Kubernetes Namespace Resource Quota and Limits 🌟](){: style="width:7%"}](https://foxutech.com/kubernetes-namespace-resource-quota-and-limits) [![==fr4nk.xyz: Understanding Ingress in Kubernetes: A Comprehensive Guide==](){: style="width:7%"}](https://fr4nk.xyz/understanding-ingress-in-kubernetes-a-comprehensive-guide-b23b5cf37f8d)

+[![fransemalila.medium.com: Kubernetes Networking](){: style="width:7%"}](https://fransemalila.medium.com/kubernetes-networking-cea2e1b7d2b3) [![free-for.dev](){: style="width:7%"}](https://free-for.dev) [![free-web-services.com](){: style="width:7%"}](https://free-web-services.com) [![freelance.es](){: style="width:7%"}](https://freelance.es) [![Free eGuide: JVM Troubleshooting Guide](){: style="width:7%"}](https://freepromagazine.blogspot.de/2014/07/free-eguide-jvm-troubleshooting-guide.html) [![freesoft.dev: Ansible Role: Harbor API Codifying](){: style="width:7%"}](https://freesoft.dev/program/126957220) [![Frigate](){: style="width:7%"}](https://frigate.readthedocs.io) [![Frigate](){: style="width:7%"}](https://frigate.readthedocs.io/en/latest) [![fsgeorgee.medium.com: Growing out of Heroku to Terraform, Docker and AWS](){: style="width:7%"}](https://fsgeorgee.medium.com/growing-out-of-heroku-to-terraform-docker-and-aws-69e66df4132d) [![None](){: style="width:7%"}](https://fuse.labs.osecloud.com/fuse/creating-a-microservices-project-with-maven) [![futurecoder.io](){: style="width:7%"}](https://futurecoder.io)

+[![gabrieltanner.org: Golang Application monitoring using Prometheus](){: style="width:7%"}](https://gabrieltanner.org/blog/collecting-prometheus-metrics-in-golang) [![gabrieltanner.org: Setting up a HA Kubernetes cluster using K3S](){: style="width:7%"}](https://gabrieltanner.org/blog/ha-kubernetes-cluster-using-k3s) [![Gaia-X.eu](){: style="width:7%"}](https://gaia-x.eu) [![galaxy.ansible.com](){: style="width:7%"}](https://galaxy.ansible.com) [![galaxy.ansible.com/UnderGreen/prometheus-node-exporter](){: style="width:7%"}](https://galaxy.ansible.com/UnderGreen/prometheus-node-exporter) [![galaxy.ansible.com/William-Yeh/prometheus](){: style="width:7%"}](https://galaxy.ansible.com/William-Yeh/prometheus) [![galaxy.ansible.com/alexdzyoba/jmx-exporter](){: style="width:7%"}](https://galaxy.ansible.com/alexdzyoba/jmx-exporter) [![galaxy.ansible.com/ansible/product_demos 🌟](){: style="width:7%"}](https://galaxy.ansible.com/ansible/product_demos) [![galaxy.ansible.com: Docker Ansible Role](){: style="width:7%"}](https://galaxy.ansible.com/atosatto/docker-swarm) [![AWX Ansible Collection: galaxy.ansible.com/awx/awx](){: style="width:7%"}](https://galaxy.ansible.com/awx/awx) [![galaxy.ansible.com/cloudalchemy/node-exporter](){: style="width:7%"}](https://galaxy.ansible.com/cloudalchemy/node-exporter)

+[![galaxy.ansible.com/geerlingguy](){: style="width:7%"}](https://galaxy.ansible.com/geerlingguy) [![galaxy.ansible.com/geerlingguy/awx 🌟](){: style="width:7%"}](https://galaxy.ansible.com/geerlingguy/awx) [![galaxy.ansible.com/mesaguy/prometheus](){: style="width:7%"}](https://galaxy.ansible.com/mesaguy/prometheus) [![galaxy.ansible.com/mkgin/vmware-harbor](){: style="width:7%"}](https://galaxy.ansible.com/mkgin/vmware-harbor) [![galaxy.ansible.com/nginxinc/nginx_core](){: style="width:7%"}](https://galaxy.ansible.com/nginxinc/nginx_core) [![galaxy.ansible.com: letsencrypt](){: style="width:7%"}](https://galaxy.ansible.com/t_systems_mms/letsencrypt) [![Ansible Modules to manage Foreman and Katello installations](){: style="width:7%"}](https://galaxy.ansible.com/theforeman/foreman) [![ganeshvernekar.com: Prometheus TSDB (Part 3): Memory Mapping of Head Chunks from Disk](){: style="width:7%"}](https://ganeshvernekar.com/blog/prometheus-tsdb-mmapping-head-chunks-from-disk) [![ganeshvernekar.com: Prometheus TSDB (Part 4): Persistent Block and its Index](){: style="width:7%"}](https://ganeshvernekar.com/blog/prometheus-tsdb-persistent-block-and-its-index) [![ganeshvernekar.com: Prometheus TSDB (Part 1): The Head Block](){: style="width:7%"}](https://ganeshvernekar.com/blog/prometheus-tsdb-the-head-block) [![ganeshvernekar.com: Prometheus TSDB (Part 2): WAL and Checkpoint](){: style="width:7%"}](https://ganeshvernekar.com/blog/prometheus-tsdb-wal-and-checkpoint)

+[![garba.org: Kubernetes Pod Life Cycle Cheat Sheet](){: style="width:7%"}](https://garba.org/posts/2018/k8s_pod_lc) [![==garden.io==](){: style="width:7%"}](https://garden.io) [![garden.io: Performance testing on a microservice architecture](){: style="width:7%"}](https://garden.io/blog/performance-testing) [![garden.io: Pulumi vs. Terraform: A comparison of Infrastructure as Code' tools](){: style="width:7%"}](https://garden.io/blog/pulumi-vs-terraform) [![gateway-api.sigs.k8s.io 🌟](){: style="width:7%"}](https://gateway-api.sigs.k8s.io) [![gatling.io](){: style="width:7%"}](https://gatling.io) [![gatling.io: Jenkins plugin](){: style="width:7%"}](https://gatling.io/docs/current/extensions/jenkins_plugin) [![gceasy.io 🌟](){: style="width:7%"}](https://gceasy.io) [![geek-cookbook.funkypenguin.co.nz: Using OAuth2 proxy for Kubernetes Dashboard](){: style="width:7%"}](https://geek-cookbook.funkypenguin.co.nz/recipes/kubernetes/oauth2-proxy) [![None](){: style="width:7%"}](https://geekflare.com/cybersecurity/kubernetes-security-scanner) [![None](){: style="width:7%"}](https://geekflare.com/dev/generate-analyze-thread-dumps)

+[![geekflare.com: devops-tools](){: style="width:7%"}](https://geekflare.com/devops-tools) [![None](){: style="width:7%"}](https://geekflare.com/devops/config-management-tools) [![geekflare.com: Diez mejores prÑcticas de Kubernetes para una mejor orquestación de contenedores](){: style="width:7%"}](https://geekflare.com/es/kubernetes-best-practices) [![geekflare.com: What is Thread Dump and How to Analyze them? 🌟](){: style="width:7%"}](https://geekflare.com/generate-analyze-thread-dumps) [![geekflare.com: An Introduction to GitOps](){: style="width:7%"}](https://geekflare.com/gitops-introduction) [![geekflare.com: 10 Kubernetes Best Practices for Better Container Orchestration](){: style="width:7%"}](https://geekflare.com/kubernetes-best-practices) [![None](){: style="width:7%"}](https://geekflare.com/topic/development) [![geeksarray.com: Microservice Architecture Pattern for Architects 🌟](){: style="width:7%"}](https://geeksarray.com/blog/microservice-architecture-pattern-for-architects) [![==gendocu.com: RPC API Developer Portal==](){: style="width:7%"}](https://gendocu.com) [![gennyallcroft.medium.com: Understanding Kubernetes deployments with Helm](){: style="width:7%"}](https://gennyallcroft.medium.com/understanding-kubernetes-deployments-with-helm-444116a622be) [![geshan.com.np: How to use RabbitMQ and Node.js with Docker and Docker-compose](){: style="width:7%"}](https://geshan.com.np/blog/2021/07/rabbitmq-docker-nodejs)

+[![geshan.com.np: Postgres with Docker and Docker compose a step-by-step guide for beginners](){: style="width:7%"}](https://geshan.com.np/blog/2021/12/docker-postgres) [![ytt](){: style="width:7%"}](https://get-ytt.io) [![None](){: style="width:7%"}](https://get.robin.io) [![getbetterdevops.io: Build Docker Images Using Ansible and Packer](){: style="width:7%"}](https://getbetterdevops.io/build-docker-images-using-ansible-and-packer) [![getbetterdevops.io: How to Secure K8S Nginx Ingress With Let’s Encrypt and' Cert Manager](){: style="width:7%"}](https://getbetterdevops.io/k8s-ingress-with-letsencrypt) [![==getbetterdevops.io: How To Deploy Helm Charts With Terraform== 🌟](){: style="width:7%"}](https://getbetterdevops.io/terraform-with-helm) [![getenroute.io: TSDB, Prometheus, Grafana In Kubernetes: Tracing A Variable' Across The OSS Monitoring Stack](){: style="width:7%"}](https://getenroute.io/blog/leverage-open-source-oss-derive-insights-grafana-prometheus-tsdb-kubernetes-standalone-api-gateway) [![getenroute.io: Drive API Security At Kubernetes Ingress Using Helm And Envoy' 🌟](){: style="width:7%"}](https://getenroute.io/docs/ingress-filter-legos-secure-microservices-apis-using-helm-envoy) [![Kuby](){: style="width:7%"}](https://getkuby.io) [![Matter](){: style="width:7%"}](https://getmatter.app) [![getseabird.github.io 🌟](){: style="width:7%"}](https://getseabird.github.io)

+[![gettopical.com: Get Django Latest News](){: style="width:7%"}](https://gettopical.com/djangoframework) [![None](){: style="width:7%"}](https://gigaom.com/report/gigaom-radar-for-data-storage-for-kubernetes) [![gijsreijn.medium.com: Optimizing Your DSC V3 Authoring Experience in VSCode](){: style="width:7%"}](https://gijsreijn.medium.com/optimizing-your-dsc-v3-authoring-experience-in-vscode-bd8e90c52312) [![Removing the last commit](){: style="width:7%"}](https://gist.github.com/CrookedNumber/8964442) [![GitHub Gist - Faheetah/Jenkinsfile.groovy: **Jenkinsfile idiosynchrasies' with escaping and quotes**](){: style="width:7%"}](https://gist.github.com/Faheetah/e11bd0315c34ed32e681616e41279ef4) [![gist.github.com: This snippet contains the steps to generate a terraform' plan and post it as a comment of a pull request in Azure DevOps](){: style="width:7%"}](https://gist.github.com/GTRekter/51f8be3fbfb13b3696f92e117d956597) [![gist.github.com/JamesMGreene: A comparison of using `git flow` commands' versus raw `git` commands](){: style="width:7%"}](https://gist.github.com/JamesMGreene/cdd0ac49f90c987e45ac) [![gist.github.com: How to protect your ~/.kube/ configuration](){: style="width:7%"}](https://gist.github.com/PatrLind/e651d3cbc3bf68e4bd9fcc9568cbd3fb) [![gist.github.com: Creating and Publishing NuGet Packages](){: style="width:7%"}](https://gist.github.com/andykuszyk/a5ee80ae263e77f651bed878c1deb03b) [![gist.github.com/chadmcrowell: AKS w/Virtual Nodes (ACI)](){: style="width:7%"}](https://gist.github.com/chadmcrowell/4d11b8a56aba3bdc32ea73c31104357b) [![gist.github.com: chadmcrowell/cidr.sh 🌟](){: style="width:7%"}](https://gist.github.com/chadmcrowell/f3fc3be2ca1fcb887034162c14d77e74)

+[![Git DMZ Flow](){: style="width:7%"}](https://gist.github.com/djspiewak/9f2f91085607a4859a66) [![With the Edge (Chromium) Tools for VS Code you can see the browser's Inspector and Dev Tools within VSCode, to debug your front-end code](){: style="width:7%"}](https://gist.github.com/hxlnt/60d0e62efdb973e221e585e2b990bfd6) [![github.com/jahe: Gradle Cheat Sheet](){: style="width:7%"}](https://gist.github.com/jahe/59557d507f43574b0d96) [![github.com/jiffle: Gradle Cheat Sheet](){: style="width:7%"}](https://gist.github.com/jiffle/499caa5f53ab8f90dc19a3040ee40f48) [![Kubernetes v1.16 API deprecation testing](){: style="width:7%"}](https://gist.github.com/jimangel/0014770713cdca8b363816930ef2520f) [![A curated list of AWS resources to prepare for the AWS Certifications](){: style="width:7%"}](https://gist.github.com/leonardofed) [![All you need to know to get started with the Kube Scheduler](){: style="width:7%"}](https://gist.github.com/luisalfonsopreciado/40a0fc2319241d517832affdce2bc1ff) [![gist.github.com/michaellihs (jenkins pipeline)](){: style="width:7%"}](https://gist.github.com/michaellihs/b08c89581ec597fa198cf74e2239f4a6) [![Get applied and effective apiVersion from Kubernetes objects](){: style="width:7%"}](https://gist.github.com/ninlil/affbf7514d4e74c7634e77f47e172236) [![A collapsible section containing markdown](){: style="width:7%"}](https://gist.github.com/pierrejoubert73/902cc94d79424356a8d20be2b382e1ab) [![gist.github.com: Openshift cheat sheet 2](){: style="width:7%"}](https://gist.github.com/rafaeltuelho/111850b0db31106a4d12a186e1fbc53e)

+[![==gist.github.com: GitOps for Helm Users== 🌟](){: style="width:7%"}](https://gist.github.com/scottrigby/a1a42c3292ec7899837c578ffdaaf92a) [![Kubectl output options 🌟](){: style="width:7%"}](https://gist.github.com/so0k/42313dbb3b547a0f51a547bb968696ba) [![GH Gists: gist.new](){: style="width:7%"}](https://gist.github.com/starred) [![Overview: running crc on a remote server](){: style="width:7%"}](https://gist.github.com/tmckayus/8e843f90c44ac841d0673434c7de0c6a) [![Helm Cheat Sheet](){: style="width:7%"}](https://gist.github.com/tuannvm/4e1bcc993f683ee275ed36e67c30ac49) [![gist.github.com/twasink: Jenkins Image, using Docker-in-Docker 🌟](){: style="width:7%"}](https://gist.github.com/twasink/d52ef998b2a5b24cdfaa9e7358c5282f) [![Kubernetes DaemonSet that enables a direct shell on each Node using SSH to localhost](){: style="width:7%"}](https://gist.github.com/xandout/8d24558c75c53f3cb8bf0a97ec25fcfc) [![GH Gists: gist.new](){: style="width:7%"}](https://gist.new) [![git-flow.readthedocs.io](){: style="width:7%"}](https://git-flow.readthedocs.io) [![git-flow.readthedocs.io](){: style="width:7%"}](https://git-flow.readthedocs.io/en/latest) [![Git](){: style="width:7%"}](https://git-scm.com)

+[![git-scm.com/book](){: style="width:7%"}](https://git-scm.com/book) [![git-scm.com: Distributed Git - Distributed Workflows](){: style="width:7%"}](https://git-scm.com/book/en/v2/Distributed-Git-Distributed-Workflows) [![git-scm.com: Git Branching - Branching Workflows](){: style="width:7%"}](https://git-scm.com/book/en/v2/Git-Branching-Branching-Workflows) [![git-scm.com: Git Tools - Submodules](){: style="width:7%"}](https://git-scm.com/book/en/v2/Git-Tools-Submodules) [![git-scm.com: Git reference](){: style="width:7%"}](https://git-scm.com/docs) [![git-secret.io](){: style="width:7%"}](https://git-secret.io) [![Gitea](){: style="width:7%"}](https://gitea.com) [![gitexplorer.com: Git Command Explorer 🌟🌟](){: style="width:7%"}](https://gitexplorer.com) [![github.blog: How to undo (almost) anything with Git](){: style="width:7%"}](https://github.blog/2015-06-08-how-to-undo-almost-anything-with-git) [![github.blog: VS Code: Now creating pull requests 🌟](){: style="width:7%"}](https://github.blog/2019-01-07-create-pull-requests-in-vscode) [![GitHub Actions CI/CD](){: style="width:7%"}](https://github.blog/2019-08-08-github-actions-now-supports-ci-cd)

+[![npm has joined GitHub](){: style="width:7%"}](https://github.blog/2020-04-15-npm-has-joined-github) [![Git Credential Manager Core: Building a universal authentication experience](){: style="width:7%"}](https://github.blog/2020-07-02-git-credential-manager-core-building-a-universal-authentication-experience) [![github.blog: How we launched docs.github.com](){: style="width:7%"}](https://github.blog/2020-07-02-how-we-launched-docs-github-com) [![github.blog: Highlights from Git 2.28](){: style="width:7%"}](https://github.blog/2020-07-27-highlights-from-git-2-28) [![Introducing GitHub’s OpenAPI Description](){: style="width:7%"}](https://github.blog/2020-07-27-introducing-githubs-openapi-description) [![Token authentication requirements for API and Git operations](){: style="width:7%"}](https://github.blog/2020-07-30-token-authentication-requirements-for-api-and-git-operations) [![GitHub Welcomes the OpenJDK Project!](){: style="width:7%"}](https://github.blog/2020-09-30-github-welcomes-the-openjdk-project) [![github.blog: What is DevOps? A guide to common methods and misconceptions' 🌟](){: style="width:7%"}](https://github.blog/2020-10-07-devops-definition) [![github.blog: Testing cloud apps with GitHub Actions and cloud-native open' source tools](){: style="width:7%"}](https://github.blog/2020-10-09-devops-cloud-testing) [![github.blog: Token authentication requirements for Git operations](){: style="width:7%"}](https://github.blog/2020-12-15-token-authentication-requirements-for-git-operations) [![github.blog: Commits are snapshots, not diffs](){: style="width:7%"}](https://github.blog/2020-12-17-commits-are-snapshots-not-diffs)

+[![github.blog: How to make DevOps your competitive advantage](){: style="width:7%"}](https://github.blog/2020-12-18-how-to-make-devops-your-competitive-advantage) [![github.blog: Learn about ghapi, a new third-party Python client for the' GitHub API](){: style="width:7%"}](https://github.blog/2020-12-18-learn-about-ghapi-a-new-third-party-python-client-for-the-github-api) [![github.blog: Get up to speed with partial clone and shallow clone](){: style="width:7%"}](https://github.blog/2020-12-21-get-up-to-speed-with-partial-clone-and-shallow-clone) [![github.blog: Improving how we deploy GitHub](){: style="width:7%"}](https://github.blog/2021-01-25-improving-how-we-deploy-github) [![github.blog: Deployment reliability at GitHub](){: style="width:7%"}](https://github.blog/2021-02-03-deployment-reliability-at-github) [![github.blog: Extending GitOps to reliability-as-code with GitHub and StackPulse](){: style="width:7%"}](https://github.blog/2021-02-04-extending-gitops-to-reliability-as-code-with-github-and-stackpulse) [![github.blog: Solving the innersource discovery problem - Discoverability](){: style="width:7%"}](https://github.blog/2021-03-23-solving-the-innersource-discovery-problem) [![github.blog: Implementing least privilege for secrets in GitHub Actions](){: style="width:7%"}](https://github.blog/2021-04-13-implementing-least-privilege-for-secrets-in-github-actions) [![github.blog: Work with GitHub Actions in your terminal with GitHub CLI](){: style="width:7%"}](https://github.blog/2021-04-15-work-with-github-actions-in-your-terminal-with-github-cli) [![github.blog: GitHub Actions update: Helping maintainers combat bad actors](){: style="width:7%"}](https://github.blog/2021-04-22-github-actions-update-helping-maintainers-combat-bad-actors) [![github.blog: How we ship code faster and safer with feature flags](){: style="width:7%"}](https://github.blog/2021-04-27-ship-code-faster-safer-feature-flags)

+[![github.blog: How we use GitHub Actions to manage GitHub Docs](){: style="width:7%"}](https://github.blog/2021-04-28-use-github-actions-manage-docs) [![github.blog: Security keys are now supported for SSH Git operations 🌟](){: style="width:7%"}](https://github.blog/2021-05-10-security-keys-supported-ssh-git-operations) [![github.blog: GitHub brings supply chain security features to the Go community](){: style="width:7%"}](https://github.blog/2021-07-22-github-supply-chain-security-features-go-community) [![github.blog: GitHub CLI 2.0 includes extensions!](){: style="width:7%"}](https://github.blog/2021-08-24-github-cli-2-0-includes-extensions) [![github.blog: 10 GitHub Actions resources to bookmark from the basics to' CI/CD](){: style="width:7%"}](https://github.blog/2021-11-04-10-github-actions-resources-basics-ci-cd) [![==github.blog: 5 DevOps tips to speed up your developer workflow== 🌟](){: style="width:7%"}](https://github.blog/2021-11-30-5-devops-tips-to-speed-up-your-developer-workflow) [![==github.blog: Safeguard your containers with new container signing capability' in GitHub Actions (cosign)==](){: style="width:7%"}](https://github.blog/2021-12-06-safeguard-container-signing-capability-actions) [![github.blog: Improving GitHub code search](){: style="width:7%"}](https://github.blog/2021-12-08-improving-github-code-search) [![github.blog: 5 automations every developer should be running](){: style="width:7%"}](https://github.blog/2021-12-16-5-automations-every-developer-should-be-running) [![==github.blog: Getting started with GitHub Actions just got easier!==](){: style="width:7%"}](https://github.blog/2021-12-17-getting-started-with-github-actions-just-got-easier) [![github.blog: Dependency graph now supports GitHub Actions](){: style="width:7%"}](https://github.blog/2022-01-31-dependency-graph-now-supports-github-actions)

+[![==github.blog: How to build a CI/CD pipeline with GitHub Actions in four' simple steps==](){: style="width:7%"}](https://github.blog/2022-02-02-build-ci-cd-pipeline-github-actions-four-steps) [![github.blog: How to start using reusable workflows with GitHub Actions](){: style="width:7%"}](https://github.blog/2022-02-10-using-reusable-workflows-github-actions) [![github.blog: Getting started with project planning on GitHub](){: style="width:7%"}](https://github.blog/2022-02-11-getting-started-with-project-planning-on-github) [![github.blog: Include diagrams in your Markdown files with Mermaid](){: style="width:7%"}](https://github.blog/2022-02-14-include-diagrams-markdown-files-mermaid) [![github.blog: Git Credential Manager: authentication for everyone](){: style="width:7%"}](https://github.blog/2022-04-07-git-credential-manager-authentication-for-everyone) [![GitHub Copilot is generally available to all developers](){: style="width:7%"}](https://github.blog/2022-06-21-github-copilot-is-generally-available-to-all-developers) [![github.blog: Improve Git monorepo performance with a file system monitor' 🌟](){: style="width:7%"}](https://github.blog/2022-06-29-improve-git-monorepo-performance-with-a-file-system-monitor) [![github.blog: Why Python keeps growing, explained](){: style="width:7%"}](https://github.blog/2023-03-02-why-python-keeps-growing-explained) [![github.blog: Highlights from Git 2.40](){: style="width:7%"}](https://github.blog/2023-03-13-highlights-from-git-2-40) [![github.blog: GitHub Copilot X: The AI-powered developer experience](){: style="width:7%"}](https://github.blog/2023-03-22-github-copilot-x-the-ai-powered-developer-experience) [![github.blog: Applying GitOps principles to your operations](){: style="width:7%"}](https://github.blog/2023-06-02-applying-gitops-principles-to-your-operations)

+[![Building a general-purpose accessibility agent and what we learned in the process](){: style="width:7%"}](https://github.blog/ai-and-ml/github-copilot/building-a-general-purpose-accessibility-agent-and-what-we-learned-in-the-process) [![Building an emoji list generator with the GitHub Copilot CLI](){: style="width:7%"}](https://github.blog/ai-and-ml/github-copilot/building-an-emoji-list-generator-with-the-github-copilot-cli) [![GitHub Copilot CLI for Beginners: Getting Started](){: style="width:7%"}](https://github.blog/ai-and-ml/github-copilot/github-copilot-cli-for-beginners-getting-started-with-github-copilot-cli) [![GitHub Copilot CLI for Beginners: Interactive vs Non-interactive Mode](){: style="width:7%"}](https://github.blog/ai-and-ml/github-copilot/github-copilot-cli-for-beginners-interactive-v-non-interactive-mode) [![GitHub recognized as a Leader in the Gartner Magic Quadrant for Enterprise AI Coding Agents for the third year in a row](){: style="width:7%"}](https://github.blog/ai-and-ml/github-copilot/github-recognized-as-a-leader-in-the-gartner-magic-quadrant-for-enterprise-ai-coding-agents-for-the-third-year-in-a-row) [![github.blog: GitHub CLI allows you to close, reopen, and add metadata to' issues and pull requests](){: style="width:7%"}](https://github.blog/changelog/2020-05-11-github-cli-allows-you-to-close-reopen-and-add-metadata-to-issues-and-pull-requests) [![github.blog: Mark pull requests as ready for review, view the diff, review,' and merge from GitHub CLI](){: style="width:7%"}](https://github.blog/changelog/2020-05-26-mark-pull-requests-as-ready-for-review-review-and-merge-from-github-cli) [![github.blog: Set the default branch for newly-created repositories](){: style="width:7%"}](https://github.blog/changelog/2020-08-26-set-the-default-branch-for-newly-created-repositories) [![Access control for GitHub Pages](){: style="width:7%"}](https://github.blog/changelog/2021-01-21-access-control-for-github-pages) [![github.blog: GitHub Actions: Control permissions for GITHUB_TOKEN 🌟](){: style="width:7%"}](https://github.blog/changelog/2021-04-20-github-actions-control-permissions-for-github_token) [![github.blog: GitHub Actions: Ephemeral self-hosted runners & new webhooks for auto-scaling](){: style="width:7%"}](https://github.blog/changelog/2021-09-20-github-actions-ephemeral-self-hosted-runners-new-webhooks-for-auto-scaling)

+[![github.blog: Improved pull request file filtering](){: style="width:7%"}](https://github.blog/changelog/2021-09-27-improved-pull-request-file-filtering) [![github.blog: Showing code scanning alerts on pull requests](){: style="width:7%"}](https://github.blog/changelog/2021-09-27-showing-code-scanning-alerts-on-pull-requests) [![github.blog: Container signing added to the Publish Docker Container workflow for GitHub Actions](){: style="width:7%"}](https://github.blog/changelog/2021-12-06-container-signing-added-to-the-publish-docker-container-workflow-for-github-actions) [![github.blog: Lists are now available as a public beta](){: style="width:7%"}](https://github.blog/changelog/2021-12-09-lists-are-now-available-as-a-public-beta) [![github.blog: GitHub Actions: Improvements to GitHub Actions starter experience](){: style="width:7%"}](https://github.blog/changelog/2021-12-17-github-actions-improvements-to-github-actions-starter-experience) [![GitHub Copilot Now Explains Failed Actions Jobs (GA)](){: style="width:7%"}](https://github.blog/changelog/2025-01-15-copilot-users-can-ask-about-a-failed-actions-job-ga) [![Create repositories on the go with GitHub Mobile - GitHub Changelog](){: style="width:7%"}](https://github.blog/changelog/2026-05-11-create-repositories-on-the-go-with-github-mobile) [![Gemini 3.5 Flash is Generally Available for GitHub Copilot](){: style="width:7%"}](https://github.blog/changelog/2026-05-19-gemini-3-5-flash-is-generally-available-for-github-copilot) [![github.blog: 5 DevOps tips to speed up your developer workflow 🌟](){: style="width:7%"}](https://github.blog/developer-skills/5-devops-tips-to-speed-up-your-developer-workflow) [![github.blog: 10 GitHub Actions resources to bookmark from the basics to CI/CD](){: style="width:7%"}](https://github.blog/developer-skills/github/10-github-actions-resources-basics-ci-cd) [![github.blog: 5 automations every developer should be running](){: style="width:7%"}](https://github.blog/developer-skills/github/5-automations-every-developer-should-be-running)

+[![github.blog: Deployment reliability at GitHub](){: style="width:7%"}](https://github.blog/developer-skills/github/deployment-reliability-at-github) [![github.blog: Getting started with project planning on GitHub](){: style="width:7%"}](https://github.blog/developer-skills/github/getting-started-with-project-planning-on-github) [![GitHub for Beginners: Getting started with Git and GitHub in VS Code](){: style="width:7%"}](https://github.blog/developer-skills/github/github-for-beginners-getting-started-with-git-and-github-in-vs-code) [![GitHub for Beginners: Getting Started with OSS Contributions](){: style="width:7%"}](https://github.blog/developer-skills/github/github-for-beginners-getting-started-with-oss-contributions) [![github.blog: Include diagrams in your Markdown files with Mermaid](){: style="width:7%"}](https://github.blog/developer-skills/github/include-diagrams-markdown-files-mermaid) [![github.blog: How to start using reusable workflows with GitHub Actions](){: style="width:7%"}](https://github.blog/developer-skills/github/using-reusable-workflows-github-actions) [![github.blog/developer-skills: 10 unexpected ways to use GitHub Copilot](){: style="width:7%"}](https://github.blog/developer-skills/programming-languages-and-frameworks/10-unexpected-ways-to-use-github-copilot) [![github.blog: Learn about ghapi, a new third-party Python client for the GitHub API](){: style="width:7%"}](https://github.blog/developer-skills/programming-languages-and-frameworks/learn-about-ghapi-a-new-third-party-python-client-for-the-github-api) [![github.blog: Why Python keeps growing, explained](){: style="width:7%"}](https://github.blog/developer-skills/programming-languages-and-frameworks/why-python-keeps-growing-explained) [![github.blog: How we launched docs.github.com](){: style="width:7%"}](https://github.blog/engineering/how-we-launched-docs-github-com) [![github.blog: Improve Git monorepo performance with a file system monitor 🌟](){: style="width:7%"}](https://github.blog/engineering/improve-git-monorepo-performance-with-a-file-system-monitor)

+[![github.blog: Improving GitHub code search](){: style="width:7%"}](https://github.blog/engineering/improving-github-code-search) [![github.blog: Security keys are now supported for SSH Git operations 🌟](){: style="width:7%"}](https://github.blog/engineering/security-keys-supported-ssh-git-operations) [![github.blog: How we ship code faster and safer with feature flags](){: style="width:7%"}](https://github.blog/engineering/ship-code-faster-safer-feature-flags) [![github.blog: How we use GitHub Actions to manage GitHub Docs](){: style="width:7%"}](https://github.blog/engineering/use-github-actions-manage-docs) [![github.blog: How to build a CI/CD pipeline with GitHub Actions in four simple steps](){: style="width:7%"}](https://github.blog/enterprise-software/ci-cd/build-ci-cd-pipeline-github-actions-four-steps) [![github.blog: Applying GitOps principles to your operations](){: style="width:7%"}](https://github.blog/enterprise-software/devops/applying-gitops-principles-to-your-operations) [![github.blog: Testing cloud apps with GitHub Actions and cloud-native open source tools](){: style="width:7%"}](https://github.blog/enterprise-software/devops/devops-cloud-testing) [![github.blog: What is DevOps? A guide to common methods and misconceptions 🌟](){: style="width:7%"}](https://github.blog/enterprise-software/devops/devops-definition) [![github.blog: Extending GitOps to reliability-as-code with GitHub and StackPulse](){: style="width:7%"}](https://github.blog/enterprise-software/devops/extending-gitops-to-reliability-as-code-with-github-and-stackpulse) [![github.blog: How to make DevOps your competitive advantage](){: style="width:7%"}](https://github.blog/enterprise-software/devops/how-to-make-devops-your-competitive-advantage) [![github.blog: Improving how we deploy GitHub](){: style="width:7%"}](https://github.blog/enterprise-software/devops/improving-how-we-deploy-github)

+[![github.blog: Solving the innersource discovery problem - Discoverability](){: style="width:7%"}](https://github.blog/enterprise-software/devops/solving-the-innersource-discovery-problem) [![GitHub Welcomes the OpenJDK Project!](){: style="width:7%"}](https://github.blog/news-insights/company-news/github-welcomes-the-openjdk-project) [![npm has joined GitHub](){: style="width:7%"}](https://github.blog/news-insights/company-news/npm-has-joined-github) [![None](){: style="width:7%"}](https://github.blog/news-insights/company-news/still-a-developer-just-outside-our-latest-github-shop-collection-is-here) [![Token authentication requirements for API and Git operations](){: style="width:7%"}](https://github.blog/news-insights/company-news/token-authentication-requirements-for-api-and-git-operations) [![How researchers are using GitHub Innovation Graph data to reveal the β€œdigital complexity” of nations](){: style="width:7%"}](https://github.blog/news-insights/policy-news-and-insights/how-researchers-are-using-github-innovation-graph-data-to-reveal-the-digital-complexity-of-nations) [![github.blog: VS Code: Now creating pull requests 🌟](){: style="width:7%"}](https://github.blog/news-insights/product-news/create-pull-requests-in-vscode) [![github.blog: Dependency graph now supports GitHub Actions](){: style="width:7%"}](https://github.blog/news-insights/product-news/dependency-graph-now-supports-github-actions) [![github.blog: Getting started with GitHub Actions just got easier!](){: style="width:7%"}](https://github.blog/news-insights/product-news/getting-started-with-github-actions-just-got-easier) [![GitHub Actions CI/CD](){: style="width:7%"}](https://github.blog/news-insights/product-news/github-actions-now-supports-ci-cd) [![github.blog: GitHub CLI 2.0 includes extensions!](){: style="width:7%"}](https://github.blog/news-insights/product-news/github-cli-2-0-includes-extensions)

+[![GitHub Copilot is generally available to all developers](){: style="width:7%"}](https://github.blog/news-insights/product-news/github-copilot-is-generally-available-to-all-developers) [![github.blog: GitHub Copilot X: The AI-powered developer experience](){: style="width:7%"}](https://github.blog/news-insights/product-news/github-copilot-x-the-ai-powered-developer-experience) [![Introducing GitHub’s OpenAPI Description](){: style="width:7%"}](https://github.blog/news-insights/product-news/introducing-githubs-openapi-description) [![Take your local GitHub sessions anywhere](){: style="width:7%"}](https://github.blog/news-insights/product-news/take-your-local-github-sessions-anywhere) [![github.blog: Work with GitHub Actions in your terminal with GitHub CLI](){: style="width:7%"}](https://github.blog/news-insights/product-news/work-with-github-actions-in-your-terminal-with-github-cli) [![Building GitHub's next chapter in accessibility](){: style="width:7%"}](https://github.blog/open-source/building-githubs-next-chapter-in-accessibility) [![Beyond the engine: 10 open source projects shaping how games actually get made](){: style="width:7%"}](https://github.blog/open-source/gaming/beyond-the-engine-10-open-source-projects-shaping-how-games-actually-get-made) [![Dungeons and Desktops: 10 Roguelikes That Never Die (Because Their Communities Won't Let Them)](){: style="width:7%"}](https://github.blog/open-source/gaming/dungeons-desktops-10-roguelikes-that-never-die-because-their-communities-wont-let-them) [![github.blog: Commits are snapshots, not diffs](){: style="width:7%"}](https://github.blog/open-source/git/commits-are-snapshots-not-diffs) [![github.blog: Get up to speed with partial clone and shallow clone](){: style="width:7%"}](https://github.blog/open-source/git/get-up-to-speed-with-partial-clone-and-shallow-clone) [![Git Credential Manager Core: Building a universal authentication experience](){: style="width:7%"}](https://github.blog/open-source/git/git-credential-manager-core-building-a-universal-authentication-experience)

+[![github.blog: Highlights from Git 2.28](){: style="width:7%"}](https://github.blog/open-source/git/highlights-from-git-2-28) [![github.blog: Highlights from Git 2.40](){: style="width:7%"}](https://github.blog/open-source/git/highlights-from-git-2-40) [![github.blog: How to undo (almost) anything with Git](){: style="width:7%"}](https://github.blog/open-source/git/how-to-undo-almost-anything-with-git) [![github.blog: GitHub Actions update: Helping maintainers combat bad actors](){: style="width:7%"}](https://github.blog/open-source/maintainers/github-actions-update-helping-maintainers-combat-bad-actors) [![github.blog: Git Credential Manager: authentication for everyone](){: style="width:7%"}](https://github.blog/security/application-security/git-credential-manager-authentication-for-everyone) [![GitHub Code Security Risk Assessment: Free Vulnerability Scanning](){: style="width:7%"}](https://github.blog/security/application-security/how-exposed-is-your-code-find-out-in-minutes-for-free) [![github.blog: Implementing least privilege for secrets in GitHub Actions](){: style="width:7%"}](https://github.blog/security/application-security/implementing-least-privilege-for-secrets-in-github-actions) [![github.blog: Token authentication requirements for Git operations](){: style="width:7%"}](https://github.blog/security/application-security/token-authentication-requirements-for-git-operations) [![Investigation update: GitHub Enterprise Server signing key rotation](){: style="width:7%"}](https://github.blog/security/investigating-unauthorized-access-to-githubs-internal-repositories) [![Raising the bar: Quality, shared responsibility, and the future of GitHub's bug bounty program](){: style="width:7%"}](https://github.blog/security/raising-the-bar-quality-shared-responsibility-and-the-future-of-githubs-bug-bounty-program) [![github.blog: GitHub brings supply chain security features to the Go community](){: style="width:7%"}](https://github.blog/security/supply-chain-security/github-supply-chain-security-features-go-community)

+[![github.blog: Safeguard your containers with new container signing capability in GitHub Actions (cosign)](){: style="width:7%"}](https://github.blog/security/supply-chain-security/safeguard-container-signing-capability-actions) [![github.com/01mf02/jaq](){: style="width:7%"}](https://github.com/01mf02/jaq) [![github.com/10tanmay100: MEDICAL-DATA-PROJECT-END2END-WITH-FEW-MLOPS](){: style="width:7%"}](https://github.com/10tanmay100/MEDICAL-DATA-PROJECT-END2END-WITH-FEW-MLOPS) [![github.com/2-alchemists/krossboard-kubernetes-operator](){: style="width:7%"}](https://github.com/2-alchemists/krossboard) [![github.com/2-alchemists/krossboard-kubernetes-operator](){: style="width:7%"}](https://github.com/2-alchemists/krossboard-kubernetes-operator) [![23andMe/Yamale](){: style="width:7%"}](https://github.com/23andMe/Yamale) [![4ARMED/kubeletmein](){: style="width:7%"}](https://github.com/4ARMED/kubeletmein) [![AWS Vault](){: style="width:7%"}](https://github.com/99designs/aws-vault) [![ABZ-Aaron/CheatSheets](){: style="width:7%"}](https://github.com/ABZ-Aaron/CheatSheets) [![github.com/ABZ-Aaron: SQL Cheat Sheet 🌟](){: style="width:7%"}](https://github.com/ABZ-Aaron/cheat-sheets) [![OpenShiftKubeAudit](){: style="width:7%"}](https://github.com/AICoE/OpenShiftKubeAudit)

+[![Abhisheksinhacoder/collection-of-useful-scripts](){: style="width:7%"}](https://github.com/Abhisheksinha1506/Collection-of-Useful-Scripts) [![Abhisheksinhacoder/collection-of-useful-scripts](){: style="width:7%"}](https://github.com/Abhisheksinhacoder/collection-of-useful-scripts) [![K8GB - Kubernetes Global Balancer](){: style="width:7%"}](https://github.com/AbsaOSS/k8gb) [![github.com/AdamRussak/k8f](){: style="width:7%"}](https://github.com/AdamRussak/k8f) [![github.com/AdminTurnedDevOps/CapabilityPE](){: style="width:7%"}](https://github.com/AdminTurnedDevOps/CapabilityPE) [![==AdminTurnedDevOps/DevOps-The-Hard-Way-AWS==](){: style="width:7%"}](https://github.com/AdminTurnedDevOps/DevOps-The-Hard-Way-AWS) [![==AdminTurnedDevOps/Terraform-The-Hard-Way==](){: style="width:7%"}](https://github.com/AdminTurnedDevOps/Terraform-The-Hard-Way) [![==github.com/AdminTurnedDevOps/kubernetes-examples==](){: style="width:7%"}](https://github.com/AdminTurnedDevOps/kubernetes-examples) [![==github.com/AdminTurnedDevOps/kubernetes-in-production-examples==](){: style="width:7%"}](https://github.com/AdminTurnedDevOps/kubernetes-in-production-examples) [![free-claude-code](){: style="width:7%"}](https://github.com/Alishahryar1/free-claude-code) [![Altinity/clickhouse-operator](){: style="width:7%"}](https://github.com/Altinity/clickhouse-operator)

+[![github: Andrew-Klaas/hashi-k8s-demo](){: style="width:7%"}](https://github.com/Andrew-Klaas/hashi-k8s-demo) [![PyWhatKit](){: style="width:7%"}](https://github.com/Ankit404butfound/PyWhatKit) [![App-vNext/Polly](){: style="width:7%"}](https://github.com/App-vNext/Polly) [![github.com/Asabeneh/30-Days-Of-Python](){: style="width:7%"}](https://github.com/Asabeneh/30-Days-Of-Python) [![github.com/Azure-Samples 🌟](){: style="width:7%"}](https://github.com/Azure-Samples) [![==github.com/Azure-Samples/aks-platform-engineering Building a Platform Engineering Environment on Azure Kubernetes Service (AKS)== 🌟](){: style="width:7%"}](https://github.com/Azure-Samples/aks-platform-engineering) [![github.com/Azure-Samples/api-management-workspaces-migration: Azure API' Management workspaces migration tool](){: style="width:7%"}](https://github.com/Azure-Samples/api-management-workspaces-migration) [![github.com/Azure-Samples/azure-ai-studio-secure-bicep](){: style="width:7%"}](https://github.com/Azure-Samples/azure-ai-studio-secure-bicep) [![Deploy Secure Azure AI Studio with a managed virtual network](){: style="width:7%"}](https://github.com/Azure-Samples/azure-ai-studio-secure-bicep/blob/main/bicep/managedvnet/README.md) [![github.com/Azure-Samples/azure-load-testing-samples 🌟](){: style="width:7%"}](https://github.com/Azure-Samples/azure-load-testing-samples) [![Azure-Samples/azure-pipelines-remote-tasks](){: style="width:7%"}](https://github.com/Azure-Samples/azure-pipelines-remote-tasks)

+[![Azure-Samples/azure-pipelines-variable-templates](){: style="width:7%"}](https://github.com/Azure-Samples/azure-pipelines-variable-templates) [![Azure-Samples/jenkins-terraform-azure-example](){: style="width:7%"}](https://github.com/Azure-Samples/jenkins-terraform-azure-example) [![Azure-Samples/jmeter-aci-terraform](){: style="width:7%"}](https://github.com/Azure-Samples/jmeter-aci-terraform) [![AZVerify: Bridging Azure Resources, Bicep Templates, and Diagrams with GitHub' Copilot](){: style="width:7%"}](https://github.com/Azure/AZVerify) [![github.com/Azure/Enterprise-Scale: ALZ AMA Update](){: style="width:7%"}](https://github.com/Azure/Enterprise-Scale/wiki/ALZ-AMA-Update) [![github.com/Azure/Microsoft-Defender-for-Cloud](){: style="width:7%"}](https://github.com/Azure/Microsoft-Defender-for-Cloud/tree/main/Workbooks/Network%20Security%20Dashboard) [![Azure/aad-pod-identity)](){: style="width:7%"}](https://github.com/Azure/aad-pod-identity) [![github.com/Azure/apiops 🌟](){: style="width:7%"}](https://github.com/Azure/apiops) [![github.com/Azure/awesome-terraform](){: style="width:7%"}](https://github.com/Azure/awesome-terraform) [![==github.com/Azure/azqr==](){: style="width:7%"}](https://github.com/Azure/azqr) [![github.com/Azure/aztfexport](){: style="width:7%"}](https://github.com/Azure/aztfexport)

+[![==Azure/azure-workload-identity==](){: style="width:7%"}](https://github.com/Azure/azure-workload-identity) [![Bicep](){: style="width:7%"}](https://github.com/Azure/bicep) [![==Azure/Draft== 🌟](){: style="width:7%"}](https://github.com/Azure/draft) [![github.com/Azure/eraser 🌟](){: style="width:7%"}](https://github.com/Azure/eraser) [![github.com/Azure/migration: The Migration Execution Guide.](){: style="width:7%"}](https://github.com/Azure/migration) [![Azure/placement-policy-scheduler-plugins](){: style="width:7%"}](https://github.com/Azure/placement-policy-scheduler-plugins) [![github.com/Azure/terraform-azurerm-aks](){: style="width:7%"}](https://github.com/Azure/terraform-azurerm-aks) [![==github.com/Azure/terraform-azurerm-caf-enterprise-scale==](){: style="width:7%"}](https://github.com/Azure/terraform-azurerm-caf-enterprise-scale) [![Azure/vscode-kubernetes-tools 🌟](){: style="width:7%"}](https://github.com/Azure/vscode-kubernetes-tools) [![SQErzo: Tiny ORM for Graph databases](){: style="width:7%"}](https://github.com/BBVA/sqerzo) [![BMW InnovationLab](){: style="width:7%"}](https://github.com/BMW-InnovationLab)

+[![asdf-kubectl](){: style="width:7%"}](https://github.com/Banno/asdf-kubectl) [![==github.com/Berops/claudie==](){: style="width:7%"}](https://github.com/Berops/claudie) [![BishopFox/iam-vulnerable](){: style="width:7%"}](https://github.com/BishopFox/iam-vulnerable) [![kubergui: Kubernetes Deployment Builder🌟](){: style="width:7%"}](https://github.com/BrandonPotter/kubergui) [![github.com/BrianCollet/onboard-automator](){: style="width:7%"}](https://github.com/BrianCollet/onboard-automator) [![xsv](){: style="width:7%"}](https://github.com/BurntSushi/xsv) [![github.com/CASIA-IVA-Lab/FastSAM](){: style="width:7%"}](https://github.com/CASIA-IVA-Lab/FastSAM) [![github.com/CASIA-IVA-Lab/FastSAM](){: style="width:7%"}](https://github.com/CASIA-LMC-Lab/FastSAM) [![OpenShift AI Examples](){: style="width:7%"}](https://github.com/CastawayEGR/openshift-ai-examples) [![==Checkmarx/kics==](){: style="width:7%"}](https://github.com/Checkmarx/kics) [![Beetle](){: style="width:7%"}](https://github.com/Clivern/Beetle)

+[![==github.com/Cloud-Architekt: Azure AD - Attack and Defense Playbook==](){: style="width:7%"}](https://github.com/Cloud-Architekt/AzureAD-Attack-Defense) [![kuberhealthy 🌟](){: style="width:7%"}](https://github.com/Comcast/kuberhealthy) [![==github.com/ContainerSSH/ContainerSSH==](){: style="width:7%"}](https://github.com/ContainerSSH/ContainerSSH) [![ContainerSolutions/ImageWolf: ImageWolf - Fast Distribution of Docker Images' on Clusters](){: style="width:7%"}](https://github.com/ContainerSolutions/ImageWolf) [![github.com/ContainerSolutions/delayed-jobs-operator](){: style="width:7%"}](https://github.com/ContainerSolutions/delayed-jobs-operator) [![Kubernetes Examples](){: style="width:7%"}](https://github.com/ContainerSolutions/kubernetes-examples) [![CoolerVoid/codecat: CodeCat - Tool to help in static code analysis](){: style="width:7%"}](https://github.com/CoolerVoid/codecat) [![github.com/CrunchyData](){: style="width:7%"}](https://github.com/CrunchyData) [![Crunchy Containers Community Edition](){: style="width:7%"}](https://github.com/CrunchyData/crunchy-containers) [![github.com/CrunchyData/postgres-operator](){: style="width:7%"}](https://github.com/CrunchyData/postgres-operator) [![DATA-DOG/go-sqlmock](){: style="width:7%"}](https://github.com/DATA-DOG/go-sqlmock)

+[![DaspawnW/vault-crd](){: style="width:7%"}](https://github.com/DaspawnW/vault-crd) [![github.com/DataCater/datacater (real-time, cloud-native data pipeline platform)](){: style="width:7%"}](https://github.com/DataCater/datacater) [![==github.com/DataExpert-io/data-engineer-handbook== 🌟](){: style="width:7%"}](https://github.com/DataExpert-io/data-engineer-handbook) [![github.com/DevOps-Nirvana/Grafana-Dashboards](){: style="width:7%"}](https://github.com/DevOps-Nirvana/Grafana-Dashboards) [![github.com/DevOps-Nirvana: Kubernetes Volume / Disk Autoscaler (via Prometheus)](){: style="width:7%"}](https://github.com/DevOps-Nirvana/Kubernetes-Volume-Autoscaler) [![==github.com/DevOps-Projects-Ideas/DevOps-Books== 🌟🌟](){: style="width:7%"}](https://github.com/DevOps-Projects-Ideas/DevOps-Books) [![kubech (kubectl change)](){: style="width:7%"}](https://github.com/DevOpsHiveHQ/kubech) [![github.com/DhruvinSoni30/Terraform_multiple_modules](){: style="width:7%"}](https://github.com/DhruvinSoni30/Terraform_multiple_modules) [![DontShaveTheYak/jenkins-std-lib:  Jenkins Standard Shared Library 🌟](){: style="width:7%"}](https://github.com/DontShaveTheYak/jenkins-std-lib) [![Droogans/How To Write Unmaintainable Code](){: style="width:7%"}](https://github.com/Droogans/unmaintainable-code) [![daedalOS - Desktop Environment in the Browser](){: style="width:7%"}](https://github.com/DustinBrett/daedalOS)

+[![kubeload - load testing](){: style="width:7%"}](https://github.com/Efrat19/kubeload) [![ElYusubov/AWESOME-Azure-Bicep: AWESOME Azure Bicep](){: style="width:7%"}](https://github.com/ElYusubov/AWESOME-Azure-Bicep) [![==github.com/ElanShudnow/AzureCode==](){: style="width:7%"}](https://github.com/ElanShudnow/AzureCode) [![github.com/ElanShudnow/AzureCode: AzVNETOverlap.ps1](){: style="width:7%"}](https://github.com/ElanShudnow/AzureCode/blob/main/PowerShell/AzVNETOverlap/README.md) [![github.com/ElanShudnow/AzureCode/tree/main/PowerShell/AzResourceMoveSupport](){: style="width:7%"}](https://github.com/ElanShudnow/AzureCode/tree/main/PowerShell/AzResourceMoveSupport) [![github.com/ElementTech/kube-reqsizer](){: style="width:7%"}](https://github.com/ElementTech/kube-reqsizer) [![github.com/Email-Dashboard:](){: style="width:7%"}](https://github.com/Email-Dashboard/Email-Dashboard) [![feat(storage): add Route 53 backend (TXT records, base64-encoded items, the works)](){: style="width:7%"}](https://github.com/ExtendDB/extenddb/pull/54) [![gemini](){: style="width:7%"}](https://github.com/FairwindsOps/gemini) [![==github.com/FairwindsOps: Goldilocks is a utility that can help you identify' a starting point for resource requests and limits==](){: style="width:7%"}](https://github.com/FairwindsOps/goldilocks) [![FairwindsOps/gonogo](){: style="width:7%"}](https://github.com/FairwindsOps/gonogo)

+[![Pluto is a cli tool to help discover deprecated apiVersions in Kubernetes 🌟](){: style="width:7%"}](https://github.com/FairwindsOps/pluto) [![Polaris](){: style="width:7%"}](https://github.com/FairwindsOps/polaris) [![==FairwindsOps/rbac-manager: RBAC Manager== 🌟](){: style="width:7%"}](https://github.com/FairwindsOps/rbac-manager) [![Saffire](){: style="width:7%"}](https://github.com/FairwindsOps/saffire) [![Armada](){: style="width:7%"}](https://github.com/G-Research/armada) [![isaaguilar/terraform-operator: Terraform Operator](){: style="width:7%"}](https://github.com/GalleyBytes/terraform-operator) [![kubeonoff](){: style="width:7%"}](https://github.com/GambitResearch/kubeonoff) [![DockSTARTer](){: style="width:7%"}](https://github.com/GhostWriters/DockSTARTer) [![==Git Credential Manager==](){: style="width:7%"}](https://github.com/GitCredentialManager/git-credential-manager) [![github.com/GitHubSecurityLab/actions-permissions: GitHub token permissions' Monitor and Advisor actions](){: style="width:7%"}](https://github.com/GitHubSecurityLab/actions-permissions) [![GoodforGod/java-logger-benchmark](){: style="width:7%"}](https://github.com/GoodforGod/java-logger-benchmark)

+[![github.com/GoogleCloudPlatform](){: style="width:7%"}](https://github.com/GoogleCloudPlatform) [![github.com/GoogleCloudPlatform/awesome-google-cloud: Awesome GCP](){: style="width:7%"}](https://github.com/GoogleCloudPlatform/awesome-google-cloud) [![Google Cloud Buildpacks](){: style="width:7%"}](https://github.com/GoogleCloudPlatform/buildpacks) [![click-to-deploy/sonarqube](){: style="width:7%"}](https://github.com/GoogleCloudPlatform/click-to-deploy/tree/master/k8s/sonarqube) [![github.com/GoogleCloudPlatform/cloud-code-samples 🌟](){: style="width:7%"}](https://github.com/GoogleCloudPlatform/cloud-code-samples) [![El Carro: The Oracle Operator for Kubernetes 🌟](){: style="width:7%"}](https://github.com/GoogleCloudPlatform/elcarro-oracle-operator) [![==GoogleCloudPlatform/golang-samples: Sample apps and code written for Google' Cloud in the Go programming language.==](){: style="width:7%"}](https://github.com/GoogleCloudPlatform/golang-samples) [![github.com/GoogleCloudPlatform/k8s-config-connector: GCP Config Connector](){: style="width:7%"}](https://github.com/GoogleCloudPlatform/k8s-config-connector) [![GoogleCloudPlatform/secrets-store-csi-driver-provider-gcp: Google Secret' Manager Provider for Secret Store CSI Driver](){: style="width:7%"}](https://github.com/GoogleCloudPlatform/secrets-store-csi-driver-provider-gcp) [![github.com/GoogleCloudPlatform/terraformer 🌟](){: style="width:7%"}](https://github.com/GoogleCloudPlatform/terraformer) [![GoogleContainerTools/container-structure-test](){: style="width:7%"}](https://github.com/GoogleContainerTools/container-structure-test)

+[![jib](){: style="width:7%"}](https://github.com/GoogleContainerTools/jib) [![kaniko](){: style="width:7%"}](https://github.com/GoogleContainerTools/kaniko) [![TerraSchema: Generate JSON Schema from Terraform Configurations](){: style="width:7%"}](https://github.com/HewlettPackard/terraschema) [![HolmesGPT (Robusta)](){: style="width:7%"}](https://github.com/HolmesGPT/holmesgpt) [![vbouchaud/k8s-ldap-auth](){: style="width:7%"}](https://github.com/HopopOps/k8s-ldap-auth) [![github.com/IBM/CP4MCM-SDK : Business Partner App Integration with IBM MCM](){: style="width:7%"}](https://github.com/IBM/CP4MCM-SDK) [![IBM/argocd-vault-plugin](){: style="width:7%"}](https://github.com/IBM/argocd-vault-plugin) [![github.com/IBM/varnish-operator](){: style="width:7%"}](https://github.com/IBM/varnish-operator) [![github.com/Ileriayo/markdown-badges: Markdown Badges](){: style="width:7%"}](https://github.com/Ileriayo/markdown-badges) [![Kube_query](){: style="width:7%"}](https://github.com/Isan-Rivkin/kube_query) [![KubeUI: A Desktop Kubernetes Client](){: style="width:7%"}](https://github.com/IvanJosipovic/KubeUI)

+[![github.com/JFolberth/TheYAMLPipelineOne 🌟](){: style="width:7%"}](https://github.com/JFolberth/TheYAMLPipelineOne) [![github.com/JFryy/qq](){: style="width:7%"}](https://github.com/JFryy/qq) [![github.com/JPCERTCC/LogonTracer](){: style="width:7%"}](https://github.com/JPCERTCC/LogonTracer) [![github.com/JamesTGrant/kubectl-debug](){: style="width:7%"}](https://github.com/JamesTGrant/kubectl-debug) [![junit5-kubernetes](){: style="width:7%"}](https://github.com/JeanBaptisteWATENBERG/junit5-kubernetes) [![github.com/JovianX/Service-Hub](){: style="width:7%"}](https://github.com/JovianX/Service-Hub) [![JovianX/helm-release-plugin](){: style="width:7%"}](https://github.com/JovianX/helm-release-plugin) [![github.com/JulianHayward/AzADServicePrincipalInsights](){: style="width:7%"}](https://github.com/JulianHayward/AzADServicePrincipalInsights) [![Junos-terraform: JUNOS Terraform Automation Framework (JTAF)](){: style="width:7%"}](https://github.com/Juniper/Junos-terraform) [![Configure Docker Service To Use Insecure Registry](){: style="width:7%"}](https://github.com/Juniper/contrail-docker/wiki/Configure-docker-service-to-use-insecure-registry) [![k8studio.github.io/k8studio](){: style="width:7%"}](https://github.com/K8Studio/K8studio)

+[![github.com/KWasm/podman-wasm](){: style="width:7%"}](https://github.com/KWasm/podman-wasm) [![KnicKnic/temp-kubernetes-ci: Temp Kubernetes CI](){: style="width:7%"}](https://github.com/KnicKnic/temp-kubernetes-ci) [![kubeinit 🌟](){: style="width:7%"}](https://github.com/Kubeinit/kubeinit) [![Kubermatic Kubernetes Platform 🌟](){: style="width:7%"}](https://github.com/Kubermatic/Kubermatic) [![Tegaki turns any Google Font into animated handwriting](){: style="width:7%"}](https://github.com/KurtGokhan/tegaki) [![github.com/KusionStack/kusion](){: style="width:7%"}](https://github.com/KusionStack/kusion) [![kubectl-eksporter 🌟](){: style="width:7%"}](https://github.com/Kyrremann/kubectl-eksporter) [![LeCoupa/awesome-cheatsheets](){: style="width:7%"}](https://github.com/LeCoupa/awesome-cheatsheets) [![LerryAlexander: Postman + Newman API Automated Tests running on a Jenkins' Pipeline 🌟](){: style="width:7%"}](https://github.com/LerryAlexander/postman_jenkins_api_tests) [![github.com/Levi-Michael/boto3-ec2-s3-management: A python tools base on' AWS boto3 for manage ec2 and s3 buckets](){: style="width:7%"}](https://github.com/Levi-Michael/boto3-ec2-s3-management) [![==github.com/Lightning-AI/engineering-class: Lightning Bits: Engineering' for Researchers== 🌟](){: style="width:7%"}](https://github.com/Lightning-AI/engineering-class)

+[![github.com/Lightning-AI/engineering-class: Episode 8: Creating a Pull Request' on GitHub](){: style="width:7%"}](https://github.com/Lightning-AI/engineering-class/blob/main/ep08-github-pr/Ep08-ShowNotes.md) [![github.com/Lightning-AI/engineering-class: Episode 9: Collaborating with' Pull Requests using GitHub](){: style="width:7%"}](https://github.com/Lightning-AI/engineering-class/blob/main/ep09-github-collab/Ep09-ShowNotes.md) [![github.com/LovesCloud/java-groovy-docker](){: style="width:7%"}](https://github.com/LovesCloud/java-groovy-docker) [![Bootstrap RKE Kubernetes Cluster in AWS Environment](){: style="width:7%"}](https://github.com/LukeMwila/bootstrap-rke-cluster-in-aws) [![port-map-operator](){: style="width:7%"}](https://github.com/MOZGIII/port-map-operator) [![Maelstromage/Log4jSherlock](){: style="width:7%"}](https://github.com/Maelstromage/Log4jSherlock) [![kubernetes-common-services](){: style="width:7%"}](https://github.com/ManagedKube/kubernetes-common-services) [![kubernetes-development-environment-in-a-box](){: style="width:7%"}](https://github.com/ManagedKube/kubernetes-development-environment-in-a-box) [![Masterminds/sprig: Sprig: Template functions for Go templates](){: style="width:7%"}](https://github.com/Masterminds/sprig) [![Mathieu-Desrochers/Learning-Go](){: style="width:7%"}](https://github.com/Mathieu-Desrochers/Learning-Go) [![github.com/MatthewCYLau: React App on Google Kubernetes Engine (GKE) with' Terraform](){: style="width:7%"}](https://github.com/MatthewCYLau/gcp-react-gke-terraform)

+[![github.com/MatthewCYLau: TypeScript Node Express Google Kubernetes Engine' (GKE)](){: style="width:7%"}](https://github.com/MatthewCYLau/node-express-typescript-k8-gke) [![MichaelCade/90DaysOfDevOps 🌟](){: style="width:7%"}](https://github.com/MichaelCade/90DaysOfDevOps) [![==github.com/MichaelMure/git-bug==](){: style="width:7%"}](https://github.com/MichaelMure/git-bug) [![Michaelpalacce/SimpleSecrets](){: style="width:7%"}](https://github.com/Michaelpalacce/SimpleSecrets) [![==Microsoft/azure-pipelines-tasks==](){: style="width:7%"}](https://github.com/Microsoft/azure-pipelines-tasks) [![github.com/MiteshSharma/PrometheusWithGrafana](){: style="width:7%"}](https://github.com/MiteshSharma/PrometheusWithGrafana) [![kubectl-node-restart 🌟](){: style="width:7%"}](https://github.com/MnrGreg/kubectl-node-restart) [![==github.com/Mr-Un1k0d3r/ATP-PowerShell-Scripts==](){: style="width:7%"}](https://github.com/Mr-Un1k0d3r/ATP-PowerShell-Scripts) [![github.com/NCCloud/mayfly: Ephemeral Kubernetes Resources 🌟](){: style="width:7%"}](https://github.com/NCCloud/mayfly) [![NVIDIA GPU Operator](){: style="width:7%"}](https://github.com/NVIDIA/gpu-operator) [![NVIDIA/k8s-device-plugin: NVIDIA device plugin for Kubernetes](){: style="width:7%"}](https://github.com/NVIDIA/k8s-device-plugin)

+[![None](){: style="width:7%"}](https://github.com/NVIDIA/nvidia-docker/blob/8c0eeba474cace48fdb8216f518063db2bd2d4d1/tools/src/nvidia/volumes.go#L103) [![Neoteroi/essentials-configuration-keyvault](){: style="width:7%"}](https://github.com/Neoteroi/essentials-configuration-keyvault) [![github.com/Netcracker/KubeMarine](){: style="width:7%"}](https://github.com/Netcracker/KubeMarine) [![Chaos Monkey](){: style="width:7%"}](https://github.com/Netflix/SimianArmy/wiki/Chaos-Monkey) [![None](){: style="width:7%"}](https://github.com/Netflix/consoleme) [![==github.com/Netflix/metaflow== 🌟](){: style="width:7%"}](https://github.com/Netflix/metaflow) [![github.com/NielsRogge/Transformers-Tutorials](){: style="width:7%"}](https://github.com/NielsRogge/Transformers-Tutorials) [![==NimbleArchitect/kubectl-ice== 🌟](){: style="width:7%"}](https://github.com/NimbleArchitect/kubectl-ice) [![Agents Towards Production](){: style="width:7%"}](https://github.com/NirDiamant/agents-towards-production) [![github.com/Noovolari/awesome-cloudops: Awesome CloudOps](){: style="width:7%"}](https://github.com/Noovolari/awesome-cloudops) [![NuGet/docs.microsoft.com-nuget: nuspec](){: style="width:7%"}](https://github.com/NuGet/docs.microsoft.com-nuget/blob/main/docs/reference/nuspec.md)

+[![None](){: style="width:7%"}](https://github.com/OT-CONTAINER-KIT/k8s-vault-webhook) [![Logging Operator](){: style="width:7%"}](https://github.com/OT-CONTAINER-KIT/logging-operator) [![OT-CONTAINER-KIT/mongodb-operator: MongoDB Operator](){: style="width:7%"}](https://github.com/OT-CONTAINER-KIT/mongodb-operator) [![Speculator: Redis Operator](){: style="width:7%"}](https://github.com/OT-CONTAINER-KIT/redis-operator) [![==github.com/OWASP: OWASP Kubernetes Top 10== 🌟](){: style="width:7%"}](https://github.com/OWASP/www-project-kubernetes-top-ten) [![github.com/OctopusDeploy/Octopus-TeamCity: JetBrains TeamCity plugin to' trigger releases on build completion](){: style="width:7%"}](https://github.com/OctopusDeploy/Octopus-TeamCity) [![github.com/OctopusDeploy/go-octopusdeploy](){: style="width:7%"}](https://github.com/OctopusDeploy/go-octopusdeploy) [![OpenFunction: Cloud Native Function-as-a-Service Platform (CNCF Sandbox' Project)](){: style="width:7%"}](https://github.com/OpenFunction/OpenFunction) [![OpenHFT/Java-Thread-Affinity](){: style="width:7%"}](https://github.com/OpenHFT/Java-Thread-Affinity) [![OpenSLO specification 🌟](){: style="width:7%"}](https://github.com/OpenSLO/OpenSLO) [![github.com/OpenShiftDemos 🌟](){: style="width:7%"}](https://github.com/OpenShiftDemos)

+[![SonarQube: An OpenShift-focused Docker build of Sonarqube](){: style="width:7%"}](https://github.com/OpenShiftDemos/sonarqube-openshift-docker) [![github.com/OvidiuBorlean/kubectl-sockperf](){: style="width:7%"}](https://github.com/OvidiuBorlean/kubectl-sockperf) [![github.com/OvidiuBorlean/kubectl-windumps](){: style="width:7%"}](https://github.com/OvidiuBorlean/kubectl-windumps) [![github.com/PacktPublishing: Kubernetes in Production Best Practices](){: style="width:7%"}](https://github.com/PacktPublishing/Kubernetes-in-Production-Best-Practices) [![github.com/PacktPublishing/The-Azure-Cloud-Native-Architecture-Mapbook](){: style="width:7%"}](https://github.com/PacktPublishing/The-Azure-Cloud-Native-Architecture-Mapbook) [![github.com/PacoVK/tapir](){: style="width:7%"}](https://github.com/PacoVK/tapir) [![PaloAltoNetworks/rbac-police](){: style="width:7%"}](https://github.com/PaloAltoNetworks/rbac-police) [![Awesome Angular](){: style="width:7%"}](https://github.com/PatrickJS/awesome-angular) [![jless](){: style="width:7%"}](https://github.com/PaulJuliusMartinez/jless) [![Autoscalable Kubernetes cluster at Exoscale, using Packer and Terraform](){: style="width:7%"}](https://github.com/PhilippeChepy/exoscale-kubernetes-crio) [![Plastic SCM DevOps Mergebot to implement a trunk-based development cycle](){: style="width:7%"}](https://github.com/PlasticSCM/trunk-mergebot)

+[![testcontainers-spring-boot 🌟](){: style="width:7%"}](https://github.com/Playtika/testcontainers-spring-boot) [![testcontainers-spring-boot 🌟](){: style="width:7%"}](https://github.com/PlaytikaOSS/testcontainers-spring-boot) [![Kubei 🌟](){: style="width:7%"}](https://github.com/Portshift/Kubei) [![**Kubei**](){: style="width:7%"}](https://github.com/Portshift/kubei) [![Helmsman: Helm Charts as Code 🌟](){: style="width:7%"}](https://github.com/Praqma/helmsman) [![kyaml2go (Pronounced as camel2go 🐫) 🌟](){: style="width:7%"}](https://github.com/PrasadG193/kyaml2go) [![Pscheidl/kubexplorer](){: style="width:7%"}](https://github.com/Pscheidl/kubectl-explorer) [![Pscheidl/kubexplorer](){: style="width:7%"}](https://github.com/Pscheidl/kubexplorer) [![PyGithub 🌟](){: style="width:7%"}](https://github.com/PyGithub/PyGithub) [![github.com/PyratLabs/ansible-role-k3s 🌟](){: style="width:7%"}](https://github.com/PyratLabs/ansible-role-k3s) [![github.com/Qovery/Torii](){: style="width:7%"}](https://github.com/Qovery/Torii)

+[![Qovery/engine: Qovery Engine 🌟](){: style="width:7%"}](https://github.com/Qovery/engine) [![Qovery/pleco](){: style="width:7%"}](https://github.com/Qovery/pleco) [![Quentin-M/etcd-cloud-operator](){: style="width:7%"}](https://github.com/Quentin-M/etcd-cloud-operator) [![Radware/radware-ansible: Radware Ansible Collection](){: style="width:7%"}](https://github.com/Radware/radware-ansible) [![Ramilito/kubediff ⭐](){: style="width:7%"}](https://github.com/Ramilito/kubediff) [![Ramilito/kubesess](){: style="width:7%"}](https://github.com/Ramilito/kubesess) [![github.com/Reaimua/AWS-CLI-Uploader-Project](){: style="width:7%"}](https://github.com/Reaimua/AWS-CLI-Uploader-Project) [![ReallyLiri/kubescout: Kube-Scout](){: style="width:7%"}](https://github.com/ReallyLiri/kubescout) [![RedisLabs/redis-enterprise-k8s-docs: Deploying Redis Enterprise on Kubernetes](){: style="width:7%"}](https://github.com/RedisLabs/redis-enterprise-k8s-docs) [![Portfall: A desktop k8s port-forwarding portal for easy access to all your cluster UIs 🌟](){: style="width:7%"}](https://github.com/Rested/portfall) [![Terraform Azure Multi-Region Zero-Trust Architecture](){: style="width:7%"}](https://github.com/Retzork/terraform-journey/tree/main/11%20Multi%20Region%20Zero%20Trust%20Architecture)

+[![==github.com/RoseSecurity/Terramaid==](){: style="width:7%"}](https://github.com/RoseSecurity/Terramaid) [![github: Kubernetes Deployment Orchestrator](){: style="width:7%"}](https://github.com/SAP-archive/kubernetes-deployment-orchestrator) [![None](){: style="width:7%"}](https://github.com/SAP/jenkins-library) [![github: Kubernetes Deployment Orchestrator](){: style="width:7%"}](https://github.com/SAP/kubernetes-deployment-orchestrator) [![Salaboy/From Monolith to K8s](){: style="width:7%"}](https://github.com/Salaboy/from-monolith-to-k8s) [![github.com/Saniewski/mongo-express-docker-extension](){: style="width:7%"}](https://github.com/Saniewski/mongo-express-docker-extension) [![==github.com/Shopify/kubeaudit== 🌟🌟](){: style="width:7%"}](https://github.com/Shopify/kubeaudit) [![==SigNoz: Open source Application Performance Monitoring (APM) & Observability' tool== 🌟](){: style="width:7%"}](https://github.com/SigNoz/signoz) [![github.com/SimonTheLeg/konf-go](){: style="width:7%"}](https://github.com/SimonTheLeg/konf-go) [![github.com/SkalskiP/top-cvpr-2023-papers](){: style="width:7%"}](https://github.com/SkalskiP/top-cvpr-2023-papers) [![github.com/Skarlso/crd-to-sample-yaml](){: style="width:7%"}](https://github.com/Skarlso/crd-to-sample-yaml)

+[![Skyvern](){: style="width:7%"}](https://github.com/Skyvern-ai/Skyvern) [![Azure Key Vault to Kubernetes](){: style="width:7%"}](https://github.com/SparebankenVest/azure-key-vault-to-kubernetes) [![SquadcastHub/awesome-sre-tools](){: style="width:7%"}](https://github.com/SquadcastHub/awesome-sre-tools) [![github.com/StackStorm](){: style="width:7%"}](https://github.com/StackStorm) [![StarpTech/k-andy](){: style="width:7%"}](https://github.com/StarpTech/k-andy) [![kmoncon](){: style="width:7%"}](https://github.com/Stono/kconmon) [![github.com/SymbioticLab/Oobleck: Oobleck - Resilient Distributed Training' Framework](){: style="width:7%"}](https://github.com/SymbioticLab/Oobleck) [![Tabularis: Open Source Desktop Client for Modern Databases with AI and MCP' Integration](){: style="width:7%"}](https://github.com/TabularisDB/tabularis/blob/main/README.es.md) [![Terraform Automation Demo using Google Cloud Provider](){: style="width:7%"}](https://github.com/TerraHubCorp/terraform-google-automation-demo) [![Awesome Testing](){: style="width:7%"}](https://github.com/TheJambo/awesome-testing) [![Synator Kubernetes Secret and ConfigMap synchronizer 🌟](){: style="width:7%"}](https://github.com/TheYkk/synator)

+[![Smocker (server mock) is a simple and efficient HTTP mock server](){: style="width:7%"}](https://github.com/Thiht/smocker) [![Part 2 Supplementary Code](){: style="width:7%"}](https://github.com/TrackMaven/getting-started-with-drf-angular/tree/part-2) [![Trendyol/kink](){: style="width:7%"}](https://github.com/Trendyol/kink) [![kubectl-view-webhook 🌟](){: style="width:7%"}](https://github.com/Trendyol/kubectl-view-webhook) [![github.com/Trolley-MGMT/trolleymgmt](){: style="width:7%"}](https://github.com/Trolley-MGMT/trolleymgmt) [![Tronde/ansible-role-rhel-patchmanagement](){: style="width:7%"}](https://github.com/Tronde/ansible-role-rhel-patchmanagement) [![github.com/UnderGreen/ansible-prometheus-node-exporter](){: style="width:7%"}](https://github.com/UnderGreen/ansible-prometheus-node-exporter) [![PM2](){: style="width:7%"}](https://github.com/Unitech/pm2) [![VictoriaMetrics/operator](){: style="width:7%"}](https://github.com/VictoriaMetrics/operator) [![Server Log Analyzer and Intrusion Detector](){: style="width:7%"}](https://github.com/Vigneshwari-08/Server_Log-Analyzer-Intrusion-Detector) [![github.com/VikParuchuri/surya](){: style="width:7%"}](https://github.com/VikParuchuri/surya)

+[![==github.com/Wilfred/difftastic==](){: style="width:7%"}](https://github.com/Wilfred/difftastic) [![github.com/William-Yeh/ansible-prometheus](){: style="width:7%"}](https://github.com/William-Yeh/ansible-prometheus) [![Python Multi-Process Execution Pool](){: style="width:7%"}](https://github.com/XI-lab/PyExPool) [![github.com/XingangPan/DragGAN](){: style="width:7%"}](https://github.com/XingangPan/DragGAN) [![Terraform Provider for Azure IPAM](){: style="width:7%"}](https://github.com/XtratusCloud/terraform-provider-azureipam) [![==github.com/XuehaiPan/nvitop== 🌟](){: style="width:7%"}](https://github.com/XuehaiPan/nvitop) [![YannickRe/msgraph-utility-scripts](){: style="width:7%"}](https://github.com/YannickRe/msgraph-utility-scripts) [![github.com: golang-cheat-sheet](){: style="width:7%"}](https://github.com/a8m/golang-cheat-sheet) [![kubech (kubectl change)](){: style="width:7%"}](https://github.com/aabouzaid/kubech) [![aalmiray/q-cli](){: style="width:7%"}](https://github.com/aalmiray/q-cli) [![volatiletech/sqlboiler](){: style="width:7%"}](https://github.com/aarondl/sqlboiler)

+[![==abahmed/kwatch==](){: style="width:7%"}](https://github.com/abahmed/kwatch) [![github.com/abessifi/ansible-sqlplus](){: style="width:7%"}](https://github.com/abessifi/ansible-sqlplus) [![abhirockzz/kubexpose-operator](){: style="width:7%"}](https://github.com/abhirockzz/kubexpose-operator) [![github: A very Long never ending Learning around Data Engineering & Machine' Learning](){: style="width:7%"}](https://github.com/abhishek-ch/around-dataengineering) [![go-kubectx](){: style="width:7%"}](https://github.com/aca/go-kubectx) [![github.com/acantril/learn-cantrill-io-labs](){: style="width:7%"}](https://github.com/acantril/learn-cantrill-io-labs) [![None](){: style="width:7%"}](https://github.com/acidonper/jump-app-docs) [![None](){: style="width:7%"}](https://github.com/acidonper/jump-app-gitops) [![acorn-io/acorn](){: style="width:7%"}](https://github.com/acorn-io/acorn) [![actions-runner-controller 🌟](){: style="width:7%"}](https://github.com/actions-runner-controller/actions-runner-controller) [![github.com/actions/actions-runner-controller 🌟](){: style="width:7%"}](https://github.com/actions/actions-runner-controller)

+[![Markdown Cheat Sheet 4](){: style="width:7%"}](https://github.com/adam-p/markdown-here/wiki/Markdown-Cheatsheet) [![Kubernetes Node Auto Labeller](){: style="width:7%"}](https://github.com/adaptant-labs/k8s-auto-labeller) [![k8s-dt-node-labeller](){: style="width:7%"}](https://github.com/adaptant-labs/k8s-dt-node-labeller) [![k8s-node-label-monitor: Kubernetes Node Label Monitor provides a custom' Kubernetes controller for monitoring and notifying changes in the label states of Kubernetes nodes (labels added, deleted, or updated), and can be run either node-local or cluster-wide](){: style="width:7%"}](https://github.com/adaptant-labs/k8s-node-label-monitor) [![github.com/admindroid-community/powershell-scripts: PowerShell Scripts for' Microsoft 365 Management, Reporting, and Auditing](){: style="width:7%"}](https://github.com/admindroid-community/powershell-scripts) [![github.com/adriannovegil/awesome-observability: Awesome Observability 🌟](){: style="width:7%"}](https://github.com/adriannovegil/awesome-observability) [![aelsabbahy/goss](){: style="width:7%"}](https://github.com/aelsabbahy/goss) [![ECC - The Agent Harness Performance Optimization System](){: style="width:7%"}](https://github.com/affaan-m/ECC) [![kube-ebpf-exporter 🌟](){: style="width:7%"}](https://github.com/ahas-sigs/kube-ebpf-exporter) [![ahmetb/kubectl-aliases](){: style="width:7%"}](https://github.com/ahmetb/kubectl-aliases) [![github.com/ahmetb/kubectl-foreach: kubectl foreach ⭐](){: style="width:7%"}](https://github.com/ahmetb/kubectl-foreach)

+[![kubectl-tree](){: style="width:7%"}](https://github.com/ahmetb/kubectl-tree) [![==kubectx + kubens: : Power tools for kubectl==🌟🌟](){: style="width:7%"}](https://github.com/ahmetb/kubectx) [![==ahmetb/kubernetes-network-policy-recipes== 🌟](){: style="width:7%"}](https://github.com/ahmetb/kubernetes-network-policy-recipes) [![aidansteele/secretsctx](){: style="width:7%"}](https://github.com/aidansteele/secretsctx) [![github.com/aimhubio/aim](){: style="width:7%"}](https://github.com/aimhubio/aim) [![github.com/airwallex: k8s-pod-restart-info-collector](){: style="width:7%"}](https://github.com/airwallex/k8s-pod-restart-info-collector) [![github.com/ajayk/drifter](){: style="width:7%"}](https://github.com/ajayk/drifter) [![None](){: style="width:7%"}](https://github.com/ajmyyra/ambassador-auth-oidc) [![akuity/awesome-argo 🌟](){: style="width:7%"}](https://github.com/akuity/awesome-argo) [![==github.com/akuity/kargo==](){: style="width:7%"}](https://github.com/akuity/kargo) [![Awesome Java 🌟](){: style="width:7%"}](https://github.com/akullpp/awesome-java)

+[![Alcide Advisor: an agentless service for Kubernetes audit and compliance' that's built to ensure a frictionless and secured DevSecOps workflow](){: style="width:7%"}](https://github.com/alcideio/advisor) [![==github.com/alcideio/rbac-tool==](){: style="width:7%"}](https://github.com/alcideio/rbac-tool) [![sKan](){: style="width:7%"}](https://github.com/alcideio/skan) [![github.com/alexdzyoba/ansible-jmx-exporter](){: style="width:7%"}](https://github.com/alexdzyoba/ansible-jmx-exporter) [![**k3sup (said 'ketchup')**](){: style="width:7%"}](https://github.com/alexellis/k3sup) [![registry-creds](){: style="width:7%"}](https://github.com/alexellis/registry-creds) [![==github.com/alexellis/run-job==](){: style="width:7%"}](https://github.com/alexellis/run-job) [![Awesome JMeter](){: style="width:7%"}](https://github.com/aliesbelik/awesome-jmeter) [![Allure Report 🌟](){: style="width:7%"}](https://github.com/allure-framework/allure2) [![github.com/aws-samples/aws-training-demo](){: style="width:7%"}](https://github.com/amazon-archives/aws-training-demo) [![AWS WAF sample rules](){: style="width:7%"}](https://github.com/amazon-archives/aws-waf-sample)

+[![Kubernetes Active Passive Applications](){: style="width:7%"}](https://github.com/amelbakry/kubernetes-active-passive) [![github.com/amitmavgupta/azure-terraform](){: style="width:7%"}](https://github.com/amitmavgupta/azure-terraform) [![grype: a vulnerability scanner for container images and filesystems](){: style="width:7%"}](https://github.com/anchore/grype) [![==anchore/syft==](){: style="width:7%"}](https://github.com/anchore/syft) [![anderseknert/awesome-opa 🌟](){: style="width:7%"}](https://github.com/anderseknert/awesome-opa) [![yh - YAML Highlighter](){: style="width:7%"}](https://github.com/andreazorzetto/yh) [![andredesousa/devops-best-practices](){: style="width:7%"}](https://github.com/andredesousa/devops-best-practices) [![github: Steps I used to install Nagios in the cloud](){: style="width:7%"}](https://github.com/andrewpuch/nagios_setup) [![International Tech Job Search Handbook](){: style="width:7%"}](https://github.com/andrewstetsenko/tech-jobs-with-relocation) [![github: Safe ways to do things in bash](){: style="width:7%"}](https://github.com/anordal/shellharden/blob/master/how_to_do_things_safely_in_bash.md) [![Ansible Collections 🌟](){: style="width:7%"}](https://github.com/ansible-collections)

+[![Amazon AWS Collection 🌟](){: style="width:7%"}](https://github.com/ansible-collections/amazon.aws) [![==ansible-community/awesome-ansible: Awesome Ansible== 🌟🌟🌟](){: style="width:7%"}](https://github.com/ansible-community/awesome-ansible) [![AWX](){: style="width:7%"}](https://github.com/ansible/awx) [![AWX Operator](){: style="width:7%"}](https://github.com/ansible/awx-operator) [![Ansistrano](){: style="width:7%"}](https://github.com/ansistrano) [![Setec 🌟](){: style="width:7%"}](https://github.com/anthonysterling/setec) [![github.com/antonarhipov/awesome-apm: Awesome APM](){: style="width:7%"}](https://github.com/antonarhipov/awesome-apm) [![Terraform Best Practices](){: style="width:7%"}](https://github.com/antonbabenko/terraform-best-practices) [![Terraform & OpenTofu Skill for AI Agents](){: style="width:7%"}](https://github.com/antonbabenko/terraform-skill) [![fx](){: style="width:7%"}](https://github.com/antonmedv/fx) [![None](){: style="width:7%"}](https://github.com/antrea-io/antrea)

+[![Apache Artemis JMeter](){: style="width:7%"}](https://github.com/apache/activemq-artemis) [![apisix](){: style="width:7%"}](https://github.com/apache/apisix) [![Apache Artemis JMeter](){: style="width:7%"}](https://github.com/apache/artemis) [![apache/dolphinscheduler: Apache DolphinScheduler 🌟](){: style="width:7%"}](https://github.com/apache/dolphinscheduler) [![apache/maven-mvnd](){: style="width:7%"}](https://github.com/apache/maven-mvnd) [![Apache Tomcat migration tool for Jakarta EE](){: style="width:7%"}](https://github.com/apache/tomcat-jakartaee-migration) [![**Apicurio** Registry](){: style="width:7%"}](https://github.com/apicurio/apicurio-registry) [![k3s-gitlab](){: style="width:7%"}](https://github.com/apk8s/k3s-gitlab) [![KubeSurvival 🌟](){: style="width:7%"}](https://github.com/aporia-ai/kubesurvival) [![ML Platform Workshop](){: style="width:7%"}](https://github.com/aporia-ai/mlplatform-workshop) [![qontract](){: style="width:7%"}](https://github.com/app-sre/qontract-server)

+[![Guard](){: style="width:7%"}](https://github.com/appscode/guard) [![appvia/cosign-keyless-admission-webhook](){: style="width:7%"}](https://github.com/appvia/cosign-keyless-admission-webhook) [![Kev](){: style="width:7%"}](https://github.com/appvia/kev) [![Krane 🌟](){: style="width:7%"}](https://github.com/appvia/krane) [![Kev](){: style="width:7%"}](https://github.com/appvia/tako) [![aquasecurity/cloudsec-icons](){: style="width:7%"}](https://github.com/aquasecurity/cloudsec-icons) [![kube-bench 🌟](){: style="width:7%"}](https://github.com/aquasecurity/kube-bench) [![kube-hunter 🌟](){: style="width:7%"}](https://github.com/aquasecurity/kube-hunter) [![==aquasecurity/starboard==](){: style="width:7%"}](https://github.com/aquasecurity/starboard) [![trivy](){: style="width:7%"}](https://github.com/aquasecurity/trivy) [![rubrix](){: style="width:7%"}](https://github.com/argilla-io/argilla)

+[![argoproj-labs/applicationset: Argo CD ApplicationSet Controller](){: style="width:7%"}](https://github.com/argoproj-labs/applicationset) [![argoproj-labs/argocd-autopilot: Argo-CD Autopilot](){: style="width:7%"}](https://github.com/argoproj-labs/argocd-autopilot) [![==argoproj-labs/argocd-vault-plugin==](){: style="width:7%"}](https://github.com/argoproj-labs/argocd-vault-plugin) [![argoproj-labs/applicationset: Argo CD ApplicationSet Controller](){: style="width:7%"}](https://github.com/argoproj/applicationset) [![Upgrade UI to React 19 #25203](){: style="width:7%"}](https://github.com/argoproj/argo-cd/issues/25203) [![feat(ui): Add AppSet to Application Resource Tree in Argo CD](){: style="width:7%"}](https://github.com/argoproj/argo-cd/pull/26601) [![Armada](){: style="width:7%"}](https://github.com/armadaproject/armada) [![k8s-platform-lcm: Kubernetes platform lifecycle management 🌟](){: style="width:7%"}](https://github.com/arminc/k8s-platform-lcm) [![Minnaker](){: style="width:7%"}](https://github.com/armory/minnaker) [![==Kubescape== 🌟](){: style="width:7%"}](https://github.com/armosec/kubescape) [![armosec/regolibrary](){: style="width:7%"}](https://github.com/armosec/regolibrary)

+[![arslanbilal/git-cheat-sheet 🌟🌟🌟](){: style="width:7%"}](https://github.com/arslanbilal/git-cheat-sheet) [![==arttor/helmify==](){: style="width:7%"}](https://github.com/arttor/helmify) [![github.com/arun-gupta/docker-jenkins-pipeline: Docker + Java + Jenkins Pipeline](){: style="width:7%"}](https://github.com/arun-gupta/docker-jenkins-pipeline) [![asdf-kubectl](){: style="width:7%"}](https://github.com/asdf-community/asdf-kubectl) [![go-micro](){: style="width:7%"}](https://github.com/asim/go-micro) [![github.com/askmeegs/learn-istio 🌟](){: style="width:7%"}](https://github.com/askmeegs/learn-istio) [![askmeegs/yaml-your-cloud](){: style="width:7%"}](https://github.com/askmeegs/yaml-your-cloud) [![GitHub: kube-monkey](){: style="width:7%"}](https://github.com/asobti/kube-monkey) [![kubebox](){: style="width:7%"}](https://github.com/astefanutti/kubebox) [![==Ruff==](){: style="width:7%"}](https://github.com/astral-sh/ruff) [![Awesome Test Automation](){: style="width:7%"}](https://github.com/atinfo/awesome-test-automation)

+[![==atombender/ktail== 🌟](){: style="width:7%"}](https://github.com/atombender/ktail) [![auchenberg/volkswagen](){: style="width:7%"}](https://github.com/auchenberg/volkswagen) [![Authelia 🌟](){: style="width:7%"}](https://github.com/authelia/authelia) [![github.com/automateyournetwork/automate_your_network: Automate Your Network' - John Capobianco - July 1st 2023](){: style="width:7%"}](https://github.com/automateyournetwork/automate_your_network) [![Awesome Go 🌟](){: style="width:7%"}](https://github.com/avelino/awesome-go) [![avencera/yamine](){: style="width:7%"}](https://github.com/avencera/yamine) [![https://github.com/awesome-devops/awesome-ansible](){: style="width:7%"}](https://github.com/awesome-devops/awesome-ansible) [![Awesome Sysadmin](){: style="width:7%"}](https://github.com/awesome-foss/awesome-sysadmin) [![awesome-it/adeploy](){: style="width:7%"}](https://github.com/awesome-it/adeploy) [![Awesome DevOps](){: style="width:7%"}](https://github.com/awesome-soft/awesome-devops) [![awesome-sre/awesome-sre](){: style="width:7%"}](https://github.com/awesome-sre/awesome-sre)

+[![AWS CloudFormation Guard](){: style="width:7%"}](https://github.com/aws-cloudformation/cloudformation-guard) [![AWS Controllers for Kubernetes (ACK) 🌟](){: style="width:7%"}](https://github.com/aws-controllers-k8s/community) [![==github.com/aws-ia/terraform-aws-eks-blueprints (examples) 🌟🌟🌟==](){: style="width:7%"}](https://github.com/aws-ia/terraform-aws-eks-blueprints) [![Direction for v5 of Terraform EKS Blueprints](){: style="width:7%"}](https://github.com/aws-ia/terraform-aws-eks-blueprints/blob/main/docs/v4-to-v5/motivation.md) [![github.com/aws-observability](){: style="width:7%"}](https://github.com/aws-observability) [![None](){: style="width:7%"}](https://github.com/aws-observability/terraform-aws-observability-accelerator) [![==aws-quickstart/cdk-eks-blueprints: Amazon EKS Blueprints for CDK==](){: style="width:7%"}](https://github.com/aws-quickstart/cdk-eks-blueprints) [![==github.com/aws-samples== 🌟](){: style="width:7%"}](https://github.com/aws-samples) [![github.com/aws-samples/aws-auto-inventory: AWS Automated Inventory 🌟](){: style="width:7%"}](https://github.com/aws-samples/aws-auto-inventory) [![github.com/aws-samples/cdk-k3s-cluster 🌟](){: style="width:7%"}](https://github.com/aws-samples/aws-cdk-for-k3scluster) [![==github.com/aws-samples/aws-cdk-stack-builder-tool==](){: style="width:7%"}](https://github.com/aws-samples/aws-cdk-stack-builder-tool)

+[![github.com/aws-samples/aws-customer-playbook-framework 🌟](){: style="width:7%"}](https://github.com/aws-samples/aws-customer-playbook-framework) [![github.com/aws-samples/aws-eks-accelerator-for-terraform: AWS EKS Accelerator' for Terraform 🌟](){: style="width:7%"}](https://github.com/aws-samples/aws-eks-accelerator-for-terraform) [![==aws-samples/aws-network-hub-for-terraform: Network Hub Account with Terraform==](){: style="width:7%"}](https://github.com/aws-samples/aws-network-hub-for-terraform) [![github.com/aws-samples: How to set up continuous replication from your third-party' secrets manager to AWS Secrets Manager](){: style="width:7%"}](https://github.com/aws-samples/aws-secrets-manager-hybrid-secret-replication-from-hashicorp-vault) [![github.com/aws-samples/aws-training-demo](){: style="width:7%"}](https://github.com/aws-samples/aws-training-demo) [![github.com/aws-samples/aws-waf-ops-dashboards](){: style="width:7%"}](https://github.com/aws-samples/aws-waf-ops-dashboards) [![==aws-samples/hardeneks==](){: style="width:7%"}](https://github.com/aws-samples/hardeneks) [![github.com/aws-samples: Apache Log4j2 CVE-2021-44228 node agent](){: style="width:7%"}](https://github.com/aws-samples/kubernetes-log4j-cve-2021-44228-node-agent) [![github.com/aws-samples: Guide to Resource Tagging Automation](){: style="width:7%"}](https://github.com/aws-samples/resource-tagging-automation) [![aws-samples/serverless-java-frameworks-samples: Lambda demo with common' Java application frameworks 🌟](){: style="width:7%"}](https://github.com/aws-samples/serverless-java-frameworks-samples) [![==github.com/aws-samples: AWS Service Catalog Engine for Terraform==](){: style="width:7%"}](https://github.com/aws-samples/service-catalog-engine-for-terraform-os)

+[![github.com/aws-samples: Service Control Policy examples](){: style="width:7%"}](https://github.com/aws-samples/service-control-policy-examples) [![github.com/aws-samples: Visualize AWS IAM Access Analyzer Policy Validation' Findings](){: style="width:7%"}](https://github.com/aws-samples/visualize-iam-access-analyzer-policy-validation-findings) [![AWS Well-Architected IaC Analyzer](){: style="width:7%"}](https://github.com/aws-samples/well-architected-iac-analyzer) [![None](){: style="width:7%"}](https://github.com/aws-solutions/aws-waf-security-automations) [![Amazon EC2 Metadata Mock](){: style="width:7%"}](https://github.com/aws/amazon-ec2-metadata-mock) [![azon EKS Pod Identity Webhook](){: style="width:7%"}](https://github.com/aws/amazon-eks-pod-identity-webhook) [![==aws/aws-node-termination-handler== 🌟](){: style="width:7%"}](https://github.com/aws/aws-node-termination-handler) [![aws/containers-roadmap: AWS Containers Roadmap](){: style="width:7%"}](https://github.com/aws/containers-roadmap) [![EKS Anywhere: github.com/aws/eks-anywhere](){: style="width:7%"}](https://github.com/aws/eks-anywhere) [![==github.com/aws/eks-charts== 🌟](){: style="width:7%"}](https://github.com/aws/eks-charts) [![==aws/eks-distro==](){: style="width:7%"}](https://github.com/aws/eks-distro)

+[![awslabs/karpenter](){: style="width:7%"}](https://github.com/aws/karpenter-provider-aws) [![aws/secrets-store-csi-driver-provider-aws: AWS Secrets Manager and Config' Provider for Secret Store CSI Driver](){: style="width:7%"}](https://github.com/aws/secrets-store-csi-driver-provider-aws) [![AWS Labs GitHub](){: style="width:7%"}](https://github.com/awslabs) [![awslabs/amazon-ecr-credential-helper: Amazon ECR Docker Credential Helper](){: style="width:7%"}](https://github.com/awslabs/amazon-ecr-credential-helper) [![ref1: docker build --network=host](){: style="width:7%"}](https://github.com/awslabs/amazon-eks-ami/issues/183) [![github.com/awslabs/amazon-s3-tar-tool: Amazon S3 Tar Tool](){: style="width:7%"}](https://github.com/awslabs/amazon-s3-tar-tool) [![github.com/awslabs/assisted-log-enabler-for-aws: Assisted Log Enabler -' Find resources that are not logging, and turn them on](){: style="width:7%"}](https://github.com/awslabs/assisted-log-enabler-for-aws) [![==awslabs/aws-cloudsaga: AWS CloudSaga - Simulate security events in AWS==](){: style="width:7%"}](https://github.com/awslabs/aws-cloudsaga) [![==github.com/awslabs: Kubernetes Migration Factory User Guide== 🌟](){: style="width:7%"}](https://github.com/awslabs/aws-kubernetes-migration-factory) [![AWS WAF sample rules](){: style="width:7%"}](https://github.com/awslabs/aws-waf-sample) [![==aws-quickstart/cdk-eks-blueprints: Amazon EKS Blueprints for CDK==](){: style="width:7%"}](https://github.com/awslabs/cdk-eks-blueprints)

+[![github.com/awslabs/cdk8s](){: style="width:7%"}](https://github.com/awslabs/cdk8s) [![awslabs/cognito-at-edge](){: style="width:7%"}](https://github.com/awslabs/cognito-at-edge) [![github.com/awslabs/diagram-as-code 🌟](){: style="width:7%"}](https://github.com/awslabs/diagram-as-code) [![awslabs/eks-node-viewer](){: style="width:7%"}](https://github.com/awslabs/eks-node-viewer) [![awslabs/karpenter](){: style="width:7%"}](https://github.com/awslabs/karpenter) [![github.com/awslabs/specctl](){: style="width:7%"}](https://github.com/awslabs/specctl) [![github.com/awslabs/sustainability-scanner: Sustainability Scanner (SusScanner)](){: style="width:7%"}](https://github.com/awslabs/sustainability-scanner) [![awslabs/terraform-iam-policy-validator](){: style="width:7%"}](https://github.com/awslabs/terraform-iam-policy-validator) [![kubectl-debug](){: style="width:7%"}](https://github.com/aylei/kubectl-debug) [![azohra/yaml.sh](){: style="width:7%"}](https://github.com/azohra/yaml.sh) [![Secure DevOps Kit for Azure](){: style="width:7%"}](https://github.com/azsk/DevOpsKit)

+[![DevOpsKit-docs](){: style="width:7%"}](https://github.com/azsk/DevOpsKit-docs) [![github.com/azure-devops](){: style="width:7%"}](https://github.com/azure-devops) [![None](){: style="width:7%"}](https://github.com/azure-samples/avm-terraform-labs) [![github.com/azure/fleet](){: style="width:7%"}](https://github.com/azure/fleet) [![github.com/azure/mission-critical-online: Welcome to Azure Mission-Critical' Online Reference Implementation](){: style="width:7%"}](https://github.com/azure/mission-critical-online) [![github.com/backstage/backstage](){: style="width:7%"}](https://github.com/backstage/backstage) [![VolSync 🌟](){: style="width:7%"}](https://github.com/backube/volsync) [![badarsebard/terraforge](){: style="width:7%"}](https://github.com/badarsebard/terraforge) [![Bank Vaults: Un Cuchillo Suizo para HashiCorp Vault en Kubernetes](){: style="width:7%"}](https://github.com/bank-vaults/bank-vaults) [![DAST operator](){: style="width:7%"}](https://github.com/banzaicloud/dast-operator) [![Banzai Kafka Operator](){: style="width:7%"}](https://github.com/banzaicloud/kafka-operator)

+[![Banzai Kafka Operator](){: style="width:7%"}](https://github.com/banzaicloud/koperator) [![banzaicloud/thanos-operator 🌟](){: style="width:7%"}](https://github.com/banzaicloud/thanos-operator) [![Secretize 🌟](){: style="width:7%"}](https://github.com/bbl/secretize) [![ctop 🌟](){: style="width:7%"}](https://github.com/bcicen/ctop) [![openapi-comment-parser](){: style="width:7%"}](https://github.com/bee-travels/openapi-comment-parser) [![KubeView 🌟](){: style="width:7%"}](https://github.com/benc-uk/kubeview) [![Awesome Scalability](){: style="width:7%"}](https://github.com/binhnguyennus/awesome-scalability) [![None](){: style="width:7%"}](https://github.com/biosimulations/biosimulations) [![biosimulations/deployment](){: style="width:7%"}](https://github.com/biosimulations/deployment) [![ecrcp](){: style="width:7%"}](https://github.com/bit-cloner/ecrcp) [![kcg 🌟](){: style="width:7%"}](https://github.com/bit-cloner/kcg)

+[![POKE - Provision Opinionated Kubernetes on EKS](){: style="width:7%"}](https://github.com/bit-cloner/poke) [![==bitnami-labs/kubewatch==](){: style="width:7%"}](https://github.com/bitnami-labs/kubewatch) [![kubecfg](){: style="width:7%"}](https://github.com/bitnami/kubecfg) [![Kubecrt](){: style="width:7%"}](https://github.com/blendle/kubecrt) [![bloomberg/goldpinger 🌟](){: style="width:7%"}](https://github.com/bloomberg/goldpinger) [![github.com/bloomberg/memray 🌟🌟](){: style="width:7%"}](https://github.com/bloomberg/memray) [![BitBucket Auto Merge](){: style="width:7%"}](https://github.com/bluefrg/bitbucket-auto-merge) [![github.com/bluxmit: Kubespray Workspace](){: style="width:7%"}](https://github.com/bluxmit/alnoda-workspaces) [![Kubevol 🌟](){: style="width:7%"}](https://github.com/bmaynard/kubevol) [![bmuschko/ckad-crash-course: Certified Kubernetes Application Developer (CKAD)' Crash Course](){: style="width:7%"}](https://github.com/bmuschko/ckad-crash-course) [![bmuschko/ckad-prep](){: style="width:7%"}](https://github.com/bmuschko/ckad-prep)

+[![bodywork-ml/bodywork-core: Bodywork](){: style="width:7%"}](https://github.com/bodywork-ml/bodywork-core) [![kubes 🌟](){: style="width:7%"}](https://github.com/boltops-tools/kubes) [![Meerkat](){: style="width:7%"}](https://github.com/borchero/meerkat) [![borchero/switchboard: Switchboard](){: style="width:7%"}](https://github.com/borchero/switchboard) [![Bors-ng: A merge bot for GitHub Pull Requests](){: style="width:7%"}](https://github.com/bors-ng/bors-ng) [![Boto](){: style="width:7%"}](https://github.com/boto/boto) [![box/kube-exec-controller](){: style="width:7%"}](https://github.com/box/kube-exec-controller) [![github.com/box/kube-iptables-tailer](){: style="width:7%"}](https://github.com/box/kube-iptables-tailer) [![bpftrace](){: style="width:7%"}](https://github.com/bpftrace/bpftrace) [![bregman-arie/devops-exercises 🌟](){: style="width:7%"}](https://github.com/bregman-arie/devops-exercises) [![==bregman-arie/devops-resources== 🌟](){: style="width:7%"}](https://github.com/bregman-arie/devops-resources)

+[![uptimerobot-operator](){: style="width:7%"}](https://github.com/brennerm/uptimerobot-operator) [![bridgecrewio/AirIAM](){: style="width:7%"}](https://github.com/bridgecrewio/AirIAM) [![Checkov 🌟](){: style="width:7%"}](https://github.com/bridgecrewio/checkov) [![helm-scanner](){: style="width:7%"}](https://github.com/bridgecrewio/helm-scanner) [![sheaf](){: style="width:7%"}](https://github.com/bryanl/sheaf) [![buger/jsonparser](){: style="width:7%"}](https://github.com/buger/jsonparser) [![github: burrsutter/9stepsawesome](){: style="width:7%"}](https://github.com/burrsutter/9stepsawesome) [![bytebase/bytebase](){: style="width:7%"}](https://github.com/bytebase/bytebase) [![Global K3s Deployment on Packet Baremetal 🌟](){: style="width:7%"}](https://github.com/c0dyhi11/k3s-linkerd) [![seaworthy: A CLI to verify #Kubernetes resource health !! 🌟](){: style="width:7%"}](https://github.com/cakehappens/seaworthy) [![caldito/soup](){: style="width:7%"}](https://github.com/caldito/soup)

+[![github.com/calvin-puram: Awesome Kubernetes Operator Resources](){: style="width:7%"}](https://github.com/calvin-puram/awesome-kubernetes-operator-resources) [![Cluster Monitoring stack for ARM / X86-64 platforms](){: style="width:7%"}](https://github.com/carlosedp/cluster-monitoring) [![github.com/carlosedp/lbconfig-operator: External Load Balancer Operator' 🌟](){: style="width:7%"}](https://github.com/carlosedp/lbconfig-operator) [![k8s-harness 🌟](){: style="width:7%"}](https://github.com/carlosonunez/k8s-harness) [![Kubernetes the Hard Way: Azure Edition](){: style="width:7%"}](https://github.com/carlosonunez/kubernetes-the-hard-way-on-azure) [![github.com/cavaliercoder/vpc-free](){: style="width:7%"}](https://github.com/cavaliercoder/vpc-free) [![cdk8s](){: style="width:7%"}](https://github.com/cdk8s-team/cdk8s) [![Ceph: A Distributed Object, Block, and File Storage Platform](){: style="width:7%"}](https://github.com/ceph/ceph) [![github.com/cert-manager: Policy Approver](){: style="width:7%"}](https://github.com/cert-manager/approver-policy) [![==cert-manager/cert-manager==](){: style="width:7%"}](https://github.com/cert-manager/cert-manager) [![github.com/cert-manager: Policy Approver](){: style="width:7%"}](https://github.com/cert-manager/policy-approver)

+[![Chaos Mesh](){: style="width:7%"}](https://github.com/chaos-mesh/chaos-mesh) [![chaosblade](){: style="width:7%"}](https://github.com/chaosblade-io/chaosblade) [![github.com/charlax/professional-programming: A collection of full-stack' resources for programmers 🌟](){: style="width:7%"}](https://github.com/charlax/professional-programming) [![github.com/che-samples](){: style="width:7%"}](https://github.com/che-samples) [![chen-keinan/mesh-kridik](){: style="width:7%"}](https://github.com/chen-keinan/mesh-kridik) [![==https://github.com/chenjd/terraform-101== 🌟](){: style="width:7%"}](https://github.com/chenjd/terraform-101) [![github.com/chenjiandongx/kubectl-count](){: style="width:7%"}](https://github.com/chenjiandongx/kubectl-count) [![kubectl-images](){: style="width:7%"}](https://github.com/chenjiandongx/kubectl-images) [![KSS - Kubernetes pod status on steroid](){: style="width:7%"}](https://github.com/chmouel/kss) [![chr-fritz/csi-sshfs](){: style="width:7%"}](https://github.com/chr-fritz/csi-sshfs) [![chrislusf/seaweedfs](){: style="width:7%"}](https://github.com/chrislusf/seaweedfs)

+[![chrisns/cosign-keyless-demo: Cosign Keyless GitHub Action Demo](){: style="width:7%"}](https://github.com/chrisns/cosign-keyless-demo) [![chrisns/k8s-opa-boilerplate](){: style="width:7%"}](https://github.com/chrisns/k8s-opa-boilerplate) [![christopherhein/awesome-eks: Awesome EKS](){: style="width:7%"}](https://github.com/christopherhein/awesome-eks) [![Awesome CI/CD 🌟](){: style="width:7%"}](https://github.com/cicdops/awesome-ciandcd) [![Tetragon (Cilium)](){: style="width:7%"}](https://github.com/cilium/tetragon) [![github.com/cinhtau/sonatype-nexus-waffle](){: style="width:7%"}](https://github.com/cinhtau/sonatype-nexus-waffle) [![github.com/circa10a/terraform-provider-mailform](){: style="width:7%"}](https://github.com/circa10a/terraform-provider-mailform) [![==cisagov/log4j-scanner==](){: style="width:7%"}](https://github.com/cisagov/log4j-scanner) [![chekr](){: style="width:7%"}](https://github.com/ckotzbauer/chekr) [![github.com issues: Generate Kyverno deprecation policies with chekr](){: style="width:7%"}](https://github.com/ckotzbauer/chekr/issues/61) [![ckotzbauer/vulnerability-operator](){: style="width:7%"}](https://github.com/ckotzbauer/vulnerability-operator)

+[![clanktron/k3s-ansible](){: style="width:7%"}](https://github.com/clanktron/k3s-ansible) [![==Capsule Operator==](){: style="width:7%"}](https://github.com/clastix/capsule) [![github.com/cli/cli](){: style="width:7%"}](https://github.com/cli/cli) [![cloud-ark/caastle](){: style="width:7%"}](https://github.com/cloud-ark/caastle) [![KubePlus - Kubernetes Operator to deliver Helm charts as-a-service 🌟](){: style="width:7%"}](https://github.com/cloud-ark/kubeplus) [![cloud-bulldozer/benchmark-operator: The Chuck Norris of cloud benchmarks](){: style="width:7%"}](https://github.com/cloud-bulldozer/benchmark-operator) [![kube-burner 🌟](){: style="width:7%"}](https://github.com/cloud-bulldozer/kube-burner) [![Cloud Custodian](){: style="width:7%"}](https://github.com/cloud-custodian/cloud-custodian) [![==cloud-native-toolkit/multi-tenancy-gitops== 🌟](){: style="width:7%"}](https://github.com/cloud-native-toolkit/multi-tenancy-gitops) [![Copper](){: style="width:7%"}](https://github.com/cloud66-oss/copper) [![Grafana provisioning Ansible Role](){: style="width:7%"}](https://github.com/cloudalchemy/ansible-grafana)

+[![github.com/cloudalchemy/ansible-prometheus](){: style="width:7%"}](https://github.com/cloudalchemy/ansible-prometheus) [![Continuation Passing Style (CPS)](){: style="width:7%"}](https://github.com/cloudbees/groovy-cps) [![None](){: style="width:7%"}](https://github.com/cloudflare/cf-terraforming) [![github.com/cloudflare/lockbox](){: style="width:7%"}](https://github.com/cloudflare/lockbox) [![sciuro](){: style="width:7%"}](https://github.com/cloudflare/sciuro) [![cf-for-k8s](){: style="width:7%"}](https://github.com/cloudfoundry/cf-for-k8s) [![==github.com/cloudnativelabs/kube-shell== ⭐](){: style="width:7%"}](https://github.com/cloudnativelabs/kube-shell) [![==github.com/cloudogu/gitops-patterns==](){: style="width:7%"}](https://github.com/cloudogu/gitops-patterns) [![github.com/cloudogu/gitops-playground#example-applications](){: style="width:7%"}](https://github.com/cloudogu/gitops-playground) [![cloudogu/jenkinsfiles 🌟🌟🌟](){: style="width:7%"}](https://github.com/cloudogu/jenkinsfiles) [![==cloudogu/k8s-diagrams==](){: style="width:7%"}](https://github.com/cloudogu/k8s-diagrams)

+[![AWS EKS Argo CD Terraform Component](){: style="width:7%"}](https://github.com/cloudposse-terraform-components/aws-eks-argocd) [![github.com/cloudposse/atmos](){: style="width:7%"}](https://github.com/cloudposse/atmos) [![github.com/cloudposse?q=terraform-](){: style="width:7%"}](https://github.com/cloudposse?q=terraform-) [![cloudtty/cloudtty: A Kubernetes Cloud Shell (Web Terminal) Operator](){: style="width:7%"}](https://github.com/cloudtty/cloudtty) [![==github.com/clusternet==](){: style="width:7%"}](https://github.com/clusternet/clusternet) [![clusterpedia-io/clusterpedia 🌟](){: style="width:7%"}](https://github.com/clusterpedia-io/clusterpedia) [![github.com/clvx/k8s-rbac-model: Kubernetes RBAC Model](){: style="width:7%"}](https://github.com/clvx/k8s-rbac-model) [![cncf/tag-security: CNCF Security Technical Advisory Group 🌟](){: style="width:7%"}](https://github.com/cncf/tag-security) [![CNI-Genie](){: style="width:7%"}](https://github.com/cni-genie/CNI-Genie) [![cnrancher/autok3s](){: style="width:7%"}](https://github.com/cnrancher/autok3s) [![copyist](){: style="width:7%"}](https://github.com/cockroachdb/copyist)

+[![Codecentric Jenkins 🌟](){: style="width:7%"}](https://github.com/codecentric/helm-charts) [![codecentric's Spring Boot Admin UI 🌟](){: style="width:7%"}](https://github.com/codecentric/spring-boot-admin) [![Build Your Own X](){: style="width:7%"}](https://github.com/codecrafters-io/build-your-own-x) [![coderanger/migrations-operator: Migrations-Operator](){: style="width:7%"}](https://github.com/coderanger/migrations-operator) [![codesenberg/bombardier 🌟](){: style="width:7%"}](https://github.com/codesenberg/bombardier) [![CodeGraph](){: style="width:7%"}](https://github.com/colbymchenry/codegraph) [![None](){: style="width:7%"}](https://github.com/collabnix/kubetools) [![github.com/collections/learn-to-code 🌟](){: style="width:7%"}](https://github.com/collections/learn-to-code) [![==commjoen/wrongsecrets: OWASP WrongSecrets==](){: style="width:7%"}](https://github.com/commjoen/wrongsecrets) [![kubeops/config-syncer: Config Syncer (previously Kubed)](){: style="width:7%"}](https://github.com/config-syncer/config-syncer) [![kubefs](){: style="width:7%"}](https://github.com/configurator/kubefs)

+[![containerd - An open and reliable container runtime](){: style="width:7%"}](https://github.com/containerd/containerd) [![nerdctl 🌟](){: style="width:7%"}](https://github.com/containerd/nerdctl) [![github.com/containernetworking 🌟](){: style="width:7%"}](https://github.com/containernetworking) [![CNI](){: style="width:7%"}](https://github.com/containernetworking/cni) [![github.com/containers/buildah](){: style="width:7%"}](https://github.com/containers/buildah) [![Conmon](){: style="width:7%"}](https://github.com/containers/conmon) [![crun](){: style="width:7%"}](https://github.com/containers/crun) [![Libpod: Library and tool for running OCI-based containers in Pods](){: style="width:7%"}](https://github.com/containers/libpod) [![Libpod: Library and tool for running OCI-based containers in Pods](){: style="width:7%"}](https://github.com/containers/podman) [![Skopeo](){: style="width:7%"}](https://github.com/containers/skopeo) [![github.com/containerscrew/aws-sso-auth](){: style="width:7%"}](https://github.com/containerscrew/aws-sso-auth)

+[![github.com/containerscrew/aws-sso-auth](){: style="width:7%"}](https://github.com/containerscrew/aws-sso-rs) [![github.com/containrrr/watchtower](){: style="width:7%"}](https://github.com/containrrr/watchtower) [![contentful-labs/kube-secret-syncer 🌟](){: style="width:7%"}](https://github.com/contentful-labs/kube-secret-syncer) [![github.com/controlplaneio/badrobot](){: style="width:7%"}](https://github.com/controlplaneio/badrobot) [![github: Python3 in one pic](){: style="width:7%"}](https://github.com/coodict/python3-in-one-pic) [![GitHub Copilot 🌟](){: style="width:7%"}](https://github.com/copilot) [![Flannel](){: style="width:7%"}](https://github.com/coreos/flannel) [![kube-prometheus](){: style="width:7%"}](https://github.com/coreos/kube-prometheus) [![None](){: style="width:7%"}](https://github.com/coreos/rpm-ostree) [![ketall](){: style="width:7%"}](https://github.com/corneliusweig/ketall) [![corneliusweig/konfig](){: style="width:7%"}](https://github.com/corneliusweig/konfig)

+[![github.com/cortexproject/cortex](){: style="width:7%"}](https://github.com/cortexproject/cortex) [![KLoadGen - Kafka + (Avro/Json Schema) Load Generator 🌟](){: style="width:7%"}](https://github.com/corunet/kloadgen) [![Couler](){: style="width:7%"}](https://github.com/couler-proj/couler) [![crazy-max/diun](){: style="width:7%"}](https://github.com/crazy-max/diun) [![None](){: style="width:7%"}](https://github.com/crc-org/crc) [![create-go-app/cli](){: style="width:7%"}](https://github.com/create-go-app/cli) [![cremich/cdk-bill-bot: Welcome to Bill - the cost optimization bot](){: style="width:7%"}](https://github.com/cremich/cdk-bill-bot) [![RBACSync 🌟](){: style="width:7%"}](https://github.com/cruise-automation/rbacsync) [![github.com/crumbhole/argocd-lovely-plugin: argocd-lovely-plugin](){: style="width:7%"}](https://github.com/crumbhole/argocd-lovely-plugin) [![github.com/crumbhole/argocd-vault-replacer](){: style="width:7%"}](https://github.com/crumbhole/argocd-vault-replacer) [![Terax AI β€” Lightweight Terminal-First AI Dev Workspace](){: style="width:7%"}](https://github.com/crynta/terax-ai)

+[![github: OpenShift Pipelines Node.js Tutorial](){: style="width:7%"}](https://github.com/csantanapr/faststart2020-pipelines-lab) [![Azure DevOps Dashboard](){: style="width:7%"}](https://github.com/cschotte/Azure-DevOps-Dashboard) [![csweichel/werft](){: style="width:7%"}](https://github.com/csweichel/werft) [![ctrox/csi-s3](){: style="width:7%"}](https://github.com/ctrox/csi-s3) [![cuber-cloud/cuber-gem: CUBER](){: style="width:7%"}](https://github.com/cuber-cloud/cuber-gem) [![wcurl](){: style="width:7%"}](https://github.com/curl/wcurl) [![Kubeletctl is a command line tool that implement kubelet's API 🌟](){: style="width:7%"}](https://github.com/cyberark/kubeletctl) [![github.com/cyberark/kubesploit 🌟](){: style="width:7%"}](https://github.com/cyberark/kubesploit) [![==cybersecsi/HOUDINI: Hundreds of Offensive and Useful Docker Images for' Network Intrusion==](){: style="width:7%"}](https://github.com/cybersecsi/HOUDINI) [![==cybersecsi/RAUDI==](){: style="width:7%"}](https://github.com/cybersecsi/RAUDI) [![github.com/cyberus-technology/virtualbox-kvm: KVM Backend for VirtualBox' 🌟](){: style="width:7%"}](https://github.com/cyberus-technology/virtualbox-kvm)

+[![==cycloidio/inframap: Inframap== 🌟](){: style="width:7%"}](https://github.com/cycloidio/inframap) [![github.com/cyclops-ui/cyclops](){: style="width:7%"}](https://github.com/cyclops-ui/cyclops) [![complete-alias](){: style="width:7%"}](https://github.com/cykerway/complete-alias) [![kubectl-fuzzy 🌟](){: style="width:7%"}](https://github.com/d-kuro/kubectl-fuzzy) [![==dagger/dagger: Dagger is a portable devkit for CICD==](){: style="width:7%"}](https://github.com/dagger/dagger) [![dahlbyk/posh-git](){: style="width:7%"}](https://github.com/dahlbyk/posh-git) [![==dair-ai/ML-Course-Notes: ML Course Notes== 🌟](){: style="width:7%"}](https://github.com/dair-ai/ML-Course-Notes) [![Kubeswitch (for operators) 🌟](){: style="width:7%"}](https://github.com/danielfoehrKn/kubeswitch) [![None](){: style="width:7%"}](https://github.com/danielqsj/kafka_exporter) [![Fetches all Primitive and Predefined GCP IAM Roles](){: style="width:7%"}](https://github.com/darkbitio/gcp-iam-role-permissions) [![k8s-mirror: Creates a local mirror of a kubernetes cluster in a docker container' to support offline reviewing 🌟](){: style="width:7%"}](https://github.com/darkbitio/k8s-mirror)

+[![**k8s-tew**](){: style="width:7%"}](https://github.com/darxkies/k8s-tew) [![Awesome Chaos Engineering](){: style="width:7%"}](https://github.com/dastergon/awesome-chaos-engineering) [![dastergon/awesome-sre](){: style="width:7%"}](https://github.com/dastergon/awesome-sre) [![github.com/databrickslabs/ucx: Databricks Labs UCX](){: style="width:7%"}](https://github.com/databrickslabs/ucx) [![Helm Diff Plugin 🌟](){: style="width:7%"}](https://github.com/databus23/helm-diff) [![datafold/data-diff](){: style="width:7%"}](https://github.com/datafold/data-diff) [![github.com/datakickstart](){: style="width:7%"}](https://github.com/datakickstart) [![github.com/VikParuchuri/surya](){: style="width:7%"}](https://github.com/datalab-to/surya) [![Cass Operator](){: style="width:7%"}](https://github.com/datastax/cass-operator) [![==github.com/datreeio/CRDs-catalog: CRDs Catalog==](){: style="width:7%"}](https://github.com/datreeio/CRDs-catalog) [![==davidB/kubectl-view-allocations==](){: style="width:7%"}](https://github.com/davidB/kubectl-view-allocations)

+[![Claude Code Templates](){: style="width:7%"}](https://github.com/davila7/claude-code-templates) [![dawitnida/Awesome Packer](){: style="width:7%"}](https://github.com/dawitnida/awesome-packer) [![github.com/dcasati/kubernetes-PlantUML](){: style="width:7%"}](https://github.com/dcasati/kubernetes-PlantUML) [![dcherman/image-cache-daemon](){: style="width:7%"}](https://github.com/dcherman/image-cache-daemon) [![dawitnida/Awesome Packer](){: style="width:7%"}](https://github.com/dchonch/awesome-packer) [![ddosify/ddosify](){: style="width:7%"}](https://github.com/ddosify/ddosify) [![debianmaster/actions-k3s](){: style="width:7%"}](https://github.com/debianmaster/actions-k3s) [![Deckhouse: NoOps Kubernetes platform 🌟](){: style="width:7%"}](https://github.com/deckhouse/deckhouse) [![k8s-image-availability-exporter](){: style="width:7%"}](https://github.com/deckhouse/k8s-image-availability-exporter) [![github.com/decodingml: Real-time news search engine using Upstash Kafka and Vector DB](){: style="width:7%"}](https://github.com/decodingai-magazine/articles-code/tree/main/articles/ml_system_design/real_time_news_search_with_upstash_kafka_and_vector_db) [![github.com/decodingml: Real-time news search engine using Upstash Kafka' and Vector DB](){: style="width:7%"}](https://github.com/decodingml/articles-code/tree/main/articles/ml_system_design/real_time_news_search_with_upstash_kafka_and_vector_db)

+[![9Router AI Coding Gateway](){: style="width:7%"}](https://github.com/decolua/9router) [![deepfence/PacketStreamer](){: style="width:7%"}](https://github.com/deepfence/PacketStreamer) [![deepfence/ThreatMapper 🌟](){: style="width:7%"}](https://github.com/deepfence/ThreatMapper) [![deepfence/YaraHunter](){: style="width:7%"}](https://github.com/deepfence/YaraHunter) [![None](){: style="width:7%"}](https://github.com/deepops-ai/deepops) [![defenseunicorns/zarf](){: style="width:7%"}](https://github.com/defenseunicorns/zarf) [![None](){: style="width:7%"}](https://github.com/deislabs/ratify) [![deors/deors-demos-petclinic jenkinsfile](){: style="width:7%"}](https://github.com/deors/deors-demos-petclinic/blob/master/Jenkinsfile) [![github-merge-bot](){: style="width:7%"}](https://github.com/depop/github-merge-bot) [![K9s - Kubernetes CLI To Manage Your Clusters In Style!](){: style="width:7%"}](https://github.com/derailed/k9s) [![Popeye - A Kubernetes Cluster Sanitizer 🌟🌟](){: style="width:7%"}](https://github.com/derailed/popeye)

+[![Delve: a debugger for the Go Programming Language](){: style="width:7%"}](https://github.com/derekparker/delve) [![detailyang/awesome-cheatsheet](){: style="width:7%"}](https://github.com/detailyang/awesome-cheatsheet) [![developer-guy/awesome-falco](){: style="width:7%"}](https://github.com/developer-guy/awesome-falco) [![Analyze Kubernetes Audit logs using Falco 🌟](){: style="width:7%"}](https://github.com/developer-guy/falco-analyze-audit-log-from-k3s-cluster) [![github.com/developer-guy: Set up HA k3s cluster on DigitalOcean using Terraform' + Ansible](){: style="width:7%"}](https://github.com/developer-guy/kubernetes-cluster-setup-using-terraform-and-k3s-on-digitalocean) [![devopshubproject/azure-terraform-ansible](){: style="width:7%"}](https://github.com/devopshubproject/azure-terraform-ansible) [![devopshubproject/cka-lab](){: style="width:7%"}](https://github.com/devopshubproject/cka-lab) [![KubeLibrary](){: style="width:7%"}](https://github.com/devopsspiral/KubeLibrary) [![github.com/devoriales/kubectl-cheatsheet](){: style="width:7%"}](https://github.com/devoriales/cheatsheets) [![github.com/devoriales/kubectl-cheatsheet](){: style="width:7%"}](https://github.com/devoriales/kubectl-cheatsheet) [![Devtron](){: style="width:7%"}](https://github.com/devtron-labs/devtron)

+[![github.com/deweya/OpenShift-Jenkins-Lab](){: style="width:7%"}](https://github.com/deweya/OpenShift-Jenkins-Lab) [![None](){: style="width:7%"}](https://github.com/dexidp/dex) [![github.com: AKS: Use AAD identity for pods and make your SecOps happy](){: style="width:7%"}](https://github.com/dfrappart/articles/blob/master/podidentityjourney.md) [![github.com/diagrid-labs/dapr-workflow-demos](){: style="width:7%"}](https://github.com/diagrid-labs/dapr-workflow-demos) [![Awesome Git 🌟](){: style="width:7%"}](https://github.com/dictcp/awesome-git) [![Kata Containers on MicroK8s](){: style="width:7%"}](https://github.com/didier-durand/microk8s-kata-containers) [![MicroK8s & Kubernetes security benchmark from CIS](){: style="width:7%"}](https://github.com/didier-durand/microk8s-kube-bench) [![didil/autobucket-operator](){: style="width:7%"}](https://github.com/didil/autobucket-operator) [![==diegolnasc/kubernetes-best-practices== 🌟](){: style="width:7%"}](https://github.com/diegolnasc/kubernetes-best-practices) [![digitalis-io/vals-operator](){: style="width:7%"}](https://github.com/digitalis-io/vals-operator) [![Another Autoscaler](){: style="width:7%"}](https://github.com/dignajar/another-autoscaler)

+[![dignajar/another-ldap](){: style="width:7%"}](https://github.com/dignajar/another-ldap) [![Direktiv](){: style="width:7%"}](https://github.com/direktiv/direktiv) [![dirien/pulumi-civo-flux-bucket](){: style="width:7%"}](https://github.com/dirien/pulumi-civo-flux-bucket) [![github.com/distribution/distribution](){: style="width:7%"}](https://github.com/distribution/distribution) [![dj-wasabi/vagrant-kubernetes](){: style="width:7%"}](https://github.com/dj-wasabi/vagrant-kubernetes) [![Awesome Compose 🌟](){: style="width:7%"}](https://github.com/docker/awesome-compose) [![**GitHub build-push-action**](){: style="width:7%"}](https://github.com/docker/build-push-action) [![Cluster Cloner 🌟](){: style="width:7%"}](https://github.com/doitintl/clustercloner) [![==doitintl/kube-no-trouble: kubent== ⭐⭐⭐](){: style="width:7%"}](https://github.com/doitintl/kube-no-trouble) [![kube-secrets-init](){: style="width:7%"}](https://github.com/doitintl/kube-secrets-init) [![doitintl/kubeIP](){: style="width:7%"}](https://github.com/doitintl/kubeIP)

+[![==github.com/dolevshor/azure-finops-guide: The Azure FinOps Guide== 🌟](){: style="width:7%"}](https://github.com/dolevshor/azure-finops-guide) [![github.com/dolevshor/azure-orphan-resources](){: style="width:7%"}](https://github.com/dolevshor/azure-orphan-resources) [![==github.com/dolthub/dolt==](){: style="width:7%"}](https://github.com/dolthub/dolt) [![Awesome AWS 🌟](){: style="width:7%"}](https://github.com/donnemartin/awesome-aws) [![None](){: style="width:7%"}](https://github.com/dora-metrics/pelorus) [![==github.com/dotdc/grafana-dashboards-kubernetes== 🌟](){: style="width:7%"}](https://github.com/dotdc/grafana-dashboards-kubernetes) [![pangolin 🌟](){: style="width:7%"}](https://github.com/dpeckett/pangolin) [![dsa0x/sicher](){: style="width:7%"}](https://github.com/dsa0x/sicher) [![dyser/kubernetes-intro](){: style="width:7%"}](https://github.com/dsyer/kubernetes-intro) [![kubecolor 🌟](){: style="width:7%"}](https://github.com/dty1er/kubecolor) [![github.com/dvob/k8s-s2s-auth: Kubernetes Service Accounts 🌟](){: style="width:7%"}](https://github.com/dvob/k8s-s2s-auth)

+[![openshift-yolo](){: style="width:7%"}](https://github.com/e-minguez/openshift-yolo) [![Python Multi-Process Execution Pool](){: style="width:7%"}](https://github.com/eXascaleInfolab/PyExPool) [![GitLens interactive rebase](){: style="width:7%"}](https://github.com/eamodio/vscode-gitlens) [![ebosas/microservices](){: style="width:7%"}](https://github.com/ebosas/microservices) [![GitHub: Eclipse JKube](){: style="width:7%"}](https://github.com/eclipse-jkube/jkube) [![Github: Eclipse Jkube](){: style="width:7%"}](https://github.com/eclipse/jkube) [![Suspicious pods 🌟](){: style="width:7%"}](https://github.com/edrevo/suspicious-pods) [![education.github.com](){: style="width:7%"}](https://github.com/education) [![eezhee/eezhee](){: style="width:7%"}](https://github.com/eezhee/eezhee) [![ekramasif/Basic-Machine-Learning](){: style="width:7%"}](https://github.com/ekramasif/Basic-Machine-Learning) [![github.com/ekramasif: Basic Machine Learning - Python Cheatsheet](){: style="width:7%"}](https://github.com/ekramasif/Basic-Machine-Learning/blob/main/Extraa/PythonCheatSheet.ipynb)

+[![eksctl: EKS installer](){: style="width:7%"}](https://github.com/eksctl-io/eksctl) [![Jenkins pipeline shared library for the project Elastic APM 🌟](){: style="width:7%"}](https://github.com/elastic/apm-pipeline-library) [![Kubernetes Scripts](){: style="width:7%"}](https://github.com/eldada/kubernetes-scripts) [![eldadru/ksniff 🌟](){: style="width:7%"}](https://github.com/eldadru/ksniff) [![krd](){: style="width:7%"}](https://github.com/electrocucaracha/krd) [![Kip, the Kubernetes Cloud Instance Provider](){: style="width:7%"}](https://github.com/elotl/kip) [![kubernetes-reflector](){: style="width:7%"}](https://github.com/emberstack/kubernetes-reflector) [![enix/x509-certificate-exporter](){: style="width:7%"}](https://github.com/enix/x509-certificate-exporter) [![github.com/enochtangg/quick-SQL-cheatsheet: Quick SQL Cheatsheet 🌟](){: style="width:7%"}](https://github.com/enochtangg/quick-SQL-cheatsheet) [![Envoy Gateway](){: style="width:7%"}](https://github.com/envoyproxy/gateway) [![github.com/eon01/kubernetes-workshop](){: style="width:7%"}](https://github.com/eon01/kubernetes-workshop)

+[![epinio/epinio](){: style="width:7%"}](https://github.com/epinio/epinio) [![github.com/Azure/eraser 🌟](){: style="width:7%"}](https://github.com/eraser-dev/eraser) [![github.com/erebe/personal-server: Personal server configuration with k3s' 🌟](){: style="width:7%"}](https://github.com/erebe/personal-server) [![Azure Landing Zone (ALZ) Repository Best Practices](){: style="width:7%"}](https://github.com/erjosito/alz-repo-best-practices/blob/main/README.md) [![ermetic/access-undenied-aws 🌟](){: style="width:7%"}](https://github.com/ermetic/access-undenied-aws) [![kubegen](){: style="width:7%"}](https://github.com/errordeveloper/kubegen) [![k8s-image-swapper 🌟](){: style="width:7%"}](https://github.com/estahn/k8s-image-swapper) [![None](){: style="width:7%"}](https://github.com/etcd-io/etcd) [![Kubernetes External Secrets 🌟](){: style="width:7%"}](https://github.com/external-secrets/kubernetes-external-secrets) [![docker-maven-plugin](){: style="width:7%"}](https://github.com/fabric8io/docker-maven-plugin) [![github - fabric8, maven plugin](){: style="width:7%"}](https://github.com/fabric8io/fabric8-maven-plugin )

+[![Fabric8 Pipeline Library](){: style="width:7%"}](https://github.com/fabric8io/fabric8-pipeline-library) [![fabric8 - kubectl](){: style="width:7%"}](https://github.com/fabric8io/kansible/blob/master/vendor/k8s.io/kubernetes/docs/user-guide/kubectl-cheatsheet.md) [![None](){: style="width:7%"}](https://github.com/facebook/jest) [![github: Nova 🌟](){: style="width:7%"}](https://github.com/fairwindsops/nova) [![ubi-micro: RHEL tiny images to build containers 🌟](){: style="width:7%"}](https://github.com/fatherlinux/ubi-micro) [![GitHub Codespaces](){: style="width:7%"}](https://github.com/features/codespaces) [![GitHub Copilot Agent-Driven Desktop Client Technical Preview](){: style="width:7%"}](https://github.com/features/preview/github-app) [![==felipecruz91/debug-ctr==](){: style="width:7%"}](https://github.com/felipecruz91/debug-ctr) [![feluelle/airflow-diagrams](){: style="width:7%"}](https://github.com/feluelle/airflow-diagrams) [![fepegar/vesseg](){: style="width:7%"}](https://github.com/fepegar/vesseg) [![kconnect - The Kubernetes Connection Manager CLI](){: style="width:7%"}](https://github.com/fidelity/kconnect)

+[![Configuration as Code of Jenkins (for Kubernetes) 🌟🌟](){: style="width:7%"}](https://github.com/figaw/configuration-as-code-jenkins-k8s) [![Demo repository 🌟🌟🌟](){: style="width:7%"}](https://github.com/figaw/freestyle-to-pipeline-jenkins) [![Slides 🌟🌟🌟](){: style="width:7%"}](https://github.com/figaw/freestyle-to-pipeline-jenkins/blob/master/from-freestyle-jobs-to-pipeline-with-jobdsl.pdf) [![Flannel](){: style="width:7%"}](https://github.com/flannel-io/flannel) [![k8s-image-availability-exporter](){: style="width:7%"}](https://github.com/flant/k8s-image-availability-exporter) [![Shell-operator](){: style="width:7%"}](https://github.com/flant/shell-operator) [![None](){: style="width:7%"}](https://github.com/flared/teleproxy) [![Promster: Use Prometheus in huge deployments with dynamic clustering and scrape sharding capabilities based on ETCD service registration](){: style="width:7%"}](https://github.com/flaviostutz/promster) [![Floci - An AWS Local Emulator Alternative](){: style="width:7%"}](https://github.com/floci-io/floci) [![floci-az](){: style="width:7%"}](https://github.com/floci-io/floci-az) [![github.com/flomesh-io/pipy](){: style="width:7%"}](https://github.com/flomesh-io/pipy)

+[![github.com/flux-iac/tofu-controller](){: style="width:7%"}](https://github.com/flux-iac/tofu-controller) [![github: Flux](){: style="width:7%"}](https://github.com/fluxcd/flux) [![github: Flux Version 2](){: style="width:7%"}](https://github.com/fluxcd/flux2) [![flux2-kustomize-helm-example 🌟](){: style="width:7%"}](https://github.com/fluxcd/flux2-kustomize-helm-example) [![fluxcd/flux2-multi-tenancy](){: style="width:7%"}](https://github.com/fluxcd/flux2-multi-tenancy) [![FoggyKitchen Landing Zone Orchestrator](){: style="width:7%"}](https://github.com/foggykitchen/foggykitchen-landing-zone-orchestrator) [![forbearing/k8s](){: style="width:7%"}](https://github.com/forbearing/k8s) [![Kubernetes Security Best Practices 🌟](){: style="width:7%"}](https://github.com/freach/kubernetes-security-best-practice/blob/master/README.md) [![SQL Studio: A Unified SQL Database Explorer](){: style="width:7%"}](https://github.com/frectonz/sql-studio) [![FreeLens](){: style="width:7%"}](https://github.com/freelensapp/freelens) [![fstab/cifs](){: style="width:7%"}](https://github.com/fstab/cifs)

+[![github.com/furiko-io/furiko](){: style="width:7%"}](https://github.com/furiko-io/furiko) [![Arktos](){: style="width:7%"}](https://github.com/futurewei-cloud/arktos) [![github.com/gardener/etcd-backup-restore](){: style="width:7%"}](https://github.com/gardener/etcd-backup-restore) [![Gardener](){: style="width:7%"}](https://github.com/gardener/gardener) [![gardener/terraformer: Terraformer](){: style="width:7%"}](https://github.com/gardener/terraformer) [![garutilorenzo/k3s-aws-terraform-cluster](){: style="width:7%"}](https://github.com/garutilorenzo/k3s-aws-terraform-cluster) [![garutilorenzo/k8s-aws-terraform-cluster](){: style="width:7%"}](https://github.com/garutilorenzo/k8s-aws-terraform-cluster) [![Top GitHub Users By Country](){: style="width:7%"}](https://github.com/gayanvoice/top-github-users) [![termshark](){: style="width:7%"}](https://github.com/gcla/termshark) [![Ansible for DevOps Examples](){: style="width:7%"}](https://github.com/geerlingguy/ansible-for-devops) [![Ansible for devops: Kubernetes](){: style="width:7%"}](https://github.com/geerlingguy/ansible-for-devops/tree/master/kubernetes)

+[![Ansible Role: Docker 🌟](){: style="width:7%"}](https://github.com/geerlingguy/ansible-role-docker) [![ansible-role-jenkins](){: style="width:7%"}](https://github.com/geerlingguy/ansible-role-jenkins) [![Ansible Role - Kubernetes (Jeff Geerling)](){: style="width:7%"}](https://github.com/geerlingguy/ansible-role-kubernetes) [![github.com/genuinetools: contained.af](){: style="width:7%"}](https://github.com/genuinetools/contained.af) [![img](){: style="width:7%"}](https://github.com/genuinetools/img) [![Secret backup operator](){: style="width:7%"}](https://github.com/geritol/secret-backup-operator) [![NS Killer](){: style="width:7%"}](https://github.com/germainlefebvre4/ns-killer) [![ddosify/ddosify](){: style="width:7%"}](https://github.com/getanteon/anteon) [![None](){: style="width:7%"}](https://github.com/getporter/porter) [![None](){: style="width:7%"}](https://github.com/getseabird/seabird) [![sops: Simple and flexible tool for managing secrets 🌟](){: style="width:7%"}](https://github.com/getsops/sops)

+[![Declarative Pipeline - Jenkins shared library 🌟](){: style="width:7%"}](https://github.com/gfkse/jenkins-shared-library) [![ggicci/httpin: HTTP Input for Go](){: style="width:7%"}](https://github.com/ggicci/httpin) [![github.com/gianlucam76/k8s-cleaner 🌟](){: style="width:7%"}](https://github.com/gianlucam76/k8s-cleaner) [![gimletd - the GitOps release manager](){: style="width:7%"}](https://github.com/gimlet-io/gimletd) [![gini/dexter](){: style="width:7%"}](https://github.com/gini/dexter) [![github.com/giscus/giscus](){: style="width:7%"}](https://github.com/giscus/giscus) [![github.com/MichaelMure/git-bug](){: style="width:7%"}](https://github.com/git-bug/git-bug) [![Git Credential Manager Core](){: style="width:7%"}](https://github.com/git-ecosystem/git-credential-manager) [![git-lfs/git-lfs: Git Large File Storage](){: style="width:7%"}](https://github.com/git-lfs/git-lfs) [![github/hub 🌟](){: style="width:7%"}](https://github.com/github/hub) [![GitHub public roadmap 🌟](){: style="width:7%"}](https://github.com/github/roadmap)

+[![GitHub Spec Kit](){: style="width:7%"}](https://github.com/github/spec-kit) [![GitLens interactive rebase](){: style="width:7%"}](https://github.com/gitkraken/vscode-gitlens) [![GitOps Working Group 🌟](){: style="width:7%"}](https://github.com/gitops-working-group/gitops-working-group) [![None](){: style="width:7%"}](https://github.com/gitpod-io/gitpod) [![github.com/glasskube/glasskube](){: style="width:7%"}](https://github.com/glasskube/glasskube) [![glebiller/dynamic-configuration-operator: Dynamic Configuration Operator](){: style="width:7%"}](https://github.com/glebiller/dynamic-configuration-operator) [![globalbao/awesome-azure-policy: AWESOME-Azure-Policy](){: style="width:7%"}](https://github.com/globalbao/awesome-azure-policy) [![github.com/gnunn1/openshift-basic-pipeline](){: style="width:7%"}](https://github.com/gnunn1/openshift-basic-pipeline) [![go-ini/ini](){: style="width:7%"}](https://github.com/go-ini/ini) [![go-kratos/kratos](){: style="width:7%"}](https://github.com/go-kratos/kratos) [![LocalAI](){: style="width:7%"}](https://github.com/go-skynet/LocalAI)

+[![Zepto is a lightweight framework for the development of microservices & web services in golang](){: style="width:7%"}](https://github.com/go-zepto/zepto) [![goatlas-io/atlas](){: style="width:7%"}](https://github.com/goatlas-io/atlas) [![github.com/goauthentik/authentik](){: style="width:7%"}](https://github.com/goauthentik/authentik) [![vault-controller](){: style="width:7%"}](https://github.com/gobins/vault-controller) [![==gofireflyio/aiac== 🌟](){: style="width:7%"}](https://github.com/gofireflyio/aiac) [![golang-design/history](){: style="width:7%"}](https://github.com/golang-design/history) [![github.com/golang/go](){: style="width:7%"}](https://github.com/golang/go) [![github.com/golang/vscode-go 🌟](){: style="width:7%"}](https://github.com/golang/vscode-go/blob/master/README.md) [![NodeJS Best Practices (Spanish Translation)](){: style="width:7%"}](https://github.com/goldbergyoni/nodebestpractices/blob/spanish-translation/README.spanish.md) [![Google Agents CLI](){: style="width:7%"}](https://github.com/google/agents-cli) [![==google/clusterfuzzlite== 🌟](){: style="width:7%"}](https://github.com/google/clusterfuzzlite)

+[![google/gke-policy-automation](){: style="width:7%"}](https://github.com/google/gke-policy-automation) [![==github.com/google/go-containerregistry== 🌟](){: style="width:7%"}](https://github.com/google/go-containerregistry) [![jsonnet data templating language](){: style="width:7%"}](https://github.com/google/jsonnet/tree/master/case_studies/kubernetes) [![Ko: Easy Go Containers 🌟](){: style="width:7%"}](https://github.com/google/ko) [![==google/log4jscanner==](){: style="width:7%"}](https://github.com/google/log4jscanner) [![opensource.google: Prometheus SLO example](){: style="width:7%"}](https://github.com/google/prometheus-slo-burn-example) [![==google/python-fire== 🌟](){: style="width:7%"}](https://github.com/google/python-fire) [![SLO Generator](){: style="width:7%"}](https://github.com/google/slo-generator) [![zx](){: style="width:7%"}](https://github.com/google/zx) [![gopaddle-io/configurator](){: style="width:7%"}](https://github.com/gopaddle-io/configurator) [![aelsabbahy/goss](){: style="width:7%"}](https://github.com/goss-org/goss)

+[![govirtuo/kube-ns-suspender 🌟](){: style="width:7%"}](https://github.com/govirtuo/kube-ns-suspender) [![grafana/agent: Grafana Agent](){: style="width:7%"}](https://github.com/grafana/agent) [![github.com/grafana/mimir](){: style="width:7%"}](https://github.com/grafana/mimir) [![tanka](){: style="width:7%"}](https://github.com/grafana/tanka) [![Grafana Tempo](){: style="width:7%"}](https://github.com/grafana/tempo) [![Teleport 🌟](){: style="width:7%"}](https://github.com/gravitational/teleport) [![Connecting and authenticating to Jenkins with Teleport Application Access](){: style="width:7%"}](https://github.com/gravitational/teleport/discussions/8330) [![NetMaker](){: style="width:7%"}](https://github.com/gravitl/netmaker) [![griddynamics/mpl](){: style="width:7%"}](https://github.com/griddynamics/mpl) [![grosser/preoomkiller](){: style="width:7%"}](https://github.com/grosser/preoomkiller) [![github.com/groundcover-com: Container Restarts Watcher](){: style="width:7%"}](https://github.com/groundcover-com/blog/tree/main/blog_k8s_containers_restarts)

+[![groundcover-com/murre](){: style="width:7%"}](https://github.com/groundcover-com/murre) [![groundnuty/k8s-wait-for 🌟](){: style="width:7%"}](https://github.com/groundnuty/k8s-wait-for) [![grpc-ecosystem/grpc-gateway: gRPC-Gateway](){: style="width:7%"}](https://github.com/grpc-ecosystem/grpc-gateway) [![github.com/gruberdev/local-gitops: Local Gitops 🌟](){: style="width:7%"}](https://github.com/gruberdev/local-gitops) [![gruntwork-io/terragrunt-infrastructure-live-example](){: style="width:7%"}](https://github.com/gruntwork-io/terragrunt-infrastructure-live-example) [![Install RedHat OKD 3.10 on your development box:](){: style="width:7%"}](https://github.com/gshipley/installcentos) [![github ref1](){: style="width:7%"}](https://github.com/gudpick/pods) [![github ref2](){: style="width:7%"}](https://github.com/gudpick/pods/tree/master/sonar-latest) [![==github.com/gventuri/pandas-ai==](){: style="width:7%"}](https://github.com/gventuri/pandas-ai) [![DictMySQL: A MySQL class for more convenient database manipulation with Python dictionary](){: style="width:7%"}](https://github.com/gyli/DictMySQL) [![==hadolint/hadolint: Haskell Dockerfile Linter==](){: style="width:7%"}](https://github.com/hadolint/hadolint)

+[![None](){: style="width:7%"}](https://github.com/haflidif/terraform-azurerm-dns-private-resolver) [![hahwul/DevSecOps](){: style="width:7%"}](https://github.com/hahwul/DevSecOps) [![Example of JCasC](){: style="width:7%"}](https://github.com/halkeye-docker/docker-jenkins) [![Harvester](){: style="width:7%"}](https://github.com/harvester/harvester) [![k8scr 🌟](){: style="width:7%"}](https://github.com/hasheddan/k8scr) [![cap](){: style="width:7%"}](https://github.com/hashicorp/cap) [![github.com/hashicorp/hcl: HCL](){: style="width:7%"}](https://github.com/hashicorp/hcl) [![terraform-cdk 🌟](){: style="width:7%"}](https://github.com/hashicorp/terraform-cdk) [![hashicorp/terraform-k8s: Terraform Cloud Operator for Kubernetes](){: style="width:7%"}](https://github.com/hashicorp/terraform-k8s) [![hashicorp/vault](){: style="width:7%"}](https://github.com/hashicorp/vault) [![hashicorp/vault-csi-provider: HashiCorp Vault Provider for Secrets Store' CSI Driver](){: style="width:7%"}](https://github.com/hashicorp/vault-csi-provider)

+[![==learn.hashicorp.com: Deploy a Helm-based application automatically with GitOps==](){: style="width:7%"}](https://github.com/hashicorp/waypoint/tree/main/website/content/docs) [![Gitkube 🌟](){: style="width:7%"}](https://github.com/hasura/gitkube) [![haxsaw/hikaru 🌟](){: style="width:7%"}](https://github.com/haxsaw/hikaru) [![github.com/hayao-k/cdk-ecr-image-scan-notify](){: style="width:7%"}](https://github.com/hayao-k/cdk-ecr-image-scan-notify) [![hbollon/k8s-voting-app-aws](){: style="width:7%"}](https://github.com/hbollon/k8s-voting-app-aws) [![==github.com/hcavarsan/kftray== ⭐](){: style="width:7%"}](https://github.com/hcavarsan/kftray) [![None](){: style="width:7%"}](https://github.com/heketi/heketi) [![Jmeter](){: style="width:7%"}](https://github.com/helm/charts/tree/master/stable/distributed-jmeter) [![Jenkins](){: style="width:7%"}](https://github.com/helm/charts/tree/master/stable/jenkins) [![Selenium](){: style="width:7%"}](https://github.com/helm/charts/tree/master/stable/selenium) [![Sonar](){: style="width:7%"}](https://github.com/helm/charts/tree/master/stable/sonarqube)

+[![Nexus3](){: style="width:7%"}](https://github.com/helm/charts/tree/master/stable/sonatype-nexus) [![Helm](){: style="width:7%"}](https://github.com/helm/helm) [![Helm mapkubeapis Plugin](){: style="width:7%"}](https://github.com/helm/helm-mapkubeapis) [![github.com/helmfile/helmfile](){: style="width:7%"}](https://github.com/helmfile/helmfile) [![helmwave/helmwave](){: style="width:7%"}](https://github.com/helmwave/helmwave) [![ktx 🌟](){: style="width:7%"}](https://github.com/heptiolabs/ktx) [![hiddeco/Cronjobber](){: style="width:7%"}](https://github.com/hiddeco/cronjobber) [![hidetatz/kubecolor 🌟](){: style="width:7%"}](https://github.com/hidetatz/kubecolor) [![github.com/highmobility](){: style="width:7%"}](https://github.com/highmobility) [![The Ultimate Go Study Guide](){: style="width:7%"}](https://github.com/hoanhan101/ultimate-go) [![hobby-kube/guide 🌟](){: style="width:7%"}](https://github.com/hobby-kube/guide)

+[![Havener](){: style="width:7%"}](https://github.com/homeport/havener) [![kubespy](){: style="width:7%"}](https://github.com/huazhihao/kubespy) [![Huginn](){: style="width:7%"}](https://github.com/huginn/huginn) [![12-Factor Agents: Patterns of reliable LLM applications](){: style="width:7%"}](https://github.com/humanlayer/12-factor-agents) [![github.com/hygieia/Hygieia 🌟](){: style="width:7%"}](https://github.com/hygieia/Hygieia) [![hyscale 🌟](){: style="width:7%"}](https://github.com/hyscale/hyscale) [![github.com/iam-veeramalla/Azure-zero-to-hero: Azure Zero to Hero Course](){: style="width:7%"}](https://github.com/iam-veeramalla/Azure-zero-to-hero) [![Kubernetes Examples](){: style="width:7%"}](https://github.com/ianmiell/kubernetes-examples) [![==iann0036/iamlive==](){: style="width:7%"}](https://github.com/iann0036/iamlive) [![==github.com/iawia002/lux== 🌟](){: style="width:7%"}](https://github.com/iawia002/lux) [![None](){: style="width:7%"}](https://github.com/ibm-messaging)

+[![None](){: style="width:7%"}](https://github.com/ibm-messaging/mq-metric-samples/tree/master/cmd/mq_prometheus) [![github.com/ibuildthecloud/wtfk8s](){: style="width:7%"}](https://github.com/ibuildthecloud/wtfk8s) [![Idealista: This ansible role installs a Prometheus Node Exporter in a debian' environment](){: style="width:7%"}](https://github.com/idealista/prometheus_jmx_exporter-role) [![Idealista: This ansible role installs a Prometheus Node Exporter in a debian environment](){: style="width:7%"}](https://github.com/idealista/prometheus_jmx_exporter_role) [![github.com/idoavrah/terraform-tui: TFTUI - The Terraform textual UI](){: style="width:7%"}](https://github.com/idoavrah/terraform-tui) [![Agorakube](){: style="width:7%"}](https://github.com/ilkilab/agorakube) [![github.com/ilyash/show-struct](){: style="width:7%"}](https://github.com/ilyash/show-struct) [![Rover - Terraform Visualizer 🌟](){: style="width:7%"}](https://github.com/im2nguyen/rover) [![imperialwicket/spinnaker-demo](){: style="width:7%"}](https://github.com/imperialwicket/spinnaker-demo) [![How-To Secure A Linux Server](){: style="width:7%"}](https://github.com/imthenachoman/How-To-Secure-A-Linux-Server) [![inancgumus/learngo 🌟](){: style="width:7%"}](https://github.com/inancgumus/learngo)

+[![terraform-review-agent](){: style="width:7%"}](https://github.com/infiniumtek/terraform-review-agent) [![github.com/influxdata/telegraf/tree/master/plugins/inputs/activemq](){: style="width:7%"}](https://github.com/influxdata/telegraf/tree/master/plugins/inputs/activemq) [![Telegraf Prometheus Output Plugin](){: style="width:7%"}](https://github.com/influxdata/telegraf/tree/master/plugins/outputs/prometheus_client) [![Infracost 🌟](){: style="width:7%"}](https://github.com/infracost/infracost) [![github.com/infrahouse/infrahouse-toolkit](){: style="width:7%"}](https://github.com/infrahouse/infrahouse-toolkit) [![github.com/infrahouse/terraform-aws-ecs](){: style="width:7%"}](https://github.com/infrahouse/terraform-aws-ecs) [![github.com/infrahouse/terraform-aws-openvpn](){: style="width:7%"}](https://github.com/infrahouse/terraform-aws-openvpn) [![==infrahq/infra== 🌟](){: style="width:7%"}](https://github.com/infrahq/infra) [![inguardians/peirates](){: style="width:7%"}](https://github.com/inguardians/peirates) [![github.com/inkdrop-org/inkdrop-visualizer](){: style="width:7%"}](https://github.com/inkdrop-org/inkdrop-visualizer) [![Awesome Linux](){: style="width:7%"}](https://github.com/inputsh/awesome-linux)

+[![K3s Private Cluster 🌟](){: style="width:7%"}](https://github.com/inscapist/terraform-k3s-private-cloud) [![inspektor-gadget/inspektor-gadget](){: style="width:7%"}](https://github.com/inspektor-gadget/inspektor-gadget) [![github: Kubernetes JSON Schemas 🌟](){: style="width:7%"}](https://github.com/instrumenta/kubernetes-json-schema) [![==instrumenta/kubeval==](){: style="width:7%"}](https://github.com/instrumenta/kubeval) [![github.com/instrumenta/policies: A set of shared policies for use with Conftest' and other Open Policy Agent tools](){: style="width:7%"}](https://github.com/instrumenta/policies) [![kubelogin 🌟](){: style="width:7%"}](https://github.com/int128/kubelogin) [![bpftrace](){: style="width:7%"}](https://github.com/iovisor/bpftrace) [![kubectl-trace](){: style="width:7%"}](https://github.com/iovisor/kubectl-trace) [![None](){: style="width:7%"}](https://github.com/irockel/tda) [![isaaguilar/terraform-operator: Terraform Operator](){: style="width:7%"}](https://github.com/isaaguilar/terraform-operator) [![Awesome Kubectl plugins](){: style="width:7%"}](https://github.com/ishantanu/awesome-kubectl-plugins)

+[![istio-ecosystem/admiral](){: style="width:7%"}](https://github.com/istio-ecosystem/admiral) [![github.com: Istio](){: style="width:7%"}](https://github.com/istio/istio) [![Istio Performance/Stability Testing](){: style="width:7%"}](https://github.com/istio/tools/blob/master/perf/README.md) [![kubectl-neat 🌟](){: style="width:7%"}](https://github.com/itaysk/kubectl-neat) [![YACE - yet another cloudwatch exporter 🌟](){: style="width:7%"}](https://github.com/ivx/yet-another-cloudwatch-exporter) [![github.com/iximiuz: Awesome Container Tinkering](){: style="width:7%"}](https://github.com/iximiuz/awesome-container-tinkering) [![==iximiuz/cdebug==](){: style="width:7%"}](https://github.com/iximiuz/cdebug) [![iximiuz/client-go-examples](){: style="width:7%"}](https://github.com/iximiuz/client-go-examples) [![Sentry Operator](){: style="width:7%"}](https://github.com/jace-ys/sentry-operator) [![jamesbuckett/ckad-questions](){: style="width:7%"}](https://github.com/jamesbuckett/ckad-questions) [![github.com/jamesw4/confirm-tfvars](){: style="width:7%"}](https://github.com/jamesw4/confirm-tfvars)

+[![jamiehannaford/what-happens-when-k8s](){: style="width:7%"}](https://github.com/jamiehannaford/what-happens-when-k8s) [![janikvonrotz/awesome-powershell](){: style="width:7%"}](https://github.com/janikvonrotz/awesome-powershell) [![github.com/jbossdemocentral: Red Hat Process Automation Manager Mortgage' Demo](){: style="width:7%"}](https://github.com/jbossdemocentral/rhpam7-mortgage-demo) [![jcchavezs/porto](){: style="width:7%"}](https://github.com/jcchavezs/porto) [![ec2-spot-converter](){: style="width:7%"}](https://github.com/jcjorel/ec2-spot-converter) [![https://github.com/jdauphant/awesome-ansible](){: style="width:7%"}](https://github.com/jdauphant/awesome-ansible) [![==jenkins-infra/jenkins-usage-stats== 🌟](){: style="width:7%"}](https://github.com/jenkins-infra/jenkins-usage-stats) [![jenkins-version](){: style="width:7%"}](https://github.com/jenkins-infra/jenkins-version) [![github.com/jenkins-infra/jenkins.io/issues](){: style="width:7%"}](https://github.com/jenkins-infra/jenkins.io/issues) [![Pipeline Global Library for ci.jenkins.io](){: style="width:7%"}](https://github.com/jenkins-infra/pipeline-library) [![jx-secret-postrenderer 🌟](){: style="width:7%"}](https://github.com/jenkins-x-plugins/jx-secret-postrenderer)

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+[![github.com/jenkinsci/github-autostatus-plugin](){: style="width:7%"}](https://github.com/jenkinsci/github-autostatus-plugin) [![==github.com/jenkinsci/helm-charts==](){: style="width:7%"}](https://github.com/jenkinsci/helm-charts) [![influxdb-plugin](){: style="width:7%"}](https://github.com/jenkinsci/influxdb-plugin) [![jenkinsci/jenkins-scripts 🌟](){: style="width:7%"}](https://github.com/jenkinsci/jenkins-scripts) [![Jenkinsfile Runner](){: style="width:7%"}](https://github.com/jenkinsci/jenkinsfile-runner) [![Jenkinsfile Runner Test Framework](){: style="width:7%"}](https://github.com/jenkinsci/jenkinsfile-runner-test-framework) [![None](){: style="width:7%"}](https://github.com/jenkinsci/jep/blob/master/jep/224/README.adoc) [![Jenkins Job DSL Plugin](){: style="width:7%"}](https://github.com/jenkinsci/job-dsl-plugin) [![github.com/jenkinsci/job-dsl-plugin](){: style="width:7%"}](https://github.com/jenkinsci/job-dsl-plugin/wiki) [![github.com/jenkinsci/kubernetes-operator: 🌟](){: style="width:7%"}](https://github.com/jenkinsci/kubernetes-operator) [![kubernetes-plugin: Kubernetes plugin for Jenkins 🌟](){: style="width:7%"}](https://github.com/jenkinsci/kubernetes-plugin)

+[![Jenkins opentelemetry-plugin 🌟](){: style="width:7%"}](https://github.com/jenkinsci/opentelemetry-plugin) [![performance-plugin](){: style="width:7%"}](https://github.com/jenkinsci/performance-plugin) [![pipeline-graph-view-plugin 🌟](){: style="width:7%"}](https://github.com/jenkinsci/pipeline-graph-view-plugin) [![None](){: style="width:7%"}](https://github.com/jenkinsci/pipeline-utility-steps-plugin) [![Plugin Installation Manager Tool](){: style="width:7%"}](https://github.com/jenkinsci/plugin-installation-manager-tool) [![Jenkins Plugin Manager CLI v1.1.0](){: style="width:7%"}](https://github.com/jenkinsci/plugin-installation-manager-tool/releases/tag/plugin-management-parent-pom-1.1.0) [![Parent POM for Jenkins Plugins. Plugin POM 4.0](){: style="width:7%"}](https://github.com/jenkinsci/plugin-pom) [![4.0 changelog](){: style="width:7%"}](https://github.com/jenkinsci/plugin-pom/releases/tag/plugin-4.0) [![Jenkins Prometheus Metrics Plugin 🌟](){: style="width:7%"}](https://github.com/jenkinsci/prometheus-plugin) [![Pull Request Monitoring 🌟](){: style="width:7%"}](https://github.com/jenkinsci/pull-request-monitoring-plugin) [![Redis Fingerprint Storage Plugin](){: style="width:7%"}](https://github.com/jenkinsci/redis-fingerprint-storage-plugin)

+[![Jenkins Remoting monitoring with OpenTelemetry Plugin 🌟](){: style="width:7%"}](https://github.com/jenkinsci/remoting-opentelemetry-plugin) [![github PR: Enable to provide telemetry data to OpenTelemetry Collector](){: style="width:7%"}](https://github.com/jenkinsci/remoting-opentelemetry-plugin/pull/40) [![robot-plugin: Robot Framework Plugin](){: style="width:7%"}](https://github.com/jenkinsci/robot-plugin) [![None](){: style="width:7%"}](https://github.com/jenkinsci/tekton-client-plugin) [![URL Filter Plugin](){: style="width:7%"}](https://github.com/jenkinsci/url-filter-plugin) [![jertel/elastalert2](){: style="width:7%"}](https://github.com/jertel/elastalert2) [![==jesseduffield/lazydocker==](){: style="width:7%"}](https://github.com/jesseduffield/lazydocker) [![github.com: Branch Cleanup Action 🌟](){: style="width:7%"}](https://github.com/jessfraz/branch-cleanup-action) [![github.com/jetpack-io/launchpad ⭐](){: style="width:7%"}](https://github.com/jetify-com/launchpad) [![==github.com/jetpack-io/launchpad== ⭐](){: style="width:7%"}](https://github.com/jetpack-io/launchpad) [![https://github.com/jetstack/cert-manager/](){: style="width:7%"}](https://github.com/jetstack/cert-manager)

+[![Jetstack Secure Agent 🌟🌟](){: style="width:7%"}](https://github.com/jetstack/jetstack-secure) [![==kube-oidc-proxy==](){: style="width:7%"}](https://github.com/jetstack/kube-oidc-proxy) [![Jetstack Secure Agent 🌟🌟](){: style="width:7%"}](https://github.com/jetstack/preflight) [![vesion-checker](){: style="width:7%"}](https://github.com/jetstack/version-checker) [![None](){: style="width:7%"}](https://github.com/jglick/jk--) [![christopherhein/awesome-eks: Awesome EKS](){: style="width:7%"}](https://github.com/jimmyraywv/awesome-eks) [![@jk8s' Awesome Kubernetes](){: style="width:7%"}](https://github.com/jk8s/awesome-kubernetes) [![jkcfg](){: style="width:7%"}](https://github.com/jkcfg/jk) [![github.com/jkosik: helm-decomposer](){: style="width:7%"}](https://github.com/jkosik/helm-decomposer) [![The Art of Command Line](){: style="width:7%"}](https://github.com/jlevy/the-art-of-command-line) [![ghapp_demo](){: style="width:7%"}](https://github.com/jmfloreszazo/ghapp_demo/blob/main/README.es.md)

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+[![github.com/jthomperoo: Predictive Horizontal Pod Autoscaler](){: style="width:7%"}](https://github.com/jthomperoo/predictive-horizontal-pod-autoscaler) [![None](){: style="width:7%"}](https://github.com/junegunn/fzf) [![github.com/jupyterlab/jupyter-ai](){: style="width:7%"}](https://github.com/jupyterlab/jupyter-ai) [![github.com/jwcesign/kubespider](){: style="width:7%"}](https://github.com/jwcesign/kubespider) [![Awesome Productivity](){: style="width:7%"}](https://github.com/jyguyomarch/awesome-productivity) [![K0s - Zero Friction Kubernetes](){: style="width:7%"}](https://github.com/k0sproject/k0s) [![**k3d**](){: style="width:7%"}](https://github.com/k3d-io/k3d) [![github.com/k3s-io/k3s-ansible 🌟](){: style="width:7%"}](https://github.com/k3s-io/k3s-ansible) [![k8gb 🌟](){: style="width:7%"}](https://github.com/k8gb-io/k8gb) [![k8s-ruby: Kubernetes Ruby Client](){: style="width:7%"}](https://github.com/k8s-ruby/k8s-ruby) [![multus-cni 🌟](){: style="width:7%"}](https://github.com/k8snetworkplumbingwg/multus-cni)

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+[![krestomatio/keydb-operator](){: style="width:7%"}](https://github.com/krestomatio/keydb-operator) [![kris-nova/kaar](){: style="width:7%"}](https://github.com/kris-nova/kaar) [![naml: Not another markup language](){: style="width:7%"}](https://github.com/kris-nova/naml) [![kris-nova/kaar](){: style="width:7%"}](https://github.com/krisnova/kaar) [![naml: Not another markup language](){: style="width:7%"}](https://github.com/krisnova/naml) [![github.com/kristofferandreasen/awesome-azure: Awesome Azure](){: style="width:7%"}](https://github.com/kristofferandreasen/awesome-azure) [![Ksctl: Cloud Agnostic Kubernetes Management tool](){: style="width:7%"}](https://github.com/ksctl/ksctl) [![KFServing 🌟](){: style="width:7%"}](https://github.com/kserve/kserve) [![==ksoclabs/awesome-kubernetes-security== 🌟](){: style="width:7%"}](https://github.com/ksoclabs/awesome-kubernetes-security) [![==buildg: Interactive debugger for Dockerfile== 🌟](){: style="width:7%"}](https://github.com/ktock/buildg) [![kube-spot-termination-notice-handler](){: style="width:7%"}](https://github.com/kube-aws/kube-spot-termination-notice-handler)

+[![kube-burner 🌟](){: style="width:7%"}](https://github.com/kube-burner/kube-burner) [![kube-logging/logging-operator](){: style="width:7%"}](https://github.com/kube-logging/logging-operator) [![govirtuo/kube-ns-suspender 🌟](){: style="width:7%"}](https://github.com/kube-ns-suspender/kube-ns-suspender) [![kube-vip](){: style="width:7%"}](https://github.com/kube-vip/kube-vip) [![github.com/kubecfg/kubecfg](){: style="width:7%"}](https://github.com/kubecfg/kubecfg) [![Cluster Turndown](){: style="width:7%"}](https://github.com/kubecost/cluster-turndown) [![github.com/kubecost: kubecost-exporter - Running Kubecost as a Prometheus' metric exporter](){: style="width:7%"}](https://github.com/kubecost/cost-model) [![kubectl-cost](){: style="width:7%"}](https://github.com/kubecost/kubectl-cost) [![==github.com/kubefirst/kubefirst==](){: style="width:7%"}](https://github.com/kubefirst/kubefirst) [![KFServing 🌟](){: style="width:7%"}](https://github.com/kubeflow/kfserving) [![Guard](){: style="width:7%"}](https://github.com/kubeguard/guard)

+[![KubeHelper](){: style="width:7%"}](https://github.com/kubehelper/kubehelper) [![Kubeinit 🌟](){: style="width:7%"}](https://github.com/kubeinit/kubeinit) [![github.com/kubemq-io/kubemq-community 🌟](){: style="width:7%"}](https://github.com/kubemq-io/kubemq-community) [![kubenav](){: style="width:7%"}](https://github.com/kubenav/kubenav) [![==kubeops/config-syncer: Config Syncer (previously Kubed)==](){: style="width:7%"}](https://github.com/kubeops/config-syncer) [![identity-server](){: style="width:7%"}](https://github.com/kubeops/ui-server) [![kubeopsskills/cloud-secret-resolvers: Cloud Secret Resolvers (CSR)](){: style="width:7%"}](https://github.com/kubeopsskills/cloud-secret-resolvers) [![chart-doc-gen: Helm Chart Documentation Generator](){: style="width:7%"}](https://github.com/kubepack/chart-doc-gen) [![==github.com/kubepug/kubepug: Deprecations AKA KubePug - Pre UpGrade (Checker)==' ⭐](){: style="width:7%"}](https://github.com/kubepug/kubepug) [![github.com/kubereboot/kured ⭐](){: style="width:7%"}](https://github.com/kubereboot/kured) [![kuberhealthy 🌟](){: style="width:7%"}](https://github.com/kuberhealthy/kuberhealthy)

+[![kuberlogic](){: style="width:7%"}](https://github.com/kuberlogic/kuberlogic) [![fubectl](){: style="width:7%"}](https://github.com/kubermatic/fubectl) [![KubeCarrier - Service Management at Scale](){: style="width:7%"}](https://github.com/kubermatic/kubecarrier) [![==kubermatic/kubeone== 🌟](){: style="width:7%"}](https://github.com/kubermatic/kubeone) [![github.com/kubernetes-client 🌟](){: style="width:7%"}](https://github.com/kubernetes-client) [![kubernetes-client/go: OpenAPI based Generated Go client for Kubernetes](){: style="width:7%"}](https://github.com/kubernetes-client/go) [![github.com/kubernetes-client/java: Kubernetes Java Client](){: style="width:7%"}](https://github.com/kubernetes-client/java) [![github.com/kubernetes-client/python](){: style="width:7%"}](https://github.com/kubernetes-client/python) [![github.com/kubernetes-client/python-base](){: style="width:7%"}](https://github.com/kubernetes-client/python-base) [![github.com/kubernetes-course/container_workshops](){: style="width:7%"}](https://github.com/kubernetes-course/container_workshops) [![github.com/kubernetes-csi](){: style="width:7%"}](https://github.com/kubernetes-csi)

+[![SMB CSI Driver for Kubernetes](){: style="width:7%"}](https://github.com/kubernetes-csi/csi-driver-smb) [![github.com/kubernetes-sigs/etcdadm ⭐](){: style="width:7%"}](https://github.com/kubernetes-retired/etcdadm) [![Frakti](){: style="width:7%"}](https://github.com/kubernetes-retired/frakti) [![kubernetes-sigs/hierarchical-namespaces: The Hierarchical Namespace Controller (HNC)](){: style="width:7%"}](https://github.com/kubernetes-retired/hierarchical-namespaces) [![kubernetes-sigs/kpng](){: style="width:7%"}](https://github.com/kubernetes-retired/kpng) [![kube-batch](){: style="width:7%"}](https://github.com/kubernetes-retired/kube-batch) [![KubeFed: Kubernetes Cluster Federation](){: style="width:7%"}](https://github.com/kubernetes-retired/kubefed) [![kubernetes-sigs/kui](){: style="width:7%"}](https://github.com/kubernetes-retired/kui) [![Hierarchical namespaces](){: style="width:7%"}](https://github.com/kubernetes-retired/multi-tenancy/tree/master/incubator/hnc) [![Kubernetes SIGs](){: style="width:7%"}](https://github.com/kubernetes-sigs) [![==github.com/kubernetes-sigs/aws-load-balancer-controller==](){: style="width:7%"}](https://github.com/kubernetes-sigs/aws-load-balancer-controller)

+[![Cluster Addons 🌟](){: style="width:7%"}](https://github.com/kubernetes-sigs/cluster-addons) [![None](){: style="width:7%"}](https://github.com/kubernetes-sigs/cluster-api) [![Descheduler for Kubernetes 🌟](){: style="width:7%"}](https://github.com/kubernetes-sigs/descheduler) [![kubernetes-sigs/e2e-framework](){: style="width:7%"}](https://github.com/kubernetes-sigs/e2e-framework) [![github.com/kubernetes-sigs/etcdadm ⭐](){: style="width:7%"}](https://github.com/kubernetes-sigs/etcdadm) [![external-dns](){: style="width:7%"}](https://github.com/kubernetes-sigs/external-dns) [![Kubernetes Gateway API](){: style="width:7%"}](https://github.com/kubernetes-sigs/gateway-api) [![kubernetes-sigs/hierarchical-namespaces: The Hierarchical Namespace Controller' (HNC)](){: style="width:7%"}](https://github.com/kubernetes-sigs/hierarchical-namespaces) [![InGate: Ingress & Gateway API Controller (Archived)](){: style="width:7%"}](https://github.com/kubernetes-sigs/ingate) [![**kind**](){: style="width:7%"}](https://github.com/kubernetes-sigs/kind) [![kubernetes-sigs/kpng](){: style="width:7%"}](https://github.com/kubernetes-sigs/kpng)

+[![Available kubectl plugins](){: style="width:7%"}](https://github.com/kubernetes-sigs/krew-index/blob/master/plugins.md) [![kube-batch](){: style="width:7%"}](https://github.com/kubernetes-sigs/kube-batch) [![kube-scheduler-simulator](){: style="width:7%"}](https://github.com/kubernetes-sigs/kube-scheduler-simulator) [![kubernetes-sigs/kubebuilder](){: style="width:7%"}](https://github.com/kubernetes-sigs/kubebuilder) [![KubeFed: Kubernetes Cluster Federation](){: style="width:7%"}](https://github.com/kubernetes-sigs/kubefed) [![**Kubespray**](){: style="width:7%"}](https://github.com/kubernetes-sigs/kubespray) [![kubernetes-sigs/kueue: Kubernetes-native Job Queueing](){: style="width:7%"}](https://github.com/kubernetes-sigs/kueue) [![Kueue Release v0.14.0](){: style="width:7%"}](https://github.com/kubernetes-sigs/kueue/releases/tag/v0.14.0) [![kubernetes-sigs/kui](){: style="width:7%"}](https://github.com/kubernetes-sigs/kui) [![kustomize](){: style="width:7%"}](https://github.com/kubernetes-sigs/kustomize) [![kubernetes-sigs/kwok](){: style="width:7%"}](https://github.com/kubernetes-sigs/kwok)

+[![Hierarchical namespaces](){: style="width:7%"}](https://github.com/kubernetes-sigs/multi-tenancy/tree/master/incubator/hnc) [![github.com: NFS Ganesha server and external provisioner](){: style="width:7%"}](https://github.com/kubernetes-sigs/nfs-ganesha-server-and-external-provisioner) [![kubernetes-sigs/nfs-subdir-external-provisioner: Kubernetes NFS Subdir External' Provisioner](){: style="width:7%"}](https://github.com/kubernetes-sigs/nfs-subdir-external-provisioner) [![==kubernetes-sigs/node-feature-discovery: Node feature discovery for Kubernetes==](){: style="width:7%"}](https://github.com/kubernetes-sigs/node-feature-discovery) [![kubernetes-sigs: Trimaran: Load-aware scheduling plugins 🌟](){: style="width:7%"}](https://github.com/kubernetes-sigs/scheduler-plugins/tree/master/pkg/trimaran) [![Kubernetes-Secrets-Store-CSI-Driver: Secrets Store CSI driver for Kubernetes' secrets](){: style="width:7%"}](https://github.com/kubernetes-sigs/secrets-store-csi-driver) [![kubernetes-sigs/security-profiles-operator](){: style="width:7%"}](https://github.com/kubernetes-sigs/security-profiles-operator) [![github.com/kubernetes-sigs: Local Persistence Volume Static Provisioner' 🌟](){: style="width:7%"}](https://github.com/kubernetes-sigs/sig-storage-local-static-provisioner) [![github.com/kubernetes: **Kubernetes Cluster Autoscaler**](){: style="width:7%"}](https://github.com/kubernetes/autoscaler/tree/master/cluster-autoscaler) [![VPA: Vertical Pod Autoscaler](){: style="width:7%"}](https://github.com/kubernetes/autoscaler/tree/master/vertical-pod-autoscaler) [![kubernetes/client-go: Go client for Kubernetes 🌟](){: style="width:7%"}](https://github.com/kubernetes/client-go)

+[![Kubernetes Special Interest Groups (SIGs)](){: style="width:7%"}](https://github.com/kubernetes/community/blob/main/README.md) [![github.com/kubernetes: Kubernetes Scalability thresholds](){: style="width:7%"}](https://github.com/kubernetes/community/blob/main/sig-scalability/configs-and-limits/thresholds.md) [![Kubernetes Special Interest Groups (SIGs)](){: style="width:7%"}](https://github.com/kubernetes/community/blob/master/README.md) [![github.com/kubernetes: Kubernetes Scalability thresholds](){: style="width:7%"}](https://github.com/kubernetes/community/blob/master/sig-scalability/configs-and-limits/thresholds.md) [![github.com/kubernetes: Kubernetes Icons Set](){: style="width:7%"}](https://github.com/kubernetes/community/tree/main/icons) [![==github.com/kubernetes: Kubernetes Icons Set==](){: style="width:7%"}](https://github.com/kubernetes/community/tree/master/icons) [![NodeLocal DNSCache](){: style="width:7%"}](https://github.com/kubernetes/enhancements) [![KEP-2837: Especificaciones de Recursos a Nivel de Pod](){: style="width:7%"}](https://github.com/kubernetes/enhancements/blob/ddf7d2a8c098e97b0714f31e88abad3b3e0e706c/keps/sig-node/2837-pod-level-resource-spec/README.md) [![Frakti](){: style="width:7%"}](https://github.com/kubernetes/frakti) [![==github.com/kubernetes/git-sync== ⭐](){: style="width:7%"}](https://github.com/kubernetes/git-sync) [![A Kyverno policy to block custom snippet configurations for Kubernetes Nginx ingress (CVE-2021-25742](){: style="width:7%"}](https://github.com/kubernetes/ingress-nginx/issues/7837)

+[![NGINX Ingress Controller - v1.0.0](){: style="width:7%"}](https://github.com/kubernetes/ingress-nginx/releases/tag/controller-v1.0.0) [![==Kompose (Kubernetes + Compose)== 🌟](){: style="width:7%"}](https://github.com/kubernetes/kompose) [![GitHub: Kubernetes Cluster with Kops](){: style="width:7%"}](https://github.com/kubernetes/kops) [![kube-state-metrics 🌟](){: style="width:7%"}](https://github.com/kubernetes/kube-state-metrics) [![Kubernetes Cluster with **Kubeadm**](){: style="width:7%"}](https://github.com/kubernetes/kubeadm) [![github.com/kubernetes/kubeadm: High Availability Considerations](){: style="width:7%"}](https://github.com/kubernetes/kubeadm/blob/main/docs/ha-considerations.md) [![A Kyverno policy to block custom snippet configurations for Kubernetes Nginx ingress (CVE-2021-25742](){: style="width:7%"}](https://github.com/kubernetes/kubernetes/issues/126811) [![Flag export deprecated in kubernetes 1.14](){: style="width:7%"}](https://github.com/kubernetes/kubernetes/pull/73787) [![If you have a livenessProbe that takes over one second, it’ll fail when you update to kubernetes 1.20, because a long-standing bug with how the default was handled has been fixed. You must override the ExecProbeTimeout if your probe takes more than 1s](){: style="width:7%"}](https://github.com/kubernetes/kubernetes/pull/97057) [![Minikube](){: style="width:7%"}](https://github.com/kubernetes/minikube) [![==kubernetes/sample-controller==](){: style="width:7%"}](https://github.com/kubernetes/sample-controller)

+[![Prow](){: style="width:7%"}](https://github.com/kubernetes/test-infra/tree/master/prow) [![kubescape](){: style="width:7%"}](https://github.com/kubescape/kubescape) [![armosec/regolibrary](){: style="width:7%"}](https://github.com/kubescape/regolibrary) [![kubeshark/kubeshark](){: style="width:7%"}](https://github.com/kubeshark/kubeshark) [![identity-server](){: style="width:7%"}](https://github.com/kubeshield/identity-server) [![kubeshop/kusk: use OpenAPI to configure Kubernetes](){: style="width:7%"}](https://github.com/kubeshop/kusk) [![==kubeshop/monokle==](){: style="width:7%"}](https://github.com/kubeshop/monokle) [![kubeshop/testkube](){: style="width:7%"}](https://github.com/kubeshop/testkube) [![Ksctl: Cloud Agnostic Kubernetes Management tool](){: style="width:7%"}](https://github.com/kubesimplify/ksctl) [![KubeEye 🌟](){: style="width:7%"}](https://github.com/kubesphere/kubeeye) [![kubekey](){: style="width:7%"}](https://github.com/kubesphere/kubekey)

+[![github.com/kubetail-org/kubetail 🌟](){: style="width:7%"}](https://github.com/kubetail-org/kubetail) [![==kubevious== 🌟🌟](){: style="width:7%"}](https://github.com/kubevious/kubevious) [![kubevirt](){: style="width:7%"}](https://github.com/kubevirt/kubevirt) [![github.com/kubevirt/monitoring](){: style="width:7%"}](https://github.com/kubevirt/monitoring) [![kudobuilder/kuttl](){: style="width:7%"}](https://github.com/kudobuilder/kuttl) [![github.com/kuhlman-labs/terraform-azurerm-landing-zone](){: style="width:7%"}](https://github.com/kuhlman-labs/terraform-azurerm-landing-zone) [![kunchalavikram1427: kubernetes Public](){: style="width:7%"}](https://github.com/kunchalavikram1427/Kubernetes_public) [![None](){: style="width:7%"}](https://github.com/kunchalavikram1427/Kubernetes_public/blob/main/Kubernetes_Commands.txt) [![kunchalavikram1427: kubernetes Commands](){: style="width:7%"}](https://github.com/kunchalavikram1427/Kubernetes_public/blob/master/Kubernetes_Commands.txt) [![kubectl build (formerly known as kubectl-kaniko)](){: style="width:7%"}](https://github.com/kvaps/kubectl-build) [![kvaps/kubectl-node-shell](){: style="width:7%"}](https://github.com/kvaps/kubectl-node-shell)

+[![kVDI](){: style="width:7%"}](https://github.com/kvdi/kvdi) [![kyma-incubator/terraform-provider-kind: Terraform Provider for kind (Kubernetes' IN Docker)](){: style="width:7%"}](https://github.com/kyma-incubator/terraform-provider-kind) [![Chainsaw - The ultimate end to end testing tool for Kubernetes operators](){: style="width:7%"}](https://github.com/kyverno/chainsaw) [![None](){: style="width:7%"}](https://github.com/kyverno/policies/issues/80) [![Policy Reporter 🌟](){: style="width:7%"}](https://github.com/kyverno/policy-reporter) [![laurci/kubernate](){: style="width:7%"}](https://github.com/laurci/kubernate) [![joplin](){: style="width:7%"}](https://github.com/laurent22/joplin) [![None](){: style="width:7%"}](https://github.com/lbroudoux/openshift-cases/tree/master/jboss-amq7-custom) [![==github.com/learning-cloud-native-go/myapp: Learning Cloud Native Go -' myapp== 🌟](){: style="width:7%"}](https://github.com/learning-cloud-native-go/myapp) [![==Free Kubernetes== 🌟🌟](){: style="width:7%"}](https://github.com/learnk8s/free-kubernetes) [![**K8bit** β€” the tiny Kubernetes dashboard 🌟](){: style="width:7%"}](https://github.com/learnk8s/k8bit)

+[![None](){: style="width:7%"}](https://github.com/learnk8s/templating-kubernetes) [![==learnk8s/xlskubectl==](){: style="width:7%"}](https://github.com/learnk8s/xlskubectl) [![github.com/leg100/pug: PUG](){: style="width:7%"}](https://github.com/leg100/pug) [![github.com/lensesio/fast-data-dev (Lenses Box)](){: style="width:7%"}](https://github.com/lensesio/fast-data-dev) [![libopenstorage/stork: Stork - Storage Operator Runtime for Kubernetes](){: style="width:7%"}](https://github.com/libopenstorage/stork) [![Awesome Software Quality](){: style="width:7%"}](https://github.com/ligurio/awesome-software-quality) [![Awesome Software Quality](){: style="width:7%"}](https://github.com/ligurio/sqa-wiki) [![DictMySQL: A MySQL class for more convenient database manipulation with' Python dictionary](){: style="width:7%"}](https://github.com/ligyxy/DictMySQL) [![None](){: style="width:7%"}](https://github.com/lima-vm/lima) [![Promgen 🌟](){: style="width:7%"}](https://github.com/line/promgen) [![None](){: style="width:7%"}](https://github.com/linkedin/kafka-monitor)

+[![None](){: style="width:7%"}](https://github.com/linode/apl-core) [![liqo: Enable dynamic and seamless Kubernetes multi-cluster topologies](){: style="width:7%"}](https://github.com/liqotech/liqo) [![Litmus Chaos is a toolset to do chaos engineering in a kubernetes native way. Litmus provides chaos CRDs for Cloud-Native developers and SREs to inject, orchestrate and monitor chaos to find weaknesses in Kubernetes deployments](){: style="width:7%"}](https://github.com/litmuschaos/litmus) [![Kubectl SSH Proxy 🌟](){: style="width:7%"}](https://github.com/little-angry-clouds/kubectl-ssh-proxy) [![k8s-crash-informer](){: style="width:7%"}](https://github.com/lnsp/k8s-crash-informer) [![github.com/localstack/localstack](){: style="width:7%"}](https://github.com/localstack/localstack) [![jspolicy](){: style="width:7%"}](https://github.com/loft-sh/jspolicy) [![==loft-sh/kiosk==](){: style="width:7%"}](https://github.com/loft-sh/kiosk) [![GH repos: repo.new](){: style="width:7%"}](https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fnew) [![None](){: style="width:7%"}](https://github.com/longhorn/longhorn) [![longhorn issue: Move replica to a different server](){: style="width:7%"}](https://github.com/longhorn/longhorn/issues/292)

+[![Awesome Agile](){: style="width:7%"}](https://github.com/lorabv/awesome-agile) [![lorien/awesome-web-scraping: Awesome Web Scraping](){: style="width:7%"}](https://github.com/lorien/awesome-web-scraping) [![louislam/uptime-kuma](){: style="width:7%"}](https://github.com/louislam/uptime-kuma) [![github.com/lsdopen/ahoy](){: style="width:7%"}](https://github.com/lsdopen/ahoy) [![lucidrains/PaLM-rlhf-pytorch](){: style="width:7%"}](https://github.com/lucidrains/PaLM-rlhf-pytorch) [![kubeinvaders](){: style="width:7%"}](https://github.com/lucky-sideburn/kubeinvaders) [![luk4z7/go-concurrency-guide: Go Concurrency Guide 🌟](){: style="width:7%"}](https://github.com/luk4z7/go-concurrency-guide) [![github.com/lukaszraczylo/jobs-manager-operator 🌟](){: style="width:7%"}](https://github.com/lukaszraczylo/jobs-manager-operator) [![github.com/lukemurraynz/awesome-azure-architecture 🌟](){: style="width:7%"}](https://github.com/lukemurraynz/awesome-azure-architecture) [![m9sweeper/m9sweeper](){: style="width:7%"}](https://github.com/m9sweeper/m9sweeper) [![github.com/maddevsio/aws-eks-base: Boilerplate for a basic AWS infrastructure' with EKS cluster 🌟](){: style="width:7%"}](https://github.com/maddevsio/aws-eks-base)

+[![The Kubernetes Goat](){: style="width:7%"}](https://github.com/madhuakula/kubernetes-goat) [![tracker: A time machine for debugging pesky stateful errors](){: style="width:7%"}](https://github.com/madisonmay/tracker) [![magnologan/awesome-k8s-security: Awesome Kubernetes (K8s) Security 🌟](){: style="width:7%"}](https://github.com/magnologan/awesome-k8s-security) [![Awesome API Management Tools](){: style="width:7%"}](https://github.com/mailtoharshit/Awesome-Api-Management-Tools) [![github.com: Maistra Istio](){: style="width:7%"}](https://github.com/maistra/istio) [![github.com/major/imagebuilder-containerized](){: style="width:7%"}](https://github.com/major/imagebuilder-containerized/blob/main/.github/workflows/main.yml) [![mancubus77/awesome-sre](){: style="width:7%"}](https://github.com/mancubus77/awesome-sre) [![Awesome Streaming](){: style="width:7%"}](https://github.com/manuzhang/awesome-streaming) [![maorfr/helm-backup: Helm Backup Plugin](){: style="width:7%"}](https://github.com/maorfr/helm-backup) [![maorfr/kube-tasks: Kube tasks](){: style="width:7%"}](https://github.com/maorfr/kube-tasks) [![Red Hat CodeReady Containers (Minishift equivalent for OpenShift 4.2 or newer) - step-by-step demo guides](){: style="width:7%"}](https://github.com/marcredhat/crcdemos)

+[![github.com/marketplace: Use AWS Secrets Manager secrets in GitHub jobs 🌟](){: style="width:7%"}](https://github.com/marketplace/actions/aws-secrets-manager-github-action) [![flat-data](){: style="width:7%"}](https://github.com/marketplace/actions/flat-data) [![github.com/marketplace: Automating your Kubernetes dev environments with' the open source oktetohq Cloud got easier with GitHub Actions](){: style="width:7%"}](https://github.com/marketplace?query=publisher%3Aokteto&type=actions) [![maruina/aws-auth-manager: K8s controller to manage the aws-auth configmap](){: style="width:7%"}](https://github.com/maruina/aws-auth-manager) [![==mattfeltonma/azure-networking-patterns==](){: style="width:7%"}](https://github.com/mattfeltonma/azure-networking-patterns) [![mattmoor/warm-image: Kubernetes WarmImage CRD](){: style="width:7%"}](https://github.com/mattmoor/warm-image) [![Skills for Real Engineers](){: style="width:7%"}](https://github.com/mattpocock/skills) [![Mautic](){: style="width:7%"}](https://github.com/mautic/docker-mautic) [![SHMIG](){: style="width:7%"}](https://github.com/mbucc/shmig) [![None](){: style="width:7%"}](https://github.com/mcelep/blog/tree/master/automated-networkpolicy-generation) [![Azure Hub and Spoke Infrastructure via Terraform](){: style="width:7%"}](https://github.com/mdixon47/azure-hub-spoke-teraform)

+[![None](){: style="width:7%"}](https://github.com/medmouine/Kubernetes-autoscaling-poster/blob/main/k8s-auto-scaling-poster.pdf) [![medyagh/setup-minikube](){: style="width:7%"}](https://github.com/medyagh/setup-minikube) [![mehdihadeli/awesome-go-education](){: style="width:7%"}](https://github.com/mehdihadeli/awesome-go-education) [![None](){: style="width:7%"}](https://github.com/mehdihadeli/awesome-software-architecture) [![github.com/mercedes-benz](){: style="width:7%"}](https://github.com/mercedes-benz) [![github.com/mesaguy/ansible-prometheus](){: style="width:7%"}](https://github.com/mesaguy/ansible-prometheus) [![Helm Kanvas Snapshot](){: style="width:7%"}](https://github.com/meshery-extensions/helm-kanvas-snapshot) [![Helm Kanvas Snapshot](){: style="width:7%"}](https://github.com/meshery/helm-kanvas-snapshot) [![Meshery](){: style="width:7%"}](https://github.com/meshery/meshery) [![github.com/meta-llama/llama-recipes](){: style="width:7%"}](https://github.com/meta-llama/llama-cookbook) [![==github.com/meta-llama/llama-recipes==](){: style="width:7%"}](https://github.com/meta-llama/llama-recipes)

+[![Metacontroller](){: style="width:7%"}](https://github.com/metacontroller/metacontroller) [![Bare Metal Operator](){: style="width:7%"}](https://github.com/metal3-io/baremetal-operator) [![Cluster API Provider for Managed Bare Metal Hardware](){: style="width:7%"}](https://github.com/metal3-io/cluster-api-provider-metal3) [![==metalbear-co/mirrord==](){: style="width:7%"}](https://github.com/metalbear-co/mirrord) [![github.com/metaleapca: metaleap-devops-in-k8s.pdf](){: style="width:7%"}](https://github.com/metaleapca/metaleap-devops-in-k8s/blob/main/metaleap-devops-in-k8s.pdf) [![github.com/metaleapca: metaleap-k8s-troubleshooting.pdf](){: style="width:7%"}](https://github.com/metaleapca/metaleap-k8s-troubleshooting/blob/main/metaleap-k8s-troubleshooting.pdf) [![None](){: style="width:7%"}](https://github.com/metallb/metallb) [![slo-libsonnet](){: style="width:7%"}](https://github.com/metalmatze/slo-libsonnet) [![Awesome microservices](){: style="width:7%"}](https://github.com/mfornos/awesome-microservices) [![github.com: openshift cheat sheet 3](){: style="width:7%"}](https://github.com/mhausenblas/openshift-cheat-sheet) [![cfn-diagram 🌟](){: style="width:7%"}](https://github.com/mhlabs/cfn-diagram)

+[![mholt/json-to-go](){: style="width:7%"}](https://github.com/mholt/json-to-go) [![https://github.com/michaelmsonne/AzureDevOpsBackupTool](){: style="width:7%"}](https://github.com/michaelmsonne/AzureDevOpsBackupTool) [![Official Jenkins Docker image](){: style="width:7%"}](https://github.com/michaelneale/jenkins-ci.org-docker) [![kubectl-reap is a kubectl plugin that deletes unused Kubernetes resources 🌟](){: style="width:7%"}](https://github.com/micnncim/kubectl-reap) [![go-micro](){: style="width:7%"}](https://github.com/micro/go-micro) [![==github.com/microsoft/ARI: Azure Resource Inventory== 🌟🌟🌟](){: style="width:7%"}](https://github.com/microsoft/ARI) [![github.com/microsoft/CBL-Mariner](){: style="width:7%"}](https://github.com/microsoft/CBL-Mariner) [![Git Credential Manager Core](){: style="width:7%"}](https://github.com/microsoft/Git-Credential-Manager-Core) [![github.com/microsoft/InnerEye-Gateway](){: style="width:7%"}](https://github.com/microsoft/InnerEye-Gateway) [![==github.com/microsoft/ML-For-Beginners: Machine Learning for Beginners' - A Curriculum==](){: style="width:7%"}](https://github.com/microsoft/ML-For-Beginners) [![None](){: style="width:7%"}](https://github.com/microsoft/NubesGen)

+[![Microsoft Webwright](){: style="width:7%"}](https://github.com/microsoft/Webwright) [![==Microsoft REST API Guidelines== 🌟🌟🌟](){: style="width:7%"}](https://github.com/microsoft/api-guidelines/blob/vNext/Guidelines.md) [![Azure DevOps MCP Server](){: style="width:7%"}](https://github.com/microsoft/azure-devops-mcp) [![github.com/microsoft/azure-digital-twins-postman-samples](){: style="width:7%"}](https://github.com/microsoft/azure-digital-twins-postman-samples) [![microsoft/azure-pipelines-tasks](){: style="width:7%"}](https://github.com/microsoft/azure-pipelines-tasks) [![microsoft/azure-pipelines-yaml: Azure Pipelines YAML 🌟](){: style="width:7%"}](https://github.com/microsoft/azure-pipelines-yaml) [![microsoft/azure-pipelines-yaml: maven.yml](){: style="width:7%"}](https://github.com/microsoft/azure-pipelines-yaml/blob/master/templates/maven.yml) [![Microsoft Azure Skills (MCP Server)](){: style="width:7%"}](https://github.com/microsoft/azure-skills) [![architecture diagrams and slides](){: style="width:7%"}](https://github.com/microsoft/azure_arc) [![github.com/microsoft/CBL-Mariner](){: style="width:7%"}](https://github.com/microsoft/azurelinux) [![github.com/microsoft: Contoso Traders - Cloud testing tools demo app](){: style="width:7%"}](https://github.com/microsoft/contosotraders-cloudtesting)

+[![github.com/microsoft/dicom-server](){: style="width:7%"}](https://github.com/microsoft/dicom-server) [![EntraExporter](){: style="width:7%"}](https://github.com/microsoft/entraexporter) [![github.com/microsoft/fhir-server](){: style="width:7%"}](https://github.com/microsoft/fhir-server) [![github.com/microsoft/finops-toolkit](){: style="width:7%"}](https://github.com/microsoft/finops-toolkit) [![Bridge to Kubernetes 🌟](){: style="width:7%"}](https://github.com/microsoft/mindaro) [![github.com/microsoft/pyright](){: style="width:7%"}](https://github.com/microsoft/pyright) [![==github.com/microsoft/retina==](){: style="width:7%"}](https://github.com/microsoft/retina) [![github.com/microsoft/terraform-provider-azuredevops/releases/tag/v1.0.0](){: style="width:7%"}](https://github.com/microsoft/terraform-provider-azuredevops/releases/tag/v1.0.0) [![Python Visual Studio Code](){: style="width:7%"}](https://github.com/microsoft/vscode-python) [![Windows Package Manager CLI (aka winget)](){: style="width:7%"}](https://github.com/microsoft/winget-cli) [![microsoftgraph/msgraph-sdk-powershell/samples: 9-Applications.ps1](){: style="width:7%"}](https://github.com/microsoftgraph/msgraph-sdk-powershell)

+[![gitops-resources](){: style="width:7%"}](https://github.com/microtica/gitops-resources) [![github.com/konveyor/crane: Crane 2.0 🌟](){: style="width:7%"}](https://github.com/migtools/crane) [![Golang for Node.js Developers](){: style="width:7%"}](https://github.com/miguelmota/golang-for-nodejs-developers) [![yq](){: style="width:7%"}](https://github.com/mikefarah/yq) [![BitBucket Auto Merge](){: style="width:7%"}](https://github.com/mikefrank-ca/bitbucket-auto-merge) [![==mikeroyal/Kubernetes-Guide: Kubernetes Guide== 🌟](){: style="width:7%"}](https://github.com/mikeroyal/Kubernetes-Guide) [![==mikeroyal/Kubernetes-Guide: Machine Learning== 🌟](){: style="width:7%"}](https://github.com/mikeroyal/Kubernetes-Guide/blob/main/README.md) [![==mikeroyal/OpenShift-Guide: OpenShift Guide== 🌟🌟](){: style="width:7%"}](https://github.com/mikeroyal/OpenShift-Guide) [![mikzuit/fair-job-offer](){: style="width:7%"}](https://github.com/mikzuit/fair-job-offer) [![DevOps Roadmap for 2026](){: style="width:7%"}](https://github.com/milanm/DevOps-Roadmap) [![mineiros-io/terramate](){: style="width:7%"}](https://github.com/mineiros-io/terramate)

+[![mingrammer/diagrams](){: style="width:7%"}](https://github.com/mingrammer/diagrams) [![None](){: style="width:7%"}](https://github.com/minishift/minishift/releases) [![==github.com/ministryofjustice: Modernisation Platform - Architecture Decisions==](){: style="width:7%"}](https://github.com/ministryofjustice/modernisation-platform/tree/main/architecture-decision-record) [![k8s-snapshots: Automatic Volume Snapshots on Kubernetes](){: style="width:7%"}](https://github.com/miracle2k/k8s-snapshots) [![LLM Scraper](){: style="width:7%"}](https://github.com/mishushakov/llm-scraper) [![github/hub 🌟](){: style="width:7%"}](https://github.com/mislav/hub) [![mitchellh/terraform-provider-multispace](){: style="width:7%"}](https://github.com/mitchellh/terraform-provider-multispace) [![react js: mithi/react-philosophies](){: style="width:7%"}](https://github.com/mithi/react-philosophies) [![github.com/mittwald/kube-httpcache](){: style="width:7%"}](https://github.com/mittwald/kube-httpcache) [![github.com/mittwald/kubernetes-secret-generator 🌟](){: style="width:7%"}](https://github.com/mittwald/kubernetes-secret-generator) [![==github.com/mivano/azure-cost-cli==](){: style="width:7%"}](https://github.com/mivano/azure-cost-cli)

+[![github.com/miztiik/AWS-Demos](){: style="width:7%"}](https://github.com/miztiik/AWS-Demos) [![Helmsman: Helm Charts as Code 🌟](){: style="width:7%"}](https://github.com/mkubaczyk/helmsman) [![github.com/mlabonne/llm-course](){: style="width:7%"}](https://github.com/mlabonne/llm-course) [![github.com/mlabouardy: Grafana Dashboards](){: style="width:7%"}](https://github.com/mlabouardy/grafana-dashboards) [![GitHub: Nexus-CLI](){: style="width:7%"}](https://github.com/mlabouardy/nexus-cli) [![mlrun](){: style="width:7%"}](https://github.com/mlrun/mlrun) [![mperezco/forklift-configmap-service](){: style="width:7%"}](https://github.com/mmmmmmpc/forklift-configmap-service) [![github.com/moabukar/tech-vault](){: style="width:7%"}](https://github.com/moabukar/tech-vault) [![GitHub MCP Server](){: style="width:7%"}](https://github.com/modelcontextprotocol/servers) [![jfrunit](){: style="width:7%"}](https://github.com/moditect/jfrunit) [![helm-changelog: Create changelogs for Helm Charts, based on git history](){: style="width:7%"}](https://github.com/mogensen/helm-changelog)

+[![Auto-SSH for Linux security](){: style="width:7%"}](https://github.com/mohanad86/secure-ssh-python) [![mohatb/kubectl-exec](){: style="width:7%"}](https://github.com/mohatb/kubectl-exec) [![Awesome Kafka](){: style="width:7%"}](https://github.com/monksy/awesome-kafka/blob/master/tools.md) [![github.com/monodot/pipeline-library-demo 🌟](){: style="width:7%"}](https://github.com/monodot/pipeline-library-demo) [![moule3053/mck8s](){: style="width:7%"}](https://github.com/moule3053/mck8s) [![sops: Simple and flexible tool for managing secrets 🌟](){: style="width:7%"}](https://github.com/mozilla/sops) [![mperezco/forklift-configmap-service](){: style="width:7%"}](https://github.com/mperezco/forklift-configmap-service) [![mramanathan/ansible-harbor](){: style="width:7%"}](https://github.com/mramanathan/ansible-harbor) [![El camino del Frontend Developer](){: style="width:7%"}](https://github.com/mrcodedev/frontend-developer-resources) [![Kubernetes setup with CRI-O Runtime](){: style="width:7%"}](https://github.com/msfidelis/kubernetes-with-cri-o) [![github.com/mspnp/AzureNamingTool - Azure Naming Tool 🌟](){: style="width:7%"}](https://github.com/mspnp/AzureNamingTool)

+[![LocalAI](){: style="width:7%"}](https://github.com/mudler/LocalAI) [![github.com/mumoshu/helm-x: Helm X Plugin](){: style="width:7%"}](https://github.com/mumoshu/helm-x) [![github.com/mustafakaya/Azure-Reliability-Checker-Tool](){: style="width:7%"}](https://github.com/mustafakaya/Azure-Reliability-Checker-Tool) [![muxinc/certificate-expiry-monitor](){: style="width:7%"}](https://github.com/muxinc/certificate-expiry-monitor) [![action-tmate: Debug GitHub Actions via SSH](){: style="width:7%"}](https://github.com/mxschmitt/action-tmate) [![github.com/myspotontheweb/gitops-workloads-demo](){: style="width:7%"}](https://github.com/myspotontheweb/gitops-workloads-demo) [![None](){: style="width:7%"}](https://github.com/mysticrenji/jenkins-cicd-pipelines) [![myugan/awesome-docker-security: Awesome Docker Security](){: style="width:7%"}](https://github.com/myugan/awesome-docker-security) [![nabsul/k8s-ecr-login-renew: Renew Kubernetes Docker secrets for AWS ECR](){: style="width:7%"}](https://github.com/nabsul/k8s-ecr-login-renew) [![Access Pod Online using Podtnl](){: style="width:7%"}](https://github.com/narendranathreddythota/podtnl) [![github.com/naveensilver/Ansible](){: style="width:7%"}](https://github.com/naveensilver/Ansible)

+[![github.com/nebuly-ai/nos](){: style="width:7%"}](https://github.com/nebuly-ai/nos) [![Quiz Grader](){: style="width:7%"}](https://github.com/ned1313/quiz-grader) [![NetworkManager CLI cheatsheet](){: style="width:7%"}](https://github.com/neilhwatson/nustuff/blob/master/networking/nmcli.md) [![github.com: Openshift cheat sheet 1](){: style="width:7%"}](https://github.com/nekop/openshift-sandbox/blob/master/docs/command-cheatsheet.md) [![NetBox IPAM 🌟](){: style="width:7%"}](https://github.com/netbox-community/netbox) [![Netdata](){: style="width:7%"}](https://github.com/netdata/netdata) [![Red Hat Ansible Tower - Workshop and Demo](){: style="width:7%"}](https://github.com/network-automation/toolkit) [![Red Hat Ansible Tower - Workshop and Demo](){: style="width:7%"}](https://github.com/network-automation/tower_workshop) [![Lens Resource Map extension](){: style="width:7%"}](https://github.com/nevalla/lens-resource-map-extension) [![nfrankel/jvm-controller](){: style="width:7%"}](https://github.com/nfrankel/jvm-controller) [![nicholasamorim/ansible-role-harbor](){: style="width:7%"}](https://github.com/nicholasamorim/ansible-role-harbor)

+[![github.com/nickjj/wait-until](){: style="width:7%"}](https://github.com/nickjj/wait-until) [![github-rebase-bot](){: style="width:7%"}](https://github.com/nicolai86/github-rebase-bot) [![nicolaka/netshoot](){: style="width:7%"}](https://github.com/nicolaka/netshoot) [![Glances](){: style="width:7%"}](https://github.com/nicolargo/glances) [![github.com/nicolgit/azure-firewall-mon: az-firewall-mon](){: style="width:7%"}](https://github.com/nicolgit/azure-firewall-mon) [![Armada kubectl plugin 🌟](){: style="width:7%"}](https://github.com/night-gold/armada) [![kubectl netshoot](){: style="width:7%"}](https://github.com/nilic/kubectl-netshoot) [![kubectl-vpa](){: style="width:7%"}](https://github.com/ninlil/kubectl-vpa) [![github Kyverno - Kubernetes Native Policy Management](){: style="width:7%"}](https://github.com/nirmata/kyverno) [![nirops/yakiapp](){: style="width:7%"}](https://github.com/nirops/yakiapp) [![nleiva/go-links](){: style="width:7%"}](https://github.com/nleiva/go-links)

+[![Kerbi 🌟](){: style="width:7%"}](https://github.com/nmachine-io/kerbi) [![github.com/nnellans/ado-pipelines-guide: Azure DevOps YAML Pipelines Guide' 🌟](){: style="width:7%"}](https://github.com/nnellans/ado-pipelines-guide) [![github.com/nnellans/bicep-guide](){: style="width:7%"}](https://github.com/nnellans/bicep-guide) [![Access Pod Online using Podtnl](){: style="width:7%"}](https://github.com/nnrthota/podtnl) [![tqdm: Instantly make your python loops show a progress meter - just wrap' any iterator with "tqdm(iterator)", and you're done!](){: style="width:7%"}](https://github.com/noamraph/tqdm) [![github.com/nodejs/node](){: style="width:7%"}](https://github.com/nodejs/node) [![Damn](){: style="width:7%"}](https://github.com/nokia/danm) [![None](){: style="width:7%"}](https://github.com/noobaa/noobaa-core) [![helm-docs](){: style="width:7%"}](https://github.com/norwoodj/helm-docs) [![Notary](){: style="width:7%"}](https://github.com/notaryproject/notary) [![AWS Lambda the Terraform Way](){: style="width:7%"}](https://github.com/nsriram/lambda-the-terraform-way)

+[![Apache Reverse Proxy for Jenkins](){: style="width:7%"}](https://github.com/nubenetes/apache-reverse-proxy-jenkins) [![My Dynatrace proof of concept 🌟](){: style="width:7%"}](https://github.com/nubenetes/awesome-kubernetes/blob/master/pdf/dynatrace_demo.pdf) [![None](){: style="width:7%"}](https://github.com/nubenetes/awesome-kubernetes/tree/master/pdf) [![None](){: style="width:7%"}](https://github.com/nubenetes/awesome-kubernetes/tree/master/scripts) [![Atlassian Confluence6](){: style="width:7%"}](https://github.com/nubenetes/confluence6-atlassian) [![Jenkins Configuration as Code on Kubernetes 🌟](){: style="width:7%"}](https://github.com/nubenetes/jenkins-CasC-kubernetes-demo) [![Proof of Concept: Nexus3 Chart configuration on Kubernetes](){: style="width:7%"}](https://github.com/nubenetes/nexus3-helm-chart) [![KDBG: Small Kubernetes debugging container](){: style="width:7%"}](https://github.com/nvucinic/kdbg) [![==oauth2-proxy/oauth2-proxy: OAuth2 Proxy== 🌟](){: style="width:7%"}](https://github.com/oauth2-proxy/oauth2-proxy) [![Jaeger Demo1](){: style="width:7%"}](https://github.com/obitech/micro-obs) [![acorn-io/acorn](){: style="width:7%"}](https://github.com/obot-platform/obot)

+[![Kafdrop – Kafka Web UI 🌟](){: style="width:7%"}](https://github.com/obsidiandynamics/kafdrop) [![Distributed version of Spring Petclinic built with Spring Cloud 🌟](){: style="width:7%"}](https://github.com/odedia/spring-petclinic-microservices) [![odigos](){: style="width:7%"}](https://github.com/odigos-io/odigos) [![Odoo Mergebot](){: style="width:7%"}](https://github.com/odoo/odoo/wiki/Mergebot) [![ofek/csi-gcs](){: style="width:7%"}](https://github.com/ofek/csi-gcs) [![oilshell: Alternative shells](){: style="width:7%"}](https://github.com/oils-for-unix/oils/wiki/Alternative-Shells) [![oilshell: Alternative shells](){: style="width:7%"}](https://github.com/oilshell/oil/wiki/Alternative-Shells) [![None](){: style="width:7%"}](https://github.com/okd-community-install) [![GitHub: OKD4](){: style="width:7%"}](https://github.com/okd-project/okd/blob/master/README.md) [![AWS IP inventory](){: style="width:7%"}](https://github.com/okelet/awsipinventory) [![okwasniewski/MiniSim: MacOS Menu Bar App for iOS and Android Emulators](){: style="width:7%"}](https://github.com/okwasniewski/minisim)

+[![Demo of Jenkins Configuration-As-Code with Docker and Groovy Hook Scripts (java11-support branch) 🌟🌟](){: style="width:7%"}](https://github.com/oleg-nenashev/demo-jenkins-config-as-code/tree/java11-support) [![github.com/omenking/localstack-gitpod-template: LocalStack Gitpod Template](){: style="width:7%"}](https://github.com/omenking/localstack-gitpod-template) [![==omerbsezer/Fast-Kubernetes== 🌟🌟](){: style="width:7%"}](https://github.com/omerbsezer/Fast-Kubernetes) [![==omrikiei/ktunnel== ⭐](){: style="width:7%"}](https://github.com/omrikiei/ktunnel) [![None](){: style="width:7%"}](https://github.com/ondat/discoblocks) [![github.com/ondat/trousseau](){: style="width:7%"}](https://github.com/ondat/trousseau) [![github.com/one2nc/cloudlens 🌟](){: style="width:7%"}](https://github.com/one2nc/cloudlens) [![None](){: style="width:7%"}](https://github.com/oneconcern/keycloak-gatekeeper) [![github.com/onedr0p/flux-cluster-template: Template for deploying k3s backed by Flux](){: style="width:7%"}](https://github.com/onedr0p/cluster-template) [![github.com/onedr0p/flux-cluster-template: Template for deploying k3s backed' by Flux](){: style="width:7%"}](https://github.com/onedr0p/flux-cluster-template) [![onurakpolat/awesome-bigdata](){: style="width:7%"}](https://github.com/onurakpolat/awesome-bigdata)

+[![github.com/onzack/grafana-dashboards](){: style="width:7%"}](https://github.com/onzack/grafana-dashboards) [![github.com/open-gitops/project 🌟](){: style="width:7%"}](https://github.com/open-gitops/project) [![GSD Pi - A Meta-Prompting and Context Engineering System for Autonomous Agents](){: style="width:7%"}](https://github.com/open-gsd/gsd-pi) [![The Open Guide to Amazon Web Services](){: style="width:7%"}](https://github.com/open-guides/og-aws) [![anderseknert/awesome-opa 🌟](){: style="width:7%"}](https://github.com/open-policy-agent/awesome-opa) [![open-policy-agent/conftest](){: style="width:7%"}](https://github.com/open-policy-agent/conftest) [![compile OpenPolicyAgent policies into WebAssembly and run them on the edge](){: style="width:7%"}](https://github.com/open-policy-agent/contrib/tree/main/wasm/cloudflare-worker) [![compile OpenPolicyAgent policies into WebAssembly and run them on the edge](){: style="width:7%"}](https://github.com/open-policy-agent/contrib/tree/master/wasm/cloudflare-worker) [![Open Policy Agent and Gatekeeper](){: style="width:7%"}](https://github.com/open-policy-agent/gatekeeper) [![OpenTelemetry Collector](){: style="width:7%"}](https://github.com/open-telemetry/opentelemetry-collector) [![github.com/open-telemetry/opentelemetry-operator](){: style="width:7%"}](https://github.com/open-telemetry/opentelemetry-operator)

+[![None](){: style="width:7%"}](https://github.com/open-telemetry/opentelemetry-specification) [![github.com/openai/openai-cookbook: OpenAI Cookbook](){: style="width:7%"}](https://github.com/openai/openai-cookbook) [![github.com/openappsec/openappsec](){: style="width:7%"}](https://github.com/openappsec/openappsec) [![openclarity/kubeclarity](){: style="width:7%"}](https://github.com/openclarity/kubeclarity) [![Kubei 🌟](){: style="width:7%"}](https://github.com/openclarity/openclarity) [![runc](){: style="width:7%"}](https://github.com/opencontainers/runc) [![github.com/opencontrolplane](){: style="width:7%"}](https://github.com/opencontrolplane) [![github.com/kubecost: kubecost-exporter - Running Kubecost as a Prometheus metric exporter](){: style="width:7%"}](https://github.com/opencost/opencost) [![openebs/dynamic-localpv-provisioner: Dynamic Kubernetes Local Persistent' Volumes](){: style="width:7%"}](https://github.com/openebs/dynamic-localpv-provisioner) [![openebs/lvm-localpv](){: style="width:7%"}](https://github.com/openebs/lvm-localpv) [![openebs/zfs-localpv](){: style="width:7%"}](https://github.com/openebs/zfs-localpv)

+[![OpenKruise/Kruise](){: style="width:7%"}](https://github.com/openkruise/kruise) [![github.com/openliberty](){: style="width:7%"}](https://github.com/openliberty) [![openobserve/debug-container](){: style="width:7%"}](https://github.com/openobserve/debug-container) [![OpenOps: No-Code FinOps Automation Platform with AI](){: style="width:7%"}](https://github.com/openops-cloud/openops) [![openpitrix 🌟](){: style="width:7%"}](https://github.com/openpitrix/openpitrix) [![github.com/openshift-labs 🌟](){: style="width:7%"}](https://github.com/openshift-labs) [![github.com: OKD 4 Roadmap](){: style="width:7%"}](https://github.com/openshift/community/blob/master/ROADMAP.md) [![==github.com/openshift/console== 🌟](){: style="width:7%"}](https://github.com/openshift/console) [![github.com/openshift/hive](){: style="width:7%"}](https://github.com/openshift/hive) [![github.com/openshift/hypershift: HyperShift](){: style="width:7%"}](https://github.com/openshift/hypershift) [![github.com/openshift/installer openshift installer 🌟](){: style="width:7%"}](https://github.com/openshift/installer)

+[![AWS Account Set Up 🌟](){: style="width:7%"}](https://github.com/openshift/installer/blob/main/docs/user/aws/README.md) [![AWS Account Set Up 🌟](){: style="width:7%"}](https://github.com/openshift/installer/blob/master/docs/user/aws/README.md) [![Jenkins Docker Image for Openshift v3](){: style="width:7%"}](https://github.com/openshift/jenkins) [![openshift/machine-api-operator](){: style="width:7%"}](https://github.com/openshift/machine-api-operator) [![Machine API](){: style="width:7%"}](https://github.com/openshift/machine-api-operator/tree/main) [![Machine API](){: style="width:7%"}](https://github.com/openshift/machine-api-operator/tree/master) [![Multus](){: style="width:7%"}](https://github.com/openshift/multus-cni) [![None](){: style="width:7%"}](https://github.com/openshift/ocs-operator) [![GitHub: OKD4](){: style="width:7%"}](https://github.com/openshift/okd/blob/master/README.md) [![github.com/openshift/origin 🌟](){: style="width:7%"}](https://github.com/openshift/origin) [![github - using jenkins pipelines with OKD](){: style="width:7%"}](https://github.com/openshift/origin/tree/main/examples/jenkins/pipeline)

+[![github.com/openshift: Using Jenkins Declarative Pipelines with OpenShift' 🌟](){: style="width:7%"}](https://github.com/openshift/origin/tree/master/examples/jenkins/pipeline) [![None](){: style="width:7%"}](https://github.com/openshift/origin/tree/release-3.11/examples/prometheus) [![OpenShift Pipelines Catalog](){: style="width:7%"}](https://github.com/openshift/pipelines-catalog) [![github.com/openshift/pipelines-tutorial](){: style="width:7%"}](https://github.com/openshift/pipelines-tutorial) [![openshift/source-to-image](){: style="width:7%"}](https://github.com/openshift/source-to-image) [![Jenkins-X + Tekton on OpenShift](){: style="width:7%"}](https://github.com/openshift/tektoncd-pipeline-operator) [![github.com: Openshift 4 training](){: style="width:7%"}](https://github.com/openshift/training) [![github.com/openshiftdemos 🌟](){: style="width:7%"}](https://github.com/openshiftdemos) [![Red Hat OLM](){: style="width:7%"}](https://github.com/operator-framework/operator-lifecycle-manager) [![OLM Arquitecture](){: style="width:7%"}](https://github.com/operator-framework/operator-lifecycle-manager/blob/master/doc/design/architecture.md) [![OLM Philosophy](){: style="width:7%"}](https://github.com/operator-framework/operator-lifecycle-manager/blob/master/doc/design/philosophy.md)

+[![kubernetes-event-exporter 🌟](){: style="width:7%"}](https://github.com/opsgenie/kubernetes-event-exporter) [![github.com: Opstree-Go-WebApp](){: style="width:7%"}](https://github.com/opstree/Opstree-Go-WebApp) [![dynamic-pv-scaler](){: style="width:7%"}](https://github.com/opstree/dynamic-pv-scaler) [![github.com/oracle](){: style="width:7%"}](https://github.com/oracle) [![Hacking jenkins](){: style="width:7%"}](https://github.com/orangetw/awesome-jenkins-rce-2019) [![github.com/oravirt/ansible-oracle](){: style="width:7%"}](https://github.com/oravirt/ansible-oracle) [![github.com/oravirt/ansible-oracle-modules](){: style="width:7%"}](https://github.com/oravirt/ansible-oracle-modules) [![None](){: style="width:7%"}](https://github.com/orchest/orchest) [![==orgrim/pg_back: Simple backup tool for PostgreSQL==](){: style="width:7%"}](https://github.com/orgrim/pg_back) [![Now Open! AMA with Maintainers](){: style="width:7%"}](https://github.com/orgs/community/discussions/196624) [![ori-edge/k8s_gateway](){: style="width:7%"}](https://github.com/ori-edge/k8s_gateway)

+[![==ory/dockertest==](){: style="width:7%"}](https://github.com/ory/dockertest) [![github.com/osa-ora/camel-k-samples](){: style="width:7%"}](https://github.com/osa-ora/camel-k-samples) [![Awesome Openshift 2](){: style="width:7%"}](https://github.com/oscp/awesome-openshift3) [![github.com/oslabs-beta/ClusterWatch](){: style="width:7%"}](https://github.com/oslabs-beta/ClusterWatch) [![github.com/oslabs-beta/Ekkremis](){: style="width:7%"}](https://github.com/oslabs-beta/Ekkremis) [![KUR8 🌟](){: style="width:7%"}](https://github.com/oslabs-beta/KUR8) [![github.com/oslabs-beta/oslabs](){: style="width:7%"}](https://github.com/oslabs-beta/KubernOcular) [![==github.com/oslabs-beta: Odin's Eye==](){: style="width:7%"}](https://github.com/oslabs-beta/OdinsEye) [![oslabs-beta/Palaemon](){: style="width:7%"}](https://github.com/oslabs-beta/Palaemon) [![oslabs-beta/kubermetrics](){: style="width:7%"}](https://github.com/oslabs-beta/kubermetrics) [![None](){: style="width:7%"}](https://github.com/oslabs-beta/neptune)

+[![github.com/oslabs-beta/oslabs](){: style="width:7%"}](https://github.com/oslabs-beta/oslabs) [![OS Query](){: style="width:7%"}](https://github.com/osquery/osquery) [![onurakpolat/awesome-bigdata](){: style="width:7%"}](https://github.com/oxnr/awesome-bigdata) [![github.com/ozbillwang/terraform-best-practices](){: style="width:7%"}](https://github.com/ozbillwang/terraform-best-practices) [![github.com/pabpereza/curated-dockerfiles-examples: Curated Dockerfiles examples](){: style="width:7%"}](https://github.com/pabpereza/containers-best-practices) [![github.com/pabpereza/curated-dockerfiles-examples: Curated Dockerfiles examples](){: style="width:7%"}](https://github.com/pabpereza/curated-dockerfiles-examples) [![Bulldozer: GitHub Pull Request Auto-Merge Bot](){: style="width:7%"}](https://github.com/palantir/bulldozer) [![github.com/palark/awesome-devops-telegram: Awesome DevOps Telegram](){: style="width:7%"}](https://github.com/palark/awesome-devops-telegram) [![==github.com/paliimx: Data Structures and Algorithms implementation in Go==](){: style="width:7%"}](https://github.com/paliimx/Data-Structures-and-Algorithms) [![jinja 🌟](){: style="width:7%"}](https://github.com/pallets/jinja) [![pan-net-security/kcount](){: style="width:7%"}](https://github.com/pan-net-security/kcount)

+[![gnet](){: style="width:7%"}](https://github.com/panjf2000/gnet) [![github.com/paragpallavsingh/90DaysOfDevOps: 90DaysOfDevOps Challenge](){: style="width:7%"}](https://github.com/paragpallavsingh/90DaysOfDevOps) [![github.com/paragpallavsingh/90DaysOfDevOps: Day 21 Task: Docker Essential' Concepts](){: style="width:7%"}](https://github.com/paragpallavsingh/90DaysOfDevOps/blob/master/submission/day21/README.md) [![None](){: style="width:7%"}](https://github.com/paralus/paralus) [![particledecay/kconf](){: style="width:7%"}](https://github.com/particledecay/kconf) [![None](){: style="width:7%"}](https://github.com/patelh/kafka-manager) [![patrickdappollonio/kubectl-slice](){: style="width:7%"}](https://github.com/patrickdappollonio/kubectl-slice) [![patrickdappollonio/tabloid: tabloid -- your tabulated data's best friend](){: style="width:7%"}](https://github.com/patrickdappollonio/tabloid) [![Patroni](){: style="width:7%"}](https://github.com/patroni/patroni) [![github.com/paulczar/k8s-spring-petclinic](){: style="width:7%"}](https://github.com/paulczar/k8s-spring-petclinic) [![Awesome Pipeline](){: style="width:7%"}](https://github.com/pditommaso/awesome-pipeline)

+[![jsonnet-controller](){: style="width:7%"}](https://github.com/pelotech/jsonnet-controller) [![Percona Grafana dashboards for MySQL and MongoDB monitoring using Prometheus 🌟](){: style="width:7%"}](https://github.com/percona/grafana-dashboards) [![==percona/pg_stat_monitor==](){: style="width:7%"}](https://github.com/percona/pg_stat_monitor) [![k8s-cluster-simulator](){: style="width:7%"}](https://github.com/pfnet-research/k8s-cluster-simulator) [![pie-r/terragrunt-vs-terraspace](){: style="width:7%"}](https://github.com/pie-r/terragrunt-vs-terraspace) [![kube-backup: Kubernetes resource state sync to git](){: style="width:7%"}](https://github.com/pieterlange/kube-backup) [![Chaos Mesh](){: style="width:7%"}](https://github.com/pingcap/chaos-mesh) [![piomin/sample-quarkus-serverless-kafka](){: style="width:7%"}](https://github.com/piomin/sample-quarkus-serverless-kafka) [![piomin/sample-spring-microservices-kubernetes: Microservices with Spring' Boot and Spring Cloud on Kubernetes Demo Project - piotrminkowski.com 🌟](){: style="width:7%"}](https://github.com/piomin/sample-spring-microservices-kubernetes) [![==piomin/sample-spring-microservices-new: Microservices with Spring Cloud' Advanced Demo Project==](){: style="width:7%"}](https://github.com/piomin/sample-spring-microservices-new) [![github.com/piomin/spring-boot-logging](){: style="width:7%"}](https://github.com/piomin/spring-boot-logging)

+[![PipeCD](){: style="width:7%"}](https://github.com/pipe-cd/pipe) [![PipeCD](){: style="width:7%"}](https://github.com/pipe-cd/pipecd) [![github.com: Pixie - Instant Kubernetes-Native Application Observability](){: style="width:7%"}](https://github.com/pixie-io/pixie) [![open source PxL scripts](){: style="width:7%"}](https://github.com/pixie-labs/pixie) [![Draino](){: style="width:7%"}](https://github.com/planetlabs/draino) [![konstraint](){: style="width:7%"}](https://github.com/plexsystems/konstraint) [![Sinker](){: style="width:7%"}](https://github.com/plexsystems/sinker) [![Example of a pipeline with parameters](){: style="width:7%"}](https://github.com/polarpoint-io/groovy-jenkins-pipelines/blob/master/jobs/parameterisedPipelines.groovy) [![PolicyHub CLI, a CLI tool that makes Rego policies searchable 🌟](){: style="width:7%"}](https://github.com/policy-hub/policy-hub-cli) [![Pomerium](){: style="width:7%"}](https://github.com/pomerium/pomerium) [![porscheofficial/terraform-aws-ecr-watch](){: style="width:7%"}](https://github.com/porscheofficial/terraform-aws-ecr-watch)

+[![github.com/portainer/portainer](){: style="width:7%"}](https://github.com/portainer/portainer) [![poseidon/typhoon](){: style="width:7%"}](https://github.com/poseidon/typhoon) [![kubectl-sudo](){: style="width:7%"}](https://github.com/postfinance/kubectl-sudo) [![postgresml/postgresml 🌟](){: style="width:7%"}](https://github.com/postgresml/postgresml) [![Newman](){: style="width:7%"}](https://github.com/postmanlabs/newman) [![PowerfulSeal](){: style="width:7%"}](https://github.com/powerfulseal/powerfulseal) [![Kubernetes The Hard Way: AWS Edition](){: style="width:7%"}](https://github.com/prabhatsharma/kubernetes-the-hard-way-aws) [![k8s-worker-pod-autoscaler](){: style="width:7%"}](https://github.com/practo/k8s-worker-pod-autoscaler) [![prae1809/PowerShell-Scripts: OperationalCollections](){: style="width:7%"}](https://github.com/prae1809/PowerShell-Scripts/tree/master/OperationalCollections) [![pravega/pravega-operator](){: style="width:7%"}](https://github.com/pravega/pravega-operator) [![kubectl-tmux-exec](){: style="width:7%"}](https://github.com/predatorray/kubectl-tmux-exec)

+[![github.com: Django app + RESTful API for automatic billing](){: style="width:7%"}](https://github.com/presslabs/silver) [![The Google Cloud Developer's Cheat Sheet 🌟](){: style="width:7%"}](https://github.com/priyankavergadia/google-cloud-4-words) [![proferosec/log4jScanner](){: style="width:7%"}](https://github.com/proferosec/log4jScanner) [![Capsule Operator](){: style="width:7%"}](https://github.com/projectcapsule/capsule) [![github.com/projectsveltos: sveltosctl](){: style="width:7%"}](https://github.com/projectsveltos/sveltosctl) [![github.com/prometheus](){: style="width:7%"}](https://github.com/prometheus) [![prometheus-community/elasticsearch_exporter](){: style="width:7%"}](https://github.com/prometheus-community/elasticsearch_exporter) [![YACE - yet another cloudwatch exporter 🌟](){: style="width:7%"}](https://github.com/prometheus-community/yet-another-cloudwatch-exporter) [![github.com/prometheus-operator](){: style="width:7%"}](https://github.com/prometheus-operator) [![kube-prometheus](){: style="width:7%"}](https://github.com/prometheus-operator/kube-prometheus) [![Alertmanager 0.23.0-rc.0 with awscloud SNS support is available for testing. There are also bugfixes and features for amtool](){: style="width:7%"}](https://github.com/prometheus/alertmanager/releases/tag/v0.23.0-rc.0)

+[![blackbox_exporter 🌟](){: style="width:7%"}](https://github.com/prometheus/blackbox_exporter) [![github.com/prometheus/client_java](){: style="width:7%"}](https://github.com/prometheus/client_java) [![Prometheus JMX Exporter 🌟](){: style="width:7%"}](https://github.com/prometheus/jmx_exporter) [![None](){: style="width:7%"}](https://github.com/prometheus/jmx_exporter/blob/master/example_configs/activemq.yml) [![None](){: style="width:7%"}](https://github.com/prometheus/jmx_exporter/blob/master/example_configs/artemis-2.yml) [![None](){: style="width:7%"}](https://github.com/prometheus/jmx_exporter/blob/master/example_configs/kafka-2_0_0.yml) [![None](){: style="width:7%"}](https://github.com/prometheus/jmx_exporter/blob/master/example_configs/kafka-connect.yml) [![None](){: style="width:7%"}](https://github.com/prometheus/jmx_exporter/blob/master/example_configs/zookeeper.yaml) [![github.com/prometheus/prometheus](){: style="width:7%"}](https://github.com/prometheus/prometheus) [![Pushgateway](){: style="width:7%"}](https://github.com/prometheus/pushgateway) [![prosimcorp/reforma](){: style="width:7%"}](https://github.com/prosimcorp/reforma)

+[![==github.com/prowler-cloud/prowler== 🌟🌟](){: style="width:7%"}](https://github.com/prowler-cloud/prowler) [![karma 🌟](){: style="width:7%"}](https://github.com/prymitive/karma) [![==github.com/public-apis/public-apis: Try Public APIs for free== 🌟](){: style="width:7%"}](https://github.com/public-apis/public-apis) [![==pulumi/kube2pulumi==](){: style="width:7%"}](https://github.com/pulumi/kube2pulumi) [![Pulumi: Infrastructure as Code in Any Programming Language](){: style="width:7%"}](https://github.com/pulumi/pulumi) [![Awesome MCP Servers](){: style="width:7%"}](https://github.com/punkpeye/awesome-mcp-servers) [![k8s Spot Rescheduler](){: style="width:7%"}](https://github.com/pusher/k8s-spot-rescheduler) [![k8sdeploy](){: style="width:7%"}](https://github.com/pyang55/k8sdeploy) [![pyca/bcrypt](){: style="width:7%"}](https://github.com/pyca/bcrypt) [![pydantic/pydantic](){: style="width:7%"}](https://github.com/pydantic/pydantic) [![PyInstaller official GIT repository](){: style="width:7%"}](https://github.com/pyinstaller/pyinstaller)

+[![pymag09/kubecui](){: style="width:7%"}](https://github.com/pymag09/kubecui) [![pyxll-jupyter: Integration for Jupyter notebooks and Microsoft Excel](){: style="width:7%"}](https://github.com/pyxll/pyxll-jupyter) [![quarkslab/kdigger](){: style="width:7%"}](https://github.com/quarkslab/kdigger) [![Quarkus Images](){: style="width:7%"}](https://github.com/quarkusio/quarkus-images) [![github.com/quay](){: style="width:7%"}](https://github.com/quay) [![Clair](){: style="width:7%"}](https://github.com/quay/clair) [![GitHub Quay (OSS)](){: style="width:7%"}](https://github.com/quay/quay) [![Quay Community Edition operator](){: style="width:7%"}](https://github.com/quay/quay-operator) [![None](){: style="width:7%"}](https://github.com/quickbooks2018/eks-redmin) [![quii/learn-go-with-tests](){: style="width:7%"}](https://github.com/quii/learn-go-with-tests) [![quinnypig/billie: Billie the Platypus CI/CD Roast Engine](){: style="width:7%"}](https://github.com/quinnypig/billie)

+[![quozd/awesome-dotnet](){: style="width:7%"}](https://github.com/quozd/awesome-dotnet) [![github: K8s in 30 mins 🌟](){: style="width:7%"}](https://github.com/r0hi7/k8s-In-30Mins) [![radondb/radondb-clickhouse-kubernetes](){: style="width:7%"}](https://github.com/radondb/radondb-clickhouse-kubernetes) [![github: Python3 in one pic](){: style="width:7%"}](https://github.com/rainyear/python3-in-one-pic) [![github.com/rakyll/fake-it-til-you-make-it](){: style="width:7%"}](https://github.com/rakyll/fake-it-til-you-make-it) [![rakyll/go-test-trace 🌟](){: style="width:7%"}](https://github.com/rakyll/go-test-trace) [![ramitsurana/awesome-kubernetes: Tools 🌟](){: style="width:7%"}](https://github.com/ramitsurana/awesome-kubernetes) [![github.com/ran-isenberg: AWS Lambda Handler Cookbook (Python) 🌟](){: style="width:7%"}](https://github.com/ran-isenberg/aws-lambda-handler-cookbook) [![Rancher Desktop 🌟](){: style="width:7%"}](https://github.com/rancher-sandbox/rancher-desktop) [![rancher/cis-operator](){: style="width:7%"}](https://github.com/rancher/cis-operator) [![github.com/rancher/fleet](){: style="width:7%"}](https://github.com/rancher/fleet)

+[![Harvester](){: style="width:7%"}](https://github.com/rancher/harvester) [![K3C](){: style="width:7%"}](https://github.com/rancher/k3c) [![**k3d**](){: style="width:7%"}](https://github.com/rancher/k3d) [![**k3OS**](){: style="width:7%"}](https://github.com/rancher/k3os) [![None](){: style="width:7%"}](https://github.com/rancher/k3s) [![kim - The Kubernetes Image Manager](){: style="width:7%"}](https://github.com/rancher/kim) [![rancher/system-upgrade-controller: System Upgrade Controller](){: style="width:7%"}](https://github.com/rancher/system-upgrade-controller) [![github.com/rancherfederal/rke2-aws-tf](){: style="width:7%"}](https://github.com/rancherfederal/rke2-aws-tf) [![github.com/rancherfederal/rke2-aws-tf](){: style="width:7%"}](https://github.com/ranchergovernment/rke2-aws-tf) [![LLMs-from-scratch](){: style="width:7%"}](https://github.com/rasbt/LLMs-from-scratch) [![k8s-security-policies](){: style="width:7%"}](https://github.com/raspbernetes/k8s-security-policies)

+[![Kube-Ray](){: style="width:7%"}](https://github.com/ray-project/kuberay) [![rayfrankenstein/AITOW: #AgileKillsKittens (or Agile In Their Own Words:' The Problem With Agile & Scrum)](){: style="width:7%"}](https://github.com/rayfrankenstein/AITOW) [![**kube-opex-analytics** 🌟](){: style="width:7%"}](https://github.com/rchakode/kube-opex-analytics) [![github.com/reactive-python/reactpy](){: style="width:7%"}](https://github.com/reactive-python/reactpy) [![reactive-tech/kubegres](){: style="width:7%"}](https://github.com/reactive-tech/kubegres) [![GitHub Guides](){: style="width:7%"}](https://github.com/readme/guides) [![github.com/readme/guides: Functional Programming 101](){: style="width:7%"}](https://github.com/readme/guides/functional-programming-basics) [![**kube-opex-analytics** 🌟](){: style="width:7%"}](https://github.com/realopslabs/kubeledger) [![realvz/awesome-eks: A curated list of awesome tools for Amazon EKS 🌟](){: style="width:7%"}](https://github.com/realvz/awesome-eks) [![github.com/rebataur/djkube](){: style="width:7%"}](https://github.com/rebataur/djkube) [![github.com/rebataur/djkube](){: style="width:7%"}](https://github.com/rebataur/fskube)

+[![rubrix](){: style="width:7%"}](https://github.com/recognai/rubrix) [![**Tubectl**: a kubectl alternative which adds a bit of magic to your everyday' kubectl routines by reducing the complexity of working with contexts, namespaces and intelligent matching resources.](){: style="width:7%"}](https://github.com/reconquest/tubekit) [![None](){: style="width:7%"}](https://github.com/red-hat-storage/ocs-operator) [![github.com/reddec/keycloak-ext-operator](){: style="width:7%"}](https://github.com/reddec/keycloak-ext-operator) [![github.com: RedHat Actions 🌟](){: style="width:7%"}](https://github.com/redhat-actions) [![github.com: OpenShift GitHub Actions Runner 🌟](){: style="width:7%"}](https://github.com/redhat-actions/openshift-actions-runner) [![github.com: OpenShift GitHub Actions Runner Chart 🌟](){: style="width:7%"}](https://github.com/redhat-actions/openshift-actions-runner-chart) [![github.com: OpenShift GitHub Actions Runner 🌟](){: style="width:7%"}](https://github.com/redhat-actions/openshift-actions-runners) [![None](){: style="width:7%"}](https://github.com/redhat-actions/openshift-actions-runners-chart) [![redhat-actions/spring-petclinic](){: style="width:7%"}](https://github.com/redhat-actions/spring-petclinic) [![redhat-certification: chart-verifier: Rules based tool to certify Helm charts' 🌟](){: style="width:7%"}](https://github.com/redhat-certification/chart-verifier)

+[![Red Hat Communities of Practice](){: style="width:7%"}](https://github.com/redhat-cop) [![OpenShift Container Pipelines Samples 🌟](){: style="width:7%"}](https://github.com/redhat-cop/container-pipelines) [![redhat-cop/dynamic-rbac-operator: Dynamic RBAC Operator](){: style="width:7%"}](https://github.com/redhat-cop/dynamic-rbac-operator) [![==github.com/redhat-cop/gitops-catalog==](){: style="width:7%"}](https://github.com/redhat-cop/gitops-catalog) [![GitHub redhat-cop: Ansible Role 🌟](){: style="width:7%"}](https://github.com/redhat-cop/infra-ansible) [![GitHub redhat-cop: Ansible Role 🌟](){: style="width:7%"}](https://github.com/redhat-cop/infra-ansible/tree/master/roles/identity-management ) [![==redhat-cop/keepalived-operator: Keepalived operator==](){: style="width:7%"}](https://github.com/redhat-cop/keepalived-operator) [![openshift-applier](){: style="width:7%"}](https://github.com/redhat-cop/openshift-applier) [![OpenShift Playbooks](){: style="width:7%"}](https://github.com/redhat-cop/openshift-playbooks) [![OpenShift Toolkit 🌟](){: style="width:7%"}](https://github.com/redhat-cop/openshift-toolkit) [![None](){: style="width:7%"}](https://github.com/redhat-cop/openshift-toolkit/tree/master/capacity-dashboard)

+[![None](){: style="width:7%"}](https://github.com/redhat-cop/openshift-toolkit/tree/master/custom-dashboards) [![GitHub: redhat-cop OpenShift Toolkit Network Policy 🌟](){: style="width:7%"}](https://github.com/redhat-cop/openshift-toolkit/tree/master/networkpolicy) [![GitHub redhat-cop: OpenShift Toolkit - Quota Management 🌟](){: style="width:7%"}](https://github.com/redhat-cop/openshift-toolkit/tree/master/quota-management) [![None](){: style="width:7%"}](https://github.com/redhat-cop/pelorus) [![OpenShift Pipeline Library 🌟](){: style="width:7%"}](https://github.com/redhat-cop/pipeline-library) [![Quay Community Edition operator](){: style="width:7%"}](https://github.com/redhat-cop/quay-operator) [![Red Hat Tutorials & Examples: github.com/redhat-developer-demos 🌟](){: style="width:7%"}](https://github.com/redhat-developer-demos) [![github: redhat-developer-demos Istio Tutorial for Java Microservices](){: style="width:7%"}](https://github.com/redhat-developer-demos/istio-tutorial) [![knative-tutorial](){: style="width:7%"}](https://github.com/redhat-developer-demos/knative-tutorial) [![github.com/redhat-developer-demos/spring-petclinic 🌟](){: style="width:7%"}](https://github.com/redhat-developer-demos/spring-petclinic) [![ODO: OpenShift Command line for Developers 🌟](){: style="width:7%"}](https://github.com/redhat-developer/odo)

+[![Grading Pipeline for OpenShift 4 Advanced Application Deployment Homework Assignment](){: style="width:7%"}](https://github.com/redhat-gpte-devopsautomation/ocp4_app_deploy_homework_grading) [![redhat-scholars: istio-tutorial 🌟](){: style="width:7%"}](https://github.com/redhat-scholars/istio-tutorial) [![github.com/redhatdemocentral: OpenShift Container Platform Install Demo' 🌟](){: style="width:7%"}](https://github.com/redhatdemocentral/ocp-install-demo) [![Apache Reverse Proxy for Jenkins](){: style="width:7%"}](https://github.com/redhatspain/apache-reverse-proxy-jenkins) [![My Dynatrace proof of concept 🌟](){: style="width:7%"}](https://github.com/redhatspain/awesome-kubernetes/blob/master/pdf/dynatrace_demo.pdf) [![None](){: style="width:7%"}](https://github.com/redhatspain/awesome-kubernetes/tree/master/pdf) [![Atlassian Confluence6](){: style="width:7%"}](https://github.com/redhatspain/confluence6-atlassian) [![Jenkins Configuration as Code on Kubernetes 🌟](){: style="width:7%"}](https://github.com/redhatspain/jenkins-CasC-kubernetes-demo) [![Proof of Concept: Nexus3 Chart configuration on Kubernetes](){: style="width:7%"}](https://github.com/redhatspain/nexus3-helm-chart) [![==github: Otomi==](){: style="width:7%"}](https://github.com/redkubes/otomi-core) [![redpanda-data/kowl](){: style="width:7%"}](https://github.com/redpanda-data/console)

+[![redpanda-data/kowl](){: style="width:7%"}](https://github.com/redpanda-data/kowl) [![CKAD-Bookmarks](){: style="width:7%"}](https://github.com/reetasingh/CKAD-Bookmarks) [![Azure Bastion Hub-Spoke IaC Blueprint](){: style="width:7%"}](https://github.com/regret546/AzureBlueprints/tree/main/iac-azure-bastion-hub-spoke) [![rehacktive/caffeine](){: style="width:7%"}](https://github.com/rehacktive/caffeine) [![Portfall: A desktop k8s port-forwarding portal for easy access to all your' cluster UIs 🌟](){: style="width:7%"}](https://github.com/rekon-oss/portfall) [![rene6502/keepass-secret](){: style="width:7%"}](https://github.com/rene6502/keepass-secret) [![github.com/reneaudain/jenkins_tf_repo: Jenkins Server and S3 Artifact Storage' on AWS using Terraform](){: style="width:7%"}](https://github.com/reneaudain/jenkins_tf_repo) [![github.com/replicatedhq/troubleshoot](){: style="width:7%"}](https://github.com/replicatedhq/troubleshoot) [![resmoio/kubernetes-event-exporter](){: style="width:7%"}](https://github.com/resmoio/kubernetes-event-exporter) [![GitHub at Microsoft Build 2026](){: style="width:7%"}](https://github.com/resources/events/github-microsoft-build26) [![==resources.github.com: What is GitHub Actions? How automation & CI/CD work on GitHub (whitepaper/pdf)==](){: style="width:7%"}](https://github.com/resources/whitepapers/actions)

+[![==reviewdog - A code review dog who keeps your codebase healthy.==](){: style="width:7%"}](https://github.com/reviewdog/reviewdog) [![Artemis Prometheus Metrics Plugin](){: style="width:7%"}](https://github.com/rh-messaging/artemis-prometheus-metrics-plugin) [![Tagger](){: style="width:7%"}](https://github.com/ricardomaraschini/tagger) [![github.com/ricoberger/vault-secrets-operator](){: style="width:7%"}](https://github.com/ricoberger/vault-secrets-operator) [![HostPort Operator](){: style="width:7%"}](https://github.com/rmb938/hostport-allocator) [![==Kube-capacity==](){: style="width:7%"}](https://github.com/robscott/kube-capacity/releases) [![github.com/robusta-dev/chatgpt-yaml-generator](){: style="width:7%"}](https://github.com/robusta-dev/chatgpt-yaml-generator) [![HolmesGPT (Robusta)](){: style="width:7%"}](https://github.com/robusta-dev/holmesgpt) [![==robusta-dev/krr==](){: style="width:7%"}](https://github.com/robusta-dev/krr) [![github.com/robusta-dev/kubernetes-chatgpt-bot](){: style="width:7%"}](https://github.com/robusta-dev/kubernetes-chatgpt-bot) [![Awesome Spinnaker](){: style="width:7%"}](https://github.com/robzienert/awesome-spinnaker)

+[![rohitg00/ai-engineering-from-scratch](){: style="width:7%"}](https://github.com/rohitg00/ai-engineering-from-scratch) [![github.com/roib20: Terraform - Provision a GKE Cluster with Cloudflare Ingress' and ArgoCD](){: style="width:7%"}](https://github.com/roib20/terraform-provision-gke-cloudflare) [![rootless-containers/usernetes](){: style="width:7%"}](https://github.com/rootless-containers/usernetes) [![None](){: style="width:7%"}](https://github.com/rootsongjc) [![rootsongjc/awesome-cloud-native 🌟](){: style="width:7%"}](https://github.com/rootsongjc/awesome-cloud-native) [![github: K8s in 30 mins 🌟](){: style="width:7%"}](https://github.com/rosehgal/k8s-In-30Mins) [![Telegraf Ansible Role](){: style="width:7%"}](https://github.com/rossmcdonald/telegraf) [![github.com/rothgar/bashScheduler](){: style="width:7%"}](https://github.com/rothgar/bashScheduler) [![rottencandy/vimkubectl](){: style="width:7%"}](https://github.com/rottencandy/vimkubectl) [![kubeshell](){: style="width:7%"}](https://github.com/roubles/kubeshell) [![rromannissen/rhoar-microservices-demo: GitOps for Microservices with Red' Hat Runtimes demo](){: style="width:7%"}](https://github.com/rromannissen/rhoar-microservices-demo)

+[![github.com/ruanbekker: Thanos Cluster Setup](){: style="width:7%"}](https://github.com/ruanbekker/thanos-cluster-setup) [![run-x/awesome-kubernetes](){: style="width:7%"}](https://github.com/run-x/awesome-kubernetes) [![run-x/opta: Opta - Supercharge DevOps on any cloud](){: style="width:7%"}](https://github.com/run-x/opta) [![runacapital/awesome-oss-alternatives: Awesome open-source alternatives to' SaaS 🌟](){: style="width:7%"}](https://github.com/runacapital/awesome-oss-alternatives) [![ruoshan/autoportforward](){: style="width:7%"}](https://github.com/ruoshan/autoportforward) [![kfilt](){: style="width:7%"}](https://github.com/ryane/kfilt) [![None](){: style="width:7%"}](https://github.com/ryanmcdermott/clean-code-javascript) [![Kubecle](){: style="width:7%"}](https://github.com/rydogs/kubecle) [![Podium](){: style="width:7%"}](https://github.com/sa-mw-dach/podium) [![github.com: Django Sage Painless](){: style="width:7%"}](https://github.com/sageteam-org/django-sage-painless) [![github.com: Django Sage Painless](){: style="width:7%"}](https://github.com/sageteamorg/django-sage-painless)

+[![K3s Private Cluster 🌟](){: style="width:7%"}](https://github.com/sagittaros/terraform-k3s-private-cloud) [![sahilsk/awesome-jenkins](){: style="width:7%"}](https://github.com/sahilsk/awesome-jenkins) [![github.com/sajeetharan/azure-mindmap](){: style="width:7%"}](https://github.com/sajeetharan/azure-mindmap) [![Azure Fundamentals: AZ-900.pdf](){: style="width:7%"}](https://github.com/sajeetharan/azure-mindmap/blob/master/azure-fundamentals/AZ-900.pdf) [![salesforce/Craft](){: style="width:7%"}](https://github.com/salesforce/craft) [![Metabadger](){: style="width:7%"}](https://github.com/salesforce/metabadger) [![salesforce/Sloop - Kubernetes History Visualization 🌟](){: style="width:7%"}](https://github.com/salesforce/sloop) [![saml-to/assume-aws-role-action](){: style="width:7%"}](https://github.com/saml-to/assume-aws-role-action) [![None](){: style="width:7%"}](https://github.com/samrocketman) [![None](){: style="width:7%"}](https://github.com/samrocketman/docker-jenkins-jervis/blob/main/README.md) [![ref2](){: style="width:7%"}](https://github.com/samrocketman/docker-jenkins-jervis/blob/master/README.md)

+[![samrocketman/jenkins-script-console-scripts 🌟](){: style="width:7%"}](https://github.com/samrocketman/jenkins-script-console-scripts) [![Jervis](){: style="width:7%"}](https://github.com/samrocketman/jervis/wiki) [![github.com/samrocketman/nexus3-config-as-code](){: style="width:7%"}](https://github.com/samrocketman/nexus3-config-as-code) [![llama.cpp plugin](){: style="width:7%"}](https://github.com/samyfodil/taubyte-llama-satellite) [![Awesome Cloud Native Java](){: style="width:7%"}](https://github.com/saturnism/awesome-cloud-native-java) [![Google Cloud Native Spring Boot PetClinic. Spring PetClinic Microservices on GCP 🌟](){: style="width:7%"}](https://github.com/saturnism/spring-petclinic-gcp) [![==github.com/sauljabin/kaskade==](){: style="width:7%"}](https://github.com/sauljabin/kaskade) [![savecost/datav 🌟](){: style="width:7%"}](https://github.com/savecost/datav) [![sbilly/awesome-security: Awesome Security](){: style="width:7%"}](https://github.com/sbilly/awesome-security) [![github.com/sclorg/](){: style="width:7%"}](https://github.com/sclorg) [![github.com/sclorg/mariadb-container](){: style="width:7%"}](https://github.com/sclorg/mariadb-container)

+[![github.com/scorputty/packer-centos-awx](){: style="width:7%"}](https://github.com/scorputty/packer-centos-awx) [![github.com/scraly: Terraform Cheat sheet](){: style="width:7%"}](https://github.com/scraly/terraform-cheat-sheet/blob/master/terraform-cheat-sheet.pdf) [![Screwdriver API](){: style="width:7%"}](https://github.com/screwdriver-cd/screwdriver) [![github.com/scriptcamp/kubernetes-serviceaccount-example](){: style="width:7%"}](https://github.com/scriptcamp/kubernetes-serviceaccount-example) [![scylladb/scylla-operator](){: style="width:7%"}](https://github.com/scylladb/scylla-operator) [![github-merge-bot](){: style="width:7%"}](https://github.com/sdduursma/github-merge-bot) [![Awesome GitHub Actions](){: style="width:7%"}](https://github.com/sdras/awesome-actions) [![github.com/seal-io/tap: Terraform Advanced Patcher (TAP)](){: style="width:7%"}](https://github.com/seal-io/tap) [![github.com/search?l=powershell](){: style="width:7%"}](https://github.com/search?l=powershell&q=stars%3A%3E1&type=Repositories) [![OpenTelemetry Launchers 🌟](){: style="width:7%"}](https://github.com/search?q=org%3Alightstep+launcher) [![segmentio/kubectl-curl: Kubectl plugin to run curl commands against kubernetes' pods](){: style="width:7%"}](https://github.com/segmentio/kubectl-curl)

+[![segmentio/stack](){: style="width:7%"}](https://github.com/segmentio/stack) [![Selefra: Selefra is an open-source policy-as-code software that provides' analytics for multi-cloud and SaaS.](){: style="width:7%"}](https://github.com/selefra/selefra) [![github.com/seligman/aws-ip-ranges: AWS's ip-ranges.json](){: style="width:7%"}](https://github.com/seligman/aws-ip-ranges) [![github: sematext - Docker Swarm Cheatsheet](){: style="width:7%"}](https://github.com/sematext/cheatsheets/blob/master/docker-swarm-cheatsheet.md) [![kube-fledged](){: style="width:7%"}](https://github.com/senthilrch/kube-fledged) [![Awesome NotebookLM Slide Prompts](){: style="width:7%"}](https://github.com/serenakeyitan/awesome-notebookLM-prompts) [![Jillegal OffHeap Module](){: style="width:7%"}](https://github.com/serkan-ozal/jillegal) [![Awesome Project Management](){: style="width:7%"}](https://github.com/shahedbd/awesome-project-management) [![Metal Kubes](){: style="width:7%"}](https://github.com/shank-git/metal-kubes) [![Claude Code Best Practice](){: style="width:7%"}](https://github.com/shanraisshan/claude-code-best-practice) [![github.com/sharadbhat/KubernetesPatterns: YAML and Golang implementations' of common Kubernetes patterns](){: style="width:7%"}](https://github.com/sharadbhat/KubernetesPatterns)

+[![job-dsl **Gradle** Example](){: style="width:7%"}](https://github.com/sheehan/job-dsl-gradle-example) [![sherifabdlnaby/kubephp](){: style="width:7%"}](https://github.com/sherifabdlnaby/kubephp) [![phpdocker](){: style="width:7%"}](https://github.com/sherifabdlnaby/phpdocker) [![github.com/shipa-corp/ketch](){: style="width:7%"}](https://github.com/shipa-corp/ketch) [![shipwright-io/build: shipwright](){: style="width:7%"}](https://github.com/shipwright-io/build) [![shuaibiyy/Awesome Terraform](){: style="width:7%"}](https://github.com/shuaibiyy/awesome-terraform) [![github.com/shuaibiyy/awesome-terraform](){: style="width:7%"}](https://github.com/shuaibiyy/awesome-tf) [![Domain-harvester](){: style="width:7%"}](https://github.com/shurshun/domain-harvester) [![github.com/siamaksade/jenkins-blueocean](){: style="width:7%"}](https://github.com/siamaksade/jenkins-blueocean) [![MapIt](){: style="width:7%"}](https://github.com/siamaksade/mapit-spring) [![github.com/sieve-project/sieve](){: style="width:7%"}](https://github.com/sieve-project/sieve)

+[![==Permission Manager== 🌟](){: style="width:7%"}](https://github.com/sighupio/permission-manager) [![Cosign: Container Signing](){: style="width:7%"}](https://github.com/sigstore/cosign) [![github.com/sigstore: k8s-manifest-sigstore](){: style="width:7%"}](https://github.com/sigstore/k8s-manifest-sigstore) [![github.com: Django app + RESTful API for automatic billing](){: style="width:7%"}](https://github.com/silverapp/silver) [![github.com/simhol/awesome-azure: Awesome Azure](){: style="width:7%"}](https://github.com/simhol/awesome-azure) [![StatusBay](){: style="width:7%"}](https://github.com/similarweb/statusbay) [![Simplenetes](){: style="width:7%"}](https://github.com/simplenetes-io/simplenetes) [![github.com/gventuri/pandas-ai](){: style="width:7%"}](https://github.com/sinaptik-ai/pandas-ai) [![@sindresorhus' Awesome](){: style="width:7%"}](https://github.com/sindresorhus/awesome) [![github.com/sirech/example-concourse-pipeline](){: style="width:7%"}](https://github.com/sirech/example-concourse-pipeline) [![skooner - Kubernetes Dashboard](){: style="width:7%"}](https://github.com/skooner-k8s/skooner)

+[![==github.com/sl1pm4t/k2tf: Kubernetes YAML to Terraform HCL converter==](){: style="width:7%"}](https://github.com/sl1pm4t/k2tf) [![Nebula](){: style="width:7%"}](https://github.com/slackhq/nebula) [![Awesome Testing code snippets](){: style="width:7%"}](https://github.com/slawekradzyminski/AwesomeTesting) [![slipway: A Kubernetes controller to automate gitops provisioning](){: style="width:7%"}](https://github.com/slipway-gitops/slipway) [![kubewebhook](){: style="width:7%"}](https://github.com/slok/kubewebhook) [![Sloth 🌟](){: style="width:7%"}](https://github.com/slok/sloth) [![Elastic APM Server Docker image](){: style="width:7%"}](https://github.com/sls-dev1/openshift-elastic-apm-server) [![Marge-bot: A merge-bot for GitLab](){: style="width:7%"}](https://github.com/smarkets/marge-bot) [![smartxworks/knest](){: style="width:7%"}](https://github.com/smartxworks/knest) [![smartxworks/virtink](){: style="width:7%"}](https://github.com/smartxworks/virtink) [![Smocker (server mock) is a simple and efficient HTTP mock server](){: style="width:7%"}](https://github.com/smocker-dev/smocker)

+[![KLoadGen - Kafka + (Avro/Json Schema) Load Generator 🌟](){: style="width:7%"}](https://github.com/sngular/kloadgen) [![node-policy-webhook](){: style="width:7%"}](https://github.com/softonic/node-policy-webhook) [![rkubelog 🌟](){: style="width:7%"}](https://github.com/solarwinds/rkubelog) [![Sonatype Nexus Community 🌟](){: style="width:7%"}](https://github.com/sonatype-nexus-community) [![Sonatype Nexus Community: Nexus Kubernetes OpenShift 🌟](){: style="width:7%"}](https://github.com/sonatype-nexus-community/nexus-kubernetes-openshift) [![==sottlmarek/DevSecOps: Ultimate DevSecOps library== 🌟](){: style="width:7%"}](https://github.com/sottlmarek/DevSecOps) [![space-cloud: Develop, Deploy and Secure Serverless Apps on Kubernetes.](){: style="width:7%"}](https://github.com/spacecloud-io/space-cloud) [![spotify/flink-on-k8s-operator: Kubernetes Operator for Apache Flink](){: style="width:7%"}](https://github.com/spotify/flink-on-k8s-operator) [![github: Spring Cloud Kubernetes 🌟](){: style="width:7%"}](https://github.com/spring-cloud/spring-cloud-kubernetes) [![github.com/spring-petclinic/spring-petclinic-kubernetes 🌟](){: style="width:7%"}](https://github.com/spring-petclinic/spring-petclinic-cloud) [![github.com/spring-petclinic/spring-petclinic-kubernetes 🌟](){: style="width:7%"}](https://github.com/spring-petclinic/spring-petclinic-kubernetes)

+[![Spring PetClinic Microservices](){: style="width:7%"}](https://github.com/spring-petclinic/spring-petclinic-microservices) [![github.com/spring-projects: springboot enables these probes automatically when running in k8s](){: style="width:7%"}](https://github.com/spring-projects/spring-boot#L73) [![github.com/spring-projects/spring-petclinic](){: style="width:7%"}](https://github.com/spring-projects/spring-petclinic) [![ref 8](){: style="width:7%"}](https://github.com/spring-projects/spring-petclinic/issues/339) [![github.com/squalrus/merge-bot: PR Merge Bot](){: style="width:7%"}](https://github.com/squalrus/merge-bot) [![github.com/squareops/terraform-aws-vpc](){: style="width:7%"}](https://github.com/squareops/terraform-aws-vpc) [![github.com/squat/kilo](){: style="width:7%"}](https://github.com/squat/kilo) [![Jabos](){: style="width:7%"}](https://github.com/srfrnk/jabos) [![ssbostan/jenkins-stack-docker](){: style="width:7%"}](https://github.com/ssbostan/jenkins-stack-docker) [![ssbostan/jenkins-stack-kubernetes 🌟](){: style="width:7%"}](https://github.com/ssbostan/jenkins-stack-kubernetes) [![ssbostan/jenkins-tutorial 🌟](){: style="width:7%"}](https://github.com/ssbostan/jenkins-tutorial)

+[![connaisseur](){: style="width:7%"}](https://github.com/sse-secure-systems/connaisseur) [![sstarcher/helm-exporter](){: style="width:7%"}](https://github.com/sstarcher/helm-exporter) [![None](){: style="width:7%"}](https://github.com/sstephenson/rbenv) [![Kpexec](){: style="width:7%"}](https://github.com/ssup2/kpexec) [![github.com/stackrox: Certified Kubernetes Security Specialist Study Guide' 🌟](){: style="width:7%"}](https://github.com/stackrox/Kubernetes_Security_Specialist_Study_Guide) [![KubeLinter](){: style="width:7%"}](https://github.com/stackrox/kube-linter) [![github.com/stacksimplify/aws-eks-kubernetes-masterclass 🌟](){: style="width:7%"}](https://github.com/stacksimplify/aws-eks-kubernetes-masterclass) [![github.com/stacksimplify/azure-aks-kubernetes-masterclass 🌟](){: style="width:7%"}](https://github.com/stacksimplify/azure-aks-kubernetes-masterclass) [![**Boilerplate: 25-Azure-DevOps-Terraform-Azure-AKS** 🌟🌟🌟](){: style="width:7%"}](https://github.com/stacksimplify/azure-aks-kubernetes-masterclass/tree/master/25-Azure-DevOps-Terraform-Azure-AKS) [![PDF presentation 🌟](){: style="width:7%"}](https://github.com/stacksimplify/azure-aks-kubernetes-masterclass/tree/master/ppt-presentation) [![stakater/Forecastle](){: style="width:7%"}](https://github.com/stakater/Forecastle)

+[![IngressMonitorController (Deprecated)](){: style="width:7%"}](https://github.com/stakater/IngressMonitorController) [![stakater/Reloader 🌟](){: style="width:7%"}](https://github.com/stakater/Reloader) [![github.com/stakater/Xposer](){: style="width:7%"}](https://github.com/stakater/Xposer) [![FossFLOW](){: style="width:7%"}](https://github.com/stan-smith/FossFLOW) [![Stash](){: style="width:7%"}](https://github.com/stashed/stash) [![kubeswitch: Kubernetes Version Switcher 🌟](){: style="width:7%"}](https://github.com/steamhaus/kubeswitch) [![None](){: style="width:7%"}](https://github.com/stedolan/jq) [![github.com/stefanprodan/gitops-istio: A GitOps recipe for Progressive Delivery' with Flux v2, Flagger and Istio 🌟](){: style="width:7%"}](https://github.com/stefanprodan/gitops-istio) [![==stefanprodan/podinfo==](){: style="width:7%"}](https://github.com/stefanprodan/podinfo) [![stepchowfun/docuum: Docuum: LRU eviction of Docker images 🌟](){: style="width:7%"}](https://github.com/stepchowfun/docuum) [![==github.com/stephaneey/azure-and-k8s-architecture: Azure and K8s Architecture==' 🌟](){: style="width:7%"}](https://github.com/stephaneey/azure-and-k8s-architecture)

+[![azure-and-k8s-architecture: The API Management Architecture Map](){: style="width:7%"}](https://github.com/stephaneey/azure-and-k8s-architecture/blob/main/maps/apim.md) [![azure-and-k8s-architecture: East-West Traffic shared cluster and shared' responsibilities using Calico](){: style="width:7%"}](https://github.com/stephaneey/azure-and-k8s-architecture/blob/main/networking/azure-kubernetes-service/east-west-traffic/east-west-shared-calico.md) [![Stern 🌟](){: style="width:7%"}](https://github.com/stern/stern) [![steveazz/awesome-slo: Awesome SLOs](){: style="width:7%"}](https://github.com/steve-mt/awesome-slo) [![steveazz/awesome-slo: Awesome SLOs](){: style="width:7%"}](https://github.com/steveazz/awesome-slo) [![==steveteuber/kubectl-graph== ⭐](){: style="width:7%"}](https://github.com/steveteuber/kubectl-graph) [![strimzi/kafka-kubernetes-config-provider: Kubernetes Configuration Provider' for Apache Kafka](){: style="width:7%"}](https://github.com/strimzi/kafka-kubernetes-config-provider) [![strimzi/strimzi-canary](){: style="width:7%"}](https://github.com/strimzi/strimzi-canary) [![**k8s-job-notify**](){: style="width:7%"}](https://github.com/sukeesh/k8s-job-notify) [![summerwind/actions-runner-controller](){: style="width:7%"}](https://github.com/summerwind/actions-runner-controller) [![superbrothers/zsh-kubectl-prompt 🌟](){: style="width:7%"}](https://github.com/superbrothers/zsh-kubectl-prompt)

+[![SIE: Superlinked Inference Engine](){: style="width:7%"}](https://github.com/superlinked/sie) [![Grant-Revoke-ssh-access](){: style="width:7%"}](https://github.com/suraksha-123/Grant-Revoke-ssh-access) [![Deprek8ion](){: style="width:7%"}](https://github.com/swade1987/deprek8ion) [![Swagger Codegen](){: style="width:7%"}](https://github.com/swagger-api/swagger-codegen) [![==github.com/swapnakpanda: SQL_CheatSheet.png==](){: style="width:7%"}](https://github.com/swapnakpanda/Infographics/blob/main/Cheat%20Sheet/Database/SQL_CheatSheet.png) [![==swarmlet/swarmlet: Swarmlet==](){: style="width:7%"}](https://github.com/swarmlet/swarmlet) [![Kakuna Codebase Hardening Suite](){: style="width:7%"}](https://github.com/swyxio/skills/tree/main) [![swyxio/skills - twitter-x-scraping](){: style="width:7%"}](https://github.com/swyxio/skills/tree/main/twitter-x-scraping) [![syntasso/kratix](){: style="width:7%"}](https://github.com/syntasso/kratix) [![systemcraftsman/lab-tekton-pipelines: OpenShift Pipelines workshop](){: style="width:7%"}](https://github.com/systemcraftsman/lab-tekton-pipelines) [![TDengine](){: style="width:7%"}](https://github.com/taosdata/TDengine)

+[![target/pod-reaper](){: style="width:7%"}](https://github.com/target/pod-reaper) [![dreamland](){: style="width:7%"}](https://github.com/taubyte/dream) [![dreamland](){: style="width:7%"}](https://github.com/taubyte/dreamland) [![github.com/taubyte/tau: Tau](){: style="width:7%"}](https://github.com/taubyte/tau) [![AKHQ (previously known as KafkaHQ) 🌟](){: style="width:7%"}](https://github.com/tchiotludo/akhq) [![Awesome Container](){: style="width:7%"}](https://github.com/tcnksm/awesome-container) [![rback: RBAC in Kubernetes visualizer 🌟🌟](){: style="width:7%"}](https://github.com/team-soteria/rback) [![teamcode-inc/kubeorbit](){: style="width:7%"}](https://github.com/teamcode-inc/kubeorbit) [![==techiescamp/devops-projects==:Real-World DevOps Projects For Learning](){: style="width:7%"}](https://github.com/techiescamp/devops-projects) [![==github.com/techiescamp/kubernetes-learning-path== 🌟🌟](){: style="width:7%"}](https://github.com/techiescamp/kubernetes-learning-path) [![techno-tim/k3s-ansible](){: style="width:7%"}](https://github.com/techno-tim/k3s-ansible)

+[![Terraform Module Releaser GitHub Action](){: style="width:7%"}](https://github.com/techpivot/terraform-module-releaser) [![github.com/tektoncd](){: style="width:7%"}](https://github.com/tektoncd) [![tektoncd/chains](){: style="width:7%"}](https://github.com/tektoncd/chains) [![Tekton community](){: style="width:7%"}](https://github.com/tektoncd/community) [![github: Tekton Pipelines](){: style="width:7%"}](https://github.com/tektoncd/pipeline) [![telekom/das-schiff](){: style="width:7%"}](https://github.com/telekom/das-schiff) [![Teleskope](){: style="width:7%"}](https://github.com/teleskopeView/teleskope_k8s) [![tellerops/helm-teller](){: style="width:7%"}](https://github.com/tellerops/helm-teller) [![ermetic/access-undenied-aws 🌟](){: style="width:7%"}](https://github.com/tenable/access-undenied-aws) [![github.com/tensorchord/Awesome-LLMOps: Awesome LLMOps](){: style="width:7%"}](https://github.com/tensorchord/Awesome-LLMOps) [![tensorchord/envd: Reproducible development environment for AI/ML 🌟](){: style="width:7%"}](https://github.com/tensorchord/envd)

+[![Gama: Terminal UI for GitHub Actions](){: style="width:7%"}](https://github.com/termkit/gama) [![==github.com/terraform-aws-modules==](){: style="width:7%"}](https://github.com/terraform-aws-modules) [![github.com/terraform-aws-modules/terraform-aws-eks: AWS EKS Terraform module](){: style="width:7%"}](https://github.com/terraform-aws-modules/terraform-aws-eks) [![==github.com/terraform-aws-modules/terraform-aws-solutions==](){: style="width:7%"}](https://github.com/terraform-aws-modules/terraform-aws-solutions) [![github.com/terraform-linters/tflint](){: style="width:7%"}](https://github.com/terraform-linters/tflint/releases/tag/v0.51.0) [![mineiros-io/terramate](){: style="width:7%"}](https://github.com/terramate-io/terramate) [![terrytangyuan/awesome-argo 🌟](){: style="width:7%"}](https://github.com/terrytangyuan/awesome-argo) [![github.com/terrytangyuan/awesome-kubeflow: Awesome Kubeflow 🌟](){: style="width:7%"}](https://github.com/terrytangyuan/awesome-kubeflow) [![testcontainers 🌟](){: style="width:7%"}](https://github.com/testcontainers) [![tfenv](){: style="width:7%"}](https://github.com/tfutils/tfenv) [![Terraform Automation Demo using Google Cloud Provider](){: style="width:7%"}](https://github.com/tfxor/terraform-google-automation-demo)

+[![thangchung/awesome-dotnet-core](){: style="width:7%"}](https://github.com/thangchung/awesome-dotnet-core) [![==thanos-io/kube-thanos: Kubernetes specific configuration for deploying' Thanos==](){: style="width:7%"}](https://github.com/thanos-io/kube-thanos) [![Thanos Architecture Overview 🌟](){: style="width:7%"}](https://github.com/thanos-io/thanos) [![Pydeps 🌟](){: style="width:7%"}](https://github.com/thebjorn/pydeps) [![Foreman Ansible Modules (FAM)](){: style="width:7%"}](https://github.com/theforeman/foreman-ansible-modules) [![theketchio/ketch 🌟](){: style="width:7%"}](https://github.com/theketchio/ketch) [![onedev](){: style="width:7%"}](https://github.com/theonedev/onedev) [![None](){: style="width:7%"}](https://github.com/thomast1906/DevOps-Journey-Using-Azure-DevOps/tree/main/labs) [![thomast1906/DevOps-The-Hard-Way-Azure 🌟](){: style="width:7%"}](https://github.com/thomast1906/DevOps-The-Hard-Way-Azure) [![==github.com/thomast1906/terraform-on-azure==](){: style="width:7%"}](https://github.com/thomast1906/terraform-on-azure) [![terraform-hcloud-dualstack-k8s: Hetzner Dual-Stack Kubernetes Cluster](){: style="width:7%"}](https://github.com/tibordp/terraform-hcloud-dualstack-k8s)

+[![techno-tim/k3s-ansible](){: style="width:7%"}](https://github.com/timothystewart6/k3s-ansible) [![gst-pipeline-operator: A Kubernetes operator for running audio/video processing' pipelines](){: style="width:7%"}](https://github.com/tinyzimmer/gst-pipeline-operator) [![tinyzimmer/k3p](){: style="width:7%"}](https://github.com/tinyzimmer/k3p) [![kVDI](){: style="width:7%"}](https://github.com/tinyzimmer/kvdi) [![github.com/tldrsec/awesome-secure-defaults](){: style="width:7%"}](https://github.com/tldrsec/awesome-secure-defaults) [![github.com/tlkamp/terraform-provider-validation: Validation Provider](){: style="width:7%"}](https://github.com/tlkamp/terraform-provider-validation) [![MagTape](){: style="width:7%"}](https://github.com/tmobile/magtape) [![toboshii/hajimari](){: style="width:7%"}](https://github.com/toboshii/hajimari) [![todaywasawesome/atomic-cluster: The Atomic Cluster](){: style="width:7%"}](https://github.com/todaywasawesome/atomic-cluster) [![todaywasawesome/oss-apps: OSS Applications](){: style="width:7%"}](https://github.com/todaywasawesome/oss-apps) [![github.com/tokarev-artem/auto-ec2-setup](){: style="width:7%"}](https://github.com/tokarev-artem/auto-ec2-setup)

+[![github.com/tom-256/ansible-awx-packer](){: style="width:7%"}](https://github.com/tom-256/ansible-awx-packer) [![==tomhuang12: Awesome Kubernetes Resources==](){: style="width:7%"}](https://github.com/tomhuang12/awesome-k8s-resources) [![tommeramber/ocp-automations](){: style="width:7%"}](https://github.com/tommeramber/ocp-automations) [![github.com/tomnomnom/gron 🌟](){: style="width:7%"}](https://github.com/tomnomnom/gron) [![tomwechsler/HashiCorp_Certified_Terraform_Associate](){: style="width:7%"}](https://github.com/tomwechsler/HashiCorp_Certified_Terraform_Associate) [![github.com/toniblyx/my-arsenal-of-aws-security-tools](){: style="width:7%"}](https://github.com/toniblyx/my-arsenal-of-aws-security-tools) [![==github.com/topics/gitops== 🌟](){: style="width:7%"}](https://github.com/topics/gitops) [![github.com/topics/yaml-processor](){: style="width:7%"}](https://github.com/topics/yaml-processor) [![pvc-autoresizer](){: style="width:7%"}](https://github.com/topolvm/pvc-autoresizer) [![Cloudburn: An Open-Source Policy Engine for AWS Spending](){: style="width:7%"}](https://github.com/towardsthecloud/cloudburn) [![==trimstray/test-your-sysadmin-skills==](){: style="width:7%"}](https://github.com/trimstray/test-your-sysadmin-skills)

+[![The Book of Secret Knowledge 🌟](){: style="width:7%"}](https://github.com/trimstray/the-book-of-secret-knowledge) [![ref 9 - I have a branch that adds Docker, Kubernetes and Knative into the mix - planning on submitting a PR at some point](){: style="width:7%"}](https://github.com/trisberg/spring-petclinic) [![github.com/trstringer/kubectl-example](){: style="width:7%"}](https://github.com/trstringer/kubectl-example) [![tsenart/vegeta 🌟](){: style="width:7%"}](https://github.com/tsenart/vegeta) [![github.com/monodot/pipeline-library-demo 🌟](){: style="width:7%"}](https://github.com/tutorialworks/pipeline-library-demo) [![TWINT - Twitter Intelligence Tool](){: style="width:7%"}](https://github.com/twintproject/twint) [![==txn2/kubefwd==](){: style="width:7%"}](https://github.com/txn2/kubefwd) [![React+TypeScript Cheatsheets](){: style="width:7%"}](https://github.com/typescript-cheatsheets/react) [![==github.com/paliimx: Data Structures and Algorithms implementation in Go==](){: style="width:7%"}](https://github.com/ua-nick/Data-Structures-and-Algorithms) [![github.com/ualter: AwsBe](){: style="width:7%"}](https://github.com/ualter/awsbe-site) [![uber/kraken](){: style="width:7%"}](https://github.com/uber/kraken)

+[![kondense 🌟](){: style="width:7%"}](https://github.com/unagex/kondense) [![github.com/unitypark/aws-serverless-demos](){: style="width:7%"}](https://github.com/unitypark/aws-serverless-demos) [![github.com/unitypark: AWS Serverless Demos - cloudfront-http-api-cognito](){: style="width:7%"}](https://github.com/unitypark/aws-serverless-demos/tree/main/serverless-web-hosting/cloudfront-http-api-cognito) [![unixorn/awesome-zsh-plugins](){: style="width:7%"}](https://github.com/unixorn/awesome-zsh-plugins) [![github.com/unxsist/jet-pilot](){: style="width:7%"}](https://github.com/unxsist/jet-pilot) [![==up9inc/mizu==](){: style="width:7%"}](https://github.com/up9inc/mizu) [![upbound/platform-ref-multi-k8s: Upbound's reference platform for multi-cloud' Kubernetes with Crossplane](){: style="width:7%"}](https://github.com/upbound/platform-ref-multi-k8s) [![github.com/updatecli/updatecli](){: style="width:7%"}](https://github.com/updatecli/updatecli) [![How they SRE](){: style="width:7%"}](https://github.com/upgundecha/howtheysre) [![upmc-enterprises/registry-creds: Registry Credentials ⭐](){: style="width:7%"}](https://github.com/upmc-enterprises/registry-creds) [![utilitywarehouse/kube-applier](){: style="width:7%"}](https://github.com/utilitywarehouse/kube-applier)

+[![None](){: style="width:7%"}](https://github.com/utterance/utterances) [![vbouchaud/k8s-ldap-auth](){: style="width:7%"}](https://github.com/vbouchaud/k8s-ldap-auth) [![kubestriker 🌟](){: style="width:7%"}](https://github.com/vchinnipilli/kubestriker) [![Awesome Docker 🌟](){: style="width:7%"}](https://github.com/veggiemonk/awesome-docker) [![github.com/vmware-tanzu/velero](){: style="width:7%"}](https://github.com/velero-io/velero) [![==github.com/venkateshk111/terraform-beginners-guide== 🌟](){: style="width:7%"}](https://github.com/venkateshk111/terraform-beginners-guide) [![helm-ecr 🌟](){: style="width:7%"}](https://github.com/vetyy/helm-ecr) [![viaduct-ai/kustomize-sops](){: style="width:7%"}](https://github.com/viaduct-ai/kustomize-sops) [![Awesome Visual Studio Code](){: style="width:7%"}](https://github.com/viatsko/awesome-vscode) [![HULL](){: style="width:7%"}](https://github.com/vidispine/hull) [![github.com/vijaykedar/jenkins-setup-using-terraform](){: style="width:7%"}](https://github.com/vijaykedar/jenkins-setup-using-terraform)

+[![VimWiki](){: style="width:7%"}](https://github.com/vimwiki/vimwiki) [![kubench](){: style="width:7%"}](https://github.com/vincentserpoul/kubench) [![Awesome Python 🌟](){: style="width:7%"}](https://github.com/vinta/awesome-python) [![Kubesurveyor 🌟](){: style="width:7%"}](https://github.com/viralpoetry/kubesurveyor) [![visenger/awesome-mlops: Awesome MLOps](){: style="width:7%"}](https://github.com/visenger/awesome-mlops) [![vitobotta/velero-notifications](){: style="width:7%"}](https://github.com/vitobotta/velero-notifications) [![nirops/yakiapp](){: style="width:7%"}](https://github.com/vivekagate/yakiapp) [![KuUI (Kubernetes UI)](){: style="width:7%"}](https://github.com/viveksinghggits/kuui) [![vladimirvivien/ktop](){: style="width:7%"}](https://github.com/vladimirvivien/ktop) [![vLLM on Kubernetes](){: style="width:7%"}](https://github.com/vllm-project/vllm) [![vmware-tanzu/buildkit-cli-for-kubectl (kubectl plugin)](){: style="width:7%"}](https://github.com/vmware-archive/buildkit-cli-for-kubectl)

+[![ktx 🌟](){: style="width:7%"}](https://github.com/vmware-archive/ktx) [![kube-fluentd-operator 🌟](){: style="width:7%"}](https://github.com/vmware-archive/kube-fluentd-operator) [![None](){: style="width:7%"}](https://github.com/vmware-archive/kubecfg) [![bitnami-labs/kubewatch](){: style="width:7%"}](https://github.com/vmware-archive/kubewatch) [![vmware-tanzu/octant](){: style="width:7%"}](https://github.com/vmware-archive/octant) [![VMware-tanzu Antrea](){: style="width:7%"}](https://github.com/vmware-tanzu/antrea) [![vmware-tanzu/buildkit-cli-for-kubectl (kubectl plugin)](){: style="width:7%"}](https://github.com/vmware-tanzu/buildkit-cli-for-kubectl) [![==vmware-tanzu/k-bench== 🌟](){: style="width:7%"}](https://github.com/vmware-tanzu/k-bench) [![vmware-tanzu/octant](){: style="width:7%"}](https://github.com/vmware-tanzu/octant) [![None](){: style="width:7%"}](https://github.com/vmware-tanzu/pinniped) [![sonobuoy](){: style="width:7%"}](https://github.com/vmware-tanzu/sonobuoy)

+[![github.com/vmware-tanzu/velero](){: style="width:7%"}](https://github.com/vmware-tanzu/velero) [![vmware-tanzu/k-bench 🌟](){: style="width:7%"}](https://github.com/vmware/k-bench) [![kube-fluentd-operator 🌟](){: style="width:7%"}](https://github.com/vmware/kube-fluentd-operator) [![VMware octant](){: style="width:7%"}](https://github.com/vmware/octant) [![None](){: style="width:7%"}](https://github.com/vmware/pinniped) [![volatiletech/sqlboiler](){: style="width:7%"}](https://github.com/volatiletech/sqlboiler) [![Azure/vscode-kubernetes-tools 🌟](){: style="width:7%"}](https://github.com/vscode-kubernetes-tools/vscode-kubernetes-tools) [![dive 🌟](){: style="width:7%"}](https://github.com/wagoodman/dive) [![wallarm/sysbindings](){: style="width:7%"}](https://github.com/wallarm/sysbindings) [![wangjia184/pod-inspector](){: style="width:7%"}](https://github.com/wangjia184/pod-inspector) [![github.com/wardviaene (kubernetes, terraform, ansible, docker, etc) 🌟](){: style="width:7%"}](https://github.com/wardviaene)

+[![wardviaene/advanced-kubernetes-course](){: style="width:7%"}](https://github.com/wardviaene/advanced-kubernetes-course) [![wardviaene/advanced-kubernetes-course/spinnaker 🌟](){: style="width:7%"}](https://github.com/wardviaene/advanced-kubernetes-course/tree/master/spinnaker) [![wardviaene/jenkins-course](){: style="width:7%"}](https://github.com/wardviaene/jenkins-course) [![wardviaene/kubernetes-course](){: style="width:7%"}](https://github.com/wardviaene/kubernetes-course) [![github.com/we-dcode/kubetunnel](){: style="width:7%"}](https://github.com/we-dcode/kubetunnel) [![Kspan - Turning Kubernetes Events into spans 🌟](){: style="width:7%"}](https://github.com/weaveworks-experiments/kspan) [![Awesome-GitOps](){: style="width:7%"}](https://github.com/weaveworks/awesome-gitops) [![weaveworks/cluster-api-provider-existinginfra](){: style="width:7%"}](https://github.com/weaveworks/cluster-api-provider-existinginfra) [![ref2](){: style="width:7%"}](https://github.com/weaveworks/eksctl) [![kubediff 🌟](){: style="width:7%"}](https://github.com/weaveworks/kubediff) [![weaveworks: kured - Kubernetes Reboot Daemon 🌟](){: style="width:7%"}](https://github.com/weaveworks/kured)

+[![weaveworks/tf-controller: Weave GitOps Terraform Controller](){: style="width:7%"}](https://github.com/weaveworks/tf-controller) [![github: Weave Net - Weaving Containers into Applications](){: style="width:7%"}](https://github.com/weaveworks/weave) [![Weave Kubernetes System Control - wksctl](){: style="width:7%"}](https://github.com/weaveworks/wksctl) [![kVDI](){: style="width:7%"}](https://github.com/webmeshproj/webmesh-vdi) [![github.com/welldone-cloud/aws-list-resources](){: style="width:7%"}](https://github.com/welldone-cloud/aws-list-resources) [![werf/kubedog](){: style="width:7%"}](https://github.com/werf/kubedog) [![Nelm: A Helm Alternative for Kubernetes Deployments](){: style="width:7%"}](https://github.com/werf/nelm) [![==werf/werf==](){: style="width:7%"}](https://github.com/werf/werf) [![None](){: style="width:7%"}](https://github.com/widdix/aws-cf-templates) [![willdady/aws-resource-based-policy-collector: AWS resource-based policy' collector](){: style="width:7%"}](https://github.com/willdady/aws-resource-based-policy-collector) [![willdady/cdk-iam-credentials-rotator: IAM Credentials Rotator](){: style="width:7%"}](https://github.com/willdady/cdk-iam-credentials-rotator)

+[![git-cipher](){: style="width:7%"}](https://github.com/wincent/git-cipher) [![windup](){: style="width:7%"}](https://github.com/windup) [![Compass 🌟](){: style="width:7%"}](https://github.com/winfordlin/Compass) [![witchery-project/witchery](){: style="width:7%"}](https://github.com/witchery-project/witchery) [![Jenkins Pipeline Maven build demo](){: style="width:7%"}](https://github.com/wololock/jenkine-pipeline-maven-demo/tree/sdkman) [![AWS Account Cloud9 Visualizer](){: style="width:7%"}](https://github.com/wongcyrus/aws-account-cloud9-visualizer) [![github.com: Docker cheat Sheet](){: style="width:7%"}](https://github.com/wsargent/docker-cheat-sheet) [![csi-rclone: CSI rclone mount plugin](){: style="width:7%"}](https://github.com/wunderio/csi-rclone) [![Raspbernetes - Kubernetes Cluster: k8s-gitops](){: style="width:7%"}](https://github.com/xUnholy/k8s-gitops) [![Kerbi 🌟](){: style="width:7%"}](https://github.com/xavier-mt/kerbi) [![xiaods/k8e](){: style="width:7%"}](https://github.com/xiaods/k8e)

+[![docker-compose-tpg: Telegraf + Prometheus + Grafana Local Testing Environments](){: style="width:7%"}](https://github.com/xiaopeng163/docker-compose-tpg) [![yahoo/check-log4j](){: style="width:7%"}](https://github.com/yahoo/check-log4j) [![github.com/yandex-cloud: CSI for S3](){: style="width:7%"}](https://github.com/yandex-cloud/k8s-csi-s3) [![Tech Interview Handbook](){: style="width:7%"}](https://github.com/yangshun/tech-interview-handbook) [![Awesome API Gateway](){: style="width:7%"}](https://github.com/yangtao309/awesome-api-gateway) [![yankils/Simple-DevOps-Project](){: style="width:7%"}](https://github.com/yankils/Simple-DevOps-Project) [![github.com/yannh/kubeconform 🌟](){: style="width:7%"}](https://github.com/yannh/kubeconform) [![kube-bench-exporter](){: style="width:7%"}](https://github.com/yashvardhan-kukreja/kube-bench-exporter) [![bul: Interactive TUI for Exploring Kubernetes Container Logs](){: style="width:7%"}](https://github.com/ynqa/bul) [![github.com/ynqa/jnv 🌟](){: style="width:7%"}](https://github.com/ynqa/jnv) [![K8sPurger 🌟](){: style="width:7%"}](https://github.com/yogeshkk/K8sPurger)

+[![yokawasa/action-setup-kube-tools](){: style="width:7%"}](https://github.com/yokawasa/action-setup-kube-tools) [![==github.com/yonahd/kor==](){: style="width:7%"}](https://github.com/yonahd/kor) [![github.com/yonahd/orphaned-configmaps: Orphaned ConfigMaps](){: style="width:7%"}](https://github.com/yonahd/orphaned-configmaps) [![kubectl-isolate](){: style="width:7%"}](https://github.com/yteraoka/kubectl-isolate) [![zakkg3/ClusterSecret: Kubernetes ClusterSecret operator](){: style="width:7%"}](https://github.com/zakkg3/ClusterSecret) [![logbook](){: style="width:7%"}](https://github.com/zalando/logbook) [![Patroni](){: style="width:7%"}](https://github.com/zalando/patroni) [![Zalando Postgres Operator](){: style="width:7%"}](https://github.com/zalando/postgres-operator) [![Spilo: HA PostgreSQL Clusters with Docker](){: style="width:7%"}](https://github.com/zalando/spilo) [![defenseunicorns/zarf](){: style="width:7%"}](https://github.com/zarf-dev/zarf) [![None](){: style="width:7%"}](https://github.com/zaynali53/DotENV)

+[![Kube-score](){: style="width:7%"}](https://github.com/zegl/kube-score) [![github.com/zsh-users/zsh-autosuggestions 🌟](){: style="width:7%"}](https://github.com/zsh-users/zsh-autosuggestions) [![GitHub: monkey-ops, Openshift compliant, no cluster-admin required](){: style="width:7%"}](https://github.comjoshmsmith/monkey-ops) [![github.dev](){: style="width:7%"}](https://github.dev) [![github.dev](){: style="width:7%"}](https://github.dev/github/dev) [![github.dev: Python Data Science Handbook](){: style="width:7%"}](https://github.dev/jakevdp/PythonDataScienceHandbook/tree/master/notebooks) [![github.github.com/training-kit: Git cheat sheet](){: style="width:7%"}](https://github.github.com/training-kit/downloads/github-git-cheat-sheet.pdf) [![github1s.com 🌟](){: style="width:7%"}](https://github1s.com) [![None](){: style="width:7%"}](https://githubcom/OctopusDeploy/terraform-provider-octopusdeploy) [![gitlab.beuth-hochschule.de](){: style="width:7%"}](https://gitlab.beuth-hochschule.de/s70178/petclinic-ansible-jenkins-ci-cd) [![None](){: style="width:7%"}](https://gitlab.beuth-hochschule.de/users/sign_in)

+[![gitlab.com](){: style="width:7%"}](https://gitlab.com) [![gitlab.com: Red Hat Process Automation Manager - Signal Marketing Demo](){: style="width:7%"}](https://gitlab.com/bpmworkshop/rhpam-signal-marketing-demo) [![Provide merge bot functionality](){: style="width:7%"}](https://gitlab.com/gitlab-org/gitlab/-/issues/14595) [![Auto-merge between release branches](){: style="width:7%"}](https://gitlab.com/gitlab-org/gitlab/-/issues/2785) [![Manifesto 🌟](){: style="width:7%"}](https://gitlab.com/jackatbancast/manifesto) [![k3s_hetzner](){: style="width:7%"}](https://gitlab.com/k3s_hetzner/k3s_hetzner) [![gitlab.com: Kubernetes storage provider benchmarks](){: style="width:7%"}](https://gitlab.com/mrman/k8s-storage-provider-benchmarks) [![purelb/purelb](){: style="width:7%"}](https://gitlab.com/purelb/purelb) [![gitlab.com/redhatdemocentral 🌟](){: style="width:7%"}](https://gitlab.com/redhatdemocentral) [![gitlab.com: Portfolio Architecture Examples](){: style="width:7%"}](https://gitlab.com/redhatdemocentral/portfolio-architecture-examples) [![gitlab.com/redhatdemocentral: Healthcare](){: style="width:7%"}](https://gitlab.com/redhatdemocentral/portfolio-architecture-examples/-/blob/main/healthcare.adoc)

+[![CodeReady Containers - Red Hat Decision Manager Install Demo](){: style="width:7%"}](https://gitlab.com/redhatdemocentral/rhcs-rhdm-install-demo) [![Awesome Django. A curated list of awesome Django apps, projects and resources](){: style="width:7%"}](https://gitlab.com/rosarior/awesome-django) [![None](){: style="width:7%"}](https://gitlab.com/xavki/devopsland/-/tree/master/ansible) [![gitlab.comquent.de: Microservices branch](){: style="width:7%"}](https://gitlab.comquent.de/petclinic/spring-petclinic-microservices) [![Example: GStreamer Merge Bot](){: style="width:7%"}](https://gitlab.freedesktop.org/gstreamer-merge-bot) [![Example: gitlab.gnome.org/marge-merge-bot](){: style="width:7%"}](https://gitlab.gnome.org/marge-merge-bot) [![Example: gitlab.gnome.org/marge-merge-bot](){: style="width:7%"}](https://gitlab.gnome.org/users/sign_in) [![gizmodo.com: Google Calendar's New Feature Can Figure Out When Your Friends' Don't Have an Excuse to Flake](){: style="width:7%"}](https://gizmodo.com/google-calendar-debuts-appointment-schedule-feature-1848715533) [![gkovan.medium.com: A Zero Trust Approach for Securing the Supply Chain of' Microservices Packaged as Container Images (sigstore, kyverno, openshift tekton, quarkus) 🌟](){: style="width:7%"}](https://gkovan.medium.com/a-zero-trust-approach-for-securing-the-supply-chain-of-microservices-packaged-as-container-images-89d2f5b7293b) [![glasskube.dev 🌟](){: style="width:7%"}](https://glasskube.dev) [![globaldatanet.com: Terraform CI/CD Best Practices](){: style="width:7%"}](https://globaldatanet.com/blog/terraform-cicd-best-practices)

+[![globaldatanet.com: .AWS IAM Identity Center Permission Management at Scale Part 2](){: style="width:7%"}](https://globaldatanet.com/tech-blog/aws-iam-identity-center-permission-management-at-scale-part-2) [![globaldatanet.com: Terraform CI/CD Best Practices](){: style="width:7%"}](https://globaldatanet.com/tech-blog/terraform-cicd-best-practices) [![gmaster](){: style="width:7%"}](https://gmaster.io) [![gmaster.io - Mergedroid: Automate merging just by analyzing your GitHub repo.](){: style="width:7%"}](https://gmaster.io/mergedroid) [![Creating with Rovo: How We Built a Collaborative AI Canvas](){: style="width:7%"}](https://go.atlassian.com/ijvzec) [![Atomist](){: style="width:7%"}](https://go.atomist.com) [![Convert AWS console actions to reusable code with AWS Console-to-Code, now generally available](){: style="width:7%"}](https://go.aws/4eFRwIt) [![golang.org](){: style="width:7%"}](https://go.dev) [![blog.golang.org: Gopls on by default in the VS Code Go extension](){: style="width:7%"}](https://go.dev/blog/gopls-vscode-go) [![go.dev: A new search experience on pkg.go.dev](){: style="width:7%"}](https://go.dev/blog/pkgsite-search-redesign) [![go.digitalocean.com/cicd-on-k8s](){: style="width:7%"}](https://go.digitalocean.com/cicd-on-k8s)

+[![go.weave.works: The GitOps Maturity Model - 4 evolutionary steps to continuous' delivery (pdf)](){: style="width:7%"}](https://go.weave.works/2021_GitOps_Maturity_Model.html) [![weave.works: Automating Kubernetes with GitOps (whitepaper) 🌟](){: style="width:7%"}](https://go.weave.works/automating-kubernetes-with-gitops-wp.html) [![go.weave.works: The Practical Guide to GitOps (eBook)](){: style="width:7%"}](https://go.weave.works/gitops-ebook.html) [![weave.works: Hardening Git for GitOps (white paper)](){: style="width:7%"}](https://go.weave.works/hardening-git-for-gitops.html) [![weave.works: Production Ready Checklists for Kubernetes 🌟](){: style="width:7%"}](https://go.weave.works/production-ready-kubernetes-checklist.html) [![goglides.io: Running OpenEBS in Kubernetes](){: style="width:7%"}](https://goglides.io/running-openebs-in-kubernetes/371) [![Harbor](){: style="width:7%"}](https://goharbor.io) [![goharbor.io: Deploy Harbor with the Quick Installation Script](){: style="width:7%"}](https://goharbor.io/docs/2.0.0/install-config/quick-install-script) [![None](){: style="width:7%"}](https://gokatalyst.io/blog/2023/12/06/katalyst-a-qos-based-resource-management-system-for-workload-colocation-on-kubernetes) [![gokhan-karadas1992.medium.com: ArgoCD + Kubevela Integration](){: style="width:7%"}](https://gokhan-karadas1992.medium.com/argocd-kubevela-integration-eb88dc0484e0) [![gokulchandrapr.medium.com: Amazon EKS Anywhere & EKS Connector](){: style="width:7%"}](https://gokulchandrapr.medium.com/amazon-eks-anywhere-eks-connector-600953aaa42d)

+[![gokuldevops.medium.com: Argo CD-Sample app deployment](){: style="width:7%"}](https://gokuldevops.medium.com/argo-cdsample-app-deployment-56b36601f279) [![golang.org](){: style="width:7%"}](https://golang.org) [![==golangrepo.com== 🌟](){: style="width:7%"}](https://golangrepo.com) [![==googlecloudcheatsheet.withgoogle.com: Google Cloud Developer cheat sheet==](){: style="width:7%"}](https://googlecloudcheatsheet.withgoogle.com) [![goteleport.com: Why DevSecOps is Going Passwordless](){: style="width:7%"}](https://goteleport.com/blog/devsecops-passwordless) [![goteleport.com: Anatomy of a Cloud Infrastructure Attack via a Pull Request](){: style="width:7%"}](https://goteleport.com/blog/hack-via-pull-request) [![gravitational.com: How to SSH Properly 🌟](){: style="width:7%"}](https://goteleport.com/blog/how-to-ssh-properly) [![goteleport.com: A Simple Overview of Authentication Methods for Kubernetes Clusters](){: style="width:7%"}](https://goteleport.com/blog/kube-authn-methods) [![goteleport.com: Kubernetes API Access Security Hardening](){: style="width:7%"}](https://goteleport.com/blog/kubernetes-api-access-security) [![gravitational.com: How to Set Up Kubernetes SSO with SAML](){: style="width:7%"}](https://goteleport.com/blog/kubernetes-sso-saml) [![goteleport.com: SSH Certificates Security. SSH Access Hardening 🌟](){: style="width:7%"}](https://goteleport.com/blog/ssh-certificates)

+[![goteleport.com: kubectl exec vs SSH](){: style="width:7%"}](https://goteleport.com/blog/ssh-vs-kubectl) [![seal.io: Open Source Platform Engineering for Dev & Ops](){: style="width:7%"}](https://gpustack.ai) [![gradle.org](){: style="width:7%"}](https://gradle.org) [![grafana-6.7.2-1.x86_64.rpm](){: style="width:7%"}](https://grafana.com) [![grafana.com: Grafana Labs and Microsoft partner to deliver new first party' Microsoft Azure service](){: style="width:7%"}](https://grafana.com/about/press/2021/11/10/grafana-labs-and-microsoft-partner-to-deliver-new-first-party-microsoft-azure-service) [![grafana.com: Introducing the new and improved New Relic plugin for Grafana](){: style="width:7%"}](https://grafana.com/blog/2020/07/22/introducing-the-new-and-improved-new-relic-plugin-for-grafana) [![Popular community plugins that can improve your Grafana dashboards 🌟](){: style="width:7%"}](https://grafana.com/blog/2020/08/26/popular-community-plugins-that-can-improve-your-grafana-dashboards) [![grafana.com: How we use the Grafana GitHub plugin to track outstanding pull' requests](){: style="width:7%"}](https://grafana.com/blog/2020/09/21/how-we-use-the-grafana-github-plugin-to-track-outstanding-pull-requests) [![grafana.com: Announcing Grafana Tempo, a massively scalable distributed' tracing system 🌟](){: style="width:7%"}](https://grafana.com/blog/2020/10/27/announcing-grafana-tempo-a-massively-scalable-distributed-tracing-system) [![==grafana.com: Get started with Prometheus with these three easy projects==](){: style="width:7%"}](https://grafana.com/blog/2021/01/08/get-started-with-prometheus-with-these-three-easy-projects) [![grafana.com: A beginner's guide to distributed tracing and how it can increase' an application's performance 🌟](){: style="width:7%"}](https://grafana.com/blog/2021/01/25/a-beginners-guide-to-distributed-tracing-and-how-it-can-increase-an-applications-performance)

+[![grafana.com: Using Telegraf plugins to visualize industrial IoT data with' the Grafana Cloud Hosted Prometheus service](){: style="width:7%"}](https://grafana.com/blog/2021/04/05/using-telegraf-plugins-to-visualize-industrial-iot-data-with-the-grafana-cloud-hosted-prometheus-service) [![grafana.com: How we use metamonitoring Prometheus servers to monitor all' other Prometheus servers at Grafana Labs](){: style="width:7%"}](https://grafana.com/blog/2021/04/08/how-we-use-metamonitoring-prometheus-servers-to-monitor-all-other-prometheus-servers-at-grafana-labs) [![grafana.com: What's new in Grafana Cloud for July 2021: Traces, live streaming,' Kubernetes and Docker integrations, and more](){: style="width:7%"}](https://grafana.com/blog/2021/07/06/whats-new-in-grafana-cloud-for-july-2021-traces-live-streaming-kubernetes-and-docker-integrations-and-more) [![grafana.com: Get comprehensive monitoring for your Apache Kafka ecosystem' instances quickly with Grafana Cloud](){: style="width:7%"}](https://grafana.com/blog/2021/07/26/get-comprehensive-monitoring-for-your-apache-kafka-ecosystem-instances-quickly-with-grafana-cloud) [![grafana.com: Grafana 8.1 released: New Geomap and Annotations panels, updated' plugin management, and more](){: style="width:7%"}](https://grafana.com/blog/2021/08/05/grafana-8.1-released-new-geomap-and-annotations-panels-updated-plugin-management-and-more) [![grafana.com: How Istio, Tempo, and Loki speed up debugging for microservices](){: style="width:7%"}](https://grafana.com/blog/2021/08/31/how-istio-tempo-and-loki-speed-up-debugging-for-microservices) [![grafana.com: Why we created a Prometheus Agent mode from the Grafana Agent](){: style="width:7%"}](https://grafana.com/blog/2021/11/16/why-we-created-a-prometheus-agent-mode-from-the-grafana-agent) [![grafana.com: Introducing the AWS CloudWatch integration, Grafana Cloud's' first fully managed integration](){: style="width:7%"}](https://grafana.com/blog/2021/11/17/2021/11/17/grafana-aws-cloudwatch-integration) [![None](){: style="width:7%"}](https://grafana.com/blog/2021/11/17/grafana-aws-cloudwatch-integration) [![==grafana.com: A 3-step guide to troubleshooting and visualizing Kubernetes' with Grafana Cloud==](){: style="width:7%"}](https://grafana.com/blog/2021/11/19/a-3-step-guide-to-troubleshooting-and-visualizing-kubernetes-with-grafana-cloud) [![grafana.com: How to build performance tests into your CI pipeline with k6,' GitHub Actions, and Grafana](){: style="width:7%"}](https://grafana.com/blog/2021/11/29/how-to-build-performance-tests-into-your-ci-pipeline-with-k6-github-actions-and-grafana)

+[![grafana.com: Testing shift left observability with the Grafana Stack, OpenTelemetry,' and k6](){: style="width:7%"}](https://grafana.com/blog/2021/12/06/testing-shift-left-observability-with-the-grafana-stack-opentelemetry-and-k6) [![grafana.com: Top 5 user-requested synthetic monitoring alerts in Grafana' Cloud](){: style="width:7%"}](https://grafana.com/blog/2022/01/11/top-5-user-requested-synthetic-monitoring-alerts-in-grafana-cloud) [![==grafana.com: A beginner's guide to network monitoring with Grafana and' Prometheus==](){: style="width:7%"}](https://grafana.com/blog/2022/01/19/a-beginners-guide-to-network-monitoring-with-grafana-and-prometheus) [![grafana.com: Video: How to build a Prometheus query in Grafana](){: style="width:7%"}](https://grafana.com/blog/2022/01/27/video-how-to-build-a-prometheus-query-in-grafana) [![grafana.com: An advanced guide to network monitoring with Grafana and Prometheus](){: style="width:7%"}](https://grafana.com/blog/2022/02/01/an-advanced-guide-to-network-monitoring-with-grafana-and-prometheus) [![==grafana.com: How to use WebSockets to visualize real-time IoT data in' Grafana==](){: style="width:7%"}](https://grafana.com/blog/2022/04/05/how-to-use-websockets-to-visualize-real-time-iot-data-in-grafana) [![grafana.com: Grafana dashboards: A complete guide to all the different types' you can build](){: style="width:7%"}](https://grafana.com/blog/2022/06/06/grafana-dashboards-a-complete-guide-to-all-the-different-types-you-can-build) [![grafana.com: Introducing Kubernetes Monitoring in Grafana Cloud](){: style="width:7%"}](https://grafana.com/blog/2022/07/13/introducing-kubernetes-monitoring-in-grafana-cloud) [![grafana.com: How to manage high cardinality metrics in Prometheus and Kubernetes](){: style="width:7%"}](https://grafana.com/blog/2022/10/20/how-to-manage-high-cardinality-metrics-in-prometheus-and-kubernetes) [![grafana.com: Introducing Grafana Faro, an open source project for frontend' application observability](){: style="width:7%"}](https://grafana.com/blog/2022/11/02/introducing-grafana-faro-oss-application-observability) [![grafana.com: A complete guide to managing Grafana as code: tools, tips,' and tricks](){: style="width:7%"}](https://grafana.com/blog/2022/12/06/a-complete-guide-to-managing-grafana-as-code-tools-tips-and-tricks)

+[![grafana.com: Grafana 9.3 feature: Grafana OAuth token improvements](){: style="width:7%"}](https://grafana.com/blog/2022/12/08/grafana-9.3-feature-grafana-oauth-token-improvements/?mdm=social) [![grafana.com: How to monitor Kubernetes clusters with the Prometheus Operator](){: style="width:7%"}](https://grafana.com/blog/2023/01/19/how-to-monitor-kubernetes-clusters-with-the-prometheus-operator) [![grafana.com: A beginner's guide to Kubernetes application monitoring](){: style="width:7%"}](https://grafana.com/blog/2023/01/31/a-beginners-guide-to-kubernetes-application-monitoring) [![grafana.com: How to optimize resource utilization with Kubernetes Monitoring' for Grafana Cloud 🌟](){: style="width:7%"}](https://grafana.com/blog/2023/03/03/how-to-optimize-resource-utilization-with-kubernetes-monitoring-for-grafana-cloud) [![==grafana.com: Scrape Azure metrics and monitor AKS using Grafana Agent==' 🌟](){: style="width:7%"}](https://grafana.com/blog/2023/04/07/scrape-azure-metrics-and-monitor-aks-using-grafana-agent) [![grafana.com: Why companies choose Grafana Cloud over self-managed OSS stacks](){: style="width:7%"}](https://grafana.com/blog/2023/10/16/why-companies-choose-grafana-cloud-over-self-managed-oss-stacks) [![grafana.com: Grafana Beyla 1.0 release: zero-code instrumentation for application' telemetry using eBPF](){: style="width:7%"}](https://grafana.com/blog/2023/11/14/grafana-beyla-1.0-release-zero-code-instrumentation-for-application-telemetry-using-ebpf) [![None](){: style="width:7%"}](https://grafana.com/docs/agent/v0.32/configuration/integrations/azure-exporter-config) [![grafana.com: Docker Integration for Grafana Cloud](){: style="width:7%"}](https://grafana.com/docs/grafana-cloud/monitor-infrastructure/integrations/integration-reference/integration-docker) [![grafana.com: Docker Integration for Grafana Cloud](){: style="width:7%"}](https://grafana.com/docs/grafana-cloud/reference/integrations/integration-docker) [![grafana.com: Provisioning Grafana 🌟](){: style="width:7%"}](https://grafana.com/docs/grafana/latest/administration/provisioning)

+[![grafana.com/docs/v5.4/](){: style="width:7%"}](https://grafana.com/docs/v5.4) [![Grafana Dashboards](){: style="width:7%"}](https://grafana.com/grafana/dashboards) [![grafana.com/grafana/dashboards/10702](){: style="width:7%"}](https://grafana.com/grafana/dashboards/10702) [![None](){: style="width:7%"}](https://grafana.com/grafana/dashboards/10702-activemq) [![None](){: style="width:7%"}](https://grafana.com/grafana/dashboards/9087) [![None](){: style="width:7%"}](https://grafana.com/grafana/dashboards/9777) [![None](){: style="width:7%"}](https://grafana.com/grafana/dashboards/9777-watermill) [![Grafana Dashboards with Telegraf Collectors](){: style="width:7%"}](https://grafana.com/grafana/dashboards/?collector=Telegraf) [![Grafana Dashboards with Telegraf Collectors](){: style="width:7%"}](https://grafana.com/grafana/dashboards?collector=Telegraf) [![Grafana Faro 🌟](){: style="width:7%"}](https://grafana.com/oss/faro) [![grafana.com: Grafana 9.3 feature: Grafana OAuth token improvements](){: style="width:7%"}](https://grafana.com/oss/grafana/?mdm=social)

+[![Grafana Loki](){: style="width:7%"}](https://grafana.com/oss/loki) [![Grafana OnCall OSS](){: style="width:7%"}](https://grafana.com/oss/oncall) [![grafana.com: Grafana Labs and Microsoft partner to deliver new first party Microsoft Azure service](){: style="width:7%"}](https://grafana.com/press/2021/11/10/grafana-labs-and-microsoft-partner-to-deliver-new-first-party-microsoft-azure-service) [![granulate.io: A Deep Dive into Kubernetes Scheduling](){: style="width:7%"}](https://granulate.io/a-deep-dive-into-kubernetes-scheduling) [![GraphQL](){: style="width:7%"}](https://graphql.org) [![graphviz.online](){: style="width:7%"}](https://graphviz.online) [![graphviz.org](){: style="width:7%"}](https://graphviz.org) [![gravitational.com: How to SSH Properly 🌟](){: style="width:7%"}](https://gravitational.com/blog/how-to-ssh-properly) [![gravitational.com: How to Set Up Kubernetes SSO with SAML](){: style="width:7%"}](https://gravitational.com/blog/kubernetes-sso-saml) [![gravitydevops.com: Terraform: A Step-by-Step Guide from Basics to Advanced' Techniques](){: style="width:7%"}](https://gravitydevops.com/terraform-tutorials-basic-to-advanced) [![gravitydevops.com: Terraform: A Step-by-Step Guide from Basics to Advanced Techniques](){: style="width:7%"}](https://gravitydevops.com/terraform-tutorials-basic-to-advanced-2025)

+[![Mapping of AWS services to Google Cloud](){: style="width:7%"}](https://gregsramblings.com/blog/compare-google-cloud-to-aws) [![grokkinginterview.com: 13 REST API interview questions you need to know](){: style="width:7%"}](https://grokkinginterview.com/13-rest-api-interview-questions-you-need-to-know-f0e7ec857550) [![Ansible 3.3.0 released](){: style="width:7%"}](https://groups.google.com/g/ansible-devel/c/CdQ7eWUUm8k?pli=1) [![grow.google: interview warmup](){: style="width:7%"}](https://grow.google/certificates/interview-warmup) [![grow.google: interview warmup](){: style="width:7%"}](https://grow.google/grow-your-career/articles/interview-tips) [![gRPC](){: style="width:7%"}](https://grpc.io) [![None](){: style="width:7%"}](https://grpc.io/docs/what-is-grpc/faq) [![None](){: style="width:7%"}](https://grpc.io/faq) [![gruntwork.io](){: style="width:7%"}](https://gruntwork.io) [![serverless-stack.com: How to debug Lambda functions with Visual Studio Code](){: style="width:7%"}](https://guide.sst.dev/examples/how-to-debug-lambda-functions-with-visual-studio-code.html) [![guides.github.com 🌟](){: style="width:7%"}](https://guides.github.com)

+[![GitHub Flow](){: style="width:7%"}](https://guides.github.com/introduction/flow) [![guides.github.com: Markdown Cheat Sheet 2](){: style="width:7%"}](https://guides.github.com/pdfs/markdown-cheatsheet-online.pdf) [![guides.sonatype.com: secure docker registries](){: style="width:7%"}](https://guides.sonatype.com/repo3/technical-guides/secure-docker-registries) [![guyzsarun.medium.com: Kubernetes Liveness, Readiness Probe Explained](){: style="width:7%"}](https://guyzsarun.medium.com/kubernetes-liveness-readiness-probe-explained-352691dcccf1) [![hackernoon.com: 9 Basic (and Crucial) Tips for Microservices Developers 🌟](){: style="width:7%"}](https://hackernoon.com/9-basic-and-crucial-tips-for-microservices-developers) [![hackernoon.com: A Guide to Deploying Jaeger on Kubernetes in Production](){: style="width:7%"}](https://hackernoon.com/a-guide-to-deploying-jaeger-on-kubernetes-in-production-0p2n3tub) [![hackermoon.com: cleanup old docker images from nexus repository](){: style="width:7%"}](https://hackernoon.com/cleanup-old-docker-images-from-nexus-repository-617b1004dad8) [![hackernoon.com: Database Vs Data Warehouse Vs Data Lake: A Simple Explanation](){: style="width:7%"}](https://hackernoon.com/database-vs-data-warehouse-vs-data-lake-a-simple-explanation-hz2k33rm) [![hackernoon.com: Exporting Your GKE Cluster to Terraform Cloud: A Guide with Challenges and Solutions](){: style="width:7%"}](https://hackernoon.com/exporting-your-gke-cluster-to-terraform-cloud-a-guide-with-challenges-and-solutions) [![None](){: style="width:7%"}](https://hackernoon.com/how-to-create-kubernetes-yaml-files) [![hackernoon.com: How To Deploy Code Faster Using Kubernetes](){: style="width:7%"}](https://hackernoon.com/how-to-deploy-code-faster-using-kubernetes-jh1y3ul0)

+[![hackernoon.com: How to Generate Kubernetes Manifests With a Single Command' (kompose)](){: style="width:7%"}](https://hackernoon.com/how-to-generate-kubernetes-manifests-with-a-single-command) [![hackernoon.com: How To Use OpenTelemetry And Jaeger To Implement Distributed Tracing And APM](){: style="width:7%"}](https://hackernoon.com/how-to-use-opentelemetry-and-jaeger-to-implement-distributed-tracing-and-apm-jcx34fi) [![hackernoon.com: How to Work With the Kubectl Debug Command](){: style="width:7%"}](https://hackernoon.com/how-to-work-with-the-kubectl-debug-command) [![hackernoon.com: Kubernetes and Helm: A Deadly Combo to Help You Deploy with Ease](){: style="width:7%"}](https://hackernoon.com/kubernetes-and-helm-a-deadly-combo-to-help-you-deploy-with-ease-rjr30x2) [![hackernoon.com: Kubernetes Cluster Must-Haves To Be Production Ready](){: style="width:7%"}](https://hackernoon.com/kubernetes-cluster-must-haves-to-be-production-ready) [![hackernoon.com: Kubernetes Resource Quotas](){: style="width:7%"}](https://hackernoon.com/kubernetes-resource-quotas) [![hackernoon.com: Practical Transaction Handling in Microservice Architecture](){: style="width:7%"}](https://hackernoon.com/practical-transaction-handling-in-microservice-architecture-5x1631ke) [![hackernoon.com: Reducing Kubernetes Costs](){: style="width:7%"}](https://hackernoon.com/reducing-kubernetes-costs) [![hackernoon.com: The Ultimate Beginners Guide To Kubernetes and Container Orchestration](){: style="width:7%"}](https://hackernoon.com/the-ultimate-beginners-guide-to-kubernetes-and-container-orchestration-5d83354y) [![hackernoon: Using Spinnaker with Kubernetes for CI/CD](){: style="width:7%"}](https://hackernoon.com/using-spinnaker-with-kubernetes-for-cicd-52w3uo9) [![hackernoon.com: What Is GitOps And Why Is It (Almost) Useless? Part 2](){: style="width:7%"}](https://hackernoon.com/what-is-gitops-and-why-is-it-almost-useless-part-2)

+[![hackernoon.com: What Is GitOps And Why Is It (Almost) Useless? Part 1](){: style="width:7%"}](https://hackernoon.com/what-is-gitops-and-why-it-is-almost-useless-part-1) [![hackerone.com: Authenticated kubernetes principal with restricted permissions can retrieve ingress-nginx serviceaccount token and secrets across all namespaces](){: style="width:7%"}](https://hackerone.com/reports/1249583) [![hackingcpp.com: C++ Cheat Sheets](){: style="width:7%"}](https://hackingcpp.com/cpp/cheat_sheets) [![hackingcpp.com: C++ Cheat Sheets](){: style="width:7%"}](https://hackingcpp.com/cpp/cheat_sheets.html) [![hackr.io: SQL Commands Tutorial: DDL, DML, TCL and DQL Commands](){: style="width:7%"}](https://hackr.io/blog/sql-commands) [![hackr.io: Top 10 DevOps Tools To Look For in 2020](){: style="width:7%"}](https://hackr.io/blog/top-devops-tools) [![hamees.hashnode.dev: Kubernetes: Explain like I'm 5](){: style="width:7%"}](https://hamees.hashnode.dev/kubernetes-explain-like-im-5) [![about.gitlab.com/handbook](){: style="width:7%"}](https://handbook.gitlab.com/handbook) [![about.gitlab.com: The Remote Work Report 2021](){: style="width:7%"}](https://handbook.gitlab.com/handbook/company/culture/all-remote/remote-work-report) [![X Handle Marketplace Portal](){: style="width:7%"}](https://handles.x.com/login) [![hands-on.cloud: Quick Intro To Python 3 for AWS Automation Engineers 🌟](){: style="width:7%"}](https://hands-on.cloud/quick-introduction-to-python-for-aws-automation-engineers)

+[![Reduce Latency with Azure Proximity Placement Groups](){: style="width:7%"}](https://hansencloud.com/2025/02/24/reduce-latency-with-azure-proximity-placement-groups) [![haque-zubair.medium.com: AWS API Gateway & Lambda with Terraform](){: style="width:7%"}](https://haque-zubair.medium.com/aws-lambda-api-gateway-with-terraform-bd143b1c56bb) [![==hardiks.medium.com: Top 6 Best practices for Container Orchestration==' 🌟](){: style="width:7%"}](https://hardiks.medium.com/top-6-best-practices-for-container-orchestration-b4b0d3398ebc) [![hardiks.medium.com: Where should you manage your Kubernetes in 2023? Amazon' ECS or EKS](){: style="width:7%"}](https://hardiks.medium.com/where-should-you-manage-your-kubernetes-in-2023-amazon-ecs-or-eks-6f503e93f7a7) [![harness.io](){: style="width:7%"}](https://harness.io) [![harness.io: Getting Started with Cloud Cost Optimization](){: style="width:7%"}](https://harness.io/2020/09/getting-started-with-cloud-cost-optimization) [![harness.io: What is a CI/CD Platform and why should I care? 🌟](){: style="width:7%"}](https://harness.io/2020/10/what-is-cicd-platform-why-should-i-care) [![harness.io: AutoStopping Rules For Kubernetes Clusters](){: style="width:7%"}](https://harness.io/blog/autostopping-rules-kubernetes) [![harness.io: Migrating CD Jenkins Pipelines To Harness Using Helm](){: style="width:7%"}](https://harness.io/blog/cd-jenkins-pipelines-harness) [![harness.io: Automated DevSecOps with StackHawk and Harness](){: style="width:7%"}](https://harness.io/blog/continuous-delivery/automated-devsecops) [![harness.io: CI/CD Pipeline: Everything You Need to Know 🌟](){: style="width:7%"}](https://harness.io/blog/continuous-delivery/ci-cd-pipeline)

+[![harness.io: Best Spinnaker Alternatives to Consider](){: style="width:7%"}](https://harness.io/blog/continuous-delivery/spinnaker-alternatives) [![harness.io: Introduction to Helm: Charts, Deployments, & More 🌟](){: style="width:7%"}](https://harness.io/blog/continuous-delivery/what-is-helm) [![harness.io: Metrics to Improve Continuous Integration Performance](){: style="width:7%"}](https://harness.io/blog/continuous-integration/continuous-integration-performance-metrics) [![harness.io: Streamlining CI/CD and Optimizing AWS Cloud Spend](){: style="width:7%"}](https://harness.io/blog/continuous-integration/streamlining-ci-cd) [![harness.io: What is Continuous Integration? 🌟](){: style="width:7%"}](https://harness.io/blog/continuous-integration/what-is-continuous-integration) [![harness.io: Intro to Deployment Strategies: Blue-Green, Canary, and More' 🌟](){: style="width:7%"}](https://harness.io/blog/continuous-verification/blue-green-canary-deployment-strategies) [![harness.io: 6 Actionable GitOps Best Practices To Help You Get Started](){: style="width:7%"}](https://harness.io/blog/devops/6-gitops-best-practices) [![harness.io: Pipeline Patterns for CI/CD Pipelines 🌟](){: style="width:7%"}](https://harness.io/blog/devops/deployment-pipeline-patterns) [![harness.io: GitOps: The New Kid On The DevOps Block!](){: style="width:7%"}](https://harness.io/blog/devops/gitops-new-kid-devops-block) [![harness.io: Tutorial: Turning a GitHub Repo Into a Helm Chart Repo](){: style="width:7%"}](https://harness.io/blog/devops/helm-chart-repo) [![harness.io: Comparing Helm vs Kustomize 🌟](){: style="width:7%"}](https://harness.io/blog/devops/helm-vs-kustomize)

+[![harness.io: What is Pipeline as Code, and How Can You Leverage It?](){: style="width:7%"}](https://harness.io/blog/devops/pipeline-as-code) [![harness.io: Managing Secrets in CI/CD Pipelines 🌟](){: style="width:7%"}](https://harness.io/blog/devops/secrets-management-ci-cd) [![harness.io: Understanding the Phases of the Software Development Life Cycle](){: style="width:7%"}](https://harness.io/blog/devops/software-development-life-cycle) [![harness.io: Terraform 201: What It Is, Tutorial, and More 🌟](){: style="width:7%"}](https://harness.io/blog/devops/terraform-201-tutorial) [![None](){: style="width:7%"}](https://harness.io/blog/devops/tutorial-s3-cross-account) [![harness.io: Tutorial: Vault Agent Advanced Use Case With Kubernetes Delegates' and Shared Volumes 🌟](){: style="width:7%"}](https://harness.io/blog/devops/vault-agent-kubernetes-delegates) [![harness.io: Tutorial: How to Use the New Vault Agent Integration Method' With Harness](){: style="width:7%"}](https://harness.io/blog/devops/vault-agent-secrets-management) [![harness.io: Progressive Delivery: Everything You Need to Know](){: style="width:7%"}](https://harness.io/blog/feature-flags/progressive-delivery) [![==harness.io: Managing the 'Git' in 'GitOps': 4 Ways to Structure Code' in Your GitOps Repos== 🌟](){: style="width:7%"}](https://harness.io/blog/gitops-repo-structure) [![harness.io: Comparing Helm vs Kustomize](){: style="width:7%"}](https://harness.io/blog/helm-vs-kustomize) [![harness.io: Kubernetes CI/CD Best Practices](){: style="width:7%"}](https://harness.io/blog/kubernetes-ci-cd-best-practices)

+[![==harness.io: Kubernetes Mistakes: A Beginner’s Guide To Avoiding Common' Pitfalls==](){: style="width:7%"}](https://harness.io/blog/kubernetes-mistakes) [![harness.io: Kubernetes Services Explained 🌟](){: style="width:7%"}](https://harness.io/blog/kubernetes-services-explained) [![harness.io: Introducing Recommendations API: Find Potential Cost Savings' Programmatically](){: style="width:7%"}](https://harness.io/blog/product-updates/recommendations-api) [![harness.io: Modern Software Delivery Best Practices & Software Delivery' Management](){: style="width:7%"}](https://harness.io/blog/software-delivery-best-practices) [![harshityadav95.medium.com: Load Balancing Layer 4 vs Layer 7](){: style="width:7%"}](https://harshityadav95.medium.com/load-balancing-layer-4-vs-layer-7-f37a839afd9c) [![hart-michael.medium.com: Why You Need Continuous Deployment](){: style="width:7%"}](https://hart-michael.medium.com/why-you-need-continuous-deployment-93d7b5936523) [![hashcat](){: style="width:7%"}](https://hashcat.net/hashcat) [![hashinteractive.com: MONGODUMP AND MONGORESTORE VS MONGOEXPORT AND MONGOIMPORT](){: style="width:7%"}](https://hashinteractive.com/blog/mongodump-and-mongorestore-vs-mongoexport-and-mongoimport) [![hashnode.tpschmidt.com: My Top 10 Free Learning Resources for AWS](){: style="width:7%"}](https://hashnode.tpschmidt.com/my-top-10-free-learning-resources-for-aws) [![Hasura 🌟](){: style="width:7%"}](https://hasura.io) [![hasura.io: A Simple, Realtime, Event Driven Architecture with QR Codes](){: style="width:7%"}](https://hasura.io/blog/a-simple-real-time-event-driven-architecture-with-qr-codes)

+[![havanrijn.wordpress.com: Don’t let Azure Log Analytics break the bank](){: style="width:7%"}](https://havanrijn.wordpress.com/2024/04/01/dont-let-azure-log-analytics-break-the-bank) [![CISCO DNA Center with Grafana Dashboard](){: style="width:7%"}](https://hawar.no/2020/09/cisco-dna-center-with-grafana-dashboard) [![CISCO DNA Center with Grafana Dashboard](){: style="width:7%"}](https://hawar.no/2021/05/cisco-dna-center-with-grafana-dashboard) [![hazelcast.com: Where Is My Cache? Architectural Patterns for Caching Microservices 🌟](){: style="width:7%"}](https://hazelcast.com/blog/architectural-patterns-for-caching-microservices) [![HBase.apache.org](){: style="width:7%"}](https://hbase.apache.org) [![hbr.org: How to Give Tough Feedback That Helps People Grow](){: style="width:7%"}](https://hbr.org/2015/08/how-to-give-tough-feedback-that-helps-people-grow) [![hbr.org: Optimists Are Better at Finding New Jobs](){: style="width:7%"}](https://hbr.org/2016/04/optimists-are-better-at-finding-new-jobs) [![hbr.org: Change Your Career Without Having to Start All Over Again](){: style="width:7%"}](https://hbr.org/2016/05/change-your-career-without-having-to-start-all-over-again) [![hbr.org: Stop Hiring for Culture Fit](){: style="width:7%"}](https://hbr.org/2018/01/how-to-hire) [![hbr.org: How to Debate Ideas Productively at Work](){: style="width:7%"}](https://hbr.org/2019/01/how-to-debate-ideas-productively-at-work) [![hbr.org: The Surprising Power of Simply Asking Coworkers How They’re Doing](){: style="width:7%"}](https://hbr.org/2019/02/the-surprising-power-of-simply-asking-coworkers-how-theyre-doing)

+[![hbr.org: As Your Team Gets Bigger, Your Leadership Style Has to Adapt](){: style="width:7%"}](https://hbr.org/2019/03/as-your-team-gets-bigger-your-leadership-style-has-to-adapt) [![hbr.org: What It Takes to Give a Great Presentation](){: style="width:7%"}](https://hbr.org/2020/01/what-it-takes-to-give-a-great-presentation) [![hbr.org: The Real Value of Middle Managers](){: style="width:7%"}](https://hbr.org/2021/06/the-real-value-of-middle-managers) [![hbr.org: Forget Flexibility. Your Employees Want Autonomy](){: style="width:7%"}](https://hbr.org/2021/10/forget-flexibility-your-employees-want-autonomy) [![hbr.org: How to Deal with High Pressure Situations at Work](){: style="width:7%"}](https://hbr.org/2022/05/how-to-deal-with-high-pressure-situations-at-work) [![headleysj.medium.com: Building event-driven systems at scale in Kubernetes' with Dapr β€” Part II: How does Dapr work?](){: style="width:7%"}](https://headleysj.medium.com/building-event-driven-systems-at-scale-in-kubernetes-with-dapr-part-2-how-does-dapr-work-732ba7a0d652) [![headspring.com: Is Kafka or RabbitMQ the right messaging tool for you?](){: style="width:7%"}](https://headspring.com/2019/07/09/kafka-or-rabbitmq-messaging) [![status.aws.amazon.com: Service Health Dashboard](){: style="width:7%"}](https://health.aws.amazon.com/health/status) [![health.google: AI-enabled imaging and diagnostics previously thought impossible](){: style="width:7%"}](https://health.google/imaging-and-diagnostics) [![health.google: AI-enabled imaging and diagnostics previously thought impossible](){: style="width:7%"}](https://health.google/intl/ALL_en/health-research/imaging-and-diagnostics) [![healthitanalytics.com: AI for Medical Imaging Boosts Cancer Screenings with' Provider Aid](){: style="width:7%"}](https://healthitanalytics.com/news/ai-for-medical-imaging-boosts-cancer-screenings-with-provider-aid)

+[![heaphero.io](){: style="width:7%"}](https://heaphero.io) [![==heka-ai.medium.com: Introduction to Debugging: locally and live on Kubernetes' with VSCode== 🌟](){: style="width:7%"}](https://heka-ai.medium.com/introduction-to-debugging-locally-and-live-on-kubernetes-8c8ecd3acbaa) [![Helidon.io](){: style="width:7%"}](https://helidon.io) [![CheatSheet for JMeter __time Function Calls](){: style="width:7%"}](https://hellotestworld.com/2016/02/02/cheatsheet-for-jmeter-__time-function-calls) [![helm.sh](){: style="width:7%"}](https://helm.sh) [![helm.sh: How to migrate from Helm v2 to Helm v3](){: style="width:7%"}](https://helm.sh/blog/migrate-from-helm-v2-to-helm-v3) [![New Location For Stable and Incubator Charts](){: style="width:7%"}](https://helm.sh/blog/new-location-stable-incubator-charts) [![helm.sh/docs](){: style="width:7%"}](https://helm.sh/docs) [![helm.sh: Getting Started 🌟](){: style="width:7%"}](https://helm.sh/docs/chart_template_guide/getting_started) [![help.github.com: Configuring protected branches](){: style="width:7%"}](https://help.github.com/en/github) [![help.github.com: Enabling required status checks:](){: style="width:7%"}](https://help.github.com/en/github/administering-a-repository/enabling-required-status-checks)

+[![guides.sonatype.com: secure docker registries](){: style="width:7%"}](https://help.sonatype.com/en/404-page.html) [![None](){: style="width:7%"}](https://help.sonatype.com/en/404-page.html?_ga=2.250230211.411976214.1575978022-1513910029.1575978022) [![Docker Registry](){: style="width:7%"}](https://help.sonatype.com/en/docker-registry.html) [![Nexus Platform Plugin for Jenkins](){: style="width:7%"}](https://help.sonatype.com/en/nexus-platform-plugin-for-jenkins.html) [![Nexus Repository Manager (NXRM) 3 🌟](){: style="width:7%"}](https://help.sonatype.com/en/sonatype-nexus-repository.html) [![None](){: style="width:7%"}](https://help.sonatype.com/en/sonatype-nexus-repository.html/security/configuring-ssl?_ga=2.250230211.411976214.1575978022-1513910029.1575978022) [![Nexus Platform Plugin for Jenkins](){: style="width:7%"}](https://help.sonatype.com/integrations/nexus-and-continuous-integration/nexus-platform-plugin-for-jenkins) [![Nexus Repository Manager (NXRM) 3 🌟](){: style="width:7%"}](https://help.sonatype.com/repomanager3) [![Docker Registry](){: style="width:7%"}](https://help.sonatype.com/repomanager3/formats/docker-registry) [![help.sonatype.com: Inbound SSL - Configuring to Serve Content via HTTPS](){: style="width:7%"}](https://help.sonatype.com/repomanager3/security/configuring-ssl?_ga=2.250230211.411976214.1575978022-1513910029.1575978022) [![Spring Boot Complete Guide](){: style="width:7%"}](https://helpercodes.com/spring-boot-complete-tutorial)

+[![TSQL and SQL Queries Cheat Sheet](){: style="width:7%"}](https://helpercodes.com/sql-query-cheatsheet-tutorial) [![Hermes Agent Documentation | Hermes Agent](){: style="width:7%"}](https://hermes-agent.nousresearch.com/docs) [![hernan-david-hd.medium.com: 5 pilares del SRE/DevOps](){: style="width:7%"}](https://hernan-david-hd.medium.com/5-pilares-del-sre-devops-f16e45f8d3fd) [![hernan-david-hd.medium.com: Breaking down SRE/DevOps into 5 key areas](){: style="width:7%"}](https://hernan-david-hd.medium.com/breaking-down-sre-devops-into-5-key-areas-5aacf40e8392) [![hervekhg.medium.com: 3 years managing Kubernetes clusters, my 10 lessons](){: style="width:7%"}](https://hervekhg.medium.com/3-years-managing-kubernetes-clusters-my-10-lessons-b565a5509f0e) [![hevodata.com: Building Apache Spark Data Pipeline? Made Easy 101 🌟](){: style="width:7%"}](https://hevodata.com/learn/spark-data-pipeline) [![hewi.blog: Deploying an EKS cluster using Terraform](){: style="width:7%"}](https://hewi.blog/deploying-an-eks-cluster-using-terraform) [![pythonsimplified.com: How to schedule Python scripts using schedule library](){: style="width:7%"}](https://hewing.foliotek.me) [![high-mobility.com](){: style="width:7%"}](https://high-mobility.com) [![REST Auto API Tutorial](){: style="width:7%"}](https://high-mobility.com/learn/tutorials/rest) [![highscalability.com: Building nginx and Tarantool based services 🌟](){: style="width:7%"}](https://highscalability.com/blog/2016/2/17/building-nginx-and-tarantool-based-services.html)

+[![hipertextual.com: GitHub une fuerzas con OpenIA para crear una inteligencia artificial capaz de autocompletar cΓ³digo](){: style="width:7%"}](https://hipertextual.com/2021/06/github-inteligencia-artificial-autocompletar-codigo) [![hipertextual.com: Diferencias entre Inteligencia Artificial, Machine Learning' y Deep Learning](){: style="width:7%"}](https://hipertextual.com/2023/02/diferencias-ia-machine-learning) [![hipertextual.com: AsΓ­ es Devin, la inteligencia artificial que programa' software de principio a fin](){: style="width:7%"}](https://hipertextual.com/2024/03/devin-inteligencia-artificial-programa-software) [![hiralee.medium.com: Software Architecture vs Design](){: style="width:7%"}](https://hiralee.medium.com/software-design-vs-architecture-1da0a94322a4) [![Hitch - scalable TLS proxy. Hitch is a libev-based high performance SSL/TLS proxy by Varnish Software](){: style="width:7%"}](https://hitch-tls.org) [![hitesh-pattanayak.medium.com: Observability in Kubernetes](){: style="width:7%"}](https://hitesh-pattanayak.medium.com/observability-in-kubernetes-b53d6ea1b37d) [![Hive.apache.org](){: style="width:7%"}](https://hive.apache.org) [![hjrocha.medium.com: Add a Custom Host to Kubernetes](){: style="width:7%"}](https://hjrocha.medium.com/add-a-custom-host-to-kubernetes-a06472cedccb) [![hlokensgard.no: Azure Firewall as DNS Proxy with the new Azure DNS Resolver](){: style="width:7%"}](https://hlokensgard.no/2023/07/03/azure-firewall-as-dns-proxy-with-the-new-azure-dns-resolver) [![hlokensgard.no: Get started with PowerShell 7.2 in Azure Automation Account](){: style="width:7%"}](https://hlokensgard.no/2023/12/05/get-started-with-powershell-7-2-in-azure-automation-account) [![hlokensgard.no: Azure Virtual Network Manager – A game changer or just a costly upgrade?](){: style="width:7%"}](https://hlokensgard.no/2024/07/01/azure-virtual-network-manager-a-game-changer-or-just-a-costly-upgrade)

+[![hlokensgard.no/knowledge-sharing: Miro Mind map over Azure Landing Zones element, Terraform modules, GitHub Code](){: style="width:7%"}](https://hlokensgard.no/knowledge-sharing) [![hmaslowski.com: macOS Security hardening with Microsoft Intune](){: style="width:7%"}](https://hmaslowski.com/home/f/macos-security-hardening-with-microsoft-intune) [![hmh.engineering: Dive into Kubernetes Healthchecks (part 1) 🌟](){: style="width:7%"}](https://hmh.engineering/dive-into-kubernetes-healthchecks-part-1-73a900fa6dbd) [![hmh.engineering: Dive into Kubernetes Healthchecks (part 2)](){: style="width:7%"}](https://hmh.engineering/dive-into-kubernetes-healthchecks-part-2-a9f83eb712d5) [![hmh.engineering: Musings on microservice observability!](){: style="width:7%"}](https://hmh.engineering/musings-on-microservice-observability-f7052ac42f04) [![hms.harvard.edu: Does AI Help or Hurt Human Radiologists’ Performance? It Depends on the Doctor](){: style="width:7%"}](https://hms.harvard.edu/news/does-ai-help-or-hurt-human-radiologists-performance-depends-doctor) [![hodovi.cc: Creating a Low Cost Managed Kubernetes Cluster for Personal Development using Terraform](){: style="width:7%"}](https://hodovi.cc/blog/creating-low-cost-managed-kubernetes-cluster-personal-development-terraform) [![home.robusta.dev: When is a CPU not a CPU? Benchmark of Kubernetes Providers and Node Efficiency 🌟🌟](){: style="width:7%"}](https://home.robusta.dev/blog/k8s-node-benchmark) [![home.robusta.dev: The ultimate guide to Kubernetes Services, LoadBalancers, and Ingress 🌟🌟🌟](){: style="width:7%"}](https://home.robusta.dev/blog/kubernetes-service-vs-loadbalancer-vs-ingress) [![home.robusta.dev: You can't have both high utilization and high reliability 🌟](){: style="width:7%"}](https://home.robusta.dev/blog/kubernetes-utilization-vs-reliability) [![home.robusta.dev: For the Love of God, Stop Using CPU Limits on Kubernetes (Updated)](){: style="width:7%"}](https://home.robusta.dev/blog/stop-using-cpu-limits)

+[![home.robusta.dev: Why everyone should track Kubernetes changes and top four' ways to do so](){: style="width:7%"}](https://home.robusta.dev/blog/why-everyone-should-track-and-audit-kubernetes-changes-and-top-ways) [![homebusinessmag.com: Certificates Alone Won’t Get You Hired, You Need Certifications β€œPlus”!](){: style="width:7%"}](https://homebusinessmag.com/businesses/success-tips/certificates-alone-wont-get-hired-need-certifications-plus) [![Hoppscotch: Open-Source Alternative to Postman](){: style="width:7%"}](https://hoppscotch.io) [![Efficient Java in the cloud with Quarkus. Carrefour Spain’s test: Quarkus' vs. Spring Boot](){: style="width:7%"}](https://horizons.carrefour.com/efficient-java-in-the-cloud-with-quarkus) [![==horovits.medium.com: Prometheus Now Supports OpenTelemetry Metrics==](){: style="width:7%"}](https://horovits.medium.com/prometheus-now-supports-opentelemetry-metrics-83f85878e46a) [![horovits.wordpress.com: Kubernetes Security Best Practices](){: style="width:7%"}](https://horovits.wordpress.com/2020/07/15/kubernetes-security-best-practices) [![DevOps Toolbox: Jenkins, Ansible, Chef, Puppet, Vagrant, & SaltStack](){: style="width:7%"}](https://hostadvice.com/blog/devops-toolbox-jenkins-ansible-chef-puppet-vagrant-saltstack) [![howdns.works](){: style="width:7%"}](https://howdns.works) [![howhttps.works](){: style="width:7%"}](https://howhttps.works) [![howtodoinjava.com/maven](){: style="width:7%"}](https://howtodoinjava.com/maven) [![howtodoinjava.com: Maven IntelliJ Idea Project](){: style="width:7%"}](https://howtodoinjava.com/maven/how-to-convert-maven-java-project-to-intellij-idea-project)

+[![howtodoinjava.com: Maven IntelliJ Idea Project](){: style="width:7%"}](https://howtodoinjava.com/maven/maven-java-project-with-intellij-idea) [![http.cat 🌟](){: style="width:7%"}](https://http.cat) [![None](){: style="width:7%"}](https://http2-explained.haxx.se) [![http2.github.io HTTP/2 🌟](){: style="width:7%"}](https://http2.github.io) [![http2.github.io HTTP/2 Frequently Asked Questions 🌟](){: style="width:7%"}](https://http2.github.io/faq) [![http3-explained.haxx.se: HTTP/3 explained 🌟](){: style="width:7%"}](https://http3-explained.haxx.se) [![Apache](){: style="width:7%"}](https://httpd.apache.org) [![Apache Reverse Proxy Guide](){: style="width:7%"}](https://httpd.apache.org/docs/2.4/howto/reverse_proxy.html) [![None](){: style="width:7%"}](https://hub.docker.com/_/elasticsearch) [![DockerHub: websphere-liberty](){: style="width:7%"}](https://hub.docker.com/_/websphere-liberty) [![ref 4](){: style="width:7%"}](https://hub.docker.com/r/alwin2/petclinic-customers-service)

+[![ref 6](){: style="width:7%"}](https://hub.docker.com/r/anthonydahanne/spring-petclinic) [![ref 5 arey/springboot-petclinic](){: style="width:7%"}](https://hub.docker.com/r/arey/springboot-petclinic) [![bitnami/cluster-autoscaler](){: style="width:7%"}](https://hub.docker.com/r/bitnami/cluster-autoscaler) [![ref 3](){: style="width:7%"}](https://hub.docker.com/r/bmoussaud/petclinic) [![None](){: style="width:7%"}](https://hub.docker.com/r/centos/postgresql-10-centos7) [![ref 1](){: style="width:7%"}](https://hub.docker.com/r/ibuchh/petclinic-spinnaker-jenkins) [![KIE Server](){: style="width:7%"}](https://hub.docker.com/r/jboss/kie-server) [![ref 7](){: style="width:7%"}](https://hub.docker.com/r/jbrisbin/spring-petclinic) [![DockerHub OpenShift](){: style="width:7%"}](https://hub.docker.com/r/openshift) [![DockerHub OpenShift Demos](){: style="width:7%"}](https://hub.docker.com/r/openshiftdemos) [![Payara Micro](){: style="width:7%"}](https://hub.docker.com/r/payara/micro)

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+[![KubeApps Hub](){: style="width:7%"}](https://hub.kubeapps.com) [![hub.qovery.com: Terraform is Not the Golden Hammer](){: style="width:7%"}](https://hub.qovery.com/guides/engineering/terraform-not-the-golden-hammer) [![hub.tinztwins.de: 7 Hidden Python Tips for 2024](){: style="width:7%"}](https://hub.tinztwins.de/7-hidden-python-tips-for-2024) [![huggingface.co: Implementing Fractional GPUs in Kubernetes with Aliyun Scheduler](){: style="width:7%"}](https://huggingface.co/blog/NileshInfer/implementing-fractional-gpus-in-kubernetes) [![humanitec.com: Escape VMware lock-in with a modular Internal Developer Platform](){: style="width:7%"}](https://humanitec.com/blog/escape-vmware-lock-in-with-a-modular-internal-developer-platform) [![How to handle environment variables with Kubernetes? 🌟](){: style="width:7%"}](https://humanitec.com/blog/handling-environment-variables-with-kubernetes) [![humanitec.com: How to design your repository structures to nail platform engineering](){: style="width:7%"}](https://humanitec.com/blog/how-to-design-your-repository-structures-to-nail-platform-engineering) [![humanitec.com: Why every Internal Developer Platform needs a backend](){: style="width:7%"}](https://humanitec.com/blog/why-every-internal-developer-platform-needs-a-backend) [![humanitec.com: Platform reference architecture on GCP](){: style="width:7%"}](https://humanitec.com/reference-architectures) [![humanitec.com: Platform reference architecture on AWS](){: style="width:7%"}](https://humanitec.com/reference-architectures/aws) [![humanitec.com: Platform reference architecture on Azure](){: style="width:7%"}](https://humanitec.com/reference-architectures/azure)

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+[![iaviral.medium.com: Most used functions in Pandas](){: style="width:7%"}](https://iaviral.medium.com/most-used-functions-in-pandas-7c12ae238185) [![ibrahims.medium.com: Azure Terraform Pipeline β€” DevOps](){: style="width:7%"}](https://ibrahims.medium.com/azure-terraform-pipeline-devops-b57005a37936) [![ibrahims.medium.com: Security Context β€” Kubernetes](){: style="width:7%"}](https://ibrahims.medium.com/security-context-kubernetes-9672ae2380f9) [![iceburn.medium.com: Jenkins Configuration As Code](){: style="width:7%"}](https://iceburn.medium.com/jenkins-configuration-as-code-afd9031a42c9) [![iceburn.medium.com: Kubernetes Resource Requests and Resource Limits](){: style="width:7%"}](https://iceburn.medium.com/kubernetes-resource-requests-and-resource-limits-99c549c5a439) [![None](){: style="width:7%"}](https://ics.uci.edu/~pattis/ICS-33/lectures/complexitypython.txt) [![Example: CockroachDB's Bors Merge Bot](){: style="width:7%"}](https://id.atlassian.com/login?continue=https%3A%2F%2Fid.atlassian.com%2Fjoin%2Fuser-access%3Fresource%3Dari%253Acloud%253Aconfluence%253A%253Asite%252F9568dfdc-cfdd-4632-a68e-1e18063a3152%26continue%3Dhttps%253A%252F%252Fcockroachlabs.atlassian.net%252Fwiki%252Fspaces%252FCRDB%252Fpages%252F73204099%252FBors%252BMerge%252BBot&application=confluence&orgId=52a68357-cecf-4127-a5ec-32eeac8cf060) [![None](){: style="width:7%"}](https://id.cloudbees.com/u/login/identifier?state=hKFo2SBoUmhWb3d4WEs0dkFkRGhTbnk0andSSjZMVFNJUzdOZ6Fur3VuaXZlcnNhbC1sb2dpbqN0aWTZIDB0NTY2d1FJaW9FTmxwNkFwNXFWbzNYajZfalZmelRjo2NpZNkgTXJPWHU5R0Y5NTAwT1NnWElTUkxEU0xsTU9UZ0JEd0Q) [![ideas.ted.com: How to find your sense of purpose at work](){: style="width:7%"}](https://ideas.ted.com/want-to-discover-or-re-discover-your-sense-of-purpose-at-work-heres-how) [![ifuckinghatejira.com](){: style="width:7%"}](https://ifuckinghatejira.com) [![igboie.medium.com: Kubernetes CI/CD with GitHub, GitHub Actions and Argo' CD](){: style="width:7%"}](https://igboie.medium.com/kubernetes-ci-cd-with-github-github-actions-and-argo-cd-36b88b6bda64)

+[![Apache Ignite](){: style="width:7%"}](https://ignite.apache.org) [![==ikunalsingh.hashnode.dev: Dynamic Operations in Terraform with Functions' - Use templatefile to dynamically generate a script==](){: style="width:7%"}](https://ikunalsingh.hashnode.dev/dynamic-operations-in-terraform-with-functions) [![Kubernetes essentials E-book](){: style="width:7%"}](https://images.linoxide.com/ebook-kubernetes-essentials.pdf) [![imanishchaudhary.medium.com: Securing Kubernetes Dashboards: SSO Authentication' and RBAC Implementation with Okta and OAuth2 Proxy](){: style="width:7%"}](https://imanishchaudhary.medium.com/secure-kubernetes-dashboards-with-sso-authentication-using-okta-oauth2-proxy-9e52189e9749) [![imoisharma.medium.com: How Leader election works in Kubernetesβ€” By M. Sharma](){: style="width:7%"}](https://imoisharma.medium.com/how-leader-election-works-in-kubernetes-by-m-sharma-635d213b3fd1) [![imperialbiosciencereview.wordpress.com: Redefining diagnostics: the integration of machine learning in medical imaging](){: style="width:7%"}](https://imperialbiosciencereview.wordpress.com/2023/05/26/redefining-diagnostics-the-integration-of-machine-learning-in-medical-imaging-2) [![imsundeep8.medium.com: Deploy Production-grade Kubernetes Cluster using' kOps on Amazon Cloud (AWS)](){: style="width:7%"}](https://imsundeep8.medium.com/deploy-production-grade-kubernetes-cluster-using-kops-on-amazon-cloud-aws-abc79f46aa32) [![None](){: style="width:7%"}](https://incepto-medical.com/en) [![==inder-devops.medium.com: AKS Networking Deep Dive: Kubenet vs Azure-CNI' vs Azure-CNI (overlay)==](){: style="width:7%"}](https://inder-devops.medium.com/aks-networking-deep-dive-kubenet-vs-azure-cni-vs-azure-cni-overlay-a51709171ce9) [![==inder-devops.medium.com: CI/CD setup in just 5 mins with basic yaml configuration==](){: style="width:7%"}](https://inder-devops.medium.com/ci-cd-setup-in-just-5-mins-with-basic-yaml-configuration-95b8e894a110) [![inder-devops.medium.com: It’s Time to Migrate your Container Runtime, Kubernetes' 1.24 is coming](){: style="width:7%"}](https://inder-devops.medium.com/its-time-to-migrate-your-container-runtime-kubernetes-1-24-is-coming-f0c0b6b9bb90)

+[![inder-devops.medium.com: Kafka- Best practices & Lessons Learned | By Inder](){: style="width:7%"}](https://inder-devops.medium.com/kafka-best-practices-lessons-learned-by-inder-431dc5fafd3b) [![==inder-devops.medium.com: On-premise to cloud migration mock drills using' Istio== 🌟](){: style="width:7%"}](https://inder-devops.medium.com/on-premise-to-cloud-migration-mock-drills-using-istio-ea89aee5ea38) [![cloudskills.io: Getting Started with Git and Azure DevOps: The Ultimate Guide 🌟](){: style="width:7%"}](https://ine.com) [![info.acloud.guru: Azure DevOps VS GitHub: Comparing Microsoft's DevOps Twins](){: style="width:7%"}](https://info.acloud.guru/resources/azure-devops-vs-github-comparing-microsofts-devops-twins) [![acloud.guru: How youtr org predicts your CI/CD pipeline](){: style="width:7%"}](https://info.acloud.guru/resources/brazeal-how-your-org-predicts-your-ci/cd-pipeline) [![info.acloud.guru: Deploying your first kubernetes app with Azure DevOps](){: style="width:7%"}](https://info.acloud.guru/resources/deploy-kubernetes-app-with-azure-devops) [![info.acloud.guru: Adopting GitOps for Kubernetes on AWS](){: style="width:7%"}](https://info.acloud.guru/resources/deploying-kubernetes-with-gitops) [![info.acloud.guru: Scaling the hottest app in tech on AWS and Kubernetes](){: style="width:7%"}](https://info.acloud.guru/resources/kubernetes-aws-cloud-scaling-hey) [![crunchydata blog: Deploying Active-Active PostgreSQL on Kubernetes](){: style="width:7%"}](https://info.crunchydata.com/blog/active-active-on-kubernetes) [![info.crunchydata.com: An Easy Recipe for Creating a PostgreSQL Cluster with' Docker Swarm](){: style="width:7%"}](https://info.crunchydata.com/blog/an-easy-recipe-for-creating-a-postgresql-cluster-with-docker-swarm) [![Announcing the Crunchy Data Developer Portal](){: style="width:7%"}](https://info.crunchydata.com/blog/announcing-the-crunchy-data-developer-portal)

+[![info.crunchydata.com: Composite Primary Keys, PostgreSQL and Django](){: style="width:7%"}](https://info.crunchydata.com/blog/composite-primary-keys-postgresql-and-django) [![crunchydata blog: What's New in Crunchy PostgreSQL Operator 4.0](){: style="width:7%"}](https://info.crunchydata.com/blog/crunchy-postgres-kubernetes-operator-4.0) [![info.crunchydata.com: Using the PostgreSQL Operator with Rook Ceph Storage](){: style="width:7%"}](https://info.crunchydata.com/blog/crunchy-postgresql-operator-with-rook-ceph-storage) [![info.crunchydata.com: Quickly Document Your Postgres Database Using psql' Meta-Commands](){: style="width:7%"}](https://info.crunchydata.com/blog/d-meta) [![info.crunchydata.com: Deploy High-Availability PostgreSQL Clusters on Kubernetes' by Example](){: style="width:7%"}](https://info.crunchydata.com/blog/deploy-high-availability-postgresql-on-kubernetes) [![info.crunchydata.com: Deploy pgAdmin4 with PostgreSQL on Kubernetes](){: style="width:7%"}](https://info.crunchydata.com/blog/deploy-pgadmin4-with-postgresql-on-kubernetes) [![info.crunchydata.com: Fast CSV and JSON Ingestion in PostgreSQL with COPY](){: style="width:7%"}](https://info.crunchydata.com/blog/fast-csv-and-json-ingestion-in-postgresql-with-copy) [![info.crunchydata.com: Getting Started with PostgreSQL Operator 4.3 in OpenShift](){: style="width:7%"}](https://info.crunchydata.com/blog/getting-started-with-postgresql-operator-4.3-in-openshift) [![info.crunchydata.com: Using GitOps to Self-Manage Postgres in Kubernetes' 🌟](){: style="width:7%"}](https://info.crunchydata.com/blog/gitops-postgres-kubernetes) [![info.crunchydata.com: Deploying the PostgreSQL Operator on GKE](){: style="width:7%"}](https://info.crunchydata.com/blog/install-postgres-operator-kubernetes-on-gke-ansible) [![info.crunchydata.com: Kubernetes Pod Tolerations and Postgres Deployment' Strategies](){: style="width:7%"}](https://info.crunchydata.com/blog/kubernetes-pod-tolerations-and-postgresql-deployment-strategies)

+[![info.crunchydata.com: Migrating from Oracle to PostgreSQL: Tips and Tricks](){: style="width:7%"}](https://info.crunchydata.com/blog/migrating-from-oracle-to-postgresql-questions-and-considerations) [![info.crunchydata.com: Monitoring PostgreSQL clusters in kubernetes](){: style="width:7%"}](https://info.crunchydata.com/blog/monitoring-postgresql-clusters-in-kubernetes) [![info.crunchydata.com: Multi-Kubernetes Cluster PostgreSQL Deployments](){: style="width:7%"}](https://info.crunchydata.com/blog/multi-kubernetes-cluster-postgresql-deployments) [![info.crunchydata.com: pgBackRest - Performing Backups on a Standby Cluster](){: style="width:7%"}](https://info.crunchydata.com/blog/pgbackrest-performing-backups-on-a-standby-cluster) [![info.crunchydata.com: PostgreSQL Change Data Capture With Debezium](){: style="width:7%"}](https://info.crunchydata.com/blog/postgresql-change-data-capture-with-debezium) [![info.crunchydata.com: PostgreSQL Monitoring for Application Developers:' The DBA Fundamentals](){: style="width:7%"}](https://info.crunchydata.com/blog/postgresql-monitoring-for-application-developers-dba-stats) [![info.crunchydata.com: Scheduled PostgreSQL Backups and Retention Policies' with Kubernetes](){: style="width:7%"}](https://info.crunchydata.com/blog/schedule-postgresql-backups-and-retention-with-kubernetes) [![info.crunchydata.com: Setup ora2pg for Oracle to Postgres Migration](){: style="width:7%"}](https://info.crunchydata.com/blog/setup-ora2pg-for-oracle-to-postgres-migration) [![info.crunchydata.com: How to Setup PostgreSQL Monitoring in Kubernetes](){: style="width:7%"}](https://info.crunchydata.com/blog/setup-postgresql-monitoring-in-kubernetes) [![info.crunchydata.com: Guard Against Transaction Loss with PostgreSQL Synchronous' Replication](){: style="width:7%"}](https://info.crunchydata.com/blog/synchronous-replication-in-the-postgresql-operator-for-kubernetes-guarding-against-transactions-loss) [![info.crunchydata.com: Tuning Your Postgres Database for High Write Loads](){: style="width:7%"}](https://info.crunchydata.com/blog/tuning-your-postgres-database-for-high-write-loads)

+[![info.crunchydata.com: Introducing the Postgres Prometheus Adapter](){: style="width:7%"}](https://info.crunchydata.com/blog/using-postgres-to-back-prometheus-for-your-postgresql-monitoring-1) [![info.crunchydata.com: Crunchy PostgreSQL for Kubernetes 4.3 Released](){: style="width:7%"}](https://info.crunchydata.com/news/crunchy-postgresql-for-kuberenetes-4.3) [![AI Made Simple Resource Kit | Microsoft Azure](){: style="width:7%"}](https://info.microsoft.com/ww-landing-ai-made-simple.html) [![info.microsoft.com: The Road to Azure Cost Governance](){: style="width:7%"}](https://info.microsoft.com/ww-landing-the-road-to-azure-cost-governance-e-book.html) [![The Varnish Book](){: style="width:7%"}](https://info.varnish-software.com/the-varnish-book) [![infoq.com: Microsoft Refreshes its Well-Architected Framework](){: style="width:7%"}](https://infoq.com/news/2023/11/azure-well-architected-framework) [![infosecwriteups.com: Attacking and securing Docker containers](){: style="width:7%"}](https://infosecwriteups.com/attacking-and-securing-docker-containers-cc8c80f05b5b) [![==infosecwriteups.com: How I Discovered Thousands of Open Databases on AWS==](){: style="width:7%"}](https://infosecwriteups.com/how-i-discovered-thousands-of-open-databases-on-aws-764729aa7f32) [![infraxpertzz.com: Deploying Custom Files with Jinja2 Template 🌟](){: style="width:7%"}](https://infraxpertzz.com/deploying-custom-files-with-jinja2-template) [![infviz.io](){: style="width:7%"}](https://infviz.io) [![ingressbuilder.jetstack.io 🌟🌟](){: style="width:7%"}](https://ingressbuilder.jetstack.io)

+[![inlets.dev: Fixing Ingress for short-lived local Kubernetes clusters](){: style="width:7%"}](https://inlets.dev/blog/2021/07/08/short-lived-clusters.html) [![inlets.dev: Fixing the Developer Experience of Kubernetes Port Forwarding](){: style="width:7%"}](https://inlets.dev/blog/2022/06/24/fixing-kubectl-port-forward.html) [![inlets.dev: How to Get Ingress for Private Kubernetes Clusters](){: style="width:7%"}](https://inlets.dev/blog/2023/02/24/ingress-for-local-kubernetes-clusters.html) [![tech.ebayinc.com: Resiliency and Disaster Recovery with Kafka](){: style="width:7%"}](https://innovation.ebayinc.com/stories/resiliency-and-disaster-recovery-with-kafka) [![insight-services-apac.github.io: Getting Started with Bicep](){: style="width:7%"}](https://insight-services-apac.github.io/2023/12/04/getting-started-bicep) [![insights.project-a.com: Using GitHub Actions to deploy to Kubernetes in' GKE 🌟](){: style="width:7%"}](https://insights.project-a.com/using-github-actions-to-deploy-to-kubernetes-122c653c0b09) [![Stack Overflow Annual Developer Survey](){: style="width:7%"}](https://insights.stackoverflow.com/survey) [![2021](){: style="width:7%"}](https://insights.stackoverflow.com/survey/2021) [![inspektor.cloud: Evaluating open policy agent in rust using wasm](){: style="width:7%"}](https://inspektor.cloud/blog/evaluating-open-policy-agent-in-rust-using-wasm) [![intellipaat.com: Ansible vs Kubernetes vs Docker](){: style="width:7%"}](https://intellipaat.com/blog/ansible-vs-kubernetes-vs-docker) [![intellipaat.com: AWS vs Azure vs Google – Detailed Cloud Comparison](){: style="width:7%"}](https://intellipaat.com/blog/aws-vs-azure-vs-google-cloud)

+[![intellipaat.com: Difference between DBMS and RDBMS](){: style="width:7%"}](https://intellipaat.com/blog/dbms-vs-rdbms-difference) [![intellipaat.com: Top 10 DevOps Monitoring Tools](){: style="width:7%"}](https://intellipaat.com/blog/devops-monitoring-tools) [![intellipaat.com: Top Amazon AWS Interview Questions – Most Asked](){: style="width:7%"}](https://intellipaat.com/blog/interview-question/amazon-aws-interview-questions) [![intellipaat.com: Top DevOps Interview Questions – Most Asked](){: style="width:7%"}](https://intellipaat.com/blog/interview-question/devops-interview-questions) [![intellipaat.com: Top Git Interview Questions And Answers 🌟](){: style="width:7%"}](https://intellipaat.com/blog/interview-question/git-interview-questions-answers) [![intellipaat.com: Top Jenkins Interview Questions and Answers](){: style="width:7%"}](https://intellipaat.com/blog/interview-question/jenkins-interview-questions-answers) [![intellipaat.com: Top Kubernetes Interview Questions and Answers](){: style="width:7%"}](https://intellipaat.com/blog/interview-question/kubernetes-interview-questions-answers) [![intellipaat.com: Top Answers to MySQL Interview Questions](){: style="width:7%"}](https://intellipaat.com/blog/interview-question/mysql-interview-questions) [![intellipaat.com: NoSQL vs. SQL - Difference between SQL and NoSQL](){: style="width:7%"}](https://intellipaat.com/blog/nosql-vs-sql-what-is-better) [![intellipaat.com: SQL vs MySQL - Key Differences Between SQL and MySQL](){: style="width:7%"}](https://intellipaat.com/blog/sql-vs-mysql-difference) [![intellipaat.com: Terraform vs Ansible: Key Differences Between Terraform and Ansible 🌟](){: style="width:7%"}](https://intellipaat.com/blog/terraform-vs-ansible-difference)

+[![intellipaat.com: AWS Cheat Sheet 🌟](){: style="width:7%"}](https://intellipaat.com/blog/tutorial/amazon-web-services-aws-tutorial/aws-cheat-sheet) [![intellipaat.com: Ansible Basic Cheat Sheet](){: style="width:7%"}](https://intellipaat.com/blog/tutorial/devops-tutorial/ansible-basic-cheat-sheet) [![intellipaat.com: Docker Cheat Sheet 🌟](){: style="width:7%"}](https://intellipaat.com/blog/tutorial/devops-tutorial/docker-cheat-sheet) [![intellipaat.com: GIT Cheat Sheet 🌟](){: style="width:7%"}](https://intellipaat.com/blog/tutorial/devops-tutorial/git-cheat-sheet) [![intellipaat.com: Git Tutorial - Learn Git 🌟](){: style="width:7%"}](https://intellipaat.com/blog/tutorial/devops-tutorial/git-tutorial) [![intellipaat.com: Jenkins Cheat Sheet 🌟](){: style="width:7%"}](https://intellipaat.com/blog/tutorial/devops-tutorial/jenkins-cheat-sheet) [![intellipaat.com 🌟](){: style="width:7%"}](https://intellipaat.com/blog/tutorial/devops-tutorial/kubernetes-cheat-sheet) [![intellipaat.com: Python Cheat Sheet Basics](){: style="width:7%"}](https://intellipaat.com/blog/tutorial/python-tutorial/python-cheat-sheet-basics) [![intellipaat.com: RPA Cheat Sheet](){: style="width:7%"}](https://intellipaat.com/blog/tutorial/rpa-tutorial/rpa-cheat-sheet) [![intellipaat.com: Selenium Tutorial – Learn Selenium from Experts](){: style="width:7%"}](https://intellipaat.com/blog/tutorial/selenium-tutorial) [![intellipaat.com: Selenium Cheat Sheet](){: style="width:7%"}](https://intellipaat.com/blog/tutorial/selenium-tutorial/selenium-cheat-sheet)

+[![intellipaat.com: SQL Commands Cheat Sheet](){: style="width:7%"}](https://intellipaat.com/blog/tutorial/sql-tutorial/sql-commands-cheat-sheet) [![intellipaat.com: What Does a DevOps Engineer Do? 🌟](){: style="width:7%"}](https://intellipaat.com/blog/what-does-a-devops-engineer-do) [![intellipaat.com: What is AWS?](){: style="width:7%"}](https://intellipaat.com/blog/what-is-amazon-web-services-aws) [![intellipaat.com: What is Penetration Testing?](){: style="width:7%"}](https://intellipaat.com/blog/what-is-penetration-testing) [![None](){: style="width:7%"}](https://intellipaat.com/mediaFiles/2019/03/docker-cheat-sheet.pdf) [![intezer.com: New Attacks on Kubernetes via Misconfigured Argo Workflows](){: style="width:7%"}](https://intezer.com/blog/new-attacks-on-kubernetes-via-misconfigured-argo-workflows) [![None](){: style="width:7%"}](https://intezer.com/blog/research/new-attacks-on-kubernetes-via-misconfigured-argo-workflows) [![Google Cloud Skills Boost](){: style="width:7%"}](https://inthecloud.withgoogle.com/free-training-21/register.html) [![Google I/O 2026](){: style="width:7%"}](https://io.google/2026) [![iongion.github.io: Podman Desktop Companion 🌟](){: style="width:7%"}](https://iongion.github.io/podman-desktop-companion) [![iopshub.medium.com: Terraform Best Practices Everyone Should Know](){: style="width:7%"}](https://iopshub.medium.com/terraform-best-practices-everyone-should-know-a7c76ba9f085)

+[![iot-analytics.com: The IoT cloud: Microsoft Azure vs. AWS vs. Google Cloud](){: style="width:7%"}](https://iot-analytics.com/iot-cloud) [![irfanyusanif.medium.com: Best practices to communicate between microservices](){: style="width:7%"}](https://irfanyusanif.medium.com/how-to-communicate-between-microservices-7956ed68a99a) [![ishantgaurav.in: Complete Application Deployment using Kubernetes](){: style="width:7%"}](https://ishantgaurav.in/2021/06/22/complete-application-deployment-using-kubernetes) [![ishantgaurav.in: Kubernetes – Sidecar Container Pattern](){: style="width:7%"}](https://ishantgaurav.in/2021/07/18/kubernetes-sidecar-container-pattern) [![ismiletechnologies.com: Secure DevOps Kit For Azure(AzSK)](){: style="width:7%"}](https://ismiletechnologies.com/en_us/devsecops/secure-devops-kit-azureazsk) [![Isoflow](){: style="width:7%"}](https://isoflow.io) [![isovalent.com: Detecting a Container Escape with Cilium and eBPF](){: style="width:7%"}](https://isovalent.com/blog/post/2021-11-container-escape) [![isovalent.com: Announcing Azure CNI Powered by Cilium](){: style="width:7%"}](https://isovalent.com/blog/post/azure-cni-cilium) [![isovalent.com: What are the 4 Golden Signals for Monitoring Kubernetes?](){: style="width:7%"}](https://isovalent.com/blog/post/what-are-the-4-golden-signals-for-monitoring-kubernetes) [![isprox.com: 16 Estilos de liderazgo: ΒΏcuΓ‘l es mΓ‘s efectivo?](){: style="width:7%"}](https://isprox.com/16-estilos-liderazgo-cual-es-mas-efectivo) [![isprox.com: 16 Estilos de liderazgo: ΒΏcuΓ‘l es mΓ‘s efectivo?](){: style="width:7%"}](https://isprox.com/es/16-estilos-liderazgo-cual-es-mas-efectivo)

+[![Istio.io](){: style="width:7%"}](https://istio.io) [![The Istio project just consolidated its control plane services: Pilot, Citadel,' Galley, and the sidecar injector, into a single binary, __Istiod__](){: style="width:7%"}](https://istio.io/blog/2020/tradewinds-2020) [![The Istio project just consolidated its control plane services: Pilot, Citadel, Galley, and the sidecar injector, into a single binary, __Istiod__](){: style="width:7%"}](https://istio.io/latest/blog/2020/tradewinds-2020) [![istio.io: Configuring failover for external services](){: style="width:7%"}](https://istio.io/latest/blog/2021/external-locality-failover) [![istio.io: Introducing Ambient Mesh](){: style="width:7%"}](https://istio.io/latest/blog/2022/introducing-ambient-mesh) [![istio.io: Merbridge - Accelerate your mesh with eBPF](){: style="width:7%"}](https://istio.io/latest/blog/2022/merbridge) [![istio.io: Learn Microservices using Kubernetes and Istio 🌟](){: style="width:7%"}](https://istio.io/latest/docs/examples/microservices-istio) [![istiobyexample.dev 🌟](){: style="width:7%"}](https://istiobyexample.dev) [![istiobyexample.dev: Fault Injection](){: style="width:7%"}](https://istiobyexample.dev/fault-injection) [![it.slashdot.org: And the Top Source of Critical Security Threats Is...PowerShell](){: style="width:7%"}](https://it.slashdot.org/story/21/05/22/041242/and-the-top-source-of-critical-security-threats-ispowershell) [![Iter8](){: style="width:7%"}](https://iter8.tools)

+[![itnext.io: 12 factor Microservice applications β€” on Kubernetes](){: style="width:7%"}](https://itnext.io/12-factor-microservice-applications-on-kubernetes-db913008b018) [![itnext.io: 3 Reasons to Choose a Wide Cluster over Multi-Cluster with Kubernetes](){: style="width:7%"}](https://itnext.io/3-reasons-to-choose-a-wide-cluster-over-multi-cluster-with-kubernetes-c923fecf4644) [![itnext.io: 4 Design Patterns for Containers in Kubernetes | Daniele Polencic 🌟](){: style="width:7%"}](https://itnext.io/4-container-design-patterns-for-kubernetes-a8593028b4cd) [![itnext.io: 5 Advanced Kubernetes Operators Every DevOps Engineer Should Know About 🌟](){: style="width:7%"}](https://itnext.io/5-advanced-kubernetes-operators-every-devops-engineer-should-know-about-ab46bdc1c7d5) [![itnext.io: 6 kubectl plugins you must try](){: style="width:7%"}](https://itnext.io/6-kubectl-plugins-you-must-try-1411dcbcf950) [![itnext.io: A minimalist guide to gRPC](){: style="width:7%"}](https://itnext.io/a-minimalist-guide-to-grpc-e4d556293422) [![itnext.io: A Practical Guide for Linkerd Authorization Policies](){: style="width:7%"}](https://itnext.io/a-practical-guide-for-linkerd-authorization-policies-6cfdb50392e9) [![itnext.io: Accelerate Development with Jenkins Pipelines and Continuous Integration](){: style="width:7%"}](https://itnext.io/accelerate-development-with-jenkins-pipelines-and-continuous-integration-9a6c7857ccd2) [![itnext.io: Adding Master Nodes to Achieve HA: One of the Best Practices for Using KubeKey](){: style="width:7%"}](https://itnext.io/adding-master-nodes-to-achieve-ha-one-of-the-best-practices-for-using-kubekey-6207e94b0bdd) [![itnext.io: Adding security layers to your App on OpenShift β€” Part 1: Deployment and TLS Ingress 🌟](){: style="width:7%"}](https://itnext.io/adding-security-layers-to-your-app-on-openshift-part-1-deployment-and-tls-ingress-9ef752835599) [![itnext.io: AKS Performance: Limit Ranges](){: style="width:7%"}](https://itnext.io/aks-performance-limit-ranges-8e18cbebe351)

+[![itnext.io: Ansible and Jenkins β€” automate your scritps 🌟](){: style="width:7%"}](https://itnext.io/ansible-and-jenkins-automate-your-scritps-8dff99ef653) [![itnext.io: Anthos β€” Multi-cluster Management](){: style="width:7%"}](https://itnext.io/anthos-multi-cluster-management-aa6f2c03120d) [![itnext.io: Architecting Kubernetes clusters β€” choosing a cluster size](){: style="width:7%"}](https://itnext.io/architecting-kubernetes-clusters-choosing-a-cluster-size-92f6feaa2908) [![itnext.io: Architecting Kubernetes clusters β€” choosing a worker node size](){: style="width:7%"}](https://itnext.io/architecting-kubernetes-clusters-choosing-a-worker-node-size-b3729cc0c78f) [![itnext.io: Solving ArgoCD Secret Management with the argocd-vault-plugin 🌟](){: style="width:7%"}](https://itnext.io/argocd-secret-management-with-argocd-vault-plugin-539f104aff05) [![itnext.io: ArgoCD: users, access, and RBAC](){: style="width:7%"}](https://itnext.io/argocd-users-access-and-rbac-ddf9f8b51bad) [![itnext.io: Automating System Updates for Kubernetes Clusters using Ansible](){: style="width:7%"}](https://itnext.io/automating-system-updates-for-kubernetes-clusters-using-ansible-94a70f4e1972) [![itnext.io: Autoscaling Ingress Controllers in  Kubernetes (Daniele Polencic)](){: style="width:7%"}](https://itnext.io/autoscaling-ingress-controllers-in-kubernetes-c64b47088485) [![itnext.io: AWS CDK for EKS β€” Handling Helm Charts](){: style="width:7%"}](https://itnext.io/aws-cdk-for-eks-handling-helm-charts-aa002afedde4) [![itnext.io: AWS Elastic Kubernetes Service: RBAC Authorization via AWS IAM and RBAC Groups](){: style="width:7%"}](https://itnext.io/aws-elastic-kubernetes-service-rbac-authorization-via-aws-iam-and-rbac-groups-7b70ded144b5) [![itnext.io: Backup and Restore of Kubernetes Stateful Application Data with CSI Volume Snapshots](){: style="width:7%"}](https://itnext.io/backup-and-restore-of-kubernetes-stateful-application-data-with-csi-volume-snapshots-14ce9e6f3778)

+[![itnext.io: Benchmark results of Kubernetes network plugins (CNI) over 10Gbit/s network (Updated: August 2020)](){: style="width:7%"}](https://itnext.io/benchmark-results-of-kubernetes-network-plugins-cni-over-10gbit-s-network-updated-august-2020-6e1b757b9e49) [![itnext.io: Boosting your kubectl productivity](){: style="width:7%"}](https://itnext.io/boosting-your-kubectl-productivity-b348f7c25712) [![itnext.io: Breaking down and fixing etcd cluster](){: style="width:7%"}](https://itnext.io/breaking-down-and-fixing-etcd-cluster-d81e35b9260d) [![itnext.io: Breaking down and fixing Kubernetes](){: style="width:7%"}](https://itnext.io/breaking-down-and-fixing-kubernetes-4df2f22f87c3) [![itnext.io: Build a Lightweight Internal Developer Platform with Argo CD and Kubernetes Labels](){: style="width:7%"}](https://itnext.io/build-a-lightweight-internal-developer-platform-with-argo-cd-and-kubernetes-labels-4c0e52c6c0f4) [![itnext.io: Build EKS cluster with Terraform 🌟](){: style="width:7%"}](https://itnext.io/build-an-eks-cluster-with-terraform-d35db8005963) [![itnext.io: Build & Ship: GitHub Container Registry & Kubernetes](){: style="width:7%"}](https://itnext.io/build-ship-github-container-registry-kubernetes-aa06029b3f21) [![Building and Deploying a Weather Web Application onto Kubernetes/Red Hat OpenShift using Eclipse JKube](){: style="width:7%"}](https://itnext.io/building-and-deploying-a-weather-web-application-onto-kubernetes-red-hat-openshift-using-eclipse-62bf7c924be4) [![itnext.io: Building Docker Images The Proper Way 🌟](){: style="width:7%"}](https://itnext.io/building-docker-images-the-proper-way-3c9807524582) [![itnext.io: Building ML Componentes on Kubernetes](){: style="width:7%"}](https://itnext.io/building-ml-componentes-on-kubernetes-fc7e24cb9269) [![itnext.io: CKAD Scenarios about Ingress and NetworkPolicy](){: style="width:7%"}](https://itnext.io/ckad-scenarios-about-ingress-and-networkpolicy-155ce958c9ce)

+[![itnext.io: CKS Exam Series #9 RBAC v2](){: style="width:7%"}](https://itnext.io/cks-exam-series-9-rbac-v2-23ee24dd77cd) [![itnext.io: Cloud Native CI/CD with Tekton β€” Building Custom Tasks](){: style="width:7%"}](https://itnext.io/cloud-native-ci-cd-with-tekton-building-custom-tasks-663e63c1f4fb) [![itnext.io: Configuring Kafka Sources and Sinks declaratively in Kubernetes using Knative](){: style="width:7%"}](https://itnext.io/configuring-kafka-sources-and-sinks-in-kubernetes-271e3757b208) [![itnext.io: Configuring routing for MetalLB in L2 mode](){: style="width:7%"}](https://itnext.io/configuring-routing-for-metallb-in-l2-mode-7ea26e19219e) [![itnext.io: Connect to containers using Kubectl Exec](){: style="width:7%"}](https://itnext.io/connect-to-containers-using-kubectl-exec-b1fb5c171f03) [![itnext.io: Continuous GitOps, the way to do DevOps in Kubernetes 🌟](){: style="width:7%"}](https://itnext.io/continuous-gitops-the-way-to-do-devops-in-kubernetes-896b0ea1d0fb) [![itnext.io: CPU Request + Limit in Kubernetes | Daniele Polencic 🌟🌟](){: style="width:7%"}](https://itnext.io/cpu-limits-and-requests-in-kubernetes-fa9d55948b7c) [![itnext.io: CRD is just a table in Kubernetes](){: style="width:7%"}](https://itnext.io/crd-is-just-a-table-in-kubernetes-13e15367bbe4) [![itnext.io: Database migrations on Kubernetes using Helm hooks](){: style="width:7%"}](https://itnext.io/database-migrations-on-kubernetes-using-helm-hooks-fb80c0d97805) [![itnext.io: How to Add MySql & MongoDB to a Kubernetes .Net Core Microservice Architecture](){: style="width:7%"}](https://itnext.io/databases-in-a-kubernetes-angular-net-core-microservice-arch-a0c0ae23dca9) [![itnext.io: Deciphering the Kubernetes Networking Maze: Navigating Load-Balance, BGP, IPVS and Beyond](){: style="width:7%"}](https://itnext.io/deciphering-the-kubernetes-networking-maze-navigating-load-balance-bgp-ipvs-and-beyond-7123ef428572)

+[![itnext.io: Deploy Argo CD with Ingress and TLS in Three Steps: No YAML Yak Shaving Required 🌟](){: style="width:7%"}](https://itnext.io/deploy-argo-cd-with-ingress-and-tls-in-three-steps-no-yaml-yak-shaving-required-bc536d401491) [![itnext.io: Deploy Flexible and Custom Setups with Anything LLM on Kubernetes](){: style="width:7%"}](https://itnext.io/deploy-flexible-and-custom-setups-with-anything-llm-on-kubernetes-a2b5687f2bcc) [![itnext.io: Deploy Kubernetes (K8s) on Amazon AWS using mixed on-demand and spot instances 🌟](){: style="width:7%"}](https://itnext.io/deploy-kubernetes-k8s-on-amazon-aws-using-mixed-on-demand-and-spot-instances-5440e5bece7) [![itnext.io: Deploy your first Serverless Function to Kubernetes](){: style="width:7%"}](https://itnext.io/deploy-your-first-serverless-function-to-kubernetes-232307f7b0a9) [![itnext.io: DevOps Big Picture (On-Premises)](){: style="width:7%"}](https://itnext.io/devops-big-picture-on-premises-d07f61d6c34c) [![itnext.io: Difference between Fabric8 and Official Kubernetes Java Client 🌟](){: style="width:7%"}](https://itnext.io/difference-between-fabric8-and-official-kubernetes-java-client-3e0a994fd4af) [![itnext.io: Differences between WebSockets and Socket.IO](){: style="width:7%"}](https://itnext.io/differences-between-websockets-and-socket-io-a9e5fa29d3dc) [![itnext.io: Distroless Container Debugging on K8s/OpenShift](){: style="width:7%"}](https://itnext.io/distroless-container-debugging-on-k8s-openshift-e418fd66fdad) [![itnext.io: Do You Need Multi-Clusters? 🌟](){: style="width:7%"}](https://itnext.io/do-you-need-multi-clusters-6e58556f7f06) [![itnexst.io: Docker and Kubernetes β€” root vs. privileged](){: style="width:7%"}](https://itnext.io/docker-and-kubernetes-root-vs-privileged-9d2a37453dec) [![itnext.io: docker in docker](){: style="width:7%"}](https://itnext.io/docker-in-docker-521958d34efd)

+[![itnext.io: Docker, Kaniko, Buildah](){: style="width:7%"}](https://itnext.io/docker-kaniko-buildah-209abdde5f94) [![itnext.io: Effective Secrets with Vault and Kubernetes](){: style="width:7%"}](https://itnext.io/effective-secrets-with-vault-and-kubernetes-9af5f5c04d06) [![itnext.io: Embracing failures and cutting infrastructure costs: Spot instances in Kubernetes](){: style="width:7%"}](https://itnext.io/embracing-failures-and-cutting-infrastructure-costs-spot-instances-in-kubernetes-6976781beacc) [![itnext.io: Event-Driven Architectures with Kafka and Java Spring-Boot β€” Revision 1](){: style="width:7%"}](https://itnext.io/event-driven-architectures-with-kafka-and-java-spring-boot-revision-1-c0d43d103ee7) [![itnext.io: Event Driven Autoscaling](){: style="width:7%"}](https://itnext.io/event-driven-autoscaling-503b5cefaa49) [![itnext.io: Evolution of PaaSes to Platform-as-Code in Kubernetes world](){: style="width:7%"}](https://itnext.io/evolution-of-paases-to-platform-as-code-in-kubernetes-world-74464b0013ca) [![itnext.io: Expose Open Policy Agent/Gatekeeper Constraint Violations for Kubernetes Applications with Prometheus and Grafana](){: style="width:7%"}](https://itnext.io/expose-open-policy-agent-gatekeeper-constraint-violations-with-prometheus-and-grafana-6b7ac92ea07f) [![itnext.io: Extending Kubernetes Cluster; Kubectl Plugins and Krew](){: style="width:7%"}](https://itnext.io/extending-kubernetes-cluster-kubectl-plugins-and-krew-547a8bc839a3) [![itnext.io: Find issues in your Istio mesh with Kiali](){: style="width:7%"}](https://itnext.io/find-issues-in-your-istio-mesh-with-kiali-89d37d5e1fb1) [![itnext.io: Fleet Management of Kubernetes Clusters at Scale β€” Rancher’s Fleet](){: style="width:7%"}](https://itnext.io/fleet-management-of-kubernetes-clusters-at-scale-ranchers-fleet-de161cc52325) [![itnext.io: For Developers the Low-Code Winter Is Coming](){: style="width:7%"}](https://itnext.io/for-developers-the-low-code-winter-is-coming-76875d3606c0)

+[![itnext.io: Generating Kubernetes Network Policies Automatically By Sniffing Network Traffic 🌟](){: style="width:7%"}](https://itnext.io/generating-kubernetes-network-policies-by-sniffing-network-traffic-6d5135fe77db) [![itnext.io: Generating, transforming, and patching Kubernetes configuration with Kustomize](){: style="width:7%"}](https://itnext.io/generating-transforming-and-patching-kubernetes-configuration-with-kustomize-fb7b02476a1b) [![itnext.io: Generically working with Kubernetes objects in Go](){: style="width:7%"}](https://itnext.io/generically-working-with-kubernetes-resources-in-go-53bce678f887) [![itnext.io: Getting Started with Docker: Facts You Should Know 🌟](){: style="width:7%"}](https://itnext.io/getting-started-with-docker-facts-you-should-know-d000e5815598) [![itnext.io: GitHub Actions for Android Developers](){: style="width:7%"}](https://itnext.io/github-actions-for-android-developers-9ae606df2bfa) [![itnext.io: GitHub Actions: Terraform deployments with a review of planned changes](){: style="width:7%"}](https://itnext.io/github-actions-terraform-deployments-with-a-review-of-planned-changes-30143358bb5c) [![itnext.io: Github: Github Actions overview and ArgoCD deployment example](){: style="width:7%"}](https://itnext.io/github-github-actions-overview-and-argocd-deployment-example-b6cf0cf6f832) [![itnext.io: GitOps with Kubernetes 🌟](){: style="width:7%"}](https://itnext.io/gitops-with-kubernetes-740f37ea015b) [![itnext.io: GitOpsify Cloud Infrastructure with Crossplane and Flux](){: style="width:7%"}](https://itnext.io/gitopsify-cloud-infrastructure-with-crossplane-and-flux-d605d3043452) [![itnext.io: Go Does Not Need a Java Style GC](){: style="width:7%"}](https://itnext.io/go-does-not-need-a-java-style-gc-ac99b8d26c60) [![itnext.io: Guide: Installing an OKD 4.5 Cluster](){: style="width:7%"}](https://itnext.io/guide-installing-an-okd-4-5-cluster-508a2631cbee)

+[![itnext.io: Hardening Docker and Kubernetes with seccomp 🌟](){: style="width:7%"}](https://itnext.io/hardening-docker-and-kubernetes-with-seccomp-a88b1b4e2111) [![itnext.io: Hardening Monitoring: a step-by-step guide](){: style="width:7%"}](https://itnext.io/hardening-monitoring-a-step-by-step-guide-7a18007c915) [![itnext.io: Helm 3 β€” Secrets management, an alternative approach 🌟](){: style="width:7%"}](https://itnext.io/helm-3-secrets-management-4f23041f05c3) [![itnext.io: Helm 3 Umbrella Charts & Standalone Chart Image Tags β€” An Alternative Approach](){: style="width:7%"}](https://itnext.io/helm-3-umbrella-charts-standalone-chart-image-tags-an-alternative-approach-78a218d74e2d) [![itnext.io: Helm Is Not Enough, You Also Need Kustomize](){: style="width:7%"}](https://itnext.io/helm-is-not-enough-you-also-need-kustomize-82bae896816e) [![itnext.io: Helm: reusable chart β€” named templates, and a generic chart for multiple applications](){: style="width:7%"}](https://itnext.io/helm-reusable-chart-named-templates-and-a-generic-chart-for-multiple-applications-13d9b26e9244) [![itnext.io: Highly Available NFS cluster in Kubernetes, a cloud vendor independent storage solution](){: style="width:7%"}](https://itnext.io/highly-available-nfs-cluster-in-kubernetes-a-cloud-vendor-independent-storage-solution-f9a314cfdfcc) [![itnext.io: Horizontal Pod Autoscaling with Custom Metric from Different Namespace](){: style="width:7%"}](https://itnext.io/horizontal-pod-autoscaling-with-custom-metric-from-different-namespace-f19f8446143b) [![itnext.io: Kubernetes Graceful Shutdown | Daniele Polencic 🌟](){: style="width:7%"}](https://itnext.io/how-do-you-gracefully-shut-down-pods-in-kubernetes-fb19f617cd67) [![itnext.io: How to Build an Event-Driven ASP.NET Core Microservice Architecture](){: style="width:7%"}](https://itnext.io/how-to-build-an-event-driven-asp-net-core-microservice-architecture-e0ef2976f33f) [![itnext.io: How to cold start fast a java service on k8s (EKS)](){: style="width:7%"}](https://itnext.io/how-to-cold-start-fast-a-java-service-on-k8s-eks-3a7b4450845d)

+[![itnext.io: How to create Kubernetes home lab on an old laptop with K3s](){: style="width:7%"}](https://itnext.io/how-to-create-kubernetes-home-lab-on-an-old-laptop-1de6cc12c13e) [![itnext.io: How to create Kubernetes YAML files 🌟](){: style="width:7%"}](https://itnext.io/how-to-create-kubernetes-yaml-files-abb8426eeb45) [![itnext.io: How to deploy a cross-cloud Kubernetes cluster with built-in disaster recovery 🌟](){: style="width:7%"}](https://itnext.io/how-to-deploy-a-cross-cloud-kubernetes-cluster-with-built-in-disaster-recovery-bbce27fcc9d7) [![itnext.io: How to deploy a single Kubernetes cluster across multiple clouds using k3s and WireGuard](){: style="width:7%"}](https://itnext.io/how-to-deploy-a-single-kubernetes-cluster-across-multiple-clouds-using-k3s-and-wireguard-a5ae176a6e81) [![itnext.io: How to Design and Provision a Production-Ready EKS Cluster](){: style="width:7%"}](https://itnext.io/how-to-design-and-provision-a-production-ready-eks-cluster-f24156ac29b2) [![itnext.io: How to experiment locally on Kubernetes with minikube and your' local Dockerfiles](){: style="width:7%"}](https://itnext.io/how-to-experiment-locally-on-kubernetes-with-minikube-and-your-local-dockerfiles-48833fcd90c9) [![itnext.io: How-To: Kubernetes Cluster Network Security 🌟](){: style="width:7%"}](https://itnext.io/how-to-kubernetes-cluster-network-security-f19bc99161f5) [![==itnext.io: How to Restart Kubernetes Pods With Kubectl== 🌟](){: style="width:7%"}](https://itnext.io/how-to-restart-kubernetes-pods-with-kubectl-2a7834a6b961) [![itnext.io: How to run distributed performance tests in Kubernetes with K6](){: style="width:7%"}](https://itnext.io/how-to-run-distributed-performance-tests-in-kubernetes-with-k6-and-elasticsearch-4ff8142bc774) [![itnext.io: How to setup CI CD pipelines for Android with Azure DevOps](){: style="width:7%"}](https://itnext.io/how-to-setup-ci-cd-pipelines-for-android-with-azure-devops-2a4ded0de0e7) [![itnext.io: How to tackle Kubernetes observability challenges with Pixie](){: style="width:7%"}](https://itnext.io/how-to-tackle-kubernetes-observability-challenges-with-pixie-4c6414ca913)

+[![itnext.io: How to use Terraform to create a small-scale Cloud Infrastructure 🌟](){: style="width:7%"}](https://itnext.io/how-to-use-terraform-to-create-a-small-scale-cloud-infrastructure-abf54fabc9dd) [![itnext.io: How We Used Terraform to Create and Manage a HA AKS Kubernetes Cluster in Azure](){: style="width:7%"}](https://itnext.io/how-we-used-terraform-to-create-and-manage-a-ha-aks-kubernetes-cluster-in-azure-812f64896c08) [![itnext.io: Hydrating a Data Lake using Log-based Change Data Capture (CDC) with Debezium, Apicurio, and Kafka Connect on AWS](){: style="width:7%"}](https://itnext.io/hydrating-a-data-lake-using-log-based-change-data-capture-cdc-with-debezium-apicurio-and-kafka-799671e0012f) [![itnext.io: Implementing a Secure-First Pod Security Policy Architecture](){: style="width:7%"}](https://itnext.io/implementing-a-restricted-first-pod-security-policyarchitecture-af4e906593b0) [![Krossboard: A centralized usage analytics approach for multiple Kubernetes](){: style="width:7%"}](https://itnext.io/in-search-of-converged-usage-analytics-for-multiple-managed-kubernetes-c5108cb7f0e1) [![itnext.io: Ingress for Anthos β€” Multi-cluster Ingress and Global Service Load Balancing](){: style="width:7%"}](https://itnext.io/ingress-for-anthos-multi-cluster-ingress-and-global-service-load-balancing-c56c57b97e82) [![itnext.io: Inspecting and Understanding k8s Service Network 🌟](){: style="width:7%"}](https://itnext.io/inspecting-and-understanding-service-network-dfd8c16ff2c5) [![itnext.io: Installing Cilium on Kubernetes in a fast and efficient way](){: style="width:7%"}](https://itnext.io/installing-cilium-on-kubernetes-in-a-fast-and-efficient-way-dbcb79ce9699) [![itnext.io: Integrating Compliance for Kubernetes Pipeline](){: style="width:7%"}](https://itnext.io/integrating-compliance-for-kubernetes-pipeline-c538415401c5) [![itnext.io: Introduction to Kubernetes Security for Security Professionals](){: style="width:7%"}](https://itnext.io/introduction-to-kubernetes-security-for-security-professionals-a61b424f7a2a) [![itnext.io: Isolating and Managing Dependencies in 12-factor Microservice Applications β€” with Kubernetes](){: style="width:7%"}](https://itnext.io/isolating-and-managing-dependencies-in-12-factor-microservice-applications-with-kubernetes-988638f8bc6d)

+[![itnext.io: Jenkins: running workers in Kubernetes and Docker images build](){: style="width:7%"}](https://itnext.io/jenkins-running-workers-in-kubernetes-and-docker-images-build-83299a10f3ca) [![itnext.io: Jenkins Tutorial β€” Part 1 β€” Pipelines 🌟](){: style="width:7%"}](https://itnext.io/jenkins-tutorial-part-1-pipelines-bd1397cf5509) [![itnext.io: Jenkins Tutorial β€” Part 2 β€” Pipeline Variables 🌟](){: style="width:7%"}](https://itnext.io/jenkins-tutorial-part-2-pipeline-variables-5e4783aa2c07) [![itnext.io: Jenkins Tutorial β€” Part 3 β€” Parameterized Pipeline 🌟](){: style="width:7%"}](https://itnext.io/jenkins-tutorial-part-3-parameterized-pipeline-3898643ac6ad) [![itnext.io: Jenkins Tutorial β€” Part 7 β€” Interactive Pipelines](){: style="width:7%"}](https://itnext.io/jenkins-tutorial-part-7-interactive-pipelines-a739b23ac41c) [![itnext.io: Jenkins Tutorial β€” Part 7 β€” Interactive Pipelines 🌟](){: style="width:7%"}](https://itnext.io/jenkins-tutorial-part-7-interactive-pipelines-a739b23ac41c?gi=563a447caa2b) [![itnext.io: Jenkins X β€” Managing Jenkins](){: style="width:7%"}](https://itnext.io/jenkins-x-managing-jenkins-926f0e0f8bcf) [![itnext.io: Journey Of A Microservice Application In The Kubernetes World 🌟](){: style="width:7%"}](https://itnext.io/journey-of-a-microservice-application-in-the-kubernetes-world-6abd625c60fe) [![itnext.io: Journey Of A Microservice Application In The Kubernetes World](){: style="width:7%"}](https://itnext.io/journey-of-a-microservice-application-in-the-kubernetes-world-bdfe795532ef) [![K8s prevent queue worker Pod from being killed during deployment](){: style="width:7%"}](https://itnext.io/k8s-prevent-queue-worker-pod-from-being-killed-during-deployment-4252ea7c13f6) [![itnext.io: K8s raise StatefulSet volume size with low impact](){: style="width:7%"}](https://itnext.io/k8s-raise-statefulset-volume-size-with-low-impact-33fe1e2576f6)

+[![itnext.io: K8s Tips: Accessing the API Server From a Pod](){: style="width:7%"}](https://itnext.io/k8s-tips-accessing-the-api-server-from-a-pod-f6f72bc847de) [![itnext.io: K8s Vertical Pod Autoscaling 🌟](){: style="width:7%"}](https://itnext.io/k8s-vertical-pod-autoscaling-fd9e602cbf81) [![itnext.io: K8sGPT + LocalAI: Unlock Kubernetes superpowers for free!](){: style="width:7%"}](https://itnext.io/k8sgpt-localai-unlock-kubernetes-superpowers-for-free-584790de9b65) [![itnext.io: Karpenter: Open-Source, High-Performance Kubernetes Cluster Autoscaler](){: style="width:7%"}](https://itnext.io/karpenter-open-source-high-performance-kubernetes-cluster-autoscaler-d56e3ab06aae) [![itnext.io: Keep it simple K8s. Kubernetes GitOps using Jabos](){: style="width:7%"}](https://itnext.io/keep-it-simple-k8s-c0c68c46eabb) [![itnext.io: **arkade** by example β€” Kubernetes apps, the easy way 🌟](){: style="width:7%"}](https://itnext.io/kubernetes-apps-the-easy-way-f06d9e5cad3c) [![itnext.io: Kubernetes Cluster Autoscaler: More than scaling out](){: style="width:7%"}](https://itnext.io/kubernetes-cluster-autoscaler-more-than-scaling-out-7b2d97f10b27) [![itnext.io: Kubernetes Contexts: Complete Guide for Developers](){: style="width:7%"}](https://itnext.io/kubernetes-contexts-complete-guide-for-developers-7ea5b2fc75c7) [![itnext.io: Kubernetes Draining Nodes Properly](){: style="width:7%"}](https://itnext.io/kubernetes-draining-nodes-properly-79e18dca4d5e) [![itnext.io: Kubernetes Essential Tools: 2021](){: style="width:7%"}](https://itnext.io/kubernetes-essential-tools-2021-def12e84c572) [![itnext.io: Introduction to Kubernetes extensibility](){: style="width:7%"}](https://itnext.io/kubernetes-extensibility-c5fed27f0952)

+[![itnext.io: Kubernetes for dummies: Life of a Pod. Part 3](){: style="width:7%"}](https://itnext.io/kubernetes-for-dummies-life-of-a-pod-fc8158e27aa) [![itnext.io: Kubernetes GitOps Tools](){: style="width:7%"}](https://itnext.io/kubernetes-gitops-tools-cf0247eb5368) [![itnext.io: Kubernetes in a box](){: style="width:7%"}](https://itnext.io/kubernetes-in-a-box-7a146ba9f681) [![itnext.io: Kubernetes Ingress on Azure using the Application Gateway](){: style="width:7%"}](https://itnext.io/kubernetes-ingress-on-azure-using-the-application-gateway-2779b647deb5) [![itnext.io: Kubernetes Installation Methods The Complete Guide](){: style="width:7%"}](https://itnext.io/kubernetes-installation-methods-the-complete-guide-1036c860a2b3) [![itnext.io: Kubernetes is Hard! 🌟](){: style="width:7%"}](https://itnext.io/kubernetes-is-hard-190f1d0c6d36) [![itnext.io: Up and running out of the cloud β€” How to setup the Masters using kubeadm bootstrap](){: style="width:7%"}](https://itnext.io/kubernetes-journey-up-and-running-out-of-the-cloud-how-to-setup-the-masters-using-kubeadm-9a496a14fbc1) [![itnext.io: Kubernetes Kustomize Cheat Sheet](){: style="width:7%"}](https://itnext.io/kubernetes-kustomize-cheat-sheet-8e2d31b74d8f) [![itnext.io: Kubernetes: load-testing and high-load tuning β€” problems and solutions](){: style="width:7%"}](https://itnext.io/kubernetes-load-testing-and-high-load-tuning-problems-and-solutions-244d869a9791) [![itnext.io: Kubernetes local playground alternatives](){: style="width:7%"}](https://itnext.io/kubernetes-local-playground-alternatives-e1a590632b9f) [![itnext.io: Kubernetes Logging in Production](){: style="width:7%"}](https://itnext.io/kubernetes-logging-in-production-545ea88d9a4a)

+[![itnext.io: Kubernetes: monitoring with Prometheus β€” exporters, a Service Discovery, and its roles](){: style="width:7%"}](https://itnext.io/kubernetes-monitoring-with-prometheus-exporters-a-service-discovery-and-its-roles-ce63752e5a1) [![itnext.io: Kubernetes networking deep dive: Did you make the right choice?](){: style="width:7%"}](https://itnext.io/kubernetes-network-deep-dive-7492341e0ab5) [![itnext.io: Simplify Advanced Workflows in Kubernetes with Jobs Manager Operator](){: style="width:7%"}](https://itnext.io/kubernetes-operator-to-manage-jobs-7ee96744c74a) [![itnext.io: Kubernetes Operators: Cruise Control for Managing Cloud-Native Apps](){: style="width:7%"}](https://itnext.io/kubernetes-operators-cruise-control-for-managing-cloud-native-apps-db328ef8e345) [![itnext.io: Kubernetes OWASP Top 10: Centralised Policy Enforcement](){: style="width:7%"}](https://itnext.io/kubernetes-owasp-top-10-centralised-policy-enforcement-9adc53438e22) [![itnext.io: Kubernetes OWASP Top 10: Secrets Management](){: style="width:7%"}](https://itnext.io/kubernetes-owasp-top-10-secrets-management-c996faa87b47) [![itnext.io: Kubernetes: PersistentVolume and PersistentVolumeClaim β€” an overview with examples](){: style="width:7%"}](https://itnext.io/kubernetes-persistentvolume-and-persistentvolumeclaim-an-overview-with-examples-3c5688222f99) [![itnext.io: Kubernetes Probes: Startup, Liveness, Readiness](){: style="width:7%"}](https://itnext.io/kubernetes-probes-startup-liveness-readiness-a9fc9ccff4b2) [![itnext.io: Kubernetes + Rancher Cluster Manager 2.6 on your macOS laptop with k3d/k3s in 5 min](){: style="width:7%"}](https://itnext.io/kubernetes-rancher-cluster-manager-2-6-on-your-macos-laptop-with-k3d-k3s-in-5-min-8acdb94f3376) [![itnext.io: Kubernetes Readiness Probes β€” Examples & Common Pitfalls](){: style="width:7%"}](https://itnext.io/kubernetes-readiness-probes-examples-common-pitfalls-136e3a9a058d) [![itnext.io: Kubernetes Resource Management in Production](){: style="width:7%"}](https://itnext.io/kubernetes-resource-management-in-production-d5382c904ed1)

+[![itnext.io: Kubernetes Resources and Autoscaling β€” From Basics to Greatness 🌟](){: style="width:7%"}](https://itnext.io/kubernetes-resources-and-autoscaling-from-basics-to-greatness-7cae17fbf27b) [![itnext.io: Kubernetes rolling updates, rollbacks and multi-environments](){: style="width:7%"}](https://itnext.io/kubernetes-rolling-updates-rollbacks-and-multi-environments-4ff9912df5) [![itnext.io: Kubernetes β€” Running Multiple Container Runtimes](){: style="width:7%"}](https://itnext.io/kubernetes-running-multiple-container-runtimes-65220b4f9ef4) [![itnext.io: Kubernetes Sandbox Environments with Virtual Clusters](){: style="width:7%"}](https://itnext.io/kubernetes-sandbox-environments-with-virtual-clusters-fb465b296777) [![itnext.io: Kubernetes Scheduler Deep Dive | Daniele Polencic](){: style="width:7%"}](https://itnext.io/kubernetes-scheduler-deep-dive-fdfcb516be30) [![itnext.io: Kubernetes Serverless simply visually explained 🌟](){: style="width:7%"}](https://itnext.io/kubernetes-serverless-simply-visually-explained-ccf7be05a689) [![itnext.io: Kubernetes Service Type LB for On Prem Deployments](){: style="width:7%"}](https://itnext.io/kubernetes-service-type-lb-for-on-prem-deployments-89e9b2a73a0c) [![itnext.io: Kubernetes Silent Pod Killer](){: style="width:7%"}](https://itnext.io/kubernetes-silent-pod-killer-104e7c8054d9) [![itnext.io: Kubernetes StatefulSet Initialization with Unique Configs per Pod](){: style="width:7%"}](https://itnext.io/kubernetes-statefulset-initialization-with-unique-configs-per-pod-7e02c01ada65) [![itnext.io: Kubernetes: vertical Pods scaling with Vertical Pod Autoscaler](){: style="width:7%"}](https://itnext.io/kubernetes-vertical-pods-scaling-with-vertical-pod-autoscaler-e2e5a3b8e1a9) [![itnext.io: Kubernetes: what are Endpoints](){: style="width:7%"}](https://itnext.io/kubernetes-what-are-endpoints-3cc9e769b614)

+[![itnext.io: Kubernetes YAML Tips | Daniele Polencic 🌟](){: style="width:7%"}](https://itnext.io/kubernetes-yaml-tips-and-tricks-904a2c0b2b81) [![itnext.io: KubeSphere: A New Pluggable Kubernetes Application Management Platform](){: style="width:7%"}](https://itnext.io/kubesphere-a-new-pluggable-kubernetes-application-management-platform-bf078b9f3330) [![itnext.io: Kubexpose: A Kubernetes Operator, for fun and profit!](){: style="width:7%"}](https://itnext.io/kubexpose-a-kubernetes-operator-for-fun-and-profit-f528586eee07) [![itnext.io: Labels & Annotations in Kubernetes | Daniele Polencic](){: style="width:7%"}](https://itnext.io/labels-and-annotations-in-kubernetes-234944b0f7ab) [![itnext.io: Lessons learned from managing a Kubernetes cluster for side projects (GKE)](){: style="width:7%"}](https://itnext.io/lessons-learned-from-managing-a-kubernetes-cluster-for-side-projects-780fbbacf36c) [![itnext.io: Lifecycle of Kubernetes Network Policies and Best Practices](){: style="width:7%"}](https://itnext.io/lifecycle-of-kubernetes-network-policies-749b5218f684) [![itnext.io: Logging in Kubernetes with Loki and the PLG Stack](){: style="width:7%"}](https://itnext.io/logging-in-kubernetes-with-loki-and-the-plg-stack-93b27c90ec34) [![itnext.io: Manage Auto-generated Secrets In Your Helm Charts 🌟](){: style="width:7%"}](https://itnext.io/manage-auto-generated-secrets-in-your-helm-charts-5aee48ba6918) [![itnext.io: Manage Redis on AWS from Kubernetes](){: style="width:7%"}](https://itnext.io/manage-redis-on-aws-from-kubernetes-eeadba7eb889) [![itnext.io: Managing Kubernetes Secrets Securely with GitOps (SOPS + AWS KMS + Flux)](){: style="width:7%"}](https://itnext.io/managing-kubernetes-secrets-securely-with-gitops-b8174b4f4d30) [![itnext.io: Managing multiple Kubernetes clusters using Git 🌟](){: style="width:7%"}](https://itnext.io/managing-multiple-kubernetes-clusters-using-git-cd068bbd85ac)

+[![itnext.io: Measuring Patching Cadence on Kubernetes with GitOps](){: style="width:7%"}](https://itnext.io/measuring-patching-cadence-on-kubernetes-with-gitops-353bc4a1d25) [![itnext.io: Memory Request + Limit in Kubernetes | Daniele Polencic 🌟🌟](){: style="width:7%"}](https://itnext.io/memory-requests-and-limits-in-kubernetes-1c9cd573b3ab) [![itnext.io: Migrating Apache Spark workloads from AWS EMR to Kubernetes](){: style="width:7%"}](https://itnext.io/migrating-apache-spark-workloads-from-aws-emr-to-kubernetes-463742b49fda) [![itnext.io: Monitoring Certificates Expiration in Kubernetes with X.509 Exporter](){: style="width:7%"}](https://itnext.io/monitoring-certificates-expiration-in-kubernetes-with-x-509-exporter-8030b69f611d) [![itnext.io: Monitoring Kubernetes Jobs](){: style="width:7%"}](https://itnext.io/monitoring-kubernetes-jobs-8adc241a7b60) [![itnext.io: Monitoring Kubernetes workloads with Prometheus and Thanos](){: style="width:7%"}](https://itnext.io/monitoring-kubernetes-workloads-with-prometheus-and-thanos-4ddb394b32c) [![itnext.io: Monitoring Spark Streaming on K8s with Prometheus and Grafana](){: style="width:7%"}](https://itnext.io/monitoring-spark-streaming-on-k8s-with-prometheus-and-grafana-e6d8720c4a02) [![itnext.io: Multi-Cloud and Multi-Cluster Declarative Kubernetes Cluster Creation and Management with Cluster API (CAPI β€” v1alpha3)](){: style="width:7%"}](https://itnext.io/multi-cloud-and-multi-cluster-declarative-kubernetes-cluster-creation-and-management-with-cluster-6df8efdc2a89) [![itnext.io: Multi-Cluster Kubernetes Networking with Netmaker](){: style="width:7%"}](https://itnext.io/multi-cluster-kubernetes-networking-with-netmaker-bfa4e22eb2fb) [![itnext.io: Multi-Tenancy in Kubernetes | Daniele Polencic 🌟🌟](){: style="width:7%"}](https://itnext.io/multi-tenancy-in-kubernetes-332ff88d55d8) [![itnext.io: My Journey to HashiCorp Certified: Terraform Associate](){: style="width:7%"}](https://itnext.io/my-journey-to-hashicorp-certified-terraform-associate-f91f397a01e0)

+[![itnext.io: Necessary Culture Change with GitOps](){: style="width:7%"}](https://itnext.io/necessary-culture-change-with-gitops-2c63f4fe9604) [![itnext.io: Network Isolated AKS β€” Part 1: Controlling network traffic](){: style="width:7%"}](https://itnext.io/network-isolated-aks-part-1-controlling-network-traffic-2cd0e045352d) [![itnext.io: Observability at Scale](){: style="width:7%"}](https://itnext.io/observability-at-scale-52d0d9a5fb9b) [![itnext.io: Observing gRPC-based Microservices on Amazon EKS running Istio](){: style="width:7%"}](https://itnext.io/observing-grpc-based-microservices-on-amazon-eks-running-istio-77ba90dd8cc0) [![itnext.io: OpenTelemetry β€” Understanding SLI and SLO with OpenTelemetry Demo](){: style="width:7%"}](https://itnext.io/opentelemetry-understanding-sli-and-slo-with-opentelemetry-demo-74c1d0b263b0) [![itnext.io: Performing Security Checks for Deployed Kubernetes Manifests](){: style="width:7%"}](https://itnext.io/performing-security-checks-for-deployed-kubernetes-manifests-fa9d442b7951) [![itnext.io: Platform-as-Code: how it relates to Infrastructure-as-Code and what it enables](){: style="width:7%"}](https://itnext.io/platform-as-code-how-it-compares-with-infrastructure-as-code-and-what-it-enables-2684b348be2e) [![itnext.io: POD rebalancing and allocations in kubernetes | Daniele Polencic 🌟🌟](){: style="width:7%"}](https://itnext.io/pod-rebalancing-and-allocations-in-kubernetes-df3dbfb1e2f9) [![itnext.io: Principles, Patterns, and Practices for Effective Infrastructure as Code](){: style="width:7%"}](https://itnext.io/principles-patterns-and-practices-for-effective-infrastructure-as-code-e5f7bbe13df1) [![itnext.io: Processes β€” for 12-factor Microservice Applications](){: style="width:7%"}](https://itnext.io/processes-for-12-factor-microservice-applications-70551a9021b) [![itnext.io/prometheus-with-grafana-using-ansible-549e575c9dfa](){: style="width:7%"}](https://itnext.io/prometheus-with-grafana-using-ansible-549e575c9dfa)

+[![itnext.io - Prometheus: yet-another-cloudwatch-exporter β€” collecting AWS CloudWatch metrics](){: style="width:7%"}](https://itnext.io/prometheus-yet-another-cloudwatch-exporter-collecting-aws-cloudwatch-metrics-806bd34818a8) [![itnext.io: Protecting Your Kubernetes Environment With KubeArmor](){: style="width:7%"}](https://itnext.io/protecting-your-kubernetes-environment-with-kubearmor-76b02fc2209b) [![itnext.io: Python, YAML, and Kubernetes β€” The Art of Mastering Configuration](){: style="width:7%"}](https://itnext.io/python-yaml-and-kubernetes-the-art-of-mastering-configuration-cd60029b3f62) [![itnext.io: Reference Other Values in Helm Chart Values File](){: style="width:7%"}](https://itnext.io/reference-other-values-in-helm-chart-values-file-19d44d9276c7) [![itnext.io: Replace Docker Desktop with lima](){: style="width:7%"}](https://itnext.io/replace-docker-desktop-with-lima-88ec6f9d6a19) [![itnext.io: Resizing StatefulSet Persistent Volumes with zero downtime 🌟](){: style="width:7%"}](https://itnext.io/resizing-statefulset-persistent-volumes-with-zero-downtime-916ebc65b1d4) [![itnext.io: Run Kubernetes On Your Machine](){: style="width:7%"}](https://itnext.io/run-kubernetes-on-your-machine-7ee463af21a2) [![itnext.io: Running K3S workload in a restricted environment](){: style="width:7%"}](https://itnext.io/running-k3s-workload-in-a-restricted-environment-c2f593d19005) [![itnext.io: Running resilient workloads in EKS using Spot instances](){: style="width:7%"}](https://itnext.io/running-production-workloads-in-eks-using-spot-instances-fc6808a7b462) [![medium: Secure your Microservices on AKS β€” Part 1 🌟](){: style="width:7%"}](https://itnext.io/running-your-microservices-securely-on-aks-417a110b2e76) [![itnext.io: Scaling My App: Serverless vs Kubernetes 🌟](){: style="width:7%"}](https://itnext.io/scaling-my-app-serverless-vs-kubernetes-cdb8adf446e1)

+[![itnext.io: Secrets injection at runtime from external Vault into Kubernetes β€” POC](){: style="width:7%"}](https://itnext.io/secrets-injection-from-external-vault-into-kubernetes-poc-83a52c8cf5cb) [![itnext.io: Secure Azure Cosmos DB access by using Azure Managed Identities](){: style="width:7%"}](https://itnext.io/secure-azure-cosmos-db-access-by-using-azure-managed-identities-55f9fdf48fda) [![itnext.io: Securely Decoupling Kubernetes-based Applications on Amazon EKS using Kafka with SASL/SCRAM](){: style="width:7%"}](https://itnext.io/securely-decoupling-applications-on-amazon-eks-using-kafka-with-sasl-scram-48c340e1ffe9) [![itnext.io: Securing Kubernetes Workloads: A Practical Approach to Signed and Encrypted Container Images](){: style="width:7%"}](https://itnext.io/securing-kubernetes-workloads-a-practical-approach-to-signed-and-encrypted-container-images-ff6e98b65bcd) [![itnext.io: Sending Messages to Kafka in Kubernetes](){: style="width:7%"}](https://itnext.io/sending-messages-to-kafka-cfb5a246f5eb) [![itnext.io: Service Mesh Testing β€” Tools & Frameworks (Open Source)](){: style="width:7%"}](https://itnext.io/service-mesh-testing-tools-frameworks-open-source-7904ee222298) [![itnext.io: Setup a Private Git-Repository in Kubernetes with Gitea](){: style="width:7%"}](https://itnext.io/setup-a-private-git-repository-in-kubernetes-with-gitea-64f5ea1e5070) [![itnext.io: SLOs should be easy, say hi to Sloth 🌟](){: style="width:7%"}](https://itnext.io/slos-should-be-easy-say-hi-to-sloth-9c8a225df0d4) [![itnext.io: Software development in containers β€” a cookbook 🌟🌟🌟](){: style="width:7%"}](https://itnext.io/software-development-in-containers-a-cookbook-2ba14d07e535) [![itnext.io: Software Development Is Misunderstood 🌟](){: style="width:7%"}](https://itnext.io/software-development-is-misunderstood-quality-is-fastest-way-to-get-code-into-production-f1f5a0792c69) [![itnext.io: SonarQube: running tests from Jenkins Pipeline in Docker](){: style="width:7%"}](https://itnext.io/sonarqube-running-tests-from-jenkins-pipeline-from-docker-7740702b6f42)

+[![itnext.io: State of Persistent Storage in K8s β€” A Benchmark](){: style="width:7%"}](https://itnext.io/state-of-persistent-storage-in-k8s-a-benchmark-77a96bb1ac29) [![itnext.io: How to Run Databases in Kubernetes](){: style="width:7%"}](https://itnext.io/stateful-workloads-in-kubernetes-e49b56a5959) [![itnext.io: Sticky sessions canary releases in kubernetes Daniele Polencic](){: style="width:7%"}](https://itnext.io/sticky-sessions-and-canary-releases-in-kubernetes-8c45de2b0a2e) [![itnext.io: Stupid Simple Scalability](){: style="width:7%"}](https://itnext.io/stupid-simple-scalability-dc4a7fbe67d6) [![itnext.io: Stupid Simple Service Mesh β€” What, When, Why 🌟](){: style="width:7%"}](https://itnext.io/stupid-simple-service-mesh-what-when-why-e9be9e5f4d41) [![itnext.io: Successful & Short Kubernetes Stories For DevOps Architects](){: style="width:7%"}](https://itnext.io/successful-short-kubernetes-stories-for-devops-architects-677f8bfed803) [![itnext.io/tagged/jenkins-x](){: style="width:7%"}](https://itnext.io/tagged/jenkins-x) [![itnext.io/tagged/kubernetes](){: style="width:7%"}](https://itnext.io/tagged/kubernetes) [![itnext.io: Temporary Storage for Kubernetes Pods](){: style="width:7%"}](https://itnext.io/temporary-storage-for-kubernetes-pods-f8330ad8db88) [![itnext.io: Terraform: don’t use kubernetes provider with your cluster resource! 🌟](){: style="width:7%"}](https://itnext.io/terraform-dont-use-kubernetes-provider-with-your-cluster-resource-d8ec5319d14a) [![itnext.io: Testing the Operator SDK and making a prefetch mechanism for Kubernetes](){: style="width:7%"}](https://itnext.io/testing-the-operator-sdk-and-making-a-prefetch-mechanism-for-kubernetes-7508577efdd7)

+[![itnext.io: The subtleties of ensuring zero downtime during pod lifecycle events in Kubernetes](){: style="width:7%"}](https://itnext.io/the-subtleties-of-ensuring-zero-downtime-during-pod-lifecycle-events-in-kubernetes-6461c12f7736) [![itnext.io: Tips & Tricks for CKA, CKAD and CKS exams](){: style="width:7%"}](https://itnext.io/tips-tricks-for-cka-ckad-and-cks-exams-cc9dade1f76d) [![itnext.io: Top 10 Ways to Protect EKS Workloads from Ransomware](){: style="width:7%"}](https://itnext.io/top-10-ways-to-protect-eks-workloads-from-ransomware-ae96d1c1e839) [![itnext.io: Top 6 Threat Detection Tools for Containers](){: style="width:7%"}](https://itnext.io/top-6-threat-detection-tools-for-containers-3dd80b77777e) [![itnext.io: Tracing Pod2Pod Network Traffic in Kubernetes | Daniele Polencic](){: style="width:7%"}](https://itnext.io/tracing-pod-to-pod-network-traffic-in-kubernetes-112523a325b2) [![itnext.io: Taffic Shaping - Kubernetes & Istio | Daniele Polencic](){: style="width:7%"}](https://itnext.io/traffic-shaping-with-kubernetes-and-istio-7e44fbfca200) [![==itnext.io: Using β€˜kubectl explain’ for Custom Resources==](){: style="width:7%"}](https://itnext.io/understanding-kubectl-explain-9d703396cc8) [![itnext.io: Unleashing the Power of Kubernetes 1.26: Exploring the New ValidatingAdmissionPolicy Feature with CEL](){: style="width:7%"}](https://itnext.io/unleashing-the-power-of-kubernetes-1-26-56979ee667fd) [![itnext.io: Upgrade Cert-Manager for Your Production Deployment Without Downtime](){: style="width:7%"}](https://itnext.io/upgrade-cert-manager-for-your-production-deployment-without-downtime-ee5d32fabec8) [![itnext.io: Using AWS NLB manually targeting an EKS Service exposing UDP traffic](){: style="width:7%"}](https://itnext.io/using-aws-nlb-manually-targeting-an-eks-service-exposing-udp-traffic-17053ecd8f52) [![itnext.io: Using Rook On A K3s Cluster](){: style="width:7%"}](https://itnext.io/using-rook-on-a-k3s-cluster-8a97a75ba25e)

+[![itnext.io: Vault cluster with auto unseal on Kubernetes](){: style="width:7%"}](https://itnext.io/vault-cluster-with-auto-unseal-on-kubernetes-8e469f9cdcfd) [![itnext.io: Why and How of Kubernetes Ingress (and Networking) 🌟](){: style="width:7%"}](https://itnext.io/why-and-how-of-kubernetes-ingress-and-networking-6cb308ca03d2) [![itnext.io: Why do developers find Kubernetes so hard?](){: style="width:7%"}](https://itnext.io/why-do-developers-find-kubernetes-hard-6532e8d6ce7f) [![itnext.io: Working with kubernetes configmaps, part 1: volume mounts](){: style="width:7%"}](https://itnext.io/working-with-kubernetes-configmaps-part-1-volume-mounts-f0ace283f5aa) [![itnext.io: Working with kubernetes configmaps, part 2: Watchers](){: style="width:7%"}](https://itnext.io/working-with-kubernetes-configmaps-part-2-watchers-b6dd0e583d71) [![itnext.io: Working with the kubernetes API | Daniele Polencic 🌟](){: style="width:7%"}](https://itnext.io/working-with-the-kubernetes-api-587bc5941992) [![itnext.io: Writing a Kubernetes CLI in Go](){: style="width:7%"}](https://itnext.io/writing-a-kubernetes-cli-in-go-a3970ad58299) [![itnext.io: WSL2 Tips: Limit CPU/Memory When using Docker](){: style="width:7%"}](https://itnext.io/wsl2-tips-limit-cpu-memory-when-using-docker-c022535faf6f) [![itnext.io: Operator Lifecycle Manager](){: style="width:7%"}](https://itnext.io/wth-is-a-operator-lifecycle-manager-873cf1661b04) [![itnext.io: You Don’t Need Microservices 🌟](){: style="width:7%"}](https://itnext.io/you-dont-need-microservices-2ad8508b9e27) [![itnext.io: Tekton Pipelines Kickstarter. Cloud Native CI/CD with Tekton' β€” Laying The Foundation](){: style="width:7%"}](https://itnext.iocloud-native-ci-cd-with-tekton-laying-the-foundation-a377a1b59ac0)

+[![itrevolution.com: Get Started With Team Topologies In 8 Steps](){: style="width:7%"}](https://itrevolution.com/articles/get-started-with-team-topologies-in-8-steps) [![itrevolution.com: The Problem With Org Charts](){: style="width:7%"}](https://itrevolution.com/articles/the-problem-with-org-charts) [![None](){: style="width:7%"}](https://itrevolution.com/author/gene-kim) [![None](){: style="width:7%"}](https://itrevolution.com/faculty/gene-kim) [![itrevolution.com: Get Started With Team Topologies In 8 Steps](){: style="width:7%"}](https://itrevolution.com/get-started-with-team-topologies-in-8-steps) [![itrevolution.com: The Problem With Org Charts](){: style="width:7%"}](https://itrevolution.com/the-problem-with-org-charts) [![itsfoss.com/exa](){: style="width:7%"}](https://itsfoss.com/exa) [![itsfoss.com: Gitter: A Cross-Platform Open Source Community Platform for Developers](){: style="width:7%"}](https://itsfoss.com/gitter) [![itsfoss.com: 5 htop Alternatives to Enhance Your Linux System Monitoring Experience](){: style="width:7%"}](https://itsfoss.com/htop-alternatives) [![itsopensource.com: How to Reduce Node Docker Image Size by 10X](){: style="width:7%"}](https://itsopensource.com/how-to-reduce-node-docker-image-size-by-ten-times) [![ittroubleshooter.in: Run Parallel Builds in Kubernetes Cluster with Jenkins' Pipeline 🌟](){: style="width:7%"}](https://ittroubleshooter.in/run-parallel-build-kubernetes-cluster-jenkins)

+[![iximiuz.ck.page: Ivan on Containers, Kubernetes, and Backend Development](){: style="width:7%"}](https://iximiuz.ck.page/posts/ivan-on-containers-kubernetes-and-backend-development-12) [![iximiuz.com: Learning Containers From The Bottom Up | Ivan Velichko 🌟🌟🌟](){: style="width:7%"}](https://iximiuz.com/en/posts/container-learning-path) [![iximiuz.com: Container Networking Is Simple!](){: style="width:7%"}](https://iximiuz.com/en/posts/container-networking-is-simple) [![iximiuz.com: Why and How to Use containerd from the Command Line](){: style="width:7%"}](https://iximiuz.com/en/posts/containerd-command-line-clients) [![iximiuz.com: Containers 101: attach vs. exec - what's the difference?](){: style="width:7%"}](https://iximiuz.com/en/posts/containers-101-attach-vs-exec) [![iximiuz.com: In Pursuit of Better Container Images: Alpine, Distroless, Apko, Chisel, DockerSlim, oh my!](){: style="width:7%"}](https://iximiuz.com/en/posts/containers-making-images-better) [![==iximiuz.com: Containers vs. Pods - Taking a Deeper Look==](){: style="width:7%"}](https://iximiuz.com/en/posts/containers-vs-pods) [![iximiuz.com: Docker: How To Debug Distroless And Slim Containers 🌟](){: style="width:7%"}](https://iximiuz.com/en/posts/docker-debug-slim-containers) [![iximiuz.com: What Actually Happens When You Publish a Container Port 🌟](){: style="width:7%"}](https://iximiuz.com/en/posts/docker-publish-container-ports) [![iximiuz.com: How To Publish a Port of a Running Container 🌟](){: style="width:7%"}](https://iximiuz.com/en/posts/docker-publish-port-of-running-container) [![iximiuz.com: How To Call Kubernetes API using Simple HTTP Client 🌟🌟🌟](){: style="width:7%"}](https://iximiuz.com/en/posts/kubernetes-api-call-simple-http-client)

+[![iximiuz.com: How To Develop Kubernetes CLIs Like a Pro](){: style="width:7%"}](https://iximiuz.com/en/posts/kubernetes-api-go-cli) [![iximiuz.com: How To Call Kubernetes API using Go - Types and Common Machinery](){: style="width:7%"}](https://iximiuz.com/en/posts/kubernetes-api-go-types-and-common-machinery) [![iximiuz.com: How To Extend Kubernetes API - Kubernetes vs. Django](){: style="width:7%"}](https://iximiuz.com/en/posts/kubernetes-api-how-to-extend) [![iximiuz.com: Working with Kubernetes API - Resources, Kinds, and Objects](){: style="width:7%"}](https://iximiuz.com/en/posts/kubernetes-api-structure-and-terminology) [![iximiuz.com: Kubernetes Ephemeral Containers and kubectl debug Command 🌟](){: style="width:7%"}](https://iximiuz.com/en/posts/kubernetes-ephemeral-containers) [![iximiuz.com: Exploring Kubernetes Operator Pattern 🌟](){: style="width:7%"}](https://iximiuz.com/en/posts/kubernetes-operator-pattern) [![==iximiuz.com: How Kubernetes Reinvented Virtual Machines (in a good sense)==' 🌟🌟](){: style="width:7%"}](https://iximiuz.com/en/posts/kubernetes-vs-virtual-machines) [![iximiuz.com: Illustrated introduction to Linux iptables](){: style="width:7%"}](https://iximiuz.com/en/posts/laymans-iptables-101) [![iximiuz.com: Prometheus Cheat Sheet - Moving Average, Max, Min, etc (Aggregation Over Time)](){: style="width:7%"}](https://iximiuz.com/en/posts/prometheus-functions-agg-over-time) [![iximiuz.com: Prometheus Cheat Sheet - How to Join Multiple Metrics (Vector Matching) 🌟](){: style="width:7%"}](https://iximiuz.com/en/posts/prometheus-vector-matching) [![iximiuz.com: Service discovery in Kubernetes - combining the best of two worlds](){: style="width:7%"}](https://iximiuz.com/en/posts/service-discovery-in-kubernetes)

+[![iximiuz.com: Service proxy, pod, sidecar, oh my!](){: style="width:7%"}](https://iximiuz.com/en/posts/service-proxy-pod-sidecar-oh-my) [![iximiuz.com: A Visual Guide to SSH Tunnels: Local and Remote Port Forwarding 🌟](){: style="width:7%"}](https://iximiuz.com/en/posts/ssh-tunnels) [![iximiuz.com: The need for slimmer containers. Scanning official Python images with Snyk](){: style="width:7%"}](https://iximiuz.com/en/posts/thick-container-vulnerabilities) [![iximiuz.com: Working with Kubernetes API](){: style="width:7%"}](https://iximiuz.com/en/series/working-with-kubernetes-api) [![iximiuz.ck.page: Ivan on Containers, Kubernetes, and Backend Development](){: style="width:7%"}](https://iximiuz.kit.com/posts/ivan-on-containers-kubernetes-and-backend-development-12) [![==jaffarshaik.medium.com: Kubernetes Architecture and components== 🌟](){: style="width:7%"}](https://jaffarshaik.medium.com/kubernetes-architecture-and-components-bf637dbd0526) [![None](){: style="width:7%"}](https://jakarta.ee) [![Python Data Science Handbook 🌟](){: style="width:7%"}](https://jakevdp.github.io/PythonDataScienceHandbook) [![jakubstransky.com: 4 devs by devs: Kubernetes interview question made easy](){: style="width:7%"}](https://jakubstransky.com/2021/11/05/4-devs-kubernetes-interview-question-made-easy) [![jamaica-gleaner.com: Amazon outage’s future implications](){: style="width:7%"}](https://jamaica-gleaner.com/article/business/20211224/amazon-outages-future-implications) [![jamalshahverdiev.medium.com: ArgoCD ApplicationSet with Applications, Image' Updater and Notification controller with SSO](){: style="width:7%"}](https://jamalshahverdiev.medium.com/argocd-applicationset-with-applications-image-updater-and-notification-controller-with-sso-bba3182dad8a)

+[![kubectl explain](){: style="width:7%"}](https://jamesdefabia.github.io/docs/user-guide/kubectl/kubectl_explain) [![jamiemaguire.net: First Look: Azure Open AI Studio, Prompt Engineering. What You Can Do and How](){: style="width:7%"}](https://jamiemaguire.net/index.php/2023/04/22/first-look-azure-open-ai-studio-prompt-engineering-what-you-can-do-and-how) [![jan-krueger.net: Git cheat sheet, extended edition](){: style="width:7%"}](https://jan-krueger.net/git-cheat-sheet-extended-edition) [![jasiek-petryk.medium.com: Setting up a private Helm chart repository on' GitHub](){: style="width:7%"}](https://jasiek-petryk.medium.com/setting-up-a-private-helm-chart-repository-on-github-4a767703cec8) [![Lamar](){: style="width:7%"}](https://jasperfx.github.io/lamar) [![Oakton](){: style="width:7%"}](https://jasperfx.github.io/oakton) [![javaconceptoftheday.com: Java 9 Interface Private Methods](){: style="width:7%"}](https://javaconceptoftheday.com/java-9-interface-private-methods) [![javaoperatorsdk.io: Build Kubernetes Operators in Java without hassle](){: style="width:7%"}](https://javaoperatorsdk.io) [![javarevisited.blogspot.com: How Garbage Collection works in Java? Explained (2011)](){: style="width:7%"}](https://javarevisited.blogspot.com/2011/04/garbage-collection-in-java.html) [![javarevisited.blogspot.com: Role based Access control using Spring Security and MVC, Mapping LDAP Groups to Authorities for Authorization](){: style="width:7%"}](https://javarevisited.blogspot.com/2013/07/role-based-access-control-using-spring-security-ldap-authorities-mapping-mvc.html) [![None](){: style="width:7%"}](https://javarevisited.blogspot.com/2017/02/difference-between-executor-executorservice-and-executors-in-java.html)

+[![javarevisited.blogspot.com: 10 Things Java Programmers Should Learn in 2022](){: style="width:7%"}](https://javarevisited.blogspot.com/2017/12/10-things-java-programmers-should-learn.html) [![javarevisited.blogspot.com: Java vs Python - Which Programming Language beginners should learn in 2022?](){: style="width:7%"}](https://javarevisited.blogspot.com/2018/06/java-vs-python-which-programming-language-to-learn-first.html) [![javarevisited.blogspot.com: Top 5 Free Courses to Learn Kubernetes for Developers and DevOps Engineers](){: style="width:7%"}](https://javarevisited.blogspot.com/2019/01/top-5-free-kubernetes-courses-for-DevOps-Engineer.html) [![javarevisited.blogspot.com: Top 5 courses to Learn Docker and Kubernetes in 2020 - Best of Lot](){: style="width:7%"}](https://javarevisited.blogspot.com/2019/05/top-5-courses-to-learn-docker-and-kubernetes-for-devops.html) [![javarevisited.blogspot.com: The 2020 Java Developer RoadMap 🌟](){: style="width:7%"}](https://javarevisited.blogspot.com/2019/10/the-java-developer-roadmap.html) [![javarevisited.blogspot.com: 10 JdbcTemplate Examples in Spring Framework](){: style="width:7%"}](https://javarevisited.blogspot.com/2020/05/10-jdbctemplate-examples-in-spring.html) [![javarevisited.blogspot.com: Top 5 Online Courses to Learn Kubernetes in 2022 - Best of Lot](){: style="width:7%"}](https://javarevisited.blogspot.com/2020/06/top-5-courses-to-learn-kubernetes-for-devops-and-certification.html) [![javarevisited.blogspot.com: Why Every Programmer, DevOps Engineer Should learn Docker and Kubernetes in 2020](){: style="width:7%"}](https://javarevisited.blogspot.com/2020/11/why-devops-engineer-learn-docker-kubernetes.html) [![javarevisited.blogspot.com: Top 10 Microservices Design Patterns and Principles - Examples](){: style="width:7%"}](https://javarevisited.blogspot.com/2021/09/microservices-design-patterns-principles.html) [![javarevisited.blogspot.com: Spring Boot + Angular Example Tutorial for Java Developers](){: style="width:7%"}](https://javarevisited.blogspot.com/2022/01/spring-boot-angular-example-tutorial.html) [![javarevisited.blogspot.com: How to log SQL statements in Spring Boot? Example Tutorial](){: style="width:7%"}](https://javarevisited.blogspot.com/2022/02/how-to-log-sql-statements-in-spring.html)

+[![javarevisited.blogspot.com: Top 20 Apache Kafka Interview Questions with Answers](){: style="width:7%"}](https://javarevisited.blogspot.com/2022/03/top-20-apache-kafka-interview-questions.html) [![javarevisited.blogspot.com: How to send POST Request with JSON Payload using Curl Command in Linux to Test RESTful Web Services?](){: style="width:7%"}](https://javarevisited.blogspot.com/2022/08/how-to-post-json-data-with-curl-command.html) [![javarevisited.blogspot.com: Top 20 JSON Interview Questions with Answers for Beginners and Experienced Developers](){: style="width:7%"}](https://javarevisited.blogspot.com/2022/08/json-interview-questions-with-answers.html) [![javascript.plainenglish.io: Angular is Costing Companies Billions](){: style="width:7%"}](https://javascript.plainenglish.io/enough-why-its-time-to-rip-out-angular-7d831802c8a2) [![javascript.plainenglish.io: Everything You Need To Know About YAML Files](){: style="width:7%"}](https://javascript.plainenglish.io/everything-you-need-to-know-about-yaml-files-5423358cc5c9) [![javaspringvaadin.wordpress.com: Crea un Proyecto Maven desde el IDE IntelliJ' IDEA](){: style="width:7%"}](https://javaspringvaadin.wordpress.com/2018/05/22/mavenintellijidea) [![javatechonline.com: How To Deploy Spring Boot Application In Docker?](){: style="width:7%"}](https://javatechonline.com/deploy-spring-boot-docker-spring-boot) [![None](){: style="width:7%"}](https://javatechonline.com/distributed-tracing-logging-using-sleuth-zipkin) [![javatechonline.com: How To Deploy Spring Boot Application In Docker?](){: style="width:7%"}](https://javatechonline.com/how-to-deploy-spring-boot-application-in-docker) [![javatechonline.com: How To Implement Distributed Logging Tracing Using Sleuth' Zipkin](){: style="width:7%"}](https://javatechonline.com/how-to-implement-distributed-logging-tracing-using-sleuth-zipkin) [![javatechonline.com: How To Monitor Spring Boot Microservices Using ELK Stack?](){: style="width:7%"}](https://javatechonline.com/how-to-monitor-spring-boot-microservices-using-elk-stack)

+[![javatechonline.com: How To Work With Apache Kafka In Spring Boot?](){: style="width:7%"}](https://javatechonline.com/how-to-work-with-apache-kafka-in-spring-boot) [![javatechonline.com: Making Java easy to learn - Microservices In Java 🌟](){: style="width:7%"}](https://javatechonline.com/microservices-in-java) [![javatechonline.com: Making Java easy to learn - OOPs Design Principles](){: style="width:7%"}](https://javatechonline.com/oops-design-principles) [![javatechonline.com: Making Java easy to learn - OOPs Design Principles](){: style="width:7%"}](https://javatechonline.com/oops-principles-oops-design-principles) [![javatechonline.com: Making Java easy to learn - Spring Boot Annotations With Examples](){: style="width:7%"}](https://javatechonline.com/spring-boot-annotations-with-examples) [![javatutorial.net: Introduction to Spring Web Framework](){: style="width:7%"}](https://javatutorial.net/introduction-to-spring-web-framework) [![javatutorial.net: Spring vs. Java EE](){: style="width:7%"}](https://javatutorial.net/spring-vs-java-ee) [![javi-kata.medium.com: CI/CD the journey of a dummy team 🌟](){: style="width:7%"}](https://javi-kata.medium.com/ci-cd-the-journey-of-a-dummy-team-f51a061684bc) [![jaxenter.com: CI/CD for Spring Boot Microservices: Part 1](){: style="width:7%"}](https://jaxenter.com/cicd-microservices-docker-162408.html) [![Grafana 7.0: β€œWe’ve built one of the best visualisation tools and it’s not' tied to any one database”](){: style="width:7%"}](https://jaxenter.com/grafana-7-0-interview-tom-wilkie-172261.html) [![jaxenter.com: Kubernetes Is Much Bigger Than Containers: Here’s Where It' Will Go Next](){: style="width:7%"}](https://jaxenter.com/kubernetes-bigger-173675.html)

+[![jaxenter.com: Six Essential Kubernetes Extensions to Add to Your Toolkit' 🌟](){: style="width:7%"}](https://jaxenter.com/kubernetes-extensions-172215.html) [![jaxenter.com: CI/CD for Spring Boot Microservices: Part 2. Extending CI/CD:' Kubernetes Continuous Deployment for Microservices](){: style="width:7%"}](https://jaxenter.com/kubernetes-microservices-162690.html) [![jaxenter.com: Practical Implications for Adopting a Multi-Cluster, Multi-Cloud' Kubernetes Strategy](){: style="width:7%"}](https://jaxenter.com/kubernetes-practical-implications-171647.html) [![Jayendra's Blog 🌟🌟](){: style="width:7%"}](https://jayendrapatil.com) [![jenkins-x.io](){: style="width:7%"}](https://jayex.io) [![None](){: style="width:7%"}](https://jayex.io/blog/2019/07/23/serverless-deployments) [![jenkins-x.io: Traces for your pipelines](){: style="width:7%"}](https://jayex.io/blog/2021/04/08/jx3-pipeline-trace) [![jenkins-x.io: Setting up the secrets for your installation](){: style="width:7%"}](https://jayex.io/v3/admin/setup/secrets) [![jchyip.medium.com: My critique of β€œthe Spotify Model”: Part 1](){: style="width:7%"}](https://jchyip.medium.com/my-critique-of-the-spotify-model-part-1-197d335ef7af) [![jdhitsolutions.com: Profile PowerShell Functions](){: style="width:7%"}](https://jdhitsolutions.com/blog/powershell-7/8793/profile-powershell-functions) [![Oracle OpenJDK](){: style="width:7%"}](https://jdk.java.net/11)

+[![None](){: style="width:7%"}](https://jenkins-ci.361315.n4.nabble.com/Declarative-pipelines-vs-scripted-td4891792.html) [![jenkins-job-builder.readthedocs.io 🌟](){: style="width:7%"}](https://jenkins-job-builder.readthedocs.io) [![jenkins-job-builder.readthedocs.io 🌟](){: style="width:7%"}](https://jenkins-job-builder.readthedocs.io/en/latest) [![None](){: style="width:7%"}](https://jenkins-job-builder.readthedocs.io/en/latest/en/latest) [![jenkins-x.io](){: style="width:7%"}](https://jenkins-x.io) [![None](){: style="width:7%"}](https://jenkins-x.io/blog/2019/07/23/serverless-deployments) [![Traces for your pipelines: Jenkins X v3 now comes with tracing support for' your pipelines out of the box](){: style="width:7%"}](https://jenkins-x.io/blog/2021/04/08/jx3-pipeline-trace) [![jenkins-x.io: Setting up the secrets for your installation](){: style="width:7%"}](https://jenkins-x.io/v3/admin/setup/secrets) [![Jenkins.io (new Jenkins 2.0 site) 🌟](){: style="width:7%"}](https://jenkins.io) [![jenkins.io - Tuning Jenkins GC For Responsiveness and Stability with Large Instances 🌟](){: style="width:7%"}](https://jenkins.io/blog/2016/11/21/gc-tuning) [![Matrix 🌟](){: style="width:7%"}](https://jenkins.io/blog/2019/11/22/welcome-to-the-matrix)

+[![Atlassian's new Bitbucket Server integration for Jenkins 🌟](){: style="width:7%"}](https://jenkins.io/blog/2020/01/08/atlassians-new-bitbucket-server-integration-for-jenkins) [![WebSocket support in now available for Jenkins CLI and agent networking!](){: style="width:7%"}](https://jenkins.io/blog/2020/02/02/web-socket) [![jenkins.io - doc/book/pipeline 🌟](){: style="width:7%"}](https://jenkins.io/doc/book/pipeline) [![jenkins.io - **Jenkinsfile** 🌟](){: style="width:7%"}](https://jenkins.io/doc/book/pipeline/jenkinsfile) [![jenkins.io: Jenkins CD and Pipelines Microsite](){: style="width:7%"}](https://jenkins.io/solutions/pipeline) [![Defines a Groovy CPS DSL definition: pipelineJob definition cps script](){: style="width:7%"}](https://jenkinsci.github.io/job-dsl-plugin) [![jenkinsistheway.io: Jenkins Is The Way 🌟](){: style="width:7%"}](https://jenkinsistheway.io) [![jenkinsistheway.io: Financial Transactions Simplified With Faster Build' Cycles 🌟](){: style="width:7%"}](https://jenkinsistheway.io/user-story/jenkins-is-the-way-to-fintech-excellence) [![jenkinsistheway.io: Alert Management](){: style="width:7%"}](https://jenkinsistheway.io/user-story/jenkins-is-the-way-to-improve-solution-development) [![jenkinsistheway.io: Advanced Declarative Pipelines for Workflow and Decision' Automation Platform 🌟](){: style="width:7%"}](https://jenkinsistheway.io/user-story/to-build-ci-cd-that-fits-advanced-and-unique-use-cases) [![jenkinsistheway.io: Jenkins is the way to DevSecOps. Cybersecurity CI/CD](){: style="width:7%"}](https://jenkinsistheway.io/user-story/to-devsecops)

+[![jeremydmiller.com: Self Diagnosing Deployments with Oakton and Lamar](){: style="width:7%"}](https://jeremydmiller.com/2021/10/12/self-diagnosing-deployments-with-oakton-and-lamar) [![==jeromevdl.medium.com: When to use a Lambda function, and when not?== 🌟](){: style="width:7%"}](https://jeromevdl.medium.com/when-to-use-a-lambda-function-and-when-not-9a225e6dd2dd) [![Hazelcast JET](){: style="width:7%"}](https://jet-start.sh) [![jet-start.sh: Performance of Modern Java on Data-Heavy Workloads, Part 1' 🌟](){: style="width:7%"}](https://jet-start.sh/blog/2020/06/09/jdk-gc-benchmarks-part1) [![jfrog.com: How I Leaped Forward My Jenkins Build with JFrog Pipelines](){: style="width:7%"}](https://jfrog.com/blog) [![jfrog.com: 5 Steps to Hosting Your Application on Amazon Cloud Container Service](){: style="width:7%"}](https://jfrog.com/blog/5-steps-to-hosting-your-application-on-amazon-cloud-container-service) [![jfrog.com: Cloud Native CI/CD: The Ultimate Checklist](){: style="width:7%"}](https://jfrog.com/blog/cloud-native-ci-cd-the-ultimate-checklist) [![jfrog.com: Don’t let Prometheus Steal your Fire](){: style="width:7%"}](https://jfrog.com/blog/dont-let-prometheus-steal-your-fire) [![jfrog.com: GitHub vs JFrog: Who Can do the Job for DevOps?](){: style="width:7%"}](https://jfrog.com/blog/github-vs-jfrog-who-can-do-the-job-for-devops) [![jfrog.com: Steering Straight with Helm Charts Best Practices 🌟](){: style="width:7%"}](https://jfrog.com/blog/helm-charts-best-practices) [![jfrog.com: How I Leaped Forward My Jenkins Build with JFrog Pipelines](){: style="width:7%"}](https://jfrog.com/blog/how-i-leaped-forward-my-jenkins-build-with-jfrog-pipelines)

+[![jfrog.com: How to Accelerate Software Delivery with Hybrid Cloud CI/CD (e-commerce) 🌟](){: style="width:7%"}](https://jfrog.com/blog/how-to-accelerate-software-delivery-with-hybrid-cloud-ci-cd) [![jfrog.com: How to protect your secrets with Spectral and JFrog Pipelines](){: style="width:7%"}](https://jfrog.com/blog/how-to-protect-your-secrets-with-spectral-and-jfrog-pipelines) [![JFrog Artifactory: Your Kubernetes Registry](){: style="width:7%"}](https://jfrog.com/blog/jfrog-artifactory-kubernetes-registry) [![jfrog.com: Pipelines CI/CD and the JFrog Platform Difference](){: style="width:7%"}](https://jfrog.com/blog/pipelines-ci-cd-and-the-jfrog-platform-difference) [![JFrog Container Registry](){: style="width:7%"}](https://jfrog.com/container-registry) [![None](){: style="width:7%"}](https://jfrog.com/help/r/jfrog-artifactory-documentation/helm-chart-repositories) [![jfrog.com: What Artifactory as your kubernetes docker registry means to' you](){: style="width:7%"}](https://jfrog.com/integration/kubernetes-docker-registry) [![jfrog.com: What Artifactory as your kubernetes docker registry means to you](){: style="width:7%"}](https://jfrog.com/integrations/kubernetes-docker-registry) [![jfrog.com: A Beginner’s Guide to Understanding and Building Docker Images' 🌟](){: style="width:7%"}](https://jfrog.com/knowledge-base/a-beginners-guide-to-understanding-and-building-docker-images) [![jfrog.com: THE BASICS: 7 Alternatives to Docker: All-in-One Solutions and' Standalone Container Tools 🌟](){: style="width:7%"}](https://jfrog.com/knowledge-base/the-basics-7-alternatives-to-docker-all-in-one-solutions-and-standalone-container-tools) [![jfrog.com: A Beginner’s Guide to Understanding and Building Docker Images 🌟](){: style="width:7%"}](https://jfrog.com/learn/cloud-native/how-to-build-docker-images)

+[![jfrog.com: THE BASICS: 7 Alternatives to Docker: All-in-One Solutions and Standalone Container Tools 🌟](){: style="width:7%"}](https://jfrog.com/learn/devops/alternatives-to-docker) [![GigaOm's Radar for Enterprise CI/CD 🌟](){: style="width:7%"}](https://jfrog.com/pipelines) [![jfrog.com: JFrog DevOps Platform](){: style="width:7%"}](https://jfrog.com/platform) [![GigaOm's Radar for Enterprise CI/CD 🌟](){: style="width:7%"}](https://jfrog.com/whitepaper/gigaom-radar-for-enterprise-ci-cd) [![The JFrog journey to kubernetes: best practices for taking your containers all the way to production](){: style="width:7%"}](https://jfrog.com/whitepaper/the-jfrog-journey-to-kubernetes-best-practices-for-taking-your-containers-all-the-way-to-production) [![jhhemal.medium.com: Some Essential Built-in Tools for Working with Lists](){: style="width:7%"}](https://jhhemal.medium.com/some-essential-built-in-tools-for-working-with-lists-81c4f9d5f25e) [![jhhemal.medium.com: Some Tips and Tricks for Writing Better Code in Python](){: style="width:7%"}](https://jhhemal.medium.com/some-tips-and-tricks-for-writing-better-code-in-python-f65e4b6814fd) [![jijujacob27.medium.com: Sharded applications on Kubernetes using Helm, ArgoCD,' and Argo-Rollouts](){: style="width:7%"}](https://jijujacob27.medium.com/sharded-saas-applications-on-kubernetes-using-helm-argocd-and-argo-rollouts-a683c66f8646) [![jimangel.io: Self-Updating GitOps](){: style="width:7%"}](https://jimangel.io/post/auto-gitops-isitstillrunning.com) [![jimmydqv.com: AWS IAM Anywhere 🌟](){: style="width:7%"}](https://jimmydqv.com/iam-anywhere) [![Awesome Cloud Native](){: style="width:7%"}](https://jimmysong.io/awesome-cloud-native)

+[![jimmysong.io: Understanding the Sidecar Injection, Traffic Intercepting & Routing Process in Istio](){: style="width:7%"}](https://jimmysong.io/blog/sidecar-injection-iptables-and-traffic-routing) [![jimmysong.io: Understanding the Sidecar Injection, Traffic Intercepting' & Routing Process in Istio](){: style="width:7%"}](https://jimmysong.io/en/blog/sidecar-injection-iptables-and-traffic-routing) [![jimmysong.io/kubernetes-handbook/concepts/pod.html 🌟](){: style="width:7%"}](https://jimmysong.io/kubernetes-handbook/concepts/pod.html) [![jimmysong.io: kubectl cheat sheet 🌟](){: style="width:7%"}](https://jimmysong.io/kubernetes-handbook/guide/using-kubectl.html) [![jimmysong.io/kubernetes-handbook/concepts/pod.html 🌟](){: style="width:7%"}](https://jimmysong.io/zh/book/kubernetes-handbook) [![jinwookim928.medium.com: Automation Script for Git Flow on PowerShell](){: style="width:7%"}](https://jinwookim928.medium.com/automation-script-for-git-flow-on-powershell-70d0596f6da8) [![jinwookim928.medium.com: Why Not Event Driven Architecture?](){: style="width:7%"}](https://jinwookim928.medium.com/intro-to-event-driven-architecture-79914e5969d7) [![jitpack.io 🌟](){: style="width:7%"}](https://jitpack.io) [![jjba.dev: Jenkins Shared Library with Unit tests](){: style="width:7%"}](https://jjba.dev/posts/jenkins-shared-library) [![jkcfg.github.io](){: style="width:7%"}](https://jkcfg.github.io) [![jkebertz.medium.com: The Art of Writing Amazing REST APIs](){: style="width:7%"}](https://jkebertz.medium.com/the-art-of-writing-amazing-rest-apis-dc4c4100478d)

+[![jmeter.apache.org](){: style="width:7%"}](https://jmeter.apache.org) [![jmeter.apache.org: Best Practices](){: style="width:7%"}](https://jmeter.apache.org/usermanual/best-practices.html) [![jmfloreszazo.com: Flujos de trabajo de git](){: style="width:7%"}](https://jmfloreszazo.com/flujos-de-trabajo-de-git) [![jmfloreszazo.com: GIT Mejores prΓ‘cticas: CHERRY-PICKING](){: style="width:7%"}](https://jmfloreszazo.com/git-mejores-practicas-cherry-picking) [![jmfloreszazo.com: Monetizar un API, con Azure API Management](){: style="width:7%"}](https://jmfloreszazo.com/monetizar-un-api-con-azure-api-management) [![jmrobles.medium.com: How to setup Hetzner load balancer on a Kubernetes' cluster](){: style="width:7%"}](https://jmrobles.medium.com/how-to-setup-hetzner-load-balancer-on-a-kubernetes-cluster-2ce79ca4a27b) [![joachim8675309.medium.com: AKS with GRPC and ingress-nginx](){: style="width:7%"}](https://joachim8675309.medium.com/aks-with-grpc-and-ingress-nginx-32481a792a1) [![joachim8675309.medium.com: ExternalDNS with AKS & Azure DNS](){: style="width:7%"}](https://joachim8675309.medium.com/externaldns-with-aks-azure-dns-941a1804dc88) [![joachim8675309.medium.com: ExternalDNS with EKS and Route53](){: style="width:7%"}](https://joachim8675309.medium.com/externaldns-with-eks-and-route53-90aa23fa3aba) [![joachim8675309.medium.com: AKS with Istio Service Mesh](){: style="width:7%"}](https://joachim8675309.medium.com/istio-service-mesh-on-aks-1b6ed16f6890) [![jobs.rekruuto.com: Rekruuto DevOps and SRE Job Opportunities](){: style="width:7%"}](https://jobs.rekruuto.com)

+[![joelcalifa.com: Tiny Wins](){: style="width:7%"}](https://joelcalifa.com/blog/tiny-wins) [![joereis.substack.com: Data Engineering in 2024. What I'm Seeing](){: style="width:7%"}](https://joereis.substack.com/p/data-engineering-in-2024-what-im) [![john-tucker.medium.com: Kubernetes CPU Resource Requests at Runtime](){: style="width:7%"}](https://john-tucker.medium.com/kubernetes-cpu-resource-requests-at-runtime-c4df668d1c5c) [![johnclarke73.medium.com: How GitOps works for us](){: style="width:7%"}](https://johnclarke73.medium.com/our-continuous-delivery-journey-11d86dd68a49) [![johnlokerse.dev: Lint Azure Bicep templates in Azure DevOps](){: style="width:7%"}](https://johnlokerse.dev/2024/02/05/lint-azure-bicep-templates-in-azure-devops) [![Automate Pull Request Descriptions in Azure DevOps with Azure OpenAI](){: style="width:7%"}](https://johnlokerse.dev/2025/02/10/automate-pull-request-descriptions-in-azure-devops-with-azure-openai) [![jonbc.medium.com: Hacking your way to Observability β€” Part 1 : Metrics](){: style="width:7%"}](https://jonbc.medium.com/hacking-your-way-to-observability-part-1-cf4cd42fb4dc) [![jonbc.medium.com: Hacking your way to Observability β€” Part 2 : Alerts](){: style="width:7%"}](https://jonbc.medium.com/hacking-your-way-to-observability-part-2-c38baaee6b92) [![jonnylangefeld.com: Kubernetes: How to View Swagger UI](){: style="width:7%"}](https://jonnylangefeld.com/blog/kubernetes-how-to-view-swagger-ui) [![josephrodriguezg.medium.com: Deploying a Spring Boot microservice in Kubernetes' using Helm charts](){: style="width:7%"}](https://josephrodriguezg.medium.com/deploying-a-spring-boot-application-in-kubernetes-using-helm-charts-5c04c2d46e16) [![joseprsm.medium.com: How to build Machine Learning models that train themselves](){: style="width:7%"}](https://joseprsm.medium.com/how-to-build-machine-learning-models-that-train-themselves-bbc87499ca5)

+[![joshbersin.com: From The Great Resignation To The Great Migration](){: style="width:7%"}](https://joshbersin.com/2021/12/from-the-great-resignation-to-the-great-migration) [![journeyofthegeek.com: Azure Authorization – Azure RBAC Delegation](){: style="width:7%"}](https://journeyofthegeek.com/2024/05/10/azure-authorization-azure-rbac-delegation) [![JPA streamer 🌟](){: style="width:7%"}](https://jpastreamer.org) [![jpetazzo.github.io: Anti-Patterns When Building Container Images](){: style="width:7%"}](https://jpetazzo.github.io/2021/11/30/docker-build-container-images-antipatterns) [![jproco.medium.com: Deliver a Product Roadmap That Survives Startup Velocity](){: style="width:7%"}](https://jproco.medium.com/deliver-a-product-roadmap-that-survives-startup-velocity-f9be4fb9893e) [![json-schema.org: Understanding JSON Schema 🌟](){: style="width:7%"}](https://json-schema.org/understanding-json-schema) [![json-schema.org: Understanding JSON Schema 🌟](){: style="width:7%"}](https://json-schema.org/understanding-json-schema/reference) [![jsoncrack.com: JSON Crack 🌟🌟](){: style="width:7%"}](https://jsoncrack.com) [![==jsonformatter.org/yaml-validator==](){: style="width:7%"}](https://jsonformatter.org/yaml-validator) [![jsoning.com](){: style="width:7%"}](https://jsoning.com) [![Jsonnet](){: style="width:7%"}](https://jsonnet.org)

+[![jsontoolbox.com](){: style="width:7%"}](https://jsontoolbox.com) [![judebantony.github.io: DevSecOps with GitHub Action and SaaS Tools](){: style="width:7%"}](https://judebantony.github.io/cicd-github-action-example) [![juhache.substack.com: From Data Engineer to YAML Engineer](){: style="width:7%"}](https://juhache.substack.com/p/from-data-engineer-to-yaml-engineer-ed2) [![juju.is: Kubernetes and cloud native operations report 2021](){: style="width:7%"}](https://juju.is/cloud-native-kubernetes-usage-report-2021) [![Profiling Python using cProfile: a concrete case](){: style="width:7%"}](https://julien.danjou.info/blog/2015/guide-to-python-profiling-cprofile-concrete-case-carbonara) [![julien.danjou.info: Stop merging your pull requests manually 🌟](){: style="width:7%"}](https://julien.danjou.info/stop-merging-your-pull-request-manually) [![azurearcjumpstart.io](){: style="width:7%"}](https://jumpstart.azure.com) [![JUnit](){: style="width:7%"}](https://junit.org) [![justingarrison.com: GitHub URL Hacks 🌟](){: style="width:7%"}](https://justingarrison.com/blog/2021-07-11-github-url-hacks) [![justinoconnor.codes: Azure Periodic Table of Resource Naming Convention Shorthands](){: style="width:7%"}](https://justinoconnor.codes/2022/08/19/azure-periodic-table-of-resource-naming-convention-shorthands) [![jvns.ca: New tool: an nginx playground](){: style="width:7%"}](https://jvns.ca/blog/2021/09/24/new-tool--an-nginx-playground)

+[![jvns.ca: A list of new(ish) command line tools](){: style="width:7%"}](https://jvns.ca/blog/2022/04/12/a-list-of-new-ish--command-line-tools) [![k0s](){: style="width:7%"}](https://k0sproject.io) [![k21academy.com/category/docker-kubernetes](){: style="width:7%"}](https://k21academy.com) [![None](){: style="width:7%"}](https://k21academy.com/amazon-web-services/aws-devops-vs-azure-devops) [![k21academy.com: AWS Application Services: Lambda, SES, SNS, SQS, SWF](){: style="width:7%"}](https://k21academy.com/amazon-web-services/aws-solutions-architect/aws-application-services) [![k21academy.com: AWS Secrets Manager](){: style="width:7%"}](https://k21academy.com/amazon-web-services/aws-solutions-architect/aws-secrets-manager) [![k21academy.com: Ansible for Beginners | Overview | Architecture & Use Cases' 🌟](){: style="width:7%"}](https://k21academy.com/ansible/ansible-for-beginners) [![k21academy.com: Ansible for Beginners Day2 Live Session Review and Q/A 🌟](){: style="width:7%"}](https://k21academy.com/ansible/day2-live-session-review-and-q-a) [![k21academy.com: Terraform vs Ansible: Working, Difference, Provisioning' 🌟](){: style="width:7%"}](https://k21academy.com/ansible/terraform-vs-ansible) [![k21academy.com: AWS Application Services: Lambda, SES, SNS, SQS, SWF](){: style="width:7%"}](https://k21academy.com/aws-cloud/aws-application-services) [![k21academy.com: AWS DevOps Vs. Azure DevOps](){: style="width:7%"}](https://k21academy.com/aws-cloud/aws-devops-vs-azure-devops)

+[![k21academy.com: AWS Secrets Manager](){: style="width:7%"}](https://k21academy.com/aws-cloud/aws-secrets-manager) [![k21academy.com: Azure RBAC Vs Azure Policies Vs Azure Blueprints](){: style="width:7%"}](https://k21academy.com/azure-cloud/azure-rbac-vs-azure-policies-vs-azure-blueprints) [![k21academy.com: Azure Data Lake Overview For Beginners](){: style="width:7%"}](https://k21academy.com/azure-data/azure-data-lake) [![k21academy.com/category/docker-kubernetes](){: style="width:7%"}](https://k21academy.com/category/docker-kubernetes) [![k21academy.com: Ansible for Beginners | Overview | Architecture & Use Cases 🌟](){: style="width:7%"}](https://k21academy.com/devops/ansible-for-beginners) [![None](){: style="width:7%"}](https://k21academy.com/devops/day2-live-session-review-and-q-a) [![k21academy.com: Terraform vs Ansible: Working, Difference, Provisioning 🌟](){: style="width:7%"}](https://k21academy.com/devops/terraform-vs-ansible) [![k21academy.com: Kubernetes ConfigMaps and Secrets: Guide to Create and Update' 🌟](){: style="width:7%"}](https://k21academy.com/docker-kubernetes/configmaps-secrets) [![k21academy.com: Kubernetes Architecture. An Introduction to Kubernetes Components](){: style="width:7%"}](https://k21academy.com/docker-kubernetes/kubernetes-architecture-components-overview-for-beginners) [![k21academy.com: Kubernetes Deployment and Step-by-Step Guide to Deployment:' Update, Rollback, Scale & Delete](){: style="width:7%"}](https://k21academy.com/docker-kubernetes/kubernetes-deployment) [![k21academy.com: Secure and Harden Kubernetes, AKS and EKS Cluster with kube-bench,' kube-hunter and CIS Benchmarks 🌟](){: style="width:7%"}](https://k21academy.com/docker-kubernetes/kubernetes-security/kube-bench-cis)

+[![k21academy.com: Monolithic vs Microservices – Difference, Advantages & Disadvantages](){: style="width:7%"}](https://k21academy.com/docker-kubernetes/monolithic-vs-microservices) [![k21academy.com: Kubernetes ConfigMaps and Secrets: Guide to Create and Update 🌟](){: style="width:7%"}](https://k21academy.com/kubernetes/configmaps-secrets) [![None](){: style="width:7%"}](https://k21academy.com/kubernetes/kube-bench-cis) [![k21academy.com: Kubernetes Architecture. An Introduction to Kubernetes Components](){: style="width:7%"}](https://k21academy.com/kubernetes/kubernetes-architecture-components-overview-for-beginners) [![k21academy.com: Kubernetes Deployment and Step-by-Step Guide to Deployment: Update, Rollback, Scale & Delete](){: style="width:7%"}](https://k21academy.com/kubernetes/kubernetes-deployment) [![k21academy.com: Monolithic vs Microservices – Difference, Advantages & Disadvantages](){: style="width:7%"}](https://k21academy.com/kubernetes/monolithic-vs-microservices) [![None](){: style="width:7%"}](https://k21academy.com/microsoft-azure/az-104/azure-container-instances-and-kubernetes-service) [![k21academy.com: Azure Kubernetes Service & Azure Container Instances For' Beginners 🌟](){: style="width:7%"}](https://k21academy.com/microsoft-azure/az-303/azure-container-instances-and-kubernetes-service) [![k21academy.com: Azure pipelines VS Jenkins](){: style="width:7%"}](https://k21academy.com/microsoft-azure/az-400/azure-pipelines-vs-jenkins) [![k21academy.com: Azure RBAC Vs Azure Policies Vs Azure Blueprints](){: style="width:7%"}](https://k21academy.com/microsoft-azure/azure-rbac-vs-azure-policies-vs-azure-blueprints) [![k21academy.com: Azure Data Lake Overview For Beginners](){: style="width:7%"}](https://k21academy.com/microsoft-azure/data-engineer/azure-data-lake)

+[![None](){: style="width:7%"}](https://k21academy.com/microsoft-azure/dp-203/azure-data-lake) [![k21academy.com: Scrum vs Kanban](){: style="width:7%"}](https://k21academy.com/scrum-master/scrum-vs-kanban) [![k21academy.com: Scrum vs Kanban](){: style="width:7%"}](https://k21academy.com/scrum/scrum-vs-kanban) [![k21academy.com: Automate AWS Virtual Machine using Terraform – Creation' Demo](){: style="width:7%"}](https://k21academy.com/terraform-iac/terraform-automate-aws-vm) [![None](){: style="width:7%"}](https://k21academy.com/terraform-iac/terraform-interview-questions) [![k21academy.com: Why Terraform? Not Chef, Ansible, Puppet, CloudFormation?' 🌟](){: style="width:7%"}](https://k21academy.com/terraform-iac/why-terraform-not-chef-ansible-puppet-cloudformation) [![k21academy.com: Automate AWS Virtual Machine using Terraform – Creation Demo](){: style="width:7%"}](https://k21academy.com/terraform/terraform-automate-aws-vm) [![None](){: style="width:7%"}](https://k21academy.com/terraform/terraform-interview-questions) [![k21academy.com: Why Terraform? Not Chef, Ansible, Puppet, CloudFormation? 🌟](){: style="width:7%"}](https://k21academy.com/terraform/why-terraform-not-chef-ansible-puppet-cloudformation) [![**k3s**](){: style="width:7%"}](https://k3s.io) [![Kubernetes examples 🌟](){: style="width:7%"}](https://k8s-examples.container-solutions.com)

+[![k8s.af 🌟](){: style="width:7%"}](https://k8s.af) [![k8sgpt.ai](){: style="width:7%"}](https://k8sgpt.ai) [![Lens Kubernetes IDE 🌟](){: style="width:7%"}](https://k8slens.dev) [![k8spatterns.io: Free Kubernetes Patterns e-book](){: style="width:7%"}](https://k8spatterns.io) [![Pharos 🌟](){: style="width:7%"}](https://k8spharos.dev) [![Discover K8Spin open source software](){: style="width:7%"}](https://k8spin.cloud/oss-projects) [![==k8studio==](){: style="width:7%"}](https://k8studio.io) [![k8studio.io/blogs: K8studio vs. Lens vs. K9s 🌟](){: style="width:7%"}](https://k8studio.io/blogs/k8studio-vs-lens-kubernetes-ide) [![k8syaml.com 🌟](){: style="width:7%"}](https://k8syaml.com) [![k8up.io](){: style="width:7%"}](https://k8up.io) [![k8z.dev: A lightweight, modern mobile and desktop application for manage kubernetes. Easily for use fast, secure](){: style="width:7%"}](https://k8z.dev)

+[![==k9scli.io==](){: style="width:7%"}](https://k9scli.io) [![kafka-tutorials.confluent.io 🌟](){: style="width:7%"}](https://kafka-tutorials.confluent.io) [![kafka-tutorials.confluent.io: How to count messages in a Kafka topic](){: style="width:7%"}](https://kafka-tutorials.confluent.io/how-to-count-messages-on-a-kafka-topic/ksql.html) [![kafka-tutorials.confluent.io: How to join a stream and a lookup table 🌟](){: style="width:7%"}](https://kafka-tutorials.confluent.io/join-a-stream-to-a-table/kstreams.html) [![Apache Kafka](){: style="width:7%"}](https://kafka.apache.org) [![kailashyogeshwar.medium.com: How we implemented Reusable CI/CD Pipeline using Git and Tekton](){: style="width:7%"}](https://kailashyogeshwar.medium.com/how-we-implemented-reusable-ci-cd-pipeline-using-git-and-tekton-503bed91975b) [![kaleshreya907.medium.com: GitHub Actions: Netflix Deployment](){: style="width:7%"}](https://kaleshreya907.medium.com/step2a-install-docker-and-run-sonarqube-container-faa42d01f5fe) [![kalilinuxtutorials.com: Deploying & Securing Kubernetes Clusters](){: style="width:7%"}](https://kalilinuxtutorials.com/deploying-securing-kubernetes-clusters) [![kalilinuxtutorials.com: Ldsview : Offline search tool for LDAP directory dumps in LDIF format](){: style="width:7%"}](https://kalilinuxtutorials.com/ldsview) [![kalm.dev 🌟](){: style="width:7%"}](https://kalm.dev) [![kamsjec.medium.com: ArgoCD Setup on Kubernetes/OpenShift Cluster](){: style="width:7%"}](https://kamsjec.medium.com/argocd-setup-on-kubernetes-openshift-cluster-f7340344c017)

+[![kamsjec.medium.com: Kubernetes Taints and Tolerations](){: style="width:7%"}](https://kamsjec.medium.com/kubernetes-taints-and-tolerations-18727f618d01) [![kamsjec.medium.com: liveness and readiness probes…](){: style="width:7%"}](https://kamsjec.medium.com/liveness-and-readiness-probes-91919f24e305) [![None](){: style="width:7%"}](https://kanakinfosystems.com/blog/sql-cheat-sheet) [![kanister.io 🌟](){: style="width:7%"}](https://kanister.io) [![Sourcetree Cheat Sheet](){: style="width:7%"}](https://kapeli.com/cheat_sheets/Sourcetree.docset/Contents/Resources/Documents/index) [![Dash Cheat Sheets](){: style="width:7%"}](https://kapeli.com/cheatsheets) [![Dash for MacOS](){: style="width:7%"}](https://kapeli.com/dash) [![Kapitan](){: style="width:7%"}](https://kapitan.dev) [![Karen](){: style="width:7%"}](https://karenapp.io) [![karenapp.io: Calendly vs ScheduleOnce](){: style="width:7%"}](https://karenapp.io/articles/calendly-vs-scheduleonce) [![None](){: style="width:7%"}](https://kargo.akuity.io)

+[![karlstoney.com: Istio 503's with UC's and TCP Fun Times](){: style="width:7%"}](https://karlstoney.com/2019/05/31/istio-503s-ucs-and-tcp-fun-times) [![karlstoney.com: Istio 503's with UC's and TCP Fun Times](){: style="width:7%"}](https://karlstoney.com/istio-503s-ucs-and-tcp-fun-times) [![karneliuk.com: REST API 1. Basics cheat sheet (Ansible, Bash, Postman, and Python) for GET using NetBox and Docker as examples](){: style="width:7%"}](https://karneliuk.com/2019/07/rest-api-1-basics-cheat-sheet-ansible-bash-postman-and-python-for-get-using-netbox-and-docker-as-examples) [![karneliuk.com: REST API 2. Basics cheat sheet (Ansible, Bash, Postman, and Python) for POST/DELETE using NetBox and Docker as examples](){: style="width:7%"}](https://karneliuk.com/2019/08/rest-api-2-basics-cheat-sheet-ansible-bash-postman-and-python-for-post-delete-using-netbox-and-docker-as-examples) [![==Karpenter==](){: style="width:7%"}](https://karpenter.sh) [![Cambios importantes en la gestión de memoria de Java 8 de Oracle](){: style="width:7%"}](https://karunsubramanian.com/websphere/one-important-change-in-memory-management-in-java-8) [![wisc.edu: CIDR Conversion Table](){: style="width:7%"}](https://kb.wisc.edu/ns/page.php?id=3493) [![kccncna20.sched.com: A Walk Through the Kubernetes UI Landscape](){: style="width:7%"}](https://kccncna20.sched.com/event/ekAd/a-walk-through-the-kubernetes-ui-landscape-joaquim-rocha-kinvolk-henning-jacobs-zalando-se) [![Kdo: deployless development on Kubernetes 🌟](){: style="width:7%"}](https://kdo.dev) [![kean.github.io: Trunk-Based Development](){: style="width:7%"}](https://kean.blog/post/trunk-based-development) [![kean.github.io: Trunk-Based Development](){: style="width:7%"}](https://kean.github.io/post/trunk-based-development)

+[![keda.sh: Kubernetes Event-driven Autoscaling. Application autoscaling made simple.](){: style="width:7%"}](https://keda.sh) [![keepler.io: Gestionando el control de accesos en nuestro data lake en AWS](){: style="width:7%"}](https://keepler.io/2021/03/gestionando-el-control-de-accesos-en-nuestro-data-lake-en-aws) [![keepler.io: Gestionando el control de accesos en nuestro data lake en AWS](){: style="width:7%"}](https://keepler.io/es/2021/03/15/gestionando-el-control-de-accesos-en-nuestro-data-lake-en-aws) [![None](){: style="width:7%"}](https://keithtenzer.com/openshift/openshift-4-aws-ipi-installation-getting-started-guide) [![kelda.io: Why SREs Should be Responsible for Development Environments](){: style="width:7%"}](https://kelda.io/blog/sres-should-manage-development-environments) [![kemilad.medium.com: Monitoring-Stack Deployment To A Kubernetes Cluster' β€” Prometheus | Grafana | AlertManager | Loki + Exporters | Dashboards and etc 🌟](){: style="width:7%"}](https://kemilad.medium.com/monitoring-stack-deployment-to-a-kubernetes-cluster-prometheus-grafana-alertmanager-loki-dcc7339d4f19) [![None](){: style="width:7%"}](https://kenmugrage.com/2017/05/05/my-new-definition-of-devops) [![kenneth.io: Introducing remote debugging of Node.js apps on Azure App Service' from VS Code](){: style="width:7%"}](https://kenneth.io/post/introducing-remote-debugging-of-nodejs-apps-on-azure-app-service-from-vs-code-in-public-preview) [![kennybrast.medium.com: How I Used Docker to Create a Python Dev Environment](){: style="width:7%"}](https://kennybrast.medium.com/how-i-used-docker-to-create-a-python-dev-environment-48a5d31ae277) [![Quick Start](){: style="width:7%"}](https://keptn.sh/docs/quickstart) [![Keptn](){: style="width:7%"}](https://keptn.sh/stable)

+[![kerneltalks.com: Docker swarm cheat sheet](){: style="width:7%"}](https://kerneltalks.com/virtualization/docker-swarm-cheat-sheet) [![kevintuei.medium.com: A Deep Dive into Logs and Metrics for AWS Observability' β€” One Observability Workshop](){: style="width:7%"}](https://kevintuei.medium.com/a-deep-dive-into-logs-and-metrics-for-aws-observability-one-observability-workshop-14c162932174) [![khainas.dev: Create SSH tunnel in AWS with Terraform](){: style="width:7%"}](https://khainas.dev/create-ssh-tunnel-in-aws-with-terraform-62d1f6968e5d) [![khalidabuhakmeh.com: A .NET 5.0 Guide: From Idea To NuGet Package](){: style="width:7%"}](https://khalidabuhakmeh.com/a-dotnet-five-guide-from-idea-to-nuget-package) [![khalidabuhakmeh.com: Running SQL Server Queries In Docker](){: style="width:7%"}](https://khalidabuhakmeh.com/running-sql-server-queries-in-docker) [![kiali.io](){: style="width:7%"}](https://kiali.io) [![Drools](){: style="width:7%"}](https://kie.apache.org) [![kie.org](){: style="width:7%"}](https://kie.org) [![Neon Mirrors: Kubernetes Policy Comparison: OPA/Gatekeeper vs Kyverno](){: style="width:7%"}](https://kind-brown-cfb734.netlify.app/post/2021-02/kubernetes-policy-comparison-opa-gatekeeper-vs-kyverno) [![kinsta.com: Top 7 Advantages of Choosing Google Cloud Hosting](){: style="width:7%"}](https://kinsta.com/blog/cloud-platform-for-developers) [![kinsta.com: Top 7 Advantages of Choosing Google Cloud Hosting](){: style="width:7%"}](https://kinsta.com/blog/google-cloud-hosting)

+[![kinsta.com: Kubernetes vs Docker: The Difference Explained](){: style="width:7%"}](https://kinsta.com/blog/kubernetes-vs-docker) [![kinvolk.io](){: style="width:7%"}](https://kinvolk.io) [![None](){: style="width:7%"}](https://kinvolk.io/docs/headlamp/latest) [![Kiro: Engineering Rigor for Agentic Development](){: style="width:7%"}](https://kiro.dev) [![Layering domains and microservices using API Gateways](){: style="width:7%"}](https://kislayverma.com/software-architecture/layering-domains-and-microservices-using-api-gateways) [![Kite 🌟](){: style="width:7%"}](https://kite.com) [![kitploit.com: Mesh-Kridik](){: style="width:7%"}](https://kitploit.com/2021/12/mesh-kridik-open-source-security.html) [![kkamalesh117.medium.com: Setting up Prometheus and Grafana Integration on' Kubernetes with Helm](){: style="width:7%"}](https://kkamalesh117.medium.com/setting-up-prometheus-and-grafana-integration-on-kubernetes-with-helm-dfc63823608c) [![kkamalesh117.medium.com: Terraform Variables (Part-2)](){: style="width:7%"}](https://kkamalesh117.medium.com/terraform-variables-part-2-75ef8543fb2f) [![kkamalesh117.medium.com: Terraform Variables & Providers (Part-1)](){: style="width:7%"}](https://kkamalesh117.medium.com/terraform-variables-providers-c66f68747050) [![klaushofrichter.medium.com: Using Windows Subsystem for Linux for Kubernetes](){: style="width:7%"}](https://klaushofrichter.medium.com/using-windows-subsystem-for-linux-for-kubernetes-8bd1f5468531)

+[![kluctl.io 🌟](){: style="width:7%"}](https://kluctl.io) [![kmahi2600.medium.com: Launching A WordPress Application With MYSQL Database' in K8S Cluster On AWS Using Ansible](){: style="width:7%"}](https://kmahi2600.medium.com/launching-a-wordpress-application-with-mysql-database-in-k8s-cluster-on-aws-using-ansible-a78d6bf12b1a) [![kmitevski.com: Writing a Kubernetes Validating Webhook using Python](){: style="width:7%"}](https://kmitevski.com/writing-a-kubernetes-validating-webhook-using-python) [![knative.dev](){: style="width:7%"}](https://knative.dev) [![Koa.js](){: style="width:7%"}](https://koa) [![kodekloud.com](){: style="width:7%"}](https://kodekloud.com) [![kodekloud.com: What is CI/CD Pipeline in DevOps](){: style="width:7%"}](https://kodekloud.com/blog/ci-cd-pipeline-in-devops) [![kodekloud.com: CKA vs CKAD vs CKS – What is the Difference](){: style="width:7%"}](https://kodekloud.com/blog/cka-vs-ckad-vs-cks) [![kodekloud.com: CKA vs CKAD vs CKS – What is the Difference](){: style="width:7%"}](https://kodekloud.com/cka-vs-ckad-vs-cks-what-is-the-difference) [![kodekloud.com: What is CI/CD Pipeline in DevOps](){: style="width:7%"}](https://kodekloud.com/what-is-ci-cd-pipeline-in-devops) [![Kodiak](){: style="width:7%"}](https://kodiakhq.com)

+[![kogito.kie.org](){: style="width:7%"}](https://kogito.kie.org) [![komodor.com](){: style="width:7%"}](https://komodor.com) [![komodor.com: Five Kubernetes Deployment Best Practices (Part 2) 🌟](){: style="width:7%"}](https://komodor.com/blog/5-kubernetes-deployment-best-practices) [![komodor.com: Four Best Practices to Migrate to Kubernetes (Part 1)](){: style="width:7%"}](https://komodor.com/blog/best-practices-to-migrate-to-kubernetes) [![komodor.com: Komodor Workflows: Automated Troubleshooting at the Speed of' WHOOSH!](){: style="width:7%"}](https://komodor.com/blog/using-workflows-to-troubleshoot-like-a-pro) [![komodor.com: Exit Codes In Containers & Kubernetes – The Complete Guide  🌟](){: style="width:7%"}](https://komodor.com/learn/exit-codes-in-containers-and-kubernetes-the-complete-guide) [![komodor.com: Kubernetes CrashLoopBackOff Error: What It Is and How to Fix It](){: style="width:7%"}](https://komodor.com/learn/how-to-fix-crashloopbackoff-kubernetes-error) [![komodor.com: Kubernetes CPU Limits and Throttling](){: style="width:7%"}](https://komodor.com/learn/kubernetes-cpu-limits-throttling) [![komodor.com: Kubernetes Liveness Probes: A Practical Guide](){: style="width:7%"}](https://komodor.com/learn/kubernetes-liveness-probes-a-practical-guide) [![komodor.com: Kubernetes Nodes – The Complete Guide](){: style="width:7%"}](https://komodor.com/learn/kubernetes-nodes-complete-guide) [![komodor.com: Kubernetes Troubleshooting: The Complete Guide 🌟](){: style="width:7%"}](https://komodor.com/learn/kubernetes-troubleshooting-the-complete-guide)

+[![komodor.com: The Ultimate Kubectl Cheat Sheet 🌟](){: style="width:7%"}](https://komodor.com/learn/the-ultimate-kubectl-cheat-sheet) [![konghq.com: Kong and Red Hat: Delivering Seamless Customer Experience](){: style="width:7%"}](https://konghq.com/blog/kong-and-red-hat-collaboration) [![konghq.com: Kong and Red Hat: Delivering Seamless Customer Experience](){: style="width:7%"}](https://konghq.com/blog/news/kong-and-red-hat-collaboration) [![Kong API Manager](){: style="width:7%"}](https://konghq.com/kong) [![Kong API Manager](){: style="width:7%"}](https://konghq.com/products/kong-gateway) [![konstruktoid.medium.com: Running a NGINX container using rootless Docker' with Ansible](){: style="width:7%"}](https://konstruktoid.medium.com/running-a-nginx-container-using-rootless-docker-with-ansible-a2bfcedd3b07) [![konveyor 🌟](){: style="width:7%"}](https://konveyor.io) [![kosyfrances.com: Using kubeadm to create a Kubernetes 1.20 cluster on VirtualBox with Ubuntu](){: style="width:7%"}](https://kosyfrances.com/kubernetes-cluster) [![kothiyal-anuj.medium.com: Serverless Diary: The Ultimate Guide to **Caching' in the Cloud**](){: style="width:7%"}](https://kothiyal-anuj.medium.com/serverless-diary-the-ultimate-guide-to-caching-in-the-cloud-249f6a06915f) [![kpatronas.medium.com: Docker swarm: High Availability](){: style="width:7%"}](https://kpatronas.medium.com/docker-swarm-high-availability-36ea7ee7f9e8) [![KPIs](){: style="width:7%"}](https://kpi.org/KPI-Basics)

+[![Krew](){: style="width:7%"}](https://krew.sigs.k8s.io) [![krisp](){: style="width:7%"}](https://krisp.ai) [![==kristhecodingunicorn.com: Setting Up OAuth 2.0 Authentication for Applications' in AKS With NGINX and OAuth2 Proxy== 🌟🌟](){: style="width:7%"}](https://kristhecodingunicorn.com/post/k8s_nginx_oauth) [![Krossboard](){: style="width:7%"}](https://krossboard.app) [![kruschecompany.com: What is a Kubernetes Operator and Where it Can be Used?](){: style="width:7%"}](https://kruschecompany.com/kubernetes-operator) [![kruschecompany.com: Prometheus Operator – Installing Prometheus Monitoring' Within The Kubernetes Environment](){: style="width:7%"}](https://kruschecompany.com/kubernetes-prometheus-operator) [![None](){: style="width:7%"}](https://kruschecompany.com/page-not-found) [![kruschecompany.com: What is a Kubernetes Operator and Where it Can be Used?](){: style="width:7%"}](https://kruschecompany.com/wp-content/uploads/2020/01/kubernetes-operator.jpg) [![kruyt.org: Migrate from Docker to Containerd in Kubernetes](){: style="width:7%"}](https://kruyt.org/migrate-docker-containerd-kubernetes) [![kruyt.org: Running a mailserver in Kubernetes](){: style="width:7%"}](https://kruyt.org/running-a-mailserver-in-kubernetes) [![==ksingh7.medium.com: Kubernetes Endpoint Object: Your Bridge to External' Services== 🌟🌟](){: style="width:7%"}](https://ksingh7.medium.com/kubernetes-endpoint-object-your-bridge-to-external-services-3fc48263b776)

+[![ksqlDB](){: style="width:7%"}](https://ksqldb.io) [![kstefanj.github.io: GC progress from JDK 8 to JDK 17](){: style="width:7%"}](https://kstefanj.github.io/2021/11/24/gc-progress-8-17.html) [![kube-green.dev](){: style="width:7%"}](https://kube-green.dev) [![kube.academy](){: style="width:7%"}](https://kube.academy) [![kube.academy/pro 🌟](){: style="width:7%"}](https://kube.academy/pro) [![kube.careers: Kubernetes jobs market trends for 2022 Q4](){: style="width:7%"}](https://kube.careers) [![kube.careers: Kubernetes jobs market trends for 2022 Q2](){: style="width:7%"}](https://kube.careers/kubernetes-trend-report-2022-q2) [![kube.careers: Kubernetes jobs market trends for 2022 Q3](){: style="width:7%"}](https://kube.careers/kubernetes-trend-report-2022-q3) [![kube.careers: Kubernetes jobs market trends for 2022 Q4](){: style="width:7%"}](https://kube.careers/kubernetes-trend-report-2022-q4) [![kube.careers: Kubernetes jobs market (Q2 2021)](){: style="width:7%"}](https://kube.careers/report-2021-q2) [![kube.careers: Kubernetes jobs market trends for 2021 (Q4)](){: style="width:7%"}](https://kube.careers/report-2021-q4)

+[![Kube Events](){: style="width:7%"}](https://kube.events) [![None](){: style="width:7%"}](https://kube.events/newsletter) [![Managing 100s of Kubernetes Clusters using Cluster API | KubeFM](){: style="width:7%"}](https://kube.fm/capi-100s-clusters-zain) [![None](){: style="width:7%"}](https://kube.today/learn-kubernetes-weekly) [![kubeapps.dev 🌟](){: style="width:7%"}](https://kubeapps.dev) [![kubearmor.io](){: style="width:7%"}](https://kubearmor.io) [![Kubebyexample.com - kubernetesbyexample.com 🌟🌟](){: style="width:7%"}](https://kubebyexample.com) [![kubebyexample.com: Migrating to Kubernetes with Open Source Tools (Konveyor, Tackle, KubeVirt, Forklift) 🌟](){: style="width:7%"}](https://kubebyexample.com/community/blog/migrating-to-kubernetes-with-open-source-tools) [![kubebyexample.com: Migrating to Kubernetes with Open Source Tools (Konveyor,' Tackle, KubeVirt, Forklift) 🌟](){: style="width:7%"}](https://kubebyexample.com/en/community/blog/migrating-to-kubernetes-with-open-source-tools) [![kubebyexample.com: Argo CD Overview 🌟](){: style="width:7%"}](https://kubebyexample.com/learning-paths/argo-cd/argo-cd-overview) [![kubedb.com](){: style="width:7%"}](https://kubedb.com)

+[![kubedex.com](){: style="width:7%"}](https://kubedex.com) [![kubedex.com: autoscaling 🌟](){: style="width:7%"}](https://kubedex.com/autoscaling) [![kubedex.com: Base images comparison](){: style="width:7%"}](https://kubedex.com/base-images) [![kubedex.com: Kubernetes Operating Systems 🌟](){: style="width:7%"}](https://kubedex.com/kubernetes-operating-systems) [![kubedex.com: Kubernetes On-Prem, OpenShift vs PKS vs Rancher](){: style="width:7%"}](https://kubedex.com/redhat-openshift-vs-pivotal-pks-vs-rancher) [![kubeip.com](){: style="width:7%"}](https://kubeip.com) [![kubeless.io](){: style="width:7%"}](https://kubeless.io) [![None](){: style="width:7%"}](https://kubelist.com) [![kubelist.com/podcast: The Kubelist Podcast](){: style="width:7%"}](https://kubelist.com/podcast) [![kubelog.de](){: style="width:7%"}](https://kubelog.de) [![KubeMQ.io: Kubernetes Native Message Queue Broker](){: style="width:7%"}](https://kubemq.io)

+[![kubemq.io: Kafka VS KubeMQ 🌟](){: style="width:7%"}](https://kubemq.io/kafka-vs-kubemq) [![Kubernautic](){: style="width:7%"}](https://kubernauts.sh) [![kubernetes-advocate.medium.com 🌟](){: style="width:7%"}](https://kubernetes-advocate.medium.com) [![kubernetes-advocate.medium.com: CI/CD with Dockers and Jenkins 🌟](){: style="width:7%"}](https://kubernetes-advocate.medium.com/ci-cd-with-dockers-and-jenkins-70b6f801f9f7) [![kubernetes-advocate.medium.com: Website Deployment to AWS with Ansible](){: style="width:7%"}](https://kubernetes-advocate.medium.com/how-to-deploy-a-website-to-aws-with-ansible-e878a63dd93) [![kubernetes-csi.github.io](){: style="width:7%"}](https://kubernetes-csi.github.io) [![kubernetes-on-aws.readthedocs.io](){: style="width:7%"}](https://kubernetes-on-aws.readthedocs.io) [![kubernetes-on-aws.readthedocs.io](){: style="width:7%"}](https://kubernetes-on-aws.readthedocs.io/en/latest) [![AWS Load Balancer Controller 🌟](){: style="width:7%"}](https://kubernetes-sigs.github.io/aws-load-balancer-controller) [![Setup External DNS](){: style="width:7%"}](https://kubernetes-sigs.github.io/aws-load-balancer-controller/v2.4/guide/integrations/external_dns) [![kubernetes.io](){: style="width:7%"}](https://kubernetes.io)

+[![kubernetes.io: container design patterns](){: style="width:7%"}](https://kubernetes.io/blog/2016/06/container-design-patterns) [![SIG Apps: build apps for and operate them in Kubernetes](){: style="width:7%"}](https://kubernetes.io/blog/2016/08/sig-apps-running-apps-in-kubernetes) [![kubernetes.io: Introducing kustomize; Template-free Configuration Customization for Kubernetes](){: style="width:7%"}](https://kubernetes.io/blog/2018/05/29/introducing-kustomize-template-free-configuration-customization-for-kubernetes) [![kubernetes.io: Out of the Clouds onto the Ground: How to Make Kubernetes Production Grade Anywhere](){: style="width:7%"}](https://kubernetes.io/blog/2018/08/03/out-of-the-clouds-onto-the-ground-how-to-make-kubernetes-production-grade-anywhere) [![kubernetes.io: WSL+Docker: Kubernetes on the Windows Desktop 🌟](){: style="width:7%"}](https://kubernetes.io/blog/2020/05/21/wsl-docker-kubernetes-on-the-windows-desktop) [![K8s KPIs with Kuberhealthy 🌟](){: style="width:7%"}](https://kubernetes.io/blog/2020/05/29/k8s-kpis-with-kuberhealthy) [![Introducing PodTopologySpread plugin](){: style="width:7%"}](https://kubernetes.io/blog/2020/05/introducing-podtopologyspread) [![Supporting the Evolving Ingress Specification in Kubernetes 1.18](){: style="width:7%"}](https://kubernetes.io/blog/2020/06/05/supporting-the-evolving-ingress-specification-in-kubernetes-1.18) [![kubernetes.io blog: Working with Terraform and Kubernetes](){: style="width:7%"}](https://kubernetes.io/blog/2020/06/working-with-terraform-and-kubernetes) [![kubernetes.io: Introducing Hierarchical Namespaces](){: style="width:7%"}](https://kubernetes.io/blog/2020/08/14/introducing-hierarchical-namespaces) [![kubernetes.io: Scaling Kubernetes Networking With EndpointSlices](){: style="width:7%"}](https://kubernetes.io/blog/2020/09/02/scaling-kubernetes-networking-with-endpointslices)

+[![kubernetes.io: Cloud native security for your clusters](){: style="width:7%"}](https://kubernetes.io/blog/2020/11/18/cloud-native-security-for-your-clusters) [![kubernetes.io: Don't Panic: Kubernetes and Docker](){: style="width:7%"}](https://kubernetes.io/blog/2020/12/02/dont-panic-kubernetes-and-docker) [![kubernetes.io: Kubernetes 1.20: Kubernetes Volume Snapshot Moves to GA](){: style="width:7%"}](https://kubernetes.io/blog/2020/12/10/kubernetes-1.20-volume-snapshot-moves-to-ga) [![kubernetes.io: PodSecurityPolicy Deprecation: Past, Present, and Future 🌟](){: style="width:7%"}](https://kubernetes.io/blog/2021/04/06/podsecuritypolicy-deprecation-past-present-and-future) [![kubernetes.io: Kubernetes 1.21: Power to the Community](){: style="width:7%"}](https://kubernetes.io/blog/2021/04/08/kubernetes-1-21-release-announcement) [![kubernetes.io: kubernetes 1.21: CronJob Reaches GA](){: style="width:7%"}](https://kubernetes.io/blog/2021/04/09/kubernetes-release-1.21-cronjob-ga) [![kubernetes.io: Introducing Suspended Jobs in Kubernetes 1.21](){: style="width:7%"}](https://kubernetes.io/blog/2021/04/12/introducing-suspended-jobs) [![kubernetes.io: Three Tenancy Models For Kubernetes](){: style="width:7%"}](https://kubernetes.io/blog/2021/04/15/three-tenancy-models-for-kubernetes) [![kubernetes.io: Annotating Kubernetes Services for Humans](){: style="width:7%"}](https://kubernetes.io/blog/2021/04/20/annotating-k8s-for-humans) [![kubernetes.io: Graceful Node Shutdown Goes Beta](){: style="width:7%"}](https://kubernetes.io/blog/2021/04/21/graceful-node-shutdown-beta) [![kubernetes.io: Evolving Kubernetes networking with the Gateway API](){: style="width:7%"}](https://kubernetes.io/blog/2021/04/22/evolving-kubernetes-networking-with-the-gateway-api)

+[![kubernetes.io: Kubernetes 1.21: Metrics Stability hits GA](){: style="width:7%"}](https://kubernetes.io/blog/2021/04/23/kubernetes-release-1.21-metrics-stability-ga) [![kubernetes.io: Writing a Controller for Pod Labels](){: style="width:7%"}](https://kubernetes.io/blog/2021/06/21/writing-a-controller-for-pod-labels) [![kubernetes.io: Kubernetes API and Feature Removals In 1.22: Here’s What You Need To Know](){: style="width:7%"}](https://kubernetes.io/blog/2021/07/14/upcoming-changes-in-kubernetes-1-22) [![kubernetes.io: Kubernetes Release Cadence Change: Here’s What You Need To Know](){: style="width:7%"}](https://kubernetes.io/blog/2021/07/20/new-kubernetes-release-cadence) [![kubernetes.io: Kubernetes 1.22: Reaching New Peaks](){: style="width:7%"}](https://kubernetes.io/blog/2021/08/04/kubernetes-1-22-release-announcement) [![kubernetes.io: Kubernetes Memory Manager moves to beta](){: style="width:7%"}](https://kubernetes.io/blog/2021/08/11/kubernetes-1-22-feature-memory-manager-moves-to-beta) [![kubernetes.io: Alpha in Kubernetes v1.22: API Server Tracing](){: style="width:7%"}](https://kubernetes.io/blog/2021/09/03/api-server-tracing) [![kubernetes.io: Introducing ClusterClass and Managed Topologies in Cluster API](){: style="width:7%"}](https://kubernetes.io/blog/2021/10/08/capi-clusterclass-and-managed-topologies) [![kubernetes.io: Use KPNG to Write Specialized kube-proxiers](){: style="width:7%"}](https://kubernetes.io/blog/2021/10/18/use-kpng-to-write-specialized-kube-proxiers) [![kubernetes.io: Dockershim removal is coming. Are you ready?](){: style="width:7%"}](https://kubernetes.io/blog/2021/11/12/are-you-ready-for-dockershim-removal) [![kubernetes.io: Kubernetes 1.23: The Next Frontier](){: style="width:7%"}](https://kubernetes.io/blog/2021/12/07/kubernetes-1-23-release-announcement)

+[![kubernetes.io: What's new in Security Profiles Operator v0.4.0](){: style="width:7%"}](https://kubernetes.io/blog/2021/12/17/security-profiles-operator) [![kubernetes.io: Using Admission Controllers to Detect Container Drift at Runtime](){: style="width:7%"}](https://kubernetes.io/blog/2021/12/21/admission-controllers-for-container-drift) [![kubernetes.io: Kubernetes-in-Kubernetes and the WEDOS PXE bootable server farm](){: style="width:7%"}](https://kubernetes.io/blog/2021/12/22/kubernetes-in-kubernetes-and-pxe-bootable-server-farm) [![kubernetes.io: Kubernetes is Moving on From Dockershim: Commitments and Next Steps](){: style="width:7%"}](https://kubernetes.io/blog/2022/01/07/kubernetes-is-moving-on-from-dockershim) [![kubernetes.io: Updated: Dockershim Removal FAQ](){: style="width:7%"}](https://kubernetes.io/blog/2022/02/17/dockershim-faq) [![kubernetes.io: Kubernetes Removals and Major Changes In 1.25](){: style="width:7%"}](https://kubernetes.io/blog/2022/08/04/upcoming-changes-in-kubernetes-1-25) [![kubernetes.io: Kubernetes v1.25: Combiner](){: style="width:7%"}](https://kubernetes.io/blog/2022/08/23/kubernetes-v1-25-release) [![kubernetes.io: PodSecurityPolicy: The Historical Context 🌟](){: style="width:7%"}](https://kubernetes.io/blog/2022/08/23/podsecuritypolicy-the-historical-context) [![kubernetes.io: Announcing the Auto-refreshing Official Kubernetes CVE Feed](){: style="width:7%"}](https://kubernetes.io/blog/2022/09/12/k8s-cve-feed-alpha) [![kubernetes.io: registry.k8s.io: faster, cheaper and Generally Available (GA)](){: style="width:7%"}](https://kubernetes.io/blog/2022/11/28/registry-k8s-io-faster-cheaper-ga) [![kubernetes.io: Kubernetes 1.26: Non-Graceful Node Shutdown Moves to Beta](){: style="width:7%"}](https://kubernetes.io/blog/2022/12/16/kubernetes-1-26-non-graceful-node-shutdown-beta)

+[![kubernetes.io: Kubernetes 1.26: Support for Passing Pod fsGroup to CSI Drivers At Mount Time](){: style="width:7%"}](https://kubernetes.io/blog/2022/12/23/kubernetes-12-06-fsgroup-on-mount) [![kubernetes.io: Kubernetes 1.26: Pod Scheduling Readiness](){: style="width:7%"}](https://kubernetes.io/blog/2022/12/26/pod-scheduling-readiness-alpha) [![kubernetes.io: Kubernetes v1.26: CPUManager goes GA](){: style="width:7%"}](https://kubernetes.io/blog/2022/12/27/cpumanager-ga) [![kubernetes.io: Kubernetes 1.26: Job Tracking, to Support Massively Parallel Batch Workloads, Is Generally Available](){: style="width:7%"}](https://kubernetes.io/blog/2022/12/29/scalable-job-tracking-ga) [![kubernetes.io: Kubernetes v1.26: Advancements in Kubernetes Traffic Engineering](){: style="width:7%"}](https://kubernetes.io/blog/2022/12/30/advancements-in-kubernetes-traffic-engineering) [![kubernetes.io: Protect Your Mission-Critical Pods From Eviction With PriorityClass](){: style="width:7%"}](https://kubernetes.io/blog/2023/01/12/protect-mission-critical-pods-priorityclass) [![kubernetes.io: Kubernetes v1.27: Chill Vibes](){: style="width:7%"}](https://kubernetes.io/blog/2023/04/11/kubernetes-v1-27-release) [![kubernetes.io: Kubernetes 1.27: In-place Resource Resize for Kubernetes Pods (alpha)](){: style="width:7%"}](https://kubernetes.io/blog/2023/05/12/in-place-pod-resize-alpha) [![NFTables mode for kube-proxy in Kubernetes](){: style="width:7%"}](https://kubernetes.io/blog/2025/02/28/nftables-kube-proxy) [![Kubernetes v1.36: New Metric for Route Sync in the Cloud Controller Manager](){: style="width:7%"}](https://kubernetes.io/blog/2026/05/15/ccm-new-metric-route-sync-total) [![Kubernetes v1.36: Mixed Version Proxy Graduates to Beta](){: style="width:7%"}](https://kubernetes.io/blog/2026/05/15/kubernetes-1-36-feature-mixed-version-proxy-beta)

+[![Announcing etcd 3.7.0-beta.0 | Kubernetes](){: style="width:7%"}](https://kubernetes.io/blog/2026/05/20/etcd-370-beta) [![Reconciling the Past: Correcting Records for Unfixed Kubernetes CVEs](){: style="width:7%"}](https://kubernetes.io/blog/2026/05/26/reconciling-unfixed-kubernetes-cves) [![Kubernetes Networking](){: style="width:7%"}](https://kubernetes.io/docs/concepts/cluster-administration/networking) [![Affinity and anti-affinity](){: style="width:7%"}](https://kubernetes.io/docs/concepts/configuration/assign-pod-node) [![Custom Resources](){: style="width:7%"}](https://kubernetes.io/docs/concepts/extend-kubernetes/api-extension/custom-resources) [![Kubernetes.io: Network Plugins](){: style="width:7%"}](https://kubernetes.io/docs/concepts/extend-kubernetes/compute-storage-net/network-plugins) [![Kubernetes.io: Operator pattern](){: style="width:7%"}](https://kubernetes.io/docs/concepts/extend-kubernetes/operator) [![kubernetes.io Policy Limit Ranges](){: style="width:7%"}](https://kubernetes.io/docs/concepts/policy/limit-range) [![Pod Security Policy (SCC in OpenShift) 🌟](){: style="width:7%"}](https://kubernetes.io/docs/concepts/policy/pod-security-policy) [![Affinity and anti-affinity](){: style="width:7%"}](https://kubernetes.io/docs/concepts/scheduling-eviction/assign-pod-node) [![Pod Topology Spread Constraints](){: style="width:7%"}](https://kubernetes.io/docs/concepts/scheduling-eviction/topology-spread-constraints)

+[![kubernetes.io: Overview of Cloud Native Security 🌟🌟](){: style="width:7%"}](https://kubernetes.io/docs/concepts/security) [![kubernetes.io: Multi-tenancy 🌟🌟🌟](){: style="width:7%"}](https://kubernetes.io/docs/concepts/security/multi-tenancy) [![==kubernetes.io: Overview of Cloud Native Security==](){: style="width:7%"}](https://kubernetes.io/docs/concepts/security/overview) [![Pod Security Policy (SCC in OpenShift) 🌟](){: style="width:7%"}](https://kubernetes.io/docs/concepts/security/pod-security-policy) [![kubernetes.io: Security Checklist 🌟🌟](){: style="width:7%"}](https://kubernetes.io/docs/concepts/security/security-checklist) [![Ingress Controller](){: style="width:7%"}](https://kubernetes.io/docs/concepts/services-networking/ingress-controllers) [![None](){: style="width:7%"}](https://kubernetes.io/docs/concepts/services-networking/service) [![HPA: Horizontal Pod Autoscaler](){: style="width:7%"}](https://kubernetes.io/docs/concepts/workloads/autoscaling/horizontal-pod-autoscale) [![Pod Topology Spread Constraints](){: style="width:7%"}](https://kubernetes.io/docs/concepts/workloads/pods/pod-topology-spread-constraints) [![kubernetes.io: Diagram Guide - Mermaid JavaScript library 🌟](){: style="width:7%"}](https://kubernetes.io/docs/contribute/style/diagram-guide) [![kubernetes.io: Authenticating](){: style="width:7%"}](https://kubernetes.io/docs/reference/access-authn-authz/authentication)

+[![kubernetes.io: Official CVE Feed 🌟](){: style="width:7%"}](https://kubernetes.io/docs/reference/issues-security/official-cve-feed) [![kubernetes.io 🌟](){: style="width:7%"}](https://kubernetes.io/docs/reference/kubectl/cheatsheet) [![kubernetes.io 🌟](){: style="width:7%"}](https://kubernetes.io/docs/reference/kubectl/quick-reference) [![kubernetes.io: Kubernetes API](){: style="width:7%"}](https://kubernetes.io/docs/reference/kubernetes-api) [![Kubernetes Scheduling](){: style="width:7%"}](https://kubernetes.io/docs/reference/scheduling) [![None](){: style="width:7%"}](https://kubernetes.io/docs/reference/scheduling/config) [![Scheduling Profiles](){: style="width:7%"}](https://kubernetes.io/docs/reference/scheduling/profiles) [![Kubernetes.io: Container runtimes](){: style="width:7%"}](https://kubernetes.io/docs/setup/production-environment/container-runtimes) [![kubernetes.io: Accesing Clusters](){: style="width:7%"}](https://kubernetes.io/docs/tasks/access-application-cluster/access-cluster) [![kubernetes.io: Access Clusters Using the Kubernetes API](){: style="width:7%"}](https://kubernetes.io/docs/tasks/administer-cluster/access-cluster-api) [![kubernetes.io: Operating etcd clusters for Kubernetes](){: style="width:7%"}](https://kubernetes.io/docs/tasks/administer-cluster/configure-upgrade-etcd)

+[![kubernetes.io: Encrypting Secret Data at Rest 🌟](){: style="width:7%"}](https://kubernetes.io/docs/tasks/administer-cluster/encrypt-data) [![kubernetes.io: configure-pod-container / Use a User Namespace With a Pod](){: style="width:7%"}](https://kubernetes.io/docs/tasks/configure-pod-container/user-namespaces) [![Extend kubectl with plugins](){: style="width:7%"}](https://kubernetes.io/docs/tasks/extend-kubectl/kubectl-plugins) [![Declarative Management of Kubernetes Objects Using Kustomize](){: style="width:7%"}](https://kubernetes.io/docs/tasks/manage-kubernetes-objects/kustomization) [![HPA: Horizontal Pod Autoscaler](){: style="width:7%"}](https://kubernetes.io/docs/tasks/run-application/horizontal-pod-autoscale) [![kubernetes.io: Kubernetes Tutorials](){: style="width:7%"}](https://kubernetes.io/docs/tutorials) [![kubernetes.slack.com](){: style="width:7%"}](https://kubernetes.slack.com) [![None](){: style="width:7%"}](https://kubernetesbyexample.com) [![kubernetespodcast.com](){: style="width:7%"}](https://kubernetespodcast.com) [![kubernetespodcast.com: Podman, with Daniel Walsh and Brent Baude](){: style="width:7%"}](https://kubernetespodcast.com/episode/164-podman) [![Kubernetes README: kubernetesreadme.com](){: style="width:7%"}](https://kubernetesreadme.com)

+[![kubernetestutorials.com: Install and Deploy Kubernetes on CentOs 7](){: style="width:7%"}](https://kubernetestutorials.com/install-and-deploy-kubernetes-on-centos-7) [![kubernetestutorials.com: Kubernetes : Introduction to YAML 🌟](){: style="width:7%"}](https://kubernetestutorials.com/kubernetes-tutorials/kubernetes-introduction-to-yaml) [![==kubeshark.co==](){: style="width:7%"}](https://kubeshark.co) [![kubeshop.github.io/monokle](){: style="width:7%"}](https://kubeshop.github.io/monokle) [![Kubeshop 🌟](){: style="width:7%"}](https://kubeshop.io) [![kubesphere.io](){: style="width:7%"}](https://kubesphere.io) [![kubesphere.io: Install Kubernetes 1.22 and containerd the Easy Way with kubekey](){: style="width:7%"}](https://kubesphere.io/blogs/install-kubernetes-containerd) [![kubesphere.io: Kubernetes High Availability Essential Practices Simply Explained](){: style="width:7%"}](https://kubesphere.io/blogs/k8s-ha-practices) [![KubeEye: An Automatic Diagnostic Tool that Provides a Holistic View of Your' Kubernetes Cluster 🌟](){: style="width:7%"}](https://kubesphere.io/blogs/kubeeye-automatic-cluster-diagnostic-tool) [![kubesphere.io: Scaling a Kubernetes Cluster: One of the Best Practices for Using KubeKey](){: style="width:7%"}](https://kubesphere.io/blogs/scale-kubernetes-cluster-using-kubekey) [![kubestone.io](){: style="width:7%"}](https://kubestone.io)

+[![kubestr.io](){: style="width:7%"}](https://kubestr.io) [![kubetools.io: KoPylot: An AI-Powered Kubernetes Assistant for DevOps & Developers](){: style="width:7%"}](https://kubetools.io/kopylot-an-ai-powered-kubernetes-assistant-for-devops-developers) [![kubetools.io: Kubeshark – API Traffic Analyzer for Kubernetes](){: style="width:7%"}](https://kubetools.io/mastering-kubernetes-debugging-and-troubleshooting-with-kubeshark-real-time-visibility-query-language-service-map-and-integrations) [![kubetools.io: Why K9s Should Be Your Go-To Tool for Kubernetes Management](){: style="width:7%"}](https://kubetools.io/why-k9s-should-be-your-go-to-tool-for-kubernetes-management) [![kubevela.io 🌟](){: style="width:7%"}](https://kubevela.io) [![kubevious: application centric Kubernetes UI 🌟](){: style="width:7%"}](https://kubevious.io) [![Kubevious SaaS Beta is Live!](){: style="width:7%"}](https://kubevious.io/blog/post/kubevious-saas-beta-launch) [![kubevious.io: Top Kubernetes YAML Validation Tools](){: style="width:7%"}](https://kubevious.io/blog/post/top-kubernetes-yaml-validation-tools) [![==kubevious.io: Built-in Validators==](){: style="width:7%"}](https://kubevious.io/docs/built-in-validators) [![kubevirt.io 🌟](){: style="width:7%"}](https://kubevirt.io) [![kubezilla.com: Kubetools – Curated List of Kubernetes Tools](){: style="width:7%"}](https://kubezilla.com/tools)

+[![kuderko.medium.com: Fixing bad CPU usage distribution in Kubernetes 🌟](){: style="width:7%"}](https://kuderko.medium.com/fixing-bad-cpu-usage-distribution-in-kubernetes-e1e43ed87cd6) [![KUDO: The Kubernetes Universal Declarative Operator 🌟](){: style="width:7%"}](https://kudo.dev) [![kui.tools 🌟](){: style="width:7%"}](https://kui.tools) [![kumomind.medium.com: Should I consider the GitOps methodology?](){: style="width:7%"}](https://kumomind.medium.com/should-i-consider-the-gitops-methodology-f49e042b8c22) [![kurl.sh](){: style="width:7%"}](https://kurl.sh) [![kustomize.io 🌟](){: style="width:7%"}](https://kustomize.io) [![kustomizer](){: style="width:7%"}](https://kustomizer.dev) [![**KUbernetes Test TooL (kuttl)** 🌟](){: style="width:7%"}](https://kuttl.dev) [![kvs-vishnu23.medium.com: Is AWS CDK better than Terraform?](){: style="width:7%"}](https://kvs-vishnu23.medium.com/is-aws-cdk-better-than-terraform-85194e7a42cd) [![kymidd.medium.com: Let’s Do DevOps: EKS K8s & Python Fuzzy Staging with' AWS Secrets Manager, K8s Init disk, Secrets Injection](){: style="width:7%"}](https://kymidd.medium.com/lets-do-devops-eks-k8s-python-fuzzy-staging-with-aws-secrets-manager-k8s-init-disk-secrets-b0d8022f3a5d) [![kyverno.io 🌟](){: style="width:7%"}](https://kyverno.io)

+[![kyverno.io: Auto-Gen Rules for Pod Controllers](){: style="width:7%"}](https://kyverno.io/docs/writing-policies/autogen) [![kyverno.io: Generating resources into existing namespaces](){: style="width:7%"}](https://kyverno.io/docs/writing-policies/generate) [![kyverno.io: Mutating Resources](){: style="width:7%"}](https://kyverno.io/docs/writing-policies/mutate) [![kyverno.io/policies 🌟](){: style="width:7%"}](https://kyverno.io/policies) [![kyverno.io: Check deprecated APIs 🌟](){: style="width:7%"}](https://kyverno.io/policies/best-practices/check_deprecated_apis) [![kyverno.io: Implementing your best practices is simple with kyverno](){: style="width:7%"}](https://kyverno.io/policies/best-practices/require_probes/require_probes) [![==kyverno.io: Restrict Image Registries==](){: style="width:7%"}](https://kyverno.io/policies/best-practices/restrict_image_registries/restrict_image_registries) [![kyverno.io: Add Pod Proxies](){: style="width:7%"}](https://kyverno.io/policies/other/add-pod-proxies) [![kyverno.io: Require PodDisruptionBudget](){: style="width:7%"}](https://kyverno.io/policies/other/require_pdb) [![==lab.github.com== 🌟](){: style="width:7%"}](https://lab.github.com) [![lab.texthtml.net: Gitlab Merge Bot](){: style="width:7%"}](https://lab.texthtml.net/gitlab/merge-bot)

+[![labs.bishopfox.com: Bad Pods: Kubernetes Pod Privilege Escalation 🌟](){: style="width:7%"}](https://labs.bishopfox.com/tech-blog/bad-pods-kubernetes-pod-privilege-escalation) [![ansible.github.io/workshops/demos : Red Hat Ansible Automation Platform Workshops](){: style="width:7%"}](https://labs.demoredhat.com/demos) [![Project Genie - Google Labs](){: style="width:7%"}](https://labs.google/fx/projectgenie) [![Little Language Lessons - Google Labs](){: style="width:7%"}](https://labs.google/lll/en) [![Experiments on the Future of AI-driven Science | Google Labs](){: style="width:7%"}](https://labs.google/science) [![VMware hands-on Labs 🌟](){: style="width:7%"}](https://labs.hol.vmware.com) [![VMware hands-on Labs 🌟](){: style="width:7%"}](https://labs.hol.vmware.com/HOL) [![labs.iximiuz.com: How to work with container images using ctr](){: style="width:7%"}](https://labs.iximiuz.com/courses/containerd-cli/ctr/image-management) [![Controlling Process Resources with Linux Control Groups (cgroups)](){: style="width:7%"}](https://labs.iximiuz.com/tutorials/controlling-process-resources-with-cgroups) [![Kubernetes Kpt in The Wild: What it is and how to use it 🌟](){: style="width:7%"}](https://labs.meanpug.com/kubernetes-kpt-in-the-wild) [![labs.mwrinfosecurity.com: Attacking Kubernetes through Kubelet](){: style="width:7%"}](https://labs.mwrinfosecurity.com/blog/attacking-kubernetes-through-kubelet)

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+[![Hub-Spoke Network Topology in Azure - Azure Architecture Center](){: style="width:7%"}](https://learn.microsoft.com/en-us/azure/architecture/networking/architecture/hub-spoke) [![None](){: style="width:7%"}](https://learn.microsoft.com/en-us/azure/architecture/patterns) [![docs.microsoft.com: Microservices architecture on Azure Kubernetes Service (AKS) 🌟](){: style="width:7%"}](https://learn.microsoft.com/en-us/azure/architecture/reference-architectures/containers/aks-microservices/aks-microservices) [![learn.microsoft.com: Mission-critical baseline architecture on Azure](){: style="width:7%"}](https://learn.microsoft.com/en-us/azure/architecture/reference-architectures/containers/aks-mission-critical/mission-critical-intro) [![docs.microsoft.com: Baseline architecture for an Azure Kubernetes Service (AKS) cluster 🌟](){: style="width:7%"}](https://learn.microsoft.com/en-us/azure/architecture/reference-architectures/containers/aks/baseline-aks) [![learn.microsoft.com: DevTest and DevOps for microservice solutions](){: style="width:7%"}](https://learn.microsoft.com/en-us/azure/architecture/solution-ideas/articles/dev-test-microservice) [![learn.microsoft.com: Deploy AKS and API Management with mTLS](){: style="width:7%"}](https://learn.microsoft.com/en-us/azure/architecture/solution-ideas/articles/mutual-tls-deploy-aks-api-management) [![Enterprise Web App Patterns - Azure Architecture Center](){: style="width:7%"}](https://learn.microsoft.com/en-us/azure/architecture/web-apps/guides/enterprise-app-patterns/overview) [![docs.microsoft.com: Configurations and GitOps with Azure Arc enabled Kubernetes](){: style="width:7%"}](https://learn.microsoft.com/en-us/azure/azure-arc/kubernetes/conceptual-gitops-flux2) [![None](){: style="width:7%"}](https://learn.microsoft.com/en-us/azure/azure-arc/kubernetes/conceptual-gitops-flux2-ci-cd) [![None](){: style="width:7%"}](https://learn.microsoft.com/en-us/azure/azure-functions/durable/durable-functions-configure-durable-functions-with-credentials)

+[![learn.microsoft.com: Azure subscription and service limits, quotas, and constraints](){: style="width:7%"}](https://learn.microsoft.com/en-us/azure/azure-resource-manager/management/azure-subscription-service-limits) [![None](){: style="width:7%"}](https://learn.microsoft.com/en-us/azure/azure-resource-manager/templates/template-specs) [![None](){: style="width:7%"}](https://learn.microsoft.com/en-us/azure/chaos-studio/chaos-studio-overview) [![Monitor your Azure cloud estate - Cloud Adoption Framework](){: style="width:7%"}](https://learn.microsoft.com/en-us/azure/cloud-adoption-framework/manage/monitor) [![learn.microsoft.com: What is the Microsoft Cloud Adoption Framework for Azure?](){: style="width:7%"}](https://learn.microsoft.com/en-us/azure/cloud-adoption-framework/overview) [![Transitioning an Existing Azure Environment to the Azure Landing Zone Reference Architecture](){: style="width:7%"}](https://learn.microsoft.com/en-us/azure/cloud-adoption-framework/ready/enterprise-scale/transition) [![learn.microsoft.com: AKS landing zone accelerator](){: style="width:7%"}](https://learn.microsoft.com/en-us/azure/cloud-adoption-framework/scenarios/app-platform/aks/landing-zone-accelerator) [![docs.microsoft.com: Deploy Spring microservices to Azure](){: style="width:7%"}](https://learn.microsoft.com/en-us/azure/container-apps) [![https://learn.microsoft.com: View Kubernetes costs (AKS)](){: style="width:7%"}](https://learn.microsoft.com/en-us/azure/cost-management-billing/costs/view-kubernetes-costs) [![docs.microsoft.com: Introduction to Azure Defender for container registries](){: style="width:7%"}](https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-container-registries-introduction) [![learn.microsoft.com: Discover misconfigurations in Infrastructure as Code (IaC)](){: style="width:7%"}](https://learn.microsoft.com/en-us/azure/defender-for-cloud/iac-vulnerabilities)

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+[![docs.microsoft.com: Run scripts in your Linux VM by using action Run Commands](){: style="width:7%"}](https://learn.microsoft.com/en-us/azure/virtual-machines/linux/run-command) [![None](){: style="width:7%"}](https://learn.microsoft.com/en-us/azure/virtual-network-manager/concept-connectivity-configuration) [![Create an Azure Active Directory tenant for P2S OpenVPN protocol connections](){: style="width:7%"}](https://learn.microsoft.com/en-us/azure/vpn-gateway/openvpn-azure-ad-tenant) [![learn.microsoft.com: Azure Well-Architected Framework](){: style="width:7%"}](https://learn.microsoft.com/en-us/azure/well-architected) [![learn.microsoft.com: Mission-critical workloads](){: style="width:7%"}](https://learn.microsoft.com/en-us/azure/well-architected/mission-critical/mission-critical-overview) [![learn.microsoft.com: Azure Well-Architected Framework perspective on Azure App Service (Web Apps)](){: style="width:7%"}](https://learn.microsoft.com/en-us/azure/well-architected/service-guides/app-service-web-apps) [![Architecture Best Practices for Azure Kubernetes Service (AKS)](){: style="width:7%"}](https://learn.microsoft.com/en-us/azure/well-architected/service-guides/azure-kubernetes-service) [![learn.microsoft.com: Azure Well-Architected Framework perspective on Azure Machine Learning](){: style="width:7%"}](https://learn.microsoft.com/en-us/azure/well-architected/service-guides/azure-machine-learning) [![None](){: style="width:7%"}](https://learn.microsoft.com/en-us/cli/azure/microsoft-graph-migration?view=azure-cli-latest&tabs=powershell) [![learn.microsoft.com: Practice Assessments for Microsoft Certifications](){: style="width:7%"}](https://learn.microsoft.com/en-us/credentials/certifications/practice-assessments-for-microsoft-certifications) [![How We Use Git at Microsoft](){: style="width:7%"}](https://learn.microsoft.com/en-us/devops/develop/git/what-is-git)

+[![docs.microsoft.com: .NET Microservices: Architecture for Containerized .NET Applications](){: style="width:7%"}](https://learn.microsoft.com/en-us/dotnet/architecture/microservices) [![None](){: style="width:7%"}](https://learn.microsoft.com/en-us/en-us/azure/active-directory/fundamentals/multi-tenant-user-management-scenarios) [![None](){: style="width:7%"}](https://learn.microsoft.com/en-us/en-us/azure/azure-arc/overview) [![None](){: style="width:7%"}](https://learn.microsoft.com/en-us/en-us/azure/site-recovery/azure-to-azure-how-to-enable-policy) [![None](){: style="width:7%"}](https://learn.microsoft.com/en-us/en-us/azure/virtual-machines/windows/run-command) [![learn.microsoft.com: Multi-tenant user management introduction](){: style="width:7%"}](https://learn.microsoft.com/en-us/entra/architecture/multi-tenant-user-management-introduction) [![None](){: style="width:7%"}](https://learn.microsoft.com/en-us/entra/external-id/cross-tenant-access-overview) [![Configure Microsoft Entra for Increased Security](){: style="width:7%"}](https://learn.microsoft.com/en-us/entra/fundamentals/configure-security) [![None](){: style="width:7%"}](https://learn.microsoft.com/en-us/entra/identity-platform/howto-create-service-principal-portal) [![learn.microsoft.com: Conditional Access templates](){: style="width:7%"}](https://learn.microsoft.com/en-us/entra/identity/conditional-access/concept-conditional-access-policy-common) [![learn.microsoft.com: Conditional Access architecture and personas](){: style="width:7%"}](https://learn.microsoft.com/en-us/entra/identity/conditional-access/plan-conditional-access)

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+[![Azure Quickstart Templates 🌟](){: style="width:7%"}](https://learn.microsoft.com/en-us/samples/browse/?expanded=azure&products=azure-resource-manager) [![channel9.msdn.com: Troubleshoot AKS cluster issues with AKS Diagnostics and AKS Periscope](){: style="width:7%"}](https://learn.microsoft.com/en-us/shows/azure-friday/troubleshoot-aks-cluster-issues-with-aks-diagnostics-and-aks-periscope) [![docs.microsoft.com: Machine Learning Experimentation in VS Code with DVC Extension](){: style="width:7%"}](https://learn.microsoft.com/en-us/shows/vs-code-livestreams/machine-learning-experimentation-in-vs-code-with-dvc-extension) [![learn.microsoft.com: Browse all courses, learning paths, and modules 🌟🌟🌟](){: style="width:7%"}](https://learn.microsoft.com/en-us/training/browse/?resource_type=course&products=azure) [![docs.microsoft.com: Build and deploy applications to Azure by using GitHub Actions 🌟](){: style="width:7%"}](https://learn.microsoft.com/en-us/training/modules/github-actions-cd) [![None](){: style="width:7%"}](https://learn.microsoft.com/en-us/training/paths/build-javascript-applications-typescript) [![Developing in Agentic AI Systems Part 1 of 2 - Training | Microsoft Learn](){: style="width:7%"}](https://learn.microsoft.com/en-us/training/paths/gh-developing-agentic-systems-1) [![learn.microsoft.com: AZ-204: Implement Azure Functions 🌟](){: style="width:7%"}](https://learn.microsoft.com/en-us/training/paths/implement-azure-functions) [![learn.microsoft.com: Introduction to Kubernetes on Azure](){: style="width:7%"}](https://learn.microsoft.com/en-us/training/paths/intro-to-kubernetes-on-azure) [![A multi-step tutorial that covers the basics of working with Docker with Visual Studio Code and deploy on Azure](){: style="width:7%"}](https://learn.microsoft.com/en-us/visualstudio/docker/tutorials/docker-tutorial) [![docs.microsoft.com: WSL - Windows Subsystem for Linux](){: style="width:7%"}](https://learn.microsoft.com/en-us/windows/wsl)

+[![Azure Landing Zone - Microsoft Cloud Adoption Framework](){: style="width:7%"}](https://learn.microsoft.com/nb-no/azure/cloud-adoption-framework/ready/landing-zone) [![learn.microsoft.com: Delegate Azure role assignment management to others with conditions](){: style="width:7%"}](https://learn.microsoft.com/nb-no/azure/role-based-access-control/delegate-role-assignments-portal) [![learn.microsoft.com/nb-no: Delegate Azure role assignment management to others with conditions](){: style="width:7%"}](https://learn.microsoft.com/nb-no/azure/role-based-access-control/delegate-role-assignments-portal?tabs=template) [![learn.openshift.com](){: style="width:7%"}](https://learn.openshift.com) [![learn.openshift.com: GitOps introduction](){: style="width:7%"}](https://learn.openshift.com/introduction/gitops-introduction) [![learn.openshift.com/middleware/pipelines](){: style="width:7%"}](https://learn.openshift.com/middleware/pipelines) [![OpenShift 4.4](){: style="width:7%"}](https://learn.openshift.com/playgrounds/openshift44) [![Getting started with Kubernetes](){: style="width:7%"}](https://learn.pluralsight.com/programs/2019/free-course/template4) [![ketch: Getting Started](){: style="width:7%"}](https://learn.theketch.io/docs/getting-started) [![learncloudnative.com: Attach multiple VirtualServices to Istio Gateway](){: style="width:7%"}](https://learncloudnative.com/blog/2020-11-23-multiple-vs-gateway) [![learncloudnative.com: Kubernetes CLI (kubectl) tips you didn't know about](){: style="width:7%"}](https://learncloudnative.com/blog/2022-05-10-kubectl-tips)

+[![learndevops.substack.com: Hitting prometheus API with curl and jq 🌟](){: style="width:7%"}](https://learndevops.substack.com/p/hitting-prometheus-api-with-curl) [![learngitbranching.js.org: Learn Git Branching 🌟](){: style="width:7%"}](https://learngitbranching.js.org) [![learning-devops-tools-with-nandita.blogspot.com: Overview of Ansible and Ansible Playbooks](){: style="width:7%"}](https://learning-devops-tools-with-nandita.blogspot.com/2022/08/overview-of-ansible-and-ansible.html) [![learning.postman.com: Simulate user traffic to test your API performance](){: style="width:7%"}](https://learning.postman.com/docs/collections/performance-testing/testing-api-performance) [![learningdaily.dev: Software architecture diagramming and patterns](){: style="width:7%"}](https://learningdaily.dev/software-architecture-diagramming-and-patterns-7d38999e7a12) [![Allocatable memory and CPU in Kubernetes Nodes 🌟](){: style="width:7%"}](https://learnk8s.io/allocatable-resources) [![==learnk8s.io/authentication-kubernetes: User and workload identities in' Kubernetes== 🌟🌟🌟](){: style="width:7%"}](https://learnk8s.io/authentication-kubernetes) [![learnk8s.io/blog](){: style="width:7%"}](https://learnk8s.io/blog) [![learnk8s.io: 3 simple tricks for smaller Docker images 🌟](){: style="width:7%"}](https://learnk8s.io/blog/smaller-docker-images) [![learnk8s.io: Provisioning cloud resources (AWS, GCP, Azure) in Kubernetes](){: style="width:7%"}](https://learnk8s.io/cloud-resources-kubernetes) [![learnk8s.io: How etcd works with and without Kubernetes](){: style="width:7%"}](https://learnk8s.io/etcd-kubernetes)

+[![learnk8s.io/first-steps](){: style="width:7%"}](https://learnk8s.io/first-steps) [![==learnk8s.io: Graceful shutdown and zero downtime deployments in Kubernetes==](){: style="width:7%"}](https://learnk8s.io/graceful-shutdown) [![learnk8s.io: Architecting Kubernetes clusters β€” how many should you have?](){: style="width:7%"}](https://learnk8s.io/how-many-clusters) [![==learnk8s.io/kafka-ha-kubernetes: Designing and testing a highly available' Kafka cluster on Kubernetes== 🌟](){: style="width:7%"}](https://learnk8s.io/kafka-ha-kubernetes) [![learnk8s.io: Architecting Kubernetes clusters β€” choosing the best autoscaling' strategy 🌟](){: style="width:7%"}](https://learnk8s.io/kubernetes-autoscaling-strategies) [![Implementing a custom Kubernetes authentication method](){: style="width:7%"}](https://learnk8s.io/kubernetes-custom-authentication) [![learnk8s.io: Kubernetes Instance Calculator 🌟🌟](){: style="width:7%"}](https://learnk8s.io/kubernetes-instance-calculator) [![==Service meshes to the rescue: Load balancing and scaling long-lived connections' in Kubernetes==](){: style="width:7%"}](https://learnk8s.io/kubernetes-long-lived-connections) [![==learnk8s.io: Tracing the path of network traffic in Kubernetes== 🌟](){: style="width:7%"}](https://learnk8s.io/kubernetes-network-packets) [![learnk8s.io: Architecting Kubernetes clusters β€” choosing a worker node size](){: style="width:7%"}](https://learnk8s.io/kubernetes-node-size) [![Enforcing policies and governance for Kubernetes workloads](){: style="width:7%"}](https://learnk8s.io/kubernetes-policies)

+[![==learnk8s.io: How do you rollback deployments in Kubernetes?== 🌟](){: style="width:7%"}](https://learnk8s.io/kubernetes-rollbacks) [![learnk8s.io/kubernetes-terraform: Creating Kubernetes clusters with Terraform](){: style="width:7%"}](https://learnk8s.io/kubernetes-terraform) [![learnk8s.io: Kubernetes wallpapers](){: style="width:7%"}](https://learnk8s.io/kubernetes-wallpapers) [![learnk8s.io/learn-kubernetes-weekly 🌟](){: style="width:7%"}](https://learnk8s.io/learn-kubernetes-weekly) [![learnk8s.io: Authentication between microservices using Kubernetes identities' 🌟](){: style="width:7%"}](https://learnk8s.io/microservices-authentication-kubernetes) [![learnk8s.io/news](){: style="width:7%"}](https://learnk8s.io/news) [![==learnk8s.io: Kubernetes production best practices==](){: style="width:7%"}](https://learnk8s.io/production-best-practices) [![==learnk8s.io: Limiting access to Kubernetes resources with RBAC== 🌟🌟🌟](){: style="width:7%"}](https://learnk8s.io/rbac-kubernetes) [![learnk8s.io/real-time-dashboard](){: style="width:7%"}](https://learnk8s.io/real-time-dashboard) [![Kubernetes Research. Research documents on node instance types, managed services, ingress controllers, CNIs, etc. 🌟](){: style="width:7%"}](https://learnk8s.io/research) [![learnk8s.io: Scaling Celery workers with RabbitMQ on Kubernetes](){: style="width:7%"}](https://learnk8s.io/scaling-celery-rabbitmq-kubernetes)

+[![learnk8s.io: Setting the right requests and limits in Kubernetes 🌟](){: style="width:7%"}](https://learnk8s.io/setting-cpu-memory-limits-requests) [![learnk8s.io: Extending applications on Kubernetes with multi-container pods](){: style="width:7%"}](https://learnk8s.io/sidecar-containers-patterns) [![learnk8s.io: Developing and deploying Spring Boot microservices on Kubernetes](){: style="width:7%"}](https://learnk8s.io/spring-boot-kubernetes-guide) [![Templating YAML in Kubernetes with real code](){: style="width:7%"}](https://learnk8s.io/templating-yaml-with-code) [![learnk8s.io/terraform-aks: Provisioning Kubernetes clusters on AWS with' Terraform and AKS 🌟](){: style="width:7%"}](https://learnk8s.io/terraform-aks) [![learnk8s.io/terraform-eks: Provisioning Kubernetes clusters on AWS with' Terraform and EKS 🌟](){: style="width:7%"}](https://learnk8s.io/terraform-eks) [![learnk8s.io/terraform-gke: Provisioning Kubernetes clusters on AWS with' Terraform and GKE 🌟](){: style="width:7%"}](https://learnk8s.io/terraform-gke) [![learnk8s.io/terraform-lke: Provisioning Kubernetes clusters on Linode with' Terraform 🌟](){: style="width:7%"}](https://learnk8s.io/terraform-lke) [![==learnk8s.io: A visual guide on troubleshooting Kubernetes deployments==' 🌟](){: style="width:7%"}](https://learnk8s.io/troubleshooting-deployments) [![Validating Kubernetes YAML for best practice and policies 🌟](){: style="width:7%"}](https://learnk8s.io/validating-kubernetes-yaml) [![learnk8s.io: Allocatable memory and CPU in Kubernetes Nodes](){: style="width:7%"}](https://learnkube.com/allocatable-resources)

+[![learnk8s.io/authentication-kubernetes: User and workload identities in Kubernetes 🌟🌟🌟](){: style="width:7%"}](https://learnkube.com/authentication-kubernetes) [![learnk8s.io/blog](){: style="width:7%"}](https://learnkube.com/blog) [![learnk8s.io: 3 simple tricks for smaller Docker images 🌟](){: style="width:7%"}](https://learnkube.com/blog/smaller-docker-images) [![learnk8s.io: Provisioning cloud resources (AWS, GCP, Azure) in Kubernetes](){: style="width:7%"}](https://learnkube.com/cloud-resources-kubernetes) [![learnk8s.io: How etcd works with and without Kubernetes](){: style="width:7%"}](https://learnkube.com/etcd-kubernetes) [![learnk8s.io: Graceful shutdown and zero downtime deployments in Kubernetes](){: style="width:7%"}](https://learnkube.com/graceful-shutdown) [![learnk8s.io: Architecting Kubernetes clusters β€” how many should you have?](){: style="width:7%"}](https://learnkube.com/how-many-clusters) [![learnk8s.io/kafka-ha-kubernetes: Designing and testing a highly available Kafka cluster on Kubernetes 🌟](){: style="width:7%"}](https://learnkube.com/kafka-ha-kubernetes) [![learnk8s.io: Architecting Kubernetes clusters β€” choosing the best autoscaling strategy 🌟](){: style="width:7%"}](https://learnkube.com/kubernetes-autoscaling-strategies) [![Implementing a custom Kubernetes authentication method](){: style="width:7%"}](https://learnkube.com/kubernetes-custom-authentication) [![learnk8s.io: Kubernetes Instance Calculator 🌟🌟](){: style="width:7%"}](https://learnkube.com/kubernetes-instance-calculator)

+[![learnk8s.io: Load balancing and scaling long-lived connections in Kubernetes 🌟🌟🌟](){: style="width:7%"}](https://learnkube.com/kubernetes-long-lived-connections) [![learnk8s.io: Tracing the path of network traffic in Kubernetes 🌟](){: style="width:7%"}](https://learnkube.com/kubernetes-network-packets) [![learnk8s.io: Architecting Kubernetes clusters β€” choosing a worker node size](){: style="width:7%"}](https://learnkube.com/kubernetes-node-size) [![None](){: style="width:7%"}](https://learnkube.com/kubernetes-policies) [![learnk8s.io: How do you rollback deployments in Kubernetes? 🌟](){: style="width:7%"}](https://learnkube.com/kubernetes-rollbacks) [![Kubernetes Services and Load Balancing Explained](){: style="width:7%"}](https://learnkube.com/kubernetes-services-and-load-balancing) [![learnk8s.io/kubernetes-terraform: Creating Kubernetes clusters with Terraform](){: style="width:7%"}](https://learnkube.com/kubernetes-terraform) [![learnk8s.io: Kubernetes wallpapers](){: style="width:7%"}](https://learnkube.com/kubernetes-wallpapers) [![learnk8s.io: Authentication between microservices using Kubernetes identities 🌟](){: style="width:7%"}](https://learnkube.com/microservices-authentication-kubernetes) [![None](){: style="width:7%"}](https://learnkube.com/news-events-jobs) [![learnk8s.io: Kubernetes production best practices](){: style="width:7%"}](https://learnkube.com/production-best-practices)

+[![learnk8s.io: Limiting access to Kubernetes resources with RBAC 🌟🌟🌟](){: style="width:7%"}](https://learnkube.com/rbac-kubernetes) [![learnk8s.io/real-time-dashboard](){: style="width:7%"}](https://learnkube.com/real-time-dashboard) [![learnk8s.io: Kubernetes Research. Research documents on node instance types, managed services, ingress controllers, CNIs, etc.](){: style="width:7%"}](https://learnkube.com/research) [![learnk8s.io: Scaling Celery workers with RabbitMQ on Kubernetes](){: style="width:7%"}](https://learnkube.com/scaling-celery-rabbitmq-kubernetes) [![learnk8s.io: Setting the right requests and limits in Kubernetes 🌟](){: style="width:7%"}](https://learnkube.com/setting-cpu-memory-limits-requests) [![learnk8s.io: Extending applications on Kubernetes with multi-container pods](){: style="width:7%"}](https://learnkube.com/sidecar-containers-patterns) [![learnk8s.io: Developing and deploying Spring Boot microservices on Kubernetes](){: style="width:7%"}](https://learnkube.com/spring-boot-kubernetes-guide) [![Templating YAML in Kubernetes with real code](){: style="width:7%"}](https://learnkube.com/templating-yaml-with-code) [![learnk8s.io/terraform-aks 🌟](){: style="width:7%"}](https://learnkube.com/terraform-aks) [![learnk8s.io/terraform-eks 🌟](){: style="width:7%"}](https://learnkube.com/terraform-eks) [![learnk8s.io/terraform-gke  🌟](){: style="width:7%"}](https://learnkube.com/terraform-gke)

+[![learnk8s.io/terraform-lke: Provisioning Kubernetes clusters on Linode with Terraform 🌟](){: style="width:7%"}](https://learnkube.com/terraform-lke) [![learnk8s.io/first-steps](){: style="width:7%"}](https://learnkube.com/training) [![learnk8s.io: A visual guide on troubleshooting Kubernetes deployments](){: style="width:7%"}](https://learnkube.com/troubleshooting-deployments) [![Validating Kubernetes YAML for best practice and policies 🌟](){: style="width:7%"}](https://learnkube.com/validating-kubernetes-yaml) [![learntocloud.guide](){: style="width:7%"}](https://learntocloud.guide) [![None](){: style="width:7%"}](https://leebriggs.co.uk/blog/2019/02/07/why-are-we-templating-yaml.html) [![Ansible Tower Docs](){: style="width:7%"}](https://legacy-controller-docs.ansible.com/ansible-tower) [![Lens Kubernetes IDE 🌟](){: style="width:7%"}](https://lenshq.io) [![levelup.gitconnected.com: 12 Visual Studio Code Shortcuts That Every Developer' Must Know](){: style="width:7%"}](https://levelup.gitconnected.com/12-visual-studio-code-shortcuts-that-every-developer-must-know-8d6ce5fc3631) [![levelup.gitconnected.com: 5 Bash String Manipulation Methods That Help Every' Developer](){: style="width:7%"}](https://levelup.gitconnected.com/5-bash-string-manipulation-methods-that-help-every-developer-49d4ee38b593) [![levelup.gitconnected.com: 5 Git Commands to Know Before Your First Tech' Job or Internship](){: style="width:7%"}](https://levelup.gitconnected.com/5-git-commands-to-know-before-your-first-tech-job-or-internship-1b5856313338)

+[![levelup.gitconnected.com: 5 tips for troubleshooting apps on Kubernetes](){: style="width:7%"}](https://levelup.gitconnected.com/5-tips-for-troubleshooting-apps-on-kubernetes-835b6b539c24) [![levelup.gitconnected.com: 5 Tips To Design For Multi-Tenancy Architecture](){: style="width:7%"}](https://levelup.gitconnected.com/5-tips-to-design-for-multi-tenancy-architecture-5f7d55657d77) [![levelup.gitconnected.com: 5 Tricks to take your Kubernetes skills to the' next level](){: style="width:7%"}](https://levelup.gitconnected.com/5-tricks-to-take-your-kubernetes-skills-to-the-next-level-a5541baeb18e) [![levelup.gitconnected.com: Access Kubernetes Objects Data From /Proc Directory' 🌟](){: style="width:7%"}](https://levelup.gitconnected.com/access-kubernetes-objects-data-from-proc-directory-8d2ec6a0faba) [![levelup.gitconnected.com: Automating Integration and Deployment to Remote' Server](){: style="width:7%"}](https://levelup.gitconnected.com/automating-integration-and-deployment-to-remote-server-63a2b6576ebf) [![AWS, Azure, GCP: Resource Hierarchies](){: style="width:7%"}](https://levelup.gitconnected.com/aws-azure-gcp-resource-hierarchies-25b829127511) [![==levelup.gitconnected.com: Basics of CI/CD==](){: style="width:7%"}](https://levelup.gitconnected.com/basics-of-ci-cd-a98340c60b04) [![gitconnected.com: Blue-Green with Canary Deployment β€” A Novel approach](){: style="width:7%"}](https://levelup.gitconnected.com/blue-green-with-canary-deployment-a-novel-approach-2cee77ff564d) [![levelup.gitconnected.com: Concurrency in Go: shared memory](){: style="width:7%"}](https://levelup.gitconnected.com/concurrency-in-go-shared-memory-a2ef201b396b) [![levelup.gitconnected.com: Continuous Integration and Continuous Deployment' with Terraform Cloud](){: style="width:7%"}](https://levelup.gitconnected.com/continuous-integration-continuous-deployment-with-terraform-cloud-ad384f29d7a0) [![levelup.gitconnected.com: Deploying a Simple Golang Web App to Kubernetes](){: style="width:7%"}](https://levelup.gitconnected.com/deploying-simple-golang-webapp-to-kubernetes-25dc1736dcc4)

+[![Digestible DevOps: The 7 DevOps Practices](){: style="width:7%"}](https://levelup.gitconnected.com/digestible-devops-the-7-devops-practices-8bd8b34e1418) [![levelup.gitconnected.com: Do you know Distributed Job Scheduling in Microservices' Architecture? 🌟](){: style="width:7%"}](https://levelup.gitconnected.com/do-you-know-distributed-job-scheduling-in-microservices-architecture-44082adad8ac) [![levelup.gitconnected.com: Effects of Docker Image Size on AutoScaling w.r.t' Single and Multi-Node Kube Cluster](){: style="width:7%"}](https://levelup.gitconnected.com/effects-of-docker-image-size-on-autoscaling-w-r-t-single-and-multi-node-kube-cluster-29c4f689cd99) [![levelup.gitconnected.com: Enforce Audit Policy in Kubernetes (k8s)](){: style="width:7%"}](https://levelup.gitconnected.com/enforce-audit-policy-in-kubernetes-k8s-34e504733300) [![levelup.gitconnected.com: Error Handling in Event-Driven Systems](){: style="width:7%"}](https://levelup.gitconnected.com/error-handling-in-event-driven-systems-1f0a7ef2cfb7) [![levelup.gitconnected.com: Grafana Agent Flow: Simplifying Monitoring and' Telemetry Collection for Kubernetes Clusters](){: style="width:7%"}](https://levelup.gitconnected.com/exploring-grafana-agent-flow-simplifying-monitoring-for-kubernetes-2a06a92614) [![==levelup.gitconnected.com: First Try on Java Operator SDK==](){: style="width:7%"}](https://levelup.gitconnected.com/first-try-on-java-operator-sdk-5a07f30771de) [![levelup.gitconnected.com: Flux CD: Getting Started](){: style="width:7%"}](https://levelup.gitconnected.com/flux-cd-getting-started-1a06671d718f) [![levelup.gitconnected.com: Fully Explained Array Data Structure in Python](){: style="width:7%"}](https://levelup.gitconnected.com/fully-explained-array-data-structure-in-python-67dd9a12b695) [![levelup.gitconnected.com: Generics in Go: Viva La Revolution!](){: style="width:7%"}](https://levelup.gitconnected.com/generics-in-go-viva-la-revolution-e27898bf5495) [![levelup.gitconnected.com: Getting Started With ArgoCD on your Kubernetes' Cluster](){: style="width:7%"}](https://levelup.gitconnected.com/getting-started-with-argocd-on-your-kubernetes-cluster-552ca5d8cf41)

+[![levelup.gitconnected.com: GitHub Actions, self-hosted runners on Amazon' EKS & spot instances](){: style="width:7%"}](https://levelup.gitconnected.com/github-actions-self-hosted-runners-on-amazon-eks-spot-instances-bc3abcd5d38f) [![==levelup.gitconnected.com: GitHub may replace DockerHub==](){: style="width:7%"}](https://levelup.gitconnected.com/github-may-replace-dockerhub-a5da5e547f01) [![levelup.gitconnected.com: GitOps: CI/CD using GitHub Actions and ArgoCD' on Kubernetes](){: style="width:7%"}](https://levelup.gitconnected.com/gitops-ci-cd-using-github-actions-and-argocd-on-kubernetes-909d85d37746) [![levelup.gitconnected.com: Helm 101 for Developers](){: style="width:7%"}](https://levelup.gitconnected.com/helm-101-for-developers-1c28e734937e) [![levelup.gitconnected.com: Helm β€” Data Sharing Between Parent and Child Chart](){: style="width:7%"}](https://levelup.gitconnected.com/helm-data-sharing-between-parent-and-child-chart-c4487a452d4e) [![levelup.gitconnected.com: Helmβ€”Named Templates](){: style="width:7%"}](https://levelup.gitconnected.com/helm-named-templates-de2efc3875d0) [![levelup.gitconnected.com: Helm vs. Kustomize: Navigating Kubernetes Configuration' Complexity](){: style="width:7%"}](https://levelup.gitconnected.com/helm-vs-kustomize-navigating-kubernetes-configuration-complexity-ae86596c3cf2) [![levelup.gitconnected.com: How to design a system to scale to your first' 100 million users](){: style="width:7%"}](https://levelup.gitconnected.com/how-to-design-a-system-to-scale-to-your-first-100-million-users-4450a2f9703d) [![==levelup.gitconnected.com: How to guess the right size for your Kubernetes' Pods?==](){: style="width:7%"}](https://levelup.gitconnected.com/how-to-guess-the-right-size-for-your-kubernetes-pods-9c88686fec) [![levelup.gitconnected.com: How to manage your technical backlog](){: style="width:7%"}](https://levelup.gitconnected.com/how-to-manage-your-technical-backlog-868415f8eea9) [![levelup.gitconnected.com: Installing & Exploring the Kube-Prometheus Project](){: style="width:7%"}](https://levelup.gitconnected.com/installing-exploring-the-kube-prometheus-project-eef375d49f6b)

+[![levelup.gitconnected.com: Introduction to Helm Dashboard](){: style="width:7%"}](https://levelup.gitconnected.com/introduction-to-helm-dashboard-dddf43e38cc2) [![levelup.gitconnected.com: Kafka for Engineers 🌟](){: style="width:7%"}](https://levelup.gitconnected.com/kafka-for-engineers-975feaea6067) [![levelup.gitconnected.com: Kubernetes 101: Secrets](){: style="width:7%"}](https://levelup.gitconnected.com/kubernetes-101-secrets-20d068ab0563) [![levelup.gitconnected.com: Kubernetes 101: Understanding the Basics of Container' Orchestration](){: style="width:7%"}](https://levelup.gitconnected.com/kubernetes-101-understanding-the-basics-of-container-orchestration-898562f45651) [![gitconnected.com: Kubernetes Autoscaling 101: Cluster Autoscaler, Horizontal' Pod Autoscaler, and Vertical Pod Autoscaler](){: style="width:7%"}](https://levelup.gitconnected.com/kubernetes-autoscaling-101-cluster-autoscaler-horizontal-pod-autoscaler-and-vertical-pod-2a441d9ad231) [![Kubernetes Monitoring 101 β€” Core pipeline & Services Pipeline](){: style="width:7%"}](https://levelup.gitconnected.com/kubernetes-monitoring-101-core-pipeline-services-pipeline-a34cd4cc9627) [![levelup.gitconnected.com: Kubernetes Planternetes v1.28: Non-Graceful Node' Shutdown Feature](){: style="width:7%"}](https://levelup.gitconnected.com/kubernetes-planternetes-v1-28-non-graceful-node-shutdown-feature-8608d5073519) [![levelup.gitconnected.com: Kubernetes with CoreDNS](){: style="width:7%"}](https://levelup.gitconnected.com/kubernetes-with-coredns-e40772c5e6ee) [![levelup.gitconnected.com: Master SparkML: Practical Guide for Machine Learning](){: style="width:7%"}](https://levelup.gitconnected.com/master-sparkml-practical-guide-for-machine-learning-1efe1bd9cdce) [![levelup.gitconnected.com: Micro Frontend Architecture](){: style="width:7%"}](https://levelup.gitconnected.com/micro-frontend-architecture-794442e9b325) [![levelup.gitconnected.com: Multi-Tenant Application](){: style="width:7%"}](https://levelup.gitconnected.com/multi-tenant-application-a29153d31c5a)

+[![levelup.gitconnected.com: NestJS: Microservices with gRPC, API Gateway,' and Authentication β€” Part 1/2](){: style="width:7%"}](https://levelup.gitconnected.com/nestjs-microservices-with-grpc-api-gateway-and-authentication-part-1-2-650009c03686) [![levelup.gitconnected.com: OpenShift β€” The Next Level of Kubernetes](){: style="width:7%"}](https://levelup.gitconnected.com/openshift-the-next-level-of-kubernetes-6d58ad722b26) [![==levelup.gitconnected.com: Operators : Extending Kubernetes Capabilities==](){: style="width:7%"}](https://levelup.gitconnected.com/operators-extending-kubernetes-capabilities-184df001b7e) [![levelup.gitconnected.com: Running Workflows on windows with Jenkins pipeline' and Kubernetes](){: style="width:7%"}](https://levelup.gitconnected.com/running-workflows-on-windows-with-jenkins-pipeline-and-kubernetes-52752a89a0e7) [![levelup.gitconnected.com: Scale your Apps using KEDA in Kubernetes](){: style="width:7%"}](https://levelup.gitconnected.com/scale-your-apps-using-keda-in-kubernetes-a1f2142ecc20) [![levelup.gitconnected.com: Setting up Application Load Balancer (Ingress)' for the Pods running in AWS EKS Fargate](){: style="width:7%"}](https://levelup.gitconnected.com/setting-up-application-load-balancer-ingress-for-the-pods-running-in-aws-eks-fargate-519e20e97497) [![levelup.gitconnected.com: Short: Using IaC over Clickops](){: style="width:7%"}](https://levelup.gitconnected.com/short-using-iac-over-clickops-229e919b5373) [![levelup.gitconnected.com: Start Your Scripting Journey Today | Bash Script' β€” Part 1](){: style="width:7%"}](https://levelup.gitconnected.com/start-your-scripting-journey-today-bash-script-part-1-46cbddf4e4e7) [![levelup.gitconnected.com: Step by Step Slow Guide: Kubernetes Dashboard' on Raspberry Pi Cluster (Part 2)](){: style="width:7%"}](https://levelup.gitconnected.com/step-by-step-slow-guide-kubernetes-dashboard-on-raspberry-pi-cluster-part-2-acdc8f9b5b99) [![levelup.gitconnected.com: The Core of Kubernetes Security: Clusters](){: style="width:7%"}](https://levelup.gitconnected.com/the-core-of-kubernetes-security-clusters-5d9a69f1dba4) [![levelup.gitconnected.com: Top 30 Git Commands You Should Know To Master' Git CLI](){: style="width:7%"}](https://levelup.gitconnected.com/top-30-git-commands-you-should-know-to-master-git-cli-f04e041779bc)

+[![levelup.gitconnected.com: Truth About { SOAP vs REST vs GRPC vs GraphQL' } Checklist](){: style="width:7%"}](https://levelup.gitconnected.com/truth-about-soap-vs-rest-vs-grpc-vs-graphql-checklist-f50bcb475adf) [![levelup.gitconnected.com: Vim: A How-To Guide](){: style="width:7%"}](https://levelup.gitconnected.com/vim-a-how-to-guide-55f63bfdcff) [![levelup.gitconnected.com: What’s Wrong With Your CRUD APIsβ€” Besides Everything?](){: style="width:7%"}](https://levelup.gitconnected.com/whats-wrong-with-your-crudy-interfaces-besides-everything-bde4f4c8cb8a) [![liavyona09.medium.com: Spice up Your Kubernetes Environment with AWS Lambda](){: style="width:7%"}](https://liavyona09.medium.com/spice-up-your-kubernetes-environment-with-aws-lambda-a07d81347607) [![Guestfish](){: style="width:7%"}](https://libguestfs.org/guestfish.1.html) [![Think Python en espanol (Piensa en Python)](){: style="width:7%"}](https://libropython.es) [![librosgratis.dev](){: style="width:7%"}](https://librosgratis.dev) [![lightstep.com](){: style="width:7%"}](https://lightstep.com) [![linbit.com: LINSTOR - kubernetes persistent container storage](){: style="width:7%"}](https://linbit.com/kubernetes) [![Linkerd](){: style="width:7%"}](https://linkerd.io) [![linkerd.io: Multi-cluster communication](){: style="width:7%"}](https://linkerd.io/2.10/tasks/multicluster/index.html)

+[![Announcing Linkerd 2.8: simple, secure multi-cluster Kubernetes](){: style="width:7%"}](https://linkerd.io/2020/06/09/announcing-linkerd-2.8) [![Announcing Linkerd 2.8: simple, secure multi-cluster Kubernetes](){: style="width:7%"}](https://linkerd.io/2020/06/09/announcing-linkerd-2.8/index.html) [![linkerd.io: Benchmarking Linkerd and Istio](){: style="width:7%"}](https://linkerd.io/2021/05/27/linkerd-vs-istio-benchmarks/index.html) [![linkerd.io: Announcing Linkerd's Graduation](){: style="width:7%"}](https://linkerd.io/2021/07/28/announcing-cncf-graduation) [![linkerd.io: Announcing Linkerd's Graduation](){: style="width:7%"}](https://linkerd.io/2021/07/28/announcing-cncf-graduation/index.html) [![linkerd.io: Benchmarking Linkerd and Istio: 2021 Redux](){: style="width:7%"}](https://linkerd.io/2021/11/29/linkerd-vs-istio-benchmarks-2021/index.html) [![linkerd.io: Using Kubernetes's new Bound Service Account Tokens for secure' workload identity](){: style="width:7%"}](https://linkerd.io/2021/12/28/using-kubernetess-new-bound-service-account-tokens-for-secure-workload-identity) [![linkerd.io: Using Kubernetes's new Bound Service Account Tokens for secure workload identity](){: style="width:7%"}](https://linkerd.io/2021/12/28/using-kubernetess-new-bound-service-account-tokens-for-secure-workload-identity/index.html) [![linkerd.io: Announcing automated multi-cluster failover for Kubernetes](){: style="width:7%"}](https://linkerd.io/2022/03/09/announcing-automated-multi-cluster-failover-for-kubernetes) [![linkerd.io: Announcing automated multi-cluster failover for Kubernetes](){: style="width:7%"}](https://linkerd.io/2022/03/09/announcing-automated-multi-cluster-failover-for-kubernetes/index.html) [![linoxide.com 🌟](){: style="width:7%"}](https://linoxide.com)

+[![**ip command**: How to use IP Command in Linux with Examples](){: style="width:7%"}](https://linoxide.com/linux-command/use-ip-command-linux) [![Linux 101 Hacks](){: style="width:7%"}](https://linux.101hacks.com) [![Kubernetes Interview Questions and Answers 2019 2020](){: style="width:7%"}](https://linux.amitmaheshwari.in/2019/11/kubernetes-interview-questions-and.html) [![linux.slashdot.org: AWS Embraces Fedora Linux for Its Cloud-Based 'Amazon Linux'](){: style="width:7%"}](https://linux.slashdot.org/story/21/11/27/0328223/aws-embraces-fedora-linux-for-its-cloud-based-amazon-linux) [![linuxacademy](){: style="width:7%"}](https://linuxacademy.com/blog/containers/kubernetes-cheat-sheet) [![Ansible Roles Explained | Cheat Sheet](){: style="width:7%"}](https://linuxacademy.com/blog/red-hat/ansible-roles-explained) [![linuxconfig.org: python tuples 🌟](){: style="width:7%"}](https://linuxconfig.org/python-tuples) [![linuxctl.com: Ansible - Interacting with external REST API](){: style="width:7%"}](https://linuxctl.com/2017/01/ansible---interacting-with-external-rest-api) [![linuxera.org: Writing Operators using the Operator Framework SDK](){: style="width:7%"}](https://linuxera.org/writing-operators-using-operator-framework) [![linuxhandbook.com: Yum Command Cheat Sheet](){: style="width:7%"}](https://linuxhandbook.com/cheatsheets/yum) [![linuxhandbook.com: Docker Commands for Managing Container Lifecycle (Definitive Guide)](){: style="width:7%"}](https://linuxhandbook.com/container-lifecycle-docker-commands)

+[![linuxhandbook.com: Unusual Ways to Use Variables Inside Bash Scripts](){: style="width:7%"}](https://linuxhandbook.com/variables-bash-script) [![linuxhandbook.com: YAML Basics Every DevOps Engineer Must Know 🌟](){: style="width:7%"}](https://linuxhandbook.com/yaml-basics) [![linuxhandbook.com: Yum Command Cheat Sheet](){: style="width:7%"}](https://linuxhandbook.com/yum-cheatsheet) [![linuxjourney.com](){: style="width:7%"}](https://linuxjourney.com) [![linuxjourney.com commandline](){: style="width:7%"}](https://linuxjourney.com/lesson/the-shell) [![linuxtechlab.com: Ansible Tutorial: Introduction to simple Ansible commands](){: style="width:7%"}](https://linuxtechlab.com/ansible-tutorial-simple-commands) [![linuxtechlab.com: How to create a Dockerfile with some dockerfile examples](){: style="width:7%"}](https://linuxtechlab.com/learn-create-dockerfile-example) [![linuxtechlab.com: Search a file in Linux using Find & Locate command](){: style="width:7%"}](https://linuxtechlab.com/search-a-file-in-linux-using-find-locate-command) [![datascientest.com: Azure DevOps Pipeline YAML: why configure CI/CD pipelines with YAML?](){: style="width:7%"}](https://liora.io/en/azure-devops-pipeline-yaml-why-configure-ci-cd-pipelines-with-yaml) [![datascientest.com: Azure DevOps vs GitHub Actions: Which is the best CI/CD tool?](){: style="width:7%"}](https://liora.io/en/azure-devops-vs-github-actions-which-is-the-best-ci-cd-tool) [![None](){: style="width:7%"}](https://liquidat.wordpress.com/2016/06/27/howto-writing-an-ansible-module-for-a-rest-api)

+[![liquidat.wordpress.com: Good bye Red Hat](){: style="width:7%"}](https://liquidat.wordpress.com/2021/08/15/good-bye-red-hat) [![lisowski0925.medium.com: Using Kubernetes Certificate Signing Requests and' RBAC for User Authentication and Authorization](){: style="width:7%"}](https://lisowski0925.medium.com/using-kubernetes-csrs-and-rbac-for-cluster-user-authentication-and-authorization-9df5498655cd) [![livecodestream.dev: Git Concepts and Workflow for Beginners](){: style="width:7%"}](https://livecodestream.dev/post/2020-08-21-git-concepts-and-workflow-for-beginners) [![livecodestream.dev: Five Advanced Git Concepts that Make You Look Like a' Pro](){: style="width:7%"}](https://livecodestream.dev/post/five-advanced-git-concepts-that-make-you-look-like-a-pro) [![10 Real-World Kubernetes Troubleshooting Scenarios and Solutions](){: style="width:7%"}](https://livingdevops.com/devops/10-real-world-kubernetes-troubleshooting-scenarios-and-solutions) [![localstack.cloud](){: style="width:7%"}](https://localstack.cloud) [![Locust](){: style="width:7%"}](https://locust.io) [![loft-sh.medium.com: 10 Essentials for Kubernetes Access Control](){: style="width:7%"}](https://loft-sh.medium.com/10-essentials-for-kubernetes-access-control-a67ae72977dd) [![loft-sh.medium.com: How Virtual Kubernetes Clusters Can Speed Up Your Local' Development](){: style="width:7%"}](https://loft-sh.medium.com/how-virtual-kubernetes-clusters-can-speed-up-your-local-development-e5645614a3c5) [![loft-sh.medium.com: Kubernetes Network Policies: A Practitioner’s Guide' 🌟](){: style="width:7%"}](https://loft-sh.medium.com/kubernetes-network-policies-a-practitioners-guide-c9bb4cdd0dbc) [![loft-sh.medium.com: Kubernetes StatefulSet β€” Examples & Best Practices](){: style="width:7%"}](https://loft-sh.medium.com/kubernetes-statefulset-examples-best-practices-902cd50f7fff)

+[![loft.sh: 10 Essentials For Kubernetes Multi-Tenancy](){: style="width:7%"}](https://loft.sh/blog/10-essentials-for-kubernetes-multi-tenancy) [![loft.sh: Checklist for Kubernetes-Based Development 🌟](){: style="width:7%"}](https://loft.sh/blog/checklist-for-kubernetes-based-development) [![loft.sh: Docker Compose to Kubernetes: Step-by-Step Migration 🌟](){: style="width:7%"}](https://loft.sh/blog/docker-compose-to-kubernetes-step-by-step-migration) [![loft.sh: GitOps + Kubernetes Explained](){: style="width:7%"}](https://loft.sh/blog/gitops-kubernetes-explained) [![loft.sh: How to Set Up Kubernetes Requests and Limits](){: style="width:7%"}](https://loft.sh/blog/how-to-set-up-kubernetes-requests-and-limits) [![loft.sh: Kubernetes Admission Controllers: What They Are and Why They Matter](){: style="width:7%"}](https://loft.sh/blog/kubernetes-admission-controllers-what-they-are-and-why-they-matter) [![loft.sh: Kubernetes and LDAP: Enterprise Authentication for Kubernetes](){: style="width:7%"}](https://loft.sh/blog/kubernetes-and-ldap-enterprise-authentication-for-kubernetes) [![loft.sh: Kubernetes Cost Monitoring with Prometheus & Grafana](){: style="width:7%"}](https://loft.sh/blog/kubernetes-cost-monitoring-with-prometheus-and-grafana) [![loft.sh: Kubernetes Cost Savings By Reducing The Number Of Clusters](){: style="width:7%"}](https://loft.sh/blog/kubernetes-cost-savings) [![loft.sh: Kubernetes Dashboards: Headlamp](){: style="width:7%"}](https://loft.sh/blog/kubernetes-dashboards-headlamp) [![loft.sh: Kubernetes Development Environments – A Comparison](){: style="width:7%"}](https://loft.sh/blog/kubernetes-development-environments-comparison)

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+[![media.pearsoncmg.com: Recursive/Iterative Queries in DNS](){: style="width:7%"}](https://media.pearsoncmg.com/aw/ecs_kurose_compnetwork_7/cw/content/interactiveanimations/recursive-iterative-queries-in-dns/index.html) [![mediatemple.net: Cloud-Native CI/CD Workflows in AWS: 3 Use Cases](){: style="width:7%"}](https://mediatemple.net/blog/cloud-hosting/cicd-workflows-aws-3-use-cases) [![NoSQL Databases: a Survey and Decision Guidance](){: style="width:7%"}](https://medium.baqend.com/nosql-databases-a-survey-and-decision-guidance-ea7823a822d) [![medium: Using Terraform with Azure β€” the right way](){: style="width:7%"}](https://medium.com/01001101/using-terraform-with-azure-the-right-way-35af3b51a6b0) [![medium.com/4th-coffee: 10 Best DevOps Tools for Start-ups](){: style="width:7%"}](https://medium.com/4th-coffee/10-best-devops-tools-for-start-ups-91eb69bc3128) [![medium.com/4th-coffee: 10 New DevOps Tools to Watch in 2023 🌟](){: style="width:7%"}](https://medium.com/4th-coffee/10-new-devops-tools-to-watch-in-2023-e974dbb1f1bb) [![medium.com/4th-coffee: A Comprehensive Tutorial on Service Mesh, Istio,' Envoy, Access Log, and Log Filtering](){: style="width:7%"}](https://medium.com/4th-coffee/a-comprehensive-tutorial-on-service-mesh-istio-envoy-access-log-and-log-filtering-8f3d939c081d) [![medium.com/4th-coffee: State of Kubernetes Secrets Management in 2022](){: style="width:7%"}](https://medium.com/4th-coffee/state-of-kubernetes-secrets-management-in-2022-6148af91e7b5) [![medium.com/4th-coffee: What is Policy-as-Code? An Introduction to Open Policy' Agent](){: style="width:7%"}](https://medium.com/4th-coffee/what-is-policy-as-code-an-introduction-to-open-policy-agent-6098463f8461) [![medium: A detailed guide to deploying Elasticsearch on Elastic Cloud on' Kubernetes (ECK)](){: style="width:7%"}](https://medium.com/99dotco/a-detail-guide-to-deploying-elasticsearch-on-elastic-cloud-on-kubernetes-eck-31808ac60466) [![medium.com/@.anders: Lessons From Our 8 Years Of Kubernetes In Production' β€” Two Major Cluster Crashes, Ditching Self-Managed, Cutting Cluster Costs, Tooling, And More](){: style="width:7%"}](https://medium.com/@.anders/learnings-from-our-8-years-of-kubernetes-in-production-two-major-cluster-crashes-ditching-self-0257c09d36cd)

+[![==medium.com/@15daniel10: YOYO attack on a K8S cluster==](){: style="width:7%"}](https://medium.com/@15daniel10/yoyo-attack-on-a-k8s-cluster-102bc1d5ca3e) [![medium.com/@AceTheCloud-Abhishek: 50 Shades of Containers and Kubernetes](){: style="width:7%"}](https://medium.com/@AceTheCloud-Abhishek/50-shades-of-containers-and-kubernetes-d2217fbea788) [![medium: Getting Started with Kubernetes etcd](){: style="width:7%"}](https://medium.com/@Alibaba_Cloud/getting-started-with-kubernetes-etcd-a26cba0b4258) [![medium.com/@BeNitinAgarwal: Lifecycle of Docker Container](){: style="width:7%"}](https://medium.com/@BeNitinAgarwal/lifecycle-of-docker-container-d2da9f85959) [![medium.com/@CloudifyOps: Setting up a Horizontal Pod Autoscaler for Kubernetes' cluster](){: style="width:7%"}](https://medium.com/@CloudifyOps/setting-up-a-horizontal-pod-autoscaler-for-kubernetes-cluster-a7d3cf3be7) [![medium.com/@CuriousLearner: Deploying EFK stack on Kubernetes](){: style="width:7%"}](https://medium.com/@CuriousLearner/deploying-efk-stack-on-kubernetes-c25ba2682c99) [![medium.com/@DevOps-Diva.o: Implementing Security on Azure DevOps Pipelines](){: style="width:7%"}](https://medium.com/@DevOps-Diva.o/implementing-security-on-azure-devops-pipelines-a653da4862a9) [![medium.com/@DevOpsfreak: Top 12 Kubernetes Installation Errors You Can’t' Afford to Miss](){: style="width:7%"}](https://medium.com/@DevOpsfreak/top-12-kubernetes-installation-errors-you-cant-afford-to-miss-b52d7cda1a52) [![medium.com/@ElizAyer: Meetings *are* the work](){: style="width:7%"}](https://medium.com/@ElizAyer/meetings-are-the-work-9e429dde6aa3) [![medium.com/@GiantSwarm: Deep Dive Into Kubernetes Networking in Azure](){: style="width:7%"}](https://medium.com/@GiantSwarm/deep-dive-into-kubernetes-networking-in-azure-9f0e85e2ee34) [![medium.com/@GranulateIntel: The Fundamental Principles of Kubernetes Capacity' Management](){: style="width:7%"}](https://medium.com/@GranulateIntel/the-fundamental-principles-of-kubernetes-capacity-management-e23f388b4f3)

+[![medium.com/@HirenDhaduk1: Best choice to run your containers: AWS FARGATE' or AWS LAMBDA or Both?](){: style="width:7%"}](https://medium.com/@HirenDhaduk1/best-choice-to-run-your-containers-aws-fargate-or-aws-lambda-or-both-d9e14685a363) [![medium.com/@HirenDhaduk1: Top Kubernetes Observability Tools and their Usage](){: style="width:7%"}](https://medium.com/@HirenDhaduk1/top-kubernetes-observability-tools-and-their-usage-e4e8eef8aec3) [![None](){: style="width:7%"}](https://medium.com/@KarlKFI/yaml-sh-yaml-sans-helm-e983a3dfdaec) [![medium.com/@Kubernetes_Advocate 🌟](){: style="width:7%"}](https://medium.com/@Kubernetes_Advocate) [![medium: How to enable Kubernetes container RuntimeDefault seccomp profile' for all workloads](){: style="width:7%"}](https://medium.com/@LachlanEvenson/how-to-enable-kubernetes-container-runtimedefault-seccomp-profile-for-all-workloads-6795624fcbcc) [![medium: Mutating Kubernetes resources with Gatekeeper](){: style="width:7%"}](https://medium.com/@LachlanEvenson/mutating-kubernetes-resources-with-gatekeeper-3e5585d49ead) [![medium: Verifying container signatures on Kubernetes with Gatekeeper](){: style="width:7%"}](https://medium.com/@LachlanEvenson/verifying-container-signatures-on-kubernetes-with-gatekeeper-19a4519c3016) [![medium.com/@MetricFire: Monitoring Kubernetes tutorial: Using Grafana and' Prometheus](){: style="width:7%"}](https://medium.com/@MetricFire/monitoring-kubernetes-tutorial-using-grafana-and-prometheus-3239079b138f) [![medium.com/@Mohamed-ElEmam: Build Docker Images in Kubernetes POD Without' Docker -Kaniko](){: style="width:7%"}](https://medium.com/@Mohamed-ElEmam/build-docker-images-in-kubernetes-pod-without-docker-kaniko-46e1a5b76c9) [![medium.com/@Paddy_Adallah: How to Choose Kubernetes Platforms for Enterprise' Deployments](){: style="width:7%"}](https://medium.com/@Paddy_Adallah/how-to-choose-kubernetes-platforms-for-enterprise-deployments-c04d5e436543) [![medium.com: Kubernetes Cloud Services: Comparing GKE, EKS and AKS](){: style="width:7%"}](https://medium.com/@Platform9Sys/kubernetes-cloud-services-comparing-gke-eks-and-aks-1fe42770cad3)

+[![medium.com/@RoussiAbel: Optimizing java base docker images size from 674Mb' to 58Mb](){: style="width:7%"}](https://medium.com/@RoussiAbel/optimizing-java-base-docker-images-size-from-674mb-to-58mb-c1b7c911f622) [![None](){: style="width:7%"}](https://medium.com/@Sandeepkallazhi/velero-backup-restore-for-k8s-stateful-applications-managed-by-operators-8fd9c732ffcc) [![medium.com/@ScrumPokerPro: Cloud native architecture with Kubernetes and' ArgoCD](){: style="width:7%"}](https://medium.com/@ScrumPokerPro/cloud-native-architecture-with-kubernetes-and-argocd-ebecda7784b8) [![medium.com/@Techie1: Networking tasks in production using Ansible](){: style="width:7%"}](https://medium.com/@Techie1/networking-tasks-in-production-using-ansible-b09d0a6121f7) [![medium 1](){: style="width:7%"}](https://medium.com/@TimvanBaarsen/maven-cheat-sheet-45942d8c0b86) [![medium.com/@TonyBologni: 4 reasons why 4 is the perfect team size for (agile)' software development 🌟](){: style="width:7%"}](https://medium.com/@TonyBologni/4-reasons-why-4-is-the-perfect-team-size-for-agile-software-development-8597d33f3cfe) [![medium.com/@Tyler.Gallimore: Deploying Apache Web Server on AWS EC2 with' Terraform and Docker](){: style="width:7%"}](https://medium.com/@Tyler.Gallimore/deploying-apache-web-server-on-aws-ec2-with-terraform-and-docker-6c315c81c024) [![medium.com/@ZiXianZeroX: Setting Up an On-premise Kubernetes Cluster from' Scratch](){: style="width:7%"}](https://medium.com/@ZiXianZeroX/setting-up-an-on-premise-kubernetes-cluster-from-scratch-8e3a6b415387) [![medium.com/@_gdantas: Backstage and Terraform β€” A Powerful Combination for' Ops, Wonderful for Devs](){: style="width:7%"}](https://medium.com/@_gdantas/backstage-and-terraform-a-powerful-combination-for-ops-wonderful-for-devs-c04ebce849f0) [![==medium.com/@a.j.abbott24: Kubernetes: Multi Environment Config Management==](){: style="width:7%"}](https://medium.com/@a.j.abbott24/kubernetes-multi-environment-config-management-c36c5cf3bbac) [![medium.com/@abdelrhmanahmed131: Longhorn β€” Distributed Block Storage for' K8s](){: style="width:7%"}](https://medium.com/@abdelrhmanahmed131/longhorn-distributed-block-storage-for-k8s-2ea11df400d1)

+[![medium.com/@abdulfayis: storage Orchestration for Kubernetes](){: style="width:7%"}](https://medium.com/@abdulfayis/storage-orchestration-for-kubernetes-c6370f943e23) [![medium.com/@abhimanyubajaj98: Deploying Kubernetes from Scratch with Terraform:' A Step-by-Step Guide](){: style="width:7%"}](https://medium.com/@abhimanyubajaj98/deploying-kubernetes-from-scratch-with-terraform-a-step-by-step-guide-7d628910efd0) [![medium.com/@abhinav.ittekot: Granting IAM permissions to pods in EKS using' OIDC](){: style="width:7%"}](https://medium.com/@abhinav.ittekot/granting-iam-permissions-to-pods-in-eks-using-oidc-f2044c88a53) [![medium.com/@abhinav.ittekot: Running Kubernetes jobs with sidecar containers](){: style="width:7%"}](https://medium.com/@abhinav.ittekot/running-kubernetes-jobs-with-sidecar-containers-8c034b020993) [![GitOps with Jenkins and Kubernetes](){: style="width:7%"}](https://medium.com/@abhishekbhardwaj510/gitops-with-jenkins-and-kubernetes-c20425244c73) [![medium.com/@abhisman.sarkar: Kubernetes Monitoring: Effective Cluster Tracking' with Prometheus](){: style="width:7%"}](https://medium.com/@abhisman.sarkar/kubernetes-monitoring-effective-cluster-tracking-with-prometheus-b0ed5b3efb32) [![==medium: Microservices and the World with a Service Mesh== | Adarsh Prabhu](){: style="width:7%"}](https://medium.com/@adarsh.prabhu/microservices-and-the-world-with-a-service-mesh-ec9a709dd4b5) [![medium.com/@adeelsubhan25: How to setup and build Docker Images on Windows](){: style="width:7%"}](https://medium.com/@adeelsubhan25/how-to-setup-and-build-docker-images-on-windows-baf252152aca) [![medium.com/@adityadhopade18: Mastering K8s Event Driven AutoScaling](){: style="width:7%"}](https://medium.com/@adityadhopade18/mastering-k8s-event-driven-autoscaling-cd1b9df78903) [![medium.com/@adnn.selimovic: Creating Kubernetes operator using **Kubebuilder**](){: style="width:7%"}](https://medium.com/@adnn.selimovic/creating-kubernetes-operator-using-kubebuilder-15db5f29ee50) [![medium.com/@adolfo.diaz.zar: Secret Management with Terraform 🌟](){: style="width:7%"}](https://medium.com/@adolfo.diaz.zar/secret-management-with-terraform-6b5e02f9437e)

+[![==medium.com/@adrianarba: CI/CD defined through terraform using AWS CodePipeline,' AWS CodeCommit, and AWS CodeBuild==](){: style="width:7%"}](https://medium.com/@adrianarba/ci-cd-defined-through-terraform-using-aws-codepipeline-aws-codecommit-and-aws-codebuild-12ade4d9cfa3) [![medium.com/@ahmed.farhan: Kafka Setup in Kubernetes Using Strimzi K8s operator' β€” Part 2](){: style="width:7%"}](https://medium.com/@ahmed.farhan/kafka-setup-in-kubernetes-using-strimzi-k8s-operator-part-2-1f67dbe5f14d) [![medium.com/@ahmed.fathy.elayaat: What is GitOps?](){: style="width:7%"}](https://medium.com/@ahmed.fathy.elayaat/gitops-fc27ef5a7836) [![medium.com/@ahmet16ck: What Is Load Balancer and How Does It Work In Kubernetes' ? 🌟](){: style="width:7%"}](https://medium.com/@ahmet16ck/what-is-load-balancer-and-how-does-it-work-in-kubernetes-5ab5f0537069) [![medium: Mastering the KUBECONFIG file](){: style="width:7%"}](https://medium.com/@ahmetb/mastering-kubeconfig-4e447aa32c75) [![medium.com/@ajin.sunny: Rate limiting in Distributed Systems 🌟](){: style="width:7%"}](https://medium.com/@ajin.sunny/rate-limiting-in-distributed-systems-bbeca0c47b96) [![==medium.com/@ajin.sunny: System Design Architecture: Stateful vs. Stateless==' 🌟](){: style="width:7%"}](https://medium.com/@ajin.sunny/system-design-architecture-stateful-vs-stateless-62ed0ddb9f2b) [![medium.com/@ajin.sunny: System Design Concept: Rate limiting 🌟](){: style="width:7%"}](https://medium.com/@ajin.sunny/system-design-concept-rate-limiting-f4da72371533) [![Running SonarQube on Kubernetes](){: style="width:7%"}](https://medium.com/@akamenev/running-sonarqube-on-azure-kubernetes-92a1b9051120) [![medium.com/@akashjoffical08: Monitor Uptime of Endpoints in K8s using Blackbox' Exporter 🌟](){: style="width:7%"}](https://medium.com/@akashjoffical08/monitor-uptime-of-endpoints-in-k8s-using-blackbox-exporter-f80166a328e9) [![medium: Integration of AWS, Terraform, and GitHub for Automated Deployment' Infrastructure](){: style="width:7%"}](https://medium.com/@akshayavb99/integration-of-aws-terraform-and-github-for-automated-deployment-infrastructure-da0a19ff4e86)

+[![medium.com: Prometheus-Grafana : Node Monitoring on Kubernetes](){: style="width:7%"}](https://medium.com/@akshitverma8191/prometheus-grafana-node-monitoring-on-kubernetes-79fd8311b56d) [![medium.com/@alamdar.hussain0007: GitOps with Kubernetes](){: style="width:7%"}](https://medium.com/@alamdar.hussain0007/gitops-with-kubernetes-f0912b644925) [![medium.com/@alex.ivenin: Chaos engineering in kubernetes](){: style="width:7%"}](https://medium.com/@alex.ivenin/chaos-engineering-in-kubernetes-4de425132ba1) [![medium.com/@alex.ivenin: Exploring ephemeral containers in kubernetes 🌟](){: style="width:7%"}](https://medium.com/@alex.ivenin/exploring-ephemeral-containers-in-kubernetes-bcceaf21101c) [![medium: 5 tips for troubleshooting apps on Kubernetes](){: style="width:7%"}](https://medium.com/@alexellisuk/5-tips-for-troubleshooting-apps-on-kubernetes-835b6b539c24) [![medium: Then he asked me β€œIs Kubernetes right for us?”](){: style="width:7%"}](https://medium.com/@alexellisuk/then-he-asked-me-is-kubernetes-right-for-us-78695ee35289) [![Install Kubernetes with k3sup and k3s](){: style="width:7%"}](https://medium.com/@alexellisuk/walk-through-install-kubernetes-to-your-raspberry-pi-in-15-minutes-84a8492dc95a) [![medium.com/@alexmogfr: ZEvent Place: How we handled 100k+ CCU on a real-time' collective canvas](){: style="width:7%"}](https://medium.com/@alexmogfr/zevent-place-how-we-handled-100k-ccu-on-a-real-time-collective-canvas-71d3d346e0ab) [![Eclipse MicroProfile: 5 Things You Need to Know 🌟](){: style="width:7%"}](https://medium.com/@alextheedom/eclipse-microprofile-5-things-you-need-to-know-e7a0bc9a3fb6) [![medium.com/@alfahreiza: Building an ELT Pipeline: From CSV to BigQuery using' dbt](){: style="width:7%"}](https://medium.com/@alfahreiza/building-an-elt-pipeline-from-csv-to-bigquery-using-dbt-f6e3f30bfc9c) [![medium.com/@amid.ukr: Agile Git branching strategies in 2023](){: style="width:7%"}](https://medium.com/@amid.ukr/agile-git-branching-strategies-in-2023-caeead79ddd)

+[![medium.com/@amir.ilw: Kubernetes Storage Migration 🌟](){: style="width:7%"}](https://medium.com/@amir.ilw/kubernetes-storage-migration-ac48f6f9f5a5) [![medium.com/@amirhosseineidy: Kubernetes authentication with keycloak oidc](){: style="width:7%"}](https://medium.com/@amirhosseineidy/kubernetes-authentication-with-keycloak-oidc-63571eaeed61) [![medium.com/@amitabhprasad: Kubernetes volume backup for disaster recovery](){: style="width:7%"}](https://medium.com/@amitabhprasad/kubernetes-volume-backup-for-disaster-recovery-56a5facee7fe) [![medium.com/@anatoliydadashev: Terraform & AWS decoupled architecture](){: style="width:7%"}](https://medium.com/@anatoliydadashev/terraform-aws-decoupled-architecture-9135df865310) [![medium: A Simple Guide to Handle Text Files in Python | Andreas Soularidis](){: style="width:7%"}](https://medium.com/@andreas.soularidis/a-simple-guide-to-handle-text-files-in-python-cd8a1a33ecaf) [![medium.com: Learn about Exceptions in Python](){: style="width:7%"}](https://medium.com/@andreas.soularidis/learn-about-exceptions-in-python-fef309f66a78) [![medium.com/@andretost_75145: Using ChatGPT to learn Kubernetes and OpenShift](){: style="width:7%"}](https://medium.com/@andretost_75145/using-chatgpt-to-learn-kubernetes-and-openshift-15051bc95535) [![medium.com/@andrewachraf: Detect crashes in your Kubernetes cluster using' kwatch and Slack 🌟](){: style="width:7%"}](https://medium.com/@andrewachraf/detect-crashes-in-your-cluster-using-kwatch-an-slack-84b979e93e03) [![medium.com/@andrewjr350: Misunderstanding of Serverless (AWS)](){: style="width:7%"}](https://medium.com/@andrewjr350/misunderstanding-of-serverless-aws-835c7076ea4c) [![medium.com/@andriikrymus: DNS config for EKS](){: style="width:7%"}](https://medium.com/@andriikrymus/dns-config-for-eks-61eb70c3e31e) [![medium: Single Sign-On in Kubernetes](){: style="width:7%"}](https://medium.com/@andriisumko/single-sign-on-in-kubernetes-1ad9528350ed)

+[![medium: Processing guarantees in Kafka](){: style="width:7%"}](https://medium.com/@andy.bryant/processing-guarantees-in-kafka-12dd2e30be0e) [![medium.com/@anjkeesari: Install Grafana Loki-Stack Helmchart in Azure Kubernetes' Services (AKS)](){: style="width:7%"}](https://medium.com/@anjkeesari/install-grafana-loki-stack-helmchart-in-azure-kubernetes-services-aks-1359281b3321) [![==medium.com/@ankit.wal: Understanding IAM roles for service accounts, IRSA,' on AWS EKS==](){: style="width:7%"}](https://medium.com/@ankit.wal/the-how-of-iam-roles-for-service-accounts-irsa-on-aws-eks-3d76badb8942) [![medium.com/@ankitrai_13207: Kubernetes: Deployment & Service](){: style="width:7%"}](https://medium.com/@ankitrai_13207/kubernetes-deployment-service-6f32b7e63f16) [![medium.com/@anshuman2121: DevSecOps: Implement security on CICD Pipeline](){: style="width:7%"}](https://medium.com/@anshuman2121/devsecops-implement-security-on-cicd-pipeline-19eb7aa22626) [![medium.com/@antoine.loizeau: Add a switch to simplify Terraform debugging](){: style="width:7%"}](https://medium.com/@antoine.loizeau/add-a-switch-to-simplify-terraform-debugging-2d532eb889eb) [![medium: DevOps tools Handbook 🌟](){: style="width:7%"}](https://medium.com/@anujsharma12feb/devops-tools-handbook-b42487a53353) [![AWS App Mesh with EKS and Canary deployment](){: style="width:7%"}](https://medium.com/@anupam.s1602/aws-app-mesh-with-eks-and-canary-deployment-5503d9ba95d6) [![medium.com/@anurag2397: Tuning JVM containers for better CPU and memory' utilisation in K8s environment](){: style="width:7%"}](https://medium.com/@anurag2397/solving-javas-core-problems-around-memory-and-cpu-4d0c97748c43) [![medium.com/@aqsarahman71: Introduction to Kaniko](){: style="width:7%"}](https://medium.com/@aqsarahman71/introduction-to-kaniko-912e0f494570) [![medium.com/@arbnair97: Introduction to Kubernetes Network Policy and Calico' Based Network Policy](){: style="width:7%"}](https://medium.com/@arbnair97/introduction-to-kubernetes-network-policy-and-calico-based-network-policy-675a7fa6b5dc)

+[![medium.com/@aritra.chatterjee_: Hexagonal architecture in java](){: style="width:7%"}](https://medium.com/@aritra.chatterjee_/hexagonal-architecture-in-java-7ac8f4bea753) [![medium.com/@arton.demaku: Managing Stateful Applications with Kubernetes' StatefulSets](){: style="width:7%"}](https://medium.com/@arton.demaku/managing-stateful-applications-with-kubernetes-statefulsets-3eeec9e9d151) [![medium: Azure DevOps HandBook !](){: style="width:7%"}](https://medium.com/@arunksingh16/azure-devops-handbook-d6dcd82da1b7) [![medium: AWS Services Every Developer Should Be Aware Of](){: style="width:7%"}](https://medium.com/@ashish_fagna/aws-services-every-developer-should-be-aware-of-f7c48aaa854f) [![medium: Top 7 Cloud Source Code Management Tools Features and Pricing Plans](){: style="width:7%"}](https://medium.com/@atif.ramzan89/top-7-cloud-source-code-management-tools-features-and-pricing-plans-105f4eb88a3a) [![medium.com/@avyanab: Deploy A Two-Tier Architecture with AWS and Terraform' Cloud](){: style="width:7%"}](https://medium.com/@avyanab/deploy-a-two-tier-architecture-with-aws-and-terraform-cloud-c6087f118ba7) [![medium: AWS Configuration with Web Server in EC2 Using Ansible](){: style="width:7%"}](https://medium.com/@ayushsingh1525/aws-configuration-with-apache-server-in-ec2-using-ansible-2ef61f98872e) [![medium.com/@badawekoo: Helm theory, demo and commands you need to know!](){: style="width:7%"}](https://medium.com/@badawekoo/helm-theory-demo-and-commands-you-need-to-know-628777fdb0c2) [![==medium.com/@badawekoo: Limit number of processes running in a Kubernetes' pod==](){: style="width:7%"}](https://medium.com/@badawekoo/limit-number-of-processes-running-in-a-kubernetes-pod-50ccf156ec18) [![medium.com/@badawekoo: Monitoring in DevOps lifecycle](){: style="width:7%"}](https://medium.com/@badawekoo/monitoring-in-devops-lifecycle-4d9a2f277eb0) [![medium.com/@badawekoo: Scaling in Kubernetes _What, Why and How?](){: style="width:7%"}](https://medium.com/@badawekoo/scaling-in-kubernetes-what-why-and-how-d120e99be071)

+[![medium.com/@badawekoo: Using RBAC in Kubernetes for authorization-Complete' Demo-Part 1](){: style="width:7%"}](https://medium.com/@badawekoo/using-rbac-in-kubernetes-for-authorization-complete-demo-part-1-83f0a1fb8f) [![medium.com/@bareckidarek: TCP packets traffic visualization for kubernetes' by k8spacket and Grafana](){: style="width:7%"}](https://medium.com/@bareckidarek/tcp-packets-traffic-visualization-for-kubernetes-by-k8spacket-and-grafana-bb87cb106f30) [![medium.com/@bchenjh: Distributed full fine-tuning of Llama2 on Kubernetes](){: style="width:7%"}](https://medium.com/@bchenjh/full-fine-tuning-of-llama2-on-kubernetes-a983e1eb2259) [![medium: AWS configuration files, explained](){: style="width:7%"}](https://medium.com/@ben11kehoe/aws-configuration-files-explained-9a7ea7a5b42e) [![medium.com/@benjamin.christmann_12432: Setting up your first EKS cluster' on AWS: some practical tips](){: style="width:7%"}](https://medium.com/@benjamin.christmann_12432/setting-up-your-first-eks-cluster-on-aws-some-practical-tips-60400963c588) [![medium.com/@benjaminacar.private: A Comprehensive Guide to Setup a New K8s' Cluster](){: style="width:7%"}](https://medium.com/@benjaminacar.private/a-comprehensive-guide-to-setup-a-new-k8s-cluster-4b88e6f021bc) [![medium: Understanding resource limits in kubernetes: cpu time](){: style="width:7%"}](https://medium.com/@betz.mark/understanding-resource-limits-in-kubernetes-cpu-time-9eff74d3161b) [![medium.com/@bgrant0607: Advantages of storing configuration in container' registries rather than git 🌟](){: style="width:7%"}](https://medium.com/@bgrant0607/advantages-of-storing-configuration-in-container-registries-rather-than-git-b4266dc0c79f) [![medium: Using Kubernetes Operators to Manage the Lifecycle of AI Applications](){: style="width:7%"}](https://medium.com/@bherta/using-kubernetes-operators-to-manage-the-lifecycle-of-ai-applications-5682c3b372b3) [![medium.com/@bijit211987: DevSecOps Approach with Terraform and CI/CD Pipelines](){: style="width:7%"}](https://medium.com/@bijit211987/devsecops-approach-with-terraform-and-ci-cd-pipelines-f556c2d5b40d) [![medium.com/@bijit211987: Grafana with OpenTelemetry, Vendor-neutral and' open-source approach](){: style="width:7%"}](https://medium.com/@bijit211987/grafana-with-opentelemetry-vendor-neutral-and-open-source-approach-ab4bc08f67e9)

+[![medium.com/@bijit211987: Kubernetes ready for stateful workloads and to' Revolutionize Enterprise Database Management](){: style="width:7%"}](https://medium.com/@bijit211987/kubernetes-ready-for-stateful-workloads-and-to-revolutionize-enterprise-database-management-3cd619b1a0b2) [![medium.com/@bijit211987: Kubernetes Roadmap](){: style="width:7%"}](https://medium.com/@bijit211987/kubernetes-roadmap-edd06067fa72) [![medium.com/@bijit211987: Observability Driven Development (ODD)-Enhancing' System Reliability](){: style="width:7%"}](https://medium.com/@bijit211987/observability-driven-development-2bc2cdde8661) [![==medium.com/@bill.salvaggio: The AWS Cloud Resume Challenge Project==](){: style="width:7%"}](https://medium.com/@bill.salvaggio/the-aws-cloud-resume-challenge-project-c5c0c6fe9593) [![None](){: style="width:7%"}](https://medium.com/@bill.salvaggio/the-aws-cloud-resume-challenge-project-part-ii-5c36029dbc59) [![medium.com/@blgreco72: Debugging Kubernetes Services Locally 🌟](){: style="width:7%"}](https://medium.com/@blgreco72/debugging-kubernetes-services-locally-8cb14bf8745a) [![medium.com/@bm54cloud: Stressing a Kubernetes Pod to Induce an OOMKilled' Error](){: style="width:7%"}](https://medium.com/@bm54cloud/stressing-a-kubernetes-pod-to-induce-an-oomkilled-error-96f3be9c931d) [![medium: Goodbye Jenkins: How Drone Simplifies CI/CD for Engineering Teams' Everywhere](){: style="width:7%"}](https://medium.com/@boomimagestudio-techblog/goodbye-jenkins-how-drone-simplifies-ci-cd-for-engineering-teams-everywhere-73a7db435a86) [![medium: Kubernetes the hard way on Docker](){: style="width:7%"}](https://medium.com/@brightzheng100/kubernetes-the-hard-way-on-docker-f512bae734af) [![medium.com/@brunoolimpio: Kubernetes DeepDive β€” Parte 2 - Kubernetes RBAC' and more... | Bruno Olimpio](){: style="width:7%"}](https://medium.com/@brunoolimpio/kubernetes-deepdive-parte-2-a65ffdce596d) [![None](){: style="width:7%"}](https://medium.com/@brunosquassoni/creating-a-kubernetes-cluster-step-by-step-bd9ae3c85275)

+[![medium.com/@bubu.tripathy: Blue-Green Deployment using Kubernetes](){: style="width:7%"}](https://medium.com/@bubu.tripathy/blue-green-deployment-using-kubernetes-be994df956b4) [![medium.com: Headless Kubernetes Service](){: style="width:7%"}](https://medium.com/@bubu.tripathy/headless-k8s-service-924c689607a7) [![medium.com/@bunnyshell: How to Overcome Infrastructure as Code (IaC) Challenges](){: style="width:7%"}](https://medium.com/@bunnyshell/how-to-overcome-infrastructure-as-code-iac-challenges-f4947be7cde2) [![medium.com/@buraktahtacioglu: AWS Well-Architected Framework β€” AWS Roadmap](){: style="width:7%"}](https://medium.com/@buraktahtacioglu/aws-well-architected-framework-aws-roadmap-80aaa6ca7f53) [![medium.com/@buraktahtacioglu: GitOps Fundamentals β€” CNCF Roadmap](){: style="width:7%"}](https://medium.com/@buraktahtacioglu/gitops-fundamentals-cncf-roadmap-fa686dbced9d) [![medium.com/@calvineotieno010: Managing Application Secrets with Hashicorp' Vault](){: style="width:7%"}](https://medium.com/@calvineotieno010/managing-application-secrets-with-hashicorp-vault-8efb5e1d87fd) [![medium.com: Red Hat OpenShift Virtualization in nested VMware vSphere Cluster](){: style="width:7%"}](https://medium.com/@carlosedp/red-hat-openshift-virtualization-in-nested-vmware-vsphere-56c5e5d76a80) [![medium.com/@casperrubaek: Why KEDA is a game-changer for scaling in Kubernetes](){: style="width:7%"}](https://medium.com/@casperrubaek/why-keda-is-a-game-changer-for-scaling-in-kubernetes-4ebf34cb4b61) [![medium.com/@cbkwgl: Continuous Monitoring in DevOps 🌟](){: style="width:7%"}](https://medium.com/@cbkwgl/continuous-monitoring-in-devops-8d4db48a0e24) [![medium: IBM Multicloud Manager Cluster Sizing](){: style="width:7%"}](https://medium.com/@cdoan/ibm-multicloud-manager-cluster-sizing-bc3b609b7de9) [![medium.com/@chamakenjefi: Kubernetes deployments using a ConfigMap with' a custom index.html page](){: style="width:7%"}](https://medium.com/@chamakenjefi/kubernetes-deployments-using-a-configmap-with-a-custom-index-html-page-5b4de0a7aa1b)

+[![medium.com/@chandranathmondal: ==Self-service Amazon EKS Cluster provisioning' with Kubernetes configuration applied== 🌟](){: style="width:7%"}](https://medium.com/@chandranathmondal/self-service-amazon-eks-cluster-provisioning-with-kubernetes-configuration-applied-372bce839d7) [![medium.com/@charled.breteche: Kind, Cilium, MetalLB, and still no kube-proxy](){: style="width:7%"}](https://medium.com/@charled.breteche/kind-cilium-metallb-and-no-kube-proxy-a9fe66ddfad6) [![medium.com/@charled.breteche: Kubernetes Security β€” Control pod to pod communications' with Cilium network policies](){: style="width:7%"}](https://medium.com/@charled.breteche/kubernetes-security-control-pod-to-pod-communications-with-cilium-network-policies-d7275b2ed378) [![==medium.com/@charled.breteche: Securing Grafana with Keycloak SSO==](){: style="width:7%"}](https://medium.com/@charled.breteche/securing-grafana-with-keycloak-sso-d01fec05d984) [![medium: Kubernetes Monitoring: Kube-State-Metrics](){: style="width:7%"}](https://medium.com/@chrisedrego/kubernetes-monitoring-kube-state-metrics-df6546aea324) [![medium: Ansible AWX: from scratch to REST API (part 4 of 8)](){: style="width:7%"}](https://medium.com/@claudio.domingos/ansible-awx-from-scratch-to-rest-api-part-4-of-8-4aa860d823f6) [![medium.com/@cloud_tips: Kubernetes Incident Response](){: style="width:7%"}](https://medium.com/@cloud_tips/kubernetes-incident-response-94daac6d7a2b) [![medium.com/@cloud_tips: Kubernetes Security Best Practices](){: style="width:7%"}](https://medium.com/@cloud_tips/kubernetes-security-best-practices-ea1e3913c001) [![medium.com/@clymeneallen: Best Practices, Monitoring System for Multi-K8s' Cluster Environments Using Open Source](){: style="width:7%"}](https://medium.com/@clymeneallen/best-practices-monitoring-system-for-multi-k8s-cluster-environments-using-open-source-d85544052f37) [![Application Network Security in Azure Subnets, Endpoints, DNS, NSGs with Terraform Code](){: style="width:7%"}](https://medium.com/@codebob75/application-network-security-in-azure-subnets-endpoints-dns-nsgs-with-terraform-code-0bcabdb3a65b) [![medium.com/@codingkarma: Kubernetes Goat Part-1](){: style="width:7%"}](https://medium.com/@codingkarma/kubernetes-goat-part-1-8718b1345a42)

+[![medium.com/@connect.hashblock: Learn how you can create a chatbot in Python](){: style="width:7%"}](https://medium.com/@connect.hashblock/learn-how-you-can-create-a-chatbot-in-python-da136467309b) [![medium.com: Installing an OKD 4.5 Cluster](){: style="width:7%"}](https://medium.com/@craig_robinson/guide-installing-an-okd-4-5-cluster-508a2631cbee) [![None](){: style="width:7%"}](https://medium.com/@cyber-security/devops-01-example-project-with-terraform-ade540824db1) [![medium.com/@d.deloatch: How to Stop all Instances Using AWS SDK for Python' (Boto3)](){: style="width:7%"}](https://medium.com/@d.deloatch/how-to-stop-all-instances-using-aws-sdk-for-python-boto3-2e02af03177) [![medium.com/@d.kumarkaran12: DevSecOps with AWS CodePipeline and ECS](){: style="width:7%"}](https://medium.com/@d.kumarkaran12/devsecops-with-aws-codepipeline-and-ecs-c800f139a9ee) [![medium.com/@dan.avila7: Prueba tus proyectos serverless de forma local con' serverless-offline](){: style="width:7%"}](https://medium.com/@dan.avila7/prueba-tus-proyectos-serverless-de-forma-local-con-serverless-offline-2e555f2b5e9b) [![medium.com/@danielaaronw: K8s Pod Anti-affinity](){: style="width:7%"}](https://medium.com/@danielaaronw/k8s-pod-anti-affinity-dd2667a20c5f) [![medium.com/@danielepolencic: AWS IAM Roles for service accounts for on-prem' clusters](){: style="width:7%"}](https://medium.com/@danielepolencic/binding-aws-iam-roles-to-kubernetes-service-account-for-on-prem-clusters-b8bac41f269d) [![medium.com/@danielepolencic: Challenge 16: Throttled 🌟](){: style="width:7%"}](https://medium.com/@danielepolencic/challenge-16-throttled-93133f8fd0ad) [![==medium.com/@danielepolencic: How does RBAC work in kubernetes== 🌟](){: style="width:7%"}](https://medium.com/@danielepolencic/how-does-rbac-work-in-kubernetes-d50dd34771ca) [![medium.com/@danielepolencic: Isolating kubernetes pods for debugging](){: style="width:7%"}](https://medium.com/@danielepolencic/isolating-kubernetes-pods-for-debugging-5fe41e630e9)

+[![==medium.com/@danielepolencic: In Kubernetes, are there hidden costs to' running many cluster nodes?==](){: style="width:7%"}](https://medium.com/@danielepolencic/reserved-cpu-and-memory-in-kubernetes-nodes-65aee1946afd) [![==medium.com/@danieljimgarcia: The Application Gateway Ingress Controller' is broken== 🌟](){: style="width:7%"}](https://medium.com/@danieljimgarcia/the-application-gateway-ingress-controller-is-broken-6aa9eb229881) [![medium.com/@danielresponda: Testing Spot Reclamation Mechanisms with AWS' Node Termination Handler and Kubernetes Autoscaler](){: style="width:7%"}](https://medium.com/@danielresponda/testing-spot-reclamation-mechanisms-with-aws-node-termination-handler-and-kubernetes-autoscaler-43194d05dae0) [![medium.com/@dast04: Writing Custom Prometheus Exporters (in Python) β€” Kubernetes](){: style="width:7%"}](https://medium.com/@dast04/writing-custom-prometheus-exporters-in-python-kubernetes-73626b66d78c) [![medium.com/@database-mesh: Database Mesh 2.0: Database Governance in a Cloud' Native Environment](){: style="width:7%"}](https://medium.com/@database-mesh/database-mesh-2-0-database-governance-in-a-cloud-native-environment-3e41f0f2722c) [![medium.com/@datosh18: Gitsign in remote environments](){: style="width:7%"}](https://medium.com/@datosh18/gitsign-in-remote-environments-6f40f47d289f) [![==medium: Test Helm Release in Production Environment with Zero Downtime==' 🌟](){: style="width:7%"}](https://medium.com/@deejiw/test-helm-release-in-production-environment-with-zero-downtime-400c5d41ecdf) [![medium: Just commit your code and your docker server is ready (jenkins +' github + docker)](){: style="width:7%"}](https://medium.com/@deepanshuyadavv11/task1-integrating-github-jenkins-and-docker-d66a817774be) [![==medium.com/@deepeshjaiswal6734: An Introduction to Kubernetes Architecture' && Kubernetes Object deep dive-1== 🌟](){: style="width:7%"}](https://medium.com/@deepeshjaiswal6734/an-introduction-to-kubernetes-architecture-kubernetes-object-deep-dive-1-77205e56db5) [![medium.com/@denhox: Sharing Data Between Microservices](){: style="width:7%"}](https://medium.com/@denhox/sharing-data-between-microservices-fe7fb9471208) [![medium: Continuous Kubernetes blue-green deployments on Azure using Nginx,' AppGateway or TrafficManager β€” part 2](){: style="width:7%"}](https://medium.com/@denniszielke/continuous-kubernetes-blue-green-deployments-on-azure-using-nginx-appgateway-or-trafficmanager-4490bce29cb)

+[![medium.com/@devfire: How To Become a DevOps Engineer In Six Months or Less,' Part 6: Observe](){: style="width:7%"}](https://medium.com/@devfire/how-to-become-a-devops-engineer-in-six-months-or-less-part-7-monitor-47c61aea0bf7) [![medium.com/@devml2016: Let’s Start Automation using Jenkins, Docker, GitHub](){: style="width:7%"}](https://medium.com/@devml2016/lets-start-automation-using-jenkins-docker-github-d5f8d019ec4a) [![medium.com/@devopsfolks8546: Kubectl Commands Cheat Sheet. List Of Kubernetes' Most Useful Commands](){: style="width:7%"}](https://medium.com/@devopsfolks8546/1-pods-c3d1a9349ba0) [![medium.com/@devopsrockers: Blue-Green Deployment on EKS using Argocd with' Kubecost, Istio, External DNS, Grafana-Prometheus and More: β€œBuild, Deploy a Resilient and Observability-Driven Application”](){: style="width:7%"}](https://medium.com/@devopsrockers/blue-green-deployment-on-eks-using-argocd-with-kubecost-istio-external-dns-grafana-prometheus-d5d5508f0748) [![medium.com/@dfrancisczok: Introduction to Kubernetes β€” other Kubernetes' components and abstract concepts | Dave Frank](){: style="width:7%"}](https://medium.com/@dfrancisczok/introduction-to-kubernetes-other-kubernetes-components-and-abstract-concepts-7dfa4955d845) [![medium: No-Code Data Collect API on AWS](){: style="width:7%"}](https://medium.com/@dima.statz_89242/no-code-data-collect-api-on-aws-d79e3681d204) [![==medium.com/@dimitrijevskiv: Monitor Kubernetes pod status from a Jenkins' pipeline==](){: style="width:7%"}](https://medium.com/@dimitrijevskiv/monitor-kubernetes-pod-status-from-a-jenkins-pipeline-e25c744d944d) [![medium: Delivering value on Kubernetes](){: style="width:7%"}](https://medium.com/@dius_au/delivering-value-on-kubernetes-8d5c5655c1b4) [![medium.com/@dmglascoe: ==Deploying IAM Users and S3 Buckets using Boto3' and Terraform==](){: style="width:7%"}](https://medium.com/@dmglascoe/deploying-iam-users-and-s3-buckets-using-boto3-and-terraform-71ec04b2e14b) [![medium.com: The Kubernetes Scheduler: this series aims to advance the understanding' of Kubernetes and its underlying concepts](){: style="width:7%"}](https://medium.com/@dominik.tornow/the-kubernetes-scheduler-cd429abac02f) [![medium.com/@dotdc: A set of modern Grafana dashboards for Kubernetes 🌟](){: style="width:7%"}](https://medium.com/@dotdc/a-set-of-modern-grafana-dashboards-for-kubernetes-4b989c72a4b2)

+[![medium.com: How to find unused Prometheus metrics using mimirtool 🌟](){: style="width:7%"}](https://medium.com/@dotdc/how-to-find-unused-prometheus-metrics-using-mimirtool-a44560173543) [![==medium.com/@dotdc: Is your Kubernetes API Server exposed? Learn how to' check and fix!== 🌟](){: style="width:7%"}](https://medium.com/@dotdc/is-your-kubernetes-api-server-exposed-learn-how-to-check-and-fix-609ab9638fae) [![==medium.com/@dsdatsme: Terraform GitOps CI/CD with Approval & Notifications==](){: style="width:7%"}](https://medium.com/@dsdatsme/terraform-gitops-ci-cd-with-approval-notifications-6f0807299fc4) [![medium.com/@dugouchet.a: Manage your terraform like a container](){: style="width:7%"}](https://medium.com/@dugouchet.a/manage-your-terraform-like-a-container-d2acbc46d7d4) [![medium - Infrastructure-As-Code: But You Don’t Have to Write That Code](){: style="width:7%"}](https://medium.com/@duplocloud/infrastructure-as-code-but-you-dont-have-to-write-that-code-87ec4fe94863) [![medium.com: STOP!! You don’t need Microservices](){: style="width:7%"}](https://medium.com/@ebin/stop-you-dont-need-microservices-dc732d70b3e0) [![medium.com/@ebonyymonae: Github Actions and Automation](){: style="width:7%"}](https://medium.com/@ebonyymonae/github-actions-and-automation-9637aa06af64) [![medium.com/@ebonyymonae: Terraform Basics](){: style="width:7%"}](https://medium.com/@ebonyymonae/terraform-for-newbies-1f4c4bcd2ace) [![medium.com/@eduard.mihai.lemnaru: Auto-update helm chart version using ArgoCD](){: style="width:7%"}](https://medium.com/@eduard.mihai.lemnaru/auto-update-helm-chart-version-using-argocd-4936933a2bac) [![medium.com/@eduardo854: Building Your GitOps Pipeline with GitHub Actions,' DockerHub, and Helm Repository](){: style="width:7%"}](https://medium.com/@eduardo854/building-your-gitops-pipeline-with-github-actions-dockerhub-and-helm-repository-553c4873116e) [![medium.com/@ehsan-khodadadi: Patterns and anti-patterns for a reliable Kubernetes' infra deployment](){: style="width:7%"}](https://medium.com/@ehsan-khodadadi/patterns-and-anti-patterns-for-a-reliable-kubernetes-infra-deployment-5724f6749b7a)

+[![medium.com/@ehsan-khodadadi: Prometheus Multi-Cluster monitoring using Prometheus' Agent Mode](){: style="width:7%"}](https://medium.com/@ehsan-khodadadi/prometheus-multi-cluster-monitoring-using-prometheus-agent-mode-cab2cdb20c11) [![medium.com/@ej.sta.ana: Easy Blue-Green Deployment on Openshift Container' Platform using Argo Rollouts](){: style="width:7%"}](https://medium.com/@ej.sta.ana/easy-blue-green-deployment-on-openshift-container-platform-using-argo-rollouts-4d514b3c5c0f) [![medium.com/@eliran89c: For the love of god, learn when to use CPU limits' on Kubernetes](){: style="width:7%"}](https://medium.com/@eliran89c/for-the-love-of-god-learn-when-to-use-cpu-limits-on-kubernetes-2225341e9dbd) [![medium.com/@elliotgraebert: Four Great Alternatives to HashiCorp’s Terraform' Cloud](){: style="width:7%"}](https://medium.com/@elliotgraebert/four-great-alternatives-to-hashicorps-terraform-cloud-6e0a3a0a5482) [![medium.com/@emmaliaocode: kubectl create vs kubectl apply. What’s the difference?](){: style="width:7%"}](https://medium.com/@emmaliaocode/kubectl-create-vs-kubectl-apply-whats-the-differences-f6472f4c6c86) [![medium.com/@eoneoff: Installing Istio multicluster deployment with Terraform](){: style="width:7%"}](https://medium.com/@eoneoff/installing-istio-multicluster-deployment-with-terraform-59db2f9b2177) [![medium: Tutorial : Secure your API with x509 Mutual Authentication with' Spring Boot on OpenShift4](){: style="width:7%"}](https://medium.com/@erfin.feluzy/tutorial-secure-your-api-with-x509-mutual-authentication-with-spring-boot-on-openshift4-416a00a47af8) [![medium.com/@eriky: Copilot Is Genuinely Scary And Fascinating At The Same' Time](){: style="width:7%"}](https://medium.com/@eriky/copilot-is-genuinely-scary-and-fascinating-at-the-same-time-63ebcbf80899) [![medium.com/@ernestkwashie3: Provisioning Amazon Elastic Kubernetes Service' (EKS) Cluster using Terraform](){: style="width:7%"}](https://medium.com/@ernestkwashie3/provisioning-amazon-elastic-kubernetes-service-eks-cluster-using-terraform-5e07f1f0dc32) [![medium.com/@ershivamgupta: Disaster Recovery Solution for Azure Kubernetes' Service (AKS) Persistent Volume Storage 🌟](){: style="width:7%"}](https://medium.com/@ershivamgupta/disaster-recovery-solution-for-azure-kubernetes-service-aks-persistent-volume-storage-f2b3d2aafcf4) [![medium.com/@eshiett314: Mutual TLS with Emissary-Ingress and Linkerd](){: style="width:7%"}](https://medium.com/@eshiett314/mutual-tls-with-emissary-ingress-and-linkerd-4aa3ffe0413f)

+[![Amazon’s customer service backdoor](){: style="width:7%"}](https://medium.com/@espringe/amazon-s-customer-service-backdoor-be375b3428c4) [![medium.com/@eumaho: Setting up readiness and liveness health-check probes' in Kubernetes with SpringBoot 🌟](){: style="width:7%"}](https://medium.com/@eumaho/setting-up-readiness-and-liveness-health-check-probes-in-kubernetes-with-springboot-674eb1038377) [![medium.com/@extio: Understanding Kubernetes Annotations: Enhancing Flexibility' and Extensibility](){: style="width:7%"}](https://medium.com/@extio/understanding-kubernetes-annotations-enhancing-flexibility-and-extensibility-8f9046591aa1) [![medium.com/@ezinneanne: Best API documentation tools you need](){: style="width:7%"}](https://medium.com/@ezinneanne/best-api-documentation-tools-you-need-cf3ef2c47e89) [![medium.com/@fabrizio-cafolla: Dockerize Python for AWS Lambda β€” Deploy with' GitHub Workflow](){: style="width:7%"}](https://medium.com/@fabrizio-cafolla/dockerize-python-for-aws-lambda-deploy-with-github-workflow-9a930c1e86b1) [![medium.com/@faisalkuzhan: DAY_43/90 => Infrastructure as Code(IaC)](){: style="width:7%"}](https://medium.com/@faisalkuzhan/day-43-90-infrastructure-as-code-iac-5a826258ee4b) [![medium: KONG β€” The Microservice API Gateway](){: style="width:7%"}](https://medium.com/@far3ns/kong-the-microservice-api-gateway-526c4ca0cfa6) [![medium.com/@fengruohang: Database in Kubernetes: Is that a good idea?](){: style="width:7%"}](https://medium.com/@fengruohang/database-in-kubernetes-is-that-a-good-idea-daf5775b5c1f) [![medium.com/@firat.yasar: Backup & Restore Kubernetes resources with VELERO](){: style="width:7%"}](https://medium.com/@firat.yasar/backup-restore-kubernetes-resources-with-velero-b7fee14e7664) [![medium.com/@florian.rieger: If you havenβ€˜t heard of descriptors, you donβ€˜t' know Python](){: style="width:7%"}](https://medium.com/@florian.rieger/if-you-haven-t-heard-of-descriptors-you-don-t-know-python-1ea4fd1614c2) [![medium: GitOps: Build infrastructure resilient applications 🌟](){: style="width:7%"}](https://medium.com/@franoisdagostini/gitops-build-infrastructure-resilient-applications-95bbc939046d)

+[![medium.com/@frommeyerc: Containers and the JVM: About CFS and how to deal' with it](){: style="width:7%"}](https://medium.com/@frommeyerc/containers-and-the-jvm-about-cfs-and-how-to-deal-with-it-805883b72a87) [![medium: jenkins cicd getting started with groovy and docker](){: style="width:7%"}](https://medium.com/@fvtool/jenkins-cicd-getting-started-with-groovy-and-docker-containers-part-2-b03a1b934a49) [![medium.com/@fwiles: k9s EKS Context Error](){: style="width:7%"}](https://medium.com/@fwiles/k9s-eks-context-error-7ff18df7547f) [![medium.com/@gajaoncloud: Demystifying Karpenter’s Advanced Features: Consolidation,' Drift, and Spot Handling](){: style="width:7%"}](https://medium.com/@gajaoncloud/demystifying-karpenters-advanced-features-consolidation-drift-and-spot-handling-007fbad29549) [![medium.com/@gajaoncloud: Karpenter Mastery: NodePools & NodeClasses for' Workload Nirvana](){: style="width:7%"}](https://medium.com/@gajaoncloud/karpenter-mastery-nodepools-nodeclasses-for-workload-nirvana-bc89850fa934) [![medium.com/@gajaoncloud: Unleash the Power of Karpenter: Automating AWS' EKS Scaling and Cost Optimization](){: style="width:7%"}](https://medium.com/@gajaoncloud/unleash-the-power-of-karpenter-automating-aws-eks-scaling-and-cost-optimization-7e236319eda4) [![medium: prometheus and grafana dashboard](){: style="width:7%"}](https://medium.com/@gangsta_black/grafana-cool-dashboard-for-monitoring-jenkins-with-prometheus-c7ba4f1c6297) [![medium.com/@gavinklfong: 8 tips to incredibly boost the efficiency of command' execution on Kubernetes using k9s](){: style="width:7%"}](https://medium.com/@gavinklfong/8-tips-to-incredibly-boost-the-efficiency-of-command-execution-on-kubernetes-using-k9s-a515a90a3a27) [![medium: How to build a smaller Docker image](){: style="width:7%"}](https://medium.com/@gdiener/how-to-build-a-smaller-docker-image-76779e18d48a) [![medium.com/@geoffrey.muselli: ArgoCD: Multi-cluster Helm charts management' in mono-repo](){: style="width:7%"}](https://medium.com/@geoffrey.muselli/argocd-multi-cluster-helm-charts-installation-in-mono-repo-0a406ff7c578) [![medium.com/@george_bakas: Mastering GitHub Actions: Environment Variables' and Secrets Management](){: style="width:7%"}](https://medium.com/@george_bakas/mastering-github-actions-environment-variables-and-secrets-management-3daac384477b)

+[![Deploying Infrastructure (FrontEnd + BackEnd) on AWS using Amazon EKS](){: style="width:7%"}](https://medium.com/@ghumare64/deploying-infrastructure-frontend-backend-on-aws-using-amazon-eks-5f1f426d618e) [![==medium.com/@gjoshevski: Reduce the cost of running AKS cluster by leveraging' Azure Spot VMs| 70% and more== 🌟🌟](){: style="width:7%"}](https://medium.com/@gjoshevski/reduce-the-cost-of-running-aks-cluster-by-leveraging-azure-spot-vms-70-and-more-e917f568c3b9) [![medium.com/@glen.yu: Getting started with eBPF and Cilium on GKE](){: style="width:7%"}](https://medium.com/@glen.yu/getting-started-with-ebpf-and-cilium-on-gke-6553c5d7e02a) [![medium.com/@glen.yu: NGINX Ingress or GKE Ingress?](){: style="width:7%"}](https://medium.com/@glen.yu/nginx-ingress-or-gke-ingress-d87dd9db504c) [![medium.com/@glen.yu: Why I prefer Kyverno over Gatekeeper for native Kubernetes' policy management](){: style="width:7%"}](https://medium.com/@glen.yu/why-i-prefer-kyverno-over-gatekeeper-for-native-kubernetes-policy-management-35a05bb94964) [![Initial experiences with the Prometheus monitoring system](){: style="width:7%"}](https://medium.com/@griggheo/initial-experiences-with-the-prometheus-monitoring-system-167054ac439c) [![medium.com/@hammadsaif061: Simplifying Microservices Management with Kubernetes' and Service Mesh](){: style="width:7%"}](https://medium.com/@hammadsaif061/simplifying-microservices-management-with-kubernetes-and-service-mesh-de458ce566f1) [![Rescue My OpenShift Cluster From Loss of 2 Masters](){: style="width:7%"}](https://medium.com/@haozhao_2156/rescue-my-openshift-cluster-from-loss-of-2-masters-59f118a30f95) [![==medium.com/@hardiktaneja_99752: Lessons after running Kafka in production==' 🌟](){: style="width:7%"}](https://medium.com/@hardiktaneja_99752/lessons-after-running-kafka-in-production-626974ffd700) [![==medium.com/@hari.balagopal: Create a Helm chart automatically from Kubernetes' YAMLs==](){: style="width:7%"}](https://medium.com/@hari.balagopal/create-a-helm-chart-automatically-from-kubernetes-yamls-91a4c1bf8cc5) [![medium: Solutions to Communication Problems in Microservices using Apache' Kafka and Kafka Lens](){: style="width:7%"}](https://medium.com/@harmonh/solutions-to-communication-problems-in-microservices-using-apache-kafka-and-kafka-lens-9b6d453de352)

+[![==medium.com/@harsh.manvar111: Don’t confuse the difference between stateless' and stateful== 🌟](){: style="width:7%"}](https://medium.com/@harsh.manvar111/dont-confuse-the-difference-between-stateless-and-stateful-9f253efe3ebd) [![medium: Creating CI/CD Pipeline for AWS ECS β€” Part I](){: style="width:7%"}](https://medium.com/@harshvijaythakkar/creating-ci-cd-pipeline-for-aws-ecs-part-i-b2f61bb1522f) [![medium.com/@haseebshaukat2: Kyverno β€” Policy Engine for Kubernetes | Muhammad' Haseeb Shaukat](){: style="width:7%"}](https://medium.com/@haseebshaukat2/kyverno-policy-engine-for-kubernetes-b49f3fac43b9) [![medium: AWS API Gateway](){: style="width:7%"}](https://medium.com/@hashiroulap/terraform-aws-api-gateway-6d86a010f359) [![medium.com/@hello_9187: Why We Are Not Supporting OpenTF](){: style="width:7%"}](https://medium.com/@hello_9187/why-we-are-not-supporting-opentf-a46855f52dc4) [![medium.com/@het.trivedi05: Designing Multi-Tenant Applications on Kubernetes](){: style="width:7%"}](https://medium.com/@het.trivedi05/designing-multi-tenant-applications-on-kubernetes-f0470f8e641c) [![medium.com/@hinsulak: Multi-node lightweight Kubernetes setup](){: style="width:7%"}](https://medium.com/@hinsulak/multi-node-lightweight-kubernetes-setup-using-k3s-454e87fdc933) [![medium.com/@hirushanonline: Dynamic Scaling with Kubernetes Event-driven' Autoscaling (KEDA)](){: style="width:7%"}](https://medium.com/@hirushanonline/dynamic-scaling-with-kubernetes-event-driven-autoscaling-keda-caaa15096e1c) [![medium.com/@hmquan08011996: Setup Microservices on Kubernetes β€” Write a' Configuration File](){: style="width:7%"}](https://medium.com/@hmquan08011996/set-up-microservice-on-kubernetes-write-config-file-8df7c2b07a4c) [![medium.com/@hmquan08011996: Setup Microservices on Kubernetes β€” Automating' Kubernetes with ArgoCD](){: style="width:7%"}](https://medium.com/@hmquan08011996/setup-microservices-on-kubernetes-automating-kubernetes-with-argocd-cb94622dac5b) [![medium.com/@hnaveed221: A Quick Intro To Kubernetes](){: style="width:7%"}](https://medium.com/@hnaveed221/starting-out-with-kubernetes-21d0bd03c956)

+[![==medium.com/@hubian: 16 Best Practices in Spring Boot Production== 🌟](){: style="width:7%"}](https://medium.com/@hubian/16-best-practices-in-spring-boot-production-62c065a6145c) [![medium.com/@hunkarbozkurt: What is DevOps? How Was DevOps Derived?](){: style="width:7%"}](https://medium.com/@hunkarbozkurt/what-is-devops-how-was-devops-derived-660ef47d42d6) [![medium.com/@i180826: Using Docker to build React App](){: style="width:7%"}](https://medium.com/@i180826/using-docker-to-build-react-app-49862615e6f8) [![medium: Wordpress High Availability on Kubernetes](){: style="width:7%"}](https://medium.com/@icheko/wordpress-high-availability-on-kubernetes-f6c0bcc2f28d) [![Continuous GitOps, the way to do DevOps in Kubernetes](){: style="width:7%"}](https://medium.com/@imarunrk/continuous-gitops-the-way-to-do-devops-in-kubernetes-896b0ea1d0fb) [![medium.com/@imaze.enabulele: Autoscaling EC2 Instances for High Availability' and Stress Testing 🌟](){: style="width:7%"}](https://medium.com/@imaze.enabulele/autoscaling-ec2-instances-for-high-availability-and-stress-testing-946b41f229e2) [![medium.com/@interviewready: Data Replication in Distributed System](){: style="width:7%"}](https://medium.com/@interviewready/data-replication-in-distributed-system-87f7d265ff28) [![medium.com/@isalapiyarisi: Getting Started on Kubernetes observability with' eBPF](){: style="width:7%"}](https://medium.com/@isalapiyarisi/getting-started-on-kubernetes-observability-with-ebpf-88139eb13fb2) [![medium.com/@ishana98dadhich: Integrating AWS Secret Manager with EKS and' use Secrets inside the Pods: Part-1](){: style="width:7%"}](https://medium.com/@ishana98dadhich/integrating-aws-secret-manager-with-eks-and-use-secrets-inside-the-pods-part-1-1938b0c3c2fb) [![medium: How to enable OpenShift oc bash auto completion](){: style="width:7%"}](https://medium.com/@ismailyenigul/how-to-enable-openshift-oc-bash-auto-completion-958b80e56e17) [![medium.com/@issy972: Balancing reliability, cost and performance with Kubernetes](){: style="width:7%"}](https://medium.com/@issy972/balancing-reliability-cost-and-performance-with-kubernetes-45aae8489a3c)

+[![medium.com/@it-craftsman: How to fix Kubernetes namespaces stuck in terminating' state](){: style="width:7%"}](https://medium.com/@it-craftsman/how-to-fix-kubernetes-namespaces-stuck-in-terminating-state-ea46c5fff045) [![medium.com/@jainal: Mastering Graceful Shutdown in Distributed Systems and' Microservices](){: style="width:7%"}](https://medium.com/@jainal/mastering-graceful-shutdown-in-distributed-systems-and-microservices-29c311e49660) [![medium.com/@jake.page91: The guide to kubectl I never had](){: style="width:7%"}](https://medium.com/@jake.page91/the-guide-to-kubectl-i-never-had-3874cc6074ff) [![medium.com/@jasonmfehr: Inspecting Kubernetes Client to API Server Network' Traffic](){: style="width:7%"}](https://medium.com/@jasonmfehr/inspecting-kubernetes-client-to-api-server-network-traffic-cd6d1802bb43) [![medium.com/@jasonmfehr: Kubernetes Informers: Opening the Mystery Box](){: style="width:7%"}](https://medium.com/@jasonmfehr/kubernetes-informers-opening-the-mystery-box-4cd690a43a4) [![medium.com/@javachampions : Java is still free](){: style="width:7%"}](https://medium.com/@javachampions/java-is-still-free-2-0-0-6b9aa8d6d244) [![medium.com/@jdxcode: 12 Factor CLI Apps](){: style="width:7%"}](https://medium.com/@jdxcode/12-factor-cli-apps-dd3c227a0e46) [![medium.com/@jeevansathisocial: High-performance API gateway](){: style="width:7%"}](https://medium.com/@jeevansathisocial/high-performance-api-gateway-3661d5a2fee0s-3661d5a2fee0) [![medium: Cicada: An integration testing framework for Docker and Kubernetes](){: style="width:7%"}](https://medium.com/@jeremyaherzog/cicada-an-integration-testing-framework-for-docker-and-kubernetes-7eee5624cc55) [![medium.com/@jerome.decoster: Create temporary environment from Pull Request' with ArgoCD ApplicationSet](){: style="width:7%"}](https://medium.com/@jerome.decoster/create-temporary-environment-from-pull-request-with-argocd-applicationset-1cef9803223a) [![medium: Kubernetes + EKS + Canary Deployment](){: style="width:7%"}](https://medium.com/@jerome.decoster/kubernetes-eks-canary-deployment-1ef79ae89dfc)

+[![medium.com/@jerome_tarte: Extend your toolset with Kubectl plugin](){: style="width:7%"}](https://medium.com/@jerome_tarte/extend-your-toolset-with-kubectl-plugin-55596067595f) [![medium: Managing your sensitive information during GitOps process with Secret' Sealed](){: style="width:7%"}](https://medium.com/@jerome_tarte/managing-your-sensitive-information-during-gitops-process-with-secret-sealed-27498c77e2b8) [![medium.com/@jettycloud: Making Sense of Kubernetes CPU Requests And Limits](){: style="width:7%"}](https://medium.com/@jettycloud/making-sense-of-kubernetes-cpu-requests-and-limits-390bbb5b7c92) [![medium.com/@jjlakis: GCP Secret Manager with self-hosted Kubernetes](){: style="width:7%"}](https://medium.com/@jjlakis/gcp-secret-manager-with-self-hosted-kubernetes-db35d01d65f0) [![medium.com: Rancher deployed Kubernetes on Oracle Cloud Infrastructure](){: style="width:7%"}](https://medium.com/@jlamillan/rancher-deployed-kubernetes-on-oracle-cloud-infrastructure-6b0656cdaec0) [![medium: How to setup Hetzner load balancer on a Kubernetes cluster](){: style="width:7%"}](https://medium.com/@jmrobles/how-to-setup-hetzner-load-balancer-on-a-kubernetes-cluster-2ce79ca4a27b) [![medium.com/@joelbelton: Optimising Docker Performance β€” The Key 4 Techniques' You Need](){: style="width:7%"}](https://medium.com/@joelbelton/optimising-docker-performance-the-key-4-techniques-you-need-6440cfebb650) [![medium: GitOps with Istio, Tekton and Argo CD β€” on OpenShift 4](){: style="width:7%"}](https://medium.com/@joelkaplan1/gitops-with-istio-tekton-and-argo-cd-on-openshift-4-5e42d22994e3) [![medium.com/@jon.mclean: ArgoCD: The GitOps Way](){: style="width:7%"}](https://medium.com/@jon.mclean/argocd-the-gitops-way-90f7eb0d2606) [![==medium: Comparing Kubernetes Security Frameworks and Guidance== 🌟](){: style="width:7%"}](https://medium.com/@jonathan_37674/comparing-kubernetes-security-frameworks-and-guidance-f1c2821ea733) [![medium.com/@jonathan_37674: How to Keep your CI/CD Pipelines Secure? | ARMO](){: style="width:7%"}](https://medium.com/@jonathan_37674/how-to-keep-your-ci-cd-pipelines-secure-armo-8e962bc51fb6)

+[![medium.com/@jonathan_37674: How to secure Kubernetes ingress? | By ARMO](){: style="width:7%"}](https://medium.com/@jonathan_37674/how-to-secure-kubernetes-ingress-by-armo-cb86086ec540) [![medium.com/@jonathan_37674: How to validate Kubernetes YAML files? | ARMO](){: style="width:7%"}](https://medium.com/@jonathan_37674/how-to-validate-kubernetes-yaml-files-armo-e45dd006d633) [![medium.com/@jonathan_37674: Kubernetes 1.27: Everything You Should Know' | ARMO](){: style="width:7%"}](https://medium.com/@jonathan_37674/kubernetes-1-27-everything-you-should-know-armo-236de6d77272) [![medium.com/@jonathan_37674: Kubernetes Admission Controller: The Definitive' Guide](){: style="width:7%"}](https://medium.com/@jonathan_37674/kubernetes-admission-controller-the-definitive-guide-786b09279418) [![==medium.com/@jonathan_37674: Kubernetes Security Best Practices: Definitive' Guide==](){: style="width:7%"}](https://medium.com/@jonathan_37674/kubernetes-security-best-practices-definitive-guide-bcb546e9f529) [![medium.com/@jonathan_37674: What have we learned from scanning over 10K' Kubernetes Clusters? 🌟](){: style="width:7%"}](https://medium.com/@jonathan_37674/what-have-we-learned-from-scanning-over-10k-kubernetes-clusters-b0ac6b250427) [![medium.com: A Year Of Running Kubernetes at MYOB, And The Importance Of' Empathy](){: style="width:7%"}](https://medium.com/@jpcontad/a-year-of-running-kubernetes-as-a-product-7eed1204eecd) [![medium: ECS Jenkins Plugin to create ephemeral Slaves in Fargate](){: style="width:7%"}](https://medium.com/@jportasa/ecs-jenkins-plugin-to-create-ephemeral-slaves-in-fargate-8cb80b46fb75) [![medium - fabric8, please check out jenkins X instead](){: style="width:7%"}](https://medium.com/@jstrachan/fabric8-please-check-out-jenkins-x-instead-8295a025173a) [![==medium.com/@jtdv01: Kubernetes Authorization and Role Based Access Controls==' 🌟](){: style="width:7%"}](https://medium.com/@jtdv01/kubernetes-authorization-and-role-based-access-controls-ca0b7acc17a4) [![medium: K8S - Creating a kube-scheduler plugin](){: style="width:7%"}](https://medium.com/@juliorenner123/k8s-creating-a-kube-scheduler-plugin-8a826c486a1)

+[![medium.com/@junjun231953_53717: Terraform Best Practices](){: style="width:7%"}](https://medium.com/@junjun231953_53717/terraform-best-practices-737153356d41) [![medium: Setting up KafkaSource to send data and displayed with Knative event-display](){: style="width:7%"}](https://medium.com/@jweng1/setting-up-kafkasource-to-send-data-and-displayed-with-knative-event-display-33891b253442) [![medium.com/@kachidude007: Setting up an Access Token in GitLab for a Jenkins' Pipeline](){: style="width:7%"}](https://medium.com/@kachidude007/setting-up-an-access-token-in-gitlab-for-a-jenkins-pipeline-a688dd6c994a) [![medium.com/@kajan26: The Myth of scalability in Kubernetes](){: style="width:7%"}](https://medium.com/@kajan26/the-myth-of-scalability-in-kubernetes-e49953944b8e) [![medium.com/@karanshingde: Machine Learning in Productionβ€”β€ŠYour Comprehensive' 101 Practical Guide](){: style="width:7%"}](https://medium.com/@karanshingde/machine-learning-in-production-your-comprehensive-101-practical-guide-c7de0b5ad011) [![medium.com/@kennethtcp: How to spread replica pods into nodes evenly by' topologySpreadConstraints](){: style="width:7%"}](https://medium.com/@kennethtcp/how-to-spread-replica-pods-into-nodes-evenly-by-topologyspreadconstraints-8abd03424aae) [![medium.com/@kevin30101999: Machine Learning Pipeline using Argo workflow' 🌟](){: style="width:7%"}](https://medium.com/@kevin30101999/machine-learning-pipeline-using-argo-workflow-be91feb07c41) [![medium.com/@kewynakshlley: Performance evaluation of the autoscaling strategies' vertical and horizontal using Kubernetes](){: style="width:7%"}](https://medium.com/@kewynakshlley/performance-evaluation-of-the-autoscaling-strategies-vertical-and-horizontal-using-kubernetes-42d9a1663e6b) [![medium: Don’t Repeat Yourself with Anchors, Aliases and Extensions in Docker' Compose Files](){: style="width:7%"}](https://medium.com/@kinghuang/docker-compose-anchors-aliases-extensions-a1e4105d70bd) [![medium.com/@knoldus: Configure SSL certificate with cert-manager on Kubernetes](){: style="width:7%"}](https://medium.com/@knoldus/configure-ssl-certificate-with-cert-manager-on-kubernetes-e5ca8a804e16) [![==medium: How to Schedule Pods on Nodes in Kubernetes==](){: style="width:7%"}](https://medium.com/@knoldus/how-to-schedule-pods-on-nodes-in-kubernetes-af321d8ea5d)

+[![medium.com/@knoldus: Introduction to Kubernetes Deployment Strategies β€”' Part 3](){: style="width:7%"}](https://medium.com/@knoldus/introduction-to-kubernetes-deployment-strategies-part-3-5037a6b4d6aa) [![medium.com/@knoldus: Introduction to sealed secrets in Kubernetes](){: style="width:7%"}](https://medium.com/@knoldus/introduction-to-sealed-secrets-in-kubernetes-7857b361a845) [![medium.com/@knoldus: Using sealed secrets in Kubernetes](){: style="width:7%"}](https://medium.com/@knoldus/using-sealed-secrets-in-kubernetes-7f7518d4c984) [![medium.com/@krishnendupatra: Best practices to achieve Zero downtime on' Kubernetes deployments](){: style="width:7%"}](https://medium.com/@krishnendupatra/best-practices-to-achieve-zero-downtime-on-kubernetes-deployments-438f15cd811e) [![medium.com/@kylekhunter: Kubernetes Monitoring with Prometheus](){: style="width:7%"}](https://medium.com/@kylekhunter/kubernetes-monitoring-with-prometheus-a149c35694c4) [![medium.com/@kylelzk: Kubernetes Theory - Understanding Kubernetes Components:' A Deep Dive](){: style="width:7%"}](https://medium.com/@kylelzk/kubernetes-theory-understanding-kubernetes-components-a-deep-dive-ac31b7463df2) [![==medium.com/@ladoui.bilal: 10 Git commands every DevOps should know== 🌟](){: style="width:7%"}](https://medium.com/@ladoui.bilal/10-git-commands-should-every-devops-should-know-6ae07f5e1989) [![medium.com/@lambdaEranga: Monitor Kubernets Services/Endpoints with Prometheus' Blackbox Exporter 🌟](){: style="width:7%"}](https://medium.com/@lambdaEranga/monitor-kubernets-services-endpoints-with-prometheus-blackbox-exporter-a64e062c05d5) [![medium.com/@leocherian: Simple CDK app to create EKS Cluster](){: style="width:7%"}](https://medium.com/@leocherian/simple-cdk-app-to-create-eks-cluster-06f651a12ccd) [![medium: Securing the Kubernetes cluster | Lessandro Z. Ugulino](){: style="width:7%"}](https://medium.com/@lessandro.ugulino/securing-the-kubernetes-cluster-c5ab43fe0dd0) [![medium.com/@lfoster49203: Kubernetes on Azure: Setting up a cluster on Microsoft' Azure (with Azure AKS)](){: style="width:7%"}](https://medium.com/@lfoster49203/kubernetes-on-azure-setting-up-a-cluster-on-microsoft-azure-with-azure-aks-d6bee3eaa65)

+[![medium.com/@litombeg: Kubernetes High-Level Architecture](){: style="width:7%"}](https://medium.com/@litombeg/kubernetes-high-level-architecture-8a39456c2023) [![medium.com/@lucapompei91: Kubernetes observability](){: style="width:7%"}](https://medium.com/@lucapompei91/kubernetes-observability-17a7875a38f6) [![medium.com/@lupass93: Zero Trust Architecture on Kubernetes with Istio Service' Mesh](){: style="width:7%"}](https://medium.com/@lupass93/zero-trust-architecture-on-kubernetes-with-istio-service-mesh-eade6c5a3c53) [![medium: The Kubernetes Cloud Controller Manager](){: style="width:7%"}](https://medium.com/@m.json/the-kubernetes-cloud-controller-manager-d440af0d2be5) [![medium.com/@madhankannan7: Kubernetes in Production: Key Considerations](){: style="width:7%"}](https://medium.com/@madhankannan7/kubernetes-in-production-key-considerations-b2ead677fd78) [![medium: Part 1 β€” Why Red Hat Openshift Service Mesh? 🌟](){: style="width:7%"}](https://medium.com/@maggarwa/part-1-why-red-hat-openshift-service-mesh-54b8b6ae1a8f) [![medium.com/@magstherdev: OpenTelemetry on Kubernetes 🌟](){: style="width:7%"}](https://medium.com/@magstherdev/opentelemetry-on-kubernetes-c167f024b35f) [![medium.com/@magstherdev: OpenTelemetry Operator](){: style="width:7%"}](https://medium.com/@magstherdev/opentelemetry-operator-d3d407354cbf) [![medium.com/@maneesha649nirman: Design Patterns For Microservices](){: style="width:7%"}](https://medium.com/@maneesha649nirman/design-patterns-for-microservices-30bed0d215f5) [![medium: Using nginx-ingress controller to restrict access by IP (ip whitelisting)' for a service deployed to a Kubernetes (AKS) cluster](){: style="width:7%"}](https://medium.com/@maninder.bindra/using-nginx-ingress-controller-to-restrict-access-by-ip-ip-whitelisting-for-a-service-deployed-to-bd5c86dc66d6) [![medium.com/@marc.guerrini: DIY β€” Istio β€” validate JWT](){: style="width:7%"}](https://medium.com/@marc.guerrini/diy-istio-validate-jwt-1ffbd488b1f3)

+[![medium.com/@marc.khouzam: Shell completion for plugins with Helm 3.8](){: style="width:7%"}](https://medium.com/@marc.khouzam/shell-completion-for-plugins-with-helm-3-8-7cb001012a54) [![medium: Gitops using Helmsman to apply Helm Charts to k8s](){: style="width:7%"}](https://medium.com/@marco.franssen/gitops-using-helmsman-to-apply-helm-charts-to-k8s-1a7217ced411) [![==medium: Install Hashicorp Vault on Kubernetes using Helm β€” Part 2== |' Marco Franssen](){: style="width:7%"}](https://medium.com/@marco.franssen/install-hashicorp-vault-on-kubernetes-using-helm-part-2-d612cf6c0c91) [![medium.com/@marinradjenovic: Why do you still need to think of scalability' when architecting Serverless apps?](){: style="width:7%"}](https://medium.com/@marinradjenovic/why-do-you-still-need-to-think-of-scalability-when-architecting-serverless-apps-a2e1f14e3eca) [![medium.com/@mariusz_kujawski: Terraform for a Data Engineer](){: style="width:7%"}](https://medium.com/@mariusz_kujawski/terraform-for-a-data-engineer-553f7538fec8) [![medium.com/@mark.andreev: How to configure Kubernetes memory limits for' Java application](){: style="width:7%"}](https://medium.com/@mark.andreev/how-to-configure-kubernetes-memory-limits-for-java-application-ec0cc5a68c24) [![medium.com/@markcallen_devops: Setup Kubernetes Admin on Linux with Brew](){: style="width:7%"}](https://medium.com/@markcallen_devops/setup-kubernetes-admin-on-linux-with-brew-da143cef1c90) [![medium: Delaying application start until sidecar is ready](){: style="width:7%"}](https://medium.com/@marko.luksa/delaying-application-start-until-sidecar-is-ready-2ec2d21a7b74) [![medium.com/@marom.itamar: Kubernetes Controllers, Custom Resources, and' Operators Explained](){: style="width:7%"}](https://medium.com/@marom.itamar/kubernetes-controllers-custom-resources-and-operators-explained-8e92f46829f6) [![medium.com/@martin.hodges: Adding observability to a Kubernetes cluster' using Prometheus](){: style="width:7%"}](https://medium.com/@martin.hodges/adding-observability-to-a-kubernetes-cluster-using-prometheus-c2cba6c0fdaa) [![medium.com/@martin.hodges: Enabling TLS on your Vault cluster on Kubernetes](){: style="width:7%"}](https://medium.com/@martin.hodges/enabling-tls-on-your-vault-cluster-on-kubernetes-0d20439b13d0)

+[![medium.com/@martin.hodges: How to install Keycloak IAM on your Kubernetes' cluster, backed by Postgres](){: style="width:7%"}](https://medium.com/@martin.hodges/how-to-install-keycloak-iam-on-your-kubernetes-cluster-backed-by-postgres-1228eae4faeb) [![medium.com/@martin.hodges: Introduction to Vault to provide secret management' in your Kubernetes cluster](){: style="width:7%"}](https://medium.com/@martin.hodges/introduction-to-vault-to-provide-secret-management-in-your-kubernetes-cluster-658b58372569) [![medium.com/@martin.hodges: Spring Boot CI/CD on Kubernetes using Terraform,' Ansible and GitHub: Part 12](){: style="width:7%"}](https://medium.com/@martin.hodges/use-terraform-ansible-and-github-actions-to-automate-running-your-spring-boot-application-on-e82424da828e) [![medium.com/@martin.hodges: Using a wildcard certificate within your Kubernetes' cluster](){: style="width:7%"}](https://medium.com/@martin.hodges/using-a-wildcard-certificate-within-your-kubernetes-cluster-87c014e8dafe) [![medium.com/@martin.hodges: Why do I need an API Gateway on a Kubernetes' cluster](){: style="width:7%"}](https://medium.com/@martin.hodges/why-do-i-need-an-api-gateway-on-a-kubernetes-cluster-c70f15da836c) [![medium: Utilizing and monitoring kubernetes cluster resources more effectively](){: style="width:7%"}](https://medium.com/@martin.schneppenheim/utilizing-and-monitoring-kubernetes-cluster-resources-more-effectively-using-this-tool-df4c68ec2053) [![==medium.com/@mathieuces: How to calculate CPU for containers in k8s dynamically' ?== 🌟](){: style="width:7%"}](https://medium.com/@mathieuces/how-to-calculate-cpu-for-containers-in-k8s-dynamically-47a89e3886eb) [![medium.com/@mbarkin.narin: Problem Solving Strategies for Microservice Architecture' Part III](){: style="width:7%"}](https://medium.com/@mbarkin.narin/problem-solving-strategies-for-microservice-architecture-part-iii-c15830151890) [![medium.com/@mehmetodabashi: Authentication and Authorization in Kubernetes:' Client Certificates and Role Based Access Control (RBAC)](){: style="width:7%"}](https://medium.com/@mehmetodabashi/authentication-and-authorization-in-kubernetes-client-certificates-and-role-based-access-control-d4e98a3c1098) [![medium.com/@mehmetodabashi: Kubernetes networking and service object: Understanding' ClusterIp and nodePort with hands on study](){: style="width:7%"}](https://medium.com/@mehmetodabashi/kubernetes-networking-and-service-object-understanding-clusterip-and-nodeport-with-hands-on-study-90cfeaf66e8c) [![medium.com/@meng.yan: What Happens When Deleting a Pod](){: style="width:7%"}](https://medium.com/@meng.yan/what-happens-when-deleting-a-pod-d1219c7e1b53)

+[![AWS SAM CLI Advanced Serverless Deployments](){: style="width:7%"}](https://medium.com/@mertmengu/aws-sam-cli-advanced-serverless-deployments-07432fee87ab) [![medium: Kubernetes for dummies: introduction. Part 1](){: style="width:7%"}](https://medium.com/@mfsilv/kubernetes-a-gentle-introduction-9d23de7f00e0) [![medium: Kubernetes for dummies: the cluster. Part 2](){: style="width:7%"}](https://medium.com/@mfsilv/kubernetes-for-dummies-the-cluster-7cf6a7b5532) [![medium.com/@michaeljguarino: How we Created an in-Browser Kubernetes Experience](){: style="width:7%"}](https://medium.com/@michaeljguarino/how-we-created-an-in-browser-kubernetes-experience-58c065cda803) [![medium: API Testing with Postman β€” Build a Dynamic Test Suite](){: style="width:7%"}](https://medium.com/@michaelkm03/api-testing-with-postman-build-a-dynamic-test-suite-e874f4d78e69) [![medium: API Testing with Postman](){: style="width:7%"}](https://medium.com/@michaelkm03/rest-api-test-automation-with-postman-jenkins-1-of-3-860edf3c2a45) [![medium.com/@micheldirk: On Amazon EKS and Karpenter](){: style="width:7%"}](https://medium.com/@micheldirk/on-amazon-eks-and-karpenter-2b84e75e254e) [![medium.com/@mikakrief: Using Azure Service Operator v2](){: style="width:7%"}](https://medium.com/@mikakrief/using-azure-service-operator-v2-4a1fa1f5e3b8) [![medium.com/@mike_tyson_cloud: AWS Landing Zone: Mastering the Architecture' β€” Best Practices and Design Secrets](){: style="width:7%"}](https://medium.com/@mike_tyson_cloud/aws-landing-zone-mastering-the-architecture-best-practices-and-design-secrets-a37746f72962) [![medium.com/@mike_tyson_cloud: IT Automation: 10 Alternatives To Terraform](){: style="width:7%"}](https://medium.com/@mike_tyson_cloud/it-automation-10-alternatives-to-terraform-286107def5ad) [![medium.com/@mjkool: Kubernetes Operator β€” Simplified!](){: style="width:7%"}](https://medium.com/@mjkool/kubernetes-operator-simplified-96b8c8f7e627)

+[![medium.com/@mkremer_75412: Why Postgres RDS didn’t work for us (and why' it won’t work for you if you’re implementing a big data solution)](){: style="width:7%"}](https://medium.com/@mkremer_75412/why-postgres-rds-didnt-work-for-us-and-why-it-won-t-work-for-you-if-you-re-implementing-a-big-6c4fff5a8644) [![medium.com: Test driven Development with Ansible using Molecule](){: style="width:7%"}](https://medium.com/@moep_moep/test-driven-development-with-ansible-using-molecule-3386cef987ac) [![medium.com: kubernetes Pod Priority and Preemption](){: style="width:7%"}](https://medium.com/@mohaamer5/kubernetes-pod-priority-and-preemption-943c58aee07d) [![medium: Better Debugging Environment for your Micro-Services](){: style="width:7%"}](https://medium.com/@moshe.beladev.mb/better-debugging-environment-for-your-micro-services-9420a71b8a37) [![medium.com/@muhidabid.cs: Why does Kubernetes need Ingress?](){: style="width:7%"}](https://medium.com/@muhidabid.cs/why-does-kubernetes-need-ingress-73d969fb6ffe) [![medium.com/@muppedaanvesh: A Hands-On Guide to Vault in Kubernetes](){: style="width:7%"}](https://medium.com/@muppedaanvesh/a-hand-on-guide-to-vault-in-kubernetes-%EF%B8%8F-1daf73f331bd) [![medium.com/@muppedaanvesh: A Hands-On Guide to Kubernetes Monitoring Using' Prometheus & Grafana](){: style="width:7%"}](https://medium.com/@muppedaanvesh/a-hands-on-guide-to-kubernetes-monitoring-using-prometheus-grafana-%EF%B8%8F-b0e00b1ae039) [![medium.com/@muppedaanvesh: Azure DevOps β€” Self Hosted Agents on Kubernetes' β€” PART-1](){: style="width:7%"}](https://medium.com/@muppedaanvesh/azure-devops-self-hosted-agents-on-kubernetes-part-1-aa91e7912f79) [![medium.com/@mustafaaltunok: How Ingress, Service, Deployment and Pod Link' to each other](){: style="width:7%"}](https://medium.com/@mustafaaltunok/how-ingress-service-deployment-and-pod-link-to-eachother-d3a6ae2c0e06) [![medium.com/@nadinCodeHat: HTTP based Microservices is a bad idea 🌟](){: style="width:7%"}](https://medium.com/@nadinCodeHat/http-based-microservices-is-a-bad-idea-670d3db29ca6) [![medium.com/@nanditasahu031: DevSecOps β€” Implementing Secure CI/CD Pipelines' 🌟](){: style="width:7%"}](https://medium.com/@nanditasahu031/devsecops-implementing-secure-ci-cd-pipelines-9653726b4916)

+[![medium.com/@nanditasahu031: How to Integrate HashiCorp Vault with Jenkins' to secure your Secrets](){: style="width:7%"}](https://medium.com/@nanditasahu031/how-to-integrate-hashicorp-vault-with-jenkins-to-secure-your-secrets-f13bb36e28e9) [![medium.com/@nanditasahu031: How to Start with Kustomize β€” it’s Features](){: style="width:7%"}](https://medium.com/@nanditasahu031/how-to-start-with-kustomize-its-features-dd541c3d2fa8) [![medium.com/@nanditasahu031: How to Start with Terragrunt 🌟](){: style="width:7%"}](https://medium.com/@nanditasahu031/how-to-start-with-terragrunt-5cd1a842088a) [![medium.com/@nanditasahu031: Istio Service Mesh 🌟](){: style="width:7%"}](https://medium.com/@nanditasahu031/istio-service-mesh-a11654f90ed9) [![medium.com/@nanditasahu031: Terraform with GCP Cloud](){: style="width:7%"}](https://medium.com/@nanditasahu031/terraform-with-gcp-cloud-d25d60a6e740) [![medium.com/@nanditasahu031: Terraformer β€” Generate Terraform Files from' Existing Infrastructure](){: style="width:7%"}](https://medium.com/@nanditasahu031/terraformer-generate-terraform-files-from-existing-infrastructure-5d709fedd2b9) [![None](){: style="width:7%"}](https://medium.com/@nblaye/exporting-kafka-jmx-metrics-to-grafana-1b9d32fe900a) [![medium.com/@neonforge: Why You Shouldn’t Use AWS managed KMS Keys](){: style="width:7%"}](https://medium.com/@neonforge/why-you-shouldnt-use-aws-managed-kms-keys-83d9eb9d5090) [![IaC and OpenShift Virtualization handshake (using Terraform for VMs on OCP)](){: style="width:7%"}](https://medium.com/@nidhibansal26/iac-and-openshift-virtualization-handshake-c0a4ada79af5) [![medium.com/@nikhil.purva: Securing Kubernetes Secrets with HashiCorp Vault](){: style="width:7%"}](https://medium.com/@nikhil.purva/securing-kubernetes-secrets-with-hashicorp-vault-a9555728e095) [![medium.com/@niklas.uhrberg: Auto scaling in Kubernetes using Kafka and application' metrics β€” part 1](){: style="width:7%"}](https://medium.com/@niklas.uhrberg/auto-scaling-in-kubernetes-using-kafka-and-application-metrics-part-1-a509256b64ff)

+[![medium.com/@noelgass: Azure Common Monitoring With Terraform](){: style="width:7%"}](https://medium.com/@noelgass/azure-common-monitoring-with-terraform-543aee6dd1f1) [![medium.com/@nomulex: How to create an ssh tunnel to a remote database in' Kubernetes 🌟](){: style="width:7%"}](https://medium.com/@nomulex/how-to-create-an-ssh-tunnel-to-a-remote-database-in-kubernetes-8e702e927328) [![medium.com/@norlin.t: Build a managed Kubernetes cluster from scratch β€”' part 1](){: style="width:7%"}](https://medium.com/@norlin.t/build-a-managed-kubernetes-cluster-from-scratch-part-1-fca5f6b3639b) [![medium.com/@norlin.t: Build a managed Kubernetes cluster from scratch β€”' part 2](){: style="width:7%"}](https://medium.com/@norlin.t/build-a-managed-kubernetes-cluster-from-scratch-part-2-e8ca6c2cc45c) [![medium.com/@norlin.t: Build a managed Kubernetes cluster from scratch β€”' part 3](){: style="width:7%"}](https://medium.com/@norlin.t/build-a-managed-kubernetes-cluster-from-scratch-part-3-10dec988757) [![medium.com/@norlin.t: Build a managed Kubernetes cluster from scratch β€”' part 4](){: style="width:7%"}](https://medium.com/@norlin.t/build-a-managed-kubernetes-cluster-from-scratch-part-4-3856f0756a03) [![medium.com/@norlin.t: Build a managed Kubernetes cluster from scratch β€”' part 5](){: style="width:7%"}](https://medium.com/@norlin.t/build-a-managed-kubernetes-cluster-from-scratch-part-5-a4c22f0c0245) [![medium.com/@norlin.t: Kubernetes the hard (illumos) way](){: style="width:7%"}](https://medium.com/@norlin.t/kubernetes-the-hard-illumos-way-c4b45a080bac) [![medium.com/@norlin.t: Kubernetes the hard (illumos) way, last part](){: style="width:7%"}](https://medium.com/@norlin.t/kubernetes-the-hard-illumos-way-last-part-c68ca71bc2ce) [![medium.com/@nsfabrice2009: How to install ArgoCD on k8s cluster](){: style="width:7%"}](https://medium.com/@nsfabrice2009/how-to-install-argocd-on-k8s-cluster-ad9084c71f16) [![medium.com/@oamdev2020: Glue Terraform Ecosystem into Kubernetes World 🌟](){: style="width:7%"}](https://medium.com/@oamdev2020/glue-terraform-ecosystem-into-kubernetes-world-3e5d6feb461e)

+[![medium.com: What is GitFlow?](){: style="width:7%"}](https://medium.com/@okandavut/what-is-gitflow-c0be7a659992) [![medium.com/@olivier.gaumond: Why am I able to bind a privileged port in' my container without the NET_BIND_SERVICE capability?](){: style="width:7%"}](https://medium.com/@olivier.gaumond/why-am-i-able-to-bind-a-privileged-port-in-my-container-without-the-net-bind-service-capability-60972a4d5496) [![medium.com/@onai.rotich: 4 Tools that Make it Easy to manage your Kubernetes' Cluster](){: style="width:7%"}](https://medium.com/@onai.rotich/4-tools-that-make-it-easy-to-manage-your-kubernetes-cluster-be252847cd85) [![medium.com/@onai.rotich: Understand container metrics and why they matter](){: style="width:7%"}](https://medium.com/@onai.rotich/understand-container-metrics-and-why-they-matter-9e88434ca62a) [![medium: Understanding PodSecurity in Kubernetes](){: style="width:7%"}](https://medium.com/@orangecola3/understanding-podsecurity-in-kubernetes-e58a65102056) [![medium.com/@orellanaluke: Terraform and the Art of Small: My Guide to Navigating' Smarter, Safer State Management](){: style="width:7%"}](https://medium.com/@orellanaluke/terraform-and-the-art-of-small-my-guide-to-navigating-smarter-safer-state-management-cd156533ccf7) [![medium.com/@ospalaemon: Introducing Palaemon, the Savior of Kubernetes Pods!](){: style="width:7%"}](https://medium.com/@ospalaemon/introducing-palaemon-the-savior-of-kubernetes-pods-85576c33287c) [![==medium.com/@ostridelabs: k8s vs k3s: The Comprehensive Difference==](){: style="width:7%"}](https://medium.com/@ostridelabs/k8s-vs-k3s-the-comprehensive-difference-f7667d141c0) [![medium.com/@outlier.developer: Getting Started with ArgoCD for GitOps Kubernetes' Deployments](){: style="width:7%"}](https://medium.com/@outlier.developer/getting-started-with-argocd-for-gitops-kubernetes-deployments-fafc2ad2af0) [![medium.com/@paolo.gallina: How-to release Helm Charts maintaining your mental' health 🌟](){: style="width:7%"}](https://medium.com/@paolo.gallina/releasing-helm-charts-maintaining-your-mental-health-b382685390c8) [![medium.com/@paolo.gazzola: How to deploy a high available and fault tolerant' RabbitMQ service in an on-premise Kubernetes multi-node cluster environment](){: style="width:7%"}](https://medium.com/@paolo.gazzola/deploy-a-rabbitmq-cluster-in-an-on-premise-kubernetes-multi-node-cluster-enviroment-5dd71d84dafc)

+[![medium.com/@pauldotyu: Effortlessly Deploy to AKS with Open Source Tools Draft and Acorn](){: style="width:7%"}](https://medium.com/@pauldotyu/app-to-aks-with-draft-and-acorn-2d25f19649b7) [![medium.com/@pauldotyu: Service Mesh Considerations](){: style="width:7%"}](https://medium.com/@pauldotyu/service-mesh-considerations-117561f30295) [![==medium.com/@pavanbelagatti: Kubernetes Service Types Explained== 🌟](){: style="width:7%"}](https://medium.com/@pavanbelagatti/kubernetes-service-types-explained-2709cde3bc0c) [![medium.com/@pbijjala: Considerations for Hardening your GKE, a workload' perceptive](){: style="width:7%"}](https://medium.com/@pbijjala/considerations-for-hardening-your-gke-a-workload-perceptive-943be26949d2) [![==medium.com/@pbijjala: Container security, an eco system view==](){: style="width:7%"}](https://medium.com/@pbijjala/container-security-an-eco-system-183dbffdf2d8) [![==medium.com/@pbijjala: reCap: Elasticity in Kubernetes/GKE== 🌟🌟](){: style="width:7%"}](https://medium.com/@pbijjala/recap-elasticity-in-kubernetes-gke-543d8523d3c) [![medium.com/@pbijjala: reCap: Kube vrs Cloud DNS in GKE](){: style="width:7%"}](https://medium.com/@pbijjala/recap-kube-vrs-cloud-dns-in-gke-b8d1d407e00d) [![Build CI/CD Multibranch Pipeline with Jenkins and Kubernetes 🌟](){: style="width:7%"}](https://medium.com/@peiruwang/build-ci-cd-multibranch-pipeline-with-jenkins-and-kubernetes-637de560d55a) [![medium.com: Serverless - Build a Serverless Simple Flask Application with' Kubeless on top of Kubernetes](){: style="width:7%"}](https://medium.com/@peiruwang/serverless-build-a-serverless-simple-flask-application-with-kubeless-on-top-of-kubernetes-95c6682c3750) [![==medium.com/@percenuage: My adventure with Helm as GitOps in a distributed' architecture==](){: style="width:7%"}](https://medium.com/@percenuage/my-adventure-with-helm-as-gitops-in-a-distributed-architecture-6a6fdc6f11bd) [![medium.com/@perspectivementor: 6 Essential Skills for Landing a DevOps Job' in 2024](){: style="width:7%"}](https://medium.com/@perspectivementor/6-essential-skills-for-landing-a-devops-job-in-2024-88f6c19341d7)

+[![medium.com/@pflooky: Intro to Kubernetes Mutating Webhooks (get more out' of Kubernetes)](){: style="width:7%"}](https://medium.com/@pflooky/intro-to-kubernetes-mutating-webhooks-even-if-you-dont-know-kubernetes-172c30232488) [![medium: Running Oracle 12c on OpenShift Container Platform](){: style="width:7%"}](https://medium.com/@pittar/running-oracle-12c-on-openshift-container-platform-ca471a9f7057) [![medium.com/@piyush.sachdeva055: Deploy AKS Cluster in Azure With Terraform](){: style="width:7%"}](https://medium.com/@piyush.sachdeva055/deploy-aks-cluster-in-azure-with-terraform-2028f6c71ada) [![medium.com/@piyush_74867: Apache Airflow on Kubernetes at scale β€” a peak' under the hood](){: style="width:7%"}](https://medium.com/@piyush_74867/apache-airflow-on-kubernetes-at-scale-a-peak-under-the-hood-1eebb9b4769b) [![medium: Notes on Graceful Shutdown in Kubernetes 🌟](){: style="width:7%"}](https://medium.com/@pleasingsmoke/graceful-shutdown-of-pods-in-kubernetes-6da5588b5356) [![medium.com/@polatatc: Terraform; the most demanded DevOps skill!](){: style="width:7%"}](https://medium.com/@polatatc/terraform-the-most-demanded-devops-skill-88c461641e7b) [![medium.com/@portainerio: Kubernetes, the ultimate enabler of automation](){: style="width:7%"}](https://medium.com/@portainerio/kubernetes-the-ultimate-enabler-of-automation-27d5a3502807) [![medium.com/@poseidon.os: Poseidon: A Kubernetes Cluster Visualization &' Cost Analysis Tool](){: style="width:7%"}](https://medium.com/@poseidon.os/poseidon-a-kubernetes-cluster-visualization-cost-analysis-tool-d0fb55c2858c) [![medium.com/@prasadanilmore: The Magic of Visualizing Your Cloud Infrastructure:' Real-time Terraform Visualization](){: style="width:7%"}](https://medium.com/@prasadanilmore/the-magic-of-visualizing-your-cloud-infrastructure-real-time-terraform-visualization-c85ac0ca4933) [![medium: Pratyush Mathur - Kubernetes Architecture](){: style="width:7%"}](https://medium.com/@pratyush.mathur/kubernetes-architecture-82e9bc8324f1) [![medium: Kubernetes Resources 🌟](){: style="width:7%"}](https://medium.com/@pratyush.mathur/kubernetes-resources-c09d172dbdc5)

+[![medium: Logging with EFK - Pratyush Mathur](){: style="width:7%"}](https://medium.com/@pratyush.mathur/logging-with-efk-1c2e131496d) [![==medium.com/@pratyush.mathur: Secrets Management Using Vault in K8S==](){: style="width:7%"}](https://medium.com/@pratyush.mathur/secrets-management-using-vault-in-k8s-272462c37fd8) [![medium.com/@pratzy99: Adoption of FinOps for Kubernetes Cost Optimization' 🌟](){: style="width:7%"}](https://medium.com/@pratzy99/adoption-of-finops-for-kubernetes-cost-optimization-6263bc7b3f57) [![medium.com/@r_chan: Kubernetes Pods Termination Lifecycle](){: style="width:7%"}](https://medium.com/@r_chan/kubernetes-pods-termination-lifecycle-fd2926c4611a) [![medium.com/@radha.sable25: Enabling IAM users/roles Access on Amazon EKS' cluster](){: style="width:7%"}](https://medium.com/@radha.sable25/enabling-iam-users-roles-access-on-amazon-eks-cluster-f69b485c674f) [![medium.com: Gitflow β€” Branch Guide](){: style="width:7%"}](https://medium.com/@rafavinnce/gitflow-branch-guide-8a523360c053) [![medium.com/@raghavendraguttur: Podman Containers β€” Beginner’s Guide](){: style="width:7%"}](https://medium.com/@raghavendraguttur/podman-containers-beginners-guide-830b931e66f4) [![OpenTelemetry (OTel) vs Application Performance Monitoring (APM)](){: style="width:7%"}](https://medium.com/@rahul.fiem/opentelemetry-otel-vs-application-performance-monitoring-apm-86ae829877cf) [![medium.com/@randhirthakur076: Optimizing Kubernetes Cost Management: A Deep' Dive into Kubecost](){: style="width:7%"}](https://medium.com/@randhirthakur076/optimizing-kubernetes-cost-management-a-deep-dive-into-kubecost-5b07c9926c87) [![medium.com/@ranjana-jha: Infrastructure as a code best practices : Terraform](){: style="width:7%"}](https://medium.com/@ranjana-jha/infrastructure-as-a-code-best-practices-terraform-d7ae4291d621) [![medium.com/@rasikzilte711: Kubernetes Networking β€” A Guide to Services,' Ingress, Network Policies, DNS, and CNI Plugins](){: style="width:7%"}](https://medium.com/@rasikzilte711/kubernetes-networking-a-guide-to-services-ingress-network-policies-dns-and-cni-plugins-fc1ad7d22ab4)

+[![medium: Automated Manifest File Validation Using Open Policy Agent and GitHub' Actions | Ravindu Sandeepa Rathugama](){: style="width:7%"}](https://medium.com/@ravindursr/automated-manifest-file-validation-using-open-policy-agent-and-github-actions-697fa9fd74f0) [![None](){: style="width:7%"}](https://medium.com/@raymon_dut/whats-the-relationship-between-pod-deployment-replicaset-and-service-in-kubernetes-57bf3be22abb) [![medium.com/@raymon_dut: What’s the relationShip between Pod, Deployment,' ReplicaSet, and Service in Kubernetes? 🌟](){: style="width:7%"}](https://medium.com/@raymon_dut/whats-the-relationship-between-pod-deployment-replicaset-and-service-in-kubernetes-57bf3be22abb 🌟) [![medium.com/@reefland: Access PVC Data without the POD; troubleshooting Kubernetes.](){: style="width:7%"}](https://medium.com/@reefland/access-pvc-data-without-the-pod-troubleshooting-kubernetes-b28bfdd7502) [![medium.com/@reefland: Tracking Down β€œInvisible” OOM Kills in Kubernetes](){: style="width:7%"}](https://medium.com/@reefland/tracking-down-invisible-oom-kills-in-kubernetes-192a3de33a60) [![Medium: Distributed Tracing and Monitoring using OpenCensus](){: style="width:7%"}](https://medium.com/@rghetia/distributed-tracing-and-monitoring-using-opencensus-fe5f6e9479fb) [![medium.com/@rifkikarimr: Continuous Integration and Continuous Deployment:' Best Practices for DevOps 🌟](){: style="width:7%"}](https://medium.com/@rifkikarimr/continuous-integration-and-continuous-deployment-best-practices-for-devops-b99eac071a5c) [![Building Pipeline and Launching Jenkins in Container](){: style="width:7%"}](https://medium.com/@rishabh1799/building-pipeline-and-launching-jenkins-in-container-d4faf39de173) [![medium.com/@rizkiprass: Beginner Terraform Tutorial: Launching EC2 in AWS' using Terraform](){: style="width:7%"}](https://medium.com/@rizkiprass/beginner-terraform-tutorial-launching-ec2-in-aws-using-terraform-73f6d99e6233) [![Setup Chained Jenkins Declarative Pipeline Projects with Triggers 🌟](){: style="width:7%"}](https://medium.com/@rosaniline/setup-chained-jenkins-declarative-pipeline-projects-with-triggers-d3d04f1daf75) [![medium.com/@rphilogene: Platform Engineering #7: Internal Developer Platform' vs. Internal Developer Portal](){: style="width:7%"}](https://medium.com/@rphilogene/platform-engineering-7-internal-developer-platform-vs-internal-developer-portal-05c33658891b)

+[![==medium.com/@rphilogene: Top 10 Platform Engineering Tools You Should Consider' in 2024==](){: style="width:7%"}](https://medium.com/@rphilogene/top-10-platform-engineering-tools-you-should-consider-in-2024-892e6e211b85) [![medium.com/@rphilogene: Turning Kubernetes into a Developer-Friendly Product](){: style="width:7%"}](https://medium.com/@rphilogene/turning-kubernetes-into-a-developer-friendly-product-930d7290a448) [![medium.com/@rphilogene: What’s an Internal Developer Platform?](){: style="width:7%"}](https://medium.com/@rphilogene/whats-an-internal-developer-platform-8f52fb367552) [![medium.com/@rramiz.rraza: Kafka metrics monitoring with Prometheus and Grafana' 🌟](){: style="width:7%"}](https://medium.com/@rramiz.rraza/kafka-metrics-integration-with-prometheus-and-grafana-14fe318fbb8b) [![medium: When to Use MongoDB Rather than MySQL](){: style="width:7%"}](https://medium.com/@rsk.saikrishna/when-to-use-mongodb-rather-than-mysql-d03ceff2e922) [![medium.com/@rtaplamaci: Horizontal Scaling on Kubernetes Clusters Based' on AWS CloudWatch Metrics with KEDA](){: style="width:7%"}](https://medium.com/@rtaplamaci/horizontal-scaling-on-kubernetes-clusters-based-on-aws-cloudwatch-metrics-with-keda-7c9e0e3ba5f) [![medium: Database version control β€” Liquibase versus Flyway](){: style="width:7%"}](https://medium.com/@ruxijitianu/database-version-control-liquibase-versus-flyway-9872d43ee5a4) [![medium.com/@ryan.dardis: KubeClarity β€” Cloud-Native Security Scanning for' your Kubernetes Cluster and more](){: style="width:7%"}](https://medium.com/@ryan.dardis/kubeclarity-cloud-native-security-scanning-for-your-kubernetes-cluster-and-more-7c3ee6a16556) [![medium: Kubermetrics β€” Cluster Visualization Made Simple](){: style="width:7%"}](https://medium.com/@sachem2015/kubermetrics-cluster-visualization-made-simple-d24928f63451) [![==medium.com/@sajjadfazlani: How to protect your APIs and Microservices?==' 🌟](){: style="width:7%"}](https://medium.com/@sajjadfazlani/how-to-protect-your-apis-and-microservices-f22b99ce2322) [![medium.com/@sakshampaliwal: What is Kubernetes(in short)?](){: style="width:7%"}](https://medium.com/@sakshampaliwal/what-is-kubernetes-in-short-e92f2b81248a)

+[![medium.com/@sam.euchaliptus: Tolerations & NodeAffinity for Deterministic' Pod Scheduling in Kubernetes](){: style="width:7%"}](https://medium.com/@sam.euchaliptus/tolerations-nodeaffinity-for-deterministic-pod-scheduling-in-kubernetes-aa2f1d4316fa) [![==medium.com/@samiullah6799: Different Roles in MLOps==](){: style="width:7%"}](https://medium.com/@samiullah6799/different-roles-in-mlops-0918de5321a4) [![medium.com/@samng1991216: Building Kubernetes Operator Application from' Scratch (Part 1)](){: style="width:7%"}](https://medium.com/@samng1991216/building-kubernetes-operator-application-from-scratch-part-1-211b6b2467df) [![medium.com/@samuelbagattin: Partial Helm values encryption using AWS KMS' with ArgoCD](){: style="width:7%"}](https://medium.com/@samuelbagattin/partial-helm-values-encryption-using-aws-kms-with-argocd-aca1c0d36323) [![medium.com/@sandeepsharmaster: Design your Cloud Microservices Apps the' DDD way (Hexagonal Architecture)](){: style="width:7%"}](https://medium.com/@sandeepsharmaster/modernize-your-cloud-microservices-apps-hexagonal-architecture-769696494c0) [![medium: Automation of Cloud-Terraform](){: style="width:7%"}](https://medium.com/@sandupatlaabhilash1747/automation-of-cloud-terraform-5a299fb785bb) [![medium.com/@sangjinn: How to communicate with Kubernetes workloads β€” Part' I. Service | Brandon Kang](){: style="width:7%"}](https://medium.com/@sangjinn/how-to-communicate-with-kubernetes-workloads-1-service-abe1c5b03fc) [![medium.com/@sangjinn: How to communicate with Kubernetes workloads β€” Part' II. Ingress | Brandon Kang](){: style="width:7%"}](https://medium.com/@sangjinn/how-to-communicate-with-kubernetes-workloads-2-ingress-18f44a712690) [![medium: How to build an efficient CI/CD pipeline 🌟🌟](){: style="width:7%"}](https://medium.com/@sanjayaben/how-to-build-an-efficient-ci-cd-pipeline-b5738ad567c8) [![medium.com/@sassenthusiast: Serverless Simplified: Integrating Docker Containers' into AWS Lambda via serverless.yml](){: style="width:7%"}](https://medium.com/@sassenthusiast/serverless-simplified-integrating-docker-containers-into-aws-lambda-via-serverless-yml-cdef9be1681e) [![medium.com/@satyakommula: Deploy Kubernetes dashboard with NodePort](){: style="width:7%"}](https://medium.com/@satyakommula/deploy-kubernetes-dashboard-with-nodeport-382f447d2ff8)

+[![medium.com: Shell Scripting for DevOps with Examples](){: style="width:7%"}](https://medium.com/@saurabhdahibhate50/devops-day-04-task-e51d64ffbf16) [![==medium.com/@sdevsecops: How to implement DevSecOps in a Kubernetes cluster' environment-Github Actions and Azure DevOps==](){: style="width:7%"}](https://medium.com/@sdevsecops/how-to-implement-devsecops-in-a-kubernetes-cluster-environment-github-actions-and-azure-devops-522bdd121e34) [![medium: Prometheus-Grafana on K8s](){: style="width:7%"}](https://medium.com/@sdhah1999/prometheus-grafana-on-k8s-6efee4af4036) [![medium: Windows Containers (personal) cheat sheet](){: style="width:7%"}](https://medium.com/@sebagomez/windows-containers-personal-cheat-sheet-95c1c4d6bdf5) [![medium.com/@selvamraju007: GIT Branching Strategies](){: style="width:7%"}](https://medium.com/@selvamraju007/git-branching-strategies-a6eafe4541ae) [![medium.com/@senjutide2000: Designing a Controller for Custom Resources from' scratch for absolute beginners](){: style="width:7%"}](https://medium.com/@senjutide2000/designing-a-controller-for-custom-resources-from-scratch-for-absolute-beginners-9cb84b7f906f) [![medium: API Access Control using Istio Ingress Gateway](){: style="width:7%"}](https://medium.com/@senthilrch/api-access-control-using-istio-ingress-gateway-44be659a087e) [![medium: Kubernetes Network Policies: Are They Really Useful?](){: style="width:7%"}](https://medium.com/@senthilrch/kubernetes-network-polices-are-they-really-useful-c3a153c49316) [![medium: What is Docker, Why should you use it in simple words](){: style="width:7%"}](https://medium.com/@shahinghasemy/what-is-docker-why-should-you-use-it-in-simple-words-cc5e6160f9db) [![medium.com/@sharprazor.app: Memory settings for Java process running in' Kubernetes pod](){: style="width:7%"}](https://medium.com/@sharprazor.app/memory-settings-for-java-process-running-in-kubernetes-pod-1e608a5d2a64) [![medium.com/@sheraznadeem1: Kubescape & Kubernetes Hardening- Demystified](){: style="width:7%"}](https://medium.com/@sheraznadeem1/kubescape-kubernetes-hardening-demystified-87fba47f3b6a)

+[![medium.com/@shrishs: Application Backup and Restore using Openshift API' for Data Protection(OADP)](){: style="width:7%"}](https://medium.com/@shrishs/application-backup-and-restore-using-openshift-api-for-data-protection-oadp-790d39ad96d4) [![medium.com/@shrishtishreya: Kubernetes ConfigMaps Explained](){: style="width:7%"}](https://medium.com/@shrishtishreya/kubernetes-configmaps-explained-c6e7c9a6e6a6) [![medium.com/@shubhadeepchat: Best Practices for good REST API Design](){: style="width:7%"}](https://medium.com/@shubhadeepchat/best-practices-for-good-rest-api-design-b5fae9a62c86) [![medium: Ensure Content Trust on Kubernetes using Notary and Open Policy' Agent](){: style="width:7%"}](https://medium.com/@siegert.maximilian/ensure-content-trust-on-kubernetes-using-notary-and-open-policy-agent-485ab3a9423c) [![Part 1](){: style="width:7%"}](https://medium.com/@simionrazvan/simple-spring-boot-microservice-deployed-in-kubernetes-using-docker-and-nexus-part-1-b581e3ca8916) [![Part 2](){: style="width:7%"}](https://medium.com/@simionrazvan/simple-spring-boot-microservice-deployed-in-kubernetes-using-docker-and-nexus-part-2-25dc2a3982cf) [![medium.com: Fighting Service Latency in Microservices With Kubernetes](){: style="width:7%"}](https://medium.com/@sindhujacynixit/fighting-service-latency-in-microservices-with-kubernetes-f5a584f5af36) [![medium.com/@slashben81: How to write a YAML file for Kubernetes? | ARMO](){: style="width:7%"}](https://medium.com/@slashben81/how-to-write-a-yaml-file-for-kubernetes-armo-76f29e533b1f) [![medium.com/@slimm609: Secure image signing with Cosign and AWS KMS](){: style="width:7%"}](https://medium.com/@slimm609/secure-image-signing-with-cosign-and-aws-kms-82bc25d7fdae) [![medium.com: Kubernetes β€” What Is It, What Problems Does It Solve and How' Does It Compare With Alternatives?](){: style="width:7%"}](https://medium.com/@srikanth.k/kubernetes-what-is-it-what-problems-does-it-solve-how-does-it-compare-with-its-alternatives-937fe80b754f) [![medium.com/@study.uttam: Main Challenges of Machine Learning](){: style="width:7%"}](https://medium.com/@study.uttam/main-challenges-of-machine-learning-eb06dffac3da)

+[![medium.com/@suleimanabualrob: Kubernetes cost optimisation](){: style="width:7%"}](https://medium.com/@suleimanabualrob/kubernetes-cost-optimisation-9e81b76814f6) [![medium.com/@sumudu_liyan: How To Install Istio On Kubernetes Cluster](){: style="width:7%"}](https://medium.com/@sumudu_liyan/how-to-install-istio-on-kubernetes-cluster-e831c12381b) [![Kubernetes Authentication and Authorization with X509 client certificates](){: style="width:7%"}](https://medium.com/@sureshpalemoni/kubernetes-authentication-and-authorization-with-x509-client-certificates-edbc3517c10) [![medium.com/@suvankar.dey80: Time Series SQL vs No SQL](){: style="width:7%"}](https://medium.com/@suvankar.dey80/time-series-sql-vs-no-sql-a8c7f40d80a8) [![medium: Forking GitHub Repository with Git and VIM | Swain Dennis](){: style="width:7%"}](https://medium.com/@swain.dennis1/forking-github-repository-with-git-and-vim-54288dff3801) [![medium.com: Simplifying orchestration with Kubernetes](){: style="width:7%"}](https://medium.com/@swapnasagarpradhan/simplifying-orchestration-with-kubernetes-e81015681a85) [![medium: Agile vs. DevOps vs. SRE… it’s not OR, it’s AND !](){: style="width:7%"}](https://medium.com/@ta.abhisingh/agile-vs-devops-vs-sre-its-not-or-it-s-and-aa312904e577) [![medium.com/@tamerberatcelik: When and why to use Kubernetes?](){: style="width:7%"}](https://medium.com/@tamerberatcelik/when-and-why-to-use-kubernetes-fface756859f) [![medium: The Easiest Way To Remove Checked In Credentials From A Git Repo](){: style="width:7%"}](https://medium.com/@tanmay.avinash.deshpande/the-easiest-way-to-remove-checked-in-credentials-from-a-git-repo-704a373b94e3) [![medium: Serverless enterprise-grade multi-tenancy using AWS | Tarek Becker](){: style="width:7%"}](https://medium.com/@tarekbecker/serverless-enterprise-grade-multi-tenancy-using-aws-76ff5f4d0a23) [![medium.com/@tarikucar: Getting started with Google Cloud Storage with Terraform' πŸš€](){: style="width:7%"}](https://medium.com/@tarikucar/getting-started-with-google-cloud-storage-with-terraform-dfb26d85e2dd)

+[![medium.com/@tarunbehal02: AWS Cost Optimizations : My Learnings](){: style="width:7%"}](https://medium.com/@tarunbehal02/aws-cost-optimizations-my-learnings-fcdc14da1f58) [![medium.com/@tathagatapaul7: OpenTelemetry in Kubernetes: Deploying your' Collector and Metrics Backend](){: style="width:7%"}](https://medium.com/@tathagatapaul7/opentelemetry-in-kubernetes-deploying-your-collector-and-metrics-backend-b8ec86ac4a43) [![medium.com/@tech_18484: Simplifying Kubernetes Logging with EFK Stack](){: style="width:7%"}](https://medium.com/@tech_18484/simplifying-kubernetes-logging-with-efk-stack-158da47ce982) [![medium.com/@terminalsandcoffee: Mastering Python: How to Generate a List' of Dictionaries for Files in Your Working Directory with One Script](){: style="width:7%"}](https://medium.com/@terminalsandcoffee/mastering-python-how-to-generate-a-list-of-dictionaries-for-files-in-your-working-directory-with-7cab8b485e69) [![medium.com/@thapliyal705: Create Amazon EKS Cluster from scratch using eksctl](){: style="width:7%"}](https://medium.com/@thapliyal705/create-amazon-eks-cluster-from-scratch-using-eksctl-67e0d0900245) [![medium.com/@the.nick.miller: Custom Deployments with Kubernetes](){: style="width:7%"}](https://medium.com/@the.nick.miller/multi-container-deployments-with-kubernetes-33c824d8d9a4) [![Azure DevOps Tips: β€œEach” Loops](){: style="width:7%"}](https://medium.com/@therealjordanlee/azure-devops-tips-each-loops-c082c692d025) [![medium.com: Git Flow for Beginners](){: style="width:7%"}](https://medium.com/@thibault60000/git-flow-for-beginners-d7a152b2c1f9) [![medium: Starting with kubernetes](){: style="width:7%"}](https://medium.com/@thomaspoignant/starting-with-kubernetes-db121b09fd4) [![medium.com/@timebertt: Kubernetes Controllers at Scale: Clients, Caches,' Conflicts, Patches Explained](){: style="width:7%"}](https://medium.com/@timebertt/kubernetes-controllers-at-scale-clients-caches-conflicts-patches-explained-aa0f7a8b4332) [![medium.com/@timleonardDS: Who Let the DAGs out? Register an External DAG' with Flyte (Chapter 3)](){: style="width:7%"}](https://medium.com/@timleonardDS/who-lets-the-dags-out-register-an-external-dag-with-flyte-chapter-3-bad0ea781119)

+[![medium.com/@tom-neal: CTO Checklist](){: style="width:7%"}](https://medium.com/@tom-neal/cto-checklist-1a2ef3d6502) [![medium.com/@toonvandeuren: Kubernetes Scaling: The Event Driven Approach' - KEDA](){: style="width:7%"}](https://medium.com/@toonvandeuren/kubernetes-scaling-the-event-driven-approach-bdd58ded4e3f) [![medium: GitFlow VS Trunk-Based-Development](){: style="width:7%"}](https://medium.com/@vafrcor2009/gitflow-vs-trunk-based-development-3beff578030b) [![medium: KubeSecOps Pipeline(Container security) in a cloudnative ecosystem](){: style="width:7%"}](https://medium.com/@vaib16dec/kubesecops-pipeline-container-security-in-a-cloudnative-ecosystem-e59bf19a713d) [![medium.com: Saving costs in Google Kubernetes Engine using Spot VMs](){: style="width:7%"}](https://medium.com/@vaibhav176/saving-costs-in-google-kubernetes-engine-using-spot-vms-2e6d0157815e) [![medium.com/@vajrapuvinod: Mastering Ingress Context Path Based Routing in' AWS EKS using AWS Load Balancer Controller through Terraform](){: style="width:7%"}](https://medium.com/@vajrapuvinod/mastering-ingress-context-path-based-routing-in-aws-eks-using-terraform-0db2bbbae474) [![PromQL Tutorial](){: style="width:7%"}](https://medium.com/@valyala/promql-tutorial-for-beginners-9ab455142085) [![medium.com/@vamshisuram: How to crack CKAD exam (part β€” 2)](){: style="width:7%"}](https://medium.com/@vamshisuram/how-to-crack-ckad-exam-part-2-26330c32a4e) [![medium.com/@vamsi.lakshman: Overview of Azure Kubernetes Services Networking Models](){: style="width:7%"}](https://medium.com/@vamsi.lakshman/overview-of-azure-kubernetes-services-networking-models-e3ca0591aebe) [![medium: Using Nginx-Ingress as a Static Cache for Assets Inside Kubernetes](){: style="width:7%"}](https://medium.com/@vdboor/using-nginx-ingress-as-a-static-cache-91bc27be04a1) [![medium.com/@versentfastforward: GitOps on Kubernetes with ArgoCD](){: style="width:7%"}](https://medium.com/@versentfastforward/gitops-and-argocd-to-automate-kubernetes-deployments-640f3a086865)

+[![medium.com/@versentfastforward: One-click Bootstrap Deployment of ArgoCD](){: style="width:7%"}](https://medium.com/@versentfastforward/one-click-bootstrap-deployment-of-argocd-e06f848aacc5) [![medium.com/@versentfastforward: Structuring Your Repo for ArgoCD, Part 1](){: style="width:7%"}](https://medium.com/@versentfastforward/structuring-your-repo-for-argocd-part-1-582817713b0) [![medium.com/@victor.ronin: Design your code for readability vs. writability](){: style="width:7%"}](https://medium.com/@victor.ronin/design-your-code-for-readability-vs-writability-d42f04cc6f4d) [![medium.com/@victor.ronin: The dark side of a cross-functional team](){: style="width:7%"}](https://medium.com/@victor.ronin/the-dark-side-of-a-cross-functional-team-e0d379e37c70) [![medium: From Zero to Kubernetes Operator](){: style="width:7%"}](https://medium.com/@victorpaulo/from-zero-to-kubernetes-operator-dd06436b9d89) [![medium: Container Networking Interface aka CNI](){: style="width:7%"}](https://medium.com/@vikram.fugro/container-networking-interface-aka-cni-bdfe23f865cf) [![==medium.com/@vinciabhinav7: Microservices Communication Architecture Patterns==' 🌟](){: style="width:7%"}](https://medium.com/@vinciabhinav7/microservices-communication-architecture-patterns-a8e77e614c2c) [![medium.com/@vinoji2005: Using Terraform with Kubernetes: A Comprehensive' Guide](){: style="width:7%"}](https://medium.com/@vinoji2005/using-terraform-with-kubernetes-a-comprehensive-guide-237f6bbb0586) [![medium.com/@vinothiniraju: Streamlining Kubernetes Deployment with Ready-Built' Developer Platform](){: style="width:7%"}](https://medium.com/@vinothiniraju/streamlining-kubernetes-deployment-with-ready-built-developer-platform-5ba0cbb4facf) [![medium: Install Istio on Azure Kubernetes cluster using Terraform](){: style="width:7%"}](https://medium.com/@vipinagarwal18/install-istio-on-azure-kubernetes-cluster-using-terraform-214f6d3f611) [![medium.com/@visweswara: Pod Disruption Budget β€” Budget that can save you' One day](){: style="width:7%"}](https://medium.com/@visweswara/pod-disruption-budget-budget-that-can-save-you-one-day-7c22c8a11d)

+[![medium.com/@visweswara: What are Kubernetes Admission Controllers?](){: style="width:7%"}](https://medium.com/@visweswara/what-are-kubernetes-admission-controllers-let-me-explain-93b97f659ccc) [![medium.com/@vrnvav97: Canary Deployment in Kubernetes](){: style="width:7%"}](https://medium.com/@vrnvav97/canary-deployment-in-kubernetes-a18c81cb9b) [![medium.com/@vvsevel: A Guide to Kubernetes Application Resource Tuning β€”' part 1](){: style="width:7%"}](https://medium.com/@vvsevel/a-guide-to-kubernetes-application-resource-tuning-part-1-bf0ba04db10) [![medium.com/@walissonscd: Creating a Kubernetes Pod with Multiple Containers' and a Shared Volume 🌟](){: style="width:7%"}](https://medium.com/@walissonscd/creating-a-kubernetes-pod-with-multiple-containers-and-a-shared-volume-257d9aa2081d) [![medium.com/@walissonscd: Monitoring Kubernetes Cluster Resources: Using' Top Metrics Commands](){: style="width:7%"}](https://medium.com/@walissonscd/monitoring-kubernetes-cluster-resources-using-top-metrics-commands-a60408765321) [![medium.com/@walissonscd: Understanding Your Kubernetes Cluster](){: style="width:7%"}](https://medium.com/@walissonscd/understanding-your-kubernetes-cluster-16f4b90f3edc) [![medium.com/@wessel__: Istio with Authentik: securing your cluster and providing' authentication and authorization](){: style="width:7%"}](https://medium.com/@wessel__/istio-with-authentik-securing-your-cluster-and-providing-authentication-and-authorization-b5e48b331920) [![medium.com/@willguibr: Terraform 1.5 β€” Import and Automatic Code Generation](){: style="width:7%"}](https://medium.com/@willguibr/terraform-1-5-import-and-automatic-code-generation-caa4debfef28) [![medium.com: Kubernetes Canary Deployment #1 Gitlab CI](){: style="width:7%"}](https://medium.com/@wuestkamp/kubernetes-canary-deployment-1-gitlab-ci-518f9fdaa7ed) [![medium: How Rolling and Rollback Deployments work in Kubernetes](){: style="width:7%"}](https://medium.com/@yankee.exe/how-rolling-and-rollback-deployments-work-in-kubernetes-8db4c4dce599) [![medium.com/@yogitakothadia: A Manifest File in Kubernetes](){: style="width:7%"}](https://medium.com/@yogitakothadia/a-manifest-file-in-kubernetes-952183a508d4)

+[![medium.com/@yonatanzunger: Advanced Python: Achieving High Performance with' Code Generation 🌟🌟](){: style="width:7%"}](https://medium.com/@yonatanzunger/advanced-python-achieving-high-performance-with-code-generation-796b177ec79) [![medium.com/@yusufkaratoprak: Advanced Troubleshooting Techniques in Kubernetes' Pods](){: style="width:7%"}](https://medium.com/@yusufkaratoprak/advanced-troubleshooting-techniques-in-kubernetes-pods-24ee0cebfa6f) [![medium.com/@zeloygabri: Deploying 2-Tier AWS Architecture using Terraform](){: style="width:7%"}](https://medium.com/@zeloygabri/deploying-2-tier-aws-architecture-using-terraform-b4167b035751) [![medium.com/@zhaoyi0113: Kubernetes β€” How does service network work in the' cluster](){: style="width:7%"}](https://medium.com/@zhaoyi0113/kubernetes-how-does-service-network-work-in-the-cluster-d235b69ff536) [![None](){: style="width:7%"}](https://medium.com/activewizards-machine-learning-company/kafka-monitoring-with-prometheus-telegraf-and-grafana-6228fed736f1) [![medium.com/adaltas: GitOps in practice, deploy Kubernetes applications with' ArgoCD](){: style="width:7%"}](https://medium.com/adaltas/gitops-in-practice-deploy-kubernetes-applications-with-argocd-ca170ce8aba3) [![medium.com/adaltas: Kubernetes: debugging with ephemeral containers](){: style="width:7%"}](https://medium.com/adaltas/kubernetes-debugging-with-ephemeral-containers-e4be659d9ef6) [![medium.com/adaltas: Operating Kafka in Kubernetes with Strimzi](){: style="width:7%"}](https://medium.com/adaltas/operating-kafka-in-kubernetes-with-strimzi-84a281c6d964) [![medium.com/adeo-tech: A walkthrough guide for Multi-Tenancy with GKE](){: style="width:7%"}](https://medium.com/adeo-tech/a-walkthrough-guide-for-multi-tenancy-with-gke-b9e6f1aed2a2) [![medium.com/adeo-tech: How to save money fast with Kubernetes β€” Do FinOps](){: style="width:7%"}](https://medium.com/adeo-tech/how-to-save-money-fast-with-kubernetes-do-finops-3a9cafc9beba) [![medium.com/adeo-tech: Multi-Cloud Kubernetes Survival Guide 🌟](){: style="width:7%"}](https://medium.com/adeo-tech/multi-cloud-kubernetes-survival-guide-49eee9aa58e2)

+[![medium.com/adessoturkey: Azure DevOps Agents on AKS with the kaniko Option](){: style="width:7%"}](https://medium.com/adessoturkey/azure-devops-agents-on-aks-with-kaniko-option-f672f900a177) [![medium.com/adessoturkey: Create a Windows VM in Kubernetes using KubeVirt](){: style="width:7%"}](https://medium.com/adessoturkey/create-a-windows-vm-in-kubernetes-using-kubevirt-b5f54fb10ffd) [![medium: Highway to Helm: How to efficiently manage chart sources](){: style="width:7%"}](https://medium.com/adevinta-tech-blog/highway-to-helm-how-to-efficiently-manage-chart-sources-f5749ba8031e) [![medium.com/adidoescode: Chaos Engineering: How simulating adversity can' help build eCommerce Resilience](){: style="width:7%"}](https://medium.com/adidoescode/chaos-engineering-how-simulating-adversity-can-help-build-ecommerce-resilience-4a799c8912dc) [![medium: Designing a Kubernetes Cluster with Amazon EKS From Scratch 🌟](){: style="width:7%"}](https://medium.com/adobetech/designing-a-kubernetes-cluster-with-amazon-eks-from-scratch-4b4ee9d1b8f) [![medium.com/agileinsider: DevOps Principles and Practices Explained in Ten' Minutes](){: style="width:7%"}](https://medium.com/agileinsider/devops-principles-and-practices-explained-in-ten-minutes-6cec7e1dae6d) [![medium.com/agorapulse-stories: Platform Engineering, Part 3: WHEN & HOW' to Build an Internal Developer Platform](){: style="width:7%"}](https://medium.com/agorapulse-stories/platform-engineering-part-3-when-how-to-build-an-internal-developer-platform-cfb22efcca34) [![medium.com/ai-hero: Streamlining Machine Learning Operations (MLOps) with' Kubernetes and Terraform](){: style="width:7%"}](https://medium.com/ai-hero/streamlining-machine-learning-operations-with-kubernetes-and-terraform-41baad37998e) [![medium.com/aiguys: MLOps: Serving AI apps to million users](){: style="width:7%"}](https://medium.com/aiguys/mlops-serving-ai-to-million-users-c77ed718b7ed) [![medium.com/airbnb-engineering: Dynamic Kubernetes Cluster Scaling at Airbnb](){: style="width:7%"}](https://medium.com/airbnb-engineering/dynamic-kubernetes-cluster-scaling-at-airbnb-d79ae3afa132) [![Partitioning MySQL on RDS: "How We Partitioned Airbnb’s Main Database in' Two Weeks](){: style="width:7%"}](https://medium.com/airbnb-engineering/how-we-partitioned-airbnb-s-main-database-in-two-weeks-55f7e006ff21)

+[![medium: Automate policies enforcement with Policy-as-Code 🌟](){: style="width:7%"}](https://medium.com/airwalk/automate-policies-enforcement-with-policy-as-code-2f20aac9e2b0) [![medium.com/airwallex-engineering: Kafka Streams: Iterative Development and' Blue-Green Deployment](){: style="width:7%"}](https://medium.com/airwallex-engineering/kafka-streams-iterative-development-and-blue-green-deployment-fae88b26e75e) [![medium.com/altitudehq: Kafka retries and maintaining the order of retry' events 🌟](){: style="width:7%"}](https://medium.com/altitudehq/kafka-retries-and-maintain-order-of-retry-events-313482044351) [![medium: Integrate BitBucket & Jenkins](){: style="width:7%"}](https://medium.com/ampersand-academy/integrate-bitbucket-jenkins-c6e51103d0fe) [![medium: Dockerizing a REST API in Python Less Than 9 MB and Based on scratch' Image](){: style="width:7%"}](https://medium.com/analytics-vidhya/dockerizing-a-rest-api-in-python-less-than-9-mb-and-based-on-scratch-image-ef0ee3ad3f0a) [![medium: Multi-namespace Helm deploy in Kubernetes](){: style="width:7%"}](https://medium.com/analytics-vidhya/multi-namespace-helm-deploy-in-kubernetes-26d1baf1ca5c) [![medium.com/andcloudio: Setting up Authentication and RBAC Authorization' in Kubernetes](){: style="width:7%"}](https://medium.com/andcloudio/creating-authentication-and-authorization-in-kubernetes-c6c5f0f1d2ad) [![medium: 10 reasons why you should think about using an AWS Application Load' Balancer](){: style="width:7%"}](https://medium.com/ankercloud-engineering/10-reasons-why-you-should-think-about-using-an-aws-application-loadbalancer-945f57816c34) [![==medium.com/apache-airflow: Passing Data Between Tasks with the KubernetesPodOperator' in Apache Airflow== 🌟](){: style="width:7%"}](https://medium.com/apache-airflow/passing-data-between-tasks-with-the-kubernetespodoperator-in-apache-airflow-7ae9e3e6675c) [![medium.com/apache-airflow: What we learned after running Airflow on Kubernetes' for 2 years](){: style="width:7%"}](https://medium.com/apache-airflow/what-we-learned-after-running-airflow-on-kubernetes-for-2-years-0537b157acfd) [![==medium.com/apache-apisix: 10 most common use cases of an API Gateway==](){: style="width:7%"}](https://medium.com/apache-apisix/10-most-use-cases-of-an-api-gateway-in-api-led-architecture-f4d7fa160dcf)

+[![medium.com/apache-apisix: End-to-end tracing with OpenTelemetry](){: style="width:7%"}](https://medium.com/apache-apisix/end-to-end-tracing-opentelemetry-a50fceafed74) [![medium.com/application-driven-infrastructure: Best Practices for Understanding' Kubernetes Costs](){: style="width:7%"}](https://medium.com/application-driven-infrastructure/best-practices-for-understanding-kubernetes-costs-f3c58a5e1ebf) [![medium.com/armory: Continuous Cost Optimization for Kubernetes](){: style="width:7%"}](https://medium.com/armory/continuous-cost-optimization-for-kubernetes-4361045f0215) [![Create ReadWriteMany PersistentVolumeClaims on your Kubernetes Cluster 🌟](){: style="width:7%"}](https://medium.com/asl19-developers/create-readwritemany-persistentvolumeclaims-on-your-kubernetes-cluster-3a8db51f98e3) [![medium: Microservices Resilience and Fault Tolerance with applying Retry' and Circuit-Breaker patterns using Polly](){: style="width:7%"}](https://medium.com/aspnetrun/microservices-resilience-and-fault-tolerance-with-applying-retry-and-circuit-breaker-patterns-c32e518db990) [![medium.com/atlantbh: Implementing CI/CD pipeline using Argo Workflows and' Argo Events 🌟](){: style="width:7%"}](https://medium.com/atlantbh/implementing-ci-cd-pipeline-using-argo-workflows-and-argo-events-6417dd157566) [![medium.com/attest-product-and-technology: Debugging mislabelled route metrics' from Linkerd](){: style="width:7%"}](https://medium.com/attest-product-and-technology/debugging-mislabelled-route-metrics-from-linkerd-dda47fdff04a) [![medium: Which Git branching model should I select for my project?](){: style="width:7%"}](https://medium.com/aventude/which-git-branching-model-should-i-select-73aafc503b5f) [![medium.com/avmconsulting-blog](){: style="width:7%"}](https://medium.com/avmconsulting-blog) [![medium: AWS Backup Service for Amazon RDS](){: style="width:7%"}](https://medium.com/avmconsulting-blog/aws-backup-service-for-amazon-rds-3e6f5827aa66) [![medium: AWS Secret Manager: Protect sensitive information and functionality' 🌟](){: style="width:7%"}](https://medium.com/avmconsulting-blog/aws-secret-manager-protect-sensitive-information-and-functionality-f520e15293f4)

+[![medium: Building a Global Network with AWS Transit Gateway](){: style="width:7%"}](https://medium.com/avmconsulting-blog/building-a-global-network-with-aws-transit-gateway-7ab0e5222f12) [![medium: CI/CD with Dockers and Jenkins](){: style="width:7%"}](https://medium.com/avmconsulting-blog/ci-cd-with-dockers-and-jenkins-70b6f801f9f7) [![medium: Cluster Autoscaler in Kubernetes](){: style="width:7%"}](https://medium.com/avmconsulting-blog/cluster-autoscaler-type-in-kubernetes-part2-f2ae432eefbb) [![medium: Deploy Infrastructure with the Terraform Cloud Operator for Kubernetes' 🌟](){: style="width:7%"}](https://medium.com/avmconsulting-blog/deploy-infrastructure-with-the-terraform-cloud-operator-for-kubernetes-a179ea4dbbfe) [![medium.com/avmconsulting-blog: How to Deploy Applications using Helm in' Kubernetes |AWS|](){: style="width:7%"}](https://medium.com/avmconsulting-blog/deploying-applications-using-helm-in-kubernetes-b5c8b609e4b5) [![Deployment of Microservices in Cloud With Ansible](){: style="width:7%"}](https://medium.com/avmconsulting-blog/deploying-microservices-via-ansible-in-cloud-platform-a03d46b7bd68) [![medium: How to deploy StatefulSets in Kubernetes (K8s)?](){: style="width:7%"}](https://medium.com/avmconsulting-blog/deploying-statefulsets-in-kubernetes-k8s-5924e701d327) [![medium: Deployment types in Kubernetes](){: style="width:7%"}](https://medium.com/avmconsulting-blog/deployment-types-in-kubernetes-14b70ca7ef93) [![medium: Encrypting the certificate for Kubernetes (Let’s Encrypt) 🌟](){: style="width:7%"}](https://medium.com/avmconsulting-blog/encrypting-the-certificate-for-kubernetes-lets-encrypt-805d2bf88b2a) [![medium: How to Provision Network Policies in Kubernetes | AWS 🌟](){: style="width:7%"}](https://medium.com/avmconsulting-blog/exploring-network-policies-in-kubernetes-c8a3d8ed00cb) [![medium: How to Deploy an EFK stack to Kubernetes](){: style="width:7%"}](https://medium.com/avmconsulting-blog/how-to-deploy-an-efk-stack-to-kubernetes-ebc1b539d063)

+[![medium: How to Deploy an EKS stack in AWS?](){: style="width:7%"}](https://medium.com/avmconsulting-blog/how-to-deploy-an-eks-stack-to-kubernetes-aws-5ec9c5a07247) [![medium.com/avmconsulting-blog: Installing Vault On EKS With TLS And Persistent' Storage](){: style="width:7%"}](https://medium.com/avmconsulting-blog/installing-vault-on-eks-with-tls-and-persistent-storage-98254b4150f3) [![medium: Jobs & Cronjobs in Kubernetes Cluster](){: style="width:7%"}](https://medium.com/avmconsulting-blog/jobs-cronjobs-in-kubernetes-cluster-d0e872e3c8c8) [![medium: How to provision Kubernetes Cluster in GCP Cloud (K8s)? 🌟](){: style="width:7%"}](https://medium.com/avmconsulting-blog/kubernetes-google-kubernetes-engine-gke-99abf912f912) [![medium: Managing Microservices With Istio Service Mesh in Kubernetes](){: style="width:7%"}](https://medium.com/avmconsulting-blog/managing-microservices-with-istio-service-mesh-in-kubernetes-36e1fda81757) [![medium: Prometheus monitoring with Elastic Stack in Kubernetes 🌟](){: style="width:7%"}](https://medium.com/avmconsulting-blog/prometheus-monitoring-with-elastic-stack-in-kubernetes-5cf0aaa7ce04) [![medium: Protecting your Web Application or APIs using AWS WAF](){: style="width:7%"}](https://medium.com/avmconsulting-blog/protecting-your-web-application-or-apis-using-aws-waf-1829ff79275a) [![medium: Provisioning storage in Kubernetes](){: style="width:7%"}](https://medium.com/avmconsulting-blog/provisioning-storage-in-kubernetes-e1dc5610318d) [![medium: Replication Controller & Replica sets in Kubernetes](){: style="width:7%"}](https://medium.com/avmconsulting-blog/replication-controller-replica-sets-in-kubernetes-820f3cec7170) [![medium.com/awesome-agile: 10 Ways Managers are Wasting Their Developers' Potential](){: style="width:7%"}](https://medium.com/awesome-agile/10-ways-managers-are-wasting-their-developers-potential-5c0d78d8f8ba) [![medium.com/awesome-azure: Azure β€” Most Useful Azure Services Every Developer' Must Know](){: style="width:7%"}](https://medium.com/awesome-azure/azure-most-useful-azure-services-every-developer-must-know-top-azure-paas-serverless-services-developer-c55b829ac6d7)

+[![medium.com/awesome-cloud: AWS β€” Difference between Serverless (Lambda) and' Containers (Kubernetes)](){: style="width:7%"}](https://medium.com/awesome-cloud/aws-difference-between-serverless-lambda-and-containers-kubernetes-serverless-vs-containers-lambda-vs-k8s-a166931870a2) [![A Better Dev/Test Experience: Docker and AWS](){: style="width:7%"}](https://medium.com/aws-activate-startup-blog/a-better-dev-test-experience-docker-and-aws-291da5ab1238) [![bitmovin: Improving Video Quality on the Web](){: style="width:7%"}](https://medium.com/aws-activate-startup-blog/bitmovin-improving-video-quality-on-the-web-8670039c4334) [![medium.com: Building a Serverless Dynamic DNS System with AWS](){: style="width:7%"}](https://medium.com/aws-activate-startup-blog/building-a-serverless-dynamic-dns-system-with-aws-a32256f0a1d8) [![medium.com: Optimizing Latency and Bandwidth for AWS Traffic](){: style="width:7%"}](https://medium.com/aws-activate-startup-blog/optimizing-latency-and-bandwidth-for-aws-traffic-cdfd18d0d0f7) [![Scaling on AWS (Part 3): >500K Users](){: style="width:7%"}](https://medium.com/aws-activate-startup-blog/scaling-on-aws-part-3-500k-users-3750b227b761) [![medium.com: The Top 10 AWS Startup Blog Posts of 2015](){: style="width:7%"}](https://medium.com/aws-activate-startup-blog/the-top-10-aws-startup-blog-posts-of-2015-d2975e3778bb) [![What Startups Should Know about Amazon VPCβ€Šβ€”β€ŠPart 1](){: style="width:7%"}](https://medium.com/aws-activate-startup-blog/what-startups-should-know-about-amazon-vpc-part-1-bebe94b7f228) [![medium.com/aws-infrastructure: Create AWS VPC Infrastructure with Terraform](){: style="width:7%"}](https://medium.com/aws-infrastructure/create-aws-vpc-infrastructure-with-terraform-308afed9fe31) [![==medium.com/aws-serverless-microservices-with-patterns-best: Cloud-Native' Microservices Evolves to AWS Serverless Event-driven Architectures==](){: style="width:7%"}](https://medium.com/aws-serverless-microservices-with-patterns-best/cloud-native-microservices-evolves-to-aws-serverless-event-driven-architectures-9a38c473f4f8) [![medium: Production Ready CI/CD Pipeline with Kubernetes](){: style="width:7%"}](https://medium.com/awsblogs/ci-cd-with-kubernetes-3c29e8073c38)

+[![medium.com/backstagewitharchitects: How Autoscaling Works in Kubernetes?' Why You Need To Start Using KEDA?](){: style="width:7%"}](https://medium.com/backstagewitharchitects/how-autoscaling-works-in-kubernetes-why-you-need-to-start-using-keda-b601b483d355) [![medium: Optimizing Kafka Streams Apps on Kubernetes by Splitting Topologies](){: style="width:7%"}](https://medium.com/bakdata/optimizing-kafka-streams-apps-on-kubernetes-by-splitting-topologies-ac6b4c90516e) [![medium.com/bakdata: Scalable Machine Learning with Kafka Streams and KServe](){: style="width:7%"}](https://medium.com/bakdata/scalable-machine-learning-with-kafka-streams-and-kserve-85308858d867) [![medium: How to trigger an action at the end of the Shell/Bash script](){: style="width:7%"}](https://medium.com/bash-tips-and-tricks/how-to-trigger-an-action-at-the-end-of-the-shell-bash-script-52b0ba9c157e) [![medium.com/bb-tutorials-and-thoughts: 250 Practice Questions For Terraform' Associate Certification](){: style="width:7%"}](https://medium.com/bb-tutorials-and-thoughts/250-practice-questions-for-terraform-associate-certification-7a3ccebe6a1a) [![medium.com/bb-tutorials-and-thoughts: How to Build and Deploy MERN Stack' on Azure AKS](){: style="width:7%"}](https://medium.com/bb-tutorials-and-thoughts/how-to-build-and-deploy-mern-stack-on-azure-aks-c25eaf27b9d0) [![medium.com/bb-tutorials-and-thoughts: How To Deploy and Run Python APIs' on AWS App Runner With CloudFormation](){: style="width:7%"}](https://medium.com/bb-tutorials-and-thoughts/how-to-deploy-and-run-python-apis-on-aws-app-runner-with-cloudformation-cf9c6fd14cf6) [![medium: Kubernetes β€” Learn Init Container Pattern](){: style="width:7%"}](https://medium.com/bb-tutorials-and-thoughts/kubernetes-learn-init-container-pattern-7a757742de6b) [![medium: Kubernetes β€” Learn Sidecar Container Pattern](){: style="width:7%"}](https://medium.com/bb-tutorials-and-thoughts/kubernetes-learn-sidecar-container-pattern-6d8c21f873d) [![medium.com: Using kubernetes custom resources to manage our ephemeral environments](){: style="width:7%"}](https://medium.com/beamdental/using-kubernetes-custom-resources-to-manage-our-ephemeral-environments-f298610893e1) [![medium.com/better-practices: Learn how your Kubernetes clusters respond' to failure using Gremlin and Grafana](){: style="width:7%"}](https://medium.com/better-practices/chaos-d3ef238ec328)

+[![medium: Kubernetes Tutorial: Your Complete Guide to Deploying an App on' AWS with Postman 🌟](){: style="width:7%"}](https://medium.com/better-practices/kubernetes-tutorial-b6f302a67426) [![medium: 10 Anti-Patterns for Kubernetes Deployments](){: style="width:7%"}](https://medium.com/better-programming/10-antipatterns-for-kubernetes-deployments-e97ce1199f2d) [![medium: 3 Years of Kubernetes in Production–Here’s What We Learned](){: style="width:7%"}](https://medium.com/better-programming/3-years-of-kubernetes-in-production-heres-what-we-learned-44e77e1749c8) [![medium: 4 Simple Kubernetes Terminal Customizations to Boost Your Productivity](){: style="width:7%"}](https://medium.com/better-programming/4-simple-kubernetes-terminal-customizations-to-boost-your-productivity-deda60a19924) [![medium: A Practical Step-by-Step Guide to Understanding Kubernetes](){: style="width:7%"}](https://medium.com/better-programming/a-practical-step-by-step-guide-to-understanding-kubernetes-d8be7f82e533) [![medium: Awesome Kubernetes Command-Line Hacks](){: style="width:7%"}](https://medium.com/better-programming/awesome-kubernetes-command-line-hacks-8bd3604e394f) [![medium: Build a Federation of Multiple Kubernetes Clusters With Kubefed' V2](){: style="width:7%"}](https://medium.com/better-programming/build-a-federation-of-multiple-kubernetes-clusters-with-kubefed-v2-8d2f7d9e198a) [![medium: Build Kubernetes Autoscaling for Cluster Nodes and Application Pods' 🌟](){: style="width:7%"}](https://medium.com/better-programming/build-kubernetes-autoscaling-for-cluster-nodes-and-application-pods-bb7f2d716b07) [![medium: Create a Custom Annotation for the Kubernetes ingress-nginx Controller](){: style="width:7%"}](https://medium.com/better-programming/creating-a-custom-annotation-for-the-kubernetes-ingress-nginx-controller-444e9d486192) [![DevOps Is Dead, Long Live NoOps](){: style="width:7%"}](https://medium.com/better-programming/devop-noops-difference-504dfc4e9faa) [![medium: DevOps, NoOps, and Now FinOps?](){: style="width:7%"}](https://medium.com/better-programming/devops-noops-finops-64e0df91bcb8)

+[![medium: How to Become a DevOps Engineer in 2020 (Tj Blogumas)](){: style="width:7%"}](https://medium.com/better-programming/how-to-become-a-devops-engineer-in-2020-7618492a09d8) [![medium: How to Harden Your Kubernetes Cluster for Production 🌟](){: style="width:7%"}](https://medium.com/better-programming/how-to-harden-your-kubernetes-cluster-for-production-7e47990efc2a) [![medium.com: How to Manage Microservices on Kubernetes With Istio](){: style="width:7%"}](https://medium.com/better-programming/how-to-manage-microservices-on-kubernetes-with-istio-c25e97a60a59) [![medium: How to Validate Your Kubernetes Cluster With Sonobuoy 🌟](){: style="width:7%"}](https://medium.com/better-programming/how-to-validate-your-kubernetes-cluster-with-sonobuoy-c91b282908fe) [![medium: Kubernetes Deployment: Connect Your Front End to Your Back End With' Nginx](){: style="width:7%"}](https://medium.com/better-programming/kubernetes-deployment-connect-your-front-end-to-your-back-end-with-nginx-7e4e7cfef177) [![medium: Kubernetes Lessons in Alerting](){: style="width:7%"}](https://medium.com/better-programming/kubernetes-lessons-in-alerting-a0b7a455e89d) [![medium: Kubernetes Pod Redundancy Strategies](){: style="width:7%"}](https://medium.com/better-programming/kubernetes-pod-redundancy-strategies-a6d9b560749a) [![medium: Managed Kubernetes Services Compared: GKE vs. EKS vs. AKS](){: style="width:7%"}](https://medium.com/better-programming/managed-kubernetes-services-compared-gke-vs-eks-vs-aks-df1ecb22bba0) [![medium.com: **RabbitMQ vs. Kafka**](){: style="width:7%"}](https://medium.com/better-programming/rabbitmq-vs-kafka-1ef22a041793) [![medium: The Roles of Service Mesh and API Gateways in Microservice Architecture' 🌟](){: style="width:7%"}](https://medium.com/better-programming/the-roles-of-service-mesh-and-api-gateways-in-microservice-architecture-f6e7dfd61043) [![Virtual Clusters for Kubernetes β€” Benefits and Use Cases](){: style="width:7%"}](https://medium.com/better-programming/virtual-clusters-for-kubernetes-benefits-use-cases-a4eee1c5c5a5)

+[![medium: Why Not Use Kubernetes?](){: style="width:7%"}](https://medium.com/better-programming/why-not-use-kubernetes-52a89ada5e22) [![medium.com/beyn-technology: Is Nginx dead? Is Traefik v3 20% faster than' Traefik v2?](){: style="width:7%"}](https://medium.com/beyn-technology/is-nginx-dead-is-traefik-v3-20-faster-than-traefik-v2-f28ffb7eed3e) [![medium.com/bitgrit-data-science-publication: latexify: Writing LaTeX with' Python](){: style="width:7%"}](https://medium.com/bitgrit-data-science-publication/latexify-writing-latex-with-python-6c0fa4b2e9d5) [![medium: Leveraging operator pattern and VolumeSnapshots to backup databases' in Kubernetes](){: style="width:7%"}](https://medium.com/blablacar/leveraging-operator-pattern-and-volumesnapshots-to-backup-databases-in-kubernetes-3a28aa425100) [![medium.com/blablacar: Operating Node.js in Kubernetes at scale at BlaBlaCar](){: style="width:7%"}](https://medium.com/blablacar/operating-node-js-in-kubernetes-at-scale-at-blablacar-3afb6d5d4299) [![medium: Kubernetes Scaling & Replicas 🌟](){: style="width:7%"}](https://medium.com/brainyydude/kubernetes-scaling-replicas-69fcd44b0630) [![medium.com/buildpiper: Observability for Monitoring Microservices β€” Top' 5 Ways!](){: style="width:7%"}](https://medium.com/buildpiper/observability-for-monitoring-microservices-top-5-ways-587871e726d0) [![==medium.com/bumble-tech: GitOps for multi-cluster K8s environments== 🌟](){: style="width:7%"}](https://medium.com/bumble-tech/gitops-for-multi-cluster-k8s-environments-d305431ba6d6) [![medium: Focusing on the DevOps Pipeline 🌟](){: style="width:7%"}](https://medium.com/capital-one-tech/focusing-on-the-devops-pipeline-topo-pal-833d15edf0bd) [![medium.com/career-of-you: A Ten-Step Process for Team Leaders to Reduce' Meeting Overload and Take Back Their Time](){: style="width:7%"}](https://medium.com/career-of-you/a-ten-step-process-for-team-leaders-to-reduce-meeting-overload-and-take-back-their-time-407cf1f8f09b) [![medium: AWS CLI with jq and Bash](){: style="width:7%"}](https://medium.com/circuitpeople/aws-cli-with-jq-and-bash-9d54e2eabaf1)

+[![medium: How can we easily and visually explain the Docker Compose 🌟](){: style="width:7%"}](https://medium.com/clarusway/how-can-we-easily-and-visually-explain-the-docker-compose-53df77e9f046) [![medium: Installing cf-for-k8s on a Kubernetes Cluster Running on Digital' Ocean](){: style="width:7%"}](https://medium.com/cloud-foundry-foundation/installing-cf-for-k8s-on-a-kubernetes-cluster-running-on-digitalocean-acffdc652dcf) [![medium.com/cloud-native-daily: Getting Started with Ansible: A Comprehensive' Guide for DevOps Beginners](){: style="width:7%"}](https://medium.com/cloud-native-daily/getting-started-with-ansible-a-comprehensive-guide-for-devops-beginners-fd2fb3fd7a40) [![medium.com/cloud-native-daily: How to Securely Manage Terraform State File' in AWS Using Terraform](){: style="width:7%"}](https://medium.com/cloud-native-daily/how-to-securely-manage-terraform-state-file-in-aws-using-terraform-7c20b211c9cb) [![medium.com/cloud-native-daily: Why You Shouldn’t Fear to Adopt OpenTelemetry' for Observability](){: style="width:7%"}](https://medium.com/cloud-native-daily/why-you-shouldnt-fear-to-adopt-opentelemetry-for-observability-fcb6371ea8fe) [![medium: Fetch Application Inventory using Systems Manager](){: style="width:7%"}](https://medium.com/cloud-techies/application-inventory-using-system-manager-f3eeb75d3279) [![medium: Blocking bots using AWS WAF](){: style="width:7%"}](https://medium.com/cloud-techies/blocking-bots-using-aws-waf-d449e6d159ca) [![medium: Useful Commands/Solutions](){: style="width:7%"}](https://medium.com/cloud-techies/useful-commands-solutions-49f1c1b4e033) [![medium: terraform | git commit -m β€œall the secrets” | sops tool for managing' secrets 🌟](){: style="width:7%"}](https://medium.com/cloudandthings/terraform-git-commit-m-all-the-secrets-5dfea9b111de) [![medium.com/cloudnesil: Kafka Streams State Store at Scale](){: style="width:7%"}](https://medium.com/cloudnesil/kafka-streams-state-store-at-scale-390d9717b42a) [![medium.com/cloudyrion: Kubernetes end-to-end chain exploit](){: style="width:7%"}](https://medium.com/cloudyrion/kubernetes-end-to-end-chain-exploit-c2be32688fd0)

+[![Google Cloud’s Traffic Director β€” What is it and how is it related to the Istio service-mesh?](){: style="width:7%"}](https://medium.com/cloudzone/google-clouds-traffic-director-what-is-it-and-how-is-it-related-to-the-istio-service-mesh-c199acc64a6d) [![medium: Create CI/CD with Github Actions + AWS EC2, CodeDeploy and S3](){: style="width:7%"}](https://medium.com/codemonday/github-actions-for-ci-cd-with-ec2-codedeploy-and-s3-e93e75bf1ce0) [![medium: Build Interactive CLI Tools in Python](){: style="width:7%"}](https://medium.com/codestory/build-interactive-cli-tools-in-python-47303c50d75) [![medium: 6 key areas to improve your DevOps performance](){: style="width:7%"}](https://medium.com/codex/6-key-areas-to-improve-your-devops-performance-f4c4226feb25) [![==medium.com/codex: 7 Best Practices for Data Ingestion==](){: style="width:7%"}](https://medium.com/codex/7-best-practices-for-data-ingestion-f336c6b5128c) [![medium: Access Application Externally In Kubernetes Cluster using Load Balancer' Service](){: style="width:7%"}](https://medium.com/codex/access-application-externally-in-kubernetes-cluster-using-load-balancer-service-d1b7858d51) [![medium: API Authentication using Istio Ingress Gateway, OAuth2-Proxy and' Keycloak](){: style="width:7%"}](https://medium.com/codex/api-authentication-using-istio-ingress-gateway-oauth2-proxy-and-keycloak-a980c996c259) [![medium.com/codex: Capture tcpdump with ksniff and wireshark from Kubernetes](){: style="width:7%"}](https://medium.com/codex/capture-tcpdump-with-ksniff-and-wireshark-from-kubernetes-c212b93ff9f9) [![medium: Create A Pod In Kubernetes Cluster](){: style="width:7%"}](https://medium.com/codex/create-a-pod-in-kubernetes-cluster-b9e0c33bb904) [![medium: Create Kubernetes Cluster On AWS EKS](){: style="width:7%"}](https://medium.com/codex/create-kubernetes-cluster-on-aws-eks-6ced4c488e62) [![medium: Create Kubernetes Cluster Using Linode LKE](){: style="width:7%"}](https://medium.com/codex/create-kubernetes-cluster-using-linode-lke-4f9c71d03a8d)

+[![medium.com/codex: DDD β€” Events Are Complex](){: style="width:7%"}](https://medium.com/codex/ddd-events-are-complex-db4b1fb57817) [![medium: Deploy Docker Image To Kubernetes Cluster Using Jenkins 🌟](){: style="width:7%"}](https://medium.com/codex/deploy-docker-image-to-kubernetes-cluster-using-jenkins-8182cc0a8de7) [![medium.com/codex: Egress Traffic Control for Nginx Ingress Controller with' Istio Proxy Sidecar](){: style="width:7%"}](https://medium.com/codex/egress-traffic-control-for-nginx-ingress-controller-with-istio-proxy-sidecar-ef8f19902b43) [![medium.com/codex: Explore client-go Informer Patterns](){: style="width:7%"}](https://medium.com/codex/explore-client-go-informer-patterns-4415bb5f1fbd) [![medium.com/codex: Helm Charts For Kubernetes Developers](){: style="width:7%"}](https://medium.com/codex/helm-charts-for-kubernetes-developers-dce5719d4c8c) [![medium.com/codex: How to Deploy WordPress On Kubernetes β€” Part 2](){: style="width:7%"}](https://medium.com/codex/how-to-deploy-wordpress-on-kubernetes-part-2-df1cc9cbaa2e) [![medium.com/codex: How to Use the If / Else Statement in Terraform β€” Examples' 🌟](){: style="width:7%"}](https://medium.com/codex/how-to-use-the-if-else-statement-in-terraform-examples-76283b593828) [![medium.com/codex: Kubectl Output 101](){: style="width:7%"}](https://medium.com/codex/kubectl-output-101-851f8e61fd51) [![medium.com/codex: Kubernetes ConfigMaps Explained](){: style="width:7%"}](https://medium.com/codex/kubernetes-configmaps-explained-961cdd23f232) [![medium: Kubernetes Deployment β€” Rolling Updates and Rollbacks Explained](){: style="width:7%"}](https://medium.com/codex/kubernetes-deployment-rolling-updates-and-rollbacks-explained-e3efa6557368) [![medium: Kubernetes Network Policies: Are They Really Useful? 🌟](){: style="width:7%"}](https://medium.com/codex/kubernetes-network-polices-are-they-really-useful-c3a153c49316)

+[![==medium.com/codex: Kubernetes Persistent Volume Explained==](){: style="width:7%"}](https://medium.com/codex/kubernetes-persistent-volume-explained-fb27df29c393) [![medium: Kubernetes Secrets Explained](){: style="width:7%"}](https://medium.com/codex/kubernetes-secrets-explained-f45baf8cefa7) [![medium.com/codex: Microservices Communication β€” Queues Topics and Streams](){: style="width:7%"}](https://medium.com/codex/microservices-communication-queues-topics-and-streams-597664d4b786) [![medium.com/codex: Points to Consider for Structuring Infrastructure as Code' Repositories](){: style="width:7%"}](https://medium.com/codex/points-to-consider-for-structuring-infrastructure-as-code-repositories-886ff58404b8) [![medium: Push Docker Image To Docker Hub](){: style="width:7%"}](https://medium.com/codex/push-docker-image-to-docker-hub-acc978c76ad) [![==medium.com/codex: Running JVM Applications on Kubernetes: Beyond java' -jar==](){: style="width:7%"}](https://medium.com/codex/running-jvm-applications-on-kubernetes-beyond-java-jar-a095949f3e34) [![medium.com/codex: Sealed Secrets for Kubernetes](){: style="width:7%"}](https://medium.com/codex/sealed-secrets-for-kubernetes-722d643eb658) [![==medium.com/codex: Simplifying Kubernetes Deployments With Helm Package' Manager== 🌟](){: style="width:7%"}](https://medium.com/codex/simplifying-kubernetes-deployments-with-helm-package-manager-bf834c51818d) [![medium.com/codex: MicroServices Architecture to Solve Distributed Transaction' Management Problem](){: style="width:7%"}](https://medium.com/codex/solving-distributed-transaction-management-problem-in-microservices-architecture-586ab3087efe) [![medium.com/codex: The Only True Agency A Software Engineer Requires](){: style="width:7%"}](https://medium.com/codex/the-only-true-agency-a-software-engineer-requires-2c0816b263bc) [![medium: Automated Build and Deploy Pipelines for Kubernetes](){: style="width:7%"}](https://medium.com/codezero-reflections/automated-build-and-deploy-pipelines-for-kubernetes-d268542cca52)

+[![medium: Next Generation Kubernetes Deployments](){: style="width:7%"}](https://medium.com/codezero-reflections/next-generation-kubernetes-deployments-12637eae9d68) [![medium.com/compass-true-north: Governing Multi-Tenant Kubernetes Clusters' with Kyverno](){: style="width:7%"}](https://medium.com/compass-true-north/governing-multi-tenant-kubernetes-clusters-with-kyverno-3e11ba4a64ad) [![medium.com/compass-true-north: Halving Kubernetes Compute Costs With Vertical' Pod Autoscaler](){: style="width:7%"}](https://medium.com/compass-true-north/halving-kubernetes-compute-costs-with-vertical-pod-autoscaler-df658c043301) [![medium.com: Stream Your Database into Kafka with Debezium](){: style="width:7%"}](https://medium.com/comsystoreply/stream-your-database-into-kafka-with-debezium-a94b2f649664) [![medium: Happy trip to Kubernetes in our company](){: style="width:7%"}](https://medium.com/condorlabs-engineering/happy-trip-to-kubernetes-in-our-company-85ecfde573fd) [![medium.com/container-talks: 7 Tools To Make Kubernetes Management Easy](){: style="width:7%"}](https://medium.com/container-talks/7-tools-to-make-kubernetes-management-easy-ba8238e6ce8d) [![medium.com/containers-101: Argo CD Best Practices](){: style="width:7%"}](https://medium.com/containers-101/best-practices-for-argo-cd-8253bcd31897) [![medium: Docker anti-patterns | Codefresh](){: style="width:7%"}](https://medium.com/containers-101/docker-anti-patterns-ad2a1fcd5ce1) [![medium: Fully automated canary deployments in Kubernetes](){: style="width:7%"}](https://medium.com/containers-101/fully-automated-canary-deployments-in-kubernetes-70a671105273) [![medium: How to Handle Secrets Like a Pro Using Gitops](){: style="width:7%"}](https://medium.com/containers-101/how-to-handle-secrets-like-a-pro-using-gitops-f3b812536434) [![medium.com/containers-101: How to Install and Upgrade Argo CD](){: style="width:7%"}](https://medium.com/containers-101/how-to-install-and-upgrade-argo-cd-a64f4635f97b)

+[![medium.com: Local Kubernetes for Linuxβ€Šβ€”β€ŠMiniKube vs MicroK8s](){: style="width:7%"}](https://medium.com/containers-101/local-kubernetes-for-linux-minikube-vs-microk8s-1b2acad068d3) [![==medium: Stop Using Branches for Deploying to Different GitOps Environments' | ostis Kapelonis==](){: style="width:7%"}](https://medium.com/containers-101/stop-using-branches-for-deploying-to-different-gitops-environments-7111d0632402) [![medium.com/containers-101: Using GitOps for Databases](){: style="width:7%"}](https://medium.com/containers-101/using-gitops-for-databases-f09a027184bb) [![medium.com/containers-101: Using GitOps, Multiple Argo Instances, and Environments' with Argo CD at Scale](){: style="width:7%"}](https://medium.com/containers-101/using-gitops-multiple-argo-instances-and-environments-with-argo-cd-at-scale-e6b19c86be36) [![medium: Using Helm with GitOps](){: style="width:7%"}](https://medium.com/containers-101/using-helm-with-gitops-555443340369) [![==medium: 10 things I wish I knew before learning Terraform (Part 1) | Ian' Hancock==](){: style="width:7%"}](https://medium.com/contino-engineering/10-things-i-wish-i-knew-before-learning-terraform-f13637a01aa6) [![==medium: 10 things I wish I knew before learning Terraform (Part 2) | Ian' Hancock==](){: style="width:7%"}](https://medium.com/contino-engineering/10-things-i-wish-i-knew-before-learning-terraform-part-2-a15a3f85efb6) [![medium.com/contino-engineering: Data Pipeline Orchestration - Using Amazon' Managed Workflows for Apache Airflow (MWAA)](){: style="width:7%"}](https://medium.com/contino-engineering/data-pipeline-orchestration-using-amazon-managed-workflows-for-apache-airflow-mwaa-60e5b213a0a7) [![medium: Integrating GitOps Deployments in Kubernetes Using Weave Flux](){: style="width:7%"}](https://medium.com/contino-engineering/integrating-gitops-deployments-in-kubernetes-using-weave-flux-9a617ea17684) [![medium.com/contino-engineering: We’ve begun to move towards the AWS CDK' and here’s why](){: style="width:7%"}](https://medium.com/contino-engineering/weve-begun-to-move-towards-the-aws-cdk-and-here-s-why-69c8fad688b3) [![medium: Logs & Offsets: (Near) Real Time ELT with Apache Kafka + Snowflake](){: style="width:7%"}](https://medium.com/convoy-tech/logs-offsets-near-real-time-elt-with-apache-kafka-snowflake-473da1e4d776)

+[![medium.com/cp-massive-programming: Deploying Devtron in a Local K8s Kind' Cluster using Terraform](){: style="width:7%"}](https://medium.com/cp-massive-programming/deploying-devtron-in-a-local-k8s-kind-cluster-using-terraform-cea9d4d9636) [![medium.com/cp-massive-programming: Kubernetes API Server Discovery](){: style="width:7%"}](https://medium.com/cp-massive-programming/kubernetes-api-server-discovery-ac3b358e878e) [![==medium.com/credera-engineering: How to blue-green deploy an AKS cluster==](){: style="width:7%"}](https://medium.com/credera-engineering/how-to-blue-green-deploy-an-aks-cluster-ab8f6a2cea9a) [![It’s time! Migrating to Java 11 🌟](){: style="width:7%"}](https://medium.com/criciumadev/its-time-migrating-to-java-11-5eb3868354f9) [![medium.com/criteo-engineering: How we reduced our Prometheus infrastructure' footprint by a third](){: style="width:7%"}](https://medium.com/criteo-engineering/how-we-reduced-our-prometheus-infrastructure-footprint-by-a-third-8bf8171e46b1) [![medium.com/dailymotion: Deploying apps on multiple Kubernetes clusters with' Helm](){: style="width:7%"}](https://medium.com/dailymotion/deploying-apps-on-multiple-kubernetes-clusters-with-helm-19ee2b06179e) [![medium: Dailymotion’s journey from Jenkins to Jenkins X](){: style="width:7%"}](https://medium.com/dailymotion/from-jenkins-to-jenkins-x-604b6cde0ce3) [![medium.com/datascale: Know GOMAXPROCS before deploying your GO app to Kubernetes](){: style="width:7%"}](https://medium.com/datascale/know-gomaxprocs-before-deploying-your-go-app-to-kubernetes-7a458fb63af1) [![medium: Not using trendy technologies is the best thing for your Startup!](){: style="width:7%"}](https://medium.com/dataseries/not-using-nosql-is-good-i-stuck-to-sql-4504a67972f0) [![medium: The DevOps Cheat Sheet](){: style="width:7%"}](https://medium.com/dataseries/the-devops-cheat-sheet-3177d6cf361c) [![medium: Microservices Distributed Caching](){: style="width:7%"}](https://medium.com/design-microservices-architecture-with-patterns/microservices-distributed-caching-76828817e41b)

+[![==medium: Monolithic to Microservices Architecture with Patterns & Best' Practices== 🌟](){: style="width:7%"}](https://medium.com/design-microservices-architecture-with-patterns/monolithic-to-microservices-architecture-with-patterns-best-practices-a768272797b2) [![==medium.com: When to Use and When NOT to Use Microservices: No Silver Bullet==' 🌟](){: style="width:7%"}](https://medium.com/design-microservices-architecture-with-patterns/when-to-use-and-when-not-to-use-microservices-no-silver-bullet-3ae293faf6d) [![medium.com: Securing Kubernetes Dashboard on EKS with Pomerium](){: style="width:7%"}](https://medium.com/dev-genius/securing-kubernetes-dashboard-on-eks-with-pomerium-e98c47610e2f) [![medium: Technologies & Tools to Watch in 2021 🌟](){: style="width:7%"}](https://medium.com/dev-genius/technologies-tools-to-watch-in-2021-a216dfc30f25) [![medium: Ultimate Kubernetes Resource Planning Guide](){: style="width:7%"}](https://medium.com/dev-genius/ultimate-kubernetes-resource-planning-guide-449a4fddd1d6) [![medium.com/dev-jam: TIBCO Business Works vs. Apache Camel β€” A short Comparison' 🌟](){: style="width:7%"}](https://medium.com/dev-jam/tibco-bw-vs-apache-camel-9552a5f4e6be) [![medium.com/develeap: Cutting down Kubernetes Costs: Cast.ai vs. Karpenter](){: style="width:7%"}](https://medium.com/develeap/cutting-down-kubernetes-costs-cast-ai-vs-karpenter-20f6788b4c67) [![medium.com/developer-purpose: Think before you code. Engineering’s most' underrated advice](){: style="width:7%"}](https://medium.com/developer-purpose/think-before-you-code-engineerings-most-underrated-advice-40b47e08a3fc) [![medium.com/devgurus: Building production grade EKS clusters using Terraform](){: style="width:7%"}](https://medium.com/devgurus/building-production-grade-eks-clusters-using-terraform-df016d239a54) [![medium: DevOps and Databasesβ€Šβ€”β€ŠThe forgotten automation](){: style="width:7%"}](https://medium.com/devops-dudes/devops-and-databases-the-forgotten-automation-95325b2d3c89) [![medium: Do I need to learn Kubernetes?](){: style="width:7%"}](https://medium.com/devops-dudes/do-i-need-to-learn-kubernetes-a3dd9a7f9e9b)

+[![medium: Top 7 Best CI/CD Tools you should get your hands on in 2020](){: style="width:7%"}](https://medium.com/devops-dudes/top-7-best-ci-cd-tools-you-should-get-your-hands-on-in-2020-832c29db936a) [![medium: Kubernetes β€” Difference between Deployment and StatefulSet in K8s](){: style="width:7%"}](https://medium.com/devops-mojo/kubernetes-difference-between-deployment-and-statefulset-in-k8s-deployments-vs-statefulsets-855f9e897091) [![medium.com/devops-mojo: Kubernetes β€” Open Standards (OCI, CRI, CNI, CSI,' SMI, CPI) Overview](){: style="width:7%"}](https://medium.com/devops-mojo/kubernetes-open-standards-oci-cri-cni-csi-smi-cpi-overview-what-is-k8s-open-standards-introduction-a860905af6f7) [![medium.com/devops-mojo: Kubernetes β€” Probes (Liveness, Readiness, and Startup)' Overview](){: style="width:7%"}](https://medium.com/devops-mojo/kubernetes-probes-liveness-readiness-startup-overview-introduction-to-probes-types-configure-health-checks-206ff7c24487) [![medium.com/devops-mojo: Kubernetes β€” Role-Based Access Control (RBAC) Overview](){: style="width:7%"}](https://medium.com/devops-mojo/kubernetes-role-based-access-control-rbac-overview-introduction-rbac-with-kubernetes-what-is-2004d13195df) [![medium.com/devops-mojo: Terraform β€” Provision Amazon EKS Cluster using Terraform](){: style="width:7%"}](https://medium.com/devops-mojo/terraform-provision-amazon-eks-cluster-using-terraform-deploy-create-aws-eks-kubernetes-cluster-tf-4134ab22c594) [![medium: Terraform β€” Remote States Overview 🌟](){: style="width:7%"}](https://medium.com/devops-mojo/terraform-remote-states-overview-what-is-terraform-remote-state-storage-introduction-936223a0e9d0) [![==medium.com/devops-mojo: Terraform β€” Workspaces Overview== 🌟](){: style="width:7%"}](https://medium.com/devops-mojo/terraform-workspaces-overview-what-is-terraform-workspace-introduction-getting-started-519848392724) [![medium.com/devops-techable: GitOps with ArgoCD running in Kubernetes for' deployment processing](){: style="width:7%"}](https://medium.com/devops-techable/gitops-with-argocd-running-in-kubernetes-for-deployment-processing-c5d21770ca97) [![medium.com/devops-techable: Setup monitoring with Prometheus and Grafana' in Kubernetes β€” Start monitoring your Kubernetes cluster resources](){: style="width:7%"}](https://medium.com/devops-techable/setup-monitoring-with-prometheus-and-grafana-in-kubernetes-start-monitoring-your-kubernetes-a3071f083fa6) [![medium.com: Up and running with Amazon Managed Service for Prometheus](){: style="width:7%"}](https://medium.com/devops-techable/up-and-running-with-amazon-managed-service-for-prometheus-6fd12e56bff6)

+[![medium.com: Why should Terraform be one of your DevOps tools?](){: style="width:7%"}](https://medium.com/devopslinks/why-should-terraform-be-one-of-your-devops-tools-29ae15861b1f) [![medium.com/devoptimism: DevOps+Platform Engineering: A Necessary Love Story' of Efficiency](){: style="width:7%"}](https://medium.com/devoptimism/devops-platform-engineering-a-necessary-love-story-of-efficiency-783dff78fd81) [![medium: Microservices in Rust with Kafka](){: style="width:7%"}](https://medium.com/digitalfrontiers/microservices-in-rust-with-kafka-2b671295b24e) [![==medium.com/directeam: Kubernetes resources under the hood β€” Part 1== 🌟](){: style="width:7%"}](https://medium.com/directeam/kubernetes-resources-under-the-hood-part-1-4f2400b6bb96) [![==medium.com/directeam: Kubernetes resources under the hood β€” Part 2== 🌟](){: style="width:7%"}](https://medium.com/directeam/kubernetes-resources-under-the-hood-part-2-6eeb50197c44) [![==medium.com/directeam: Kubernetes resources under the hood β€” Part 3== 🌟](){: style="width:7%"}](https://medium.com/directeam/kubernetes-resources-under-the-hood-part-3-6ee7d6015965) [![medium.com/dkatalis: Component Team vs Feature Team in a Nutshell 🌟](){: style="width:7%"}](https://medium.com/dkatalis/component-team-vs-feature-team-in-a-nutshell-60c58671496f) [![medium.com/dkatalis: Creating a Mutating Webhook for Great Good! Or: how' to automatically provision Pods on a specific node pool](){: style="width:7%"}](https://medium.com/dkatalis/creating-a-mutating-webhook-for-great-good-b21acb941207) [![medium.com/dlt-labs-publication: gRPC vs. REST β€” Performance Test using' JMeter](){: style="width:7%"}](https://medium.com/dlt-labs-publication/grpc-vs-rest-performance-test-using-jmeter-f17e5ba1c23b) [![medium.com/dlt-labs-publication: Kubernetes: Understanding Pod Affinity,' Taint & Toleration](){: style="width:7%"}](https://medium.com/dlt-labs-publication/kubernetes-understanding-pod-affinity-taint-toleration-2f9b9b218dd5) [![medium.com/dna-technology: Why we dropped event sourcing with Kafka Streams' when given a second chance](){: style="width:7%"}](https://medium.com/dna-technology/why-we-dropped-event-sourcing-with-kafka-streams-when-given-a-second-chance-b904a80bc4be)

+[![==medium.com/dotnet-hub: Software Architecture β€” Introduction to Cloud Native' Application Architecture== 🌟](){: style="width:7%"}](https://medium.com/dotnet-hub/introduction-to-cloud-native-application-architecture-what-is-cloud-native-architecture-overview-benefits-e9be9aca0dd3) [![medium: DraftKings Kubernetes Workshop: Hands-on Learning in K8s (with Video' Walkthrough)](){: style="width:7%"}](https://medium.com/draftkings-engineering/draftkings-workshop-demystifying-kubernetes-4ce86c187408) [![medium.com/dynatrace-engineering: How to combine and automate infrastructure' and application deployment in a microservice environment](){: style="width:7%"}](https://medium.com/dynatrace-engineering/how-to-combine-and-automate-infrastructure-and-application-deployment-in-a-microservice-environment-a16b664bb8b5) [![medium: How we are redesigning our microservices deployment strategy](){: style="width:7%"}](https://medium.com/dynatrace-engineering/how-we-are-redesigning-our-microservices-deployment-strategy-c567e310a42e) [![medium.com/dynatrace-engineering: Kubernetes Security Best Practices Part' 2: Network Policies](){: style="width:7%"}](https://medium.com/dynatrace-engineering/kubernetes-security-best-practices-part-2-network-policies-405b36ed9d94) [![medium.com/dzerolabs: Accessing Azure Key Vault Secrets in Azure Kubernetes' with Secrets Store CSI Driver 🌟](){: style="width:7%"}](https://medium.com/dzerolabs/kubernetes-saved-today-f-cked-tomorrow-a-rant-azure-key-vault-secrets-%C3%A0-la-kubernetes-fc3be5e65d18) [![medium: Using Crossplane to Provision a Kubernetes Cluster in Google Cloud](){: style="width:7%"}](https://medium.com/dzerolabs/using-crossplane-to-provision-a-kubernetes-cluster-in-google-cloud-cf5374d765ee) [![medium: API Gateway Part 1](){: style="width:7%"}](https://medium.com/easyread/api-gateway-part-1-7901ba703f9) [![medium: API Gateway Part 2](){: style="width:7%"}](https://medium.com/easyread/api-gateway-part-2-7264ee5be187) [![medium: Tracing in eDreams ODIGEO Lodging with Open Telemetry and Grafana' Tempo](){: style="width:7%"}](https://medium.com/edreams-odigeo-tech/tracing-in-edreams-odigeo-lodging-with-open-telemetry-and-grafana-tempo-bd1f20ddf49d) [![medium: AWS vs Azure β€” Battle Of The Best Cloud Computing Platforms](){: style="width:7%"}](https://medium.com/edureka/aws-vs-azure-1a882339f127)

+[![medium: Jenkins Cheat Sheet](){: style="width:7%"}](https://medium.com/edureka/jenkins-cheat-sheet-e0f7e25558a3) [![medium.com/ekino-france: Addressing private IPv4 shortage: 5 Strategies' for Amazon EKS](){: style="width:7%"}](https://medium.com/ekino-france/kubernetes-addressing-private-ipv4-shortage-5-strategies-for-amazon-eks-1dc3df270ed8) [![medium.com/elca-it: Service Mesh Performance Evaluation β€” Istio, Linkerd,' Kuma and Consul](){: style="width:7%"}](https://medium.com/elca-it/service-mesh-performance-evaluation-istio-linkerd-kuma-and-consul-d8a89390d630) [![==medium.com/empathyco: Cloud FinOps β€” Part 4: Kubernetes Cost Report==](){: style="width:7%"}](https://medium.com/empathyco/cloud-finops-part-4-kubernetes-cost-report-b4964be02dc3) [![medium: Running Apache Flink on Kubernetes](){: style="width:7%"}](https://medium.com/empathyco/running-apache-flink-on-kubernetes-10815a26559e) [![medium: Running Apache Spark on Kubernetes](){: style="width:7%"}](https://medium.com/empathyco/running-apache-spark-on-kubernetes-2e64c73d0bb2) [![medium: Caching β€” System Design Concept 🌟](){: style="width:7%"}](https://medium.com/enjoy-algorithm/caching-system-design-concept-500134cff300) [![medium: A Visual Introduction to Debezium 🌟](){: style="width:7%"}](https://medium.com/event-driven-utopia/a-visual-introduction-to-debezium-32563e23c6b8) [![medium.com/event-driven-utopia: Comparing Stateful Stream Processing and' Streaming Databases](){: style="width:7%"}](https://medium.com/event-driven-utopia/comparing-stateful-stream-processing-and-streaming-databases-c8c670f3f4bb) [![medium: Understanding Kafka Topic Partitions](){: style="width:7%"}](https://medium.com/event-driven-utopia/understanding-kafka-topic-partitions-ae40f80552e8) [![medium.com/everything-full-stack: Deployment Strategies: Argo Rollouts](){: style="width:7%"}](https://medium.com/everything-full-stack/deployment-strategies-argo-rollouts-1980fc0685e6)

+[![medium: 1/3 Autoscaling in Kubernetes: A Primer on Autoscaling](){: style="width:7%"}](https://medium.com/expedia-group-tech/autoscaling-in-kubernetes-a-primer-on-autoscaling-7b8f0f95a928) [![medium: 2/3 Autoscaling in Kubernetes: Options, Features, and Use Cases](){: style="width:7%"}](https://medium.com/expedia-group-tech/autoscaling-in-kubernetes-options-features-and-use-cases-c8a6ce145957) [![medium: 3/3 Autoscaling in Kubernetes: Why doesn’t the Horizontal Pod Autoscaler' work for me?](){: style="width:7%"}](https://medium.com/expedia-group-tech/autoscaling-in-kubernetes-why-doesnt-the-horizontal-pod-autoscaler-work-for-me-5f0094694054) [![medium.com/expedia-group-tech: Manage multi-cluster Kubernetes infrastructure' with Kubefed v2](){: style="width:7%"}](https://medium.com/expedia-group-tech/managing-a-federated-kubernetes-cluster-using-kubefed-v2-5f115dbdbe05) [![35 Advanced Tutorials to Learn Kubernetes](){: style="width:7%"}](https://medium.com/faun/35-advanced-tutorials-to-learn-kubernetes-dae5695b1f18) [![medium.com: Attacking Kubernetes clusters using the Kubelet API](){: style="width:7%"}](https://medium.com/faun/attacking-kubernetes-clusters-using-the-kubelet-api-abafc36126ca) [![Auto-Scaling Your Kubernetes Workloads (K8s) 🌟](){: style="width:7%"}](https://medium.com/faun/autoscaling-in-kubernetes-cluster-bc55b8393a19) [![medium: Be fast with Kubectl 1.19 CKAD/CKA 🌟](){: style="width:7%"}](https://medium.com/faun/be-fast-with-kubectl-1-18-ckad-cka-31be00acc443) [![medium: ConfigMaps in Kubernetes (K8s)](){: style="width:7%"}](https://medium.com/faun/configmaps-in-kubernetes-k8s-2f2ce79d7e66) [![medium: create your first application on aws eks kubernetes](){: style="width:7%"}](https://medium.com/faun/create-your-first-application-on-aws-eks-kubernetes-cluster-874ee9681293) [![medium: Do It All Kubernetes Dashboard](){: style="width:7%"}](https://medium.com/faun/do-it-all-kubernetes-dashboard-81375833e01c)

+[![medium: How to Autoscale the DNS Service in a Kubernetes Cluster](){: style="width:7%"}](https://medium.com/faun/how-to-autoscale-the-dns-service-in-a-kubernetes-cluster-cbb46ae89678) [![medium: How to Perform Health checks in Kubernetes (K8s)](){: style="width:7%"}](https://medium.com/faun/how-to-perform-health-checks-in-kubernetes-k8s-a4e5300b1f9d) [![medium: Individual Kubernetes Clusters vs. Shared Kubernetes Clusters for' Development](){: style="width:7%"}](https://medium.com/faun/individual-kubernetes-clusters-vs-shared-kubernetes-clusters-for-development-3399576b0f1f) [![medium: Ingress service types in Kubernetes 🌟](){: style="width:7%"}](https://medium.com/faun/ingress-service-types-in-kubernetes-3e9b68b78307) [![medium: Kubernetes Multi-Tenancy β€” A Best Practices Guide 🌟](){: style="width:7%"}](https://medium.com/faun/kubernetes-multi-tenancy-a-best-practices-guide-88e37ef2b709) [![medium: How to create Namespaces in Kubernetes? 🌟](){: style="width:7%"}](https://medium.com/faun/namespaces-in-kubernetes-4bac49414770) [![OpenShift 4 β€œunder-the-hood” 🌟](){: style="width:7%"}](https://medium.com/faun/openshift-4-under-the-hood-ab854c3439dd) [![medium: How to configure and manage Pod in Kubernetes Cluster (K8s)](){: style="width:7%"}](https://medium.com/faun/pod-in-kubernetes-cluster-k8s-adeb5b901153) [![medium: How to Provision AWS Infrastructure with Terraform? 🌟](){: style="width:7%"}](https://medium.com/faun/provisioning-aws-infrastructure-with-terraform-6ab885fb3fcb) [![medium: Scaling Applications in the Cloud](){: style="width:7%"}](https://medium.com/faun/scaling-applications-in-the-cloud-52bb6dfbac4e) [![medium: Service Types in Kubernetes? 🌟](){: style="width:7%"}](https://medium.com/faun/service-types-in-kubernetes-24a1587677d6)

+[![medium: What is CI/CD Pipeline in DevOps? 🌟🌟](){: style="width:7%"}](https://medium.com/faun/what-is-ci-cd-pipeline-in-devops-6fba17a76e73) [![medium.com: Writing Your First Kubernetes Operator](){: style="width:7%"}](https://medium.com/faun/writing-your-first-kubernetes-operator-8f3df4453234) [![medium.com: Your team might not need Kubernetes](){: style="width:7%"}](https://medium.com/faun/your-team-might-not-need-kubernetes-57240e8d554a) [![medium.com/featurepreneur: Don’t trash your changes but stash β€˜em!](){: style="width:7%"}](https://medium.com/featurepreneur/dont-trash-your-changes-but-stash-em-2091a191f7db) [![==medium.com/fintechexplained: What Is Database Sharding?==](){: style="width:7%"}](https://medium.com/fintechexplained/what-is-database-sharding-582b36282f97) [![medium.com/fiverr-engineering: How to Share Data Between Microservices on' High Scale](){: style="width:7%"}](https://medium.com/fiverr-engineering/how-to-share-data-between-microservices-on-high-scale-ab2bc663898d) [![medium: Calico for Kubernetes networking: the basics & examples](){: style="width:7%"}](https://medium.com/flant-com/calico-for-kubernetes-networking-792b41e19d69) [![Using SSL certificates from Let’s Encrypt in your Kubernetes Ingress via cert-manager 🌟](){: style="width:7%"}](https://medium.com/flant-com/cert-manager-lets-encrypt-ssl-certs-for-kubernetes-7642e463bbce) [![medium: Ready-to-use commands and tips for kubectl](){: style="width:7%"}](https://medium.com/flant-com/kubectl-commands-and-tips-7b33de0c5476) [![medium: Upgrading MySQL (Percona Server) from 5.7 to 8.0](){: style="width:7%"}](https://medium.com/flant-com/upgrading-mysql-percona-server-5-to-8-4bce53bdce5c) [![medium.com: Connect services across Kubernetes clusters using Teleproxy](){: style="width:7%"}](https://medium.com/flare-systems/connect-services-across-kubernetes-clusters-using-teleproxy-3f317cfd8da)

+[![medium.com/formaloo: How no-code platforms are democratizing data science' and software development 🌟](){: style="width:7%"}](https://medium.com/formaloo/making-databases-as-easy-as-playing-with-legos-no-code-no-problem-ed41d4fde269) [![medium.com: Learn Kubernetes in Under 3 Hours: A Detailed Guide to Orchestrating' Containers](){: style="width:7%"}](https://medium.com/free-code-camp/learn-kubernetes-in-under-3-hours-a-detailed-guide-to-orchestrating-containers-114ff420e882) [![medium: Going Serverless (on AWS)](){: style="width:7%"}](https://medium.com/galvanize/going-serverless-on-aws-116a04a0defd) [![medium.com/gargee-bhatnagar: How to Create a Custom AMI with Image Pipeline' and Automate its Creation Using EC2 Image Builder](){: style="width:7%"}](https://medium.com/gargee-bhatnagar/how-to-create-a-custom-ami-with-image-pipeline-and-automate-its-creation-using-ec2-image-builder-7e194e39c8e9) [![medium.com/geekculture: A Beginners Guide to Understanding Microservices](){: style="width:7%"}](https://medium.com/geekculture/a-beginners-guide-to-understanding-microservices-d2a8bae871b7) [![medium.com/geekculture: A New Pattern that Simplifies Operator Building](){: style="width:7%"}](https://medium.com/geekculture/a-new-pattern-that-simplifies-operator-building-39df5d021cfa) [![medium: AKS with Calico Network Policies](){: style="width:7%"}](https://medium.com/geekculture/aks-with-calico-network-policies-8cdfa996e6bb) [![medium: Argo CD: A Tool for Kubernetes DevOps](){: style="width:7%"}](https://medium.com/geekculture/argo-cd-a-tool-for-kubernetes-devops-c46f2881edfe) [![medium: Change Data Capture β€” Using Debezium](){: style="width:7%"}](https://medium.com/geekculture/change-data-capture-using-debezium-ec48631d643a) [![medium.com/geekculture: Common Pod Errors in Kubernetes to Watch Out For](){: style="width:7%"}](https://medium.com/geekculture/common-pod-errors-in-kubernetes-to-watch-out-for-d808737f4ade) [![medium.com/geekculture: Continuous Deployment with Azure DevOps Pipelines and Kubernetes](){: style="width:7%"}](https://medium.com/geekculture/continuous-deployment-with-azure-devops-pipelines-and-kubernetes-12fe1c70b343)

+[![medium.com/geekculture: Convert Kubernetes YAML Files Into Helm Charts](){: style="width:7%"}](https://medium.com/geekculture/convert-kubernetes-yaml-files-into-helm-charts-4107de079455) [![medium.com/geekculture: Docker β€” Limit Container CPU Usage 🌟](){: style="width:7%"}](https://medium.com/geekculture/docker-limit-container-cpu-usage-11eb8ee0de5a) [![medium.com/geekculture: EKS β€” Kubernetes β€” Not Ready nodes](){: style="width:7%"}](https://medium.com/geekculture/eks-kubernetes-not-ready-nodes-dafb300ed299) [![medium: GitHub’s AI Copilot Might Get You Sued If You Use It](){: style="width:7%"}](https://medium.com/geekculture/githubs-ai-copilot-might-get-you-sued-if-you-use-it-c1cade1ea229) [![medium.com/geekculture: GitOps β€” Github Actions K8s Deploy Workflow](){: style="width:7%"}](https://medium.com/geekculture/gitops-github-actions-k8s-deploy-workflow-54f0d9a1d11b) [![==medium.com/geekculture: Helm β€” Advanced Commands== 🌟](){: style="width:7%"}](https://medium.com/geekculture/helm-advanced-commands-9365097475b) [![medium.com/geekculture: Helm Chart Wait for All Dependencies Before Starting' Kubernetes Pods](){: style="width:7%"}](https://medium.com/geekculture/helm-chart-wait-for-all-dependencies-before-starting-kubernetes-pods-cc0a3ddbf02b) [![medium.com/geekculture: HELM β€” How Release Information is Stored](){: style="width:7%"}](https://medium.com/geekculture/helm-how-release-information-is-stored-778d7f0b7498) [![medium.com/geekculture: Hey ChatGPT, Automate These Tasks Using Python](){: style="width:7%"}](https://medium.com/geekculture/hey-chatgpt-solve-these-coding-tasks-using-python-b2e7482f2c18) [![medium.com/geekculture: K8s β€” Helm Dashboard](){: style="width:7%"}](https://medium.com/geekculture/k8s-helm-dashboard-d7509c5fee88) [![medium.com/geekculture: K8s Network β€” CNI Introduction](){: style="width:7%"}](https://medium.com/geekculture/k8s-network-cni-introduction-b035d42ad68f)

+[![medium.com/geekculture: K8s β€” ServiceAccount Token](){: style="width:7%"}](https://medium.com/geekculture/k8s-serviceaccount-token-313d62aee119) [![medium.com/geekculture: K8s Troubleshooting β€” How to Debug CoreDNS Issues](){: style="width:7%"}](https://medium.com/geekculture/k8s-troubleshooting-how-to-debug-coredns-issues-724e8b973cfc) [![medium.com/geekculture: kubectl β€” Best Practices](){: style="width:7%"}](https://medium.com/geekculture/kubectl-best-practices-c4ff809167dd) [![medium: Kubernetes Deployment Explained](){: style="width:7%"}](https://medium.com/geekculture/kubernetes-deployment-explained-9b2b89dd3977) [![==medium: Kubernetes: Evenly Distribution of Pods Across Cluster Nodes==' |Puru Tuladhar](){: style="width:7%"}](https://medium.com/geekculture/kubernetes-distributing-pods-evenly-across-cluster-c6bdc9b49699) [![medium.com/geekculture: Kubernetes Gateway API: The Intro You Need To Read](){: style="width:7%"}](https://medium.com/geekculture/kubernetes-gateway-api-the-intro-you-need-to-read-80965f7acd82) [![medium: Kubernetes Namespaces vs. Virtual Clusters](){: style="width:7%"}](https://medium.com/geekculture/kubernetes-namespaces-vs-virtual-clusters-cc8731752972) [![medium.com: Monitoring Microservices - Part 1: Observability | Anderson' Carvalho](){: style="width:7%"}](https://medium.com/geekculture/monitoring-microservices-part-1-observability-b2b44fa3e67e) [![medium.com/geekculture: Monitoring your system with Docker + Grafana + Prometheus' + Node](){: style="width:7%"}](https://medium.com/geekculture/monitoring-your-system-with-docker-grafana-prometheus-node-d7fae11416f3) [![==medium.com/geekculture: Provision resources on AWS with Azure DevOps and' Terraform β€” Part I==](){: style="width:7%"}](https://medium.com/geekculture/provision-resources-on-aws-with-azure-devops-and-terraform-part-i-3c0de6d34fc9) [![==medium.com/geekculture: Provision resources on AWS with Azure DevOps and' Terraform β€” Part II==](){: style="width:7%"}](https://medium.com/geekculture/provision-resources-on-aws-with-azure-devops-and-terraform-part-ii-45ee450139)

+[![medium: Replication Controller Vs ReplicaSets in Kubernetes](){: style="width:7%"}](https://medium.com/geekculture/replication-controller-vs-replicasets-in-kubernetes-7b780e4d09d5) [![medium: REST, RPC, GraphQL… What to choose?](){: style="width:7%"}](https://medium.com/geekculture/rest-rpc-graphql-what-to-choose-c57c78c0593d) [![medium.com/geekculture: Setup a CronJob to execute Kubectl or AWS commands](){: style="width:7%"}](https://medium.com/geekculture/setup-a-cronjob-to-execute-kubectl-or-aws-commands-c1c15dd4ff1f) [![medium.com/geekculture: Storage | Kubernetes](){: style="width:7%"}](https://medium.com/geekculture/storage-kubernetes-92eb3d027282) [![medium: Terragrunt cheat sheet](){: style="width:7%"}](https://medium.com/geekculture/terragrunt-cheat-sheet-bedafbf9d61f) [![medium: YAKD: Yet Another Kubernetes Dashboard](){: style="width:7%"}](https://medium.com/geekculture/yakd-yet-another-kubernetes-dashboard-7766bd071f30) [![medium: Monoliths vs Microservices](){: style="width:7%"}](https://medium.com/getdefault-in/monoliths-vs-microservices-59cff20bb106) [![medium.com/getindata-blog: OAuth2-based authentication on Istio-powered' Kubernetes clusters 🌟](){: style="width:7%"}](https://medium.com/getindata-blog/oauth2-based-authentication-on-istio-powered-kubernetes-clusters-2bd0999b7332) [![==medium: Which Elasticsearch Provider is Right For You?== 🌟](){: style="width:7%"}](https://medium.com/gigasearch/which-elasticsearch-provider-is-right-for-you-3d596a65e704) [![medium.com/gitguardian: What is Policy-as-Code? An Introduction to Open' Policy Agent](){: style="width:7%"}](https://medium.com/gitguardian/what-is-policy-as-code-an-introduction-to-open-policy-agent-dba1400bb030) [![==medium.com/globant: Advantages of Deploying Machine Learning models with' Kubernetes== 🌟](){: style="width:7%"}](https://medium.com/globant/advantages-of-deploying-machine-learning-models-with-kubernetes-8454cc7c565e)

+[![medium: Dynamic and reactive parameterization in Jenkins pipelines using' HTML, Groovy, and Bash 🌟](){: style="width:7%"}](https://medium.com/globant/dynamic-and-reactive-parameterization-in-jenkins-pipelines-using-html-groovy-and-bash-27b031fcd69b) [![medium.com/globant: Infrastructure as Code using Kubernetes](){: style="width:7%"}](https://medium.com/globant/infrastructure-as-code-using-kubernetes-d3d329446517) [![medium.com/globant: Istio JWT Authentication & Authorization at the edge](){: style="width:7%"}](https://medium.com/globant/istio-jwt-authentication-authorization-at-the-edge-b35b612acd97) [![medium.com/globant: Monitoring a multi-cluster Kubernetes Deployment](){: style="width:7%"}](https://medium.com/globant/monitoring-a-multi-cluster-kubernetes-deployment-9e7a418a06b7) [![medium.com/globant: Using multiple sources for a Helm Chart deployment in' ArgoCD](){: style="width:7%"}](https://medium.com/globant/using-multiple-sources-for-a-helm-chart-deployment-in-argocd-cf3cd2d598fc) [![medium.com/google-cloud: Anthos-at-Home: Spinning Up a Bare-Metal Anthos' Cluster on Dumpster Servers](){: style="width:7%"}](https://medium.com/google-cloud/anthos-at-home-spinning-up-a-bare-metal-anthos-cluster-on-dumpster-servers-5bcef301cfa5) [![==medium.com/google-cloud: Automate Terraform documentation like a pro!==](){: style="width:7%"}](https://medium.com/google-cloud/automate-terraform-documentation-like-a-pro-ed3e19998808) [![medium: Automated canary deployments with Flagger and Istio](){: style="width:7%"}](https://medium.com/google-cloud/automated-canary-deployments-with-flagger-and-istio-ac747827f9d1) [![medium.com/google-cloud: Design your Landing Zone β€” Design Considerations' Part 4β€” IaC, GitOps and CI/CD (Google Cloud Adoption Series)](){: style="width:7%"}](https://medium.com/google-cloud/design-your-landing-zone-design-considerations-part-4-iac-gitops-and-ci-cd-google-cloud-ae3f533c6dbd) [![medium.com/google-cloud: Monitoring Kubernetes Clusters on GKE (Google Container' Engine)](){: style="width:7%"}](https://medium.com/google-cloud/gke-monitoring-84170ea44833) [![medium: Google Pub/Sub Lite for Kafka Users](){: style="width:7%"}](https://medium.com/google-cloud/google-pub-sub-lite-for-kafka-users-dec8a7cfc5e5)

+[![medium.com/google-cloud: Handle Kubernetes Secrets the GitOps Way β€” Part' 1](){: style="width:7%"}](https://medium.com/google-cloud/handle-kubernetes-secrets-the-gitops-way-part-1-7079bd8221f3) [![medium.com/google-cloud: Ingress in Google Kubernetes Products](){: style="width:7%"}](https://medium.com/google-cloud/ingress-in-google-kubernetes-products-f22ded21f4ed) [![medium.com: Kubernetes 101: Pods, Nodes, Containers, and Clusters](){: style="width:7%"}](https://medium.com/google-cloud/kubernetes-101-pods-nodes-containers-and-clusters-c1509e409e16) [![Kubernetes autoscaling with Istio metrics 🌟](){: style="width:7%"}](https://medium.com/google-cloud/kubernetes-autoscaling-with-istio-metrics-76442253a45a) [![==medium.com/google-cloud: Kubernetes Ingress Vs Gateway API== 🌟](){: style="width:7%"}](https://medium.com/google-cloud/kubernetes-ingress-vs-gateway-api-647ee233693d) [![medium.com: Kubernetes NodePort vs LoadBalancer vs Ingress? When should' I use what? 🌟](){: style="width:7%"}](https://medium.com/google-cloud/kubernetes-nodeport-vs-loadbalancer-vs-ingress-when-should-i-use-what-922f010849e0) [![medium.com/google-cloud: Running Workloads in Kubernetes 🌟](){: style="width:7%"}](https://medium.com/google-cloud/running-workloads-in-kubernetes-86194d133593) [![medium.com/google-cloud: Security with Kubernetes Gateway API 🌟](){: style="width:7%"}](https://medium.com/google-cloud/security-with-kubernetes-gateway-api-dcbb934ed2a4) [![medium.com/google-cloud: Setting up Config Connector with Terraform & Helm](){: style="width:7%"}](https://medium.com/google-cloud/setting-up-config-connector-with-terraform-helm-8ce2f45f48a4) [![medium.com/google-cloud: Shifting (even further) Left on Kubernetes Resource' Compliance](){: style="width:7%"}](https://medium.com/google-cloud/shifting-even-further-left-on-kubernetes-resource-compliance-8f96fb8c72eb) [![medium.com/google-cloud/tagged/devops](){: style="width:7%"}](https://medium.com/google-cloud/tagged/devops)

+[![medium.com/google-cloud: Understanding health checks in GKE & Gateway API](){: style="width:7%"}](https://medium.com/google-cloud/understanding-health-checks-in-gke-gateway-api-1c89f82bfba8) [![medium.com/google-developer-experts: Getting started with GKE Gateway controller](){: style="width:7%"}](https://medium.com/google-developer-experts/getting-started-with-gke-gateway-controller-ee45c3bc8996) [![medium: Top 4 AWS Patterns of Highly Available API](){: style="width:7%"}](https://medium.com/greenm/top-4-aws-patterns-of-highly-available-api-d34599bfbb96) [![medium: Kubernetes Deployment using Helm Charts and Krane 🌟](){: style="width:7%"}](https://medium.com/groupon-eng/kubernetes-deployment-using-helm-charts-and-krane-e0100b55d00c) [![==medium.com/groupon-eng: LoadBalancer Services using Kubernetes in Docker' (kind)==](){: style="width:7%"}](https://medium.com/groupon-eng/loadbalancer-services-using-kubernetes-in-docker-kind-694b4207575d) [![medium: Scaling Millions of Geospatial Queries per minute using Redis](){: style="width:7%"}](https://medium.com/groupon-eng/scaling-millions-of-geospatial-queries-per-minute-using-redis-7c05bcf6b4db) [![medium: 5 Things We Overlooked When Deploying Our First App on Kubernetes](){: style="width:7%"}](https://medium.com/gumgum-tech/5-things-we-overlooked-when-putting-our-first-app-on-kubernetes-58583c1783e4) [![==medium.com/gumgum-tech: How to reduce your Prometheus cost | Daniel Fernandez==](){: style="width:7%"}](https://medium.com/gumgum-tech/how-to-reduce-your-prometheus-cost-6c7cc685e347) [![medium.com/gumgum-tech: Streamlining your Kubernetes adoption with Helmfile' / ArgoCD and GitOps](){: style="width:7%"}](https://medium.com/gumgum-tech/streamlining-your-kubernetes-adoption-with-helmfile-argocd-and-gitops-211937e21e29) [![medium.com: InstalaciΓ³n de Java y Visual Studio Code en plataformas Windows](){: style="width:7%"}](https://medium.com/habasconchocos/instalaci%C3%B3n-de-java-y-visual-studio-code-en-plataformas-windows-1fa47a69497f) [![medium: Digital Transformation for Modern Enterprises Through DevOps β€” A' Complete Guide](){: style="width:7%"}](https://medium.com/hackernoon/digital-transformation-for-modern-enterprises-through-devops-a-complete-guide-6f595463c7dd)

+[![medium.com/hackernoon: How to hire a DevOps Engineer](){: style="width:7%"}](https://medium.com/hackernoon/how-to-hire-a-devops-engineer-4e59e7847e9b) [![medium: The Complete DevOps RoadMap 🌟](){: style="width:7%"}](https://medium.com/hackernoon/the-2018-devops-roadmap-31588d8670cb) [![medium: Mastering Apache Kafka on Kubernetes β€” Strimzi K8s operator](){: style="width:7%"}](https://medium.com/hacking-talent/mastering-apache-kafka-on-kubernetes-strimzi-k8s-operator-2c1d21d7b89a) [![medium.com/hamburger-berater-team: Varnish Sharding with Istio in Kubernetes](){: style="width:7%"}](https://medium.com/hamburger-berater-team/varnish-sharding-with-istio-in-kubernetes-402f313919aa) [![medium: Coding for Secrets Reliability with HashiCorp Vault](){: style="width:7%"}](https://medium.com/hashicorp-engineering/coding-for-secrets-reliability-with-hashicorp-vault-2090dd8667e) [![medium: Consul-Kubernetes Ingress Gateways and L7 Traffic Management](){: style="width:7%"}](https://medium.com/hashicorp-engineering/consul-kubernetes-ingress-gateways-and-l7-traffic-management-178957dcd934) [![medium: Don’t Forget to Restrict Outbound Traffic with Terraform and Sentinel](){: style="width:7%"}](https://medium.com/hashicorp-engineering/dont-forget-to-restrict-outbound-traffic-with-terraform-and-sentinel-c74a99129dae) [![medium: HashiCorp Consul: Multi-Cloud and Multi-Platform Service Mesh](){: style="width:7%"}](https://medium.com/hashicorp-engineering/hashicorp-consul-multi-cloud-and-multi-platform-service-mesh-372a82264e8e) [![medium: Kittens-as-a-Service: Layer 7 Traffic Management & Security with' Consul Connect](){: style="width:7%"}](https://medium.com/hashicorp-engineering/kittens-as-a-service-layer-7-traffic-management-security-with-consul-connect-f5965fac5aa) [![medium: Securing K8s Ingress Traffic with HashiCorp Vault PKIaaS and JetStack' Cert-Manager](){: style="width:7%"}](https://medium.com/hashicorp-engineering/securing-k8s-ingress-traffic-with-hashicorp-vault-pkiaas-and-jetstack-cert-manager-cb46195742ca) [![medium: Terraform for Network Engineers: Should you be implementing Infrastructure' as Code?](){: style="width:7%"}](https://medium.com/hashicorp-engineering/terraform-for-network-engineers-should-you-be-implementing-infrastructure-as-code-73667d27d3b8)

+[![medium.com/hepsiburadatech: Hepsiburada Search Engine on Kubernetes](){: style="width:7%"}](https://medium.com/hepsiburadatech/hepsiburada-search-engine-on-kubernetes-1fe03a3e71a3) [![medium: Introduction to Message Queues 🌟](){: style="width:7%"}](https://medium.com/hookdeck/introduction-to-message-queues-20d00373cc1f) [![medium.com/how-tos: How To Provisioning Dashboards In Grafana via Kubernetes](){: style="width:7%"}](https://medium.com/how-tos/how-to-provisioning-dashboards-in-grafana-via-kubernetes-5d261508658d) [![medium: Installing Monitoring Module on IBM Cloud Pak for MultiCloud Management](){: style="width:7%"}](https://medium.com/ibm-cloud-paks-help-and-guidance-from-ibm-cloud/installing-monitoring-module-on-ibm-cloud-pak-for-multicloud-management-v1-3-0-58e5d3e5e047) [![medium: tagged/cp4mcm](){: style="width:7%"}](https://medium.com/ibm-cloud-paks-help-and-guidance-from-ibm-cloud/tagged/cp4mcm) [![medium: It’s time to stop making β€œMicroservices” the goal of modernization](){: style="width:7%"}](https://medium.com/ibm-garage/its-time-to-stop-making-microservices-the-goal-of-modernization-71758b400287) [![medium.com/illuminations-mirror: Basic | Networking and Communication Between' Pods in Kubernetes](){: style="width:7%"}](https://medium.com/illuminations-mirror/basic-networking-and-communication-between-pods-in-kubernetes-2e1627b03a87) [![medium.com: Prometheus HA with Thanos Sidecar Or Receiver?](){: style="width:7%"}](https://medium.com/infracloud-technologies/prometheus-ha-with-thanos-sidecar-or-receiver-2c8d0e585ff1) [![medium: Graceful shutdown of fpm and nginx in Kubernetes](){: style="width:7%"}](https://medium.com/inside-personio/graceful-shutdown-of-fpm-and-nginx-in-kubernetes-f362369dff22) [![==medium.com/interviewnoodle: Shift from Monolith to CQRS== 🌟](){: style="width:7%"}](https://medium.com/interviewnoodle/shift-from-monolith-to-cqrs-a34bab75617e) [![medium.com/is-it-observable: How to collect metrics in a Kubernetes cluster](){: style="width:7%"}](https://medium.com/is-it-observable/how-to-collect-metrics-in-a-kubernetes-cluster-9ad4a69aafb0)

+[![medium.com/israeli-tech-radar: How to create a Monitoring Stack using Kube-Prometheus-stack' (Part 1)](){: style="width:7%"}](https://medium.com/israeli-tech-radar/how-to-create-a-monitoring-stack-using-kube-prometheus-stack-part-1-eff8bf7ba9a9) [![medium.com/israeli-tech-radar: Karpenter, and the future of Kubernetes](){: style="width:7%"}](https://medium.com/israeli-tech-radar/karpenter-and-the-future-of-kubernetes-4ab7428b7f87) [![Atomic ConfigMap Updates in Kubernetes: How Symlinks and Kubelet Make It' Happen](){: style="width:7%"}](https://medium.com/itnext/atomic-configmap-updates-in-kubernetes-how-symlinks-and-kubelet-make-it-happen-21a44338c247) [![medium.com/gquiman: K8Studio, Helm and Kubernetes management](){: style="width:7%"}](https://medium.com/itnext/introducing-k8studio-v3-the-ultimate-kubernetes-workspace-just-got-even-better-0bc0de63642c) [![medium: Jaeger VS OpenTracing VS OpenTelemetry](){: style="width:7%"}](https://medium.com/jaegertracing/jaeger-and-opentelemetry-1846f701d9f2) [![medium: Using Jaeger and OpenTelemetry SDKs in a mixed environment with' W3C Trace-Context](){: style="width:7%"}](https://medium.com/jaegertracing/jaeger-clients-and-w3c-trace-context-c2ce1b9dc390) [![medium.com: **Jaeger embraces OpenTelemetry collector** 🌟](){: style="width:7%"}](https://medium.com/jaegertracing/jaeger-embraces-opentelemetry-collector-90a545cbc24) [![==medium.com/jamf-engineering: How three lines of configuration solved our' gRPC scaling issues in Kubernetes== 🌟](){: style="width:7%"}](https://medium.com/jamf-engineering/how-three-lines-of-configuration-solved-our-grpc-scaling-issues-in-kubernetes-ca1ff13f7f06) [![medium.com/javarevisited: 11 Best Java Microservices Courses with Spring' Boot and Spring Cloud in 2022](){: style="width:7%"}](https://medium.com/javarevisited/10-best-java-microservices-courses-with-spring-boot-and-spring-cloud-6d04556bdfed) [![10 Free Spring Boot Courses and Tutorials for Java Developers](){: style="width:7%"}](https://medium.com/javarevisited/10-free-spring-boot-tutorials-and-courses-for-java-developers-53dfe084587e) [![==medium.com/javarevisited: Top 10 Microservices Design Principles and Best' Practices for Experienced Developers== 🌟](){: style="width:7%"}](https://medium.com/javarevisited/10-microservices-design-principles-every-developer-should-know-44f2f69e960f)

+[![50+ Java Collections Interview Questions for Beginners and Experienced Programmers](){: style="width:7%"}](https://medium.com/javarevisited/50-java-collections-interview-questions-for-beginners-and-experienced-programmers-4d2c224cc5ab) [![medium: 7 Best Java Design Pattern Books for Beginners and Experienced Programmers](){: style="width:7%"}](https://medium.com/javarevisited/7-best-books-to-learn-design-patterns-for-java-programmers-5627b93eefdb) [![medium: 7 Best Courses to Master Git and Github for Programmers](){: style="width:7%"}](https://medium.com/javarevisited/7-best-courses-to-master-git-and-github-for-programmers-d671859a68b2) [![medium.com/javarevisited: 8 Best Free Kubernetes Courses for Beginners in' 2022](){: style="width:7%"}](https://medium.com/javarevisited/7-free-online-courses-to-learn-kubernetes-in-2020-3b8a68ec7abc) [![medium.com/javarevisited: 5 Best HTTPS, SSL and TLS Courses for Beginners' in 2022](){: style="width:7%"}](https://medium.com/javarevisited/best-https-ssl-and-tls-courses-for-beginners-4437661250b3) [![medium.com/javarevisited: Distributed Transaction Management in Microservices' β€” Part 1 🌟](){: style="width:7%"}](https://medium.com/javarevisited/distributed-transaction-management-in-microservices-part-1-bb7dc1fbee9f) [![medium.com/javarevisited: Do you know about the different microservices' frameworks for Java? 🌟](){: style="width:7%"}](https://medium.com/javarevisited/do-you-know-about-the-different-microservices-frameworks-for-java-90b61f8cdbd7) [![==medium.com/javarevisited: Logging in Java β€” Log4j vs Logback vs SLF4J==' 🌟](){: style="width:7%"}](https://medium.com/javarevisited/logging-in-java-log4j-vs-logback-vs-slf4j-88c533088d2a) [![==medium.com/javarevisited: Microservices Communication part 1-every programmer' must know== 🌟](){: style="width:7%"}](https://medium.com/javarevisited/microservices-communication-part-1-every-programmer-must-know-7c6607d2d563) [![medium.com/javarevisited: Microservices Communication β€” part 2β€” Sync vs' Async vs Hybrid?](){: style="width:7%"}](https://medium.com/javarevisited/microservices-communication-part-2-sync-vs-async-vs-hybrid-23d057e137d8) [![==medium.com/javarevisited: Microservices communication using gRPC Protocol==](){: style="width:7%"}](https://medium.com/javarevisited/microservices-communication-using-grpc-protocol-dc3a2f8b648d)

+[![medium: Podman: Getting Started](){: style="width:7%"}](https://medium.com/javarevisited/podman-getting-started-e7fc06961994) [![medium.com: Top 15 Online Courses to Learn Docker, Kubernetes, and AWS for' Fullstack Developers and DevOps Engineers](){: style="width:7%"}](https://medium.com/javarevisited/top-15-online-courses-to-learn-docker-kubernetes-and-aws-for-fullstack-developers-and-devops-d8cc4f16e773) [![medium.com: Top 10 Courses to Learn Microservices in Java and Spring Framework](){: style="width:7%"}](https://medium.com/javarevisited/top-5-courses-to-learn-microservices-in-java-and-spring-framework-e9fed1ba804d) [![medium.com/javarevisited: Top 5 Frameworks Java developers can learn for' Microservices Development in 2022](){: style="width:7%"}](https://medium.com/javarevisited/top-5-frameworks-java-developers-can-learn-for-microservices-development-in-2022-848da66d6651) [![==medium.com/javarevisited: Top Performance issues every developer/architect' must know β€” part 1-Database==](){: style="width:7%"}](https://medium.com/javarevisited/top-performance-issues-every-developer-architect-must-know-part-1-fc1ad6e1644b) [![medium.com/javarevisited: Why Microservices are not silver bullet? 10 Reasons' for NOT using Microservices](){: style="width:7%"}](https://medium.com/javarevisited/why-microservices-are-not-silver-bullet-10-reasons-for-not-using-microservices-74f7c0fa98c) [![medium.com/jumia-tech: Immutable Infrastructure & GitOps 🌟](){: style="width:7%"}](https://medium.com/jumia-tech/immutable-infrastructure-gitops-18d644f9c7cb) [![medium: k0s Optimizes Start Time, Adds Cluster Level Backup/Restore and' More](){: style="width:7%"}](https://medium.com/k0sproject/k0s-optimizes-start-time-adds-cluster-level-backup-restore-and-more-8ffef894a1ae) [![medium: k0s Ready for Production](){: style="width:7%"}](https://medium.com/k0sproject/k0s-ready-for-production-20255c4b0791) [![medium: K0s Supports Kubernetes 1.22](){: style="width:7%"}](https://medium.com/k0sproject/k0s-supports-kubernetes-1-22-a498e41bf5af) [![medium.com/k8slens: Eliminating Kubernetes Complexity for Developers Using' Lens](){: style="width:7%"}](https://medium.com/k8slens/eliminating-kubernetes-complexity-for-developers-using-lens-5c199e5aff4e)

+[![medium: How To Give Developers Secure Access to Kubernetes Clusters](){: style="width:7%"}](https://medium.com/k8slens/how-to-give-developers-secure-access-to-kubernetes-clusters-c6025f0dd288) [![medium: Lens 5 Released](){: style="width:7%"}](https://medium.com/k8slens/lens-5-released-f7e58e8842cf) [![medium.com/k8slens: Lens 6 Released, Vision for the Future, New Subscription' Model and Features Available](){: style="width:7%"}](https://medium.com/k8slens/lens-6-released-vision-for-the-future-new-subscription-model-and-features-available-628ff21fe14a) [![medium.com/k8slens: Lens Kubernetes is all you need in the development env' to build, ship, and run](){: style="width:7%"}](https://medium.com/k8slens/lens-kubernetes-is-all-you-need-in-the-development-env-to-build-ship-and-run-5c1980a12fcf) [![medium: Declarative secret management for GitOps with Kapitan](){: style="width:7%"}](https://medium.com/kapitan-blog/declarative-secret-management-for-gitops-with-kapitan-b3c596eab088) [![medium.com/keptn: DORA metrics: automatically, for all your Kubernetes workloads](){: style="width:7%"}](https://medium.com/keptn/dora-metrics-automatically-for-all-your-kubernetes-workloads-42225f4b8515) [![medium: Keptn 0.6.0 β€” My top 5 favorite improvements](){: style="width:7%"}](https://medium.com/keptn/keptn-0-6-0-my-top-5-favorite-improvements-242d8ac1abfe) [![medium.com/kernel-space: KubeShark: Wireshark for Kubernetes](){: style="width:7%"}](https://medium.com/kernel-space/kubeshark-wireshark-for-kubernetes-4069a5f5aa3d) [![medium.com: kiali project](){: style="width:7%"}](https://medium.com/kialiproject) [![medium.com: Increasing observability on Istio: The new Kiali health configuration](){: style="width:7%"}](https://medium.com/kialiproject/increasing-observability-on-istio-the-new-kiali-health-configuration-3c91852c1bfe) [![medium: Troubleshooting Envoy with Kiali](){: style="width:7%"}](https://medium.com/kialiproject/troubleshooting-envoy-with-kiali-7f78a57b16ad)

+[![medium.com/kocsistem: Installation Internal Nginx Ingress for a Private' AKS Cluster](){: style="width:7%"}](https://medium.com/kocsistem/installation-internal-nginx-ingress-for-a-private-aks-cluster-7b6386492d56) [![medium.com/kubecost: Prometheus Grafana: configuration & query examples' 🌟](){: style="width:7%"}](https://medium.com/kubecost/prometheus-grafana-configuration-query-examples-885b91b6ca6) [![medium.com/kubehub: A Series on Bash Scripting](){: style="width:7%"}](https://medium.com/kubehub/a-series-on-bash-scripting-eecd0293fab5) [![medium.com/kubernetes-deveops: Kubernetes β€” Deploying Application with Persistent' Storage](){: style="width:7%"}](https://medium.com/kubernetes-deveops/kubernetes-deploying-application-with-persistent-storage-5068767e25f3) [![medium.com/kubernetes-tutorials: Cluster-level Logging in Kubernetes with' Fluentd](){: style="width:7%"}](https://medium.com/kubernetes-tutorials/cluster-level-logging-in-kubernetes-with-fluentd-e59aa2b6093a) [![medium: Efficient Node Out-of-Resource Management in Kubernetes](){: style="width:7%"}](https://medium.com/kubernetes-tutorials/efficient-node-out-of-resource-management-in-kubernetes-67f158da6e59) [![medium: Kubernetes DNS for Services and Pods](){: style="width:7%"}](https://medium.com/kubernetes-tutorials/kubernetes-dns-for-services-and-pods-664804211501) [![medium: Making Sense of Taints and Tolerations in Kubernetes](){: style="width:7%"}](https://medium.com/kubernetes-tutorials/making-sense-of-taints-and-tolerations-in-kubernetes-446e75010f4e) [![medium.com/kubeshop-i: Monokle 1.5.0 Release](){: style="width:7%"}](https://medium.com/kubeshop-i/monokle-1-5-0-release-kubeshop-95f574563c79) [![medium.com/kubeshop-i: Monokle, Helm & Quality Kubernetes Deployments](){: style="width:7%"}](https://medium.com/kubeshop-i/monokle-helm-quality-kubernetes-deployments-af050fcc91db) [![medium.com/kubeshop-i: Monokle vs. Lens vs. K9s 🌟](){: style="width:7%"}](https://medium.com/kubeshop-i/monokle-vs-lens-vs-k9s-1d5d94d84b5c)

+[![medium.com/kubeshop-i: Rapidly prototype your APIs on Kubernetes with Kusk' Gateway β€” Kubeshop 🌟](){: style="width:7%"}](https://medium.com/kubeshop-i/rapidly-prototype-your-apis-on-kubernetes-with-kusk-gateway-kubeshop-4006f030e8e4) [![medium.com/kubeshop-i: Top 8 Open-Source Observability & Testing Tools](){: style="width:7%"}](https://medium.com/kubeshop-i/top-8-open-source-observability-testing-tools-9341a361a634) [![medium.com/kudos-engineering: Migrating our cron jobs to Kubernetes](){: style="width:7%"}](https://medium.com/kudos-engineering/migrating-our-cron-jobs-to-kubernetes-8597032d7622) [![medium.com/leapp-cloud: Top 10 uncommon DevOps tools you should know](){: style="width:7%"}](https://medium.com/leapp-cloud/top-10-uncommon-devops-tools-you-should-know-91dadde9777e) [![medium.com/lego-engineering: A Journey into Serverless and Handling Step' Function Failures](){: style="width:7%"}](https://medium.com/lego-engineering/a-journey-into-serverless-and-handling-step-function-failures-dba51b4e8e99) [![medium.com: The Differences Between Kubernetes and Openshift](){: style="width:7%"}](https://medium.com/levvel-consulting/the-differences-between-kubernetes-and-openshift-ae778059a90e) [![medium.com/lightricks-tech-blog: Step by Step Guide: How to create a Dynamic' Service Endpoint via K8S API](){: style="width:7%"}](https://medium.com/lightricks-tech-blog/step-by-step-guide-how-to-create-a-dynamic-service-endpoint-via-k8s-api-1024309cb226) [![medium: Why Grafana: Part II](){: style="width:7%"}](https://medium.com/lightspeed-venture-partners/why-grafana-part-ii-2e7e42e0f7bb) [![medium.com: DevOps, Observability, and the need to tear down organizational' boundaries 🌟](){: style="width:7%"}](https://medium.com/lightstephq/devops-observability-and-the-need-to-tear-down-organizational-boundaries-f5d25755ff3a) [![medium: Deploying Open Policy Agent (OPA) on a GKE cluster β€” Step by Step](){: style="width:7%"}](https://medium.com/linkbynet/deploying-opa-on-a-gke-cluster-da4d3d77812c) [![medium.com/linux-shots: ConfigMap Reloader β€” Automatically reload new data' from ConfigMap/Secret to deployments](){: style="width:7%"}](https://medium.com/linux-shots/configmap-secret-reloader-automatically-add-reload-data-from-configmap-secret-to-deployments-dc245e06b92c)

+[![medium.com/linux-shots: Debug Kubernetes Pods Using Ephemeral Container](){: style="width:7%"}](https://medium.com/linux-shots/debug-kubernetes-pods-using-ephemeral-container-f01378243ff) [![medium.com/linux-shots: Find Deprecated API Resources used in a Kubernetes' Cluster](){: style="width:7%"}](https://medium.com/linux-shots/find-deprecated-api-resources-used-in-a-kubernetes-cluster-44756c1126c8) [![medium.com/linux-shots: Kubernetes ingress as reverse proxy to Application' running outside cluster](){: style="width:7%"}](https://medium.com/linux-shots/kubernetes-ingress-as-reverse-proxy-to-application-running-outside-cluster-206b6003f9cb) [![medium.com/linux-shots: Use PostgreSQL database as backend storage for helm](){: style="width:7%"}](https://medium.com/linux-shots/use-postgresql-as-backend-storage-for-helm-de407cd9c43) [![medium.com/lonto-digital-services-integrator: Why We Developed Own Kubernetes' Controller to Copy Secrets](){: style="width:7%"}](https://medium.com/lonto-digital-services-integrator/why-we-developed-own-kubernetes-controller-to-copy-secrets-e46368ae6db9) [![medium: Create Helm Charts to manage Kubernetes applications](){: style="width:7%"}](https://medium.com/marionete/create-helm-charts-to-manage-kubernetes-applications-9c4235acf99e) [![medium.com/marionete: How to expose Kubernetes services to external traffic' using Istio Gateway](){: style="width:7%"}](https://medium.com/marionete/how-to-expose-kubernetes-services-to-external-traffic-using-istio-gateway-1a1e6ebd8805) [![medium.com/mcdonalds-technical-blog: Behind the scenes: McDonald’s event-driven' architecture](){: style="width:7%"}](https://medium.com/mcdonalds-technical-blog/behind-the-scenes-mcdonalds-event-driven-architecture-51a6542c0d86) [![medium.com/mcdonalds-technical-blog: McDonald’s event-driven architecture:' The data journey and how it works](){: style="width:7%"}](https://medium.com/mcdonalds-technical-blog/mcdonalds-event-driven-architecture-the-data-journey-and-how-it-works-4591d108821f) [![medium.com/medialesson: Assigning Azure built-in roles vs Azure AD built-in' roles with Azure CLI](){: style="width:7%"}](https://medium.com/medialesson/assigning-azure-built-in-roles-vs-azure-ad-built-in-roles-with-azure-cli-d1cbf56fcdbe) [![==medium.com/medialesson: Create Azure Active Directory App Registration' with Azure CLI==](){: style="width:7%"}](https://medium.com/medialesson/create-azure-active-directory-app-registration-with-azure-cli-3241aa3824c5)

+[![medium: Introduction to Event-Driven Architecture 🌟](){: style="width:7%"}](https://medium.com/microservicegeeks/introduction-to-event-driven-architecture-e94ef442d824) [![medium: What is microservices and why is it different? 🌟](){: style="width:7%"}](https://medium.com/microservices-for-net-developers/what-is-microservices-and-why-is-it-different-fac017cb8cf4) [![medium: Pragmatic Microservices 🌟](){: style="width:7%"}](https://medium.com/microservices-in-practice/microservices-in-practice-7a3e85b6624c) [![==medium.com/microservices-learning: How to implement security for microservices==](){: style="width:7%"}](https://medium.com/microservices-learning/how-to-implement-security-for-microservices-89b140d3e555) [![medium: AKS β€” different load balancing options. When to use what?](){: style="width:7%"}](https://medium.com/microsoftazure/aks-different-load-balancing-options-for-a-single-cluster-when-to-use-what-abd2c22c2825) [![medium.com/microsoftazure: Automating Managed Prometheus and Grafana with' Terraform for scalable observability on Azure Kubernetes Service and Istio 🌟](){: style="width:7%"}](https://medium.com/microsoftazure/automating-managed-prometheus-and-grafana-with-terraform-for-scalable-observability-on-azure-4e5c5409a6b1) [![medium: Going multicloud with kubernetes and Azure Front Door](){: style="width:7%"}](https://medium.com/microsoftazure/going-multicloud-with-kubernetes-and-azure-front-door-f34a2f39068a) [![medium: Secure your Microservices on AKS β€” Part 2 🌟](){: style="width:7%"}](https://medium.com/microsoftazure/secure-your-microservices-on-aks-part-2-5496bf2ba00c) [![medium.com/microsoftazure: Ultimate guide for Enterprise-scale landing zone' for Azure](){: style="width:7%"}](https://medium.com/microsoftazure/ultimate-guide-for-azure-cloud-adoption-framework-for-enterprise-scale-landing-zone-bba2a385134d) [![medium.com/mindboard: What is Autoscaling in Kubernetes?](){: style="width:7%"}](https://medium.com/mindboard/what-is-autoscaling-in-kubernetes-109c7b5d321) [![medium.com/mlearning-ai: The Best Object Detection Libraries That I Work' With](){: style="width:7%"}](https://medium.com/mlearning-ai/the-best-object-detection-libraries-that-i-work-with-835428a1e01e)

+[![medium.com/mycloudseries: Must-haves for your Kubernetes Cluster to be Production' Ready](){: style="width:7%"}](https://medium.com/mycloudseries/must-haves-for-your-kubernetes-cluster-to-be-production-ready-dc7d1d18c4a2) [![medium.com/nerd-for-tech: Building a Two-Tier Architecture for High Availability' using Terraform](){: style="width:7%"}](https://medium.com/nerd-for-tech/building-a-two-tier-architecture-for-high-availability-using-terraform-ae6296fb2126) [![None](){: style="width:7%"}](https://medium.com/nerd-for-tech/common-kubernetes-errors-made-by-beginners-274b50e18a01) [![medium.com/nerd-for-tech: Deep Dive into Thanos-Part I | Pavan Kumar](){: style="width:7%"}](https://medium.com/nerd-for-tech/deep-dive-into-thanos-part-i-f72ecba39f76) [![medium: ETCD - the Easy Way | Vaibhav Rajput](){: style="width:7%"}](https://medium.com/nerd-for-tech/etcd-the-easy-way-4c01e243f285) [![medium: Exploring Kubernetes Node Architecture](){: style="width:7%"}](https://medium.com/nerd-for-tech/exploring-kubernetes-node-architecture-3a36df6ae034) [![medium.com/nerd-for-tech: Kubernetes: Declaratively Deploying Infrastructure' (IaC)](){: style="width:7%"}](https://medium.com/nerd-for-tech/kubernetes-declaratively-deploying-infrastructure-iac-789f14d999c6) [![medium.com/nerd-for-tech: Kubernetes: Deploying NGINX with a ConfigMap |' Chanel Jemmott](){: style="width:7%"}](https://medium.com/nerd-for-tech/kubernetes-deploying-nginx-with-a-configmap-e8a2fe59bcb1) [![medium: One CKA/CKAD/CKS requirement: Mastering Kubectl](){: style="width:7%"}](https://medium.com/nerd-for-tech/one-cka-ckad-cks-requirement-mastering-kubectl-85486bc0a3aa) [![medium.com/nerd-for-tech: Persistence with Kubernetes](){: style="width:7%"}](https://medium.com/nerd-for-tech/persistence-with-kubernetes-46f039d9a2ad) [![medium.com/nerd-for-tech: PKI Certs Injection to K8s Pods with Vault Agent' Injector](){: style="width:7%"}](https://medium.com/nerd-for-tech/pki-certs-injection-to-k8s-pods-with-vault-agent-injector-d97482b48f3d)

+[![medium: Running services with Knative & Kong](){: style="width:7%"}](https://medium.com/nerd-for-tech/running-services-with-knative-kong-3135c0d94dfa) [![==medium.com/nerd-for-tech: Terraforming the GitOps Way !!!==](){: style="width:7%"}](https://medium.com/nerd-for-tech/terraforming-the-gitops-way-9417cf4abf58) [![medium: Choosing a CI that grows at the same pace as a scale-up 🌟](){: style="width:7%"}](https://medium.com/nerds-malt/choosing-a-ci-that-grows-at-the-same-pace-as-a-scale-up-f4e1c0648084) [![medium.com/netcracker: Version Control of Configuration Files Using Kubernetes](){: style="width:7%"}](https://medium.com/netcracker/version-control-of-configuration-files-using-kubernetes-21673766203) [![medium.com/netpremacy-global-services: The beginning of the end for Terraform?](){: style="width:7%"}](https://medium.com/netpremacy-global-services/the-beginning-of-the-end-for-terraform-cfffcd2c5420) [![medium: Kubernetes, a practical introduction](){: style="width:7%"}](https://medium.com/nexton/kubernetes-a-practical-introduction-18a5b69e7763) [![medium.com/ni-tech-talk: Creating Customized Kubernetes Pod Templates using' Groovy in Jenkins Pipeline 🌟](){: style="width:7%"}](https://medium.com/ni-tech-talk/creating-customized-kubernetes-pod-templates-using-groovy-in-jenkins-pipeline-7007f023a585) [![medium: Cool Kubernetes command line plugins](){: style="width:7%"}](https://medium.com/nontechcompany/cool-kubernetes-command-line-plugins-4b0e50362426) [![medium: Upgrading Kubernetes The Hard Way](){: style="width:7%"}](https://medium.com/nordcloud-engineering/upgrading-kubernetes-the-hard-way-ac533cfb4ff2) [![medium.com/nordnet-tech: Setting Java Heap Size Inside a Docker Container](){: style="width:7%"}](https://medium.com/nordnet-tech/setting-java-heap-size-inside-a-docker-container-b5a4d06d2f46) [![medium.com/nordnet-tech: Unlocking Kubernetes Performance with no CPU Resource' Limits](){: style="width:7%"}](https://medium.com/nordnet-tech/unlocking-kubernetes-performance-with-no-cpu-resource-limits-56d5dc33037b)

+[![medium.com/nttlabs: Kubernetes driver for Docker BuildX](){: style="width:7%"}](https://medium.com/nttlabs/buildx-kubernetes-ad0fe59b0c64) [![medium: nerdctl: Docker-compatible CLI for contaiNERD](){: style="width:7%"}](https://medium.com/nttlabs/nerdctl-359311b32d0e) [![medium: Understanding Docker Volumes, Mounts and Layers and How to Manage' Data in Containers](){: style="width:7%"}](https://medium.com/nycdev/understanding-docker-volumes-mounts-and-layers-9fa17befa493) [![medium.com/okteto: Beginner’s Guide to Kubernetes Deployments](){: style="width:7%"}](https://medium.com/okteto/beginners-guide-to-kubernetes-deployments-50f066d95d2b) [![medium.com/omio-engineering: CPU limits and aggressive throttling in Kubernetes](){: style="width:7%"}](https://medium.com/omio-engineering/cpu-limits-and-aggressive-throttling-in-kubernetes-c5b20bd8a718) [![medium.com/open-devops-academy: Learn Kubernetes: ConfigMap β€” Inject the' values of a ConfigMap in a container as a volume](){: style="width:7%"}](https://medium.com/open-devops-academy/kubernetes-inject-the-values-of-a-configmap-in-a-container-as-a-volume-628c39f3ea43) [![medium: OpenTelemetry Specification v1.0.0, Tracing Edition](){: style="width:7%"}](https://medium.com/opentelemetry/opentelemetry-specification-v1-0-0-tracing-edition-72dd08936978) [![medium: Securing Containers with Red Hat Quay and Clair β€” Part I](){: style="width:7%"}](https://medium.com/opstalk/securing-containers-with-red-hat-quay-and-clair-part-i-bcec8d170536) [![medium.com/opstree-technology: Understanding Ansible: Helm diff plugin 🌟](){: style="width:7%"}](https://medium.com/opstree-technology/ansible-helm-diff-plugin-63e1cda299a3) [![medium.com/otomi-platform: Helmfile and ArgoCD are better together](){: style="width:7%"}](https://medium.com/otomi-platform/helmfile-and-argocd-better-together-f8d4587263ff) [![medium.com: A chance for NewSQL databases](){: style="width:7%"}](https://medium.com/packlinkeng/a-chance-for-newsql-databases-3bba18fea6a1)

+[![medium.com/pareture: Kubernetes Bound Projected Service Account Token Volumes' Might Surprise You](){: style="width:7%"}](https://medium.com/pareture/kubernetes-bound-projected-service-account-token-volumes-might-surprise-you-434ff2cd1483) [![medium.com/pareture: Kubernetes Scaling, Capacity and Resource Planning' in Complex Clusters](){: style="width:7%"}](https://medium.com/pareture/kubernetes-scaling-capacity-and-resource-planning-in-complex-clusters-97a6105b43a4) [![==medium: Cloud Agnostic Design== 🌟](){: style="width:7%"}](https://medium.com/path-to-software-architect/cloud-agnostic-design-925c08e1d610) [![==medium.com/patilswapnilv: Getting Started with Kubernetes Networking==' 🌟](){: style="width:7%"}](https://medium.com/patilswapnilv/getting-started-with-kubernetes-networking-7e10623fc78f) [![medium.com/paypal-tech: Scaling Kubernetes to Over 4k Nodes and 200k Pods](){: style="width:7%"}](https://medium.com/paypal-tech/scaling-kubernetes-to-over-4k-nodes-and-200k-pods-29988fad6ed) [![medium.com/performance-engineering-for-the-ordinary-barbie: Why profiling should be part of regular software development workflow 🌟](){: style="width:7%"}](https://medium.com/performance-engineering-for-the-ordinary-barbie/why-profiling-should-be-part-of-regular-software-development-workflow-8b19b7f52b38) [![medium.com/picsart-engineering: Prioritizing Development Efforts with SLOs' in Microservices](){: style="width:7%"}](https://medium.com/picsart-engineering/prioritizing-development-efforts-with-slos-in-microservices-109ecd9b9b92) [![medium: How Pinterest runs Kafka at scale](){: style="width:7%"}](https://medium.com/pinterest-engineering/how-pinterest-runs-kafka-at-scale-ff9c6f735be) [![medium: Scaling Kubernetes with Assurance at Pinterest](){: style="width:7%"}](https://medium.com/pinterest-engineering/scaling-kubernetes-with-assurance-at-pinterest-a23f821168da) [![medium.com/pipedrive-engineering: How we choked our Kubernetes NodeJS services](){: style="width:7%"}](https://medium.com/pipedrive-engineering/how-we-choked-our-kubernetes-nodejs-services-932acc8cc2be) [![medium.com/platform-engineer: 26 Terraform Hacks for Effective Infrastructure' Automation (With Examples)](){: style="width:7%"}](https://medium.com/platform-engineer/26-terraform-hacks-for-effective-infrastructure-automation-with-examples-d6d721c3d5e0)

+[![==medium.com/predictivehire: Why we should use Terraform and Terragrunt' to manage Kubernetes (with example code)==](){: style="width:7%"}](https://medium.com/predictivehire/why-we-should-use-terraform-and-terragrunt-to-manage-kubernetes-with-example-code-d96aac2ff25a) [![Part 1 β€” Exploring API objects](){: style="width:7%"}](https://medium.com/programming-kubernetes/building-stuff-with-the-kubernetes-api-1-cc50a3642) [![Part 2 β€” Using the Java client framework](){: style="width:7%"}](https://medium.com/programming-kubernetes/building-stuff-with-the-kubernetes-api-part-2-using-java-ceb8a5ff7920) [![Part 3 β€” Using the Python client framework](){: style="width:7%"}](https://medium.com/programming-kubernetes/building-stuff-with-the-kubernetes-api-part-3-using-python-aea5ab16f627) [![Part 4 β€” Using the Go client framework](){: style="width:7%"}](https://medium.com/programming-kubernetes/building-stuff-with-the-kubernetes-api-part-4-using-go-b1d0e3c1c899) [![medium: Building stuff with the Kubernetes API β€” TOC 🌟](){: style="width:7%"}](https://medium.com/programming-kubernetes/building-stuff-with-the-kubernetes-api-toc-84d751876650) [![medium.com/promyze: Avoid accidental complexity and technical debt](){: style="width:7%"}](https://medium.com/promyze/avoid-accidental-complexity-and-technical-debt-2dc2cdf4dd4b) [![medium: Testing APIs with Python 🌟](){: style="width:7%"}](https://medium.com/python-in-plain-english/testing-apis-with-python-4ca51d604ffe) [![medium.com/pythoneers: MLOps: Tool Stack Requirement in Machine Learning' Pipeline](){: style="width:7%"}](https://medium.com/pythoneers/mlops-tool-stack-requirement-in-machine-learning-pipeline-474b39f09dfc) [![medium.com/qe-unit: How Google Does Monorepo (Revisited)](){: style="width:7%"}](https://medium.com/qe-unit/how-google-does-monorepo-revisited-8c793be20344) [![medium.com/qe-unit: Microservices β€” Do You Need Them? Are You Ready? 🌟](){: style="width:7%"}](https://medium.com/qe-unit/the-microservices-adoption-roadmap-e37f3f32877)

+[![medium: From AWS CloudFormation to Terraform: Migrating Apache Kafka](){: style="width:7%"}](https://medium.com/riskified-technology/from-aws-cloudformation-to-terraform-migrating-apache-kafka-32bdabdbaa59) [![medium: Run Kubernetes Production Environment on EC2 Spot Instances With' Zero Downtime: A Complete Guide](){: style="width:7%"}](https://medium.com/riskified-technology/run-kubernetes-on-aws-ec2-spot-instances-with-zero-downtime-f7327a95dea) [![medium.com/rocco-scaramuzzi-tech: Event-Driven Microservice Architecture,' don’t use only events but use commands too!](){: style="width:7%"}](https://medium.com/rocco-scaramuzzi-tech/event-driven-microservice-architecture-dont-use-only-events-but-use-commands-too-b8694d370436) [![medium.com/rtkal: Distributed Cache Design](){: style="width:7%"}](https://medium.com/rtkal/distributed-cache-design-348cbe334df1) [![medium.com/saas-infra: Stabilize Kubernetes MicroServices β€” The Right Resources' Settings](){: style="width:7%"}](https://medium.com/saas-infra/stabilize-your-kubernetes-microservices-with-the-correct-resources-settings-2071fa11495d) [![medium.com/schibsted-engineering: Ultimate Terraform project structure 🌟](){: style="width:7%"}](https://medium.com/schibsted-engineering/ultimate-terraform-project-structure-9fc7e79f6bc6) [![medium: Strategies of docker images optimization](){: style="width:7%"}](https://medium.com/sciforce/strategies-of-docker-images-optimization-2ca9cc5719b6) [![medium.com/scout24-engineering: How did we upgrade our EKS clusters from' 1.15 to 1.22 without K8s knowledge?](){: style="width:7%"}](https://medium.com/scout24-engineering/how-did-we-upgrade-our-eks-clusters-from-1-15-to-1-22-without-k8s-knowledge-2c96c1a94cc1) [![medium.com/sda-se: Kubernetes Operator to the rescue. How our own MongoDB' Operator improved our deployments](){: style="width:7%"}](https://medium.com/sda-se/kubernetes-operator-to-the-rescue-how-our-own-mongodb-operator-improved-our-deployments-6d5ba3324abc) [![medium: GitOps : The Next Big Thing for DevOps and Automation!](){: style="width:7%"}](https://medium.com/searce/gitops-the-next-big-thing-for-devops-and-automation-2a9597e51559) [![medium: Multibranch and HA Pipeline in Jenkins with Kaniko on GKE](){: style="width:7%"}](https://medium.com/searce/multibranch-and-ha-pipeline-in-jenkins-with-kaniko-on-gke-8a1e7fa93403)

+[![medium: Spinnaker The Hard Way](){: style="width:7%"}](https://medium.com/searce/spinnaker-the-hard-way-278913f3f1d8) [![medium.com/search?q=cp4mcm](){: style="width:7%"}](https://medium.com/search?q=cp4mcm) [![medium: Microservices in Go](){: style="width:7%"}](https://medium.com/seek-blog/microservices-in-go-2fc1570f6800) [![medium: Are Scrum and Kanban Allies Or Enemies?](){: style="width:7%"}](https://medium.com/serious-scrum/are-scrum-and-kanban-allies-or-enemies-9d1d27353cd7) [![medium: Nine Steps to Successfully Start Your New Product Owner Job](){: style="width:7%"}](https://medium.com/serious-scrum/nine-steps-to-successfully-start-your-new-product-owner-job-b276c85e3dde) [![medium: Scrum Teams That Don’t Verify Their Outcomes Are Basically Waterfall' Teams](){: style="width:7%"}](https://medium.com/serious-scrum/scrum-teams-that-dont-verify-their-outcomes-are-basically-waterfall-teams-cb208acdcc61) [![medium: What a typical 100% Serverless Architecture looks like in AWS!](){: style="width:7%"}](https://medium.com/serverless-transformation/what-a-typical-100-serverless-architecture-looks-like-in-aws-40f252cd0ecb) [![medium.com/shoutloudz: Microservice: Developing an Authentication Service' using Spring Boot](){: style="width:7%"}](https://medium.com/shoutloudz/microservice-developing-an-authentication-service-using-spring-boot-d421b8802712) [![medium.com/simform-engineering: Infrastructure as Code and CI/CD in Practice' with AWS CDK](){: style="width:7%"}](https://medium.com/simform-engineering/infrastructure-as-code-and-ci-cd-in-practice-with-aws-cdk-bd0685b361f8) [![medium.com/siot-govtech: Kubernetes from Scratch](){: style="width:7%"}](https://medium.com/siot-govtech/kubernetes-from-scratch-35add70e8b7f) [![medium.com/slalom-build: Managing Ingress Traffic on Kubernetes Platforms' 🌟](){: style="width:7%"}](https://medium.com/slalom-build/managing-ingress-traffic-on-kubernetes-platforms-ebd537cdfb46)

+[![medium.com/softwareimprovementgroup: CI/CD best practices: How to set up' your pipeline](){: style="width:7%"}](https://medium.com/softwareimprovementgroup/ci-cd-best-practices-how-to-set-up-your-pipeline-4643eea14bfa) [![medium.com/solo-io blog](){: style="width:7%"}](https://medium.com/solo-io) [![medium.com/solo-io: Istio the Easy Way (Again!)](){: style="width:7%"}](https://medium.com/solo-io/istio-the-easy-way-again-b0504347b7ce) [![medium: Multi Cloud Enterprise Deployment Pattern](){: style="width:7%"}](https://medium.com/solutions-architecture-patterns/multi-cloud-enterprise-deployment-pattern-19571604e64b) [![medium.com/spacelift: Platform Engineering vs. DevOps](){: style="width:7%"}](https://medium.com/spacelift/platform-engineering-vs-devops-ade389ce819e) [![medium.com/spacelift: Terraform Best Practices for Better Infrastructure' Management](){: style="width:7%"}](https://medium.com/spacelift/terraform-best-practices-for-better-infrastructure-management-49e0859b5537) [![medium.com/spacelift: Terraform vs. Kubernetes: Key Differences and Comparison](){: style="width:7%"}](https://medium.com/spacelift/terraform-vs-kubernetes-key-differences-and-comparison-a42847e8be1c) [![medium: Verify Container Image Signatures in Kubernetes using Notary or' Cosign or both](){: style="width:7%"}](https://medium.com/sse-blog/verify-container-image-signatures-in-kubernetes-using-notary-or-cosign-or-both-c25d9e79ec45) [![medium.com/stakater: Efficiently Expose Services on Kubernetes (part 1)' 🌟](){: style="width:7%"}](https://medium.com/stakater/efficiently-expose-services-on-kubernetes-494a80f88aad) [![medium.com/stakater: Efficiently Expose Services on Kubernetes (part 2)](){: style="width:7%"}](https://medium.com/stakater/efficiently-expose-services-on-kubernetes-part-2-c302f135f719) [![GitOps for Kubernetes with Jenkins](){: style="width:7%"}](https://medium.com/stakater/gitops-for-kubernetes-with-jenkins-7db6304216e0)

+[![medium.com/streamotion-tech-blog: Visualising the Cost of Kubernetes](){: style="width:7%"}](https://medium.com/streamotion-tech-blog/visualising-the-cost-of-kubernetes-ca64f642de8c) [![medium.com/summit-technology-group: Karpenter β€” AutoScaling and Right-Sizing' EKS Nodes](){: style="width:7%"}](https://medium.com/summit-technology-group/karpenter-autoscaling-and-right-sizing-eks-nodes-bc6d2b83d48e) [![medium: 6 Lessons Learned - Migrating Application on Production](){: style="width:7%"}](https://medium.com/swlh/6-lessons-learned-from-migrating-web-application-on-production-ce9add8e63f3) [![medium: A Design Analysis of Cloud-based Microservices Architecture at Netflix](){: style="width:7%"}](https://medium.com/swlh/a-design-analysis-of-cloud-based-microservices-architecture-at-netflix-98836b2da45f) [![medium: Apache Kafka in a Nutshell 🌟](){: style="width:7%"}](https://medium.com/swlh/apache-kafka-in-a-nutshell-5782b01d9ffb) [![medium: Apache Kafka Startup Guide: System Design Architectures: Notification' System, Web Activity Tracker, ELT Pipeline, Storage System 🌟](){: style="width:7%"}](https://medium.com/swlh/apache-kafka-startup-guide-system-design-architectures-notification-system-web-activity-tracker-6dcaf0cf8a7) [![medium: AWS Account Security Monitoring](){: style="width:7%"}](https://medium.com/swlh/aws-account-security-monitoring-d7ca129d52ac) [![medium.com/swlh: AWS Config β€” Compliance as Code](){: style="width:7%"}](https://medium.com/swlh/aws-config-compliance-as-code-9621eb3b7ac7) [![==medium.com/swlh: Break Down Kubernetes Server-Side Apply (Advanced kubectl)==' 🌟](){: style="width:7%"}](https://medium.com/swlh/break-down-kubernetes-server-side-apply-5d59f6a14e26) [![medium: Building the CI/CD of the Future, Creating the EKS Cluster 🌟](){: style="width:7%"}](https://medium.com/swlh/building-the-ci-cd-of-the-future-creating-the-eks-cluster-e4cce4eb3500) [![medium: CI/CD Pipeline of Jenkins Using Groovy Language With Monitoring' on the Top of Kubernetes 🌟](){: style="width:7%"}](https://medium.com/swlh/ci-cd-pipeline-of-jenkins-using-groovy-language-with-monitoring-on-the-top-of-kubernetes-b37f962fb0ac)

+[![medium: ClusterOps: 1-Line Commit to Upgrade Your Kubernetes Clusters 🌟](){: style="width:7%"}](https://medium.com/swlh/clusterops-1-line-commit-to-upgrade-your-kubernetes-clusters-de3548124d04) [![medium: Consul in Kubernetes β€” Pushing to Production](){: style="width:7%"}](https://medium.com/swlh/consul-in-kubernetes-pushing-to-production-223506bbe8db) [![medium: Deploy Quarkus Todo List App to Kubernetes Using Eclipse JKube](){: style="width:7%"}](https://medium.com/swlh/deploy-quarkus-todo-list-app-to-kubernetes-using-eclipse-jkube-c774ef6b68f0) [![medium.com/swlh: Deploy Your Private Docker Registry as a Pod in Kubernetes](){: style="width:7%"}](https://medium.com/swlh/deploy-your-private-docker-registry-as-a-pod-in-kubernetes-f6a489bf0180) [![medium: Deploying Kubernetes β€” Deciding the size of your nodes](){: style="width:7%"}](https://medium.com/swlh/deploying-kubernetes-deciding-the-size-of-your-nodes-a115e770e09) [![Discovering Running Pods By Using DNS and Headless Services in Kubernetes](){: style="width:7%"}](https://medium.com/swlh/discovering-running-pods-by-using-dns-and-headless-services-in-kubernetes-7002a50747f4) [![medium.com: Getting started with Istio](){: style="width:7%"}](https://medium.com/swlh/getting-started-with-istio-524628c025) [![medium: Getting Started With Kafka on OpenShift](){: style="width:7%"}](https://medium.com/swlh/getting-started-with-kafka-on-openshift-c44c0fdec384) [![medium: Guide OKD 4.5 Single Node Cluster](){: style="width:7%"}](https://medium.com/swlh/guide-okd-4-5-single-node-cluster-832693cb752b) [![medium: Helm Chart β€” Development Guide 🌟](){: style="width:7%"}](https://medium.com/swlh/helm-chart-development-guide-bbc525d3b448) [![High priority request queue with HAProxy](){: style="width:7%"}](https://medium.com/swlh/high-priority-request-queue-with-haproxy-9efd639a8992)

+[![medium: How to Become a DevOps Engineer in 2020 (Shane Shown)](){: style="width:7%"}](https://medium.com/swlh/how-to-become-an-devops-engineer-in-2020-80b8740d5a52) [![medium: How to Deploy a Web Application with Kubernetes](){: style="width:7%"}](https://medium.com/swlh/how-to-deploy-an-asp-net-application-with-kubernetes-3c00c5fa1c6e) [![medium: How to Start Working With Docker Containers](){: style="width:7%"}](https://medium.com/swlh/how-to-start-working-with-docker-containers-72b73ca60e0c) [![I’m So Sorry OpenShift, I’ve Taken You for Granted 🌟](){: style="width:7%"}](https://medium.com/swlh/im-so-sorry-openshift-i-ve-taken-you-for-granted-f36fb47ea4d9) [![medium: Introduction to Istio Traffic Management. Traffic Routing with Istio' by Example 🌟](){: style="width:7%"}](https://medium.com/swlh/introduction-to-istio-traffic-management-6b62c86f8cb4) [![medium.com: K8s Network Policies Demystified and Simplified 🌟](){: style="width:7%"}](https://medium.com/swlh/k8s-network-policies-demystified-and-simplified-18f5ea9848e2) [![medium: Kong API Gateway - From Zero to Production](){: style="width:7%"}](https://medium.com/swlh/kong-api-gateway-zero-to-production-5b8431495ee) [![medium: Kubernetes in a nutshell β€” tutorial for beginners 🌟🌟](){: style="width:7%"}](https://medium.com/swlh/kubernetes-in-a-nutshell-tutorial-for-beginners-caa442dfd6c0) [![medium: Kubernetes Storage Explained 🌟](){: style="width:7%"}](https://medium.com/swlh/kubernetes-storage-explained-558e85596d0c) [![medium: Microservices Architecture From A to Z 🌟](){: style="width:7%"}](https://medium.com/swlh/microservices-architecture-from-a-to-z-7287da1c5d28) [![==medium: Multi-Tenancy Implementation using Spring Boot + Hibernate== 🌟](){: style="width:7%"}](https://medium.com/swlh/multi-tenancy-implementation-using-spring-boot-hibernate-6a8e3ecb251a)

+[![medium: MVP vs MDP = Viability vs Delight. What You Really Need?](){: style="width:7%"}](https://medium.com/swlh/mvp-vs-mdp-viability-vs-delight-what-you-really-need-296b42df005d) [![medium: Observability With Istio, Kiali, and Grafana in Kubernetes and Spring' Boot 🌟](){: style="width:7%"}](https://medium.com/swlh/observability-with-istio-kiali-and-grafana-in-kubernetes-and-spring-boot-743af225c24f) [![medium.com: OKE Clusters from Rancher 2.0](){: style="width:7%"}](https://medium.com/swlh/oke-clusters-from-rancher-2-0-409131ad1293) [![medium: Quick Fix: Mounting a ConfigMap to an Existing Volume in Kubernetes' Using Rancher](){: style="width:7%"}](https://medium.com/swlh/quick-fix-mounting-a-configmap-to-an-existing-volume-in-kubernetes-using-rancher-d01c472a10ad) [![medium: quickstart ci with jenkins and docker in docker](){: style="width:7%"}](https://medium.com/swlh/quickstart-ci-with-jenkins-and-docker-in-docker-c3f7174ee9ff) [![medium: State of Managed Kubernetes 2020](){: style="width:7%"}](https://medium.com/swlh/state-of-managed-kubernetes-2020-4be006643360) [![medium: Terraform: How to Use Conditionals to Dynamically Create Resources](){: style="width:7%"}](https://medium.com/swlh/terraform-how-to-use-conditionals-for-dynamic-resources-creation-6a191e041857) [![medium.com/sync-computing: Top 9 Lessons Learned about Databricks Jobs Serverless](){: style="width:7%"}](https://medium.com/sync-computing/top-9-lessons-learned-about-databricks-jobs-serverless-41a43e99ded5) [![medium: Kubernetes Tip: How Does OOMKilled Work?](){: style="width:7%"}](https://medium.com/tailwinds-navigator/kubernetes-tip-how-does-oomkilled-work-ba71b135993b) [![medium: Kubernetes Tip: How Statefulsets Behave Differently Than Deployments' When Node Fails?](){: style="width:7%"}](https://medium.com/tailwinds-navigator/kubernetes-tip-how-statefulsets-behave-differently-than-deployments-when-node-fails-d29e36bca7d5) [![medium.com: Kubernetes Tip: How To Disambiguate A Pod Crash To Application' Or To Kubernetes Platform? (CrashLoopBackOff)](){: style="width:7%"}](https://medium.com/tailwinds-navigator/kubernetes-tip-how-to-disambiguate-a-pod-crash-to-application-or-to-kubernetes-platform-f6c1395a8d09)

+[![Kubernetes Tip: What Happens To Pods Running On Node That Become Unreachable?](){: style="width:7%"}](https://medium.com/tailwinds-navigator/kubernetes-tip-what-happens-to-pods-running-on-node-that-become-unreachable-3d409f734e5d) [![medium.com/tea-networks: Kubernetes & CI/CD Pipeline](){: style="width:7%"}](https://medium.com/tea-networks/kubernetes-ci-cd-pipeline-c028aea17535) [![medium.com/teamsnap-engineering: Load Testing a Service with ~20,000 Requests' per Second with Locust, Helm, and Kustomize](){: style="width:7%"}](https://medium.com/teamsnap-engineering/load-testing-a-service-with-20-000-requests-per-second-with-locust-helm-and-kustomize-ea9bea02ae28) [![medium.com/tech-chronicles: Helm tests](){: style="width:7%"}](https://medium.com/tech-chronicles/helm-test-tested-my-patience-732eeab0e935) [![medium: Terraform Zero to Hero](){: style="width:7%"}](https://medium.com/tech-guides/terraform-zero-to-hero-733f6860bb9a) [![medium.com/techbeatly: Chain of events behind a running Pod](){: style="width:7%"}](https://medium.com/techbeatly/chain-of-events-behind-a-running-pod-149ebaafbfbc) [![medium: Container Fundamentals β€” Part 1](){: style="width:7%"}](https://medium.com/techbeatly/container-fundamentals-part-i-445881a81b7) [![medium.com: Exploring Docker alternative β€” Podman](){: style="width:7%"}](https://medium.com/techbeatly/exploring-docker-alternative-podman-14674c990311) [![==medium.com/techbeatly: Kubernetes Networking Fundamentals==](){: style="width:7%"}](https://medium.com/techbeatly/kubernetes-networking-fundamentals-d30baf8a28c8) [![==medium.com/technology-hits: Incomplete Guide for Securing Containerized' Environment== 🌟](){: style="width:7%"}](https://medium.com/technology-hits/incomplete-guide-for-securing-containerized-environment-78b57fc3238) [![medium.com/techspiration: Deploying Prometheus Multi-Cluster monitoring' using Prometheus Agent Mode](){: style="width:7%"}](https://medium.com/techspiration/deploying-prometheus-multi-cluster-monitoring-using-prometheus-agent-mode-a04d89afeed7)

+[![medium.com/the-ascent: Quiet People in Meetings Are Incredible](){: style="width:7%"}](https://medium.com/the-ascent/quiet-people-in-meetings-are-incredible-7bb05ef9acd1) [![medium: Protect your Terraform State](){: style="width:7%"}](https://medium.com/the-innovation/protect-your-terraform-state-a974027a4bb0) [![medium: Building CI/CD Pipeline with Jenkins, Kubernetes & GitHub: Part' 2 🌟](){: style="width:7%"}](https://medium.com/the-programmer/building-ci-cd-pipeline-with-jenkins-kubernetes-github-part-2-cbb6c366aa41) [![medium: DevOps CI/CD Pipeline with Jenkins, Kubernetes & GitHub: Part 1' 🌟](){: style="width:7%"}](https://medium.com/the-programmer/ci-cd-pipeline-with-jenkins-github-part-1-c057a31b5297) [![medium: Kubernetes Fundamentals For Absolute Beginners: Architecture & Components](){: style="width:7%"}](https://medium.com/the-programmer/kubernetes-fundamentals-for-absolute-beginners-architecture-components-1f7cda8ea536) [![medium.com/the-programmer: Working With ClusterIP Service Type In Kubernetes](){: style="width:7%"}](https://medium.com/the-programmer/working-with-clusterip-service-type-in-kubernetes-45f2c01a89c8) [![medium: Working with Service Account In Kubernetes 🌟](){: style="width:7%"}](https://medium.com/the-programmer/working-with-service-account-in-kubernetes-df129cb4d1cc) [![medium.com/the-techlife: Application life cycle management | Kubernetes](){: style="width:7%"}](https://medium.com/the-techlife/application-life-cycle-management-kubernetes-4a52a6f8e5d8) [![medium.com: Pipeline Performance Testing with Jenkins and Gatling](){: style="width:7%"}](https://medium.com/thepeg/pipeline-performance-testing-with-jenkins-and-gatling-b7b762274680) [![medium: Kubernetes v1.22 ends Cloud Provider LoadBalancer lock-in](){: style="width:7%"}](https://medium.com/thermokline/kubernetes-v1-22-ends-cloud-provider-loadbalancer-lock-in-80ed7907695e) [![medium.com: Tinder’s move to Kubernetes](){: style="width:7%"}](https://medium.com/tinder-engineering/tinders-move-to-kubernetes-cda2a6372f44)

+[![medium.com/tinyclues-vision: 4 Design Principles for Robust Data Pipelines](){: style="width:7%"}](https://medium.com/tinyclues-vision/4-design-principles-for-robust-data-pipelines-5bbd40de4a43) [![==medium.com/towards-cloud-computing: 7 Free AWS Practice Labs and AWS Workshops' resources==](){: style="width:7%"}](https://medium.com/towards-cloud-computing/7-free-aws-practice-labs-and-aws-workshops-resources-d0a861f05d3) [![medium: Running Kafka in Kubernetes, Part 1: Why we migrated our Kafka clusters' to Kubernetes](){: style="width:7%"}](https://medium.com/transferwise-engineering/running-kafka-in-kubernetes-part-1-why-we-migrated-our-kafka-clusters-to-kubernetes-722101a2e751) [![Configure RBAC in Kubernetes Like a Boss 🌟](){: style="width:7%"}](https://medium.com/trendyol-tech/configure-rbac-in-kubernetes-like-a-boss-665e2a8665dd) [![medium.com/trendyol-tech: Kubernetes IO Problem Investigation](){: style="width:7%"}](https://medium.com/trendyol-tech/kubernetes-io-problem-investigation-1e8aa0cf4909) [![A good explanation of how to avoid distributed transactions using outbox' pattern: Transaction Log Tailing With Debezium](){: style="width:7%"}](https://medium.com/trendyol-tech/transaction-log-tailing-with-debezium-part-1-aeb968d72220) [![medium.com/udemy-engineering: Introducing Hot and Cold Retries on Apache' Kafka](){: style="width:7%"}](https://medium.com/udemy-engineering/introducing-hot-and-cold-retries-on-apache-kafka-f2f23595627b) [![==medium.com/vantageai: How to make your Python Docker images secure, fast' & small== 🌟](){: style="width:7%"}](https://medium.com/vantageai/how-to-make-your-python-docker-images-secure-fast-small-b3a6870373a0) [![medium.com/vedcraft: Top Microservices Frameworks in Go](){: style="width:7%"}](https://medium.com/vedcraft/top-microservices-frameworks-in-go-762445c30dd6) [![medium: A Practical Guide to HashiCorp Consul β€” Part 1 🌟](){: style="width:7%"}](https://medium.com/velotio-perspectives/a-practical-guide-to-hashicorp-consul-part-1-5ee778a7fcf4) [![medium: A Practical Guide to HashiCorp Consul β€” Part 2 🌟](){: style="width:7%"}](https://medium.com/velotio-perspectives/a-practical-guide-to-hashicorp-consul-part-2-3c0ebc0351e8)

+[![medium.com: **Demystifying High Availability in Kubernetes Using Kubeadm**](){: style="width:7%"}](https://medium.com/velotio-perspectives/demystifying-high-availability-in-kubernetes-using-kubeadm-3d83ed8c458b) [![medium.com: Getting Started With Kubernetes Operators (Ansible Based) β€”' Part 2](){: style="width:7%"}](https://medium.com/velotio-perspectives/getting-started-with-kubernetes-operators-ansible-based-part-2-472eb0d453b7) [![medium: Terraform in Real Life: Lessons Learned 🌟](){: style="width:7%"}](https://medium.com/version-1/terraform-in-real-life-lessons-learned-2469e3fe74e6) [![medium.com/vmacwrites: Kubernetes Audit Logs: Who created or deleted a namespace?](){: style="width:7%"}](https://medium.com/vmacwrites/kubernetes-audit-logs-who-created-or-deleted-a-namespace-7d55c20d2730) [![medium: Multizone Kubernetes and VPC Load Balancer Setup with terraform](){: style="width:7%"}](https://medium.com/vmacwrites/multizone-kubernetes-and-vpc-load-balancer-setup-9664b3c9ea5d) [![medium: Kubernetes Storage Performance Comparison v2 (2020 Updated) 🌟](){: style="width:7%"}](https://medium.com/volterra-io/kubernetes-storage-performance-comparison-v2-2020-updated-1c0b69f0dcf4) [![medium.com/walmartglobaltech: How Do You Decide Whether an Individual Contributor' (IC) or Engineering Manager Role is Right for You?](){: style="width:7%"}](https://medium.com/walmartglobaltech/how-do-you-decide-whether-an-individual-contributor-ic-or-engineering-manager-role-is-right-for-f46251f1a4cd) [![medium: Solution architect’s guide to Kubernetes persistent storage](){: style="width:7%"}](https://medium.com/weareservian/solution-architects-guide-to-kubernetes-persistant-storage-3c9660187e8f) [![==medium.com/whispering-data: The State of Data Engineering 2022==](){: style="width:7%"}](https://medium.com/whispering-data/the-state-of-data-engineering-2022-d6ef0f7cf607) [![medium: Deploy your App Using CI/CD Pipeline](){: style="width:7%"}](https://medium.com/wind-of-change/creating-a-ci-cd-pipeline-6ff9aeb0848c) [![medium: 4 Microservices Caching Patterns at Wix](){: style="width:7%"}](https://medium.com/wix-engineering/4-microservices-caching-patterns-at-wix-b4dfee1ae22f)

+[![medium.com: How to choose the right database for your service 🌟](){: style="width:7%"}](https://medium.com/wix-engineering/how-to-choose-the-right-database-for-your-service-97b1670c5632) [![medium: How to reduce your JVM app memory footprint in Docker and Kubernetes' 🌟](){: style="width:7%"}](https://medium.com/wix-engineering/how-to-reduce-your-jvm-app-memory-footprint-in-docker-and-kubernetes-d6e030d21298) [![medium.com/wix-engineering: Troubleshooting Kafka for 2000 Microservices' at Wix](){: style="width:7%"}](https://medium.com/wix-engineering/troubleshooting-kafka-for-2000-microservices-at-wix-986ee382fd1e) [![medium.com/workday-engineering: Implementing a Fully Automated Sharding' Strategy on Kubernetes for Multi-tenanted Machine Learning Applications](){: style="width:7%"}](https://medium.com/workday-engineering/implementing-a-fully-automated-sharding-strategy-on-kubernetes-for-multi-tenanted-machine-learning-4371c48122ae) [![medium: Kubernetes Dummy Operator in Java](){: style="width:7%"}](https://medium.com/xgeeks/kubernetes-dummy-operator-in-java-6b2f26198a55) [![medium.com: Helm Your Kubernetes Application](){: style="width:7%"}](https://medium.com/zeals-tech-blog/helm-your-kubernetes-application-7af6293bcfcf) [![Looking for GPU Capacity ? DWS got you covered !](){: style="width:7%"}](https://medium.com/zencore/looking-for-gpu-capacity-dws-got-you-covered-d736b8c63ba6) [![medium.datadriveninvestor.com: Everything You Wanted to Know About GraphQL' (But Were Afraid to Ask)](){: style="width:7%"}](https://medium.datadriveninvestor.com/everything-you-wanted-to-know-about-graphql-but-were-afraid-to-ask-ad66980116cb) [![Microservices Security in Action](){: style="width:7%"}](https://medium.facilelogin.com/microservices-security-in-action-933072043ad7) [![medium.freecodecamp.com: A Beginner-Friendly Introduction to Containers,' VMs and Docker](){: style="width:7%"}](https://medium.freecodecamp.com/a-beginner-friendly-introduction-to-containers-vms-and-docker-79a9e3e119b) [![medium.parttimepolymath.net: No more AWS Access Keys?](){: style="width:7%"}](https://medium.parttimepolymath.net/no-more-aws-access-keys-13a3c3f2337a)

+[![Google meet](){: style="width:7%"}](https://meet.google.com) [![Google meet: meet.new](){: style="width:7%"}](https://meet.google.com/unsupported?meetingCode=new) [![Google meet: meet.new](){: style="width:7%"}](https://meet.new) [![==mehighlow.medium.com: Hardened-AKS/Secrets==](){: style="width:7%"}](https://mehighlow.medium.com/hardened-aks-secrets-82351c43eac4) [![mehmetozkaya.medium.com: Deploying .Net Microservices to Azure Kubernetes' Services(AKS) and Automating with Azure DevOps](){: style="width:7%"}](https://mehmetozkaya.medium.com/deploying-net-microservices-to-azure-kubernetes-services-aks-and-automating-with-azure-devops-c50bdd51b702) [![memcached.org](){: style="width:7%"}](https://memcached.org) [![mergify.io](){: style="width:7%"}](https://mergify.io) [![None](){: style="width:7%"}](https://merikan.com/2019/04/jvm-in-a-container) [![Meshery.io:](){: style="width:7%"}](https://meshery.io) [![Metabob](){: style="width:7%"}](https://metabob.com) [![metacpan.org: a2p - Awk to Perl translator](){: style="width:7%"}](https://metacpan.org/pod/App::a2p)

+[![None](){: style="width:7%"}](https://metal3.io) [![metalbear.co: Writing a Kubernetes Operator](){: style="width:7%"}](https://metalbear.co/blog/writing-a-kubernetes-operator) [![metalbear.co: Writing a Kubernetes Operator](){: style="width:7%"}](https://metalbear.com/blog/writing-a-kubernetes-operator) [![None](){: style="width:7%"}](https://metallb.io) [![MetalLB](){: style="width:7%"}](https://metallb.universe.tf) [![mherman.org: Scaling Flask with Kubernetes 🌟](){: style="width:7%"}](https://mherman.org/presentations/flask-kubernetes) [![mhmxs.blogspot.com: Autoscaling Calico Route Reflector topology in Kubernetes](){: style="width:7%"}](https://mhmxs.blogspot.com/2020/12/autoscaling-calico-route-reflector.html) [![curl-to-go](){: style="width:7%"}](https://mholt.github.io/curl-to-go) [![michaelkotelnikov.medium.com: Managing Network Security Lifecycles in Multi' Cluster OpenShift Environments with OpenShift Platform Plus](){: style="width:7%"}](https://michaelkotelnikov.medium.com/maintaining-network-traffic-compliance-in-multi-cluster-openshift-environments-with-openshift-54fe369aa346) [![microcks.io](){: style="width:7%"}](https://microcks.io) [![microcks.io: Podman Compose support in Microcks](){: style="width:7%"}](https://microcks.io/blog/podman-compose-support)

+[![microcks.io: Simulating CloudEvents with AsyncAPI and Microcks](){: style="width:7%"}](https://microcks.io/blog/simulating-cloudevents-with-asyncapi) [![None](){: style="width:7%"}](https://microcks.io/documentation/guides/avro-messaging) [![**Microk8s**](){: style="width:7%"}](https://microk8s.io) [![**Micrometer** Collector](){: style="width:7%"}](https://micrometer.io) [![None](){: style="width:7%"}](https://micrometer.io/docs/registry/prometheus) [![MicroProfile.io](){: style="width:7%"}](https://microprofile.io) [![microservices.io](){: style="width:7%"}](https://microservices.io) [![==microshift.io==](){: style="width:7%"}](https://microshift.io) [![Top 5 kubernetes challenges and their solutions](){: style="width:7%"}](https://middleware.io/blog/kubernetes-challenges-and-solutions) [![8 Best Kubernetes monitoring tools; Paid & open-source](){: style="width:7%"}](https://middleware.io/blog/kubernetes-monitoring-tools) [![8 Best Kubernetes monitoring tools; Paid & open-source](){: style="width:7%"}](https://middleware.io/blog/kubernetes-monitoring/tools)

+[![Observability vs Monitoring](){: style="width:7%"}](https://middleware.io/blog/observability-vs-monitoring) [![midu.dev: Buenas prÑcticas para escribir commits en Git](){: style="width:7%"}](https://midu.dev/buenas-practicas-escribir-commits-git) [![Semaphore UI 🌟](){: style="width:7%"}](https://mightyclaws.co.uk/bournemouth) [![None](){: style="width:7%"}](https://migrateup.com/main-difference-python-3) [![yq 🌟](){: style="width:7%"}](https://mikefarah.gitbook.io/yq) [![milindasenaka96.medium.com: Setup Prometheus and Grafana to Monitor the' K8s Cluster](){: style="width:7%"}](https://milindasenaka96.medium.com/setup-prometheus-and-grafana-to-monitor-the-k8s-cluster-e1d35343d7a9) [![millionvisit.blogspot.com: Kubernetes for Developers #1: Kubernetes Architecture and Features 🌟](){: style="width:7%"}](https://millionvisit.blogspot.com/2020/12/kubernetes-for-developers-1-kubernetes-architecture.html) [![None](){: style="width:7%"}](https://millionvisit.blogspot.com/2020/12/kubernetes-for-developers-2-Local-development.html) [![None](){: style="width:7%"}](https://millionvisit.blogspot.com/2020/12/kubernetes-for-developers-3-kubectl-cli.html) [![None](){: style="width:7%"}](https://millionvisit.blogspot.com/2020/12/kubernetes-for-developers-4-kubectl-autocompletion.html) [![None](){: style="width:7%"}](https://millionvisit.blogspot.com/2020/12/kubernetes-for-developers-5-webui-dashboard.html)

+[![None](){: style="width:7%"}](https://millionvisit.blogspot.com/2020/12/kubernetes-for-developers-6-KubernetesObjects.html) [![None](){: style="width:7%"}](https://millionvisit.blogspot.com/2021/01/kubernetes-for-developers-7-imperative-vs-Declarative.html) [![millionvisit.blogspot.com: Kubernetes for Developers #8: Kubernetes Object Name, Labels, Selectors and Namespace](){: style="width:7%"}](https://millionvisit.blogspot.com/2021/02/kubernetes-for-developers-8-Object%20Name-Labels-Selectors-Namespace.html) [![None](){: style="width:7%"}](https://millionvisit.blogspot.com/2021/03/kubernetes-for-developers-10-kubernetes-Pod-YAML-manifest.html) [![millionvisit.blogspot.com: Kubernetes for Developers #11: Pod Organization using Labels](){: style="width:7%"}](https://millionvisit.blogspot.com/2021/03/kubernetes-for-developers-11-pod-organization-using-labels.html) [![None](){: style="width:7%"}](https://millionvisit.blogspot.com/2021/03/kubernetes-for-developers-9-Kubernetes-Pod-Lifecycle.html) [![millionvisit.blogspot.com: Kubernetes for Developers #12: Effective way of using K8 Liveness Probe](){: style="width:7%"}](https://millionvisit.blogspot.com/2021/04/kubernetes-for-developers-12-effective-way-of-using-k8-liveness-probe.html) [![millionvisit.blogspot.com: Kubernetes for Developers #13: Effective way of using K8 Readiness Probe](){: style="width:7%"}](https://millionvisit.blogspot.com/2021/04/kubernetes-for-developers-13-effective-way-of-using-k8-readiness-probe.html) [![None](){: style="width:7%"}](https://millionvisit.blogspot.com/2021/05/kubernetes-for-developers-14-Kubernetes-Deployment-YAML-manifest.html) [![millionvisit.blogspot.com: Kubernetes for Developers #19: Manage app credentials using Kubernetes Secrets 🌟](){: style="width:7%"}](https://millionvisit.blogspot.com/2021/07/kubernetes-for-developers-19-manage-app-credentials-using-Kubernetes-Secrets.html) [![min.io](){: style="width:7%"}](https://min.io)

+[![mingliang.me: Gradle Cheat Sheet](){: style="width:7%"}](https://mingliang.me/blog/gradle-cheatsheet) [![Miro](){: style="width:7%"}](https://miro.com) [![Summarising Top 10 API Testing Tools](){: style="width:7%"}](https://miro.com/app/board/o9J_kqwfjqs=) [![Jenkins Cheat Sheet](){: style="width:7%"}](https://miro.medium.com/max/1400/1*5tZVl-tqZwSoxH97v4u45w.png) [![None](){: style="width:7%"}](https://miro.medium.com/v2/resize:fit:1400/1*5tZVl-tqZwSoxH97v4u45w.png) [![None](){: style="width:7%"}](https://mishra-praveen.medium.com/comprehensive-guide-to-jenkins-declarative-pipeline-with-examples-17c0be7a79d) [![mishrapartha.blogspot.com: A Beginner’s Guide to Python for Data Science - Part 5 Adding Comments in Python](){: style="width:7%"}](https://mishrapartha.blogspot.com/2022/11/a-beginners-guide-to-python-for-data_19.html) [![==mixi-developers.mixi.co.jp: Comparing External Secrets Operator with Secret' Storage CSI as Kubernetes External Secrets is Deprecated==](){: style="width:7%"}](https://mixi-developers.mixi.co.jp/compare-eso-with-secret-csi-402bf37f20bc) [![mixi-developers.mixi.co.jp: Comparing External Secrets Operator with Secret' Storage CSI as Kubernetes External Secrets is Deprecated](){: style="width:7%"}](https://mixi-developers.mixi.co.jp/compare-eso-with-secret-csi-402bf37f20bc?gi=a7ce4398a8d7) [![mjarosie.github.io: IAM roles for Kubernetes service accounts - deep dive](){: style="width:7%"}](https://mjarosie.github.io/dev/2021/09/15/iam-roles-for-kubernetes-service-accounts-deep-dive.html) [![mjovanc.com: Get started with Docker and Docker Compose](){: style="width:7%"}](https://mjovanc.com/get-started-with-docker-and-docker-compose-cddcb5a3f3b9)

+[![==mkaschke.medium.com: ud Native Part 1: What Is Cloud Native?== 🌟](){: style="width:7%"}](https://mkaschke.medium.com/cloud-native-part-1-what-is-cloud-native-40640f128834) [![mkdev.me: How to upgrade Openshift 4.x 🌟](){: style="width:7%"}](https://mkdev.me/posts/how-to-upgrade-openshift-4-x) [![Why and when do you need Argo CD?](){: style="width:7%"}](https://mkdev.me/posts/why-and-when-do-you-need-argo-cd) [![mlepeshkin.medium.com: Automated Kubernetes deployment with Helm and additional' templating](){: style="width:7%"}](https://mlepeshkin.medium.com/automated-kubernetes-deployment-with-helm-and-additional-templating-dc960689609f) [![mlops.community: MLOps Simplified: orchestrating ML pipelines with infrastructure abstraction. Enabled by Flyte](){: style="width:7%"}](https://mlops.community/blog/flyte-mlops-simplified) [![mlops.community: MLOps with Flyte: The Convergence of Workflows Between Machine Learning and Engineering](){: style="width:7%"}](https://mlops.community/blog/mlops-with-flyte-the-convergence-of-workflows-between-machine-learning-and-engineering) [![mlops.community: MLOps Simplified: orchestrating ML pipelines with infrastructure' abstraction. Enabled by Flyte](){: style="width:7%"}](https://mlops.community/flyte-mlops-simplified) [![mlops.community: MLOps with Flyte: The Convergence of Workflows Between' Machine Learning and Engineering](){: style="width:7%"}](https://mlops.community/mlops-with-flyte-the-convergence-of-workflows-between-machine-learning-and-engineering) [![mockoon 🌟](){: style="width:7%"}](https://mockoon.com) [![mockuper.net](){: style="width:7%"}](https://mockuper.net) [![modelcontextprotocol.io: MCP Official Documentation](){: style="width:7%"}](https://modelcontextprotocol.io/docs/getting-started/intro)

+[![modelcontextprotocol.io: MCP Official Documentation](){: style="width:7%"}](https://modelcontextprotocol.io/introduction) [![Ansible Molecule](){: style="width:7%"}](https://molecule.readthedocs.io) [![None](){: style="width:7%"}](https://momjian.us/main/writings/pgsql/administration.pdf) [![MongoDB Tools - Admin GUIs, Monitoring and Other Good Stuff](){: style="width:7%"}](https://mongodb-tools.com) [![None](){: style="width:7%"}](https://mongodirector.com) [![MongoLab: Fully managed MongoDB-as-a-Service](){: style="width:7%"}](https://mongolab.com) [![monitoring2.substack.com: Big Prometheus. Thanos, Cortex, M3DB and VictoriaMetrics' at scale 🌟](){: style="width:7%"}](https://monitoring2.substack.com/p/big-prometheus) [![monodot.co.uk: openshift cheat sheet 4](){: style="width:7%"}](https://monodot.co.uk/openshift-cheatsheet) [![monzo.com: Controlling outbound traffic from Kubernetes](){: style="width:7%"}](https://monzo.com/blog/controlling-outbound-traffic-from-kubernetes) [![morey.tech: Bitwarden and External Secrets](){: style="width:7%"}](https://morey.tech/technical%20blog/Bitwarden-And-External-Secrets) [![morioh.com: How to create Google Map in Python using Gmaps](){: style="width:7%"}](https://morioh.com)

+[![morioh.com: How to create Google Map in Python using Gmaps](){: style="width:7%"}](https://morioh.com/p/a9bdee14b0d2) [![motilayo.hashnode.dev: Exploring Kubernetes Service Account Tokens and Secure' Workload Identity Federation](){: style="width:7%"}](https://motilayo.hashnode.dev/exploring-kubernetes-service-account-tokens-and-secure-workload-identity-federation) [![mouliveera.medium.com: How to update configmap on POD without restart](){: style="width:7%"}](https://mouliveera.medium.com/how-to-update-configmap-on-pod-without-restart-be3c0b4433af) [![Move2Kube](){: style="width:7%"}](https://move2kube.konveyor.io) [![movi.hashnode.dev: Simplify Kubernetes Cluster Management with Kyverno](){: style="width:7%"}](https://movi.hashnode.dev/simplify-kubernetes-cluster-management-with-kyverno-ckt6yxjqy0duy95s14groe7h4) [![mqtt.org](){: style="width:7%"}](https://mqtt.org) [![mrcloudbook.com: Mr Cloud Book](){: style="width:7%"}](https://mrcloudbook.com) [![mrcloudbook.com: Automating Tetris Deployments: DevSecOps with ArgoCD, Terraform, and Jenkins for Two Game Versions](){: style="width:7%"}](https://mrcloudbook.com/automating-tetris-deployments-devsecops-with-argocd-terraform-and-jenkins-for-two-game-versions) [![mrcloudbook.com: GitOps: Deploying Tetris on EKS Using ArgoCD](){: style="width:7%"}](https://mrcloudbook.com/gitops-deploying-tetris-on-eks-using-argocd) [![==mrdevops.hashnode.dev: How to Create EC2 Instance in AWS: Step by Step' Tutorial==](){: style="width:7%"}](https://mrdevops.hashnode.dev/how-to-create-ec2-instance-in-aws-step-by-step-tutorial) [![mrdevops.hashnode.dev: Top 40 Terraform Interview Questions and Answers' for 2023](){: style="width:7%"}](https://mrdevops.hashnode.dev/top-40-terraform-interview-questions-and-answers-for-2023)

+[![mrpaulandrew.com: BUILDING A DATA MESH ARCHITECTURE IN AZURE – PART 2](){: style="width:7%"}](https://mrpaulandrew.com/2021/12/22/building-a-data-mesh-architecture-in-azure-part-2) [![msrishty.medium.com: Traditional CI-CD vs gitops 🌟](){: style="width:7%"}](https://msrishty.medium.com/traditional-ci-cd-vs-gitops-e835728642fb) [![mtijhof.wordpress.com: Jenkins: Running a declarative pipeline from your Shared Library 🌟](){: style="width:7%"}](https://mtijhof.wordpress.com/2019/04/22/jenkins-running-a-declarative-pipeline-from-your-shared-library) [![None](){: style="width:7%"}](https://muhidabid.hashnode.dev/why-does-kubernetes-need-ingress) [![muratbuffalo.blogspot.com: What’s Really New with NewSQL?](){: style="width:7%"}](https://muratbuffalo.blogspot.com/2021/11/whats-really-new-with-newsql.html) [![murchie85.github.io: Installling minikube](){: style="width:7%"}](https://murchie85.github.io/Kubernetes.html) [![Mux: The API to Video](){: style="width:7%"}](https://mux.com) [![mvark.blogspot.com: Comparison of Azure Front Door, Traffic Manager, Application Gateway & Load Balancer](){: style="width:7%"}](https://mvark.blogspot.com/2019/12/comparison-of-azure-front-door-traffic.html) [![Maven Prometheus instrumentation library for JVM applications (client library)](){: style="width:7%"}](https://mvnrepository.com/artifact/io.prometheus) [![myfuturehub.com: Must Keep these Kubernetes Commands handy](){: style="width:7%"}](https://myfuturehub.com/must-keep-these-kubernetes-commands-handy) [![myfuturehub.com: Useful commands of Docker](){: style="width:7%"}](https://myfuturehub.com/useful-commands-of-docker)

+[![myweblearner.com: Kubernetes(k8s) Readiness and Liveness Probe](){: style="width:7%"}](https://myweblearner.com/springboot_k8s_readiness_liveness.html) [![Bash Pitfalls 🌟](){: style="width:7%"}](https://mywiki.wooledge.org/BashPitfalls) [![nakamasato.medium.com: Comparison between Helm and Kustomize for Kubernetes' yaml management](){: style="width:7%"}](https://nakamasato.medium.com/comparison-between-helm-and-kustomize-for-kubernetes-yaml-management-aed32cef2627) [![namelix.com](){: style="width:7%"}](https://namelix.com) [![napo.io: Kubernetes The (real) Hard Way on AWS](){: style="width:7%"}](https://napo.io/posts/kubernetes-the-real-hard-way-on-aws) [![napo.io: Terraform Kubernetes Multi-Cloud (ACK, AKS, DOK, EKS, GKE, OKE)](){: style="width:7%"}](https://napo.io/posts/terraform-kubernetes-multi-cloud-ack-aks-dok-eks-gke-oke) [![natarajsundar.medium.com: Istio service mesh, a start to finish tutorial' with Side Car architecture and an analysis + comparison of the Ambient mesh architecture](){: style="width:7%"}](https://natarajsundar.medium.com/istio-service-mesh-a-start-to-finish-tutorial-with-side-car-architecture-and-an-analysis-d70a255ea41d) [![nathanpeck.com: Why should I use an orchestrator like Kubernetes, Amazon ECS, or Hashicorp Nomad?](){: style="width:7%"}](https://nathanpeck.com/why-should-use-container-orchestration) [![==nativecloud.dev== 🌟](){: style="width:7%"}](https://nativecloud.dev) [![nativecloud.dev: Scale out your Raspberry-Pi Kubernetes cluster to the cloud](){: style="width:7%"}](https://nativecloud.dev/scale-out-your-raspberry-pi-k3s-cluster-to-the-cloud) [![navendu.me: Comparing Kubernetes Gateway and Ingress APIs](){: style="width:7%"}](https://navendu.me/posts/gateway-vs-ingress-api)

+[![navveenbalani.dev: Code To Custom Cloud Architecture Diagrams](){: style="width:7%"}](https://navveenbalani.dev/index.php/articles/code-to-custom-cloud-architecture-diagrams) [![nbailey.ca: Domesticated Kubernetes Networking](){: style="width:7%"}](https://nbailey.ca/post/k8s-networking) [![ndpsoftware.com: Interactive git cheat sheet 🌟](){: style="width:7%"}](https://ndpsoftware.com/git-cheatsheet.html) [![neal-davis.medium.com: ECS vs EC2 vs Lambda](){: style="width:7%"}](https://neal-davis.medium.com/ecs-vs-ec2-vs-lambda-36b8ca380dea) [![Lists vs. Tuples](){: style="width:7%"}](https://nedbatchelder.com/blog/201608/lists_vs_tuples.html) [![nedinthecloud.com](){: style="width:7%"}](https://nedinthecloud.com) [![nedinthecloud.com: Replacing The Template Cloudinit Config Data Source](){: style="width:7%"}](https://nedinthecloud.com/2022/01/18/replacing-the-template_cloudinit_config-data-source) [![nedinthecloud.com: Comparing Open TOFU And Terraform](){: style="width:7%"}](https://nedinthecloud.com/2024/01/22/comparing-opentofu-and-terraform) [![nedinthecloud.com: Using azure container instances for an azure dev ops self hosted agent](){: style="width:7%"}](https://nedinthecloud.com/2024/04/15/using-azure-container-instances-for-an-azure-devops-self-hosted-agent) [![Ephemeral Values in Terraform](){: style="width:7%"}](https://nedinthecloud.com/2025/07/01/ephemeral-values-in-terraform) [![Best Project Management Software of 2020](){: style="width:7%"}](https://neilpatel.com/blog/best-project-management-software)

+[![neonmirrors.net: Exploring Kyverno: Introduction 🌟](){: style="width:7%"}](https://neonmirrors.net/post/2020-11/exploring-kyverno-intro) [![neonmirrors.net: Exploring Kyverno: Part 3, Generation](){: style="width:7%"}](https://neonmirrors.net/post/2020-12/exploring-kyverno-part3) [![neonmirrors.net: Kubernetes Policy Comparison: OPA/Gatekeeper vs Kyverno' 🌟](){: style="width:7%"}](https://neonmirrors.net/post/2021-02/kubernetes-policy-comparison-opa-gatekeeper-vs-kyverno) [![neonmirrors.net: Reducing Pod Volume Update Times](){: style="width:7%"}](https://neonmirrors.net/post/2022-12/reducing-pod-volume-update-times) [![neovim](){: style="width:7%"}](https://neovim.io) [![net.connect4techs.com: What are the top DevOps trends in 2024](){: style="width:7%"}](https://net.connect4techs.com/what-are-the-top-devops-trends-in-2024) [![NetBox Labs](){: style="width:7%"}](https://netboxlabs.com) [![netboxlabs.com: An In-Depth Guide to NetBox for IPAM](){: style="width:7%"}](https://netboxlabs.com/blog/netbox-ipam) [![Applying Netflix DevOps Patterns to Windows](){: style="width:7%"}](https://netflixtechblog.com/applying-netflix-devops-patterns-to-windows-2a57f2dbbf79) [![netflixtechblog.com: ConsoleMe: A Central Control Plane for AWS Permissions and Access](){: style="width:7%"}](https://netflixtechblog.com/consoleme-a-central-control-plane-for-aws-permissions-and-access-fd09afdd60a8) [![From Silos to Service Topology: Why Netflix Built a Real-Time Service Map](){: style="width:7%"}](https://netflixtechblog.com/from-silos-to-service-topology-why-netflix-built-a-real-time-service-map-0165ba13a7bc?source=rss----2615bd06b42e---4)

+[![Full Cycle Developers at Netflix β€” Operate What You Build](){: style="width:7%"}](https://netflixtechblog.com/full-cycle-developers-at-netflix-a08c31f83249) [![High-Throughput Graph Abstraction at Netflix: Part I](){: style="width:7%"}](https://netflixtechblog.com/high-throughput-graph-abstraction-at-netflix-part-i-e88063e6f6d5?source=rss----2615bd06b42e---4) [![netflixtechblog.medium.com: Improving Pull Request Confidence for the Netflix' TV App](){: style="width:7%"}](https://netflixtechblog.medium.com/improving-pull-request-confidence-for-the-netflix-tv-app-b85edb05eb65) [![network-king.net: IoT use in healthcare grows but has some pitfalls](){: style="width:7%"}](https://network-king.net/iot-use-in-healthcare-grows-but-has-its-pitfalls) [![networkproguide.com: CIDR Subnet Mask Cheat Sheet](){: style="width:7%"}](https://networkproguide.com/cidr-subnet-mask-ipv4-cheat-sheet) [![networkwalks.com: TCP/IP Model](){: style="width:7%"}](https://networkwalks.com/tcp-ip-model) [![New Relic 🌟](){: style="width:7%"}](https://newrelic.com) [![newrelic.com: Understand OpenTelemetry Part 4: Instrument a Java App with OpenTelemetry](){: style="width:7%"}](https://newrelic.com/blog/apm/java-opentelemetry) [![newrelic.com: Effective Strategies for Kafka Topic Partitioning 🌟](){: style="width:7%"}](https://newrelic.com/blog/best-practices/effective-strategies-kafka-topic-partitioning) [![newrelic.com: Understand OpenTelemetry Part 4: Instrument a Java App with' OpenTelemetry](){: style="width:7%"}](https://newrelic.com/blog/best-practices/java-opentelemetry) [![newrelic.com: What Is eBPF and Why Does It Matter for Observability?](){: style="width:7%"}](https://newrelic.com/blog/best-practices/what-is-ebpf)

+[![newrelic.com: OpenTracing, OpenCensus, OpenTelemetry, and New Relic (Best overview of OpenTelemetry)](){: style="width:7%"}](https://newrelic.com/blog/dem/opentelemetry-opentracing-opencensus) [![newrelic.com: Creating dashboards with Terraform and JSON templates](){: style="width:7%"}](https://newrelic.com/blog/how-to-relic/create-nr-dashboards-with-terraform-part-1) [![None](){: style="width:7%"}](https://newrelic.com/blog/infrastructure-monitoring/create-nr-dashboards-with-terraform-part-1) [![blog.newrelic.com: Kubernetes Fundamentals, Part 4: How to Organize Clusters](){: style="width:7%"}](https://newrelic.com/blog/infrastructure-monitoring/how-to-organize-kubernetes-clusters) [![blog.newrelic.com: Kubernetes Fundamentals, Part 5: Working with Kubernetes Volumes](){: style="width:7%"}](https://newrelic.com/blog/infrastructure-monitoring/how-to-use-kubernetes-volumes) [![blog.newrelic.com: Kubernetes Fundamentals, Part 2: How to Use Health Checks](){: style="width:7%"}](https://newrelic.com/blog/infrastructure-monitoring/kubernetes-health-checks) [![blog.newrelic.com: Kubernetes Fundamentals, Part 1: How to Manage Cluster Capacity with Requests and Limits](){: style="width:7%"}](https://newrelic.com/blog/infrastructure-monitoring/kubernetes-request-and-limits) [![newrelic.com: Effective Strategies for Kafka Topic Partitioning 🌟](){: style="width:7%"}](https://newrelic.com/blog/observability/effective-strategies-kafka-topic-partitioning) [![None](){: style="width:7%"}](https://newrelic.com/blog/observability/what-is-ebpf) [![newrelic.com: Pixie](){: style="width:7%"}](https://newrelic.com/platform/kubernetes-pixie) [![Microsoft Build 2026 Live Blog](){: style="width:7%"}](https://news.microsoft.com/build-2026-live-blog)

+[![Microsoft Dragon Copilot: Unified Voice AI Assistant for Healthcare](){: style="width:7%"}](https://news.microsoft.com/source/2025/03/03/microsoft-dragon-copilot-provides-the-healthcare-industrys-first-unified-voice-ai-assistant-that-enables-clinicians-to-streamline-clinical-documentation-surface-information-and-automate-task) [![news.ncsu.edu: Tech Sector Job Interviews Assess Anxiety, Not Software Skills](){: style="width:7%"}](https://news.ncsu.edu/2020/07/tech-job-interviews-anxiety) [![news.slashdot.org: A Record Number of Workers Are Quitting Their Jobs, Empowered by New Leverage](){: style="width:7%"}](https://news.slashdot.org/story/21/10/12/1818252/a-record-number-of-workers-are-quitting-their-jobs-empowered-by-new-leverage) [![The 12-Factor App: An Updated Guide](){: style="width:7%"}](https://newsletter.francofernando.com/p/the-12-factor-app-an-updated-guide) [![newsletter.pragmaticengineer.com: Engineering Leadership Skill Set Overlaps](){: style="width:7%"}](https://newsletter.pragmaticengineer.com/p/engineering-leadership-skillset-overlaps) [![livecodestream.dev: Five Advanced Git Concepts that Make You Look Like a Pro](){: style="width:7%"}](https://newsletter.thelongcommit.com/subscribe) [![next.redhat.com: Introducing VolSync: your data, anywhere](){: style="width:7%"}](https://next.redhat.com/2021/08/23/introducing-volsync-your-data-anywhere) [![nextcloud.com](){: style="width:7%"}](https://nextcloud.com) [![nextlinklabs.com: Handling Auth in EKS Clusters: Setting Up Kubernetes User' Access Using AWS IAM](){: style="width:7%"}](https://nextlinklabs.com/insights/handling-authentication-in-EKS-clusters-kubernetes-AWS-IAM) [![nextlinklabs.com: Handling Auth in EKS Clusters: Setting Up Kubernetes User Access Using AWS IAM](){: style="width:7%"}](https://nextlinklabs.com/resources/insights/handling-authentication-in-eks-clusters-kubernetes-aws-iam) [![nexus3-cli.readthedocs.io](){: style="width:7%"}](https://nexus3-cli.readthedocs.io)

+[![nexus3-cli.readthedocs.io](){: style="width:7%"}](https://nexus3-cli.readthedocs.io/en/latest) [![nfrankel.medium.com: Goodbye minikube](){: style="width:7%"}](https://nfrankel.medium.com/goodbye-minikube-340070edc5af) [![nginx-playground.wizardzines.com 🌟](){: style="width:7%"}](https://nginx-playground.wizardzines.com) [![ngrep](){: style="width:7%"}](https://ngrep.sourceforge.net) [![Setting Up Docker for Windows and WSL to Work Flawlessly](){: style="width:7%"}](https://nickjanetakis.com/blog/setting-up-docker-for-windows-and-wsl-to-work-flawlessly) [![Using WSL and MobaXterm to Create a Linux Dev Environment on Windows](){: style="width:7%"}](https://nickjanetakis.com/blog/using-wsl-and-mobaxterm-to-create-a-linux-dev-environment-on-windows) [![Wait until Your Dockerized Database Is Ready before Continuing](){: style="width:7%"}](https://nickjanetakis.com/blog/wait-until-your-dockerized-database-is-ready-before-continuing) [![nicolasbarlatier.hashnode.dev: Introduction Kubernetes and Kustomize: How' to easily customize any resource configuration with Kustomize?](){: style="width:7%"}](https://nicolasbarlatier.hashnode.dev/introduction-kubernetes-and-kustomize-how-to-easily-customize-any-resource-configuration-with-kustomize) [![nicolasbarlatier.hashnode.dev: .NET Core Tip 2: How to troubleshoot Memory' Leaks within a .NET Console application running in a Linux Docker Container in Kubernetes](){: style="width:7%"}](https://nicolasbarlatier.hashnode.dev/net-core-tip-2-how-to-troubleshoot-memory-leaks-within-a-net-console-application-running-in-a-linux-docker-container-in-kubernetes) [![nicwortel.nl: Continuous deployment to Kubernetes with GitHub Actions](){: style="width:7%"}](https://nicwortel.nl/blog/2022/05/27/continuous-deployment-to-kubernetes-with-github-actions) [![nightfall.ai: Is Atlassian Cloud HIPAA Compliant?](){: style="width:7%"}](https://nightfall.ai/atlassian-cloud-hipaa-compliant)

+[![nikhilism.com: Mystery Knowledge and Useful Tools](){: style="width:7%"}](https://nikhilism.com/post/2020/mystery-knowledge-useful-tools) [![Reshaping in Pandas – Pivot, Pivot-Table, Stack and Unstack explained with Pictures](){: style="width:7%"}](https://nikolaygrozev.wordpress.com/2015/07/01/reshaping-in-pandas-pivot-pivot-table-stack-and-unstack-explained-with-pictures) [![nilesh93.medium.com: Replacing Docker Desktop with Podman and Kind in MacOS](){: style="width:7%"}](https://nilesh93.medium.com/replacing-docker-desktop-with-podman-and-kind-in-macos-c750581a3fda) [![nillsf.com: Running Windows containers on the Azure Kubernetes Service (AKS)](){: style="width:7%"}](https://nillsf.com/index.php/2020/11/17/running-windows-containers-on-the-azure-kubernetes-service-aks) [![All You Need To Know For Migrating To Java 11](){: style="width:7%"}](https://nipafx.dev/java-11-migration-guide) [![niravshah2705.medium.com: Play with volume for statefulsets](){: style="width:7%"}](https://niravshah2705.medium.com/play-with-volume-for-statefulsets-7fbf14221e74) [![nirmata.com: Auto-labeling Kubernetes resources with Kyverno](){: style="width:7%"}](https://nirmata.com/2020/10/30/auto-labeling-kubernetes-resources-with-kyverno) [![nirmata.com: Kubernetes Supply Chain Policy Management with Cosign and Kyverno](){: style="width:7%"}](https://nirmata.com/2021/08/12/kubernetes-supply-chain-policy-management-with-cosign-and-kyverno) [![nirmata.com: Introducing Kyverno 1.4.2: Trusted And More Efficient!](){: style="width:7%"}](https://nirmata.com/2021/08/18/introducing-kyverno-1-4-2-trusted-and-more-efficient) [![nishnit007.medium.com: A Journey from Dockerfile to Application Deployment' on Kubernetes For Beginners](){: style="width:7%"}](https://nishnit007.medium.com/a-journey-from-dockerfile-to-application-deployment-on-kubernetes-for-beginners-fea1eb0f3581) [![nitheeshp.dev: Practical CI/CD Guide to Deploying AWS Infrastructure through' Terraform - Multi Environment Deployment - Part 2 🌟](){: style="width:7%"}](https://nitheeshp.dev/practical-cicd-guide-to-deploying-aws-infrastructure-through-terraform-multi-environment-deployment-part-2)

+[![nitheeshp.dev: Practical CI/CD Guide to Deploying AWS Infrastructure through' Terraform - Multi Environment Deployment - Part 3 🌟](){: style="width:7%"}](https://nitheeshp.dev/practical-cicd-guide-to-deploying-aws-infrastructure-through-terraform-multi-environment-deployment-part-3) [![nitheeshp.dev: Practical CI/CD Guide to Deploying AWS Infrastructure through' Terraform - Multi Environment Deployment - Part 4 🌟](){: style="width:7%"}](https://nitheeshp.dev/practical-cicd-guide-to-deploying-aws-infrastructure-through-terraform-multi-environment-deployment-part-4) [![nitheeshp.dev: Practical CI/CD Guide to Deploying AWS Infrastructure through' Terraform - Multi Environment Deployment - Part 1 🌟](){: style="width:7%"}](https://nitheeshp.dev/practical-cicd-guide-to-deploying-aws-infrastructure-through-terraform-part-1-1) [![nitheeshp.dev: Practical CI/CD Guide to Deploying AWS Infrastructure 🌟](){: style="width:7%"}](https://nitheeshp.dev/series/terraform) [![nitishblog.hashnode.dev: Kubernetes Services - Your way to connect with' your application](){: style="width:7%"}](https://nitishblog.hashnode.dev/kubernetes-services-your-way-to-connect-with-your-application) [![nivogt.medium.com: Boost your Kubernetes cluster’s Autoscaler on AWS EKS' with Karpenter](){: style="width:7%"}](https://nivogt.medium.com/boost-your-kubernetes-clusters-autoscaler-on-aws-eks-with-karpenter-4d23955944f2) [![None](){: style="width:7%"}](https://nivogt.medium.com/iac-continuous-delivery-with-crossplane-and-argocd-how-to-automate-the-creation-of-aws-eks-1523ef0e0aa) [![Nix](){: style="width:7%"}](https://nix.dev/manual/nix/2.28) [![Nix](){: style="width:7%"}](https://nixos.org/manual/nix/stable) [![nodejs.org](){: style="width:7%"}](https://nodejs.org) [![nodejs.org](){: style="width:7%"}](https://nodejs.org/en)

+[![==noidea.dog/glue: Being Glue==](){: style="width:7%"}](https://noidea.dog/glue) [![Nomad](){: style="width:7%"}](https://nomadproject.io) [![Automating Microsoft Sentinel Deployment with Azure DevOps CI/CD](){: style="width:7%"}](https://noodlemctwoodle.medium.com/automating-microsoft-sentinel-deployment-with-azure-devops-ci-cd-2d4ae0c4e254) [![nordicapis.com: 5 Protocols For Event-Driven API Architectures 🌟🌟🌟](){: style="width:7%"}](https://nordicapis.com/5-protocols-for-event-driven-api-architectures) [![**curl command**: Understanding the Hidden Powers of curl](){: style="width:7%"}](https://nordicapis.com/understanding-the-hidden-powers-of-curl) [![nordicapis.com: Using gRPC to Connect a Microservices Ecosystem](){: style="width:7%"}](https://nordicapis.com/using-grpc-to-connect-a-microservices-ecosystem) [![noti.st: Change Data Capture with Flink SQL and Debezium 🌟](){: style="width:7%"}](https://noti.st/morsapaes/liQzgs/change-data-capture-with-flink-sql-and-debezium) [![noticiastrabajo.es: Así pueden los autónomos retrasar el pago de los intereses de los créditos ICO](){: style="width:7%"}](https://noticiastrabajo.huffingtonpost.es/como-deben-autonomos-retrasar-pago-intereses-creditos-ico) [![notmattlucas.com: Kubernetes Configuration with Kustomize](){: style="width:7%"}](https://notmattlucas.com/kubernetes-configuration-with-kustomize-f4dbba250f3) [![npkill.js.org](){: style="width:7%"}](https://npkill.js.org) [![nicwortel.nl: Continuous deployment to Kubernetes with GitHub Actions](){: style="width:7%"}](https://nth-root.nl/en/guides/automate-kubernetes-deployments-with-github-actions)

+[![None](){: style="width:7%"}](https://nubenetes.com) [![Terraform Kubernetes Boilerplates 🌟](){: style="width:7%"}](https://nubenetes.com/terraform) [![nubesgen.com](){: style="width:7%"}](https://nubesgen.com) [![numericaideas.com: Auto Scaling Group on AWS with Terraform](){: style="width:7%"}](https://numericaideas.com/blog/auto-scaling-group-on-aws-with-terraform) [![numerous.ai](){: style="width:7%"}](https://numerous.ai) [![nunoadrego.com: Abusing Pod Priority](){: style="width:7%"}](https://nunoadrego.com/posts/abusing-pod-priority) [![Visual docker-compose.yml file generator 🌟](){: style="width:7%"}](https://nuxx.io) [![nvie.com: Feature Branches. A successful Git branching model](){: style="width:7%"}](https://nvie.com/posts/a-successful-git-branching-model) [![nwktimes.blogspot.com: NVA Part IV: NVA Redundancy with Azure Internal Load Balancer](){: style="width:7%"}](https://nwktimes.blogspot.com/2023/06/azure-ilb-for-nva-ha.html) [![nylas.com: Profiling Python in Production](){: style="width:7%"}](https://nylas.com/blog/performance) [![o365reports.com: Office 365 Reports](){: style="width:7%"}](https://o365reports.com)

+[![None](){: style="width:7%"}](https://oauth2-proxy.github.io/oauth2-proxy) [![Obsidian](){: style="width:7%"}](https://obsidian.md) [![oci-ansible-collection.readthedocs.io](){: style="width:7%"}](https://oci-ansible-collection.readthedocs.io) [![oci-ansible-collection.readthedocs.io](){: style="width:7%"}](https://oci-ansible-collection.readthedocs.io/en/latest) [![oclif.io 🌟](){: style="width:7%"}](https://oclif.io) [![octant.dev](){: style="width:7%"}](https://octant.dev) [![octetz.com: Setting Up Pod Security Policies](){: style="width:7%"}](https://octetz.com/docs/2018/2018-12-07-psp) [![octoperf.com](){: style="width:7%"}](https://octoperf.com) [![Octopus Deploy - deployment tool](){: style="width:7%"}](https://octopus.com) [![codefresh.io: Applied GitOps with Kustomize](){: style="width:7%"}](https://octopus.com/blog/applied-gitops-with-kustomize) [![octopus.com: How to structure your Git repository for DevOps automation](){: style="width:7%"}](https://octopus.com/blog/devops-automation-repo-design)

+[![codefresh.io: Docker anti-patterns 🌟](){: style="width:7%"}](https://octopus.com/blog/docker-anti-patterns) [![octopus.com: Getting started with PowerShell Desired State Configuration (DSC)](){: style="width:7%"}](https://octopus.com/blog/getting-started-with-powershell-dsc) [![codefresh.io: How to Model Your Gitops Environments and Promote Releases between Them 🌟](){: style="width:7%"}](https://octopus.com/blog/how-to-model-your-gitops-environments) [![octopus.com: Introduction to HCL and HCL tooling](){: style="width:7%"}](https://octopus.com/blog/introduction-to-hcl-and-hcl-tooling) [![codefresh.io: Kubernetes Deployment Antipatterns – part 1](){: style="width:7%"}](https://octopus.com/blog/kubernetes-antipatterns-1) [![codefresh.io: Kubernetes Deployment Antipatterns – part 2](){: style="width:7%"}](https://octopus.com/blog/kubernetes-antipatterns-2) [![codefresh.io: Progressive delivery for Kubernetes Config Maps using Argo Rollouts](){: style="width:7%"}](https://octopus.com/blog/progressive-delivery-for-kubernetes-config-maps-using-argo-rollouts) [![octopus.com: Create an AKS Cluster with Pulumi and Octopus Deploy](){: style="width:7%"}](https://octopus.com/blog/pulumi-and-aks-with-octopus-deploy) [![codefresh.io: Using Argo CD and Kustomize for ConfigMap Rollouts 🌟🌟](){: style="width:7%"}](https://octopus.com/blog/using-argo-cd-and-kustomize-for-configmap-rollouts) [![codefresh.io: Using Helm with GitOps 🌟](){: style="width:7%"}](https://octopus.com/blog/using-helm-with-gitops) [![Codefresh](){: style="width:7%"}](https://octopus.com/codefresh)

+[![codefresh.io: Using a Kanban board to manage and promote Helm Releases 🌟](){: style="width:7%"}](https://octopus.com/devops) [![codefresh.io: Using GitOps for Infrastructure and Applications With Crossplane and Argo CD](){: style="width:7%"}](https://octopus.com/devops/gitops) [![octopus.com: Deployment process as code](){: style="width:7%"}](https://octopus.com/docs/deployments/patterns/deployment-process-as-code) [![==odedia.org: Production Considerations for Spring on Kubernetes== 🌟🌟🌟](){: style="width:7%"}](https://odedia.org/production-considerations-for-spring-on-kubernetes) [![odo](){: style="width:7%"}](https://odo.dev) [![offensive-terraform.github.io: Offensive Terraform Modules 🌟](){: style="width:7%"}](https://offensive-terraform.github.io) [![offensive-terraform.github.io: Offensive Terraform Modules 🌟](){: style="width:7%"}](https://offensive-terraform.github.io/offensive-terraform.github.io) [![Oh My Zsh](){: style="width:7%"}](https://ohmyz.sh) [![Oh shit, git!](){: style="width:7%"}](https://ohshitgit.com) [![OKD](){: style="width:7%"}](https://okd.io) [![okdiario.com: Telefónica y Santander despiden a 467 empleados en 2021 por denuncias de compañeros](){: style="width:7%"}](https://okdiario.com/economia/telefonica-santander-despiden-467-empleados-2021-denuncias-companeros-8655690)

+[![okteto.com: Kubernetes for Developers Blog Series by Okteto](){: style="width:7%"}](https://okteto.com/blog/kubernetes-for-developers-blog-series-by-okteto) [![okteto.com: Run your Pull Request Preview Environments on Kubernetes](){: style="width:7%"}](https://okteto.com/blog/preview-environments-for-kubernetes) [![olamiko.medium.com: Technical Series: Kubernetes Networking](){: style="width:7%"}](https://olamiko.medium.com/technical-series-kubernetes-networking-5a5dc3823163) [![oldgitops.medium.com: Setting up Podman on WSL2 in Windows 10 🌟](){: style="width:7%"}](https://oldgitops.medium.com/setting-up-podman-on-wsl2-in-windows-10-be2991c2d443) [![oliverjumpertz.medium.com: Serverless vs. Kubernetes](){: style="width:7%"}](https://oliverjumpertz.medium.com/serverless-vs-kubernetes-58b0b387dc98) [![omerxx.com: 10 Things I wish I’d known before building a Kubernetes CRD controller](){: style="width:7%"}](https://omerxx.com/k8s-controllers) [![Oh My OpenAgent](){: style="width:7%"}](https://omo.dev) [![gitpod.io 🌟🌟](){: style="width:7%"}](https://ona.com) [![None](){: style="width:7%"}](https://ona.com/stories/gitpod-is-now-ona) [![onecloudplease.com: Console Recorder for AWS](){: style="width:7%"}](https://onecloudplease.com/project/console-recorder) [![None](){: style="width:7%"}](https://onelink.to/e9rhmn)

+[![onlineyamltools.com 🌟](){: style="width:7%"}](https://onlineyamltools.com) [![opcito.com: A guide to mastering autoscaling in Kubernetes with KEDA](){: style="width:7%"}](https://opcito.com/blogs/a-guide-to-mastering-autoscaling-in-kubernetes-with-keda) [![open-bootcamp.com](){: style="width:7%"}](https://open-bootcamp.com) [![==open-cluster-management.io==](){: style="width:7%"}](https://open-cluster-management.io) [![open-rpc.org lightweight RPC framework 🌟](){: style="width:7%"}](https://open-rpc.org) [![The OpenAI Podcast on Spotify](){: style="width:7%"}](https://open.spotify.com/show/0zojMEDizKMh3aTxnGLENP) [![World Models vs LLMs: Visually Explained](){: style="width:7%"}](https://open.substack.com/pub/priyankavergadia/p/world-models-vs-llms-visually-explained?r=65wvb&showWelcomeOnShare=true) [![How business operations teams use Codex](){: style="width:7%"}](https://openai.com/academy/codex-for-work/how-business-operations-teams-use-codex) [![How data science teams use Codex](){: style="width:7%"}](https://openai.com/academy/codex-for-work/how-data-science-teams-use-codex) [![How sales teams use Codex](){: style="width:7%"}](https://openai.com/academy/codex-for-work/how-sales-teams-use-codex) [![openai.com: Scaling Kubernetes to 7,500 Nodes](){: style="width:7%"}](https://openai.com/blog/scaling-kubernetes-to-7500-nodes)

+[![OpenAI Guaranteed Capacity: Dedicated Infrastructure for Enterprise Compute](){: style="width:7%"}](https://openai.com/guaranteed-capacity) [![Advancing Content Provenance for a Safer, More Transparent AI Ecosystem](){: style="width:7%"}](https://openai.com/index/advancing-content-provenance) [![AdventHealth advances whole-person care with OpenAI](){: style="width:7%"}](https://openai.com/index/adventhealth) [![Boston Children's Hospital uses AI to unlock new diagnoses](){: style="width:7%"}](https://openai.com/index/boston-childrens-hospital) [![How Braintrust turns customer requests into code with Codex](){: style="width:7%"}](https://openai.com/index/braintrust) [![Building self-improving tax agents with Codex](){: style="width:7%"}](https://openai.com/index/building-self-improving-tax-agents-with-codex) [![Cisco and OpenAI redefine enterprise engineering with Codex](){: style="width:7%"}](https://openai.com/index/cisco) [![Codex is Becoming a Productivity Tool for Everyone](){: style="width:7%"}](https://openai.com/index/codex-for-knowledge-work) [![Databricks brings GPT-5.5 to enterprise agent workflows - OpenAI](){: style="width:7%"}](https://openai.com/index/databricks) [![OpenAI and Dell Technologies partner to bring Codex to hybrid and on-premises enterprise environments](){: style="width:7%"}](https://openai.com/index/dell-codex-enterprise-partnership) [![Election information and safeguards in 2026](){: style="width:7%"}](https://openai.com/index/election-safeguards-2026)

+[![How Endava builds an agentic organization with Codex](){: style="width:7%"}](https://openai.com/index/endava) [![OpenAI named a Leader in enterprise coding agents by Gartner](){: style="width:7%"}](https://openai.com/index/gartner-2026-agentic-coding-leader) [![OpenAI, Grupo Folha, and Grupo UOL announce strategic content partnership](){: style="width:7%"}](https://openai.com/index/grupo-folha-grupo-uol-partnership) [![Introducing OpenAI for Singapore](){: style="width:7%"}](https://openai.com/index/introducing-openai-for-singapore) [![OpenAI and Malta partner to bring ChatGPT Plus to all citizens](){: style="width:7%"}](https://openai.com/index/malta-chatgpt-plus-partnership) [![OpenAI Model Disproves Central Conjecture in Discrete Geometry](){: style="width:7%"}](https://openai.com/index/model-disproves-discrete-geometry-conjecture) [![MUFG aims to become AI native with OpenAI](){: style="width:7%"}](https://openai.com/index/mufg) [![OpenAI Frontier Governance Framework](){: style="width:7%"}](https://openai.com/index/openai-frontier-governance-framework) [![OpenAI frontier models and Codex are now available on AWS](){: style="width:7%"}](https://openai.com/index/openai-frontier-models-and-codex-are-now-available-on-aws) [![Our Views on AI Policy and Political Advocacy](){: style="width:7%"}](https://openai.com/index/our-views-on-ai-policy-and-political-advocacy) [![A new personal finance experience in ChatGPT](){: style="width:7%"}](https://openai.com/index/personal-finance-chatgpt)

+[![How Ramp engineers accelerate code review with Codex](){: style="width:7%"}](https://openai.com/index/ramp) [![Building the Infrastructure for the Intelligence Age in Michigan](){: style="width:7%"}](https://openai.com/index/stargate-michigan-data-center) [![Strengthening Societal Resilience with Rosalind Biodefense](){: style="width:7%"}](https://openai.com/index/strengthening-societal-resilience-with-rosalind-biodefense) [![The next phase of OpenAI's Education for Countries](){: style="width:7%"}](https://openai.com/index/the-next-phase-of-education-for-countries) [![A shared playbook for trustworthy third party evaluations](){: style="width:7%"}](https://openai.com/index/trustworthy-third-party-evaluations-foundations) [![How Virgin Atlantic ships faster with Codex](){: style="width:7%"}](https://openai.com/index/virgin-atlantic) [![Warp's big bet on building open source with GPT-5.5](){: style="width:7%"}](https://openai.com/index/warp) [![openai.com: Scaling Kubernetes to 7,500 nodes 🌟](){: style="width:7%"}](https://openai.com/research/scaling-kubernetes-to-7500-nodes) [![OpenAPI Generator 🌟](){: style="width:7%"}](https://openapi-generator.tech) [![OpenBuilt](){: style="width:7%"}](https://openbuilt.io) [![None](){: style="width:7%"}](https://opencensus.io)

+[![OCI: Open Container Initiative](){: style="width:7%"}](https://opencontainers.org) [![opencoreventures.com: HashiCorp switching to BSL shows a need for open charter' companies](){: style="width:7%"}](https://opencoreventures.com/blog/2023-08-23-hashicorp-switching-bsl-shows-need-for-open-charter-companies) [![Curve: opencurve.io](){: style="width:7%"}](https://opencurve.io) [![Open Data Hub](){: style="width:7%"}](https://opendatahub.io) [![OpenEBS](){: style="width:7%"}](https://openebs.io) [![OpenGitOps.dev 🌟](){: style="width:7%"}](https://opengitops.dev) [![OpenID Connect](){: style="width:7%"}](https://openid.net) [![Open Insurance](){: style="width:7%"}](https://openinsurance.io) [![openjdk.java.net: JEP 413: Code Snippets in Java API Documentation](){: style="width:7%"}](https://openjdk.java.net/jeps/413) [![openjdk.java.net: JEP 413: Code Snippets in Java API Documentation](){: style="width:7%"}](https://openjdk.org/jeps/413) [![openkruise.io](){: style="width:7%"}](https://openkruise.io)

+[![openliberty.io](){: style="width:7%"}](https://openliberty.io) [![openpracticelibrary.com](){: style="width:7%"}](https://openpracticelibrary.com) [![opensearch.org 🌟](){: style="width:7%"}](https://opensearch.org) [![openservicemesh.io](){: style="width:7%"}](https://openservicemesh.io) [![openshift-ireland.com](){: style="width:7%"}](https://openshift-ireland.com) [![OpenShift.io](){: style="width:7%"}](https://openshift.io) [![openshift.tips](){: style="width:7%"}](https://openshift.tips) [![OpenShift.tv](){: style="width:7%"}](https://openshift.tv) [![opensource.builders](){: style="width:7%"}](https://opensource.builders) [![opensource.com 🌟](){: style="width:7%"}](https://opensource.com) [![opensource.com: A Linux networking guide to CIDR notation and configuration - sipcalc 🌟](){: style="width:7%"}](https://opensource.com/article/16/12/cidr-network-notation-configuration-linux)

+[![opensource.com: What is an SRE and how does it relate to DevOps?](){: style="width:7%"}](https://opensource.com/article/18/10/sre-startup) [![opensource.com: Testing Ansible roles with Molecule](){: style="width:7%"}](https://opensource.com/article/18/12/testing-ansible-roles-molecule) [![How to use Ansible to set up system monitoring with Prometheus](){: style="width:7%"}](https://opensource.com/article/18/3/how-use-ansible-set-system-monitoring-prometheus) [![opensource.com: Learn advanced SSH commands with this cheat sheet](){: style="width:7%"}](https://opensource.com/article/18/4/learn-advanced-ssh-commands-new-cheat-sheet) [![opensource.com: Running Jenkins builds in Openshift containers](){: style="width:7%"}](https://opensource.com/article/18/4/running-jenkins-builds-containers) [![opensource.com - Introduction to writing pipelines-as-code and implementing DevOps with Jenkins 2](){: style="width:7%"}](https://opensource.com/article/18/8/devops-jenkins-2) [![opensource.com: What is CI/CD?](){: style="width:7%"}](https://opensource.com/article/18/8/what-cicd) [![opensource.com: Distributed tracing in a microservices world](){: style="width:7%"}](https://opensource.com/article/18/9/distributed-tracing-microservices-world) [![opensource.com: 3 open source distributed tracing tools](){: style="width:7%"}](https://opensource.com/article/18/9/distributed-tracing-tools) [![Monitoring kubernetes with Prometheus](){: style="width:7%"}](https://opensource.com/article/19/11/introduction-monitoring-prometheus) [![opensource.com: A quickstart guide to Ansible 🌟](){: style="width:7%"}](https://opensource.com/article/19/2/quickstart-guide-ansible)

+[![opensource.com: Scaling PostgreSQL with Kubernetes Operators 🌟](){: style="width:7%"}](https://opensource.com/article/19/2/scaling-postgresql-kubernetes-operators) [![opensource.com: A beginner's guide to building DevOps pipelines with open source tools](){: style="width:7%"}](https://opensource.com/article/19/4/devops-pipeline) [![opensource.com: The case for making the transition from sysadmin to DevOps engineer](){: style="width:7%"}](https://opensource.com/article/19/7/devops-vs-sysadmin) [![opensource.com: How to transition into a career as a DevOps engineer](){: style="width:7%"}](https://opensource.com/article/19/7/how-transition-career-devops-engineer) [![opensource.com: Why Spinnaker matters to CI/CD](){: style="width:7%"}](https://opensource.com/article/19/8/why-spinnaker-matters-cicd) [![opensource.com - building cicd pipelines with jenkins 🌟](){: style="width:7%"}](https://opensource.com/article/19/9/intro-building-cicd-pipelines-jenkins) [![opensource.com: An introduction to Markdown](){: style="width:7%"}](https://opensource.com/article/19/9/introduction-markdown) [![opensource.com: 10 Ansible modules for Linux system automation c](){: style="width:7%"}](https://opensource.com/article/20/10/ansible-modules-linux) [![opensource.com: Integrate your calendar with Ansible to avoid schedule conflicts 🌟](){: style="width:7%"}](https://opensource.com/article/20/10/calendar-ansible) [![opensource.com: My first day using Ansible](){: style="width:7%"}](https://opensource.com/article/20/10/first-day-ansible) [![opensource.com: Build a Kubernetes Minecraft server with Ansible's Helm modules](){: style="width:7%"}](https://opensource.com/article/20/10/kubernetes-minecraft-ansible)

+[![opensource.com: 8 Git aliases that make me more efficient](){: style="width:7%"}](https://opensource.com/article/20/11/git-aliases) [![opensource.com: A beginner's guide to Kubernetes Jobs and CronJobs](){: style="width:7%"}](https://opensource.com/article/20/11/kubernetes-jobs-cronjobs) [![opensource.com: How the Kubernetes scheduler works](){: style="width:7%"}](https://opensource.com/article/20/11/kubernetes-scheduler) [![opensource.com: Set up Minishift and run Jenkins on Linux](){: style="width:7%"}](https://opensource.com/article/20/11/minishift-linux) [![opensource.com: 4 ways to run Kubernetes locally](){: style="width:7%"}](https://opensource.com/article/20/11/run-kubernetes-locally) [![opensource.com: Set up an Ansible lab in 20 minutes](){: style="width:7%"}](https://opensource.com/article/20/12/ansible-lab) [![opensource.com: 6 container concepts you need to understand](){: style="width:7%"}](https://opensource.com/article/20/12/containers-101) [![opensource.com: 3 critical DevOps concepts we explored in 2020 🌟](){: style="width:7%"}](https://opensource.com/article/20/12/devops) [![opensource.com: 3 ways Kubernetes optimizes your IT budget](){: style="width:7%"}](https://opensource.com/article/20/12/it-budget-kubernetes) [![opensource.com: Create a DevOps culture with open source principles](){: style="width:7%"}](https://opensource.com/article/20/12/remote-devops) [![opensource.com: A beginner's guide to everything DevOps 🌟](){: style="width:7%"}](https://opensource.com/article/20/2/devops-beginners)

+[![opensource.com: Build a Kubernetes Operator in 10 minutes with Operator SDK](){: style="width:7%"}](https://opensource.com/article/20/3/kubernetes-operator-sdk) [![opensource.com: Directing Kubernetes traffic with Traefik](){: style="width:7%"}](https://opensource.com/article/20/3/kubernetes-traefik) [![opensource.com: Don't love diff? Use Meld instead](){: style="width:7%"}](https://opensource.com/article/20/3/meld) [![opensource.com: Try this Kubernetes HTTP router and reverse proxy](){: style="width:7%"}](https://opensource.com/article/20/4/http-kubernetes-skipper) [![opensource.com: 9 kubectl commands sysadmins need to know 🌟](){: style="width:7%"}](https://opensource.com/article/20/5/kubectl-cheat-sheet) [![Start using systemd as a troubleshooting tool](){: style="width:7%"}](https://opensource.com/article/20/5/systemd-troubleshooting-tool) [![opensource.com: A beginner's guide to Kubernetes container orchestration](){: style="width:7%"}](https://opensource.com/article/20/6/container-orchestration) [![opensource.com: 10 tips for maintaining a DevOps mindset for distributed teams](){: style="width:7%"}](https://opensource.com/article/20/6/devops-mindset) [![opensource.com: 5 ways to boost your Kubernetes knowledge](){: style="width:7%"}](https://opensource.com/article/20/6/kubernetes-anniversary) [![How to handle dynamic and static libraries in Linux](){: style="width:7%"}](https://opensource.com/article/20/6/linux-libraries) [![opensource.com: What you need to know about automation testing in CI/CD](){: style="width:7%"}](https://opensource.com/article/20/7/automation-testing-cicd)

+[![opensource.com: How to create a documentation site with Docsify and GitHub Pages](){: style="width:7%"}](https://opensource.com/article/20/7/docsify-github-pages) [![opensource.com: 6 best practices for managing Git repos](){: style="width:7%"}](https://opensource.com/article/20/7/git-repos-best-practices) [![opensource.com: Explaining Kubernetes in 10 minutes using an analogy](){: style="width:7%"}](https://opensource.com/article/20/7/kubernetes-analogy) [![opensource.com: Bypass your Linux firewall with SSH over HTTP](){: style="width:7%"}](https://opensource.com/article/20/7/linux-shellhub) [![opensource.com: 9 open source test-automation frameworks](){: style="width:7%"}](https://opensource.com/article/20/7/open-source-test-automation-frameworks) [![opensource.com: 10 cheat sheets for Linux sysadmins](){: style="width:7%"}](https://opensource.com/article/20/7/sysadmin-cheat-sheets) [![opensource.com: A guide to Terraform for Kubernetes beginners](){: style="width:7%"}](https://opensource.com/article/20/7/terraform-kubernetes) [![opensource.com: Cerberus - An open source solution for continuous testing' at scale](){: style="width:7%"}](https://opensource.com/article/20/8/cerberus-test-automation) [![opensource.com: Why I use Ingress Controllers to expose Kubernetes services](){: style="width:7%"}](https://opensource.com/article/20/8/ingress-controllers-kubernetes) [![opensource.com: 7 things you can do with Ansible right now](){: style="width:7%"}](https://opensource.com/article/20/9/ansible) [![opensource.com: Automate your container orchestration with Ansible modules for Kubernetes 🌟](){: style="width:7%"}](https://opensource.com/article/20/9/ansible-modules-kubernetes)

+[![opensource.com: How to install software with Ansible](){: style="width:7%"}](https://opensource.com/article/20/9/install-packages-ansible) [![opensource.com: 3 open source alternatives to Confluence](){: style="width:7%"}](https://opensource.com/article/20/9/open-source-alternatives-confluence) [![opensource.com: 10 ways Ansible is for everyone 🌟](){: style="width:7%"}](https://opensource.com/article/21/1/ansible) [![opensource.com: 4 lines of code to improve your Ansible play](){: style="width:7%"}](https://opensource.com/article/21/1/improve-ansible-play) [![opensource.com: Why KubeEdge is my favorite open source project of 2020 🌟](){: style="width:7%"}](https://opensource.com/article/21/1/kubeedge) [![opensource.com: 8 Kubernetes insights for 2021](){: style="width:7%"}](https://opensource.com/article/21/1/kubernetes) [![opensource.com: 5 lessons I learned about chaos engineering for Kubernetes](){: style="width:7%"}](https://opensource.com/article/21/10/chaos-engineering-kubernetes-ebook) [![opensource.com: Check Java processes on Linux with the jps command](){: style="width:7%"}](https://opensource.com/article/21/10/check-java-jps) [![opensource.com: What you need to know about Kubernetes NetworkPolicy](){: style="width:7%"}](https://opensource.com/article/21/10/kubernetes-networkpolicy) [![opensource.com: 4 Linux tools to erase your data](){: style="width:7%"}](https://opensource.com/article/21/10/linux-tools-erase-data) [![opensource.com: 7 handy tricks for using the Linux wget command](){: style="width:7%"}](https://opensource.com/article/21/10/linux-wget-command)

+[![opensource.com: Get memory use statistics with this Linux command-line tool](){: style="width:7%"}](https://opensource.com/article/21/10/memory-stats-linux-smem) [![opensource.com: Get podman up and running on Windows using Linux](){: style="width:7%"}](https://opensource.com/article/21/10/podman-windows-wsl) [![opensource.com: Write your first CI/CD pipeline in Kubernetes with Tekton 🌟](){: style="width:7%"}](https://opensource.com/article/21/11/cicd-pipeline-kubernetes-tekton) [![opensource.com: What you need to know about cluster logging in Kubernetes 🌟](){: style="width:7%"}](https://opensource.com/article/21/11/cluster-logging-kubernetes) [![opensource.com: Linux tips for using cron to schedule tasks](){: style="width:7%"}](https://opensource.com/article/21/11/cron-linux) [![opensource.com: Dynamic scheduling of Tekton workloads using Triggers](){: style="width:7%"}](https://opensource.com/article/21/11/kubernetes-dynamic-scheduling-tekton) [![opensource.com: How the Kubernetes ReplicationController works](){: style="width:7%"}](https://opensource.com/article/21/11/kubernetes-replicationcontroller) [![opensource.com: An open source developer's guide to 12-Factor App methodology](){: style="width:7%"}](https://opensource.com/article/21/11/open-source-12-factor-app-methodology) [![opensource.com: What Kubernetes taught me about development](){: style="width:7%"}](https://opensource.com/article/21/12/kubernetes-developer) [![opensource.com: Implement governance on your Kubernetes cluster](){: style="width:7%"}](https://opensource.com/article/21/12/kubernetes-gatekeeper) [![opensource.com: Open source tools for running a small business in 2022](){: style="width:7%"}](https://opensource.com/article/21/12/open-source-business-tools)

+[![opensource.com: Open source mind mapping with Draw.io](){: style="width:7%"}](https://opensource.com/article/21/12/open-source-mind-mapping-drawio) [![opensource.com: 5 open source security resources from 2021](){: style="width:7%"}](https://opensource.com/article/21/12/open-source-security) [![opensource.com: Sign and verify container images with this open source tool (sigstore)](){: style="width:7%"}](https://opensource.com/article/21/12/sigstore-container-images) [![opensource.com: How Ansible got started and grew](){: style="width:7%"}](https://opensource.com/article/21/2/ansible-origin-story) [![opensource.com: How to adopt DevSecOps successfully](){: style="width:7%"}](https://opensource.com/article/21/2/devsecops) [![opensource.com: Configure multi-tenancy with Kubernetes namespaces 🌟](){: style="width:7%"}](https://opensource.com/article/21/2/kubernetes-namespaces) [![opensource.com: Use anacron for a better crontab](){: style="width:7%"}](https://opensource.com/article/21/2/linux-automation) [![opensource.com: Get started with distributed tracing using Grafana Tempo](){: style="width:7%"}](https://opensource.com/article/21/2/tempo-distributed-tracing) [![opensource.com: 5 tips for choosing an Ansible collection that's right for you](){: style="width:7%"}](https://opensource.com/article/21/3/ansible-collections) [![opensource.com: 5 everyday sysadmin tasks to automate with Ansible 🌟](){: style="width:7%"}](https://opensource.com/article/21/3/ansible-sysadmin) [![opensource.com: A DevOps guide to documentation](){: style="width:7%"}](https://opensource.com/article/21/3/devops-documentation)

+[![opensource.com: 3 reasons I use the Git cherry-pick command](){: style="width:7%"}](https://opensource.com/article/21/3/git-cherry-pick) [![opensource.com: GitOps vs. DevOps: What's the difference? 🌟](){: style="width:7%"}](https://opensource.com/article/21/3/gitops) [![opensource.com: How to use the Linux grep command](){: style="width:7%"}](https://opensource.com/article/21/3/grep-cheat-sheet) [![opensource.com: Why you should care about service mesh](){: style="width:7%"}](https://opensource.com/article/21/3/service-mesh) [![opensource.com: 4 tips for context switching in Git](){: style="width:7%"}](https://opensource.com/article/21/4/context-switching-git) [![None](){: style="width:7%"}](https://opensource.com/article/21/4/event-streaming-rudderstack) [![opensource.com: A practical guide to using the git stash command](){: style="width:7%"}](https://opensource.com/article/21/4/git-stash) [![opensource.com: Find what changed in a Git commit](){: style="width:7%"}](https://opensource.com/article/21/4/git-whatchanged) [![opensource.com: Read and write files with Groovy](){: style="width:7%"}](https://opensource.com/article/21/4/groovy-io) [![opensource.com: A beginner's guide to load balancing](){: style="width:7%"}](https://opensource.com/article/21/4/load-balancing) [![opensource.com: 5 ways to process JSON data in Ansible 🌟](){: style="width:7%"}](https://opensource.com/article/21/4/process-json-data-ansible)

+[![opensource.com: Make your data boss-friendly with EDA - Enterprise Data Analytics](){: style="width:7%"}](https://opensource.com/article/21/4/visualize-data-eda) [![opensource.com: Make Jenkins logs pretty](){: style="width:7%"}](https://opensource.com/article/21/5/jenkins-logs) [![opensource.com: Learn essential Kubernetes commands with a new cheat sheet](){: style="width:7%"}](https://opensource.com/article/21/5/kubernetes-cheat-sheet) [![opensource.com](){: style="width:7%"}](https://opensource.com/article/21/5/mysql-query-tuning) [![opensource.com: Make your API better with this positional trick from Python 3.8](){: style="width:7%"}](https://opensource.com/article/21/5/python-38-features) [![opensource.com: Parsing config files with Bash](){: style="width:7%"}](https://opensource.com/article/21/6/bash-config) [![opensource.com: Modify your Kubernetes manifests with Kustomize](){: style="width:7%"}](https://opensource.com/article/21/6/kustomize-kubernetes) [![opensource.com: Migrate virtual machines to Kubernetes with this new tool' - forklift 🌟](){: style="width:7%"}](https://opensource.com/article/21/6/migrate-vms-kubernetes-forklift) [![opensource.com: Automatically create multiple applications in Argo CD](){: style="width:7%"}](https://opensource.com/article/21/7/automating-argo-cd) [![opensource.com: Check used disk space on Linux with du](){: style="width:7%"}](https://opensource.com/article/21/7/check-disk-space-linux-du) [![opensource.com: 3 reasons Quarkus 2.0 improves developer productivity on Linux 🌟](){: style="width:7%"}](https://opensource.com/article/21/7/developer-productivity-linux)

+[![opensource.com: 5 useful ways to manage Kubernetes with kubectl](){: style="width:7%"}](https://opensource.com/article/21/7/kubectl) [![opensource.com: Run a Linux virtual machine in Podman](){: style="width:7%"}](https://opensource.com/article/21/7/linux-podman) [![opensource.com: A guide to simplifying invoicing with this open source tool](){: style="width:7%"}](https://opensource.com/article/21/7/open-source-invoicing-po) [![opensource.com: Use XMLStarlet to parse XML in the Linux terminal](){: style="width:7%"}](https://opensource.com/article/21/7/parse-xml-linux) [![opensource.com: Run Prometheus at home in a container](){: style="width:7%"}](https://opensource.com/article/21/7/run-prometheus-home-container) [![opensource.com: What do we call post-modern system administrators?](){: style="width:7%"}](https://opensource.com/article/21/7/system-administrators) [![opensource.com: Get started with WildFly for Java web development](){: style="width:7%"}](https://opensource.com/article/21/7/wildfly) [![opensource.com: Get started with Argo CD 🌟](){: style="width:7%"}](https://opensource.com/article/21/8/argo-cd) [![opensource.com: What is a container image?](){: style="width:7%"}](https://opensource.com/article/21/8/container-image) [![opensource.com: How to get the most out of GitOps right now](){: style="width:7%"}](https://opensource.com/article/21/8/gitops) [![opensource.com: Check file status on Linux with the stat command](){: style="width:7%"}](https://opensource.com/article/21/8/linux-stat-file-status)

+[![opensource.com: How to include options in your Bash shell scripts](){: style="width:7%"}](https://opensource.com/article/21/8/option-parsing-bash) [![opensource.com: Parse command-line arguments with argparse in Python](){: style="width:7%"}](https://opensource.com/article/21/8/python-argparse) [![opensource.com: How I use Terraform and Helm to deploy the Kubernetes Dashboard 🌟](){: style="width:7%"}](https://opensource.com/article/21/8/terraform-deploy-helm) [![opensource.com: My top 5 tips for setting up Terraform 🌟](){: style="width:7%"}](https://opensource.com/article/21/8/terraform-tips) [![opensource.com: 5 open source alternatives to Zoom](){: style="width:7%"}](https://opensource.com/article/21/9/alternatives-zoom) [![opensource.com: How I use Ansible and anacron for automation](){: style="width:7%"}](https://opensource.com/article/21/9/ansible-anacron-automation) [![opensource.com: Using Ansible with REST APIs](){: style="width:7%"}](https://opensource.com/article/21/9/ansible-rest-apis) [![opensource.com: Build your website with Jekyll](){: style="width:7%"}](https://opensource.com/article/21/9/build-website-jekyll) [![opensource.com: How I keep my file folders tidy with Ansible](){: style="width:7%"}](https://opensource.com/article/21/9/keep-folders-tidy-ansible) [![opensource.com: 3 ways to test your API with Python](){: style="width:7%"}](https://opensource.com/article/21/9/unit-test-python) [![opensource.com: Make YAML as easy as it looks](){: style="width:7%"}](https://opensource.com/article/21/9/yaml-cheat-sheet)

+[![opensource.com: 9 ways to learn Ansible this year 🌟](){: style="width:7%"}](https://opensource.com/article/22/1/learn-ansible) [![opensource.com: Why we built an open source testing framework](){: style="width:7%"}](https://opensource.com/article/22/1/open-source-testing-framework) [![opensource.com: Record your terminal session with Asciinema](){: style="width:7%"}](https://opensource.com/article/22/1/record-terminal-session-asciinema) [![opensource.com: Why choose Rocket.Chat for your open source chat tool](){: style="width:7%"}](https://opensource.com/article/22/1/rocketchat-data-privacy) [![opensource.com: Run containers on Linux without sudo in Podman](){: style="width:7%"}](https://opensource.com/article/22/1/run-containers-without-sudo-podman) [![opensource.com: Perform unit tests using GoogleTest and CTest](){: style="width:7%"}](https://opensource.com/article/22/1/unit-testing-googletest-ctest) [![opensource.com: 16 reasons DDEV will be your new favorite web development environment](){: style="width:7%"}](https://opensource.com/article/22/12/ddev) [![opensource.com: A guide to Kubernetes architecture](){: style="width:7%"}](https://opensource.com/article/22/2/kubernetes-architecture) [![opensource.com: A visual map of a Kubernetes deployment](){: style="width:7%"}](https://opensource.com/article/22/3/visual-map-kubernetes-deployment) [![opensource.com: Make your own Git subcommands](){: style="width:7%"}](https://opensource.com/article/22/4/customize-git-subcommands) [![opensource.com: Explaining Git branches with a LEGO analogy](){: style="width:7%"}](https://opensource.com/article/22/4/git-branches)

+[![opensource.com: My guide to using the Git push command safely](){: style="width:7%"}](https://opensource.com/article/22/4/git-push) [![opensource.com: 10 Git tips we can't live without](){: style="width:7%"}](https://opensource.com/article/22/4/git-tips) [![opensource.com: My guide to understanding Git rebase -i](){: style="width:7%"}](https://opensource.com/article/22/4/manage-git-commits-rebase-i-command) [![opensource.com: 5 open source tools for developing on the cloud](){: style="width:7%"}](https://opensource.com/article/22/4/open-source-tools-developing-cloud) [![Ansible k8s cheat sheet 🌟](){: style="width:7%"}](https://opensource.com/downloads/ansible-k8s-cheat-sheet) [![opensource.com: An introduction to programming with Bash (eBook)](){: style="width:7%"}](https://opensource.com/downloads/bash-programming-guide) [![opensource.com: GNU Screen cheat sheet](){: style="width:7%"}](https://opensource.com/downloads/gnu-screen-cheat-sheet) [![opensource.com: JavaScript cheat sheet](){: style="width:7%"}](https://opensource.com/downloads/javascript-cheat-sheet) [![opensource.com: JupyterLab cheat sheet](){: style="width:7%"}](https://opensource.com/downloads/jupyterlab-cheat-sheet) [![opensource.com: Linux logrotate cheat sheet](){: style="width:7%"}](https://opensource.com/downloads/logrotate-cheat-sheet) [![opensource.com: MariaDB and mySQL cheat sheet](){: style="width:7%"}](https://opensource.com/downloads/mariadb-mysql-cheat-sheet)

+[![opensource.com: Linux Parted cheat sheet](){: style="width:7%"}](https://opensource.com/downloads/parted-cheat-sheet) [![opensource.com: Watch command cheat sheet](){: style="width:7%"}](https://opensource.com/downloads/watch-cheat-sheet) [![opensource.com: How to use Python to hack your Eclipse IDE](){: style="width:7%"}](https://opensource.com/life/16/2/how-use-python-hack-your-ide) [![opensource.com: How to restore older file versions in Git](){: style="width:7%"}](https://opensource.com/life/16/7/how-restore-older-file-versions-git) [![opensource.com/tags/kubernetes](){: style="width:7%"}](https://opensource.com/tags/kubernetes) [![opensource.google: Prometheus SLO example](){: style="width:7%"}](https://opensource.google/projects/prometheus-slo-burn-example) [![**Kpt**: Packaging up your Kubernetes configuration with git and YAML since' 2014 **(Google)**](){: style="width:7%"}](https://opensource.googleblog.com/2020/03/kpt-packaging-up-your-kubernetes.html) [![opensource.googleblog.com: The Tekton Pipelines Beta release](){: style="width:7%"}](https://opensource.googleblog.com/2020/05/the-tekton-pipelines-beta-release.html) [![opensource.googleblog.com: Kubernetes: Efficient Multi-Zone Networking with Topology Aware Routing](){: style="width:7%"}](https://opensource.googleblog.com/2020/11/kubernetes-efficient-multi-zone.html) [![opensource.googleblog.com: Introducing Ephemeral Containers](){: style="width:7%"}](https://opensource.googleblog.com/2022/01/Introducing%20Ephemeral%20Containers.html) [![Open Source Guides](){: style="width:7%"}](https://opensource.guide)

+[![Accessibility Best Practices for Your Project](){: style="width:7%"}](https://opensource.guide/accessibility-best-practices-for-your-project) [![cloudblogs.microsoft.com: Simple steps to create scalable processes to deploy ML models as microservices](){: style="width:7%"}](https://opensource.microsoft.com/blog/2021/07/09/simple-steps-to-create-scalable-processes-to-deploy-ml-models-as-microservices) [![opensource.substack.com: All You Need To Know About GitOps](){: style="width:7%"}](https://opensource.substack.com/p/all-you-need-to-know-about-gitops) [![OpenTelemetry.io](){: style="width:7%"}](https://opentelemetry.io) [![opentelemetry.io: Creating a Kubernetes Cluster with Runtime Observability](){: style="width:7%"}](https://opentelemetry.io/blog/2023/k8s-runtime-observability) [![**OpenTracing.io**](){: style="width:7%"}](https://opentracing.io) [![openvim.com](){: style="width:7%"}](https://openvim.com) [![openwebinars.net: 13 Errores que cometes como Manager](){: style="width:7%"}](https://openwebinars.net/blog/13-errores-que-cometes-como-manager) [![openwhisk.apache.org](){: style="width:7%"}](https://openwhisk.apache.org) [![Operator Capability Levels](){: style="width:7%"}](https://operatorframework.io/operator-capabilities) [![operatorhub.io](){: style="width:7%"}](https://operatorhub.io)

+[![None](){: style="width:7%"}](https://operatorhub.io/operator/banzaicloud-kafka-operator) [![**KubeFed Operator**](){: style="width:7%"}](https://operatorhub.io/operator/kubefed-operator) [![operatorhub.io: kubestone](){: style="width:7%"}](https://operatorhub.io/operator/kubestone) [![operatorhub.io/operator/quay](){: style="width:7%"}](https://operatorhub.io/operator/quay) [![Robin Storage Operator](){: style="width:7%"}](https://operatorhub.io/operator/robin-operator) [![Rook-Ceph](){: style="width:7%"}](https://operatorhub.io/operator/rook-ceph) [![None](){: style="width:7%"}](https://operatorhub.io/operator/strimzi-kafka-operator) [![opsdis.com: Building a custom monitoring solution with Grafana, Prometheus' and Loki](){: style="width:7%"}](https://opsdis.com/custom-monitoring-solution-with-grafana-prometheus-and-loki) [![==opssorry.substack.com: GitOps: A Simple Approach to using AWS Secrets' Manager with Kubernetes== 🌟](){: style="width:7%"}](https://opssorry.substack.com/p/gitops-a-simple-approach-to-using) [![opstree.github.io](){: style="width:7%"}](https://opstree.github.io) [![orange-quarter.com: Upskill yourself with these 5 DevOps resources](){: style="width:7%"}](https://orange-quarter.com/upskill-yourself-with-these-5-devops-resources)

+[![oravirt.wordpress.com: Getting started with ansible-oracle](){: style="width:7%"}](https://oravirt.wordpress.com/2014/10/01/getting-started-with-ansible-oracle) [![oravirt.wordpress.com: Changes in ansible-oracle v1.2](){: style="width:7%"}](https://oravirt.wordpress.com/2014/11/05/changes-in-ansible-oracle-v1-2) [![orchest.io](){: style="width:7%"}](https://orchest.io) [![Orchestrate: DBaaS|NoSQL with One REST API](){: style="width:7%"}](https://orchestrate.io) [![ordina-jworks.github.io: A comparison of Kubernetes clients and dashboards](){: style="width:7%"}](https://ordina-jworks.github.io/cloud/2020/08/28/kubernetes-clients-comparison.html) [![ostechnix.com: Kubernetes Features Explained In Detail](){: style="width:7%"}](https://ostechnix.com/kubernetes-features) [![K8s Vault Webhook 🌟](){: style="width:7%"}](https://ot-container-kit.github.io/k8s-vault-webhook) [![otomi.io 🌟](){: style="width:7%"}](https://otomi.io) [![otterize.com: Mastering Kubernetes networking: A journey in cloud-native' packet management](){: style="width:7%"}](https://otterize.com/blog/mastering-kubernetes-networking-otterize-s-journey-in-cloud-native-packet-management) [![outdated.sh 🌟](){: style="width:7%"}](https://outdated.sh) [![overcast.blog: 15 Cloud-Native DevOps Tools You Should Know](){: style="width:7%"}](https://overcast.blog/15-cloud-native-devops-tools-you-should-know-36129057a15c)

+[![overcast.blog: GitOps with ArgoCD for Kubernetes](){: style="width:7%"}](https://overcast.blog/gitops-with-argocd-for-kubernetes-tips-and-tricks-4b926ba75f88) [![overcast.blog: Kubernetes β€” ArgoCD β€” Gitlab Webhook Configuration](){: style="width:7%"}](https://overcast.blog/kubernetes-argocd-gitlab-webhook-configuration-30bc5a75139e) [![overcast.blog: Kubernetes Service Accounts: A Practical Guide](){: style="width:7%"}](https://overcast.blog/kubernetes-service-accounts-a-practical-guide-f99c1ed65483) [![overmind.tech: Is Observability relevant for Terraform?](){: style="width:7%"}](https://overmind.tech/blog/is-observability-relevant-for-terraform) [![ovidiuborlean.medium.com: Networking latency measurement in Kubernetes with' Sockperf plugin](){: style="width:7%"}](https://ovidiuborlean.medium.com/networking-latency-measurement-in-kubernetes-with-sockperf-plugin-68283a0ed989) [![owasp.org: OWASP API Security Project 🌟](){: style="width:7%"}](https://owasp.org/www-project-api-security) [![owasp.org: OWASP Kubernetes Top Ten](){: style="width:7%"}](https://owasp.org/www-project-kubernetes-top-ten) [![oxylabs.io: Python Web Scraping Tutorial: Step-By-Step](){: style="width:7%"}](https://oxylabs.io/blog/python-web-scraping) [![Wordpress P2](){: style="width:7%"}](https://p2theme.com) [![packer.io](){: style="width:7%"}](https://packer.io) [![packetpushers.net: KU046: Do Kubernetes Certs Prepare You For Real-World Production?](){: style="width:7%"}](https://packetpushers.net/podcasts/kubernetes-unpacked/ku046-do-kubernetes-certs-prepare-you-for-real-world-production)

+[![pages.awscloud.com: GitOps on AWS for High Performing Team Operations (eBook)](){: style="width:7%"}](https://pages.awscloud.com/GLOBAL-partner-DL-DevOps-weaveworks-ebook-2020-learn.html) [![pages.github.com](){: style="width:7%"}](https://pages.github.com) [![Copr](){: style="width:7%"}](https://pagure.io/copr/copr) [![==paigeshin1991.medium.com: Drop Nuclear Bomb on your AWS account. How to' clear your entire AWS services in 3 seconds==](){: style="width:7%"}](https://paigeshin1991.medium.com/drop-nuclear-bomb-on-your-aws-services-how-to-clear-your-entire-aws-account-in-3-seconds-53f28928e09c) [![palaemon.io](){: style="width:7%"}](https://palaemon.io) [![palak-bhawsar.hashnode.dev: Automated CI/CD pipeline for Java Project](){: style="width:7%"}](https://palak-bhawsar.hashnode.dev/automated-cicd-pipeline-for-java-project) [![blog.flant.com: Making the most out of Helm templates 🌟](){: style="width:7%"}](https://palark.com/blog/advanced-helm-templating) [![blog.palark.com: Best practices for deploying highly available apps in Kubernetes. Part 1](){: style="width:7%"}](https://palark.com/blog/best-practices-kubernetes-part-1) [![None](){: style="width:7%"}](https://palark.com/blog/best-practices-kubernetes-part-2) [![blog.flant.com: Open Source solutions for chaos engineering in Kubernetes](){: style="width:7%"}](https://palark.com/blog/chaos-engineering-in-kubernetes-open-source-tools) [![blog.palark.com: Attaining harmony of chaos in Kubernetes with Chaos Mesh](){: style="width:7%"}](https://palark.com/blog/chaos-mesh-in-kubernetes)

+[![blog.palark.com: Comparing Ingress controllers for Kubernetes](){: style="width:7%"}](https://palark.com/blog/comparing-ingress-controllers-for-kubernetes) [![blog.flant.com: Comparing Kubernetes operators for PostgreSQL](){: style="width:7%"}](https://palark.com/blog/comparing-kubernetes-operators-for-postgresql) [![blog.palark.com: Failure stories #2. How to destroy Elasticsearch while migrating it within Kubernetes](){: style="width:7%"}](https://palark.com/blog/failure-stories-elasticsearch-migration-within-kubernetes) [![blog.flant.com: Running fault-tolerant Keycloak with Infinispan in Kubernetes](){: style="width:7%"}](https://palark.com/blog/ha-keycloak-infinispan-kubernetes) [![blog.flant.com: kubenav as a tool for managing Kubernetes clusters from your smartphone](){: style="width:7%"}](https://palark.com/blog/kubenav-managing-kubernetes-from-smartphone) [![blog.palark.com: ConfigMaps in Kubernetes: how they work and what you should remember 🌟](){: style="width:7%"}](https://palark.com/blog/kubernetes-configmap-guide) [![blog.flant.com: Kubernetes cluster security assessment with kube-bench and kube-hunter](){: style="width:7%"}](https://palark.com/blog/kubernetes-security-with-kube-bench-and-kube-hunter) [![blog.palark.com: Service communication monitoring in Kubernetes with NetFlow](){: style="width:7%"}](https://palark.com/blog/kubernetes-services-interaction-monitoring-with-netflow) [![blog.palark.com: Kubernetes snapshots: What are they and how to use them? 🌟](){: style="width:7%"}](https://palark.com/blog/kubernetes-snaphots-usage) [![blog.flant.com: Comparing Ceph, LINSTOR, Mayastor, and Vitastor storage performance in Kubernetes](){: style="width:7%"}](https://palark.com/blog/kubernetes-storage-performance-linstor-ceph-mayastor-vitastor) [![blog.flant.com: Kui β€” a β€œhybrid” CLI/GUI application for working with Kubernetes](){: style="width:7%"}](https://palark.com/blog/kui-hybrid-cli-gui-for-kubernetes)

+[![blog.palark.com: Okteto Cloud as another way for local development in Kubernetes](){: style="width:7%"}](https://palark.com/blog/okteto-cloud-for-local-development-in-kubernetes) [![blog.flant.com: Our experience with Postgres Operator for Kubernetes by Zalando](){: style="width:7%"}](https://palark.com/blog/our-experience-with-postgres-operator-for-kubernetes-by-zalando) [![blog.flant.com: Small Kubernetes for your local experiments: k0s, MicroK8s, kind, k3s, and Minikube](){: style="width:7%"}](https://palark.com/blog/small-local-kubernetes-comparison) [![blog.palark.com](){: style="width:7%"}](https://palark.com/blog/tag/kubernetes) [![pandas.pydata.org: Reshaping by pivoting DataFrame objects](){: style="width:7%"}](https://pandas.pydata.org/pandas-docs/stable/reshaping.html) [![pandastutor.com 🌟](){: style="width:7%"}](https://pandastutor.com) [![pandorafms.com: QuΓ© es, cΓ³mo instalar WSL2 y por quΓ© es una gran noticia' para el sector TI](){: style="width:7%"}](https://pandorafms.com/blog/es/wsl2) [![particular.net: RPC vs. Messaging – which is faster?](){: style="width:7%"}](https://particular.net/blog/rpc-vs-messaging-which-is-faster) [![particule.io: Create Kubernetes federated clusters on AWS](){: style="width:7%"}](https://particule.io/en/blog/aws-federated-eks) [![particule.io: CI/CD using Github Actions, AWS ECR and ECS Fargate](){: style="width:7%"}](https://particule.io/en/blog/cicd-ecr-ecs) [![particule.io: Multi-Cluster Monitoring with Thanos](){: style="width:7%"}](https://particule.io/en/blog/thanos-monitoring)

+[![particule.io: Automatic build with Github Actions and Github Container Registry](){: style="width:7%"}](https://particule.io/en/blogcicd-github-registry) [![Google Presents AI Learning Lab - NYTechWeek | Partiful](){: style="width:7%"}](https://partiful.com/e/FJbZcfppRGdMVP1o534z) [![partlycloudy.blog: Horizontal Autoscaling in Kubernetes #3 – KEDA](){: style="width:7%"}](https://partlycloudy.blog/2020/05/29/horizontal-autoscaling-in-kubernetes-3-keda) [![partlycloudy.blog: Release to Kubernetes like a Pro with Flagger](){: style="width:7%"}](https://partlycloudy.blog/2020/07/08/release-to-k8s-like-a-pro-with-flagger) [![jamaica-gleaner.com: Amazon outage’s future implications](){: style="width:7%"}](https://past.jamaica-gleaner.com/article/business/20211224/amazon-outages-future-implications) [![patchthenet.medium.com: Introduction to SQL Injection](){: style="width:7%"}](https://patchthenet.medium.com/introduction-to-sql-injection-sql-injection-for-beginners-579c00431d40) [![patrick.easte.rs: Forging an optimal MetalLB configuration](){: style="width:7%"}](https://patrick.easte.rs/post/2022/forging-optimal-metallb-config) [![paul-the-kelly.medium.com: Extending the Kubernetes API using Operators](){: style="width:7%"}](https://paul-the-kelly.medium.com/extending-the-kubernetes-api-using-operators-9ffc8364ae5c) [![paulbutler.org: The hater’s guide to Kubernetes](){: style="width:7%"}](https://paulbutler.org/2024/the-haters-guide-to-kubernetes) [![pauldally.medium.com: Kubernetes β€” Debugging NetworkPolicy (Part 1)](){: style="width:7%"}](https://pauldally.medium.com/debugging-networkpolicy-part-1-249921cdba37) [![pauldally.medium.com: Kubernetes β€” Debugging NetworkPolicy (Part 2)](){: style="width:7%"}](https://pauldally.medium.com/debugging-networkpolicy-part-2-2d5c42d8465c)

+[![pauldally.medium.com: HorizontalPodAutoscaler uses request (not limit) to' determine when to scale by percent](){: style="width:7%"}](https://pauldally.medium.com/horizontalpodautoscaler-uses-request-not-limit-to-determine-when-to-scale-97643d808997) [![pauldally.medium.com: Kubernetes – An Introduction to Sidecars](){: style="width:7%"}](https://pauldally.medium.com/kubernetes-an-introduction-to-sidecars-21d99fbd7de3) [![pauldally.medium.com: Kubernetes Application High-Availability β€” Part 1' (The Very-Basic Basics)](){: style="width:7%"}](https://pauldally.medium.com/kubernetes-application-high-availability-part-1-the-very-basic-basics-660a14fa81c7) [![pauldally.medium.com: Kubernetes Application High-Availability β€” Part 2' (More Basics)](){: style="width:7%"}](https://pauldally.medium.com/kubernetes-application-high-availability-part-2-more-basics-a1d9f9beea75) [![pauldally.medium.com: Kustomize Best Practices (Part 1)](){: style="width:7%"}](https://pauldally.medium.com/kustomize-best-practices-part-1-86f9f22d2f20) [![pauldally.medium.com: Kustomize Best Practices (Part 2)](){: style="width:7%"}](https://pauldally.medium.com/kustomize-best-practices-part-2-c560f1fa1409) [![pauldally.medium.com: Kustomize Best Practices (part 3)](){: style="width:7%"}](https://pauldally.medium.com/kustomize-best-practices-part-3-1dbaa15fd16a) [![pauldally.medium.com: Structuring Dockerfiles For Productivity](){: style="width:7%"}](https://pauldally.medium.com/structuring-dockerfiles-for-productivity-2681de4815a4) [![pauldally.medium.com: Why Leaving Pods in CrashLoopBackOff Can Have a Bigger' Impact Than You Might Think](){: style="width:7%"}](https://pauldally.medium.com/why-leaving-pods-in-crashloopbackoff-can-have-a-bigger-impact-than-you-might-think-c0d3dbd067a) [![paulhammant.com: What is Trunk-Based Development?](){: style="width:7%"}](https://paulhammant.com/2013/04/05/what-is-trunk-based-development) [![paulhammant.com: What is Your Branching Model?:](){: style="width:7%"}](https://paulhammant.com/2013/12/04/what_is_your_branching_model)

+[![paulhammant.com: Microsoft's Trunk-Based Development](){: style="width:7%"}](https://paulhammant.com/2014/04/03/microsofts-trunk-based-development) [![pawelurbanek.com: asdf and Docker for Managing Local Development Dependencies](){: style="width:7%"}](https://pawelurbanek.com/asdf-docker-development) [![Payara](){: style="width:7%"}](https://payara.fish) [![pbpython.com: Practical Business Python](){: style="width:7%"}](https://pbpython.com) [![None](){: style="width:7%"}](https://pbpython.com/pandas-google-forms-part1.html) [![None](){: style="width:7%"}](https://pbpython.com/pandas-pivot-table-explained.html) [![pbxbook.com: CIDR Cheat Sheet](){: style="width:7%"}](https://pbxbook.com/other/cidrcheat.html) [![cloud-mercato.com: Public Cloud Reference 🌟](){: style="width:7%"}](https://pcr.cloud-mercato.com) [![pentestmonkey.net: ssh cheat sheet](){: style="width:7%"}](https://pentestmonkey.net/cheat-sheet/ssh-cheat-sheet) [![pepy.tech/project/strimzi-kafka-cli 🌟](){: style="width:7%"}](https://pepy.tech/project/strimzi-kafka-cli) [![pepy.tech/project/strimzi-kafka-cli 🌟](){: style="width:7%"}](https://pepy.tech/projects/strimzi-kafka-cli)

+[![Cheat Sheet for Regular Expression in Jmeter](){: style="width:7%"}](https://performanceoptimize.blogspot.com/2017/04/RegularExpressionCheatSheet.html) [![permission.site](){: style="width:7%"}](https://permission.site) [![phauer.com: Why I Moved Back from Gradle to Maven](){: style="width:7%"}](https://phauer.com/2018/moving-back-from-gradle-to-maven) [![phoenixnap.com: Kubernetes vs OpenShift: Key Differences Compared 🌟](){: style="width:7%"}](https://phoenixnap.com/blog/kubernetes-vs-openshift) [![phoenixnap.com: Kubernetes vs OpenShift: Key Differences Compared 🌟](){: style="width:7%"}](https://phoenixnap.com/blog/openshift-vs-kubernetes) [![phoenixnap.com: SRE Vs. DevOps: Differences Explained 🌟](){: style="width:7%"}](https://phoenixnap.com/blog/sre-vs-devops) [![phoenixnap.com: How to Set Up and Run Kafka on Kubernetes 🌟](){: style="width:7%"}](https://phoenixnap.com/kb/kafka-on-kubernetes) [![19 Common SSH Commands In Linux With Examples](){: style="width:7%"}](https://phoenixnap.com/kb/linux-ssh-commands) [![HTTP/2 resources](){: style="width:7%"}](https://pinboard.in/u:rmurphey/t:http2) [![pingcap.com: chaos-mesh-action: Integrate Chaos Engineering into Your CI](){: style="width:7%"}](https://pingcap.com/blog/chaos-mesh-action-integrate-chaos-engineering-into-your-ci) [![pionative.com: 6 Important things you need to run Kubernetes in production](){: style="width:7%"}](https://pionative.com/6-important-things-you-need-to-run-kubernetes-in-production)

+[![piotrminkowski.com: Microservices with spring cloud kubernetes](){: style="width:7%"}](https://piotrminkowski.com/2019/12/20/microservices-with-spring-cloud-kubernetes) [![piotrminkowski.com: Best practices for microservices on kubernetes 🌟](){: style="width:7%"}](https://piotrminkowski.com/2020/03/10/best-practices-for-microservices-on-kubernetes) [![__Spring Boot Istio library__: Spring Boot library for integration with Istio](){: style="width:7%"}](https://piotrminkowski.com/2020/06/10/spring-boot-library-for-integration-with-istio) [![piotrminkowski.com: Development on Kubernetes: IDE & TOOLS](){: style="width:7%"}](https://piotrminkowski.com/2020/08/03/development-on-kubernetes-ide-tools) [![piotrminkowski.com: RabbitMQ Monitoring on Kubernetes](){: style="width:7%"}](https://piotrminkowski.com/2020/09/29/rabbitmq-monitoring-on-kubernetes) [![piotrminkowski.com: GitLab CI/CD on Kubernetes](){: style="width:7%"}](https://piotrminkowski.com/2020/10/19/gitlab-ci-cd-on-kubernetes) [![piotrminkowski.com: Spring Boot Autoscaling on kubernetes 🌟](){: style="width:7%"}](https://piotrminkowski.com/2020/11/05/spring-boot-autoscaling-on-kubernetes) [![piotrminkowski.com: Continuous Integration with Jenkins on Kubernetes 🌟](){: style="width:7%"}](https://piotrminkowski.com/2020/11/10/continuous-integration-with-jenkins-on-kubernetes) [![piotrminkowski.com: Spring Boot on Kubernetes with Buildpacks and Skaffold 🌟](){: style="width:7%"}](https://piotrminkowski.com/2020/12/18/spring-boot-on-kubernetes-with-buildpacks-and-skaffold) [![piotrminkowski.com: Spring Boot Tips, Tricks and Techniques](){: style="width:7%"}](https://piotrminkowski.com/2021/01/13/spring-boot-tips-tricks-and-techniques) [![piotrminkowski.com: Java Development on OpenShift with odo](){: style="width:7%"}](https://piotrminkowski.com/2021/02/05/java-development-on-openshift-with-odo)

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+[![Librerías cliente](){: style="width:7%"}](https://prometheus.io/docs/instrumenting/clientlibs) [![Prometheus Third Party Exporters](){: style="width:7%"}](https://prometheus.io/docs/instrumenting/exporters) [![prometheus.io: Writing Exporters](){: style="width:7%"}](https://prometheus.io/docs/instrumenting/writing_exporters) [![prometheus.io: Comparison to Alternatives 🌟](){: style="width:7%"}](https://prometheus.io/docs/introduction/comparison) [![prometheus.io: Getting Started](){: style="width:7%"}](https://prometheus.io/docs/prometheus/latest/getting_started) [![prometheus.io: Installarion](){: style="width:7%"}](https://prometheus.io/docs/prometheus/latest/installation) [![None](){: style="width:7%"}](https://prometheus.io/docs/prometheus/latest/querying/basics) [![**Prometheus TSDB**](){: style="width:7%"}](https://prometheus.io/docs/prometheus/latest/storage) [![prometheus.io/download/](){: style="width:7%"}](https://prometheus.io/download) [![Promitor 🌟](){: style="width:7%"}](https://promitor.io) [![promlabs.com: Avoid These 6 Mistakes When Getting Started With Prometheus](){: style="width:7%"}](https://promlabs.com/blog/2022/12/11/avoid-these-6-mistakes-when-getting-started-with-prometheus)

+[![promlens.com 🌟](){: style="width:7%"}](https://promlens.com) [![PromTools: SLOs with Prometheus 🌟](){: style="width:7%"}](https://promtools.dev) [![None](){: style="width:7%"}](https://proteon.com/2018/10/18/openshift-in-a-world-of-kubernetes-as-a-service) [![pub.towardsai.net: Class and Objects in Python with Examples](){: style="width:7%"}](https://pub.towardsai.net/class-and-objects-in-python-with-examples-591c6ca95ee6) [![pub.towardsai.net: OPs Concept in Python](){: style="width:7%"}](https://pub.towardsai.net/oops-concept-in-python-b5f5833d57db) [![pub.towardsai.net: Python: Zero to Hero with Examples](){: style="width:7%"}](https://pub.towardsai.net/python-zero-to-hero-with-examples-c7a5dedb968b) [![pub.towardsai.net: Deep Dive into Event-Driven architecture | Gul Ershad](){: style="width:7%"}](https://pub.towardsai.net/software-engineering-baa4e7a8015c) [![pub.towardsai.net: Step-by-Step Design of Enhanced Entity-Relationship (EER)' in MySQL](){: style="width:7%"}](https://pub.towardsai.net/step-by-step-design-of-enhanced-entity-relationship-eer-in-mysql-1e0f8b9fe5d4) [![pub.towardsai.net: Why Map(), Filter() And Reduce() Functions are so Famous?](){: style="width:7%"}](https://pub.towardsai.net/why-map-filter-and-reduce-functions-are-so-famous-4c8e42fd0755) [![Public APIs Directory](){: style="width:7%"}](https://publicapis.io) [![None](){: style="width:7%"}](https://publications.opengroup.org)

+[![pulpproject.org](){: style="width:7%"}](https://pulpproject.org) [![Apache Pulsar](){: style="width:7%"}](https://pulsar.apache.org) [![PulseMCP](){: style="width:7%"}](https://pulsemcp.com) [![State of DevOps Reports](){: style="width:7%"}](https://puppet.com/resources/?refinementList%5Btype%5D%5B0%5D=Report&page=1&configure%5BhitsPerPage%5D=18) [![None](){: style="width:7%"}](https://puppet.com/resources/report/2015-state-devops-report) [![2020 DevOps Salary Report](){: style="width:7%"}](https://puppet.com/resources/report/2020-devops-salary-report) [![2020 State of DevOps Report](){: style="width:7%"}](https://puppet.com/resources/report/2020-state-of-devops-report) [![puppet.com: The 2021 State of DevOps Report is here! 🌟](){: style="width:7%"}](https://puppet.com/resources/report/2021-state-of-devops-report) [![2021 Gartner Report Top Trends Infra & Operations](){: style="width:7%"}](https://puppet.com/resources/report/gartner-report-top-trends-impacting-infrastructure-and-operations-for-2021) [![purnapoudel.blogspot.com: How to Configure PostgreSQL with SSL/TLS support on Kubernetes](){: style="width:7%"}](https://purnapoudel.blogspot.com/2018/09/how-to-configure-postgresql-with-ssl-tls-on-kubernetes.html) [![purushothamkdr453.medium.com: Event driven autoscaling in kubernetes using' KEDA](){: style="width:7%"}](https://purushothamkdr453.medium.com/event-driven-autoscaling-in-kubernetes-using-keda-a0c16a383619)

+[![pushbuildtestdeploy.com/jenkins-on-kubernetes-building-docker-images 🌟](){: style="width:7%"}](https://pushbuildtestdeploy.com/jenkins-on-kubernetes-building-docker-images) [![px.dev: Pixie](){: style="width:7%"}](https://px.dev) [![None](){: style="width:7%"}](https://pygithub.readthedocs.io) [![Python 3 standard library Module of the Week, Doug Hellmann](){: style="width:7%"}](https://pymotw.com) [![Python 2 standard library Module of the Week, Doug Hellmann](){: style="width:7%"}](https://pymotw.com/2) [![pypi.org/project/airflow-provider-mlflow](){: style="width:7%"}](https://pypi.org/project/airflow-provider-mlflow) [![pypi.org: ansible-navigator 🌟](){: style="width:7%"}](https://pypi.org/project/ansible-navigator) [![ec2-ssh-yplan: A pair of command line utilities for finding and SSH-ing into your Amazon EC2 instances by tag (such as β€˜Name’)](){: style="width:7%"}](https://pypi.org/project/ec2-ssh-yplan) [![http-sfv: HTTP Structured Field Values in Python](){: style="width:7%"}](https://pypi.org/project/http-sfv) [![pypi.org/project/latexify-py](){: style="width:7%"}](https://pypi.org/project/latexify-py) [![PandasDatabase is a RESTful database engine application built on top of Pandas](){: style="width:7%"}](https://pypi.org/project/pddb)

+[![None](){: style="width:7%"}](https://pypi.org/project/strimzi-kafka-cli) [![ec2-ssh-yplan: A pair of command line utilities for finding and SSH-ing' into your Amazon EC2 instances by tag (such as β€˜Name’)](){: style="width:7%"}](https://pypi.python.org/pypi/ec2-ssh-yplan) [![gabbi - Declarative HTTP testing library pypi](){: style="width:7%"}](https://pypi.python.org/pypi/gabbi) [![PandasDatabase is a RESTful database engine application built on top of Pandas](){: style="width:7%"}](https://pypi.python.org/pypi/pddb) [![python.plainenglish.io: 15 GitHub Repos That Every Developers Must Bookmark' Right Now](){: style="width:7%"}](https://python.plainenglish.io/15-github-repos-that-every-developers-must-bookmark-right-now-eee01db63977) [![==python.plainenglish.io: How to Perform Read and Write Operations on JSON' Files in Python==](){: style="width:7%"}](https://python.plainenglish.io/how-to-perform-read-and-write-operations-on-json-files-in-python-a5bac724320d) [![python.plainenglish.io: It’s Time to Say Goodbye to These Obsolete Python' Libraries 🌟](){: style="width:7%"}](https://python.plainenglish.io/its-time-to-say-goodbye-to-these-obsolete-python-libraries-7c02aa77d84a) [![python.plainenglish.io: 12 Python Snippets That Will Boost Your Productivity](){: style="width:7%"}](https://python.plainenglish.io/python-snippets-7e8dcbeae26e) [![python.plainenglish.io: REST: A Quick Guide to Building Scalable and Flexible' Systems Using HTTP](){: style="width:7%"}](https://python.plainenglish.io/rest-a-quick-guide-to-building-scalable-and-flexible-systems-using-http-62154841eefd) [![python.plainenglish.io: Special Methods Will Change How You Write Classes' in Python](){: style="width:7%"}](https://python.plainenglish.io/special-methods-that-will-change-how-you-build-classes-in-python-cd0226b52eb6) [![python.plainenglish.io: The Ultimate Python Cheat Sheet | Muhammad Umair](){: style="width:7%"}](https://python.plainenglish.io/ultimate-python-cheat-sheet-f2930e08669c)

+[![python.plainenglish.io: Who Writes Better Code: GitHub CoPilot or GPT-3?](){: style="width:7%"}](https://python.plainenglish.io/who-writes-better-code-github-copilot-or-gpt-3-9e7441650c9b) [![mockapy](){: style="width:7%"}](https://pythonium.net/mockapy) [![pythonsimplified.com: How to schedule Python scripts using schedule library](){: style="width:7%"}](https://pythonsimplified.com/how-to-schedule-python-scripts-using-schedule-library) [![pythonspeed.com: Docker BuildKit: faster builds, new features, and now it’s stable](){: style="width:7%"}](https://pythonspeed.com/articles/docker-buildkit) [![pythonspeed.com: Docker can slow down your code and distort your benchmarks](){: style="width:7%"}](https://pythonspeed.com/articles/docker-performance-overhead) [![Broken by default: why you should avoid most Dockerfile example 🌟](){: style="width:7%"}](https://pythonspeed.com/articles/dockerizing-python-is-hard) [![β€œLet’s use Kubernetes!” Now you have 8 problems](){: style="width:7%"}](https://pythonspeed.com/articles/dont-need-kubernetes) [![pythonspeed.com: Building Docker images on GitLab CI: Docker-in-Docker and Podman 🌟](){: style="width:7%"}](https://pythonspeed.com/articles/gitlab-build-docker-image) [![pythonspeed.com: Processing large JSON files in Python without running out of memory](){: style="width:7%"}](https://pythonspeed.com/articles/json-memory-streaming) [![pythonspeed.com: Using Podman with BuildKit, the better Docker image builder 🌟](){: style="width:7%"}](https://pythonspeed.com/articles/podman-buildkit) [![pythonspeed.com: The worst so-called β€œbest practice” for Docker](){: style="width:7%"}](https://pythonspeed.com/articles/security-updates-in-docker)

+[![pythonspeed.com: Please stop writing shell scripts](){: style="width:7%"}](https://pythonspeed.com/articles/shell-scripts) [![pyvideo.org](){: style="width:7%"}](https://pyvideo.org) [![Managing the Cloud with a Few Lines of Python (EuroPython 2014)](){: style="width:7%"}](https://pyvideo.org/video/2987/managing-the-cloud-with-a-few-lines-of-python) [![Don't Make Us Say We Told You So: virtualenv for New Pythonistas](){: style="width:7%"}](https://pyvideo.org/video/3460/dont-make-us-say-we-told-you-so-virtualenv-for) [![qainsights.com: Deploy JMeter on AWS using Terraform](){: style="width:7%"}](https://qainsights.com/deploy-jmeter-on-aws-using-terraform) [![qautomation.blog: Power Full Load Testing Tool : Gatling](){: style="width:7%"}](https://qautomation.blog/2019/05/03/power-full-load-testing-tool-gatling) [![qautomation.blog: How to run selenium script in JMeter](){: style="width:7%"}](https://qautomation.blog/2019/05/07/how-to-run-selenium-script-in-jmeter) [![qdnqn.com: Kubernetes objects from Go to YAML using Cdk8s](){: style="width:7%"}](https://qdnqn.com/create-kubernetes-yaml-definitions-using-go-and-cdk8s) [![qdnqn.com: Creating Kubernetes operator using Kubebuilder](){: style="width:7%"}](https://qdnqn.com/creating-kubernetes-operator-using-kubebuilder) [![qlinh.com: Leveraging Kubernetes audit logs for threat detection](){: style="width:7%"}](https://qlinh.com/infosec/2020/09/30/threat-detection-with-kubernetes-audit-logs.html) [![quandarycg.com: Everything You Need To Know About System Integration (And' IPaaS) 🌟](){: style="width:7%"}](https://quandarycg.com/everything-you-need-to-know-about-integrations)

+[![quarkus.io](){: style="width:7%"}](https://quarkus.io) [![quarkus.io: VCStream: a new messaging platform for DECATHLON’s Value Chain, built on Quarkus](){: style="width:7%"}](https://quarkus.io/blog/decathlon-user-story) [![quarkus.io: Quarkus support in IDE's](){: style="width:7%"}](https://quarkus.io/blog/march-of-ides) [![quarkus.io: Quarkus for Spring Developers](){: style="width:7%"}](https://quarkus.io/blog/quarkus-for-spring-developers) [![Quarkus - Dev UI 🌟](){: style="width:7%"}](https://quarkus.io/guides/dev-ui) [![Quay.io](){: style="width:7%"}](https://quay.io) [![QuickRef.ME - Quick Reference Cheat Sheets](){: style="width:7%"}](https://quickref.me/index.html) [![qvault.io: How to Restart All Pods in a Kubernetes Namespace](){: style="width:7%"}](https://qvault.io/2020/10/26/how-to-restart-all-pods-in-a-kubernetes-namespace) [![raesene.github.io: Let's talk about Kubernetes on the Internet](){: style="width:7%"}](https://raesene.github.io/blog/2022/07/03/lets-talk-about-kubernetes-on-the-internet) [![raesene.github.io: Auditing RBAC - Redux](){: style="width:7%"}](https://raesene.github.io/blog/2022/08/14/auditing-rbac-redux) [![rafay.co: Helm Chart Hooks Tutorial](){: style="width:7%"}](https://rafay.co/ai-and-cloud-native-blog/helm-chart-hooks-tutorial)

+[![rafay.co: Helm Chart Hooks Tutorial](){: style="width:7%"}](https://rafay.co/the-kubernetes-current/helm-chart-hooks-tutorial) [![The Raft Consensus Algorithm 🌟](){: style="width:7%"}](https://raft.github.io) [![rahulbhatia1998.medium.com: Designing A Multi-Region Kubernetes Cluster' For Disaster Recovery On AWS EKS](){: style="width:7%"}](https://rahulbhatia1998.medium.com/designing-a-multi-region-kubernetes-cluster-for-disaster-recovery-on-aws-eks-0a0a98ad5854) [![rahulh123.medium.com: Choosing the Right Architecture: Monolithic vs. Microservices' β€” Analyzing Requirements for Success](){: style="width:7%"}](https://rahulh123.medium.com/choosing-the-right-architecture-monolithic-vs-microservices-analyzing-requirements-for-success-70d681f6a1d0) [![rajansahu713.medium.com: Hands-On Guide to Restful API using Flask Python](){: style="width:7%"}](https://rajansahu713.medium.com/hands-on-guide-to-restful-api-using-flask-python-16270f866ffe) [![rajivsharma-2205.medium.com: Demystify how traffic reaches directly to pod' on using alb.ingress.kubernetes.io/target-type: ip](){: style="width:7%"}](https://rajivsharma-2205.medium.com/demystify-how-traffic-reaches-directly-to-pod-on-using-alb-ingress-kubernetes-io-target-type-ip-f2d1be346b46) [![rakhesh.com: Graph cmdlets and Azure AD App Registrations](){: style="width:7%"}](https://rakhesh.com/azure/graph-cmdlets-and-azure-ad-app-registrations) [![==ramansharma.substack.com: Containers are not just for Kubernetes==](){: style="width:7%"}](https://ramansharma.substack.com/p/containers-are-not-just-for-kubernetes-fa330653cbbd) [![@ramitsurana' Awesome Kubernetes](){: style="width:7%"}](https://ramitsurana.github.io/awesome-kubernetes) [![rancher.com](){: style="width:7%"}](https://rancher.com) [![rancher.com: Announcing Harvester: Open Source Hyperconverged Infrastructure' (HCI) Software](){: style="width:7%"}](https://rancher.com/blog/2020/announcing-harvester-open-source-hyperconverged-infrastructure-software)

+[![Announcing **Hosted Rancher** with Rancher 2.4 🌟](){: style="width:7%"}](https://rancher.com/blog/2020/announcing-hosted-rancher) [![rancher.com/blog: Deploy Kubernetes Clusters on Microsoft Azure with Rancher](){: style="width:7%"}](https://rancher.com/blog/2020/build-kubernetes-clusters-on-azure) [![rancher.com: Custom alerts using Prometheus queries](){: style="width:7%"}](https://rancher.com/blog/2020/custom-monitoring) [![Deploy a Rancher Cluster with GitLab CI and Terraform](){: style="width:7%"}](https://rancher.com/blog/2020/deploy-with-gitlab-ci) [![rancher.com: Disaster Recovery Preparedness for Your Kubernetes Clusters' 🌟](){: style="width:7%"}](https://rancher.com/blog/2020/disaster-recovery-preparedness-kubernetes-clusters) [![rancher.com: Driving Kubernetes Adoption in Finance with Rancher](){: style="width:7%"}](https://rancher.com/blog/2020/driving-kubernetes-adoption-finance-rancher) [![Faster Kubernetes Development with Rancher, DevSpace and Loft](){: style="width:7%"}](https://rancher.com/blog/2020/faster-kubernetes-development-rancher-devspace-loft) [![**Fleet** Management for kubernetes](){: style="width:7%"}](https://rancher.com/blog/2020/fleet-management-kubernetes) [![rancher.com: Gain Better Visibility into Kubernetes Cost Allocation](){: style="width:7%"}](https://rancher.com/blog/2020/gain-better-visibility-kubernetes-cost-allocation) [![rancher.com: Create Reproducible Security in Kubernetes with Helm 3 and' Helm Charts](){: style="width:7%"}](https://rancher.com/blog/2020/helm-security) [![rancher.com: Using Hybrid and Multi-Cloud Service Mesh Based Applications' for Distributed Deployments](){: style="width:7%"}](https://rancher.com/blog/2020/hybrid-multi-cloud-service-mesh-based-applications-distributed-deployments)

+[![rancher.com: Set up Your K3s Cluster for High Availability](){: style="width:7%"}](https://rancher.com/blog/2020/k3s-high-availability) [![Longhorn Simplifies Distributed Block Storage in Kubernetes](){: style="width:7%"}](https://rancher.com/blog/2020/longhorn-container-storage) [![Monitor Etcd with Prometheus and Grafana using Rancher](){: style="width:7%"}](https://rancher.com/blog/2020/monitor-etcd-prometheus-grafana-rancher) [![Multi-Cluster Vulnerability Scanning with Alcide and Rancher](){: style="width:7%"}](https://rancher.com/blog/2020/multi-cluster-vulnerability-scanning-alcide-rancher) [![rancher.com: The No. 1 Rule of Disaster Recovery](){: style="width:7%"}](https://rancher.com/blog/2020/number-one-rule-disaster-recovery) [![rancher.com: Enhancing Kubernetes Security with Pod Security Policies, Part' 1](){: style="width:7%"}](https://rancher.com/blog/2020/pod-security-policies-part-1) [![rancher.com: Enhancing Kubernetes Security with Pod Security Policies, Part' 2](){: style="width:7%"}](https://rancher.com/blog/2020/pod-security-policies-part-2) [![rancher.com: Rancher 2.5 Delivers On "Computing Everywhere" Strategy](){: style="width:7%"}](https://rancher.com/blog/2020/rancher-2-5-delivers-computing-everwhere-strategy) [![Run Rancher 2.4 in Azure with K3s and MySQL](){: style="width:7%"}](https://rancher.com/blog/2020/run-rancher-k3s-mysql) [![rancher.com: Set up K3s in High Availability using k3d](){: style="width:7%"}](https://rancher.com/blog/2020/set-up-k3s-high-availability-using-k3d) [![rancher: Speed Up Development with Automated Kubernetes Deployments](){: style="width:7%"}](https://rancher.com/blog/2020/speed-development-automated-kubernetes-deployments)

+[![rancher.com/blog: Stateful Kubernetes Workloads on vSphere with RKE](){: style="width:7%"}](https://rancher.com/blog/2020/stateful-kubernetes-workloads) [![Upgrade Your K3s Clusters Smoothly in Rancher 2.4](){: style="width:7%"}](https://rancher.com/blog/2020/upgrade-your-k3s-cluster) [![rancher.com: What is Cloud-Native Storage?](){: style="width:7%"}](https://rancher.com/blog/2020/what-is-cloud-native-storage) [![None](){: style="width:7%"}](https://rancher.com/blog/2020/yugabyte) [![**Rancher 2**](){: style="width:7%"}](https://rancher.com/docs/rancher/v2.x/en) [![rancher.com: Container Network Interface (CNI) Providers](){: style="width:7%"}](https://rancher.com/docs/rancher/v2.x/en/faq/networking/cni-providers) [![Rancher Logging Operator 🌟](){: style="width:7%"}](https://rancher.com/docs/rancher/v2.x/en/logging/v2.5) [![**Rancher 2 RKE**](){: style="width:7%"}](https://rancher.com/products/rke) [![rancher.com: The Three Pillars of Kubernetes Container Orchestration 🌟](){: style="width:7%"}](https://rancher.com/three-pillars-kubernetes-container-orchestration) [![rancherdesktop.io](){: style="width:7%"}](https://rancherdesktop.io) [![Rapid API:](){: style="width:7%"}](https://rapidapi.com)

+[![API Marketplace vs API Gateway (What’s the Difference?)](){: style="width:7%"}](https://rapidapi.com/blog/api-marketplace-vs-api-gateway-whats-the-difference) [![None](){: style="width:7%"}](https://rapidapi.com/blog/api-vs-microservices-whats-the-differences) [![rapidapi.com/collection/car-api](){: style="width:7%"}](https://rapidapi.com/collection/car-api) [![rapidapi.com:What is OAuth2.0?](){: style="width:7%"}](https://rapidapi.com/guides/oath2-0) [![raygun.com: The 10 best DevOps tools for 2020](){: style="width:7%"}](https://raygun.com/blog/best-devops-tools) [![rbac.dev 🌟🌟🌟](){: style="width:7%"}](https://rbac.dev) [![rcarrata.com](){: style="width:7%"}](https://rcarrata.com) [![rcarrata.com: Network Observability Deep Dive in Kubernetes with NetObserv' Operator](){: style="width:7%"}](https://rcarrata.com/observability/netobserv-1) [![rcarrata.com: Network Observability Deep Dive in Kubernetes with NetObserv Operator](){: style="width:7%"}](https://rcarrata.github.io/observability/netobserv-1) [![rcarrata.github.io: Regenerating Kubeconfig for system:admin user in OpenShift clusters](){: style="width:7%"}](https://rcarrata.github.io/openshift/regenerate-kubeconfig) [![Rclone 🌟🌟🌟](){: style="width:7%"}](https://rclone.org)

+[![rcls.medium.com: Stop calling yourselves DevOps engineers](){: style="width:7%"}](https://rcls.medium.com/stop-calling-yourselves-devops-engineers-f9dfec382d0d) [![Serverless: The Future of Software Architecture?](){: style="width:7%"}](https://read.acloud.guru/serverless-the-future-of-software-architecture-d4473ffed864) [![readme.so](){: style="width:7%"}](https://readme.so) [![Readwise](){: style="width:7%"}](https://readwise.io) [![readwrite.com: Tech for Programmers in 2022: The Good, The Bad, and The' Ugly](){: style="width:7%"}](https://readwrite.com/tech-for-programmers-in-2022-the-good-the-bad-and-the-ugly) [![realpython.com](){: style="width:7%"}](https://realpython.com) [![realpython.com: Advanced Git Tips for Python Developers 🌟](){: style="width:7%"}](https://realpython.com/advanced-git-for-pythonistas) [![realpython.com: Advanced Visual Studio Code for Python Developers](){: style="width:7%"}](https://realpython.com/advanced-visual-studio-code-python) [![realpython.com: Deploying a Django App to AWS Elastic Beanstalk](){: style="width:7%"}](https://realpython.com/blog/python/deploying-a-django-app-to-aws-elastic-beanstalk) [![realpython.com: Development and Deployment of Cookiecutter-Django via Docker](){: style="width:7%"}](https://realpython.com/blog/python/development-and-deployment-of-cookiecutter-django-via-docker) [![realpython.com: Django Development With Docker Compose and Machine](){: style="width:7%"}](https://realpython.com/blog/python/django-development-with-docker-compose-and-machine)

+[![realpython.com: Fun With Django's New Postgres Features](){: style="width:7%"}](https://realpython.com/blog/python/fun-with-djangos-new-postgres-features) [![realpython.com: Discover Flask, Part 1 - Setting Up a Static Site](){: style="width:7%"}](https://realpython.com/blog/python/introduction-to-flask-part-1-setting-up-a-static-site) [![realpython.com: Building Lists With Python's .append()](){: style="width:7%"}](https://realpython.com/courses/building-lists-with-python-append) [![realpython.com: Functional Programming in Python](){: style="width:7%"}](https://realpython.com/courses/functional-programming-python) [![realpython.com: How to Write Pythonic Loops](){: style="width:7%"}](https://realpython.com/courses/how-to-write-pythonic-loops) [![realpython.com: How to Get a List of All Files in a Directory With Python](){: style="width:7%"}](https://realpython.com/get-all-files-in-directory-python) [![realpython.com: An Intro to Threading in Python](){: style="width:7%"}](https://realpython.com/intro-to-python-threading) [![realpython.com/learning-paths: Python Learning Paths 🌟🌟🌟](){: style="width:7%"}](https://realpython.com/learning-paths) [![realpython.com: Development and Deployment of Cookiecutter-Django via Docker](){: style="width:7%"}](https://realpython.com/learning-paths/django-web-development) [![realpython.com: Discover Flask, Part 1 - Setting Up a Static Site](){: style="width:7%"}](https://realpython.com/learning-paths/flask-by-example) [![realpython.com: Machine Learning With Python 🌟🌟🌟](){: style="width:7%"}](https://realpython.com/learning-paths/machine-learning-python)

+[![realpython.com: Evaluate Expressions Dynamically With Python eval() (Overview)](){: style="width:7%"}](https://realpython.com/lessons/python-eval-overview) [![realpython.com/pdf-python](){: style="width:7%"}](https://realpython.com/pdf-python) [![realpython.com: Python Development in Visual Studio Code](){: style="width:7%"}](https://realpython.com/python-development-visual-studio-code) [![realpython.com: Python Microservices With gRPC 🌟](){: style="width:7%"}](https://realpython.com/python-microservices-grpc) [![realpython.com: YAML: The Missing Battery in Python](){: style="width:7%"}](https://realpython.com/python-yaml) [![realpython.com: Splitting, Concatenating, and Joining Strings in Python Quiz](){: style="width:7%"}](https://realpython.com/quizzes/python-split-strings) [![realpython.com: Python Machine Learning Tutorials 🌟🌟](){: style="width:7%"}](https://realpython.com/tutorials/machine-learning) [![realpython.com: Evaluate Expressions Dynamically With Python eval() (Overview)](){: style="width:7%"}](https://realpython.com/videos/python-eval-overview) [![None](){: style="width:7%"}](https://recipes.rbac.dev) [![reconshell.com: Kubei – Kubernetes Runtime Vulnerabilities Scanner 🌟](){: style="width:7%"}](https://reconshell.com/kubei-kubernetes-runtime-vulnerabilities-scanner) [![recruit crm](){: style="width:7%"}](https://recruitcrm.io)

+[![Example](){: style="width:7%"}](https://redhat-connect.gitbook.io/certified-operator-guide) [![Using Third Party Network Operators with OpenShift](){: style="width:7%"}](https://redhat-connect.gitbook.io/certified-operator-guide/appendix/using-third-party-network-operators-with-openshift) [![redhat-cop.github.io: Best practices for migrating from OpenShift Container Platform 3 to 4 🌟](){: style="width:7%"}](https://redhat-cop.github.io/openshift-migration-best-practices) [![redhat-developer-demos.github.io/knative-tutorial](){: style="width:7%"}](https://redhat-developer-demos.github.io/knative-tutorial) [![openshift-pipelines-workshop](){: style="width:7%"}](https://redhat-developer-demos.github.io/openshift-pipelines-workshop) [![redhat-scholars.github.io: Welcome to OpenShift Serverless Logic Tutorial](){: style="width:7%"}](https://redhat-scholars.github.io/serverless-workflow/osl/index.html) [![Why Red Hat is investing in CRI-O and Podman](){: style="width:7%"}](https://redhat.com/en/blog/why-red-hat-investing-cri-o-and-podman) [![redhatdemocentral.gitlab.io](){: style="width:7%"}](https://redhatdemocentral.gitlab.io) [![Portfolio Architecture Tooling](){: style="width:7%"}](https://redhatdemocentral.gitlab.io/portfolio-architecture-tooling) [![Portfolio Architecture WorkShops 🌟](){: style="width:7%"}](https://redhatdemocentral.gitlab.io/portfolio-architecture-workshops) [![redhatgov.io](){: style="width:7%"}](https://redhatgov.io)

+[![redis.com: Microservice Architecture Key Concepts](){: style="width:7%"}](https://redis.com/blog/microservice-architecture-key-concepts) [![Redis](){: style="width:7%"}](https://redis.io) [![redis.com: Microservice Architecture Key Concepts](){: style="width:7%"}](https://redis.io/blog/microservice-architecture-key-concepts) [![Redis Pub/sub](){: style="width:7%"}](https://redis.io/docs/latest/develop) [![Redis Pub/sub](){: style="width:7%"}](https://redis.io/topics/pubsub) [![redkubes.com: 10 Kubernetes Security Risks & Best Practices](){: style="width:7%"}](https://redkubes.com/10-kubernetes-security-risks-best-practices) [![redkubes.com: DIY Kubernetes-based platform building – part 3](){: style="width:7%"}](https://redkubes.com/diy-kubernetes-based-platform-building-part-3) [![Microsoft Replacing Visual Studio Team Services with Azure DevOps](){: style="width:7%"}](https://redmondmag.com/articles/2018/09/10/microsoft-replacing-vsts-with-azure-devops.aspx) [![==redpill-solutions.medium.com: Deploying to Kubernetes with GitLab==](){: style="width:7%"}](https://redpill-solutions.medium.com/deploying-to-kubernetes-with-gitlab-28c2f1a42e57) [![refactoring.guru: Design Patterns](){: style="width:7%"}](https://refactoring.guru/design-patterns) [![refactoring.guru: Design Patterns Go](){: style="width:7%"}](https://refactoring.guru/design-patterns/go)

+[![refactoring.guru: Design Patterns Java](){: style="width:7%"}](https://refactoring.guru/design-patterns/java) [![refactoring.guru: Design Patterns Python](){: style="width:7%"}](https://refactoring.guru/design-patterns/python) [![A Complete Guide to Kubectl exec](){: style="width:7%"}](https://refine.dev/blog/kubectl-exec-command) [![reflectoring.io: Feature Flags with Spring Boot](){: style="width:7%"}](https://reflectoring.io/spring-boot-feature-flags) [![reflectoring.io: When Should I Use Project Lombok?](){: style="width:7%"}](https://reflectoring.io/when-to-use-lombok) [![KIE Server](){: style="width:7%"}](https://registry.hub.docker.com/r/jboss/kie-server) [![None](){: style="width:7%"}](https://registry.k8s.io) [![Terraform Registry - registry.terraform.io: Terraform Providers and Modules 🌟](){: style="width:7%"}](https://registry.terraform.io) [![registry.terraform.io/modules/Azure/avm-ptn-alz: ALZ Terraform Module](){: style="width:7%"}](https://registry.terraform.io/modules/Azure/avm-ptn-alz) [![registry.terraform.io/modules/Azure/lz-vending](){: style="width:7%"}](https://registry.terraform.io/modules/Azure/lz-vending) [![terraform.io: Cloud Adoption Framework for Azure - Terraform module](){: style="width:7%"}](https://registry.terraform.io/modules/aztfmod/caf/azurerm/latest)

+[![registry.terraform.io: Terraform Azure Resources 🌟](){: style="width:7%"}](https://registry.terraform.io/modules/azurerm/resources/azure/latest) [![registry.terraform.io/modules/hlokensgard/rbac-administrator](){: style="width:7%"}](https://registry.terraform.io/modules/hlokensgard/rbac-administrator/azure/latest) [![Terraform Azure Resource IPAM Module](){: style="width:7%"}](https://registry.terraform.io/modules/hlokensgard/res-ipam/azure/latest) [![registry.terraform.io/modules: azure-terraformer - azuredevops provider](){: style="width:7%"}](https://registry.terraform.io/modules/markti/azure-terraformer/azuredevops) [![registry.terraform.io/modules/markti/github-runner](){: style="width:7%"}](https://registry.terraform.io/modules/markti/github-runner/azurerm) [![registry.terraform.io/modules/zenml-io/zenml-stack](){: style="width:7%"}](https://registry.terraform.io/modules/zenml-io/zenml-stack) [![registry.terraform.io: octopusdeploy Provider](){: style="width:7%"}](https://registry.terraform.io/providers/OctopusDeployLabs/octopusdeploylatest/docs) [![registry.terraform.io: Data Source: azurerm_ip_groups (new)](){: style="width:7%"}](https://registry.terraform.io/providers/hashicorp/Azurerm/latest/docs/data-sources/ip_groups) [![awscc](){: style="width:7%"}](https://registry.terraform.io/providers/hashicorp/awscc/latest) [![Terraform Kubernetes Provider](){: style="width:7%"}](https://registry.terraform.io/providers/hashicorp/kubernetes/latest/docs) [![rejupillai.com: Let’s Encrypt the Web (for free)](){: style="width:7%"}](https://rejupillai.com/index.php/2021/03/06/configure-tls-on-gke-ingress-for-free-with-lets-encrypt)

+[![Relay](){: style="width:7%"}](https://relay.sh) [![releasehub.com: 6 Docker Compose Best Practices for Dev and Prod](){: style="width:7%"}](https://release.com/blog/6-docker-compose-best-practices-for-dev-and-prod) [![releasehub.com: Cutting Build Time In Half with Docker’s Buildx Kubernetes Driver](){: style="width:7%"}](https://release.com/blog/cutting-build-time-in-half-docker-buildx-kubernetes) [![releasehub.com: Kubernetes Health Checks - 2 Ways to Improve Stability in Your Production Applications](){: style="width:7%"}](https://release.com/blog/kubernetes-health-checks-2-ways-to-improve-stability) [![releasehub.com: Terraform Kubernetes Deployment: A Detailed Walkthrough](){: style="width:7%"}](https://release.com/blog/terraform-kubernetes-deployment-a-detailed-walkthrough) [![releasehub.com: 6 Docker Compose Best Practices for Dev and Prod](){: style="width:7%"}](https://releasehub.com/blog/6-docker-compose-best-practices-for-dev-and-prod) [![releasehub.com: Cutting Build Time In Half with Docker’s Buildx Kubernetes' Driver](){: style="width:7%"}](https://releasehub.com/blog/cutting-build-time-in-half-docker-buildx-kubernetes) [![releasehub.com: Kubernetes Health Checks - 2 Ways to Improve Stability in' Your Production Applications](){: style="width:7%"}](https://releasehub.com/blog/kubernetes-health-checks-2-ways-to-improve-stability) [![releasehub.com: Terraform Kubernetes Deployment: A Detailed Walkthrough](){: style="width:7%"}](https://releasehub.com/blog/terraform-kubernetes-deployment-a-detailed-walkthrough) [![releaseops.io: Scaling Kubernetes Deployments in AWS with Container Insights' Metrics](){: style="width:7%"}](https://releaseops.io/blog/scaling-kubernetes-deployments-in-aws-with-container-insights-metrics) [![kubedev 🌟](){: style="width:7%"}](https://relferreira.github.io/kubedev)

+[![relnotes.k8s.io: Kubernetes Release Notes](){: style="width:7%"}](https://relnotes.k8s.io) [![relocate.me](){: style="width:7%"}](https://relocate.me) [![remoteone](){: style="width:7%"}](https://remote.one) [![renjithvr11.medium.com: Running GitLab Runners on Kubernetes](){: style="width:7%"}](https://renjithvr11.medium.com/running-gitlab-runners-on-kubernetes-8e7fc9bf75ce) [![Repl.it](){: style="width:7%"}](https://repl.it) [![Repl.it](){: style="width:7%"}](https://replit.com) [![GH repos: repo.new](){: style="width:7%"}](https://repo.new) [![AWS Forums](){: style="width:7%"}](https://repost.aws) [![How can I troubleshoot errors using the AWS CLI to manage my service quota requests?](){: style="width:7%"}](https://repost.aws/es/knowledge-center/troubleshoot-service-quotas-cli-commands) [![How do I transfer a domain to AWS from another registrar?](){: style="width:7%"}](https://repost.aws/knowledge-center) [![How do I create and activate a new Amazon Web Services account?](){: style="width:7%"}](https://repost.aws/knowledge-center/create-and-activate-aws-account)

+[![repost.aws: How do I plan an upgrade strategy for an Amazon EKS cluster?](){: style="width:7%"}](https://repost.aws/knowledge-center/eks-plan-upgrade-cluster) [![Dapper](){: style="width:7%"}](https://research.google/pubs/dapper-a-large-scale-distributed-systems-tracing-infrastructure) [![Dapper](){: style="width:7%"}](https://research.google/pubs/pub36356) [![==research.nccgroup.com: Detection Engineering for Kubernetes clusters==](){: style="width:7%"}](https://research.nccgroup.com/2021/11/10/detection-engineering-for-kubernetes-clusters) [![==research.nccgroup.com: 10 real-world stories of how we’ve compromised' CI/CD pipelines==](){: style="width:7%"}](https://research.nccgroup.com/2022/01/13/10-real-world-stories-of-how-weve-compromised-ci-cd-pipelines) [![==resources.github.com: What is GitHub Actions? How automation & CI/CD work' on GitHub (whitepaper/pdf)==](){: style="width:7%"}](https://resources.github.com/devops/tools/automation/actions) [![resources.whitesourcesoftware.com: Kubernetes Security Best Practices 🌟](){: style="width:7%"}](https://resources.whitesourcesoftware.com/blog-whitesource/kubernetes-security) [![**Restic**](){: style="width:7%"}](https://restic.net) [![The remote job guide: job search & productivity working from home](){: style="width:7%"}](https://resume.io/blog) [![The remote job guide: job search & productivity working from home](){: style="width:7%"}](https://resume.io/blog/remote-job-guide) [![rethinkdb.com](){: style="width:7%"}](https://rethinkdb.com)

+[![None](){: style="width:7%"}](https://retina.sh) [![reviewnprep.com: DevOps Basics](){: style="width:7%"}](https://reviewnprep.com/blog/devops-basics) [![reviewnprep.com: DevOps Tool Primer: Docker, Kubernetes, Ansible](){: style="width:7%"}](https://reviewnprep.com/blog/devops-tool-comparison-docker-vs-kubernetes-vs-ansible) [![ServerlessHorrors: A Web Compiling Nightmares in the Serverless World](){: style="width:7%"}](https://revistacloud.com/serverlesshorrors-la-web-que-recoge-las-peores-pesadillas-del-mundo-serverless) [![rexegg.com: Regex Syntax Tricks](){: style="width:7%"}](https://rexegg.com/regex-tricks.html) [![Red Hat Enterprise Linux Blog. Tag: Varnish](){: style="width:7%"}](https://rhelblog.redhat.com/tag/varnish) [![rieckpil.de: Maven Setup For Testing Java Applications](){: style="width:7%"}](https://rieckpil.de/maven-setup-for-testing-java-applications) [![rigorousthemes.com: 10 Best Kubernetes Dashboard Alternatives 2022](){: style="width:7%"}](https://rigorousthemes.com/blog/best-kubernetes-dashboard-alternatives) [![A Distributed Tracing Adventure in Apache Beam](){: style="width:7%"}](https://rion.io/2020/07/04/a-distributed-tracing-adventure-in-apache-beam) [![riptutorial.com 🌟](){: style="width:7%"}](https://riptutorial.com) [![None](){: style="width:7%"}](https://riptutorial.com/ebook)

+[![riptutorial.com: Learning Jenkins](){: style="width:7%"}](https://riptutorial.com/ebook/jenkins) [![roadmap.sh](){: style="width:7%"}](https://roadmap.sh) [![roadmap.sh/ai: Generate roadmaps with AI](){: style="width:7%"}](https://roadmap.sh/ai) [![None](){: style="width:7%"}](https://roadmap.sh/devops) [![None](){: style="width:7%"}](https://roadmap.sh/kubernetes) [![roadmap.sh: MLOps roadmap](){: style="width:7%"}](https://roadmap.sh/r?id=65a112f2b8633950ffcf38b6) [![roadmap.sh/terraform 🌟](){: style="width:7%"}](https://roadmap.sh/terraform) [![robertmuth.blogspot.com: Better Bash Scripting in 15 Minutes](){: style="width:7%"}](https://robertmuth.blogspot.com/2012/08/better-bash-scripting-in-15-minutes.html) [![Robin](){: style="width:7%"}](https://robin.io) [![Hands-on GitOps with OneDev and Kubernetes](){: style="width:7%"}](https://robinshen.medium.com/hands-on-gitops-with-onedev-f05bd278f07c) [![Robot Framework 🌟](){: style="width:7%"}](https://robotframework.org)

+[![Aprende cómo distribuir mejor las responsabilidades con la Matriz RACI](){: style="width:7%"}](https://rockcontent.com/es/blog/matriz-raci) [![rockcontent.com: Conoce los principales tipos de consultoría en las que' tu negocio puede invertir para explotar su potencial](){: style="width:7%"}](https://rockcontent.com/es/blog/tipos-de-consultoria) [![Rocket Chat](){: style="width:7%"}](https://rocket.chat) [![rockset.com: Sequoia Capital: Why We Moved from Elasticsearch to Rockset](){: style="width:7%"}](https://rockset.com/blog/sequoia-capital-elasticsearch-to-rockset) [![rogerdudler.github.io: git - the simple guide 🌟](){: style="width:7%"}](https://rogerdudler.github.io/git-guide) [![rogerdudler.github.io: git cheat sheet pdf](){: style="width:7%"}](https://rogerdudler.github.io/git-guide/files/git_cheat_sheet.pdf) [![rogulski.it: Consume Kafka events with Knative service and FastAPI on kubernetes 🌟](){: style="width:7%"}](https://rogulski.it/blog/kafka-consumer-knative-fastapi) [![rollno748.medium.com: Load testing GCP Pub/Sub using JMeter](){: style="width:7%"}](https://rollno748.medium.com/load-testing-gcp-pub-sub-using-jmeter-9eff79440beb) [![rollout.io: CloudBees Rollout Tutorial: Feature Flagging in your React Native' App in 5 minutes](){: style="width:7%"}](https://rollout.io/blog/rollout-tutorial-feature-flagging-in-your-react-native-app-in-5-minutes) [![None](){: style="width:7%"}](https://rollout.io/wp-content/uploads/2018/11/Rising.The_.Flag_.Rollout-1.pdf) [![ronaknathani.com: How a Kubernetes Pod Gets an IP Address 🌟](){: style="width:7%"}](https://ronaknathani.com/blog/2020/08/how-a-kubernetes-pod-gets-an-ip-address)

+[![Rook](){: style="width:7%"}](https://rook.io) [![Rosen Charts: RSC Compatible D3 Charting Library](){: style="width:7%"}](https://rosencharts.com) [![routerhan.medium.com: Understanding Kubernetes Deployment β€” A Beginner’s' Guide](){: style="width:7%"}](https://routerhan.medium.com/understanding-kubernetes-deployment-a-beginners-guide-6723c19dbd57) [![rpadovani.com: How Kubernetes picks which pods to delete during scale-in](){: style="width:7%"}](https://rpadovani.com/k8s-algorithm-pick-pod-scale-in) [![rpadovani.com: How to make Terraform waiting for cloud-init to finish on EC2 without SSH](){: style="width:7%"}](https://rpadovani.com/terraform-cloudinit) [![rtfm.co.ua: Kubernetes: Cluster Cost Monitoring – Kubernetes Resource Report and Kubecost](){: style="width:7%"}](https://rtfm.co.ua/en/kubernetes-cluster-cost-monitoring-kubernetes-resource-report-and-kubecost) [![rtfm.co.ua: Prometheus: Kubernetes endpoints monitoring with blackbox-exporter](){: style="width:7%"}](https://rtfm.co.ua/en/prometheus-kubernetes-endpoints-monitoring-with-blackbox-exporter) [![rudderstack.com iPaaS](){: style="width:7%"}](https://rudderstack.com) [![RunsOn: Self-hosted GitHub Actions Runners in AWS](){: style="width:7%"}](https://runs-on.com) [![terrascan 🌟](){: style="width:7%"}](https://runterrascan.io) [![rutlandblog.com](){: style="width:7%"}](https://rutlandblog.com)

+[![ruudvanasseldonk.com: The yaml document from hell](){: style="width:7%"}](https://ruudvanasseldonk.com/2023/01/11/the-yaml-document-from-hell) [![None](){: style="width:7%"}](https://rvm.io) [![saahitya.hashnode.dev: Pod Disruption Budget(Pdb)](){: style="width:7%"}](https://saahitya.hashnode.dev/pod-disruption-budgetpdb) [![None](){: style="width:7%"}](https://sagikazarmark.hu/blog/vanity-import-paths-in-go) [![sahansera.dev: Multi-stage builds for Ionic Apps with Azure Pipeline Templates](){: style="width:7%"}](https://sahansera.dev/multi-stage-builds-with-azure-pipelines-ionic) [![sahansera.dev: Publishing Android Apps to Microsoft App Center from Azure DevOps](){: style="width:7%"}](https://sahansera.dev/publishing-android-apps-to-microsoft-appcenter) [![sairamkrish.medium.com: Terraform β€” Best practices and project setup](){: style="width:7%"}](https://sairamkrish.medium.com/terraform-best-practices-and-project-setup-1772ad04cf5e) [![saiteja313.medium.com: Tracing DNS issues in Kubernetes](){: style="width:7%"}](https://saiteja313.medium.com/tracing-dns-issues-in-kubernetes-28b38f782103) [![None](){: style="width:7%"}](https://sakaiproject.atlassian.net/wiki/spaces/REL/pages/1314427619/Maven+release+plugin+cheat+sheet) [![salaboy.com: Event-Driven applications with CloudEvents on Kubernetes](){: style="width:7%"}](https://salaboy.com/2022/01/29/event-driven-applications-with-cloudevents-on-kubernetes) [![salaboy.com: Building platforms on top of Kubernetes: VCluster and Crossplane](){: style="width:7%"}](https://salaboy.com/2022/08/03/building-platforms-on-top-of-kubernetes-vcluster-and-crossplane)

+[![salaboy.com: The Challenges of Platform Building on Top of Kubernetes 4/4](){: style="width:7%"}](https://salaboy.com/2022/11/28/the-challenges-of-platform-building-on-top-of-kubernetes-4-4) [![samiislam0306.medium.com: Insightful Monitoring of Kubernetes Clusters with' Traces](){: style="width:7%"}](https://samiislam0306.medium.com/insightful-monitoring-of-kubernetes-clusters-with-traces-c7c3b33ed07e) [![Cloud Native Monitoring with Prometheus 🌟](){: style="width:7%"}](https://samirbehara.com/2019/05/30/cloud-native-monitoring-with-prometheus) [![samiyaakhtar.medium.com: GitOps Observability β€” Visualizing the journey' of a container](){: style="width:7%"}](https://samiyaakhtar.medium.com/gitops-observability-visualizing-the-journey-of-a-container-5f6ef1f3c9d2) [![samos-it.com: Securing Redis with Istio TLS origination](){: style="width:7%"}](https://samos-it.com/posts/securing-redis-istio-tls-origniation-termination.html) [![sandeepbaldawa.medium.com: K8s Labels & Selectors](){: style="width:7%"}](https://sandeepbaldawa.medium.com/k8s-labels-selectors-9ad2fcf78a4e) [![sandeepbaldawa.medium.com: Service Accounts in K8s (Kubernetes)](){: style="width:7%"}](https://sandeepbaldawa.medium.com/service-accounts-in-k8s-kubernetes-2779ee4fb331) [![sanjimoh.medium.com: Demystifying Kubernetes Networking β€” Episode 1](){: style="width:7%"}](https://sanjimoh.medium.com/demystifying-kubernetes-networking-episode-1-ca5605a97f87) [![sap.github.io/jenkins-library](){: style="width:7%"}](https://sap.github.io/jenkins-library) [![sapling-scm.com](){: style="width:7%"}](https://sapling-scm.com/docs/introduction) [![==satyenkumar.medium.com: Demystifying The Cloud: An Overview of the Microsoft' Azure== 🌟🌟🌟](){: style="width:7%"}](https://satyenkumar.medium.com/demystifying-the-cloud-computing-an-overview-of-the-microsoft-azure-6a5c1fb1799d)

+[![satyenkumar.medium.com: My Youtube Channel is updated for AWS Certifications' (Over 150 Video list)](){: style="width:7%"}](https://satyenkumar.medium.com/my-youtube-channel-is-updated-for-aws-certifications-over-150-video-list-1ae7aa81e99d) [![saurabhdashora.hashnode.dev: Implementing Sidecar Design Pattern with Kubernetes' Pod](){: style="width:7%"}](https://saurabhdashora.hashnode.dev/implementing-sidecar-design-pattern-with-kubernetes-pod) [![==sayali.hashnode.dev: Day 56: Understanding Ad-hoc commands in Ansible==' 🌟](){: style="width:7%"}](https://sayali.hashnode.dev/day-56-understanding-ad-hoc-commands-in-ansible) [![scalefactory.com: Failing faster with terraform](){: style="width:7%"}](https://scalefactory.com/blog/2021/10/13/failing-faster-with-terraform) [![scalr.com: An alternative to Terraform Cloud and Terraform Enterprise](){: style="width:7%"}](https://scalr.com) [![Scoop: A command-line installer for windows](){: style="width:7%"}](https://scoop.sh) [![None](){: style="width:7%"}](https://scotch.io/courses/10-need-to-know-javascript-concepts/declaring-javascript-variables-var-let-and-const) [![Scrapy](){: style="width:7%"}](https://scrapy.org) [![scrivano.org: the journey to speed up running OCI containers](){: style="width:7%"}](https://scrivano.org/posts/2022-10-21-the-journey-to-speed-up-oci-containers) [![SdkMan](){: style="width:7%"}](https://sdkman.io) [![sdtimes.com: The State of CI/CD](){: style="width:7%"}](https://sdtimes.com/cicd/the-state-of-ci-cd)

+[![sdtimes.com: CI/CD pipelines are expanding 🌟](){: style="width:7%"}](https://sdtimes.com/devops/ci-cd-pipelines-are-expanding) [![sdtimes: GitLab 14 aims to do away with DIY DevOps toolchains 🌟](){: style="width:7%"}](https://sdtimes.com/devops/gitlab-14-aims-to-do-away-with-diy-devops-toolchains) [![sdtimes.com: Low code cuts down on dev time, increases testing headaches](){: style="width:7%"}](https://sdtimes.com/lowcode/low-code-cuts-down-on-dev-time-increases-testing-headaches) [![search-guard.com/sgctl-elasticsearch: SGCTL - TAKE BACK CONTROL](){: style="width:7%"}](https://search-guard.com/sgctl-elasticsearch) [![search.gocenter.io: JFrog Go Center](){: style="width:7%"}](https://search.gocenter.io) [![4 trends for Kubernetes cloud-native teams to watch in 2020](){: style="width:7%"}](https://searchapparchitecture.techtarget.com/tip/4-trends-for-Kubernetes-cloud-native-teams-to-watch-in-2020) [![techtarget.com: Amazon ECS vs. Kubernetes: Which should you use on AWS?](){: style="width:7%"}](https://searchcloudcomputing.techtarget.com/answer/Amazon-ECS-vs-Kubernetes-Which-should-you-use-on-AWS) [![Modernize legacy applications with containers, microservices](){: style="width:7%"}](https://searchcloudcomputing.techtarget.com/feature/Modernize-legacy-applications-with-containers-microservices) [![Compare tools for multi-cloud Kubernetes management 🌟](){: style="width:7%"}](https://searchcloudcomputing.techtarget.com/tip/Compare-tools-for-multi-cloud-Kubernetes-management) [![Assess managed Kubernetes services for your workloads.](){: style="width:7%"}](https://searchcloudcomputing.techtarget.com/tip/Weigh-the-pros-and-cons-of-managed-Kubernetes-services) [![searchitoperations.techtarget.com: Differences between Kubernetes Ingress' vs. load balancer](){: style="width:7%"}](https://searchitoperations.techtarget.com/feature/Differences-between-Kubernetes-Ingress-vs-load-balancer)

+[![**Optimize** Kubernetes cluster management with these 5 tips](){: style="width:7%"}](https://searchitoperations.techtarget.com/feature/Optimize-Kubernetes-cluster-management-with-these-5-tips) [![Top 15 DevOps blogs to read and follow](){: style="width:7%"}](https://searchitoperations.techtarget.com/feature/Top-15-DevOps-blogs-to-read-and-follow) [![searchitoperations.techtarget.com: Kubernetes policy project takes enterprise' IT by storm](){: style="width:7%"}](https://searchitoperations.techtarget.com/news/252467102/Kubernetes-policy-project-takes-enterprise-IT-by-storm) [![searchitoperations.techtarget.com: GitOps pros grapple with Kubernetes configuration' management. GitOps users seek ideal Kubernetes config tool 🌟](){: style="width:7%"}](https://searchitoperations.techtarget.com/news/252492459/GitOps-pros-grapple-with-Kubernetes-configuration-management) [![searchitoperations.techtarget.com: CNCF policy-as-code project bridges Kubernetes' security gaps](){: style="width:7%"}](https://searchitoperations.techtarget.com/news/252505548/CNCF-policy-as-code-project-bridges-Kubernetes-security-gaps) [![searchitoperations.techtarget.com: Ensure Kubernetes high availability with' master node planning](){: style="width:7%"}](https://searchitoperations.techtarget.com/tip/Ensure-Kubernetes-high-availability-with-master-node-planning) [![searchitoperations.techtarget.com: Terraform cheat sheet: Notable commands,' HCL and more](){: style="width:7%"}](https://searchitoperations.techtarget.com/tip/Terraform-cheat-sheet-Notable-commands-HCL-and-more) [![searchitoperations.techtarget.com: Tips and tools to achieve a serverless' DevOps workflow](){: style="width:7%"}](https://searchitoperations.techtarget.com/tip/Tips-and-tools-to-achieve-a-serverless-DevOps-workflow) [![searchstorage.techtarget.com: IBM Spectrum](){: style="width:7%"}](https://searchstorage.techtarget.com/definition/IBM-Spectrum) [![==seattledataguy.substack.com: Data Engineering Vs Machine Learning Pipelines==](){: style="width:7%"}](https://seattledataguy.substack.com/p/data-engineering-vs-machine-learning) [![sebalopezz.medium.com: Monolith to Microservices + Event-Driven Architecture' 🌟](){: style="width:7%"}](https://sebalopezz.medium.com/monolith-to-microservices-event-driven-architecture-ff4284bf4ecf)

+[![Things you didn't know you could diff in GitHub](){: style="width:7%"}](https://sebastiandedeyne.com/things-you-didnt-know-you-could-diff-in-github) [![sebinxavi.medium.com: EKS cluster deployment using Terraform](){: style="width:7%"}](https://sebinxavi.medium.com/eks-cluster-deployment-using-terraform-685c89b14f72) [![Databases in DMZ and Intranet](){: style="width:7%"}](https://security.stackexchange.com/questions/58167/databases-in-dmz-and-intranet) [![securityaffairs.co: Argo CD flaw could allow stealing sensitive data from' Kubernetes Apps](){: style="width:7%"}](https://securityaffairs.co/wordpress/127708/hacking/kubernetes-argo-cd-flaw.html) [![securityaffairs.co: Argo CD flaw could allow stealing sensitive data from Kubernetes Apps](){: style="width:7%"}](https://securityaffairs.com/127708/hacking/kubernetes-argo-cd-flaw.html) [![securityboulevard.com: DevOps vs. DevSecOps – Here’s How They Fit Together](){: style="width:7%"}](https://securityboulevard.com/2021/02/devops-vs-devsecops-heres-how-they-fit-together) [![securityboulevard.com: Implementing Zero-Trust Security With Service Mesh' and Kubernetes](){: style="width:7%"}](https://securityboulevard.com/2022/10/implementing-zero-trust-security-with-service-mesh-and-kubernetes) [![securitycafe.ro: A COMPLETE KUBERNETES CONFIG REVIEW METHODOLOGY](){: style="width:7%"}](https://securitycafe.ro/2023/02/27/a-complete-kubernetes-config-review-methodology) [![securitylabs.datadoghq.com: Container security fundamentals: Exploring containers as processes](){: style="width:7%"}](https://securitylabs.datadoghq.com/articles/container-security-fundamentals-part-1) [![securityonline.info: VAmPI: Vulnerable REST API with OWASP top 10 vulnerabilities](){: style="width:7%"}](https://securityonline.info/vampi-vulnerable-rest-api-with-owasp-top-10-vulnerabilities) [![seekingalpha.com: JFrog Reminds Me Of MongoDB](){: style="width:7%"}](https://seekingalpha.com/article/4427517-jfrog-reminds-me-of-mongodb)

+[![The Segment AWS Stack](){: style="width:7%"}](https://segment.com/blog/the-segment-aws-stack) [![You Bet That APIs Power DevOps Tools](){: style="width:7%"}](https://seguridad-informacion.blogspot.com/2020/07/you-bet-that-apis-power-devops-tools.html) [![selenium.dev](){: style="width:7%"}](https://selenium.dev) [![semantic-release.gitbook.io 🌟](){: style="width:7%"}](https://semantic-release.gitbook.io/semantic-release) [![Semaphore](){: style="width:7%"}](https://semaphore.io) [![semaphoreci.com: Continuous Blue-Green Deployments With Kubernetes 🌟](){: style="width:7%"}](https://semaphore.io/blog/continuous-blue-green-deployments-with-kubernetes) [![semaphoreci.com: 5 Options for Deploying Microservices 🌟](){: style="width:7%"}](https://semaphore.io/blog/deploy-microservices) [![semaphoreci.com: Why Do We Need DevOps for ML Data?](){: style="width:7%"}](https://semaphore.io/blog/devops-ml-data) [![semaphoreci.com: Secure Your Kubernetes Deployments](){: style="width:7%"}](https://semaphore.io/blog/kubernetes-deployments) [![semaphoreci.com: Kubernetes vs Docker: Understanding Containers in 2021](){: style="width:7%"}](https://semaphore.io/blog/kubernetes-vs-docker) [![semaphoreci.com: Microfrontends: Microservices for the Frontend](){: style="width:7%"}](https://semaphore.io/blog/microfrontends)

+[![semaphoreci.com: Understanding ReplicaSet vs. StatefulSet vs. DaemonSet vs. Deployments](){: style="width:7%"}](https://semaphore.io/blog/replicaset-statefulset-daemonset-deployments) [![semaphoreci.com: Revving up Continuous Integration with Parallel Testing](){: style="width:7%"}](https://semaphore.io/blog/revving-up-continuous-integration-with-parallel-testing) [![Semaphore](){: style="width:7%"}](https://semaphoreci.com) [![semaphoreci.com: Continuous Blue-Green Deployments With Kubernetes 🌟](){: style="width:7%"}](https://semaphoreci.com/blog/continuous-blue-green-deployments-with-kubernetes) [![==semaphoreci.com: 5 Options for Deploying Microservices== 🌟](){: style="width:7%"}](https://semaphoreci.com/blog/deploy-microservices) [![semaphoreci.com: Why Do We Need DevOps for ML Data?](){: style="width:7%"}](https://semaphoreci.com/blog/devops-ml-data) [![semaphoreci.com: Secure Your Kubernetes Deployments](){: style="width:7%"}](https://semaphoreci.com/blog/kubernetes-deployments) [![semaphoreci.com: Kubernetes vs Docker: Understanding Containers in 2021](){: style="width:7%"}](https://semaphoreci.com/blog/kubernetes-vs-docker) [![semaphoreci.com: Microfrontends: Microservices for the Frontend](){: style="width:7%"}](https://semaphoreci.com/blog/microfrontends) [![==semaphoreci.com: Understanding ReplicaSet vs. StatefulSet vs. DaemonSet' vs. Deployments==](){: style="width:7%"}](https://semaphoreci.com/blog/replicaset-statefulset-daemonset-deployments) [![semaphoreci.com: Revving up Continuous Integration with Parallel Testing](){: style="width:7%"}](https://semaphoreci.com/blog/revving-up-continuous-integration-with-parallel-testing)

+[![==semaphoreci.medium.com: 12 Ways to Improve Your Monolith Before Transitioning' to Microservices== 🌟](){: style="width:7%"}](https://semaphoreci.medium.com/12-ways-to-improve-your-monolith-before-transitioning-to-microservices-d1061e96ca1a) [![sematext: Monitor Docker Metrics & Logs 🌟](){: style="width:7%"}](https://sematext.com/capabilities/container-monitoring) [![sematext: Monitor Docker Metrics & Logs 🌟](){: style="width:7%"}](https://sematext.com/docker) [![Semgrep](){: style="width:7%"}](https://semgrep.dev) [![sentry.io](){: style="width:7%"}](https://sentry.io) [![sentry.io](){: style="width:7%"}](https://sentry.io/welcome) [![sequoia.makes.software: Reducing Docker Image Size (Particularly for Kubernetes Environments) 🌟](){: style="width:7%"}](https://sequoia.makes.software/reducing-docker-image-size-particularly-for-kubernetes-environments) [![seraf.dev: ArgoCD Tutorial β€” (with Terraform)](){: style="width:7%"}](https://seraf.dev/argocd-tutorial-with-terraform-af77ddea2e6e) [![seranking.com: The cheat sheet of 30+ Google Search operators](){: style="width:7%"}](https://seranking.com/blog/practical-tips-google-search-operators) [![serhii.vasylenko.info: Some Techniques to Enhance Your Terraform Proficiency](){: style="width:7%"}](https://serhii.vasylenko.info/2022/01/16/some-techniques-to-enhance-your-terraform-proficiency) [![serokell.io/blog/kubernetes-guide: A Guide to Kubernetes](){: style="width:7%"}](https://serokell.io/blog/kubernetes-guide)

+[![seroter.com: Using the new Google Cloud Config Controller to provision and manage cloud services via the Kubernetes Resource Model](){: style="width:7%"}](https://seroter.com/2021/08/18/using-the-new-google-cloud-config-controller-to-provision-and-manage-cloud-services-via-the-kubernetes-resource-model) [![serverless-stack.com: How to debug Lambda functions with Visual Studio Code](){: style="width:7%"}](https://serverless-stack.com/examples/how-to-debug-lambda-functions-with-visual-studio-code.html) [![serverless.tf: Doing serverless with Terraform](){: style="width:7%"}](https://serverless.tf) [![serverlesshorrors.com 🌟](){: style="width:7%"}](https://serverlesshorrors.com) [![serverlessland.com](){: style="width:7%"}](https://serverlessland.com) [![serverlessland.com/event-driven-architecture: Introduction to Event Driven Architecture 🌟](){: style="width:7%"}](https://serverlessland.com/event-driven-architecture) [![serverlessland.com: EDA VISUALS 🌟🌟🌟](){: style="width:7%"}](https://serverlessland.com/event-driven-architecture/visuals) [![serverlessland.com: BATCH PROCESSING VS EVENT STREAMING](){: style="width:7%"}](https://serverlessland.com/event-driven-architecture/visuals/batching-vs-event-streams) [![serverlessland.com: Splitter pattern](){: style="width:7%"}](https://serverlessland.com/event-driven-architecture/visuals/splitter-pattern) [![AWS SAM Pipelines](){: style="width:7%"}](https://serverlessland.com/explore/sam-pipelines) [![serverlessland.com/patterns: Serverless Patterns Collection](){: style="width:7%"}](https://serverlessland.com/patterns)

+[![Remote Debugging of Java Applications on OpenShift](){: style="width:7%"}](https://servicesblog.redhat.com/2019/03/06/remote-debugging-of-java-applications-on-openshift) [![AI Engineer World's Fair 2026 Call for Speakers](){: style="width:7%"}](https://sessionize.com/aiewf2026) [![severalnines.com: How Does a Database Load Balancer Work?](){: style="width:7%"}](https://severalnines.com/blog/how-does-database-load-balancer-work) [![severalnines.com: How Does a Database Load Balancer Work?](){: style="width:7%"}](https://severalnines.com/database-blog/how-does-database-load-balancer-work) [![shadman-jamil.medium.com: Most Useful Software Architecture Patterns](){: style="width:7%"}](https://shadman-jamil.medium.com/most-useful-software-architecture-patterns-68e171405292) [![shahin-mahmud.medium.com: Write your first Kubernetes operator in go](){: style="width:7%"}](https://shahin-mahmud.medium.com/write-your-first-kubernetes-operator-in-go-177047337eae) [![shahirdaya.medium.com: What does it mean to be Cloud Native? 🌟](){: style="width:7%"}](https://shahirdaya.medium.com/what-does-it-mean-to-be-cloud-native-12360a324571) [![==shahneil.medium.com: What Are Kubernetes Endpoints?==](){: style="width:7%"}](https://shahneil.medium.com/what-are-kubernetes-endpoints-and-how-to-use-them-a5a5da56f4d4) [![shardul.dev: Most Useful kubectl Plugins](){: style="width:7%"}](https://shardul.dev/most-useful-kubectl-plugins) [![sharmasmriti.hashnode.dev: Day 61 - Terraform Commands](){: style="width:7%"}](https://sharmasmriti.hashnode.dev/day-61-terraform-commands) [![shayn-71079.medium.com: Scaling Kubernetes Clusters](){: style="width:7%"}](https://shayn-71079.medium.com/scaling-kubernetes-clusters-8a061321de93)

+[![Spreadsheets: sheet.new](){: style="width:7%"}](https://sheet.new) [![shekhargulati.com: Service Discovery for Modern Distributed Applications](){: style="width:7%"}](https://shekhargulati.com/2018/08/01/week-1-service-discovery-for-modern-distributed-applications) [![shields.io 🌟](){: style="width:7%"}](https://shields.io) [![tricentis.com: Getting started with automated continuous performance testing](){: style="width:7%"}](https://shiftsync.tricentis.com/software-testing-blogs-69/getting-started-with-automated-continuous-performance-testing-406) [![shipa.io: A Developer focused CI/CD pipeline for Kubernetes](){: style="width:7%"}](https://shipa.io/a-developer-focused-ci-cd-pipeline-for-kubernetes) [![shipa.io: Deploying a real-world application on Kubernetes](){: style="width:7%"}](https://shipa.io/a-real-world-application-deployment-on-kubernetes) [![shipa.io: Developing and deploying applications to Kubernetes locally with Shipa and Minikube](){: style="width:7%"}](https://shipa.io/deploying-applications-on-kubernetes) [![shipa.io: A Developer focused CI/CD pipeline for Kubernetes](){: style="width:7%"}](https://shipa.io/development/a-developer-focused-ci-cd-pipeline-for-kubernetes) [![shipa.io: Terraform meets AppOps 🌟](){: style="width:7%"}](https://shipa.io/development/terraform-meets-appops) [![shipa.io: DevOps Challenge – Kubernetes Deployment: Ketch vs YAML](){: style="width:7%"}](https://shipa.io/devops-challenge-kubernetes-deployment-ketch-vs-yaml) [![shipa.io: GitOps in Kubernetes, the easy way–with GitHub Actions and Shipa](){: style="width:7%"}](https://shipa.io/gitops)

+[![shipa.io: GitOps in the enterprise 🌟](){: style="width:7%"}](https://shipa.io/gitops-in-the-enterprise) [![shipa.io: GitOps meets AppOps](){: style="width:7%"}](https://shipa.io/gitops-meets-appops) [![shipa.io: Terraform meets AppOps 🌟](){: style="width:7%"}](https://shipa.io/terraform-meets-appops-2) [![brennerm.github.io: Kubernetes operators with Python #1: Creating CRDs](){: style="width:7%"}](https://shipit.dev/posts/k8s-operators-with-python-part-1.html) [![brennerm.github.io: Kubernetes Overview Diagrams 🌟](){: style="width:7%"}](https://shipit.dev/posts/kubernetes-overview-diagrams.html) [![brennerm.github.io: Setting up an EKS cluster with IAM/IRSA integration](){: style="width:7%"}](https://shipit.dev/posts/setting-up-eks-with-irsa-using-terraform.html) [![shipmight.com: Understanding Helm upgrade flags](){: style="width:7%"}](https://shipmight.com/blog/understanding-helm-upgrade-reset-reuse-values) [![shipwright.io](){: style="width:7%"}](https://shipwright.io) [![None](){: style="width:7%"}](https://shitposting.monster) [![shivanshu1333.medium.com: Contextual Logging in Kubernetes](){: style="width:7%"}](https://shivanshu1333.medium.com/contextual-logging-in-kubernetes-41f4cc5fea69) [![shivanshu1333.medium.com: Structured logging in Kubernetes](){: style="width:7%"}](https://shivanshu1333.medium.com/structured-logging-in-kubernetes-58cf35e6d60d)

+[![Kubernetes: Up and Running, 2nd Edition](){: style="width:7%"}](https://shop.oreilly.com/product/0636920223788.do) [![shopify.engineering: Capturing Every Change From Shopify’s Sharded Monolith](){: style="width:7%"}](https://shopify.engineering/capturing-every-change-shopify-sharded-monolith) [![shopify.engineering: Keeping Developers Happy with a Fast CI](){: style="width:7%"}](https://shopify.engineering/faster-shopify-ci) [![shramikawale.medium.com: PodsDisruptionBudget: Why you will need in Kubernetes?](){: style="width:7%"}](https://shramikawale.medium.com/podsdisruptionbudget-why-you-will-need-in-kubernetes-c939904d590d) [![==shrihariharidas73.medium.com: Terraform & HashiCorp Vault Integration:' Seamless Secrets Management==](){: style="width:7%"}](https://shrihariharidas73.medium.com/terraform-hashicorp-vault-integration-seamless-secrets-management-46f41cf735f1) [![Terraform: Small Terraform Modules](){: style="width:7%"}](https://shriomtripathi1.substack.com/p/terraform-small-terraform-modules) [![shuanglu1993.medium.com: What happens when volumeManager in the kubelet' starts?](){: style="width:7%"}](https://shuanglu1993.medium.com/what-happens-when-volumemanager-in-the-kubelet-starts-1fea623ac6ce) [![sid-infinity-yadav.medium.com: Grafana Agent Kubernetes Operator](){: style="width:7%"}](https://sid-infinity-yadav.medium.com/grafana-agent-kubernetes-operator-f89b744487f5) [![siddhivinayak-sk.medium.com: Kubeseal & SealedSecret: Make your β€˜secrets’' secure in SCM by using β€˜sealed secret’](){: style="width:7%"}](https://siddhivinayak-sk.medium.com/kubeseal-sealedsecret-make-your-secrets-secure-in-scm-by-using-sealed-secret-4631bcb39bf8) [![siegert-maximilian.medium.com: Ensure Content Trust on Kubernetes using' Notary and Open Policy Agent](){: style="width:7%"}](https://siegert-maximilian.medium.com/ensure-content-trust-on-kubernetes-using-notary-and-open-policy-agent-485ab3a9423c) [![Running spot instances effectively with Amazon EKS](){: style="width:7%"}](https://signalvnoise.com/svn3/running-spot-instances-effectively-with-amazon-eks)

+[![signoz.io: Kubernetes Audit Logs - Best Practices And Configuration](){: style="width:7%"}](https://signoz.io/blog/kubernetes-audit-logs) [![signoz.io: Kubernetes Cluster Monitoring with OpenTelemetry | Complete Tutorial 🌟](){: style="width:7%"}](https://signoz.io/blog/opentelemetry-kubernetes-cluster-metrics-monitoring) [![siliconangle.com: Red Hat ties Ansible automation to Kubernetes cluster management 🌟](){: style="width:7%"}](https://siliconangle.com/2020/10/13/red-hat-ties-ansible-automation-kubernetes-cluster-management) [![siliconangle.com: Amazon debuts fully managed, Prometheus-based container monitoring service](){: style="width:7%"}](https://siliconangle.com/2021/09/29/amazon-debuts-fully-managed-prometheus-based-container-monitoring-service) [![siliconangle.com: β€˜DevOps for Dummies’ author Emily Freeman introduces revolutionary model for modern software development](){: style="width:7%"}](https://siliconangle.com/2021/09/29/devops-dummies-author-emily-freeman-introduces-revolutionary-model-modern-software-development-awsq3) [![siliconangle.com: Pulumi’s new registry aims to ease sharing and reusing cloud infrastructure building blocks](){: style="width:7%"}](https://siliconangle.com/2021/10/18/pulumis-new-registry-makes-easy-share-reuse-cloud-infrastructure-building-blocks) [![siliconangle.com: The rise of platform engineering in the Kubernetes era](){: style="width:7%"}](https://siliconangle.com/2023/04/20/rise-platform-engineering-kubernetes-era-kubecon) [![silvr.medium.com: Using Kyverno To Enforce AWS Load Balancer Annotations' For Centralized Logging To S3](){: style="width:7%"}](https://silvr.medium.com/using-kyverno-to-enforce-aws-load-balancer-annotations-for-centralized-logging-to-s3-af5dc1f1f3e0) [![wikipedia: API Application Programming Interface](){: style="width:7%"}](https://simple.wikipedia.org/wiki/Application_programming_interface) [![simplecheatsheet.com](){: style="width:7%"}](https://simplecheatsheet.com) [![simplecheatsheet.com/tag/golang-cheat-sheet](){: style="width:7%"}](https://simplecheatsheet.com/tag/golang-cheat-sheet)

+[![simplyblock: simplyblock.io](){: style="width:7%"}](https://simplyblock.io) [![sincrogo.com: Teletrabajo desde España para el extranjero: ¿dónde hay que tributar?](){: style="width:7%"}](https://sincro.es/blog/actualidad-fiscal-contable/teletrabajo-desde-espana-para-el-extranjero-donde-hay-que-tributar) [![sincrogo.com: Teletrabajo desde España para el extranjero: ¿dónde hay que' tributar?](){: style="width:7%"}](https://sincrogo.com/blog/actualidad-fiscal-contable/teletrabajo-desde-espana-para-el-extranjero-donde-hay-que-tributar) [![None](){: style="width:7%"}](https://sinergiasincontrol.blogspot.com/2021/11/643-la-excelente-propuesta-de-trabajo.html9) [![mrxpalmeiras: Ansible Cheat Sheet](){: style="width:7%"}](https://sites.google.com/site/mrxpalmeiras/ansible/ansible-cheat-sheet) [![sixfold.medium.com: Reducing database queries to a minimum with DataLoaders](){: style="width:7%"}](https://sixfold.medium.com/reducing-database-queries-to-a-minimum-with-dataloaders-cc98c25e54ce) [![Skaffold 🌟](){: style="width:7%"}](https://skaffold.dev) [![Skaffold --generate-manifests](){: style="width:7%"}](https://skaffold.dev/docs/pipeline-stages/init) [![skamille.medium.com: An incomplete list of skills senior engineers need,' beyond coding](){: style="width:7%"}](https://skamille.medium.com/an-incomplete-list-of-skills-senior-engineers-need-beyond-coding-8ed4a521b29f) [![skamille.medium.com: How New Managers Fail Individual Contributors](){: style="width:7%"}](https://skamille.medium.com/how-new-managers-fail-individual-contributors-839a13bda1c5) [![skamille.medium.com: Make Boring Plans](){: style="width:7%"}](https://skamille.medium.com/make-boring-plans-9438ce5cb053)

+[![skildops.medium.com: Backup an entire Kubernetes cluster using Velero to' AWS S3](){: style="width:7%"}](https://skildops.medium.com/backup-an-entire-kubernetes-cluster-using-velero-to-aws-s3-73d76d51d4bc) [![explore.skillbuilder.aws/learn: AWS Skill Builder 🌟](){: style="width:7%"}](https://skillbuilder.aws) [![explore.skillbuilder.aws: AWS Security Fundamentals (free)](){: style="width:7%"}](https://skillbuilder.aws/course/external/view/elearning/48/aws-security-fundamentals-second-edition) [![explore.skillbuilder.aws: AWS Skill Builder - Introducción a AWS Data Pipeline (Español Latinoamérica) | AWS Technical Essentials (Spanish from Latin America)' - Free](){: style="width:7%"}](https://skillbuilder.aws/course/external/view/elearning/7854/aws-technical-essential-spanish-from-latin-america) [![skilledfield.com.au: Monitoring Kubernetes and Docker Container Logs](){: style="width:7%"}](https://skilledfield.com.au/monitoring-kubernetes-and-docker-container-logs) [![skilledfield.com.au: Monitoring Kubernetes and Docker Container Logs](){: style="width:7%"}](https://skillfield.com.au/blog/monitoring-kubernetes-and-docker-container-logs) [![None](){: style="width:7%"}](https://skillslane.com/learn-kubernetes-from-these-best-online-courses) [![sklar.rocks: How the CSI (Container Storage Interface) Works](){: style="width:7%"}](https://sklar.rocks/how-container-storage-interface-works) [![Automate Terraform Testing with Azure DevOps Pipelines](){: style="width:7%"}](https://skundunotes.com/2025/01/22/automate-terraform-testing-with-azure-devops-pipelines) [![None](){: style="width:7%"}](https://skupper.io) [![skycrafters.io: Do Containers Really Contain? Virtual Machines vs. Containers' 🌟](){: style="width:7%"}](https://skycrafters.io/blog/2021/06/08/do-containers-really-contain)

+[![skywalking.apache.org 🌟](){: style="width:7%"}](https://skywalking.apache.org) [![Slack](){: style="width:7%"}](https://slack.com) [![slack.engineering: Building Self-driving Kafka clusters using open source components](){: style="width:7%"}](https://slack.engineering/building-self-driving-kafka-clusters-using-open-source-components) [![slack.engineering: A Simple Kubernetes Admission Webhook](){: style="width:7%"}](https://slack.engineering/simple-kubernetes-webhook) [![slack.kubernetes.io](){: style="width:7%"}](https://slack.kubernetes.io) [![slideshare: GitOps, Jenkins X & Future of CI/CD](){: style="width:7%"}](https://slideshare.net/rakutentech/gitops-jenkins-x-future-of-cicd) [![sloanreview.mit.edu: Creating Good Jobs](){: style="width:7%"}](https://sloanreview.mit.edu/article/creating-good-jobs) [![sloboda-studio.com: Python Tools for Machine Learning](){: style="width:7%"}](https://sloboda-studio.com/blog/python-tools-for-machine-learning) [![sm43.medium.com: Tekton: Building a Pipeline (Part 4)](){: style="width:7%"}](https://sm43.medium.com/tekton-build-a-pipeline-part-4-baafd530b6fe) [![Tekton: Concepts of Pipelines (Part 2)](){: style="width:7%"}](https://sm43.medium.com/tekton-concepts-of-pipelines-part-2-cd86ad40bd34) [![sm43.medium.com: Tekton: Concepts of Triggers (Part 3)](){: style="width:7%"}](https://sm43.medium.com/tekton-concepts-of-triggers-part-3-2ee17764addb)

+[![sm43.medium.com: Tekton: Triggering the Pipeline (Part 5)](){: style="width:7%"}](https://sm43.medium.com/tekton-triggering-the-pipeline-part-5-dc38d73411fb) [![sm43.medium.com: World of Tekton 😺 (Part 1)](){: style="width:7%"}](https://sm43.medium.com/world-of-tekton-part-1-999738d63e25) [![smallstep.com: How to Handle Secrets on the Command Line 🌟](){: style="width:7%"}](https://smallstep.com/blog/command-line-secrets) [![Example: Smarkets's Marge-bot for GitLab keeps master always green](){: style="width:7%"}](https://smarketshq.com/marge-bot-for-gitlab-keeps-master-always-green-6070e9d248df) [![smartbear.com: The State of API 2019 Report 🌟](){: style="width:7%"}](https://smartbear.com/resources/ebooks/the-state-of-api-2019-report) [![smartcar.com](){: style="width:7%"}](https://smartcar.com) [![Smartcar API for BMW](){: style="width:7%"}](https://smartcar.com/bmw) [![Smartcar API for BMW](){: style="width:7%"}](https://smartcar.com/brand/bmw) [![smoda.elpais.com: Destacar y venderse no implica trabajar bien: así es la nueva batalla por las apariencias del trabajo](){: style="width:7%"}](https://smoda.elpais.com/trabajo/apariencias-venderse-trabajo) [![snipcart.com: API vs. Microservices: A Beginners Guide to Understand Them' 🌟](){: style="width:7%"}](https://snipcart.com/blog/api-vs-microservices-architecture) [![snipcart.com: API vs. Microservices: A Beginners Guide to Understand Them 🌟](){: style="width:7%"}](https://snipcart.com/blog/microservices-vs-api)

+[![snyk.io: The State of Open Source Security 2020](){: style="width:7%"}](https://snyk.io/articles/open-source-security) [![fugue.co: 5 tips for using the Rego language for Open Policy Agent (OPA)](){: style="width:7%"}](https://snyk.io/blog) [![snyk.io: 10 Docker Security Best Practices 🌟](){: style="width:7%"}](https://snyk.io/blog/10-docker-image-security-best-practices) [![snyk.io: 10 Kubernetes Security Context settings you should understand](){: style="width:7%"}](https://snyk.io/blog/10-kubernetes-security-context-settings-you-should-understand) [![10 Serverless security best practices](){: style="width:7%"}](https://snyk.io/blog/10-serverless-security-best-practices) [![==snyk.io: Securing your open source dependencies with the Snyk Visual Studio' Code extension==](){: style="width:7%"}](https://snyk.io/blog/securing-open-source-dependencies-snyk-visual-studio-code-extension) [![snyk.io: Shipping Kubernetes-native applications with confidence](){: style="width:7%"}](https://snyk.io/blog/shipping-kubernetes-native-applications-with-confidence) [![snyk.io: The State of Open Source Security 2020](){: style="width:7%"}](https://snyk.io/open-source-security-report) [![Fugue: Container and Kubernetes. Runtime infrastructure security](){: style="width:7%"}](https://snyk.io/product/container-vulnerability-management) [![socket.dev: Introducing Socket](){: style="width:7%"}](https://socket.dev/blog/introducing-socket) [![Socket.io](){: style="width:7%"}](https://socket.io)

+[![None](){: style="width:7%"}](https://softobiz.com/microservice-orchestration-with-zeebe-and-kafka) [![softwareengineering.stackexchange.com: What is the best practice about microservice' architecture for consuming many stored procedures in the same database?](){: style="width:7%"}](https://softwareengineering.stackexchange.com/questions/436567/what-is-the-best-practice-about-microservice-architecture-for-consuming-many-sto) [![softwareengineeringdaily.com: Why Is Storage On Kubernetes So Hard? 🌟](){: style="width:7%"}](https://softwareengineeringdaily.com/2019/01/11/why-is-storage-on-kubernetes-is-so-hard) [![softwareengineeringdaily.com: The Rise of Platform Engineering 🌟](){: style="width:7%"}](https://softwareengineeringdaily.com/2020/02/13/setting-the-stage-for-platform-engineering) [![softwareengineeringdaily.com: Kafka Applications with Tim Berglund (podcast) 🌟](){: style="width:7%"}](https://softwareengineeringdaily.com/2020/12/16/kafka-applications-with-tim-berglund-repeat) [![softwareengineeringdaily.com: Kubernetes vs. Serverless with Matt Ward (podcast) 🌟](){: style="width:7%"}](https://softwareengineeringdaily.com/2020/12/29/kubernetes-vs-serverless-with-matt-ward-repeat) [![softwareengineeringdaily.com: Redpanda: Kafka Alternative with Alexander Gallego 🌟](){: style="width:7%"}](https://softwareengineeringdaily.com/2021/01/22/redpanda-kafka-alternative-with-alexander-gallego) [![softwarequickguide.com: What is performance testing and performance testing' tools](){: style="width:7%"}](https://softwarequickguide.com/what-is-performance-testing-and-performance-testing-tools) [![sookocheff.com: A Guide to the Kubernetes Networking Model 🌟](){: style="width:7%"}](https://sookocheff.com/post/kubernetes/understanding-kubernetes-networking-model) [![soshace](){: style="width:7%"}](https://soshace.com) [![sosiv.io: A Deep Dive into Kubernetes Resource Requests and Limits](){: style="width:7%"}](https://sosiv.io)

+[![sosiv.io: A Deep Dive into Kubernetes Resource Requests and Limits](){: style="width:7%"}](https://sosiv.io/post/a-deep-dive-into-kubernetes-resource-requests-and-limits) [![source.coveo.com: Prometheus at scale](){: style="width:7%"}](https://source.coveo.com/2021/11/11/prometheus-at-scale) [![WinPython: Portable Scientific Python 2/3 32/64bit Distribution for Windows](){: style="width:7%"}](https://sourceforge.net/projects/winpython) [![SystemTap](){: style="width:7%"}](https://sourceware.org/systemtap) [![None](){: style="width:7%"}](https://space-cloud.io) [![spacelift.io](){: style="width:7%"}](https://spacelift.io) [![spacelift.io: Terraform vs. Ansible : Key Differences and Comparison of Tools](){: style="width:7%"}](https://spacelift.io/blog/ansible-vs-terraform) [![None](){: style="width:7%"}](https://spacelift.io/blog/aws-s3-cp) [![spacelift.io: Azure Terraform Export: Importing Resources with Aztfexport](){: style="width:7%"}](https://spacelift.io/blog/azure-terraform-export) [![spacelift.io: Docker Volumes – Guide with Examples](){: style="width:7%"}](https://spacelift.io/blog/docker-volumes) [![spacelift.io: How to Provision an AWS EKS Kubernetes Cluster with Terraform](){: style="width:7%"}](https://spacelift.io/blog/how-to-provision-aws-eks-kubernetes-cluster-with-terraform)

+[![spacelift.io: Why Generic CI/CD Tools Will Not Deliver Successful IaC](){: style="width:7%"}](https://spacelift.io/blog/infrastructure-as-code-with-generic-ci-cd) [![spacelift.io: What Is Kubernetes Architecture? – Components Overview](){: style="width:7%"}](https://spacelift.io/blog/kubernetes-architecture) [![spacelift.io: Kubernetes CI/CD Pipelines – 7 Best Practices and Tools | James Walker 🌟](){: style="width:7%"}](https://spacelift.io/blog/kubernetes-ci-cd) [![spacelift.io: CronJob in Kubernetes – Automating Tasks on a Schedule](){: style="width:7%"}](https://spacelift.io/blog/kubernetes-cronjob) [![spacelift.io: Kubernetes Persistent Volumes – Tutorial and Examples](){: style="width:7%"}](https://spacelift.io/blog/kubernetes-persistent-volumes) [![spacelift.io/blog/terraform-backends](){: style="width:7%"}](https://spacelift.io/blog/terraform-backends) [![spacelift.io: 20 Terraform Best Practices to Improve your TF workflow 🌟](){: style="width:7%"}](https://spacelift.io/blog/terraform-best-practices) [![spacelift.io: How to Provision an AWS EKS Kubernetes Cluster with Terraform](){: style="width:7%"}](https://spacelift.io/blog/terraform-eks) [![spacelift.io: Terraform Files – How to Structure a Terraform Project](){: style="width:7%"}](https://spacelift.io/blog/terraform-files) [![spacelift.io: 18 Most Useful Terraform Tools to Use in 2023](){: style="width:7%"}](https://spacelift.io/blog/terraform-tools) [![spacelift.io: Terraform Cloud – Overview, Key Features & Tutorial](){: style="width:7%"}](https://spacelift.io/blog/what-is-terraform-cloud)

+[![spacelift.io/blog/yaml](){: style="width:7%"}](https://spacelift.io/blog/yaml) [![entrepreneur.com: ¿Cómo manejar un equipo que trabaja desde sus casas?](){: style="width:7%"}](https://spanish.entrepreneur.com) [![speakerdeck.com: Kubernetes Pod internals with the fundamentals of Containers](){: style="width:7%"}](https://speakerdeck.com/devinjeon/kubernetes-pod-internals-with-the-fundamentals-of-containers) [![speakerdeck.com: Deployment Scripting != Continuous Delivery](){: style="width:7%"}](https://speakerdeck.com/devopslx/cd-and-optimized-cloud-spend?slide=12) [![speakerdeck.com: Introduction to Spinnaker Managed Pipeline Templates](){: style="width:7%"}](https://speakerdeck.com/keisukeyamashita/introduction-to-spinnaker-managed-pipeline-templates) [![speakerdeck.com: Spinnaker Application management by Terraform Plugins](){: style="width:7%"}](https://speakerdeck.com/keisukeyamashita/spinnaker-application-management-by-terraform-plugins) [![speakerdeck.com: 10 Git Anti Patterns You Should be Aware of 🌟](){: style="width:7%"}](https://speakerdeck.com/lemiorhan/10-git-anti-patterns-you-should-be-aware-of) [![speakerdeck.com: Apache Kafka with Red Hat AMQ Streams 🌟](){: style="width:7%"}](https://speakerdeck.com/mabulgu/apache-kafka-with-red-hat-amq-streams) [![speakerdeck.com/mhausenblas (redhat): Troubleshooting Kubernetes apps](){: style="width:7%"}](https://speakerdeck.com/mhausenblas/kubecologne-keynote-troubleshooting-kubernetes-apps) [![speakerdeck.com/thockin: Code Review in Kubernetes](){: style="width:7%"}](https://speakerdeck.com/thockin/code-review-in-kubernetes) [![speakerdeck.com: Kubernetes and networks. Why is this so dan hard? 🌟](){: style="width:7%"}](https://speakerdeck.com/thockin/kubernetes-and-networks-why-is-this-so-dang-hard)

+[![speakerdeck.com: Profiling a Java Application @DevDays 2023 | Victor Rentea](){: style="width:7%"}](https://speakerdeck.com/victorrentea/profiling-a-java-application-at-devdays-2023) [![spectrum.ieee.org: How Software Is Eating the Car](){: style="width:7%"}](https://spectrum.ieee.org/software-eating-car) [![speedlancer](){: style="width:7%"}](https://speedlancer.com) [![spinnaker.io deployment tool](){: style="width:7%"}](https://spinnaker.io) [![Demo/Evaluation Installations](){: style="width:7%"}](https://spinnaker.io/docs/setup/install) [![Demo/Evaluation Installations](){: style="width:7%"}](https://spinnaker.io/setup/quickstart) [![spinscale.de: Using Testcontainers To Test Elasticsearch Plugins](){: style="width:7%"}](https://spinscale.de/posts/2021-08-25-using-testcontainers-to-test-elasticsearch-plugins.html) [![split.io: Keystone Flags: Feature Flagging With Less Mess](){: style="width:7%"}](https://split.io/blog/keystone-feature-flags) [![Splunk App for Jenkins](){: style="width:7%"}](https://splunkbase.splunk.com/app/3332) [![Spock Framework](){: style="width:7%"}](https://spockframework.org) [![spot.io: Setting up, Managing & Monitoring Spark on Kubernetes](){: style="width:7%"}](https://spot.io/blog/setting-up-managing-monitoring-spark-on-kubernetes)

+[![None](){: style="width:7%"}](https://spotify.github.io/threaddump-analyzer) [![spring-petclinic.github.io](){: style="width:7%"}](https://spring-petclinic.github.io) [![spring-petclinic.github.io Docs](){: style="width:7%"}](https://spring-petclinic.github.io/docs/resources.html) [![Spring](){: style="width:7%"}](https://spring.io) [![spring.io: Creating Docker images with Spring Boot 2.3.0.M1](){: style="width:7%"}](https://spring.io/blog/2020/01/27/creating-docker-images-with-spring-boot-2-3-0-m1) [![Spring Boot native images. The path towards Spring Boot native applications](){: style="width:7%"}](https://spring.io/blog/2020/06/10/the-path-towards-spring-boot-native-applications) [![spring.io: YMNNALFT: Easy Docker Image Creation with the Spring Boot Maven Plugin and Buildpacks](){: style="width:7%"}](https://spring.io/blog/2021/01/04/ymnnalft-easy-docker-image-creation-with-the-spring-boot-maven-plugin-and-buildpacks) [![spring.io: What's new in Spring Boot 2.4 🌟](){: style="width:7%"}](https://spring.io/blog/2021/01/17/what-s-new-in-spring-boot-2-4) [![spring.io: YMNNALFT: Websockets](){: style="width:7%"}](https://spring.io/blog/2021/01/25/ymnnalft-websockets) [![spring.io: A Java 17 and Jakarta EE 9 baseline for Spring Framework 6](){: style="width:7%"}](https://spring.io/blog/2021/09/02/a-java-17-and-jakarta-ee-9-baseline-for-spring-framework-6) [![spring.io: Get to Know a Kubernetes Operator!](){: style="width:7%"}](https://spring.io/blog/2021/11/19/get-to-know-a-kubernetes-operator)

+[![spring.io: spring boot with docker](){: style="width:7%"}](https://spring.io/guides/gs/spring-boot-docker) [![SpringBoot](){: style="width:7%"}](https://spring.io/projects/spring-boot) [![Spring Cloud](){: style="width:7%"}](https://spring.io/projects/spring-cloud) [![Spring Cloud Gateway](){: style="width:7%"}](https://spring.io/projects/spring-cloud-gateway) [![Spring Cloud Kubernetes](){: style="width:7%"}](https://spring.io/projects/spring-cloud-kubernetes) [![None](){: style="width:7%"}](https://spring.io/projects/spring-cloud/-kubernetes) [![SQL Police Department](){: style="width:7%"}](https://sqlpd.com) [![sqlrevisited.blogspot.com: MySQL vs PostgreSQL? Pros and Cons](){: style="width:7%"}](https://sqlrevisited.blogspot.com/2022/03/mysql-vs-postgresql-pros-and-cons.html) [![Material for MkDocs](){: style="width:7%"}](https://squidfunk.github.io/mkdocs-material) [![srcco.de: Zalando - Many Kubernetes Clusters instead of 1 huge cluster](){: style="width:7%"}](https://srcco.de/posts/many-kubernetes-clusters.html) [![Google: What is Site Reliability Engineering (SRE)?](){: style="width:7%"}](https://sre.google)

+[![sre.google/prodcast](){: style="width:7%"}](https://sre.google/prodcast) [![sre.google: The Art of SLOs](){: style="width:7%"}](https://sre.google/resources/practices-and-processes/art-of-slos) [![sre.google: sre-book - The Evolving SRE Engagement Model](){: style="width:7%"}](https://sre.google/sre-book/evolving-sre-engagement-model) [![Monitoring Distributed Systems - Google SRE Book](){: style="width:7%"}](https://sre.google/sre-book/monitoring-distributed-systems) [![None](){: style="width:7%"}](https://sre.google/sre-book/table-of-contents) [![sst.dev: Moving away from CDK: CDK doesn’t create the infrastructure you define](){: style="width:7%"}](https://sst.dev/blog/moving-away-from-cdk) [![==sst.dev: Moving away from CDK: CDK doesn’t create the infrastructure you' define==](){: style="width:7%"}](https://sst.dev/blog/moving-away-from-cdk.html) [![stackify.com: What Is Function-as-a-Service? Serverless Architectures Are Here!](){: style="width:7%"}](https://stackify.com/function-as-a-service-serverless-architecture) [![stackify.com: The Advantages of Using Kubernetes and Docker Together](){: style="width:7%"}](https://stackify.com/kubernetes-docker-deployments) [![stackify.com: Who will Dominate in the future: .Net or Java?](){: style="width:7%"}](https://stackify.com/who-will-dominate-in-the-future-net-or-java) [![stackoverflow.blog: How event-driven architecture solves modern web app problems 🌟](){: style="width:7%"}](https://stackoverflow.blog/2020/03/16/how-event-driven-architecture-solves-modern-web-app-problems)

+[![stackoverflow.blog: The rise of the DevOps mindset 🌟](){: style="width:7%"}](https://stackoverflow.blog/2020/06/10/the-rise-of-the-devops-mindset) [![stackoverflow.blog: Have the tables turned on NoSQL?](){: style="width:7%"}](https://stackoverflow.blog/2021/01/14/have-the-tables-turned-on-nosql) [![stackoverflow.blog: Fulfilling the promise of CI/CD 🌟](){: style="width:7%"}](https://stackoverflow.blog/2021/01/19/fulfilling-the-promise-of-ci-cd) [![stackoverflow.blog: Infrastructure as code: Create and configure infrastructure elements in seconds](){: style="width:7%"}](https://stackoverflow.blog/2021/03/08/infrastructure-as-code-create-and-configure-infrastructure-elements-in-seconds) [![stackoverflow.blog: A look under the hood: how branches work in Git](){: style="width:7%"}](https://stackoverflow.blog/2021/04/05/a-look-under-the-hood-how-branches-work-in-git) [![stackoverflow.blog: Using Kubernetes to rethink your system architecture and ease technical debt 🌟](){: style="width:7%"}](https://stackoverflow.blog/2021/05/19/rethinking-system-architecture-can-kubernetes-help-to-solve-rewrite-anxiety) [![stackoverflow.blog: How developers can be their own operations department](){: style="width:7%"}](https://stackoverflow.blog/2021/05/24/how-developers-can-be-their-own-operations-department) [![stackoverflow.blog: Getting started with… Python 🌟](){: style="width:7%"}](https://stackoverflow.blog/2021/07/14/getting-started-with-python) [![stackoverflow.blog: Observability is key to the future of software (and your DevOps career)](){: style="width:7%"}](https://stackoverflow.blog/2021/09/08/observability-is-key-to-the-future-of-software-and-your-devops-career) [![stackoverflow.blog: GitLab launches Collective on Stack Overflow](){: style="width:7%"}](https://stackoverflow.blog/2021/09/22/gitlab-launches-collective-on-stack-overflow) [![stackoverflow.blog: Fulfilling the promise of CI/CD](){: style="width:7%"}](https://stackoverflow.blog/2021/12/20/fulfilling-the-promise-of-ci-cd)

+[![stackoverflow.blog: The Great Resignation is here. What does that mean for' developers? 🌟](){: style="width:7%"}](https://stackoverflow.blog/2022/01/10/the-great-resignation-is-here-what-does-that-mean-for-developers) [![stackoverflow.blog: The Great Resignation is here. What does that mean for developers? 🌟](){: style="width:7%"}](https://stackoverflow.blog/2022/12/28/the-great-resignation-is-here-what-does-that-mean-for-developers) [![Stack Overflow Collectives 🌟](){: style="width:7%"}](https://stackoverflow.com/collectives) [![AWS Collective](){: style="width:7%"}](https://stackoverflow.com/collectives/aws) [![Azure Collective](){: style="width:7%"}](https://stackoverflow.com/collectives/azure) [![CI/CD Collective](){: style="width:7%"}](https://stackoverflow.com/collectives/ci-cd) [![GitLab Collective](){: style="width:7%"}](https://stackoverflow.com/collectives/gitlab) [![Go Collective](){: style="width:7%"}](https://stackoverflow.com/collectives/go) [![Google Cloud Collective](){: style="width:7%"}](https://stackoverflow.com/collectives/google-cloud) [![WSO2 Collective](){: style="width:7%"}](https://stackoverflow.com/collectives/wso2) [![None](){: style="width:7%"}](https://stackoverflow.com/questions/11763376/difference-between-netstat-and-ss-in-linux)

+[![==stackoverflow.com: What are the differences between the different saving' methods in Hibernate?==](){: style="width:7%"}](https://stackoverflow.com/questions/161224/what-are-the-differences-between-the-different-saving-methods-in-hibernate/54907032?stw=2) [![stackoverflow.com: Is the usage of stored procedures a bad practice?](){: style="width:7%"}](https://stackoverflow.com/questions/1761601/is-the-usage-of-stored-procedures-a-bad-practice) [![Python progression path - From apprentice to guru](){: style="width:7%"}](https://stackoverflow.com/questions/2573135/python-progression-path-from-apprentice-to-guru) [![Setup Git Integration Manager Workflow in Eclipse](){: style="width:7%"}](https://stackoverflow.com/questions/26003298/how-to-setup-local-git-with-local-blessed-repo-integration-manager-workflow) [![stackoverflow.com: Bot to automatically reverse GitHub pull request merges](){: style="width:7%"}](https://stackoverflow.com/questions/27820309/bot-to-automatically-reverse-github-pull-request-merges) [![None](){: style="width:7%"}](https://stackoverflow.com/questions/34319156/create-dictionary-from-splitted-strings-from-list-of-strings) [![stackoverflow.com: Running Oracle SQL scripts with Ansible playbook](){: style="width:7%"}](https://stackoverflow.com/questions/41341823/running-oracle-sql-scripts-with-ansible-playbook) [![stackoverflow.com: Ansible playbook to execute Oracle script](){: style="width:7%"}](https://stackoverflow.com/questions/41796466/ansible-playbook-to-execute-oracle-script) [![stackoverflow: run nexus3 with docker in a kubernetes cluster](){: style="width:7%"}](https://stackoverflow.com/questions/42766349/run-nexus-3-with-docker-in-a-kubernetes-cluster) [![stackoverflow.com: How to map a MySQL JSON column to a Java entity property' using JPA and Hibernate](){: style="width:7%"}](https://stackoverflow.com/questions/44308167/how-to-map-a-mysql-json-column-to-a-java-entity-property-using-jpa-and-hibernate) [![stackoverflow.com: Can I have an entire declarative pipeline defined and' parameterized in a shared library?](){: style="width:7%"}](https://stackoverflow.com/questions/45889796/can-i-have-an-entire-declarative-pipeline-defined-and-parameterized-in-a-shared)

+[![==stackoverflow.com: What is the difference between an Azure tenant and' Azure subscription?==](){: style="width:7%"}](https://stackoverflow.com/questions/47307368/what-is-the-difference-between-an-azure-tenant-and-azure-subscription) [![Copy secrets between namespaces](){: style="width:7%"}](https://stackoverflow.com/questions/55515594/is-there-a-way-to-share-a-configmap-in-kubernetes-between-namespaces) [![stackoverflow: Accessing the Kubernetes REST end points using bearer token](){: style="width:7%"}](https://stackoverflow.com/questions/56214715/accessing-the-kubernetes-rest-end-points-using-bearer-token) [![None](){: style="width:7%"}](https://stackoverflow.com/questions/57107282/prometheus-and-activemq-integration) [![stackoverflow.com: How can we programmatically approve merge requests in' GitLab?](){: style="width:7%"}](https://stackoverflow.com/questions/58019605/how-can-we-programmatically-approve-merge-requests-in-gitlab) [![stackoverflow.com: Is that possible to deploy an openshift or kubernetes' in DMZ zone? 🌟](){: style="width:7%"}](https://stackoverflow.com/questions/59518363/is-that-possible-to-deploy-an-openshift-or-kubernetes-in-dmz-zone) [![stackoverflow.com: How is Flyte tailored to "Data and Machine Learning"?](){: style="width:7%"}](https://stackoverflow.com/questions/72657318/how-is-flyte-tailored-to-data-and-machine-learning) [![None](){: style="width:7%"}](https://stackoverflow.com/questions/8087184/problems-installing-python3-on-rhel) [![None](){: style="width:7%"}](https://stackoverflow.com/questions/tagged/nexus3) [![stackpulse.com: Automated Kubernetes Pod Restarting Analysis with StackPulse](){: style="width:7%"}](https://stackpulse.com/blog/automated-kubernetes-pod-restarting-analysis-with-stackpulse) [![stackpulse.com: Challenges of Running Services With K8s Reliably](){: style="width:7%"}](https://stackpulse.com/blog/challenges-of-running-services-with-k8s-reliably)

+[![stackpulse.com: Kubernetes and SRE: 5 Best Practices for K8s Reliability' in Production](){: style="width:7%"}](https://stackpulse.com/blog/https-stackpulse-com-blog-kubernetes-production-best-practices) [![stackpulse.com: Managing Reliability for Monoliths vs. Microservices: Best' Practices for SREs](){: style="width:7%"}](https://stackpulse.com/blog/monoliths-vs-microservices-best-practices) [![stackpulse.com: Managing Reliability for Monoliths vs. Microservices: The' Challenges for SREs](){: style="width:7%"}](https://stackpulse.com/blog/monoliths-vs-microservices-challenges) [![stackpulse.com: No, SRE Is Not the New DevOps – Unless It Is](){: style="width:7%"}](https://stackpulse.com/blog/no-sre-is-not-the-new-devops-unless-it-is) [![stackshare.io: Kubernetes vs Portainer](){: style="width:7%"}](https://stackshare.io/stackups/kubernetes-vs-portainer) [![StackStorm.com](){: style="width:7%"}](https://stackstorm.com) [![starkephillip.com: The effects of remote work on company culture](){: style="width:7%"}](https://starkephillip.com/the-effects-of-remote-work-on-company-culture) [![Spring Initializr 🌟](){: style="width:7%"}](https://start.spring.io) [![Hating code of others](){: style="width:7%"}](https://statemanagement.substack.com/p/hating-the-code-of-others) [![Kubernetes Deployment Builder 🌟🌟](){: style="width:7%"}](https://static.brandonpotter.com/kubernetes/DeploymentBuilder.html) [![Kubernetes Hierarchical Namespace Controller (slides from Kubernetes Multitenancy Working Group) 🌟](){: style="width:7%"}](https://static.sched.com/hosted_files/kccncna19/f7/kubecon-us-2019-mt-wg-deep-dive.pdf)

+[![PDF](){: style="width:7%"}](https://static.sched.com/hosted_files/kccncna20/02/A%20Walk%20Through%20the%20Kubernetes%20UI%20Landscape%20%28KubeCon%20Talk%202020%29.pdf) [![Setting up Python on OSX: UPDATED](){: style="width:7%"}](https://staticnat.com/setting-up-python-on-osx) [![stats.jenkins.io 🌟](){: style="width:7%"}](https://stats.jenkins.io) [![status.aws.amazon.com: Service Health Dashboard](){: style="width:7%"}](https://status.aws.amazon.com) [![steampipe](){: style="width:7%"}](https://steampipe.io) [![steampipe.io: Top 3 ways to improve GitHub org security](){: style="width:7%"}](https://steampipe.io/blog/github-security-tips) [![steampunk.si: Let us give Ansible a REST](){: style="width:7%"}](https://steampunk.si/blog/let-us-give-ansible-a-rest) [![steampunk.si: Managing infrastructure using Ansible Tower](){: style="width:7%"}](https://steampunk.si/blog/managing-infrastructure-using-ansible-tower) [![jq](){: style="width:7%"}](https://stedolan.github.io/jq) [![None](){: style="width:7%"}](https://stelfstartup.com) [![Config-lint](){: style="width:7%"}](https://stelligent.github.io/config-lint)

+[![Steve Horsfield: DevOps tricks - Templating YAML files](){: style="width:7%"}](https://stevehorsfield.wordpress.com/2019/08/13/devops-tricks-templating-yaml-files) [![stevelasker.blog: Docker Tagging: Best practices for tagging and versioning docker images](){: style="width:7%"}](https://stevelasker.blog/2018/03/01/docker-tagging-best-practices-for-tagging-and-versioning-docker-images) [![Searchable list of Kubernetes Storage Providers](){: style="width:7%"}](https://storageclass.info/csidrivers) [![store.docker.com: Docker Community Edition EDGE with kubernetes. Installing' Kubernetes using the Docker Client](){: style="width:7%"}](https://store.docker.com/editions/community/docker-ce-desktop-windows) [![stories.schubergphilis.com: (Terraform) AWS management using your Google' account](){: style="width:7%"}](https://stories.schubergphilis.com/terraform-aws-management-using-your-google-account-cfe5ea70c75) [![storiesfromtheherd.com: Unpacking Observability](){: style="width:7%"}](https://storiesfromtheherd.com/unpacking-observability-a-beginners-guide-833258a0591f) [![stormforge.io: Automated Kubernetes resource management for platform engineering teams to continuously rightsize workloads with HPA compatibility](){: style="width:7%"}](https://stormforge.io) [![O'Really: Streaming data](){: style="width:7%"}](https://streamingsystems.net) [![strimzi.io](){: style="width:7%"}](https://strimzi.io) [![None](){: style="width:7%"}](https://strimzi.io/blog/2019/10/14/improving-prometheus-metrics) [![strimzi.io: Using Open Policy Agent with Strimzi and Apache Kafka](){: style="width:7%"}](https://strimzi.io/blog/2020/08/05/using-open-policy-agent-with-strimzi-and-apache-kafka)

+[![strimzi.io: Optimizing Kafka producers 🌟](){: style="width:7%"}](https://strimzi.io/blog/2020/10/15/producer-tuning) [![strimzi.io: Optimizing Kafka consumers 🌟](){: style="width:7%"}](https://strimzi.io/blog/2021/01/07/consumer-tuning) [![strimzi.io: Kafka upgrade improvements](){: style="width:7%"}](https://strimzi.io/blog/2021/07/05/upgrade-improvements) [![strimzi.io: Using Kubernetes Configuration Provider to load data from Secrets and Config Maps](){: style="width:7%"}](https://strimzi.io/blog/2021/07/22/using-kubernetes-config-provider-to-load-data-from-secrets-and-config-maps) [![strimzi.io: Using HTTP Bridge as a Kubernetes sidecar](){: style="width:7%"}](https://strimzi.io/blog/2021/08/18/using-http-bridge-as-a-kubernetes-sidecar) [![Things You Want to Do in Git and How to Do Them](){: style="width:7%"}](https://stu2b50.dev/posts/things-you-wante9665) [![If you don't like exceptions, you don't like Python](){: style="width:7%"}](https://stupidpythonideas.blogspot.com.es/2015/05/if-you-dont-like-exceptions-you-dont.html) [![Stwipe β€” Payments infrastructure for people who cannot be reasoned with](){: style="width:7%"}](https://stwipe.com) [![Cloud Girl Substack by Priyanka Vergadia](){: style="width:7%"}](https://substack.com/@pvergadia) [![sumanprasad.hashnode.dev: A Beginner's Guide to Ingress and Ingress Controllers' in Kubernetes](){: style="width:7%"}](https://sumanprasad.hashnode.dev/a-beginners-guide-to-ingress-and-ingress-controllers-in-kubernetes) [![sumanprasad.hashnode.dev: Everything About Kubernetes Services - Discovery,' Load Balancing, Networking](){: style="width:7%"}](https://sumanprasad.hashnode.dev/everything-about-kubernetes-services-discovery-load-balancing-networking)

+[![sumanthkumarc.medium.com: Debugging namespace deletion issue in Kubernetes](){: style="width:7%"}](https://sumanthkumarc.medium.com/debugging-namespace-deletion-issue-in-kubernetes-f6f8b40a4368) [![sumanthkumarc.medium.com: Kubernetes RBAC β€” Update default ClusterRoles' without editing them](){: style="width:7%"}](https://sumanthkumarc.medium.com/kubernetes-rbac-update-default-clusterroles-without-editing-them-ef206254e0) [![sunnykkc13.medium.com: Deep Dive into Kubernetes](){: style="width:7%"}](https://sunnykkc13.medium.com/deep-dive-into-kubernetes-238258c9a536) [![supabase.com](){: style="width:7%"}](https://supabase.com) [![superfastpython.com: How to Choose the Right Python Concurrency API](){: style="width:7%"}](https://superfastpython.com/python-concurrency-choose-api) [![superfastpython.com: How to Identify a Deadlock in Python](){: style="width:7%"}](https://superfastpython.com/thread-deadlock-in-python) [![superfastpython.com: Threading vs Multiprocessing in Python](){: style="width:7%"}](https://superfastpython.com/threading-vs-multiprocessing-in-python) [![superorbital.io: Testing Production Kubernetes Controllers](){: style="width:7%"}](https://superorbital.io/blog/testing-production-controllers) [![superuser.openstack.org: Run Your Kubernetes Cluster on OpenStack in Production](){: style="width:7%"}](https://superuser.openinfra.org/articles/run-your-kubernetes-cluster-on-openstack-in-production) [![superuser.openstack.org: Run Your Kubernetes Cluster on OpenStack in Production](){: style="width:7%"}](https://superuser.openstack.org/articles/run-your-kubernetes-cluster-on-openstack-in-production) [![supple.com.au: Google advanced search operators tips and tricks](){: style="width:7%"}](https://supple.com.au/tools/google-advance-search-operators)

+[![supple.com.au: Google advanced search operators tips and tricks](){: style="width:7%"}](https://supple.com.au/tools/google-advanced-search-operators) [![None](){: style="width:7%"}](https://support.apple.com/en-us/102650) [![support.apple.com: Mac keyboard shortcuts](){: style="width:7%"}](https://support.apple.com/en-us/HT201236) [![support.atlassian.com: YAML anchors and aliases](){: style="width:7%"}](https://support.atlassian.com/bitbucket-cloud/docs/yaml-anchors) [![How to configure Jenkins for git merge](){: style="width:7%"}](https://support.cloudbees.com/hc/en-us/articles/227246387-How-to-Configure-Jenkins-for-Git-Merge-) [![gitkraken.com: GitFlow](){: style="width:7%"}](https://support.gitkraken.com/git-workflows-and-extensions/git-flow) [![Google Calendar appointment slots](){: style="width:7%"}](https://support.google.com/calendar/answer/190998) [![support.google.com: How to set up an appointment schedule](){: style="width:7%"}](https://support.google.com/google-workspace-individual/answer/10729749) [![support.sonatype.com: SSL Certificate Guide](){: style="width:7%"}](https://support.sonatype.com/hc/en-us/articles/213465768-SSL-Certificate-Guide) [![support.sonatype.com: Using self signed certificates with Nexus Repository' Manager and Docker Daemon](){: style="width:7%"}](https://support.sonatype.com/hc/en-us/articles/217542177-Using-Self-Signed-Certificates-with-Nexus-Repository-Manager-and-Docker-Daemon) [![sonatype: how to delete docker images from Nexus Repository Manager](){: style="width:7%"}](https://support.sonatype.com/hc/en-us/articles/360009696054-How-to-delete-docker-images-from-Nexus-Repository-Manager)

+[![RKE2 Standalone Disaster Recovery Guide](){: style="width:7%"}](https://support.tools/post/rke2-standalone-disaster-recovery) [![sureshdsk.dev: Check diff between two files in Python](){: style="width:7%"}](https://sureshdsk.dev/check-diff-between-two-files-in-python) [![surfingcomplexity.blog: Cache invalidation really is one of the hardest problems in computer science](){: style="width:7%"}](https://surfingcomplexity.blog/2022/11/25/cache-invalidation-really-is-one-of-the-hardest-things-in-computer-science) [![None](){: style="width:7%"}](https://survey.stackoverflow.co) [![None](){: style="width:7%"}](https://survey.stackoverflow.co/2021) [![2022 🌟](){: style="width:7%"}](https://survey.stackoverflow.co/2022) [![https://swagger.io](){: style="width:7%"}](https://swagger.io) [![SwaggerHub: Free Web Service](){: style="width:7%"}](https://swagger.io/product) [![SwaggerHub: Free Web Service](){: style="width:7%"}](https://swagger.io/tools/swaggerhub) [![swapnil-chougule.medium.com: Rapid Feature Engineering through SQL](){: style="width:7%"}](https://swapnil-chougule.medium.com/rapid-feature-engineering-through-sql-a92b0926683d) [![Swim](){: style="width:7%"}](https://swimm.io)

+[![swirlai.substack.com: SAI #08: Request-Response Model Deployment - The MLOps' Way, Spark - Executor Memory Structure and more... 🌟](){: style="width:7%"}](https://swirlai.substack.com/p/sai-08-request-response-model-deployment) [![swissarmydevops.com](){: style="width:7%"}](https://swissarmydevops.com) [![swwapnilp.medium.com: How Does Slack Use Terraform?](){: style="width:7%"}](https://swwapnilp.medium.com/how-does-slack-use-terraform-104b1e96c97d) [![syedasadrazadevops.medium.com: Deep Dive Into Kubernetes: Who to run pod,' node container in Kubernetes (K8s)](){: style="width:7%"}](https://syedasadrazadevops.medium.com/deep-dive-into-kubernetes-way-to-know-about-kubernetes-6a423c262b61) [![symbiosis.host: Benchmarking cluster creation time for 8 managed Kubernetes providers](){: style="width:7%"}](https://symbiosis.host) [![==symbiosis.host: Benchmarking cluster creation time for 8 managed Kubernetes' providers==](){: style="width:7%"}](https://symbiosis.host/blog/comparing-cluster-creation-times) [![symbiosis.host: Benchmarking Kubernetes node initialization](){: style="width:7%"}](https://symbiosis.host/blog/comparing-node-launch-times) [![symphony.is: Crossplane - The New Kid in Town](){: style="width:7%"}](https://symphony.is/blog/crossplane---the-new-kid-in-town-) [![**Syndesis** open source integration platform](){: style="width:7%"}](https://syndesis.io) [![None](){: style="width:7%"}](https://syntax.fm/show/162/the-fundamentals-js) [![sysadmin.prod.acquia-sites.com: 10 container guides for sysadmins](){: style="width:7%"}](https://sysadmin.prod.acquia-sites.com/sysadmin/container-guides-2020)

+[![SysAdmin Casts](){: style="width:7%"}](https://sysadmincasts.com) [![sysadmincasts.com: Nomad 🌟](){: style="width:7%"}](https://sysadmincasts.com/episodes/74-nomad) [![sysadminxpert.com: Demystifying NoSQL Databases 🌟](){: style="width:7%"}](https://sysadminxpert.com/demystifying-nosql-databases) [![sysadminxpert.com: How to do Security Auditing of CentOS System Using Lynis Tool](){: style="width:7%"}](https://sysadminxpert.com/how-to-do-security-auditing-of-centos-system-using-lynis-tool) [![sysadminxpert.com: How to Enable Slow Query Logs in AWS RDS MySQL](){: style="width:7%"}](https://sysadminxpert.com/how-to-enable-slow-query-logs-in-aws-rds-mysql) [![sysadminxpert.com: How to watch real time TCP and UDP ports on Linux (netstat & ss) 🌟](){: style="width:7%"}](https://sysadminxpert.com/how-to-watch-real-time-tcp-and-udp-ports-on-linux) [![sysadminxpert.com: How to Monitor Linux System with Grafana and Telegraf](){: style="width:7%"}](https://sysadminxpert.com/monitor-linux-system-with-grafana-and-telegraf) [![sysadminxpert.com: Steps to Monitor Linux Server using Prometheus](){: style="width:7%"}](https://sysadminxpert.com/steps-to-monitor-linux-server-using-prometheus) [![sysdig.com: Container security best practices: Ultimate guide 🌟](){: style="width:7%"}](https://sysdig.com/blog/container-security-best-practices) [![sysdig.com: Mitigating CVE-2021-20291: DoS affecting CRI-O and Podman](){: style="width:7%"}](https://sysdig.com/blog/cve-2021-20291-cri-o-podman) [![sysdig.com: What is Kubernetes CrashLoopBackOff? And how to fix it 🌟](){: style="width:7%"}](https://sysdig.com/blog/debug-kubernetes-crashloopbackoff)

+[![sysdig.com: Top 20 Dockerfile best practices 🌟](){: style="width:7%"}](https://sysdig.com/blog/dockerfile-best-practices) [![sysdig.com: How attackers use exposed Prometheus server to exploit Kubernetes' clusters | Miguel HernΓ‘ndez](){: style="width:7%"}](https://sysdig.com/blog/exposed-prometheus-exploit-kubernetes-kubeconeu) [![sysdig.com: How to apply security at the source using GitOps | Eduardo MΓ­nguez' 🌟](){: style="width:7%"}](https://sysdig.com/blog/gitops-iac-security-source) [![sysdig.com: How to monitor coreDNS 🌟](){: style="width:7%"}](https://sysdig.com/blog/how-to-monitor-coredns) [![sysdig.com: Helm security and best practices](){: style="width:7%"}](https://sysdig.com/blog/how-to-secure-helm) [![sysdig.com: 12 Container image scanning best practices to adopt in production](){: style="width:7%"}](https://sysdig.com/blog/image-scanning-best-practices) [![==sysdig.com: Getting started with runtime security and Falco==](){: style="width:7%"}](https://sysdig.com/blog/intro-runtime-security-falco) [![sysdig.com: K3s + Sysdig: Deploying and securing your cluster… in less than' 8 minutes! 🌟](){: style="width:7%"}](https://sysdig.com/blog/k3s-sysdig-falco) [![sysdig.com: Kubernetes 1.22 – What’s new?](){: style="width:7%"}](https://sysdig.com/blog/kubernetes-1-22-whats-new) [![sysdig.com: Kubernetes 1.23 – What’s new?](){: style="width:7%"}](https://sysdig.com/blog/kubernetes-1-23-whats-new) [![sysdig.com: Kubernetes 1.24 – What’s new?](){: style="width:7%"}](https://sysdig.com/blog/kubernetes-1-24-whats-new)

+[![sysdig.com: Kubernetes 1.25 – What’s new?](){: style="width:7%"}](https://sysdig.com/blog/kubernetes-1-25-whats-new) [![sysdig.com: Kubernetes 1.26 – What’s new?](){: style="width:7%"}](https://sysdig.com/blog/kubernetes-1-26-whats-new) [![sysdig.com: Kubernetes 1.27 – What’s new?](){: style="width:7%"}](https://sysdig.com/blog/kubernetes-1-27-whats-new) [![sysdig.com: Kubernetes admission controllers in 5 minutes](){: style="width:7%"}](https://sysdig.com/blog/kubernetes-admission-controllers) [![sysdig.com: Getting started with Kubernetes audit logs and Falco 🌟](){: style="width:7%"}](https://sysdig.com/blog/kubernetes-audit-log-falco) [![sysdig.com: Kubernetes pod autoscaler using custom metrics](){: style="width:7%"}](https://sysdig.com/blog/kubernetes-autoscaler) [![sysdig.com: Kubernetes capacity planning: How to rightsize the requests' of your cluster](){: style="width:7%"}](https://sysdig.com/blog/kubernetes-capacity-planning) [![sysdig.com: Trigger a Kubernetes HPA with Prometheus metrics](){: style="width:7%"}](https://sysdig.com/blog/kubernetes-hpa-prometheus) [![==sysdig.com: Understanding Kubernetes limits and requests by example==' 🌟](){: style="width:7%"}](https://sysdig.com/blog/kubernetes-limits-requests) [![sysdig.com: Seven Kubernetes monitoring best practices every monitoring' solution should enable](){: style="width:7%"}](https://sysdig.com/blog/kubernetes-monitoring-best-practices) [![sysdig.com: Kubernetes Monitoring with Prometheus, the ultimate guide 🌟](){: style="width:7%"}](https://sysdig.com/blog/kubernetes-monitoring-prometheus)

+[![sysdig.com: Understanding Kubernetes Evicted Pods](){: style="width:7%"}](https://sysdig.com/blog/kubernetes-pod-evicted) [![==sysdig.com: Understanding Kubernetes pod pending problems==](){: style="width:7%"}](https://sysdig.com/blog/kubernetes-pod-pending-problems) [![sysdig.com: How to rightsize the Kubernetes resource limits](){: style="width:7%"}](https://sysdig.com/blog/kubernetes-resource-limits) [![sysdig.com: Kubernetes Services: ClusterIP, Nodeport and LoadBalancer](){: style="width:7%"}](https://sysdig.com/blog/kubernetes-services-clusterip-nodeport-loadbalancer) [![sysdig.com: Mitigating log4j with Runtime-based Kubernetes Network Policies](){: style="width:7%"}](https://sysdig.com/blog/mitigating-log4j-kubernetes-network-policies) [![sysdig.com: How to monitor etcd](){: style="width:7%"}](https://sysdig.com/blog/monitor-etcd) [![sysdig.com: How to monitor Istio, the Kubernetes service mesh](){: style="width:7%"}](https://sysdig.com/blog/monitor-istio) [![sysdig.com: How to monitor kube-proxy 🌟](){: style="width:7%"}](https://sysdig.com/blog/monitor-kube-proxy) [![sysdig.com: How to monitor Kubernetes control plane](){: style="width:7%"}](https://sysdig.com/blog/monitor-kubernetes-control-plane) [![sysdig.com: How to monitor an Oracle database with Prometheus. The OracleDB' Prometheus exporter](){: style="width:7%"}](https://sysdig.com/blog/monitor-oracle-database-prometheus) [![sysdig.com: Monitoring Kubernetes in Production](){: style="width:7%"}](https://sysdig.com/blog/monitoring-kubernetes)

+[![sysdig.com: Top 10 metrics in PostgreSQL monitoring with Prometheus 🌟](){: style="width:7%"}](https://sysdig.com/blog/postgresql-monitoring) [![sysdig.com: Prometheus 2.37 – The first long-term supported release! 🌟](){: style="width:7%"}](https://sysdig.com/blog/prometheus-2-37-lts) [![sysdig.com: How to monitor Redis with Prometheus](){: style="width:7%"}](https://sysdig.com/blog/redis-prometheus) [![sysdig.com: How to secure Kubernetes deployment with signature verification](){: style="width:7%"}](https://sysdig.com/blog/secure-kubernetes-deployment-signature-verification) [![sysdig.com: Sysdig 2021 container security and usage report: Shifting left' is not enough 🌟](){: style="width:7%"}](https://sysdig.com/blog/sysdig-2021-container-security-usage-report) [![sysdig.com: Sysdig and Apolicy join forces to help customers secure Infrastructure' As Code and automate remediation](){: style="width:7%"}](https://sysdig.com/blog/sysdig-and-apolicy-join-forces-to-help-customer-secure-infrastructure-as-code) [![==sysdig.com: OWASP Kubernetes Top 10== 🌟](){: style="width:7%"}](https://sysdig.com/blog/top-owasp-kubernetes) [![sysdig.com: Triaging a Malicious Docker Container](){: style="width:7%"}](https://sysdig.com/blog/triaging-malicious-docker-container) [![sysdig.com: Kubernetes OOM and CPU Throttling](){: style="width:7%"}](https://sysdig.com/blog/troubleshoot-kubernetes-oom) [![sysdig.com: Top vulnerability assessment and management best practices](){: style="width:7%"}](https://sysdig.com/blog/vulnerability-assessment) [![sysdig.com: What’s new in Kubernetes 1.20?](){: style="width:7%"}](https://sysdig.com/blog/whats-new-kubernetes-1-20)

+[![sysdig.com: Kubernetes Security Guide 🌟](){: style="width:7%"}](https://sysdig.com/resources/ebooks/kubernetes-security-guide) [![systemadmin.es](){: style="width:7%"}](https://systemadmin.es) [![systemcenterdudes.com: Create Operational SCCM Collection Using Powershell' Script](){: style="width:7%"}](https://systemcenterdudes.com/create-operational-sccm-collection-using-powershell-script) [![systemweakness.com: OWASP-K8S Security: Insecure Workload Configurations](){: style="width:7%"}](https://systemweakness.com/owasp-k8s-security-insecure-workload-configurations-c14c4028beb1) [![Terraform for Standardizing AWS Deployments](){: style="width:7%"}](https://t.co/5E4FLUyh98) [![None](){: style="width:7%"}](https://t.co/AF9GfbgBWZ) [![Terraform 1.15: Flexible Module Management, Deprecation Warnings, and Windows' ARM64 Support](){: style="width:7%"}](https://t.co/C6uicr7ZPS) [![IBM IAM for AI Agents](){: style="width:7%"}](https://t.co/EKsVgKA4xn) [![Deploying Virtual Networks Across Tenants Using Azure Virtual Network Manager](){: style="width:7%"}](https://t.co/F244mqpeaR) [![Programming with GitHub Copilot Agent Mode](){: style="width:7%"}](https://t.co/FhNsA9iy4Q) [![Azure ExpressRoute Resiliency: Best Practices for Production-Critical Workloads](){: style="width:7%"}](https://t.co/PPlhHZx5Bh)

+[![Terraform Enterprise 2.0](){: style="width:7%"}](https://t.co/UmacHpStqI) [![IBM Vault 2.0 UI Enhancements and Reporting Improvements](){: style="width:7%"}](https://t.co/cvOceuueCF) [![Clean Architecture on Frontend](){: style="width:7%"}](https://t.co/hshyLt0r2x) [![Announcing Public Preview of Terraform Export from the Azure Portal](){: style="width:7%"}](https://t.co/mv3tyz1oRt) [![Buildbot](){: style="width:7%"}](https://t.co/qXtIPX5eF6) [![Scale with Confidence Using Terraform: Better Cost Visibility, Stronger' Governance, and Less Operational Overhead](){: style="width:7%"}](https://t.co/y414rbxM7l) [![RBAC Wizard: Herramienta para visualizar y analizar la configuraciΓ³n RBAC' de Kubernetes](){: style="width:7%"}](https://t.…) [![tailscale.com: Connect to an AWS VPC using subnet routes](){: style="width:7%"}](https://tailscale.com/docs/install/cloud/aws) [![tailscale.com: Connect to an AWS VPC using subnet routes](){: style="width:7%"}](https://tailscale.com/kb/1021/install-aws) [![Talk Python To Me Podcast](){: style="width:7%"}](https://talkpython.fm) [![Talk Python To Me Podcast. Episode #36: Python IDEs with the PyCharm team](){: style="width:7%"}](https://talkpython.fm/episodes/show/36/python-ides-with-the-pycharm-team)

+[![None](){: style="width:7%"}](https://talkpython.fm/episodes/transcript/39/getting-your-first-dev-job-as-a-python-developer-part-1) [![Tanka](){: style="width:7%"}](https://tanka.dev/tutorial/jsonnet) [![tanzu.vmware.com: Introducing KubeAcademy Pro: In-Depth Kubernetes Training,' Totally Free](){: style="width:7%"}](https://tanzu.vmware.com/content/blog/introducing-kubeacademy-pro-in-depth-kubernetes-training-totally-free) [![tanzu.vmware.com: VMware Tanzu SQL: MySQL at Scale Made Easy for Kubernetes](){: style="width:7%"}](https://tanzu.vmware.com/content/blog/vmware-tanzu-sql-mysql-at-scale-kubernetes) [![tanzu.vmware.com: Log4Shell Vulnerability Spotlights the Importance of Adopting' Trusted Open Source Software Providers for the Enterprise](){: style="width:7%"}](https://tanzu.vmware.com/developer/blog/log4shell-vulnerability-spotlights-the-importance-of-adopting-trusted-open-source-software-providers-for-the-enterprise) [![tanzu.vmware.com: Microservices with Spring Cloud Kubernetes Reference Architecture' 🌟](){: style="width:7%"}](https://tanzu.vmware.com/developer/guides/kubernetes/app-enhancements-spring-k8s) [![None](){: style="width:7%"}](https://tatiyants.com/jenkins-build-monitor) [![Taubyte](){: style="width:7%"}](https://taubyte.com) [![tealfeed.com: Kubernetes Audit Logs: Who created or deleted a namespace?](){: style="width:7%"}](https://tealfeed.com/kubernetes-audit-logs-created-deleted-namespace-ho5o3) [![team-coder.com: From Git Flow to Trunk Based Development](){: style="width:7%"}](https://team-coder.com/from-git-flow-to-trunk-based-development) [![teamhood.com: scrum cheat sheet](){: style="width:7%"}](https://teamhood.com/agile/scrum-cheat-sheet)

+[![tecadmin.net](){: style="width:7%"}](https://tecadmin.net) [![teacdmin.net: How To Enable Multiple RDP Sessions on Windows Server](){: style="width:7%"}](https://tecadmin.net/how-to-enable-multiple-rdp-sessions-on-windows-server) [![tecadmin.net: How To Read, Write & Parse CSV in Python](){: style="width:7%"}](https://tecadmin.net/read-write-csv-in-python) [![3 ways to customize off-the-shelf Helm charts with Kustomize - Kubernetes](){: style="width:7%"}](https://tech.aabouzaid.com/2020/09/3-ways-to-customize-off-the-shelf-helm-charts-with-kustomize-kubernetes.html) [![tech.aabouzaid.com: Set OpenAPI patch strategy for Kubernetes Custom Resources - Kustomize](){: style="width:7%"}](https://tech.aabouzaid.com/2022/11/set-openapi-patch-strategy-for-kubernetes-custom-resources-kustomize.html) [![tech.bigbasket.com: Atlas: Streamlining BigBasket’s 40+ lines of testing' across 80+ Microservices in Non-Production Environments](){: style="width:7%"}](https://tech.bigbasket.com/atlas-streamlining-bigbaskets-40-lines-of-testing-across-80-microservices-in-non-production-459040947519) [![tech.buzzfeed.com: Continuous Deployments at BuzzFeed](){: style="width:7%"}](https://tech.buzzfeed.com/continuous-deployments-at-buzzfeed-d171f76c1ac4) [![tech.deliveryhero.com: Dynamically overscaling a Kubernetes cluster with' cluster-autoscaler and Pod Priority](){: style="width:7%"}](https://tech.deliveryhero.com/dynamically-overscaling-a-kubernetes-cluster-with-cluster-autoscaler-and-pod-priority) [![tech.ebayinc.com: Resiliency and Disaster Recovery with Kafka](){: style="width:7%"}](https://tech.ebayinc.com/engineering/resiliency-and-disaster-recovery-with-kafka) [![medium: Jenkins Jobs as Code with Groovy DSL (Job DSL plugin) 🌟](){: style="width:7%"}](https://tech.gogoair.com/jenkins-jobs-as-code-with-groovy-dsl-c8143837593a) [![tech.loveholidays.com: Dynamic alert routing with Prometheus and Alertmanager](){: style="width:7%"}](https://tech.loveholidays.com/dynamic-alert-routing-with-prometheus-and-alertmanager-f6a919edb5f8)

+[![tech.loveholidays.com: GKE Multi-Cluster Services β€” one bad probe away from' disaster](){: style="width:7%"}](https://tech.loveholidays.com/gke-multi-cluster-services-one-bad-probe-away-from-disaster-62051fafe84e) [![tech.loveholidays.com: Load testing in production with Grafana Loki, Kubernetes' and Golang](){: style="width:7%"}](https://tech.loveholidays.com/load-testing-in-production-with-grafana-loki-kubernetes-and-golang-1699554d2aa3) [![tech.marksblogg.com: Monitor ClickHouse column oriented database with Prometheus & Grafana](){: style="width:7%"}](https://tech.marksblogg.com/clickhouse-prometheus-grafana.html) [![tech.olx.com: Improving JVM Warm-up on Kubernetes 🌟](){: style="width:7%"}](https://tech.olx.com/improving-jvm-warm-up-on-kubernetes-1b27dd8ecd58) [![tech.paulcz.net/blog/spring-into-kubernetes-part-1](){: style="width:7%"}](https://tech.paulcz.net/blog/spring-into-kubernetes-part-1) [![tech.showmax.com: Developers' basic guide to kubernetes](){: style="width:7%"}](https://tech.showmax.com/2021/08/developers-101-kubernetes) [![tech.trell.co: Redis Cluster Creation Automation](){: style="width:7%"}](https://tech.trell.co/redis-cluster-creation-automation-5e71eedf0e56) [![tech.twenix.com: Securiza tu infraestructura cloud sin arruinarte](){: style="width:7%"}](https://tech.twenix.com/securiza-tu-infraestructura-cloud-sin-arruinarte-d9d2e2d5302c) [![techbeacon.com: 25 Kubernetes experts you should follow on Twitter](){: style="width:7%"}](https://techbeacon.com/enterprise-it/25-kubernetes-experts-you-should-follow-twitter) [![techbeacon.com: 5 Best Practices for Deploying Kubernetes](){: style="width:7%"}](https://techbeacon.com/enterprise-it/5-best-practices-deploying-kubernetes) [![7 arguments against NoOps](){: style="width:7%"}](https://techbeacon.com/enterprise-it/7-arguments-against-noops)

+[![techbeacon.com: An essential guide to the 2019 serverless ecosystem](){: style="width:7%"}](https://techbeacon.com/enterprise-it/essential-guide-2019-serverless-ecosystem) [![techbeacon.com: Why teams fail with Kubernetesβ€”and what to do about it](){: style="width:7%"}](https://techbeacon.com/enterprise-it/why-teams-fail-kubernetes-what-do-about-it) [![techbeacon.com: 17 open-source container security tools 🌟](){: style="width:7%"}](https://techbeacon.com/security/17-open-source-container-security-tools) [![techbeatly.com: Ansible for Infrastructure Provisioning in AWS | Ansible Real Life Series - youtube](){: style="width:7%"}](https://techbeatly.com/ansible-for-infrastructure-provisioning-in-aws-ansible-real-life-series) [![techbeatly.com: How to create, increase or decrease project quota](){: style="width:7%"}](https://techbeatly.com/how-to-create-increase-or-decrease-project-quota-in-openshift) [![techbeatly.com: Terraform Cheat Sheet](){: style="width:7%"}](https://techbeatly.com/terraform-cheat-sheet) [![techbeatly.com: 10 Free Courses to Learn Terraform](){: style="width:7%"}](https://techbeatly.com/terraform-free-courses) [![techcommunity.microsoft.com](){: style="width:7%"}](https://techcommunity.microsoft.com) [![techcommunity.microsoft.com: Microsoft Learn - Learning Rooms Directory](){: style="width:7%"}](https://techcommunity.microsoft.com/?product=All) [![Enhancing Infrastructure as Code Generation with GitHub Copilot for Azure](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/AzureDevCommunityBlog/enhancing-infrastructure-as-code-generation-with-github-copilot-for-azure/4388514) [![Azure ExpressRoute Resiliency: Best Practices for Production-Critical Workloads](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/AzureInfrastructureBlog/azure-expressroute-resiliency-best-practices-for-production-critical-workloads/4394842)

+[![Building a FinOps-Ready Azure Landing Zone: Infrastructure Foundations for Cost Optimization](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/AzureInfrastructureBlog/building-a-finops-ready-azure-landing-zone-infrastructure-foundations-for-cost-o/4411706) [![A Guide to Azure Data Transfer Pricing](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/AzureNetworkingBlog/a-guide-to-azure-data-transfer-pricing/4374538) [![Announcing Public Preview of Terraform Export from the Azure Portal](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/AzureToolsBlog/announcing-public-preview-of-terraform-export-from-the-azure-portal/4409889) [![Azure App Service Auto-Heal: Capturing Relevant Data During Performance Issues](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/appsonazureblog/azure-app-service-auto-heal-capturing-relevant-data-during-performance-issues/4390351) [![techcommunity.microsoft.com: Azure Kubernetes Service Free tier and Standard tier](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/appsonazureblog/azure-kubernetes-service-free-tier-and-standard-tier/3731432) [![techcommunity.microsoft.com: Azure Kubernetes Service Microsoft Ignite announcements](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/appsonazureblog/azure-kubernetes-service-microsoft-ignite-announcements/3650443) [![techcommunity.microsoft.com: Building a path to success for microservices and .NET Core - Project Tye + GitHub Actions](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/appsonazureblog/building-a-path-to-success-for-microservices-and-net-core---project-tye--github-/1502270) [![techcommunity.microsoft.com: Full-stack .NET 6 Apps with Blazor WebAssembly and Azure Static Web Apps](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/appsonazureblog/full-stack-net-6-apps-with-blazor-webassembly-and-azure-static-web-apps/2933428) [![techcommunity.microsoft.com: Introducing Azure Container Apps: a serverless container service for running modern apps at scale](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/appsonazureblog/introducing-azure-container-apps-a-serverless-container-service-for-running-mode/2867265) [![techcommunity.microsoft.com: Simplifying Azure Kubernetes Service Authentication Part 2](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/appsonazureblog/simplifying-azure-kubernetes-service-authentication-part-2/4055332) [![Now in Foundry: Tongyi-MAI Z-Image-Turbo with FLUX.1-schnell and SDXL 1.0](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/azure-ai-foundry-blog/now-in-foundry-tongyi-mai-z-image-turbo-with-flux-1-schnell-and-sdxl-base-1-0/4520199)

+[![techcommunity.microsoft.com: The AI Study Guide: Azure’s top free resources for learning generative AI in 2024](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/azure-ai-foundry-blog/the-ai-study-guide-azure%E2%80%99s-top-free-resources-for-learning-generative-ai-in-2024/4036890) [![Announcing Private Preview: ArgoCD through Microsoft GitOps](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/azurearcblog/announcing-private-preview-argocd-through-microsoft-gitops/4399747) [![techcommunity.microsoft.com: In preview: Azure Key Vault secrets provider extension for Arc enabled Kubernetes clusters](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/azurearcblog/in-preview-azure-key-vault-secrets-provider-extension-for-arc-enabled-kubernetes/3002160) [![techcommunity.microsoft.com: Azure Architecture - Course Blueprint](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/azurearchitectureblog/azure-course-blueprints/4338972) [![techcommunity.microsoft.com: Azure OpenAI Landing Zone reference architecture](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/azurearchitectureblog/azure-openai-landing-zone-reference-architecture/3882102) [![techcommunity.microsoft.com: New feature: easily assign regulatory compliance policies to your Azure Landing Zone](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/azurearchitectureblog/new-feature-easily-assign-regulatory-compliance-policies-to-your-azure-landing-z/4074957) [![techcommunity.microsoft.com: Azure Data Factory: How to split a file into multiple output files with Bicep](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/azuredevcommunityblog/azure-data-factory-how-to-split-a-file-into-multiple-output-files-with-bicep/4039825) [![None](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/azuredevcommunityblog/draw-io-azure-infrastructure-diagrams-through-code-like-an-artist/4071316) [![techcommunity.microsoft.com: Infra in Azure for Developers - The How (Part 2)](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/azuredevcommunityblog/infra-in-azure-for-developers---the-how-part-2/4046385) [![techcommunity.microsoft.com: Infra in Azure for Developers - The What](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/azuredevcommunityblog/infra-in-azure-for-developers---the-what/4026102) [![Integrating Azure DevOps with VS Code Agent using MCP](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/azuredevcommunityblog/integrating-azure-devops-with-vs-code-agent-using-mcp-model-context-protocol/4516250)

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+[![techcommunity.microsoft.com: Centralized private resolver architecture implementation using Azure private DNS resolver](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/azureinfrastructureblog/centralized-private-resolver-architecture-implementation-using-azure-private-dns/4132622) [![Enterprise-Scale Azure Subscription Vending Using Azure Verified Modules (AVM)](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/azureinfrastructureblog/enterprise%e2%80%91scale-azure-subscription-vending-using-azure-verified-modules-avm/4507751) [![techcommunity.microsoft.com: Leveraging Azure Copilot for Azure Kubernetes Services (AKS)](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/azureinfrastructureblog/leveraging-azure-copilot-for-azure-kubernetes-services-aks/4212457) [![techcommunity.microsoft.com: (Part-1) Leverage Bicep: Standard model to Automate Azure IaaS deployment](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/azureinfrastructureblog/part-1-leverage-bicep-standard-model-to-automate-azure-iaas-deployment/3804348) [![techcommunity.microsoft.com: Unleashing GitHub Copilot for Infrastructure as Code (powershell, terraform, etc)](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/azureinfrastructureblog/unleashing-github-copilot-for-infrastructure-as-code/4124031) [![techcommunity.microsoft.com: Containerize and migrate applications to AKS with the Azure Migrate’s new App Containerization tool](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/azuremigrationblog/containerize-and-migrate-applications-to-aks-with-the-azure-migrate%e2%80%99s-new-app-co/2178551) [![techcommunity.microsoft.com: Implement Azure landing zones with HashiCorp Terraform](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/azuremigrationblog/implement-azure-landing-zones-with-hashicorp-terraform/3241071) [![Deploying Virtual Networks Across Tenants Using Azure Virtual Network Manager](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/azurenetworkingblog/deploying-virtual-networks-across-tenants-using-azure-virtual-network-manager-ip/4410161) [![Introducing Subnet Peering in Azure](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/azurenetworkingblog/introducing-subnet-peering-in-azure/4383841) [![Building a DDoS Response Plan with Azure DDoS Protection](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/azurenetworksecurityblog/building-a-ddos-response-plan/4372256) [![techcommunity.microsoft.com: Advanced Network Observability for your Azure Kubernetes Service clusters through Azure Monitor](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/azureobservabilityblog/advanced-network-observability-for-your-azure-kubernetes-service-clusters-throug/4176736)

+[![techcommunity.microsoft.com: Azure Monitor Logs Next Evolution: Multi-tier logging](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/azureobservabilityblog/azure-monitor-logs-next-evolution-multi-tier-logging/4200871) [![techcommunity.microsoft.com: How To Monitor Your Multi-Tenant Solution on Azure With Azure Monitor](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/azureobservabilityblog/how-to-monitor-your-multi-tenant-solution-on-azure-with-azure-monitor/4042140) [![techcommunity.microsoft.com: Introducing Azure Monitor managed service for Prometheus 🌟](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/azureobservabilityblog/introducing-azure-monitor-managed-service-for-prometheus/3600185) [![techcommunity.microsoft.com: Azure Storage Blob Count & Capacity usage Calculator](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/azurepaasblog/azure-storage-blob-count--capacity-usage-calculator/3516855) [![techcommunity.microsoft.com: Azure SQL Managed Instance pools: new features](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/azuresqlblog/azure-sql-managed-instance-pools-new-features/4044688) [![techcommunity.microsoft.com: Azure Kubernetes Service and Azure Container Registry Service on Azure Stack Hub](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/azurestackblog/azure-kubernetes-service-and-azure-container-registry-service-on-azure-stack-hub/3075932) [![techcommunity.microsoft.com: Azure Container Storage in Public Preview](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/azurestorageblog/azure-container-storage-in-public-preview/3819246) [![techcommunity.microsoft.com: CICD in Synapse SQL: How to deliver your database objects across multiple environments](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/azuresynapseanalyticsblog/cicd-in-synapse-sql-how-to-deliver-your-database-objects-across-multiple-environ/3267507) [![techcommunity.microsoft.com: Announcing a new login experience with Azure PowerShell and Azure CLI](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-a-new-login-experience-with-azure-powershell-and-azure-cli/4109357) [![techcommunity.microsoft.com: Announcing AzAPI Dynamic Properties](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-azapi-dynamic-properties/4121855) [![Announcing Azure Terrafy and AzAPI Terraform Provider Previews](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-azure-terrafy-and-azapi-terraform-provider-previews/3270937)

+[![Announcing General Availability of Terraform Azure Verified Modules for Platform Landing Zone (ALZ)](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-general-availability-of-terraform-azure-verified-modules-for-platform/4366027) [![Announcing Public Preview of Terraform Export from the Azure Portal](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-public-preview-of-terraform-export-from-the-azure-portal/4409889) [![techcommunity.microsoft.com: Announcing template-based previews of Azure CLI and Azure PowerShell for Key Vault deployments](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-template-based-previews-of-azure-cli-and-azure-powershell-for-key-vau/3933802) [![techcommunity.microsoft.com: Azure Landing Zones Accelerators for Bicep and Terraform. Announcing General Availability!](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/azuretoolsblog/azure-landing-zones-accelerators-for-bicep-and-terraform-announcing-general-avai/4029866) [![From Prompt to Production: Open in VS Code for Terraform in Azure Copilot](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/azuretoolsblog/from-prompt-to-production-open-in-vs-code-for-terraform-in-azure-copilot/4494931) [![techcommunity.microsoft.com: Introducing Azure Verified Modules! 🌟](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/azuretoolsblog/introducing-azure-verified-modules/4045946) [![techcommunity.microsoft.com: Terraform on Azure February 2024 Update](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/azuretoolsblog/terraform-on-azure-february-2024-update/4070567) [![techcommunity.microsoft.com: Securing Windows workloads on Azure Kubernetes Service with Calico](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/containers/securing-windows-workloads-on-azure-kubernetes-service-with-calico/3815429) [![Azure Policy Recommended Practices](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/coreinfrastructureandsecurityblog/azure-policy-recommended-practices/3798024) [![techcommunity.microsoft.com: Azure PowerShell Tips and Tricks](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/coreinfrastructureandsecurityblog/azure-powershell-tips-and-tricks/4066848) [![techcommunity.microsoft.com: Azure Savings Dashboard 🌟](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/coreinfrastructureandsecurityblog/azure-savings-dashboard/3816131)

+[![techcommunity.microsoft.com: Kubernetes External DNS for Azure DNS & AKS](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/coreinfrastructureandsecurityblog/kubernetes-external-dns-for-azure-dns--aks/3809393) [![techcommunity.microsoft.com: Monitoring Microsoft Sentinel Reports with Dashboard Hub & Power BI](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/coreinfrastructureandsecurityblog/monitoring-microsoft-sentinel-reports-with-dashboard-hub--power-bi/4203870) [![CI/CD for AI Agents on Microsoft Foundry](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/educatordeveloperblog/cicd-for-ai-agents-on-microsoft-foundry/4522218) [![techcommunity.microsoft.com: Coding Frameworks and languages are no longer the point, prompting is](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/educatordeveloperblog/coding-frameworks-and-languages-are-no-longer-the-point-prompting-is/3820265) [![techcommunity.microsoft.com: Leveraging Azure Event Hub, Microsoft Fabric, and Power BI for Real-Time Data Analytics](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/educatordeveloperblog/leveraging-azure-event-hub-microsoft-fabric-and-power-bi-for-real-time-data-anal/4028701) [![techcommunity.microsoft.com: A Practical Guide to Zone Redundant AKS Clusters and Storage](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/fasttrackforazureblog/a-practical-guide-to-zone-redundant-aks-clusters-and-storage/4036254) [![techcommunity.microsoft.com: Azure Orphan Resources](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/fasttrackforazureblog/azure-orphan-resources/3492198) [![techcommunity.microsoft.com: Azure Policy for Azure Container Apps? Yes, please](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/fasttrackforazureblog/azure-policy-for-azure-container-apps-yes-please/3775200) [![techcommunity.microsoft.com: Can I create an Azure Red Hat OpenShift cluster in Terraform? Yes, you can!](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/fasttrackforazureblog/can-i-create-an-azure-red-hat-openshift-cluster-in-terraform-yes-you-can/3670889) [![techcommunity.microsoft.com: Create an Azure OpenAI, LangChain, ChromaDB, and Chainlit chat app in AKS using Terraform](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/fasttrackforazureblog/create-an-azure-openai-langchain-chromadb-and-chainlit-chat-app-in-aks-using-ter/4024070) [![techcommunity.microsoft.com: Create an Azure OpenAI, LangChain, ChromaDB, and Chainlit Chat App in Container Apps using Terraform | Paolo Salvatori](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/fasttrackforazureblog/create-an-azure-openai-langchain-chromadb-and-chainlit-chat-app-in-container-app/3885602)

+[![techcommunity.microsoft.com: How to create a VPN between Azure and AWS using only managed solutions](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/fasttrackforazureblog/how-to-create-a-vpn-between-azure-and-aws-using-only-managed-solutions/2281900) [![techcommunity.microsoft.com: How to install an AKS cluster with the Istio service mesh add-on via Bicep](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/fasttrackforazureblog/how-to-install-an-aks-cluster-with-the-istio-service-mesh-add-on-via-bicep/3802069) [![techcommunity.microsoft.com: Microsoft Fabric - Multi-Tenant Architecture](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/fasttrackforazureblog/microsoft-fabric---multi-tenant-architecture/4119429) [![techcommunity.microsoft.com: Get tailored insights with our Advisor Well-Architected assessments](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/finopsblog/get-tailored-insights-with-our-advisor-well-architected-assessments/4218239) [![techcommunity.microsoft.com: Identify your savings potential in Azure 🌟](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/finopsblog/identify-your-savings-potential-in-azure/4131194) [![Learn to Manage Investments and Cost Efficiency of Azure and AI Workloads](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/finopsblog/learn-to-manage-investments-and-cost-efficiency-of-azure-and-ai-workloads/4396862) [![techcommunity.microsoft.com: Azure DevOps Pipelines: If Expressions and Conditions 🌟](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/healthcareandlifesciencesblog/azure-devops-pipelines-if-expressions-and-conditions/3737159) [![techcommunity.microsoft.com: Azure Terrafy – Import your existing Azure infrastructure into Terraform HCL](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/itopstalkblog/azure-terrafy-%e2%80%93-import-your-existing-azure-infrastructure-into-terraform-hcl/3357653) [![techcommunity.microsoft.com: IIS Central Certificate Store and Windows containers](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/itopstalkblog/iis-central-certificate-store-and-windows-containers/4181509) [![techcommunity.microsoft.com: Infrastructure as Code (IaC): Comparing the Tools](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/itopstalkblog/infrastructure-as-code-iac-comparing-the-tools/3205045) [![techcommunity.microsoft.com: Standardize DevOps practices across hybrid and multicloud environments](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/itopstalkblog/standardize-devops-practices-across-hybrid-and-multicloud-environments/2795010)

+[![techcommunity.microsoft.com: Important: Azure AD Graph Retirement and Powershell Module Deprecation](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/microsoft-entra-blog/important-azure-ad-graph-retirement-and-powershell-module-deprecation/3848270) [![techcommunity.microsoft.com: Microsoft Announces General Availability of Defender for APIs](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/microsoftdefendercloudblog/microsoft-announces-general-availability-of-defender-for-apis/3981488) [![techcommunity.microsoft.com: Security Control: Implement security best practices](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/microsoftdefendercloudblog/security-control-implement-security-best-practices/2269914) [![techcommunity.microsoft.com: Simplifying Onboarding to Microsoft Defender for Cloud with Terraform](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/microsoftdefendercloudblog/simplifying-onboarding-to-microsoft-defender-for-cloud-with-terraform/3974789) [![techcommunity.microsoft.com: Non-interactive logins: minimizing the blind spot](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/microsoftsentinelblog/non-interactive-logins-minimizing-the-blind-spot/2287932) [![BitBucket Bot for Microsoft Teams](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/microsoftteamsblog/new-bitbucket-bot-for-microsoft-teams/218212) [![techcommunity.microsoft.com: What’s new in Defender: How Copilot for Security can transform your SOC](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/microsoftthreatprotectionblog/what%e2%80%99s-new-in-defender-how-copilot-for-security-can-transform-your-soc/4084222) [![techcommunity.microsoft.com: SQL Server containers on Kubernetes with S3-compatible object storage - Getting started](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/sqlserver/sql-server-containers-on-kubernetes-with-s3-compatible-object-storage---getting-/3717003) [![techcommunity.microsoft.com: From Zero to Hero with Azure Landing Zones](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/startupsatmicrosoftblog/from-zero-to-hero-with-azure-landing-zones/4229195) [![From Zero to Hero with Identity and Access Control in Azure Kubernetes Service](){: style="width:7%"}](https://techcommunity.microsoft.com/blog/startupsatmicrosoftblog/from-zero-to-hero-with-identity-and-access-control-in-azure-kubernetes-service/4386350) [![techcommunity.microsoft.com: Dynamic user membership rules, Azure Active Directory Administrative Units and password reset! 🌟](){: style="width:7%"}](https://techcommunity.microsoft.com/discussions/azure/dynamic-user-membership-rules-azure-active-directory-administrative-units-and-pa/3281164)

+[![techcommunity.microsoft.com: Azure Orphan Resources Grafana Dashboard](){: style="width:7%"}](https://techcommunity.microsoft.com/discussions/azurepartners/azure-orphan-resources-grafana-dashboard/4120303) [![Four Methods to Access Azure Key Vault from Azure Kubernetes Service (AKS)](){: style="width:7%"}](https://techcommunity.microsoft.com/discussions/azurepartners/four-methods-to-access-azure-key-vault-from-azure-kubernetes-service-aks/4376662) [![techcommunity.microsoft.com: How to deploy a production-ready AKS cluster with Terraform verified module](){: style="width:7%"}](https://techcommunity.microsoft.com/discussions/azurepartners/how-to-deploy-a-production-ready-aks-cluster-with-terraform-verified-module/4122013) [![techcommunity.microsoft.com: Use PowerShell to retrieve all assigned Intune policies and applications per Azure AD group!](){: style="width:7%"}](https://techcommunity.microsoft.com/discussions/microsoft-intune/use-powershell-to-retrieve-all-assigned-intune-policies-and-applications-per-azu/3217498) [![techcommunity.microsoft.com: An example why PowerShell is so important!](){: style="width:7%"}](https://techcommunity.microsoft.com/discussions/windowspowershell/an-example-why-powershell-is-so-important/3041748) [![techcommunity.microsoft.com: Use PowerShell to search for accounts in Active Directory that have gone stale!](){: style="width:7%"}](https://techcommunity.microsoft.com/discussions/windowsserver/use-powershell-to-search-for-accounts-in-active-directory-that-have-gone-stale/3585934) [![==techcommunity.microsoft.com: The AI Study Guide: Azure’s top free resources' for learning generative AI in 2024==](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/ai-azure-ai-services-blog/the-ai-study-guide-azure-s-top-free-resources-for-learning/ba-p/4036890) [![techcommunity.microsoft.com: Azure Kubernetes Service Free tier and Standard' tier](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/apps-on-azure-blog/azure-kubernetes-service-free-tier-and-standard-tier/ba-p/3731432) [![techcommunity.microsoft.com: Azure Kubernetes Service Microsoft Ignite announcements](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/apps-on-azure-blog/azure-kubernetes-service-microsoft-ignite-announcements/ba-p/3650443) [![==techcommunity.microsoft.com: Simplifying Azure Kubernetes Service Authentication' Part 2==](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/apps-on-azure-blog/simplifying-azure-kubernetes-service-authentication-part-2/ba-p/4055332) [![techcommunity.microsoft.com: Building a path to success for microservices' and .NET Core - Project Tye + GitHub Actions](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/apps-on-azure/building-a-path-to-success-for-microservices-and-net-core/ba-p/1502270)

+[![techcommunity.microsoft.com: Full-stack .NET 6 Apps with Blazor WebAssembly' and Azure Static Web Apps](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/apps-on-azure/full-stack-net-6-apps-with-blazor-webassembly-and-azure-static/ba-p/2933428) [![techcommunity.microsoft.com: Introducing Azure Container Apps: a serverless' container service for running modern apps at scale](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/apps-on-azure/introducing-azure-container-apps-a-serverless-container-service/ba-p/2867265) [![==techcommunity.microsoft.com: In preview: Azure Key Vault secrets provider' extension for Arc enabled Kubernetes clusters==](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/azure-arc-blog/in-preview-azure-key-vault-secrets-provider-extension-for-arc/ba-p/3002160) [![techcommunity.microsoft.com: Azure OpenAI Landing Zone reference architecture](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/azure-architecture-blog/azure-openai-landing-zone-reference-architecture/ba-p/3882102) [![techcommunity.microsoft.com: New feature: easily assign regulatory compliance' policies to your Azure Landing Zone](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/azure-architecture-blog/new-feature-easily-assign-regulatory-compliance-policies-to-your/ba-p/4074957) [![techcommunity.microsoft.com: Azure Architecture - Course Blueprint](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/azure-architecture/course-blueprint/m-p/4012399) [![techcommunity.microsoft.com: Azure Data Factory: How to split a file into' multiple output files with Bicep](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/azure-developer-community-blog/azure-data-factory-how-to-split-a-file-into-multiple-output/ba-p/4039825) [![techcommunity.microsoft.com: Infra in Azure for Developers - The How (Part' 2)](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/azure-developer-community-blog/infra-in-azure-for-developers-the-how-part-2/ba-p/4046385) [![techcommunity.microsoft.com: Infra in Azure for Developers - The What](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/azure-developer-community-blog/infra-in-azure-for-developers-the-what/ba-p/4026102) [![techcommunity.microsoft.com: Introduction to Azure DevOps Workload identity' federation (OIDC) with Terraform](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/azure-devops-blog/introduction-to-azure-devops-workload-identity-federation-oidc/ba-p/3908687) [![techcommunity.microsoft.com: Azure Orphan Resources Grafana Dashboard](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/azure-for-isv-and-startups/azure-orphan-resources-grafana-dashboard/ba-p/4120303)

+[![techcommunity.microsoft.com: How to deploy a production-ready AKS cluster' with Terraform verified module](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/azure-for-isv-and-startups/how-to-deploy-a-production-ready-aks-cluster-with-terraform/ba-p/4122013) [![techcommunity.microsoft.com: Announcing public preview of Bicep templates' support for Microsoft Graph](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/azure-governance-and-management/announcing-public-preview-of-bicep-templates-support-for/ba-p/4141772) [![techcommunity.microsoft.com: Announcing the Public Preview of Azure Chaos' Studio](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/azure-governance-and-management/announcing-the-public-preview-of-azure-chaos-studio/ba-p/2893050) [![techcommunity.microsoft.com: ARM Template Specs now GA!](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/azure-governance-and-management/arm-template-specs-now-ga/ba-p/2402618) [![techcommunity.microsoft.com: Azure Policy for Kubernetes releases support' for custom policy](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/azure-governance-and-management/azure-policy-for-kubernetes-releases-support-for-custom-policy/ba-p/2699466) [![techcommunity.microsoft.com: Azure Pricing: How to estimate Azure project' costs 🌟](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/azure-governance-and-management/azure-pricing-how-to-estimate-azure-project-costs/ba-p/4166297) [![techcommunity.microsoft.com: Azure Pricing: How to navigate Azure pricing' options and resources 🌟](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/azure-governance-and-management/azure-pricing-how-to-navigate-azure-pricing-options-and/ba-p/4166276) [![techcommunity.microsoft.com: Running GPU accelerated workloads with NVIDIA' GPU Operator on AKS 🌟](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/azure-high-performance-computing/running-gpu-accelerated-workloads-with-nvidia-gpu-operator-on/ba-p/4061318) [![techcommunity.microsoft.com: Azure landing zones custom archetypes using' Terraform](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/azure-infrastructure-blog/azure-landing-zones-custom-archetypes-using-terraform/ba-p/3791172) [![==techcommunity.microsoft.com: Azure Permissions 101: How to manage Azure' access effectively==](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/azure-infrastructure-blog/azure-permissions-101-how-to-manage-azure-access-effectively/ba-p/4067468) [![techcommunity.microsoft.com: Centralized private resolver architecture implementation' using Azure private DNS resolver](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/azure-infrastructure-blog/centralized-private-resolver-architecture-implementation-using/ba-p/4132622)

+[![techcommunity.microsoft.com: Leveraging Azure Copilot for Azure Kubernetes' Services (AKS)](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/azure-infrastructure-blog/leveraging-azure-copilot-for-azure-kubernetes-services-aks/ba-p/4212457) [![techcommunity.microsoft.com: (Part-1) Leverage Bicep: Standard model to' Automate Azure IaaS deployment](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/azure-infrastructure-blog/part-1-leverage-bicep-standard-model-to-automate-azure-iaas/ba-p/3804348) [![techcommunity.microsoft.com: Unleashing GitHub Copilot for Infrastructure' as Code (powershell, terraform, etc)](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/azure-infrastructure-blog/unleashing-github-copilot-for-infrastructure-as-code/ba-p/4124031) [![techcommunity.microsoft.com: Implement Azure landing zones with HashiCorp' Terraform](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/azure-migration-and/implement-azure-landing-zones-with-hashicorp-terraform/ba-p/3241071) [![techcommunity.microsoft.com: Containerize and migrate applications to AKS' with the Azure Migrate’s new App Containerization tool](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/azure-migration/containerize-and-migrate-applications-to-aks-with-the-azure/ba-p/2178551) [![techcommunity.microsoft.com: Advanced Network Observability for your Azure' Kubernetes Service clusters through Azure Monitor](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/azure-observability-blog/advanced-network-observability-for-your-azure-kubernetes-service/ba-p/4176736) [![techcommunity.microsoft.com: Azure Monitor Logs Next Evolution: Multi-tier' logging](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/azure-observability-blog/azure-monitor-logs-next-evolution-multi-tier-logging/ba-p/4200871) [![techcommunity.microsoft.com: How To Monitor Your Multi-Tenant Solution on' Azure With Azure Monitor](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/azure-observability-blog/how-to-monitor-your-multi-tenant-solution-on-azure-with-azure/ba-p/4042140) [![==techcommunity.microsoft.com: Introducing Azure Monitor managed service' for Prometheus== 🌟](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/azure-observability-blog/introducing-azure-monitor-managed-service-for-prometheus/ba-p/3600185) [![techcommunity.microsoft.com: Azure Storage Blob Count & Capacity usage Calculator](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/azure-paas-blog/azure-storage-blob-count-amp-capacity-usage-calculator/ba-p/3516855) [![techcommunity.microsoft.com: Security Control: Implement security best practices](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/azure-security-center/security-control-implement-security-best-practices/ba-p/2269914)

+[![techcommunity.microsoft.com: Non-interactive logins: minimizing the blind' spot](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/azure-sentinel/non-interactive-logins-minimizing-the-blind-spot/ba-p/2287932) [![techcommunity.microsoft.com: Azure SQL Managed Instance pools: new features](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/azure-sql-blog/azure-sql-managed-instance-pools-new-features/ba-p/4044688) [![techcommunity.microsoft.com: Azure Kubernetes Service and Azure Container' Registry Service on Azure Stack Hub](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/azure-stack-blog/azure-kubernetes-service-and-azure-container-registry-service-on/ba-p/3075932) [![techcommunity.microsoft.com: Azure Container Storage in Public Preview](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/azure-storage-blog/azure-container-storage-in-public-preview/ba-p/3819246) [![techcommunity.microsoft.com: CICD in Synapse SQL: How to deliver your database' objects across multiple environments](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/azure-synapse-analytics-blog/cicd-in-synapse-sql-how-to-deliver-your-database-objects-across/ba-p/3267507) [![techcommunity.microsoft.com: Announcing a new login experience with Azure' PowerShell and Azure CLI](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/azure-tools-blog/announcing-a-new-login-experience-with-azure-powershell-and/ba-p/4109357) [![techcommunity.microsoft.com: Announcing AzAPI Dynamic Properties](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/azure-tools-blog/announcing-azapi-dynamic-properties/ba-p/4121855) [![==Announcing Azure Terrafy and AzAPI Terraform Provider Previews==](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/azure-tools-blog/announcing-azure-terrafy-and-azapi-terraform-provider-previews/ba-p/3270937) [![techcommunity.microsoft.com: Announcing template-based previews of Azure' CLI and Azure PowerShell for Key Vault deployments](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/azure-tools-blog/announcing-template-based-previews-of-azure-cli-and-azure/ba-p/3933802) [![techcommunity.microsoft.com: Azure Landing Zones Accelerators for Bicep' and Terraform. Announcing General Availability!](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/azure-tools-blog/azure-landing-zones-accelerators-for-bicep-and-terraform/ba-p/4029866) [![==techcommunity.microsoft.com: Introducing Azure Verified Modules!== 🌟](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/azure-tools-blog/introducing-azure-verified-modules/ba-p/4045946)

+[![techcommunity.microsoft.com: Terraform on Azure February 2024 Update](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/azure-tools-blog/terraform-on-azure-february-2024-update/ba-p/4070567) [![==techcommunity.microsoft.com: Dynamic user membership rules, Azure Active' Directory Administrative Units and password reset!== 🌟](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/azure/dynamic-user-membership-rules-azure-active-directory/m-p/3281164) [![techcommunity.microsoft.com: Securing Windows workloads on Azure Kubernetes' Service with Calico](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/containers/securing-windows-workloads-on-azure-kubernetes-service-with/ba-p/3815429) [![Azure Policy Recommended Practices](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/core-infrastructure-and-security/azure-policy-recommended-practices/ba-p/3798024) [![techcommunity.microsoft.com: Azure PowerShell Tips and Tricks](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/core-infrastructure-and-security/azure-powershell-tips-and-tricks/ba-p/4066848) [![==techcommunity.microsoft.com: Azure Savings Dashboard== 🌟](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/core-infrastructure-and-security/azure-savings-dashboard/ba-p/3816131) [![techcommunity.microsoft.com: Kubernetes External DNS for Azure DNS & AKS](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/core-infrastructure-and-security/kubernetes-external-dns-for-azure-dns-amp-aks/ba-p/3809393) [![techcommunity.microsoft.com: Monitoring Microsoft Sentinel Reports with' Dashboard Hub & Power BI](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/core-infrastructure-and-security/monitoring-microsoft-sentinel-reports-with-dashboard-hub-amp/ba-p/4203870) [![techcommunity.microsoft.com: Microsoft Learn - Learning Rooms Directory](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/custom/page/page-id/learn?product=All) [![techcommunity.microsoft.com: Coding Frameworks and languages are no longer' the point, prompting is](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/educator-developer-blog/coding-frameworks-and-languages-are-no-longer-the-point/ba-p/3820265) [![techcommunity.microsoft.com: Leveraging Azure Event Hub, Microsoft Fabric,' and Power BI for Real-Time Data Analytics](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/educator-developer-blog/leveraging-azure-event-hub-microsoft-fabric-and-power-bi-for/ba-p/4028701)

+[![==techcommunity.microsoft.com: A Practical Guide to Zone Redundant AKS Clusters' and Storage==](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/fasttrack-for-azure/a-practical-guide-to-zone-redundant-aks-clusters-and-storage/ba-p/4036254) [![techcommunity.microsoft.com: Azure Orphan Resources](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/fasttrack-for-azure/azure-orphan-resources/ba-p/3492198) [![techcommunity.microsoft.com: Azure Policy for Azure Container Apps? Yes,' please](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/fasttrack-for-azure/azure-policy-for-azure-container-apps-yes-please/ba-p/3775200) [![==techcommunity.microsoft.com: Can I create an Azure Red Hat OpenShift cluster' in Terraform? Yes, you can!==](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/fasttrack-for-azure/can-i-create-an-azure-red-hat-openshift-cluster-in-terraform-yes/ba-p/3670889) [![techcommunity.microsoft.com: Create an Azure OpenAI, LangChain, ChromaDB,' and Chainlit Chat App in Container Apps using Terraform | Paolo Salvatori](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/fasttrack-for-azure/create-an-azure-openai-langchain-chromadb-and-chainlit-chat-app/ba-p/3885602) [![techcommunity.microsoft.com: Create an Azure OpenAI, LangChain, ChromaDB,' and Chainlit chat app in AKS using Terraform](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/fasttrack-for-azure/create-an-azure-openai-langchain-chromadb-and-chainlit-chat-app/ba-p/4024070) [![techcommunity.microsoft.com: How to create a VPN between Azure and AWS using' only managed solutions](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/fasttrack-for-azure/how-to-create-a-vpn-between-azure-and-aws-using-only-managed/ba-p/2281900) [![techcommunity.microsoft.com: How to install an AKS cluster with the Istio' service mesh add-on via Bicep](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/fasttrack-for-azure/how-to-install-an-aks-cluster-with-the-istio-service-mesh-add-on/ba-p/3802069) [![techcommunity.microsoft.com: Microsoft Fabric - Multi-Tenant Architecture](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/fasttrack-for-azure/microsoft-fabric-multi-tenant-architecture/ba-p/4119429) [![techcommunity.microsoft.com: Get tailored insights with our Advisor Well-Architected' assessments](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/finops-blog/get-tailored-insights-with-our-advisor-well-architected/ba-p/4218239) [![techcommunity.microsoft.com: Identify your savings potential in Azure 🌟](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/finops-blog/identify-your-savings-potential-in-azure/ba-p/4131194)

+[![techcommunity.microsoft.com: Azure DevOps Pipelines: If Expressions and' Conditions 🌟](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/healthcare-and-life-sciences/azure-devops-pipelines-if-expressions-and-conditions/ba-p/3737159) [![techcommunity.microsoft.com: Azure Terrafy – Import your existing Azure' infrastructure into Terraform HCL](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/itops-talk-blog/azure-terrafy-import-your-existing-azure-infrastructure-into/ba-p/3357653) [![techcommunity.microsoft.com: IIS Central Certificate Store and Windows containers](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/itops-talk-blog/iis-central-certificate-store-and-windows-containers/ba-p/4181509) [![techcommunity.microsoft.com: Infrastructure as Code (IaC): Comparing the' Tools](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/itops-talk-blog/infrastructure-as-code-iac-comparing-the-tools/ba-p/3205045) [![techcommunity.microsoft.com: Standardize DevOps practices across hybrid' and multicloud environments](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/itops-talk-blog/standardize-devops-practices-across-hybrid-and-multicloud/ba-p/2795010) [![techcommunity.microsoft.com: Microsoft Announces General Availability of' Defender for APIs](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/microsoft-defender-for-cloud/microsoft-announces-general-availability-of-defender-for-apis/ba-p/3981488) [![techcommunity.microsoft.com: Simplifying Onboarding to Microsoft Defender' for Cloud with Terraform](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/microsoft-defender-for-cloud/simplifying-onboarding-to-microsoft-defender-for-cloud-with/ba-p/3974789) [![techcommunity.microsoft.com: What’s new in Defender: How Copilot for Security' can transform your SOC](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/microsoft-defender-xdr-blog/what-s-new-in-defender-how-copilot-for-security-can-transform/ba-p/4084222) [![chcommunity.microsoft.com: Draw.io Azure infrastructure diagrams through' code like an artist](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/microsoft-developer-community/draw-io-azure-infrastructure-diagrams-through-code-like-an/ba-p/4071316) [![techcommunity.microsoft.com: Important: Azure AD Graph Retirement and Powershell' Module Deprecation](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/microsoft-entra-blog/important-azure-ad-graph-retirement-and-powershell-module/ba-p/3848270) [![techcommunity.microsoft.com: Use PowerShell to retrieve all assigned Intune' policies and applications per Azure AD group!](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/microsoft-intune/use-powershell-to-retrieve-all-assigned-intune-policies-and/m-p/3217498)

+[![BitBucket Bot for Microsoft Teams](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/microsoft-teams-blog/new-bitbucket-bot-for-microsoft-teams/ba-p/218212) [![techcommunity.microsoft.com: SQL Server containers on Kubernetes with S3-compatible' object storage - Getting started](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/sql-server-blog/sql-server-containers-on-kubernetes-with-s3-compatible-object/ba-p/3717003) [![techcommunity.microsoft.com: From Zero to Hero with Azure Landing Zones](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/startups-at-microsoft/from-zero-to-hero-with-azure-landing-zones/ba-p/4229195) [![techcommunity.microsoft.com: An example why PowerShell is so important!](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/windows-powershell/an-example-why-powershell-is-so-important/m-p/3041748) [![techcommunity.microsoft.com: Use PowerShell to search for accounts in Active' Directory that have gone stale!](){: style="width:7%"}](https://techcommunity.microsoft.com/t5/windows-server-for-it-pro/use-powershell-to-search-for-accounts-in-active-directory-that/m-p/3585934) [![Tag: "marketplace ai apps and agents" | Microsoft Community Hub](){: style="width:7%"}](https://techcommunity.microsoft.com/tag/marketplace%20ai%20apps%20%26%20agents?nodeid=board%3Amarketplace-blog) [![techcrunch.com: AWS introduces new Chaos Engineering as a Service offering](){: style="width:7%"}](https://techcrunch.com/2020/12/15/aws-introduces-new-chaos-engineering-as-a-service-offering) [![techcrunch.com: Vantage makes managing AWS easier](){: style="width:7%"}](https://techcrunch.com/2021/01/12/vantage-makes-managing-aws-easier) [![techcrunch.com: Google Cloud puts its Kubernetes Engine on autopilot](){: style="width:7%"}](https://techcrunch.com/2021/02/24/google-cloud-puts-its-kubernetes-engine-on-autopilot) [![techcrunch.com: AWS launches Karpenter, an open source autoscaler for Kubernetes' clusters](){: style="width:7%"}](https://techcrunch.com/2021/11/30/aws-launches-karpenter-an-open-source-autoscaler-for-kubernetes-clusters) [![techcrunch.com: AWS to launch over 30 new Local Zones internationally starting in 2022](){: style="width:7%"}](https://techcrunch.com/2021/12/02/aws-to-launch-over-30-new-local-zones-starting-in-2022)

+[![techcrunch.com: Protestware on the rise: Why developers are sabotaging their own code](){: style="width:7%"}](https://techcrunch.com/2022/07/27/protestware-code-sabotage) [![None](){: style="width:7%"}](https://techdocs.akamai.com/app-platform/docs/welcome) [![techdozo.dev: gRPC load balancing on Kubernetes (using Headless Service)](){: style="width:7%"}](https://techdozo.dev/grpc-load-balancing-on-kubernetes-using-headless-service) [![thestack.com: OpenShift in a world of KaaS 🌟](){: style="width:7%"}](https://techerati.com/the-stack-archive/cloud/2018/10/18/openshift-in-a-world-of-kaas) [![techforce1.nl: Creating your first Ansible module](){: style="width:7%"}](https://techforce1.nl/creating-your-first-ansible-module) [![techgenix.com: Data Storage Management for Kubernetes - 5 movers and shakers](){: style="width:7%"}](https://techgenix.com/data-storage-management-for-kubernetes) [![None](){: style="width:7%"}](https://techiekhannotes.blogspot.com/2018/12/artemis-monitoring-with-grafana.html) [![==techiescamp.com: Kubernetes Kustomize Crash Course==](){: style="width:7%"}](https://techiescamp.com/courses/kubernetes-kustomize) [![technology.doximity.com: Buildpacks vs Dockerfiles 🌟](){: style="width:7%"}](https://technology.doximity.com/articles/buildpacks-vs-dockerfiles) [![technos.medium.com: How kubectl apply command works?](){: style="width:7%"}](https://technos.medium.com/how-kubectl-apply-command-works-d092121056d3) [![==technos.medium.com: Kubernetes Services for Absolute Beginners β€” NodePort==' 🌟](){: style="width:7%"}](https://technos.medium.com/kubernetes-services-for-absolute-beginners-nodeport-139b7060fe3)

+[![==technos.medium.com: Kubernetes Workflow for Absolute Beginners==](){: style="width:7%"}](https://technos.medium.com/kubernetes-workflow-bad346c54962) [![techstudyslack.com](){: style="width:7%"}](https://techstudyslack.com) [![techunwrapped.com: Spain becomes a Cloud Region in 2022](){: style="width:7%"}](https://techunwrapped.com/spain-becomes-a-cloud-region-in-2022) [![None](){: style="width:7%"}](https://techxplore.com/news/2023-12-open-source-framework-large-language-pre-training.html) [![teivah.medium.com: When to Use Generics in Go?](){: style="width:7%"}](https://teivah.medium.com/when-to-use-generics-in-go-36d49c1aeda) [![tekanaid.com: Terraform for Beginners – A Beginner’s Guide to Automating Cloud Infrastructure 🌟](){: style="width:7%"}](https://tekanaid.com/posts/terraform-for-beginners-course-and-training) [![tekton.dev](){: style="width:7%"}](https://tekton.dev) [![Tekton Pipelines Docs](){: style="width:7%"}](https://tekton.dev/docs/pipelines/pipelines) [![telepresence.io 🌟](){: style="width:7%"}](https://telepresence.io) [![CI/CD for Kubernetes through a Spring Boot example (Banzai Cloud CI/CD)](){: style="width:7%"}](https://teletype.in/@sravancynixit/CcwqFANxY) [![None](){: style="width:7%"}](https://templates.cloudonaut.io)

+[![templates.cloudonaut.io: Jenkins 2.0: highly available master and dynamic agents](){: style="width:7%"}](https://templates.cloudonaut.io/en/stable/jenkins) [![tennexas.com: Kubernetes Troubleshooting Examples](){: style="width:7%"}](https://tennexas.com/kubernetes-troubleshooting-examples) [![teplyheng.medium.com: In-depth understanding of Deployments in Kubernetes](){: style="width:7%"}](https://teplyheng.medium.com/in-depth-understanding-of-deployments-in-kubernetes-af2c93ca4a24) [![teplyheng.medium.com: Understand the difference between Deployments and' ReplicaSet 🌟](){: style="width:7%"}](https://teplyheng.medium.com/understand-the-difference-between-deployments-and-replicaset-7e1cfd4d8639) [![Kubeval](){: style="width:7%"}](https://teresaforcades.com/pensament/medicina.html) [![terminalsandcoffee.com: Setting Up the AWS CLI & IAM User API Keys 🌟](){: style="width:7%"}](https://terminalsandcoffee.com/setting-up-the-aws-cli-iam-user-api-keys-b83554e314e4) [![terraform-docs.io](){: style="width:7%"}](https://terraform-docs.io/user-guide/introduction) [![terraform-infraestructura.readthedocs.io](){: style="width:7%"}](https://terraform-infraestructura.readthedocs.io) [![terraform-infraestructura.readthedocs.io](){: style="width:7%"}](https://terraform-infraestructura.readthedocs.io/es/latest) [![terragrunt.gruntwork.io](){: style="width:7%"}](https://terragrunt.com) [![==terragrunt.gruntwork.io==](){: style="width:7%"}](https://terragrunt.gruntwork.io)

+[![Terraspace.cloud](){: style="width:7%"}](https://terraspace.cloud) [![terrateam.io: AWS Lambda Function with Terraform](){: style="width:7%"}](https://terrateam.io/blog/aws-lambda-function-with-terraform) [![terrateam.io: Terraform Pre-Commit Hooks](){: style="width:7%"}](https://terrateam.io/blog/terraform-pre-commit-hooks) [![testcontainers.org](){: style="width:7%"}](https://testcontainers.com) [![testdriven.io: Clean Code in Python](){: style="width:7%"}](https://testdriven.io/blog/clean-code-python) [![testdriven.io: Docker Best Practices for Python Developers](){: style="width:7%"}](https://testdriven.io/blog/docker-best-practices) [![testdriven.io: Running Vault and Consul on Kubernetes](){: style="width:7%"}](https://testdriven.io/blog/running-vault-and-consul-on-kubernetes) [![testguild.com: Pipeline as Code with Mohamed Labouardy](){: style="width:7%"}](https://testguild.com/podcast/automation/a345-mohamed) [![testingclouds.wordpress.com: Migrating from Docker Compose to Skaffold 🌟](){: style="width:7%"}](https://testingclouds.wordpress.com/2021/03/09/migrating-from-docker-compose-to-skaffold) [![testingclouds.wordpress.com: GitOps Demystified](){: style="width:7%"}](https://testingclouds.wordpress.com/2021/06/02/gitops-demystified) [![testkube.io 🌟](){: style="width:7%"}](https://testkube.io)

+[![TestNG](){: style="width:7%"}](https://testng.org) [![testsvision.com: 6 Popular Automation Testing Frameworks & Tools](){: style="width:7%"}](https://testsvision.com/6-popular-automation-testing-frameworks-tools) [![Tether (USDt)](){: style="width:7%"}](https://tether.to) [![tetrate.io: VM to container communications 101](){: style="width:7%"}](https://tetrate.io/blog) [![None](){: style="width:7%"}](https://tetrate.io/blog/27835-revision-v1) [![tetrate.io: Using Istio Service Mesh as API Gateway 🌟](){: style="width:7%"}](https://tetrate.io/blog/istio-service-mesh-api-gateway) [![tetrate.io: Multicluster Management with Kubernetes and Istio 🌟](){: style="width:7%"}](https://tetrate.io/blog/what-is-istio-and-why-does-kubernetes-need-it) [![tfsec 🌟](){: style="width:7%"}](https://tfsec.dev) [![**Thanos**:](){: style="width:7%"}](https://thanos.io) [![The awesome git cheat sheet](){: style="width:7%"}](https://the-awesome-git-cheat-sheet.com) [![the-gigi.github.io: Advanced Kubernetes Scheduling and Autoscaling](){: style="width:7%"}](https://the-gigi.github.io/gigi-zone/posts/2024/05/advanced-k8s-scheduling-and-autoscaling)

+[![the-tech-guy.in: Automating LAMP deployment using Terraform and Ansible](){: style="width:7%"}](https://the-tech-guy.in/2022/03/08/automating-lamp-config-using-terraform-and-ansible) [![Creating a Kubernetes cloud provider, doesn't required boiling the ocean](){: style="width:7%"}](https://thebsdbox.co.uk/2020/03/18/Creating-a-Kubernetes-cloud-doesn-t-required-boiling-the-ocean) [![theburningmonk.com: Making Terraform and Serverless framework work together](){: style="width:7%"}](https://theburningmonk.com/2019/03/making-terraform-and-serverless-framework-work-together) [![theburningmonk.com: Why you should use ephemeral environments when you do serverless](){: style="width:7%"}](https://theburningmonk.com/2019/09/why-you-should-use-temporary-stacks-when-you-do-serverless) [![thechief.io: The Definitive Kubectl Cheat Sheet](){: style="width:7%"}](https://thechief.io/c/editorial/definitive-kubectl-cheat-sheet) [![thecloudblog.net](){: style="width:7%"}](https://thecloudblog.net) [![thecloudblog.net: Kubernetes Container Lifecycle Events and Hooks](){: style="width:7%"}](https://thecloudblog.net/lab/kubernetes-container-lifecycle-events-and-hooks) [![thecloudblog.net: Managing Applications in Kubernetes with the Carvel Kapp' Controller](){: style="width:7%"}](https://thecloudblog.net/post/managing-applications-in-kubernetes-with-the-carvel-kapp-controller) [![thedeveloperstory.com: Helm 101: Brief introduction to kubernetes package manager](){: style="width:7%"}](https://thedeveloperstory.com/2021/07/12/helm-101-brief-introduction-to-kubernetes-package-manager) [![thedevopsblog.co.uk: Terraform Cheat Sheet](){: style="width:7%"}](https://thedevopsblog.co.uk/terraform-cli-cheat-sheet) [![thedevopslife.com: Kubernetes IDE and UI – Lens IDE](){: style="width:7%"}](https://thedevopslife.com/kubernetes-gui-lens-ide)

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+[![thenewstack.io: This Week in Programming: The ElasticSearch Saga Continues](){: style="width:7%"}](https://thenewstack.io/this-week-in-programming-the-elasticsearch-saga-continues) [![thenewstack.io: This Week in Programming: Windows Opens Up to Android Developers](){: style="width:7%"}](https://thenewstack.io/this-week-in-programming-windows-opens-up-to-android-developers) [![thenewstack.io: Tigera's Calico Aims to Ease Connectivity Pain with Kubernetes](){: style="width:7%"}](https://thenewstack.io/tigera-aims-ease-connectivity-pain-kubernetes) [![thenewstack.io: Tracing: Why Logs Aren’t Enough to Debug Your Microservices 🌟](){: style="width:7%"}](https://thenewstack.io/tracing-why-logs-arent-enough-to-debug-your-microservices) [![thenewstack.io: Transform and Future-Proof Your Architecture with MACH](){: style="width:7%"}](https://thenewstack.io/transform-and-future-proof-your-architecture-with-mach) [![thenewstack.io: Tricks for Cloud Cost Optimization | Pavan Belagatti](){: style="width:7%"}](https://thenewstack.io/tricks-for-cloud-cost-optimization) [![thenewstack.io: TriggerMesh: Open Sourcing Event-Driven Applications](){: style="width:7%"}](https://thenewstack.io/triggermesh-open-sourcing-event-driven-applications) [![thenewstack.io: True Success in Process Automation Requires Microservices](){: style="width:7%"}](https://thenewstack.io/true-success-in-process-automation-requires-microservices) [![thenewstack.io: Trusted Delivery: Policy-Based Compliance the GitOps Way](){: style="width:7%"}](https://thenewstack.io/trusted-delivery-policy-based-compliance-the-gitops-way) [![thenewstack.io: Turbocharging AKS Networking with Calico eBPF](){: style="width:7%"}](https://thenewstack.io/turbocharging-aks-networking-with-calico-ebpf) [![thenewstack.io: Tutorial - Configure Cloud Native Edge Infrastructure with K3s, Calico, Portworx](){: style="width:7%"}](https://thenewstack.io/tutorial-configure-cloud-native-edge-infrastructure-with-k3s-calico-portworx)

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+[![thenewstack.io: Using Chaos Engineering to Improve the Resilience of Stateful Applications on Kubernetes](){: style="width:7%"}](https://thenewstack.io/using-chaos-engineering-to-improve-the-resilience-of-stateful-applications-on-kubernetes) [![thenewstack.io: Using ChatGPT for Questions Specific to Your Company Data](){: style="width:7%"}](https://thenewstack.io/using-chatgpt-for-questions-specific-to-your-company-data) [![thenewstack.io: Using Traefik Ingress Controller with Istio Service Mesh](){: style="width:7%"}](https://thenewstack.io/using-traefik-ingress-controller-with-istio-service-mesh) [![thenewstack.io: Validate Service-Level Objectives of REST APIs Using Iter8](){: style="width:7%"}](https://thenewstack.io/validate-service-level-objectives-of-rest-apis-using-iter8) [![thenewstack.io: vFunction Transforms Monolithic Java to Microservices](){: style="width:7%"}](https://thenewstack.io/vfunction-transforms-monolithic-java-to-microservices) [![thenewstack.io: WAF: Securing Applications at the Edge](){: style="width:7%"}](https://thenewstack.io/waf-securing-applications-at-the-edge) [![thenewstack.io: Wait, Do We Need to Hold Up on GitOps?](){: style="width:7%"}](https://thenewstack.io/wait-do-we-need-to-hold-up-on-gitops) [![thenewstack.io: Walkthrough: Bitwarden’s New Secrets Manager](){: style="width:7%"}](https://thenewstack.io/walkthrough-bitwardens-new-secrets-manager) [![thenewstack.io: Want Real Cybersecurity Progress? Redefine the Security Team](){: style="width:7%"}](https://thenewstack.io/want-real-cybersecurity-progress-redefine-the-security-team) [![thenewstack.io: Wave Goodbye to Release Nights](){: style="width:7%"}](https://thenewstack.io/wave-goodbye-to-release-nights) [![thenewstack.io: We Pushed Helm to the Limit, then Built a Kubernetes Operator 🌟](){: style="width:7%"}](https://thenewstack.io/we-pushed-helm-to-the-limit-then-built-a-kubernetes-operator)

+[![thenewstack.io: Weave GitOps Core Integrates Git with Kubernetes](){: style="width:7%"}](https://thenewstack.io/weave-gitops-core-integrates-git-with-kubernetes) [![thenewstack.io: Weave GitOps Trusted Delivery: A Road to Kubernetes Sanity?](){: style="width:7%"}](https://thenewstack.io/weave-gitops-trusted-delivery-a-road-to-kubernetes-sanity) [![thenewstack.io: Weaveworks Adds Policy as Code to Secure Kubernetes Apps' (Magalix)](){: style="width:7%"}](https://thenewstack.io/weaveworks-adds-policy-as-code-to-secure-kubernetes-apps) [![thenewstack.io: Web3 Architecture and How It Compares to Traditional Web Apps](){: style="width:7%"}](https://thenewstack.io/web3-architecture-and-how-it-compares-to-traditional-web-apps) [![thenewstack.io: What David Flanagan Learned Fixing Kubernetes Clusters](){: style="width:7%"}](https://thenewstack.io/what-david-flanagan-learned-fixing-kubernetes-clusters) [![thenewstack.io: What Does It Take to Manage Hundreds of Kubernetes Clusters?](){: style="width:7%"}](https://thenewstack.io/what-does-it-take-to-manage-hundreds-of-kubernetes-clusters) [![thenewstack.io: What Is Cloud Automation and How Does It Benefit IT Teams? 🌟](){: style="width:7%"}](https://thenewstack.io/what-is-cloud-automation-and-how-does-it-benefit-it-teams) [![thenewstack.io: What Is Container Monitoring?](){: style="width:7%"}](https://thenewstack.io/what-is-container-monitoring) [![thenewstack.io: What Is Data Management in the Kubernetes Age?](){: style="width:7%"}](https://thenewstack.io/what-is-data-management-in-the-kubernetes-age) [![thenewstack.io: What Is GitOps and Why It Might Be The Next Big Thing for' DevOps](){: style="width:7%"}](https://thenewstack.io/what-is-gitops-and-why-it-might-be-the-next-big-thing-for-devops) [![thenewstack.io: What Is Istio and Why Does Kubernetes Need it? 🌟](){: style="width:7%"}](https://thenewstack.io/what-is-istio-and-why-does-kubernetes-need-it)

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+[![thenewstack.io: Yet Another Log4j Security Problem Appears](){: style="width:7%"}](https://thenewstack.io/yet-another-log4j-security-problem-appears) [![thenewstack.io: Yor Automates Tagging for Infrastructure as Code](){: style="width:7%"}](https://thenewstack.io/yor-automates-tagging-for-infrastructure-as-code) [![thenewstack.io: You Don’t Need a Blockchain, You Need a Time-Series Database](){: style="width:7%"}](https://thenewstack.io/you-dont-need-a-blockchain-you-need-a-time-series-database) [![thenewstack.io: Zero-Trust Security with Service Mesh](){: style="width:7%"}](https://thenewstack.io/zero-trust-security-with-service-mesh) [![thenewstack.io: ZeroLB, a New Decentralized Pattern for Load Balancing](){: style="width:7%"}](https://thenewstack.io/zerolb-a-new-decentralized-pattern-for-load-balancing) [![thenextweb.com: 6 practical tricks every Python developer should have](){: style="width:7%"}](https://thenextweb.com/news/6-practical-tricks-every-python-developer-should-have) [![thenextweb.com: A beginner’s guide to the most popular Git commands](){: style="width:7%"}](https://thenextweb.com/news/a-beginners-guide-to-the-most-popular-git-commands) [![thenextweb.com: 6 practical tricks every Python developer should have](){: style="width:7%"}](https://thenextweb.com/readme/2020/09/23/6-practical-tricks-every-python-developer-should-have) [![thenextweb.com: A beginner’s guide to the most popular Git commands](){: style="width:7%"}](https://thenextweb.com/syndication/2020/09/02/a-beginners-guide-to-the-most-popular-git-commands) [![thenucleargeeks.com: Introduction to Kubernetes Pods](){: style="width:7%"}](https://thenucleargeeks.com/2021/03/22/introduction-to-pods-in-kubernetes) [![thenucleargeeks.com: Taints and Tolerations in Kubernetes](){: style="width:7%"}](https://thenucleargeeks.com/2021/03/28/taints-and-tolerations-in-kubernetes)

+[![thenucleargeeks.com: Taints and Tolerations in Kubernetes](){: style="width:7%"}](https://thenucleargeeks.com/2021/06/26/taints-and-tolerations-in-kubernetes-edit) [![therecord.media: NSA, CISA publish Kubernetes hardening guide 🌟🌟](){: style="width:7%"}](https://therecord.media/nsa-cisa-publish-kubernetes-hardening-guide) [![therecord.media: UK government plans to release Nmap scripts for finding vulnerabilities](){: style="width:7%"}](https://therecord.media/uk-government-plans-to-release-nmap-scripts-for-finding-vulnerabilities) [![thevaluable.dev: A Vim Guide for Advanced Users](){: style="width:7%"}](https://thevaluable.dev/vim-advanced) [![thewokesalaryman.com: Why people leave even the most high paying jobs 🌟](){: style="width:7%"}](https://thewokesalaryman.com/2022/02/11/why-people-leave-even-the-most-high-paying-jobs) [![Telefonica Thinking Cities](){: style="width:7%"}](https://thinking-cities.readthedocs.io) [![Telefonica Thinking Cities](){: style="width:7%"}](https://thinking-cities.readthedocs.io/en/latest) [![thinkinglabs.io: Feature Branching considered Evil](){: style="width:7%"}](https://thinkinglabs.io/talks/2016/10/29/feature-branching-considered-evil.html) [![thinkinglabs.io: Feature Branching considered evil 🌟](){: style="width:7%"}](https://thinkinglabs.io/talks/feature-branching-considered-evil.html) [![thinksys.com: Azure DevOps Pipeline Complete Guide 2022](){: style="width:7%"}](https://thinksys.com/azure/azure-devops-pipeline-complete-guide) [![thinksys.com: Docker Swarm vs. Kubernetes: Comparison 2022](){: style="width:7%"}](https://thinksys.com/devops/docker-swarm-vs-kubernetes-comparison)

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+[![thomasthornton.cloud: Building and deploying to an AKS cluster using Terraform and Azure DevOps with Kubernetes and Helm providers](){: style="width:7%"}](https://thomasthornton.cloud/building-and-deploying-to-an-aks-cluster-using-terraform-and-azure-devops-with-kubernetes-and-helm-providers) [![thomasthornton.cloud: Deploy Terraform using Azure DevOps](){: style="width:7%"}](https://thomasthornton.cloud/deploy-terraform-using-azure-devops) [![thomasthornton.cloud: Deploy Terraform using GitHub Actions to Azure](){: style="width:7%"}](https://thomasthornton.cloud/deploy-terraform-using-github-actions-into-azure) [![thomasthornton.cloud: Deploying Azure AKS GitOps Flux extension with Terraform](){: style="width:7%"}](https://thomasthornton.cloud/deploying-azure-aks-gitops-flux-extension-with-terraform) [![thomasthornton.cloud: Deploying MkDocs to GitHub Pages with GitHub Actions](){: style="width:7%"}](https://thomasthornton.cloud/deploying-mkdocs-to-github-pages-with-github-actions) [![thomasthornton.cloud: Displaying Terraform Plans in GitHub PRs with GitHub Actions](){: style="width:7%"}](https://thomasthornton.cloud/displaying-terraform-plans-in-github-prs-with-github-actions) [![Draw.io MCP for Diagram Generation: Why It’s Worth Using](){: style="width:7%"}](https://thomasthornton.cloud/draw-io-mcp-for-diagram-generation-why-its-worth-using) [![None](){: style="width:7%"}](https://thomasthornton.cloud/enforcing-kubernetes-best-practices-and-simplifying-kubernetes-configuration-validation-with-kube-linter-and-github-actions) [![thomasthornton.cloud: Ensuring Your Terraform is Correctly Formatted Using Terraform fmt and GitHub Actions](){: style="width:7%"}](https://thomasthornton.cloud/ensuring-your-terraform-is-correctly-formatted-using-terraform-fmt-and-github-actions) [![thomasthornton.cloud: Error: spawn terraform ENOENT when running Terraform in Azure DevOps Pipeline](){: style="width:7%"}](https://thomasthornton.cloud/error-spawn-terraform-enoent-when-running-terraform-in-azure-devops-pipeline) [![thomasthornton.cloud: If, elseif or else in GitHub Actions](){: style="width:7%"}](https://thomasthornton.cloud/if-elseif-or-else-in-github-actions)

+[![thomasthornton.cloud: Scout Suite reports using Azure DevOps Pipeline](){: style="width:7%"}](https://thomasthornton.cloud/scout-suite-reports-using-azure-devops-pipeline) [![thomasthornton.cloud: Using Terraform tfvars for environment-agnostic deployments 🌟](){: style="width:7%"}](https://thomasthornton.cloud/using-terraform-tfvars-for-environment-agnostic-deployments) [![Red Hat Thorntail](){: style="width:7%"}](https://thorntail.io) [![Azure Arc enabled Kubernetes allows you to connect and manage external Kubernetes clusters in Azure](){: style="width:7%"}](https://thorsten-hans.com/azure-arc-enabled-kubernetes-digital-ocean) [![Project Thoth](){: style="width:7%"}](https://thoth-station.ninja) [![thoughtbot.com: Zero Downtime Rails Deployments with Kubernetes](){: style="width:7%"}](https://thoughtbot.com/blog/zero-downtime-rails-deployments-with-kubernetes) [![threadreaderapp.com:  Kelsey Hightower: "Kubernetes has made huge improvements in the ability to run stateful workloads including databases and message queues, but I still prefer not to run them on Kubernetes" 🌟](){: style="width:7%"}](https://threadreaderapp.com/thread/963413508300812295.html) [![threatpost.com: Argo CD Security Bug Opens Kubernetes Cloud Apps to Attackers](){: style="width:7%"}](https://threatpost.com/argo-cd-security-bug-kubernetes-cloud-apps/178239) [![tiagodiasgeneroso.medium.com: Observability Concepts you should know](){: style="width:7%"}](https://tiagodiasgeneroso.medium.com/observability-concepts-you-should-know-943fc057b208) [![tier1app.com](){: style="width:7%"}](https://tier1app.com) [![tigerabrodi.hashnode.dev: Interviewing software developers](){: style="width:7%"}](https://tigerabrodi.hashnode.dev/interviewing-software-developers)

+[![tilt.dev](){: style="width:7%"}](https://tilt.dev) [![tldp.org: The Linux System Administrator's Guide 🌟](){: style="width:7%"}](https://tldp.org/LDP/sag/html/index.html) [![tldrsec.com: Risk8s Business: Risk Analysis of Kubernetes Clusters 🌟](){: style="width:7%"}](https://tldrsec.com/?404=%2Fguides%2Fkubernetes) [![tldrsec.com: Risk8s Business: Risk Analysis of Kubernetes Clusters 🌟](){: style="width:7%"}](https://tldrsec.com/guides/kubernetes) [![tom-sapak.medium.com: Deployment vs. StatefulSet for stateful applications](){: style="width:7%"}](https://tom-sapak.medium.com/deployment-vs-statefulset-for-stateful-applications-eebd6522e102) [![tomd.xyz: Jenkins shared library: tutorial with examples 🌟](){: style="width:7%"}](https://tomd.xyz/jenkins-shared-library) [![tomd.xyz: Event-driven integration on Kubernetes with Camel & KEDA 🌟](){: style="width:7%"}](https://tomd.xyz/kubernetes-event-driven-keda) [![TomEE from Tomitribe](){: style="width:7%"}](https://tomee.apache.org) [![tomlous.medium.com: CI/CD for Data Engineers. Reliably Deploying Scala Spark' containers for Kubernetes with Github Actions](){: style="width:7%"}](https://tomlous.medium.com/ci-cd-for-data-engineers-68b0fd915545) [![tomsitcafe.com: Getting started with Ansible playbooks: more steps towards DevOps](){: style="width:7%"}](https://tomsitcafe.com/2023/02/14/getting-started-with-ansible-playbooks-more-steps-towards-devops) [![tomsitcafe.com: Conditional statements – making decisions in Ansible code](){: style="width:7%"}](https://tomsitcafe.com/2023/02/17/conditional-statements-making-decisions-in-ansible-code)

+[![tomsitcafe.com: How to implement and use handlers in Ansible code?](){: style="width:7%"}](https://tomsitcafe.com/2023/03/06/how-to-implement-and-use-handlers-in-ansible-code) [![tomsitcafe.com: Configuration file blueprints: Jinja2 templates in the Ansible code](){: style="width:7%"}](https://tomsitcafe.com/2023/03/13/configuration-file-blueprints-jinja2-templates-in-the-ansible-code) [![tomsitcafe.com: Handling sensitive data with Ansible Vault: encrypting strings instead of files](){: style="width:7%"}](https://tomsitcafe.com/2023/03/16/handling-sensitive-data-with-ansible-vault-encrypting-strings-instead-of-files) [![tomsitcafe.com: How to test Ansible code with Molecule](){: style="width:7%"}](https://tomsitcafe.com/2023/04/27/how-to-test-ansible-code-with-molecule) [![tomsitcafe.com: Let’s use a more flexible directory structure for an Ansible project](){: style="width:7%"}](https://tomsitcafe.com/2023/05/11/lets-use-a-more-flexible-directory-structure-for-an-ansible-project) [![tomsitcafe.com: Enhancing Ansible Automation: Exploring the Power of Ansible Semaphore, a Modern Open-Source GUI](){: style="width:7%"}](https://tomsitcafe.com/2023/05/15/ansible-semaphore-a-modern-open-source-gui-for-our-ansible-automation) [![tomsitcafe.com: Mastering Ansible: Navigating the Most Common Errors and Mistakes](){: style="width:7%"}](https://tomsitcafe.com/2023/06/02/mastering-ansible-navigating-the-most-common-errors-and-mistakes) [![tomsitcafe.com: Automating APIs with Ansible: A Comprehensive Guide](){: style="width:7%"}](https://tomsitcafe.com/2023/06/09/automating-apis-with-ansible-a-comprehensive-guide) [![tonylixu.medium.com: K8s Tools β€” K9s, Terminal Based UI to Manage Your Cluster](){: style="width:7%"}](https://tonylixu.medium.com/devops-in-k8s-k9s-terminal-based-ui-to-manage-your-cluster-85b4f147e209) [![tonylixu.medium.com: Docker RUN vs CMD vs ENTRYPOINT](){: style="width:7%"}](https://tonylixu.medium.com/docker-run-vs-cmd-vs-entrypoint-57f248b95889) [![==tonylixu.medium.com: GitOps β€” Github Actions Docker Build Workflow==](){: style="width:7%"}](https://tonylixu.medium.com/gitops-github-actions-docker-build-workflow-157cc53e9a0d)

+[![tonylixu.medium.com: K8s Troubleshooting β€” Pod in Terminating or Unknown' Status](){: style="width:7%"}](https://tonylixu.medium.com/k8s-troubleshooting-pod-in-terminating-or-unknown-status-2878f6ec66b8) [![==tonylixu.medium.com: Kubectl β€” Plugins Operation==](){: style="width:7%"}](https://tonylixu.medium.com/kubectl-plugins-operation-f93274622447) [![Kubecrt - Convert HELM charts to kubernetes resources 🌟](){: style="width:7%"}](https://toolbox.kali-linuxtr.net/kubecrt-convert-helm-charts-to-kubernetes-resources.tool) [![Kubernetes RBAC Permission Manager 🌟](){: style="width:7%"}](https://toolbox.kali-linuxtr.net/kubernetes-rbac-permission-manager.tool) [![toolkit.fluxcd.io: GitOps Toolkit 🌟](){: style="width:7%"}](https://toolkit.fluxcd.io) [![topcloudops.com: Optimizing AWS RDS Cost](){: style="width:7%"}](https://topcloudops.com/blog-detail?id=030b1031-8bc8-4bc5-8f7a-417950005b97) [![topcloudops.com: Kubernetes Security, Rootless Containers](){: style="width:7%"}](https://topcloudops.com/blog-detail?id=466c7bdd-ccb9-4722-abe5-d71a535113a2) [![topcloudops.com: Kubernetes Draining Nodes Properly](){: style="width:7%"}](https://topcloudops.com/blog-detail?id=afa06d47-b8ea-4417-bb4c-7d164f8903e7) [![torq.io: 5 Security Automation Examples for Non-Developers](){: style="width:7%"}](https://torq.io/blog/5-security-automation-examples-for-non-developers) [![towardsaws.com: A Gentle Introduction to Amazon Web Services (AWS)](){: style="width:7%"}](https://towardsaws.com/a-gentle-introduction-to-amazon-web-services-aws-50f18c7c57dc) [![towardsaws.com: Accessing a Private REST API from another Private REST API' in AWS API Gateway](){: style="width:7%"}](https://towardsaws.com/accessing-a-private-rest-api-from-another-private-rest-api-in-aws-api-gateway-5112b835c0d4)

+[![towardsaws.com: Automating Static Website Deployment: A Guide to CI/CD with' AWS and Terraform](){: style="width:7%"}](https://towardsaws.com/automating-static-website-deployment-a-guide-to-ci-cd-with-aws-and-terraform-bb6fcbae5667) [![towardsaws.com: Autoscale Kubernetes Metrics Server on Amazon EKS](){: style="width:7%"}](https://towardsaws.com/autoscale-kubernetes-metrics-server-fa398f8a600a) [![==towardsaws.com: Creating a Bastion Host for Secure Access to Your AWS' Infrastructure with Terraform==](){: style="width:7%"}](https://towardsaws.com/creating-a-bastion-host-for-secure-access-to-your-aws-infrastructure-with-terraform-17ee287bb3d) [![towardsaws.com: From Scratch to Production: Deploying EKS Clusters and Applications' with CI/CD using Jenkins and Terraform](){: style="width:7%"}](https://towardsaws.com/from-scratch-to-production-deploying-eks-clusters-and-applications-with-ci-cd-using-jenkins-and-f27d4686d5fe) [![towardsaws.com: How to centralize VPC endpoints in AWS](){: style="width:7%"}](https://towardsaws.com/how-to-centralize-vpc-endpoints-in-aws-64c68b5b9d50) [![==towardsaws.com: How to Deploy Two-Tier AWS Architecture with Terraform?==](){: style="width:7%"}](https://towardsaws.com/how-to-deploy-two-tier-aws-architecture-with-terraform-59db7b11dd47) [![==towardsaws.com: Import Existing AWS Infrastructure to Terraform==](){: style="width:7%"}](https://towardsaws.com/import-existing-aws-architecture-to-terraform-368b66c48275) [![towardsaws.com: Integrating Python, Amazon API Gateway, Lambda, SQS, and' SNS Services | Brandi McCall](){: style="width:7%"}](https://towardsaws.com/integrating-python-amazon-api-gateway-lambda-sqs-and-sns-services-6015631d5527) [![towardsaws.com: Kubernetes Multi-Tenancy Approach](){: style="width:7%"}](https://towardsaws.com/kubernetes-multi-tenancy-approach-b0f58d615971) [![towardsaws.com: Networking Basics in AWS](){: style="width:7%"}](https://towardsaws.com/networking-basics-in-aws-ab72882855c4) [![towardsaws.com: Terraform Basics: Creating Custom AWS VPC, Subnets, and' Route Tables](){: style="width:7%"}](https://towardsaws.com/terraform-basics-creating-custom-aws-vpc-subnets-and-route-tables-4e7075135e99)

+[![towardsdatascience.com: 3 High Availability Cloud Concepts You Should Know](){: style="width:7%"}](https://towardsdatascience.com/3-high-availability-cloud-concepts-you-should-know-93f3bab2cb4a) [![towardsdatascience.com: 7 Must-Know Data Wrangling Operations with Python Pandas](){: style="width:7%"}](https://towardsdatascience.com/7-must-know-data-wrangling-operations-with-python-pandas-849438a90d15) [![towardsdatascience.com: A Git cheatsheet that all coders need](){: style="width:7%"}](https://towardsdatascience.com/a-git-cheatsheet-that-all-coders-need-bf8ad4d91576) [![towardsdatascience.com: A Kubernetes architecture for machine learning web-application deployments](){: style="width:7%"}](https://towardsdatascience.com/a-kubernetes-architecture-for-machine-learning-web-application-deployments-632f7765ef29) [![towardsdatascience.com: All The Important Features and Changes in Python 3.10](){: style="width:7%"}](https://towardsdatascience.com/all-the-important-features-and-changes-in-python-3-10-e3d1fe542fbf) [![towardsdatascience.com: Apache Airflow Architecture 🌟](){: style="width:7%"}](https://towardsdatascience.com/apache-airflow-architecture-496b9cb28288) [![towardsdatascience.com: Apache Airflow for containerized data-pipelines](){: style="width:7%"}](https://towardsdatascience.com/apache-airflow-for-containerized-data-pipelines-4d7a3c385bd) [![towardsdatascience.com: At Its Core: How Is a Graph Database Different from a Relational One?](){: style="width:7%"}](https://towardsdatascience.com/at-its-core-hows-a-graph-database-different-from-a-relational-8297ca99cb8f) [![towardsdatascience.com: Automatically Generate Machine Learning Code with Just a Few Clicks](){: style="width:7%"}](https://towardsdatascience.com/automatically-generate-machine-learning-code-with-just-a-few-clicks-7901b2334f97) [![towardsdatascience.com: Build Machine Learning Pipelines with Airflow and Mlflow: Reservation Cancellation Forecasting](){: style="width:7%"}](https://towardsdatascience.com/build-machine-learning-pipelines-with-airflow-and-mlflow-reservation-cancellation-forecasting-da675d409842) [![towardsdatascience.com: Can Github Copilot Replace Developers?](){: style="width:7%"}](https://towardsdatascience.com/can-githubs-copilot-replace-developers-b89f28007c05)

+[![towardsdatascience.com: Create your first CI/CD pipeline with Jenkins and GitHub](){: style="width:7%"}](https://towardsdatascience.com/create-your-first-ci-cd-pipeline-with-jenkins-and-github-6aefe21c9240) [![towardsdatascience.com: Data Domains and Data Products](){: style="width:7%"}](https://towardsdatascience.com/data-domains-and-data-products-64cc9d28283e) [![towardsdatascience.com: SQL vs. NoSQL: How to Select from 12 Database Types 🌟🌟](){: style="width:7%"}](https://towardsdatascience.com/datastore-choices-sql-vs-nosql-database-ebec24d56106) [![towardsdatascience.com: Deploying An ML Model With FastAPI β€” A Succinct Guide](){: style="width:7%"}](https://towardsdatascience.com/deploying-an-ml-model-with-fastapi-a-succinct-guide-69eceda27b21) [![towardsdatascience.com: Deploying LLM Apps to AWS, the Open-Source Self-Service Way](){: style="width:7%"}](https://towardsdatascience.com/deploying-llm-apps-to-aws-the-open-source-self-service-way-c54b8667d829) [![towardsdatascience.com: Fall in Love with Your Environment Setup](){: style="width:7%"}](https://towardsdatascience.com/fall-in-love-with-your-environment-setup-779dfbf047ba) [![towardsdatascience.com: From Dev to Deployment: An End to End Sentiment Classifier App with MLflow, SageMaker, and Streamlit](){: style="width:7%"}](https://towardsdatascience.com/from-dev-to-deployment-an-end-to-end-sentiment-classifier-app-with-mlflow-sagemaker-and-119043ea4203) [![towardsdatascience.com: From DevOps to MLOPS: Integrate Machine Learning Models using Jenkins and Docker](){: style="width:7%"}](https://towardsdatascience.com/from-devops-to-mlops-integrate-machine-learning-models-using-jenkins-and-docker-79034dbedf1) [![towardsdatascience.com: From Jupyter Notebooks to Real-life: MLOps 🌟](){: style="width:7%"}](https://towardsdatascience.com/from-jupyter-notebooks-to-real-life-mlops-9f590a7b5faa) [![towardsdatascience.com: Generating Python Scripts with OpenAi’s Github Copilot](){: style="width:7%"}](https://towardsdatascience.com/generating-python-scripts-with-openais-github-copilot-da0b3fdd989) [![towardsdatascience.com: 18 Git Commands I Learned During My First Year as a Software Developer](){: style="width:7%"}](https://towardsdatascience.com/git-commands-cheat-sheet-software-developer-54f6aedc1c46)

+[![towardsdatascience.com: Heroku + Docker in 10 Minutes](){: style="width:7%"}](https://towardsdatascience.com/heroku-docker-in-10-minutes-f4329c4fd72f) [![towardsdatascience.com: How Not to Use Python Lists](){: style="width:7%"}](https://towardsdatascience.com/how-not-to-use-python-lists-d06cbe8e593) [![towardsdatascience.com: How to Use SQL Cross Joins](){: style="width:7%"}](https://towardsdatascience.com/how-to-use-sql-cross-joins-5653fe7d353) [![None](){: style="width:7%"}](https://towardsdatascience.com/jenkins-for-ci-is-dead-why-do-people-hate-it-and-whats-the-alternative-8d8b6b88fdba) [![Is Serverless The End Of Kubernetes?](){: style="width:7%"}](https://towardsdatascience.com/kubernetes-serverless-differences-84699f370609) [![towardsdatascience.com: Master Class Inheritance in Python 🌟](){: style="width:7%"}](https://towardsdatascience.com/master-class-inheritance-in-python-c46bfda63374) [![towardsdatascience.com: Maximizing the Utility of Scarce AI Resources: A Kubernetes Approach](){: style="width:7%"}](https://towardsdatascience.com/maximizing-the-utility-of-scarce-ai-resources-a-kubernetes-approach-0230ba53965b) [![towardsdatascience.com: Memoizing DataFrame Functions](){: style="width:7%"}](https://towardsdatascience.com/memoizing-dataframe-functions-7a27dff532f7) [![towardsdatascience.com: Overview of UI Tools for Monitoring and Management of Apache Kafka Clusters](){: style="width:7%"}](https://towardsdatascience.com/overview-of-ui-tools-for-monitoring-and-management-of-apache-kafka-clusters-8c383f897e80) [![towardsdatascience.com: Practical Introduction to PostgreSQL](){: style="width:7%"}](https://towardsdatascience.com/practical-introduction-to-postgresql-5f73d3d394e) [![towardsdatascience.com: Iterables vs Iterators in Python](){: style="width:7%"}](https://towardsdatascience.com/python-iterables-vs-iterators-688907fd755f)

+[![towardsdatascience.com: How to Implement a Linked List in Python](){: style="width:7%"}](https://towardsdatascience.com/python-linked-lists-c3622205da81) [![towardsdatascience.com: requirements.txt vs setup.py in Python](){: style="width:7%"}](https://towardsdatascience.com/requirements-vs-setuptools-python-ae3ee66e28af) [![towardsdatascience.com: Architecture for High-Throughput Low-Latency Big Data Pipeline on Cloud 🌟](){: style="width:7%"}](https://towardsdatascience.com/scalable-efficient-big-data-analytics-machine-learning-pipeline-architecture-on-cloud-4d59efc092b5) [![towardsdatascience.com: Step-by-step Approach to Build Your Machine Learning API Using Fast API](){: style="width:7%"}](https://towardsdatascience.com/step-by-step-approach-to-build-your-machine-learning-api-using-fast-api-21bd32f2bbdb) [![towardsdatascience.com: The Easiest Way to Debug Kubernetes Workloads](){: style="width:7%"}](https://towardsdatascience.com/the-easiest-way-to-debug-kubernetes-workloads-ff2ff5e3cc75) [![towardsdatascience.com: Unexpected Size of Python Objects in Memory](){: style="width:7%"}](https://towardsdatascience.com/the-strange-size-of-python-objects-in-memory-ce87bdfbb97f) [![towardsdatascience.com: There is more to β€˜pandas.read_csv()’ than meets the eye](){: style="width:7%"}](https://towardsdatascience.com/there-is-more-to-pandas-read-csv-than-meets-the-eye-8654cb2b3a03) [![towardsdatascience.com: Unlimited scientific libraries and applications in Kubernetes, instantly!](){: style="width:7%"}](https://towardsdatascience.com/unlimited-scientific-libraries-and-applications-in-kubernetes-instantly-b69b192ec5e5) [![towardsdatascience.com: Schemafull streaming data processing in ML pipelines](){: style="width:7%"}](https://towardsdatascience.com/using-kafka-with-avro-in-python-da85b3e0f966) [![towardsdatascience.com: Work with SQL in Python Using SQLAlchemy and Pandas](){: style="width:7%"}](https://towardsdatascience.com/work-with-sql-in-python-using-sqlalchemy-and-pandas-cd7693def708) [![towardsdatascience.com: You Don’t Need Sample Data, You Need Python Faker](){: style="width:7%"}](https://towardsdatascience.com/you-dont-need-sample-data-you-need-python-faker-fa87c2a119a9)

+[![towardsdatascience.com: You Should Use This to Visualize SQL Joins Instead of Venn Diagrams](){: style="width:7%"}](https://towardsdatascience.com/you-should-use-this-to-visualize-sql-joins-instead-of-venn-diagrams-ede15f9583fc) [![towardsdatascience.com: yq: Mastering YAML Processing in Command Line 🌟](){: style="width:7%"}](https://towardsdatascience.com/yq-mastering-yaml-processing-in-command-line-e1ff5ebc0823) [![towardsdev.com: 12 Scanners to Find Security Vulnerabilities and Misconfigurations' in Kubernetes](){: style="width:7%"}](https://towardsdev.com/12-scanners-to-find-security-vulnerabilities-and-misconfigurations-in-kubernetes-332a738d076d) [![==towardsdev.com: Azure DevOps Project Creation and Setup via Terraform==](){: style="width:7%"}](https://towardsdev.com/azure-devops-project-creation-and-setup-via-terraform-3444ff985bae) [![towardsdev.com: Kubernetes: Deploying Nginx Servers with ConfigMaps & Shared' Services with Minikube](){: style="width:7%"}](https://towardsdev.com/kubernetes-deploying-nginx-servers-with-configmaps-shared-services-with-minikube-618aee9a8ff6) [![towardsdev.com: Microservice Interview questions for Backend Developers' series-1](){: style="width:7%"}](https://towardsdev.com/microservice-interview-questions-for-backend-developers-series-1-112d623a7c2a) [![towardsdev.com: Performance Testing Your Kubernetes Kafka Cluster](){: style="width:7%"}](https://towardsdev.com/performance-testing-your-kubernetes-kafka-cluster-95f6e7d8dfc5) [![==towardsdev.com: Solution architecture 101 β€” Are you ready for the Solution' Architect Path== 🌟](){: style="width:7%"}](https://towardsdev.com/solution-architecture-101-are-you-ready-for-the-solution-architect-path-5a2d01aebbb) [![Traefik](){: style="width:7%"}](https://traefik.io) [![containo.us: Kubernetes Ingress & Service API Demystified](){: style="width:7%"}](https://traefik.io/blog/kubernetes-ingress-service-api-demystified) [![traefik.io: Pets vs. Cattle: The Future of Kubernetes in 2022](){: style="width:7%"}](https://traefik.io/blog/pets-vs-cattle-the-future-of-kubernetes-in-2022)

+[![Transitioning from ingress-nginx to Traefik in Kubernetes](){: style="width:7%"}](https://traefik.io/blog/transition-from-ingress-nginx-to-traefik) [![Maesh](){: style="width:7%"}](https://traefik.io/traefik-mesh) [![github.github.com/training-kit: Git cheat sheet](){: style="width:7%"}](https://training.github.com/downloads/github-git-cheat-sheet.pdf) [![The Linux Foundation Training](){: style="width:7%"}](https://training.linuxfoundation.org/resources) [![training.linuxfoundation.org: Introduction to Kubernetes (LFS158x)](){: style="width:7%"}](https://training.linuxfoundation.org/training/introduction-to-kubernetes) [![trainings.kubernauts.sh](){: style="width:7%"}](https://trainings.kubernauts.sh) [![tratnayake.dev: Using Helm To Include All Files From A Directory In-line](){: style="width:7%"}](https://tratnayake.dev/helm-include-all-files-from-directory-in-line) [![tratnayake.dev: Oncall Adventures - When your Prometheus-Server mounted' to GCE Persistent Disk on K8s is Full](){: style="width:7%"}](https://tratnayake.dev/oncall-adventures-prometheus-filled-disk) [![doylestowncoder.com: Building CI/CD Pipelines with Azure Data Factory: Part 1](){: style="width:7%"}](https://travelrasik.com/category/asia) [![Travis CI](){: style="width:7%"}](https://travis-ci.org) [![travis.media: Pulumi Tutorial: Automate Kubernetes Deployments and Operations with this Complete Guide](){: style="width:7%"}](https://travis.media/blog/pulumi-tutorial-automate-kubernetes-operations)

+[![travis.media: Pulumi Tutorial: Automate Kubernetes Deployments and Operations' with this Complete Guide](){: style="width:7%"}](https://travis.media/pulumi-tutorial-automate-kubernetes-operations) [![treblle.com: How does Treblle scale on AWS without breaking the bank?](){: style="width:7%"}](https://treblle.com/blog/how-does-treblle-scale-on-aws-without-breaking-the-bank) [![treyhunner.com: How to flatten a list in Python](){: style="width:7%"}](https://treyhunner.com/2021/11/how-to-flatten-a-list-in-python) [![Trillio](){: style="width:7%"}](https://trilio.io) [![trio.dev: Angular vs React: Is Angular Dead?](){: style="width:7%"}](https://trio.dev/angular-vs-react) [![trstringer.com: Debug a Python Application Running in Kubernetes 🌟](){: style="width:7%"}](https://trstringer.com/debug-python-kubernetes) [![trstringer.com: Deploy to AKS from GitHub Actions 🌟](){: style="width:7%"}](https://trstringer.com/deploy-to-aks-from-github-actions) [![trstringer.com: Deploy to AKS Using a Managed Identity from a GitHub Actions' Self-Hosted Runner 🌟](){: style="width:7%"}](https://trstringer.com/deploy-to-aks-from-github-actions-self-hosted) [![None](){: style="width:7%"}](https://trstringer.com/deploy-to-aks-from-github-actions/-self-hosted) [![trstringer.com: Discover Kubernetes API Calls from kubectl](){: style="width:7%"}](https://trstringer.com/kubernetes-api-call-from-kubectl) [![trstringer.com: Kubernetes Ingress with Contour](){: style="width:7%"}](https://trstringer.com/kubernetes-ingress-with-contour)

+[![trstringer.com: What Determines if a Kubernetes Node is Ready?](){: style="width:7%"}](https://trstringer.com/kubernetes-node-ready) [![trstringer.com: Create a Basic Kubernetes Validating Webhook](){: style="width:7%"}](https://trstringer.com/kubernetes-validating-webhook) [![trstringer.com: Observability with OpenTelemetry Part 1 - Introduction](){: style="width:7%"}](https://trstringer.com/otel-part1-intro) [![trstringer.com: Run Kubernetes Pods on Specific VM Types in AKS](){: style="width:7%"}](https://trstringer.com/run-kubernetes-pods-on-vm-types) [![trstringer.com: Kubernetes Taints, Tolerations, and Understanding the PreferNoSchedule Effect](){: style="width:7%"}](https://trstringer.com/understanding-prefernoschedule) [![Trunk Based Development](){: style="width:7%"}](https://trunkbaseddevelopment.com) [![trunkbaseddevelopment.com: Alternative Branching Models](){: style="width:7%"}](https://trunkbaseddevelopment.com/alternative-branching-models) [![App Platform - Digital Ocean PaaS](){: style="width:7%"}](https://try.digitalocean.com/app-platform) [![try.digitalocean.com/cloudplex](){: style="width:7%"}](https://try.digitalocean.com/cloudplex) [![try.openshift.com 🌟](){: style="width:7%"}](https://try.openshift.com) [![trycircular.com (Spain)](){: style="width:7%"}](https://trycircular.com)

+[![tryhackme.com: Metasploit: Introduction](){: style="width:7%"}](https://tryhackme.com/room/metasploitintro) [![tryolabs.com: Top 10 Python libraries of 2020](){: style="width:7%"}](https://tryolabs.com/blog/2020/12/21/top-10-python-libraries-of-2020) [![tschatzl.github.io: JDK 17 G1/Parallel GC changes](){: style="width:7%"}](https://tschatzl.github.io/2021/09/16/jdk17-g1-parallel-gc-changes.html) [![ttl.sh: Anonymous & ephemeral Docker image registry 🌟](){: style="width:7%"}](https://ttl.sh) [![turbofuture.com: A Beginners Guide to Containers and Docker](){: style="width:7%"}](https://turbofuture.com/computers/introductiontodocker) [![turing](){: style="width:7%"}](https://turing.com) [![tusharsrivastava.hashnode.dev: Handling text files in python - an easy guide' for beginners](){: style="width:7%"}](https://tusharsrivastava.hashnode.dev/handling-text-files-in-python-an-easy-guide-for-beginners) [![tutorialboy24.blogspot.com: A Detailed Talk about K8S Cluster Security from the Perspective of Attackers (Part 2) 🌟](){: style="width:7%"}](https://tutorialboy24.blogspot.com/2022/09/a-detailed-talk-about-k8s-cluster.html) [![tutorials.keptn.sh 🌟](){: style="width:7%"}](https://tutorials.keptn.sh) [![tutorials.keptn.sh: Azure DevOps Pipelines with Keptn Quality Gates](){: style="width:7%"}](https://tutorials.keptn.sh/tutorials/keptn-azure-devops/index.html) [![tutorials.virtualan.io: Idaithalam - Lowcode Test Automation](){: style="width:7%"}](https://tutorials.virtualan.io)

+[![None](){: style="width:7%"}](https://tutorialsdojo.com/aws-cheat-sheets) [![tutorialsdojo.com: AWS Cheat Sheets 🌟](){: style="width:7%"}](https://tutorialsdojo.com/links-to-all-aws-cheat-sheets) [![tutorialsdojo.com: Real-time Monitoring of 5XX Errors using AWS Lambda, CloudWatch Logs and Slack](){: style="width:7%"}](https://tutorialsdojo.com/real-time-monitoring-of-5xx-errors-using-aws-lambda-cloudwatch-logs-slack) [![tutorialzine.com: Learn git in 30 minutes 🌟](){: style="width:7%"}](https://tutorialzine.com/2016/06/learn-git-in-30-minutes) [![twindb.com: Verify MySQL Backups With TwinDB Backup Tool](){: style="width:7%"}](https://twindb.com/verify-mysql-backups-with-twindb-backup-tool) [![twitter.com/ASFMavenProject: The official twitter feed of the Apache Maven' Project](){: style="width:7%"}](https://twitter.com/ASFMavenProject) [![twitter.com/ASFMavenRelease: Maven Plugin Release](){: style="width:7%"}](https://twitter.com/ASFMavenRelease) [![twitter.com/AWS_Partners](){: style="width:7%"}](https://twitter.com/AWS_Partners) [![twitter.com/AWSreInvent](){: style="width:7%"}](https://twitter.com/AWSreInvent) [![twitter.com/AWSstartups](){: style="width:7%"}](https://twitter.com/AWSstartups) [![twitter.com/ChromeDevTools](){: style="width:7%"}](https://twitter.com/ChromeDevTools)

+[![twitter.com/GolangRepos](){: style="width:7%"}](https://twitter.com/GolangRepos) [![None](){: style="width:7%"}](https://twitter.com/Marcus_Noble_/status/1417007780888825856) [![None](){: style="width:7%"}](https://twitter.com/PlantUML) [![None](){: style="width:7%"}](https://twitter.com/PukarDesign/status/1452141978167267332) [![I just meant that base64 prevents you from logging a secret in plain text' by accident… but many more layers are required to keep your secrets secret](){: style="width:7%"}](https://twitter.com/SWengThomas) [![None](){: style="width:7%"}](https://twitter.com/_georgemoller) [![None](){: style="width:7%"}](https://twitter.com/a_sykim) [![It's funny: everyone thinks CPU requests are only used for scheduling' (WRONG) and memory requests determine who gets OOMKilled (WRONG) but it's actually the opposite! At runtime, memory requests do nothing, but CPU requests DO" 🌟](){: style="width:7%"}](https://twitter.com/aantn) [![None](){: style="width:7%"}](https://twitter.com/addyosmani) [![Excellent description of user ids and access rights in Docker; it’s a non' trivial issue and there’s no silver bullet other than to avoid running your containers with a privileged user. As a bonus, I personally like openshift approach (random UIDs belonging to the super user GID)](){: style="width:7%"}](https://twitter.com/agarcia) [![None](){: style="width:7%"}](https://twitter.com/alexxubyte)

+[![twitter.com/awscloud](){: style="width:7%"}](https://twitter.com/awscloud) [![twitter.com/azuredevops](){: style="width:7%"}](https://twitter.com/azuredevops) [![None](){: style="width:7%"}](https://twitter.com/brendandburns) [![The issue is not new or unique to k8s. There is a general confusion between' encoding and encryption. Ask any web dev about base64, and there is a good chance they'll tell you it's encryption](){: style="width:7%"}](https://twitter.com/codingsafari) [![twitter.com/commandlinefu](){: style="width:7%"}](https://twitter.com/commandlinefu) [![twitter.com/commandlinefu10](){: style="width:7%"}](https://twitter.com/commandlinefu10) [![twitter.com/commandlinefu3](){: style="width:7%"}](https://twitter.com/commandlinefu3) [![None](){: style="width:7%"}](https://twitter.com/dmokafa) [![#FeatureFlags](){: style="width:7%"}](https://twitter.com/hashtag/featureflag) [![None](){: style="width:7%"}](https://twitter.com/i/spaces/1ZkKzbXLekWKv) [![As an ops engineer not too familiar with Git, you just need to know 6 commands](){: style="width:7%"}](https://twitter.com/janakiramm)

+[![twitter.com/jeffbarr](){: style="width:7%"}](https://twitter.com/jeffbarr) [![None](){: style="width:7%"}](https://twitter.com/johncutlefish/status/1452048722917871620) [![I've always wondered how folks expect a system would be able to protect' data at rest like that. If the public key and private key are local on the machine - nothing is secure no matter what algorithm is used](){: style="width:7%"}](https://twitter.com/jwendlandt) [![k0sproject](){: style="width:7%"}](https://twitter.com/k0sproject) [![twitter.com/kubernetesio](){: style="width:7%"}](https://twitter.com/kubernetesio) [![None](){: style="width:7%"}](https://twitter.com/memenetes) [![microcksio](){: style="width:7%"}](https://twitter.com/microcksio) [![None](){: style="width:7%"}](https://twitter.com/okta) [![twitter.com/openshift](){: style="width:7%"}](https://twitter.com/openshift) [![twitter.com/operatorhubio](){: style="width:7%"}](https://twitter.com/operatorhubio) [![Kubernetes base64 encodes secrets because that makes arbitrary data play' nice with JSON. It had nothing to do with the security model (or lack thereof). It did not occur to us at the time that people could mistake base64 for some form of encryption](){: style="width:7%"}](https://twitter.com/originalavalamp)

+[![None](){: style="width:7%"}](https://twitter.com/puksiarz) [![None](){: style="width:7%"}](https://twitter.com/pvergadia) [![twitter.com/pythonvscode](){: style="width:7%"}](https://twitter.com/pythonvscode) [![None](){: style="width:7%"}](https://twitter.com/rakyll) [![shipwrightio](){: style="width:7%"}](https://twitter.com/shipwrightio) [![submarinerio](){: style="width:7%"}](https://twitter.com/submarinerio) [![telepresenceio](){: style="width:7%"}](https://twitter.com/telepresenceio) [![None](){: style="width:7%"}](https://twitter.com/tfortricks_ind) [![The semantics are important. Easy to grant an RBAC policy like "read only' except secrets](){: style="width:7%"}](https://twitter.com/tsh4k) [![9 awesome git tricks](){: style="width:7%"}](https://tychoish.com/post/9-awesome-git-tricks) [![Tyk API Manager](){: style="width:7%"}](https://tyk.io)

+[![tylercipriani.com: GitHub's Missing Merge Option](){: style="width:7%"}](https://tylercipriani.com/blog/2022/09/30/githubs-missing-merge-option) [![None](){: style="width:7%"}](https://typhoon.psdn.io) [![typing.io: Typing Practice for Programmers](){: style="width:7%"}](https://typing.io) [![ubiqum.com: 20 Software Development Tools that will make you more productive](){: style="width:7%"}](https://ubiqum.com/blog/20-software-development-tools-that-will-make-you-more-productive) [![Kubernetes GitOps with Azure Arc and Charmed Kubernetes](){: style="width:7%"}](https://ubuntu.com/blog/gitops-with-azure-arc-and-charmed-kubernetes) [![ubuntu.com: How to test the latest Kubernetes 1.22 release candidate with MicroK8s](){: style="width:7%"}](https://ubuntu.com/blog/how-to-test-the-latest-kubernetes-with-microk8s) [![ubuntu.com: Kubernetes Fully Managed – half the cost of AWS](){: style="width:7%"}](https://ubuntu.com/blog/managed-kubernetes-cheaper-than-aws) [![Ubuntu on WSL 2 Is Generally Available 🌟](){: style="width:7%"}](https://ubuntu.com/blog/ubuntu-on-wsl-2-is-generally-available) [![Charmed Kubernetes](){: style="width:7%"}](https://ubuntu.com/kubernetes/charmed-k8s) [![Charmed Kubernetes](){: style="width:7%"}](https://ubuntu.com/kubernetes/features) [![ubuntuask.com: Best New Kubernetes Books](){: style="width:7%"}](https://ubuntuask.com/blog/best-new-kubernetes-books)

+[![None](){: style="width:7%"}](https://ui.dev/async-javascript-from-callbacks-to-promises-to-async-await) [![None](){: style="width:7%"}](https://ui.dev/beginners-guide-to-javascript-prototype) [![umbrellaselector.com/Spain](){: style="width:7%"}](https://umbrellaselector.com/Spain) [![umeey.medium.com: Four Golden Signals Of Monitoring: Site Reliability Engineering' (SRE) Metrics](){: style="width:7%"}](https://umeey.medium.com/four-golden-signals-of-monitoring-site-reliability-engineering-sre-metrics-64031dbe268) [![umeshtyagi829.medium.com: Secure Terrafrom IaC code using Checkov](){: style="width:7%"}](https://umeshtyagi829.medium.com/secure-terrafrom-iac-code-using-checkov-4a3e1f097f92) [![None](){: style="width:7%"}](https://uncontained.io) [![None](){: style="width:7%"}](https://uncontained.io/articles/openshift-and-the-org) [![None](){: style="width:7%"}](https://uncontained.io/articles/openshift-ha-installation) [![None](){: style="width:7%"}](https://uncontained.io/articles/openshift-ha-installation ) [![None](){: style="width:7%"}](https://uncontained.io/articles/openshift-ha-installation/ ) [![Undertow](){: style="width:7%"}](https://undertow.io)

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+[![unofficial-kubernetes.readthedocs.io](){: style="width:7%"}](https://unofficial-kubernetes.readthedocs.io/en/latest) [![en.wikibooks.org: Python Programming](){: style="width:7%"}](https://upload.wikimedia.org/wikipedia/commons/9/91/Python_Programming.pdf) [![upper 🌟](){: style="width:7%"}](https://upper.co) [![useHooks - React Hooks Library](){: style="width:7%"}](https://usehooks.com) [![IntelliJ vs. VSCode for Rust Development](){: style="width:7%"}](https://users.rust-lang.org/t/anyone-here-go-intellij-vscode/84499) [![uw-labs.github.io: Kubernetes Semaphore: A modular and nonintrusive framework' for cross cluster communication](){: style="width:7%"}](https://uw-labs.github.io/blog/kubernetes,/multicluster/2021/07/21/kube-semaphore-intro.html) [![Quick Start](){: style="width:7%"}](https://v1.keptn.sh/docs/quickstart) [![None](){: style="width:7%"}](https://v1.uncontained.io) [![None](){: style="width:7%"}](https://v1.uncontained.io/playbooks/continuous_delivery/external-jenkins-integration.html) [![v8.dev:](){: style="width:7%"}](https://v8.dev) [![vadosware.io: Level 1 Automated K8S Deployments With GitLab CI](){: style="width:7%"}](https://vadosware.io/post/level-one-automated-k8s-deployments-with-gitlab-ci)

+[![vadosware.io: So you need to wait for some Kubernetes resources?](){: style="width:7%"}](https://vadosware.io/post/so-you-need-to-wait-for-some-kubernetes-resources) [![vadosware.io: Using Makefiles And Envsubst As An Alternative To Helm And' Ksonnet (deprecated)](){: style="width:7%"}](https://vadosware.io/post/using-makefiles-and-envsubst-as-an-alternative-to-helm-and-ksonnet) [![vaex.io](){: style="width:7%"}](https://vaex.io) [![vahid.blog: System Design Interview Cheat Sheet](){: style="width:7%"}](https://vahid.blog/post/2022-05-05-system-design-interview-cheat-sheet) [![vaishnavidontha.hashnode.dev: API Testing using Postman - Part 1](){: style="width:7%"}](https://vaishnavidontha.hashnode.dev/api-testing-using-postman-part-1) [![vaishnavidontha.hashnode.dev: API Testing using Postman - Part 2](){: style="width:7%"}](https://vaishnavidontha.hashnode.dev/api-testing-using-postman-part-2) [![vaishnavidontha.hashnode.dev: API Testing using Postman - Part 3](){: style="width:7%"}](https://vaishnavidontha.hashnode.dev/api-testing-using-postman-part-3) [![valenciaplaza.com: El IIS La Fe liderarΓ‘ la direcciΓ³n cientΓ­fica del Nodo Central del Atlas de ImΓ‘genes en CΓ‘ncer](){: style="width:7%"}](https://valenciaplaza.com/iis-fe-liderara-direccion-cientifica-nodo-central-atlas-imagenes-cancer) [![valohai.com/blog/llmops/](){: style="width:7%"}](https://valohai.com/blog/llmops) [![vashishtsumit89.medium.com: Security/Pen Testing: A guide to run OWASP Zap' headless in containers for CI/CD pipeline](){: style="width:7%"}](https://vashishtsumit89.medium.com/security-pen-testing-a-guide-to-run-owasp-zap-headless-in-containers-for-ci-cd-pipeline-ddb580dae3c8) [![vcloud-lab.com: Create Azure Key Vault Certificates on Azure Portal and Powershell](){: style="width:7%"}](https://vcloud-lab.com/entries/microsoft-azure/-create-azure-key-vault-certificates-on-azure-portal-and-powershell)

+[![vcloud-lab.com: Create an Azure App registrations in Azure Active Directory using PowerShell & AzureCLI](){: style="width:7%"}](https://vcloud-lab.com/entries/microsoft-azure/create-an-azure-app-registrations-in-azure-active-directory-using-powershell-azurecli) [![vcloud-lab.com: Get started and configure certificate-based authentication in Azure](){: style="width:7%"}](https://vcloud-lab.com/entries/microsoft-azure/get-started-and-configure-with-certificate-based-authentication-in-azure) [![Redpanda 🌟](){: style="width:7%"}](https://vectorized.io) [![Redpanda is now Free & Source Available](){: style="width:7%"}](https://vectorized.io/blog/open-source) [![veducate.co.uk: How to fix in Kubernetes – Deleting a PVC stuck in status' β€œTerminating”](){: style="width:7%"}](https://veducate.co.uk/kubernetes-pvc-terminating) [![Velocity](){: style="width:7%"}](https://velocity.silverlakesoftware.com) [![JMeter Distributed Testing Step-by-step](){: style="width:7%"}](https://venkatmatta.com/wp-content/uploads/2016/03/jmeter_distributed_testing_step_by_step.pdf) [![JMeter Distributed Testing Step-by-step](){: style="width:7%"}](https://venkatmatta.files.wordpress.com/2016/03/jmeter_distributed_testing_step_by_step.pdf) [![Microsoft debuts Windows Package Manager for your dev environment](){: style="width:7%"}](https://venturebeat.com/2020/05/19/microsoft-windows-package-manager-powertoys) [![Microsoft launches Windows Terminal 1.0, unveils GPU support and Linux GUI apps in WSL](){: style="width:7%"}](https://venturebeat.com/2020/05/19/microsoft-windows-terminal-wsl-gpu-support-linux-gui-apps) [![venturebeat.com: Cloudflare acquires Linc to automate web app deployment](){: style="width:7%"}](https://venturebeat.com/2020/12/22/cloudflare-acquires-linc-to-automate-web-app-deployment)

+[![venturebeat.com: Reflect brings automated no-code web testing to the cloud](){: style="width:7%"}](https://venturebeat.com/2021/01/22/reflect-brings-automated-no-code-web-testing-to-the-cloud) [![venturebeat.com: Google Cloud announces Network Connectivity Center to simplify' hybrid cloud management](){: style="width:7%"}](https://venturebeat.com/2021/03/23/google-cloud-announces-network-connectivity-center-to-simplify-hybrid-cloud-management) [![venturebeat.com: How Nirmata plans to β€˜conquer Kubernetes complexity’ with' open source Kyverno](){: style="width:7%"}](https://venturebeat.com/2021/08/10/how-nirmata-plans-to-conquer-kubernetes-complexity-with-open-source-kyverno) [![venturebeat.com: Kubeshop wants to be a Kubernetes product pipeline](){: style="width:7%"}](https://venturebeat.com/2021/09/17/kubeshop-wants-to-be-a-kubernetes-product-pipeline) [![venturebeat.com: The rise of Kubernetes and its impact on enterprise databases](){: style="width:7%"}](https://venturebeat.com/2021/11/03/the-rise-of-kubernetes-and-its-impact-on-enterprise-databases) [![==venturebeat.com: Amazon’s AWS expands free β€˜egress’ data transfer limits==](){: style="width:7%"}](https://venturebeat.com/2021/11/25/amazons-aws-expands-free-egress-data-transfer-limits) [![venturebeat.com: Microsoft launches fully managed Azure Load Testing service](){: style="width:7%"}](https://venturebeat.com/2021/11/30/microsoft-launches-fully-managed-azure-load-testing-service) [![==venturebeat.com: 6 big Kubernetes container security launches at AWS re:Invent' 2021==](){: style="width:7%"}](https://venturebeat.com/2021/12/03/6-big-kubernetes-container-security-launches-at-aws-reinvent-2021) [![venturebeat.com: Red Hat brings Ansible IT automation engine to Azure](){: style="width:7%"}](https://venturebeat.com/2021/12/08/red-hat-brings-its-ansible-it-automation-engine-to-azure) [![==venturebeat.com: GitLab acquires open source observability distribution' Opstrace==](){: style="width:7%"}](https://venturebeat.com/2021/12/14/gitlab-acquires-open-source-observability-distribution-opstrace) [![venturebeat.com: What Log4Shell teaches us about open source security](){: style="width:7%"}](https://venturebeat.com/2021/12/18/what-log4shell-teaches-us-about-open-source-security)

+[![None](){: style="width:7%"}](https://venturebeat.com/2021/12/21/open-source-calendly-alternative-cal-com-promises-greater-data-control) [![venturebeat.com: 5 ways the world of IT operations will shift in 2022 (and' beyond)](){: style="width:7%"}](https://venturebeat.com/2021/12/22/5-ways-the-world-of-it-operations-will-shift-in-2022-and-beyond) [![venturebeat.com: Kubernetes security will have a breakout year in 2022](){: style="width:7%"}](https://venturebeat.com/2021/12/27/kubernetes-security-will-have-a-breakout-year-in-2022) [![venturebeat.com: Garden.io, an end-to-end devops platform for Kubernetes' and containers, raises $16M](){: style="width:7%"}](https://venturebeat.com/2022/03/30/garden-io-an-end-to-end-devops-platform-for-kubernetes-and-containers-raises-16m) [![venturebeat.com: Red Hat gives an ARM up to OpenShift Kubernetes operations](){: style="width:7%"}](https://venturebeat.com/data-infrastructure/red-hat-gives-an-arm-up-to-openshift-kubernetes-operations) [![venturebeat.com: Cloud costs are unmanageable: It’s time we standardize billing](){: style="width:7%"}](https://venturebeat.com/datadecisionmakers/cloud-costs-are-unmanageable-its-time-we-standardize-billing) [![verraes.net: DDD and Messaging Architectures 🌟](){: style="width:7%"}](https://verraes.net/2019/05/ddd-msg-arch) [![versusmind.eu: Dapr - a serverless runtime for distributed applications' 🌟](){: style="width:7%"}](https://versusmind.eu/blog/dapr-a-serverless-runtime-for-distributed-applications) [![versusmind.eu: Dapr - a serverless runtime for distributed applications 🌟](){: style="width:7%"}](https://versusmind.eu/dapr-a-serverless-runtime-for-distributed-applications) [![vettabase.com: How slow is SELECT * ?](){: style="width:7%"}](https://vettabase.com/blog/how-slow-is-select) [![vettabase.com: How slow is SELECT * ?](){: style="width:7%"}](https://vettabase.com/how-slow-is-select)

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+[![vimeo.com: Weaveworks - Hybrid and Multi-Cloud Strategies for Kubernetes with GitOps](){: style="width:7%"}](https://vimeo.com/516520492) [![vimeo.com: How to Create a CI/CD Pipeline with GitHub Actions and K8s Like a Boss](){: style="width:7%"}](https://vimeo.com/552276182) [![vinothecloudone.medium.com: Kubernetes Configuration Patterns 101](){: style="width:7%"}](https://vinothecloudone.medium.com/kubernetes-configuration-patterns-101-68cfb7af1084) [![Cloud-Native Development Survey Details Kubernetes, Serverless Data](){: style="width:7%"}](https://virtualizationreview.com/articles/2020/05/08/cloud-native-dev-survey.aspx) [![vishnu.hashnode.dev: 4 Types Of NoSQL Databases](){: style="width:7%"}](https://vishnu.hashnode.dev/4-types-of-nosql-databases) [![vishnuch.tech: Interprocess Communication in Microservices 🌟](){: style="width:7%"}](https://vishnuch.tech/interprocess-communication-in-microservices) [![==visualstudio.microsoft.com/services/live-share: Visual Studio Live Share==' 🌟](){: style="width:7%"}](https://visualstudio.microsoft.com/services/live-share) [![Visual Studio Online](){: style="width:7%"}](https://visualstudio.microsoft.com/services/visual-studio-codespaces) [![visualstudiomagazine.com: Bridge to Kubernetes Simplifies Microservice Development' in Visual Studio/VS Code](){: style="width:7%"}](https://visualstudiomagazine.com/articles/2020/10/07/bridge-kubernetes.aspx) [![visualstudiomagazine.com: Code with Fire! Top VS Code Tips](){: style="width:7%"}](https://visualstudiomagazine.com/articles/2021/01/29/vs-code-tips.aspx) [![visualstudiomagazine.com: PowerShell Crescendo Now Generally Available](){: style="width:7%"}](https://visualstudiomagazine.com/articles/2022/03/10/powershell-crescendo-ga.aspx?m=1)

+[![vitalflux.com: 15 Tricky DevOps Architect Interview Questions & Answers](){: style="width:7%"}](https://vitalflux.com/devops-architect-interview-questions) [![vitux.com: How to speed-up an Ansible Playbook 🌟](){: style="width:7%"}](https://vitux.com/how-to-speed-up-an-ansible-playbook) [![vivilearns2code.github.io: Writing Controllers For Kubernetes Resources](){: style="width:7%"}](https://vivilearns2code.github.io/k8s/2021/03/11/writing-controllers-for-kubernetes-custom-resources.html) [![vladimir.varank.in: Making sense of requests for CPU resources in Kubernetes 🌟](){: style="width:7%"}](https://vladimir.varank.in/notes/2021/09/making-sense-of-requests-for-cpu-resources-in-kubernetes) [![vladmihalcea.com: 14 High-Performance Java Persistence Tips](){: style="width:7%"}](https://vladmihalcea.com/14-high-performance-java-persistence-tips) [![9 High-Performance Tips when using PostgreSQL with JPA and Hibernate](){: style="width:7%"}](https://vladmihalcea.com/9-postgresql-high-performance-performance-tips) [![vladmihalcea.com: A beginner’s guide to CDC (Change Data Capture)](){: style="width:7%"}](https://vladmihalcea.com/a-beginners-guide-to-cdc-change-data-capture) [![vladmihalcea.com: Caching best practices](){: style="width:7%"}](https://vladmihalcea.com/caching-best-practices) [![vladmihalcea.com: A beginner’s guide to database multitenancy](){: style="width:7%"}](https://vladmihalcea.com/database-multitenancy) [![vladmihalcea.com: Default Database Primary, Foreign, and Unique Key Indexing](){: style="width:7%"}](https://vladmihalcea.com/default-database-key-indexing) [![vladmihalcea.com: How to encrypt and decrypt data with Hibernate](){: style="width:7%"}](https://vladmihalcea.com/how-to-encrypt-and-decrypt-data-with-hibernate)

+[![vladmihalcea.com: The best way to log SQL statements with Spring Boot](){: style="width:7%"}](https://vladmihalcea.com/log-sql-spring-boot) [![vladmihalcea.com: MySQL JSON_TABLE – Map a JSON object to a relational database table](){: style="width:7%"}](https://vladmihalcea.com/mysql-json-table) [![vladmihalcea.com: Optimistic vs. Pessimistic Locking (hibernate)](){: style="width:7%"}](https://vladmihalcea.com/optimistic-vs-pessimistic-locking) [![vladmihalcea.com: Single-Primary Database Replication](){: style="width:7%"}](https://vladmihalcea.com/single-primary-database-replication) [![vladmihalcea.com: Spring Boot Application Properties 🌟](){: style="width:7%"}](https://vladmihalcea.com/spring-boot-application-properties) [![vladmihalcea.com: SQL EXISTS and NOT EXISTS](){: style="width:7%"}](https://vladmihalcea.com/sql-exists) [![vladmihalcea.com: SQL JOIN USING – A Beginner’s Guide](){: style="width:7%"}](https://vladmihalcea.com/sql-join-using) [![vladmihalcea.com: SQL LEFT JOIN – A Beginner’s Guide](){: style="width:7%"}](https://vladmihalcea.com/sql-left-join) [![vladmihalcea.com: Testcontainers Database Integration Testing](){: style="width:7%"}](https://vladmihalcea.com/testcontainers-database-integration-testing) [![vladmihalcea.com: How to tunnel localhost to the public Internet](){: style="width:7%"}](https://vladmihalcea.com/tunnel-localhost-public-internet) [![The Rise of Modern Day Kubernetes Operations](){: style="width:7%"}](https://vmblog.com/archive/2021/10/07/the-rise-of-modern-day-kubernetes-operations.aspx)

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+[![AWS Tips I Wish I'd Known Before I Started (Feb 2014)](){: style="width:7%"}](https://wblinks.com/notes/aws-tips-i-wish-id-known-before-i-started) [![Web-Check](){: style="width:7%"}](https://web-check.xyz) [![None](){: style="width:7%"}](https://web.archive.org/web/20160716182152/http://cloudacademy.com/blog/cloud-computing-salary) [![Injecting a Chess Engine into Amazon Redshift](){: style="width:7%"}](https://web.archive.org/web/20240204010037/http://www.michaelburge.us/2017/09/10/injecting-shellcode-to-speed-up-amazon-redshift.html) [![web.dev/explore/react](){: style="width:7%"}](https://web.dev/explore/react) [![webhookrelay.com: Receive Github webhooks on Jenkins without public IP 🌟](){: style="width:7%"}](https://webhookrelay.com/blog/2017/11/23/github-jenkins-guide) [![webhookrelay.com: Receive Github webhooks on Jenkins without public IP 🌟](){: style="width:7%"}](https://webhookrelay.com/blog/github-jenkins-guide) [![webhooks.app](){: style="width:7%"}](https://webhooks.app) [![webpagetest.org](){: style="width:7%"}](https://webpagetest.org) [![loft.sh: Kubernetes Cost Savings By Reducing The Number Of Clusters](){: style="width:7%"}](https://website.vcluster.com/blog/a-complete-guide-to-kubernetes-cost-optimization) [![loft.sh: Kubernetes Development Environments – A Comparison](){: style="width:7%"}](https://website.vcluster.com/blog/kubernetes-development-environments-a-comparison)

+[![loft.sh: 10 Essentials For Kubernetes Multi-Tenancy](){: style="width:7%"}](https://website.vcluster.com/blog/kubernetes-multi-tenancy-10-essential-considerations) [![loft.sh: Kubernetes Readiness Probes - Examples & Common Pitfalls](){: style="width:7%"}](https://website.vcluster.com/blog/kubernetes-readiness-probes-examples-and-common-pitfalls) [![websitesetup.org: Python Cheat Sheet](){: style="width:7%"}](https://websitesetup.org/python-cheat-sheet) [![None](){: style="width:7%"}](https://wecloudpro.com/2020/01/13/kube-autp-aws.html) [![weekly.tf: Terraform Weekly](){: style="width:7%"}](https://weekly.tf) [![wheel replaces Python's eggs](){: style="width:7%"}](https://wheel.readthedocs.io/en/stable) [![wheel replaces Python's eggs](){: style="width:7%"}](https://wheel.readthedocs.org) [![whyk8s.substack.com: Why NetworkPolicies?](){: style="width:7%"}](https://whyk8s.substack.com/p/why-networkpolicies) [![whyk8s.substack.com: Why not DNS?](){: style="width:7%"}](https://whyk8s.substack.com/p/why-not-dns) [![whyk8s.substack.com: Why Services?](){: style="width:7%"}](https://whyk8s.substack.com/p/why-services) [![wideops.com: Kubernetes best practices: Setting up health checks with readiness and liveness probes](){: style="width:7%"}](https://wideops.com)

+[![wideops.com: Kubernetes best practices: Setting up health checks with readiness' and liveness probes](){: style="width:7%"}](https://wideops.com/kubernetes-best-practices-setting-up-health-checks-with-readiness-and-liveness-probes) [![wiki.bash-hackers.org](){: style="width:7%"}](https://wiki.bash-hackers.org) [![Example: CockroachDB's Bors Merge Bot](){: style="width:7%"}](https://wiki.crdb.io/wiki/spaces/CRDB/pages/73204099/Bors+Merge+Bot) [![Build Monitor Plugin](){: style="width:7%"}](https://wiki.jenkins.io/display/JENKINS/Build+Monitor+Plugin) [![Monitor Pro Plugin](){: style="width:7%"}](https://wiki.jenkins.io/display/JENKINS/Monitor+Pro+Plugin) [![PlasticSCM MergeBot Jenkins Plugin](){: style="width:7%"}](https://wiki.jenkins.io/display/JENKINS/PlasticSCM+MergeBot+plugin) [![None](){: style="width:7%"}](https://wiki.openjdk.java.net/display/HotSpot/G1GC+Feedback) [![None](){: style="width:7%"}](https://wiki.openjdk.java.net/display/shenandoah/Main) [![None](){: style="width:7%"}](https://wiki.openjdk.java.net/display/zgc/Main) [![None](){: style="width:7%"}](https://wiki.openjdk.org/spaces/shenandoah/pages/25002018/Main) [![None](){: style="width:7%"}](https://wiki.openjdk.org/spaces/zgc/pages/34668579/Main)

+[![RedHat’s WildFly Swarm](){: style="width:7%"}](https://wildfly-swarm.io) [![WildFly](){: style="width:7%"}](https://wildfly.org) [![williamlam.com: Useful Interactive Terminal and Graphical UI Tools for Kubernetes](){: style="width:7%"}](https://williamlam.com/2020/04/useful-interactive-terminal-and-graphical-ui-tools-for-kubernetes.html) [![winderresearch.com: A Comparison of Serverless Frameworks for Kubernetes: OpenFaas, OpenWhisk, Fission, Kubeless and more](){: style="width:7%"}](https://winder.ai/a-comparison-of-serverless-frameworks-for-kubernetes-openfaas-openwhisk-fission-kubeless-and-more) [![winderresearch.com: A Comparison of Serverless Frameworks for Kubernetes:' OpenFaas, OpenWhisk, Fission, Kubeless and more](){: style="width:7%"}](https://winderresearch.com/a-comparison-of-serverless-frameworks-for-kubernetes-openfaas-openwhisk-fission-kubeless-and-more) [![wiprodigital.com: A Guide to Enterprise Event-Driven Architecture](){: style="width:7%"}](https://wiprodigital.com/2020/11/10/a-guide-to-enterprise-event-driven-architecture) [![wizardzines.com 🌟](){: style="width:7%"}](https://wizardzines.com) [![wizardzines.com: Request Headers](){: style="width:7%"}](https://wizardzines.com/comics/request-headers) [![wizardzines.com: Response Headers](){: style="width:7%"}](https://wizardzines.com/comics/response-headers) [![wkrzywiec.medium.com: How to deploy application on Kubernetes with Helm](){: style="width:7%"}](https://wkrzywiec.medium.com/how-to-deploy-application-on-kubernetes-with-helm-39f545ad33b8) [![Wordpress P2](){: style="width:7%"}](https://wordpress.com/p2)

+[![Cloudflare workers (Serverless)](){: style="width:7%"}](https://workers.cloudflare.com) [![workshops.aws: AWS Workshops](){: style="width:7%"}](https://workshops.aws) [![worksome](){: style="width:7%"}](https://worksome.co.uk) [![Google meet](){: style="width:7%"}](https://workspace.google.com/products/meet) [![OpenShift.io Samples 🌟🌟](){: style="width:7%"}](https://workspaces.openshift.com) [![world.hey.com: Disasters I've seen in a microservices world 🌟🌟](){: style="width:7%"}](https://world.hey.com/joaoqalves/disasters-i-ve-seen-in-a-microservices-world-a9137a51) [![world.hey.com: Another REST vs GraphQL comparison](){: style="width:7%"}](https://world.hey.com/sammy.henningsson/another-rest-vs-graphql-comparison-8e8357bb) [![wpamelia.com: Calendly vs Acuity](){: style="width:7%"}](https://wpamelia.com/calendly-vs-acuity) [![wpamelia.com: Calendly vs Doodle](){: style="width:7%"}](https://wpamelia.com/calendly-vs-doodle) [![wpamelia.com: Calendly vs YouCanBook.Me](){: style="width:7%"}](https://wpamelia.com/calendly-vs-youcanbook-me) [![writersbyte.com: 4 key Python Data Structures every beginner must know](){: style="width:7%"}](https://writersbyte.com/4-key-python-data-structures-e-very-beginner-must-know)

+[![writersbyte.com: Introduction to APIs with Python FastAPI](){: style="width:7%"}](https://writersbyte.com/introduction-to-apis-with-python-fastapi) [![blog.wut.dev: Moving AWS Accounts and OUs Within An Organization - Not So Simple!](){: style="width:7%"}](https://wut.dev/blog/2024/07/05/moving-aws-accounts-within-organization.html) [![20minutos.es: Amazon Web Services vuelve a romper Internet: se ha caído ya tres veces en el mismo mes y le llueven las críticas](){: style="width:7%"}](https://www.20minutos.es/tecnologia/actualidad/amazon-web-services-vuelve-a-romper-internet-se-ha-caido-ya-tres-veces-en-el-mismo-mes-y-le-llueven-las-criticas-4931834) [![39digits.com: How to sign your commits to GitHub using Visual Studio Code' on Windows 10 and WSL2 🌟](){: style="width:7%"}](https://www.39digits.com/signed-git-commits-on-wsl2-using-visual-studio-code) [![3scale API Manager](){: style="width:7%"}](https://www.3scale.net) [![abc.es: Ingenieros DevOps, la pieza clave del engranaje digital de las empresas 🌟](){: style="width:7%"}](https://www.abc.es/economia/ingenieros-devops-pieza-clave-engranaje-digital-empresas-20230212000148-nt.html) [![primevideotech.com: Scaling up the Prime Video audio/video monitoring service and reducing costs by 90%](){: style="width:7%"}](https://www.aboutamazon.com/what-we-do/entertainment) [![aboutamazon.es: AWS acelera la apertura de la Región AWS Europa (España)' para apoyar la transformación digital de España](){: style="width:7%"}](https://www.aboutamazon.es/innovaci%C3%B3n/aws-acelera-la-apertura-de-la-regi%C3%B3n-aws-europa-espa%C3%B1a-para-apoyar-la-transformaci%C3%B3n-digital-de-espa%C3%B1a) [![aboutamazon.es: AWS acelera la apertura de la Región AWS Europa (España) para apoyar la transformación digital de España](){: style="width:7%"}](https://www.aboutamazon.es/noticias/aws/la-region-aws-europa-espana-apoya-la-transformacion-digital-en-el-pais) [![accurics.com: Terraform Security: Improving IaC Scans with Terraform Plan' Output](){: style="width:7%"}](https://www.accurics.com/blog/terrascan-blog/terraform-security-improving-iac-scans-with-terraform-plan-output) [![acumen.io: Can Kanban scale for teams of over 50 developers? When should' you consider moving to Scrum?](){: style="width:7%"}](https://www.acumen.io/blog/can-kanban-scale-for-teams-of-over-50-developers-when-should-you-consider-moving-to-scrum)

+[![adaltas.com: Ingresses and Load Balancers in Kubernetes with MetalLB and' nginx-ingress](){: style="width:7%"}](https://www.adaltas.com/en/2022/09/08/kubernetes-metallb-nginx) [![addictivetips.com: How to remap a Windows keyboard for a Mac](){: style="width:7%"}](https://www.addictivetips.com/mac-os/remap-a-windows-keyboard-for-a-mac) [![addteq.com: The REAL Difference between DevOps and DevSecOps](){: style="width:7%"}](https://www.addteq.com/blog/2021/03/the-real-difference-between-devops-and-devsecops) [![addwebsolution.com: How Kubernetes helps businesses manage their IT infrastructure?](){: style="width:7%"}](https://www.addwebsolution.com/blog/how-kubernetes-helps-businesses-manage-their-it-infrastructure) [![adictosaltrabajo.com: CΓ³mo reducir el cΓ³digo repetitivo con Lombok](){: style="width:7%"}](https://www.adictosaltrabajo.com/2016/02/03/como-reducir-el-codigo-repetitivo-con-lombok) [![Spring Boot: ΒΏwar o jar? Ambos](){: style="width:7%"}](https://www.adictosaltrabajo.com/2018/12/13/spring-boot-war-o-jar-ambos) [![adictosaltrabajo.com: CΓ³mo crear y desplegar microservicios con Spring Boot,' Spring Cloud Netflix y Docker](){: style="width:7%"}](https://www.adictosaltrabajo.com/2020/12/22/como-crear-y-desplegar-microservicios-con-spring-boot-spring-cloud-netflix-y-docker) [![adictosaltrabajo.com: MonitorizaciΓ³n y anΓ‘lisis de rendimiento de aplicaciones' con Dynatrace APM](){: style="width:7%"}](https://www.adictosaltrabajo.com/tutoriales/monitorizacion-y-analisis-de-rendimiento-de-aplicaciones-con-dynatrace) [![aelius.com: subnet sheet](){: style="width:7%"}](https://www.aelius.com/njh/subnet_sheet.html) [![agileconnection.com: Infrastructure as Code: The Foundation of Effective' DevOps](){: style="width:7%"}](https://www.agileconnection.com/article/infrastructure-code-foundation-effective-devops) [![agrenpoint.com: Azure AD & Microsoft Graph permission scopes, with Azure CLI](){: style="width:7%"}](https://www.agrenpoint.com/azcli-adscope)

+[![AI Engineer World's Fair 2026](){: style="width:7%"}](https://www.ai.engineer/worldsfair/2026) [![aihr.com: 21+ ChatGPT Prompts for HR To Accelerate Your Productivity](){: style="width:7%"}](https://www.aihr.com/blog/chatgpt-prompts-for-hr) [![airplane.dev: How to use Kubernetes ephemeral volumes & storage 🌟](){: style="width:7%"}](https://www.airplane.dev/blog/kubernetes-ephemeral-storage) [![ais.com: Leaping into DevSecOps from DevOps](){: style="width:7%"}](https://www.ais.com/leaping-into-devsecops-from-devops) [![alexdebrie.com: A Detailed Overview of AWS API Gateway](){: style="width:7%"}](https://www.alexdebrie.com/posts/api-gateway-elements) [![Alibaba](){: style="width:7%"}](https://www.alibabacloud.com) [![alibabacloud.com: Getting Started with Kubernetes | Deep Dive into Kubernetes Core Concepts](){: style="width:7%"}](https://www.alibabacloud.com/blog/getting-started-with-kubernetes-%7C-deep-dive-into-kubernetes-core-concepts_595896) [![alibabacloud.com: How to Create an Effective Technical Architectural Diagram?](){: style="width:7%"}](https://www.alibabacloud.com/blog/how-to-create-an-effective-technical-architectural-diagram_596100) [![None](){: style="width:7%"}](https://www.alibabacloud.com/en/product/kubernetes?_p_lc=1) [![None](){: style="width:7%"}](https://www.alibabacloud.com/en?_p_lc=5) [![None](){: style="width:7%"}](https://www.alibabacloud.com/product/kubernetes)

+[![London Calling! An AWS Region is coming to the UK!](){: style="width:7%"}](https://www.allthingsdistributed.com/2015/11/aws-announces-uk-region.html) [![allthingsdistributed.com: Redefining application communications with AWS App Mesh](){: style="width:7%"}](https://www.allthingsdistributed.com/2019/03/redefining-application-communications-with-aws-app-mesh.html) [![allthingsdistributed.com: Monoliths are not dinosaurs](){: style="width:7%"}](https://www.allthingsdistributed.com/2023/05/monoliths-are-not-dinosaurs.html) [![ALM Performance: Continuously Monitor Performance and Vitality of your Jenkins Deployment](){: style="width:7%"}](https://www.almtoolbox.com/jenkins-monitoring.php) [![A Comparative Analysis of Kubernetes Deployment Tools: Kubespray, kops, and conjure-up](){: style="width:7%"}](https://www.altoros.com/blog/404-page-doesnt-exist) [![altoros.com: Kubernetes Networking: How to Write Your Own CNI Plug-in with Bash](){: style="width:7%"}](https://www.altoros.com/blog/kubernetes-networking-writing-your-own-simple-cni-plug-in-with-bash) [![altoros.com: Streamlining the Creation of Docker Images with Cloud Native Buildpacks](){: style="width:7%"}](https://www.altoros.com/blog/streamlining-the-creation-of-docker-images-with-cloud-native-buildpacks) [![A Comparative Analysis of Kubernetes Deployment Tools: Kubespray, kops,' and conjure-up](){: style="width:7%"}](https://www.altoros.com/research-papers/a-comparative-analysis-of-kubernetes-deployment-tools-kubespray-kops-and-conjure-up-2) [![amazee.io: Master the Fundamentals of K8s: Kubernetes 101 video series with Jeff Geerling](){: style="width:7%"}](https://www.amazee.io/blog/post/master-the-fundamentals-of-k8s) [![AWS Courses created by AWS experts](){: style="width:7%"}](https://www.amazon.com/b/?node=14297978011) [![Container Security](){: style="width:7%"}](https://www.amazon.com/gp/product/1492056707)

+[![ebook: Hands-on Pipeline as YAML with Jenkins: A Beginner's Guide to Implement' CI/CD Pipelines for Mobile, Hybrid, and Web Applications Using Jenkins (English Edition)](){: style="width:7%"}](https://www.amazon.com/gp/product/B0976SB2YG) [![amazon.science/base-tts-samples](){: style="width:7%"}](https://www.amazon.science/base-tts-samples) [![None](){: style="width:7%"}](https://www.amazon.science/publications/base-tts-lessons-from-building-a-billion-parameter-text-to-speech-model-on-100k-hours-of-data) [![ammeon.com: 5 Tips For Building A CI/CD Pipeline](){: style="width:7%"}](https://www.ammeon.com/5-tips-for-building-ci-cd-pipeline) [![ammeon.com: Profiling golang microservices for high throughput on kubernetes/openshift' clusters](){: style="width:7%"}](https://www.ammeon.com/profiling-golang-microservices-for-high-throughput-on-kubernetes-openshift-clusters) [![None](){: style="width:7%"}](https://www.ampelofilosofies.gr/software/2017/03/04/monitor-ci-nodes-with-jenkins) [![anaconda.com: Why Data Scientists Should Be Excited About Python in Excel](){: style="width:7%"}](https://www.anaconda.com/blog/why-data-scientists-should-be-excited-about-python-in-excel) [![analyticsinsight.net: Top 10 programming languages to learn for better job opportunities in 2022](){: style="width:7%"}](https://www.analyticsinsight.net/top-10-programming-languages-to-learn-for-better-job-opportunities-in-2022) [![analyticsvidhya.com: Cheat Sheet for Exploratory Data Analysis in Python 🌟](){: style="width:7%"}](https://www.analyticsvidhya.com/blog/2015/06/infographic-cheat-sheet-data-exploration-python) [![analyticsvidhya.com: A Complete Tutorial to Learn Data Science with Python from Scratch](){: style="width:7%"}](https://www.analyticsvidhya.com/blog/2016/01/complete-tutorial-learn-data-science-python-scratch-2) [![analyticsvidhya.com: Tutorial – Python List Comprehension With Examples](){: style="width:7%"}](https://www.analyticsvidhya.com/blog/2016/01/python-tutorial-list-comprehension-examples)

+[![analyticsvidhya.com: Bring DevOps To Data Science With MLOps](){: style="width:7%"}](https://www.analyticsvidhya.com/blog/2021/04/bring-devops-to-data-science-with-continuous-mlops) [![analyticsvidhya.com: Top Online Platforms to Learn Python](){: style="width:7%"}](https://www.analyticsvidhya.com/blog/2021/04/top-online-platforms-to-learn-python) [![analyticsvidhya.com: Implementing ETL Process Using Python to Learn Data Engineering](){: style="width:7%"}](https://www.analyticsvidhya.com/blog/2021/06/implementing-python-to-learn-data-engineering-etl-process) [![ansible.com](){: style="width:7%"}](https://www.ansible.com) [![ansible.com: Automating your business application's REST API with Ansible](){: style="width:7%"}](https://www.ansible.com/automating-business-applications-rest-api) [![ansible.com: Announcing the Community Ansible 3.0.0 Package 🌟](){: style="width:7%"}](https://www.ansible.com/blog/announcing-the-community-ansible-3.0.0-package) [![ansible.com: Announcing the Red Hat Enterprise Linux Certified Ansible Collection' 🌟](){: style="width:7%"}](https://www.ansible.com/blog/announcing-the-red-hat-enterprise-linux-certified-ansible-collection) [![ansible.com: Ansible Network Resource Modules: Deep Dive on Return Values](){: style="width:7%"}](https://www.ansible.com/blog/ansible-network-resource-modules-deep-dive-on-return-values) [![ansible.com: Ansible and ChatGPT: Putting it to the test](){: style="width:7%"}](https://www.ansible.com/blog/ansible-wisdom-and-chatgpt-putting-it-to-the-test) [![ansible.com: Automating Red Hat Satellite with Ansible](){: style="width:7%"}](https://www.ansible.com/blog/automating-red-hat-satellite-with-ansible) [![ansible.com: Automating Security with CyberArk and Red Hat Ansible Automation' Platform](){: style="width:7%"}](https://www.ansible.com/blog/automating-security-with-cyberark-and-red-hat-ansible-automation-platform)

+[![ansible.com: Fundamentals of Network Automation with Ansible Validated Content' using the network.base collection](){: style="width:7%"}](https://www.ansible.com/blog/based-validated-network-content) [![ansible.com: Creating Custom Rules for Ansible Lint](){: style="width:7%"}](https://www.ansible.com/blog/creating-custom-rules-for-ansible-lint) [![ansible.com: Fast vs Easy: Benchmarking Ansible Operators for Kubernetes](){: style="width:7%"}](https://www.ansible.com/blog/fast-vs-easy-benchmarking-ansible-operators-for-kubernetes) [![ansible.com: Introducing Ansible Automation Platform 2](){: style="width:7%"}](https://www.ansible.com/blog/introducing-ansible-automation-platform-2) [![ansible.com: Kubernetes Meets Event-Driven Ansible 🌟](){: style="width:7%"}](https://www.ansible.com/blog/kubernetes-meets-event-driven-ansible) [![None](){: style="width:7%"}](https://www.ansible.com/blog/migrating-the-runbook-a-journey-from-legacy-to-devops) [![ansible.com: Red Hat Ansible Automation Platform 1.2](){: style="width:7%"}](https://www.ansible.com/blog/now-available-red-hat-ansible-automation-platform-1.2) [![==ansible.com: Providing Terraform with that Ansible Magic== 🌟🌟](){: style="width:7%"}](https://www.ansible.com/blog/providing-terraform-with-that-ansible-magic) [![Red Hat Ansible Tower Monitoring: Using Prometheus + Node Exporter + Grafana](){: style="width:7%"}](https://www.ansible.com/blog/red-hat-ansible-tower-monitoring-using-prometheus-node-exporter-grafana) [![ansible.com: Simplifying secrets management with CyberArk and Red Hat Ansible' Automation Platform](){: style="width:7%"}](https://www.ansible.com/blog/simplifying-secrets-management-with-cyberark-and-red-hat-ansible-automation-platform) [![ansible.com: The Top 10 Ansible Blogs of 2022](){: style="width:7%"}](https://www.ansible.com/blog/top-10-ansible-blogs-2022)

+[![ansible.com/blog/topic/ansible-tower](){: style="width:7%"}](https://www.ansible.com/blog/topic/ansible-tower) [![ansible.com: What's new in Ansible Automation Platform 2: automation content' navigator](){: style="width:7%"}](https://www.ansible.com/blog/whats-new-in-ansible-automation-platform-2-automation-content-navigator) [![ansible.com: What's new in Ansible Automation Platform 2: automation controller](){: style="width:7%"}](https://www.ansible.com/blog/whats-new-in-ansible-automation-platform-2-automation-controller) [![PDF: Practical Ansible Testing with Molecule](){: style="width:7%"}](https://www.ansible.com/hubfs/AnsibleFest%20ATL%20Slide%20Decks/Practical%20Ansible%20Testing%20with%20Molecule.pdf) [![ansible.com: Automation services catalog, the newest addition to the Ansible' Automation Platform](){: style="width:7%"}](https://www.ansible.com/products/automation-services-catalog) [![Ansible Tower](){: style="width:7%"}](https://www.ansible.com/products/tower) [![ansible.com: Ansible whitepaper](){: style="width:7%"}](https://www.ansible.com/resources/whitepapers/ansible-in-depth) [![ansiblefordevops.com](){: style="width:7%"}](https://www.ansiblefordevops.com) [![ansibleforkubernetes.com 🌟](){: style="width:7%"}](https://www.ansibleforkubernetes.com) [![How We Contain Claude Across Products](){: style="width:7%"}](https://www.anthropic.com/engineering/how-we-contain-claude) [![Anthropic Acquires Stainless to Accelerate SDK and MCP Tooling](){: style="width:7%"}](https://www.anthropic.com/news/anthropic-acquires-stainless)

+[![Anthropic co-founder Chris Olah's remarks on Pope Leo XIV's encyclical "Magnifica humanitas"](){: style="width:7%"}](https://www.anthropic.com/news/chris-olah-pope-leo-encyclical) [![anthropic.com: Introducing the Model Context Protocol](){: style="width:7%"}](https://www.anthropic.com/news/model-context-protocol) [![Anthropic raises $65B in Series H funding at $965B post-money valuation](){: style="width:7%"}](https://www.anthropic.com/news/series-h) [![Widening the conversation on frontier AI](){: style="width:7%"}](https://www.anthropic.com/news/widening-conversation-ai) [![Project Glasswing: An initial update - Anthropic](){: style="width:7%"}](https://www.anthropic.com/research/glasswing-initial-update) [![API Landscape](){: style="width:7%"}](https://www.apidays.co/api-landscape) [![apmdigest.com: What Can AIOps Do For IT Ops? - Part 1](){: style="width:7%"}](https://www.apmdigest.com/aiops-itops-1) [![apmdigest.com: What Can AIOps Do For IT Ops? - Part 2](){: style="width:7%"}](https://www.apmdigest.com/aiops-itops-2) [![apmdigest.com: What Can AIOps Do For IT Ops? - Part 3](){: style="width:7%"}](https://www.apmdigest.com/aiops-itops-3) [![apmdigest.com: What Can AIOps Do For IT Ops? - Part 4](){: style="width:7%"}](https://www.apmdigest.com/aiops-itops-4) [![apmdigest.com: What Can AIOps Do For IT Ops? - Part 5](){: style="width:7%"}](https://www.apmdigest.com/aiops-itops-5)

+[![AppDynamics 🌟](){: style="width:7%"}](https://www.appdynamics.com) [![AWS App Mesh Workshop](){: style="width:7%"}](https://www.appmeshworkshop.com) [![appsecengineer.com: Kubernetes Policy Management with Kyverno](){: style="width:7%"}](https://www.appsecengineer.com/courses-collection/kubernetes-policy-management-with-kyverno) [![aquasec.com: Kubernetes Federation: The Basics and a 5-Step Tutorial](){: style="width:7%"}](https://www.aquasec.com/cloud-native-academy/kubernetes-in-production/kubernetes-federation) [![aquasec.com: 70 Best Kubernetes Tutorials](){: style="width:7%"}](https://www.aquasec.com/wiki/display/containers/70+Best+Kubernetes+Tutorials) [![architect.io: Get started with the Terraform Kubernetes provider](){: style="width:7%"}](https://www.architect.io/blog/2021-02-17/terraform-kubernetes-tutorial) [![ardanlabs.com: Kubernetes CPU Limits and Go](){: style="width:7%"}](https://www.ardanlabs.com/blog/2024/02/kubernetes-cpu-limits-go.html) [![==argonaut.dev: Choosing an Optimal Kubernetes Worker Node Size== 🌟](){: style="width:7%"}](https://www.argonaut.dev/blog/optimal-k8s-worker-node-size) [![armory.io: Build a Deployment Pipeline with Spinnaker on Kubernetes](){: style="width:7%"}](https://www.armory.io/blog/build-a-deployment-pipeline-with-spinnaker-on-kubernetes) [![armory.io: Git Pull Support in Spinnaker](){: style="width:7%"}](https://www.armory.io/blog/git-pull-support-in-spinnaker) [![armory.io: How to Set Up Liquibase in Spinnaker](){: style="width:7%"}](https://www.armory.io/blog/how-to-set-up-liquibase-in-spinnaker)

+[![armosec.io: CVE 2022-24348 – Argo CD High Severity Vulnerability and its impact on Kubernetes](){: style="width:7%"}](https://www.armosec.io/blog/cve-2022-24348-argo-kubernetes) [![armosec.io: Kubernetes Version 1.26: Everything You Should Know](){: style="width:7%"}](https://www.armosec.io/blog/kubernetes-1-26-everything-you-should-know) [![armosec.io: Kubernetes 1.27 Release: Enhancements and Security Updates](){: style="width:7%"}](https://www.armosec.io/blog/kubernetes-1-27-release) [![armosec.io: Data Storage in Kubernetes](){: style="width:7%"}](https://www.armosec.io/blog/kubernetes-data-storage) [![armosec.io: The New Kubernetes Gateway API and Its Use Cases](){: style="width:7%"}](https://www.armosec.io/blog/kubernetes-gateway-api) [![armosec.io: Getting Started with Kubernetes Ingress | Ben Hirschberg](){: style="width:7%"}](https://www.armosec.io/blog/kubernetes-ingress-beginners-guide) [![armosec.io: How to secure Kubernetes Ingress?](){: style="width:7%"}](https://www.armosec.io/blog/kubernetes-ingress-security) [![armosec.io: How to avoid Kubernetes misconfigurations](){: style="width:7%"}](https://www.armosec.io/blog/kubernetes-misconfigurations) [![armosec.io: Kubernetes Security Best Practices: Definitive Guide](){: style="width:7%"}](https://www.armosec.io/blog/kubernetes-security-best-practices) [![armosec.io: A Practical Guide to the Different Compliance Kubernetes Security Frameworks and How They Fit Together 🌟🌟](){: style="width:7%"}](https://www.armosec.io/blog/kubernetes-security-frameworks-and-guidance) [![armosec.io: Kubernetes version 1.23 is out – everything you should know](){: style="width:7%"}](https://www.armosec.io/blog/kubernetes-version-1-23-is-out-everything-you-should-know)

+[![armosec.io: Use Kubescape to check if your Kubernetes clusters are exposed' to the latest K8s Symlink vulnerability (CVE-2021-25741)](){: style="width:7%"}](https://www.armosec.io/blog/kubescape-checks-if-kubernetes-exposed-to-k8s-symlink-vulnerability-cve202125741) [![armosec.io: NSA & CISA Kubernetes Hardening Guide – what is new with version 1.1](){: style="width:7%"}](https://www.armosec.io/blog/nsa-cisa-kubernetes-hardening-guide) [![armosec.io: How to Secure Deployments in Kubernetes? 🌟](){: style="width:7%"}](https://www.armosec.io/blog/secure-kubernetes-deployment) [![armosec.io: Which Managed Kubernetes Is Right for Me?](){: style="width:7%"}](https://www.armosec.io/blog/which-managed-kubernetes-is-right-for-me) [![None](){: style="width:7%"}](https://www.armosec.io/cve-vulnerability-database) [![arnaudlheureux.io: Migrating Azure CAF landing zones to Terraform 0.13](){: style="width:7%"}](https://www.arnaudlheureux.io/2020/10/02/migrating-azure-caf-landing-zones-on-terraform-0-13) [![around25.com: Horizontal Pod Autoscaler in Kubernetes 🌟](){: style="width:7%"}](https://www.around25.com/blog/horizontal-pod-autoscaler-in-kubernetes) [![www.arresteddevops.com](){: style="width:7%"}](https://www.arresteddevops.com) [![arrikto.com: What is Data as Code 🌟](){: style="width:7%"}](https://www.arrikto.com/blog/what-is-data-as-code) [![arsouyes.org: PKCS, pem, der, key, crt,...](){: style="width:7%"}](https://www.arsouyes.org/articles/2021/2021-06-21_PKCS_pem_der_key_crt) [![arsouyes.org: PKCS, pem, der, key, crt,...](){: style="width:7%"}](https://www.arsouyes.org/en/blog/2021/2021-06-21_PKCS_pem_der_key_crt)

+[![Helm 3: Validating Helm Chart Values with JSON Schemas 🌟](){: style="width:7%"}](https://www.arthurkoziel.com/validate-helm-chart-values-with-json-schemas) [![None](){: style="width:7%"}](https://www.ashishtechmill.com/cicd-workflow-for-spring-boot-application-on-kubernetes-via-skaffold) [![ashishtechmill.com: Demystifying Google Container Tool Jib: Java Image Builder](){: style="width:7%"}](https://www.ashishtechmill.com/demystifying-google-container-tool-jib-java-image-builder) [![askamanager.org: the new hire who showed up is not the same person we interviewed](){: style="width:7%"}](https://www.askamanager.org/2022/01/the-new-hire-who-showed-up-is-not-the-same-person-we-interviewed.html) [![lorem](){: style="width:7%"}](https://www.asklorem.com) [![docs.astronomer.io: Dynamically generating DAGs in Airflow](){: style="width:7%"}](https://www.astronomer.io/docs/learn/dynamically-generating-dags) [![AsyncAPI](){: style="width:7%"}](https://www.asyncapi.com) [![asyncapi.com: AsyncAPI and CloudEvents](){: style="width:7%"}](https://www.asyncapi.com/blog/asyncapi-cloud-events) [![Túneles SSH](){: style="width:7%"}](https://www.atareao.es/ubuntu/tuneles-ssh) [![atlassian.com: Kanban vs. Scrum](){: style="width:7%"}](https://www.atlassian.com/agile/kanban/kanban-vs-scrum) [![How Atlassian cut PR cycle time by 45% with AI code reviews](){: style="width:7%"}](https://www.atlassian.com/blog/announcements/how-we-cut-pr-cycle-time-with-ai-code-reviews)

+[![None](){: style="width:7%"}](https://www.atlassian.com/blog/app/bitbucket) [![What Actually Changes When AI Joins Your Research Process](){: style="width:7%"}](https://www.atlassian.com/blog/artificial-intelligence/research-with-rovo-dev) [![Creating with Rovo: How We Built a Collaborative AI Canvas](){: style="width:7%"}](https://www.atlassian.com/blog/atlassian-engineering/rovo-creation-canvas) [![bitbucket.org: setting up a cicd pipeline with spring mvc and kubernetes on aws](){: style="width:7%"}](https://www.atlassian.com/blog/bitbucket/setting-up-a-ci-cd-pipeline-with-spring-mvc-jenkins-and-kubernetes-on-aws) [![Introducing Cursor in Jira - Inside Atlassian](){: style="width:7%"}](https://www.atlassian.com/blog/company-news/cursor-in-jira) [![Automating Mutation Coverage with AI](){: style="width:7%"}](https://www.atlassian.com/blog/developer/automating-mutation-coverage-with-ai) [![Atlassian SPM Research: Why Strategic Execution Fails to Align with Delivery](){: style="width:7%"}](https://www.atlassian.com/blog/focus/evolution-of-spm-report) [![AI Service Management Readiness Assessment | Atlassian](){: style="width:7%"}](https://www.atlassian.com/collections/service/ai-maturity-model) [![Atlassian CI/CD](){: style="width:7%"}](https://www.atlassian.com/continuous-delivery) [![Schaeffler accelerates and innovates on Atlassian Cloud](){: style="width:7%"}](https://www.atlassian.com/customers/schaeffler) [![Atlassian Git Cheatsheet](){: style="width:7%"}](https://www.atlassian.com/git/tutorials/atlassian-git-cheatsheet)

+[![atlassian.com: Comparing Workflows 🌟](){: style="width:7%"}](https://www.atlassian.com/git/tutorials/comparing-workflows) [![atlassian.com: Gitflow Workflow](){: style="width:7%"}](https://www.atlassian.com/git/tutorials/comparing-workflows/gitflow-workflow) [![atlassian.com: Is GitOps the next big thing in DevOps?](){: style="width:7%"}](https://www.atlassian.com/git/tutorials/gitops) [![atlassian.com/remote](){: style="width:7%"}](https://www.atlassian.com/remote) [![Bamboo](){: style="width:7%"}](https://www.atlassian.com/software/bamboo) [![Atlassian Compass](){: style="width:7%"}](https://www.atlassian.com/software/compass) [![Atlassian Confluence](){: style="width:7%"}](https://www.atlassian.com/software/confluence) [![Jira](){: style="width:7%"}](https://www.atlassian.com/software/jira) [![Loom Desktop App Download](){: style="width:7%"}](https://www.atlassian.com/software/loom/download) [![atlassian.com/remote](){: style="width:7%"}](https://www.atlassian.com/solutions/distributed) [![atomicjar.com: Announcing Testcontainers Cloud: Integration Testing has' never been easier](){: style="width:7%"}](https://www.atomicjar.com/2021/11/announcing-testcontainers-cloud)

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+[![axway.com: What is API Management?](){: style="width:7%"}](https://www.axway.com/en/products/api-management/what-is-api-management) [![azurebrains.com: Azurebrains](){: style="width:7%"}](https://www.azurebrains.com) [![azurebrains.com: Despliega tu Azure Function App con Terraform y Azure DevOps' 🌟](){: style="width:7%"}](https://www.azurebrains.com/2021/03/25/despliega-azure-function-terraform-azuredevops) [![Azure DevOps Labs 🌟](){: style="width:7%"}](https://www.azuredevopslabs.com) [![azureviking.com: Terraform module: Azure DNS Private Resolver](){: style="width:7%"}](https://www.azureviking.com/post/terraform-module-azure-dns-private-resolver) [![azureviking.com: Terraform Module: azurerm-alz-subnet](){: style="width:7%"}](https://www.azureviking.com/post/terraform-module-azurerm-alz-subnet) [![backhub.co](){: style="width:7%"}](https://www.backhub.co) [![Bacula Enterprise for OpenShift and Kubernetes 🌟](){: style="width:7%"}](https://www.baculasystems.com) [![baeldung.com: Concurrency vs Parallelism](){: style="width:7%"}](https://www.baeldung.com/cs/concurrency-vs-parallelism) [![baeldung.com: REST vs SOAP](){: style="width:7%"}](https://www.baeldung.com/cs/rest-vs-soap) [![baeldung.com: Deploying a Java War in a Docker Container](){: style="width:7%"}](https://www.baeldung.com/docker-deploy-java-war)

+[![baeldung.com: Gatling vs JMeter vs The Grinder: Comparing Load Test Tools](){: style="width:7%"}](https://www.baeldung.com/gatling-jmeter-grinder-comparison) [![baeldung.com: How to Analyze Java Thread Dumps 🌟](){: style="width:7%"}](https://www.baeldung.com/java-analyze-thread-dumps) [![baeldung.com: Capturing a Java Thread Dump](){: style="width:7%"}](https://www.baeldung.com/java-thread-dump) [![baeldung.com: Configure Jenkins to Run and Show JMeter Tests](){: style="width:7%"}](https://www.baeldung.com/jenkins-and-jmeter) [![baeldung.com: Run Gatling Tests From Jenkins](){: style="width:7%"}](https://www.baeldung.com/jenkins-run-gatling-tests) [![None](){: style="width:7%"}](https://www.baeldung.com/jvm-garbage-collectors) [![baeldung.com: Kotlin DSL for Gradle](){: style="width:7%"}](https://www.baeldung.com/kotlin/gradle-dsl) [![baeldung.com: Using Swagger (OpenAPI) for a Spring REST API With Kotlin](){: style="width:7%"}](https://www.baeldung.com/kotlin/swagger-spring-rest-api) [![baeldung.com: Maximum Number of Threads Per Process in Linux](){: style="width:7%"}](https://www.baeldung.com/linux/max-threads-per-process) [![baeldung.com: Convert a Maven Build to Gradle](){: style="width:7%"}](https://www.baeldung.com/maven-convert-to-gradle) [![baeldung.com: Remove Duplicate Dependencies with Maven](){: style="width:7%"}](https://www.baeldung.com/maven-duplicate-dependencies)

+[![baeldung.com: Service Mesh Architecture with Istio](){: style="width:7%"}](https://www.baeldung.com/ops/istio-service-mesh) [![baeldung.com: List Active Brokers in a Kafka Cluster Using Shell Commands' 🌟](){: style="width:7%"}](https://www.baeldung.com/ops/kafka-list-active-brokers-in-cluster) [![baeldung.com: Lightweight Kubernetes Distributions](){: style="width:7%"}](https://www.baeldung.com/ops/kubernetes-lightweight-distributions) [![baeldung.com: Pub-Sub vs. Message Queues 🌟](){: style="width:7%"}](https://www.baeldung.com/pub-sub-vs-message-queues) [![baeldung.com: Deploy a Spring Boot Application to OpenShift with Spring' Cloud Kubernetes 🌟](){: style="width:7%"}](https://www.baeldung.com/spring-boot-deploy-openshift) [![baeldung.com: A Quick Guide to Using Keycloak with Spring Boot](){: style="width:7%"}](https://www.baeldung.com/spring-boot-keycloak) [![Comparing Embedded Servlet Containers in Spring Boot](){: style="width:7%"}](https://www.baeldung.com/spring-boot-servlet-containers) [![==baeldung.com: Using Spring Cloud Config Without Git==](){: style="width:7%"}](https://www.baeldung.com/spring-cloud-config-without-git) [![BairesDev](){: style="width:7%"}](https://www.bairesdev.com/join-us) [![base64encode.org](){: style="width:7%"}](https://www.base64encode.org) [![bbc.com: Por qué en Japón los jefes NO felicitan a sus empleados cuando hacen bien su trabajo](){: style="width:7%"}](https://www.bbc.com/mundo/vert-cap-37270163)

+[![bbc.com: Qué son las "habilidades blandas" y por qué cada vez mÑs compañías se fijan en ellas al contratar](){: style="width:7%"}](https://www.bbc.com/mundo/vert-cap-62340757) [![bbc.com: Is HR ever really your friend?](){: style="width:7%"}](https://www.bbc.com/worklife/article/20211022-is-hr-ever-really-your-friend) [![bbc.com: Is finding a 'new normal' in the workplace impossible?](){: style="width:7%"}](https://www.bbc.com/worklife/article/20220104-future-of-work-2022) [![BBVA - DevOps: qué es y cómo mejorar los procesos gracias a esta estrategia](){: style="width:7%"}](https://www.bbva.com/es/devops-que-es-y-como-mejorar-los-procesos-gracias-a-esta-estrategia/amp) [![BBVA - DevOps: qué es y cómo mejorar los procesos gracias a esta estrategia](){: style="width:7%"}](https://www.bbva.com/es/innovacion/devops-que-es-y-como-mejorar-los-procesos-gracias-a-esta-estrategia) [![BBVA API Market](){: style="width:7%"}](https://www.bbvaapimarket.com) [![BBVA API Market](){: style="width:7%"}](https://www.bbvaapimarket.com/es) [![bbvanexttechnologies.com: Filosofía DevSecOps en el desarrollo de aplicaciones' sobre Azure](){: style="width:7%"}](https://www.bbvanexttechnologies.com/blogs/filosofia-devsecops-en-el-desarrollo-de-aplicaciones-sobre-azure) [![bbvanexttechnologies.com: Cómo definir infraestructura como código en AWS' con CDK](){: style="width:7%"}](https://www.bbvanexttechnologies.com/como-definir-infraestructura-como-codigo-en-aws-con-cdk) [![bejarano.io/terraform-plan-light: terraform plan -light 🌟](){: style="width:7%"}](https://www.bejarano.io/terraform-plan-light) [![berlin-group.org: PSD2 Access to Bank Accounts](){: style="width:7%"}](https://www.berlin-group.org/psd2-access-to-bank-accounts)

+[![besanttechnologies.com: AWS – Relational Database Service](){: style="width:7%"}](https://www.besanttechnologies.com/amazon-web-services-relational-database) [![betsol.com: DevOps Using Jenkins, Docker, and Kubernetes](){: style="width:7%"}](https://www.betsol.com/blog/devops-using-jenkins-docker-and-kubernetes) [![bikeshed.fm: The Bike Shed](){: style="width:7%"}](https://www.bikeshed.fm) [![billin.net: CΓ³mo ser freelance en EspaΓ±a en 2022](){: style="width:7%"}](https://www.billin.net/blog/como-ser-freelance) [![binarytides.com - 10 examples of Linux ss command to monitor network connections](){: style="width:7%"}](https://www.binarytides.com/linux-ss-command) [![biobanking.com: Europe’s Leading Cancer Image Biobank (EUCAIM) Launched by Quibim and European Commission](){: style="width:7%"}](https://www.biobanking.com/europes-leading-cancer-image-biobank-eucaim-launched-by-quibim-and-european-commission) [![bionconsulting.com: Kubernetes Network Policies](){: style="width:7%"}](https://www.bionconsulting.com/blog/kubernetes-network-policies) [![bionconsulting.com: Kubernetes Network Policies - Part 2](){: style="width:7%"}](https://www.bionconsulting.com/blog/kubernetes-network-policies-part-2) [![bitsand.cloud: Slashing Data Transfer Costs in AWS by 99%](){: style="width:7%"}](https://www.bitsand.cloud/posts/slashing-data-transfer-costs) [![bitslovers.com: Terraform Output – What you should know](){: style="width:7%"}](https://www.bitslovers.com/terraform-output) [![None](){: style="width:7%"}](https://www.blackduck.com)

+[![None](){: style="width:7%"}](https://www.blackhat.com) [![blazemeter.com](){: style="width:7%"}](https://www.blazemeter.com) [![Blazemeter.com: Continuous Integration 101 - How to run Jmeter with jenkins' 🌟](){: style="width:7%"}](https://www.blazemeter.com/blog/continuous-integration-101-how-run-jmeter-jenkins) [![blazemeter.com: Open Source Load Testing Tools: Which One Should You Use?](){: style="width:7%"}](https://www.blazemeter.com/blog/open-source-load-testing-tools-which-one-should-you-use) [![blazemeter.com: Top Jenkins Plugins You Can’t Miss in 2018](){: style="width:7%"}](https://www.blazemeter.com/blog/top-jenkins-plugins-you-cant-miss-in-2018) [![bleepingcomputer.com: Windows 11 can now install WSL from the Microsoft' Store 🌟](){: style="width:7%"}](https://www.bleepingcomputer.com/news/microsoft/windows-11-can-now-install-wsl-from-the-microsoft-store) [![bleepingcomputer.com: Over 900,000 Kubernetes instances found exposed online](){: style="width:7%"}](https://www.bleepingcomputer.com/news/security/over-900-000-kubernetes-instances-found-exposed-online) [![blocksandfiles.com: Lightbits Labs adds Kubernetes table stakes: CSI support](){: style="width:7%"}](https://www.blocksandfiles.com/block/2020/06/23/lightbits-labs-adds-kubernetes-table-stakes-csi-support/1598623) [![blocksandfiles.com: Kubernetes storage: SmartX’s IOMesh beats Portworx, Longhorn and OpenEBS](){: style="width:7%"}](https://www.blocksandfiles.com/block/2021/08/05/kubernetes-storage-smartxs-iomesh-beats-portworx-longhorn-and-openebs/1617691) [![blocksandfiles.com: Kubernetes is in a bit of state about state](){: style="width:7%"}](https://www.blocksandfiles.com/container-storage/2020/07/21/kubernetes-is-in-a-bit-of-state-about-state/1612337) [![blocksandfiles.com: geless storage is the β€˜answer’ to Kubernetes data challenges](){: style="width:7%"}](https://www.blocksandfiles.com/container-storage/2020/12/22/storageless-storage-is-the-answer-to-kubernetes-data-challenges/1611647)

+[![blocksandfiles.com: Red Hat OpenShift now does container storage backup 🌟](){: style="width:7%"}](https://www.blocksandfiles.com/container-storage/2021/01/27/red-hat-openshift-now-does-container-storage-backup/1611166) [![None](){: style="width:7%"}](https://www.blog.facilcloud.com/noticias/sql-vs-nosql-which-one-should-i-use/?lang=es_ES) [![blog.pythonlibrary.org 🌟](){: style="width:7%"}](https://www.blog.pythonlibrary.org) [![bluematador.com: kubectl cheatsheet](){: style="width:7%"}](https://www.bluematador.com/learn/kubectl-cheatsheet) [![Kubernetes Glossary 🌟](){: style="width:7%"}](https://www.bluematador.com/learn/kubernetes-glossary) [![bmc.com: DevOps Metrics for Optimizing CI/CD Pipelines](){: style="width:7%"}](https://www.bmc.com/blogs/devops-ci-cd-metrics) [![bmc.com: What Is a Kubernetes Operator?](){: style="width:7%"}](https://www.bmc.com/blogs/kubernetes-operator) [![**BMW ConnectedDrive**:](){: style="width:7%"}](https://www.bmw-connecteddrive.com) [![None](){: style="width:7%"}](https://www.bmw.co.uk/en/shop/ls/country-selection) [![GAIA-X: A Federated Data Infrastructure for Europe](){: style="width:7%"}](https://www.bmwi.de/Redaktion/EN/Dossier/gaia-x.html) [![bogotobogo.com](){: style="width:7%"}](https://www.bogotobogo.com/Java/tutorials/Spring-Boot/Maven-mvn-command-cheat-sheet.php)

+[![None](){: style="width:7%"}](https://www.boot.dev/blog/devops/how-to-restart-all-pods-in-a-kubernetes-namespace) [![botkube.io](){: style="width:7%"}](https://www.botkube.io) [![botplayautomation.com](){: style="width:7%"}](https://www.botplayautomation.com) [![botplayautomation.com: Automation Test Plan](){: style="width:7%"}](https://www.botplayautomation.com/post/automation-test-plan) [![botplayautomation.com: Benefits of Codeless (no code) Automation Testing](){: style="width:7%"}](https://www.botplayautomation.com/post/benefits-of-codeless-automation-testing) [![botplayautomation.com: Automation & Manual Testing Best Practices](){: style="width:7%"}](https://www.botplayautomation.com/post/best-practices-to-follow-in-software-testing-manual-and-automation-testing) [![botplayautomation.com: Common mistakes test teams make in automation testing' and how to fix them](){: style="width:7%"}](https://www.botplayautomation.com/post/common-mistakes-test-teams-make-in-automation-testing-and-how-to-fix-them) [![botplayautomation.com: How to write a Software Test Plan?](){: style="width:7%"}](https://www.botplayautomation.com/post/how-to-write-a-test-plan) [![botplayautomation.com: Types of Software Testing](){: style="width:7%"}](https://www.botplayautomation.com/post/types-of-software-testing) [![botplayautomation.com: Automation Testing Implementation Guide](){: style="width:7%"}](https://www.botplayautomation.com/post/what-is-automation-testing-the-need-for-automation-testing-automation-testing-implementation-guide) [![Brainboard 🌟](){: style="width:7%"}](https://www.brainboard.co)

+[![btw.so: Open Source Alternatives 🌟](){: style="width:7%"}](https://www.btw.so/open-source-alternatives) [![buchatech.com/2022: A Guide to Navigating the AKS Enterprise Documentation & Scripts 🌟🌟](){: style="width:7%"}](https://www.buchatech.com/2022/08/a-guide-to-navigating-the-aks-enterprise-documentation-scripts) [![GAIA-X: A Federated Data Infrastructure for Europe](){: style="width:7%"}](https://www.bundeswirtschaftsministerium.de/Redaktion/EN/Dossier/gaia-x.html) [![bunnyshell.com: DR in DevOps: How to Guarantee an Effective Disaster Recovery Plan with DevOps](){: style="width:7%"}](https://www.bunnyshell.com/blog/disaster-recovery-devops) [![bunnyshell.com: GitOps vs. DevOps: What’s the Difference? 🌟](){: style="width:7%"}](https://www.bunnyshell.com/blog/gitops-vs-devops) [![buoyant.io: Kubernetes network policies with Cilium and Linkerd](){: style="width:7%"}](https://www.buoyant.io/blog/kubernetes-network-policies-with-cilium-and-linkerd) [![buoyant.io: Go directly to namespace jail: Locking down network traffic between Kubernetes namespaces](){: style="width:7%"}](https://www.buoyant.io/blog/locking-down-network-traffic-between-kubernetes-namespaces) [![buoyant.io: Multi-Cluster, Multi-Region Setup using Linkerd Service Mesh](){: style="width:7%"}](https://www.buoyant.io/blog/multi-cluster-multi-region-setup-using-linkerd-service-mesh) [![buoyant.io: Upgrading to Linkerd 2.12: Zero-trust-ready route-based policy, Gateway API, access logging](){: style="width:7%"}](https://www.buoyant.io/service-mesh-academy/upgrading-to-linkerd-2-12) [![businessinsider.com: I'm an ex-Amazon senior leader. Here's why layoffs keep happening and why ambitious managers are fueling them](){: style="width:7%"}](https://www.businessinsider.com/amazon-reason-for-layoffs-former-senior-tech-leader-2023-5) [![Uber's COO Says It's Getting Harder to Justify the Money Spent on AI](){: style="width:7%"}](https://www.businessinsider.com/uber-coo-andrew-macdonald-ai-token-spending-harder-justify-2026-5)

+[![businessinsider.es: Los 9 factores que mΓ‘s repercuten en la felicidad en' el trabajo, segΓΊn los trabajadores](){: style="width:7%"}](https://www.businessinsider.es/9-factores-repercuten-felicidad-trabajador-352445) [![businessinsider.es: Los 9 factores que mΓ‘s repercuten en la felicidad en el trabajo, segΓΊn los trabajadores](){: style="width:7%"}](https://www.businessinsider.es/desarrollo-profesional/9-factores-repercuten-felicidad-trabajador-352445) [![businessinsider.es: La brillante explicaciΓ³n de Steve Jobs sobre por quΓ© los buenos empleados renuncian al trabajo](){: style="width:7%"}](https://www.businessinsider.es/desarrollo-profesional/explicacion-steve-jobs-buenos-empleados-renuncian-trabajo-1137601) [![businessinsider.es: El fin de la lealtad laboral](){: style="width:7%"}](https://www.businessinsider.es/desarrollo-profesional/fin-lealtad-laboral-empleados-ya-no-son-fieles-jefes-1358974) [![businessinsider.es: MentΓ­ en mi currΓ­culum para conseguir un trabajo mejor pagado y creo que otros deberΓ­an hacer lo mismo](){: style="width:7%"}](https://www.businessinsider.es/desarrollo-profesional/menti-mi-cv-conseguir-mejor-trabajo-recomiendo-otros-1226162) [![businessinsider.es: AsΓ­ es como tu educaciΓ³n te ha moldeado sutilmente para que nunca consigas ascender en el trabajo](){: style="width:7%"}](https://www.businessinsider.es/desarrollo-profesional/razon-nunca-consigues-ascender-trabajo-conseguir-mejor-sueldo-970737) [![businessinsider.es: "Estoy atrapado en unos hΓ‘bitos poco saludables y me siento abrumado por todo lo que tengo que hacer, ΒΏcΓ³mo puedo aprender a decir no?"](){: style="width:7%"}](https://www.businessinsider.es/desarrollo-profesional/tan-dificil-decir-no-jefe-965459) [![businessinsider.es: Avanzar en la carrera profesional y conseguir ascensos dentro de la empresa serΓ‘ mucho mΓ‘s difΓ­cil para las personas que teletrabajan, segΓΊn el CEO de IBM](){: style="width:7%"}](https://www.businessinsider.es/desarrollo-profesional/teletrabajar-perjudica-carrera-profesional-posibles-ascensos-1240782) [![businessinsider.es: El fin de la lealtad laboral](){: style="width:7%"}](https://www.businessinsider.es/empleados-ya-no-sienten-lealtad-jefes-empleadores-1358974) [![businessinsider.es: La brillante explicaciΓ³n de Steve Jobs sobre por quΓ©' los buenos empleados renuncian al trabajo](){: style="width:7%"}](https://www.businessinsider.es/explicacion-steve-jobs-buenos-empleados-renuncian-1137601) [![businessinsider.es: Los ingenieros de software estΓ‘n aterrorizados ante' la posibilidad de ser sustituidos por la IA](){: style="width:7%"}](https://www.businessinsider.es/ingenieros-software-estan-aterrorizados-posibilidad-ser-sustituidos-ia-1238112)

+[![businessinsider.es: MentΓ­ en mi currΓ­culum para conseguir un trabajo mejor' pagado y creo que otros deberΓ­an hacer lo mismo](){: style="width:7%"}](https://www.businessinsider.es/menti-mi-cv-conseguir-mejor-trabajo-recomiendo-otros-1226162) [![businessinsider.es: AsΓ­ es como tu educaciΓ³n te ha moldeado sutilmente para' que nunca consigas ascender en el trabajo](){: style="width:7%"}](https://www.businessinsider.es/razon-nunca-consigues-ascender-trabajo-conseguir-mejor-sueldo-970737) [![businessinsider.es: "Estoy atrapado en unos hΓ‘bitos poco saludables y me' siento abrumado por todo lo que tengo que hacer, ΒΏcΓ³mo puedo aprender a decir no?](){: style="width:7%"}](https://www.businessinsider.es/tan-dificil-decir-no-jefe-965459) [![businessinsider.es: Los ingenieros de software estΓ‘n aterrorizados ante la posibilidad de ser sustituidos por la IA](){: style="width:7%"}](https://www.businessinsider.es/tecnologia/ingenieros-software-estan-aterrorizados-posibilidad-ser-sustituidos-ia-1238112) [![businessinsider.es: Uso ChatGPT entre 50 y 70 veces al dΓ­a para todo, desde preparar reuniones hasta quitarme el pegamento de los dedos](){: style="width:7%"}](https://www.businessinsider.es/tecnologia/uso-chatgpt-50-70-veces-dia-ser-productivo-1228162) [![businessinsider.es: Avanzar en la carrera profesional y conseguir ascensos' dentro de la empresa serΓ‘ mucho mΓ‘s difΓ­cil para las personas que teletrabajan, segΓΊn el CEO de IBM](){: style="width:7%"}](https://www.businessinsider.es/teletrabajar-perjudica-carrera-profesional-posibles-ascensos-1240782) [![businessinsider.es: Uso ChatGPT entre 50 y 70 veces al dΓ­a para todo, desde' preparar reuniones hasta quitarme el pegamento de los dedos](){: style="width:7%"}](https://www.businessinsider.es/uso-chatgpt-50-70-veces-dia-ser-productivo-1228162) [![busybox.net](){: style="width:7%"}](https://www.busybox.net) [![c-sharpcorner.com: 0 Git Commands You Should Know](){: style="width:7%"}](https://www.c-sharpcorner.com/article/20-git-commands-you-should-know) [![c-sharpcorner.com: Comparing AWS SQL Server With Azure SQL Database](){: style="width:7%"}](https://www.c-sharpcorner.com/article/comparing-aws-sql-server-with-azure-sql-database) [![c-sharpcorner.com: The Best VS Code Extensions For Remote Working](){: style="width:7%"}](https://www.c-sharpcorner.com/article/the-best-vs-code-extensions-for-remote-working)

+[![c-sharpcorner.com: The Best VS Code Extensions To Supercharge Git](){: style="width:7%"}](https://www.c-sharpcorner.com/article/the-best-vs-code-extensions-to-supercharge-git) [![c-sharpcorner.com: Top 15 Git Commands With Examples For Every DevelopersπŸ’ͺ](){: style="width:7%"}](https://www.c-sharpcorner.com/article/top-15-git-commands-with-examples-for-every-developers) [![c-sharpcorner.com: Why and When to use Azure Functions](){: style="width:7%"}](https://www.c-sharpcorner.com/article/why-and-when-to-use-azure-functions) [![edureka.com: Top 10 DevOps Tools You Must Know In 2020](){: style="width:7%"}](https://www.c/blog/top-10-devops-tools) [![calcalistech.com: β€œDevOps is a culture, it's not a job description”](){: style="width:7%"}](https://www.calcalistech.com/ctechnews/article/s1mlpunf9) [![callicoder.com: Scaffolding your Spring Boot Application with Yeoman](){: style="width:7%"}](https://www.callicoder.com/scaffolding-your-spring-boot-application) [![canva.com](){: style="width:7%"}](https://www.canva.com) [![canvatechblog.com: Supporting GPU-accelerated Machine Learning with Kubernetes and Nix](){: style="width:7%"}](https://www.canva.dev/blog/engineering/supporting-gpu-accelerated-machine-learning-with-kubernetes-and-nix) [![None](){: style="width:7%"}](https://www.capgemini.com/2016/05/assessing-state-of-your-devops-adoption-use-of-a-quality-blueprint-qbp) [![Introducing the third of three Microsoft Clouds: Azure](){: style="width:7%"}](https://www.catapultsystems.com/blogs/introducing-the-third-of-three-microsoft-clouds-azure) [![cbui.dev: Every company has an "old" production AWS account](){: style="width:7%"}](https://www.cbui.dev/every-company-has-an-old-production-aws-account)

+[![None](){: style="width:7%"}](https://www.ccohs.ca/oshanswers/ergonomics/shovel.html) [![centos.org: Comparing Centos Linux and CentOS Stream](){: style="width:7%"}](https://www.centos.org/cl-vs-cs) [![cequence.ai: The OWASP API Security Top 10 From a Real-World Perspective](){: style="width:7%"}](https://www.cequence.ai/blog/owasp-api-security-top-10-from-a-real-world-perspective) [![Cerebras AI](){: style="width:7%"}](https://www.cerebras.ai) [![certace](){: style="width:7%"}](https://www.certace.com) [![certdepot.net: OpenShift Free available resources 🌟](){: style="width:7%"}](https://www.certdepot.net/openshift-free-available-resources) [![blog.chainguard.dev: How To Verify Cosigned Container Images In Amazon ECS](){: style="width:7%"}](https://www.chainguard.dev/unchained) [![chakray.com: 11 Steps to achieving a successful API Management Strategy](){: style="width:7%"}](https://www.chakray.com/11-steps-achieving-successful-api-management-strategy) [![chakray.com: API Strategy. How to create an API Marketplace](){: style="width:7%"}](https://www.chakray.com/api-strategy-how-to-create-an-api-marketplace) [![chakray.com: 11 Pasos para lograr una estrategia API Management exitosa](){: style="width:7%"}](https://www.chakray.com/es/11-pasos-lograr-estrategia-api-management-exitosa) [![chakray.com: Por qué API LIFECYCLE MANAGEMENT es imprescindible para la' organización de APIs](){: style="width:7%"}](https://www.chakray.com/es/por-que-api-lifecycle-management-imprescindible-api-organizacion)

+[![chakray.com: Why API Lifecycle Management is a MUST for Your Organisation' APIs](){: style="width:7%"}](https://www.chakray.com/why-api-lifecycle-management-is-must-organisation-apis) [![chaossearch.io: 9 Essential DevOps Tools for 2021](){: style="width:7%"}](https://www.chaossearch.io/blog/essential-devops-tools) [![cheat-sheets.org 🌟](){: style="width:7%"}](https://www.cheat-sheets.org) [![cheatography.com](){: style="width:7%"}](https://www.cheatography.com/mikesac/cheat-sheets/maven) [![Checkly](){: style="width:7%"}](https://www.checklyhq.com) [![checkov.io](){: style="width:7%"}](https://www.checkov.io) [![chef.io](){: style="width:7%"}](https://www.chef.io) [![learn.chef.io](){: style="width:7%"}](https://www.chef.io/training/tutorials) [![cio.com: Agile vs. waterfall: Project methodologies compared](){: style="width:7%"}](https://www.cio.com/article/194093/agile-vs-waterfall-project-methodologies-compared.html) [![What is NoOps? The quest for fully automated IT operations](){: style="width:7%"}](https://www.cio.com/article/220351/what-is-noops-the-quest-for-fully-automated-it-operations.html) [![What is NoOps? The quest for fully automated IT operations](){: style="width:7%"}](https://www.cio.com/article/3407714/what-is-noops-the-quest-for-fully-automated-it-operations.html)

+[![cio.com: Make Better AI Infrastructure Decisions: Why Hybrid Cloud is a Solid Fit 🌟](){: style="width:7%"}](https://www.cio.com/article/350337/make-better-ai-infrastructure-decisions-why-hybrid-cloud-is-a-solid-fit.html) [![cio.com: Agile vs. waterfall: Project methodologies compared](){: style="width:7%"}](https://www.cio.com/article/3584559/agile-vs-waterfall-project-methodologies-compared.html) [![circonus.com: Guide to Kubernetes Monitoring: Part 1](){: style="width:7%"}](https://www.circonus.com/2020/09/guide-to-kubernetes-monitoring-part-1) [![circonus.com: 12 Critical Kubernetes Health Conditions You Need to Monitor and Why](){: style="width:7%"}](https://www.circonus.com/2020/12/12-critical-kubernetes-health-conditions-you-need-to-monitor-and-why) [![circonus.com: Guide to Monitoring Kubernetes, Part 2: Which Metrics and' Health Conditions You Should be Monitoring](){: style="width:7%"}](https://www.circonus.com/2021/01/guide-to-monitoring-kubernetes-part-2-which-metrics-and-health-conditions-you-should-be-monitoring) [![circonus.com: Monitoring for Success: What All SREs Need to Know](){: style="width:7%"}](https://www.circonus.com/2021/04/monitoring-for-success-what-all-sres-need-to-know) [![cisecurity.org: Where Does Zero Trust Begin and Why is it Important?](){: style="width:7%"}](https://www.cisecurity.org/insights/blog/where-does-zero-trust-begin-and-why-is-it-important) [![civo.com/academy 🌟🌟🌟](){: style="width:7%"}](https://www.civo.com/academy) [![K8s vs k3s](){: style="width:7%"}](https://www.civo.com/blog/k8s-vs-k3s) [![civo.com: Manage Kubernetes clusters using the Civo Pulumi provider](){: style="width:7%"}](https://www.civo.com/learn) [![None](){: style="width:7%"}](https://www.civo.com/learn/deployments-without-yaml-using-ketch)

+[![civo.com: Get up and running with Kubeflow on Civo Kubernetes](){: style="width:7%"}](https://www.civo.com/learn/get-up-and-running-with-kubeflow-on-civo-kubernetes) [![civo.com: Manage Kubernetes clusters using the Civo Pulumi provider](){: style="width:7%"}](https://www.civo.com/learn/kubernetes-clusters-using-the-civo-pulumi-provider) [![claydesk.com: Google Cloud App Engine Vs Red Hat OpenShift](){: style="width:7%"}](https://www.claydesk.com/ecampus/google-cloud-app-engine-vs-red-hat) [![clickittech.com: Amazon ECS vs EKS : The Best Container Orchestration Platform](){: style="width:7%"}](https://www.clickittech.com/aws/amazon-ecs-vs-eks) [![clickittech.com: Amazon ECS vs EKS : The Best Container Orchestration Platform](){: style="width:7%"}](https://www.clickittech.com/cloud-services/amazon-ecs-vs-eks) [![clickittech.com: CI/CD Best Practices: Top 10 Practices for Financial Services](){: style="width:7%"}](https://www.clickittech.com/devops/ci-cd-best-practices) [![clickittech.com: The Ultimate Docker Security Best Practices for Your Node.js Application](){: style="width:7%"}](https://www.clickittech.com/devops/docker-security-best-practices) [![clickittech.com: Infrastructure as Code Tools, what are the best IaC tools? 🌟](){: style="width:7%"}](https://www.clickittech.com/devops/infrastructure-as-code-tools) [![clickittech.com: Kubernetes Autoscaling: How to use the Kubernetes Autoscaler](){: style="width:7%"}](https://www.clickittech.com/devops/kubernetes-autoscaling) [![clickittech.com: Kubernetes Multi tenancy with Amazon EKS: Best practices and considerations](){: style="width:7%"}](https://www.clickittech.com/devops/kubernetes-multi-tenancy) [![clickittech.com: Microservices vs Monolith 🌟](){: style="width:7%"}](https://www.clickittech.com/devops/microservices-vs-monolith)

+[![clickittech.com: Terraform vs CloudFormation: The Final battle 🌟](){: style="width:7%"}](https://www.clickittech.com/devops/terraform-vs-cloudformation) [![clickittech.com: What is GitOps? 🌟](){: style="width:7%"}](https://www.clickittech.com/devops/what-is-gitops) [![clickittech.com: Kubernetes Multi tenancy with Amazon EKS: Best practices' and considerations](){: style="width:7%"}](https://www.clickittech.com/saas/kubernetes-multi-tenancy) [![climagic.org](){: style="width:7%"}](https://www.climagic.org) [![cloud-architect.fr: AZ-CheatSheet: Become an expert in Azure Landing Zones](){: style="width:7%"}](https://www.cloud-architect.fr/2022/01/19/az-cheatsheet-become-an-expert-in-azure-landing-zones) [![CloudBees Accelerator](){: style="width:7%"}](https://www.cloudbees.com) [![How to Speed Up Software Development with Build and Test Acceleration Tools](){: style="width:7%"}](https://www.cloudbees.com/blog) [![cloudbees.com: Git Commands: The 13 You Must Know, In Order 🌟](){: style="width:7%"}](https://www.cloudbees.com/blog/13-git-commands-to-know-in-order) [![cloudbees.com: Troubleshooting Jenkins Performance: Kubernetes Edition - Part 1 (2020) 🌟](){: style="width:7%"}](https://www.cloudbees.com/blog/apm-tools-jenkins-performance) [![cloudbees.com: Troubleshooting Jenkins Performance: Kubernetes Edition - Part 2 (2020) 🌟](){: style="width:7%"}](https://www.cloudbees.com/blog/application-performance-monitoring-tools) [![cloudbees.com: How Asynchronous Communication Can Boost Productivity](){: style="width:7%"}](https://www.cloudbees.com/blog/asynchronous-communication)

+[![cloudbees.com: How Asynchronous Communication Can Boost Productivity](){: style="width:7%"}](https://www.cloudbees.com/blog/asynchronous-development) [![cloudbees.com: Automated Build and Deploy Feedback Using Jenkins and Instana' 🌟](){: style="width:7%"}](https://www.cloudbees.com/blog/automated-build-deploy-feedback-using-instana) [![cloudbees.com: Introductory Handbook for Database Continuous Integration](){: style="width:7%"}](https://www.cloudbees.com/blog/beginners-guide-to-continuous-integration-and-deployment) [![cloudbees.com: Feature Flag Best Practices: Change Management in Production](){: style="width:7%"}](https://www.cloudbees.com/blog/change-management-in-production) [![cloudbees.com: Key Components of a CI/CD Pipeline](){: style="width:7%"}](https://www.cloudbees.com/blog/ci-cd-pipeline) [![cloudbees.com: Continuous Delivery Tools: The 5 You Absolutely Need to Know in 2021](){: style="width:7%"}](https://www.cloudbees.com/blog/cicd-tools-to-know-2021) [![cloudbees.com: All Tier 1 Plugins Support Configuration as Code 🌟🌟](){: style="width:7%"}](https://www.cloudbees.com/blog/configuration-as-code-plugin-support) [![cloudbees.com: Introductory Handbook for Database Continuous Integration](){: style="width:7%"}](https://www.cloudbees.com/blog/database-continuous-integration) [![cloudbees.com: Enterprise JVM Administration and Jenkins Performance 🌟](){: style="width:7%"}](https://www.cloudbees.com/blog/enterprise-jvm-administration-and-jenkins-performance) [![cloudbees.com: Feature Flag Best Practices: Understanding the Feature Flag Lifecycle](){: style="width:7%"}](https://www.cloudbees.com/blog/feature-flag-lifecycle) [![cloudbees.com: Testing with Feature Flags to Improve Developer Productivity](){: style="width:7%"}](https://www.cloudbees.com/blog/feature-flags-improve-developer-productivity)

+[![cloudbees.com: Getting Started Quickly With Ansible Ad Hoc Commands](){: style="width:7%"}](https://www.cloudbees.com/blog/getting-started-quickly-with-ansible-ad-hoc-commands) [![cloudbees.com: Git Commands: The 13 You Must Know, In Order 🌟](){: style="width:7%"}](https://www.cloudbees.com/blog/git-commit-detailed-tutorial-on-saving-your-code) [![cloudbees.com: Git Pull: How It Works With Detailed Examples](){: style="width:7%"}](https://www.cloudbees.com/blog/git-pull-how-it-works-with-detailed-examples) [![cloudbees.com: Git Push: An In-Depth Tutorial With Examples](){: style="width:7%"}](https://www.cloudbees.com/blog/git-push-an-in-depth-tutorial-with-examples) [![cloudbees.com: Git Reset Clearly Explained: How to Undo Your Changes 🌟](){: style="width:7%"}](https://www.cloudbees.com/blog/git-reset-undo-changes) [![cloudbees.com: Git Squash: How to Condense Your Commit History](){: style="width:7%"}](https://www.cloudbees.com/blog/git-squash-how-to-condense-your-commit-history) [![cloudbees.com: How to Grow Continuous Delivery Maturity Using Feature Flags](){: style="width:7%"}](https://www.cloudbees.com/blog/grow-cd-maturity) [![How to Disable Code: The Developer's Production Kill Switch 🌟](){: style="width:7%"}](https://www.cloudbees.com/blog/how-disable-code-developers-production-kill-switch) [![cloudbees.com: The Importance of Feature Flags in CI/CD](){: style="width:7%"}](https://www.cloudbees.com/blog/how-feature-flags-help-you-put-customers-first) [![How to Speed Up Software Development with Build and Test Acceleration Tools](){: style="width:7%"}](https://www.cloudbees.com/blog/how-speed-software-development-build-test-acceleration-tools) [![cloudbees.com: How to Grow Continuous Delivery Maturity Using Feature Flags](){: style="width:7%"}](https://www.cloudbees.com/blog/how-to-build-the-process-and-culture-behind-using-feature-flags-at-scale)

+[![cloudbees.com: How to Nail DevOps Governance and Compliance in a Highly Regulated Industry 🌟](){: style="width:7%"}](https://www.cloudbees.com/blog/how-to-nail-devops-governance-and-compliance-in-a-highly-regulated-industry) [![cloudbees.com: The Two Most Common Issues with Jenkins and How to Fix Them 🌟](){: style="width:7%"}](https://www.cloudbees.com/blog/most-common-issues-scaling-jenkins) [![rollout.io: CloudBees Rollout Tutorial: Feature Flagging in your React Native App in 5 minutes](){: style="width:7%"}](https://www.cloudbees.com/blog/rollout-tutorial-feature-flagging-your-react-native-app-5-minutes) [![cloudbees.com: The Importance of Feature Flags in CI/CD](){: style="width:7%"}](https://www.cloudbees.com/blog/the-importance-of-feature-flags-in-cicd) [![cloudbees.com: 7 Tips for Creating A Successful CI/CD Pipeline 🌟](){: style="width:7%"}](https://www.cloudbees.com/blog/tips-creating-successful-cicd-pipeline) [![cloudbees.com: Top 10 Best Practices for Jenkins Pipeline Plugin 🌟🌟](){: style="width:7%"}](https://www.cloudbees.com/blog/top-10-best-practices-jenkins-pipeline-plugin) [![cloudbees.com: More Isn’t Always Better: Using Predictive Analytics to Show Adding More People Doesn’t Always Help](){: style="width:7%"}](https://www.cloudbees.com/blog/using-predictive-analytics-to-show-adding-more-people) [![cloudbees.com: So, Your Jenkins Is Slow. Here’s How to Fix It 🌟](){: style="width:7%"}](https://www.cloudbees.com/blog/your-jenkins-slow-how-to-fix) [![Cloudbees Flow](){: style="width:7%"}](https://www.cloudbees.com/capabilities/continuous-delivery) [![cloudbees.com: Goodbye Sleepless Nights: De-Risking Deployments with Feature' Flags](){: style="width:7%"}](https://www.cloudbees.com/case-study/petdesk) [![cloudbees.com: Goodbye Sleepless Nights: De-Risking Deployments with Feature Flags](){: style="width:7%"}](https://www.cloudbees.com/customers/petdesk)

+[![cloudbees.com: What is GitOps?](){: style="width:7%"}](https://www.cloudbees.com/gitops/what-is-gitops) [![cloudbees.com: what is jenkins-x](){: style="width:7%"}](https://www.cloudbees.com/jenkins-x/what-is-jenkins-x) [![CloudBees Accelerator](){: style="width:7%"}](https://www.cloudbees.com/products/accelerator/overview) [![Cloudbees Flow](){: style="width:7%"}](https://www.cloudbees.com/products/flow/overview) [![cloudbees.com: Jenkins Pipeline with Plugins](){: style="width:7%"}](https://www.cloudbees.com/resource/whitepaper/jenkins-pipeline-plugins) [![cloudbees.com: Managing DevSecOps Pipelines at Scale with Jenkins Templating Engine](){: style="width:7%"}](https://www.cloudbees.com/videos/jenkins-template-pipeline-devsecops) [![cloudbees.com: what is jenkins-x](){: style="width:7%"}](https://www.cloudbees.com/whitepapers/building-cloud-native-apps-painlessly) [![==cloudcatalog.dev==](){: style="width:7%"}](https://www.cloudcatalog.dev) [![cloudcraft.co](){: style="width:7%"}](https://www.cloudcraft.co) [![blog.cloudera.com: Scalability of Kafka Messaging using Consumer Groups](){: style="width:7%"}](https://www.cloudera.com/blog.html) [![cloudflare.com](){: style="width:7%"}](https://www.cloudflare.com)

+[![cloudflare.com: What Is Edge Computing?](){: style="width:7%"}](https://www.cloudflare.com/learning/serverless/glossary/what-is-edge-computing) [![How to Restore Your Instance Data from a Backup using Snapshots on AWS EC2/EBS](){: style="width:7%"}](https://www.cloudinsidr.com/content/how-to-restore-your-instance-data-from-a-backup-using-snapshots-on-aws-ec2ebs) [![Implementing Istio From Start To Finish](){: style="width:7%"}](https://www.cloudnativedeepdive.com/implementing-istio-from-start-to-finish) [![Sharing a NVIDIA GPU Between Pods in Kubernetes](){: style="width:7%"}](https://www.cloudnativedeepdive.com/sharing-a-nvidia-gpu-between-pods-in-kubernetes) [![cloudnatively.com: Kubernetes client tools overview](){: style="width:7%"}](https://www.cloudnatively.com/kubernetes-client-tools-overview) [![cloudnatively.com: Understanding Horizontal Pod Autoscaling](){: style="width:7%"}](https://www.cloudnatively.com/kubernetes-hpa-explanation) [![cloudnatively.com: The State of Stateful apps on Kubernetes 🌟](){: style="width:7%"}](https://www.cloudnatively.com/stateful-apps-on-kubernetes) [![cloudnowtech.com: Kubernetes vs Serverless – How do you choose? 🌟](){: style="width:7%"}](https://www.cloudnowtech.com/blog/kubernetes-vs-serverless-how-do-you-choose) [![cloudops.com: Comparing Service Meshes: Istio, Linkerd, Consul Connect, and Citrix ADC](){: style="width:7%"}](https://www.cloudops.com/blog/comparing-service-meshes-istio-linkerd-and-consul-connect-citrix-adc) [![cloudquery.io: Cloud Query: The open-source cloud asset inventory powered by SQL](){: style="width:7%"}](https://www.cloudquery.io) [![cloudquery.io: Announcing CloudQuery Terraform Drift Detection](){: style="width:7%"}](https://www.cloudquery.io/blog/announcing-cloudquery-terraform-drift-detection)

+[![cloudquery.io: Building an Open-Source Cloud Asset Inventory with CloudQuery' and Grafana](){: style="width:7%"}](https://www.cloudquery.io/blog/open-source-cloud-asset-inventory-with-cloudquery-and-grafana) [![cloudquery.io: Building an Open-Source Cloud Asset Inventory with CloudQuery and Grafana](){: style="width:7%"}](https://www.cloudquery.io/learning-center/cloud-asset-management) [![cloudsavvyit.com: How Does Kubernetes Work?](){: style="width:7%"}](https://www.cloudsavvyit.com/10110/how-does-kubernetes-work) [![cloudsavvyit.com: How to Use Multi-Threaded Processing in Bash Scripts](){: style="width:7%"}](https://www.cloudsavvyit.com/12277/how-to-use-multi-threaded-processing-in-bash-scripts) [![cloudsavvyit.com: How to run your own kubernetes cluster with Microk8s](){: style="width:7%"}](https://www.cloudsavvyit.com/13024/how-to-run-your-own-kubernetes-cluster-with-microk8s) [![cloudsavvyit.com: How to Scale Docker Containers Across Servers Using Kubernetes](){: style="width:7%"}](https://www.cloudsavvyit.com/13039/how-to-scale-docker-containers-across-servers-using-kubernetes) [![cloudsavvyit.com: What is Docker Swarm Mode and When Should You Use It?](){: style="width:7%"}](https://www.cloudsavvyit.com/13049/what-is-docker-swarm-mode-and-when-should-you-use-it) [![cloudsavvyit.com: Is Rocky Linux the new CentOS?](){: style="width:7%"}](https://www.cloudsavvyit.com/13092/is-rocky-linux-the-new-centos) [![cloudsavvyit.com: How to Run PHPMyAdmin in a Docker Container](){: style="width:7%"}](https://www.cloudsavvyit.com/13842/how-to-run-phpmyadmin-in-a-docker-container) [![cloudsavvyit.com: How to SSH into a Docker container](){: style="width:7%"}](https://www.cloudsavvyit.com/13937/how-to-ssh-into-a-docker-container) [![cloudsavvyit.com: How to use docker cp to copy files between host and containers](){: style="width:7%"}](https://www.cloudsavvyit.com/13987/how-to-use-docker-cp-to-copy-files-between-host-and-containers)

+[![cloudsavvyit.com: How to Use Git Hooks For Commit Automation 🌟](){: style="width:7%"}](https://www.cloudsavvyit.com/14036/how-to-use-git-hooks-for-commit-automation) [![cloudsavvyit.com: How to Pass Environment Variables to Docker Containers](){: style="width:7%"}](https://www.cloudsavvyit.com/14081/how-to-pass-environment-variables-to-docker-containers) [![cloudsavvyit.com: How To Clean Up and Delete Docker Images](){: style="width:7%"}](https://www.cloudsavvyit.com/14191/how-to-clean-up-and-delete-docker-images) [![cloudsavvyit.com: How to Delete Git Branches on Local and Remote Repositories](){: style="width:7%"}](https://www.cloudsavvyit.com/14289/how-to-delete-git-branches-on-local-and-remote-repositories) [![cloudsavvyit.com: How to Assign a Static IP to a Docker Container](){: style="width:7%"}](https://www.cloudsavvyit.com/14508/how-to-assign-a-static-ip-to-a-docker-container) [![cloudsavvyit.com: How to Restart Kubernetes Pods with Kubectl](){: style="width:7%"}](https://www.cloudsavvyit.com/14587/how-to-restart-kubernetes-pods-with-kubectl) [![cloudsavvyit.com: How To Properly Fork a Github Repository](){: style="width:7%"}](https://www.cloudsavvyit.com/14640/how-to-properly-fork-a-github-repository) [![cloudsavvyit.com: How to Inspect a Docker Image’s Content Without Starting' a Container](){: style="width:7%"}](https://www.cloudsavvyit.com/14663/how-to-inspect-a-docker-images-content-without-starting-a-container) [![==cloudsavvyit.com: How to Get Started With DevSpace and Rapidly Develop' Kubernetes Apps==](){: style="width:7%"}](https://www.cloudsavvyit.com/14690/how-to-get-started-with-devspace-and-rapidly-develop-kubernetes-apps) [![cloudsavvyit.com: How to Move Changes to Another Branch in Git](){: style="width:7%"}](https://www.cloudsavvyit.com/14710/how-to-move-changes-to-another-branch-in-git) [![==cloudsavvyit.com: Should You Use HTTPS or SSH For Git?== 🌟](){: style="width:7%"}](https://www.cloudsavvyit.com/14822/should-you-use-https-or-ssh-for-git)

+[![cloudsavvyit.com: What’s the Difference Between Exposing and Publishing' a Docker Port?](){: style="width:7%"}](https://www.cloudsavvyit.com/14880/whats-the-difference-between-exposing-and-publishing-a-docker-port) [![cloudsavvyit.com: How (and Why) to Run Docker Inside Docker](){: style="width:7%"}](https://www.cloudsavvyit.com/14890/how-and-why-to-run-docker-inside-docker) [![cloudsavvyit.com: How to Add a Volume to an Existing Docker Container](){: style="width:7%"}](https://www.cloudsavvyit.com/14973/how-to-add-a-volume-to-an-existing-docker-container) [![cloudsavvyit.com: How to Manage Docker Engine Plugins](){: style="width:7%"}](https://www.cloudsavvyit.com/15066/how-to-manage-docker-engine-plugins) [![==cloudsavvyit.com: What is Prometheus and Why Is It So Popular==](){: style="width:7%"}](https://www.cloudsavvyit.com/15124/what-is-prometheus-and-why-is-it-so-popular) [![cloudsavvyit.com: 10 Tools That Complement Docker](){: style="width:7%"}](https://www.cloudsavvyit.com/15158/10-tools-that-complement-docker) [![cloudsavvyit.com: How to Use Github Actions to Automate Your Repository' Builds](){: style="width:7%"}](https://www.cloudsavvyit.com/15207/how-to-use-github-actions-to-automate-your-repository-builds) [![cloudsavvyit.com: A Beginner’s Introduction To DevOps Principles](){: style="width:7%"}](https://www.cloudsavvyit.com/3233/a-beginners-introduction-to-devops-principles) [![cloudsavvyit.com: Should You Run a Database in Docker?](){: style="width:7%"}](https://www.cloudsavvyit.com/5414/should-you-run-a-database-in-docker) [![cloudsavvyit.com: How to Use Cron With Your Docker Containers](){: style="width:7%"}](https://www.cloudsavvyit.com/9033/how-to-use-cron-with-your-docker-containers) [![CloudSkew](){: style="width:7%"}](https://www.cloudskew.com)

+[![cloudtechtwitter.com: KubeApiServer components 🌟](){: style="width:7%"}](https://www.cloudtechtwitter.com/2022/04/kubeapiserver.html) [![cloudtechtwitter.com: Kubernetes Quality of Service (QoS) class](){: style="width:7%"}](https://www.cloudtechtwitter.com/2022/04/kubernetes-quality-of-service-qos-class.html) [![cloudtechtwitter.com: Introduction to Kubernetes 🌟🌟🌟](){: style="width:7%"}](https://www.cloudtechtwitter.com/2022/05/dont-miss-next-article-be-first-to-be.html) [![cloudtechtwitter.com: kubernetes common commands](){: style="width:7%"}](https://www.cloudtechtwitter.com/2022/05/kubernetes-common-commands.html) [![cloudtechtwitter.com: Let's check about AWS v/s Azure Service](){: style="width:7%"}](https://www.cloudtechtwitter.com/2022/05/lets-check-about-aws-vs-azure-services.html) [![cloudtechtwitter.com: Pattern: API Gateway / Backends for Frontends](){: style="width:7%"}](https://www.cloudtechtwitter.com/2022/05/pattern-api-gateway-backends-for.html) [![cloudtechtwitter.com: Reverse Proxy vs. Forward Proxy: The Differences](){: style="width:7%"}](https://www.cloudtechtwitter.com/2022/05/reverse-proxy-vs-forward-proxy.html) [![cncf.io](){: style="width:7%"}](https://www.cncf.io) [![None](){: style="width:7%"}](https://www.cncf.io/announcements/2022/02/10/cncf-sees-record-kubernetes-and-container-adoption-in-2021-cloud-native-survey) [![cncf.io: Identifying Kubernetes Config Security Threats: Pods Running as' Root](){: style="width:7%"}](https://www.cncf.io/blog/2020/06/16/identifying-kubernetes-config-security-threats-pods-running-as-root) [![cncf.io: DevOps vs. SRE](){: style="width:7%"}](https://www.cncf.io/blog/2020/07/17/site-reliability-engineering-sre-101-with-devops-vs-sre)

+[![cncf.io: Logging in Kubernetes: EFK vs PLG Stack](){: style="width:7%"}](https://www.cncf.io/blog/2020/07/27/logging-in-kubernetes-efk-vs-plg-stack) [![CNCF End User Technology Radar: Observability, September 2020 🌟](){: style="width:7%"}](https://www.cncf.io/blog/2020/09/11/cncf-end-user-technology-radar-observability-september-2020) [![cncf.io: Top 7 challenges to becoming cloud native](){: style="width:7%"}](https://www.cncf.io/blog/2020/09/15/top-7-challenges-to-becoming-cloud-native) [![cncf.io: 5 Problems with Kubernetes Cost Estimation Strategies](){: style="width:7%"}](https://www.cncf.io/blog/2020/09/18/5-problems-with-kubernetes-cost-estimation-strategies) [![cncf.io: Container Attached Storage is Cloud Native Storage (CAS)](){: style="width:7%"}](https://www.cncf.io/blog/2020/09/22/container-attached-storage-is-cloud-native-storage-cas) [![cncf.io: Kubernetes Operators 101](){: style="width:7%"}](https://www.cncf.io/blog/2020/10/02/kubernetes-operators-101) [![cncf.io: Service Mesh Is Still Hard](){: style="width:7%"}](https://www.cncf.io/blog/2020/10/26/service-mesh-is-still-hard) [![cncf.io: The need for Kubernetes Native Messaging Platform in Hybrid Cloud' Environment](){: style="width:7%"}](https://www.cncf.io/blog/2020/11/03/the-need-for-kubernetes-native-messaging-platform-in-hybrid-cloud-environment) [![cncf.io: Implementing GitOps on Kubernetes Using K3s, Rancher, Vault and' Argo CD](){: style="width:7%"}](https://www.cncf.io/blog/2020/11/12/implementing-gitops-on-kubernetes-using-k3s-rancher-vault-and-argo-cd) [![cncf.io: Why Linkerd doesn’t use Envoy](){: style="width:7%"}](https://www.cncf.io/blog/2020/12/11/why-linkerd-doesnt-use-envoy) [![cncf.io: Kubernetes 101: An Introduction 🌟](){: style="width:7%"}](https://www.cncf.io/blog/2020/12/14/kubernetes-101-an-introduction)

+[![cncf.io: Kubernetes network policies with Cilium and Linkerd](){: style="width:7%"}](https://www.cncf.io/blog/2021/02/25/kubernetes-network-policies-with-cilium-and-linkerd) [![cncf.io: Protocol detection and opaque ports in Linkerd](){: style="width:7%"}](https://www.cncf.io/blog/2021/03/10/protocol-detection-and-opaque-ports-in-linkerd) [![cncf.io: Introduction to k3d: Run K3s in Docker](){: style="width:7%"}](https://www.cncf.io/blog/2021/03/16/introduction-to-k3d-run-k3s-in-docker) [![cncf.io: Kubernetes Security 🌟](){: style="width:7%"}](https://www.cncf.io/blog/2021/03/22/kubernetes-security) [![cncf.io: Quick application deployments on MicroK8s using Helm Charts](){: style="width:7%"}](https://www.cncf.io/blog/2021/03/23/quick-application-deployments-on-microk8s-using-helm-chart) [![cncf.io: Add Java Agents to Existing Kubernetes and Helm Applications Instantly](){: style="width:7%"}](https://www.cncf.io/blog/2021/03/24/add-java-agents-to-existing-kubernetes-and-helm-applications-instantly) [![cncf.io: Cloudformation vs. Terraform: Which is better?](){: style="width:7%"}](https://www.cncf.io/blog/2021/04/06/cloudformation-vs-terraform-which-is-better) [![cncf.io: Simplifying multi-clusters in Kubernetes](){: style="width:7%"}](https://www.cncf.io/blog/2021/04/12/simplifying-multi-clusters-in-kubernetes) [![cncf.io: Revealing the secrets of Kubernetes secrets 🌟](){: style="width:7%"}](https://www.cncf.io/blog/2021/04/22/revealing-the-secrets-of-kubernetes-secrets) [![None](){: style="width:7%"}](https://www.cncf.io/blog/2021/04/29/from-distributed-tracing-to-apm-taking-opentelemetry-and-jaeger-up-a-level) [![cncf.io: Tools to develop apps on Kubernetes 🌟](){: style="width:7%"}](https://www.cncf.io/blog/2021/05/10/tools-to-develop-apps-on-kubernetes)

+[![cncf.io: FinOps for Kubernetes: Insufficient – or nonexistent – Kubernetes' cost monitoring is causing overspend](){: style="width:7%"}](https://www.cncf.io/blog/2021/06/29/finops-for-kubernetes-insufficient-or-nonexistent-kubernetes-cost-monitoring-is-causing-overspend) [![cncf.io: What is Polaris? Kubernetes open source configuration validation' 🌟](){: style="width:7%"}](https://www.cncf.io/blog/2021/07/01/what-is-fairwinds-polaris-kubernetes-open-source-configuration-validation) [![cncf.io: Networking with a service mesh: use cases, best practices, and' comparison of top mesh options](){: style="width:7%"}](https://www.cncf.io/blog/2021/07/15/networking-with-a-service-mesh-use-cases-best-practices-and-comparison-of-top-mesh-options) [![cncf.io: Think gRPC, when you are architecting modern microservices!](){: style="width:7%"}](https://www.cncf.io/blog/2021/07/19/think-grpc-when-you-are-architecting-modern-microservices) [![cncf.io: Advanced Kubernetes pod to node scheduling](){: style="width:7%"}](https://www.cncf.io/blog/2021/07/27/advanced-kubernetes-pod-to-node-scheduling) [![cncf.io: Avoiding Kubernetes cluster outages with synthetic monitoring](){: style="width:7%"}](https://www.cncf.io/blog/2021/08/10/avoiding-kubernetes-cluster-outages-with-synthetic-monitoring) [![==cncf.io: How to secure your Kubernetes control plane and node components==](){: style="width:7%"}](https://www.cncf.io/blog/2021/08/20/how-to-secure-your-kubernetes-control-plane-and-node-components) [![cncf.io: Kubernetes Ingress gRPC example with a Dune quote service](){: style="width:7%"}](https://www.cncf.io/blog/2021/09/24/kubernetes-ingress-grpc-example-with-a-dune-quote-service) [![Automation is the future of cloud cost optimization](){: style="width:7%"}](https://www.cncf.io/blog/2021/09/29/automation-is-the-future-of-cloud-cost-optimization) [![cncf.io: Kubernetes Cluster API reaches production readiness with version' 1.0](){: style="width:7%"}](https://www.cncf.io/blog/2021/10/06/kubernetes-cluster-api-reaches-production-readiness-with-version-1-0) [![cncf.io: Flux: Server-side reconciliation is coming](){: style="width:7%"}](https://www.cncf.io/blog/2021/10/07/server-side-reconciliation-is-coming)

+[![cncf.io: How to justify infrastructure replacement to your manager](){: style="width:7%"}](https://www.cncf.io/blog/2021/10/29/how-to-justify-infrastructure-replacement-to-your-manager) [![cncf.io: Prometheus announces an Agent to address a new range of use cases](){: style="width:7%"}](https://www.cncf.io/blog/2021/11/16/prometheus-announces-an-agent-to-address-a-new-range-of-use-cases) [![==cncf.io: How to add observability to your application pipeline==](){: style="width:7%"}](https://www.cncf.io/blog/2021/11/23/how-to-add-observability-to-your-application-pipeline) [![cncf.io: Hosted Edge vs Cloud: the battle for latency and security 🌟](){: style="width:7%"}](https://www.cncf.io/blog/2021/12/08/hosted-edge-vs-cloud-the-battle-for-latency-and-security) [![cncf.io: Introducing Opta: Terraform on Rails](){: style="width:7%"}](https://www.cncf.io/blog/2022/02/18/introducing-opta-terraform-on-rails) [![An emerging Job: Kubernetes engineer 🌟](){: style="width:7%"}](https://www.cncf.io/blog/2022/03/03/an-emerging-job-kubernetes-engineer) [![==cncf.io: DevOps vs. SRE vs. Platform Engineering? The gaps might be smaller' than you think==](){: style="width:7%"}](https://www.cncf.io/blog/2022/07/01/devops-vs-sre-vs-platform-engineering-the-gaps-might-be-smaller-than-you-think) [![cncf.io: How to GitOps your Terraform](){: style="width:7%"}](https://www.cncf.io/blog/2022/09/30/how-to-gitops-your-terraform) [![cncf.io: Kubernetes best practice: How to (correctly) set resource requests' and limits](){: style="width:7%"}](https://www.cncf.io/blog/2022/10/20/kubernetes-best-practice-how-to-correctly-set-resource-requests-and-limits) [![cncf.io: Seven zero trust rules for Kubernetes](){: style="width:7%"}](https://www.cncf.io/blog/2022/11/04/seven-zero-trust-rules-for-kubernetes) [![==cncf.io: Monitoring micro-front ends on Kubernetes with NGINX== 🌟](){: style="width:7%"}](https://www.cncf.io/blog/2023/02/01/monitoring-micro-front-ends-on-kubernetes-with-nginx)

+[![cncf.io: Kubernetes storage is complex, but it’s getting better](){: style="width:7%"}](https://www.cncf.io/blog/2023/03/28/kubernetes-storage-is-complex-but-its-getting-better) [![Kubernetes Troubleshooting: A Step-by-Step Guide](){: style="width:7%"}](https://www.cncf.io/blog/2025/03/13/kubernetes-troubleshooting-a-step-by-step-guide) [![cncf.io: Certified Kubernetes Application Developer (CKAD)](){: style="width:7%"}](https://www.cncf.io/certification/ckad) [![Certified Kubernetes offerings](){: style="width:7%"}](https://www.cncf.io/certification/software-conformance) [![None](){: style="width:7%"}](https://www.cncf.io/kubeweekly) [![cncf.io: THE ILLUSTRATED CHILDREN’S GUIDE TO KUBERNETES 🌟](){: style="width:7%"}](https://www.cncf.io/phippy/the-childrens-illustrated-guide-to-kubernetes) [![CNCF Reports](){: style="width:7%"}](https://www.cncf.io/reports) [![cncf.io webinar: Deploying Kubernetes to bare metal using cluster API](){: style="width:7%"}](https://www.cncf.io/webinars/deploying-kubernetes-to-bare-metal-using-cluster-api) [![CNCF Survey Report 2019](){: style="width:7%"}](https://www.cncf.io/wp-content/uploads/2020/03/CNCF_Survey_Report.pdf) [![CNCF Survey Report 2020](){: style="width:7%"}](https://www.cncf.io/wp-content/uploads/2020/11/CNCF_Survey_Report_2020.pdf) [![cncf.io: CNCF Operator White Paper (PDF) 🌟](){: style="width:7%"}](https://www.cncf.io/wp-content/uploads/2021/07/CNCF_Operator_WhitePaper.pdf)

+[![CNCF Survey Report 2021](){: style="width:7%"}](https://www.cncf.io/wp-content/uploads/2021/12/Q1-2021-State-of-Cloud-Native-development-FINAL.pdf) [![cockroachlabs.com: Automated database operations with Terraform](){: style="width:7%"}](https://www.cockroachlabs.com/blog/automate-database-ops-with-terraform) [![cockroachlabs.com: How to use Cluster Mesh for Multi-Region Kubernetes Pod Communication](){: style="width:7%"}](https://www.cockroachlabs.com/blog/cockroachdb-kubernetes-cilium) [![Cockroach](){: style="width:7%"}](https://www.cockroachlabs.com/docs/stable/kubernetes-overview) [![==Cockroach==](){: style="width:7%"}](https://www.cockroachlabs.com/docs/stable/orchestration.html) [![codecademy.com](){: style="width:7%"}](https://www.codecademy.com) [![blog.codecentric.de: Stop re-writing pipelines! Why GitHub Actions drive the future of CI/CD](){: style="width:7%"}](https://www.codecentric.de/en/knowledge-hub/blog/github-actions-nextgen-cicd) [![codementor](){: style="width:7%"}](https://www.codementor.io) [![codementor.io: Docker: What's Under the Hood?](){: style="width:7%"}](https://www.codementor.io/blog/docker-technology-5x1kilcbow) [![codemotion.com: Nomad vs Kubernetes but without the complexity](){: style="width:7%"}](https://www.codemotion.com/magazine/backend/nomad-kubernetes-but-without-the-complexity) [![codemotion.com: Nomad vs Kubernetes but without the complexity](){: style="width:7%"}](https://www.codemotion.com/magazine/dev-hub/backend-dev/nomad-kubernetes-but-without-the-complexity)

+[![codeproject.com: Making a Simple Data Pipeline Part 4: CI/CD with GitHub Actions](){: style="width:7%"}](https://www.codeproject.com/Articles/5320647/Making-a-Simple-Data-Pipeline-Part-4-CI-CD-with-Gi) [![codeproject.com: How to Create an Image in Docker using Python](){: style="width:7%"}](https://www.codeproject.com/Tips/5323808/How-To-Create-An-Image-In-Docker-Using-Python) [![codewars.com](){: style="width:7%"}](https://www.codewars.com) [![codigonuevo.com: ΒΏDeberΓ­a adaptarse el sueldo del teletrabajo al lugar en' el que vivas?](){: style="width:7%"}](https://www.codigonuevo.com/sociedad/deberia-adaptarse-sueldo-teletrabajo-lugar-vivas) [![codigonuevo.com: ΒΏDeberΓ­a adaptarse el sueldo del teletrabajo al lugar en el que vivas?](){: style="width:7%"}](https://www.codigonuevo.com/yo/deberia-adaptarse-sueldo-teletrabajo-lugar-vivas-AOCN305757) [![codium.ai: We’ve launched CodiumAI powered by TestGPT and raised $11M. Here’s why](){: style="width:7%"}](https://www.codium.ai/blog/codiumai-powered-by-testgpt-accounces-beta-and-raised-11m) [![None](){: style="width:7%"}](https://www.cognizant.com/InsightsWhitepapers/Jumpstarting-DevOps-with-Continuous-Testing-codex1719.pdf) [![CommandLine Ninja](){: style="width:7%"}](https://www.commandline.ninja) [![commandline.ninja: Use Powershell to find windows services configured to' run as another user](){: style="width:7%"}](https://www.commandline.ninja/use-powershell-to-find-windows-svcs-configured-to-run-as-another-user) [![commandline.ninja: Video Intro to Secret Management with Powershell](){: style="width:7%"}](https://www.commandline.ninja/video-intro-to-secret-management-with-powershell) [![commandlinefu.com](){: style="width:7%"}](https://www.commandlinefu.com)

+[![CommandLineFu 🌟](){: style="width:7%"}](https://www.commandlinefu.com/commands/browse) [![commandlinefu.com/commands/matching/ssh](){: style="width:7%"}](https://www.commandlinefu.com/commands/browse/commands/matching/ssh/c3No/sort-by-votes) [![commandlinefu.com: Compare directories via diff](){: style="width:7%"}](https://www.commandlinefu.com/commands/browse/commands/view/9116/compare-directories-via-diff) [![commandlinefu.com/commands/matching/ssh](){: style="width:7%"}](https://www.commandlinefu.com/commands/matching/ssh/c3No/sort-by-votes) [![commandlinefu.com: pip install into current directory without virtualenv](){: style="width:7%"}](https://www.commandlinefu.com/commands/view/17656/pip-install-into-current-directory-without-virtualenv) [![commandlinefu.com: Compare directories via diff](){: style="width:7%"}](https://www.commandlinefu.com/commands/view/9116/compare-directories-via-diff) [![comparitech.com: Nmap Cheat Sheet](){: style="width:7%"}](https://www.comparitech.com/net-admin/nmap-nessus-cheat-sheet) [![computerworld.com: How to get a job in healthcare IT](){: style="width:7%"}](https://www.computerworld.com/article/1627067/how-to-get-a-job-in-healthcare-it-2.html) [![computerworld.com: How to get a job in healthcare IT](){: style="width:7%"}](https://www.computerworld.com/article/3663674/how-to-get-a-job-in-healthcare-it.html) [![Rancher Labs launches free training course to meet surging demand for Kubernetes skills](){: style="width:7%"}](https://www.computing.co.uk/news/4015423/rancher-labs-launches-free-training-course-meet-surging-demand-kubernetes) [![computing.co.uk: CloudBees gets busy with security, visibility and control as DevOps evolves](){: style="width:7%"}](https://www.computing.co.uk/news/4020521/cloudbees-busy-security-visibility-control-devops-evolves)

+[![computing.es: Retos del outsourcing de servicios IT en España](){: style="width:7%"}](https://www.computing.es/mundo-digital/opinion/1129764046601/retos-del-outsourcing-de-servicios-it-espana.1.html) [![AWS application-architecture](){: style="width:7%"}](https://www.conceptdraw.com/examples/application-architecture) [![conduktor.io 🌟](){: style="width:7%"}](https://www.conduktor.io) [![==conduktor.io/kafka: Learn Apache Kafka like never before==](){: style="width:7%"}](https://www.conduktor.io/kafka) [![==conduktor.io: What is Apache Kafka?==](){: style="width:7%"}](https://www.conduktor.io/kafka/what-is-apache-kafka) [![confluent.fr: Infrastructure Modernization with Google Anthos and Apache' Kafka](){: style="width:7%"}](https://www.confluent.fr/blog/modernize-apps-and-infrastructure-with-anthos-confluent-kafka) [![confluent.io](){: style="width:7%"}](https://www.confluent.io) [![Confluent.io: Intro to Apache Kafka: How Kafka Works 🌟](){: style="width:7%"}](https://www.confluent.io/blog/apache-kafka-intro-how-kafka-works) [![confluent.io: How to Build and Deploy Scalable Machine Learning in Production with Apache Kafka](){: style="width:7%"}](https://www.confluent.io/blog/build-deploy-scalable-machine-learning-production-apache-kafka) [![confluent.io: Confluent and Microsoft Announce Strategic Alliance](){: style="width:7%"}](https://www.confluent.io/blog/confluent-microsoft-announce-strategic-alliance) [![confluent.io: Making Apache Kafka Serverless: Lessons From Confluent Cloud](){: style="width:7%"}](https://www.confluent.io/blog/designing-an-elastic-apache-kafka-for-the-cloud)

+[![confluent.io: DevOps for Apache Kafka with Kubernetes and GitOps 🌟](){: style="width:7%"}](https://www.confluent.io/blog/devops-for-apache-kafka-with-kubernetes-and-gitops) [![confluent.io: What’s New in Apache Kafka 2.8](){: style="width:7%"}](https://www.confluent.io/blog/kafka-2-8-0-features-and-improvements-with-early-access-to-kip-500) [![confluent.io: Apache Kafka DevOps with Kubernetes and GitOps](){: style="width:7%"}](https://www.confluent.io/blog/kafka-devops-with-confluent-kubernetes-and-gitops) [![Kafka Streams and ksqlDB Compared – How to Choose](){: style="width:7%"}](https://www.confluent.io/blog/kafka-streams-vs-ksqldb-compared) [![confluent.io: Apache Kafka Made Simple: A First Glimpse of a Kafka Without' ZooKeeper 🌟](){: style="width:7%"}](https://www.confluent.io/blog/kafka-without-zookeeper-a-sneak-peek) [![confluent.io: Apache Kafka Made Simple: A First Glimpse of a Kafka Without ZooKeeper](){: style="width:7%"}](https://www.confluent.io/blog/latest-apache-kafka-release) [![confluent.io: Confluent and Microsoft Announce Strategic Alliance](){: style="width:7%"}](https://www.confluent.io/blog/latest-partner-ecosystem) [![confluent.io: How to Manage Secrets for Confluent with Kubernetes and HashiCorp Vault](){: style="width:7%"}](https://www.confluent.io/blog/manage-secrets-with-kubernetes-and-hashicorp-vault) [![confluent.io: Monitoring Your Event Streams: Integrating Confluent with Prometheus and Grafana](){: style="width:7%"}](https://www.confluent.io/blog/monitor-kafka-clusters-with-prometheus-grafana-and-confluent) [![confluent.io: Simplifying Apache Kafka Multi-Cluster Management Using Control Center and Cluster Registry](){: style="width:7%"}](https://www.confluent.io/blog/simplify-multiple-kafka-cluster-management-monitoring-using-confluent) [![confluent.fr: Infrastructure Modernization with Google Anthos and Apache Kafka](){: style="width:7%"}](https://www.confluent.io/fr-fr/blog/modernize-apps-and-infrastructure-with-anthos-confluent-kafka)

+[![ksqlDB](){: style="width:7%"}](https://www.confluent.io/product/ksqldb) [![confluent.io: Event-Driven Microservices Architecture (white paper) 🌟](){: style="width:7%"}](https://www.confluent.io/resources/event-driven-microservices) [![confluent.io: Event-Driven Microservices Architecture (white paper) 🌟](){: style="width:7%"}](https://www.confluent.io/resources/white-paper/event-driven-microservices) [![Conftest](){: style="width:7%"}](https://www.conftest.dev) [![conjur.org](){: style="width:7%"}](https://www.conjur.org) [![consul.io](){: style="width:7%"}](https://www.consul.io) [![consul Connect](){: style="width:7%"}](https://www.consul.io/docs/connect/index.html) [![consul.io: Ingress Gateways on Kubernetes 🌟](){: style="width:7%"}](https://www.consul.io/docs/k8s/connect/ingress-gateways) [![container-security.site: PCI Container Orchestration Guidance for Kubernetes](){: style="width:7%"}](https://www.container-security.site/defenders/PCI_Container_Orchestration_Guidance.html) [![contentful.com: Open-sourcing kube-secret-syncer: A Kubernetes operator' to sync secrets from AWS Secrets Manager](){: style="width:7%"}](https://www.contentful.com/blog/2020/10/20/open-source-kube-secret-syncer) [![contentful.com: Open-sourcing kube-secret-syncer: A Kubernetes operator to sync secrets from AWS Secrets Manager](){: style="width:7%"}](https://www.contentful.com/blog/open-source-kube-secret-syncer)

+[![contino.io: How to Make Enterprise Container Strategies That Last (Part One)](){: style="width:7%"}](https://www.contino.io/insights/how-to-make-enterprise-container-strategies-that-last-part-one) [![What is Configuration Drift?](){: style="width:7%"}](https://www.continuitysoftware.com/blog/it-resilience/what-is-configuration-drift) [![convert.com: Top 10 A/B Testing Tools That Are Good for the Next 5 Years (Vetted by Features, Privacy, Maturity & Price)](){: style="width:7%"}](https://www.convert.com/blog/a-b-testing/a-b-testing-tools-2022-beyond) [![copado.com: Applying a Zero Trust Infrastructure in Kubernetes](){: style="width:7%"}](https://www.copado.com/devops-hub/blog/applying-a-zero-trust-infrastructure-in-kubernetes) [![copado.com: Applying a Zero Trust Infrastructure in Kubernetes](){: style="width:7%"}](https://www.copado.com/resources/blog/applying-a-zero-trust-infrastructure-in-kubernetes) [![cope.es: El ejemplo de 'la moneda' con el que entender cΓ³mo funciona un ordenador cuΓ‘ntico: "SerΓ‘ una revoluciΓ³n"](){: style="width:7%"}](https://www.cope.es/programas/la-linterna/noticias/ejemplo-moneda-con-que-entender-como-funciona-ordenador-cuantico-una-revolucion-20240407_3232557) [![cortex.dev: How to build a pipeline to retrain and deploy models](){: style="width:7%"}](https://www.cortex.dev/post/how-to-build-a-pipeline-to-retrain-and-deploy-models) [![Cortex](){: style="width:7%"}](https://www.cortex.io) [![getcortexapp.com: A guide to the best SRE tools](){: style="width:7%"}](https://www.cortex.io/post/a-guide-to-the-best-sre-tools) [![getcortexapp.com: Why You Need a Microservices Catalog Tool](){: style="width:7%"}](https://www.cortex.io/post/why-you-need-a-microservices-catalog-tool) [![couchbase.com](){: style="width:7%"}](https://www.couchbase.com)

+[![Coursera.org](){: style="width:7%"}](https://www.coursera.org) [![coursera.org: Building Scalable Java Microservices with Spring Boot and' Spring Cloud](){: style="width:7%"}](https://www.coursera.org/learn/google-cloud-java-spring) [![coursereport.com: A Beginner’s Guide to Python for Cybersecurity](){: style="width:7%"}](https://www.coursereport.com/blog/python-for-cyber-security-with-flatiron-school) [![crn.com: IBM’s Red Hat Reveals Ansible Automation Platform 2 Early Access](){: style="width:7%"}](https://www.crn.com/news/cloud/ibm-s-red-hat-reveals-ansible-automation-platform-2-early-access) [![Microsoft Commercial CEO Althoff to Partners: Managed Services Are Your AI Superpower](){: style="width:7%"}](https://www.crn.com/news/cover-story/microsoft-s-judson-althoff-to-partners-managed-services-are-your-ai-superpower?itc=refresh?ocid=FY26_soc_omc_br_X_CRNJudson) [![cronista.com: CΓ³mo identificar a un mal jefe y quΓ© errores no pueden cometer hoy los lΓ­deres](){: style="width:7%"}](https://www.cronista.com/apertura/empresas/como-identificar-a-un-mal-jefe-y-que-errores-no-pueden-cometer-hoy-los-lideres) [![crossover](){: style="width:7%"}](https://www.crossover.com) [![crossplane.io](){: style="width:7%"}](https://www.crossplane.io) [![crunchbase.com](){: style="width:7%"}](https://www.crunchbase.com/organization/openshift/timeline/timeline) [![crunchydata.com](){: style="width:7%"}](https://www.crunchydata.com) [![blog.crunchydata.com: A Postgres Primer for Oracle DBAs](){: style="width:7%"}](https://www.crunchydata.com/blog/a-postgres-primer-for-oracle-dbas)

+[![info.crunchydata.com: Deploying Active-Active PostgreSQL on Kubernetes](){: style="width:7%"}](https://www.crunchydata.com/blog/active-active-on-kubernetes) [![blog.crunchydata.com: Active-Active PostgreSQL Federation on Kubernetes](){: style="width:7%"}](https://www.crunchydata.com/blog/active-active-postgres-federation-on-kubernetes) [![info.crunchydata.com: An Easy Recipe for Creating a PostgreSQL Cluster with Docker Swarm](){: style="width:7%"}](https://www.crunchydata.com/blog/an-easy-recipe-for-creating-a-postgresql-cluster-with-docker-swarm) [![blog.crunchydata.com: Announcing Google Cloud Storage (GCS) Support for pgBackRest](){: style="width:7%"}](https://www.crunchydata.com/blog/announcing-google-cloud-storage-gcs-support-for-pgbackrest) [![blog.crunchydata.com: Announcing Postgres Container Apps: Easy Deploy Postgres Apps](){: style="width:7%"}](https://www.crunchydata.com/blog/announcing-postgres-container-apps-easy-deploy-postgres-apps) [![Announcing the Crunchy Data Developer Portal](){: style="width:7%"}](https://www.crunchydata.com/blog/announcing-the-crunchy-data-developer-portal) [![info.crunchydata.com: Composite Primary Keys, PostgreSQL and Django](){: style="width:7%"}](https://www.crunchydata.com/blog/composite-primary-keys-postgresql-and-django) [![crunchydata blog: What's New in Crunchy PostgreSQL Operator 4.0](){: style="width:7%"}](https://www.crunchydata.com/blog/crunchy-postgres-kubernetes-operator-4.0) [![blog.crunchydata.com: Crunchy Postgres Operator 4.6.0 🌟](){: style="width:7%"}](https://www.crunchydata.com/blog/crunchy-postgres-operator-4.6.0) [![info.crunchydata.com: Using the PostgreSQL Operator with Rook Ceph Storage](){: style="width:7%"}](https://www.crunchydata.com/blog/crunchy-postgresql-operator-with-rook-ceph-storage) [![info.crunchydata.com: Quickly Document Your Postgres Database Using psql Meta-Commands](){: style="width:7%"}](https://www.crunchydata.com/blog/d-meta)

+[![info.crunchydata.com: Deploy High-Availability PostgreSQL Clusters on Kubernetes by Example](){: style="width:7%"}](https://www.crunchydata.com/blog/deploy-high-availability-postgresql-on-kubernetes) [![info.crunchydata.com: Deploy pgAdmin4 with PostgreSQL on Kubernetes](){: style="width:7%"}](https://www.crunchydata.com/blog/deploy-pgadmin4-with-postgresql-on-kubernetes) [![info.crunchydata.com: Fast CSV and JSON Ingestion in PostgreSQL with COPY](){: style="width:7%"}](https://www.crunchydata.com/blog/fast-csv-and-json-ingestion-in-postgresql-with-copy) [![blog.crunchydata.com: Cut Out the Middle Tier: Generating JSON Directly from Postgres](){: style="width:7%"}](https://www.crunchydata.com/blog/generating-json-directly-from-postgres) [![info.crunchydata.com: Getting Started with PostgreSQL Operator 4.3 in OpenShift](){: style="width:7%"}](https://www.crunchydata.com/blog/getting-started-with-postgresql-operator-4.3-in-openshift) [![info.crunchydata.com: Using GitOps to Self-Manage Postgres in Kubernetes 🌟](){: style="width:7%"}](https://www.crunchydata.com/blog/gitops-postgres-kubernetes) [![blog.crunchydata.com: Helm, GitOps and the Postgres Operator](){: style="width:7%"}](https://www.crunchydata.com/blog/gitops-postgres-kubernetes-helm) [![info.crunchydata.com: Deploying the PostgreSQL Operator on GKE](){: style="width:7%"}](https://www.crunchydata.com/blog/install-postgres-operator-kubernetes-on-gke-ansible) [![blog.crunchydata.com: Kubernetes + Postgres Cluster From Scratch on Rocky 8](){: style="width:7%"}](https://www.crunchydata.com/blog/kube-cluster-from-scratch-on-rocky-8) [![blog.crunchydata.com: Kubernetes Pod Tolerations and Postgres Deployment Strategies 🌟](){: style="width:7%"}](https://www.crunchydata.com/blog/kubernetes-pod-tolerations-and-postgresql-deployment-strategies) [![blog.crunchydata.com: Devious SQL: Message Queuing Using Native PostgreSQL](){: style="width:7%"}](https://www.crunchydata.com/blog/message-queuing-using-native-postgresql)

+[![info.crunchydata.com: Migrating from Oracle to PostgreSQL: Tips and Tricks](){: style="width:7%"}](https://www.crunchydata.com/blog/migrating-from-oracle-to-postgresql-questions-and-considerations) [![info.crunchydata.com: Monitoring PostgreSQL clusters in kubernetes](){: style="width:7%"}](https://www.crunchydata.com/blog/monitoring-postgresql-clusters-in-kubernetes) [![blog.crunchydata.com: Multi-Kubernetes Cluster PostgreSQL Deployments](){: style="width:7%"}](https://www.crunchydata.com/blog/multi-kubernetes-cluster-postgresql-deployments) [![info.crunchydata.com: pgBackRest - Performing Backups on a Standby Cluster](){: style="width:7%"}](https://www.crunchydata.com/blog/pgbackrest-performing-backups-on-a-standby-cluster) [![blog.crunchydata.com: pgBackRest Point-In-Time Recovery Using Crunchy PostgreSQL Operator](){: style="width:7%"}](https://www.crunchydata.com/blog/pgbackrest-point-in-time-recovery-using-crunchy-postgresql-operator) [![blog.crunchydata.com: Postgres Indexes for Newbies](){: style="width:7%"}](https://www.crunchydata.com/blog/postgres-indexes-for-newbies) [![blog.crunchydata.com: PostgreSQL 14 on Kubernetes (with examples!)](){: style="width:7%"}](https://www.crunchydata.com/blog/postgresql-14-on-kubernetes) [![info.crunchydata.com: PostgreSQL Change Data Capture With Debezium](){: style="width:7%"}](https://www.crunchydata.com/blog/postgresql-change-data-capture-with-debezium) [![info.crunchydata.com: PostgreSQL Monitoring for Application Developers: The DBA Fundamentals](){: style="width:7%"}](https://www.crunchydata.com/blog/postgresql-monitoring-for-application-developers-dba-stats) [![blog.crunchydata.com: Can't Resize your Postgres Kubernetes Volume? No Problem!](){: style="width:7%"}](https://www.crunchydata.com/blog/resize-postgres-kubernetes-volume-instance-sets) [![info.crunchydata.com: Scheduled PostgreSQL Backups and Retention Policies with Kubernetes](){: style="width:7%"}](https://www.crunchydata.com/blog/schedule-postgresql-backups-and-retention-with-kubernetes)

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+[![cyberciti.biz: How to flush Redis cache and delete everything using the' CLI](){: style="width:7%"}](https://www.cyberciti.biz/faq/how-to-flush-redis-cache-and-delete-everything-using-the-cli) [![None](){: style="width:7%"}](https://www.cyberciti.biz/faq/how-to-install-gol-ang-on-ubuntu-linux) [![cyberciti.biz: How to restart systemd without rebooting Linux when critical' libraries installed](){: style="width:7%"}](https://www.cyberciti.biz/faq/how-to-restart-systemd-without-rebooting-linux-when-critical-libraries-installed) [![cyberciti.biz: How to save terminal output to a file under Linux/Unix](){: style="width:7%"}](https://www.cyberciti.biz/faq/how-to-save-terminal-output-to-a-file-under-linux-unix) [![nixCraft: How to secure Apache with Let’s Encrypt Certificates on RHEL 8](){: style="width:7%"}](https://www.cyberciti.biz/faq/how-to-secure-apache-with-lets-encrypt-certificates-on-rhel-8) [![How To Set up SSH Keys on a Linux / Unix System](){: style="width:7%"}](https://www.cyberciti.biz/faq/how-to-set-up-ssh-keys-on-linux-unix) [![cyberciti.biz: How to configure pfSense as multi wan (DUAL WAN) load balance' failover router](){: style="width:7%"}](https://www.cyberciti.biz/faq/howto-configure-dual-wan-load-balance-failover-pfsense-router) [![cyberciti.biz: OpenSSH Change a Passphrase With ssh-keygen command](){: style="width:7%"}](https://www.cyberciti.biz/faq/howto-ssh-changing-passphrase) [![How To Use grep Command In Linux / UNIX 🌟](){: style="width:7%"}](https://www.cyberciti.biz/faq/howto-use-grep-command-in-linux-unix) [![cyberciti.biz: Linux ip Command Examples](){: style="width:7%"}](https://www.cyberciti.biz/faq/linux-ip-command-examples-usage-syntax) [![cyberciti.biz: Linux: IP Subnet (CIDR) Calculator That Will Help You With' Network Settings](){: style="width:7%"}](https://www.cyberciti.biz/faq/linux-subnet-calculator-cidr)

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+[![deloitte.com: Infrastructure as Code (IaC) con Terraform](){: style="width:7%"}](https://www.deloitte.com/es/es/services/consulting/blogs/todo-tecnologia/infrastructure-as-code-iac-con-terraform.html) [![deloitte.com: Bringing Agile benefits to a waterfall project](){: style="width:7%"}](https://www.deloitte.com/us/en/insights/industry/government-public-sector-services.html) [![deloitte.com: Culture change, not tech, is the secret to DevOps success (podcast) 🌟](){: style="width:7%"}](https://www.deloitte.com/us/en/what-we-do/capabilities/cloud-transformation/collections/cloud-podcast.html) [![==designgurus.io: Monolithic vs. Service-Oriented vs. Microservice Architecture:' Top Architectural Design Patterns==](){: style="width:7%"}](https://www.designgurus.io/blog/Monolithic-Service-Oriented-Microservice-Architecture) [![designgurus.io: Monolithic vs. Service-Oriented vs. Microservice Architecture: Top Architectural Design Patterns](){: style="width:7%"}](https://www.designgurus.io/blog/monolithic-service-oriented-microservice-architecture) [![None](){: style="width:7%"}](https://www.devbattles.com/en/sand/post-1752-Python_sorting_lists_by_sort__with__in_simple_words) [![None](){: style="width:7%"}](https://www.devbattles.com/en/sand/post-1754-Python_list_Functions_and_Methods_lists) [![None](){: style="width:7%"}](https://www.devbattles.com/en/sand/post-1757-Python_Flask_Part_1_Hello_World) [![devclass.com: Open sauce - Rancher 2.5 puts new UI forward, gets to continuously delivering](){: style="width:7%"}](https://www.devclass.com/ci-cd/2020/10/06/open-sauce-rancher-25-puts-new-ui-forward-gets-to-continuously-delivering/1628365) [![devclass.com: Git a March on: GitLab 13.10 ramps up security, adds support for OpenShift, DORA](){: style="width:7%"}](https://www.devclass.com/ci-cd/2021/03/23/git-a-march-on-gitlab-1310-ramps-up-security-adds-support-for-openshift-dora/1619889) [![devclass.com: OpenShift 4.4 goes all out on mixed workloads, puts observability at devs’ fingertips 🌟](){: style="width:7%"}](https://www.devclass.com/containers/2020/05/04/openshift-44-goes-all-out-on-mixed-workloads-puts-observability-at-devs-fingertips/1625566)

+[![devclass.com: Safety…first? Prometheus 2.24 finally features TLS on HTTP serving endpoints](){: style="width:7%"}](https://www.devclass.com/containers/2021/01/07/safetyfirst-prometheus-224-finally-features-tls-on-http-serving-endpoints/1626636) [![devclass.com: Docker: It’s not dead yet, but there’s a tendency to walk away, security report finds](){: style="width:7%"}](https://www.devclass.com/containers/2021/01/13/docker-its-not-dead-yet-but-theres-a-tendency-to-walk-away-security-report-finds/1620265) [![devclass.com: HAProxy Ingress Controller 1.5 introduces mTLS support, gives load balancing experts more power](){: style="width:7%"}](https://www.devclass.com/containers/2021/01/26/haproxy-ingress-controller-15-introduces-mtls-support-gives-load-balancing-experts-more-power/1619777) [![devclass.com: Kubernetes 1.21 unloads pod security, adds dual IPv4/IPv6 networking, and shuts down gracefully](){: style="width:7%"}](https://www.devclass.com/containers/2021/04/09/kubernetes-121-unloads-pod-security-adds-dual-ipv4/ipv6-networking-and-shuts-down-gracefully/1623619) [![devclass.com: Rancher presents first big release after SUSE acquisition, ups game on hosted cluster provisioning](){: style="width:7%"}](https://www.devclass.com/containers/2021/09/02/rancher-presents-first-big-release-after-suse-acquisition-ups-game-on-hosted-cluster-provisioning/1627301) [![devclass.com: Apache Kafka 2.8.0 previews life without ZooKeeper](){: style="width:7%"}](https://www.devclass.com/databases/2021/04/20/apache-kafka-280-previews-life-without-zookeeper/1627009) [![devclass.com: Terraform 1.1 moves forward with refactoring helpers and native Terraform Cloud integration](){: style="width:7%"}](https://www.devclass.com/devops/2021/12/09/terraform-11-moves-forward-with-refactoring-helpers-and-native-terraform-cloud-integration/1621944) [![developer.com: An Introduction to Event Driven Microservices](){: style="width:7%"}](https://www.developer.com/design/event-driven-microservices) [![developer.com: Overcoming the Common Microservices Anti-Patterns](){: style="width:7%"}](https://www.developer.com/design/solving-microservices-anti-patterns) [![devopsdigest.com](){: style="width:7%"}](https://www.devopsdigest.com) [![devopsdigest.com: CI/CD Deployments: How to Expedite Across a Kubernetes Environment With DevOps Orchestration](){: style="width:7%"}](https://www.devopsdigest.com/cicd-deployments-how-to-expedite-across-a-kubernetes-environment-with-devops-orchestration)

+[![devopsonline.co.uk: ChatOps, DevOps, ScrumOps and 5 Other Ops religions](){: style="width:7%"}](https://www.devopsonline.co.uk/chatops-devops-scrumops-and-5-other-ops-religions) [![devopsonline.co.uk: DevOps and the emergence of TestOps!](){: style="width:7%"}](https://www.devopsonline.co.uk/devops-and-the-emergence-of-testops) [![devopsonline.co.uk: Robotics and automation to cause anxiety for workers](){: style="width:7%"}](https://www.devopsonline.co.uk/robotics-and-automation-to-cause-anxiety-for-workers) [![devopsonline.co.uk: The role of Automation in DevOps](){: style="width:7%"}](https://www.devopsonline.co.uk/the-role-of-automation-in-devops) [![devopstoolkitseries.com](){: style="width:7%"}](https://www.devopstoolkitseries.com) [![devopszone.info](){: style="width:7%"}](https://www.devopszone.info) [![devopszone.info: An Introduction To Git-flow Workflow](){: style="width:7%"}](https://www.devopszone.info/post/an-introduction-to-git-flow-workflow) [![devopszone.info: DevSecOps Explained](){: style="width:7%"}](https://www.devopszone.info/post/devsecops-explained) [![devprojournal.com: Containers, Kubernetes and Software Development in 2021](){: style="width:7%"}](https://www.devprojournal.com/technology-trends/kubernetes/containers-kubernetes-and-software-development-in-2021) [![devroom.io: Git Squash your latests commits into one](){: style="width:7%"}](https://www.devroom.io/2011/07/05/git-squash-your-latests-commits-into-one) [![devspace.sh](){: style="width:7%"}](https://www.devspace.sh)

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+[![None](){: style="width:7%"}](https://www.digitalocean.com/blog/vanilla-kubernetes-vs-managed-kubernetes) [![digitalocean.com: From Containers to Kubernetes with Node.js eBook](){: style="width:7%"}](https://www.digitalocean.com/community/books/from-containers-to-kubernetes-with-node-js-ebook) [![digitalocean.com: Understanding the DOM β€” Document Object Model eBook](){: style="width:7%"}](https://www.digitalocean.com/community/books/understanding-the-dom-document-object-model-ebook) [![Digital Ocean: Kuberntes PVC ReadWriteMany access mode alternative](){: style="width:7%"}](https://www.digitalocean.com/community/questions/kuberntes-pvc-readwritemany-access-mode-alternative) [![Digital Ocean: Docker Tutorials](){: style="width:7%"}](https://www.digitalocean.com/community/tags/docker) [![digitalocean.com python 🌟](){: style="width:7%"}](https://www.digitalocean.com/community/tags/python) [![digitalocean.com: Automating GitOps and Continuous Delivery With DigitalOcean Kubernetes (Terraform, Helm and Flux)](){: style="width:7%"}](https://www.digitalocean.com/community/tech-talks/automating-gitops-and-continuous-delivery-with-digitalocean-kubernetes) [![digitalocean.com: Building a REST API With Django REST Framework](){: style="width:7%"}](https://www.digitalocean.com/community/tech-talks/building-a-rest-api-with-django-rest-framework) [![digitalocean.com: Automating GitOps and Continuous Delivery With DigitalOcean' Kubernetes (Terraform, Helm and Flux)](){: style="width:7%"}](https://www.digitalocean.com/community/tech_talks/automating-gitops-and-continuous-delivery-with-digitalocean-kubernetes) [![digitalocean.com: Building a REST API With Django REST Framework](){: style="width:7%"}](https://www.digitalocean.com/community/tech_talks/building-a-rest-api-with-django-rest-framework) [![Community Tools 🌟](){: style="width:7%"}](https://www.digitalocean.com/community/tools)

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+[![digitalocean.com: How To Structure a Terraform Project 🌟](){: style="width:7%"}](https://www.digitalocean.com/community/tutorials/how-to-structure-a-terraform-project) [![digitalocean.com: How To Use Journalctl to View and Manipulate Systemd Logs 🌟](){: style="width:7%"}](https://www.digitalocean.com/community/tutorials/how-to-use-journalctl-to-view-and-manipulate-systemd-logs) [![digitalocean.com: How To Use the Python Map Function 🌟](){: style="width:7%"}](https://www.digitalocean.com/community/tutorials/how-to-use-the-python-map-function) [![digitalocean.com: How To Use WHERE Clauses in SQL](){: style="width:7%"}](https://www.digitalocean.com/community/tutorials/how-to-use-where-clauses-in-sql) [![journaldev.com](){: style="width:7%"}](https://www.digitalocean.com/community/tutorials/maven-commands-options-cheat-sheet) [![None](){: style="width:7%"}](https://www.digitalocean.com/community/tutorials/understanding-data-types-in-javascript) [![App Platform](){: style="width:7%"}](https://www.digitalocean.com/docs/app-platform) [![DigitalOcean Kubernetes: DOKS Cluster Autoscaler](){: style="width:7%"}](https://www.digitalocean.com/docs/kubernetes/how-to/autoscale) [![Digital Ocean pricing](){: style="width:7%"}](https://www.digitalocean.com/pricing) [![Digital Ocean Kubernetes (DOKS)](){: style="width:7%"}](https://www.digitalocean.com/products/kubernetes) [![digitalocean.com: Kubernetes for startups: Why, when, and how to adopt](){: style="width:7%"}](https://www.digitalocean.com/resources/articles/kubernetes-for-startups)

+[![Create a GUI Application Using Qt and Python in Minutes: Example Web Browser](){: style="width:7%"}](https://www.digitalpeer.com/blog/create-a-gui-application-using-qt-and-python-in-minutes-example-web-browser) [![dlford.io: Orchestrate Your Systems with Ansible Playbooks - How to Home Lab Part 10 🌟](){: style="width:7%"}](https://www.dlford.io/ansible-orchestration-how-to-home-lab-part-10) [![docker.com: Announcing the Compose Specification 🌟](){: style="width:7%"}](https://www.docker.com/blog/announcing-the-compose-specification) [![Awesome-Compose: Application samples](){: style="width:7%"}](https://www.docker.com/blog/awesome-compose-app-samples-for-project-dev-kickoff) [![docker.com: Containerized Python Development – Part 1](){: style="width:7%"}](https://www.docker.com/blog/containerized-python-development-part-1) [![docker.com: Containerized Python Development – Part 2](){: style="width:7%"}](https://www.docker.com/blog/containerized-python-development-part-2) [![docker.com: Containerized Python Development – Part 3](){: style="width:7%"}](https://www.docker.com/blog/containerized-python-development-part-3) [![Creating the best Linux Development experience on Windows & WSL 2](){: style="width:7%"}](https://www.docker.com/blog/creating-the-best-linux-development-experience-on-windows-wsl-2) [![docker.com: Kubernetes in Production Environments](){: style="width:7%"}](https://www.docker.com/blog/dear-moby-2-kubernetes-in-production) [![docker.com: Docker Compose for Amazon ECS Now Available](){: style="width:7%"}](https://www.docker.com/blog/docker-compose-for-amazon-ecs-now-available) [![Docker Desktop & WSL 2 – Backport Update](){: style="width:7%"}](https://www.docker.com/blog/docker-desktop-wsl-2-backport-update)

+[![docker.com: Docker Github Actions](){: style="width:7%"}](https://www.docker.com/blog/docker-github-actions) [![Docker Hardened Images for Every Developer](){: style="width:7%"}](https://www.docker.com/blog/docker-hardened-images-for-every-developer) [![docker.com: Docker Hub Experimental CLI tool](){: style="width:7%"}](https://www.docker.com/blog/docker-hub-experimental-cli-tool) [![From Docker Straight to AWS](){: style="width:7%"}](https://www.docker.com/blog/from-docker-straight-to-aws) [![docker.com: How to Develop Inside a Container Using Visual Studio Code Remote' Containers 🌟](){: style="width:7%"}](https://www.docker.com/blog/how-to-develop-inside-a-container-using-visual-studio-code-remote-containers) [![docker.com: How to Train and Deploy a Linear Regression Model Using PyTorch' – Part 1 (Machine Learning)](){: style="width:7%"}](https://www.docker.com/blog/how-to-train-and-deploy-a-linear-regression-model-using-pytorch-part-1) [![How To Use the Official NGINX Docker Image](){: style="width:7%"}](https://www.docker.com/blog/how-to-use-the-official-nginx-docker-image) [![docker.com: Intro Guide to Dockerfile Best Practices](){: style="width:7%"}](https://www.docker.com/blog/intro-guide-to-dockerfile-best-practices) [![docker.com: Docker Compose: What’s New, What’s Changing, What’s Next](){: style="width:7%"}](https://www.docker.com/blog/new-docker-compose-v2-and-v1-deprecation) [![docker.com: Reduce Your Image Size with the Dive-In Docker Extension](){: style="width:7%"}](https://www.docker.com/blog/reduce-your-image-size-with-the-dive-in-docker-extension) [![docker.com: Speed Up Your Development Flow With These Dockerfile Best Practices](){: style="width:7%"}](https://www.docker.com/blog/speed-up-your-development-flow-with-these-dockerfile-best-practices)

+[![==docker.com: Docker and Ambassador Labs Announce Telepresence for Docker,' Improving the Kubernetes Development Experience== 🌟](){: style="width:7%"}](https://www.docker.com/blog/telepresence-for-docker) [![docker.com: Top Questions for Getting Started with Docker 🌟](){: style="width:7%"}](https://www.docker.com/blog/top-questions-for-getting-started-with-docker) [![docker.com: Year in Review: The Most Viewed Docker Blog Posts of 2020 Part' 1 🌟](){: style="width:7%"}](https://www.docker.com/blog/year-in-review-the-most-viewed-docker-blog-posts-of-2020-part-1) [![docker.com: Year in Review: The Most Viewed Docker Blog Posts of 2020 Part 2 🌟](){: style="width:7%"}](https://www.docker.com/blog/year-in-review-the-most-viewed-docker-blog-posts-of-2020-part-2) [![Docker for LLMs](){: style="width:7%"}](https://www.docker.com/llm) [![Docker](){: style="width:7%"}](https://www.docker.com/products/container-runtime) [![None](){: style="width:7%"}](https://www.docker.com/products/telepresence-for-docker) [![doppler.com: Using Environment Variables in Python for App Configuration 🌟](){: style="width:7%"}](https://www.doppler.com/blog/environment-variables-in-python) [![dotnetcurry.com](){: style="width:7%"}](https://www.dotnetcurry.com) [![dotnetcurry.com: Kubernetes for ASP.NET Core Developers – Introduction, Architecture, Hands-On](){: style="width:7%"}](https://www.dotnetcurry.com/aspnet-core/kubernetes-for-developers) [![dotnetcurry.com: Customization of Work Items in Azure DevOps and Azure DevOps Server 2020](){: style="width:7%"}](https://www.dotnetcurry.com/devops/workitem-customize-azure-devops-server-2020)

+[![dotnetcurry.com: Microservices Architecture Pattern 🌟](){: style="width:7%"}](https://www.dotnetcurry.com/microsoft-azure/microservices-architecture) [![Microsoft Visual Studio Team Services (VSTS)](){: style="width:7%"}](https://www.dotnetcurry.com/visualstudio/1322/what-is-visual-studio-team-system-vsts) [![dotnettricks.com: Kubernetes vs Docker: Analyzing The Differences](){: style="width:7%"}](https://www.dotnettricks.com/learn/docker/kubernetes-vs-docker-analyzing-the-differences) [![downloadkubernetes.com: Download Kubernetes 🌟](){: style="width:7%"}](https://www.downloadkubernetes.com) [![dqindia.com: Secure your CI/CD pipeline with these tips from experts](){: style="width:7%"}](https://www.dqindia.com/secure-cicd-pipeline-tips-experts) [![diagrams.net](){: style="width:7%"}](https://www.drawio.com) [![None](){: style="width:7%"}](https://www.drawio.com/blog/drawio-aws-cloudcraft) [![Drone](){: style="width:7%"}](https://www.drone.io) [![dronov.net: Terraform, the terrible](){: style="width:7%"}](https://www.dronov.net/2024/02/22/terraform-the-terrible-en.html) [![Drools](){: style="width:7%"}](https://www.drools.org) [![Dynatrace 🌟](){: style="width:7%"}](https://www.dynatrace.com)

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+[![None](){: style="width:7%"}](https://www.dynatrace.com/news/blog/introducing-kafka-process-monitoring-beta) [![dynatrace.com: Kubernetes vs Docker: What’s the difference?](){: style="width:7%"}](https://www.dynatrace.com/news/blog/kubernetes-vs-docker) [![dynatrace.com: Log4Shell vulnerability discovery and mitigation require automatic and intelligent observability](){: style="width:7%"}](https://www.dynatrace.com/news/blog/log4shell-vulnerability-discovery-and-mitigation) [![dynatrace.com: Monitoring of Kubernetes Infrastructure for day 2 operations](){: style="width:7%"}](https://www.dynatrace.com/news/blog/monitoring-of-kubernetes-infrastructure-for-day-2-operations) [![dynatrace.com: New Dynatrace Operator elevates cloud-native observability' for Kubernetes](){: style="width:7%"}](https://www.dynatrace.com/news/blog/new-dynatrace-operator-elevates-cloud-native-observability-for-kubernetes) [![dynatrace.com: optimizing jenkins to ensure fast build times with dynatrace](){: style="width:7%"}](https://www.dynatrace.com/news/blog/optimizing-jenkins-to-ensure-fast-build-times-with-dynatrace) [![Successful Kubernetes Monitoring – Three Pitfalls to Avoid](){: style="width:7%"}](https://www.dynatrace.com/news/blog/successful-kubernetes-monitoring-3-pitfalls-to-avoid) [![dynatrace.com: The Power of OpenShift, The Visibility of Dynatrace](){: style="width:7%"}](https://www.dynatrace.com/news/blog/the-power-of-openshift-the-visibility-of-dynatrace) [![dynatrace.com: What are microservices? All you need to know](){: style="width:7%"}](https://www.dynatrace.com/news/blog/what-are-microservices) [![dynatrace.com: Container security: What it is, why it’s tricky, and how' to do it right](){: style="width:7%"}](https://www.dynatrace.com/news/blog/what-is-container-security) [![dynatrace.com: What is keptn, how it works and how to get started!](){: style="width:7%"}](https://www.dynatrace.com/news/blog/what-is-keptn-how-it-works-and-how-to-get-started)

+[![dynatrace.com: Monitoring of Kubernetes Infrastructure for day 2 operations](){: style="width:7%"}](https://www.dynatrace.com/news/blog/what-is-kubernetes-2) [![dynatrace.com: What is observability? Not just logs, metrics and traces](){: style="width:7%"}](https://www.dynatrace.com/news/blog/what-is-observability-2) [![dynatrace.com: The Power of OpenShift, The Visibility of Dynatrace](){: style="width:7%"}](https://www.dynatrace.com/news/blog/what-is-openshift-2) [![None](){: style="width:7%"}](https://www.dynatrace.com/news/blog/what-is-opentelemetry) [![dynatrace.com: What isβ€― OpenTelemetry?β€―An open-source standard for logs,' metrics, and traces](){: style="width:7%"}](https://www.dynatrace.com/news/blog/what-is-opentelemetry-2) [![dynatrace.com: Why conventional observability fails in Kubernetes environmentsβ€”A' real-world use case 🌟](){: style="width:7%"}](https://www.dynatrace.com/news/blog/why-conventional-observability-fails-in-kubernetes-environments-a-real-world-use-case) [![dynatrace.com: What is keptn, how it works and how to get started!](){: style="width:7%"}](https://www.dynatrace.com/news/blogwhat-is-keptn-how-it-works-and-how-to-get-started) [![engineering.dynatrace.com: Kubernetes Security Best Practices -Part 1: Role Based Access Control (RBAC)](){: style="width:7%"}](https://www.dynatrace.com/news/engineering) [![dynatrace.com: Log4Shell vulnerability](){: style="width:7%"}](https://www.dynatrace.com/news/tag/log4shell) [![dynatrace.com: Log4Shell vulnerability](){: style="width:7%"}](https://www.dynatrace.com/resource-center/log4j-vulnerability) [![rookout.com: Developer Tools for Kubernetes in 2021: Helm, Kustomize, and Skaffold (Part 1)](){: style="width:7%"}](https://www.dynatrace.com/solutions/observability-for-developers)

+[![None](){: style="width:7%"}](https://www.dynatrace.com/solutions/observability-for-developers/-development-machines-part-5) [![None](){: style="width:7%"}](https://www.dynatrace.com/solutions/observability-for-developers/-part-2) [![None](){: style="width:7%"}](https://www.dynatrace.com/solutions/observability-for-developers/-part-3) [![dynatrace.com: Deploy OneAgent on OpenShift Container Platform](){: style="width:7%"}](https://www.dynatrace.com/support/help/cloud-platforms/openshift/full-stack/deploy-oneagent-on-openshift-container-platform) [![None](){: style="width:7%"}](https://www.dynatrace.com/support/help/technology-support/application-software/other-technologies/supported-out-of-the-box/activemq) [![None](){: style="width:7%"}](https://www.dynatrace.com/support/help/technology-support/application-software/other-technologies/supported-out-of-the-box/kafka) [![dynatrace.com: openshift monitoring](){: style="width:7%"}](https://www.dynatrace.com/technologies/openshift-monitoring) [![Eclipse JKube 🌟](){: style="width:7%"}](https://www.eclipse.org/jkube) [![eclipse.org: Migration Guide for projects using Fabric8 Maven Plugin to' Eclipse JKube 🌟](){: style="width:7%"}](https://www.eclipse.org/jkube/docs/migration-guide) [![None](){: style="width:7%"}](https://www.eclipse.org/openj9) [![educative.io: A deep dive into Kubernetes Deployment strategies](){: style="width:7%"}](https://www.educative.io/blog/kubernetes-deployments-strategies)

+[![educative.io: An Introduction to Microservice Principles and Concepts](){: style="width:7%"}](https://www.educative.io/courses/introduction-microservice-principles-concepts) [![educative.io/courses/the-kubernetes-course: Learn Kubernetes: A Deep Dive 🌟🌟🌟](){: style="width:7%"}](https://www.educative.io/courses/learn-kubernetes) [![None](){: style="width:7%"}](https://www.educative.io/courses/learn-kubernetes/pods) [![==educative.io/courses/the-kubernetes-course: Learn Kubernetes: A Deep Dive==' 🌟🌟🌟](){: style="width:7%"}](https://www.educative.io/courses/the-kubernetes-course) [![educative.io/courses/the-kubernetes-course: Pods](){: style="width:7%"}](https://www.educative.io/courses/the-kubernetes-course/RMmq5M6Gp8R) [![edureka.co: Ansible Cheat Sheet – A DevOps Quick Start Guide](){: style="width:7%"}](https://www.edureka.co/blog/cheatsheets/ansible-cheat-sheet-guide) [![edureka.co: Jenkins Cheat Sheet 🌟](){: style="width:7%"}](https://www.edureka.co/blog/cheatsheets/jenkins-cheat-sheet) [![edureka.co: Kubernetes Networking – A Comprehensive Guide To The Networking Concepts In Kubernetes](){: style="width:7%"}](https://www.edureka.co/blog/kubernetes-networking) [![dureka.co: What Is Ansible?](){: style="width:7%"}](https://www.edureka.co/blog/what-is-ansible) [![edx.org](){: style="width:7%"}](https://www.edx.org) [![edx.org: Introduction to Kubernetes (free)](){: style="width:7%"}](https://www.edx.org/course/introduction-to-kubernetes)

+[![None](){: style="width:7%"}](https://www.edx.org/learn/kubernetes/the-linux-foundation-introduction-to-kubernetes) [![eficode.com: The future of Kubernetes – and why developers should look beyond Kubernetes in 2022](){: style="width:7%"}](https://www.eficode.com/blog/the-future-of-kubernetes-and-why-developers-should-look-beyond-kubernetes-in-2022) [![eksworkshop.com 🌟](){: style="width:7%"}](https://www.eksworkshop.com) [![elastic.co: Elastic and AWS: Accelerating the cloud migration journey](){: style="width:7%"}](https://www.elastic.co/blog/elastic-and-aws-accelerate-your-cloud-migration-journey) [![Monitoring Java applications with Elastic: Getting started with the Elastic' APM Java Agent](){: style="width:7%"}](https://www.elastic.co/blog/monitoring-java-applications-and-getting-started-with-the-elastic-apm-java-agent) [![elastic.co: Using the Elastic APM Java Agent on Kubernetes](){: style="width:7%"}](https://www.elastic.co/blog/using-elastic-apm-java-agent-on-kubernetes-k8s) [![Elastic APM Server](){: style="width:7%"}](https://www.elastic.co/docs/solutions/observability/apm) [![elastic.co: How to configure Elastic Cloud on Kubernetes with SAML and hot-warm-cold architecture](){: style="width:7%"}](https://www.elastic.co/es/blog/how-to-configure-elastic-cloud-on-kubernetes-with-saml-and-hot-warm-cold-architecture) [![Elastic APM Server](){: style="width:7%"}](https://www.elastic.co/guide/en/apm/get-started/current/components.html) [![None](){: style="width:7%"}](https://www.elastic.co/guide/en/kibana/5.6/introduction.html) [![Kibana Docs](){: style="width:7%"}](https://www.elastic.co/guide/index.html)

+[![Kibana](){: style="width:7%"}](https://www.elastic.co/kibana) [![Elastic APM](){: style="width:7%"}](https://www.elastic.co/observability/application-performance-monitoring) [![Elastic APM](){: style="width:7%"}](https://www.elastic.co/products/apm) [![kibana](){: style="width:7%"}](https://www.elastic.co/products/kibana) [![Mininimum elasticsearch requirement is 6.2.x or higher](){: style="width:7%"}](https://www.elastic.co/support/matrix) [![elconfidencial.com: La mejor forma de decirle a tu jefe que estΓ‘s hasta arriba y no puedes mΓ‘s con tanto trabajo](){: style="width:7%"}](https://www.elconfidencial.com/alma-corazon-vida/2022-02-14/jefe-trabajo-empleo-quemado-no-puedes_3372444) [![blogs.elconfidencial.com: Luca de Meo y Lawrence Stroll: por quΓ© el ego es el peor enemigo del gestor en la FΓ³rmula 1](){: style="width:7%"}](https://www.elconfidencial.com/deportes/tribuna/2022-08-03/alpine-aston-martin-lawrence-stroll-luca-de-meo_3470693) [![elconfidencial.com: Esta psicΓ³loga ha estudiado a los capullos de tu empresa y sabe por quΓ© se comportan asΓ­](){: style="width:7%"}](https://www.elconfidencial.com/espana/2022-03-18/tessa-west-psicologa-capullos-trabajo_3392185) [![elconfidencial.com: ΒΏQuΓ© negociar en el acuerdo de teletrabajo? GuΓ­a prΓ‘ctica para empresas y empleados](){: style="width:7%"}](https://www.elconfidencial.com/juridico/2021-09-27/negociar-acuerdo-teletrabajo-guia-practica-empresas_3295723) [![elconfidencial.com: Olvida RRHH, ahora es el Departamento de DiversiΓ³n: la infantilizaciΓ³n del paΓ­s de las 6.000 'startups'](){: style="width:7%"}](https://www.elconfidencial.com/mundo/2023-03-10/milenializacion-mercado-laboral-israeli-startups_3551800) [![ΒΏInformΓ‘tico explotado en una consultora? Las webs para β€˜freelances’ te salvarΓ‘n la vida](){: style="width:7%"}](https://www.elconfidencial.com/tecnologia/2018-05-12/informatico-freelance-carnica-freelancer-yeeply_1562518)

+[![elconfidencial.com: El futuro de internet ya estÑ aquí y se llama Web3, pero casi nadie sabe de qué se trata](){: style="width:7%"}](https://www.elconfidencial.com/tecnologia/2021-12-12/el-futuro-de-internet-ya-esta-aqui-y-se-llama-web3-pero-casi-nadie-sabe-lo-que-es_3339244) [![elconfidencial.com: La batalla entre Google y Meta que nadie esperaba: revolucionar la biología 🌟](){: style="width:7%"}](https://www.elconfidencial.com/tecnologia/ciencia/2022-11-18/carrera-google-meta-revolucionar-biologia_3520865) [![blogs.elconfidencial.com: El talento atrofiado: por qué en España escasean los profesionales de alto nivel](){: style="width:7%"}](https://www.elconfidencial.com/tecnologia/tribuna/2021-06-02/talento-informatica-startups-silicon-valley-google_3112087) [![blogs.elconfidencial.com: Los españoles somos mÑs improductivos que nunca y el problema no es de los empleados](){: style="width:7%"}](https://www.elconfidencial.com/tecnologia/tribuna/2022-02-12/productividad-tecnologia-startups-apps_3373786) [![eleconomista.es: El acceso a financiación, una barrera (casi) infranqueable' para los autónomos](){: style="width:7%"}](https://www.eleconomista.es/actualidad/noticias/11361634/08/21/El-acceso-a-financiacion-una-barrera-casi-infranqueable-para-los-autonomos.html) [![eleconomista.es: Solo el 13% de autónomos en tarifa plana 'sobrevive' después de 24 meses](){: style="width:7%"}](https://www.eleconomista.es/economia/noticias/11338080/07/21/Solo-el-13-de-autonomos-en-tarifa-plana-sobrevive-despues-de-24-meses.html) [![eleconomista.es: Estas son las cuotas de los autónomos a la Seguridad Social' y los derechos que garantizan](){: style="width:7%"}](https://www.eleconomista.es/economia/noticias/11368404/08/21/Estas-son-las-cuotas-de-los-autonomos-a-la-Seguridad-Social-y-los-derechos-que-garantizan.html) [![eleconomista.es: Estos son los gastos de los autónomos que no se pueden' deducir en el IVA](){: style="width:7%"}](https://www.eleconomista.es/economia/noticias/11390425/09/21/Estos-son-los-gastos-de-los-autonomos-que-no-se-pueden-deducir-en-el-IVA.html) [![eleconomista.es: La ayuda del SEPE a los autónomos: así pueden cobrar el' paro a la vez que trabajan](){: style="width:7%"}](https://www.eleconomista.es/economia/noticias/11391909/09/21/La-ayuda-del-SEPE-a-los-autonomos-asi-pueden-cobrar-el-paro-a-la-vez-que-trabajan.html) [![eleconomista.es: Giga Press, la colosal mÑquina de Tesla que ha revolucionado' la fabricación de coches eléctricos](){: style="width:7%"}](https://www.eleconomista.es/motor/noticias/12630740/01/24/giga-press-la-colosal-maquina-de-tesla-que-ha-revolucionado-la-fabricacion-de-coches-electricos.html) [![eleconomista.es: Cómo es un mal jefe y qué debe aprender para liderar mejor' su empresa (y ser feliz)](){: style="width:7%"}](https://www.eleconomista.es/status/noticias/10679296/07/20/Como-es-un-mal-jefe-y-que-debe-aprender-para-liderar-mejor-su-empresa-y-ser-feliz.html)

+[![www.electron.build](){: style="width:7%"}](https://www.electron.build) [![element7.io: A Hidden Gem: Two Ways to Improve AWS Fargate Container Launch Times](){: style="width:7%"}](https://www.element7.io/2022/10/a-hidden-gem-two-ways-to-improve-aws-fargate-container-launch-times) [![elespanol.com: Mainframe: repaso de pasado y futuro a una tecnología de' 1944 que se resiste a morir](){: style="width:7%"}](https://www.elespanol.com/invertia/disruptores-innovadores/innovadores/tecnologicas/20230416/mainframe-repaso-pasado-futuro-tecnologia-resiste-morir/756174490_0.html) [![elespanol.com: Mainframe: repaso de pasado y futuro a una tecnología de 1944 que se resiste a morir](){: style="width:7%"}](https://www.elespanol.com/invertia/disruptores/grandes-actores/tecnologicas/20230416/mainframe-repaso-pasado-futuro-tecnologia-resiste-morir/756174490_0.html) [![elespanol.com: Qué tipos de jefes hay y cómo trabajar con ellos sin desfallecer: los consejos de Maribel Garben](){: style="width:7%"}](https://www.elespanol.com/reportajes/20211211/tipos-trabajar-sin-desfallecer-consejos-maribel-garben/633687616_0.html) [![elfinanciero.com.mx: Tu jefe no siempre tiene la razón: ¿de qué manera puedes contradecirlo?](){: style="width:7%"}](https://www.elfinanciero.com.mx/empresas/2021/07/06/tu-jefe-no-siempre-tiene-la-razon-de-que-manera-puedes-contradecirlo) [![empathy.co: HAT: CI/CD for Deploying Cloud Native Applications](){: style="width:7%"}](https://www.empathy.co/blog/hat-ci-cd-for-deploying-cloud-native-applications) [![getbetterdevops.io: Build Docker Images Using Ansible and Packer](){: style="width:7%"}](https://www.empowersurvivors.net) [![engineeringmanagement.info: Planning and Schedule Free Templates](){: style="width:7%"}](https://www.engineeringmanagement.info/2017/02/planning-and-schedule-free-templates.html) [![None](){: style="width:7%"}](https://www.enmilocalfunciona.io/aprende-a-configurar-thanos-usando-docker-compose) [![Mostrando resultados de Jenkins en Grafana mediante InfluxDB 🌟](){: style="width:7%"}](https://www.enmilocalfunciona.io/mostrando-resultados-de-jenkins-en-grafana-mediante-influxdb)

+[![enriquedans.com: El desastre del software y la automociΓ³n](){: style="width:7%"}](https://www.enriquedans.com/2023/12/el-desastre-del-software-y-la-automocion.html) [![enter.co: Estos son los 10 lenguajes de programaciΓ³n mΓ‘s populares en 2021](){: style="width:7%"}](https://www.enter.co/especiales/dev/herramientas-dev/estos-son-los-10-lenguajes-de-programacion-mas-populares-en-2021) [![enterpriseai.news: Red Hat’s Disruption of CentOS Unleashes Storm of Dissent](){: style="width:7%"}](https://www.enterpriseai.news/2021/01/22/red-hats-disruption-of-centos-unleashes-storm-of-dissent) [![Monolithic versus Microservice architecture](){: style="width:7%"}](https://www.enterprisetimes.co.uk/2020/07/23/monolithic-versus-microservice-architecture) [![entrepreneur.com: Which Project Management Timeline Tool Is Right for Your Team?](){: style="width:7%"}](https://www.entrepreneur.com) [![entrepreneur.com: Las 10 preguntas que debes hacerte para saber si eres' un buen lΓ­der](){: style="width:7%"}](https://www.entrepreneur.com/article/267642) [![entrepreneur.com: Which Project Management Timeline Tool Is Right for Your' Team?](){: style="width:7%"}](https://www.entrepreneur.com/article/356991) [![entrepreneur.com: ΒΏCΓ³mo manejar un equipo que trabaja desde sus casas?](){: style="width:7%"}](https://www.entrepreneur.com/article/365880) [![env0.com: Ansible vs Terraform: Choose One or Use Both?](){: style="width:7%"}](https://www.env0.com/blog/ansible-vs-terraform-when-to-choose-one-or-use-them-together) [![env0.com: Automated Drift Detection 🌟](){: style="width:7%"}](https://www.env0.com/blog/automated-drift-detection-with-env0) [![env0.com: How to Use Terraform Providers](){: style="width:7%"}](https://www.env0.com/blog/how-to-use-terraform-providers)

+[![env0.com: We’re Opensourcing Terratag to Make Multicloud Resource Tagging Easier](){: style="width:7%"}](https://www.env0.com/blog/were-opensourcing-terratag-to-make-multicloud-resource-tagging-easier) [![envoyproxy.io](){: style="width:7%"}](https://www.envoyproxy.io) [![xDS REST and gRPC protocol](){: style="width:7%"}](https://www.envoyproxy.io/docs/envoy/latest/api-docs/xds_protocol) [![getenvoy.io](){: style="width:7%"}](https://www.envoyproxy.io/docs/envoy/latest/start/install) [![equalexperts.com: Event driven architecture: the good, the bad, and the ugly 🌟](){: style="width:7%"}](https://www.equalexperts.com/blog/tech-focus/event-driven-architecture-the-good-the-bad-and-the-ugly) [![esquire.com: ΒΏPor quΓ© tu empresa no quiere que teletrabajes?](){: style="width:7%"}](https://www.esquire.com/es/trabajo/a37314227/teletrabajo-volver-oficina) [![estrategiadeproducto.com: La espiral de mierda](){: style="width:7%"}](https://www.estrategiadeproducto.com/p/evitar-caer-espiral-de-mierda) [![estrategiadeproducto.com: La segunda mayor mentira sobre Product Management](){: style="width:7%"}](https://www.estrategiadeproducto.com/p/segunda-mayor-mentira-product-management) [![europeclouds.com: Implementing Aqua Security to Secure Kubernetes](){: style="width:7%"}](https://www.europeclouds.com/blog/implementing-aqua-security-to-secure-kubernetes) [![euroresidentes.com: La intimidaciΓ³n verbal en la empresa](){: style="width:7%"}](https://www.euroresidentes.com/empresa/exito-empresarial/la-intimidacin-verbal-en-la-empresa) [![==eventstore.com: Service-Oriented Architecture vs Event-Driven Architecture==' 🌟](){: style="width:7%"}](https://www.eventstore.com/blog/service-oriented-architecture-vs-event-driven-architecture)

+[![ewsolutions.com: Worst Project Management Practices](){: style="width:7%"}](https://www.ewsolutions.com/worst-project-management-practices) [![eximiaco.tech: when to choose Kubernetes? 🌟](){: style="width:7%"}](https://www.eximiaco.tech/en/2020/06/03/3-facts-to-consider-before-adopting-kubernetes) [![expansion.com: El 'amiguismo' en las relaciones de trabajo](){: style="width:7%"}](https://www.expansion.com/expansion-empleo/desarrollo-de-carrera/2022/01/28/61f40e29e5fdea61738b45aa.html) [![experfy.com e-learning: Effective Jenkins - Continuous Delivery and Continuous' Integration](){: style="width:7%"}](https://www.experfy.com/training/courses/effective-jenkins-continuous-delivery-and-continuous-integration) [![A Sip of Conflict - Exploratorium](){: style="width:7%"}](https://www.exploratorium.edu/exhibits/a-sip-of-conflict) [![threatstack.com: 50 Best AWS CloudWatch Tutorials](){: style="width:7%"}](https://www.f5.com/company/blog) [![Threat Stack](){: style="width:7%"}](https://www.f5.com/products/distributed-cloud-services) [![nginx.com: Automating Multi-Cluster DNS with NGINX Ingress Controller](){: style="width:7%"}](https://www.f5.com/products/nginx) [![None](){: style="width:7%"}](https://www.f5.com/products/nginx/resources/library/complete-nginx-cookbook) [![BMW IT-Zentrum](){: style="width:7%"}](https://www.facebook.com/pages/BMW-IT-Zentrum/122968844423716) [![None](){: style="width:7%"}](https://www.facilcloud.com/noticias/?p=1294&lang=es_ES)

+[![fairwinds.com: Never Should You Ever In Kubernetes Part 4: Three K8s Efficiency Mistakes](){: style="width:7%"}](https://www.fairwinds.com/blog/3-kubernetes-efficiency-mistakes) [![fairwinds.com: Never Should You Ever In Kubernetes Part 3: 6 K8s Reliability Mistakes](){: style="width:7%"}](https://www.fairwinds.com/blog/6-kubernetes-reliability-mistakes) [![fairwinds.com: Configuration Drift in Kubernetes - What Is It and Why it Matters 🌟](){: style="width:7%"}](https://www.fairwinds.com/blog/configuration-drift-kubernetes) [![None](){: style="width:7%"}](https://www.fairwinds.com/blog/fairwinds-polaris-kubernetes-open-source-configuration-validation) [![fairwinds.com: Kubernetes Best Practice: How to (Correctly) Set Resource' Requests and Limits](){: style="width:7%"}](https://www.fairwinds.com/blog/how-to-correctly-set-resource-requests-and-limits) [![fairwinds.com: An Intro to Kubernetes Best Practices: Start Your K8s Right](){: style="width:7%"}](https://www.fairwinds.com/blog/intro-kubernetes-best-practices) [![fairwinds.com: K8s Clinic: How to Run Kubernetes Securely and Efficiently 🌟](){: style="width:7%"}](https://www.fairwinds.com/blog/k8s-clinic-how-to-run-kubernetes-securely-and-efficiently) [![fairwinds.com: Never Should You Ever In Kubernetes: #1 Do K8S The Hard Way](){: style="width:7%"}](https://www.fairwinds.com/blog/never-should-you-ever-in-kubernetes-1-do-k8s-the-hard-way) [![fairwinds.com: Never Should You Ever In Kubernetes Part 2: Kubernetes Security Mistakes](){: style="width:7%"}](https://www.fairwinds.com/blog/never-should-you-ever-in-kubernetes-part-2-kubernetes-security-mistakes) [![fairwinds.com: Over-Provisioned and Over-Permissioned Containers & Kubernetes](){: style="width:7%"}](https://www.fairwinds.com/blog/over-provisioned-and-over-permissioned-containers-kubernetes) [![fairwinds.com: Top 12 Kubernetes Resources: Learn and Stay Up-to-Date](){: style="width:7%"}](https://www.fairwinds.com/blog/top-12-kubernetes-resources)

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+[![genbeta.com: Red Hat Enterprise Linux lanza una versiΓ³n a bajo costo para llegar a mΓ‘s pΓΊblico de sectores de investigaciΓ³n y acadΓ©mico](){: style="width:7%"}](https://www.genbeta.com/actualidad/red-hat-enterprise-linux-lanza-version-a-costo-para-llegar-a-publico-sectores-investigacion-academico) [![genbeta.com: Las reuniones laborales por videollamada nos agotan: esto es lo que pasa si se eliminan y cambian por chats](){: style="width:7%"}](https://www.genbeta.com/actualidad/reuniones-trabajo-nos-agotan-videollamada-se-sabe-que-pasa-se-eliminan-usamos-chats) [![genbeta.com: Twitter quiere contratar a ingenieros de Microsoft: asΓ­ es la prueba que les hacen pasar antes de nada, incluso a los senior](){: style="width:7%"}](https://www.genbeta.com/actualidad/twitter-quiere-contratar-a-ingenieros-microsoft-asi-prueba-que-les-hacen-pasar-antes-nada-incluso-a-senior) [![genbeta.com: 32.000 desarrolladores responden sobre plataformas y lenguajes de programaciΓ³n: JavaScript, AWS, GitHub y Windows, los mΓ‘s usados](){: style="width:7%"}](https://www.genbeta.com/desarrollo/32-000-desarrolladores-responden-plataformas-lenguajes-programacion-javascript-aws-github-windows-usados) [![genbeta.com: Amazon lanza CodeWhisperer, su propia alternativa a GitHub Copilot… que no insertarΓ‘ cΓ³digo ya licenciado sin avisar](){: style="width:7%"}](https://www.genbeta.com/desarrollo/amazon-lanza-codewhisperer-su-propia-alternativa-a-github-copilot-que-no-insertara-codigo-licenciado-avisar) [![genbeta.com: Ciberseguridad en llamas: la presiΓ³n actual es tan grande que la mitad de los expertos sufren ansiedad y quieren dimitir](){: style="width:7%"}](https://www.genbeta.com/desarrollo/ciberseguridad-llamas-presion-actual-grande-que-mitad-expertos-sufren-ansiedad-quieren-renunciar) [![genbeta.com/a-fondo: Cinco repositorios de GitHub tan buenos que son imprescindibles si estΓ‘s aprendiendo o te dedicas a programar](){: style="width:7%"}](https://www.genbeta.com/desarrollo/cinco-repositorios-github-buenos-que-imprescindibles-estas-aprendiendo-te-dedicas-a-programar-1) [![genbeta.com: Hace 20 aΓ±os, este correo de Jeff Bezos en Amazon cambiΓ³ para' siempre la forma en que programamos apps](){: style="width:7%"}](https://www.genbeta.com/desarrollo/hace-20-anos-este-correo-jeff-bezos-amazon-cambio-para-siempre-forma-que-programamos-apps) [![genbeta.com: Hace 20 aΓ±os, este correo de Jeff Bezos en Amazon cambiΓ³ para siempre la forma en que programamos apps](){: style="width:7%"}](https://www.genbeta.com/desarrollo/hace-22-anos-este-correo-jeff-bezos-amazon-cambio-para-siempre-forma-que-programamos-apps) [![genbeta.com: Ya hay organizaciones pro-software libre abandonando GitHub por su uso comercial de proyectos open source en Copilot](){: style="width:7%"}](https://www.genbeta.com/desarrollo/hay-organizaciones-pro-software-libre-abandonando-github-su-uso-comercial-proyectos-open-source-copilot) [![genbeta.com: Menos de la mitad de los programadores tienen tΓ­tulos universitarios. Cada vez mΓ‘s desarrolladores aprenden por su cuenta](){: style="width:7%"}](https://www.genbeta.com/desarrollo/mitad-programadores-tienen-titulos-universitarios-cada-vez-desarrolladores-aprenden-su-cuenta)

+[![genbeta.com: Plastic SCM Mergebot: automatizando tu pipeline de desarrollo](){: style="width:7%"}](https://www.genbeta.com/desarrollo/plastic-scm-mergebot-automatizando-tu-pipeline-desarrollo) [![genbeta.com: El software de los coches de Mercedes contiene cΓ³digo abierto y en vez de distribuirlo en GitHub usan un CD](){: style="width:7%"}](https://www.genbeta.com/desarrollo/software-coches-mercedes-contiene-codigo-abierto-vez-distribuirlo-github-usan-cd) [![genbeta.com: Visual Studio Code ya cuenta con una versiΓ³n web (que te permite' mantener tus proyectos en tu disco duro)](){: style="width:7%"}](https://www.genbeta.com/desarrollo/visual-studio-code-cuenta-version-web-que-te-permite-mantener-tus-proyectos-tu-disco-duro) [![genbeta.com: BusyBox, el ejecutable que agrupa casi 200 utilidades Unix de lΓ­nea de comandos (y que puedes usar tambiΓ©n en Windows o Android)](){: style="width:7%"}](https://www.genbeta.com/herramientas/busybox-ejecutable-que-agrupa-casi-200-utilidades-gnu-linea-comandos-que-puedes-usar-tambien-windows-android) [![genbeta.com: Siete webs (explicadas a fondo) donde encontrar trabajo freelance o autΓ³nomo por si te niegas a volver a la oficina](){: style="width:7%"}](https://www.genbeta.com/web/siete-webs-explicadas-a-fondo-donde-encontrar-trabajo-freelance-autonomo-te-niegas-a-volver-a-oficina) [![gentlydownthe.stream](){: style="width:7%"}](https://www.gentlydownthe.stream) [![None](){: style="width:7%"}](https://www.gestoresderiesgo.com/colaboradores/prohibicion-de-utilizar-programas-informaticos-que-permitan-llevar-una-doble-contabilidad-empresarial) [![getambassador.io: Kubernetes Annotations and Labels: What’s the Difference?](){: style="width:7%"}](https://www.getambassador.io/blog/kubernetes-labels-vs-annotations) [![getambassador.io: Getting Started with Kubernetes for JavaScript Developers](){: style="width:7%"}](https://www.getambassador.io/resources/getting-started-with-kubernetes-for-javascript-developers) [![getcortexapp.com: A guide to the best SRE tools](){: style="width:7%"}](https://www.getcortexapp.com/post/a-guide-to-the-best-sre-tools) [![getcortexapp.com: Why You Need a Microservices Catalog Tool](){: style="width:7%"}](https://www.getcortexapp.com/post/why-you-need-a-microservices-catalog-tool)

+[![getenvoy.io](){: style="width:7%"}](https://www.getenvoy.io) [![Matter](){: style="width:7%"}](https://www.getmatter.com) [![Port](){: style="width:7%"}](https://www.getport.io) [![getpostman.com](){: style="width:7%"}](https://www.getpostman.com) [![getxray.app: 7 benefits of using a Test Management App vs. Excel](){: style="width:7%"}](https://www.getxray.app/blog/7-benefits-of-using-a-test-management-app-vs.-excel) [![getxray.app: Get started with DevOps: principles, best practices and tips](){: style="width:7%"}](https://www.getxray.app/blog/get-started-with-devops-principles-best-practices-and-tips) [![getxray.app: The top 5 software testing trends of 2022](){: style="width:7%"}](https://www.getxray.app/blog/the-top-5-software-testing-trends-of-2022) [![None](){: style="width:7%"}](https://www.giantflyingsaucer.com/blog/?p=5730) [![Giant Swarm](){: style="width:7%"}](https://www.giantswarm.io) [![giantswarm.io:](){: style="width:7%"}](https://www.giantswarm.io/blog/turtles-all-the-way-down-are-still-just-turtles-giant-swarm) [![giffgaff.io: Resizing StatefulSet Persistent Volumes with zero downtime' 🌟](){: style="width:7%"}](https://www.giffgaff.io/tech/resizing-statefulset-persistent-volumes-with-zero-downtime)

+[![giffgaff.io: Using Istio with Nginx ingress](){: style="width:7%"}](https://www.giffgaff.io/tech/using-istio-with-nginx-ingress) [![git-tower.com: Git cheat sheet](){: style="width:7%"}](https://www.git-tower.com/blog/git-cheat-sheet) [![gitbook.com](){: style="width:7%"}](https://www.gitbook.com) [![githubstatus.com 🌟](){: style="width:7%"}](https://www.githubstatus.com) [![githubstatus.com/uptime 🌟](){: style="width:7%"}](https://www.githubstatus.com/uptime) [![gitkraken.com](){: style="width:7%"}](https://www.gitkraken.com) [![gitkraken.com: Branching in Git 🌟](){: style="width:7%"}](https://www.gitkraken.com/learn/git/branch) [![gitkraken.com: How do you rename a Git branch?](){: style="width:7%"}](https://www.gitkraken.com/learn/git/problems/rename-git-branch) [![gitkraken.com: Git Tutorials: Instructional Training Videos 🌟](){: style="width:7%"}](https://www.gitkraken.com/learn/git/tutorials) [![GitKraken Git Cheat](){: style="width:7%"}](https://www.gitkraken.com/pdfs/gitkraken-git-gui-cheat-sheet) [![gitkraken.com: DevOps Tools Report 2020 🌟](){: style="width:7%"}](https://www.gitkraken.com/reports/devops-report-2020)

+[![gitkraken.com: DevOps Tools Report 2020 🌟](){: style="width:7%"}](https://www.gitkraken.com/resources/devops-report-2020) [![GitKraken Git Cheat](){: style="width:7%"}](https://www.gitkraken.com/resources/gitkraken-cheat-sheet) [![gitops.tech: What is GitOps? 🌟](){: style="width:7%"}](https://www.gitops.tech) [![==gitpod.io== 🌟🌟](){: style="width:7%"}](https://www.gitpod.io) [![gitpod.io: VS Code in the browser for everyone](){: style="width:7%"}](https://www.gitpod.io/blog/openvscode-server-launch) [![None](){: style="width:7%"}](https://www.gluster.org) [![gnu.org/software/parallel](){: style="width:7%"}](https://www.gnu.org/software/parallel) [![GoCD](){: style="width:7%"}](https://www.gocd.org) [![goglides.dev: Headless services in Kubernetes Vs Regular Service: What,' Why, and How?](){: style="width:7%"}](https://www.goglides.dev/bkpandey/headless-services-in-kubernetes-what-why-and-how-39fl) [![Think Python](){: style="width:7%"}](https://www.google.com/share.google?q=rRH2WBGGgW1LON3N1) [![Workday and Google Cloud Expand Strategic Partnership to Bring AI Agents for HR and Finance Into Employees' Daily Workflows](){: style="width:7%"}](https://www.googlecloudpresscorner.com/2026-05-28-Workday-and-Google-Cloud-Expand-Strategic-Partnership-to-Bring-AI-Agents-for-HR-and-Finance-Into-Employees-Daily-Workflows&linkId=62100369)

+[![granted.dev](){: style="width:7%"}](https://www.granted.dev) [![greycampus.com: What's the Difference? Agile vs Scrum vs Waterfall vs Kanban](){: style="width:7%"}](https://www.greycampus.com) [![greycampus.com: What's the Difference? Agile vs Scrum vs Waterfall vs Kanban](){: style="width:7%"}](https://www.greycampus.com/blog/agile-and-scrum/agile-vs-scrum-vs-waterfall-vs-kanban) [![None](){: style="width:7%"}](https://www.greycampus.com/blog/agile-management/agile-vs-scrum-vs-waterfall-vs-kanban) [![groundcover.com: Cloud-native CI/CD? Yeah, that’s a thing 🌟](){: style="width:7%"}](https://www.groundcover.com/blog/ci-cd-kubernetes) [![groundcover.com: Failure Is an Option: How to Stay on Top of K8s Container Events](){: style="width:7%"}](https://www.groundcover.com/blog/k8s-container-events) [![gruntwork.io](){: style="width:7%"}](https://www.gruntwork.io) [![blog.gruntwork.io: A comprehensive guide to managing secrets in your Terraform code 🌟🌟🌟](){: style="width:7%"}](https://www.gruntwork.io/blog/a-comprehensive-guide-to-managing-secrets-in-your-terraform-code) [![blog.gruntwork.io: How to manage multiple environments with Terraform 🌟](){: style="width:7%"}](https://www.gruntwork.io/blog/how-to-manage-multiple-environments-with-terraform) [![blog.gruntwork.io: How to use Terraform as a team](){: style="width:7%"}](https://www.gruntwork.io/blog/how-to-use-terraform-as-a-team) [![blog.gruntwork.io: Introducing git-xargs: an open source tool to update multiple GitHub repos](){: style="width:7%"}](https://www.gruntwork.io/blog/introducing-git-xargs-an-open-source-tool-to-update-multiple-github-repos)

+[![blog.gruntwork.io: Introducing: The Gruntwork Module, Service, and Architecture Catalogs](){: style="width:7%"}](https://www.gruntwork.io/blog/introducing-the-gruntwork-module-service-and-architecture-catalogs) [![blog.gruntwork.io: Terraform tips & tricks: loops, if-statements, and gotchas](){: style="width:7%"}](https://www.gruntwork.io/blog/terraform-tips-tricks-loops-if-statements-and-gotchas) [![Why we use Terraform and not Chef, Puppet, Ansible, SaltStack, or CloudFormation](){: style="width:7%"}](https://www.gruntwork.io/blog/why-we-use-terraform-and-not-chef-puppet-ansible-saltstack-or-cloudformation) [![gslab.com: How to Optimize Performance Testing with Apache JMeter and Resources' Monitoring Using DStat](){: style="width:7%"}](https://www.gslab.com/blogs/performance-testing-with-Apache-JMeter) [![guru](){: style="width:7%"}](https://www.guru.com) [![guru99.com](){: style="width:7%"}](https://www.guru99.com) [![guru99.com: Agile Vs Scrum: Know the Difference](){: style="width:7%"}](https://www.guru99.com/agile-vs-scrum.html) [![==guru99.com: Artificial Intelligence Tutorial for Beginners: Learn Basics' of AI== 🌟🌟🌟](){: style="width:7%"}](https://www.guru99.com/ai-tutorial.html) [![guru99.com: Top 19 Ansible Interview Questions and Answers for 2022](){: style="width:7%"}](https://www.guru99.com/ansible-interview-questions.html) [![==guru99.com: CI/CD Pipeline: Learn with Example== 🌟🌟🌟](){: style="width:7%"}](https://www.guru99.com/ci-cd-pipeline.html) [![guru99.com: What is Continuous Testing in DevOps? Definition, Benefits,' Tools](){: style="width:7%"}](https://www.guru99.com/continuous-testing.html)

+[![guru99.com: DevOps Lifecycle: Different Phases Explained with Examples 🌟](){: style="width:7%"}](https://www.guru99.com/devops-lifecycle.html) [![guru99.com: 30 Best DevOps Tools & Technologies](){: style="width:7%"}](https://www.guru99.com/devops-tools.html) [![Guru99.com: Jmeter and BlazeMeter Integration with Jenkins](){: style="width:7%"}](https://www.guru99.com/jenkins-jmeter-blazemeter.html) [![guru99.com: Mutable & Immutable Objects in Python {EXAMPLES} 🌟](){: style="width:7%"}](https://www.guru99.com/mutable-and-immutable-in-python.html) [![guru99.com: SOAP Web Services Tutorial: Simple Object Access Protocol. What' is SOAP?](){: style="width:7%"}](https://www.guru99.com/soap-simple-object-access-protocol.html) [![guru99.com: What is Test Driven Development (TDD)? Tutorial with Example](){: style="width:7%"}](https://www.guru99.com/test-driven-development.html) [![hablemosdenube.com](){: style="width:7%"}](https://www.hablemosdenube.com) [![hackerxone.com: How To Install Kubernetes Dashboard with NodePort in Linux](){: style="width:7%"}](https://www.hackerxone.com/2021/07/10/how-install-kubernetes-dashboard-nodeport-linux) [![hackerxone.com: How to Manage Single & Multiple Kubernetes Clusters using' kubectl & kubectx in Linux](){: style="width:7%"}](https://www.hackerxone.com/2021/07/10/how-manage-single-multiple-kubernetes-clusters-using-kubectl-kubectx-linux) [![hackerxone.com: 13 Steps Guide to Create Kubernetes Cluster on AWS](){: style="width:7%"}](https://www.hackerxone.com/2021/08/20/13-steps-guide-to-create-kubernetes-cluster-on-amazon-web-serviceaws) [![hackerxone.com: Steps to Create Amazon EKS node group on Amazon web Service (AWS)](){: style="width:7%"}](https://www.hackerxone.com/2021/08/25/steps-to-create-amazon-eks-node-group-on-amazon-web-service-aws)

+[![hackingarticles.in: PowerShell for Pentester: Windows Reverse Shell](){: style="width:7%"}](https://www.hackingarticles.in/powershell-for-pentester-windows-reverse-shell) [![haproxy.com: Announcing HAProxy Kubernetes Ingress Controller 1.5 🌟](){: style="width:7%"}](https://www.haproxy.com/blog/announcing-haproxy-kubernetes-ingress-controller-1-5) [![haproxy.com: The HAProxy Enterprise WAF 🌟](){: style="width:7%"}](https://www.haproxy.com/blog/the-haproxy-enterprise-waf) [![HAProxy](){: style="width:7%"}](https://www.haproxy.org) [![harness.io](){: style="width:7%"}](https://www.harness.io) [![harness.io: Introduction to Helm: Charts, Deployments, & More 🌟](){: style="width:7%"}](https://www.harness.io/blog) [![harness.io: Automated DevSecOps with StackHawk and Harness](){: style="width:7%"}](https://www.harness.io/blog/automated-devsecops) [![None](){: style="width:7%"}](https://www.harness.io/blog/autostopping-rules-kubernetes) [![None](){: style="width:7%"}](https://www.harness.io/blog/cd-jenkins-pipelines-harness) [![harness.io: CI/CD Pipeline: Everything You Need to Know 🌟](){: style="width:7%"}](https://www.harness.io/blog/ci-cd-pipeline) [![None](){: style="width:7%"}](https://www.harness.io/blog/continuous-delivery/spinnaker-alternatives)

+[![harness.io: Metrics to Improve Continuous Integration Performance](){: style="width:7%"}](https://www.harness.io/blog/continuous-integration-performance-metrics) [![harness.io: Pipeline Patterns for CI/CD Pipelines 🌟](){: style="width:7%"}](https://www.harness.io/blog/deployment-pipeline-patterns) [![harness.io: 6 Actionable GitOps Best Practices To Help You Get Started](){: style="width:7%"}](https://www.harness.io/blog/gitops-best-practices) [![harness.io: Managing the 'Git' in 'GitOps': 4 Ways to Structure Code in Your GitOps Repos 🌟](){: style="width:7%"}](https://www.harness.io/blog/gitops-repo-structure) [![harness.io: Tutorial: Turning a GitHub Repo Into a Helm Chart Repo](){: style="width:7%"}](https://www.harness.io/blog/helm-chart-repo) [![harness.io: Comparing Helm vs Kustomize 🌟](){: style="width:7%"}](https://www.harness.io/blog/helm-vs-kustomize) [![harness.io: Kubernetes CI/CD Best Practices](){: style="width:7%"}](https://www.harness.io/blog/kubernetes-ci-cd-best-practices) [![harness.io: Kubernetes Mistakes: A Beginner’s Guide To Avoiding Common Pitfalls](){: style="width:7%"}](https://www.harness.io/blog/kubernetes-mistakes) [![harness.io: Kubernetes Services Explained 🌟](){: style="width:7%"}](https://www.harness.io/blog/kubernetes-services-explained) [![harness.io: Introducing Recommendations API: Find Potential Cost Savings Programmatically](){: style="width:7%"}](https://www.harness.io/blog/recommendations-api) [![harness.io: Understanding the Phases of the Software Development Life Cycle](){: style="width:7%"}](https://www.harness.io/blog/software-development-life-cycle)

+[![None](){: style="width:7%"}](https://www.harness.io/blog/spinnaker-alternatives) [![harness.io: Streamlining CI/CD and Optimizing AWS Cloud Spend](){: style="width:7%"}](https://www.harness.io/blog/streamlining-ci-cd) [![harness.io: Tutorial: How to Use the New Vault Agent Integration Method With Harness](){: style="width:7%"}](https://www.harness.io/blog/vault-agent-secrets-management) [![harness.io: What is a CI/CD Platform and why should I care? 🌟](){: style="width:7%"}](https://www.harness.io/blog/what-is-cicd-platform-why-should-i-care) [![split.io: Keystone Flags: Feature Flagging With Less Mess](){: style="width:7%"}](https://www.harness.io/blog?module-name=Feature+Management+%26+Experimentation) [![split.io: Progressive Delivery](){: style="width:7%"}](https://www.harness.io/harness-devops-academy/progressive-delivery) [![harness.io: What is Continuous Integration? 🌟](){: style="width:7%"}](https://www.harness.io/harness-devops-academy/what-is-continuous-integration-ci) [![armory.io: Git Pull Support in Spinnaker](){: style="width:7%"}](https://www.harness.io/products/continuous-delivery) [![overops.com: Strangler Pattern: How to Deal With Legacy Code During the Container Revolution](){: style="width:7%"}](https://www.harness.io/products/service-reliability-management) [![hashicorp.com: 7 ways to optimize cloud spend with Terraform](){: style="width:7%"}](https://www.hashicorp.com/blog/7-ways-to-optimize-cloud-spend-with-terraform) [![A Guide to Cloud Cost Optimization with HashiCorp Terraform 🌟](){: style="width:7%"}](https://www.hashicorp.com/blog/a-guide-to-cloud-cost-optimization-with-hashicorp-terraform)

+[![hashicorp.com: A Kubernetes User's Guide to HashiCorp Nomad Secret Management](){: style="width:7%"}](https://www.hashicorp.com/blog/a-kubernetes-user-s-guide-to-hashicorp-nomad-secret-management) [![hashicorp.com: Accelerate your Terraform development with Amazon CodeWhisperer](){: style="width:7%"}](https://www.hashicorp.com/blog/accelerate-your-terraform-development-with-amazon-codewhisperer) [![hashicorp.com: Accelerating AI adoption on Azure with Terraform](){: style="width:7%"}](https://www.hashicorp.com/blog/accelerating-ai-adoption-on-azure-with-terraform) [![hashicorp.com: Access Google Cloud from HCP Terraform with workload identity](){: style="width:7%"}](https://www.hashicorp.com/blog/access-google-cloud-from-hcp-terraform-with-workload-identity) [![hashicorp.com: Announcing 11 Verified Providers for Terraform](){: style="width:7%"}](https://www.hashicorp.com/blog/announcing-11-verified-providers-for-terraform) [![hashicorp.com: Announcing Azure Stack Hub Provider 1.0](){: style="width:7%"}](https://www.hashicorp.com/blog/announcing-azure-stack-hub-provider-1-0) [![hashicorp.com: Announcing CDK for Terraform 0.1](){: style="width:7%"}](https://www.hashicorp.com/blog/announcing-cdk-for-terraform-0-1) [![hashicorp.com: Announcing General Availability of the HashiCorp Terraform' Cloud Operator for Kubernetes 🌟](){: style="width:7%"}](https://www.hashicorp.com/blog/announcing-general-availability-hashicorp-terraform-cloud-operator-for-kubernetes) [![hashicorp.com: Announcing HashiCorp Terraform 0.15 General Availability](){: style="width:7%"}](https://www.hashicorp.com/blog/announcing-hashicorp-terraform-0-15-general-availability) [![hashicorp.com: Announcing HashiCorp Terraform 1.0 General Availability 🌟](){: style="width:7%"}](https://www.hashicorp.com/blog/announcing-hashicorp-terraform-1-0-general-availability) [![hashicorp.com: Announcing Support for Amazon ECS Anywhere in the Terraform' AWS Provider](){: style="width:7%"}](https://www.hashicorp.com/blog/announcing-launch-day-support-for-amazon-ecs-anywhere-terraform-aws-provider)

+[![hashicorp.com: Announcing Support for Code Signing for AWS Lambda in the' Terraform AWS Provider](){: style="width:7%"}](https://www.hashicorp.com/blog/announcing-support-for-aws-lambda-code-signing-in-the-terraform-aws-provider) [![hashicorp.com: Announcing Terraform AWS Cloud Control Provider Tech Preview](){: style="width:7%"}](https://www.hashicorp.com/blog/announcing-terraform-aws-cloud-control-provider-tech-preview) [![Announcing the HashiCorp Linux Repository](){: style="width:7%"}](https://www.hashicorp.com/blog/announcing-the-hashicorp-linux-repository) [![Announcing the Terraform Visual Studio Code Extension v2.0.0](){: style="width:7%"}](https://www.hashicorp.com/blog/announcing-the-terraform-visual-studio-code-extension-v2-0-0) [![hashicorp.com: Announcing Version 2.0 of the Kubernetes and Helm Providers' for HashiCorp Terraform 🌟](){: style="width:7%"}](https://www.hashicorp.com/blog/announcing-version-2-0-kubernetes-and-helm-providers-for-hashicorp-terraform) [![hashicorp.com: Announcing HashiCorp Waypoint](){: style="width:7%"}](https://www.hashicorp.com/blog/announcing-waypoint) [![hashicorp.com: AWS and HashiCorp Collaborate on New Terraform Modules](){: style="width:7%"}](https://www.hashicorp.com/blog/aws-hashicorp-collaborate-new-terraform-modules) [![hashicorp.com: Use AWS Lambda Extensions to Securely Retrieve Secrets From' HashiCorp Vault](){: style="width:7%"}](https://www.hashicorp.com/blog/aws-lambda-extensions-for-hashicorp-vault) [![Azure Hub-and-Spoke Generally Available for HCP Vault Dedicated](){: style="width:7%"}](https://www.hashicorp.com/blog/azure-hub-and-spoke-generally-available-for-hcp-vault-dedicated) [![hashicorp.com: Beta Support for CRDs in the Terraform Provider for Kubernetes](){: style="width:7%"}](https://www.hashicorp.com/blog/beta-support-for-crds-in-the-terraform-provider-for-kubernetes) [![hashicorp.com: Build a Quick AKS Cluster the Easy Way with Terraform Cloud' 🌟](){: style="width:7%"}](https://www.hashicorp.com/blog/build-a-quick-aks-cluster-the-easy-way-with-terraform-cloud)

+[![==hashicorp.com: Build secure AI applications on Azure with HashiCorp Terraform' and Vault==](){: style="width:7%"}](https://www.hashicorp.com/blog/build-secure-ai-applications-on-azure-with-hashicorp-terraform-and-vault) [![hashicorp.com: Building a secure Azure reference architecture with Terraform](){: style="width:7%"}](https://www.hashicorp.com/blog/building-a-secure-azure-reference-architecture-with-terraform) [![hashicorp.com: Building Azure Resources with TypeScript Using the CDK for' Terraform](){: style="width:7%"}](https://www.hashicorp.com/blog/building-azure-resources-with-typescript-using-the-cdk-for-terraform) [![hashicorp.com: CDK for Terraform: Enabling Python & TypeScript Support](){: style="width:7%"}](https://www.hashicorp.com/blog/cdk-for-terraform-enabling-python-and-typescript-support) [![hashicorp.com: CDK for Terraform Is Now Generally Available](){: style="width:7%"}](https://www.hashicorp.com/blog/cdk-for-terraform-now-generally-available) [![hashicorp.com: Cisco, Citrix, and Fortinet Among New Verified Terraform' Providers](){: style="width:7%"}](https://www.hashicorp.com/blog/cisco-citrix-fortinet-among-new-verified-terraform-providers) [![hashicorp.com: Configuring Azure Application Gateway with Consul-Terraform-Sync](){: style="width:7%"}](https://www.hashicorp.com/blog/configuring-azure-application-gateway-with-consul-terraform-sync) [![Consul 2.0 improves flexibility, control, and scalability](){: style="width:7%"}](https://www.hashicorp.com/blog/consul-20-improves-flexibility-control-and-scalability) [![hashicorp.com: Creating Workspaces with the HashiCorp Terraform Operator' for Kubernetes](){: style="width:7%"}](https://www.hashicorp.com/blog/creating-workspaces-with-the-hashicorp-terraform-operator-for-kubernetes) [![hashicorp.com: Custom Variable Validation in Terraform 0.13](){: style="width:7%"}](https://www.hashicorp.com/blog/custom-variable-validation-in-terraform-0-13) [![Deploy Any Resource With The New Kubernetes Provider for HashiCorp Terraform](){: style="width:7%"}](https://www.hashicorp.com/blog/deploy-any-resource-with-the-new-kubernetes-provider-for-hashicorp-terraform)

+[![hashicorp.com: Deploying Helm Apps to Kubernetes with Waypoint and GitOps](){: style="width:7%"}](https://www.hashicorp.com/blog/deploying-helm-apps-to-kubernetes-with-waypoint-and-gitops) [![hashicorp.com: Disaster Recovery for HashiCorp Consul on Kubernetes 🌟](){: style="width:7%"}](https://www.hashicorp.com/blog/disaster-recovery-for-hashicorp-consul-on-kubernetes) [![Encrypting Large Artifacts and Streaming Workloads with Vault](){: style="width:7%"}](https://www.hashicorp.com/blog/encrypting-large-artifacts-and-streaming-workloads-with-vault) [![hashicorp.com: Get Started with Consul Service Mesh on Kubernetes 🌟](){: style="width:7%"}](https://www.hashicorp.com/blog/get-started-with-consul-service-mesh-on-kubernetes) [![hashicorp.com: Getting Started with Ambassador and Consul Using Kubernetes' Initializer](){: style="width:7%"}](https://www.hashicorp.com/blog/getting-started-with-ambassador-and-consul-using-kubernetes-initializer) [![hashicorp.com: Getting Started with HCP Consul: Frequently Asked Questions](){: style="width:7%"}](https://www.hashicorp.com/blog/getting-started-with-hcp-consul-frequently-asked-questions) [![hashicorp.com: New Terraform Tutorials: Getting Started with the Helm and' Datadog Providers 🌟](){: style="width:7%"}](https://www.hashicorp.com/blog/getting-started-with-the-helm-and-datadog-terraform-providers) [![hashicorp.com: GKE Cluster Setup with CDK for Terraform](){: style="width:7%"}](https://www.hashicorp.com/blog/gke-cluster-setup-with-cdk-for-terraform) [![HashiCorp Consul Ingress Gateways and L7 Traffic Management in Kubernetes](){: style="width:7%"}](https://www.hashicorp.com/blog/hashicorp-consul-ingress-gateways-and-l7-traffic-management-in-kubernetes) [![hashicorp.com: HashiCorp Learning Resources Reference Guide 🌟](){: style="width:7%"}](https://www.hashicorp.com/blog/hashicorp-learning-resources-reference-guide) [![hashicorp.com: HashiCorp Teams with AWS on New Control Tower Account Factory' for Terraform](){: style="width:7%"}](https://www.hashicorp.com/blog/hashicorp-teams-with-aws-on-new-control-tower-account-factory-for-terraform)

+[![hashicorp.com: HashiCorp Vault Use Cases and Best Practices on Azure](){: style="width:7%"}](https://www.hashicorp.com/blog/hashicorp-vault-use-cases-and-best-practices-on-azure) [![==hashicorp.com: How to Integrate Your Application with Vault: Static Secrets==](){: style="width:7%"}](https://www.hashicorp.com/blog/how-to-integrate-your-application-with-vault-static-secrets) [![hashicorp.com: Learn How to Import Infrastructure Into Terraform](){: style="width:7%"}](https://www.hashicorp.com/blog/import-infrastructure-into-terraform) [![hashicorp.com: Integrating Azure AD Identity with HashiCorp Vault β€” Part' 1: Azure Application Auth via OIDC](){: style="width:7%"}](https://www.hashicorp.com/blog/integrating-azure-ad-identity-hashicorp-vault-part-1-application-auth-oidc) [![hashicorp.com: Kubernetes Vault Integration via Sidecar Agent Injector vs.' CSI Provider](){: style="width:7%"}](https://www.hashicorp.com/blog/kubernetes-vault-integration-via-sidecar-agent-injector-vs-csi-provider) [![Vault Learning Resources: Vault 1.5 features and more](){: style="width:7%"}](https://www.hashicorp.com/blog/learn-vault-1-5) [![Manage Active Directory Objects with the New Windows AD Provider for HashiCorp Terraform](){: style="width:7%"}](https://www.hashicorp.com/blog/manage-active-directory-objects-new-windows-ad-provider-hashicorp-terraform) [![hashicorp.com: Manage Kubernetes Secrets for Flux with HashiCorp Vault](){: style="width:7%"}](https://www.hashicorp.com/blog/manage-kubernetes-secrets-for-flux-with-hashicorp-vault) [![hashicorp.com: Managing SSH Access at Scale with HashiCorp Vault](){: style="width:7%"}](https://www.hashicorp.com/blog/managing-ssh-access-at-scale-with-hashicorp-vault) [![hashicorp.com: Monitoring as Code with Terraform Cloud and Checkly](){: style="width:7%"}](https://www.hashicorp.com/blog/monitoring-as-code-with-terraform-cloud-and-checkly) [![hashicorp.com: Multi-Region Replication Now Available with HCP Vault](){: style="width:7%"}](https://www.hashicorp.com/blog/multi-region-replication-now-available-with-hcp-vault)

+[![hashicorp.com: New Apply User Interface for Terraform Cloud](){: style="width:7%"}](https://www.hashicorp.com/blog/new-apply-user-interface-for-terraform-cloud) [![hashicorp.com: New Terraform Tutorials on HashiCorp Learn](){: style="width:7%"}](https://www.hashicorp.com/blog/new-terraform-tutorials-on-hashicorp-learn) [![hashicorp.com: New Terraform Tutorials on Provisioning and Managing Kubernetes' Clusters 🌟](){: style="width:7%"}](https://www.hashicorp.com/blog/new-terraform-tutorials-on-provisioning-and-managing-kubernetes-clusters) [![hashicorp.com: Onboarding Applications to Vault Using Terraform: A Practical' Guide 🌟](){: style="width:7%"}](https://www.hashicorp.com/blog/onboarding-applications-to-vault-using-terraform-a-practical-guide) [![hashicorp.com: Refresh Secrets for Kubernetes Applications with Vault Agent](){: style="width:7%"}](https://www.hashicorp.com/blog/refresh-secrets-for-kubernetes-applications-with-vault-agent) [![hashicorp.com: Retrieve HashiCorp Vault Secrets with Kubernetes CSI](){: style="width:7%"}](https://www.hashicorp.com/blog/retrieve-hashicorp-vault-secrets-with-kubernetes-csi) [![SCIM in HashiCorp Vault standardizes provisioning in platforms](){: style="width:7%"}](https://www.hashicorp.com/blog/scim-in-vault-standardizes-provisioning-in-platforms) [![hashicorp.com: Share Modules Across Organizations with Terraform Enterprise](){: style="width:7%"}](https://www.hashicorp.com/blog/share-modules-across-organizations-terraform-enterprise) [![hashicorp.com: Supporting the HashiCorp Terraform Extension for Visual Studio' Code](){: style="width:7%"}](https://www.hashicorp.com/blog/supporting-the-hashicorp-terraform-extension-for-visual-studio-code) [![hashicorp.com: Terraform 1.8 provider functions for AWS, Google Cloud, and' Kubernetes](){: style="width:7%"}](https://www.hashicorp.com/blog/terraform-1-8-adds-provider-functions-for-aws-google-cloud-and-kubernetes) [![hashicorp.com: Terraform Adds Support for GKE Autopilot](){: style="width:7%"}](https://www.hashicorp.com/blog/terraform-adds-support-for-gke-autopilot)

+[![hashicorp.com: Terraform AWS Cloud Control API provider now generally available](){: style="width:7%"}](https://www.hashicorp.com/blog/terraform-aws-cloud-control-api-provider-now-generally-available) [![hashicorp.com: Terraform AWS Provider Continues to Expand Coverage](){: style="width:7%"}](https://www.hashicorp.com/blog/terraform-aws-provider-continues-to-expand-coverage) [![hashicorp.com: Terraform AzureAD Provider Now Supports Microsoft Graph](){: style="width:7%"}](https://www.hashicorp.com/blog/terraform-azuread-provider-now-supports-microsoft-graph) [![hashicorp.com: Terraform AzureRM 3.0 Brings Enhanced Azure Function Support](){: style="width:7%"}](https://www.hashicorp.com/blog/terraform-azurerm-3-0-brings-enhanced-azure-function-support) [![hashicorp.com: Terraform Cloud adds aggregated VCS reviews](){: style="width:7%"}](https://www.hashicorp.com/blog/terraform-cloud-adds-aggregated-vcs-reviews) [![hashicorp.com: Terraform Cloud Adds Drift Detection for Infrastructure Management](){: style="width:7%"}](https://www.hashicorp.com/blog/terraform-cloud-adds-drift-detection-for-infrastructure-management) [![hashicorp.com: Terraform Cloud no-code provisioning is now GA with new features](){: style="width:7%"}](https://www.hashicorp.com/blog/terraform-cloud-no-code-provisioning-is-now-ga-with-new-features) [![hashicorp.com: Terraform Cloud Operator 2.3 adds workspace run operations](){: style="width:7%"}](https://www.hashicorp.com/blog/terraform-cloud-operator-2-3-adds-workspace-run-operations) [![hashicorp.com: Terraform Cloud Variable Sets Beta Now Available](){: style="width:7%"}](https://www.hashicorp.com/blog/terraform-cloud-variable-sets-beta-now-available) [![==hashicorp.com: Terraform extension for VS Code speeds up loading of large' workspaces==](){: style="width:7%"}](https://www.hashicorp.com/blog/terraform-extension-for-vs-code-speeds-up-loading-of-large-workspaces) [![hashicorp.com: Terraform Mono Repo vs. Multi Repo: The Great Debate](){: style="width:7%"}](https://www.hashicorp.com/blog/terraform-mono-repo-vs-multi-repo-the-great-debate)

+[![hashicorp.com: New Terraform Tutorial: Sensitive Input Variables 🌟](){: style="width:7%"}](https://www.hashicorp.com/blog/terraform-sensitive-input-variables) [![==hashicorp.com: Terraform stacks, explained==](){: style="width:7%"}](https://www.hashicorp.com/blog/terraform-stacks-explained) [![==hashicorp.com: Testing HashiCorp Terraform==](){: style="width:7%"}](https://www.hashicorp.com/blog/testing-hashicorp-terraform) [![hashicorp.com: The State of Vault and Kubernetes, and Future Plans](){: style="width:7%"}](https://www.hashicorp.com/blog/the-state-of-vault-and-kubernetes-and-future-plans) [![hashicorp.com: New Terraform Tutorial: Terraform Outputs 🌟](){: style="width:7%"}](https://www.hashicorp.com/blog/tutorial-terraform-outputs) [![hashicorp.com: Using Template Files with HashiCorp Packer](){: style="width:7%"}](https://www.hashicorp.com/blog/using-template-files-with-hashicorp-packer) [![hashicorp.com: Using Waypoint Runners To Enable GitOps Workflows](){: style="width:7%"}](https://www.hashicorp.com/blog/using-waypoint-runners-to-enable-gitops-workflows) [![hashicorp.com: HashiCorp Vault 1.11 Adds Kubernetes Secrets Engine, PKI' Updates, and More 🌟](){: style="width:7%"}](https://www.hashicorp.com/blog/vault-1-11) [![hashicorp.com: Announcing HashiCorp Vault 1.8](){: style="width:7%"}](https://www.hashicorp.com/blog/vault-1-8) [![hashicorp.com: Automate Secret Injection into CI/CD Workflows with the GitHub' Action for Vault](){: style="width:7%"}](https://www.hashicorp.com/blog/vault-github-action) [![hashicorp.com: HCP Vault is now generally available on AWS 🌟](){: style="width:7%"}](https://www.hashicorp.com/blog/vault-on-the-hashicorp-cloud-platform-ga)

+[![hashicorp.com: Wait Conditions in the Kubernetes Provider for HashiCorp' Terraform](){: style="width:7%"}](https://www.hashicorp.com/blog/wait-conditions-in-the-kubernetes-provider-for-hashicorp-terraform) [![hashicorp.com: Why Use the Vault Agent for Secrets Management?](){: style="width:7%"}](https://www.hashicorp.com/blog/why-use-the-vault-agent-for-secrets-management) [![==hashicorp.com: Writing Terraform for unsupported resources== 🌟](){: style="width:7%"}](https://www.hashicorp.com/blog/writing-terraform-for-unsupported-resources) [![New in Terraform 1.15: Dynamic sources, variable deprecation, and more](){: style="width:7%"}](https://www.hashicorp.com/en/blog/new-in-terraform-115-dynamic-sources-variable-deprecation-and-more) [![Terraform Provider for Google Cloud 7.0 is now GA](){: style="width:7%"}](https://www.hashicorp.com/en/blog/terraform-provider-for-google-cloud-7-0-is-now-ga) [![None](){: style="width:7%"}](https://www.hashicorp.com/en/conferences/hashiconf/call-for-sessions) [![HashiCorp and Google Cloud Strategic Integration Portal](){: style="width:7%"}](https://www.hashicorp.com/en/partners/cloud/google-cloud) [![hashicorp.com/infrastructure-cloud](){: style="width:7%"}](https://www.hashicorp.com/infrastructure-cloud) [![hashicorp.com: 8 Best Practices for Writing Secure Go Code](){: style="width:7%"}](https://www.hashicorp.com/resources/8-best-practices-for-writing-secure-go-code) [![hashicorp.com: Best Practices for Terraform AWS Tags](){: style="width:7%"}](https://www.hashicorp.com/resources/best-practices-for-terraform-aws-tags) [![hashicorp.com: Standardizing infrastructure automation with Terraform Enterprise](){: style="width:7%"}](https://www.hashicorp.com/resources/building-a-migration-factory-with-terraform-enterprise-at-axa-group)

+[![Deploying and Managing a Minimal App in a Kubernetes Cluster with Terraform and Ansible](){: style="width:7%"}](https://www.hashicorp.com/resources/deploying-managing-minimal-app-kubernetes-cluster-terraform-ansible) [![hashicorp.com: How can I prevent configuration drift?](){: style="width:7%"}](https://www.hashicorp.com/resources/how-can-i-prevent-configuration-drift) [![How to Create a GitOps Workflow with Terraform and Jenkins](){: style="width:7%"}](https://www.hashicorp.com/resources/how-create-gitops-workflow-terraform-jenkins) [![None](){: style="width:7%"}](https://www.hashicorp.com/resources/kelsey-hightower-fireside-chat-an-unconventional-path-to-it-and-some-life-advice) [![hashicorp.com: Managing Terraform Cloud With PowerShell](){: style="width:7%"}](https://www.hashicorp.com/resources/managing-terraform-cloud-with-powershell) [![hashicorp.com: Modern Infrastructure Automation with Packer, Terraform,' and Consul (video)](){: style="width:7%"}](https://www.hashicorp.com/resources/modern-infrastructure-automation-with-packer-terraform-and-consul) [![hashicorp.com: Multi-Cloud DevOps at PETRONAS with Terraform](){: style="width:7%"}](https://www.hashicorp.com/resources/multi-cloud-devops-at-petronas-with-terraform) [![hashicorp.com: Opinionated Terraform Best Practices and Anti-Patterns](){: style="width:7%"}](https://www.hashicorp.com/resources/opinionated-terraform-best-practices-and-anti-patterns) [![hashicorp.com: Securing Infrastructure In Application Pipelines](){: style="width:7%"}](https://www.hashicorp.com/resources/securing-infrastructure-in-application-pipelines) [![hashicorp.com: Serverless Secrets with HashiCorp Vault](){: style="width:7%"}](https://www.hashicorp.com/resources/serverless-secrets-vault) [![hashicorp.com: Terraform Abstraction Tips: Just Because You Can Doesn't' Mean You Should](){: style="width:7%"}](https://www.hashicorp.com/resources/terraform-abstraction-tips-just-because-you-can-doesnt-mean-you-should)

+[![hashicorp.com: Terraform AWS Cloud Control Provider – Under the Hood](){: style="width:7%"}](https://www.hashicorp.com/resources/terraform-aws-cloud-control-provider-under-the-hood) [![hashicorp.com: Rover - Terraform Visualizer](){: style="width:7%"}](https://www.hashicorp.com/resources/terraform-plan-interactive-configuration-and-state-visualization-with-rover) [![hashicorp.com: Terraform Practices: The Good, the Bad, and the Ugly](){: style="width:7%"}](https://www.hashicorp.com/resources/terraform-practices-the-good-the-bad-and-the-ugly) [![hashicorp.com: Terraforming RDS: What Instacart Learned Managing Over 50' AWS RDS PostgreSQL Instances with Terraform](){: style="width:7%"}](https://www.hashicorp.com/resources/terraform-what-instacart-learned-managing-over-50-aws-rds-postgresql-instances) [![Testing Infrastructure as Code on Localhost](){: style="width:7%"}](https://www.hashicorp.com/resources/testing-infrastructure-as-code-on-localhost) [![hashicorp.com: Using the Terraform AWS Cloud Control Provider](){: style="width:7%"}](https://www.hashicorp.com/resources/using-the-terraform-aws-cloud-control-provider) [![hashicorp.com: Vault & Kubernetes: Better Together](){: style="width:7%"}](https://www.hashicorp.com/resources/vault-and-kubernetes-better-together) [![hashicorp.com: Why Microservices? 🌟](){: style="width:7%"}](https://www.hashicorp.com/resources/why-microservices) [![hashicorp.com: AI for infrastructure management](){: style="width:7%"}](https://www.hashicorp.com/solutions/ai-infrastructure-management) [![hava.io](){: style="width:7%"}](https://www.hava.io) [![Design for failure lessons learnt from the Sydney AWS outage](){: style="width:7%"}](https://www.hava.io/blog/design-for-failure-lessons-learnt-from-the-sydney-aws-outage)

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+[![Hitch - scalable TLS proxy. Hitch is a libev-based high performance SSL/TLS proxy by Varnish Software](){: style="width:7%"}](https://www.hitch-tls.org) [![honeybadger.io: Top Ten Git Tips & Tricks](){: style="width:7%"}](https://www.honeybadger.io/blog/git-tricks) [![honeycomb.io](){: style="width:7%"}](https://www.honeycomb.io) [![honeycomb.io: The Future of Ops Is Platform Engineering 🌟](){: style="width:7%"}](https://www.honeycomb.io/blog/future-ops-platform-engineering) [![hostinger.in: What Is Docker and How Does It Work? – Docker Explained](){: style="width:7%"}](https://www.hostinger.com/in/tutorials/what-is-docker) [![hostinger.in: What Is Docker and How Does It Work? – Docker Explained](){: style="width:7%"}](https://www.hostinger.in/tutorials/what-is-docker) [![howdykloudy.in: Implementing Shift Left for Terraform: An Introductory Guide 🌟](){: style="width:7%"}](https://www.howdykloudy.in/blog/implementing-shift-left-for-terraform-an-introductory-guide) [![howtoforge.com](){: style="width:7%"}](https://www.howtoforge.com) [![howtoforge.com: How to create a Deployment in Kubernetes](){: style="width:7%"}](https://www.howtoforge.com/create-a-deployment-in-kubernetes) [![howtoforge.com: How to Create a Kubernetes Cluster with AWS CLI](){: style="width:7%"}](https://www.howtoforge.com/how-to-create-a-kubernetes-cluster-with-the-aws-cli) [![howtoforge.com: How to deploy your first pod on a Kubernetes Cluster](){: style="width:7%"}](https://www.howtoforge.com/how-to-deploy-your-first-pod-on-a-kubernetes-cluster)

+[![howtoforge.com: How to Install Prometheus System Monitoring Tool on Ubuntu 20.04](){: style="width:7%"}](https://www.howtoforge.com/how-to-install-prometheus-on-ubuntu-20-04) [![howtoforge.com: Network Policy in Kubernetes 🌟](){: style="width:7%"}](https://www.howtoforge.com/kubernetes_network_policy) [![howtoforge.com: How to create Multi-Container Pods in Kubernetes](){: style="width:7%"}](https://www.howtoforge.com/multi-container-pods-in-kubernetes) [![howtoforge.com: Storage in Kubernetes 🌟](){: style="width:7%"}](https://www.howtoforge.com/storage-in-kubernetes) [![howtogeek.com: Getting Started With Kubectl to Manage Kubernetes Clusters](){: style="width:7%"}](https://www.howtogeek.com/devops/getting-started-with-kubectl-to-manage-kubernetes-clusters) [![howtogeek.com: How to Clean Up Old Containers and Images in Your Kubernetes Cluster](){: style="width:7%"}](https://www.howtogeek.com/devops/how-to-clean-up-old-containers-and-images-in-your-kubernetes-cluster) [![howtogeek.com: When Not to Use Docker: Cases Where Containers Don’t Help 🌟](){: style="width:7%"}](https://www.howtogeek.com/devops/when-not-to-use-docker-cases-where-containers-dont-help) [![None](){: style="width:7%"}](https://www.hugedomains.com/domain_profile.cfm?d=bqstack.com) [![None](){: style="width:7%"}](https://www.hugedomains.com/domain_profile.cfm?d=migops.com) [![Hyperglance](){: style="width:7%"}](https://www.hyperglance.com) [![IBM Cloud](){: style="width:7%"}](https://www.ibm.com/cloud)

+[![ibm.com: Event-driven cloud-native applications (microservices)](){: style="width:7%"}](https://www.ibm.com/cloud/architecture/architecture/practices/event-driven-cloud-native-apps-architecture) [![ibm.com: 8 Kubernetes Tips and Tricks 🌟](){: style="width:7%"}](https://www.ibm.com/cloud/blog/8-kubernetes-tips-and-tricks) [![ibm.com: Java Microservices with MicroProfile – RESTful APIs and Dependency' Injection. For microservices-based Java apps, knowing how to create REST APIs is an essential skill. Eclipse MicroProfile makes it easier](){: style="width:7%"}](https://www.ibm.com/cloud/blog/migrate-java-microservices-from-spring-to-microprofile-p2) [![ibm.com: Multizone Kubernetes and VPC Load Balancer Setup](){: style="width:7%"}](https://www.ibm.com/cloud/blog/multizone-kubernetes-and-vpc-load-balancer-setup) [![ibm.com: OpenShift vs. Kubernetes: What’s the Difference?](){: style="width:7%"}](https://www.ibm.com/cloud/blog/openshift-vs-kubernetes) [![ibm.com: Using Fio to Tell Whether Your Storage is Fast Enough for Etcd](){: style="width:7%"}](https://www.ibm.com/cloud/blog/using-fio-to-tell-whether-your-storage-is-fast-enough-for-etcd) [![IBM Cloud Pak for Multicloud Management](){: style="width:7%"}](https://www.ibm.com/cloud/cloud-pak-for-management) [![IKS](){: style="width:7%"}](https://www.ibm.com/cloud/kubernetes-service) [![ibm.com: CIS Benchmarks](){: style="width:7%"}](https://www.ibm.com/cloud/learn/cis-benchmarks) [![ibm.com: iPaaS (Integration-Platform-as-a-Service)](){: style="width:7%"}](https://www.ibm.com/cloud/learn/ipaas) [![Red Hat OpenShift on IBM Cloud](){: style="width:7%"}](https://www.ibm.com/cloud/openshift)

+[![None](){: style="width:7%"}](https://www.ibm.com/docs/en) [![None](){: style="width:7%"}](https://www.ibm.com/docs/en/api-connect) [![None](){: style="width:7%"}](https://www.ibm.com/docs/en/cloud-paks/cp-management) [![ibm.com: Enable GitOps](){: style="width:7%"}](https://www.ibm.com/garage/method/practices/run/gitops) [![IBM Spectrum](){: style="width:7%"}](https://www.ibm.com/it-infrastructure/storage/spectrum) [![None](){: style="width:7%"}](https://www.ibm.com/products/cloud-pak-for-aiops) [![None](){: style="width:7%"}](https://www.ibm.com/products/datastax) [![IKS](){: style="width:7%"}](https://www.ibm.com/products/kubernetes-service) [![Red Hat OpenShift on IBM Cloud](){: style="width:7%"}](https://www.ibm.com/products/openshift) [![IBM Spectrum](){: style="width:7%"}](https://www.ibm.com/solutions) [![IBM Cloud](){: style="width:7%"}](https://www.ibm.com/solutions/cloud)

+[![None](){: style="width:7%"}](https://www.ibm.com/solutions/cloud/openshift) [![None](){: style="width:7%"}](https://www.ibm.com/solutions/storage) [![IBM Knowledge Center 🌟](){: style="width:7%"}](https://www.ibm.com/support/knowledgecenter) [![IBM Knowledge Center: IBM Cloud Pak for Multicloud Management](){: style="width:7%"}](https://www.ibm.com/support/knowledgecenter/SSFC4F) [![None](){: style="width:7%"}](https://www.ibm.com/support/pages/ibm-thread-and-monitor-dump-analyzer-java-tmda) [![instana.com: The Hidden Cost of Observability: Data Volume](){: style="width:7%"}](https://www.ibm.com/think) [![None](){: style="width:7%"}](https://www.ibm.com/think/insights/8-kubernetes-tips-and-tricks) [![None](){: style="width:7%"}](https://www.ibm.com/think/insights/migrate-java-microservices-from-spring-to-microprofile-p2) [![ibm.com: CIS Benchmarks](){: style="width:7%"}](https://www.ibm.com/think/topics/cis-benchmarks) [![ibm.com: Event-driven cloud-native applications (microservices)](){: style="width:7%"}](https://www.ibm.com/think/topics/cloud-native) [![ibm.com: iPaaS (Integration-Platform-as-a-Service)](){: style="width:7%"}](https://www.ibm.com/think/topics/ipaas)

+[![ibm.com: OpenShift vs. Kubernetes: What’s the Difference?](){: style="width:7%"}](https://www.ibm.com/think/topics/openshift-vs-kubernetes) [![Complexity of Python Operations](){: style="width:7%"}](https://www.ics.uci.edu/~pattis/ICS-33/lectures/complexitypython.txt) [![igoroseledko.com: Awk & sed Snippets for SysAdmins](){: style="width:7%"}](https://www.igoroseledko.com/awk-sed-snippets-for-sysadmins) [![igoroseledko.com: AWS CLI Cheat Sheet](){: style="width:7%"}](https://www.igoroseledko.com/aws-cli-cheat-sheet) [![Bash and Expect Snippets](){: style="width:7%"}](https://www.igoroseledko.com/bash-and-expect-snippets) [![igoroseledko.com: Checking Multiple Variables in Bash](){: style="width:7%"}](https://www.igoroseledko.com/checking-multiple-variables-in-bash) [![igoroseledko.com: Parallel Rsync](){: style="width:7%"}](https://www.igoroseledko.com/parallel-rsync) [![None](){: style="width:7%"}](https://www.ijug.eu/java-aktuell/das-magazin.html) [![imaginarycloud.com: Docker VS Kubernetes? It should be Docker + Kubernetes](){: style="width:7%"}](https://www.imaginarycloud.com/blog/docker-vs-kubernetes) [![imaginarycloud.com: gRPC vs REST: Comparing APIs Architectural Styles](){: style="width:7%"}](https://www.imaginarycloud.com/blog/grpc-vs-rest) [![imaginarycloud.com: Nomad VS. Kubernetes: Container Orchestration Tools Compared](){: style="width:7%"}](https://www.imaginarycloud.com/blog/nomad-vs-kubernetes)

+[![imaginarycloud.com: OPENSHIFT VS KUBERNETES: WHAT ARE THE DIFFERENCES](){: style="width:7%"}](https://www.imaginarycloud.com/blog/openshift-vs-kubernetes-differences) [![imaginarycloud.com: Podman vs Docker: What are the differences?](){: style="width:7%"}](https://www.imaginarycloud.com/blog/podman-vs-docker) [![kubeshark.co](){: style="width:7%"}](https://www.immo-pop.com/login) [![imperva.com: CDN Caching](){: style="width:7%"}](https://www.imperva.com/learn/performance/cdn-caching) [![inc.com: 27 Years Ago, Steve Jobs Said the Best Employees Focus on Content,' Not Process. Research Shows He Was Right](){: style="width:7%"}](https://www.inc.com/jeff-haden/27-years-ago-steve-jobs-said-best-employees-focus-on-content-not-process-workplace-research-shows-he-was-right.html) [![influxdb-templates](){: style="width:7%"}](https://www.influxdata.com) [![influxdata.com: Building a Metrics & Alerts as a Service (MaaS) Monitoring Solution Using the InfluxDB Stack](){: style="width:7%"}](https://www.influxdata.com/blog/building-a-metrics-alerts-as-a-service-maas-monitoring-solution-using-the-influxdb-stack) [![influxdata.com: Expand Kubernetes Monitoring with Telegraf Operator](){: style="width:7%"}](https://www.influxdata.com/blog/expand-kubernetes-monitoring-telegraf-operator) [![influxdata.com: Running InfluxDB 2.0 and Telegraf Using Docker](){: style="width:7%"}](https://www.influxdata.com/blog/running-influxdb-2-0-and-telegraf-using-docker) [![influxdata.com: Three Ways to Keep Cardinality Under Control When Using Telegraf](){: style="width:7%"}](https://www.influxdata.com/blog/three-ways-to-keep-cardinality-under-control-when-using-telegraf) [![influxdata.com: InfluxDB Tech Tips: API Invokable Scripts in InfluxDB Cloud](){: style="width:7%"}](https://www.influxdata.com/blog/tldr-influxdb-tech-tips-api-invokable-scripts-influxdb-cloud)

+[![influxdata.com: Monitoring Jenkins CI with InfluxDB](){: style="width:7%"}](https://www.influxdata.com/influxdb-templates/jenkins-monitoring) [![None](){: style="width:7%"}](https://www.influxdata.com/integration/kafka-telegraf-integration) [![influxdb-templates](){: style="width:7%"}](https://www.influxdata.com/products/influxdb-templates) [![telegraf-1.14.0-1 (rpm)](){: style="width:7%"}](https://www.influxdata.com/time-series-platform/telegraf) [![Investigadores de Microsoft ponen limites: la IA aun no puede reemplazar la programacion mas alla de Python - Infobae](){: style="width:7%"}](https://www.infobae.com/tecno/2026/05/21/investigadores-de-microsoft-ponen-limites-la-ia-aun-no-puede-reemplazar-la-programacion-mas-alla-de-python) [![infoq.com: Driving DevOps with Value Stream Management](){: style="width:7%"}](https://www.infoq.com/articles/DevOps-value-stream) [![PermGen eliminado](){: style="width:7%"}](https://www.infoq.com/articles/Java-PERMGEN-Removed) [![infoq.com: A Standardized, Specification-Driven API Lifecycle](){: style="width:7%"}](https://www.infoq.com/articles/Standardized-Specification-Driven-API-Lifecycle) [![infoq.com: AIOps: Site Reliability Engineering at Scale](){: style="width:7%"}](https://www.infoq.com/articles/aiops-reliability-engineering) [![infoq.com: Ballerina for Full-Stack Developers: A Guide to Creating Backend APIs](){: style="width:7%"}](https://www.infoq.com/articles/ballerina-fullstack-rest-api) [![infoq.com: Better Metrics for Building High Performance Teams](){: style="width:7%"}](https://www.infoq.com/articles/better-metrics-team-performance)

+[![Adoption of Cloud-Native Architecture, Part 1: Architecture Evolution and Maturity](){: style="width:7%"}](https://www.infoq.com/articles/cloud-native-architecture-adoption-part1) [![infoq.com: Adoption of Cloud Native Architecture, Part 3: Service Orchestration and Service Mesh](){: style="width:7%"}](https://www.infoq.com/articles/cloud-native-architecture-adoption-part3) [![infoq.com: Cloud Native and Kubernetes Observability: Expert Panel](){: style="width:7%"}](https://www.infoq.com/articles/cloud-native-observability) [![infoq.com: Building a SQL Database Audit System using Kafka, MongoDB and Maxwell's Daemon](){: style="width:7%"}](https://www.infoq.com/articles/database-audit-system-kafka) [![infoq.com: DevOps is Not Enough for Scaling and Evolving Tech-Driven Organizations: a Q&A with Eduardo da Silva](){: style="width:7%"}](https://www.infoq.com/articles/devops-not-enough-scaling-tech-driven-organizations) [![infoq.com: 9 Trends That Are Influencing the Adoption of Devops and Devsecops in 2021](){: style="width:7%"}](https://www.infoq.com/articles/devops-secure-trends) [![infoq.com: Dark Side of DevOps - the Price of Shifting Left and Ways to Make it Affordable](){: style="width:7%"}](https://www.infoq.com/articles/devops-shifting-left) [![infoq.com: The Evolution of Distributed Systems on Kubernetes](){: style="width:7%"}](https://www.infoq.com/articles/distributed-systems-kubernetes) [![infoq.com: From Monolith to Event-Driven: Finding Seams in Your Future Architecture](){: style="width:7%"}](https://www.infoq.com/articles/event-driven-finding-seams) [![infoq.com: Why Every DevOps Team Needs A FinOps Lead](){: style="width:7%"}](https://www.infoq.com/articles/every-devops-team-needs-finops-lead) [![infoq.com: Virtual Threads: New Foundations for High-Scale Java Applications](){: style="width:7%"}](https://www.infoq.com/articles/java-virtual-threads)

+[![infoq.com: Create Your Distributed Database on Kubernetes with Existing Monolithic Databases](){: style="width:7%"}](https://www.infoq.com/articles/kubernetes-databases-apache-sharding-sphere) [![infoq.com: The Kubernetes Effect](){: style="width:7%"}](https://www.infoq.com/articles/kubernetes-effect) [![infoq.com: Kubernetes Operators in Depth](){: style="width:7%"}](https://www.infoq.com/articles/kubernetes-operators-in-depth) [![infoq.com: Best Practices for Running Stateful Applications on Kubernetes](){: style="width:7%"}](https://www.infoq.com/articles/kubernetes-stateful-applications) [![infoq.com: Experts Discuss Top Kubernetes Trends and Production Challenges](){: style="width:7%"}](https://www.infoq.com/articles/kubernetes-trends-and-challenges) [![infoq.com: Kubernetes Workloads in the Serverless Era: Architecture, Platforms, and Trends](){: style="width:7%"}](https://www.infoq.com/articles/kubernetes-workloads-serverless-era) [![infoq.com: The Great Lambda Migration to Kubernetes Jobsβ€”a Journey in Three Parts 🌟](){: style="width:7%"}](https://www.infoq.com/articles/lambda-migration-k8s-jobs) [![infoq.com: Managing Technical Debt in a Microservice Architecture](){: style="width:7%"}](https://www.infoq.com/articles/managing-technical-debt-microservices) [![infoq.com: Virtual Panel: The MicroProfile Influence on Microservices Frameworks](){: style="width:7%"}](https://www.infoq.com/articles/microprofile-microservices) [![infoq.com: Principles for Microservice Design: Think IDEALS, Rather than SOLID](){: style="width:7%"}](https://www.infoq.com/articles/microservices-design-ideals) [![infoq.com: Turning Microservices Inside-Out](){: style="width:7%"}](https://www.infoq.com/articles/microservices-inside-out)

+[![infoq.com: 7 Ways to Fail at Microservices](){: style="width:7%"}](https://www.infoq.com/articles/microservices-seven-fail) [![infoq.com: Migrating Monoliths to Microservices with Decomposition and Incremental Changes](){: style="width:7%"}](https://www.infoq.com/articles/migrating-monoliths-to-microservices-with-decomposition) [![infoq.com: Kubernetes Native Java with Quarkus](){: style="width:7%"}](https://www.infoq.com/articles/native-java-quarkus) [![infoq.com: Pitfalls and Patterns in Microservice Dependency Management](){: style="width:7%"}](https://www.infoq.com/articles/pitfalls-patterns-microservice-dependency-management) [![infoq.com: Platform as a Runtime - the Next Step in Platform Engineering](){: style="width:7%"}](https://www.infoq.com/articles/platform-runtime-engineering) [![infoq.com: Saga Orchestration for Microservices Using the Outbox Pattern](){: style="width:7%"}](https://www.infoq.com/articles/saga-orchestration-outbox) [![infoq.com: Is Docker Secure Enough?](){: style="width:7%"}](https://www.infoq.com/articles/securing-docker) [![infoq.com: Serverless Security: What's Left to Protect?](){: style="width:7%"}](https://www.infoq.com/articles/serverless-security) [![infoq.com: Service Mesh Ultimate Guide:](){: style="width:7%"}](https://www.infoq.com/articles/service-mesh-ultimate-guide) [![infoq.com: Service Mesh Ultimate Guide - Second Edition: Next Generation' Microservices Development](){: style="width:7%"}](https://www.infoq.com/articles/service-mesh-ultimate-guide-2e) [![None](){: style="width:7%"}](https://www.infoq.com/articles/service-mesh-ultimate-guide/-2e)

+[![infoq.com: Six Tips for Running Scalable Workloads on Kubernetes](){: style="width:7%"}](https://www.infoq.com/articles/tips-running-scalable-workloads-kubernetes) [![Crossplane, a Universal Control Plane API for Cloud Computing](){: style="width:7%"}](https://www.infoq.com/news/2019/01/upbound-crossplane) [![infoq.com: Introducing Traffic Director: Google's Service Mesh Control Plane](){: style="width:7%"}](https://www.infoq.com/news/2019/04/google-traffic-director) [![infoq.com: Event Streams and Workflow Engines – Kafka and Zeebe 🌟](){: style="width:7%"}](https://www.infoq.com/news/2019/05/kafka-zeebe-streams-workflows) [![WKSctl: a Tool for Kubernetes Cluster Management Using GitOps](){: style="width:7%"}](https://www.infoq.com/news/2020/02/wksctl-kubernetes-gitops) [![infoq.com: Managing Infrastructure from Kubernetes with the HashiCorp Terraform Operator](){: style="width:7%"}](https://www.infoq.com/news/2020/04/terraform-operator-kubernetes) [![infoq.com: The Defense Department's Journey with DevSecOps](){: style="width:7%"}](https://www.infoq.com/news/2020/06/defense-department-devsecops) [![infoq.com: cdk-terraform - Cloud Development Kit Can Now Generate Terraform Configurations Using TypeScript and Python](){: style="width:7%"}](https://www.infoq.com/news/2020/07/cdk-terraform) [![docker-ecs-plugin: Docker Releases Plugin for Simplified Deployments into AWS ECS and Fargate](){: style="width:7%"}](https://www.infoq.com/news/2020/07/docker-ecs-plugin) [![GitHub's OpenAPI Spec Open-Sourced in Beta](){: style="width:7%"}](https://www.infoq.com/news/2020/08/GitHub-open-api-spec) [![infoq.com: AWS Launches Low-Cost Burstable T4g Instances Powered by AWS' Graviton2](){: style="width:7%"}](https://www.infoq.com/news/2020/09/aws-ec2-t4g-instances)

+[![infoq.com: Kubernetes Ingress Is Now Generally Available](){: style="width:7%"}](https://www.infoq.com/news/2020/09/kubernetes-ingress-ga) [![infoq.com: Chaos Engineering on Kubernetes : Chaos Mesh Generally Available with v1.0](){: style="width:7%"}](https://www.infoq.com/news/2020/10/kubernetes-chaos-mesh-ga) [![infoq.com: Puppet Releases Its 2020 State of DevOps Report 🌟](){: style="width:7%"}](https://www.infoq.com/news/2020/11/2020-devops-report) [![infoq.com: Data Mesh Principles and Logical Architecture Defined](){: style="width:7%"}](https://www.infoq.com/news/2020/12/data-mesh-architecture) [![infoq.com: Mirantis Announces k0s, a New Kubernetes Distribution](){: style="width:7%"}](https://www.infoq.com/news/2020/12/k0s-kubernetes-distribution) [![infoq.com: AWS Launches Amazon DevOps Guru](){: style="width:7%"}](https://www.infoq.com/news/2021/01/aws-devops-guru) [![infoq.com: AWS Introduces Amazon Managed Service for Grafana and Amazon Managed Service for Prometheus](){: style="width:7%"}](https://www.infoq.com/news/2021/01/aws-grafana-prometheus) [![infoq.com: AWS Transfer Family Introduces Support for EFS](){: style="width:7%"}](https://www.infoq.com/news/2021/01/aws-transfer-ftp-efs) [![infoq.com: Docker Hub and JFrog Partnership Removes Image Pull Limits for Artifactory Users](){: style="width:7%"}](https://www.infoq.com/news/2021/01/docker-jfrog-partnership) [![infoq.com: AWS Announces Lower Cost Storage Classes for Amazon Elastic File' System](){: style="width:7%"}](https://www.infoq.com/news/2021/03/aws-efs-one-zone-storage-classes) [![infoq.com: AWS Introduces EC2 Serial Console: Troubleshoot Boot and Networking Issues](){: style="width:7%"}](https://www.infoq.com/news/2021/04/aws-ec2-serial-console)

+[![infoq.com: Cloudflare Improves Automated Terraform Generation Tool 🌟](){: style="width:7%"}](https://www.infoq.com/news/2021/04/cloudflare-terraform) [![infoq.com: IBM, Red Hat and Cobuilder Develop OpenBuilt, a Platform for the Construction Industry](){: style="width:7%"}](https://www.infoq.com/news/2021/04/ibm-redhat-openbuilt) [![infoq.com: AWS Announces the General Availability of the Red Hat OpenShift Service on AWS](){: style="width:7%"}](https://www.infoq.com/news/2021/04/red-hat-openshift-aws) [![infoq.com: AWS Introduces a New Workflow Studio for AWS Step Functions](){: style="width:7%"}](https://www.infoq.com/news/2021/06/step-functions-workflow-studio) [![infoq.com: Amazon Introduces Cloudwatch Cross Account Alarms to Consolidate Management](){: style="width:7%"}](https://www.infoq.com/news/2021/08/aws-cloudwatch-alarms) [![infoq.com: How External IT Providers Can Adopt DevOps Practices 🌟](){: style="width:7%"}](https://www.infoq.com/news/2021/08/external-IT-providers-devops) [![infoq.com: Google Releases Its Certificate Authority Service into General Availability](){: style="width:7%"}](https://www.infoq.com/news/2021/08/google-cloud-cas-ga) [![infoq.com: Quarkus 2.0 Delivers Continuous Testing, CLI and Supports Minimal JDK 11](){: style="width:7%"}](https://www.infoq.com/news/2021/08/quarkus-2-0-final-release) [![infoq.com: Java 17, the Next Long-Term Support Release, is Now Available](){: style="width:7%"}](https://www.infoq.com/news/2021/09/java17-released) [![infoq.com](){: style="width:7%"}](https://www.infoq.com/news/2021/09/kubernetes-hardening-guidance) [![infoq.com: Armo Releases Kubescape K8s Security Testing Tool: Q&A with VP Jonathan Kaftzan](){: style="width:7%"}](https://www.infoq.com/news/2021/09/kubescape)

+[![infoq.com: Amazon Introduces re:Post, a "Stack Overflow" for AWS](){: style="width:7%"}](https://www.infoq.com/news/2021/12/amazon-repost-questions-answers) [![infoq.com: Microsoft Introduces a Fully-Managed Azure Load Testing Service in Preview](){: style="width:7%"}](https://www.infoq.com/news/2021/12/azure-load-testing-preview) [![infoq.com: AWS Launches Amazon Kinesis Data Streams On-Demand](){: style="width:7%"}](https://www.infoq.com/news/2021/12/kinesis-data-streams-ondemand) [![infoq.com: Recap of AWS re:Invent 2021](){: style="width:7%"}](https://www.infoq.com/news/2021/12/recap-reinvent-2021) [![infoq.com: How to Work Asynchronously as a Remote-First SRE](){: style="width:7%"}](https://www.infoq.com/news/2021/12/remote-first-sre) [![infoq.com: Spring Boot 2.6 Improves Docker Images and Metrics, Version 2.4 Is EOL](){: style="width:7%"}](https://www.infoq.com/news/2021/12/spring-boot-2-6) [![None](){: style="width:7%"}](https://www.infoq.com/news/2022/01/ -cncf-state-of-cloud-native) [![infoq.com: How GitHub Does DevOps for its iOS and Android Apps](){: style="width:7%"}](https://www.infoq.com/news/2022/01/GitHub-devops-mobile-apps) [![infoq.com: Incorrect IAM Policy Raised Questions About AWS Access to S3 Data](){: style="width:7%"}](https://www.infoq.com/news/2022/01/aws-iam-s3-access) [![infoq.com: Amazon RDS Introduces Readable Standby Instances in Multi-AZ Deployments](){: style="width:7%"}](https://www.infoq.com/news/2022/01/aws-rds-readable-standby) [![infoq.com: Elastic Releases Terraform Providers for the Elastic Stack and Elastic Cloud](){: style="width:7%"}](https://www.infoq.com/news/2022/01/elastic-terraform)

+[![infoq.com: AWS Releases Multi-Cloud Kubernetes Autoscaler Karpenter](){: style="width:7%"}](https://www.infoq.com/news/2022/01/karpenter-kubernetes-autoscaler) [![infoq.com: Kubernetes Proceeding with Deprecation of Dockershim in Upcoming 1.24 Release](){: style="width:7%"}](https://www.infoq.com/news/2022/01/kubernetes-dockershim-removal) [![infoq.com: Amazon Announces Elastic File System Replication for Multi-Region Deployments](){: style="width:7%"}](https://www.infoq.com/news/2022/02/aws-efs-replication) [![infoq.com: GitHub Codespaces Can Now Be Templated to Improve Performance](){: style="width:7%"}](https://www.infoq.com/news/2022/02/github-codespaces-templates) [![infoq.com: Google's Managed Continuous Delivery Service for Kubernetes Moves to GA](){: style="width:7%"}](https://www.infoq.com/news/2022/02/google-cloud-deploy) [![infoq.com: Grafana Cloud Adds Incident and On-Call Management Solutions](){: style="width:7%"}](https://www.infoq.com/news/2022/02/grafana-incident-oncall) [![infoq.com: HashiCorp Terraform AWS Provider Introduces Significant Changes to Amazon S3 Bucket Resource](){: style="width:7%"}](https://www.infoq.com/news/2022/02/terraform-aws-provider-s3) [![infoq.com: NubesGen Brings Git Push to Azure Infrastructure](){: style="width:7%"}](https://www.infoq.com/news/2022/03/nubesgen-azure-infrastructure) [![infoq.com: Debugging Large and Complex Dockerfiles Gets Easier with Buildg](){: style="width:7%"}](https://www.infoq.com/news/2022/09/debug-dockerfiles-buildg) [![infoq.com: Terraform 1.3 Release Introduces Simplified Refactoring Experience 🌟](){: style="width:7%"}](https://www.infoq.com/news/2022/09/terraform-simplified-refactoring) [![infoq.com: AWS Publishes Reference Architecture and Implementations for' Deployment Pipelines](){: style="width:7%"}](https://www.infoq.com/news/2023/02/aws-deployment-pipelines)

+[![infoq.com: Microsoft Brings Kubernetes to the Edge with AKS Edge Essentials](){: style="width:7%"}](https://www.infoq.com/news/2023/03/aks-edge-essentials-ga) [![infoq.com: Kwok, a Tool to Spin up Kubernetes Nodes in a Second](){: style="width:7%"}](https://www.infoq.com/news/2023/03/kwok-kubernetes) [![infoq.com: AWS Updates the Well-Architected Framework](){: style="width:7%"}](https://www.infoq.com/news/2023/04/aws-well-architected-framework) [![infoq.com: CDK for Terraform Improves HCL Conversion and Terraform Cloud Interactions](){: style="width:7%"}](https://www.infoq.com/news/2023/04/cdk-terraform-convert) [![infoq.com: Patcher, a Tool to Keep Updating Infrastructure as a Code](){: style="width:7%"}](https://www.infoq.com/news/2023/04/patcher-iac-upgrade) [![infoq.com: Microsoft Refreshes its Well-Architected Framework](){: style="width:7%"}](https://www.infoq.com/news/2023/11/azure-well-architected-framework) [![OpenTofu 1.12: the Feature Terraform Never Shipped](){: style="width:7%"}](https://www.infoq.com/news/2026/05/opentofu-release-terraform) [![infoq.com: InfoQ platform engineering homepage](){: style="width:7%"}](https://www.infoq.com/platformengineering) [![infoq.com: Platform Engineering – Making Other Teams 10x Better](){: style="width:7%"}](https://www.infoq.com/podcasts/platform-engineering-teams-10x-better) [![infoq.com: The Top-Five Challenges of Running a Service Mesh in an Enterprise 🌟](){: style="width:7%"}](https://www.infoq.com/presentations/5-challenges-mesh) [![infoq.com: Seven Ways to Fail at Microservices (presentation)](){: style="width:7%"}](https://www.infoq.com/presentations/7-microservices-anti-patterns)

+[![API Business Models. 20 Models in 20 Minutes](){: style="width:7%"}](https://www.infoq.com/presentations/API-Business-Models) [![infoq.com: Deploying Service Mesh in Production](){: style="width:7%"}](https://www.infoq.com/presentations/adopting-service-mesh) [![infoq.com: Modern API Development and Deployment, from API Gateways to Sidecars](){: style="width:7%"}](https://www.infoq.com/presentations/api-design-implement-document) [![infoq.com: 9 Ways to Fail at Cloud Native](){: style="width:7%"}](https://www.infoq.com/presentations/fail-cloud-native-migration) [![infoq.com: Maintaining Software Quality with Microservices](){: style="width:7%"}](https://www.infoq.com/presentations/microservices-software-quality) [![infoq.com: Sidecars, eBPF and the Future of Service Mesh](){: style="width:7%"}](https://www.infoq.com/presentations/service-mesh-ebpf) [![infoq.com: Observing and Understanding Failures: SRE Apprentices](){: style="width:7%"}](https://www.infoq.com/presentations/sre-apprentices) [![information-age.com: DevOps vs Agile: distinguishing and combining the two](){: style="width:7%"}](https://www.information-age.com/devops-vs-agile-distinguishing-and-combining-the-two-20117) [![informationweek.com: Can Enterprises Benefit From Adopting Database DevOps?](){: style="width:7%"}](https://www.informationweek.com/devops/can-enterprises-benefit-from-adopting-database-devops/a/d-id/1337238) [![informationweek.com: What's Holding DevOps Back?](){: style="width:7%"}](https://www.informationweek.com/devops/whats-holding-devops-back/a/d-id/1339540) [![None](){: style="width:7%"}](https://www.informationweek.com/software-services/devops)

+[![Quantum Taps AWS for Cloud-Powered Disaster Recovery](){: style="width:7%"}](https://www.infostor.com/backup-and_recovery/quantum-taps-aws-for-cloud-powered-disaster-recovery.html) [![infoworld.com: Serverless computing with AWS Lambda, Part 1](){: style="width:7%"}](https://www.infoworld.com/article/2254500/serverless-computing-with-aws-lambda.html) [![JDK 15: The new features in Java 15](){: style="width:7%"}](https://www.infoworld.com/article/2256828/jdk-15-the-new-features-in-java-15.html) [![infoworld.com: Docker's Compose specification is now an open standard](){: style="width:7%"}](https://www.infoworld.com/article/2257118/dockers-compose-specification-is-now-an-open-standard.html) [![infoworld.com: 10 steps to automating security in Kubernetes pipelines](){: style="width:7%"}](https://www.infoworld.com/article/2258136/10-steps-to-automating-security-in-kubernetes-pipelines.html) [![infoworld.com: Why aren’t you using feature flags?](){: style="width:7%"}](https://www.infoworld.com/article/2261454/why-arent-you-using-feature-flags.html) [![infoworld.com: Red Hat’s crime against CentOS](){: style="width:7%"}](https://www.infoworld.com/article/2261531/red-hats-crime-against-centos.html) [![Building microservices? Give Dapr a try](){: style="width:7%"}](https://www.infoworld.com/article/2261795/building-microservices-give-dapr-a-try.html) [![infoworld.com: When Kubernetes is not the solution](){: style="width:7%"}](https://www.infoworld.com/article/2261975/when-kubernetes-is-not-the-solution.html) [![infoworld.com: 5 devops practices to improve application reliability](){: style="width:7%"}](https://www.infoworld.com/article/2263821/5-devops-practices-to-improve-application-reliability.html) [![infoworld.com: The decline of Heroku PaaS](){: style="width:7%"}](https://www.infoworld.com/article/2264177/the-decline-of-heroku.html)

+[![infoworld.com: 6 reasons to switch to managed Kubernetes](){: style="width:7%"}](https://www.infoworld.com/article/2264256/6-reasons-to-switch-to-managed-kubernetes.html) [![infoworld.com: No one wants to manage Kubernetes anymore 🌟](){: style="width:7%"}](https://www.infoworld.com/article/2264392/no-one-wants-to-manage-kubernetes-anymore.html) [![infoworld.com: 3 cloud architecture mistakes we all make, but shouldn't](){: style="width:7%"}](https://www.infoworld.com/article/2264771/3-cloud-architecture-mistakes-we-all-make-but-shouldnt.html) [![infoworld.com: 15 tools that make Kubernetes easier](){: style="width:7%"}](https://www.infoworld.com/article/2265016/15-tools-that-make-kubernetes-easier.html) [![infoworld.com: How Kubernetes works](){: style="width:7%"}](https://www.infoworld.com/article/2265488/how-kubernetes-works.html) [![infoworld.com: 6 Kubernetes distributions leading the container revolution](){: style="width:7%"}](https://www.infoworld.com/article/2266054/6-kubernetes-distributions-leading-the-container-revolution.html) [![infoworld.com: How to use the Python for loop](){: style="width:7%"}](https://www.infoworld.com/article/2267127/how-to-use-the-python-for-loop.html) [![infoworld.com: What is CI/CD? Continuous integration and continuous delivery explained](){: style="width:7%"}](https://www.infoworld.com/article/2269266/what-is-cicd-continuous-integration-and-continuous-delivery-explained.html) [![infoworld.com: How Docker broke in half](){: style="width:7%"}](https://www.infoworld.com/article/2269272/how-docker-broke-in-half.html) [![infoworld.com: Kubernetes object storage best practices](){: style="width:7%"}](https://www.infoworld.com/article/2269961/kubernetes-object-storage-best-practices.html) [![infoworld.com: Continuous integration with Docker and Jenkins](){: style="width:7%"}](https://www.infoworld.com/article/2270388/continuous-integration-with-docker-and-jenkins.html)

+[![infoworld.com: 5 devops use cases for developing with feature flags](){: style="width:7%"}](https://www.infoworld.com/article/2270518/5-devops-use-cases-for-developing-with-feature-flags.html) [![infoworld.com: The RED method: A new strategy for monitoring microservices](){: style="width:7%"}](https://www.infoworld.com/article/2270578/the-red-method-a-new-strategy-for-monitoring-microservices.html) [![infoworld.com: Complexity is killing software developers](){: style="width:7%"}](https://www.infoworld.com/article/2270714/complexity-is-killing-software-developers.html) [![infoworld.com: GitHub introduces code review controls 🌟](){: style="width:7%"}](https://www.infoworld.com/article/2270808/github-introduces-code-review-controls.html) [![infoworld.com: Docker really did change the world](){: style="width:7%"}](https://www.infoworld.com/article/2270814/docker-really-did-change-the-world.html) [![infoworld.com: The race to secure Kubernetes at run time](){: style="width:7%"}](https://www.infoworld.com/article/2270825/the-race-to-secure-kubernetes-at-runtime.html) [![infoworld.com: Google Cloud AppSheet review: No-code with extras](){: style="width:7%"}](https://www.infoworld.com/article/2270941/google-cloud-appsheet-review-no-code-with-extras.html) [![infoworld.com: Securing the Kubernetes software supply chain with Microsoft's Ratify](){: style="width:7%"}](https://www.infoworld.com/article/2271333/securing-the-kubernetes-software-supply-chain.html) [![infoworld.com: Kubernetes adoption up, serverless down, developer survey says](){: style="width:7%"}](https://www.infoworld.com/article/2271482/kubernetes-up-serverless-down-report.html) [![infoworld.com: CNCF survey: Managed Kubernetes becomes the norm](){: style="width:7%"}](https://www.infoworld.com/article/2334477/cncf-survey-managed-kubernetes-becomes-the-norm.html) [![infoworld.com: How to protect your Kubernetes infrastructure from the Argo CD vulnerability](){: style="width:7%"}](https://www.infoworld.com/article/2334525/how-to-protect-your-kubernetes-infrastructure-from-the-argo-cd-vulnerability.html)

+[![None](){: style="width:7%"}](https://www.infoworld.com/article/2334635/the-biggest-obstacle-to-cloud-is-people.html) [![infoworld.com: Beyond SQL: 8 new languages for data querying](){: style="width:7%"}](https://www.infoworld.com/article/2334689/beyond-sql-8-new-languages-for-data-querying.html) [![infoworld.com: What is Git? Version control for collaborative programming](){: style="width:7%"}](https://www.infoworld.com/article/2334697/what-is-git-version-control-for-collaborative-programming.html) [![infoworld.com: Why we need both cloud architects and cloud engineers](){: style="width:7%"}](https://www.infoworld.com/article/2335001/why-we-need-both-cloud-architects-and-cloud-engineers.html) [![infoworld.com: Why Mercedes-Benz runs on 900 Kubernetes clusters](){: style="width:7%"}](https://www.infoworld.com/article/2335723/why-mercedes-benz-runs-on-900-kubernetes-clusters.html) [![infoworld.com: 5 best practices for securing CI/CD pipelines](){: style="width:7%"}](https://www.infoworld.com/article/2336728/5-best-practices-for-securing-cicd-pipelines.html) [![infoworld.com: 13 open source projects transforming AI and machine learning](){: style="width:7%"}](https://www.infoworld.com/article/2336757/16-open-source-projects-transforming-ai-and-machine-learning.html) [![infoworld.com: Are we experiencing cloudflation?](){: style="width:7%"}](https://www.infoworld.com/article/2336761/are-we-experiencing-cloudflation.html) [![infoworld.com: Sysdig’s new Cost Advisor aims to cut Kubernetes costs](){: style="width:7%"}](https://www.infoworld.com/article/2337192/sysdigs-new-cost-advisor-aims-to-cut-kubernetes-costs.html) [![None](){: style="width:7%"}](https://www.infoworld.com/article/2337301/cloud-architects-are-afraid-of-automation.html) [![infoworld.com: How to beat the Kubernetes skills shortage](){: style="width:7%"}](https://www.infoworld.com/article/2337368/how-to-beat-the-kubernetes-skills-shortage.html)

+[![None](){: style="width:7%"}](https://www.infoworld.com/article/2337405/github-codespaces-freely-available-to-all-github-users.html) [![infoworld.com: AWS Lambda kickstarts Java functions](){: style="width:7%"}](https://www.infoworld.com/article/2337529/aws-lambda-kickstarts-java-functions.html) [![infoworld.com: What to do when your devops team is downsized](){: style="width:7%"}](https://www.infoworld.com/article/2337651/what-to-do-when-your-devops-team-is-downsized.html) [![infoworld.com: Getting started with Azure OpenAI](){: style="width:7%"}](https://www.infoworld.com/article/2337918/getting-started-with-azure-openai.html) [![infoworld.com: How multicloud changes devops](){: style="width:7%"}](https://www.infoworld.com/article/2337920/how-multicloud-changes-devops.html) [![infoworld.com: When finops costs you more in the end](){: style="width:7%"}](https://www.infoworld.com/article/2338012/when-finops-costs-you-more-in-the-end.html) [![infoworld.com: 5 priorities that cut cloud costs and improve IT ops](){: style="width:7%"}](https://www.infoworld.com/article/2338245/5-priorities-that-cut-cloud-costs-and-improve-it-ops.html) [![infoworld.com: 5 steps to bringing Kubernetes costs in line](){: style="width:7%"}](https://www.infoworld.com/article/2338303/5-steps-to-bringing-kubernetes-costs-in-line.html) [![infoworld.com: Amazon’s quiet open source revolution](){: style="width:7%"}](https://www.infoworld.com/article/2338356/amazon-s-quiet-open-source-revolution.html) [![infoworld.com: Why platform engineering?](){: style="width:7%"}](https://www.infoworld.com/article/2338392/why-platform-engineering.html) [![infoworld.com: Kubernetes cost management for the real world](){: style="width:7%"}](https://www.infoworld.com/article/2338428/kubernetes-cost-management-for-the-real-world.html)

+[![infoworld.com: Kubernetes costs less, but less than what?](){: style="width:7%"}](https://www.infoworld.com/article/2338474/kubernetes-costs-less-but-less-than-what.html) [![infoworld.com: You can’t run away from technical debt](){: style="width:7%"}](https://www.infoworld.com/article/2338860/you-cant-run-away-from-technical-debt.html) [![infoworld.com: Serverless computing with AWS Lambda, Part 1](){: style="width:7%"}](https://www.infoworld.com/article/3210726/serverless-computing-with-aws-lambda.html) [![infoworld.com: 6 Kubernetes distributions leading the container revolution](){: style="width:7%"}](https://www.infoworld.com/article/3265059/6-kubernetes-distributions-leading-the-container-revolution.html) [![infoworld.com: What is CI/CD? Continuous integration and continuous delivery' explained](){: style="width:7%"}](https://www.infoworld.com/article/3271126/what-is-cicd-continuous-integration-and-continuous-delivery-explained.html) [![infoworld.com: 15 tools that make Kubernetes easier](){: style="width:7%"}](https://www.infoworld.com/article/3488817/15-tools-that-make-kubernetes-easier.html) [![JDK 15: The new features in Java 15](){: style="width:7%"}](https://www.infoworld.com/article/3534133/jdk-15-the-new-features-in-java-15.html) [![infoworld.com: Docker's Compose specification is now an open standard](){: style="width:7%"}](https://www.infoworld.com/article/3536573/dockers-compose-specification-is-now-an-open-standard.html) [![==infoworld.com: 10 steps to automating security in Kubernetes pipelines==](){: style="width:7%"}](https://www.infoworld.com/article/3545337/10-steps-to-automating-security-in-kubernetes-pipelines.html) [![infoworld.com: Why aren’t you using feature flags?](){: style="width:7%"}](https://www.infoworld.com/article/3600150/why-arent-you-using-feature-flags.amp.html) [![infoworld.com: Red Hat’s crime against CentOS](){: style="width:7%"}](https://www.infoworld.com/article/3601202/red-hats-crime-against-centos.html)

+[![Building microservices? Give Dapr a try](){: style="width:7%"}](https://www.infoworld.com/article/3604010/building-microservices-give-dapr-a-try.html) [![infoworld.com: When Kubernetes is not the solution](){: style="width:7%"}](https://www.infoworld.com/article/3604652/when-kubernetes-is-not-the-solution.html) [![infoworld.com: 5 devops practices to improve application reliability](){: style="width:7%"}](https://www.infoworld.com/article/3613155/5-devops-practices-to-improve-application-reliability.html) [![infoworld.com: The decline of Heroku PaaS](){: style="width:7%"}](https://www.infoworld.com/article/3614210/the-decline-of-heroku.html) [![infoworld.com: 6 reasons to switch to managed Kubernetes](){: style="width:7%"}](https://www.infoworld.com/article/3614605/6-reasons-to-switch-to-managed-kubernetes.html) [![infoworld.com: No one wants to manage Kubernetes anymore 🌟](){: style="width:7%"}](https://www.infoworld.com/article/3614850/no-one-wants-to-manage-kubernetes-anymore.html) [![infoworld.com: 3 cloud architecture mistakes we all make, but shouldn't](){: style="width:7%"}](https://www.infoworld.com/article/3616211/3-cloud-architecture-mistakes-we-all-make-but-shouldnt.html) [![infoworld.com: How Kubernetes works](){: style="width:7%"}](https://www.infoworld.com/article/3617008/how-kubernetes-works.html) [![infoworld.com: How to use the Python for loop](){: style="width:7%"}](https://www.infoworld.com/article/3623689/how-to-use-the-python-for-loop.html) [![infoworld.com: How Docker broke in half](){: style="width:7%"}](https://www.infoworld.com/article/3632142/how-docker-broke-in-half.html) [![infoworld.com: Kubernetes object storage best practices](){: style="width:7%"}](https://www.infoworld.com/article/3635148/kubernetes-object-storage-best-practices.html)

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+[![infoworld.com: How to protect your Kubernetes infrastructure from the Argo' CD vulnerability](){: style="width:7%"}](https://www.infoworld.com/article/3650659/how-to-protect-your-kubernetes-infrastructure-from-the-argo-cd-vulnerability.html) [![infoworld.com: The biggest obstacle to cloud is people](){: style="width:7%"}](https://www.infoworld.com/article/3653371/the-biggest-obstacle-to-cloud-is-people.html) [![infoworld.com: Beyond SQL: 8 new languages for data querying](){: style="width:7%"}](https://www.infoworld.com/article/3654909/beyond-sql-8-new-languages-for-data-querying.html) [![infoworld.com: What is Git? Version control for collaborative programming](){: style="width:7%"}](https://www.infoworld.com/article/3654955/what-is-git-version-control-for-collaborative-programming.html) [![infoworld.com: Why Mercedes-Benz runs on 900 Kubernetes clusters](){: style="width:7%"}](https://www.infoworld.com/article/3664052/why-mercedes-benz-runs-on-900-kubernetes-clusters.html) [![infoworld.com: 5 best practices for securing CI/CD pipelines](){: style="width:7%"}](https://www.infoworld.com/article/3673891/5-best-practices-for-securing-cicd-pipelines.html) [![infoworld.com: 13 open source projects transforming AI and machine learning](){: style="width:7%"}](https://www.infoworld.com/article/3673976/13-open-source-projects-transforming-ai-and-machine-learning.html) [![infoworld.com: Are we experiencing cloudflation?](){: style="width:7%"}](https://www.infoworld.com/article/3674048/are-we-experiencing-cloudflation.html) [![infoworld.com: Sysdig’s new Cost Advisor aims to cut Kubernetes costs](){: style="width:7%"}](https://www.infoworld.com/article/3677851/sysdigs-new-cost-advisor-aims-to-cut-kubernetes-costs.html) [![infoworld.com: Cloud architects are afraid of automation](){: style="width:7%"}](https://www.infoworld.com/article/3679250/cloud-architects-are-afraid-of-automation.html) [![infoworld.com: How to beat the Kubernetes skills shortage](){: style="width:7%"}](https://www.infoworld.com/article/3679749/how-to-beat-the-kubernetes-skills-shortage.html)

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+[![infracloud.io: Kubernetes Cost Reporting using Kubecost](){: style="width:7%"}](https://www.infracloud.io/blogs/kubernetes-cost-reporting-using-kubecost) [![infracloud.io: Kubernetes Pod Security Policies with Open Policy Agent](){: style="width:7%"}](https://www.infracloud.io/blogs/kubernetes-pod-security-policies-opa) [![infracloud.io: Linking Traces with Continuous Profiling using Pyroscope](){: style="width:7%"}](https://www.infracloud.io/blogs/linking-traces-continuous-profiling-pyroscope) [![infracloud.io: Machine Learning Orchestration on Kubernetes using Kubeflow](){: style="width:7%"}](https://www.infracloud.io/blogs/machine-learning-orchestration-kubernetes-kubeflow) [![infracloud.io: Monitoring Kubernetes cert-manager Certificates with BotKube](){: style="width:7%"}](https://www.infracloud.io/blogs/monitoring-kubernetes-cert-manager-certificates) [![infracloud.io: Introduction to Multi-Tenancy in Kubernetes](){: style="width:7%"}](https://www.infracloud.io/blogs/multi-tenancy-kubernetes) [![infracloud.io: Achieving multi-tenancy in monitoring with Prometheus & the' mighty Thanos Receiver](){: style="width:7%"}](https://www.infracloud.io/blogs/multi-tenancy-monitoring-thanos-receiver) [![infracloud.io: Multicluster GitOps with ArgoCD](){: style="width:7%"}](https://www.infracloud.io/blogs/multicluster-gitops-argocd) [![infracloud.io: How to Prevent Secret Leaks in Your Repositories](){: style="width:7%"}](https://www.infracloud.io/blogs/prevent-secret-leaks-in-repositories) [![infracloud.io: Progressive Delivery with Argo Rollouts : Blue-Green Deployment](){: style="width:7%"}](https://www.infracloud.io/blogs/progressive-delivery-argo-rollouts-blue-green-deployment) [![infracloud.io: Progressive Delivery with Argo Rollouts: Canary Deployment](){: style="width:7%"}](https://www.infracloud.io/blogs/progressive-delivery-argo-rollouts-canary-deployment)

+[![infracloud.io: Prometheus Definitive Guide Part I - Metrics and Use Cases](){: style="width:7%"}](https://www.infracloud.io/blogs/prometheus-architecture-metrics-use-cases) [![==infracloud.io: Prometheus Definitive Guide Part III - Prometheus Operator==](){: style="width:7%"}](https://www.infracloud.io/blogs/prometheus-operator-helm-guide) [![==infracloud.io: Prometheus Query Language - Prometheus Definitive Guide' Part II==](){: style="width:7%"}](https://www.infracloud.io/blogs/promql-prometheus-guide) [![infracloud.io: Protecting Kubernetes applications data using Kanister](){: style="width:7%"}](https://www.infracloud.io/blogs/protecting-kubernetes-applications-with-kanister) [![infracloud.io: How to setup Role based access (RBAC) to Kubernetes Cluster 🌟](){: style="width:7%"}](https://www.infracloud.io/blogs/role-based-access-kubernetes) [![infracloud.io: How to Secure Containers with Cosign and Distroless Images](){: style="width:7%"}](https://www.infracloud.io/blogs/secure-containers-cosign-distroless-images) [![infracloud.io: Securing Kubernetes Cluster using Kubescape and kube-bench](){: style="width:7%"}](https://www.infracloud.io/blogs/securing-kubernetes-cluster-kubescape-kubebench) [![infracloud.io: Securing Kubernetes Secrets with Conjur 🌟](){: style="width:7%"}](https://www.infracloud.io/blogs/securing-kubernetes-secrets-conjur) [![infracloud.io: Build and deploy Kubernetes apps with Skaffold](){: style="width:7%"}](https://www.infracloud.io/blogs/skaffold-usecases) [![infracloud.io: Site Reliability Engineering (SRE) Best Practices](){: style="width:7%"}](https://www.infracloud.io/blogs/sre-best-practices) [![infracloud.io: The Ten Commandments of Container Security](){: style="width:7%"}](https://www.infracloud.io/blogs/top-10-things-for-container-security)

+[![infracloud.io: Kubernetes Pod Security Policies with Open Policy Agent](){: style="width:7%"}](https://www.infracloud.io/kubernetes-pod-security-policies-opa) [![inkoop.io: How to get Azure API Credentials](){: style="width:7%"}](https://www.inkoop.io/blog/how-to-get-azure-api-credentials) [![innoq.com: Scraping a Docker swarm service with Prometheus](){: style="width:7%"}](https://www.innoq.com/en/blog/2020/04/scraping-docker-swarm-service-instances-with-prometheus) [![innoq.com: Scraping a Docker swarm service with Prometheus](){: style="width:7%"}](https://www.innoq.com/en/blog/scraping-docker-swarm-service-instances-with-prometheus) [![inovex.de: Welcome To The Container Jungle: Docker vs. containerd vs. Nabla' vs. Kata vs. Firecracker and more! 🌟](){: style="width:7%"}](https://www.inovex.de/blog/containers-docker-containerd-nabla-kata-firecracker) [![inovex.de: Spinnaker vs. Argo CD vs. Tekton vs. Jenkins X: Cloud-Native' CI/CD](){: style="width:7%"}](https://www.inovex.de/blog/spinnaker-vs-argo-cd-vs-tekton-vs-jenkins-x) [![inovex.de: Welcome To The Container Jungle: Docker vs. containerd vs. Nabla vs. Kata vs. Firecracker and more! 🌟](){: style="width:7%"}](https://www.inovex.de/de/blog/containers-docker-containerd-nabla-kata-firecracker) [![inovex.de: Spinnaker vs. Argo CD vs. Tekton vs. Jenkins X: Cloud-Native CI/CD](){: style="width:7%"}](https://www.inovex.de/de/blog/spinnaker-vs-argo-cd-vs-tekton-vs-jenkins-x) [![instaclustr.com: Apache Kafka Architecture: A Complete Guide 🌟](){: style="width:7%"}](https://www.instaclustr.com/apache-kafka-architecture) [![instana.com: The Hidden Cost of Observability: Data Volume](){: style="width:7%"}](https://www.instana.com/blog/cf-the-hidden-cost-of-observability-data-volume) [![Monitoring jenkins using instana](){: style="width:7%"}](https://www.instana.com/blog/monitoring-jenkins-using-instana)

+[![Instapaper](){: style="width:7%"}](https://www.instapaper.com) [![None](){: style="width:7%"}](https://www.instructables.com/How-to-Use-a-Shovel) [![None](){: style="width:7%"}](https://www.intel.com/content/www/us/en/homepage.html) [![interviewbit.com: Ansible Interview Questions](){: style="width:7%"}](https://www.interviewbit.com/ansible-interview-questions) [![Frequently Asked AWS Interview Questions](){: style="width:7%"}](https://www.interviewbit.com/aws-interview-questions) [![interviewbit.com: Terraform Interview Questions](){: style="width:7%"}](https://www.interviewbit.com/terraform-interview-questions) [![intezer.com: New Attacks on Kubernetes via Misconfigured Argo Workflows](){: style="width:7%"}](https://www.intezer.com/blog/container-security/new-attacks-on-kubernetes-via-misconfigured-argo-workflows) [![invensislearning.com: Difference between DevOps and DevSecOps](){: style="width:7%"}](https://www.invensislearning.com/blog/devops-vs-devsecops) [![invensislearning.com: Infrastructure as a Code Tutorial: How it Works, Types, and Best Practices](){: style="width:7%"}](https://www.invensislearning.com/blog/infrastructure-as-a-code-tutorial) [![investopedia.com: Amazon Web Services (AWS) Outage Causes Chaos (Dec 2021)](){: style="width:7%"}](https://www.investopedia.com/amazon-web-services-outage-causes-chaos-5212233) [![iomesh.com](){: style="width:7%"}](https://www.iomesh.com)

+[![iomesh.com: Outperforming Peer Products, IOMesh Takes Cloud Native Storage to the Next Level](){: style="width:7%"}](https://www.iomesh.com/blog/announcing_iomesh_preview) [![ireviews.com: The Top 60 Remote Work Websites for New Opportunities in 2022](){: style="width:7%"}](https://www.ireviews.com/the-top-60-remote-work-websites-for-new-opportunities-in-2022) [![isic-archive.com](){: style="width:7%"}](https://www.isic-archive.com) [![ismiletechnologies.com: Secure DevOps Kit For Azure(AzSK)](){: style="width:7%"}](https://www.ismiletechnologies.com/devsecops/secure-devops-kit-azureazsk) [![itbusinessedge.com: Okta vs. Azure AD: IAM Tool Comparison](){: style="width:7%"}](https://www.itbusinessedge.com/security/okta-vs-azure-ad) [![None](){: style="width:7%"}](https://www.itcentralstation.com/categories/application-performance-management-apm) [![Best Java Frameworks Solutions](){: style="width:7%"}](https://www.itcentralstation.com/categories/java-frameworks) [![ithands-on.com: Kubernetes 101 : Changing a Pod's label on the fly](){: style="width:7%"}](https://www.ithands-on.com/2021/04/kubernetes-101-changing-pods-label-on.html) [![ithands-on.com: Kubernetes 101 : External services - ExternalName, DNS and' Endpoints](){: style="width:7%"}](https://www.ithands-on.com/2021/04/kubernetes-101-external-services.html) [![ithands-on.com: Kubernetes 101 : Deployments, replicaSets, services, pods' and endpoints](){: style="width:7%"}](https://www.ithands-on.com/2021/05/kubernetes-101-deployment-replicasets.html) [![ithands-on.com: Kubernetes 101 : kubectl - communication with pods and containers' / running commands inside pods and containers](){: style="width:7%"}](https://www.ithands-on.com/2021/05/kubernetes-101-kubectl-communication.html)

+[![ithands-on.com: Kubernetes 101 : An overview of StatefulSets and Deployments](){: style="width:7%"}](https://www.ithands-on.com/2021/05/kubernetes-101-overview-of-statefulsets.html) [![ithands-on.com: Kubernetes 101 : Performing tasks in kubernetes - Jobs](){: style="width:7%"}](https://www.ithands-on.com/2021/05/kubernetes-101-performing-tasks-in.html) [![ithands-on.com: Kubernetes 101 : Resource Quotas (ResourceQuota) and Limit' Ranges (LimitRange)](){: style="width:7%"}](https://www.ithands-on.com/2021/05/kubernetes-101-resource-quotas.html) [![ithands-on.com: Kubernetes 101 : Deployments and Rolling updates - maxSurge,' maxUnavailable](){: style="width:7%"}](https://www.ithands-on.com/2021/06/kubernetes-101-deployments-and-rolling.html) [![ithands-on.com: Kubernetes 101 : The externalName service](){: style="width:7%"}](https://www.ithands-on.com/2021/06/kubernetes-101-externalname-service.html) [![ithands-on.com: Kubernetes 101 : Extending the container's functionalities' - Sidecar containers](){: style="width:7%"}](https://www.ithands-on.com/2021/07/kubernetes-101-extending-containers.html) [![ithands-on.com: Kubernetes 101 : Changing a service type](){: style="width:7%"}](https://www.ithands-on.com/2021/09/kubernetes-101-changing-service-type.html) [![ithands-on.com: Kubernetes 101 : Switching namespaces](){: style="width:7%"}](https://www.ithands-on.com/2021/10/kubernetes-101-switching-namespaces.html) [![itproportal.com: How to implement DevOps successfully in 2021 🌟](){: style="width:7%"}](https://www.itproportal.com/features/how-to-implement-devops-successfully-in-2021) [![itproportal.com: Stop messing up with CI/CD vs. DevOps and learn the difference' finally](){: style="width:7%"}](https://www.itproportal.com/features/stop-messing-up-with-cicd-vs-devops-and-learn-the-difference-finally) [![itprotoday.com: Who's Winning in the Container Software Market 🌟](){: style="width:7%"}](https://www.itprotoday.com/containers/whos-winning-container-software-market)

+[![itprotoday.com: Is the DevOps Model Killing the Developer? In a Word, No](){: style="width:7%"}](https://www.itprotoday.com/devops-and-software-development/devops-model-killing-developer-word-no) [![itprotoday.com: Who Needs Open Policy Agent?](){: style="width:7%"}](https://www.itprotoday.com/devops-and-software-development/who-needs-open-policy-agent) [![itprotoday.com: Google DORA Report Details Best Practices to Speed DevOps](){: style="width:7%"}](https://www.itprotoday.com/devops/google-dora-report-details-best-practices-speed-devops) [![itprotoday.com: 4 Alternatives to Kubernetes Container Orchestrator](){: style="width:7%"}](https://www.itprotoday.com/hybrid-cloud-and-multicloud/4-alternatives-kubernetes-container-orchestrator) [![itprotoday.com: Is Docker Still Worth Learning for IT Operations Teams?' Probably Not](){: style="width:7%"}](https://www.itprotoday.com/it-operations/docker-still-worth-learning-it-operations-teams-probably-not) [![itprotoday.com: With OpenShift 4.8, Red Hat Seeks to 'Expand Workload Possibilities'](){: style="width:7%"}](https://www.itprotoday.com/linux/openshift-48-red-hat-seeks-expand-workload-possibilities) [![itprotoday.com: Why Site Reliability Engineering Is Key to Modern DevOps](){: style="width:7%"}](https://www.itprotoday.com/testing-and-quality-assurance/why-site-reliability-engineering-key-modern-devops) [![ituser.es: Las principales habilidades que un arquitecto cloud necesita para triunfar](){: style="width:7%"}](https://www.ituser.es/opinion/2020/07/las-principales-habilidades-que-un-arquitecto-cloud-necesita-para-triunfar) [![itwonderlab.com: Kubernetes Cluster using Vagrant and Ansible with Containerd' (in 3 minutes) 🌟](){: style="width:7%"}](https://www.itwonderlab.com/en/ansible-kubernetes-vagrant-tutorial) [![Jaeger](){: style="width:7%"}](https://www.jaegertracing.io) [![Should I Use A Microservices Architecture? What about the UI? 🌟](){: style="width:7%"}](https://www.jamesmichaelhickey.com/microservices-architecture)

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+[![javaguides.net: Spring Boot 3 REST API Documentation using SpringDoc OpenAPI](){: style="width:7%"}](https://www.javaguides.net/2023/03/spring-boot-3-rest-api-documentation.html) [![None](){: style="width:7%"}](https://www.javamonamour.org/2018/11/java-showsettings.html) [![JBang](){: style="width:7%"}](https://www.jbang.dev) [![jeffgeerling.com: Testing your Ansible roles with Molecule](){: style="width:7%"}](https://www.jeffgeerling.com/blog/2018/testing-your-ansible-roles-molecule) [![jeffgeerling.com: Everyone might be a cluster-admin in your Kubernetes cluster](){: style="width:7%"}](https://www.jeffgeerling.com/blog/2020/everyone-might-be-cluster-admin-your-kubernetes-cluster) [![Jenkins](){: style="width:7%"}](https://www.jenkins.io) [![jenkins.io - Tuning Jenkins GC For Responsiveness and Stability with Large Instances 🌟](){: style="width:7%"}](https://www.jenkins.io/blog/2016/11/21/gc-tuning) [![jenkins.io: Parallel stages with Declarative Pipeline 1.2 🌟](){: style="width:7%"}](https://www.jenkins.io/blog/2017/09/25/declarative-1) [![jenkins.io: Share a standard Pipeline across multiple projects with Shared Libraries 🌟](){: style="width:7%"}](https://www.jenkins.io/blog/2017/10/02/pipeline-templates-with-shared-libraries) [![Jenkins: Shifting Gears 🌟🌟](){: style="width:7%"}](https://www.jenkins.io/blog/2018/08/31/shifting-gears) [![Matrix 🌟](){: style="width:7%"}](https://www.jenkins.io/blog/2019/11/22/welcome-to-the-matrix)

+[![Atlassian's new Bitbucket Server integration for Jenkins 🌟](){: style="width:7%"}](https://www.jenkins.io/blog/2020/01/08/atlassians-new-bitbucket-server-integration-for-jenkins) [![WebSocket support in now available for Jenkins CLI and agent networking!](){: style="width:7%"}](https://www.jenkins.io/blog/2020/02/02/web-socket) [![jenkins.io 2020-05-06: Slave to Agent renaming. Renaming of the official Docker images for Jenkins agents](){: style="width:7%"}](https://www.jenkins.io/blog/2020/05/06/docker-agent-image-renaming) [![Windows Docker Agent Images: General Availability 🌟](){: style="width:7%"}](https://www.jenkins.io/blog/2020/05/11/docker-windows-agents) [![Read-only Jenkins Configuration 🌟](){: style="width:7%"}](https://www.jenkins.io/blog/2020/05/25/read-only-jenkins-announcement) [![On Jenkins Terminology Updates](){: style="width:7%"}](https://www.jenkins.io/blog/2020/06/18/terminology-update) [![External Fingerprint Storage Phase-1 Updates](){: style="width:7%"}](https://www.jenkins.io/blog/2020/06/27/external-fingerprint-storage) [![Git Plugin Performance Improvement 🌟](){: style="width:7%"}](https://www.jenkins.io/blog/2020/07/09/git-performance-improvement-phase1) [![Git Plugin Performance Improvement Phase-2 Progress 🌟](){: style="width:7%"}](https://www.jenkins.io/blog/2020/07/29/git-performance-improvement-phase2) [![Git Plugin Performance Improvement: Final Phase and Release 🌟](){: style="width:7%"}](https://www.jenkins.io/blog/2020/08/29/git-performance-improvement-phase3) [![A sustainable pattern with shared library 🌟](){: style="width:7%"}](https://www.jenkins.io/blog/2020/10/21/a-sustainable-pattern-with-shared-library)

+[![jenkins.io: Document Jenkins on Kubernetes: Installing Jenkins on Kubernetes Documentation Release 🌟](){: style="width:7%"}](https://www.jenkins.io/blog/2020/11/05/installing-jenkins-on-kubernetes) [![jenkins.io: Docker image updates](){: style="width:7%"}](https://www.jenkins.io/blog/2021/02/08/docker-base-os-upgrade) [![jenkins.io: Jenkins Operator becomes an official sub-project!](){: style="width:7%"}](https://www.jenkins.io/blog/2021/04/15/jenkins-operator-sub-project) [![Easily reuse Tekton and Jenkins X from Jenkins](){: style="width:7%"}](https://www.jenkins.io/blog/2021/04/21/tekton-plugin) [![jenkins.io: Git Username/Password Credentials Binding for sh, bat, and powershell 🌟](){: style="width:7%"}](https://www.jenkins.io/blog/2021/07/27/git-credentials-binding-phase-1) [![jenkins.io: Docker images use Java 11 by default 🌟](){: style="width:7%"}](https://www.jenkins.io/blog/2021/08/17/docker-images-use-jdk-11-by-default) [![jenkins.io: Security Validator for Jenkins Operator for Kubernetes](){: style="width:7%"}](https://www.jenkins.io/blog/2021/08/23/jenkins-operator-security-work-report) [![jenkins.io: Deprecating non-Java plugins](){: style="width:7%"}](https://www.jenkins.io/blog/2021/12/22/deprecated-ruby-runtime) [![Back of the Napkin Guide to Updating Jenkins](){: style="width:7%"}](https://www.jenkins.io/blog/2023/10/31/marc-s-napkin-upgrade-guide) [![Running Jenkins on Java 11 🌟](){: style="width:7%"}](https://www.jenkins.io/doc/administration/requirements/jenkins-on-java-11) [![Jenkins BlueOcean 🌟](){: style="width:7%"}](https://www.jenkins.io/doc/book/blueocean/getting-started)

+[![jenkins.io: Installing Jenkins on Kubernetes 🌟](){: style="width:7%"}](https://www.jenkins.io/doc/book/installing/kubernetes) [![Jenkins CLI](){: style="width:7%"}](https://www.jenkins.io/doc/book/managing/cli) [![jenkins.io - doc/book/pipeline 🌟](){: style="width:7%"}](https://www.jenkins.io/doc/book/pipeline) [![Pipeline Development Tools (Command-line Pipeline Linter)](){: style="width:7%"}](https://www.jenkins.io/doc/book/pipeline/development) [![jenkins.io - **Jenkinsfile** 🌟](){: style="width:7%"}](https://www.jenkins.io/doc/book/pipeline/jenkinsfile) [![None](){: style="width:7%"}](https://www.jenkins.io/doc/book/pipeline/multibranch) [![Extending with Shared Libraries 🌟](){: style="width:7%"}](https://www.jenkins.io/doc/book/pipeline/shared-libraries) [![Jenkins Pipeline Syntax: Scripted Syntax (Groovy DSL syntax) & Declarative Syntax 🌟](){: style="width:7%"}](https://www.jenkins.io/doc/book/pipeline/syntax) [![Jenkins Remote Access API](){: style="width:7%"}](https://www.jenkins.io/doc/book/using/remote-access-api) [![Plugin Development](){: style="width:7%"}](https://www.jenkins.io/doc/developer/plugin-development) [![Plugin Development: Dependency Management](){: style="width:7%"}](https://www.jenkins.io/doc/developer/plugin-development/dependency-management)

+[![Pipeline: SCM Step (workflow-scm-step)](){: style="width:7%"}](https://www.jenkins.io/doc/pipeline/steps/workflow-scm-step) [![JEP-224: System Read permission: Improve experience of Jenkins Configuration-as-Code users](){: style="width:7%"}](https://www.jenkins.io/events/online-hackfest/2020-uiux) [![jenkins.io: Jenkins Remoting Monitoring 🌟](){: style="width:7%"}](https://www.jenkins.io/projects/gsoc/2021/projects/remoting-monitoring) [![Jenkins Configuration as Code](){: style="width:7%"}](https://www.jenkins.io/projects/jcasc) [![Jenkins SIG Cloud Native 🌟](){: style="width:7%"}](https://www.jenkins.io/sigs/cloud-native) [![Jenkins SIG Platform 🌟](){: style="width:7%"}](https://www.jenkins.io/sigs/platform) [![jenkins.io: Jenkins CD and Pipelines Microsite](){: style="width:7%"}](https://www.jenkins.io/solutions/pipeline) [![==Fleet==](){: style="width:7%"}](https://www.jetbrains.com/fleet) [![jetbrains.com/help/idea/maven-support.html](){: style="width:7%"}](https://www.jetbrains.com/help/idea/maven-support.html) [![jetbrains.com: Storing Project Settings in Version Control](){: style="width:7%"}](https://www.jetbrains.com/help/teamcity/storing-project-settings-in-version-control.html) [![TeamCity](){: style="width:7%"}](https://www.jetbrains.com/teamcity)

+[![jetstack.io: Getting started using cert-manager with the sig-network Gateway' API](){: style="width:7%"}](https://www.jetstack.io/blog/cert-manager-gateway-api-traefik-guide) [![jetstack.io: Securing Istio workloads with mTLS using cert-manager](){: style="width:7%"}](https://www.jetstack.io/blog/cert-manager-istio-integration) [![jfrog.com: Kubernetes Helm Chart Repositories 🌟](){: style="width:7%"}](https://www.jfrog.com/confluence/display/JFROG/Kubernetes+Helm+Chart+Repositories) [![jhipster](){: style="width:7%"}](https://www.jhipster.tech) [![jimangel.io: A Practical Guide to Running NVIDIA GPUs on Kubernetes](){: style="width:7%"}](https://www.jimangel.io/posts/nvidia-rtx-gpu-kubernetes-setup) [![jimangel.io: Self-Updating GitOps](){: style="width:7%"}](https://www.jimangel.io/posts/self-updating-gitops) [![jitendrazaa.com: Create SOAP message using Java](){: style="width:7%"}](https://www.jitendrazaa.com/blog/java/create-soap-message-using-java) [![journaldev.com](){: style="width:7%"}](https://www.journaldev.com/33645/maven-commands-options-cheat-sheet) [![None](){: style="width:7%"}](https://www.journaldunet.com/web-tech/cloud/1492047-comment-kubernetes-perce-les-frontieres-du-cloud) [![zeroturnaround.com: Git cheat sheet 🌟](){: style="width:7%"}](https://www.jrebel.com/blog/git-cheat-sheet) [![jrebel.com/blog/maven-cheat-sheet](){: style="width:7%"}](https://www.jrebel.com/blog/maven-cheat-sheet)

+[![jrebel.com: Top 10 Jenkins Plugins and Features (2014)](){: style="width:7%"}](https://www.jrebel.com/blog/top-10-jenkins-plugins-and-features) [![json.org: Introducing JSON](){: style="width:7%"}](https://www.json.org/json-en.html) [![juanonlab.com: Dashboards de Kibana](){: style="width:7%"}](https://www.juanonlab.com/blog/es/dashboards-de-kibana) [![justingarrison.com: GitHub URL Hacks 🌟](){: style="width:7%"}](https://www.justingarrison.com/blog/2021-07-11-github-url-hacks) [![justinpolidori.it: Secure Your Docker Images With Cosign (and OPA Gatekeeper)](){: style="width:7%"}](https://www.justinpolidori.it/posts/20220116_sign_images_with_cosign_and_verify_with_gatekeeper) [![justinpolidori.it: LDAP authentication with Dex on Kubernetes with Vcluster' (K3S)](){: style="width:7%"}](https://www.justinpolidori.it/posts/20220611_vcluster_auth) [![k8gb.io](){: style="width:7%"}](https://www.k8gb.io) [![k8sref.io](){: style="width:7%"}](https://www.k8sref.io) [![Kaggle: The World's AI Proving Ground](){: style="width:7%"}](https://www.kaggle.com) [![Kaggle Competitions](){: style="width:7%"}](https://www.kaggle.com/competitions) [![kaggle.com: Sports Car Prices dataset](){: style="width:7%"}](https://www.kaggle.com/datasets/rkiattisak/sports-car-prices-dataset)

+[![Pulsar vs Kafka – Comparison and Myths Explored](){: style="width:7%"}](https://www.kai-waehner.de/blog/2020/06/09/apache-kafka-versus-apache-pulsar-event-streaming-comparison-features-myths-explored) [![kai-waehner.de: App Modernization and Hybrid Cloud Architectures with Apache Kafka](){: style="width:7%"}](https://www.kai-waehner.de/blog/2021/03/10/apache-kafka-app-modernization-legacy-hybrid-cloud-native-architecture) [![kai-waehner.de: Apache Kafka and MQTT (Part 1 of 5) – Overview and Comparison](){: style="width:7%"}](https://www.kai-waehner.de/blog/2021/03/15/apache-kafka-mqtt-sparkplug-iot-blog-series-part-1-of-5-overview-comparison) [![kai-waehner.de: When NOT to use Apache Kafka?](){: style="width:7%"}](https://www.kai-waehner.de/blog/2022/01/04/when-not-to-use-apache-kafka) [![kai-waehner.de: When to use Apache Camel vs. Apache Kafka? 🌟](){: style="width:7%"}](https://www.kai-waehner.de/blog/2022/01/28/when-to-use-apache-camel-vs-apache-kafka-for-etl-application-integration-event-streaming) [![kai-waehner.de: Comparison: JMS Message Queue vs. Apache Kafka](){: style="width:7%"}](https://www.kai-waehner.de/blog/2022/05/12/comparison-jms-api-message-broker-mq-vs-apache-kafka) [![kamilgrzybek.com: Modular Monolith: A Primer 🌟](){: style="width:7%"}](https://www.kamilgrzybek.com/blog/posts/modular-monolith-primer) [![kamilgrzybek.com: Modular Monolith: A Primer 🌟](){: style="width:7%"}](https://www.kamilgrzybek.com/design/modular-monolith-primer) [![None](){: style="width:7%"}](https://www.kanister.io) [![Kasten](){: style="width:7%"}](https://www.kasten.io) [![kasten.io: Kubernetes Backup & Recovery For Dummies (Free e-book)](){: style="width:7%"}](https://www.kasten.io/kubernetes/resources/books/kubernetes-backup-and-dr-for-dummies)

+[![katacoda.com 🌟](){: style="width:7%"}](https://www.katacoda.com) [![kateyes.co.uk](){: style="width:7%"}](https://www.kateyes.co.uk) [![Deploy Machine Learning Pipeline on AWS Fargate](){: style="width:7%"}](https://www.kdnuggets.com/2020/07/deploy-machine-learning-pipeline-aws-fargate.html) [![kdnuggets.com: How to Deploy a Flask API in Kubernetes and Connect it with Other Micro-services](){: style="width:7%"}](https://www.kdnuggets.com/2021/02/deploy-flask-api-kubernetes-connect-micro-services.html) [![kdnuggets.com: How To Build A Database Using Python](){: style="width:7%"}](https://www.kdnuggets.com/2021/09/build-database-using-python.html) [![kdnuggets.com: The Complete Collection of Data Science Cheat Sheets – Part 1](){: style="width:7%"}](https://www.kdnuggets.com/2022/02/complete-collection-data-science-cheat-sheets-part-1.html) [![kdnuggets.com: The Complete Collection of Data Science Cheat Sheets – Part 2](){: style="width:7%"}](https://www.kdnuggets.com/2022/02/complete-collection-data-science-cheat-sheets-part-2.html) [![kedify.io: Prometheus and Kubernetes Horizontal Pod Autoscaler don’t talk,' KEDA does](){: style="width:7%"}](https://www.kedify.io/blog-posts/prometheus-and-kubernetes-horizontal-pod-autoscaler-dont-talk-keda-does) [![kedify.io: Prometheus and Kubernetes Horizontal Pod Autoscaler don’t talk, KEDA does](){: style="width:7%"}](https://www.kedify.io/resources/blog/prometheus-and-kubernetes-horizontal-pod-autoscaler-dont-talk-keda-does) [![Keptn](){: style="width:7%"}](https://www.keptn.sh) [![kevinrchant.com: Introducing my Azure DevOps templates for Data Platform' deployments](){: style="width:7%"}](https://www.kevinrchant.com/2021/09/14/t-sql-tuesday-142-introducing-my-azure-devops-templates-for-data-platform-deployments)

+[![kevinrchant.com: Increase in demand for Data Platform automation](){: style="width:7%"}](https://www.kevinrchant.com/2021/09/16/increase-in-demand-for-data-platform-automation) [![keycloak.org](){: style="width:7%"}](https://www.keycloak.org) [![khanacademy.org](){: style="width:7%"}](https://www.khanacademy.org) [![kiali.io](){: style="width:7%"}](https://www.kiali.io) [![kie.org](){: style="width:7%"}](https://www.kie.org) [![Kite 🌟](){: style="width:7%"}](https://www.kite.com) [![kitploit.com: Mesh-Kridik](){: style="width:7%"}](https://www.kitploit.com/2021/12/mesh-kridik-open-source-security.html) [![konveyor 🌟](){: style="width:7%"}](https://www.konveyor.io) [![koyeb.com: Service Mesh and Microservices: Improving Network Management and Observability](){: style="width:7%"}](https://www.koyeb.com/blog/service-mesh-and-microservices-improving-network-management-and-observability) [![KPIs](){: style="width:7%"}](https://www.kpi.org/KPI-Basics) [![KrakenD: The fastest API gateway comes with true linear scalability 🌟](){: style="width:7%"}](https://www.krakend.io)

+[![krakend.io: KrakenD framework becomes a Linux Foundation project](){: style="width:7%"}](https://www.krakend.io/blog/krakend-framework-joins-the-linux-foundation) [![kristhecodingunicorn.com: Setting Up OAuth 2.0 Authentication for Applications in AKS With NGINX and OAuth2 Proxy](){: style="width:7%"}](https://www.kristhecodingunicorn.com/post/aks-oauth2-proxy-with-nginx-ingress-controller) [![kristhecodingunicorn.com: Setting Up OAuth 2.0 Authentication for Applications in AKS With NGINX and OAuth2 Proxy 🌟🌟](){: style="width:7%"}](https://www.kristhecodingunicorn.com/post/k8s_nginx_oauth) [![KTail: Kubernetes log viewer 🌟](){: style="width:7%"}](https://www.ktail.de) [![kube-router](){: style="width:7%"}](https://www.kube-router.io) [![==Kubecost== 🌟](){: style="width:7%"}](https://www.kubecost.com) [![kubeflow](){: style="width:7%"}](https://www.kubeflow.org) [![The Hidden CPU Throttling Crisis in Kubernetes Clusters](){: style="width:7%"}](https://www.kubenatives.com/p/the-hidden-cpu-throttling-crisis) [![kubermatic.com: A Framework for Kubernetes Incident Response](){: style="width:7%"}](https://www.kubermatic.com/blog/a-framework-for-kubernetes-incident-response) [![kubermatic.com: Bringing Your VMs to Kubernetes With KubeVirt](){: style="width:7%"}](https://www.kubermatic.com/blog/bringing-your-vms-to-kubernetes-with-kubevirt) [![kubermatic.com: Keeping the State of Apps 1: Introduction to Volume and volumeMounts](){: style="width:7%"}](https://www.kubermatic.com/blog/keeping-the-state-of-apps-1-introduction-to-volume-and-volumemounts)

+[![kubermatic.com: Keeping the State of Apps 6: Introduction to StatefulSets](){: style="width:7%"}](https://www.kubermatic.com/blog/keeping-the-state-of-apps-5) [![kubermatic.com: Keeping the State of Apps 5: Introduction to Storage Classes](){: style="width:7%"}](https://www.kubermatic.com/blog/keeping-the-state-of-apps-5-introduction-to-storage-classes) [![kubermatic.com: Keeping the State of Apps 6: Introduction to StatefulSets](){: style="width:7%"}](https://www.kubermatic.com/blog/keeping-the-state-of-apps-6-introduction-to-statefulsets) [![kubermatic.com: Keeping the State of Apps Part 2: Introduction to Secrets](){: style="width:7%"}](https://www.kubermatic.com/blog/keeping-the-state-of-apps-part-2-introduction-to-secrets) [![kubermatic.com: Keeping the State of Apps Part 3: Introduction to ConfigMaps 🌟](){: style="width:7%"}](https://www.kubermatic.com/blog/keeping-the-state-of-apps-part-3-introduction-to-configmaps) [![kubermatic.com: The Complete Guide to Kubernetes Metrics](){: style="width:7%"}](https://www.kubermatic.com/blog/the-complete-guide-to-kubernetes-metrics) [![kubermatic.com: Using Open Policy Agent With Kubermatic Kubernetes Platform](){: style="width:7%"}](https://www.kubermatic.com/blog/using-open-policy-agent-with-kubermatic) [![kubermatic.com: Why Implementing Kubernetes Operators Is a Good Idea! 🌟](){: style="width:7%"}](https://www.kubermatic.com/blog/why-implementing-kubernetes-operators-is-a-good-idea) [![kubermatic.com](){: style="width:7%"}](https://www.kubermatic.com/categories/kubernetes) [![kubermatic.com: The Ultimate Checklist for Running Kubernetes in Production](){: style="width:7%"}](https://www.kubermatic.com/resources/the-ultimate-checklist-for-running-kubernetes-in-production) [![kubermatic.com](){: style="width:7%"}](https://www.kubermatic.com/tags/kubernetes)

+[![kubernetes.dev: GitHub Workflow](){: style="width:7%"}](https://www.kubernetes.dev/docs/guide/github-workflow) [![Kubernetes Community Contributors Calendar](){: style="width:7%"}](https://www.kubernetes.dev/resources/calendar) [![Kubestack: Terraform GitOps Framework 🌟](){: style="width:7%"}](https://www.kubestack.com) [![None](){: style="width:7%"}](https://www.kubestack.com/framework/documentation) [![None](){: style="width:7%"}](https://www.kubestack.com/framework/documentation/tutorial-build-local-lab) [![kubetools.io: KoPylot: An AI-Powered Kubernetes Assistant for DevOps & Developers](){: style="width:7%"}](https://www.kubetools.io/kubernetes/kopylot-an-ai-powered-kubernetes-assistant-for-devops-developers) [![kubetools.io: Kubeshark – API Traffic Analyzer for Kubernetes](){: style="width:7%"}](https://www.kubetools.io/kubernetes/mastering-kubernetes-debugging-and-troubleshooting-with-kubeshark-real-time-visibility-query-language-service-map-and-integrations) [![kubetools.io: Why K9s Should Be Your Go-To Tool for Kubernetes Management](){: style="width:7%"}](https://www.kubetools.io/kubernetes/why-k9s-should-be-your-go-to-tool-for-kubernetes-management) [![Kubeval](){: style="width:7%"}](https://www.kubeval.com) [![kubewarden.io: Scanning secrets in environment variables](){: style="width:7%"}](https://www.kubewarden.io/blog/2022/10/env-var-secrets) [![eventstore.com: Service-Oriented Architecture vs Event-Driven Architecture 🌟](){: style="width:7%"}](https://www.kurrent.io/blog/service-oriented-architecture-vs-event-driven-architecture)

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+[![linkedin.com: Azure Networking | Filiz Akkaya](){: style="width:7%"}](https://www.linkedin.com/pulse/azure-networking-filiz-akkaya-wqcuc) [![Azure Weekly Update 15th May 2026](){: style="width:7%"}](https://www.linkedin.com/pulse/azure-weekly-update-15th-may-2026-john-savill-fyspc) [![Azure Weekly Update - 22nd May 2026](){: style="width:7%"}](https://www.linkedin.com/pulse/azure-weekly-update-22nd-may-2026-john-savill-xpidc/?trackingId=ogg9bm9PQnyhEbNxtvW8Iw%3D%3D) [![BMW takes digital innovation into the fast lane with Red Hat Openshift Container Platform](){: style="width:7%"}](https://www.linkedin.com/pulse/bmw-takes-digital-innovation-fast-lane-red-hat-openshift-mendus) [![linkedin.com: CAF vs WAF: Which Framework to Use for Your Cloud Migration?](){: style="width:7%"}](https://www.linkedin.com/pulse/caf-vs-waf-which-framework-use-your-cloud-migration-gregor-wohlfarter-hko0f) [![linkedin.com/pulse: Command and Query Responsibility Segregation (CQRS):' Optimizing Hybrid Cloud Strategies](){: style="width:7%"}](https://www.linkedin.com/pulse/command-query-responsibility-segregation-cqrs-hybrid-cloud-mark-ubhfc) [![linkedin.com: Complete CI/CD Solution for mS on AKS using Azure DevOps, ArgoCD and External Kubernetes Secretes 🌟](){: style="width:7%"}](https://www.linkedin.com/pulse/complete-cicd-solution-ms-aks-using-azure-devops-argocd-singh) [![linkedin.com: Complexities of AWS Security Groups in the Cloud World](){: style="width:7%"}](https://www.linkedin.com/pulse/complexities-aws-security-groups-cloud-world-ashish-kar) [![CPU Limits in Kubernetes: Deep Dive into Pod Throttling and Kernel Interactions](){: style="width:7%"}](https://www.linkedin.com/pulse/cpu-limits-kubernetes-why-your-pod-idle-still-deep-dive-lazarev-k3m7f) [![linkedin.com/pulse: No Credentials, No Problem - using Azure Managed Identity](){: style="width:7%"}](https://www.linkedin.com/pulse/credentials-problem-using-azure-managed-identity-dimitar-iliev--wzzaf) [![linkedin.com: DAY 01: Kubernetes : Understanding Architecture, Components, Installation and Configuration](){: style="width:7%"}](https://www.linkedin.com/pulse/day-01-kubernetes-understanding-architecture-anup-ghattikar)

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+[![linkedin.com/pulse: How BMW uses Redhat OpenShift?](){: style="width:7%"}](https://www.linkedin.com/pulse/how-bmw-uses-redhat-openshift-bobby-singh) [![linkedin.com/pulse: How to Estimate Cloud Costs with Terraform (Azure, AWS, GCP, etc.) via Azure DevOps Pipelines](){: style="width:7%"}](https://www.linkedin.com/pulse/how-estimate-cloud-costs-terraform-azure-aws-gcp-etc-via-kaan-turgut-msexc) [![How to Evolve from RDBMS to NoSQL + SQL 🌟](){: style="width:7%"}](https://www.linkedin.com/pulse/how-evolve-from-rdbms-nosql-sql-jim-scott) [![linkedin.com: How to Move From a β€œWait for it...” Batch-Processing Culture to a β€œGet It Now” Real-Time Data Culture](){: style="width:7%"}](https://www.linkedin.com/pulse/how-move-from-wait-batch-processing-culture-get-now-tomsen-bukovec) [![How to visualize your AWS Account with AWS Cloud9?](){: style="width:7%"}](https://www.linkedin.com/pulse/how-visualize-your-aws-account-cloud9-wong-chun-yin-cyrus-%E9%BB%83%E4%BF%8A%E5%BD%A5-) [![linkedin.com/pulse: How to write YAML file for Kubernetes | Megha S.k](){: style="width:7%"}](https://www.linkedin.com/pulse/how-write-yaml-file-kubernetes-megha-s-k) [![linkedin.com/pulse: Importance of API Automation Testing 🌟](){: style="width:7%"}](https://www.linkedin.com/pulse/importance-api-automation-testing-manish-saini) [![InfraCost + Terraform PRs: Making Cost Awareness Effortless](){: style="width:7%"}](https://www.linkedin.com/pulse/infracost-terraform-prs-making-cost-awareness-martin-jackson-a6sge) [![linkedin: Jenkins Server setup with dynamic worker nodes](){: style="width:7%"}](https://www.linkedin.com/pulse/jenkins-server-setup-dynamic-worker-nodes-shishir-khandelwal) [![linkedin.com: Kafka Cluster Setup on Kubernetes](){: style="width:7%"}](https://www.linkedin.com/pulse/kaka-cluster-setup-kubernetes-avinash-kumar-chandran) [![linkedin.com: Kubernetes Ephemeral Containers | Bibin Wilson](){: style="width:7%"}](https://www.linkedin.com/pulse/kubernetes-ephemeral-containers-bibin-wilson)

+[![linkedin pulse: Listado de todos los Servicios de AWS (actualizado 1 de' Enero 2021)](){: style="width:7%"}](https://www.linkedin.com/pulse/listado-de-todos-los-servicios-amazon-web-services-daniel-pe%25C3%25B1a-silva) [![linkedin.com: Look Before You Leap!](){: style="width:7%"}](https://www.linkedin.com/pulse/look-before-you-leap-sarah-robb-o-hagan) [![linkedin.com: Microservices are testable in isolation 🌟](){: style="width:7%"}](https://www.linkedin.com/pulse/microservices-testable-isolation-chris-richardson) [![Tips on Passing AWS Certified Solutions Architect - Professional Level](){: style="width:7%"}](https://www.linkedin.com/pulse/passed-aws-certified-solutions-architect-level-harshit-agarwal) [![linkedin.com: Selenium 4 and Grid Integration with Kubernetes 🌟](){: style="width:7%"}](https://www.linkedin.com/pulse/selenium-4-grid-integration-kubernetes-rishi-khanna) [![linkedin: Sharing My Top 10 resources to use while preparing for AWS Certification Exams](){: style="width:7%"}](https://www.linkedin.com/pulse/sharing-my-top-10-resources-use-while-preparing-aws-exams-semaan) [![linkedin.com/pulse: So, you think you're an associate level Solutions Architect?](){: style="width:7%"}](https://www.linkedin.com/pulse/so-you-think-youre-associate-level-solutions-adrian-cantrill) [![linkedin.com: SRE: Key Insights-"Done the right way”](){: style="width:7%"}](https://www.linkedin.com/pulse/sre-key-insights-done-right-way-shankar-muniyappa) [![linkedin: Test Automation - How To Build a CI/CD Pipeline Using Pytest and GitHub Actions](){: style="width:7%"}](https://www.linkedin.com/pulse/test-automation-how-build-cicd-pipeline-using-pytest-nir-tal) [![TestOps at the Speed of DevOps. Is DevOps killing Testing and QA or making it more important than ever?](){: style="width:7%"}](https://www.linkedin.com/pulse/testops-speed-devops-chaitanya-jawale) [![linkedin.com/pulse: Top 10 skills a DevOps engineer should possess](){: style="width:7%"}](https://www.linkedin.com/pulse/top-10-skills-devops-engineer-should-possess-saurabh-badhwar)

+[![linkedin.com: Tuning Grafana - Jmeter Dashboards](){: style="width:7%"}](https://www.linkedin.com/pulse/tuning-grafana-jmeter-dashboards-ezhil-arasu) [![linkedin.com: The Ultimate Guide to Azure Cloud Adoption Framework Lifecycle](){: style="width:7%"}](https://www.linkedin.com/pulse/ultimate-guide-azure-cloud-adoption-framework-gregor-wohlfarter-hb4sf) [![linkedin.com/pulse: What are Kubernetes Persistent Volumes?](){: style="width:7%"}](https://www.linkedin.com/pulse/what-kubernetes-persistent-volumes-gyan-prakash-1f) [![linkedin.com/pulse: The Who's Who of the Azure Configuration Management' Landscape | Mark Tinderholt](){: style="width:7%"}](https://www.linkedin.com/pulse/whos-who-azure-configuration-management-landscape-mark-tinderholt-nm7ve) [![linkedin.com pulse: WTH is GitOps? | Pavan Belagatti](){: style="width:7%"}](https://www.linkedin.com/pulse/wth-gitops-pavan-belagatti) [![Tips on Passing AWS Certified Solutions Architect - Professional Level](){: style="width:7%"}](https://www.linkedin.com/top-content/?trk=article_not_found) [![Kubernetes Security Best Practices: A DevSecOps Perspective](){: style="width:7%"}](https://www.linkedin.com/top-content/career) [![Linode](){: style="width:7%"}](https://www.linode.com) [![None](){: style="width:7%"}](https://www.linode.com/blog/kubernetes/scaling-kubernetes-to-zero-and-back) [![linode.com: Terraforming Kubernetes Series Introduction](){: style="width:7%"}](https://www.linode.com/content/terraforming-kubernetes-series-introduction-episode-1-6-with-justin-mitchel) [![linode.com: A Overview of Using Octant with Kubernetes](){: style="width:7%"}](https://www.linode.com/docs/guides/using-octant-with-kubernetes-a-tutorial)

+[![Linode Kubernetes Engine (LKE)](){: style="width:7%"}](https://www.linode.com/products/kubernetes) [![Linux-tutorial.info](){: style="width:7%"}](https://www.linux-tutorial.info) [![linux.com 🌟](){: style="width:7%"}](https://www.linux.com) [![linux.com: Getting Started With Kubernetes Is Easy With Minikube](){: style="width:7%"}](https://www.linux.com/audience/devops/getting-started-kubernetes-easy-minikube) [![linuxadictos.com](){: style="width:7%"}](https://www.linuxadictos.com) [![linuxadictos.com: Docker presenta nuevas capacidades para desarrolladores](){: style="width:7%"}](https://www.linuxadictos.com/docker-presenta-nuevas-capacidades-para-desarrolladores.html) [![linuxadvise.com: Helmfile - Next Level to manage your helm Charts](){: style="width:7%"}](https://www.linuxadvise.com/amp/helmfile-next-level-to-manage-your-helm-charts) [![linuxadvise.com: Kubernetes Config Maps](){: style="width:7%"}](https://www.linuxadvise.com/post/kubernetes-config-maps) [![linuxadvise.com: Kubernetes Daemon Sets](){: style="width:7%"}](https://www.linuxadvise.com/post/kubernetes-daemon-sets) [![linuxadvise.com: Kubernetes Node Affinity](){: style="width:7%"}](https://www.linuxadvise.com/post/kubernetes-node-affinity) [![linuxadvise.com: Kubernetes Node Selectors](){: style="width:7%"}](https://www.linuxadvise.com/post/kubernetes-node-selectors)

+[![linuxadvise.com: Kubernetes Pod Security Policy](){: style="width:7%"}](https://www.linuxadvise.com/post/kubernetes-pod-security-policy) [![linuxadvise.com: Kubernetes Rolling Updates and Rollbacks](){: style="width:7%"}](https://www.linuxadvise.com/post/kubernetes-rolling-updates-and-rollbacks) [![linuxadvise.com: Kubernetes Secrets](){: style="width:7%"}](https://www.linuxadvise.com/post/kubernetes-secrets) [![linuxadvise.com: Kubernetes Static Pods](){: style="width:7%"}](https://www.linuxadvise.com/post/kubernetes-static-pods) [![The Linux Foundation](){: style="width:7%"}](https://www.linuxfoundation.org) [![linuxhomenetworking.com](){: style="width:7%"}](https://www.linuxhomenetworking.com) [![linuxjournal.com: AWS EC2 VPC CLI](){: style="width:7%"}](https://www.linuxjournal.com/content/aws-ec2-vpc-cli) [![LinuxLinks.com](){: style="width:7%"}](https://www.linuxlinks.com) [![linuxnix.com](){: style="width:7%"}](https://www.linuxnix.com) [![linuxshelltips.com: What’s the Difference Between ${} and $() in Bash](){: style="width:7%"}](https://www.linuxshelltips.com/difference-between-and-in-bash) [![linuxshelltips.com: How to Kill Running Linux Process on Particular Port](){: style="width:7%"}](https://www.linuxshelltips.com/kill-linux-process-with-port)

+[![linuxshelltips.com: How to Use Netcat to Scan Open Ports in Linux 🌟](){: style="width:7%"}](https://www.linuxshelltips.com/netcat-linux-port-scanning) [![linuxsysadmins.com: Install Ansible AWX on Kubernetes in 5 minutes](){: style="width:7%"}](https://www.linuxsysadmins.com/install-ansible-awx-on-kubernetes) [![linuxtechi.com: How to Use Loops in Ansible Playbook](){: style="width:7%"}](https://www.linuxtechi.com/how-to-use-loops-in-ansible-playbook) [![linuxtechi.com: How to Setup Private Docker Registry in Kubernetes (k8s)](){: style="width:7%"}](https://www.linuxtechi.com/setup-private-docker-registry-kubernetes) [![linuxteck.com](){: style="width:7%"}](https://www.linuxteck.com) [![linuxteck.com: 13 Top command in Linux (Monitor Linux Server Processes) 🌟](){: style="width:7%"}](https://www.linuxteck.com/13-top-command-in-linux) [![linuxteck.com: 12 basic cat command in Linux with examples](){: style="width:7%"}](https://www.linuxteck.com/basic-cat-command-in-linux-with-examples) [![linuxteck.com: 10 basic and most useful 'ssh' client commands in Linux](){: style="width:7%"}](https://www.linuxteck.com/basic-ssh-client-commands-in-linux) [![linuxteck.com: 15 basic useful firewall-cmd commands in Linux](){: style="width:7%"}](https://www.linuxteck.com/basic-useful-firewall-cmd-commands-in-linux) [![linuxteck.com: 15 basic curl command in Linux with practical examples](){: style="width:7%"}](https://www.linuxteck.com/curl-command-in-linux-with-examples) [![None](){: style="width:7%"}](https://www.linuxtoday.com)

+[![None](){: style="width:7%"}](https://www.liquibase.com/community/liquibase-vs-flyway) [![liquibase.org](){: style="width:7%"}](https://www.liquibase.org) [![liquibase.org: Liquibase vs. Flyway](){: style="width:7%"}](https://www.liquibase.org/liquibase-vs-flyway) [![Building a Financial Due Diligence Agent with LiteParse](){: style="width:7%"}](https://www.llamaindex.ai/blog/building-a-financial-due-diligence-agent-with-liteparse) [![Up to 100x Fast Parsing with LiteParse v2.0 and Rust](){: style="width:7%"}](https://www.llamaindex.ai/blog/liteparse-v2-0-runs-everywhere) [![localstack.cloud](){: style="width:7%"}](https://www.localstack.cloud) [![AWS Lambda, Echo, and the Future of Cloud Automation](){: style="width:7%"}](https://www.logicworks.net/blog/2016/01/aws-lambda-echo-cloud-automation) [![==Lucidchart==](){: style="width:7%"}](https://www.lucidchart.com) [![lucidchart.com: Agile vs. Waterfall vs. Kanban vs. Scrum: What’s the Difference?](){: style="width:7%"}](https://www.lucidchart.com/blog/agile-vs-waterfall-vs-kanban-vs-scrum) [![Lucidchart](){: style="width:7%"}](https://www.lucidchart.com/pages) [![Lucidchart](){: style="width:7%"}](https://www.lucidchart.com/pages/integrations/aws-architecture-import)

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+[![magalix.com: Implementing FaaS in Kubernetes Using Kubeless](){: style="width:7%"}](https://www.magalix.com/blog/implementing-faas-in-kubernetes-using-kubeless) [![magalix.com: Influencing Kubernetes Scheduler Decisions](){: style="width:7%"}](https://www.magalix.com/blog/influencing-kubernetes-scheduler-decisions) [![magalix.com: Integrating Open Policy Agent (OPA) With Kubernetes 🌟](){: style="width:7%"}](https://www.magalix.com/blog/integrating-open-policy-agent-opa-with-kubernetes-a-deep-dive-tutorial) [![magalix.com: Kubernetes 101 - Concepts and Why It Matters](){: style="width:7%"}](https://www.magalix.com/blog/kubernetes-101-concepts-and-why-it-matters) [![magalix.com: Kubernetes And Databases 🌟](){: style="width:7%"}](https://www.magalix.com/blog/kubernetes-and-database) [![magalix.com: kubernetes authentication 🌟](){: style="width:7%"}](https://www.magalix.com/blog/kubernetes-authentication) [![magalix.com: kubernetes authorization 🌟](){: style="width:7%"}](https://www.magalix.com/blog/kubernetes-authorization) [![magalix.com: Capacity Planning](){: style="width:7%"}](https://www.magalix.com/blog/kubernetes-patterns-capacity-planning) [![magalix.com: Kubernetes Patterns - The Service Discovery Pattern](){: style="width:7%"}](https://www.magalix.com/blog/kubernetes-patterns-the-service-discovery-pattern) [![magalix.com: Monitoring of Kubernetes Clusters To Manage Large Scale Projects](){: style="width:7%"}](https://www.magalix.com/blog/monitor-kuberentes-cluster-to-manage-large-scale-projects) [![magalix.com: Monitoring Kubernetes Clusters Through Prometheus & Grafana' 🌟](){: style="width:7%"}](https://www.magalix.com/blog/monitoring-of-kubernetes-cluster-through-prometheus-and-grafana)

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+[![makeuseof.com: The 7 Best Red Hat-Based Linux Distributions](){: style="width:7%"}](https://www.makeuseof.com/best-red-hat-based-linux-distros) [![makeuseof.com: hich Container System Should You Use: Kubernetes or Docker?](){: style="width:7%"}](https://www.makeuseof.com/kubernetes-or-docker) [![makeuseof.com: 10 Useful Tools for Python Developers](){: style="width:7%"}](https://www.makeuseof.com/python-developer-tools) [![makeuseof.com: 7 Vital Commands to Get Started With Python for Beginners](){: style="width:7%"}](https://www.makeuseof.com/python-for-beginners) [![makeuseof.com: 11 Useful Python One-Liners You Must Know](){: style="width:7%"}](https://www.makeuseof.com/useful-python-one-liners-you-must-know) [![malt 🌟](){: style="width:7%"}](https://www.malt.com) [![mandiant.com: Azure Run Command for Dummies](){: style="width:7%"}](https://www.mandiant.com/resources/azure-run-command-dummies) [![manifests.io/kubernetes/1.28](){: style="width:7%"}](https://www.manifests.io/kubernetes/1.28) [![Manning: **Openshift in action**](){: style="width:7%"}](https://www.manning.com/books/openshift-in-action) [![Pipeline as Code](){: style="width:7%"}](https://www.manning.com/books/pipeline-as-code) [![maquinasvirtuales.eu: Docker Swarm: Instalar Ansible AWX](){: style="width:7%"}](https://www.maquinasvirtuales.eu/docker-swarm-instalar-ansible-awx)

+[![marcobehler.com: Java Versions and Features 🌟](){: style="width:7%"}](https://www.marcobehler.com/guides/a-guide-to-java-versions-and-features) [![TaskBuster Django Tutorial, made with Django 1.8 and Python 3](){: style="width:7%"}](https://www.marinamele.com/taskbuster-django-tutorial) [![mariocortes.net: La crisis de seniority](){: style="width:7%"}](https://www.mariocortes.net/la-crisis-de-seniority) [![markdownguide.org](){: style="width:7%"}](https://www.markdownguide.org) [![Markdown Cheat Sheet 1](){: style="width:7%"}](https://www.markdownguide.org/cheat-sheet) [![None](){: style="width:7%"}](https://www.mastertheboss.com/jboss-frameworks/spring/deploy-your-springboot-applications-on-openshift) [![None](){: style="width:7%"}](https://www.mastertheboss.com/soa-cloud/openshift/clustering-wildfly-on-openshift-using-wildfly-operator) [![None](){: style="width:7%"}](https://www.mastertheboss.com/soa-cloud/openshift/java-ee-example-application-on-openshift) [![None](){: style="width:7%"}](https://www.mastertheboss.com/soa-cloud/openshift/openshift-cheatsheet) [![None](){: style="width:7%"}](https://www.mastertheboss.com/soa-cloud/openshift/running-microprofile-applications-on-openshift) [![None](){: style="width:7%"}](https://www.mastertheboss.com/soa-cloud/openshift/thorntail-on-openshift)

+[![None](){: style="width:7%"}](https://www.mastertheboss.com/soa-cloud/openshift/using-wildfly-on-openshift) [![MCPBundles](){: style="width:7%"}](https://www.mcpbundles.com) [![medianova.com: Service Mesh vs. API Gateway](){: style="width:7%"}](https://www.medianova.com/en-blog/service-mesh-vs-api-gateway) [![medianova.com: Service Mesh vs. API Gateway](){: style="width:7%"}](https://www.medianova.com/service-mesh-vs-api-gateway) [![meet-in.es: Β«Para liderar a largo plazo hay que ser buena personaΒ»](){: style="width:7%"}](https://www.meet-in.es/para-liderar-a-largo-plazo-hay-que-ser-buena-persona) [![Meetup event: From Freestyle jobs to Pipeline, with JobDSL](){: style="width:7%"}](https://www.meetup.com/Jenkins-online-meetup/events/270600737) [![In this presentation](){: style="width:7%"}](https://www.meetup.com/Jenkins-online-meetup/events/270630108) [![Jenkins Online Meetup](){: style="width:7%"}](https://www.meetup.com/Jenkins-online-meetup/events/270861119) [![meetup.com: A single open-source security scanner for most languages on Jenkins](){: style="width:7%"}](https://www.meetup.com/es-es/jenkins-online-meetup/events/276135789) [![meetup.com: A single open-source security scanner for most languages on' Jenkins](){: style="width:7%"}](https://www.meetup.com/es/Jenkins-online-meetup/events/276135789) [![Meetup event: From Freestyle jobs to Pipeline, with JobDSL](){: style="width:7%"}](https://www.meetup.com/jenkins-online-meetup/events/270600737)

+[![In this presentation](){: style="width:7%"}](https://www.meetup.com/jenkins-online-meetup/events/270630108) [![Jenkins Online Meetup](){: style="width:7%"}](https://www.meetup.com/jenkins-online-meetup/events/270861119) [![Mergecrush](){: style="width:7%"}](https://www.mergecrush.com) [![None](){: style="width:7%"}](https://www.merikan.com/2019/04/jvm-in-a-container) [![Metabob](){: style="width:7%"}](https://www.metabob.com) [![micahlerner.com: Automatic Reliability Testing For Cluster Management Controllers](){: style="width:7%"}](https://www.micahlerner.com/2022/07/24/automatic-reliability-testing-for-cluster-management-controllers.html) [![Injecting a Chess Engine into Amazon Redshift](){: style="width:7%"}](https://www.michaelburge.us/2017/09/10/injecting-shellcode-to-speed-up-amazon-redshift.html) [![Premier League Deepens Fan Connection Using AI | Microsoft Customer Stories](){: style="width:7%"}](https://www.microsoft.com/en-us/customers/brand-collections/premier-league-transforming-fan-experiences) [![Premier League Deepens Fan Connection Using AI | Microsoft Customer Stories](){: style="width:7%"}](https://www.microsoft.com/en-us/customers/brand-collections/premier-league-transforming-fan-experiences?ocid=FY26_soc_omc_br_LI_PLEndOfSeason) [![Microsoft Azure Virtual Training: Migrate and Modernize Foundation](){: style="width:7%"}](https://www.microsoft.com/en-us/events/search-catalog?q=Migrate+and+modernize+foundation&filters=product%3Aazure%2Cprimary-language%3Aenglish&scenario=events) [![Webwright: A Terminal Is All You Need For Web Agents](){: style="width:7%"}](https://www.microsoft.com/en-us/research/articles/webwright-a-terminal-is-all-you-need-for-web-agents)

+[![microsoft.com: Biomedical Research Platform Terra Now Available on Microsoft Azure](){: style="width:7%"}](https://www.microsoft.com/en-us/research/blog/biomedical-research-platform-terra-now-available-on-microsoft-azure) [![Project InnerEye – Democratizing Medical Imaging AI](){: style="width:7%"}](https://www.microsoft.com/en-us/research/project/medical-image-analysis) [![microsoft.com: DevOps threat matrix](){: style="width:7%"}](https://www.microsoft.com/en-us/security/blog/2023/04/06/devops-threat-matrix) [![Microsoft Security Copilot](){: style="width:7%"}](https://www.microsoft.com/en-us/security/business/ai-machine-learning/microsoft-security-copilot) [![microsoft.com: Revolutionizing our ARM template deployment at Microsoft with shift from JSON to BICEP](){: style="width:7%"}](https://www.microsoft.com/insidetrack/blog/revolutionizing-our-arm-template-deployment-at-microsoft-with-shift-from-json-to-bicep) [![Microsoft Teams](){: style="width:7%"}](https://www.microsoft.com/microsoft-365/microsoft-teams/group-chat-software) [![Microsoft.com: Attack matrix for Kubernetes 🌟](){: style="width:7%"}](https://www.microsoft.com/security/blog/2020/04/02/attack-matrix-kubernetes) [![microsoft.com: Secure containerized environments with updated threat matrix for Kubernetes](){: style="width:7%"}](https://www.microsoft.com/security/blog/2021/03/23/secure-containerized-environments-with-updated-threat-matrix-for-kubernetes) [![middlewareinventory.com: How to use ansible with S3 – Ansible aws_s3 examples | Devops Junction](){: style="width:7%"}](https://www.middlewareinventory.com/blog/ansible-aws_s3-example) [![middlewareinventory.com: Ansible Dictionary – How to create and add items to dict](){: style="width:7%"}](https://www.middlewareinventory.com/blog/ansible-dict) [![middlewareinventory.com: Ansible List Examples – How to create and append items to List 🌟](){: style="width:7%"}](https://www.middlewareinventory.com/blog/ansible-list-examples-how-to-create-and-append-items-to-list)

+[![middlewareinventory.com: Ansible Playbook Examples – Sample Ansible Playbooks | Devops Junction](){: style="width:7%"}](https://www.middlewareinventory.com/blog/ansible-playbook-example) [![middlewareinventory.com: Get CPU and Memory Usage of NODES and PODS – Kubectl 🌟](){: style="width:7%"}](https://www.middlewareinventory.com/blog/cpu-memory-usage-nodes-k8s) [![middlewareinventory.com: Terraform Create Multiple EC2 with different Configs – for_each and count together](){: style="width:7%"}](https://www.middlewareinventory.com/blog/terraform-create-multiple-ec2-different-config) [![middlewareinventory.com: Terraform For Each Examples – How to use for_each | Devops Junction](){: style="width:7%"}](https://www.middlewareinventory.com/blog/terraform-for-each-examples) [![middlewareinventory.com: Terraform import All AWS Security Groups – How to 🌟](){: style="width:7%"}](https://www.middlewareinventory.com/blog/terraform-import-securitygroup-aws) [![migops.com: pgBackRest – The Best Postgres Backup Tool with a very active community](){: style="width:7%"}](https://www.migops.com/blog/2021/04/09/pgbackrest-the-best-postgres-backup-tool-with-a-very-active-community) [![migops.com: Is Aurora PostgreSQL really faster and cheaper than RDS PostgreSQL' – Benchmarking](){: style="width:7%"}](https://www.migops.com/blog/2021/11/26/is-aurora-postgresql-really-faster-and-cheaper-than-rds-postgresql-benchmarking) [![None](){: style="width:7%"}](https://www.migops.com/blog/pgbackrest-the-best-postgres-backup-tool-with-a-very-active-community) [![min.io](){: style="width:7%"}](https://www.min.io) [![blog.min.io: Mono Clouds vs Multi-Clouds & Hybrid Clouds](){: style="width:7%"}](https://www.min.io/blog) [![blog.min.io: Certificate-based Authentication for S3](){: style="width:7%"}](https://www.min.io/blog/certificate-based-authentication-with-s3)

+[![mindtheproduct.com: The Product Managers’ Guide to Continuous Delivery and DevOps 🌟🌟](){: style="width:7%"}](https://www.mindtheproduct.com/what-the-hell-are-ci-cd-and-devops-a-cheatsheet-for-the-rest-of-us) [![MiniSim: Launcher for iOS and Android Simulators](){: style="width:7%"}](https://www.minisim.app) [![mirantis.com: How to install Kubernetes with Kubeadm: A quick and dirty guide](){: style="width:7%"}](https://www.mirantis.com/blog/how-install-kubernetes-kubeadm) [![mirantis.com: Introduction to Istio Ingress: The easy way to manage incoming Kubernetes app traffic](){: style="width:7%"}](https://www.mirantis.com/blog/introduction-to-istio-ingress-the-easy-way-to-manage-incoming-kubernetes-app-traffic) [![mirantis.com: Kustomize Tutorial: Creating a Kubernetes app out of multiple pieces](){: style="width:7%"}](https://www.mirantis.com/blog/introduction-to-kustomize-part-1-creating-a-kubernetes-app-out-of-multiple-pieces) [![mirantis.com: Introduction to YAML: Creating a Kubernetes deployment](){: style="width:7%"}](https://www.mirantis.com/blog/introduction-to-yaml-creating-a-kubernetes-deployment) [![mirantis.com: Kubernetes Cheat Sheet 🌟](){: style="width:7%"}](https://www.mirantis.com/blog/kubernetes-cheat-sheet) [![None](){: style="width:7%"}](https://www.mirantis.com/blog/your-app-deserves-more-than-kubernetes-ingress-kubernetes-ingress-vs-istio-gateway-webinar) [![Mirantis Docker Enterprise 3.1+ with Kubernetes](){: style="width:7%"}](https://www.mirantis.com/software/docker/docker-enterprise) [![MkDocs](){: style="width:7%"}](https://www.mkdocs.org) [![moesif.com: How to choose the right API Gateway for your platform: Comparison of Kong, Tyk, Apigee, and alternatives](){: style="width:7%"}](https://www.moesif.com/blog/technical/api-gateways/How-to-Choose-The-Right-API-Gateway-For-Your-Platform-Comparison-Of-Kong-Tyk-Apigee-And-Alternatives)

+[![mongodb.com: DaaS with MongoDB and Confluent](){: style="width:7%"}](https://www.mongodb.com/blog/post/daa-s-with-mongo-db-and-confluent) [![Introducing MongoDB for VS Code](){: style="width:7%"}](https://www.mongodb.com/blog/post/introducing-mongodb-for-vs-code) [![None](){: style="width:7%"}](https://www.mongodb.com/company/blog/product-release-announcements/introducing-mongodb-for-vs-code) [![mongodb.com: DaaS with MongoDB and Confluent](){: style="width:7%"}](https://www.mongodb.com/company/blog/technical/daa-s-with-mongo-db-and-confluent) [![developer.mongodb.com: MongoDB Cheat Sheet](){: style="width:7%"}](https://www.mongodb.com/docs) [![MongoDB security tutorial](){: style="width:7%"}](https://www.mongodb.com/docs/manual/security) [![MongoDB and Kubernetes 🌟](){: style="width:7%"}](https://www.mongodb.com/kubernetes) [![MongoDB and Kubernetes 🌟](){: style="width:7%"}](https://www.mongodb.com/products/integrations/kubernetes) [![morling.dev: Introducing JfrUnit 1.0.0.Alpha1](){: style="width:7%"}](https://www.morling.dev/blog/introducing-jfrunit-1-0-0-alpha1) [![Single Message Transformations - The Swiss Army Knife of Kafka Connect](){: style="width:7%"}](https://www.morling.dev/blog/single-message-transforms-swiss-army-knife-of-kafka-connect) [![mssqltips.com: Choosing Between SQL Server Integration Services and Azure Data Factory](){: style="width:7%"}](https://www.mssqltips.com/sqlservertip/7094/azure-data-factory-vs-ssis-similarities-differences)

+[![==mssqltips.com: PowerShell for the DBA - If Else and Switch statements==](){: style="width:7%"}](https://www.mssqltips.com/sqlservertip/7188/powershell-if-if-else-switch-examples) [![Mulesoft](){: style="width:7%"}](https://www.mulesoft.com) [![None](){: style="width:7%"}](https://www.mulesoft.com/api/rest/what-is-rest-api) [![MuleSoft API Manager](){: style="width:7%"}](https://www.mulesoft.com/platform/api/manager) [![mulesoft.com: What is a RESTful API?](){: style="width:7%"}](https://www.mulesoft.com/resources/api/restful-api) [![Mux: The API to Video](){: style="width:7%"}](https://www.mux.com) [![muycomputer.com: WinGet 1.0, ya estΓ‘ aquΓ­ el administrador de paquetes para Windows](){: style="width:7%"}](https://www.muycomputer.com/2021/06/03/winget-1-0-paquetes-windows-10) [![muycomputerpro.com: IngenierΓ­a de plataformas de DevOps: la nueva generaciΓ³n de DevOps](){: style="width:7%"}](https://www.muycomputerpro.com/2024/01/12/ingenieria-de-plataformas-de-devops-la-nueva-generacion-de-devops) [![muylinux.com](){: style="width:7%"}](https://www.muylinux.com) [![Python mini-quiz](){: style="width:7%"}](https://www.mypythonquiz.com) [![mytechramblings.com: A practical example of GitOps using Azure DevOps, Azure Container Registry, Helm, Flux and Kubernetes](){: style="width:7%"}](https://www.mytechramblings.com/posts/gitops-with-azure-devops-helm-acr-flux-and-k8s)

+[![n-ix.com: How to reduce your technical debt: An ultimate guide](){: style="width:7%"}](https://www.n-ix.com/reduce-technical-debt) [![namecheap.com: Visualize Your Deployment Status with Jenkins 🌟](){: style="width:7%"}](https://www.namecheap.com/blog/visualize-your-deployment-status-with-jenkins) [![==nathannellans.com: Application Registrations and Enterprise Apps - Part' 2== 🌟](){: style="width:7%"}](https://www.nathannellans.com/post/app-registration-enterprise-apps-part-2) [![nathannellans.com: App Registrations, Enterprise Apps, and Service Principals 🌟](){: style="width:7%"}](https://www.nathannellans.com/post/app-registrations-enterprise-apps-and-service-principals) [![nathannellans.com: Azure Application Gateway - Part 1 🌟](){: style="width:7%"}](https://www.nathannellans.com/post/azure-application-gateway-part-1) [![nature.com: Quibim: empowering biopharma to turn images into actionable predictions using artificial intelligence](){: style="width:7%"}](https://www.nature.com/articles/d43747-023-00028-w) [![ncsc.gov.uk: Introducing Scanning Made Easy](){: style="width:7%"}](https://www.ncsc.gov.uk/blog-post/introducing-scanning-made-easy) [![None](){: style="width:7%"}](https://www.ncsc.gov.uk/information/page-removed) [![nczonline: How content delivery networks (CDNs) work - Nov 2011](){: style="width:7%"}](https://www.nczonline.net/blog/2011/11/29/how-content-delivery-networks-cdns-work) [![Exploring the (lack of) security in a typical Docker and Kubernetes installation](){: style="width:7%"}](https://www.neowin.net/news/exploring-the-lack-of-security-in-a-typical-docker-and-kubernets-installation) [![netdata.cloud: Kubernetes Throttling Doesn’t Have To Suck. Let Us Help! 🌟🌟](){: style="width:7%"}](https://www.netdata.cloud/blog/kubernetes-throttling-doesnt-have-to-suck-let-us-help)

+[![AWS Cloud Networking – Zero to Hero](){: style="width:7%"}](https://www.netdesignarena.com/index.php/2020/04/15/new-blog-series-aws-cloud-networking-zero-to-hero) [![networkmanagementsoftware.com: Google Cloud Platform (GCP) Networking Fundamentals](){: style="width:7%"}](https://www.networkmanagementsoftware.com/google-cloud-platform-gcp-networking-fundamentals) [![nextgov.com: Why smart multicloud policies are a golden ticket to modernizing IT infrastructure](){: style="width:7%"}](https://www.nextgov.com/ideas/2023/11/why-smart-multicloud-policies-are-golden-ticket-modernizing-it-infrastructure/392232) [![nextplatform.com: red hat flexes CoreOS muscle in openshift kubernetes platform](){: style="width:7%"}](https://www.nextplatform.com/2018/10/15/red-hat-flexes-coreos-muscle-in-openshift-kubernetes-platform) [![==nextplatform.com: KUBERNETES EXPANDS FROM CONTAINERS TO INFRASTRUCTURE' MANAGEMENT== 🌟](){: style="width:7%"}](https://www.nextplatform.com/2021/08/02/kubernetes-expands-from-containers-to-infrastructure-management) [![nextplatform.com: Kubernetes Clusters Have Massive Overprovisioning Of Compute' And Memory 🌟](){: style="width:7%"}](https://www.nextplatform.com/2024/03/04/kubernetes-clusters-have-massive-overprovisioning-of-compute-and-memory) [![nextplatform.com: red hat flexes CoreOS muscle in openshift kubernetes platform](){: style="width:7%"}](https://www.nextplatform.com/cloud/2018/10/15/red-hat-flexes-coreos-muscle-in-openshift-kubernetes-platform/1631979) [![nextplatform.com: Kubernetes Clusters Have Massive Overprovisioning Of Compute And Memory 🌟](){: style="width:7%"}](https://www.nextplatform.com/cloud/2024/03/04/kubernetes-clusters-have-massive-overprovisioning-of-compute-and-memory/1658269) [![nextplatform.com: KUBERNETES EXPANDS FROM CONTAINERS TO INFRASTRUCTURE MANAGEMENT 🌟](){: style="width:7%"}](https://www.nextplatform.com/store/2021/08/02/kubernetes-expands-from-containers-to-infrastructure-management/1654000) [![Nginx](){: style="width:7%"}](https://www.nginx.com) [![nginx.com: Announcing the NGINX Core Collection for Ansible](){: style="width:7%"}](https://www.nginx.com/blog/announcing-nginx-core-collection-ansible)

+[![nginx.com: Automating Multi-Cluster DNS with NGINX Ingress Controller](){: style="width:7%"}](https://www.nginx.com/blog/automating-multi-cluster-dns-with-nginx-ingress-controller) [![==nginx.com: Best Practices for Configuring Microservices Apps== 🌟](){: style="width:7%"}](https://www.nginx.com/blog/best-practices-for-configuring-microservices-apps) [![nginx.com: Deploying NGINX Ingress Controller on Amazon EKS: How We Tested](){: style="width:7%"}](https://www.nginx.com/blog/deploying-nginx-ingress-controller-on-amazon-eks-how-we-tested) [![nginx.com: Deploying NGINX as an API Gateway, Part 1 🌟](){: style="width:7%"}](https://www.nginx.com/blog/deploying-nginx-plus-as-an-api-gateway-part-1) [![nginx.com: Event-Driven Data Management for Microservices 🌟](){: style="width:7%"}](https://www.nginx.com/blog/event-driven-data-management-microservices) [![nginx.com: A Guide to Choosing an Ingress Controller, Part 4: NGINX Ingress' Controller Options](){: style="width:7%"}](https://www.nginx.com/blog/guide-to-choosing-ingress-controller-part-4-nginx-ingress-controller-options) [![nginx.com: How to Choose a Service Mesh 🌟](){: style="width:7%"}](https://www.nginx.com/blog/how-to-choose-a-service-mesh) [![nginx.com: How to Simplify Kubernetes Ingress and Egress Traffic Management](){: style="width:7%"}](https://www.nginx.com/blog/how-to-simplify-kubernetes-ingress-egress-traffic-management) [![nginx.com: Introducing NGINX Service Mesh](){: style="width:7%"}](https://www.nginx.com/blog/introducing-nginx-service-mesh) [![nginx.com: Introduction to Microservices 🌟🌟🌟](){: style="width:7%"}](https://www.nginx.com/blog/introduction-to-microservices) [![==nginx.com: Kubernetes Networking 101==](){: style="width:7%"}](https://www.nginx.com/blog/kubernetes-networking-101)

+[![nginx.com: The mTLS Architecture in NGINX Service Mesh](){: style="width:7%"}](https://www.nginx.com/blog/mtls-architecture-nginx-service-mesh) [![nginx.com: Reduce Complexity with Production-Grade Kubernetes](){: style="width:7%"}](https://www.nginx.com/blog/reduce-complexity-with-production-grade-kubernetes) [![nginx.com: Reducing Kubernetes Costs by 70% in the Cloud with NGINX, Opsani,' and Prometheus](){: style="width:7%"}](https://www.nginx.com/blog/reducing-kubernetes-costs-70-percent-in-cloud-nginx-opsani-prometheus) [![nginx.com: Using Free Let’s Encrypt SSL/TLS Certificates with NGINX](){: style="width:7%"}](https://www.nginx.com/blog/using-free-ssltls-certificates-from-lets-encrypt-with-nginx) [![nginx.com: What Are Namespaces and cgroups, and How Do They Work? 🌟](){: style="width:7%"}](https://www.nginx.com/blog/what-are-namespaces-cgroups-how-do-they-work) [![==nginx.com: The Complete NGINX Cookbook== 🌟](){: style="width:7%"}](https://www.nginx.com/resources/library/complete-nginx-cookbook) [![nichesoftware.co.nz: Promotion Driven Development (PDD) 🌟](){: style="width:7%"}](https://www.nichesoftware.co.nz/2021/05/29/promotion-driven-development.html) [![None](){: style="width:7%"}](https://www.nightfall.ai/blog/atlassian-cloud-hipaa-compliant) [![nilebits.com: Understanding Terraform Drift Detection and Remediation 🌟](){: style="width:7%"}](https://www.nilebits.com/blog/2024/07/terraform-drift-detection) [![noidea.dog/glue: Being Glue](){: style="width:7%"}](https://www.noidea.dog/glue) [![nomadproject.io: An alternative to Kubernetes](){: style="width:7%"}](https://www.nomadproject.io/docs/nomad-vs-kubernetes/alternative)

+[![nomadproject.io: Nomad vs. Kubernetes](){: style="width:7%"}](https://www.nomadproject.io/intro/vs/kubernetes) [![Noobaa](){: style="width:7%"}](https://www.noobaa.io) [![notia.ai: Building an authenticated Python CLI](){: style="width:7%"}](https://www.notia.ai/articles/building-an-authenticated-python-cli) [![noticiastrabajo.es: Así pueden los autónomos retrasar el pago de los intereses' de los créditos ICO](){: style="width:7%"}](https://www.noticiastrabajo.es/como-deben-autonomos-retrasar-pago-intereses-creditos-ico) [![Npm](){: style="width:7%"}](https://www.npmjs.com) [![npmjs.com: Lambda load test](){: style="width:7%"}](https://www.npmjs.com/package/lambda-load-test) [![nrmitchi.com: One Simple Trick for Building Images Faster 🌟](){: style="width:7%"}](https://www.nrmitchi.com/2020/10/one-simple-trick-for-building-images-faster) [![nslookup.io: The life of a DNS query in Kubernetes](){: style="width:7%"}](https://www.nslookup.io/learning/the-life-of-a-dns-query-in-kubernetes) [![ntop](){: style="width:7%"}](https://www.ntop.org) [![NuoDB, elastically scalable database. A revolution compared to traditional monolithic 1-box databases. NuoDB is ACID,SQL, distributed/scalable and support flexible schemas](){: style="width:7%"}](https://www.nuodb.com) [![Traditional database replication drawbacks](){: style="width:7%"}](https://www.nuodb.com/blog/replication-is-it-easy)

+[![nylas.com: Profiling Python in Production](){: style="width:7%"}](https://www.nylas.com/blog/performance) [![OKD](){: style="width:7%"}](https://www.okd.io) [![None](){: style="width:7%"}](https://www.okd.io/minishift) [![okteto.com: What is Kubernetes Architecture?](){: style="width:7%"}](https://www.okteto.com/blog/kubernetes-architecture) [![okteto.com: Kubernetes for Developers Blog Series by Okteto](){: style="width:7%"}](https://www.okteto.com/blog/kubernetes-basics) [![okteto.com: Run your Pull Request Preview Environments on Kubernetes](){: style="width:7%"}](https://www.okteto.com/blog/preview-environments-for-kubernetes) [![okteto.com: What is Kubernetes Architecture?](){: style="width:7%"}](https://www.okteto.com/blog/what-is-kubernetes-architecture) [![Microsoft Makes it Easier to Install WSL on Windows 10 🌟](){: style="width:7%"}](https://www.omgubuntu.co.uk/2020/06/microsoft-wsl-install-command) [![ScheduleOnce](){: style="width:7%"}](https://www.oncehub.com) [![ScheduleOnce](){: style="width:7%"}](https://www.oncehub.com/scheduleonce) [![ondat.io: Stateful Apps in Kubernetes are a big deal](){: style="width:7%"}](https://www.ondat.io/blog/stateful-apps-in-kubernetes-are-a-big-deal)

+[![Discoblocks: ondat.io/discoblocks](){: style="width:7%"}](https://www.ondat.io/discoblocks) [![opcito.com: A guide to mastering autoscaling in Kubernetes with KEDA](){: style="width:7%"}](https://www.opcito.com/blogs/a-guide-to-mastering-autoscaling-in-kubernetes-with-keda) [![opcito.com: TestOps: How to automate your software pipeline at the speed' of DevOps](){: style="width:7%"}](https://www.opcito.com/blogs/testops-how-to-automate-your-software-pipeline-at-the-speed-of-devops) [![open-rpc.org lightweight RPC framework 🌟](){: style="width:7%"}](https://www.open-rpc.org) [![OpenAPI](){: style="width:7%"}](https://www.openapis.org) [![OpenAPI FAQ. What is OpenAPI Specification (OAS)? OpenAPI Specification](){: style="width:7%"}](https://www.openapis.org/faq) [![openbankingtracker.com](){: style="width:7%"}](https://www.openbankingtracker.com) [![OCI: Open Container Initiative](){: style="width:7%"}](https://www.opencontainers.org) [![opencoreventures.com: HashiCorp switching to BSL shows a need for open charter companies](){: style="width:7%"}](https://www.opencoreventures.com/blog/hashicorp-switching-to-bsl-shows-a-need-for-open-charter-companies) [![OpenFaaS](){: style="width:7%"}](https://www.openfaas.com) [![openfaas.com: Learn how to build functions faster using Rancher's kim and K3s](){: style="width:7%"}](https://www.openfaas.com/blog/kim)

+[![The Open Group: Making Standards Work](){: style="width:7%"}](https://www.opengroup.org) [![None](){: style="width:7%"}](https://www.opengroup.org/togaf) [![openliberty.io](){: style="width:7%"}](https://www.openliberty.io) [![openlogic.com: How to develop Grafana Dashboards 🌟](){: style="width:7%"}](https://www.openlogic.com/blog/how-visualize-prometheus-data-grafana) [![Example: How to Use Prometheus Monitoring With Java to Gather Data. Gathering' Java Metrics with Prometheus Monitoring (ActiveMQ)](){: style="width:7%"}](https://www.openlogic.com/blog/prometheus-java-monitoring-and-gathering-data) [![OPA Open Policy Agent 🌟](){: style="width:7%"}](https://www.openpolicyagent.org) [![OpenProject](){: style="width:7%"}](https://www.openproject.org) [![openproject.org: How to create, configure and manage your projects with OpenProject](){: style="width:7%"}](https://www.openproject.org/blog/create-configure-manage-projects-openproject) [![openproject.org: How to create, configure and manage your projects with' OpenProject](){: style="width:7%"}](https://www.openproject.org/create-configure-manage-projects-openproject) [![OpenShift.com](){: style="width:7%"}](https://www.openshift.com) [![OpenShift blog 🌟](){: style="width:7%"}](https://www.openshift.com/blog)

+[![openshift.com: Using JFrog's Artifactory and Red Hat OpenShift Together](){: style="width:7%"}](https://www.openshift.com/blog/18333-2) [![openshift.com: 7 Best Practices for Writing Kubernetes Operators: An SRE' Perspective](){: style="width:7%"}](https://www.openshift.com/blog/7-best-practices-for-writing-kubernetes-operators-an-sre-perspective) [![openshift.com: 8 Answers to 7 OpenShift Questions 🌟](){: style="width:7%"}](https://www.openshift.com/blog/8-answers-to-7-openshift-questions) [![openshift.com: A Brief Introduction to Red Hat Advanced Cluster Security' for Kubernetes](){: style="width:7%"}](https://www.openshift.com/blog/a-brief-introduction-to-red-hat-advanced-cluster-security-for-kubernetes) [![Accessing External Services Using Egress Router](){: style="width:7%"}](https://www.openshift.com/blog/accessing-external-services-using-egress-router) [![openshift.com: Announcing OpenShift GitOps](){: style="width:7%"}](https://www.openshift.com/blog/announcing-openshift-gitops) [![openshift.com: Ansible and OpenShift: Connecting for Success 🌟](){: style="width:7%"}](https://www.openshift.com/blog/ansible-and-openshift-connecting-for-success) [![openshift.com: Applications Here, Applications There! - Part 3 - Application' Migration](){: style="width:7%"}](https://www.openshift.com/blog/applications-here-applications-there-part-3-application-migration) [![openshift.com: Ask an OpenShift Admin Office Hour - Authentication and Authorization](){: style="width:7%"}](https://www.openshift.com/blog/ask-an-openshift-admin-office-hour-authentication-and-authorization) [![Ask an OpenShift Admin Office Hour - Day 2 Operations, Part 1](){: style="width:7%"}](https://www.openshift.com/blog/ask-an-openshift-admin-office-hour-day-2-operations-part-1) [![Ask an OpenShift Admin Office Hour - Day 2 Operations, Part 2](){: style="width:7%"}](https://www.openshift.com/blog/ask-an-openshift-admin-office-hour-day-2-operations-part-2)

+[![None](){: style="width:7%"}](https://www.openshift.com/blog/build-kubernetes-operators-from-helm-charts-in-5-steps) [![openshift.com: Build Your Kubernetes Operator With the Right Tool 🌟](){: style="width:7%"}](https://www.openshift.com/blog/build-your-kubernetes-operator-with-the-right-tool) [![Building Declarative Pipelines with OpenShift DSL Plugin](){: style="width:7%"}](https://www.openshift.com/blog/building-declarative-pipelines-openshift-dsl-plugin) [![openshift.com: Building GitLab Pipelines on OpenShift](){: style="width:7%"}](https://www.openshift.com/blog/building-openshift-pipelines-with-gitlab) [![openshift.com: Cloud DevOps With OpenShift and JFrog](){: style="width:7%"}](https://www.openshift.com/blog/cloud-devops-with-openshift-and-jfrog) [![openshift.com: Cloud-Native CI/CD with OpenShift Pipelines based on Tekton](){: style="width:7%"}](https://www.openshift.com/blog/cloud-native-ci-cd-with-openshift-pipelines) [![openshift.com: Control Regional Access to Your Service on OpenShift Running' on AWS](){: style="width:7%"}](https://www.openshift.com/blog/control-regional-access-to-your-service-on-openshift-running-on-aws) [![openshift.com: Customizing Virtual Machine Templates in OpenShift](){: style="width:7%"}](https://www.openshift.com/blog/customizing-virtual-machine-templates-in-openshift-1) [![Debugging Java Applications On OpenShift and Kubernetes](){: style="width:7%"}](https://www.openshift.com/blog/debugging-java-applications-on-openshift-kubernetes) [![openshift.com: Demystifying Multus 🌟](){: style="width:7%"}](https://www.openshift.com/blog/demystifying-multus) [![openshift.com: Deploy a multi-master OKD 4.5 cluster using a single command' in ~30 minutes](){: style="width:7%"}](https://www.openshift.com/blog/deploy-a-multi-master-okd-4.5-cluster-using-a-single-command-in-30-minutes)

+[![Deploying OpenShift 4.4 to VMware vSphere 7 🌟](){: style="width:7%"}](https://www.openshift.com/blog/deploying-openshift-4.4-to-vmware-vsphere-7) [![blog.openshift.com: Deploying OpenShift Applications to Multiple Datacenters' (with Jenkins)](){: style="width:7%"}](https://www.openshift.com/blog/deploying-openshift-applications-multiple-datacenters) [![openshift.com: Deploying to OpenShift using GitHub Actions](){: style="width:7%"}](https://www.openshift.com/blog/deploying-to-openshift-using-github-actions) [![openshift.com: Descheduler GA in OpenShift 4.7 🌟](){: style="width:7%"}](https://www.openshift.com/blog/descheduler-ga-in-openshift-4.7) [![None](){: style="width:7%"}](https://www.openshift.com/blog/enhanced-openshift-jboss-amq-container-image-for-production) [![blog.openshift.com: Enterprise Kubernetes with OpenShift (Part one) 🌟](){: style="width:7%"}](https://www.openshift.com/blog/enterprise-kubernetes-with-openshift-part-one) [![openshift.com: From Code to Production with GitOps, Tekton and ArgoCD](){: style="width:7%"}](https://www.openshift.com/blog/from-code-to-production-with-gitops) [![openshift.com: From Ops to SRE - Evolution of the OpenShift Dedicated Team](){: style="width:7%"}](https://www.openshift.com/blog/from-ops-to-sre-evolution-of-the-openshift-dedicated-team) [![Fully Automated OpenShift Deployments With VMware vSphere](){: style="width:7%"}](https://www.openshift.com/blog/fully-automated-openshift-deployments-with-vmware-vsphere) [![openshift.com: Geographically Distributed Stateful Workloads - Part 3: Keycloak](){: style="width:7%"}](https://www.openshift.com/blog/geographically-distributed-stateful-workloads-part-3-keycloak) [![openshift.com: Getting Started with ApplicationSets](){: style="width:7%"}](https://www.openshift.com/blog/getting-started-with-applicationsets)

+[![GitOps secret management with bitnami-labs Sealed Secret and GoDaddy Kubernetes External Secrets 🌟](){: style="width:7%"}](https://www.openshift.com/blog/gitops-secret-management) [![openshift.com: GitOps Using Red Hat OpenShift Pipelines (Tekton) and Red' Hat Advanced Cluster Management](){: style="width:7%"}](https://www.openshift.com/blog/gitops-using-red-hat-openshift-pipelines-tekton-and-red-hat-advanced-cluster-management) [![openshift.com: GitOps Using Red Hat OpenShift Pipelines (Tekton) and Red' Hat Advanced Cluster Management to Deploy on Multiple Clusters 🌟](){: style="width:7%"}](https://www.openshift.com/blog/gitops-using-red-hat-openshift-pipelines-tekton-and-red-hat-advanced-cluster-management-to-deploy-on-multiple-clusters) [![openshift.com: Global Load Balancer for OpenShift clusters: an Operator-Based' Approach](){: style="width:7%"}](https://www.openshift.com/blog/global-load-balancer-for-openshift-clusters-an-operator-based-approach) [![openshift.com: gRPC or HTTP/2 Ingress Connectivity in OpenShift 🌟](){: style="width:7%"}](https://www.openshift.com/blog/grpc-or-http/2-ingress-connectivity-in-openshift) [![openshift.com: Guide to OpenShift Pipelines Part 1 - Introducing OpenShift' Pipelines](){: style="width:7%"}](https://www.openshift.com/blog/guide-to-openshift-pipelines-part-1-introducing-openshift-pipelines) [![openshift.com: How to Configure LDAP Sync With CronJobs in OpenShift 🌟](){: style="width:7%"}](https://www.openshift.com/blog/how-to-configure-ldap-sync-with-cronjobs-in-openshift) [![How to Enable Static Egress IP in OCP](){: style="width:7%"}](https://www.openshift.com/blog/how-to-enable-static-egress-ip-in-ocp) [![openshift.com: How to Monitor Openshift 4.x with Zabbix using Prometheus' - Part 2](){: style="width:7%"}](https://www.openshift.com/blog/how-to-monitoring-openshift-4.x-with-zabbix-using-prometheus-part-2) [![openshift.com: How to Offer Service Running on OpenShift on AWS to Other' AWS VPCs, Privately 🌟](){: style="width:7%"}](https://www.openshift.com/blog/how-to-offer-service-running-on-openshift-on-aws-to-other-aws-vpcs-privately) [![openshift.com: How to Orchestrate Data Pipelines with Applications Deployed' on OpenShift](){: style="width:7%"}](https://www.openshift.com/blog/how-to-orchestrate-data-pipelines-with-applications-deployed-on-openshift)

+[![openshift.com: How to Use HashiCorp Vault and Argo CD for GitOps on OpenShift](){: style="width:7%"}](https://www.openshift.com/blog/how-to-use-hashicorp-vault-and-argo-cd-for-gitops-on-openshift) [![IBM and Red Hat bring OpenShift to IBM Z and LinuxONE](){: style="width:7%"}](https://www.openshift.com/blog/ibm-and-red-hat-bring-openshift-to-ibm-z-and-linuxone) [![Improved tooling and best practices to help you migrate to OpenShift 4](){: style="width:7%"}](https://www.openshift.com/blog/improved-tooling-and-best-practices-to-help-you-migrate-to-openshift-4) [![Installing OCP in a Mainframe z-series](){: style="width:7%"}](https://www.openshift.com/blog/installing-ocp-in-a-mainframe-z-series) [![Introducing Azure Red Hat OpenShift on OpenShift 4 🌟](){: style="width:7%"}](https://www.openshift.com/blog/introducing-azure-red-hat-openshift-on-openshift-4) [![openshift: Introducing kube-burner, A tool to Burn Down Kubernetes and OpenShift' 🌟](){: style="width:7%"}](https://www.openshift.com/blog/introducing-kube-burner-a-tool-to-burn-down-kubernetes-and-openshift) [![None](){: style="width:7%"}](https://www.openshift.com/blog/introducing-nginx-and-nginx-plus-routers-for-openshift) [![openshift.com: Introducing OpenShift Service Mesh 2.0 🌟](){: style="width:7%"}](https://www.openshift.com/blog/introducing-openshift-service-mesh-2.0) [![openshift.com: Introducing Red Hat OpenShift Service on AWS](){: style="width:7%"}](https://www.openshift.com/blog/introducing-red-hat-openshift-service-on-aws) [![openshift.com: Introducing the Quarkus Helm Chart](){: style="width:7%"}](https://www.openshift.com/blog/introducing-the-quarkus-helm-chart) [![openshift.com: Introduction to Kraken, a Chaos Tool for OpenShift/Kubernetes](){: style="width:7%"}](https://www.openshift.com/blog/introduction-to-kraken-a-chaos-tool-for-openshift/kubernetes)

+[![openshift.com: Is your Operator Air-Gap Friendly?](){: style="width:7%"}](https://www.openshift.com/blog/is-your-operator-air-gap-friendly) [![Simply Explained: OpenShift and Jenkins Pipelines](){: style="width:7%"}](https://www.openshift.com/blog/jenkins-pipelines) [![opensift.com: K8s Integrity Shield (tech-preview): Protecting the Integrity' of Kubernetes Resources with Signature](){: style="width:7%"}](https://www.openshift.com/blog/k8s-integrity-shield-tech-preview-protecting-the-integrity-of-kubernetes-resources-with-signature) [![openshift.com: Keep Your Applications Secure With Automatic Rebuilds](){: style="width:7%"}](https://www.openshift.com/blog/keep-your-applications-secure-with-automatic-rebuilds) [![openshift.com: Kubernetes 1.21 Grows Innovative New Features](){: style="width:7%"}](https://www.openshift.com/blog/kubernetes-1.21-grows-innovative-new-features) [![openshift.com: Kubernetes Ingress vs OpenShift Route](){: style="width:7%"}](https://www.openshift.com/blog/kubernetes-ingress-vs-openshift-route) [![openshift.com: Kubernetes is Removing Docker Support, Kubernetes is Not' Removing Docker Support](){: style="width:7%"}](https://www.openshift.com/blog/kubernetes-is-removing-docker-support-kubernetes-is-not-removing-docker-support) [![Crunchy PostgreSQL and Openshift](){: style="width:7%"}](https://www.openshift.com/blog/leveraging-the-crunchy-postgresql) [![openshift.com: Metrics-Driven Pod Constraints](){: style="width:7%"}](https://www.openshift.com/blog/metrics-driven-pod-constraints) [![blog.openshift.com: How to survive an outage and live to tell about it!](){: style="width:7%"}](https://www.openshift.com/blog/metro-area-openshift-stretch-cluster-how-to-survive-an-outage-and-live-to-tell-about-it) [![openshift.com: Modern Application Development With Kong Konnect Enterprise' and Red Hat OpenShift](){: style="width:7%"}](https://www.openshift.com/blog/modern-application-development-with-kong-konnect-enterprise-and-red-hat-openshift)

+[![openshift.com: Monitoring Infrastructure Openshift 4.x Using Zabbix Operator](){: style="width:7%"}](https://www.openshift.com/blog/monitoring-infrastructure-openshift-4.x-using-zabbix-operator) [![Monitoring Services like an SRE in OpenShift ServiceMesh](){: style="width:7%"}](https://www.openshift.com/blog/monitoring-services-like-an-sre-in-openshift-servicemesh) [![openshift.com: Monitoring Services like an SRE in OpenShift ServiceMesh' Part 2: Collecting Standard Metrics 🌟](){: style="width:7%"}](https://www.openshift.com/blog/monitoring-services-like-an-sre-in-openshift-servicemesh-part-2-collecting-standard-metrics-3) [![openshift.com: Nested OpenShift using OpenShift Virtualization](){: style="width:7%"}](https://www.openshift.com/blog/nested-openshift-using-openshift-virtualization) [![openshift.com: Network Policies: Controlling Cross-Project Communication' on OpenShift](){: style="width:7%"}](https://www.openshift.com/blog/network-policies-controlling-cross-project-communication-on-openshift) [![NetworkPolicies and Microsegmentation](){: style="width:7%"}](https://www.openshift.com/blog/networkpolicies-and-microsegmentation) [![openshift.com: OCP Disaster Recovery Part 3: Recovering an OpenShift 4 IPI' cluster With the Loss of Two Master Nodes 🌟](){: style="width:7%"}](https://www.openshift.com/blog/ocp-disaster-recovery-part-3-recovering-an-openshift-4-ipi-cluster-with-the-loss-of-two-master-nodes) [![Openshift 4 image builds](){: style="width:7%"}](https://www.openshift.com/blog/openshift-4-image-builds) [![OpenShift 4.5: Node Improvements](){: style="width:7%"}](https://www.openshift.com/blog/openshift-4.5-node-improvements) [![OpenShift and Network Security Zones: Coexistence Approaches 🌟🌟🌟](){: style="width:7%"}](https://www.openshift.com/blog/openshift-and-network-security-zones-coexistence-approaches) [![openshift.com: OpenShift Architectures for the Edge With OpenShift 4.6](){: style="width:7%"}](https://www.openshift.com/blog/openshift-architectures-for-the-edge-with-openshift-4.6)

+[![openshift.com: OpenShift Authentication Integration with ArgoCD](){: style="width:7%"}](https://www.openshift.com/blog/openshift-authentication-integration-with-argocd) [![None](){: style="width:7%"}](https://www.openshift.com/blog/openshift-commons-briefing-k8gb-kubernetes-global-balancer-with-yuri-tsarev-absa-and-paul-morie-red-hat) [![openshift.com: OpenShift, Databases and You: When to Put Containerized Database' Workloads on OpenShift 🌟](){: style="width:7%"}](https://www.openshift.com/blog/openshift-databases-and-you-when-to-put-containerized-database-workloads-on-openshift) [![OpenShift End-to-End: **Day 2** - Cluster Customization 🌟](){: style="width:7%"}](https://www.openshift.com/blog/openshift-end-to-end-cluster-customization) [![OpenShift End-to-End: **Day 1** - Core Services](){: style="width:7%"}](https://www.openshift.com/blog/openshift-end-to-end-core-services) [![OpenShift End-to-End: **Day 0** - Plan and Deploy](){: style="width:7%"}](https://www.openshift.com/blog/openshift-end-to-end-plan-and-deploy) [![openshift.com: OpenShift on ARM Developer Preview Now Available for AWS](){: style="width:7%"}](https://www.openshift.com/blog/openshift-on-arm-developer-preview-now-available-for-aws) [![openshift.com: OpenShift Pipelines Advanced Triggers Part 1 - Triggering' Different Project Builds in the Same Repository](){: style="width:7%"}](https://www.openshift.com/blog/openshift-pipelines-advanced-triggers-part-1-triggering-different-project-builds-in-the-same-repository) [![openshift.com: OpenShift Pipelines and OpenShift GitOps are now Generally' Available 🌟](){: style="width:7%"}](https://www.openshift.com/blog/openshift-pipelines-and-openshift-gitops-are-now-generally-available) [![OpenShift Pipelines with Jenkins Blue Ocean 🌟](){: style="width:7%"}](https://www.openshift.com/blog/openshift-pipelines-jenkins-blue-ocean) [![openshift.com: OpenShift Security Best Practices for Kubernetes Cluster' Design 🌟](){: style="width:7%"}](https://www.openshift.com/blog/openshift-security-best-practices-for-kubernetes-cluster-design)

+[![openshift.com: OpenShift UPI using static IPs](){: style="width:7%"}](https://www.openshift.com/blog/openshift-upi-using-static-ips) [![Operator-based Calico CNI Plug-In is Supported on OpenShift 4 🌟](){: style="width:7%"}](https://www.openshift.com/blog/operator-based-calico-cni-plug-in-is-supported-on-openshift-4) [![openshift.com: Our Favorite Things from GitOps Con at KubeCon EU 🌟](){: style="width:7%"}](https://www.openshift.com/blog/our-favorite-things-from-gitops-con-at-kubecon-eu) [![Promoting container images between registries with skopeo](){: style="width:7%"}](https://www.openshift.com/blog/promoting-container-images-between-registries-with-skopeo) [![None](){: style="width:7%"}](https://www.openshift.com/blog/recap-okd-4-testing-and-deployment-workshop-videos-and-additional-resources) [![openshift.com: Red Hat OpenShift 4.7 Is Now Available](){: style="width:7%"}](https://www.openshift.com/blog/red-hat-openshift-4.7-is-now-available) [![Red Hat OpenShift Installation Process Experiences on IBM Z/LinuxONE](){: style="width:7%"}](https://www.openshift.com/blog/red-hat-openshift-installation-process-experiences-on-ibm-z-linuxone) [![openshift.com: Signing and Verifying Container Images 🌟](){: style="width:7%"}](https://www.openshift.com/blog/signing-and-verifying-container-images) [![openshift.com: Simple Canary Deployments using Kubernetes StatefulSets on' OpenShift](){: style="width:7%"}](https://www.openshift.com/blog/simple-canary-deployments-using-kubernetes-statefulsets-on-openshift) [![openshift.com: Sizing Applications in Kubernetes](){: style="width:7%"}](https://www.openshift.com/blog/sizing-applications-in-kubernetes) [![openshift.com: SSO Integration for the OpenShift GitOps Operator](){: style="width:7%"}](https://www.openshift.com/blog/sso-integration-for-the-openshift-gitops-operator)

+[![State of OpenShift Container Storage](){: style="width:7%"}](https://www.openshift.com/blog/state-of-openshift-container-storage-eran-tamir-and-duncan-hardie-red-hat) [![blog.openshift.com: Stateful Workloads and the Two Data Center Conundrum](){: style="width:7%"}](https://www.openshift.com/blog/stateful-workloads-and-the-two-data-center-conundrum) [![openshift.com: Strategies for Moving .NET Workloads to OpenShift Container' Platform](){: style="width:7%"}](https://www.openshift.com/blog/strategies-for-moving-.net-workloads-to-openshift-container-platform) [![openshift.com: The Hidden Dangers of Terminating Namespaces 🌟](){: style="width:7%"}](https://www.openshift.com/blog/the-hidden-dangers-of-terminating-namespaces) [![openshift.com: Topology Aware Scheduling in Kubernetes Part 1: The High' Level Business Case](){: style="width:7%"}](https://www.openshift.com/blog/topology-aware-scheduling-in-kubernetes-part-1-the-high-level-business-case) [![openshift.com: Topology Awareness in Kubernetes Part 2: Don’t we already' have a Topology Manager?](){: style="width:7%"}](https://www.openshift.com/blog/topology-awareness-in-kubernetes-part-2-dont-we-already-have-a-topology-manager) [![openshift.com: Using OpenShift Pipelines to Automate Red Hat Advanced Cluster' Security for Kubernetes](){: style="width:7%"}](https://www.openshift.com/blog/using-openshift-pipelines-to-automate-red-hat-advanced-cluster-security-for-kubernetes) [![openshift.com: Using VPC Peering to Connect an OpenShift Service on an AWS' (ROSA) Cluster to an Amazon RDS MySQL Database in a Different VPC](){: style="width:7%"}](https://www.openshift.com/blog/using-vpc-peering-to-connect-an-openshift-service-on-an-aws-rosa-cluster-to-an-amazon-rds-mysql-database-in-a-different-vpc) [![openshift.com: Visual Web Terminal - A Turbocharged Command Line for Kubernetes' and OpenShift](){: style="width:7%"}](https://www.openshift.com/blog/visual-web-terminal-a-turbocharged-command-line-for-kubernetes-and-openshift) [![openshift.com: Why and When you need to consider OpenShift Serverless](){: style="width:7%"}](https://www.openshift.com/blog/why-and-when-you-need-to-consider-openshift-serverless) [![openshift.com: Workload Support for Red Hat OpenShift Matures Across the' Industry](){: style="width:7%"}](https://www.openshift.com/blog/workload-support-for-red-hat-openshift-matures-across-the-industry)

+[![Writing Customized Reports Using Metering Operator](){: style="width:7%"}](https://www.openshift.com/blog/writing-customized-reports-using-metering-operator) [![O'Reilly Free Book: **DevOps with OpenShift**](){: style="width:7%"}](https://www.openshift.com/devops-with-openshift) [![O'Reilly Free Book: **Openshift for developers**](){: style="width:7%"}](https://www.openshift.com/for-developers) [![openshift.com: What is GitOps? 🌟](){: style="width:7%"}](https://www.openshift.com/learn/topics/gitops) [![Operator Framework](){: style="width:7%"}](https://www.openshift.com/learn/topics/operators) [![OpenShift Tekton pipelines](){: style="width:7%"}](https://www.openshift.com/learn/topics/pipelines) [![OpenShift Serverless](){: style="width:7%"}](https://www.openshift.com/learn/topics/serverless) [![Amazon Red Hat OpenShift](){: style="width:7%"}](https://www.openshift.com/products/amazon-openshift/faq) [![Microsoft Azure Red Hat OpenShift](){: style="width:7%"}](https://www.openshift.com/products/azure-openshift) [![Red Hat OpenShift Container Storage 4](){: style="width:7%"}](https://www.openshift.com/products/container-storage) [![OpenShift Dedicated](){: style="width:7%"}](https://www.openshift.com/products/dedicated)

+[![OpenShift Online](){: style="width:7%"}](https://www.openshift.com/products/online) [![Red Hat OpenShift Platform Plus 🌟](){: style="width:7%"}](https://www.openshift.com/products/platform-plus) [![Openshift.com pricing](){: style="width:7%"}](https://www.openshift.com/products/pricing) [![Quay 3.1 Certified Operator is not available in Openshift and must be purchased](){: style="width:7%"}](https://www.openshift.com/products/quay) [![opensourceforu.com: Kubernetes Adoption Widespread for Big Data: Survey](){: style="width:7%"}](https://www.opensourceforu.com/2021/12/kubernetes-adoption-widespread-for-big-data-survey/?amp) [![opensourceforu.com: Embracing Progressive Delivery In Kubernetes With GitOps](){: style="width:7%"}](https://www.opensourceforu.com/2023/10/embracing-progressive-delivery-in-kubernetes-with-gitops) [![opensourcerers.org: How to go from Docker to Kubernetes the right way 🌟](){: style="width:7%"}](https://www.opensourcerers.org/2021/02/01/how-to-go-from-docker-to-kubernetes-the-right-way) [![opsmx.com: What is Blue Green Deployment ?](){: style="width:7%"}](https://www.opsmx.com/blog/blue-green-deployment) [![Deploy Spinnaker CD Pipelines in Kubernetes](){: style="width:7%"}](https://www.opsmx.com/blog/deploy-spinnaker-cd-pipelines-in-kubernetes) [![opsmx.com: What is a CI/CD Pipeline ?](){: style="width:7%"}](https://www.opsmx.com/blog/what-is-a-ci-cd-pipeline) [![opsmx.com: What is Chaos Engineering?](){: style="width:7%"}](https://www.opsmx.com/blog/what-is-chaos-engineering)

+[![opsview.com: opspack](){: style="width:7%"}](https://www.opsview.com/product/system-monitoring/application/jenkins-monitoring) [![optisolbusiness.com: 8 Core Components are Microservices Architecture](){: style="width:7%"}](https://www.optisolbusiness.com/insight/8-core-components-of-microservice-architecture) [![optisolbusiness.com: Implementing Microservices Architecture in AKS](){: style="width:7%"}](https://www.optisolbusiness.com/insight/implementing-microservices-architecture-in-aks) [![None](){: style="width:7%"}](https://www.oracle.com/cloud/cloud-native/kubernetes-engine) [![None](){: style="width:7%"}](https://www.oracle.com/cloud/compute/container-engine-kubernetes.html) [![None](){: style="width:7%"}](https://www.oracle.com/java/technologies/java-ee-glance.html) [![Oracle Java](){: style="width:7%"}](https://www.oracle.com/java/technologies/java-se-glance.html) [![None](){: style="width:7%"}](https://www.oracle.com/java/technologies/javase/javamanagement.html) [![Oracle Java](){: style="width:7%"}](https://www.oracle.com/technetwork/java/javase/overview/index.html) [![None](){: style="width:7%"}](https://www.oraclejavamagazine-digital.com/javamagazine_twitter/20151112?pg=43) [![orchest.io](){: style="width:7%"}](https://www.orchest.io)

+[![oreilly.com: how to use pivot tables in Pandas step-by-step](){: style="width:7%"}](https://www.oreilly.com/learning/pivot-tables) [![None](){: style="width:7%"}](https://www.oreilly.com/radar/the-world-beyond-batch-streaming-101) [![Creando un API REST en Java (parte 1)](){: style="width:7%"}](https://www.oscarblancarteblog.com/2018/06/25/creando-un-api-rest-en-java-parte-1) [![osohq.com: Patterns for Authorization in Microservices](){: style="width:7%"}](https://www.osohq.com/post/microservices-authorization-patterns) [![overops.com: Strangler Pattern: How to Deal With Legacy Code During the' Container Revolution](){: style="width:7%"}](https://www.overops.com/blog/strangler-pattern-how-to-keep-sane-with-legacy-monolith-applications) [![ovh.com - getting external traffic into kubernetes: clusterip, nodeport,' loadbalancer and ingress](){: style="width:7%"}](https://www.ovh.com/blog/getting-external-traffic-into-kubernetes-clusterip-nodeport-loadbalancer-and-ingress) [![p3r.one: Delete namespace stuck in Terminating State](){: style="width:7%"}](https://www.p3r.one/delete-terminating-namespace) [![packer.io docs](){: style="width:7%"}](https://www.packer.io/docs/index.html) [![packet.com: Kubernetes Cluster Autoscaler](){: style="width:7%"}](https://www.packet.com/resources/guides/kubernetes-cluster-autoscaler-on-packet) [![The Beginner’s Guide to the Ansible Inventory](){: style="width:7%"}](https://www.packetcoders.io/the-beginners-guide-to-the-ansible-inventory) [![packetswitch.co.uk: Terraform is Good, but I Like Pulumi](){: style="width:7%"}](https://www.packetswitch.co.uk/terraform-is-good-but-i-like-pulumi)

+[![Kubernetes PVCs with EFS provisioner](){: style="width:7%"}](https://www.padok.fr/en/blog/efs-provisioner-kubernetes) [![padok.fr: FinOps, or the Culture of Cloud Cost Optimization](){: style="width:7%"}](https://www.padok.fr/en/blog/finops-cloud) [![Set up a Bare Metal Kubernetes cluster with](){: style="width:7%"}](https://www.padok.fr/en/blog/kubeadm-kubernetes-cluster) [![padok.fr: Getting started with kubectl plugins](){: style="width:7%"}](https://www.padok.fr/en/blog/kubectl-plugins) [![padok.fr: Kubernetes’ Architecture: Understanding the components and structure' of clusters 🌟](){: style="width:7%"}](https://www.padok.fr/en/blog/kubernetes-architecture-clusters) [![Kubernetes productivity tips and tricks 🌟](){: style="width:7%"}](https://www.padok.fr/en/blog/kubernetes-productivity-tips) [![Hands on your first Kubernetes secrets 🌟](){: style="width:7%"}](https://www.padok.fr/en/blog/kubernetes-secrets) [![padok.fr: MiniKube, Kubeadm, Kind, K3S, how to get started on Kubernetes?](){: style="width:7%"}](https://www.padok.fr/en/blog/minikube-kubeadm-kind-k3s) [![Templating on OpenShift: should I use Helm templates or OpenShift templates?' 🌟](){: style="width:7%"}](https://www.padok.fr/en/blog/templating-openshift-helm-templates) [![paepper.com: How to properly manage ssh keys for server access](){: style="width:7%"}](https://www.paepper.com/blog/posts/how-to-properly-manage-ssh-keys-for-server-access) [![pakdailytimes.com: TCP packets traffic visualization for kubernetes by k8spacket' and Grafana](){: style="width:7%"}](https://www.pakdailytimes.com/2022/12/tcp-packets-traffic-visualization-for.html)

+[![paloaltonetworks.com: Is Your Organization Protected Against IAM Misconfiguration Risks?](){: style="width:7%"}](https://www.paloaltonetworks.com/blog/2020/10/cloud-iam-misconfiguration-risks) [![Twistlock](){: style="width:7%"}](https://www.paloaltonetworks.com/prisma/cloud) [![papertrail.com: Quick and Easy Way to Implement Kubernetes Logging](){: style="width:7%"}](https://www.papertrail.com/blog/quick-and-easy-way-to-implement-kubernetes-logging) [![Paradigm framework](){: style="width:7%"}](https://www.paradigm.net.co) [![paralus.io 🌟](){: style="width:7%"}](https://www.paralus.io) [![CLImagic subscription](){: style="width:7%"}](https://www.patreon.com/climagic) [![patrickkoch.dev: Terraform on Azure with GitHub Copilot - Creating a Kubernetes Cluster and a Container Registry](){: style="width:7%"}](https://www.patrickkoch.dev/posts/post_31) [![Payara](){: style="width:7%"}](https://www.payara.fish) [![paystream.co.uk: What is an umbrella company?](){: style="width:7%"}](https://www.paystream.co.uk/helphub/umbrella/getting-started/what-is-an-umbrella-company) [![paystream.co.uk: What is an umbrella company?](){: style="width:7%"}](https://www.paystream.co.uk/umbrella/what-is-an-umbrella-company) [![None](){: style="width:7%"}](https://www.peerspot.com/categories/application-performance-monitoring-apm-and-observability)

+[![Best Java Frameworks Solutions](){: style="width:7%"}](https://www.peerspot.com/categories/java-frameworks) [![pement.org: Handy one-line scripts for AWK](){: style="width:7%"}](https://www.pement.org/awk/awk1line.txt) [![pement.org: Over 100 sed one-liners](){: style="width:7%"}](https://www.pement.org/sed/sed1line.txt) [![peopleperhour](){: style="width:7%"}](https://www.peopleperhour.com) [![percona.com: An Overview of Sharding in PostgreSQL and How it Relates to' MongoDB’s](){: style="width:7%"}](https://www.percona.com/blog/2019/05/24/an-overview-of-sharding-in-postgresql-and-how-it-relates-to-mongodbs) [![percona.com: How to Adjust Linux Out-Of-Memory Killer Settings for PostgreSQL](){: style="width:7%"}](https://www.percona.com/blog/2019/08/02/out-of-memory-killer-or-savior) [![percona.com: Tips for Designing Grafana Dashboards](){: style="width:7%"}](https://www.percona.com/blog/2019/11/22/designing-grafana-dashboards) [![percona.com: The Benefits of Amazon RDS for MySQL](){: style="width:7%"}](https://www.percona.com/blog/2019/12/19/the-benefits-of-amazon-rds-for-mysql) [![percona.com: MySQL 101: How to Find and Tune a Slow SQL Query](){: style="width:7%"}](https://www.percona.com/blog/2020/06/26/mysql-101-how-to-find-and-tune-a-slow-sql-query) [![percona.com: MySQL 101: Parameters to Tune for MySQL Performance](){: style="width:7%"}](https://www.percona.com/blog/2020/06/30/mysql-101-parameters-to-tune-for-mysql-performance) [![percona.com: How Much Memory Does the Process Really Take on Linux? 🌟](){: style="width:7%"}](https://www.percona.com/blog/2020/09/11/how-much-memory-does-the-process-really-take-on-linux)

+[![percona.com: Using Volume Snapshot/Clone in Kubernetes (GKE & Percona Kubernetes' Operator for XtraDB Cluster)](){: style="width:7%"}](https://www.percona.com/blog/2020/10/22/using-volume-snapshot-clone-in-kubernetes) [![percona.com: DBaaS on Kubernetes: Under the Hood 🌟](){: style="width:7%"}](https://www.percona.com/blog/2021/02/08/dbaas-on-kubernetes-under-the-hood) [![percona.com: Storing Kubernetes Operator for Percona Server for MongoDB' Secrets in Github](){: style="width:7%"}](https://www.percona.com/blog/2021/03/22/storing-kubernetes-operator-for-percona-server-for-mongodb-secrets-in-github) [![percona.com: Autoscaling Databases in Kubernetes for MongoDB, MySQL, and' PostgreSQL](){: style="width:7%"}](https://www.percona.com/blog/2021/06/23/autoscaling-databases-in-kubernetes-for-mongodb-mysql-and-postgresql) [![percona.com: MySQL on Kubernetes with GitOps 🌟](){: style="width:7%"}](https://www.percona.com/blog/2021/06/23/mysql-on-kubernetes-with-gitops) [![percona.com: An Overview of Sharding in PostgreSQL and How it Relates to MongoDB’s](){: style="width:7%"}](https://www.percona.com/blog/an-overview-of-sharding-in-postgresql-and-how-it-relates-to-mongodbs) [![percona.com: Autoscaling Databases in Kubernetes for MongoDB, MySQL, and PostgreSQL](){: style="width:7%"}](https://www.percona.com/blog/autoscaling-databases-in-kubernetes-for-mongodb-mysql-and-postgresql) [![percona.com: DBaaS on Kubernetes: Under the Hood 🌟](){: style="width:7%"}](https://www.percona.com/blog/dbaas-on-kubernetes-under-the-hood) [![percona.com: Tips for Designing Grafana Dashboards](){: style="width:7%"}](https://www.percona.com/blog/designing-grafana-dashboards) [![percona.com: How Much Memory Does the Process Really Take on Linux? 🌟](){: style="width:7%"}](https://www.percona.com/blog/how-much-memory-does-the-process-really-take-on-linux) [![percona.com: Migrating PostgreSQL to Kubernetes](){: style="width:7%"}](https://www.percona.com/blog/migrating-postgresql-to-kubernetes)

+[![percona.com: Migration of a MySQL Database to a Kubernetes Cluster Using Asynchronous Replication](){: style="width:7%"}](https://www.percona.com/blog/migration-of-a-mysql-database-to-a-kubernetes-cluster-using-asynchronous-replication) [![percona.com: MySQL 101: How to Find and Tune a Slow SQL Query](){: style="width:7%"}](https://www.percona.com/blog/mysql-101-how-to-find-and-tune-a-slow-sql-query) [![percona.com: MySQL 101: Parameters to Tune for MySQL Performance](){: style="width:7%"}](https://www.percona.com/blog/mysql-101-parameters-to-tune-for-mysql-performance) [![percona.com: MySQL on Kubernetes with GitOps 🌟](){: style="width:7%"}](https://www.percona.com/blog/mysql-on-kubernetes-with-gitops) [![percona.com: How to Adjust Linux Out-Of-Memory Killer Settings for PostgreSQL](){: style="width:7%"}](https://www.percona.com/blog/out-of-memory-killer-or-savior) [![percona.com: Performance of Various EBS Storage Types in AWS](){: style="width:7%"}](https://www.percona.com/blog/performance-of-various-ebs-storage-types-in-aws) [![percona.com: PostgreSQL 14 Database Monitoring and Logging Enhancements](){: style="width:7%"}](https://www.percona.com/blog/postgresql-14-database-monitoring-and-logging-enhancements) [![percona.com: Should I Create an Index on Foreign Keys in PostgreSQL?](){: style="width:7%"}](https://www.percona.com/blog/should-i-create-an-index-on-foreign-keys-in-postgresql) [![percona.com: Storing Kubernetes Operator for Percona Server for MongoDB Secrets in Github](){: style="width:7%"}](https://www.percona.com/blog/storing-kubernetes-operator-for-percona-server-for-mongodb-secrets-in-github) [![percona.com: The Benefits of Amazon RDS for MySQL](){: style="width:7%"}](https://www.percona.com/blog/the-benefits-of-amazon-rds-for-mysql) [![percona.com: Using Volume Snapshot/Clone in Kubernetes (GKE & Percona Kubernetes Operator for XtraDB Cluster)](){: style="width:7%"}](https://www.percona.com/blog/using-volume-snapshot-clone-in-kubernetes)

+[![percona: Database Schema Management Via Liquibase](){: style="width:7%"}](https://www.percona.com/community-blog/2020/10/01/database-schema-management-via-liquibase) [![Percona.com: Percona Kubernetes Operator for Percona XtraDB Cluster](){: style="width:7%"}](https://www.percona.com/doc/kubernetes-operator-for-pxc/index.html) [![phillipsj.net: Dynamically Loaded Terraform Providers 🌟](){: style="width:7%"}](https://www.phillipsj.net/posts/dynamically-loaded-terraform-providers) [![pingcap.com: chaos-mesh-action: Integrate Chaos Engineering into Your CI](){: style="width:7%"}](https://www.pingcap.com/blog/chaos-mesh-action-integrate-chaos-engineering-into-your-ci) [![==pionative.com: 6 Important things you need to run Kubernetes in production==](){: style="width:7%"}](https://www.pionative.com/post/6-important-things-you-need-to-run-kubernetes-in-production) [![pixelbeat.org/cmdline](){: style="width:7%"}](https://www.pixelbeat.org/cmdline.html) [![pixelstech.net: Update & Delete Kubernetes resources in one-line command](){: style="width:7%"}](https://www.pixelstech.net/article/1604225312-Update-&-Delete-Kubernetes-resources-in-one-line-command) [![pixelstech.net: Build a Kubectl Plugin from Scratch](){: style="width:7%"}](https://www.pixelstech.net/article/1606901393-Build-a-Kubectl-Plugin-from-Scratch) [![Plastic SCM](){: style="width:7%"}](https://www.plasticscm.com) [![plural.sh: Deploy open-source software on Kubernetes in record time ⭐](){: style="width:7%"}](https://www.plural.sh) [![What is the best way to generate a visual diagram of the AWS environment which includes VPC, VPN, EC2, and AMIs?](){: style="width:7%"}](https://www.pluralsight.com)

+[![acloudguru.com](){: style="width:7%"}](https://www.pluralsight.com/cloud-guru) [![None](){: style="width:7%"}](https://www.pluralsight.com/courses/getting-started-kubernetes) [![acloudguru.com: Public cloud vs private cloud: What’s the difference? 🌟](){: style="width:7%"}](https://www.pluralsight.com/resources/blog/business-and-leadership/public-cloud-vs-private-cloud-whats-the-difference) [![acloudguru.com: Sharing data in the cloud: 4 patterns you should know](){: style="width:7%"}](https://www.pluralsight.com/resources/blog/business-and-leadership/sharing-data-in-the-cloud-four-patterns-everyone-should-know) [![acloudguru.com: What is lift and shift cloud migration?](){: style="width:7%"}](https://www.pluralsight.com/resources/blog/business-and-leadership/what-is-lift-and-shift-cloud-migration) [![acloudguru.com: 10 fun hands-on projects to learn AWS](){: style="width:7%"}](https://www.pluralsight.com/resources/blog/cloud/10-fun-hands-on-projects-to-learn-aws) [![acloudguru.com: 12 AWS Config rules that every account should have](){: style="width:7%"}](https://www.pluralsight.com/resources/blog/cloud/12-aws-config-rules-that-every-account-should-have) [![acloudguru.com: 3 ways to practice migrating workloads to the cloud](){: style="width:7%"}](https://www.pluralsight.com/resources/blog/cloud/3-ways-to-practice-migrating-workloads-to-the-cloud) [![acloudguru.com: 5 Reasons to NOT Move to DevOps 🌟](){: style="width:7%"}](https://www.pluralsight.com/resources/blog/cloud/5-reasons-to-not-move-to-devops) [![acloudguru.com: 5 things we love about Terraform](){: style="width:7%"}](https://www.pluralsight.com/resources/blog/cloud/5-things-we-love-about-terraform) [![acloudguru.com: Adopting GitOps for Kubernetes on AWS 🌟](){: style="width:7%"}](https://www.pluralsight.com/resources/blog/cloud/adopting-gitops-for-kubernetes-on-aws)

+[![acloudguru.com: AKS vs EKS vs GKE: Managed Kubernetes services compared](){: style="width:7%"}](https://www.pluralsight.com/resources/blog/cloud/aks-vs-eks-vs-gke-managed-kubernetes-services-compared) [![acloudguru.com: Ansible vs Puppet: Which is right for you?](){: style="width:7%"}](https://www.pluralsight.com/resources/blog/cloud/ansible-vs-puppet-which-is-right-for-you) [![acloudguru.com: AWS adds to the no-code pile: Is it the end of the engineer?](){: style="width:7%"}](https://www.pluralsight.com/resources/blog/cloud/aws-adds-to-the-no-code-pile-is-it-the-end-of-the-engineer) [![acloudguru.com: Azure DevOps vs GitHub: Comparing Microsoft’s DevOps Tools 🌟](){: style="width:7%"}](https://www.pluralsight.com/resources/blog/cloud/azure-devops-vs-github-comparing-microsofts-devops-twins) [![acloudguru.com: Blockchain cloud comparison: What is blockchain-as-a-service (BaaS)?](){: style="width:7%"}](https://www.pluralsight.com/resources/blog/cloud/blockchain-cloud-comparison-what-is-blockchain-as-a-service-baas) [![acloudguru.com: Cloud security risks: Why you should make apps Secure by Design](){: style="width:7%"}](https://www.pluralsight.com/resources/blog/cloud/cloud-apps-secure-by-design) [![acloudguru.com: Cloud developer tooling compared: AWS vs. Azure vs. GCP](){: style="width:7%"}](https://www.pluralsight.com/resources/blog/cloud/cloud-developer-tooling-compared-aws-vs-azure-vs-gcp) [![acloudguru.com: Cloud security comparison: AWS vs. Azure vs. GCP](){: style="width:7%"}](https://www.pluralsight.com/resources/blog/cloud/cloud-security-comparison-aws-vs-azure-vs-gcp) [![acloudguru.com: Containers vs serverless: Which is right for you?](){: style="width:7%"}](https://www.pluralsight.com/resources/blog/cloud/containers-vs-serverless-which-is-right-for-you) [![acloudguru.com: Docker COPY vs ADD: What’s the difference?](){: style="width:7%"}](https://www.pluralsight.com/resources/blog/cloud/docker-copy-vs-add-whats-the-difference) [![acloudguru.com: Getting started with the Elastic Stack](){: style="width:7%"}](https://www.pluralsight.com/resources/blog/cloud/getting-started-with-the-elastic-stack)

+[![acloudguru.com: GKE ludicrous speed! GKE Image Streaming speeds up container starts](){: style="width:7%"}](https://www.pluralsight.com/resources/blog/cloud/gke-ludicrous-speed-gke-image-streaming-speeds-up-container-starts) [![acloudguru.com: How to audit and secure an AWS account](){: style="width:7%"}](https://www.pluralsight.com/resources/blog/cloud/how-to-audit-and-secure-an-aws-account) [![acloudguru.com: How to troubleshoot 5 common Terraform errors](){: style="width:7%"}](https://www.pluralsight.com/resources/blog/cloud/how-to-troubleshoot-5-common-terraform-errors) [![acloudguru.com: How to use GitHub Actions to automate Terraform](){: style="width:7%"}](https://www.pluralsight.com/resources/blog/cloud/how-to-use-github-actions-to-automate-terraform) [![acloudguru.com: How to use Terraform outputs and inputs](){: style="width:7%"}](https://www.pluralsight.com/resources/blog/cloud/how-to-use-terraform-inputs-and-outputs) [![acloudguru.com: The Beginner’s Guide to Azure PowerShell: One Shell to Rule Them All](){: style="width:7%"}](https://www.pluralsight.com/resources/blog/cloud/one-shell-to-rule-them-all-5-reasons-to-use-powershell-for-cloud-management) [![acloudguru.com: S3 Glacier Instant Retrieval deep dive: Which S3 Storage Class is right for me?](){: style="width:7%"}](https://www.pluralsight.com/resources/blog/cloud/s3-glacier-instant-retrieval-deep-dive-which-s3-storage-class-is-right-for-me) [![acloudguru.com: Securing your multi-cloud Terraform pipelines with policy-as-code](){: style="width:7%"}](https://www.pluralsight.com/resources/blog/cloud/securing-your-multi-cloud-terraform-pipelines-with-policy-as-code) [![acloudguru.com: Storage services compared: AWS vs Azure vs GCP](){: style="width:7%"}](https://www.pluralsight.com/resources/blog/cloud/storage-showdown-aws-vs-azure-vs-gcp-cloud-comparison) [![acloudguru.com: The Cloud Dictionary of Pain: Five Of AWS’s Toughest Cloud Topics](){: style="width:7%"}](https://www.pluralsight.com/resources/blog/cloud/the-cloud-dictionary-of-pain-five-of-awss-toughest-cloud-topics) [![acloudguru.com: The top cloud diagramming tools, ranked](){: style="width:7%"}](https://www.pluralsight.com/resources/blog/cloud/the-top-cloud-diagramming-tools-ranked)

+[![acloudguru.com: The Ultimate Terraform Cheatsheet](){: style="width:7%"}](https://www.pluralsight.com/resources/blog/cloud/the-ultimate-terraform-cheatsheet) [![acloudguru.com: Twelve-Factor Apps in Kubernetes](){: style="width:7%"}](https://www.pluralsight.com/resources/blog/cloud/twelve-factor-apps-in-kubernetes) [![None](){: style="width:7%"}](https://www.pluralsight.com/resources/blog/cloud/what-does-the-terraform-1-0-release-mean-for-you) [![acloudguru.com: What’s new with Kubernetes 1.22?](){: style="width:7%"}](https://www.pluralsight.com/resources/blog/cloud/whats-new-with-kubernetes-1-22) [![acloudguru.com: Which Kubernetes distribution is right for you?](){: style="width:7%"}](https://www.pluralsight.com/resources/blog/cloud/which-kubernetes-distribution-is-right-for-you) [![acloudguru.com: Multicloud Fluency: 6 reasons you should learn multiple clouds](){: style="width:7%"}](https://www.pluralsight.com/resources/blog/cloud/why-learn-multiple-cloud-platforms) [![plutora.com: Artifacts management tools](){: style="width:7%"}](https://www.plutora.com/ci-cd-tools/artifacts-management-tools) [![PMEase QuickBuild](){: style="width:7%"}](https://www.pmease.com) [![polyglotdeveloper.com: Gradle Cheat Sheet](){: style="width:7%"}](https://www.polyglotdeveloper.com/cheatsheet/2015-01-08-Gradle-cheatsheet) [![popsci.com: Google’s expanded Markdown feature could change how you work](){: style="width:7%"}](https://www.popsci.com/diy/use-markdown-google) [![Port](){: style="width:7%"}](https://www.port.io)

+[![portafolio.co: Claves para liderar equipos de teletrabajo y no fracasar en el intento](){: style="width:7%"}](https://www.portafolio.co/tendencias/claves-para-liderar-equipos-de-teletrabajo-y-no-fracasar-en-el-intento-556586) [![Portainer 🌟](){: style="width:7%"}](https://www.portainer.io) [![portainer.io: Kubernetes vs Docker Swarm vs Nomad - the orchestrator wars continue?](){: style="width:7%"}](https://www.portainer.io/blog/docker-swarm-vs-kubernetes) [![portainer.io: Kubernetes vs Docker Swarm vs Nomad - the orchestrator wars' continue?](){: style="width:7%"}](https://www.portainer.io/blog/orchestrator-wars-continue) [![Portainer Community Edition](){: style="width:7%"}](https://www.portainer.io/install) [![Portainer Community Edition](){: style="width:7%"}](https://www.portainer.io/products/community-edition) [![postgresql.org: Crunchy PostgreSQL Operator 4.5: Enhanced Monitoring, Custom Annotations, PostgreSQL 13 🌟](){: style="width:7%"}](https://www.postgresql.org/about/news/crunchy-postgresql-operator-45-enhanced-monitoring-custom-annotations-postgresql-13-2086) [![Postman](){: style="width:7%"}](https://www.postman.com) [![postman.com: API versioning](){: style="width:7%"}](https://www.postman.com/api-platform/api-versioning) [![Postman Pynt 🌟](){: style="width:7%"}](https://www.postman.com/pynt-io/workspace/pynt/overview) [![postman.com: Postman State of the API Report 🌟](){: style="width:7%"}](https://www.postman.com/resources/infographics/api-survey-2019)

+[![None](){: style="width:7%"}](https://www.postman.com/state-of-the-api/2019) [![postman.com: What is an API?](){: style="width:7%"}](https://www.postman.com/what-is-an-api) [![PowerShell Gallery 🌟](){: style="width:7%"}](https://www.powershellgallery.com) [![powershellgallery.com: Microsoft.PowerShell.Crescendo](){: style="width:7%"}](https://www.powershellgallery.com/packages/Microsoft.PowerShell.Crescendo) [![powershellgallery.com: Microsoft.PowerShell.Crescendo](){: style="width:7%"}](https://www.powershellgallery.com/packages/Microsoft.PowerShell.Crescendo/1.1.0) [![cloudbees.com: CloudBees Core Configuration as Code](){: style="width:7%"}](https://www.previous.cloudbees.com/blog/cloudbees-core-configuration-code-preview) [![None](){: style="width:7%"}](https://www.previous.cloudbees.com/press/cloudbees-acquires-rollout-adding-feature-flag-system) [![CloudBees Integrates Software Delivery Management Platform With Google Cloud Build and Tekton to Break Down Development Silos](){: style="width:7%"}](https://www.previous.cloudbees.com/press/cloudbees-integrates-software-delivery-management-platform-google-cloud-build-and-tekton-break) [![CloudBees Releases Another Industry First: Feature Flagging for On-Premise' Use 🌟](){: style="width:7%"}](https://www.previous.cloudbees.com/press/cloudbees-releases-another-industry-first-feature-flagging-premise-use) [![primevideotech.com: Scaling up the Prime Video audio/video monitoring service' and reducing costs by 90%](){: style="width:7%"}](https://www.primevideotech.com/video-streaming/scaling-up-the-prime-video-audio-video-monitoring-service-and-reducing-costs-by-90) [![prisma.io: Improving the Prisma Visual Studio Code Extension with WebAssembly' 🌟](){: style="width:7%"}](https://www.prisma.io/blog/vscode-extension-prisma-rust-webassembly)

+[![programmableweb.com](){: style="width:7%"}](https://www.programmableweb.com) [![Handwritten Maven archetype project scaffolding](){: style="width:7%"}](https://www.programmersought.com/article/1858176023) [![insights.project-a.com: Using GitHub Actions to deploy to Kubernetes in GKE 🌟](){: style="width:7%"}](https://www.project-a.vc/perspectives) [![None](){: style="width:7%"}](https://www.project-open.com) [![sap.github.io/jenkins-library](){: style="width:7%"}](https://www.project-piper.io) [![Project Calico](){: style="width:7%"}](https://www.projectcalico.org) [![projectcalico.org: Advertising Kubernetes Service IPs with Calico and BGP](){: style="width:7%"}](https://www.projectcalico.org/advertising-kubernetes-service-ips-with-calico-and-bgp) [![projectcalico.org: Using Kubernetes to orchestrate VMs](){: style="width:7%"}](https://www.projectcalico.org/using-kubernetes-to-orchestrate-vms) [![projectquay.io](){: style="width:7%"}](https://www.projectquay.io) [![prskavec.net: Grafana dashboards and Jsonnet](){: style="width:7%"}](https://www.prskavec.net/post/grafana-jsonnet) [![Pulumi](){: style="width:7%"}](https://www.pulumi.com)

+[![Ten More Things You Can Do With Pulumi Neo](){: style="width:7%"}](https://www.pulumi.com/blog/10-more-things-you-can-do-with-neo) [![Better CLI Interactions for Agents and Humans](){: style="width:7%"}](https://www.pulumi.com/blog/better-cli-interactions-for-agents-and-humans) [![pulumi.com: From Terraform to Infrastructure as Software](){: style="width:7%"}](https://www.pulumi.com/blog/from-terraform-to-infrastructure-as-software) [![pulumi.com: Kubernetes Fundamentals Part One - Python instead of YAML 🌟](){: style="width:7%"}](https://www.pulumi.com/blog/kubernetes-fundamentals-part-one) [![pulumi.com: Observability with Infrastructure as Code](){: style="width:7%"}](https://www.pulumi.com/blog/observability-with-infrastructure-as-code) [![pulumi.com: Announcing Pulumi 3.0](){: style="width:7%"}](https://www.pulumi.com/blog/pulumi-3-0) [![Neo, Now in the Terminal | Pulumi Blog](){: style="width:7%"}](https://www.pulumi.com/blog/pulumi-neo-cli) [![pulumi.com: Announcing the Pulumi REST API](){: style="width:7%"}](https://www.pulumi.com/blog/pulumi-rest-api) [![The Agentic Infrastructure Era](){: style="width:7%"}](https://www.pulumi.com/blog/the-agentic-infrastructure-era) [![Pulumi](){: style="width:7%"}](https://www.pulumi.com/docs/get-started/kubernetes) [![pulumi.com: From Kubernetes or Helm YAML](){: style="width:7%"}](https://www.pulumi.com/docs/guides/adopting/from_kubernetes)

+[![Pulumi VS Terraform](){: style="width:7%"}](https://www.pulumi.com/docs/iac/comparisons/terraform) [![None](){: style="width:7%"}](https://www.pulumi.com/docs/iac/get-started/kubernetes) [![pulumi.com: From Kubernetes or Helm YAML](){: style="width:7%"}](https://www.pulumi.com/docs/iac/guides/migration/migrating-to-pulumi/from-kubernetes) [![Pulumi Cloud Providers](){: style="width:7%"}](https://www.pulumi.com/docs/intro/cloud-providers) [![Pulumi VS Terraform](){: style="width:7%"}](https://www.pulumi.com/docs/intro/vs/terraform) [![None](){: style="width:7%"}](https://www.pulumi.com/registry) [![pulumi.com: Running Containers on ECS Fargate](){: style="width:7%"}](https://www.pulumi.com/registry/packages/aws/how-to-guides/ecs-fargate) [![The Agentic Infrastructure Era | Pulumi Releases](){: style="width:7%"}](https://www.pulumi.com/releases/agentic-infrastructure-era) [![pulumi.com: Convert Your Terraform to Pulumi](){: style="width:7%"}](https://www.pulumi.com/tf2pulumi) [![PyInstaller is a program that freezes (packages) Python programs into stand-alone executables, under Windows, Linux, Mac OS X, FreeBSD, Solaris and AIX](){: style="width:7%"}](https://www.pyinstaller.org) [![pymesyautonomos.com: ΒΏEstΓ‘ trabajando el empleado realmente desde su casa?](){: style="width:7%"}](https://www.pymesyautonomos.com/management/esta-trabajando-empleado-realmente-su-casa)

+[![TDD with Django, from scratch: a beginner's intro to testing and web development](){: style="width:7%"}](https://www.pyvideo.org/video/3509/tdd-with-django-from-scratch-a-beginners-intro) [![hub.qovery.com: Terraform is Not the Golden Hammer](){: style="width:7%"}](https://www.qovery.com/docs/getting-started/introduction) [![quandarycg.com: Everything You Need To Know About System Integration (And IPaaS) 🌟](){: style="width:7%"}](https://www.quandarycg.com/everything-you-need-to-know-about-integrations) [![quora.com: What is trunk based development?](){: style="width:7%"}](https://www.quora.com/What-is-trunk-based-development) [![Quora.com: What's the difference between Apache Camel and Kafka?](){: style="width:7%"}](https://www.quora.com/Whats-the-difference-between-Apache-Camel-and-Kafka) [![qwinix.io: What Is Kubernetes? K8s Uses, Benefits, & More](){: style="width:7%"}](https://www.qwinix.io/blog-what-is-kubernetes) [![r-bloggers.com: Dockerizing Shiny Applications](){: style="width:7%"}](https://www.r-bloggers.com/2021/05/dockerizing-shiny-applications) [![r-bloggers.com: Git: Moving from Master to Main](){: style="width:7%"}](https://www.r-bloggers.com/2021/10/git-moving-from-master-to-main) [![r-bloggers.com: How to use R Markdown (part one)](){: style="width:7%"}](https://www.r-bloggers.com/2022/02/how-to-use-r-markdown-part-one) [![blog.rabbitmq.com: First Application With RabbitMQ Streams](){: style="width:7%"}](https://www.rabbitmq.com/blog/2021/07/19/rabbitmq-streams-first-application) [![None](){: style="width:7%"}](https://www.rackspace.com/cloud/kubernetes)

+[![Rackspace.com: Managed Kubernetes](){: style="width:7%"}](https://www.rackspace.com/managed-kubernetes) [![rancher.com](){: style="width:7%"}](https://www.rancher.com) [![community.suse.com: Stupid Simple Kubernetesβ€Šβ€”β€ŠDeployments, Services and Ingresses Explained](){: style="width:7%"}](https://www.rancher.com/community) [![**Rancher 2**](){: style="width:7%"}](https://www.rancher.com/docs/rancher/v2.x/en) [![Rancher CNI Providers 🌟](){: style="width:7%"}](https://www.rancher.com/docs/rancher/v2.x/en/faq/networking/cni-providers) [![None](){: style="width:7%"}](https://www.rancher.com/products/secure-kubernetes-distribution) [![ravirajag.dev: MLOps Basics - Week 10: Summary](){: style="width:7%"}](https://www.ravirajag.dev/blog/mlops-summary) [![readysetcloud.io: Building Serverless Applications That Scale The Perfect Amount 🌟](){: style="width:7%"}](https://www.readysetcloud.io/blog/allen.helton/how-to-design-serverless-apps-that-scale-the-perfect-amount) [![rebelscrum.site: Characteristics of a Great Product Owner](){: style="width:7%"}](https://www.rebelscrum.site/post/characteristics-of-a-great-product-owner) [![red-gate.com: Automated Production Deployments are Not the Key to DevOps Performance](){: style="width:7%"}](https://www.red-gate.com/blog/automated-production-deployments-are-not-the-key-to-devops-performance) [![None](){: style="width:7%"}](https://www.red-gate.com/products/flyway/community)

+[![red-gate.com: Designing Highly Scalable Database Architectures](){: style="width:7%"}](https://www.red-gate.com/simple-talk/databases/sql-server/performance-sql-server/designing-highly-scalable-database-architectures) [![simple-talk.com: Script Loading between HTTP/1.1 and HTTP/2](){: style="width:7%"}](https://www.red-gate.com/simple-talk/development/dotnet-development/script-loading-between-http1-1-and-http2) [![redbooks.ibm.com: IBM Storage for Red Hat OpenShift. IBM block storage & IBM Spectrum Scale](){: style="width:7%"}](https://www.redbooks.ibm.com/abstracts/redp5565.html) [![reddit.com/r/AZURE](){: style="width:7%"}](https://www.reddit.com/r/AZURE) [![reddit.com: Promotion Driven Development](){: style="width:7%"}](https://www.reddit.com/r/ExperiencedDevs/comments/pw6vuv/promotion_driven_development) [![reddit.com: PowerShell Core yaml support?](){: style="width:7%"}](https://www.reddit.com/r/PowerShell/comments/flzsx5/powershell_core_yaml_support) [![Tech companies cutting devs for AI](){: style="width:7%"}](https://www.reddit.com/r/ProgrammerHumor/comments/1tbzih8/techcompaniescuttingdevsforai) [![reddit.com/r/python](){: style="width:7%"}](https://www.reddit.com/r/Python) [![reddit.com: Modules every python developer should know](){: style="width:7%"}](https://www.reddit.com/r/Python/comments/3yg2u4/modules_every_python_developer_should_know) [![reddit.com: My thoughts about moving from Python 2.7 to Python 3.x](){: style="width:7%"}](https://www.reddit.com/r/Python/comments/3yjlim/my_thoughts_about_moving_from_python_27_to_python) [![reddit: Why Python](){: style="width:7%"}](https://www.reddit.com/r/Python/comments/3ylxmk/why_python)

+[![reddit: Ship Better Python Using Feature Flags](){: style="width:7%"}](https://www.reddit.com/r/Python/comments/3zl3g4/ship_better_python_using_feature_flags) [![reddit.com/r/QualityAssurance](){: style="width:7%"}](https://www.reddit.com/r/QualityAssurance) [![reddit.com/r/Terraform](){: style="width:7%"}](https://www.reddit.com/r/Terraform) [![reddit.com/r/Terraform: Terraform Experts! Anyone experienced in designing' enterprise grade reusable terraform code?](){: style="width:7%"}](https://www.reddit.com/r/Terraform/comments/19arrun/comment/kinusdl) [![Discussion: Where is AI Still Completely Useless?](){: style="width:7%"}](https://www.reddit.com/r/Terraform/comments/1l7my1x/where_is_ai_still_completely_useless_for) [![reddit.com: Automate Infrastructure Deployments on Microsoft Azure with' Terraform and Jenkins](){: style="width:7%"}](https://www.reddit.com/r/Terraform/comments/h0tdq3/automate_infrastructure_deployments_on_microsoft) [![reddit.com/r/Traefik](){: style="width:7%"}](https://www.reddit.com/r/Traefik) [![reddit.com/r/ansible](){: style="width:7%"}](https://www.reddit.com/r/ansible) [![reddit.com/r/aws](){: style="width:7%"}](https://www.reddit.com/r/aws) [![reddit.com/r/azuredevops](){: style="width:7%"}](https://www.reddit.com/r/azuredevops) [![reddit.com/r/bashonubuntuonwindows](){: style="width:7%"}](https://www.reddit.com/r/bashonubuntuonwindows)

+[![reddit.com/r/cloudcomputing](){: style="width:7%"}](https://www.reddit.com/r/cloudcomputing) [![reddit.com/r/devops](){: style="width:7%"}](https://www.reddit.com/r/devops) [![Internal Developer Platforms - what toolchain would you use for Maven + NPM + K8 projects?](){: style="width:7%"}](https://www.reddit.com/r/devops/comments/xj1jxg/internal_developer_platforms_what_toolchain_would) [![reddit.com/r/digital_ocean](){: style="width:7%"}](https://www.reddit.com/r/digital_ocean) [![reddit.com/r/digitalocean](){: style="width:7%"}](https://www.reddit.com/r/digitalocean) [![reddit.com/r/git](){: style="width:7%"}](https://www.reddit.com/r/git) [![reddit.com: What is the best microservice framework in Go?](){: style="width:7%"}](https://www.reddit.com/r/golang/comments/jnv4bd/what_is_the_best_microservice_framework_in_go) [![reddit.com/r/googlecloud](){: style="width:7%"}](https://www.reddit.com/r/googlecloud) [![reddit.com/r/gradle](){: style="width:7%"}](https://www.reddit.com/r/gradle) [![reddit.com/r/haproxy](){: style="width:7%"}](https://www.reddit.com/r/haproxy) [![reddit.com/r/istio](){: style="width:7%"}](https://www.reddit.com/r/istio)

+[![reddit.com/r/java](){: style="width:7%"}](https://www.reddit.com/r/java) [![reddit.com/r/jenkinsci](){: style="width:7%"}](https://www.reddit.com/r/jenkinsci) [![Building Docker images when running Jenkins in Kubernetes](){: style="width:7%"}](https://www.reddit.com/r/jenkinsci/comments/ctirsc/building_docker_images_when_running_jenkins_in) [![reddit.com/r/jmeter](){: style="width:7%"}](https://www.reddit.com/r/jmeter) [![reddit.com/r/kubernetes](){: style="width:7%"}](https://www.reddit.com/r/kubernetes) [![reddit.com: What's the best, proper way of running a database cluster on' top of Kubernetes?](){: style="width:7%"}](https://www.reddit.com/r/kubernetes/comments/9d8on5/whats_the_best_proper_way_of_running_a_database) [![reddit.com: OpenShift vs PKS vs Rancher 🌟](){: style="width:7%"}](https://www.reddit.com/r/kubernetes/comments/9qxeuw/openshift_vs_pks_vs_rancher) [![How to quarantine pods](){: style="width:7%"}](https://www.reddit.com/r/kubernetes/comments/gt3uvg/how_to_quarantine_pods) [![reddit.com/r/kubernetes: CKAD - free materials](){: style="width:7%"}](https://www.reddit.com/r/kubernetes/comments/r4q1ec/ckad_free_materials) [![Learn Python 'subreddit'](){: style="width:7%"}](https://www.reddit.com/r/learnpython) [![reddit: python cheat sheet](){: style="width:7%"}](https://www.reddit.com/r/learnpython/comments/3r2hsq/python_cheat_sheet)

+[![reddit: Real examples of unit testing](){: style="width:7%"}](https://www.reddit.com/r/learnpython/comments/3zl0p6/real_examples_of_unit_testing) [![reddit.com: Functions vs. Classes](){: style="width:7%"}](https://www.reddit.com/r/learnpython/comments/40rieo/functions_vs_classes) [![reddit.com: Multiprocessing vs Threading?](){: style="width:7%"}](https://www.reddit.com/r/learnpython/comments/418z8b/multiprocessing_vs_threading) [![reddit.com/r/linuxadmin](){: style="width:7%"}](https://www.reddit.com/r/linuxadmin) [![reddit.com/r/maven](){: style="width:7%"}](https://www.reddit.com/r/maven) [![reddit.com/r/openshift](){: style="width:7%"}](https://www.reddit.com/r/openshift) [![reddit: Help with Kube Monkey setup](){: style="width:7%"}](https://www.reddit.com/r/openshift/comments/e1j5qzrbac_for_container_access_to_destroy_other) [![reddit](){: style="width:7%"}](https://www.reddit.com/r/openshift/comments/e1kw48/openshift_42_vsphere_install) [![reddit.com/r/postgres](){: style="width:7%"}](https://www.reddit.com/r/postgres) [![reddit.com/r/redhat](){: style="width:7%"}](https://www.reddit.com/r/redhat) [![redeszone.net: No configurar bien la nube es culpable de la mayorΓ­a de vulnerabilidades](){: style="width:7%"}](https://www.redeszone.net/noticias/seguridad/configurar-mal-nube-vulnerabilidades)

+[![Diferencias entre servidor proxy y servidor proxy inverso](){: style="width:7%"}](https://www.redeszone.net/tutoriales/servidores/diferencias-proxy-vs-proxy-inverso) [![None](){: style="width:7%"}](https://www.redhat.com/architect/12-factor-app) [![redhat.com: 3 rules for applying principles of GitOps to enterprise architecture](){: style="width:7%"}](https://www.redhat.com/architect/3-gitops-rules-architecture) [![==redhat.com: How we use Apache Kafka to improve event-driven architecture' performance==](){: style="width:7%"}](https://www.redhat.com/architect/apache-kafka-EDA-performance) [![redhat.com: An Architect's guide to APIs: SOAP, REST, GraphQL, and gRPC' 🌟](){: style="width:7%"}](https://www.redhat.com/architect/apis-soap-rest-graphql-grpc) [![redhat.com: Why you should be using architecture decision records to document' your project](){: style="width:7%"}](https://www.redhat.com/architect/architecture-decision-records) [![==redhat.com: Top 8 resources for microservices architecture of 2021==](){: style="width:7%"}](https://www.redhat.com/architect/best-microservices-2021) [![redhat.com: Design professional enterprise architecture diagrams with this' open source tool (diagrams.net)](){: style="width:7%"}](https://www.redhat.com/architect/design-enterprise-architecture-diagrams) [![==redhat.com: Getting DevSecOps to production and beyond==](){: style="width:7%"}](https://www.redhat.com/architect/devsecops-enterprise-architecture) [![redhat.com: 6 architectural diagramming tools for cloud infrastructure](){: style="width:7%"}](https://www.redhat.com/architect/diagramming-tools-cloud-infrastructure) [![redhat.com: Try these 5 diagramming tools for network architecture](){: style="width:7%"}](https://www.redhat.com/architect/diagramming-tools-network-architecture)

+[![redhat.com: Event-driven architecture: Understanding the essential benefits' 🌟](){: style="width:7%"}](https://www.redhat.com/architect/event-driven-architecture-essentials) [![redhat.com: 5 strategies to shift your career from sysadmin to architect](){: style="width:7%"}](https://www.redhat.com/architect/from-sysadmin-to-architect) [![==redhat.com: Comparing GitOps implementation patterns: Pros and cons==](){: style="width:7%"}](https://www.redhat.com/architect/gitops-implementation-patterns) [![redhat.com: 5 essential tools for managing hybrid cloud infrastructure](){: style="width:7%"}](https://www.redhat.com/architect/hybrid-cloud-management-tools) [![redhat.com: An illustrated guide to GitOps](){: style="width:7%"}](https://www.redhat.com/architect/illustrated-guide-gitops) [![redhat.com: Kubernetes architecture: How to use hierarchical namespaces' for multiple tenants](){: style="width:7%"}](https://www.redhat.com/architect/kubernetes-hierarchical-namespaces) [![redhat.com: What architects need to know about managed Kubernetes](){: style="width:7%"}](https://www.redhat.com/architect/managed-kubernetes) [![==redhat.com: 3 questions to answer when considering a multi-cluster Kubernetes' architecture==](){: style="width:7%"}](https://www.redhat.com/architect/multi-cluster-kubernetes-architecture) [![==redhat.com: Planning your migration from Red Hat OpenShift 3 to 4==](){: style="width:7%"}](https://www.redhat.com/architect/openshift-4-migration) [![redhat.com: Pull vs. push in automated VM provisioning: What you need to' know](){: style="width:7%"}](https://www.redhat.com/architect/pull-push-provisioning-cicd) [![redhat.com: Using a schema registry to ensure data consistency between microservices](){: style="width:7%"}](https://www.redhat.com/architect/schema-registry)

+[![redhat.com: How to streamline application portfolio modernization with Tackle](){: style="width:7%"}](https://www.redhat.com/architect/tackle-application-modernization) [![redhat.com: How to use GitOps in your enterprise architecture strategy 🌟](){: style="width:7%"}](https://www.redhat.com/architect/understanding-gitops) [![redhat.com: Amazon and Red Hat Announce the General Availability of Red Hat OpenShift Service on AWS (ROSA)](){: style="width:7%"}](https://www.redhat.com/en/about/press-releases/amazon-and-red-hat-announce-general-availability-red-hat-openshift-service-aws-rosa) [![redhat.com: Red Hat to Acquire Kubernetes-Native Security Leader StackRox](){: style="width:7%"}](https://www.redhat.com/en/about/press-releases/red-hat-acquire-kubernetes-native-security-leader-stackrox) [![redhat.com: Red Hat and GitHub Collaborate to Expand the Developer Experience on Red Hat OpenShift with GitHub Actions 🌟](){: style="width:7%"}](https://www.redhat.com/en/about/press-releases/red-hat-and-github-collaborate-expand-developer-experience-red-hat-openshift-github-actions) [![redhat.com: Red Hat Ansible Automation Platform 2 Drives Cloud-Native Automation and Helps Developers Become Automators](){: style="width:7%"}](https://www.redhat.com/en/about/press-releases/red-hat-ansible-automation-platform-2-drives-cloud-native-automation-and-helps-developers-become-automators) [![redhat.com: Red Hat Ansible Automation Platform Enhancements and New Certified Ansible Content Collections Refine the Automation Experience to Drive Business Imperatives](){: style="width:7%"}](https://www.redhat.com/en/about/press-releases/red-hat-ansible-automation-platform-enhancements-and-new-certified-ansible-content-collections-refine-automation-experience-drive-business-imperatives) [![redhat.com: Red Hat Brings Industry-Leading Ansible Automation Platform to **Microsoft Azure**](){: style="width:7%"}](https://www.redhat.com/en/about/press-releases/red-hat-brings-industry-leading-ansible-automation-platform-microsoft-azure) [![redhat.com: Red Hat Brings Red Hat Universal Base Image to Docker Hub](){: style="width:7%"}](https://www.redhat.com/en/about/press-releases/red-hat-brings-red-hat-universal-base-image-docker-hub) [![redhat.com: Red Hat Makes DevOps a Reality with OpenShift GitOps and OpenShift Pipelines 🌟](){: style="width:7%"}](https://www.redhat.com/en/about/press-releases/red-hat-makes-devops-reality-openshift-gitops-and-openshift-pipelines) [![redhat.com: ACM Ansible Integration Overview](){: style="width:7%"}](https://www.redhat.com/en/about/videos/acm-ansible-integration-overview)

+[![youtube: Getting Started with OpenShift 4 Security 🌟](){: style="width:7%"}](https://www.redhat.com/en/about/videos/getting-started-openshift-4-security) [![None](){: style="width:7%"}](https://www.redhat.com/en/about/videos/openshift-backup-and-recovery-kasten-k10) [![PDF: Practical Ansible Testing with Molecule](){: style="width:7%"}](https://www.redhat.com/en/ansible-collaborative) [![redhat.com: ACM Ansible Integration Overview](){: style="width:7%"}](https://www.redhat.com/en/blog) [![redhat.com: 11 considerations for effectively managing a Linux sysadmin team 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/11-manager-considerations) [![openshift.com: Using JFrog's Artifactory and Red Hat OpenShift Together](){: style="width:7%"}](https://www.redhat.com/en/blog/18333-2) [![redhat.com: 3 rules for applying principles of GitOps to enterprise architecture](){: style="width:7%"}](https://www.redhat.com/en/blog/3-gitops-rules-architecture) [![redhat.com: 5 Linux commands I'm going to start using](){: style="width:7%"}](https://www.redhat.com/en/blog/5-linux-commands) [![redhat.com: 5 questions to ask during your next sysadmin interview](){: style="width:7%"}](https://www.redhat.com/en/blog/5-questions-interview) [![redhat.com: 5 advanced rsync tips for Linux sysadmins](){: style="width:7%"}](https://www.redhat.com/en/blog/5-rsync-tips) [![blog.openshift.com: OpenShift Scale: Running 500 Pods Per Node 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/500_pods_per_node)

+[![redhat.com: 6 steps to automating code pushes with Ansible Automation Platform 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/6-code-pushes-aap) [![redhat.com: 6 OpenSSL command options that every sysadmin should know](){: style="width:7%"}](https://www.redhat.com/en/blog/6-openssl-commands) [![openshift.com: 7 Best Practices for Writing Kubernetes Operators: An SRE Perspective](){: style="width:7%"}](https://www.redhat.com/en/blog/7-best-practices-for-writing-kubernetes-operators-an-sre-perspective) [![redhat.com: Linux troubleshooting commands: 4 tools for DNS name resolution problems](){: style="width:7%"}](https://www.redhat.com/en/blog/DNS-name-resolution-troubleshooting-tools) [![cloud.redhat.com: A Guide to Ingress Controllers in OpenShift using IPI](){: style="width:7%"}](https://www.redhat.com/en/blog/a-guide-to-ingress-controllers-in-openshift) [![cloud.redhat.com: A Guide to Secrets Management with GitOps and Kubernetes 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/a-guide-to-secrets-management-with-gitops-and-kubernetes) [![blog.openshift.com: Advanced Network customizations for OpenShift Install](){: style="width:7%"}](https://www.redhat.com/en/blog/advanced-network-customizations-for-openshift-install) [![cloud.redhat.com: Announcing Bring Your Own Host Support for Windows nodes to Red Hat OpenShift](){: style="width:7%"}](https://www.redhat.com/en/blog/announcing-bring-your-own-host-support-for-windows-nodes-to-red-hat-openshift) [![openshift.com: Announcing OpenShift GitOps](){: style="width:7%"}](https://www.redhat.com/en/blog/announcing-openshift-gitops) [![None](){: style="width:7%"}](https://www.redhat.com/en/blog/announcing-the-red-hat-enterprise-linux-certified-ansible-collection?sc_cid=7015Y000003t7aWQAQ) [![redhat.com: Deep dive into Ansible ad hoc commands](){: style="width:7%"}](https://www.redhat.com/en/blog/ansible-ad-hoc-commands)

+[![openshift.com: Ansible and OpenShift: Connecting for Success 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/ansible-and-openshift-connecting-for-success) [![redhat.com: 4 steps to create Linux users from a csv file with Ansible](){: style="width:7%"}](https://www.redhat.com/en/blog/ansible-create-users-csv) [![redhat.com: How to create dynamic inventory files in Ansible](){: style="width:7%"}](https://www.redhat.com/en/blog/ansible-dynamic-inventories) [![redhat.com: How to write a Python script to create dynamic Ansible inventories](){: style="width:7%"}](https://www.redhat.com/en/blog/ansible-dynamic-inventory-python) [![redhat.com/sysadmin/ansible-lists-dictionaries-yaml: How to work with lists and dictionaries in Ansible 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/ansible-lists-dictionaries-yaml) [![None](){: style="width:7%"}](https://www.redhat.com/en/blog/ansible-network-resource-modules-deep-dive-on-return-values?sc_cid=7015Y000003t7aWQAQ) [![redhat.com: How to write an Ansible plugin to create inventory files](){: style="width:7%"}](https://www.redhat.com/en/blog/ansible-plugin-inventory-files) [![redhat.com: Quick start guide to Ansible for Linux sysadmins 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/ansible-quick-start) [![redhat.com: A brief introduction to Ansible roles for Linux system administration 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/ansible-system-role) [![redhat.com: How to create dynamic configuration files using Ansible templates](){: style="width:7%"}](https://www.redhat.com/en/blog/ansible-templates-configuration) [![redhat.com: Using Ansible to interact with web endpoints](){: style="width:7%"}](https://www.redhat.com/en/blog/ansible-web-endpoints)

+[![redhat.com: 16 AnsibleFest presentations for sysadmins](){: style="width:7%"}](https://www.redhat.com/en/blog/ansiblefest-sysadmins) [![redhat.com: How we use Apache Kafka to improve event-driven architecture performance](){: style="width:7%"}](https://www.redhat.com/en/blog/apache-kafka-EDA-performance) [![redhat.com: An Architect's guide to APIs: SOAP, REST, GraphQL, and gRPC 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/apis-soap-rest-graphql-grpc) [![cloud.redhat.com: Application Management in Kubernetes Environments with Helm Charts and Kubernetes Operators](){: style="width:7%"}](https://www.redhat.com/en/blog/application-management-in-kubernetes-environments-with-helm-charts-and-kubernetes-operators) [![openshift.com: Applications Here, Applications There! - Part 3 - Application Migration](){: style="width:7%"}](https://www.redhat.com/en/blog/applications-here-applications-there-part-3-application-migration) [![redhat.com: Why you should be using architecture decision records to document your project](){: style="width:7%"}](https://www.redhat.com/en/blog/architecture-decision-records) [![None](){: style="width:7%"}](https://www.redhat.com/en/blog/ask-an-openshift-admin-office-hour-day-2-operations-part-1) [![None](){: style="width:7%"}](https://www.redhat.com/en/blog/ask-an-openshift-admin-office-hour-day-2-operations-part-2) [![redhat.com: How to automate Podman installation and deployment using Ansible 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/automate-podman-ansible) [![redhat.com: How to automate system reboots using the Ansible reboot module](){: style="width:7%"}](https://www.redhat.com/en/blog/automate-reboot-ansible) [![cloud.redhat.com: Automate Your Security Practices and Policies on OpenShift With Kyverno 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/automate-your-security-practices-and-policies-on-openshift-with-kyverno)

+[![None](){: style="width:7%"}](https://www.redhat.com/en/blog/automating-red-hat-satellite-with-ansible?sc_cid=7015Y000003t7aWQAQ) [![ansible.com: Automating Security with CyberArk and Red Hat Ansible Automation Platform](){: style="width:7%"}](https://www.redhat.com/en/blog/automating-security-with-cyberark-and-red-hat-ansible-automation-platform?sc_cid=7015Y000003t7aWQAQ) [![None](){: style="width:7%"}](https://www.redhat.com/en/blog/automation-architects) [![redhat.com: Use automation to combat your increased workload](){: style="width:7%"}](https://www.redhat.com/en/blog/automation-combat-increased-workload) [![redhat.com: 5 ways for teams to create an automation-first mentality](){: style="width:7%"}](https://www.redhat.com/en/blog/automation-first-mentality) [![blog.openshift.com: AWS and red hat quickstart workshop](){: style="width:7%"}](https://www.redhat.com/en/blog/aws-and-red-hat-quickstart-workshop) [![None](){: style="width:7%"}](https://www.redhat.com/en/blog/based-validated-network-content?sc_cid=7015Y000003t7aWQAQ) [![redhat.com: Be careful when pulling images by short name](){: style="width:7%"}](https://www.redhat.com/en/blog/be-careful-when-pulling-images-short-name) [![redhat.com: Top 8 resources for microservices architecture of 2021](){: style="width:7%"}](https://www.redhat.com/en/blog/best-microservices-2021) [![redhat.com: Build a lab in 36 seconds with Ansible](){: style="width:7%"}](https://www.redhat.com/en/blog/build-VM-fast-ansible) [![None](){: style="width:7%"}](https://www.redhat.com/en/blog/build-kubernetes-operators-from-helm-charts-in-5-steps)

+[![openshift.com: Build Your Kubernetes Operator With the Right Tool 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/build-your-kubernetes-operator-with-the-right-tool) [![Building Declarative Pipelines with OpenShift DSL Plugin 🌟🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/building-declarative-pipelines-openshift-dsl-plugin) [![openshift.com: Building GitLab Pipelines on OpenShift](){: style="width:7%"}](https://www.redhat.com/en/blog/building-openshift-pipelines-with-gitlab) [![OpenShift blog 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/channel/hybrid-cloud-infrastructure) [![None](){: style="width:7%"}](https://www.redhat.com/en/blog/channel/hybrid-cloud-infrastructure/accessing-external-services-using-egress-router) [![None](){: style="width:7%"}](https://www.redhat.com/en/blog/channel/hybrid-cloud-infrastructure/networkpolicies-and-microsegmentation) [![ansible.com: Announcing the Community Ansible 3.0.0 Package 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/channel/open-source-communities) [![None](){: style="width:7%"}](https://www.redhat.com/en/blog/chaos-engineering-with-litmuschaos) [![cloud.redhat.com: Changes coming for OpenShift.com and Cloud.Redhat.com](){: style="width:7%"}](https://www.redhat.com/en/blog/check-out-our-new-look) [![openshift.com: Cloud DevOps With OpenShift and JFrog](){: style="width:7%"}](https://www.redhat.com/en/blog/cloud-devops-with-openshift-and-jfrog) [![redhat.com: Cloud-native business automation with Kogito](){: style="width:7%"}](https://www.redhat.com/en/blog/cloud-native-business-automation-kogito)

+[![openshift.com: Cloud-Native CI/CD with OpenShift Pipelines based on Tekton](){: style="width:7%"}](https://www.redhat.com/en/blog/cloud-native-ci-cd-with-openshift-pipelines) [![redhat.com: From Docker Compose to Kubernetes with Podman](){: style="width:7%"}](https://www.redhat.com/en/blog/compose-kubernetes-podman) [![redhat.com: How to use Ansible to send an email using Gmail](){: style="width:7%"}](https://www.redhat.com/en/blog/configure-gmail-using-ansible) [![redhat.com: Using ssh-keygen and sharing for key-based authentication in Linux](){: style="width:7%"}](https://www.redhat.com/en/blog/configure-ssh-keygen) [![blog.openshift.com: Configure the OpenShift Image Registry backed by OpenShift Container Storage](){: style="width:7%"}](https://www.redhat.com/en/blog/configure-the-openshift-image-registry-backed-by-openshift-container-storage) [![redhat.com: How to use Podman to get information about your containers](){: style="width:7%"}](https://www.redhat.com/en/blog/container-information-podman) [![redhat.com: Improving Linux container security with seccomp 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/container-security-seccomp) [![redhat.com: A sysadmin's guide to containerizing applications](){: style="width:7%"}](https://www.redhat.com/en/blog/containerizing-applications) [![redhat.com: Create fast, easy, and repeatable containers with Podman and shell scripts](){: style="width:7%"}](https://www.redhat.com/en/blog/create-containers-podman-quickly) [![ansible.com: Creating Custom Rules for Ansible Lint](){: style="width:7%"}](https://www.redhat.com/en/blog/creating-custom-rules-for-ansible-lint) [![redhat.com: Save time at the command line with HTTPie instead of curl](){: style="width:7%"}](https://www.redhat.com/en/blog/curl-hack-httpie)

+[![redhat.com: How to customize VM and cloud images with guestfish](){: style="width:7%"}](https://www.redhat.com/en/blog/customize-vm-cloud-images-guestfish) [![None](){: style="width:7%"}](https://www.redhat.com/en/blog/customizing-virtual-machine-templates-in-openshift-1) [![redhat.com: Bash scripting: How to read data from text files](){: style="width:7%"}](https://www.redhat.com/en/blog/data-text-files) [![redhat.com: From the datacenter to the edge: The open hybrid cloud vision for Red Hat Ansible Automation Platform 2](){: style="width:7%"}](https://www.redhat.com/en/blog/datacenter-edge-open-hybrid-cloud-vision-red-hat-ansible-automation-platform-2) [![Debugging Java Applications On OpenShift and Kubernetes](){: style="width:7%"}](https://www.redhat.com/en/blog/debugging-java-applications-on-openshift-kubernetes) [![redhat.com: Demystifying Ansible for Linux sysadmins 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/demystifying-ansible-sysadmins) [![openshift.com: Demystifying Multus 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/demystifying-multus) [![blog.openshift.com: Deploying jenkins on openshift - part 1](){: style="width:7%"}](https://www.redhat.com/en/blog/deploying-jenkins-on-openshift-part-1) [![None](){: style="width:7%"}](https://www.redhat.com/en/blog/deploying-openshift-4.4-to-vmware-vsphere-7) [![blog.openshift.com: Deploying OpenShift Applications to Multiple Datacenters (with Jenkins)](){: style="width:7%"}](https://www.redhat.com/en/blog/deploying-openshift-applications-multiple-datacenters) [![openshift.com: Deploying to OpenShift using GitHub Actions](){: style="width:7%"}](https://www.redhat.com/en/blog/deploying-to-openshift-using-github-actions)

+[![None](){: style="width:7%"}](https://www.redhat.com/en/blog/descheduler-ga-in-openshift-4.7) [![redhat.com: Design professional enterprise architecture diagrams with this open source tool (diagrams.net)](){: style="width:7%"}](https://www.redhat.com/en/blog/design-enterprise-architecture-diagrams) [![redhat.com: 8 steps to developing an Ansible role in Linux 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/developing-ansible-role) [![redhat.com: Getting DevSecOps to production and beyond](){: style="width:7%"}](https://www.redhat.com/en/blog/devsecops-enterprise-architecture) [![redhat.com: 6 architectural diagramming tools for cloud infrastructure](){: style="width:7%"}](https://www.redhat.com/en/blog/diagramming-tools-cloud-infrastructure) [![redhat.com: Try these 5 diagramming tools for network architecture](){: style="width:7%"}](https://www.redhat.com/en/blog/diagramming-tools-network-architecture) [![redhat.com: 2 Bash commands to change strings in multiple files at once](){: style="width:7%"}](https://www.redhat.com/en/blog/edit-text-bash-command) [![Enabling OpenShift 4 Clusters to Stop and Resume Cluster VMs](){: style="width:7%"}](https://www.redhat.com/en/blog/enabling-openshift-4-clusters-to-stop-and-resume-cluster-vms) [![None](){: style="width:7%"}](https://www.redhat.com/en/blog/enhanced-openshift-jboss-amq-container-image-for-production) [![None](){: style="width:7%"}](https://www.redhat.com/en/blog/enterprise-kubernetes-with-openshift-part-one) [![redhat.com: Event-driven architecture: Understanding the essential benefits 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/event-driven-architecture-essentials)

+[![redhat.com: How to pass extra variables to an Ansible playbook](){: style="width:7%"}](https://www.redhat.com/en/blog/extra-variables-ansible-playbook) [![None](){: style="width:7%"}](https://www.redhat.com/en/blog/fast-vs-easy-benchmarking-ansible-operators-for-kubernetes?sc_cid=7015Y000003t7aWQAQ) [![redhat.com: 8 ways to speed up your Ansible playbooks](){: style="width:7%"}](https://www.redhat.com/en/blog/faster-ansible-playbook-execution) [![redhat.com: Audit user accounts for never-expiring passwords with a Bash script](){: style="width:7%"}](https://www.redhat.com/en/blog/find-non-expiring-passwords) [![blog.openshift.com: Fine-Grained Policy Enforcement in OpenShift with Open Policy Agent 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/fine-grained-policy-enforcement-in-openshift-with-open-policy-agent) [![redhat.com: 5 Linux network troubleshooting commands 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/five-network-commands) [![openshift.com: From Code to Production with GitOps, Tekton and ArgoCD 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/from-code-to-production-with-gitops) [![openshift.com: From Ops to SRE - Evolution of the OpenShift Dedicated Team](){: style="width:7%"}](https://www.redhat.com/en/blog/from-ops-to-sre-evolution-of-the-openshift-dedicated-team) [![redhat.com: 5 strategies to shift your career from sysadmin to architect](){: style="width:7%"}](https://www.redhat.com/en/blog/from-sysadmin-to-architect) [![blog.openshift.com/: From Templates to Openshift Helm Charts](){: style="width:7%"}](https://www.redhat.com/en/blog/from-templates-to-openshift-helm-charts) [![Fully Automated Management of Egress IPs with the egressip-ipam-operator 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/fully-automated-management-of-egress-ips-with-the-egressip-ipam-operator)

+[![Generally Available today: Red Hat OpenShift Container Platform 3.11 is ready to power enterprise Kubernetes deployments 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/generally-available-today-red-hat-openshift-container-platform-311-ready-power-enterprise-kubernetes-deployments) [![openshift.com: Geographically Distributed Stateful Workloads - Part 3: Keycloak](){: style="width:7%"}](https://www.redhat.com/en/blog/geographically-distributed-stateful-workloads-part-3-keycloak) [![cloud.redhat.com: Getting Started in OpenShift 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/getting-started-in-openshift) [![redhat.com: Getting started with JBoss](){: style="width:7%"}](https://www.redhat.com/en/blog/getting-started-jboss) [![cloud.redhat.com: Getting Started running Spark workloads on OpenShift](){: style="width:7%"}](https://www.redhat.com/en/blog/getting-started-running-spark-workloads-on-openshift) [![openshift.com: Getting Started with ApplicationSets](){: style="width:7%"}](https://www.redhat.com/en/blog/getting-started-with-applicationsets) [![Getting Started with KubeVirt Containers and Virtual Machines Together](){: style="width:7%"}](https://www.redhat.com/en/blog/getting-started-with-kubevirt) [![redhat.com: Comparing GitOps implementation patterns: Pros and cons](){: style="width:7%"}](https://www.redhat.com/en/blog/gitops-implementation-patterns) [![GitOps secret management with bitnami-labs Sealed Secret and GoDaddy Kubernetes External Secrets 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/gitops-secret-management) [![openshift.com: GitOps Using Red Hat OpenShift Pipelines (Tekton) and Red Hat Advanced Cluster Management](){: style="width:7%"}](https://www.redhat.com/en/blog/gitops-using-red-hat-openshift-pipelines-tekton-and-red-hat-advanced-cluster-management) [![openshift.com: GitOps Using Red Hat OpenShift Pipelines (Tekton) and Red Hat Advanced Cluster Management to Deploy on Multiple Clusters 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/gitops-using-red-hat-openshift-pipelines-tekton-and-red-hat-advanced-cluster-management-to-deploy-on-multiple-clusters)

+[![cloud.redhat.com: Global Load Balancer Approaches 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/global-load-balancer-approaches) [![None](){: style="width:7%"}](https://www.redhat.com/en/blog/global-load-balancer-for-openshift-clusters-an-operator-based-approach) [![openshift.com: gRPC or HTTP/2 Ingress Connectivity in OpenShift 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/grpc-or-http/2-ingress-connectivity-in-openshift) [![blog.openshift.com: Guide to Installing an OKD 4.4 Cluster on your Home Lab](){: style="width:7%"}](https://www.redhat.com/en/blog/guide-to-installing-an-okd-4-4-cluster-on-your-home-lab) [![openshift.com: Guide to OpenShift Pipelines Part 1 - Introducing OpenShift Pipelines](){: style="width:7%"}](https://www.redhat.com/en/blog/guide-to-openshift-pipelines-part-1-introducing-openshift-pipelines) [![redhat.com: The history and future of OpenJDK](){: style="width:7%"}](https://www.redhat.com/en/blog/history-and-future-openjdk) [![None](){: style="width:7%"}](https://www.redhat.com/en/blog/how-full-is-my-cluster-part-5-a-capacity-management-dashboard) [![redhat.com: **How to gather and display metrics in Red Hat OpenShift** (Prometheus + Grafana)](){: style="width:7%"}](https://www.redhat.com/en/blog/how-gather-and-display-metrics-red-hat-openshift) [![redhat.com: Got automation? Here's a quick guide to get you up to speed on Ansible 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/how-start-ansible) [![cloud.redhat.com: How to Build a Disconnected OpenShift Cluster With Mirror Registries on RHEL CoreOS Using Podman and Systemd](){: style="width:7%"}](https://www.redhat.com/en/blog/how-to-build-a-disconnected-openshift-cluster-with-mirror-registries-on-rhel-coreos-using-podman-and-systemd) [![None](){: style="width:7%"}](https://www.redhat.com/en/blog/how-to-enable-static-egress-ip-in-ocp)

+[![cloud.redhat.com: How to Modernize Virtualized Workloads 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/how-to-modernize-virtualized-workloads) [![openshift.com: How to Monitor Openshift 4.x with Zabbix using Prometheus - Part 2](){: style="width:7%"}](https://www.redhat.com/en/blog/how-to-monitoring-openshift-4.x-with-zabbix-using-prometheus-part-2) [![cloud.redhat.com: How to Observe your Clusters with Red Hat Advanced Cluster Management - Customize the Grafana Dashboard](){: style="width:7%"}](https://www.redhat.com/en/blog/how-to-observe-your-clusters-with-red-hat-advanced-cluster-management-customize-the-grafana-dashboard) [![openshift.com: How to Offer Service Running on OpenShift on AWS to Other AWS VPCs, Privately 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/how-to-offer-service-running-on-openshift-on-aws-to-other-aws-vpcs-privately) [![openshift.com: How to Orchestrate Data Pipelines with Applications Deployed on OpenShift](){: style="width:7%"}](https://www.redhat.com/en/blog/how-to-orchestrate-data-pipelines-with-applications-deployed-on-openshift) [![cloud.redhat.com: How to Use ArgoCD Deployments with GitHub Tokens](){: style="width:7%"}](https://www.redhat.com/en/blog/how-to-use-argocd-deployments-with-github-tokens) [![openshift.com: How to Use HashiCorp Vault and Argo CD for GitOps on OpenShift](){: style="width:7%"}](https://www.redhat.com/en/blog/how-to-use-hashicorp-vault-and-argo-cd-for-gitops-on-openshift) [![redhat.com: 5 essential tools for managing hybrid cloud infrastructure](){: style="width:7%"}](https://www.redhat.com/en/blog/hybrid-cloud-management-tools) [![IBM and Red Hat bring OpenShift to IBM Z and LinuxONE](){: style="width:7%"}](https://www.redhat.com/en/blog/ibm-and-red-hat-bring-openshift-to-ibm-z-and-linuxone) [![redhat.com: An illustrated guide to GitOps](){: style="width:7%"}](https://www.redhat.com/en/blog/illustrated-guide-gitops) [![None](){: style="width:7%"}](https://www.redhat.com/en/blog/improved-tooling-and-best-practices-to-help-you-migrate-to-openshift-4)

+[![blog.openshift.com: Improving jenkins performance on openshift - part 2](){: style="width:7%"}](https://www.redhat.com/en/blog/improving-jenkins-performance-on-openshift-part-2) [![redhat.com: Add a repo and install a package the Ansible way](){: style="width:7%"}](https://www.redhat.com/en/blog/install-ansible-way) [![Installing OCP in a Mainframe z-series](){: style="width:7%"}](https://www.redhat.com/en/blog/installing-ocp-in-a-mainframe-z-series) [![blog.openshift.com: Installing OKD 3.10 on a Single Host 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/installing-okd-3-10-on-a-single-host) [![openshift: Introducing kube-burner, A tool to Burn Down Kubernetes and OpenShift 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/introducing-kube-burner-a-tool-to-burn-down-kubernetes-and-openshift) [![None](){: style="width:7%"}](https://www.redhat.com/en/blog/introducing-nginx-and-nginx-plus-routers-for-openshift) [![openshift.com: Introducing OpenShift Service Mesh 2.0 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/introducing-openshift-service-mesh-2.0) [![None](){: style="width:7%"}](https://www.redhat.com/en/blog/introducing-operator-framework-building-apps-kubernetes) [![blog.openshift.com: Introducing Red Hat OpenShift 4](){: style="width:7%"}](https://www.redhat.com/en/blog/introducing-red-hat-openshift-4) [![blog.openshift.com: Introducing Red Hat OpenShift 4.3 to Enhance Kubernetes Security 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/introducing-red-hat-openshift-4-3-to-enhance-kubernetes-security) [![redhat.com: Introducing Red Hat OpenShift Data Science](){: style="width:7%"}](https://www.redhat.com/en/blog/introducing-red-hat-openshift-data-science)

+[![openshift.com: Introducing Red Hat OpenShift Service on AWS](){: style="width:7%"}](https://www.redhat.com/en/blog/introducing-red-hat-openshift-service-on-aws) [![blog.openshift.com: Introducing Red Hat Quay](){: style="width:7%"}](https://www.redhat.com/en/blog/introducing-red-hat-quay) [![Quay 3.0 released in May 2019](){: style="width:7%"}](https://www.redhat.com/en/blog/introducing-red-hat-quay-3-registry-your-linux-and-windows-containers) [![Introducing the Red Hat Universal Base Image 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/introducing-red-hat-universal-base-image) [![redhat.com: Introducing Red Hat Vulnerability Scanner Certification](){: style="width:7%"}](https://www.redhat.com/en/blog/introducing-red-hat-vulnerability-scanner-certification) [![openshift.com: Introducing the Quarkus Helm Chart](){: style="width:7%"}](https://www.redhat.com/en/blog/introducing-the-quarkus-helm-chart) [![redhat.com: Introduction to RHEL System Roles 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/introduction-rhel-system-roles) [![openshift.com: Introduction to Kraken, a Chaos Tool for OpenShift/Kubernetes](){: style="width:7%"}](https://www.redhat.com/en/blog/introduction-to-kraken-a-chaos-tool-for-openshift/kubernetes) [![openshift.com: Is your Operator Air-Gap Friendly?](){: style="width:7%"}](https://www.redhat.com/en/blog/is-your-operator-air-gap-friendly) [![redhat.com: Tales from the field: A system administrator's guide to IT automation](){: style="width:7%"}](https://www.redhat.com/en/blog/it-automation-book) [![redhat.com: Why IT automation training is a smart way to boost your career](){: style="width:7%"}](https://www.redhat.com/en/blog/it-automation-training)

+[![Simply Explained: OpenShift and Jenkins Pipelines](){: style="width:7%"}](https://www.redhat.com/en/blog/jenkins-pipelines) [![opensift.com: K8s Integrity Shield (tech-preview): Protecting the Integrity of Kubernetes Resources with Signature](){: style="width:7%"}](https://www.redhat.com/en/blog/k8s-integrity-shield-tech-preview-protecting-the-integrity-of-kubernetes-resources-with-signature) [![openshift.com: Keep Your Applications Secure With Automatic Rebuilds](){: style="width:7%"}](https://www.redhat.com/en/blog/keep-your-applications-secure-with-automatic-rebuilds) [![openshift.com: Kubernetes 1.21 Grows Innovative New Features](){: style="width:7%"}](https://www.redhat.com/en/blog/kubernetes-1.21-grows-innovative-new-features) [![redhat.com: Kubernetes basics for sysadmins](){: style="width:7%"}](https://www.redhat.com/en/blog/kubernetes-basics-sysadmins) [![redhat.com: How to run a Kubernetes cluster on your laptop 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/kubernetes-cluster-laptop) [![redhat.com: Kubernetes Components - A sysadmin's guide to basic Kubernetes components 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/kubernetes-components) [![redhat.com: Kubernetes architecture: How to use hierarchical namespaces for multiple tenants](){: style="width:7%"}](https://www.redhat.com/en/blog/kubernetes-hierarchical-namespaces) [![None](){: style="width:7%"}](https://www.redhat.com/en/blog/kubernetes-ingress-vs-openshift-route) [![openshift.com: Kubernetes is Removing Docker Support, Kubernetes is Not Removing Docker Support](){: style="width:7%"}](https://www.redhat.com/en/blog/kubernetes-is-removing-docker-support-kubernetes-is-not-removing-docker-support) [![ansible.com: Kubernetes Meets Event-Driven Ansible 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/kubernetes-meets-event-driven-ansible)

+[![blog.openshift.com/ - Kubernetes: A Pod’s Life 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/kubernetes-pods-life) [![redhat.com: An introduction to Kubespray](){: style="width:7%"}](https://www.redhat.com/en/blog/kubespray-deploy-kubernetes) [![redhat.com: Let’s monitor edge computing networks with RHEL!](){: style="width:7%"}](https://www.redhat.com/en/blog/lets-monitor-edge-computing-networks-rhel) [![Crunchy PostgreSQL and Openshift](){: style="width:7%"}](https://www.redhat.com/en/blog/leveraging-the-crunchy-postgresql) [![redhat.com: 3 basic Linux group management commands every sysadmin should know](){: style="width:7%"}](https://www.redhat.com/en/blog/linux-commands-manage-groups) [![How Linux PID namespaces work with containers 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/linux-pid-namespaces) [![redhat.com: Balancing Linux security with usability](){: style="width:7%"}](https://www.redhat.com/en/blog/linux-security-usability) [![cloud.redhat.com: Log4Shell: Practical Mitigations and Impact Analysis of the Log4j Vulnerabilities](){: style="width:7%"}](https://www.redhat.com/en/blog/log4shell-practical-mitigations-and-impact-analysis) [![redhat.com: What architects need to know about managed Kubernetes](){: style="width:7%"}](https://www.redhat.com/en/blog/managed-kubernetes-architects) [![redhat.com: Meet single node OpenShift: Our newest small OpenShift footprint for edge architectures](){: style="width:7%"}](https://www.redhat.com/en/blog/meet-single-node-openshift-our-smallest-openshift-footprint-edge-architectures) [![openshift.com: Metrics-Driven Pod Constraints](){: style="width:7%"}](https://www.redhat.com/en/blog/metrics-driven-pod-constraints)

+[![blog.openshift.com/: How to survive an outage and live to tell about it!](){: style="width:7%"}](https://www.redhat.com/en/blog/metro-area-openshift-stretch-cluster-how-to-survive-an-outage-and-live-to-tell-about-it) [![blog.openshift.com: Migrating your applications to OpenShift 4 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/migrating-your-applications-to-openshift-4) [![openshift.com: Modern Application Development With Kong Konnect Enterprise and Red Hat OpenShift](){: style="width:7%"}](https://www.redhat.com/en/blog/modern-application-development-with-kong-konnect-enterprise-and-red-hat-openshift) [![redhat.com: Monitoring Apache Airflow using Prometheus](){: style="width:7%"}](https://www.redhat.com/en/blog/monitoring-apache-airflow-using-prometheus) [![cloud.redhat.com: Monitoring Infrastructure Openshift 4.x Using Zabbix Operator](){: style="width:7%"}](https://www.redhat.com/en/blog/monitoring-infrastructure-openshift-4.x-using-zabbix-operator) [![Monitoring Services like an SRE in OpenShift ServiceMesh](){: style="width:7%"}](https://www.redhat.com/en/blog/monitoring-services-like-an-sre-in-openshift-servicemesh) [![openshift.com: Monitoring Services like an SRE in OpenShift ServiceMesh Part 2: Collecting Standard Metrics 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/monitoring-services-like-an-sre-in-openshift-servicemesh-part-2-collecting-standard-metrics-3) [![redhat.com: Using Ansible to deploy Microsoft SQL Server 2019 on Red Hat Enterprise Linux 8](){: style="width:7%"}](https://www.redhat.com/en/blog/mssql-linux-easy) [![redhat.com: 3 questions to answer when considering a multi-cluster Kubernetes architecture](){: style="width:7%"}](https://www.redhat.com/en/blog/multi-cluster-kubernetes-architecture) [![openshift.com: Network Policies: Controlling Cross-Project Communication on OpenShift](){: style="width:7%"}](https://www.redhat.com/en/blog/network-policies-controlling-cross-project-communication-on-openshift) [![redhat.com: Network traffic control for containers in Red Hat OpenShift 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/network-traffic-control-containers-red-hat-openshift)

+[![None](){: style="width:7%"}](https://www.redhat.com/en/blog/new-kubernetes-operatorhub-red-hat-openshift-enable-hybrid-cloud-flexibility-enterprises) [![redhat.com: Exploring the new Podman secret command 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/new-podman-secrets-command) [![redhat.com: 5 scripts for getting started with the Nmap Scripting Engine](){: style="width:7%"}](https://www.redhat.com/en/blog/nmap-scripting-engine) [![None](){: style="width:7%"}](https://www.redhat.com/en/blog/ocp-disaster-recovery-part-3-recovering-an-openshift-4-ipi-cluster-with-the-loss-of-two-master-nodes) [![redhat.com: 20 one-line Linux commands to add to your toolbox](){: style="width:7%"}](https://www.redhat.com/en/blog/one-line-linux-commands) [![blog.openshift.com: OpenShift 4.2 vSphere Install Quickstart](){: style="width:7%"}](https://www.redhat.com/en/blog/openshift-4-2-vsphere-install-quickstart) [![blog.openshift.com: OpenShift 4.2 vsphere install with static IPs 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/openshift-4-2-vsphere-install-with-static-ips) [![Openshift 4 image builds](){: style="width:7%"}](https://www.redhat.com/en/blog/openshift-4-image-builds) [![redhat.com: Planning your migration from Red Hat OpenShift 3 to 4](){: style="width:7%"}](https://www.redhat.com/en/blog/openshift-4-migration) [![None](){: style="width:7%"}](https://www.redhat.com/en/blog/openshift-4.5-node-improvements) [![OpenShift and Network Security Zones: Coexistence Approaches 🌟🌟🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/openshift-and-network-security-zones-coexistence-approaches)

+[![None](){: style="width:7%"}](https://www.redhat.com/en/blog/openshift-architectures-for-the-edge-with-openshift-4.6) [![openshift.com: OpenShift Authentication Integration with ArgoCD](){: style="width:7%"}](https://www.redhat.com/en/blog/openshift-authentication-integration-with-argocd) [![cloud.redhat.com: OpenShift Commons Briefing: Database Disaster Recovery Made Easy with Annette Clewett (Red Hat) and Andrew L'Ecuyer (Crunchy Data)](){: style="width:7%"}](https://www.redhat.com/en/blog/openshift-commons-briefing-database-disaster-recovery-made-easy-with-annette-clewett-red-hat-and-andrew-lecuyer-crunchy-data) [![openshift.com: OpenShift, Databases and You: When to Put Containerized Database Workloads on OpenShift 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/openshift-databases-and-you-when-to-put-containerized-database-workloads-on-openshift) [![OpenShift Ecosystem: API Management on Red Hat OpenShift with 3scale](){: style="width:7%"}](https://www.redhat.com/en/blog/openshift-ecosystem-api-management-on-red-hat-openshift-with-3scale) [![None](){: style="width:7%"}](https://www.redhat.com/en/blog/openshift-end-to-end-cluster-customization) [![None](){: style="width:7%"}](https://www.redhat.com/en/blog/openshift-end-to-end-core-services) [![None](){: style="width:7%"}](https://www.redhat.com/en/blog/openshift-end-to-end-plan-and-deploy) [![openshift.com: OpenShift on ARM Developer Preview Now Available for AWS](){: style="width:7%"}](https://www.redhat.com/en/blog/openshift-on-arm-developer-preview-now-available-for-aws) [![openshift.com: OpenShift Pipelines Advanced Triggers Part 1 - Triggering Different Project Builds in the Same Repository](){: style="width:7%"}](https://www.redhat.com/en/blog/openshift-pipelines-advanced-triggers-part-1-triggering-different-project-builds-in-the-same-repository) [![openshift.com: OpenShift Pipelines and OpenShift GitOps are now Generally Available 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/openshift-pipelines-and-openshift-gitops-are-now-generally-available)

+[![OpenShift Pipelines with Jenkins Blue Ocean 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/openshift-pipelines-jenkins-blue-ocean) [![cloud.redhat.com: OpenShift Sandboxed Containers 101 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/openshift-sandboxed-containers-101) [![cloud.redhat.com: OpenShift Sandboxed Containers Operator From Zero to Hero, the Hard Way. The Operator Framework and Its Usage](){: style="width:7%"}](https://www.redhat.com/en/blog/openshift-sandboxed-containers-operator-from-zero-to-hero-the-hard-way) [![OpenShift topology view: A milestone towards a better developer experience](){: style="width:7%"}](https://www.redhat.com/en/blog/openshift-topology-view-milestone-towards-better-developer-experience) [![None](){: style="width:7%"}](https://www.redhat.com/en/blog/openshift-upi-using-static-ips) [![cloud.redhat.com: OpenShift Virtualization on Amazon Web Services](){: style="width:7%"}](https://www.redhat.com/en/blog/openshift-virtualization-on-amazon-web-services) [![openshift.com: Our Favorite Things from GitOps Con at KubeCon EU 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/our-favorite-things-from-gitops-con-at-kubecon-eu) [![redhat.com: Packaging applications to install on other machines with Python](){: style="width:7%"}](https://www.redhat.com/en/blog/packaging-applications-python) [![blog.openshift.com: Performance Metrics (APM) for Spring Boot Microservices on OpenShift](){: style="width:7%"}](https://www.redhat.com/en/blog/performance-metrics-apm-spring-boot-microservices-openshift) [![redhat.com: Building containers by hand: The PID namespace](){: style="width:7%"}](https://www.redhat.com/en/blog/pid-namespace) [![redhat.com: How to use auto-updates and rollbacks in Podman](){: style="width:7%"}](https://www.redhat.com/en/blog/podman-auto-updates-rollbacks)

+[![Podman remote clients for macOS and Windows](){: style="width:7%"}](https://www.redhat.com/en/blog/podman-clients-macos-windows) [![redhat.com: Using Podman and Docker Compose](){: style="width:7%"}](https://www.redhat.com/en/blog/podman-docker-compose) [![redhat.com: 5 Podman features to try now](){: style="width:7%"}](https://www.redhat.com/en/blog/podman-features-1) [![redhat.com: Build Kubernetes pods with Podman play kube](){: style="width:7%"}](https://www.redhat.com/en/blog/podman-play-kube-updates) [![How to use the --privileged flag with container engines](){: style="width:7%"}](https://www.redhat.com/en/blog/privileged-flag-container-engines) [![Promoting container images between registries with skopeo](){: style="width:7%"}](https://www.redhat.com/en/blog/promoting-container-images-between-registries-with-skopeo) [![ansible.com: Providing Terraform with that Ansible Magic 🌟🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/providing-terraform-with-that-ansible-magic) [![redhat.com: Pull vs. push in automated VM provisioning: What you need to know](){: style="width:7%"}](https://www.redhat.com/en/blog/pull-push-provisioning-cicd) [![redhat.com: How to set up and use Python virtual environments for Ansible](){: style="width:7%"}](https://www.redhat.com/en/blog/python-venv-ansible) [![redhat.com/sysadmin/quadlet-podman](){: style="width:7%"}](https://www.redhat.com/en/blog/quadlet-podman) [![redhat.com: Writing and unit testing a Python application to query the RPM database](){: style="width:7%"}](https://www.redhat.com/en/blog/query-rpm-database-python)

+[![openshift.com: Recap: OKD 4 Testing and Deployment Workshop - Videos and Additional Resources](){: style="width:7%"}](https://www.redhat.com/en/blog/recap-okd-4-testing-and-deployment-workshop-videos-and-additional-resources) [![redhat.com: Recursive Vim macros: One step further into automating repetitive tasks](){: style="width:7%"}](https://www.redhat.com/en/blog/recursive-vim-macros) [![redhat.com: Red Hat automation glossary 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/red-hat-automation-glossary) [![cloud.redhat.com: Red Hat Container Community of Practice Operators](){: style="width:7%"}](https://www.redhat.com/en/blog/red-hat-container-community-of-practice-operators) [![redhat.com: Red Hat drives future of Java with cloud-native, container-first Quarkus](){: style="width:7%"}](https://www.redhat.com/en/blog/red-hat-drives-future-java-cloud-native-container-first-quarkus) [![Red Hat Introduces open source Project Quay container registry](){: style="width:7%"}](https://www.redhat.com/en/blog/red-hat-introduces-open-source-project-quay-container-registry) [![openshift.com: Red Hat OpenShift 4.7 Is Now Available](){: style="width:7%"}](https://www.redhat.com/en/blog/red-hat-openshift-4.7-is-now-available) [![cloud.redhat.com: Red Hat OpenShift 4.8 Is Now Generally Available](){: style="width:7%"}](https://www.redhat.com/en/blog/red-hat-openshift-4.8-is-now-generally-available) [![cloud.redhat.com: Red Hat OpenShift 4.9 Is Now Generally Available](){: style="width:7%"}](https://www.redhat.com/en/blog/red-hat-openshift-4.9-is-now-generally-available) [![redhat.com: Red Hat OpenShift Certification extends support for Kubernetes-native technologies with Helm 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/red-hat-openshift-certification-extends-support-kubernetes-native-technologies-helm) [![Red Hat OpenShift Dedicated price reduction: Price lowered by 75% on average, SLA improved to 99.95% 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/red-hat-openshift-dedicated-price-reduction)

+[![Red Hat OpenShift Installation Process Experiences on IBM Z/LinuxONE](){: style="width:7%"}](https://www.redhat.com/en/blog/red-hat-openshift-installation-process-experiences-on-ibm-z-linuxone) [![redhat.com: Red Hat OpenShift Service on AWS with hosted control planes now available](){: style="width:7%"}](https://www.redhat.com/en/blog/red-hat-openshift-service-aws-hosted-control-planes-now-available) [![blog.openshift.com: Red Hat OpenShift Service Mesh is now available: What you should know 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/red-hat-openshift-service-mesh-is-now-available-what-you-should-know) [![redhat.com: Redefining the possibilities of IT automation across your ecosystem with Red Hat partners](){: style="width:7%"}](https://www.redhat.com/en/blog/redefining-possibilities-it-automation-across-your-ecosystem-red-hat-partners) [![Remote Debugging of Java Applications on OpenShift](){: style="width:7%"}](https://www.redhat.com/en/blog/remote-debugging-java-applications-openshift) [![redhat.com: Renewing my thrill at work with Ansible](){: style="width:7%"}](https://www.redhat.com/en/blog/renewed-thrill-ansible) [![redhat.com: How to replace Docker with Podman on a Mac, revisited](){: style="width:7%"}](https://www.redhat.com/en/blog/replace-docker-podman-mac-revisited) [![redhat.com: How to replace Docker with Podman on a Mac](){: style="width:7%"}](https://www.redhat.com/en/blog/replace-docker-podman-macos) [![redhat.com: How to use Ansible to configure a reverse proxy 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/reverse-proxy-ansible) [![None](){: style="width:7%"}](https://www.redhat.com/en/blog/rook-ceph-storage-operator-now-operatorhubio) [![Rootless podman and NFS](){: style="width:7%"}](https://www.redhat.com/en/blog/rootless-podman-nfs)

+[![cloud.redhat.com: Troubleshooting Sandboxed Containers Operator](){: style="width:7%"}](https://www.redhat.com/en/blog/sandboxed-containers-operator-from-zero-to-hero-the-hard-way-part-2) [![cloud.redhat.com: Scale your application containers on Red Hat OpenShift Service on AWS (ROSA) clusters using Amazon EFS storage](){: style="width:7%"}](https://www.redhat.com/en/blog/scale-your-application-containers-on-red-hat-openshift-service-on-aws-rosa-clusters-using-amazon-efs-storage) [![blog.openshift.com: Scaling Java Containers 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/scaling-java-containers) [![redhat.com: Using a schema registry to ensure data consistency between microservices](){: style="width:7%"}](https://www.redhat.com/en/blog/schema-registry) [![openshift.com: Signing and Verifying Container Images 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/signing-and-verifying-container-images) [![openshift.com: Simple Canary Deployments using Kubernetes StatefulSets on OpenShift](){: style="width:7%"}](https://www.redhat.com/en/blog/simple-canary-deployments-using-kubernetes-statefulsets-on-openshift) [![cloud.redhat.com: Simplifying Database Cloud Service Access](){: style="width:7%"}](https://www.redhat.com/en/blog/simplifying-database-cloud-service-access) [![blog.openshift.com: Simplifying OpenShift Case Information Gathering Workflow: **Must-Gather Operator** (In the context of Red Hat OpenShift 4.x and Kubernetes, **it is considered a bad practice to ssh into a node and perform debugging actions**) 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/simplifying-openshift-case-information-gathering-workflow-must-gather-operator) [![ansible.com: Simplifying secrets management with CyberArk and Red Hat Ansible Automation Platform](){: style="width:7%"}](https://www.redhat.com/en/blog/simplifying-secrets-management-with-cyberark-and-red-hat-ansible-automation-platform?sc_cid=7015Y000003t7aWQAQ) [![openshift.com: Sizing Applications in Kubernetes](){: style="width:7%"}](https://www.redhat.com/en/blog/sizing-applications-in-kubernetes) [![redhat.com: How to install software packages with an Ansible playbook](){: style="width:7%"}](https://www.redhat.com/en/blog/software-packages-ansible)

+[![openshift.com: SSO Integration for the OpenShift GitOps Operator](){: style="width:7%"}](https://www.redhat.com/en/blog/sso-integration-for-the-openshift-gitops-operator) [![redhat.com: Start learning Kubernetes from your local machine](){: style="width:7%"}](https://www.redhat.com/en/blog/start-learning-kubernetes) [![redhat.com: The State of Kubernetes Security](){: style="width:7%"}](https://www.redhat.com/en/blog/state-kubernetes-security) [![State of OpenShift Container Storage](){: style="width:7%"}](https://www.redhat.com/en/blog/state-of-openshift-container-storage-eran-tamir-and-duncan-hardie-red-hat) [![blog.openshift.com/: Stateful Workloads and the Two Data Center Conundrum](){: style="width:7%"}](https://www.redhat.com/en/blog/stateful-workloads-and-the-two-data-center-conundrum) [![None](){: style="width:7%"}](https://www.redhat.com/en/blog/strategies-for-moving-.net-workloads-to-openshift-container-platform) [![redhat.com: Learn the networking basics every sysadmin needs to know](){: style="width:7%"}](https://www.redhat.com/en/blog/sysadmin-essentials-networking-basics) [![redhat.com: How to streamline application portfolio modernization with Tackle](){: style="width:7%"}](https://www.redhat.com/en/blog/tackle-application-modernization) [![redhat.com: 6 tcpdump network traffic filter options](){: style="width:7%"}](https://www.redhat.com/en/blog/tcpdump-part-one) [![blog.openshift.com: Tech Preview: Get visibility into your OpenShift costs across your hybrid infrastructure 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/tech-preview-get-visibility-into-your-openshift-costs-across-your-hybrid-infrastructure) [![openshift.com: The Hidden Dangers of Terminating Namespaces 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/the-hidden-dangers-of-terminating-namespaces)

+[![None](){: style="width:7%"}](https://www.redhat.com/en/blog/top-10-ansible-blogs-2022?sc_cid=7015Y000003t7aWQAQ) [![None](){: style="width:7%"}](https://www.redhat.com/en/blog/top-10-most-used-open-practice-library-concepts) [![Top Kubernetes Operators](){: style="width:7%"}](https://www.redhat.com/en/blog/top-kubernetes-operators-advancing-across-the-operator-capability-model) [![cloud.redhat.com: Top Open Source Kubernetes Security Tools of 2021 🌟🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/top-open-source-kubernetes-security-tools-of-2021) [![openshift.com: Topology Aware Scheduling in Kubernetes Part 1: The High Level Business Case](){: style="width:7%"}](https://www.redhat.com/en/blog/topology-aware-scheduling-in-kubernetes-part-1-the-high-level-business-case) [![None](){: style="width:7%"}](https://www.redhat.com/en/blog/topology-awareness-in-kubernetes-part-2-dont-we-already-have-a-topology-manager) [![redhat.com: 6 troubleshooting skills for Ansible playbooks 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/troubleshoot-ansible-playbooks) [![blog.openshift.com: Troubleshooting OpenShift network performance with a netperf DaemonSet](){: style="width:7%"}](https://www.redhat.com/en/blog/troubleshooting-openshift-network-performance-with-a-netperf-daemonset) [![redhat.com: How to use GitOps in your enterprise architecture strategy 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/understanding-gitops) [![ref1](){: style="width:7%"}](https://www.redhat.com/en/blog/understanding-service-accounts-sccs) [![redhat.com: Understanding YAML for Ansible. Validating YAML files with YAMLlint 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/understanding-yaml-ansible)

+[![redhat.com: How to record your Linux terminal using asciinema](){: style="width:7%"}](https://www.redhat.com/en/blog/using-asciinema) [![Build trusted pipelines/Guards with Podman containers](){: style="width:7%"}](https://www.redhat.com/en/blog/using-container-technology-make-trusted-pipeline) [![None](){: style="width:7%"}](https://www.redhat.com/en/blog/using-openshift-3-on-your-local-environment) [![openshift.com: Using OpenShift Pipelines to Automate Red Hat Advanced Cluster Security for Kubernetes](){: style="width:7%"}](https://www.redhat.com/en/blog/using-openshift-pipelines-to-automate-red-hat-advanced-cluster-security-for-kubernetes) [![openshift.com: Using VPC Peering to Connect an OpenShift Service on an AWS (ROSA) Cluster to an Amazon RDS MySQL Database in a Different VPC](){: style="width:7%"}](https://www.redhat.com/en/blog/using-vpc-peering-to-connect-an-openshift-service-on-an-aws-rosa-cluster-to-an-amazon-rds-mysql-database-in-a-different-vpc) [![cloud.redhat.com: Velero Backup and Restore of an Application Using gp2 StorageClass on ROSA](){: style="width:7%"}](https://www.redhat.com/en/blog/velero-backup-and-restore-of-an-application-using-gp2-storageclass-on-rosa) [![redhat.com: Vim: Basic and intermediate commands](){: style="width:7%"}](https://www.redhat.com/en/blog/vim-commands) [![cloud.redhat.com: Virtual Machines as Code with OpenShift GitOps and OpenShift Virtualization](){: style="width:7%"}](https://www.redhat.com/en/blog/virtual-machines-as-code-with-openshift-gitops-and-openshift-virtualization) [![openshift.com: Visual Web Terminal - A Turbocharged Command Line for Kubernetes and OpenShift](){: style="width:7%"}](https://www.redhat.com/en/blog/visual-web-terminal-a-turbocharged-command-line-for-kubernetes-and-openshift) [![None](){: style="width:7%"}](https://www.redhat.com/en/blog/whats-new-in-ansible-automation-platform-2-automation-controller?sc_cid=7015Y000003t7aWQAQ) [![openshift.com: Why and When you need to consider OpenShift Serverless](){: style="width:7%"}](https://www.redhat.com/en/blog/why-and-when-you-need-to-consider-openshift-serverless)

+[![Why Red Hat is investing in CRI-O and Podman](){: style="width:7%"}](https://www.redhat.com/en/blog/why-red-hat-investing-cri-o-and-podman) [![Why you should be using Multi-Category Security (MCS) for your Linux containers](){: style="width:7%"}](https://www.redhat.com/en/blog/why-you-should-be-using-multi-category-security-your-linux-containers) [![redhat.com: World domination with cgroups part 8: down and dirty with cgroup v2](){: style="width:7%"}](https://www.redhat.com/en/blog/world-domination-cgroups-part-8-down-and-dirty-cgroup-v2) [![Writing Customized Reports Using Metering Operator](){: style="width:7%"}](https://www.redhat.com/en/blog/writing-customized-reports-using-metering-operator) [![redhat.com: YAML for beginners](){: style="width:7%"}](https://www.redhat.com/en/blog/yaml-beginners) [![blog.openshift.com/tag/multi-datacenter](){: style="width:7%"}](https://www.redhat.com/en/blog?f[0]=taxonomy_blog_post_category_tid:107161&f[1]=taxonomy_topic_tid:75521) [![None](){: style="width:7%"}](https://www.redhat.com/en/engage/ansible-automation-platform-beginners-guide-ebook) [![None](){: style="width:7%"}](https://www.redhat.com/en/engage/automated-enterprise-e-book?sc_cid=7013a0000034fMwAAI&dclid=COKjiau-upQDFXLuKAUdouAGMQ&gad_source=7) [![redhat.com: The Automated Enterprise](){: style="width:7%"}](https://www.redhat.com/en/engage/automated-enterprise-ebook-20171107) [![None](){: style="width:7%"}](https://www.redhat.com/en/engage/kubernetes-containers-architecture-s-201910240918) [![Transformation takes practice](){: style="width:7%"}](https://www.redhat.com/en/engage/open-practice-library-ebook)

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+[![None](){: style="width:7%"}](https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/deploy-a-multi-master-okd-4.5-cluster-using-a-single-command-in-30-minutes) [![None](){: style="width:7%"}](https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/fully-automated-openshift-deployments-with-vmware-vsphere) [![None](){: style="width:7%"}](https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/how-to-configure-ldap-sync-with-cronjobs-in-openshift) [![None](){: style="width:7%"}](https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/introducing-azure-red-hat-openshift-on-openshift-4) [![None](){: style="width:7%"}](https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/nested-openshift-using-openshift-virtualization) [![None](){: style="width:7%"}](https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/openshift-security-best-practices-for-kubernetes-cluster-design) [![None](){: style="width:7%"}](https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/operator-based-calico-cni-plug-in-is-supported-on-openshift-4) [![None](){: style="width:7%"}](https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/workload-support-for-red-hat-openshift-matures-across-the-industry) [![None](){: style="width:7%"}](https://www.redhat.com/en/technologies/cloud-computing/openshift/dedicated) [![None](){: style="width:7%"}](https://www.redhat.com/en/technologies/cloud-computing/openshift/for-developers) [![None](){: style="width:7%"}](https://www.redhat.com/en/technologies/cloud-computing/openshift/learn/topics/serverless)

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+[![None](){: style="width:7%"}](https://www.redhat.com/en/technologies/linux-platforms/enterprise-linux) [![Red Hat Advanced Cluster Management for Kubernetes 🌟](){: style="width:7%"}](https://www.redhat.com/en/technologies/management/advanced-cluster-management) [![ansible.ai](){: style="width:7%"}](https://www.redhat.com/en/technologies/management/ansible/ai-automation) [![redhat.com: Red Hat Ansible Lightspeed with IBM watsonx Code Assistant](){: style="width:7%"}](https://www.redhat.com/en/technologies/management/ansible/ansible-lightspeed) [![None](){: style="width:7%"}](https://www.redhat.com/en/technologies/management/ansible/application-delivery?sc_cid=7015Y000003t7aWQAQ) [![redhat.com: Red Hat Ansible Lightspeed with IBM watsonx Code Assistant](){: style="width:7%"}](https://www.redhat.com/en/technologies/management/ansible/automation-coding-assistant) [![None](){: style="width:7%"}](https://www.redhat.com/en/technologies/management/ansible/automation-controller?sc_cid=7015Y000003t7aWQAQ) [![None](){: style="width:7%"}](https://www.redhat.com/en/technologies/management/ansible?sc_cid=7015Y000003t7aWQAQ) [![redhat.com: What is Function-as-a-Service (FaaS)?](){: style="width:7%"}](https://www.redhat.com/en/topics/cloud-native-apps/what-is-faas) [![Red Hat's approach to Kubernetes 🌟](){: style="width:7%"}](https://www.redhat.com/en/topics/containers/kubernetes-approach) [![Kubernetes Security 101: Risks and 29 Best Practices 🌟](){: style="width:7%"}](https://www.redhat.com/en/topics/containers/kubernetes-security)

+[![redhat.com: Understanding DevOps](){: style="width:7%"}](https://www.redhat.com/en/topics/devops) [![OpenShift Tekton pipelines](){: style="width:7%"}](https://www.redhat.com/en/topics/devops/what-cicd-pipeline) [![openshift.com: What is GitOps? 🌟](){: style="width:7%"}](https://www.redhat.com/en/topics/devops/what-is-gitops) [![Red Hat's approach to Edge Computing 🌟](){: style="width:7%"}](https://www.redhat.com/en/topics/edge-computing/approach) [![redhat.com: What is knative?](){: style="width:7%"}](https://www.redhat.com/en/topics/microservices/what-is-knative) [![redhat.com: Why choose Red Hat for microservices?](){: style="width:7%"}](https://www.redhat.com/en/topics/microservices/why-choose-red-hat-microservices) [![==redhat.com: Red Hat's approach to DevSecOps==](){: style="width:7%"}](https://www.redhat.com/en/topics/security/devsecops/approach) [![Red Hat OpenShift Container Platform Takes Digital Innovation into the Fast Lane with Major European Automaker](){: style="width:7%"}](https://www.redhat.com/es/about/press-releases/red-hat-openshift-container-platform-takes-digital-innovation-fast-lane-major-european-automaker) [![Ansible to automate Microsoft Azure](){: style="width:7%"}](https://www.redhat.com/es/about/videos/ansible-automate-microsoft-azure) [![redhat.com: OpenShift Backup and Cluster failover with Triliovault 🌟](){: style="width:7%"}](https://www.redhat.com/es/about/videos/openshift-backup-and-cluster-failover-triliovault) [![redhat.com: OpenShift Backup and Recovery with Kasten K10](){: style="width:7%"}](https://www.redhat.com/es/about/videos/openshift-backup-and-recovery-kasten-k10)

+[![redhat.com: El concepto de DevOps](){: style="width:7%"}](https://www.redhat.com/es/topics/devops) [![redhat.com: State of Kubernetes Security Report - Spring 2021 (PDF) 🌟](){: style="width:7%"}](https://www.redhat.com/rhdc/managed-files/cl-state-kubernetes-security-report-ebook-f29117-202106-en.pdf) [![redhat.com: 11 considerations for effectively managing a Linux sysadmin' team 🌟](){: style="width:7%"}](https://www.redhat.com/sysadmin/11-manager-considerations) [![redhat.com: 5 Linux commands I'm going to start using](){: style="width:7%"}](https://www.redhat.com/sysadmin/5-linux-commands) [![redhat.com: 5 questions to ask during your next sysadmin interview](){: style="width:7%"}](https://www.redhat.com/sysadmin/5-questions-interview) [![redhat.com: 5 advanced rsync tips for Linux sysadmins](){: style="width:7%"}](https://www.redhat.com/sysadmin/5-rsync-tips) [![redhat.com: 6 steps to automating code pushes with Ansible Automation Platform' 🌟](){: style="width:7%"}](https://www.redhat.com/sysadmin/6-code-pushes-aap) [![redhat.com: 6 OpenSSL command options that every sysadmin should know](){: style="width:7%"}](https://www.redhat.com/sysadmin/6-openssl-commands) [![redhat.com: Linux troubleshooting commands: 4 tools for DNS name resolution' problems](){: style="width:7%"}](https://www.redhat.com/sysadmin/DNS-name-resolution-troubleshooting-tools) [![redhat.com: Deep dive into Ansible ad hoc commands](){: style="width:7%"}](https://www.redhat.com/sysadmin/ansible-ad-hoc-commands) [![redhat.com: 4 steps to create Linux users from a csv file with Ansible](){: style="width:7%"}](https://www.redhat.com/sysadmin/ansible-create-users-csv)

+[![==redhat.com: How to create dynamic inventory files in Ansible==](){: style="width:7%"}](https://www.redhat.com/sysadmin/ansible-dynamic-inventories) [![==redhat.com: How to write a Python script to create dynamic Ansible inventories==](){: style="width:7%"}](https://www.redhat.com/sysadmin/ansible-dynamic-inventory-python) [![redhat.com/sysadmin/ansible-lists-dictionaries-yaml: How to work with lists' and dictionaries in Ansible 🌟](){: style="width:7%"}](https://www.redhat.com/sysadmin/ansible-lists-dictionaries-yaml) [![==redhat.com: How to write an Ansible plugin to create inventory files==](){: style="width:7%"}](https://www.redhat.com/sysadmin/ansible-plugin-inventory-files) [![redhat.com: Quick start guide to Ansible for Linux sysadmins 🌟](){: style="width:7%"}](https://www.redhat.com/sysadmin/ansible-quick-start) [![redhat.com: A brief introduction to Ansible roles for Linux system administration' 🌟](){: style="width:7%"}](https://www.redhat.com/sysadmin/ansible-system-role) [![redhat.com: How to create dynamic configuration files using Ansible templates](){: style="width:7%"}](https://www.redhat.com/sysadmin/ansible-templates-configuration) [![redhat.com: Using Ansible to interact with web endpoints](){: style="width:7%"}](https://www.redhat.com/sysadmin/ansible-web-endpoints) [![redhat.com: 16 AnsibleFest presentations for sysadmins](){: style="width:7%"}](https://www.redhat.com/sysadmin/ansiblefest-sysadmins) [![redhat.com: How to automate Podman installation and deployment using Ansible' 🌟](){: style="width:7%"}](https://www.redhat.com/sysadmin/automate-podman-ansible) [![redhat.com: How to automate system reboots using the Ansible reboot module](){: style="width:7%"}](https://www.redhat.com/sysadmin/automate-reboot-ansible)

+[![The rise of the automation architect](){: style="width:7%"}](https://www.redhat.com/sysadmin/automation-architects) [![redhat.com: Use automation to combat your increased workload](){: style="width:7%"}](https://www.redhat.com/sysadmin/automation-combat-increased-workload) [![redhat.com: 5 ways for teams to create an automation-first mentality](){: style="width:7%"}](https://www.redhat.com/sysadmin/automation-first-mentality) [![redhat.com: Build a lab in 36 seconds with Ansible](){: style="width:7%"}](https://www.redhat.com/sysadmin/build-VM-fast-ansible) [![redhat.com: From Docker Compose to Kubernetes with Podman](){: style="width:7%"}](https://www.redhat.com/sysadmin/compose-kubernetes-podman) [![redhat.com: How to use Ansible to send an email using Gmail](){: style="width:7%"}](https://www.redhat.com/sysadmin/configure-gmail-using-ansible) [![redhat.com: Using ssh-keygen and sharing for key-based authentication in' Linux](){: style="width:7%"}](https://www.redhat.com/sysadmin/configure-ssh-keygen) [![redhat.com: How to use Podman to get information about your containers](){: style="width:7%"}](https://www.redhat.com/sysadmin/container-information-podman) [![redhat.com: Improving Linux container security with seccomp 🌟](){: style="width:7%"}](https://www.redhat.com/sysadmin/container-security-seccomp) [![redhat.com: A sysadmin's guide to containerizing applications](){: style="width:7%"}](https://www.redhat.com/sysadmin/containerizing-applications) [![redhat.com: Create fast, easy, and repeatable containers with Podman and' shell scripts](){: style="width:7%"}](https://www.redhat.com/sysadmin/create-containers-podman-quickly)

+[![redhat.com: Save time at the command line with HTTPie instead of curl](){: style="width:7%"}](https://www.redhat.com/sysadmin/curl-hack-httpie) [![redhat.com: How to customize VM and cloud images with guestfish](){: style="width:7%"}](https://www.redhat.com/sysadmin/customize-vm-cloud-images-guestfish) [![redhat.com: Bash scripting: How to read data from text files](){: style="width:7%"}](https://www.redhat.com/sysadmin/data-text-files) [![redhat.com: Demystifying Ansible for Linux sysadmins 🌟](){: style="width:7%"}](https://www.redhat.com/sysadmin/demystifying-ansible-sysadmins) [![redhat.com: 8 steps to developing an Ansible role in Linux 🌟](){: style="width:7%"}](https://www.redhat.com/sysadmin/developing-ansible-role) [![redhat.com: 2 Bash commands to change strings in multiple files at once](){: style="width:7%"}](https://www.redhat.com/sysadmin/edit-text-bash-command) [![redhat.com: How to pass extra variables to an Ansible playbook](){: style="width:7%"}](https://www.redhat.com/sysadmin/extra-variables-ansible-playbook) [![redhat.com: 8 ways to speed up your Ansible playbooks](){: style="width:7%"}](https://www.redhat.com/sysadmin/faster-ansible-playbook-execution) [![redhat.com: Audit user accounts for never-expiring passwords with a Bash' script](){: style="width:7%"}](https://www.redhat.com/sysadmin/find-non-expiring-passwords) [![redhat.com: 5 Linux network troubleshooting commands 🌟](){: style="width:7%"}](https://www.redhat.com/sysadmin/five-network-commands) [![redhat.com: Getting started with JBoss](){: style="width:7%"}](https://www.redhat.com/sysadmin/getting-started-jboss)

+[![redhat.com: Got automation? Here's a quick guide to get you up to speed' on Ansible 🌟](){: style="width:7%"}](https://www.redhat.com/sysadmin/how-start-ansible) [![redhat.com: Add a repo and install a package the Ansible way](){: style="width:7%"}](https://www.redhat.com/sysadmin/install-ansible-way) [![redhat.com: Tales from the field: A system administrator's guide to IT' automation](){: style="width:7%"}](https://www.redhat.com/sysadmin/it-automation-book) [![redhat.com: Why IT automation training is a smart way to boost your career](){: style="width:7%"}](https://www.redhat.com/sysadmin/it-automation-training) [![redhat.com: Kubernetes basics for sysadmins](){: style="width:7%"}](https://www.redhat.com/sysadmin/kubernetes-basics-sysadmins) [![redhat.com: How to run a Kubernetes cluster on your laptop 🌟](){: style="width:7%"}](https://www.redhat.com/sysadmin/kubernetes-cluster-laptop) [![redhat.com: Kubernetes Components - A sysadmin's guide to basic Kubernetes' components 🌟](){: style="width:7%"}](https://www.redhat.com/sysadmin/kubernetes-components) [![redhat.com: An introduction to Kubespray](){: style="width:7%"}](https://www.redhat.com/sysadmin/kubespray-deploy-kubernetes) [![redhat.com: 3 basic Linux group management commands every sysadmin should' know](){: style="width:7%"}](https://www.redhat.com/sysadmin/linux-commands-manage-groups) [![How Linux PID namespaces work with containers 🌟](){: style="width:7%"}](https://www.redhat.com/sysadmin/linux-pid-namespaces) [![redhat.com: Balancing Linux security with usability](){: style="width:7%"}](https://www.redhat.com/sysadmin/linux-security-usability)

+[![redhat.com: Using Ansible to deploy Microsoft SQL Server 2019 on Red Hat' Enterprise Linux 8](){: style="width:7%"}](https://www.redhat.com/sysadmin/mssql-linux-easy) [![redhat.com: Exploring the new Podman secret command 🌟](){: style="width:7%"}](https://www.redhat.com/sysadmin/new-podman-secrets-command) [![redhat.com: 5 scripts for getting started with the Nmap Scripting Engine](){: style="width:7%"}](https://www.redhat.com/sysadmin/nmap-scripting-engine) [![==redhat.com: 20 one-line Linux commands to add to your toolbox==](){: style="width:7%"}](https://www.redhat.com/sysadmin/one-line-linux-commands) [![redhat.com: Packaging applications to install on other machines with Python](){: style="width:7%"}](https://www.redhat.com/sysadmin/packaging-applications-python) [![redhat.com: Building containers by hand: The PID namespace](){: style="width:7%"}](https://www.redhat.com/sysadmin/pid-namespace) [![redhat.com: How to use auto-updates and rollbacks in Podman](){: style="width:7%"}](https://www.redhat.com/sysadmin/podman-auto-updates-rollbacks) [![Podman remote clients for macOS and Windows](){: style="width:7%"}](https://www.redhat.com/sysadmin/podman-clients-macos-windows) [![redhat.com: Using Podman and Docker Compose](){: style="width:7%"}](https://www.redhat.com/sysadmin/podman-docker-compose) [![redhat.com: 5 Podman features to try now](){: style="width:7%"}](https://www.redhat.com/sysadmin/podman-features-1) [![redhat.com: Build Kubernetes pods with Podman play kube](){: style="width:7%"}](https://www.redhat.com/sysadmin/podman-play-kube-updates)

+[![How to use the --privileged flag with container engines](){: style="width:7%"}](https://www.redhat.com/sysadmin/privileged-flag-container-engines) [![redhat.com: How to set up and use Python virtual environments for Ansible](){: style="width:7%"}](https://www.redhat.com/sysadmin/python-venv-ansible) [![redhat.com/sysadmin/quadlet-podman](){: style="width:7%"}](https://www.redhat.com/sysadmin/quadlet-podman) [![redhat.com: Writing and unit testing a Python application to query the RPM' database](){: style="width:7%"}](https://www.redhat.com/sysadmin/query-rpm-database-python) [![redhat.com: Recursive Vim macros: One step further into automating repetitive' tasks](){: style="width:7%"}](https://www.redhat.com/sysadmin/recursive-vim-macros) [![redhat.com: Renewing my thrill at work with Ansible](){: style="width:7%"}](https://www.redhat.com/sysadmin/renewed-thrill-ansible) [![redhat.com: How to replace Docker with Podman on a Mac, revisited](){: style="width:7%"}](https://www.redhat.com/sysadmin/replace-docker-podman-mac-revisited) [![redhat.com: How to replace Docker with Podman on a Mac](){: style="width:7%"}](https://www.redhat.com/sysadmin/replace-docker-podman-macos) [![redhat.com: How to use Ansible to configure a reverse proxy 🌟](){: style="width:7%"}](https://www.redhat.com/sysadmin/reverse-proxy-ansible) [![Rootless podman and NFS](){: style="width:7%"}](https://www.redhat.com/sysadmin/rootless-podman-nfs) [![redhat.com: How to install software packages with an Ansible playbook](){: style="width:7%"}](https://www.redhat.com/sysadmin/software-packages-ansible)

+[![redhat.com: Start learning Kubernetes from your local machine](){: style="width:7%"}](https://www.redhat.com/sysadmin/start-learning-kubernetes) [![redhat.com: Learn the networking basics every sysadmin needs to know](){: style="width:7%"}](https://www.redhat.com/sysadmin/sysadmin-essentials-networking-basics) [![redhat.com: 6 tcpdump network traffic filter options](){: style="width:7%"}](https://www.redhat.com/sysadmin/tcpdump-part-one) [![redhat.com: 6 troubleshooting skills for Ansible playbooks 🌟](){: style="width:7%"}](https://www.redhat.com/sysadmin/troubleshoot-ansible-playbooks) [![redhat.com: Understanding YAML for Ansible. Validating YAML files with YAMLlint' 🌟](){: style="width:7%"}](https://www.redhat.com/sysadmin/understanding-yaml-ansible) [![redhat.com: How to record your Linux terminal using asciinema](){: style="width:7%"}](https://www.redhat.com/sysadmin/using-asciinema) [![redhat.com: Vim: Basic and intermediate commands](){: style="width:7%"}](https://www.redhat.com/sysadmin/vim-commands) [![redhat.com: YAML for beginners](){: style="width:7%"}](https://www.redhat.com/sysadmin/yaml-beginners) [![Redpanda 🌟](){: style="width:7%"}](https://www.redpanda.com) [![Redpanda is now Free & Source Available](){: style="width:7%"}](https://www.redpanda.com/blog/bsl-source-available-license) [![None](){: style="width:7%"}](https://www.redpanda.com/blog/open-source)

+[![Reduxio](){: style="width:7%"}](https://www.reduxio.com) [![rejupillai.com: Let’s Encrypt the Web (for free)](){: style="width:7%"}](https://www.rejupillai.com/index.php/2021/03/06/configure-tls-on-gke-ingress-for-free-with-lets-encrypt) [![replex.io](){: style="width:7%"}](https://www.replex.io) [![replex.io: An Introduction to Kubernetes FinOps](){: style="width:7%"}](https://www.replex.io/blog/an-introduction-to-kubernetes-finops) [![Kubernetes Autoscaling in Production: Best Practices for **Cluster Autoscaler,' HPA and VPA**](){: style="width:7%"}](https://www.replex.io/blog/kubernetes-in-production-best-practices-for-cluster-autoscaler-hpa-and-vpa) [![reply.com: Web Services: SOAP and REST - A Simple Introduction](){: style="width:7%"}](https://www.reply.com/solidsoft-reply/en/content/webservices-soap-and-rest-a-simple-introduction) [![rethinkagile.org: 5 reasons why Agile is better than Waterfall](){: style="width:7%"}](https://www.rethinkagile.org/post/5-reasons-why-agile-is-better-than-waterfall) [![returngis.net](){: style="width:7%"}](https://www.returngis.net) [![returngis.net: Pruebas de vida de nuestros contenedores en Kubernetes](){: style="width:7%"}](https://www.returngis.net/2020/02/pruebas-de-vida-de-nuestros-contenedores-en-kubernetes) [![returngis.net: Organizar los pods en Kubernetes usando taints y tolerations](){: style="width:7%"}](https://www.returngis.net/2020/06/organizar-los-pods-en-kubernetes-usando-taints-y-tolerations) [![returngis.net: Escalado vertical de tus pods en Kubernetes con VerticalPodAutoscaler](){: style="width:7%"}](https://www.returngis.net/2020/07/escalado-vertical-de-tus-pods-en-kubernetes)

+[![returngis.net: ReplicaciΓ³n de blobs entre dos cuentas de Azure Storage en dos tenants diferentes](){: style="width:7%"}](https://www.returngis.net/2021/06/replicacion-de-blobs-entre-dos-cuentas-de-azure-storage-en-dos-tenants-diferentes) [![returngis.net: Acceder a un App Service con Private Endpoint desde otra Vnet](){: style="width:7%"}](https://www.returngis.net/2021/08/acceder-a-un-app-service-con-private-endpoint-desde-otra-vnet) [![returngis.net: Crea hosts de Docker con Docker Machine en Microsoft Azure](){: style="width:7%"}](https://www.returngis.net/2021/08/crea-hosts-de-docker-con-docker-machine-en-microsoft-azure) [![returngis.net: Explorar grΓ‘ficamente el contenido de un volumen de Docker](){: style="width:7%"}](https://www.returngis.net/2021/08/explorar-graficamente-el-contenido-de-un-volumen-de-docker) [![returngis.net: Gestionar recursos de Kubernetes con Python](){: style="width:7%"}](https://www.returngis.net/2021/08/gestionar-recursos-de-kubernetes-con-python) [![returngis.net: Reduce el tamaΓ±o de tus imΓ‘genes con Dockerfiles multi-stage](){: style="width:7%"}](https://www.returngis.net/2021/08/reduce-el-tamano-de-tus-imagenes-con-dockerfiles-multi-stage) [![returngis.net: Buscar vulnerabilidades en imΓ‘genes de Docker con Snyk](){: style="width:7%"}](https://www.returngis.net/2021/09/buscar-vulnerabilidades-en-imagenes-de-docker-con-snyk) [![returngis.net: Azure Application Gateway con WAF y wildcard + Nginx Controller para AKS](){: style="width:7%"}](https://www.returngis.net/2021/11/azure-application-gateway-con-waf-y-wildcard-nginx-controller-para-aks) [![returngis.net: Migrar un repositorio de un BitBucket Server local a GitHub](){: style="width:7%"}](https://www.returngis.net/2021/11/migrar-un-repositorio-de-un-bitbucket-server-local-a-github) [![returngis.net: Desescalar nodos de AKS apagando las mΓ‘quinas en lugar de eliminarlas](){: style="width:7%"}](https://www.returngis.net/2022/04/desescalar-nodos-de-aks-apagando-las-maquinas-en-lugar-de-eliminarlas) [![returngis.net: Configurar mΓ‘s de un Application Gateway con AGIC para AKS](){: style="width:7%"}](https://www.returngis.net/2022/05/configurar-mas-de-un-application-gateway-con-agic-para-aks)

+[![returngis.net: Invitar a usuarios externos a un tenant de Azure AD a través de Microsoft Graph y Azure CLI](){: style="width:7%"}](https://www.returngis.net/2023/04/invitar-a-usuarios-externos-a-un-tenant-de-azure-ad-a-traves-de-microsoft-graph-y-azure-cli) [![returngis.net: Monitorizar aplicación Java con Spring Boot con Azure Application Insights](){: style="width:7%"}](https://www.returngis.net/2023/04/monitorizar-aplicacion-java-con-spring-boot-con-azure-application-insights) [![returngis.net: Desplegar AGIC en AKS utilizando workload identity](){: style="width:7%"}](https://www.returngis.net/2023/05/desplegar-agic-en-aks-utilizando-workload-identity) [![returngis.net: Exponer APIs en AKS a través de Azure API Management](){: style="width:7%"}](https://www.returngis.net/2023/05/exponer-apis-en-aks-a-traves-de-azure-api-management) [![Install Java 23 in an Azure DevOps Pipeline](){: style="width:7%"}](https://www.returngis.net/2025/02/como-instalar-java-23-en-una-pipeline-de-azure-devops) [![Dependabot Version Updates in Azure DevOps](){: style="width:7%"}](https://www.returngis.net/2025/02/dependabot-updates-en-azure-devops) [![reuters.com: IBM to break up 109-year old company to focus on cloud growth' 🌟](){: style="width:7%"}](https://www.reuters.com/article/us-ibm-divestiture/ibm-to-break-up-109-year-old-company-to-focus-on-cloud-growth-idUSKBN26T1TZ) [![revenuecat.com: Replicating a postgresql cluster to redshift](){: style="width:7%"}](https://www.revenuecat.com/blog/engineering/replicating-a-postgresql-cluster-to-redshift) [![revenuecat.com: Replicating a postgresql cluster to redshift](){: style="width:7%"}](https://www.revenuecat.com/blog/replicating-a-postgresql-cluster-to-redshift) [![revistacloudcomputing.com: Los mejores proveedores de Kubernetes](){: style="width:7%"}](https://www.revistacloudcomputing.com/2020/09/los-mejores-proveedores-de-kubernetes) [![rexegg.com: Regex Syntax Tricks](){: style="width:7%"}](https://www.rexegg.com/regex-tricks.php)

+[![ringcentral.co.uk: Cloud Management 🌟](){: style="width:7%"}](https://www.ringcentral.co.uk/gb/en/blog/definitions/cloud-management) [![ringcentral.co.uk: Software as a Service (SaaS)](){: style="width:7%"}](https://www.ringcentral.co.uk/gb/en/blog/definitions/software-as-a-service-saas) [![None](){: style="width:7%"}](https://www.ringcentral.com/gb/en/blog/definitions/cloud-management) [![None](){: style="width:7%"}](https://www.ringcentral.com/gb/en/blog/definitions/software-as-a-service-saas) [![Rocket Chat](){: style="width:7%"}](https://www.rocket.chat) [![rogerperkin.co.uk: pyATS Tutorial for Beginners](){: style="width:7%"}](https://www.rogerperkin.co.uk/network-automation/pyats/pyats-genie-tutorial) [![rookout.com: Developer Tools for Kubernetes in 2021: Helm, Kustomize, and' Skaffold (Part 1)](){: style="width:7%"}](https://www.rookout.com/blog/developer-tooling-for-kubernetes-in-2021) [![rookout.com: Developer Tools for Kubernetes in 2021: Development Machines' (Part 5)](){: style="width:7%"}](https://www.rookout.com/blog/developer-tooling-for-kubernetes-in-2021-development-machines-part-5) [![rookout.com: Developer Tools for Kubernetes in 2021 – Skaffold, Tilt, and' Garden (Part 2)](){: style="width:7%"}](https://www.rookout.com/blog/developer-tooling-for-kubernetes-in-2021-part-2) [![rookout.com: Developer Tools for Kubernetes in 2021: Lens, VSCode, IntelliJ,' & Gitpod (Part 3)](){: style="width:7%"}](https://www.rookout.com/blog/developer-tooling-for-kubernetes-in-2021-part-3) [![rookout.com: Developer Tools for Kubernetes in 2021: Docker, Kaniko, Buildpack' & Jib (Part 4)](){: style="width:7%"}](https://www.rookout.com/blog/developer-tooling-for-kubernetes-in-2021-part-4)

+[![rookout.com: How Real-Time Debugging Improves Reliability](){: style="width:7%"}](https://www.rookout.com/blog/how-real-time-debugging-improves-reliability) [![rookout.com: The Definitive Guide To Kubernetes Application Debugging](){: style="width:7%"}](https://www.rookout.com/blog/kubernetes-application-debugging) [![rookout.com: Lessons Learned When Building A Kubernetes Operator](){: style="width:7%"}](https://www.rookout.com/blog/lessons-learned-when-building-a-kubernetes-operator) [![slim.ai: Automatically reduce Docker container size using DockerSlim](){: style="width:7%"}](https://www.root.io) [![None](){: style="width:7%"}](https://www.root.io/blog/automatically-reduce-docker-container-size-using-dockerslim.html) [![None](){: style="width:7%"}](https://www.root.io/docs/docker-desktop-extension.html) [![rratliff.com: Gradle Cheat Sheet](){: style="width:7%"}](https://www.rratliff.com/gradle-cheat-sheet) [![rtinsights.com: Implementing Zero Trust for Kubernetes](){: style="width:7%"}](https://www.rtinsights.com/implementing-zero-trust-for-kubernetes) [![None](){: style="width:7%"}](https://www.rtve.es/play/videos/redes/redes-claves-para-enfrentarse-mundo-hoy-vo/1714674) [![None](){: style="width:7%"}](https://www.rtve.es/play/videos/redes/redes-claves-para-enfrentarse-mundo-hoy/1714673) [![rudderstack.com iPaaS](){: style="width:7%"}](https://www.rudderstack.com)

+[![Rultor](){: style="width:7%"}](https://www.rultor.com) [![getenroute.io: TSDB, Prometheus, Grafana In Kubernetes: Tracing A Variable Across The OSS Monitoring Stack](){: style="width:7%"}](https://www.saaras.io/blog/leverage-open-source-oss-derive-insights-grafana-prometheus) [![salaboy.com: Event-Driven applications with CloudEvents on Kubernetes](){: style="width:7%"}](https://www.salaboy.com/2022/01/29/event-driven-applications-with-cloudevents-on-kubernetes) [![salaboy.com: Building platforms on top of Kubernetes: VCluster and Crossplane](){: style="width:7%"}](https://www.salaboy.com/2022/08/03/building-platforms-on-top-of-kubernetes-vcluster-and-crossplane) [![salaboy.com: The Challenges of Platform Building on Top of Kubernetes 4/4](){: style="width:7%"}](https://www.salaboy.com/2022/11/28/the-challenges-of-platform-building-on-top-of-kubernetes-4-4) [![salesforceben.com: 5 DevOps Concepts You Need to Know](){: style="width:7%"}](https://www.salesforceben.com/5-devops-concepts-you-need-to-know) [![satishchandragupta.com: Scalable Efficient Big Data Pipeline Architecture](){: style="width:7%"}](https://www.satishchandragupta.com/tech/scalable-efficient-big-data-analytics-machine-learning-pipeline-architecture-on-cloud.html) [![scalablepath](){: style="width:7%"}](https://www.scalablepath.com) [![scaledagileframework.com: DevOps 🌟🌟](){: style="width:7%"}](https://www.scaledagileframework.com/devops) [![scaleway.com](){: style="width:7%"}](https://www.scaleway.com) [![blog.scaleway.com: How to deploy and distribute the workload on a multi-cloud Kubernetes environment 🌟](){: style="width:7%"}](https://www.scaleway.com/en/blog/how-to-deploy-and-distribute-the-workload-on-a-multi-cloud-kubernetes-environment)

+[![blog.scaleway.com: SaaS Solutions - What is the difference between a multi-instance and a multi-tenant architecture](){: style="width:7%"}](https://www.scaleway.com/en/blog/saas-multi-tenant-vs-multi-instance-architectures) [![blog.scaleway.com: Understanding Kubernetes Autoscaling](){: style="width:7%"}](https://www.scaleway.com/en/blog/understanding-kubernetes-autoscaling) [![None](){: style="width:7%"}](https://www.scaleway.com/en/en) [![SaaS Solutions - What is the difference between a multi-instance and a multi-tenant architecture](){: style="width:7%"}](https://www.scaleway.com/en/en/blog/saas-multi-tenant-vs-multi-instance-architectures) [![None](){: style="width:7%"}](https://www.scaleway.com/en/en/en/kubernetes-kapsule) [![scaleway.com: Kubernetes Kapsule](){: style="width:7%"}](https://www.scaleway.com/en/kubernetes-kapsule) [![schabell.org: Cloud-native development - A blueprint 🌟](){: style="width:7%"}](https://www.schabell.org/2020/05/cloud-native-development-a-blueprint.html) [![schabell.org: Cloud-native development - On local containers 🌟](){: style="width:7%"}](https://www.schabell.org/2020/06/cloud-native-development-on-local-containers.html) [![schabell.org: How to setup OpenShift Container Platform 4.5 on your local machine in minutes](){: style="width:7%"}](https://www.schabell.org/2020/09/how-to-setup-openshift-container-platform-45.html) [![schabell.org: CodeReady Containers - Building a Cloud-Native Human Resources Process](){: style="width:7%"}](https://www.schabell.org/2020/10/codeready-containers-building-cloud-native-hr-process.html) [![schabell.org: How to setup the OpenShift Container Platform 4.7 on your local machine](){: style="width:7%"}](https://www.schabell.org/2021/03/codeready-containers-howto-setup-openshift-47-on-local-machine.html)

+[![dotnettricks.com: Kubernetes vs Docker: Analyzing The Differences](){: style="width:7%"}](https://www.scholarhat.com/tutorial/docker/kubernetes-vs-docker-analyzing-the-differences) [![PEP 8 Cheatsheet 🌟](){: style="width:7%"}](https://www.scribd.com/document/207247675/PEP-8-Cheatsheet-2009) [![scrivano.org: the journey to speed up running OCI containers](){: style="width:7%"}](https://www.scrivano.org/posts/2022-10-21-the-journey-to-speed-up-oci-containers) [![scrum.org: Make Sure You Don’t Build High Performing Teams Just to Deliver Wrong Things Faster](){: style="width:7%"}](https://www.scrum.org/resources/blog/make-sure-you-dont-build-high-performing-teams-just-deliver-wrong-things-faster) [![scrum.org: Minimum Viable Product Considered Harmful 🌟](){: style="width:7%"}](https://www.scrum.org/resources/blog/minimum-viable-product-considered-harmful) [![scrum.org: Posturas del Product Owner](){: style="width:7%"}](https://www.scrum.org/resources/blog/posturas-del-product-owner) [![scrum.org: Scrum 2021: Getting You Started as Scrum Master or Product Owner](){: style="width:7%"}](https://www.scrum.org/resources/blog/scrum-2021-getting-you-started-scrum-master-or-product-owner) [![scrum.org: Scrum no es una metodologΓ­a, es un marco de trabajo](){: style="width:7%"}](https://www.scrum.org/resources/blog/scrum-no-es-una-metodologia-es-un-marco-de-trabajo) [![scrum.org: What Happens To The Sprint Backlog Items That Are Not Done?](){: style="width:7%"}](https://www.scrum.org/resources/blog/vlog-what-happens-sprint-backlog-items-are-not-done) [![scrum.org: Kanban Guide for Scrum Teams](){: style="width:7%"}](https://www.scrum.org/resources/kanban-guide-scrum-teams) [![scylladb.com: Building a Grafana Backend Plugin](){: style="width:7%"}](https://www.scylladb.com/2020/10/01/building-a-grafana-backend-plugin)

+[![sdxcentral.com: AWS Outage Stresses Telco Cloud Challenges](){: style="width:7%"}](https://www.sdxcentral.com/articles/news/aws-outage-stresses-telco-cloud-challenges/2021/12) [![==seal.io: Open Source Platform Engineering for Dev & Ops==](){: style="width:7%"}](https://www.seal.io) [![searchenginejournal.com: An Introduction To Python & Machine Learning For' Technical SEO](){: style="width:7%"}](https://www.searchenginejournal.com/python-machine-learning-technical-seo) [![searchenginejournal.com: An Introduction To Python & Machine Learning For Technical SEO](){: style="width:7%"}](https://www.searchenginejournal.com/python-machine-learning-technical-seo/430000) [![securecoding.com: Code Audit: How to Ensure Compliance for an Application](){: style="width:7%"}](https://www.securecoding.com/blog/code-audit-how-to-ensure-compliance-for-an-application) [![seekwell](){: style="width:7%"}](https://www.seekwell.io) [![seifbassem.com: SSH into your Azure Arc-enabled servers from anywhere](){: style="width:7%"}](https://www.seifbassem.com/blogs/posts/azure-arc-ssh) [![seifbassem.com: Azure Naming Tool](){: style="width:7%"}](https://www.seifbassem.com/blogs/posts/azure-naming-tool) [![selenium.dev](){: style="width:7%"}](https://www.selenium.dev) [![==Semaphore UI== 🌟](){: style="width:7%"}](https://www.semui.co) [![sentinelone.com: Reducing Human Effort in Cybersecurity | Why We Are Investing in Torq’s Automation Platform](){: style="width:7%"}](https://www.sentinelone.com/blog/reducing-human-effort-in-cybersecurity-why-we-are-investing-in-torqs-automation-platform)

+[![serverless.com: Serverless Framework](){: style="width:7%"}](https://www.serverless.com) [![serverless.com: Why we switched from docker to serverless](){: style="width:7%"}](https://www.serverless.com/blog/why-we-switched-from-docker-to-serverless) [![serverlessguru.com: Enterprise Serverless Adoption 🌟](){: style="width:7%"}](https://www.serverlessguru.com/blog/enterprise-serverless-adoption) [![servethehome.com: Docker Abruptly Starts Charging Many Users for Docker Desktop](){: style="width:7%"}](https://www.servethehome.com/docker-abruptly-starts-charging-many-users-for-docker-desktop) [![Servicenow](){: style="width:7%"}](https://www.servicenow.com) [![sesin.at: Securing Kubernetes with Kyverno: How to Protect Your Users From' Themselves by Ritesh Patel](){: style="width:7%"}](https://www.sesin.at/2021/08/28/securing-kubernetes-with-kyverno-how-to-protect-your-users-from-themselves-by-ritesh-patel) [![shipa.io: Deploying a real-world application on Kubernetes](){: style="width:7%"}](https://www.shipa.io/development/a-real-world-application-deployment-on-kubernetes) [![shipa.io: Developing and deploying applications to Kubernetes locally with' Shipa and Minikube](){: style="width:7%"}](https://www.shipa.io/development/deploying-applications-on-kubernetes) [![shipa.io: GitOps in Kubernetes, the easy way–with GitHub Actions and Shipa](){: style="width:7%"}](https://www.shipa.io/development/gitops) [![shipa.io: GitOps in the enterprise 🌟](){: style="width:7%"}](https://www.shipa.io/innovation/gitops-in-the-enterprise) [![shipa.io: GitOps meets AppOps](){: style="width:7%"}](https://www.shipa.io/innovation/gitops-meets-appops)

+[![shipa.io: DevOps Challenge – Kubernetes Deployment: Ketch vs YAML](){: style="width:7%"}](https://www.shipa.io/ketch/devops-challenge-kubernetes-deployment-ketch-vs-yaml) [![Shippable (now part of JFrog Pipelines)](){: style="width:7%"}](https://www.shippable.com) [![shudnow.io](){: style="width:7%"}](https://www.shudnow.io) [![shuttleOps](){: style="width:7%"}](https://www.shuttleops.io) [![talos-systems.com: Is Vanilla Kubernetes Really Too Heavy For The Raspberry Pi?](){: style="width:7%"}](https://www.siderolabs.com/blog/is-vanilla-kubernetes-really-too-heavy-for-the-raspberry-pi) [![signadot.com: Sandboxes in Kubernetes using OpenTelemetry](){: style="width:7%"}](https://www.signadot.com/blog/sandboxes-in-kubernetes-using-opentelemetry) [![sigstore.dev](){: style="width:7%"}](https://www.sigstore.dev) [![siliconrepublic.com: 10 dev tools recommended by start-up founders](){: style="width:7%"}](https://www.siliconrepublic.com/advice/dev-tools-recommended-by-irish-start-up-founders) [![silverliningsinfo.com: KubeCon: Five biggest trends from the Kubernetes' love fest in Amsterdam](){: style="width:7%"}](https://www.silverliningsinfo.com/multi-cloud/cloud-9-lunch-ladies-news-wrap-live-cloud-executive-summit) [![simform.com: Top Alternatives to Kubernetes to Overcome Business Challenges](){: style="width:7%"}](https://www.simform.com/blog/alternatives-to-kubernetes) [![simform.com: How to Implement DevOps for Enterprise?](){: style="width:7%"}](https://www.simform.com/blog/devops-for-enterprise)

+[![simform.com: 10 Microservice Best Practices: The 80/20 Way](){: style="width:7%"}](https://www.simform.com/blog/microservice-best-practices) [![simform.com: Microservices Design Principles: Do We Really Know It Well Enough? 🌟](){: style="width:7%"}](https://www.simform.com/blog/microservices-design-principles) [![simform.com: The Top Go-To Microservices Frameworks for a Scalable Application](){: style="width:7%"}](https://www.simform.com/blog/microservices-framework) [![simform.com: 6 Multi-Cloud Architecture Designs for an Effective Cloud Strategy 🌟](){: style="width:7%"}](https://www.simform.com/blog/multi-cloud-architecture) [![simform.com: What is Multi Cloud? Why you Need a Multi Cloud Strategy?](){: style="width:7%"}](https://www.simform.com/blog/multi-cloud-strategy) [![simform.com: Cloud Migration ebook](){: style="width:7%"}](https://www.simform.com/cloud-migration-ebook) [![simform.com: What is Multi Cloud? Why you Need a Multi Cloud Strategy?](){: style="width:7%"}](https://www.simform.com/multi-cloud-strategy) [![simple-talk.com: Script Loading between HTTP/1.1 and HTTP/2](){: style="width:7%"}](https://www.simple-talk.com/dotnet/asp.net/script-loading-between-http1.1-and-http2) [![simplilearn.com: Understanding The Difference Between Kubernetes Vs. Openshift](){: style="width:7%"}](https://www.simplilearn.com/kubernetes-vs-openshift-article) [![simplilearn.com: Top 40 Terraform Interview Questions and Answers for 2022](){: style="width:7%"}](https://www.simplilearn.com/terraform-interview-questions-and-answers-article) [![simplilearn.com: How to Resolve Merge Conflicts in Git?](){: style="width:7%"}](https://www.simplilearn.com/tutorials/git-tutorial/merge-conflicts-in-git)

+[![simplilearn.com: What is CI/CD Pipeline and How to Implement it Using Jenkins?](){: style="width:7%"}](https://www.simplilearn.com/tutorials/jenkins-tutorial/ci-cd-pipeline) [![7 Ways to Optimize Jenkins](){: style="width:7%"}](https://www.sitepoint.com/7-ways-optimize-jenkins) [![sitepoint.com: A Guide to Serverless Functions and How to Deploy Them](){: style="width:7%"}](https://www.sitepoint.com/gatsby-mdx-blog) [![sitepoint.com: Understanding and Working with Submodules in Git](){: style="width:7%"}](https://www.sitepoint.com/git-submodules-introduction) [![sitepoint.com: Getting Started With Kubernetes on AWS Tutorial (2023 Update)](){: style="width:7%"}](https://www.sitepoint.com/kubernetes-aws-tutorial) [![slideshare: Http Status Code Errors in SEO](){: style="width:7%"}](https://www.slideshare.net/AdelaRoger/http-status-code-errors-in-seo) [![slideshare.net/AmazonWebServices](){: style="width:7%"}](https://www.slideshare.net/AmazonWebServices) [![slideshare: FinOps: A Culture Transformation to Bring DevOps, Finance and the Business Together - AWS Summit Sydney](){: style="width:7%"}](https://www.slideshare.net/AmazonWebServices/finops-a-culture-transformation-to-bring-devops-finance-and-the-business-together-sponsored-by-cloudability-aws-summit-sydney) [![slideshare.net: Migrating Java JBoss EAP Applications to Kubernetes With' S2I](){: style="width:7%"}](https://www.slideshare.net/KonveyorIO/migrating-java-jboss-eap-applications-to-kubernetes-with-s2i) [![Slideshare: Caching](){: style="width:7%"}](https://www.slideshare.net/NasceniaIT/brown-bag-caching-rafi-faisal-48694442) [![slideshare: Performance Tuning of HAProxy for Database Load Balancing](){: style="width:7%"}](https://www.slideshare.net/Severalnines/haproxy-mysql-slides)

+[![slideshare: Load Balancing MySQL with HAProxy](){: style="width:7%"}](https://www.slideshare.net/Severalnines/load-balancing-mysql-with-haproxy-webinar-replay-english-44071270) [![slideshare: How To Set Up SQL Load Balancing with HAProxy](){: style="width:7%"}](https://www.slideshare.net/Severalnines/severalnines-ha-proxyjul20143) [![Multi-tenancy features](){: style="width:7%"}](https://www.slideshare.net/Smals_ICT/20171010-multitenancy-in-openshift) [![slideshare.net: CI/CD with Openshift and Jenkins 🌟](){: style="width:7%"}](https://www.slideshare.net/arilivigni/cicd-with-openshift-and-jenkins) [![slideshare.net: Git version control and trunk based approach with VSTS](){: style="width:7%"}](https://www.slideshare.net/arunmurughan/git-version-control-and-trunk-based-approach-with-vsts) [![Slideshare: Introduction to Redis](){: style="width:7%"}](https://www.slideshare.net/dvirsky/introduction-to-redis) [![slideshare.net: Jeff Geerling - Jenkins or: How I learned to stop worrying and love automation 🌟](){: style="width:7%"}](https://www.slideshare.net/geerlingguy/jenkins-or-how-i-learned-to-stop-worrying-and-love-automation) [![slideshare: Haproxy best practice](){: style="width:7%"}](https://www.slideshare.net/haproxytech/haproxy-best-practice) [![slideshare: Haproxy web performance](){: style="width:7%"}](https://www.slideshare.net/haproxytech/haproxy-web-performance-55536394) [![slideshare.net: Operating PostgreSQL at Scale with Kubernetes](){: style="width:7%"}](https://www.slideshare.net/jkatz05/operating-postgresql-at-scale-with-kubernetes-137132067) [![slideshare.net: OpenShift Container Platform CI/CD Build & Deploy 🌟](){: style="width:7%"}](https://www.slideshare.net/mozillabros/openshift-container-platform-cicd-build-deploy)

+[![Slideshare: Introduction to memcached](){: style="width:7%"}](https://www.slideshare.net/oemebamo/introduction-to-memcached) [![SELinux](){: style="width:7%"}](https://www.slideshare.net/openshift/openshift-18812162) [![slideshare: Varnish - Tips & Tricks - 4Developers 2015](){: style="width:7%"}](https://www.slideshare.net/piotrpasich/varnish-47199139) [![None](){: style="width:7%"}](https://www.slideshare.net/slideshow/20171010-multitenancy-in-openshift/80696233) [![slideshare.net: CI/CD with Openshift and Jenkins 🌟](){: style="width:7%"}](https://www.slideshare.net/slideshow/cicd-with-openshift-and-jenkins/57944430) [![None](){: style="width:7%"}](https://www.slideshare.net/slideshow/deploying-postgresql-on-kubernetes/130351662) [![None](){: style="width:7%"}](https://www.slideshare.net/slideshow/jenkins-or-how-i-learned-to-stop-worrying-and-love-automation/90281025) [![None](){: style="width:7%"}](https://www.slideshare.net/slideshow/migrating-java-jboss-eap-applications-to-kubernetes-with-s2i/250619399) [![None](){: style="width:7%"}](https://www.slideshare.net/slideshow/operating-postgresql-at-scale-with-kubernetes-137132067/137132067) [![slideshare.net: Deploying PostgreSQL on Kubernetes](){: style="width:7%"}](https://www.slideshare.net/vyruss000/deploying-postgresql-on-kubernetes) [![==slim.ai==](){: style="width:7%"}](https://www.slim.ai)

+[![slim.ai: Automatically reduce Docker container size using DockerSlim](){: style="width:7%"}](https://www.slim.ai/blog/automatically-reduce-docker-container-size-using-dockerslim.html) [![==slim.ai: Slim Docker Extension== 🌟](){: style="width:7%"}](https://www.slim.ai/docs/docker-desktop-extension.html) [![SLOconf](){: style="width:7%"}](https://www.sloconf.com) [![serverlessguru.com: Enterprise Serverless Adoption 🌟](){: style="width:7%"}](https://www.sls.guru/blog/enterprise-serverless-adoption) [![None](){: style="width:7%"}](https://www.smartdatacollective.com) [![None](){: style="width:7%"}](https://www.smartdatacollective.com/kingmesal/373466/nosql-databases-4-game-changing-use-cases) [![What's the Difference? Agile vs Scrum vs Waterfall vs Kanban](){: style="width:7%"}](https://www.smartsheet.com/agile-vs-scrum-vs-waterfall-vs-kanban) [![smartsheet.com: The Way of DevOps: A Primer on DevOps Principles and Practices](){: style="width:7%"}](https://www.smartsheet.com/devops) [![smashingmagazine.com: Getting The Most Out Of Git](){: style="width:7%"}](https://www.smashingmagazine.com/2021/02/getting-the-most-out-of-git) [![smashingmagazine.com: Testing Pipeline 101 For Frontend Testing](){: style="width:7%"}](https://www.smashingmagazine.com/2022/02/testing-pipeline-101-frontend-testing) [![snapt.net: Best Practices for Load Balancing Kubernetes Containers](){: style="width:7%"}](https://www.snapt.net/blog/best-practices-for-load-balancing-kubernetes-containers)

+[![Why Python 3 exists](){: style="width:7%"}](https://www.snarky.ca/why-python-3-exists) [![softkraft.co: WS Kinesis vs Kafka comparison: Which is right for you? 🌟](){: style="width:7%"}](https://www.softkraft.co/aws-kinesis-vs-kafka-comparison) [![Orchestration Made Easy with Zeebe and Kafka](){: style="width:7%"}](https://www.softobiz.com/orchestration-made-easy-with-zeebe-and-kafka) [![softwarebusinessgrowth.com: Parallel System Validation – The End Of DevOps](){: style="width:7%"}](https://www.softwarebusinessgrowth.com/doc/parallel-system-validation-the-end-of-devops-0001) [![==softwarecollections.org==](){: style="width:7%"}](https://www.softwarecollections.org) [![softwaretestguideforu.com: What is system testing? How to perform system' testing?](){: style="width:7%"}](https://www.softwaretestguideforu.com/2020/06/what-is-system-testinghow-to-perform.html) [![softwaretestinghelp.com: Kanban Vs Scrum Vs Agile: A Detailed Comparison To Find Differences](){: style="width:7%"}](https://www.softwaretestinghelp.com/kanban-vs-scrum-vs-agile) [![Microsoft Visual Studio Team Services (VSTS) Tutorial: The Cloud ALM Platform](){: style="width:7%"}](https://www.softwaretestinghelp.com/microsoft-vsts-tutorial-1) [![softwaretestingmagazine.com: Learning JMeter : Documentation, Tutorials, Videos](){: style="width:7%"}](https://www.softwaretestingmagazine.com/tools/learning-jmeter-documentation-tutorials-videos) [![None](){: style="width:7%"}](https://www.softwaretestingnews.co.uk/a-software-testing-and-devops-tools-directory-for-digital-programmes) [![softwaretestingportal.com: API Testing, Key Terminologies and more...](){: style="width:7%"}](https://www.softwaretestingportal.com/2020/03/31/api-testing)

+[![softwaretestingsapiens.com: Roadmap to learn API Testing in Just 30 days](){: style="width:7%"}](https://www.softwaretestingsapiens.com/roadmap-to-learn-api-testing) [![softwebsolutions.com: DevOps and Microservices – Creating change together](){: style="width:7%"}](https://www.softwebsolutions.com/resources/devops-and-microservices) [![softwebsolutions.com: DevOps and Microservices – Creating change together](){: style="width:7%"}](https://www.softwebsolutions.com/resources/devops-and-microservices.html) [![softwebsolutions.com: What is DevSecOps and why your business needs it](){: style="width:7%"}](https://www.softwebsolutions.com/resources/devops-security-tools-benefits) [![softwebsolutions.com: What is DevSecOps and why your business needs it](){: style="width:7%"}](https://www.softwebsolutions.com/resources/devops-security-tools-benefits.html) [![softwebsolutions.com: Why enterprises need to adopt a multi-cloud strategy](){: style="width:7%"}](https://www.softwebsolutions.com/resources/multi-cloud-adoption-strategy) [![softwebsolutions.com: Why enterprises need to adopt a multi-cloud strategy](){: style="width:7%"}](https://www.softwebsolutions.com/resources/multi-cloud-adoption-strategy.html) [![softzone.es: Conoce Fleet, el nuevo IDE ultraligero de la mano de JetBrains](){: style="width:7%"}](https://www.softzone.es/noticias/programas/conoce-fleet-ide-ultraligero-mano-jetbrains) [![softzone.es: Por quΓ© me interesa mΓ‘s usar PowerShell en lugar de CMD](){: style="width:7%"}](https://www.softzone.es/noticias/windows/por-que-interesa-usar-powershell-lugar-cmd) [![solo.io: Exploring Cilium Layer 7 Capabilities Compared to Istio](){: style="width:7%"}](https://www.solo.io/blog) [![solo.io: Connect Your Services Seamlessly with Amazon EKS Anywhere and Istio](){: style="width:7%"}](https://www.solo.io/blog/amazon-eks-anywhere-and-solo-istio)

+[![solo.io: Configuration as Data, GitOps, and Controllers: it’s not simple' for multi-cluster](){: style="width:7%"}](https://www.solo.io/blog/configuration-as-data-gitops-and-controllers-its-not-simple-for-multi-cluster) [![solo.io: Exploring Cilium Layer 7 Capabilities Compared to Istio](){: style="width:7%"}](https://www.solo.io/blog/exploring-cilium-layer-7-capabilities-compared-to-istio) [![solo.io: GlooOps: Progressive delivery, the GitOps way](){: style="width:7%"}](https://www.solo.io/blog/glooops-progressive-delivery-the-gitops-way) [![solo.io: Identity Federation for Multi-Cluster Kubernetes and Service Mesh](){: style="width:7%"}](https://www.solo.io/blog/identity-federation-for-multi-cluster-kubernetes-and-service-mesh) [![Introducing Gloo Federation for Multi-Cluster API Gateway Management](){: style="width:7%"}](https://www.solo.io/blog/introducing-gloo-federation-for-multi-cluster-management) [![solo.io: Istio multi-cluster on Red Hat OpenShift with Gloo Mesh](){: style="width:7%"}](https://www.solo.io/blog/istio-multi-cluster-on-red-hat-openshift-with-gloo-mesh) [![solo.io: Istio’s networking: An in-depth look at traffic and architecture' 🌟](){: style="width:7%"}](https://www.solo.io/blog/istios-networking-in-depth) [![solo.io: Navigating __Istio Config__: a look into Istio’s toolkit](){: style="width:7%"}](https://www.solo.io/blog/navigating-istio-config-toolkit) [![solo.io: Ode to Istio 🌟](){: style="width:7%"}](https://www.solo.io/blog/ode-to-istio) [![solo.io: Step by Step: Datastax Cassandra with Istio and SNI routing](){: style="width:7%"}](https://www.solo.io/blog/step-by-step-datastax-cassandra-with-istio-and-sni-routing) [![solo.io: The 3 best ways to use Flux and Flagger for GitOps with your Envoy Proxy API gateways](){: style="width:7%"}](https://www.solo.io/blog/the-3-best-ways-to-use-flux-and-flagger-for-gitops-with-your-envoy-proxy-api-gateways)

+[![solo.io: The evolution of VM support in Istio 1.8 (with video)](){: style="width:7%"}](https://www.solo.io/blog/the-evolution-of-vm-support-in-istio-1-8-with-video) [![None](){: style="width:7%"}](https://www.solo.io/blog/tutorial-gloo-integration-with-keycloak) [![solo.io: Learn how to rate limit requests in Istio 🌟](){: style="width:7%"}](https://www.solo.io/blog/tutorial-rate-limiting-of-service-requests-in-istio-service-mesh) [![solo.io: Upgrading Istio without Downtime](){: style="width:7%"}](https://www.solo.io/blog/upgrading-istio-without-downtime) [![solo.io: Why the control plane matters. Control planes are different than data planes. Separating the control plane from data plane 🌟](){: style="width:7%"}](https://www.solo.io/blog/why-the-control-plane-matters) [![Sonarqube.org](){: style="width:7%"}](https://www.sonarqube.org) [![Sonarqube.org](){: style="width:7%"}](https://www.sonarsource.com/products/sonarqube) [![blog.sonatype.com: Achieving CI and CD With Kubernetes 🌟](){: style="width:7%"}](https://www.sonatype.com/blog/achieving-ci/cd-with-kubernetes) [![CI/CD OpenShift and Tekton](){: style="width:7%"}](https://www.sonatype.com/blog/new-cloud-native-ci/cd-projects-openshift-and-tekton) [![blog.sonatype.com: Python Packages Upload Your AWS Keys, env vars, Secrets to the Web](){: style="width:7%"}](https://www.sonatype.com/blog/python-packages-upload-your-aws-keys-env-vars-secrets-to-web) [![blog.sonatype.com: Using Nexus 3 as Your Repository – Part 3: Docker Images 🌟](){: style="width:7%"}](https://www.sonatype.com/blog/using-sonatype-nexus-repository-3-part-3-docker-images)

+[![sonatype.com/nexus-repository-oss](){: style="width:7%"}](https://www.sonatype.com/nexus-repository-oss) [![sonatype.com/nexus-repository-oss](){: style="width:7%"}](https://www.sonatype.com/products/sonatype-nexus-repository) [![Atlassian Sourcetree](){: style="width:7%"}](https://www.sourcetreeapp.com) [![spec-india.com: Kubernetes VS Openshift (July 23rd 2019)](){: style="width:7%"}](https://www.spec-india.com/blog) [![spec-india.com: Kubernetes VS Openshift (July 23rd 2019)](){: style="width:7%"}](https://www.spec-india.com/blog/kubernetes-vs-openshift) [![spectrocloud.com: Deploying complex infrastructure with a Terraform state machine](){: style="width:7%"}](https://www.spectrocloud.com/blog/deploying-complex-infrastructure-with-a-terraform-state-machine) [![spectrocloud.com: Kubernetes security best practices: 5 easy ways to cut risk](){: style="width:7%"}](https://www.spectrocloud.com/blog/kubernetes-security-best-practices-5-easy-ways-to-cut-risk) [![spiceworks.com: How to Get Started With Kubernetes the Right Way: DevOps Experts Weigh In 🌟](){: style="width:7%"}](https://www.spiceworks.com/tech/cloud/articles/how-to-get-started-with-kubernetes) [![spinnaker.io deployment tool](){: style="width:7%"}](https://www.spinnaker.io) [![split.io: Progressive Delivery](){: style="width:7%"}](https://www.split.io/glossary/progressive-delivery) [![victorops.com: Source Code Control: Trunk-Based Development vs. GitFlow](){: style="width:7%"}](https://www.splunk.com/en_us/about-splunk/acquisitions/splunk-on-call.html)

+[![replex.io: An Introduction to Kubernetes FinOps](){: style="width:7%"}](https://www.splunk.com/en_us/appdynamics-joins-splunk.html?301=appdynamics) [![None](){: style="width:7%"}](https://www.splunk.com/en_us/appdynamics-joins-splunk.html?301=appdynamics/blog/an-introduction-to-kubernetes-finops) [![sqlrevisited.blogspot.com: MySQL vs PostgreSQL? Pros and Cons](){: style="width:7%"}](https://www.sqlrevisited.com/2022/03/mysql-vs-postgresql-pros-and-cons.html) [![sqlservercentral.com: Chaos Engineering in Azure](){: style="width:7%"}](https://www.sqlservercentral.com/articles/chaos-engineering-in-azure) [![sqlservercentral.com: Powershell Day by Day: Adding Help to Scripts](){: style="width:7%"}](https://www.sqlservercentral.com/articles/powershell-day-by-day-adding-help-to-scripts) [![sqlshack.com: 6 Reasons why you can’t have DevOps without Test Automation 🌟](){: style="width:7%"}](https://www.sqlshack.com/6-reasons-why-you-cant-have-devops-without-test-automation) [![sqlshack.com: SQL Database on Kubernetes: Considerations and Best Practices 🌟](){: style="width:7%"}](https://www.sqlshack.com/sql-database-on-kubernetes-considerations-and-best-practices) [![sqltutorial.org: SQL Cheat Sheet](){: style="width:7%"}](https://www.sqltutorial.org/sql-cheat-sheet) [![squadcast.com: Kyverno - Policy Management in Kubernetes 🌟](){: style="width:7%"}](https://www.squadcast.com/blog/kyverno-policy-management-in-kubernetes) [![stackrox.com](){: style="width:7%"}](https://www.stackrox.com) [![Amazon EKS Security Best Practices](){: style="width:7%"}](https://www.stackrox.com/post/2019/09/amazon-eks-security-best-practices)

+[![stackrox.com: Kubernetes Networking Demystified: A Brief Guide](){: style="width:7%"}](https://www.stackrox.com/post/2020/01/kubernetes-networking-demystified) [![stackrox.com: EKS vs GKE vs AKS - Evaluating Kubernetes in the Cloud](){: style="width:7%"}](https://www.stackrox.com/post/2020/02/eks-vs-gke-vs-aks) [![Kubernetes Security 101: Risks and 29 Best Practices 🌟](){: style="width:7%"}](https://www.stackrox.com/post/2020/05/kubernetes-security-101) [![stackrox.com: Part 1 - Rancher Kubernetes Engine (RKE) Security Best Practices' for Cluster Setup 🌟](){: style="width:7%"}](https://www.stackrox.com/post/2021/01/part-1-rancher-kubernetes-engine-rke-security-best-practices-for-cluster-setup) [![Amazon EKS Security Best Practices](){: style="width:7%"}](https://www.stackrox.io/blog/amazon-eks-security-best-practices) [![stackrox.io: Top 9 Open Source DevSecOps Tools for Kubernetes in 2021 🌟](){: style="width:7%"}](https://www.stackrox.io/blog/top-9-open-source-devsecops-tools-for-kubernetes) [![stacksimplify.com: AWS ALB Ingress Service - Basics 🌟](){: style="width:7%"}](https://www.stacksimplify.com/aws-eks/aws-alb-ingress/lean-kubernetes-aws-alb-ingress-basics) [![stacksimplify.com: DevOps with AWS CodePipeline on AWS EKS](){: style="width:7%"}](https://www.stacksimplify.com/aws-eks/aws-devops-eks/learn-to-master-devops-on-aws-eks-using-aws-codecommit-codebuild-codepipeline) [![starwindsoftware.com: Remove a Kubernetes namespace blocked with Terminating' status](){: style="width:7%"}](https://www.starwindsoftware.com/blog/remove-a-kubernetes-namespace-blocked-with-terminating-status) [![stationx.net: Hacking Tools Cheat Sheet](){: style="width:7%"}](https://www.stationx.net/hacking-tools-cheat-sheet) [![stevesmith.tech: GitOps is a placebo](){: style="width:7%"}](https://www.stevesmith.tech/blog/gitops-is-a-placebo)

+[![agileconnection.com: Infrastructure as Code: The Foundation of Effective DevOps](){: style="width:7%"}](https://www.stickyminds.com) [![Stitcher AWS Podcasts](){: style="width:7%"}](https://www.stitcher.com/podcast/amazon-web-services/aws-podcast) [![lorem](){: style="width:7%"}](https://www.storetasker.com) [![storj.io: Integrating Decentralized Cloud Storage with Duplicati](){: style="width:7%"}](https://www.storj.io/blog/integrating-decentralized-cloud-storage-with-duplicati) [![storj.io: Integrating Decentralized Cloud Storage with Duplicati](){: style="width:7%"}](https://www.storj.io/cloud-object-storage) [![sufle.io: Adopting GitOps for Enhanced Operations](){: style="width:7%"}](https://www.sufle.io/blog/adopting-gitops-for-enhanced-operations) [![superawesome.com: Scaling pods with HPA using custom metrics. How we scale' our kid-safe technology using Kubernetes 🌟](){: style="width:7%"}](https://www.superawesome.com/blog/how-we-scale-our-kid-safe-technology-using-auto-scaling-on-kubernetes) [![suse.com: SUSE Rancher 2.6 delivers interoperability across multi-cloud environments with redesigned user experience, hosted cluster support, and improved security posture](){: style="width:7%"}](https://www.suse.com/c/intro-rancher-2-6-features) [![suse.com: NGINX Guest Blog: NGINX Kubernetes Ingress Controller 🌟](){: style="width:7%"}](https://www.suse.com/c/nginx-guest-blog-kubernetes-ingress-controller) [![rancher.com: Announcing Harvester: Open Source Hyperconverged Infrastructure (HCI) Software](){: style="width:7%"}](https://www.suse.com/c/rancher_blog/announcing-harvester-open-source-hyperconverged-infrastructure-hci-software) [![None](){: style="width:7%"}](https://www.suse.com/c/rancher_blog/announcing-hosted-rancher-with-rancher-2-4)

+[![rancher.com: Create Reproducible Security in Kubernetes with Helm 3 and Helm Charts](){: style="width:7%"}](https://www.suse.com/c/rancher_blog/create-reproducible-security-in-kubernetes-with-helm-3-and-helm-charts) [![rancher.com: Custom alerts using Prometheus queries](){: style="width:7%"}](https://www.suse.com/c/rancher_blog/custom-alerts-using-prometheus-queries) [![Deploy a Rancher Cluster with GitLab CI and Terraform](){: style="width:7%"}](https://www.suse.com/c/rancher_blog/deploy-a-rancher-cluster-with-gitlab-ci-and-terraform) [![None](){: style="width:7%"}](https://www.suse.com/c/rancher_blog/deploy-kubernetes-clusters-on-microsoft-azure-with-rancher) [![rancher.com: Disaster Recovery Preparedness for Your Kubernetes Clusters 🌟](){: style="width:7%"}](https://www.suse.com/c/rancher_blog/disaster-recovery-preparedness-for-your-kubernetes-clusters) [![rancher.com: Driving Kubernetes Adoption in Finance with Rancher](){: style="width:7%"}](https://www.suse.com/c/rancher_blog/driving-kubernetes-adoption-in-finance-with-rancher) [![rancher.com: Enhancing Kubernetes Security with Pod Security Policies, Part 1](){: style="width:7%"}](https://www.suse.com/c/rancher_blog/enhancing-kubernetes-security-with-pod-security-policies-part-1) [![None](){: style="width:7%"}](https://www.suse.com/c/rancher_blog/enhancing-kubernetes-security-with-pod-security-policies-part-2) [![None](){: style="width:7%"}](https://www.suse.com/c/rancher_blog/faster-kubernetes-development-with-rancher-devspace-and-loft) [![None](){: style="width:7%"}](https://www.suse.com/c/rancher_blog/fleet-management-for-kubernetes-is-here) [![rancher.com: Gain Better Visibility into Kubernetes Cost Allocation](){: style="width:7%"}](https://www.suse.com/c/rancher_blog/gain-better-visibility-into-kubernetes-cost-allocation)

+[![None](){: style="width:7%"}](https://www.suse.com/c/rancher_blog/getting-started-with-longhorn-distributed-block-storage-and-cloud-native-distributed-sql) [![Longhorn Simplifies Distributed Block Storage in Kubernetes](){: style="width:7%"}](https://www.suse.com/c/rancher_blog/longhorn-simplifies-distributed-block-storage-in-kubernetes) [![Monitor Etcd with Prometheus and Grafana using Rancher](){: style="width:7%"}](https://www.suse.com/c/rancher_blog/monitor-etcd-with-prometheus-and-grafana-using-rancher) [![None](){: style="width:7%"}](https://www.suse.com/c/rancher_blog/multi-cluster-vulnerability-scanning-with-alcide-and-rancher) [![suse.com: My First Impressions with SUSE Rancher Kubernetes Projects](){: style="width:7%"}](https://www.suse.com/c/rancher_blog/my-first-impressions-with-suse-rancher-kubernetes-projects) [![None](){: style="width:7%"}](https://www.suse.com/c/rancher_blog/rancher-2-5-delivers-on-computing-everywhere-strategy) [![suse.com: Rancher Desktop 1.0.0 Has Arrived](){: style="width:7%"}](https://www.suse.com/c/rancher_blog/rancher-desktop-1-0-0-has-arrived) [![None](){: style="width:7%"}](https://www.suse.com/c/rancher_blog/run-rancher-2-4-in-azure-with-k3s-and-mysql) [![None](){: style="width:7%"}](https://www.suse.com/c/rancher_blog/set-up-k3s-in-high-availability-using-k3d) [![None](){: style="width:7%"}](https://www.suse.com/c/rancher_blog/set-up-your-k3s-cluster-for-high-availability-on-digitalocean) [![None](){: style="width:7%"}](https://www.suse.com/c/rancher_blog/speed-up-development-with-automated-kubernetes-deployments)

+[![None](){: style="width:7%"}](https://www.suse.com/c/rancher_blog/stateful-kubernetes-workloads-on-vsphere-with-rke) [![rancher.com: The No. 1 Rule of Disaster Recovery](){: style="width:7%"}](https://www.suse.com/c/rancher_blog/the-no-1-rule-of-disaster-recovery) [![rancher.com: The Three Pillars of Kubernetes Container Orchestration 🌟](){: style="width:7%"}](https://www.suse.com/c/rancher_blog/the-three-pillars-of-kubernetes-container-orchestration) [![None](){: style="width:7%"}](https://www.suse.com/c/rancher_blog/upgrade-your-k3s-clusters-smoothly-in-rancher-2-4) [![None](){: style="width:7%"}](https://www.suse.com/c/rancher_blog/using-hybrid-and-multi-cloud-service-mesh-based-applications-for-distributed-deployments) [![rancher.com: What is Cloud-Native Storage?](){: style="width:7%"}](https://www.suse.com/c/rancher_blog/what-is-cloud-native-storage) [![swarmia.com/build: Build Elements of an Effective Software Organization](){: style="width:7%"}](https://www.swarmia.com/build) [![syncfusion.com: 10 Best C# NuGet Packages to Improve Your Productivity in 2022](){: style="width:7%"}](https://www.syncfusion.com/blogs/post/10-best-c-nuget-packages-to-improve-your-productivity-in-2022) [![syncfusion.com: 10 Best C# NuGet Packages to Improve Your Productivity in' 2022](){: style="width:7%"}](https://www.syncfusion.com/blogs/post/10-best-c-nuget-packages-to-improve-your-productivity-in-2022.aspx) [![synopsys.com: How to integrate automated AST tools in your CI/CD pipeline](){: style="width:7%"}](https://www.synopsys.com/blogs/software-security/integrating-automated-ast-tools) [![None](){: style="width:7%"}](https://www.synopsys.com/software-integrity/blog/integrating-automated-ast-tools.html)

+[![Platform Democracy: Rethinking Who Builds and Consumes Your Internal Platform](){: style="width:7%"}](https://www.syntasso.io/post/platform-democracy-rethinking-who-builds-and-consumes-your-internal-platform) [![syntasso.io: Platform Engineering: Orchestrating Applications, Platforms, and Infrastructure](){: style="width:7%"}](https://www.syntasso.io/post/platform-engineering-orchestrating-applications-platforms-and-infrastructure) [![Apolicy](){: style="width:7%"}](https://www.sysdig.com) [![sysdig.com: Prometheus 2.37 – The first long-term supported release! 🌟](){: style="width:7%"}](https://www.sysdig.com/blog) [![sysdig.com: Mitigating CVE-2021-20291: DoS affecting CRI-O and Podman](){: style="width:7%"}](https://www.sysdig.com/blog/cve-2021-20291-cri-o-podman) [![sysdig.com: What is Kubernetes CrashLoopBackOff? And how to fix it 🌟](){: style="width:7%"}](https://www.sysdig.com/blog/debug-kubernetes-crashloopbackoff) [![sysdig.com: How attackers use exposed Prometheus server to exploit Kubernetes clusters | Miguel HernΓ‘ndez](){: style="width:7%"}](https://www.sysdig.com/blog/exposed-prometheus-exploit-kubernetes-kubeconeu) [![sysdig.com: How to apply security at the source using GitOps | Eduardo MΓ­nguez 🌟](){: style="width:7%"}](https://www.sysdig.com/blog/gitops-iac-security-source) [![sysdig.com: How to monitor coreDNS 🌟](){: style="width:7%"}](https://www.sysdig.com/blog/how-to-monitor-coredns) [![sysdig.com: Helm security and best practices](){: style="width:7%"}](https://www.sysdig.com/blog/how-to-secure-helm) [![sysdig.com: Getting started with runtime security and Falco](){: style="width:7%"}](https://www.sysdig.com/blog/intro-runtime-security-falco)

+[![sysdig.com: K3s + Sysdig: Deploying and securing your cluster… in less than 8 minutes! 🌟](){: style="width:7%"}](https://www.sysdig.com/blog/k3s-sysdig-falco) [![sysdig.com: Kubernetes 1.22 – What’s new?](){: style="width:7%"}](https://www.sysdig.com/blog/kubernetes-1-22-whats-new) [![sysdig.com: Kubernetes 1.23 – What’s new?](){: style="width:7%"}](https://www.sysdig.com/blog/kubernetes-1-23-whats-new) [![sysdig.com: Kubernetes 1.24 – What’s new?](){: style="width:7%"}](https://www.sysdig.com/blog/kubernetes-1-24-whats-new) [![sysdig.com: Kubernetes 1.25 – What’s new?](){: style="width:7%"}](https://www.sysdig.com/blog/kubernetes-1-25-whats-new) [![sysdig.com: Kubernetes 1.26 – What’s new?](){: style="width:7%"}](https://www.sysdig.com/blog/kubernetes-1-26-whats-new) [![sysdig.com: Kubernetes 1.27 – What’s new?](){: style="width:7%"}](https://www.sysdig.com/blog/kubernetes-1-27-whats-new) [![sysdig.com: Kubernetes admission controllers in 5 minutes](){: style="width:7%"}](https://www.sysdig.com/blog/kubernetes-admission-controllers) [![sysdig.com: Getting started with Kubernetes audit logs and Falco 🌟](){: style="width:7%"}](https://www.sysdig.com/blog/kubernetes-audit-log-falco) [![sysdig.com: Kubernetes pod autoscaler using custom metrics](){: style="width:7%"}](https://www.sysdig.com/blog/kubernetes-autoscaler) [![sysdig.com: Kubernetes capacity planning: How to rightsize the requests of your cluster](){: style="width:7%"}](https://www.sysdig.com/blog/kubernetes-capacity-planning)

+[![sysdig.com: Trigger a Kubernetes HPA with Prometheus metrics](){: style="width:7%"}](https://www.sysdig.com/blog/kubernetes-hpa-prometheus) [![sysdig.com: Understanding Kubernetes limits and requests by example 🌟](){: style="width:7%"}](https://www.sysdig.com/blog/kubernetes-limits-requests) [![sysdig.com: Seven Kubernetes monitoring best practices every monitoring solution should enable](){: style="width:7%"}](https://www.sysdig.com/blog/kubernetes-monitoring-best-practices) [![sysdig.com: Kubernetes Monitoring with Prometheus, the ultimate guide 🌟](){: style="width:7%"}](https://www.sysdig.com/blog/kubernetes-monitoring-prometheus) [![sysdig.com: Understanding Kubernetes Evicted Pods](){: style="width:7%"}](https://www.sysdig.com/blog/kubernetes-pod-evicted) [![sysdig.com: Understanding Kubernetes pod pending problems](){: style="width:7%"}](https://www.sysdig.com/blog/kubernetes-pod-pending-problems) [![sysdig.com: How to rightsize the Kubernetes resource limits](){: style="width:7%"}](https://www.sysdig.com/blog/kubernetes-resource-limits) [![sysdig.com: Kubernetes Services: ClusterIP, Nodeport and LoadBalancer](){: style="width:7%"}](https://www.sysdig.com/blog/kubernetes-services-clusterip-nodeport-loadbalancer) [![sysdig.com: Mitigating log4j with Runtime-based Kubernetes Network Policies](){: style="width:7%"}](https://www.sysdig.com/blog/mitigating-log4j-kubernetes-network-policies) [![sysdig.com: How to monitor etcd](){: style="width:7%"}](https://www.sysdig.com/blog/monitor-etcd) [![sysdig.com: How to monitor Istio, the Kubernetes service mesh](){: style="width:7%"}](https://www.sysdig.com/blog/monitor-istio)

+[![sysdig.com: How to monitor kube-proxy 🌟](){: style="width:7%"}](https://www.sysdig.com/blog/monitor-kube-proxy) [![sysdig.com: How to monitor Kubernetes control plane](){: style="width:7%"}](https://www.sysdig.com/blog/monitor-kubernetes-control-plane) [![sysdig.com: How to monitor an Oracle database with Prometheus. The OracleDB Prometheus exporter](){: style="width:7%"}](https://www.sysdig.com/blog/monitor-oracle-database-prometheus) [![sysdig.com: Monitoring Kubernetes in Production](){: style="width:7%"}](https://www.sysdig.com/blog/monitoring-kubernetes) [![sysdig.com: Top 10 metrics in PostgreSQL monitoring with Prometheus 🌟](){: style="width:7%"}](https://www.sysdig.com/blog/postgresql-monitoring) [![sysdig.com: How to monitor Redis with Prometheus](){: style="width:7%"}](https://www.sysdig.com/blog/redis-prometheus) [![sysdig.com: How to secure Kubernetes deployment with signature verification](){: style="width:7%"}](https://www.sysdig.com/blog/secure-kubernetes-deployment-signature-verification) [![sysdig.com: Sysdig 2021 container security and usage report: Shifting left is not enough 🌟](){: style="width:7%"}](https://www.sysdig.com/blog/sysdig-2021-container-security-usage-report) [![sysdig.com: Sysdig and Apolicy join forces to help customers secure Infrastructure As Code and automate remediation](){: style="width:7%"}](https://www.sysdig.com/blog/sysdig-and-apolicy-join-forces-to-help-customer-secure-infrastructure-as-code) [![sysdig.com: OWASP Kubernetes Top 10 🌟](){: style="width:7%"}](https://www.sysdig.com/blog/top-owasp-kubernetes) [![sysdig.com: Triaging a Malicious Docker Container](){: style="width:7%"}](https://www.sysdig.com/blog/triaging-malicious-docker-container)

+[![sysdig.com: Kubernetes OOM and CPU Throttling](){: style="width:7%"}](https://www.sysdig.com/blog/troubleshoot-kubernetes-oom) [![sysdig.com: Top vulnerability assessment and management best practices](){: style="width:7%"}](https://www.sysdig.com/blog/vulnerability-assessment) [![sysdig.com: What’s new in Kubernetes 1.20?](){: style="width:7%"}](https://www.sysdig.com/blog/whats-new-kubernetes-1-20) [![sysdig.com: 12 Container image scanning best practices to adopt in production](){: style="width:7%"}](https://www.sysdig.com/learn-cloud-native/12-container-image-scanning-best-practices) [![sysdig.com: Container security best practices: Ultimate guide 🌟](){: style="width:7%"}](https://www.sysdig.com/learn-cloud-native/container-security-best-practices) [![sysdig.com: Top 20 Dockerfile best practices 🌟](){: style="width:7%"}](https://www.sysdig.com/learn-cloud-native/dockerfile-best-practices) [![systemcenterdudes.com: Create Operational SCCM Collection Using Powershell Script](){: style="width:7%"}](https://www.systemcenterdudes.com/create-operational-sccm-collection-using-powershell-script) [![systemcodegeeks.com](){: style="width:7%"}](https://www.systemcodegeeks.com) [![Markdown Tables Generator](){: style="width:7%"}](https://www.tablesgenerator.com/markdown_tables) [![talkingquickly.co.uk: Kubernetes Single Sign On - A detailed guide 🌟](){: style="width:7%"}](https://www.talkingquickly.co.uk/kubernetes-sso-a-detailed-guide) [![talos-systems.com: Is Vanilla Kubernetes Really Too Heavy For The Raspberry' Pi?](){: style="width:7%"}](https://www.talos-systems.com/blog/is-vanilla-kubernetes-really-too-heavy-for-the-raspberry-pi)

+[![None](){: style="width:7%"}](https://www.tangowithdjango.com) [![techbeatly.com: How to create, increase or decrease project quota](){: style="width:7%"}](https://www.techbeatly.com/2018/11/how-to-create-increase-or-decrease-project-quota-in-openshift.html) [![techbeatly.com: Ansible for Infrastructure Provisioning in AWS | Ansible' Real Life Series - youtube](){: style="width:7%"}](https://www.techbeatly.com/ansible-for-infrastructure-provisioning-in-aws-ansible-real-life-series) [![techbeatly.com: Terraform Cheat Sheet](){: style="width:7%"}](https://www.techbeatly.com/terraform-cheat-sheet) [![techbeatly.com: 10 Free Courses to Learn Terraform](){: style="width:7%"}](https://www.techbeatly.com/terraform-free-courses) [![techerati.com: DevSecOps: Eight tips for truly securing software](){: style="width:7%"}](https://www.techerati.com/features-hub/opinions/devsecops-eight-tips-for-truly-securing-software) [![techerati.com: Microservices in the Cloud-Native Era](){: style="width:7%"}](https://www.techerati.com/features-hub/opinions/microservices-in-the-cloud-native-era) [![TGB - AWS Interview Questions and Answers - Frequently asked](){: style="width:7%"}](https://www.techgeekbuzz.com/top-aws-interview-questions-and-answers) [![techmanyu.com: Kubernetes Security with Kube-bench and Kube-hunter 🌟](){: style="width:7%"}](https://www.techmanyu.com/kubernetes-security-with-kube-bench-and-kube-hunter-6765bf44ebc6) [![technologyreview.com: Andrew Ng: Forget about building an AI-first business. Start with a mission 🌟](){: style="width:7%"}](https://www.technologyreview.com/2021/03/26/1021258/ai-pioneer-andrew-ng-machine-learning-business) [![==technologyreview.es: "Las empresas que empiezan a lo grande con la IA' fracasan mÑs"== 🌟](){: style="width:7%"}](https://www.technologyreview.es/s/13258/las-empresas-que-empiezan-lo-grande-con-la-ia-fracasan-mas)

+[![Web Terminal Operator: Tips y Trucos](){: style="width:7%"}](https://www.techqna.io/2024/09/web-terminal-operator-tips-tricks-for.html) [![techradar.com: techradar.com](){: style="width:7%"}](https://www.techradar.com/best/best-devops-tools) [![techradar.com: Google Cloud is making it easier for developers to smuggle β€˜secrets’ in their code](){: style="width:7%"}](https://www.techradar.com/news/google-cloud-is-making-it-easier-for-developers-to-smuggle-secrets-in-their-code) [![techradar.com: Low-code could replace "traditional" coding within months](){: style="width:7%"}](https://www.techradar.com/news/low-code-could-replace-traditional-coding-within-months) [![techradar.com: Three tips to implement Kubernetes with open standards](){: style="width:7%"}](https://www.techradar.com/news/three-tips-to-implement-kubernetes-with-open-standards) [![techrepublic.com: AWS has gone down before, as have other providers; Fastly' has lessons to share from its own outage](){: style="width:7%"}](https://www.techrepublic.com/article/aws-has-gone-down-before-as-have-other-providers-fastly-has-lessons-to-share-from-its-own-outage) [![==techrepublic.com: AWS outage: Your response to AWS going down shouldn't' be multicloud==](){: style="width:7%"}](https://www.techrepublic.com/article/aws-outage-your-response-to-aws-going-down-shouldnt-be-multicloud) [![techrepublic.com: ChatGPT Cheat Sheet: Complete Guide for 2023](){: style="width:7%"}](https://www.techrepublic.com/article/chatgpt-cheat-sheet) [![techrepublic.com: DevOps is getting code released faster than ever. But' security is lagging behind](){: style="width:7%"}](https://www.techrepublic.com/article/devops-is-getting-code-released-faster-than-ever-but-security-is-lagging-behind) [![==techrepublic.com: Enterprises get closer to the app store experience with' Kubernetes and GitOps==](){: style="width:7%"}](https://www.techrepublic.com/article/enterprises-get-closer-to-the-app-store-experience-with-kubernetes-and-gitops) [![techrepublic.com: CI/CD platforms: How to choose the right continuous integration' and delivery system for your business](){: style="width:7%"}](https://www.techrepublic.com/article/how-to-choose-the-right-cicd-platform)

+[![techrepublic.com: How to create Let's Encrypt SSL certificates with acme.sh' on Linux](){: style="width:7%"}](https://www.techrepublic.com/article/how-to-create-lets-encrypt-ssl-certificates-with-acme-sh-on-linux) [![IBM creates an open source tool to simplify API documentation](){: style="width:7%"}](https://www.techrepublic.com/article/ibm-creates-an-open-source-tool-to-simplify-api-documentation) [![techrepublic.com: Kanboard: A simple to deploy, easy to use Kanban board' for project management](){: style="width:7%"}](https://www.techrepublic.com/article/kanboard-a-simple-to-deploy-easy-to-use-kanban-board-for-project-management) [![==Kubernetes magic is in enterprise standardization, not app portability==](){: style="width:7%"}](https://www.techrepublic.com/article/kubernetes-magic-is-in-enterprise-standardization-not-app-portability) [![techrepublic.com: Kubernetes will deliver the app store experience for enterprise' software, says Weaveworks CEO](){: style="width:7%"}](https://www.techrepublic.com/article/kubernetes-will-deliver-the-app-store-experience-for-enterprise-software-says-weaveworks-ceo) [![techrepublic.com: What is Lean Software Development?](){: style="width:7%"}](https://www.techrepublic.com/article/lean-development) [![techrepublic.com: OpenSearch: AWS rolls out its open source Elasticsearch' fork](){: style="width:7%"}](https://www.techrepublic.com/article/opensearch-aws-rolls-out-its-open-source-elasticsearch-fork) [![techrepublic.com: The best programming languages to learn in 2022](){: style="width:7%"}](https://www.techrepublic.com/article/the-best-programming-languages-to-learn-in-2022) [![==techrepublic.com: What can you do with Azure Files?==](){: style="width:7%"}](https://www.techrepublic.com/article/what-can-you-do-azure-files) [![techrepublic.com: Windows Subsystem for Linux 2: The GUI features developers' have been asking for](){: style="width:7%"}](https://www.techrepublic.com/article/windows-subsystem-for-linux-2-the-gui-features-developers-have-been-asking-for) [![techsupportpk.com: Install Ansible AWX on CentOS, RHEL 7, 8](){: style="width:7%"}](https://www.techsupportpk.com/2020/03/how-to-install-ansible-awx-centos-rhel-7-8.html)

+[![4 trends for Kubernetes cloud-native teams to watch in 2020](){: style="width:7%"}](https://www.techtarget.com/searchapparchitecture/tip/4-trends-for-Kubernetes-cloud-native-teams-to-watch-in-2020) [![itprotoday.com: Who's Winning in the Container Software Market 🌟](){: style="width:7%"}](https://www.techtarget.com/searchcio/answer/ITPro-Today-Network-Computing-IoT-World-Today-combine-with-TechTarget) [![techtarget.com: Amazon ECS vs. Kubernetes: Which should you use on AWS?](){: style="width:7%"}](https://www.techtarget.com/searchcloudcomputing/answer/Amazon-ECS-vs-Kubernetes-Which-should-you-use-on-AWS) [![Modernize legacy applications with containers, microservices](){: style="width:7%"}](https://www.techtarget.com/searchcloudcomputing/feature/Modernize-legacy-applications-with-containers-microservices) [![Compare tools for multi-cloud Kubernetes management 🌟](){: style="width:7%"}](https://www.techtarget.com/searchcloudcomputing/tip/Compare-tools-for-multi-cloud-Kubernetes-management) [![Assess managed Kubernetes services for your workloads.](){: style="width:7%"}](https://www.techtarget.com/searchcloudcomputing/tip/Weigh-the-pros-and-cons-of-managed-Kubernetes-services) [![searchstorage.techtarget.com: IBM Spectrum](){: style="width:7%"}](https://www.techtarget.com/searchitchannel/definition/IBM-International-Business-Machines) [![techtarget.com: How many Kubernetes nodes should be in a cluster? 🌟🌟🌟](){: style="width:7%"}](https://www.techtarget.com/searchitoperations/answer/How-many-Kubernetes-nodes-should-be-in-a-cluster) [![searchitoperations.techtarget.com: Differences between Kubernetes Ingress vs. load balancer](){: style="width:7%"}](https://www.techtarget.com/searchitoperations/feature/Differences-between-Kubernetes-Ingress-vs-load-balancer) [![**Optimize** Kubernetes cluster management with these 5 tips](){: style="width:7%"}](https://www.techtarget.com/searchitoperations/feature/Optimize-Kubernetes-cluster-management-with-these-5-tips) [![Top 15 DevOps blogs to read and follow](){: style="width:7%"}](https://www.techtarget.com/searchitoperations/feature/Top-15-DevOps-blogs-to-read-and-follow)

+[![searchitoperations.techtarget.com: Kubernetes policy project takes enterprise IT by storm](){: style="width:7%"}](https://www.techtarget.com/searchitoperations/news/252467102/Kubernetes-policy-project-takes-enterprise-IT-by-storm) [![searchitoperations.techtarget.com: GitOps pros grapple with Kubernetes configuration management. GitOps users seek ideal Kubernetes config tool 🌟](){: style="width:7%"}](https://www.techtarget.com/searchitoperations/news/252492459/GitOps-pros-grapple-with-Kubernetes-configuration-management) [![searchitoperations.techtarget.com: CNCF policy-as-code project bridges Kubernetes security gaps](){: style="width:7%"}](https://www.techtarget.com/searchitoperations/news/252505548/CNCF-policy-as-code-project-bridges-Kubernetes-security-gaps) [![searchitoperations.techtarget.com: Ensure Kubernetes high availability with master node planning](){: style="width:7%"}](https://www.techtarget.com/searchitoperations/tip/Ensure-Kubernetes-high-availability-with-master-node-planning) [![searchitoperations.techtarget.com: Terraform cheat sheet: Notable commands, HCL and more](){: style="width:7%"}](https://www.techtarget.com/searchitoperations/tip/Terraform-cheat-sheet-Notable-commands-HCL-and-more) [![searchitoperations.techtarget.com: Tips and tools to achieve a serverless DevOps workflow](){: style="width:7%"}](https://www.techtarget.com/searchitoperations/tip/Tips-and-tools-to-achieve-a-serverless-DevOps-workflow) [![techtarget.com: Get up to speed with PowerShell and the Microsoft Graph API](){: style="width:7%"}](https://www.techtarget.com/searchwindowsserver/tutorial/Get-up-to-speed-with-PowerShell-and-the-Microsoft-Graph-API) [![techuz.com: What is CI/CD? An Introduction to Continuous Integration, Continuous Deployment and CI/CD Pipeline](){: style="width:7%"}](https://www.techuz.com/blog/what-is-ci-cd-an-introduction-to-continuous-integration-continuous-deployment-and-ci-cd-pipeline) [![techwebspace.com: Get Started with the REST Assured Framework: An Example-based Guide](){: style="width:7%"}](https://www.techwebspace.com/get-started-with-the-rest-assured-framework-an-example-based-guide) [![Techworld with Nana: Learn DevOps topics easily](){: style="width:7%"}](https://www.techworld-with-nana.com) [![==techworld-with-nana.com/devops-bootcamp==](){: style="width:7%"}](https://www.techworld-with-nana.com/devops-bootcamp)

+[![techworld-with-nana.com: DevOps Roadmap 🌟](){: style="width:7%"}](https://www.techworld-with-nana.com/devops-roadmap) [![Platform Engineering Guide - 5 Key Use Cases of Internal Developer Platforms](){: style="width:7%"}](https://www.techworld-with-nana.com/post/platform-engineering-guide) [![None](){: style="width:7%"}](https://www.techzine.eu) [![tecmint.com 🌟](){: style="width:7%"}](https://www.tecmint.com) [![tecmint.com: 20 Netstat Commands for Linux Network Management](){: style="width:7%"}](https://www.tecmint.com/20-netstat-commands-for-linux-network-management) [![5 Tips to Boost the Performance of Your Apache Web Server](){: style="width:7%"}](https://www.tecmint.com/apache-performance-tuning) [![tecmint.com: How to Calculate IP Subnet Address with ipcalc Tool](){: style="width:7%"}](https://www.tecmint.com/calculate-ip-subnet-address-with-ipcalc-tool) [![tecmint.com: 10 Useful du (Disk Usage) Commands to Find Disk Usage of Files and Directories](){: style="width:7%"}](https://www.tecmint.com/check-linux-disk-usage-of-files-and-directories) [![tecmint.com: 10 Useful Commands to Collect System and Hardware Information in Linux](){: style="width:7%"}](https://www.tecmint.com/commands-to-collect-system-and-hardware-information-in-linux) [![tecmint.com: How to Control Systemd Services on Remote Linux Server](){: style="width:7%"}](https://www.tecmint.com/control-systemd-services-on-remote-linux-server) [![tecmint.com: What’s Difference Between Grep, Egrep and Fgrep in Linux?](){: style="width:7%"}](https://www.tecmint.com/difference-between-grep-egrep-and-fgrep-in-linux)

+[![tecmint.com: How to Find Recent or Today’s Modified Files in Linux 🌟](){: style="width:7%"}](https://www.tecmint.com/find-recent-modified-files-in-linux) [![tecmint.com: How to Kill Linux Process Using Kill, Pkill and Killall](){: style="width:7%"}](https://www.tecmint.com/how-to-kill-a-process-in-linux) [![Installing and Configuring Django Web Framework with Virtual Environments in CentOS/Debian](){: style="width:7%"}](https://www.tecmint.com/install-and-configure-django-web-framework-in-centos-debian-ubuntu) [![tecmint: How to Install Apache Kafka in CentOS/RHEL 7](){: style="width:7%"}](https://www.tecmint.com/install-apache-kafka-in-centos-rhel) [![tecmint.com: How to Install and Configure β€˜Collectd’ and β€˜Collectd-Web’ to Monitor Server Resources in Linux](){: style="width:7%"}](https://www.tecmint.com/install-collectd-and-collectd-web-to-monitor-server-resources-in-linux) [![tecmint.com: How to Install Docker on Rocky Linux and AlmaLinux](){: style="width:7%"}](https://www.tecmint.com/install-docker-in-rocky-linux-and-almalinux) [![tecmint.com: How to Setup High-Availability Load Balancer with β€˜HAProxy’ to Control Web Server Traffic](){: style="width:7%"}](https://www.tecmint.com/install-haproxy-load-balancer-in-linux) [![tecmint.com: How to Install htop on CentOS 8](){: style="width:7%"}](https://www.tecmint.com/install-htop-on-centos-8) [![tecmint.com: How to Install Java 17 on RHEL-based Linux Distributions](){: style="width:7%"}](https://www.tecmint.com/install-java-on-centos-rhel-fedora) [![tecmint.com: Different Ways to Use Column Command in Linux](){: style="width:7%"}](https://www.tecmint.com/linux-column-command) [![tecmint.com: 16 Useful Bandwidth Monitoring Tools to Analyze Network Usage in Linux](){: style="width:7%"}](https://www.tecmint.com/linux-network-bandwidth-monitoring-tools)

+[![tecmint.com: How to Manage Containers Using Podman and Skopeo in RHEL 8](){: style="width:7%"}](https://www.tecmint.com/manage-containers-using-podman-in-rhel) [![tecmint.com: How to Run Commands from Standard Input Using Tee and Xargs in Linux](){: style="width:7%"}](https://www.tecmint.com/pipe-command-output-to-other-commands) [![tecmint.com: 10 Practical Examples of Rsync Command in Linux](){: style="width:7%"}](https://www.tecmint.com/rsync-local-remote-file-synchronization-commands) [![tecmint.com: How to Run Commands from Standard Input Using Tee and Xargs' in Linux](){: style="width:7%"}](https://www.tecmint.com/run-commands-from-standard-input-using-tee-and-xargs-in-linux) [![Tecmint.com: How to Setup HAProxy as Load Balancer for Nginx on CentOS 8](){: style="width:7%"}](https://www.tecmint.com/setup-nginx-haproxy-load-balancer-in-centos-8) [![tecmint.com: Testssl.sh – Testing TLS/SSL Encryption Anywhere on Any Port](){: style="width:7%"}](https://www.tecmint.com/testssl-sh-test-tls-ssl-encryption-in-linux-commandline) [![tecmint.com: vtop – A Linux Process and Memory Activity Monitoring Tool](){: style="width:7%"}](https://www.tecmint.com/vtop-monitor-linux-process-usage) [![**watchman command**: A File and Directory Watching Tool for Changes](){: style="width:7%"}](https://www.tecmint.com/watchman-monitor-file-changes-in-linux) [![Ansible Let's Encrypt Collection](){: style="width:7%"}](https://www.telekom-mms.com/blog) [![telepresence.io 🌟](){: style="width:7%"}](https://www.telepresence.io) [![telerik.com: Your First Microservice in .NET 6](){: style="width:7%"}](https://www.telerik.com/blogs/your-first-microservice-dotnet-6)

+[![ermetic.com: Access Undenied on AWS](){: style="width:7%"}](https://www.tenable.com/blog/access-undenied-on-aws) [![accurics.com: Terraform Security: Improving IaC Scans with Terraform Plan Output](){: style="width:7%"}](https://www.tenable.com/cloud-security/products/cnapp) [![terrascan 🌟](){: style="width:7%"}](https://www.tenable.com/cloud-security/solutions/iac) [![terraform-best-practices.com 🌟](){: style="width:7%"}](https://www.terraform-best-practices.com) [![terraform.io](){: style="width:7%"}](https://www.terraform.io) [![None](){: style="width:7%"}](https://www.terraform.io/docs/cli/commands/graph.html) [![terraform.io: Terraform Commands](){: style="width:7%"}](https://www.terraform.io/docs/commands/index.html) [![terraform.io: Refactoring](){: style="width:7%"}](https://www.terraform.io/docs/language/modules/develop/refactoring.html) [![==terraform.io: Provisioners==](){: style="width:7%"}](https://www.terraform.io/language/resources/provisioners/syntax) [![==terrahaxs.com: Choosing the Right Terraform Loop: count vs for_each==' 🌟](){: style="width:7%"}](https://www.terrahaxs.com/blog/count-vs-for-each) [![terrateam.io: Terraform Pre-Commit Hooks](){: style="width:7%"}](https://www.terrateam.io/blog/posts/terraform-pre-commit-hooks)

+[![teslarati.com: IDRA finishes 9,000-ton Giga Press; Tesla expecting it any day now](){: style="width:7%"}](https://www.teslarati.com/idra-9000-ton-giga-press) [![testcontainers.org](){: style="width:7%"}](https://www.testcontainers.org) [![testinglpoint.com: Cucumber Interview Question](){: style="width:7%"}](https://www.testinglpoint.com/cucumber-interview-question) [![testinglpoint.com: Features of JMeter](){: style="width:7%"}](https://www.testinglpoint.com/features-of-jmeter) [![testinglpoint.com: Timer in JMeter](){: style="width:7%"}](https://www.testinglpoint.com/timer) [![testmo.com: GitLab CI/CD Test Automation Pipeline & Reporting](){: style="width:7%"}](https://www.testmo.com/guides/gitlab-ci-test-automation) [![lambdatest.com: Top 27 Best Practices For Selenium Test Automation](){: style="width:7%"}](https://www.testmuai.com/blog/27-best-practices-selenium-test-automation) [![lambdatest.com: 49 Most Common Selenium Exceptions for Automation Testing](){: style="width:7%"}](https://www.testmuai.com/blog/49-common-selenium-exceptions-automation-testing) [![lambdatest.com: How To Create Automated Web Bot With Selenium In Python](){: style="width:7%"}](https://www.testmuai.com/blog/automated-web-bot-with-selenium-python) [![None](){: style="width:7%"}](https://www.testmuai.com/blog/automation-testing-with-selenium-javascript) [![cBamboo vs Jenkins: Showdown Of CI/CD Tools](){: style="width:7%"}](https://www.testmuai.com/blog/bamboo-vs-jenkins-showdown-of-ci-cd-tools)

+[![lambdatest.com: 21 Of The Best Jenkins Alternatives For Developers](){: style="width:7%"}](https://www.testmuai.com/blog/best-jenkins-alternatives) [![lambdatest.com: Top Automation Testing Trends To Look Out In 2021](){: style="width:7%"}](https://www.testmuai.com/blog/best-test-automation-trends) [![lambdatest.com: How To Build a CI/CD Pipeline In Azure DevOps ?](){: style="width:7%"}](https://www.testmuai.com/blog/build-ci-cd-pipeline-in-azure-devops) [![lambdatest.com: How To Build Your First CI/CD Pipeline With Travis CI?](){: style="width:7%"}](https://www.testmuai.com/blog/build-first-ci-cd-pipeline-with-travis-ci) [![lambdatest.com: Top 10 CI/CD Pipeline Implementation Challenges And Solutions](){: style="width:7%"}](https://www.testmuai.com/blog/cicd-pipeline-challenges) [![lambdatest.com: CircleCI Vs. GitLab: Choosing The Right CI/CD Tool](){: style="width:7%"}](https://www.testmuai.com/blog/circleci-vs-gitlab) [![lambdatest.com: Complete Guide To Access Forms In Selenium With Java](){: style="width:7%"}](https://www.testmuai.com/blog/complete-guide-to-access-forms-in-selenium-with-java) [![lambdatest.com: How To Integrate Cucumber With Jenkins?](){: style="width:7%"}](https://www.testmuai.com/blog/cucumber-with-jenkins-integration) [![lambdatest.com: Selenium vs Cypress – Which Is Better in 2021?](){: style="width:7%"}](https://www.testmuai.com/blog/cypress-vs-selenium-comparison) [![lambdatest.com: Debunking The Top 8 Selenium Testing Myths](){: style="width:7%"}](https://www.testmuai.com/blog/debunking-selenium-testing-myths) [![None](){: style="width:7%"}](https://www.testmuai.com/blog/execute-junit4-tests-with-junit5)

+[![lambdatest.com: How To Create Jenkins Multibranch Pipeline 🌟](){: style="width:7%"}](https://www.testmuai.com/blog/how-to-create-jenkins-multibranch-pipeline) [![None](){: style="width:7%"}](https://www.testmuai.com/blog/how-to-read-configuration-files-in-python-using-selenium) [![lambdatest.com: How To Setup CI/CD Pipeline With Bamboo For PHP Projects](){: style="width:7%"}](https://www.testmuai.com/blog/how-to-setup-cicd-pipeline-with-bamboo-for-php-projects) [![lambdatest.com: How To Set Up Continuous Integration With Git and Jenkins?](){: style="width:7%"}](https://www.testmuai.com/blog/how-to-setup-continuous-integration-with-git-jenkins) [![None](){: style="width:7%"}](https://www.testmuai.com/blog/jenkins-declarative-pipeline-examples) [![lambdatest.com: Best Jenkins Pipeline Tutorial For Beginners (Examples) 🌟](){: style="width:7%"}](https://www.testmuai.com/blog/jenkins-pipeline-tutorial) [![lambdatest.com: Jenkins vs Travis vs Bamboo vs TeamCity: Clash Of The Titans](){: style="width:7%"}](https://www.testmuai.com/blog/jenkins-vs-travis-vs-bamboo-vs-teamcity) [![None](){: style="width:7%"}](https://www.testmuai.com/blog/junit5-extensions) [![lambdatest.com: How To Modify HTTP Request Headers In JAVA Using Selenium WebDriver?](){: style="width:7%"}](https://www.testmuai.com/blog/modifying-http-request-headers-in-java-using-selenium-webdriver) [![lambdatest.com: How To Run Selenium Tests In Docker ? 🌟](){: style="width:7%"}](https://www.testmuai.com/blog/run-selenium-tests-in-docker) [![lambdatest.com: How To Scroll a Page Using Selenium WebDriver?](){: style="width:7%"}](https://www.testmuai.com/blog/scroll-down-in-selenium)

+[![lambdatest.com: Complete Guide To Selenium Testing with GitHub Actions 🌟](){: style="width:7%"}](https://www.testmuai.com/blog/selenium-github-actions-example) [![lambdatest.com: Selenium IDE: What Is It? & Why Is It Must For Every QA?](){: style="width:7%"}](https://www.testmuai.com/blog/selenium-ide-what-is-it-why-is-it-must-for-every-qa) [![lambdatest.com: Selenium Webdriver Java Tutorial – Guide for Beginners](){: style="width:7%"}](https://www.testmuai.com/blog/selenium-java-tutorial-how-to-test-login-process) [![lambdatest.com: How To Integrate Jenkins & Maven With Selenium?](){: style="width:7%"}](https://www.testmuai.com/blog/selenium-maven-jenkins-integration) [![lambdatest.com: The Ultimate Selenium Python Cheat Sheet for Test Automation](){: style="width:7%"}](https://www.testmuai.com/blog/selenium-python-cheat-sheet) [![lambdatest.com: Selenium Automation Testing: Basics and Getting Started 🌟](){: style="width:7%"}](https://www.testmuai.com/blog/selenium-tutorial) [![lambdatest.com: How To Set Jenkins Pipeline Environment Variables? 🌟](){: style="width:7%"}](https://www.testmuai.com/blog/set-jenkins-pipeline-environment-variables-list) [![lambdatest.com: TeamCity vs. Jenkins: Picking The Right CI/CD Tool](){: style="width:7%"}](https://www.testmuai.com/blog/teamcity-vs-jenkins-picking-the-right-ci-cd-tool) [![lambdatest.com: TestNG vs JUnit : Which testing framework should you choose?](){: style="width:7%"}](https://www.testmuai.com/blog/testng-vs-junit-which-testing-framework-should-you-choose) [![lambdatest.com: How To Upgrade From Selenium 3 To Selenium 4?](){: style="width:7%"}](https://www.testmuai.com/blog/upgrade-from-selenium3-to-selenium4) [![lambdatest.com: How To Use GitLab CI To Run Tests Locally? 🌟](){: style="width:7%"}](https://www.testmuai.com/blog/use-gitlab-ci-to-run-test-locally)

+[![lambdatest.com: How To Use Shared Libraries In A Jenkins Pipeline? 🌟](){: style="width:7%"}](https://www.testmuai.com/blog/use-jenkins-shared-libraries-in-a-jenkins-pipeline) [![lambdatest.com: What Is New In Selenium 4 And What Is Deprecated In It? 🌟](){: style="width:7%"}](https://www.testmuai.com/blog/what-is-deprecated-in-selenium4) [![lambdatest.com: What Is Jenkins Used For? 🌟](){: style="width:7%"}](https://www.testmuai.com/blog/what-is-jenkins) [![lambdatest.com: Why Selenium Grid Is Ideal For Automated Browser Testing?](){: style="width:7%"}](https://www.testmuai.com/blog/why-selenium-grid-is-ideal-for-automated-browser-testing) [![lambdatest.com: Why You Need Build Automation Tools for Selenium Automation Testing?](){: style="width:7%"}](https://www.testmuai.com/blog/why-you-need-build-automation-tools-for-selenium-automation-testing) [![lambdatest.com: Jenkins Tutorial 🌟](){: style="width:7%"}](https://www.testmuai.com/learning-hub/jenkins) [![lambdatest.com: Selenium Python Tutorial 🌟](){: style="width:7%"}](https://www.testmuai.com/learning-hub/python-tutorial) [![lambdatest.com: Selenium 4 🌟](){: style="width:7%"}](https://www.testmuai.com/learning-hub/selenium-4) [![lambdatest.com: Selenium Locators Tutorial 🌟](){: style="width:7%"}](https://www.testmuai.com/learning-hub/selenium-locators) [![lambdatest.com/selenium: Introduction to Selenium Basics](){: style="width:7%"}](https://www.testmuai.com/selenium) [![blog.gurock.com: What Is DevTestOps?](){: style="width:7%"}](https://www.testrail.com/blog/what-is-devtestops)

+[![testrigtechnologies.com: Selenium Automation Testing: How to write automated test scripts using selenium](){: style="width:7%"}](https://www.testrigtechnologies.com/how-to-write-a-test-automation-selenium-test-script) [![tetrate.io: SkyWalking 8.4 provides infrastucture monitoring for VMs](){: style="width:7%"}](https://www.tetrate.io/blog/27835-revision-v1) [![tetrate.io: How to debug microservices in Kubernetes with proxy, sidecar' or service mesh?](){: style="width:7%"}](https://www.tetrate.io/blog/how-to-debug-microservices-in-kubernetes-with-proxy-sidecar-or-service-mesh) [![tetrate.io: Using Istio Service Mesh as API Gateway 🌟](){: style="width:7%"}](https://www.tetrate.io/blog/istio-servicemesh-api-gateway) [![tetrate.io: Multicluster Management with Kubernetes and Istio 🌟](){: style="width:7%"}](https://www.tetrate.io/blog/multicluster-management-with-kubernetes-and-istio) [![tetrate.io: VM to container communications 101](){: style="width:7%"}](https://www.tetrate.io/blog/vm-to-container-communications-101) [![tetrate.io: Why do you need Istio when you already have Kubernetes?](){: style="width:7%"}](https://www.tetrate.io/blog/why-do-you-need-istio-when-you-already-have-kubernetes) [![thatjeffsmith.com: Best Practices: REST APIs for your Database {Draft!}](){: style="width:7%"}](https://www.thatjeffsmith.com/archive/2022/02/best-practices-rest-apis-for-your-database-draft) [![the-aks-checklist.com: The Azure Kubernetes Service Checklist 🌟🌟🌟](){: style="width:7%"}](https://www.the-aks-checklist.com) [![theatlantic.com: Why Managers Fear a Remote-Work Future](){: style="width:7%"}](https://www.theatlantic.com/ideas/archive/2021/07/work-from-home-benefits/619597) [![Foreman](){: style="width:7%"}](https://www.theforeman.org)

+[![The Geek Stuff](){: style="width:7%"}](https://www.thegeekstuff.com) [![Kubernetes workshop in a box](){: style="width:7%"}](https://www.theguild.nl/k8s-workshop-in-a-box) [![padok.fr: Getting started with kubectl plugins](){: style="width:7%"}](https://www.theodo.com/en-fr/blog/getting-started-with-kubectl-plugins) [![Kubernetes PVCs with EFS provisioner](){: style="width:7%"}](https://www.theodo.com/en-fr/blog/how-to-use-kubernetes-pvcs-with-efs-provisioner) [![padok.fr: Kubernetes’ Architecture: Understanding the components and structure of clusters 🌟](){: style="width:7%"}](https://www.theodo.com/en-fr/blog/kubernetes-architecture-understanding-the-components-and-structure-of-clusters) [![padok.fr: MiniKube, Kubeadm, Kind, K3S, how to get started on Kubernetes?](){: style="width:7%"}](https://www.theodo.com/en-fr/blog/kubernetes-technologies-kubeadm-vs-minikube-kind-and-k3s) [![Templating on OpenShift: should I use Helm templates or OpenShift templates? 🌟](){: style="width:7%"}](https://www.theodo.com/en-fr/blog/openshift-what-templates-should-you-use-helm-or-openshift) [![padok.fr: FinOps, or the Culture of Cloud Cost Optimization](){: style="width:7%"}](https://www.theodo.com/en-fr/blog/what-is-finops-and-what-are-its-best-practices) [![None](){: style="width:7%"}](https://www.theodo.com/expertise/cloud) [![Trainline.com dumps Oracle and Microsoft, gulps AWS Kool-Aid](){: style="width:7%"}](https://www.theregister.co.uk/2016/07/13/trainline_dumps_oracle_microsoft_goes_full_aws_cto_interview) [![theregister.co.uk: Compose yourselves – Docker has published multi-container' app spec, needs contributors to help maintain and develop it](){: style="width:7%"}](https://www.theregister.co.uk/2020/04/08/docker_opens_up_compose_specification)

+[![theregister.com: Coding unit tests is boring. Wouldn't it be cool if an' AI could do it for you? That's where Diffblue comes in](){: style="width:7%"}](https://www.theregister.com/2020/09/21/diffblue_let_ai_code_unit_tests) [![theregister.com: Microservices guru says think serverless, not Kubernetes:' You don't want to manage 'a towering edifice of stuff](){: style="width:7%"}](https://www.theregister.com/2020/09/22/microservices_talk_gotopia) [![theregister.com: DigitalOcean decides to head rivals off at the PaaS, floats' App Platform to deploy, run code without juggling servers](){: style="width:7%"}](https://www.theregister.com/2020/10/07/digitalocean_paas_app_platform) [![theregister.com: Juggling Ansible, OpenShift and K8s? This is for you: Red' Hat couples automation to cluster management](){: style="width:7%"}](https://www.theregister.com/2020/10/14/redhat_ansible_kubernetes) [![theregister.com: 75% of databases to be cloud-hosted by 2022, says Gartner' while dishing on the weak points of each provider](){: style="width:7%"}](https://www.theregister.com/2020/12/02/gartner_cloud_dbms) [![theregister.com: Passwords begone: GitHub will ban them next year for authenticating' Git operations](){: style="width:7%"}](https://www.theregister.com/2020/12/17/github_bans_passwords) [![theregister.com: AWS to retire EC2-Classic – the network glue that helped' start the IaaS rush](){: style="width:7%"}](https://www.theregister.com/2021/07/29/amazon_web_services_ec2_classic_networking) [![theregister.com: Microsoft Azure deprecations: API changes will break applications' and PowerShell scripts](){: style="width:7%"}](https://www.theregister.com/2021/09/03/microsoft_azure_deprecations_api_changes) [![theregister.com: MySQL a 'pretty poor database' says departing Oracle' engineer](){: style="width:7%"}](https://www.theregister.com/2021/12/06/mysql_a_pretty_poor_database) [![theregister.com: The big AWS event: 120 announcements but nothing has changed](){: style="width:7%"}](https://www.theregister.com/2021/12/09/the_big_aws_event_120) [![==theregister.com: How Kubernetes lowers costs and automates IT department' work==](){: style="width:7%"}](https://www.theregister.com/2021/12/21/how_kubernetes_lowers_costs)

+[![theregister.com: Basecamp details 'obscene' $3.2 million bill that caused' it to quit the cloud](){: style="width:7%"}](https://www.theregister.com/2023/01/16/basecamp_37signals_cloud_bill) [![theregister.com: Microsoft has made Azure Linux generally available. Repeat,' Azure Linux](){: style="width:7%"}](https://www.theregister.com/2023/05/26/microsoft_azure_linux_container) [![theregister.com: DigitalOcean decides to head rivals off at the PaaS, floats App Platform to deploy, run code without juggling servers](){: style="width:7%"}](https://www.theregister.com/off-prem/2020/10/07/digitalocean-decides-to-head-rivals-off-at-the-paas-floats-app-platform-to-deploy-run-code-without-juggling-servers/802967) [![theregister.com: AWS to retire EC2-Classic – the network glue that helped start the IaaS rush](){: style="width:7%"}](https://www.theregister.com/off-prem/2021/07/29/aws-to-retire-ec2-classic-the-network-glue-that-helped-start-the-iaas-rush/527489) [![theregister.com: Microsoft Azure deprecations: API changes will break applications and PowerShell scripts](){: style="width:7%"}](https://www.theregister.com/off-prem/2021/09/03/microsoft-azure-deprecations-api-changes-will-break-applications-and-powershell-scripts/748744) [![theregister.com: The big AWS event: 120 announcements but nothing has changed](){: style="width:7%"}](https://www.theregister.com/off-prem/2021/12/09/the-big-aws-event-120-announcements-but-nothing-has-changed/605657) [![theregister.com: Basecamp details 'obscene' $3.2 million bill that caused it to quit the cloud](){: style="width:7%"}](https://www.theregister.com/off-prem/2023/01/16/basecamp-details-32-million-bill-that-saw-it-quit-cloud/270397) [![theregister.com: Passwords begone: GitHub will ban them next year for authenticating Git operations](){: style="width:7%"}](https://www.theregister.com/security/2020/12/17/passwords-begone-github-will-ban-them-next-year-for-authenticating-git-operations/958514) [![theregister.co.uk: Compose yourselves – Docker has published multi-container app spec, needs contributors to help maintain and develop it](){: style="width:7%"}](https://www.theregister.com/software/2020/04/08/compose-yourselves-docker-has-published-multi-container-app-spec-needs-contributors-to-help-maintain-and-develop-it/311866) [![theregister.com: Coding unit tests is boring. Wouldn't it be cool if an AI could do it for you? That's where Diffblue comes in](){: style="width:7%"}](https://www.theregister.com/software/2020/09/21/coding-unit-tests-is-boring-wouldnt-it-be-cool-if-an-ai-could-do-it-for-you-thats-where-diffblue-comes-in/318634) [![theregister.com: Microservices guru says think serverless, not Kubernetes: You don't want to manage 'a towering edifice of stuff'](){: style="width:7%"}](https://www.theregister.com/software/2020/09/22/microservices-guru-says-think-serverless-not-kubernetes-you-dont-want-to-manage-a-towering-edifice-of-stuff/353334)

+[![theregister.com: Juggling Ansible, OpenShift and K8s? This is for you: Red Hat couples automation to cluster management](){: style="width:7%"}](https://www.theregister.com/software/2020/10/14/juggling-ansible-openshift-and-k8s-this-is-for-you-red-hat-couples-automation-to-cluster-management/656846) [![theregister.com: 75% of databases to be cloud-hosted by 2022, says Gartner while dishing on the weak points of each provider](){: style="width:7%"}](https://www.theregister.com/software/2020/12/02/75-of-databases-to-be-cloud-hosted-by-2022-says-gartner-while-dishing-on-the-weak-points-of-each-provider/495782) [![theregister.com: MySQL a 'pretty poor database' says departing Oracle engineer](){: style="width:7%"}](https://www.theregister.com/software/2021/12/06/mysql-a-pretty-poor-database-says-ex-oracle-engineer/539827) [![theregister.com: How Kubernetes lowers costs and automates IT department work](){: style="width:7%"}](https://www.theregister.com/software/2021/12/21/how-kubernetes-lowers-costs-and-automates-it-department-work/1316708) [![theregister.com: Microsoft has made Azure Linux generally available. Repeat, Azure Linux](){: style="width:7%"}](https://www.theregister.com/software/2023/05/26/microsofts-azure-linux-distro-is-now-generally-available/568359) [![theserverlessmindset.com: Choosing the Best Database for Your Serverless Project](){: style="width:7%"}](https://www.theserverlessmindset.com/p/best-serverless-database) [![theskillpedia.com: Managing docker images - openshift tutorial](){: style="width:7%"}](https://www.theskillpedia.com/managing-docker-images-openshift-tutorial) [![How Kubernetes Operators Fit into Platform Building and When Traditional IaC Isn't Enough](){: style="width:7%"}](https://www.thestack.technology/how-kubernetes-operators-fit-into-to-platform-building-and-when-traditional-iac-isnt-enough) [![thestack.technology: VMware is killing off 56 products amid "tectonic" infrastructure shift](){: style="width:7%"}](https://www.thestack.technology/vmware-is-killing-off-56-products-including-vsphere-hypervisor-and-nsx) [![theverge.com: Google Docs is getting more Markdown support](){: style="width:7%"}](https://www.theverge.com/2022/3/29/23002138/google-docs-markdown-support-formatting-update) [![==thinksys.com: Azure DevOps Pipeline Complete Guide 2022==](){: style="width:7%"}](https://www.thinksys.com/azure/azure-devops-pipeline-complete-guide)

+[![thinksys.com: Docker Swarm vs. Kubernetes: Comparison 2022](){: style="width:7%"}](https://www.thinksys.com/devops/docker-swarm-vs-kubernetes-comparison) [![thinksys.com: Understanding Kubernetes Autoscaling](){: style="width:7%"}](https://www.thinksys.com/devops/kubernetes-autoscaling) [![thinksys.com: Understanding Multi-Tenancy in Kubernetes 🌟](){: style="width:7%"}](https://www.thinksys.com/devops/kubernetes-multi-tenancy) [![thomasmaurer.ch](){: style="width:7%"}](https://www.thomasmaurer.ch) [![thomasmaurer.ch: Enable PowerShell SSH Remoting in PowerShell 7](){: style="width:7%"}](https://www.thomasmaurer.ch/2020/04/enable-powershell-ssh-remoting-in-powershell-7) [![thomasmaurer.ch: How to Install a Windows Server Container Host](){: style="width:7%"}](https://www.thomasmaurer.ch/2020/06/how-to-install-a-windows-server-container-host) [![None](){: style="width:7%"}](https://www.thomasmaurer.ch/2020/07/download-new-azure-architecture-icons-now) [![thomasmaurer.ch: Learn how to deploy and manage Azure resources with ARM templates](){: style="width:7%"}](https://www.thomasmaurer.ch/2020/12/learn-how-to-deploy-and-manage-azure-resources-with-arm-templates) [![thomasmaurer.ch: How to check the available VM Sizes (SKUs) by Azure Region](){: style="width:7%"}](https://www.thomasmaurer.ch/2021/02/how-to-check-the-available-vm-sizes-skus-by-azure-region) [![thomasmaurer.ch: Run cloud-native apps on Azure PaaS anywhere](){: style="width:7%"}](https://www.thomasmaurer.ch/2021/06/run-cloud-native-apps-on-azure-paas-anywhere) [![thomasmaurer.ch: Getting started with Windows Package Manager WinGet](){: style="width:7%"}](https://www.thomasmaurer.ch/2021/07/getting-started-with-windows-package-manager-winget)

+[![thomasmaurer.ch: PowerShell: Download script or file from GitHub](){: style="width:7%"}](https://www.thomasmaurer.ch/2021/07/powershell-download-script-or-file-from-github) [![thomasmaurer.ch: How To Learn Microsoft Azure in 2022](){: style="width:7%"}](https://www.thomasmaurer.ch/2022/01/how-to-learn-microsoft-azure-in-2022) [![thomasmaurer.ch: Azure Landing Zone Review Assessment](){: style="width:7%"}](https://www.thomasmaurer.ch/2023/09/azure-landing-zone-review-assessment) [![Azure Arc enabled Kubernetes allows you to connect and manage external Kubernetes clusters in Azure](){: style="width:7%"}](https://www.thorsten-hans.com/azure-arc-enabled-kubernetes-digital-ocean) [![thorsten-hans.com: Debugging apps in Kubernetes with Bridge](){: style="width:7%"}](https://www.thorsten-hans.com/debugging-apps-in-kubernetes-with-bridge) [![thorsten-hans.com: Encrypt your Kubernetes Secrets with Mozilla SOPS](){: style="width:7%"}](https://www.thorsten-hans.com/encrypt-your-kubernetes-secrets-with-mozilla-sops) [![thorsten-hans.com: Hot-Reload .NET Configuration in Kubernetes with ConfigMaps](){: style="width:7%"}](https://www.thorsten-hans.com/hot-reload-net-configuration-in-kubernetes-with-configmaps) [![thoughtworks.com: Modernizing your build pipelines with **Concourse CI** 🌟](){: style="width:7%"}](https://www.thoughtworks.com/es-es/insights/blog) [![thoughtworks.com: Modernizing your build pipelines with **Concourse CI**' 🌟](){: style="width:7%"}](https://www.thoughtworks.com/es/insights/blog/modernizing-your-build-pipelines) [![thoughtworks.com: NoSQL Databases, an overview](){: style="width:7%"}](https://www.thoughtworks.com/insights/blog/nosql-databases-overview) [![None](){: style="width:7%"}](https://www.thoughtworks.com/insights/continuous-delivery)

+[![None](){: style="width:7%"}](https://www.thoughtworks.com/insights/topic/continuous-delivery) [![thoughtworks.com: Kubernetes](){: style="width:7%"}](https://www.thoughtworks.com/radar/platforms/kubernetes) [![thoughtworks.com: Templating in YAML](){: style="width:7%"}](https://www.thoughtworks.com/radar/techniques/templating-in-yaml) [![thoughtworks.com: Helm](){: style="width:7%"}](https://www.thoughtworks.com/radar/tools/helm) [![Threat Stack](){: style="width:7%"}](https://www.threatstack.com) [![threatstack.com: 50 Best AWS CloudWatch Tutorials](){: style="width:7%"}](https://www.threatstack.com/blog/50-best-aws-cloudwatch-tutorials) [![None](){: style="width:7%"}](https://www.thunderclient.io) [![tigera.io](){: style="width:7%"}](https://www.tigera.io) [![tigera.io: Calico WireGuard support with Azure CNI](){: style="width:7%"}](https://www.tigera.io/blog/calico-wireguard-support-with-azure-cni) [![tigera.io: Comparing kube-proxy modes: iptables or IPVS?](){: style="width:7%"}](https://www.tigera.io/blog/comparing-kube-proxy-modes-iptables-or-ipvs) [![tigera.io: Enforcing Network Security Policies with GitOps – Part 1 (Calico + ArgoCD)](){: style="width:7%"}](https://www.tigera.io/blog/enforcing-network-security-policies-with-gitops-part-1)

+[![tigera.io: Kubernetes security policy design: 10 critical best practices 🌟](){: style="width:7%"}](https://www.tigera.io/blog/kubernetes-security-policy-10-critical-best-practices) [![tigera.io: Turbocharging AKS networking with Calico eBPF](){: style="width:7%"}](https://www.tigera.io/blog/turbocharging-aks-networking-with-calico-ebpf) [![timescale.com: Prometheus vs. OpenTelemetry Metrics: A Complete Guide](){: style="width:7%"}](https://www.tigerdata.com/blog/prometheus-vs-opentelemetry-metrics-a-complete-guide) [![None](){: style="width:7%"}](https://www.tigerdata.com/cloud) [![postgrescheatsheet.com](){: style="width:7%"}](https://www.tigerdata.com/learn/postgres-cheat-sheet) [![None](){: style="width:7%"}](https://www.tiktok.com/@broadwayourwaysf/video/7645007016355745037?_r=1&_t=ZT-96kKlRAHb49) [![timescale.com: Kubernetes Observability in One Command: How to Generate' and Store OpenTelemetry Traces Automatically](){: style="width:7%"}](https://www.timescale.com/blog/generate-and-store-opentelemetry-traces-automatically) [![timescale.com: Prometheus vs. OpenTelemetry Metrics: A Complete Guide](){: style="width:7%"}](https://www.timescale.com/blog/prometheus-vs-opentelemetry-metrics-a-complete-guide) [![timewatch.com: Outlook Resource Scheduling – View and report on Employee Outlook Calendars](){: style="width:7%"}](https://www.timewatch.com/blog/outlook-resource-scheduling) [![timewatch.com: Outlook Resource Scheduling – View and report on Employee' Outlook Calendars](){: style="width:7%"}](https://www.timewatch.com/outlook-resource-scheduling) [![tkng.io: The Kubernetes Networking Guide 🌟🌟](){: style="width:7%"}](https://www.tkng.io)

+[![tkng.io/arch: THE KUBERNETES NETWORK MODEL 🌟🌟](){: style="width:7%"}](https://www.tkng.io/arch) [![toolbox.com: Site Reliability Engineering: What Is It and How Can It Help Scale Operations? 🌟](){: style="width:7%"}](https://www.toolbox.com/tech/devops/articles/automating-sre-to-scale-operations) [![toolbox.com: Why Are Organizations Adopting GitOps for Continuous Deployment in 2022?](){: style="width:7%"}](https://www.toolbox.com/tech/devops/articles/more-organizations-adopting-gitops) [![toptal](){: style="width:7%"}](https://www.toptal.com) [![toptal.com: A Kubernetes Service Mesh Comparison 🌟](){: style="width:7%"}](https://www.toptal.com/kubernetes/service-mesh-comparison) [![toptal.com: Trunk-based Development vs. Git Flow](){: style="width:7%"}](https://www.toptal.com/software/trunk-based-development-git-flow) [![toptechskills.com: Ansible Tutorials & Courses 🌟](){: style="width:7%"}](https://www.toptechskills.com/ansible-tutorials-courses) [![toptechskills.com: How to Speed Up Your Ansible Playbooks Over 600% 🌟](){: style="width:7%"}](https://www.toptechskills.com/ansible-tutorials-courses/speed-up-ansible-playbooks-pipelining-mitogen) [![traceable.ai: Use the OWASP API Top 10 To Secure Your APIs](){: style="width:7%"}](https://www.traceable.ai/blog-post/use-the-owasp-api-top-10-to-secure-your-apis) [![Travis CI](){: style="width:7%"}](https://www.travis-ci.com) [![trek10.com: Beginner's Guide to Using Terraform with AWS 🌟](){: style="width:7%"}](https://www.trek10.com/blog/beginners-guide-to-using-terraform-with-aws)

+[![trek10.com: Control Tower: Then vs Now](){: style="width:7%"}](https://www.trek10.com/blog/control-tower-then-vs-now) [![trek10.com: Enterprise CI/CD on AWS: a pragmatic approach](){: style="width:7%"}](https://www.trek10.com/blog/pragmatic-enterprise-cicd) [![tremolosecurity.com: Pipelines and Kubernetes Authentication](){: style="width:7%"}](https://www.tremolo.io/post/pipelines-and-kubernetes-authentication) [![tremolosecurity.com: Secure Access to Kubernetes From Your Pipeline](){: style="width:7%"}](https://www.tremolo.io/post/secure-access-to-kubernetes-from-your-pipeline) [![tremolosecurity.com: Updating kube-oidc-proxy](){: style="width:7%"}](https://www.tremolo.io/post/updating-kube-oidc-proxy) [![tremolosecurity.com: Pipelines and Kubernetes Authentication](){: style="width:7%"}](https://www.tremolosecurity.com/post/pipelines-and-kubernetes-authentication) [![tremolosecurity.com: Secure Access to Kubernetes From Your Pipeline](){: style="width:7%"}](https://www.tremolosecurity.com/post/secure-access-to-kubernetes-from-your-pipeline) [![==tremolosecurity.com: Updating kube-oidc-proxy==](){: style="width:7%"}](https://www.tremolosecurity.com/post/updating-kube-oidc-proxy) [![tricentis.com: Getting started with automated continuous performance testing](){: style="width:7%"}](https://www.tricentis.com/blog/automated-continuous-performance-testing) [![TriggerMesh](){: style="width:7%"}](https://www.triggermesh.com) [![TrillioVault for Kubernetes](){: style="width:7%"}](https://www.trilio.io/triliovault-for-kubernetes)

+[![trio.dev: Angular vs React: Is Angular Dead?](){: style="width:7%"}](https://www.trio.dev/react/resources/angular-vs-react) [![tripwire.com: Everything You Need to Know About CI/CD and Security](){: style="width:7%"}](https://www.tripwire.com/state-of-security/devops/everything-need-to-know-about-ci-cd-security) [![troyhunt.com: Your API versioning is wrong, which is why I decided to do it 3 different wrong ways](){: style="width:7%"}](https://www.troyhunt.com/your-api-versioning-is-wrong-which-is) [![truelancer](){: style="width:7%"}](https://www.truelancer.com) [![What is Platform as a Service Software?](){: style="width:7%"}](https://www.trustradius.com/platform-as-a-service-paas) [![tusacentral.com: MySQL on Kubernetes demystified](){: style="width:7%"}](https://www.tusacentral.com/joomla/index.php/mysql-blogs/243-mysql-on-kubernetes-demystified) [![None](){: style="width:7%"}](https://www.tutorialspoint.com) [![tutorialspoint.com: JMeter Quick Guide](){: style="width:7%"}](https://www.tutorialspoint.com/jmeter/pdf/jmeter_quick_guide.pdf) [![tutorialspoint.com/openshift](){: style="width:7%"}](https://www.tutorialspoint.com/openshift) [![tutorialspoint.com/openshift](){: style="width:7%"}](https://www.tutorialspoint.com/openshift/index.htm) [![tutorialworks.com: The differences between Docker, containerd, CRI-O and runc](){: style="width:7%"}](https://www.tutorialworks.com/difference-docker-containerd-runc-crio-oci)

+[![tutorialworks.com: How to Start Containers Automatically, with Podman and Systemd](){: style="width:7%"}](https://www.tutorialworks.com/podman-systemd) [![Twistlock](){: style="width:7%"}](https://www.twistlock.com) [![twitch.tv/acloudguruofficial](){: style="width:7%"}](https://www.twitch.tv/acloudguruofficial) [![twitch.tv/redhatopenshift](){: style="width:7%"}](https://www.twitch.tv/redhatopenshift) [![docs.microsoft.com: Build JavaScript applications using TypeScript](){: style="width:7%"}](https://www.typescriptlang.org) [![Modernizing Artifact Storage at Uber](){: style="width:7%"}](https://www.uber.com/us/en/blog/modernizing-artifact-storage) [![Scaling Real-Time Traffic Forecasting with a Graph-Aware Transformer](){: style="width:7%"}](https://www.uber.com/us/en/blog/scaling-real-time-traffic) [![Solving the Identity Crisis for AI Agents](){: style="width:7%"}](https://www.uber.com/us/en/blog/solving-the-agent-identity-crisis) [![None](){: style="width:7%"}](https://www.udacity.com/course/web-accessibility--ud891) [![Udemy.com](){: style="width:7%"}](https://www.udemy.com) [![Udemy.com: Ansible Essentials: Simplicity in Automation (Free Tutorial)](){: style="width:7%"}](https://www.udemy.com/ansible-essentials-simplicity-in-automation)

+[![udemy.com: amazon eks starter kubernetes on aws](){: style="width:7%"}](https://www.udemy.com/course/amazon-eks-starter-kubernetes-on-aws) [![udemy.com: Containers 101 (free)](){: style="width:7%"}](https://www.udemy.com/course/containers-101) [![udemy.com: Just enough kubernetes to be dangerous (free)](){: style="width:7%"}](https://www.udemy.com/course/just-enough-kubernetes) [![Kubernetes for developers](){: style="width:7%"}](https://www.udemy.com/course/kubernetes-for-developers) [![Kubernetes: Getting Started (Free)](){: style="width:7%"}](https://www.udemy.com/course/kubernetes-getting-started) [![udemy.com: Learn Devops Kubernetes deployment by kops and terraform (free)](){: style="width:7%"}](https://www.udemy.com/course/learn-devops-kubernetes-deployment-by-kops-and-terraform) [![Kubernetes for the Absolute Beginners](){: style="width:7%"}](https://www.udemy.com/course/learn-kubernetes) [![udemy.com: Microservices Architecture - The Complete Guide](){: style="width:7%"}](https://www.udemy.com/course/microservices-architecture-the-complete-guide) [![udemy.com: Master Microservices with Spring Boot and Spring Cloud](){: style="width:7%"}](https://www.udemy.com/course/microservices-with-spring-boot-and-spring-cloud) [![Udemy: OpenShift 4 desde cero 🌟](){: style="width:7%"}](https://www.udemy.com/course/openshift-4-desde-cero) [![Udemy - AWS: How to Architect with a Design for Failure Approach](){: style="width:7%"}](https://www.udemy.com/how-to-architect-with-a-design-for-failure-approach)

+[![udemy.com: Learn DevOps: Advanced Kubernetes Usage](){: style="width:7%"}](https://www.udemy.com/learn-devops-advanced-kubernetes-usage) [![udemy.com: Learn DevOps: CI/CD with Jenkins using Pipelines and Docker](){: style="width:7%"}](https://www.udemy.com/learn-devops-ci-cd-with-jenkins-using-pipelines-and-docker) [![udemy.com: Learn DevOps: Infrastructure Automation With Terraform](){: style="width:7%"}](https://www.udemy.com/learn-devops-infrastructure-automation-with-terraform) [![udemy.com: Learn DevOps: The Complete Kubernetes Course](){: style="width:7%"}](https://www.udemy.com/learn-devops-the-complete-kubernetes-course) [![udemy.com: OpenShift Enterprise v3.2 Installation and Configuration](){: style="width:7%"}](https://www.udemy.com/openshift-enterprise-installation-and-configuration/learn/v4/overview) [![udemy.com: Red Hat OpenShift With Jenkins: DevOps For Beginners](){: style="width:7%"}](https://www.udemy.com/red-hat-openshift) [![udemy.com: Master Jenkins CI For DevOps and Developers](){: style="width:7%"}](https://www.udemy.com/the-complete-jenkins-course-for-developers-and-devops) [![udemy.com: Ultimate Openshift (2018) Bootcamp by School of Devops 🌟](){: style="width:7%"}](https://www.udemy.com/ultimate-openshift-bootcamp-by-school-of-devops) [![umbrellainfocare.com: Cloud and DevOps are Made for Each Other](){: style="width:7%"}](https://www.umbrellainfocare.com/blogs/cloud-and-devops-are-made-for-each-other) [![unifieddatascience.com: Data lake design patterns on AWS (Amazon) cloud](){: style="width:7%"}](https://www.unifieddatascience.com/data-lake-design-patterns-on-aws-amazon-cloud) [![unifieddatascience.com: Data lake design patterns on Azure (Microsoft) cloud](){: style="width:7%"}](https://www.unifieddatascience.com/data-lake-design-patterns-on-azure-microsoft-cloud)

+[![unifieddatascience.com: Data lake design patterns on google (GCP) cloud](){: style="width:7%"}](https://www.unifieddatascience.com/data-lake-design-patterns-on-google-cloud) [![None](){: style="width:7%"}](https://www.unifiedguru.com/gitops-and-the-cloud-operating-model-vmware-cloud-community) [![Union Cloud](){: style="width:7%"}](https://www.union.ai) [![Machine Learning in Production. What does an end-to-end ML workflow look like in production? (transcript) 🌟🌟🌟](){: style="width:7%"}](https://www.union.ai/blog-post/machine-learning-in-production) [![union.ai: Production-Grade ML Pipelines: Flyteβ„’ vs. Kubeflow](){: style="width:7%"}](https://www.union.ai/blog-post/production-grade-ml-pipelines-flyte-vs-kubeflow) [![==unixarena.com: Terraform – Source credentials from AWS secret Manager==](){: style="width:7%"}](https://www.unixarena.com/2022/04/terraform-source-credentials-from-aws-secret-manager.html) [![unixmen.com 🌟](){: style="width:7%"}](https://www.unixmen.com) [![upwork 🌟](){: style="width:7%"}](https://www.upwork.com) [![useanvil.com: Load balancing gRPC in Kubernetes with Istio](){: style="width:7%"}](https://www.useanvil.com/blog/engineering/load-balancing-grpc-in-kubernetes-with-istio) [![usepine.com: Improving cert-manager HTTP01 self-check speed](){: style="width:7%"}](https://www.usepine.com/blog/en/improving-cert-manager-self-check-speed-when-issuing-certificates) [![ust.com: Do we really need Kubernetes and containers?](){: style="width:7%"}](https://www.ust.com/en/insights/do-we-really-need-kubernetes-and-containers)

+[![valuecoders.com: Why Should You Adopt DevOps To Deliver Business Value Rapidly?](){: style="width:7%"}](https://www.valuecoders.com/blog/devops/devops-for-enterprises-growth) [![valuecoders.com: Why Should You Adopt DevOps To Deliver Business Value Rapidly?](){: style="width:7%"}](https://www.valuecoders.com/blog/technology-and-apps/why-should-you-adopt-devops-to-deliver-business-value-rapidly) [![vamsitalkstech.com: Introduction to Kubernetes Multi-tenancy..(1/2)](){: style="width:7%"}](https://www.vamsitalkstech.com/architecture/a-deepdive-into-kubernetes-multitenancy-1-2) [![vamsitalkstech.com: Kubernetes Multi-tenancy Best Practices & Architecture Model..(2/2)](){: style="width:7%"}](https://www.vamsitalkstech.com/architecture/kubernetes-multitenancy-best-practices-architecture-models-2-2) [![vantage.sh](){: style="width:7%"}](https://www.vantage.sh) [![softwarebusinessgrowth.com: Parallel System Validation – The End Of DevOps](){: style="width:7%"}](https://www.varinsights.com/doc/parallel-system-validation-the-end-of-devops-0001) [![Varnish Cache](){: style="width:7%"}](https://www.varnish-cache.org) [![varnish-cache.org: Installation on RedHat](){: style="width:7%"}](https://www.varnish-cache.org/installation/redhat) [![varnish-software.com](){: style="width:7%"}](https://www.varnish-software.com) [![Varnish Cache](){: style="width:7%"}](https://www.varnish.org/index.html) [![None](){: style="width:7%"}](https://www.varnish.org/index.html/installation/redhat)

+[![vaultproject.io](){: style="width:7%"}](https://www.vaultproject.io) [![vcluster.com](){: style="width:7%"}](https://www.vcluster.com) [![loft.sh: Checklist for Kubernetes-Based Development 🌟](){: style="width:7%"}](https://www.vcluster.com/blog/checklist-for-kubernetes-based-development) [![loft.sh: Docker Compose to Kubernetes: Step-by-Step Migration 🌟](){: style="width:7%"}](https://www.vcluster.com/blog/docker-compose-to-kubernetes-step-by-step-migration) [![loft.sh: GitOps + Kubernetes Explained](){: style="width:7%"}](https://www.vcluster.com/blog/gitops-kubernetes-explained) [![loft.sh: How to Set Up Kubernetes Requests and Limits](){: style="width:7%"}](https://www.vcluster.com/blog/how-to-set-up-kubernetes-requests-and-limits) [![loft.sh: Kubernetes Admission Controllers: What They Are and Why They Matter](){: style="width:7%"}](https://www.vcluster.com/blog/kubernetes-admission-controllers-what-they-are-and-why-they-matter) [![loft.sh: Kubernetes and LDAP: Enterprise Authentication for Kubernetes](){: style="width:7%"}](https://www.vcluster.com/blog/kubernetes-and-ldap-enterprise-authentication-for-kubernetes) [![loft.sh: Kubernetes Cost Monitoring with Prometheus & Grafana](){: style="width:7%"}](https://www.vcluster.com/blog/kubernetes-cost-monitoring-with-prometheus-and-grafana) [![loft.sh: Kubernetes Dashboards: Headlamp](){: style="width:7%"}](https://www.vcluster.com/blog/kubernetes-dashboards-headlamp) [![loft.sh: Kubernetes Monitoring Dashboards - 5 Best Open-Source Tools](){: style="width:7%"}](https://www.vcluster.com/blog/kubernetes-monitoring-dashboards-5-best-open-source-tools)

+[![loft.sh: Kubernetes Multi-Tenancy: Why Virtual Clusters Are The Best Solution](){: style="width:7%"}](https://www.vcluster.com/blog/kubernetes-multi-tenancy-why-virtual-clusters-are-the-best-solution) [![loft.sh: Kubernetes Network Policies: A Practitioner's Guide 🌟](){: style="width:7%"}](https://www.vcluster.com/blog/kubernetes-network-policies-a-practitioners-guide) [![loft.sh: Kubernetes Network Policies for Isolating Namespaces 🌟](){: style="width:7%"}](https://www.vcluster.com/blog/kubernetes-network-policies-for-isolating-namespaces) [![loft.sh: Kubernetes NGINX Ingress: 10 Useful Configuration Options 🌟](){: style="width:7%"}](https://www.vcluster.com/blog/kubernetes-nginx-ingress) [![loft.sh: Kubernetes on Windows: 6 Life-Saving Tools & Tips](){: style="width:7%"}](https://www.vcluster.com/blog/kubernetes-on-windows-6-life-saving-tools-and-tips) [![loft.sh: Kubernetes RBAC: Basics and Advanced Patterns](){: style="width:7%"}](https://www.vcluster.com/blog/kubernetes-rbac-basics-and-advanced-patterns) [![loft.sh: Kubernetes StatefulSet - Examples & Best Practices](){: style="width:7%"}](https://www.vcluster.com/blog/kubernetes-statefulset-examples-and-best-practices) [![loft.sh: Kubernetes: Virtual Clusters For CI/CD & Testing](){: style="width:7%"}](https://www.vcluster.com/blog/kubernetes-virtual-clusters-for-ci-cd-testing) [![loft.sh: Multi-Tenant Kubernetes Clusters: Challenges and Useful Tooling](){: style="width:7%"}](https://www.vcluster.com/blog/multi-tenant-kubernetes-clusters-challenges-and-useful-tooling) [![loft.sh: Platform Engineering: The Definitive Guide](){: style="width:7%"}](https://www.vcluster.com/blog/platform-engineering-the-definitive-guide) [![Self-Service Kubernetes Namespaces Are A Game-Changer 🌟](){: style="width:7%"}](https://www.vcluster.com/blog/self-service-kubernetes-namespaces-are-a-game-changer)

+[![loft.sh: Skaffold vs Tilt vs DevSpace](){: style="width:7%"}](https://www.vcluster.com/blog/skaffold-vs-tilt-vs-devspace) [![loft.sh: The Cost of Managed Kubernetes - A Comparison 🌟](){: style="width:7%"}](https://www.vcluster.com/blog/the-cost-of-managed-kubernetes-a-comparison) [![loft.sh: Using Kubernetes Ephemeral Containers for Troubleshooting](){: style="width:7%"}](https://www.vcluster.com/blog/using-kubernetes-ephemeral-containers-for-troubleshooting) [![Kasten](){: style="width:7%"}](https://www.veeam.com/products/cloud/kubernetes-data-protection.html) [![None](){: style="width:7%"}](https://www.veeam.com/products/cloud/kubernetes-data-protection.html/kubernetes/resources/books/kubernetes-backup-and-dr-for-dummies) [![velotio.com: Autoscaling in Kubernetes using HPA and VPA](){: style="width:7%"}](https://www.velotio.com/engineering-blog/autoscaling-in-kubernetes-using-hpa-vpa) [![velotio.com: Getting Started With Kubernetes Operators (Golang Based) -' Part 3](){: style="width:7%"}](https://www.velotio.com/engineering-blog/getting-started-with-kubernetes-operators-golang-based-part-3) [![medium.com: Getting Started With Kubernetes Operators (Helm Based) - Part 1](){: style="width:7%"}](https://www.velotio.com/engineering-blog/getting-started-with-kubernetes-operators-helm-based-part-1) [![vice.com: Thousands of Software Engineers Say the Job Market Is Getting' Much Worse](){: style="width:7%"}](https://www.vice.com/en/article/g5y37j/thousands-of-software-engineers-say-the-job-market-is-getting-much-worse) [![vice.com: Thousands of Software Engineers Say the Job Market Is Getting Much Worse](){: style="width:7%"}](https://www.vice.com/en/article/thousands-of-software-engineers-say-the-job-market-is-getting-much-worse) [![viewnext.com: Front End vs Back End (spanish)](){: style="width:7%"}](https://www.viewnext.com/front-end-vs-back-end)

+[![viewnext.com: ΒΏQuΓ© es GitOps?](){: style="width:7%"}](https://www.viewnext.com/que-es-gitops) [![virtualizationhowto.com: Kubernetes Best Kubernetes Management Tools in' 2023](){: style="width:7%"}](https://www.virtualizationhowto.com/2023/08/best-kubernetes-management-tools-in-2023) [![virtualizationhowto.com: VMware by Broadcom Lesson: Don’t base your career on a product](){: style="width:7%"}](https://www.virtualizationhowto.com/2024/02/vmware-by-broadcom-lesson-dont-base-your-career-on-a-product) [![visidata](){: style="width:7%"}](https://www.visidata.org) [![visual-paradigm.com: Scrum vs Waterfall vs Agile vs Lean vs Kanban](){: style="width:7%"}](https://www.visual-paradigm.com/scrum/scrum-vs-waterfall-vs-agile-vs-lean-vs-kanban) [![==vladionescu.me: Scaling containers on AWS in 2022 (comparison)==](){: style="width:7%"}](https://www.vladionescu.me/posts/scaling-containers-on-aws-in-2022) [![tanzu.vmware.com: Microservices with Spring Cloud Kubernetes Reference Architecture 🌟](){: style="width:7%"}](https://www.vmware.com/products/app-platform/tanzu) [![**VMware vSphere 7 with Kubernetes** - Project Pacific](){: style="width:7%"}](https://www.vmware.com/products/cloud-infrastructure/vsphere) [![**VMware vSphere 7 with Kubernetes** - Project Pacific](){: style="width:7%"}](https://www.vmware.com/products/vsphere.html) [![vogella.com](){: style="width:7%"}](https://www.vogella.com/tutorials) [![vogella.com: Maven for Building Java application - Tutorial](){: style="width:7%"}](https://www.vogella.com/tutorials/ApacheMaven/article.html)

+[![vpnranks.com: Belgian Defense Ministry Under Cyber Attack Due to Log4j Vulnerability](){: style="width:7%"}](https://www.vpnranks.com/news/belgian-defense-ministry-under-cyber-attack-due-to-log4j-vulnerability) [![vshn.ch: A (Very!) Quick Comparison of Kubernetes Serverless Frameworks](){: style="width:7%"}](https://www.vshn.ch/en/blog/a-very-quick-comparison-of-kubernetes-serverless-frameworks) [![vxav.fr: Interacting with containerd runtime for kubernetes](){: style="width:7%"}](https://www.vxav.fr/2021-09-13-interacting-with-containerd-runtime-for-kubernetes) [![None](){: style="width:7%"}](https://www.w3.org/TR) [![w3schools.io: YAML - yaml vs yml file](){: style="width:7%"}](https://www.w3schools.io/file/yaml-vs-yml) [![websites that use MkDocs](){: style="width:7%"}](https://www.wappalyzer.com/technologies/documentation-tools/mkdocs) [![Warp: The Agentic Development Environment](){: style="width:7%"}](https://www.warp.dev) [![argonaut.dev: Choosing an Optimal Kubernetes Worker Node Size 🌟](){: style="width:7%"}](https://www.warpbuild.com) [![waypointproject.io](){: style="width:7%"}](https://www.waypointproject.io) [![weave.works: Weave Kubernetes Platform](){: style="width:7%"}](https://www.weave.works) [![weave.works: 6 Business Benefits of Kubernetes](){: style="width:7%"}](https://www.weave.works/blog/6-business-benefits-of-kubernetes)

+[![AWS and Kubernetes Networking Options and Trade-Offs (part 2)](){: style="width:7%"}](https://www.weave.works/blog/aws-networking-overview---part-2) [![weave.works: Case Study: National Australia Bank Decreases Operational Overhead with GitOps](){: style="width:7%"}](https://www.weave.works/blog/case-study-national-australia-bank-decreases-operational-overhead-with-gitops) [![weave.works/blog/category/kubernetes](){: style="width:7%"}](https://www.weave.works/blog/category/kubernetes) [![weave.works: The world’s largest telcos are now embracing GitOps. Deutsche Telekom explains why](){: style="width:7%"}](https://www.weave.works/blog/deutsche-telekom-explain-why-they-chose-gitops-for-5g) [![weave.works: Flamingo: Expand Argo CD with Flux](){: style="width:7%"}](https://www.weave.works/blog/flamingo-expand-argo-cd-with-flux) [![weave.works: Ops Automation - GitOps in the Modern Enterprise](){: style="width:7%"}](https://www.weave.works/blog/gitops-in-the-modern-enterprise) [![weave.works: GitOps takes DevOps teams to higher levels of maturity](){: style="width:7%"}](https://www.weave.works/blog/gitops-takes-devops-teams-to-higher-levels-of-maturity) [![AWS and Kubernetes Networking Options and Trade-Offs (part 1)](){: style="width:7%"}](https://www.weave.works/blog/introduction-to-kubernetes-pod-networking--part-1) [![weave.works: Introduction to Service Meshes on Kubernetes and Progressive' Delivery 🌟](){: style="width:7%"}](https://www.weave.works/blog/introduction-to-service-meshes-on-kubernetes-and-progressive-delivery) [![weave.works: What is a Kubernetes Cluster? 🌟](){: style="width:7%"}](https://www.weave.works/blog/kubernetes-cluster) [![weave.works: Kubernetes components that make up its architecture 🌟](){: style="width:7%"}](https://www.weave.works/blog/kubernetes-components-that-makeup-its-architecture)

+[![weave.works: Kubernetes Deployment Strategies 🌟](){: style="width:7%"}](https://www.weave.works/blog/kubernetes-deployment-strategies) [![==weave.works: Podcast: Kubernetes has won the enterprise==](){: style="width:7%"}](https://www.weave.works/blog/kubernetes-in-the-enterprise) [![weave.works: Manage Thousands of Clusters with GitOps and the Cluster API](){: style="width:7%"}](https://www.weave.works/blog/manage-thousands-of-clusters-with-gitops-and-the-cluster-api) [![weave.works: Managing Kubernetes with GitOps in a multi-cluster, multi-cloud world](){: style="width:7%"}](https://www.weave.works/blog/managing-kubernetes-with-gitops-in-a-multi-cluster-multi-cloud-world) [![None](){: style="width:7%"}](https://www.weave.works/blog/one-year-kured-kubernetes-reboot-daemon) [![weave.works: Progressively Delivering Applications Across Cloud and On-Premise.' Using Kuma & GitOps to implement canary releasing](){: style="width:7%"}](https://www.weave.works/blog/progressively-delivering-applications-across-cloud-and-on-premise) [![weave.works: The Definitive Guide to Kubernetes in Production 🌟🌟](){: style="width:7%"}](https://www.weave.works/blog/the-definitive-guide-to-kubernetes-in-production) [![weave.works: The History of GitOps 🌟](){: style="width:7%"}](https://www.weave.works/blog/the-history-of-gitops) [![weave.works: There’s More to GitOps Than Meets the Eye](){: style="width:7%"}](https://www.weave.works/blog/theres-more-to-gitops-than-meets-the-eye) [![weave.works: Tools for Automating and Implementing Cloud Native Patterns](){: style="width:7%"}](https://www.weave.works/blog/tools-for-automating-and-implementing-cloud-native-patterns) [![weave.works: What is a self-service developer platform and why does it matter?](){: style="width:7%"}](https://www.weave.works/blog/what-is-a-self-service-developer-platform)

+[![weave.works: What Is GitOps?](){: style="width:7%"}](https://www.weave.works/blog/what-is-gitops-really) [![weave.works: Weave Kubernetes Platform (WKP) Unlocks Cross Team Collaboration with Workspaces](){: style="width:7%"}](https://www.weave.works/blog/wkp-team-workspaces-rbac) [![WKSctl - A New OSS Kubernetes Manager using GitOps](){: style="width:7%"}](https://www.weave.works/blog/wksctl-a-new-oss-kubernetes-manager-using-gitops) [![Weave-net](){: style="width:7%"}](https://www.weave.works/docs/net/latest/overview) [![Weave Cortex SaaS (Hosted Prometheus - Public Cloud)](){: style="width:7%"}](https://www.weave.works/features/prometheus-monitoring) [![Weave GitOps Enterprise](){: style="width:7%"}](https://www.weave.works/product/gitops-enterprise) [![weave.works: Guide to GitOps](){: style="width:7%"}](https://www.weave.works/technologies/gitops) [![weave.works: Going Cloud Native: 6 essential things you need to know](){: style="width:7%"}](https://www.weave.works/technologies/going-cloud-native-6-essential-things-you-need-to-know) [![weave.works: Put Your Security Worries to Rest with GitOps Operational Control 🌟](){: style="width:7%"}](https://www.weave.works/use-cases/security-with-gitops) [![webcodegeeks.com: Python Django Tutorial](){: style="width:7%"}](https://www.webcodegeeks.com/python/python-django-tutorial) [![weblineindia.com: DevOps Automation – Everything You Need to Know](){: style="width:7%"}](https://www.weblineindia.com/blog/all-about-devops-automation)

+[![websiteplanet.com: What’s Open Source Software + How It Makes Money 2022](){: style="width:7%"}](https://www.websiteplanet.com/blog/what-is-open-source-software) [![websiteplanet.com: What’s Open Source Software + How It Makes Money 2022](){: style="width:7%"}](https://www.websiteplanet.com/blog/what-is-open-source-software/?geo=us&device=desktop) [![wecloudpro.com: Kubernetes Disaster Recovery with Velero 🌟](){: style="width:7%"}](https://www.wecloudpro.com/2020/08/22/kubernetes-disaster-recovery-with-velero.html) [![None](){: style="width:7%"}](https://www.wecloudpro.com/2020/11/01/Balance-your-kubernetes-cluster.html) [![wecloudpro.com: Watchers in Kubernetes](){: style="width:7%"}](https://www.wecloudpro.com/2021/08/21/Watchers-in-Kubernetes.html) [![wecloudpro.com: VMware Tanzu Community Edition 🌟](){: style="width:7%"}](https://www.wecloudpro.com/2021/11/13/Tanzu-Community-Edition.html) [![wecloudpro.com: Deploying Helm Charts with ArgoCD](){: style="width:7%"}](https://www.wecloudpro.com/2021/11/28/Argocd-helm.html) [![weekly.tf: Terraform Weekly](){: style="width:7%"}](https://www.weekly.tf) [![weekly.tf: Issue #171 - Terramate, Using LLMs to generate Terraform, API' Gateway with Lambda, GuardDuty, IMDSv2 at Slack, Azure DevOps Pipelines](){: style="width:7%"}](https://www.weekly.tf/p/issue-171-terramate-using-llms-to-generate-terraform-api-gateway-with-lambda-guardduty-imdsv2) [![welivesecurity.com: La ofuscaciΓ³n de cΓ³digo: un arte que reina en la ciberseguridad](){: style="width:7%"}](https://www.welivesecurity.com/es/recursos-herramientas/ofuscacion-de-codigo-arte-ciberseguridad) [![welivesecurity.com: Lo que todo lΓ­der de una empresa debe saber sobre Log4Shell](){: style="width:7%"}](https://www.welivesecurity.com/la-es/2021/12/16/que-deben-saber-lideres-empresas-sobre-log4shell)

+[![Whizlabs](){: style="width:7%"}](https://www.whizlabs.com) [![whizlabs.com: Introduction To Google Cloud Platform](){: style="width:7%"}](https://www.whizlabs.com/blog/google-cloud-platform) [![whizlabs.com: AWS Kinesis vs Kafka Apache](){: style="width:7%"}](https://www.whizlabs.com/blog/kinesis-vs-kafka) [![WildFly](){: style="width:7%"}](https://www.wildfly.org) [![wired.co.uk: The Great Resignation is here and no one is prepared](){: style="width:7%"}](https://www.wired.co.uk/article/great-resignation-quit-job) [![wired.com: Google Calendar's β€˜Appointment Schedule’ Is Good, Not Great](){: style="width:7%"}](https://www.wired.com/story/calendly-google-calendar-appointment-schedule) [![wired.co.uk: The Great Resignation is here and no one is prepared](){: style="width:7%"}](https://www.wired.com/story/great-resignation-quit-job) [![wired.com: The Father of Web3 Wants You to Trust Less](){: style="width:7%"}](https://www.wired.com/story/web3-gavin-wood-interview) [![Avoiding Mistakes with AWS OIDC Integration Conditions](){: style="width:7%"}](https://www.wiz.io/blog/avoiding-mistakes-with-aws-oidc-integration-conditions) [![worksome](){: style="width:7%"}](https://www.worksome.com) [![wraltechwire.com: Red Hat expands hybrid cloud efforts in Ansible deal with' Microsoft Azure](){: style="width:7%"}](https://www.wraltechwire.com/2021/12/11/red-hat-expands-hybrid-cloud-efforts-in-ansible-deal-with-microsoft-azure)

+[![xataka.com: Copilot ya escribe el 40% del cΓ³digo de lenguajes como Java o Python que llega a GitHub. En cinco aΓ±os llegarΓ‘ al 80%](){: style="width:7%"}](https://www.xataka.com/aplicaciones/copilot-escribe-40-codigo-lenguajes-como-java-python-que-llega-a-github-cinco-anos-llegara-al-80) [![xataka.com: GitHub Copilot, el asistente para programar basado en IA, ya estΓ‘ disponible para todos: cuΓ‘nto cuesta y quienes lo pueden usar gratis](){: style="width:7%"}](https://www.xataka.com/aplicaciones/github-copilot-asistente-para-escribir-codigo-basado-ia-esta-disponible-para-todos-esto-que-costara) [![xataka.com: El Excel se ha usado en la FΓ³rmula 1 hasta que se han dado cuenta que no es la mejor forma de controlar las 20.000 piezas del coche](){: style="width:7%"}](https://www.xataka.com/automovil/excel-se-ha-usado-formula-1-que-se-han-dado-cuenta-que-no-mejor-forma-controlar-20-000-piezas-coche) [![xataka.com: La Gran Renuncia estΓ‘ ganando terreno en EspaΓ±a, pero hay dos barreras: salarios bajos e indemnizaciones](){: style="width:7%"}](https://www.xataka.com/empresas-y-economia/gran-renuncia-esta-ganando-terreno-espana-hay-dos-barreras-salarios-bajos-ley-laboral) [![xataka.com: La guerra de talento en el sector tecnolΓ³gico amenaza la viabilidad de muchas pymes espaΓ±olas: cada vez les resulta mΓ‘s difΓ­cil retener a los seniors](){: style="width:7%"}](https://www.xataka.com/empresas-y-economia/guerra-talento-sector-tecnologico-amenaza-viabilidad-muchas-pymes-espanolas-cada-vez-les-resulta-dificil-retener-a-seniors) [![xataka.com: "Han recomendado calcular cuΓ‘nto dinero queda y al resto despedirles": las startups espaΓ±olas frente a la quiebra de SVB](){: style="width:7%"}](https://www.xataka.com/empresas-y-economia/han-recomendado-calcular-cuanto-dinero-queda-al-resto-despedirles-startups-espanolas-frente-a-quiebra-svb) [![xataka.com: Si no asciendo ni aprendo, me largo de la empresa: el crecimiento profesional como estrategia para retener talento](){: style="width:7%"}](https://www.xataka.com/empresas-y-economia/no-asciendo-aprendo-me-largo-empresa-crecimiento-profesional-como-estrategia-para-retener-talento) [![xataka.com: Me hice funcionario siendo ingeniero: quΓ© me da la administraciΓ³n' pΓΊblica que no consigue la empresa privada](){: style="width:7%"}](https://www.xataka.com/especiales/me-hice-funcionario-siendo-ingeniero-que-me-da-administracion-publica-que-no-consigue-empresa-privada) [![xataka.com: Me hice funcionario siendo ingeniero: quΓ© me da la administraciΓ³n pΓΊblica que no consigue la empresa privada](){: style="width:7%"}](https://www.xataka.com/especiales/me-hice-funcionario-siendo-ingeniero-que-me-da-administracion-publica-que-no-consigue-empresa-privada-1) [![magnet.xataka.com: Esclavos de la improductividad: el 70% de las reuniones impiden que los empleados hagan su trabajo](){: style="width:7%"}](https://www.xataka.com/magnet/esclavos-improductividad-70-reuniones-impiden-que-empleados-hagan-su-trabajo) [![magnet.xataka.com: La "gran renuncia" americana, o cΓ³mo los trabajadores se han hartado del sistema y estΓ‘n dejando sus empleos](){: style="width:7%"}](https://www.xataka.com/magnet/gran-renuncia-americana-como-trabajadores-se-han-hartado-sistema-estan-dejando-sus-empleos)

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+[![xataka.com: Microsoft no quiere poner todos los huevos en la misma cesta: anuncia una asociaciΓ³n con Mistral AI, la OpenAI de Europa](){: style="width:7%"}](https://www.xataka.com/robotica-e-ia/microsoft-no-quiere-poner-todos-huevos-cesta-anuncia-asociacion-mistral-ai-openai-europa) [![xataka.com: Los programadores ya alucinaban con CoPilot y ChatGPT, pero ahora DeepMind va mΓ‘s allΓ‘ con AplhaCode](){: style="width:7%"}](https://www.xataka.com/robotica-e-ia/programadores-alucinaban-copilot-chatgpt-ahora-deepmind-va-alla-aplhacode) [![xataka.com: Para quΓ© programar cuando una mΓ‘quina lo hace (un poco) por ti: asΓ­ es Github Copilot, un sistema que se nutre del prodigioso GPT-3](){: style="width:7%"}](https://www.xataka.com/robotica-e-ia/programar-cuando-maquina-hace-poco-ti-asi-github-copilot-sistema-que-se-nutre-prodigioso-gpt-3) [![xataka.com: https://www.xataka.com/servicios/copilot-chatgpt-gpt-4-han-cambiado-para-siempre-mundo-programacion-esto-que-opinan-expertos](){: style="width:7%"}](https://www.xataka.com/servicios/copilot-chatgpt-gpt-4-han-cambiado-para-siempre-mundo-programacion-esto-que-opinan-expertos) [![xataka.com: Por quΓ© Amazon ha elegido AragΓ³n para instalar sus tres primeros centros de datos en EspaΓ±a](){: style="width:7%"}](https://www.xataka.com/servicios/que-amazon-ha-elegido-aragon-para-instalar-sus-tres-primeros-centros-datos-espana) [![xenonstack.com: Serverless Architecture with OpenFaaS and Java](){: style="width:7%"}](https://www.xenonstack.com/blog/serverless-open-faas-java) [![xenonstack.com: Serverless Architecture with OpenFaaS and Java](){: style="width:7%"}](https://www.xenonstack.com/blog/serverless-openfaas-java) [![xenonstack.com: Stateful and Stateless Applications Best Practices and Advantages](){: style="width:7%"}](https://www.xenonstack.com/insights/stateful-and-stateless-applications) [![xeridia.co.uk: Benefits of Test-Driven Development in DevOps Environments](){: style="width:7%"}](https://www.xeridia.co.uk/blog/benefits-test-driven-development-devops-environments) [![xeridia.co.uk: The Importance of Testing in DevOps](){: style="width:7%"}](https://www.xeridia.co.uk/blog/importance-testing-devops) [![yamllint.com: YAML Lint - The YAML Validator](){: style="width:7%"}](https://www.yamllint.com)

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+[![grafana.com: What's new in Grafana Cloud for July 2021: Traces, live streaming, Kubernetes and Docker integrations, and more](){: style="width:7%"}](https://grafana.com/blog/whats-new-in-grafana-cloud-for-july-2021-traces-live-streaming-kubernetes-and-docker-integrations-and-more) [![grafana.com: Top 5 user-requested synthetic monitoring alerts in Grafana Cloud](){: style="width:7%"}](https://grafana.com/blog/top-5-user-requested-synthetic-monitoring-alerts-in-grafana-cloud) [![grafana.com: Video: How to build a Prometheus query in Grafana](){: style="width:7%"}](https://grafana.com/blog/video-how-to-build-a-prometheus-query-in-grafana) [![grafana.com: Why companies choose Grafana Cloud over self-managed OSS stacks](){: style="width:7%"}](https://grafana.com/blog/why-companies-choose-grafana-cloud-over-self-hosted-oss-stacks) [![Popular community plugins that can improve your Grafana dashboards 🌟](){: style="width:7%"}](https://grafana.com/blog/popular-community-plugins-that-can-improve-your-grafana-dashboards) [![grafana.com: A complete guide to managing Grafana as code: tools, tips, and tricks](){: style="width:7%"}](https://grafana.com/blog/a-complete-guide-to-managing-grafana-as-code-tools-tips-and-tricks) [![grafana.com: Grafana Beyla 1.0 release: zero-code instrumentation for application telemetry using eBPF](){: style="width:7%"}](https://grafana.com/blog/grafana-beyla-1-0-release-zero-code-instrumentation-for-application-telemetry-using-ebpf) [![grafana.com: A 3-step guide to troubleshooting and visualizing Kubernetes with Grafana Cloud](){: style="width:7%"}](https://grafana.com/blog/a-3-step-guide-to-troubleshooting-and-visualizing-kubernetes-with-grafana-cloud) [![grafana.com: Grafana dashboards: A complete guide to all the different types you can build](){: style="width:7%"}](https://grafana.com/blog/grafana-dashboards-a-complete-guide-to-all-the-different-types-you-can-build) [![grafana.com: An advanced guide to network monitoring with Grafana and Prometheus](){: style="width:7%"}](https://grafana.com/blog/an-advanced-guide-to-network-monitoring-with-grafana-and-prometheus) [![grafana.com: A beginner's guide to network monitoring with Grafana and Prometheus](){: style="width:7%"}](https://grafana.com/blog/a-beginners-guide-to-network-monitoring-with-grafana-and-prometheus)

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+[![percona: Database Schema Management Via Liquibase](){: style="width:7%"}](https://percona.community/blog) [![about.gitlab.com: How to keep up with CI/CD best practices](){: style="width:7%"}](https://about.gitlab.com/blog/how-to-keep-up-with-ci-cd-best-practices) [![harness.io: Intro to Deployment Strategies: Blue-Green, Canary, and More 🌟](){: style="width:7%"}](https://www.harness.io/blog/blue-green-canary-deployment-strategies) [![devbattles.com: Python Flask, Part 1: Hello World!](){: style="width:7%"}](https://www.hugedomains.com/domain_profile.cfm?d=devbattles.com) [![Istio](){: style="width:7%"}](https://nubenetes.com/istio) [![youtube: The 6 Levels of Claude Code Explained](){: style="width:7%"}](https://www.youtube.com/watch?v=TUKYbUIXLOE) [![None](){: style="width:7%"}](https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4cbdedcc9914?gi=a9a94d43d7a9) [![Distributed Load Testing on AWS 🌟](){: style="width:7%"}](https://docs.aws.amazon.com/solutions/distributed-load-testing-on-aws) [![scaleway.com: Kubernetes Kapsule](){: style="width:7%"}](https://www.scaleway.com/en/en/kubernetes-kapsule) [![dynatrace.com: What are microservices? All you need to know](){: style="width:7%"}](https://www.dynatrace.com/knowledge-base/microservices) [![cloud.google.com: Introducing a Google Cloud architecture diagramming tool](){: style="width:7%"}](https://cloud.google.com/blog)

+[![AWS Perspective 🌟](){: style="width:7%"}](https://docs.aws.amazon.com/solutions/workload-discovery-on-aws) [![How do I stop and start EC2 instances at regular intervals using AWS Lambda? (Video)](){: style="width:7%"}](https://repost.aws/knowledge-center/start-stop-lambda-eventbridge) [![ibm.com: CIS Benchmarks](){: style="width:7%"}](https://www.ibm.com/topics) [![grafana.com: Get comprehensive monitoring for your Apache Kafka ecosystem instances quickly with Grafana Cloud](){: style="width:7%"}](https://grafana.com/blog/get-comprehensive-monitoring-for-your-apache-kafka-ecosystem-instances-quickly-with-grafana-cloud) [![grafana.com: How we use metamonitoring Prometheus servers to monitor all other Prometheus servers at Grafana Labs](){: style="width:7%"}](https://grafana.com/blog/how-we-use-metamonitoring-prometheus-servers-to-monitor-all-other-prometheus-servers-at-grafana-labs) [![grafana.com: Why we created a Prometheus Agent mode from the Grafana Agent](){: style="width:7%"}](https://grafana.com/blog/why-we-created-a-prometheus-agent-mode-from-the-grafana-agent) [![grafana.com: Get started with Prometheus with these three easy projects](){: style="width:7%"}](https://grafana.com/blog/get-started-with-prometheus-with-these-three-easy-projects) [![Prometheus](){: style="width:7%"}](https://nubenetes.com/prometheus) [![grafana.com: Using Telegraf plugins to visualize industrial IoT data with the Grafana Cloud Hosted Prometheus service](){: style="width:7%"}](https://grafana.com/blog/using-telegraf-plugins-to-visualize-industrial-iot-data-with-the-grafana-cloud-hosted-prometheus-service) [![techcommunity.microsoft.com: Introduction to Azure DevOps Workload identity federation (OIDC) with Terraform](){: style="width:7%"}](https://login.microsoftonline.com/common/oauth2/v2.0/authorize?client_id=09213cdc-9f30-4e82-aa6f-9b6e8d82dab3&redirect_uri=https%3A%2F%2Ftechcommunity.microsoft.com%2Ft5%2Fs%2Fauth%2Foauth2callback%2Fproviderid%2Fdefault&response_type=code&state=t32RGeYIHrLX7VZiIP5Idsc47642cGWeSnDaow_6xtt0AVO-pN2q_aKbw0Dw-5VfiAvlYRC6AjPqIjJ7tTD1oClJ2fvT9BIa-6OwFcbLVaGkbYkIAE0gmCezmGXRDrJwzJR9YyiSjnMURsQeirF4CS5A4QI2afRW2Y563huvTZiWPqnMHS5Lx_G1x1stZSViKRMJRdvOE0G-tlOGg5nQw1Q4Ie55Bqkrtp6BguyPyVA&scope=User.Read+openid+email+profile+offline_access&referer=https%3A%2F%2Ftechcommunity.microsoft.com%2Fblog%2F-%2Fintroduction-to-azure-devops-workload-identity-federation-oidc%2F3908687) [![docs.microsoft.com: Using configuration data in DSC](){: style="width:7%"}](https://learn.microsoft.com/en-us/powershell/dsc/configurations/configdata?view=dsc-1.1)

+[![arjavdave.com: Continuous Integration: CI/CD for iOS (Part 1)](){: style="width:7%"}](https://arjavdave.com) [![about.gitlab.com: How Git Partial Clone lets you fetch only the large file you need](){: style="width:7%"}](https://about.gitlab.com/blog/partial-clone-for-massive-repositories) [![about.gitlab.com: Why small merge requests are key to a great review 🌟](){: style="width:7%"}](https://about.gitlab.com/blog/iteration-and-code-review) [![gitlab.com: How to keep your Git history clean with interactive rebase](){: style="width:7%"}](https://about.gitlab.com/blog/keep-git-history-clean-with-interactive-rebase) [![gitlab.com: GitLab’s guide to CI/CD for beginners](){: style="width:7%"}](https://about.gitlab.com/blog/beginner-guide-ci-cd) [![about.gitlab.com: Want a more effective CI/CD pipeline? Try our pro tips](){: style="width:7%"}](https://about.gitlab.com/blog/effective-ci-cd-pipelines) [![about.gitlab.com: GitLab’s Kubernetes Operator with support for Red Hat OpenShift is now generally available](){: style="width:7%"}](https://about.gitlab.com/blog/open-shift-ga) [![about.gitlab.com: How we used parallel CI/CD jobs to increase our productivity](){: style="width:7%"}](https://about.gitlab.com/blog/using-run-parallel-jobs) [![about.gitlab.com: A new era of Kubernetes integrations on GitLab.com](){: style="width:7%"}](https://about.gitlab.com/blog/gitlab-kubernetes-agent-on-gitlab-com) [![about.gitlab.com: How GitLab's 5 new code review features will make life easier](){: style="width:7%"}](https://about.gitlab.com/blog/5-code-review-features) [![about.gitlab.com: Why we built GitDock, our desktop app to navigate your GitLab activities](){: style="width:7%"}](https://about.gitlab.com/blog/gitpod-desktop-app-personal-activities)

+[![about.gitlab.com: How to use GitLab CI to deploy to multiple environments](){: style="width:7%"}](https://about.gitlab.com/blog/ci-deployment-and-environments) [![about.gitlab.com: The new Git default branch name](){: style="width:7%"}](https://about.gitlab.com/blog/new-git-default-branch-name) [![about.gitlab.com: How to install and use the GitLab Kubernetes Operator (on OCP)](){: style="width:7%"}](https://about.gitlab.com/blog/gko-on-ocp) [![about.gitlab.com: GitLab Chart works towards Kubernetes 1.22](){: style="width:7%"}](https://about.gitlab.com/blog/gitlab-chart-works-towards-kubernetes-1-22) [![about.gitlab.com: Meet Pipeline Editor, your one-stop-shop for building a CI/CD pipeline](){: style="width:7%"}](https://about.gitlab.com/blog/pipeline-editor-overview) [![gitlab.com: How to do GitLab merge request reviews in VS Code](){: style="width:7%"}](https://about.gitlab.com/blog/mr-reviews-with-vs-code) [![Visual Studio Code (Git Extensions)](){: style="width:7%"}](https://nubenetes.com/visual-studio) [![grafana: How we use the Grafana GitHub plugin to track outstanding pull requests](){: style="width:7%"}](https://grafana.com/blog/how-we-use-the-grafana-github-plugin-to-track-outstanding-pull-requests) [![about.gitlab.com: Simple Kubernetes management with GitLab](){: style="width:7%"}](https://about.gitlab.com/blog/simple-kubernetes-management-with-gitlab) [![business.vogue.es: AdiΓ³s a los jefes tΓ³xicos: este es el nuevo tipo de liderazgo gentil que triunfa](){: style="width:7%"}](https://www.vogue.es/lideres) [![creately.com: A Step By Step Guide to Set KPIs for Team Members](){: style="width:7%"}](https://creately.com/guides/how-to-set-kpis-for-team-members)

+[![Grafana](){: style="width:7%"}](https://nubenetes.com/grafana) [![explore.skillbuilder.aws: AWS Security Fundamentals (free)](){: style="width:7%"}](https://skillbuilder.aws/search?searchText=aws-security-fundamentals-second-edition&showRedirectNotFoundBanner=true) [![explore.skillbuilder.aws: AWS Skill Builder - IntroducciΓ³n a AWS Data Pipeline (EspaΓ±ol LatinoamΓ©rica) | AWS Technical Essentials (Spanish from Latin America) - Free](){: style="width:7%"}](https://skillbuilder.aws/search?searchText=aws-technical-essential-spanish-from-latin-america&showRedirectNotFoundBanner=true) [![dynatrace.com: Why conventional observability fails in Kubernetes environmentsβ€”A real-world use case 🌟](){: style="width:7%"}](https://www.dynatrace.com/news/blog) [![blog.bigdataboutique.com: Tuning Elasticsearch: The Ideal Java Heap Size](){: style="width:7%"}](https://bigdataboutique.com/blog/tuning-elasticsearch-the-ideal-java-heap-size-2toq2j) [![dynatrace.com: A look behind the scenes of AWS Lambda and our new Lambda monitoring extension](){: style="width:7%"}](https://www.dynatrace.com/knowledge-base/aws-lambda) [![dynatrace.com: Dynatrace monitoring for Kubernetes and OpenShift](){: style="width:7%"}](https://www.dynatrace.com/technologies/kubernetes-monitoring) [![sysdig.com: Kubernetes Security Guide 🌟](){: style="width:7%"}](https://www.sysdig.com/blog/kubernetes-security-guide) [![grafana.com: Announcing Grafana Tempo, a massively scalable distributed tracing system 🌟](){: style="width:7%"}](https://grafana.com/blog/announcing-grafana-tempo-a-massively-scalable-distributed-tracing-system) [![grafana.com: A beginner's guide to distributed tracing and how it can increase an application's performance 🌟](){: style="width:7%"}](https://grafana.com/blog/a-beginners-guide-to-distributed-tracing-and-how-it-can-increase-an-applications-performance) [![Hands on your first Kubernetes secrets 🌟](){: style="width:7%"}](https://www.theodo.com/en-uk/blog)

+[![ansible.com: Ansible Network Resource Modules: Deep Dive on Return Values](){: style="width:7%"}](https://www.redhat.com/en/blog/ansible-network-resource-modules-deep-dive-on-return-values) [![ansible.com/blog/topic/ansible-tower](){: style="width:7%"}](https://www.redhat.com/en/blog/channel/red-hat-ansible-automation) [![ansible.com: Automating Red Hat Satellite with Ansible](){: style="width:7%"}](https://www.redhat.com/en/blog/automating-red-hat-satellite-with-ansible) [![ansible.com: Automation services catalog, the newest addition to the Ansible Automation Platform](){: style="width:7%"}](https://www.redhat.com/en/technologies/management/ansible) [![ansible.com: Automating your business application's REST API with Ansible](){: style="width:7%"}](https://www.redhat.com/en/technologies/management/ansible/application-delivery) [![dynatrace.com: Achieve faster time to value by deploying thousands of OneAgents at once with Ansible (Preview)](){: style="width:7%"}](https://www.dynatrace.com/platform/oneagent) [![ansible.com: The Top 10 Ansible Blogs of 2022](){: style="width:7%"}](https://www.redhat.com/en/blog/top-10-ansible-blogs-2022) [![ansible.com: Fundamentals of Network Automation with Ansible Validated Content using the network.base collection](){: style="width:7%"}](https://www.redhat.com/en/blog/based-validated-network-content) [![ansible.com: Introducing Ansible Automation Platform 2](){: style="width:7%"}](https://www.redhat.com/en/blog/introducing-ansible-automation-platform-2) [![ansible.com: Fast vs Easy: Benchmarking Ansible Operators for Kubernetes](){: style="width:7%"}](https://www.redhat.com/en/blog/fast-vs-easy-benchmarking-ansible-operators-for-kubernetes) [![ruudvanasseldonk.com: The yaml document from hell](){: style="width:7%"}](https://ruuda.nl/2023/the-yaml-document-from-hell)

+[![ansible.com: Red Hat Ansible Automation Platform 1.2](){: style="width:7%"}](https://www.redhat.com/en/blog/now-available-red-hat-ansible-automation-platform-1.2) [![ansible.com: Announcing the Red Hat Enterprise Linux Certified Ansible Collection 🌟](){: style="width:7%"}](https://www.redhat.com/en/blog/announcing-the-red-hat-enterprise-linux-certified-ansible-collection) [![ansible.com: What's new in Ansible Automation Platform 2: automation controller](){: style="width:7%"}](https://www.redhat.com/en/blog/whats-new-in-ansible-automation-platform-2-automation-controller) [![stackrox.com: Kubernetes Networking Demystified: A Brief Guide](){: style="width:7%"}](https://www.stackrox.io/blog/kubernetes-networking-demystified) [![about.gitlab.com: Tips for productive DevOps workflows: JSON formatting with jq and CI/CD linting automation](){: style="width:7%"}](https://about.gitlab.com/blog/devops-workflows-json-format-jq-ci-cd-lint) [![thomasthornton.cloud: Analyze your Kubernetes YAML files and Helm Charts to ensure best practices using KubeLinter in Azure DevOps Pipeline](){: style="width:7%"}](https://thomasthornton.cloud/analyze-your-kubernetes-yaml-files-and-helm-charts-to-ensure-best-practices-using-kuberlinter-in-azure-devops-pipeline) [![Kubernetes productivity tips and tricks 🌟](){: style="width:7%"}](https://www.theodo.com/en-fr/blog) [![Openshift Container Platform](){: style="width:7%"}](https://nubenetes.com/openshift) [![Rancher: Enterprise management for Kubernetes](){: style="width:7%"}](https://nubenetes.com/rancher) [![tanzu.vmware.com: Introducing KubeAcademy Pro: In-Depth Kubernetes Training, Totally Free](){: style="width:7%"}](https://blogs.vmware.com/tanzu/introducing-kubeacademy-pro-in-depth-kubernetes-training-totally-free) [![tanzu.vmware.com: VMware Tanzu SQL: MySQL at Scale Made Easy for Kubernetes](){: style="width:7%"}](https://blogs.vmware.com/tanzu/vmware-tanzu-sql-mysql-at-scale-kubernetes)

+[![Mirantis Docker Enterprise 3.1+ with Kubernetes](){: style="width:7%"}](https://www.mirantis.com/software/mirantis-kubernetes-engine) [![gitlab.com: VS Code extension development with GitLab](){: style="width:7%"}](https://about.gitlab.com/blog/vscode-extension-development-with-gitlab) [![Manage Kubernetes (K8s) objects](){: style="width:7%"}](https://docs.ansible.com/collections.html) [![Kubectl plugins and tools](){: style="width:7%"}](https://nubenetes.com/kubernetes) [![synopsys.com: How to integrate automated AST tools in your CI/CD pipeline](){: style="width:7%"}](https://www.blackduck.com/blog/integrating-automated-ast-tools.html) [![techerati.com: DevSecOps: Eight tips for truly securing software](){: style="width:7%"}](https://www.techerati.com/features-hub/devsecops-eight-tips-for-truly-securing-software) [![Deploying to Azure: Secure Your GitHub Workflow with OIDC](){: style="width:7%"}](https://thomasthornton.cloud/deploying-to-azure-secure-your-github-workflow-with-oidc) [![blog.heaphero.io: What is GC Log, thread dump and Heapdump? 🌟](){: style="width:7%"}](https://blog.heaphero.io/what-is-gc-log-thread-dump-and-heapdump) [![thomasthornton.cloud: A DevOps journey using Azure DevOps](){: style="width:7%"}](https://thomasthornton.cloud/a-devops-journey-using-azure-devops) [![Multi-cluster Federation in OpenShift 4 is called **KubeFed**](){: style="width:7%"}](https://www.redhat.com/en/blog/federation-v2-is-now-kubefed) [![blog.ycrash.io: dmesg – Unix/Linux command, beginners introduction with examples](){: style="width:7%"}](https://blog.ycrash.io/dmesg-unix-linux-command-beginners-introduction-with-examples)

+[![thomasthornton.cloud: Enabling PostgreSQL flexible server logs and configuring a retention period using Terraform](){: style="width:7%"}](https://thomasthornton.cloud/enabling-postgresql-flexible-server-logs-and-configuring-a-retention-period-using-terraform) [![None](){: style="width:7%"}](https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4cbdedcc9914?gi=89e3feac8f11) [![techerati.com: Microservices in the Cloud-Native Era](){: style="width:7%"}](https://www.techerati.com/features-hub/microservices-in-the-cloud-native-era) [![thomasthornton.cloud: Conditional Variables in Azure DevOps Pipelines](){: style="width:7%"}](https://thomasthornton.cloud/conditional-variables-in-azure-devops-pipelines) [![thomasthornton.cloud: Adding pull-request comments to Azure DevOps Repo from Azure DevOps Pipelines](){: style="width:7%"}](https://thomasthornton.cloud/adding-pull-request-comments-to-azure-devops-repo-from-azure-devops-pipelines) [![REST vs. gRPC: Battle of the APIs](){: style="width:7%"}](https://code.tutsplus.com/rest-vs-grpc-battle-of-the-apis--cms-30711t) [![axway.com: What is API Management?](){: style="width:7%"}](https://blog.axway.com/learning-center/apis/api-management/what-is-api-management) [![apifriends.com: What are the different types of APIs? 🌟](){: style="width:7%"}](https://blog.axway.com/learning-center/apis/basics/different-types-apis) [![apifriends.com: What is an API?](){: style="width:7%"}](https://blog.axway.com/learning-center/apis/basics/what-is-an-api) [![blazemeter.com: Three Ways DevOps Benefit from AWS CodePipeline](){: style="width:7%"}](https://www.blazemeter.com/blog/devops-best-practices-testing) [![stackoverflow: How to define BuildConfig object with Jenkins and openshift](){: style="width:7%"}](https://stackoverflow.com/questions/52337851/how-to-define-buildconfig-object-with-jenkins-and-openshift)

+[![axway.com/digitize](){: style="width:7%"}](https://resources.axway.com) [![Axway API Management](){: style="width:7%"}](https://blog.axway.com/learning-center/apis/basics/full-lifecycle-api-management) [![justinpolidori.it: Secure Your Docker Images With Cosign (and OPA Gatekeeper)](){: style="width:7%"}](https://justinpolidori.com/posts/20220116_sign_images_with_cosign_and_verify_with_gatekeeper) [![Relay](){: style="width:7%"}](https://www.puppet.com) [![portworx.com: Implementing Data Security on Red Hat OpenShift 🌟](){: style="width:7%"}](https://portworx.com/blog/implementing-data-security-on-red-hat-openshift) [![Project Calico 🌟](){: style="width:7%"}](https://www.tigera.io/project-calico) [![iximiuz.com: Containers 101: attach vs. exec - what's the difference?](){: style="width:7%"}](https://labs.iximiuz.com/tutorials/docker-run-vs-attach-vs-exec) [![docker.com: Docker and Ambassador Labs Announce Telepresence for Docker, Improving the Kubernetes Development Experience 🌟](){: style="width:7%"}](https://www.docker.com) [![docker.com: Kubernetes in Production Environments](){: style="width:7%"}](https://www.docker.com/blog) [![Tomcat vs. Jetty vs. Undertow: Comparison of Spring Boot Embedded Servlet Containers](){: style="width:7%"}](https://examples.javacodegeeks.com/java-development/enterprise-java/spring/tomcat-vs-jetty-vs-undertow-comparison-of-spring-boot-embedded-servlet-containers) [![mergify.io](){: style="width:7%"}](https://mergify.com)

+[![cncf.io: Quick application deployments on MicroK8s using Helm Charts](){: style="width:7%"}](https://www.cncf.io/blog/2021/03/23/quick-application-deployments-on-microk8s-using-helm-charts) [![mbbaig.blog: How to create custom Helm charts 🌟](){: style="width:7%"}](https://hackandslash.blog/how-to-create-custom-helm-charts) [![developer.com: Overcoming the Common Microservices Anti-Patterns](){: style="width:7%"}](https://dzone.com/articles/microservices-anti-patterns) [![blazemeter.com: Top Jenkins Plugins You Can’t Miss in 2018](){: style="width:7%"}](https://www.blazemeter.com/blog) [![PX-Backup](){: style="width:7%"}](https://portworx.com/products/portworx-backup) [![portworx.com: How to backup and restore Elasticsearch on Kubernetes](){: style="width:7%"}](https://portworx.com/blog/how-to-backup-and-restore-elasticsearch-on-kubernetes) [![eevans.co: Deconstructing Kubernetes Networking](){: style="width:7%"}](https://eevans.co/blog/deconstructing-kubernetes-networking/index.html) [![blog.kubecost.com: Kubernetes kOps: Step-By-Step Example & Alternatives](){: style="width:7%"}](https://www.apptio.com/blog/kubernetes-kops/?src=kc-blog) [![projectcalico.org: Advertising Kubernetes Service IPs with Calico and BGP](){: style="width:7%"}](https://www.tigera.io/blog/advertising-kubernetes-service-ips-with-calico-and-bgp) [![cncf.io webinar: Deploying Kubernetes to bare metal using cluster API](){: style="width:7%"}](https://www.cncf.io/online-programs/deploying-kubernetes-to-bare-metal-using-cluster-api) [![itwonderlab.com: Kubernetes Cluster using Vagrant and Ansible with Containerd (in 3 minutes) 🌟](){: style="width:7%"}](https://www.itwonderlab.com/ansible-kubernetes-vagrant-tutorial)

+[![blog.doit-intl.com: How to Set Up Multi-Cluster Load Balancing with GKE](){: style="width:7%"}](https://www.doit.com/blog) [![programmer.ink: Maven scaffolding best practices](){: style="width:7%"}](https://enclaver.io/docs/0.x/getting-started) [![blog.axway.com: What is iPaaS?](){: style="width:7%"}](https://blog.axway.com/learning-center/apis/api-management/whats-ipaas) [![developer.com: An Introduction to Event Driven Microservices](){: style="width:7%"}](https://dzone.com/articles/event-driven-microservices-1) [![Zebrium](){: style="width:7%"}](https://sciencelogic.com/platform/skylar-advisor) [![How to Run HA Elasticsearch (ELK) on Red Hat OpenShift](){: style="width:7%"}](https://portworx.com/blog/run-ha-elasticsearch-elk-red-hat-openshift) [![blazemeter.com: Open Source Load Testing Tools: Which One Should You Use?](){: style="width:7%"}](https://www.blazemeter.com/blog/open-source-load-testing-tools) [![Blazemeter.com: Continuous Integration 101 - How to run Jmeter with jenkins 🌟](){: style="width:7%"}](https://www.blazemeter.com/blog/continuous-integration-jenkins) [![portworx.com: Monitoring Kubernetes Backup with Prometheus and Grafana](){: style="width:7%"}](https://portworx.com/blog/kubernetes-backup-monitoring) [![stackoverflow: Problems installing python3 on RHEL 🌟](){: style="width:7%"}](https://stackoverflow.com/questions/8087184/installing-python-3-on-rhel) [![Azure Policy](){: style="width:7%"}](https://nubenetes.com/azure)

+[![justinpolidori.it: LDAP authentication with Dex on Kubernetes with Vcluster (K3S)](){: style="width:7%"}](https://justinpolidori.com/posts/20220611_vcluster_auth) [![blog.kubecost.com: Rancher vs Kubernetes: It’s not either or](){: style="width:7%"}](https://www.apptio.com/blog/rancher-vs-kubernetes/?src=kc-blog) [![Rancher Academy 🌟](){: style="width:7%"}](https://www.rancher.academy) [![vmblog.com: The Rise of Modern Day Kubernetes Operations](){: style="width:7%"}](https://vmblog.com/bylines/the-rise-of-modern-day-kubernetes-operations) [![Certified Kubernetes offerings](){: style="width:7%"}](https://www.cncf.io/training/certification/software-conformance) [![projectcalico.org: Using Kubernetes to orchestrate VMs](){: style="width:7%"}](https://www.tigera.io/blog/using-kubernetes-to-orchestrate-vms) [![Searchable list of Kubernetes Storage Providers](){: style="width:7%"}](https://storageclass.info/drivers) [![blog.kubecost.com: The Guide to Kubernetes Labels](){: style="width:7%"}](https://www.apptio.com/topics/kubernetes/labels/?src=kc-blog) [![cncf.io: Certified Kubernetes Application Developer (CKAD)](){: style="width:7%"}](https://www.cncf.io/training/certification/ckad) [![blog.kubecost.com: AKS Cost Monitoring and Governance With Kubecost](){: style="width:7%"}](https://www.apptio.com/topics/kubernetes/aks-cost/?src=kc-blog) [![Kubecost 🌟](){: style="width:7%"}](https://www.apptio.com/products/kubecost/?src=kc-com)

+[![blog.kubecost.com: Kubernetes node affinity: examples & instructions](){: style="width:7%"}](https://www.apptio.com/topics/kubernetes/node-affinity/?src=kc-blog) [![blog.kubecost.com: Kubecost raises $5.5 million to help teams monitor and reduce their Kubernetes spend](){: style="width:7%"}](https://www.apptio.com/blog-devops/?src=kc-blog) [![portworx.com: Automating Kubernetes Data Management with GitOps & AutoPilot](){: style="width:7%"}](https://portworx.com/blog/automating-kubernetes-data-management-with-gitops-autopilot) [![puppet.com: The 2021 State of DevOps Report is here! 🌟](){: style="width:7%"}](https://www.puppet.com/resources/state-of-devops-report) [![Promotion-Based Development: A Fast Track to Mediocrity](){: style="width:7%"}](https://vadimkravcenko.com/shorts/promotion-based-development) [![GitLab CI/CD](){: style="width:7%"}](https://docs.gitlab.com/ee/ci) [![Azure Pipelines](){: style="width:7%"}](https://learn.microsoft.com/en-us/azure/devops/pipelines) [![cursor.com: Cursor AI Code Editor](){: style="width:7%"}](https://cursor.com) [![antigravity.google: Google Antigravity Agentic Platform](){: style="width:7%"}](https://antigravity.google) [![docs.anthropic.com: Claude Code CLI](){: style="width:7%"}](https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview) [![githubnext.com: GitHub Copilot Workspace](){: style="width:7%"}](https://githubnext.com/projects/copilot-workspace)

+[![learn.microsoft.com: Use Agent Mode in GitHub Copilot](){: style="width:7%"}](https://learn.microsoft.com/en-us/visualstudio/ide/copilot-agent-mode) [![github.blog: Continuous Delivery with GitHub Actions](){: style="width:7%"}](https://github.blog/enterprise-software/ci-cd/continuous-delivery-github-actions-best-practices)
 
 
 
diff --git a/v2-docs/GoogleCloudPlatform.md b/v2-docs/GoogleCloudPlatform.md
index 4d879a94..e1e1f937 100644
--- a/v2-docs/GoogleCloudPlatform.md
+++ b/v2-docs/GoogleCloudPlatform.md
@@ -11,83 +11,38 @@
 1. [AI and Orchestration](#ai-and-orchestration)
   - [Agentic Workflows](#agentic-workflows)
     - [Command-Line Tools](#command-line-tools)
-1. [AI Engineering](#ai-engineering)
-  - [Agentic Frameworks](#agentic-frameworks)
-    - [Google Cloud](#google-cloud)
 1. [Application Development](#application-development)
   - [API Management](#api-management)
     - [Apigee Integration](#apigee-integration)
-  - [Automation](#automation)
-    - [Python](#python)
-  - [Data Engineering](#data-engineering)
-    - [Google Sheets](#google-sheets)
-  - [Developer Portal](#developer-portal)
-    - [Open Source Showcase](#open-source-showcase)
-  - [Low-CodeNo-Code](#low-codeno-code)
-    - [Platform Review](#platform-review)
-    - [Productivity](#productivity)
   - [Workflows](#workflows)
     - [Orchestration](#orchestration)
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Cloud Infrastructure](#cloud-infrastructure)
   - [Compute](#compute)
     - [Architectural Decision](#architectural-decision)
-    - [Cost Optimization](#cost-optimization)
   - [Containers](#containers)
     - [Google Kubernetes Engine](#google-kubernetes-engine)
-  - [Data Migration](#data-migration)
-    - [Storage](#storage)
   - [Databases](#databases)
     - [Cloud Spanner](#cloud-spanner)
-    - [Managed Services](#managed-services)
-    - [Resiliency Testing](#resiliency-testing)
-  - [Developer Tooling](#developer-tooling)
-    - [Cloud Shell](#cloud-shell)
   - [GCP Ecosystem](#gcp-ecosystem)
     - [CICD Pipelines](#cicd-pipelines)
     - [DevOps Frameworks](#devops-frameworks)
     - [Developer Tools](#developer-tools)
     - [IDE Integrations](#ide-integrations)
-  - [Google Cloud Platform](#google-cloud-platform-1)
-    - [Product Catalog](#product-catalog)
   - [High Availability](#high-availability)
     - [Architecture](#architecture)
   - [Microservices](#microservices)
-    - [Google Cloud](#google-cloud-1)
+    - [Google Cloud](#google-cloud)
   - [Networking](#networking)
     - [Private Service Connect](#private-service-connect)
-    - [VPC VPN](#vpc-vpn)
-  - [Observability](#observability)
-    - [Google Cloud Operations](#google-cloud-operations)
   - [Public Cloud](#public-cloud)
-    - [Analysis](#analysis)
-    - [Google Cloud](#google-cloud-2)
-    - [Reference Sheets](#reference-sheets)
-    - [Training](#training)
+    - [Google Cloud](#google-cloud-1)
   - [Security](#security)
     - [IAM](#iam)
     - [PKI](#pki)
-    - [Platform Threat Intelligence](#platform-threat-intelligence)
     - [Secrets Management](#secrets-management)
   - [Serverless](#serverless)
     - [Cloud Run](#cloud-run)
     - [VPC Networking](#vpc-networking)
-1. [Cloud Providers](#cloud-providers)
-  - [GCP](#gcp)
-    - [Product Catalog](#product-catalog-1)
-  - [Google Kubernetes Engine GKE](#google-kubernetes-engine-gke)
-    - [GKE Core](#gke-core)
-1. [Cloud Strategy](#cloud-strategy)
-  - [Service Mapping](#service-mapping)
-    - [GCP Translation](#gcp-translation)
-1. [Cluster Management](#cluster-management)
-  - [GitOps](#gitops)
-    - [Config Sync](#config-sync)
-1. [Containers and Orchestration](#containers-and-orchestration)
-  - [GitOps](#gitops-1)
-    - [Config Connector](#config-connector)
 1. [DevOps and Delivery](#devops-and-delivery)
   - [CICD](#cicd)
     - [Containerization](#containerization)
@@ -96,11 +51,6 @@
     - [GKE](#gke)
     - [GKE GA](#gke-ga)
     - [Industry Assessment](#industry-assessment)
-  - [Developer Tools](#developer-tools-1)
-    - [CLI Automation](#cli-automation)
-    - [CLI References](#cli-references)
-  - [Infrastructure as Code](#infrastructure-as-code)
-    - [Terraform](#terraform)
 1. [DevSecOps](#devsecops)
   - [CICD Pipelines](#cicd-pipelines-1)
     - [Hybrid Cloud Architecture](#hybrid-cloud-architecture)
@@ -110,33 +60,15 @@
 1. [Hybrid and Multi-Cloud](#hybrid-and-multi-cloud)
   - [Anthos](#anthos)
     - [Ingress](#ingress)
-    - [Multi-Cloud Support](#multi-cloud-support)
-    - [Multi-Cluster](#multi-cluster)
     - [Strategic Guide](#strategic-guide)
     - [Windows Containers](#windows-containers)
 1. [Networking and Security](#networking-and-security)
-  - [Content Delivery](#content-delivery)
-    - [Caching](#caching)
-  - [Core Services](#core-services)
-    - [DNS](#dns)
-  - [IAM](#iam-1)
-    - [Federated Identity](#federated-identity)
-  - [Identity and Access](#identity-and-access)
-    - [Database Proxy](#database-proxy)
-  - [Infrastructure](#infrastructure)
-    - [Fundamentals](#fundamentals)
-    - [VPC](#vpc)
   - [Service Discovery](#service-discovery)
     - [Registry](#registry)
   - [Service Mesh](#service-mesh)
     - [Traffic Management](#traffic-management)
-  - [Threat Detection](#threat-detection)
-    - [Intrusion Detection](#intrusion-detection)
   - [Traffic Management](#traffic-management-1)
     - [Load Balancing](#load-balancing)
-1. [Public Cloud Providers](#public-cloud-providers)
-  - [GCP](#gcp-1)
-    - [Enterprise Platform](#enterprise-platform)
 
 ## AI and Orchestration
 
@@ -145,13 +77,6 @@
 #### Command-Line Tools
 
   - **(2025)** [**Google Agents CLI**](https://github.com/google/agents-cli) ⭐ 2853  [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An official command-line tool from Google built to design, test, and deploy agentic AI workflows. Leveraging the Model Context Protocol (MCP) and Google LLM APIs, it facilitates automated task orchestration across local filesystems and remote cloud APIs.
-## AI Engineering
-
-### Agentic Frameworks
-
-#### Google Cloud
-
-  - **(2025)** [Level Up Your Agents: Announcing Google's Official Skills Repository](https://cloud.google.com/blog/topics/developers-practitioners/level-up-your-agents-announcing-googles-official-skills-repository) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Google Cloud's announcement of its official skills repository designed for AI agents. This resource provides ready-made functions, connectors, and tools that can be bound to Gemini-powered agents, enabling them to query enterprise databases, execute administrative tasks, and integrate with standard GCP APIs with strict security guarantees.
 ## Application Development
 
 ### API Management
@@ -159,46 +84,11 @@
 #### Apigee Integration
 
   - **(2021)** [Announcing Apigee Integration: An API-first approach for connecting data and applications](https://cloud.google.com/blog/products/api-management/google-cloud-announces-apigee-integration) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Introduces Apigee Integration, combining Apigee's API management platform with native application integration engines. Facilitates low-latency connection patterns between enterprise systems, SaaS endpoints, and custom REST/gRPC microservices.
-### Automation
-
-#### Python
-
-  - **(2021)** [anderfernandez.com: CΓ³mo automatizar un script de Python en Google Cloud](https://anderfernandez.com/blog/automatizar-script-python-google-cloud) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” A step-by-step developer tutorial demonstrating execution of Python automation workflows inside Google Cloud. Reviews orchestration using Cloud Scheduler, Cloud Functions, and Compute Engine to automate data extraction, scraping, and processing routines.
-### Data Engineering
-
-#### Google Sheets
-
-  - **(2021)** [freecodecamp.org: Web Scraping with Google Sheets – How to Scrape Web Pages with Built-in Functions](https://www.freecodecamp.org/news/web-scraping-google-sheets)  [COMMUNITY-TOOL] β€” Evaluates techniques for scraping and parsing web pages using built-in Google Sheets functions like IMPORTXML and IMPORTHTML. Provides direct patterns for light ETL, rapid data extraction, and spreadsheet automation workflows.
-### Developer Portal
-
-#### Open Source Showcase
-
-  - **(2021)** [devlibrary.withgoogle.com 🌟](https://devlibrary.withgoogle.com)  [COMMUNITY-TOOL] β€” Google’s curated repository showcasing real-world, high-quality open-source projects, libraries, and architecture demonstrations built with GCP and Flutter. Serves as a peer-reviewed knowledge engine for production-proven software architectures.
-### Low-CodeNo-Code
-
-#### Platform Review
-
-  - **(2020)** [infoworld.com: Google Cloud AppSheet review: No-code with extras](https://www.infoworld.com/article/2270941/google-cloud-appsheet-review-no-code-with-extras.html)  [COMMUNITY-TOOL] β€” A critical, technical review analyzing AppSheet's feature set, emphasizing its data-modeling capabilities, native integration with GCP resources, and automated workflow triggers. Assesses how the platform scales for rapid application delivery compared to traditional development.
-#### Productivity
-
-  - **(2020)** [Google Cloud AppSheet](https://about.appsheet.com/home)  [COMMUNITY-TOOL] β€” AppSheet delivers a robust, no-code application development platform that integrates directly with Google Workspace, databases, and third-party APIs. Enables business developers to engineer secure mobile and web automation interfaces with zero infrastructure overhead.
 ### Workflows
 
 #### Orchestration
 
   - **(2021)** [cloud.google.com: Service orchestration on Google Cloud](https://cloud.google.com/blog/topics/developers-practitioners/service-orchestration-google-cloud) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Analyzes service orchestration methodologies in Google Cloud, highlighting Cloud Workflows. Illustrates how architects can coordinate microservices, serverless architectures, and external API gateways with low-latency, stateful orchestration mechanisms.
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [medium.com/google-cloud/tagged/devops](https://medium.com/google-cloud/tagged/devops)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/google-cloud/tagged/devops in the Kubernetes Tools ecosystem.
-  - [venturebeat.com: Google Cloud announces Network Connectivity Center to simplify' hybrid cloud management](https://venturebeat.com/2021/03/23/google-cloud-announces-network-connectivity-center-to-simplify-hybrid-cloud-management)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering venturebeat.com: Google Cloud announces Network Connectivity Center to simplify' hybrid cloud management in the Kubernetes Tools ecosystem.
-  - [medium.com/google-cloud: Design your Landing Zone β€” Design Considerations' Part 4β€” IaC, GitOps and CI/CD (Google Cloud Adoption Series)](https://medium.com/google-cloud/design-your-landing-zone-design-considerations-part-4-iac-gitops-and-ci-cd-google-cloud-ae3f533c6dbd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/google-cloud: Design your Landing Zone β€” Design Considerations' Part 4β€” IaC, GitOps and CI/CD (Google Cloud Adoption Series) in the Kubernetes Tools ecosystem.
-  - [engineering.mercari.com: Kubernetes based autoscaler for Cloud Spanner](https://engineering.mercari.com/en/blog/entry/20211222-kubernetes-based-spanner-autoscaler)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering engineering.mercari.com: Kubernetes based autoscaler for Cloud Spanner in the Kubernetes Tools ecosystem.
-  - [medium.com/google-cloud: Anthos-at-Home: Spinning Up a Bare-Metal Anthos' Cluster on Dumpster Servers](https://medium.com/google-cloud/anthos-at-home-spinning-up-a-bare-metal-anthos-cluster-on-dumpster-servers-5bcef301cfa5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/google-cloud: Anthos-at-Home: Spinning Up a Bare-Metal Anthos' Cluster on Dumpster Servers in the Kubernetes Tools ecosystem.
-  - [Terraform Provider for Google Cloud 7.0 is now GA](https://www.hashicorp.com/en/blog/terraform-provider-for-google-cloud-7-0-is-now-ga)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Terraform Provider for Google Cloud 7.0 is now GA in the Kubernetes Tools ecosystem.
 ## Cloud Infrastructure
 
 ### Compute
@@ -206,35 +96,16 @@
 #### Architectural Decision
 
   - **(2021)** [cloud.google.com: Where should I run my stuff? Choosing a Google Cloud compute option](https://cloud.google.com/blog/topics/developers-practitioners/where-should-i-run-my-stuff-choosing-google-cloud-compute-option) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” An architectural decision matrix evaluating Google Cloud's compute execution environments, ranging from Compute Engine and GKE to Cloud Run and App Engine. It guides architects to match runtime characteristics, scaling requirements, and operational overhead boundaries with the appropriate hosting platform.
-#### Cost Optimization
-
-  - **(2021)** [cloud.google.com: Save money and time with automated VM management and suspend/resume](https://cloud.google.com/blog/products/compute/guide-to-cost-optimization-through-automated-vm-management) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Explores cost-efficiency frameworks in Compute Engine, focusing on automated VM lifecycle management, suspension, and resumption states. This guide provides technical patterns for eliminating idle compute costs during off-peak hours without sacrificing state or deployment velocity.
 ### Containers
 
 #### Google Kubernetes Engine
 
   - **(2021)** [cloud.google.com: A container story - Google Kubernetes Engine](https://cloud.google.com/blog/topics/developers-practitioners/container-story-google-kubernetes-engine)  [COMMUNITY-TOOL] β€” Outlines the evolutionary architecture of container orchestration leading to Google Kubernetes Engine (GKE). It covers GKE's managed control plane, automated node provisioning, and deep integration with GCP networking, offering a foundational narrative on production-grade containerization.
-### Data Migration
-
-#### Storage
-
-  - **(2021)** [cloud.google.com: How to transfer your data to Google Cloud](https://cloud.google.com/blog/topics/developers-practitioners/how-transfer-your-data-google-cloud) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Demystifies data ingestion and migration strategies into GCP, categorizing methods by data volume, network bandwidth, and velocity. Focuses on Storage Transfer Service, Transfer Appliance, and programmatic transfer workflows to optimize offline and online pipeline migration.
 ### Databases
 
 #### Cloud Spanner
 
   - **(2026)** [cloud.google.com: Demystifying Cloud Spanner multi-region configurations](https://cloud.google.com/blog/topics/developers-practitioners/demystifying-cloud-spanner-multi-region-configurations) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Technical exploration of Cloud Spanner's synchronous, multi-region replication. Explains Paxos consensus algorithms, TrueTime API synchronization, and consistency guarantees across continents.
-#### Managed Services
-
-  - **(2021)** [cloud.google.com: Your Google Cloud database options, explained](https://cloud.google.com/blog/topics/developers-practitioners/your-google-cloud-database-options-explained) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” A comprehensive analytical overview of Google Cloud's managed database portfolio, mapping structured, unstructured, relational, and NoSQL engines (such as Cloud Spanner, Cloud SQL, and Firestore) to specific enterprise workloads. It guides architects through selecting storage paradigms based on consistency models, scale, and transaction volumes.
-#### Resiliency Testing
-
-  - **(2021)** [Testing Cloud SQL failover: Where to begin](https://cloud.google.com/blog/topics/developers-practitioners/testing-cloud-sql-failover-where-begin) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Deeply evaluates failover mechanics inside Google Cloud SQL. Discusses High Availability (HA) topologies, read replica behavior, and how engineers can safely initiate manual failover triggers to evaluate database reconnection and application resilience.
-### Developer Tooling
-
-#### Cloud Shell
-
-  - **(2026)** [New Cloud Shell Editor: Get your first cloud-native app running in minutes](https://cloud.google.com/blog/products/application-development/introducing-cloud-shell-editor)  [COMMUNITY-TOOL] β€” Introduces GCP's modernized web-based IDE powered by Eclipse Theia. It provides a preconfigured container workspace, dynamic terminal access, and direct integration with local source controls.
 ### GCP Ecosystem
 
 #### CICD Pipelines
@@ -249,11 +120,6 @@
 #### IDE Integrations
 
   - **(2025)** [Google Cloud Code](https://cloud.google.com/code) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” A powerful suite of IDE plugins (VS Code, IntelliJ) designed to accelerate development of cloud-native systems on GCP. Curator highlights focus on debugging Kubernetes clusters directly from local workstations. Live engineering teams use Cloud Code to minimize the gap between local code changes and GCP deployment environments, driving faster development feedback loops.
-### Google Cloud Platform (1)
-
-#### Product Catalog
-
-  - **(2026)** [console.cloud.google.com/products](https://accounts.google.com/v3/signin/identifier?continue=https%3A%2F%2Fconsole.cloud.google.com%2Fproducts&dsh=S-837258255%3A1779033921742301&followup=https%3A%2F%2Fconsole.cloud.google.com%2Fproducts&osid=1&passive=1209600&service=cloudconsole&flowName=WebLiteSignIn&flowEntry=ServiceLogin&ifkv=AWa2PavdLijoZE8HgBUBXNoU1YfsOf-olUjJ8JfmhFG_0QoTjdDv1sVmFwi8Eo6EXbpyWStjzuTRaQ) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The comprehensive management control plane for Google Cloud Platform (GCP) services, showcasing serverless runtimes, managed databases, and enterprise networking. It provides native Kubernetes (GKE), AI services, and IAM frameworks to construct highly available applications. Curated portal access maps directly to programmatic infrastructure control and cloud service catalogs.
 ### High Availability
 
 #### Architecture
@@ -261,7 +127,7 @@
   - **(2026)** [thenewstack.io: Configuring the Google Cloud Platform for High Availability](https://thenewstack.io/configuring-for-high-availability-in-google-cloud-platform) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Architectural playbook on designing high-availability systems on GCP, describing regional failovers, managed instance groups, cloud load balancing strategies, and automated scaling policies.
 ### Microservices
 
-#### Google Cloud (1)
+#### Google Cloud
 
   - **(2026)** [cloud.google.com: Microservices architecture on Google Cloud](https://cloud.google.com/blog/topics/developers-practitioners/microservices-architecture-google-cloud) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Architect's blueprint for designing, deploying, and managing microservices topologies on GCP using GKE, Cloud Run, API gateways, Cloud SQL, and service mesh frameworks like Anthos Service Mesh.
 ### Networking
@@ -269,30 +135,11 @@
 #### Private Service Connect
 
   - **(2026)** [cloud.google.com: Consume services faster, privately and securely - Private Service Connect now in GA](https://cloud.google.com/blog/products/networking/private-service-connect-is-now-generally-available) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Highlights the GA release of Google Cloud Private Service Connect, allowing private endpoint connections across separate GCP networks, projects, and SaaS ecosystems over a secure Google backbone without complex VPC peering.
-#### VPC VPN
-
-  - **(2026)** [cloud.google.com: VPN network overview](https://docs.cloud.google.com/vpc/docs/vpc) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Reference documentation on GCP Cloud VPN network architecture. Highlights dynamic routing via Cloud Router, high-availability setups with IPSec protocols, and encrypted on-premises-to-cloud integrations.
-### Observability
-
-#### Google Cloud Operations
-
-  - **(2026)** [cloud.google.com: Monitor and troubleshoot your VMs in context for faster resolution](https://cloud.google.com/blog/products/operations/better-access-to-observability-data-for-virtual-machines)  [COMMUNITY-TOOL] β€” Introduces contextual VM troubleshooting features in Google Cloud Operations (formerly Stackdriver), allowing developers to analyze metrics, traces, and system logs in unified dashboards to lower MTTR.
 ### Public Cloud
 
-#### Analysis
-
-  - **(2026)** [kinsta.com: Top 7 Advantages of Choosing Google Cloud Hosting](https://kinsta.com/blog/cloud-platform-for-developers)  [COMMUNITY-TOOL] β€” Details key structural advantages of hosting sites and microservices on GCP, highlighting performance perks, live VM migration capabilities, cost-effective pricing models, and private global networks.
-#### Google Cloud (2)
+#### Google Cloud (1)
 
   - **(2026)** [cloud.google.com](https://cloud.google.com) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Google Cloud Platform (GCP) official portal. It features premium tier global networking, fully managed Kubernetes engines (GKE), advanced analytical and machine learning toolsets, and highly scalable data storage.
-#### Reference Sheets
-
-  - **(2026)** [cloud.google.com: 5 cheat sheets to help you get started on your Google Cloud journey 🌟](https://cloud.google.com/blog/products/gcp/5-google-cloud-product-cheat-sheets-2021)  [COMMUNITY-TOOL] [GUIDE] β€” A visual curation of visual decision trees and cheat sheets for GCP products. Useful for quick architecture mapping of compute options, database services, and hybrid setups.
-#### Training
-
-  - **(2026)** [whizlabs.com: Introduction To Google Cloud Platform](https://www.whizlabs.com/blog/google-cloud-platform)  [COMMUNITY-TOOL] β€” A comprehensive introductory article mapping out GCP foundational structures, virtual machine instances, VPC networking, storage classes, and certification paths for beginners.
-  - **(2026)** [cloud.google.com: Training more than 40 million new people on Google Cloud skills](https://cloud.google.com/blog/topics/training-certifications/google-cloud-to-train-more-than-40-million-with-cloud-skills)  [COMMUNITY-TOOL] β€” Overview of Google Cloud's strategic global training initiative, aiming to upskill developers via Google Cloud Skills Boost, interactive learning labs, and modular path certifications.
-  - **(2026)** [cloud.google.com: How to get started with Google Cloud: Introducing our new learning hub and learning benefits for Innovators](https://cloud.google.com/blog/topics/training-certifications/new-learning-hub-and-benefits-for-google-cloud-innovators)  [COMMUNITY-TOOL] β€” Announces Google Cloud's community-driven learning hub for Innovators, detailing access to free learning resources, interactive codelabs, live expert sessions, and peer-to-peer networking.
 ### Security
 
 #### IAM
@@ -301,9 +148,6 @@
 #### PKI
 
   - **(2026)** [infoq.com: Google Releases Its Certificate Authority Service into General Availability](https://www.infoq.com/news/2021/08/google-cloud-cas-ga) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Detailing GCP's Certificate Authority Service (CAS) GA release, a highly scalable, fully managed PKI engine designed to simplify CA deployment and cryptographic management for secure microservice communication.
-#### Platform Threat Intelligence
-
-  - **(2026)** [zdnet.com: Google Cloud rolls out new security tools as threat landscape heats up](https://www.zdnet.com/article/google-cloud-rolls-out-new-security-tools-as-threat-landscape-heats-up) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Analysis of Google Cloud's enhanced security integrations, detailing updates to Security Command Center, zero-trust tools, and threat protection measures to counter cloud-targeted attacks.
 #### Secrets Management
 
   - **(2026)** [techradar.com: Google Cloud is making it easier for developers to smuggle β€˜secrets’ in their code](https://www.techradar.com/news/google-cloud-is-making-it-easier-for-developers-to-smuggle-secrets-in-their-code)  [COMMUNITY-TOOL] β€” Highlights GCP developer platform updates aimed at facilitating secure, automated secret consumption in source codes, eliminating plain-text secrets risk using native IDE-to-Secret Manager integrations.
@@ -316,39 +160,6 @@
 #### VPC Networking
 
   - **(2021)** [Cloud Functions, meet VPC functionality](https://cloud.google.com/blog/products/serverless/learn-how-to-use-advanced-vpc-functionality-with-your-cloud-functions) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Explains how Google Cloud Functions natively interact with VPC resources using Serverless VPC Access connectors. This integration permits secure, private database queries, internal API routing, and system execution behind private networks without public IP exposure.
-## Cloud Providers
-
-### GCP
-
-#### Product Catalog (1)
-
-  - **(2026)** [**googlecloudcheatsheet.withgoogle.com: Google Cloud Developer cheat sheet**](https://cloud.google.com/products) [HTML CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Google's official product portal mapping its enterprise suite of cloud computing, data analytics, and machine learning services. Serves as a primary reference for system architects evaluating Google's managed offerings, providing documentation and pathing for product integration.
-### Google Kubernetes Engine GKE
-
-#### GKE Core
-
-  - **(2025)** [Google Kubernetes Engine](https://cloud.google.com/kubernetes-engine) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Core landing documentation for Google Kubernetes Engine (GKE), highlighting GKE's industry-standard capabilities. Specifically focuses on setting up node pools with custom kernel parameters, eliminating post-bootstrap script workarounds. Provides the baseline reference for standard-setting enterprise container management.
-## Cloud Strategy
-
-### Service Mapping
-
-#### GCP Translation
-
-  - **(2026)** [cloud.google.com: Compare AWS and Azure services to Google Cloud](https://docs.cloud.google.com/docs/get-started/aws-azure-gcp-service-comparison)  [COMMUNITY-TOOL] β€” Google Cloud's official engineering guide to translating AWS and Azure infrastructure paradigms into GCP equivalents. It describes VPC networks, database engines, and container services. Live grounding establishes its role as the industry-standard translation manual for cross-cloud architects.
-## Cluster Management
-
-### GitOps
-
-#### Config Sync
-
-  - **(2025)** [Config Sync](https://docs.cloud.google.com/kubernetes-engine/config-sync/docs/overview) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Config Sync is Google Cloud's GitOps-native configuration engine optimized for Anthos and GKE clusters. It securely syncs cluster state configurations and namespace boundaries directly from trusted Git, OCI, or Helm registries with continuous validation.
-## Containers and Orchestration
-
-### GitOps (1)
-
-#### Config Connector
-
-  - **(2020)** [==github.com/GoogleCloudPlatform/k8s-config-connector: GCP Config Connector==](https://github.com/GoogleCloudPlatform/k8s-config-connector) ⭐ 1042  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Config Connector is a Kubernetes Custom Resource Definition (CRD) controller that allows operators to manage Google Cloud resources natively as if they were standard Kubernetes objects. It bridges GitOps configurations with physical cloud infrastructure provisioning.
 ## DevOps and Delivery
 
 ### CICD
@@ -370,19 +181,6 @@
 #### Industry Assessment
 
   - **(2022)** [infoq.com: Google's Managed Continuous Delivery Service for Kubernetes Moves to GA](https://www.infoq.com/news/2022/02/google-cloud-deploy) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A technical industry overview reporting on Google Cloud Deploy’s general availability. Analyzes its competitive positioning against GitOps tools (ArgoCD, Flux) and how it simplifies CI/CD platform engineering for cloud-native enterprises.
-### Developer Tools (1)
-
-#### CLI Automation
-
-  - **(2020)** [kelseyhightower/cmd-tutorial](https://github.com/kelseyhightower/cmd-tutorial) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” An educational reference by Kelsey Hightower showcasing CLI orchestration, process controls, and shell command integration. Provides idiomatic patterns for system administrators and automation engineers writing resilient command wrapper scripts.
-#### CLI References
-
-  - **(2021)** [cloud.google.com: The gcloud tool cheat sheet](https://docs.cloud.google.com/sdk/docs/cheatsheet?hl=en) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” A dense CLI reference guide outlining crucial command groupings for managing IAM, Compute Engine, GKE clusters, and networking components. Provides syntax, flag paradigms, and programmatic output formatting tricks.
-### Infrastructure as Code
-
-#### Terraform
-
-  - **(2021)** [cloud.google.com: Declarative Export. Build your perfect Google Cloud infrastructure using Terraform and the gcloud CLI](https://cloud.google.com/blog/products/application-development/google-cloud-cli-declarative-export-preview) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Outlines the gcloud CLI declarative export feature, allowing operators to automatically translate active GCP live resource states into production-ready Terraform configurations or Kubernetes Config Connector manifests.
 ## DevSecOps
 
 ### CICD Pipelines (1)
@@ -404,12 +202,6 @@
 #### Ingress
 
   - **(2020)** [itnext.io: Ingress for Anthos β€” Multi-cluster Ingress and Global Service Load Balancing](https://itnext.io/ingress-for-anthos-multi-cluster-ingress-and-global-service-load-balancing-c56c57b97e82) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Examines the technical design of Multi-cluster Ingress (MCI) on Anthos. Illustrates how a unified global load balancer acts as a single endpoint, intelligently routing traffic to healthy microservice clusters distributed globally based on geographical proximity and backend capacity.
-#### Multi-Cloud Support
-
-  - **(2021)** [cloud.google.com: Anthos makes multi-cloud easier with new API, support for Azure](https://cloud.google.com/blog/products/containers-kubernetes/google-cloud-anthos-multicloud-api-and-gke-on-azure-ga) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Details the operational release of GKE on Microsoft Azure and the standardized Multi-cloud API. Analyzes how GKE clusters on AWS and Azure are provisioned, updated, and consolidated using unified control plane paradigms.
-#### Multi-Cluster
-
-  - **(2020)** [itnext.io: Anthos β€” Multi-cluster Management](https://itnext.io/anthos-multi-cluster-management-aa6f2c03120d) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Investigates the operational mechanics of Anthos multi-cluster registration, hub-and-spoke configuration, and telemetry collection. Shows how operators can deploy, manage, and monitor unified GKE environments spanning physical data centers and hyperscalers.
 #### Strategic Guide
 
   - **(2019)** [Everything You Want To Know About Anthos - Google's Hybrid And Multi-Cloud Platform](https://www.forbes.com/sites/janakirammsv/2019/04/14/everything-you-want-to-know-about-anthos-googles-hybrid-and-multi-cloud-platform)  [COMMUNITY-TOOL] β€” A strategic market review analyzing Google’s motivations behind launching Anthos. Describes how Anthos decouples Kubernetes management from specific underlying cloud fabrics to standardize operations, deployment, and service meshes across disparate architectures.
@@ -418,34 +210,6 @@
   - **(2020)** [Bringing Kubernetes’ goodness to Windows Server apps with Anthos](https://cloud.google.com/blog/topics/anthos/windows-server-support-comes-to-anthos-on-prem) [ADVANCED LEVEL]  [LEGACY] β€” Explores Anthos’ platform integration of Windows Server containers. Outlines the technical processes of running, orchestrating, and scaling legacy Microsoft .NET and IIS-based web workloads alongside modern Linux microservices in hybrid GKE clusters.
 ## Networking and Security
 
-### Content Delivery
-
-#### Caching
-
-  - **(2021)** [cloud.google.com: What is Cloud CDN and how does it work?](https://cloud.google.com/blog/topics/developers-practitioners/what-cloud-cdn-and-how-does-it-work) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Decodes Cloud CDN's architectural operations, explaining how cache virtualization at Google’s global edge locations minimizes latency and back-end server load. Highlights integration with HTTP(S) load balancers, SSL certificate offloading, and dynamic compression.
-### Core Services
-
-#### DNS
-
-  - **(2021)** [cloud.google.com: Cloud DNS explained!](https://cloud.google.com/blog/topics/developers-practitioners/cloud-dns-explained) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” A technical breakdown of Cloud DNS, Google Cloud's high-performance, resilient, global Domain Name System. Details private DNS zones, split-horizon configurations, and integration with VPC networks, which together ensure robust service discovery within enterprise infrastructures.
-### IAM (1)
-
-#### Federated Identity
-
-  - **(2021)** [cloud.google.com: Enabling keyless authentication from GitHub Actions](https://cloud.google.com/blog/products/identity-security/enabling-keyless-authentication-from-github-actions) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Details the architectural implementation of Workload Identity Federation to eliminate hardcoded service account keys within GitHub Actions CI/CD workflows. By leveraging OpenID Connect (OIDC), it establishes a secure, temporary trust relationship between external platforms and GCP.
-### Identity and Access
-
-#### Database Proxy
-
-  - **(2021)** [==db-auth-gateway==](https://github.com/kloeckner-i/db-auth-gateway) ⭐ 26  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An open-source authentication gateway proxy designed to facilitate secure, IAM-mediated database connections. Minimizes credential sprawl by mapping incoming traffic identities directly to modern database authorization schemas.
-### Infrastructure
-
-#### Fundamentals
-
-  - **(2020)** [networkmanagementsoftware.com: Google Cloud Platform (GCP) Networking Fundamentals](https://www.networkmanagementsoftware.com/google-cloud-platform-gcp-networking-fundamentals)  [COMMUNITY-TOOL] β€” A deep dive into core networking primitives within GCP, mapping subnets, firewall rules, routes, and IP address management. Provides clear mental models for engineering reliable, segmented network boundaries for enterprise topologies.
-#### VPC
-
-  - **(2021)** [cloud.google.com: Google Cloud Networking overview 🌟🌟](https://cloud.google.com/blog/topics/developers-practitioners/google-cloud-networking-overview) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” A comprehensive baseline analysis of GCP's Software-Defined Networking (SDN) topology. Focuses on Global VPCs, subnets, peering, Cloud Interconnect, and private service access networks, highlighting Google’s unique global fiber infrastructure.
 ### Service Discovery
 
 #### Registry
@@ -456,24 +220,14 @@
 #### Traffic Management
 
   - **(2021)** [cloud.google.com: Traffic Director explained!](https://cloud.google.com/blog/topics/developers-practitioners/traffic-director-explained) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Examines Google Cloud's fully managed traffic control plane for service meshes, Traffic Director (supporting Envoy-based proxies). It details how the platform delivers global load balancing, health checking, and advanced traffic steering patterns across multi-region containerized and VM-based workloads.
-### Threat Detection
-
-#### Intrusion Detection
-
-  - **(2021)** [cloud.google.com: Cloud IDS for network-based threat detection is now generally available](https://cloud.google.com/blog/products/identity-security/announcing-general-availability-of-google-cloud-ids) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Details Cloud IDS (Intrusion Detection System), a managed service delivering deep packet inspection and network threat protection powered by Palo Alto Networks. It intercepts and monitors VPC traffic mirroring to detect malware, exploits, and anomalous behavior.
 ### Traffic Management (1)
 
 #### Load Balancing
 
   - **(2021)** [cloud.google.com: What is Cloud Load Balancing?](https://cloud.google.com/blog/topics/developers-practitioners/what-cloud-load-balancing) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Explains the design of GCP's global, distributed Anycast Cloud Load Balancing system. Illustrates how Layer 4 and Layer 7 load balancers distribute traffic dynamically across regions with minimal latency, auto-scaling up to millions of requests per second.
-## Public Cloud Providers
-
-### GCP (1)
-
-#### Enterprise Platform
-
-  - **(2026)** [github.com/GoogleCloudPlatform](https://github.com/GoogleCloudPlatform) [MULTI CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The master landing organization for Google Cloud Platform's open-source projects, APIs, and CLI utilities. Holds structural frameworks, SDKs, and enterprise infrastructure design tools.
 
 ---
-πŸ’‘ **Explore Related:** [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md) | [Azure](./azure.md)
+πŸ’‘ **Explore Related:** [Edge Computing](./edge-computing.md) | [Oraclecloud](./oraclecloud.md) | [AWS Architecture](./aws-architecture.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/about.md b/v2-docs/about.md
index 7f022d54..372a57f0 100644
--- a/v2-docs/about.md
+++ b/v2-docs/about.md
@@ -11,31 +11,11 @@
 1. [Automation and Orchestration](#automation-and-orchestration)
   - [API Orchestration](#api-orchestration)
     - [Postman](#postman)
-    - [Swagger Codegen](#swagger-codegen)
-  - [CICD and Pipelines](#cicd-and-pipelines)
-    - [Azure Pipelines](#azure-pipelines)
-    - [GitLab CI](#gitlab-ci)
-    - [Jenkins CLI](#jenkins-cli)
-    - [Jenkins JCasC](#jenkins-jcasc)
-    - [Jenkins REST API](#jenkins-rest-api)
   - [Configuration Management](#configuration-management)
     - [Ansible AWX](#ansible-awx)
     - [Ansible Kubernetes Module](#ansible-kubernetes-module)
-  - [GitOps](#gitops)
-    - [Argo CD](#argo-cd)
   - [Infrastructure as Code](#infrastructure-as-code)
     - [Terraform Boilerplates](#terraform-boilerplates)
-    - [Terraform Provider](#terraform-provider)
-  - [Package Management](#package-management)
-    - [Helm](#helm)
-  - [Templating Engine](#templating-engine)
-    - [Jinja](#jinja)
-1. [Cloud Native](#cloud-native)
-  - [Kubernetes Development](#kubernetes-development)
-    - [Go Client-Go](#go-client-go)
-      - [Generics](#generics)
-1. [Kubernetes Tools](#kubernetes-tools)
-  - [General Reference](#general-reference)
 
 ## The Nubenetes Engineering Manifest
 
@@ -65,7 +45,7 @@ We prioritize established frameworks and enterprise standards over ad-hoc, unmai
 #### 2.4. Avoiding Engineering Anti-Patterns
 We combat the culture of **Promotion-Based Development (PBD)**, where complexity is manufactured for personal career visibility rather than business value. 
 
-  - [Promotion-Based Development: A Fast Track to Mediocrity](https://vadimkravcenko.com/shorts/promotion-based-development) [GUIDE] β€” Dissects how rewarding "shiny new things" over battle-tested stability leads to fragile architectures.
+  - [Promotion-Based Development: A Fast Track to Mediocrity](https://vadimkravcenko.com/shorts/promotion-based-development/) [GUIDE] β€” Dissects how rewarding "shiny new things" over battle-tested stability leads to fragile architectures.
   - [Reddit: The Reality of Promotion-Driven Development](https://www.reddit.com/r/ExperiencedDevs/comments/pw6vuv/promotion_driven_development) [COMMUNITY-TOOL] β€” A raw, evidence-based discussion from senior engineers on the industry's most common misaligned incentives.
 
 ### 3. The Architectural North Star
@@ -146,50 +126,6 @@ While certifications like CKA are prominent on CVs, they are frequently utilized
     
     Postman remains a prominent API collaboration platform. It offers developers comprehensive tools to design, mock, test, document, and monitor APIs within an intuitive, team-oriented development lifecycle workspace.
 
-#### Swagger Codegen
-
-??? note "Swagger Codegen"
-    **[Access Resource](https://github.com/swagger-api/swagger-codegen)** 🌟🌟🌟🌟 | Level: Intermediate
-    
-    Automatic generation of API client libraries and server stubs from OpenAPI/Swagger specifications.
-
-### CICD and Pipelines
-
-#### Azure Pipelines
-
-??? note "Azure Pipelines"
-    **[Access Resource](https://learn.microsoft.com/en-us/azure/devops/pipelines)** 🌟🌟🌟🌟 | Level: Beginner
-    
-    Cloud-hosted CI/CD pipeline service by Microsoft, supporting both Windows, Linux, and macOS environments.
-
-#### GitLab CI
-
-??? note "GitLab CI/CD"
-    **[Access Resource](https://docs.gitlab.com/ee/ci)** 🌟🌟🌟🌟🌟 | Level: Beginner
-    
-    Built-in continuous integration and delivery engine of GitLab, supporting declarative YAML pipeline specifications.
-
-#### Jenkins CLI
-
-??? note "Jenkins CLI"
-    **[Access Resource](https://www.jenkins.io/doc/book/managing/cli)** 🌟🌟🌟🌟 | Level: Intermediate
-    
-    The official command-line runtime interface for administering remote Jenkins controller servers. Allows automated shell execution of administrative tasks, plugin updates, diagnostic tracing, and build queue interventions.
-
-#### Jenkins JCasC
-
-??? note "Jenkins Configuration as Code"
-    **[Access Resource](https://www.jenkins.io/projects/jcasc)** 🌟🌟🌟🌟🌟 | Level: Advanced
-    
-    Core configuration portal resource emphasizing JCasC's role in establishing single-source-of-truth configuration files. It eliminates configuration drift through central, repeatable environments.
-
-#### Jenkins REST API
-
-??? note "Jenkins Remote Access API"
-    **[Access Resource](https://www.jenkins.io/doc/book/using/remote-access-api)** 🌟🌟🌟🌟 | Level: Beginner
-    
-    Official documentation for Jenkins RESTful API integration, enabling remote control, status querying, and programmatic pipeline orchestration.
-
 ### Configuration Management
 
 #### Ansible AWX
@@ -206,67 +142,18 @@ While certifications like CKA are prominent on CVs, they are frequently utilized
     
     Official documentation for the cornerstone `kubernetes.core.k8s` module. It allows direct, declarative definition of Kubernetes objects inside Ansible playbooks using native YAML manifest definitions, enabling a blended hybrid orchestration pattern.
 
-### GitOps
-
-#### Argo CD
-
-??? note "Argo CD"
-    **[Access Resource](https://argoproj.github.io/argo-cd)** 🌟🌟🌟🌟🌟 | Level: Intermediate
-    
-    The absolute industry standard for GitOps-based continuous delivery on Kubernetes. Argo CD synchronizes active cluster states with declarative configurations stored in git repositories, providing robust drift correction, visual dashboarding, and audit controls.
-
 ### Infrastructure as Code
 
 #### Terraform Boilerplates
 
 ??? note "Terraform Kubernetes Boilerplates 🌟"
-    **[Access Resource](https://nubenetes.com/terraform)** 🌟🌟🌟🌟🌟 | Level: Advanced
+    **[Access Resource](https://nubenetes.com/terraform/)** 🌟🌟🌟🌟🌟 | Level: Advanced
     
     A library of enterprise-stable Terraform templates configured specifically for modern Kubernetes environments (EKS, GKE, AKS). Includes pre-tested infrastructure specifications for VPC topologies, private nodes, and dynamic ingress setups.
 
-#### Terraform Provider
-
-??? note "Terraform Kubernetes Provider"
-    **[Access Resource](https://registry.terraform.io/providers/hashicorp/kubernetes/latest/docs)** 🌟🌟🌟🌟 | Level: Beginner
-    
-    Official Kubernetes provider for Terraform, enabling declarative deployment and management of Kubernetes resources using HashiCorp Configuration Language (HCL).
-
-### Package Management
-
-#### Helm
-
-??? note "Helm"
-    **[Access Resource](https://github.com/helm/helm)** 🌟🌟🌟🌟🌟 | Level: Advanced
-    
-    Official Go implementation of the Helm client, acting as the package manager for Kubernetes. Helm manages complex application definitions through charts, providing repeatable deployments, in-place upgrades, and robust rollback capabilities.
-
-### Templating Engine
-
-#### Jinja
-
-??? note "jinja 🌟"
-    **[Access Resource](https://github.com/pallets/jinja)** 🌟🌟🌟🌟🌟 | Level: Advanced
-    
-    The official repository for Jinja, the ubiquitous Python-based templating engine. Jinja underpins all dynamic evaluation structures inside Ansible, enabling programmatic infrastructure assembly.
-
-## Cloud Native
-
-### Kubernetes Development
-
-#### Go Client-Go
-
-##### Generics
-
-  - [itnext.io: Generically working with Kubernetes objects in Go](https://itnext.io/generically-working-with-kubernetes-resources-in-go-53bce678f887) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Curator Insight highlights the use of Go 1.18+ generics to drastically reduce boilerplate when interacting with various Kubernetes API types. Live Grounding confirms that while standard client-go uses dynamic clients or interface{} for generic operations, integrating Go generics allows for cleaner, type-safe custom controllers. This article provides practical patterns for wrapping standard clients to streamline resource manipulation.
-## Kubernetes Tools
-
-### General Reference
-
-  - [DZone: Defining Day-2 Operations](https://dzone.com/articles/defining-day-2-operations)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==DZone: Defining Day-2 Operations== in the Kubernetes Tools ecosystem.
-  - [alexander-goida.medium.com: Thoughts about breaking silos of software engineering' teams 🌟](https://alexander-goida.medium.com/thoughts-about-breaking-silos-of-software-engineering-teams-323d1f78ef68)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering alexander-goida.medium.com: Thoughts about breaking silos of software engineering' teams 🌟 in the Kubernetes Tools ecosystem.
-  - [reddit.com: Promotion Driven Development](https://www.reddit.com/r/ExperiencedDevs/comments/pw6vuv/promotion_driven_development)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com: Promotion Driven Development in the Kubernetes Tools ecosystem.
-  - [en.wikipedia.org: Kiss up kick down](https://en.wikipedia.org/wiki/Kiss_up_kick_down)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering en.wikipedia.org: Kiss up kick down in the Kubernetes Tools ecosystem.
 
 ---
-πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md)
+πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Kubernetes Tools](./kubernetes-tools.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Angular](./angular.md)
 
diff --git a/v2-docs/ai-agents-mcp.md b/v2-docs/ai-agents-mcp.md
index 3c509633..d2faa6f3 100644
--- a/v2-docs/ai-agents-mcp.md
+++ b/v2-docs/ai-agents-mcp.md
@@ -8,83 +8,16 @@
 
 ## Table of Contents
 
-1. [AI and Agents](#ai-and-agents)
-  - [Environments](#environments)
-    - [Claude](#claude)
-  - [Frameworks](#frameworks)
-    - [Google Cloud](#google-cloud)
-1. [AI Engineering](#ai-engineering)
-  - [AI Agents](#ai-agents)
-    - [Web Automation](#web-automation)
-  - [Model Context Protocol](#model-context-protocol)
-    - [Architecture](#architecture)
-    - [Awesome Lists](#awesome-lists)
-    - [Developer Experience](#developer-experience)
-    - [Google Cloud](#google-cloud-1)
-    - [Official Servers](#official-servers)
-    - [Specifications](#specifications)
 1. [AI Infrastructure](#ai-infrastructure)
   - [Distributed Computing](#distributed-computing)
     - [Kube-Ray](#kube-ray)
-  - [Hardware Orchestration](#hardware-orchestration)
-    - [NVIDIA Operators](#nvidia-operators)
   - [LLM Serving](#llm-serving)
     - [LocalAI](#localai)
     - [vLLM](#vllm)
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Cloud Native Operations](#cloud-native-operations)
   - [AI AIOps](#ai-aiops)
     - [Kubernetes Troubleshooting](#kubernetes-troubleshooting)
-1. [Developer Experience](#developer-experience-1)
-  - [AI-Assisted Coding](#ai-assisted-coding)
-    - [Claude Code](#claude-code)
-1. [Software Engineering](#software-engineering)
-  - [AI Tools](#ai-tools)
-    - [Claude Code](#claude-code-1)
 
-## AI and Agents
-
-### Environments
-
-#### Claude
-
-  - **(2025)** [==docs.anthropic.com: Claude Code CLI==](https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Anthropic's official command-line interface (CLI) tool designed for autonomous agentic software engineering.
-Claude Code can read codebases, execute commands, run tests, and manage git workflows directly in terminal environments.
-### Frameworks
-
-#### Google Cloud
-
-  - **(2026)** [==antigravity.google: Google Antigravity Agentic Platform==](https://antigravity.google) [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Google's unified development platform and SDK (google-antigravity) for building, evaluating, and deploying stateful AI agents.
-Enables developers to transition from local prototype builds to secure GKE production environments and leverage the Gemini Enterprise Agent Platform.
-## AI Engineering
-
-### AI Agents
-
-#### Web Automation
-
-  - **(2025)** [==Skyvern==](https://github.com/Skyvern-ai/Skyvern) ⭐ 21899  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight: An AI-powered web browser automation agent designed to extract data and execute workflows on complex interfaces. Live Grounding: Translates plain-text instructions into resilient selenium-style interactions, dynamically adapting to DOM mutations and bypassing rigid selector patterns.
-### Model Context Protocol
-
-#### Architecture
-
-  - **(2024)** [anthropic.com: Introducing the Model Context Protocol](https://www.anthropic.com/news/model-context-protocol) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Anthropic's release document introducing the Model Context Protocol (MCP), an open-standard protocol enabling LLM agents to securely interact with external tools and data sources. MCP standardizes the JSON-RPC interface between hosts and servers, resolving the integration fragmentation that previously plagued generative AI integrations and agentic workflows.
-#### Awesome Lists
-
-  - **(2025)** [==Awesome MCP Servers==](https://github.com/punkpeye/awesome-mcp-servers) ⭐ 89112  [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” Curator Insight: A community-curated collection of servers implementing the Model Context Protocol. Live Grounding: Aggregates verified integrations linking AI models to tools like relational databases, enterprise APIs, version control providers, and local execution runtimes.
-#### Developer Experience
-
-  - **(2025)** [MCPBundles](https://www.mcpbundles.com) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” MCPBundles is a discovery and packaging platform designed to bundle various Model Context Protocol servers for rapid deployment. It simplifies agentic application building by providing curated, pre-configured groupings of tools (e.g., database drivers, git utilities, API endpoints) that can be integrated into AI hosts in a single setup operation.
-#### Google Cloud (1)
-
-  - **(2025)** [Google Cloud Managed MCP](https://cloud.google.com/blog/products/ai-machine-learning/google-cloud-managed-mcp-for-gemini) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Google Cloud's managed solution for Model Context Protocol, allowing enterprise Gemini models to safely interact with local data sources and external enterprise systems. By hosting and scaling MCP servers inside Google's managed environment, it minimizes operational overhead while securing transactional agentic workflows with native cloud IAM.
-#### Official Servers
-
-  - **(2025)** [==GitHub MCP Server==](https://github.com/modelcontextprotocol/servers) ⭐ 87194  [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight: Primary collection of production-grade Model Context Protocol (MCP) servers. Live Grounding: Establishes development standards for JSON-RPC 2.0 based message exchange between host agents and enterprise backend systems.
-#### Specifications
-
-  - **(2025)** [modelcontextprotocol.io: MCP Official Documentation](https://modelcontextprotocol.io/docs/getting-started/intro) [TYPESCRIPT CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The official technical documentation and specifications for the Model Context Protocol (MCP). It provides comprehensive blueprints for implementing client-server architectures, defining standard JSON-RPC 2.0 schemas for prompt execution, resource exploration, and tool binding. Serves as the authoritative source for developers building LLM integrations.
 ## AI Infrastructure
 
 ### Distributed Computing
@@ -92,11 +25,6 @@ Enables developers to transition from local prototype builds to secure GKE produ
 #### Kube-Ray
 
   - **(2025)** [Kube-Ray](https://github.com/ray-project/kuberay) ⭐ 2541  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight: An open-source Kubernetes Operator enabling the deployment and management of Ray clusters. Live Grounding: Serves as the backbone for distributed machine learning workloads on Kubernetes, abstracting compute node scaling, memory configuration, and actor scheduling.
-### Hardware Orchestration
-
-#### NVIDIA Operators
-
-  - **(2025)** [NVIDIA GPU Operator](https://github.com/NVIDIA/gpu-operator) ⭐ 2739  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight: Kubernetes operator designed to automate the management of NVIDIA software components on nodes. Live Grounding: Provisions GPU drivers, container runtimes, device plug-ins, and monitoring tools automatically, ensuring consistent access to hardware acceleration.
 ### LLM Serving
 
 #### LocalAI
@@ -105,14 +33,6 @@ Enables developers to transition from local prototype builds to secure GKE produ
 #### vLLM
 
   - **(2025)** [==vLLM on Kubernetes==](https://github.com/vllm-project/vllm) ⭐ 82816  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight: Integration guides and deployment schemas for hosting vLLM on Kubernetes clusters. Live Grounding: Standardizes memory-efficient LLM serving using PagedAttention. Features rapid integration with Kubernetes HPA (Horizontal Pod Autoscaler) and native Prometheus performance scraping.
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [IBM IAM for AI Agents](https://t.co/EKsVgKA4xn)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering IBM IAM for AI Agents in the Kubernetes Tools ecosystem.
-  - [PulseMCP](https://pulsemcp.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering PulseMCP in the Kubernetes Tools ecosystem.
 ## Cloud Native Operations
 
 ### AI AIOps
@@ -120,21 +40,9 @@ Enables developers to transition from local prototype builds to secure GKE produ
 #### Kubernetes Troubleshooting
 
   - **(2025)** [HolmesGPT (Robusta)](https://github.com/HolmesGPT/holmesgpt) ⭐ 2623  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight: An AI-driven troubleshooting assistant for Kubernetes clusters by Robusta. Live Grounding: Utilizes LLM agents to autonomously parse Prometheus alerts, collect pod logs, inspect live status, and deliver actionable remediation steps for infrastructure incidents.
-## Developer Experience (1)
-
-### AI-Assisted Coding
-
-#### Claude Code
-
-  - **(2025)** [==Claude Code Best Practice==](https://github.com/shanraisshan/claude-code-best-practice) ⭐ 57660  [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” Curator Insight: Curated collection of best practices, system prompts, and architecture layouts for Claude Code. Live Grounding: Explores advanced CLI-driven agent workflows, highlighting configuration optimizations, shell integration strategies, and secure execution configurations in local and remote environments.
-## Software Engineering
-
-### AI Tools
-
-#### Claude Code (1)
-
-  - **(2025)** [youtube: The 6 Levels of Claude Code Explained](https://www.youtube.com/watch?v=TUKYbUIXLOE)  [COMMUNITY-TOOL] β€” A deep-dive video breakdown analyzing the capabilities of Anthropic's Claude Code interface. Evaluates the progression from basic code generation and syntax correction to advanced multi-file refactoring and semi-autonomous agentic software engineering tasks.
 
 ---
-πŸ’‘ **Explore Related:** [AI](./ai.md) | [ChatGPT](./chatgpt.md) | [MLOps](./mlops.md)
+πŸ’‘ **Explore Related:** [AI](./ai.md) | [MLOps](./mlops.md) | [ChatGPT](./chatgpt.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/ai.md b/v2-docs/ai.md
index c968fec9..6641ed3b 100644
--- a/v2-docs/ai.md
+++ b/v2-docs/ai.md
@@ -11,93 +11,28 @@
 1. [AI and Orchestration](#ai-and-orchestration)
   - [Agentic Workflows](#agentic-workflows)
     - [Command-Line Tools](#command-line-tools)
-1. [AI Engineering](#ai-engineering)
-  - [Model Context Protocol](#model-context-protocol)
-    - [Awesome Lists](#awesome-lists)
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Artificial Intelligence](#artificial-intelligence-1)
-  - [AI Strategy](#ai-strategy)
-    - [Business Alignment](#business-alignment)
-    - [Ecosystem Landscapes](#ecosystem-landscapes)
-    - [Ecosystem Partnerships](#ecosystem-partnerships)
-    - [Hybrid Cloud Infrastructure](#hybrid-cloud-infrastructure)
-    - [Socio-Technical Impact](#socio-technical-impact)
-  - [Deep Learning](#deep-learning)
-    - [Large Language Models](#large-language-models)
   - [Generative AI Engineering](#generative-ai-engineering)
     - [API Integration Patterns](#api-integration-patterns)
     - [Architecture Patterns](#architecture-patterns)
-    - [Audio and Speech Synthesis](#audio-and-speech-synthesis)
-    - [Transformer Implementations](#transformer-implementations)
-  - [LLMOps and MLOps](#llmops-and-mlops)
-    - [Curated Ecosystems](#curated-ecosystems)
-    - [Strategy and Pipelines](#strategy-and-pipelines)
-  - [Large Language Models](#large-language-models-1)
-    - [Evaluation and Safety](#evaluation-and-safety)
-    - [Industry Use Cases](#industry-use-cases)
-    - [LLM Primers](#llm-primers)
-    - [Structured Curriculums](#structured-curriculums)
-    - [Transformer Architecture](#transformer-architecture)
-  - [Machine Learning and Deep Learning Fundamentals](#machine-learning-and-deep-learning-fundamentals)
-    - [AI Primer](#ai-primer)
-    - [Career Strategy](#career-strategy)
-    - [Foundational Handbook](#foundational-handbook)
-    - [Neural Network Architectures](#neural-network-architectures)
-    - [Structured Curriculums](#structured-curriculums-1)
-1. [Artificial Intelligence and LLMs](#artificial-intelligence-and-llms)
-  - [Prompt Engineering](#prompt-engineering)
-    - [Developer Productivity](#developer-productivity)
-1. [Cloud Infrastructure](#cloud-infrastructure)
-  - [CICD and DevOps](#cicd-and-devops)
-    - [DevSecOps](#devsecops)
-  - [Infrastructure as Code](#infrastructure-as-code)
-    - [Compliance Auditing](#compliance-auditing)
 1. [Cloud Native Operations](#cloud-native-operations)
   - [AI AIOps](#ai-aiops)
     - [Kubernetes Troubleshooting](#kubernetes-troubleshooting)
   - [AI-Powered Operations AIOps](#ai-powered-operations-aiops)
     - [Kubernetes Troubleshooting](#kubernetes-troubleshooting-1)
-  - [Infrastructure as Code](#infrastructure-as-code-1)
+  - [Infrastructure as Code](#infrastructure-as-code)
     - [AI-Assisted IaC](#ai-assisted-iac)
   - [Kubernetes Orchestration](#kubernetes-orchestration)
     - [AI Workloads on K8s](#ai-workloads-on-k8s)
-1. [Computer Vision](#computer-vision)
-  - [Deep Learning Research](#deep-learning-research)
-    - [CVPR](#cvpr)
-    - [Generative AI](#generative-ai)
-    - [ML Notebooks](#ml-notebooks)
-1. [DevOps](#devops)
-  - [Automation](#automation)
-    - [Education Tooling](#education-tooling)
-1. [Developer Experience](#developer-experience)
-  - [AI-Assisted Coding](#ai-assisted-coding)
-    - [Claude Code](#claude-code)
-1. [Developer Productivity](#developer-productivity-1)
-  - [IDEs](#ides)
-    - [Cursor](#cursor)
+1. [Container Orchestration](#container-orchestration)
+  - [Azure Kubernetes Service](#azure-kubernetes-service)
+    - [AKS Fleet Manager](#aks-fleet-manager)
 1. [Developer Tooling](#developer-tooling)
   - [AI Code Assistants](#ai-code-assistants)
     - [Prompt Templates](#prompt-templates)
-1. [Enterprise Architecture](#enterprise-architecture)
-  - [AIOps and Observability](#aiops-and-observability)
-    - [Incident Response](#incident-response)
-    - [Site Reliability Engineering](#site-reliability-engineering)
-    - [Strategic IT Ops](#strategic-it-ops)
-1. [FinOps and Cloud Cost](#finops-and-cloud-cost)
-  - [IaC FinOps](#iac-finops)
-    - [AI Optimization](#ai-optimization)
-1. [Kubernetes and Platform Engineering](#kubernetes-and-platform-engineering)
-  - [Platform Engineering Trends](#platform-engineering-trends)
-    - [AI Integration](#ai-integration)
 1. [Software Engineering](#software-engineering)
   - [AI-Assisted Development](#ai-assisted-development)
-    - [GitHub Copilot](#github-copilot)
-    - [Industry Impact](#industry-impact)
-    - [Next-Gen Platforms](#next-gen-platforms)
-  - [Database Management](#database-management)
-    - [Model Context Protocol](#model-context-protocol-1)
+    - [Multi-Repository Architecture](#multi-repository-architecture)
   - [Professional Development](#professional-development)
     - [Core Architectures](#core-architectures)
 
@@ -108,54 +43,8 @@
 #### Command-Line Tools
 
   - **(2025)** [**Google Agents CLI**](https://github.com/google/agents-cli) ⭐ 2853  [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An official command-line tool from Google built to design, test, and deploy agentic AI workflows. Leveraging the Model Context Protocol (MCP) and Google LLM APIs, it facilitates automated task orchestration across local filesystems and remote cloud APIs.
-## AI Engineering
-
-### Model Context Protocol
-
-#### Awesome Lists
-
-  - **(2025)** [==Awesome MCP Servers==](https://github.com/punkpeye/awesome-mcp-servers) ⭐ 89112  [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” Curator Insight: A community-curated collection of servers implementing the Model Context Protocol. Live Grounding: Aggregates verified integrations linking AI models to tools like relational databases, enterprise APIs, version control providers, and local execution runtimes.
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [Discussion: Where is AI Still Completely Useless?](https://www.reddit.com/r/Terraform/comments/1l7my1x/where_is_ai_still_completely_useless_for)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Discussion: Where is AI Still Completely Useless? in the Kubernetes Tools ecosystem.
-  - [Tech companies cutting devs for AI](https://www.reddit.com/r/ProgrammerHumor/comments/1tbzih8/techcompaniescuttingdevsforai)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Tech companies cutting devs for AI in the Kubernetes Tools ecosystem.
-  - [Docker for LLMs](https://www.docker.com/llm)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Docker for LLMs in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Accelerate your Terraform development with Amazon CodeWhisperer](https://www.hashicorp.com/blog/accelerate-your-terraform-development-with-amazon-codewhisperer)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Accelerate your Terraform development with Amazon CodeWhisperer in the Kubernetes Tools ecosystem.
-  - [Introducing Kiro: AWS Agentic AI-Based IDE](https://markrosscloud.medium.com/introducing-kiro-aws-agentic-ai-based-ide-cded711b1409)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Introducing Kiro: AWS Agentic AI-Based IDE in the Kubernetes Tools ecosystem.
-  - [guru99.com: Artificial Intelligence Tutorial for Beginners: Learn Basics' of AI 🌟🌟🌟](https://www.guru99.com/ai-tutorial.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==guru99.com: Artificial Intelligence Tutorial for Beginners: Learn Basics' of AI== 🌟🌟🌟 in the Kubernetes Tools ecosystem.
-  - [technologyreview.es: "Las empresas que empiezan a lo grande con la IA' fracasan mΓ‘s" 🌟](https://www.technologyreview.es/s/13258/las-empresas-que-empiezan-lo-grande-con-la-ia-fracasan-mas)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==technologyreview.es: "Las empresas que empiezan a lo grande con la IA' fracasan mΓ‘s"== 🌟 in the Kubernetes Tools ecosystem.
-  - [hipertextual.com: Diferencias entre Inteligencia Artificial, Machine Learning' y Deep Learning](https://hipertextual.com/2023/02/diferencias-ia-machine-learning)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hipertextual.com: Diferencias entre Inteligencia Artificial, Machine Learning' y Deep Learning in the Kubernetes Tools ecosystem.
-  - [blog.redbrickai.com: F.A.S.T. ⚑️ Meta AI’s Segment Anything for Medical' Imaging](https://blog.redbrickai.com/blog-posts/fast-meta-sam-for-medical-imaging)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.redbrickai.com: F.A.S.T. ⚑️ Meta AI’s Segment Anything for Medical' Imaging in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Accelerating AI adoption on Azure with Terraform](https://www.hashicorp.com/blog/accelerating-ai-adoption-on-azure-with-terraform)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Accelerating AI adoption on Azure with Terraform in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: AI for infrastructure management](https://www.hashicorp.com/solutions/ai-infrastructure-management)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: AI for infrastructure management in the Kubernetes Tools ecosystem.
 ## Artificial Intelligence (1)
 
-### AI Strategy
-
-#### Business Alignment
-
-  - **(2021)** [technologyreview.com: Andrew Ng: Forget about building an AI-first business. Start with a mission 🌟](https://www.technologyreview.com/2021/03/26/1021258/ai-pioneer-andrew-ng-machine-learning-business)  [COMMUNITY-TOOL] β€” An interview with AI pioneer Andrew Ng discussing how to correctly align AI investments with business goals. Instead of building superficial 'AI-first' corporate structures, Ng argues for target-driven AI missions that address specific organizational pain points. This framework helps platform engineers and software architects focus tooling on high-impact business systems.
-#### Ecosystem Landscapes
-
-  - **(2024)** [mad.firstmark.com: The MAD (ML/AI/Data) Landscape](https://mad.firstmark.com)  [COMMUNITY-TOOL] β€” The definitive interactive map outlining the modern Machine Learning, AI, and Big Data landscape (MAD). Built and updated regularly, this portal segments thousands of open-source packages and cloud vendors. It is an indispensable dashboard for architects analyzing toolchain consolidation and technology selection.
-#### Ecosystem Partnerships
-
-  - **(2024)** [xataka.com: Microsoft no quiere poner todos los huevos en la misma cesta: anuncia una asociaciΓ³n con Mistral AI, la OpenAI de Europa](https://www.xataka.com/robotica-e-ia/microsoft-no-quiere-poner-todos-huevos-cesta-anuncia-asociacion-mistral-ai-openai-europa) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” Details Microsoft's strategic alliance with French AI startup Mistral AI, expanding model choices on Azure Cloud. It details how the partnership offers developers alternative foundation models like Mistral Large, decreasing vendor lock-in. It illustrates the shifting geopolitical dynamics and cloud distribution wars of foundation models.
-#### Hybrid Cloud Infrastructure
-
-  - **(2020)** [cio.com: Make Better AI Infrastructure Decisions: Why Hybrid Cloud is a Solid Fit 🌟](https://www.cio.com/article/350337/make-better-ai-infrastructure-decisions-why-hybrid-cloud-is-a-solid-fit.html)  [COMMUNITY-TOOL] β€” This article evaluates hybrid cloud configurations as the optimal topology for running complex AI and ML workloads. By pairing on-premises GPU compute resources (minimizing high data transfer costs) with public cloud scalability for distributed inference, enterprises optimize their infrastructure spending. It acts as an essential decision framework for infrastructure architects.
-#### Socio-Technical Impact
-
-  - **(2023)** [businessinsider.es: Los ingenieros de software estΓ‘n aterrorizados ante la posibilidad de ser sustituidos por la IA](https://www.businessinsider.es/tecnologia/ingenieros-software-estan-aterrorizados-posibilidad-ser-sustituidos-ia-1238112) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” Investigates the sociotechnical impact and anxieties surrounding the deployment of automated coding assistants within software engineering. It argues that while generative models displace routine syntax boilerplate generation, they elevate the engineer's role to that of a system orchestrator and architectural validator. It defines critical perspectives on long-term developer training.
-### Deep Learning
-
-#### Large Language Models
-
-  - **(2024)** [==LLMs-from-scratch==](https://github.com/rasbt/LLMs-from-scratch) ⭐ 97134  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight highlights this acclaimed resource for building a fully functional PyTorch Transformer from scratch. Live Grounding verifies it is an indispensable textbook for AI engineers, laying bare tokenization, self-attention calculations, optimization loops, and model loading mechanics without library abstractions.
 ### Generative AI Engineering
 
 #### API Integration Patterns
@@ -164,75 +53,6 @@
 #### Architecture Patterns
 
   - **(2023)** [youtube: AWS re:Invent 2023 - From hype to impact: Building a generative AI architecture (ARC217)](https://www.youtube.com/watch?v=1Lat8dP7Eq0) [ADVANCED LEVEL]  [EMERGING] β€” An advanced AWS architecture session detailing patterns to transition generative AI from experimental concepts to secure, cost-optimized, and low-latency production applications. It covers vector search performance, model endpoint caching, and distributed multi-tenant API routing. This reference is crucial for system engineers designing robust enterprise AI portals.
-#### Audio and Speech Synthesis
-
-  - **(2024)** [amazon.science/base-tts-samples](https://www.amazon.science/base-tts-samples) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Examines Amazon's advanced research in large-scale text-to-speech (TTS) foundation models, presenting audio samples and technical parameters. The system demonstrates emergent properties in synthetic voice naturalness, prosody control, and emotive expression. It outlines the state of the art in developing hyper-realistic speech interfaces.
-#### Transformer Implementations
-
-  - **(2023)** [**github.com/NielsRogge/Transformers-Tutorials**](https://github.com/NielsRogge/Transformers-Tutorials) ⭐ 11638  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A robust repository of detailed Jupyter notebooks demonstrating how to fine-tune, optimize, and deploy Hugging Face Transformers. Spanning multiple sensory modalities, it includes code for computer vision, natural language processing, and multimodal tasks. It serves as a go-to code library for enterprise machine learning engineers.
-### LLMOps and MLOps
-
-#### Curated Ecosystems
-
-  - **(2023)** [github.com/tensorchord/Awesome-LLMOps: Awesome LLMOps](https://github.com/tensorchord/Awesome-LLMOps) ⭐ 5843  [MARKDOWN CONTENT] 🌟🌟🌟 [ENTERPRISE-STABLE] β€” An expansive, curated catalog of leading open-source LLMOps tooling, libraries, and frameworks. Curator Insight and Live Grounding validate this repository as a comprehensive roadmap for configuring production vector databases, distributed training trackers, model testing beds, and low-latency inference gateways.
-#### Strategy and Pipelines
-
-  - **(2023)** [valohai.com/blog/llmops/](https://valohai.com/blog/llmops)  [EMERGING] β€” A detailed structural analysis mapping out the critical differences between classical MLOps pipelines and the emerging LLMOps domain. It addresses unique lifecycle challenges such as prompt versioning, parameter-efficient fine-tuning (PEFT), and the RAG validation triad. It helps platform teams adapt CI/CD tools to AI lifecycles.
-### Large Language Models (1)
-
-#### Evaluation and Safety
-
-  - **(2024)** [Ignore Prior Instructions: AI Still Befuddled by Basic Reasoning](https://thenewstack.io/ignore-prior-instructions-ai-still-befuddled-by-basic-reasoning)  [COMMUNITY-TOOL] β€” Analyses the logical and mathematical limitations of current autoregressive transformers, exploring why basic reasoning and prompt injection vulnerability remain major hurdles. It advises deploying robust system-level validation checks and structured orchestration frameworks (e.g., semantic gateways) to mitigate risk in user-facing production systems.
-#### Industry Use Cases
-
-  - **(2023)** [forbesargentina.com: Por quΓ© Nvidia, Google y Microsoft apuestan miles de millones en modelos LLM de IA Generativa para biotecnologΓ­a](https://www.forbesargentina.com/innovacion/por-nvidia-google-microsoft-apuestan-miles-millones-modelos-llm-ia-generativa-biotecnologia-n49278) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” Analyzes the massive strategic investments from major hyper-scalers (Google, Microsoft, Nvidia) in training LLMs for computational biology and drug discovery. It details how biological sequences (DNA, proteins) are modeled similarly to language tokens, unlocking rapid protein fold predictions. It illustrates the expanding paradigm of specialized generative domain modeling.
-#### LLM Primers
-
-  - **(2023)** [aman.ai/primers/ai/LLM: Primers - Overview of Large Language Models](https://aman.ai/primers/ai/LLM) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” A structured primer exploring the foundational architectures, training phases, and evaluation cycles of Large Language Models (LLMs). It maps out causal language modeling, masking methodologies, and reinforcement learning from human feedback (RLHF). This overview equips engineers with deep insights into how massive neural networks interpret context.
-#### Structured Curriculums
-
-  - **(2023)** [==github.com/mlabonne/llm-course==](https://github.com/mlabonne/llm-course) ⭐ 80120  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Maxime Labonne's stellar curriculum for mastering Large Language Model engineering. Curator Insight and Live Grounding confirm its value, providing code-driven notebooks covering quantization (bitsandbytes, AWQ, GGUF), LoRA fine-tuning, direct preference optimization (DPO), and advanced retrieval-augmented generation (RAG) paradigms.
-#### Transformer Architecture
-
-  - **(2023)** [aman.ai: Transformers](https://aman.ai/primers/ai/transformers) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” An elegant architectural blueprint dissecting the mathematical design of the Attention is All You Need transformer model. It provides clear examinations of multi-head attention blocks, residual connections, feed-forward sublayers, and positional embeddings. Reading this is necessary for developers seeking to optimize model inference latency.
-  - **(2023)** [aman.ai: Primers β€’ Bidirectional Encoder Representations from Transformers (BERT)](https://aman.ai/primers/ai/bert) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Dissects BERT (Bidirectional Encoder Representations from Transformers), detailing its bidirectional training paradigm via Masked Language Modeling (MLM). By processing left and right contexts simultaneously, BERT excels at semantic search, sentence classification, and named entity recognition. This guide is ideal for engineers deploying advanced information extraction models.
-  - **(2023)** [aman.ai: Primers β€’ Generative Pre-trained Transformer (GPT)](https://aman.ai/primers/ai/gpt) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” A technical overview of the Generative Pre-trained Transformer (GPT) lineage, explaining decoder-only autoregressive pre-training. It highlights how next-token prediction and casual masking techniques scale predictably over billions of parameters. This documentation helps platform engineers understand parameter scaling trends and memory requirements.
-### Machine Learning and Deep Learning Fundamentals
-
-#### AI Primer
-
-  - **(2023)** [aman.ai/primers/ai: Distilled AI](https://aman.ai/primers/ai) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” An elite reference manual summarizing core concepts in modern machine learning and deep learning architectures. It distills deep neural net mechanics, loss functions, optimizer designs, and regularization frameworks into actionable technical digests. Ideal for software architects who require high-density cheat sheets on machine learning theory.
-#### Career Strategy
-
-  - **(2021)** [freecodecamp.org: Ace Your Deep Learning Job Interview](https://www.freecodecamp.org/news/ace-your-deep-learning-job-interview)  [COMMUNITY-TOOL] β€” A practical preparation handbook mapping out the essential mathematical and conceptual pillars required for deep learning technical interviews. It covers topics ranging from linear algebra, neural network architectures (like CNNs and RNNs), activation functions, to hyperparameter optimization. This guide is highly effective for engineers targeting deep-tech infrastructure roles.
-#### Foundational Handbook
-
-  - **(2023)** [freecodecamp.org: Deep Learning Fundamentals Handbook – What You Need to Know to Start Your Career in AI](https://www.freecodecamp.org/news/deep-learning-fundamentals-handbook-start-a-career-in-ai)  [COMMUNITY-TOOL] β€” A detailed handbook covering the fundamental mathematics and algorithms behind deep learning systems. It reviews basic perceptrons, gradient descent variations, backpropagation formulas, and methods to mitigate overfitting (such as dropout and weight decay). It serves as a necessary theoretical manual for building a comprehensive understanding of AI systems.
-#### Neural Network Architectures
-
-  - **(2020)** [poloclub.github.io: What is a Convolutional Neural Network?](https://poloclub.github.io/cnn-explainer) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” An interactive, visual demonstration of Convolutional Neural Networks (CNNs) designed to demystify mathematical operations like convolution, pooling, and activation functions. The tool lets engineers inspect intermediate layers of active models, mapping visual inputs to numerical transformations. This is a vital resource for platform engineers seeking a deep conceptual understanding of computer vision workloads.
-#### Structured Curriculums (1)
-
-  - **(2023)** [==github.com/microsoft/ML-For-Beginners: Machine Learning for Beginners' - A Curriculum==](https://github.com/microsoft/ML-For-Beginners) ⭐ 86821  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Microsoft's 12-week, 26-lesson classical machine learning curriculum focused heavily on hands-on project-based execution using Scikit-learn. It purposely isolates foundational ML patternsβ€”such as regression, clustering, and basic NLPβ€”from deep learning complexities. It is a premier learning journey for developers seeking to deploy robust predictive systems.
-## Artificial Intelligence and LLMs
-
-### Prompt Engineering
-
-#### Developer Productivity
-
-  - **(2024)** [**Awesome NotebookLM Slide Prompts**](https://github.com/serenakeyitan/awesome-notebookLM-prompts) ⭐ 3761  [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A master curation of system-level prompt templates specifically optimized for Google NotebookLM. It accelerates complex source material ingestions, contextual extractions, and structured summarizing processes for technical architects. (Live Grounding: Highlights the 2026 intersection of AI workflow orchestration and engineering documentation maintenance).
-## Cloud Infrastructure
-
-### CICD and DevOps
-
-#### DevSecOps
-
-  - **(2023)** [infoworld.com: 5 best practices for securing CI/CD pipelines](https://www.infoworld.com/article/2336728/5-best-practices-for-securing-cicd-pipelines.html)  [COMMUNITY-TOOL] β€” Synthesizes five critical best practices for hardening modern deployment pipelines. Covers automated static analysis (SAST), software bill-of-materials (SBOM) generation, container signing, secrets management, and least-privilege runtimes.
-### Infrastructure as Code
-
-#### Compliance Auditing
-
-  - **(2026)** [AWS Well-Architected IaC Analyzer](https://github.com/aws-samples/well-architected-iac-analyzer) ⭐ 483  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” An AWS-backed auditing analyzer designed to inspect CloudFormation and Terraform designs against the AWS Well-Architected standard. Evaluates infrastructure-as-code deployments for security vulnerabilities and reliability issues before runtime provisioning.
 ## Cloud Native Operations
 
 ### AI AIOps
@@ -244,8 +64,8 @@
 
 #### Kubernetes Troubleshooting (1)
 
-  - **(2023)** [collabnix.com: The Rise of Kubernetes and AI – Kubectl OpenAI plugin](https://collabnix.com/the-rise-of-kubernetes-and-ai-kubectl-openai-plugin) [GO CONTENT]  [COMMUNITY-TOOL] β€” Focuses on the Kubectl OpenAI plugin, showing how natural language commands can be compiled directly into active Kubernetes cluster API calls. It simplifies YAML definition generation and debugging workflows, lowering barrier-to-entry. A great case study in operations-focused developer tooling.
-### Infrastructure as Code (1)
+  - **(2023)** [k8sgpt.ai](https://k8sgpt.ai) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An innovative, community-driven tool that integrates LLMs directly with Kubernetes diagnostic commands. By parsing cluster states, configuration anomalies, and system logs, k8sgpt provides clear explanations and automated remediation commands. It is a premier tool in the shift towards AI-powered autonomous operations (AIOps).
+### Infrastructure as Code
 
 #### AI-Assisted IaC
 
@@ -255,40 +75,13 @@
 #### AI Workloads on K8s
 
   - **(2024)** [itnext.io: Deploy Flexible and Custom Setups with Anything LLM on Kubernetes](https://itnext.io/deploy-flexible-and-custom-setups-with-anything-llm-on-kubernetes-a2b5687f2bcc) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Details the architectural deployment of AnythingLLM on top of a Kubernetes cluster, covering PV provisioning, ingress configurations, and resource limits. Deploying private RAG environments on Kubernetes gives enterprise teams localized, secured multi-user document search. This tutorial bridges raw AI services with cloud-native hosting stability.
-## Computer Vision
+## Container Orchestration
 
-### Deep Learning Research
+### Azure Kubernetes Service
 
-#### CVPR
+#### AKS Fleet Manager
 
-  - **(2023)** [==github.com/SkalskiP/top-cvpr-2023-papers==](https://github.com/SkalskiP/top-cvpr-2023-papers) ⭐ 647  [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A curated reference hub detailing top-performing papers and breakthroughs from CVPR 2023. Synthesizes vital engineering advancements across object detection, visual language models, zero-shot segmentation libraries, and advanced neural representations.
-#### Generative AI
-
-  - **(2023)** [==github.com/XingangPan/DragGAN==](https://github.com/XingangPan/DragGAN) ⭐ 35825  [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An interactive GAN-based image manipulation system. Users drag specific control points of an image to dynamically alter object dimensions, poses, and facial structures.
-#### ML Notebooks
-
-  - **(2023)** [==github.com/jupyterlab/jupyter-ai==](https://github.com/jupyterlab/jupyter-ai) ⭐ 4272  🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An official JupyterLab extension that brings generative AI capabilities to interactive notebooks. It supports inline code synthesis, explanation, and error correction across multiple model APIs.
-## DevOps
-
-### Automation
-
-#### Education Tooling
-
-  - **(2023)** [Quiz Grader](https://github.com/ned1313/quiz-grader) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” A lightweight utility engineered to automate the grading and feedback of quizzes and programming assignments. Processes markdown-based inputs to generate structured performance assessments, supporting classroom and self-assessment operations.
-## Developer Experience
-
-### AI-Assisted Coding
-
-#### Claude Code
-
-  - **(2025)** [==Claude Code Best Practice==](https://github.com/shanraisshan/claude-code-best-practice) ⭐ 57660  [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” Curator Insight: Curated collection of best practices, system prompts, and architecture layouts for Claude Code. Live Grounding: Explores advanced CLI-driven agent workflows, highlighting configuration optimizations, shell integration strategies, and secure execution configurations in local and remote environments.
-## Developer Productivity (1)
-
-### IDEs
-
-#### Cursor
-
-  - **(2025)** [==cursor.com: Cursor AI Code Editor==](https://cursor.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier AI-first code editor, built as a fork of VS Code, offering features like Cursor Tab (smart autocomplete), Cmd+K (inline edits), Composer (multi-file agentic code generation), and deep codebase indexing.
+  - **(2025)** [Limitless Kubernetes Scaling for AI and Data-intensive Workloads: The AKS Fleet Strategy](https://blog.aks.azure.com/2025/04/02/Scaling-Kubernetes-for-AI-and-Data-intensive-Workloads) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Focuses on utilizing Azure Kubernetes Service (AKS) Fleet Manager to coordinate multi-cluster scaling for modern AI and data-heavy services. It details multi-cluster updates, global load balancing, and orchestration patterns that bypass single-cluster scaling bottlenecks, supporting highly distributed deep learning and large-scale analytical runtimes.
 ## Developer Tooling
 
 ### AI Code Assistants
@@ -296,52 +89,13 @@
 #### Prompt Templates
 
   - **(2026)** [==Claude Code Templates==](https://github.com/davila7/claude-code-templates) ⭐ 28036  [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Claude Code Templates is an extensive community library containing structured system designs, context guidelines, and prompt schemas optimized for Anthropic's Claude Code and CLI. It helps teams configure context-aware coding agents that integrate smoothly into microservice development cycles.
-## Enterprise Architecture
-
-### AIOps and Observability
-
-#### Incident Response
-
-  - **(2023)** [thenewstack.io: Intelligent Automation: What’s the Missing Piece of AIOps?](https://thenewstack.io/intelligent-automation-whats-the-missing-piece-of-aiops)  [COMMUNITY-TOOL] β€” Pinpoints the missing component of modern AIOps tools: closing the gap between diagnostic analytics and actual infrastructure remediation. Argues for event-driven, programmatic automation frameworks to bypass manual engineering cycles.
-#### Site Reliability Engineering
-
-  - **(2023)** [infoq.com: AIOps: Site Reliability Engineering at Scale](https://www.infoq.com/articles/aiops-reliability-engineering) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An operational guide illustrating how AIOps can scale Site Reliability Engineering. Demonstrates how machine learning helps teams prioritize incidents, predict SLO failures, and handle large-scale alert volume.
-#### Strategic IT Ops
-
-  - **(2023)** [apmdigest.com: What Can AIOps Do For IT Ops? - Part 1](https://www.apmdigest.com/aiops-itops-1)  [COMMUNITY-TOOL] β€” A comprehensive five-part industry series highlighting how AIOps restructures modern IT Operations. Explores the migration from reactive monitoring to predictive modeling, showing how cognitive analytics can prevent systemic downtime.
-  - **(2023)** [thenewstack.io: The Urgency Driving AIOps into Your Enterprise](https://thenewstack.io/the-urgency-driving-aiops-into-your-enterprise)  [COMMUNITY-TOOL] β€” Analyzes the business and technology drivers forcing rapid enterprise integration of AIOps platforms. Addresses the challenge of telemetry overload and details how automated correlation engines optimize modern cloud networks.
-## FinOps and Cloud Cost
-
-### IaC FinOps
-
-#### AI Optimization
-
-  - **(2024)** [**OpenOps: No-Code FinOps Automation Platform with AI**](https://github.com/openops-cloud/openops) ⭐ 1035  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An open-source, no-code platform utilizing AI to identify and automate cloud cost optimizations. Connects directly with Kubernetes metrics to suggest sizing adjustments and automatically remove unused resources.
-## Kubernetes and Platform Engineering
-
-### Platform Engineering Trends
-
-#### AI Integration
-
-  - **(2024)** [platformengineering.org: AI is changing the future of platform engineering. Are you ready?](https://platformengineering.org/blog/ai-is-changing-the-future-of-platform-engineering-are-you-ready)  [COMMUNITY-TOOL] β€” Discusses how generative AI is shifting internal developer platform (IDP) dynamics. Details how AI assistance simplifies configuration management, infrastructure provisioning, and self-service portals for developer teams.
 ## Software Engineering
 
 ### AI-Assisted Development
 
-#### GitHub Copilot
+#### Multi-Repository Architecture
 
-  - **(2026)** [Best Practices for Using GitHub Copilot](https://docs.github.com/en/copilot/get-started/best-practices) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Authoritative guidelines from GitHub designed to optimize interaction with Copilot. Covers prompt engineering tactics (such as context-setting files and comments), managing AI security and license compliance, and verifying generated output.
-#### Industry Impact
-
-  - **(2023)** [xataka.com: https://www.xataka.com/servicios/copilot-chatgpt-gpt-4-han-cambiado-para-siempre-mundo-programacion-esto-que-opinan-expertos](https://www.xataka.com/servicios/copilot-chatgpt-gpt-4-han-cambiado-para-siempre-mundo-programacion-esto-que-opinan-expertos) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive expert-driven review of how GPT-4 and Copilot have structurally altered the software engineering lifecycle. Evaluates productivity shifts, risks of cognitive offloading, and structural changes in junior developer onboarding processes.
-#### Next-Gen Platforms
-
-  - **(2023)** [computerhoy.com: GitHub Copilot X: asΓ­ es la nueva IA parecida a ChatGPT y destinada a ayudar a programadores](https://computerhoy.20minutos.es) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” Analyzes the technical specifications of Copilot X, including terminal tool integration, automated PR description synthesis, and integrated chat widgets. Examines the performance gains from switching to OpenAI's GPT-4 framework.
-### Database Management
-
-#### Model Context Protocol (1)
-
-  - **(2024)** [==Tabularis: Open Source Desktop Client for Modern Databases with AI and MCP' Integration==](https://github.com/TabularisDB/tabularis/blob/main/README.es.md) ⭐ 2422  [SPANISH CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An open-source desktop database client featuring Model Context Protocol (MCP) integrations. This compliance allows local LLMs to safely query, analyze, and update database schemas within strict user security boundaries.
+  - **(2025)** [Using Workspaces for AI Changes Across Multiple Repos](https://ettema.dev/posts/ai-multi-repo-workspaces) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Details advanced patterns for orchestrating automated codebase modifications across distributed multi-repository environments using AI workspaces. Evaluates dependency resolution, unified context indexing, and coordinate git-commit strategies during systemic API breaking updates.
 ### Professional Development
 
 #### Core Architectures
@@ -349,5 +103,7 @@
   - **(2025)** [==Skills for Real Engineers==](https://github.com/mattpocock/skills) ⭐ 128202  [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An exceptionally popular repository detailing the foundational principles, design philosophies, and architectural protocols required for master-level software delivery. While the curator focuses on career advancement, live engineering practice indicates that mastering these fundamentals is vital to surviving rapid AI development shifts. It represents an elite reference for engineering standardizations.
 
 ---
-πŸ’‘ **Explore Related:** [ChatGPT](./chatgpt.md) | [AI Agents MCP](./ai-agents-mcp.md) | [MLOps](./mlops.md)
+πŸ’‘ **Explore Related:** [MLOps](./mlops.md) | [AI Agents MCP](./ai-agents-mcp.md) | [ChatGPT](./chatgpt.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/angular.md b/v2-docs/angular.md
index db69793d..6aa93e83 100644
--- a/v2-docs/angular.md
+++ b/v2-docs/angular.md
@@ -11,13 +11,6 @@
 1. [App Development](#app-development)
   - [Frontend](#frontend)
     - [Continuous Delivery](#continuous-delivery)
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [Frontend Development](#frontend-development)
-  - [Web Frameworks](#web-frameworks)
-    - [Angular](#angular)
-    - [Angular Build](#angular-build)
 
 ## App Development
 
@@ -26,24 +19,9 @@
 #### Continuous Delivery
 
   - **(2019)** [developers.redhat.com: Handling Angular environments in continuous delivery with Red Hat OpenShift](https://developers.redhat.com/blog/2019/11/27/handling-angular-environments-in-continuous-delivery-with-red-hat-openshift) [TYPESCRIPT CONTENT]  [ENTERPRISE-STABLE] [GUIDE] β€” Details clean patterns for deploying Angular-based web applications on OpenShift. Demonstrates injecting environment variables at container start time instead of packaging distinct, static bundles for each target environment.
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [javascript.plainenglish.io: Angular is Costing Companies Billions](https://javascript.plainenglish.io/enough-why-its-time-to-rip-out-angular-7d831802c8a2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering javascript.plainenglish.io: Angular is Costing Companies Billions in the Kubernetes Tools ecosystem.
-## Frontend Development
-
-### Web Frameworks
-
-#### Angular
-
-  - **(2026)** [angular.io](https://angular.dev) [TYPESCRIPT CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Angular is Google's enterprise-grade, component-based TypeScript web framework. Highly optimized for scalable single-page application (SPA) architectures, it provides built-in routing, state handling, and dependency injection.
-#### Angular Build
-
-  - **(2026)** [angular.io: Building and serving Angular apps](https://angular.dev/guide/build) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official instructions covering deployment execution and active asset compilation within the Angular CLI environment. Emphasizes production bundling configurations, static asset caching, and lazy loading strategies.
 
 ---
-πŸ’‘ **Explore Related:** [Python](./python.md) | [Dom](./dom.md) | [Java_Frameworks](./java_frameworks.md)
+πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Embedded Servlet Containers](./embedded-servlet-containers.md) | [Golang](./golang.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Googlecloudplatform](./GoogleCloudPlatform.md)
 
diff --git a/v2-docs/ansible.md b/v2-docs/ansible.md
index 7f3b4e75..374b38fd 100644
--- a/v2-docs/ansible.md
+++ b/v2-docs/ansible.md
@@ -8,220 +8,29 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Automation](#automation)
   - [API Integration](#api-integration)
     - [Ansible HTTP](#ansible-http)
-  - [Advanced Orchestration](#advanced-orchestration)
-    - [Ansible Extensions](#ansible-extensions)
-  - [Configuration Management](#configuration-management)
-    - [Ansible Communities](#ansible-communities)
-    - [Ansible Networking](#ansible-networking)
-  - [Infrastructure Management](#infrastructure-management)
-    - [Ansible Collections](#ansible-collections)
-    - [Satellite](#satellite)
-  - [Infrastructure as Code](#infrastructure-as-code)
-    - [Ansible](#ansible)
-    - [Ansible Experience](#ansible-experience)
-    - [Ansible Introduction](#ansible-introduction)
-    - [Ansible Lab Setup](#ansible-lab-setup)
-    - [Ansible Linux Modules](#ansible-linux-modules)
-    - [Ansible Management](#ansible-management)
-    - [Ansible Training](#ansible-training)
-    - [Ansible Use Cases](#ansible-use-cases)
-    - [Cloud Automation](#cloud-automation)
-    - [Developer Experience](#developer-experience)
-  - [Kubernetes Management](#kubernetes-management)
-    - [Ansible Integration](#ansible-integration)
-    - [OpenShift Integration](#openshift-integration)
-    - [Red Hat and Ansible](#red-hat-and-ansible)
-    - [Red Hat Ecosystem](#red-hat-ecosystem)
-  - [Platform](#platform)
-    - [Ansible AAP](#ansible-aap)
-    - [Ansible Catalog](#ansible-catalog)
-    - [Ansible Tower](#ansible-tower)
 1. [Automation and Orchestration](#automation-and-orchestration)
-  - [AI and Automation](#ai-and-automation)
-    - [Code Generation](#code-generation)
-  - [Ansible](#ansible-1)
-    - [Application Delivery](#application-delivery)
-    - [Control Flow](#control-flow)
-    - [Data Structures](#data-structures)
-    - [Foundations](#foundations)
-    - [Playbook Architecture](#playbook-architecture)
-    - [Playbook Design](#playbook-design)
-    - [Project Structure](#project-structure)
-    - [Reference Architectures](#reference-architectures)
-    - [Reference Projects](#reference-projects)
-    - [Task Lifecycle](#task-lifecycle)
-    - [Templating](#templating)
-    - [Troubleshooting](#troubleshooting)
-  - [Ansible Developer Tooling](#ansible-developer-tooling)
-    - [CLI and TUI](#cli-and-tui)
-  - [Ansible Ecosystem](#ansible-ecosystem)
-    - [Cloud Inventory](#cloud-inventory)
-    - [Collections](#collections)
-  - [Ansible Extensibility](#ansible-extensibility)
-    - [Module Development](#module-development)
-  - [Ansible GUI](#ansible-gui)
-    - [Semaphore UI](#semaphore-ui)
-  - [Ansible Integration](#ansible-integration-1)
-    - [API Automation](#api-automation)
-  - [Ansible Platforms](#ansible-platforms)
-    - [Local Development](#local-development)
-  - [Ansible Quality Assurance](#ansible-quality-assurance)
-    - [Static Analysis](#static-analysis)
-  - [Ansible Security](#ansible-security)
-    - [Secret Management](#secret-management)
-  - [Configuration Management](#configuration-management-1)
+  - [Configuration Management](#configuration-management)
     - [Ansible AWX](#ansible-awx)
-  - [Enterprise Platform](#enterprise-platform)
-    - [Architecture](#architecture)
-    - [Mainframe Automation](#mainframe-automation)
-    - [Partnership](#partnership)
-    - [Releases](#releases)
-  - [Templating Engine](#templating-engine)
-    - [Jinja](#jinja)
-1. [Cloud Infrastructure](#cloud-infrastructure)
-  - [AWS](#aws)
-    - [Marketplace](#marketplace)
-  - [Ansible](#ansible-2)
-    - [Cloud Provisioning](#cloud-provisioning)
-1. [Cloud Native and Orchestration](#cloud-native-and-orchestration)
-  - [Coexistence](#coexistence)
-    - [K8s vs Ansible](#k8s-vs-ansible)
-  - [Foundations](#foundations-1)
-    - [Comparison](#comparison)
-  - [Kubernetes](#kubernetes)
-    - [Bootstrap and Cluster Ops](#bootstrap-and-cluster-ops)
-    - [Event-Driven Automation](#event-driven-automation)
 1. [Container Orchestration](#container-orchestration)
-  - [Docker Swarm](#docker-swarm)
+  - [Kubernetes](#kubernetes)
+    - [Ansible Integration](#ansible-integration)
     - [Deployments](#deployments)
-  - [Kubernetes](#kubernetes-1)
-    - [Deployments](#deployments-1)
     - [Helm](#helm)
     - [Helm Integration](#helm-integration)
     - [Object Management](#object-management)
     - [Operators](#operators)
-1. [Continuous Integration](#continuous-integration)
-  - [Jenkins](#jenkins)
-    - [Ansible Integration](#ansible-integration-2)
-    - [Automation Server](#automation-server)
-1. [DevOps and Learning Resources](#devops-and-learning-resources)
-  - [Video Courses](#video-courses)
-    - [Ansible](#ansible-3)
-    - [Practical Labs](#practical-labs)
-1. [Hybrid Cloud and Enterprise](#hybrid-cloud-and-enterprise)
-  - [OpenShift](#openshift)
-    - [Data Management](#data-management)
-1. [Infrastructure as Code](#infrastructure-as-code-1)
-  - [Ansible](#ansible-4)
+1. [Infrastructure as Code](#infrastructure-as-code)
+  - [Ansible](#ansible)
     - [Application Servers](#application-servers)
-    - [Automation](#automation-1)
-    - [Best Practices](#best-practices)
-    - [CLI Operations](#cli-operations)
-    - [Cloud Collections](#cloud-collections)
-    - [Cloud Integration](#cloud-integration)
-    - [Cloud Integrations](#cloud-integrations)
-    - [Collections](#collections-1)
-    - [Community](#community)
-    - [Community Authors](#community-authors)
-    - [Comparison](#comparison-1)
-    - [Concepts](#concepts)
-    - [Configuration Management](#configuration-management-2)
+    - [Comparison](#comparison)
     - [Containers](#containers)
-    - [Continuous Delivery](#continuous-delivery)
-    - [Core Concepts](#core-concepts)
-    - [Curated Lists](#curated-lists)
-    - [Data Structures](#data-structures-1)
-    - [Database Deployment](#database-deployment)
-    - [Dependency Management](#dependency-management)
-    - [Docker Deployment](#docker-deployment)
-    - [Education](#education)
-    - [Enterprise Control](#enterprise-control)
-    - [Enterprise Integration](#enterprise-integration)
-    - [Enterprise Platforms](#enterprise-platforms)
-    - [Environment Management](#environment-management)
-    - [History](#history)
-    - [Identity Access Management](#identity-access-management)
-    - [Image Provisioning](#image-provisioning)
-    - [Introduction](#introduction)
-    - [Inventory Management](#inventory-management)
-    - [Linux Administration](#linux-administration)
-    - [Modular Design](#modular-design)
     - [NGINX Automation](#nginx-automation)
-    - [Network Automation](#network-automation)
-    - [Network Engineering](#network-engineering)
-    - [Notification](#notification)
-    - [Optimization](#optimization)
-    - [Package Management](#package-management)
-    - [Package Registry](#package-registry)
-    - [Playbook Design](#playbook-design-1)
-    - [Quickstart](#quickstart)
-    - [Releases](#releases-1)
-    - [Roles](#roles)
-    - [Scheduling and Automation](#scheduling-and-automation)
-    - [Secret Management](#secret-management-1)
-    - [Security](#security)
-    - [Security Automation](#security-automation)
-    - [System Management](#system-management)
-    - [System Patching](#system-patching)
-    - [Templating](#templating-1)
-    - [Troubleshooting](#troubleshooting-1)
-    - [Tutorials](#tutorials)
-  - [Ansible Testing](#ansible-testing)
-    - [Best Practices](#best-practices-1)
-    - [Molecule](#molecule)
-    - [Tutorials](#tutorials-1)
   - [Deployment Tools](#deployment-tools)
     - [Application Deployment](#application-deployment)
-  - [Foreman](#foreman)
-    - [Systems Provisioning](#systems-provisioning)
-  - [Packer](#packer)
-    - [Machine Images](#machine-images)
-1. [Kubernetes](#kubernetes-2)
-  - [Operators](#operators-1)
-    - [Ansible Operators](#ansible-operators)
-1. [Observability](#observability)
-  - [Automation](#automation-2)
-    - [Ansible Integration](#ansible-integration-3)
-1. [System Administration](#system-administration)
-  - [Linux Automation](#linux-automation)
-    - [Scheduling](#scheduling)
-1. [Virtualization](#virtualization)
-  - [Vagrant](#vagrant)
-    - [Sandboxing](#sandboxing)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [Dzone: Part 2: Deploying Applications](https://dzone.com/articles/part-2-deploying-applications)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Part 2: Deploying Applications in the Kubernetes Tools ecosystem.
-  - [Dzone: 10 easy to use modules in ansible](https://dzone.com/articles/10-easy-to-use-modules-in-ansible-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: 10 easy to use modules in ansible in the Kubernetes Tools ecosystem.
-  - [Dzone: Running Ansible at Scale](https://dzone.com/articles/running-ansible-at-scale)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Running Ansible at Scale in the Kubernetes Tools ecosystem.
-  - [Udemy.com: Ansible Essentials: Simplicity in Automation (Free Tutorial)](https://www.udemy.com/ansible-essentials-simplicity-in-automation)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Udemy.com: Ansible Essentials: Simplicity in Automation (Free Tutorial) in the Kubernetes Tools ecosystem.
-  - [Deployment of Microservices in Cloud With Ansible](https://medium.com/avmconsulting-blog/deploying-microservices-via-ansible-in-cloud-platform-a03d46b7bd68)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Deployment of Microservices in Cloud With Ansible in the Kubernetes Tools ecosystem.
-  - [cyberciti.biz: How to define multiple when conditions in Ansible](https://www.cyberciti.biz/faq/how-to-define-multiple-when-conditions-in-ansible)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: How to define multiple when conditions in Ansible in the Kubernetes Tools ecosystem.
-  - [blog.learncodeonline.in: Everything about Ansible Variables 🌟](https://blog.learncodeonline.in/everything-about-ansible-variables)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.learncodeonline.in: Everything about Ansible Variables 🌟 in the Kubernetes Tools ecosystem.
-  - [blog.learncodeonline.in: Managing File Operations With Ansible 🌟](https://blog.learncodeonline.in/managing-file-operations-with-ansible)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.learncodeonline.in: Managing File Operations With Ansible 🌟 in the Kubernetes Tools ecosystem.
-  - [sayali.hashnode.dev: Day 56: Understanding Ad-hoc commands in Ansible' 🌟](https://sayali.hashnode.dev/day-56-understanding-ad-hoc-commands-in-ansible)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==sayali.hashnode.dev: Day 56: Understanding Ad-hoc commands in Ansible==' 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/@Techie1: Networking tasks in production using Ansible](https://medium.com/@Techie1/networking-tasks-in-production-using-ansible-b09d0a6121f7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@Techie1: Networking tasks in production using Ansible in the Kubernetes Tools ecosystem.
-  - [medium.com/cloud-native-daily: Getting Started with Ansible: A Comprehensive' Guide for DevOps Beginners](https://medium.com/cloud-native-daily/getting-started-with-ansible-a-comprehensive-guide-for-devops-beginners-fd2fb3fd7a40)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/cloud-native-daily: Getting Started with Ansible: A Comprehensive' Guide for DevOps Beginners in the Kubernetes Tools ecosystem.
-  - [venturebeat.com: Red Hat brings Ansible IT automation engine to Azure](https://venturebeat.com/2021/12/08/red-hat-brings-its-ansible-it-automation-engine-to-azure)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering venturebeat.com: Red Hat brings Ansible IT automation engine to Azure in the Kubernetes Tools ecosystem.
-  - [wraltechwire.com: Red Hat expands hybrid cloud efforts in Ansible deal with' Microsoft Azure](https://www.wraltechwire.com/2021/12/11/red-hat-expands-hybrid-cloud-efforts-in-ansible-deal-with-microsoft-azure)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wraltechwire.com: Red Hat expands hybrid cloud efforts in Ansible deal with' Microsoft Azure in the Kubernetes Tools ecosystem.
-  - [Dzone: Running Ansible Playbooks From Jenkins](https://dzone.com/articles/running-ansible-playbooks-from-jenkins)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Running Ansible Playbooks From Jenkins in the Kubernetes Tools ecosystem.
-  - [techsupportpk.com: Install Ansible AWX on CentOS, RHEL 7, 8](https://www.techsupportpk.com/2020/03/how-to-install-ansible-awx-centos-rhel-7-8.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering techsupportpk.com: Install Ansible AWX on CentOS, RHEL 7, 8 in the Kubernetes Tools ecosystem.
-  - [medium: Ansible AWX: from scratch to REST API (part 4 of 8)](https://medium.com/@claudio.domingos/ansible-awx-from-scratch-to-rest-api-part-4-of-8-4aa860d823f6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Ansible AWX: from scratch to REST API (part 4 of 8) in the Kubernetes Tools ecosystem.
-  - [medium.com: Test driven Development with Ansible using Molecule](https://medium.com/@moep_moep/test-driven-development-with-ansible-using-molecule-3386cef987ac)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Test driven Development with Ansible using Molecule in the Kubernetes Tools ecosystem.
-  - [medium.com/opstree-technology: Understanding Ansible: Helm diff plugin 🌟](https://medium.com/opstree-technology/ansible-helm-diff-plugin-63e1cda299a3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/opstree-technology: Understanding Ansible: Helm diff plugin 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: AWS Configuration with Web Server in EC2 Using Ansible](https://medium.com/@ayushsingh1525/aws-configuration-with-apache-server-in-ec2-using-ansible-2ef61f98872e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: AWS Configuration with Web Server in EC2 Using Ansible in the Kubernetes Tools ecosystem.
-  - [stackoverflow.com: Ansible playbook to execute Oracle script](https://stackoverflow.com/questions/41796466/ansible-playbook-to-execute-oracle-script)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stackoverflow.com: Ansible playbook to execute Oracle script in the Kubernetes Tools ecosystem.
-  - [stackoverflow.com: Running Oracle SQL scripts with Ansible playbook](https://stackoverflow.com/questions/41341823/running-oracle-sql-scripts-with-ansible-playbook)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stackoverflow.com: Running Oracle SQL scripts with Ansible playbook in the Kubernetes Tools ecosystem.
 ## Automation
 
 ### API Integration
@@ -229,259 +38,22 @@
 #### Ansible HTTP
 
   - **(2021)** [ansible.com: Automating your business application's REST API with Ansible](https://www.redhat.com/en/technologies/management/ansible/application-delivery)  [COMMUNITY-TOOL] β€” This guide demonstrates orchestrating custom application workflows and RESTful APIs using Ansible's `uri` module. It details credential authentication, payload handling, and status code verification within a continuous integration or system-provisioning pipeline, eliminating the need for ad-hoc scripting.
-### Advanced Orchestration
-
-#### Ansible Extensions
-
-  - **(2020)** [opensource.com: Integrate your calendar with Ansible to avoid schedule conflicts 🌟](https://opensource.com/article/20/10/calendar-ansible)  [COMMUNITY-TOOL] β€” A creative approach to scheduling production changes using Ansible playbooks hooked to digital calendars. It highlights API communication and conditional logic execution inside custom Ansible integrations. Ideal for teams seeking to automate maintenance windows safely.
-### Configuration Management
-
-#### Ansible Communities
-
-  - **(2022)** [ansible.com: The Top 10 Ansible Blogs of 2022](https://www.redhat.com/en/blog/top-10-ansible-blogs-2022)  [COMMUNITY-TOOL] β€” A curated digest of the most impactful Ansible-focused blogs of 2022, highlighting innovations in automation controller integrations, cloud-native operators, and execution environment isolation. This compilation serves as a learning map for engineering teams adapting to enterprise automation patterns and modular collections.
-#### Ansible Networking
-
-  - **(2023)** [ansible.com: Fundamentals of Network Automation with Ansible Validated Content using the network.base collection](https://www.redhat.com/en/blog/based-validated-network-content) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” This resource covers Ansible's network validated content library, structured to help infrastructure teams quickly adopt reliable network automation capabilities. Focusing on the `network.base` collection, it details architectural standards for managing multi-vendor network fabrics with reusable, pre-validated playbooks and tasks.
-  - **(2020)** [ansible.com: Ansible Network Resource Modules: Deep Dive on Return Values](https://www.redhat.com/en/blog/ansible-network-resource-modules-deep-dive-on-return-values) [PYTHON CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This technical breakdown examines the structure and execution flow of Ansible Network Resource Modules, focusing on standard return structures (`before`, `after`, and `gathered`). It explains how network engineers can build precise declarative state files for network appliances, enabling idempotent drift correction and structured state auditing.
-### Infrastructure Management
-
-#### Ansible Collections
-
-  - **(2020)** [ansible.com: Announcing the Red Hat Enterprise Linux Certified Ansible Collection 🌟](https://www.redhat.com/en/blog/announcing-the-red-hat-enterprise-linux-certified-ansible-collection) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Announcement of the Red Hat Enterprise Linux (RHEL) System Roles as certified Ansible collections. This allows sysadmins to manage core operating system configuration parameters (network interfaces, SELinux, firewall rules, and storage pools) using vendor-supported, stable, and declarative code modules.
-#### Satellite
-
-  - **(2021)** [ansible.com: Automating Red Hat Satellite with Ansible](https://www.redhat.com/en/blog/automating-red-hat-satellite-with-ansible) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” This technical resource details integrating Ansible with Red Hat Satellite to manage enterprise OS life cycles. It explains using Satellite Collections to provision instances, register hosts to subscription channels, and configure patch schedules automatically across large-scale physical and cloud environments.
-### Infrastructure as Code
-
-#### Ansible
-
-  - **(2025)** [docs.ansible.com](https://docs.ansible.com) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The definitive technical documentation portal for Ansible. It includes playbooks, modules, inventories, and advanced execution patterns. Engineers refer to this manual for building scalable configuration management and infrastructure-as-code deployments.
-#### Ansible Experience
-
-  - **(2020)** [opensource.com: My first day using Ansible](https://opensource.com/article/20/10/first-day-ansible)  [COMMUNITY-TOOL] β€” A reflective developer-experience piece outlining initial onboarding pain points and successes with Ansible. The author covers YAML structure, hosts file syntax, and basic ad-hoc commands. Helpful for understanding typical learning curves of new engineers.
-#### Ansible Introduction
-
-  - **(2021)** [dureka.co: What Is Ansible?](https://www.edureka.co/blog/what-is-ansible)  [COMMUNITY-TOOL] β€” An introductory training resource detailing how Ansible leverages an agentless architecture to manage target environments. It explains playbooks, tasks, and the idempotent model that prevents state drifting. Recommended for engineers transitioning from manual system administration.
-  - **(2019)** [opensource.com: A quickstart guide to Ansible 🌟](https://opensource.com/article/19/2/quickstart-guide-ansible)  [COMMUNITY-TOOL] β€” A fast-paced guide to configuring Ansible controller environments and target nodes. It simplifies SSH authentication setups and inventory management. This article is ideal for starting with local automation in sandboxed test labs.
-#### Ansible Lab Setup
-
-  - **(2020)** [opensource.com: Set up an Ansible lab in 20 minutes](https://opensource.com/article/20/12/ansible-lab)  [COMMUNITY-TOOL] β€” A rapid, step-by-step setup guide for creating a local, containerized or virtualized Ansible test environment. It helps engineers quickly practice playbook execution, SSH configuration, and inventory targeting without risk. Highly practical for sandbox experimentation.
-#### Ansible Linux Modules
-
-  - **(2020)** [opensource.com: 10 Ansible modules for Linux system automation c](https://opensource.com/article/20/10/ansible-modules-linux)  [COMMUNITY-TOOL] β€” A deep dive into ten foundational Ansible modules for Linux OS administration (copy, service, template, user, etc.). This acts as a reference for writing stable, repeatable configuration scripts on host systems. Highly useful for managing underlying Kubernetes node environments.
-#### Ansible Management
-
-  - **(2020)** [opensource.com: How to install software with Ansible](https://opensource.com/article/20/9/install-packages-ansible)  [COMMUNITY-TOOL] β€” A task-oriented tutorial explaining package management across multiple Linux distributions using Ansible. It illustrates the declarative use of apt, yum, and dnf modules. Essential for automating bare-metal or VM-based virtualized resources.
-#### Ansible Training
-
-  - **(2024)** [redhat.com: Ansible Essentials: Simplicity in Automation Technical Overview (Free Course) 🌟](https://www.redhat.com/en/services/training/au094-ansible-essentials-simplicity-automation-technical-overview)  [COMMUNITY-TOOL] [GUIDE] β€” A free, official Red Hat technical training course outlining the foundations of YAML configuration, agentless execution, and task execution patterns. Ideal for onboarding engineers to standard enterprise automation playbooks safely and effectively.
-#### Ansible Use Cases
-
-  - **(2020)** [opensource.com: 7 things you can do with Ansible right now](https://opensource.com/article/20/9/ansible)  [COMMUNITY-TOOL] β€” Highlights versatile use cases for Ansible beyond simple package installs, such as configuration drift remediation, system health auditing, and network routing updates. Shows how it acts as an automation framework across modern corporate infrastructure.
-#### Cloud Automation
-
-  - **(2021)** [zdnet.com: ed Hat expands Ansible ready to run cloud programs 🌟](https://www.zdnet.com/article/red-hat-expands-ansible-ready-to-run-cloud-programs)  [COMMUNITY-TOOL] β€” Examines Red Hat's expanding cloud-native marketplace initiatives, detailing pre-integrated Ansible playbooks for public cloud vendors. This eases deployment boundaries on AWS, Azure, and Google Cloud, making it highly relevant for platform teams architecting unified multi-cloud automation planes.
-#### Developer Experience
-
-  - **(2021)** [redhat.com: Renewing my thrill at work with Ansible](https://www.redhat.com/en/blog/renewed-thrill-ansible)  [COMMUNITY-TOOL] β€” A practitioner's personal narrative showing how shifting from manual scripts to structured declarative YAML improves engineering efficiency. It showcases how automation reduces operational fatigue, shifting dev focus toward building features. A solid developer-advocate study of Ansible benefits.
-### Kubernetes Management
-
-#### Ansible Integration
-
-  - **(2020)** [opensource.com: Automate your container orchestration with Ansible modules for Kubernetes 🌟](https://opensource.com/article/20/9/ansible-modules-kubernetes)  [COMMUNITY-TOOL] β€” Details the deployment of Kubernetes manifests directly using Ansible's native modules (k8s module). It demonstrates how to orchestrate complex Helm charts and resource configurations programmatically. This bridges the divide between standard IaC pipelines and cluster environments.
-#### OpenShift Integration
-
-  - **(2020)** [openshift.com: Ansible and OpenShift: Connecting for Success 🌟](https://www.redhat.com/en/blog/ansible-and-openshift-connecting-for-success)  [COMMUNITY-TOOL] β€” Focuses on Red Hat's strategy for scaling hybrid deployments through OpenShift and Ansible integrations. It discusses using Ansible to handle Day-2 cluster operations, such as external storage provisioning and network switch configurations. Essential for hybrid enterprise architectures.
-#### Red Hat and Ansible
-
-  - **(2020)** [siliconangle.com: Red Hat ties Ansible automation to Kubernetes cluster management 🌟](https://siliconangle.com/2020/10/13/red-hat-ties-ansible-automation-kubernetes-cluster-management)  [COMMUNITY-TOOL] β€” An industry report covering Red Hat's native convergence of Ansible and Kubernetes cluster management via Advanced Cluster Management (ACM). This integration empowers teams to configure physical network layers and bare-metal nodes dynamically as Kubernetes clusters scale out.
-  - **(2020)** [thenewstack.io: Red Hat Brings Ansible Automation to Kubernetes 🌟](https://thenewstack.io/red-hat-brings-ansible-automation-to-kubernetes)  [LEGACY] β€” Explains how Red Hat bridges legacy VM architecture with container orchestration. By utilizing Ansible operators inside Kubernetes, operations teams can trigger external automation workflows from cloud-native custom resources, drastically simplifying hybrid cloud integrations.
-#### Red Hat Ecosystem
-
-  - **(2020)** [theregister.com: Juggling Ansible, OpenShift and K8s? This is for you: Red Hat couples automation to cluster management](https://www.theregister.com/software/2020/10/14/juggling-ansible-openshift-and-k8s-this-is-for-you-red-hat-couples-automation-to-cluster-management/656846) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An analytical piece detailing how architects manage complex workflows across bare-metal systems, OpenShift, and standard Kubernetes clusters. It underscores how Ansible bridges the gaps that cloud-native orchestration engines cannot directly reach, minimizing system isolation and manual intervention.
-### Platform
-
-#### Ansible AAP
-
-  - **(2021)** [ansible.com: Introducing Ansible Automation Platform 2](https://www.redhat.com/en/blog/introducing-ansible-automation-platform-2) [PYTHON CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This article introduces Ansible Automation Platform 2, showcasing its containerized architecture shift. By replacing standard python virtualenvs with execution environments (isolated containers containing all Python/Ansible dependencies), AAP 2 solves scalability limitations and drift issues across enterprise deployment nodes.
-  - **(2021)** [ansible.com: What's new in Ansible Automation Platform 2: automation controller](https://www.redhat.com/en/blog/whats-new-in-ansible-automation-platform-2-automation-controller) [PYTHON CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Highlights details of the 'automation controller,' which replaces Ansible Tower in AAP 2. Built to decouple control plane and execution plane functions, it improves job routing, credential management, and multi-tenant scaling through decentralized execution environments.
-  - **(2020)** [ansible.com: Red Hat Ansible Automation Platform 1.2](https://www.redhat.com/en/blog/now-available-red-hat-ansible-automation-platform-1.2) [PYTHON CONTENT]  [LEGACY] β€” Overview of the legacy Red Hat Ansible Automation Platform v1.2 release. It highlights the convergence of Ansible Tower, Engine, and Network Engine, alongside introducing private automation hubs to store and control internal automation content within secure environments.
-#### Ansible Catalog
-
-  - **(2020)** [ansible.com: Automation services catalog, the newest addition to the Ansible Automation Platform](https://www.redhat.com/en/technologies/management/ansible) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” This document covers the self-service Automation Services Catalog in Red Hat AAP. It allows business users to request IT resources using automated Ansible plays in a structured governance framework, tracking compliance and multi-level approvals across organization boundaries.
-#### Ansible Tower
-
-  - **(2020)** [ansible.com/blog/topic/ansible-tower](https://www.redhat.com/en/blog/channel/red-hat-ansible-automation)  [LEGACY] β€” Official updates channel focusing on Ansible Tower (the precursor to AAP's automation controller). Content spans legacy scaling strategies, visual workflow design, API routing, and integrations with enterprise LDAP systems.
 ## Automation and Orchestration
 
-### AI and Automation
-
-#### Code Generation
-
-  - **(2023)** [ansible.ai](https://www.redhat.com/en/technologies/management/ansible/ai-automation)  [COMMUNITY-TOOL] β€” Overview of Red Hat's automated intelligence strategy. Explores AI integration within playbook authoring tools to accelerate operational workflows, automate syntax validation, and optimize task declarations.
-  - **(2023)** [redhat.com: Red Hat Ansible Lightspeed with IBM watsonx Code Assistant](https://www.redhat.com/en/technologies/management/ansible/automation-coding-assistant)  [COMMUNITY-TOOL] β€” Architectural breakdown of Red Hat Ansible Lightspeed powered by IBM watsonx Code Assistant. Analyzes the generative model converting raw text prompts to stable, context-aware Ansible tasks.
-### Ansible (1)
-
-#### Application Delivery
-
-  - **(2021)** [developers.redhat.com: Set up mod_cluster for Red Hat JBoss Web Server with Ansible](https://developers.redhat.com/articles/2021/09/28/set-modcluster-red-hat-jboss-web-server-ansible) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Guides system engineers on configuring mod_cluster web server components inside Red Hat JBoss environments. Shows how to dynamically balance traffic routing paths using automated playbooks.
-#### Control Flow
-
-  - **(2023)** [tomsitcafe.com: Conditional statements – making decisions in Ansible code](https://tomsitcafe.com/2023/02/17/conditional-statements-making-decisions-in-ansible-code)  [COMMUNITY-TOOL] β€” Deep dive into conditional execution mechanisms within Ansible playbooks. Illustrates dynamic logic control using `when` blocks, registered outputs, and complex Jinja2 conditional expressions to manage multi-os targets.
-#### Data Structures
-
-  - **(2022)** [redhat.com/sysadmin/ansible-lists-dictionaries-yaml: How to work with lists and dictionaries in Ansible 🌟](https://www.redhat.com/en/blog/ansible-lists-dictionaries-yaml)  [COMMUNITY-TOOL] β€” Technical deep dive demonstrating the manipulation of complex YAML lists and dictionaries in Ansible. Explores mapping, filtering, and joining complex host matrices with native Jinja2 structures.
-#### Foundations
-
-  - **(2022)** [learning-devops-tools-with-nandita.blogspot.com: Overview of Ansible and Ansible Playbooks](https://learning-devops-tools-with-nandita.blogspot.com/2022/08/overview-of-ansible-and-ansible.html)  [COMMUNITY-TOOL] β€” An foundational introduction to Ansible configuration management, detailing the core architecture, agentless push model, and YAML playbook structures. Clarifies how task-state validation enforces declarative infrastructure configurations.
-#### Playbook Architecture
-
-  - **(2021)** [dlford.io: Orchestrate Your Systems with Ansible Playbooks - How to Home Lab Part 10 🌟](https://www.dlford.io/ansible-orchestration-how-to-home-lab-part-10)  [COMMUNITY-TOOL] β€” Practical blueprint for orchestrating home lab infrastructures using modular Ansible playbooks. Curator Insight highlights its step-by-step approach to mapping variables, while Live Grounding validates its continued relevance for self-hosted DevOps environments using decoupled role directories.
-#### Playbook Design
-
-  - **(2023)** [tomsitcafe.com: Getting started with Ansible playbooks: more steps towards DevOps](https://tomsitcafe.com/2023/02/14/getting-started-with-ansible-playbooks-more-steps-towards-devops)  [COMMUNITY-TOOL] β€” Explores the anatomy of fundamental Ansible playbooks, focusing on variable declaration, inventory definition, and core task blocks. Guides operators transitioning from shell scripts to declarative orchestration.
-#### Project Structure
-
-  - **(2023)** [tomsitcafe.com: Let’s use a more flexible directory structure for an Ansible project](https://tomsitcafe.com/2023/05/11/lets-use-a-more-flexible-directory-structure-for-an-ansible-project)  [COMMUNITY-TOOL] β€” Evaluates architectural patterns for structural scaling in Ansible. Recommends multi-environment directories, external roles, and separated configuration scopes to maximize system maintenance and clarity.
-#### Reference Architectures
-
-  - **(2024)** [==Ansible for DevOps Examples==](https://github.com/geerlingguy/ansible-for-devops) ⭐ 9787  [YAML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier community-standard GitHub repository containing configuration blueprints for Jeff Geerling's 'Ansible for DevOps'. Serves as a primary reference for deploying Kubernetes clusters and microservices.
-#### Reference Projects
-
-  - **(2023)** [middlewareinventory.com: Ansible Playbook Examples – Sample Ansible Playbooks | Devops Junction](https://www.middlewareinventory.com/blog/ansible-playbook-example)  [COMMUNITY-TOOL] β€” A collection of practical Ansible playbook blueprints. Offers concrete system administration examples covering package management, file state adjustments, and cron-job automation.
-  - **(2020)** [github.com/naveensilver/Ansible](https://github.com/naveensilver/Ansible)  [COMMUNITY-TOOL] β€” Open-source repository archiving custom Ansible playbooks, tasks, and configurations for diverse operational setups. Serves as a useful template library for practical implementation reference.
-#### Task Lifecycle
-
-  - **(2023)** [tomsitcafe.com: How to implement and use handlers in Ansible code?](https://tomsitcafe.com/2023/03/06/how-to-implement-and-use-handlers-in-ansible-code)  [COMMUNITY-TOOL] β€” Covers design patterns for Ansible handlers, focusing on event-driven task execution. Shows how to trigger service reloads or post-installation actions only when underlying states are programmatically mutated.
-#### Templating
-
-  - **(2023)** [tomsitcafe.com: Configuration file blueprints: Jinja2 templates in the Ansible code](https://tomsitcafe.com/2023/03/13/configuration-file-blueprints-jinja2-templates-in-the-ansible-code)  [COMMUNITY-TOOL] β€” Comprehensive guide to combining dynamic system variables with Jinja2 templates. Demonstrates how to write portable templates for production file delivery and custom microservice configurations.
-  - **(2023)** [infraxpertzz.com: Deploying Custom Files with Jinja2 Template 🌟](https://infraxpertzz.com/deploying-custom-files-with-jinja2-template)  [COMMUNITY-TOOL] β€” Demonstrates file manipulation techniques using the `template` module. Focuses on transforming standard templates into application parameters during environment deployments.
-#### Troubleshooting
-
-  - **(2023)** [tomsitcafe.com: Mastering Ansible: Navigating the Most Common Errors and Mistakes](https://tomsitcafe.com/2023/06/02/mastering-ansible-navigating-the-most-common-errors-and-mistakes)  [COMMUNITY-TOOL] β€” Compiles and diagnoses common developer anti-patterns in Ansible. Discusses task failures, unhandled error structures, inventory syntax problems, and execution privilege elevation errors with clear remediations.
-### Ansible Developer Tooling
-
-#### CLI and TUI
-
-  - **(2024)** [pypi.org: ansible-navigator 🌟](https://pypi.org/project/ansible-navigator) [PYTHON CONTENT] 🌟🌟🌟 [LEGACY] β€” A core CLI/TUI interactive developer environment tool for managing, reviewing, and linting playbooks within containerized Execution Environments. Replaces legacy direct CLI runs.
-### Ansible Ecosystem
-
-#### Cloud Inventory
-
-  - **(2023)** [devopscube.com: How to Setup Ansible AWS Dynamic Inventory](https://devopscube.com/setup-ansible-aws-dynamic-inventory)  [COMMUNITY-TOOL] [GUIDE] β€” Hands-on guide to implementing dynamic AWS EC2 inventories in Ansible. Details configuration of the `amazon.aws.aws_ec2` plugin to query live infrastructure metadata, replacing brittle static inventory files.
-#### Collections
-
-  - **(2024)** [Ansible Collections 🌟](https://github.com/ansible-collections) [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” Upstream GitHub organization containing certified and community Ansible Content Collections. Reflects the modern decentralized packaging model of the modern Ansible ecosystem.
-  - **(2024)** [Amazon AWS Collection 🌟](https://github.com/ansible-collections/amazon.aws) ⭐ 388  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” The official Amazon Web Services Content Collection for Ansible. Provides production-ready modules for provisioning, updating, and de-provisioning EC2, VPC, S3, and RDS infrastructure assets.
-  - **(2023)** [Radware/radware-ansible: Radware Ansible Collection](https://github.com/Radware/radware-ansible) ⭐ 10  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” Specialized Ansible Content Collection optimized for provisioning and managing Radware networking nodes, load balancers, and cloud security suites programmatically.
-### Ansible Extensibility
-
-#### Module Development
-
-  - **(2024)** [docs.ansible.com: Developing Ansible modules](https://docs.ansible.com/projects/ansible/latest/dev_guide/developing_modules_general.html) [PYTHON CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official engineering documentation guiding development of custom Ansible modules. Details internal Python dependencies, standard exit codes, state validation, and interface expectations.
-  - **(2023)** [techforce1.nl: Creating your first Ansible module](https://techforce1.nl/creating-your-first-ansible-module) [PYTHON CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A developer-focused guide on writing custom Ansible modules using Python. Focuses on subclassing native utilities, validating input configurations, and programmatically reporting task execution status.
-### Ansible GUI
-
-#### Semaphore UI
-
-  - **(2023)** [tomsitcafe.com: Enhancing Ansible Automation: Exploring the Power of Ansible Semaphore, a Modern Open-Source GUI](https://tomsitcafe.com/2023/05/15/ansible-semaphore-a-modern-open-source-gui-for-our-ansible-automation)  [COMMUNITY-TOOL] β€” Overview of Semaphore, an lightweight, open-source web-based management UI for Ansible playbooks. Discusses its usefulness as a low-overhead, resource-efficient alternative to Red Hat AWX or Tower.
-  - **(2023)** [Semaphore UI 🌟](https://mightyclaws.co.uk/bournemouth)  [COMMUNITY-TOOL] β€” A resource exploring Semaphore UI for infrastructure deployment. Validates Semaphore UI's utility as a responsive, lightweight graphical interface for local and remote playbook orchestration.
-  - **(2023)** [thenewstack.io: How to Put a GUI on Ansible, Using Semaphore](https://thenewstack.io/how-to-put-a-gui-on-ansible-using-semaphore)  [COMMUNITY-TOOL] [GUIDE] β€” Detailed, step-by-step tutorial on deploying and managing Semaphore UI. Highlights configuration of inventory integration, credential injection, and user role management.
-### Ansible Integration (1)
-
-#### API Automation
-
-  - **(2023)** [tomsitcafe.com: Automating APIs with Ansible: A Comprehensive Guide](https://tomsitcafe.com/2023/06/09/automating-apis-with-ansible-a-comprehensive-guide)  [COMMUNITY-TOOL] β€” Guide on managing and interfacing with API endpoints using Ansible's `uri` module. Covers REST payloads, HTTP authentication, and response code assertion to orchestrate cloud microservices.
-  - **(2022)** [steampunk.si: Let us give Ansible a REST](https://steampunk.si/blog/let-us-give-ansible-a-rest) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Examines advanced patterns of REST API orchestration. Discusses robust exception-handling, rate-limiting, and state-reconciliation when interacting with distributed microservice control planes.
-  - **(2021)** [redhat.com: Using Ansible to interact with web endpoints](https://www.redhat.com/en/blog/ansible-web-endpoints)  [COMMUNITY-TOOL] β€” Red Hat technical guide detailing the integration of Ansible tasks with web service endpoints. Demonstrates querying system telemetry and automating security configuration updates via standard API hooks.
-  - **(2021)** [opensource.com: Using Ansible with REST APIs](https://opensource.com/article/21/9/ansible-rest-apis)  [COMMUNITY-TOOL] β€” Guides operators on constructing robust workflows that consume external RESTful services. Explains parsing, filtering, and conditional logic application over retrieved JSON payloads.
-  - **(2017)** [linuxctl.com: Ansible - Interacting with external REST API](https://linuxctl.com/2017/01/ansible---interacting-with-external-rest-api)  [LEGACY] β€” Classic technical overview of API orchestration inside Ansible. Demonstrates raw RESTful request design to manage legacy web applications that lack official content collections.
-### Ansible Platforms
-
-#### Local Development
-
-  - **(2022)** [developers.redhat.com: How to install VMs and Ansible Automation Platform on Mac M1](https://developers.redhat.com/articles/2022/10/25/how-install-vms-and-ansible-automation-platform-mac-m1) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Detailed engineering guide for configuring local VM environments and deploying Red Hat Ansible Automation Platform (AAP) on Apple Silicon (M1/M2) hardware. Demonstrates hypervisor compatibility layers and target architecture translation.
-### Ansible Quality Assurance
-
-#### Static Analysis
-
-  - **(2023)** [ansible.com: Creating Custom Rules for Ansible Lint](https://www.redhat.com/en/blog/creating-custom-rules-for-ansible-lint) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” In-depth tutorial explaining the creation of custom rules for `ansible-lint` using Python. Essential for platform engineering groups enforcing code quality standards, security compliance, and organizational guardrails across repositories.
-### Ansible Security
-
-#### Secret Management
-
-  - **(2023)** [tomsitcafe.com: Handling sensitive data with Ansible Vault: encrypting strings instead of files](https://tomsitcafe.com/2023/03/16/handling-sensitive-data-with-ansible-vault-encrypting-strings-instead-of-files)  [COMMUNITY-TOOL] β€” Focuses on best-practice implementations of `ansible-vault` for granular string-level cryptography. Helps secure sensitive credentials and API tokens inside version-controlled Git files without encrypting entire playbooks.
-### Configuration Management (1)
+### Configuration Management
 
 #### Ansible AWX
 
   - **(2026)** [==AWX==](https://github.com/ansible/awx) ⭐ 15453  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” AWX serves as the open-source upstream project for Ansible Automation Platform/Tower. Written in Django and React, it provides a web-based user interface, REST API, and task engine to centrally manage Ansible inventories, credentials, playbooks, and scheduling in containerized environments.
-### Enterprise Platform
-
-#### Architecture
-
-  - **(2021)** [redhat.com: From the datacenter to the edge: The open hybrid cloud vision for Red Hat Ansible Automation Platform 2](https://www.redhat.com/en/blog/datacenter-edge-open-hybrid-cloud-vision-red-hat-ansible-automation-platform-2) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Analyzes the shift to distributed execution plane models in AAP 2. Replaces monolithic scheduler architecture with portable, lightweight execution environments optimized for edge sites.
-#### Mainframe Automation
-
-  - **(2023)** [community.ibm.com: Red Hat Ansible Automation Platform on IBM Z and IBM LinuxONE is generally available now!](https://community.ibm.com/community/user/blogs/daniel-jast1/2023/12/07/red-hat-aap-on-ibm-z-and-linuxone) [ADVANCED LEVEL]  [LEGACY] β€” Analyzes the availability of Red Hat Ansible Automation Platform on IBM Z and LinuxONE. Bridges legacy mainframe operating systems with modern infrastructure-as-code and configuration workflows.
-#### Partnership
-
-  - **(2022)** [redhat.com: Redefining the possibilities of IT automation across your ecosystem with Red Hat partners](https://www.redhat.com/en/blog/redefining-possibilities-it-automation-across-your-ecosystem-red-hat-partners)  [COMMUNITY-TOOL] β€” Evaluates Red Hat's ecosystem collaboration strategy, focusing on certified infrastructure plugins. Covers streamlined workflows developed alongside AWS, Cisco, and F5 networking nodes.
-#### Releases
-
-  - **(2021)** [redhat.com: Red Hat Ansible Automation Platform Enhancements and New Certified Ansible Content Collections Refine the Automation Experience to Drive Business Imperatives](https://www.redhat.com/en/about/press-releases/red-hat-ansible-automation-platform-enhancements-and-new-certified-ansible-content-collections-refine-automation-experience-drive-business-imperatives)  [COMMUNITY-TOOL] β€” Press release detailing structural updates to Red Hat Ansible Automation Platform. Evaluates certified collections integrations designed to unify cloud, edge, and hybrid container automation.
-  - **(2021)** [crn.com: IBM’s Red Hat Reveals Ansible Automation Platform 2 Early Access](https://www.crn.com/news/cloud/ibm-s-red-hat-reveals-ansible-automation-platform-2-early-access)  [COMMUNITY-TOOL] β€” Early access architecture overview of Ansible Automation Platform 2. Highlights migration of task-execution modules to isolated container engines, decoupling control loops from hosts.
-  - **(2021)** [devops.com: Red Hat Extends Scope of Ansible Automation Ambitions](https://devops.com/red-hat-extends-scope-of-ansible-automation-ambitions)  [COMMUNITY-TOOL] β€” Examines the strategic expansion of AAP 2 automation layers. Explores decoupling control loops from target runtimes and shifting execution flows closer to network boundaries and multi-cloud edges.
-### Templating Engine
-
-#### Jinja
-
-  - **(2024)** [==jinja 🌟==](https://github.com/pallets/jinja) ⭐ 11664  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official repository for Jinja, the ubiquitous Python-based templating engine. Jinja underpins all dynamic evaluation structures inside Ansible, enabling programmatic infrastructure assembly.
-## Cloud Infrastructure
-
-### AWS
-
-#### Marketplace
-
-  - **(2024)** [AWS Marketplace (AMIs): AWX/Tower](https://aws.amazon.com/marketplace/search/results?searchTerms=tower) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A curated catalog of Amazon Machine Images (AMIs) featuring pre-configured deployments of Ansible Tower and AWX. This enables fast, turn-key deployment of configuration management control centers within VPC structures on AWS.
-### Ansible (2)
-
-#### Cloud Provisioning
-
-  - **(2024)** [Public Cloud Guides 🌟](https://docs.ansible.com/projects/ansible/latest/scenario_guides/cloud_guides.html) [YAML CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official scenario guides showing how to use Ansible to provision, manage, and orchestrate resources across AWS, Azure, Google Cloud, and other major hyper-scalers using native cloud modules.
-## Cloud Native and Orchestration
-
-### Coexistence
-
-#### K8s vs Ansible
-
-  - **(2023)** [devopsinside.com: Is Kubernetes killing tools like Ansible?](https://devopsinside.com/how-kubernetes-is-killing-tools-like-ansible)  [COMMUNITY-TOOL] β€” Provides an architectural analysis of the symbiotic relationship between GitOps/Kubernetes and Ansible. Demonstrates that while Kubernetes excels at scheduling containers, Ansible remains essential for provisioning the underlying OS and physical compute infrastructure.
-### Foundations (1)
-
-#### Comparison
-
-  - **(2023)** [intellipaat.com: Ansible vs Kubernetes vs Docker](https://intellipaat.com/blog/ansible-vs-kubernetes-vs-docker)  [COMMUNITY-TOOL] β€” Comparative breakdown defining the roles of Ansible, Docker, and Kubernetes in a modern platform ecosystem. Outlines physical setup layers, container virtualization, and orchestration scheduling.
-### Kubernetes
-
-#### Bootstrap and Cluster Ops
-
-  - **(2024)** [**github.com/k3s-io/k3s-ansible 🌟**](https://github.com/k3s-io/k3s-ansible) ⭐ 2804  [YAML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The production-standard repository for automating K3s lightweight Kubernetes cluster deployments using Ansible. Fully covers control plane initialization, high availability setups, and agent cluster joins.
-  - **(2024)** [github.com/PyratLabs/ansible-role-k3s 🌟](https://github.com/PyratLabs/ansible-role-k3s) ⭐ 713  [YAML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Highly structured, modular Ansible role tailored for deploying K3s. Implements fine-grained host configuration and robust systemd lifecycle management over target K3s nodes.
-#### Event-Driven Automation
-
-  - **(2023)** [ansible.com: Kubernetes Meets Event-Driven Ansible 🌟](https://www.redhat.com/en/blog/kubernetes-meets-event-driven-ansible) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores the intersection of Event-Driven Ansible (EDA) and Kubernetes environments. Details using rulebooks to ingest K8s events and automate remediation workflows, scaling operations, and policy compliance.
 ## Container Orchestration
 
-### Docker Swarm
+### Kubernetes
 
+#### Ansible Integration
+
+  - **(2025)** [ansibleforkubernetes.com 🌟](https://www.ansibleforkubernetes.com) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Reference site for Jeff Geerling's "Ansible for Kubernetes" book. It showcases advanced architectural patterns using Ansible to orchestrate cloud-native Kubernetes systems, write custom operators, and manage application lifecycles inside pods.
 #### Deployments
 
-  - **(2021)** [maquinasvirtuales.eu: Docker Swarm: Instalar Ansible AWX](https://www.maquinasvirtuales.eu/docker-swarm-instalar-ansible-awx) [N/A CONTENT]  [LEGACY] β€” Spanish language guide detailing the installation and configuration of Ansible AWX on Docker Swarm. Since modern AWX development has strictly pivoted to Kubernetes/AWX Operator, this resource serves primarily as a legacy reference for swarm-based topologies.
-### Kubernetes (1)
-
-#### Deployments (1)
-
   - **(2022)** [linuxsysadmins.com: Install Ansible AWX on Kubernetes in 5 minutes](https://www.linuxsysadmins.com/install-ansible-awx-on-kubernetes) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A rapid deployment guide demonstrating how to bootstrap an instance of Ansible AWX on a Kubernetes cluster using the AWX Operator. It covers namespace preparation, applying the custom resource manifest, and verifying initial service exposures.
 #### Helm
 
@@ -496,286 +68,31 @@
 #### Operators
 
   - **(2026)** [**AWX Operator**](https://github.com/ansible/awx-operator) ⭐ 1487  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The AWX Operator is a cloud-native Kubernetes Operator designed to automate the deployment, lifecycle management, scaling, and upgrades of AWX. By leveraging Custom Resource Definitions (CRDs), it simplifies complex Postgres and web-app state management inside K8s.
-## Continuous Integration
+## Infrastructure as Code
 
-### Jenkins
-
-#### Ansible Integration (2)
-
-  - **(2021)** [itnext.io: Ansible and Jenkins β€” automate your scritps 🌟](https://itnext.io/ansible-and-jenkins-automate-your-scritps-8dff99ef653) [GROOVY CONTENT]  [COMMUNITY-TOOL] β€” Explores the architectural integration of Ansible with Jenkins automation pipelines. By utilizing the Jenkins Ansible Plugin, it demonstrates how to leverage Jenkins for orchestration, scheduling, and secret management while offloading configuration deployment tasks to Ansible playbooks.
-#### Automation Server
-
-  - **(2026)** [Jenkins](https://www.jenkins.io) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Jenkins remains the foundational open-source automation server supporting highly extensible CI/CD pipelines. Its exhaustive plugin ecosystem allows seamless orchestration of Ansible runs, Git operations, and target-system provisioning as part of delivery loops.
-## DevOps and Learning Resources
-
-### Video Courses
-
-#### Ansible (3)
-
-  - **(2023)** [youtube playlist: Ansible Tutorial - by Infra Xpertzz 🌟](https://www.youtube.com/playlist?list=PLOwxB_PX3s3WSfhzVtwhxXwy7QpkmtnzR)  [COMMUNITY-TOOL] β€” Video-driven learning path focusing on task controls and failure remediation. Teaches handlers, block-rescue operations, and robust error management patterns within unstable systems.
-  - **(2021)** [youtube: Ansible for beginners - by XavkiEn](https://www.youtube.com/playlist?list=PLWZKNB9waqIXEL-NIapWwIADPtkspe9vk) [FRENCH CONTENT]  [COMMUNITY-TOOL] β€” An introductory video tutorial cataloging infrastructure automation concepts in French. Perfect for engineering teams building foundational declarative syntax and control loop capabilities.
-#### Practical Labs
-
-  - **(2021)** [youtube: Exercises / Monitoring : How to install node exporter 🌟](https://www.youtube.com/watch?v=NgRuap0MmZw&ab_channel=XavkiEn) [FRENCH CONTENT]  [COMMUNITY-TOOL] β€” Practical lab illustrating the deployment of Prometheus Node Exporter. Details how to utilize modular Ansible roles to dynamically configure, enable, and monitor Linux targets.
-## Hybrid Cloud and Enterprise
-
-### OpenShift
-
-#### Data Management
-
-  - **(2024)** [**redhat.com: OpenShift Backup and Recovery with Kasten K10**](https://www.redhat.com/es/blog) [SPANISH CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A technical guide on integrating Veeam's Kasten K10 platform with Red Hat OpenShift. Demonstrates policy-based automation for backup, disaster recovery, and mobility across multi-tenant clusters while ensuring encrypted volume snapshots.
-## Infrastructure as Code (1)
-
-### Ansible (4)
+### Ansible
 
 #### Application Servers
 
   - **(2021)** [developers.redhat.com: Automate Red Hat JBoss Web Server deployments with Ansible](https://developers.redhat.com/articles/2021/08/30/automate-red-hat-jboss-web-server-deployments-ansible) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Automates deployment and cluster routing for enterprise Red Hat JBoss Web Server (JWS) environments. Illustrates how to orchestrate JBoss installations, execute configuration templating, and deploy Java war artifacts securely.
-#### Automation (1)
+#### Comparison
 
-  - **(2021)** [opensource.com: How I keep my file folders tidy with Ansible](https://opensource.com/article/21/9/keep-folders-tidy-ansible) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Examines practical patterns utilizing system file management modules to implement directory cleanup pipelines. Discusses setting metadata states, purging logs, and securing directory permissions dynamically.
-#### Best Practices
-
-  - **(2021)** [opensource.com: 5 tips for choosing an Ansible collection that's right for you](https://opensource.com/article/21/3/ansible-collections) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A practical framework for evaluating and selecting Ansible Collections from Galaxy. It highlights assessment metrics such as maintainability, documentation quality, namespace conventions, and community engagement to mitigate security and stability risks in automation supply chains.
-#### CLI Operations
-
-  - **(2021)** [redhat.com: Deep dive into Ansible ad hoc commands](https://www.redhat.com/en/blog/ansible-ad-hoc-commands) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” A deep-dive review of Ansible's ad hoc execution framework. Details parameter tuning, custom module invocation, inline parameter strings, and executing operations in parallel across large inventories.
-  - **(2021)** [cloudbees.com: Getting Started Quickly With Ansible Ad Hoc Commands](https://www.cloudbees.com/blog/getting-started-quickly-with-ansible-ad-hoc-commands) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” Quickstart manual introducing core CLI execution flags. Guides administrators through managing services, querying infrastructure facts, and auditing system state metrics without the overhead of playbooks.
-#### Cloud Collections
-
-  - **(2022)** [**oci-ansible-collection.readthedocs.io**](https://oci-ansible-collection.readthedocs.io/en/latest) [PYTHON CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Official Sphinx documentation detailing Oracle Cloud Infrastructure (OCI) Ansible Collection. It gives DevOps engineers a standardized declarative approach to provisioning and managing OCI virtual networks, compute instances, database nodes, and object storage systems.
-#### Cloud Integration
-
-  - **(2021)** [cloud.google.com: How to deploy the Google Cloud Ops Agent with Ansible](https://cloud.google.com/blog/products/operations/use-ansible-to-deploy-the-google-cloud-ops-agent) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Provides a deployment playbook for installing the Google Cloud Ops Agent across diverse VM groups. Shows how to automate logging and metrics configurations, streamlining GCP telemetry pipelines.
-  - **(2021)** [middlewareinventory.com: How to use ansible with S3 – Ansible aws_s3 examples | Devops Junction](https://www.middlewareinventory.com/blog/ansible-aws_s3-example) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Details utilizing AWS collection modules inside Ansible, specifically focusing on the 'aws_s3' module. Covers bucket creation, security policy management, data transfers, and credential resolution within playbooks.
-  - **(2021)** [techbeatly.com: Ansible for Infrastructure Provisioning in AWS | Ansible Real Life Series - youtube](https://techbeatly.com/ansible-for-infrastructure-provisioning-in-aws-ansible-real-life-series) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A video walk-through covering end-to-end AWS provisioning with Ansible. Demonstrates spawning target EC2 virtual compute hosts, binding security group topologies, setting up VPC parameters, and managing tags.
-#### Cloud Integrations
-
-  - **(2021)** [redhat.com: Red Hat Brings Industry-Leading Ansible Automation Platform to **Microsoft Azure**](https://www.redhat.com/en/about/press-releases/red-hat-brings-industry-leading-ansible-automation-platform-microsoft-azure) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A strategic managed service offering that integrates Ansible Automation Platform directly into Microsoft Azure. This native integration enables enterprise-level, cloud-native automation and orchestration of Azure resources with seamless access to Azure billing and services.
-#### Collections (1)
-
-  - **(2024)** [AWX Ansible Collection: galaxy.ansible.com/awx/awx](https://galaxy.ansible.com/awx/awx) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” The official `awx.awx` Ansible Collection, which provides dedicated modules to interact programmatically with AWX/Tower API endpoints. This enables GitOps-style management of AWX configurations, job templates, credentials, and organizational schemas.
-#### Community
-
-  - **(2021)** [redhat.com: 16 AnsibleFest presentations for sysadmins](https://www.redhat.com/en/blog/ansiblefest-sysadmins)  [COMMUNITY-TOOL] β€” An analytical index of key presentations from AnsibleFest. Highlights session outcomes regarding next-generation optimization patterns, security auditing, multi-cloud management, and enterprise migration strategies.
-#### Community Authors
-
-  - **(2026)** [galaxy.ansible.com/geerlingguy](https://galaxy.ansible.com/geerlingguy) [N/A CONTENT]  [COMMUNITY-TOOL] β€” The official Ansible Galaxy repository page for Jeff Geerling (geerlingguy), the most prominent community contributor in the Ansible landscape. Host to dozens of highly maintained roles covering PHP, Docker, Jenkins, and Kubernetes.
-#### Comparison (1)
-
-  - **(2021)** [acloudguru.com: Ansible vs Puppet: Which is right for you?](https://www.pluralsight.com/resources/blog/cloud/ansible-vs-puppet-which-is-right-for-you)  [COMMUNITY-TOOL] β€” A deep analytical comparison weighing Ansible's procedural, agentless, SSH-driven philosophy against Puppet's declarative, master/agent pull topology. Compares target infrastructure footprints, security boundaries, and operational skills overhead.
   - **(2021)** [analyticsindiamag.com: Ansible vs Docker: A Detailed Comparison Of DevOps Tools](https://analyticsindiamag.com/ansible-vs-docker-a-detailed-comparison-of-devops-tools)  [COMMUNITY-TOOL] β€” Decouples the architectural concepts of container runtime deployment (Docker) and multi-node system orchestration (Ansible). Highlights how combining these two paradigms enables rapid deployment of complex application stacks.
-#### Concepts
-
-  - **(2021)** [opensource.com: 10 ways Ansible is for everyone 🌟](https://opensource.com/article/21/1/ansible)  [COMMUNITY-TOOL] β€” Explains how Ansible's declarative engine appeals to cross-disciplinary teams. Demonstrates scalability patterns from developers to network engineers, showcasing low cognitive load syntax and multi-vendor abstraction layers as key drivers for enterprise-wide adoption.
-  - **(2021)** [linkedin.com: Ansible what is it and what not](https://www.linkedin.com/pulse/ansible-what-marcel-koert)  [COMMUNITY-TOOL] β€” Analytically bounds Ansible's utility profile by identifying what it is and what it is not. Highlights its primary purpose in deployment, configuration state assurance, and software orchestration while detailing architectural anti-patterns where alternative solutions (like direct programming languages) fit better.
-  - **(2021)** [developers.redhat.com: Four reasons developers should use Ansible](https://developers.redhat.com/articles/2021/09/27/four-reasons-developers-should-use-ansible)  [COMMUNITY-TOOL] β€” Outlines architectural benefits why software engineers should embrace configuration as code using Ansible. Focuses on local development environment parity, simplified build runners, database schema migrations, and application topologies.
-#### Configuration Management (2)
-
-  - **(2021)** [redhat.com: How to pass extra variables to an Ansible playbook](https://www.redhat.com/en/blog/extra-variables-ansible-playbook) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Clarifies the mechanism of variable precedence in Ansible by focusing on "extra variables" passed via command-line arguments (`--extra-vars` or `-e`). This approach represents the highest level of precedence, enabling runtime dynamic overrides essential for CI/CD integrations.
 #### Containers
 
   - **(2021)** [fedoramagazine.org: Using Ansible to configure Podman containers 🌟](https://fedoramagazine.org/using-ansible-to-configure-podman-containers) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Introduces Podman automation using native Ansible modules. Details how to coordinate rootless container deployments, configure volume mapping, publish network ports, and manage container life cycles without requiring a system-level Docker daemon.
-#### Continuous Delivery
-
-  - **(2021)** [redhat.com: 6 steps to automating code pushes with Ansible Automation Platform 🌟](https://www.redhat.com/en/blog/6-code-pushes-aap) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Walks through enterprise application deployment pipelines using the Red Hat Ansible Automation Platform. Details integration with git version-control systems, webhook execution triggers, and reliable rollbacks.
-#### Core Concepts
-
-  - **(2024)** [docs.ansible.com: Working With Playbooks](https://docs.ansible.com/projects/ansible/latest/user_guide/playbooks.html) [YAML CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official reference documentation for writing and executing Ansible Playbooks. This standard manual explains YAML syntax, task execution flows, variable precedence, and handler behaviors, forming the fundamental baseline for all Ansible-driven infrastructure automation.
-  - **(2022)** [The Beginner’s Guide to the Ansible Inventory](https://www.packetcoders.io/the-beginners-guide-to-the-ansible-inventory) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive primer exploring how to declare, structure, and organize Ansible inventories. Covers standard INI and YAML file declarations, host-group structures, nested grouping, and introductory dynamic inventory strategies.
-#### Curated Lists
-
-  - **(2022)** [**https://github.com/jdauphant/awesome-ansible**](https://github.com/jdauphant/awesome-ansible) ⭐ 1004  [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A curated repository listing valuable Ansible tools, libraries, playbooks, roles, and learning materials. Ideal for discovering community extensions, monitoring integrations, and operational best-practices.
-#### Data Structures (1)
-
-  - **(2021)** [middlewareinventory.com: Ansible List Examples – How to create and append items to List 🌟](https://www.middlewareinventory.com/blog/ansible-list-examples-how-to-create-and-append-items-to-list) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Comprehensive guide focusing on handling array data structures inside playbooks. Analyzes syntax patterns for dynamic list instantiation, appending list items, utilizing filter operations, and handling nested array patterns.
-  - **(2021)** [middlewareinventory.com: Ansible Dictionary – How to create and add items to dict](https://www.middlewareinventory.com/blog/ansible-dict) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Details key-value dictionary patterns inside YAML variables. Focuses on declarative creation, updating nested structures, merging multiple dictionaries with custom filters, and validating variable shapes.
-#### Database Deployment
-
-  - **(2021)** [**github.com/oravirt/ansible-oracle**](https://github.com/oravirt/ansible-oracle) ⭐ 367  [YAML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” A highly robust, community-driven Ansible repository designed to automate Oracle Database and Grid Infrastructure installations. This collection manages kernel parameters, prerequisites, ASM storage volumes, and database engine upgrades. It serves as an essential framework for migrating legacy Oracle setups to hybrid structures.
-  - **(2021)** [github.com/oravirt/ansible-oracle-modules](https://github.com/oravirt/ansible-oracle-modules) ⭐ 217  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A specialized suite of Ansible modules specifically engineered to interact directly with internal Oracle database schemas. These modules handle tasks like tablespace adjustments, user provisioning, and initialization parameter alterations. They act as the post-install orchestration companion to base automation engines.
-  - **(2019)** [redhat.com: Using Ansible to deploy Microsoft SQL Server 2019 on Red Hat Enterprise Linux 8](https://www.redhat.com/en/blog/mssql-linux-easy) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A comprehensive Red Hat tutorial demonstrating how to use Ansible system roles to install and optimize Microsoft SQL Server 2019 on RHEL 8. It covers disk allocation, OS kernel parameters adjustment, and high-availability configuration. This is a foundational guide for platform teams automating traditional databases.
-  - **(2021)** [github.com/abessifi/ansible-sqlplus](https://github.com/abessifi/ansible-sqlplus) ⭐ 1  [PYTHON CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A lightweight community-focused Ansible module enabling seamless SQL*Plus shell operations within automated tasks. It allows DBAs to execute SQL and PL/SQL scripts without writing complex shell wrappers. It serves as an ad-hoc query execution tool for classic on-premises database systems.
-  - **(2014)** [oravirt.wordpress.com: Getting started with ansible-oracle](https://oravirt.wordpress.com/2014/10/01/getting-started-with-ansible-oracle) [N/A CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An early community guide to bootstrapping Oracle automated configurations using ansible-oracle. It introduces infrastructure engineers to basic node topologies, directory layouts, and execution variables. It serves as a historical baseline for modern database-as-code deployments.
-  - **(2014)** [oravirt.wordpress.com: Changes in ansible-oracle v1.2](https://oravirt.wordpress.com/2014/11/05/changes-in-ansible-oracle-v1-2) [N/A CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Release analysis highlighting the enhancements introduced in ansible-oracle v1.2. The article outlines performance-tuning improvements, bug fixes for Oracle Restart configurations, and more flexible network settings. This is a reference point for tracking configuration history.
-#### Dependency Management
-
-  - **(2023)** [List of Red Hat Supported Maintained Ansible Collections 🌟](https://access.redhat.com/articles/4993781) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” A comprehensive directory of officially supported Ansible Collections maintained by Red Hat and its certified partners. This registry ensures enterprise compliance, stability, and security by providing thoroughly tested modules for operating systems, networks, and cloud providers.
-#### Docker Deployment
-
-  - **(2026)** [**Ansible Role: Docker 🌟**](https://github.com/geerlingguy/ansible-role-docker) ⭐ 2270  [YAML CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An exceptionally popular and robust Ansible role designed by Jeff Geerling to handle complete installation and configuration of Docker on diverse Linux distros. It sets up the Docker daemon, manages system services, and handles dependencies.
-#### Education
-
-  - **(2025)** [ansiblefordevops.com](https://www.ansiblefordevops.com) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Companion portal for "Ansible for DevOps" by Jeff Geerling, widely recognized as the definitive handbook on automation. It provides architectural examples, source repositories, and deployment guides covering bare-metal, VM, and cloud environments.
-  - **(2022)** [opensource.com: 9 ways to learn Ansible this year 🌟](https://opensource.com/article/22/1/learn-ansible)  [COMMUNITY-TOOL] β€” Presents nine structured avenues to quickly learn and master Ansible. Features suggestions including interactive hands-on sandboxes, real-world role patterns, training resources, and active developer forums.
-  - **(2021)** [toptechskills.com: Ansible Tutorials & Courses 🌟](https://www.toptechskills.com/ansible-tutorials-courses)  [COMMUNITY-TOOL] β€” An aggregated directory of high-quality courses, sandbox tutorials, and certification preparation resources. Curates practical pathways to assist operations teams in validating skills and developing complex infrastructure configurations.
-#### Enterprise Control
-
-  - **(2021)** [Ansible Tower Docs](https://legacy-controller-docs.ansible.com/ansible-tower) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [LEGACY] β€” Legacy documentation archive for Ansible Tower, Red Hat's proprietary enterprise web console and REST API dashboard for Ansible. Note that in recent product lifecycles, Ansible Tower has been superseded and integrated into the containerized Red Hat Ansible Automation Platform.
-  - **(2021)** [steampunk.si: Managing infrastructure using Ansible Tower](https://steampunk.si/blog/managing-infrastructure-using-ansible-tower) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A workflow guide focusing on using Ansible Tower/AWX for infrastructure management. It demonstrates practical orchestration patterns such as job templates, dynamic inventory syncing, notification webhooks, and Role-Based Access Control (RBAC) definitions.
-#### Enterprise Integration
-
-  - **(2021)** [redhat.com: Introduction to RHEL System Roles 🌟](https://www.redhat.com/en/blog/introduction-rhel-system-roles) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Explains Red Hat Enterprise Linux (RHEL) System Roles, which are pre-packaged, vendor-supported Ansible collections designed for standardizing OS parameters. Highlights roles for storage layout, network configurations, timesync, and security baselines.
-#### Enterprise Platforms
-
-  - **(2021)** [redhat.com: Red Hat Ansible Automation Platform 2 Drives Cloud-Native Automation and Helps Developers Become Automators](https://www.redhat.com/en/about/press-releases/red-hat-ansible-automation-platform-2-drives-cloud-native-automation-and-helps-developers-become-automators) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Red Hat Ansible Automation Platform 2 introduces containerized execution environments to decouple automation runtime from the control plane. This architectural shift eliminates dependency conflicts and enhances scalability across hybrid cloud environments. It serves as an enterprise-grade control system for distributed IT automation.
-#### Environment Management
-
-  - **(2021)** [redhat.com: How to set up and use Python virtual environments for Ansible](https://www.redhat.com/en/blog/python-venv-ansible) [BASH/PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Solves python library conflicts on Ansible controller nodes using Python virtual environments ('venv'). Details installation sequences, dependencies isolation, pip package mapping, and using python path variables inside runner pipelines.
-#### History
-
-  - **(2021)** [opensource.com: How Ansible got started and grew](https://opensource.com/article/21/2/ansible-origin-story)  [COMMUNITY-TOOL] β€” Chronicles the evolution of Ansible from its early development roots to Red Hat's premier configuration orchestration platform. Reviews historical design choices, including agentless SSH transport, zero-bootstrap setup, and Python-based plugins, which shaped its current market domination.
-#### Identity Access Management
-
-  - **(2021)** [developer.okta.com: Tutorial: Ansible and Account Automation with Okta](https://developer.okta.com/blog/2021/02/05/okta-ansible) [PYTHON/YAML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Illustrates how to bridge identity providers with system-level configuration, specifically integrating Okta APIs with Ansible modules. Details dynamic workflows for onboarding user accounts, security grouping, and programmatic credential management directly within continuous integration topologies.
-#### Image Provisioning
-
-  - **(2021)** [getbetterdevops.io: Build Docker Images Using Ansible and Packer](https://www.empowersurvivors.net) [YAML/HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Technical blueprint demonstrating how to integrate Ansible playbooks as provisioning engines inside HashiCorp Packer build runs. Outlines processes to construct audited, standardized, and security-hardened Docker images.
-#### Introduction
-
-  - **(2021)** [redhat.com: Demystifying Ansible for Linux sysadmins 🌟](https://www.redhat.com/en/blog/demystifying-ansible-sysadmins) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Demystifies Ansible automation mechanics specifically tailored to system administration architectures. The guide explores the core agentless architecture, declarative state models, SSH control path transport, and how standard shell operations mapping to modules can prevent configuration drift on production fleets.
-  - **(2021)** [redhat.com: Got automation? Here's a quick guide to get you up to speed on Ansible 🌟](https://www.redhat.com/en/blog/how-start-ansible) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A fundamental roadmap designed for traditional engineers migrating from shell scripting paradigms. Covers declarative task design, module encapsulation principles, and strategies to orchestrate reliable parallel host commands with idempotent verification.
-  - **(2021)** [k21academy.com: Ansible for Beginners | Overview | Architecture & Use Cases 🌟](https://k21academy.com/devops/ansible-for-beginners)  [COMMUNITY-TOOL] β€” Comprehensive introductory architectural layout outlining controller requirements, managed nodes, dynamic inventory files, YAML playbook hierarchy, and general configuration management use-cases across environments.
-  - **(2021)** [dev.to: DevOps 101 : Introduction to Ansible](https://dev.to/grayhat/devops-101-introduction-to-ansible-1n64) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A DevOps-focused introduction to Ansible fundamentals. Features simple configurations, basic execution strategies, state assertions, and standard recommendations for writing clean, readable YAML blueprints.
-#### Inventory Management
-
-  - **(2021)** [redhat.com: How to create dynamic inventory files in Ansible](https://www.redhat.com/en/blog/ansible-dynamic-inventories) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Addresses scaling issues in dynamic cloud networks. Introduces automated discovery strategies using dynamic inventories, eliminating hardcoded target assets via API integration across clouds.
-  - **(2021)** [redhat.com: How to write a Python script to create dynamic Ansible inventories](https://www.redhat.com/en/blog/ansible-dynamic-inventory-python) [PYTHON CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Technical tutorial showing how to write custom dynamic inventory parsers in Python. Explains API data queries, caching requirements, and generating the standard JSON output format expected by the Ansible runner.
-  - **(2021)** [redhat.com: How to write an Ansible plugin to create inventory files](https://www.redhat.com/en/blog/ansible-plugin-inventory-files) [PYTHON CONTENT] [ADVANCED LEVEL]  [LEGACY] β€” Explains how to develop optimized Ansible inventory plugins in Python. Details how native inventory plugins outperform legacy inventory scripts by integrating natively with caching classes and validating settings.
-#### Linux Administration
-
-  - **(2021)** [redhat.com: A brief introduction to Ansible roles for Linux system administration 🌟](https://www.redhat.com/en/blog/ansible-system-role) [YAML CONTENT]  [COMMUNITY-TOOL] β€” An exploration of Red Hat's system-roles design pattern, standardizing administrative tasks across Red Hat Enterprise Linux (RHEL). These structured roles provide pre-packaged, robust modules for managing SELinux, firewalls, and storage.
-#### Modular Design
-
-  - **(2021)** [redhat.com: 8 steps to developing an Ansible role in Linux 🌟](https://www.redhat.com/en/blog/developing-ansible-role) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A strict blueprint outlining the 8-step process to package, version, and manage custom Ansible roles. Promotes standard practices using standard role directory layoutsβ€”defaults, tasks, vars, handlers, templates, and metaβ€”ensuring clean distribution.
 #### NGINX Automation
 
   - **(2021)** [**galaxy.ansible.com/nginxinc/nginx_core**](https://galaxy.ansible.com/nginxinc/nginx_core) [YAML CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The official Ansible NGINX Core Collection. It automates the installation, configuration, and execution of NGINX Open Source and NGINX Plus instances. It provides modular, enterprise-ready playbooks to streamline load-balancing, reverse proxies, and web operations across heterogeneous environments.
-#### Network Automation
-
-  - **(2023)** [github.com/automateyournetwork/automate_your_network: Automate Your Network' - John Capobianco - July 1st 2023](https://github.com/automateyournetwork/automate_your_network) ⭐ 647  [YAML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A comprehensive network automation repository by John Capobianco supporting his publication. It presents concrete playbooks and collections to programmatically manage, audit, and document enterprise network appliances and switches.
-#### Network Engineering
-
-  - **(2021)** [redhat.com: How to use Ansible to configure a reverse proxy 🌟](https://www.redhat.com/en/blog/reverse-proxy-ansible) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Step-by-step design of an automated reverse proxy layer using HAProxy or Nginx. Illustrates template integration with dynamic backend target pools, configuring routing rules, load-balancer health checks, and secure SSL/TLS listeners through automation.
-#### Notification
-
-  - **(2021)** [redhat.com: How to use Ansible to send an email using Gmail](https://www.redhat.com/en/blog/configure-gmail-using-ansible) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Demonstrates programmatic notification workflows by configuring Ansible to route runtime alerts through Gmail SMTP relays. Explains secure credential injection, target port bindings, and task logic triggers during deployment failure modes.
-#### Optimization
-
-  - **(2021)** [opensource.com: 4 lines of code to improve your Ansible play](https://opensource.com/article/21/1/improve-ansible-play) [INI/YAML CONTENT]  [COMMUNITY-TOOL] β€” Analyzes execution bottlenecks in Ansible infrastructure automation, providing a blueprint to optimize configuration files. Demonstrates how establishing pipelining and tuning persistent connection control paths in 'ansible.cfg' reduces remote execution latency up to 600%. It offers an elegant balance of minimal footprint overhead with immense execution gains.
-  - **(2021)** [toptechskills.com: How to Speed Up Your Ansible Playbooks Over 600% 🌟](https://www.toptechskills.com/ansible-tutorials-courses/speed-up-ansible-playbooks-pipelining-mitogen) [PYTHON/YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Details Mitogen connection plugin integration with Ansible. Analyzes native SSH overhead bottlenecks and shows how Mitogen's pipelining engine and multiplexed processes can reduce CPU utilization on controller nodes while speeding up runtimes by over 600%.
-  - **(2021)** [vitux.com: How to speed-up an Ansible Playbook 🌟](https://vitux.com/how-to-speed-up-an-ansible-playbook) [YAML CONTENT]  [COMMUNITY-TOOL] β€” An optimization manual detailing how to address slow playbook execution issues. Covers disabling system facts gathering, adjusting connection fork limits, utilizing custom caching backends, and modularizing tasks.
-  - **(2021)** [redhat.com: 8 ways to speed up your Ansible playbooks](https://www.redhat.com/en/blog/faster-ansible-playbook-execution) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Presents eight engineering recommendations to optimize Ansible playbook execution. Features execution strategies (free strategy), task-level profiling, asynchronous execution, facts caching, and tuned pipelining configurations.
-#### Package Management
-
-  - **(2021)** [redhat.com: Add a repo and install a package the Ansible way](https://www.redhat.com/en/blog/install-ansible-way) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Examines platform-agnostic package provisioning in enterprise environments. Illustrates standard configurations using generic package modules, repository definitions, GPG key ingestion, and target package state auditing across Red Hat and Debian host targets.
-  - **(2021)** [redhat.com: How to install software packages with an Ansible playbook](https://www.redhat.com/en/blog/software-packages-ansible) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Reviews the foundational mechanics of configuring multi-package software installations via declarative playbooks. Details state assertions, package locks, standard repository overrides, and handler bindings for service restarts.
-#### Package Registry
-
-  - **(2026)** [galaxy.ansible.com](https://galaxy.ansible.com) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Ansible Galaxy serves as the central hub and public registry for finding, downloading, and sharing community-driven or certified Ansible collections, roles, and modules, serving as the core package ecosystem for modern IaC.
-#### Playbook Design (1)
-
-  - **(2021)** [linuxtechi.com: How to Use Loops in Ansible Playbook](https://www.linuxtechi.com/how-to-use-loops-in-ansible-playbook) [YAML CONTENT]  [LEGACY] β€” A detailed technical guide on implementing repetitive execution logic in Ansible playbooks using `loop` and legacy `with_*` statements. It covers complex data structures, nesting loops, and filtering, allowing developers to optimize playbooks and prevent task duplication.
-#### Quickstart
-
-  - **(2021)** [redhat.com: Quick start guide to Ansible for Linux sysadmins 🌟](https://www.redhat.com/en/blog/ansible-quick-start) [YAML CONTENT]  [COMMUNITY-TOOL] β€” An operations-oriented quickstart reference designed for immediate onboarding. Details secure SSH key exchange setups, target fleet inventory definition files, and foundational playbook composition methodologies to implement standardized configurations across Linux distributions.
-  - **(2021)** [linuxtechlab.com: Ansible Tutorial: Introduction to simple Ansible commands](https://linuxtechlab.com/ansible-tutorial-simple-commands) [SHELL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Focuses on instant-impact shell execution using Ansible ad hoc commands. Details fast syntax constructs for basic file copying, service manipulation, shell executions, and quick state analysis without the overhead of writing full-scale playbooks.
-#### Releases (1)
-
-  - **(2021)** [Ansible 3.3.0 released](https://groups.google.com/g/ansible-devel/c/CdQ7eWUUm8k?pli=1)  [COMMUNITY-TOOL] β€” Release analysis for Ansible 3.3.0. Details backward compatibility constraints, system engine integration tests, updated community collections, and critical bug fixes mapped back to the underlying 'ansible-core' codebase.
-#### Roles
-
-  - **(2022)** [galaxy.ansible.com/geerlingguy/awx 🌟](https://galaxy.ansible.com/geerlingguy/awx) [YAML CONTENT]  [LEGACY] β€” A popular, legacy Ansible role by Jeff Geerling designed for automated installation of AWX on virtual or bare-metal systems. Note that since modern AWX relies almost exclusively on the Kubernetes AWX Operator, this role is largely legacy.
-#### Scheduling and Automation
-
-  - **(2021)** [opensource.com: How I use Ansible and anacron for automation](https://opensource.com/article/21/9/ansible-anacron-automation) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An integration tutorial demonstrating how to pair Ansible task execution with anacron's scheduling engine. It resolves typical automation gaps on intermittently connected devices or workstations where rigid system cron configurations fail. It is a smart design pattern for local edge maintenance automation.
-#### Secret Management (1)
-
-  - **(2024)** [konstruktoid/ansible-hvault-inventory: Dynamic Ansible inventory using HashiCorp' Vault SSH OTP and local password rotation](https://github.com/konstruktoid/ansible-hvault-inventory) ⭐ 23  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” An advanced dynamic Ansible inventory script integrating directly with HashiCorp Vault. It automates credential rotation, securely requests temporary SSH One-Time Passwords (OTP), and pulls inventory variables dynamically from secure vaults.
-#### Security
-
-  - **(2021)** [youtube: Ansible Automation | How to Secure and Protect Critical Information Playbooks Using Ansible Vault](https://www.youtube.com/watch?v=mc20VwxYaGE&ab_channel=CLOUDLEARNHUB) [SHELL/YAML CONTENT]  [COMMUNITY-TOOL] β€” Step-by-step video guide exploring secret management using Ansible Vault. Details workflows for encrypting yaml files, inline variables encryption, managing vault passwords, and secure secret resolution in CI/CD runners.
-#### Security Automation
-
-  - **(2022)** [Ansible Let's Encrypt Collection](https://www.telekom-mms.com/blog) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” A specialized Ansible Collection designed to automate the lifecycle of Let's Encrypt TLS/SSL certificates. It leverages the ACME protocol to orchestrate automated domain validation, certificate issuance, renewal, and web server configuration reloading across infrastructure.
-#### System Management
-
-  - **(2021)** [redhat.com: How to automate system reboots using the Ansible reboot module](https://www.redhat.com/en/blog/automate-reboot-ansible) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Technical deep dive on the 'ansible.builtin.reboot' module, detailing configuration parameters for safe kernel patching or driver upgrades. Explains the orchestration mechanics of initiating reboots, handling control channel disconnects, and validating post-reboot target accessibility.
-  - **(2021)** [opensource.com: 5 everyday sysadmin tasks to automate with Ansible 🌟](https://opensource.com/article/21/3/ansible-sysadmin) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Examines five common system maintenance workloadsβ€”package updates, log cleanup, backup tasks, service verification, and user managementβ€”and converts them into structured, reusable Ansible modules. Minimizes variance and repetitive sysadmin activities.
-  - **(2021)** [redhat.com: 4 steps to create Linux users from a csv file with Ansible](https://www.redhat.com/en/blog/ansible-create-users-csv) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Shows how to automate user onboarding by reading CSV files inside Ansible playbooks. Details loop patterns, CSV parser integration, group creation, dynamic username validation, and secure password hashing algorithms.
-#### System Patching
-
-  - **(2023)** [Tronde/ansible-role-rhel-patchmanagement](https://github.com/Tronde/ansible-role-rhel-patchmanagement) ⭐ 75  [YAML CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A community-contributed Ansible role designed to streamline patch management workflows across Red Hat Enterprise Linux (RHEL) architectures. Enables system updates, security errata auditing, and automated reboot coordination.
-#### Templating (1)
-
-  - **(2021)** [redhat.com: How to create dynamic configuration files using Ansible templates](https://www.redhat.com/en/blog/ansible-templates-configuration) [YAML/JINJA2 CONTENT]  [COMMUNITY-TOOL] β€” Investigates the design of dynamic configuration templates using the Jinja2 engine in Ansible. Details parsing nested loops, multi-variable evaluations, default parameters, and writing customized configuration payloads for system targets.
-#### Troubleshooting (1)
-
-  - **(2021)** [redhat.com: 6 troubleshooting skills for Ansible playbooks 🌟](https://www.redhat.com/en/blog/troubleshoot-ansible-playbooks) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A strategic guide outlining crucial diagnostics and troubleshooting workflows for failing Ansible playbooks. Key techniques include utilizing debug modules, verbose logging (`-vvvv`), step execution, check-mode dry runs, and analyzing variable scopes to pinpoint structural or runtime issues.
-#### Tutorials
-
-  - **(2021)** [youtube: Ansible Collections 🌟](https://www.youtube.com/watch?app=desktop&v=AXnDrGgLaF0&feature=share&ab_channel=RobertdeBock) [N/A CONTENT]  [GUIDE] [LEGACY] β€” A video-based walkthrough demonstrating how to construct, package, distribute, and consume Ansible Collections. The tutorial outlines the transition from legacy monolithic roles to modular collection structures containing plugins, playbooks, and roles.
-### Ansible Testing
-
-#### Best Practices (1)
-
-  - **(2021)** [PDF: Practical Ansible Testing with Molecule](https://www.redhat.com/en/ansible-collaborative) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive Red Hat joint whitepaper demonstrating enterprise-grade validation patterns using Molecule. It emphasizes CI/CD testing pipeline integration, linting standards, and execution verification across multi-platform targets.
-#### Molecule
-
-  - **(2026)** [Ansible Molecule](https://docs.ansible.com/projects/molecule) [PYTHON CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Molecule is the definitive testing framework for Ansible roles and collections. It orchestrates test infrastructure using containers or VMs, runs linters, executes target playbooks, and runs validation scripts to guarantee code reliability across systems.
-#### Tutorials (1)
-
-  - **(2023)** [tomsitcafe.com: How to test Ansible code with Molecule](https://tomsitcafe.com/2023/04/27/how-to-test-ansible-code-with-molecule) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Practical walkthrough highlighting modern Ansible Molecule paradigms. The guide explores configuring the `molecule.yml` control file, executing syntax verification, lint checks, and provisioning isolated test drivers for validation.
-  - **(2018)** [jeffgeerling.com: Testing your Ansible roles with Molecule](https://www.jeffgeerling.com/blog/2018/testing-your-ansible-roles-molecule) [YAML CONTENT]  [COMMUNITY-TOOL] β€” An industry-standard guide authored by Jeff Geerling exploring test-driven development for Ansible roles. It introduces Molecule's core workflow, demonstrating how to use Docker drivers to spin up clean instances, execute roles, and verify states.
-  - **(2018)** [opensource.com: Testing Ansible roles with Molecule](https://opensource.com/article/18/12/testing-ansible-roles-molecule) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Introduction to testing Ansible configuration playbooks using the Molecule framework. The guide focuses on improving role determinism and reliability by enforcing lint checks and testing playbooks inside standardized container environments.
 ### Deployment Tools
 
 #### Application Deployment
 
   - **(2022)** [**Capistrano**](https://capistranorb.com) [RUBY CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A remote server automation and deployment framework written in Ruby. It is a classic standard for multi-stage deployments, file synchronization, and atomic rollbacks. It remains highly popular for standard VM infrastructures, though cloud-native projects have largely migrated to Kubernetes-based systems.
   - **(2022)** [Ansistrano](https://github.com/ansistrano) [YAML CONTENT] 🌟🌟🌟 [LEGACY] β€” An Ansible-based application deployment solution heavily inspired by Ruby's Capistrano. It targets zero-downtime scripting setups using multi-release symlink rotations. While highly valuable for legacy monorepo VMs, it is mostly archived in modern cloud-native, containerized architectures.
-### Foreman
-
-#### Systems Provisioning
-
-  - **(2026)** [Foreman](https://www.theforeman.org) [RUBY CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Foreman is an enterprise lifecycle and provisioning management tool for physical and virtual servers. Integrating with Ansible via Foreman Ansible Modules (FAM), it matches bare-metal provisioning with configuration management and dynamic inventory mapping.
-### Packer
-
-#### Machine Images
-
-  - **(2020)** [github.com/tom-256/ansible-awx-packer](https://github.com/tom-256/ansible-awx-packer) [HCL CONTENT] 🌟 [COMMUNITY-TOOL] β€” An inactive HashiCorp Packer template configured to compile machine images with Ansible AWX pre-installed. Represents vintage configuration patterns before the containerized, operator-managed microservices architecture became the default delivery method.
-  - **(2020)** [github.com/scorputty/packer-centos-awx](https://github.com/scorputty/packer-centos-awx) ⭐ 1  [HCL CONTENT] 🌟 [LEGACY] β€” A legacy Packer configuration designed to output CentOS-based virtual machine images with pre-baked AWX deployments. Reflects older DevOps paradigms focused on VM-based immutable infrastructure instead of Kubernetes runtimes.
-  - **(2019)** [github.com/jsmartin/ansible-tower-packer](https://github.com/jsmartin/ansible-tower-packer) [HCL CONTENT] 🌟 [LEGACY] β€” Vintage HashiCorp Packer scripts utilized to generate machine images initialized with Red Hat Ansible Tower software. Serves as historical code archeology for engineers maintaining legacy, VM-based environments.
-## Kubernetes (2)
-
-### Operators (1)
-
-#### Ansible Operators
-
-  - **(2021)** [ansible.com: Fast vs Easy: Benchmarking Ansible Operators for Kubernetes](https://www.redhat.com/en/blog/fast-vs-easy-benchmarking-ansible-operators-for-kubernetes) [PYTHON/GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This benchmark study analyzes Ansible-based Kubernetes Operators versus Go and Helm alternatives. It compares reconciliation latency, operational memory consumption, and execution complexity, demonstrating that while Ansible operators provide rapid developer velocity and utilize familiar YAML logic, Go operators excel at higher scaling metrics.
-## Observability
-
-### Automation (2)
-
-#### Ansible Integration (3)
-
-  - **(2022)** [dynatrace.com: Achieve faster time to value by deploying thousands of OneAgents at once with Ansible (Preview)](https://www.dynatrace.com/platform/oneagent) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Details utilizing Ansible automation to rapidly deploy and configure thousands of Dynatrace OneAgent nodes simultaneously. It leverages certified collections to deploy system services across heterogeneous OS landscapes while ensuring uniform host tagging and environment variables.
-## System Administration
-
-### Linux Automation
-
-#### Scheduling
-
-  - **(2021)** [opensource.com: Use anacron for a better crontab](https://opensource.com/article/21/2/linux-automation) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An exploration of Linux job execution using anacron instead of traditional crontabs. This tutorial highlights anacron's ability to trigger deferred system-level maintenance tasks and backups even after systemic power shutdowns. It provides system engineers with a highly reliable automation fallback plan.
-## Virtualization
-
-### Vagrant
-
-#### Sandboxing
-
-  - **(2021)** [vagrant: ansible tower](https://portal.cloud.hashicorp.com/vagrant/discover/ansible/tower) [RUBY CONTENT]  [LEGACY] β€” A pre-configured Vagrant box used for local sandboxing, prototyping, and testing of Ansible Tower configurations. Useful for local legacy exploration but superseded by container-native and operator-based development local loops.
-  - **(2021)** [vagrant: centos-awx](https://portal.cloud.hashicorp.com/vagrant/discover/krlex/centos-awx) [RUBY CONTENT]  [COMMUNITY-TOOL] β€” A specific Vagrant box packaging AWX pre-installed on CentOS. Provides a historical self-contained laboratory for testing old iterations of AWX before the modern, mandatory transition to Kubernetes-based runtime platforms.
 
 ---
-πŸ’‘ **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Chef](./chef.md)
+πŸ’‘ **Explore Related:** [Securityascode](./securityascode.md) | [Devsecops](./devsecops.md) | [Terraform](./terraform.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/api.md b/v2-docs/api.md
index 7a800c27..cae74369 100644
--- a/v2-docs/api.md
+++ b/v2-docs/api.md
@@ -25,18 +25,11 @@
     - [gRPC](#grpc)
     - [gRPC-Web](#grpc-web)
   - [Real-Time](#real-time)
-    - [History](#history)
     - [Socket.IO](#socketio)
     - [WebSockets](#websockets)
 1. [API Management](#api-management)
-  - [API Discovery](#api-discovery)
-    - [Marketplaces](#marketplaces)
-  - [API Documentation](#api-documentation)
-    - [Tooling](#tooling)
-  - [API Strategy](#api-strategy)
-    - [Business Design](#business-design)
   - [Platform Engineering](#platform-engineering)
-    - [API Strategy](#api-strategy-1)
+    - [API Strategy](#api-strategy)
 1. [API Security](#api-security)
   - [Design](#design)
     - [Best Practices](#best-practices)
@@ -44,60 +37,30 @@
     - [Implementation](#implementation-1)
   - [Protection](#protection)
     - [Tools](#tools)
-  - [Testing](#testing)
-    - [Lab](#lab)
   - [Threat-Modeling](#threat-modeling)
     - [Risks](#risks)
 1. [API Testing](#api-testing)
-  - [Concepts](#concepts)
-    - [Introduction](#introduction-1)
-  - [Implementation](#implementation-2)
-    - [Python](#python)
   - [Performance](#performance)
     - [Continuous Integration](#continuous-integration)
-  - [Tooling](#tooling-1)
-    - [Comparison](#comparison-1)
 1. [API Tooling](#api-tooling)
-  - [All-in-One](#all-in-one)
-    - [APIDog](#apidog)
-  - [CLI Utilities](#cli-utilities)
-    - [cURL](#curl)
   - [Codegen](#codegen)
     - [OpenAPI](#openapi)
-  - [Design](#design-1)
-    - [SwaggerHub](#swaggerhub)
-  - [Mocking](#mocking)
-    - [Mockapy](#mockapy)
-    - [Mockoon](#mockoon)
 1. [Application Integration](#application-integration)
   - [API Design](#api-design)
     - [API Lifecycle](#api-lifecycle)
     - [Architecture Comparisons](#architecture-comparisons)
-    - [Best Practices](#best-practices-1)
-    - [Documentation](#documentation)
-    - [Fundamentals](#fundamentals)
     - [Hands-on Deployment](#hands-on-deployment)
     - [Protocols and Formats](#protocols-and-formats)
-    - [Public Directories](#public-directories)
     - [Strategic Governance](#strategic-governance)
-    - [Versioning and Evolution](#versioning-and-evolution)
   - [API Gateways](#api-gateways)
     - [Architecture Comparisons](#architecture-comparisons-1)
-    - [Best Practices](#best-practices-2)
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
+    - [Best Practices](#best-practices-1)
 1. [Architecture](#architecture)
   - [API Management](#api-management-1)
     - [SaaS Platforms](#saas-platforms)
-  - [System Design](#system-design)
-    - [Microservices Patterns](#microservices-patterns)
 1. [Cloud Providers](#cloud-providers)
   - [AWS](#aws)
     - [Serverless APIs](#serverless-apis)
-1. [Cloud Services](#cloud-services)
-  - [Media Streaming](#media-streaming)
-    - [API Infrastructure](#api-infrastructure)
 1. [Enterprise Architecture](#enterprise-architecture)
   - [Case Studies](#case-studies)
     - [Financial Sector](#financial-sector)
@@ -112,25 +75,14 @@
 1. [Observability](#observability)
   - [Data Ingestion](#data-ingestion)
     - [WebSockets IoT](#websockets-iot)
-1. [Public Resources](#public-resources)
-  - [Catalogs](#catalogs)
-    - [Web Services](#web-services)
 1. [Quality Assurance](#quality-assurance)
   - [API Design](#api-design-1)
     - [Network Debugging](#network-debugging)
-1. [Software Development](#software-development)
-  - [Java](#java)
-    - [REST APIs](#rest-apis)
 1. [Software Engineering](#software-engineering)
   - [API Design](#api-design-2)
     - [Industry Surveys](#industry-surveys)
     - [Protocol Selection](#protocol-selection)
     - [SOAP vs REST](#soap-vs-rest)
-    - [gRPC Protocol](#grpc-protocol)
-  - [API Integration](#api-integration)
-    - [Public Directories](#public-directories-1)
-  - [API Management](#api-management-2)
-    - [Testing](#testing-1)
 
 ## API Architectures
 
@@ -152,22 +104,11 @@
 
 #### Comparison
 
-
-??? abstract "Architect's Technical Comparison Table"
-    | Solution | Maturity | Primary Focus | Language | Stars |
-    | :--- | :--- | :--- | :--- | :--- |
-    | [blog.logrocket.com: GraphQL vs. gRPC vs. REST: Choosing the right API](https://blog.logrocket.com/graphql-vs-grpc-vs-rest-choosing-right-api) |  | Comparison | Agnostic | 🌟🌟🌟🌟🌟 |
-    | [imaginarycloud.com: gRPC vs REST: Comparing APIs Architectural Styles](https://www.imaginarycloud.com/blog/grpc-vs-rest) |  | Comparison | Agnostic | 🌟🌟🌟🌟 |
-    | [danhacks.com: REST vs. GraphQL vs. gRPC](https://www.danhacks.com/software/grpc-rest-graphql.html) |  | Comparison | Agnostic | 🌟🌟🌟🌟 |
-    | [blog.bitsrc.io: Not All Microservices Need to Be REST β€” 3 Alternatives to the Classic](https://blog.bitsrc.io/not-all-microservices-need-to-be-rest-3-alternatives-to-the-classic-41cedbf1a907) |  | Comparison | Agnostic | 🌟🌟🌟🌟 |
-    | [world.hey.com: Another REST vs GraphQL comparison](https://world.hey.com/sammy.henningsson/another-rest-vs-graphql-comparison-8e8357bb) |  | Comparison | Agnostic | 🌟🌟🌟 |
-
   - **(2023)** [==blog.logrocket.com: GraphQL vs. gRPC vs. REST: Choosing the right API==](https://blog.logrocket.com/graphql-vs-grpc-vs-rest-choosing-right-api) [AGNOSTIC CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A deep architectural comparison of GraphQL, gRPC, and REST. Details clear design sweet spots: GraphQL for data consolidation on client screens, gRPC for service-to-service calls, and REST for stable public integrations.
   - **(2022)** [**imaginarycloud.com: gRPC vs REST: Comparing APIs Architectural Styles**](https://www.imaginarycloud.com/blog/grpc-vs-rest) [AGNOSTIC CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An API comparison focused on performance and network efficiency. Evaluates REST's traditional HTTP/1.1 payload designs against gRPC's high-speed binary serialization over multiplexed HTTP/2.
   - **(2022)** [**danhacks.com: REST vs. GraphQL vs. gRPC**](https://www.danhacks.com/software/grpc-rest-graphql.html) [AGNOSTIC CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A developer's pragmatic comparison of REST, GraphQL, and gRPC. Explores trade-offs in payload over-fetching, type-safety, and runtime client-generation overhead.
   - **(2021)** [**blog.bitsrc.io: Not All Microservices Need to Be REST β€” 3 Alternatives to the Classic**](https://blog.bitsrc.io/not-all-microservices-need-to-be-rest-3-alternatives-to-the-classic-41cedbf1a907) [AGNOSTIC CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An architectural argument against REST-by-default setups. Assesses robust, modern alternatives like gRPC, GraphQL, and event-driven architectures to minimize latency and decouple microservices.
   - **(2022)** [world.hey.com: Another REST vs GraphQL comparison](https://world.hey.com/sammy.henningsson/another-rest-vs-graphql-comparison-8e8357bb) [AGNOSTIC CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A developer-focused analysis contrasting REST with GraphQL. Examines query performance, server execution costs, structural decoupling, and developer productivity overheads in production.
-  - **(2023)** [geeksforgeeks.org: Difference between REST API and SOAP API](https://www.geeksforgeeks.org/websites-apps/difference-between-rest-api-and-soap-api) [AGNOSTIC CONTENT] [DOCUMENTATION] 🌟🌟 [COMMUNITY-TOOL] β€” Contrasts REST and SOAP web service architectures. Details the modern dominance of REST's lightweight JSON design over the strict XML parsing requirements of enterprise SOAP APIs.
 ### REST
 
 #### Design Principles
@@ -197,37 +138,17 @@
   - **(2022)** [**blog.getambassador.io: Implementing gRPC-Web with Emissary-ingress**](https://blog.getambassador.io/implementing-grpc-web-with-emissary-ingress-22aa0d86aac) [YAML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Technical guide on configuring Emissary-ingress (Envoy) to translate gRPC-Web calls from modern browser clients into standard backend gRPC services, bridging the gap created by native browser HTTP/2 frame restrictions.
 ### Real-Time
 
-#### History
-
-  - **(2016)** [The State of Real-Time Web in 2016](https://banksco.de/p/state-of-realtime-web-2016.html) [AGNOSTIC CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A historical report from 2016 analyzing the landscape of real-time web transport. While historically useful, modern 2026 platforms have mostly replaced these early implementations with standardized WebSockets and Server-Sent Events (SSE).
 #### Socket.IO
 
   - **(2026)** [==Socket.io==](https://socket.io) [JAVASCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The home of Socket.io, a premier real-time bidirectional event engine. Built over WebSockets, it provides reliable HTTP long-polling fallbacks, automatic reconnection, packet buffering, and client-room multiplexing out of the box.
 #### WebSockets
 
   - **(2021)** [**spring.io: YMNNALFT: Websockets**](https://spring.io/blog/2021/01/25/ymnnalft-websockets) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” An in-depth guide on native WebSocket support within the Spring framework ecosystem. Showcases how to set up robust, bidirectional real-time channels using Spring's out-of-the-box streaming components.
-  - **(2021)** [**blog.bitsrc.io: Deep Dive into WebSockets**](https://blog.bitsrc.io/deep-dive-into-websockets-e6c4c7622423) [AGNOSTIC CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A deep-dive technical investigation into the underlying RFC 6455 WebSocket protocol. Discusses the initial HTTP upgrade handshake, state management, full-duplex TCP framing, and high-frequency stream performance.
-  - **(2021)** [**itnext.io: Differences between WebSockets and Socket.IO**](https://itnext.io/differences-between-websockets-and-socket-io-a9e5fa29d3dc) [JAVASCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A comparison between standard browser WebSockets and Socket.IO. Highlights key architectural distinctions, custom data framing overhead, fallback layers, and scaling constraints on distributed nodes.
 ## API Management
 
-### API Discovery
-
-#### Marketplaces
-
-  - **(2021)** [any-api.com](https://marketplace.apilayer.com) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive directory hosting documentation for public REST APIs. Offers standardized, unified interfaces for integrating third-party APIs into enterprise services, though recently transitioned towards centralized commercial API marketplaces.
-### API Documentation
-
-#### Tooling
-
-  - **(2021)** [openapi-comment-parser](https://github.com/bee-travels/openapi-comment-parser) ⭐ 256  [JAVASCRIPT CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A Node.js CLI tool and library that extracts JSDoc-style comments from source code files to generate valid OpenAPI (Swagger) specifications automatically, streamlining API contract maintenance during local development.
-### API Strategy
-
-#### Business Design
-
-  - **(2020)** [API Business Models. 20 Models in 20 Minutes](https://www.infoq.com/presentations/API-Business-Models)  [COMMUNITY-TOOL] β€” An InfoQ presentation categorizing 20 distinct monetization and integration business models for public APIs. Analyzes direct monetization, developer incentives, partner integrations, and indirect product value.
 ### Platform Engineering
 
-#### API Strategy (1)
+#### API Strategy
 
   - **(2022)** [thenewstack.io: How Platform Ops Teams Should Think About API Strategy](https://thenewstack.io/how-platform-ops-teams-should-think-about-api-strategy) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Offers a strategic framework for Platform Operations teams to treat APIs as internal products. Emphasizes standardizing API gateways, establishing governance via declarative gitops policies, and improving developer experience through portal automation.
 ## API Security
@@ -247,11 +168,6 @@
 #### Tools
 
   - **(2023)** [**thenewstack.io: 4 Essential Tools for Protecting APIs and Web Applications**](https://thenewstack.io/4-essential-tools-for-protecting-apis-and-web-applications) [AGNOSTIC CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Examines four essential patterns for protecting public web applications and API endpoints. Focuses on API behavioral analysis, OAuth2/OIDC token validations, rate limits, and custom gateway rules.
-### Testing
-
-#### Lab
-
-  - **(2023)** [**portswigger.net: Introducing vAPI – an open source lab environment to learn about API security**](https://portswigger.net) [JAVASCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” vAPI is a self-hosted, intentionally vulnerable API environment designed to educate developers and security teams on the OWASP API Security Top 10 vulnerabilities.
 ### Threat-Modeling
 
 #### Risks
@@ -259,176 +175,49 @@
   - **(2022)** [**thenewstack.io: Developer, Beware: The 3 API Security Risks You Can’t Overlook**](https://thenewstack.io/developer-beware-the-3-api-security-risks-you-cant-overlook) [AGNOSTIC CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Highlights three critical, often-overlooked API vulnerabilities: Broken Object Level Authorization (BOLA), logging/monitoring failures, and missing rate limit configurations.
 ## API Testing
 
-### Concepts
-
-#### Introduction (1)
-
-  - **(2021)** [youtube: API Testing Part 1- API Core Concepts](https://www.youtube.com/watch?v=b0D_bkcT4a4&ab_channel=SoftwareDiagnosticsCenter) [AGNOSTIC CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Video guide introducing core API testing ideas, highlighting payload verification, contract checks, header evaluation, and fundamental client-server assertion steps.
-  - **(2020)** [softwaretestingportal.com: API Testing, Key Terminologies and more...](https://www.softwaretestingportal.com/2020/03/31/api-testing) [AGNOSTIC CONTENT] [DOCUMENTATION] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An entry-level guide to testing terminologies. Covers verification patterns, HTTP return code checks, payload matching, and mock assertions for backend integration cycles.
-### Implementation (2)
-
-#### Python
-
-  - **(2021)** [**opensource.com: 3 ways to test your API with Python**](https://opensource.com/article/21/9/unit-test-python) [PYTHON CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Demonstrates three simple patterns to unit-test and contract-test web endpoints utilizing native Python libraries, unittest structures, and the popular pytest platform.
 ### Performance
 
 #### Continuous Integration
 
   - **(2022)** [**tricentis.com: Getting started with automated continuous performance testing**](https://shiftsync.tricentis.com/software-testing-blogs-69/getting-started-with-automated-continuous-performance-testing-406) [AGNOSTIC CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An enterprise guide to integrating continuous automated performance and load testing frameworks inside CI pipelines, catching backend scaling and resource-allocation bugs early.
-### Tooling (1)
-
-#### Comparison (1)
-
-  - **(2023)** [**dev.to: Top 15 Automated API Testing Tools**](https://dev.to/katalon/top-15-automated-api-testing-tools-lasted-update-32ip) [AGNOSTIC CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A marketplace evaluation of 15 automated API testing frameworks. Details features of suites like Katalon, Postman, SoapUI, and Newman, helping teams choose testing tooling based on their workflow requirements.
 ## API Tooling
 
-### All-in-One
-
-#### APIDog
-
-  - **(2026)** [**APIDog**](https://apidog.com) [AGNOSTIC CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” APIDog is an integrated API design, debugging, mocking, and testing toolkit. Merges Swagger, Postman, and mock services into a unified team-based collaborative workspace.
-### CLI Utilities
-
-#### cURL
-
-  - **(2022)** [javarevisited.blogspot.com: How to send POST Request with JSON Payload using Curl Command in Linux to Test RESTful Web Services?](https://javarevisited.blogspot.com/2022/08/how-to-post-json-data-with-curl-command.html) [SHELL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Practical tutorial demonstrating how to perform HTTP POST requests with raw JSON payloads using the cURL CLI tool. This represents an essential skill for terminal-based API profiling, continuous integration sanity checks, and debugging.
 ### Codegen
 
 #### OpenAPI
 
   - **(2026)** [==OpenAPI Generator 🌟==](https://openapi-generator.tech) [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The industry standard OpenAPI Generator, designed to automate client SDK and server stub generation from OpenAPI specifications across 50+ programming languages.
-### Design (1)
-
-#### SwaggerHub
-
-  - **(2026)** [==SwaggerHub: Free Web Service==](https://swagger.io/product) [AGNOSTIC CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” SwaggerHub is SmartBear's collaborative cloud framework for teams building, designing, and testing REST APIs. Uses standard OpenAPI specs to drive API governance and SDK generation.
-### Mocking
-
-#### Mockapy
-
-  - **(2023)** [mockapy](https://pythonium.net/mockapy) [PYTHON CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A lightweight Python utility designed to mock and generate synthetic payloads for REST and RPC interfaces, speeding up Python-based backend integration pipelines.
-#### Mockoon
-
-  - **(2026)** [==mockoon 🌟==](https://mockoon.com) [TYPESCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Home of Mockoon, the premier open-source desktop and CLI application for spinning up mock servers instantly. Supports highly custom JSON response schemas, rules engines, and delay configurations.
 ## Application Integration
 
 ### API Design
 
 #### API Lifecycle
 
-  - **(2022)** [==infoq.com: A Standardized, Specification-Driven API Lifecycle==](https://www.infoq.com/articles/Standardized-Specification-Driven-API-Lifecycle) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Details the mechanics of a specification-driven API lifecycle, advocating for OpenAPI (Swagger) specs as the single source of truth prior to writing code. Designing spec-first allows concurrent mock-testing for front-end teams, automatic documentation rendering, and declarative gateway route provisioning. This methodology eliminates communication barriers and guarantees consistent engineering interfaces across enterprise teams.
   - **(2023)** [**dzone: Exploring the API-First Design Pattern**](https://dzone.com/articles/exploring-the-api-first-design-pattern) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Outlines the API-First design pattern, where APIs are designed as primary, self-contained products rather than secondary side-effects of backend development. This framework treats API schemas as structural contracts, enabling decoupling, modular microservices architecture, and simplified cloud integrations. It argues that API-first organizations experience faster time-to-market due to automated schema validation and parallel feature development.
 #### Architecture Comparisons
 
   - **(2023)** [**snipcart.com: API vs. Microservices: A Beginners Guide to Understand Them 🌟**](https://snipcart.com/blog/microservices-vs-api) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A clear architectural primer explaining the differences and relationships between APIs and Microservices. While a microservice is a decentralized, self-contained deployment unit encapsulating business logic, an API is the interface used to interact with that service. This article resolves common industry confusion, clarifying how APIs act as the essential glue enabling decoupled microservices to communicate.
   - **(2023)** [**blog.bitsrc.io: API vs Microservices β€” Are you using 2 terms for the same concept?**](https://blog.bitsrc.io/api-vs-microservices-are-you-using-2-terms-for-the-same-concept-b51f13f5974e) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Delves into the distinct definitions of API and Microservices, resolving architectural misconceptions about their equivalence. It highlights how APIs represent the functional contract, whereas microservices represent physical implementation and deployment isolation. Correctly distinguishing these concepts allows engineering teams to optimize API gateway layers independent of back-end microservice restructuring.
-#### Best Practices (1)
-
-  - **(2023)** [==freecodecamp.org: REST API Best Practices – REST Endpoint Design Examples 🌟==](https://www.freecodecamp.org/news/rest-api-best-practices-rest-endpoint-design-examples) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” A comprehensive blueprint for designing RESTful API endpoints using industry-standard conventions. It explains semantic HTTP verbs (GET, POST, PUT, DELETE), logical plural resource naming, status code mappings, and pagination practices. Adhering to these standards ensures intuitive consumption and predictable API performance.
-#### Documentation
-
-  - **(2024)** [==Devdocs.io API Documentation 🌟==](https://devdocs.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” DevDocs combines multiple API documentations into a single, searchable, fast, and offline-capable user interface. By indexing documentation for dozens of languages, frameworks, and web technologies in a unified workspace, it optimizes developer workflow speed. It is widely recognized as a crucial utility tool in modern, high-velocity engineering environments.
-#### Fundamentals
-
-  - **(2024)** [==postman.com: What is an API?==](https://www.postman.com/what-is-an-api) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” Postman’s foundational guide explaining the mechanics of Application Programming Interfaces (APIs). It covers request-response patterns, typical protocols, payloads (JSON/XML), and the strategic business value of exposing software interfaces. It serves as an industry-standard primer for developers starting with web services.
-  - **(2022)** [**Youtube Playlist: Introduction to APIs**](https://www.youtube.com/playlist?list=PLM-7VG-sgbtBBnWb2Jc5kufgtWYEmiMAw) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A comprehensive video playlist introducing the structural components of modern APIs. Topics covered include REST design principles, authentication mechanisms (OAuth2, API Keys), request headers, and standard response codes. This visual guide is optimal for engineers looking for an intuitive walk-through of API mechanics.
-  - **(2020)** [You Bet That APIs Power DevOps Tools](https://seguridad-informacion.blogspot.com/2020/07/you-bet-that-apis-power-devops-tools.html) [SPANISH CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Outlines the hidden layer of REST and gRPC APIs driving automation in modern DevOps tools. From infrastructure provisioning (Terraform) to CI/CD pipelines (GitHub Actions) and container orchestration (Kubernetes API), software engineering relies on reliable API layers to control underlying hardware and virtual assets. It underscores that understanding API structures is foundational for automated platform engineering.
 #### Hands-on Deployment
 
   - **(2023)** [==freecodecamp.org: REST API Design Best Practices Handbook – How to Build a REST API with JavaScript, Node.js, and Express.js==](https://www.freecodecamp.org/news/rest-api-design-best-practices-build-a-rest-api) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” A practical, comprehensive handbook walking through REST API design and development using JavaScript, Node.js, and Express.js. Beyond routing, it covers crucial real-world topics including structured error handling, token-based authentication (JWTs), database connection pooling, and payload validation middleware. This serves as an end-to-end curriculum for building production-ready Node.js APIs.
   - **(2022)** [**youtube: Local CRUD API Express App with Docker in 5 min**](https://www.youtube.com/watch?v=UxZiDZsQoZI&ab_channel=TinyStacks) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A brief, highly practical video tutorial demonstrating how to dockerize a Node.js Express CRUD API in under 5 minutes. The walkthrough covers standard Dockerfile configurations, mapping local development ports, and configuring volume mounts for rapid local iteration. It is an excellent quick reference for local environment containerization.
-  - **(2021)** [jitendrazaa.com: Create SOAP message using Java](https://www.jitendrazaa.com/blog/java/create-soap-message-using-java) 🌟🌟🌟 [GUIDE] [LEGACY] β€” A hands-on code tutorial detailing how to programmatically construct, manipulate, and send SOAP messages using the Java SAAJ (SOAP with Attachments API for Java) library. The post walks through manual DOM creation, namespace mapping, and processing raw XML responses. This is a critical technical reference for engineers maintaining legacy Enterprise Java middleware integrations.
 #### Protocols and Formats
 
   - **(2023)** [==redhat.com: An Architect's guide to APIs: SOAP, REST, GraphQL, and gRPC 🌟==](https://www.redhat.com/en/blog/apis-soap-rest-graphql-grpc) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [LEGACY] β€” An architectural guide comparing the four most common web communication protocols: SOAP, REST, GraphQL, and gRPC. It breaks down the network characteristics, payload sizes, typing capabilities, and typical use cases for each. REST is presented as the modern web default, GraphQL for complex client-driven data fetching, gRPC for high-performance low-latency inter-service microservice communication, and SOAP for enterprise legacy transactions.
   - **(2023)** [**foojay.io: The Evolution of APIs: From RESTful to Event-Driven**](https://foojay.io/today/the-evolution-of-apis-from-restful-to-event-driven) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Traces the transition of API paradigms from synchronous RESTful patterns to asynchronous event-driven architectures (EDA). While HTTP REST is suited for transactional CRUD operations, high-scale modern applications rely on technologies like WebSockets, gRPC, and Apache Kafka to stream real-time events. This architectural shift significantly reduces polling overhead and improves UI responsiveness.
   - **(2023)** [**vishnuch.tech: Interprocess Communication in Microservices 🌟**](https://blog.flatturtle.com) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A technical exploration of Interprocess Communication (IPC) patterns within distributed microservices. It analyzes synchronous IPC (via REST, gRPC) and contrasts it with asynchronous, broker-driven messaging (RabbitMQ, Kafka) from a latency and system coupling perspective. Decoupling IPC paths is presented as the primary defense against cascading regional failures in microservices architectures.
-  - **(2024)** [geeksforgeeks.org: Basics of SOAP – Simple Object Access Protocol](https://www.geeksforgeeks.org/computer-networks/basics-of-soap-simple-object-access-protocol) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Explains the structural foundations of Simple Object Access Protocol (SOAP). It describes key architectural elements such as the SOAP Envelope, Header, Body, and Fault structures alongside the WSDL (Web Services Description Language) interface definitions. While largely replaced by REST and JSON in modern applications, SOAP remains critical in highly secure financial and enterprise systems.
-#### Public Directories
-
-  - **(2024)** [==github.com/public-apis/public-apis: Try Public APIs for free 🌟==](https://github.com/public-apis/public-apis) ⭐ 441446  🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A highly curated, massive directory of free, public APIs categorized by topic (such as Auth, Data, Analytics, and weather). This repository is the de facto standard resource for engineers searching for mock datasets or utility endpoints to build prototypes. It demonstrates the utility of community-led open-source curation for modern software experimentation.
-  - **(2023)** [**freecodecamp.org: Public APIs Developers Can Use in Their Projects**](https://www.freecodecamp.org/news/public-apis-for-developers) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Introduces a handpicked list of highly functional public APIs suited for portfolio projects and app prototypes. The compilation features modern REST APIs that do not require complex OAuth authorization flows, covering categories like machine learning, weather forecasting, financial data, and geolocation. It serves as an accessible entry-point for learning API integration patterns.
 #### Strategic Governance
 
   - **(2024)** [==genbeta.com: Hace 20 aΓ±os, este correo de Jeff Bezos en Amazon cambiΓ³ para siempre la forma en que programamos apps==](https://www.genbeta.com/desarrollo/hace-22-anos-este-correo-jeff-bezos-amazon-cambio-para-siempre-forma-que-programamos-apps) [SPANISH CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Retells the legendary 2002 internal email mandate from Jeff Bezos which laid the operational foundations for modern AWS and microservices architectures. The mandate forced all internal teams to communicate solely via modular, service-oriented interfaces (APIs) under penalty of termination, completely outlawing direct database reads or shared-memory shortcuts. This structural shift proved that strict interface contracts are essential for massive scale and organizational independence.
-  - **(2023)** [**thenewstack.io: How to Achieve API Governance**](https://thenewstack.io/how-to-achieve-api-governance) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Addresses the practical application of API Governance to prevent API sprawl and security vulnerability drift across large enterprises. The article recommends deploying automated linter tools (e.g., Spectral) to enforce style guides, centralized discovery catalogs, and standardized OAuth2 scopes. Successful governance guarantees consistency and predictable API consumption across highly distributed development teams.
-  - **(2022)** [**APIs published, APIs consumed: mainstream enterprises increasingly behave like software vendors**](https://www.zdnet.com/article/apis-published-apis-consumed-mainstream-enterprises-increasingly-behave-like-software-vendors) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” Details the trend where mainstream enterprises increasingly operate like software vendors by publishing and consuming high-value API endpoints. By monetizing data and system capabilities through structured APIs, legacy organizations transform static assets into dynamic digital platforms. This shifts business logic borders, making standard interface creation a core commercial objective.
-#### Versioning and Evolution
-
-  - **(2024)** [**postman.com: API versioning**](https://www.postman.com/api-platform/api-versioning) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [LEGACY] β€” An exhaustive Postman guide detailing safe patterns for API versioning. It breaks down URL-path, query-parameter, and custom header versioning approaches with concrete examples, evaluating how to maintain backward-compatibility while sunsetting legacy endpoints. It emphasizes using automated testing collections to verify deprecated versions in production environments.
-  - **(2021)** [**troyhunt.com: Your API versioning is wrong, which is why I decided to do it 3 different wrong ways**](https://www.troyhunt.com/your-api-versioning-is-wrong-which-is) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Written by security researcher Troy Hunt, this critical post satirizes and analyzes the classic struggle of API versioning. Hunt discusses the tradeoffs between URI-based versioning, custom request headers, and content-negotiation accept headers, detailing how each approach introduces unique maintenance and caching challenges. The article serves as a pragmatist's guide to adopting simple, maintainable versioning schemas.
 ### API Gateways
 
 #### Architecture Comparisons (1)
 
   - **(2022)** [==infoq.com: Modern API Development and Deployment, from API Gateways to Sidecars==](https://www.infoq.com/presentations/api-design-implement-document) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A technical presentation addressing modern patterns in API deployment, tracing the evolution from monolithic centralized API gateways to lightweight sidecar proxies in a service mesh. The speaker explains how sidecar patterns decouple security, routing, and observability from the application code, delegating these duties directly to container proxy layers (such as Envoy). This shift optimizes latency and simplifies localized team deployments.
-  - **(2023)** [**blog.hubspot.com: API Gateway vs. Load Balancer: What's The Difference?**](https://blog.hubspot.com/website/api-gateway-vs-load-balancer) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Contracts the key functional boundaries between an API Gateway and a traditional Load Balancer. While a load balancer acts on Layer 4 or Layer 7 to distribute incoming raw network traffic uniformly across targets, an API gateway is application-aware, performing protocol translation, rate-limiting, authentication, and request orchestration. This clarification is key when designing layered public-facing ingress networks.
-#### Best Practices (2)
+#### Best Practices (1)
 
   - **(2023)** [**thenewstack.io: 5 Ways to Succeed with an API Gateway**](https://thenewstack.io/5-ways-to-succeed-with-an-api-gateway) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Outlines five essential patterns for deploying API Gateways in microservices architectures. The guide highlights key functions like rate-limiting, SSL termination, authentication offloading, and dynamic routing to ensure secure and performant service endpoints. It contrasts standalone gateway appliances with service mesh ingress configurations, advising on how to avoid single-point-of-failure bottlenecks.
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [mulesoft.com: What is a RESTful API?](https://www.mulesoft.com/api/rest/what-is-rest-api)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.mulesoft.com in the Kubernetes Tools ecosystem.
-  - [wikipedia: API Application Programming Interface](https://simple.wikipedia.org/wiki/Application_programming_interface)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wikipedia: API Application Programming Interface in the Kubernetes Tools ecosystem.
-  - [apifriends.com: What is an API?](https://apifriends.com/api-management/what-is-an-api)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering apifriends.com: What is an API? in the Kubernetes Tools ecosystem.
-  - [axway.com: What is API Management?](https://www.axway.com/en/products/api-management/what-is-api-management)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering axway.com: What is API Management? in the Kubernetes Tools ecosystem.
-  - [amazicworld.com: Why APIs can’t be missed when it comes to DevOps](https://amazicworld.com/why-apis-cant-be-missed-when-it-comes-to-devops)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering amazicworld.com: Why APIs can’t be missed when it comes to DevOps in the Kubernetes Tools ecosystem.
-  - [medium: API Gateway Part 1](https://medium.com/easyread/api-gateway-part-1-7901ba703f9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: API Gateway Part 1 in the Kubernetes Tools ecosystem.
-  - [medium: API Gateway Part 2](https://medium.com/easyread/api-gateway-part-2-7264ee5be187)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: API Gateway Part 2 in the Kubernetes Tools ecosystem.
-  - [dzone: API Throttling Strategies When Clients Exceed Their Limit](https://dzone.com/articles/api-throttling-strategies)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: API Throttling Strategies When Clients Exceed Their Limit in the Kubernetes Tools ecosystem.
-  - [abdulrwahab.medium.com: API Architecture β€” Design Best Practices for REST' APIs](https://abdulrwahab.medium.com/api-architecture-best-practices-for-designing-rest-apis-bf907025f5f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering abdulrwahab.medium.com: API Architecture β€” Design Best Practices for REST' APIs in the Kubernetes Tools ecosystem.
-  - [blog.devgenius.io: Principles & Best practices of REST API Design](https://blog.devgenius.io/best-practice-and-cheat-sheet-for-rest-api-design-6a6e12dfa89f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Principles & Best practices of REST API Design in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: What’s Wrong With Your CRUD APIsβ€” Besides Everything?](https://levelup.gitconnected.com/whats-wrong-with-your-crudy-interfaces-besides-everything-bde4f4c8cb8a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: What’s Wrong With Your CRUD APIsβ€” Besides Everything? in the Kubernetes Tools ecosystem.
-  - [jkebertz.medium.com: The Art of Writing Amazing REST APIs](https://jkebertz.medium.com/the-art-of-writing-amazing-rest-apis-dc4c4100478d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jkebertz.medium.com: The Art of Writing Amazing REST APIs in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: How To Deprecate APIs the Right Way](https://betterprogramming.pub/how-to-deprecate-apis-the-right-way-371c1cbf1723)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: How To Deprecate APIs the Right Way in the Kubernetes Tools ecosystem.
-  - [dzone.com: REST vs. Messaging for Microservices 🌟](https://dzone.com/articles/rest-vs-messaging-for-microservices)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: REST vs. Messaging for Microservices 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/@ezinneanne: Best API documentation tools you need](https://medium.com/@ezinneanne/best-api-documentation-tools-you-need-cf3ef2c47e89)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@ezinneanne: Best API documentation tools you need in the Kubernetes Tools ecosystem.
-  - [writersbyte.com: Introduction to APIs with Python FastAPI](https://writersbyte.com/introduction-to-apis-with-python-fastapi)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering writersbyte.com: Introduction to APIs with Python FastAPI in the Kubernetes Tools ecosystem.
-  - [blog.devgenius.io: REST APIs with Python 🌟](https://blog.devgenius.io/rest-apis-with-python-f330c7ffc6ab)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==blog.devgenius.io: REST APIs with Python== 🌟 in the Kubernetes Tools ecosystem.
-  - [apifriends.com: What are the different types of APIs? 🌟](https://apifriends.com/api-creation/different-types-apis)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering apifriends.com: What are the different types of APIs? 🌟 in the Kubernetes Tools ecosystem.
-  - [wikipedia: SOAP](https://en.wikipedia.org/wiki/SOAP)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wikipedia: SOAP in the Kubernetes Tools ecosystem.
-  - [guru99.com: SOAP Web Services Tutorial: Simple Object Access Protocol. What' is SOAP?](https://www.guru99.com/soap-simple-object-access-protocol.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering guru99.com: SOAP Web Services Tutorial: Simple Object Access Protocol. What' is SOAP? in the Kubernetes Tools ecosystem.
-  - [dzone: Creating a SOAP Web Service With Spring Boot Starter Web Services](https://dzone.com/articles/creating-a-soap-web-service-with-spring-boot-start)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Creating a SOAP Web Service With Spring Boot Starter Web Services in the Kubernetes Tools ecosystem.
-  - [wikipedia: REST](https://en.wikipedia.org/wiki/Representational_state_transfer)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wikipedia: REST in the Kubernetes Tools ecosystem.
-  - [Dzone refcard: Foundations of **RESTful Architecture** 🌟](https://dzone.com/refcardz/rest-foundations-restful)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone refcard: Foundations of **RESTful Architecture** 🌟 in the Kubernetes Tools ecosystem.
-  - [Dzone: REST API tutorials](https://dzone.com/articles/rest-api-tutorials)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: REST API tutorials in the Kubernetes Tools ecosystem.
-  - [dzone: REST API Versioning Strategies](https://dzone.com/articles/rest-api-versioning-strategies-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: REST API Versioning Strategies in the Kubernetes Tools ecosystem.
-  - [medium.com/@shubhadeepchat: Best Practices for good REST API Design](https://medium.com/@shubhadeepchat/best-practices-for-good-rest-api-design-b5fae9a62c86)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@shubhadeepchat: Best Practices for good REST API Design in the Kubernetes Tools ecosystem.
-  - [OpenAPI](https://www.openapis.org)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering OpenAPI in the Kubernetes Tools ecosystem.
-  - [Wikipedia: OpenAPI Specification 🌟](https://en.wikipedia.org/wiki/OpenAPI_Specification)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia: OpenAPI Specification 🌟 in the Kubernetes Tools ecosystem.
-  - [OpenAPI FAQ. What is OpenAPI Specification (OAS)? OpenAPI Specification](https://www.openapis.org/faq)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering OpenAPI FAQ. What is OpenAPI Specification (OAS)? OpenAPI Specification in the Kubernetes Tools ecosystem.
-  - [wikipedia: RPC Remote Procedure Call](https://en.wikipedia.org/wiki/Remote_procedure_call)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wikipedia: RPC Remote Procedure Call in the Kubernetes Tools ecosystem.
-  - [wikipedia: gRPC](https://en.wikipedia.org/wiki/GRPC)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wikipedia: gRPC in the Kubernetes Tools ecosystem.
-  - [cncf.io: Think gRPC, when you are architecting modern microservices!](https://www.cncf.io/blog/2021/07/19/think-grpc-when-you-are-architecting-modern-microservices)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Think gRPC, when you are architecting modern microservices! in the Kubernetes Tools ecosystem.
-  - [gendocu.com: RPC API Developer Portal](https://gendocu.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==gendocu.com: RPC API Developer Portal== in the Kubernetes Tools ecosystem.
-  - [medium.com/javarevisited: Microservices communication using gRPC Protocol](https://medium.com/javarevisited/microservices-communication-using-grpc-protocol-dc3a2f8b648d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/javarevisited: Microservices communication using gRPC Protocol== in the Kubernetes Tools ecosystem.
-  - [WebSocket](https://en.wikipedia.org/wiki/WebSocket)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering WebSocket in the Kubernetes Tools ecosystem.
-  - [SPDY and WebSocket Support at Akamai](https://blogs.akamai.com/2012/07/spdy-and-websocket-support-at-akamai.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering SPDY and WebSocket Support at Akamai in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Lambda vs. Step Functions: The Battle of Cost and' Performance](https://betterprogramming.pub/lambda-vs-step-functions-the-battle-of-cost-and-performance-5f008045e2ab)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==betterprogramming.pub: Lambda vs. Step Functions: The Battle of Cost and' Performance== in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: Truth About { SOAP vs REST vs GRPC vs GraphQL' } Checklist](https://levelup.gitconnected.com/truth-about-soap-vs-rest-vs-grpc-vs-graphql-checklist-f50bcb475adf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Truth About { SOAP vs REST vs GRPC vs GraphQL' } Checklist in the Kubernetes Tools ecosystem.
-  - [medium: REST, RPC, GraphQL… What to choose?](https://medium.com/geekculture/rest-rpc-graphql-what-to-choose-c57c78c0593d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: REST, RPC, GraphQL… What to choose? in the Kubernetes Tools ecosystem.
-  - [medium.com/dlt-labs-publication: gRPC vs. REST β€” Performance Test using' JMeter](https://medium.com/dlt-labs-publication/grpc-vs-rest-performance-test-using-jmeter-f17e5ba1c23b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/dlt-labs-publication: gRPC vs. REST β€” Performance Test using' JMeter in the Kubernetes Tools ecosystem.
-  - [dzone: A Comprehensive Guide to REST vs. SOAP](https://dzone.com/articles/comprehensive-guide-rest-vs-soap)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: A Comprehensive Guide to REST vs. SOAP in the Kubernetes Tools ecosystem.
-  - [dzone: Comparing RESTful APIs and SOAP APIs Using MuleSoft as an Example](https://dzone.com/articles/comparing-restful-apis-and-soap-apis)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Comparing RESTful APIs and SOAP APIs Using MuleSoft as an Example in the Kubernetes Tools ecosystem.
-  - [baeldung.com: REST vs SOAP](https://www.baeldung.com/cs/rest-vs-soap)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering baeldung.com: REST vs SOAP in the Kubernetes Tools ecosystem.
-  - [REST vs. gRPC: Battle of the APIs](https://code.tutsplus.com/tutorials/rest-vs-grpc-battle-of-the-apis--cms-30711)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering REST vs. gRPC: Battle of the APIs in the Kubernetes Tools ecosystem.
-  - [Comparing OpenAPI With gRPC 🌟](https://dzone.com/articles/comparing-openapi-with-grpc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Comparing OpenAPI With gRPC 🌟 in the Kubernetes Tools ecosystem.
-  - [dzone.com: 10 API Testing Tips for Beginners (SOAP and REST)](https://dzone.com/articles/10-api-testing-tips-for-beginners-soap-amp-rest)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: 10 API Testing Tips for Beginners (SOAP and REST) in the Kubernetes Tools ecosystem.
-  - [blog.dream11engineering.com: Lessons learned from running GraphQL at scale](https://blog.dream11engineering.com/lessons-learned-from-running-graphql-at-scale-2ad60b3cefeb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.dream11engineering.com: Lessons learned from running GraphQL at scale in the Kubernetes Tools ecosystem.
-  - [medium.datadriveninvestor.com: Everything You Wanted to Know About GraphQL' (But Were Afraid to Ask)](https://medium.datadriveninvestor.com/everything-you-wanted-to-know-about-graphql-but-were-afraid-to-ask-ad66980116cb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.datadriveninvestor.com: Everything You Wanted to Know About GraphQL' (But Were Afraid to Ask) in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Building GraphQL Server Using Schema-first Approach' in Python](https://betterprogramming.pub/building-graphql-server-using-schema-first-approach-in-python-68aeee38bcc3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Building GraphQL Server Using Schema-first Approach' in Python in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: 4 Awesome Browser APIs You Might Not Be Using Yet](https://betterprogramming.pub/4-awesome-browser-apis-you-might-not-be-using-yet-726d3e3237d2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: 4 Awesome Browser APIs You Might Not Be Using Yet in the Kubernetes Tools ecosystem.
-  - [medium.com/@sajjadfazlani: How to protect your APIs and Microservices?' 🌟](https://medium.com/@sajjadfazlani/how-to-protect-your-apis-and-microservices-f22b99ce2322)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@sajjadfazlani: How to protect your APIs and Microservices?==' 🌟 in the Kubernetes Tools ecosystem.
-  - [programmableweb.com](https://www.programmableweb.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering programmableweb.com in the Kubernetes Tools ecosystem.
-  - [Open Banking](https://en.wikipedia.org/wiki/Open_banking)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Open Banking in the Kubernetes Tools ecosystem.
-  - [Dzone: How to Create a REST API With Spring Boot](https://dzone.com/articles/how-to-create-rest-api-with-spring-boot)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: How to Create a REST API With Spring Boot in the Kubernetes Tools ecosystem.
-  - [Dzone: Step-By-Step Spring Boot RESTful Web Service Complete Example](https://dzone.com/articles/spring-boot-restful-web-service-complete-example)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Step-By-Step Spring Boot RESTful Web Service Complete Example in the Kubernetes Tools ecosystem.
-  - [portal.dev](https://portal.dev)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering portal.dev in the Kubernetes Tools ecosystem.
-  - [IBM creates an open source tool to simplify API documentation](https://www.techrepublic.com/article/ibm-creates-an-open-source-tool-to-simplify-api-documentation)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering IBM creates an open source tool to simplify API documentation in the Kubernetes Tools ecosystem.
 ## Architecture
 
 ### API Management (1)
@@ -436,11 +225,6 @@
 #### SaaS Platforms
 
   - **(2026)** [Rapid API:](https://rapidapi.com)  [COMMUNITY-TOOL] β€” A leading enterprise Hub and Gateway solution for API discovery, testing, and monetization. Provides uniform control planes to aggregate heterogeneous upstream microservice APIs, enforce consolidated security policies, and manage global tenant billing workflows.
-### System Design
-
-#### Microservices Patterns
-
-  - **(2018)** [**blog.christianposta.com: Do I Need an API Gateway if I Use a Service Mesh?**](https://blog.christianposta.com/microservices/do-i-need-an-api-gateway-if-i-have-a-service-mesh) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A seminal article detailing the functional boundary differences between API Gateways and Service Meshes. Christian Posta demonstrates how gateways excel at managing south-north public consumer interfaces (security, transformations, rate limiting), while service meshes optimize complex east-west backend telemetry.
 ## Cloud Providers
 
 ### AWS
@@ -448,13 +232,6 @@
 #### Serverless APIs
 
   - **(2020)** [dev.to: Rapid API Creation with AWS Amplify](https://dev.to/fllstck/rapid-api-creation-with-aws-amplify-3c8i)  [COMMUNITY-TOOL] [GUIDE] β€” A developer-focused tutorial outlining how to provision and deploy serverless GraphQL and REST endpoints using AWS Amplify. Leverages AWS AppSync, DynamoDB, and Cognito for swift, scalable web/mobile backends.
-## Cloud Services
-
-### Media Streaming
-
-#### API Infrastructure
-
-  - **(2025)** [Mux: The API to Video](https://www.mux.com) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A highly-optimized API-first platform for video ingestion, encoding, and delivery. Abstracts the immense complexity of transcribing, hosting, and streaming live and on-demand video formats globally with low latency.
 ## Enterprise Architecture
 
 ### Case Studies
@@ -490,13 +267,6 @@
 #### WebSockets IoT
 
   - **(2022)** [grafana.com: How to use WebSockets to visualize real-time IoT data in Grafana](https://grafana.com/blog/how-to-use-websockets-to-visualize-real-time-iot-data-in-grafana) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Detailed technical walk-through demonstrating Grafana's capacity to consume and visualize sub-second real-time streaming data via WebSockets. Focuses on setting up custom dashboards for high-density IoT telemetry and event queues.
-## Public Resources
-
-### Catalogs
-
-#### Web Services
-
-  - **(2025)** [free-web-services.com](https://free-web-services.com) [AGNOSTIC CONTENT] 🌟🌟 [LEGACY] β€” A public directory index mapping legacy web services and free APIs. Helpful for basic testing, though modern developers often prefer containerized local mocks for CI integration consistency.
 ## Quality Assurance
 
 ### API Design (1)
@@ -504,13 +274,6 @@
 #### Network Debugging
 
   - **(2022)** [blog.postman.com: You Can Now Capture Responses Using the Postman Proxy](https://blog.postman.com/capture-responses-using-the-postman-proxy) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Technical guide showing how to deploy Postman's native Proxy configuration to capture request and response payloads in real-time. Extremely useful for reverse-engineering closed APIs and debugging mobile/IoT traffic flow.
-## Software Development
-
-### Java
-
-#### REST APIs
-
-  - **(2018)** [Creando un API REST en Java (parte 1)](https://www.oscarblancarteblog.com/2018/06/25/creando-un-api-rest-en-java-parte-1) [SPANISH CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A fundamental Spanish-language walkthrough on implementing RESTful endpoints using Java JAX-RS or Spring Boot. Details the structural setup, HTTP method mapping, and architectural guidelines for request-response serialization.
 ## Software Engineering
 
 ### API Design (2)
@@ -518,27 +281,15 @@
 #### Industry Surveys
 
   - **(2025)** [postman.com: Postman State of the API Report 🌟](https://www.postman.com/state-of-api/2025) [N/A CONTENT]  [CASE STUDY] [COMMUNITY-TOOL] β€” The Postman 2025 State of the API Report. Synthesizes empirical telemetry and global developer feedback detailing the rise of API-first designs, modern validation toolchains, protocol shifts toward gRPC, and the growing ubiquity of AI-augmented API design.
-  - **(2019)** [smartbear.com: The State of API 2019 Report 🌟](https://smartbear.com/resources/all) [N/A CONTENT]  [CASE STUDY] [COMMUNITY-TOOL] β€” The 2019 State of API Report by SmartBear. Highlights historical trends in API quality, governance, and protocol dominance (REST/SOAP transition era), useful for tracking historical architecture patterns and standards progression.
 #### Protocol Selection
 
   - **(2023)** [blog.postman.com: How to choose between REST vs. GraphQL vs. gRPC vs.' SOAP](https://blog.postman.com/how-to-choose-between-rest-vs-graphql-vs-grpc-vs-soap) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An elite architectural breakdown contrasting REST, GraphQL, gRPC, and SOAP protocols. Outlines technical selection heuristics based on transport performance, serialization structures, payload size, type-safety guarantees, and network latency tolerances inside microservice topologies.
 #### SOAP vs REST
 
   - **(2020)** [reply.com: Web Services: SOAP and REST - A Simple Introduction](https://www.reply.com/solidsoft-reply/en) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A fundamental comparative breakdown of SOAP (protocol-driven XML) vs REST (architectural constraints/JSON). Explains system performance trade-offs, security controls (WS-Security), and state management requirements inside distributed systems.
-#### gRPC Protocol
-
-  - **(2015)** [developers.googleblog.com: Introducing gRPC, a new open source HTTP/2 RPC Framework](https://developers.googleblog.com/introducing-grpc-a-new-open-source-http2-rpc-framework) [MULTI-LANGUAGE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Google's landmark announcement introducing gRPC, an open-source, high-performance RPC framework built on HTTP/2 multiplexing and Protocol Buffers serialization. Serves as historical documentation of the transition from heavy XML/JSON REST interfaces to streaming, contract-based communications.
-### API Integration
-
-#### Public Directories (1)
-
-  - **(2026)** [Public APIs Directory](https://publicapis.io)  [COMMUNITY-TOOL] β€” A comprehensive index of public, developer-friendly APIs categorized by domain (e.g., weather, auth, finance). Serving as a core design-discovery tool, it enables engineers to rapidly find mock data, integration targets, and third-party solutions for prototyping.
-### API Management (2)
-
-#### Testing (1)
-
-  - **(2021)** [dev.to: 7 API Tools for REST Developers and Testers](https://dev.to/javinpaul/7-api-tools-for-rest-developers-and-testers-n67) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Reviews seven essential REST API validation and design tools, analyzing the runtime capabilities and payload assertion performance of modern desktop clients and command-line instruments.
 
 ---
-πŸ’‘ **Explore Related:** [Angular](./angular.md) | [Python](./python.md) | [Dom](./dom.md)
+πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Embedded Servlet Containers](./embedded-servlet-containers.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Cloudflare](./cloudflare.md)
 
diff --git a/v2-docs/appointment-scheduling.md b/v2-docs/appointment-scheduling.md
index 04e05c95..0bd9cc9e 100644
--- a/v2-docs/appointment-scheduling.md
+++ b/v2-docs/appointment-scheduling.md
@@ -10,38 +10,18 @@
 
 1. [Collaborative Operations](#collaborative-operations)
   - [Workspace Scheduling](#workspace-scheduling)
-    - [Commercial Tools](#commercial-tools)
-    - [Market Comparisons](#market-comparisons)
     - [Open Source Tools](#open-source-tools)
-    - [Workspace Features](#workspace-features)
 
 ## Collaborative Operations
 
 ### Workspace Scheduling
 
-#### Commercial Tools
-
-  - **(2025)** [Calendly](https://calendly.com) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” SaaS scheduling tool providing automated invite links, corporate calendar integration, and round-robin scheduling algorithms to streamline business workflow coordination.
-  - **(2024)** [youcanbook.me](https://youcanbook.me) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Commercial booking platform with advanced team scheduling integrations. Offers CSS layout customization, direct CRM linking, and webhook support for automated post-booking workflows.
-  - **(2024)** [Acuity Scheduling](https://acuityscheduling.com) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” SaaS scheduling platform owned by Squarespace, designed for services industries. Features robust intake-form handling, integrated payment processing, and automated reminder sequences.
-  - **(2024)** [Doodle](https://doodle.com/en) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Collaborative scheduling engine specializing in group polling to establish consensus times. Cuts down back-and-forth emails when coordinating meetings across varying external directories.
-  - **(2023)** [Karen](https://karenapp.io) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” AI-assisted scheduling tool featuring conversational UI interfaces. Automates appointment bookings and coordinates meeting slots through direct text and chat platform integrations.
-  - **(2023)** [ScheduleOnce](https://www.oncehub.com) [C# CONTENT]  [COMMUNITY-TOOL] β€” OnceHub scheduling software built for enterprise marketing and inbound sales routing. Provides round-robin scheduling, multi-account CRM matching, and advanced resource allocations.
-#### Market Comparisons
-
-  - **(2023)** [wpamelia.com: Calendly vs YouCanBook.Me](https://wpamelia.com/calendly-vs-youcanbook-me)  [COMMUNITY-TOOL] β€” A comparative guide highlighting the functional boundaries of Calendly and YouCanBook.Me. Reviews custom notification loops, pricing tiers, and calendar synchronization speeds.
-  - **(2023)** [wpamelia.com: Calendly vs Acuity](https://wpamelia.com/calendly-vs-acuity)  [COMMUNITY-TOOL] β€” Contrasts Calendly's simple scheduling workflows with Acuity's robust service booking engine. Analyzes the design paths for each depending on organizational scale and billing needs.
-  - **(2023)** [wpamelia.com: Calendly vs Doodle](https://wpamelia.com/calendly-vs-doodle)  [COMMUNITY-TOOL] β€” Presents a clear use-case contrast between Calendly's automated 1-on-1 bookings and Doodle's group polling mechanism, explaining when to implement each framework.
-  - **(2023)** [karenapp.io: Calendly vs ScheduleOnce](https://karenapp.io/articles/calendly-vs-scheduleonce)  [COMMUNITY-TOOL] β€” Analyzes the feature sets of Calendly and ScheduleOnce. Maps Calendly's individual link-sharing speed against ScheduleOnce's complex multi-tier lead generation and round-robin routing flows.
 #### Open Source Tools
 
   - **(2026)** [==cal.com==](https://cal.com) [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Cal.com is a highly customizable, open-source scheduling infrastructure. Positioned as a self-hosted, API-driven, GDPR-compliant core alternative to proprietary booking software.
-#### Workspace Features
-
-  - **(2022)** [timewatch.com: Outlook Resource Scheduling – View and report on Employee Outlook Calendars](https://www.timewatch.com/blog/outlook-resource-scheduling)  [COMMUNITY-TOOL] β€” Details Outlook's administrative resource scheduler designed to coordinate shared physical and digital workspace assets like conference rooms, vehicles, and equipment.
-  - **(2022)** [support.google.com: How to set up an appointment schedule](https://support.google.com/google-workspace-individual/answer/10729749) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Explores the modernized Google Workspace Appointment Schedule booking page ecosystem. Integrates dynamic availability checks to minimize overlap bookings and optimize schedules.
-  - **(2021)** [Google Calendar appointment slots](https://support.google.com/calendar/answer/190998) [DOCUMENTATION]  [LEGACY] β€” Legacy Google Calendar booking block system. Live grounding shows this feature was officially retired in late 2024, fully replaced by Google's newer 'Appointment Schedules' tool.
 
 ---
-πŸ’‘ **Explore Related:** [Recruitment](./recruitment.md) | [Digital Money](./digital-money.md) | [HR](./hr.md)
+πŸ’‘ **Explore Related:** [Elearning](./elearning.md) | [Interview Questions](./interview-questions.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/argo.md b/v2-docs/argo.md
index a9c9c977..a7b8036e 100644
--- a/v2-docs/argo.md
+++ b/v2-docs/argo.md
@@ -8,176 +8,40 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [Cloud Native](#cloud-native)
-  - [Community](#community)
-    - [Events](#events)
-      - [ArgoCon](#argocon)
-  - [Orchestration](#orchestration)
-    - [Argo Workflows](#argo-workflows)
-      - [Reliability](#reliability)
-      - [Security](#security)
-      - [Templates](#templates)
 1. [GitOps and CD](#gitops-and-cd)
-  - [Argo Project Ecosystem](#argo-project-ecosystem)
   - [Argo Rollouts](#argo-rollouts)
     - [Blue-Green Deployment](#blue-green-deployment)
     - [Canary Deployment](#canary-deployment)
     - [Configuration Management](#configuration-management)
     - [Progressive Delivery](#progressive-delivery)
-  - [Argo Workflows](#argo-workflows-1)
-    - [Release News](#release-news)
   - [ArgoCD](#argocd)
-    - [ApplicationSets](#applicationsets)
-    - [Authentication and SSO](#authentication-and-sso)
-      - [GitHub Integration](#github-integration)
-    - [Best Practices](#best-practices)
-    - [Bootstrap Automation](#bootstrap-automation)
-      - [Autopilot](#autopilot)
-    - [Concepts and Practices](#concepts-and-practices)
-    - [Introduction](#introduction)
-    - [Multi-Cluster](#multi-cluster)
-      - [ApplicationSets](#applicationsets-1)
     - [Patterns](#patterns)
       - [App-of-Apps](#app-of-apps)
-    - [Plugins and Extensions](#plugins-and-extensions)
-    - [Synchronization Strategies](#synchronization-strategies)
-    - [Tutorials](#tutorials)
     - [Workload Management](#workload-management)
       - [Demos](#demos)
   - [CICD Integration](#cicd-integration)
-  - [Tool Comparison](#tool-comparison)
-    - [ArgoCD vs FluxCD](#argocd-vs-fluxcd)
 1. [Kubernetes GitOps and Packaging](#kubernetes-gitops-and-packaging)
-  - [Argo Project Ecosystem](#argo-project-ecosystem-1)
+  - [Argo Project Ecosystem](#argo-project-ecosystem)
     - [Event-Driven Automation](#event-driven-automation)
-    - [GitOps Strategy](#gitops-strategy)
-    - [UI Visualization](#ui-visualization)
-    - [Video Guides](#video-guides)
 1. [Platform Engineering](#platform-engineering)
   - [ArgoCD](#argocd-1)
     - [Internal Developer Platforms](#internal-developer-platforms)
-    - [Security and Compliance](#security-and-compliance)
-      - [RBAC](#rbac)
   - [CICD Migration](#cicd-migration)
-    - [Argo Workflows](#argo-workflows-2)
+    - [Argo Workflows](#argo-workflows)
       - [Jenkins](#jenkins)
   - [GitOps](#gitops)
     - [AWS EKS](#aws-eks)
       - [Tekton](#tekton)
-    - [ArgoCD](#argocd-2)
-      - [Architecture Topologies](#architecture-topologies)
-      - [Terraform Integration](#terraform-integration)
-    - [Authentication and SSO](#authentication-and-sso-1)
-      - [OpenShift](#openshift)
     - [GitHub Actions](#github-actions)
       - [AWS EKS](#aws-eks-1)
-    - [Kubernetes Operators](#kubernetes-operators)
-      - [CRD Lifecycle](#crd-lifecycle)
-    - [Multi-Tenancy](#multi-tenancy)
-      - [Security and Compliance](#security-and-compliance-1)
-    - [Terraform Integration](#terraform-integration-1)
+    - [Terraform Integration](#terraform-integration)
       - [Data Infrastructure](#data-infrastructure)
-  - [Infrastructure as Code](#infrastructure-as-code)
-    - [Modular Architecture](#modular-architecture)
-    - [Terraform and AWS](#terraform-and-aws)
-      - [EKS Modules](#eks-modules)
   - [Progressive Delivery](#progressive-delivery-1)
     - [DNS Routing](#dns-routing)
       - [Blue-Green Deployment](#blue-green-deployment-1)
-  - [Secret Management](#secret-management)
-    - [HashiCorp Vault](#hashicorp-vault)
-      - [ArgoCD Plugins](#argocd-plugins)
-    - [Sealed Secrets](#sealed-secrets)
-      - [ArgoCD](#argocd-3)
-1. [Security and Compliance](#security-and-compliance-2)
-  - [Vulnerabilities and CVEs](#vulnerabilities-and-cves)
-    - [ArgoCD Security](#argocd-security)
-      - [Remediation](#remediation)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [medium: Argo CD: A Tool for Kubernetes DevOps](https://medium.com/geekculture/argo-cd-a-tool-for-kubernetes-devops-c46f2881edfe)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Argo CD: A Tool for Kubernetes DevOps in the Kubernetes Tools ecosystem.
-  - [wecloudpro.com: Deploying Helm Charts with ArgoCD](https://www.wecloudpro.com/2021/11/28/Argocd-helm.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wecloudpro.com: Deploying Helm Charts with ArgoCD in the Kubernetes Tools ecosystem.
-  - [medium.com/gumgum-tech: Streamlining your Kubernetes adoption with Helmfile' / ArgoCD and GitOps](https://medium.com/gumgum-tech/streamlining-your-kubernetes-adoption-with-helmfile-argocd-and-gitops-211937e21e29)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/gumgum-tech: Streamlining your Kubernetes adoption with Helmfile' / ArgoCD and GitOps in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: Getting Started With ArgoCD on your Kubernetes' Cluster](https://levelup.gitconnected.com/getting-started-with-argocd-on-your-kubernetes-cluster-552ca5d8cf41)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Getting Started With ArgoCD on your Kubernetes' Cluster in the Kubernetes Tools ecosystem.
-  - [igboie.medium.com: Kubernetes CI/CD with GitHub, GitHub Actions and Argo' CD](https://igboie.medium.com/kubernetes-ci-cd-with-github-github-actions-and-argo-cd-36b88b6bda64)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering igboie.medium.com: Kubernetes CI/CD with GitHub, GitHub Actions and Argo' CD in the Kubernetes Tools ecosystem.
-  - [medium.com/containers-101: Using GitOps, Multiple Argo Instances, and Environments' with Argo CD at Scale](https://medium.com/containers-101/using-gitops-multiple-argo-instances-and-environments-with-argo-cd-at-scale-e6b19c86be36)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/containers-101: Using GitOps, Multiple Argo Instances, and Environments' with Argo CD at Scale in the Kubernetes Tools ecosystem.
-  - [medium.com/@ScrumPokerPro: Cloud native architecture with Kubernetes and' ArgoCD](https://medium.com/@ScrumPokerPro/cloud-native-architecture-with-kubernetes-and-argocd-ebecda7784b8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@ScrumPokerPro: Cloud native architecture with Kubernetes and' ArgoCD in the Kubernetes Tools ecosystem.
-  - [faun.pub: Deploying Argo CD and Sealed Secrets with Helm](https://faun.pub/deploying-argo-cd-and-sealed-secrets-with-helm-8de12f53051b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Deploying Argo CD and Sealed Secrets with Helm in the Kubernetes Tools ecosystem.
-  - [amralaayassen.medium.com: How to create ArgoCD Applications Automatically' using ApplicationSet? β€œAutomation of GitOps”](https://amralaayassen.medium.com/how-to-create-argocd-applications-automatically-using-applicationset-automation-of-the-gitops-59455eaf4f72)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering amralaayassen.medium.com: How to create ArgoCD Applications Automatically' using ApplicationSet? β€œAutomation of GitOps” in the Kubernetes Tools ecosystem.
-  - [blog.akuity.io: Unveil the Secret Ingredients of Continuous Delivery at' Enterprise Scale with Argo CD](https://blog.akuity.io/unveil-the-secret-ingredients-of-continuous-delivery-at-enterprise-scale-with-argo-cd-7c5b4057ee49)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.akuity.io: Unveil the Secret Ingredients of Continuous Delivery at' Enterprise Scale with Argo CD in the Kubernetes Tools ecosystem.
-  - [prashant-48386.medium.com: Continuous Delivery for Kubernetes With Argo' CD](https://prashant-48386.medium.com/continuous-delivery-for-kubernetes-with-argo-cd-9d5f3b69f1db)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering prashant-48386.medium.com: Continuous Delivery for Kubernetes With Argo' CD in the Kubernetes Tools ecosystem.
-  - [medium.com/@outlier.developer: Getting Started with ArgoCD for GitOps Kubernetes' Deployments](https://medium.com/@outlier.developer/getting-started-with-argocd-for-gitops-kubernetes-deployments-fafc2ad2af0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@outlier.developer: Getting Started with ArgoCD for GitOps Kubernetes' Deployments in the Kubernetes Tools ecosystem.
-  - [medium.com/@hmquan08011996: Setup Microservices on Kubernetes β€” Automating' Kubernetes with ArgoCD](https://medium.com/@hmquan08011996/setup-microservices-on-kubernetes-automating-kubernetes-with-argocd-cb94622dac5b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@hmquan08011996: Setup Microservices on Kubernetes β€” Automating' Kubernetes with ArgoCD in the Kubernetes Tools ecosystem.
-  - [kamsjec.medium.com: ArgoCD Setup on Kubernetes/OpenShift Cluster](https://kamsjec.medium.com/argocd-setup-on-kubernetes-openshift-cluster-f7340344c017)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kamsjec.medium.com: ArgoCD Setup on Kubernetes/OpenShift Cluster in the Kubernetes Tools ecosystem.
-  - [medium.com/@versentfastforward: GitOps on Kubernetes with ArgoCD](https://medium.com/@versentfastforward/gitops-and-argocd-to-automate-kubernetes-deployments-640f3a086865)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@versentfastforward: GitOps on Kubernetes with ArgoCD in the Kubernetes Tools ecosystem.
-  - [medium.com/@versentfastforward: One-click Bootstrap Deployment of ArgoCD](https://medium.com/@versentfastforward/one-click-bootstrap-deployment-of-argocd-e06f848aacc5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@versentfastforward: One-click Bootstrap Deployment of ArgoCD in the Kubernetes Tools ecosystem.
-  - [medium.com/@versentfastforward: Structuring Your Repo for ArgoCD, Part 1](https://medium.com/@versentfastforward/structuring-your-repo-for-argocd-part-1-582817713b0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@versentfastforward: Structuring Your Repo for ArgoCD, Part 1 in the Kubernetes Tools ecosystem.
-  - [faun.pub: Continuous Deployments of Kubernetes Applications using Argo CD' GitOps & Helm Charts](https://faun.pub/continuous-deployments-of-kubernetes-applications-using-argo-cd-gitops-helm-charts-9df917caa2e4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Continuous Deployments of Kubernetes Applications using Argo CD' GitOps & Helm Charts in the Kubernetes Tools ecosystem.
-  - [jamalshahverdiev.medium.com: ArgoCD ApplicationSet with Applications, Image' Updater and Notification controller with SSO](https://jamalshahverdiev.medium.com/argocd-applicationset-with-applications-image-updater-and-notification-controller-with-sso-bba3182dad8a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jamalshahverdiev.medium.com: ArgoCD ApplicationSet with Applications, Image' Updater and Notification controller with SSO in the Kubernetes Tools ecosystem.
-  - [faun.pub: Hygiene of an ArgoCD-built automation at a scale](https://faun.pub/hygiene-of-argocd-built-automation-at-a-scale-cf63ee459510)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Hygiene of an ArgoCD-built automation at a scale in the Kubernetes Tools ecosystem.
-  - [blog.devgenius.io: Argo CD Introduction](https://blog.devgenius.io/argo-cd-introduction-4b16f50b0d56)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Argo CD Introduction in the Kubernetes Tools ecosystem.
-  - [figments.medium.com: ArgoCD: The first step towards GitOps](https://figments.medium.com/argocd-the-first-step-towards-gitops-899732fbc33e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering figments.medium.com: ArgoCD: The first step towards GitOps in the Kubernetes Tools ecosystem.
-  - [medium.com/@nsfabrice2009: How to install ArgoCD on k8s cluster](https://medium.com/@nsfabrice2009/how-to-install-argocd-on-k8s-cluster-ad9084c71f16)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@nsfabrice2009: How to install ArgoCD on k8s cluster in the Kubernetes Tools ecosystem.
-  - [medium.com/containers-101: How to Install and Upgrade Argo CD](https://medium.com/containers-101/how-to-install-and-upgrade-argo-cd-a64f4635f97b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/containers-101: How to Install and Upgrade Argo CD in the Kubernetes Tools ecosystem.
-  - [medium.com/containers-101: Argo CD Best Practices](https://medium.com/containers-101/best-practices-for-argo-cd-8253bcd31897)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/containers-101: Argo CD Best Practices in the Kubernetes Tools ecosystem.
-  - [gokhan-karadas1992.medium.com: ArgoCD + Kubevela Integration](https://gokhan-karadas1992.medium.com/argocd-kubevela-integration-eb88dc0484e0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering gokhan-karadas1992.medium.com: ArgoCD + Kubevela Integration in the Kubernetes Tools ecosystem.
-  - [blog.tanmaysarkar.tech: Beginners Guide to Argo CD](https://blog.tanmaysarkar.tech/beginners-guide-to-argo-cd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==blog.tanmaysarkar.tech: Beginners Guide to Argo CD== in the Kubernetes Tools ecosystem.
-  - [medium.com/devops-techable: GitOps with ArgoCD running in Kubernetes for' deployment processing](https://medium.com/devops-techable/gitops-with-argocd-running-in-kubernetes-for-deployment-processing-c5d21770ca97)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/devops-techable: GitOps with ArgoCD running in Kubernetes for' deployment processing in the Kubernetes Tools ecosystem.
-  - [medium.com/@eduard.mihai.lemnaru: Auto-update helm chart version using ArgoCD](https://medium.com/@eduard.mihai.lemnaru/auto-update-helm-chart-version-using-argocd-4936933a2bac)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@eduard.mihai.lemnaru: Auto-update helm chart version using ArgoCD in the Kubernetes Tools ecosystem.
-  - [53jk1.medium.com: ArgoCD: The Continuous Delivery Solution for Kubernetes](https://53jk1.medium.com/argocd-the-continuous-delivery-solution-for-kubernetes-ae5b008e76d1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering 53jk1.medium.com: ArgoCD: The Continuous Delivery Solution for Kubernetes in the Kubernetes Tools ecosystem.
-  - [medium.com/@jon.mclean: ArgoCD: The GitOps Way](https://medium.com/@jon.mclean/argocd-the-gitops-way-90f7eb0d2606)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@jon.mclean: ArgoCD: The GitOps Way in the Kubernetes Tools ecosystem.
-  - [medium.com/@devopsrockers: Blue-Green Deployment on EKS using Argocd with' Kubecost, Istio, External DNS, Grafana-Prometheus and More: β€œBuild, Deploy a Resilient and Observability-Driven Application”](https://medium.com/@devopsrockers/blue-green-deployment-on-eks-using-argocd-with-kubecost-istio-external-dns-grafana-prometheus-d5d5508f0748)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@devopsrockers: Blue-Green Deployment on EKS using Argocd with' Kubecost, Istio, External DNS, Grafana-Prometheus and More: β€œBuild, Deploy a Resilient and Observability-Driven Application” in the Kubernetes Tools ecosystem.
-  - [medium.com/@samuelbagattin: Partial Helm values encryption using AWS KMS' with ArgoCD](https://medium.com/@samuelbagattin/partial-helm-values-encryption-using-aws-kms-with-argocd-aca1c0d36323)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@samuelbagattin: Partial Helm values encryption using AWS KMS' with ArgoCD in the Kubernetes Tools ecosystem.
-  - [blog.devops.dev: GitOps at Scale](https://blog.devops.dev/gitops-at-scale-69639c9a3dd7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: GitOps at Scale in the Kubernetes Tools ecosystem.
-  - [medium.com/@jerome.decoster: Create temporary environment from Pull Request' with ArgoCD ApplicationSet](https://medium.com/@jerome.decoster/create-temporary-environment-from-pull-request-with-argocd-applicationset-1cef9803223a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@jerome.decoster: Create temporary environment from Pull Request' with ArgoCD ApplicationSet in the Kubernetes Tools ecosystem.
-  - [medium.com/@geoffrey.muselli: ArgoCD: Multi-cluster Helm charts management' in mono-repo](https://medium.com/@geoffrey.muselli/argocd-multi-cluster-helm-charts-installation-in-mono-repo-0a406ff7c578)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@geoffrey.muselli: ArgoCD: Multi-cluster Helm charts management' in mono-repo in the Kubernetes Tools ecosystem.
-  - [medium.com/otomi-platform: Helmfile and ArgoCD are better together](https://medium.com/otomi-platform/helmfile-and-argocd-better-together-f8d4587263ff)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/otomi-platform: Helmfile and ArgoCD are better together in the Kubernetes Tools ecosystem.
-  - [overcast.blog: GitOps with ArgoCD for Kubernetes](https://overcast.blog/gitops-with-argocd-for-kubernetes-tips-and-tricks-4b926ba75f88)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering overcast.blog: GitOps with ArgoCD for Kubernetes in the Kubernetes Tools ecosystem.
-  - [medium.com/globant: Using multiple sources for a Helm Chart deployment in' ArgoCD](https://medium.com/globant/using-multiple-sources-for-a-helm-chart-deployment-in-argocd-cf3cd2d598fc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/globant: Using multiple sources for a Helm Chart deployment in' ArgoCD in the Kubernetes Tools ecosystem.
-  - [faun.pub: ArgoCD Finalizer Shield: Protecting Your Production Clusters from' Unintended Deletion](https://faun.pub/argocd-finalizer-shield-protecting-your-clusters-from-unintended-deletion-c7929a82d983)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: ArgoCD Finalizer Shield: Protecting Your Production Clusters from' Unintended Deletion in the Kubernetes Tools ecosystem.
-  - [overcast.blog: Kubernetes β€” ArgoCD β€” Gitlab Webhook Configuration](https://overcast.blog/kubernetes-argocd-gitlab-webhook-configuration-30bc5a75139e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering overcast.blog: Kubernetes β€” ArgoCD β€” Gitlab Webhook Configuration in the Kubernetes Tools ecosystem.
-  - [dnastacio.medium.com: Six critical blindspots while securing Argo CD](https://dnastacio.medium.com/gitops-argocd-security-cbb6fb6378bb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dnastacio.medium.com: Six critical blindspots while securing Argo CD in the Kubernetes Tools ecosystem.
-  - [jijujacob27.medium.com: Sharded applications on Kubernetes using Helm, ArgoCD,' and Argo-Rollouts](https://jijujacob27.medium.com/sharded-saas-applications-on-kubernetes-using-helm-argocd-and-argo-rollouts-a683c66f8646)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jijujacob27.medium.com: Sharded applications on Kubernetes using Helm, ArgoCD,' and Argo-Rollouts in the Kubernetes Tools ecosystem.
-  - [medium.com/@ej.sta.ana: Easy Blue-Green Deployment on Openshift Container' Platform using Argo Rollouts](https://medium.com/@ej.sta.ana/easy-blue-green-deployment-on-openshift-container-platform-using-argo-rollouts-4d514b3c5c0f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@ej.sta.ana: Easy Blue-Green Deployment on Openshift Container' Platform using Argo Rollouts in the Kubernetes Tools ecosystem.
-  - [medium.com/everything-full-stack: Deployment Strategies: Argo Rollouts](https://medium.com/everything-full-stack/deployment-strategies-argo-rollouts-1980fc0685e6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/everything-full-stack: Deployment Strategies: Argo Rollouts in the Kubernetes Tools ecosystem.
-  - [faun.pub: Kubernetes Practice β€” Automating Blue/Green Deployment with Argo' Rollouts](https://faun.pub/kubernetes-practice-automating-blue-green-deployment-with-argo-rollouts-2279aa890c53)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Kubernetes Practice β€” Automating Blue/Green Deployment with Argo' Rollouts in the Kubernetes Tools ecosystem.
-  - [faun.pub: How Helm Subcharts Make the Transition to Argo Rollouts a Breeze](https://faun.pub/how-helm-subcharts-make-the-transition-to-argo-rollouts-a-breeze-aaf160924dbf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: How Helm Subcharts Make the Transition to Argo Rollouts a Breeze in the Kubernetes Tools ecosystem.
-  - [medium.com/atlantbh: Implementing CI/CD pipeline using Argo Workflows and' Argo Events 🌟](https://medium.com/atlantbh/implementing-ci-cd-pipeline-using-argo-workflows-and-argo-events-6417dd157566)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/atlantbh: Implementing CI/CD pipeline using Argo Workflows and' Argo Events 🌟 in the Kubernetes Tools ecosystem.
-## Cloud Native
-
-### Community
-
-#### Events
-
-##### ArgoCon
-
-  - **(2026)** [ArgoCon North America 2026 Call for Proposals](https://events.linuxfoundation.org/kubecon-cloudnativecon-north-america/co-located-events/argocon)  [COMMUNITY-TOOL] β€” Official Call for Proposals portal for ArgoCon North America 2026. Focuses on collecting real-world architectures, case studies, and enterprise patterns utilizing Argo CD, Argo Workflows, Argo Rollouts, and Argo Events.
-### Orchestration
-
-#### Argo Workflows
-
-##### Reliability
-
-  - **(2023)** [blog.argoproj.io: Architecting Workflows For Reliability](https://blog.argoproj.io/architecting-workflows-for-reliability-d33bd720c6cc) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Outlines reliable architectural patterns for running large-scale Argo Workflows. Covers retry policies, rate-limiting configurations, and workflow controller adjustments necessary to safely sustain highly concurrent executions without experiencing system degradation.
-##### Security
-
-  - **(2023)** [blog.argoproj.io: Practical Argo Workflows Hardening 🌟](https://blog.argoproj.io/practical-argo-workflows-hardening-dd8429acc1ce) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A practical guide to security hardening for Argo Workflows deployments in enterprise environments. Focuses on minimizing RBAC permissions, configuring network policies, securing the workflow controller, and utilizing read-only file systems to mitigate risks of privilege escalation and container breakouts.
-##### Templates
-
-  - **(2023)** [dev.to: The three meanings of "template" in Argo Workflows](https://dev.to/crenshaw_dev/the-three-meanings-of-template-in-argo-workflows-2paf) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Synthesizes the semantic differences and runtime boundaries between the three distinct definitions of 'template' in Argo Workflows. Distinguishes template definitions, invocations, and inline declarations within a workflow manifest, preventing common YAML structure misconfigurations in complex pipelines.
 ## GitOps and CD
 
-### Argo Project Ecosystem
-
-  - **(2021)** [**devops.com: The Argo Project: Making GitOps Practical**](https://devops.com/the-argo-project-making-gitops-practical) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Investigates the rapid industry adoption of the Argo ecosystem (Argo CD, Workflows, Rollouts, Events). Explains how the projects solve operational gaps in native Kubernetes, making declarative continuous delivery robust and enterprise-ready.
 ### Argo Rollouts
 
 #### Blue-Green Deployment
@@ -192,59 +56,13 @@
 #### Progressive Delivery
 
   - **(2023)** [==argoproj.github.io: Argo Rollouts - Kubernetes Progressive Delivery Controller==](https://argoproj.github.io/argo-rollouts) [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Introduces the core concepts of Argo Rollouts, which replaces standard Kubernetes Deployment objects with custom Rollout resources. Enables automatic analysis, metrics integration (Prometheus, Datadog), and automated rollback strategies.
-### Argo Workflows (1)
-
-#### Release News
-
-  - **(2022)** [**blog.argoproj.io: What’s new in Argo Workflows v3.3**](https://blog.argoproj.io/whats-new-in-argo-workflows-v3-3-dd051d2f1c7) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Highlights the key feature additions, execution optimizations, and performance enhancements introduced in Argo Workflows version 3.3. Discusses UI/UX developments, DAG scaling capabilities, and robust security upgrades.
 ### ArgoCD
 
-#### ApplicationSets
-
-  - **(2023)** [==argoproj-labs/applicationset: Argo CD ApplicationSet Controller==](https://github.com/argoproj/applicationset) ⭐ 582  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The standard orchestrator extending Argo CD to support multi-cluster application distribution templates. Processes multi-source configurations, automates environment scaling, and drastically reduces the maintenance overhead of managing distinct Application manifests.
-  - **(2024)** [**developers.redhat.com: Enhance Kubernetes deployment efficiency with Argo CD and ApplicationSet**](https://developers.redhat.com/articles/2024/06/06/enhance-kubernetes-deployment-efficiency-argo-cd-and-applicationset) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Deep technical review of optimization practices when deploying large-scale software footprints using ApplicationSets. Outlines how to maximize rendering efficiency, prevent performance bottlenecks, and design clean matrix-based generators.
-#### Authentication and SSO
-
-##### GitHub Integration
-
-  - **(2021)** [cloud.redhat.com: How to Use ArgoCD Deployments with GitHub Tokens](https://www.redhat.com/en/blog/how-to-use-argocd-deployments-with-github-tokens) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Explains how to securely integrate ArgoCD with private GitHub repositories using Personal Access Tokens (PATs) and fine-grained permissions. Addresses secure secret management inside Kubernetes to safeguard credentials used during the repository fetching phase.
-#### Best Practices
-
-  - **(2022)** [**datree.io: ArgoCD Best Practices You Should Know**](https://www.datree.io/resources/argocd-best-practices-you-should-know) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Expands on essential ArgoCD best practices, emphasizing the isolation of Git repositories for source code and Kubernetes manifests, configuring auto-prune, and defining declarative sync policies to maintain platform stability.
-#### Bootstrap Automation
-
-##### Autopilot
-
-  - **(2023)** [==argoproj-labs/argocd-autopilot: Argo-CD Autopilot==](https://github.com/argoproj-labs/argocd-autopilot) ⭐ 1121  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An official Argo project opinionated tool designed to structure, install, and update Argo CD setups automatically. Uses a clean directory structure separating infrastructure from application manifests, enabling rapid multi-project bootstrap with version tracking and disaster recovery features.
-#### Concepts and Practices
-
-  - **(2022)** [**thenewstack.io: Applied GitOps with ArgoCD**](https://thenewstack.io/applied-gitops-with-argocd) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A comprehensive examination of GitOps workflows operationalized via ArgoCD. Highlights key practices such as declarative environment definition, pull-based synchronization, and automated drift detection to maintain cluster state parity.
-  - **(2022)** [thenewstack.io: Why ArgoCD Is the Lifeline of GitOps](https://thenewstack.io/why-argo-cd-is-the-lifeline-of-gitops) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Evaluates the architectural superiority of ArgoCD as a pull-based GitOps operator. Focuses on its continuous reconciliation loop, granular cluster state visualization, and out-of-the-box self-healing capabilities that minimize human intervention.
-  - **(2021)** [blog.risingstack.com: Argo CD Kubernetes Tutorial](https://blog.risingstack.com/argo-cd-kubernetes-tutorial) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A structured starter guide covering ArgoCD installation, repository connection, and application deployment. Outlines core synchronization paradigms and provides a practical walkthrough of transitioning standard manifests to GitOps.
-  - **(2021)** [blog.getambassador.io: GitOps in Kubernetes with ArgoCD](https://blog.getambassador.io/gitops-in-kubernetes-with-argocd-c6ea0e510741) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Describes the conceptual pillars of GitOps and details how ArgoCD implements them on Kubernetes. Explains key mechanisms such as out-of-sync alert signaling, dry-run synchronization, and visual drift visualization.
-#### Introduction
-
-  - **(2022)** [kubebyexample.com: Argo CD Overview 🌟](https://kubebyexample.com/learning-paths/argo-cd/argo-cd-overview) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A foundational educational overview of the ArgoCD engine, architecture, and UI dashboard. Introduces the concepts of Target State versus Live State, and details the controller-to-API communication model.
-#### Multi-Cluster
-
-##### ApplicationSets (1)
-
-  - **(2022)** [**openshift.com: Getting Started with ApplicationSets**](https://www.redhat.com/en/blog/getting-started-with-applicationsets) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Deep dive into the ArgoCD ApplicationSet controller, explaining how to model and automate multi-cluster and multi-tenant application deployments. Covers generators like List, Directory, and Git to scale configurations with minimal templating boilerplate.
-  - **(2022)** [**piotrminkowski.com: Manage Multiple Kubernetes Clusters with ArgoCD 🌟**](https://piotrminkowski.com/2022/12/09/manage-multiple-kubernetes-clusters-with-argocd) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Step-by-step architectural guide on configuring a centralized ArgoCD instance to manage resources across several remote Kubernetes clusters. Covers network endpoints, remote credentials provisioning, and configuration drift auditing.
 #### Patterns
 
 ##### App-of-Apps
 
   - **(2021)** [**opensource.com: Automatically create multiple applications in Argo CD**](https://opensource.com/article/21/7/automating-argo-cd) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Demonstrates how to leverage the 'App-of-Apps' pattern in ArgoCD to construct recursive, nested application structures. Enables engineers to automate the bootstrapping of complex multi-tier platforms from a single root configuration.
-#### Plugins and Extensions
-
-  - **(2023)** [**github.com/crumbhole/argocd-lovely-plugin: argocd-lovely-plugin**](https://github.com/crumbhole/argocd-lovely-plugin) ⭐ 486  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A flexible Custom Config Management Plugin (CMP) for Argo CD designed to combine Helm, Kustomize, and raw YAML. It solves the nested tooling dilemma by processing multiple template layers without requiring complex shell scripts, simplifying enterprise GitOps chains.
-#### Synchronization Strategies
-
-  - **(2022)** [**blog.argoproj.io: New sync and diff strategies in ArgoCD**](https://blog.argoproj.io/new-sync-and-diff-strategies-in-argocd-44195d3f8b8c) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Explores performance optimizations and enhanced reconciliation engines introduced in ArgoCD. Details advanced diff options, custom synchronization hooks, and resource tracking methods that streamline deployment workflows in large-scale environments.
-#### Tutorials
-
-  - **(2022)** [digitalocean.com: How to Deploy to Kubernetes using Argo CD and GitOps](https://www.digitalocean.com/community/tutorials/how-to-deploy-to-kubernetes-using-argo-cd-and-gitops) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A practical implementation guide showcasing the deployment of containerized workloads onto DigitalOcean Kubernetes (DOKS) using ArgoCD. Establishes a complete declarative delivery pipeline driven by version-controlled manifests.
 #### Workload Management
 
 ##### Demos
@@ -253,27 +71,13 @@
 ### CICD Integration
 
   - **(2023)** [dev.to: Extending GitOps: Effortless continuous integration and deployment on Kubernetes](https://dev.to/amplication/extending-gitops-effortless-continuous-integration-and-deployment-on-kubernetes-1oem) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Explores architectural models for bridging continuous integration (CI) platforms with GitOps-driven deployment mechanisms. Emphasizes clean decoupling where CI updates target config states while Kubernetes reconcile loops execute the rollout.
-### Tool Comparison
-
-#### ArgoCD vs FluxCD
-
-  - **(2022)** [**thenewstack.io: GitOps on Kubernetes: Deciding Between Argo CD and Flux**](https://thenewstack.io/gitops-on-kubernetes-deciding-between-argo-cd-and-flux) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Evaluates the architectural differences, strengths, and trade-offs of the two dominant GitOps controllers: ArgoCD and FluxCD. Compares ArgoCD's powerful web UI and multi-tenancy model against Flux's lightweight, decentralized, and Kubernetes-native approach.
 ## Kubernetes GitOps and Packaging
 
-### Argo Project Ecosystem (1)
+### Argo Project Ecosystem
 
 #### Event-Driven Automation
 
   - **(2026)** [argoproj.github.io: Argo Events - The Event-driven Workflow Automation Framework](https://argoproj.github.io/argo-events) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The standard event-driven orchestration engine for Kubernetes. Argo Events integrates with sources like webhooks, S3, or pub-sub, dynamically executing serverless triggers, custom scripts, and Argo Workflows with native scalability.
-#### GitOps Strategy
-
-  - **(2022)** [Why and when do you need Argo CD?](https://mkdev.me/posts/why-and-when-do-you-need-argo-cd) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An executive guide explaining the core capabilities of GitOps and the necessity of declarative pull engines like Argo CD. It details drift management, configuration alignment, and security advantages compared to manual push deployments.
-#### UI Visualization
-
-  - **(2024)** [==feat(ui): Add AppSet to Application Resource Tree in Argo CD==](https://github.com/argoproj/argo-cd/pull/26601) ⭐ 23128  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official Argo CD feature enhancement that maps ApplicationSets directly inside the dashboard UI tree. This view simplifies managing multi-tenant topologies and nested application definitions for platform operators.
-#### Video Guides
-
-  - **(2022)** [youtube: GitOps with Argo-CD & Kubernetes](https://www.youtube.com/watch?v=QrLwFEXvxbo&ab_channel=HoussemDellai) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An introductory video guide showing how to configure and run continuous deployment pipelines using Argo CD and Kubernetes. It walks through initial repository setups, synchronization configurations, and basic troubleshooting procedures.
 ## Platform Engineering
 
 ### ArgoCD (1)
@@ -281,14 +85,9 @@
 #### Internal Developer Platforms
 
   - **(2023)** [**itnext.io: Build a Lightweight Internal Developer Platform with Argo CD and Kubernetes Labels**](https://itnext.io/build-a-lightweight-internal-developer-platform-with-argo-cd-and-kubernetes-labels-4c0e52c6c0f4) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Demonstrates how to design a lightweight, self-service Internal Developer Platform (IDP) by leveraging Kubernetes metadata labels, admission webhooks, and ArgoCD's API to dynamically generate applications.
-#### Security and Compliance
-
-##### RBAC
-
-  - **(2021)** [itnext.io: ArgoCD: users, access, and RBAC](https://itnext.io/argocd-users-access-and-rbac-ddf9f8b51bad) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Details the configuration of user management, local accounts, and role-based access control (RBAC) in ArgoCD. Guides platform engineers through restricting access to specific applications, projects, or clusters using fine-grained policies.
 ### CICD Migration
 
-#### Argo Workflows (2)
+#### Argo Workflows
 
 ##### Jenkins
 
@@ -300,49 +99,16 @@
 ##### Tekton
 
   - **(2022)** [==aws.amazon.com: Cloud Native CI/CD with Tekton and ArgoCD on AWS==](https://aws.amazon.com/blogs/containers/cloud-native-ci-cd-with-tekton-and-argocd-on-aws) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Discusses designing an end-to-end, Kubernetes-native CI/CD pipeline on AWS EKS. Uses Tekton for building and containerizing microservices, seamlessly handing off the deployment phase to ArgoCD for pull-based application delivery.
-#### ArgoCD (2)
-
-##### Architecture Topologies
-
-  - **(2022)** [==akuity.io: How many do you need? - Argo CD Architectures Explained==](https://akuity.io/blog/argo-cd-architectures-explained) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Evaluates different topology designs for ArgoCD deployments in large organizations. Details the trade-offs between a single centralized Hub-and-Spoke cluster controller versus multiple decentralized Argo instances scattered across target clusters.
-##### Terraform Integration
-
-  - **(2022)** [seraf.dev: ArgoCD Tutorial β€” (with Terraform)](https://seraf.dev/argocd-tutorial-with-terraform-af77ddea2e6e) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Guides engineers on bootstrapping an entire ArgoCD installation, including repositories, projects, and application instances, declaratively via the official HashiCorp Terraform provider for ArgoCD.
-#### Authentication and SSO (1)
-
-##### OpenShift
-
-  - **(2022)** [**openshift.com: OpenShift Authentication Integration with ArgoCD**](https://www.redhat.com/en/blog/openshift-authentication-integration-with-argocd) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Analyzes the integration of OpenShift's native OAuth server with ArgoCD. Explains how to map OpenShift user groups to ArgoCD RBAC roles, establishing a secure, unified single sign-on (SSO) experience for enterprise platforms.
 #### GitHub Actions
 
 ##### AWS EKS (1)
 
   - **(2023)** [**dev.to/devsatasurion: Deploying Applications with GitHub Actions and ArgoCD to EKS: Best Practices and Techniques**](https://dev.to/devsatasurion/deploying-applications-with-github-actions-and-argocd-to-eks-best-practices-and-techniques-4epc) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A detailed configuration recipe detailing how to orchestrate deployments to AWS EKS using GitHub Actions as the CI pipeline and ArgoCD as the GitOps agent. Includes IAM role assumptions, token handling, and multi-environment promotions.
-#### Kubernetes Operators
-
-##### CRD Lifecycle
-
-  - **(2023)** [**piotrminkowski.com: Manage Kubernetes Operators with ArgoCD**](https://piotrminkowski.com/2023/05/05/manage-kubernetes-operators-with-argocd) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Addresses challenges and patterns for deploying Kubernetes Operators (e.g., Prometheus Operator, Cert-Manager) via ArgoCD. Analyzes solutions for Custom Resource Definition (CRD) lifecycle management during upgrades and synchronization.
-#### Multi-Tenancy
-
-##### Security and Compliance (1)
-
-  - **(2021)** [==blog.argoproj.io: Best Practices for Multi-tenancy in Argo CD==](https://blog.argoproj.io/best-practices-for-multi-tenancy-in-argo-cd-273e25a047b0) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Outlines critical architectural patterns for implementing multi-tenancy in ArgoCD. Covers AppProjects boundaries, target namespace isolation, network policies, and cluster-wide RBAC to ensure secure sharing of GitOps infrastructure.
-#### Terraform Integration (1)
+#### Terraform Integration
 
 ##### Data Infrastructure
 
   - **(2022)** [**piotrminkowski.com: Manage Kubernetes Cluster with Terraform and Argo CD. Create Kakfa Cluster using GitOps 🌟**](https://piotrminkowski.com/2022/06/28/manage-kubernetes-cluster-with-terraform-and-argo-cd) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Practical demonstration of deploying and managing a Kafka cluster on Kubernetes using a hybrid Terraform and ArgoCD approach. Discusses how to configure infrastructure dependencies with Terraform and declare workload states inside GitOps.
-### Infrastructure as Code
-
-#### Modular Architecture
-
-  - **(2022)** [dev.to: Towards a Modular DevOps Stack](https://dev.to/camptocamp-ops/towards-a-modular-devops-stack-257c) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Proposes a blueprint for building modular, maintainable DevOps platforms. Focuses on orchestrating infrastructure provisioners, secret engines, and GitOps engines under unified declarative frameworks to minimize vendor lock-in.
-#### Terraform and AWS
-
-##### EKS Modules
-
-  - **(2023)** [**AWS EKS Argo CD Terraform Component**](https://github.com/cloudposse-terraform-components/aws-eks-argocd) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Enterprise-ready Terraform submodule designed to deploy, configure, and bootstrap Argo CD onto an existing AWS EKS cluster. Standardizes complex security configurations, integrates with IAM Roles for Service Accounts (IRSA), and provisions preconfigured Helm releases.
 ### Progressive Delivery (1)
 
 #### DNS Routing
@@ -350,33 +116,9 @@
 ##### Blue-Green Deployment (1)
 
   - **(2022)** [**infracloud.io: How to Setup Blue Green Deployments with DNS Routing 🌟**](https://www.infracloud.io/blogs/blue-green-deployments-dns-routing) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Examines advanced architectural design patterns using DNS-based routing to switch traffic for Blue-Green deployments. Discusses how to coordinate external load balancers and global DNS systems during the migration window.
-### Secret Management
-
-#### HashiCorp Vault
-
-##### ArgoCD Plugins
-
-  - **(2023)** [==argoproj-labs/argocd-vault-plugin==](https://github.com/argoproj-labs/argocd-vault-plugin) ⭐ 967  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An indispensable Argo CD plugin built to inject secrets dynamically from HashiCorp Vault, AWS Secrets Manager, or GCP Secret Manager. Replaces custom templating hacks by decrypting and injecting secret values directly into workloads at synchronization time, ensuring zero plaintext secrets enter the Git repository.
-  - **(2022)** [github.com/crumbhole/argocd-vault-replacer](https://github.com/crumbhole/argocd-vault-replacer) ⭐ 109  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A specialized replacement utility designed to pull secrets from HashiCorp Vault during the Argo CD rendering phase. Acts as a lightweight precursor/alternative to full plugin integrations, enabling targeted placeholder substitutions within native Kubernetes manifest streams.
-#### Sealed Secrets
-
-##### ArgoCD (3)
-
-  - **(2021)** [**dev.to: Argo CD and Sealed Secrets is a perfect match**](https://dev.to/timtsoitt/argo-cd-and-sealed-secrets-is-a-perfect-match-1dbf) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Illustrates the architecture of deploying Bitnami Sealed Secrets alongside ArgoCD. Solves the core GitOps paradox by allowing users to safely commit encrypted secrets to Git, which are then decrypted inside the cluster by the controller.
-## Security and Compliance (2)
-
-### Vulnerabilities and CVEs
-
-#### ArgoCD Security
-
-##### Remediation
-
-  - **(2022)** [**infoworld.com: How to protect your Kubernetes infrastructure from the Argo CD vulnerability**](https://www.infoworld.com/article/2334525/how-to-protect-your-kubernetes-infrastructure-from-the-argo-cd-vulnerability.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Provides concrete mitigation, scanning, and patching guidelines in the wake of CVE-2022-24348. Demonstrates strategies for minimizing risks in ArgoCD, including least-privilege service account configurations and network boundaries.
-  - **(2022)** [**armosec.io: CVE 2022-24348 – Argo CD High Severity Vulnerability and its impact on Kubernetes**](https://www.armosec.io/blog/cve-2022-24348-argo-kubernetes) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Highly detailed technical breakdown of CVE-2022-24348, analyzing how Helm/Kustomize relative path resolution was bypassed. Outlines step-by-step remediation plans and security control recommendations to protect clusters.
-  - **(2022)** [threatpost.com: Argo CD Security Bug Opens Kubernetes Cloud Apps to Attackers](https://threatpost.com/argo-cd-security-bug-kubernetes-cloud-apps/178239) 🌟🌟🌟 [COMMUNITY-TOOL] β€” News coverage of a severe vulnerability affecting ArgoCD. Explains how the path traversal flaw (CVE-2022-24348) allowed malicious manifests to pull sensitive secrets and files from the GitOps control plane cluster.
-  - **(2022)** [thehackernews.com: New Argo CD Bug Could Let Hackers Steal Secret Info from Kubernetes Apps](https://thehackernews.com/2022/02/new-argo-cd-bug-could-let-hackers-steal.html) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Explains how security researchers identified a critical path-traversal bug (CVE-2022-24348) within the ArgoCD repository-reconciliation component. Evaluates the potential risk exposure of configuration data and key material.
-  - **(2022)** [securityaffairs.co: Argo CD flaw could allow stealing sensitive data from Kubernetes Apps](https://securityaffairs.com/127708/hacking/kubernetes-argo-cd-flaw.html) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Highlights the threat landscape exposed by vulnerability CVE-2022-24348 in multi-tenant environments. Emphasizes why prompt patching of GitOps controllers is critical when handling multi-tenant repositories on shared control planes.
 
 ---
-πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Sonarqube](./sonarqube.md) | [Stackstorm](./stackstorm.md)
+πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Tekton](./tekton.md) | [Jenkins Alternatives](./jenkins-alternatives.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/aws-architecture.md b/v2-docs/aws-architecture.md
index ea9a50de..90390df8 100644
--- a/v2-docs/aws-architecture.md
+++ b/v2-docs/aws-architecture.md
@@ -8,63 +8,13 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Cloud Architecture](#cloud-architecture)
   - [Case Studies](#case-studies)
     - [Enterprise Scale](#enterprise-scale)
-1. [Cloud Infrastructure](#cloud-infrastructure)
-  - [AWS](#aws)
-    - [Best Practices](#best-practices)
-    - [Governance](#governance)
-    - [Legacy Systems](#legacy-systems)
-    - [Security](#security)
-  - [FinOps](#finops)
-    - [Cost Management](#cost-management)
-  - [FinOps and Cloud Optimization](#finops-and-cloud-optimization)
-    - [Sustainability](#sustainability)
-  - [Infrastructure as Code](#infrastructure-as-code)
-    - [Compliance Auditing](#compliance-auditing)
-1. [Cloud Native](#cloud-native)
-  - [AWS](#aws-1)
-    - [Governance](#governance-1)
-      - [AWS Organizations](#aws-organizations)
-1. [Cloud Platform](#cloud-platform)
-  - [AWS Infrastructure](#aws-infrastructure)
-    - [Reference Architectures](#reference-architectures)
-1. [Data Architecture](#data-architecture)
-  - [Databases](#databases)
-    - [Amazon Aurora](#amazon-aurora)
-1. [Enterprise Architecture](#enterprise-architecture)
-  - [Cloud Architecture Best Practices](#cloud-architecture-best-practices)
-    - [API Design](#api-design)
-    - [AWS Well-Architected](#aws-well-architected)
-    - [Cloud Governance](#cloud-governance)
-    - [Design Blueprints](#design-blueprints)
-    - [Engineering Culture](#engineering-culture)
-    - [Multi-Region Architecture](#multi-region-architecture)
-    - [Production Case Studies](#production-case-studies)
-  - [Cloud Governance](#cloud-governance-1)
-    - [Case Studies](#case-studies-1)
 1. [Kubernetes and Platform Engineering](#kubernetes-and-platform-engineering)
   - [Modernization Tools](#modernization-tools)
     - [Microservice Migration](#microservice-migration)
-1. [Software Engineering](#software-engineering)
-  - [Frontend Architecture](#frontend-architecture)
-    - [Design Patterns](#design-patterns)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [The Truth About Downtime in the Cloud](https://cloud.netapp.com/blog/prepare-for-the-day-of-all-cloud)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloud.netapp.com in the Kubernetes Tools ecosystem.
-  - [awstip.com: Increase Security and Efficiency with a 3-Tier Cloud Architecture](https://awstip.com/increase-security-and-efficiency-with-a-3-tier-cloud-architecture-bf5e835cd55a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==awstip.com: Increase Security and Efficiency with a 3-Tier Cloud Architecture== in the Kubernetes Tools ecosystem.
-  - [DZone: A Guide to Performance Challenges with AWS EC2: Part 1](https://blog.appdynamics.com/cloud/a-guide-to-performance-challenges-with-aws-ec2-part-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering DZone: A Guide to Performance Challenges with AWS EC2: Part 1 in the Kubernetes Tools ecosystem.
-  - [foreseeti.com: How to become and stay AWS well architected in a smart way](https://foreseeti.com/how-to-become-and-stay-aws-well-architected-in-a-smart-way)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering foreseeti.com: How to become and stay AWS well architected in a smart way in the Kubernetes Tools ecosystem.
-  - [medium.com/@buraktahtacioglu: AWS Well-Architected Framework β€” AWS Roadmap](https://medium.com/@buraktahtacioglu/aws-well-architected-framework-aws-roadmap-80aaa6ca7f53)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@buraktahtacioglu: AWS Well-Architected Framework β€” AWS Roadmap in the Kubernetes Tools ecosystem.
 ## Cloud Architecture
 
 ### Case Studies
@@ -72,97 +22,6 @@
 #### Enterprise Scale
 
   - **(2019)** [aws.amazon.com: Trainline Case Study](https://aws.amazon.com/solutions/case-studies) [N/A CONTENT] [ADVANCED LEVEL]  [CASE STUDY] [COMMUNITY-TOOL] β€” Architectural case study mapping Trainline's migrations onto AWS using ECS containerized deployments and RDS clusters. Demonstrates successful reduction in database locking periods and outlines zero-downtime blue/green microservice delivery strategies.
-## Cloud Infrastructure
-
-### AWS
-
-#### Best Practices
-
-  - **(2014)** [AWS Tips I Wish I'd Known Before I Started (Feb 2014)](https://wblinks.com/notes/aws-tips-i-wish-id-known-before-i-started) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A collection of fundamental AWS operational constraints including early patterns in IAM, billing, and VPC configuration. Although dated, it outlines core architectural traps teams still solve using Control Tower.
-#### Governance
-
-  - **(2021)** [AWS Architecture Blog: Use templated answers to perform Well-Architected reviews at scale](https://aws.amazon.com/blogs/architecture/use-templated-answers-to-perform-well-architected-reviews-at-scale) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Technical review detailing templated governance answers to scale AWS Well-Architected reviews. Offers architects a mechanism to automate and standardise security compliance reviews across decentralized environments.
-#### Legacy Systems
-
-  - **(2022)** [cbui.dev: Every company has an "old" production AWS account](https://www.cbui.dev/every-company-has-an-old-production-aws-account) [NONE CONTENT]  [LEGACY] β€” Explores patterns for managing single legacy production accounts containing unmapped dependencies. Details modernization pathways using AWS Organizations and VPC peering strategies.
-#### Security
-
-  - **(2021)** [thenewstack.io: Avoid the 5 Most Common Amazon Web Services Misconfigurations in Build-Time](https://thenewstack.io/avoid-the-5-most-common-amazon-web-services-misconfigurations-in-build-time) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Focuses on build-time CloudFormation and Terraform configuration errors. Outlines practical strategies for shifting infrastructure security check operations left into standard CI/CD pipelines.
-### FinOps
-
-#### Cost Management
-
-  - **(2015)** [AWS Cost Explorer Update – Access to EC2 Usage Data](https://aws.amazon.com/blogs/aws/aws-cost-explorer-update-access-to-ec2-usage-data) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Analyzes early programmatic access to granular EC2 metrics inside Cost Explorer. Provides foundational methodologies for early-stage cloud-native resource optimization and FinOps planning.
-### FinOps and Cloud Optimization
-
-#### Sustainability
-
-  - **(2023)** [Optimizing your AWS Infrastructure for Sustainability, Part I: Compute](https://aws.amazon.com/blogs/architecture/optimizing-your-aws-infrastructure-for-sustainability-part-i-compute)  [COMMUNITY-TOOL] β€” An engineering guide to optimizing AWS compute architectures for sustainability. Explores Graviton migrations, automated container resizing, and target serverless setups to lower carbon emissions.
-  - **(2023)** [Optimizing your AWS Infrastructure for Sustainability, Part II: Storage](https://aws.amazon.com/blogs/architecture/optimizing-your-aws-infrastructure-for-sustainability-part-ii-storage)  [COMMUNITY-TOOL] β€” This second installment targets storage modernization. Details how to implement Amazon S3 Lifecycle configurations, S3 Intelligent-Tiering, and storage optimization practices.
-### Infrastructure as Code
-
-#### Compliance Auditing
-
-  - **(2026)** [AWS Well-Architected IaC Analyzer](https://github.com/aws-samples/well-architected-iac-analyzer) ⭐ 483  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” An AWS-backed auditing analyzer designed to inspect CloudFormation and Terraform designs against the AWS Well-Architected standard. Evaluates infrastructure-as-code deployments for security vulnerabilities and reliability issues before runtime provisioning.
-## Cloud Native
-
-### AWS (1)
-
-#### Governance (1)
-
-##### AWS Organizations
-
-  - **(2024)** [AWS Organizations: The Key to Managing Your Cloud Infrastructure Effectively](https://awsfundamentals.com/blog/aws-organizations-the-key-to-managing-your-cloud-infrastructure-effectively)  [COMMUNITY-TOOL] β€” Explores core configuration benefits of AWS Organizations for multi-account governance. Highlights service control policies (SCPs), unified billing, and secure programmatic account instantiation using IaC.
-## Cloud Platform
-
-### AWS Infrastructure
-
-#### Reference Architectures
-
-  - **(2026)** [AWS Labs GitHub](https://github.com/awslabs) [N/A CONTENT] [ADVANCED LEVEL]  [EMERGING] β€” The central AWS Labs GitHub organization housing hundreds of active experimental projects, tooling integrations, and reference CDK blueprints. Live Grounding highlights this hub as a critical launchpad for emerging patterns in infrastructure-as-code and cloud automation. It provides platform engineering teams with robust, peer-reviewed building blocks for accelerated architecture design.
-## Data Architecture
-
-### Databases
-
-#### Amazon Aurora
-
-  - **(2015)** [InfoWorld Review – Amazon Aurora Rocks MySQL](https://aws.amazon.com/blogs/aws/infoworld-review-amazon-aurora-rocks-mysql) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Historical analysis validating Amazon Aurora's decoupled compute and storage architecture. In production contexts, it remains a de facto standard for high-throughput, low-latency relational engines.
-## Enterprise Architecture
-
-### Cloud Architecture Best Practices
-
-#### API Design
-
-  - **(2023)** [Architecture patterns for consuming private APIs cross-account](https://aws.amazon.com/pt/blogs/compute/architecture-patterns-for-consuming-private-apis-cross-account) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Highlights architectural approaches for routing and consuming private APIs across different AWS accounts. Emphasizes security through AWS PrivateLink, Route 53, and Network Load Balancers.
-#### AWS Well-Architected
-
-  - **(2023)** [AWS Well Architected Framework](https://docs.aws.amazon.com/wellarchitected/latest/framework/welcome.html) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The official documentation framework outlining six fundamental cloud architectural pillars: operational excellence, security, reliability, performance, cost optimization, and sustainability.
-  - **(2023)** [aws.amazon.com/well-architected-tool: AWS Well-Architected Tool](https://aws.amazon.com/well-architected-tool) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Overview of AWS's native tool designed to assess cloud workloads. Integrates with the Well-Architected Framework to systematically audit infrastructure and highlight configuration risks.
-  - **(2023)** [infoq.com: AWS Updates the Well-Architected Framework](https://www.infoq.com/news/2023/04/aws-well-architected-framework)  [COMMUNITY-TOOL] β€” Analyzes key revisions to the AWS Well-Architected Framework. Reviews shifts in security baseline configurations, serverless deployment guidelines, and the sustainability assessment pillar.
-#### Cloud Governance
-
-  - **(2023)** [Strategies for consolidating AWS environments](https://aws.amazon.com/de/blogs/mt/strategies-for-consolidating-aws-environments) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Details architectural strategies for consolidating multi-account AWS environments. Explores AWS Organizations setups, control tower governance, and billing unification across enterprise structures.
-  - **(2023)** [Maintain visibility over the use of cloud architecture patterns](https://aws.amazon.com/blogs/architecture/maintain-visibility-over-the-use-of-cloud-architecture-patterns)  [COMMUNITY-TOOL] β€” Outlines frameworks and tools to track, map, and enforce specific cloud architecture patterns across decentralized developer teams, helping prevent systemic configuration drift.
-#### Design Blueprints
-
-  - **(2023)** [AWS application-architecture](https://www.conceptdraw.com/examples/application-architecture) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” An architecture drafting resource providing standard AWS application design templates, components, and layout blocks. Essential for mapping out multi-tier cloud services.
-  - **(2023)** [AWS Architecture Blog](https://aws.amazon.com/blogs/architecture) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The official blog portal showcasing cloud solutions, pattern guides, and engineering strategies written directly by AWS Systems Architects.
-  - **(2023)** [AWS Official Blog](https://blogs.aws.amazon.com) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The master AWS news platform. Tracks every new feature rollout, managed service launch, operational update, and security announcement from AWS engineering groups.
-#### Engineering Culture
-
-  - **(2023)** [dev.to: How Well-Architected Enables Junior Engineers](https://dev.to/aws-builders/how-well-architected-enables-junior-engineers-24j)  [COMMUNITY-TOOL] β€” Examines how the AWS Well-Architected Framework acts as an educational and operational safety net for junior engineers, establishing structured system design patterns across developer teams.
-#### Multi-Region Architecture
-
-  - **(2023)** [Creating a Multi-Region Application with AWS Services – Part 1, Compute, Networking, and Security](https://aws.amazon.com/blogs/architecture/creating-a-multi-region-application-with-aws-services-part-1-compute-and-security) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Part one of a multi-region deployment guide. Covers DNS failover routing with Route 53, cross-region VPC peering, compute distribution, and unified security controls across AWS regions.
-  - **(2023)** [Creating a Multi-Region Application with AWS Services – Part 2, Data and Replication](https://aws.amazon.com/blogs/architecture/creating-a-multi-region-application-with-aws-services-part-2-data-and-replication) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Part two focuses on database replication, global data consistency, storage syncing protocols, and handling split-brain scenarios in multi-region cloud infrastructures.
-#### Production Case Studies
-
-  - **(2023)** [This is My Architecture](https://aws.amazon.com/architecture/this-is-my-architecture)  [COMMUNITY-TOOL] β€” AWS's premier video and article series showcasing production-grade architectural solutions. Focuses on design tradeoffs, performance strategies, and networking topologies of modern web applications.
-### Cloud Governance (1)
-
-#### Case Studies (1)
-
-  - **(2023)** [==github.com/ministryofjustice: Modernisation Platform - Architecture Decisions==](https://github.com/ministryofjustice/modernisation-platform/tree/main/architecture-decision-record) ⭐ 724  [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The public collection of Architecture Decision Records (ADRs) from the UK Ministry of Justice Modernisation Platform. This serves as a key reference for cloud governance, public sector IT standards, and clear decision documentation.
 ## Kubernetes and Platform Engineering
 
 ### Modernization Tools
@@ -171,14 +30,9 @@
 
   - **(2023)** [AWS App2Container: Migrate your Applications to Containers at Scale](https://aws.amazon.com/blogs/architecture/migrate-your-applications-to-containers-at-scale) [ADVANCED LEVEL]  [LEGACY] β€” Introduces AWS App2Container, a tool that automates the migration of legacy .NET and Java web applications into containerized structures ready for deployment on Amazon ECS or EKS.
   - **(2023)** [Let’s Architect! Architecting microservices with containers](https://aws.amazon.com/blogs/architecture/lets-architect-architecting-microservices-with-containers)  [LEGACY] β€” A foundational guide for decoupling large legacy applications. Explores container hosting options on ECS and EKS, microservice discovery patterns, and inter-service security standards.
-## Software Engineering
-
-### Frontend Architecture
-
-#### Design Patterns
-
-  - **(2021)** [Clean Architecture on Frontend](https://bespoyasov.me/blog/clean-architecture-on-frontend) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Adapts Robert C. Martin's Clean Architecture principles to modern client-side frontend applications. Focuses on isolation of core business domains, UI frameworks, and data sources via explicit dependency inversion layers, simplifying testing and future framework transitions.
 
 ---
-πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md)
+πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Oraclecloud](./oraclecloud.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Cloudflare](./cloudflare.md)
 
diff --git a/v2-docs/aws-containers.md b/v2-docs/aws-containers.md
index e1973da0..756b5372 100644
--- a/v2-docs/aws-containers.md
+++ b/v2-docs/aws-containers.md
@@ -8,35 +8,13 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Cloud Infrastructure](#cloud-infrastructure)
   - [AWS](#aws)
     - [Container Compute](#container-compute)
-    - [Container Orchestration](#container-orchestration)
     - [Container Registries](#container-registries)
     - [Continuous Deployment](#continuous-deployment)
-    - [Legacy Tooling](#legacy-tooling)
     - [Security Practices](#security-practices)
-1. [Cloud Native](#cloud-native)
-  - [Kubernetes](#kubernetes)
-    - [Rancher Management](#rancher-management)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [Get started with Amazon EC2 Container Registry (Amazon ECR)](https://docs.aws.amazon.com/AmazonECR/latest/userguide/ECR_GetStarted.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem.
-  - [blog.couchbase.com: Getting Started with Docker for AWS and Scaling Nodes](https://blog.couchbase.com/2016/july/docker-for-aws-getting-started-scaling-nodes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.couchbase.com in the Kubernetes Tools ecosystem.
-  - [medium: Creating CI/CD Pipeline for AWS ECS β€” Part I](https://medium.com/@harshvijaythakkar/creating-ci-cd-pipeline-for-aws-ecs-part-i-b2f61bb1522f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Creating CI/CD Pipeline for AWS ECS β€” Part I in the Kubernetes Tools ecosystem.
-  - [neal-davis.medium.com: ECS vs EC2 vs Lambda](https://neal-davis.medium.com/ecs-vs-ec2-vs-lambda-36b8ca380dea)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering neal-davis.medium.com: ECS vs EC2 vs Lambda in the Kubernetes Tools ecosystem.
-  - [faun.pub: Why We Moved From Lambda to ECS](https://faun.pub/why-we-moved-from-lambda-to-ecs-b84674f31869)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Why We Moved From Lambda to ECS in the Kubernetes Tools ecosystem.
-  - [aws.plainenglish.io: Choosing the Right AWS Container Service: ECS vs. EKS](https://aws.plainenglish.io/choosing-the-right-aws-container-service-ecs-vs-eks-3b11dd078c99)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.plainenglish.io: Choosing the Right AWS Container Service: ECS vs. EKS in the Kubernetes Tools ecosystem.
-  - [A Better Dev/Test Experience: Docker and AWS](https://medium.com/aws-activate-startup-blog/a-better-dev-test-experience-docker-and-aws-291da5ab1238)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering A Better Dev/Test Experience: Docker and AWS in the Kubernetes Tools ecosystem.
-  - [aws.plainenglish.io: How to Push a Docker Image to the AWS ECR](https://aws.plainenglish.io/how-to-push-an-image-to-aws-ecr-b2be848c2ef)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.plainenglish.io: How to Push a Docker Image to the AWS ECR in the Kubernetes Tools ecosystem.
 ## Cloud Infrastructure
 
 ### AWS
@@ -44,34 +22,19 @@
 #### Container Compute
 
   - **(2024)** [Amazon ECS-optimized AMI](https://docs.aws.amazon.com/AmazonECS/latest/developerguide/ecs-optimized_AMI.html) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Reference manual for the AWS-engineered Amazon Machine Image (AMI) preconfigured with the ECS agent, Docker runtime, and optimal container configurations. Utilizing this specialized OS image ensures maximum orchestration performance, reliable telemetry, and security compliance out of the box.
-#### Container Orchestration
-
-  - **(2023)** [cast.ai: AWS EKS vs. ECS vs. Fargate: Where to manage your Kubernetes?](https://cast.ai/blog/aws-eks-vs-ecs-vs-fargate-where-to-manage-your-kubernetes) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A deep dive comparing AWS ECS, EKS, and serverless container execution via AWS Fargate. Synthesizing live cloud architectural trends, it presents insights into financial management, operational simplicity, and dynamic resource scaling, mapping out the trade-offs of using managed VM pools versus completely serverless options.
-  - **(2022)** [clickittech.com: Amazon ECS vs EKS : The Best Container Orchestration Platform](https://www.clickittech.com/cloud-services/amazon-ecs-vs-eks) [N/A CONTENT]  [COMMUNITY-TOOL] β€” This comprehensive comparison highlights the operational differences, cost implications, and architecture layouts of Amazon ECS versus Amazon EKS. EKS targets standard Kubernetes-based deployments requiring high portability, while ECS is a highly optimized, opinionated AWS native orchestrator designed for seamless integration.
-  - **(2021)** [cloudonaut.io: Scaling Container Clusters on AWS: ECS and EKS](https://cloudonaut.io/scaling-container-clusters-on-aws-ecs-eks) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A detailed comparative analysis of scaling strategies between Amazon ECS and EKS clusters. The article walks through key operational considerations, including EC2 Auto Scaling Groups, Karpenter, cluster autoscalers, and resource utilization dynamics, highlighting how choice of orchestration influences microservices scale limits.
 #### Container Registries
 
   - **(2024)** [Amazon EC2 Container Registry Documentation](https://aws.amazon.com/es/documentation/ecr) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Official engineering reference for Amazon ECR, a fully managed OCI-compliant container registry. It covers critical security integrations, image scanning capabilities, cross-region replication configurations, and direct integration with Amazon ECS/EKS to facilitate safe, high-speed container pull actions.
-  - **(2020)** [ecrcp](https://github.com/bit-cloner/ecrcp) [GO CONTENT]  [COMMUNITY-TOOL] β€” A lightweight utility designed to copy Docker images directly between different Amazon ECR registries without requiring local download-and-reupload bandwidth. Useful for cross-account deployments and regional migration tasks in complex enterprise AWS landing zones.
 #### Continuous Deployment
 
   - **(2021)** [Automate rollbacks for Amazon ECS rolling deployments with CloudWatch alarms](https://aws.amazon.com/blogs/containers/automate-rollbacks-for-amazon-ecs-rolling-deployments-with-cloudwatch-alarms) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An architectural guide outlining automated deployment rollback capabilities within ECS rolling deployments. It illustrates how CloudWatch alarms can monitor application health (e.g., HTTP 5xx rates) during active deployments and automatically trigger rollbacks to a previously stable revision to maintain high availability.
-#### Legacy Tooling
-
-  - **(2016)** [Using Docker Machine with AWS](https://blog.scottlowe.org/2016/03/22/using-docker-machine-with-aws) [BASH CONTENT]  [LEGACY] β€” Detailed technical blog post showing how to provision and manage remote Docker engines on AWS using the deprecated Docker Machine utility. While valuable for historical debugging and legacy architecture comprehension, live industry alignment dictates migrating to modern Cloud API alternatives (such as AWS CLI, Terraform, or Rancher).
-  - **(2016)** [Docker Datacenter on the AWS Cloud: Quick Start Reference Deployment](https://aws.amazon.com/es/about-aws/whats-new/2016/06/docker-datacenter-on-the-aws-cloud-quick-start-reference-deployment) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Quick Start guide detailing the automated orchestration of Docker Datacenter (now Mirantis Kubernetes Engine) on AWS. It serves as an architectural design reference from the pre-Kubernetes dominance era, describing multi-zone registry configurations, control planes, and Swarm-based container engines.
 #### Security Practices
 
   - **(2025)** [**awslabs/amazon-ecr-credential-helper: Amazon ECR Docker Credential Helper**](https://github.com/awslabs/amazon-ecr-credential-helper) ⭐ 2703  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A Docker credential helper that handles seamless, transparent IAM-based authentication for Amazon ECR. By removing the need to run periodic 'aws ecr get-login-password' cron jobs, it enhances runtime security by integrating directly with standard IAM Instance Profiles and local AWS config files.
   - **(2022)** [dev.to: Sharing secrets to ECS in an AWS multi-account architecture](https://dev.to/aws-builders/sharing-secrets-to-ecs-in-an-aws-multi-account-architecture-5h1i) [TERRAFORM CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A technical blueprint for cross-account secret management for Amazon ECS using AWS Secrets Manager and Systems Manager (SSM) Parameter Store. It provides security engineers with an architectural approach to maintain strict separation of concerns, principal-of-least-privilege IAM policies, and cross-account IAM role assumption.
-## Cloud Native
-
-### Kubernetes
-
-#### Rancher Management
-
-  - **(2022)** [aws-quickstart.github.io: Rancher on the AWS Cloud. Quick Start Reference Deployment](https://aws-quickstart.github.io/quickstart-eks-rancher) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Official AWS Quick Start reference guide for standing up Rancher on AWS. This architecture installs Rancher on an Amazon EKS cluster, giving enterprise operations teams a unified interface to govern multiple downstream clusters, enforce unified RBAC models, and manage complex multi-tenant environments.
 
 ---
-πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md)
+πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Oraclecloud](./oraclecloud.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/aws-data.md b/v2-docs/aws-data.md
index 375c68ed..a30726ad 100644
--- a/v2-docs/aws-data.md
+++ b/v2-docs/aws-data.md
@@ -8,38 +8,16 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Cloud Infrastructure](#cloud-infrastructure)
   - [AWS](#aws)
-    - [Big Data](#big-data)
-    - [ETL](#etl)
     - [Event Streaming](#event-streaming)
   - [Event Streaming](#event-streaming-1)
     - [Comparison](#comparison)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [Using Spark SQL for ETL](https://blogs.aws.amazon.com/bigdata/post/Tx2D93GZRHU3TES/Using-Spark-SQL-for-ETL)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blogs.aws.amazon.com in the Kubernetes Tools ecosystem.
-  - [medium: No-Code Data Collect API on AWS](https://medium.com/@dima.statz_89242/no-code-data-collect-api-on-aws-d79e3681d204)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: No-Code Data Collect API on AWS in the Kubernetes Tools ecosystem.
 ## Cloud Infrastructure
 
 ### AWS
 
-#### Big Data
-
-  - **(2025)** [**aws.amazon.com/big-data**](https://aws.amazon.com/big-data) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Official AWS portal showcasing enterprise managed data services. Covers analytical platform integrations utilizing Amazon EMR, AWS Glue, Athena, and cloud-native Amazon Redshift.
-  - **(2025)** [**blogs.aws.amazon.com/bigdata**](https://blogs.aws.amazon.com/bigdata) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” AWS Big Data blog feed publishing architectural insights, streaming pipeline blueprints, lake house migrations, and optimized resource configurations on top of AWS analytics stacks.
-#### ETL
-
-  - **(2025)** [==AWS Data Pipeline==](https://aws.amazon.com/glue) [NONE CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Official page of AWS Glue, a fully managed serverless data integration service. Identifies structural discovery using AWS Glue Data Catalog, PySpark ETL execution, and schema registry controls.
-  - **(2025)** [AWS Data Pipeline Documentation](https://docs.aws.amazon.com/data-pipeline) [NONE CONTENT] [DOCUMENTATION] 🌟🌟 [COMMUNITY-TOOL] β€” Classic developer documentation for AWS Data Pipeline. Details the scheduling of batch workflows across EC2 and EMR resources (largely superseded by modern AWS Glue and Step Functions setups).
-  - **(2024)** [AWS Big Data Blog: Category - AWS Data Pipeline](https://aws.amazon.com/blogs/big-data/category/analytics/aws-data-pipeline) [NONE CONTENT] [DOCUMENTATION] 🌟🌟 [LEGACY] β€” Technical blog category detailing legacy deployment setups for AWS Data Pipeline, providing structural templates for data movements before cloud-native ETL tools gained dominance.
 #### Event Streaming
 
   - **(2016)** [**Querying Amazon Kinesis Streams Directly with SQL and Spark Streaming**](https://aws.amazon.com/blogs/big-data/querying-amazon-kinesis-streams-directly-with-sql-and-spark-streaming) [SCALA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Technical blueprint detailing Spark Streaming integration with Amazon Kinesis streams. Discusses record-processing window optimizations, checkpoint configurations, and SQL querying on live event pipelines.
@@ -50,5 +28,7 @@
   - **(2021)** [**whizlabs.com: AWS Kinesis vs Kafka Apache**](https://www.whizlabs.com/blog/kinesis-vs-kafka) [NONE CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Comparative architectural review between AWS Kinesis and Apache Kafka. Analyzes data retention policies, throughput capabilities, scaling overheads, and total cost of ownership (TCO) profiles.
 
 ---
-πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md)
+πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Oraclecloud](./oraclecloud.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Angular](./angular.md)
 
diff --git a/v2-docs/aws-databases.md b/v2-docs/aws-databases.md
index 7653acfb..64150e55 100644
--- a/v2-docs/aws-databases.md
+++ b/v2-docs/aws-databases.md
@@ -8,55 +8,17 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Cloud Infrastructure](#cloud-infrastructure)
   - [AWS Databases](#aws-databases)
     - [Amazon Aurora](#amazon-aurora)
     - [Amazon RDS](#amazon-rds)
-    - [Enterprise Migrations](#enterprise-migrations)
-  - [Database Migration](#database-migration)
-    - [Data Replication](#data-replication)
-    - [Legacy Releases](#legacy-releases)
-    - [Multi-Region Storage](#multi-region-storage)
-    - [Oracle Migrations](#oracle-migrations)
-    - [Schema Conversion](#schema-conversion)
-    - [Whitepapers](#whitepapers)
   - [Databases](#databases)
-    - [Architectural Patterns](#architectural-patterns)
-    - [Compliance and Security](#compliance-and-security)
-    - [Deployments](#deployments)
-    - [High Availability](#high-availability)
-    - [Hybrid Cloud and Edge](#hybrid-cloud-and-edge)
-    - [Legacy Releases](#legacy-releases-1)
-    - [Managed MySQL](#managed-mysql)
-    - [Modernization](#modernization)
     - [NoSQL](#nosql)
-    - [Performance Tuning](#performance-tuning)
-    - [Security](#security)
     - [Serverless Architecture](#serverless-architecture)
-  - [Mobile Development](#mobile-development)
-    - [Legacy Releases](#legacy-releases-2)
 1. [Cloud Native](#cloud-native)
   - [Kubernetes Operators](#kubernetes-operators)
     - [Managed Databases](#managed-databases)
-1. [Data Engineering](#data-engineering)
-  - [Data Warehousing](#data-warehousing)
-    - [ELT Pipeline](#elt-pipeline)
-    - [Performance Tuning](#performance-tuning-1)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [Why Support of PostgreSQL 9.5 by Amazon RDS is Such Great News](https://blog.rubyroidlabs.com/2016/04/postgresql-9-5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.rubyroidlabs.com in the Kubernetes Tools ecosystem.
-  - [Creating a DB Instance Running the Oracle Database Engine](https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_CreateOracleInstance.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem.
-  - [Creating an AWS Schema Conversion Tool Project](https://docs.aws.amazon.com/SchemaConversionTool/latest/userguide/CHAP_SchemaConversionTool.Converting.CreateProject.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem.
-  - [medium: AWS Backup Service for Amazon RDS](https://medium.com/avmconsulting-blog/aws-backup-service-for-amazon-rds-3e6f5827aa66)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: AWS Backup Service for Amazon RDS in the Kubernetes Tools ecosystem.
-  - [Partitioning MySQL on RDS: "How We Partitioned Airbnb’s Main Database in' Two Weeks](https://medium.com/airbnb-engineering/how-we-partitioned-airbnb-s-main-database-in-two-weeks-55f7e006ff21)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Partitioning MySQL on RDS: "How We Partitioned Airbnb’s Main Database in' Two Weeks in the Kubernetes Tools ecosystem.
 ## Cloud Infrastructure
 
 ### AWS Databases
@@ -68,79 +30,15 @@
 
   - **(2026)** [==Working with PostgreSQL, MySQL, and MariaDB Read Replicas - Amazon==](https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_ReadRepl.html) [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Exhaustive official guide detailing the design, limits, and monitoring of read-replicas for open-source engines in AWS RDS. Covers cross-region replication strategies and promoting a replica to master during failovers.
   - **(2026)** [==Working with an Amazon RDS DB Instance in a VPC==](https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_VPC.WorkingWithRDSInstanceinaVPC.html) [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The foundational AWS RDS VPC networking architecture reference. Analyzes subnet group designations, public versus private access configurations, and network isolation topologies for secure DB hosting.
-  - **(2026)** [**Tutorial: Restoring a DB Instance from a DB Snapshot**](https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/CHAP_Tutorials.RestoringFromSnapshot.html) [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Official Amazon RDS guide for restoring database environments from snapshots. Details parameter group mappings, VPC/Subnet target assignments, and DB engine storage allocation shifts during reconstruction.
   - **(2026)** [**AWS Tutorials: Create and Connect to a MySQL Database with Amazon RDS**](https://docs.aws.amazon.com/hands-on/latest/create-mysql-db/create-mysql-db.html) [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A beginner-to-intermediate hands-on tutorial for launching a MySQL DB instance inside AWS RDS. Walks through security group access policies, DB engine parameters, and application tier connectivity patterns.
-  - [Amazon RDS for SQL Server – Support for Windows Authentication](https://aws.amazon.com/blogs/aws/amazon-rds-for-sql-server-support-for-windows-authentication) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explains integration patterns between Amazon RDS for SQL Server and AWS Directory Service (Active Directory). Enables Windows-based enterprise authentication profiles directly inside cloud-hosted relational DBs.
-  - [besanttechnologies.com: AWS – Relational Database Service](https://www.besanttechnologies.com/amazon-web-services-relational-database)  [COMMUNITY-TOOL] β€” A training tutorial covering basic relational database concepts in the cloud. Outlines AWS RDS automated provisioning, scaling limits, backup automation cycles, and failover mechanics.
-  - [sysadminxpert.com: How to Enable Slow Query Logs in AWS RDS MySQL](https://sysadminxpert.com/how-to-enable-slow-query-logs-in-aws-rds-mysql)  [COMMUNITY-TOOL] β€” Explains DB Parameter Group configurations required to identify slow queries in RDS MySQL. Details the collection of metrics, mapping to CloudWatch Logs, and performance fine-tuning tactics.
-#### Enterprise Migrations
-
-  - [Oracle Database on the AWS Cloud: Quick Start Reference Deployment](https://aws.amazon.com/about-aws/whats-new/2016/10/oracle-database-on-the-aws-cloud-quick-start-reference-deployment) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Announcement and reference guide for launching highly available Oracle Database setups on AWS. Provides pre-built CloudFormation architectures mapping storage configurations and licensing models (BYOL).
-### Database Migration
-
-#### Data Replication
-
-  - [AWS Database Migration Service](https://aws.amazon.com/blogs/aws/aws-database-migration-service) [ADVANCED LEVEL]  [ENTERPRISE-STABLE] [LEGACY] β€” Curator Insight introduces AWS Database Migration Service (DMS) as a flexible solution for database consolidation and migration. Live Grounding verifies its operational stability for continuous change data capture (CDC) and schema translation with minimal downtime. It remains a crucial component for large-scale legacy-to-cloud modernization programs.
-#### Legacy Releases
-
-  - **(2016)** [AWS Schema Conversion Tool now supports PostgreSQL as conversion target](https://aws.amazon.com/about-aws/whats-new/2016/01/aws-schema-conversion-tool-postgresql-support) 🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight chronicles the historical release when AWS SCT introduced target support for Amazon RDS PostgreSQL. Live Grounding indicates that this addition laid the groundwork for open-source migrations of commercial PL/SQL and T-SQL. Included for tracing AWS ecosystem historical growth.
-  - [AWS Schema Conversion Tool now supports conversions from Oracle DW and Teradata to Amazon Redshift, Embedded Code Conversion, and Cloud native Code Optimization](https://aws.amazon.com/es/about-aws/whats-new/2016/07/aws-schema-conversion-tool-now-supports-conversions-from-oracle-dw-and-teradata-to-amazon-redshift-embedded-code-conversion-and-cloud-native-code-optimization) [SPANISH CONTENT] [ADVANCED LEVEL]  [LEGACY] β€” Curator Insight announces legacy enhancements to AWS SCT, focusing on target conversions to Amazon Redshift. Live Grounding confirms this enabled automation for migrating complex on-premises data warehouses like Teradata and Oracle DW to modern cloud analytics warehouses. [SPANISH CONTENT]
-#### Multi-Region Storage
-
-  - [Replicate and transform data in Amazon Aurora PostgreSQL across multiple Regions using AWS DMS](https://aws.amazon.com/blogs/database/replicate-and-transform-data-in-amazon-aurora-postgresql-across-multiple-regions-using-aws-dms) [ADVANCED LEVEL]  [ENTERPRISE-STABLE] β€” Curator Insight explains complex data replication and real-time schema transformations using AWS DMS across geographic zones. Live Grounding demonstrates how DMS filters and manipulates streaming CDC events to populate distinct regional schemas. An advanced implementation reference for global multi-region database architectures.
-#### Oracle Migrations
-
-  - [Migrating Oracle databases with near-zero downtime using AWS DMS](https://aws.amazon.com/blogs/database/migrating-oracle-databases-with-near-zero-downtime-using-aws-dms) [ADVANCED LEVEL]  [ENTERPRISE-STABLE] β€” Curator Insight provides blueprint architectures for migrating enterprise-grade Oracle databases with near-zero business impact. Live Grounding details the setup of supplemental logging on Oracle sources and AWS DMS task tuning for high-throughput replication. Outstanding technical playbook for traditional database migrations.
-#### Schema Conversion
-
-  - **(2018)** [cloudacademy.com: Migrating Data to AWS Using the AWS Schema Conversion' Tool: A Preview](https://cloudacademy.com/blog/migrating-data-to-aws) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight offers a high-level technical evaluation of the AWS Schema Conversion Tool (SCT) workflow. Live Grounding shows its practical usefulness in identifying conversion complexity, scoring schema compatibility, and generating automated migration assessment reports. Practical resource for architecture pre-assessment.
-  - [Migrating a commercial database to open source with AWS SCT and AWS DMS](https://aws.amazon.com/blogs/database/migrating-a-commercial-database-to-open-source-with-aws-sct-and-aws-dms) [ADVANCED LEVEL]  [ENTERPRISE-STABLE] [LEGACY] β€” Curator Insight examines how the AWS Schema Conversion Tool (SCT) pairs with DMS to automate SQL dialect conversion. Live Grounding shows that SCT translates legacy stored procedures, views, and functions to Postgres-compatible code before streaming data. Essential for teams driving cloud modernization away from costly commercial engines.
-#### Whitepapers
-
-  - **(2019)** [**Whitepaper: Migrating Your Databases to AWS**](https://aws.amazon.com/dms/?audit=2019q1) [ADVANCED LEVEL] 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” Curator Insight offers a comprehensive methodology and step-by-step guidance for planning and executing database migrations to AWS. Live Grounding reviews key architectural patterns, conversion tools (AWS SCT), and common anti-patterns. Crucial reading for enterprise modernization and cloud adoption planning.
 ### Databases
 
-#### Architectural Patterns
-
-  - [thenewstack.io: Diving into AWS Databases: Amazon RDS and DynamoDB Explained](https://thenewstack.io/diving-into-aws-databases-amazon-rds-and-dynamodb-explained)  [COMMUNITY-TOOL] β€” Curator Insight compares relational databases (RDS) and non-relational databases (DynamoDB) on AWS. Live Grounding emphasizes the trade-offs of relational constraints and ACID compliance against horizontal scaling and key-value performance. Recommended for architects mapping domain data requirements to cloud storage options.
-#### Compliance and Security
-
-  - [Auditing for highly regulated industries using Amazon Aurora PostgreSQL](https://aws.amazon.com/blogs/database/auditing-for-highly-regulated-industries-using-amazon-aurora-postgresql) [ADVANCED LEVEL]  [ENTERPRISE-STABLE] β€” Curator Insight details compliance and auditing methodologies for highly regulated sectors utilizing Amazon Aurora PostgreSQL. Live Grounding confirms the deployment patterns involve pgAudit integration, AWS CloudWatch Logs, and database activity streams. It provides actionable reference designs for achieving HIPAA, PCI-DSS, and SOC compliance.
-#### Deployments
-
-  - [Amazon Aurora PostgreSQL blue/green deployment using fast database cloning](https://aws.amazon.com/blogs/database/amazon-aurora-postgresql-blue-green-deployment-using-fast-database-cloning) [ADVANCED LEVEL]  [ENTERPRISE-STABLE] β€” Curator Insight outlines zero-downtime database upgrades utilizing Aurora PostgreSQL's fast database cloning mechanism. Live Grounding validates that the strategy leverages copy-on-write storage architecture to create isolated environments for risk-free schema testing and updates. This significantly reduces sync latency and production migration risks.
-#### High Availability
-
-  - [New Amazon RDS for MySQL & PostgreSQL Multi-AZ Deployment Option: Improved' Write Performance & Faster Failover](https://aws.amazon.com/blogs/aws/amazon-rds-multi-az-db-cluster) [ADVANCED LEVEL]  [ENTERPRISE-STABLE] β€” Curator Insight highlights the introduction of Amazon RDS Multi-AZ DB clusters designed with two readable standbys and transaction log replication. Live Grounding demonstrates write performance improvements of up to 2x alongside faster failover times (typically under 35 seconds). This architecture mitigates standard single-standby replication latency bottlenecks.
-#### Hybrid Cloud and Edge
-
-  - [New – Create Microsoft SQL Server Instances of Amazon RDS on AWS Outposts](https://aws.amazon.com/blogs/aws/new-create-microsoft-sql-server-instances-of-amazon-rds-on-aws-outposts)  [COMMUNITY-TOOL] β€” Curator Insight highlights the expansion of Amazon RDS capabilities to hybrid environments using AWS Outposts. Live Grounding verifies this enables low-latency, on-premises execution of Microsoft SQL Server workloads with cloud-style managed operations. The architecture supports local data residency while utilizing automated backups and scaling.
-#### Legacy Releases (1)
-
-  - [Amazon RDS for PostgreSQL Enhancements: Support for new minor versions,' Logical Replication, and Amazon RDS PostgreSQL as a source for AWS DMS](https://aws.amazon.com/about-aws/whats-new/2016/09/amazon-rds-for-postgresql-enhancements-support-for-new-minor-versions-logical-replication-and-amazon-rds-postgresql-as-a-source-for-aws-dms)  [COMMUNITY-TOOL] β€” Curator Insight details historical native enhancements to Amazon RDS PostgreSQL, including foundational logical replication capability. Live Grounding notes that this 2016 release unlocked the capability to use RDS PostgreSQL as a source for change-data capture in AWS DMS. Included for tracing the lineage of managed PostgreSQL features.
-#### Managed MySQL
-
-  - **(2021)** [percona.com: The Benefits of Amazon RDS for MySQL](https://www.percona.com/blog/the-benefits-of-amazon-rds-for-mysql) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight emphasizes Percona's neutral evaluation of the trade-offs of hosting MySQL on Amazon RDS. Live Grounding confirms the study analyzes management convenience against limitations in configuration flexibility and performance tuning. Highly useful for database administrators comparing DIY cloud hosting with managed services.
-#### Modernization
-
-  - [Modernize database stored procedures to use Amazon Aurora PostgreSQL federated queries, pg_cron, and AWS Lambda](https://aws.amazon.com/blogs/database/modernize-database-stored-procedures-to-use-amazon-aurora-postgresql-federated-queries-pg_cron-and-aws-lambda) [ADVANCED LEVEL]  [ENTERPRISE-STABLE] [LEGACY] β€” Curator Insight details the modernization of legacy stored procedures within PostgreSQL by offloading business logic. Live Grounding shows how pg_cron scheduled jobs trigger serverless AWS Lambda functions via external federated queries. This architectural pattern untangles database compute from core transaction processing.
 #### NoSQL
 
   - [Let’s Architect! Architecting with Amazon DynamoDB](https://aws.amazon.com/blogs/architecture/lets-architect-architecting-with-amazon-dynamodb) [ADVANCED LEVEL]  [ENTERPRISE-STABLE] β€” Curator Insight presents an architectural masterclass on schema design and partitioning in Amazon DynamoDB. Live Grounding verifies the recommendations cover single-table design, global secondary indexes (GSIs), and write-sharding strategies. It is an indispensable guide for engineers building highly scalable, low-latency microservices.
-#### Performance Tuning
-
-  - [migops.com: Is Aurora PostgreSQL really faster and cheaper than RDS PostgreSQL' – Benchmarking](https://www.migops.com/blog/2021/11/26/is-aurora-postgresql-really-faster-and-cheaper-than-rds-postgresql-benchmarking) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Curator Insight provides an empirical benchmarking study comparing Aurora PostgreSQL with standard RDS PostgreSQL. Live Grounding highlights that the performance gains of Aurora's shared-storage architecture are highly dependent on transaction volume and write-heavy workloads. This resource offers critical sizing and financial analysis for database architects.
-#### Security
-
-  - [Securely connect to an Amazon RDS or Amazon EC2 database instance remotely with your preferred GUI](https://aws.amazon.com/blogs/database/securely-connect-to-an-amazon-rds-or-amazon-ec2-database-instance-remotely-with-your-preferred-gui)  [COMMUNITY-TOOL] β€” Curator Insight addresses the configuration challenges of securely managing private databases remotely using visual tools. Live Grounding confirms the methodology relies on SSH tunneling, AWS Systems Manager (SSM) Session Manager, or VPC client VPN endpoints to bypass the need for public IP addresses. This aligns with zero-trust architectural principles.
 #### Serverless Architecture
 
   - [Amazon RDS Proxy – Now Generally Available](https://aws.amazon.com/es/blogs/aws/amazon-rds-proxy-now-generally-available) [SPANISH CONTENT]  [DE FACTO STANDARD] β€” Curator Insight presents Amazon RDS Proxy as a managed solution to handle high database connection concurrency. Live Grounding validates that RDS Proxy multiplexes connections, bypassing the performance degradation caused by high serverless (AWS Lambda) spin-up events. A critical integration pattern for cloud-native microservices. [SPANISH CONTENT]
-### Mobile Development
-
-#### Legacy Releases (2)
-
-  - [Easily model your app data in a NoSQL database with AWS Mobile Hub](https://aws.amazon.com/es/about-aws/whats-new/2016/06/easily-model-your-app-data-in-a-nosql-database-with-aws-mobile-hub) [SPANISH CONTENT]  [LEGACY] β€” Curator Insight details a legacy utility tool (AWS Mobile Hub) that assisted developers in bootstrapping NoSQL data layers. Live Grounding highlights that AWS Mobile Hub has been replaced by the more powerful AWS Amplify framework. Included for legacy archeological reference. [SPANISH CONTENT]
 ## Cloud Native
 
 ### Kubernetes Operators
@@ -148,17 +46,9 @@
 #### Managed Databases
 
   - [itnext.io: Manage Redis on AWS from Kubernetes](https://itnext.io/manage-redis-on-aws-from-kubernetes-eeadba7eb889) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Curator Insight describes how to manage AWS ElastiCache for Redis directly from Kubernetes. Live Grounding highlights using AWS Controllers for Kubernetes (ACK) or Crossplane to define managed Redis instances as custom resources (CRDs). This unifies stateful cloud infrastructure management within standard GitOps workflows.
-## Data Engineering
-
-### Data Warehousing
-
-#### ELT Pipeline
-
-  - **(2020)** [**revenuecat.com: Replicating a postgresql cluster to redshift**](https://www.revenuecat.com/blog/engineering/replicating-a-postgresql-cluster-to-redshift) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight presents RevenueCat's engineering experience replicating high-throughput transactional Postgres databases into AWS Redshift. Live Grounding evaluates the trade-offs of AWS DMS, custom streaming code, and data synchronization patterns. Offers real-world insights on scale, column-mapping issues, and operational bottlenecks.
-#### Performance Tuning (1)
-
-  - **(2021)** [**Tutorial: Tuning Table Design**](https://docs.aws.amazon.com/redshift/latest/dg/tutorial-tuning-tables.html) [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight provides the authoritative AWS tutorial on optimizing Amazon Redshift table structures. Live Grounding highlights deep configurations including distribution styles (KEY, ALL, EVEN), sort keys (compound vs interleaved), and compression encodings. Essential reading for data platform engineers scaling cloud-native data warehouses.
 
 ---
-πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md)
+πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Oraclecloud](./oraclecloud.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/aws-devops.md b/v2-docs/aws-devops.md
index 424a3e34..ce57222b 100644
--- a/v2-docs/aws-devops.md
+++ b/v2-docs/aws-devops.md
@@ -8,74 +8,25 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [Cloud Providers](#cloud-providers)
-  - [AWS](#aws)
-    - [Infrastructure-as-Code](#infrastructure-as-code)
 1. [Cloud-Native Provisioning](#cloud-native-provisioning)
   - [CICD Integration](#cicd-integration)
-    - [AWS CodeDeploy](#aws-codedeploy)
     - [AWS CodePipeline](#aws-codepipeline)
     - [AWS DevOps](#aws-devops)
-    - [CDK Pipelines](#cdk-pipelines)
-    - [Comparisons](#comparisons)
-    - [Jenkins Integration](#jenkins-integration)
-  - [Observability](#observability)
-    - [AWS DevOps Guru](#aws-devops-guru)
 1. [Multi-Cluster and Edge](#multi-cluster-and-edge)
   - [Cluster Federation](#cluster-federation)
     - [Admiralty](#admiralty)
     - [Serverless Integration](#serverless-integration)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [Amazon DevOps Guru](https://aws.amazon.com/devops/-guru)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem.
-  - [AWS CodeDeploy: Deploying from a Development Account to a Production Account](https://blogs.aws.amazon.com/application-management/post/Tx3PE3JTSVJSFI7/AWS-CodeDeploy-Deploying-from-a-Development-Account-to-a-Production-Account)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blogs.aws.amazon.com in the Kubernetes Tools ecosystem.
-  - [blazemeter.com: Three Ways DevOps Benefit from AWS CodePipeline](https://blazemeter.com/blog/three-ways-devops-benefit-aws-codepipeline)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blazemeter.com: Three Ways DevOps Benefit from AWS CodePipeline in the Kubernetes Tools ecosystem.
-  - [aws.plainenglish.io: AWS CodePipeline for Amazon ECS](https://aws.plainenglish.io/aws-codepipeline-for-amazon-ecs-part-2-a-blue-green-deployment-type-c162fd73be91)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.plainenglish.io: AWS CodePipeline for Amazon ECS in the Kubernetes Tools ecosystem.
-  - [medium.com/@d.kumarkaran12: DevSecOps with AWS CodePipeline and ECS](https://medium.com/@d.kumarkaran12/devsecops-with-aws-codepipeline-and-ecs-c800f139a9ee)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@d.kumarkaran12: DevSecOps with AWS CodePipeline and ECS in the Kubernetes Tools ecosystem.
-## Cloud Providers
-
-### AWS
-
-#### Infrastructure-as-Code
-
-  - **(2018)** [aws.amazon.com: AWS Quick Start (OpenShift 3.11 on AWS)](https://aws.amazon.com/solutions) [CLOUDFORMATION CONTENT] [ADVANCED LEVEL]  [LEGACY] β€” Legacy AWS CloudFormation deployment template for automating OpenShift 3.11 cluster topologies. Serves as an architectural reference for VPC subnet divisions and multi-AZ load-balancer routing in early cloud-native systems.
 ## Cloud-Native Provisioning
 
 ### CICD Integration
 
-#### AWS CodeDeploy
-
-  - **(2022)** [adamtheautomator.com: Getting Started with AWS CodeDeploy](https://adamtheautomator.com/aws-codedeploy) [YAML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Walkthrough outlining primary configuration steps, appspec.yml lifecycle hook schemas, and target group integrations inside the AWS CodeDeploy ecosystem.
 #### AWS CodePipeline
 
-  - **(2026)** [AWS Partner Network - CodePipeline Integrations](https://aws.amazon.com/es/codepipeline/product-integrations) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Technical integration matrix detailing partner-supported build, testing, and security scanning extensions available for AWS CodePipeline deployment pipelines.
   - **(2022)** [aws.amazon.com: AWS CodePipeline adds support for Branch-based development and Monorepos](https://aws.amazon.com/blogs/devops/aws-codepipeline-adds-support-for-branch-based-development-and-monorepos)  [COMMUNITY-TOOL] β€” Release analysis highlighting newly added monorepo and branch-specific triggers within AWS CodePipeline, optimizing continuous delivery workflows and reducing build execution times.
 #### AWS DevOps
 
-  - **(2026)** [AWS DevOps Blog](https://aws.amazon.com/blogs/devops)  [COMMUNITY-TOOL] β€” The authoritative AWS blog containing continuous architectural blueprints, release notes, and real-world implementation case studies for optimizing deployment patterns on Amazon Web Services.
   - **(2026)** [Continuous Deployment with AWS](https://aws.amazon.com/blogs/devops/tag/continuous-deployment)  [COMMUNITY-TOOL] β€” Curated collection of continuous deployment strategies optimized for AWS runtimes. Explains canary releases, blue/green cluster migrations, and automated rollbacks on ECS and EKS.
-#### CDK Pipelines
-
-  - **(2021)** [aws.amazon.com: Multi-branch pipeline management and infrastructure deployment using AWS CDK Pipelines](https://aws.amazon.com/blogs/devops/multi-branch-pipeline-management-and-infrastructure-deployment-using-aws-cdk-pipelines) [TYPESCRIPT CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Advanced engineering tutorial detailing how to set up dynamic, multi-branch environments using AWS CDK Pipelines, enabling code-driven promotion of cloud architectures.
-#### Comparisons
-
-  - **(2021)** [k21academy.com: AWS DevOps Vs. Azure DevOps](https://k21academy.com/aws-cloud/aws-devops-vs-azure-devops)  [COMMUNITY-TOOL] β€” Comparative structural analysis pitting the AWS DevOps suite against Microsoft Azure DevOps, evaluating build pricing, third-party integrations, and native Kubernetes support configurations.
-#### Jenkins Integration
-
-  - **(2021)** [Setting Up the Jenkins Plugin for AWS CodeDeploy](https://aws.amazon.com/blogs/devops/setting-up-the-jenkins-plugin-for-aws-codedeploy) [JAVA CONTENT]  [GUIDE] [LEGACY] β€” Step-by-step setup guide for configuring the AWS CodeDeploy Jenkins plugin, allowing legacy, on-prem Jenkins orchestrations to deploy code artifacts directly to AWS cloud groups.
-### Observability
-
-#### AWS DevOps Guru
-
-  - **(2021)** [infoq.com: AWS Launches Amazon DevOps Guru](https://www.infoq.com/news/2021/01/aws-devops-guru)  [COMMUNITY-TOOL] β€” Technical product announcement introducing Amazon DevOps Guru, an ML-driven operations assistant that parses CloudWatch metrics and traces to proactively alert operators to system anomalies.
 ## Multi-Cluster and Edge
 
 ### Cluster Federation
@@ -89,5 +40,7 @@
   - **(2021)** [admiralty.io: Multi-Region AWS Fargate on EKS](https://admiralty.io/docs/tutorials/fargate) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Granular implementation tutorial for deploying Admiralty proxy schedulers to configure cross-cluster communication channels that target serverless AWS Fargate environments in multi-region setups.
 
 ---
-πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md)
+πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Oraclecloud](./oraclecloud.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Angular](./angular.md)
 
diff --git a/v2-docs/aws-messaging.md b/v2-docs/aws-messaging.md
index be1e7ece..86b77fde 100644
--- a/v2-docs/aws-messaging.md
+++ b/v2-docs/aws-messaging.md
@@ -8,34 +8,11 @@
 
 ## Table of Contents
 
-1. [Application Integration](#application-integration)
-  - [Messaging Services](#messaging-services)
-    - [AWS Integration](#aws-integration)
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Cloud Infrastructure](#cloud-infrastructure)
   - [AWS](#aws)
     - [Event-Driven Architecture](#event-driven-architecture)
-    - [Messaging Services](#messaging-services-1)
+    - [Messaging Services](#messaging-services)
 
-## Application Integration
-
-### Messaging Services
-
-#### AWS Integration
-
-  - **(2025)** [**Amazon SQS FAQs**](https://aws.amazon.com/sqs/faqs) [MARKDOWN CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The official FAQ suite detailing Amazon SQS's scaling behavior, FIFO queue logic, dead-letter configurations, encryption capabilities, and pricing metrics.
-  - **(2023)** [dev.to: Getting started with SNS and SQS](https://dev.to/aws-builders/getting-started-with-sns-and-sqs-3m4i) [MARKDOWN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Provides a practical introduction to setting up AWS Simple Notification Service (SNS) and Simple Queue Service (SQS) patterns, outlining operational configurations for messaging-driven microservices.
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [Limits in Amazon SQS](https://docs.aws.amazon.com/AWSSimpleQueueService/latest/SQSDeveloperGuide/sqs-limits.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem.
-  - [enlear.academy: How To Build a Scalable Email Notification Service Using' AWS](https://enlear.academy/how-to-build-a-scalable-email-service-using-aws-d404b347a7fb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering enlear.academy: How To Build a Scalable Email Notification Service Using' AWS in the Kubernetes Tools ecosystem.
-  - [faun.pub: Implementing Event Driven Architecture With AWS EventBridge β€”' Event-Driven Messaging Pattern](https://faun.pub/implementing-event-driven-architecture-with-aws-eventbridge-event-driven-messaging-pattern-9d29262bfade)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Implementing Event Driven Architecture With AWS EventBridge β€”' Event-Driven Messaging Pattern in the Kubernetes Tools ecosystem.
 ## Cloud Infrastructure
 
 ### AWS
@@ -43,10 +20,12 @@
 #### Event-Driven Architecture
 
   - **(2020)** [Building an event-driven application with Amazon EventBridge](https://aws.amazon.com/blogs/compute/building-an-event-driven-application-with-amazon-eventbridge) [N/A CONTENT]  [COMMUNITY-TOOL] β€” This AWS architecture blog details how to design and build serverless event-driven applications using Amazon EventBridge. It highlights the platform's ability to act as a centralized serverless event bus that simplifies decoupled communication across distributed microservices by routing events using declarative rules. The pattern eliminates custom routing code, improving structural robustness.
-#### Messaging Services (1)
+#### Messaging Services
 
   - **(2022)** [dev.to: When to SNS or SQS](https://dev.to/aws-builders/when-to-sns-or-sqs-2aji) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A technical comparison of Amazon Simple Notification Service (SNS) and Simple Queue Service (SQS) within event-driven architectures. It details SNS's pub-sub push mechanism versus SQS's pull-based queueing model, analyzing throughput characteristics and decoupling strategies. This guide clarifies architectural patterns for integrating microservices via point-to-point and fan-out message routing.
 
 ---
-πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md)
+πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Oraclecloud](./oraclecloud.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Cloudflare](./cloudflare.md)
 
diff --git a/v2-docs/aws-miscellaneous.md b/v2-docs/aws-miscellaneous.md
index 45edd726..ae7bc029 100644
--- a/v2-docs/aws-miscellaneous.md
+++ b/v2-docs/aws-miscellaneous.md
@@ -11,43 +11,13 @@
 1. [Application Development](#application-development)
   - [Container Orchestration](#container-orchestration)
     - [App Runner](#app-runner)
-  - [Frontend and Mobile](#frontend-and-mobile)
-    - [AWS Amplify](#aws-amplify)
   - [Microservices](#microservices)
     - [E-commerce Reference](#e-commerce-reference)
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Cloud Infrastructure](#cloud-infrastructure)
   - [AWS](#aws)
-    - [Application Deployment](#application-deployment)
-    - [Application Platform Updates](#application-platform-updates)
-    - [Cloud Migration](#cloud-migration)
-    - [Configuration Management](#configuration-management)
-    - [Hybrid Cloud](#hybrid-cloud)
-    - [Infrastructure APIs](#infrastructure-apis)
-    - [Infrastructure Operations](#infrastructure-operations)
     - [Load Balancing](#load-balancing)
-    - [PaaS Architecture](#paas-architecture)
     - [PaaS Platform](#paas-platform)
     - [Web Servers](#web-servers)
-  - [Ecosystem](#ecosystem)
-    - [AWS Partners](#aws-partners)
-    - [Case Studies](#case-studies)
-  - [FinOps](#finops)
-    - [Cost Optimization](#cost-optimization)
-  - [FinOps and Sustainability](#finops-and-sustainability)
-    - [Green Ops](#green-ops)
-  - [High Performance Computing](#high-performance-computing)
-    - [Life Sciences](#life-sciences)
-  - [IoT and Edge](#iot-and-edge)
-    - [AWS IoT Core](#aws-iot-core)
-  - [Migration](#migration)
-    - [AWS MGN](#aws-mgn)
-  - [Operations](#operations)
-    - [Service Quotas](#service-quotas)
-  - [Virtual Private Servers](#virtual-private-servers)
-    - [AWS Lightsail](#aws-lightsail)
 1. [Cloud Native Infrastructure](#cloud-native-infrastructure)
   - [Service Mesh](#service-mesh)
     - [AWS](#aws-1)
@@ -56,34 +26,16 @@
     - [IoT Platforms](#iot-platforms)
 1. [Infrastructure as Code](#infrastructure-as-code)
   - [AWS CDK](#aws-cdk)
-    - [Core Platform](#core-platform)
-    - [EKS and Kubernetes](#eks-and-kubernetes)
-    - [Migration Tools](#migration-tools)
     - [Serverless Applications](#serverless-applications)
-  - [Alternative IaC](#alternative-iac)
-    - [SST](#sst)
 1. [Networking and Security](#networking-and-security)
-  - [Identity and Access](#identity-and-access)
-    - [Secrets Management](#secrets-management)
-  - [Remote Access](#remote-access)
-    - [AWS Systems Manager](#aws-systems-manager)
   - [Service Mesh](#service-mesh-1)
     - [Multi-Account](#multi-account)
-1. [Organizational Culture](#organizational-culture)
-  - [Migration Journeys](#migration-journeys)
-    - [Trainline](#trainline)
 1. [Serverless](#serverless)
   - [Voice User Interfaces](#voice-user-interfaces)
     - [Alexa Skills](#alexa-skills)
 1. [Testing and Chaos](#testing-and-chaos)
-  - [Chaos Engineering](#chaos-engineering)
-    - [AWS FIS](#aws-fis)
   - [Debugging](#debugging)
     - [AWS Troubleshooting](#aws-troubleshooting)
-  - [Local Emulation](#local-emulation)
-    - [AWS Emulation](#aws-emulation)
-    - [EC2 Metadata](#ec2-metadata)
-    - [Gitpod Integration](#gitpod-integration)
 
 ## Application Development
 
@@ -94,114 +46,25 @@
   - **(2026)** [AWS App Runner 🌟](https://aws.amazon.com/apprunner) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight outlines AWS App Runner as a fully managed container service for rapid web application and API deployment. Live Grounding confirms its position in 2026 as a premier choice for developers wanting to bypass Kubernetes complexity, offering automated load balancing, scaling, and TLS termination directly from source code or ECR.
   - **(2022)** [Architecting for resiliency on AWS App Runner](https://aws.amazon.com/blogs/containers/architecting-for-resiliency-on-aws-app-runner) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Curator Insight focuses on engineering multi-region, high-availability, and fault-tolerant topologies with App Runner. Live Grounding shows that resilient patterns rely on Route 53 routing, pilot light databases, and robust custom health checks to sustain production-grade service availability.
   - **(2021)** [dev.to: AWS App Runner : How to deploy containerized applications using App Runner](https://dev.to/aws-builders/aws-app-runner-how-to-deploy-containerized-applications-using-app-runner-1f7c) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight details the operational steps for configuring and running Dockerized workloads on AWS App Runner. Live Grounding verifies this as a classic, high-value guide for transitioning traditional VMs to serverless containers without having to manage raw ECS or EKS orchestration.
-### Frontend and Mobile
-
-#### AWS Amplify
-
-  - **(2026)** [docs.amplify.aws: Set up Amplify Auth](https://docs.amplify.aws/javascript/build-a-backend/auth/set-up-auth) [JAVASCRIPT CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight provides a guided reference for setting up secure Cognito authentication in JS applications via Amplify. Live Grounding validates this as the standard security integration method for frontend architectures, offering seamless token management, MFA, and federated identity providers out of the box.
-  - **(2022)** [blog.logrocket.com: AWS Amplify and React Native: A tutorial](https://blog.logrocket.com/aws-amplify-react-native-tutorial-examples) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight steps through the integration of AWS Amplify into React Native projects for seamless mobile backend generation. Live Grounding confirms this setup remains a highly efficient workflow, though development teams in 2026 now focus heavily on Amplify Gen 2, which utilizes TypeScript-first code-first DX.
-  - **(2021)** [dev.to: 10 New AWS Amplify Features to Check Out](https://dev.to/aws/10-new-aws-amplify-features-to-check-out-4291) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight catalogues critical feature updates in AWS Amplify to accelerate full-stack delivery. Live Grounding shows that while these specific features laid the foundation, modern Amplify ecosystems have converged around Next.js SSR support and CDK-based extensibility.
 ### Microservices
 
 #### E-commerce Reference
 
   - **(2021)** [Architecting a Highly Available Serverless, Microservices-Based Ecommerce Site](https://aws.amazon.com/blogs/architecture/architecting-a-highly-available-serverless-microservices-based-ecommerce-site) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Curator Insight details the design of a highly available, multi-region e-commerce platform using EventBridge, Cognito, Lambda, and DynamoDB. Live Grounding shows this architecture represents the gold standard for serverless distributed microservices, emphasizing event-driven decoupling and global data consistency.
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [bbvanexttechnologies.com: CΓ³mo definir infraestructura como cΓ³digo en AWS' con CDK](https://www.bbvanexttechnologies.com/como-definir-infraestructura-como-codigo-en-aws-con-cdk)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering bbvanexttechnologies.com: CΓ³mo definir infraestructura como cΓ³digo en AWS' con CDK in the Kubernetes Tools ecosystem.
-  - [medium.com/contino-engineering: We’ve begun to move towards the AWS CDK' and here’s why](https://medium.com/contino-engineering/weve-begun-to-move-towards-the-aws-cdk-and-here-s-why-69c8fad688b3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/contino-engineering: We’ve begun to move towards the AWS CDK' and here’s why in the Kubernetes Tools ecosystem.
-  - [medium.com/simform-engineering: Infrastructure as Code and CI/CD in Practice' with AWS CDK](https://medium.com/simform-engineering/infrastructure-as-code-and-ci-cd-in-practice-with-aws-cdk-bd0685b361f8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/simform-engineering: Infrastructure as Code and CI/CD in Practice' with AWS CDK in the Kubernetes Tools ecosystem.
-  - [faun.pub: Using AWS Session Manager For Port Forwarding To Remote Hosts](https://faun.pub/using-aws-session-manager-for-port-forwarding-to-remote-hosts-8168589ba579)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Using AWS Session Manager For Port Forwarding To Remote Hosts in the Kubernetes Tools ecosystem.
-  - [medium.com/@mike_tyson_cloud: AWS Landing Zone: Mastering the Architecture' β€” Best Practices and Design Secrets](https://medium.com/@mike_tyson_cloud/aws-landing-zone-mastering-the-architecture-best-practices-and-design-secrets-a37746f72962)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@mike_tyson_cloud: AWS Landing Zone: Mastering the Architecture' β€” Best Practices and Design Secrets in the Kubernetes Tools ecosystem.
 ## Cloud Infrastructure
 
 ### AWS
 
-#### Application Deployment
-
-  - **(2016)** [Creating and Deploying PHP Applications on AWS Elastic Beanstalk](https://docs.aws.amazon.com/elasticbeanstalk/latest/dg/create_deploy_PHP_eb.html) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Step-by-step developer guide for compiling, structuring, and launching robust PHP packages on AWS Beanstalk. Documents configuring system environment files and customized runtime settings.
-#### Application Platform Updates
-
-  - **(2016)** [AWS Elastic Beanstalk Supports ASP.NET Core and Multi-App .NET Support](https://aws.amazon.com/about-aws/whats-new/2016/08/aws-elastic-beanstalk-supports-asp-net-core-and-multi-app-net-support) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Highlights the 2016 platform expansion adding native support for ASP.NET Core applications and multi-app configuration models in Elastic Beanstalk Windows instances.
-#### Cloud Migration
-
-  - **(2016)** [AWS Application Discovery Service](https://docs.aws.amazon.com/application-discovery/latest/userguide/what-is-appdiscovery.html) [DOCUMENTATION]  [LEGACY] β€” AWS service that inventories and parses physical and virtual systems inside legacy on-premises environments. Maps active server dependencies and gathers CPU, RAM, and network utilization profiles to plan cloud migrations.
-  - **(2016)** [AWS Application Discovery Service Update – Agentless Discovery for VMware](https://aws.amazon.com/blogs/aws/aws-application-discovery-service-update-agentless-discovery-for-vmware) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” AWS announcement showing how Application Discovery Service interfaces directly with VMware vCenter environments. Avoids OS agent dependencies to quickly construct VM topology maps.
-#### Configuration Management
-
-  - **(2016)** [youtube: AWS OpsWorks Overview and Demo](https://www.youtube.com/watch?v=cj_LoG6C2xk&list=PLR3sVanzLpJN6BiYS20K4BMPpiDGifbZy)  [COMMUNITY-TOOL] β€” Visual and technical walkthrough demonstrating configuration layers, application deployments, and runtime lifecycle hooks executed via AWS OpsWorks stack engines.
-  - **(2013)** [AWS OpsWorks](https://aws.amazon.com) [DOCUMENTATION]  [LEGACY] β€” A managed configuration management platform utilizing Chef or Puppet layers. *2026 Engineering Reality*: Now classified as legacy, with standard DevOps workflows adopting AWS Systems Manager (SSM) and Terraform for infrastructure automation.
-#### Hybrid Cloud
-
-  - **(2017)** [VMware Cloud on AWS](https://aws.amazon.com/es/vmware) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official architectural landing page for VMware Cloud on AWS. Outlines SDDC framework deployments on bare-metal infrastructure, enabling disaster recovery, capacity bursting, and seamless VM migrations.
-#### Infrastructure APIs
-
-  - **(2021)** [AWS Cloud Control API](https://aws.amazon.com/cloudcontrolapi) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Detailed programmatic standard for the Cloud Control API. Unifies CRUDL interactions across hundreds of AWS resource classes and third-party integration schemas, facilitating custom provisioning engine designs.
-  - **(2021)** [AWS Cloud Control API, a Uniform API to Access AWS & Third-Party Services](https://aws.amazon.com/blogs/aws/announcing-aws-cloud-control-api) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official blog introduction announcing the Cloud Control API. Discusses how standardization simplifies life for infrastructure-as-code creators (e.g., Terraform, Pulumi) by delivering instant support for new cloud capabilities.
-#### Infrastructure Operations
-
-  - **(2016)** [blog.rackspace.com: Patch and AMI Management for Windows on AWS](https://blog.rackspace.com/patch-and-ami-management-for-windows-on-aws)  [LEGACY] β€” Engineering blog clarifying patch administration, automated AMI construction, and system compliance practices for running legacy or enterprise Windows Server nodes on AWS.
 #### Load Balancing
 
   - **(2016)** [AWS Elastic Beanstalk Supports Application Load Balancer](https://aws.amazon.com/about-aws/whats-new/2016/08/aws-elastic-beanstalk-supports-application-load-balancer) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Product release documentation outlining integration of Application Load Balancers (ALBs) with Elastic Beanstalk. Unlocks path-based routing, target group pooling, and secure WebSocket connections.
   - **(2016)** [Configuring an Application Load Balancer](https://docs.aws.amazon.com/elasticbeanstalk/latest/dg/environments-cfg-applicationloadbalancer.html) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Operational guide detailing how to declare, scale, and tune target parameters and routing policies on Application Load Balancers inside active Elastic Beanstalk projects.
-#### PaaS Architecture
-
-  - **(2016)** [Deploying a High-Availability PHP Application with an External Amazon RDS Database to Elastic Beanstalk](https://docs.aws.amazon.com/elasticbeanstalk/latest/dg/php-ha-tutorial.html) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” AWS deployment blueprint detailing how to structure a multi-availability zone PHP application using Beanstalk. Integrates an external multi-AZ Amazon RDS configuration to build failover resilience.
 #### PaaS Platform
 
   - **(2011)** [AWS Elastic Beanstalk Documentation](https://aws.amazon.com/documentation/elastic-beanstalk) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official reference architecture and deployment guide for AWS Elastic Beanstalk. Simplifies cloud application lifecycle management by handling capacity provisioning, balancing, scaling, and platform patching.
 #### Web Servers
 
   - **(2016)** [AWS Elastic Beanstalk Supports Nginx Proxy Server with Tomcat](https://aws.amazon.com/about-aws/whats-new/2016/08/aws-elastic-beanstalk-supports-nginx-proxy-server-with-tomcat) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Feature documentation announcing native Nginx reverse proxy configurations sitting in front of Apache Tomcat platforms in Beanstalk. Optimizes delivery of static assets and client routing.
-### Ecosystem
-
-#### AWS Partners
-
-  - **(2026)** [AWS Partner Network](https://aws.amazon.com/partners) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight highlights the portal for finding verified APN Technology and Consulting partners. Live Grounding shows AWS Partner Network remains the core commercial engine for AWS, facilitating ISV integrations, validated architectures, and professional service engagements globally.
-#### Case Studies
-
-  - **(2025)** [AWS Partner Network (APN) blog](https://aws.amazon.com/blogs/apn) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight focuses on architecture walkthroughs, such as deploying high-availability services on AWS using Spotinst (now Spot by NetApp) and configuring Active Directory SSO. Live Grounding validates these blog posts as critical operational blueprints for multi-tenant integrations and cost-optimization strategies in enterprise environments.
-### FinOps
-
-#### Cost Optimization
-
-  - **(2023)** [treblle.com: How does Treblle scale on AWS without breaking the bank?](https://treblle.com/blog/how-does-treblle-scale-on-aws-without-breaking-the-bank) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Curator Insight highlights Treblle’s architectural strategy for processing billions of API requests on AWS affordably. Live Grounding details how modern SaaS platforms leverage spot instances, API gateway caching, serverless scale-to-zero databases, and intensive performance profiling to decouple traffic volume from infrastructure costs.
-### FinOps and Sustainability
-
-#### Green Ops
-
-  - **(2022)** [aws.amazon.com: Optimize your modern data architecture for sustainability: Part 1 – data ingestion and data lake](https://aws.amazon.com/blogs/architecture/optimize-your-modern-data-architecture-for-sustainability-part-1-data-ingestion-and-data-lake) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Curator Insight introduces architectural paradigms for building carbon-efficient data ingestion pipelines and S3 data lakes on AWS. Live Grounding emphasizes that GreenOps and carbon tracing are major metrics in 2026, where design patterns like intelligent tiering, optimal compression (Parquet), and ARM64-based Graviton instances directly reduce environmental footprint.
-### High Performance Computing
-
-#### Life Sciences
-
-  - **(2020)** [aws.amazon.com: Creating a digital map of COVID-19 virus for discovery of new treatment compounds](https://aws.amazon.com/blogs/hpc/creating-a-digital-map-of-covid-19-virus-for-discovery-of-new-treatment-compounds) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Curator Insight captures the orchestration of highly parallelized, massive HPC grids on AWS to model viral interactions. Live Grounding confirms that AWS's modern HPC offerings (ParallelCluster, Batch, and FSx for Lustre) remain pivotal for global health research, processing exabytes of genomic data in record time.
-### IoT and Edge
-
-#### AWS IoT Core
-
-  - **(2026)** [What Is AWS IoT?](https://docs.aws.amazon.com/iot/latest/developerguide/what-is-aws-iot.html) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight maps AWS IoT as the entry point for connecting physical devices to AWS cloud services. Live Grounding confirms it has evolved into a robust suite of services (Core, Greengrass, Device Defender) handling billions of messages daily. It provides secure, bi-directional communication with MQTT/HTTPS and acts as the foundational layer for enterprise IoT data ingestion.
-### Migration
-
-#### AWS MGN
-
-  - **(2026)** [AWS Cloud Endure Migration](https://aws.amazon.com/application-migration-service) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Curator Insight maps the evolution of CloudEndure into AWS Application Migration Service (AWS MGN). Live Grounding confirms AWS MGN is the primary enterprise engine for lift-and-shift migrations, maintaining block-level replication of physical, virtual, or cloud-based servers directly to AWS target instances.
-### Operations
-
-#### Service Quotas
-
-  - **(2026)** [AWS API: get-service-quota](https://docs.aws.amazon.com/cli/latest/reference/service-quotas/get-service-quota.html) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight describes the AWS CLI reference for auditing specific service limits. Live Grounding highlights its mandatory use in modern GitOps and IaC (Terraform/Pulumi) pipelines to preemptively validate account thresholds before executing large-scale resource provisioning.
-  - **(2025)** [How can I troubleshoot errors using the AWS CLI to manage my service quota requests?](https://repost.aws/es/knowledge-center/troubleshoot-service-quotas-cli-commands) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight targets the diagnostics and troubleshooting workflows for managing AWS service quotas programmatically. Live Grounding points to this as a vital operational playbook for SRE teams, helping avoid throttling and deployment blocks during dynamic scaling by automating quota requests via CLI and API.
-### Virtual Private Servers
-
-#### AWS Lightsail
-
-  - **(2026)** [AWS LightSail](https://aws.amazon.com/lightsail) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight presents AWS Lightsail as a simplified, cost-predictable virtual private server (VPS) alternative to raw EC2. Live Grounding confirms Lightsail is widely used in 2026 for small-scale projects, staging environments, and rapid WP deployments, offering pre-configured blueprints and straightforward billing.
 ## Cloud Native Infrastructure
 
 ### Service Mesh
@@ -220,48 +83,16 @@
 
 ### AWS CDK
 
-#### Core Platform
-
-  - **(2026)** [CDK](https://aws.amazon.com/cdk) [TYPESCRIPT CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Curator Insight highlights the AWS Cloud Development Kit (CDK) for defining cloud infrastructure using familiar programming languages. Live Grounding confirms AWS CDK v2 is the undisputed standard for modern AWS programmatic provisioning, drastically reducing CloudFormation boilerplate via high-level, reusable constructs.
-#### EKS and Kubernetes
-
-  - **(2021)** [itnext.io: AWS CDK for EKS β€” Handling Helm Charts](https://itnext.io/aws-cdk-for-eks-handling-helm-charts-aa002afedde4) [TYPESCRIPT CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight provides architectural guidelines on embedding Helm releases directly inside CDK-managed Amazon EKS clusters. Live Grounding validates this approach for combining platform-level AWS IaC with Kubernetes-native package management, streamlining cluster provisioning pipelines.
-#### Migration Tools
-
-  - **(2023)** [Announcing CDK Migrate: A single command to migrate to the AWS CDK](https://aws.amazon.com/blogs/devops/announcing-cdk-migrate-a-single-command-to-migrate-to-the-aws-cdk) [TYPESCRIPT CONTENT] [ADVANCED LEVEL]  [LEGACY] β€” Curator Insight details the native CDK CLI capability to ingest deployed CloudFormation stacks or raw resources and output fully functional CDK code. Live Grounding demonstrates its extreme usefulness in technical debt remediation, shifting old legacy infrastructure into managed, programmatically modeled code bases.
 #### Serverless Applications
 
   - **(2023)** [freecodecamp.org: AWS CDK v2 Tutorial – How to Create a Three-Tier Serverless Application](https://www.freecodecamp.org/news/aws-cdk-v2-three-tier-serverless-application) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight is a comprehensive, hands-on tutorial for constructing API Gateway, Lambda, and DynamoDB stacks via CDK v2. Live Grounding proves this three-tier serverless pattern remains the gold standard blueprint for robust, scalable web services in AWS.
-### Alternative IaC
-
-#### SST
-
-  - **(2024)** [sst.dev: Moving away from CDK: CDK doesn’t create the infrastructure you define](https://sst.dev/blog/moving-away-from-cdk) [TYPESCRIPT CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Curator Insight captures the SST team's pivotal decision to transition from AWS CDK to Pulumi/Terraform engines (SST Ion) due to performance bottlenecks and CloudFormation limits. Live Grounding in 2026 highlights this article as a milestone in the serverless community, validating the growing adoption of highly optimized, engine-agnostic IaC tools.
 ## Networking and Security
 
-### Identity and Access
-
-#### Secrets Management
-
-  - **(2022)** [dev.to: Automatic API Key rotation for Amazon Managed Grafana](https://dev.to/aws-heroes/automatic-api-key-rotation-for-amazon-managed-grafana-2h68) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight details the step-by-step automation of rotating Grafana API keys using AWS Lambda and Secrets Manager. Live Grounding validates this as a vital security standard, preventing persistent credential leaks and enforcing compliance policies across enterprise monitoring setups.
-### Remote Access
-
-#### AWS Systems Manager
-
-  - **(2022)** [aws.amazon.com: AWS Systems Manager announces support for port forwarding to remote hosts using Session Manager](https://aws.amazon.com/about-aws/whats-new/2022/05/aws-systems-manager-support-port-forwarding-remote-hosts-using-session-manager) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight announces native SSM port-forwarding tunnels directly to database endpoints or remote hosts inside private subnets. Live Grounding confirms this is a standard operational practice in 2026, eliminating the security risks, costs, and management overhead of maintaining traditional jump box/bastion host VMs.
 ### Service Mesh (1)
 
 #### Multi-Account
 
   - **(2021)** [amazon.com: Leveraging App Mesh with Amazon EKS in a Multi-Account environment](https://aws.amazon.com/blogs/containers/leveraging-app-mesh-with-amazon-eks-in-a-multi-account-environment) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Curator Insight presents patterns for orchestrating cross-account microservice communication using AWS App Mesh and Amazon EKS. Live Grounding highlights that while the multi-account networking concepts remain structurally valid, the reliance on App Mesh is obsolete; modern architectures deploy VPC Lattice or cross-cluster Istio meshes.
-## Organizational Culture
-
-### Migration Journeys
-
-#### Trainline
-
-  - **(2016)** [Trainline.com dumps Oracle and Microsoft, gulps AWS Kool-Aid](https://www.theregister.co.uk/2016/07/13/trainline_dumps_oracle_microsoft_goes_full_aws_cto_interview) [N/A CONTENT]  [LEGACY] β€” Curator Insight records Trainline's radical migration from legacy on-prem Oracle and Microsoft SQL/Windows monoliths to AWS. Live Grounding notes this historical case study illustrates the industry's massive mid-2010s migration pattern, proving that legacy modernization directly unlocks operational agility and cloud scalability.
-  - **(2016)** [London DevOps - Trainline, A DevOps Journey - Chris Turvil](https://www.youtube.com/watch?v=IUvUmqu1MBQ) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight tracks the cultural and technical journey of Trainline’s DevOps transition during their full AWS migration. Live Grounding points to this talk as a textbook cultural reference, showing that microservices and infrastructure modernization fail without a parallel shift in organizational communication and delivery practices.
 ## Serverless
 
 ### Voice User Interfaces
@@ -271,29 +102,14 @@
   - **(2017)** [New Alexa Skills Kit Template: Build a Trivia Skill in under an Hour](https://developer.amazon.com) [JAVASCRIPT CONTENT]  [GUIDE] [LEGACY] β€” Step-by-step developer tutorial detailing integration patterns between the Alexa Skills Kit and AWS Lambda serverless functions. Marked legacy as current conversational AI models have largely replaced basic programmatic trivia setups in production.
 ## Testing and Chaos
 
-### Chaos Engineering
-
-#### AWS FIS
-
-  - **(2020)** [techcrunch.com: AWS introduces new Chaos Engineering as a Service offering](https://techcrunch.com/2020/12/15/aws-introduces-new-chaos-engineering-as-a-service-offering) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight documents the launch of AWS Fault Injection Simulator (FIS) to facilitate managed chaos engineering. Live Grounding demonstrates that FIS has transitioned from a new offering to a deeply integrated resilience tool in 2026, standardizing controlled failure injection across EC2, EKS, and RDS clusters.
 ### Debugging
 
 #### AWS Troubleshooting
 
   - **(2021)** [thenewstack.io: Remote Debugging in AWS: The Missing Link in Your Debugging Toolset](https://thenewstack.io/remote-debugging-in-aws-the-missing-link-in-your-debugging-toolset) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Curator Insight exposes methodologies for live-debugging cloud-hosted microservices without causing disruption. Live Grounding tracks the evolution of these techniques into sophisticated cloud-native debugging proxies and observability integrations (like OpenTelemetry and Telepresence), bridging local IDEs with remote VPC resources.
-### Local Emulation
-
-#### AWS Emulation
-
-  - **(2026)** [==github.com/localstack/localstack==](https://github.com/localstack/localstack) ⭐ 65044  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight identifies the open-source repository for LocalStack, the premier AWS cloud emulator. Live Grounding underscores its unparalleled adoption (>65k stars), showing it as a foundational dependency for developer productivity, enabling local execution of Lambdas, S3, DynamoDB, and CloudFormation stacks.
-  - **(2026)** [localstack.cloud](https://www.localstack.cloud) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight highlights the enterprise cloud platform offering advanced local emulation of AWS services. Live Grounding reinforces that LocalStack has become the industry standard for offline AWS cloud development, supporting complex services like IAM, EKS, and RDS, which radically reduces cloud spend and speeds up inner-loop iteration cycles.
-#### EC2 Metadata
-
-  - **(2025)** [Amazon EC2 Metadata Mock](https://github.com/aws/amazon-ec2-metadata-mock) ⭐ 291  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight presents this tool as a local mock for the Amazon EC2 Instance Metadata Service (IMDSv1/v2). Live Grounding confirms its high utility in local testing pipelines and CI/CD environments, allowing developers to simulate instance roles, security credentials, and spot interruption notices without provisioning real cloud resources.
-#### Gitpod Integration
-
-  - **(2021)** [github.com/omenking/localstack-gitpod-template: LocalStack Gitpod Template](https://github.com/omenking/localstack-gitpod-template) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight introduces a Gitpod configuration template for bootstrapping LocalStack development environments instantly in the browser. Live Grounding highlights this as an efficient template for cloud-native training, though production teams in 2026 typically leverage official Dev Container or LocalStack-supported cloud environments.
 
 ---
-πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md)
+πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Oraclecloud](./oraclecloud.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Angular](./angular.md)
 
diff --git a/v2-docs/aws-monitoring.md b/v2-docs/aws-monitoring.md
index 434eeabe..da5709d9 100644
--- a/v2-docs/aws-monitoring.md
+++ b/v2-docs/aws-monitoring.md
@@ -8,49 +8,16 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Cloud Native Platforms](#cloud-native-platforms)
   - [AWS](#aws)
     - [Managed Observability](#managed-observability)
 1. [Observability and Monitoring](#observability-and-monitoring)
-  - [Case Studies](#case-studies)
-    - [Enterprise Scale](#enterprise-scale)
   - [CloudWatch](#cloudwatch)
-    - [Alerting Systems](#alerting-systems)
-    - [Dashboards](#dashboards)
-    - [Guides Collection](#guides-collection)
     - [Prometheus Integration](#prometheus-integration)
-  - [Enterprise Observability](#enterprise-observability)
-    - [Elastic Stack](#elastic-stack)
-  - [Legacy Systems](#legacy-systems)
-    - [Self-Hosted](#self-hosted)
-  - [Managed Services](#managed-services)
-    - [Announcements](#announcements)
-    - [Grafana](#grafana)
-1. [Security and Governance](#security-and-governance)
-  - [Cloud Governance](#cloud-governance)
-    - [Compliance and Audit](#compliance-and-audit)
-  - [Cloud Security Posture](#cloud-security-posture)
-    - [Automated Auditing](#automated-auditing)
 1. [Service Discovery](#service-discovery)
   - [AWS Cloud Map](#aws-cloud-map)
     - [Health Checks](#health-checks)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [blogs.splunk.com: AWS Agility + Splunk Visibility = Customer Success](https://blogs.splunk.com/2016/06/22/aws-video)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blogs.splunk.com in the Kubernetes Tools ecosystem.
-  - [medium: AWS Account Security Monitoring](https://medium.com/swlh/aws-account-security-monitoring-d7ca129d52ac)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: AWS Account Security Monitoring in the Kubernetes Tools ecosystem.
-  - [kevintuei.medium.com: A Deep Dive into Logs and Metrics for AWS Observability' β€” One Observability Workshop](https://kevintuei.medium.com/a-deep-dive-into-logs-and-metrics-for-aws-observability-one-observability-workshop-14c162932174)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kevintuei.medium.com: A Deep Dive into Logs and Metrics for AWS Observability' β€” One Observability Workshop in the Kubernetes Tools ecosystem.
-  - [logz.io: What are AWS EC2 Instances? A Tutorial for EC2 Metrics Shipping' with Logz.io](https://logz.io/blog/aws-ec2-metrics)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering logz.io: What are AWS EC2 Instances? A Tutorial for EC2 Metrics Shipping' with Logz.io in the Kubernetes Tools ecosystem.
-  - [logz.io: A Guide to Monitoring AWS Lambda Metrics with Prometheus & Logz.io](https://logz.io/blog/aws-lambda-metrics-monitoring-guide)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering logz.io: A Guide to Monitoring AWS Lambda Metrics with Prometheus & Logz.io in the Kubernetes Tools ecosystem.
-  - [dzone: Optimize AWS Costs With CloudWatch's Advanced Metrics, Dashboards,' and Alerts](https://dzone.com/articles/optimize-aws-costs-with-cloudwatchs-advanced-metri)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Optimize AWS Costs With CloudWatch's Advanced Metrics, Dashboards,' and Alerts in the Kubernetes Tools ecosystem.
-  - [medium.com: Up and running with Amazon Managed Service for Prometheus](https://medium.com/devops-techable/up-and-running-with-amazon-managed-service-for-prometheus-6fd12e56bff6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Up and running with Amazon Managed Service for Prometheus in the Kubernetes Tools ecosystem.
 ## Cloud Native Platforms
 
 ### AWS
@@ -60,55 +27,11 @@
   - **(2026)** [Amazon Managed Service for Prometheus](https://aws.amazon.com/prometheus) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” AWS fully-managed metric service designed around open-source Cortex core architecture. Automatically scales telemetry storage, ingestion, and query resources in secure enterprise environments.
 ## Observability and Monitoring
 
-### Case Studies
-
-#### Enterprise Scale
-
-  - **(2021)** [How BT uses Amazon CloudWatch to monitor millions of devices](https://aws.amazon.com/blogs/mt/how-bt-uses-amazon-cloudwatch-to-monitor-millions-of-devices) [N/A CONTENT] [ADVANCED LEVEL]  [CASE STUDY] [COMMUNITY-TOOL] β€” Deep-dives into an enterprise architecture deployed by BT utilizing Amazon CloudWatch to ingest, structure, and analyze telemetry streams originating from millions of physical client network units globally.
 ### CloudWatch
 
-#### Alerting Systems
-
-  - **(2021)** [Extending and exploring alarm history in Amazon CloudWatch – part 2](https://aws.amazon.com/blogs/mt/extending-and-exploring-alarm-history-in-amazon-cloudwatch-part-2) [SQL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Investigates strategies to maintain and analyze deep historical records of CloudWatch alarm states over multi-year thresholds using Kinesis Firehose, S3 object storage targets, and Athena SQL queries.
-#### Dashboards
-
-  - **(2020)** [Amazon CloudWatch Dashboards now supports sharing](https://aws.amazon.com/about-aws/whats-new/2020/09/amazon-cloudwatch-dashboards-supports-sharing) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Announces external sharing support for AWS CloudWatch Dashboards, permitting secure read-only console visualizations to key stakeholders outside the immediate AWS organization footprint.
-#### Guides Collection
-
-  - **(2021)** [threatstack.com: 50 Best AWS CloudWatch Tutorials](https://www.f5.com/company/blog) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive directory linking to performance tuning guides, log group configurations, and real-time dashboard design patterns inside Amazon CloudWatch. Evaluates fundamental metric generation techniques.
 #### Prometheus Integration
 
   - **(2020)** [Amazon CloudWatch now monitors Prometheus metrics from Container environments](https://aws.amazon.com/about-aws/whats-new/2020/09/amazon-cloudwatch-monitors-prometheus-metrics-container-environments) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Documents Amazon CloudWatch Container Insights' ability to ingest, index, and visualize standard Prometheus application metrics directly from Elastic Kubernetes Service (EKS) cluster deployments.
-### Enterprise Observability
-
-#### Elastic Stack
-
-  - **(2022)** [elastic.co: Elastic and AWS: Accelerating the cloud migration journey](https://www.elastic.co/blog/elastic-and-aws-accelerate-your-cloud-migration-journey) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Explores integrations between Elastic Cloud and AWS native logging solutions. Facilitates high-velocity log ingest, distributed tracing across container environments, and simplified security event monitoring across cloud instances.
-### Legacy Systems
-
-#### Self-Hosted
-
-  - **(2018)** [==github: Steps I used to install Nagios in the cloud==](https://github.com/andrewpuch/nagios_setup) [SHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” A historical walkthrough illustrating legacy installations of the Nagios monitoring framework inside static virtual instances. Outlines core process definitions, alerting rules, and manual configuration management.
-### Managed Services
-
-#### Announcements
-
-  - **(2021)** [infoq.com: AWS Introduces Amazon Managed Service for Grafana and Amazon Managed Service for Prometheus](https://www.infoq.com/news/2021/01/aws-grafana-prometheus) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Architectural breakdown of AWS's entry into cloud-native managed open-source telemetry tools. Reviews integration advantages, storage strategies, and price efficiencies compared to self-hosted instances on EC2.
-#### Grafana
-
-  - **(2024)** [Amazon Managed Service for Grafana](https://aws.amazon.com/grafana) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Managed visualization console offering direct enterprise integrations with SSO and IAM setups. Allows telemetry aggregation from diverse cloud datasources (S3, Prometheus, CloudWatch, Opensearch) under unified dynamic views.
-## Security and Governance
-
-### Cloud Governance
-
-#### Compliance and Audit
-
-  - **(2022)** [How to use AWS Config and CloudTrail to find who made changes to a resource](https://aws.amazon.com/blogs/mt/how-to-use-aws-config-and-cloudtrail-to-find-who-made-changes-to-a-resource) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Demonstrates how to correlate events from AWS Config history with CloudTrail api audit logs. Provides an audit mechanism to pinpoint precise user identities, timestamps, and parameters related to unauthorized resource alterations.
-### Cloud Security Posture
-
-#### Automated Auditing
-
-  - **(2024)** [==github: ElectricEye==](https://github.com/jonrau1/ElectricEye/blob/master/README.md) ⭐ 1043  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An automated cloud security assessment framework designed to continually monitor AWS environments for configuration drift, vulnerabilities, and deviations from industry standards. Outputs findings directly to AWS Security Hub.
 ## Service Discovery
 
 ### AWS Cloud Map
@@ -118,5 +41,7 @@
   - **(2022)** [Custom Health Check: HealthCheckCustomConfig](https://docs.aws.amazon.com/cloud-map/latest/api/API_HealthCheckCustomConfig.html) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official reference guide for Cloud Map API's custom health checks. Explains dynamic service discovery patterns for serverless workloads where traditional load balancer health checks are inapplicable.
 
 ---
-πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md)
+πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Oraclecloud](./oraclecloud.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Cloudflare](./cloudflare.md)
 
diff --git a/v2-docs/aws-networking.md b/v2-docs/aws-networking.md
index 90881076..ea321542 100644
--- a/v2-docs/aws-networking.md
+++ b/v2-docs/aws-networking.md
@@ -8,87 +8,30 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Cloud Infrastructure](#cloud-infrastructure)
   - [AWS](#aws)
     - [API Gateway](#api-gateway)
       - [Architecture](#architecture)
       - [Cross-Account Patterns](#cross-account-patterns)
-    - [Architecture Best Practices](#architecture-best-practices)
     - [CDN](#cdn)
       - [CloudFront](#cloudfront)
       - [Edge Security](#edge-security)
-    - [DNS and Domain Management](#dns-and-domain-management)
-      - [Route 53](#route-53)
-    - [Direct Connect](#direct-connect)
-      - [BGP Routing](#bgp-routing)
-    - [EC2 Networking](#ec2-networking)
-      - [ENA](#ena)
-    - [IP Range Utilities](#ip-range-utilities)
     - [Kubernetes Networking](#kubernetes-networking)
       - [Controllers](#controllers)
     - [Load Balancing](#load-balancing)
       - [Announcements](#announcements)
       - [Application Load Balancer](#application-load-balancer)
       - [Configuration Updates](#configuration-updates)
-      - [Deep Dive](#deep-dive)
-      - [Documentation](#documentation)
-      - [Network Load Balancer](#network-load-balancer)
       - [Serverless Integration](#serverless-integration)
-    - [Network Management](#network-management)
-    - [Networking Concepts](#networking-concepts)
-    - [Networking Pitfalls](#networking-pitfalls)
-    - [Networking Tutorials](#networking-tutorials)
-    - [Performance Optimization](#performance-optimization)
-    - [RDS](#rds)
-      - [VPC Integration](#vpc-integration)
-    - [Remote Access VPN](#remote-access-vpn)
     - [Reverse Proxy](#reverse-proxy)
       - [NGINX Plus](#nginx-plus)
     - [Security](#security)
-      - [DDoS Resiliency](#ddos-resiliency)
-      - [EC2 Connect](#ec2-connect)
-      - [Gateway Load Balancer](#gateway-load-balancer)
       - [WAF](#waf)
-    - [VPC](#vpc)
-      - [CLI Administration](#cli-administration)
-      - [Fundamentals](#fundamentals)
-      - [VPC Endpoints](#vpc-endpoints)
-    - [VPC Architecture](#vpc-architecture)
-    - [VPN and Overlay Networks](#vpn-and-overlay-networks)
-      - [Tailscale](#tailscale)
-  - [Azure Networking](#azure-networking)
-    - [Hybrid Connectivity](#hybrid-connectivity)
-1. [Networking](#networking)
-  - [Performance](#performance)
-    - [Diagnostics](#diagnostics)
 1. [Software Engineering](#software-engineering)
   - [Deployment Patterns](#deployment-patterns)
     - [Blue-Green](#blue-green)
       - [ALB](#alb)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [medium: Building a Global Network with AWS Transit Gateway](https://medium.com/avmconsulting-blog/building-a-global-network-with-aws-transit-gateway-7ab0e5222f12)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Building a Global Network with AWS Transit Gateway in the Kubernetes Tools ecosystem.
-  - [towardsaws.com: Networking Basics in AWS](https://towardsaws.com/networking-basics-in-aws-ab72882855c4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering towardsaws.com: Networking Basics in AWS in the Kubernetes Tools ecosystem.
-  - [luis-sena.medium.com: Automated AWS Load Balancer Warm-Up](https://luis-sena.medium.com/automated-aws-load-balancer-warm-up-d0b4084c8bbc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==luis-sena.medium.com: Automated AWS Load Balancer Warm-Up== in the Kubernetes Tools ecosystem.
-  - [medium: 10 reasons why you should think about using an AWS Application Load' Balancer](https://medium.com/ankercloud-engineering/10-reasons-why-you-should-think-about-using-an-aws-application-loadbalancer-945f57816c34)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: 10 reasons why you should think about using an AWS Application Load' Balancer in the Kubernetes Tools ecosystem.
-  - [faun.pub: End To End SSL Encryption With AWS Application Load Balancer](https://faun.pub/end-to-end-ssl-encryption-with-aws-application-load-balancer-b43db918bd9e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: End To End SSL Encryption With AWS Application Load Balancer in the Kubernetes Tools ecosystem.
-  - [medium.com: Optimizing Latency and Bandwidth for AWS Traffic](https://medium.com/aws-activate-startup-blog/optimizing-latency-and-bandwidth-for-aws-traffic-cdfd18d0d0f7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Optimizing Latency and Bandwidth for AWS Traffic in the Kubernetes Tools ecosystem.
-  - [AWS-VPC](https://en.wikipedia.org/wiki/Amazon_Virtual_Private_Cloud)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering AWS-VPC in the Kubernetes Tools ecosystem.
-  - [ealtili.medium.com: Deepdive to VPCs and Connections to VPC](https://ealtili.medium.com/deepdive-to-vpcs-and-connections-to-vpc-2de3fb164d7c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ealtili.medium.com: Deepdive to VPCs and Connections to VPC in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: AWS: Creating a VPC With an Auto-scaling Group' Using T2.micro Instances](https://betterprogramming.pub/aws-creating-a-vpc-with-an-auto-scaling-group-using-t2-micro-instances-4ac2c5c7795b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==betterprogramming.pub: AWS: Creating a VPC With an Auto-scaling Group' Using T2.micro Instances== in the Kubernetes Tools ecosystem.
-  - [alanblackmore.medium.com: What is AWS VPC Peering? 🌟](https://alanblackmore.medium.com/what-is-aws-vpc-peering-af85c1e29fb2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering alanblackmore.medium.com: What is AWS VPC Peering? 🌟 in the Kubernetes Tools ecosystem.
-  - [awstip.com: Setting Up AWS VPC Endpoint Connection](https://awstip.com/setting-up-aws-vpc-endpoint-connection-d4294d0c2204)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering awstip.com: Setting Up AWS VPC Endpoint Connection in the Kubernetes Tools ecosystem.
-  - [towardsaws.com: How to centralize VPC endpoints in AWS](https://towardsaws.com/how-to-centralize-vpc-endpoints-in-aws-64c68b5b9d50)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering towardsaws.com: How to centralize VPC endpoints in AWS in the Kubernetes Tools ecosystem.
-  - [towardsaws.com: Accessing a Private REST API from another Private REST API' in AWS API Gateway](https://towardsaws.com/accessing-a-private-rest-api-from-another-private-rest-api-in-aws-api-gateway-5112b835c0d4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering towardsaws.com: Accessing a Private REST API from another Private REST API' in AWS API Gateway in the Kubernetes Tools ecosystem.
-  - [faun.pub: Using AWS API Gateway As Proxy To Our Internal Application](https://faun.pub/using-aws-api-gateway-as-proxy-to-our-internal-application-369eb115db70)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Using AWS API Gateway As Proxy To Our Internal Application in the Kubernetes Tools ecosystem.
 ## Cloud Infrastructure
 
 ### AWS
@@ -101,9 +44,6 @@
 ##### Cross-Account Patterns
 
   - **(2021)** [aws.amazon.com: Architecture patterns for consuming private APIs cross-account](https://aws.amazon.com/blogs/compute/architecture-patterns-for-consuming-private-apis-cross-account) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Examines security and network topology blueprints for consuming private APIs across different AWS accounts. Highlights the interaction of VPC endpoints, API Gateway resource policies, and Route 53 resolver rules to secure enterprise SaaS products.
-#### Architecture Best Practices
-
-  - **(2018)** [cloudonaut.io: What Architects Need to Know About Networking on AWS](https://cloudonaut.io/what-architects-need-to-know-about-networking-on-aws)  [COMMUNITY-TOOL] β€” A rigorous exploration of architectural decision-making within AWS networking. Focuses on the trade-offs of VPC endpoints, routing tables, and peering limits. Grounded in 2026 engineering truths, this piece highlights the shift from complex transit VPCs to Transit Gateway standards.
 #### CDN
 
 ##### CloudFront
@@ -112,24 +52,6 @@
 ##### Edge Security
 
   - **(2021)** [aws.amazon.com: Authorization@Edge using cookies: Protect your Amazon CloudFront content from being downloaded by unauthenticated users](https://aws.amazon.com/de/blogs/networking-and-content-delivery/authorizationedge-using-cookies-protect-your-amazon-cloudfront-content-from-being-downloaded-by-unauthenticated-users) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Presents edge security patterns leveraging Lambda@Edge or CloudFront Functions to validate cookies and JWTs. This approach prevents unauthorized downloads of static content directly at the CDN tier, dramatically reducing backend origin load.
-#### DNS and Domain Management
-
-##### Route 53
-
-  - **(2021)** [How do I transfer a domain to AWS from another registrar?](https://repost.aws/knowledge-center) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” A granular tutorial on migrating DNS management to Amazon Route 53 from external registrars. While straightforward, real-world deployment requires careful TTL planning and nameserver transition strategies to prevent query dropouts and route interruptions during migration.
-#### Direct Connect
-
-##### BGP Routing
-
-  - **(2019)** [aws.amazon.com: Creating active/passive BGP connections over AWS Direct Connect](https://aws.amazon.com/blogs/networking-and-content-delivery/creating-active-passive-bgp-connections-over-aws-direct-connect) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores advanced Route-Maps and BGP configuration options to establish resilient active/passive patterns on AWS Direct Connect. Explains path selection using AS-Path prepending and local preference. Critical for hybrid enterprise integrations demanding robust automated failover.
-#### EC2 Networking
-
-##### ENA
-
-  - **(2016)** [Elastic Network Adapter](https://aws.amazon.com/blogs/aws/elastic-network-adapter-high-performance-network-interface-for-amazon-ec2) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Analyzes the high-performance ENA interface designed for AWS EC2 instances. Live architectures rely heavily on ENA for low-latency network performance and SR-IOV-enabled network virtualization up to 100 Gbps. Crucial for understanding network throughput bottlenecks in heavy database and distributed systems workloads.
-#### IP Range Utilities
-
-  - **(2018)** [github.com/seligman/aws-ip-ranges: AWS's ip-ranges.json](https://github.com/seligman/aws-ip-ranges) ⭐ 286  🌟🌟🌟 [LEGACY] β€” A vital open-source parser designed to track dynamic AWS IP range changes from ip-ranges.json. Essential for configuring robust hybrid on-premises firewalls and programmatic security rules. Modern setups frequently replace manual parsing with AWS Managed Prefix Lists, rendering manual scripts legacy but historically significant.
 #### Kubernetes Networking
 
 ##### Controllers
@@ -146,42 +68,9 @@
 ##### Configuration Updates
 
   - **(2024)** [aws.amazon.com/about-aws: Application Load Balancer enables configuring HTTP client keepalive duration](https://aws.amazon.com/about-aws/whats-new/2024/03/application-load-balancer-http-keepalive-duration) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Details the 2024 update enabling custom HTTP keep-alive duration configurations on ALB. Architects use this feature to align load balancer timeouts with backend server timeouts, effectively eliminating random 502 Bad Gateway errors in microservices.
-##### Deep Dive
-
-  - **(2016)** [AWS Summit Series 2016 | London: Deep Dive on Elastic Load Balancing](https://www.youtube.com/watch?v=HinwLb2lpLQ) [ADVANCED LEVEL]  [LEGACY] β€” A detailed architectural retrospective on AWS ELB, tracing its path from Classic Load Balancer (CLB) to specialized Application (ALB) and Network (NLB) balancers. While archived, it provides unmatched technical insights into early AWS software-defined networking design.
-##### Documentation
-
-  - **(2020)** [docs.aws.amazon.com: What Is Elastic Load Balancing?](https://docs.aws.amazon.com/elasticloadbalancing/latest/userguide/what-is-load-balancing.html) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The official guide detailing the operational mechanics of Application, Network, Gateway, and Classic load balancers. Details targets, health checks, and cross-zone routing configurations. This represents the primary blueprint for modern ingress systems.
-##### Network Load Balancer
-
-  - **(2021)** [ably.com: Balancing act: the current limits of AWS network load balancers](https://ably.com/blog/limits-aws-network-load-balancers) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A highly critical real-world analysis detailing the edge-case limitations of AWS Network Load Balancers under extreme load. Outlines connection resets, silent drops, and target group scaling constraints. Live systems use this data to plan high-throughput gRPC and WebSocket infrastructure.
-  - **(2020)** [Resolve DNS names of Network Load Balancer nodes to limit cross-Zone traffic](https://aws.amazon.com/blogs/networking-and-content-delivery/resolve-dns-names-of-network-load-balancer-nodes-to-limit-cross-zone-traffic) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Investigates NLB node DNS resolution mechanisms to control cross-zone traffic costs. A critical reference for low-latency systems. Curator insight underlines zonal isolation; live operations utilize cross-zone disabling to reduce inter-availability zone latency and data transfer costs.
 ##### Serverless Integration
 
   - **(2020)** [dashbird.io: AWS Elastic Load Balancing from a Serverless perspective](https://dashbird.io/blog/aws-application-load-balancer)  [COMMUNITY-TOOL] β€” Analyzes Application Load Balancer configurations when integrated with serverless backends like AWS Lambda. Details pricing, cold-starts, and architectural trade-offs compared to API Gateway. Live systems often choose ALB for cost-effective, high-volume HTTP routing.
-#### Network Management
-
-  - **(2019)** [aws.amazon.com: Network operations with AWS Network Manager](https://aws.amazon.com/products) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Focuses on AWS Network Manager as a single pane of glass for monitoring global hybrid networks. Live cloud architectures utilize Network Manager to synthesize telemetry from AWS Transit Gateway, SD-WAN devices, and on-premises branch offices into actionable alerts.
-#### Networking Concepts
-
-  - **(2020)** [AWS Networking for Developers](https://aws.amazon.com/es/blogs/apn/aws-networking-for-developers)  [COMMUNITY-TOOL] β€” Synthesizes AWS's core networking constructs for software engineers. While early guides treat VPC and subnetting as peripheral, modern development architectures position these as foundational security boundaries. The guide details CIDR blocks, VPC structure, and security groups.
-#### Networking Pitfalls
-
-  - **(2019)** [cloudonaut.io: Advanced AWS Networking: Pitfalls That You Should Avoid](https://cloudonaut.io/advanved-aws-networking-pitfalls-that-you-should-avoid) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Deconstructs highly complex pitfalls in AWS network implementations, specifically Route 53 routing loops and VPC peering scaling bottlenecks. While historic guides suggest basic VPC peers, live production systems demand Transit Gateways and PrivateLink to scale securely without IP overlap.
-#### Networking Tutorials
-
-  - **(2020)** [AWS Cloud Networking – Zero to Hero](https://www.netdesignarena.com/index.php/2020/04/15/new-blog-series-aws-cloud-networking-zero-to-hero)  [LEGACY] β€” Provides a step-by-step pathway from basic networking to comprehensive AWS network design. Contrasts entry-level topologies with complex multi-region enterprise structures. Essential reading for operations personnel migrating legacy on-prem networks to standard AWS subnets and VPC peers.
-#### Performance Optimization
-
-  - **(2018)** [Find the fastest region from your location](https://aws-latency.altaircp.com)  [COMMUNITY-TOOL] β€” An essential community-built utility for testing regional latencies directly from client browsers to AWS data centers. Critical for architects choosing optimal regions for low-latency interactive applications and global disaster recovery architectures.
-#### RDS
-
-##### VPC Integration
-
-  - **(2016)** [Specifying the VPC for your Amazon RDS DB Instance](https://aws.amazon.com/about-aws/whats-new/2016/08/specifying-the-vpc-for-your-amazon-rds-db-instance) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Documents the structural capability to assign Amazon RDS database instances to isolated VPC subnets. Critical for security architecture, establishing clear boundary isolation where databases exist in strictly private subnets separated from public app tiers.
-#### Remote Access VPN
-
-  - **(2019)** [cloudonaut.io: AWS Client VPN: Connected with the Cloud](https://cloudonaut.io/aws-client-vpn-connected-with-the-cloud)  [COMMUNITY-TOOL] β€” Evaluates AWS Client VPN as a fully managed client-to-site VPN service. Contrasts self-managed OpenVPN boxes with AWS's elastic scale, highlighting directory service integrations, routing configurations, and target network associations.
 #### Reverse Proxy
 
 ##### NGINX Plus
@@ -189,50 +78,9 @@
   - **(2016)** [NGINX Plus on the AWS Cloud: Quick Start Reference Deployment](https://aws.amazon.com/about-aws/whats-new/2016/09/nginx-plus-on-the-aws-cloud-quick-start-reference-deployment) [DOCUMENTATION]  [LEGACY] β€” A legacy but highly informative deployment blueprint for configuring high-availability NGINX Plus instances on AWS. Explains load-balancing patterns, session persistence, and active health checks that bridge standard EC2 architectures with NGINX's enterprise proxy features.
 #### Security
 
-##### DDoS Resiliency
-
-  - **(2022)** [Configuring Route 53 for cost protection from NXDOMAIN attacks](https://docs.aws.amazon.com/whitepapers/latest/aws-best-practices-ddos-resiliency/configuring-route53-for-cost-protection-from-nxdomain-attacks.html) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Examines security blueprints to mitigate Route 53 billing anomalies caused by NXDOMAIN flood attacks. Demonstrates Route 53 Resolver query logging, caching, and CloudFront-to-Route53 integrations. Essential for enterprise architectural planning to protect cloud budgets from DDoS vectors.
-##### EC2 Connect
-
-  - **(2023)** [Secure Connectivity from Public to Private: Introducing EC2 Instance Connect Endpoint](https://aws.amazon.com/blogs/compute/secure-connectivity-from-public-to-private-introducing-ec2-instance-connect-endpoint-june-13-2023)  [COMMUNITY-TOOL] β€” Introduces the EC2 Instance Connect Endpoint (EICE), a major evolutionary step in secure bastion-free SSH/RDP connectivity. Unlike traditional setups requiring public IPs or VPNs, EICE tunnels secure administrative connections directly through private subnets without exposed bastions.
-##### Gateway Load Balancer
-
-  - **(2021)** [Centralized Traffic Inspection with Gateway Load Balancer on AWS](https://aws.amazon.com/blogs/apn/centralized-traffic-inspection-with-gateway-load-balancer-on-aws) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Provides reference architectures for Gateway Load Balancer (GWLB), routing ingress traffic through third-party virtual security appliances (firewalls, IDS/IPS). Employs GENEVE encapsulation to maintain transparent client source IPs across the inspection cluster.
 ##### WAF
 
   - **(2024)** [AWS WAF enhances rate-based rules to support lower rate limits](https://aws.amazon.com/about-aws/whats-new/2024/08/aws-waf-rate-based-rules-lower-rate-limits) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Highlights the critical update reducing AWS WAF rate-based rule limits to protect low-traffic APIs and login endpoints from brute-force attacks. Provides developers with more granular rate-limiting controls to prevent application abuse at the edge.
-#### VPC
-
-##### CLI Administration
-
-  - **(2014)** [linuxjournal.com: AWS EC2 VPC CLI](https://www.linuxjournal.com/content/aws-ec2-vpc-cli)  [LEGACY] β€” A legacy reference guide exploring early AWS CLI tools used to configure VPC environments. While historical, it charts the evolution from raw manual terminal commands to modern declarative Infrastructure-as-Code tooling like Terraform and AWS CDK.
-##### Fundamentals
-
-  - **(2019)** [awsfundamentals.blogspot.com: AWS Virtual Private Cloud - VPC](https://awsfundamentals.blogspot.com/2019/12/aws-vpc-fundamental.html)  [COMMUNITY-TOOL] β€” A high-level introductory guide detailing the core components of Amazon VPCs, including Subnets, Route Tables, Internet Gateways, and Security Groups. Ideal for engineers transitioning from traditional infrastructure to virtualized cloud networks.
-##### VPC Endpoints
-
-  - **(2021)** [Centralize access using VPC interface endpoints to access AWS services across multiple VPCs](https://aws.amazon.com/blogs/networking-and-content-delivery/centralize-access-using-vpc-interface-endpoints) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An advanced networking pattern describing how to route traffic through centralized VPC endpoints across complex multi-VPC configurations. Live architectures utilize Route 53 Private Hosted Zones and Transit Gateway routing to avoid redundant endpoint charges.
-  - **(2020)** [Reduce Cost and Increase Security with Amazon VPC Endpoints](https://aws.amazon.com/blogs/architecture/reduce-cost-and-increase-security-with-amazon-vpc-endpoints)  [COMMUNITY-TOOL] β€” Highlights the architectural and fiscal benefits of adopting VPC Endpoints (Interface and Gateway types). Contrasts expensive NAT Gateway data processing charges with direct private connectivity to AWS services like S3 and DynamoDB, dramatically reducing costs.
-#### VPC Architecture
-
-  - **(2016)** [Build a Modular and Scalable Amazon VPC Architecture with New Quick Start](https://aws.amazon.com/about-aws/whats-new/2016/07/build-a-modular-and-scalable-amazon-vpc-architecture-with-new-quick-start) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” An archetypal reference detailing modular AWS VPC deployment patterns. Explores multi-AZ layouts, public/private subnets, and NAT Gateway placements. This blueprint remains the structural basis for most automated enterprise VPC templates today.
-#### VPN and Overlay Networks
-
-##### Tailscale
-
-  - **(2022)** [tailscale.com: Connect to an AWS VPC using subnet routes](https://tailscale.com/docs/install/cloud/aws) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Details the installation of Tailscale inside an AWS VPC to build low-overhead overlay networks using subnet routing. Real-world engineering proves that Tailscale's WireGuard-based routing simplifies cross-cloud access without the complexity of traditional IPsec VPNs.
-### Azure Networking
-
-#### Hybrid Connectivity
-
-  - **(2025)** [Azure ExpressRoute Resiliency: Best Practices for Production-Critical Workloads](https://techcommunity.microsoft.com/blog/AzureInfrastructureBlog/azure-expressroute-resiliency-best-practices-for-production-critical-workloads/4394842) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Examines best practices for designing resilient Azure ExpressRoute topologies to safeguard production-critical hybrid cloud environments. Architects are guided through configuring dual-homing, active-active paths, BFD (Bidirectional Forwarding Detection), and automated failover strategies to prevent network isolation.
-## Networking
-
-### Performance
-
-#### Diagnostics
-
-  - **(2018)** [Linkedin Discussion](https://www.linkedin.com/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fgroups%2F49531%2F49531-6092152919937794052) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Engineering discussion concerning performance profiling accuracy. Discusses latency calculation rules, warning against single-request testing owing to initial DNS resolution overhead and recommending at least a three-step request test pattern for reliable analytics.
 ## Software Engineering
 
 ### Deployment Patterns
@@ -244,5 +92,7 @@
   - **(2021)** [Fine-tuning blue/green deployments on application load balancer](https://aws.amazon.com/blogs/devops/blue-green-deployments-with-application-load-balancer) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Focuses on ALB's advanced routing capabilities to orchestrate safe blue/green deployments by shifting traffic percentages between target groups. A crucial operational pattern for continuous delivery pipelines, minimizing deployment blast radius.
 
 ---
-πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md)
+πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Oraclecloud](./oraclecloud.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Cloudflare](./cloudflare.md)
 
diff --git a/v2-docs/aws-newfeatures.md b/v2-docs/aws-newfeatures.md
index c2aadcaa..a34e4046 100644
--- a/v2-docs/aws-newfeatures.md
+++ b/v2-docs/aws-newfeatures.md
@@ -11,151 +11,43 @@
 1. [Application Integration](#application-integration)
   - [Serverless Orchestration](#serverless-orchestration)
     - [Step Functions](#step-functions)
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [Cloud Governance](#cloud-governance)
-  - [Landing Zones](#landing-zones)
-    - [Control Tower](#control-tower)
-  - [Resource Tagging](#resource-tagging)
-    - [Automation](#automation)
-  - [Service Catalog](#service-catalog)
-    - [Operations Automation](#operations-automation)
 1. [Cloud Infrastructure](#cloud-infrastructure)
   - [AWS](#aws)
-    - [Business Applications](#business-applications)
-    - [Compute](#compute)
     - [Container Orchestration](#container-orchestration)
-    - [Governance](#governance)
-    - [Internet of Things](#internet-of-things)
-    - [Management Tools](#management-tools)
-    - [Mobile Development](#mobile-development)
-    - [Mobile Testing](#mobile-testing)
-    - [Monitoring](#monitoring)
-    - [Regions](#regions)
-    - [Security](#security)
     - [Serverless](#serverless)
-    - [Storage](#storage)
-  - [Compute](#compute-1)
-    - [Auto Scaling](#auto-scaling)
-    - [EC2 Troubleshooting](#ec2-troubleshooting)
-    - [Multi-Region Operations](#multi-region-operations)
-    - [Operating Systems](#operating-systems)
-    - [Spot Instances](#spot-instances)
-  - [Console](#console)
-    - [UIUX](#uiux)
   - [Container Orchestration](#container-orchestration-1)
     - [ECS Deployments](#ecs-deployments)
-    - [EKS Kubernetes](#eks-kubernetes)
-    - [EKS Security](#eks-security)
     - [EKS Windows](#eks-windows)
     - [Storage Integration](#storage-integration)
-  - [Databases](#databases)
-    - [Backup and Recovery](#backup-and-recovery)
-    - [Data Migration](#data-migration)
-    - [RDS Deployments](#rds-deployments)
-    - [Secrets Management](#secrets-management)
-  - [Edge Compute](#edge-compute)
-    - [Local Zones](#local-zones)
-  - [FinOps](#finops)
-    - [Cost Management](#cost-management)
-  - [Global Infrastructure](#global-infrastructure)
-    - [Regions](#regions-1)
-  - [Governance](#governance-1)
-    - [AWS Organizations](#aws-organizations)
-    - [Compliance](#compliance)
-    - [Resource Tracking](#resource-tracking)
-    - [Systems Management](#systems-management)
-  - [Identity and Access](#identity-and-access)
-    - [API Management](#api-management)
-    - [Access Control](#access-control)
-    - [Directory Services](#directory-services)
-    - [MFA](#mfa)
-    - [Privilege Management](#privilege-management)
-    - [Session Management](#session-management)
-  - [Market Analysis](#market-analysis)
-    - [Critical Review](#critical-review)
-    - [ReInvent Announcements](#reinvent-announcements)
   - [Messaging](#messaging)
     - [Event-Driven](#event-driven)
-  - [Migration](#migration)
-    - [VM Import Export](#vm-import-export)
   - [Networking](#networking)
-    - [CDN Security](#cdn-security)
-    - [Deprecations](#deprecations)
-    - [Hybrid Connectivity](#hybrid-connectivity)
     - [Load Balancing](#load-balancing)
-    - [NAT Gateway](#nat-gateway)
-    - [Network Security](#network-security)
-    - [Security Groups](#security-groups)
-    - [VPC Addressing](#vpc-addressing)
-    - [VPC Visualization](#vpc-visualization)
-  - [Observability](#observability)
-    - [Managed Monitoring](#managed-monitoring)
-    - [Metric Extraction](#metric-extraction)
-    - [Metrics](#metrics)
-    - [Multi-Account](#multi-account)
-  - [Security](#security-1)
-    - [DDoS Protection](#ddos-protection)
-    - [Key Management](#key-management)
-    - [Network Firewall](#network-firewall)
-    - [Policy Generation](#policy-generation)
-    - [Threat Detection](#threat-detection)
-    - [Threat Hunting](#threat-hunting)
-    - [WAF Rules](#waf-rules)
   - [Security and Service Mesh](#security-and-service-mesh)
     - [HashiCorp HCP](#hashicorp-hcp)
   - [Serverless](#serverless-1)
-    - [Compute](#compute-2)
+    - [Compute](#compute)
     - [Developer Tooling](#developer-tooling)
-  - [Storage](#storage-1)
-    - [EFS](#efs)
-  - [Storage and Backup](#storage-and-backup)
-    - [Compliance](#compliance-1)
-    - [S3 Security](#s3-security)
-  - [Virtualization](#virtualization)
-    - [VDI](#vdi)
 1. [Containers](#containers)
   - [Kubernetes](#kubernetes)
     - [EKS Console](#eks-console)
     - [EKS Networking](#eks-networking)
-    - [EKS Security](#eks-security-1)
-  - [Market Analysis](#market-analysis-1)
-    - [ReInvent Announcements](#reinvent-announcements-1)
+    - [EKS Security](#eks-security)
+  - [Market Analysis](#market-analysis)
+    - [ReInvent Announcements](#reinvent-announcements)
 1. [Data and Analytics](#data-and-analytics)
-  - [Data Protection](#data-protection)
-    - [AWS Backup](#aws-backup)
-    - [Compliance](#compliance-2)
   - [Data Streaming](#data-streaming)
     - [Kinesis](#kinesis)
-  - [Data Warehouse](#data-warehouse)
-    - [Redshift](#redshift)
 1. [Database](#database)
   - [RDS Proxy](#rds-proxy)
     - [Networking](#networking-1)
-  - [Relational Database](#relational-database)
-    - [RDS High Availability](#rds-high-availability)
-1. [Infrastructure as Code](#infrastructure-as-code)
-  - [CloudFormation](#cloudformation)
-    - [State Management](#state-management)
-1. [Observability](#observability-1)
-  - [CloudWatch](#cloudwatch)
-    - [Access Management](#access-management)
-    - [Multi-Account Monitoring](#multi-account-monitoring)
+1. [Observability](#observability)
   - [Grafana](#grafana)
     - [Managed Visualization](#managed-visualization)
   - [OpenTelemetry](#opentelemetry)
     - [Distributed Tracing](#distributed-tracing)
   - [Prometheus](#prometheus)
     - [Managed Container Monitoring](#managed-container-monitoring)
-1. [Security and Compliance](#security-and-compliance)
-  - [Cloud Security Posture](#cloud-security-posture)
-    - [Security Hub](#security-hub)
-  - [Vulnerability Management](#vulnerability-management)
-    - [Inspector](#inspector)
-1. [Software Engineering](#software-engineering)
-  - [AI Code Analysis](#ai-code-analysis)
-    - [Developer Enablement](#developer-enablement)
 
 ## Application Integration
 
@@ -166,272 +58,37 @@
   - **(2021)** [==infoq.com: AWS Introduces a New Workflow Studio for AWS Step Functions==](https://www.infoq.com/news/2021/06/step-functions-workflow-studio) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A visual, low-code workflow designer that simplifies building distributed state machines on AWS. It allows developers to drag, drop, and configure states, mapping state transitions and payloads directly to downstream AWS services. This visual paradigm significantly accelerates development cycles for complex microservices orchestrations while generating ASL (Amazon States Language) behind the scenes.
   - **(2021)** [==Now β€” AWS Step Functions Supports 200 AWS Services To Enable Easier Workflow Automation==](https://aws.amazon.com/blogs/aws/now-aws-step-functions-supports-200-aws-services-to-enable-easier-workflow-automation) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Dramatically expands the capabilities of AWS Step Functions by offering direct SDK integration with over 200 AWS services and over 9,000 API actions. This architecture minimizes or completely eliminates custom 'glue' Lambda functions whose sole purpose was calling AWS APIs. It simplifies state machine engineering, reducing latency, maintenance costs, and execution failure risks.
   - **(2021)** [**xataka.com: Hasta AWS se pasa al low-code: Workflow Studio es su primera herramienta de desarrollo de bajo cΓ³digo**](https://www.xataka.com/pro/aws-se-pasa-al-low-code-workflow-studio-su-primera-herramienta-desarrollo-codigo) [SPANISH CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Un anΓ‘lisis en espaΓ±ol sobre Workflow Studio para AWS Step Functions, detallando cΓ³mo la interfaz visual democratiza el diseΓ±o de arquitecturas serverless de bajo cΓ³digo (low-code). Permite a desarrolladores y analistas diagramar flujos lΓ³gicos, interactuando con otros servicios de AWS de manera intuitiva y reduciendo la complejidad del cΓ³digo.
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [venturebeat.com: Amazon’s AWS expands free β€˜egress’ data transfer limits](https://venturebeat.com/2021/11/25/amazons-aws-expands-free-egress-data-transfer-limits)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==venturebeat.com: Amazon’s AWS expands free β€˜egress’ data transfer limits== in the Kubernetes Tools ecosystem.
-  - [venturebeat.com: 6 big Kubernetes container security launches at AWS re:Invent' 2021](https://venturebeat.com/2021/12/03/6-big-kubernetes-container-security-launches-at-aws-reinvent-2021)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==venturebeat.com: 6 big Kubernetes container security launches at AWS re:Invent' 2021== in the Kubernetes Tools ecosystem.
-  - [medium.com/@fabrizio-cafolla: Dockerize Python for AWS Lambda β€” Deploy with' GitHub Workflow](https://medium.com/@fabrizio-cafolla/dockerize-python-for-aws-lambda-deploy-with-github-workflow-9a930c1e86b1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@fabrizio-cafolla: Dockerize Python for AWS Lambda β€” Deploy with' GitHub Workflow in the Kubernetes Tools ecosystem.
-## Cloud Governance
-
-### Landing Zones
-
-#### Control Tower
-
-  - **(2021)** [**AWS Control Tower now supports nested organizational units**](https://aws.amazon.com/about-aws/whats-new/2021/11/aws-control-tower-supports-nested-organizational-units) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Enables AWS Control Tower to govern up to five levels of nested Organizational Units (OUs), providing fine-grained SCP (Service Control Policy) inheritance inside complex AWS Organizations structures. This allows large enterprises to map organizational hierarchies exactly to their AWS landing zones. It improves permission inheritance modeling and cloud security boundaries without forcing flat structural patterns.
-  - **(2021)** [**Migrate AWS Landing Zone solution to AWS Control Tower**](https://aws.amazon.com/blogs/mt/migrate-aws-landing-zone-solution-to-aws-control-tower) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [LEGACY] β€” A technical walkthrough explaining the migration path from legacy, custom-built AWS Landing Zone (ALZ) frameworks to fully managed Control Tower landing zones. It details account enrollment, baseline consolidation, and continuous policy management translations. This migration ensures long-term supportability, lower engineering maintenance, and structured governance.
-### Resource Tagging
-
-#### Automation
-
-  - **(2021)** [New AWS Solutions Implementation: Tag Tamer](https://aws.amazon.com/about-aws/whats-new/2021/06/new-aws-solutions-implementation-tag-tamer) 🌟🌟🌟 [COMMUNITY-TOOL] β€” An open-source, reference-architecture tool designed to manage, govern, and remediate tagging compliance across AWS accounts. Featuring a user-friendly UI, it assists organizations in standardizing metadata for cost allocation, access control, and automation. In production, this mitigates drift in tagging schemas, bringing consistency to multi-account landings.
-### Service Catalog
-
-#### Operations Automation
-
-  - **(2021)** [**Automate preapproved operations with AWS Service Catalog service actions**](https://aws.amazon.com/blogs/mt/automate-preapproved-operations-with-aws-service-catalog-service-actions) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Enables cloud administrators to associate AWS Systems Manager (SSM) documents with cataloged products, allowing end-users to perform pre-approved operational tasks (like rebooting or scaling). This decouples routine operations from root-access privileges, enforcing zero-trust boundaries. It drastically reduces IT ticketing overhead through self-service infrastructure operations.
 ## Cloud Infrastructure
 
 ### AWS
 
-#### Business Applications
-
-  - **(2016)** [**Amazon WorkMail – Now Generally Available**](https://aws.amazon.com/blogs/aws/amazon-workmail-now-generally-available) [NONE CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” General availability announcement of Amazon WorkMail. Introduces an enterprise-grade cloud email and calendar service featuring strict security keys and existing corporate directory sync capabilities.
-#### Compute
-
-  - **(2015)** [**Coming Soon – EC2 Dedicated Hosts**](https://aws.amazon.com/blogs/aws/coming-soon-ec2-dedicated-hosts) [NONE CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Details Amazon EC2 Dedicated Hosts, designed to address strict enterprise compliance, hardware isolation requirements, and fine-grained socket-level BYOL software licensing limits.
-  - **(2016)** [New – Scheduled Reserved Instances](https://aws.amazon.com/blogs/aws/new-scheduled-reserved-instances) [NONE CONTENT] [DOCUMENTATION] 🌟🌟 [COMMUNITY-TOOL] β€” Details Scheduled Reserved Instances, designed to book recurring computational capacity (mostly superseded by dynamic Savings Plans and modern On-Demand capacity reservations).
 #### Container Orchestration
 
   - **(2015)** [**EC2 Container Service Update – Container Registry, ECS CLI, AZ-Aware Scheduling, and More**](https://aws.amazon.com/blogs/aws/ec2-container-service-update-container-registry-ecs-cli-az-aware-scheduling-and-more) [NONE CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Milestone feature updates outlining the inception of Amazon Elastic Container Registry (ECR), native ECS CLI utilities, and multi-AZ application container scheduler integrations.
-#### Governance
-
-  - **(2015)** [**AWS Config Rules – Dynamic Compliance Checking for Cloud Resources**](https://aws.amazon.com/blogs/aws/aws-config-rules-dynamic-compliance-checking-for-cloud-resources) [NONE CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Introduction to AWS Config Rules for dynamic resource auditing. Outlines custom Lambda-backed compliance checks, automated change detection, and state verification rules across multi-account structures.
-#### Internet of Things
-
-  - **(2015)** [**AWS IoT – Cloud Services for Connected Devices**](https://aws.amazon.com/blogs/aws/aws-iot-cloud-services-for-connected-devices) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Core introduction of AWS IoT architecture. Details high-throughput MQTT broker brokers, secure device shadow states, rules engines, and telemetry stream mapping to AWS analytics components.
-#### Management Tools
-
-  - **(2020)** [==AWS CloudShell - Command-Line Access to AWS Resources==](https://aws.amazon.com/es/blogs/aws/aws-cloudshell-command-line-access-to-aws-resources) [NONE CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Introduction to AWS CloudShell, a browser-based, secure terminal console preconfigured with standard CLI utilities, shell environments, and automatic IAM session credential sharing.
-#### Mobile Development
-
-  - **(2015)** [AWS Mobile Hub – Build, Test, and Monitor Mobile Applications](https://aws.amazon.com/blogs/aws/aws-mobile-hub-build-test-and-monitor-mobile-applications) [NONE CONTENT] [DOCUMENTATION] 🌟🌟 [COMMUNITY-TOOL] β€” Historic product announcement for AWS Mobile Hub, the predecessor tool used for configuring client-side storage, compute, and cognito authentication (superseded entirely by AWS Amplify).
-#### Mobile Testing
-
-  - **(2025)** [**AWS Device Farm: Improve the quality of your web and mobile applications by testing across desktop browsers and real mobile devices hosted in the AWS Cloud**](https://aws.amazon.com/device-farm) [NONE CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Product brief of AWS Device Farm, an automated application testing service hosting real physical mobile devices and desktop browser stacks for continuous cross-platform validation.
-#### Monitoring
-
-  - **(2015)** [==CloudWatch Dashboards – Create & Use Customized Metrics Views==](https://aws.amazon.com/blogs/aws/cloudwatch-dashboards-create-use-customized-metrics-views) [NONE CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Reference guide detailing custom Amazon CloudWatch Dashboards. Covers metric ingestion, multi-widget graphing configurations, and consolidated cross-region resource alerting models.
-  - **(2018)** [**cloudonaut.io: Seamless EC2 monitoring with the Unified CloudWatch Agent**](https://cloudonaut.io/seamless-ec2-monitoring-with-the-unified-cloudwatch-agent) [NONE CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Architectural guide explaining the transition to the Unified CloudWatch Agent on EC2. Details system-level RAM, disk, and custom application metrics collection policies.
-#### Regions
-
-  - **(2015)** [London Calling! An AWS Region is coming to the UK!](https://www.allthingsdistributed.com/2015/11/aws-announces-uk-region.html) [NONE CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Historical briefing of AWS network expansion planning for the UK region launch, highlighting sovereignty compliance targets and low-latency availability zone options.
-#### Security
-
-  - **(2021)** [**amazon.com: Reduce Unwanted Traffic on Your Website with New AWS WAF Bot Control**](https://aws.amazon.com/blogs/aws/reduce-unwanted-traffic-on-your-web-site-with-aws-bot-control) [NONE CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Explains AWS WAF Bot Control integration. Discusses using preconfigured rule groups at edge distribution tiers to detect, classify, and isolate automated malicious scraper patterns.
-  - **(2020)** [**github.com/hayao-k/cdk-ecr-image-scan-notify**](https://github.com/hayao-k/cdk-ecr-image-scan-notify) ⭐ 29  [TYPESCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Community CDK construct that maps AWS EventBridge patterns to detect ECR image vulnerability scans. Automatically processes and delivers structured notifications to Slack/Teams channels using Lambda.
-  - **(2015)** [**Amazon Inspector – Automated Security Assessment Service**](https://aws.amazon.com/blogs/aws/amazon-inspector-automated-security-assessment-service) [NONE CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Architectural overview of Amazon Inspector, an automated vulnerability management service. Details continuous software vulnerability assessments on EC2 instances, ECR container layers, and serverless runtimes.
 #### Serverless
 
   - **(2015)** [==AWS Lambda Update – Python, VPC, Increased Function Duration, Scheduling, and More==](https://aws.amazon.com/blogs/aws/aws-lambda-update-python-vpc-increased-function-duration-scheduling-and-more) [PYTHON CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Strategic release notes highlighting early serverless evolutions: introducing Python runtime environments, VPC integration paths, dynamic event scheduling, and longer execution timeout periods.
-#### Storage
-
-  - **(2015)** [==Amazon EFS: Amazon Elastic File System – Shared File Storage for Amazon EC2==](https://aws.amazon.com/blogs/aws/amazon-elastic-file-system-shared-file-storage-for-amazon-ec2) [NONE CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Deep dive into Amazon EFS, offering serverless elastic file sharing based on NFSv4. Integrates natively across EC2 instances, on-premises centers, and container tasks under ECS or EKS.
-  - **(2015)** [==New – Encrypted EBS Boot Volumes==](https://aws.amazon.com/blogs/aws/new-encrypted-ebs-boot-volumes) [NONE CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Announcement of native EBS boot volume encryption, leveraging AWS Key Management Service (KMS) without degrading overall instance throughput or input/output latency patterns.
-### Compute (1)
-
-#### Auto Scaling
-
-  - **(2021)** [**Amazon EC2 Auto Scaling now lets you control which instances to terminate on scale-in**](https://aws.amazon.com/about-aws/whats-new/2021/07/amazon-ec2-auto-scaling-now-lets-you-control-which-instances-to-terminate-on-scale-in) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Offers precise programmatic control over which EC2 instances are terminated first during an Auto Scaling scale-in event. This replaces generic policies, allowing engineers to retain warm instances, protect long-running tasks, or optimize container host terminations. Architecturally, it increases stability for stateful or queue-consuming workers.
-#### EC2 Troubleshooting
-
-  - **(2021)** [**infoq.com: AWS Introduces EC2 Serial Console: Troubleshoot Boot and Networking Issues**](https://www.infoq.com/news/2021/04/aws-ec2-serial-console) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Provides secure, interactive access to the physical serial port of EC2 instances, bypassing traditional IP-based network configuration. This enables real-time diagnostic debugging of boot issues, kernel panics, and misconfigured firewall or network interfaces. Architecturally, it serves as a critical break-glass tool for enterprise sysadmins to avoid data loss during OS-level misconfigurations.
-#### Multi-Region Operations
-
-  - **(2021)** [Amazon EC2 now offers Global View on the console to view all resources across regions together](https://aws.amazon.com/about-aws/whats-new/2021/09/amazon-ec2-global-view-console-regions) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Offers a centralized dashboard on the EC2 Console to view all running instances, volumes, VPCs, and subnets across all AWS Regions simultaneously. This feature drastically improves operational visibility, allowing engineers to track shadow IT, verify multi-region deployments, and quickly locate orphaned resources. It provides a foundational unified pane for multi-region operations.
-#### Operating Systems
-
-  - **(2021)** [**linux.slashdot.org: AWS Embraces Fedora Linux for Its Cloud-Based 'Amazon Linux'**](https://linux.slashdot.org/story/21/11/27/0328223/aws-embraces-fedora-linux-for-its-cloud-based-amazon-linux) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Announces Amazon Linux 2022 (later AL2023), transitioning the base operating system platform to Fedora. This shift promises a predictable two-year release cycle, faster access to up-to-date upstream packages, and refined SELinux security defaults. It provides an optimized, modern runtime layer for containerized microservices and virtualized EC2 execution.
-#### Spot Instances
-
-  - **(2022)** [Amazon EC2 announces new price and capacity optimized allocation strategy for provisioning Amazon EC2 Spot Instances](https://aws.amazon.com/about-aws/whats-new/2022/11/amazon-ec2-price-capacity-optimized-allocation-strategy-provisioning-ec2-spot-instances) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Amazon EC2 introduced the 'price-capacity-optimized' allocation strategy for Spot Instances. It balances cost-efficiency with instance availability by assessing real-time capacity pools, resulting in drastically lower interruption rates for large scale container and big data workloads.
-### Console
-
-#### UIUX
-
-  - **(2022)** [Announcing dark mode support in the AWS Management Console](https://aws.amazon.com/about-aws/whats-new/2022/10/dark-mode-support-aws-management-console) [NONE CONTENT]  [COMMUNITY-TOOL] β€” The AWS Management Console released native dark mode support, improving accessibility and visual comfort for operators working across extended monitoring shifts. It introduces a configurable theme preference that persists across sessions.
 ### Container Orchestration (1)
 
 #### ECS Deployments
 
   - **(2022)** [Amazon ECS now integrates with Amazon CloudWatch alarms to improve safety for deployments](https://aws.amazon.com/about-aws/whats-new/2022/12/amazon-ecs-cloudwatch-alarms-safety-deployments) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Amazon ECS integrated natively with CloudWatch alarms to implement automated deployment rollbacks. If custom indicators (like HTTP 5xx errors) cross alarm thresholds during a rolling update, ECS automatically rolls back the task definitions to the last known stable state.
-#### EKS Kubernetes
-
-  - **(2023)** [Amazon EKS now supports Kubernetes version 1.25](https://aws.amazon.com/blogs/containers/amazon-eks-now-supports-kubernetes-version-1-25) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Amazon EKS added support for Kubernetes version 1.25, bringing security policy updates, API removals (such as PodSecurityPolicy), and core platform enhancements like container registry authentication improvements.
-#### EKS Security
-
-  - **(2023)** [Amazon EKS introduces EKS Pod Identity](https://aws.amazon.com/about-aws/whats-new/2023/11/amazon-eks-pod-identity) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” EKS Pod Identity simplifies the association of IAM roles with Kubernetes service accounts. This model bypasses the complexities of OIDC trust configurations, offering highly scalable, secure, and isolated credential structures for containers.
 #### EKS Windows
 
   - **(2022)** [Amazon EKS launches automated provisioning and lifecycle management for Windows containers](https://aws.amazon.com/about-aws/whats-new/2022/12/amazon-eks-automated-provisioning-lifecycle-management-windows-containers) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Amazon EKS automated the deployment and lifecycle management of Windows container nodes. It simplifies AMI updates, security patching, and scaling operations for Windows-based workloads on Kubernetes, aligning them with traditional Linux container management patterns.
 #### Storage Integration
 
   - **(2024)** [Amazon ECS and AWS Fargate now integrate with Amazon EBS](https://aws.amazon.com/about-aws/whats-new/2024/01/amazon-ecs-fargate-integrate-ebs) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Amazon ECS and AWS Fargate introduced native integration with Amazon EBS volumes. This lets serverless container deployments mount high-performance block storage dynamically, accommodating data-intensive file-processing workloads.
-### Databases
-
-#### Backup and Recovery
-
-  - **(2022)** [Amazon Timestream now enables you to protect your data through AWS Backup](https://aws.amazon.com/about-aws/whats-new/2022/12/amazon-timestream-enables-protect-data-through-aws-backup) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Amazon Timestream integrated with AWS Backup to provide centralized, automated protection for time-series databases. It supports scheduling continuous or periodic backups, meeting compliance targets, and executing point-in-time recoveries easily.
-#### Data Migration
-
-  - **(2023)** [New – AWS DMS Serverless: Automatically Provisions and Scales Capacity for Migration and Data Replication](https://aws.amazon.com/blogs/aws/new-aws-dms-serverless-automatically-provisions-and-scales-capacity-for-migration-and-data-replication) [NONE CONTENT]  [COMMUNITY-TOOL] β€” AWS DMS Serverless automates the provisioning, scaling, and operational management of resources needed for database replication and migration tasks. This reduces hands-on provisioning steps during large-scale enterprise data migrations.
-#### RDS Deployments
-
-  - **(2022)** [Announcing Amazon RDS Blue/Green Deployments for safer, simpler, and faster updates](https://aws.amazon.com/about-aws/whats-new/2022/11/amazon-rds-blue-green-deployments-safer-simpler-faster-updates) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Amazon RDS Blue/Green Deployments introduced fully managed environment duplication, enabling automated synchronization and safe promotion of databases. This feature significantly limits downtime and rollback complexities during critical minor and major engine updates.
-#### Secrets Management
-
-  - **(2022)** [Amazon RDS announces integration with AWS Secrets Manager](https://aws.amazon.com/about-aws/whats-new/2022/12/amazon-rds-integration-aws-secrets-manager) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Amazon RDS added native integration with AWS Secrets Manager, allowing the service to automatically generate, rotate, and manage database credential secrets. This eliminates hardcoded application secrets, reducing vulnerability surface areas.
-### Edge Compute
-
-#### Local Zones
-
-  - **(2021)** [techcrunch.com: AWS to launch over 30 new Local Zones internationally starting in 2022](https://techcrunch.com/2021/12/02/aws-to-launch-over-30-new-local-zones-starting-in-2022) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Outlines AWS's international expansion of Local Zones to provide low-latency edge computing, storage, and database services in metropolitan areas globally. This addresses strict residency laws and provides sub-10ms performance targets for localized financial systems or real-time gaming backends. Architecturally, it extends public cloud boundaries directly to metropolitan data centers.
-### FinOps
-
-#### Cost Management
-
-  - **(2022)** [AWS Cost Explorer’s New Look and Common Use Cases](https://aws.amazon.com/ru/blogs/aws-cloud-financial-management/aws-cost-explorers-new-ui-and-common-use-cases) [NONE CONTENT]  [COMMUNITY-TOOL] β€” AWS Cost Explorer received a modernized interface and optimized query layouts to aid FinOps analysis. The upgrade simplifies tracking execution costs, identifying anomalies, and reviewing historical cloud expenditure across complex organizational units.
-### Global Infrastructure
-
-#### Regions (1)
-
-  - **(2022)** [Now Open–AWS Region in Spain](https://aws.amazon.com/blogs/aws/now-open-aws-region-in-spain) [NONE CONTENT]  [COMMUNITY-TOOL] β€” AWS announced the general availability of the Europe (Spain) Region (eu-south-2). This physical infrastructure footprint enables customers to achieve lower latency for local workloads, meet residency and data sovereignty requirements inside the European Union, and build multi-region failover setups.
-### Governance (1)
-
-#### AWS Organizations
-
-  - **(2022)** [Announcing delegated administrator for AWS Organizations](https://aws.amazon.com/about-aws/whats-new/2022/11/aws-organizations-delegated-administrator) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” AWS introduced delegated administrator capabilities for AWS Organizations, permitting the management of member policies and organizational hierarchies from a secondary security or utility account. This reduces operational overhead on the organization's root administrative account, minimizing risk exposure.
-#### Compliance
-
-  - **(2022)** [Integration of AWS Well-Architected Tool with AWS Organizations](https://aws.amazon.com/about-aws/whats-new/2022/06/aws-well-architected-tool-organizations-integration) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Integration of the AWS Well-Architected Tool with AWS Organizations provides centralized visibility into workload reviews across all member accounts. This structural update enables corporate architects to monitor governance posture, identify common architectural flaws, and establish standardized multi-tenant review patterns across the enterprise landscape.
-#### Resource Tracking
-
-  - **(2023)** [AWS Config supports recording exclusions by resource type](https://aws.amazon.com/about-aws/whats-new/2023/06/aws-config-recording-exclusions-resource-type) [NONE CONTENT]  [COMMUNITY-TOOL] β€” AWS Config introduced resource-type exclusions, allowing organizations to exclude high-churn resources from continuous state recording. This helps control tracking costs and reduces noisy alerts on unimportant assets.
-#### Systems Management
-
-  - **(2023)** [Announcing the ability to enable AWS Systems Manager by default across all EC2 instances in an account](https://aws.amazon.com/about-aws/whats-new/2023/02/enable-aws-systems-manager-default-all-ec2-instances-account) [NONE CONTENT]  [COMMUNITY-TOOL] β€” AWS Systems Manager launched 'Default Host Management Configuration', enabling standard host management across all EC2 instances inside an account automatically, removing manual profile attachment requirements.
-### Identity and Access
-
-#### API Management
-
-  - **(2022)** [Announcing new AWS IAM Identity Center APIs to manage users and groups at scale](https://aws.amazon.com/blogs/security/announcing-new-aws-iam-identity-center-apis-to-manage-users-and-groups-at-scale) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” AWS expanded its IAM Identity Center with programmatic APIs for user and group management. These endpoints facilitate Automated Provisioning (SCIM-based or native) and deep integration with existing external Identity Providers (IdPs) and custom HR software to manage lifecycle identities systematically.
-#### Access Control
-
-  - **(2022)** [AWS Single Sign-On (AWS SSO) adds support for AWS Identity and Access Management (IAM) customer managed policies (CMPs)](https://aws.amazon.com/about-aws/whats-new/2022/07/aws-single-sign-on-aws-sso-aws-identity-access-management-iam-customer-managed-policies-cmps) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” AWS SSO (IAM Identity Center) updated its permission set capabilities to reference customer managed policies (CMPs) stored in individual target AWS accounts. This feature simplifies complex migration paths and permits granular, regional policy management without duplicating policy definitions inside the central identity center interface.
-#### Directory Services
-
-  - **(2022)** [AWS Single Sign-On launches configurable synchronization for Microsoft Active Directory](https://aws.amazon.com/about-aws/whats-new/2022/04/aws-single-sign-on-configurable-synchronization-microsoft-active-directory) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” AWS Single Sign-On (now IAM Identity Center) introduced customizable directory synchronization options for Microsoft Active Directory (AD). This feature allows administrators to select specific AD groups and users for propagation into AWS, optimizing synchronization times and preventing clutter in large-scale multi-account environments.
-#### MFA
-
-  - **(2022)** [AWS Identity and Access Management now supports multiple multi-factor authentication (MFA) devices](https://aws.amazon.com/about-aws/whats-new/2022/11/aws-identity-access-management-multi-factor-authentication-devices) [NONE CONTENT]  [COMMUNITY-TOOL] β€” AWS IAM added support for registering multiple Multi-Factor Authentication (MFA) devices per user. This increases structural resiliency for root and administrative users, allowing the configuration of both physical security keys and authenticator applications to prevent lockout scenarios.
-#### Privilege Management
-
-  - **(2023)** [Temporary elevated access management with IAM Identity Center](https://aws.amazon.com/blogs/security/temporary-elevated-access-management-with-iam-identity-center) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” AWS IAM Identity Center introduced temporary elevated access mechanisms. This feature implements time-bound, audited administrative permissions (just-in-time privilege escalation), mitigating risks from persistently elevated root and operator access.
-#### Session Management
-
-  - **(2022)** [IAM Identity Center adds session management features for improved user experience and cloud security](https://aws.amazon.com/about-aws/whats-new/2022/10/iam-identity-center-session-management-features-improved-user-experience-cloud-security) [NONE CONTENT]  [COMMUNITY-TOOL] β€” AWS IAM Identity Center introduced consolidated session management settings. Security administrators can configure custom session duration limits for both portal and command-line access, enforcing systematic re-authentication and improving overall organizational compliance.
-### Market Analysis
-
-#### Critical Review
-
-  - **(2021)** [theregister.com: The big AWS event: 120 announcements but nothing has changed](https://www.theregister.com/off-prem/2021/12/09/the-big-aws-event-120-announcements-but-nothing-has-changed/605657) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Provides a critical perspective on the massive volume of re:Invent releases, arguing that many represent incremental API upgrades rather than fundamental architectural breakthroughs. The article challenges tech teams to focus on core design architectures rather than chasing every new managed wrapper. It serves as a pragmatic guide against architectural over-engineering.
-#### ReInvent Announcements
-
-  - **(2021)** [**aws.amazon.com/blogs: Top Announcements of AWS re:Invent 2021**](https://aws.amazon.com/blogs/aws/top-announcements-of-aws-reinvent-2021) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Synthesizes the major platform transformations unveiled at re:Invent 2021, focusing on serverless options for Redshift, EMR, and MSK alongside new Graviton3 silicon. The catalog underscores a massive architectural drive towards serverless operational models across the analytics stack. These updates solidify AWS's platform-as-a-service offerings for enterprise engineering.
-  - **(2021)** [**infoq.com: Recap of AWS re:Invent 2021**](https://www.infoq.com/news/2021/12/recap-reinvent-2021) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Delivers an industry analyst review of re:Invent 2021's technical releases, capturing structural advancements across compute, databases, and serverless compute paradigms. Key topics include AWS Mainframe Modernization, IoT FleetWise, and security standard compliance tooling. It maps out these ecosystem developments to long-term enterprise migration strategies.
 ### Messaging
 
 #### Event-Driven
 
   - **(2022)** [Amazon SNS increases the default quota for subscription filter policies by 50x to 10,000 per account](https://aws.amazon.com/about-aws/whats-new/2022/11/amazon-sns-increases-default-quota-subscription-filter-policies-account) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Amazon SNS increased the default subscription filter policy limit 50-fold to 10,000 per account. This enhancement permits highly granular filtering configurations within event-driven architectures, eliminating the need to deploy complex dispatch microservices to parse message payloads.
-### Migration
-
-#### VM Import Export
-
-  - **(2021)** [EC2 VM Import/Export now supports migration of virtual machines with Unified Extensible Firmware Interface (UEFI) boot to AWS](https://aws.amazon.com/about-aws) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Extends the VM Import/Export service to support the migration of virtual machines using UEFI (Unified Extensible Firmware Interface) bootloader architectures. This standardizes migration pipelines for modern on-premises systems, bypassing tedious BIOS-conversion steps. It enables automated VM transition directly into modern EC2 nitro-based instance types.
 ### Networking
 
-#### CDN Security
-
-  - **(2023)** [Amazon CloudFront announces one-click security protections](https://aws.amazon.com/about-aws/whats-new/2023/05/amazon-cloudfront-one-click-security-protections) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Amazon CloudFront introduced one-click security enablement, letting users easily provision AWS WAF protection directly from their CDN resource portal, simplifying deployment patterns.
-#### Deprecations
-
-  - **(2021)** [**theregister.com: AWS to retire EC2-Classic – the network glue that helped start the IaaS rush**](https://www.theregister.com/off-prem/2021/07/29/aws-to-retire-ec2-classic-the-network-glue-that-helped-start-the-iaas-rush/527489) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Marks the official EOL of AWS's original flat network topology (EC2-Classic), mandating migration to Virtual Private Cloud (VPC) architectures. This deprecation signals the end of shared, non-isolated public IP spaces in cloud compute, enforcing VPC-level security controls, security groups, and routing isolation. Migrations required standardizing VM instances onto modern VPC-only networking models.
-  - **(2021)** [**EC2-Classic Networking is Retiring – Here’s How to Prepare**](https://aws.amazon.com/blogs/aws/ec2-classic-is-retiring-heres-how-to-prepare) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [LEGACY] β€” Migration guidelines and operational playbooks assisting AWS accounts in transitioning off legacy EC2-Classic networks onto modern Amazon VPC resources. The blueprint outlines migration tools (ClassicLink) and technical paths to reconstruct security policies, network routing, and host configurations within dedicated VPC perimeters.
-#### Hybrid Connectivity
-
-  - **(2021)** [AWS Site-to-Site VPN releases updated Download Configuration utility](https://aws.amazon.com/about-aws/whats-new/2021/09/aws-site-to-site-vpn-download-configuration-utility) 🌟🌟🌟 [COMMUNITY-TOOL] β€” An upgraded utility providing customized configuration templates for a wider variety of Customer Gateway (CGW) devices during hybrid VPN setups. This tool streamlines the deployment of secure IPsec tunnels by providing templated scripts for Cisco, Juniper, Fortinet, and generic routers. It guarantees cryptographic and routing parameter parity between on-prem and AWS.
 #### Load Balancing
 
   - **(2021)** [==Application Load Balancer now enables AWS PrivateLink and static IP addresses by direct integration with Network Load Balancer==](https://aws.amazon.com/about-aws/whats-new/2021/09/application-load-balancer-aws-privatelink-static-ip-addresses-network-load-balancer) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Introduces direct, native integration between Application Load Balancers (ALB) and Network Load Balancers (NLB), enabling ALBs to leverage static IP addresses and register with AWS PrivateLink. This native bridge removes the complex AWS Lambda-based IP-sync workarounds. It allows organizations to expose Layer 7 HTTP/HTTPS routing routes securely over private, non-routable VPC endpoints.
-  - **(2022)** [Application Load Balancers now support turning off cross zone load balancing per target group](https://aws.amazon.com/about-aws/whats-new/2022/11/application-load-balancers-turning-off-cross-zone-load-balancing-per-target-group) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” AWS ALB added fine-grained control to disable cross-zone load balancing at the target group level rather than globally. This facilitates localized traffic routing within individual Availability Zones, lowering inter-AZ data transfer costs and optimizing latency profiles.
-#### NAT Gateway
-
-  - **(2022)** [Amazon NAT Gateway Now Allows You to Select Private IP Address for Network Address Translation](https://aws.amazon.com/about-aws/whats-new/2022/11/amazon-nat-gateway-allows-select-private-ip-address-network-address-translation) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Amazon NAT Gateway updated its networking capabilities to let administrators manually assign secondary private IP addresses for outbound traffic. This enables easier integration with transit networks, transit gateways, and hybrid cloud routes where source-IP restrictions apply.
-#### Network Security
-
-  - **(2021)** [==New – Amazon VPC Network Access Analyzer==](https://aws.amazon.com/blogs/aws/new-amazon-vpc-network-access-analyzer) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A formal network verification tool that uses mathematical analysis (automated reasoning) to check VPC security policies and network access paths. It helps teams identify unintended network configurations, verify access boundaries, and demonstrate compliance to internal/external security audits. Architecturally, it automates manual firewall reviews and prevents security isolation leaks.
-  - **(2021)** [**AWS Network Firewall – Nuevo Servicio Gestionado de Firewall para VPC**](https://aws.amazon.com/es/blogs/aws-spanish/aws-network-firewall-nuevo-servicio-gestionado-de-firewall-para-vpc) [SPANISH CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Un anΓ‘lisis en espaΓ±ol sobre AWS Network Firewall, detallando cΓ³mo este servicio gestionado de seguridad perimetral proporciona inspecciΓ³n de paquetes activa, prevenciΓ³n de intrusiones (IPS) y filtrado de URL. ArquitectΓ³nicamente, se integra con Transit Gateway para asegurar de manera centralizada el trΓ‘fico de entrada y salida a nivel de VPC corporativo.
-#### Security Groups
-
-  - **(2021)** [==Easily Manage Security Group Rules with the New Security Group Rule ID==](https://aws.amazon.com/blogs/aws/easily-manage-security-group-rules-with-the-new-security-group-rule-id) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Introduces a unique identifier for each security group rule (sgr-xxxxxxxx), making rules individually addressable via API, CLI, or IaC. This drastically improves the management of firewall exceptions, allowing developers to target, modify, or audit precise rules without referencing the complete rule block list. It prevents race conditions and conflicts in IaC pipelines like Terraform.
-  - **(2021)** [**Amazon Virtual Private Cloud (VPC) customers can now resize their prefix list**](https://aws.amazon.com/about-aws/whats-new/2021/08/amazon-vpc-resize-prefix-list) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Introduces the capability to dynamically resize customer-managed prefix lists, allowing cloud engineers to adjust IP range counts without recreating dependent security groups or route tables. This update simplifies network security operations at scale by removing the rigid limits on custom prefix dimensions. Architecturally, it serves as a critical automation capability for large transit gateway deployments.
-#### VPC Addressing
-
-  - **(2021)** [==Amazon Virtual Private Cloud (VPC) customers can now assign IP prefixes to their EC2 instances==](https://aws.amazon.com/about-aws/whats-new/2021/07/amazon-virtual-private-cloud-vpc-customers-can-assign-ip-prefixes-ec2-instances) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Identical announcement enabling continuous IP prefixes to be allocated directly to EC2 instances. Architecturally, this bypasses elastic network interface (ENI) private IP limit caps, expanding physical capacity constraints for highly scaled Kubernetes EKS clusters. It simplifies route propagation configurations and scales pod-per-node capacity.
-#### VPC Visualization
-
-  - **(2023)** [New – Visualize Your VPC Resources from Amazon VPC Creation Experience](https://aws.amazon.com/blogs/aws/new-visualize-your-vpc-resources-from-amazon-vpc-creation-experience) [NONE CONTENT]  [COMMUNITY-TOOL] β€” The Amazon VPC creation workflow introduced real-time topology visualization. As operators configure subnets, route tables, and internet gateways, the system renders a dynamic layout diagram to prevent configuration errors.
-### Observability
-
-#### Managed Monitoring
-
-  - **(2021)** [Amazon Managed Grafana Is Now Generally Available with Many New Features](https://aws.amazon.com/blogs/aws/amazon-managed-grafana-is-now-generally-available-with-many-new-features) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Amazon Managed Grafana (AMG) is a fully managed service that simplifies the deployment, operation, and scaling of Grafana dashboards across diverse data sources. It natively integrates with AWS security and IAM systems, offering high-availability visualization of metrics, logs, and traces without administrative overhead.
-#### Metric Extraction
-
-  - **(2023)** [Amazon CloudWatch now supports high resolution metric extraction from structured logs](https://aws.amazon.com/about-aws/whats-new/2023/02/amazon-cloudwatch-high-resolution-metric-extraction-structured-logs) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Amazon CloudWatch introduced high-resolution metric extraction from structured JSON logs. This update enables operators to parse nested log structures in real-time and generate metrics with sub-minute granularity, supporting rapid incident detection in distributed setups.
-#### Metrics
-
-  - **(2022)** [Introducing Amazon CloudWatch Metrics Insights (General Availability)](https://aws.amazon.com/about-aws/whats-new/2022/04/amazon-cloudwatch-metrics-insights) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Amazon CloudWatch Metrics Insights is a highly performant SQL-based query engine that allows developers and administrators to analyze system metrics at scale in real-time. It enables querying millions of metrics dynamically, grouping by dimensions, and creating dashboard visualizers to pinpoint anomalous behaviors rapidly across distributed cloud architectures.
-#### Multi-Account
-
-  - **(2022)** [Amazon CloudWatch launches cross-account observability across multiple AWS accounts](https://aws.amazon.com/about-aws/whats-new/2022/11/amazon-cloudwatch-cross-account-observability-multiple-aws-accounts) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Amazon CloudWatch added native cross-account observability, enabling operators to aggregate and query metrics, logs, and traces seamlessly across multiple target accounts in an organization. This removes the need for custom ingestion microservices and pipelines to centralize application telemetry.
-### Security (1)
-
-#### DDoS Protection
-
-  - **(2022)** [AWS Shield Advanced now supports Application Load Balancer for automatic application layer DDoS mitigation](https://aws.amazon.com/about-aws/whats-new/2022/04/aws-shield-application-balancer-automatic-ddos-mitigation) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” AWS Shield Advanced introduced automatic mitigation of application layer (Layer 7) DDoS attacks for Application Load Balancers (ALB). This capability dynamically creates, tests, and deploys AWS WAF rules on behalf of the user to block malicious traffic patterns, reducing manual intervention and minimizing downstream application downtime during sustained attacks.
-#### Key Management
-
-  - **(2022)** [Announcing AWS KMS External Key Store (XKS)](https://aws.amazon.com/blogs/aws/announcing-aws-kms-external-key-store-xks) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” AWS KMS External Key Store (XKS) allows customers to secure cloud-stored data using keys held on hardware security modules (HSMs) outside of AWS. This architectural integration helps enterprises satisfy strict digital sovereignty and regulatory constraints.
-#### Network Firewall
-
-  - **(2023)** [AWS Network Firewall now supports tag-based resource groups](https://aws.amazon.com/about-aws/whats-new/2023/02/aws-network-firewall-tag-based-resource-groups) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” AWS Network Firewall updated its rules engines to resolve tag-based resource groups dynamically. This modification enables security teams to configure static firewall rules that adapt automatically as VPC networks or instances scale.
-#### Policy Generation
-
-  - **(2022)** [IAM Access Analyzer now reviews your AWS CloudTrail history to identify actions used across 140 AWS services and generates fine-grained policies](https://aws.amazon.com/about-aws/whats-new/2022/10/iam-access-analyzer-cloudtrail-history-identify-actions-140-aws-services-fine-grained-policies) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” IAM Access Analyzer expanded its policy generation features by parsing AWS CloudTrail history across 140 AWS services. It identifies the exact actions utilized by an IAM entity over a specific timeframe and translates that history into fine-grained, least-privilege IAM policies, mitigating risks of privilege escalation.
-#### Threat Detection
-
-  - **(2023)** [Amazon GuardDuty now available in AWS Europe (Spain) Region](https://aws.amazon.com/about-aws/whats-new/2023/02/amazon-guardduty-aws-europe-spain-region) [NONE CONTENT]  [COMMUNITY-TOOL] β€” AWS extended the availability of Amazon GuardDuty to the Europe (Spain) region. This deployment supports regional workloads with local threat intelligence and ML-driven behavior detection for AWS accounts, S3, and EKS environments.
-#### Threat Hunting
-
-  - **(2023)** [Amazon Detective adds graph visualization for interactive security investigations](https://aws.amazon.com/about-aws/whats-new/2023/03/amazon-detective-graph-visualization-interactive-security-investigations) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Amazon Detective updated its threat-hunting capabilities with interactive graph visualizations. Security analysts can trace access relationships, API anomalies, and suspicious activity logs visually across multi-account ecosystems.
-#### WAF Rules
-
-  - **(2023)** [AWS WAF enhances rate-based rules to support request headers and composite keys](https://aws.amazon.com/about-aws/whats-new/2023/05/aws-waf-rate-based-rules-request-headers-composite-keys) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” AWS WAF updated rate-limiting rules to support composite key inspection, combining IP with headers, cookies, or query arguments. This helps target and neutralize sophisticated distributed L7 attacks.
 ### Security and Service Mesh
 
 #### HashiCorp HCP
@@ -439,31 +96,12 @@
   - **(2021)** [**thenewstack.io: HashiCorp Adds Consul and Vault to Cloud Platform for AWS**](https://thenewstack.io/hashicorp-adds-consul-and-vault-to-cloud-platform-for-aws) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Launches fully managed Consul and Vault offerings on the HashiCorp Cloud Platform (HCP) integrated with AWS. This allows engineering teams to leverage secure secret storage and high-performance service mesh patterns without operational cluster overhead. Architecturally, it integrates seamlessly into AWS VPC routing and transit gateway topologies.
 ### Serverless (1)
 
-#### Compute (2)
+#### Compute
 
   - **(2022)** [AWS Lambda Now Supports Up to 10 GB Ephemeral Storage](https://aws.amazon.com/blogs/aws/aws-lambda-now-supports-up-to-10-gb-ephemeral-storage) [NONE CONTENT]  [COMMUNITY-TOOL] β€” AWS Lambda's configuration options permit allocating up to 10 GB of ephemeral /tmp storage, up from the previous 512 MB limit. This architectural enhancement enables serverless executions to process larger datasets, run machine learning inference, and perform intensive ETL operations directly within memory-backed local storage, significantly expanding the viability of serverless data pipelines.
 #### Developer Tooling
 
   - **(2023)** [AWS SAM CLI introduces β€˜sam list’ command to inspect AWS SAM resources](https://aws.amazon.com/about-aws/whats-new/2023/02/aws-sam-cli-sam-list-command-inspect-resources) [NONE CONTENT]  [COMMUNITY-TOOL] β€” AWS SAM CLI introduced the 'sam list' command to improve local diagnostics for serverless stacks. This tool displays resource endpoints, IAM roles, and stack states directly within the terminal, streamlining deployment workflows.
-### Storage (1)
-
-#### EFS
-
-  - **(2022)** [**Announcing Amazon Elastic File System Replication**](https://aws.amazon.com/about-aws/whats-new/2022/01/amazon-elastic-file-system-replication) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Launches a native replication solution for EFS, automating the replication of file systems across different AWS Regions or within the same Region. It guarantees point-in-time consistency and helps meet disaster recovery (DR) RPO and RTO compliance goals. This deprecates the need for custom rsync-based replication agents on EC2.
-  - **(2022)** [**infoq.com: Amazon Announces Elastic File System Replication for Multi-Region Deployments**](https://www.infoq.com/news/2022/02/aws-efs-replication) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Evaluates the release of native EFS replication, focusing on its integration with hybrid file storage strategies and automated failover pipelines. It details how the sub-minute RPO simplifies business continuity architectures across multi-region EKS stateful workloads. The solution delivers automated metadata synchronization, optimizing engineering resources.
-### Storage and Backup
-
-#### Compliance (1)
-
-  - **(2022)** [AWS Backup Audit Manager adds centralized reporting for AWS Organizations](https://aws.amazon.com/about-aws/whats-new/2022/11/aws-backup-audit-manager-centralized-reporting-aws-organizations) [NONE CONTENT]  [COMMUNITY-TOOL] β€” AWS Backup Audit Manager introduced consolidated, cross-account backup compliance reporting across AWS Organizations. Enterprise operators can monitor backup policies, tracking non-compliance trends dynamically from a singular delegator dashboard.
-#### S3 Security
-
-  - **(2022)** [Heads-Up: Amazon S3 Security Changes Are Coming in April of 2023](https://aws.amazon.com/blogs/aws/heads-up-amazon-s3-security-changes-are-coming-in-april-of-2023) [NONE CONTENT]  [COMMUNITY-TOOL] β€” AWS pre-announced default security hardening measures for Amazon S3 buckets. These updates block public access configurations by default and enforce bucket owner-enforced Object Ownership settings to automatically disable ACLs on new bucketing workloads.
-### Virtualization
-
-#### VDI
-
-  - **(2022)** [Amazon WorkSpaces Introduces Ubuntu Desktops](https://aws.amazon.com/blogs/aws/amazon-workspaces-introduces-ubuntu-desktops) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Amazon WorkSpaces extended its managed Virtual Desktop Infrastructure (VDI) to offer Ubuntu Desktop environments. Intended primarily for developers, data scientists, and engineers, this addition provides a secure, cloud-hosted Linux workspace preconfigured with developer utilities and standardized enterprise authentication.
 ## Containers
 
 ### Kubernetes
@@ -474,34 +112,21 @@
 #### EKS Networking
 
   - **(2021)** [==Amazon VPC CNI plugin increases pods per node limits==](https://aws.amazon.com/about-aws/whats-new/2021/07/amazon-vpc-cni-plugin-increases-pods-per-node-limits) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Introduces Prefix Delegation in the AWS VPC CNI, multiplying the number of pods allocatable per node. By assigning /28 IPv4 prefixes to network interfaces instead of single secondary IPs, small-to-medium EC2 instances can support significantly higher container densities. This architecture directly addresses the IP exhaustion problem in enterprise Kubernetes deployments on AWS.
-#### EKS Security (1)
+#### EKS Security
 
   - **(2021)** [==Amazon EKS clusters now support user authentication with OIDC compatible identity providers==](https://aws.amazon.com/about-aws/whats-new/2021/02/amazon-eks-clusters-support-user-authentication-oidc-compatible-identity-providers) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Enables EKS clusters to utilize external OpenID Connect (OIDC) compatible identity providers for user authentication. This decouples Kubernetes RBAC from direct IAM identity mappings, allowing developers to leverage existing SSO solutions like Okta or Keycloak. It simplifies security governance by maintaining enterprise identity standards at the cluster API level.
-### Market Analysis (1)
+### Market Analysis
 
-#### ReInvent Announcements (1)
+#### ReInvent Announcements
 
   - **(2021)** [**forbes.com: AWS re:Invent - A Roundup Of Container Services Announcements**](https://www.forbes.com/sites/janakirammsv/2021/12/03/aws-reinventa-roundup-of-container-services-announcements) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Synthesizes containerization announcements from re:Invent 2021, highlighting Karpenter, EKS Anywhere, and ECS Anywhere expansion. This analysis emphasizes AWS's push to support hybrid and multi-cloud Kubernetes deployments. It details how Karpenter challenges standard Cluster Autoscaler architectures with direct, fast provisioning of right-sized EC2 instances.
 ## Data and Analytics
 
-### Data Protection
-
-#### AWS Backup
-
-  - **(2022)** [==Announcing the general availability of AWS Backup for Amazon S3==](https://aws.amazon.com/about-aws/whats-new/2022/02/general-availability-aws-backup-amazon-s3) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Reaches General Availability, providing complete managed backup, restore, and lifecycle orchestration of Amazon S3 data. It supports cross-region, cross-account capabilities, and immutable backup copies using AWS Backup Vault Lock. Architecturally, it streamlines data compliance audits, proving protection policies for petabyte-scale S3 data lakes.
-#### Compliance (2)
-
-  - **(2021)** [**Monitor, Evaluate, and Demonstrate Backup Compliance with AWS Backup Audit Manager**](https://aws.amazon.com/blogs/aws/monitor-evaluate-and-demonstrate-backup-compliance-with-aws-backup-audit-manager) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Introduces AWS Backup Audit Manager, a feature to monitor, evaluate, and demonstrate the compliance posture of data backup operations against pre-defined organizational standard controls. It automates compliance reporting, providing auditor-ready historical evidence. Architecturally, it replaces manual backup audits and ensures strict data governance.
 ### Data Streaming
 
 #### Kinesis
 
   - **(2021)** [==infoq.com: AWS Launches Amazon Kinesis Data Streams On-Demand==](https://www.infoq.com/news/2021/12/kinesis-data-streams-ondemand) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Introduces a serverless, on-demand capacity mode for Kinesis Data Streams, automatically scaling write and read throughput to match unpredictable traffic patterns. This model eliminates the requirement for shard planning, capacity monitoring, and custom-scaling scripts. Architecturally, it makes streaming pipelines easier to operate while optimizing costs for variable workloads.
-### Data Warehouse
-
-#### Redshift
-
-  - **(2021)** [==Announcing General Availability of Amazon Redshift Cross-account Data Sharing==](https://aws.amazon.com/about-aws/whats-new/2021/08/announcing-general-availability-amazon-redshift-cross-account-data-sharing) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Allows instant, secure data sharing across different Amazon Redshift clusters and AWS accounts without moving or copying data. It decouples storage from compute, allowing downstream analytic nodes or consumers to run isolated queries against shared data structures in real-time. This drastically optimizes data lake engineering architectures.
 ## Database
 
 ### RDS Proxy
@@ -509,28 +134,8 @@
 #### Networking (1)
 
   - **(2021)** [**Amazon RDS Proxy can now be created in a shared Virtual Private Cloud (VPC)**](https://aws.amazon.com/about-aws/whats-new/2021/08/amazon-rds-proxy-created-shared-virtual-private-cloud-vpc) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Extends Amazon RDS Proxy capabilities to shared VPCs (Resource Access Manager environments), allowing centralized application environments to pool and multiplex database connections across multiple AWS accounts. By managing highly volatile database connection limits from serverless microservices, it enhances application performance and resilience. Architecturally, it decouples the database infrastructure layer from consumer VPC microservices.
-### Relational Database
+## Observability
 
-#### RDS High Availability
-
-  - **(2022)** [==infoq.com: Amazon RDS Introduces Readable Standby Instances in Multi-AZ Deployments==](https://www.infoq.com/news/2022/01/aws-rds-readable-standby) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Introduces Multi-AZ deployments with two readable standby instances, allowing read queries to be offloaded from the primary instance while offering sub-35 second automatic failovers. Architecturally, this maximizes utilization of standby infrastructure while scaling database read throughput significantly. It is highly beneficial for transaction-heavy workloads with strong analytics or reporting requirements.
-## Infrastructure as Code
-
-### CloudFormation
-
-#### State Management
-
-  - **(2021)** [**New for AWS CloudFormation – Quickly Retry Stack Operations from the Point of Failure**](https://aws.amazon.com/es/blogs/aws/new-for-aws-cloudformation-quickly-retry-stack-operations-from-the-point-of-failure) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Introduces the ability to retry failed CloudFormation stack operations from the point of failure, omitting the need to rollback and rebuild the entire deployment from scratch. This drastically optimizes development feedback loops, especially when dealing with flaky external resources or transient timeouts. It dramatically changes IaC debugging workflows on AWS.
-## Observability (1)
-
-### CloudWatch
-
-#### Access Management
-
-  - **(2021)** [aws.amazon.com: Share your Amazon CloudWatch Dashboards with anyone using AWS Single Sign-On](https://aws.amazon.com/blogs/mt/share-your-amazon-cloudwatch-dashboards-with-anyone-using-aws-single-sign-on) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Enables engineers to share CloudWatch dashboards with stakeholders outside the AWS Console using IAM Identity Center (formerly AWS SSO). This decouples operations visualization from root access management, offering a secure path to operational metrics. It ensures fine-grained dashboard sharing across federated organizational entities.
-#### Multi-Account Monitoring
-
-  - **(2021)** [**infoq.com: Amazon Introduces Cloudwatch Cross Account Alarms to Consolidate Management**](https://www.infoq.com/news/2021/08/aws-cloudwatch-alarms) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Introduces CloudWatch cross-account alarms, enabling teams to aggregate telemetry, trace metrics, and execute operational alerts from multiple AWS accounts under a single monitoring cockpit. It aligns with multi-account architectural landing zones, minimizing alert-routing complexity. It enhances real-time incident remediation by centralizing operational context.
 ### Grafana
 
 #### Managed Visualization
@@ -547,26 +152,9 @@
 
   - **(2021)** [==siliconangle.com: Amazon debuts fully managed, Prometheus-based container monitoring service==](https://siliconangle.com/2021/09/29/amazon-debuts-fully-managed-prometheus-based-container-monitoring-service) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Launches a fully managed, Prometheus-compatible monitoring service designed to ingest, store, and query operational metrics from Kubernetes and ECS environments. Architecturally, it scales automatically to billions of metrics, leveraging Cortex technology for high-availability multi-zone persistence. It reduces the administrative overhead of managing large, DIY Prometheus TSDB clusters.
   - **(2021)** [==aws.amazon.com: Amazon Managed Service for Prometheus Is Now Generally Available with Alert Manager and Ruler==](https://aws.amazon.com/blogs/aws/amazon-managed-service-for-prometheus-is-now-generally-available-with-alert-manager-and-ruler) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Reaches General Availability, adding key enterprise capabilities such as Alert Manager and Ruler. Users can define native Prometheus alerting rules and route alerts to downstream incident response hubs like PagerDuty or AWS SNS. It reinforces the managed monitoring story by guaranteeing security, high availability, and out-of-the-box multi-region reliability.
-## Security and Compliance
-
-### Cloud Security Posture
-
-#### Security Hub
-
-  - **(2021)** [**AWS Security Hub adds 18 new controls to its Foundational Security Best Practices standard and 8 new partners for enhanced cloud security posture monitoring**](https://aws.amazon.com/about-aws/whats-new/2021/08/aws-security-hub-adds-18-new-controls-foundational-security-best-practices-standard-8-new-partners-enhanced-cloud-security-posture-monitoring) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Expands AWS Security Hub with 18 automated security checks covering IAM, EC2, and S3, alongside new integrations with third-party partners. This upgrade provides continuous compliance checks aligned with the AWS Foundational Security Best Practices standard. It gives security engineers real-time visibility and a consolidated dashboard for vulnerability posture scoring.
-### Vulnerability Management
-
-#### Inspector
-
-  - **(2021)** [**AWS announces the new **Amazon Inspector** for continual vulnerability management**](https://aws.amazon.com/about-aws/whats-new/2021/11/amazon-inspector-continual-vulnerability-management) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Overhauls Amazon Inspector into a service offering continuous, automated vulnerability management for EC2 and container images. Instead of run-on-demand periodic scans, it dynamically evaluates the environment in response to system changes and newly published CVEs. It integrates with AWS Organizations, allowing security groups to manage scanning centrally.
-## Software Engineering
-
-### AI Code Analysis
-
-#### Developer Enablement
-
-  - **(2021)** [Introducing new self-paced courses to improve Java and Python code quality with Amazon CodeGuru](https://aws.amazon.com/blogs/devops/new-self-paced-courses-to-improve-java-and-python-code-quality-with-amazon-codeguru) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Educational curriculum focusing on utilizing CodeGuru's machine-learning engines to detect concurrency bugs, resource leaks, and performance bottlenecks in Java and Python. These courses provide hands-on telemetry guides to maximize DevSecOps efficiency. Architecturally, CodeGuru integrates into CI/CD pipelines to enforce static and dynamic code quality.
 
 ---
-πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md)
+πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Oraclecloud](./oraclecloud.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/aws-pricing.md b/v2-docs/aws-pricing.md
index dfd0b522..b11d99ac 100644
--- a/v2-docs/aws-pricing.md
+++ b/v2-docs/aws-pricing.md
@@ -8,90 +8,20 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Cloud Infrastructure](#cloud-infrastructure)
   - [AWS Cost Management](#aws-cost-management)
-    - [Architecture Optimization](#architecture-optimization)
-    - [CLI Tools](#cli-tools)
-    - [Compute Costs](#compute-costs)
-    - [Database Infrastructure](#database-infrastructure)
-    - [FinOps Strategy](#finops-strategy)
     - [Kubernetes FinOps](#kubernetes-finops)
-    - [Networking Costs](#networking-costs)
-    - [Storage Costs](#storage-costs)
-  - [Compute Optimization](#compute-optimization)
-    - [EC2 Instances](#ec2-instances)
-1. [Cloud Providers](#cloud-providers)
-  - [AWS](#aws)
-    - [FinOps](#finops)
-1. [Kubernetes](#kubernetes)
-  - [FinOps](#finops-1)
-    - [AWS Cost Optimization](#aws-cost-optimization)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [topcloudops.com: Optimizing AWS RDS Cost](https://topcloudops.com/blog-detail?id=030b1031-8bc8-4bc5-8f7a-417950005b97)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering topcloudops.com: Optimizing AWS RDS Cost in the Kubernetes Tools ecosystem.
 ## Cloud Infrastructure
 
 ### AWS Cost Management
 
-#### Architecture Optimization
-
-  - **(2021)** [**freecodecamp.org: How to Optimize your AWS Cloud Architecture Costs**](https://www.freecodecamp.org/news/cost-optimization-in-aws) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An extensive blueprint targeting cost optimization on AWS. Elaborates on compute rightsizing, orchestrating managed storage lifecycles, and identifying idle infrastructure configurations to lower overall cloud spend.
-#### CLI Tools
-
-  - **(2021)** [**ec2.shop: Compare AWS EC2 instance price from the CLI**](https://ec2.shop) [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A terminal-based tool enabling fast comparisons of EC2 instance types, pricing, and configurations directly from the command line. Significantly reduces operational friction for engineers sizing cloud compute resources.
-#### Compute Costs
-
-  - **(2020)** [**May 2020: EC2 Price Reduction – For EC2 Instance Saving Plans and Standard' Reserved Instances**](https://aws.amazon.com/es/blogs/aws/ec2-price-reduction-for-ec2-instance-saving-plans-and-standard-reserved-instances) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Details systemic price reductions for EC2 Instance Savings Plans and Standard Reserved Instances. Highlights AWS's continuous price adjustments and the architectural shift towards commitment-based financial engineering models.
-  - **(2020)** [**infoq.com: AWS Launches Low-Cost Burstable T4g Instances Powered by AWS' Graviton2**](https://www.infoq.com/news/2020/09/aws-ec2-t4g-instances) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Discusses the deployment of ARM64 Graviton2-powered burstable T4g instances on AWS. Outlines the raw price-to-performance value, noting up to 40% improvements over comparable x86-based environments.
-#### Database Infrastructure
-
-  - **(2022)** [**aws.amazon.com: Exploring Data Transfer Costs for AWS Managed Databases**](https://aws.amazon.com/blogs/architecture/exploring-data-transfer-costs-for-aws-managed-databases) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Breaks down inter-zone and multi-region data transfer charges on AWS managed databases. Presents structural models designed to minimize data transfer egress bills within multi-tier application layouts.
-#### FinOps Strategy
-
-  - **(2022)** [==calculator.aws: AWS Total Cost of Ownership (TCO) Calculators==](https://calculator.aws) [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official pricing modeling platform for AWS cloud architectures. Empowers engineers to compute operational expenses and model total cost of ownership forecasts before initiating system builds.
-  - **(2021)** [==Visualize and gain insights into your AWS cost and usage with Cloud Intelligence Dashboards and CUDOS using Amazon QuickSight==](https://aws.amazon.com/blogs/mt/visualize-and-gain-insights-into-your-aws-cost-and-usage-with-cloud-intelligence-dashboards-using-amazon-quicksight) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Guide to building operational cost dashboards via AWS CUDOS and Amazon QuickSight. Translates complex billing files into detailed visualizations tracking anomalous expenditure patterns in real time.
-  - **(2022)** [**thenewstack.io: Cloud Bill Risks of AWS Reserved Instances and Savings Plans**](https://thenewstack.io/cloud-bill-risks-of-aws-reserved-instances-and-savings-plans) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Details critical commercial risks of long-term Reserved Instance and Savings Plan commitments. Outlines how changing architecture styles can render fixed financial contracts inefficient over time.
-  - **(2021)** [cloudkatha.com: How to Setup Budget in AWS to Keep your Bill in Check](https://cloudkatha.com/how-to-setup-budget-in-aws-to-keep-your-bill-in-check) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A practical guide outlining how to implement AWS Budgets to prevent unexpected invoice spikes. Walks through setup thresholds, dynamic notifications, and SNS bindings crucial for early infrastructure accounts.
 #### Kubernetes FinOps
 
   - **(2021)** [==cast.ai: Keep your AWS Kubernetes costs in check with intelligent allocation' (EKS)==](https://cast.ai/blog/keep-your-aws-kubernetes-costs-in-check-with-intelligent-allocation) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Explores Kubernetes resource provisioning on EKS using automated container allocations. Offers strategies to prevent container-level over-provisioning and dynamically handle node scaling tasks to curb cluster waste.
-#### Networking Costs
-
-  - **(2022)** [**AWS Announces Data Transfer Price Reduction for AWS PrivateLink, AWS Transit Gateway, and AWS Client VPN services**](https://aws.amazon.com/about-aws/whats-new/2022/04/aws-data-transfer-price-reduction-privatelink-transit-gateway-client-vpn-services/?nc1=h_ls) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Covers significant network-level price cuts for AWS PrivateLink, Transit Gateway, and Client VPN. Aids enterprise network architects in planning hybrid integrations with fewer concerns over data egress penalties.
-#### Storage Costs
-
-  - **(2021)** [**aws.amazon.com: Amazon S3 Glacier Price Reduction**](https://aws.amazon.com/es/blogs/aws/amazon-s3-glacier-price-reduction) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Analyses structural price reductions on S3 Glacier archiving solutions. Evaluates its architectural impact for enterprises storing high-volume data lakes and maintaining long-term historical compliance logs.
-  - **(2021)** [**infoq.com: AWS Announces Lower Cost Storage Classes for Amazon Elastic File' System**](https://www.infoq.com/news/2021/03/aws-efs-one-zone-storage-classes) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Introduces the Amazon Elastic File System (EFS) One Zone storage class, offering cost-optimized options for shared storage. Cuts storage expenses by up to 47% compared to regional replication variants.
-  - **(2021)** [**Manage Amazon S3 storage costs granularly and at scale using S3 Intelligent-Tiering**](https://aws.amazon.com/blogs/storage/manage-amazon-s3-storage-costs-granularly-and-at-scale-using-s3-intelligent-tiering) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Details how S3 Intelligent-Tiering minimizes administration tasks by automating object data migration. Moves records between active and archival tiers based on individual file lifecycle events.
-### Compute Optimization
-
-#### EC2 Instances
-
-  - **(2021)** [**blog.cloud-mercato.com: AWS m6i: The why you should abandon your m5**](https://blog.cloud-mercato.com/aws-m6i-the-why-you-should-abandon-your-m5) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Compares AWS m6i instances to preceding m5 configurations, outlining performance benchmarks. Details compute and memory optimizations delivered by 3rd Gen Intel Xeon Scalable processors at similar cost brackets.
-## Cloud Providers
-
-### AWS
-
-#### FinOps
-
-  - **(2021)** [Understanding your AWS Cost Datasets: A Cheat Sheet](https://aws.amazon.com/blogs/aws-cloud-financial-management/understanding-your-aws-cost-datasets-a-cheat-sheet) [MARKDOWN CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” A comprehensive analytical cheat sheet parsing AWS Cost and Usage Reports (CUR), Cost Explorer datasets, and billing systems, designed to help financial engineers evaluate raw operational metrics.
-  - **(2020)** [Announcing General Availability of AWS Cost Anomaly Detection](https://aws.amazon.com/blogs/aws-cloud-financial-management/announcing-general-availability-of-aws-cost-anomaly-detection) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” Introduces AWS Cost Anomaly Detection, which applies machine learning algorithms to proactively flag unexpected spending patterns, alerting teams via Slack or SNS before runaway processes drain resources.
-## Kubernetes
-
-### FinOps (1)
-
-#### AWS Cost Optimization
-
-  - **(2022)** [thenewstack.io: 7 Tips for Cutting Down Your AWS Kubernetes Bill](https://thenewstack.io/kubernetes/7-tips-for-cutting-down-your-aws-kubernetes-bill) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” Evaluates architectural techniques to trim EKS clusters expenditures, describing auto-scalers (Karpenter), spot instances usage, strict namespace limits, and FinOps practices to optimize CPU allocation.
 
 ---
-πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Spain](./aws-spain.md) | [Azure](./azure.md)
+πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Oraclecloud](./oraclecloud.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/aws-security.md b/v2-docs/aws-security.md
index d1f66981..6f2c76f5 100644
--- a/v2-docs/aws-security.md
+++ b/v2-docs/aws-security.md
@@ -8,146 +8,35 @@
 
 ## Table of Contents
 
-1. [AWS](#aws)
-  - [Multi-Account Setup](#multi-account-setup)
-    - [Governance](#governance)
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Cloud Architecture](#cloud-architecture)
-  - [AWS](#aws-1)
+  - [AWS](#aws)
     - [Cryptography](#cryptography)
-    - [Data Protection](#data-protection)
-    - [Database Security](#database-security)
     - [Identity and Access Management](#identity-and-access-management)
-    - [Infrastructure Management](#infrastructure-management)
-    - [Networking](#networking)
     - [SaaS Architecture](#saas-architecture)
     - [Secrets Management](#secrets-management)
     - [Security Auditing](#security-auditing)
     - [Security and Compliance](#security-and-compliance)
-    - [Sustainability](#sustainability)
-    - [Vulnerability Management](#vulnerability-management)
-  - [AWS Governance](#aws-governance)
-    - [Access Control](#access-control)
-    - [Compliance Frameworks](#compliance-frameworks)
-    - [Landing Zone Automation](#landing-zone-automation)
-    - [Multi-Account Strategy](#multi-account-strategy)
-  - [Certification](#certification)
-    - [AWS](#aws-2)
-      - [Solutions Architect Professional](#solutions-architect-professional)
-1. [Cloud Engineering](#cloud-engineering)
-  - [DevSecOps](#devsecops)
-    - [Security](#security)
-1. [Cloud Native Platforms](#cloud-native-platforms)
-  - [Azure](#azure)
-    - [Security Automation](#security-automation)
-1. [DevSecOps](#devsecops-1)
+1. [DevSecOps](#devsecops)
   - [Policy as Code](#policy-as-code)
     - [Open Policy Agent](#open-policy-agent)
-1. [Security](#security-1)
-  - [Identity and Access](#identity-and-access)
-    - [AWS IAM](#aws-iam)
-1. [Security and Compliance](#security-and-compliance-1)
-  - [Linux Hardening](#linux-hardening)
-    - [System Administration](#system-administration)
-1. [Security and Governance](#security-and-governance)
-  - [CICD Security](#cicd-security)
-    - [Azure and GitHub Integration](#azure-and-github-integration)
 1. [Security and Identity](#security-and-identity)
-  - [AWS IAM](#aws-iam-1)
-    - [Access Control](#access-control-1)
-    - [Compliance and Monitoring](#compliance-and-monitoring)
-    - [Credential Management](#credential-management)
-    - [Hybrid Cloud Identity](#hybrid-cloud-identity)
-    - [Least Privilege Automation](#least-privilege-automation)
-    - [Security Analysis](#security-analysis)
-    - [Single Sign-On](#single-sign-on)
-  - [Network Security](#network-security)
-    - [Threat Mitigation](#threat-mitigation)
-    - [Web Application Protection](#web-application-protection)
   - [Secrets Management](#secrets-management-1)
-    - [Disaster Recovery](#disaster-recovery)
     - [Kubernetes Integration](#kubernetes-integration)
-    - [Lifecycle Management](#lifecycle-management)
 
-## AWS
-
-### Multi-Account Setup
-
-#### Governance
-
-  - **(2023)** [aws.amazon.com: AWS Control Tower](https://aws.amazon.com/controltower) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Official AWS product reference for AWS Control Tower, a managed service that streamlines multi-account governance and landing zone orchestration. It details how the platform enforces automated guardrails, visualizes enterprise health, and coordinates with AWS Organizations for centralized billing and policy compliance.
-  - **(2022)** [aws.amazon.com: New – AWS Control Tower Account Factory for Terraform](https://aws.amazon.com/blogs/aws/new-aws-control-tower-account-factory-for-terraform) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An analytical introduction to the AWS Control Tower Account Factory for Terraform (AFT), enabling GitOps-driven deployment of AWS accounts. Discusses custom pipeline orchestration and landing zone configurations that maintain strict security compliance metrics across large organizations.
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [Tutorial: Configure Apache Web Server on Amazon Linux to use SSL/TLS](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/SSL-on-an-instance.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem.
-  - [The Most Popular AWS Security Blog Posts in 2015](https://blogs.aws.amazon.com/security/post/Tx4QX7W51NDSLO/The-Most-Popular-AWS-Security-Blog-Posts-in-2015)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blogs.aws.amazon.com in the Kubernetes Tools ecosystem.
-  - [Announcing Industry Best Practices for Securing AWS Resources](https://blogs.aws.amazon.com/security/post/Tx3PTTZB14FWPBA/Announcing-Industry-Best-Practices-for-Securing-AWS-Resources)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blogs.aws.amazon.com in the Kubernetes Tools ecosystem.
-  - [The Most Viewed AWS Security Blog Posts so Far in 2016](https://blogs.aws.amazon.com/security/post/Tx2N52FR8XGJVL3/The-Most-Viewed-AWS-Security-Blog-Posts-so-Far-in-2016)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blogs.aws.amazon.com in the Kubernetes Tools ecosystem.
-  - [How to Restrict Amazon S3 Bucket Access to a Specific IAM Role](https://blogs.aws.amazon.com/security/post/TxK5WUJK3DG9G8/How-to-Restrict-Amazon-S3-Bucket-Access-to-a-Specific-IAM-Role)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blogs.aws.amazon.com in the Kubernetes Tools ecosystem.
-  - [Updated Whitepaper Available: AWS Best Practices for DDoS Resiliency](https://blogs.aws.amazon.com/security/post/Tx6QAIBSQTJPHB/Updated-Whitepaper-Available-AWS-Best-Practices-for-DDoS-Resiliency)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blogs.aws.amazon.com in the Kubernetes Tools ecosystem.
-  - [AWS Security Blog: In Case You Missed These: AWS Security Blog Posts from June, July, and August 2016](https://blogs.aws.amazon.com/security/post/Tx3KVD6T490MM47/In-Case-You-Missed-These-AWS-Security-Blog-Posts-from-June-July-and-August)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blogs.aws.amazon.com in the Kubernetes Tools ecosystem.
-  - [Amazon s2n: AWS’s new Open Source implementation of the SSL/TLS network encryption protocols](https://blogs.aws.amazon.com/security/post/TxLEHNNDPUFDU9/Automated-Reasoning-and-Amazon-s2n)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blogs.aws.amazon.com in the Kubernetes Tools ecosystem.
-  - [AWS Identity and Access Management (IAM) best practices in 2016](https://blogs.aws.amazon.com/security/post/Tx2OB7YGHMB7WCM/Adhere-to-IAM-Best-Practices-in-2016)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blogs.aws.amazon.com in the Kubernetes Tools ecosystem.
-  - [How to Record and Govern Your IAM Resource Configurations Using AWS Config](https://blogs.aws.amazon.com/security/post/Tx14ADBJOCAT9NS/How-to-Record-and-Govern-Your-IAM-Resource-Configurations-Using-AWS-Config)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blogs.aws.amazon.com in the Kubernetes Tools ecosystem.
-  - [How to Use SAML to Automatically Direct Federated Users to a Specific AWS Management Console Page](https://blogs.aws.amazon.com/security/post/Tx2CGWIB8SBYW2J/How-to-Use-SAML-to-Automatically-Direct-Federated-Users-to-a-Specific-AWS-Manage)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blogs.aws.amazon.com in the Kubernetes Tools ecosystem.
-  - [How to Automatically Update Your Security Groups for Amazon CloudFront and AWS WAF by Using AWS Lambda (boto3 python)](https://blogs.aws.amazon.com/security/post/Tx1LPI2H6Q6S5KC/How-to-Automatically-Update-Your-Security-Groups-for-Amazon-CloudFront-and-AWS-W)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blogs.aws.amazon.com in the Kubernetes Tools ecosystem.
-  - [How to Use AWS WAF to Block IP Addresses That Generate Bad Requests](https://blogs.aws.amazon.com/security/post/Tx223ZW25YRPRKV/How-to-Use-AWS-WAF-to-Block-IP-Addresses-That-Generate-Bad-Requests)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blogs.aws.amazon.com in the Kubernetes Tools ecosystem.
-  - [How to Reduce Security Threats and Operating Costs Using AWS WAF and Amazon CloudFront](https://blogs.aws.amazon.com/security/post/Tx1G747SE1R2ZWE/How-to-Reduce-Security-Threats-and-Operating-Costs-Using-AWS-WAF-and-Amazon-Clou)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blogs.aws.amazon.com in the Kubernetes Tools ecosystem.
-  - [Amazon’s customer service backdoor](https://medium.com/@espringe/amazon-s-customer-service-backdoor-be375b3428c4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Amazon’s customer service backdoor in the Kubernetes Tools ecosystem.
-  - [dzone: Removing the Bastion Host and Improving the Security in AWS](https://dzone.com/articles/removing-the-bastion-host-and-improving-the-securi)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Removing the Bastion Host and Improving the Security in AWS in the Kubernetes Tools ecosystem.
-  - [faun.pub: Handling Exposed AWS Access Key](https://faun.pub/handling-exposed-aws-access-key-b053362abd73)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Handling Exposed AWS Access Key in the Kubernetes Tools ecosystem.
-  - [medium.com/@neonforge: Why You Shouldn’t Use AWS managed KMS Keys](https://medium.com/@neonforge/why-you-shouldnt-use-aws-managed-kms-keys-83d9eb9d5090)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@neonforge: Why You Shouldn’t Use AWS managed KMS Keys in the Kubernetes Tools ecosystem.
-  - [medium.parttimepolymath.net: No more AWS Access Keys?](https://medium.parttimepolymath.net/no-more-aws-access-keys-13a3c3f2337a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.parttimepolymath.net: No more AWS Access Keys? in the Kubernetes Tools ecosystem.
-  - [ben11kehoe.medium.com: AWS Authentication: Principals (users and roles)' in AWS IAM](https://ben11kehoe.medium.com/principals-in-aws-iam-38c4a3dc322a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ben11kehoe.medium.com: AWS Authentication: Principals (users and roles)' in AWS IAM in the Kubernetes Tools ecosystem.
-  - [awsiam.info: AWS IAM Search](https://www.awsiam.info)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==awsiam.info: AWS IAM Search== in the Kubernetes Tools ecosystem.
-  - [binx.io: Working with AWS Permission Policies 🌟](https://binx.io/2022/07/13/working-with-aws-permission-policies)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering binx.io: Working with AWS Permission Policies 🌟 in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: HashiCorp Teams with AWS on New Control Tower Account Factory' for Terraform](https://www.hashicorp.com/blog/hashicorp-teams-with-aws-on-new-control-tower-account-factory-for-terraform)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: HashiCorp Teams with AWS on New Control Tower Account Factory' for Terraform in the Kubernetes Tools ecosystem.
-  - [doit-intl.com: AWS Firewalls 101: How and when to use each one](https://blog.doit-intl.com/aws-firewalls-101-how-and-when-to-use-each-one-d4ad8087a6b3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering doit-intl.com: AWS Firewalls 101: How and when to use each one in the Kubernetes Tools ecosystem.
-  - [medium: Blocking bots using AWS WAF](https://medium.com/cloud-techies/blocking-bots-using-aws-waf-d449e6d159ca)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Blocking bots using AWS WAF in the Kubernetes Tools ecosystem.
-  - [medium: Protecting your Web Application or APIs using AWS WAF](https://medium.com/avmconsulting-blog/protecting-your-web-application-or-apis-using-aws-waf-1829ff79275a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Protecting your Web Application or APIs using AWS WAF in the Kubernetes Tools ecosystem.
-  - [faun.pub: Set up global rate limiting with AWS WAF in 5 minutes](https://faun.pub/set-up-global-rate-limiting-with-aws-waf-in-5-minutes-bd43a9309683)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Set up global rate limiting with AWS WAF in 5 minutes in the Kubernetes Tools ecosystem.
-  - [blog.devops.dev: Debugging Kubernetes Secrets, Why My Pod Wouldn’t Start](https://blog.devops.dev/manage-secrets-on-aws-and-helm-as-environment-variables-f7ec998c58fc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: Debugging Kubernetes Secrets, Why My Pod Wouldn’t Start in the Kubernetes Tools ecosystem.
 ## Cloud Architecture
 
-### AWS (1)
+### AWS
 
 #### Cryptography
 
   - **(2026)** [encrypt and decrypt data: Importing Key Material in AWS Key Management Service (AWS KMS)](https://docs.aws.amazon.com/kms/latest/developerguide/importing-keys.html) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official technical reference guide for importing external symmetric/asymmetric cryptographic key materials (BYOK) into AWS KMS. Covers PKCS#1 padding requirements, secure wrapping key transport, token parameters, and operational risks associated with manually importing key lifetimes.
   - **(2021)** [Encrypt global data client-side with AWS KMS multi-Region keys](https://aws.amazon.com/blogs/security/encrypt-global-data-client-side-with-aws-kms-multi-region-keys) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Deep architectural guide explaining client-side data encryption utilizing AWS KMS multi-Region keys. This approach ensures secure, identical-key replication across different geographic regions, simplifying global data protection without requiring decryption and re-encryption loops.
-#### Data Protection
-
-  - **(2021)** [yobyot.com: AWS multi-region KMS keys and Data Lifecycle Manager: better together](https://yobyot.com/aws/aws-multi-region-keys-and-ec2-data-lifecycle-manager/2021/08/18)  [COMMUNITY-TOOL] β€” An exploration of operational resilience combining AWS Multi-Region KMS keys with Amazon Data Lifecycle Manager (DLM). It describes a secure recovery architecture where encrypted EBS volume snapshots are replicated across disaster-recovery regions automatically using identical key metadata.
-#### Database Security
-
-  - **(2021)** [keepler.io: Gestionando el control de accesos en nuestro data lake en AWS](https://keepler.io/es/2021/03/15/gestionando-el-control-de-accesos-en-nuestro-data-lake-en-aws) [SPANISH CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A technical case study analyzing fine-grained data-access patterns inside AWS-based Data Lakes. Outlines integrations with AWS Lake Formation, Tag-based IAM access control, and metadata catalog security schemes to implement secure data-at-rest policies.
-  - **(2018)** [Oracle Database Encryption Options on Amazon RDS](https://aws.amazon.com/es/blogs/apn/oracle-database-encryption-options-on-amazon-rds) [SPANISH CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A technical architectural blog guiding engineers through configuring database security on Amazon RDS. It focuses on integrating Oracle Transparent Data Encryption (TDE) with AWS KMS, ensuring low-latency column and tablespace encryption-at-rest with robust enterprise key separation.
 #### Identity and Access Management
 
   - **(2024)** [**iann0036/iamlive**](https://github.com/iann0036/iamlive) ⭐ 3388  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An open-source utility that monitors local AWS CLI or SDK actions via a proxy engine to dynamically generate minimal-privilege IAM policies. This tool reduces the manual work of writing policies by creating accurate least-privilege configurations based on actual API calls.
   - **(2023)** [awslabs/cognito-at-edge](https://github.com/awslabs/cognito-at-edge) ⭐ 238  [TYPESCRIPT CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An AWS Labs utility for parsing and verifying Amazon Cognito user authentication tokens directly inside CloudFront Lambda@Edge functions. This shifts JWT parsing to the network edge, avoiding cold starts on regional API servers.
-  - **(2026)** [AWS Identity and Access Management - Getting Started](https://docs.aws.amazon.com/IAM/latest/UserGuide/getting-started.html) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The baseline documentation for initiating user and role profiles under AWS IAM. Establishes standard conceptual understandings of IAM JSON constructs, execution context, resource-based policies, and the configuration of multi-factor authentication.
-  - **(2023)** [New IAMCTL tool compares multiple IAM roles and policies](https://aws.amazon.com/es/blogs/security/new-iamctl-tool-compares-multiple-iam-roles-and-policies) [ENGLISH/SPANISH CONTENT]  [COMMUNITY-TOOL] β€” Introduces iamctl, a command-line tool designed to query, compare, and diff multi-account AWS IAM role schemas and security profiles. This utility prevents configuration drift and minimizes human error in pipeline-driven IAM updates.
-  - **(2022)** [infoq.com: Incorrect IAM Policy Raised Questions About AWS Access to S3 Data](https://www.infoq.com/news/2022/01/aws-iam-s3-access) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An InfoQ news analysis detailing a public debate over AWS default managed policy definitions and their theoretical data exposure risks. It highlights why security engineers must review managed boundaries and use customer-defined resource limits for strict security.
   - **(2021)** [How to automate AWS account creation with SSO user assignment](https://aws.amazon.com/blogs/security/how-to-automate-aws-account-creation-with-sso-user-assignment) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An automation blueprint detailing programmatic AWS account creation and scaling under AWS Organizations. Details integration with IAM Identity Center (formerly AWS SSO) to automate standard permission set attachments and directory-level user allocation during tenancy bootstrap.
-  - **(2021)** [darryl-ruggles.cloud: AWS SSO Credentials With Multiple Accounts](https://darryl-ruggles.cloud/aws-sso-credentials-with-multiple-accounts)  [COMMUNITY-TOOL] β€” A developer-oriented guide for managing local terminal environment configurations with AWS SSO credentials across massive multi-account trees. It demonstrates terminal configuration methods to automate key refreshing and switch profiles without manual friction.
-  - **(2021)** [aws.amazon.com: IAM Access Analyzer now supports over 100 policy checks with actionable recommendations to help you author secure and functional policies](https://aws.amazon.com/about-aws/whats-new/2021/03/iam-access-analyzer-supports-over-100-policy-checks-with-actionable-recommendations)  [COMMUNITY-TOOL] β€” Product release notes detailing major updates in AWS IAM Access Analyzer, introducing over 100 automated checks with recommendations to help security teams author secure and functional IAM policies.
-  - **(2021)** [aws.amazon.com: IAM Access Analyzer Update – Policy Validation](https://aws.amazon.com/blogs/aws/iam-access-analyzer-update-policy-validation)  [COMMUNITY-TOOL] β€” A deep dive into policy validation capabilities inside AWS IAM Access Analyzer. It explains how the engine uses mathematical logic to find grammar issues, security slips, or over-permissive configurations directly during the authoring phase.
   - **(2021)** [netflixtechblog.com: ConsoleMe: A Central Control Plane for AWS Permissions and Access](https://netflixtechblog.com/consoleme-a-central-control-plane-for-aws-permissions-and-access-fd09afdd60a8) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An architectural breakdown of ConsoleMe, Netflix's open-source control plane for managing AWS permissions. It abstracts IAM complexity for developers through a web interface, automating least-privilege policy generation based on runtime log findings.
-  - **(2021)** [cloudkatha.com: Difference between Root User and IAM User in AWS You Need to Know](https://cloudkatha.com/difference-between-root-user-and-iam-user-in-aws-you-need-to-know)  [COMMUNITY-TOOL] β€” A straightforward guide detailing the differences between an AWS account's root user credentials and standard delegated IAM identities. Emphasizes security best practices, such as disabling root access keys and using delegated roles for daily maintenance.
-  - **(2021)** [daan.fyi: AWS IAM Demystified](https://www.daan.fyi/writings/iam)  [COMMUNITY-TOOL] β€” An explanatory technical guide dissecting the evaluation logic of AWS IAM. Details step-by-step how explicit denials, SCP boundaries, resource-based policies, and permission sets interact dynamically to help developers troubleshoot access-denied errors.
-#### Infrastructure Management
-
-  - **(2021)** [Bring your own CLI to Session Manager with configurable shell profiles](https://aws.amazon.com/es/blogs/mt/bring-your-own-cli-session-manager-configurable-shell-profiles) [ENGLISH/SPANISH CONTENT]  [COMMUNITY-TOOL] β€” An implementation guide for setting up customizable shell profiles inside AWS Systems Manager (SSM) Session Manager. It enables operators to access secure terminal connections on EC2 machines while applying automated command restrictions and central logging configurations.
-#### Networking
-
-  - **(2021)** [linkedin.com: Complexities of AWS Security Groups in the Cloud World](https://www.linkedin.com/pulse/complexities-aws-security-groups-cloud-world-ashish-kar)  [COMMUNITY-TOOL] β€” A pragmatic assessment of structural limits and networking complexities when handling AWS Security Groups at enterprise scale. Covers limits on rule volume, challenges with nested rules, and operational strategies for transitioning to centralized firewalls or transit gateways.
 #### SaaS Architecture
 
   - **(2021)** [Security practices in AWS multi-tenant SaaS environments](https://aws.amazon.com/blogs/security/security-practices-in-aws-multi-tenant-saas-environments) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An analytical guide establishing SaaS tenant isolation policies on AWS. Discusses partitioning patterns across compute resources, dynamically generating short-lived IAM session credentials to enforce data-layer security boundaries, and configuring tenant-specific encryption keys via KMS.
@@ -157,139 +46,26 @@
 #### Security Auditing
 
   - **(2022)** [How to use AWS Security Hub and Amazon OpenSearch Service for SIEM](https://aws.amazon.com/blogs/security/how-to-use-aws-security-hub-and-amazon-opensearch-service-for-siem) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A reference architecture blueprint demonstrating how to centralize finding logs from AWS Security Hub and ingestion-routing them into Amazon OpenSearch Service. It serves as a cost-effective, real-time Security Information and Event Management (SIEM) dashboard for continuous log investigation.
-  - **(2021)** [acloudguru.com: How to audit and secure an AWS account](https://www.pluralsight.com/resources/blog/cloud/how-to-audit-and-secure-an-aws-account)  [COMMUNITY-TOOL] β€” A security auditor's checklist for securing AWS account topologies. Outlines strategies for enforcing Multi-Factor Authentication (MFA), isolating billing lines, establishing AWS Organizations boundaries, locking down default root configuration, and initiating persistent CloudTrail logs.
 #### Security and Compliance
 
-  - **(2023)** [github.com/aws-samples: Service Control Policy examples](https://github.com/aws-samples/service-control-policy-examples) ⭐ 305  [JSON CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A curated directory of structural AWS Service Control Policies (SCPs) utilized within AWS Organizations. It provides architectural JSON blocks to establish hard regional restrictions, enforce multi-factor authentication, restrict dangerous actions, and protect critical cloud monitoring tools.
-  - **(2026)** [AWS Security Blog](https://blogs.aws.amazon.com/security)  [COMMUNITY-TOOL] β€” The primary industry-standard corporate security blog by Amazon Web Services, offering continuous, authoritative updates on zero-trust implementation, threat remediation, access control patterns, and regulatory cloud compliance alignments.
-  - **(2026)** [AWS Security](https://aws.amazon.com/security)  [COMMUNITY-TOOL] β€” Official AWS portal showcasing native infrastructure security solutions. Focuses on physical data center compliance, hypervisor-level boundaries, AWS Shield protection, and global compliance standards (ISO, SOC, and PCI DSS).
-  - **(2026)** [AWS Security docs](https://docs.aws.amazon.com/security)  [COMMUNITY-TOOL] β€” The main technical documentation index containing exhaustive API references and deployment guides for AWS identity management, key rotation mechanisms, network firewalls, and security telemetry platforms.
-  - **(2024)** [docs.aws.amazon.com: AWS Security Reference Architecture (AWS SRA) 🌟](https://docs.aws.amazon.com/prescriptive-guidance/latest/security-reference-architecture) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The master prescriptive reference architecture detailing AWS multi-account deployment models. Considers native configurations for security organization units, delegated admin accounts, centralized log aggregation (S3/CloudTrail), and dynamic remediation pipelines.
   - **(2024)** [docs.aws.amazon.com: Application security](https://docs.aws.amazon.com/wellarchitected/latest/security-pillar/application-security.html) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Part of the AWS Well-Architected Framework, this section outlines fundamental standards for securing codebases and application delivery models. Focuses on setting up automated continuous security scanning (SAST/DAST), secrets tracking, container execution boundaries, and secure package curation.
-  - **(2023)** [aws.amazon.com: Update of AWS Security Reference Architecture is now available](https://aws.amazon.com/blogs/security/update-of-aws-security-reference-architecture-is-now-available)  [COMMUNITY-TOOL] β€” An architectural announcement detailing updates made to the AWS Security Reference Architecture (SRA). Details integrations with newly evolved AWS security services, updated multi-account strategies, and delegation changes designed to simplify operational overhead.
-  - **(2016)** [Learn AWS Security Fundamentals with Free and Online Training](https://aws.amazon.com/about-aws/whats-new/2016/06/learn-aws-security-fundamentals-with-free-and-online-training)  [COMMUNITY-TOOL] β€” Historical training material landing page detailing basic AWS security constructs. Highly useful for onboarding developers to the AWS Shared Responsibility Model, VPC security groups, IAM users, and primitive API auditing.
-  - **(2016)** [PCI DSS Standardized Architecture on the AWS Cloud: Quick Start Reference Deployment](https://aws.amazon.com/about-aws/whats-new/2016/05/pci-dss-standardized-architecture-on-the-aws-cloud-quick-start-reference-deployment) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Historical release information outlining AWS's automated Quick Start reference architecture blueprint for PCI DSS Level 1 compliance. Provides pre-built CloudFormation nesting designs designed to construct multi-tier secure enclaves on AWS.
-#### Sustainability
-
-  - **(2023)** [github.com/awslabs/sustainability-scanner: Sustainability Scanner (SusScanner)](https://github.com/awslabs/sustainability-scanner) ⭐ 124  [PYTHON CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An AWS Labs security linter (SusScanner) designed to parse CloudFormation templates, highlighting optimization and resource usage anomalies. The tool aids in reducing carbon footprints and waste overhead by aligning resource choices with the AWS Sustainability Pillar.
-#### Vulnerability Management
-
-  - **(2016)** [Amazon Inspector Announces General Availability for Windows](https://aws.amazon.com/es/about-aws/whats-new/2016/08/amazon-inspector-announces-general-availability-for-windows) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” Historical announcement outlining Amazon Inspector's release of vulnerability assessment scanning support on Windows Server instances. While foundational, modern operators should reference later Amazon Inspector v2 capabilities for unified container and EC2 scanning.
-### AWS Governance
-
-#### Access Control
-
-  - **(2022)** [Simplifying permissions management at scale using tags in AWS Organizations](https://aws.amazon.com/blogs/mt/simplifying-permissions-management-at-scale-using-tags-in-aws-organizations) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explains how Attribute-Based Access Control (ABAC) can scale within AWS Organizations using tag propagation. By tying access control permissions to metadata tags applied to AWS accounts and resources, architectures can achieve dynamic permission management that automatically scales as new resources are provisioned.
-#### Compliance Frameworks
-
-  - **(2022)** [Standardize compliance in AWS using DevOps and a Cloud Center of Excellence (CCOE) approach](https://aws.amazon.com/blogs/mt/standardize-compliance-in-aws-using-devops-and-a-cloud-center-of-excellence-ccoe-approach) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Details institutional frameworks for establishing a Cloud Center of Excellence (CCoE) to govern multi-account AWS environments. It details the alignment of continuous integration pipelines, automated compliance scanning, and guardrail enforcement to deliver standardized, compliant patterns across large enterprises.
-#### Landing Zone Automation
-
-  - **(2023)** [aws.amazon.com: Automate AWS Control Tower landing zone operations using APIs](https://aws.amazon.com/about-aws/whats-new/2023/11/automate-aws-control-tower-zone-operations-apis) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An engineering overview of API-driven landing zone automation. By leveraging AWS SDKs and CLI commands for Control Tower lifecycle events, platform teams can programmatically deploy, upgrade, and track the compliance state of landing zones within their CI/CD release cycles.
-#### Multi-Account Strategy
-
-  - **(2024)** [Organizing Your AWS Environment Using Multiple Accounts (white paper for best practices)](https://docs.aws.amazon.com/whitepapers/latest/organizing-your-aws-environment/organizing-your-aws-environment.html) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The official AWS framework defining multi-account best practices using AWS Organizations and AWS Control Tower. It outlines critical isolation patterns for security, billing, and operational autonomy. Architecturally, it serves as the foundation for modern enterprise landing zones, ensuring strict blast-radius limitation.
-  - **(2024)** [blog.wut.dev: Moving AWS Accounts and OUs Within An Organization - Not So Simple!](https://wut.dev/blog/2024/07/05/moving-aws-accounts-within-organization.html) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A highly practical analysis of the pitfalls and administrative hurdles encountered when migrating AWS accounts between Organizational Units (OUs) or organizations. It examines the operational impact on Service Control Policies (SCPs), resource shares, CloudFormation StackSets, and global integrations during transition phases.
-### Certification
-
-#### AWS (2)
-
-##### Solutions Architect Professional
-
-  - **(2020)** [Tips on Passing AWS Certified Solutions Architect - Professional Level](https://www.linkedin.com/top-content/?trk=article_not_found) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A strategic study guide for passing the AWS Certified Solutions Architect - Professional exam. The content focuses on advanced architectural design patterns, multi-tier application migration, cost optimization, and high-availability setups across complex AWS environments. Curator Insight: Highly structured blueprint for enterprise AWS exam prep. Live Grounding: Real-world value lies in understanding multi-account strategies, organizational governance, and security at scale.
-## Cloud Engineering
-
-### DevSecOps
-
-#### Security
-
-  - **(2024)** [Avoiding Mistakes with AWS OIDC Integration Conditions](https://www.wiz.io/blog/avoiding-mistakes-with-aws-oidc-integration-conditions) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A security deep dive into AWS IAM OIDC trust relationships. Explains how misconfigured OIDC settings can allow unauthorized actions in GitHub Actions pipelines and outlines steps to prevent account compromise.
-## Cloud Native Platforms
-
-### Azure
-
-#### Security Automation
-
-  - **(2024)** [Automated Let's Encrypt Certificates in Azure Key Vault with ACME Bot](https://cloudbuild.co.uk/free-automated-lets-encrypt-certificates-in-azure-key-vault-with-acme-bot-a-step-by-step-guide) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Step-by-step instructional resource on deploying ACME Bot inside Azure. Automates key lifecycles of Let's Encrypt certificates directly into secure Key Vaults.
-## DevSecOps (1)
+## DevSecOps
 
 ### Policy as Code
 
 #### Open Policy Agent
 
   - **(2022)** [Realize Policy-as-Code with AWS Cloud Development Kit through Open Policy Agent 🌟](https://aws.amazon.com/blogs/opensource/realize-policy-as-code-with-aws-cloud-development-kit-through-open-policy-agent) [TYPESCRIPT/REGO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A detailed walk-through demonstrating Policy-as-Code setups within AWS CDK deployment models using Open Policy Agent (OPA). Teaches engineers how to compile cloud infrastructure representations and parse them against Rego policies to catch insecure setups before resource creation.
-## Security (1)
-
-### Identity and Access
-
-#### AWS IAM
-
-  - **(2022)** [ermetic.com: Diving Deeply into IAM Policy Evaluation – Highlights from AWS re:Inforce IAM433](https://www.tenable.com/blog/diving-deeply-into-iam-policy-evaluation-highlights-from-aws-reinforce-iam433) [JSON CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” An in-depth analysis of AWS Identity and Access Management policy logic based on re:Inforce insights. Decodes complex interaction flows between implicit and explicit denies, SCP policies, permissions boundaries, and resource-based rules.
-## Security and Compliance (1)
-
-### Linux Hardening
-
-#### System Administration
-
-  - **(2026)** [==How-To Secure A Linux Server==](https://github.com/imthenachoman/How-To-Secure-A-Linux-Server) ⭐ 27773  [SHELL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A highly comprehensive, widely reference-validated repository providing detailed, step-by-step instructions for securing enterprise Linux installations. Key configurations cover SSH daemon hardening, secure user boundaries, kernel performance optimizations, and automated intrusion monitoring. In modern 2026 operations, this guide remains a vital source for building secure base golden images inside automated IaC pipelines.
-## Security and Governance
-
-### CICD Security
-
-#### Azure and GitHub Integration
-
-  - **(2022)** [Deploying to Azure: Secure Your GitHub Workflow with OIDC](https://thomasthornton.cloud/deploying-to-azure-secure-your-github-workflow-with-oidc) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Analyzes the mechanism of securing deployment pipelines on Azure by leveraging GitHub Actions with OIDC federation. This setup eliminates credential rotation burdens and prevents high-privilege credential leakage. The article guides developers through creating federated credentials in Azure AD and configuring GitHub workflows for passwordless authentication.
 ## Security and Identity
 
-### AWS IAM (1)
-
-#### Access Control (1)
-
-  - **(2023)** [aws.amazon.com: When and where to use IAM permissions boundaries](https://aws.amazon.com/blogs/security/when-and-where-to-use-iam-permissions-boundaries) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A comprehensive architectural guide on implementing AWS IAM permissions boundaries to delegate authority safely. It explains how to set the maximum privilege level for IAM principals, enabling developers to create roles without escalating privileges. Essential for scaling IAM governance in decentralized engineering organizations.
-#### Compliance and Monitoring
-
-  - **(2021)** [==github.com/aws-samples: Visualize AWS IAM Access Analyzer Policy Validation' Findings==](https://github.com/aws-samples/visualize-iam-access-analyzer-policy-validation-findings) ⭐ 21  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A reference implementation that automates the visualization of AWS IAM Access Analyzer validation findings. By routing findings through Amazon EventBridge, AWS Lambda, and QuickSight, it provides operations teams with a visual dashboard of policy syntax issues and non-compliant definitions across multiple accounts.
-  - **(2022)** [How to monitor and query IAM resources at scale – Part 1](https://aws.amazon.com/blogs/security/how-to-monitor-and-query-iam-resources-at-scale-part-1) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Technical guide on orchestrating AWS IAM visibility at scale using AWS Config, Amazon Athena, and Amazon QuickSight. It outlines data pipeline architectures to aggregate, query, and visualize IAM configurations across an entire AWS Organization, enabling rapid detection of security regressions and unmanaged IAM entities.
-#### Credential Management
-
-  - **(2021)** [==willdady/cdk-iam-credentials-rotator: IAM Credentials Rotator==](https://github.com/willdady/cdk-iam-credentials-rotator) ⭐ 17  [TYPESCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An AWS CDK construct designed to automatically rotate IAM credentials using AWS Lambda. This tool mitigates security risks of long-lived access keys by orchestrating automated rotation policies via Amazon EventBridge scheduler rules. While a community-focused tool, it provides a functional baseline template for serverless compliance automation.
-  - **(2015)** [==AWS Vault==](https://github.com/99designs/aws-vault) ⭐ 8978  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The industry-standard CLI utility for securely storing and accessing AWS credentials in local development workflows. It encrypts keys in OS keystores (like macOS Keychain or KWallet) and exposes temporary STS credentials via environment variables or metadata endpoints, preventing hardcoded local credentials exposure.
-#### Hybrid Cloud Identity
-
-  - **(2022)** [Extend AWS IAM roles to workloads outside of AWS with IAM Roles Anywhere 🌟](https://aws.amazon.com/blogs/security/extend-aws-iam-roles-to-workloads-outside-of-aws-with-iam-roles-anywhere) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Official announcement and architectural guide detailing IAM Roles Anywhere. This service extends AWS IAM trust to on-premises servers, containers, and databases using X.509 PKI certificates. By eliminating the need for long-lived IAM user keys outside AWS, it significantly enhances hybrid-cloud security postures.
-  - **(2022)** [jimmydqv.com: AWS IAM Anywhere 🌟](https://jimmydqv.com/iam-anywhere) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A hands-on case study explaining how to integrate on-premises ingestion workloads with AWS S3 using AWS IAM Roles Anywhere. It highlights the PKI handshake mechanism exchanging x.509 certificates for short-lived STS credentials, effectively deprecating long-lived IAM user keys in non-cloud environments.
-#### Least Privilege Automation
-
-  - **(2021)** [==awslabs/terraform-iam-policy-validator==](https://github.com/awslabs/terraform-iam-policy-validator) ⭐ 347  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A command-line tool designed to parse Terraform plans and validate IAM policies against AWS IAM Access Analyzer's validation rules during CI/CD. This enables automated static security analysis of infrastructure-as-code, blocking insecure policy deployment before they reach live environments.
-  - **(2021)** [Use IAM Access Analyzer policy generation to grant fine-grained permissions for your AWS CloudFormation service roles](https://aws.amazon.com/blogs/security/use-iam-access-analyzer-policy-generation-to-grant-fine-grained-permissions-for-your-aws-cloudformation-service-roles) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Detailed operational guide showing how to generate least-privilege IAM policies automatically from CloudFormation deployment histories via Access Analyzer. This workflow accelerates secure infrastructure-as-code deployments by capturing actual runtime API calls and converting them into precise, production-ready IAM policies.
-#### Security Analysis
-
-  - **(2023)** [thenewstack.io: A Deep Dive into the Security of IAM in AWS](https://thenewstack.io/a-deep-dive-into-the-security-of-iam-in-aws) [NONE CONTENT]  [COMMUNITY-TOOL] β€” An exhaustive technical analysis of AWS IAM's internal security mechanics and threat vectors. The piece breaks down role assumption, principal authorization context evaluation, resource-based vs. identity-based policies, and privilege escalation patterns. Essential reading for security architects hardening AWS infrastructure.
-#### Single Sign-On
-
-  - **(2023)** [globaldatanet.com: .AWS IAM Identity Center Permission Management at Scale Part 2](https://globaldatanet.com/tech-blog/aws-iam-identity-center-permission-management-at-scale-part-2) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An in-depth guide focusing on the programmatic management of AWS IAM Identity Center (formerly AWS SSO). It explains how to deploy and scale permission sets, assignments, and identity mappings across multi-account AWS Organizations using infrastructure-as-code, drastically reducing manual administration and configuration drift.
-### Network Security
-
-#### Threat Mitigation
-
-  - **(2021)** [Automatically block suspicious traffic with AWS Network Firewall and Amazon GuardDuty](https://aws.amazon.com/es/blogs/security/automatically-block-suspicious-traffic-with-aws-network-firewall-and-amazon-guardduty) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An active threat-mitigation architectural pattern integrating AWS Network Firewall and Amazon GuardDuty. By leveraging AWS Lambda to parse GuardDuty threat alerts, the architecture dynamically injects stateful IP blocking rules into the Network Firewall, creating an automated self-healing network security perimeter.
-#### Web Application Protection
-
-  - **(2024)** [==AWS WAF sample rules==](https://github.com/amazon-archives/aws-waf-sample) ⭐ 511  [JSON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” A historical repository containing sample AWS WAF rule sets and templates. Note: This repository is now officially archived by AWS. Contemporary deployment architectures rely on AWS Managed Rules or centralized configurations managed through AWS Firewall Manager rather than maintaining customized version-one JSON rules.
-  - **(2023)** [dev.to: AWS WAF (Web Application Firewall): Deep Dive](https://dev.to/aws-builders/aws-waf-web-application-firewall-deep-dive-15bd) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive technical exploration of AWS WAF deployment strategies. It covers rule evaluation order, IP sets, custom response headers, logging architectures to Kinesis Data Firehose, and best practices for configuring rate limiting and Geo-Match restrictions.
-  - **(2015)** [AWS WAF - Web Application Firewall](https://aws.amazon.com/waf) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The cloud-native web application firewall designed to protect web applications and APIs from common web exploits and bots. Integrates directly with CloudFront, Application Load Balancers, and API Gateways, offering robust managed rule sets alongside customizable rate-limiting and custom match conditions.
 ### Secrets Management (1)
 
-#### Disaster Recovery
-
-  - **(2021)** [How to replicate secrets in AWS Secrets Manager to multiple Regions](https://aws.amazon.com/blogs/security/how-to-replicate-secrets-aws-secrets-manager-multiple-regions) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Architectural blueprint describing how to orchestrate multi-region secrets replication natively via AWS Secrets Manager. It explains synchronization mechanics, KMS encryption wrapping at rest in target regions, and read-replica endpoint configurations to guarantee low-latency access and cross-region disaster recovery capability.
 #### Kubernetes Integration
 
   - **(2020)** [AWS Secrets Manager controller POC: an EKS operator for automatic rotation of secrets](https://aws.amazon.com/blogs/containers/aws-secrets-manager-controller-poc-an-eks-operator-for-automatic-rotation-of-secrets) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A proof-of-concept EKS Kubernetes Operator designed to synchronize and rotate AWS Secrets Manager secrets within EKS clusters automatically. It showcases pattern integration between AWS APIs and native Kubernetes Secret resources, reducing custom scripting for containerized application workloads.
-#### Lifecycle Management
-
-  - **(2021)** [k21academy.com: AWS Secrets Manager](https://k21academy.com/aws-cloud/aws-secrets-manager) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A foundational technical guide to the architecture and operational model of AWS Secrets Manager. The article discusses integration mechanics with AWS RDS, IAM authorization policies, automated rotation via pre-configured Lambda templates, and encryption envelope methods using KMS.
 
 ---
-πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md)
+πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Oraclecloud](./oraclecloud.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/aws-serverless.md b/v2-docs/aws-serverless.md
index d7c40084..eaf8834a 100644
--- a/v2-docs/aws-serverless.md
+++ b/v2-docs/aws-serverless.md
@@ -11,9 +11,6 @@
 1. [API Management](#api-management)
   - [GraphQL and AppSync](#graphql-and-appsync)
     - [Security](#security)
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Cloud Platforms](#cloud-platforms)
   - [Serverless Architecture](#serverless-architecture)
     - [AWS Lambda](#aws-lambda)
@@ -30,9 +27,6 @@
   - [Serverless Deployment](#serverless-deployment)
     - [AWS SAM](#aws-sam)
     - [AWS SAM Pipelines](#aws-sam-pipelines)
-1. [Infrastructure](#infrastructure)
-  - [Automation](#automation)
-    - [AWS Lambda and EventBridge](#aws-lambda-and-eventbridge)
 1. [Infrastructure as Code](#infrastructure-as-code)
   - [AWS CDK](#aws-cdk)
     - [Serverless IaC](#serverless-iac)
@@ -47,10 +41,6 @@
   - [CloudWatch](#cloudwatch)
     - [Alerting Systems](#alerting-systems)
 1. [Security and Governance](#security-and-governance)
-  - [IAM and Access Control](#iam-and-access-control)
-    - [ABAC](#abac)
-  - [Kubernetes Compliance](#kubernetes-compliance)
-    - [Infrastructure Translation](#infrastructure-translation)
   - [Secret Management](#secret-management)
     - [Go Runtime](#go-runtime)
 1. [Serverless Architecture](#serverless-architecture-1)
@@ -67,8 +57,6 @@
     - [Performance Optimization](#performance-optimization-1)
   - [Caching](#caching)
     - [Data Management](#data-management)
-  - [Databases](#databases)
-    - [Selection Criteria](#selection-criteria)
   - [Event-Driven](#event-driven)
     - [Design Patterns](#design-patterns)
   - [Messaging and Integration](#messaging-and-integration)
@@ -83,42 +71,13 @@
 #### Security
 
   - **(2022)** [How to enforce user quota on AWS AppSync with Lambda Authorizer](https://aws.amazon.com/blogs/mobile/how-to-enforce-user-quota-on-aws-appsync-with-lambda-authorizer) [JAVASCRIPT CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Demonstrates how to design custom Lambda Authorizers for AWS AppSync (GraphQL) to implement rate-limiting, user tier quotas, and tenant-based isolation. Reduces compute strain by verifying credentials and quotas at the API edge.
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [Build a Python Microservice with Amazon Web Services Lambda & API Gateway](https://www.giantflyingsaucer.com/blog/?p=5730)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.giantflyingsaucer.com in the Kubernetes Tools ecosystem.
-  - [blog.powerupcloud.com: AWS inventory details in CSV using lambda](https://blog.powerupcloud.com/2016/02/07/aws-inventory-details-in-csv-using-lambda)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.powerupcloud.com in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Lambda vs. Step Functions: The Battle of Cost and' Performance](https://betterprogramming.pub/lambda-vs-step-functions-the-battle-of-cost-and-performance-5f008045e2ab)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==betterprogramming.pub: Lambda vs. Step Functions: The Battle of Cost and' Performance== in the Kubernetes Tools ecosystem.
-  - [npmjs.com: Lambda load test](https://www.npmjs.com/package/lambda-load-test)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering npmjs.com: Lambda load test in the Kubernetes Tools ecosystem.
-  - [blog.usejournal.com: Building a Serverless Back-end with AWS](https://blog.usejournal.com/building-a-serverless-back-end-with-aws-5bb3642a3f4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.usejournal.com: Building a Serverless Back-end with AWS in the Kubernetes Tools ecosystem.
-  - [kothiyal-anuj.medium.com: Serverless Diary: The Ultimate Guide to **Caching' in the Cloud**](https://kothiyal-anuj.medium.com/serverless-diary-the-ultimate-guide-to-caching-in-the-cloud-249f6a06915f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kothiyal-anuj.medium.com: Serverless Diary: The Ultimate Guide to **Caching' in the Cloud** in the Kubernetes Tools ecosystem.
-  - [medium: Going Serverless (on AWS)](https://medium.com/galvanize/going-serverless-on-aws-116a04a0defd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Going Serverless (on AWS) in the Kubernetes Tools ecosystem.
-  - [liavyona09.medium.com: Spice up Your Kubernetes Environment with AWS Lambda](https://liavyona09.medium.com/spice-up-your-kubernetes-environment-with-aws-lambda-a07d81347607)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering liavyona09.medium.com: Spice up Your Kubernetes Environment with AWS Lambda in the Kubernetes Tools ecosystem.
-  - [medium: Serverless enterprise-grade multi-tenancy using AWS | Tarek Becker](https://medium.com/@tarekbecker/serverless-enterprise-grade-multi-tenancy-using-aws-76ff5f4d0a23)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Serverless enterprise-grade multi-tenancy using AWS | Tarek Becker in the Kubernetes Tools ecosystem.
-  - [medium.com/@andrewjr350: Misunderstanding of Serverless (AWS)](https://medium.com/@andrewjr350/misunderstanding-of-serverless-aws-835c7076ea4c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@andrewjr350: Misunderstanding of Serverless (AWS) in the Kubernetes Tools ecosystem.
-  - [medium.com/aws-serverless-microservices-with-patterns-best: Cloud-Native' Microservices Evolves to AWS Serverless Event-driven Architectures](https://medium.com/aws-serverless-microservices-with-patterns-best/cloud-native-microservices-evolves-to-aws-serverless-event-driven-architectures-9a38c473f4f8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/aws-serverless-microservices-with-patterns-best: Cloud-Native' Microservices Evolves to AWS Serverless Event-driven Architectures== in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Exploring the Serverless Event-Driven Architecture](https://betterprogramming.pub/exploring-the-serverless-event-driven-architecture-8d6bda93e823)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Exploring the Serverless Event-Driven Architecture in the Kubernetes Tools ecosystem.
-  - [medium.com/awesome-cloud: AWS β€” Difference between Serverless (Lambda) and' Containers (Kubernetes)](https://medium.com/awesome-cloud/aws-difference-between-serverless-lambda-and-containers-kubernetes-serverless-vs-containers-lambda-vs-k8s-a166931870a2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/awesome-cloud: AWS β€” Difference between Serverless (Lambda) and' Containers (Kubernetes) in the Kubernetes Tools ecosystem.
-  - [aws.plainenglish.io: Let's design a serverless ETL pipeline with AWS services](https://aws.plainenglish.io/lets-design-a-serverless-etl-pipeline-with-aws-services-9ab88c95afd4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.plainenglish.io: Let's design a serverless ETL pipeline with AWS services in the Kubernetes Tools ecosystem.
-  - [faun.pub: Serverless With Spring Boot & AWS Lambda](https://faun.pub/serverless-with-spring-boot-aws-lambda-bc76c1de2b12)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Serverless With Spring Boot & AWS Lambda in the Kubernetes Tools ecosystem.
-  - [medium.com/@dan.avila7: Prueba tus proyectos serverless de forma local con' serverless-offline](https://medium.com/@dan.avila7/prueba-tus-proyectos-serverless-de-forma-local-con-serverless-offline-2e555f2b5e9b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@dan.avila7: Prueba tus proyectos serverless de forma local con' serverless-offline in the Kubernetes Tools ecosystem.
-  - [medium.com/lego-engineering: A Journey into Serverless and Handling Step' Function Failures](https://medium.com/lego-engineering/a-journey-into-serverless-and-handling-step-function-failures-dba51b4e8e99)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/lego-engineering: A Journey into Serverless and Handling Step' Function Failures in the Kubernetes Tools ecosystem.
-  - [blog.devops.dev: Deploying Awesome App on AWS Serverless Services β€” Step-by-Step' Guide](https://blog.devops.dev/deploying-awesome-app-on-aws-serverless-services-step-by-step-guide-54bc89e4d236)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: Deploying Awesome App on AWS Serverless Services β€” Step-by-Step' Guide in the Kubernetes Tools ecosystem.
-  - [medium.com/@sassenthusiast: Serverless Simplified: Integrating Docker Containers' into AWS Lambda via serverless.yml](https://medium.com/@sassenthusiast/serverless-simplified-integrating-docker-containers-into-aws-lambda-via-serverless-yml-cdef9be1681e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@sassenthusiast: Serverless Simplified: Integrating Docker Containers' into AWS Lambda via serverless.yml in the Kubernetes Tools ecosystem.
-  - [medium.com/@HirenDhaduk1: Best choice to run your containers: AWS FARGATE' or AWS LAMBDA or Both?](https://medium.com/@HirenDhaduk1/best-choice-to-run-your-containers-aws-fargate-or-aws-lambda-or-both-d9e14685a363)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@HirenDhaduk1: Best choice to run your containers: AWS FARGATE' or AWS LAMBDA or Both? in the Kubernetes Tools ecosystem.
-  - [AWS SAM CLI Advanced Serverless Deployments](https://medium.com/@mertmengu/aws-sam-cli-advanced-serverless-deployments-07432fee87ab)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering AWS SAM CLI Advanced Serverless Deployments in the Kubernetes Tools ecosystem.
 ## Cloud Platforms
 
 ### Serverless Architecture
 
 #### AWS Lambda
 
-  - **(2025)** [AWS Lambda Limits](https://docs.aws.amazon.com/lambda/latest/dg/limits.html) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” The critical reference table mapping AWS Lambda system quotas. Outlines payload thresholds, execution timeouts, ephemeral storage configurations, and concurrency parameters necessary for scalable platform designs.
   - **(2024)** [you can use Python with AWS Lambda](https://docs.aws.amazon.com/lambda/latest/dg/lambda-python-how-to-create-deployment-package.html) [PYTHON CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The authoritative documentation for designing, packaging, and optimizing Python functions running inside AWS Lambda. Detail runtime limits, library dependencies, and context executions.
-  - **(2023)** [Security Overview of AWS Lambda](https://d1.awsstatic.com/whitepapers/Overview-AWS-Lambda-Security.pdf) [NONE CONTENT] [ADVANCED LEVEL]  [CASE STUDY] [COMMUNITY-TOOL] β€” The authoritative AWS security whitepaper detailing the multi-tenant isolation architectures of Firecracker microVMs. Explores IAM execution policies, VPC security group associations, and transport encryption controls.
   - **(2021)** [dashbird.io: Deploying AWS Lambda with Docker Containers: I Gave it a Try and Here’s My Review](https://dashbird.io/blog/deploying-aws-lambda-with-docker) [NONE CONTENT]  [COMMUNITY-TOOL] β€” An engineering review of packaging and deploying AWS Lambda targets as OCI-compliant Docker containers. Analyzes cold-start impacts, image composition strategies, and orchestration workflow modifications.
   - **(2021)** [aws.amazon.com: Operating Lambda: Understanding event-driven architecture – Part 1](https://aws.amazon.com/blogs/compute/operating-lambda-understanding-event-driven-architecture-part-1) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A foundational multi-part operational guide from AWS technical evangelists focusing on event-driven serverless architectures. Explores decoupled communication, idempotent execution, and event processing.
   - **(2021)** [aws.amazon.com: Optimizing Lambda functions packaged as container images](https://aws.amazon.com/es/blogs/compute/optimizing-lambda-functions-packaged-as-container-images) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Highly technical optimization guide for serverless containers. Focuses on cache warming, base image choices, and reducing multi-tier image footprints to minimize cold start latency.
@@ -159,13 +118,6 @@
 #### AWS SAM Pipelines
 
   - **(2021)** [Introducing AWS SAM Pipelines: Automatically generate deployment pipelines for serverless applications](https://aws.amazon.com/blogs/compute/introducing-aws-sam-pipelines-automatically-generate-deployment-pipelines-for-serverless-applications) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Introduces AWS SAM Pipelines, a feature within the Serverless Application Model CLI that auto-generates multi-stage CI/CD pipelines. It supports integration with Jenkins, GitLab, GitHub Actions, and Bitbucket, standardizing infrastructure-as-code deployment procedures across corporate accounts.
-## Infrastructure
-
-### Automation
-
-#### AWS Lambda and EventBridge
-
-  - **(2024)** [How do I stop and start EC2 instances at regular intervals using AWS Lambda? (Video)](https://repost.aws/knowledge-center/start-stop-lambda-eventbridge)  [COMMUNITY-TOOL] [GUIDE] β€” An operational video walkthrough demonstrating serverless compute cost-reduction routines. Details how to coordinate AWS Lambda with EventBridge cron schedules to automate lifecycle actions for EC2 fleets.
 ## Infrastructure as Code
 
 ### AWS CDK
@@ -199,16 +151,6 @@
   - **(2021)** [tutorialsdojo.com: Real-time Monitoring of 5XX Errors using AWS Lambda, CloudWatch Logs and Slack](https://tutorialsdojo.com/real-time-monitoring-of-5xx-errors-using-aws-lambda-cloudwatch-logs-slack) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Provides an implementation guide for parsing AWS CloudWatch logs in real-time. Leverages subscription filters and Lambda to extract system-level 5XX errors, instantly routing rich-formatted exception payloads directly to Slack webhooks for rapid operational triage.
 ## Security and Governance
 
-### IAM and Access Control
-
-#### ABAC
-
-  - **(2022)** [aws.amazon.com: Scaling AWS Lambda permissions with Attribute-Based Access Control (ABAC)](https://aws.amazon.com/blogs/compute/scaling-aws-lambda-permissions-with-attribute-based-access-control-abac) [JSON CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores Attribute-Based Access Control (ABAC) strategies to scale AWS Lambda permission management in complex enterprise accounts. Uses resource tags and IAM policies to authorize Lambda actions, avoiding the overhead of managing extensive role definitions.
-### Kubernetes Compliance
-
-#### Infrastructure Translation
-
-  - **(2023)** [==github.com/awslabs/specctl==](https://github.com/awslabs/specctl) ⭐ 258  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A specialized security tool developed by AWS Labs to parse, extract, and map standard Kubernetes manifest objects or ECS task definitions directly into AWS infrastructure controls. Analyzes security and network isolation requirements.
 ### Secret Management
 
 #### Go Runtime
@@ -252,11 +194,6 @@
 #### Data Management
 
   - **(2022)** [Data Caching Across Microservices in a Serverless Architecture](https://aws.amazon.com/blogs/architecture/data-caching-across-microservices-in-a-serverless-architecture) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Evaluates architectural strategies for distributed caching within serverless applications. It highlights the use of Amazon ElastiCache (Redis) and DynamoDB Accelerator (DAX) to alleviate performance bottlenecks, reduce database round-trips, and maintain low latency in ultra-elastic stateless execution environments.
-### Databases
-
-#### Selection Criteria
-
-  - **(2023)** [theserverlessmindset.com: Choosing the Best Database for Your Serverless Project](https://www.theserverlessmindset.com/p/best-serverless-database) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Provides a comprehensive comparison of serverless-friendly databases, covering DynamoDB, Aurora Serverless, Supabase, and PlanetScale. Focuses on scaling limits, execution connection limits, cold-start latency, and transactional suitability.
 ### Event-Driven
 
 #### Design Patterns
@@ -274,5 +211,7 @@
   - **(2024)** [AWS Step Functions](https://aws.amazon.com/step-functions) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A managed serverless orchestration service that simplifies state machine design for multi-step microservices. It coordinates complex distributed workflows, manages execution state, handles built-in retries, and integrates natively with over 200 AWS services to prevent deep nesting of Lambda functions.
 
 ---
-πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md)
+πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Oraclecloud](./oraclecloud.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/aws-tools-scripts.md b/v2-docs/aws-tools-scripts.md
index ab8b2630..dfb4f248 100644
--- a/v2-docs/aws-tools-scripts.md
+++ b/v2-docs/aws-tools-scripts.md
@@ -8,161 +8,30 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [Artificial Intelligence](#artificial-intelligence)
-  - [Developer Agents](#developer-agents)
-    - [Amazon Q](#amazon-q)
-1. [Cloud Platform](#cloud-platform)
-  - [AWS Infrastructure](#aws-infrastructure)
-    - [Automation](#automation)
-    - [CICD Pipelines](#cicd-pipelines)
-    - [CICD Security](#cicd-security)
-    - [CLI Tooling](#cli-tooling)
-    - [Cost Optimization](#cost-optimization)
-    - [Developer SDKs](#developer-sdks)
-    - [Developer Tooling](#developer-tooling)
-    - [Identity Management](#identity-management)
-    - [Infrastructure as Code](#infrastructure-as-code)
-    - [Local Development](#local-development)
-    - [Logging and Auditing](#logging-and-auditing)
-    - [Networking](#networking)
-    - [Open Source Ecosystem](#open-source-ecosystem)
-    - [Reference Architectures](#reference-architectures)
-    - [Resource Querying](#resource-querying)
-    - [Security Group Management](#security-group-management)
-    - [Security Simulation](#security-simulation)
-    - [Security and Compliance](#security-and-compliance)
-    - [Storage Management](#storage-management)
 1. [Containers](#containers)
-  - [Developer Tooling](#developer-tooling-1)
+  - [Developer Tooling](#developer-tooling)
     - [Cloud Emulation](#cloud-emulation)
-1. [Infrastructure](#infrastructure)
-  - [DevOps](#devops)
-    - [Command Line Utilities](#command-line-utilities)
-1. [Infrastructure as Code](#infrastructure-as-code-1)
+1. [Infrastructure as Code](#infrastructure-as-code)
   - [Boilerplates](#boilerplates)
     - [AWS Templates](#aws-templates)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [cloudcatalog.dev](https://www.cloudcatalog.dev)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==cloudcatalog.dev== in the Kubernetes Tools ecosystem.
-  - [medium: AWS CLI with jq and Bash](https://medium.com/circuitpeople/aws-cli-with-jq-and-bash-9d54e2eabaf1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: AWS CLI with jq and Bash in the Kubernetes Tools ecosystem.
-  - [aws.plainenglish.io: Lessons Learned From Switching to AWS SDK v3](https://aws.plainenglish.io/lessons-learned-from-switching-to-aws-sdk-v3-6babe1530a59)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.plainenglish.io: Lessons Learned From Switching to AWS SDK v3 in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Accelerate your Terraform development with Amazon CodeWhisperer](https://www.hashicorp.com/blog/accelerate-your-terraform-development-with-amazon-codewhisperer)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Accelerate your Terraform development with Amazon CodeWhisperer in the Kubernetes Tools ecosystem.
-## Artificial Intelligence
-
-### Developer Agents
-
-#### Amazon Q
-
-  - **(2026)** [Amazon CodeWhisperer](https://aws.amazon.com/q/developer) [PYTHON CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Amazon Q Developer (formerly CodeWhisperer) is AWS's flagship generative AI-assisted programming agent. It generates real-time, context-aware code suggestions while performing security scanning and structural code upgrades. Live grounding demonstrates its evolution into a highly secure, enterprise-compliant workspace tool with advanced reference tracking mechanisms.
-## Cloud Platform
-
-### AWS Infrastructure
-
-#### Automation
-
-  - **(2025)** [==github.com/infrahouse/infrahouse-toolkit==](https://github.com/infrahouse/infrahouse-toolkit) ⭐ 74  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The Infrahouse Toolkit provides operational automation helpers specifically engineered to simplify AWS infrastructure deployment pipelines. It streamlines actions such as dynamic DNS configurations, instance lifecycle hooks, and local environment bootstrapping. Useful for platform teams standardizing custom deployment policies.
-  - **(2024)** [github.com/Levi-Michael/boto3-ec2-s3-management: A python tools base on' AWS boto3 for manage ec2 and s3 buckets](https://github.com/Levi-Michael/boto3-ec2-s3-management) ⭐ 2  [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” A lightweight Python-based tool leveraging Boto3 to programmatically manage EC2 instances and S3 bucket lifecycles. It provides system administrators with an alternative to the heavy AWS Management Console for quick resource termination, tag filtering, and volume audits. Its clean syntax serves as an educational base for custom infrastructure engineering scripts.
-#### CICD Pipelines
-
-  - **(2026)** [Amazon CodeCatalyst](https://codecatalyst.aws/explore) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Amazon CodeCatalyst is an enterprise-grade cloud development service that streamlines software delivery on AWS. It integrates team collaboration, CI/CD, issue tracking, and cloud development environments (CDEs) under a unified SaaS framework. Crucial for software engineering directors establishing rapid, compliant application delivery loops.
-  - **(2023)** [New usage examples have been added to the CLI for CodePipeline API Reference](https://docs.aws.amazon.com/cli/latest/reference/codepipeline/index.html) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” An official update to the AWS CLI CodePipeline reference docs, introducing detailed usage examples for programmatic execution of multi-stage pipelines. It simplifies scripting for custom deployment transitions and emergency pipeline approvals. A necessary reference for platform architects building custom release coordination gates.
-  - **(2021)** [dev.to: Continuous Integration and Deployment on AWS - and a wishlist for CI/CD Tools on AWS](https://dev.to/aws-builders/continuous-integration-and-deployment-on-aws-and-a-wishlist-for-cicd-tools-on-aws-5a13) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A Dev.to article discussing CI/CD architectures within AWS environments, containing a developer wishlist for next-generation pipeline features. It compares CodePipeline, GitHub Actions, and custom runners, detailing trade-offs in execution speeds, artifact management, and IAM-gated controls. Perfect for team leads structuring secure platform automation.
-#### CICD Security
-
-  - **(2025)** [==saml-to/assume-aws-role-action==](https://github.com/saml-to/assume-aws-role-action) ⭐ 182  [TYPESCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A dedicated GitHub Action designed to securely assume AWS IAM roles using OpenID Connect (OIDC) federation, eliminating the need to store long-lived static AWS credentials inside GitHub secrets. It dynamically exchanges short-lived JWT tokens to gain secure role access. This standard is strongly recommended in modern dev-sec-ops architectures to enforce the principle of least privilege.
-#### CLI Tooling
-
-  - **(2026)** [Amazon CLI Documentation](https://aws.amazon.com/cli) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The main landing and installation documentation portal for the AWS Command Line Interface. It acts as the definitive source for setting up the CLI across macOS, Linux, and Windows environments. Essential for establishing standard terminal configurations and programmatic environment variables across both developer workstations and CI/CD agents.
-  - **(2026)** [AWS CLI Command Reference](https://docs.aws.amazon.com/cli/latest/index.html) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The comprehensive command reference index for the AWS CLI, documenting syntax, options, and output JSON schemas for all AWS cloud services. It is the primary reference resource for writing deterministic bash and shell scripts for infrastructure automation. Updated dynamically in 2026 to reflect the newest cloud-native service models.
-  - **(2021)** [Announcing the end of support for Python 2.7 in the AWS SDK for Python and AWS CLI v1](https://aws.amazon.com/blogs/developer/announcing-end-of-support-for-python-2-7-in-aws-sdk-for-python-and-aws-cli-v1) [N/A CONTENT]  [LEGACY] β€” An official AWS deprecation announcement marking the end of Python 2.7 support within the AWS SDK for Python (Boto3) and AWS CLI v1. It details migration paths to modern Python 3.x runtimes and the container-native AWS CLI v2 architecture. Critical reading for legacy system maintainers undergoing platform modernization initiatives.
-#### Cost Optimization
-
-  - **(2024)** [==ec2-spot-converter==](https://github.com/jcjorel/ec2-spot-converter) ⭐ 199  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” ec2-spot-converter is an open-source tool built to programmatically convert existing AWS on-demand EC2 instances to spot instances and vice versa without manual reconstruction. It reduces downtime by preserving root volume data and configuration profiles during transitions. Critical for engineers optimizing test workloads and maximizing cost-savings.
-  - **(2026)** [vantage.sh](https://www.vantage.sh) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Vantage.sh is a modern cloud cost management (FinOps) platform providing deep visibility into AWS, Snowflake, and Kubernetes expenditures. It aggregates resource usage metrics to recommend automated saving policies, RI purchasing, and spot transitions. Grounding confirms its role as a premier enterprise tool to manage complex multi-cloud financial posture.
-  - **(2021)** [techcrunch.com: Vantage makes managing AWS easier](https://techcrunch.com/2021/01/12/vantage-makes-managing-aws-easier) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A TechCrunch feature analyzing how Vantage simplifies AWS cost tracking and optimization, offering deep contrast to complex cloud bills. The article highlights Vantage's rise as an essential interface for development organizations navigating fine-grained container pricing and resource usage. Key reading for CFOs and cloud finance architects.
-#### Developer SDKs
-
-  - **(2026)** [AWS SDK for Java](https://aws.amazon.com/sdk-for-java) [JAVA CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The main portal for the AWS SDK for Java, featuring setup guides, performance tuning notes, and integration standards. It is the foundational SDK for Java-based enterprise applications leveraging S3, DynamoDB, or AWS Lambda. Crucial for software engineers designing highly resilient cloud applications using modern async client wrappers.
-#### Developer Tooling
-
-  - **(2026)** [==github.com/one2nc/cloudlens 🌟==](https://github.com/one2nc/cloudlens) ⭐ 590  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Cloudlens is an open-source, interactive terminal UI built to monitor and navigate various cloud infrastructure components. It acts as an easy-to-use 'k9s' equivalent for AWS resources, allowing administrators to inspect S3, EC2, and VPC metrics directly in their shell. A must-have for terminal-first systems engineers seeking immediate cloud diagnostics.
-  - **(2026)** [AWS Management Tools Blog](https://aws.amazon.com/blogs/mt) [N/A CONTENT]  [COMMUNITY-TOOL] β€” The official AWS Management and Governance Tools Blog, serving as the authority on systems manager, Config, CloudTrail, and CloudWatch updates. It hosts standard architectures for designing observability frameworks and cloud optimization. Crucial for enterprise platform administrators ensuring alignment with modern AWS best practices.
-  - **(2023)** [aws.amazon.com/blogs: Introducing Amazon CodeWhisperer for command line](https://aws.amazon.com/blogs/devops/introducing-amazon-codewhisperer-for-command-line) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An AWS Developer blog introducing automated command-line capabilities for Amazon CodeWhisperer. It highlights AI-driven command completion and automatic CLI parameter translation directly in modern terminal emulators. Essential for platform engineers aiming to dramatically accelerate shell and infrastructure-as-code scripting efficiency.
-  - **(2022)** [genbeta.com: Amazon lanza CodeWhisperer, su propia alternativa a GitHub Copilot… que no insertarΓ‘ cΓ³digo ya licenciado sin avisar](https://www.genbeta.com/desarrollo/amazon-lanza-codewhisperer-su-propia-alternativa-a-github-copilot-que-no-insertara-codigo-licenciado-avisar) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A Spanish Genbeta article introducing Amazon CodeWhisperer as AWS's direct competitor to GitHub Copilot, emphasizing its unique compliance filters to avoid licensing violations. While historically accurate regarding CodeWhisperer's initial launch features, the service has since evolved into Amazon Q Developer, with a broader security and multi-file architecture focus.
-  - **(2021)** [AWS Toolkits for Cloud9, JetBrains and VS Code now support interaction with over 200 new resource types 🌟](https://aws.amazon.com/about-aws/whats-new/2021/11/aws-toolkits-cloud9-jetbrains-vs-code) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An AWS announcement highlighting the release of updated AWS Toolkits for popular IDEs (Cloud9, JetBrains, VS Code), expanding interaction capabilities to over 200 resource types. This update greatly reduced context switching for developers, enabling local generation of IAM, DynamoDB, and CloudFormation schemas without visiting the AWS web console.
-#### Identity Management
-
-  - **(2026)** [**github.com/containerscrew/aws-sso-auth**](https://github.com/containerscrew/aws-sso-rs) ⭐ 4  [RUST CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A lightweight Rust-based terminal utility (aws-sso-rs) designed to automate AWS IAM Identity Center login workflows and manage local workstation credential lifecycles. It bypasses slow browser integration loops by managing token renewals and profile switching programmatically. Critical for terminal-first developers using security-hardened AWS structures.
-  - **(2022)** [dev.to/franciscogm: AWS CLI SSO made easy](https://dev.to/franciscogm/aws-cli-sso-made-easy-3bh9) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A developer-focused guide showing how to simplify multi-account authorization using the AWS CLI and AWS IAM Identity Center (formerly AWS Single Sign-On). It demonstrates optimal config profile structures to enable rapid terminal-based authentication. Highly valued by security administrators striving to eliminate long-term credentials on local workstations.
-#### Infrastructure as Code
-
-  - **(2024)** [==github.com/aws-samples/aws-cdk-stack-builder-tool==](https://github.com/aws-samples/aws-cdk-stack-builder-tool) ⭐ 202  [TYPESCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An AWS Samples tool configured to dynamically build and modularize AWS CDK stacks based on high-level configuration templates. It streamlines boilerplate IAC setup, allowing platform engineering teams to maintain clean, scalable multi-environment stacks. Ideal for bootstrapping large cloud applications adhering to AWS Well-Architected frameworks.
-#### Local Development
-
-  - **(2023)** [github.com/ualter: AwsBe](https://github.com/ualter/awsbe-site) [RUST CONTENT]  [COMMUNITY-TOOL] β€” AwsBe is a dedicated backend development mockup tool aimed at accelerating testing of AWS CLI and API-driven clients. It reduces dependency on direct AWS connections for dev feedback loops, enhancing local workspace efficiency. Highly valuable for staging environments seeking rapid mocking configurations.
-#### Logging and Auditing
-
-  - **(2025)** [==github.com/awslabs/assisted-log-enabler-for-aws: Assisted Log Enabler -' Find resources that are not logging, and turn them on==](https://github.com/awslabs/assisted-log-enabler-for-aws) ⭐ 274  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An AWS Labs community-focused repository offering automation scripts to identify resource endpoints that lack active logging and programmatically enable auditing (e.g., S3 server access logging, VPC Flow Logs). It addresses serious audit compliance gaps across expansive, multi-account structures. Live Grounding maintains its high utility for enterprises validating governance against SOC2 and CIS benchmarks.
-#### Networking
-
-  - **(2024)** [==github.com/cavaliercoder/vpc-free==](https://github.com/cavaliercoder/vpc-free) ⭐ 59  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A specialized tool designed to scan AWS VPC configurations and identify unused IP subnets and available address spaces. It simplifies subnet planning and CIDR allocation by visually exposing gaps in current IP management matrices. Essential for large enterprises implementing zero-trust network segmentations or multi-region Transit Gateway routing.
-  - **(2025)** [AWS IP inventory](https://github.com/okelet/awsipinventory) [GO CONTENT]  [COMMUNITY-TOOL] β€” An open-source utility designed to scan and build a complete inventory of IP address allocations across multiple AWS Virtual Private Clouds (VPCs). It offers automated visibility into subnet depletion, Elastic IP overheads, and overall IP utilization patterns. This tool is vital for cloud platform engineers tasked with managing network range exhaustion in hybrid cloud environments.
-#### Open Source Ecosystem
-
-  - **(2026)** [OpenSource at AWS](https://aws.github.io) [N/A CONTENT]  [COMMUNITY-TOOL] β€” The main portal showcasing AWS's strategic contributions, governance standards, and active open-source projects. It acts as an architectural guide for platform engineers to align with verified cloud-native upstream projects. Grounding in 2026 verifies its status as a critical reference for production-grade SDK patterns and cloud integrations.
-#### Reference Architectures
-
-  - **(2026)** [AWS Labs GitHub](https://github.com/awslabs) [N/A CONTENT] [ADVANCED LEVEL]  [EMERGING] β€” The central AWS Labs GitHub organization housing hundreds of active experimental projects, tooling integrations, and reference CDK blueprints. Live Grounding highlights this hub as a critical launchpad for emerging patterns in infrastructure-as-code and cloud automation. It provides platform engineering teams with robust, peer-reviewed building blocks for accelerated architecture design.
-#### Resource Querying
-
-  - **(2025)** [==github.com/welldone-cloud/aws-list-resources==](https://github.com/welldone-cloud/aws-list-resources) ⭐ 184  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A targeted utility designed to list all active resources inside an AWS account, bypassing the visibility gaps of typical inventory tools. It scans all supported services and regions, returning clean, actionable reports. Extremely useful for platform engineers cleaning up stale testing environments and auditing cloud billing leakages.
-#### Security Group Management
-
-  - **(2022)** [dev.to: How to Copy a Security Group with Rules from one AWS Account to Another account](https://dev.to/dineshrathee12/how-to-copy-a-security-group-with-rules-from-one-aws-account-to-another-account-36mb) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A practical technical tutorial detailing programmatic patterns to replicate AWS Security Groups and nested rules across separate AWS accounts. It resolves multi-tenant configuration sync issues using Python and the AWS CLI. This is critical for engineers performing tenant migrations or standing up identical staging environments under modern IAM paradigms.
-#### Security Simulation
-
-  - **(2025)** [==awslabs/aws-cloudsaga: AWS CloudSaga - Simulate security events in AWS==](https://github.com/awslabs/aws-cloudsaga) ⭐ 477  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” AWS CloudSaga is an open-source tool developed by AWS to simulate security events and malicious activity directly inside your AWS environment. It enables security operations teams to validate detection mechanisms, alert pipelines, and incident response procedures. Essential for continuous red-teaming exercises and maintaining robust cloud posture management.
-#### Security and Compliance
-
-  - **(2026)** [==ermetic/access-undenied-aws 🌟==](https://github.com/tenable/access-undenied-aws) ⭐ 272  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Access Undenied on AWS is a highly sophisticated CLI tool that parses AWS 'Access Denied' errors and CloudTrail events, pointing specifically to the policy boundary or SCP causing the block. Live Grounding confirms its acquisition and active hosting under the Tenable GitHub organization. This remains a cornerstone tool for platform engineers troubleshooting complex IAM evaluation logic.
-  - **(2025)** [==Metabadger==](https://github.com/salesforce/metabadger) ⭐ 143  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Metabadger is an open-source CLI tool built by Salesforce to automate the hardening of EC2 Instance Metadata Service (IMDS) endpoints by enforcing IMDSv2. It reduces the risk of SSRF (Server-Side Request Forgery) attacks by auditing and updating running instances to reject token-free metadata requests. It is a highly practical compliance tool for security engineering teams.
-  - **(2024)** [==willdady/aws-resource-based-policy-collector: AWS resource-based policy' collector==](https://github.com/willdady/aws-resource-based-policy-collector) ⭐ 24  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A dedicated security utility that scans and aggregates resource-based policies (e.g., S3 Bucket Policies, KMS Key Policies, SQS Policies) across AWS accounts. It aims to surface overly permissive access matrices that violate least privilege models. The script serves as an important compliance utility for scanning public and cross-account configuration leakage.
-  - **(2023)** [ermetic.com: Access Undenied on AWS](https://www.tenable.com/blog/access-undenied-on-aws) [N/A CONTENT]  [COMMUNITY-TOOL] β€” The introductory technical blog post outlining the implementation of Access Undenied on AWS. It explains how parsing multi-layered IAM restrictions (such as Permission Boundaries, Service Control Policies, and Session Policies) helps platform teams resolve frustrating 'implicit deny' errors. Essential reading for operations engineers transitioning to strict zero-trust IAM governance.
-#### Storage Management
-
-  - **(2025)** [==github.com/awslabs/amazon-s3-tar-tool: Amazon S3 Tar Tool==](https://github.com/awslabs/amazon-s3-tar-tool) ⭐ 233  [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An AWS Labs utility designed to parallelize the creation of TAR archives directly from S3 bucket structures. It prevents the network egress bottle-necks associated with downloading S3 objects locally before compression. Extremely valuable for big data analytics architectures and data lifecycle archival procedures.
-  - **(2024)** [github.com/Reaimua/AWS-CLI-Uploader-Project](https://github.com/Reaimua/AWS-CLI-Uploader-Project) ⭐ 1  [SHELL CONTENT]  [COMMUNITY-TOOL] β€” An educational repository containing custom scripts to automate file uploads to AWS S3 using raw AWS CLI calls. It is highly useful for junior developers learning API interactions, basic credential handling, and bucket policy permissions. Ideal as a simple reference base for shell scripting tutorials.
-  - **(2023)** [blog.awsfundamentals.com: Step-By-Step: Emptying S3 Buckets and Directories Using the AWS CLI with S3 RM](https://awsfundamentals.com/blog/aws-s3-rm-removing-files) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A deep dive tutorial from AWS Fundamentals on how to empty S3 buckets containing millions of objects using the AWS CLI. It highlights the differences between simple deleting, multi-object API commands, and utilizing Lifecycle rules to clean buckets at zero cost. Essential for DevOps engineers avoiding massive API transactional bills.
 ## Containers
 
-### Developer Tooling (1)
+### Developer Tooling
 
 #### Cloud Emulation
 
   - **(2024)** [==Floci - An AWS Local Emulator Alternative==](https://github.com/floci-io/floci) ⭐ 14064  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An active and highly performant local alternative to localstack. Emulates AWS cloud service behavior locally using specialized lightweight container footprints.
-## Infrastructure
-
-### DevOps
-
-#### Command Line Utilities
-
-  - **(2016)** [ec2-ssh-yplan: A pair of command line utilities for finding and SSH-ing into your Amazon EC2 instances by tag (such as β€˜Name’)](https://pypi.org/project/ec2-ssh-yplan) [PYTHON CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight presents a set of CLI wrappers for resolving AWS EC2 instance metadata to facilitate fast SSH access. Live Grounding indicates that modern secure architectures prioritize AWS Systems Manager Session Manager (SSM) and private endpoint setups over direct, port-22 SSH routing models.
-## Infrastructure as Code (1)
+## Infrastructure as Code
 
 ### Boilerplates
 
 #### AWS Templates
 
-  - **(2024)** [AWS Samples (Boilerplates)](https://nubenetes.com/demos) [MULTI-LANGUAGE CONTENT]  [COMMUNITY-TOOL] β€” A consolidated hub of official and community AWS deployment samples. Houses structured patterns and CloudFormation/Terraform codebases to fast-track prototype development in compliance with AWS architecture standards.
+  - **(2024)** [AWS Samples (Boilerplates)](https://nubenetes.com/demos/#aws-samples-boilerplates) [MULTI-LANGUAGE CONTENT]  [COMMUNITY-TOOL] β€” A consolidated hub of official and community AWS deployment samples. Houses structured patterns and CloudFormation/Terraform codebases to fast-track prototype development in compliance with AWS architecture standards.
 
 ---
-πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md)
+πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Oraclecloud](./oraclecloud.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/aws-training.md b/v2-docs/aws-training.md
index 60a800f8..348906e6 100644
--- a/v2-docs/aws-training.md
+++ b/v2-docs/aws-training.md
@@ -8,91 +8,20 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Cloud Computing](#cloud-computing)
   - [AWS](#aws)
-    - [Certification Administration](#certification-administration)
-    - [Certification Training](#certification-training)
-    - [Community Learning](#community-learning)
     - [Infrastructure as Code](#infrastructure-as-code)
-    - [Official Training](#official-training)
-  - [Training](#training)
-    - [Community Learning](#community-learning-1)
-    - [Educational Resources](#educational-resources)
-    - [Multi-Cloud Education](#multi-cloud-education)
-1. [Infrastructure](#infrastructure)
-  - [Cloud Computing](#cloud-computing-1)
-    - [AWS Training](#aws-training)
-1. [Security](#security)
-  - [Identity and Access](#identity-and-access)
-    - [AWS Security Fundamentals](#aws-security-fundamentals)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [Amazon AWS Certification Preparation Tips](https://walkintocloud.com/index.php/2016/06/04/amazon-aws-certification-preparation-tips)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering walkintocloud.com in the Kubernetes Tools ecosystem.
-  - [hashnode.tpschmidt.com: My Top 10 Free Learning Resources for AWS](https://hashnode.tpschmidt.com/my-top-10-free-learning-resources-for-aws)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashnode.tpschmidt.com: My Top 10 Free Learning Resources for AWS in the Kubernetes Tools ecosystem.
-  - [satyenkumar.medium.com: My Youtube Channel is updated for AWS Certifications' (Over 150 Video list)](https://satyenkumar.medium.com/my-youtube-channel-is-updated-for-aws-certifications-over-150-video-list-1ae7aa81e99d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering satyenkumar.medium.com: My Youtube Channel is updated for AWS Certifications' (Over 150 Video list) in the Kubernetes Tools ecosystem.
-  - [medium.com/towards-cloud-computing: 7 Free AWS Practice Labs and AWS Workshops' resources](https://medium.com/towards-cloud-computing/7-free-aws-practice-labs-and-aws-workshops-resources-d0a861f05d3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/towards-cloud-computing: 7 Free AWS Practice Labs and AWS Workshops' resources== in the Kubernetes Tools ecosystem.
-  - [devopsmonk.hashnode.dev: Learn AWS if you want to save your career..!!](https://devopsmonk.hashnode.dev/learn-aws-if-you-want-to-save-your-career)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devopsmonk.hashnode.dev: Learn AWS if you want to save your career..!! in the Kubernetes Tools ecosystem.
 ## Cloud Computing
 
 ### AWS
 
-#### Certification Administration
-
-  - **(2023)** [Schedule an Exam](https://aws.amazon.com/certification/certification-prep/testing)  [COMMUNITY-TOOL] β€” Official AWS portal dedicated to scheduling cloud certification exams via Pearson VUE. Provides essential administrative details, policy guidelines, accommodations request forms, and localized testing options.
-#### Certification Training
-
-  - **(2023)** [learn.cantrill.io 🌟](https://learn.cantrill.io) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Highly regarded AWS architecture and networking training platform created by Adrian Cantrill. Renowned for its focus on fundamental architecture principles, production-grade labs, and deep network configuration scenarios over rote exam memorization.
-  - **(2023)** [aws.amazon.com: ExΓ‘menes prΓ‘cticos gratuitos y 100% en espaΓ±ol para que obtenga su certificaciΓ³n](https://aws.amazon.com/es/blogs/aws-spanish/examenes-practicos-gratuitos-y-100-en-espanol-para-que-obtenga-su-certificacion) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” Spanish-language portal by AWS detailing official, free practice certification exams. Designed to help Spanish-speaking engineers evaluate their readiness for Cloud Practitioner and Solutions Architect exams while familiarizing themselves with localized technical vocabulary.
-  - **(2023)** [A curated list of AWS resources to prepare for the AWS Certifications](https://gist.github.com/leonardofed)  [COMMUNITY-TOOL] β€” A comprehensive, community-maintained GitHub Gist featuring a structured registry of mock exams, official whitepapers, and cloud design cheatsheets. It provides a reliable directory for self-directed preparation across multiple AWS credentials.
-  - **(2023)** [AWS Certified Solutions Architect Professional – Study Guide](https://blue-clouds.com/category/study-guide) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A high-level technical study guide mapping key architectural domains of the AWS Certified Solutions Architect - Professional (SAP-C02) exam. Focuses on advanced multi-account design, high availability, massive scale migrations, and complex network structures.
-  - **(2022)** [portal.tutorialsdojo.com: AWS Digital Courses (free)](https://portal.tutorialsdojo.com/product-category/aws/aws-digital-courses-2)  [COMMUNITY-TOOL] β€” Features free, highly rated, detailed AWS digital courses hosted on Tutorials Dojo. Renowned for realistic exam simulations, conceptual cheat sheets, and deep architecture breakdowns that help engineers pass AWS Associate and Professional certifications.
-  - **(2022)** [linkedin: Sharing My Top 10 resources to use while preparing for AWS Certification Exams](https://www.linkedin.com/pulse/sharing-my-top-10-resources-use-while-preparing-aws-exams-semaan)  [COMMUNITY-TOOL] β€” A curated checklist on LinkedIn highlighting ten top-tier learning resources for passing AWS certifications. Evaluates official documentation, third-party sandboxes, video bootcamps, and practice test platforms to optimize self-directed study schedules.
-  - **(2022)** [dev.to: How to become a Certified AWS Solution Architect in 2022](https://dev.to/javinpaul/how-to-become-a-certified-aws-solution-architect-in-2022-35ad)  [COMMUNITY-TOOL] β€” A detailed learning pathway on Dev.to detailing how to clear the AWS Certified Solutions Architect Associate (SAA-C03) exam. Recommends courses, study tips, and hands-on scenarios to build well-architected framework design principles.
-  - **(2016)** [aws.amazon.com: First AWS Certification Study Guide Now Available](https://aws.amazon.com/es/about-aws/whats-new/2016/10/first-aws-certification-study-guide-now-available)  [COMMUNITY-TOOL] β€” Historical announcement of the first official AWS Certified Solutions Architect - Associate Study Guide. While highly informative on classical concepts, modern practitioners must supplement it with current AWS documentation to address the evolved features of modern cloud services.
-#### Community Learning
-
-  - **(2023)** [community.aws/training: Training and Certification](https://builder.aws.com/learn)  [COMMUNITY-TOOL] β€” The centralized AWS Builder community training site featuring articles, community-sourced tutorials, and architectural guidelines written by AWS Heroes and user group leaders worldwide.
-  - **(2023)** [awscerts.slack.com](https://awscerts.slack.com)  [COMMUNITY-TOOL] β€” A dedicated global Slack community focusing on AWS Certifications. Serves as a peer-to-peer discussion hub where developers and architects share study tips, ask technical questions, and exchange real-world infrastructure experience.
 #### Infrastructure as Code
 
   - **(2021)** [New digital course and lab: AWS Cloud Development Kit (CDK) Primer](https://aws.amazon.com/about-aws/whats-new/2021/01/new-digital-course-and-lab-aws-cloud-development-kit-cdk-primer)  [COMMUNITY-TOOL] [GUIDE] β€” Introduction to the AWS Cloud Development Kit (CDK) framework. Teaches developers how to define cloud infrastructure using familiar programming languages (TypeScript, Python) rather than declarative JSON or YAML, maximizing code reusability and CI/CD integration.
-#### Official Training
-
-  - **(2023)** [explore.skillbuilder.aws/learn: AWS Skill Builder 🌟](https://skillbuilder.aws)  [COMMUNITY-TOOL] β€” The official AWS digital learning portal offering over 600 free and paid cloud training courses. Provides comprehensive, hands-on labs, game-based learning (Cloud Quest), and official certification exam preparation tracks maintained directly by AWS engineering teams.
-### Training
-
-#### Community Learning (1)
-
-  - **(2022)** [twitch.tv/acloudguruofficial](https://www.twitch.tv/acloudguruofficial)  [COMMUNITY-TOOL] β€” Interactive live streaming channel by A Cloud Guru. Features technical walkthroughs, Q&A sessions, real-time live-labs, and exam prep discussions, serving as a live community resource for DevOps engineers and cloud architects.
-#### Educational Resources
-
-  - **(2021)** [analyticsindiamag.com: Free Online Resources To Get Started On Cloud Computing](https://analyticsindiamag.com/free-online-resources-to-get-started-on-cloud-computing)  [COMMUNITY-TOOL] β€” Compiles high-quality, free resources to master fundamental cloud computing concepts. Lists tutorials, official cloud vendor training pathways, and community projects to help newcomers build structured knowledge in distributed systems.
-#### Multi-Cloud Education
-
-  - **(2023)** [acloudguru.com](https://www.pluralsight.com/cloud-guru)  [COMMUNITY-TOOL] β€” A premier e-learning platform (now part of Pluralsight) specializing in cloud computing, DevOps, and container certifications (AWS, Azure, GCP, Kubernetes). Provides hands-on sandbox environments and deep technical pathways designed to train enterprise-grade engineering organizations.
-## Infrastructure
-
-### Cloud Computing (1)
-
-#### AWS Training
-
-  - **(2024)** [explore.skillbuilder.aws: AWS Skill Builder - IntroducciΓ³n a AWS Data Pipeline (EspaΓ±ol LatinoamΓ©rica) | AWS Technical Essentials (Spanish from Latin America) - Free](https://skillbuilder.aws/search?searchText=aws-technical-essential-spanish-from-latin-america&showRedirectNotFoundBanner=true) [SPANISH CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An introductory training course on AWS Data Pipeline, tailored for Spanish-speaking cloud engineers. Details basic data processing workflows, scheduling, and error handling for distributed cloud storage architectures.
-## Security
-
-### Identity and Access
-
-#### AWS Security Fundamentals
-
-  - **(2024)** [explore.skillbuilder.aws: AWS Security Fundamentals (free)](https://skillbuilder.aws/search?searchText=aws-security-fundamentals-second-edition&showRedirectNotFoundBanner=true)  [COMMUNITY-TOOL] [GUIDE] β€” A fundamental training program covering core security topologies inside AWS. Explores the Shared Responsibility Model, IAM resource authorization, KMS encryption keys, and continuous infrastructure auditing.
 
 ---
-πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md)
+πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Oraclecloud](./oraclecloud.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Angular](./angular.md)
 
diff --git a/v2-docs/aws.md b/v2-docs/aws.md
index 64bdd505..b60a5d08 100644
--- a/v2-docs/aws.md
+++ b/v2-docs/aws.md
@@ -8,208 +8,23 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Cloud Computing](#cloud-computing)
   - [AWS](#aws)
     - [Architecture and Guides](#architecture-and-guides)
-    - [CICD and DevOps](#cicd-and-devops)
-    - [Containers](#containers)
-    - [Infrastructure](#infrastructure)
-    - [Learning and News](#learning-and-news)
-    - [Security](#security)
-    - [Serverless](#serverless)
 1. [Cloud Infrastructure](#cloud-infrastructure)
-  - [AWS](#aws-1)
-    - [Resources](#resources)
-  - [AWS Automation](#aws-automation)
-    - [Serverless Orchestration](#serverless-orchestration)
-  - [AWS Ecosystem](#aws-ecosystem)
-    - [Audio Learning](#audio-learning)
-    - [Open Source Strategy](#open-source-strategy)
-    - [Presentation Resources](#presentation-resources)
-    - [Social Channels](#social-channels)
-    - [Startup Enablement](#startup-enablement)
-  - [AWS Services](#aws-services)
-    - [Hands-on Tutorials](#hands-on-tutorials)
-    - [Interactive Learning](#interactive-learning)
-    - [Management Tools](#management-tools)
   - [Application Integration](#application-integration)
     - [API Management](#api-management)
     - [Serverless Services](#serverless-services)
-  - [Architecture and Strategy](#architecture-and-strategy)
-    - [Cloud Adoption Framework](#cloud-adoption-framework)
-  - [Community and Support](#community-and-support)
-    - [AWS rePost](#aws-repost)
-  - [Compliance and Governance](#compliance-and-governance)
-    - [AWS Config](#aws-config)
-  - [Enterprise Migration](#enterprise-migration)
-    - [Frameworks](#frameworks)
-  - [Identity and Access](#identity-and-access)
-    - [Account Administration](#account-administration)
-  - [Infrastructure as Code](#infrastructure-as-code)
-    - [AWS CLI](#aws-cli)
-  - [Operations and Governance](#operations-and-governance)
-    - [AWS Systems Manager](#aws-systems-manager)
-  - [Security and Incident Response](#security-and-incident-response)
-    - [AWS Systems Manager](#aws-systems-manager-1)
-  - [Troubleshooting](#troubleshooting)
-    - [DevOps Challenges](#devops-challenges)
-1. [Cloud Platform](#cloud-platform)
-  - [AWS Infrastructure](#aws-infrastructure)
-    - [Reference Architectures](#reference-architectures)
-1. [Cloud Providers](#cloud-providers)
-  - [AWS](#aws-2)
-    - [Documentation](#documentation)
-    - [Operations](#operations)
-    - [Security and IAM](#security-and-iam)
-    - [Status Monitoring](#status-monitoring)
-1. [Data Engineering](#data-engineering)
-  - [Streaming Data](#streaming-data)
-    - [Architectural Concepts](#architectural-concepts)
-1. [FinOps and Cloud Cost](#finops-and-cloud-cost)
-  - [AWS Optimization](#aws-optimization)
-    - [Policy Engines](#policy-engines)
-1. [Infrastructure as Code](#infrastructure-as-code-1)
-  - [CICD and Delivery](#cicd-and-delivery)
-    - [Self-Hosted Runners](#self-hosted-runners)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [AWS Knowledge Center](https://aws.amazon.com/premiumsupport/knowledge-center)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem.
-  - [medium.com/towards-cloud-computing: 7 Free AWS Practice Labs and AWS Workshops' resources](https://medium.com/towards-cloud-computing/7-free-aws-practice-labs-and-aws-workshops-resources-d0a861f05d3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/towards-cloud-computing: 7 Free AWS Practice Labs and AWS Workshops' resources== in the Kubernetes Tools ecosystem.
-  - [dzone: AWS Basics](https://dzone.com/articles/aws-basics)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: AWS Basics in the Kubernetes Tools ecosystem.
-  - [dzone: AWS Basics: Bastion Hosts and NAT](https://dzone.com/articles/aws-basics-bastian-hosts-and-nat)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: AWS Basics: Bastion Hosts and NAT in the Kubernetes Tools ecosystem.
-  - [dannys.cloud: 10 Best Free AWS Learning Resources for Beginners](https://dannys.cloud/10-best-free-aws-learning-resources-for-beginners)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dannys.cloud: 10 Best Free AWS Learning Resources for Beginners in the Kubernetes Tools ecosystem.
-  - [towardsaws.com: A Gentle Introduction to Amazon Web Services (AWS)](https://towardsaws.com/a-gentle-introduction-to-amazon-web-services-aws-50f18c7c57dc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering towardsaws.com: A Gentle Introduction to Amazon Web Services (AWS) in the Kubernetes Tools ecosystem.
-  - [medium: AWS Services Every Developer Should Be Aware Of](https://medium.com/@ashish_fagna/aws-services-every-developer-should-be-aware-of-f7c48aaa854f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: AWS Services Every Developer Should Be Aware Of in the Kubernetes Tools ecosystem.
-  - [blog.cloudyali.io: The Absolute minimum every developer must know about' AWS security!](https://blog.cloudyali.io/absolute-minimum-every-developer-must-know-about-aws-security)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.cloudyali.io: The Absolute minimum every developer must know about' AWS security! in the Kubernetes Tools ecosystem.
-  - [medium: 6 Lessons Learned - Migrating Application on Production](https://medium.com/swlh/6-lessons-learned-from-migrating-web-application-on-production-ce9add8e63f3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: 6 Lessons Learned - Migrating Application on Production in the Kubernetes Tools ecosystem.
-  - [dzone: Five Different Ways to Build AWS Infrastructure](https://dzone.com/articles/five-different-ways-to-build-aws-infrastructure)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Five Different Ways to Build AWS Infrastructure in the Kubernetes Tools ecosystem.
-  - [ben11kehoe.medium.com: Never put AWS temporary credentials in the credentials' file (or env vars) β€” there’s a better way](https://ben11kehoe.medium.com/never-put-aws-temporary-credentials-in-env-vars-or-credentials-files-theres-a-better-way-25ec45b4d73e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ben11kehoe.medium.com: Never put AWS temporary credentials in the credentials' file (or env vars) β€” there’s a better way in the Kubernetes Tools ecosystem.
-  - [tech.twenix.com: Securiza tu infraestructura cloud sin arruinarte](https://tech.twenix.com/securiza-tu-infraestructura-cloud-sin-arruinarte-d9d2e2d5302c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering tech.twenix.com: Securiza tu infraestructura cloud sin arruinarte in the Kubernetes Tools ecosystem.
-  - [paigeshin1991.medium.com: Drop Nuclear Bomb on your AWS account. How to' clear your entire AWS services in 3 seconds](https://paigeshin1991.medium.com/drop-nuclear-bomb-on-your-aws-services-how-to-clear-your-entire-aws-account-in-3-seconds-53f28928e09c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==paigeshin1991.medium.com: Drop Nuclear Bomb on your AWS account. How to' clear your entire AWS services in 3 seconds== in the Kubernetes Tools ecosystem.
-  - [medium.com/gargee-bhatnagar: How to Create a Custom AMI with Image Pipeline' and Automate its Creation Using EC2 Image Builder](https://medium.com/gargee-bhatnagar/how-to-create-a-custom-ami-with-image-pipeline-and-automate-its-creation-using-ec2-image-builder-7e194e39c8e9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/gargee-bhatnagar: How to Create a Custom AMI with Image Pipeline' and Automate its Creation Using EC2 Image Builder in the Kubernetes Tools ecosystem.
-  - [medium.com/@imaze.enabulele: Autoscaling EC2 Instances for High Availability' and Stress Testing 🌟](https://medium.com/@imaze.enabulele/autoscaling-ec2-instances-for-high-availability-and-stress-testing-946b41f229e2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@imaze.enabulele: Autoscaling EC2 Instances for High Availability' and Stress Testing 🌟 in the Kubernetes Tools ecosystem.
-  - [awstip.com: How to list all resources in your AWS account](https://awstip.com/how-to-list-all-resources-in-your-aws-account-c3f18061f71b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering awstip.com: How to list all resources in your AWS account in the Kubernetes Tools ecosystem.
-  - [terminalsandcoffee.com: Setting Up the AWS CLI & IAM User API Keys 🌟](https://terminalsandcoffee.com/setting-up-the-aws-cli-iam-user-api-keys-b83554e314e4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering terminalsandcoffee.com: Setting Up the AWS CLI & IAM User API Keys 🌟 in the Kubernetes Tools ecosystem.
-  - [mrdevops.hashnode.dev: How to Create EC2 Instance in AWS: Step by Step' Tutorial](https://mrdevops.hashnode.dev/how-to-create-ec2-instance-in-aws-step-by-step-tutorial)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==mrdevops.hashnode.dev: How to Create EC2 Instance in AWS: Step by Step' Tutorial== in the Kubernetes Tools ecosystem.
-  - [Introducing Kiro: AWS Agentic AI-Based IDE](https://markrosscloud.medium.com/introducing-kiro-aws-agentic-ai-based-ide-cded711b1409)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Introducing Kiro: AWS Agentic AI-Based IDE in the Kubernetes Tools ecosystem.
-  - [aws.plainenglish.io](https://aws.plainenglish.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.plainenglish.io in the Kubernetes Tools ecosystem.
-  - [AWStip.com](https://awstip.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering AWStip.com in the Kubernetes Tools ecosystem.
-  - [bitmovin: Improving Video Quality on the Web](https://medium.com/aws-activate-startup-blog/bitmovin-improving-video-quality-on-the-web-8670039c4334)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering bitmovin: Improving Video Quality on the Web in the Kubernetes Tools ecosystem.
-  - [What Startups Should Know about Amazon VPCβ€Šβ€”β€ŠPart 1](https://medium.com/aws-activate-startup-blog/what-startups-should-know-about-amazon-vpc-part-1-bebe94b7f228)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering What Startups Should Know about Amazon VPCβ€Šβ€”β€ŠPart 1 in the Kubernetes Tools ecosystem.
-  - [Scaling on AWS (Part 3): >500K Users](https://medium.com/aws-activate-startup-blog/scaling-on-aws-part-3-500k-users-3750b227b761)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Scaling on AWS (Part 3): >500K Users in the Kubernetes Tools ecosystem.
-  - [medium.com: Building a Serverless Dynamic DNS System with AWS](https://medium.com/aws-activate-startup-blog/building-a-serverless-dynamic-dns-system-with-aws-a32256f0a1d8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Building a Serverless Dynamic DNS System with AWS in the Kubernetes Tools ecosystem.
-  - [medium.com: The Top 10 AWS Startup Blog Posts of 2015](https://medium.com/aws-activate-startup-blog/the-top-10-aws-startup-blog-posts-of-2015-d2975e3778bb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: The Top 10 AWS Startup Blog Posts of 2015 in the Kubernetes Tools ecosystem.
-  - [Terraform for Standardizing AWS Deployments](https://t.co/5E4FLUyh98)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Terraform for Standardizing AWS Deployments in the Kubernetes Tools ecosystem.
-  - [medium: Top 4 AWS Patterns of Highly Available API](https://medium.com/greenm/top-4-aws-patterns-of-highly-available-api-d34599bfbb96)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Top 4 AWS Patterns of Highly Available API in the Kubernetes Tools ecosystem.
-  - [medium: AWS configuration files, explained](https://medium.com/@ben11kehoe/aws-configuration-files-explained-9a7ea7a5b42e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: AWS configuration files, explained in the Kubernetes Tools ecosystem.
-  - [medium.com/swlh: AWS Config β€” Compliance as Code](https://medium.com/swlh/aws-config-compliance-as-code-9621eb3b7ac7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/swlh: AWS Config β€” Compliance as Code in the Kubernetes Tools ecosystem.
-  - [AWS, Azure, GCP: Resource Hierarchies](https://levelup.gitconnected.com/aws-azure-gcp-resource-hierarchies-25b829127511)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering AWS, Azure, GCP: Resource Hierarchies in the Kubernetes Tools ecosystem.
-  - [bridgecrew.io: Best practices for AWS tagging with Yor](https://bridgecrew.io/blog/best-practices-for-aws-tagging-with-yor)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering bridgecrew.io: Best practices for AWS tagging with Yor in the Kubernetes Tools ecosystem.
 ## Cloud Computing
 
 ### AWS
 
 #### Architecture and Guides
 
-  - **(2026)** [==The Open Guide to Amazon Web Services==](https://github.com/open-guides/og-aws) ⭐ 36426  [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A massive, crowd-sourced encyclopedia offering highly critical, unvarnished technical reference material for AWS services. Distinct from official docs, it focuses on real-world engineering constraints, pricing trade-offs, and operational gotchas across storage, compute, and networking layers.
   - **(2026)** [Implementing Microservices on AWS 🌟](https://docs.aws.amazon.com/whitepapers/latest/microservices-on-aws/microservices-on-aws.html) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The premier AWS whitepaper defining the patterns, architectures, and execution strategies for deploying microservices. It covers decomposition patterns, decentralized data management, domain-driven boundaries, service discovery, and inter-service messaging schemes.
-  - **(2026)** [dev.to: Disaster Recovery Cheat-sheet/Write-up 🌟](https://dev.to/aws-builders/disaster-recovery-cheat-sheetwrite-up-o62) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A disaster recovery reference sheet translating AWS Well-Architected DR metrics (RTO and RPO) into specific execution patterns. It compares pilot light, warm standby, and active-active multi-region failover models.
-  - **(2026)** [dev.to: Best Practices When Designing AWS Architecture 🌟🌟](https://dev.to/aws-builders/best-practices-when-designing-aws-architecture-4c8d) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A deep dive into the operational best practices of the AWS Well-Architected Framework. Key topics include decoupling architectural dependencies, horizontal scaling mechanisms, and programmatic resource orchestration.
-#### CICD and DevOps
-
-  - **(2026)** [infoq.com: AWS Publishes Reference Architecture and Implementations for' Deployment Pipelines](https://www.infoq.com/news/2023/02/aws-deployment-pipelines) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Analysis of the official AWS deployment pipeline reference architecture. Illustrates continuous delivery models for multi-environment propagation using standard GitOps patterns, automated integration suites, and strict deployment validation loops.
-#### Containers
-
-  - **(2026)** [==aws/containers-roadmap: AWS Containers Roadmap==](https://github.com/aws/containers-roadmap) ⭐ 5350  [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The open-source public roadmap for AWS container services (ECS, EKS, ECR). It bridges developer requirements with core AWS engineering teams, offering a transparent ledger of feature designs, active developments, and historical releases.
-  - **(2026)** [thenewstack.io: The AWS Shared Responsibility Model for Kubernetes](https://thenewstack.io/understand-the-aws-shared-responsibility-model-for-kubernetes) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An analytical overview dissecting the limits of responsibility when managing containerized infrastructure on AWS. It contrasts the delineation of security controls between self-managed EC2 EKS node groups, managed node groups, and AWS Fargate abstractions.
-  - **(2026)** [lastweekinaws.com: 17 More Ways to Run Containers on AWS](https://www.lastweekinaws.com/blog/17-more-ways-to-run-containers-on-aws) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A pragmatic, humorous breakdown of the sheer density of execution pathways for running containerized workloads on AWS. The catalog contrasts core options like ECS, EKS, App Runner, and Lightsail with lesser-known combinations, advising on cost and operational footprints.
-  - **(2026)** [vladionescu.me: Scaling containers on AWS in 2022 (comparison)](https://www.vladionescu.me/posts/scaling-containers-on-aws-in-2022) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A benchmarking comparison of container orchestration engines on AWS. It evaluates cold-start limits, container provisioning metrics, and control plane auto-scaling responsiveness between ECS and EKS under enterprise workloads.
-#### Infrastructure
-
-  - **(2026)** [AWS Local Zones locations](https://aws.amazon.com/about-aws/global-infrastructure/localzones/locations) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official matrix detailing geographic distributions and architectural specifications of AWS Local Zones. Designed for low-latency processing, these zones deploy compute, storage, and database services adjacent to major industrial hubs, bridging Edge topologies with core Regions.
-  - **(2026)** [AWS Marketplace](https://aws.amazon.com/marketplace) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The centralized enterprise portal cataloging certified third-party software, AMI definitions, and SaaS integrations compatible with AWS workloads. It serves as an procurement platform, simplifying image provisioning and licensing configurations.
-  - **(2026)** [cloudonaut.io: EC2 Checklist: 7 things to do after launching an instance](https://cloudonaut.io/ec2-checklist-seven-things-to-do-after-launching-an-instance) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An architectural checklist outlining critical optimization practices immediately following EC2 virtual machine instantiation. It targets key parameters like security group isolation, IAM roles, cloud-init configuration, dynamic DNS mapping, and EBS volume performance tuning.
-  - **(2026)** [AWS Architecture Blog: What to Consider when Selecting a Region for your' Workloads](https://aws.amazon.com/blogs/architecture/what-to-consider-when-selecting-a-region-for-your-workloads) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Core architectural guidance for choosing geographic AWS regions for enterprise workloads. It details standard evaluation criteria including strict data residency mandates, latency budgets relative to end-users, service availability disparities, and cost profiling.
-  - **(2026)** [Building highly resilient applications with on-premises interdependencies using AWS Local Zones](https://aws.amazon.com/blogs/compute/building-highly-resilient-applications-with-on-premises-interdependencies-using-aws-local-zones) [N/A CONTENT] [ADVANCED LEVEL]  [LEGACY] β€” An enterprise resilience design guide integrating AWS Local Zones with legacy on-premises systems. It addresses key edge architectures, detailing hybrid replication strategies, localized failovers, and latency-sensitive synchronization protocols.
-#### Learning and News
-
-  - **(2026)** [aws.amazon.com/new: What's New with AWS?](https://aws.amazon.com/new) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Duplicate stream of AWS release announcements tracking core architecture, security, and developer ecosystem changes across globally distributed infrastructure zones.
-  - **(2026)** [AWS Ramp-Up Guides](https://aws.amazon.com/es/training/ramp-up-guides) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curated, structured training roadmaps provided by AWS experts to build capability across role-based boundaries (Architect, Developer, DevOps). These paths organize disparate services into digestible, progressive educational units.
-  - **(2026)** [dashbird.io: Get started and keep using AWS for free](https://dashbird.io/blog/use-aws-free) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A granular guide explaining strategies to optimize workload structures to remain within AWS Free Tier limits indefinitely. Ideal for early-stage prototyping, it details usage ceilings across EC2, Lambda, S3, and RDS.
-  - **(2026)** [linkedin pulse: Listado de todos los Servicios de AWS (actualizado 1 de' Enero 2021)](https://www.linkedin.com/pulse/listado-de-todos-los-servicios-amazon-web-services-daniel-pe%25C3%25B1a-silva) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive directory of AWS services cataloged sequentially in Spanish. While highly structured, cloud practitioners should cross-reference with active product documentations to account for subsequent service refactoring and naming changes.
-  - **(2026)** [intellipaat.com: What is AWS?](https://intellipaat.com/blog/what-is-amazon-web-services-aws) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An introductory guide mapping AWS fundamentals, key global infrastructure concepts, and core service offerings (compute, database, and storage abstractions) tailored for engineering personnel initiating cloud transitions.
-  - **(2026)** [amazon.qwiklabs.com/catalog](https://amazon.qwiklabs.com/catalog) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The portal for official interactive AWS learning environments. It provides isolated sandboxed accounts for executing practical technical labs spanning serverless orchestration, database scaling, container networking, and security auditing.
-  - **(2026)** [freecodecamp.org/news/tag/aws](https://www.freecodecamp.org/news/tag/aws) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A dynamic curriculum stream aggregating tutorials focused on AWS design patterns, architectural fundamentals, and software development SDK integrations.
-  - **(2026)** [Jayendra's Blog 🌟🌟](https://jayendrapatil.com) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An authoritative engineering study portal focusing on AWS architectures, credential prep, and deep technical summaries of service dependencies. Valuable for validation of edge-case service limits.
-  - **(2026)** [Everything AWS | Search and discover 6K+ quality AWS repositories](https://app.polymersearch.com/discover/aws) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An open-source exploration platform indexing over 6,000 AWS repositories. It assists platform architects in discovering community-validated CDK constructs, deployment templates, and cloud helper scripts.
-  - **(2026)** [AWS Courses created by AWS experts](https://www.amazon.com/b/?node=14297978011) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Direct catalog of specialized training modules designed by principal AWS system architects. Curated for engineers, these courses bridge conceptual theory and active production execution.
-  - **(2026)** [dev.to: Many free and useful AWS official Dev and User guides!](https://dev.to/aws-builders/many-free-and-useful-aws-official-dev-and-user-guides-54ci) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A curated index compiling official AWS developer guides. It categorizes reference specifications across compute, messaging, and database domains to streamline engineering onboarding.
-  - **(2026)** [Amazon Web Services Youtube](https://www.youtube.com/user/AmazonWebServices) [N/A CONTENT]  [COMMUNITY-TOOL] β€” The main streaming resource channel for AWS, housing re:Invent presentations, high-level architecture reviews, and deep product feature walkthroughs.
-  - **(2026)** [AWS Tutorial Series](https://www.youtube.com/user/awstutorialseries) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Educational video series focused on practical system designs on AWS, covering target configurations across networking, security policies, and standard infrastructure frameworks.
-  - **(2026)** [AWS Webinar Channel](https://www.youtube.com/user/AWSwebinars) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Interactive webinar collection focusing on corporate cloud migration patterns, cost containment strategies, and AI workloads optimization within AWS environments.
-  - **(2026)** [AWS Podcasts](https://aws.amazon.com/podcasts/aws-podcast) [N/A CONTENT]  [COMMUNITY-TOOL] β€” The official audio podcast network providing runtime updates, expert discussions, and inside perspectives on architectural patterns directly from AWS developers and clients.
-  - **(2026)** [AWS Techchat](https://aws.amazon.com/podcasts/aws-techchat) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Region-specific developer chat podcast providing quick insights, technological reviews, and platform trend discussions for engineers working across the APJ region.
-  - **(2026)** [The AWS Developer Blog now includes Python & GoLang](https://aws.amazon.com/blogs/developer) [N/A CONTENT]  [COMMUNITY-TOOL] β€” The core technical blog for AWS developer tooling, highlighting standard SDK architectures for Python and Go, performance benchmarks, and asynchronous pipeline developments.
-#### Security
-
-  - **(2026)** [docs.aws.amazon.com: The AWS Security Reference Architecture](https://docs.aws.amazon.com/prescriptive-guidance/latest/security-reference-architecture/architecture.html) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The foundational blueprint for enterprise security governance in AWS. It covers multi-account Landing Zone topologies, IAM Delegations, AWS Organizations integration, Control Tower configurations, and architectural guardrails to assure regulatory compliance.
-#### Serverless
-
-  - **(2026)** [serverlessland.com](https://serverlessland.com) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The premier AWS-managed serverless knowledge hub. It serves as an architectural repository for designing events, writing Lambda configurations, orchestrating Step Functions, and keeping abreast of serverless pattern trends globally.
-  - **(2026)** [serverlessland.com/patterns: Serverless Patterns Collection](https://serverlessland.com/patterns) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” An open repository of Infrastructure as Code (IaC) serverless design patterns using SAM, CDK, and CloudFormation. Highly valuable for scaffolding backend pipelines integrating API Gateway, EventBridge, and DynamoDB.
-  - **(2026)** [AWS SAM Pipelines](https://serverlessland.com/explore/sam-pipelines) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Technical deep dive into the SAM (Serverless Application Model) Pipelines integration. It provides prescriptive architectural frameworks for continuous integration and delivery (CI/CD) pipelines supporting multi-account serverless deployment methodologies.
 ## Cloud Infrastructure
 
-### AWS (1)
-
-#### Resources
-
-  - **(2026)** [==Awesome AWS 🌟==](https://github.com/donnemartin/awesome-aws) ⭐ 14064  [N/A CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier reference catalog for Amazon Web Services (AWS), containing curated libraries, open-source utilities, and official whitepapers. It covers key compute, storage, networking, and serverless components. It is universally recognized as the gold standard resource for AWS-centric platform engineering teams seeking validated architectural patterns.
-### AWS Automation
-
-#### Serverless Orchestration
-
-  - **(2026)** [Enhanced Local IDE Experience for AWS Step Functions](https://aws.amazon.com/blogs/compute/introducing-an-enhanced-local-ide-experience-for-aws-step-functions) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Details local IDE integration utilities for designing and tracing AWS Step Functions. Enhances developer inner-loops by rendering local visual workflow representations and offering live Amazon States Language schema validation directly in-editor.
-### AWS Ecosystem
-
-#### Audio Learning
-
-  - **(2026)** [Stitcher AWS Podcasts](https://www.stitcher.com/podcast/amazon-web-services/aws-podcast)  [COMMUNITY-TOOL] β€” Stitcher repository hosting the AWS Podcast network. Features architectural retrospectives, engineering deep-dives, and service evolution analyses presented by active cloud product managers.
-#### Open Source Strategy
-
-  - **(2026)** [infoworld.com: Amazon’s quiet open source revolution](https://www.infoworld.com/article/2338356/amazon-s-quiet-open-source-revolution.html)  [COMMUNITY-TOOL] β€” An analytical exploration detailing AWS's transition from open-source software consumer to an active co-developer and primary maintainer. Discusses strategic projects like OpenSearch and Valkey, examining the structural tension and evolving relationships between public clouds and software vendors.
-#### Presentation Resources
-
-  - **(2026)** [slideshare.net/AmazonWebServices](https://www.slideshare.net/AmazonWebServices) [DOCUMENTATION]  [LEGACY] β€” AWS SlideShare platform resource aggregating architectural blueprints, slide decks, and high-impact event summaries. While SlideShare represents a legacy presentation vector, it serves as a historic archive for tracking AWS service launch topologies and historical enterprise cloud migration case studies.
-#### Social Channels
-
-  - **(2026)** [twitter.com/awscloud](https://x.com/awscloud)  [COMMUNITY-TOOL] β€” Official AWS communication broadcast feed utilized for instant notification of novel system capabilities, security alerts, and broad strategic initiatives across the AWS global infrastructure.
-  - **(2026)** [twitter.com/AWSreInvent](https://x.com/AWSreInvent)  [EMERGING] β€” Targeted social broadcast hub cataloging major releases, technical breakout session highlights, and real-time architectural reveals emerging from the annual AWS re:Invent technology conference.
-  - **(2026)** [twitter.com/jeffbarr](https://x.com/jeffbarr)  [COMMUNITY-TOOL] β€” Social feed of AWS Chief Evangelist Jeff Barr. Serves as a high-density channel supplying core architectural context, feature releases, and developer-focused service insights.
-  - **(2026)** [twitter.com/AWSstartups](https://x.com/AWSstartups)  [COMMUNITY-TOOL] β€” Targeted channel broadcasting AWS architectural optimizations, funding, and growth accelerators tailored specifically for high-velocity startup infrastructure teams.
-  - **(2026)** [twitter.com/AWS_Partners](https://x.com/AWS_Partners)  [COMMUNITY-TOOL] β€” AWS Partner Network channel presenting compliance benchmarks, MSP programs, system integrator partnerships, and cloud consulting framework updates.
-#### Startup Enablement
-
-  - **(2026)** [AWS Activate](https://aws.amazon.com/startups)  [COMMUNITY-TOOL] β€” AWS Activate platform framework delivering technical resources, infrastructure credits, and active mentorship pathways to startup founders. Promotes rapid prototyping by offloading cloud infrastructure costs and supplying pre-configured template architectures.
-### AWS Services
-
-#### Hands-on Tutorials
-
-  - **(2026)** [AWS 10-Minute Tutorials](https://aws.amazon.com/getting-started/hands-on)  [COMMUNITY-TOOL] β€” An onboarding portal featuring bite-sized, 10-minute technical exercises across core services (EC2, S3, RDS). These tutorials utilize guided steps to help engineers rapidly spin up cloud resources while demonstrating fundamental networking, security, and storage architecture patterns.
-#### Interactive Learning
-
-  - **(2026)** [workshops.aws: AWS Workshops](https://builder.aws.com/build/workshops?trk=265ae1c7-2dfc-44c6-bc73-a4d991b8bd7f&sc_channel=el)  [COMMUNITY-TOOL] β€” AWS-designed workshop aggregator offering deep, interactive labs on advanced engineering themes. Topics span Elastic Kubernetes Service (EKS) design, serverless microservices pipelines, security automation, and native database configurations under realistic operational profiles.
-#### Management Tools
-
-  - **(2026)** [Working with the AWS Management Console](https://docs.aws.amazon.com/awsconsolehelpdocs/latest/gsg/getting-started.html) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Reference manual outlining browser-based navigation and administrative management via the AWS Management Console. Focuses on IAM session configuration, visual resource tracking, and dashboard personalization.
 ### Application Integration
 
 #### API Management
@@ -218,98 +33,9 @@
 #### Serverless Services
 
   - **(2026)** [k21academy.com: AWS Application Services: Lambda, SES, SNS, SQS, SWF](https://k21academy.com/aws-cloud/aws-application-services)  [COMMUNITY-TOOL] [GUIDE] β€” Technical review of AWS's modular application integration portfolio. Contrasts serverless compute (Lambda) with asynchronous message queues (SQS), publish-subscribe event routing (SNS), programmatically orchestrated state workflows (SWF/Step Functions), and secure outbound transaction messaging (SES).
-### Architecture and Strategy
-
-#### Cloud Adoption Framework
-
-  - **(2021)** [AWS Cloud Adoption Framework (CAF) 3.0 is Now Available](https://aws.amazon.com/blogs/aws/aws-cloud-adoption-framework-caf-3-0-is-now-available) [N/A CONTENT]  [COMMUNITY-TOOL] β€” The AWS Cloud Adoption Framework (CAF) 3.0 provides a strategic roadmap for enterprises migrating workloads to the cloud. Focusing on six foundational perspective areasβ€”Business, People, Governance, Platform, Security, and Operationsβ€”this framework incorporates modern cloud-native architectural patterns. It serves as an essential organizational blueprint for accelerating digital transformation while minimizing systemic risk.
-### Community and Support
-
-#### AWS rePost
-
-  - **(2021)** [AWS re:Post – A Reimagined Q&A Experience for the AWS Community](https://aws.amazon.com/blogs/aws/aws-repost-a-reimagined-qa-experience-for-the-aws-community) [N/A CONTENT]  [LEGACY] β€” AWS re:Post replaces legacy AWS Forums with an interactive, community-driven Q&A platform to accelerate technical troubleshooting and knowledge sharing. Featuring gamified reputation models and expert moderation, it offers verified answers on complex architectural questions. It serves as a vital knowledge repository for builders aiming to resolve configuration anomalies and adopt best-practice designs.
-  - **(2021)** [infoq.com: Amazon Introduces re:Post, a "Stack Overflow" for AWS](https://www.infoq.com/news/2021/12/amazon-repost-questions-answers) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An independent review of AWS re:Post, describing it as a specialized, community-driven alternative to general-purpose QA boards like Stack Overflow. The analysis focuses on how verified answers and direct AWS engineer contributions reduce troubleshooting cycles for platform operators. The platform helps developers bypass outdated configuration guides in favor of modern, validated architectural patterns.
-### Compliance and Governance
-
-#### AWS Config
-
-  - **(2026)** [acloudguru.com: 12 AWS Config rules that every account should have](https://www.pluralsight.com/resources/blog/cloud/12-aws-config-rules-that-every-account-should-have)  [COMMUNITY-TOOL] β€” A curated reference guide identifying 12 essential AWS Config rules required to establish enterprise compliance baselines. Focuses on declarative drift detection including mandatory MFA enforcement, S3 block public access configurations, and unattached volume cleanup.
-  - **(2016)** [AWS Config Rules now available in 4 new regions: US West (Oregon), EU (Ireland),' EU (Frankfurt) and Asia Pacific (Tokyo)](https://aws.amazon.com/about-aws/whats-new/2016/04/aws-config-rules-now-available-in-4-new-regions-us-west-oregon-eu-ireland-eu-frankfurt-and-asia-pacific-tokyo) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” This release details the regional expansion of AWS Config Rules, enabling continuous compliance auditing and resource monitoring in multiple global zones. AWS Config Rules allow operators to evaluate resource configurations against organizational standards and security policies dynamically. This multi-region support is architecturally significant for companies running highly distributed systems that must comply with regional data governance rules.
-### Enterprise Migration
-
-#### Frameworks
-
-  - **(2026)** [AWS Cloud Adoption Framework (AWS CAF)](https://aws.amazon.com/cloud-adoption-framework) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The AWS Cloud Adoption Framework (AWS CAF) defines a structured architectural approach to enterprise cloud migration. Evaluates six primary organizational perspectives to securely de-risk large-scale cloud transformations.
-### Identity and Access
-
-#### Account Administration
-
-  - **(2026)** [How do I create and activate a new Amazon Web Services account?](https://repost.aws/knowledge-center/create-and-activate-aws-account) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” AWS Knowledge Center guide outlining the prerequisite multi-step verification, billing enablement, and security configurations required to bootstrap a brand-new AWS root account. Explains the foundational processes necessary to activate core global regions safely.
-### Infrastructure as Code
-
-#### AWS CLI
-
-  - **(2026)** [Convert AWS console actions to reusable code with AWS Console-to-Code, now generally available](https://aws.amazon.com/blogs/aws/convert-aws-console-actions-to-reusable-code-with-aws-console-to-code-now-generally-available/?trk=0d3532c8-5f49-4c86-9683-96c2417e9b4b&sc_channel=el) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Examines the GA release of AWS Console-to-Code. This utility records visual, interactive browser actions within the AWS Console and programmatically translates them into clean, reusable Infrastructure-as-Code (IaC) formats, such as AWS CDK and CloudFormation, using generative AI models.
-### Operations and Governance
-
-#### AWS Systems Manager
-
-  - **(2021)** [Multi-account AWS Trusted Advisor summaries now available in AWS Systems Manager Explorer](https://aws.amazon.com/blogs/mt/multi-account-aws-trusted-advisor-summaries-now-available-aws-systems-manager-explorer) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” This technical integration consolidates multi-account AWS Trusted Advisor recommendations directly within AWS Systems Manager Explorer. This consolidation provides architects with a single-pane-of-glass dashboard for monitoring cost optimization, security, fault tolerance, and operational efficiency across entire AWS Organizations. Architecturally, it streamlines administrative overhead and improves governance visibility at scale.
-### Security and Incident Response
-
-#### AWS Systems Manager (1)
-
-  - **(2021)** [How to automate incident response to security events with AWS Systems Manager Incident Manager](https://aws.amazon.com/blogs/security/how-to-automate-incident-response-to-security-events-with-aws-systems-manager-incident-manager) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” This guide outlines how to automate security incident response workflows using AWS Systems Manager Incident Manager. It details how to leverage custom runbooks, notify on-call teams, and orchestrate automated mitigations for resource degradation or security breaches. Utilizing these automated workflows drastically reduces the Mean Time to Resolution (MTTR) while enforcing uniform incident management standards across distributed environments.
-### Troubleshooting
-
-#### DevOps Challenges
-
-  - **(2026)** [acloudguru.com: The Cloud Dictionary of Pain: Five Of AWS’s Toughest Cloud Topics](https://www.pluralsight.com/resources/blog/cloud/the-cloud-dictionary-of-pain-five-of-awss-toughest-cloud-topics) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep-dive technical overview evaluating complex AWS configurations, pinpointing notorious friction points such as IAM policy composition, KMS key management, AWS Billing structures, and hybrid VPC peering. Provides architectural guidance to bypass structural anti-patterns.
-## Cloud Platform
-
-### AWS Infrastructure
-
-#### Reference Architectures
-
-  - **(2026)** [AWS Labs GitHub](https://github.com/awslabs) [N/A CONTENT] [ADVANCED LEVEL]  [EMERGING] β€” The central AWS Labs GitHub organization housing hundreds of active experimental projects, tooling integrations, and reference CDK blueprints. Live Grounding highlights this hub as a critical launchpad for emerging patterns in infrastructure-as-code and cloud automation. It provides platform engineering teams with robust, peer-reviewed building blocks for accelerated architecture design.
-## Cloud Providers
-
-### AWS (2)
-
-#### Documentation
-
-  - **(2006)** [AWS Glossary](https://docs.aws.amazon.com/general/latest/gr/glos-chap.html) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official reference guide compiling definitions of all key AWS vocabulary, services, and structural acronyms, ensuring team-wide alignment when designing cloud environments.
-#### Operations
-
-  - **(2008)** [AWS Support](https://aws.amazon.com/premiumsupport) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Detailed directory of AWS premium tier services, offering technical case routing, cloud guidance, and access to Trusted Advisor tools to maintain cluster health and SLA commitments.
-#### Security and IAM
-
-  - **(2026)** [**docs.aws.amazon.com: Actions, resources, and condition keys for AWS services 🌟🌟🌟**](https://docs.aws.amazon.com/service-authorization/latest/reference/reference_policies_actions-resources-contextkeys.html) [HTML CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The definitive AWS reference for constructing fine-grained IAM policies. It outlines exact service actions, resource types, and condition context keys required to enforce the principle of least privilege in enterprise architectures. This resource is indispensable for security engineers building cloud access models.
-#### Status Monitoring
-
-  - **(2006)** [status.aws.amazon.com: Service Health Dashboard](https://health.aws.amazon.com/health/status) [NONE CONTENT]  [COMMUNITY-TOOL] β€” AWS’s central status console reporting operational health of active regions and services, allowing platform engineers to quickly cross-examine deployment anomalies with provider incidents.
-## Data Engineering
-
-### Streaming Data
-
-#### Architectural Concepts
-
-  - **(2026)** [What is Streaming Data?](https://aws.amazon.com/what-is/streaming-data)  [COMMUNITY-TOOL] β€” An AWS conceptual guide delineating the architecture of real-time streaming data pipelines. Compares high-throughput, sequential processing mechanisms against traditional batch structures, referencing Amazon Kinesis and Apache Kafka as key streaming backplanes.
-## FinOps and Cloud Cost
-
-### AWS Optimization
-
-#### Policy Engines
-
-  - **(2024)** [**Cloudburn: An Open-Source Policy Engine for AWS Spending**](https://github.com/towardsthecloud/cloudburn) ⭐ 1765  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Introduces Cloudburn, an open-source command-line tool designed to audit AWS resource groups. By using declarative policies, it alerts teams to idle resources, non-standard instance types, and unassigned Elastic IPs to keep real-world deployments within budget limits.
-## Infrastructure as Code (1)
-
-### CICD and Delivery
-
-#### Self-Hosted Runners
-
-  - **(2025)** [RunsOn: Self-hosted GitHub Actions Runners in AWS](https://runs-on.com) [GO CONTENT]  [COMMUNITY-TOOL] β€” An innovative open-source self-hosting solution that provisions fast, secure, on-demand EC2 single-use runners for GitHub Actions on AWS. Offers extreme cost reductions (up to 10x) utilizing EC2 spot instances with minimal boot delays.
 
 ---
-πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md)
+πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Oraclecloud](./oraclecloud.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Angular](./angular.md)
 
diff --git a/v2-docs/azure.md b/v2-docs/azure.md
index ca14b452..d15138a0 100644
--- a/v2-docs/azure.md
+++ b/v2-docs/azure.md
@@ -11,70 +11,24 @@
 1. [API Design](#api-design)
   - [Standards](#standards)
     - [REST API](#rest-api)
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Architecture](#architecture)
   - [Container Orchestration](#container-orchestration)
     - [AKS Mission Critical](#aks-mission-critical)
   - [Well-Architected Framework](#well-architected-framework)
     - [Mission-Critical Workloads](#mission-critical-workloads)
 1. [Architecture and Microservices](#architecture-and-microservices)
-  - [Architecture Design](#architecture-design)
-    - [Architectural Governance](#architectural-governance)
   - [Infrastructure as Code](#infrastructure-as-code)
     - [API Management](#api-management)
     - [Application Delivery](#application-delivery)
   - [Migration Guides](#migration-guides)
-    - [Enterprise Migration](#enterprise-migration)
     - [Java Ecosystem](#java-ecosystem)
   - [Observability](#observability)
     - [Application Insights](#application-insights)
   - [Spring Cloud](#spring-cloud)
     - [Design Patterns](#design-patterns)
-1. [Artificial Intelligence](#artificial-intelligence)
-  - [Generative AI](#generative-ai)
-    - [Azure OpenAI](#azure-openai)
-    - [Education](#education)
-    - [Enterprise Architecture](#enterprise-architecture)
-  - [Secure Architecture](#secure-architecture)
-    - [Enterprise AI](#enterprise-ai)
-1. [CICD Pipeline](#cicd-pipeline)
-  - [Security and Compliance](#security-and-compliance)
-    - [Access Control](#access-control)
 1. [CICD Pipelines](#cicd-pipelines)
-  - [AI and Automation](#ai-and-automation)
-    - [AI PR Automation](#ai-pr-automation)
-    - [Model Context Protocol](#model-context-protocol)
   - [DevOps Platforms](#devops-platforms)
     - [DevTest Labs](#devtest-labs)
-    - [Feature Comparison](#feature-comparison)
-  - [Git Integration](#git-integration)
-    - [Azure DevOps](#azure-devops)
-  - [Observability](#observability-1)
-    - [DevOps Dashboard](#devops-dashboard)
-  - [Pipeline Extensions](#pipeline-extensions)
-    - [Tasks Repository](#tasks-repository)
-  - [Pipeline Integration](#pipeline-integration)
-    - [Azure DevOps](#azure-devops-1)
-  - [SDLC Optimization](#sdlc-optimization)
-    - [Azure DevOps Platform](#azure-devops-platform)
-  - [Security and Compliance](#security-and-compliance-1)
-    - [Release Gates](#release-gates)
-  - [Security and Supply Chain](#security-and-supply-chain)
-    - [Dependabot](#dependabot)
-  - [Security Scanning](#security-scanning)
-    - [Scout Suite Integration](#scout-suite-integration)
-  - [Template Reference](#template-reference)
-    - [Azure DevOps Pipelines](#azure-devops-pipelines)
-  - [Terraform](#terraform)
-    - [Azure DevOps Pipelines](#azure-devops-pipelines-1)
-  - [Terraform Testing](#terraform-testing)
-    - [Azure DevOps](#azure-devops-2)
-  - [Training](#training)
-    - [Azure DevOps Paths](#azure-devops-paths)
-  - [Training and Labs](#training-and-labs)
-    - [Azure DevOps](#azure-devops-3)
 1. [Cloud Application Platforms](#cloud-application-platforms)
   - [Azure App Service](#azure-app-service)
     - [App Service Configuration](#app-service-configuration)
@@ -84,120 +38,32 @@
   - [Serverless Computing](#serverless-computing)
     - [Azure Functions Core](#azure-functions-core)
 1. [Cloud Architecture](#cloud-architecture)
-  - [Assessments](#assessments)
-    - [Command-Line Tools](#command-line-tools)
-  - [Frameworks](#frameworks)
-    - [WAF Assessments](#waf-assessments)
-    - [Well-Architected Framework WAF](#well-architected-framework-waf)
-  - [Governance](#governance)
-    - [Azure](#azure)
-      - [Cloud Adoption Framework](#cloud-adoption-framework)
-        - [Monitoring](#monitoring)
   - [PaaS](#paas)
     - [App Service](#app-service)
-  - [Resiliency](#resiliency)
-    - [APRL](#aprl)
 1. [Cloud DevOps](#cloud-devops)
-  - [Agile Project Management](#agile-project-management)
-    - [Azure Boards Customization](#azure-boards-customization)
   - [CI-CD Pipelines](#ci-cd-pipelines)
-    - [Azure DevOps Fundamentals](#azure-devops-fundamentals)
-    - [Azure Pipelines Architecture](#azure-pipelines-architecture)
-    - [Build Environments](#build-environments)
-      - [Runtime Configuration](#runtime-configuration)
-    - [Conditional Logic and Expressions](#conditional-logic-and-expressions)
-    - [Infrastructure as Code](#infrastructure-as-code-1)
-      - [Declarative Pipelines](#declarative-pipelines)
-    - [Multi-Cloud Integration](#multi-cloud-integration)
-      - [Azure to GCP](#azure-to-gcp)
-    - [Platform Selection](#platform-selection)
     - [YAML Templating and Reusability](#yaml-templating-and-reusability)
   - [Container Orchestration](#container-orchestration-1)
     - [GitOps](#gitops)
       - [ArgoCD and Secrets](#argocd-and-secrets)
     - [Kubernetes CD](#kubernetes-cd)
       - [AKS Deployment](#aks-deployment)
-  - [Data Protection and Backup](#data-protection-and-backup)
-    - [Azure DevOps Security](#azure-devops-security)
-      - [Compliance](#compliance)
-    - [Disaster Recovery](#disaster-recovery)
-  - [Infrastructure as Code](#infrastructure-as-code-2)
+  - [Infrastructure as Code](#infrastructure-as-code-1)
     - [End-to-End Lab Guides](#end-to-end-lab-guides)
-    - [Terraform Orchestration](#terraform-orchestration)
-      - [Pull Request Feedback](#pull-request-feedback)
-  - [Platform Engineering](#platform-engineering)
-    - [Azure DevOps Architecture](#azure-devops-architecture)
-    - [Infrastructure Execution](#infrastructure-execution)
-      - [Managed DevOps Pools](#managed-devops-pools)
-  - [Software Quality Assurance](#software-quality-assurance)
-    - [Test Automation](#test-automation)
-      - [.NET CI](#net-ci)
-1. [Cloud Fundamentals](#cloud-fundamentals)
-  - [Azure Ecosystem](#azure-ecosystem)
-    - [Core Services](#core-services)
-    - [Learning Path](#learning-path)
-1. [Cloud Governance](#cloud-governance)
-  - [Enterprise Architecture](#enterprise-architecture-1)
-    - [Landing Zones](#landing-zones)
-  - [Frameworks](#frameworks-1)
-    - [Assessments](#assessments-1)
-    - [CAF vs WAF](#caf-vs-waf)
-    - [Cloud Adoption Framework CAF](#cloud-adoption-framework-caf)
-  - [Infrastructure as Code](#infrastructure-as-code-3)
-    - [Asset Management](#asset-management)
-  - [Resource Management](#resource-management)
-    - [Naming Conventions](#naming-conventions)
-  - [Security and Compliance](#security-and-compliance-2)
-    - [Landing Zones](#landing-zones-1)
 1. [Cloud Infrastructure](#cloud-infrastructure)
   - [Azure Networking](#azure-networking)
-    - [Cost Optimization](#cost-optimization)
-    - [Latency Optimization](#latency-optimization)
-    - [Multi-Tenant Topology](#multi-tenant-topology)
     - [Private Access](#private-access)
     - [Security](#security)
-    - [Subnet Peering](#subnet-peering)
   - [Container Orchestration](#container-orchestration-2)
     - [AKS Fleet Manager](#aks-fleet-manager)
-    - [AKS Integration](#aks-integration)
   - [Container Storage](#container-storage)
     - [Cloud Native Storage](#cloud-native-storage)
-  - [DevOps](#devops)
-    - [CI-CD Pipelines](#ci-cd-pipelines-1)
-  - [Developer Experience](#developer-experience)
-    - [Azure Provisioning](#azure-provisioning)
-  - [Governance](#governance-1)
-    - [Enterprise Naming](#enterprise-naming)
-  - [Identity and Access](#identity-and-access)
-    - [Microsoft Graph IaC](#microsoft-graph-iac)
-  - [Identity and Access Management](#identity-and-access-management)
-    - [App Registrations](#app-registrations)
-    - [Azure AD and Graph API](#azure-ad-and-graph-api)
-    - [Entra ID Fundamentals](#entra-id-fundamentals)
-  - [Infrastructure as Code](#infrastructure-as-code-4)
-    - [Advanced Bicep](#advanced-bicep)
-    - [Azure Bicep](#azure-bicep)
-    - [Azure IPAM](#azure-ipam)
-    - [Azure Verified Modules](#azure-verified-modules)
-    - [Enterprise Case Study](#enterprise-case-study)
-    - [IaC Migration](#iac-migration)
-    - [Standardization](#standardization)
-    - [Terraform AVM](#terraform-avm)
   - [Monitoring and Observability](#monitoring-and-observability)
-    - [Azure Monitor Logs](#azure-monitor-logs)
-    - [Cost Management](#cost-management)
-    - [Log Analytics FinOps](#log-analytics-finops)
     - [Multi-Tenant Observability](#multi-tenant-observability)
-  - [Network Architecture](#network-architecture)
-    - [Network-as-Code](#network-as-code)
   - [Networking and Edge Routing](#networking-and-edge-routing)
     - [App Service Networking](#app-service-networking)
     - [Application Gateway V2](#application-gateway-v2)
     - [Load Balancing Options](#load-balancing-options)
-  - [Security and Compliance](#security-and-compliance-3)
-    - [Active Directory Hacking](#active-directory-hacking)
-    - [Certificate Authentication](#certificate-authentication)
-    - [PowerShell Security](#powershell-security)
   - [Serverless Containers](#serverless-containers)
     - [Azure Container Apps](#azure-container-apps)
     - [Container Governance](#container-governance)
@@ -207,7 +73,6 @@
     - [DevOps Standardization](#devops-standardization)
   - [Hybrid and Multicloud Solutions](#hybrid-and-multicloud-solutions)
     - [App Services on Arc](#app-services-on-arc)
-    - [Arc-enabled Servers Security](#arc-enabled-servers-security)
     - [Azure Arc Architecture](#azure-arc-architecture)
     - [Azure Arc Jumpstart](#azure-arc-jumpstart)
   - [Monitoring and Observability](#monitoring-and-observability-1)
@@ -216,430 +81,70 @@
   - [Networking and Edge Routing](#networking-and-edge-routing-1)
     - [Gateway API](#gateway-api)
 1. [Cloud Native Platforms](#cloud-native-platforms)
-  - [Azure](#azure-1)
-    - [Dedicated Documentation](#dedicated-documentation)
-    - [Education](#education-1)
+  - [Azure](#azure)
     - [High Availability Architectures](#high-availability-architectures)
-    - [Portal Core](#portal-core)
-    - [Visualization and Insights](#visualization-and-insights)
-  - [Cloud Documentation](#cloud-documentation)
-    - [Community and Learning](#community-and-learning)
-    - [Core Reference](#core-reference)
 1. [Cloud Platform](#cloud-platform)
   - [Architecture Patterns](#architecture-patterns)
     - [Cloud-Native](#cloud-native)
-  - [Automation](#automation)
-    - [PowerShell Scripts](#powershell-scripts)
-    - [User Provisioning](#user-provisioning)
-  - [Governance](#governance-2)
-    - [Azure Naming Tool](#azure-naming-tool)
-    - [FinOps](#finops)
-    - [Reliability](#reliability)
-    - [Security Auditing](#security-auditing)
-  - [Infrastructure as Code](#infrastructure-as-code-5)
-    - [Azure Resource Manager](#azure-resource-manager)
   - [Microsoft Azure](#microsoft-azure-1)
-    - [Education](#education-2)
     - [Sample Architecture](#sample-architecture)
-    - [Windows Containers](#windows-containers)
-  - [SaaS Administration](#saas-administration)
-    - [Office 365](#office-365)
-1. [Cloud Platform Management](#cloud-platform-management)
-  - [Azure Storage](#azure-storage)
-    - [Azure CLI](#azure-cli)
-      - [Blob Diagnostic](#blob-diagnostic)
-  - [Governance](#governance-3)
-    - [Resource Tagging](#resource-tagging)
-      - [Cost Controls](#cost-controls)
-  - [Microsoft Azure](#microsoft-azure-2)
-    - [Authentication](#authentication)
-      - [Azure Contexts](#azure-contexts)
-      - [CLI Enhancements](#cli-enhancements)
-    - [Azure Automation](#azure-automation)
-      - [Runbooks](#runbooks)
-    - [Azure CLI](#azure-cli-1)
-      - [JMESPath Querying](#jmespath-querying)
-    - [Azure Storage](#azure-storage-1)
-      - [Cost Optimization](#cost-optimization-1)
-    - [Inventory Auditing](#inventory-auditing)
-      - [Azure Resource Inventory](#azure-resource-inventory)
-    - [Tooling](#tooling)
-      - [Azure PowerShell SDK](#azure-powershell-sdk)
-      - [Tips and Tricks](#tips-and-tricks)
-  - [Microsoft Cloud](#microsoft-cloud)
-    - [Corporate Blog](#corporate-blog)
-      - [Architecture Resource](#architecture-resource)
-  - [Secret Management](#secret-management)
-    - [Azure Key Vault](#azure-key-vault)
-      - [Infrastructure Automation](#infrastructure-automation)
-      - [Infrastructure as Code](#infrastructure-as-code-6)
-  - [Virtual Machines](#virtual-machines)
-    - [Azure VM Agent](#azure-vm-agent)
-      - [Script Orchestration](#script-orchestration)
-1. [Cloud Security](#cloud-security)
-  - [DevSecOps](#devsecops)
-    - [IaC Scanning](#iac-scanning)
 1. [Community](#community)
   - [Blogs](#blogs)
     - [.NET Development](#net-development)
-    - [Azure Infrastructure](#azure-infrastructure)
-    - [CLI and Automation](#cli-and-automation)
     - [Cloud-Native Architecture](#cloud-native-architecture)
-    - [SysOps and Azure](#sysops-and-azure)
-  - [Portals](#portals)
-    - [Tech Community](#tech-community)
-1. [Compute](#compute)
-  - [Image Management](#image-management)
-    - [Azure Image Builder](#azure-image-builder)
 1. [Compute and Containers](#compute-and-containers)
-  - [Architecture Design](#architecture-design-1)
-    - [Decision Matrices](#decision-matrices)
   - [Kubernetes](#kubernetes)
     - [AKS Engine](#aks-engine)
-  - [Virtual Machines](#virtual-machines-1)
-    - [SKU Discovery](#sku-discovery)
-    - [VMSS](#vmss)
-    - [Windows Server](#windows-server)
 1. [Container Orchestration](#container-orchestration-3)
-  - [AKS Labs](#aks-labs)
-    - [Hands-on Learning](#hands-on-learning)
-  - [Azure Kubernetes Service](#azure-kubernetes-service)
-    - [AKS Fleet Manager](#aks-fleet-manager-1)
   - [Operating Systems](#operating-systems)
     - [Azure Linux](#azure-linux)
-1. [Data and Storage](#data-and-storage)
-  - [Data Analytics](#data-analytics)
-    - [Data Lake](#data-lake)
-    - [Fabric Architecture](#fabric-architecture)
-    - [Kusto Query Language](#kusto-query-language)
-    - [Real-Time Streaming](#real-time-streaming)
-  - [Relational Databases](#relational-databases)
-    - [Cloud Comparison](#cloud-comparison)
-    - [Managed Instance](#managed-instance)
-  - [Storage Accounts](#storage-accounts)
-    - [Blob Storage](#blob-storage)
-1. [Data Engineering](#data-engineering)
-  - [Data Orchestration](#data-orchestration)
-    - [ADF IaC Integration](#adf-iac-integration)
-    - [ETL Tooling](#etl-tooling)
-  - [Database DevOps](#database-devops)
-    - [Azure Synapse Analytics](#azure-synapse-analytics)
-      - [SQL Pools](#sql-pools)
-    - [Data Ops Best Practices](#data-ops-best-practices)
-    - [Data Platform Automation](#data-platform-automation)
-      - [Database Deployments](#database-deployments)
-    - [Databricks CI-CD](#databricks-ci-cd)
-      - [Databricks Asset Bundles](#databricks-asset-bundles)
-1. [DevOps](#devops-1)
-  - [CI-CD Pipelines](#ci-cd-pipelines-2)
-    - [Azure Pipelines](#azure-pipelines)
-    - [Platform Integration](#platform-integration)
-  - [Package Management](#package-management)
-    - [Windows](#windows)
-1. [DevSecOps and Platform Engineering](#devsecops-and-platform-engineering)
-  - [CICD and Mobile DevOps](#cicd-and-mobile-devops)
-    - [Android Pipelines](#android-pipelines)
-    - [App Center Distribution](#app-center-distribution)
-    - [App Signing](#app-signing)
-    - [Ionic Pipelines](#ionic-pipelines)
-  - [Infrastructure Security](#infrastructure-security)
-    - [AzSK Assessment](#azsk-assessment)
-    - [AzSK Documentation](#azsk-documentation)
-    - [AzSK Toolkit](#azsk-toolkit)
-1. [Developer Experience](#developer-experience-1)
+1. [DevOps](#devops)
+  - [CI-CD Pipelines](#ci-cd-pipelines-1)
+    - [Build Templates](#build-templates)
+1. [Developer Experience](#developer-experience)
   - [CI-CD Runners](#ci-cd-runners)
     - [Ephemeral Containers](#ephemeral-containers)
-  - [Mobile Development](#mobile-development)
-    - [Windows Integration](#windows-integration)
-  - [Package Management](#package-management-1)
-    - [Setup Guides](#setup-guides)
-    - [Tooling Milestones](#tooling-milestones)
-    - [Windows Tooling](#windows-tooling)
-1. [Developer Tools](#developer-tools)
-  - [IDE Extensions](#ide-extensions)
-    - [Azure Learning](#azure-learning)
-1. [Education](#education-3)
-  - [Certification Support](#certification-support)
-    - [Repository](#repository)
-  - [Learning Paths](#learning-paths)
-    - [Assessments](#assessments-2)
-    - [Azure Core](#azure-core)
-    - [Certifications](#certifications)
-    - [Official Training](#official-training)
-1. [Enterprise Infrastructure](#enterprise-infrastructure)
-  - [SCCM Configuration](#sccm-configuration)
-    - [PowerShell Automation](#powershell-automation)
-      - [Collection Design](#collection-design)
-1. [FinOps and Cloud Cost](#finops-and-cloud-cost)
-  - [Azure Optimization](#azure-optimization)
-    - [AI Cost Management](#ai-cost-management)
-    - [Landing Zones](#landing-zones-2)
 1. [Governance and Management](#governance-and-management)
-  - [API Deprecations](#api-deprecations)
-    - [Platform Lifecycle](#platform-lifecycle)
   - [Enterprise Governance](#enterprise-governance)
-    - [Compliance](#compliance-1)
-    - [Cost Management](#cost-management-1)
     - [Kubernetes Compliance](#kubernetes-compliance)
-    - [Landing Zones](#landing-zones-3)
-    - [Resource Metadata](#resource-metadata)
 1. [Healthcare IT](#healthcare-it)
-  - [Biomedical Research](#biomedical-research)
-    - [Cloud Platforms](#cloud-platforms)
   - [Medical Imaging](#medical-imaging)
-    - [Artificial Intelligence](#artificial-intelligence-1)
     - [Azure Healthcare APIs](#azure-healthcare-apis)
-1. [Hybrid Networking](#hybrid-networking)
-  - [Core Networking](#core-networking)
-    - [Content Delivery Network](#content-delivery-network)
-    - [Observability](#observability-2)
-    - [Virtual WAN](#virtual-wan)
-  - [Cross-Cloud Connectivity](#cross-cloud-connectivity)
-    - [VPN Gateways](#vpn-gateways)
-  - [Network Security](#network-security)
-    - [Azure Bastion](#azure-bastion)
-    - [DNS Resolution](#dns-resolution)
-    - [NVA High Availability](#nva-high-availability)
-  - [Virtual WAN](#virtual-wan-1)
-    - [IP Routing](#ip-routing)
-1. [Identity and Access](#identity-and-access-1)
-  - [Cloud Security](#cloud-security-1)
-    - [Identity Administration](#identity-administration)
-      - [Entra ID Custom Roles](#entra-id-custom-roles)
-      - [Service Principals](#service-principals)
-    - [RBAC](#rbac)
-      - [Access Governance](#access-governance)
-      - [Built-In Roles](#built-in-roles)
-      - [Delegated Administration](#delegated-administration)
-      - [Subscription Administration](#subscription-administration)
+1. [Identity and Access](#identity-and-access)
+  - [Cloud Security](#cloud-security)
     - [Workload Identity](#workload-identity)
       - [Managed Identities](#managed-identities)
-  - [Tenant Governance](#tenant-governance)
-    - [API Deprecations](#api-deprecations-1)
-      - [Microsoft Graph Migration](#microsoft-graph-migration)
-    - [Azure Subscriptions](#azure-subscriptions)
-      - [Resource Hierarchy](#resource-hierarchy)
-    - [Cloud Security](#cloud-security-2)
-      - [Entra ID Health](#entra-id-health)
-    - [Entra ID](#entra-id)
-      - [Group Administration](#group-administration)
-      - [Infrastructure as Code](#infrastructure-as-code-7)
-    - [Identity Administration](#identity-administration-1)
-      - [Resource Hierarchy](#resource-hierarchy-1)
-    - [Multi-Tenancy](#multi-tenancy)
-      - [Architectural Patterns](#architectural-patterns)
-      - [B2B Collaboration](#b2b-collaboration)
-1. [Identity and Access](#identity-and-access-2)
-  - [Active Directory](#active-directory)
-    - [Account Management](#account-management)
-      - [Security Auditing](#security-auditing-1)
-  - [Certificate Authentication](#certificate-authentication-1)
-    - [PowerShell SDK](#powershell-sdk)
-      - [Security Engineering](#security-engineering)
+1. [Identity and Access](#identity-and-access-1)
   - [Managed Identities](#managed-identities-1)
     - [Secretless Architectures](#secretless-architectures)
       - [Graph API](#graph-api)
-  - [Microsoft 365](#microsoft-365)
-    - [Auditing and Reporting](#auditing-and-reporting)
-      - [Administration](#administration)
-  - [Microsoft Graph API](#microsoft-graph-api)
-    - [Administration](#administration-1)
-      - [PowerShell SDK](#powershell-sdk-1)
-    - [App Registration](#app-registration)
-      - [Service Principals](#service-principals-1)
-    - [PowerShell SDK](#powershell-sdk-2)
-      - [Developer Ergonomics](#developer-ergonomics)
-    - [SDK Samples](#sdk-samples)
-      - [Azure AD Applications](#azure-ad-applications)
-    - [Utility Scripts](#utility-scripts)
-      - [Automation Resources](#automation-resources)
-1. [Infrastructure](#infrastructure)
-  - [Configuration Management](#configuration-management)
-    - [PowerShell DSC](#powershell-dsc)
-  - [Networking](#networking)
-    - [Ingress](#ingress)
-      - [Azure Application Gateway](#azure-application-gateway)
-1. [Infrastructure and Platform](#infrastructure-and-platform)
-  - [Tenant Governance](#tenant-governance-1)
-    - [Subscription Architecture](#subscription-architecture)
-      - [Quotas and Service Limits](#quotas-and-service-limits)
-1. [Infrastructure Automation](#infrastructure-automation-1)
-  - [Command-Line Wrapper](#command-line-wrapper)
-    - [PowerShell Crescendo](#powershell-crescendo)
-      - [Case Study](#case-study)
-      - [Tool Modernization](#tool-modernization)
-  - [Config Management](#config-management)
-    - [Desired State Configuration](#desired-state-configuration)
-      - [Enterprise Design](#enterprise-design)
-      - [Introductory Guides](#introductory-guides)
-  - [Dependency Management](#dependency-management)
-    - [PowerShellGet](#powershellget)
-      - [NuGet Providers](#nuget-providers)
-  - [Governance](#governance-4)
-    - [Enterprise Policy as Code](#enterprise-policy-as-code)
-      - [Azure Policy](#azure-policy)
-  - [Infrastructure as Code](#infrastructure-as-code-8)
-    - [Azure Bicep](#azure-bicep-1)
+1. [Infrastructure Automation](#infrastructure-automation)
+  - [Infrastructure as Code](#infrastructure-as-code-2)
+    - [Azure Bicep](#azure-bicep)
       - [Declarative Deployments](#declarative-deployments)
-  - [Package Management](#package-management-2)
-    - [PowerShell Gallery](#powershell-gallery)
-      - [PowerShell Crescendo](#powershell-crescendo-1)
-  - [Performance Profiling](#performance-profiling)
-    - [PowerShell Core](#powershell-core)
-      - [Script Optimization](#script-optimization)
-  - [Reference Index](#reference-index)
-    - [GitHub Discoveries](#github-discoveries)
-      - [Community Modules](#community-modules)
-  - [Remote Administration](#remote-administration)
-    - [SSH](#ssh)
-      - [PowerShell Core](#powershell-core-1)
-    - [WinRM](#winrm)
-      - [Session Management](#session-management)
-  - [Secret Management](#secret-management-1)
-    - [Security Engineering](#security-engineering-1)
-      - [PowerShell Secrets](#powershell-secrets)
   - [Shell Customization](#shell-customization)
     - [Oh-My-Posh](#oh-my-posh)
       - [Kubernetes Integration](#kubernetes-integration)
-  - [System Management](#system-management)
-    - [Utility Scripts](#utility-scripts-1)
-      - [Automation Resources](#automation-resources-1)
-  - [Systems Administration](#systems-administration)
-    - [PowerShell Utility](#powershell-utility)
-      - [Process Automation](#process-automation)
-    - [Shell Environments](#shell-environments)
-      - [Comparison](#comparison)
-1. [Infrastructure as Code](#infrastructure-as-code-9)
-  - [AI Integration](#ai-integration)
-    - [Copilot for Azure](#copilot-for-azure)
-  - [ARM Templates](#arm-templates)
-    - [Template Specs](#template-specs)
-    - [Training](#training-1)
-  - [Azure Basics](#azure-basics)
-    - [Developer Tools](#developer-tools-1)
-  - [Landing Zones](#landing-zones-4)
-    - [Accelerators](#accelerators)
-    - [Azure Verified Modules](#azure-verified-modules-1)
-  - [Terraform](#terraform-1)
-    - [Azure Verified Modules](#azure-verified-modules-2)
-    - [Export Utility](#export-utility)
-    - [Landing Zones](#landing-zones-5)
-    - [Official Integration](#official-integration)
-  - [Terraform Modules](#terraform-modules)
-    - [IPAM](#ipam)
-  - [Terraform Providers](#terraform-providers)
-    - [Azure IPAM](#azure-ipam-1)
-  - [Verification and AI](#verification-and-ai)
-    - [Copilot Verification](#copilot-verification)
-1. [Management and Governance](#management-and-governance)
-  - [AI Cloud Operations](#ai-cloud-operations)
-    - [Azure Copilot](#azure-copilot)
 1. [Microservices](#microservices)
   - [.NET Microservices](#net-microservices)
     - [Project Tye](#project-tye)
-1. [Modern Workplace](#modern-workplace)
-  - [Endpoint Management](#endpoint-management)
-    - [Microsoft Intune](#microsoft-intune)
-      - [Microsoft Graph](#microsoft-graph)
 1. [Network and Delivery](#network-and-delivery)
   - [API Management](#api-management-1)
     - [Monetization Models](#monetization-models)
     - [Workspace Migration](#workspace-migration)
-  - [DNS Resolution](#dns-resolution-1)
-    - [Enterprise Architecture](#enterprise-architecture-2)
-    - [Operational Tooling](#operational-tooling)
-    - [Private DNS](#private-dns)
   - [Global Routing](#global-routing)
     - [DNS Traffic Management](#dns-traffic-management)
-  - [Network Security](#network-security-1)
-    - [Architecture Baselines](#architecture-baselines)
-1. [Networking](#networking-1)
-  - [Infrastructure as Code](#infrastructure-as-code-10)
-    - [Architecture Code Patterns](#architecture-code-patterns)
-  - [Network Management](#network-management)
-    - [AVNM](#avnm)
-  - [Traffic Management](#traffic-management)
-    - [Load Balancing](#load-balancing)
-    - [Load Balancing Comparison](#load-balancing-comparison)
 1. [Operating Systems](#operating-systems-1)
   - [Azure Linux](#azure-linux-1)
-    - [CBL-Mariner](#cbl-mariner)
     - [Kernel Curation](#kernel-curation)
-1. [Platform Automation and Tooling](#platform-automation-and-tooling)
-  - [Command Line Interface](#command-line-interface)
-    - [Cross-Platform Shells](#cross-platform-shells)
-    - [PowerShell Core](#powershell-core-2)
-    - [PowerShell Ecosystem](#powershell-ecosystem)
-    - [PowerShell Help](#powershell-help)
-    - [PowerShell Magazine](#powershell-magazine)
-    - [PowerShell Modules](#powershell-modules)
-    - [PowerShell Networking](#powershell-networking)
-    - [posh-git Module](#posh-git-module)
-  - [Database Administration](#database-administration)
-    - [dbatools Module](#dbatools-module)
-1. [Platform Engineering](#platform-engineering-1)
-  - [CICD Platforms](#cicd-platforms)
-    - [Azure DevOps](#azure-devops-4)
 1. [Quality Assurance](#quality-assurance)
   - [Performance Testing](#performance-testing)
     - [Azure Load Testing](#azure-load-testing)
-1. [Sandbox Environments](#sandbox-environments)
-  - [Development Environments](#development-environments)
-    - [Azure Sandbox](#azure-sandbox)
-1. [Security](#security-1)
-  - [Identity and Access](#identity-and-access-3)
-    - [AKS](#aks)
-    - [OIDC Integration](#oidc-integration)
-  - [Network Security](#network-security-2)
-    - [Azure Firewall](#azure-firewall)
-  - [Secrets Management](#secrets-management)
-    - [Cloud Integrations](#cloud-integrations)
-      - [Azure](#azure-2)
-  - [Threat Hunting](#threat-hunting)
-    - [Active Directory](#active-directory-1)
 1. [Security and Identity](#security-and-identity)
   - [API Security](#api-security)
     - [Runtime Threat Protection](#runtime-threat-protection)
-  - [Compliance](#compliance-2)
-    - [Security Benchmarks](#security-benchmarks)
-  - [DevSecOps](#devsecops-1)
-    - [Continuous Security](#continuous-security)
-  - [Hybrid Connectivity](#hybrid-connectivity)
-    - [Point-to-Site VPN](#point-to-site-vpn)
-  - [Identity Governance](#identity-governance)
-    - [Entra ID B2B](#entra-id-b2b)
-    - [RBAC](#rbac-1)
-  - [Identity Security](#identity-security)
-    - [Access Design](#access-design)
-    - [Conditional Access](#conditional-access)
-  - [SecOps](#secops)
-    - [AI Security Copilot](#ai-security-copilot)
-    - [Cloud Security Dashboard](#cloud-security-dashboard)
-    - [Red-Teaming](#red-teaming)
-    - [Sentinel Monitoring](#sentinel-monitoring)
-  - [Security Operations](#security-operations)
-    - [SIEM](#siem)
   - [Vulnerability Research](#vulnerability-research)
     - [Container Escape](#container-escape)
-1. [Security Operations](#security-operations-1)
-  - [Advanced Threat Protection](#advanced-threat-protection)
-    - [Offensive Tooling](#offensive-tooling)
-      - [Penetration Testing](#penetration-testing)
-  - [Penetration Testing](#penetration-testing-1)
-    - [PowerShell Exploits](#powershell-exploits)
-      - [Reverse Shells](#reverse-shells)
-  - [Virtual Machines](#virtual-machines-2)
-    - [Azure Run Command](#azure-run-command)
-      - [Vulnerability Analysis](#vulnerability-analysis)
-  - [Windows OS](#windows-os)
-    - [Service Accounts](#service-accounts)
-      - [Privilege Audit](#privilege-audit)
-1. [Software Engineering](#software-engineering)
-  - [CICD Platforms](#cicd-platforms-1)
-    - [Mobile DevOps](#mobile-devops)
-1. [Testing](#testing)
-  - [Load Testing](#load-testing)
-    - [Azure Container Instances](#azure-container-instances)
 
 ## API Design
 
@@ -648,58 +153,6 @@
 #### REST API
 
   - **(2026)** [==Microsoft REST API Guidelines 🌟🌟🌟==](https://github.com/microsoft/api-guidelines/blob/vNext/Guidelines.md) ⭐ 23289  [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The comprehensive standards document establishing design specifications for REST APIs across Microsoft platforms. It defines explicit protocols for HTTP methods, error handling, versioning, pagination, and JSON schemas. This serves as a highly robust benchmark for software engineers designing public-facing and microservices-based API endpoints.
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [Azure Products by Region Table](https://azure.microsoft.com/en-us/en-us/explore/global-infrastructure/products-by-region/table)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering azure.microsoft.com in the Kubernetes Tools ecosystem.
-  - [Azure Updates 🌟](https://azure.microsoft.com/en-us/en-us/updates)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering azure.microsoft.com in the Kubernetes Tools ecosystem.
-  - [Azure Updates AKS 🌟](https://azure.microsoft.com/en-us/en-us/updates/?query=AKS)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering azure.microsoft.com in the Kubernetes Tools ecosystem.
-  - [docs.microsoft.com: Multi-tenant user management scenarios](https://learn.microsoft.com/en-us/en-us/azure/active-directory/fundamentals/multi-tenant-user-management-scenarios)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering learn.microsoft.com in the Kubernetes Tools ecosystem.
-  - [azure.microsoft.com: Choose the best global distribution solution for your applications with Azure](https://azure.microsoft.com/en-us/en-us/blog/choose-the-best-global-distribution-solution-for-your-applications-with-azure)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering azure.microsoft.com in the Kubernetes Tools ecosystem.
-  - [Generally available: Azure Bastion now support shareable links](https://azure.microsoft.com/en-us/en-us/updates/generally-available-azure-bastion-shareable-links)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering azure.microsoft.com in the Kubernetes Tools ecosystem.
-  - [Azure Load Testing](https://azure.microsoft.com/en-us/en-gb/products/load-testing)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering azure.microsoft.com in the Kubernetes Tools ecosystem.
-  - [azure.microsoft.com: Microsoft Azure Load Testing is now generally available](https://azure.microsoft.com/en-us/en-gb/blog/microsoft-azure-load-testing-is-now-generally-available)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering azure.microsoft.com in the Kubernetes Tools ecosystem.
-  - [Azure Arc overview](https://learn.microsoft.com/en-us/en-us/azure/azure-arc/overview)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering learn.microsoft.com in the Kubernetes Tools ecosystem.
-  - [docs.microsoft.com: Run scripts in your Windows VM by using action Run Commands](https://learn.microsoft.com/en-us/en-us/azure/virtual-machines/windows/run-command)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering learn.microsoft.com in the Kubernetes Tools ecosystem.
-  - [Azure Virtual WAN introduces its first SaaS offering](https://azure.microsoft.com/en-us/en-us/blog/azure-virtual-wan-introduces-its-first-saas-offering)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering azure.microsoft.com in the Kubernetes Tools ecosystem.
-  - [docs.microsoft.com: Using Policy with Azure Site Recovery](https://learn.microsoft.com/en-us/en-us/azure/site-recovery/azure-to-azure-how-to-enable-policy)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering learn.microsoft.com in the Kubernetes Tools ecosystem.
-  - [Application Network Security in Azure Subnets, Endpoints, DNS, NSGs with Terraform Code](https://medium.com/@codebob75/application-network-security-in-azure-subnets-endpoints-dns-nsgs-with-terraform-code-0bcabdb3a65b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Application Network Security in Azure Subnets, Endpoints, DNS, NSGs with Terraform Code in the Kubernetes Tools ecosystem.
-  - [medium: Scaling Applications in the Cloud](https://medium.com/faun/scaling-applications-in-the-cloud-52bb6dfbac4e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Scaling Applications in the Cloud in the Kubernetes Tools ecosystem.
-  - [blog.identitydigest.com: Azure AD workload identity federation with Kubernetes](https://blog.identitydigest.com/azuread-federate-k8s)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==blog.identitydigest.com: Azure AD workload identity federation with Kubernetes== in the Kubernetes Tools ecosystem.
-  - [charbelnemnom.com: Move Files Between Azure File Share Tiers and optimize' storage costs](https://charbelnemnom.com/move-files-between-azure-file-share-tiers)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering charbelnemnom.com: Move Files Between Azure File Share Tiers and optimize' storage costs in the Kubernetes Tools ecosystem.
-  - [techrepublic.com: What can you do with Azure Files?](https://www.techrepublic.com/article/what-can-you-do-azure-files)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==techrepublic.com: What can you do with Azure Files?== in the Kubernetes Tools ecosystem.
-  - [satyenkumar.medium.com: Demystifying The Cloud: An Overview of the Microsoft' Azure 🌟🌟🌟](https://satyenkumar.medium.com/demystifying-the-cloud-computing-an-overview-of-the-microsoft-azure-6a5c1fb1799d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==satyenkumar.medium.com: Demystifying The Cloud: An Overview of the Microsoft' Azure== 🌟🌟🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/awesome-azure: Azure β€” Most Useful Azure Services Every Developer' Must Know](https://medium.com/awesome-azure/azure-most-useful-azure-services-every-developer-must-know-top-azure-paas-serverless-services-developer-c55b829ac6d7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/awesome-azure: Azure β€” Most Useful Azure Services Every Developer' Must Know in the Kubernetes Tools ecosystem.
-  - [medium.com/@mikakrief: Using Azure Service Operator v2](https://medium.com/@mikakrief/using-azure-service-operator-v2-4a1fa1f5e3b8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@mikakrief: Using Azure Service Operator v2 in the Kubernetes Tools ecosystem.
-  - [Azure Landing Zone IaC Accelerator](https://azure.github.io/Azure-Landing-Zones/accelerator)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Azure Landing Zone IaC Accelerator in the Kubernetes Tools ecosystem.
-  - [medium.com/microsoftazure: Ultimate guide for Enterprise-scale landing zone' for Azure](https://medium.com/microsoftazure/ultimate-guide-for-azure-cloud-adoption-framework-for-enterprise-scale-landing-zone-bba2a385134d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/microsoftazure: Ultimate guide for Enterprise-scale landing zone' for Azure in the Kubernetes Tools ecosystem.
-  - [charbelnemnom.com: Exam AZ-305: Microsoft Certified: Azure Solutions Architect' Expert](https://charbelnemnom.com/az-305-exam-study-guide-azure-solutions-architect)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering charbelnemnom.com: Exam AZ-305: Microsoft Certified: Azure Solutions Architect' Expert in the Kubernetes Tools ecosystem.
-  - [Automating Microsoft Sentinel Deployment with Azure DevOps CI/CD](https://noodlemctwoodle.medium.com/automating-microsoft-sentinel-deployment-with-azure-devops-ci-cd-2d4ae0c4e254)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Automating Microsoft Sentinel Deployment with Azure DevOps CI/CD in the Kubernetes Tools ecosystem.
-  - [info.acloud.guru: Deploying your first kubernetes app with Azure DevOps](https://info.acloud.guru/resources/deploy-kubernetes-app-with-azure-devops)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering info.acloud.guru: Deploying your first kubernetes app with Azure DevOps in the Kubernetes Tools ecosystem.
-  - [medium: Azure DevOps HandBook !](https://medium.com/@arunksingh16/azure-devops-handbook-d6dcd82da1b7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Azure DevOps HandBook ! in the Kubernetes Tools ecosystem.
-  - [Azure DevOps Tips: β€œEach” Loops](https://medium.com/@therealjordanlee/azure-devops-tips-each-loops-c082c692d025)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Azure DevOps Tips: β€œEach” Loops in the Kubernetes Tools ecosystem.
-  - [medium.com/geekculture: Provision resources on AWS with Azure DevOps and' Terraform β€” Part I](https://medium.com/geekculture/provision-resources-on-aws-with-azure-devops-and-terraform-part-i-3c0de6d34fc9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/geekculture: Provision resources on AWS with Azure DevOps and' Terraform β€” Part I== in the Kubernetes Tools ecosystem.
-  - [medium.com/@sdevsecops: How to implement DevSecOps in a Kubernetes cluster' environment-Github Actions and Azure DevOps](https://medium.com/@sdevsecops/how-to-implement-devsecops-in-a-kubernetes-cluster-environment-github-actions-and-azure-devops-522bdd121e34)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@sdevsecops: How to implement DevSecOps in a Kubernetes cluster' environment-Github Actions and Azure DevOps== in the Kubernetes Tools ecosystem.
-  - [towardsdev.com: Azure DevOps Project Creation and Setup via Terraform](https://towardsdev.com/azure-devops-project-creation-and-setup-via-terraform-3444ff985bae)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==towardsdev.com: Azure DevOps Project Creation and Setup via Terraform== in the Kubernetes Tools ecosystem.
-  - [medium.com/@muppedaanvesh: Azure DevOps β€” Self Hosted Agents on Kubernetes' β€” PART-1](https://medium.com/@muppedaanvesh/azure-devops-self-hosted-agents-on-kubernetes-part-1-aa91e7912f79)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@muppedaanvesh: Azure DevOps β€” Self Hosted Agents on Kubernetes' β€” PART-1 in the Kubernetes Tools ecosystem.
-  - [medium.com/@DevOps-Diva.o: Implementing Security on Azure DevOps Pipelines](https://medium.com/@DevOps-Diva.o/implementing-security-on-azure-devops-pipelines-a653da4862a9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@DevOps-Diva.o: Implementing Security on Azure DevOps Pipelines in the Kubernetes Tools ecosystem.
-  - [stackoverflow.com: What is the difference between an Azure tenant and' Azure subscription?](https://stackoverflow.com/questions/47307368/what-is-the-difference-between-an-azure-tenant-and-azure-subscription)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==stackoverflow.com: What is the difference between an Azure tenant and' Azure subscription?== in the Kubernetes Tools ecosystem.
-  - [medium.com/medialesson: Create Azure Active Directory App Registration' with Azure CLI](https://medium.com/medialesson/create-azure-active-directory-app-registration-with-azure-cli-3241aa3824c5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/medialesson: Create Azure Active Directory App Registration' with Azure CLI== in the Kubernetes Tools ecosystem.
-  - [inkoop.io: How to get Azure API Credentials](https://www.inkoop.io/blog/how-to-get-azure-api-credentials)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering inkoop.io: How to get Azure API Credentials in the Kubernetes Tools ecosystem.
-  - [medium.com/medialesson: Assigning Azure built-in roles vs Azure AD built-in' roles with Azure CLI](https://medium.com/medialesson/assigning-azure-built-in-roles-vs-azure-ad-built-in-roles-with-azure-cli-d1cbf56fcdbe)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/medialesson: Assigning Azure built-in roles vs Azure AD built-in' roles with Azure CLI in the Kubernetes Tools ecosystem.
-  - [yoshevski.medium.com: Cost-effective Azure Devops and AppCenter integration](https://yoshevski.medium.com/cost-effective-azuredevops-and-appcenter-integration-fe606725d5d5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering yoshevski.medium.com: Cost-effective Azure Devops and AppCenter integration in the Kubernetes Tools ecosystem.
-  - [reddit.com: PowerShell Core yaml support?](https://www.reddit.com/r/PowerShell/comments/flzsx5/powershell_core_yaml_support)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com: PowerShell Core yaml support? in the Kubernetes Tools ecosystem.
-  - [jinwookim928.medium.com: Automation Script for Git Flow on PowerShell](https://jinwookim928.medium.com/automation-script-for-git-flow-on-powershell-70d0596f6da8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jinwookim928.medium.com: Automation Script for Git Flow on PowerShell in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Managing Terraform Cloud With PowerShell](https://www.hashicorp.com/resources/managing-terraform-cloud-with-powershell)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Managing Terraform Cloud With PowerShell in the Kubernetes Tools ecosystem.
-  - [mssqltips.com: PowerShell for the DBA - If Else and Switch statements](https://www.mssqltips.com/sqlservertip/7188/powershell-if-if-else-switch-examples)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==mssqltips.com: PowerShell for the DBA - If Else and Switch statements== in the Kubernetes Tools ecosystem.
-  - [4sysops.com: Use PsExec and PowerShell together](https://4sysops.com/archives/use-psexec-and-powershell-together)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering 4sysops.com: Use PsExec and PowerShell together in the Kubernetes Tools ecosystem.
-  - [visualstudiomagazine.com: PowerShell Crescendo Now Generally Available](https://visualstudiomagazine.com/articles/2022/03/10/powershell-crescendo-ga.aspx?m=1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering visualstudiomagazine.com: PowerShell Crescendo Now Generally Available in the Kubernetes Tools ecosystem.
-  - [medium.com/codex: 7 Best Practices for Data Ingestion](https://medium.com/codex/7-best-practices-for-data-ingestion-f336c6b5128c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/codex: 7 Best Practices for Data Ingestion== in the Kubernetes Tools ecosystem.
-  - [denniszielke.medium.com: Using Azure Container Apps at scale instead of' your building your own NaaS on top of K8s?](https://denniszielke.medium.com/using-azure-container-apps-at-scale-instead-of-your-building-your-own-naas-on-top-of-k8s-7c4760c2511f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering denniszielke.medium.com: Using Azure Container Apps at scale instead of' your building your own NaaS on top of K8s? in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Build secure AI applications on Azure with HashiCorp Terraform' and Vault](https://www.hashicorp.com/blog/build-secure-ai-applications-on-azure-with-hashicorp-terraform-and-vault)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==hashicorp.com: Build secure AI applications on Azure with HashiCorp Terraform' and Vault== in the Kubernetes Tools ecosystem.
 ## Architecture
 
 ### Container Orchestration
@@ -714,11 +167,6 @@
   - **(2025)** [learn.microsoft.com: Mission-critical workloads](https://learn.microsoft.com/en-us/azure/well-architected/mission-critical/mission-critical-overview) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Well-Architected guidance focusing on baseline patterns for mission-critical enterprise workloads. Outlines structural patterns for failure-domain isolation, operational health modeling, and continuous validation methodologies.
 ## Architecture and Microservices
 
-### Architecture Design
-
-#### Architectural Governance
-
-  - **(2024)** [luke.geek.nz/azure: Azure Architecture - Solution Requirement Consideration Checklist](https://luke.geek.nz/azure/azure-architecture-solution-requirement-consideration-checklist) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive architectural considerations checklist for scoping Azure environments. Covers critical paths including disaster recovery, security, compliance, performance scaling, and cost tracking, ensuring solutions are robustly aligned with CAF standards.
 ### Infrastructure as Code
 
 #### API Management
@@ -730,9 +178,6 @@
   - **(2022)** [infoq.com: NubesGen Brings Git Push to Azure Infrastructure](https://www.infoq.com/news/2022/03/nubesgen-azure-infrastructure)  [COMMUNITY-TOOL] β€” Analysis of the technical value proposition of NubesGen. Evaluates how developers can utilize Git-driven configurations to automatically provision secure Azure environments. This shift-left mechanism reduces platform engineering bottlenecks by providing automated, developer-accessible IaC pipelines aligned with security baselines.
 ### Migration Guides
 
-#### Enterprise Migration
-
-  - **(2024)** [==github.com/Azure/migration: The Migration Execution Guide.==](https://github.com/Azure/migration) ⭐ 192  [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” Official Azure Migration Execution Guide repository. Houses comprehensive scripts, framework matrices, and programmatic guidance blueprints to safely move enterprise database, compute, and networking footprints from on-premises hosts into Microsoft Azure.
 #### Java Ecosystem
 
   - **(2023)** [learn.microsoft.com: Migrate Java applications to Azure 🌟🌟🌟](https://learn.microsoft.com/en-us/azure/developer/java/migration/migration-overview) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Microsoft’s official migration matrix for containerizing and deploying Java workloads on Azure. Evaluates migration paths for Tomcat, JBoss EAP, WebLogic, and Spring Boot to hosting targets such as Azure App Service, Azure Container Apps, and AKS. Includes assessments for dependency management and database connection pooling.
@@ -746,116 +191,13 @@
 #### Design Patterns
 
   - **(2021)** [devblogs.microsoft.com: Deploy Spring Boot applications by leveraging enterprise best practices – Azure Spring Cloud Reference Architecture](https://devblogs.microsoft.com/java/deploy-spring-boot-applications-by-leveraging-enterprise-best-practices) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A comprehensive reference architecture for deploying enterprise Spring Boot workloads on Azure Spring Cloud (rebranded as Azure Spring Apps). Incorporates security benchmarks including hub-and-spoke virtual network isolation, private endpoints, and centralized configuration profiles. Curated best practices align Java microservice design patterns with enterprise cloud governance.
-## Artificial Intelligence
-
-### Generative AI
-
-#### Azure OpenAI
-
-  - **(2024)** [infoworld.com: Getting started with Azure OpenAI](https://www.infoworld.com/article/2337918/getting-started-with-azure-openai.html) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Technical introduction to Azure OpenAI architecture, API consumption, token quotas, private endpoints, and security paradigms necessary for deploying customized Large Language Models safely in enterprise clouds.
-  - **(2023)** [jamiemaguire.net: First Look: Azure Open AI Studio, Prompt Engineering. What You Can Do and How](https://jamiemaguire.net/index.php/2023/04/22/first-look-azure-open-ai-studio-prompt-engineering-what-you-can-do-and-how) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Architectural breakdown of Azure OpenAI Studio, exploring model playground utilization, payload configurations, prompting practices, and systemic safeguards to mitigate hallucinations.
-#### Education
-
-  - **(2024)** [techcommunity.microsoft.com: The AI Study Guide: Azure’s top free resources for learning generative AI in 2024](https://techcommunity.microsoft.com/blog/azure-ai-foundry-blog/the-ai-study-guide-azure%E2%80%99s-top-free-resources-for-learning-generative-ai-in-2024/4036890) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Microsoft's curated learning guide for generative AI deployment, highlighting training tracks for model orchestration, fine-tuning mechanisms, vector database integration, and LLM telemetry tracking.
-#### Enterprise Architecture
-
-  - **(2023)** [techcommunity.microsoft.com: Azure OpenAI Landing Zone reference architecture](https://techcommunity.microsoft.com/blog/azurearchitectureblog/azure-openai-landing-zone-reference-architecture/3882102) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Enterprise blueprint details of Azure OpenAI Landing Zones. Analyzes secure hub-and-spoke virtual networks, private endpoint configurations, load-balanced gateway design, and cross-regional disaster recovery strategies.
-### Secure Architecture
-
-#### Enterprise AI
-
-  - **(2024)** [github.com/Azure-Samples/azure-ai-studio-secure-bicep](https://github.com/Azure-Samples/azure-ai-studio-secure-bicep) ⭐ 61  [BICEP CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” Official Microsoft sample blueprint demonstrating deployment of a secure Azure AI Studio environment. Hardens connections utilizing private endpoints, key vaults, and managed virtual network isolations.
-## CICD Pipeline
-
-### Security and Compliance
-
-#### Access Control
-
-  - **(2024)** [mattias.engineer: Azure Federated Identity Credentials for GitHub](https://mattias.engineer/blog/2024/azure-federated-credentials-github) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explains how to implement OIDC (OpenID Connect) federated identity credentials between GitHub Actions and Microsoft Azure. Eliminates the critical security risk of long-lived corporate service principal credentials by relying on cryptographically short-lived runtime tokens.
 ## CICD Pipelines
 
-### AI and Automation
-
-#### AI PR Automation
-
-  - **(2025)** [Automate Pull Request Descriptions in Azure DevOps with Azure OpenAI](https://johnlokerse.dev/2025/02/10/automate-pull-request-descriptions-in-azure-devops-with-azure-openai) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A tutorial showing how to automate the generation of pull request descriptions within Azure DevOps pipelines using Azure OpenAI APIs. Streamlines developer velocity and documentation standards.
-#### Model Context Protocol
-
-  - **(2025)** [==Azure DevOps MCP Server==](https://github.com/microsoft/azure-devops-mcp) ⭐ 1813  [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An official Microsoft MCP server repository enabling AI Agents (like Claude or GitHub Copilot) to interact seamlessly with Azure DevOps. Allows agents to manage work items, query repositories, and orchestrate pipeline runs.
-  - **(2025)** [Azure DevOps MCP Server Public Preview](https://devblogs.microsoft.com/devops/azure-devops-mcp-server-public-preview) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Official Microsoft announcement outlining the preview release of the Azure DevOps MCP Server. Details how developer agents leverage safe API contexts to build and deploy complex assets.
 ### DevOps Platforms
 
 #### DevTest Labs
 
   - **(2025)** [learn.microsoft.com: DevTest and DevOps for microservice solutions](https://learn.microsoft.com/en-us/azure/devtest-labs) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official framework documentation detailing the integration of Azure DevTest Labs with modern DevOps pipelines. Focuses on setting up elastic testing environments and managing resource consumption patterns.
-#### Feature Comparison
-
-  - **(2023)** [info.acloud.guru: Azure DevOps VS GitHub: Comparing Microsoft's DevOps Twins](https://info.acloud.guru/resources/azure-devops-vs-github-comparing-microsofts-devops-twins) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A comparative analysis between Azure DevOps and GitHub Enterprise services. Details differences in licensing, security features, repository setups, and integrated pipeline structures.
-### Git Integration
-
-#### Azure DevOps
-
-  - **(2024)** [cloudskills.io: Getting Started with Git and Azure DevOps: The Ultimate Guide 🌟](https://ine.com) [NONE CONTENT]  [COMMUNITY-TOOL] β€” An extensive workflow guide demonstrating advanced Git version control configurations within Azure DevOps projects. Shows how to set up strict PR approval limits and automated checkouts.
-### Observability (1)
-
-#### DevOps Dashboard
-
-  - **(2024)** [==Azure DevOps Dashboard==](https://github.com/cschotte/Azure-DevOps-Dashboard) ⭐ 16  [JAVASCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Community-driven dashboard tool for monitoring multi-project pipelines and deployment progress inside a single, unified view. Helps development leads observe pipeline backlogs and release tempos.
-### Pipeline Extensions
-
-#### Tasks Repository
-
-  - **(2026)** [==microsoft/azure-pipelines-tasks==](https://github.com/microsoft/azure-pipelines-tasks) ⭐ 3645  [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The main open-source codebase behind Azure Pipelines tasks. Critical reference for developers needing to extend build steps or troubleshoot performance bottlenecks.
-### Pipeline Integration
-
-#### Azure DevOps (1)
-
-  - **(2024)** [dev.to: Setting up a CI-CD Pipeline Using Azure DevOps 🌟](https://dev.to/gbengelebs/setting-up-a-ci-cd-pipeline-using-azure-devops-4gb) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Clear walk-through of establishing initial continuous delivery templates in Azure DevOps. Covers agent configurations, testing setups, and artifact publishing phases.
-### SDLC Optimization
-
-#### Azure DevOps Platform
-
-  - **(2023)** [zartis.com: Simplify Your SDLC with Azure DevOps 🌟](https://www.zartis.com/simplify-your-sdlc-with-azure-devops) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Explores structural methods to decrease release lead-times by leveraging integrated boards, automated tests, and deployment gates inside the Azure DevOps ecosystem.
-### Security and Compliance (1)
-
-#### Release Gates
-
-  - **(2021)** [devblogs.microsoft.com: Controlling Release Pipelines with Gates and Azure Policy Compliance 🌟](https://devblogs.microsoft.com/devops/controlling-release-pipelines-with-gates-and-azure-policy-compliance) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Deep technical look into establishing policy-driven release criteria. Explores how to query Azure Policy health before authorizing multi-stage production promotions, establishing guardrails against configuration drifts.
-### Security and Supply Chain
-
-#### Dependabot
-
-  - **(2025)** [Dependabot Version Updates in Azure DevOps](https://www.returngis.net/2025/02/dependabot-updates-en-azure-devops) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A configuration guide describing the implementation of automated Dependabot scanning mechanisms inside Azure DevOps repositories to detect and secure third-party dependencies.
-### Security Scanning
-
-#### Scout Suite Integration
-
-  - **(2022)** [thomasthornton.cloud: Scout Suite reports using Azure DevOps Pipeline](https://thomasthornton.cloud/scout-suite-reports-using-azure-devops-pipeline) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Step-by-step pipeline configuration integrating NCC Group's Scout Suite security auditor inside Azure DevOps environments, allowing cloud engineering squads to dynamically audit security posture changes.
-### Template Reference
-
-#### Azure DevOps Pipelines
-
-  - **(2024)** [==github.com/nnellans/ado-pipelines-guide: Azure DevOps YAML Pipelines Guide' 🌟==](https://github.com/nnellans/ado-pipelines-guide) ⭐ 74  [YAML CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A structured, community-created repository gathering YAML pipeline configurations and boilerplate templates. Focuses on standardized modular task integration and multi-stage configurations.
-### Terraform
-
-#### Azure DevOps Pipelines (1)
-
-  - **(2025)** [Azure DevOps Terraform Pipeline (Complete Guide + YAML Examples)](https://deniscooper.co.uk/azure-devops-terraform-pipeline) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive configuration guide showing how to set up robust, multi-stage YAML pipelines in Azure DevOps for Terraform configurations. Solves remote backend locking and authentication hurdles.
-### Terraform Testing
-
-#### Azure DevOps (2)
-
-  - **(2025)** [Automate Terraform Testing with Azure DevOps Pipelines](https://skundunotes.com/2025/01/22/automate-terraform-testing-with-azure-devops-pipelines) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Detailed technical blueprint demonstrating the integration of automated security verification and configuration syntax checks inside Azure DevOps release steps for HashiCorp Terraform.
-### Training
-
-#### Azure DevOps Paths
-
-  - **(2025)** [docs.microsoft.com: Build applications with Azure DevOps (Learning Path)](https://learn.microsoft.com/en-gb/training/browse) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official learning track for developers targeting modern containerized deployment patterns inside Azure DevOps environments. Covers automated quality assurance and CI configurations.
-### Training and Labs
-
-#### Azure DevOps (3)
-
-  - **(2025)** [Azure DevOps Labs 🌟](https://www.azuredevopslabs.com) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official training portal hosting a deep collection of hands-on tutorials for managing delivery lifecycles, artifact generation, and deployment security gates.
 ## Cloud Application Platforms
 
 ### Azure App Service
@@ -879,79 +221,17 @@
   - **(2026)** [==learn.microsoft.com: AZ-204: Implement Azure Functions 🌟==](https://learn.microsoft.com/en-us/training/paths/implement-azure-functions) [C# / PYTHON / JS CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official Microsoft training curriculum for implementing serverless workflows and event-driven computing via Azure Functions. It covers bindings and triggers, Durable Functions for stateful execution, execution context, and performance profiling. This path forms the core educational foundation for building reliable, event-driven microservices on the Azure platform.
 ## Cloud Architecture
 
-### Assessments
-
-#### Command-Line Tools
-
-  - **(2026)** [github.com/Azure/azqr](https://github.com/Azure/azqr) ⭐ 774  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A command-line utility designed to scan Azure resource groups or subscriptions and quickly generate a compliance and recommendation report based on Well-Architected Framework benchmarks. Highly effective for rapid technical audits, finding configuration drifts, and securing container and PaaS architectures.
-### Frameworks
-
-#### WAF Assessments
-
-  - **(2025)** [learn.microsoft.com: Use Azure WAF assessments](https://learn.microsoft.com/en-us/azure/advisor/advisor-assessments) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official guide on deploying automated and self-guided Well-Architected Framework (WAF) assessments within the Azure Advisor suite. The system reviews resource configurations against baseline performance, security, and reliability metrics. This helps technical leads operationalize structural health evaluations across broad enterprise environments.
-  - **(2024)** [techcommunity.microsoft.com: Get tailored insights with our Advisor Well-Architected assessments](https://techcommunity.microsoft.com/blog/finopsblog/get-tailored-insights-with-our-advisor-well-architected-assessments/4218239) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Details the integration of Well-Architected assessments directly into the Azure Advisor ecosystem. This technical feature programmatically delivers real-time remediation guidance, cost optimization points, and security postures customized to specific workload footprints. It marks a transition from manual consulting reviews to automated continuous policy enforcement.
-#### Well-Architected Framework WAF
-
-  - **(2026)** [learn.microsoft.com: Azure Well-Architected Framework](https://learn.microsoft.com/en-us/azure/well-architected) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The core blueprint for building high-quality cloud workloads on Azure, structured around five pillars: Reliability, Security, Cost Optimization, Operational Excellence, and Performance Efficiency. It establishes technical evaluation criteria and optimization strategies for running stable, secure cloud-native environments. Real-world implementation leverages these design principles for systematic, self-healing infrastructures.
-  - **(2023)** [infoq.com: Microsoft Refreshes its Well-Architected Framework](https://www.infoq.com/news/2023/11/azure-well-architected-framework) [NONE CONTENT]  [COMMUNITY-TOOL] β€” An industry review highlighting Microsoft's updates to the Well-Architected Framework (WAF) to better support modern cloud-native systems. Key improvements emphasize granular workload guides, prescriptive technical patterns, and streamlined cost optimization techniques. The refresh ensures the framework evolves alongside rapid shifts in containerization and modern distributed patterns.
-### Governance
-
-#### Azure
-
-##### Cloud Adoption Framework
-
-###### Monitoring
-
-  - **(2024)** [Monitor your Azure cloud estate - Cloud Adoption Framework](https://learn.microsoft.com/en-us/azure/cloud-adoption-framework/manage/monitor) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Microsoft's official framework for implementing enterprise-wide monitoring strategies across Azure subscription models. It details Azure Monitor integrations, Log Analytics configurations, and service-level baseline configurations. Curator Insight: Strategic enterprise adoption guide. Live Grounding: Focuses heavily on mapping technical telemetry directly to business outcomes and platform compliance frameworks.
 ### PaaS
 
 #### App Service
 
   - **(2025)** [learn.microsoft.com: Azure Well-Architected Framework perspective on Azure App Service (Web Apps)](https://learn.microsoft.com/en-us/azure/well-architected/service-guides/app-service-web-apps) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” A target guide mapping WAF architecture principles to Web Apps on Azure App Service. It focuses on implementing zero-trust network configurations, managed identities, multi-region failovers, and auto-scaling rules. This resource equips platform engineers to deploy enterprise-grade PaaS runtimes with rigorous service-level objectives (SLOs).
-### Resiliency
-
-#### APRL
-
-  - **(2026)** [azure.github.io: Azure Proactive Resiliency Library (APRL)](https://azure.github.io/Azure-Proactive-Resiliency-Library) [POWERSHELL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A staging repository of recommendations and proactive patterns designed for WAF reliability assessments. It features Azure Resource Graph (ARG) queries, PowerShell scripts, and CLI commands that analyze deployed infrastructure to identify configuration drift or single points of failure. This library represents an automated, proactive approach to infrastructure auditing before elevating guidelines to official documentation.
 ## Cloud DevOps
 
-### Agile Project Management
-
-#### Azure Boards Customization
-
-  - **(2021)** [dotnetcurry.com: Customization of Work Items in Azure DevOps and Azure DevOps Server 2020](https://www.dotnetcurry.com/devops/workitem-customize-azure-devops-server-2020) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Details custom work item types, inherited processes, and state transition rule customization within Azure DevOps Server 2020 and its cloud counterpart. While curator insights present this as a vital operational guide for project administrators, 2026 workflows rely more heavily on Azure DevOps REST APIs and automated webhook integrations to keep boards synchronized with third-party developer tools.
 ### CI-CD Pipelines
 
-#### Azure DevOps Fundamentals
-
-  - **(2021)** [**letsdevops.net: Introduction to Azure DevOps for Beginners - Create CI/CD Pipelines, Setup Repository 🌟**](https://www.letsdevops.net/post/letsdevops-introduction-to-azure-devops-for-beginners) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” An introductory resource focused on the initial setup of Azure DevOps repositories, build pipelines, and delivery configurations. While the curator highlights its value as a beginner walkthrough, 2026 engineering frameworks view its emphasis on Classic UI pipelines as a legacy pattern. Contemporary best practices demand transitioning entirely to multi-stage YAML pipelines to ensure configuration-as-code consistency and compliance.
-#### Azure Pipelines Architecture
-
-  - **(2022)** [thinksys.com: Azure DevOps Pipeline Complete Guide 2022](https://thinksys.com/azure/azure-devops-pipeline-complete-guide) 🌟🌟🌟 [LEGACY] β€” Provides a comprehensive guide to Azure Pipelines, examining agent pools, environment gates, YAML schemas, and artifact generation. Modern engineering patterns in 2026 have completely deprecated classic visual release pipelines. Modern deployment strategies mandate programmatic YAML-only architectures that incorporate pipeline decorators and secure agent injection.
-#### Build Environments
-
-##### Runtime Configuration
-
-  - **(2025)** [Install Java 23 in an Azure DevOps Pipeline](https://www.returngis.net/2025/02/como-instalar-java-23-en-una-pipeline-de-azure-devops) [SPANISH CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Demonstrates how to dynamically install Java 23 onto Azure DevOps pipeline agents using automated setup tasks. In 2026, using localized runtime installation tasks is preferred over relying on pre-baked VM images, allowing pipelines to remain flexible and easily adapt to new framework versions.
-#### Conditional Logic and Expressions
-
-  - **(2023)** [**techcommunity.microsoft.com: Azure DevOps Pipelines: If Expressions and Conditions 🌟**](https://techcommunity.microsoft.com/blog/healthcareandlifesciencesblog/azure-devops-pipelines-if-expressions-and-conditions/3737159) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Breaks down the syntax and runtime evaluation of conditional if-expressions in Azure Pipelines' YAML parser. Masterful command of compile-time versus execution-time evaluation is crucial in 2026 for building dynamic pipelines that auto-adjust steps based on branch targets, variables, or system telemetry.
-#### Infrastructure as Code (1)
-
-##### Declarative Pipelines
-
-  - **(2023)** [datascientest.com: Azure DevOps Pipeline YAML: why configure CI/CD pipelines with YAML?](https://liora.io/en/azure-devops-pipeline-yaml-why-configure-ci-cd-pipelines-with-yaml) 🌟🌟🌟 [LEGACY] β€” Explains why engineering organizations have shifted from legacy visual pipelines to declarative YAML configurations. While curator insights focus on basic configuration-as-code benefits, 2026 realities highlight that YAML pipelines are indispensable for implementing security guardrails, branch-protection policies, and dynamic template validation.
-#### Multi-Cloud Integration
-
-##### Azure to GCP
-
-  - **(2020)** [cloud.google.com: Crea una canalizaciΓ³n de CI/CD con Azure Pipelines y Compute Engine](https://docs.cloud.google.com/dotnet/docs/creating-cicd-pipeline-vsts-compute-engine) [SPANISH CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” This guide outlines the process of establishing a multi-cloud CI/CD pipeline using Azure Pipelines to deploy applications directly onto Google Compute Engine instances. It details the integration of Azure DevOps with GCP service credentials and virtual machine deployment groups. Modern live grounding in 2026 emphasizes transitioning from manual service key management to OpenID Connect (OIDC) Workload Identity Federation to secure cross-cloud communication without static secrets.
-#### Platform Selection
-
-  - **(2023)** [datascientest.com: Azure DevOps vs GitHub Actions: Which is the best CI/CD tool?](https://liora.io/en/azure-devops-vs-github-actions-which-is-the-best-ci-cd-tool) 🌟🌟🌟 [LEGACY] β€” A comparative architectural breakdown of Azure DevOps and GitHub Actions, analyzing task structures, marketplace ecosystems, and integration capabilities. In 2026, GitHub Actions is the preferred choice for greenfield and open-source projects, while Azure DevOps remains the standard for large enterprise portfolios with legacy dependencies.
 #### YAML Templating and Reusability
 
-  - **(2024)** [==learn.microsoft.com: Azure DevOps Templates - Template types & usage 🌟🌟==](https://learn.microsoft.com/en-us/azure/devops/pipelines/process/templates?view=azure-devops) [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Official Microsoft documentation outlining the structural types and configuration paradigms of Azure DevOps templates. Utilizing YAML templates with runtime parameters and compile-time expressions is the de facto standard in 2026. This approach allows enterprise organizations to centralize pipeline logic and enforce compliance across hundreds of microservices.
   - **(2024)** [**github.com/JFolberth/TheYAMLPipelineOne 🌟**](https://github.com/JFolberth/TheYAMLPipelineOne) ⭐ 221  [POWERSHELL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An open-source pipeline framework showcasing advanced DRY (Don't Repeat Yourself) YAML patterns for Azure DevOps. In 2026, this template system represents best-in-class orchestration, enabling developers to scale microservice builds without duplicating pipelines or configuration code.
 ### Container Orchestration (1)
 
@@ -965,208 +245,36 @@
 ##### AKS Deployment
 
   - **(2022)** [medium.com/geekculture: Continuous Deployment with Azure DevOps Pipelines and Kubernetes](https://medium.com/geekculture/continuous-deployment-with-azure-devops-pipelines-and-kubernetes-12fe1c70b343) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Demonstrates continuous deployment to Kubernetes clusters using Azure Pipelines, utilizing Helm charts and manifest-rendering tasks. In 2026, while direct-push deployments using Kubernetes tasks remain in use, enterprise architectures prefer pull-based GitOps tools (like ArgoCD or Flux) to prevent exposing cluster credentials to external runner systems.
-### Data Protection and Backup
-
-#### Azure DevOps Security
-
-##### Compliance
-
-  - **(2023)** [luke.geek.nz/azure: Export Azure DevOps Repositories to Azure Storage Account](https://luke.geek.nz/azure/export-azure-devops-repos-azure-storage-account) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Provides custom scripting recipes for archiving and exporting Git repositories from Azure DevOps organizations to secure Azure Storage accounts. While native recovery tools have evolved, 2026 compliance audits for highly regulated industries still mandate offline, secondary backups of both repositories and metadata.
-#### Disaster Recovery
-
-  - **(2024)** [**https://github.com/michaelmsonne/AzureDevOpsBackupTool**](https://github.com/michaelmsonne/AzureDevOpsBackupTool) ⭐ 37  [C# CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A highly functional community CLI utility engineered to automate the backup of Azure DevOps configurations, including repositories, boards, pipelines, and variable groups. In 2026, this tool remains highly useful for system migrations, air-gapped compliance baselines, and cross-organization disaster recovery testing.
-  - **(2024)** [blog.sonnes.cloud: Introducing Azure DevOps Backup Tool 1.1.0.0: Major update with new features, bug fixes and enhanced security!](https://blog.sonnes.cloud/introducing-azure-devops-backup-tool-1-1-0-0-major-update-with-new-features-bug-fixes-and-enhanced-security) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Introduces major feature releases of the Azure DevOps Backup Tool (v1.1.0.0), highlighting enhancements in API throughput, credential safety, and automated backup schedules. 2026 engineering audits confirm this tool is reliable for securing multi-tenant environments against accidental service deletions.
-### Infrastructure as Code (2)
+### Infrastructure as Code (1)
 
 #### End-to-End Lab Guides
 
   - **(2022)** [==thomast1906/DevOps-The-Hard-Way-Azure 🌟==](https://github.com/thomast1906/DevOps-The-Hard-Way-Azure) ⭐ 582  [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A hands-on, end-to-end sandbox guide mapping out 'The Hard Way' of deploying infrastructure and applications on Azure. This project details virtual network design, VM provisioning, AKS deployments, and pipeline-driven application releases. 2026 live grounding validates this repository as a premier community benchmark for building custom, highly-secure lab environments.
-#### Terraform Orchestration
-
-##### Pull Request Feedback
-
-  - **(2023)** [gist.github.com: This snippet contains the steps to generate a terraform' plan and post it as a comment of a pull request in Azure DevOps](https://gist.github.com/GTRekter/51f8be3fbfb13b3696f92e117d956597) [POWERSHELL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A PowerShell-driven automation script that extracts Terraform plans and posts them directly as rich markdown comments in Azure DevOps Pull Requests. Live 2026 engineering audits show that while native extensions offer similar behaviors, custom gists are widely used to maintain clean PR review workflows.
-  - **(2022)** [thomasthornton.cloud: Deploy Terraform using Azure DevOps](https://thomasthornton.cloud/deploy-terraform-using-azure-devops) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A guide on orchestrating Terraform plan and apply commands using Azure DevOps YAML pipelines. While curator insights center on simple task execution and state file security, 2026 enterprise engineering standards require using OpenID Connect (OIDC) Workload Identity instead of hardcoded client secrets to run automated deployments.
-### Platform Engineering
-
-#### Azure DevOps Architecture
-
-  - **(2024)** [blog.johnfolberth.com: Resources and posts for those figuring out DevOps in Azure](https://blog.johnfolberth.com) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A high-quality resource portal presenting architectural patterns and troubleshooting strategies for Azure-centric DevOps platforms. 2026 analysis shows this blog is a valuable community resource for engineers designing multi-tenant enterprise configurations, implementing compliance boundaries, and configuring YAML-based continuous delivery engines.
-#### Infrastructure Execution
-
-##### Managed DevOps Pools
-
-  - **(2024)** [==learn.microsoft.com: Managed DevOps Pools documentation==](https://learn.microsoft.com/en-us/azure/devops/managed-devops-pools/?view=azure-devops) [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Official Microsoft guide for Managed DevOps Pools, allowing platform engineering teams to deploy Microsoft-managed pipeline agents within virtual networks. In 2026, this capability is the enterprise-stable standard. It reduces cold-start latency, implements strict network isolation, and minimizes the maintenance overhead of self-hosted scale sets.
-  - **(2024)** [**youtube: Managed DevOps Pools for Azure DevOps | Full Overview & Demo 🌟**](https://www.youtube.com/watch?v=FBAav6OoJlw) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An informative video demonstration and technical walk-through highlighting the performance tuning of Managed DevOps Pools. Live 2026 usage demonstrates that transitioning from traditional VMs to managed container pools significantly reduces agent orchestration complexity while cutting monthly compute costs.
-### Software Quality Assurance
-
-#### Test Automation
-
-##### .NET CI
-
-  - **(2023)** [build5nines.com: Azure Pipeline: Publish Unit Test and Code Coverage Results with .NET 7 Solution using VSTest, Cobertura, and Coverlet](https://build5nines.com/azure-pipeline-publish-unit-test-and-code-coverage-results-with-net-solution-using-vstest-cobertura-and-coverlet) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Details the step-by-step configuration of a .NET pipeline that runs unit tests and publishes results using Cobertura and Coverlet. Incorporating automated coverage reports into PR checks is highly effective for maintaining code quality. 2026 engineering teams typically pair these native pipeline metrics with security-focused static code analysis platforms.
-## Cloud Fundamentals
-
-### Azure Ecosystem
-
-#### Core Services
-
-  - **(2018)** [Introducing the third of three Microsoft Clouds: Azure](https://www.catapultsystems.com/blogs/introducing-the-third-of-three-microsoft-clouds-azure)  [COMMUNITY-TOOL] β€” Historical analysis mapping Microsoft Azure’s strategic evolution alongside Microsoft 365 and Dynamics 365. Establishes the architectural foundation of the unified Microsoft Enterprise Cloud suite. While curator insights present this as a foundational introduction, modern cloud engineering systems in 2026 view this as an archival reference that documented the early convergence of SaaS, PaaS, and IaaS solutions.
-#### Learning Path
-
-  - **(2024)** [techcommunity.microsoft.com: Azure Architecture - Course Blueprint](https://techcommunity.microsoft.com/blog/azurearchitectureblog/azure-course-blueprints/4338972)  [COMMUNITY-TOOL] [GUIDE] β€” Microsoft's structured blueprints mapping out learning paths for modern enterprise cloud solutions. Details the modular training assets required to construct cloud-native application designs, hybrid migration plans, and robust data platform architectures.
-  - **(2020)** [github.com/sajeetharan/azure-mindmap](https://github.com/sajeetharan/azure-mindmap)  [COMMUNITY-TOOL] β€” An open-source repository containing comprehensive visual mindmaps of Azure services. Highly useful for architects and developers mapping complex cloud paths and service relationships across security, compute, networking, and data structures.
-## Cloud Governance
-
-### Enterprise Architecture (1)
-
-#### Landing Zones
-
-  - **(2024)** [techcommunity.microsoft.com: From Zero to Hero with Azure Landing Zones](https://techcommunity.microsoft.com/blog/startupsatmicrosoftblog/from-zero-to-hero-with-azure-landing-zones/4229195) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive onboarding guide tailored for startups and mid-market organizations deploying Azure Landing Zones. It outlines pragmatically scaled-down approaches to core governance and subscription models. This minimizes initial operational overhead while ensuring compliance and seamless path-to-scale capability.
-### Frameworks (1)
-
-#### Assessments (1)
-
-  - **(2023)** [thomasmaurer.ch: Azure Landing Zone Review Assessment](https://www.thomasmaurer.ch/2023/09/azure-landing-zone-review-assessment) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A structured assessment methodology to evaluate the compliance and maturity of existing Azure Landing Zone topologies. It guides teams in identifying misconfigurations and security gaps, ensuring that scaling tenant platforms continue to adhere to CAF and WAF operational standards.
-#### CAF vs WAF
-
-  - **(2024)** [linkedin.com: CAF vs WAF: Which Framework to Use for Your Cloud Migration?](https://www.linkedin.com/pulse/caf-vs-waf-which-framework-use-your-cloud-migration-gregor-wohlfarter-hko0f) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A comparative technical analysis mapping out the distinct purposes of CAF (Cloud Adoption Framework) and WAF (Well-Architected Framework). CAF acts as an organizational and governance blueprint for cloud landing-zone design, while WAF operates at the workload level to optimize and secure individual workloads. Architects leverage both in parallel to design a resilient tenant architecture and robust microservice runtimes.
-#### Cloud Adoption Framework CAF
-
-  - **(2026)** [learn.microsoft.com: What is the Microsoft Cloud Adoption Framework for Azure?](https://learn.microsoft.com/en-us/azure/cloud-adoption-framework/overview) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The Microsoft Cloud Adoption Framework (CAF) for Azure provides a comprehensive structured methodology for shifting enterprise workloads to the cloud. It spans strategy, planning, readiness, adoption, governance, and management phases. Architects utilize CAF to align business strategy with technical execution, implementing baseline policies and landing zones that satisfy long-term security and operational requirements.
-  - **(2024)** [linkedin.com: The Ultimate Guide to Azure Cloud Adoption Framework Lifecycle](https://www.linkedin.com/pulse/ultimate-guide-azure-cloud-adoption-framework-gregor-wohlfarter-hb4sf) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive breakdown of the CAF lifecycle, illustrating the logical progression from business strategy alignment to continuous operation and optimization. It offers real-world perspectives on executing migrations with minimized operational friction. Architects use this roadmap to navigate the governance and architectural alignment challenges of enterprise transitions.
-### Infrastructure as Code (3)
-
-#### Asset Management
-
-  - **(2026)** [azuremarketplace.microsoft.com: Firefly](https://azuremarketplace.microsoft.com/en-us/marketplace/apps/gofireflyltd1705083203658.firefly) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Firefly is an advanced multi-cloud governance platform that detects unmanaged cloud assets and programmatically generates corresponding Infrastructure as Code (IaC) configuration files. It acts as an automated drift detector and reconciliation tool, ensuring that actual cloud deployments match repository-defined target architectures.
-### Resource Management
-
-#### Naming Conventions
-
-  - **(2022)** [justinoconnor.codes: Azure Periodic Table of Resource Naming Convention Shorthands](https://justinoconnor.codes/2022/08/19/azure-periodic-table-of-resource-naming-convention-shorthands) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive reference matrix mapping standardized abbreviations for Azure resource types. It functions as an interactive periodic table to assist cloud architects in organizing consistent tagging and infrastructure-as-code deployments.
-### Security and Compliance (2)
-
-#### Landing Zones (1)
-
-  - **(2024)** [techcommunity.microsoft.com: New feature: easily assign regulatory compliance policies to your Azure Landing Zone](https://techcommunity.microsoft.com/blog/azurearchitectureblog/new-feature-easily-assign-regulatory-compliance-policies-to-your-azure-landing-z/4074957) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Outlines simplified mechanisms to assign regulatory compliance policies to Azure Landing Zone hierarchy trees. The feature enables platform administrators to quickly map PCI-DSS, ISO 27001, or FedRAMP benchmarks to specific landing zones, ensuring automated, non-disruptive governance across all workloads.
 ## Cloud Infrastructure
 
 ### Azure Networking
 
-#### Cost Optimization
-
-  - **(2026)** [Which Azure Network is Cheaper?](https://blog.cloudtrooper.net/2026/01/16/which-azure-network-is-cheaper) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This cost-analysis guide scrutinizes the pricing structures of Azure networking patterns, contrasting VNet Peering, Private Link, Virtual WAN, and ExpressRoute. It provides system architects with actionable formulas to optimize egress and internal data transfer fees, which are critical for high-throughput, multi-region distributed microservices.
-  - **(2025)** [A Guide to Azure Data Transfer Pricing](https://techcommunity.microsoft.com/blog/AzureNetworkingBlog/a-guide-to-azure-data-transfer-pricing/4374538) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A deep analysis of the financial implications of Azure data transit. The guide breaks down costs associated with intra-region, inter-region, availability zone traversal, and internet egress. It is highly valuable for designing cost-efficient microservices that utilize high-frequency data synchronizations.
-#### Latency Optimization
-
-  - **(2025)** [Reduce Latency with Azure Proximity Placement Groups](https://hansencloud.com/2025/02/24/reduce-latency-with-azure-proximity-placement-groups) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Analyzes the utility of Azure Proximity Placement Groups (PPGs) to achieve sub-millisecond physical latency for interdependent compute resources. It outlines design considerations for co-locating VMs, Virtual Machine Scale Sets, and Kubernetes nodes within the same physical data center boundary to support high-performance microservices.
-#### Multi-Tenant Topology
-
-  - **(2025)** [Deploying Virtual Networks Across Tenants Using Azure Virtual Network Manager](https://techcommunity.microsoft.com/blog/azurenetworkingblog/deploying-virtual-networks-across-tenants-using-azure-virtual-network-manager-ip/4410161) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” An official exploration of Azure Virtual Network Manager (AVNM) capabilities for coordinating network topologies across distinct enterprise Entra ID tenants. Architects learn how to leverage AVNM to scale governance, enforce global security rules, and simplify cross-tenant hub-and-spoke peerings programmatically.
 #### Private Access
 
   - **(2025)** [Private Link Reality Bites: Service Endpoints vs Private Link](https://blog.cloudtrooper.net/2025/02/17/private-link-reality-bites-service-endpoints-vs-private-link) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep-dive comparison of Azure Service Endpoints versus Private Link. The author details critical architectural trade-offs: while Service Endpoints are simple to configure and leverage public IPs, Private Link allocates private endpoints within your virtual network, enhancing the security posture of microservice deployments by blocking data exfiltration channels, albeit with increased cost and complexity.
 #### Security
 
   - **(2025)** [Azure Network Security Perimeter Concepts](https://learn.microsoft.com/en-us/azure/private-link/network-security-perimeter-concepts) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” An official conceptual reference for Azure Network Security Perimeters (NSP). This architecture allows enterprises to group PaaS resourcesβ€”such as Azure Key Vault and Storageβ€”and enforce access boundaries based on network identity, preventing data exfiltration and streamlining complex subnet-based network isolation policies.
-  - **(2025)** [Building a DDoS Response Plan with Azure DDoS Protection](https://techcommunity.microsoft.com/blog/azurenetworksecurityblog/building-a-ddos-response-plan/4372256) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A technical operational playbook on structuring a rapid-response plan using Azure DDoS Protection. It details integration with Azure Firewall, Web Application Firewall (WAF), and automated telemetry routing to mitigate distributed attack vectors while ensuring business continuity for microservice APIs.
-#### Subnet Peering
-
-  - **(2025)** [Introducing Subnet Peering in Azure](https://techcommunity.microsoft.com/blog/azurenetworkingblog/introducing-subnet-peering-in-azure/4383841) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Introduces the architectural paradigm of Subnet Peering in Azure, bypassing the traditional resource-heavy requirements of full Virtual Network (VNet) peering. This feature allows network engineers to establish direct, localized communication paths between designated subnets, optimizing security boundaries and address space usage.
 ### Container Orchestration (2)
 
 #### AKS Fleet Manager
 
   - **(2024)** [github.com/azure/fleet](https://github.com/azure/fleet) ⭐ 224  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Explores Azure Kubernetes Service (AKS) Fleet Manager, designed for multi-cluster fleet-wide management. Coordinates application rollouts, implements global ingress configurations, and automates orchestrator upgrades across distributed topologies.
-#### AKS Integration
-
-  - **(2023)** [techcommunity.microsoft.com: How to install an AKS cluster with the Istio service mesh add-on via Bicep](https://techcommunity.microsoft.com/blog/fasttrackforazureblog/how-to-install-an-aks-cluster-with-the-istio-service-mesh-add-on-via-bicep/3802069) [BICEP CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores the automated provisioning of Azure Kubernetes Service (AKS) coupled with the native Istio service mesh add-on using Bicep. This blueprint demonstrates declarative service mesh lifecycle management, reducing manual Helm or post-deployment orchestration overhead.
 ### Container Storage
 
 #### Cloud Native Storage
 
   - **(2023)** [techcommunity.microsoft.com: Azure Container Storage in Public Preview](https://techcommunity.microsoft.com/blog/azurestorageblog/azure-container-storage-in-public-preview/3819246) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Spotlights the public preview release of Azure Container Storage (now GA), a service offering volume management natively optimized for Kubernetes clusters. Minimizes container I/O overhead on stateful workloads.
-### DevOps
-
-#### CI-CD Pipelines (1)
-
-  - **(2024)** [johnlokerse.dev: Lint Azure Bicep templates in Azure DevOps](https://johnlokerse.dev/2024/02/05/lint-azure-bicep-templates-in-azure-devops) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Illustrates the integration of Bicep linting tools within Azure DevOps build pipelines. Ensures syntactic correctness, adherence to best-practice rules, and early feedback loops prior to execution plans or arm deployments.
-### Developer Experience
-
-#### Azure Provisioning
-
-  - **(2024)** [techcommunity.microsoft.com: Infra in Azure for Developers - The How (Part 2)](https://techcommunity.microsoft.com/blog/azuredevcommunityblog/infra-in-azure-for-developers---the-how-part-2/4046385) [BICEP CONTENT]  [COMMUNITY-TOOL] β€” Explains DevOps-centric infrastructure integration, detailing how developers can design, scale, and manage cloud footprints utilizing developer-focused IaC patterns. Focuses on developer self-service while adhering to guardrails.
-### Governance (1)
-
-#### Enterprise Naming
-
-  - **(2023)** [luke.geek.nz: Using the Azure Naming Tool API to name your Bicep resources](https://luke.geek.nz/azure/azure-naming-tool-api-bicep-resources) [BICEP CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Integrates the Azure Naming Tool REST API directly into Bicep templates during deployment loops. By utilizing deployment scripts or user-defined functions, it enforces consistent corporate naming standards programmatically.
-### Identity and Access
-
-#### Microsoft Graph IaC
-
-  - **(2024)** [techcommunity.microsoft.com: Announcing public preview of Bicep templates support for Microsoft Graph](https://techcommunity.microsoft.com/blog/azuregovernanceandmanagementblog/announcing-public-preview-of-bicep-templates-support-for-microsoft-graph/4141772) [BICEP CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Unveils native support within Bicep to programmatically provision and manage Microsoft Graph resources such as Azure AD groups, applications, and service principals. Eliminates complex post-deployment custom scripts or dual-IaC tooling setups.
-### Identity and Access Management
-
-#### App Registrations
-
-  - **(2022)** [vcloud-lab.com: Create an Azure App registrations in Azure Active Directory using PowerShell & AzureCLI](https://vcloud-lab.com/entries/microsoft-azure/create-an-azure-app-registrations-in-azure-active-directory-using-powershell-azurecli) [POWERSHELL/CLI CONTENT] 🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A comparison and implementation guide for creating Azure App Registrations using both Azure CLI and Azure PowerShell. It highlights syntax nuances, command mappings, and execution flows for automated environment provisioning. It functions as a critical resource for platform engineers standardizing bootstrap scripts for new application environments.
-#### Azure AD and Graph API
-
-  - **(2021)** [agrenpoint.com: Azure AD & Microsoft Graph permission scopes, with Azure CLI](https://www.agrenpoint.com/azcli-adscope) [POWERSHELL/CLI CONTENT] 🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A technical guide explaining how to retrieve and assign Microsoft Graph API and Azure AD permission scopes programmatically using the Azure CLI. Understanding scopes and roles is crucial for automated service principal authorization, mitigating over-privileged access risks in CI/CD pipelines. It bridges the gap between manual Entra ID configuration and automated Infrastructure as Code (IaC) governance.
-#### Entra ID Fundamentals
-
-  - **(2023)** [nathannellans.com: App Registrations, Enterprise Apps, and Service Principals 🌟](https://www.nathannellans.com/post/app-registrations-enterprise-apps-and-service-principals) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An architectural deep-dive clarifying the fundamental distinctions and relationships between App Registrations, Enterprise Applications, and Service Principals within Entra ID. It explains how multi-tenant applications project identities across directory boundaries. This conceptual foundation is vital for configuring secure enterprise delegation and delegated vs. application permissions correctly.
-### Infrastructure as Code (4)
-
-#### Advanced Bicep
-
-  - **(2024)** [linkedin.com/pulse: Exporting and importing variables between Bicep files: compileTimeImports | Freek Berson](https://www.linkedin.com/pulse/exporting-importing-variables-between-bicep-files-freek-berson-n0ske) [BICEP CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Outlines the use of `compileTimeImports` to share variables, user-defined types, and functions across disparate Azure Bicep files. This feature significantly enhances modular code reuse and enterprise standardization without relying on runtime outputs.
-#### Azure Bicep
-
-  - **(2022)** [github.com/nnellans/bicep-guide](https://github.com/nnellans/bicep-guide) ⭐ 36  [BICEP CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A structured walkthrough repository outlining best practices, modular structures, and orchestration techniques in Azure Bicep. It acts as a reference for constructing scalable, reusable IaC configurations with built-in parameterization and deployment scopes.
-  - **(2023)** [insight-services-apac.github.io: Getting Started with Bicep](https://blog.insight-services-apac.dev/2023/12/04/getting-started-bicep) [BICEP CONTENT]  [LEGACY] β€” A foundational exploration of Azure Bicep designed to ease the onboarding ramp from legacy ARM templates. Emphasizes cleaner declarative syntax, structural modularization, and native integration with Azure CLI/PowerShell workflows.
-  - **(2022)** [build5nines.com: Get Started with Azure Bicep – Alternative to ARM Templates](https://build5nines.com/get-started-with-azure-bicep) [BICEP CONTENT]  [COMMUNITY-TOOL] β€” Introduces Azure Bicep as Microsoft's strategic evolution beyond JSON-based ARM templates. It contrasts the language's simplified abstraction layer, compilation mechanics, and automatic dependency resolution against traditional enterprise patterns.
-  - **(2021)** [github.com/johnlokerse/azure-bicep-cheat-sheet: Azure Bicep Cheat Sheet](https://github.com/johnlokerse/azure-bicep-cheat-sheet) [BICEP CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive quick-reference guide designed to accelerate Azure Bicep development. It provides syntax mappings, parameter declarations, and deployment command structures to streamline the transition from ARM JSON to domain-specific language architectures.
-#### Azure IPAM
-
-  - **(2025)** [Manage Azure IPAM with Terraform](https://mattias.engineer/blog/2025/azure-ipam-with-terraform) [TERRAFORM CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A comprehensive guide to automating Azure IP Address Management (IPAM) using Terraform. It outlines strategies for programmatic subnet delegation, non-overlapping address space allocation, and enterprise-wide IP tracking to prevent resource collision in complex hub-and-spoke virtual architectures.
-#### Azure Verified Modules
-
-  - **(2024)** [azure.github.io/Azure-Verified-Modules 🌟](https://azure.github.io/Azure-Verified-Modules) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The central documentation portal for Azure Verified Modules (AVM), Microsoft's standardized, validated IaC building blocks. Supports both Bicep and Terraform, guaranteeing reliable, hardened, and highly consistent deployments at enterprise scale.
-  - **(2024)** [youtube: Code To Cloud - Getting Started With: Azure Verified Modules](https://www.youtube.com/watch?v=y1lOKQOapTw) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A video guide on consuming Azure Verified Modules (AVM) inside cloud delivery workflows. Demonstrates discovery, testing, integration, and community compliance practices for modular Bicep architecture blocks.
-#### Enterprise Case Study
-
-  - **(2023)** [microsoft.com: Revolutionizing our ARM template deployment at Microsoft with shift from JSON to BICEP](https://www.microsoft.com/insidetrack/blog/revolutionizing-our-arm-template-deployment-at-microsoft-with-shift-from-json-to-bicep) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive internal case study detailing Microsoft's migration from complex ARM JSON configurations to Azure Bicep. Evaluates lessons learned regarding operational velocity, compilation speed, template maintainability, and enterprise-wide adoption.
-#### IaC Migration
-
-  - **(2021)** [faun.pub: From Terraform to Azure Bicep: What You Need to Know about syntax](https://faun.pub/from-terraform-to-azure-bicep-what-you-need-to-know-bb1c404b7603) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A comparative architectural analysis of HCL (Terraform) and Azure Bicep syntax. It details state management contrasts, native Azure compilation pipelines, and syntax variations to aid infrastructure teams transitioning into native Azure provisioning workflows.
-#### Standardization
-
-  - **(2023)** [techcommunity.microsoft.com: (Part-1) Leverage Bicep: Standard model to Automate Azure IaaS deployment](https://techcommunity.microsoft.com/blog/azureinfrastructureblog/part-1-leverage-bicep-standard-model-to-automate-azure-iaas-deployment/3804348) [BICEP CONTENT]  [COMMUNITY-TOOL] β€” Presents a standardized, enterprise-grade model for automating Azure IaaS deployments using modular Bicep templates. Focuses on architectural separation of concerns, decoupling networking, storage, and compute layers into reusable sub-modules.
-#### Terraform AVM
-
-  - **(2024)** [learn.microsoft.com: Introduction to using Azure Verified Modules for Terraform](https://learn.microsoft.com/en-us/samples/azure-samples/avm-terraform-labs/avm-terraform-labs) [TERRAFORM CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Details the application of Azure Verified Modules specifically optimized for Terraform configurations. Demonstrates how to write scalable HCL blocks backed by Microsoft-maintained definitions, matching enterprise governance standards.
 ### Monitoring and Observability
 
-#### Azure Monitor Logs
-
-  - **(2024)** [**techcommunity.microsoft.com: Azure Monitor Logs Next Evolution: Multi-tier logging**](https://techcommunity.microsoft.com/blog/azureobservabilityblog/azure-monitor-logs-next-evolution-multi-tier-logging/4200871) [KQL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Introduces Azure Monitor's next-generation multi-tier logging capabilities, featuring Analytics, Basic, and Archive tiers. This architectural shift allows enterprises to dramatically lower log ingestion costs by separating real-time alerting data from cold compliance records. This design pattern enables cost-effective, long-term security retention of petabyte-scale telemetry.
-#### Cost Management
-
-  - **(2024)** [**techcommunity.microsoft.com: Azure Orphan Resources Grafana Dashboard**](https://techcommunity.microsoft.com/discussions/azurepartners/azure-orphan-resources-grafana-dashboard/4120303) [KQL CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A guide and repository for implementing a customized Grafana dashboard designed to surface orphaned Azure resources (such as unused disks, IP addresses, and empty network interfaces). This community-supported dashboard helps infrastructure engineers reclaim wasted cloud spend. This demonstrates a practical intersection of monitoring infrastructure and proactive cloud governance.
-#### Log Analytics FinOps
-
-  - **(2024)** [havanrijn.wordpress.com: Don’t let Azure Log Analytics break the bank](https://havanrijn.wordpress.com/2024/04/01/dont-let-azure-log-analytics-break-the-bank) [KQL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A practical, cost-saving guide to reducing bloated Log Analytics ingestion fees. It details queries for identifying high-volume tables, configuring data collection rules (DCRs) to filter noisy events, and setting daily ingestion caps. Essential guidance for engineering teams seeking to optimize cloud spending while maintaining adequate observability indicators.
 #### Multi-Tenant Observability
 
   - **(2024)** [**techcommunity.microsoft.com: How To Monitor Your Multi-Tenant Solution on Azure With Azure Monitor**](https://techcommunity.microsoft.com/blog/azureobservabilityblog/how-to-monitor-your-multi-tenant-solution-on-azure-with-azure-monitor/4042140) [KQL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A detailed architectural analysis on isolating and correlating performance metrics and logs in a multi-tenant SaaS application on Azure. It highlights techniques like resource tagging, contextual workspace routing, and building tenant-specific dashboards via Azure Workbook and KQL. Perfect for engineering leads building robust performance isolation and billing models for SaaS workloads.
-### Network Architecture
-
-#### Network-as-Code
-
-  - **(2023)** [blog.cloudtrooper.net: Deploy (Azure) Network-as-Code as a champ](https://blog.cloudtrooper.net/2023/06/08/deploy-azure-network-as-code-as-a-champ) [BICEP CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Evaluates production architectures for deploying Network-as-Code (NaC) in Azure using modular frameworks. Discusses the trade-offs of handling complex Hub-Spoke topologies, routing tables, and security boundaries programmatically rather than imperatively.
 ### Networking and Edge Routing
 
 #### App Service Networking
@@ -1178,17 +286,6 @@
 #### Load Balancing Options
 
   - **(2024)** [acethecloud.com: Which is better Azure App Gateway or Nginx configured on Azure VMs](https://acethecloud.com/blog/azure-application-gateway-and-nginx-on-vm) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A detailed comparison between leveraging a fully managed service (Azure Application Gateway) and hosting customized Nginx reverse proxies on virtual machines. It weighs factors such as administrative overhead, feature sets, security compliance, auto-scaling capabilities, and overall total cost of ownership (TCO). This serves as a vital tool for technical leads choosing a production-grade ingress layer.
-### Security and Compliance (3)
-
-#### Active Directory Hacking
-
-  - **(2022)** [zer1t0.gitlab.io: Attacking Active Directory: 0 to 0.9 🌟](https://zer1t0.gitlab.io/posts/attacking_ad) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A security-focused analysis detailing vector analysis and enumeration techniques against on-premises Active Directory environments. It traces step-by-step methodologies from initial reconnaissance to privilege escalation, focusing on vulnerabilities like Kerberoasting and AS-REP roasting. Security teams can leverage these offensive tactics to construct robust, defensive threat-detection models.
-#### Certificate Authentication
-
-  - **(2022)** [vcloud-lab.com: Get started and configure certificate-based authentication in Azure](https://vcloud-lab.com/entries/microsoft-azure/get-started-and-configure-with-certificate-based-authentication-in-azure) [POWERSHELL/CLI CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Step-by-step documentation for configuring certificate-based authentication for service principals within Microsoft Azure. It details the process of generating self-signed certificates, importing them into App Registrations, and validating connections via Azure CLI or PowerShell. This approach is highly recommended for secure, non-interactive pipeline authentications, bypassing vulnerable password credentials.
-#### PowerShell Security
-
-  - **(2023)** [deepinstinct.com: What makes powershell a challenge for cybersecurity solutions? 🌟](https://www.deepinstinct.com/blog/what-makes-powershell-a-challenge-for-cybersecurity-solutions) [POWERSHELL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An analysis explaining why PowerShell poses unique challenges to traditional Endpoint Detection and Response (EDR) agents. It details memory-only script execution techniques (fileless malware), obfuscation, and bypass patterns that avoid disk auditing. This highlights the absolute necessity of enabling PowerShell Transcription logging and Constrained Language Mode in production.
 ### Serverless Containers
 
 #### Azure Container Apps
@@ -1213,9 +310,6 @@
 
   - **(2021)** [thomasmaurer.ch: Run cloud-native apps on Azure PaaS anywhere](https://www.thomasmaurer.ch/2021/06/run-cloud-native-apps-on-azure-paas-anywhere) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Exploring the deployment of Azure PaaS servicesβ€”such as App Service, Functions, and Logic Appsβ€”directly onto Azure Arc-enabled Kubernetes clusters. It showcases how enterprise teams can run standard cloud-managed offerings in on-premises data centers or other public clouds. This strategy combines public cloud developer experience with strict on-premises data sovereignty requirements.
   - **(2021)** [youtube: How to run an App Service Web App on Azure Arc-enabled Kubernetes - Part 2 | Azure Tips and Tricks](https://www.youtube.com/watch?v=53-Y_aI0KpE&ab_channel=MicrosoftAzure) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A practical video guide demonstrating the deployment and operation of Azure App Service workloads on custom Kubernetes clusters via Azure Arc. It walks through the resource provisioning pipeline, exposing the application endpoint, and validating state replication. This visual guide is optimal for platform engineers bridging traditional PaaS applications with cloud-native Kubernetes infrastructure.
-#### Arc-enabled Servers Security
-
-  - **(2022)** [seifbassem.com: SSH into your Azure Arc-enabled servers from anywhere](https://blog.seifbassem.com/blogs/posts/azure-arc-ssh) [SHELL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” An engineering guide demonstrating how to establish secure, passwordless SSH tunnels into Azure Arc-enabled servers without public IP addresses. It leverages Azure Arc's built-in relay capability and Entra ID authentication to enforce strict role-based access control (RBAC). This paradigm provides a zero-trust alternative to bastion hosts or VPN connections for remote host management.
 #### Azure Arc Architecture
 
   - **(2025)** [**architecture diagrams and slides**](https://github.com/microsoft/azure_arc) ⭐ 806  [MARKDOWN/IMAGES CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Official architectural blueprints and presentation slides detailing the inner workings of Azure Arc control planes and resource providers. This repository visually demonstrates how Arc bridges the control plane to edge environments and external cloud providers. It is an indispensable asset for enterprise architects designing unified management policies and hybrid cluster deployments.
@@ -1237,31 +331,11 @@
   - **(2025)** [**Application Gateway for Containers: Istio Integration**](https://blog.cloudtrooper.net/2025/11/21/application-gateway-for-containers-istio-integration) [GO / YAML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An advanced architectural post demonstrating how Azure Application Gateway for Containers (AGC) integrates with Istio Service Mesh via Kubernetes Gateway API. It details how edge traffic routing seamlessly hands off to internal mesh proxy sidecars while preserving end-to-end mTLS and header-based routing. This integration is critical for high-security microservices topologies demanding zero-trust communication.
 ## Cloud Native Platforms
 
-### Azure (1)
+### Azure
 
-#### Dedicated Documentation
-
-  - **(2026)** [Azure Docs](https://learn.microsoft.com/en-us/azure) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Dedicated documentation library covering all Microsoft Azure services, including SDKs, CLI templates, ARM references, and architectural designs.
-#### Education (1)
-
-  - **(2026)** [azurecharts.com/learning: Azure Learning Explorer](https://azurecharts.com/learning) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” An interactive educational roadmap generator integrated inside Azure Charts. Guides cloud engineers through certifications and specific infrastructure tracks.
 #### High Availability Architectures
 
   - **(2026)** [==github.com/azure/mission-critical-online: Welcome to Azure Mission-Critical' Online Reference Implementation==](https://github.com/azure/mission-critical-online) ⭐ 401  [BICEP CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An industry-grade reference template demonstrating design strategies for mission-critical cloud applications on Azure. Implements active-active patterns, automated failover, and zero-downtime updates.
-#### Portal Core
-
-  - **(2026)** [Microsoft Azure](https://azure.microsoft.com/en-us) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The master platform portal link for Microsoft Azure services. Used by enterprise architects to model global computing resources, secure network rings, and Kubernetes nodes.
-#### Visualization and Insights
-
-  - **(2026)** [azurecharts.com: Azure Charts](https://azurecharts.com) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” An interactive, visual tracking tool detailing Azure services. Dynamically graphs compliance updates, service availability maps, and feature changes in real-time.
-### Cloud Documentation
-
-#### Community and Learning
-
-  - **(2026)** [techcommunity.microsoft.com: Microsoft Learn - Learning Rooms Directory](https://techcommunity.microsoft.com/?product=All) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Microsoft's centralized interactive learning room community directory. Facilitates global peer-to-peer technical guidance and deep system architectural support.
-#### Core Reference
-
-  - **(2026)** [Microsoft Docs](https://learn.microsoft.com/en-us) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Comprehensive training and API library directory for Microsoft's cloud catalog, supporting deep software development, compliance auditing, and automation setups.
 ## Cloud Platform
 
 ### Architecture Patterns
@@ -1269,134 +343,11 @@
 #### Cloud-Native
 
   - **(2022)** [==github.com/PacktPublishing/The-Azure-Cloud-Native-Architecture-Mapbook==](https://github.com/PacktPublishing/The-Azure-Cloud-Native-Architecture-Mapbook) ⭐ 344  [NONE CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Architectural repository covering modern cloud design topologies, zero-trust cloud network security, infrastructure redundancy, microservice distribution, and cost models mapping.
-### Automation
-
-#### PowerShell Scripts
-
-  - **(2024)** [==github.com/ElanShudnow/AzureCode==](https://github.com/ElanShudnow/AzureCode) ⭐ 80  [POWERSHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Consolidated script library for administrative management of Azure infrastructures. Includes configuration patterns for hybrid Active Directory networks, cloud storage profiles, and identity lifecycle events.
-#### User Provisioning
-
-  - **(2023)** [github.com/BrianCollet/onboard-automator](https://github.com/BrianCollet/onboard-automator) ⭐ 11  [POWERSHELL CONTENT]  [COMMUNITY-TOOL] β€” Automated pipeline logic designed to simplify employee lifecycle events, managing identity provisioning, security group access control, and user workspaces across Entra ID environments.
-### Governance (2)
-
-#### Azure Naming Tool
-
-  - **(2025)** [==github.com/mspnp/AzureNamingTool - Azure Naming Tool 🌟==](https://github.com/mspnp/AzureNamingTool) ⭐ 581  [C# CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Patterns & Practices software engine providing an integrated UI and programmatic API endpoints to enforce consistent, governance-compliant resource naming structures across all Azure cloud components.
-#### FinOps
-
-  - **(2026)** [==github.com/microsoft/finops-toolkit==](https://github.com/microsoft/finops-toolkit) ⭐ 565  [POWERSHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official Microsoft FinOps toolkit. Orchestrates Azure cost management reports, optimizes compute reservations models, standardizes amortization datasets, and formats Power BI pricing governance metrics.
-#### Reliability
-
-  - **(2023)** [github.com/mustafakaya/Azure-Reliability-Checker-Tool](https://github.com/mustafakaya/Azure-Reliability-Checker-Tool) [POWERSHELL CONTENT]  [COMMUNITY-TOOL] β€” Diagnostic engine analyzing Azure configurations against Well-Architected Framework reliability pillars. Warns of single points of failure, missing geo-replication rules, and availability zone oversights.
-#### Security Auditing
-
-  - **(2024)** [==github.com/JulianHayward/AzADServicePrincipalInsights==](https://github.com/JulianHayward/AzADServicePrincipalInsights) ⭐ 251  [POWERSHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Automated reporting utility designed to audit Entra ID (Azure AD) Service Principals, highlighting over-permissioned applications, API vulnerabilities, and expiring credential/certificate payloads.
-### Infrastructure as Code (5)
-
-#### Azure Resource Manager
-
-  - **(2026)** [Azure Quickstart Templates 🌟](https://learn.microsoft.com/en-us/samples/browse/?expanded=azure&products=azure-resource-manager) [JSON CONTENT]  [COMMUNITY-TOOL] β€” Consolidated schema collection of Azure Resource Manager (ARM) quickstart templates. Facilitates reproducible provisioning blueprints covering virtual networks, security configurations, compute engines, and databases.
 ### Microsoft Azure (1)
 
-#### Education (2)
-
-  - **(2023)** [dev.to/javinpaul: 7 Free Courses to Learn Microsoft Azure Cloud Platform](https://dev.to/javinpaul/7-free-courses-to-learn-microsoft-azure-cloud-platform-bg4) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A educational review showcasing free training tracks for Azure core technologies. Provides resources for mastering identity infrastructure, storage provisioning, cloud networking, and security configurations.
 #### Sample Architecture
 
   - **(2026)** [github.com/Azure-Samples 🌟](https://github.com/Azure-Samples) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Central directory of Azure engineering samples. Provides production-ready templates, deployment scripts, and reference implementations spanning Serverless, Azure Kubernetes Service, container orchestration, and multi-tenant systems.
-#### Windows Containers
-
-  - **(2020)** [thomasmaurer.ch: How to Install a Windows Server Container Host](https://www.thomasmaurer.ch/2020/06/how-to-install-a-windows-server-container-host) [POWERSHELL CONTENT]  [LEGACY] β€” Walkthrough details the configuration steps required to install a Windows Server Container Host. Outlines command-line options for Docker EE installation, virtual network switch provisioning, and base container image configuration, supporting legacy application modernization.
-### SaaS Administration
-
-#### Office 365
-
-  - **(2025)** [o365reports.com: Office 365 Reports](https://o365reports.com) [POWERSHELL CONTENT]  [COMMUNITY-TOOL] β€” Reference hub providing automated PowerShell tracking scripts, compliance reports, security checklists, and auditing dashboards designed for Microsoft 365 and Office 365 cloud environment operations.
-## Cloud Platform Management
-
-### Azure Storage
-
-#### Azure CLI
-
-##### Blob Diagnostic
-
-  - **(2023)** [build5nines.com: Azure CLI: Check if Blob Exists in Azure Storage](https://build5nines.com/azure-cli-check-if-blob-exists-in-azure-storage) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Provides CLI commands to verify file existence inside active cloud storage containers before triggering build scripts.
-### Governance (3)
-
-#### Resource Tagging
-
-##### Cost Controls
-
-  - **(2023)** [build5nines.com: Azure Resource Tags: Important Organization Strategies and Tips 🌟](https://build5nines.com/azure-resource-tags-important-organization-strategies-and-tips) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Details architectural considerations for building, implementing, and enforcing tag naming schemas, securing financial accountability within corporate subscriptions.
-### Microsoft Azure (2)
-
-#### Authentication
-
-##### Azure Contexts
-
-  - **(2021)** [youtube: Azure PowerShell account management with Azure contexts | A Cloud Guru 🌟](https://www.youtube.com/watch?v=PjiJsllKZrI&ab_channel=ACloudGuru) [POWERSHELL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Explains the programmatic manipulation of Azure profile environments using PowerShell contexts. Details how to store, alter, and securely swap targeted tenant configurations in production automation pipelines.
-##### CLI Enhancements
-
-  - **(2024)** [techcommunity.microsoft.com: Announcing a new login experience with Azure PowerShell and Azure CLI](https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-a-new-login-experience-with-azure-powershell-and-azure-cli/4109357) [POWERSHELL CONTENT]  [COMMUNITY-TOOL] β€” Introduces architectural improvements to CLI/SDK authentication processes using standard system web account interfaces, ensuring integration with Enterprise Entra ID controls.
-#### Azure Automation
-
-##### Runbooks
-
-  - **(2023)** [hlokensgard.no: Get started with PowerShell 7.2 in Azure Automation Account](https://hlokensgard.no/2023/12/05/get-started-with-powershell-7-2-in-azure-automation-account) [POWERSHELL CONTENT]  [COMMUNITY-TOOL] β€” Details onboarding patterns and dependency setup routines to deploy PowerShell 7.2 Core runs in native serverless Azure Automation execution engines with Managed Identity support.
-#### Azure CLI (1)
-
-##### JMESPath Querying
-
-  - **(2022)** [argonsys.com: How to query Azure resources using the Azure CLI](https://argonsys.com/microsoft-cloud/library/how-to-query-azure-resources-using-the-azure-cli) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Shows how to build and execute JMESPath expressions within standard Azure CLI inputs, enabling programmatic array sorting and resource discovery.
-#### Azure Storage (1)
-
-##### Cost Optimization (1)
-
-  - **(2022)** [techcommunity.microsoft.com: Azure Storage Blob Count & Capacity usage Calculator](https://techcommunity.microsoft.com/blog/azurepaasblog/azure-storage-blob-count--capacity-usage-calculator/3516855) [POWERSHELL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Presents dynamic automation options to calculate blob count and physical storage requirements across premium Azure Storage containers, facilitating cost modeling operations.
-#### Inventory Auditing
-
-##### Azure Resource Inventory
-
-  - **(2024)** [==github.com/microsoft/ARI: Azure Resource Inventory 🌟🌟🌟==](https://github.com/microsoft/ARI) ⭐ 1644  [POWERSHELL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An open-source analysis engine from Microsoft that sweeps target cloud subscriptions to render Excel inventories of deployed cloud components.
-#### Tooling
-
-##### Azure PowerShell SDK
-
-  - **(2021)** [acloudguru.com: The Beginner’s Guide to Azure PowerShell: One Shell to Rule Them All](https://www.pluralsight.com/resources/blog/cloud/one-shell-to-rule-them-all-5-reasons-to-use-powershell-for-cloud-management) [POWERSHELL CONTENT]  [COMMUNITY-TOOL] β€” Covers primary setup patterns of the Az module suite on cross-platform systems. Provides practical reasoning for choosing programmatic Azure CLI/SDK orchestration options over standard portal actions.
-##### Tips and Tricks
-
-  - **(2024)** [techcommunity.microsoft.com: Azure PowerShell Tips and Tricks](https://techcommunity.microsoft.com/blog/coreinfrastructureandsecurityblog/azure-powershell-tips-and-tricks/4066848) [POWERSHELL CONTENT]  [COMMUNITY-TOOL] β€” Curates efficiency frameworks and parameter operations within the Az module suite. Includes dynamic batch filtering, output conversion scripts, and cloud configuration optimizations.
-### Microsoft Cloud
-
-#### Corporate Blog
-
-##### Architecture Resource
-
-  - **(2024)** [shudnow.io](https://www.shudnow.io) [NONE CONTENT]  [COMMUNITY-TOOL] β€” An enterprise operations blog providing guides on AD migrations, network routing structures, and automation architectures.
-### Secret Management
-
-#### Azure Key Vault
-
-##### Infrastructure Automation
-
-  - **(2021)** [dotnet-helpers.com: Azure KeyVault Set and Retrieve Secrets using Powershell 🌟](https://dotnet-helpers.com/powershell/azure-keyvault-set-and-retrieve-secrets) [POWERSHELL CONTENT]  [COMMUNITY-TOOL] β€” Demonstrates standard CRUD API routines for setting, changing, and pulling protected application settings from active Azure KeyVault services using current Microsoft Az commands.
-##### Infrastructure as Code (6)
-
-  - **(2023)** [techcommunity.microsoft.com: Announcing template-based previews of Azure CLI and Azure PowerShell for Key Vault deployments](https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-template-based-previews-of-azure-cli-and-azure-powershell-for-key-vau/3933802) [POWERSHELL CONTENT]  [COMMUNITY-TOOL] β€” Product update presenting template-backed deployment techniques in Azure CLI/PowerShell, streamlining Key Vault configuration procedures.
-### Virtual Machines
-
-#### Azure VM Agent
-
-##### Script Orchestration
-
-  - **(2023)** [docs.microsoft.com: Run scripts in your Linux VM by using action Run Commands](https://learn.microsoft.com/en-us/azure/virtual-machines/linux/run-command) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Architectural guidelines detailing agent-driven script orchestration inside Linux workloads using native Azure Run command capabilities.
-## Cloud Security
-
-### DevSecOps
-
-#### IaC Scanning
-
-  - **(2024)** [learn.microsoft.com: Discover misconfigurations in Infrastructure as Code (IaC)](https://learn.microsoft.com/en-us/azure/defender-for-cloud/iac-vulnerabilities) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” An authoritative guide on detecting security vulnerabilities and architectural drifts in ARM, Terraform, and Bicep configurations within Defender for Cloud. Focuses on shift-left security implementation within CI/CD pipelines to block insecure resources prior to deployment.
 ## Community
 
 ### Blogs
@@ -1404,351 +355,55 @@
 #### .NET Development
 
   - **(2024)** [dotnetcurry.com](https://www.dotnetcurry.com) [NONE CONTENT]  [COMMUNITY-TOOL] β€” An educational resource offering deep dives into .NET enterprise application architectures, modern C# programming paradigms, and Azure integration. The platform supports developers migrating desktop architectures to modern, serverless, and container-based environments.
-#### Azure Infrastructure
-
-  - **(2026)** [thomasthornton.cloud: Thomas Thornton](https://thomasthornton.cloud) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A highly respected cloud architecture blog focused on Azure Infrastructure as Code, CI/CD pipelines, and landing zone implementations. Technical guides cover real-world troubleshooting scenarios for Terraform, Bicep, and Azure DevOps integration.
-  - **(2026)** [thomasmaurer.ch](https://www.thomasmaurer.ch) [NONE CONTENT]  [COMMUNITY-TOOL] β€” The personal technical site of Thomas Maurer, providing deep insights into hybrid cloud strategies, Azure Arc, governance models, and official certification preparation. The content features highly practical blueprints designed to bridge on-premises computing environments with modern Azure infrastructure.
-#### CLI and Automation
-
-  - **(2026)** [CommandLine Ninja](https://commandline.ninja) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A technical blog dedicated to command-line engineering, shell scripting, and infrastructure automation across Windows and Linux environments. Provides engineers with targeted code snippets, pipeline enhancements, and automation scripts to optimize daily multi-cloud environments.
 #### Cloud-Native Architecture
 
   - **(2025)** [azurebrains.com: Azurebrains](https://blog.azurebrains.com) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A technical blog and community resource highlighting cloud-native application patterns, Kubernetes orchestration, and serverless compute frameworks. Offers targeted code reviews and reference architectures to simplify distributed cloud integrations.
-#### SysOps and Azure
-
-  - **(2025)** [rutlandblog.com](https://rutlandblog.com) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A focused engineering blog hosting technical walkthroughs and troubleshooting guides for cloud operations, networking, and virtualization in Azure. Content delivers real-world configuration debugging and sysadmin strategies.
-### Portals
-
-#### Tech Community
-
-  - **(2026)** [techcommunity.microsoft.com](https://techcommunity.microsoft.com) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Microsoft's official technical hub where engineers, product groups, and IT professionals share implementation guides, product updates, and architecture insights. An invaluable resource for tracking ongoing engineering conversations and discovering unofficial integration solutions.
-## Compute
-
-### Image Management
-
-#### Azure Image Builder
-
-  - **(2023)** [youtube: Azure DevOps Pipeline and Image Builder](https://www.youtube.com/watch?v=zL0eLEl2BxI&ab_channel=TravisRoberts) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Step-by-step video tutorial demonstrating integration setups between Azure VM Image Builder and Azure DevOps release flows. Accelerates golden-image deployment strategies across distributed microservice virtual machines.
 ## Compute and Containers
 
-### Architecture Design (1)
-
-#### Decision Matrices
-
-  - **(2023)** [learn.microsoft.com: Choose an Azure compute service 🌟🌟](https://learn.microsoft.com/en-us/azure/architecture/guide/technology-choices/compute-decision-tree) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Canonical Microsoft decision-tree architecture for selecting compute models. Systematically evaluates parameters like container orchestration requirements, VM control limits, serverless scale-to-zero capabilities, and hybrid infrastructure integrations to guide architects toward Virtual Machines, AKS, App Services, or Container Apps.
 ### Kubernetes
 
 #### AKS Engine
 
   - **(2021)** [thenewstack.io: Azure Kubernetes Service Replaces Docker with containerd](https://thenewstack.io/azure-kubernetes-service-replaces-docker-with-containerd) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Technical deep dive into the deprecation of Docker-shim in Azure Kubernetes Service (AKS) in favor of the containerd container runtime. This architectural shift eliminates runtime abstraction layers, drastically reducing node CPU and memory footprint overhead. Real-world implementation details confirm improved container launch latencies and optimal alignment with CNCF runtime specifications.
-### Virtual Machines (1)
-
-#### SKU Discovery
-
-  - **(2021)** [thomasmaurer.ch: How to check the available VM Sizes (SKUs) by Azure Region](https://www.thomasmaurer.ch/2021/02/how-to-check-the-available-vm-sizes-skus-by-azure-region)  [COMMUNITY-TOOL] [GUIDE] β€” A developer-focused guide on programmatically querying available Azure Virtual Machine SKUs and family sizes across regional data centers. Demonstrates how to leverage Azure CLI and PowerShell parameters to filter regional physical constraints, avoiding common deployment-time out-of-stock errors inside IaC pipelines.
-#### VMSS
-
-  - **(2021)** [blog.sixeyed.com: You can't always have Kubernetes: running containers in Azure VM Scale Sets](https://blog.sixeyed.com/you-cant-always-have-kubernetes-running-containers-in-azure-vm-scale-sets)  [COMMUNITY-TOOL] β€” An architectural exploration of container orchestration using Virtual Machine Scale Sets (VMSS) as a high-density, low-complexity alternative to Kubernetes. This methodology leverages native cloud init scripts and container runtimes embedded within custom base images. Ideal for scenarios demanding high performance and cost efficiency without the operational overhead of an AKS control plane.
-#### Windows Server
-
-  - **(2021)** [teacdmin.net: How To Enable Multiple RDP Sessions on Windows Server](https://tecadmin.net/how-to-enable-multiple-rdp-sessions-on-windows-server)  [COMMUNITY-TOOL] [GUIDE] β€” System engineering guide detailing how to bypass the standard session limit constraints on Windows Server platforms by configuring Remote Desktop Services (RDS) policies. Explains licensing requirements, group policy objects (GPO), and host configurations to enable multi-user concurrent administrative operations within infrastructure-as-a-service (IaaS) instances.
 ## Container Orchestration (3)
 
-### AKS Labs
-
-#### Hands-on Learning
-
-  - **(2026)** [AKS Labs - Introduction](https://azure-samples.github.io/aks-labs/docs/intro) [MARKDOWN CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Hands-on, engineer-designed technical playground for AKS configurations. Deep dives into Advanced CNI options, Cilium-driven security schemas, network boundaries, and workload identity bindings.
-### Azure Kubernetes Service
-
-#### AKS Fleet Manager (1)
-
-  - **(2025)** [Limitless Kubernetes Scaling for AI and Data-intensive Workloads: The AKS Fleet Strategy](https://blog.aks.azure.com/2025/04/02/Scaling-Kubernetes-for-AI-and-Data-intensive-Workloads) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Focuses on utilizing Azure Kubernetes Service (AKS) Fleet Manager to coordinate multi-cluster scaling for modern AI and data-heavy services. It details multi-cluster updates, global load balancing, and orchestration patterns that bypass single-cluster scaling bottlenecks, supporting highly distributed deep learning and large-scale analytical runtimes.
 ### Operating Systems
 
 #### Azure Linux
 
   - **(2023)** [theregister.com: Microsoft has made Azure Linux generally available. Repeat, Azure Linux](https://www.theregister.com/software/2023/05/26/microsofts-azure-linux-distro-is-now-generally-available/568359) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Focuses on the GA release of Azure Linux, Microsoft's proprietary container host OS designed for AKS (CBL-Mariner). Optimized for minimal resource usage, fast boot times, and hardened security profiles. Azure Linux provides platform architects with a highly resilient host platform for secure Kubernetes worker nodes.
-## Data and Storage
+## DevOps
 
-### Data Analytics
+### CI-CD Pipelines (1)
 
-#### Data Lake
+#### Build Templates
 
-  - **(2021)** [k21academy.com: Azure Data Lake Overview For Beginners](https://k21academy.com/azure-data/azure-data-lake)  [COMMUNITY-TOOL] β€” Comprehensive primer on Azure Data Lake Storage (ADLS) Gen2. Outlines the architectural mechanics of its hierarchical namespace, POSIX-compliant Access Control Lists (ACLs), and deep native integration with compute engines such as Azure Databricks and Synapse. Essential reading for architects designing modern, scalable data platforms.
-#### Fabric Architecture
-
-  - **(2024)** [techcommunity.microsoft.com: Microsoft Fabric - Multi-Tenant Architecture](https://techcommunity.microsoft.com/blog/fasttrackforazureblog/microsoft-fabric---multi-tenant-architecture/4119429) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Architectural breakdown of multi-tenant deployment strategies within Microsoft Fabric. Evaluates security boundaries, multi-workspace segregation, cross-tenant data sharing constraints, and tenant-level resource isolation patterns necessary for managed SaaS structures.
-#### Kusto Query Language
-
-  - **(2024)** [blog.siliconvalve.com: Analysing git commit history using Azure Data Explorer](https://blog.siliconvalve.com/posts/2024/02/06/analysing-git-commit-history-using-azure-data-explorer) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Engineering showcase demonstrating how to ingest Git commit histories into Azure Data Explorer (ADX). Focuses on leveraging Kusto Query Language (KQL) to analyze code repository metrics, developer velocity patterns, and branch merge lifecycles, proving ADX’s high-throughput telemetry capabilities for unorthodox log structures.
-#### Real-Time Streaming
-
-  - **(2024)** [techcommunity.microsoft.com: Leveraging Azure Event Hub, Microsoft Fabric, and Power BI for Real-Time Data Analytics](https://techcommunity.microsoft.com/blog/educatordeveloperblog/leveraging-azure-event-hub-microsoft-fabric-and-power-bi-for-real-time-data-anal/4028701)  [COMMUNITY-TOOL] [GUIDE] β€” Architecture blueprint demonstrating ingestion of high-velocity streaming data via Azure Event Hubs into Microsoft Fabric. Explains how to leverage OneLake architecture and real-time analytical tools to visualize data telemetry in Power BI with minimal ETL layer overhead. Essential for modern, real-time analytics dashboards.
-### Relational Databases
-
-#### Cloud Comparison
-
-  - **(2021)** [c-sharpcorner.com: Comparing AWS SQL Server With Azure SQL Database](https://www.c-sharpcorner.com/article/comparing-aws-sql-server-with-azure-sql-database)  [COMMUNITY-TOOL] β€” Comparative evaluation of AWS RDS SQL Server and Azure SQL Database PaaS models. Investigates differences in physical storage architecture, recovery point objectives (RPO), recovery time objectives (RTO), and integrated security paradigms. Explains how Azure’s native elastic pools and hyperscale tiers optimize relational database cost efficiency.
-#### Managed Instance
-
-  - **(2024)** [techcommunity.microsoft.com: Azure SQL Managed Instance pools: new features](https://techcommunity.microsoft.com/blog/azuresqlblog/azure-sql-managed-instance-pools-new-features/4044688) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Analyzes the latest performance and architecture updates to Azure SQL Managed Instance pools. Examines how instance pool environments accelerate database provisioning times, support multi-database consolidation, and optimize compute allocation. Key for migrating massive SQL server footprints to unified managed platforms.
-### Storage Accounts
-
-#### Blob Storage
-
-  - **(2024)** [build5nines.com: Read and Write Azure Blob Storage with Javascript](https://build5nines.com/read-and-write-azure-blob-storage-with-javascript)  [COMMUNITY-TOOL] [GUIDE] β€” Developer guide for building read-write pipelines targeting Azure Blob Storage using the Node.js SDK. Covers authentication protocols via Microsoft Entra ID integration (using `@azure/identity`) and SAS tokenization, detailing secure file uploads and downloads.
-  - **(2021)** [returngis.net: ReplicaciΓ³n de blobs entre dos cuentas de Azure Storage en dos tenants diferentes](https://www.returngis.net/2021/06/replicacion-de-blobs-entre-dos-cuentas-de-azure-storage-en-dos-tenants-diferentes) [SPANISH CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Spanish-language technical walkthrough for configuring automated cross-tenant object replication within Azure Blob Storage. Evaluates authorization mechanisms using SAS tokens and system-assigned managed identities across disparate Microsoft Entra ID tenants. Critical for establishing secure data synchronization pipelines in joint ventures or multi-org environments.
-## Data Engineering
-
-### Data Orchestration
-
-#### ADF IaC Integration
-
-  - **(2024)** [techcommunity.microsoft.com: Azure Data Factory: How to split a file into multiple output files with Bicep](https://techcommunity.microsoft.com/blog/azuredevcommunityblog/azure-data-factory-how-to-split-a-file-into-multiple-output-files-with-bicep/4039825) [BICEP CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Technical implementation tutorial detailing how to deploy Azure Data Factory pipelines configured to partition large CSV files via modular Bicep templates. Implements clean parameter mapping and functional abstraction within deployment templates.
-#### ETL Tooling
-
-  - **(2022)** [mssqltips.com: Choosing Between SQL Server Integration Services and Azure Data Factory](https://www.mssqltips.com/sqlservertip/7094/azure-data-factory-vs-ssis-similarities-differences) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Comparative analysis outlining structural trade-offs between on-premises SQL Server Integration Services (SSIS) and cloud-native Azure Data Factory (ADF). Evaluates scaling metrics, deployment methods, and connectivity requirements.
-### Database DevOps
-
-#### Azure Synapse Analytics
-
-##### SQL Pools
-
-  - **(2022)** [**techcommunity.microsoft.com: CICD in Synapse SQL: How to deliver your database objects across multiple environments**](https://techcommunity.microsoft.com/blog/azuresynapseanalyticsblog/cicd-in-synapse-sql-how-to-deliver-your-database-objects-across-multiple-environ/3267507) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” Explores CI/CD pipelines for Synapse SQL databases, focusing on deploying schema artifacts across multiple lifecycle environments. While curator insights highlight workspace deployment tasks, 2026 engineering reality indicates a broader shift toward Microsoft Fabric, requiring engineers to design flexible pipelines capable of deploying to both legacy Synapse workspaces and modern Lakehouses.
-#### Data Ops Best Practices
-
-  - **(2023)** [github.com/datakickstart](https://github.com/datakickstart) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A curated suite of shell scripts and configuration templates designed to bootstrap and automate cloud data platforms. 2026 architectural baselines reference these configurations to establish robust DataOps workflows, incorporating automated schema validation, ingestion tests, and performance monitoring.
-#### Data Platform Automation
-
-##### Database Deployments
-
-  - **(2021)** [kevinrchant.com: Increase in demand for Data Platform automation](https://www.kevinrchant.com/2021/09/16/increase-in-demand-for-data-platform-automation) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Explores the rising demand for automated migrations of enterprise data platforms using customizable Azure DevOps templates. Curator insights focus on simplifying database schema deployments, whereas 2026 engineering truths show that YAML templates must now integrate with advanced schema migration engines (like Flyway or liquibase) and Fabric-native deployment APIs to remain scalable.
-#### Databricks CI-CD
-
-##### Databricks Asset Bundles
-
-  - **(2024)** [**youtube: Databricks CI/CD: Azure DevOps Pipeline + DABs**](https://www.youtube.com/watch?v=SZM49lGovTg) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Demonstrates how to build CI/CD pipelines for Databricks using Databricks Asset Bundles (DABs) and Azure DevOps. In 2026, DABs have become the standard tool for managing lakehouse projects. They allow developers to define, test, and release data pipelines as structured code, replacing complex custom APIs.
-## DevOps (1)
-
-### CI-CD Pipelines (2)
-
-#### Azure Pipelines
-
-  - **(2025)** [==microsoft/azure-pipelines-yaml: Azure Pipelines YAML 🌟==](https://github.com/microsoft/azure-pipelines-yaml) ⭐ 1287  [YAML CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The authoritative schema repository and reference collection for declarative Azure Pipelines. Enables structural version-controlled pipeline configuration, complex dependencies routing, and native agent integration.
-  - **(2023)** [==Azure-Samples/azure-pipelines-variable-templates==](https://github.com/Azure-Samples/azure-pipelines-variable-templates) ⭐ 38  [YAML CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A foundational template architecture for Azure DevOps Pipelines. Standardizes the sharing, ingestion, and management of environment variables across distinct build, test, and release environments to dry up pipeline manifests.
-  - **(2022)** [Azure-Samples/azure-pipelines-remote-tasks](https://github.com/Azure-Samples/azure-pipelines-remote-tasks) ⭐ 3  [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Demonstration framework and reusable templates for executing decentralized Azure Pipeline tasks against remote execution nodes, secure network environments, and custom virtualization fabrics.
-#### Platform Integration
-
-  - **(2026)** [github.com/azure-devops](https://github.com/azure-devops) [NONE CONTENT]  [COMMUNITY-TOOL] β€” The main developer repository portal for Azure DevOps, cataloging extensions, migration tooling, and programmatic APIs required to integrate enterprise workflows with git-based operations.
-### Package Management
-
-#### Windows
-
-  - **(2026)** [Scoop: A command-line installer for windows](https://scoop.sh) [POWERSHELL CONTENT]  [COMMUNITY-TOOL] β€” Command-line installation manager designed to bypass standard Windows GUI installers. Installs packages silently, dependencies automatically, and builds structured environment variable paths seamlessly.
-## DevSecOps and Platform Engineering
-
-### CICD and Mobile DevOps
-
-#### Android Pipelines
-
-  - **(2022)** [itnext.io: How to setup CI CD pipelines for Android with Azure DevOps](https://itnext.io/how-to-setup-ci-cd-pipelines-for-android-with-azure-devops-2a4ded0de0e7) [YAML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive walkthrough for building, signing, and deploying native Android applications using YAML-based Azure Pipelines. It covers setting up build agents, managing keystores, configuring SDK dependencies, and triggering continuous deployment runs. This acts as a standard pattern for unifying enterprise mobile builds within existing Azure DevOps workflows.
-#### App Center Distribution
-
-  - **(2022)** [sahansera.dev: Publishing Android Apps to Microsoft App Center from Azure DevOps](https://sahansera.dev/publishing-android-apps-to-microsoft-appcenter) [YAML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A step-by-step tutorial detailing automated distribution pipelines that deliver compiled Android binaries from Azure DevOps directly to Microsoft App Center. It covers credential management, distribution group target setup, and automated release testing. Live Grounding: Since App Center was retired in early 2025, modern engineers use Google Play Console tasks or alternative testing platforms as destination endpoints.
-#### App Signing
-
-  - **(2021)** [youtube: Signing & Versioning iOS & Android Apps | DevOps for Mobile](https://www.youtube.com/watch?v=s1grtSSIRVA&ab_channel=dotNET) [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A visual, step-by-step breakdown of managing security certificates, provisioning profiles, and build version increments for iOS and Android build pipelines. It reviews techniques to inject secure credentials dynamically, ensuring signing files are never stored in plain source control. Indispensable tutorial for implementing secure mobile devops security practices.
-#### Ionic Pipelines
-
-  - **(2022)** [sahansera.dev: Multi-stage builds for Ionic Apps with Azure Pipeline Templates](https://sahansera.dev/multi-stage-builds-with-azure-pipelines-ionic) [YAML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A practical guide demonstrating how to optimize multi-stage builds for hybrid Ionic mobile applications using reusable Azure Pipeline YAML templates. It addresses caching strategies, environment isolation, and artifact signing processes across stages. Utilizing modular templates promotes configuration reusability and significantly minimizes pipeline code duplication.
-### Infrastructure Security
-
-#### AzSK Assessment
-
-  - **(2023)** [ismiletechnologies.com: Secure DevOps Kit For Azure(AzSK)](https://ismiletechnologies.com/en_us/devsecops/secure-devops-kit-azureazsk) [N/A CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An analysis of the Secure DevOps Kit for Azure, detailing its six key focus areas including subscription security, continuous assurance, and alerting. It provides a functional roadmap for integrating compliance checks into DevOps pipelines. It serves as a great introductory guide to understanding pre-cloud-native security assurance techniques.
-#### AzSK Documentation
-
-  - **(2024)** [DevOpsKit-docs](https://github.com/azsk/DevOpsKit-docs) ⭐ 498  [MARKDOWN CONTENT] [DOCUMENTATION] 🌟🌟🌟 [COMMUNITY-TOOL] β€” The official documentation repository supporting the Secure DevOps Kit for Azure (AzSK). It outlines operational processes for deploying automated security checks in Azure DevOps pipelines and resource deployment validation. While native Azure tools have superseded AzSK, the structured policies and patterns detailed here still inform modern DevSecOps security baselines.
-#### AzSK Toolkit
-
-  - **(2024)** [Secure DevOps Kit for Azure](https://github.com/azsk/DevOpsKit) ⭐ 222  [POWERSHELL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [LEGACY] β€” The Secure DevOps Kit for Azure (AzSK) provides scanning scripts, CI/CD extensions, and compliance templates for secure-by-default cloud engineering. Live Grounding: As of recent cycles, AzSK has transitioned to a legacy state with Microsoft recommending native Azure Policy and Microsoft Defender for Cloud. It remains a valuable historical reference for building automated security controls directly into enterprise deployment workflows.
-## Developer Experience (1)
+  - **(2025)** [==microsoft/azure-pipelines-yaml: maven.yml==](https://github.com/microsoft/azure-pipelines-yaml/blob/master/templates/maven.yml) ⭐ 1287  [YAML CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Standardized Maven build template for Azure Pipelines. Configures secure package dependency restoration, execution of JUnit/TestNG tests, build caching parameters, and target JAR/WAR compilation workflows.
+## Developer Experience
 
 ### CI-CD Runners
 
 #### Ephemeral Containers
 
   - **(2024)** [nedinthecloud.com: Using azure container instances for an azure dev ops self hosted agent](https://nedinthecloud.com/2024/04/15/using-azure-container-instances-for-an-azure-devops-self-hosted-agent) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Walks through establishing ephemeral, self-hosted Azure DevOps agent runners running within Azure Container Instances (ACI). Simplifies pipeline scaling and minimizes runner maintainability overhead.
-### Mobile Development
-
-#### Windows Integration
-
-  - **(2021)** [thenewstack.io: This Week in Programming: Windows Opens Up to Android Developers](https://thenewstack.io/this-week-in-programming-windows-opens-up-to-android-developers) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Details the integration of Android application virtualization inside the Windows developer workflow. Bridges target compilation and execution environments using native Windows subsystems for a streamlined developer experience.
-### Package Management (1)
-
-#### Setup Guides
-
-  - **(2021)** [thomasmaurer.ch: Getting started with Windows Package Manager WinGet](https://www.thomasmaurer.ch/2021/07/getting-started-with-windows-package-manager-winget) [POWERSHELL CONTENT]  [COMMUNITY-TOOL] β€” Step-by-step primer on utilizing winget to bootstrap local developer workstations. Shows automation scripts to install tools, customize profiles, and manage package dependencies efficiently.
-#### Tooling Milestones
-
-  - **(2021)** [muycomputer.com: WinGet 1.0, ya estΓ‘ aquΓ­ el administrador de paquetes para Windows](https://www.muycomputer.com/2021/06/03/winget-1-0-paquetes-windows-10) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Spanish technical review covering the landmark 1.0 release of Windows Package Manager (winget). Focuses on structural installation paths, package repository security checks, and developer environment automation.
-#### Windows Tooling
-
-  - **(2024)** [==Windows Package Manager CLI (aka winget)==](https://github.com/microsoft/winget-cli) ⭐ 26023  [C++ CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official open-source repository for winget-cli, Microsoft's Windows Package Manager. Standardizes command-line app deployment, installation, dependency discovery, and workspace updates.
-## Developer Tools
-
-### IDE Extensions
-
-#### Azure Learning
-
-  - **(2024)** [marketplace.visualstudio.com: Learn Cloud 🌟](https://marketplace.visualstudio.com/items?itemName=azurepaas-tools.vscode-learncloud) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Visual Studio Code extension designed to accelerate cloud onboarding directly within the developer workspace. It streamlines access to Azure training modules and sandboxed labs, reducing cognitive context switching during technical training.
-## Education (3)
-
-### Certification Support
-
-#### Repository
-
-  - **(2026)** [johnthebrit/CertificationMaterials](https://github.com/johnthebrit/CertificationMaterials) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” A community-curated GitHub repository offering structured learning guides, architecture maps, and reference materials targeting major Microsoft Azure certification exams. Excellent reference tool for continuous engineering education.
-### Learning Paths
-
-#### Assessments (2)
-
-  - **(2026)** [learn.microsoft.com: Practice Assessments for Microsoft Certifications](https://learn.microsoft.com/en-us/credentials/certifications/practice-assessments-for-microsoft-certifications) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Official assessment mechanisms supplied by Microsoft to validate readiness for professional certification examinations. Featuring mock examinations and tailored scorecards, this platform helps developers and architects pinpoint knowledge gaps before attempting official certifications.
-#### Azure Core
-
-  - **(2022)** [thomasmaurer.ch: How To Learn Microsoft Azure in 2022](https://www.thomasmaurer.ch/2022/01/how-to-learn-microsoft-azure-in-2022) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A structured roadmap written in 2022 designed to help professionals learn Microsoft Azure. While some core networking and landing zone concepts remain stable, newer innovations like AI integrations and unified landing zones should be supplemented with current 2026 guidelines.
-#### Certifications
-
-  - **(2023)** [freecodecamp.org: Azure Fundamentals Certification (AZ-900) – Pass the Exam With This Free 8-Hour Course](https://www.freecodecamp.org/news/azure-fundamentals-certification-az-900-exam-course) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An intensive, free 8-hour preparation course designed to guide students through the fundamental principles of the Azure cloud platform. Key areas of focus include basic tenant setups, cloud architecture models, pricing strategies, and security baselines.
-#### Official Training
-
-  - **(2026)** [learn.microsoft.com: Browse all courses, learning paths, and modules 🌟🌟🌟](https://learn.microsoft.com/en-us/training/browse/?resource_type=course&products=azure) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Microsoft's official training academy hosting hands-on labs, structured learning pathways, and certification modules for the entire Azure catalog. It provides developers and architects with interactive, verified environments to upskill in cloud engineering, containerization, and data platforms.
-## Enterprise Infrastructure
-
-### SCCM Configuration
-
-#### PowerShell Automation
-
-##### Collection Design
-
-  - **(2021)** [systemcenterdudes.com: Create Operational SCCM Collection Using Powershell Script](https://www.systemcenterdudes.com/create-operational-sccm-collection-using-powershell-script) [POWERSHELL CONTENT]  [COMMUNITY-TOOL] β€” Detailed implementation script used to generate 134 structured collection records within MECM/SCCM databases, facilitating structured enterprise application delivery.
-## FinOps and Cloud Cost
-
-### Azure Optimization
-
-#### AI Cost Management
-
-  - **(2025)** [**Learn to Manage Investments and Cost Efficiency of Azure and AI Workloads**](https://techcommunity.microsoft.com/blog/finopsblog/learn-to-manage-investments-and-cost-efficiency-of-azure-and-ai-workloads/4396862) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Addresses cost-optimization techniques for AI and large language model (LLM) workloads running on Azure. Discusses GPU node autoprovisioning, vector database optimization, and Azure OpenAI API consumption pricing models.
-#### Landing Zones (2)
-
-  - **(2025)** [==Building a FinOps-Ready Azure Landing Zone: Infrastructure Foundations for Cost Optimization==](https://techcommunity.microsoft.com/blog/AzureInfrastructureBlog/building-a-finops-ready-azure-landing-zone-infrastructure-foundations-for-cost-o/4411706) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Details how to configure a FinOps-compliant Azure Landing Zone. Uses Azure Policy and management groups to enforce resource tag policies, mandate budget limits at subscription boundaries, and automate continuous cost governance.
 ## Governance and Management
 
-### API Deprecations
-
-#### Platform Lifecycle
-
-  - **(2021)** [theregister.com: Microsoft Azure deprecations: API changes will break applications and PowerShell scripts](https://www.theregister.com/off-prem/2021/09/03/microsoft-azure-deprecations-api-changes-will-break-applications-and-powershell-scripts/748744)  [LEGACY] β€” An examination of the impact of major API deprecations across Azure Resource Manager and legacy Active Directory libraries. Discusses how programmatic lifecycle changes can break active PowerShell automation scripts, legacy ARM templates, and custom deployments. Highlights the necessity of implementing continuous CI/CD validation patterns.
 ### Enterprise Governance
 
-#### Compliance (1)
-
-  - **(2023)** [Azure Policy Recommended Practices](https://techcommunity.microsoft.com/blog/coreinfrastructureandsecurityblog/azure-policy-recommended-practices/3798024)  [COMMUNITY-TOOL] [GUIDE] β€” Best practices for implementing and organizing Azure Policy systems at scale. Outlines architectural patterns for optimizing assignment evaluations, utilizing policy initiatives, and organizing security exceptions to prevent service degradation in resource manager APIs.
-  - **(2022)** [arinco.com.au: Awesome Azure Policy Chapter 1](https://arinco.com.au/blog/awesome-azure-policy-chapter-1)  [COMMUNITY-TOOL] [GUIDE] β€” Granular deployment guide for Azure Policy architecture, focusing on the fundamentals of constructing custom JSON definitions. Explains parameter declaration, execution contexts, and mapping policy structures to target enterprise workloads.
-  - **(2022)** [arinco.com.au: Awesome Azure Policy Chapter 2](https://arinco.com.au/blog/awesome-azure-policy-chapter-2) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Advanced mechanics of Azure Policy, exploring parameter inheritance, deployIfNotExists policies, and automated remediation tasks across massive enterprise management groups. Key to achieving continuous compliance without developer bottlenecking.
-  - **(2021)** [k21academy.com: Azure RBAC Vs Azure Policies Vs Azure Blueprints](https://k21academy.com/azure-cloud/azure-rbac-vs-azure-policies-vs-azure-blueprints)  [COMMUNITY-TOOL] [GUIDE] β€” A structured breakdown of the core pillars of cloud governance, contrasting Azure Role-Based Access Control (RBAC), Azure Policy, and Azure Blueprints. Demonstrates how to organize identity-based permission structures, enforce systemic compliance frameworks, and orchestrate environment baselines to maintain continuous security across enterprise tenants.
-#### Cost Management (1)
-
-  - **(2024)** [techcommunity.microsoft.com: Azure Orphan Resources](https://techcommunity.microsoft.com/blog/fasttrackforazureblog/azure-orphan-resources/3492198)  [LEGACY] β€” A reference to the open-source Azure Orphan Resources engine. Automatically scans cloud structures to pinpoint orphaned, unused, or legacy elements like detached disks and public IP addresses. Facilitates platform engineers in scaling down structural resource wastes.
 #### Kubernetes Compliance
 
   - **(2021)** [techcommunity.microsoft.com: Azure Policy for Kubernetes releases support for custom policy](https://techcommunity.microsoft.com/blog/azuregovernanceandmanagementblog/azure-policy-for-kubernetes-releases-support-for-custom-policy/2699466) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Technical deep dive into Azure Policy integration with AKS, highlighting the support for custom policy definitions via OPA Gatekeeper. Enables platform engineers to build and enforce hyper-customized constraints on pods, network namespaces, and registry origins inside Kubernetes clusters.
-#### Landing Zones (3)
-
-  - **(2024)** [==github.com/Azure/Enterprise-Scale: ALZ AMA Update==](https://github.com/Azure/Enterprise-Scale/wiki/ALZ-AMA-Update) ⭐ 1942  [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” Crucial update tracker for the Azure Landing Zones (ALZ) Enterprise-Scale repository. Outlines migration frameworks and monitoring recommendations as the platform deprecates legacy Log Analytics agents in favor of Azure Monitor Agent (AMA). A vital reference for maintaining compliant enterprise monitoring architecture.
-  - **(2023)** [Azure Cloud Adoption Framework: Platform Landing Zone Implementation Options](https://learn.microsoft.com/en-gb/azure/cloud-adoption-framework/ready/landing-zone/implementation-options)  [COMMUNITY-TOOL] [GUIDE] β€” Microsoft's Cloud Adoption Framework (CAF) roadmap evaluating landing zone platform deployment options. Evaluates differences between Portal, Bicep, and Terraform implementations, outlining trade-offs in velocity, maintenance overhead, and custom extensibility.
-#### Resource Metadata
-
-  - **(2024)** [build5nines.com: Why do Azure Resource Groups have an Azure Region association?](https://build5nines.com/why-do-azure-resource-groups-have-an-azure-region-association)  [COMMUNITY-TOOL] β€” Explains why Azure Resource Groups require regional associations despite holding globally distributed resources. Focuses on metadata retention policies, high-availability architecture of the resource manager control plane, and localized compliance/residency constraints.
 ## Healthcare IT
 
-### Biomedical Research
-
-#### Cloud Platforms
-
-  - **(2023)** [microsoft.com: Biomedical Research Platform Terra Now Available on Microsoft Azure](https://www.microsoft.com/en-us/research/blog/biomedical-research-platform-terra-now-available-on-microsoft-azure) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Strategic overview of the integration of Broad Institute's Terra biomedical data platform with Microsoft Azure infrastructure. Focuses on secure clinical trial administration, cloud genomic pipeline computing, and cross-organization datasets analysis.
 ### Medical Imaging
 
-#### Artificial Intelligence (1)
-
-  - **(2024)** [Project InnerEye – Democratizing Medical Imaging AI](https://www.microsoft.com/en-us/research/project/medical-image-analysis) [PYTHON CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Democratizes medical imaging AI via PyTorch tools. Explains the InnerEye-Gateway Windows service configuration, enabling DICOM endpoints to route images to AzureML models for automated segmentation and classification.
 #### Azure Healthcare APIs
 
   - **(2025)** [Microsoft - DICOM Service](https://learn.microsoft.com/en-us/azure/healthcare-apis/dicom) [C# CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Azure's managed DICOMweb-compliant API designed for scalable medical imaging storage, access, and ingestion. Includes architectural links to OSS DICOM and FHIR server implementations for robust healthcare interoperability.
-## Hybrid Networking
+## Identity and Access
 
-### Core Networking
+### Cloud Security
 
-#### Content Delivery Network
-
-  - **(2024)** [build5nines.com: Azure CDN POP Locations: Interactive Map of Azure CDN Points of Presence](https://build5nines.com/azure-cdn-endpoint-interactive-map)  [COMMUNITY-TOOL] β€” Interactive mapping analysis detailing Azure CDN global Points of Presence (POPs). Highlights regional routing metrics and CDN optimization paths for low-latency web applications. Practical resource for designing globally distributed multi-region assets.
-#### Observability (2)
-
-  - **(2024)** [blog.cloudtrooper.net: Azure network monitoring with synthetic traffic](https://blog.cloudtrooper.net/2024/01/23/azure-network-monitoring-with-synthetic-traffic) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A network engineering guide focused on orchestrating synthetic traffic generation within private Azure subnets. Demonstrates how to proactively measure packet loss, network latency, and throughput jitter across multi-region ExpressRoute paths, identifying WAN bottlenecking issues before they impact live production workloads.
-#### Virtual WAN
-
-  - **(2023)** [blog.cloudtrooper.net: Virtual Network Gateways routing in Azure](https://blog.cloudtrooper.net/2023/02/06/virtual-network-gateways-routing-in-azure) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Deep-dive analysis exploring BGP routing, path selection, and priority mechanics inside Azure Virtual Network Gateways. Investigates routing behavior during hybrid ExpressRoute and VPN gateway co-existence scenarios, detailing path asymmetric routing and failover performance.
-### Cross-Cloud Connectivity
-
-#### VPN Gateways
-
-  - **(2021)** [techcommunity.microsoft.com: How to create a VPN between Azure and AWS using only managed solutions](https://techcommunity.microsoft.com/blog/fasttrackforazureblog/how-to-create-a-vpn-between-azure-and-aws-using-only-managed-solutions/2281900)  [COMMUNITY-TOOL] β€” A detailed deployment blueprint for configuring secure, high-availability IPSec VPN tunnels between Azure Virtual Network Gateways and AWS Virtual Private Gateways. Emphasizes managed, software-defined networking solutions to bypass third-party Virtual Appliance overhead. Provides structural guidance for hybrid, multi-cloud enterprise topologies.
-### Network Security
-
-#### Azure Bastion
-
-  - **(2024)** [allazureblog.wordpress.com: Azure Bastion vs UDR](https://allazureblog.wordpress.com/2024/01/18/azure-bastion-and-udrs) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An analysis of the routing interactions between Azure Bastion and User-Defined Routes (UDRs). Identifies structural routing traps that cause connectivity failure when forced-tunneling internet-bound traffic through virtual appliances. Provides architectural patterns to maintain secure administrative access to private spokes.
-#### DNS Resolution
-
-  - **(2023)** [hlokensgard.no: Azure Firewall as DNS Proxy with the new Azure DNS Resolver](https://hlokensgard.no/2023/07/03/azure-firewall-as-dns-proxy-with-the-new-azure-dns-resolver) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Architectural guide explaining how to deploy Azure Firewall as a DNS Proxy paired with Azure Private DNS Resolver. Resolves private name resolution issues across on-premises endpoints and multi-tenant spoke networks without requiring resource-heavy custom IaaS DNS servers.
-#### NVA High Availability
-
-  - **(2023)** [nwktimes.blogspot.com: NVA Part IV: NVA Redundancy with Azure Internal Load Balancer](https://nwktimes.blogspot.com/2023/06/azure-ilb-for-nva-ha.html) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Network architecture design for securing enterprise environments with Network Virtual Appliances (NVAs). Proposes high-availability patterns using Azure Internal Load Balancers (ILBs) as Next Hop targets in User Defined Route (UDR) tables. Ensures continuous packet inspection and automated failover mechanics for north-south traffic.
-### Virtual WAN (1)
-
-#### IP Routing
-
-  - **(2022)** [blog.cloudtrooper.net: Overlapping IP addresses in a hub-and-spoke network (feat. AVNM & ARS)](https://blog.cloudtrooper.net/2022/11/14/overlapping-ip-addresses-in-a-hub-and-spoke-network-feat-avnm-ars) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An in-depth network engineering analysis on resolving overlapping IP addresses in enterprise hub-and-spoke topologies. Evaluates the integration of Azure Virtual Network Manager (AVNM) and Azure Route Server (ARS) to resolve complex routing conflicts. Addresses dynamic NAT policies, route propagation metrics, and route-filtering mechanisms.
-## Identity and Access (1)
-
-### Cloud Security (1)
-
-#### Identity Administration
-
-##### Entra ID Custom Roles
-
-  - **(2024)** [**learn.microsoft.com: Application registration permissions for custom roles in Azure Active Directory**](https://learn.microsoft.com/en-us/entra/identity/role-based-access-control/custom-available-permissions) [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” Specifies the precise permissions needed to configure and register applications when designing custom tenant-level roles in Entra ID. In 2026, security teams rely on custom roles to enforce least privilege access, avoiding the broad access granted by legacy admin roles.
-##### Service Principals
-
-  - **(2021)** [youtube.com: Azure Service Principal - SPN | Houssem Dellai](https://www.youtube.com/watch?v=-F9yzj4Kjeo&ab_channel=HoussemDellai) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A practical video guide explaining the creation, configuration, and operation of Azure Service Principals. In 2026, while Service Principals remain necessary for external integrations, best practices prioritize Managed Identities and Federated Credentials over manual credential management.
-  - **(2021)** [youtube.com: How to create Service Principals in Azure Portal | Raaviblog](https://www.youtube.com/watch?v=Hg-YsUITnck) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A step-by-step visual tutorial demonstrating how to manually register applications and generate Service Principals within the Azure Portal. In 2026, manual portal setups are used primarily for dev/test sandboxes, while production configurations are typically fully automated using Terraform or Bicep.
-#### RBAC
-
-##### Access Governance
-
-  - **(2024)** [techcommunity.microsoft.com: Azure Permissions 101: How to manage Azure access effectively](https://techcommunity.microsoft.com/blog/azureinfrastructureblog/azure-permissions-101-how-to-manage-azure-access-effectively/4067468) 🌟🌟🌟 [COMMUNITY-TOOL] β€” An introductory guide to managing permissions across Azure subscriptions and resources. 2026 security compliance models demand a structured application of this baseline to prevent administrative overlaps and structural security gaps.
-##### Built-In Roles
-
-  - **(2024)** [==learn.microsoft.com/en-us: Azure built-in roles 🌟🌟==](https://learn.microsoft.com/en-us/azure/role-based-access-control/built-in-roles) [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The master catalog of pre-configured Azure RBAC roles (such as Contributor, Reader, and Key Vault Secrets Officer). It is a vital everyday reference catalog in 2026 for designing tight access rules, preventing excess privilege allocation before custom role creation.
-##### Delegated Administration
-
-  - **(2024)** [==learn.microsoft.com: Delegate Azure role assignment management to others with conditions==](https://learn.microsoft.com/nb-no/azure/role-based-access-control/delegate-role-assignments-portal) [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Demonstrates how to delegate role assignment administration using conditional boundaries (e.g., delegating group-scoped VM administration). In 2026, using conditional delegation is standard practice to prevent privilege escalation without requiring complex privilege management software.
-  - **(2024)** [**learn.microsoft.com/nb-no: Delegate Azure role assignment management to others with conditions**](https://learn.microsoft.com/nb-no/azure/role-based-access-control/delegate-role-assignments-portal?tabs=template) [NORWEGIAN CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Technical reference showing how to deploy conditional RBAC delegation rules using Bicep or ARM template code. This template specification is critical in 2026 for platform engineering teams defining Infrastructure as Code policies that allow localized teams to self-administer within hard guardrails.
-  - **(2024)** [journeyofthegeek.com: Azure Authorization – Azure RBAC Delegation](https://journeyofthegeek.com/2024/05/10/azure-authorization-azure-rbac-delegation) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An in-depth analysis of the security implications and execution steps of RBAC delegation patterns. Under 2026 security models, implementing conditional delegations is necessary to grant team autonomy while preventing unapproved privilege escalations.
-##### Subscription Administration
-
-  - **(2024)** [**learn.microsoft.com: Classic subscription administrator roles, Azure roles, and Azure AD roles**](https://learn.microsoft.com/en-us/azure/role-based-access-control/rbac-and-directory-admin-roles) [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” Microsoft documentation explaining the structural differences between legacy administrator roles, fine-grained Azure RBAC roles, and Entra ID tenant roles. 2026 security compliance models mandate strict separation of these access scopes, advising platform architects to avoid using broad, co-administrator roles.
 #### Workload Identity
 
 ##### Managed Identities
@@ -1756,60 +411,8 @@
   - **(2024)** [==codewithme.cloud: Why aren’t you using Managed Identities?!==](https://codewithme.cloud/posts/2024/02/why-arent-you-using-secretless-authentication) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Advocates for the total elimination of secrets from application codebases by implementing Managed Identities. In 2026, secretless authentication using Managed Identities is the standard approach for cloud-native workloads, significantly reducing the risk of security leaks.
   - **(2023)** [**itnext.io: Secure Azure Cosmos DB access by using Azure Managed Identities**](https://itnext.io/secure-azure-cosmos-db-access-by-using-azure-managed-identities-55f9fdf48fda) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Details how to configure secretless authentication for Azure Cosmos DB databases using System-Assigned and User-Assigned Managed Identities. In 2026, avoiding static connection strings by utilizing native Entra ID RBAC data planes is the standard pattern for securing cloud-native microservice applications.
   - **(2024)** [linkedin.com/pulse: No Credentials, No Problem - using Azure Managed Identity](https://www.linkedin.com/pulse/credentials-problem-using-azure-managed-identity-dimitar-iliev--wzzaf) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Provides a practical guide on setting up passwordless connections within Azure resources. Modern 2026 environments see this methodology as essential for zero-trust architectures, ensuring credentials never exist on disks or within environment variables.
-### Tenant Governance
+## Identity and Access (1)
 
-#### API Deprecations (1)
-
-##### Microsoft Graph Migration
-
-  - **(2023)** [techcommunity.microsoft.com: Important: Azure AD Graph Retirement and Powershell Module Deprecation](https://techcommunity.microsoft.com/blog/microsoft-entra-blog/important-azure-ad-graph-retirement-and-powershell-module-deprecation/3848270) 🌟🌟🌟 [LEGACY] β€” An urgent notice regarding the deprecation and retirement of Azure AD Graph in favor of the Microsoft Graph API. Live 2026 analysis indicates that all legacy Azure AD Graph code paths are non-functional, meaning any active tools must use modern Microsoft Graph SDKs.
-#### Azure Subscriptions
-
-##### Resource Hierarchy
-
-  - **(2016)** [marckean.com: Azure Vs Azure AD – Accounts / Tenants / Subscriptions](https://marckean.com/2016/06/01/azure-vs-azure-ad-accounts-tenants-subscriptions) 🌟🌟🌟 [LEGACY] β€” An foundational article mapping out the relationships between Azure subscriptions, directory accounts, and tenants. While the underlying structures are still valid, 2026 architectures use Microsoft Entra ID naming conventions and prioritize modern cloud control planes over legacy subscription structures.
-#### Cloud Security (2)
-
-##### Entra ID Health
-
-  - **(2024)** [==learn.microsoft.com: What are Azure Active Directory recommendations? 🌟🌟==](https://learn.microsoft.com/en-us/entra/identity/monitoring-health/overview-recommendations) [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Highlights the native optimization and security engine inside Microsoft Entra ID that generates security insights (e.g., rotating expiring credentials, removing unused apps). In 2026, keeping these metrics clean is standard practice for maintaining a strong tenant security posture.
-#### Entra ID
-
-##### Group Administration
-
-  - **(2022)** [**techcommunity.microsoft.com: Dynamic user membership rules, Azure Active Directory Administrative Units and password reset! 🌟**](https://techcommunity.microsoft.com/discussions/azure/dynamic-user-membership-rules-azure-active-directory-administrative-units-and-pa/3281164) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Explains how to configure Entra ID dynamic groups, set up scoped Administrative Units, and implement self-service password reset policies. In 2026, Administrative Units are key for dividing directory administration across regional groups while keeping a single consolidated tenant.
-##### Infrastructure as Code (7)
-
-  - **(2025)** [**EntraExporter**](https://github.com/microsoft/entraexporter) ⭐ 866  [POWERSHELL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An essential open-source PowerShell tool designed to export entire Microsoft Entra ID tenant configurations to local JSON files. In 2026, EntraExporter is widely used by security and architecture teams to establish configuration baselines, detect drift, and archive tenant states for compliance audits.
-#### Identity Administration (1)
-
-##### Resource Hierarchy (1)
-
-  - **(2024)** [**learn.microsoft.com: Subscriptions, licenses, accounts, and tenants for Microsoft's cloud offerings**](https://learn.microsoft.com/en-us/microsoft-365/enterprise/subscriptions-licenses-accounts-and-tenants-for-microsoft-cloud-offerings?view=o365-worldwide) [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An architectural reference detailing the hierarchical relationships between subscriptions, cloud licenses, user accounts, and tenants. In 2026, this mapping is foundational for setting up corporate administrative boundaries and designing clean, structured landing zones.
-#### Multi-Tenancy
-
-##### Architectural Patterns
-
-  - **(2019)** [blogit.create.pt: Pros and Cons of Single Tenant vs Multiple Tenants in Office 365](https://blogit.create.pt/miguelisidoro/2019/01/07/pros-and-cons-of-single-tenant-vs-multiple-tenants-in-office-365) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Analyzes the administrative, security, and licensing trade-offs of deploying single-tenant versus multi-tenant models within Microsoft cloud ecosystems. In 2026, these concepts remain highly relevant as enterprises balance data isolation, cross-tenant administration overhead, and decentralized business units.
-##### B2B Collaboration
-
-  - **(2024)** [**learn.microsoft.com: Multi-tenant user management introduction**](https://learn.microsoft.com/en-us/entra/architecture/multi-tenant-user-management-introduction) [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An architectural guide covering multi-tenant identity lifecycle planning, cross-tenant synchronization, and B2B guest access policies. Modern 2026 integrations use native Multi-Tenant Organization (MTO) configurations within Entra ID to simplify cross-tenant discovery and cooperation.
-## Identity and Access (2)
-
-### Active Directory
-
-#### Account Management
-
-##### Security Auditing (1)
-
-  - **(2022)** [techcommunity.microsoft.com: Use PowerShell to search for accounts in Active Directory that have gone stale!](https://techcommunity.microsoft.com/discussions/windowsserver/use-powershell-to-search-for-accounts-in-active-directory-that-have-gone-stale/3585934) [POWERSHELL CONTENT]  [COMMUNITY-TOOL] β€” Documents clean Active Directory directory-sweeping scripts configured to isolate inactive human and service account properties based on expired token limits, reducing attack surfaces.
-### Certificate Authentication (1)
-
-#### PowerShell SDK
-
-##### Security Engineering
-
-  - **(2023)** [practical365.com: Using Certificate-based Authentication with the Microsoft Graph PowerShell SDK](https://practical365.com/use-certificate-authentication-microsoft-graph-sdk) [POWERSHELL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Detailed guide on implementing secure Certificate-Based Authentication (CBA) within Microsoft Graph SDK connections. Eliminates dependency on static passwords, securing automated execution.
 ### Managed Identities (1)
 
 #### Secretless Architectures
@@ -1817,147 +420,15 @@
 ##### Graph API
 
   - **(2022)** [blog.yannickreekmans.be: Secretless applications: add permissions to a Managed Identity](https://blog.yannickreekmans.be/secretless-applications-add-permissions-to-a-managed-identity) [POWERSHELL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Instructs engineers on configuring credential-free infrastructure inside Azure. Demystifies direct graph permissions injection on active user or system Managed Identities to avoid hardcoded credentials.
-### Microsoft 365
+## Infrastructure Automation
 
-#### Auditing and Reporting
+### Infrastructure as Code (2)
 
-##### Administration
-
-  - **(2024)** [github.com/admindroid-community/powershell-scripts: PowerShell Scripts for' Microsoft 365 Management, Reporting, and Auditing](https://github.com/admindroid-community/powershell-scripts) [POWERSHELL CONTENT]  [COMMUNITY-TOOL] β€” A collection of administrative scripts designed for auditing active users, licensing allocations, and configuration status within Microsoft 365 tenants.
-### Microsoft Graph API
-
-#### Administration (1)
-
-##### PowerShell SDK (1)
-
-  - **(2023)** [techtarget.com: Get up to speed with PowerShell and the Microsoft Graph API](https://www.techtarget.com/searchwindowsserver/tutorial/Get-up-to-speed-with-PowerShell-and-the-Microsoft-Graph-API) [POWERSHELL CONTENT]  [LEGACY] β€” Assists system engineers transitioning legacy Azure AD libraries to Microsoft Graph PowerShell SDK packages. Explains scope permissions, authentication paths, and key cmdlets.
-#### App Registration
-
-##### Service Principals (1)
-
-  - **(2023)** [rakhesh.com: Graph cmdlets and Azure AD App Registrations](https://rakhesh.com/azure/graph-cmdlets-and-azure-ad-app-registrations) [POWERSHELL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Analyzes behavior variations when registering service endpoints vs application records via Graph cmdlets. Explores permission consent mechanics in cloud automation pipelines.
-#### PowerShell SDK (2)
-
-##### Developer Ergonomics
-
-  - **(2023)** [practical365.com: The Ups and Downs of Connecting to the Microsoft Graph Using the PowerShell SDK](https://practical365.com/connect-microsoft-graph-powershell-sdk) [POWERSHELL CONTENT]  [COMMUNITY-TOOL] β€” Evaluates implementation challenges of the Microsoft Graph PowerShell SDK, highlighting auto-generated code behavior, version updates, and dependency footprint sizes.
-#### SDK Samples
-
-##### Azure AD Applications
-
-  - **(2024)** [**microsoftgraph/msgraph-sdk-powershell/samples: 9-Applications.ps1**](https://github.com/microsoftgraph/msgraph-sdk-powershell) ⭐ 870  [POWERSHELL CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Official template outlining secure authentication, property mapping, and service endpoint registration tasks in Entra ID tenants using Graph API cmdlets.
-#### Utility Scripts
-
-##### Automation Resources
-
-  - **(2023)** [YannickRe/msgraph-utility-scripts](https://github.com/YannickRe/msgraph-utility-scripts) ⭐ 8  [POWERSHELL CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A public repository compiling specialized utility files designed to interact with MS Graph endpoints. Facilitates typical administrator chores like account auditing and system migration tasks.
-## Infrastructure
-
-### Configuration Management
-
-#### PowerShell DSC
-
-  - **(2021)** [docs.microsoft.com: Using configuration data in DSC](https://learn.microsoft.com/en-us/powershell/dsc/configurations/configdata?view=dsc-1.1) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” An official Microsoft technical reference covering the segregation of operational configuration schemas from logic execution steps inside PowerShell Desired State Configuration (DSC) frameworks.
-### Networking
-
-#### Ingress
-
-##### Azure Application Gateway
-
-  - **(2025)** [==Application Gateway for Containers with AKS Overlay Networking and VNet Flow Logs==](https://blog.cloudtrooper.net/2025/04/02/application-gateway-for-containers-a-not-so-gentle-intro-4) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A deep-dive technical investigation of Azure's next-generation Application Gateway for Containers (AGC) running atop AKS Overlay Networking. Details the setup, logging mechanics, and network telemetry capture.
-  - **(2025)** [**Introduction to Azure Application Gateway for Containers (AGC)**](https://blog.cloudtrooper.net/2025/02/28/application-gateway-for-containers-a-not-so-gentle-intro-1) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An introductory architecture guide covering the capabilities of Azure's modern Application Gateway for Containers (AGC). Illustrates how it integrates natively via Gateway API parameters to deliver low-latency application routing.
-## Infrastructure and Platform
-
-### Tenant Governance (1)
-
-#### Subscription Architecture
-
-##### Quotas and Service Limits
-
-  - **(2024)** [**learn.microsoft.com: Azure subscription and service limits, quotas, and constraints**](https://learn.microsoft.com/en-us/azure/azure-resource-manager/management/azure-subscription-service-limits) [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A comprehensive catalog of Azure service limits, performance quotas, and resource constraints. Modern platform architects in 2026 actively reference this guide to design resilient, multi-region setups, ensuring applications are built to operate well within subscription and API limits.
-## Infrastructure Automation (1)
-
-### Command-Line Wrapper
-
-#### PowerShell Crescendo
-
-##### Case Study
-
-  - **(2022)** [devblogs.microsoft.com: My Crescendo journey](https://devblogs.microsoft.com/powershell-community/my-crescendo-journey) [POWERSHELL CONTENT]  [COMMUNITY-TOOL] β€” A development log detailing the migration of unformatted command outcomes into clean JSON-oriented PowerShell responses utilizing Crescendo configurations.
-##### Tool Modernization
-
-  - **(2021)** [Crescendo](https://devblogs.microsoft.com/powershell/announcing-powershell-crescendo-preview-1) [POWERSHELL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Introduces PowerShell Crescendo, a framework enabling developers to build robust, object-oriented PowerShell cmdlets wrapping native console tools on multiple platforms.
-### Config Management
-
-#### Desired State Configuration
-
-##### Enterprise Design
-
-  - **(2023)** [docs.microsoft.com: Desired State Configuration overview for decision makers 🌟](https://learn.microsoft.com/en-us/powershell/dsc/overview/decisionmaker?view=dsc-1.1) [POWERSHELL CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” High-level overview of PowerShell Desired State Configuration (DSC). Focuses on declarative environment building, drift control, and management benefits for enterprises.
-##### Introductory Guides
-
-  - **(2022)** [octopus.com: Getting started with PowerShell Desired State Configuration (DSC)](https://octopus.com/blog/getting-started-with-powershell-dsc) [POWERSHELL CONTENT]  [COMMUNITY-TOOL] β€” Provides a hands-on guide to compiling, setting up, and applying PowerShell DSC configurations on target servers, with a focus on system alignment checks.
-### Dependency Management
-
-#### PowerShellGet
-
-##### NuGet Providers
-
-  - **(2022)** [devblogs.microsoft.com: When PowerShellGet v1 fails to install the NuGet Provider](https://devblogs.microsoft.com/powershell/when-powershellget-v1-fails-to-install-the-nuget-provider) [POWERSHELL CONTENT]  [COMMUNITY-TOOL] β€” Diagnoses failure patterns on PowerShellGet v1 when attempting download and setup of external NuGet provider instances. Guides administrator remediation steps via modern TLS and bootstrapping settings.
-### Governance (4)
-
-#### Enterprise Policy as Code
-
-##### Azure Policy
-
-  - **(2024)** [azure.github.io/enterprise-azure-policy-as-code: Enterprise Azure Policy as Code Overview](https://azure.github.io/enterprise-azure-policy-as-code) [POWERSHELL CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Comprehensive guide for the Enterprise Azure Policy as Code framework. Enables teams to define, test, and release centralized policies via Git pipelines across nested Azure subscription directories.
-### Infrastructure as Code (8)
-
-#### Azure Bicep (1)
+#### Azure Bicep
 
 ##### Declarative Deployments
 
   - **(2026)** [==Bicep==](https://github.com/Azure/bicep) ⭐ 3605  [BICEP CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier declarative DSL for provisioning Azure resources. Bicep simplifies the authoring experience over raw JSON ARM templates, featuring modular design structures and native validation checks.
-### Package Management (2)
-
-#### PowerShell Gallery
-
-##### PowerShell Crescendo (1)
-
-  - **(2024)** [powershellgallery.com: Microsoft.PowerShell.Crescendo](https://www.powershellgallery.com/packages/Microsoft.PowerShell.Crescendo/1.1.0) [POWERSHELL CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official deployment catalog landing page for installing the Microsoft.PowerShell.Crescendo engine. Standardizes the deployment of schema-based CLI command wrappers.
-### Performance Profiling
-
-#### PowerShell Core
-
-##### Script Optimization
-
-  - **(2021)** [jdhitsolutions.com: Profile PowerShell Functions](https://jdhitsolutions.com/blog/powershell-7/8793/profile-powershell-functions) [POWERSHELL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep dive into measuring and tracking runtime statistics inside large PowerShell logic libraries. Highlights profiling wrappers, trace instrumentation patterns, and bottleneck analysis routines.
-### Reference Index
-
-#### GitHub Discoveries
-
-##### Community Modules
-
-  - **(2026)** [github.com/search?l=powershell](https://github.com/search?l=powershell&q=stars%3A%3E1&type=Repositories) [POWERSHELL CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” High-level GitHub query filter pointing to trending open-source PowerShell module platforms, providing continuous access to updated utility options.
-### Remote Administration
-
-#### SSH
-
-##### PowerShell Core (1)
-
-  - **(2020)** [thomasmaurer.ch: Enable PowerShell SSH Remoting in PowerShell 7](https://www.thomasmaurer.ch/2020/04/enable-powershell-ssh-remoting-in-powershell-7) [POWERSHELL CONTENT]  [COMMUNITY-TOOL] β€” Explains configuration tasks to substitute traditional WinRM mechanisms with standard SSH tunneling inside PowerShell 7 topologies, enabling secure management across Linux platforms.
-#### WinRM
-
-##### Session Management
-
-  - **(2021)** [dotnet-helpers.com: Passing Local Variables to Remote PowerShell session](https://dotnet-helpers.com/powershell/passing-local-variables-to-remote-powershell-session) [POWERSHELL CONTENT]  [COMMUNITY-TOOL] β€” Provides examples details variable scope passing techniques over active WinRM and remote sessions. Includes configuration parameters for `$Using:` prefix arguments and script-block parameters.
-### Secret Management (1)
-
-#### Security Engineering (1)
-
-##### PowerShell Secrets
-
-  - **(2021)** [commandline.ninja: Video Intro to Secret Management with Powershell](https://commandline.ninja/video-intro-to-secret-management-with-powershell) [POWERSHELL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A video guide showing configurations for Microsoft.PowerShell.SecretManagement modules. Integrates various security vaults with development platforms securely.
 ### Shell Customization
 
 #### Oh-My-Posh
@@ -1965,91 +436,6 @@
 ##### Kubernetes Integration
 
   - **(2021)** [blog.guybarrette.com: Powershell prompt: How to display your current Kubernetes context using Oh-My-Posh 3 🌟](https://www.linkedin.com/newsletters/6962087231775772672) [POWERSHELL CONTENT]  [COMMUNITY-TOOL] β€” Walkthrough on utilizing Oh-My-Posh engine configurations in PowerShell Core prompts to output current active Kubernetes clusters and contexts. Improves administrator visual feedback loops to prevent accidental namespace deployments.
-### System Management
-
-#### Utility Scripts (1)
-
-##### Automation Resources (1)
-
-  - **(2023)** [jrussellfreelance/powershell-scripts](https://github.com/jrussellfreelance/powershell-scripts) [POWERSHELL CONTENT]  [COMMUNITY-TOOL] β€” A collection of administrative script blocks designed for routine tasks, including disk health checks, logging wrappers, and folder path monitoring.
-### Systems Administration
-
-#### PowerShell Utility
-
-##### Process Automation
-
-  - **(2021)** [techcommunity.microsoft.com: An example why PowerShell is so important!](https://techcommunity.microsoft.com/discussions/windowspowershell/an-example-why-powershell-is-so-important/3041748) [POWERSHELL CONTENT]  [COMMUNITY-TOOL] β€” Illustrates performance gains when managing server roles using standard object properties parsed directly through PowerShell interfaces instead of unformatted cmd string parsing scripts.
-#### Shell Environments
-
-##### Comparison
-
-  - **(2022)** [softzone.es: Por quΓ© me interesa mΓ‘s usar PowerShell en lugar de CMD](https://www.softzone.es/noticias/windows/por-que-interesa-usar-powershell-lugar-cmd) [POWERSHELL CONTENT]  [COMMUNITY-TOOL] β€” A Spanish language comparison covering structural differences between command shells. Examines security policies, scripting functionality, cmdlet standardizations, and cross-platform runtime support.
-## Infrastructure as Code (9)
-
-### AI Integration
-
-#### Copilot for Azure
-
-  - **(2025)** [Enhancing Infrastructure as Code Generation with GitHub Copilot for Azure](https://techcommunity.microsoft.com/blog/AzureDevCommunityBlog/enhancing-infrastructure-as-code-generation-with-github-copilot-for-azure/4388514) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Technical optimization guide exploring the use of GitHub Copilot for drafting Bicep, ARM, and Terraform configurations. Shows how to engineer precise prompt schemas to maintain syntax standards.
-### ARM Templates
-
-#### Template Specs
-
-  - **(2021)** [techcommunity.microsoft.com: ARM Template Specs now GA!](https://techcommunity.microsoft.com/blog/azuregovernanceandmanagementblog/arm-template-specs-now-ga/2402618) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official announcement detailing the GA status of ARM Template Specs. This feature allows technical teams to save reusable template configurations directly inside the Azure portal with RBAC structures.
-#### Training (1)
-
-  - **(2020)** [thomasmaurer.ch: Learn how to deploy and manage Azure resources with ARM templates](https://www.thomasmaurer.ch/2020/12/learn-how-to-deploy-and-manage-azure-resources-with-arm-templates) [NONE CONTENT]  [LEGACY] β€” A legacy introductory guide for writing declarative Azure Resource Manager (ARM) JSON templates. Although heavily succeeded by Bicep, it provides foundational syntax structure rules.
-### Azure Basics
-
-#### Developer Tools (1)
-
-  - **(2024)** [techcommunity.microsoft.com: Infra in Azure for Developers - The What](https://techcommunity.microsoft.com/blog/azuredevcommunityblog/infra-in-azure-for-developers---the-what/4026102) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A developer-centric guide covering core Azure infrastructure concepts such as virtual networks, subnets, computing runtimes, and managed services. Designed to close the gap between software development and platform engineering, it helps developers build cloud-native applications with a solid understanding of the underlying topology.
-### Landing Zones (4)
-
-#### Accelerators
-
-  - **(2026)** [Azure Landing Zone IaC Accelerator Release Notes](https://azure.github.io/Azure-Landing-Zones/accelerator/accelerator-release-notes) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The official release ledger tracking enhancements, bug fixes, and feature updates for the Azure Landing Zones IaC Accelerator. Essential for platform engineering teams to maintain up-to-date, compliant architectures using official Terraform or Bicep modules. It keeps organizations informed on modern security baseline integrations and multi-tenant tooling enhancements.
-  - **(2024)** [techcommunity.microsoft.com: Azure Landing Zones Accelerators for Bicep and Terraform. Announcing General Availability!](https://techcommunity.microsoft.com/blog/azuretoolsblog/azure-landing-zones-accelerators-for-bicep-and-terraform-announcing-general-avai/4029866) [BICEP CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” GA announcement of the official Bicep and Terraform accelerators designed for deploying Azure Landing Zones (ALZ). These accelerators provide enterprise developers with template-driven deployment mechanisms for core platform hubs and spokes, reducing manual deployment errors and accelerating migration timelines.
-#### Azure Verified Modules (1)
-
-  - **(2026)** [Enterprise-Scale Azure Subscription Vending Using Azure Verified Modules (AVM)](https://techcommunity.microsoft.com/blog/azureinfrastructureblog/enterprise%e2%80%91scale-azure-subscription-vending-using-azure-verified-modules-avm/4507751) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Demonstrates enterprise subscription vending architectures powered by Azure Verified Modules (AVM). This automated design leverages Terraform and Bicep to standardize resource organization, virtual network integration, and governance controls. Architects use subscription vending to scale and provision environments reliably in multi-tenant frameworks.
-### Terraform (1)
-
-#### Azure Verified Modules (2)
-
-  - **(2025)** [Announcing General Availability of Terraform Azure Verified Modules for Platform Landing Zone (ALZ)](https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-general-availability-of-terraform-azure-verified-modules-for-platform/4366027) [TERRAFORM CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Details the general availability of Terraform-based Azure Verified Modules (AVM) for constructing platform landing zones. These modules offer verified, highly robust IaC templates that align with Microsoft's official structural guidelines. This release significantly reduces the development overhead required to build enterprise platform hubs.
-#### Export Utility
-
-  - **(2025)** [Export Terraform Code from the Azure Portal](https://mattias.engineer/blog/2025/azure-portal-export-terraform) [NONE CONTENT]  [LEGACY] β€” A practical exploration of the Azure Portal's feature for exporting active cloud resource configurations directly into functional HashiCorp Terraform modules. Decreases setup friction for legacy system migrations.
-#### Landing Zones (5)
-
-  - **(2023)** [techcommunity.microsoft.com: Azure landing zones custom archetypes using Terraform](https://techcommunity.microsoft.com/blog/azureinfrastructureblog/azure-landing-zones-custom-archetypes-using-terraform/3791172) [TERRAFORM CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Discusses the implementation of custom landing zone archetypes within the Terraform ALZ module framework. This approach allows enterprise architects to define bespoke governance and policy models that can be systematically replicated. It provides deep technical insight into extending default ALZ templates to meet complex, non-standard organizational requirements.
-#### Official Integration
-
-  - **(2025)** [Announcing Public Preview of Terraform Export from the Azure Portal](https://techcommunity.microsoft.com/blog/AzureToolsBlog/announcing-public-preview-of-terraform-export-from-the-azure-portal/4409889) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official announcement detailing native preview features to export existing Azure assets into declarative Terraform code blocks directly inside the portal interface. Eliminates reliance on custom parsing tools.
-  - **(2025)** [Announcing Public Preview of Terraform Export from the Azure Portal](https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-public-preview-of-terraform-export-from-the-azure-portal/4409889) [NONE CONTENT] [DOCUMENTATION]  [LEGACY] β€” Secondary portal-integration documentation describing technical setups for exporting active resource configurations. Focuses on producing clean, modular Terraform files from complex legacy environments.
-### Terraform Modules
-
-#### IPAM
-
-  - **(2025)** [Terraform Azure Resource IPAM Module](https://registry.terraform.io/modules/hlokensgard/res-ipam/azure/latest) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Specialized Terraform registry module designed to automate IP Address Management (IPAM) inside multi-VNet architectures. Standardizes subnetworking allocations dynamically to prevent prefix overlapping.
-### Terraform Providers
-
-#### Azure IPAM (1)
-
-  - **(2024)** [==Terraform Provider for Azure IPAM==](https://github.com/XtratusCloud/terraform-provider-azureipam) ⭐ 10  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Custom open-source Terraform provider built to automate cloud IP address allocation directly from centralized Azure IPAM solutions. Ensures smooth networking configuration inside containerized setups.
-### Verification and AI
-
-#### Copilot Verification
-
-  - **(2025)** [==AZVerify: Bridging Azure Resources, Bicep Templates, and Diagrams with GitHub' Copilot==](https://github.com/Azure/AZVerify) ⭐ 95  [TYPESCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An innovative open-source tool bridging declarative Bicep files, live Azure deployments, and system diagrams using GitHub Copilot. Standardizes validation processes during complex infrastructure-as-code planning.
-## Management and Governance
-
-### AI Cloud Operations
-
-#### Azure Copilot
-
-  - **(2023)** [build5nines.com: Introducing Microsoft Copilot for Azure](https://build5nines.com/introducing-microsoft-copilot-for-azure) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Details the architectural role of Microsoft Copilot for Azure, an AI-guided chat tool integrated into the Azure Portal. Aids operators in running diagnostics, translating business needs to ARM blueprints, and identifying optimizations.
 ## Microservices
 
 ### .NET Microservices
@@ -2057,15 +443,6 @@
 #### Project Tye
 
   - **(2020)** [techcommunity.microsoft.com: Building a path to success for microservices and .NET Core - Project Tye + GitHub Actions](https://techcommunity.microsoft.com/blog/appsonazureblog/building-a-path-to-success-for-microservices-and-net-core---project-tye--github-/1502270) [NONE CONTENT]  [EMERGING] [LEGACY] β€” Explores local microservice discovery and container orchestration using Microsoft's experimental Project Tye alongside GitHub Actions. While Project Tye is legacy, it represents a core structural stage in .NET microservices evolution.
-## Modern Workplace
-
-### Endpoint Management
-
-#### Microsoft Intune
-
-##### Microsoft Graph
-
-  - **(2022)** [techcommunity.microsoft.com: Use PowerShell to retrieve all assigned Intune policies and applications per Azure AD group!](https://techcommunity.microsoft.com/discussions/microsoft-intune/use-powershell-to-retrieve-all-assigned-intune-policies-and-applications-per-azu/3217498) [POWERSHELL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Provides script patterns querying the unified Microsoft Graph endpoint to audit active Intune configuration policy rules, profile objects, and custom group assignments for reporting compliance.
 ## Network and Delivery
 
 ### API Management (1)
@@ -2076,98 +453,18 @@
 #### Workspace Migration
 
   - **(2024)** [github.com/Azure-Samples/api-management-workspaces-migration: Azure API' Management workspaces migration tool](https://github.com/Azure-Samples/api-management-workspaces-migration) ⭐ 2  [PYTHON CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Official migration tool sample designed to transition traditional single-tenant Azure API Management APIs into modern, decentralized workspaces. Helps partition governance duties and resource isolation.
-### DNS Resolution (1)
-
-#### Enterprise Architecture (2)
-
-  - **(2024)** [techcommunity.microsoft.com: Centralized private resolver architecture implementation using Azure private DNS resolver](https://techcommunity.microsoft.com/blog/azureinfrastructureblog/centralized-private-resolver-architecture-implementation-using-azure-private-dns/4132622) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores a centralized DNS Private Resolver model across complex Hub-Spoke configurations. Analyzes routing tables, forwarding rules, and hybrid connectivity structures to achieve highly resilient cross-cloud resolution.
-#### Operational Tooling
-
-  - **(2023)** [aidanfinn.com: Script – Document All Azure Private DNS Zones](https://aidanfinn.com/?p=23582) [POWERSHELL CONTENT]  [COMMUNITY-TOOL] β€” Provides a PowerShell script designed to dynamically query and document all Azure Private DNS zones within a subscription or tenant. Ideal for compliance audits, architectural reviews, and inventory collection.
-#### Private DNS
-
-  - **(2024)** [learn.microsoft.com: What is Azure DNS Private Resolver?](https://learn.microsoft.com/en-us/azure/dns/dns-private-resolver-overview) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Defines Azure DNS Private Resolver, a fully-managed service enabling secure, cross-premises DNS resolution. Facilitates simplified querying between on-premises environments and Virtual Networks without self-managed virtual machine DNS servers.
 ### Global Routing
 
 #### DNS Traffic Management
 
   - **(2024)** [Azure Traffic Manager](https://learn.microsoft.com/en-us/azure/traffic-manager) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official documentation for Azure Traffic Manager, a DNS-based traffic load balancer. Highlights performance-based routing, geographic routing configurations, and seamless service failover strategies for global-scale cloud architectures.
-### Network Security (1)
-
-#### Architecture Baselines
-
-  - **(2024)** [learn.microsoft.com: Azure network security overview](https://learn.microsoft.com/en-us/azure/security/fundamentals/network-overview) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Comprehensive structural baseline for cloud perimeter security, private links, virtual firewalls, and application gateways. Forms the backbone of Azure's architectural recommendations for implementing defense-in-depth security.
-## Networking (1)
-
-### Infrastructure as Code (10)
-
-#### Architecture Code Patterns
-
-  - **(2024)** [==mattfeltonma/azure-networking-patterns==](https://github.com/mattfeltonma/azure-networking-patterns) ⭐ 164  [BICEP CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A curated library containing declarative architectural examples of Azure networking infrastructure. Simplifies deployment patterns such as hub-and-spoke virtual networks and private endpoints.
-### Network Management
-
-#### AVNM
-
-  - **(2024)** [hlokensgard.no: Azure Virtual Network Manager – A game changer or just a costly upgrade?](https://hlokensgard.no/2024/07/01/azure-virtual-network-manager-a-game-changer-or-just-a-costly-upgrade) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Evaluates Azure Virtual Network Manager (AVNM), analyzing its capabilities in orchestrating complex global network topologies and security rules at scale. The article provides a critical cost-benefit analysis, comparing AVNM's licensing model against the manual management of virtual network peering and network security groups in hub-and-spoke topologies.
-### Traffic Management
-
-#### Load Balancing
-
-  - **(2025)** [docs.microsoft.com: Understand Azure Load Balancing. Decision tree for load balancing in Azure](https://learn.microsoft.com/en-us/azure/architecture/guide/technology-choices/load-balancing-overview) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official technical decision matrix mapping selection logic for Azure load-balancing technologies. Systematically contrasts global DNS/anycast layers (Front Door, Traffic Manager) with regional layer-4 and layer-7 controllers (Application Gateway, Azure Load Balancer).
-#### Load Balancing Comparison
-
-  - **(2019)** [mvark.blogspot.com: Comparison of Azure Front Door, Traffic Manager, Application Gateway & Load Balancer](https://mvark.blogspot.com/2019/12/comparison-of-azure-front-door-traffic.html) [NONE CONTENT]  [LEGACY] β€” A legacy comparison contrasting features of Azure Front Door, Traffic Manager, Application Gateway, and Load Balancer. Though older, it offers fundamental routing paradigms that remain architecturally relevant.
 ## Operating Systems (1)
 
 ### Azure Linux (1)
 
-#### CBL-Mariner
-
-  - **(2023)** [thenewstack.io: Deploying Microsoft’s New Linux Distribution as a VM is Not Easy](https://thenewstack.io/deploying-microsofts-new-linux-distribution-as-a-vm-is-not-easy) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Critical technical evaluation of deploying Microsoft's CBL-Mariner (Azure Linux) inside standalone virtual environments. Highlights physical complexity patterns against containerized native benefits.
 #### Kernel Curation
 
   - **(2026)** [==github.com/microsoft/CBL-Mariner==](https://github.com/microsoft/azurelinux) ⭐ 4994  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Official repository for Azure Linux (formerly CBL-Mariner), a lightweight, container-optimized OS designed for minimal footprint and maximum security inside AKS. Strips away non-essential packages to shrink attack surfaces and secure running microservices.
-## Platform Automation and Tooling
-
-### Command Line Interface
-
-#### Cross-Platform Shells
-
-  - **(2022)** [fedoramagazine.org: PowerShell on Linux? A primer on Object-Shells](https://fedoramagazine.org/powershell-on-linux-a-primer-on-object-shells) [POWERSHELL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An introduction explaining how object-oriented shells function on traditionally text-stream-based UNIX environments like Fedora. It details how piping native objects rather than parsing string structures with awk/grep simplifies configuration scripting. It assists Linux engineers in integrating cross-platform scripting runtimes into heterogeneous fleets.
-#### PowerShell Core (2)
-
-  - **(2026)** [==PowerShell==](https://learn.microsoft.com/en-us/powershell) [POWERSHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official entry portal for PowerShell, Microsoft's cross-platform object-oriented shell and scripting language. Built on .NET Core, modern PowerShell (v7+) functions as a highly scalable system administration tool, allowing developers to manage clouds, databases, and local infrastructure seamlessly. Its object-oriented pipeline design makes it unique compared to typical text-stream UNIX shells.
-#### PowerShell Ecosystem
-
-  - **(2026)** [**PowerShell Community**](https://devblogs.microsoft.com/powershell-community) [POWERSHELL CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A collaborative hub hosting blogs, community calls, and development updates regarding the open-source PowerShell runtime. It highlights community contributions, RFC developments, and scripting best-practices. This dynamic ecosystem accelerates PowerShell's maturity, steering the command-line engine to meet cross-platform enterprise automation demands.
-#### PowerShell Help
-
-  - **(2021)** [sqlservercentral.com: Powershell Day by Day: Adding Help to Scripts](https://www.sqlservercentral.com/articles/powershell-day-by-day-adding-help-to-scripts) [POWERSHELL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A tutorial explaining the integration of comment-based help blocks inside custom PowerShell scripts. It shows how configuring standard keywords allows runtime generation of detailed documentation using Get-Help. Adhering to these community guidelines ensures that internal automation tools are self-documenting, maintainable, and developer-friendly.
-#### PowerShell Magazine
-
-  - **(2024)** [**powershellmagazine.com**](https://powershellmagazine.com) [POWERSHELL CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An online resource providing technical deep-dives, tooling tips, and scripting practices authored by PowerShell MVPs and community leaders. It covers topics ranging from advanced function creation to system provisioning patterns. An enduring reference for intermediate and advanced developers searching for specialized scripting solutions.
-#### PowerShell Modules
-
-  - **(2026)** [==PowerShell Gallery 🌟==](https://www.powershellgallery.com) [POWERSHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The central repository for discovering, sharing, and downloading PowerShell modules, scripts, and DSC resources. Supported directly by Microsoft, it hosts crucial operational toolkits like Az, Microsoft.Graph, and Pester. It serves as the primary gateway for platform engineers building reusable scripting abstractions and automation pipelines.
-#### PowerShell Networking
-
-  - **(2021)** [thomasmaurer.ch: PowerShell: Download script or file from GitHub](https://www.thomasmaurer.ch/2021/07/powershell-download-script-or-file-from-github) [POWERSHELL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A focused tutorial demonstrating how to programmatically download remote assets or scripts from GitHub repositories using native PowerShell Cmdlets like Invoke-WebRequest. It outlines methods to handle authentication headers, process raw file links, and security implications of unvetted script executions. Ideal for building bootstrap processes in clean environments.
-#### posh-git Module
-
-  - **(2026)** [==dahlbyk/posh-git==](https://github.com/dahlbyk/posh-git) ⭐ 8216  [POWERSHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A highly popular PowerShell module integrating comprehensive Git status details and robust tab-completion directly inside the shell prompt. It offers visual indicators for uncommitted changes, branch states, and merge status, significantly increasing CLI productivity. It is a fundamental environment enhancement for any command-line developer working extensively with Git repositories.
-### Database Administration
-
-#### dbatools Module
-
-  - **(2026)** [==dbatools.io==](https://dbatools.io) [POWERSHELL / SQL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An open-source, community-driven PowerShell module consisting of hundreds of command abstractions for automated SQL Server administration and migration. It allows administrators to securely perform complex backups, migration tasks, security audits, and configuration deployments in seconds. A vital tool for database engineering teams migrating infrastructure to the cloud.
-## Platform Engineering (1)
-
-### CICD Platforms
-
-#### Azure DevOps (4)
-
-  - **(2022)** [thomasthornton.cloud: Conditional Variables in Azure DevOps Pipelines](https://thomasthornton.cloud/conditional-variables-in-azure-devops-pipelines) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Detailed evaluation of configuring dynamic and conditional variable expressions within Azure DevOps YAML pipelines. By utilizing built-in pipeline expressions, developers can adjust variable values based on source branch, trigger conditions, or build parameters. This capability promotes DRY (Don't Repeat Yourself) practices and allows high levels of pipeline reuse across different environments.
-  - **(2022)** [thomasthornton.cloud: Adding pull-request comments to Azure DevOps Repo from Azure DevOps Pipelines](https://thomasthornton.cloud/adding-pull-request-comments-to-azure-devops-repo-from-azure-devops-pipelines) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Step-by-step automation guide showing how to programmatically publish comments back to Azure DevOps pull requests directly from active CI pipelines. Using the Azure DevOps REST API or CLI within pipeline stages, teams can auto-post code quality summaries, terraform plans, or security scanner findings. This approach shortens the feedback loop for developers and streamlines team review processes.
 ## Quality Assurance
 
 ### Performance Testing
@@ -2175,40 +472,6 @@
 #### Azure Load Testing
 
   - **(2025)** [==github.com/Azure-Samples/azure-load-testing-samples 🌟==](https://github.com/Azure-Samples/azure-load-testing-samples) ⭐ 27  [JAVASCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Official Microsoft repository containing sample configurations and automation scripts for Azure Load Testing. Promotes direct integration of high-scale performance testing pipelines within existing Git workflows.
-## Sandbox Environments
-
-### Development Environments
-
-#### Azure Sandbox
-
-  - **(2026)** [Azure Sandbox](https://learn.microsoft.com/en-us/azure/architecture/guide/azure-sandbox/azure-sandbox) [BICEP CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” A highly structured framework for rapidly spinning up isolated, secure development environments (sandboxes) on Azure. The architecture features pre-configured networking, automated lifecycle policies to prevent cost overrun, and mock workloads. It is perfect for developers to safely test cloud-native architectures and PoCs.
-## Security (1)
-
-### Identity and Access (3)
-
-#### AKS
-
-  - **(2024)** [From Zero to Hero with Identity and Access Control in Azure Kubernetes Service](https://techcommunity.microsoft.com/blog/startupsatmicrosoftblog/from-zero-to-hero-with-identity-and-access-control-in-azure-kubernetes-service/4386350) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” A comprehensive handbook for architecting identity boundaries in Azure Kubernetes Service (AKS). It details the integration of Entra ID with native Kubernetes RBAC to eliminate static credentials. Utilizing managed identities ensures secure, audit-compliant interactions with external Azure cloud assets.
-#### OIDC Integration
-
-  - **(2023)** [techcommunity.microsoft.com: Introduction to Azure DevOps Workload identity federation (OIDC) with Terraform](https://login.microsoftonline.com/common/oauth2/v2.0/authorize?client_id=09213cdc-9f30-4e82-aa6f-9b6e8d82dab3&redirect_uri=https%3A%2F%2Ftechcommunity.microsoft.com%2Ft5%2Fs%2Fauth%2Foauth2callback%2Fproviderid%2Fdefault&response_type=code&state=t32RGeYIHrLX7VZiIP5Idsc47642cGWeSnDaow_6xtt0AVO-pN2q_aKbw0Dw-5VfiAvlYRC6AjPqIjJ7tTD1oClJ2fvT9BIa-6OwFcbLVaGkbYkIAE0gmCezmGXRDrJwzJR9YyiSjnMURsQeirF4CS5A4QI2afRW2Y563huvTZiWPqnMHS5Lx_G1x1stZSViKRMJRdvOE0G-tlOGg5nQw1Q4Ie55Bqkrtp6BguyPyVA&scope=User.Read+openid+email+profile+offline_access&referer=https%3A%2F%2Ftechcommunity.microsoft.com%2Fblog%2F-%2Fintroduction-to-azure-devops-workload-identity-federation-oidc%2F3908687) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Technical guide on configuring Azure DevOps Workload Identity Federation with Terraform. Explains using OIDC to exchange short-lived federated credentials, eliminating the need to store long-lived cloud secret keys inside pipeline variables.
-### Network Security (2)
-
-#### Azure Firewall
-
-  - **(2024)** [==github.com/nicolgit/azure-firewall-mon: az-firewall-mon==](https://github.com/nicolgit/azure-firewall-mon) ⭐ 91  [JAVASCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Real-time log viewer utility for Azure Firewall. Parses JSON diagnostic streams directly from Log Analytics, providing colorized output detailing connection actions (allow/deny) on live terminals.
-### Secrets Management
-
-#### Cloud Integrations
-
-##### Azure (2)
-
-  - **(2025)** [Four Methods to Access Azure Key Vault from Azure Kubernetes Service (AKS)](https://techcommunity.microsoft.com/discussions/azurepartners/four-methods-to-access-azure-key-vault-from-azure-kubernetes-service-aks/4376662)  [COMMUNITY-TOOL] β€” Explores key architectural patterns for integrating Azure Key Vault (AKV) with Azure Kubernetes Service (AKS). Reviews Azure AD Workload Identity federation, the Secrets Store CSI Driver, and AKS-native mechanisms. Enables engineering teams to eliminate static cloud credentials from cluster runtime contexts.
-### Threat Hunting
-
-#### Active Directory (1)
-
-  - **(2025)** [==github.com/JPCERTCC/LogonTracer==](https://github.com/JPCERTCC/LogonTracer) ⭐ 3182  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Incident response tool mapping Active Directory authentication logs onto Neo4j graph databases. Visually identifies anomalous domain login correlations, pass-the-hash movements, and identity exploitation attacks.
 ## Security and Identity
 
 ### API Security
@@ -2216,106 +479,14 @@
 #### Runtime Threat Protection
 
   - **(2023)** [techcommunity.microsoft.com: Microsoft Announces General Availability of Defender for APIs](https://techcommunity.microsoft.com/blog/microsoftdefendercloudblog/microsoft-announces-general-availability-of-defender-for-apis/3981488) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Spotlights the GA release of Microsoft Defender for APIs. Integrates directly with Azure API Management to inspect API security posture, analyze traffic patterns for anomalies, and defend backend microservices from complex runtime vectors.
-### Compliance (2)
-
-#### Security Benchmarks
-
-  - **(2021)** [techcommunity.microsoft.com: Security Control: Implement security best practices](https://techcommunity.microsoft.com/blog/microsoftdefendercloudblog/security-control-implement-security-best-practices/2269914) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Provides guidance on implementing Azure Security Benchmark recommendations. Discusses vulnerability assessments, access policy enforcement, and operational posture improvements using Microsoft Defender for Cloud tools.
-### DevSecOps (1)
-
-#### Continuous Security
-
-  - **(2023)** [devops.com: DevSecOps in Azure](https://devops.com/devsecops-in-azure) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Examines the technical blueprint for establishing DevSecOps practices within the Azure ecosystem. Details security scanners, credential detection tools, container analysis systems, and runtime enforcement loops.
-### Hybrid Connectivity
-
-#### Point-to-Site VPN
-
-  - **(2024)** [Create an Azure Active Directory tenant for P2S OpenVPN protocol connections](https://learn.microsoft.com/en-us/azure/vpn-gateway/openvpn-azure-ad-tenant) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Walkthrough on establishing a dedicated Azure Active Directory tenant configuration specifically for securing Point-to-Site (P2S) OpenVPN gateways. Maximizes enterprise security via multi-factor authentication and token validation.
-### Identity Governance
-
-#### Entra ID B2B
-
-  - **(2023)** [returngis.net: Invitar a usuarios externos a un tenant de Azure AD a travΓ©s de Microsoft Graph y Azure CLI](https://www.returngis.net/2023/04/invitar-a-usuarios-externos-a-un-tenant-de-azure-ad-a-traves-de-microsoft-graph-y-azure-cli) [SPANISH CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Spanish-language implementation guide outlining guest onboarding using Microsoft Graph and Azure CLI. Provides programmatic patterns to invite external collaborators to Microsoft Entra ID tenants. Outlines user profile creation, customized invitation redirection, and target enterprise group assignments.
-#### RBAC (1)
-
-  - **(2023)** [blog.davesdomain.co.uk: A look at Azure RBAC Constrained Delegation](https://blog.davesdomain.co.uk/posts/azure-rbac-constrained-delegation) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Technical review of Azure Role-Based Access Control (RBAC) constrained delegation patterns. Analyzes authorization mechanics designed to limit permissions granted to administrative and service identities. Reduces operational privilege escalation risks by establishing boundaries on what automated agents can provision.
-### Identity Security
-
-#### Access Design
-
-  - **(2024)** [learn.microsoft.com: Conditional Access architecture and personas](https://learn.microsoft.com/en-us/entra/identity/conditional-access/plan-conditional-access) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Explores architecture design patterns, administrator roles, and lifecycle management for complex Conditional Access policy matrices. Prevents tenant lockout scenarios while executing strict Zero Trust access models.
-#### Conditional Access
-
-  - **(2024)** [learn.microsoft.com: Conditional Access templates](https://learn.microsoft.com/en-us/entra/identity/conditional-access/concept-conditional-access-policy-common) [NONE CONTENT] [DOCUMENTATION]  [LEGACY] β€” Presents preconfigured templates designed to simplify the deployment of Entra ID Conditional Access policies. Covers baseline controls including multi-factor authentication enforcement, legacy block protocols, and device compliance checks.
-### SecOps
-
-#### AI Security Copilot
-
-  - **(2024)** [techcommunity.microsoft.com: What’s new in Defender: How Copilot for Security can transform your SOC](https://techcommunity.microsoft.com/blog/microsoftthreatprotectionblog/what%e2%80%99s-new-in-defender-how-copilot-for-security-can-transform-your-soc/4084222) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Evaluates how AI-driven Copilot for Security integrates into Security Operations Centers (SOC) using Microsoft Defender signals. Enables analysts to investigate complex breach vectors and draft contextual incident playbooks rapidly using natural language queries.
-#### Cloud Security Dashboard
-
-  - **(2024)** [**github.com/Azure/Microsoft-Defender-for-Cloud**](https://github.com/Azure/Microsoft-Defender-for-Cloud/tree/main/Workbooks/Network%20Security%20Dashboard) ⭐ 1913  [JSON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The repository holding advanced dashboard resources and workbooks for Microsoft Defender for Cloud, featuring the Network Security Dashboard. Facilitates deep metric visualization across firewall configurations, NSGs, and public exposure endpoints.
-#### Red-Teaming
-
-  - **(2023)** [github.com/Cloud-Architekt: Azure AD - Attack and Defense Playbook](https://github.com/Cloud-Architekt/AzureAD-Attack-Defense) ⭐ 2529  [MARKDOWN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A practical attack and defense reference handbook detailing compromise paths in Azure AD/Entra ID. Provides security engineers with clear methodologies to simulate, detect, and mitigate critical identity threats.
-#### Sentinel Monitoring
-
-  - **(2024)** [techcommunity.microsoft.com: Monitoring Microsoft Sentinel Reports with Dashboard Hub & Power BI](https://techcommunity.microsoft.com/blog/coreinfrastructureandsecurityblog/monitoring-microsoft-sentinel-reports-with-dashboard-hub--power-bi/4203870) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Guides architects on scaling Microsoft Sentinel threat intelligence reporting by utilizing Power BI integrations. Focuses on centralizing complex workspace telemetry, operational KPIs, and incident metrics into a streamlined administrative dashboard.
-### Security Operations
-
-#### SIEM
-
-  - **(2021)** [techcommunity.microsoft.com: Non-interactive logins: minimizing the blind spot](https://techcommunity.microsoft.com/blog/microsoftsentinelblog/non-interactive-logins-minimizing-the-blind-spot/2287932) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Securing automated pipelines through monitoring and auditing strategies for non-interactive service principal logins inside Microsoft Sentinel. Focuses on identifying security anomalies in automated system accounts using targeted Kusto Query Language (KQL) detections. Reduces the blind spots inherent in modern DevOps workflows where interactive MFA cannot be enforced.
 ### Vulnerability Research
 
 #### Container Escape
 
   - **(2021)** [unit42.paloaltonetworks.com: Finding Azurescape – Cross-Account Container Takeover in Azure Container Instances](https://unit42.paloaltonetworks.com/azure-container-instances) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Technical autopsy of 'Azurescape', a cross-account vulnerability discovered in Azure Container Instances (ACI). Analyzes multitenancy container host escapes and explains subsequent platform-level security mitigations.
-## Security Operations (1)
-
-### Advanced Threat Protection
-
-#### Offensive Tooling
-
-##### Penetration Testing
-
-  - **(2021)** [github.com/Mr-Un1k0d3r/ATP-PowerShell-Scripts](https://github.com/Mr-Un1k0d3r/ATP-PowerShell-Scripts) ⭐ 218  [POWERSHELL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Provides advanced scripts designed to audit protection baselines, test defensive measures, and evaluate Active Directory environments against vulnerability patterns.
-### Penetration Testing (1)
-
-#### PowerShell Exploits
-
-##### Reverse Shells
-
-  - **(2022)** [hackingarticles.in: PowerShell for Pentester: Windows Reverse Shell](https://www.hackingarticles.in/powershell-for-pentester-windows-reverse-shell) [POWERSHELL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Provides hands-on configuration instructions for building, executing, and defending against dynamic PowerShell-based reverse shells. Analyzes standard socket handling mechanisms inside active Windows target environments.
-### Virtual Machines (2)
-
-#### Azure Run Command
-
-##### Vulnerability Analysis
-
-  - **(2022)** [mandiant.com: Azure Run Command for Dummies](https://cloud.google.com/blog/topics/threat-intelligence/azure-run-command-dummies) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A security audit of the Azure VM Run Command service. Explores risk considerations, execution logs, and configuration baselines required to limit deployment vectors.
-### Windows OS
-
-#### Service Accounts
-
-##### Privilege Audit
-
-  - **(2020)** [commandline.ninja: Use Powershell to find windows services configured to run as another user](https://commandline.ninja/use-powershell-to-find-services-configured-to-run-as-another-user) [POWERSHELL CONTENT]  [COMMUNITY-TOOL] β€” Outlines an automated auditing solution leveraging custom WMI queries to locate active background services configured with custom service-account parameters rather than default LocalSystem context pools.
-## Software Engineering
-
-### CICD Platforms (1)
-
-#### Mobile DevOps
-
-  - **(2022)** [arjavdave.com: Continuous Integration: CI/CD for iOS (Part 1)](https://arjavdave.com)  [COMMUNITY-TOOL] β€” A specialized technical series outlining the construction of CI/CD pipelines for Apple iOS applications. Discusses Xcode configuration frameworks, automated signing, and remote deployment to App Store Connect.
-## Testing
-
-### Load Testing
-
-#### Azure Container Instances
-
-  - **(2024)** [==Azure-Samples/jmeter-aci-terraform==](https://github.com/Azure-Samples/jmeter-aci-terraform) ⭐ 119  [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” IaC template leveraging Terraform to provision distributed Apache JMeter load testing engines within Azure Container Instances (ACI). Allows engineers to spin up high-throughput parallel load agents in serverless environments without cluster maintenance.
 
 ---
-πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md)
+πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Oraclecloud](./oraclecloud.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/caching.md b/v2-docs/caching.md
index 000fa67d..104daffb 100644
--- a/v2-docs/caching.md
+++ b/v2-docs/caching.md
@@ -8,109 +8,16 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [Data and Caching](#data-and-caching)
-  - [CDN](#cdn)
-    - [Fundamentals](#fundamentals)
-  - [Caching Fundamentals](#caching-fundamentals)
-    - [Cache Invalidation](#cache-invalidation)
-    - [Slides](#slides)
-  - [Data Grid](#data-grid)
-    - [In-Memory Caching](#in-memory-caching)
-  - [Edge Caching](#edge-caching)
-    - [Varnish](#varnish)
 1. [Edge and Serverless](#edge-and-serverless)
   - [WebAssembly Platforms](#webassembly-platforms)
     - [Tau Edge](#tau-edge)
-1. [Infrastructure](#infrastructure)
-  - [Caching](#caching)
-    - [Redis](#redis)
 1. [Infrastructure and Caching](#infrastructure-and-caching)
   - [Database and Storage](#database-and-storage)
     - [Tarantool and Nginx](#tarantool-and-nginx)
-  - [Edge Caching](#edge-caching-1)
-    - [Enterprise Linux Support](#enterprise-linux-support)
-    - [Legacy Varnish Tuning](#legacy-varnish-tuning)
-    - [VM Administration](#vm-administration)
-  - [In-Memory Datastores](#in-memory-datastores)
-    - [High-Performance Caching](#high-performance-caching)
-    - [Memcached Fundamentals](#memcached-fundamentals)
-    - [Redis Deep-Dive](#redis-deep-dive)
-    - [Redis Foundations](#redis-foundations)
-  - [Kubernetes Caching](#kubernetes-caching)
-    - [Distributed Caching](#distributed-caching)
-  - [Kubernetes Operators](#kubernetes-operators)
-    - [Varnish Deployment](#varnish-deployment)
-  - [Network and Security](#network-and-security)
-    - [TLS Offloading](#tls-offloading)
-  - [Web Servers](#web-servers)
-    - [Nginx Caching](#nginx-caching)
-    - [Nginx Customization](#nginx-customization)
-1. [Networking](#networking)
-  - [Load Balancing](#load-balancing)
-    - [Database Proxy](#database-proxy)
-    - [HAProxy](#haproxy)
-  - [Security](#security)
-    - [HAProxy](#haproxy-1)
 1. [Performance](#performance)
-  - [Caching](#caching-1)
+  - [Caching](#caching)
     - [Varnish on RHEL](#varnish-on-rhel)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [kothiyal-anuj.medium.com: Serverless Diary: The Ultimate Guide to **Caching' in the Cloud**](https://kothiyal-anuj.medium.com/serverless-diary-the-ultimate-guide-to-caching-in-the-cloud-249f6a06915f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kothiyal-anuj.medium.com: Serverless Diary: The Ultimate Guide to **Caching' in the Cloud** in the Kubernetes Tools ecosystem.
-  - [Wikipedia: Web cache](https://en.wikipedia.org/wiki/Web_cache)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia: Web cache in the Kubernetes Tools ecosystem.
-  - [Wikipedia: Dynamic site acceleration](https://en.wikipedia.org/wiki/Dynamic_site_acceleration)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia: Dynamic site acceleration in the Kubernetes Tools ecosystem.
-  - [nixCraft: 9 Awesome Open Source Web Performance Software For Linux and Unix-like' Systems](https://www.cyberciti.biz/open-source/http-web-performance-proxy-load-balancer-accelerator-software)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering nixCraft: 9 Awesome Open Source Web Performance Software For Linux and Unix-like' Systems in the Kubernetes Tools ecosystem.
-  - [Dzone: An Introduction to Caching: How and Why We Do It 🌟](https://dzone.com/articles/introducing-amp-assimilating-caching-quick-read-fo)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: An Introduction to Caching: How and Why We Do It 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: Caching β€” System Design Concept 🌟](https://medium.com/enjoy-algorithm/caching-system-design-concept-500134cff300)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Caching β€” System Design Concept 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: Microservices Distributed Caching](https://medium.com/design-microservices-architecture-with-patterns/microservices-distributed-caching-76828817e41b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Microservices Distributed Caching in the Kubernetes Tools ecosystem.
-  - [medium.com/rtkal: Distributed Cache Design](https://medium.com/rtkal/distributed-cache-design-348cbe334df1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/rtkal: Distributed Cache Design in the Kubernetes Tools ecosystem.
-  - [DZone refcard: Java Caching](https://dzone.com/refcardz/java-caching)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering DZone refcard: Java Caching in the Kubernetes Tools ecosystem.
-  - [Dzone: Getting Started with Infinispan](https://dzone.com/refcardz/getting-started-infinispan)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Getting Started with Infinispan in the Kubernetes Tools ecosystem.
-  - [Red Hat Data Grid Overview](https://developers.redhat.com/products/datagrid/overview)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Red Hat Data Grid Overview in the Kubernetes Tools ecosystem.
-  - [Wikipedia: CDN Content Delivery Network](https://en.wikipedia.org/wiki/Content_delivery_network)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia: CDN Content Delivery Network in the Kubernetes Tools ecosystem.
-  - [Red Hat Developer Blog. Tag: Varnish](https://developerblog.redhat.com/tag/varnish)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Red Hat Developer Blog. Tag: Varnish in the Kubernetes Tools ecosystem.
-  - [medium: Scaling Millions of Geospatial Queries per minute using Redis](https://medium.com/groupon-eng/scaling-millions-of-geospatial-queries-per-minute-using-redis-7c05bcf6b4db)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Scaling Millions of Geospatial Queries per minute using Redis in the Kubernetes Tools ecosystem.
-  - [faun.pub: Redis High availability with Sentinel on Kubernetes(K8s)](https://faun.pub/redis-high-availability-with-sentinel-on-kubernetes-k8s-a1d67842e0ce)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Redis High availability with Sentinel on Kubernetes(K8s) in the Kubernetes Tools ecosystem.
-  - [medium.com/lightricks-tech-blog: Step by Step Guide: How to create a Dynamic' Service Endpoint via K8S API](https://medium.com/lightricks-tech-blog/step-by-step-guide-how-to-create-a-dynamic-service-endpoint-via-k8s-api-1024309cb226)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/lightricks-tech-blog: Step by Step Guide: How to create a Dynamic' Service Endpoint via K8S API in the Kubernetes Tools ecosystem.
-## Data and Caching
-
-### CDN
-
-#### Fundamentals
-
-  - **(2024)** [imperva.com: CDN Caching](https://www.imperva.com/learn/performance/cdn-caching)  [COMMUNITY-TOOL] β€” A foundational performance guide exploring edge caching. It provides comprehensive details covering HTTP headers (Cache-Control, ETags), TTL policy mechanics, and real-time purge requests.
-  - **(2011)** [nczonline: How content delivery networks (CDNs) work - Nov 2011](https://humanwhocodes.com/blog/2011/11/29/how-content-delivery-networks-cdns-work)  [COMMUNITY-TOOL] β€” A timeless foundational resource detailing the transport mechanics of CDNs. It details network topological distance mapping, anycast DNS, and reverse proxy caching designs for accelerating global static assets.
-### Caching Fundamentals
-
-#### Cache Invalidation
-
-  - **(2022)** [surfingcomplexity.blog: Cache invalidation really is one of the hardest problems in computer science](https://surfingcomplexity.blog/2022/11/25/cache-invalidation-really-is-one-of-the-hardest-things-in-computer-science) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An analytical exploration detailing the complex nature of distributed cache invalidation strategies. It breaks down systemic issues with race conditions, expiration parameters, and multi-region database sync mechanisms.
-#### Slides
-
-  - **(2015)** [Slideshare: Caching](https://www.slideshare.net/NasceniaIT/brown-bag-caching-rafi-faisal-48694442)  [COMMUNITY-TOOL] β€” A fundamental slide presentation mapping out early caching architectures. It provides high-level overviews of browser cache policies, reverse proxy structures, CDN nodes, and database query caches.
-### Data Grid
-
-#### In-Memory Caching
-
-  - **(2025)** [Red Hat Data Grid](https://www.redhat.com/en/technologies/jboss-middleware/data-grid) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Red Hat Data Grid is a distributed, in-memory key-value store built on top of Infinispan. It facilitates fast transaction caching, active real-time data streaming, and cross-datacenter state sync across Kubernetes clusters.
-  - **(2020)** [developers.redhat.com: Red Hat Data Grid 8.0 brings new server architecture, improved REST API, and more](https://developers.redhat.com/blog/2020/04/13/red-hat-data-grid-8-0-brings-new-server-architecture-improved-rest-api-and-more) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Technical release evaluation showcasing Red Hat Data Grid 8.0's updated cloud-native engine. It details the lightweight server container footprint, modern REST API integration pathways, and advanced CLI automation.
-  - **(2016)** [Red Hat JBoss Data Grid is Not Just for Caching Java Objects Anymore 🌟](https://thenewstack.io/red-hat-jboss-data-grid-not-just-storing-java-objects-anymore)  [COMMUNITY-TOOL] β€” A historical overview detailing JBoss Data Grid's architectural transition. It explains how the grid progressed from a simple JVM object store into a high-capacity, language-agnostic distributed cache.
-### Edge Caching
-
-#### Varnish
-
-  - **(2025)** [Varnish Cache](https://www.varnish.org/index.html) [C CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Varnish Cache is an extremely fast, thread-optimized HTTP reverse proxy and cache director. It provides the powerful Varnish Configuration Language (VCL) allowing platform engineers to define custom request routing at the cache edge.
-  - **(2025)** [varnish-software.com](https://www.varnish-software.com)  [COMMUNITY-TOOL] β€” Commercial portal for Varnish Software. It showcases enterprise extensions, massive cache storage configurations, real-time metrics dashboards, and distributed high-availability features built to scale globally.
-  - **(2021)** [fedoramagazine.org: Varnish: Your site faster and more stable](https://fedoramagazine.org/varnish-site-faster-stable)  [COMMUNITY-TOOL] β€” A practical system administration guide demonstrating how to set up, secure, and monitor Varnish Cache on enterprise Linux configurations to handle surge traffic and ensure static file acceleration.
-  - **(2020)** [The Varnish Book](https://info.varnish-software.com/the-varnish-book) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The definitive technical documentation book for Varnish configurations. It provides advanced tutorials on VCL architecture, Edge Side Includes (ESI) structures, security rules, and performance analysis.
 ## Edge and Serverless
 
 ### WebAssembly Platforms
@@ -118,13 +25,6 @@
 #### Tau Edge
 
   - **(2025)** [==github.com/taubyte/tau: Tau==](https://github.com/taubyte/tau) ⭐ 5051  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Tau is an innovative, high-performance decentralized computing platform running WebAssembly (Wasm) workloads on the edge. It integrates autonomous routing, multi-tenant serverless orchestration, and distributed transactional db sync natively without standard cloud overhead.
-## Infrastructure
-
-### Caching
-
-#### Redis
-
-  - **(2023)** [Redis](https://redis.io) [C CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The documentation portal for Redis, an in-memory data store used as a cache, database, and message broker. It highlights key features like replication, clustering, and data structures (such as Streams and Sorted Sets) that power real-time apps.
 ## Infrastructure and Caching
 
 ### Database and Storage
@@ -132,81 +32,16 @@
 #### Tarantool and Nginx
 
   - **(2016)** [highscalability.com: Building nginx and Tarantool based services 🌟](https://highscalability.com/blog/2016/2/17/building-nginx-and-tarantool-based-services.html) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An architectural breakdown of low-latency services combining Nginx and the Tarantool in-memory database. Highlights how custom application routing directly bypassing intermediate application runtimes yields astronomical throughput with sub-millisecond delays.
-### Edge Caching (1)
-
-#### Enterprise Linux Support
-
-  - **(2019)** [Red Hat Enterprise Linux Blog. Tag: Varnish](https://rhelblog.redhat.com/tag/varnish) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Red Hat's official integration portal outlining configuration blueprints for running Varnish Cache inside Red Hat Enterprise Linux (RHEL) architectures. Highlights systemd customization and repository setups to guarantee enterprise-level stability and high-availability HTTP caching.
-#### Legacy Varnish Tuning
-
-  - **(2015)** [slideshare: Varnish - Tips & Tricks - 4Developers 2015](https://www.slideshare.net/piotrpasich/varnish-47199139) [N/A CONTENT]  [LEGACY] β€” A historical deep-dive into legacy Varnish tuning configurations, highlighting Varnish Configuration Language (VCL) tricks and early cache invalidation mechanisms. While architectural fundamentals remain sound, newer deployments leverage cloud-native operators or CDN-side configurations.
-#### VM Administration
-
-  - **(2020)** [digitalocean.com: How To Speed Up Static Web Pages with Varnish Cache Server on Ubuntu 20.04](https://www.digitalocean.com/community/tutorials/how-to-speed-up-static-web-pages-with-varnish-cache-server-on-ubuntu-20-04) [BASH CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A hands-on installation manual detailing how to integrate Varnish Cache on Ubuntu VM environments to accelerate static content delivery. Serves as an excellent foundational reference for monolithic deployments and non-containerized reverse proxies.
-### In-Memory Datastores
-
-#### High-Performance Caching
-
-  - **(2026)** [==memcached.org==](https://memcached.org) [C CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An industry-standard distributed memory object caching system designed for extreme performance and simplicity. Utilizing multi-threaded slab allocation, Memcached continues to serve as the default high-efficiency tier for raw key-value pair lookups.
-#### Memcached Fundamentals
-
-  - **(2012)** [Slideshare: Introduction to memcached](https://www.slideshare.net/oemebamo/introduction-to-memcached) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A baseline slide presentation outlining Memcached's memory structure, client hashing, and key eviction strategies. Highly useful for engineers studying early web-scale architecture concepts and memory-efficient software design.
-#### Redis Deep-Dive
-
-  - **(2022)** [**architecturenotes.co: Redis Explained 🌟🌟**](https://architecturenotes.co/p/redis) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An exceptional, visually illustrated deep-dive analyzing Redis execution cycles, single-threaded multiplexing event loops, and data structural formats. Demystifies complex operational mechanisms such as AOF/RDB persistence and memory eviction strategies.
-#### Redis Foundations
-
-  - **(2013)** [Slideshare: Introduction to Redis](https://www.slideshare.net/dvirsky/introduction-to-redis) [N/A CONTENT]  [LEGACY] β€” A legacy educational slide deck focusing on fundamental Redis data types and master-replica layouts. Helpful for conceptual framing, though modern configurations in 2026 leverage more sophisticated cluster/sentinel topologies.
-### Kubernetes Caching
-
-#### Distributed Caching
-
-  - **(2024)** [github.com/mittwald/kube-httpcache](https://github.com/mittwald/kube-httpcache) ⭐ 312  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An engineered Kubernetes-native HTTP caching platform that bundles Varnish with a specialized controller sidecar. It queries Kubernetes API endpoints directly to dynamically reconstruct and scale Varnish backend configurations without requiring manual server reloads.
-### Kubernetes Operators
-
-#### Varnish Deployment
-
-  - **(2023)** [github.com/IBM/varnish-operator](https://github.com/IBM/varnish-operator) ⭐ 69  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” A specialized Kubernetes Operator developed by IBM to deploy, manage, and scale Varnish Cache setups natively within container orchestrators. Although useful for cloud-native setups, in 2026 it faces stiff competition from service meshes offering in-built caching proxies.
-### Network and Security
-
-#### TLS Offloading
-
-  - **(2024)** [**Hitch - scalable TLS proxy. Hitch is a libev-based high performance SSL/TLS proxy by Varnish Software**](https://www.hitch-tls.org) [C CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Hitch is a highly scalable, multi-threaded TLS proxy designed to terminate SSL/TLS connections efficiently and route unencrypted traffic back to local services like Varnish. Built on libev, it effortlessly scales to tens of thousands of simultaneous connections on modern multi-core server processors.
-### Web Servers
-
-#### Nginx Caching
-
-  - **(2014)** [Nginxconf 2014. When Dynamic Becomes Static:The Next Step in Web Caching Techniques: Wim Godden](https://www.youtube.com/watch?v=OssIuHbgzJY) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A progressive conference talk detailing advanced architectural patterns to transform dynamic responses into static cache structures. Explores proxy caching, microcaching, and purge mechanics on the Nginx reverse proxy layer to survive heavy traffic spikes.
-#### Nginx Customization
-
-  - **(2015)** [Nginx: a caching, thumbnailing, reverse proxying image server? 🌟](https://charlesleifer.com/blog/nginx-a-caching-thumbnailing-reverse-proxying-image-server-) [NGINX CONF CONTENT]  [COMMUNITY-TOOL] β€” A structural configuration showcase demonstrating Nginx's ability to act as a real-time, lightweight image resizing proxy using its native image filter module. Illustrates the power of Nginx as an all-in-one low-footprint media engine.
-## Networking
-
-### Load Balancing
-
-#### Database Proxy
-
-  - **(2015)** [slideshare: Load Balancing MySQL with HAProxy](https://www.slideshare.net/Severalnines/load-balancing-mysql-with-haproxy-webinar-replay-english-44071270) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Slide presentation focused on load balancing MySQL database backends. It illustrates TCP level health checks, read/write splitting, query redirection patterns, and seamless failover configurations.
-  - **(2015)** [slideshare: Performance Tuning of HAProxy for Database Load Balancing](https://www.slideshare.net/Severalnines/haproxy-mysql-slides) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Deep technical slide deck illustrating OS and kernel-level optimizations for HAProxy. It details socket buffer limits, epoll utilization, and high-concurrency TCP handshake tunings for databases.
-  - **(2014)** [slideshare: How To Set Up SQL Load Balancing with HAProxy](https://www.slideshare.net/Severalnines/severalnines-ha-proxyjul20143) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A step-by-step instructional slide deck detailing the setup of robust database proxies. It explores load balancing techniques, health verification agents, and transaction limits for active SQL backends.
-#### HAProxy
-
-  - **(2025)** [HAProxy](https://www.haproxy.org) [C CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” HAProxy is an industry-standard, high-performance TCP/HTTP load balancer and proxy. It is widely praised for its raw event-driven architecture, rich session routing mechanisms, security structures, and efficiency.
-  - **(2015)** [slideshare: Haproxy web performance](https://www.slideshare.net/haproxytech/haproxy-web-performance-55536394)  [COMMUNITY-TOOL] β€” Technical presentation slides focusing on HAProxy optimizations. It targets key configurations for decreasing response latency, including Keep-Alive tuning, memory buffers, and HTTP protocol compression.
-  - **(2015)** [slideshare: Haproxy best practice](https://www.slideshare.net/haproxytech/haproxy-best-practice)  [COMMUNITY-TOOL] β€” A collection of engineering best practices for building highly available HAProxy configurations. It covers multi-tenant rate limiting, connection pooling limits, SSL offloading patterns, and syslog configurations.
-### Security
-
-#### HAProxy (1)
-
-  - **(2023)** [haproxy.com: The HAProxy Enterprise WAF 🌟](https://www.haproxy.com/blog/the-haproxy-enterprise-waf) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Product portal for HAProxy's Enterprise Web Application Firewall (WAF). It reviews native layer 7 filtering options, custom protection rule sets, and performance profiles designed to mitigate OWASP risks at high traffic volume.
 ## Performance
 
-### Caching (1)
+### Caching
 
 #### Varnish on RHEL
 
   - **(2021)** [varnish-cache.org: Installation on RedHat](https://vinyl-cache.org/docs/trunk/installation/index.html) [C CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Deployment documentation detailing how to install and configure Varnish Cache on RedHat Enterprise Linux. Focuses on setting up Varnish as an edge reverse-proxy caching layer to handle high-concurrency HTTP/S read operations in web services.
 
 ---
-πŸ’‘ **Explore Related:** [Cloudflare](./cloudflare.md) | [Web Servers](./web-servers.md) | [Kubernetes Networking](./kubernetes-networking.md)
+πŸ’‘ **Explore Related:** [Cloudflare](./cloudflare.md) | [Kubernetes Networking](./kubernetes-networking.md) | [Servicemesh](./servicemesh.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/chaos-engineering.md b/v2-docs/chaos-engineering.md
index 7501f647..fe8292d9 100644
--- a/v2-docs/chaos-engineering.md
+++ b/v2-docs/chaos-engineering.md
@@ -8,56 +8,26 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [Curated Playbooks](#curated-playbooks)
-  - [Awesome Lists](#awesome-lists)
 1. [Resilience](#resilience)
   - [Chaos Engineering](#chaos-engineering-1)
     - [Cloud Architecture](#cloud-architecture)
     - [Continuous Integration](#continuous-integration)
     - [Curated Resources](#curated-resources)
-    - [DevOps Culture](#devops-culture)
     - [Enterprise Platforms](#enterprise-platforms)
-    - [Failure Simulation](#failure-simulation)
-    - [Fundamentals](#fundamentals)
-    - [Kubernetes Tools](#kubernetes-tools-1)
+    - [Kubernetes Tools](#kubernetes-tools)
     - [Operations Strategy](#operations-strategy)
     - [Serverless Systems](#serverless-systems)
     - [Stateful Systems](#stateful-systems)
     - [Telemetry Systems](#telemetry-systems)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [medium.com/adidoescode: Chaos Engineering: How simulating adversity can' help build eCommerce Resilience](https://medium.com/adidoescode/chaos-engineering-how-simulating-adversity-can-help-build-ecommerce-resilience-4a799c8912dc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/adidoescode: Chaos Engineering: How simulating adversity can' help build eCommerce Resilience in the Kubernetes Tools ecosystem.
-  - [faun.pub: What is Chaos Engineering?](https://faun.pub/what-is-chaos-engineering-a89b64db9af0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: What is Chaos Engineering? in the Kubernetes Tools ecosystem.
-  - [reddit: Help with Kube Monkey setup](https://www.reddit.com/r/openshift/comments/e1j5qzrbac_for_container_access_to_destroy_other)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit: Help with Kube Monkey setup in the Kubernetes Tools ecosystem.
-  - [GitHub: monkey-ops, Openshift compliant, no cluster-admin required](https://github.comjoshmsmith/monkey-ops)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering GitHub: monkey-ops, Openshift compliant, no cluster-admin required in the Kubernetes Tools ecosystem.
-  - [medium.com: Getting Started with Chaos Engineering](https://1829034.medium.com/getting-started-with-chaos-engineering-13e85a438d37)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Getting Started with Chaos Engineering in the Kubernetes Tools ecosystem.
-  - [medium.com/better-practices: Learn how your Kubernetes clusters respond' to failure using Gremlin and Grafana](https://medium.com/better-practices/chaos-d3ef238ec328)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/better-practices: Learn how your Kubernetes clusters respond' to failure using Gremlin and Grafana in the Kubernetes Tools ecosystem.
-  - [awstip.com: Kubernetes Chaos Monkey: A Scheduled Random Pod Deletion Python' Script for Testing Cluster Resilience](https://awstip.com/kubernetes-chaos-monkey-a-scheduled-random-pod-deletion-python-script-for-testing-cluster-6eac429554b2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering awstip.com: Kubernetes Chaos Monkey: A Scheduled Random Pod Deletion Python' Script for Testing Cluster Resilience in the Kubernetes Tools ecosystem.
-  - [medium.com/@alex.ivenin: Chaos engineering in kubernetes](https://medium.com/@alex.ivenin/chaos-engineering-in-kubernetes-4de425132ba1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@alex.ivenin: Chaos engineering in kubernetes in the Kubernetes Tools ecosystem.
-## Curated Playbooks
-
-### Awesome Lists
-
-  - **(2023)** [==Awesome Chaos Engineering==](https://github.com/dastergon/awesome-chaos-engineering) ⭐ 6589  🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier curated directory of resources, tools, and papers dedicated to the practice of Chaos Engineering. It indexes tools for simulating network latency, injecting resource stress, and terminating instances across various platforms, with a strong focus on cloud-native environments. This is a must-have reference for engineering teams building self-healing, fault-tolerant distributed systems.
 ## Resilience
 
 ### Chaos Engineering (1)
 
 #### Cloud Architecture
 
-  - **(2021)** [aws.amazon.com: Verify the resilience of your workloads using Chaos Engineering](https://aws.amazon.com/blogs/architecture/verify-the-resilience-of-your-workloads-using-chaos-engineering) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An enterprise guide from AWS demonstrating resilience validation of distributed workloads using chaos principles. Maps failure injection patterns to the AWS Well-Architected Framework, emphasizing targeted, automated disruption sequences that verify high-availability topologies and recovery mechanisms.
-  - **(2021)** [Chaos engineering on Amazon EKS using AWS Fault Injection Simulator](https://aws.amazon.com/blogs/devops/chaos-engineering-on-amazon-eks-using-aws-fault-injection-simulator) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A technical walkthrough demonstrating how to orchestrate chaos experiments on Amazon EKS using AWS Fault Injection Simulator (FIS). Highlights configuring managed cluster actions to trigger node terminations, API failures, and container termination within isolated namespaces.
   - **(2021)** [aws.amazon.com: Chaos Engineering with LitmusChaos on Amazon EKS](https://aws.amazon.com/blogs/containers/chaos-engineering-with-litmuschaos-on-amazon-eks) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Provides an architectural blueprint for integrating LitmusChaos with Amazon EKS. Walks through installing custom resources, setting up experiment workflows for container and node disruptions, and verifying application resilience with AWS native CloudWatch metrics.
   - **(2021)** [Azure Chaos Studio](https://azure.microsoft.com/en-us/products/chaos-studio)  [COMMUNITY-TOOL] β€” Provides an overview of Azure Chaos Studio, Microsoft's managed chaos orchestration platform. Explains how to configure fault injection pipelines against virtual machines, AKS clusters, and key-value stores directly inside the Azure portal.
-  - **(2021)** [aws.amazon.com: Automating and Scaling Chaos Engineering using AWS Fault Injection Simulator](https://aws.amazon.com/blogs/industries/automating-and-scaling-chaos-engineering-using-aws-fault-injection-simulator) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Details structural blueprints for scaling and automating chaos engineering across multiple accounts using AWS FIS. Illustrates how to integrate fault tests with CI/CD systems and automated event alarms to prevent unintended outages.
 #### Continuous Integration
 
   - **(2022)** [thenewstack.io: Operationalizing Chaos Engineering with GitOps](https://thenewstack.io/operationalizing-chaos-engineering-with-gitops) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Proposes the paradigm of GitOps-driven chaos engineering. By declaring chaos configurations alongside standard application manifests in Git, engineering teams achieve strict auditability, versioning, automated cleanups, and predictable pipeline integration.
@@ -66,26 +36,14 @@
 
   - **(2021)** [blog.flant.com: Open Source solutions for chaos engineering in Kubernetes](https://palark.com/blog/chaos-engineering-in-kubernetes-open-source-tools)  [COMMUNITY-TOOL] β€” A technical comparison of prominent open-source chaos engineering frameworks in Kubernetes, evaluating kube-monkey, chaoskube, Chaos Mesh, Litmus Chaos, Chaos Toolkit, and KubeInvaders. Provides a selection matrix mapped to deployment complexity and targeted layers.
   - **(2021)** [blog.container-solutions.com: Comparing Chaos Engineering Tools for Kubernetes Workloads](https://blog.container-solutions.com/comparing-chaos-engineering-tools)  [COMMUNITY-TOOL] β€” A comparison evaluating Litmus, Chaos Mesh, and Gremlin for Kubernetes workloads. Analyzes installation paths, custom resource capabilities, visual dashboards, access safety mechanisms, and cost factors to help enterprise teams select the right toolkit.
-#### DevOps Culture
-
-  - **(2021)** [thenewstack.io: Chaos Engineering Is Not Just for Ops](https://thenewstack.io/chaos-engineering-is-not-just-for-ops)  [COMMUNITY-TOOL] β€” Advocates for moving failure simulation from an operational security phase directly into the developer workflow. Demonstrates how validating application response limits and fallback boundaries earlier in the software development lifecycle reduces mean-time-to-resolution (MTTR) and builds robust container services.
-  - **(2021)** [thenewstack.io: Why Chaos Engineering Isn’t Just for Operations](https://thenewstack.io/why-chaos-engineering-isnt-just-for-operations)  [COMMUNITY-TOOL] β€” Explores why resilience engineering is a collaborative software development responsibility rather than an operational afterthought. Discusses using simulated outages to expose application logic flaws, API dependency assumptions, and downstream cascading failures in production.
 #### Enterprise Platforms
 
   - **(2025)** [==Chaos Mesh==](https://github.com/chaos-mesh/chaos-mesh) ⭐ 7747  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A robust, CNCF-incubating chaos engineering platform designed for cloud-native ecosystems. Orchestrates extensive failure injectionsβ€”spanning network partitions, node failures, system call manipulations, and JVM faultsβ€”allowing developers to systematically evaluate Kubernetes stability under load.
   - **(2025)** [==Litmus Chaos is a toolset to do chaos engineering in a kubernetes native way. Litmus provides chaos CRDs for Cloud-Native developers and SREs to inject, orchestrate and monitor chaos to find weaknesses in Kubernetes deployments==](https://github.com/litmuschaos/litmus) ⭐ 5433  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A CNCF-incubating Kubernetes-native chaos orchestrator. Litmus utilizes Custom Resource Definitions (CRDs) to define chaos experiments as pipeline constructs, connecting directly with SRE logging and alerting structures to validate microservices resilience and performance baselines.
-  - **(2025)** [Chaos Mesh 🌟](https://chaos-mesh.org)  [COMMUNITY-TOOL] β€” The documentation portal for Chaos Mesh. Serves as the central hub for specifications, CRD schemas, deployment charts, API structures, and development tutorials, guiding users from installation to highly complex multi-stage experiment pipelines.
   - **(2021)** [blog.palark.com: Attaining harmony of chaos in Kubernetes with Chaos Mesh](https://palark.com/blog/chaos-mesh-in-kubernetes)  [COMMUNITY-TOOL] β€” An implementation guide for designing complex chaos schedules with Chaos Mesh. Explains how to chain multiple fault injectionsβ€”such as serial, parallel, and cyclical experimentsβ€”to rigorously test system self-healing behaviors.
   - **(2020)** [infoq.com: Chaos Engineering on Kubernetes : Chaos Mesh Generally Available with v1.0](https://www.infoq.com/news/2020/10/kubernetes-chaos-mesh-ga)  [COMMUNITY-TOOL] β€” Announces the general availability (1.0) of Chaos Mesh. Details the architectural milestone, highlighting the integration of Kubernetes Custom Resource Definitions, the Chaos Dashboard UI, security policy enforcement, and multi-tenant access controls.
   - **(2020)** [chaos-mesh.org: Chaos Mesh 1.0: Chaos Engineering on Kubernetes Made Easier](https://chaos-mesh.org/blog/chaos-mesh-1.0-chaos-engineering-on-kubernetes-made-easier)  [COMMUNITY-TOOL] β€” The official product release post detailing the stability features of Chaos Mesh 1.0. Focuses on declarative API patterns, simplified helm-based cluster installations, dashboard observability metrics, and execution templates designed for enterprise adoption.
-#### Failure Simulation
-
-  - **(2021)** [BuggyApp: Simulate performance problems](https://buggyapp.ycrash.io) [JAVA / ENGLISH CONTENT]  [COMMUNITY-TOOL] β€” An application suite designed to simulate real-world system errors within test environments. Enables deliberate injection of CPU spikes, memory leaks, thread locks, and database blockages, providing a safe practice space for telemetry alerts and diagnostic playbooks.
-#### Fundamentals
-
-  - **(2022)** [opsmx.com: What is Chaos Engineering?](https://www.opsmx.com/blog/what-is-chaos-engineering)  [COMMUNITY-TOOL] β€” An introductory overview defining chaos engineering principles and lifecycle. Explains the process of forming a steady-state hypothesis, orchestrating failure experiments (such as resource spikes or network drops), and analyzing output telemetry to continuously harden cloud workloads.
-  - **(2021)** [thenewstack.io: Chaos Engineering Made Simple](https://thenewstack.io/chaos-engineering-made-simple)  [COMMUNITY-TOOL] β€” Simplifies chaos engineering for development teams, presenting an incremental approach to failure testing. Details how minimal disruption sequences in staging help debug configuration fallbacks before attempting large-scale production game days.
-#### Kubernetes Tools (1)
+#### Kubernetes Tools
 
   - **(2025)** [==chaosblade==](https://github.com/chaosblade-io/chaosblade) ⭐ 6352  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Alibaba's multi-platform chaos engineering tool designed to inject faults across various levels of a system. Specifically targets OS resource exhaustion, network degradation, disk I/O bottlenecks, and deep application-layer faults for languages like Java, Go, and C++.
   - **(2024)** [==GitHub: kube-monkey==](https://github.com/asobti/kube-monkey) ⭐ 3064  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A Go-based Kubernetes implementation of Netflix's Chaos Monkey. kube-monkey runs inside k8s clusters to systematically schedule and delete random Pod instances within designated namespaces, forcing development teams to architect highly redundant and self-healing services.
@@ -95,7 +53,6 @@
 
   - **(2021)** [thenewstack.io: Chaos Engineering Progressively Moves to Production](https://thenewstack.io/chaos-engineering-progressively-moves-to-production) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Discusses the progression of chaos testing directly into production clusters. Focuses on minimizing the blast radius using progressive deployment gates, automated circuit breakers, canary releases, and deep observability to safely capture real-world dependency issues.
   - **(2021)** [opensource.com: 5 lessons I learned about chaos engineering for Kubernetes](https://opensource.com/article/21/10/chaos-engineering-kubernetes-ebook)  [COMMUNITY-TOOL] β€” Distills key lessons from executing chaos experiments on live Kubernetes clusters. Discusses critical parameters such as understanding container restart policies, the impact of DNS connection caching, resource limit thresholds, and balancing false alert metrics.
-  - **(2021)** [thenewstack.io: Use Chaos Engineering to Strengthen Your Incident Response](https://thenewstack.io/use-chaos-engineering-to-strengthen-your-incident-response)  [COMMUNITY-TOOL] β€” Explores how structured chaos experiments improve an organization's incident response systems. By executing planned simulations, teams refine alert routing, on-call page distributions, incident runbooks, and cross-functional post-mortems.
 #### Serverless Systems
 
   - **(2021)** [thenewstack.io: Breaking Serverless on Purpose with Chaos Engineering](https://thenewstack.io/breaking-serverless-on-purpose-with-chaos-engineering) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores the challenges and methods of injecting faults into ephemeral, serverless environments (e.g., AWS Lambda). Discusses techniques like wrapper-based latency injection, API response mocking, and runtime variable tampering to validate failure paths.
@@ -107,5 +64,7 @@
   - **(2021)** [thenewstack.io: Develop a Daily Reporting System for Chaos Mesh to Improve System Resilience](https://thenewstack.io/develop-a-daily-reporting-system-for-chaos-mesh-to-improve-system-resilience)  [COMMUNITY-TOOL] β€” Details the development of a daily scheduled reporting workflow for Chaos Mesh. Explains how to parse and visualize test experiment outcomes, providing automated resilience scores and history charts for technical stakeholders.
 
 ---
-πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [Developerportals](./developerportals.md) | [SRE](./sre.md)
+πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [Test Automation Frameworks](./test-automation-frameworks.md) | [SRE](./sre.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/chatgpt.md b/v2-docs/chatgpt.md
index cb388aa3..48a8c0df 100644
--- a/v2-docs/chatgpt.md
+++ b/v2-docs/chatgpt.md
@@ -8,124 +8,21 @@
 
 ## Table of Contents
 
-1. [AI and Platform Engineering](#ai-and-platform-engineering)
-  - [AI Assistants](#ai-assistants)
-    - [Developer Productivity](#developer-productivity)
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [Artificial Intelligence](#artificial-intelligence)
-  - [Deep Learning](#deep-learning)
-    - [Large Language Models](#large-language-models)
-1. [Artificial Intelligence and LLMs](#artificial-intelligence-and-llms)
-  - [Prompt Engineering](#prompt-engineering)
-    - [Developer Productivity](#developer-productivity-1)
 1. [Cloud Native Infrastructure](#cloud-native-infrastructure)
-  - [Infrastructure as Code](#infrastructure-as-code)
-    - [AI Conversational Assistants](#ai-conversational-assistants)
   - [Kubernetes Operations](#kubernetes-operations)
     - [AIOps Diagnostics](#aiops-diagnostics)
-    - [Declarative Manifests](#declarative-manifests)
-1. [Cloud Native Operations](#cloud-native-operations)
-  - [AI-Powered Operations AIOps](#ai-powered-operations-aiops)
-    - [Kubernetes Troubleshooting](#kubernetes-troubleshooting)
-1. [Data Analysis](#data-analysis)
-  - [Spreadsheet Automation](#spreadsheet-automation)
-    - [AI Integration](#ai-integration)
 1. [Data Architecture](#data-architecture)
   - [Retrieval-Augmented Generation](#retrieval-augmented-generation)
     - [Enterprise AI](#enterprise-ai)
-1. [Human Productivity](#human-productivity)
-  - [Artificial Intelligence](#artificial-intelligence-1)
-    - [HR Operations](#hr-operations)
-    - [Workplace Automation](#workplace-automation)
-1. [Infrastructure](#infrastructure)
-  - [Artificial Intelligence](#artificial-intelligence-2)
-    - [Hardware Acceleration](#hardware-acceleration)
-1. [Infrastructure as Code](#infrastructure-as-code-1)
-  - [Ansible](#ansible)
-    - [Releases](#releases)
-1. [Market Analysis](#market-analysis)
-  - [Artificial Intelligence](#artificial-intelligence-3)
-    - [Industry Dynamics](#industry-dynamics)
-1. [Software Engineering](#software-engineering)
-  - [AI-Assisted Development](#ai-assisted-development)
-    - [LLM Prompting](#llm-prompting)
-  - [AI-Assisted Operations](#ai-assisted-operations)
-    - [Code Generation Quality](#code-generation-quality)
-  - [Python](#python)
-    - [Computer Science Foundations](#computer-science-foundations)
-1. [Specialized AI Applications](#specialized-ai-applications)
-  - [Healthcare Systems](#healthcare-systems)
-    - [Voice Assistants](#voice-assistants)
 
-## AI and Platform Engineering
-
-### AI Assistants
-
-#### Developer Productivity
-
-  - **(2025)** [GitHub Copilot Now Explains Failed Actions Jobs (GA)](https://github.blog/changelog/2025-01-15-copilot-users-can-ask-about-a-failed-actions-job-ga)  [COMMUNITY-TOOL] β€” General availability announcement detailing Copilot's integration into the GitHub Actions run logs. Empowers engineers to ask AI to interpret errors, trace failures, and propose immediate pipeline repair steps.
-  - **(2024)** [Google Launches Gemini Code Assist, Challenging GitHub Copilot with Generous Free Tier](https://www.xataka.com/robotica-e-ia/google-lanza-misil-github-copilot-su-asistente-programacion-ofrece-mucho-uso-gratuito-que-microsoft) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” Details Google's launch of Gemini Code Assist, leveraging a vast token context window. Emphasizes integration within internal IDEs and Google Cloud Platform services to challenge the GitHub Copilot ecosystem.
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [medium.com/@andretost_75145: Using ChatGPT to learn Kubernetes and OpenShift](https://medium.com/@andretost_75145/using-chatgpt-to-learn-kubernetes-and-openshift-15051bc95535)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@andretost_75145: Using ChatGPT to learn Kubernetes and OpenShift in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: ChatGPT and Software Architecture](https://betterprogramming.pub/chatgpt-and-software-architecture-308b6e0cc25a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: ChatGPT and Software Architecture in the Kubernetes Tools ecosystem.
-  - [abcabhishek.substack.com: ChatGPT for generating SQL as a Data Engineer's' assistant](https://abcabhishek.substack.com/p/chatgpt-for-generating-sql-as-a-data)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering abcabhishek.substack.com: ChatGPT for generating SQL as a Data Engineer's' assistant in the Kubernetes Tools ecosystem.
-  - [techrepublic.com: ChatGPT Cheat Sheet: Complete Guide for 2023](https://www.techrepublic.com/article/chatgpt-cheat-sheet)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering techrepublic.com: ChatGPT Cheat Sheet: Complete Guide for 2023 in the Kubernetes Tools ecosystem.
-  - [businessinsider.mx: 5 trucos de ChatGPT que pueden ayudar a reducir tu carga' laboral](https://businessinsider.mx/trucos-chatgpt-aminorar-carga-laboranl_vida-profesional)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering businessinsider.mx: 5 trucos de ChatGPT que pueden ayudar a reducir tu carga' laboral in the Kubernetes Tools ecosystem.
-  - [christianmartinezfinancialfox.medium.com: How to use ChatGPT to improve' your Microsft Excel skills?](https://christianmartinezfinancialfox.medium.com/how-to-use-chatgpt-to-improve-your-microsft-excel-skills-41817b6465df)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering christianmartinezfinancialfox.medium.com: How to use ChatGPT to improve' your Microsft Excel skills? in the Kubernetes Tools ecosystem.
-  - [TableauGPT β€” The Ultimate Guide on how to utilize its full potential in Finance](https://christianmartinezfinancialfox.medium.com/tableaugpt-the-ultimate-guide-on-how-to-utilize-its-full-potential-445939e3833d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering TableauGPT β€” The Ultimate Guide on how to utilize its full potential in Finance in the Kubernetes Tools ecosystem.
-  - [Discussion: Where is AI Still Completely Useless?](https://www.reddit.com/r/Terraform/comments/1l7my1x/where_is_ai_still_completely_useless_for)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Discussion: Where is AI Still Completely Useless? in the Kubernetes Tools ecosystem.
-  - [Tech companies cutting devs for AI](https://www.reddit.com/r/ProgrammerHumor/comments/1tbzih8/techcompaniescuttingdevsforai)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Tech companies cutting devs for AI in the Kubernetes Tools ecosystem.
-## Artificial Intelligence
-
-### Deep Learning
-
-#### Large Language Models
-
-  - **(2024)** [==LLMs-from-scratch==](https://github.com/rasbt/LLMs-from-scratch) ⭐ 97134  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight highlights this acclaimed resource for building a fully functional PyTorch Transformer from scratch. Live Grounding verifies it is an indispensable textbook for AI engineers, laying bare tokenization, self-attention calculations, optimization loops, and model loading mechanics without library abstractions.
-## Artificial Intelligence and LLMs
-
-### Prompt Engineering
-
-#### Developer Productivity (1)
-
-  - **(2024)** [**Awesome NotebookLM Slide Prompts**](https://github.com/serenakeyitan/awesome-notebookLM-prompts) ⭐ 3761  [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A master curation of system-level prompt templates specifically optimized for Google NotebookLM. It accelerates complex source material ingestions, contextual extractions, and structured summarizing processes for technical architects. (Live Grounding: Highlights the 2026 intersection of AI workflow orchestration and engineering documentation maintenance).
 ## Cloud Native Infrastructure
 
-### Infrastructure as Code
-
-#### AI Conversational Assistants
-
-  - **(2024)** [chat.openai.com/g/g-6eSNNNvsB-kubernetes-terraformer: Kubernetes Terraformer](https://chatgpt.com/g/g-6eSNNNvsB-kubernetes-terraformer) 🌟🌟 [COMMUNITY-TOOL] β€” Specialized custom GPT designed to translate raw Kubernetes service architectures into robust, production-ready declarative Terraform configuration files.
 ### Kubernetes Operations
 
 #### AIOps Diagnostics
 
   - [github.com/robusta-dev/kubernetes-chatgpt-bot](https://github.com/robusta-dev/kubernetes-chatgpt-bot) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An intelligent triage chatbot linking cluster failures directly to LLM advice. Hooks Prometheus alert outputs to supply operators with instantaneous log summaries and debug steps.
   - [itnext.io: K8sGPT + LocalAI: Unlock Kubernetes superpowers for free!](https://itnext.io/k8sgpt-localai-unlock-kubernetes-superpowers-for-free-584790de9b65) [ADVANCED LEVEL]  [ENTERPRISE-STABLE] [GUIDE] β€” In-depth guide configuring a fully offline AI diagnostics engine inside protected networks. Combines K8sGPT analytical tooling with LocalAI offline LLMs to safeguard internal data streams.
-#### Declarative Manifests
-
-  - [github.com/robusta-dev/chatgpt-yaml-generator](https://github.com/robusta-dev/chatgpt-yaml-generator) ⭐ 117   [COMMUNITY-TOOL] β€” A tailored schema wizard matching generative prompts to robust Kubernetes structures. Generates production-ready configurations containing service boundaries, volume bindings, and routing structures.
-## Cloud Native Operations
-
-### AI-Powered Operations AIOps
-
-#### Kubernetes Troubleshooting
-
-  - **(2023)** [k8sgpt.ai](https://k8sgpt.ai) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An innovative, community-driven tool that integrates LLMs directly with Kubernetes diagnostic commands. By parsing cluster states, configuration anomalies, and system logs, k8sgpt provides clear explanations and automated remediation commands. It is a premier tool in the shift towards AI-powered autonomous operations (AIOps).
-## Data Analysis
-
-### Spreadsheet Automation
-
-#### AI Integration
-
-  - [numerous.ai](https://numerous.ai)  [COMMUNITY-TOOL] β€” SaaS productivity engine integrating foundational OpenAI endpoints directly into Google Sheets and Microsoft Excel. Streamlines automated data classification, extraction, and formatting at scale.
 ## Data Architecture
 
 ### Retrieval-Augmented Generation
@@ -133,62 +30,9 @@
 #### Enterprise AI
 
   - [thenewstack.io: Using ChatGPT for Questions Specific to Your Company Data](https://thenewstack.io/using-chatgpt-for-questions-specific-to-your-company-data) [ADVANCED LEVEL]  [ENTERPRISE-STABLE] β€” Technical deep-dive on Retrieval-Augmented Generation (RAG). Outlines how to query private corporate document indexes using semantic vector databases paired with ChatGPT-style APIs securely.
-## Human Productivity
-
-### Artificial Intelligence (1)
-
-#### HR Operations
-
-  - [aihr.com: 21+ ChatGPT Prompts for HR To Accelerate Your Productivity](https://www.aihr.com/blog/chatgpt-prompts-for-hr)  [COMMUNITY-TOOL] [GUIDE] β€” A curated handbook of prompt engineering patterns tailored for HR leaders. Accelerates documentation, drafting performance benchmarks, and designing internal team-alignment frameworks.
-#### Workplace Automation
-
-  - **(2023)** [businessinsider.es: Uso ChatGPT entre 50 y 70 veces al dΓ­a para todo, desde preparar reuniones hasta quitarme el pegamento de los dedos](https://www.businessinsider.es/tecnologia/uso-chatgpt-50-70-veces-dia-ser-productivo-1228162) [SPANISH CONTENT] 🌟 [CASE STUDY] [COMMUNITY-TOOL] β€” Reportaje de carΓ‘cter prΓ‘ctico que expone la incorporaciΓ³n intensiva de agentes de IA conversacional dentro del flujo de trabajo corporativo diario, ilustrando la aceleraciΓ³n de tareas de sΓ­ntesis y redacciΓ³n tΓ©cnica. [SPANISH CONTENT]
-## Infrastructure
-
-### Artificial Intelligence (2)
-
-#### Hardware Acceleration
-
-  - **(2025)** [Cerebras AI](https://www.cerebras.ai) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Dedicated AI computer systems utilizing Wafer-Scale Engine (WSE) technology. Delivers unprecedented compute density and memory bandwidth to train large-scale neural networks without the distributed communication overhead of traditional GPU clusters.
-## Infrastructure as Code (1)
-
-### Ansible
-
-#### Releases
-
-  - **(2021)** [ansible.com: Announcing the Community Ansible 3.0.0 Package 🌟](https://www.redhat.com/en/blog/channel/open-source-communities)  [COMMUNITY-TOOL] β€” Details the structural transition introduced in Ansible 3.0.0. Focuses on the architectural split that separated 'ansible-core' engine components from 'collections' packages, resolving dependency bottlenecks and streamlining modern community module delivery.
-## Market Analysis
-
-### Artificial Intelligence (3)
-
-#### Industry Dynamics
-
-  - [genbeta.com: En la era de la inteligencia artificial, Microsoft es el nuevo' Google](https://www.genbeta.com/a-fondo/era-inteligencia-artificial-microsoft-nuevo-google) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” Analiza la evoluciΓ³n de Microsoft como lΓ­der de la revoluciΓ³n de IA generativa a travΓ©s de su alianza con OpenAI, contrastΓ‘ndolo con la postura reactiva de Google ante los modelos de lenguaje transformadores. [SPANISH CONTENT]
-## Software Engineering
-
-### AI-Assisted Development
-
-#### LLM Prompting
-
-  - **(2025)** [Claude 101: Free Guides to Master Claude](https://claude101.com)  [COMMUNITY-TOOL] [GUIDE] β€” A curated reference hub containing structured tutorials, system prompting templates, and context optimization strategies for leveraging Anthropic's Claude models. Focuses on maximizing the quality of complex reasoning pipelines and architectural code reviews.
-### AI-Assisted Operations
-
-#### Code Generation Quality
-
-  - [thenewstack.io: Developers Put AI Bots to the Test of Writing Code](https://thenewstack.io/developers-put-ai-bots-to-the-test-of-writing-code)  [COMMUNITY-TOOL] β€” Empirical evaluation measuring code-generation accuracy across popular AI engines. Examines compiler error rates, structural vulnerabilities, and the necessity of developer supervision in AI workflows.
-### Python
-
-#### Computer Science Foundations
-
-  - **(2024)** [Think Python](https://allendowney.github.io/ThinkPython) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” An industry-standard manual detailing computer science foundations using Python. Progresses through data structures, algorithms, functional routines, and object-oriented modeling with highly verified, elegant coding conventions.
-## Specialized AI Applications
-
-### Healthcare Systems
-
-#### Voice Assistants
-
-  - **(2025)** [Microsoft Dragon Copilot: Unified Voice AI Assistant for Healthcare](https://news.microsoft.com/source/2025/03/03/microsoft-dragon-copilot-provides-the-healthcare-industrys-first-unified-voice-ai-assistant-that-enables-clinicians-to-streamline-clinical-documentation-surface-information-and-automate-task)  [COMMUNITY-TOOL] β€” Examines Microsoft's Dragon Copilot, the healthcare industry's first unified voice AI assistant. It streamlines clinical documentation, automates repetitive administrative tasks, and securely surfaces critical patient records within strict HIPAA compliance parameters.
 
 ---
-πŸ’‘ **Explore Related:** [AI](./ai.md) | [AI Agents MCP](./ai-agents-mcp.md) | [MLOps](./mlops.md)
+πŸ’‘ **Explore Related:** [AI](./ai.md) | [MLOps](./mlops.md) | [AI Agents MCP](./ai-agents-mcp.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/cheatsheets.md b/v2-docs/cheatsheets.md
index 7c6a8b1e..1920483b 100644
--- a/v2-docs/cheatsheets.md
+++ b/v2-docs/cheatsheets.md
@@ -16,204 +16,28 @@
   - [Data Pipelines](#data-pipelines)
     - [Apache Kafka](#apache-kafka)
     - [Change Data Capture](#change-data-capture)
-  - [Kubernetes Operators](#kubernetes-operators)
-    - [Java Quarkus](#java-quarkus)
-1. [Automation](#automation)
-  - [Configuration Management](#configuration-management)
-    - [Ansible Reference](#ansible-reference)
-1. [Cloud Providers](#cloud-providers)
-  - [AWS](#aws)
-    - [Storage](#storage)
-  - [GCP](#gcp)
-    - [Architecture Reference](#architecture-reference)
-1. [Collaboration](#collaboration)
-  - [Documentation](#documentation)
-    - [Project Wikis](#project-wikis)
-1. [Containers](#containers)
-  - [Security and Hardening](#security-and-hardening)
-    - [Compliance Frameworks](#compliance-frameworks)
-1. [Core Kubernetes](#core-kubernetes)
-  - [Basics](#basics)
-    - [Glossary](#glossary)
-1. [Data Science and ML](#data-science-and-ml)
-  - [Data Science](#data-science)
-    - [Cheat Sheets](#cheat-sheets-1)
-  - [Machine Learning](#machine-learning)
-    - [Glossary](#glossary-1)
-    - [Python Labs](#python-labs)
-  - [Notebook Environments](#notebook-environments)
-    - [JupyterLab](#jupyterlab)
-1. [Databases and Storage](#databases-and-storage)
-  - [NoSQL Databases](#nosql-databases)
-    - [MongoDB](#mongodb)
-  - [Relational Databases](#relational-databases)
-    - [MySQL and MariaDB](#mysql-and-mariadb)
-    - [Performance Tuning](#performance-tuning)
-    - [PostgreSQL](#postgresql)
-    - [SQL](#sql)
-    - [T-SQL](#t-sql)
-1. [DevOps](#devops)
-  - [Automation](#automation-1)
-    - [Education Tooling](#education-tooling)
-1. [Developer Education](#developer-education)
-  - [Cheat Sheets](#cheat-sheets-2)
-    - [Command Line Tools](#command-line-tools)
-    - [Reference Hubs](#reference-hubs)
-  - [Frontend Development](#frontend-development)
-    - [Cheat Sheets](#cheat-sheets-3)
-1. [Developer Productivity](#developer-productivity)
-  - [Documentation Tools](#documentation-tools)
-    - [Cross-Platform Clients](#cross-platform-clients)
-    - [Offline Readers](#offline-readers)
-    - [Windows Clients](#windows-clients)
-  - [General References](#general-references)
-    - [Admin Shortcuts](#admin-shortcuts)
-1. [Developer Tooling](#developer-tooling)
-  - [Developer Knowledge](#developer-knowledge)
-    - [Cheat Sheets](#cheat-sheets-4)
-1. [Development](#development)
-  - [Version Control](#version-control)
-    - [Git](#git)
-    - [Git Clients](#git-clients)
-    - [GitHub](#github)
-1. [Enterprise Systems](#enterprise-systems)
-  - [Automation](#automation-2)
-    - [RPA](#rpa)
-1. [Frontend Development](#frontend-development-1)
-  - [Frameworks](#frameworks)
-    - [React and TypeScript](#react-and-typescript)
-1. [Information Retrieval](#information-retrieval)
-  - [Developer Education](#developer-education-1)
-    - [Cheat Sheets](#cheat-sheets-5)
-  - [OSINT](#osint)
-    - [Search Optimization](#search-optimization)
 1. [Infrastructure](#infrastructure)
   - [Cloud Computing](#cloud-computing)
-    - [AWS](#aws-1)
-    - [AWS CLI](#aws-cli)
-  - [Configuration Management](#configuration-management-1)
-    - [Ansible](#ansible)
-  - [Container Orchestration](#container-orchestration)
-    - [Ansible Kubernetes](#ansible-kubernetes)
-    - [Docker Swarm](#docker-swarm)
-  - [Containerization](#containerization)
-    - [Container Build](#container-build)
-  - [Developer Education](#developer-education-2)
-    - [Cheat Sheets](#cheat-sheets-6)
-  - [Infrastructure as Code](#infrastructure-as-code)
-    - [Terraform](#terraform)
-  - [Linux Administration](#linux-administration)
-    - [Command Line Tools](#command-line-tools-1)
-    - [Job Scheduling](#job-scheduling)
-    - [Log Management](#log-management)
-    - [Troubleshooting](#troubleshooting)
+    - [AWS](#aws)
   - [Messaging Systems](#messaging-systems)
-    - [Kubernetes Operators](#kubernetes-operators-1)
-  - [Networking](#networking)
-    - [Secure Shell](#secure-shell)
-  - [Operating Systems](#operating-systems)
-    - [Linux Utilities](#linux-utilities)
-    - [Package Management](#package-management)
-  - [Shell Scripting](#shell-scripting)
-    - [Cheat Sheets](#cheat-sheets-7)
-1. [Infrastructure and Operations](#infrastructure-and-operations)
-  - [Shell Scripting](#shell-scripting-1)
-    - [Best Practices](#best-practices)
-  - [Terminal Environment](#terminal-environment)
-    - [Tricks and Tweaks](#tricks-and-tweaks)
-1. [Kubernetes and Scaling](#kubernetes-and-scaling)
-  - [Resource Management](#resource-management)
-    - [Reference Materials](#reference-materials)
-1. [Kubernetes Tools](#kubernetes-tools)
-  - [General Reference](#general-reference)
-1. [Networking](#networking-1)
-  - [Reference](#reference)
-    - [Network Cheat Sheets](#network-cheat-sheets)
-1. [Observability](#observability)
-  - [Metrics and Monitoring](#metrics-and-monitoring)
-    - [Prometheus](#prometheus)
+    - [Kubernetes Operators](#kubernetes-operators)
 1. [Orchestration](#orchestration)
   - [Kubernetes](#kubernetes)
-    - [CLI Management](#cli-management)
-    - [Certification Prep](#certification-prep)
-    - [Declarative Configuration](#declarative-configuration)
-    - [Practice Lab](#practice-lab)
     - [Training and Concepts](#training-and-concepts)
-    - [Troubleshooting and Operations](#troubleshooting-and-operations)
-1. [Platform](#platform)
-  - [Container Orchestration](#container-orchestration-1)
-    - [Kubernetes](#kubernetes-1)
-    - [OpenShift](#openshift)
-  - [Package Management](#package-management-1)
-    - [Helm](#helm)
-1. [Project Management](#project-management)
-  - [Agile and Scrum](#agile-and-scrum)
-    - [Methodology](#methodology)
-1. [Quality Assurance](#quality-assurance)
-  - [Performance Testing](#performance-testing)
-    - [Apache JMeter](#apache-jmeter)
-1. [Reference Portal](#reference-portal)
-  - [Cheat Sheets](#cheat-sheets-8)
-    - [General IT](#general-it)
 1. [Research](#research)
   - [Architecture Analysis](#architecture-analysis)
     - [Infrastructure Design](#infrastructure-design)
-1. [Security](#security)
-  - [Application Security](#application-security-1)
-    - [OWASP](#owasp)
-  - [Networking](#networking-2)
-    - [Network Scanning](#network-scanning)
-  - [Penetration Testing](#penetration-testing)
-    - [Secure Shell](#secure-shell-1)
-    - [Security Auditing](#security-auditing)
-1. [Software Development](#software-development)
-  - [Build Automation](#build-automation)
-    - [Gradle](#gradle)
-    - [Maven](#maven)
-  - [CICD Platforms](#cicd-platforms)
-    - [Jenkins](#jenkins)
-  - [Documentation Tools](#documentation-tools-1)
-    - [Markdown](#markdown)
-  - [Performance Testing](#performance-testing-1)
-    - [JMeter](#jmeter)
 1. [Software Engineering](#software-engineering)
   - [APIs](#apis)
     - [Automation and Scripting](#automation-and-scripting)
     - [Testing and Lifecycle](#testing-and-lifecycle)
-  - [Agile and DevOps](#agile-and-devops)
-    - [Productivity](#productivity)
-  - [Back-End Development](#back-end-development)
-    - [NodeJS](#nodejs)
-  - [Documentation](#documentation-1)
-    - [Markup Languages](#markup-languages)
-  - [Languages](#languages)
-    - [C](#c)
-    - [Go](#go)
-    - [JavaScript](#javascript)
-    - [Python](#python)
-    - [TypeScript](#typescript)
   - [Microservices](#microservices)
     - [REST Clients](#rest-clients)
-  - [Version Control Systems](#version-control-systems)
-    - [Git Operations](#git-operations)
-    - [Git Workflows](#git-workflows)
   - [Web Development](#web-development)
-    - [NodeJS](#nodejs-1)
-1. [Software Quality](#software-quality)
-  - [Testing Automation](#testing-automation)
-    - [Selenium](#selenium)
-1. [Systems](#systems)
-  - [Linux](#linux)
-    - [Administration](#administration)
-    - [Command Line](#command-line)
-    - [Networking](#networking-3)
-    - [Session Management](#session-management)
-    - [Storage](#storage-1)
+    - [NodeJS](#nodejs)
 1. [Virtualization and Containers](#virtualization-and-containers)
   - [Docker](#docker)
     - [CLI Reference](#cli-reference)
-    - [Enterprise Tools](#enterprise-tools)
-    - [Security Hardening](#security-hardening)
 
 ## Architecture
 
@@ -235,512 +59,25 @@
 #### Change Data Capture
 
   - **(2026)** [developers.redhat.com: Debezium on OpenShift Cheat Sheet](https://developers.redhat.com/cheat-sheets/debezium-openshift-cheat-sheet) [SHELL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An integration cheat sheet for configuring Debezium CDC within OpenShift pipelines. Curator Insight underscores real-time event streaming advantages. Live Grounding verifies Debezium's critical role in decoupling microservice databases without code changes.
-### Kubernetes Operators
-
-#### Java Quarkus
-
-  - **(2026)** [developers.redhat.com: Writing a Kubernetes Operator in Java using Quarkus - **Cheat Sheet** 🌟](https://developers.redhat.com/cheat-sheets/writing-kubernetes-operator-java) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An advanced developer reference for implementing custom Kubernetes Operators in Java using Quarkus. Curator Insight highlights Quarkus' small memory footprint. Live Grounding shows a significant surge in Java Operator SDK adoption for enterprise platforms.
-## Automation
-
-### Configuration Management
-
-#### Ansible Reference
-
-  - **(2020)** [google.com/site/mrxpalmeiras: Ansible Cheat Sheet 🌟](https://accounts.google.com/v3/signin/identifier?continue=https%3A%2F%2Fsites.google.com%2Fsite%2Fmrxpalmeiras%2Fansible%2Fansible-cheat-sheet&dsh=S-1707972940%3A1779029132636791&followup=https%3A%2F%2Fsites.google.com%2Fsite%2Fmrxpalmeiras%2Fansible%2Fansible-cheat-sheet&osid=1&passive=1209600&flowName=WebLiteSignIn&flowEntry=ServiceLogin&ifkv=AWa2PaujYnU1vHeNQrrR9IV_P56nGiUWnqqM_hG1PBGMZyTXDsxITg7865jvpdfY8gDYaRf3YwR5Kw) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Duplicate entry for community-compiled Ansible reference guidelines detailing task writing, loops, and inventory structure commands. Restricted behind authentication barriers, making it less accessible for active production pipelines.
-## Cloud Providers
-
-### AWS
-
-#### Storage
-
-  - **(2023)** [awsgeek.com/Amazon-S3](https://www.awsgeek.com/Amazon-S3) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A highly visual architectural breakdown of Amazon S3 features, storage classes, and lifecycle policies. This resource maps complex cloud storage abstractions into readable visual cheat sheets, clarifying performance tiers and security boundaries. Excellent for quick architectural onboarding and design sessions.
-### GCP
-
-#### Architecture Reference
-
-  - **(2024)** [==The Google Cloud Developer's Cheat Sheet 🌟==](https://github.com/priyankavergadia/google-cloud-4-words) ⭐ 8225  [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An exceptionally popular developer's directory translating Google Cloud's extensive product portfolio into four-word functional summaries accompanied by visual flowcharts. It simplifies GCP's architectural choices across compute, database, and machine learning domains.
-## Collaboration
-
-### Documentation
-
-#### Project Wikis
-
-  - **(2021)** [confluence.sakaiproject.org](https://sakaiproject.atlassian.net/wiki) [JAVA CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Central wiki repository hosted by Atlassian Confluence detailing design decisions, setup scripts, and architectural patterns of the open-source Sakai educational software suite. Highly valued for tracing monolithic Java stack layouts and migrations.
-## Containers
-
-### Security and Hardening
-
-#### Compliance Frameworks
-
-  - **(2025)** [cheatsheetseries.owasp.org: Docker Security Cheat Sheet 🌟🌟](https://cheatsheetseries.owasp.org/cheatsheets/Docker_Security_Cheat_Sheet.html) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The gold-standard security reference outlining precise configuration structures for Docker environments. Covers namespaces, read-only filesystems, network configurations, and active runtime protection policies.
-## Core Kubernetes
-
-### Basics
-
-#### Glossary
-
-  - **(2023)** [Kubernetes Glossary 🌟](https://www.bluematador.com/learn/kubernetes-glossary)  [COMMUNITY-TOOL] β€” A comprehensive lexicon defining fundamental cloud-native jargon, pods, ingress, services, and statefulsets to smooth the initial developer learning curve.
-## Data Science and ML
-
-### Data Science
-
-#### Cheat Sheets (1)
-
-  - **(2022)** [kdnuggets.com: The Complete Collection of Data Science Cheat Sheets – Part 1](https://www.kdnuggets.com/2022/02/complete-collection-data-science-cheat-sheets-part-1.html) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Part one of a detailed data science index, offering consolidated guides for pandas datasets, multi-dimensional numpy computations, and essential algebraic and statistical operations.
-  - **(2022)** [kdnuggets.com: The Complete Collection of Data Science Cheat Sheets – Part 2](https://www.kdnuggets.com/2022/02/complete-collection-data-science-cheat-sheets-part-2.html) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Part two of the data science index, summarizing advanced Scikit-Learn pipelines, TensorFlow model creation, natural language processes, and interactive visualization charts.
-### Machine Learning
-
-#### Glossary (1)
-
-  - **(2026)** [Machine Learning Glossary](https://developers.google.com/machine-learning/glossary)  [COMMUNITY-TOOL] β€” An authoritative dictionary compiled by Google to standardize terms across core AI and machine learning engineering domains. Explores architectural paradigms, neural network elements, deployment metrics, and training pipeline semantics crucial for production systems.
-#### Python Labs
-
-  - **(2023)** [==github.com/ekramasif: Basic Machine Learning - Python Cheatsheet==](https://github.com/ekramasif/Basic-Machine-Learning/blob/main/Extraa/PythonCheatSheet.ipynb) ⭐ 80  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An interactive Jupyter Notebook consolidating standard machine learning algorithms in Python. Details array configurations, basic Scikit-Learn validation tests, and pandas pipeline configurations.
-### Notebook Environments
-
-#### JupyterLab
-
-  - **(2022)** [opensource.com: JupyterLab cheat sheet](https://opensource.com/downloads/jupyterlab-cheat-sheet) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” A targeted command cheat sheet highlighting JupyterLab's execution environments, interface layouts, extension structures, and kernel-switching protocols to benefit data engineering cycles.
-## Databases and Storage
-
-### NoSQL Databases
-
-#### MongoDB
-
-  - **(2026)** [developer.mongodb.com: MongoDB Cheat Sheet](https://www.mongodb.com/docs) [JSON CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official architectural cheat sheets for designing document-based database models. Synthesizes key MongoDB operations including complex collection joins, advanced aggregations, write concern configs, and clustering.
-### Relational Databases
-
-#### MySQL and MariaDB
-
-  - **(2023)** [opensource.com: MariaDB and mySQL cheat sheet](https://opensource.com/downloads/mariadb-mysql-cheat-sheet) [SQL CONTENT]  [COMMUNITY-TOOL] β€” An operations cheat sheet for managing MariaDB and MySQL engine architectures. Documents typical command lines, user-privilege management, engine optimization parameters, and logical backup sequences.
-#### Performance Tuning
-
-  - **(2024)** [dev.to: Optimizing SQL Queries by 23x!!!](https://dev.to/navneet7716/optimizing-sql-queries-h9j) [SQL CONTENT] [ADVANCED LEVEL]  [CASE STUDY] [COMMUNITY-TOOL] β€” A database engineering optimization guide detailing a 23x performance improvement. Teaches strategies for index structuring, deep query analyzer explain plan parsing, and query patterns that eliminate execution bottlenecks.
-#### PostgreSQL
-
-  - **(2025)** [postgrescheatsheet.com](https://www.tigerdata.com/learn/postgres-cheat-sheet) [SQL CONTENT]  [COMMUNITY-TOOL] β€” A PostgreSQL developer guide prioritizing connection pools, psql terminal controls, custom configurations, and transactional isolations. Includes quick-lookup rules for optimizing index setups and managing WAL parameters.
-  - **(2024)** [datadoghq.com: PostgreSQL Cheatsheet](https://www.datadoghq.com/resources/datadog-postgresql-cheatsheet) [SQL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A production-oriented PostgreSQL maintenance manual from Datadog. Concentrates on performance telemetry, vacuum parameters, deep query tracking metrics, locking processes, and performance troubleshooting.
-#### SQL
-
-  - **(2024)** [==github.com/enochtangg/quick-SQL-cheatsheet: Quick SQL Cheatsheet 🌟==](https://github.com/enochtangg/quick-SQL-cheatsheet) ⭐ 5402  [SQL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A highly-starred quick-reference guide for standard SQL query patterns. Highlights efficient subquery constructions, join variants, data filtering options, and indexing architectures to accelerate database optimization workflows.
-  - **(2025)** [github.com/ABZ-Aaron: SQL Cheat Sheet 🌟](https://github.com/ABZ-Aaron/cheat-sheets) ⭐ 1714  [SQL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An intensive SQL compilation focusing on relational queries. Highlights transaction control, subqueries, complex JOIN strategies, CTEs, and window functions used across major RDBMS engines (PostgreSQL, MySQL, SQLite).
-  - **(2024)** [intellipaat.com: SQL Commands Cheat Sheet](https://intellipaat.com/blog/tutorial/sql-tutorial/sql-commands-cheat-sheet) [SQL CONTENT]  [COMMUNITY-TOOL] β€” A foundational SQL index summarizing syntax patterns across major engines. Synthesizes basic statements with introductory query filters, making it a reliable reference for new database engineers.
-  - **(2024)** [hackr.io: SQL Commands Tutorial: DDL, DML, TCL and DQL Commands](https://hackr.io/blog/sql-commands) [SQL CONTENT]  [COMMUNITY-TOOL] β€” A tutorial breaking down relational SQL execution engines into distinct scopes: DDL, DML, TCL, and DQL. Facilitates clean storage engine configuration, schema updates, and programmatic transactional isolation patterns.
-  - **(2023)** [github.com/swapnakpanda: SQL_CheatSheet.png](https://github.com/swapnakpanda/Infographics/blob/main/Cheat%20Sheet/Database/SQL_CheatSheet.png) [SQL CONTENT]  [COMMUNITY-TOOL] β€” A dense visual database infographic grouping standard relational concepts. Outlines join configurations, index lookups, data grouping rules, and typical query structures in a high-density schematic map.
-#### T-SQL
-
-  - **(2024)** [TSQL and SQL Queries Cheat Sheet](https://helpercodes.com/sql-query-cheatsheet-tutorial) [SQL CONTENT]  [COMMUNITY-TOOL] β€” A Transact-SQL (T-SQL) syntax index for Microsoft SQL Server. It details platform-specific constructs, stored procedures, exception handling, and query patterns critical for developers working inside enterprise Windows ecosystem storage layers.
-## DevOps
-
-### Automation (1)
-
-#### Education Tooling
-
-  - **(2023)** [Quiz Grader](https://github.com/ned1313/quiz-grader) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” A lightweight utility engineered to automate the grading and feedback of quizzes and programming assignments. Processes markdown-based inputs to generate structured performance assessments, supporting classroom and self-assessment operations.
-## Developer Education
-
-### Cheat Sheets (2)
-
-#### Command Line Tools
-
-  - **(2024)** [==cheat.sh 🌟==](https://cheat.sh) [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A terminal-centric query engine that outputs syntax definitions and code templates directly to curl queries. By removing the need to search through browser interfaces, it drastically improves developer productivity for CLI operations.
-#### Reference Hubs
-
-  - **(2024)** [==LeCoupa/awesome-cheatsheets==](https://github.com/LeCoupa/awesome-cheatsheets) ⭐ 46016  [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An extensive collection of high-density cheat sheets targeting mainstream programming environments, databases, and container architectures. It serves as a rapid reference hub for backend engineers looking to quickly lookup API syntaxes and commands.
-  - **(2024)** [**detailyang/awesome-cheatsheet**](https://github.com/detailyang/awesome-cheatsheet) ⭐ 8395  [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A massive, consolidated cheat sheet repository that maps systems administration scripts, databases, and low-level tools in structured layouts. It is an exceptional reference point for quickly identifying syntax nuances and patterns.
-  - **(2024)** [cheat-sheets.org 🌟](https://www.cheat-sheets.org) [NONE CONTENT] 🌟🌟🌟 [LEGACY] β€” A long-standing reference repository indexing thousands of HTML and PDF cheat sheets since the early web era. It is an exceptional library for looking up legacy programming syntaxes and low-level hardware or networking specifications.
-### Frontend Development
-
-#### Cheat Sheets (3)
-
-  - **(2024)** [manz.dev/cheatsheets](https://manz.dev/cheatsheets) [JAVASCRIPT CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A collection of highly visual, modern cheat sheets focusing on CSS layout designs, JavaScript syntax structures, and browser DOM interfaces. Excellent reference for backend and full-stack developers looking to quickly resolve UI issues.
-## Developer Productivity
-
-### Documentation Tools
-
-#### Cross-Platform Clients
-
-  - **(2026)** [**Zeal**](https://zealdocs.org) [C++ CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An open-source, cross-platform offline documentation browser inspired by Dash, built for Linux and Windows. Designed to store and query native docsets locally, reducing dependency on live internet connections during isolated coding sessions.
-#### Offline Readers
-
-  - **(2026)** [**Dash for MacOS**](https://kapeli.com/dash) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A premium, offline-first documentation browser for macOS that integrates with over 200 API documentation sets. Enables instant searching of code blocks, APIs, and frameworks, reducing lookup latency and boosting local engineering velocity.
-  - **(2026)** [Dash Cheat Sheets](https://kapeli.com/cheatsheets) [HTML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A community-contributed aggregation of software-specific cheat sheets designed for Dash. Provides immediate keybinding and structural shortcuts across various developer tools, languages, and container technologies.
-#### Windows Clients
-
-  - **(2024)** [Velocity](https://velocity.silverlakesoftware.com) [N/A CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A Windows-native offline documentation browser that supports Dash-compatible docsets. Offers seamless system integration and offline lookup functionality for Windows-based developers who need immediate reference capabilities without network overhead.
-### General References
-
-#### Admin Shortcuts
-
-  - **(2023)** [cmcrowell.com/cheat-sheet 🌟](https://cmcrowell.com/cheat-sheet) [HTML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A concise aggregate cheat sheet mapping Linux sysadmin syntax, database queries, and cloud orchestration scripts. Simplifies multi-tool engineering routines by locating key operations under a single landing page.
-## Developer Tooling
-
-### Developer Knowledge
-
-#### Cheat Sheets (4)
-
-  - **(2025)** [**QuickRef.ME - Quick Reference Cheat Sheets**](https://quickref.me/index.html) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” QuickRef.ME offers highly organized cheat sheets covering major programming languages, CLI utilities, databases, and platform architectures. It serves as a rapid reference dashboard that reduces lookup overhead during continuous programming cycles.
-## Development
-
-### Version Control
-
-#### Git
-
-
-??? abstract "Architect's Technical Comparison Table"
-    | Solution | Maturity | Primary Focus | Language | Stars |
-    | :--- | :--- | :--- | :--- | :--- |
-    | [git-scm.com: Git reference](https://git-scm.com/docs) |  | Git | English | 🌟🌟🌟🌟🌟 |
-    | [ndpsoftware.com: Interactive git cheat sheet 🌟](https://ndpsoftware.com/git-cheatsheet.html) |  | Git | JavaScript | 🌟🌟🌟🌟🌟 |
-    | [gitexplorer.com: Git Command Explorer 🌟🌟](https://gitexplorer.com) |  | Git | JavaScript | 🌟🌟🌟🌟 |
-    | [freecodecamp.org: Git Cheat Sheet – 50 Git Commands You Should Know](https://www.freecodecamp.org/news/git-cheat-sheet) |  | Git | English | 🌟🌟🌟🌟 |
-    | [arslanbilal/git-cheat-sheet 🌟🌟🌟](https://github.com/arslanbilal/git-cheat-sheet) |  | Git | Markdown | 🌟🌟🌟🌟 |
-    | [github.github.com/training-kit: Git cheat sheet](https://training.github.com/downloads/github-git-cheat-sheet.pdf) |  | Git | PDF | 🌟🌟🌟🌟 |
-    | [education.github.com: Git cheat sheet 🌟](https://education.github.com/git-cheat-sheet-education.pdf) |  | Git | PDF | 🌟🌟🌟🌟 |
-    | [rogerdudler.github.io: git - the simple guide 🌟](https://rogerdudler.github.io/git-guide) |  | Git | HTML | 🌟🌟🌟🌟 |
-    | [intellipaat.com: GIT Cheat Sheet 🌟](https://intellipaat.com/blog/tutorial/devops-tutorial/git-cheat-sheet) |  | Git | English | 🌟🌟🌟 |
-    | [git-tower.com: Git cheat sheet](https://www.git-tower.com/blog/git-cheat-sheet) |  | Git | English | 🌟🌟🌟 |
-
-  - **(2026)** [==git-scm.com: Git reference==](https://git-scm.com/docs) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight: The canonical, official Git command-line reference. Live Grounding: Serves as the ultimate authority on version control algorithms, low-level plumbing commands, complex history manipulation (rebase, filter-repo), and internal cryptographic hashing structures (transitioning seamlessly from SHA-1 to SHA-256).
-  - **(2025)** [==ndpsoftware.com: Interactive git cheat sheet 🌟==](https://ndpsoftware.com/git-cheatsheet.html) [JAVASCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight: Highly visual, interactive visualization tool mapping Git commands directly to their execution target areas (Workspace, Index, Local Repo, Stash, Remote). Live Grounding: Remains one of the most effective interactive tools for training engineers to conceptualize Git states and prevent index corruption.
-  - **(2025)** [**gitexplorer.com: Git Command Explorer 🌟🌟**](https://gitexplorer.com) [JAVASCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight: A highly dynamic conversational UI helper for constructing complex Git CLI command combinations. Live Grounding: Bridges the knowledge gap for operations teams by translating intuitive search intents (e.g., 'revert last commit') into precise syntax structures with explanatory annotations.
-  - **(2025)** [**freecodecamp.org: Git Cheat Sheet – 50 Git Commands You Should Know**](https://www.freecodecamp.org/news/git-cheat-sheet) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight: High-quality, deep-dive freeCodeCamp tutorial outlining 50 essential Git actions. Live Grounding: Explores the core functional theory behind Git commit hash references, detailing branch merge strategies, commit reverts, and interactive squash strategies.
-  - **(2025)** [**arslanbilal/git-cheat-sheet 🌟🌟🌟**](https://github.com/arslanbilal/git-cheat-sheet) [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight: Highly starred open-source repository containing translated Git references. Live Grounding: Facilitates localized, multilingual engineering onboarding, providing consistent global team standards for branch structures, conflict resolutions, and configuration setups.
-  - **(2024)** [**github.github.com/training-kit: Git cheat sheet**](https://training.github.com/downloads/github-git-cheat-sheet.pdf) [PDF CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Curator Insight: Official GitHub training PDF mapping standard CLI commands for branch lifecycle and local repository synchronization. Live Grounding: Retains great instructional value for building reliable local-to-remote pipelines and securing git commits with GPG signing.
-  - **(2024)** [**education.github.com: Git cheat sheet 🌟**](https://education.github.com/git-cheat-sheet-education.pdf) [PDF CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Curator Insight: GitHub Education's visual command reference designed for students and junior developers. Live Grounding: Tailored for fast scanning during lab sessions, this resource covers simple stage-commit-push cycles alongside basic remote configurations.
-  - **(2023)** [**rogerdudler.github.io: git - the simple guide 🌟**](https://rogerdudler.github.io/git-guide) [HTML CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Curator Insight: A famously minimalistic, highly approachable guide for Git absolute beginners. Live Grounding: Excellent onboarding material focusing exclusively on basic operations (init, add, commit, push), stripping away internal storage complexities to prevent beginner cognitive overload.
-  - **(2025)** [intellipaat.com: GIT Cheat Sheet 🌟](https://intellipaat.com/blog/tutorial/devops-tutorial/git-cheat-sheet) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight: DevOps-centric Git reference outlining the tool's integration role in continuous integration pipelines. Live Grounding: Links Git hooks directly to automated testing and pre-commit framework compliance, validating source control configurations.
-  - **(2024)** [git-tower.com: Git cheat sheet](https://www.git-tower.com/blog/git-cheat-sheet) 🌟🌟🌟 [LEGACY] β€” Curator Insight: Designed by Tower developers, this reference targets common merge conflict resolution workflows and advanced branch tracking. Live Grounding: Useful for clarifying command flags like git checkout --ours vs --theirs, especially when refactoring legacy codebases.
-  - **(2024)** [geeksforgeeks.org: Essential Git Commands 🌟](https://www.geeksforgeeks.org/git/essential-git-commands) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight: Systematic review of fundamental Git architecture and commands from GeeksforGeeks. Live Grounding: Provides academic-level clarity on internal DAG structures, tracking vs non-tracking branches, and basic merge conflict mechanics.
-  - **(2024)** [joshnh/Git-Commands 🌟](https://github.com/joshnh/Git-Commands/blob/master/README.md) [MARKDOWN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight: A curated, text-based catalog of advanced Git parameters and commands hosted directly on GitHub. Live Grounding: Primarily targets automation workflows and repository maintenance, offering rapid copy-paste commands to clean dead branches or verify history integrity.
-  - **(2024)** [dev.to: Git Commands Cheatsheet: Advanced (20+ Git Commands Advanced )](https://dev.to/aashiya123/git-commands-cheatsheet-advanced-20-git-commands-advanced--35i3) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight: Advanced digest targeting complex tasks like history modification, interactive rebases, and stash pop operations. Live Grounding: Essential for developers working inside highly active, multi-contributor master branches who need to cleanly integrate patches with minimum noise.
-  - **(2024)** [dev.to: Git Cheat Sheet πŸ“„ (50 commands + Free PDF and poster)](https://dev.to/doabledanny/git-cheat-sheet-50-commands-free-pdf-and-poster-4gcn) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight: Comprehensive visual compilation of 50 commands accompanied by a custom poster and PDF download. Live Grounding: Highly effective for team offices to keep a standardized visual command map within sight, standardizing commit patterns across the engineering group.
-  - **(2024)** [dev.to: 20 Git Commands That Will Make You a Version Control Pro](https://dev.to/devland/20-git-commands-that-will-make-you-a-version-control-pro-149p) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight: A practical guide introducing commands to establish master-level version control workflows. Live Grounding: Explores advanced command options including git cherry-pick, patch extraction, and custom formatting parameters for git log to accelerate release auditing.
-  - **(2023)** [dev.to: Git & Github Cheatsheet 🌟](https://dev.to/zinox9/git-github-cheatsheet-22ok) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight: A practical, daily-use cheat sheet grouping Git and GitHub actions into actionable categories. Live Grounding: Highly recommended for quick reference during common workflow disruptions; covers git remote synchronization, basic branch hygiene, and authentication steps using personal access tokens (PATs).
-  - **(2023)** [rogerdudler.github.io: git cheat sheet pdf](https://rogerdudler.github.io/git-guide/files/git_cheat_sheet.pdf) [PDF CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight: Printable PDF version of Roger Dudler's minimalist Git guide. Live Grounding: High utility as a physical desk reference for engineers migrating from SVN or TFVC, focusing purely on high-frequency CLI operations.
-  - **(2023)** [towardsdatascience.com: 18 Git Commands I Learned During My First Year as a Software Developer](https://towardsdatascience.com/git-commands-cheat-sheet-software-developer-54f6aedc1c46) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight: Experiential digest detailing high-value commands discovered in a real-world enterprise software setting. Live Grounding: Focuses heavily on Git operations that rescue broken states, such as cherry-picking, interactive rebasing, reflog, and bisecting bugs.
-  - **(2023)** [dev.to: Git it RightπŸ”₯πŸ”₯πŸš€(Git CheatSheet) 🌟](https://dev.to/hey_atharva/git-it-right-git-cheatsheet-4o0h) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight: A conversational Dev.to cheat sheet translating fundamental Git commands into clear practical recipes. Live Grounding: Covers stash operations, diff tracking, and tag configurations, ensuring correct command invocation during collaborative code reviews.
-  - **(2023)** [dev.to: A Git Cheat Sheet](https://dev.to/baransel/a-git-cheat-sheet-4mab) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight: Basic compilation of commands covering stage lifecycle, push hooks, and SSH configuration. Live Grounding: Simplifies common repository initialization tasks and basic credential caching setups for immediate developer onboarding.
-  - **(2023)** [dev.to: Git Cheat Sheet- 20 commands I Use Everyday | Tabassum Khanum](https://dev.to/codewithtee/git-cheat-sheet-20-commands-i-use-everyday-47h9) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight: Practical checklist of 20 daily-use commands for software engineers. Live Grounding: Highlights the vital utility of commands like git reset, git rm, and git status, helping juniors build structured commits before triggering remote CI pipelines.
-  - **(2023)** [opensource.com: 10 Git tips we can't live without](https://opensource.com/article/22/4/git-tips) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight: Highly curated selection of 10 daily Git CLI tips for productivity optimization. Live Grounding: Uncovers under-utilized commands such as git worktree (enabling concurrent branch work in isolated directories) and git switch, which improve local development velocity.
-  - **(2022)** [jan-krueger.net: Git cheat sheet, extended edition](https://jan-krueger.net/git-cheat-sheet-extended-edition) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight: An extended, detailed reference card compiling advanced plumbing options and config parameters. Live Grounding: Very useful for Git power-users customizing their global shell configurations, alias setups, and SSH multi-key authentication strategies.
-#### Git Clients
-
-  - **(2024)** [**GitKraken Git Cheat**](https://www.gitkraken.com/pdfs/gitkraken-git-gui-cheat-sheet) [PDF CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight: Cheat sheet detailing key operations in the GitKraken desktop visual client. Live Grounding: Provides graphical shortcuts and visual maps for resolving rebase graphs, managing multi-remote connections, and executing conflict resolutions within complex structures.
-  - **(2023)** [Sourcetree Cheat Sheet](https://kapeli.com/cheat_sheets/Sourcetree.docset/Contents/Resources/Documents/index) [HTML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight: Dedicated guide for Atlassian's popular Sourcetree GUI client. Live Grounding: Maps graphic operations (interactive staging, repository cloning, flow configuration) back to basic CLI operations, reducing friction for non-CLI native engineers.
-#### GitHub
-
-  - **(2024)** [**justingarrison.com: GitHub URL Hacks 🌟**](https://justingarrison.com/blog/2021-07-11-github-url-hacks) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight: Deep-dive into URL query parameters and routing hacks to unlock hidden GitHub UI functionality. Live Grounding: Remains a goldmine for platform engineers needing to programmatically link to specific branch comparisons, file edit modes, or issue templates directly from CI/CD dashboards.
-## Enterprise Systems
-
-### Automation (2)
-
-#### RPA
-
-  - **(2024)** [intellipaat.com: RPA Cheat Sheet](https://intellipaat.com/blog/tutorial/rpa-tutorial/rpa-cheat-sheet)  [COMMUNITY-TOOL] β€” An introductory synthesis of Robotic Process Automation (RPA) tools like UiPath and Blue Prism. Focuses on orchestrating digital processes, setting up API bridges, and designing bots for enterprise scale.
-## Frontend Development (1)
-
-### Frameworks
-
-#### React and TypeScript
-
-  - **(2026)** [==React+TypeScript Cheatsheets==](https://github.com/typescript-cheatsheets/react) ⭐ 47065  [TYPESCRIPT CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier open-source guide for integrating React with TypeScript securely. Resolves complex enterprise type-safety challenges, targeting typed props, generic components, hook lifecycles, and advanced context configurations.
-## Information Retrieval
-
-### Developer Education (1)
-
-#### Cheat Sheets (5)
-
-  - **(2024)** [cheatography.com](https://cheatography.com) [NONE CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A collaborative platform dedicated to creating and downloading structured cheat sheets across multiple developer domains. It offers rapid summaries for command-line tools, frameworks, programming languages, and system diagnostics.
-### OSINT
-
-#### Search Optimization
-
-  - **(2023)** [seranking.com: The cheat sheet of 30+ Google Search operators](https://seranking.com/blog/practical-tips-google-search-operators) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Explores advanced searching patterns using specific logical commands inside Google's search engine. This reference is invaluable for research-heavy engineers who need to quickly filter threat vectors, target domains, or precise engineering docs.
-  - **(2023)** [supple.com.au: Google advanced search operators tips and tricks](https://supple.com.au/tools/google-advance-search-operators) [NONE CONTENT]  [COMMUNITY-TOOL] β€” An actionable guide outlining how to use search filetypes, site targets, and page caches to identify online digital assets. It provides deep-dive OSINT practices for threat identification and platform auditing.
-  - **(2023)** [blog.linkody.com: The Ultimate Google Search Operators Cheatsheet 🌟](https://blog.linkody.com/guides/google-search-operators-cheatsheet) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A highly structured, table-driven cheat sheet detailing Google dorking queries. It allows security analysts and systems architects to perform targeted domain audits, trace security leaks, and parse public records with high precision.
 ## Infrastructure
 
 ### Cloud Computing
 
-#### AWS (1)
+#### AWS
 
   - **(2024)** [intellipaat.com: AWS Cheat Sheet 🌟](https://intellipaat.com/blog/tutorial/amazon-web-services-aws-tutorial/aws-cheat-sheet) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A foundational AWS architecture reference detailing core cloud offerings like EC2 instances, S3 storage buckets, and IAM policy permissions. It serves as a helpful baseline for developers building multi-tier, microservice-based cloud deployments.
-#### AWS CLI
-
-  - **(2023)** [igoroseledko.com: AWS CLI Cheat Sheet](https://www.igoroseledko.com/aws-cli-cheat-sheet) [BASH CONTENT]  [COMMUNITY-TOOL] β€” A targeted reference outlining essential command syntax for managing cloud environments via the AWS CLI. It covers resource provisioning, profile changes, and remote service diagnostic commands to streamline dev workflows.
-### Configuration Management (1)
-
-#### Ansible
-
-  - **(2025)** [intellipaat.com: Ansible Basic Cheat Sheet](https://intellipaat.com/blog/tutorial/devops-tutorial/ansible-basic-cheat-sheet) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight: Basic reference compiling syntax patterns for Ansible inventory files and variable declarations. Live Grounding: Simplifies early-stage host configurations, dynamic inventory grouping, and baseline connection parameters (SSH/WinRM) for rapid platform configuration.
-  - **(2024)** [edureka.co: Ansible Cheat Sheet – A DevOps Quick Start Guide](https://www.edureka.co/blog/cheatsheets/ansible-cheat-sheet-guide) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight: DevOps-centric Ansible reference mapping syntax for playbooks, modules, and execution loops. Live Grounding: Indispensable for configuring enterprise system-level requirements, detailing task execution, hand-offs to Ansible Galaxy, and template parsing with Jinja2.
-  - **(2024)** [fosstechnix.com: Ansible ad hoc commands with Examples](https://www.fosstechnix.com/ansible-ad-hoc-commands-with-examples) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight: A practical guide detailing fast patterns for Ansible ad-hoc commands without playbooks. Live Grounding: Highly relevant for emergency systems engineering, enabling rapid, parallel execution of tasks (such as package updates, process restarts, or disk checks) across multiple hosts.
-### Container Orchestration
-
-#### Ansible Kubernetes
-
-  - **(2024)** [**Ansible k8s cheat sheet 🌟**](https://opensource.com/downloads/ansible-k8s-cheat-sheet) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Curator Insight: Specialist reference sheet targeting Kubernetes resource control via Ansible modules. Live Grounding: Invaluable for platform automation, allowing operations teams to manage K8s object lifecycles using structured declarative YAML playbooks rather than raw kubectl commands.
-#### Docker Swarm
-
-  - **(2024)** [**github: sematext - Docker Swarm Cheatsheet**](https://github.com/sematext/cheatsheets/blob/master/docker-swarm-cheatsheet.md) [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight: A concise reference detailing commands for node management, service orchestration, and stack deployment within Docker Swarm. Live Grounding: While Docker Swarm remains popular for minimalist configurations and low-overhead environments, 2026 paradigms heavily prioritize Kubernetes; this cheat sheet serves as a rapid onboarding guide for running simpler container clusters.
-  - **(2023)** [blog.programster.org: Docker Swarm Cheatsheet](https://blog.programster.org/docker-swarm-cheatsheet) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight: Focuses on quick commands for orchestrating multi-container applications on Swarm clusters using Compose-like stack files. Live Grounding: Offers robust practical guidance for deploying stateful vs stateless services, with clear commands to configure volumes and secret management directly through the Docker CLI.
-  - **(2022)** [kerneltalks.com: Docker swarm cheat sheet](https://kerneltalks.com/virtualization/docker-swarm-cheat-sheet) 🌟🌟🌟 [LEGACY] β€” Curator Insight: Walkthrough reference detailing essential Docker Swarm commands, specifically focusing on administrative tasks like node promotions and stack scaling. Live Grounding: Essential for operations engineers maintaining legacy Swarm installations, though lacking coverage for modern service mesh integrations that have emerged since its publication.
-### Containerization
-
-#### Container Build
-
-  - **(2026)** [developers.redhat.com: Buildah Cheat Sheet](https://developers.redhat.com/cheat-sheets/buildah-cheat-sheet) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” A command reference for Buildah, Red Hat's daemonless container image builder. Curator Insight values security improvements from not requiring docker sockets. Live Grounding verifies Buildah's central position in secure enterprise-grade CI pipelines.
-### Developer Education (2)
-
-#### Cheat Sheets (6)
-
-  - **(2024)** [==wizardzines.com 🌟==](https://wizardzines.com) [NONE CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A series of hand-illustrated, highly educational booklets explaining complex infrastructure, networking, and systems administration concepts. Authored by Julia Evans, they simplify complex debugging processes like DNS routing and system tracing.
-### Infrastructure as Code
-
-#### Terraform
-
-
-??? abstract "Architect's Technical Comparison Table"
-    | Solution | Maturity | Primary Focus | Language | Stars |
-    | :--- | :--- | :--- | :--- | :--- |
-    | [terraform.io: Terraform Commands](https://developer.hashicorp.com/terraform/cli/commands) |  | Terraform | English | 🌟🌟🌟🌟🌟 |
-    | [acloudguru.com: The Ultimate Terraform Cheatsheet](https://www.pluralsight.com/resources/blog/cloud/the-ultimate-terraform-cheatsheet) |  | Terraform | English | 🌟🌟🌟🌟 |
-    | [github.com/scraly: Terraform Cheat sheet](https://github.com/scraly/terraform-cheat-sheet/blob/master/terraform-cheat-sheet.pdf) |  | Terraform | PDF | 🌟🌟🌟🌟 |
-    | [searchitoperations.techtarget.com: Terraform cheat sheet: Notable commands, HCL and more](https://www.techtarget.com/searchitoperations/tip/Terraform-cheat-sheet-Notable-commands-HCL-and-more) |  | Terraform | English | 🌟🌟🌟 |
-    | [techbeatly.com: Terraform Cheat Sheet](https://techbeatly.com/terraform-cheat-sheet) |  | Terraform | English | 🌟🌟🌟 |
-
-  - **(2026)** [==terraform.io: Terraform Commands==](https://developer.hashicorp.com/terraform/cli/commands) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight: The definitive, official CLI reference for HashiCorp Terraform. Live Grounding: Crucial for advanced state management, covering complex commands like terraform import, state mv, state rm, and CLI integrations with modern cloud providers via OpenTofu or standard Terraform releases.
-  - **(2025)** [**acloudguru.com: The Ultimate Terraform Cheatsheet**](https://www.pluralsight.com/resources/blog/cloud/the-ultimate-terraform-cheatsheet) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Curator Insight: Pluralsight's ultimate visual cheat sheet for Terraform workflows. Live Grounding: Highlights key syntax strategies including local module declarations, remote state locking in AWS S3 or HashiCorp Cloud Platform (HCP), and secret injection patterns.
-  - **(2024)** [**github.com/scraly: Terraform Cheat sheet**](https://github.com/scraly/terraform-cheat-sheet/blob/master/terraform-cheat-sheet.pdf) [PDF CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight: A highly dynamic community-maintained PDF cheat sheet covering the full development lifecycle in Terraform. Live Grounding: Highlights high-value CLI options, syntax patterns for loops, dynamic blocks, and variable validation configurations.
-  - **(2024)** [searchitoperations.techtarget.com: Terraform cheat sheet: Notable commands, HCL and more](https://www.techtarget.com/searchitoperations/tip/Terraform-cheat-sheet-Notable-commands-HCL-and-more) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight: Technical overview of Terraform command structures, state file management, and HCL parameters. Live Grounding: Focuses on troubleshooting locked environments, correcting state mismatches, and parsing command logs during execution.
-  - **(2023)** [techbeatly.com: Terraform Cheat Sheet](https://techbeatly.com/terraform-cheat-sheet) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight: Custom reference outlining HCL structures, interpolation functions, and CLI targets. Live Grounding: Handy offline desktop reference detailing core commands (init, plan, apply, destroy) alongside less common workspace selectors.
-### Linux Administration
-
-#### Command Line Tools (1)
-
-  - **(2022)** [opensource.com: Watch command cheat sheet](https://opensource.com/downloads/watch-cheat-sheet) [BASH CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” A practical reference showing how to use the Linux watch utility to monitor command output in real-time. It showcases how to track disk usage trends, network ports, or pod scheduling configurations directly in the terminal.
-#### Job Scheduling
-
-  - **(2024)** [==crontab.guru 🌟==](https://crontab.guru) [JAVASCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier interactive visual tool for parsing, writing, and validating cron job schedules. It parses obscure crontab strings into human-readable timelines, which is crucial for managing automated cloud jobs or Kubernetes CronJobs.
-#### Log Management
-
-  - **(2022)** [opensource.com: Linux logrotate cheat sheet](https://opensource.com/downloads/logrotate-cheat-sheet) [BASH CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” A pragmatic reference guide to configuring and troubleshooting the Linux logrotate daemon. It provides clear patterns for defining size limits, automated log rotation frequency, compression policies, and purging behaviors for production environments.
-#### Troubleshooting
-
-  - **(2023)** [developers.redhat.com: Advanced Linux commands cheat sheet for developers](https://developers.redhat.com/cheat-sheets/advanced-linux-commands) [BASH CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” An intensive guide addressing advanced Linux system diagnostic and telemetry commands (e.g., lsof, strace, ss, ip). It equips systems engineers to quickly troubleshoot process bottlenecks, kernel states, and network connections.
 ### Messaging Systems
 
-#### Kubernetes Operators (1)
+#### Kubernetes Operators
 
   - **(2023)** [blog.jromanmartin.io: ActiveMQ, Kafka, Strimzi and CodeReady Containers](https://blog.jromanmartin.io/cheat-sheets) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An architecture-focused blog explaining how to coordinate Apache ActiveMQ, Kafka, Strimzi operators, and CodeReady Containers in Kubernetes environments. It provides real-world patterns for building resilient, event-driven microservices.
-### Networking
-
-#### Secure Shell
-
-  - **(2026)** [The SSH Commands Cheat Sheet for Linux SysAdmins / Users](https://computingforgeeks.com/ssh-commands-cheat-sheet-linux) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” An engineering-grade guide for SSH key management and configuration files. Curator Insight outlines its administrative value for server management. Live Grounding demonstrates how these keys act as a secure baseline in server hardening architectures.
-  - **(2026)** [opensource.com: Learn advanced SSH commands with this cheat sheet](https://opensource.com/article/18/4/learn-advanced-ssh-commands-new-cheat-sheet) [SHELL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An educational guide examining deep SSH capabilities such as ProxyJump and agent forwarding. Curator Insight values the simplified explanations of complex SSH patterns. Live Grounding confirms these configurations are critical for cloud bastion setups.
-### Operating Systems
-
-#### Linux Utilities
-
-  - **(2026)** [catonmat.net: GNU Coreutils Cheat Sheet](https://catonmat.net/gnu-coreutils-cheat-sheet) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” An industry-standard technical reference for GNU Coreutils commands. Curator Insight highlights its value for day-to-day Linux administration. Live Grounding confirms that utilities like dd, tar, and awk remain the foundational scripting blocks of all modern enterprise container runtimes.
-#### Package Management
-
-  - **(2026)** [linuxhandbook.com: Yum Command Cheat Sheet](https://linuxhandbook.com/cheatsheets/yum) [SHELL CONTENT]  [LEGACY] β€” A targeted documentation reference detailing Yellowdog Updater, Modified (YUM) CLI syntax. Curator Insight underscores its convenience for RHEL-based systems. Live Grounding clarifies its transition to DNF in modern corporate OS environments, positioning this as vital legacy knowledge.
-### Shell Scripting
-
-#### Cheat Sheets (7)
-
-  - **(2023)** [developers.redhat.com: Bash Shell Scripting Cheat Sheet](https://developers.redhat.com/cheat-sheets/bash-shell-cheat-sheet) [BASH CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” A production-grade reference sheet covering variable handling, stream redirections, array controls, and error handling behaviors inside POSIX-compliant terminal environments. It is a vital reference for building robust infrastructure automation scripts.
-## Infrastructure and Operations
-
-### Shell Scripting (1)
-
-#### Best Practices
-
-  - **(2015)** [==Bash Pitfalls 🌟==](https://mywiki.wooledge.org/BashPitfalls) [BASH CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The canonical compendium of syntax traps, variable-expansion failures, and execution hazards in GNU Bash. This reference provides deep architectural insight into bash process substitution, globbing, and pipeline evaluation. Live Grounding verifies this wiki as the definitive industry guide for engineering resilient, non-deterministic system scripts.
-### Terminal Environment
-
-#### Tricks and Tweaks
-
-  - **(2008)** [**CommandLineFu 🌟**](https://www.commandlinefu.com/commands/browse) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An interactive, crowd-sourced catalog of advanced Linux command execution scripts, categorized by utility and syntax goals. Live Grounding confirms it is widely used by system administrators to query fast fixes and operational bash templates.
-## Kubernetes and Scaling
-
-### Resource Management
-
-#### Reference Materials
-
-  - **(2023)** [thenewstack.io: K8s Resource Management: An Autoscaling Cheat Sheet 🌟](https://thenewstack.io/k8s-resource-management-an-autoscaling-cheat-sheet) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A concise, actionable reference sheet summarizing core resources limits, request definitions, and autoscaler configuration arguments. A stellar quick-guide for DevOps engineers designing production-ready workload templates.
-## Kubernetes Tools
-
-### General Reference
-
-  - [tutorialsdojo.com: AWS Cheat Sheets 🌟](https://tutorialsdojo.com/aws-cheat-sheets)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering tutorialsdojo.com in the Kubernetes Tools ecosystem.
-  - [mastertheboss.com: OpenShift Cheat Sheet](https://www.mastertheboss.com/soa-cloud/openshift/openshift-cheatsheet)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.mastertheboss.com in the Kubernetes Tools ecosystem.
-  - [simplecheatsheet.com/tag/golang-cheat-sheet](https://simplecheatsheet.com/tag/golang-cheat-sheet)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering simplecheatsheet.com/tag/golang-cheat-sheet in the Kubernetes Tools ecosystem.
-  - [Red Hat Developer cheat sheets 🌟](https://developers.redhat.com/cheatsheets)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Red Hat Developer cheat sheets 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: The DevOps Cheat Sheet](https://medium.com/dataseries/the-devops-cheat-sheet-3177d6cf361c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: The DevOps Cheat Sheet in the Kubernetes Tools ecosystem.
-  - [developers.redhat.com: Intermediate Linux Cheat Sheet](https://developers.redhat.com/cheat-sheets/intermediate-linux-cheat-sheet)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com: Intermediate Linux Cheat Sheet in the Kubernetes Tools ecosystem.
-  - [bash.cyberciti.biz: Man command](https://bash.cyberciti.biz/guide/Man_command)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering bash.cyberciti.biz: Man command in the Kubernetes Tools ecosystem.
-  - [wikipedia: Google Search](https://en.wikipedia.org/wiki/Google_Search)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wikipedia: Google Search in the Kubernetes Tools ecosystem.
-  - [cloud-architect.fr: AZ-CheatSheet: Become an expert in Azure Landing Zones](https://www.cloud-architect.fr/2022/01/19/az-cheatsheet-become-an-expert-in-azure-landing-zones)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloud-architect.fr: AZ-CheatSheet: Become an expert in Azure Landing Zones in the Kubernetes Tools ecosystem.
-  - [Red Hat Developer eBooks 🌟](https://developers.redhat.com/ebooks)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Red Hat Developer eBooks 🌟 in the Kubernetes Tools ecosystem.
-  - [k8sref.io](https://www.k8sref.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering k8sref.io in the Kubernetes Tools ecosystem.
-  - [manifests.io 🌟](https://manifests.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==manifests.io== 🌟 in the Kubernetes Tools ecosystem.
-  - [linuxacademy](https://linuxacademy.com/blog/containers/kubernetes-cheat-sheet)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering linuxacademy in the Kubernetes Tools ecosystem.
-  - [dzone: kubectl commands cheat sheet](https://dzone.com/articles/kubectl-commands-cheat-sheet)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: kubectl commands cheat sheet in the Kubernetes Tools ecosystem.
-  - [cheatsheet.dennyzhang.com: kubectl kubernetes free cheat sheet 🌟](https://cheatsheet.dennyzhang.com/cheatsheet-kubernetes-a4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cheatsheet.dennyzhang.com: kubectl kubernetes free cheat sheet 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: Awesome Kubernetes Command-Line Hacks](https://medium.com/better-programming/awesome-kubernetes-command-line-hacks-8bd3604e394f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Awesome Kubernetes Command-Line Hacks in the Kubernetes Tools ecosystem.
-  - [akhilsharma.work: kubectl Get Resource - Short Names](https://akhilsharma.work/kubectl-get-resource-short-names)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering akhilsharma.work: kubectl Get Resource - Short Names in the Kubernetes Tools ecosystem.
-  - [blog.mimacom.com: Kubernetes Cheat Sheet](https://blog.mimacom.com/kubernetes-cheat-sheet)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.mimacom.com: Kubernetes Cheat Sheet in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Awesome Kubernetes Command-Line Hacks](https://betterprogramming.pub/awesome-kubernetes-command-line-hacks-8bd3604e394f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Awesome Kubernetes Command-Line Hacks in the Kubernetes Tools ecosystem.
-  - [ithands-on.com: Kubernetes 101 : kubectl - communication with pods and containers' / running commands inside pods and containers](https://www.ithands-on.com/2021/05/kubernetes-101-kubectl-communication.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ithands-on.com: Kubernetes 101 : kubectl - communication with pods and containers' / running commands inside pods and containers in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Kubectl Commands All Beginners Must Know](https://betterprogramming.pub/kubectl-commands-all-beginners-must-know-e504349fcec9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Kubectl Commands All Beginners Must Know in the Kubernetes Tools ecosystem.
-  - [medium.com/@devopsfolks8546: Kubectl Commands Cheat Sheet. List Of Kubernetes' Most Useful Commands](https://medium.com/@devopsfolks8546/1-pods-c3d1a9349ba0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@devopsfolks8546: Kubectl Commands Cheat Sheet. List Of Kubernetes' Most Useful Commands in the Kubernetes Tools ecosystem.
-  - [faun.pub: Kubernetes Commands for Deployment and Management](https://faun.pub/kubernetes-commands-for-deployment-and-management-e10a74c95015)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Kubernetes Commands for Deployment and Management in the Kubernetes Tools ecosystem.
-  - [abhirajdevops.hashnode.dev: A Cheat Sheet of Essential Commands for Managing' and Debugging Your Kubernetes Cluster's Networking](https://abhirajdevops.hashnode.dev/a-cheat-sheet-of-essential-commands-for-managing-and-debugging-your-kubernetes-clusters-networking)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering abhirajdevops.hashnode.dev: A Cheat Sheet of Essential Commands for Managing' and Debugging Your Kubernetes Cluster's Networking in the Kubernetes Tools ecosystem.
-  - [developers.redhat.com: Containers Cheat Sheet](https://developers.redhat.com/promotions/docker-cheatsheet)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com: Containers Cheat Sheet in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: A Beginners’ Cheat Sheet for Docker | Arjav Dave](https://betterprogramming.pub/a-beginners-cheat-sheet-for-docker-f5024fd6c17f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: A Beginners’ Cheat Sheet for Docker | Arjav Dave in the Kubernetes Tools ecosystem.
-  - [codingfriend.medium.com: Docker Swarm Cheatsheet (2017)](https://codingfriend.medium.com/docker-swarm-cheatsheet-22665e3278b1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering codingfriend.medium.com: Docker Swarm Cheatsheet (2017) in the Kubernetes Tools ecosystem.
-  - [zeroturnaround.com: Git cheat sheet 🌟](https://www.jrebel.com/blog/git-cheat-sheet)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering zeroturnaround.com: Git cheat sheet 🌟 in the Kubernetes Tools ecosystem.
-  - [The awesome git cheat sheet](https://the-awesome-git-cheat-sheet.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering The awesome git cheat sheet in the Kubernetes Tools ecosystem.
-  - [developers.redhat.com: Git cheat sheet](https://developers.redhat.com/cheat-sheetsgit)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com: Git cheat sheet in the Kubernetes Tools ecosystem.
-  - [dzone.com: refcard - getting started with git](https://dzone.com/refcardz/getting-started-git)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: refcard - getting started with git in the Kubernetes Tools ecosystem.
-  - [dzone: Top 35 Git Commands With Examples 🌟](https://dzone.com/articles/top-35-git-commands-with-examples-and-bonus)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Top 35 Git Commands With Examples 🌟 in the Kubernetes Tools ecosystem.
-  - [enlear.academy: 20 Git Commands Every Developer Should Know](https://enlear.academy/26-git-command-i-use-all-the-time-cheatsheet-6c5682ded2af)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering enlear.academy: 20 Git Commands Every Developer Should Know in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: 8 Advanced Git Commands Universities Won’t Teach' You](https://betterprogramming.pub/8-advanced-git-commands-university-wont-teach-you-fe63b483d34b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: 8 Advanced Git Commands Universities Won’t Teach' You in the Kubernetes Tools ecosystem.
-  - [Ansible Roles Explained | Cheat Sheet](https://linuxacademy.com/blog/red-hat/ansible-roles-explained)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Ansible Roles Explained | Cheat Sheet in the Kubernetes Tools ecosystem.
-  - [dzone: Terraform Cheat Sheet](https://dzone.com/articles/terraform-cli-cheat-sheet)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Terraform Cheat Sheet in the Kubernetes Tools ecosystem.
-  - [thedevopsblog.co.uk: Terraform Cheat Sheet](https://thedevopsblog.co.uk/terraform-cli-cheat-sheet)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering thedevopsblog.co.uk: Terraform Cheat Sheet in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Using Template Files with HashiCorp Packer](https://www.hashicorp.com/blog/using-template-files-with-hashicorp-packer)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Using Template Files with HashiCorp Packer in the Kubernetes Tools ecosystem.
-  - [praveendandu24.medium.com: Mastering Terraform: Top 20 Essential Commands' with Examples for Beginners](https://praveendandu24.medium.com/mastering-terraform-top-20-essential-commands-with-examples-for-beginners-1029852b419)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering praveendandu24.medium.com: Mastering Terraform: Top 20 Essential Commands' with Examples for Beginners in the Kubernetes Tools ecosystem.
-  - [cyberciti.biz: Linux ip Command Examples](https://www.cyberciti.biz/faq/linux-ip-command-examples-usage-syntax)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: Linux ip Command Examples in the Kubernetes Tools ecosystem.
-  - [ssh cheat sheet](https://cheatsheet.dennyzhang.com/cheatsheet-ssh-a4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ssh cheat sheet in the Kubernetes Tools ecosystem.
-  - [openshift.tips](https://openshift.tips)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering openshift.tips in the Kubernetes Tools ecosystem.
-  - [dzone refcard: Getting Started With OpenShift 🌟](https://dzone.com/refcardz/getting-started-with-openshift)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone refcard: Getting Started With OpenShift 🌟 in the Kubernetes Tools ecosystem.
-  - [faun.pub: Helm Command Cheat Sheet | By M. Sharma](https://faun.pub/helm-command-cheat-sheet-by-m-sharma-488706ecf131)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Helm Command Cheat Sheet | By M. Sharma in the Kubernetes Tools ecosystem.
-  - [jrebel.com/blog/maven-cheat-sheet](https://www.jrebel.com/blog/maven-cheat-sheet)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jrebel.com/blog/maven-cheat-sheet in the Kubernetes Tools ecosystem.
-  - [medium 1](https://medium.com/@TimvanBaarsen/maven-cheat-sheet-45942d8c0b86)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium 1 in the Kubernetes Tools ecosystem.
-  - [polyglotdeveloper.com: Gradle Cheat Sheet](https://www.polyglotdeveloper.com/cheatsheet/2015-01-08-Gradle-cheatsheet)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering polyglotdeveloper.com: Gradle Cheat Sheet in the Kubernetes Tools ecosystem.
-  - [mingliang.me: Gradle Cheat Sheet](https://mingliang.me/blog/gradle-cheatsheet)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering mingliang.me: Gradle Cheat Sheet in the Kubernetes Tools ecosystem.
-  - [medium: Jenkins Cheat Sheet](https://medium.com/edureka/jenkins-cheat-sheet-e0f7e25558a3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Jenkins Cheat Sheet in the Kubernetes Tools ecosystem.
-  - [balajisblog.com: Cheatsheet for Bitbucket Pipelines](https://balajisblog.com/cheatsheet-for-bitbucket-pipelines)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering balajisblog.com: Cheatsheet for Bitbucket Pipelines in the Kubernetes Tools ecosystem.
-  - [Dzone Refcard: Getting Started with Apache JMeter](https://dzone.com/refcardz/getting-started-with-apache-jmeter?chapter=1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone Refcard: Getting Started with Apache JMeter in the Kubernetes Tools ecosystem.
-  - [Groovy Templates Cheat Sheet for JMeter](https://dzone.com/articles/the-groovy-templates-cheat-sheet-for-jmeter)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Groovy Templates Cheat Sheet for JMeter in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: 15 Kafka CLI Commands For Everyday Programming](https://betterprogramming.pub/kafka-cli-commands-1a135a4ae1bd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: 15 Kafka CLI Commands For Everyday Programming in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: NestJS: Microservices with gRPC, API Gateway,' and Authentication β€” Part 1/2](https://levelup.gitconnected.com/nestjs-microservices-with-grpc-api-gateway-and-authentication-part-1-2-650009c03686)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: NestJS: Microservices with gRPC, API Gateway,' and Authentication β€” Part 1/2 in the Kubernetes Tools ecosystem.
-  - [sqltutorial.org: SQL Cheat Sheet](https://www.sqltutorial.org/sql-cheat-sheet)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering sqltutorial.org: SQL Cheat Sheet in the Kubernetes Tools ecosystem.
-  - [python.plainenglish.io: The Ultimate Python Cheat Sheet | Muhammad Umair](https://python.plainenglish.io/ultimate-python-cheat-sheet-f2930e08669c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering python.plainenglish.io: The Ultimate Python Cheat Sheet | Muhammad Umair in the Kubernetes Tools ecosystem.
-  - [dzone: Scrum refcard](https://dzone.com/refcardz/scrum)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Scrum refcard in the Kubernetes Tools ecosystem.
-## Networking (1)
-
-### Reference
-
-#### Network Cheat Sheets
-
-  - **(2022)** [Networking Cheat Sheet](https://nubenetes.com/networking) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Consolidated technical reference detailing essential low-level networking parameters, CIDR calculations, subnetting concepts, and critical routing architectures. Serves as a quick diagnostic lookup sheet for standard network protocol analysis and port troubleshooting.
-## Observability
-
-### Metrics and Monitoring
-
-#### Prometheus
-
-  - **(2026)** [iximiuz.com: Prometheus Cheat Sheet - How to Join Multiple Metrics (Vector Matching) 🌟](https://iximiuz.com/en/posts/prometheus-vector-matching) [PROMQL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” An advanced technical guide targeting complex PromQL vector matching and joining. Curator Insight notes how it simplifies multi-dimension indexing. Live Grounding shows this is a critical reference for engineers designing precise production alerts.
-  - **(2026)** [iximiuz.com: Prometheus Cheat Sheet - Moving Average, Max, Min, etc (Aggregation Over Time)](https://iximiuz.com/en/posts/prometheus-functions-agg-over-time) [PROMQL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A technical guide for applying aggregate-over-time algorithms inside Prometheus. Curator Insight highlights performance metrics monitoring. Live Grounding confirms these specific metrics equations are critical for building standard Grafana dashboards.
 ## Orchestration
 
 ### Kubernetes
 
-#### CLI Management
-
-
-??? abstract "Architect's Technical Comparison Table"
-    | Solution | Maturity | Primary Focus | Language | Stars |
-    | :--- | :--- | :--- | :--- | :--- |
-    | [developers.redhat.com: Kubernetes Cheat Sheet](https://developers.redhat.com/cheat-sheets/kubernetes) |  | CLI Management | PDF | 🌟🌟🌟🌟 |
-    | [mirantis.com: Kubernetes Cheat Sheet 🌟](https://www.mirantis.com/blog/kubernetes-cheat-sheet) |  | CLI Management | HTML | 🌟🌟🌟 |
-    | [dockerlabs.collabnix.com: Cheatsheet - Kubectl 🌟](https://dockerlabs.collabnix.com/kubernetes/cheatsheets/kubectl.html) |  | CLI Management | HTML | 🌟🌟🌟 |
-    | [bluematador.com: kubectl cheatsheet](https://www.bluematador.com/learn/kubectl-cheatsheet) |  | CLI Management | HTML | 🌟🌟🌟 |
-    | [dev.to/msfaizi: Kubernetes Cheatsheet: Essential Commands and Concepts for Efficient Container Orchestration](https://dev.to/msfaizi/kubernetes-cheatsheet-essential-commands-and-concepts-for-efficient-container-orchestration-201n) |  | CLI Management | HTML | 🌟🌟🌟 |
-    | [learncloudnative.com: Kubernetes CLI (kubectl) tips you didn't know about](https://learncloudnative.com/blog/2022-05-10-kubectl-tips) |  | CLI Management | HTML | 🌟🌟🌟 |
-    | [opensource.com: Learn essential Kubernetes commands with a new cheat sheet](https://opensource.com/article/21/5/kubernetes-cheat-sheet) |  | CLI Management | HTML | 🌟🌟🌟 |
-    | [opensource.com: 9 kubectl commands sysadmins need to know 🌟](https://opensource.com/article/20/5/kubectl-cheat-sheet) |  | CLI Management | HTML | 🌟🌟🌟 |
-    | [fabric8 - kubectl](https://github.com/fabric8io/kansible/blob/master/vendor/k8s.io/kubernetes/docs/user-guide/kubectl-cheatsheet.md) |  | CLI Management | Markdown | 🌟🌟🌟 |
-
-  - **(2024)** [**developers.redhat.com: Kubernetes Cheat Sheet**](https://developers.redhat.com/cheat-sheets/kubernetes) [PDF CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Enterprise-focused Red Hat guide summarizing essential kubectl command structures for cluster administrators. Designed to aid engineers managing OpenShift or vanilla Kubernetes distributions, ensuring fast recovery and diagnostic workflows.
-  - **(2024)** [mirantis.com: Kubernetes Cheat Sheet 🌟](https://www.mirantis.com/blog/kubernetes-cheat-sheet) [HTML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A consolidated quick-reference handbook by Mirantis. Emphasizes safe deletion practices, container inspection mechanics, and context manipulation protocols inside high-concurrency staging environments.
-  - **(2024)** [dockerlabs.collabnix.com: Cheatsheet - Kubectl 🌟](https://dockerlabs.collabnix.com/kubernetes/cheatsheets/kubectl.html) [HTML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A collaborative tutorial reference detailing standard kubectl execution sequences. Designed for cloud-native learners mapping Docker concepts directly onto operational Kubernetes paradigms.
-  - **(2023)** [bluematador.com: kubectl cheatsheet](https://www.bluematador.com/learn/kubectl-cheatsheet) [HTML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A structured checklist detailing syntax protocols for diagnosing unstable cluster resources. Groups commands dynamically around service scaling, event monitoring, and pod metadata inspections.
-  - **(2023)** [dev.to/msfaizi: Kubernetes Cheatsheet: Essential Commands and Concepts for Efficient Container Orchestration](https://dev.to/msfaizi/kubernetes-cheatsheet-essential-commands-and-concepts-for-efficient-container-orchestration-201n) [HTML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Conceptual and programmatic handbook explaining core container coordination controls. Simplifies service-to-pod binding checks, network policies verification, and context switches for distributed application topologies.
-  - **(2022)** [learncloudnative.com: Kubernetes CLI (kubectl) tips you didn't know about](https://learncloudnative.com/blog/2022-05-10-kubectl-tips) [HTML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Advanced productivity guide detailing hidden features and productivity parameters within kubectl. Includes custom columns formatting, JSONPath parsing templates, and multi-context aliasing for faster operational feedback loops.
-  - **(2021)** [opensource.com: Learn essential Kubernetes commands with a new cheat sheet](https://opensource.com/article/21/5/kubernetes-cheat-sheet) [HTML CONTENT] 🌟🌟🌟 [LEGACY] β€” Introduces standard cluster control commands through a downloadable reference guide. Geared toward system engineers shifting from legacy virtual machine setups to distributed container configurations.
-  - **(2020)** [opensource.com: 9 kubectl commands sysadmins need to know 🌟](https://opensource.com/article/20/5/kubectl-cheat-sheet) [HTML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A curated technical review highlighting nine essential commands for cluster administration. Focuses on pod logging, resource deletion, and port-forwarding debugging patterns crucial for day-to-day sysadmin monitoring.
-  - **(2018)** [fabric8 - kubectl](https://github.com/fabric8io/kansible/blob/master/vendor/k8s.io/kubernetes/docs/user-guide/kubectl-cheatsheet.md) ⭐ 266  [MARKDOWN CONTENT] 🌟🌟🌟 [LEGACY] β€” A historic, vendor-sourced reference of early kubectl command structures hosted in the fabric8 ecosystem. While some elements lean legacy, it documents fundamental container routing patterns and administrative tasks foundational to older clusters.
-  - **(2023)** [thechief.io: The Definitive Kubectl Cheat Sheet](https://thechief.io/c/editorial/definitive-kubectl-cheat-sheet) [HTML CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Highly categorized command lookup resource organizing kubectl syntax by functional target. Covers advanced diagnostic functions like resource patching and configuration rollbacks to aid in complex site reliability engineering scenarios.
-  - **(2023)** [myfuturehub.com: Must Keep these Kubernetes Commands handy](https://myfuturehub.com/must-keep-these-kubernetes-commands-handy) [HTML CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A collection of critical shell-based commands for quick-reference when inspecting Kubernetes deployments. Focuses on common tasks like scaling workloads, port routing, and viewing log queues.
-  - **(2022)** [cloudtechtwitter.com: kubernetes common commands](https://www.cloudtechtwitter.com/2022/05/kubernetes-common-commands.html) [HTML CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A community-sourced compilation of the most frequent command patterns used during cluster debugging. Offers lightweight syntax models for checking endpoint states and validating daemon status.
-#### Certification Prep
-
-  - **(2025)** [**computingforgeeks.com: Kubectl Cheat Sheet for Kubernetes Admins & CKA Exam Prep**](https://computingforgeeks.com/kubectl-cheat-sheet-kubernetes) [HTML CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A comprehensive diagnostic cheat sheet oriented around CKA/CKAD exam guidelines. Systematically structures kubectl directives from basic pod generation to advanced logging and multi-context cluster manipulation.
-#### Declarative Configuration
-
-  - **(2024)** [**itnext.io: Kubernetes Kustomize Cheat Sheet**](https://itnext.io/kubernetes-kustomize-cheat-sheet-8e2d31b74d8f) [YAML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Tactical guide to declarative manifest engineering via Kustomize. Detailing overlay patterns, configMap generation, resource patching, and secret injections, this is key for engineers moving away from templating tools like Helm.
-#### Practice Lab
-
-  - **(2024)** [kunchalavikram1427: kubernetes Public](https://github.com/kunchalavikram1427/Kubernetes_public) [YAML CONTENT] 🌟 [COMMUNITY-TOOL] β€” A public community repository comprising manifests, setup recipes, and operational scripting files for educational Kubernetes clusters. Useful for individual engineers seeking boilerplate YAML configs for standard testing.
 #### Training and Concepts
 
   - **(2024)** [**github: K8s in 30 mins 🌟**](https://github.com/rosehgal/k8s-In-30Mins) ⭐ 212  [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An accelerated educational repository mapping core Kubernetes abstractions, including Pods, Services, Deployments, and ReplicaSets. Translates complex container orchestration mechanics into brief visual explanations, facilitating quick developer onboarding for distributed systems development.
-  - **(2024)** [intellipaat.com 🌟](https://intellipaat.com/blog/tutorial/devops-tutorial/kubernetes-cheat-sheet) [HTML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” DevOps tutorial outlining essential kubectl operations and resource templates. Aimed at training cloud administrators for standard operational pipelines, troubleshooting, and microservice deployment mapping.
-#### Troubleshooting and Operations
-
-  - **(2025)** [**komodor.com: The Ultimate Kubectl Cheat Sheet 🌟**](https://komodor.com/learn/the-ultimate-kubectl-cheat-sheet) [HTML CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An expert-level operational manual curated for modern DevOps and SRE profiles. Distills complex troubleshooting tasks, container execution routing, and multi-namespace context switches into direct action sequences.
-  - **(2025)** [github.com/devoriales/kubectl-cheatsheet](https://github.com/devoriales/cheatsheets) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An open-source, opinionated collection of kubectl commands curated specifically for critical production debugging. It prioritizes node-level maintenance commands, network troubleshooting steps, and secure pod execution syntaxes to minimize MTTR.
-## Platform
-
-### Container Orchestration (1)
-
-#### Kubernetes (1)
-
-  - **(2026)** [jimmysong.io/kubernetes-handbook/concepts/pod.html 🌟](https://jimmysong.io/zh/book/kubernetes-handbook) [CHINESE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” A highly authoritative, Chinese-language Kubernetes conceptual handbook. Curator Insight ranks this as a leading resource for Asian cloud migrations. Live Grounding corroborates its influence on local cloud-native training curricula and infrastructure design.
-  - **(2026)** [https://dev.to/aurelievache: Understanding Kubernetes: part 1 – Pods](https://dev.to/aurelievache/kubernetes-sketchnotes-pods-4ib0)  [COMMUNITY-TOOL] [GUIDE] β€” An illustrated sketchnote guide mapping the basic structures and concepts of Kubernetes Pods. Curator Insight praises the clarity of visual-oriented learning. Live Grounding confirms its heavy usage as an onboarding tool for junior engineers.
-  - **(2026)** [garba.org: Kubernetes Pod Life Cycle Cheat Sheet](https://garba.org/posts/2018/k8s_pod_lc) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A technical breakdown of Pod lifecycle states, start probes, and termination parameters. Curator Insight notes its value in troubleshooting restart loops. Live Grounding underscores how pod lifecycles affect blue-green deployment strategies.
-#### OpenShift
-
-  - **(2026)** [==github.com: openshift cheat sheet 3==](https://github.com/mhausenblas/openshift-cheat-sheet) ⭐ 6  [SHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A community-maintained cheat sheet targeting container scaling and routing. Curator Insight notes its applicability to early setups. Live Grounding points to its continued historical use as a reliable baseline bookmark for bare-metal deployments.
-  - **(2026)** [developers.redhat.com: Red Hat OpenShift Container Platform Cheat Sheet](https://developers.redhat.com/cheat-sheets/red-hat-openshift-container-platform) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” An official Red Hat publication for managing the OpenShift Container Platform CLI. Curator Insight notes its criticality for enterprise engineers. Live Grounding emphasizes how OpenShift-specific oc extensions synchronize with base Kubernetes APIs.
-  - **(2026)** [github.com: Openshift cheat sheet 1](https://github.com/nekop/openshift-sandbox/blob/master/docs/command-cheatsheet.md) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” A public Git-based repository mapping common OpenShift CLI operations. Curator Insight focuses on developers utilizing localized sandbox configurations. Live Grounding demonstrates how manual cluster troubleshooting remains standard despite GitOps workflows.
-  - **(2026)** [gist.github.com: Openshift cheat sheet 2](https://gist.github.com/rafaeltuelho/111850b0db31106a4d12a186e1fbc53e) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” A curated GitHub Gist focusing on route creations and project management inside OpenShift. Curator Insight points to easy execution structures. Live Grounding highlights how engineers bypass standard dashboard overhead with direct Gist terminal blocks.
-  - **(2026)** [monodot.co.uk: openshift cheat sheet 4](https://monodot.co.uk/openshift-cheatsheet) [SHELL CONTENT]  [LEGACY] β€” A personalized technical blog focusing on internal DNS and routing components of OpenShift. Curator Insight details its diagnostic usefulness during networking failures. Live Grounding records its legacy status during transition phases between platform generations.
-  - **(2026)** [cookbook.openshift.org 🌟](https://cookbook.openshift.org) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” A primary community-driven cookbook for production OpenShift cluster engineers. Curator Insight praises its interactive operational guides. Live Grounding highlights how this resource coordinates successful cluster migrations and multitenant security architectures.
-  - **(2026)** [cookbook.openshift.org: How do I import an image from an external image registry? 🌟](https://cookbook.openshift.org/image-registry-and-image-streams/how-do-i-import-an-image-from-an-external-image.html) [SHELL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” An in-depth guide regarding external OCI registry ingestion and ImageStreams mapping. Curator Insight emphasizes security-compliant tag tracking. Live Grounding outlines its vital importance for disconnected, air-gapped container mirroring.
-### Package Management (1)
-
-#### Helm
-
-  - **(2026)** [Helm Cheat Sheet](https://gist.github.com/tuannvm/4e1bcc993f683ee275ed36e67c30ac49) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” A structured Helm v3 command reference detailing upgrade strategies, rollbacks, and values overrides. Curator Insight emphasizes its convenience in daily terminal routines. Live Grounding highlights Helm's absolute monopoly on application packaging in k8s.
-## Project Management
-
-### Agile and Scrum
-
-#### Methodology
-
-  - **(2023)** [teamhood.com: scrum cheat sheet](https://teamhood.com/agile/scrum-cheat-sheet)  [COMMUNITY-TOOL] β€” A practical guide outlining Scrum frameworks, detailing sprint cycles, key delivery templates, user-story estimation rules, and standard agile metrics to optimize development velocity.
-## Quality Assurance
-
-### Performance Testing
-
-#### Apache JMeter
-
-  - **(2019)** [CheatSheet for JMeter __time Function Calls](https://www.ufcquechoisir-brest.org) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Quick syntax sheet formatting the use of Apache JMeter `__time` variables during heavy performance evaluation loops. Note: The target URL appears redirected or potentially compromised; users should reference direct JMeter core documentation instead.
-## Reference Portal
-
-### Cheat Sheets (8)
-
-#### General IT
-
-  - **(2021)** [simplecheatsheet.com](https://simplecheatsheet.com) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A developer-oriented cheat sheet aggregate portal designed for quick reference access. Houses quick syntax charts for scripting runtimes, operating system CLIs, and configuration tools, optimizing task execution speed for active software engineers.
 ## Research
 
 ### Architecture Analysis
@@ -748,67 +85,6 @@
 #### Infrastructure Design
 
   - **(2024)** [learnk8s.io: Kubernetes Research. Research documents on node instance types, managed services, ingress controllers, CNIs, etc.](https://learnkube.com/research) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An exceptional, data-driven research catalog evaluating critical Kubernetes deployment components. Compiles comparative benchmarks and analyses of CNI plugins (Cilium, Calico), cloud providers (EKS, GKE, AKS), virtual machine shapes, and Ingress Controller solutions, highlighting costs and latencies.
-## Security
-
-### Application Security (1)
-
-#### OWASP
-
-  - **(2026)** [==cheatsheetseries.owasp.org: OWASP Cheat Sheet Series 🌟🌟==](https://cheatsheetseries.owasp.org/index.html) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” Curator Insight: The definitive security reference series detailing modern web app vulnerability mitigations. Live Grounding: Updated dynamically through 2026, this master reference provides critical strategies for API authorization, OAuth2 implementation, Kubernetes security, and safe HCL practices, establishing itself as a mandatory enterprise engineering standard.
-### Networking (2)
-
-#### Network Scanning
-
-  - **(2026)** [comparitech.com: Nmap Cheat Sheet](https://www.comparitech.com/net-admin/nmap-nessus-cheat-sheet) [SHELL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A technical compilation of Nmap commands and vulnerability scanning flags. Curator Insight targets its strength in network inventory discovery. Live Grounding validates its ongoing importance in automated continuous compliance audits.
-### Penetration Testing
-
-#### Secure Shell (1)
-
-  - **(2026)** [pentestmonkey.net: ssh cheat sheet](https://pentestmonkey.net/cheat-sheet/ssh-cheat-sheet) [SHELL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A security-focused guide detailing SSH tunnel techniques and reverse proxies. Curator Insight highlights its execution for network bypasses and security testing. Live Grounding notes its extensive use in red-team post-exploitation and secure pivoting environments.
-#### Security Auditing
-
-  - **(2026)** [stationx.net: Hacking Tools Cheat Sheet](https://www.stationx.net/hacking-tools-cheat-sheet) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A compilation of vulnerability identification and penetration testing utilities. Curator Insight focuses on its offensive execution models. Live Grounding maps these tools directly to shift-left automated pipeline testing in modern DevSecOps architectures.
-## Software Development
-
-### Build Automation
-
-#### Gradle
-
-  - **(2026)** [eta-lang.org: Gradle Cheat Sheet](https://eta-lang.org/docs/cheatsheets/gradle-cheatsheet) [GROOVY CONTENT]  [COMMUNITY-TOOL] β€” A Gradle build file reference targeted at Eta language implementations. Curator Insight emphasizes its focus on functional compiled languages. Live Grounding shows its niche status due to localized community interest.
-  - **(2026)** [rratliff.com: Gradle Cheat Sheet](https://www.rratliff.com/gradle-cheat-sheet) [GROOVY CONTENT]  [COMMUNITY-TOOL] β€” A clean, targeted desktop reference sheet for basic Gradle commands and task parameters. Curator Insight praises its simplicity. Live Grounding confirms it serves as a highly functional offline bookmark for mobile and JVM engineers.
-  - **(2026)** [github.com/jahe: Gradle Cheat Sheet](https://gist.github.com/jahe/59557d507f43574b0d96) [GROOVY CONTENT]  [COMMUNITY-TOOL] β€” A concise Gist tracking basic Gradle build files and target tasks. Curator Insight targets execution speeds and cache configurations. Live Grounding shows its persistent usefulness for modern Android build engineers.
-  - **(2026)** [github.com/jiffle: Gradle Cheat Sheet](https://gist.github.com/jiffle/499caa5f53ab8f90dc19a3040ee40f48) [GROOVY CONTENT]  [COMMUNITY-TOOL] β€” A community collection of dependency blocks and plugin imports in Gradle. Curator Insight focuses on Gradle's compilation speeds. Live Grounding verifies its reliability when structuring multi-project builds.
-#### Maven
-
-  - **(2026)** [lzone.de/cheat-sheet/Maven](https://lzone.de) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” A specialized Maven debugging sheet detailing transitive dependency resolution. Curator Insight underscores its target troubleshooting use. Live Grounding indicates its survival as a primary cheat sheet during classpath conflicts.
-  - **(2026)** [maven.apache.org: Maven Quick Reference Card](https://maven.apache.org/guides/MavenQuickReferenceCard.pdf) [XML CONTENT]  [LEGACY] β€” An official Apache Maven reference detailing build lifecycles and plugins. Curator Insight marks this as vital context for JVM projects. Live Grounding confirms its role in preserving standard structure across legacy and modern corporate environments.
-  - **(2026)** [journaldev.com](https://www.digitalocean.com/community/tutorials/maven-commands-options-cheat-sheet) [SHELL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An extensive technical overview of Maven build targets and system variables. Curator Insight targets its strength in resolving dependency trees. Live Grounding shows its daily utility during manual compilation tasks inside enterprise projects.
-  - **(2026)** [cheatography.com](https://cheatography.com/mikesac/cheat-sheets/maven) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” A visual and community-compiled quick reference sheet for Maven commands. Curator Insight highlights its accessibility and structured layout. Live Grounding shows it is highly valued by polyglot software developers requiring quick context switches.
-  - **(2026)** [javaguides.net](https://www.javaguides.net/2018/06/maven-cheat-sheet.html) [XML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A developer-focused Maven cheat sheet explaining multi-module configurations. Curator Insight targets standardizing configuration configurations. Live Grounding validates its routine use in standard enterprise training tracks for Java engineers.
-  - **(2026)** [bogotobogo.com](https://www.bogotobogo.com/Java/tutorials/Spring-Boot/Maven-mvn-command-cheat-sheet.php) [SHELL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A guide mapping Maven dependencies to Spring Boot framework configurations. Curator Insight highlights rapid packaging loops. Live Grounding demonstrates how Spring Boot build tools rely directly on the lifecycles outlined in this guide.
-### CICD Platforms
-
-#### Jenkins
-
-  - **(2026)** [gist.github.com/michaellihs (jenkins pipeline)](https://gist.github.com/michaellihs/b08c89581ec597fa198cf74e2239f4a6) [GROOVY CONTENT]  [COMMUNITY-TOOL] β€” A highly functional GitHub Gist detailing declarative Jenkins pipeline syntaxes. Curator Insight focuses on automated container testing pipelines. Live Grounding proves declarative Groovy remains a massive infrastructure codebase across corporate IT.
-  - **(2026)** [edureka.co: Jenkins Cheat Sheet 🌟](https://www.edureka.co/blog/cheatsheets/jenkins-cheat-sheet)  [COMMUNITY-TOOL] β€” A high-visibility visual cheat sheet detailing Jenkins pipeline controls and interface tools. Curator Insight highlights its training value. Live Grounding shows its massive footprint across corporate Devops onboarding curricula.
-  - **(2026)** [cheatography.com: Jenkins Cheat Sheet](https://cheatography.com/funthomas424242/cheat-sheets/jenkins)  [COMMUNITY-TOOL] β€” A single-page cheat sheet targeting Jenkins UI environment variables and configurations. Curator Insight points out the speed of lookups. Live Grounding shows its applicability during rapid debugging in active production builds.
-  - **(2026)** [intellipaat.com: Jenkins Cheat Sheet 🌟](https://intellipaat.com/blog/tutorial/devops-tutorial/jenkins-cheat-sheet)  [LEGACY] β€” An in-depth training reference detailing Jenkins installation, master-agent architecture, and security rules. Curator Insight notes its structural value. Live Grounding confirms its role in stabilizing legacy CI infrastructure setups.
-### Documentation Tools (1)
-
-#### Markdown
-
-  - **(2026)** [==Markdown Cheat Sheet 4==](https://github.com/adam-p/markdown-here/wiki/Markdown-Cheatsheet) ⭐ 60214  [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” One of the most starred and utilized Markdown references on GitHub. Curator Insight emphasizes its extreme offline utility. Live Grounding validates its legacy status as the primary standard for formatting across modern source code platforms.
-  - **(2026)** [markdownguide.org](https://www.markdownguide.org) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” The definitive platform-neutral guide to standard and extended Markdown syntax. Curator Insight praises its simplicity. Live Grounding proves its continued necessity as the absolute standard for project readme documentation.
-  - **(2026)** [freecodecamp.org: Markdown Cheat Sheet – How to Write in Markdown with Examples](https://www.freecodecamp.org/news/markdown-cheat-sheet) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An educational guide explaining Markdown basics with real-world examples. Curator Insight values its utility for technical writers. Live Grounding shows its broad usage in software engineering bootcamps and initial developer onboardings.
-### Performance Testing (1)
-
-#### JMeter
-
-  - **(2026)** [JMeter Web Application Testing Cheatsheet](https://blog.extremehacking.org/blog/2015/11/09/jmeter-web-application-testing-cheatsheet) [XML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A testing reference for designing HTTP request sequences in Apache JMeter. Curator Insight highlights its historical impact on load testing. Live Grounding verifies that despite competition from newer utilities, JMeter remains widely deployed for bulk scale tests.
-  - **(2026)** [martkos-it.co.uk: JMeter Cheat Sheet](https://martkos-it.co.uk/our-work/jmeter-testing-cheat-sheet-ng5zm-97y43-af8tj) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A professional reference covering JVM allocation and distributed execution parameters in JMeter. Curator Insight highlights infrastructure scaling. Live Grounding reveals its use in testing target microservice elasticity.
-  - **(2026)** [jmeter-testing-cheat-sheet-v10.pdf](https://martkos-it.co.uk/s/jmeter-testing-cheat-sheet-v10.pdf)  [COMMUNITY-TOOL] β€” A detailed PDF cheat sheet targeting headless JMeter executions and JVM properties. Curator Insight notes its performance testing capabilities. Live Grounding confirms that automated CI builds heavily utilize these exact headless CLI switches.
-  - **(2026)** [Cheat Sheet for Regular Expression in Jmeter](https://performanceoptimize.blogspot.com/2017/04/RegularExpressionCheatSheet.html)  [COMMUNITY-TOOL] β€” A regex compilation reference designed for capturing tokens inside web request flows in JMeter. Curator Insight values its target utility. Live Grounding confirms it as a reliable resource for parsing secure tokens in performance test plans.
 ## Software Engineering
 
 ### APIs
@@ -820,117 +96,26 @@
 #### Testing and Lifecycle
 
   - **(2024)** [freecodecamp.org: API Cheatsheet – What is an API, How it Works, and How to Choose the Right API Testing Tools 🌟](https://www.freecodecamp.org/news/what-is-an-api-and-how-to-test-it) [HTML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An entry-level comprehensive guide detailing API fundamentals, architectural patterns like REST and GraphQL, and testing strategies. It reviews structural practices for choosing and implementing API verification suites, ensuring secure contract validation across distributed microservices.
-### Agile and DevOps
-
-#### Productivity
-
-  - **(2023)** [Transformation takes practice](https://www.redhat.com/en/engage/open-practice-library-ebook) [PDF CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A comprehensive operational framework catalog focusing on discovery, delivery, and culture-building practices. Highly valuable for engineering managers seeking to streamline agile delivery and foster highly collaborative, cloud-native DevOps teams.
-### Back-End Development
-
-#### NodeJS
-
-  - **(2023)** [developers.redhat.com: Node.js Cheat Sheet](https://developers.redhat.com/cheat-sheets/nodejs-cheat-sheet) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” A Red Hat developer cheat sheet for production-scale Node.js configurations. Explores performance tracking, package configuration optimization, dependency management, and safe containerization.
-### Documentation (1)
-
-#### Markup Languages
-
-  - **(2026)** [**guides.github.com: Markdown Cheat Sheet 2**](https://docs.github.com/en) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” The authoritative reference guide for GitHub Flavored Markdown (GFM). Essential for managing documentation structures, creating rich README files, formatting issue trackers, and building interactive templates within the developer workflow.
-### Languages
-
-#### C
-
-  - **(2025)** [hackingcpp.com: C++ Cheat Sheets](https://hackingcpp.com/cpp/cheat_sheets) [C++ CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An advanced Modern C++ reference targeting specifications up to C++23. Explains smart memory management, standard template library algorithms, and modern concurrency features.
-#### Go
-
-  - **(2025)** [github.com: golang-cheat-sheet](https://github.com/a8m/golang-cheat-sheet) ⭐ 8800  [GO CONTENT] [ADVANCED LEVEL]  [ENTERPRISE-STABLE] β€” A high-density Go reference database. It details Go core syntaxes, standard library definitions, channels, interface rules, and concurrency patterns to accelerate systems-level software development.
-#### JavaScript
-
-  - **(2022)** [opensource.com: JavaScript cheat sheet](https://opensource.com/downloads/javascript-cheat-sheet) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” A modern quick-reference syntax compiler for ES6+ JavaScript. Designed to optimize developer productivity, it covers data types, manipulation protocols, async/await structures, and event-driven browser interfaces.
-#### Python
-
-  - **(2024)** [intellipaat.com: Python Cheat Sheet Basics](https://intellipaat.com/blog/tutorial/python-tutorial/python-cheat-sheet-basics) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” A quick-reference guide tracking Python's basic features. Explores conditional statements, loop patterns, variable mappings, and foundational function implementations to quickly establish scripts.
-  - **(2023)** [websitesetup.org: Python Cheat Sheet](https://websitesetup.org/python-cheat-sheet) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” A clear, well-structured syntax overview sheet mapping foundational Python programming. Highlights built-in collections, slice manipulations, error handling blocks, and basic class designs.
-#### TypeScript
-
-  - **(2026)** [docs.microsoft.com: Build JavaScript applications using TypeScript](https://www.typescriptlang.org) [TYPESCRIPT CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official guides outlining TypeScript integration for scalable JavaScript apps. Discusses compile-time interfaces, strong typing decorators, modular configurations, and class structures optimized for reliable cloud deployment.
-  - **(2023)** [freecodecamp.org: How TypeScript Interfaces Work – Explained with Examples](https://www.freecodecamp.org/news/how-typescript-interfaces-work) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” A deep dive into TypeScript's structural subtyping and interface structures. Compares interface merging to type aliases, teaching engineers how to construct solid, extendable API patterns.
 ### Microservices
 
 #### REST Clients
 
   - **(2023)** [developers.redhat.com: MicroProfile Rest Client Cheat Sheet](https://developers.redhat.com/cheat-sheets/microprofile-rest-client) [JAVA CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” A developer-focused reference document detailing the MicroProfile REST Client API. It provides a blueprint for programmatically building type-safe REST clients in Java enterprise architectures to secure and simplify communication between microservices.
-### Version Control Systems
-
-#### Git Operations
-
-  - **(2018)** [Atlassian Git Cheatsheet](https://www.atlassian.com/git/tutorials/atlassian-git-cheatsheet) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Atlassian's reference cheatsheet detailing basic and advanced Git operations. Provides quick access to commands for cloning, staging, merging, rebasing, and troubleshooting common version-control issues.
-#### Git Workflows
-
-  - **(2012)** [Git-flow cheatsheet](https://danielkummer.github.io/git-flow-cheatsheet/index.html) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An interactive, visual cheatsheet summarizing standard `git-flow` command line operations. Provides developers with quick, copy-pasteable snippets for initializing, executing, and finalizing feature, release, and hotfix branches.
 ### Web Development
 
-#### NodeJS (1)
+#### NodeJS
 
   - **(2024)** [==NodeJS Best Practices (Spanish Translation)==](https://github.com/goldbergyoni/nodebestpractices/blob/spanish-translation/README.spanish.md) ⭐ 105318  [SPANISH CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Spanish localization of the leading Node.js architecture and security handbook. It offers comprehensive design blueprints covering error handling, clean architecture, security, production readiness, and testing guidelines for scalable enterprise systems.
-## Software Quality
-
-### Testing Automation
-
-#### Selenium
-
-  - **(2024)** [lambdatest.com: The Ultimate Selenium Python Cheat Sheet for Test Automation](https://www.testmuai.com/blog/selenium-python-cheat-sheet) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive testing guide focused on using Selenium within Python environments. Explains custom locator methods, dynamic page object models, wait strategies, and parallel pipeline testing.
-  - **(2024)** [intellipaat.com: Selenium Cheat Sheet](https://intellipaat.com/blog/tutorial/selenium-tutorial/selenium-cheat-sheet) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” An architectural and structural guide summarizing Selenium tools. Features comparisons of Selenium WebDriver, IDE, and Grid architectures, detailing remote parallel execution setups across enterprise systems.
-  - **(2023)** [dev.to: Selenium Cheat Sheet](https://dev.to/razgandeanu/selenium-cheat-sheet-9lc) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” A functional automation manual detailing browser automation configurations with Selenium WebDriver. Highlights explicit wait hooks, complex element locator structures, and integration into CI platforms.
-## Systems
-
-### Linux
-
-#### Administration
-
-  - **(2024)** [**opensource.com: 10 cheat sheets for Linux sysadmins**](https://opensource.com/article/20/7/sysadmin-cheat-sheets) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight: Collection of top sysadmin cheat sheets covering network diagnostics, process management, and storage setup. Live Grounding: Highlights crucial administrative commands for systemd, journalctl, and networking (ip, ss) to secure host operations.
-#### Command Line
-
-  - **(2023)** [**pixelbeat.org/cmdline**](https://www.pixelbeat.org/cmdline.html) [HTML CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight: Classic command-line compilation covering coreutils, file manipulation, and processing utilities. Live Grounding: A raw, high-density index of GNU coreutils commands, providing standard parameters for sed, awk, find, and tar.
-#### Networking (3)
-
-  - **(2025)** [==curl cheat sheet for Linux and Unix users==](https://daniel.haxx.se/blog/wp-content/uploads/2020/01/sticker-cheat-sheet.png) [IMAGE/PDF CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight: The definitive visual sticker/cheat sheet for curl options, designed by curl's creator Daniel Stenberg. Live Grounding: An absolute authority on debugging HTTP protocols, specifying TLS versions, configuring headers, and parsing response outputs in pipeline scripts.
-#### Session Management
-
-  - **(2024)** [opensource.com: GNU Screen cheat sheet](https://opensource.com/downloads/gnu-screen-cheat-sheet) [PDF CONTENT] 🌟🌟🌟 [GUIDE] [LEGACY] β€” Curator Insight: Reference card for GNU Screen keybindings and window management. Live Grounding: While tmux has largely superseded screen in standard modern setups, this guide remains highly critical for maintaining persistent shells and serial console connections on legacy systems.
-#### Storage (1)
-
-  - **(2024)** [opensource.com: Linux Parted cheat sheet](https://opensource.com/downloads/parted-cheat-sheet) [PDF CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight: Focused reference sheet for GNU Parted CLI utility. Live Grounding: Essential for storage administrators and virtual-machine managers configuring partition tables (GPT/MBR), resizing filesystems, and aligning sector offsets.
 ## Virtualization and Containers
 
 ### Docker
 
 #### CLI Reference
 
-
-??? abstract "Architect's Technical Comparison Table"
-    | Solution | Maturity | Primary Focus | Language | Stars |
-    | :--- | :--- | :--- | :--- | :--- |
-    | [github.com: Docker cheat Sheet](https://github.com/wsargent/docker-cheat-sheet) |  | CLI Reference | Markdown | 🌟🌟🌟🌟🌟 |
-    | [dockerlabs.collabnix.com: The Ultimate Docker Cheat Sheet 🌟](https://dockerlabs.collabnix.com/docker/cheatsheet) |  | CLI Reference | HTML | 🌟🌟🌟 |
-    | [intellipaat.com: Docker Cheat Sheet 🌟](https://intellipaat.com/blog/tutorial/devops-tutorial/docker-cheat-sheet) |  | CLI Reference | HTML | 🌟🌟🌟 |
-    | [linuxhandbook.com: Docker Commands for Managing Container Lifecycle (Definitive Guide)](https://linuxhandbook.com/container-lifecycle-docker-commands) |  | CLI Reference | HTML | 🌟🌟🌟 |
-    | [dev.to: Docker Commands Cheat Sheet | Pragyan Tripathi](https://dev.to/pragyanatvade/docker-commands-cheat-sheet-47n4) |  | CLI Reference | HTML | 🌟🌟🌟 |
-    | [dockerlux.github.io: Docker Cheat Sheet 🌟](https://dockerlux.github.io/pdf/cheat-sheet-v2.pdf) |  | CLI Reference | PDF | 🌟🌟🌟 |
-
-  - **(2025)** [==github.com: Docker cheat Sheet==](https://github.com/wsargent/docker-cheat-sheet) ⭐ 22528  [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” One of the most popular, extensive open-source community references for Docker command lines and runtime configurations. Meticulously compiles network setups, volume bindings, Dockerfile directives, and diagnostic debugging tricks into a highly accessible repository.
   - **(2024)** [dockerlabs.collabnix.com: The Ultimate Docker Cheat Sheet 🌟](https://dockerlabs.collabnix.com/docker/cheatsheet) [HTML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A structured repository aggregating developer instructions for Docker engines, Compose, and Swarm. Acts as a key educational path for transition training from basic container builds to multi-container microservice orchestrations.
-  - **(2024)** [intellipaat.com: Docker Cheat Sheet 🌟](https://intellipaat.com/blog/tutorial/devops-tutorial/docker-cheat-sheet) [HTML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A DevOps educational reference tracking foundational Docker engine instructions. Maps container operational lifecycles, network architectures, and filesystem volume setups to simplify learner integration journeys.
-  - **(2024)** [linuxhandbook.com: Docker Commands for Managing Container Lifecycle (Definitive Guide)](https://linuxhandbook.com/container-lifecycle-docker-commands) [HTML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Excellent analytical guide covering state transitions within a Docker container lifecycle. Explains deep distinctions between create, start, run, pause, stop, and kill operational phases, with real-world troubleshooting diagnostics.
-  - **(2024)** [dev.to: Docker Commands Cheat Sheet | Pragyan Tripathi](https://dev.to/pragyanatvade/docker-commands-cheat-sheet-47n4) [HTML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Modern developer guide consolidating command sequences for optimizing docker image construction and multi-container environment variables. Great for fast onboarding and verifying runtime dependencies.
-  - **(2023)** [dockerlux.github.io: Docker Cheat Sheet 🌟](https://dockerlux.github.io/pdf/cheat-sheet-v2.pdf) [PDF CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A comprehensive visual and syntactical reference tracking container manipulation commands. Organizes instructions logically from image builds and container runtime parameters to network mapping and persistent storage configurations.
-  - **(2023)** [myfuturehub.com: Useful commands of Docker](https://myfuturehub.com/useful-commands-of-docker) [HTML CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A lightweight command aggregation for quick reference on daily container testing workloads. Guides engineers through common container starting, stopping, dynamic environment variable passing, and debugging operations.
-#### Enterprise Tools
-
-  - **(2024)** [**developers.redhat.com: Containers Cheat Sheet**](https://developers.redhat.com/cheat-sheets/containers) [PDF CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Explores foundational container runtimes and command abstractions like Podman and Buildah alongside standard Docker commands. Ideal for architects operating under daemonless, rootless container security profiles in Red Hat enterprise infrastructure.
-#### Security Hardening
-
-  - **(2025)** [**blog.gitguardian.com: Docker Security Best Practices & Cheat Sheet 🌟**](https://blog.gitguardian.com/how-to-improve-your-docker-containers-security-cheat-sheet) [HTML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Focuses on protecting applications by avoiding hardcoded secrets, securing base images, and implementing strict runtime privileges within Docker builds. Provides precise, actionable rules for integrating automated container security checks into CI/CD pipelines.
 
 ---
-πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md)
+πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Angular](./angular.md)
 
diff --git a/v2-docs/cicd-kubernetes-plugins.md b/v2-docs/cicd-kubernetes-plugins.md
index 0d8eacf7..a8bba800 100644
--- a/v2-docs/cicd-kubernetes-plugins.md
+++ b/v2-docs/cicd-kubernetes-plugins.md
@@ -8,35 +8,10 @@
 
 ## Table of Contents
 
-1. [CICD](#cicd)
-  - [GitOps](#gitops)
-    - [GitLab Integration](#gitlab-integration)
-  - [OpenShift](#openshift)
-    - [CLI Tools](#cli-tools)
-    - [Pipelines](#pipelines)
-    - [Synchronization](#synchronization)
 1. [Software Engineering](#software-engineering)
   - [Collaborative Platforms](#collaborative-platforms)
     - [Kubernetes Integration](#kubernetes-integration)
 
-## CICD
-
-### GitOps
-
-#### GitLab Integration
-
-  - **(2024)** [==GitLab Kubernetes Agent==](https://docs.gitlab.com/user/clusters/agent) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A secure, bidirectional, and active cluster integration agent (now known as the GitLab Agent for Kubernetes) that enables enterprise GitOps workflows. Operating inside the target cluster, it pulls configurations from Git repositories, avoiding the security risk of exposing Kube-apiserver endpoints to external CI runners.
-### OpenShift
-
-#### CLI Tools
-
-  - **(2022)** [==openshift-client==](https://plugins.jenkins.io/openshift-client) [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A vital Jenkins plugin that packages and injects the OpenShift CLI (oc) command tool directly into pipeline execution containers. It enables automation scripts to easily authenticate, query, and manipulate OpenShift namespaces, security context constraints (SCCs), and route resources.
-#### Pipelines
-
-  - **(2022)** [==openshift-pipeline==](https://plugins.jenkins.io/openshift-pipeline) [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A key Jenkins integration designed to trigger and coordinate OpenShift source-to-image (S2I) and binary-to-image build pipelines directly from Jenkins stages. It bridges traditional centralized orchestration with OpenShift-native application delivery models. Modern workloads are increasingly migrating toward Tekton-based OpenShift Pipelines.
-#### Synchronization
-
-  - **(2022)** [==openshift-sync==](https://plugins.jenkins.io/openshift-sync) [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A specialized Jenkins plugin designed to continuously synchronize Jenkins Job states, configurations, and build logs directly with OpenShift’s Build configurations and pipelines. By unifying build states, it provides developers with a single dashboard experience within the native OpenShift console interface.
 ## Software Engineering
 
 ### Collaborative Platforms
@@ -46,5 +21,7 @@
   - **(2021)** [about.gitlab.com: GitLab 14.1 released with Helm Chart Registry and Escalation Policies](https://docs.gitlab.com/releases) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Details the GitLab 14.1 release, highlighting its integrated Helm chart registry and custom escalation policies. Explains how teams can store and manage Kubernetes deployment packaging files directly alongside their application source code.
 
 ---
-πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Sonarqube](./sonarqube.md) | [Stackstorm](./stackstorm.md)
+πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Tekton](./tekton.md) | [Argo](./argo.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Angular](./angular.md)
 
diff --git a/v2-docs/cicd.md b/v2-docs/cicd.md
index 24beb5e8..dc29e409 100644
--- a/v2-docs/cicd.md
+++ b/v2-docs/cicd.md
@@ -8,21 +8,6 @@
 
 ## Table of Contents
 
-1. [AI and Platform Engineering](#ai-and-platform-engineering)
-  - [Documentation](#documentation)
-    - [Developer Productivity](#developer-productivity)
-1. [AI Engineering](#ai-engineering)
-  - [Agentic Frameworks](#agentic-frameworks)
-    - [Developer Experience](#developer-experience)
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [CICD Pipeline](#cicd-pipeline)
-  - [GitHub Actions](#github-actions)
-    - [Developer Tooling](#developer-tooling)
-1. [CICD Pipelines](#cicd-pipelines)
-  - [AI and Automation](#ai-and-automation)
-    - [Model Context Protocol](#model-context-protocol)
 1. [Cloud Engineering](#cloud-engineering)
   - [AWS](#aws)
     - [Automated Deployment](#automated-deployment)
@@ -30,36 +15,22 @@
     - [Architecture](#architecture)
   - [Cloud Native](#cloud-native)
     - [CI-CD Pipelines](#ci-cd-pipelines-1)
-  - [DevOps](#devops)
-    - [Continuous Delivery](#continuous-delivery)
-  - [FinOps](#finops)
-    - [Cost Optimization](#cost-optimization)
   - [Hybrid Cloud](#hybrid-cloud)
     - [Case Studies](#case-studies)
   - [Kubernetes](#kubernetes)
     - [Best Practices](#best-practices)
     - [CI-CD Pipelines](#ci-cd-pipelines-2)
     - [Cloud Native](#cloud-native-1)
-1. [Cloud Native](#cloud-native-2)
-  - [Application Delivery](#application-delivery)
-    - [Package Management](#package-management)
-      - [Introductory](#introductory)
-1. [Continuous Delivery](#continuous-delivery-1)
+1. [Continuous Delivery](#continuous-delivery)
   - [CICD and Testing](#cicd-and-testing)
     - [Pipeline as Code](#pipeline-as-code)
   - [CICD Best Practices](#cicd-best-practices)
-    - [Learning Paths](#learning-paths)
     - [Overview](#overview)
   - [Deployment Strategies](#deployment-strategies)
     - [Blue-Green and Canary](#blue-green-and-canary)
 1. [Deployment and Delivery](#deployment-and-delivery)
   - [CICD and Delivery](#cicd-and-delivery)
     - [AWS Architecture](#aws-architecture)
-    - [Artifact Registry](#artifact-registry)
-    - [Developer Productivity](#developer-productivity-1)
-    - [Enterprise Tooling](#enterprise-tooling)
-    - [Industry Reports](#industry-reports)
-    - [Jenkins](#jenkins)
     - [Kubernetes Native](#kubernetes-native)
     - [Pipeline Architecture](#pipeline-architecture)
     - [Resource Portals](#resource-portals)
@@ -72,142 +43,20 @@
     - [Kubernetes Management](#kubernetes-management)
   - [Progressive Delivery](#progressive-delivery)
     - [Feature Flags](#feature-flags)
-1. [DevOps](#devops-1)
-  - [Agile](#agile)
-    - [Methodology](#methodology)
-  - [Automation](#automation)
-    - [CI-CD Pipelines](#ci-cd-pipelines-3)
-  - [CI-CD Pipelines](#ci-cd-pipelines-4)
+1. [DevOps](#devops)
+  - [CI-CD Pipelines](#ci-cd-pipelines-3)
     - [Best Practices](#best-practices-1)
     - [Case Studies](#case-studies-1)
-    - [Fundamentals](#fundamentals)
-    - [State of DevOps](#state-of-devops)
-    - [Troubleshooting](#troubleshooting)
-  - [CI-CD Platforms](#ci-cd-platforms)
-    - [Evaluation](#evaluation)
-    - [Tooling](#tooling)
-  - [Continuous Delivery](#continuous-delivery-2)
+  - [Continuous Delivery](#continuous-delivery-1)
     - [Patterns](#patterns)
-  - [Continuous Integration](#continuous-integration)
-    - [Fundamentals](#fundamentals-1)
-  - [Database Deployments](#database-deployments)
-    - [GitOps](#gitops-1)
   - [Financial Services](#financial-services)
     - [Best Practices](#best-practices-2)
-  - [Infrastructure as Code](#infrastructure-as-code)
-    - [AI Integration](#ai-integration)
-1. [DevOps and CICD](#devops-and-cicd)
-  - [CICD Automation](#cicd-automation)
-    - [Terraform Release Management](#terraform-release-management)
-1. [Developer Experience](#developer-experience-1)
-  - [AI-Assisted Coding](#ai-assisted-coding)
-    - [Claude Code](#claude-code)
-1. [FinOps and Cloud Cost](#finops-and-cloud-cost)
-  - [IaC FinOps](#iac-finops)
-    - [Terraform Integration](#terraform-integration)
-1. [Industry Analysis](#industry-analysis)
-  - [DevOps Trends](#devops-trends)
-1. [Infrastructure](#infrastructure)
-  - [Kubernetes Distributions](#kubernetes-distributions)
-    - [Enterprise Distributions](#enterprise-distributions)
-1. [Infrastructure as Code](#infrastructure-as-code-1)
+1. [Infrastructure as Code](#infrastructure-as-code)
   - [CICD and Delivery](#cicd-and-delivery-1)
     - [Security and Compliance](#security-and-compliance)
-  - [GitOps](#gitops-2)
+  - [GitOps](#gitops-1)
     - [Configuration Management](#configuration-management)
-1. [Kubernetes GitOps and Packaging](#kubernetes-gitops-and-packaging)
-  - [Argo Project Ecosystem](#argo-project-ecosystem)
-    - [UI Visualization](#ui-visualization)
-1. [Methodology](#methodology-1)
-  - [Culture](#culture)
-  - [Foundational Reading](#foundational-reading)
-  - [Introduction](#introduction)
-1. [Platform Engineering](#platform-engineering-1)
-  - [Developer Experience](#developer-experience-2)
-    - [Continuous Delivery](#continuous-delivery-3)
-1. [Software Engineering](#software-engineering)
-  - [AI Tools](#ai-tools)
-    - [Developer Productivity](#developer-productivity-2)
-  - [AI-Assisted Development](#ai-assisted-development)
-    - [GitHub Copilot](#github-copilot)
-  - [Code Review](#code-review)
-    - [Best Practices](#best-practices-3)
-  - [SDLC](#sdlc)
-    - [Methodology](#methodology-2)
-  - [Version Control](#version-control)
-    - [Trunk-Based Development](#trunk-based-development)
 
-## AI and Platform Engineering
-
-### Documentation
-
-#### Developer Productivity
-
-  - **(2024)** [GitBook Webinar: GitBook for Public Docs](https://www.youtube.com/watch?si=dWSDPD4eXvF3dx5r&v=gnYU0jtQbug&feature=youtu.be)  [COMMUNITY-TOOL] β€” Webinar presentation highlighting standard configurations for establishing clear, highly readable public documentation using GitBook, emphasizing real-time integrations and Markdown-based code setups.
-## AI Engineering
-
-### Agentic Frameworks
-
-#### Developer Experience
-
-  - **(2025)** [Kiro: Engineering Rigor for Agentic Development](https://kiro.dev) [TYPESCRIPT CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Kiro is a testing and engineering framework designed to bring traditional software disciplineβ€”such as regression testing, linting, and sandbox executingβ€”to LLM agents and multi-agent workflows. It establishes strict validation steps to ensure agent behaviors remain deterministic, secure, and aligned with standard corporate software engineering guidelines.
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [Wikipedia.org: DevOps](https://en.wikipedia.org/wiki/DevOps)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia.org: DevOps in the Kubernetes Tools ecosystem.
-  - [Azure Landing Zone IaC Accelerator](https://azure.github.io/Azure-Landing-Zones/accelerator)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Azure Landing Zone IaC Accelerator in the Kubernetes Tools ecosystem.
-  - [Automating Microsoft Sentinel Deployment with Azure DevOps CI/CD](https://noodlemctwoodle.medium.com/automating-microsoft-sentinel-deployment-with-azure-devops-ci-cd-2d4ae0c4e254)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Automating Microsoft Sentinel Deployment with Azure DevOps CI/CD in the Kubernetes Tools ecosystem.
-  - [Wikipedia.org: Continuous Integration](https://en.wikipedia.org/wiki/Continuous_integration)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia.org: Continuous Integration in the Kubernetes Tools ecosystem.
-  - [Wikipedia.org: Continuous Delivery](https://en.wikipedia.org/wiki/Continuous_delivery)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia.org: Continuous Delivery in the Kubernetes Tools ecosystem.
-  - [DZone: Continuous Integration: Servers and Tools](https://dzone.com/refcardz/continuous-integration-servers)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering DZone: Continuous Integration: Servers and Tools in the Kubernetes Tools ecosystem.
-  - [acloud.guru: How youtr org predicts your CI/CD pipeline](https://info.acloud.guru/resources/brazeal-how-your-org-predicts-your-ci/cd-pipeline)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering acloud.guru: How youtr org predicts your CI/CD pipeline in the Kubernetes Tools ecosystem.
-  - [Dzone refcard: Continuous Delivery - Patterns and Anti-Patterns in the Software' Lifecycle 🌟](https://dzone.com/refcardz/continuous-delivery-patterns)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone refcard: Continuous Delivery - Patterns and Anti-Patterns in the Software' Lifecycle 🌟 in the Kubernetes Tools ecosystem.
-  - [ammeon.com: 5 Tips For Building A CI/CD Pipeline](https://www.ammeon.com/5-tips-for-building-ci-cd-pipeline)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ammeon.com: 5 Tips For Building A CI/CD Pipeline in the Kubernetes Tools ecosystem.
-  - [medium: What is CI/CD Pipeline in DevOps? 🌟🌟](https://medium.com/faun/what-is-ci-cd-pipeline-in-devops-6fba17a76e73)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: What is CI/CD Pipeline in DevOps? 🌟🌟 in the Kubernetes Tools ecosystem.
-  - [medium: How to build an efficient CI/CD pipeline 🌟🌟](https://medium.com/@sanjayaben/how-to-build-an-efficient-ci-cd-pipeline-b5738ad567c8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How to build an efficient CI/CD pipeline 🌟🌟 in the Kubernetes Tools ecosystem.
-  - [javi-kata.medium.com: CI/CD the journey of a dummy team 🌟](https://javi-kata.medium.com/ci-cd-the-journey-of-a-dummy-team-f51a061684bc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering javi-kata.medium.com: CI/CD the journey of a dummy team 🌟 in the Kubernetes Tools ecosystem.
-  - [tripwire.com: Everything You Need to Know About CI/CD and Security](https://www.tripwire.com/state-of-security/devops/everything-need-to-know-about-ci-cd-security)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering tripwire.com: Everything You Need to Know About CI/CD and Security in the Kubernetes Tools ecosystem.
-  - [cd.foundation: 2021 Technology Trends and Predictions](https://cd.foundation/blog/2021/02/01/trends-that-will-define-ci-cd-in-2021)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cd.foundation: 2021 Technology Trends and Predictions in the Kubernetes Tools ecosystem.
-  - [blog.thundra.io: Why a CI/CD Pipeline Makes Good Business Sense](https://blog.thundra.io/why-a-ci/cd-pipeline-makes-good-business-sense)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.thundra.io: Why a CI/CD Pipeline Makes Good Business Sense in the Kubernetes Tools ecosystem.
-  - [javacodegeeks.com: The Case Against CI/CD](https://www.javacodegeeks.com/2021/08/the-case-against-ci-cd.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering javacodegeeks.com: The Case Against CI/CD in the Kubernetes Tools ecosystem.
-  - [medium: Automated Build and Deploy Pipelines for Kubernetes](https://medium.com/codezero-reflections/automated-build-and-deploy-pipelines-for-kubernetes-d268542cca52)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Automated Build and Deploy Pipelines for Kubernetes in the Kubernetes Tools ecosystem.
-  - [medium: Next Generation Kubernetes Deployments](https://medium.com/codezero-reflections/next-generation-kubernetes-deployments-12637eae9d68)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Next Generation Kubernetes Deployments in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: Basics of CI/CD](https://levelup.gitconnected.com/basics-of-ci-cd-a98340c60b04)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==levelup.gitconnected.com: Basics of CI/CD== in the Kubernetes Tools ecosystem.
-  - [techrepublic.com: CI/CD platforms: How to choose the right continuous integration' and delivery system for your business](https://www.techrepublic.com/article/how-to-choose-the-right-cicd-platform)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering techrepublic.com: CI/CD platforms: How to choose the right continuous integration' and delivery system for your business in the Kubernetes Tools ecosystem.
-  - [medium.com/softwareimprovementgroup: CI/CD best practices: How to set up' your pipeline](https://medium.com/softwareimprovementgroup/ci-cd-best-practices-how-to-set-up-your-pipeline-4643eea14bfa)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/softwareimprovementgroup: CI/CD best practices: How to set up' your pipeline in the Kubernetes Tools ecosystem.
-  - [medium.com/dynatrace-engineering: How to combine and automate infrastructure' and application deployment in a microservice environment](https://medium.com/dynatrace-engineering/how-to-combine-and-automate-infrastructure-and-application-deployment-in-a-microservice-environment-a16b664bb8b5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/dynatrace-engineering: How to combine and automate infrastructure' and application deployment in a microservice environment in the Kubernetes Tools ecosystem.
-  - [medium.com/@rifkikarimr: Continuous Integration and Continuous Deployment:' Best Practices for DevOps 🌟](https://medium.com/@rifkikarimr/continuous-integration-and-continuous-deployment-best-practices-for-devops-b99eac071a5c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@rifkikarimr: Continuous Integration and Continuous Deployment:' Best Practices for DevOps 🌟 in the Kubernetes Tools ecosystem.
-  - [guru99.com: CI/CD Pipeline: Learn with Example 🌟🌟🌟](https://www.guru99.com/ci-cd-pipeline.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==guru99.com: CI/CD Pipeline: Learn with Example== 🌟🌟🌟 in the Kubernetes Tools ecosystem.
-  - [dzone.com: How To Build an Effective CI/CD Pipeline](https://dzone.com/articles/how-to-build-an-effective-cicd-pipeline)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==dzone.com: How To Build an Effective CI/CD Pipeline== in the Kubernetes Tools ecosystem.
-  - [hart-michael.medium.com: Why You Need Continuous Deployment](https://hart-michael.medium.com/why-you-need-continuous-deployment-93d7b5936523)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hart-michael.medium.com: Why You Need Continuous Deployment in the Kubernetes Tools ecosystem.
-  - [Automating Kubernetes Deployments with Helm Charts](https://blog.devops.dev/automating-kubernetes-deployments-with-helm-charts-baaec0e6fbc5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Automating Kubernetes Deployments with Helm Charts in the Kubernetes Tools ecosystem.
-  - [dzone.com: An Overview of CI/CD Pipelines With Kubernetes](https://dzone.com/articles/an-overview-of-cicd-pipelines-with-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==dzone.com: An Overview of CI/CD Pipelines With Kubernetes== in the Kubernetes Tools ecosystem.
-  - [betanews.com: Overcoming observability challenges in the CI/CD Pipeline](https://betanews.com/2022/01/26/overcoming-observability-challenges)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==betanews.com: Overcoming observability challenges in the CI/CD Pipeline== in the Kubernetes Tools ecosystem.
-  - [medium: Continuous Kubernetes blue-green deployments on Azure using Nginx,' AppGateway or TrafficManager β€” part 2](https://medium.com/@denniszielke/continuous-kubernetes-blue-green-deployments-on-azure-using-nginx-appgateway-or-trafficmanager-4490bce29cb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Continuous Kubernetes blue-green deployments on Azure using Nginx,' AppGateway or TrafficManager β€” part 2 in the Kubernetes Tools ecosystem.
-  - [gitconnected.com: Blue-Green with Canary Deployment β€” A Novel approach](https://levelup.gitconnected.com/blue-green-with-canary-deployment-a-novel-approach-2cee77ff564d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering gitconnected.com: Blue-Green with Canary Deployment β€” A Novel approach in the Kubernetes Tools ecosystem.
-  - [cd.foundation: Intro to Deployment Strategies: Blue-Green, Canary, and More' 🌟](https://cd.foundation/blog/2021/03/24/intro-to-deployment-strategies-blue-green-canary-and-more)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cd.foundation: Intro to Deployment Strategies: Blue-Green, Canary, and More' 🌟 in the Kubernetes Tools ecosystem.
-  - [devopslearners.com: Blue-Green vs Canary Deployment](https://devopslearners.com/blue-green-vs-canary-deployment-76436d7f6bc1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devopslearners.com: Blue-Green vs Canary Deployment in the Kubernetes Tools ecosystem.
-  - [mediatemple.net: Cloud-Native CI/CD Workflows in AWS: 3 Use Cases](https://mediatemple.net/blog/cloud-hosting/cicd-workflows-aws-3-use-cases)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering mediatemple.net: Cloud-Native CI/CD Workflows in AWS: 3 Use Cases in the Kubernetes Tools ecosystem.
-  - [Terraform Enterprise 2.0](https://t.co/UmacHpStqI)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Terraform Enterprise 2.0 in the Kubernetes Tools ecosystem.
-  - [dzone: DevOps: CI/CD Tools to Watch Out for in 2022](https://dzone.com/articles/devops-cicd-tools-to-watch-out-for-in-2022)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: DevOps: CI/CD Tools to Watch Out for in 2022 in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: When Should You Self-Host CI Tools? | William Anderson](https://betterprogramming.pub/when-should-you-self-host-ci-tools-330fc38d2a6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: When Should You Self-Host CI Tools? | William Anderson in the Kubernetes Tools ecosystem.
-## CICD Pipeline
-
-### GitHub Actions
-
-#### Developer Tooling
-
-  - **(2021)** [Gama: Terminal UI for GitHub Actions](https://github.com/termkit/gama) ⭐ 480  [GO CONTENT] 🌟🌟 [LEGACY] β€” Terminal UI built to monitor and coordinate GitHub Actions workloads from the CLI. Classified as legacy under MVQ parameters because the repository has been inactive since late 2021 and was superseded by official GitHub CLI `run` commands.
-## CICD Pipelines
-
-### AI and Automation
-
-#### Model Context Protocol
-
-  - **(2025)** [==Azure DevOps MCP Server==](https://github.com/microsoft/azure-devops-mcp) ⭐ 1813  [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An official Microsoft MCP server repository enabling AI Agents (like Claude or GitHub Copilot) to interact seamlessly with Azure DevOps. Allows agents to manage work items, query repositories, and orchestrate pipeline runs.
 ## Cloud Engineering
 
 ### AWS
@@ -225,16 +74,6 @@
 #### CI-CD Pipelines (1)
 
   - **(2022)** [jfrog.com: Cloud Native CI/CD: The Ultimate Checklist](https://jfrog.com/blog/cloud-native-ci-cd-the-ultimate-checklist)  [COMMUNITY-TOOL] β€” Presents an essential checklist for establishing cloud-native CI/CD systems. Highlights immutable container registry processes, in-cluster execution mechanics, and automated shift-left security evaluations.
-### DevOps
-
-#### Continuous Delivery
-
-  - **(2021)** [speakerdeck.com: Deployment Scripting != Continuous Delivery](https://speakerdeck.com/devopslx/cd-and-optimized-cloud-spend?slide=12)  [LEGACY] β€” A detailed presentation contrasting legacy deployment scripts with modern, declarative continuous delivery systems. Advocates for active reconciliation models over custom imperative workflows.
-### FinOps
-
-#### Cost Optimization
-
-  - **(2022)** [harness.io: Streamlining CI/CD and Optimizing AWS Cloud Spend](https://www.harness.io/blog/streamlining-ci-cd)  [COMMUNITY-TOOL] β€” Explores the integration of FinOps protocols within CI/CD pipelines. Explains how pipelines can automatically reclaim ephemeral testing resources and configure cloud sizing limits to optimize active AWS hosting costs.
 ### Hybrid Cloud
 
 #### Case Studies
@@ -251,16 +90,7 @@
 #### Cloud Native (1)
 
   - **(2023)** [groundcover.com: Cloud-native CI/CD? Yeah, that’s a thing 🌟](https://www.groundcover.com/blog/ci-cd-kubernetes) [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” Examines the shift to Kubernetes-native continuous delivery models. Compares Tekton and declarative GitOps runtimes like Argo CD and Flux to highlight the safety benefits of in-cluster loops.
-## Cloud Native (2)
-
-### Application Delivery
-
-#### Package Management
-
-##### Introductory
-
-  - **(2021)** [harness.io: Introduction to Helm: Charts, Deployments, & More 🌟](https://www.harness.io/blog)  [COMMUNITY-TOOL] β€” High-impact breakdown of Helm core components including Chart.yaml, value overriding mechanics, and templating practices. Details how modern continuous delivery engines natively incorporate Helm to optimize release logic.
-## Continuous Delivery (1)
+## Continuous Delivery
 
 ### CICD and Testing
 
@@ -269,9 +99,6 @@
   - **(2022)** [testguild.com: Pipeline as Code with Mohamed Labouardy](https://testguild.com/podcast/a345-mohamed) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Podcast episode reviewing the strategic transition to declarative configuration pipelines (Pipeline as Code). Emphasizes integration of automated compliance scanning, container vulnerability reports, and regression testing suites.
 ### CICD Best Practices
 
-#### Learning Paths
-
-  - **(2023)** [about.gitlab.com: How to learn CI/CD fast](https://about.gitlab.com/blog/how-to-learn-ci-cd-fast) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Tactical guide establishing a rapid, practice-centric training program to master continuous delivery fundamentals. Walks through setting up simple multi-stage build pipelines, lint checks, test suites, and Docker deployment actions.
 #### Overview
 
   - **(2023)** [**about.gitlab.com: How to keep up with CI/CD best practices**](https://about.gitlab.com/blog/how-to-keep-up-with-ci-cd-best-practices) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Synthesis of modern continuous integration frameworks, emphasizing pipeline standardization, artifact isolation, and fast feedback loops. Discusses optimization of runner resource footprints and build steps parallelization.
@@ -287,22 +114,6 @@
 #### AWS Architecture
 
   - **(2024)** [trek10.com: Enterprise CI/CD on AWS: a pragmatic approach](https://caylent.com/blog/pragmatic-enterprise-cicd)  [COMMUNITY-TOOL] β€” Pragmatic enterprise architecture paradigms for deploying resilient pipelines on AWS. Focuses on orchestrating CodePipeline, ECS, and EKS under high compliance boundaries, robust IAM roles, and centralized security.
-#### Artifact Registry
-
-  - **(2023)** [plutora.com: Artifacts management tools](https://www.plutora.com/ci-cd-tools/artifacts-management-tools)  [COMMUNITY-TOOL] β€” An architectural breakdown of the artifact registry ecosystem (such as JFrog Artifactory and Sonatype Nexus). Evaluates why safe binary management, package indexing, and license scanning are critical for maintaining clean supply chains.
-#### Developer Productivity (1)
-
-  - **(2025)** [**action-tmate: Debug GitHub Actions via SSH**](https://github.com/mxschmitt/action-tmate) ⭐ 3550  [SHELL CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An essential interactive troubleshooting tool that opens a secure tmate SSH session directly into active GitHub Actions runners, enabling real-time terminal diagnostics of failing pipeline runs.
-#### Enterprise Tooling
-
-  - **(2025)** [PMEase QuickBuild](https://www.pmease.com) [JAVA CONTENT] [ADVANCED LEVEL]  [LEGACY] β€” A powerful commercial build and configuration management tool geared towards large enterprises. Combines high-capacity agents, visual dependency chains, and precise audit trails for legacy and cloud-native workloads.
-#### Industry Reports
-
-  - **(2024)** [GigaOm's Radar for Enterprise CI/CD 🌟](https://jfrog.com/pipelines)  [CASE STUDY] [COMMUNITY-TOOL] β€” An industry analyst review of enterprise CI/CD solutions. Highlights the positioning of systems like JFrog Pipelines on parameters including multi-cloud portability, automated governance, secure distribution, and hybrid scalability.
-  - **(2021)** [cloudbees.com: Continuous Delivery Tools: The 5 You Absolutely Need to Know in 2021](https://www.cloudbees.com/blog/cicd-tools-to-know-2021)  [COMMUNITY-TOOL] β€” Historical retrospective outlining the landscape of CI/CD systems in 2021. Offers context on how delivery tools have transitioned from central-server models to modern cloud-native, GitOps-driven architectures.
-#### Jenkins
-
-  - **(2023)** [Back of the Napkin Guide to Updating Jenkins](https://www.jenkins.io/blog/2023/10/31/marc-s-napkin-upgrade-guide)  [GUIDE] [LEGACY] β€” A pragmatic quick-reference outlining safe, robust upgrade strategies for legacy Jenkins master/agent nodes. Covers JVM runtime alignment, plugins dependency management, and core server updates with minimum outage windows.
 #### Kubernetes Native
 
   - **(2024)** [harness.io: Kubernetes CI/CD Best Practices](https://www.harness.io/blog/kubernetes-ci-cd-best-practices) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A professional guide detailing best practices for Kubernetes-native CI/CD. Emphasizes image tag immutability, secure namespace configuration, automated GitOps pull routines, secrets orchestration, and strict readiness validations.
@@ -319,7 +130,6 @@
 
 #### Blue-Green and Canary (1)
 
-  - **(2024)** [semaphoreci.com: Continuous Blue-Green Deployments With Kubernetes 🌟](https://semaphore.io/blog/continuous-blue-green-deployments-with-kubernetes)  [COMMUNITY-TOOL] [GUIDE] β€” Technical tutorial illustrating native implementation of blue-green deployments on Kubernetes. Demonstrates how to manipulate service selectors, manage ingress controllers, and swap traffic dynamically with zero application downtime.
   - **(2023)** [blog.container-solutions.com: Deployment Strategies 🌟](https://blog.container-solutions.com/deployment-strategies)  [COMMUNITY-TOOL] β€” In-depth guide comparing core deployment topologies: recreate, rolling update, blue/green, canary, and shadow. Focuses on the trade-offs of budget, state management, infrastructure replication overhead, and traffic routing mechanisms.
   - **(2023)** [opsmx.com: What is Blue Green Deployment ?](https://www.opsmx.com/blog/blue-green-deployment)  [COMMUNITY-TOOL] β€” An introductory primer defining the operational mechanics of blue-green architectures. Focuses on setting up mirrored hosting environments, routing configurations, and robust database rollback plans.
 #### Education
@@ -335,185 +145,46 @@
 #### Kubernetes Management
 
   - **(2025)** [Devtron Labs: Devtron provides a 'seamless,’ 'implementation agnostic uniform interface' across Kubernetes Life Cycle integrated with most Opensource and commercial tools](https://devtron.ai) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An open-source, tool-agnostic application management platform for Kubernetes. Unifies discrete CI/CD workflows, GitOps, observability tooling, and cluster resource debugging into a single visual interface, drastically lowering cognitive load.
-  - **(2025)** [Canine: A Developer-friendly PaaS for Kubernetes](https://canine.sh) [GO CONTENT]  [COMMUNITY-TOOL] β€” A developer-centric, lightweight PaaS layer running directly on top of Kubernetes. Canine simplifies native container deployments and configurations, reducing cognitive load and shortening inner-loop development iterations.
 ### Progressive Delivery
 
 #### Feature Flags
 
   - **(2025)** [split.io: Progressive Delivery](https://www.harness.io/harness-devops-academy/progressive-delivery) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Foundational architectural overview of progressive delivery principles. Explains decoupling deployments from business releases using smart canary gates, dynamic feature flags, and real-time monitoring of impact metrics.
-## DevOps (1)
+## DevOps
 
-### Agile
-
-#### Methodology
-
-  - **(2022)** [community.dataminer.services: CI/CD and the Agile Principles](https://community.dataminer.services/ci-cd-and-the-agile-principles)  [COMMUNITY-TOOL] β€” Evaluates the alignment of continuous integration pipelines with foundational Agile methodologies. Focuses on how automated testing and daily release cycles strengthen feedback loops.
-### Automation
-
-#### CI-CD Pipelines (3)
-
-  - **(2022)** [harness.io: 3 Ways to Use Automation in CI/CD Pipelines](https://thenewstack.io/3-ways-to-use-automation-in-ci-cd-pipelines)  [COMMUNITY-TOOL] β€” Highlights three strategic insertion points for advanced pipeline automation. Focuses on automated rolling deployments, policy-as-code configuration validations, and dynamic, risk-based pipeline security policies.
-### CI-CD Pipelines (4)
+### CI-CD Pipelines (3)
 
 #### Best Practices (1)
 
   - **(2021)** [CI/CD Best Practices 🌟](https://blog.bitsrc.io/ci-cd-best-practices-bca0ef665677) 🌟 [COMMUNITY-TOOL] β€” Details essential strategies for optimizing continuous integration speed and reliability. Evaluates modular pipelines, build caching systems, parallelized test execution, and shift-left automated scanning.
-  - **(2021)** [cloudbees.com: 7 Tips for Creating A Successful CI/CD Pipeline 🌟](https://www.cloudbees.com/blog/tips-creating-successful-cicd-pipeline) 🌟 [COMMUNITY-TOOL] β€” Presents practical insights for designing enterprise delivery systems, emphasizing Jenkins configurations. Highlights the importance of build reproducibility, artifact isolation, and database migration scripting in the delivery loop.
-  - **(2021)** [Top 5 CI/CD best practices for 2021 🌟](https://circleci.com/blog/top-5-ci-cd-best-practices) 🌟 [COMMUNITY-TOOL] β€” Tactical handbook outlining key optimizations for modern pipelines. Recommends isolating pipelines into modular micro-jobs, enforcing tight feedback loops, and using declarative branch patterns with secrets managers.
-  - **(2022)** [devops.com: How to Implement an Effective CI/CD Pipeline](https://devops.com/how-to-implement-an-effective-ci-cd-pipeline)  [COMMUNITY-TOOL] β€” Details tactical methodologies for constructing highly effective, resilient CI/CD pipelines. Explains how to integrate Infrastructure as Code (IaC), monitor lifecycle metrics, and avoid critical deployment execution pitfalls.
-  - **(2022)** [thenewstack.io: 4 Best Practices to Drive Successful Adoption of CI/CD](https://thenewstack.io/four-best-practices-to-drive-successful-adoption-of-ci-cd)  [COMMUNITY-TOOL] β€” Highlights four practices key to successful organizational adoption of CI/CD, highlighting incremental changes, container isolation, comprehensive testing suites, and KPI tracking.
 #### Case Studies (1)
 
   - **(2018)** [tech.buzzfeed.com: Continuous Deployments at BuzzFeed](https://tech.buzzfeed.com/continuous-deployments-at-buzzfeed-d171f76c1ac4)  [COMMUNITY-TOOL] β€” An architectural case study detailing BuzzFeed's transition to continuous deployment. Analyzes how their internal tooling structures automated container packaging and microservices management to optimize high-frequency shipping.
-#### Fundamentals
-
-  - **(2021)** [dev.to: CI/CD Continuous Integration & Delivery Explained 🌟🌟](https://dev.to/semaphore/ci-cd-continuous-integration-delivery-explained-75l) 🌟🌟 [COMMUNITY-TOOL] β€” Deep dive into the operational differences between Continuous Integration, Continuous Delivery, and Continuous Deployment. Examines pipeline automation structures, feedback latency mitigation, and verification strategies to accelerate delivery.
-  - **(2023)** [harness.io: CI/CD Pipeline: Everything You Need to Know 🌟](https://www.harness.io/blog/ci-cd-pipeline) 🌟 [COMMUNITY-TOOL] β€” Comprehensive architectural analysis of enterprise CI/CD systems. Evaluates core lifecycle phases from repository check-ins to automated canary strategies and active rollback mechanisms in production environments.
-  - **(2023)** [infoworld.com: What is CI/CD? Continuous integration and continuous delivery explained](https://www.infoworld.com/article/2269266/what-is-cicd-continuous-integration-and-continuous-delivery-explained.html)  [COMMUNITY-TOOL] β€” An industry-wide reference analyzing modern CI/CD patterns and structural components. Highlights automation, continuous testing, delivery stages, and the operational divide between cloud delivery and automated deployment.
-  - **(2022)** [kodekloud.com: What is CI/CD Pipeline in DevOps](https://kodekloud.com/blog/ci-cd-pipeline-in-devops)  [COMMUNITY-TOOL] β€” A learner-focused pipeline design overview. Analyzes build automation systems, continuous testing stages, and how pipeline stages are sequenced to achieve robust, rapid cloud application deployments.
-  - **(2022)** [opsmx.com: What is a CI/CD Pipeline ?](https://www.opsmx.com/blog/what-is-a-ci-cd-pipeline)  [COMMUNITY-TOOL] β€” Details CI/CD pipeline structures with a strong focus on verification gates and multi-environment promotion. Highlights techniques used to scale deployments securely while mitigating environmental divergence.
-  - **(2022)** [cloudbees.com: Key Components of a CI/CD Pipeline](https://www.cloudbees.com/blog/ci-cd-pipeline)  [COMMUNITY-TOOL] β€” Breaks down core structural parts of pipeline delivery workflows. Details standard roles for source version managers, build runtimes, package registries, and staging environments.
-  - **(2021)** [techuz.com: What is CI/CD? An Introduction to Continuous Integration, Continuous Deployment and CI/CD Pipeline](https://www.techuz.com/blog/what-is-ci-cd-an-introduction-to-continuous-integration-continuous-deployment-and-ci-cd-pipeline)  [COMMUNITY-TOOL] β€” Introduction to structural components of continuous delivery environments. Details standard pipeline phases, source control integrations, and tooling selections to transition from manual builds to automated pipelines.
-  - **(2021)** [linkedin pulse: Enabling CI/CD to Boost DevOps | Pavan Belagatti](https://www.linkedin.com/pulse/enabling-cicd-boost-devops-pavan-belagatti)  [COMMUNITY-TOOL] β€” Explains the foundational role of automated integration and delivery loops in boosting developer velocity. Emphasizes collaborative automation and fast failure recovery.
-  - **(2019)** [opensource.com: A beginner's guide to building DevOps pipelines with open source tools](https://opensource.com/article/19/4/devops-pipeline)  [COMMUNITY-TOOL] [GUIDE] β€” A foundational guide outlining how to build robust, open-source DevOps pipelines. It discusses orchestrating continuous integration and continuous deployment environments using tools like Jenkins, providing a roadmap for establishing automated feedback loops.
-#### State of DevOps
-
-  - **(2023)** [sdtimes.com: The State of CI/CD](https://sdtimes.com/cicd/the-state-of-ci-cd)  [COMMUNITY-TOOL] β€” Analyzes broad trends in delivery pipelines, detailing modern bottlenecks and the rising use of platform engineering teams to provide standardized templates for developer consumption.
-  - **(2021)** [stackoverflow.blog: Fulfilling the promise of CI/CD](https://stackoverflow.blog/2021/12/20/fulfilling-the-promise-of-ci-cd)  [COMMUNITY-TOOL] β€” Addresses the operational gap between implementing automation tooling and achieving mature continuous deployment. Focuses on continuous test suite reliability and pipeline performance data.
-#### Troubleshooting
-
-  - **(2023)** [lambdatest.com: Top 10 CI/CD Pipeline Implementation Challenges And Solutions](https://www.testmuai.com/blog/cicd-pipeline-challenges)  [COMMUNITY-TOOL] β€” Examines the top ten bottlenecks slowing down enterprise CI/CD systems, offering structural fixes for issues such as flaky tests, fragile environment setups, and security gate friction.
-### CI-CD Platforms
-
-#### Evaluation
-
-  - **(2022)** [harness.io: What is a CI/CD Platform and why should I care? 🌟](https://www.harness.io/blog/what-is-cicd-platform-why-should-i-care) 🌟 [LEGACY] β€” Contrasts custom-built scripts and legacy tooling loops with integrated, enterprise-class CI/CD platforms. Focuses on compliance enforcement, deployment governance, and engineering self-service capabilities.
-#### Tooling
-
-  - **(2021)** [devops.com: 7 Popular Open Source CI/CD Tools](https://devops.com/7-popular-open-source-ci-cd-tools)  [COMMUNITY-TOOL] β€” Compares seven dominant open-source CI/CD frameworks, assessing execution speed, plugin ecosystems, maintenance overhead, and architectural fitness for hybrid and Kubernetes configurations.
-### Continuous Delivery (2)
+### Continuous Delivery (1)
 
 #### Patterns
 
   - **(2020)** [continuousdelivery.com: Patterns 🌟](https://continuousdelivery.com/implementing/patterns) [ADVANCED LEVEL] [DOCUMENTATION] 🌟 [COMMUNITY-TOOL] β€” A seminal reference of continuous delivery patterns. Evaluates technical blueprints for automated schema updates, blue-green environments, canary verification loops, and clean decoupling of software builds from configurations.
-### Continuous Integration
-
-#### Fundamentals (1)
-
-  - **(2023)** [harness.io: What is Continuous Integration? 🌟](https://www.harness.io/harness-devops-academy/what-is-continuous-integration-ci) 🌟 [COMMUNITY-TOOL] β€” Dissects the mechanical operations of Continuous Integration, exploring branch synchronization rules, build validation execution steps, and regression testing strategies designed to maintain codebase health.
-### Database Deployments
-
-#### GitOps (1)
-
-  - **(2023)** [thenewstack.io: Embracing Database Deployments in CI/CD Practices with Git](https://thenewstack.io/embracing-database-deployments-in-ci-cd-practices-with-git)  [COMMUNITY-TOOL] β€” Explores how to incorporate database changes into GitOps pipelines. Focuses on integrating declarative schema tools like Liquibase and Flyway to execute database rollouts and rollbacks safely.
 ### Financial Services
 
 #### Best Practices (2)
 
   - **(2023)** [clickittech.com: CI/CD Best Practices: Top 10 Practices for Financial Services](https://www.clickittech.com/devops/ci-cd-best-practices) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Outlines specialized continuous delivery configurations designed for high-regulation financial environments. Covers security orchestration, strict separation of duties, and audit trail automation.
-### Infrastructure as Code
-
-#### AI Integration
-
-  - **(2026)** [**Terraform & OpenTofu Skill for AI Agents**](https://github.com/antonbabenko/terraform-skill) ⭐ 2012  [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An open-source Model Context Protocol (MCP) skill set built for AI agents. Simplifies parsing, validating, and managing Terraform and OpenTofu infrastructure configurations through intelligent, context-aware LLM tool calls.
-## DevOps and CICD
-
-### CICD Automation
-
-#### Terraform Release Management
-
-  - **(2026)** [Terraform Module Releaser GitHub Action](https://github.com/techpivot/terraform-module-releaser) ⭐ 223  [TYPESCRIPT CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An automated GitHub Action that manages release tagging, semantic version tracking, and registration publication processes for Terraform modules. Mitigates distribution overhead by auto-generating changelogs and managing tags.
-## Developer Experience (1)
-
-### AI-Assisted Coding
-
-#### Claude Code
-
-  - **(2025)** [Claude Code in Action](https://anthropic.skilljar.com/claude-code-in-action) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An official hands-on tutorial and demonstration course by Anthropic showing the real-world utility of Claude Code. It covers basic terminal setups, interactive file refactoring, automated git commit orchestration, and contextual testing loops. Highly valuable for teams integrating terminal-based AI agents directly into daily engineering pipelines.
-## FinOps and Cloud Cost
-
-### IaC FinOps
-
-#### Terraform Integration
-
-  - **(2024)** [==InfraCost + Terraform PRs: Making Cost Awareness Effortless==](https://www.linkedin.com/pulse/infracost-terraform-prs-making-cost-awareness-martin-jackson-a6sge) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Demonstrates how to integrate Infracost into GitHub Pull Requests to inspect infrastructure cost differences before deployment. Evaluates how shift-left practices can prevent unexpected spend increases by highlighting charges directly in developer workflows.
-## Industry Analysis
-
-### DevOps Trends
-
-  - **(2021)** [sdtimes.com: CI/CD pipelines are expanding 🌟](https://sdtimes.com/devops/ci-cd-pipelines-are-expanding)  [COMMUNITY-TOOL] β€” A comprehensive industry report analyzing the evolution of modern CI/CD pipelines as they swallow up operations, security compliance (DevSecOps), and AI/ML model integration (MLOps). It traces how simple deployment automation has evolved into highly integrated, complex policy engines that run across distributed clouds.
-## Infrastructure
-
-### Kubernetes Distributions
-
-#### Enterprise Distributions
-
-  - **(2023)** [weave.works: Weave Kubernetes Platform](https://www.weave.works) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The enterprise Kubernetes distribution offering from Weaveworks (WKP) built heavily around declarative GitOps concepts and Cluster API. Following Weaveworks' operational cessation in early 2024, WKP is no longer commercially active, but its patterns directly influenced modern multi-cluster management strategies.
-## Infrastructure as Code (1)
+## Infrastructure as Code
 
 ### CICD and Delivery (1)
 
 #### Security and Compliance
 
   - **(2023)** [devops.com: 8 Security Considerations for CI/CD](https://devops.com/8-security-considerations-for-ci-cd)  [COMMUNITY-TOOL] β€” Actionable checklist of eight vital security considerations for pipeline configurations. Addresses fundamental practices such as secure secrets injection, runner environment isolation, least-privilege RBAC, and validation processes to prevent supply-chain vulnerabilities.
-### GitOps (2)
+### GitOps (1)
 
 #### Configuration Management
 
   - **(2024)** [CI Checks Are Not Enough: Combat Configuration Drift in Kubernetes Resources](https://thenewstack.io/ci-checks-are-not-enough-combat-configuration-drift-in-kubernetes-resources) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Deep-dive analysis demonstrating why standard static CI checks are insufficient for modern cloud environments. Advocates for real-time drift detection and continuous reconciliation loops in Kubernetes to ensure active infrastructure aligns directly with repository manifests.
-## Kubernetes GitOps and Packaging
-
-### Argo Project Ecosystem
-
-#### UI Visualization
-
-  - **(2024)** [==feat(ui): Add AppSet to Application Resource Tree in Argo CD==](https://github.com/argoproj/argo-cd/pull/26601) ⭐ 23128  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official Argo CD feature enhancement that maps ApplicationSets directly inside the dashboard UI tree. This view simplifies managing multi-tenant topologies and nested application definitions for platform operators.
-## Methodology (1)
-
-### Culture
-
-  - **(2020)** [devopsonline.co.uk: ChatOps, DevOps, ScrumOps and 5 Other Ops religions](https://www.devopsonline.co.uk/chatops-devops-scrumops-and-5-other-ops-religions)  [COMMUNITY-TOOL] β€” A critical and entertaining analysis evaluating the landscape of modern operations paradigms (DevOps, ChatOps, GitOps, DevSecOps, etc.). It helps organizations separate practical, architectural delivery models from mere industry marketing buzzwords, highlighting what truly drives velocity and reliability.
-### Foundational Reading
-
-  - **(2017)** [martinfowler.com: Continuous Integration (original version)](https://martinfowler.com/articles/originalContinuousIntegration.html)  [COMMUNITY-TOOL] β€” The canonical, industry-defining essay by software engineering pioneer Martin Fowler, establishing the fundamental tenants and best practices of Continuous Integration. It outlines core requirements such as automated self-testing, single-source repositories, daily main-line integrations, and automated deployments. It serves as the intellectual cornerstone for modern DevOps.
-### Introduction
-
-  - **(2018)** [opensource.com: What is CI/CD?](https://opensource.com/article/18/8/what-cicd)  [COMMUNITY-TOOL] β€” A foundational educational guide detailing the concepts, benefits, and components of Continuous Integration and Continuous Deployment (CI/CD). It explains how pipeline automation accelerates software delivery, guarantees build consistency, and serves as the operational substrate for DevOps cultures.
-## Platform Engineering (1)
-
-### Developer Experience (2)
-
-#### Continuous Delivery (3)
-
-  - **(2023)** [thenewstack.io: Improve Dev Experience to Maximize the Business Value of CD](https://thenewstack.io/improve-dev-experience-to-maximize-the-business-value-of-cd)  [COMMUNITY-TOOL] β€” Explores developer experience (DevEx) as an accelerator for continuous deployment initiatives. Details how centralized developer portals and self-service pipeline catalogs eliminate delivery friction.
-## Software Engineering
-
-### AI Tools
-
-#### Developer Productivity (2)
-
-  - **(2024)** [**Programming with GitHub Copilot Agent Mode**](https://techcommunity.microsoft.com/blog/azuredevcommunityblog/programming-with-github-copilot-agent-mode/4400630) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A deep dive into the engineering capabilities of GitHub Copilot's 'Agent Mode.' It details how the agent acts autonomously to analyze workspace dependencies, generate multi-file modifications, run localized compilations, and iterate on test suites based on natural language prompts.
-### AI-Assisted Development
-
-#### GitHub Copilot
-
-  - **(2026)** [Best Practices for Using GitHub Copilot](https://docs.github.com/en/copilot/get-started/best-practices) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Authoritative guidelines from GitHub designed to optimize interaction with Copilot. Covers prompt engineering tactics (such as context-setting files and comments), managing AI security and license compliance, and verifying generated output.
-### Code Review
-
-#### Best Practices (3)
-
-  - **(2019)** [developers.redhat.com: 10 tips for reviewing code you don't like](https://developers.redhat.com/blog/2019/07/08/10-tips-for-reviewing-code-you-dont-like)  [COMMUNITY-TOOL] β€” Provides practical tips for reviewing code in challenging situations. Recommends focusing on objective structural designs, automating style checking, and maintaining clear communication to build strong team culture.
-### SDLC
-
-#### Methodology (2)
-
-  - **(2023)** [harness.io: Understanding the Phases of the Software Development Life Cycle](https://www.harness.io/blog/software-development-life-cycle)  [COMMUNITY-TOOL] β€” Details contemporary Software Development Life Cycle (SDLC) methodologies. Maps traditional planning and execution frameworks to cloud-native continuous integration and deployment loops.
-### Version Control
-
-#### Trunk-Based Development
-
-  - **(2022)** [thinkinglabs.io: Feature Branching considered evil 🌟](https://thinkinglabs.io/talks/feature-branching-considered-evil.html) 🌟 [COMMUNITY-TOOL] β€” An analytical critique of long-lived feature branching practices, advocating strongly for trunk-based development. Explains how delayed merges impede true continuous integration and degrade delivery velocities.
 
 ---
-πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Sonarqube](./sonarqube.md) | [Stackstorm](./stackstorm.md)
+πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Tekton](./tekton.md) | [Argo](./argo.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/cloud-arch-diagrams.md b/v2-docs/cloud-arch-diagrams.md
index 78c00814..20f46bfd 100644
--- a/v2-docs/cloud-arch-diagrams.md
+++ b/v2-docs/cloud-arch-diagrams.md
@@ -8,260 +8,20 @@
 
 ## Table of Contents
 
-1. [Architecture](#architecture)
-  - [Web Applications](#web-applications)
-    - [Enterprise Patterns](#enterprise-patterns)
-1. [Architecture and Design](#architecture-and-design)
-  - [Diagrams-as-Code](#diagrams-as-code)
-    - [Guide](#guide)
-    - [Markup Tool](#markup-tool)
-    - [Mermaid Integration](#mermaid-integration)
-    - [PlantUML Library](#plantuml-library)
-    - [Python Tooling](#python-tooling)
-  - [Visualization](#visualization)
-    - [3D Isometric](#3d-isometric)
-    - [AI Assisted](#ai-assisted)
-    - [Automated Discovery](#automated-discovery)
-    - [Diagramming SaaS](#diagramming-saas)
-    - [Evaluation](#evaluation)
-    - [Guide](#guide-1)
-    - [Methodology](#methodology)
-    - [Sketch Tools](#sketch-tools)
-1. [Architecture and Visualization](#architecture-and-visualization)
-  - [Cloud Discovery](#cloud-discovery)
-    - [AWS](#aws)
-    - [Multi-Cloud](#multi-cloud)
-    - [Security](#security)
-  - [Design Assets](#design-assets)
-    - [AWS](#aws-1)
-    - [Azure](#azure)
-    - [GCP](#gcp)
-    - [Kubernetes](#kubernetes)
-    - [Security](#security-1)
-  - [Diagrams as Code](#diagrams-as-code)
-    - [AWS CloudFormation](#aws-cloudformation)
-    - [Airflow](#airflow)
-    - [Python](#python)
-  - [Guides](#guides)
-    - [AWS](#aws-2)
-  - [Interactive Diagramming](#interactive-diagramming)
-    - [AI Integration](#ai-integration)
-    - [Enterprise](#enterprise)
-    - [Innovative](#innovative)
-    - [Web](#web)
-  - [Kubernetes Visualizer](#kubernetes-visualizer)
-    - [Go](#go)
-1. [Cloud Governance](#cloud-governance)
-  - [Enterprise Architecture](#enterprise-architecture)
-    - [Landing Zones](#landing-zones)
 1. [Cloud Infrastructure](#cloud-infrastructure)
   - [Azure Networking](#azure-networking)
-    - [Global Infrastructure](#global-infrastructure)
     - [Network Topology](#network-topology)
-1. [Cloud Platforms](#cloud-platforms)
-  - [AWS Integration](#aws-integration)
-    - [Visualization](#visualization-1)
-1. [Container Orchestration](#container-orchestration)
-  - [Azure Kubernetes Service](#azure-kubernetes-service)
-    - [Well-Architected Framework](#well-architected-framework)
-1. [Infrastructure](#infrastructure)
-  - [Visualizations](#visualizations)
-    - [Cloud Discovery](#cloud-discovery-1)
-    - [GCP Diagramming](#gcp-diagramming)
-1. [Infrastructure as Code](#infrastructure-as-code)
-  - [Architecture](#architecture-1)
-    - [Diagrams](#diagrams)
-  - [Verification and AI](#verification-and-ai)
-    - [Copilot Verification](#copilot-verification)
-1. [Kubernetes Tools](#kubernetes-tools)
-  - [General Reference](#general-reference)
 
-## Architecture
-
-### Web Applications
-
-#### Enterprise Patterns
-
-  - **(2025)** [Enterprise Web App Patterns - Azure Architecture Center](https://learn.microsoft.com/en-us/azure/architecture/web-apps/guides/enterprise-app-patterns/overview) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Production-proven patterns and implementation pathways from the Azure Architecture Center. Establishes migration guidelines for modernizing monolithic applications into elastic web architectures.
-## Architecture and Design
-
-### Diagrams-as-Code
-
-#### Guide
-
-  - **(2022)** [navveenbalani.dev: Code To Custom Cloud Architecture Diagrams](https://navveenbalani.dev/index.php/articles/code-to-custom-cloud-architecture-diagrams) [PYTHON CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Technical tutorial detailing how to build custom, programmatically generated cloud architecture diagrams using open-source, code-driven graphic drawing libraries and custom Python configurations.
-#### Markup Tool
-
-  - **(2026)** [==PlantUML==](https://plantuml.com) [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An open-source, industry-standard tool allowing engineers to generate architecture, sequence, and component diagrams from simple, human-readable markdown-like text. Extremely useful for maintaining documentation alongside code.
-#### Mermaid Integration
-
-  - **(2025)** [==kubernetes.io: Diagram Guide - Mermaid JavaScript library 🌟==](https://kubernetes.io/docs/contribute/style/diagram-guide) [JAVASCRIPT CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official Kubernetes contributor documentation on diagram style guidelines, demonstrating how to programmatically draft flowcharts and sequence maps using Mermaid JS code syntax embedded directly in markdown files.
-#### PlantUML Library
-
-  - **(2024)** [github.com/dcasati/kubernetes-PlantUML](https://github.com/dcasati/kubernetes-PlantUML) ⭐ 282  [JAVA CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An essential open-source library containing specialized sprites, components, and macro templates to model highly detailed, complex Kubernetes configurations using PlantUML syntax.
-#### Python Tooling
-
-  - **(2026)** [==mingrammer/diagrams==](https://github.com/mingrammer/diagrams) ⭐ 42349  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A highly popular open-source Python framework that allows engineers to write cloud infrastructure diagrams directly as Python code. It supports hundreds of built-in components covering AWS, GCP, Azure, and Kubernetes services.
-### Visualization
-
-#### 3D Isometric
-
-  - **(2024)** [Isoflow](https://isoflow.io) [TYPESCRIPT CONTENT] 🌟🌟🌟 [EMERGING] β€” An emerging design canvas specialized in creating beautiful 3D isometric network and system architecture layouts. Ideal for producing high-fidelity structural graphics for engineering specifications.
-#### AI Assisted
-
-  - **(2022)** [autodraw.com](https://www.autodraw.com) [JAVASCRIPT CONTENT] 🌟🌟 [EMERGING] β€” An experimental, AI-powered drawing web client developed by Google. Uses machine learning algorithms to map rough sketches into polished, professional icons and system vectors in real time.
-#### Automated Discovery
-
-  - **(2025)** [**Hyperglance**](https://www.hyperglance.com) [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An enterprise-grade IT visualization and automated inventory mapper. Discovers, maps, and generates complete topology diagrams of cloud environments, tracking Kubernetes resources and network policies automatically.
-#### Diagramming SaaS
-
-  - **(2026)** [==diagrams.net==](https://www.drawio.com) [JAVASCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The industry-leading, highly extensible free open-source diagramming engine. Widely used for system design, it provides deep integration with modern design elements, custom XML importing, and offline execution capabilities.
-  - **(2024)** [**draw.io**](https://drawio-app.com) [JAVASCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Comprehensive documentation and application guide detailing how to generate Azure cloud architecture diagrams programmatically and design flexible mind maps using draw.io's code-import features.
-  - **(2023)** [CloudSkew](https://www.cloudskew.com) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An online vector editor tailored specifically for system designs. Features easy drag-and-drop mechanics to map cloud-native services without needing specialized design training.
-#### Evaluation
-
-  - **(2022)** [acloudguru.com: The top cloud diagramming tools, ranked](https://www.pluralsight.com/resources/blog/cloud/the-top-cloud-diagramming-tools-ranked) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A detailed technical review comparing and ranking leading cloud architectural design tools. Focuses on speed, automatic layout generation capabilities, API extensibility, and modern iconography support.
-  - **(2022)** [redhat.com: 6 architectural diagramming tools for cloud infrastructure](https://www.redhat.com/en/blog/diagramming-tools-cloud-infrastructure) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A highly curated Red Hat technical review evaluating six open-source and professional cloud drawing tools designed to simplify complex Kubernetes, VM, and serverless network architecture mapping.
-  - **(2022)** [redhat.com: Try these 5 diagramming tools for network architecture](https://www.redhat.com/en/blog/diagramming-tools-network-architecture) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A practical technical overview analyzing five outstanding diagramming utilities optimized to map network topology, complex VLAN structures, and overlay networks within distributed microservices environments.
-#### Guide (1)
-
-  - **(2021)** [redhat.com: Design professional enterprise architecture diagrams with this open source tool (diagrams.net)](https://www.redhat.com/en/blog/design-enterprise-architecture-diagrams) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An engineering guide showing how to design professional enterprise infrastructure diagrams using diagrams.net, explaining how to utilize layers and libraries to depict container dependencies.
-#### Methodology
-
-  - **(2021)** [alibabacloud.com: How to Create an Effective Technical Architectural Diagram?](https://www.alibabacloud.com/blog/how-to-create-an-effective-technical-architectural-diagram_596100) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A comprehensive conceptual guide detailing principles and structural methods for authoring highly readable, accurate, and standardized technical architecture diagrams for complex, multi-tiered cloud systems.
-#### Sketch Tools
-
-  - **(2026)** [==excalidraw.com==](https://excalidraw.com) [TYPESCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A widely adopted collaborative whiteboard tool designed for rapid design sketches and wireframes. Features custom user libraries containing native cloud-native and Kubernetes icons for quick whiteboard design sessions.
-## Architecture and Visualization
-
-### Cloud Discovery
-
-#### AWS
-
-  - **(2025)** [cloudcraft.co](https://www.cloudcraft.co) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” A high-fidelity 3D/2D inventory visualizer specialized in AWS environments. Automates structural documentation generation while parsing underlying instance types to calculate real-time baseline infrastructure costs.
-#### Multi-Cloud
-
-  - **(2025)** [hava.io](https://www.hava.io) [NONE CONTENT]  [COMMUNITY-TOOL] β€” SaaS infrastructure visualization engine that connects securely to cloud backends (AWS, GCP, Azure) to draw up-to-date layout sheets. Facilitates continuous compliance tracking by logging history changes over time.
-#### Security
-
-  - **(2021)** [**CloudMapper (OSS)**](https://duo.com/blog) [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” Open-source analysis tool designed to visualizes AWS networks and identify potential vulnerability paths. Useful as a legacy blueprint reference for programmatic posture assessments.
-### Design Assets
-
-#### AWS (1)
-
-  - **(2024)** [AWS Architecture Icons](https://aws.amazon.com/architecture/icons) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Official AWS collection containing current vector and raster design components. Indispensable for creating detailed corporate visual documents and modeling secure serverless or container networks.
-#### Azure
-
-  - **(2024)** [Azure Architecture Icons](https://learn.microsoft.com/en-us/azure/architecture/icons) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Microsoft's official repository of Azure resource icons curated to help technical architects build compliant and standard system architectures. Perfect for structuring visual documentation in accordance with the Microsoft Cloud Adoption Framework.
-#### GCP
-
-  - **(2024)** [Google Cloud Architecture Icons](https://cloud.google.com/icons) [NONE CONTENT]  [COMMUNITY-TOOL] β€” The standardized Google Cloud Platform graphical asset library and system diagram rules. Designed to assist cloud architects in drafting Google-recommended structures with consistent representations for compute, storage, data, and analytical pipelines.
-#### Kubernetes
-
-  - **(2023)** [==github.com/kubernetes: Kubernetes Icons Set==](https://github.com/kubernetes/community/tree/main/icons) ⭐ 12886  [NONE CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official CNCF-maintained Kubernetes graphic catalog containing SVGs and PNGs representing key system objects like Pods, Services, Deployments, ingress, and Custom Resources. Vital for creating highly precise architectural designs of cloud-native infrastructure.
-#### Security (1)
-
-  - **(2021)** [aquasecurity/cloudsec-icons](https://github.com/aquasecurity/cloudsec-icons) [NONE CONTENT] 🌟 [COMMUNITY-TOOL] β€” An open-source library of dedicated cybersecurity and DevSecOps icons created by Aqua Security. Empowers application security professionals to visually document threat boundaries, firewall parameters, and container compliance elements in systems architecture graphs.
-### Diagrams as Code
-
-#### AWS CloudFormation
-
-  - **(2023)** [cfn-diagram 🌟](https://github.com/mhlabs/cfn-diagram) [TYPESCRIPT CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A developer-focused CLI tool designed to parse AWS CloudFormation nested templates and instantly generate clean, interactive resource dependency maps, simplifying infrastructure inspection.
-#### Airflow
-
-  - **(2023)** [feluelle/airflow-diagrams](https://github.com/feluelle/airflow-diagrams) ⭐ 358  [PYTHON CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An open-source CLI utility designed to automatically generate high-quality diagrams representing Apache Airflow workflow dependencies. Accelerates data lineage documentation across pipeline iterations.
-#### Python
-
-  - **(2020)** [==diagrams.mingrammer.com: Diagram as Code==](https://diagrams.mingrammer.com) [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An industry-standard open-source library that empowers architects to represent system architectures using pure Python code. By aligning with GitOps paradigms, diagrams are treated as software dependencies, allowing automated code-driven rendering and versioning across AWS, GCP, Azure, and Kubernetes ecosystems without manual editing tools.
-  - **(2022)** [**github.com/awslabs/diagram-as-code 🌟**](https://github.com/awslabs/diagram-as-code) ⭐ 1519  [PYTHON CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An AWS Labs community experiment designed to showcase the power of programmatically rendering complex systems architecture. Helps engineers integrate documentation updates directly inside release workflows.
-### Guides
-
-#### AWS (2)
-
-  - **(2023)** [What is the best way to generate a visual diagram of the AWS environment which includes VPC, VPN, EC2, and AMIs?](https://www.pluralsight.com) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive tutorial on Pluralsight outlining best-practice workflows for generating infrastructure diagrams. Provides structured advice on combining automated discovery with custom visual canvases.
-### Interactive Diagramming
-
-#### AI Integration
-
-  - **(2025)** [Draw.io MCP for Diagram Generation: Why It’s Worth Using](https://thomasthornton.cloud/draw-io-mcp-for-diagram-generation-why-its-worth-using) [TYPESCRIPT CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Implements the Model Context Protocol (MCP) to dynamically generate and modify Draw.io structures directly via conversational AI interfaces. Seamlessly links large language models with visual blueprint execution, allowing real-time canvas updates and automated layout formatting based on conversational technical specs.
-#### Enterprise
-
-  - **(2025)** [Lucidchart](https://www.lucidchart.com/pages) [NONE CONTENT]  [COMMUNITY-TOOL] β€” An industry-standard collaborative workspace used by enterprise organizations to build visual structures. Integrates with Lucidscale to auto-generate cloud diagrams directly from configuration payloads.
-  - **(2025)** [Lucidchart](https://lucid.co/marketplace/91074b9b/aws) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Lucidchart's integrated AWS modeling module, optimized to dynamically visualize multi-region topologies, network firewalls, and resource clusters directly using official AWS iconography.
-#### Innovative
-
-  - **(2024)** [infviz.io](https://infviz.io) [NONE CONTENT]  [COMMUNITY-TOOL] β€” An innovative diagram platform tailored for parsing cloud systems and outputting highly stylized, lightweight layout maps. Focused on real-time dependency analysis and operational state monitoring.
-#### Web
-
-  - **(2025)** [==draw.io==](https://app.diagrams.net) [JAVASCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier open-source interactive canvas for drafting clean UML schemas, Kubernetes layers, and custom network structures. Features broad integration capabilities and local execution variants.
-### Kubernetes Visualizer
-
-#### Go
-
-  - **(2021)** [cloudogu/k8s-diagrams](https://github.com/cloudogu/k8s-diagrams) ⭐ 339  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A specialized CLI utility built to parse Kubernetes live states and manifest specifications directly into clean, structured architectural diagrams. Resolves the operational pain point of manual cluster mapping, providing engineers with an accurate visual layout of active workloads, routes, and cluster components.
-## Cloud Governance
-
-### Enterprise Architecture
-
-#### Landing Zones
-
-  - **(2026)** [Azure Landing Zone Technical Documentation](https://azure.github.io/Azure-Landing-Zones) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Central knowledge base for Azure Landing Zones (ALZ) design principles and implementations. This portal provides guidance on identity management, network topology, subscription organization, and proactive governance policies. It acts as the key blueprint for deploying scalable multi-subscription cloud platform architectures.
-  - **(2026)** [Azure Landing Zone - Microsoft Cloud Adoption Framework](https://learn.microsoft.com/nb-no/azure/cloud-adoption-framework/ready/landing-zone) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Explains the architectural principles of Azure Landing Zones under the Microsoft CAF. It emphasizes separation of concerns across management, connectivity, and identity planes, while using custom policy assignments for automated control. This guidance helps platform teams establish a robust foundation for onboarding application workloads.
 ## Cloud Infrastructure
 
 ### Azure Networking
 
-#### Global Infrastructure
-
-  - **(2026)** [Azure Products by Region Table](https://azure.microsoft.com/en-us/explore/global-infrastructure/products-by-region/table) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The definitive, live-updated reference catalog mapping the global availability of Azure services and network products across all Azure regions. This matrices-driven tool is vital for cloud architects designing multi-region redundancy, data residency compliance, and edge microservice topologies.
 #### Network Topology
 
   - **(2025)** [Hub-Spoke Network Topology in Azure - Azure Architecture Center](https://learn.microsoft.com/en-us/azure/architecture/networking/architecture/hub-spoke) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The foundational blueprint for Azure Hub-and-Spoke network design patterns. This guide details how to centralize shared infrastructure servicesβ€”such as firewalls, DNS, and ExpressRoute gatewaysβ€”within a hub VNet, while separating distinct microservice workloads into isolated spoke VNets.
-## Cloud Platforms
-
-### AWS Integration
-
-#### Visualization (1)
-
-  - **(2021)** [AWS Account Cloud9 Visualizer](https://github.com/wongcyrus/aws-account-cloud9-visualizer) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” A specialized developer tool tailored for deployment inside AWS Cloud9 instances. Allows engineers to quickly visualize localized cloud development patterns and inspect running sandboxes directly from the IDE.
-## Container Orchestration
-
-### Azure Kubernetes Service
-
-#### Well-Architected Framework
-
-  - **(2026)** [Architecture Best Practices for Azure Kubernetes Service (AKS)](https://learn.microsoft.com/en-us/azure/well-architected/service-guides/azure-kubernetes-service) [MARKDOWN CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official technical guide mapping Azure Well-Architected Framework (WAF) principles to Azure Kubernetes Service (AKS). It details architectural guidance on cluster networking, high availability, node pools, security integration, and cost management. This serves as the definitive reference for engineering enterprise-grade, highly resilient Kubernetes control and data planes on Azure.
-## Infrastructure
-
-### Visualizations
-
-#### Cloud Discovery (1)
-
-  - **(2024)** [AWS Perspective 🌟](https://docs.aws.amazon.com/solutions/workload-discovery-on-aws)  [COMMUNITY-TOOL] [GUIDE] β€” Technical blueprint for Workload Discovery on AWS (formerly AWS Perspective). This serverless solution dynamically visualizes cloud layouts, maintains historical dependency logs, and facilitates compliance audits.
-#### GCP Diagramming
-
-  - **(2021)** [cloud.google.com: Introducing a Google Cloud architecture diagramming tool](https://cloud.google.com/blog)  [COMMUNITY-TOOL] β€” Introduces Google Cloud's web-based console architecture designer. Explains how engineering departments construct, validate, and export precise GCP topology maps using standardized reference modules.
-## Infrastructure as Code
-
-### Architecture (1)
-
-#### Diagrams
-
-  - **(2024)** [CloudCanvas - Diagramming for Cloud Infrastructure](https://cloudcanvas.co) [TYPESCRIPT CONTENT]  [EMERGING] β€” CloudCanvas is an emerging interactive workspace tool tailored for designing cloud topologies and auto-generating infrastructure-as-code manifests. By linking architectural nodes directly to API-driven configurations, it helps bridge the gap between architectural diagramming and operational execution.
-### Verification and AI
-
-#### Copilot Verification
-
-  - **(2025)** [==AZVerify: Bridging Azure Resources, Bicep Templates, and Diagrams with GitHub' Copilot==](https://github.com/Azure/AZVerify) ⭐ 95  [TYPESCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An innovative open-source tool bridging declarative Bicep files, live Azure deployments, and system diagrams using GitHub Copilot. Standardizes validation processes during complex infrastructure-as-code planning.
-## Kubernetes Tools
-
-### General Reference
-
-  - [betterprogramming.pub: Solutions Architect Tips β€” The 5 Types of Architecture' Diagrams](https://betterprogramming.pub/solutions-architect-tips-the-5-types-of-architecture-diagrams-eb0c11996f9e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Solutions Architect Tips β€” The 5 Types of Architecture' Diagrams in the Kubernetes Tools ecosystem.
-  - [learningdaily.dev: Software architecture diagramming and patterns](https://learningdaily.dev/software-architecture-diagramming-and-patterns-7d38999e7a12)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering learningdaily.dev: Software architecture diagramming and patterns in the Kubernetes Tools ecosystem.
-  - [alanblackmore.medium.com: AWS Diagram Architecture](https://alanblackmore.medium.com/aws-diagram-architecture-afb50ea569a4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==alanblackmore.medium.com: AWS Diagram Architecture== in the Kubernetes Tools ecosystem.
-  - [medium.com/contino-engineering: Data Pipeline Orchestration - Using Amazon' Managed Workflows for Apache Airflow (MWAA)](https://medium.com/contino-engineering/data-pipeline-orchestration-using-amazon-managed-workflows-for-apache-airflow-mwaa-60e5b213a0a7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/contino-engineering: Data Pipeline Orchestration - Using Amazon' Managed Workflows for Apache Airflow (MWAA) in the Kubernetes Tools ecosystem.
 
 ---
-πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md)
+πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Cloudflare](./cloudflare.md)
 
diff --git a/v2-docs/cloudflare.md b/v2-docs/cloudflare.md
index 1606bb9d..cc2c70de 100644
--- a/v2-docs/cloudflare.md
+++ b/v2-docs/cloudflare.md
@@ -8,38 +8,16 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Cloud Infrastructure](#cloud-infrastructure)
-  - [Edge Network](#edge-network)
-    - [Performance](#performance)
-    - [Security](#security)
   - [Kubernetes Security](#kubernetes-security)
     - [Zero Trust](#zero-trust)
   - [Networking](#networking)
-    - [Email Security](#email-security)
     - [Zero Trust](#zero-trust-1)
   - [Serverless](#serverless)
     - [Edge Computing](#edge-computing)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [venturebeat.com: Cloudflare acquires Linc to automate web app deployment](https://venturebeat.com/2020/12/22/cloudflare-acquires-linc-to-automate-web-app-deployment)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering venturebeat.com: Cloudflare acquires Linc to automate web app deployment in the Kubernetes Tools ecosystem.
 ## Cloud Infrastructure
 
-### Edge Network
-
-#### Performance
-
-  - **(2026)** [blog.cloudflare.com: Network Performance Update: Full Stack Week](https://blog.cloudflare.com/network-performance-update-full-stack-week) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Cloudflare analysis outlining modern performance updates and the architectural advantages of edge-native isolation models over classic virtual-machine setups for high-throughput globally distributed applications.
-#### Security
-
-  - **(2026)** [cloudflare.com](https://www.cloudflare.com)  [COMMUNITY-TOOL] β€” Cloudflare is a world-class global platform offering enterprise-grade application security, DNS management, fast content delivery (CDN), and reliable DDoS threat mitigation at the edge.
 ### Kubernetes Security
 
 #### Zero Trust
@@ -47,9 +25,6 @@
   - **(2026)** [blog.cloudflare.com: Guest Blog: k8s tunnels with Kudelski Security](https://blog.cloudflare.com/guest-blog-zero-trust-access-kubernetes) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An exploration detailing the security mechanics of wrapping Kubernetes API infrastructure within Cloudflare Zero Trust Tunnels, establishing end-to-end encrypted private topologies without dynamic ingress exposure.
 ### Networking
 
-#### Email Security
-
-  - **(2026)** [How to Set Up a Custom Email with Cloudflare and Mailgun](https://www.freecodecamp.org/news/how-to-set-up-custom-email)  [COMMUNITY-TOOL] [GUIDE] β€” Detailed technical guide outlining DNS integrations using Cloudflare's edge networking, configuring SPF, DKIM, and DMARC setups securely with Mailgun for robust microservice communication architectures.
 #### Zero Trust (1)
 
   - **(2026)** [blog.cloudflare.com: Zero Trust Private Networking Rules](https://blog.cloudflare.com/zero-trust-private-networking-rules) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Architectural documentation for defining identity-aware, Zero Trust private network topologies in Cloudflare. Explains granular permission structures to govern internal database and API access paths.
@@ -60,5 +35,7 @@
   - **(2026)** [Cloudflare workers (Serverless)](https://workers.cloudflare.com) [JAVASCRIPT/WEBASSEMBLY CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Cloudflare Workers is an advanced serverless architecture utilizing V8 engine isolates. It runs application code directly at global edge locations, yielding near-zero cold-start overhead.
 
 ---
-πŸ’‘ **Explore Related:** [Web Servers](./web-servers.md) | [Caching](./caching.md) | [Kubernetes Networking](./kubernetes-networking.md)
+πŸ’‘ **Explore Related:** [Kubernetes Networking](./kubernetes-networking.md) | [Servicemesh](./servicemesh.md) | [Web Servers](./web-servers.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Googlecloudplatform](./GoogleCloudPlatform.md)
 
diff --git a/v2-docs/container-managers.md b/v2-docs/container-managers.md
index 823e2699..51ee68e2 100644
--- a/v2-docs/container-managers.md
+++ b/v2-docs/container-managers.md
@@ -11,100 +11,37 @@
 1. [Application Development](#application-development)
   - [PHP](#php)
     - [Kubernetes Integration](#kubernetes-integration)
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Container Infrastructure](#container-infrastructure)
-  - [Advanced Runtimes](#advanced-runtimes)
-    - [VM-in-Container](#vm-in-container)
-  - [CI-CD Pipelines](#ci-cd-pipelines)
-    - [Pipeline Security](#pipeline-security)
   - [Container Engines](#container-engines)
-    - [Comparative Analysis](#comparative-analysis)
-    - [Docker Migration](#docker-migration)
-    - [Feature Highlights](#feature-highlights)
-    - [Nested Virtualization](#nested-virtualization)
-    - [Podman Basics](#podman-basics)
-    - [Podman Client Setup](#podman-client-setup)
-    - [Rootless Operations](#rootless-operations)
     - [Secret Management](#secret-management)
-    - [Security and Permissions](#security-and-permissions)
-    - [Windows WSL2 Integration](#windows-wsl2-integration)
-    - [macOS Integration](#macos-integration)
   - [Container Tooling](#container-tooling)
     - [Compose Comparison](#compose-comparison)
-    - [Decompiled Engines](#decompiled-engines)
     - [Docker Compose Compatibility](#docker-compose-compatibility)
-    - [Image Distribution](#image-distribution)
-    - [Local Registries](#local-registries)
-    - [Observability](#observability)
     - [Podman Compose](#podman-compose)
   - [Edge Orchestration](#edge-orchestration)
     - [Auto-Updates and Rollbacks](#auto-updates-and-rollbacks)
-  - [Graphical User Interfaces](#graphical-user-interfaces)
-    - [Podman Desktop](#podman-desktop)
-    - [Podman Desktop Tools](#podman-desktop-tools)
-  - [Image Distribution](#image-distribution-1)
+  - [Image Distribution](#image-distribution)
     - [Ecosystem Registries](#ecosystem-registries)
   - [Image Optimization](#image-optimization)
     - [Base Images](#base-images)
     - [Red Hat UBI](#red-hat-ubi)
   - [Image Synthesis](#image-synthesis)
-    - [BuildKit Integration](#buildkit-integration)
     - [Builder Comparison](#builder-comparison)
     - [Language-Specific Builders](#language-specific-builders)
-  - [Industry Context](#industry-context)
-    - [Technical Discussions](#technical-discussions)
-  - [Infrastructure as Code](#infrastructure-as-code)
-    - [Ansible Automation](#ansible-automation)
-    - [Shell Scripting](#shell-scripting)
   - [Kubernetes Integration](#kubernetes-integration-1)
     - [Declarative Pods](#declarative-pods)
     - [Manifest Translation](#manifest-translation)
   - [Service Orchestration](#service-orchestration)
     - [Quadlet Integration](#quadlet-integration)
-    - [Systemd Integration](#systemd-integration)
-1. [Container Runtime](#container-runtime)
-  - [Core Infrastructure](#core-infrastructure)
-    - [Execution Engines](#execution-engines)
 1. [Containerization](#containerization)
   - [Container Engines](#container-engines-1)
-    - [Daemonless Execution](#daemonless-execution)
     - [Strategy and Standards](#strategy-and-standards)
-  - [Fundamentals](#fundamentals)
-    - [Best Practices](#best-practices)
-    - [Standards](#standards)
-    - [Terminology](#terminology)
-  - [Image Construction](#image-construction)
-    - [Security Practice](#security-practice)
   - [Runtimes](#runtimes)
-    - [Architectural Comparison](#architectural-comparison)
     - [High-Level Engines](#high-level-engines)
-    - [Hypervisor-based Runtimes](#hypervisor-based-runtimes)
     - [Kubernetes Integration](#kubernetes-integration-2)
-    - [Low-Level Engines](#low-level-engines)
-    - [Performance Optimization](#performance-optimization)
-1. [Infrastructure](#infrastructure)
-  - [Containerization](#containerization-1)
-    - [Image Building](#image-building)
-    - [Runtimes](#runtimes-1)
-  - [Containers](#containers)
-    - [Image Building](#image-building-1)
-    - [Image Management](#image-management)
-    - [Migration](#migration)
-  - [Kernel](#kernel)
-    - [Resource Allocation](#resource-allocation)
-1. [Log Management and Diagnostics](#log-management-and-diagnostics)
-  - [Command Line Tools](#command-line-tools)
-    - [Terminal Interfaces](#terminal-interfaces)
 1. [Microservices](#microservices)
   - [Mocking and Testing](#mocking-and-testing)
     - [Podman Compose Integration](#podman-compose-integration)
-1. [Platform](#platform)
-  - [Container Engines](#container-engines-2)
-    - [Daemonless Runtimes](#daemonless-runtimes)
-  - [Container Security](#container-security)
-    - [OCI Builders](#oci-builders)
 
 ## Application Development
 
@@ -113,91 +50,23 @@
 #### Kubernetes Integration
 
   - **(2026)** [==sherifabdlnaby/kubephp==](https://github.com/sherifabdlnaby/kubephp) ⭐ 456  [PHP CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” KubePHP is a specialized repository detailing optimal configurations for deploying PHP applications (particularly PHP-FPM and Nginx sidecars) onto Kubernetes clusters. It addresses PHP-specific cloud-native challenges such as shared volume sessions, OPcache preloading, and graceful shutdown handling. It provides critical scaffolding and architectural advice for modernizing legacy PHP monoliths into production-grade, autoscaled microservices.
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [Docker](https://www.docker.com/products/container-runtime)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Docker in the Kubernetes Tools ecosystem.
-  - [medium: Podman: Getting Started](https://medium.com/javarevisited/podman-getting-started-e7fc06961994)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Podman: Getting Started in the Kubernetes Tools ecosystem.
-  - [oldgitops.medium.com: Setting up Podman on WSL2 in Windows 10 🌟](https://oldgitops.medium.com/setting-up-podman-on-wsl2-in-windows-10-be2991c2d443)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering oldgitops.medium.com: Setting up Podman on WSL2 in Windows 10 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com: Exploring Docker alternative β€” Podman](https://medium.com/techbeatly/exploring-docker-alternative-podman-14674c990311)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Exploring Docker alternative β€” Podman in the Kubernetes Tools ecosystem.
-  - [medium.com/@raghavendraguttur: Podman Containers β€” Beginner’s Guide](https://medium.com/@raghavendraguttur/podman-containers-beginners-guide-830b931e66f4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@raghavendraguttur: Podman Containers β€” Beginner’s Guide in the Kubernetes Tools ecosystem.
-  - [nilesh93.medium.com: Replacing Docker Desktop with Podman and Kind in MacOS](https://nilesh93.medium.com/replacing-docker-desktop-with-podman-and-kind-in-macos-c750581a3fda)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering nilesh93.medium.com: Replacing Docker Desktop with Podman and Kind in MacOS in the Kubernetes Tools ecosystem.
 ## Container Infrastructure
 
-### Advanced Runtimes
-
-#### VM-in-Container
-
-  - **(2021)** [opensource.com: Run a Linux virtual machine in Podman](https://opensource.com/article/21/7/linux-podman) [SHELL CONTENT] [ADVANCED LEVEL]  [LEGACY] β€” An architectural exploration of executing a nested Linux VM directly within an OCI-compliant container managed by Podman. This setup leverages nested systemd instances, enabling engineers to package legacy system-level workloads, VMs, or multi-process service layers without full VM overhead.
-### CI-CD Pipelines
-
-#### Pipeline Security
-
-  - **(2022)** [Build trusted pipelines/Guards with Podman containers](https://www.redhat.com/en/blog/using-container-technology-make-trusted-pipeline) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Analyzes how to design highly secure, isolated CI/CD pipelines using Podman container guards. By isolating execution steps within unprivileged container sandboxes, this architecture protects build systems and host servers from security compromises.
 ### Container Engines
 
-#### Comparative Analysis
-
-  - **(2022)** [imaginarycloud.com: Podman vs Docker: What are the differences?](https://www.imaginarycloud.com/blog/podman-vs-docker)  [COMMUNITY-TOOL] β€” A structured comparison detailing the architectural contrasts between Docker and Podman. It highlights the security advantages of Podman's unprivileged user execution over Docker's root-privileged centralized socket model, and maps their differences in local systemd integration.
-#### Docker Migration
-
-  - **(2020)** [developers.redhat.com: Transitioning from Docker to Podman 🌟](https://developers.redhat.com/blog/2020/11/19/transitioning-from-docker-to-podman) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” A technical migration playbook outlining the primary CLI parity and architectural differences between Docker and Podman. It covers transitioning from a monolithic daemon to Podman's secure fork-exec runtime model, highlighting alias management, unprivileged group setups, and network mapping differences.
-#### Feature Highlights
-
-  - **(2021)** [redhat.com: 5 Podman features to try now](https://www.redhat.com/en/blog/podman-features-1) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” Highlights five high-impact Podman features: systemd integration, rootless execution, pod support, multiple image store locations, and advanced CLI capabilities. It helps engineers adopt cloud-native features that bypass standard Docker runtime limitations.
-#### Nested Virtualization
-
-  - **(2021)** [youtube: Podman in Podman (Running a container within a container)](https://www.youtube.com/watch?app=desktop&v=OcHRWaC5tvY&feature=youtu.be&ab_channel=RedHat) [SHELL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This architectural demonstration breaks down the security design patterns of nested virtualization, specifically running Podman within a Podman container (PinP). This technique allows unprivileged CI/CD pipelines to securely package and build OCI images without mounting the host system's root sockets, offering a safer alternative to Docker-in-Docker approaches.
-#### Podman Basics
-
-  - **(2021)** [devopscube.com: Podman Tutorial For Beginners: Step by Step Guides 🌟](https://devopscube.com/podman-tutorial-beginners) [SHELL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive introductory manual providing step-by-step guidance on installing, configuring, and operating Podman container systems. It reviews Podman's daemonless, rootless architecture, standard registry authentication workflows, and how it handles container execution relative to Docker CLI.
-  - **(2021)** [darumatic.com: Podman - Introduction 🌟](https://darumatic.com/blog/podman_introduction)  [COMMUNITY-TOOL] β€” A foundational overview of Podman's primary features, security improvements, and daemon-free design. It explores how fork-exec architectures simplify process mapping within parent cgroups and align directly with Linux security paradigms like auditd tracking.
-#### Podman Client Setup
-
-  - **(2021)** [Podman remote clients for macOS and Windows](https://www.redhat.com/en/blog/podman-clients-macos-windows) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” This architectural overview explains how to orchestrate containerized workloads on non-Linux platforms (macOS/Windows) using Podman remote clients. By establishing secure SSH channels to a backend Linux VM, this setup preserves Podman's trademark rootless, daemonless execution model. It eliminates local daemon management overhead while keeping host systems clean and isolated.
-#### Rootless Operations
-
-  - **(2022)** [opensource.com: Run containers on Linux without sudo in Podman](https://opensource.com/article/22/1/run-containers-without-sudo-podman) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” A deep-dive on configuring host security rules to execute container networks without utilizing `sudo` privileges under Podman. It details how user namespace mappings isolate processes, ensuring that even if a container is compromised, host-level administrative access remains secure.
-  - **(2020)** [developers.redhat.com: Rootless containers with Podman: The basics](https://developers.redhat.com/blog/2020/09/25/rootless-containers-with-podman-the-basics) [SHELL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This technical manual explores the implementation of rootless container technology within Podman, focusing on User Namespaces (userns) and mappings in `/etc/subuid` and `/etc/subgid`. It explains how running containers without root privileges mitigates container-breakout vulnerability risks. This architecture provides high security profiles across multi-tenant development workloads without sacrificing essential execution namespaces.
 #### Secret Management
 
   - **(2021)** [redhat.com: Exploring the new Podman secret command 🌟](https://www.redhat.com/en/blog/new-podman-secrets-command) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” An in-depth look at the `podman secret` command subsystem, which manages sensitive credentials securely on the local host keyring rather than hardcoding them in images. This pattern brings Kubernetes-style secret mounting to systemd and standalone container workloads, preventing credentials leakage in microservice environments.
-#### Security and Permissions
-
-  - **(2022)** [How to use the --privileged flag with container engines](https://www.redhat.com/en/blog/privileged-flag-container-engines) [SHELL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An in-depth security analysis detailing the architectural risks of running container engines with the `--privileged` flag. This guide explains how this flag bypasses Linux namespace protections and SELinux enforcement, and outlines secure configuration alternatives for hardware access.
-#### Windows WSL2 Integration
-
-  - **(2021)** [wbhegedus.me: Configuring Podman for WSL2 🌟](https://wbhegedus.me/running-podman-on-wsl2) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” A technical walkthrough detailing the configuration of rootless Podman within Windows Subsystem for Linux (WSL2) without reliance on proprietary wrapper interfaces. This setup walks through systemd activation inside WSL2, setting up UID mappings, and managing remote API endpoints for a lightweight development workstation.
-  - **(2021)** [opensource.com: Get podman up and running on Windows using Linux](https://opensource.com/article/21/10/podman-windows-wsl) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” A detailed manual on installing and running Podman inside a manual WSL2 Linux distribution on Windows. This approach provides a customizable developer environment, walking through network bridging, storage optimizations, and subUID file mapping configurations.
-#### macOS Integration
-
-  - **(2022)** [redhat.com: How to replace Docker with Podman on a Mac, revisited](https://www.redhat.com/en/blog/replace-docker-podman-mac-revisited) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” An updated architectural guide on replacing Docker Desktop with Podman on macOS. This revision covers modern updates to Podman Machine, performance-tuned mounting solutions, and port-forwarding schemes that simplify the developer experience on Apple Silicon.
-  - **(2021)** [redhat.com: How to replace Docker with Podman on a Mac](https://www.redhat.com/en/blog/replace-docker-podman-macos) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” An installation guide detailing how to replace Docker Desktop on macOS using the native Podman Machine subsystem, which utilizes a Fedora-based CoreOS VM in QEMU. It outlines rootless volume sharing, port-forwarding setups, and local terminal alias configuration, achieving low-overhead development environments on Mac hardware.
 ### Container Tooling
 
 #### Compose Comparison
 
   - **(2021)** [crunchtools.com: Should I Use Docker Compose Or Podman Compose With Podman?](https://crunchtools.com/should-i-use-docker-compose-or-podman-compose-with-podman) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” This architectural comparison contrasts the usage of Podman Compose with Docker Compose running on Podman's virtualized API socket. The synthesis recommends leveraging the Docker-compatible socket configuration in enterprise environments for high-fidelity compatibility with complex multi-container definitions.
-#### Decompiled Engines
-
-  - **(2022)** [dev.to: Containers without Docker (podman, buildah, and skopeo)](https://dev.to/cedricclyburn/containers-without-docker-podman-buildah-and-skopeo-1eal) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” An analysis of the modular container ecosystem, detailing how monolithic Docker tasks are decomposed into specialized, unprivileged utilities: Podman for execution, Buildah for image creation, and Skopeo for registry transfer. This architecture optimizes security and performance in enterprise environments.
 #### Docker Compose Compatibility
 
   - **(2021)** [redhat.com: Using Podman and Docker Compose](https://www.redhat.com/en/blog/podman-docker-compose) [YAML CONTENT]  [LEGACY] β€” This technical brief details the integration of Podman with Docker Compose via the virtualization of a Docker-compatible UNIX socket (`podman.sock`). By enabling this systemd-managed service, developers can execute legacy multi-container environments defined in Docker Compose files without modification, shifting the workload under Podman's daemonless, secure execution model.
   - **(2021)** [youtube: Podman 3 and Docker Compose - How Does the Dockerless Compose Work? 🌟](https://www.youtube.com/watch?v=15PFfjuxtvM&ab_channel=mkdev) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” This video tutorial covers the REST API capabilities introduced in Podman 3 and its virtualized Docker-compatible socket. It provides step-by-step demonstrations running unmodified Docker Compose setups under Podman, illustrating the underlying socket mapping mechanics that enable seamless developer workflows.
   - **(2021)** [fedoramagazine.org: Use Docker Compose with Podman to Orchestrate Containers on Fedora Linux](https://fedoramagazine.org/use-docker-compose-with-podman-to-orchestrate-containers-on-fedora) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” An implementation manual focused on configuring Docker Compose pipelines to run on Fedora Linux workstations utilizing Podman's unprivileged user sockets. It explains how to bypass typical daemon-related attack vectors while maintaining high-fidelity support for standard multi-service YAML specs.
-#### Image Distribution
-
-  - **(2020)** [tecmint.com: How to Manage Containers Using Podman and Skopeo in RHEL 8](https://www.tecmint.com/manage-containers-using-podman-in-rhel) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” This guide outlines container management workflows in RHEL environments using Podman for execution alongside Skopeo for remote image inspection and registry manipulation. Skopeo's design enables pipelines to inspect remote container layers and copy images directly between registries without local pulling or local daemon storage overhead. This approach optimizes CI/CD pipeline storage and network efficiency.
-#### Local Registries
-
-  - **(2021)** [thenewstack.io: Tutorial: Host a Local Podman Image Registry 🌟](https://thenewstack.io/tutorial-host-a-local-podman-image-registry) [SHELL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An operations tutorial detailing how to host and secure a local container image registry on a Podman development node. This blueprint outlines container networking setups, systemd integration, and storage mounting strategies, facilitating offline local image building and rapid microservice prototyping loops.
-#### Observability
-
-  - **(2021)** [redhat.com: How to use Podman to get information about your containers](https://www.redhat.com/en/blog/container-information-podman) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” Provides techniques for extracting and parsing runtime telemetry data from Podman systems using structured queries and JSON outputs. It covers tools like `podman inspect` and `podman stats` to build local monitoring solutions for microservice containers.
 #### Podman Compose
 
   - **(2021)** [fedoramagazine.org: Manage containers with Podman Compose](https://fedoramagazine.org/manage-containers-with-podman-compose) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” This resource reviews the configuration of Podman Compose, a Python-based utility developed to interpret YAML schemas and execute local multi-container groupings. While it functions as a lightweight alternative, live grounding highlights that modern enterprise setups prefer native Docker Compose with `podman.sock` compatibility due to its deeper feature coverage.
@@ -206,16 +75,7 @@
 #### Auto-Updates and Rollbacks
 
   - **(2021)** [redhat.com: How to use auto-updates and rollbacks in Podman](https://www.redhat.com/en/blog/podman-auto-updates-rollbacks) [SHELL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores Podman's automated container lifecycle features designed for distributed edge environments. By coordinating with registry tags and systemd health checks, Podman triggers zero-touch image updates and automatic rollback workflows if service validation tests fail.
-### Graphical User Interfaces
-
-#### Podman Desktop
-
-  - **(2023)** [Podman Desktop](https://podman-desktop.io) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” The official product documentation for Podman Desktop, a premier enterprise-stable GUI dashboard designed to orchestrate local container runtimes and Kubernetes configurations. Key capabilities include visual multi-engine management, local cluster creation, and seamless extension integrations.
-  - **(2022)** [developers.redhat.com: Podman expands to the Desktop](https://developers.redhat.com/articles/2022/10/24/podman-expands-desktop)  [COMMUNITY-TOOL] β€” Introduces the official release of Podman Desktop, analyzing its architecture and how it simplifies unprivileged container management on Windows, macOS, and Linux. It covers packaging local engines and pod configuration tools.
-#### Podman Desktop Tools
-
-  - **(2021)** [iongion.github.io: Podman Desktop Companion 🌟](https://iongion.github.io/podman-desktop-companion) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Outlines an early community-driven Electron GUI companion built to manage Podman containers and networks visually. Live grounding notes that this community initiative has largely been succeeded by the official, enterprise-stable Podman Desktop application developed by Red Hat.
-### Image Distribution (1)
+### Image Distribution
 
 #### Ecosystem Registries
 
@@ -225,37 +85,18 @@
 #### Base Images
 
   - **(2023)** [iximiuz.com: In Pursuit of Better Container Images: Alpine, Distroless, Apko, Chisel, DockerSlim, oh my!](https://iximiuz.com/en/posts/containers-making-images-better) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep technical comparison of minimalist base image architectures (apko, Distroless, Chisel, DockerSlim) and their role in shrinking microservice attack surfaces. This guide walks through the trade-offs between packaging minimum system packages and compiling entirely distroless, binary-only configurations.
-  - **(2021)** [developers.redhat.com: How to pick the right container base image](https://developers.redhat.com/blog/2021/04/13/how-to-pick-the-right-container-base-image)  [COMMUNITY-TOOL] β€” Presents a decision matrix to help system architects choose the correct container base image. Evaluates security requirements, language dependencies, distribution sizes, and long-term support obligations across Alpine, Debian, and Red Hat UBI configurations.
 #### Red Hat UBI
 
   - **(2021)** [ubi-micro: RHEL tiny images to build containers 🌟](https://github.com/fatherlinux/ubi-micro) [SHELL CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” An open-source repository dedicated to UBI-Micro, Red Hat's smallest, zero-dependency base image layer designed for extreme attack surface minimization. It contains only essential package databases and relies on host-side tools like Buildah to inject necessary microservice binaries.
   - **(2019)** [Introducing the Red Hat Universal Base Image 🌟](https://www.redhat.com/en/blog/introducing-red-hat-universal-base-image)  [COMMUNITY-TOOL] β€” An overview introducing the Red Hat Universal Base Image (UBI), designed to provide enterprise RHEL security configurations without subscription constraints. UBI delivers a reliable foundation for packaging and distributing cloud-native microservices across multi-cloud environments.
-  - **(2019)** [What is Red Hat Universal Base Image?](https://developers.redhat.com/blog/2019/10/09/what-is-red-hat-universal-base-image)  [COMMUNITY-TOOL] β€” Deconstructs the design of Red Hat's Universal Base Image, explaining its lifecycle, support commitments, and open redistribution model. It outlines how UBI bridges the gap between secure RHEL package dependency requirements and standard public distribution channels.
-  - **(2019)** [RH Universal Base Image FAQ](https://developers.redhat.com/articles/ubi-faq)  [COMMUNITY-TOOL] β€” A comprehensive FAQ resource answering technical queries regarding Red Hat UBI redistribution rights, support channels, and package installation configurations. Explains differences between standard, minimal, and micro base layers to help developers choose the right runtime footprint.
 ### Image Synthesis
 
-#### BuildKit Integration
-
-  - **(2021)** [pythonspeed.com: Using Podman with BuildKit, the better Docker image builder 🌟](https://pythonspeed.com/articles/podman-buildkit) [SHELL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An advanced technical guide exploring how to configure rootless Podman to work with BuildKit, the high-performance image compiler. This configuration combines BuildKit's aggressive layer caching and multi-stage build speed optimizations with Podman's secure, unprivileged execution profile for modern container pipelines.
 #### Builder Comparison
 
   - **(2020)** [itnext.io: Docker, Kaniko, Buildah](https://itnext.io/docker-kaniko-buildah-209abdde5f94) [SHELL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Compares Docker, Kaniko, and Buildah for image compilation in modern CI/CD setups. It highlights Buildah's capability to compile OCI images without a daemon or complex kernel privileges, making it the premier choice for Kubernetes-native build steps.
 #### Language-Specific Builders
 
   - **(2022)** [blog.kubesimplify.com: Getting started with ko: A fast container image builder for your Go applications](https://blog.kubesimplify.com/getting-started-with-ko-a-fast-container-image-builder-for-your-go-applications) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Evaluates `ko`, an open-source image synthesis compiler built to package Go applications without requiring Docker or a local daemon. By compiling and pushing binaries directly to registries, it simplifies Go-based microservice shipping with built-in Software Bill of Materials (SBOM) generation.
-### Industry Context
-
-#### Technical Discussions
-
-  - **(2021)** [kubernetespodcast.com: Podman, with Daniel Walsh and Brent Baude](https://kubernetespodcast.com/episode/164-podman)  [COMMUNITY-TOOL] β€” An interview featuring Podman's core creators, Daniel Walsh and Brent Baude, discussing the development of daemonless container engines. They detail the platform's architectural evolution, integration with local desktop managers, and its role as a secure foundation for Kubernetes microservices deployment.
-### Infrastructure as Code
-
-#### Ansible Automation
-
-  - **(2021)** [redhat.com: How to automate Podman installation and deployment using Ansible 🌟](https://www.redhat.com/en/blog/automate-podman-ansible) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explains how to automate enterprise deployment of rootless Podman runtimes using Ansible playbooks and certified system roles. This setup streamlines the automated rollout of subUID mappings, customized registry structures, and storage configurations across highly distributed hybrid-cloud environments.
-#### Shell Scripting
-
-  - **(2021)** [redhat.com: Create fast, easy, and repeatable containers with Podman and shell scripts](https://www.redhat.com/en/blog/create-containers-podman-quickly) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” Demonstrates writing reproducible, automated container management pipelines using lightweight shell scripts coupled with Podman's CLI. It covers passing dynamic configurations, parsing telemetry data, and setting up automated cleanup tasks in resource-constrained environments.
 ### Kubernetes Integration (1)
 
 #### Declarative Pods
@@ -269,104 +110,21 @@
 #### Quadlet Integration
 
   - **(2023)** [redhat.com/sysadmin/quadlet-podman](https://www.redhat.com/en/blog/quadlet-podman) [INI CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An in-depth review of Quadlet, a tool built into Podman that integrates container management with systemd. Quadlet reads declarative configuration files to dynamically synthesize optimized systemd service definitions, resolving complex container network and dependency issues automatically.
-#### Systemd Integration
-
-  - **(2021)** [tutorialworks.com: How to Start Containers Automatically, with Podman and Systemd](https://www.tutorialworks.com/podman-systemd) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” A deep dive into container auto-start architectures utilizing systemd unit files synthesized via `podman generate systemd`. This approach leverages native Linux init systems for container lifecycle orchestration, service restart policies, dependency tracking, and journald telemetry without requiring daemon overhead.
-## Container Runtime
-
-### Core Infrastructure
-
-#### Execution Engines
-
-  - **(2026)** [==containerd - An open and reliable container runtime==](https://github.com/containerd/containerd) ⭐ 20835  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” containerd is an industry-standard container runtime designed to be embedded into larger systems like Kubernetes. Following the deprecation of Docker's native runtime engine in Kubernetes, containerd has emerged as the de facto execution engine for production-grade orchestrators.
 ## Containerization
 
 ### Container Engines (1)
 
-#### Daemonless Execution
-
-  - **(2018)** [==Libpod: Library and tool for running OCI-based containers in Pods==](https://github.com/containers/podman) ⭐ 31763  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The core engine library underlying Podman, enabling programmatic creation and lifecycle management of OCI-compliant containers and Pods. Libpod brings native Kubernetes-style multi-container 'Pod' groupings to local local environments without requiring a background orchestration API.
-  - **(2021)** [youtube: Getting started with Podman](https://www.youtube.com/watch?v=Za36qHbrf3g) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A developer-oriented video walkthrough detailing installation, basic image handling, and container deployment using Podman. Explains core concepts of local rootless container security and basic networking models for developers transitioning from monolithic engine setups.
-  - **(2020)** [podmain.io: Announcing Podman v2](https://podman.io/blogs/2020/06/29/podman-v2-announce.html) [NONE CONTENT]  [COMMUNITY-TOOL] β€” The release announcement detailing Podman v2's updated architecture, notably the introduction of a new structured REST API. This release allows remote management of containers from macOS or Windows machines, bridging compatibility barriers to match modern hybrid-development requirements.
-  - **(2019)** [developers.redhat.com: Podman and Buildah for Docker users 🌟](https://developers.redhat.com/blog/2019/02/21/podman-and-buildah-for-docker-users) [NONE CONTENT]  [LEGACY] β€” A practical handbook for developers transitionining from legacy Docker tooling to the modern Podman/Buildah stack. It walks through command mapping, registry authentications, building minimal rootless images, and deploying local Kubernetes-style multi-container YAML manifests.
-  - **(2018)** [Intro to Podman](https://developers.redhat.com/blog/2018/08/29/intro-to-podman) [NONE CONTENT]  [COMMUNITY-TOOL] β€” An introductory engineering guide presenting Podman's design philosophies. It outlines the core mechanics of running daemonless containers, using standard alias configs to replace traditional docker systems, and managing container storage within unprivileged user directories.
 #### Strategy and Standards
 
   - **(2019)** [Why Red Hat is investing in CRI-O and Podman](https://www.redhat.com/en/blog/why-red-hat-investing-cri-o-and-podman) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A strategic analysis detailing Red Hat's engineering shift from Docker to CRI-O and Podman. It explores the security advantages of rootless architectures, the reduction of single-point-of-failure daemons, and the architectural benefits of aligning runtimes strictly to Kubernetes-compatible CRI specifications.
-### Fundamentals
-
-#### Best Practices
-
-  - **(2022)** [thenewstack.io: Container Best Practices: What They Are and Why You Should Care](https://thenewstack.io/containers/container-best-practices-what-they-are-and-why-you-should-care) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive catalog of enterprise-level design guidelines for developing containerized workloads. It focuses on minimized base images, rootless execution models, multi-stage compilation patterns, environment variable isolation, and automated vulnerability scanning at the repository layer.
-#### Standards
-
-  - **(2015)** [OCI: Open Container Initiative](https://opencontainers.org) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The primary industry-governed specification standard for container formats and runtimes. By defining precise, cross-vendor standards for OCI Image Specifications and Runtime Specifications, it ensures complete runtime interoperability across diverse infrastructure orchestrators and container engines.
-#### Terminology
-
-  - **(2018)** [A Practical Introduction to Container Terminology](https://developers.redhat.com/blog/2018/02/22/container-terminology-practical-introduction) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A classic Red Hat reference guide clarifying container terms including namespaces, cgroups, images, registries, runtimes (OCI, CRI), and orchestration layers. It provides standard technical definitions required to construct, run, and manage container architectures without proprietary runtime locks.
-### Image Construction
-
-#### Security Practice
-
-  - **(2020)** [redhat.com: Be careful when pulling images by short name](https://www.redhat.com/en/blog/be-careful-when-pulling-images-short-name) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A critical security advisory highlighting the risks of short-name image pulling. It describes spoofing and poisoning vectors, explaining how to force container engines to use fully-qualified domain names (FQDN) to guarantee image provenance and registry safety.
 ### Runtimes
 
-#### Architectural Comparison
-
-  - **(2019)** [inovex.de: Welcome To The Container Jungle: Docker vs. containerd vs. Nabla vs. Kata vs. Firecracker and more! 🌟](https://www.inovex.de/de/blog/containers-docker-containerd-nabla-kata-firecracker) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An elite technical taxonomy comparing standard container runtimes (runc, containerd) against secure micro-VM and sandbox hypervisors (Kata, Firecracker, Nabla). It explains execution isolation boundaries, hypervisor overhead, and performance implications across edge, multi-tenant, and classic enterprise workloads.
 #### High-Level Engines
 
   - **(2017)** [containerd.io](https://containerd.io) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official home page and core design documentation for the containerd runtime engine. It details the modular runtime API architecture, gRPC interfaces, client-side abstractions, and storage drivers that enable major cloud providers and local workstations to run containers at massive scale.
-#### Hypervisor-based Runtimes
-
-  - **(2020)** [==Frakti==](https://github.com/kubernetes-retired/frakti) ⭐ 675  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” Critical Live Grounding: Built originally to support hypervisor-based Container Runtime Interfaces (CRI), Frakti has been officially retired and archived by the Kubernetes organization. Modern environments utilize container-native VM interfaces like Kata Containers or Firecracker integrated directly into containerd.
 #### Kubernetes Integration (2)
 
   - **(2024)** [Kubernetes.io: Container runtimes](https://kubernetes.io/docs/setup/production-environment/container-runtimes) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The official Kubernetes documentation detailing installation and integration patterns for CRI-compliant container runtimes. It provides step-by-step production setup configurations for containerd and CRI-O, detailing necessary kernel parameters, socket configurations, and systemd driver alignments.
-  - **(2017)** [cri-o.io](https://cri-o.io) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The official home of CRI-O, an optimized Container Runtime Interface (CRI) designed specifically and exclusively for Kubernetes. CRI-O avoids overhead by supporting only OCI-compliant runtimes, removing unnecessary client CLI abstractions to deliver minimum-footprint workload execution.
-#### Low-Level Engines
-
-  - **(2019)** [==crun==](https://github.com/containers/crun) ⭐ 3964  [C CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A high-performance, lightweight, and low-memory-footprint OCI runtime written completely in C. It serves as an ultra-fast alternative to Go-based runc, offering native support for advanced Linux features such as cgroups v2, user namespaces, and direct system call mapping.
-  - **(2017)** [==Conmon==](https://github.com/containers/conmon) ⭐ 481  [C CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An essential, daemonless container monitor written in C, used primarily by Podman and CRI-O. Conmon supervises container lifecycles, capturing standard output/error streams, tracking exit codes, and managing attachment sockets while maintaining a negligible host resource overhead.
-  - **(2015)** [==runc==](https://github.com/opencontainers/runc) ⭐ 13282  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The canonical, low-level container runtime engine built in compliance with the OCI specification. Originally contributed by Docker, runc directly spawns and runs containers on Linux by interfacing with namespaces, cgroups, and capabilities without relying on overhead daemons.
-#### Performance Optimization
-
-  - **(2022)** [scrivano.org: the journey to speed up running OCI containers](https://scrivano.org/posts/2022-10-21-the-journey-to-speed-up-oci-containers) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An exceptional technical post investigating performance optimization avenues for OCI containers. It explores the historical startup bottlenecks of container initialization and deep dives into storage drivers, container startup phases, and runtime improvements inside tools like crun.
-## Infrastructure
-
-### Containerization (1)
-
-#### Image Building
-
-  - **(2026)** [blog.alexellis.io: Building containers without Docker 🌟](https://blog.alexellis.io/building-containers-without-docker) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” Written by cloud-native expert Alex Ellis, this post explores build tools (such as BuildKit, Buildah, and Kaniko) that compile container images without relying on a local Docker daemon. It unpacks the benefits of using non-docker setups inside Kubernetes CI/CD runner environments, avoiding Docker-in-Docker (DinD) security compromises. It serves as an essential manual for modern cloud pipeline designs.
-#### Runtimes (1)
-
-  - **(2026)** [What is Podman and How Does it Compare to Docker?](https://build5nines.com/what-is-podman-and-how-does-it-compare-to-docker) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” An architectural comparison analyzing the structural differences between Docker and Podman. It highlights Podman's daemonless, rootless-by-default execution model and explains how this design reduces security attack vectors compared to Docker's centralized daemon. It also details Podman's native support for pod-like multi-container groupings, easing transitions toward Kubernetes.
-### Containers
-
-#### Image Building (1)
-
-  - **(2026)** [==github.com/containers/buildah==](https://github.com/containers/buildah) ⭐ 8795  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official GitHub repository for Buildah, containing the core Go source code for building daemonless OCI container images. Live Grounding confirms its active role as a standard engine within Kubernetes environments, particularly Red Hat OpenShift, allowing secure rootless image construction. It is highly valued for its ability to create scratch images containing only runtime-essential binaries, dramatically reducing final image attack surfaces.
-  - **(2021)** [developers.redhat.com: Getting started with Buildah](https://developers.redhat.com/blog/2021/01/11/getting-started-with-buildah) [N/A CONTENT]  [LEGACY] β€” A comprehensive Red Hat Developers guide detailing the architectural transition from Dockerfile-based workflows to Buildah commands. It provides deep insights into script-driven image creation, showing engineers how to build nested filesystems directly inside OCI containers. The guide is highly practical for migrating complex legacy enterprise builds into lightweight Kubernetes-native deployment artifacts.
-#### Image Management
-
-  - **(2026)** [==Skopeo==](https://github.com/containers/skopeo) ⭐ 10891  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Skopeo is an industry-standard command-line tool designed to perform operations on container images and image registries without requiring local container storage or engines. Architects leverage Skopeo to inspect remote manifest details, sign images, and sync packages directly between registries (e.g., from Docker Hub to ECR). Live Grounding confirms it as a vital utility in production CI/CD security scanning and compliance loops.
-  - **(2021)** [Promoting container images between registries with skopeo](https://www.redhat.com/en/blog/promoting-container-images-between-registries-with-skopeo) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An official Red Hat technical article showcasing optimal architectures for promoting container images between registries using Skopeo. It details operational patterns to eliminate the 'docker pull' and 'docker push' steps in secure multi-environment CI/CD deployment gates. This methodology significantly reduces deployment time and prevents disk space exhaustion in worker nodes.
-#### Migration
-
-  - **(2022)** [youtube: How to live without Docker for developers - Part 1 | Migration from Docker to Buildah and Podman](https://www.youtube.com/watch?app=desktop&v=Fl0iLoAMdzc&ab_channel=AndrewMalkov) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A video-based tutorial guiding developers through migration from Docker to Podman and Buildah, detailing how to live without a daemon. It contrasts performance profiles, daemon socket vulnerabilities, and tool-chain integrations. Highly recommended for system architects looking to secure local environments and standardize on OCI-compliant developer workflows.
-### Kernel
-
-#### Resource Allocation
-
-  - **(2021)** [Controlling Process Resources with Linux Control Groups (cgroups)](https://labs.iximiuz.com/tutorials/controlling-process-resources-with-cgroups) [C/BASH CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A system-level deep dive explaining Linux control groups (cgroups v1/v2). Demonstrates how Kubernetes translates resource limits/requests in YAML manifests to cgroup system boundaries, enforcing CPU and memory quotas.
-## Log Management and Diagnostics
-
-### Command Line Tools
-
-#### Terminal Interfaces
-
-  - **(2020)** [bul: Interactive TUI for Exploring Kubernetes Container Logs](https://github.com/ynqa/bul) ⭐ 16  [GO CONTENT] 🌟 [LEGACY] β€” An interactive Terminal User Interface (TUI) written in Go designed to query and stream local Kubernetes container logs. Live Grounding Note: Because development has remained inactive for years, it is considered legacy; modern engineers typically use tools like K9s or Stern in active production.
 ## Microservices
 
 ### Mocking and Testing
@@ -374,19 +132,9 @@
 #### Podman Compose Integration
 
   - **(2021)** [developers.redhat.com: Using Podman Compose with Microcks: A cloud-native API mocking and testing tool](https://developers.redhat.com/blog/2021/04/22/using-podman-compose-with-microcks-a-cloud-native-api-mocking-and-testing-tool) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Demonstrates executing Microcks, a cloud-native API mocking and testing tool, with Podman Compose in unprivileged host environments. This integration enables developers to simulate OpenAPI, gRPC, and AsyncAPI services locally without the overhead or security risks of managing a complex virtualized Docker daemon.
-## Platform
-
-### Container Engines (2)
-
-#### Daemonless Runtimes
-
-  - **(2026)** [==podman==](https://podman.io) [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Podman delivers a daemonless container engine framework for executing, managing, and building OCI containers. Rootless orchestration patterns are native to Podman, allowing seamless integration with Linux systemd configurations.
-### Container Security
-
-#### OCI Builders
-
-  - **(2026)** [==buildah==](https://buildah.io) [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Buildah specializes in crafting OCI-compliant container images without requiring a background container daemon. It enables fine-grained Layer management, dramatically reducing the security footprint of target images by keeping build tools outside the final layers.
 
 ---
-πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Kubernetes Client Libraries](./kubernetes-client-libraries.md)
+πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Serverless](./serverless.md) | [Kubectl Commands](./kubectl-commands.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/crunchydata.md b/v2-docs/crunchydata.md
index b7e60e1e..91f56704 100644
--- a/v2-docs/crunchydata.md
+++ b/v2-docs/crunchydata.md
@@ -8,197 +8,38 @@
 
 ## Table of Contents
 
-1. [Application Development](#application-development)
-  - [Python](#python)
-    - [Object-Relational Mapping](#object-relational-mapping)
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [Cloud Native](#cloud-native)
-  - [GKE](#gke)
-    - [PostgreSQL Operator](#postgresql-operator)
-  - [Kubernetes Operators](#kubernetes-operators)
-    - [Legacy Operators](#legacy-operators)
-    - [Multi-Tenancy](#multi-tenancy)
-    - [PostgreSQL Operator](#postgresql-operator-1)
-    - [PostgreSQL Scaling](#postgresql-scaling)
-  - [Kubernetes Storage](#kubernetes-storage)
-    - [Rook Ceph](#rook-ceph)
-  - [OpenShift](#openshift)
-    - [High Availability](#high-availability)
-    - [Operator Lifecycle Manager](#operator-lifecycle-manager)
-    - [PostgreSQL Operator](#postgresql-operator-2)
-  - [PostgreSQL](#postgresql)
-    - [Backup and Recovery](#backup-and-recovery)
-    - [Container Images](#container-images)
-    - [High Availability](#high-availability-1)
-    - [Kubernetes Deployment](#kubernetes-deployment)
-    - [Scalability](#scalability)
-1. [Container Orchestration](#container-orchestration)
-  - [Docker Swarm](#docker-swarm)
-    - [PostgreSQL Deployment](#postgresql-deployment)
 1. [Data Infrastructure](#data-infrastructure)
-  - [Bare Metal Provisioning](#bare-metal-provisioning)
-    - [Kubernetes Installation](#kubernetes-installation)
   - [Database Operators](#database-operators)
-    - [PostgreSQL](#postgresql-1)
-      - [Backup and Recovery](#backup-and-recovery-1)
+    - [PostgreSQL](#postgresql)
       - [Connection Pooling](#connection-pooling)
-      - [Database Administration](#database-administration)
       - [Developer Experience](#developer-experience)
       - [GitOps Implementation](#gitops-implementation)
-      - [High Availability](#high-availability-2)
-      - [Installation](#installation)
+      - [High Availability](#high-availability)
       - [Multi-Cluster](#multi-cluster)
       - [Packaging and CD](#packaging-and-cd)
       - [Performance Tuning](#performance-tuning)
       - [Platform Integration](#platform-integration)
-      - [Release Highlights](#release-highlights)
       - [Scheduling and Affinity](#scheduling-and-affinity)
       - [Security](#security)
-      - [Source Code](#source-code)
-      - [Storage Management](#storage-management)
-  - [Developer Ecosystem](#developer-ecosystem)
-    - [Reference Portals](#reference-portals)
-1. [Database](#database)
-  - [PostgreSQL](#postgresql-2)
-    - [Data Ingestion](#data-ingestion)
-    - [Data Replication](#data-replication)
-    - [Database Administration](#database-administration-1)
-    - [Developer Tutorials](#developer-tutorials)
-    - [Enterprise Solutions](#enterprise-solutions)
-    - [High Availability](#high-availability-3)
-    - [Open Source Repositories](#open-source-repositories)
-    - [Performance Tuning](#performance-tuning-1)
-1. [Database Migration](#database-migration)
-  - [Oracle to Postgres](#oracle-to-postgres)
-    - [Data Architecture](#data-architecture)
-    - [Migration Tools](#migration-tools)
-1. [Observability](#observability)
-  - [PostgreSQL](#postgresql-3)
-    - [Database Monitoring](#database-monitoring)
-    - [Long-Term Storage](#long-term-storage)
-1. [Platform Security](#platform-security)
-  - [Access Control](#access-control)
-    - [Service Accounts](#service-accounts)
 
-## Application Development
-
-### Python
-
-#### Object-Relational Mapping
-
-  - **(2021)** [info.crunchydata.com: Composite Primary Keys, PostgreSQL and Django](https://www.crunchydata.com/blog/composite-primary-keys-postgresql-and-django) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Addresses the implementation limits of compound primary keys within Django ORM integration when using PostgreSQL. Explains mapping workarounds, schema-migration patterns, and clean architecture solutions.
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [dzone: PostgreSQL HA and Kubernetes](https://dzone.com/articles/postgresql-ha-and-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: PostgreSQL HA and Kubernetes in the Kubernetes Tools ecosystem.
-  - [ref1](https://docs.openshift.com/container-platform/4.1/authentication/using-service-accounts-in-applications.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ref1 in the Kubernetes Tools ecosystem.
-  - [ref1](https://docs.openshift.com/container-platform/3.6/admin_guide/manage_scc.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ref1 in the Kubernetes Tools ecosystem.
-  - [ref1](https://access.crunchydata.com/documentation/postgres-operator/latest/operatorcli/pgo-overview)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ref1 in the Kubernetes Tools ecosystem.
-  - [ref3](https://dzone.com/articles/understanding-openshift-security-context-constrain)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ref3 in the Kubernetes Tools ecosystem.
-## Cloud Native
-
-### GKE
-
-#### PostgreSQL Operator
-
-  - **(2020)** [info.crunchydata.com: Deploying the PostgreSQL Operator on GKE](https://www.crunchydata.com/blog/install-postgres-operator-kubernetes-on-gke-ansible) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Teaches the deployment process of the Crunchy PostgreSQL Operator onto Google Kubernetes Engine (GKE) clusters using automated Ansible playbooks. Details storage class mappings and GKE-specific identity policies.
-### Kubernetes Operators
-
-#### Legacy Operators
-
-  - **(2018)** [Youtube: Crunchy PostgreSQL Operator for Kubernetes 3.4 Overview (2018)](https://www.youtube.com/watch?v=gaXlrlz7GVc) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Demonstration video analyzing Crunchy PostgreSQL Operator version 3.4 patterns. Focuses on dynamic scale-out configurations, primary-replica promotion mechanics, and native command-line interface (pgo CLI) structures.
-  - **(2017)** [Youtube: Demo of Crunchy Data Postgres Operator v1.0.0 (2017)](https://www.youtube.com/watch?v=HX10WWTRiTY) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A historical video demonstration of the first public iteration (v1.0.0) of the Crunchy PostgreSQL Operator. Illustrates raw container deployments and early persistent volume claim configurations under primitive Kubernetes schemas.
-#### Multi-Tenancy
-
-  - **(2020)** [thenewstack.io: Advanced Kubernetes Namespace Management with the PostgreSQL Operator 🌟](https://thenewstack.io/advanced-kubernetes-namespace-management-with-the-postgresql-operator) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Analyses advanced namespace orchestration patterns utilizing the Crunchy PostgreSQL Operator. Walks through configuring security boundaries and multi-tenant isolation policies across multiple database instances.
-#### PostgreSQL Operator (1)
-
-  - **(2020)** [info.crunchydata.com: Crunchy PostgreSQL for Kubernetes 4.3 Released](https://www.crunchydata.com/news/crunchy-postgresql-for-kuberenetes-4.3) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Release analysis profiling Crunchy PostgreSQL Operator v4.3. Highlights enhancements such as automated multi-namespace support, security context constraints, and integrated pgAdmin deployment patterns.
-  - **(2020)** [postgresql.org: Crunchy PostgreSQL Operator 4.5: Enhanced Monitoring, Custom Annotations, PostgreSQL 13 🌟](https://www.postgresql.org/about/news/crunchy-postgresql-operator-45-enhanced-monitoring-custom-annotations-postgresql-13-2086) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Community release documentation of Crunchy PostgreSQL Operator v4.5. Focuses on support configurations for PostgreSQL 13, pod custom annotations, and major Prometheus exporter stack upgrades.
-  - **(2019)** [crunchydata blog: What's New in Crunchy PostgreSQL Operator 4.0](https://www.crunchydata.com/blog/crunchy-postgres-kubernetes-operator-4.0) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Archival post announcing the release of Crunchy PostgreSQL Operator v4.0. Highlights early custom resource design paradigms, scaling improvements, and the transition of core tasks toward Patroni and pgBackRest systems.
-#### PostgreSQL Scaling
-
-  - **(2019)** [opensource.com: Scaling PostgreSQL with Kubernetes Operators 🌟](https://opensource.com/article/19/2/scaling-postgresql-kubernetes-operators) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Explores the technical theory of the Kubernetes Operator pattern applied to database state management. Illustrates how operators capture advanced human tasks like database scaling, backups, and minor migrations.
-### Kubernetes Storage
-
-#### Rook Ceph
-
-  - **(2021)** [info.crunchydata.com: Using the PostgreSQL Operator with Rook Ceph Storage](https://www.crunchydata.com/blog/crunchy-postgresql-operator-with-rook-ceph-storage) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Architectural integration review detailing the implementation of Rook Ceph storage solutions to back Crunchy PostgreSQL Operator deployments. Analyzes performance characteristics, scale configurations, and replication safety parameters.
-### OpenShift
-
-#### High Availability
-
-  - **(2020)** [youtube: OCB: High Availability PostgreSQL and more on OpenShift - Jonathan Katz (Crunchy Data) 🌟](https://www.youtube.com/watch?v=9jbR9lZuSU0) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Video presentation exploring the deployment of enterprise-grade, highly-available PostgreSQL patterns on OpenShift using Patroni. Analyzes storage profiles, automated routing, and backup schedules.
-#### Operator Lifecycle Manager
-
-  - **(2019)** [Youtube: OpenShift Meetup Tokyo #05 - Operator and Operator Lifecycle Manager on OpenShift (2019, openshift 4.1)](https://www.youtube.com/watch?v=X4vuktlK0Tg) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Technical deep dive from a Tokyo meetup illustrating deployment workflows with Operator Lifecycle Manager (OLM) on OpenShift 4.1. Describes package manifest curation and cross-namespace operator scheduling controls.
-#### PostgreSQL Operator (2)
-
-  - **(2020)** [info.crunchydata.com: Getting Started with PostgreSQL Operator 4.3 in OpenShift](https://www.crunchydata.com/blog/getting-started-with-postgresql-operator-4.3-in-openshift) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” An identical operational reference detailing step-by-step procedures to provision PostgreSQL Operator 4.3 instances inside secure, multi-tenant OpenShift execution clusters.
-### PostgreSQL
-
-#### Backup and Recovery
-
-  - **(2021)** [info.crunchydata.com: pgBackRest - Performing Backups on a Standby Cluster](https://www.crunchydata.com/blog/pgbackrest-performing-backups-on-a-standby-cluster) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An optimization manual guiding configuration patterns to run resource-heavy pgBackRest backup jobs directly from standby replicas, minimizing performance degradation on primary database targets.
-  - **(2020)** [info.crunchydata.com: Scheduled PostgreSQL Backups and Retention Policies with Kubernetes](https://www.crunchydata.com/blog/schedule-postgresql-backups-and-retention-with-kubernetes) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Details declarative backup execution schemas and Point-in-Time Recovery (PITR) configurations using pgBackRest within the operator framework. Highlights bucket retention controls and storage backup tier optimizations.
-#### Container Images
-
-  - **(2026)** [Documentation: Crunchy Data Container Suite 🌟](https://access.crunchydata.com/documentation/crunchy-postgres-containers/latest) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Highly detailed documentation defining construction parameters for Crunchy Data's hardened database container images. Covers security boundaries, pgBackRest, Patroni integrations, and environment variable configuration sets.
-#### High Availability (1)
-
-  - **(2021)** [info.crunchydata.com: Deploy High-Availability PostgreSQL Clusters on Kubernetes by Example](https://www.crunchydata.com/blog/deploy-high-availability-postgresql-on-kubernetes) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A complete operational blueprint detailing high-availability PostgreSQL configurations. Uses Patroni and distributed consensus backends to prevent split-brain issues, orchestrate automated failover scenarios, and manage virtual IPs.
-#### Kubernetes Deployment
-
-  - **(2018)** [slideshare.net: Deploying PostgreSQL on Kubernetes](https://www.slideshare.net/vyruss000/deploying-postgresql-on-kubernetes) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A historical presentation reviewing early-generation deployment techniques of running stateful PostgreSQL relational databases within dynamic, ephemeral Kubernetes pods, noting historical volume storage limits and lifecycle challenges.
-#### Scalability
-
-  - **(2019)** [slideshare.net: Operating PostgreSQL at Scale with Kubernetes](https://www.slideshare.net/jkatz05/operating-postgresql-at-scale-with-kubernetes-137132067) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Historical presentation analyzing architecture strategies for scale-out database layouts on Kubernetes clusters. Reviews connection pool limits, write scale patterns, read-replica mechanics, and early volume-resize strategies.
-## Container Orchestration
-
-### Docker Swarm
-
-#### PostgreSQL Deployment
-
-  - **(2019)** [info.crunchydata.com: An Easy Recipe for Creating a PostgreSQL Cluster with Docker Swarm](https://www.crunchydata.com/blog/an-easy-recipe-for-creating-a-postgresql-cluster-with-docker-swarm) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Historical tutorial outlining containerized high-availability PostgreSQL configurations using Docker Swarm. Covers Swarm Secrets, internal routing, and environment setup paradigms.
 ## Data Infrastructure
 
-### Bare Metal Provisioning
-
-#### Kubernetes Installation
-
-  - **(2021)** [blog.crunchydata.com: Kubernetes + Postgres Cluster From Scratch on Rocky 8](https://www.crunchydata.com/blog/kube-cluster-from-scratch-on-rocky-8) [SHELL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A duplicate guide mapping out Rocky Linux 8 operating system optimization, package registration, Kubeadm installation, and operator provisioning. It emphasizes disk partition strategies and container runtime configurations that ensure stable I/O performance (IOPS) required for heavy, production-grade stateful workloads.
 ### Database Operators
 
-#### PostgreSQL (1)
+#### PostgreSQL
 
-##### Backup and Recovery (1)
-
-  - **(2020)** [blog.crunchydata.com: Announcing Google Cloud Storage (GCS) Support for pgBackRest](https://www.crunchydata.com/blog/announcing-google-cloud-storage-gcs-support-for-pgbackrest) [GO CONTENT]  [COMMUNITY-TOOL] β€” Details the integration of Google Cloud Storage (GCS) as a native backup target for pgBackRest within the Postgres operator ecosystem. Extending storage targets beyond traditional AWS S3 endpoints enables resilient multi-cloud disaster recovery options. The architecture leverages high-throughput GCS API calls for reliable, low-overhead transaction log archiving.
-  - **(2020)** [blog.crunchydata.com: pgBackRest Point-In-Time Recovery Using Crunchy PostgreSQL Operator](https://www.crunchydata.com/blog/pgbackrest-point-in-time-recovery-using-crunchy-postgresql-operator) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Outlines point-in-time recovery (PITR) workflows using the integrated pgBackRest utility in Crunchy PostgreSQL Operator environments. Modern disaster recovery plans require precise WAL replay capabilities to minimize recovery point objectives (RPO). This guide explains how to define backup targets and restore parameters declaratively inside the operator CRD.
 ##### Connection Pooling
 
   - **(2021)** [blog.crunchydata.com: Your Guide to Connection Management in Postgres 🌟](https://www.crunchydata.com/blog/your-guide-to-connection-management-in-postgres) [GO CONTENT]  [COMMUNITY-TOOL] β€” Deep dive into connection management architectures, specifically focusing on PgBouncer configurations managed by PostgreSQL operators. Because microservice application scaling leads to volatile client connection counts, using an intermediate pooler prevents PostgreSQL server resource exhaustion. Incorporating poolers is a fundamental requirement to maintain query performance at scale.
-##### Database Administration
-
-  - **(2020)** [crunchy-pgadmin4](https://access.crunchydata.com/documentation/crunchy-postgres-containers/4.3.0/container-specifications/crunchy-pgadmin4) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Details container specification sheets for the crunchy-pgadmin4 image, including configuration variables and resource layouts. Historically, pgAdmin 4 was manually provisioned as a containerized sidecar or standalone service to provide database GUIs (Curator Insight). Current deployment strategies prefer integrated, operator-managed tooling and secure proxy pipelines.
-  - **(2020)** [pgAdmin 4](https://access.crunchydata.com/documentation/crunchy-postgres-containers/4.3.0/examples/administration/pgadmin4) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Outlines early configuration models and environment mappings for pgAdmin 4 instances running in Kubernetes clusters. This resource demonstrates how to configure volume mounts and ingress rules for user sessions. For modern enterprise production, automated telemetry models (Prometheus/Grafana) are prioritized over graphical administrative consoles.
 ##### Developer Experience
 
   - **(2021)** [blog.crunchydata.com: Announcing Postgres Container Apps: Easy Deploy Postgres Apps](https://www.crunchydata.com/blog/announcing-postgres-container-apps-easy-deploy-postgres-apps) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Introduces Postgres Container Apps, a set of templated blueprints designed to simplify database-backed service deployments on Kubernetes. Standard database integrations often suffer from environmental schema synchronization and secret-mounting failures. These starter packs align service-to-database interfaces, improving local debugging and automated delivery pipelines.
 ##### GitOps Implementation
 
   - **(2021)** [info.crunchydata.com: Using GitOps to Self-Manage Postgres in Kubernetes 🌟](https://www.crunchydata.com/blog/gitops-postgres-kubernetes) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Integrates declarative GitOps workflows (e.g., ArgoCD/Flux) with the Crunchy Postgres Operator on Kubernetes. Contrasting early manual operator deployments (Curator Insight) with modern automated synchronization loops (Live Grounding), this architecture pattern establishes highly auditable, automated database provisioning. This ensures database configuration and storage states reconcile transparently with git-defined manifests.
-##### High Availability (2)
+##### High Availability
 
   - **(2021)** [blog.crunchydata.com: Active-Active PostgreSQL Federation on Kubernetes](https://www.crunchydata.com/blog/active-active-postgres-federation-on-kubernetes) [GO CONTENT] [ADVANCED LEVEL]  [EMERGING] β€” Investigates architectural techniques for implementing active-active PostgreSQL database federation on top of Kubernetes. While active-passive replication is the standard for high availability (Curator Insight), active-active multi-region federation delivers massive read/write scalability at the cost of complex conflict resolution (Live Grounding). This represents an emerging frontier for global cloud-native systems.
-##### Installation
-
-  - **(2020)** [The PostgreSQL Operator Installer with kubectl](https://access.crunchydata.com/documentation/postgres-operator/4.3.0/installation/postgres-operator) [SHELL CONTENT]  [LEGACY] β€” Documents installation paths for Crunchy PostgreSQL Operator v4.3.0, mapping Bash-based installations and Ansible playbooks. While highly detailed during early operator adoption (Curator Insight), these manual installation mechanisms and custom CLI commands have been deprecated in modern, helm-driven operator ecosystems (Live Grounding). It is retained only for historical system maintenance.
 ##### Multi-Cluster
 
   - **(2021)** [blog.crunchydata.com: Multi-Kubernetes Cluster PostgreSQL Deployments](https://www.crunchydata.com/blog/multi-kubernetes-cluster-postgresql-deployments) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores deploying PostgreSQL clusters that span across multiple independent Kubernetes control planes. By configuring cross-cluster network routes, this design establishes highly resilient disaster recovery sites capable of handling total region outages. Live production systems frequently pair this multi-cluster layout with Service Meshes to guarantee secure cross-site database replication.
@@ -212,11 +53,6 @@
 
   - **(2020)** [youtube: Install and use Crunchy PostgreSQLfor OpenShift operator for simple todo app on OpenShift 🌟](https://www.youtube.com/watch?v=9wuUXi6Qbis&ab_channel=MichaelBornholdtNielsen) [SHELL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A practical video guide detailing the deployment of the Crunchy PostgreSQL Operator on Red Hat OpenShift to power a simple containerized web application. This walkthrough illustrates basic operator setup and pod status validation through the console interface. While useful for rapid developer prototyping, production installations bypass manual UI clicks in favor of declarative GitOps workflows.
   - **(2019)** [Crunchy PostgreSQL and Openshift](https://www.redhat.com/en/blog/leveraging-the-crunchy-postgresql) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Evaluates running Crunchy PostgreSQL Operator inside Red Hat OpenShift, highlighting platform compatibility and enterprise support options. OpenShift's default strict security contexts require deep operator integration to prevent privilege escalation. This study demonstrates the deployment of highly secure, resilient database clusters in enterprise PaaS environments.
-##### Release Highlights
-
-  - **(2021)** [blog.crunchydata.com: Crunchy Postgres Operator 4.6.0 🌟](https://www.crunchydata.com/blog/crunchy-postgres-operator-4.6.0) [GO CONTENT]  [LEGACY] β€” Documents the historical release of Crunchy PostgreSQL Operator v4.6, highlighting improved multi-namespace support and security configurations. Although v4.6 was once touted as the baseline for production readiness (Curator Insight), current cloud-native architecture standards have pivoted entirely to the declarative v5.x operator branch (Live Grounding). It serves primarily as a migration guide for legacy footprints.
-  - **(2021)** [blog.crunchydata.com: Next Generation Crunchy Postgres for Kubernetes 5.0 Released](https://www.crunchydata.com/news/next-generation-crunchy-postgres-for-kubernetes-released) [GO CONTENT] [ADVANCED LEVEL]  [LEGACY] β€” Announces the major architecture redesign of Crunchy Postgres for Kubernetes v5.0, transitioning to a fully declarative reconciliation controller. Unlike legacy v4 versions that required external tools to drive state transitions (Curator Insight), v5 relies entirely on Kubernetes native API constructs to maintain database health (Live Grounding). It is currently the industry-standard version for production PostgreSQL operations.
-  - **(2021)** [blog.crunchydata.com: PostgreSQL 14 on Kubernetes (with examples!)](https://www.crunchydata.com/blog/postgresql-14-on-kubernetes) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Showcases deployment patterns and performance improvements of running PostgreSQL 14 in containerized environments. It highlights scale optimizations, nested JSON enhancements, and parallel query executions. Leveraging modern operators enables painless, declarative major version migrations of active production instances.
 ##### Scheduling and Affinity
 
   - **(2020)** [blog.crunchydata.com: Kubernetes Pod Tolerations and Postgres Deployment Strategies 🌟](https://www.crunchydata.com/blog/kubernetes-pod-tolerations-and-postgresql-deployment-strategies) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Analyzes Kubernetes scheduling rules, focusing on taints, tolerations, and anti-affinity parameters optimized for PostgreSQL. Placing databases on dedicated hardware isolated from transient application pods is crucial for preserving storage I/O throughput. This redundant guide reiterates the absolute necessity of strict node assignment strategies in production.
@@ -224,77 +60,9 @@
 
   - **(2021)** [blog.crunchydata.com: Deploy PostgreSQL With TLS in Kubernetes](https://www.crunchydata.com/blog/set-up-tls-for-postgresql-in-kubernetes) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Evaluates methods for implementing transport layer security (TLS) for PostgreSQL database streams in Kubernetes. Rather than relying on static, manually generated secrets (Curator Insight), live security standards mandate tight integration with Cert-Manager for dynamic, zero-downtime certificate rotation (Live Grounding). This pattern provides robust security compliance necessary for highly regulated microservice networks.
   - **(2021)** [blog.crunchydata.com: Using Cert Manager to Deploy TLS for Postgres on Kubernetes](https://www.crunchydata.com/blog/using-cert-manager-to-deploy-tls-for-postgres-on-kubernetes) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Details how to interface the cert-manager operator with Crunchy PostgreSQL deployments to automate TLS certificate lifecycles. Standardizing certificate issuance and automatic renewal eliminates risks of unexpected database communication outages. It represents a foundational best-practice for zero-trust microservice communications.
-##### Source Code
-
-  - **(2026)** [==github.com/CrunchyData/postgres-operator==](https://github.com/CrunchyData/postgres-operator) ⭐ 4421  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The main GitHub repository containing the source code for the Crunchy Postgres Operator. Written in Go, this industry-leading project automates the deployment, scaling, failover, backup, and security operations of PostgreSQL instances on Kubernetes. It is actively updated to support modern Kubernetes API standards and enterprise clustering patterns.
-##### Storage Management
-
-  - **(2021)** [blog.crunchydata.com: Can't Resize your Postgres Kubernetes Volume? No Problem!](https://www.crunchydata.com/blog/resize-postgres-kubernetes-volume-instance-sets) [YAML CONTENT] [ADVANCED LEVEL]  [LEGACY] β€” Provides architectural workarounds for resizing PostgreSQL storage volumes when utilizing storage backends that do not support dynamic online volume expansion. The guide explains replica-seeding migration techniques that transition primary database roles to new, larger storage instances without downtime. It is a critical operational guide for bare-metal or legacy virtualization footprints.
-### Developer Ecosystem
-
-#### Reference Portals
-
-  - **(2021)** [Announcing the Crunchy Data Developer Portal](https://www.crunchydata.com/blog/announcing-the-crunchy-data-developer-portal) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Announces the launch of Crunchy Data's Developer Portal, serving as an educational hub for running open-source relational databases in containerized ecosystems. It aggregates reference architectures, security practices, and deployment templates. This resource helps bridge the technical gap between software developers and database administrators.
-  - **(2021)** [Crunchy Data Developer Portal](https://www.crunchydata.com/developers) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Landing page of the Crunchy Data Developer Portal, providing direct access to technical documentation, integration guides, and training labs. Key modules focus on database scaling, backup retention policies, and high-availability configuration. It acts as a primary hands-on resource for teams transitioning database layers to Kubernetes.
-## Database
-
-### PostgreSQL (2)
-
-#### Data Ingestion
-
-  - **(2020)** [info.crunchydata.com: Fast CSV and JSON Ingestion in PostgreSQL with COPY](https://www.crunchydata.com/blog/fast-csv-and-json-ingestion-in-postgresql-with-copy) [SQL CONTENT]  [COMMUNITY-TOOL] β€” Examines ingestion optimizations comparing multi-row INSERT patterns against the PostgreSQL COPY command for large CSV and JSON datasets. Includes WAL-bypass guidelines and indexing constraints.
-#### Data Replication
-
-  - **(2020)** [info.crunchydata.com: Guard Against Transaction Loss with PostgreSQL Synchronous Replication](https://www.crunchydata.com/blog/synchronous-replication-in-the-postgresql-operator-for-kubernetes-guarding-against-transactions-loss) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores the technical trade-offs between asynchronous and synchronous replication profiles within PostgreSQL Kubernetes topologies. Analyzes WAL-level security limits, failover delays, and trade-offs regarding transaction write throughput.
-#### Database Administration (1)
-
-  - **(2020)** [info.crunchydata.com: Deploy pgAdmin4 with PostgreSQL on Kubernetes](https://www.crunchydata.com/blog/deploy-pgadmin4-with-postgresql-on-kubernetes) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Guides the deployment of pgAdmin4 web client panels alongside database clusters inside Kubernetes. Reviews network ingress definitions, volume mounts, and credential injection mechanics.
-  - **(2020)** [info.crunchydata.com: Quickly Document Your Postgres Database Using psql Meta-Commands](https://www.crunchydata.com/blog/d-meta) [SQL CONTENT]  [COMMUNITY-TOOL] β€” Interactive tutorial on the utilization of native psql meta-commands to rapidly trace schema layouts, inspect index sizes, and generate database structure documentation directly via CLI commands.
-#### Developer Tutorials
-
-  - **(2026)** [learn.crunchydata.com 🌟](https://www.crunchydata.com/developers/tutorials) [SQL CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Interactive educational portal offering structured developer exercises focused on core database engineering. Includes tasks on indexing optimizations, raw performance telemetry, and complex JSON data orchestration strategies in PostgreSQL.
-#### Enterprise Solutions
-
-  - **(2026)** [crunchydata.com](https://www.crunchydata.com) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Corporate entry point for Crunchy Data, a driving force behind enterprise-hardened, fully open-source PostgreSQL. Represents a suite of production support, compliance validation patterns, and cloud-native integration tools.
-#### High Availability (3)
-
-  - **(2021)** [info.crunchydata.com: Deploying Active-Active PostgreSQL on Kubernetes](https://www.crunchydata.com/blog/active-active-on-kubernetes) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A duplicate evaluation of geographic replication solutions. Contrasts synchronous replication networks with active-active topologies to design low-latency, resilient multi-region database backends.
-#### Open Source Repositories
-
-  - **(2026)** [github.com/CrunchyData](https://github.com/CrunchyData) [GO CONTENT]  [COMMUNITY-TOOL] β€” Central organization repository host for Crunchy Data open-source projects, serving as the development hub for the highly utilized Crunchy PostgreSQL Operator, monitoring dashboards, and hardened container configurations.
-#### Performance Tuning (1)
-
-  - **(2021)** [info.crunchydata.com: PostgreSQL Monitoring for Application Developers: The DBA Fundamentals](https://www.crunchydata.com/blog/postgresql-monitoring-for-application-developers-dba-stats) [SQL CONTENT]  [COMMUNITY-TOOL] β€” Bridges developer workflows with DBA database troubleshooting techniques. Teaches query bottlenecks analysis, lock tracing, and execution performance optimizations using pg_stat_activity and pg_stat_statements.
-  - **(2021)** [info.crunchydata.com: Tuning Your Postgres Database for High Write Loads](https://www.crunchydata.com/blog/tuning-your-postgres-database-for-high-write-loads) [SQL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Advanced tuning walkthrough optimizing engine parameters for write-intensive database profiles. Guides custom values configurations for shared_buffers, max_wal_size, and write-ahead log parameters.
-## Database Migration
-
-### Oracle to Postgres
-
-#### Data Architecture
-
-  - **(2020)** [info.crunchydata.com: Migrating from Oracle to PostgreSQL: Tips and Tricks](https://www.crunchydata.com/blog/migrating-from-oracle-to-postgresql-questions-and-considerations) [SQL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores schema migration assessments and planning parameters when shifting corporate workloads from Oracle to PostgreSQL. Compares PL/SQL compatibility concerns and procedural data processing workarounds.
-#### Migration Tools
-
-  - **(2021)** [info.crunchydata.com: Setup ora2pg for Oracle to Postgres Migration](https://www.crunchydata.com/blog/setup-ora2pg-for-oracle-to-postgres-migration) [PERL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Deep architectural setup guide for the open-source ora2pg utility. Teaches migration assessment score compilation, dynamic PL/SQL function translation, and automated data copy operations.
-## Observability
-
-### PostgreSQL (3)
-
-#### Database Monitoring
-
-  - **(2020)** [info.crunchydata.com: Monitoring PostgreSQL clusters in kubernetes](https://www.crunchydata.com/blog/monitoring-postgresql-clusters-in-kubernetes) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Details structural metric collection architectures for Kubernetes-hosted PostgreSQL. Describes the integration of specialized postgres_exporter containers to feed telemetry into Prometheus targets with visualized dashboard outputs.
-  - **(2020)** [info.crunchydata.com: How to Setup PostgreSQL Monitoring in Kubernetes](https://www.crunchydata.com/blog/setup-postgresql-monitoring-in-kubernetes) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Hands-on implementation guide for deploying a scalable monitoring architecture for PostgreSQL. Instructs on integrating postgres_exporter configurations, configuring Prometheus scrape pools, and importing Grafana analytics interfaces.
-#### Long-Term Storage
-
-  - **(2020)** [info.crunchydata.com: Introducing the Postgres Prometheus Adapter](https://www.crunchydata.com/blog/using-postgres-to-back-prometheus-for-your-postgresql-monitoring-1) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An introduction to using the Postgres Prometheus Adapter to store Prometheus time-series metrics. Covers performance metrics, schema structures, and remote-write configurations.
-## Platform Security
-
-### Access Control
-
-#### Service Accounts
-
-  - **(2019)** [ref1](https://www.redhat.com/en/blog/understanding-service-accounts-sccs) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explains OpenShift Service Accounts, Role-Based Access Control (RBAC), and Security Context Constraints (SCC). Understanding SCCs is vital when deploying complex operators that need custom security postures, such as stateful databases. This reference outlines how to grant specific system permissions safely, protecting multi-tenant clusters from security compromise.
 
 ---
-πŸ’‘ **Explore Related:** [Yaml](./yaml.md) | [Newsql](./newsql.md) | [NoSQL](./nosql.md)
+πŸ’‘ **Explore Related:** [Yaml](./yaml.md) | [Databases](./databases.md) | [NoSQL](./nosql.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Angular](./angular.md)
 
diff --git a/v2-docs/customer.md b/v2-docs/customer.md
index 795373ad..1f36ae0d 100644
--- a/v2-docs/customer.md
+++ b/v2-docs/customer.md
@@ -11,48 +11,17 @@
 1. [Cloud Platform](#cloud-platform)
   - [Bioinformatics](#bioinformatics)
     - [High-Performance Computing](#high-performance-computing)
-  - [DevOps and Automation](#devops-and-automation)
-    - [Continuous Integration](#continuous-integration)
-  - [Enterprise Solutions](#enterprise-solutions)
-    - [AI and Infrastructure](#ai-and-infrastructure)
   - [Healthcare Tech](#healthcare-tech)
     - [Medical Imaging Platforms](#medical-imaging-platforms)
-1. [Data Management](#data-management)
-  - [Bioinformatics](#bioinformatics-1)
-    - [AI Diagnostics](#ai-diagnostics)
-    - [Medical Imaging Platforms](#medical-imaging-platforms-1)
-  - [Healthcare Tech](#healthcare-tech-1)
-    - [AI Diagnostics](#ai-diagnostics-1)
-1. [Domain APIs](#domain-apis)
-  - [Automotive](#automotive)
-    - [Open Source Labs](#open-source-labs)
 1. [Infrastructure Orchestration](#infrastructure-orchestration)
   - [Cloud Security](#cloud-security)
     - [Runtime Security](#runtime-security)
-  - [Container Platforms](#container-platforms)
-    - [Kubernetes at Scale](#kubernetes-at-scale)
-  - [Edge Computing](#edge-computing)
-    - [GitOps Operations](#gitops-operations)
-  - [Open Source Software](#open-source-software)
-    - [Enterprise Portals](#enterprise-portals)
-1. [Kubernetes Tools](#kubernetes-tools)
-  - [General Reference](#general-reference)
 1. [Organizational Culture](#organizational-culture)
   - [Migration Journeys](#migration-journeys)
     - [BMW Group](#bmw-group)
 1. [System Architecture](#system-architecture)
-  - [Automotive Systems](#automotive-systems)
-    - [Software-Defined Vehicles](#software-defined-vehicles)
-  - [Data Management](#data-management-1)
-    - [Enterprise Migration](#enterprise-migration)
-  - [Industrial Engineering](#industrial-engineering)
-    - [Hardware Integration](#hardware-integration)
-    - [Quality Management](#quality-management)
   - [Messaging Systems](#messaging-systems)
     - [Event-Driven Microservices](#event-driven-microservices)
-  - [Open Source Software](#open-source-software-1)
-    - [Compliance and Logistics](#compliance-and-logistics)
-    - [Strategic Governance](#strategic-governance)
 
 ## Cloud Platform
 
@@ -61,48 +30,11 @@
 #### High-Performance Computing
 
   - **(2022)** [==aws.amazon.com: AstraZeneca’s Drug Design Program Built using AWS wins Innovation Award==](https://aws.amazon.com/blogs/industries/astrazenecas-drug-design-program-built-using-aws-wins-innovation-award) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [CASE STUDY] [DE FACTO STANDARD] β€” Analyzes AstraZeneca's cloud-native molecular drug design framework, which earned an AWS Innovation Award. The architecture leverages AWS high-performance computing (HPC) and serverless batch processing to run massive, parallel virtual screenings and machine learning models. This scalable platform drastically reduces the time needed to evaluate candidate compounds, showcasing cloud infrastructure as a force multiplier in pharmaceutical research.
-### DevOps and Automation
-
-#### Continuous Integration
-
-  - **(2023)** [**redhat.com: The Volkswagen Group builds automated testing environment**](https://www.redhat.com/en/success-stories/the-volkswagen-group) [ADVANCED LEVEL] 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” Explores Volkswagen Group's migration to an automated software-defined testing environment built on Red Hat OpenShift. This platform-based approach streamlines verification cycles for ECU software, accelerating vehicle-to-cloud development pipelines. By leveraging containerized testing nodes and Kubernetes orchestration, VW drastically reduced testing feedback loops while maintaining safety-critical compliance.
-### Enterprise Solutions
-
-#### AI and Infrastructure
-
-  - **(2024)** [**aws.amazon.com/blogs/industries: BMW Group Develops a GenAI Assistant to Accelerate Infrastructure Optimization on AWS**](https://aws.amazon.com/blogs/industries/bmw-group-develops-a-genai-assistant-to-accelerate-infrastructure-optimization-on-aws) [ADVANCED LEVEL] 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” This case study highlights BMW Group's deployment of a generative AI assistant on AWS designed to automate and optimize cloud infrastructure operations. By synthesizing telemetry data and AWS resource metrics, the assistant accelerates infrastructure diagnostics, reduces operational overhead, and drives cost-efficient resource provisioning. It demonstrates how LLMs can be integrated into enterprise cloud operations (AIOps) to simplify complex architectural decision-making.
 ### Healthcare Tech
 
 #### Medical Imaging Platforms
 
   - **(2023)** [**aws.amazon.com: Accelerating radiology imaging workflows with relevant clinical context on AWS**](https://aws.amazon.com/blogs/industries/accelerating-radiology-imaging-workflows-with-relevant-clinical-context-on-aws) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Focuses on accelerating radiology imaging workflows using serverless AWS services to contextualize clinical data. The architecture integrates Picture Archiving and Communication Systems (PACS) with Electronic Health Records (EHR) through serverless APIs and machine learning processing, delivering contextualized, real-time insights to radiologists. This reduces latency in diagnostics while maintaining compliance with HIPAA standards.
-## Data Management
-
-### Bioinformatics (1)
-
-#### AI Diagnostics
-
-  - **(2023)** [**nature.com: Quibim: empowering biopharma to turn images into actionable predictions using artificial intelligence**](https://www.nature.com/articles/d43747-023-00028-w) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Highlights Quibim's advanced quantitative imaging platform that transforms raw medical images into biomarker-driven predictive insights for biopharma. Utilizing convolutional neural networks and robust data-ingestion systems, Quibim standardizes clinical trial imaging datasets across various vendor formats. This enables biopharma researchers to track drug efficacy with high statistical precision, shortening drug discovery cycles.
-#### Medical Imaging Platforms (1)
-
-  - **(2024)** [**chaimeleon.eu**](https://chaimeleon.eu) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” CHAIMELEON is an EU-funded initiative aiming to establish a structured, secure repository of cancer bioimages to train AI algorithms. The system employs strict data anonymization, standardized DICOM processing pipelines, and federated cloud-edge storage networks to facilitate collaborative oncological research. It sets a benchmark for privacy-preserving, multi-national healthcare data sharing infrastructures.
-  - **(2023)** [**biobanking.com: Europe’s Leading Cancer Image Biobank (EUCAIM) Launched by Quibim and European Commission**](https://www.biobanking.com/europes-leading-cancer-image-biobank-eucaim-launched-by-quibim-and-european-commission) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Highlights the official launch of the European Cancer Image Infrastructure (EUCAIM), spearheaded by Quibim and the European Commission. Designed to store and host over tens of millions of cancer images, the platform employs a federated, decentralized architecture to safeguard patient privacy while enabling AI training models. This marks a massive leap forward in clinical multi-modal data consolidation across the European Union.
-  - **(2023)** [valenciaplaza.com: El IIS La Fe liderarΓ‘ la direcciΓ³n cientΓ­fica del Nodo Central del Atlas de ImΓ‘genes en CΓ‘ncer](https://valenciaplaza.com/iis-fe-liderara-direccion-cientifica-nodo-central-atlas-imagenes-cancer) [SPANISH CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Discusses the selection of IIS La Fe (Valencia) to lead the scientific coordination of the EUCAIM Central Node (European Cancer Image Infrastructure). The architecture features centralized governance coordinating with federated storage nodes to securely ingest, label, and disseminate oncological datasets. This node represents a milestone in federated, secure European clinical data platforms.
-### Healthcare Tech (1)
-
-#### AI Diagnostics (1)
-
-  - **(2024)** [==health.google: AI-enabled imaging and diagnostics previously thought impossible==](https://health.google/imaging-and-diagnostics) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Outlines Google Health's technical breakthroughs in AI-enabled diagnostic imaging, emphasizing deep learning models for diabetic retinopathy, lung screening, and oncology detection. Google’s infrastructure leverages specialized TPUs (Tensor Processing Units) to execute low-latency inferences directly at the point of care. It illustrates the clinical value of integrating automated computer-vision assistance directly into traditional clinical workstations.
-  - **(2023)** [**hms.harvard.edu: Does AI Help or Hurt Human Radiologists’ Performance? It Depends on the Doctor**](https://hms.harvard.edu/news/does-ai-help-or-hurt-human-radiologists-performance-depends-doctor) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Investigates the human-AI interface within radiology, detailing how AI assistance does not universally improve diagnostics but depends on the doctor's specific expertise and the system's operational design. This research underscores that AI tools should not be deployed as absolute diagnostic arbiters but as contextual assistants, highlighting the need for UI/UX integration that exposes model confidence and reasoning paths.
-  - **(2024)** [cronicaglobal.elespanol.com: Roberto Ardon (Incepto): "A la IA no se le pueden pedir imposibles"](https://cronicaglobal.elespanol.com/vida/20240604/roberto-ardon-incepto-ia-pueden-pedir-imposibles/860164103_0.html) [SPANISH CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An interview with Roberto Ardon, co-founder of Incepto Medical, framing the realistic capabilities and limitations of clinical AI deployment in European hospitals. Ardon discusses how AI should be engineered as a targeted productivity tool (e.g., reducing routine screening fatigue) rather than a replacement for human clinicians. It offers deep insights into market deployment, medical device certification, and data security hurdles.
-  - **(2023)** [imperialbiosciencereview.wordpress.com: Redefining diagnostics: the integration of machine learning in medical imaging](https://imperialbiosciencereview.wordpress.com/2023/05/26/redefining-diagnostics-the-integration-of-machine-learning-in-medical-imaging-2) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A comprehensive review of the algorithmic and pipeline mechanics behind machine learning integration in clinical imaging diagnostics. It covers key bottlenecks including image normalization, bounding-box annotations, model interpretability, and the challenge of adversarial attacks in clinical datasets. It serves as a great structural introduction to medical imaging ML architectures.
-## Domain APIs
-
-### Automotive
-
-#### Open Source Labs
-
-  - **(2026)** [BMW InnovationLab](https://github.com/BMW-InnovationLab) [VARIOUS CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” The GitHub organization hosting open-source tools, scripts, and algorithms developed by BMW's InnovationLab team. These projects focus on supply chain optimizations, computer vision algorithms, and robotic tooling modules.
 ## Infrastructure Orchestration
 
 ### Cloud Security
@@ -110,76 +42,26 @@
 #### Runtime Security
 
   - **(2022)** [==falco.org/about/case-studies/incepto-medical: Protect shared clusters for medical imaging==](https://falco.org/about/case-studies/incepto-medical) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [CASE STUDY] [DE FACTO STANDARD] β€” Shows how Incepto Medical leverages Falco to secure multi-tenant Kubernetes clusters processing highly-sensitive patient medical imaging. Falco detects anomalous runtime container activity, raw system calls, and unauthorized namespace access in real-time. This runtime instrumentation enables compliance with stringent medical data privacy regulations (e.g., GDPR, HIPAA) without introducing heavy performance overhead to GPU-intensive AI inference workloads.
-### Container Platforms
-
-#### Kubernetes at Scale
-
-  - **(2023)** [==infoworld.com: Why Mercedes-Benz runs on 900 Kubernetes clusters==](https://www.infoworld.com/article/2335723/why-mercedes-benz-runs-on-900-kubernetes-clusters.html) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Details the architectural rationale behind Mercedes-Benz's deployment of over 900 highly-segregated Kubernetes clusters globally. To balance multi-tenancy risk, blast radius mitigation, and compliance across geographical boundaries, the engineering team opted for a fleet management model using declarative GitOps pipelines. This scale illustrates the operational viability of running numerous, small, purpose-built clusters instead of giant, complex, shared multi-tenant systems.
-  - **(2023)** [==youtube: Keynote: 7 Years of Running Kubernetes for Mercedes-Benz - Jens Erat, Peter Mueller, Sabine Wolz==](https://www.youtube.com/watch?v=UmbjwSK9b3I) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A technical retrospective spanning seven years of operating Kubernetes clusters at Mercedes-Benz. The speakers share crucial architectural insights regarding cluster lifecycle automation, centralized telemetry, platform engineering organizational structures, and the evolution of their self-service developer platforms. It acts as an authoritative operational guide for deploying Kubernetes at enterprise scale.
-### Edge Computing
-
-#### GitOps Operations
-
-  - **(2023)** [==thenewstack.io: How Deutsche Telekom Manages Edge Infrastructure with GitOps==](https://thenewstack.io/how-deutsche-telekom-manages-edge-infrastructure-with-gitops) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Explores how Deutsche Telekom automates and manages thousands of highly-distributed edge infrastructure deployments using GitOps paradigms. By defining edge environments declaratively in Git and leveraging tools like Argo CD and Flux, they ensure consistency and zero-touch provisioning across heterogeneous telecom nodes. This architecture significantly minimizes manual field configurations and limits configuration drift.
-### Open Source Software
-
-#### Enterprise Portals
-
-  - **(2024)** [github.com/mercedes-benz](https://github.com/mercedes-benz) 🌟🌟🌟 [COMMUNITY-TOOL] β€” The official GitHub portal for Mercedes-Benz's open-source initiatives. It hosts various developer tools, utility libraries, and SDKs dedicated to automotive software, showing their commitment to transparent, community-driven development in modern vehicles. It serves as an archive and collaboration hub for internal components exposed to the open-source ecosystem.
-## Kubernetes Tools
-
-### General Reference
-
-  - [**BMW ConnectedDrive**:](https://www.bmw-connecteddrive.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering **BMW ConnectedDrive**: in the Kubernetes Tools ecosystem.
-  - [eleconomista.es: Giga Press, la colosal mΓ‘quina de Tesla que ha revolucionado' la fabricaciΓ³n de coches elΓ©ctricos](https://www.eleconomista.es/motor/noticias/12630740/01/24/giga-press-la-colosal-maquina-de-tesla-que-ha-revolucionado-la-fabricacion-de-coches-electricos.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering eleconomista.es: Giga Press, la colosal mΓ‘quina de Tesla que ha revolucionado' la fabricaciΓ³n de coches elΓ©ctricos in the Kubernetes Tools ecosystem.
-  - [Efficient Java in the cloud with Quarkus. Carrefour Spain’s test: Quarkus' vs. Spring Boot](https://horizons.carrefour.com/efficient-java-in-the-cloud-with-quarkus)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Efficient Java in the cloud with Quarkus. Carrefour Spain’s test: Quarkus' vs. Spring Boot in the Kubernetes Tools ecosystem.
-  - [healthitanalytics.com: AI for Medical Imaging Boosts Cancer Screenings with' Provider Aid](https://healthitanalytics.com/news/ai-for-medical-imaging-boosts-cancer-screenings-with-provider-aid)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering healthitanalytics.com: AI for Medical Imaging Boosts Cancer Screenings with' Provider Aid in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Standardizing infrastructure automation with Terraform Enterprise](https://www.hashicorp.com/resources/building-a-migration-factory-with-terraform-enterprise-at-axa-group)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Standardizing infrastructure automation with Terraform Enterprise in the Kubernetes Tools ecosystem.
 ## Organizational Culture
 
 ### Migration Journeys
 
 #### BMW Group
 
-  - **(2026)** [BMW IT-Zentrum](https://www.facebook.com/pages/BMW-IT-Zentrum/122968844423716) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight points to the corporate hub for BMW's extensive IT and software innovation efforts. Live Grounding highlights BMW's massive internal platform engineering evolution, using Kubernetes and cloud-native standards to manage connected car telemetry and smart-manufacturing software pipelines globally.
   - **(2021)** [linkedin.com/pulse: How BMW uses Redhat OpenShift?](https://www.linkedin.com/pulse/how-bmw-uses-redhat-openshift-bobby-singh) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight outlines the functional details of how BMW Group integrated Red Hat OpenShift to power their connected car ecosystem. Live Grounding verifies that OpenShift clusters serve as the backbones for real-time telemetry processing, enabling secure, low-latency API interactions with vehicles globally.
   - **(2020)** [Red Hat OpenShift Container Platform Takes Digital Innovation into the Fast Lane with Major European Automaker](https://www.redhat.com/es/about/press-releases/red-hat-openshift-container-platform-takes-digital-innovation-fast-lane-major-european-automaker) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight documents a major European automaker (BMW Group) adopting Red Hat OpenShift to streamline application delivery. Live Grounding confirms this as a milestone enterprise container deployment, using OpenShift to drive autonomous driving workloads and predictive maintenance across dynamic multi-cloud environments.
   - **(2020)** [BMW takes digital innovation into the fast lane with Red Hat Openshift Container Platform](https://www.linkedin.com/pulse/bmw-takes-digital-innovation-fast-lane-red-hat-openshift-mendus) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight highlights the strategic cloud-native alignment of BMW with Red Hat OpenShift to run critical manufacturing systems. Live Grounding outlines how hybrid cloud infrastructure allows the enterprise to standardize edge environments at assembly plants while maintaining dynamic cloud scalability.
   - **(2018)** [Youtube: BMW enables the BMW Group to deliver the continuous service that today's consumers expect (video starts at 1:29:00)](https://www.youtube.com/watch?time_continue=5340&v=FUu4kMc0PL8) [N/A CONTENT]  [LEGACY] β€” Curator Insight shares a keynote detailing how OpenShift and cloud-native design enabled BMW to execute zero-downtime microservice updates. Live Grounding validates this transformation as a key paradigm shift, proving that legacy automotive giants can achieve fast, continuous release cycles safely.
 ## System Architecture
 
-### Automotive Systems
-
-#### Software-Defined Vehicles
-
-  - **(2023)** [xataka.com: El auge del coche elΓ©ctrico y autΓ³nomo se ha topado con otra barrera: el software. Volkswagen lo sabe bien](https://www.xataka.com/movilidad/auge-coche-electrico-autonomo-se-ha-topado-otra-barrera-software-volkswagen-sabe-bien) [SPANISH CONTENT] 🌟🌟🌟 [LEGACY] β€” Analyzes the structural and architectural software challenges faced by Volkswagen (specifically Cariad) during its transition to Electric Vehicles (EVs) and Autonomous Driving (AD). The analysis covers the friction between legacy hardware-centric development cycles and modern, unified software-defined platform architectures. It highlights how decoupled hardware/software layers are critical to avoiding catastrophic launch delays in complex distributed automotive systems.
-### Data Management (1)
-
-#### Enterprise Migration
-
-  - **(2024)** [**xataka.com: El Excel se ha usado en la FΓ³rmula 1 hasta que se han dado cuenta que no es la mejor forma de controlar las 20.000 piezas del coche**](https://www.xataka.com/automovil/excel-se-ha-usado-formula-1-que-se-han-dado-cuenta-que-no-mejor-forma-controlar-20-000-piezas-coche) [SPANISH CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Investigates Williams Racing's historic reliance on Microsoft Excel for managing over 20,000 individual Formula 1 car components, and their subsequent modernization. The lack of relational integrity, collaborative concurrency, and historical audit trails in spreadsheets led to massive operational overhead and design desynchronization. This serves as a stark warning on the limits of "shadow IT" and the urgent necessity of database-backed configuration management databases (CMDBs).
-### Industrial Engineering
-
-#### Hardware Integration
-
-  - **(2022)** [teslarati.com: IDRA finishes 9,000-ton Giga Press; Tesla expecting it any day now](https://www.teslarati.com/idra-9000-ton-giga-press) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Reports on IDRA's completion of the 9,000-ton Giga Press casting machine destined for Tesla Cybertruck production. From an architectural perspective, gigacasting simplifies the vehicle's structural assembly by consolidating dozens of stamped metal parts into a single monolithic cast. This paradigm parallels software component optimization, substituting highly complex integration pipelines with cohesive, single-piece execution units.
-#### Quality Management
-
-  - **(2023)** [hibridosyelectricos.com: Tesla recurre a China para aumentar la calidad de fabricaciΓ³n de sus coches elΓ©ctricos](https://www.hibridosyelectricos.com/coches/tesla-recurre-china-calidad-fabricacion-coches-electricos_66230_102.html) [SPANISH CONTENT] 🌟🌟🌟 [LEGACY] β€” Examines Tesla's adaptation of W. Edwards Deming’s Total Quality Management (TQM) principles at the Shanghai Gigafactory under Tom Zhu. The article contrasts how focusing on systemic quality optimizations organically drives down production costs, refuting the legacy approach of prioritizing cost reduction at the expense of engineering refinement. This demonstrates how modern automated manufacturing lines mimic clean software deployment pipelines using feedback loops.
 ### Messaging Systems
 
 #### Event-Driven Microservices
 
   - **(2023)** [==quarkus.io: VCStream: a new messaging platform for DECATHLON’s Value Chain, built on Quarkus==](https://quarkus.io/blog/decathlon-user-story) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [CASE STUDY] [DE FACTO STANDARD] β€” Outlines Decathlon's development of VCStream, a high-throughput messaging platform built on Quarkus to optimize its global supply and value chain. Quarkus's sub-atomic, reactive execution model allowed Decathlon to dramatically reduce memory footprint and startup times compared to traditional Spring Boot setups. The architecture utilizes reactive streams and Kafka integrations to deliver real-time data synchronization at scale.
-### Open Source Software (1)
-
-#### Compliance and Logistics
-
-  - **(2021)** [genbeta.com: El software de los coches de Mercedes contiene cΓ³digo abierto y en vez de distribuirlo en GitHub usan un CD](https://www.genbeta.com/desarrollo/software-coches-mercedes-contiene-codigo-abierto-vez-distribuirlo-github-usan-cd) [SPANISH CONTENT] 🌟🌟 [LEGACY] β€” Discusses a compliance and distribution anomaly where Mercedes-Benz distributed open-source software license obligations to users via physical CDs rather than modern online hosting platforms like GitHub. It highlights the complex legal compliance landscape of embedded software in legacy automotive supply chains and the slow adaptation of hardware-centric legal teams to modern developer operations.
-#### Strategic Governance
-
-  - **(2023)** [**thenewstack.io: Mercedes-Benz: 4 Reasons to Sponsor Open Source Projects**](https://thenewstack.io/mercedes-benz-4-reasons-to-sponsor-open-source-projects) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Outlines four strategic motivations for Mercedes-Benz to sponsor open-source software. By funding critical up-stream components, the enterprise reduces technical debt, improves system security, attracts elite software engineering talent, and actively influences standard roadmaps. It provides a blueprint for enterprise open-source program offices (OSPOs) seeking to justify upstream contributions.
 
 ---
-πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md)
+πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Angular](./angular.md)
 
diff --git a/v2-docs/databases.md b/v2-docs/databases.md
index 6ba070ca..22054b19 100644
--- a/v2-docs/databases.md
+++ b/v2-docs/databases.md
@@ -8,111 +8,50 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [Architecture](#architecture)
-  - [Data Lakes](#data-lakes)
-    - [AWS Cloud](#aws-cloud)
-    - [Azure Cloud](#azure-cloud)
-    - [Google Cloud](#google-cloud)
 1. [Cloud Infrastructure](#cloud-infrastructure)
-  - [Market Trends](#market-trends)
-    - [Cloud Databases](#cloud-databases)
-1. [Cloud Native](#cloud-native)
-  - [Kubernetes Operators](#kubernetes-operators)
-    - [ClickHouse](#clickhouse)
-    - [MySQL](#mysql)
-    - [Redis](#redis)
-    - [Secrets Management](#secrets-management)
-1. [Cloud Native Infrastructure](#cloud-native-infrastructure)
-  - [Observability](#observability)
-    - [Prometheus](#prometheus)
-      - [Database Monitoring](#database-monitoring)
+  - [FinOps](#finops)
+    - [Cost Optimization](#cost-optimization)
 1. [Cloud-Native Design](#cloud-native-design)
   - [Architecture Patterns](#architecture-patterns)
-1. [Cloud-Native Infrastructure](#cloud-native-infrastructure)
-  - [Infrastructure Provisioning](#infrastructure-provisioning)
-    - [Kubernetes Operators](#kubernetes-operators-1)
 1. [Data Analytics](#data-analytics)
   - [Real-time Analytics](#real-time-analytics)
     - [Edge Computing](#edge-computing)
-  - [Visualization](#visualization)
-    - [Data Analytics Engine](#data-analytics-engine)
 1. [Data Operations](#data-operations)
-  - [DataOps](#dataops)
   - [Database CICD](#database-cicd)
 1. [Data on Kubernetes](#data-on-kubernetes)
   - [DBaaS](#dbaas)
     - [Enterprise RedHat](#enterprise-redhat)
     - [Internal Mechanics](#internal-mechanics)
-  - [Data Governance](#data-governance)
-    - [Infrastructure](#infrastructure)
   - [Disaster Recovery](#disaster-recovery)
     - [Enterprise RedHat](#enterprise-redhat-1)
   - [Distributed Systems](#distributed-systems)
     - [ShardingSphere](#shardingsphere)
-  - [Enterprise Databases](#enterprise-databases)
-    - [Future Trends](#future-trends)
-  - [Kubernetes Operators](#kubernetes-operators-2)
-    - [Standards](#standards)
-    - [Stateful Architecture](#stateful-architecture)
-  - [Market Trends](#market-trends-1)
-    - [Analytics Workloads](#analytics-workloads)
   - [Performance Tuning](#performance-tuning)
     - [Autoscaling](#autoscaling)
   - [Relational Databases](#relational-databases)
     - [Operations](#operations)
     - [PostgreSQL](#postgresql)
-  - [Stateful Architecture](#stateful-architecture-1)
-    - [Case Studies](#case-studies)
-    - [Concepts](#concepts)
-    - [History](#history)
+  - [Stateful Architecture](#stateful-architecture)
     - [Operational Guide](#operational-guide)
-1. [Database and Storage Management](#database-and-storage-management)
-  - [Data Administration](#data-administration)
-    - [UI Tools](#ui-tools)
 1. [Database Architecture](#database-architecture)
-  - [Core Concepts](#core-concepts)
-    - [Database Taxonomy](#database-taxonomy)
-    - [Engineering Essentials](#engineering-essentials)
   - [DBaaS](#dbaas-1)
-    - [Market Trends](#market-trends-2)
-  - [Data Storage](#data-storage)
-    - [Core Concepts](#core-concepts-1)
-    - [Indexing](#indexing)
+    - [Market Trends](#market-trends)
   - [Database Interfaces](#database-interfaces)
     - [API Design](#api-design)
-  - [Database Taxonomy](#database-taxonomy-1)
-    - [Selection Guide](#selection-guide)
-  - [Distributed Systems](#distributed-systems-1)
-    - [Core Concepts](#core-concepts-2)
-  - [High Availability](#high-availability)
-    - [Scalability](#scalability)
   - [Microservices Patterns](#microservices-patterns)
     - [Transactions](#transactions)
   - [Multi-tenancy](#multi-tenancy)
     - [Schema Design](#schema-design)
-  - [Replication](#replication)
-    - [Relational Databases](#relational-databases-1)
   - [Traffic Management](#traffic-management)
     - [Load Balancing](#load-balancing)
-1. [Database Tooling](#database-tooling)
-  - [Data Validation](#data-validation)
-  - [Migrations](#migrations)
 1. [Distributed SQL](#distributed-sql)
   - [APIs](#apis)
   - [CockroachDB](#cockroachdb)
-1. [Graph Databases](#graph-databases)
-  - [Comparisons](#comparisons)
-  - [ORM](#orm)
-1. [In-Memory](#in-memory)
-  - [Distributed Systems](#distributed-systems-2)
-1. [Infrastructure](#infrastructure-1)
+1. [Infrastructure](#infrastructure)
   - [Container Orchestration](#container-orchestration)
     - [Data on Kubernetes](#data-on-kubernetes-1)
     - [GitOps](#gitops)
-    - [Kubernetes Operators](#kubernetes-operators-3)
+    - [Kubernetes Operators](#kubernetes-operators)
     - [MySQL Operators](#mysql-operators)
     - [PostgreSQL HA](#postgresql-ha)
     - [PostgreSQL Operators](#postgresql-operators)
@@ -128,185 +67,39 @@
 1. [Kubernetes Workloads](#kubernetes-workloads)
   - [CICD Pipelines](#cicd-pipelines)
     - [Database Migrations](#database-migrations)
-1. [MySQL](#mysql-1)
-  - [Migration](#migration)
-  - [Performance](#performance)
-1. [NoSQL](#nosql)
-  - [Python Databases](#python-databases)
-1. [OLAP](#olap)
-  - [ClickHouse](#clickhouse-1)
-  - [Kubernetes](#kubernetes)
-  - [Real-time Analytics](#real-time-analytics-1)
-1. [Observability](#observability-1)
+1. [Observability](#observability)
   - [Distributed Storage](#distributed-storage)
     - [VictoriaMetrics](#victoriametrics)
 1. [PostgreSQL](#postgresql-1)
   - [Alternative Paradigms](#alternative-paradigms)
   - [Application Architecture](#application-architecture)
   - [Application Performance](#application-performance)
-  - [Backups](#backups)
-  - [Database Administration](#database-administration)
   - [Database Architecture](#database-architecture-1)
-  - [Database Backups](#database-backups)
-  - [Extensions](#extensions)
-  - [Fundamentals](#fundamentals)
-  - [Kubernetes](#kubernetes-1)
-  - [Local Development](#local-development)
-  - [Migration](#migration-1)
-  - [Monitoring](#monitoring)
-  - [Performance](#performance-1)
-  - [Security](#security)
-  - [System Tuning](#system-tuning)
-  - [TypeORM Integration](#typeorm-integration)
-1. [Query Languages](#query-languages)
-  - [Alternative Paradigms](#alternative-paradigms-1)
-1. [Relational Databases](#relational-databases-2)
-  - [Comparisons](#comparisons-1)
-  - [Critiques](#critiques)
+1. [Relational Databases](#relational-databases-1)
   - [Database Drivers](#database-drivers)
-  - [Git-for-Data](#git-for-data)
-  - [Local Development](#local-development-1)
-  - [MySQL Features](#mysql-features)
-  - [MySQL Optimization](#mysql-optimization)
 1. [SQL](#sql)
-  - [Core Concepts](#core-concepts-3)
-    - [Database Taxonomy](#database-taxonomy-2)
-  - [Education](#education)
-    - [Video Training](#video-training)
   - [ORM and Query Builders](#orm-and-query-builders)
     - [Java Ecosystem](#java-ecosystem)
-  - [Performance Tuning](#performance-tuning-1)
-    - [Query Optimization](#query-optimization)
-  - [Query Mechanics](#query-mechanics)
-    - [Filtering](#filtering)
-    - [Joins](#joins)
-1. [SQL Fundamentals](#sql-fundamentals)
-  - [Joins](#joins-1)
-  - [Visualization](#visualization-1)
-1. [SQL Optimization](#sql-optimization)
-  - [Best Practices](#best-practices)
 1. [SQL Server](#sql-server)
-  - [Backup Administration](#backup-administration)
   - [DevOps](#devops)
-  - [Enterprise Deployment](#enterprise-deployment)
-  - [Local Development](#local-development-2)
 1. [Serverless Databases](#serverless-databases)
   - [Resource Management](#resource-management)
-1. [Software Engineering](#software-engineering)
-  - [Database Management](#database-management)
-    - [Model Context Protocol](#model-context-protocol)
-  - [Testing](#testing)
-    - [Mocking](#mocking)
 1. [Storage and Data](#storage-and-data)
-  - [Data on Kubernetes](#data-on-kubernetes-2)
-    - [Industry Research](#industry-research)
-  - [Database Operations](#database-operations)
-    - [Database DevOps](#database-devops)
   - [Database Operators](#database-operators)
     - [Crunchy PostgreSQL](#crunchy-postgresql)
-1. [Time-Series](#time-series)
-  - [Architecture](#architecture-1)
-  - [VictoriaMetrics](#victoriametrics-1)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [levelup.gitconnected.com: How to design a system to scale to your first' 100 million users](https://levelup.gitconnected.com/how-to-design-a-system-to-scale-to-your-first-100-million-users-4450a2f9703d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: How to design a system to scale to your first' 100 million users in the Kubernetes Tools ecosystem.
-  - [magalix.com: Kubernetes And Databases 🌟](https://www.magalix.com/blog/kubernetes-and-database)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering magalix.com: Kubernetes And Databases 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: Not using trendy technologies is the best thing for your Startup!](https://medium.com/dataseries/not-using-nosql-is-good-i-stuck-to-sql-4504a67972f0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Not using trendy technologies is the best thing for your Startup! in the Kubernetes Tools ecosystem.
-  - [venturebeat.com: The rise of Kubernetes and its impact on enterprise databases](https://venturebeat.com/2021/11/03/the-rise-of-kubernetes-and-its-impact-on-enterprise-databases)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering venturebeat.com: The rise of Kubernetes and its impact on enterprise databases in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Multi-Tenancy Support With Spring Boot, Liquibase,' and PostgreSQL](https://betterprogramming.pub/multi-tenancy-support-with-spring-boot-liquibase-and-postgresql-d41942dc0639)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==betterprogramming.pub: Multi-Tenancy Support With Spring Boot, Liquibase,' and PostgreSQL== in the Kubernetes Tools ecosystem.
-  - [medium.com/@bijit211987: Kubernetes ready for stateful workloads and to' Revolutionize Enterprise Database Management](https://medium.com/@bijit211987/kubernetes-ready-for-stateful-workloads-and-to-revolutionize-enterprise-database-management-3cd619b1a0b2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@bijit211987: Kubernetes ready for stateful workloads and to' Revolutionize Enterprise Database Management in the Kubernetes Tools ecosystem.
-  - [medium.com/javarevisited: Top Performance issues every developer/architect' must know β€” part 1-Database](https://medium.com/javarevisited/top-performance-issues-every-developer-architect-must-know-part-1-fc1ad6e1644b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/javarevisited: Top Performance issues every developer/architect' must know β€” part 1-Database== in the Kubernetes Tools ecosystem.
-  - [dineshchandgr.medium.com: Why do we need a Database Connection Pool? -every' programmer must know](https://dineshchandgr.medium.com/why-do-we-need-a-database-connection-pool-every-programmer-must-know-9f90e7c8e5af)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==dineshchandgr.medium.com: Why do we need a Database Connection Pool? -every' programmer must know== in the Kubernetes Tools ecosystem.
-  - [medium.com/fintechexplained: What Is Database Sharding?](https://medium.com/fintechexplained/what-is-database-sharding-582b36282f97)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/fintechexplained: What Is Database Sharding?== in the Kubernetes Tools ecosystem.
-  - [blog.equationlabs.io: Managing database migrations safely in high replicated' k8s deployment 🌟](https://blog.equationlabs.io/managing-database-migrations-safely-in-high-replicated-k8s-deployment)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==blog.equationlabs.io: Managing database migrations safely in high replicated' k8s deployment== 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/@mkremer_75412: Why Postgres RDS didn’t work for us (and why' it won’t work for you if you’re implementing a big data solution)](https://medium.com/@mkremer_75412/why-postgres-rds-didnt-work-for-us-and-why-it-won-t-work-for-you-if-you-re-implementing-a-big-6c4fff5a8644)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@mkremer_75412: Why Postgres RDS didn’t work for us (and why' it won’t work for you if you’re implementing a big data solution) in the Kubernetes Tools ecosystem.
-  - [medium.com/@fengruohang: Database in Kubernetes: Is that a good idea?](https://medium.com/@fengruohang/database-in-kubernetes-is-that-a-good-idea-daf5775b5c1f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@fengruohang: Database in Kubernetes: Is that a good idea? in the Kubernetes Tools ecosystem.
-  - [medium.com: How to choose the right database for your service 🌟](https://medium.com/wix-engineering/how-to-choose-the-right-database-for-your-service-97b1670c5632)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: How to choose the right database for your service 🌟 in the Kubernetes Tools ecosystem.
-  - [stackoverflow.com: Is the usage of stored procedures a bad practice?](https://stackoverflow.com/questions/1761601/is-the-usage-of-stored-procedures-a-bad-practice)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stackoverflow.com: Is the usage of stored procedures a bad practice? in the Kubernetes Tools ecosystem.
-  - [softwareengineering.stackexchange.com: What is the best practice about microservice' architecture for consuming many stored procedures in the same database?](https://softwareengineering.stackexchange.com/questions/436567/what-is-the-best-practice-about-microservice-architecture-for-consuming-many-sto)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering softwareengineering.stackexchange.com: What is the best practice about microservice' architecture for consuming many stored procedures in the same database? in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: 8 Techniques To Speed up Your Database](https://betterprogramming.pub/8-techniques-to-speed-up-your-database-292754ff7739)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: 8 Techniques To Speed up Your Database in the Kubernetes Tools ecosystem.
-  - [sixfold.medium.com: Reducing database queries to a minimum with DataLoaders](https://sixfold.medium.com/reducing-database-queries-to-a-minimum-with-dataloaders-cc98c25e54ce)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering sixfold.medium.com: Reducing database queries to a minimum with DataLoaders in the Kubernetes Tools ecosystem.
-  - [reddit.com: What's the best, proper way of running a database cluster on' top of Kubernetes?](https://www.reddit.com/r/kubernetes/comments/9d8on5/whats_the_best_proper_way_of_running_a_database)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com: What's the best, proper way of running a database cluster on' top of Kubernetes? in the Kubernetes Tools ecosystem.
-  - [cloudsavvyit.com: Should You Run a Database in Docker?](https://www.cloudsavvyit.com/5414/should-you-run-a-database-in-docker)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: Should You Run a Database in Docker? in the Kubernetes Tools ecosystem.
-  - [medium: DevOps and Databasesβ€Šβ€”β€ŠThe forgotten automation](https://medium.com/devops-dudes/devops-and-databases-the-forgotten-automation-95325b2d3c89)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: DevOps and Databasesβ€Šβ€”β€ŠThe forgotten automation in the Kubernetes Tools ecosystem.
-  - [medium.com/@database-mesh: Database Mesh 2.0: Database Governance in a Cloud' Native Environment](https://medium.com/@database-mesh/database-mesh-2-0-database-governance-in-a-cloud-native-environment-3e41f0f2722c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@database-mesh: Database Mesh 2.0: Database Governance in a Cloud' Native Environment in the Kubernetes Tools ecosystem.
-  - [Wikipedia: CockroachDB](https://en.wikipedia.org/wiki/Cockroach_Labs)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia: CockroachDB in the Kubernetes Tools ecosystem.
-  - [blog.cloudneutral.se: Running CockroachDB TPC-C benchmark on GKE](https://blog.cloudneutral.se/running-cockroachdb-tpc-c-benchmark-on-gke)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.cloudneutral.se: Running CockroachDB TPC-C benchmark on GKE in the Kubernetes Tools ecosystem.
-  - [medium: Running Oracle 12c on OpenShift Container Platform](https://medium.com/@pittar/running-oracle-12c-on-openshift-container-platform-ca471a9f7057)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Running Oracle 12c on OpenShift Container Platform in the Kubernetes Tools ecosystem.
-  - [twindb.com: Verify MySQL Backups With TwinDB Backup Tool](https://twindb.com/verify-mysql-backups-with-twindb-backup-tool)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering twindb.com: Verify MySQL Backups With TwinDB Backup Tool in the Kubernetes Tools ecosystem.
-  - [pub.towardsai.net: Step-by-Step Design of Enhanced Entity-Relationship (EER)' in MySQL](https://pub.towardsai.net/step-by-step-design-of-enhanced-entity-relationship-eer-in-mysql-1e0f8b9fe5d4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering pub.towardsai.net: Step-by-Step Design of Enhanced Entity-Relationship (EER)' in MySQL in the Kubernetes Tools ecosystem.
-  - [dbasecenter.com: The top 5 MySQL performance variables](https://dbasecenter.com/blog/the-top-5-mysql-performance-variables)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dbasecenter.com: The top 5 MySQL performance variables in the Kubernetes Tools ecosystem.
-  - [cloudsavvyit.com: How to Run PHPMyAdmin in a Docker Container](https://www.cloudsavvyit.com/13842/how-to-run-phpmyadmin-in-a-docker-container)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: How to Run PHPMyAdmin in a Docker Container in the Kubernetes Tools ecosystem.
-  - [dzone: PostgreSQL vs MySQL Performance](https://dzone.com/articles/postgresql-versus-mysql-performance)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: PostgreSQL vs MySQL Performance in the Kubernetes Tools ecosystem.
-  - [medium: Upgrading MySQL (Percona Server) from 5.7 to 8.0](https://medium.com/flant-com/upgrading-mysql-percona-server-5-to-8-4bce53bdce5c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Upgrading MySQL (Percona Server) from 5.7 to 8.0 in the Kubernetes Tools ecosystem.
-  - [tech.trell.co: Redis Cluster Creation Automation](https://tech.trell.co/redis-cluster-creation-automation-5e71eedf0e56)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering tech.trell.co: Redis Cluster Creation Automation in the Kubernetes Tools ecosystem.
-  - [blog.devgenius.io: How to use Redis Pub/Sub in your Python Application 🌟](https://blog.devgenius.io/how-to-use-redis-pub-sub-in-your-python-application-b6d5e11fc8de)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: How to use Redis Pub/Sub in your Python Application 🌟 in the Kubernetes Tools ecosystem.
-  - [rockset.com: Sequoia Capital: Why We Moved from Elasticsearch to Rockset](https://rockset.com/blog/sequoia-capital-elasticsearch-to-rockset)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering rockset.com: Sequoia Capital: Why We Moved from Elasticsearch to Rockset in the Kubernetes Tools ecosystem.
-  - [dzone: Stateful Microservices With Apache Ignite](https://dzone.com/articles/stateful-microservices-with-apache-ignite)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Stateful Microservices With Apache Ignite in the Kubernetes Tools ecosystem.
-  - [medium.com/@nomulex: How to create an ssh tunnel to a remote database in' Kubernetes 🌟](https://medium.com/@nomulex/how-to-create-an-ssh-tunnel-to-a-remote-database-in-kubernetes-8e702e927328)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@nomulex: How to create an ssh tunnel to a remote database in' Kubernetes 🌟 in the Kubernetes Tools ecosystem.
-## Architecture
-
-### Data Lakes
-
-#### AWS Cloud
-
-  - **(2021)** [unifieddatascience.com: Data lake design patterns on AWS (Amazon) cloud](https://www.unifieddatascience.com/data-lake-design-patterns-on-aws-amazon-cloud) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive reference detailing architectural paradigms for deploying durable data lakes on AWS. Examines Amazon S3 lifecycle rules, AWS Glue meta-catalog configurations, and Athena query optimizations.
-#### Azure Cloud
-
-  - **(2021)** [unifieddatascience.com: Data lake design patterns on Azure (Microsoft) cloud](https://www.unifieddatascience.com/data-lake-design-patterns-on-azure-microsoft-cloud) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A design pattern manual detailing Azure-based Data Lake infrastructure blueprints. Explores structural storage tiers, ADLS Gen2 directory hierarchies, identity configurations, and analytics service pipelines.
-#### Google Cloud
-
-  - **(2021)** [unifieddatascience.com: Data lake design patterns on google (GCP) cloud](https://www.unifieddatascience.com/data-lake-design-patterns-on-google-cloud) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Detailed reference architecture mapping design paths for deploying scalable data lakes inside Google Cloud Platform (GCP). Reviews Cloud Storage setups, BigQuery access schemas, and serverless ingestion patterns.
 ## Cloud Infrastructure
 
-### Market Trends
+### FinOps
 
-#### Cloud Databases
+#### Cost Optimization
 
-  - **(2020)** [theregister.com: 75% of databases to be cloud-hosted by 2022, says Gartner while dishing on the weak points of each provider](https://www.theregister.com/software/2020/12/02/75-of-databases-to-be-cloud-hosted-by-2022-says-gartner-while-dishing-on-the-weak-points-of-each-provider/495782)  [COMMUNITY-TOOL] β€” Evaluates Gartner's historical prediction concerning the massive transition of enterprise transactional workloads to cloud platforms. Identifies early challenges such as vendor lock-in, dynamic schema optimization, and cloud-provider security compliance.
-## Cloud Native
-
-### Kubernetes Operators
-
-#### ClickHouse
-
-  - **(2024)** [==Altinity/clickhouse-operator==](https://github.com/Altinity/clickhouse-operator) ⭐ 2520  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The enterprise standard ClickHouse Operator developed by Altinity. Automates the deployment, provisioning, scaling, configuration, and monitoring of high-throughput columnar databases inside Kubernetes environments.
-  - **(2021)** [==radondb/radondb-clickhouse-kubernetes==](https://github.com/radondb/radondb-clickhouse-kubernetes) ⭐ 86  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” RadonDB's legacy operator and integration configurations for orchestrating ClickHouse OLAP environments. Highly useful as a historic reference for custom columnar database operators.
-#### MySQL
-
-  - **(2024)** [Percona.com: Percona Kubernetes Operator for Percona XtraDB Cluster](https://docs.percona.com/percona-operator-for-mysql/pxc/index.html) [GO CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official reference guide to deploying and managing high-availability Percona XtraDB Clusters on Kubernetes. Provides programmatic automation for zero-downtime upgrades, secure backup routines, node discovery, and automatic recovery protocols.
-#### Redis
-
-  - **(2024)** [RedisLabs/redis-enterprise-k8s-docs: Deploying Redis Enterprise on Kubernetes](https://github.com/RedisLabs/redis-enterprise-k8s-docs) ⭐ 170  [HTML CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Technical deployment documentation for organizing enterprise-grade Redis caches and document databases inside Kubernetes. Explains cluster layouts, memory configurations, security profiles, and automatic scaling capabilities.
-#### Secrets Management
-
-  - **(2021)** [percona.com: Storing Kubernetes Operator for Percona Server for MongoDB Secrets in Github](https://www.percona.com/blog/storing-kubernetes-operator-for-percona-server-for-mongodb-secrets-in-github) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Demonstrates security pipelines for managing MongoDB database credentials inside GitHub. Automates deployment configurations securely through GitOps, injecting secrets directly to Percona Kubernetes Operator instances.
-## Cloud Native Infrastructure
-
-### Observability
-
-#### Prometheus
-
-##### Database Monitoring
-
-  - **(2020)** [tech.marksblogg.com: Monitor ClickHouse column oriented database with Prometheus & Grafana](https://tech.marksblogg.com/clickhouse-prometheus-grafana.html) [SQL CONTENT]  [COMMUNITY-TOOL] β€” A technical integration guide on monitoring ClickHouse database clusters with Prometheus and Grafana. It details how to enable ClickHouse's native Prometheus metrics exporter in config.xml, configures Prometheus to scrape ClickHouse metrics, and reviews visualization dashboards.
+  - **(2023)** [treblle.com: How does Treblle scale on AWS without breaking the bank?](https://treblle.com/blog/how-does-treblle-scale-on-aws-without-breaking-the-bank) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Curator Insight highlights Treblle’s architectural strategy for processing billions of API requests on AWS affordably. Live Grounding details how modern SaaS platforms leverage spot instances, API gateway caching, serverless scale-to-zero databases, and intensive performance profiling to decouple traffic volume from infrastructure costs.
 ## Cloud-Native Design
 
 ### Architecture Patterns
 
   - **(2022)** [blog.yugabyte.com: Are Stored Procedures and Triggers Anti-Patterns in the Cloud Native World?](https://blog.yugabyte.com/are-stored-procedures-and-triggers-anti-patterns-in-the-cloud-native-world) [CONCEPTUAL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Examines stored procedures and database triggers in cloud-native microservice topologies. Warns against architectural coupling and operational performance bottlenecks, advocating for stateless application logic to preserve horizontal scalability.
-## Cloud-Native Infrastructure
-
-### Infrastructure Provisioning
-
-#### Kubernetes Operators (1)
-
-  - **(2022)** [learnk8s.io: Provisioning cloud resources (AWS, GCP, Azure) in Kubernetes](https://learnkube.com/cloud-resources-kubernetes) [YAML/GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores the paradigm shift of utilizing Kubernetes-native custom resource definitions (CRDs) and operators to provision external cloud resources (such as AWS ACK, GCP Config Connector, and Azure Service Operator). This declarative Infrastructure-as-Code pattern replaces external Terraform runs with continuous control loops inside the cluster. (Live Grounding: Standardizes management under unified Kubernetes control planes, resolving out-of-band drifts).
 ## Data Analytics
 
 ### Real-time Analytics
@@ -314,16 +107,8 @@
 #### Edge Computing
 
   - **(2021)** [thenewstack.io: Kubernetes-Run Analytics at the Edge: Postgres, Kafka, Debezium](https://thenewstack.io/kubernetes-run-analytics-at-the-edge-postgres-kafka-debezium) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An advanced technical blueprint coordinating microservices for real-time edge analytics. Chains local PostgreSQL instances, Apache Kafka, and Debezium change data capture (CDC) pipelines in unified Kubernetes clusters.
-### Visualization
-
-#### Data Analytics Engine
-
-  - **(2021)** [opensource.com: Make your data boss-friendly with EDA - Enterprise Data Analytics](https://opensource.com/article/21/4/visualize-data-eda) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A guide on employing Enterprise Data Analytics (EDA) configurations to design executive-friendly dashboards, translating complex transactional data queries into clear, actionable business telemetry visualizations.
 ## Data Operations
 
-### DataOps
-
-  - **(2022)** [thenewstack.io: The Benefits and Drawbacks of DataOps in Practice](https://thenewstack.io/the-benefits-and-drawbacks-of-dataops-in-practice) [CONCEPTUAL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Explores the practical benefits and deployment drawbacks of DataOps. Outlines continuous integration strategies for analytical workflows, database schema migration safety, automated validation testing, and orchestrating massive data pipelines.
 ### Database CICD
 
   - **(2021)** [cloudbees.com: Introductory Handbook for Database Continuous Integration](https://www.cloudbees.com/blog/beginners-guide-to-continuous-integration-and-deployment) [CONCEPTUAL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Practical guide to continuous integration and delivery loops for relational databases. Synthesizes migration-based vs. declarative database state strategies, tooling integrations, rollback plans, and schema change automation.
@@ -337,11 +122,6 @@
 #### Internal Mechanics
 
   - **(2021)** [percona.com: DBaaS on Kubernetes: Under the Hood 🌟](https://www.percona.com/blog/dbaas-on-kubernetes-under-the-hood) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep-dive analysis of the architecture behind running custom, private Database-as-a-Service platforms inside a Kubernetes environment. Demonstrates automated provisioning, high availability clustering, and backup pipelines through Percona's open-source database operators.
-### Data Governance
-
-#### Infrastructure
-
-  - **(2022)** [thenewstack.io: What Is Data Management in the Kubernetes Age?](https://thenewstack.io/what-is-data-management-in-the-kubernetes-age)  [COMMUNITY-TOOL] β€” Redefines how data management must adapt to the API-first, declarative paradigm of Kubernetes. Highlights key criteria including multi-cloud data transportability, self-healing database engines, and policy-driven backups.
 ### Disaster Recovery
 
 #### Enterprise RedHat (1)
@@ -352,24 +132,6 @@
 #### ShardingSphere
 
   - **(2022)** [infoq.com: Create Your Distributed Database on Kubernetes with Existing Monolithic Databases](https://www.infoq.com/articles/kubernetes-databases-apache-sharding-sphere) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An implementation guide for modernizing monolithic databases into highly distributed, sharded databases using Apache ShardingSphere on Kubernetes. Outlines high-performance read-write splitting, data sharding strategies, and state orchestration.
-### Enterprise Databases
-
-#### Future Trends
-
-  - **(2021)** [thenewstack.io: Kubernetes Will Revolutionize Enterprise Database Management](https://thenewstack.io/kubernetes-will-revolutionize-enterprise-database-management)  [COMMUNITY-TOOL] β€” Examines the systemic shift toward automated multi-cloud database topologies managed exclusively by Kubernetes. Outlines standard enterprise savings, compliance, and rapid multi-tenant provisioning strategies.
-### Kubernetes Operators (2)
-
-#### Standards
-
-  - **(2022)** [thenewstack.io: Data on Kubernetes: Operators, Tools Need Standardization](https://thenewstack.io/data-on-kubernetes-operators-tools-need-standardization) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Discusses the standardization movements inside the Data on Kubernetes Community (DoKC). Outlines the need for common operator API interfaces, uniform lifecycle states, and shared storage specifications for databases.
-#### Stateful Architecture
-
-  - **(2022)** [thenewstack.io: How Kubernetes and Database Operators Drive the Data Revolution](https://thenewstack.io/how-kubernetes-and-database-operators-drive-the-data-revolution)  [COMMUNITY-TOOL] β€” Analyzes how the Operator framework solves day-2 operations for complex databases. Explores built-in patterns for auto-tuning memory buffers, automated logical backups, and self-healing when cluster nodes become degraded.
-### Market Trends (1)
-
-#### Analytics Workloads
-
-  - **(2022)** [thenewstack.io: More Database, Analytics Workloads Ran on Kubernetes in 2022](https://thenewstack.io/more-database-analytics-workloads-ran-on-kubernetes-in-2022)  [COMMUNITY-TOOL] β€” A comprehensive review of the annual survey detailing the exponential adoption of running production databases and stateful analytical workloads directly on Kubernetes clusters in enterprise spaces.
 ### Performance Tuning
 
 #### Autoscaling
@@ -383,70 +145,23 @@
 #### PostgreSQL
 
   - **(2022)** [blog.crunchydata.com: Using Kubernetes? Chances Are You Need a Database 🌟](https://www.crunchydata.com/blog/using-kubernetes-chances-are-you-need-a-database)  [CASE STUDY] [COMMUNITY-TOOL] [GUIDE] β€” Examines why PostgreSQL is standardizing on Kubernetes. Explains how the Crunchy Data PostgreSQL Operator implements high availability, automated back-ups, pgBackRest integration, and localized failovers for microservice application stacks.
-### Stateful Architecture (1)
+### Stateful Architecture
 
-#### Case Studies
-
-  - **(2022)** [thenewstack.io: A Case for Databases on Kubernetes from a Former Skeptic](https://thenewstack.io/a-case-for-databases-on-kubernetes-from-a-former-skeptic)  [CASE STUDY] [COMMUNITY-TOOL] β€” An analytical account exploring how local NVMe storage classes, low-latency container network interfaces, and declarative operator-driven recovery mechanisms have convinced traditional DBAs to run critical state on Kubernetes.
-#### Concepts
-
-  - **(2022)** [thenewstack.io: Just How Challenging Is State in Kubernetes? 🌟](https://thenewstack.io)  [COMMUNITY-TOOL] β€” Explores the architectural friction points and continuous evolution of stateful applications in Kubernetes. Highlights the challenges of maintaining network identity, attaching volume blocks, and managing reliable local database engines.
-#### History
-
-  - **(2021)** [thenewstack.io: Databases β€” Finally β€” Get Containerized](https://thenewstack.io/databases-finally-get-containerized)  [COMMUNITY-TOOL] β€” Reviews the technological shift from simple stateless containerized microservices to orchestrating complex distributed database engines on Kubernetes using persistent storage interfaces (CSI) and local persistent volumes.
 #### Operational Guide
 
   - **(2021)** [itnext.io: How to Run Databases in Kubernetes](https://itnext.io/stateful-workloads-in-kubernetes-e49b56a5959)  [COMMUNITY-TOOL] [GUIDE] β€” A granular blueprint on configuring stateful workloads inside Kubernetes clusters. Details the practical implementation of Headless Services, stable network identifiers, local persistent volumes, and graceful cluster shutdowns.
-## Database and Storage Management
-
-### Data Administration
-
-#### UI Tools
-
-  - **(2025)** [==SQL Studio: A Unified SQL Database Explorer==](https://github.com/frectonz/sql-studio) ⭐ 3546  [RUST CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A single-binary SQL database administrator interface written in Rust. It streamlines querying, schema inspection, and data visualization across multiple RDBMS engines (including SQLite, PostgreSQL, and MySQL) in resource-constrained containerized runtimes.
 ## Database Architecture
 
-### Core Concepts
-
-#### Database Taxonomy
-
-  - **(2022)** [intellipaat.com: Difference between DBMS and RDBMS](https://intellipaat.com/blog/dbms-vs-rdbms-difference)  [COMMUNITY-TOOL] [GUIDE] β€” Contrasts the architectural and operational definitions between basic flat-file Database Management Systems (DBMS) and modern Relational Database Management Systems (RDBMS) implementing relational tables, schemas, and ACID transactions.
-#### Engineering Essentials
-
-  - **(2022)** [architecturenotes.co: Things You Should Know About Databases](https://architecturenotes.co/p/things-you-should-know-about-databases) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A high-density masterclass on database internals. Provides clear, deeply visual breakdowns of write-ahead logs (WAL), transaction isolation levels, indexing data structures (B-Trees vs LSM Trees), and database buffer pools.
 ### DBaaS (1)
 
-#### Market Trends (2)
+#### Market Trends
 
   - **(2021)** [thenewstack.io: Database-as-a-Service: A Key Technology for Agile Growth](https://thenewstack.io/database-as-a-service-a-key-technology-for-agile-growth)  [COMMUNITY-TOOL] β€” Investigates how the adoption of cloud-native DBaaS increases deployment velocity for modern, distributed engineering organizations by abstracting routine scaling and maintenance behind APIs.
-### Data Storage
-
-#### Core Concepts (1)
-
-  - **(2021)** [hackernoon.com: Database Vs Data Warehouse Vs Data Lake: A Simple Explanation](https://hackernoon.com/database-vs-data-warehouse-vs-data-lake-a-simple-explanation-hz2k33rm)  [COMMUNITY-TOOL] [GUIDE] β€” An educational breakdown that contrasts transactional OLTP systems, analytical data warehouses (OLAP), and raw, unstructured data lakes. Clearly maps distinct hardware, cost, and orchestration profiles to each model.
-#### Indexing
-
-  - **(2021)** [vladmihalcea.com: Default Database Primary, Foreign, and Unique Key Indexing](https://vladmihalcea.com/default-database-key-indexing) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep dive on constraint indexing automation in RDBMS engines. Outlines why relational platforms automatically index primary and unique constraints, while omitting automatic foreign key indexes, risking table lockups.
 ### Database Interfaces
 
 #### API Design
 
   - **(2022)** [thenewstack.io: How Radical API Design Changed the Way We Access Databases](https://thenewstack.io/how-radical-api-design-changed-the-way-we-access-databases)  [COMMUNITY-TOOL] β€” Explores how modern schema-aware API clients, GraphQL adapters, and serverless proxy layers are replacing standard raw driver bindings, simplifying secure and high-performance database connection pooling.
-### Database Taxonomy (1)
-
-#### Selection Guide
-
-  - **(2021)** [towardsdatascience.com: SQL vs. NoSQL: How to Select from 12 Database Types 🌟🌟](https://towardsdatascience.com/datastore-choices-sql-vs-nosql-database-ebec24d56106)  [COMMUNITY-TOOL] β€” A high-density taxonomic guide that compares 12 distinct database variants including relational, document, key-value, graph, time-series, and ledger systems, mapping performance characteristics to concrete transactional use cases.
-### Distributed Systems (1)
-
-#### Core Concepts (2)
-
-  - **(2022)** [thenewstack.io: Distributed Database Architecture: What Is It?](https://thenewstack.io/distributed-database-architecture-what-is-it) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A high-density theoretical guide investigating distributed database mechanics. Explores horizontal database partitioning (sharding), multi-region replication architectures, network split mitigation, and consistency profiles matching the CAP Theorem.
-### High Availability
-
-#### Scalability
-
-  - **(2021)** [red-gate.com: Designing Highly Scalable Database Architectures](https://www.red-gate.com/simple-talk/databases/sql-server/performance-sql-server/designing-highly-scalable-database-architectures) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Covers key patterns for designing and hosting highly-scalable SQL Server database environments. Analyzes indexing optimizations, physical partitioning schemes, scaling strategies, and microservice persistence models.
 ### Microservices Patterns
 
 #### Transactions
@@ -457,25 +172,11 @@
 #### Schema Design
 
   - **(2020)** [vladmihalcea.com: A beginner’s guide to database multitenancy](https://vladmihalcea.com/database-multitenancy) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Analyzes the three primary multi-tenant database models: database-per-tenant, schema-per-tenant, and shared-schema-shared-database. Critically evaluates trade-offs regarding data isolation, schema migrations, and database connection limits.
-### Replication
-
-#### Relational Databases (1)
-
-  - **(2021)** [vladmihalcea.com: Single-Primary Database Replication](https://vladmihalcea.com/single-primary-database-replication) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An in-depth conceptual analysis of single-primary database replication mechanics. Explores commit pathing, binary log distribution, read replica scaling, lag mitigation, and handling failover events under high transaction volumes.
 ### Traffic Management
 
 #### Load Balancing
 
-  - **(2022)** [severalnines.com: How Does a Database Load Balancer Work?](https://severalnines.com/blog/how-does-database-load-balancer-work) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explains how specialized database load balancers function under the hood. Details protocol-level query routing, connection multiplexing, failover health-checks, and automatic routing of write requests to the master and read requests to replica pools.
   - **(2021)** [thenewstack.io: How Database Load Balancing Completes the 3-Tiered Architecture 🌟](https://thenewstack.io/database-load-balancing-and-the-delusion-of-3-tiered-architecture) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Deconstructs the traditional 3-tier architecture to detail why decoupling query routing from application layers via dedicated database load balancers is essential. Examines how custom routing mitigates split-brain scenarios and ensures reliable active-passive replication failover.
-## Database Tooling
-
-### Data Validation
-
-  - **(2024)** [==datafold/data-diff==](https://github.com/datafold/data-diff) ⭐ 2988  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An essential database comparison CLI tool and Python library designed to calculate cryptographic data drift and structural differences between massive, disparate relational database environments.
-### Migrations
-
-  - **(2024)** [==SHMIG==](https://github.com/mbucc/shmig) ⭐ 474  [SHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A minimalist Shell-based database migration utility. Designed to remain programming-language agnostic, it manages schema evolutionary steps and structured rollbacks executing plain raw SQL scripts.
 ## Distributed SQL
 
 ### APIs
@@ -484,20 +185,7 @@
 ### CockroachDB
 
   - **(2025)** [Cockroach](https://www.cockroachlabs.com/docs/stable/kubernetes-overview) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Official engineering design blueprint for executing CockroachDB on Kubernetes. Details multi-active master clustering, Raft consensus mechanics, anti-entropy processes, and seamless horizontal write scaling utilizing Kubernetes orchestration primitives.
-## Graph Databases
-
-### Comparisons
-
-  - **(2021)** [towardsdatascience.com: At Its Core: How Is a Graph Database Different from a Relational One?](https://towardsdatascience.com/at-its-core-hows-a-graph-database-different-from-a-relational-8297ca99cb8f) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A comparative guide contrasting graph database engines with relational systems. Discusses the performance optimizations of index-free adjacency networks and relationship traversals over complex relational table joins.
-### ORM
-
-  - **(2021)** [==SQErzo: Tiny ORM for Graph databases==](https://github.com/BBVA/sqerzo) ⭐ 35  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [EMERGING] β€” An experimental, lightweight ORM library for Graph databases developed by BBVA. While highly interesting for research, it exhibits low active maintenance and is kept primarily as an architectural design reference.
-## In-Memory
-
-### Distributed Systems (2)
-
-  - **(2025)** [Apache Ignite](https://ignite.apache.org) [JAVA CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official home of Apache Ignite, a high-performance, horizontally-scalable, memory-centric distributed database and computation platform. Accelerates transactional microservices and analytical databases with key-value and SQL support.
-## Infrastructure (1)
+## Infrastructure
 
 ### Container Orchestration
 
@@ -509,10 +197,9 @@
 #### GitOps
 
   - **(2022)** [percona.com: MySQL on Kubernetes with GitOps 🌟](https://www.percona.com/blog/mysql-on-kubernetes-with-gitops) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Percona's technical case study on deploying MySQL clusters inside Kubernetes using GitOps pipelines. Connects ArgoCD or Flux workflows with declarative Percona Operators to automate database replication topologies.
-#### Kubernetes Operators (3)
+#### Kubernetes Operators
 
   - **(2024)** [kubedb.com](https://kubedb.com) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Technical review of KubeDB, an operator platform for automating databases on Kubernetes. Highlights declarative management of clustering, scheduling backups, and schema updates across multiple database engines (PostgreSQL, MySQL, MongoDB).
-  - **(2023)** [itnext.io: Operator Lifecycle Manager](https://itnext.io/wth-is-a-operator-lifecycle-manager-873cf1661b04) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explains Operator Lifecycle Manager (OLM) as part of the Operator Framework. Highlights catalog management, automated dependency resolution, security upgrades, and dynamic operator scaling across production enterprise clusters.
 #### MySQL Operators
 
   - **(2024)** [Moco](https://cybozu-go.github.io/moco) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Introduction to Cybozu's Moco, a highly resilient, modern Go-written MySQL operator for Kubernetes. Focuses on cluster setups, fast failover mechanics, and maintaining an extremely small operational footprint.
@@ -555,31 +242,7 @@
 #### Database Migrations
 
   - **(2020)** [andrewlock.net: Running database migrations when deploying to Kubernetes 🌟](https://andrewlock.net/deploying-asp-net-core-applications-to-kubernetes-part-7-running-database-migrations)  [COMMUNITY-TOOL] [GUIDE] β€” A detailed deployment blueprint focusing on the execution of schema migrations within ASP.NET Core and relational databases inside Kubernetes. Critically compares using Kubernetes Jobs, Init Containers, and application bootstrap processes for migrations.
-## MySQL (1)
-
-### Migration
-
-  - **(2021)** [percona.com: Migration of a MySQL Database to a Kubernetes Cluster Using Asynchronous Replication](https://www.percona.com/blog/migration-of-a-mysql-database-to-a-kubernetes-cluster-using-asynchronous-replication) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Step-by-step migration blueprint translating on-premise MySQL instances into Kubernetes clusters. Leverages asynchronous database replication to enable seamless zero-downtime switchover actions during live production cutovers.
-### Performance
-
-  - **(2020)** [percona.com: MySQL 101: How to Find and Tune a Slow SQL Query](https://www.percona.com/blog/mysql-101-how-to-find-and-tune-a-slow-sql-query) [SQL CONTENT]  [COMMUNITY-TOOL] β€” An operational guide covering query profiling techniques in MySQL. Reviews slow query log ingestion patterns, details execution plan outputs, and establishes structural refactoring methods to speed up sub-optimal database queries.
-## NoSQL
-
-### Python Databases
-
-  - **(2021)** [freecodecamp.org: How to Get Started with PysonDB](https://www.freecodecamp.org/news/how-to-get-started-with-pysondb) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Introductory guide to PysonDB, a lightweight file-based database engine that stores schema payloads as structured JSON files. Best utilized for simple micro-application development, scripting, and testing prototypes.
-## OLAP
-
-### ClickHouse (1)
-
-  - **(2026)** [clickhouse.com](https://clickhouse.com) [C++ CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Main documentation site for ClickHouse, the high-performance columnar relational database engine optimized for massive real-time analytical queries (OLAP). Highlights vectorized execution paths and extreme compression.
-### Kubernetes
-
-  - **(2021)** [dev.to: Apache Druid: overview, running in Kubernetes and monitoring with Prometheus](https://dev.to/setevoy/apache-druid-overview-running-in-kubernetes-and-monitoring-with-prometheus-g5j) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A detailed deployment blueprint explaining how to manage Apache Druid analytical clusters on Kubernetes. Explains cluster orchestration, deep storage configuration, and observability setups using Prometheus integrations.
-### Real-time Analytics (1)
-
-  - **(2025)** [Apache Druid](https://druid.apache.org) [JAVA CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Main documentation repository for Apache Druid, a real-time analytical database optimized for sub-second ad-hoc queries over massive streaming event data volumes. Standard core utility for streaming platforms.
-## Observability (1)
+## Observability
 
 ### Distributed Storage
 
@@ -597,185 +260,41 @@
 ### Application Performance
 
   - **(2021)** [9 High-Performance Tips when using PostgreSQL with JPA and Hibernate](https://vladmihalcea.com/9-postgresql-high-performance-performance-tips) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A masterclass on optimizing PostgreSQL queries within JPA and Hibernate. Details batch inserts, query caching strategies, connection pool sizing, and avoiding N+1 select statement patterns.
-### Backups
-
-  - **(2024)** [==orgrim/pg_back: Simple backup tool for PostgreSQL==](https://github.com/orgrim/pg_back) ⭐ 563  [SHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A simple CLI automation utility for backing up PostgreSQL databases. Features structured schema and data exports, customizable compression, automated backup retention sweeps, and cron-friendly integration configurations.
-### Database Administration
-
-  - **(2021)** [percona.com: Should I Create an Index on Foreign Keys in PostgreSQL?](https://www.percona.com/blog/should-i-create-an-index-on-foreign-keys-in-postgresql) [SQL CONTENT]  [COMMUNITY-TOOL] β€” Analyzes the performance impact of indexing foreign keys in PostgreSQL. Evaluates join performance, query plans, and lock contention during parent table updates to optimize schema write throughput.
 ### Database Architecture (1)
 
   - **(2021)** [percona.com: An Overview of Sharding in PostgreSQL and How it Relates to MongoDB’s](https://www.percona.com/blog/an-overview-of-sharding-in-postgresql-and-how-it-relates-to-mongodbs) [CONCEPTUAL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Deep architectural analysis contrasting PostgreSQL's declarative partitioning and foreign data wrapper sharding with MongoDB's native shard-key clustering, detailing query routing and execution tradeoffs.
-### Database Backups
+## Relational Databases (1)
 
-  - **(2021)** [migops.com: pgBackRest – The Best Postgres Backup Tool with a very active community](https://www.migops.com/blog/2021/04/09/pgbackrest-the-best-postgres-backup-tool-with-a-very-active-community) [C CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Examines pgBackRest, an enterprise PostgreSQL backup and restore system. Details transaction log archiving (WAL), point-in-time recovery (PITR), multi-processing, and secure storage destination mapping.
-### Extensions
-
-  - **(2024)** [==percona/pg_stat_monitor==](https://github.com/percona/pg_stat_monitor) ⭐ 581  [C CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Percona's advanced query performance monitoring extension for PostgreSQL. Extends the capabilities of pg_stat_statements with bucket-based statistics, client IP address tracking, visual execution plan analysis, and granular resource utilization metrics.
-### Fundamentals
-
-  - **(2021)** [towardsdatascience.com: Practical Introduction to PostgreSQL](https://towardsdatascience.com/practical-introduction-to-postgresql-5f73d3d394e) [SQL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Introductory guide to PostgreSQL. Covers basic architecture, core relational operations, basic optimization, and index configurations, providing a clean onboarding path for engineers.
-### Kubernetes (1)
-
-  - **(2021)** [adamtheautomator.com: How to Deploy Postgres to Kubernetes 🌟](https://adamtheautomator.com/postgres-to-kubernetes) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A thorough guide outlining persistent database deployments inside Kubernetes. Details creation patterns for StorageClasses, PersistentVolumeClaims, StatefulSets, and Services to support scalable and resilient Postgres engines.
-### Local Development
-
-  - **(2025)** [Postgres.app](https://postgresapp.com) [OBJECTIVE-C CONTENT]  [COMMUNITY-TOOL] β€” Postgres.app is a self-contained PostgreSQL package for macOS. Ideal for developer environments, it simplifies local setups without requiring container overhead or complex Homebrew dependency configurations.
-### Migration (1)
-
-  - **(2021)** [blog.crunchydata.com: A Postgres Primer for Oracle DBAs](https://www.crunchydata.com/blog/a-postgres-primer-for-oracle-dbas) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An enterprise migration manual designed to translate core Oracle relational database patterns directly to PostgreSQL. Map architectural concepts including tablespaces, user-schema relations, and PL/SQL syntaxes onto Postgres-native equivalents.
-  - **(2021)** [percona.com: Migrating PostgreSQL to Kubernetes](https://www.percona.com/blog/migrating-postgresql-to-kubernetes) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An analytical guide examining strategies to shift PostgreSQL instances onto cloud-native Kubernetes environments. Investigates performance metrics, stateful storage challenges, backup coordination, and WAL streaming replication policies.
-### Monitoring
-
-  - **(2021)** [percona.com: PostgreSQL 14 Database Monitoring and Logging Enhancements](https://www.percona.com/blog/postgresql-14-database-monitoring-and-logging-enhancements) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An analytical exploration of PostgreSQL 14's native database monitoring and logging enhancements. Details performance insights via pg_stat_activity, session tracking improvements, and query-level analysis. Highly recommended for DBAs designing robust production observability pipelines.
-### Performance (1)
-
-  - **(2021)** [blog.crunchydata.com: Postgres Indexes for Newbies](https://www.crunchydata.com/blog/postgres-indexes-for-newbies) [SQL CONTENT]  [COMMUNITY-TOOL] β€” An introductory indexing guide detailing query optimization behaviors in PostgreSQL. Explores standard B-Tree indexes, partial indexes, functional constraints, and multi-column indexes, providing performance guidelines for optimizing execution plans.
-### Security
-
-  - **(2018)** [purnapoudel.blogspot.com: How to Configure PostgreSQL with SSL/TLS support on Kubernetes](https://purnapoudel.blogspot.com/2018/09/how-to-configure-postgresql-with-ssl-tls-on-kubernetes.html) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An older but technically valid tutorial demonstrating SSL/TLS client certificate verification setup for PostgreSQL instances hosted within Kubernetes clusters. Employs K8s secrets to inject required server certificate authorities.
-### System Tuning
-
-  - **(2021)** [percona.com: How to Adjust Linux Out-Of-Memory Killer Settings for PostgreSQL](https://www.percona.com/blog/out-of-memory-killer-or-savior) [SHELL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” System-level guide on adjusting Linux Out-Of-Memory (OOM) Killer settings for PostgreSQL. Details kernel parameters and systemd overrides to prevent the OS from terminating core database services during memory spikes.
-### TypeORM Integration
-
-  - **(2021)** [wanago.io: Creating views with PostgreSQL](https://wanago.io/2021/12/06/views-postgresql-typeorm) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” A pragmatic tutorial outlining standard practices for creating database views inside PostgreSQL using Node.js and TypeORM. Demonstrates schema definitions, migration integrations, and abstract query isolation techniques to separate persistence concerns from application business logic.
-## Query Languages
-
-### Alternative Paradigms (1)
-
-  - **(2024)** [infoworld.com: Beyond SQL: 8 new languages for data querying](https://www.infoworld.com/article/2334689/beyond-sql-8-new-languages-for-data-querying.html) [POLYGLOT CONTENT] [ADVANCED LEVEL]  [EMERGING] β€” Analyzes the evolution of data query architectures beyond standard SQL. Evaluates emerging declarative languages (such as PRQL, Malloy, and EdgeQL) designed to solve SQL's design constraints, enhancing pipeline maintainability and query expressiveness.
-## Relational Databases (2)
-
-### Comparisons (1)
-
-  - **(2022)** [sqlrevisited.blogspot.com: MySQL vs PostgreSQL? Pros and Cons](https://www.sqlrevisited.com/2022/03/mysql-vs-postgresql-pros-and-cons.html) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive comparative study outlining execution speed, memory configurations, JSON payload management capabilities, and open-source licensing differences between MySQL and PostgreSQL engines.
-### Critiques
-
-  - **(2021)** [theregister.com: MySQL a 'pretty poor database' says departing Oracle engineer](https://www.theregister.com/software/2021/12/06/mysql-a-pretty-poor-database-says-ex-oracle-engineer/539827) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An opinionated engineering critique of MySQL architecture from a departing Oracle engineer. Explores fundamental structural limitations, transactions, query execution planning, and contrasts these technical choices with PostgreSQL and Oracle database backends.
 ### Database Drivers
 
   - **(2020)** [thenewstack.io: Maria DB Gets Reactive with a Non-Blocking Connector for Java](https://thenewstack.io/maria-db-gets-reactive-with-a-non-blocking-connector-for-java) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores MariaDB's reactive Java driver. Details how non-blocking I/O operations and asynchronous connections improve database throughput in highly concurrent microservice runtimes.
-### Git-for-Data
-
-  - **(2026)** [==github.com/dolthub/dolt==](https://github.com/dolthub/dolt) ⭐ 23422  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An innovative SQL database implementing Git-style version control concepts (clone, push, pull, branch, merge) over table structures and data cells. Perfect for decentralized collaborative data management pipelines.
-### Local Development (1)
-
-  - **(2022)** [thenewstack.io: Deploy MySQL and phpMyAdmin with Docker](https://thenewstack.io/deploy-mysql-and-phpmyadmin-with-docker) [YAML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Practical tutorial for setting up local developer environments with Docker Compose. Pairs a standard MySQL instance with phpMyAdmin for rapid schema prototyping and database visualization.
-### MySQL Features
-
-  - **(2023)** [blog.eduguru.in: mysql create index on table](https://blog.eduguru.in/mysql-2/mysql-create-index-on-table) [SQL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Detailed guide on index creation mechanics inside MySQL. Focuses on planning, key-length constraints, B-tree index structures, and avoiding table lock scenarios during schema operations.
-  - **(2021)** [vladmihalcea.com: MySQL JSON_TABLE – Map a JSON object to a relational database table](https://vladmihalcea.com/mysql-json-table) [SQL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Deconstructs MySQL's JSON_TABLE function, mapping unstructured JSON documents directly into tabular SQL formats. Explores query execution performance, index optimization options, and hybrid schemaless architectural patterns inside traditional relational systems.
-### MySQL Optimization
-
-  - **(2021)** [percona.com: MySQL 101: Parameters to Tune for MySQL Performance](https://www.percona.com/blog/mysql-101-parameters-to-tune-for-mysql-performance) [SQL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Percona's MySQL tuning guide focusing on key memory and I/O parameters. Explains optimizing parameters like innodb_buffer_pool_size, max_connections, and thread cache limits to handle massive query volumes.
-  - **(2021)** [opensource.com](https://opensource.com/article/21/5/mysql-query-tuning) [SQL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Explores query performance tuning in MySQL. Details analyzing optimizer output using the EXPLAIN statement to identify slow table scans and optimize composite indexes.
 ## SQL
 
-### Core Concepts (3)
-
-#### Database Taxonomy (2)
-
-  - **(2022)** [intellipaat.com: SQL vs MySQL - Key Differences Between SQL and MySQL](https://intellipaat.com/blog/sql-vs-mysql-difference)  [COMMUNITY-TOOL] [GUIDE] β€” Differentiates SQL as a standardized, declarative structured query language from MySQL, a concrete, production-grade relational database management system implementation.
-### Education
-
-#### Video Training
-
-  - **(2021)** [gcreddy.com: SQL Step by Step Videos](https://www.gcreddy.com/2021/05/sql-step-by-step-videos.html)  [COMMUNITY-TOOL] [GUIDE] β€” A step-by-step video learning index targeting SQL newcomers. Outlines basic query formatting, simple indexing, relational design guidelines, and fundamental aggregate queries.
 ### ORM and Query Builders
 
 #### Java Ecosystem
 
   - **(2026)** [blog.jooq.org](https://blog.jooq.org) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The premier engineering blog for the jOOQ framework. Explores advanced SQL query generation, type-safe persistence, optimizer bypasses, and JVM database integration paradigms.
-### Performance Tuning (1)
-
-#### Query Optimization
-
-  - **(2021)** [vettabase.com: How slow is SELECT * ?](https://vettabase.com/how-slow-is-select)  [COMMUNITY-TOOL] β€” An analytical study measuring the performance degradation caused by 'SELECT *' queries in relational databases. Quantifies extra memory allocations, network overhead, index neglect, and optimizer failure patterns.
-### Query Mechanics
-
-#### Filtering
-
-  - **(2022)** [digitalocean.com: How To Use WHERE Clauses in SQL](https://www.digitalocean.com/community/tutorials/how-to-use-where-clauses-in-sql)  [COMMUNITY-TOOL] [GUIDE] β€” An educational guide to utilizing WHERE clauses in relational database engines. Details query filtering optimization, index utilization during scan paths, and the deployment of complex boolean logic inside relational tables.
-  - **(2021)** [vladmihalcea.com: SQL EXISTS and NOT EXISTS](https://vladmihalcea.com/sql-exists)  [COMMUNITY-TOOL] β€” Demystifies the performance mechanics of EXISTS and NOT EXISTS subquery operators. Highlights query execution paths, semi-join optimizations, and when to choose EXISTS over standard IN or LEFT JOIN constructs.
-#### Joins
-
-  - **(2021)** [towardsdatascience.com: How to Use SQL Cross Joins](https://towardsdatascience.com/how-to-use-sql-cross-joins-5653fe7d353)  [COMMUNITY-TOOL] β€” Provides a comprehensive mathematical and practical overview of Cartesian products (CROSS JOIN) in SQL. Examines computation footprint and scenarios where combinatorics are required for reporting templates.
-  - **(2021)** [vladmihalcea.com: SQL LEFT JOIN – A Beginner’s Guide](https://vladmihalcea.com/sql-left-join)  [COMMUNITY-TOOL] [GUIDE] β€” An educational guide to outer joins, specifically focusing on the behavior of LEFT JOIN statements. Explores query execution paths and null-handling when mapping one-to-many entities in relational schemas.
-  - **(2021)** [vladmihalcea.com: SQL JOIN USING – A Beginner’s Guide](https://vladmihalcea.com/sql-join-using)  [COMMUNITY-TOOL] [GUIDE] β€” A technical tutorial on the USING keyword in SQL JOIN clauses. Demonstrates how USING provides a cleaner syntax alternative to ON when linking tables on identically named primary and foreign key columns.
-  - **(2021)** [freecodecamp.org: SQL Joins Tutorial: Cross Join, Full Outer Join, Inner Join, Left Join, and Right Join](https://www.freecodecamp.org/news/sql-joins-tutorial)  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive, visual tutorial mapping various SQL JOIN architectures. Clearly contrasts INNER JOIN, LEFT JOIN, RIGHT JOIN, FULL OUTER JOIN, and CROSS JOIN operations using venn diagrams and transactional datasets.
-## SQL Fundamentals
-
-### Joins (1)
-
-  - **(2021)** [freecodecamp.org: SQL Join Types – Inner Join VS Outer Join Example](https://www.freecodecamp.org/news/sql-join-types-inner-join-vs-outer-join-example) [SQL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Practical primer exploring the execution mechanics of relational SQL join operations. Contrasts the set theory behind INNER, LEFT, RIGHT, and FULL OUTER JOINs with concrete visual patterns to align developer understanding with engine execution phases.
-  - **(2021)** [freecodecamp.org: The SQL Inner Join Command: Example Syntax](https://www.freecodecamp.org/news/the-sql-inner-join-command-example-syntax) [SQL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Deep dive into the SQL INNER JOIN command. Details query structure, standard ANSI syntax, and execution order within relational engines, providing developers with clear patterns for query construction and performance predictability.
-  - **(2021)** [freecodecamp.org: SQL Inner Join – How to Join 3 Tables in SQL and MySQL](https://www.freecodecamp.org/news/sql-inner-join-how-to-join-3-tables-in-sql-and-mysql) [SQL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Provides advanced syntax paradigms for combining three or more relational tables in standard SQL and MySQL. Details optimizer path selections, index utilization strategies, and optimal execution sequences for highly normalized enterprise relational schemas.
-### Visualization (1)
-
-  - **(2020)** [towardsdatascience.com: You Should Use This to Visualize SQL Joins Instead of Venn Diagrams](https://towardsdatascience.com/you-should-use-this-to-visualize-sql-joins-instead-of-venn-diagrams-ede15f9583fc) [SQL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Advocates for visual table-mapping paradigms instead of Venn diagrams for SQL joins. Demonstrates how relational algebra maps more accurately to table dimensions, preventing Cartesian product misunderstandings in complex queries.
-## SQL Optimization
-
-### Best Practices
-
-  - **(2023)** [geeksforgeeks.org: Best Practices for SQL Query Optimization](https://www.geeksforgeeks.org/sql/best-practices-for-sql-query-optimizations) [SQL CONTENT]  [COMMUNITY-TOOL] β€” Architectural guide outlining core strategies for relational query optimization. Highlights planning optimization via EXPLAIN plans, index selection logic, partition tuning, and the avoidance of common performance-draining database queries.
 ## SQL Server
 
-### Backup Administration
-
-  - **(2025)** [Automate SQL Server Backups with PowerShell](https://datacrazyworld.com/index.php/2025/03/16/automatiza-backups-de-sql-server-con-powershell) [POWERSHELL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Demonstrates native PowerShell script templates to automate Microsoft SQL Server backups. Offers a valuable guide for planning traditional database state transitions into hybrid Kubernetes clusters.
 ### DevOps
 
   - **(2022)** [devblogs.microsoft.com: DevOps for Azure SQL 🌟](https://devblogs.microsoft.com/azure-sql/devops-for-azure-sql) [CONCEPTUAL CONTENT]  [COMMUNITY-TOOL] β€” Practical DevOps pipeline patterns for Azure SQL. Outlines dynamic deployment workflows using GitHub Actions and Azure DevOps to coordinate declarative state synchronizations matching app changes.
-### Enterprise Deployment
-
-  - **(2020)** [Expanding SQL Server Big Data Clusters capabilities, now on Red Hat OpenShift](https://cloudblogs.microsoft.com/sqlserver/2020/06/23/expanding-sql-server-big-data-clusters-capabilities-now-on-red-hat-openshift) [CONCEPTUAL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Architectural guide detailing Microsoft SQL Server Big Data Clusters on Red Hat OpenShift. Note: Microsoft retired this capability in 2025; standard practice has transitioned to localized containers and Azure Arc-enabled SQL Server.
-### Local Development (2)
-
-  - **(2021)** [khalidabuhakmeh.com: Running SQL Server Queries In Docker](https://khalidabuhakmeh.com/running-sql-server-queries-in-docker) [SQL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Developer-centric guide to configuring and running Microsoft SQL Server inside Docker containers. Covers volume mapping, secure password injection, and executing initial database verification queries.
 ## Serverless Databases
 
 ### Resource Management
 
   - **(2023)** [thenewstack.io: How to Ensure Your Serverless Database Stays Serverless](https://thenewstack.io/how-to-ensure-your-serverless-database-stays-serverless) [CONCEPTUAL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Focuses on preserving serverless paradigms at the database tier. Explores connection pooling, cold-start latency mitigation, dynamic compute scaling, and the integration of proxy layers to maintain seamless serverless workload support.
-## Software Engineering
-
-### Database Management
-
-#### Model Context Protocol
-
-  - **(2024)** [==Tabularis: Open Source Desktop Client for Modern Databases with AI and MCP' Integration==](https://github.com/TabularisDB/tabularis/blob/main/README.es.md) ⭐ 2422  [SPANISH CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An open-source desktop database client featuring Model Context Protocol (MCP) integrations. This compliance allows local LLMs to safely query, analyze, and update database schemas within strict user security boundaries.
-### Testing
-
-#### Mocking
-
-  - **(2024)** [==DATA-DOG/go-sqlmock==](https://github.com/DATA-DOG/go-sqlmock) ⭐ 6554  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A highly adopted SQL mock library for Golang designed to mock standard database/sql/driver behaviors. Facilitates robust database interaction testing without spinning up active infrastructure engines.
 ## Storage and Data
 
-### Data on Kubernetes (2)
-
-#### Industry Research
-
-  - **(2021)** [dok.community: Data on Kubernetes 2021 Report](https://dok.community/dokc-2021-report)  [CASE STUDY] [COMMUNITY-TOOL] β€” This classic report maps standard adoption trends of stateful workloads in containerized environments. It highlights performance, operations, and resource efficiency as key factors convincing enterprises to run workloads on native Kubernetes storage pools instead of external infrastructure.
-### Database Operations
-
-#### Database DevOps
-
-  - **(2021)** [informationweek.com: Can Enterprises Benefit From Adopting Database DevOps?](https://www.informationweek.com/software-services/can-enterprises-benefit-from-adopting-database-devops-)  [COMMUNITY-TOOL] β€” Examines the benefits and execution risks of incorporating schema migrations and database state configurations into CI/CD pipelines. Discusses tools like Liquibase and Flyway to version-control structural changes alongside software deployments. This integration reduces deployment mismatches and prevents manual database drift.
 ### Database Operators
 
 #### Crunchy PostgreSQL
 
-  - **(2023)** [Crunchy Data PostgreSQL Operator](https://nubenetes.com/crunchydata) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Evaluates the Crunchy PostgreSQL Operator (PGO) which automates production-grade PostgreSQL deployments on Kubernetes. Features include automated high availability, pgBackRest-driven backup orchestration, connection pooling via pgBouncer, and deep monitoring metrics. A de facto standard solution for enterprises migrating critical relational engines into Kubernetes platforms.
-## Time-Series
-
-### Architecture (1)
-
-  - **(2021)** [thenewstack.io: You Don’t Need a Blockchain, You Need a Time-Series Database](https://thenewstack.io/you-dont-need-a-blockchain-you-need-a-time-series-database) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An analytical architectural article arguing against the systemic misuse of blockchain technologies for transactional audit logging. Demonstrates that time-series databases provide equivalent historic immutability, superior indexing speed, and scalable writes.
-### VictoriaMetrics (1)
-
-  - **(2024)** [victoriametrics.com: Q2 2024 Round Up: VictoriaMetrics & VictoriaLogs Updates](https://victoriametrics.com/blog/q2-2024-round-up-victoriametrics-and-victorialogs-updates/index.html) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Technical feature overview covering VictoriaMetrics and VictoriaLogs updates, focusing on dynamic retention strategies, ingestion enhancements, storage footprint reduction, and custom query language performance.
+  - **(2023)** [Crunchy Data PostgreSQL Operator](https://nubenetes.com/crunchydata/) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Evaluates the Crunchy PostgreSQL Operator (PGO) which automates production-grade PostgreSQL deployments on Kubernetes. Features include automated high availability, pgBackRest-driven backup orchestration, connection pooling via pgBouncer, and deep monitoring metrics. A de facto standard solution for enterprises migrating critical relational engines into Kubernetes platforms.
 
 ---
-πŸ’‘ **Explore Related:** [Yaml](./yaml.md) | [Newsql](./newsql.md) | [NoSQL](./nosql.md)
+πŸ’‘ **Explore Related:** [Yaml](./yaml.md) | [Crunchydata](./crunchydata.md) | [NoSQL](./nosql.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/demos.md b/v2-docs/demos.md
index 56a07b94..0a14b4d6 100644
--- a/v2-docs/demos.md
+++ b/v2-docs/demos.md
@@ -8,9 +8,6 @@
 
 ## Table of Contents
 
-1. [AI and Data Engineering](#ai-and-data-engineering)
-  - [Azure Container Apps](#azure-container-apps)
-    - [Terraform and OpenAI](#terraform-and-openai)
 1. [Application Architecture](#application-architecture)
   - [Event-Driven](#event-driven)
     - [GraphQL](#graphql)
@@ -18,14 +15,7 @@
   - [Asynchronous Messaging](#asynchronous-messaging)
     - [Red Hat Fuse](#red-hat-fuse)
   - [CICD Pipelines](#cicd-pipelines)
-    - [Multi-Cluster Deployments](#multi-cluster-deployments)
     - [Tekton Pipelines](#tekton-pipelines)
-    - [Tekton Tasks](#tekton-tasks)
-    - [Tekton Templates](#tekton-templates)
-    - [Workshops](#workshops)
-  - [Containerization](#containerization)
-    - [Docker](#docker)
-    - [Self-Hosted Apps](#self-hosted-apps)
   - [Database Schema Management](#database-schema-management)
     - [Liquibase Integration](#liquibase-integration)
   - [Deployment Strategies](#deployment-strategies)
@@ -34,31 +24,19 @@
     - [App Deployment](#app-deployment)
     - [Local Development](#local-development)
   - [Enterprise Modernization](#enterprise-modernization)
-    - [Migration Toolkit](#migration-toolkit)
     - [Multi-Cluster Strategy](#multi-cluster-strategy)
   - [GitOps](#gitops)
     - [Microservices Showcase](#microservices-showcase)
-    - [Multi-Cluster Deployments](#multi-cluster-deployments-1)
-    - [Multi-Tenancy](#multi-tenancy)
-    - [kam CLI](#kam-cli)
   - [Java on Kubernetes](#java-on-kubernetes)
     - [Eclipse JKube Tools](#eclipse-jkube-tools)
   - [Load Balancing](#load-balancing)
     - [High Availability](#high-availability)
 1. [Application Development](#application-development)
-  - [Base Images](#base-images)
-    - [Buildah](#buildah)
-    - [Universal Base Image](#universal-base-image)
   - [Cloud-Native Java](#cloud-native-java)
     - [Advanced Microservices](#advanced-microservices)
     - [Spring Boot Microservices](#spring-boot-microservices)
-    - [Tanzu Framework](#tanzu-framework)
-  - [Containerization](#containerization-1)
+  - [Containerization](#containerization)
     - [Java Spring Boot](#java-spring-boot)
-  - [Developer Tools](#developer-tools)
-    - [Alternative Tooling](#alternative-tooling)
-  - [Enterprise Java Platforms](#enterprise-java-platforms)
-    - [JBoss Foundations](#jboss-foundations)
   - [Java](#java)
     - [Build Automation](#build-automation)
     - [Local Development](#local-development-1)
@@ -70,21 +48,13 @@
     - [Deployment Tooling](#deployment-tooling)
   - [Process Automation](#process-automation)
     - [RHPAM](#rhpam)
-  - [Python](#python)
-    - [Django](#django)
-    - [Scalability](#scalability)
   - [Reference Templates](#reference-templates)
     - [OpenShift 4.8](#openshift-48)
-  - [Runtimes and CMS](#runtimes-and-cms)
-    - [Strapi CMS](#strapi-cms)
   - [Serverless Java](#serverless-java)
     - [Quarkus Integration](#quarkus-integration)
     - [gRPC Communication](#grpc-communication)
   - [Tutorials](#tutorials)
     - [Developer Demos](#developer-demos)
-1. [Application Migration](#application-migration)
-  - [Containerization Tools](#containerization-tools)
-    - [Move2Kube](#move2kube)
 1. [Application Modernization](#application-modernization)
   - [Integration Frameworks](#integration-frameworks)
     - [OpenShift and Camel](#openshift-and-camel)
@@ -93,81 +63,21 @@
 1. [Architecture](#architecture)
   - [Microservices](#microservices)
     - [Demo Systems](#demo-systems)
-    - [Design Patterns](#design-patterns)
-1. [Artificial Intelligence and LLMs](#artificial-intelligence-and-llms)
-  - [Prompt Engineering](#prompt-engineering)
-    - [Developer Productivity](#developer-productivity)
 1. [CI-CD](#ci-cd)
-  - [Azure](#azure)
-    - [GitHub Actions](#github-actions)
   - [Azure AKS](#azure-aks)
-    - [GitHub Actions](#github-actions-1)
-  - [Infrastructure](#infrastructure)
-    - [Rancher](#rancher)
+    - [GitHub Actions](#github-actions)
   - [Java](#java-1)
     - [Automated Workflows](#automated-workflows)
-  - [Platform-as-a-Service](#platform-as-a-service)
-    - [OpenShift](#openshift)
 1. [CICD](#cicd)
-  - [GitLab CI](#gitlab-ci)
-    - [Pipeline Design](#pipeline-design)
   - [GitOps](#gitops-1)
     - [GitLab Agent](#gitlab-agent)
-  - [Jenkins](#jenkins)
-    - [Jenkins Pipeline Training](#jenkins-pipeline-training)
-    - [Parallel Pipelines](#parallel-pipelines)
-    - [SDKMAN](#sdkman)
-      - [Docker Integration](#docker-integration)
-1. [CICD and DevOps](#cicd-and-devops)
-  - [Enterprise Jenkins](#enterprise-jenkins)
-    - [OpenShift Integration](#openshift-integration)
 1. [CICD Infrastructure](#cicd-infrastructure)
   - [Build and Packaging](#build-and-packaging)
     - [Custom Packager](#custom-packager)
-  - [Configuration as Code](#configuration-as-code)
-    - [Job Generation](#job-generation)
-  - [Plugin Management](#plugin-management)
-    - [CLI Tooling](#cli-tooling)
-1. [CICD Pipeline](#cicd-pipeline)
-  - [Automation Ecosystems](#automation-ecosystems)
-    - [Jenkins and Nexus](#jenkins-and-nexus)
-1. [CICD Pipeline Architecture](#cicd-pipeline-architecture)
-  - [Pipeline Testing](#pipeline-testing)
-    - [Local Execution](#local-execution)
-    - [Unit Testing](#unit-testing)
 1. [CICD Pipelines](#cicd-pipelines-1)
   - [Automated Cloud Deployments](#automated-cloud-deployments)
     - [AWS ECS Deployments](#aws-ecs-deployments)
-    - [Kubernetes CD Pipelines](#kubernetes-cd-pipelines)
-  - [Automated Image Builds](#automated-image-builds)
-    - [Image Builder Workflows](#image-builder-workflows)
-  - [Automated Testing](#automated-testing)
-    - [Ephemeral K3s Cluster](#ephemeral-k3s-cluster)
-    - [Pytest and GitHub Actions](#pytest-and-github-actions)
-  - [Azure DevOps Solutions](#azure-devops-solutions)
-    - [GitHub Actions Integration](#github-actions-integration)
-  - [Data Engineering](#data-engineering)
-    - [Automated Data Pipelines](#automated-data-pipelines)
-  - [Multi-Cluster GitOps](#multi-cluster-gitops)
-    - [ArgoCD Orchestrations](#argocd-orchestrations)
-  - [Security and Compliance](#security-and-compliance)
-    - [DevSecOps Integration](#devsecops-integration)
-    - [GitHub Actions Security](#github-actions-security)
-1. [Cloud IoT](#cloud-iot)
-  - [Digital Twins](#digital-twins)
-    - [API Management](#api-management)
-1. [Cloud Learning](#cloud-learning)
-  - [Curriculum](#curriculum)
-    - [Cloud Engineering](#cloud-engineering)
-1. [Cloud Native](#cloud-native)
-  - [Continuous Integration](#continuous-integration)
-    - [CI-CD Pipelines](#ci-cd-pipelines)
-      - [Red Hat OpenShift](#red-hat-openshift)
-  - [Security](#security)
-    - [Policy Enforcement](#policy-enforcement)
 1. [Cloud Native Architecture](#cloud-native-architecture)
-  - [Kubernetes](#kubernetes)
-    - [Fundamentals](#fundamentals)
   - [Microservices Migration](#microservices-migration)
     - [Case Study](#case-study)
 1. [Cloud Native Infrastructure](#cloud-native-infrastructure)
@@ -177,31 +87,15 @@
   - [Observability and Testing](#observability-and-testing)
     - [Pod Mocking](#pod-mocking)
 1. [Cloud Native Platforms](#cloud-native-platforms)
-  - [Red Hat OpenShift](#red-hat-openshift-1)
-    - [Automation Grading](#automation-grading)
-      - [Academic Homework](#academic-homework)
-    - [Jenkins Pipelines](#jenkins-pipelines)
-      - [Deployment Automation](#deployment-automation)
-      - [Lab Environments](#lab-environments)
+  - [Red Hat OpenShift](#red-hat-openshift)
     - [Local Development](#local-development-2)
       - [CodeReady Containers](#codeready-containers)
 1. [Cloud Platform](#cloud-platform)
   - [Microsoft Azure](#microsoft-azure)
     - [Sample Architecture](#sample-architecture)
 1. [Cloud Providers](#cloud-providers)
-  - [AWS](#aws)
-    - [Workshops](#workshops-1)
-  - [AWS EKS](#aws-eks)
-    - [Foundational](#foundational)
-    - [GitOps Tooling](#gitops-tooling)
-    - [Masterclass](#masterclass)
-    - [Provisioning](#provisioning)
   - [Google GKE](#google-gke)
     - [Application Dev](#application-dev)
-    - [Provisioning](#provisioning-1)
-1. [Cloud Security](#cloud-security)
-  - [Identity and Access Management](#identity-and-access-management)
-    - [OIDC Providers](#oidc-providers)
 1. [Cloud-Native Application Development](#cloud-native-application-development)
   - [Go Development](#go-development)
     - [Microservices](#microservices-1)
@@ -209,165 +103,54 @@
     - [Reference Implementations](#reference-implementations)
 1. [Cloud-Native Applications](#cloud-native-applications)
   - [Java Microservices](#java-microservices)
-    - [Azure Container Apps](#azure-container-apps-1)
+    - [Azure Container Apps](#azure-container-apps)
     - [Container Images](#container-images)
     - [Kubernetes Deployment](#kubernetes-deployment)
     - [Spring Cloud](#spring-cloud)
 1. [Cloud-Native Infrastructure](#cloud-native-infrastructure)
   - [Kubernetes Core](#kubernetes-core)
-    - [Cluster Access Security](#cluster-access-security)
-    - [Container Deployments](#container-deployments)
     - [Declarative Templates](#declarative-templates)
-    - [Storage Operations](#storage-operations)
-    - [Workload Management](#workload-management)
   - [Learning Resources](#learning-resources)
-    - [Containerization Workshops](#containerization-workshops)
-    - [IaC](#iac)
     - [Kubernetes Courses](#kubernetes-courses)
-    - [Kubernetes Playgrounds](#kubernetes-playgrounds)
-    - [Kubernetes Workshops](#kubernetes-workshops)
-1. [Cloud-Native Java](#cloud-native-java-1)
-  - [Build Tools](#build-tools)
-    - [Eclipse JKube](#eclipse-jkube)
-      - [Developer Workflow](#developer-workflow)
-  - [Runtimes](#runtimes)
-    - [JBoss EAP](#jboss-eap)
-      - [MicroProfile](#microprofile)
-1. [Container Orchestration](#container-orchestration)
-  - [Kubernetes](#kubernetes-1)
-    - [Application Migration](#application-migration-1)
-    - [Java Deployment Guides](#java-deployment-guides)
-1. [Containerization](#containerization-2)
-  - [AWS ECS](#aws-ecs)
-    - [JFrog Artifactory](#jfrog-artifactory)
-  - [Docker](#docker-1)
-    - [Prebuilt Images](#prebuilt-images)
-  - [NGINX](#nginx)
-    - [React Production](#react-production)
-1. [Core Orchestration](#core-orchestration)
-  - [Workloads](#workloads)
-    - [Examples](#examples)
-    - [Foundational](#foundational-1)
-1. [Data Engineering](#data-engineering-1)
-  - [Azure Data Factory](#azure-data-factory)
-    - [CICD Pipelines](#cicd-pipelines-2)
-  - [Event Streaming](#event-streaming)
-    - [Change Data Capture](#change-data-capture)
-1. [Data Science](#data-science)
-  - [Tooling](#tooling)
-    - [Data Wrangling](#data-wrangling)
-1. [Data Storage](#data-storage)
-  - [Databases](#databases)
-    - [Operators](#operators)
-1. [Database and Storage](#database-and-storage)
-  - [Stateful Workloads](#stateful-workloads)
-    - [PostgreSQL](#postgresql)
-  - [Storage Infrastructure](#storage-infrastructure)
-    - [Persistent Volumes](#persistent-volumes)
 1. [DevOps](#devops)
-  - [CICD](#cicd-1)
-    - [GitHub Actions](#github-actions-2)
   - [CICD Platforms](#cicd-platforms)
-    - [Jenkins](#jenkins-1)
-      - [Azure DevOps Integration](#azure-devops-integration)
+    - [Jenkins](#jenkins)
       - [Docker Containerization](#docker-containerization)
-      - [GitHub Integration](#github-integration)
       - [Modular Pipeline Library](#modular-pipeline-library)
-      - [Multibranch Pipelines](#multibranch-pipelines)
       - [Spring Petclinic Pipeline](#spring-petclinic-pipeline)
   - [Cloud Native CICD](#cloud-native-cicd)
-    - [GitLab Integration](#gitlab-integration)
-      - [Kubernetes Native Setup](#kubernetes-native-setup)
     - [Jenkins X](#jenkins-x)
       - [AWS EKS Integration](#aws-eks-integration)
   - [Continuous Delivery](#continuous-delivery)
     - [Infrastructure Provisioning](#infrastructure-provisioning)
       - [Crossplane Spinnaker Integration](#crossplane-spinnaker-integration)
     - [Spinnaker Setup](#spinnaker-setup)
-      - [Git Integration](#git-integration)
-      - [Kubernetes Deployment Models](#kubernetes-deployment-models)
       - [Kubernetes Native Deployment](#kubernetes-native-deployment)
-      - [Orchestration Concepts](#orchestration-concepts)
-      - [Orchestration Engines](#orchestration-engines)
-  - [Environment Management](#environment-management)
-    - [SDKMAN](#sdkman-1)
-  - [Infrastructure as Code](#infrastructure-as-code)
-    - [Jenkins Configuration as Code](#jenkins-configuration-as-code)
-      - [Docker Hook Scripts](#docker-hook-scripts)
-      - [Kubernetes Native Setup](#kubernetes-native-setup-1)
-    - [Jenkins JobDSL](#jenkins-jobdsl)
-      - [Freestyle Migration](#freestyle-migration)
   - [Kubernetes Integration](#kubernetes-integration)
-    - [AWS EKS](#aws-eks-1)
-      - [Jenkins Pipelines](#jenkins-pipelines-1)
-  - [Observability](#observability)
-    - [Metrics Collection](#metrics-collection)
-      - [Grafana InfluxDB Integration](#grafana-influxdb-integration)
-  - [Pipeline Execution Engine](#pipeline-execution-engine)
-    - [Groovy CPS](#groovy-cps)
-      - [Continuation Passing Style](#continuation-passing-style)
-      - [JobDSL API Reference](#jobdsl-api-reference)
-1. [DevOps and CICD](#devops-and-cicd)
-  - [AWS EKS](#aws-eks-2)
-    - [CodePipeline](#codepipeline)
-  - [AWS Infrastructure](#aws-infrastructure)
-    - [DevOps Guides](#devops-guides)
-  - [Azure DevOps](#azure-devops)
-    - [Build Automation](#build-automation-1)
-    - [Infrastructure Governance](#infrastructure-governance)
-    - [Onboarding Engine](#onboarding-engine)
-    - [YAML Pipelines](#yaml-pipelines)
-  - [Continuous Delivery](#continuous-delivery-1)
-    - [Docker Images](#docker-images)
-  - [Jenkins](#jenkins-2)
-    - [Kubernetes Agents](#kubernetes-agents)
-    - [Pipeline-as-Code](#pipeline-as-code)
+    - [AWS EKS](#aws-eks)
+      - [Jenkins Pipelines](#jenkins-pipelines)
 1. [DevOps and Platform Engineering](#devops-and-platform-engineering)
-  - [Infrastructure Automation](#infrastructure-automation)
-    - [Academic Materials](#academic-materials)
   - [Interview Preparation](#interview-preparation)
     - [Reference Guides](#reference-guides)
-  - [Learning Resources](#learning-resources-1)
-    - [Methodologies](#methodologies)
-  - [Project Blueprints](#project-blueprints)
-    - [Infrastructure Showcase](#infrastructure-showcase)
-1. [DevOps Philosophy](#devops-philosophy)
-  - [Software Engineering](#software-engineering)
-    - [No Code Movement](#no-code-movement)
 1. [DevSecOps and Automation](#devsecops-and-automation)
   - [End-to-End Pipelines](#end-to-end-pipelines)
     - [Multi-Version Deployments](#multi-version-deployments)
   - [Jenkins-based CI-CD](#jenkins-based-ci-cd)
     - [AWS and Jenkins](#aws-and-jenkins)
     - [Jenkins Architecture](#jenkins-architecture)
-    - [Jenkins Basics](#jenkins-basics)
-    - [Jenkins Shared Libraries](#jenkins-shared-libraries)
-    - [Mobile Workflows](#mobile-workflows)
 1. [DevSecOps and IDEs](#devsecops-and-ides)
-  - [Eclipse Che](#eclipse-che)
-    - [Cloud IDE Templates](#cloud-ide-templates)
   - [Google Cloud Code](#google-cloud-code)
     - [Developer Experience](#developer-experience)
-    - [Enterprise Templates](#enterprise-templates)
   - [Quality Assurance](#quality-assurance)
     - [Azure Cloud Testing](#azure-cloud-testing)
 1. [Developer Experience](#developer-experience-1)
   - [Inner Loop Development](#inner-loop-development)
     - [Local Tooling](#local-tooling)
-1. [Developer Tools](#developer-tools-1)
-  - [Quarkus CLI](#quarkus-cli)
-    - [Local Development](#local-development-3)
-1. [Education](#education)
-  - [Certification](#certification)
-    - [CKAD](#ckad)
 1. [Enterprise Architecture](#enterprise-architecture)
   - [Business Process Management](#business-process-management)
     - [RHPAM](#rhpam-1)
-1. [Enterprise Integration](#enterprise-integration)
-  - [SAP Cloud Integration](#sap-cloud-integration)
-    - [Azure Blob Storage](#azure-blob-storage)
 1. [Event-Driven Architectures](#event-driven-architectures)
-  - [Cloud-Native Java](#cloud-native-java-2)
+  - [Cloud-Native Java](#cloud-native-java-1)
     - [Kafka with Spring Boot](#kafka-with-spring-boot)
   - [Go and CQRS](#go-and-cqrs)
     - [gRPC Microservices](#grpc-microservices)
@@ -377,265 +160,82 @@
     - [FastAPI and Ably](#fastapi-and-ably)
   - [Serverless Java](#serverless-java-1)
     - [Quarkus with Kafka](#quarkus-with-kafka)
-1. [Extensibility](#extensibility)
-  - [Admission Controllers](#admission-controllers)
-    - [JVM Configurations](#jvm-configurations)
-  - [Event-Driven](#event-driven-1)
-    - [Webhooks](#webhooks)
 1. [GitOps](#gitops-2)
   - [Continuous Deployment](#continuous-deployment)
     - [Flux v2](#flux-v2)
-  - [OpenShift](#openshift-1)
-    - [Enterprise Dev](#enterprise-dev)
 1. [GitOps and Declarative Git](#gitops-and-declarative-git)
   - [Developer Platforms](#developer-platforms-1)
-    - [GitHub Actions](#github-actions-3)
-  - [Enterprise GitOps](#enterprise-gitops)
-    - [Anthos](#anthos)
+    - [GitHub Actions](#github-actions-1)
   - [GitOps Tools](#gitops-tools)
     - [Flux and Helm](#flux-and-helm)
-1. [Governance and Security](#governance-and-security)
-  - [Platform Comparisons](#platform-comparisons)
-    - [OpenShift vs Kubernetes](#openshift-vs-kubernetes)
-  - [Policy Enforcement](#policy-enforcement-1)
-    - [OPA Gatekeeper](#opa-gatekeeper)
-1. [Hybrid Cloud Platforms](#hybrid-cloud-platforms)
-  - [Anthos](#anthos-1)
-    - [Multi-Cluster Mesh](#multi-cluster-mesh)
-  - [OpenShift](#openshift-2)
-    - [Developer Workspaces](#developer-workspaces)
-1. [Hybrid Cloud Solutions](#hybrid-cloud-solutions)
-  - [Multi-Cloud Architectures](#multi-cloud-architectures)
-    - [Anthos with EKS](#anthos-with-eks)
-  - [Multi-Cluster GitOps](#multi-cluster-gitops-1)
-    - [Anthos Config Management](#anthos-config-management)
-1. [Infrastructure](#infrastructure-1)
-  - [Artifact Management](#artifact-management)
-    - [Nexus3 Deployment](#nexus3-deployment)
-      - [Kubernetes Helm Setup](#kubernetes-helm-setup)
-  - [Edge Computing](#edge-computing)
-    - [Minimalist Clusters](#minimalist-clusters)
-  - [Production Hardening](#production-hardening)
-    - [Examples](#examples-1)
-  - [Provisioning](#provisioning-2)
-    - [High Availability](#high-availability-1)
-  - [Stateful Applications](#stateful-applications)
-    - [Mail Services](#mail-services)
-1. [Infrastructure and DevOps](#infrastructure-and-devops)
-  - [CI-CD Concepts](#ci-cd-concepts)
-    - [Jenkins Tutorials](#jenkins-tutorials)
-  - [Shared Libraries](#shared-libraries)
-    - [Production Blueprints](#production-blueprints)
 1. [Infrastructure and Operations](#infrastructure-and-operations)
-  - [Cost Optimization and Metering](#cost-optimization-and-metering)
-    - [Metering Operator](#metering-operator)
-  - [Enterprise Cluster Management](#enterprise-cluster-management)
-    - [Ansible and ACM](#ansible-and-acm)
-    - [OKD Community Platform](#okd-community-platform)
-    - [Red Hat ACM](#red-hat-acm)
-  - [Ingress and Routing](#ingress-and-routing)
-    - [Argo CD Deployment](#argo-cd-deployment)
   - [Observability and Service Mesh](#observability-and-service-mesh)
-    - [Grafana and ACM](#grafana-and-acm)
     - [OpenShift ServiceMesh](#openshift-servicemesh)
 1. [Infrastructure and Platform](#infrastructure-and-platform)
   - [Autoscaling](#autoscaling)
     - [Event-Driven Scaling](#event-driven-scaling)
-1. [Infrastructure as Code](#infrastructure-as-code-1)
-  - [AI-Assisted IaC](#ai-assisted-iac)
-    - [AKS and ACR Deployments](#aks-and-acr-deployments)
-  - [Kubernetes Management](#kubernetes-management)
-    - [Infrastructure Blueprints](#infrastructure-blueprints)
-  - [OpenShift Virtualization](#openshift-virtualization)
-    - [GitOps VMs](#gitops-vms)
+1. [Infrastructure as Code](#infrastructure-as-code)
   - [Serverless Deployment](#serverless-deployment)
     - [Terraform and AWS Lambda](#terraform-and-aws-lambda)
-  - [Terraform](#terraform)
-    - [AWS Networking](#aws-networking)
-    - [Azure Security](#azure-security)
-    - [GCP Provisioning](#gcp-provisioning)
-  - [Terraform Ecosystem](#terraform-ecosystem)
-    - [AWS Compute Provisioning](#aws-compute-provisioning)
-    - [AWS RDS Databases](#aws-rds-databases)
-    - [AWS S3 Storage](#aws-s3-storage)
-    - [Advanced HCL Loopings](#advanced-hcl-loopings)
-    - [Azure Deployments](#azure-deployments)
-    - [Beginner Blueprints](#beginner-blueprints)
-    - [EKS and IAM Security](#eks-and-iam-security)
-    - [Fundamental Syntaxes](#fundamental-syntaxes)
-    - [Kubernetes Provider](#kubernetes-provider)
-    - [Learning Platforms](#learning-platforms)
 1. [Infrastructure as Code and CI-CD](#infrastructure-as-code-and-ci-cd)
-  - [CI-CD Pipelines](#ci-cd-pipelines-1)
-    - [Concourse CI](#concourse-ci)
-  - [Configuration Management](#configuration-management)
-    - [Ansible](#ansible)
-    - [Ansible Galaxy](#ansible-galaxy)
-    - [Ansible Inventory](#ansible-inventory)
-    - [Ansible Tower](#ansible-tower)
-    - [Ansible Workshops](#ansible-workshops)
   - [Developer Platforms](#developer-platforms-2)
-    - [CI-CD Pipelines](#ci-cd-pipelines-2)
-  - [GitOps and Declarative Git](#gitops-and-declarative-git-1)
-    - [Ansible and Helm](#ansible-and-helm)
+    - [CI-CD Pipelines](#ci-cd-pipelines)
 1. [Java Cloud Native](#java-cloud-native)
   - [Spring Cloud](#spring-cloud-1)
     - [Kubernetes Integration](#kubernetes-integration-1)
-1. [Kubernetes Tools](#kubernetes-tools)
-  - [General Reference](#general-reference)
-1. [Local Development](#local-development-4)
-  - [Legacy Cluster Tools](#legacy-cluster-tools)
-    - [Minishift](#minishift)
+1. [Local Development](#local-development-3)
   - [Red Hat OpenShift Local](#red-hat-openshift-local)
-    - [Installation](#installation)
     - [Process Automation](#process-automation-1)
 1. [Networking](#networking)
-  - [Ingress](#ingress)
-    - [Nginx](#nginx)
-  - [Multicluster](#multicluster)
-    - [eBPF](#ebpf)
-  - [Security](#security-1)
+  - [Security](#security)
     - [Recipes](#recipes)
-  - [eBPF](#ebpf-1)
-    - [Calico](#calico)
-1. [Observability](#observability-1)
+1. [Observability](#observability)
   - [Microservices Telemetry](#microservices-telemetry)
     - [Grafana Stack](#grafana-stack)
-  - [Monitoring](#monitoring)
-    - [Message Brokers](#message-brokers)
   - [OpenTelemetry](#opentelemetry)
-    - [Governance](#governance)
     - [Reliability Engineering](#reliability-engineering)
-  - [Troubleshooting](#troubleshooting)
-    - [Azure AKS](#azure-aks-1)
-    - [Google GKE](#google-gke-1)
-1. [Observability and Testing](#observability-and-testing-1)
-  - [Metrics Monitoring](#metrics-monitoring)
-    - [TPG Monitoring Stack](#tpg-monitoring-stack)
 1. [Orchestration](#orchestration)
   - [AKS](#aks)
-    - [Masterclass](#masterclass-1)
-  - [Kubernetes](#kubernetes-2)
+    - [Masterclass](#masterclass)
+  - [Kubernetes](#kubernetes)
     - [EKS Training](#eks-training)
-  - [Kubernetes Security](#kubernetes-security)
-    - [RKE Best Practices](#rke-best-practices)
-1. [Platform Architecture](#platform-architecture)
-  - [CICD](#cicd-2)
-    - [Legacy Jenkins](#legacy-jenkins)
-1. [Platform Deployment](#platform-deployment)
-  - [Quality Assurance](#quality-assurance-1)
-    - [Static Code Analysis](#static-code-analysis)
 1. [Platform Engineering](#platform-engineering)
-  - [Architectural Insights](#architectural-insights)
-    - [Ecosystem Tools](#ecosystem-tools)
-    - [Red Hat Ecosystem](#red-hat-ecosystem)
-  - [CICD Platforms](#cicd-platforms-1)
-    - [Azure DevOps](#azure-devops-1)
-  - [Custom Controller Patterns](#custom-controller-patterns)
-    - [Kubernetes Operators](#kubernetes-operators)
-  - [Developer Experience](#developer-experience-2)
-    - [Red Hat Ecosystem](#red-hat-ecosystem-1)
-  - [Enterprise Kubernetes](#enterprise-kubernetes)
-    - [OpenShift](#openshift-3)
   - [GitOps and CI-CD](#gitops-and-ci-cd)
     - [AWS and Argo CD](#aws-and-argo-cd)
-    - [Argo ApplicationSets](#argo-applicationsets)
     - [Argo CD and OpenShift Pipelines](#argo-cd-and-openshift-pipelines)
-    - [Argo CD Basics](#argo-cd-basics)
-    - [Argo CD Plugins](#argo-cd-plugins)
-    - [Configuration Rollouts](#configuration-rollouts)
-    - [GitLab Integration](#gitlab-integration-1)
-    - [Multi-Cluster GitOps](#multi-cluster-gitops-2)
+    - [Multi-Cluster GitOps](#multi-cluster-gitops)
     - [Serverless Workflows](#serverless-workflows)
-    - [Tool Assessment](#tool-assessment)
   - [GitOps and Deployment](#gitops-and-deployment)
     - [Flux Ecosystem](#flux-ecosystem)
   - [Machine Learning Operations](#machine-learning-operations)
     - [OpenShift AI](#openshift-ai)
-  - [Security and Compliance](#security-and-compliance-1)
-    - [Public Sector](#public-sector)
-1. [Provisioning](#provisioning-3)
-  - [Bootstrapping](#bootstrapping)
-    - [Bare Metal](#bare-metal)
-1. [Public Cloud Providers](#public-cloud-providers)
-  - [AWS](#aws-1)
-    - [Amplify Development](#amplify-development)
-    - [Asset Management](#asset-management)
-    - [Best Practices](#best-practices)
-    - [DevOps Demos](#devops-demos)
-    - [Operational Excellence](#operational-excellence)
-    - [Resource Tagging](#resource-tagging)
-    - [Security and WAF](#security-and-waf)
-    - [Training Archives](#training-archives)
-  - [GCP](#gcp)
-    - [Enterprise Platform](#enterprise-platform)
-1. [Quality Assurance](#quality-assurance-2)
+1. [Quality Assurance](#quality-assurance-1)
   - [API Testing Automation](#api-testing-automation)
     - [Newman Integration](#newman-integration)
-      - [Jenkins Pipelines](#jenkins-pipelines-2)
+      - [Jenkins Pipelines](#jenkins-pipelines-1)
 1. [Reference Architectures](#reference-architectures)
-  - [Artifact Registries](#artifact-registries)
-    - [Docker Images](#docker-images-1)
-  - [Enterprise Demos](#enterprise-demos)
-    - [Community Repositories](#community-repositories)
-    - [Red Hat Demo Central](#red-hat-demo-central)
   - [Industry Verticals](#industry-verticals)
     - [Healthcare](#healthcare)
-  - [Interactive Learning](#interactive-learning)
-    - [OpenShift Labs](#openshift-labs)
-1. [Resource Portal](#resource-portal)
-  - [Video Tutorials](#video-tutorials)
-    - [Cloud PoC](#cloud-poc)
-1. [Security](#security-2)
-  - [Admission Control](#admission-control)
-    - [Go Development](#go-development-1)
+1. [Security](#security-1)
   - [Vulnerabilities](#vulnerabilities)
     - [Hacking Labs](#hacking-labs)
-1. [Security and Compliance](#security-and-compliance-2)
-  - [Cloud Security Assessments](#cloud-security-assessments)
-    - [AWS IAM Exploits](#aws-iam-exploits)
-1. [Security and Governance](#security-and-governance)
-  - [Identity and Access](#identity-and-access)
-    - [OpenShift GitOps](#openshift-gitops)
-  - [Platform Security](#platform-security)
-    - [GitOps Security](#gitops-security)
-    - [Resource Integrity](#resource-integrity)
-  - [Secret Management](#secret-management)
-    - [Argo CD Plugins](#argo-cd-plugins-1)
 1. [Serverless and Knative](#serverless-and-knative)
   - [Serverless Frameworks](#serverless-frameworks)
     - [Knative Serving](#knative-serving)
     - [Knative Tutorial](#knative-tutorial)
   - [Serverless Java](#serverless-java-2)
     - [Knative Service](#knative-service)
-1. [Serverless Architectures](#serverless-architectures)
-  - [AWS Lambda](#aws-lambda)
-    - [Java Performance](#java-performance)
-  - [AWS Serverless](#aws-serverless)
-    - [Cloud-Native Demo](#cloud-native-demo)
-  - [Knative](#knative)
-    - [Spring Boot](#spring-boot-1)
 1. [Service Mesh](#service-mesh)
   - [Consul](#consul)
-    - [Ingress Gateways](#ingress-gateways)
-    - [Local Development](#local-development-5)
+    - [Local Development](#local-development-4)
   - [GitOps](#gitops-3)
     - [Progressive Delivery](#progressive-delivery)
-  - [Istio](#istio)
-    - [Hands-On](#hands-on)
 1. [Software Development](#software-development)
   - [Microservices](#microservices-2)
     - [Reference Architecture](#reference-architecture)
       - [Spring Petclinic](#spring-petclinic)
       - [Spring Petclinic Red Hat](#spring-petclinic-red-hat)
 
-## AI and Data Engineering
-
-### Azure Container Apps
-
-#### Terraform and OpenAI
-
-  - **(2023)** [techcommunity.microsoft.com: Create an Azure OpenAI, LangChain, ChromaDB, and Chainlit Chat App in Container Apps using Terraform | Paolo Salvatori](https://techcommunity.microsoft.com/blog/fasttrackforazureblog/create-an-azure-openai-langchain-chromadb-and-chainlit-chat-app-in-container-app/3885602) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A highly relevant modern architecture integrating OpenAI services, vector stores (ChromaDB), and custom LangChain agents. Built entirely on Azure Container Apps with deployment orchestrations fully managed by Terraform templates.
 ## Application Architecture
 
 ### Event-Driven
@@ -652,32 +252,10 @@
   - **(2021)** [developers.redhat.com: Message broker integration made simple with Red Hat Fuse](https://developers.redhat.com/blog/2021/01/08/message-broker-integration-made-simple-with-red-hat-fuse) [JAVA CONTENT]  [LEGACY] β€” Explores enterprise application integration patterns (EIP) utilizing Red Hat Fuse. Translates message formats, routes real-time data pipelines, and interfaces legacy middleware brokers with modern cluster queues.
 ### CICD Pipelines
 
-#### Multi-Cluster Deployments
-
-  - **(2020)** [alesnosek.com: CI/CD Pipeline Spanning Multiple OpenShift Clusters (jenkins & tekton)](https://alesnosek.com/blog/2020/06/30/ci-slash-cd-pipeline-spanning-multiple-openshift-clusters) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Analyzes the architecture of CI/CD pipelines running across multiple isolated OpenShift environments. Contrasts Jenkins and Tekton setups, proposing patterns for safe environment transition and credential management.
 #### Tekton Pipelines
 
-  - **(2021)** [developers.redhat.com: Getting started with Tekton and Pipelines](https://developers.redhat.com/blog/2021/01/13/getting-started-with-tekton-and-pipelines) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A step-by-step developer guide on constructing custom Tekton pipelines. Guides engineers through defining Tasks, Pipelines, and trigger templates to translate software releases into managed Kubernetes resources.
   - **(2020)** [Build a Go application using OpenShift Pipelines](https://developers.redhat.com/blog/2020/05/26/build-a-go-application-using-openshift-pipelines) [YAML / GO CONTENT]  [COMMUNITY-TOOL] β€” Guides developers through compiling and deploying Go applications on OpenShift Pipelines using Tekton. Outlines how to write Tasks, configure Workspaces, and trigger image builds securely within non-privileged containers.
   - **(2020)** [Set up continuous integration for .NET Core with OpenShift Pipelines](https://developers.redhat.com/blog/2020/09/24/set-up-continuous-integration-for-net-core-with-openshift-pipelines) [YAML / C# CONTENT]  [COMMUNITY-TOOL] β€” A dedicated implementation guide for configuring CI pipelines for .NET Core projects using OpenShift Pipelines. Explores automated build testing, Nuget dependency resolution, and secure image registration.
-  - **(2020)** [openshift.com: Guide to OpenShift Pipelines Part 1 - Introducing OpenShift Pipelines](https://www.redhat.com/en/blog/guide-to-openshift-pipelines-part-1-introducing-openshift-pipelines) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An introductory deep-dive on OpenShift Pipelines. Explains how Tekton native Custom Resource Definitions (CRDs) abstract execution steps directly into the Kubernetes engine, removing the need for external tooling engines.
-#### Tekton Tasks
-
-  - **(2023)** [==OpenShift Pipelines Catalog==](https://github.com/openshift/pipelines-catalog) ⭐ 52  [YAML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The central repository containing reusable Tekton Tasks and Pipelines optimized for OpenShift. Provides pre-built blocks for standard development patterns, including Git integration, Maven compilations, and SonarQube analyses.
-#### Tekton Templates
-
-  - **(2020)** [kailashyogeshwar.medium.com: How we implemented Reusable CI/CD Pipeline using Git and Tekton](https://kailashyogeshwar.medium.com/how-we-implemented-reusable-ci-cd-pipeline-using-git-and-tekton-503bed91975b) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Focuses on building highly reusable CI/CD pipelines on Git and Tekton. Demonstrates decoupling generic build parameters from execution manifests, allowing development teams to share pipelines easily across projects.
-#### Workshops
-
-  - **(2021)** [systemcraftsman/lab-tekton-pipelines: OpenShift Pipelines workshop](https://github.com/systemcraftsman/lab-tekton-pipelines) ⭐ 1  [YAML CONTENT] 🌟 [COMMUNITY-TOOL] β€” A structured hands-on workshop focused on OpenShift Pipelines (Tekton). Teaches engineers how to write tasks, manage resources, and deploy production-level continuous integration workflows.
-### Containerization
-
-#### Docker
-
-  - **(2021)** [linuxtechlab.com: How to create a Dockerfile with some dockerfile examples](https://linuxtechlab.com/learn-create-dockerfile-example) [DOCKERFILE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Practical walkthrough demonstrating how to construct secure, optimized, and multi-staged Dockerfiles. Discusses layer caching optimizations, base-image selection (e.g., Alpine vs. Debian), and security isolation options. (Live Grounding: Standard foundational knowledge that remains critical for building minimal, vulnerable-free runtime containers).
-#### Self-Hosted Apps
-
-  - **(2024)** [Mautic](https://github.com/mautic/docker-mautic) [DOCKERFILE/SHELL CONTENT]  [LEGACY] β€” Official Docker container setups for deploying Mautic, an open-source marketing automation platform, covering multi-container composition, persistent volumes, and database link configurations. (Live Grounding: A great example of migrating legacy monolithic PHP/MySQL stacks into structured OCI container configurations).
 ### Database Schema Management
 
 #### Liquibase Integration
@@ -698,10 +276,6 @@
   - **(2021)** [shipa.io: Developing and deploying applications to Kubernetes locally with Shipa and Minikube](https://shipa.io/deploying-applications-on-kubernetes) [SHELL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Showcases local application delivery pipelines combining Minikube with Shipa's developer-focused abstractions. Allows engineers to deploy code without writing verbose YAML. (Live Grounding: Important context for 2026 Developer Platforms. Shipa was acquired by Snyk in 2023, shifting its core value towards Snyk AppRisk for secure cloud development).
 ### Enterprise Modernization
 
-#### Migration Toolkit
-
-  - **(2020)** [Migration Toolkit for Applications: Getting Started](https://developers.redhat.com/products/mta/getting-started) [JAVA CONTENT]  [LEGACY] β€” Guides teams in utilizing Red Hat’s Migration Toolkit for Applications (MTA) to analyze legacy Java frameworks for cloud compatibility. Identifies proprietary dependencies and reports on modernization pathways.
-  - **(2020)** [Migration Toolkit for Applications Demo - June 2020](https://www.youtube.com/watch?v=mRCz6Jl0Ds8&feature=youtu.be)  [COMMUNITY-TOOL] β€” A video walkthrough showcasing the analysis, automated code scanning, and structural reporting metrics generated by the Migration Toolkit for Applications to expedite migration tasks.
 #### Multi-Cluster Strategy
 
   - **(2021)** [openshift.com: Applications Here, Applications There! - Part 3 - Application Migration](https://www.redhat.com/en/blog/applications-here-applications-there-part-3-application-migration) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Investigates strategies for migrating active application states and resource structures between hybrid and multi-cloud OpenShift clusters without losing critical metadata or transaction continuity.
@@ -710,16 +284,6 @@
 #### Microservices Showcase
 
   - **(2020)** [rromannissen/rhoar-microservices-demo: GitOps for Microservices with Red' Hat Runtimes demo](https://github.com/rromannissen/rhoar-microservices-demo) [JAVA / YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A demonstration repository featuring GitOps patterns for microservices configured with Red Hat Runtimes. Illustrates safe promotion processes and environment configuration syncing using Argo CD.
-#### Multi-Cluster Deployments (1)
-
-  - **(2020)** [openshift.com: GitOps Using Red Hat OpenShift Pipelines (Tekton) and Red Hat Advanced Cluster Management](https://www.redhat.com/en/blog/gitops-using-red-hat-openshift-pipelines-tekton-and-red-hat-advanced-cluster-management) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Outlines unified continuous delivery architecture matching OpenShift Pipelines (Tekton) with Advanced Cluster Management (ACM). Explains how to integrate CI workflows with multi-cluster governance rules.
-  - **(2020)** [openshift.com: GitOps Using Red Hat OpenShift Pipelines (Tekton) and Red Hat Advanced Cluster Management to Deploy on Multiple Clusters 🌟](https://www.redhat.com/en/blog/gitops-using-red-hat-openshift-pipelines-tekton-and-red-hat-advanced-cluster-management-to-deploy-on-multiple-clusters) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Comprehensive architectural guide for deploying multi-cluster applications using OpenShift Pipelines (Tekton) and Advanced Cluster Management (ACM). Provides deep configuration plans to coordinate releases across hybrid environments.
-#### Multi-Tenancy
-
-  - **(2023)** [==cloud-native-toolkit/multi-tenancy-gitops 🌟==](https://github.com/cloud-native-toolkit/multi-tenancy-gitops) ⭐ 120  [YAML / SHELL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A production-grade toolkit mapping GitOps and Argo CD architectures onto multi-tenant Kubernetes clusters. Outlines secure separation patterns, namespace isolations, and policy sync mechanisms for scaling environments.
-#### kam CLI
-
-  - **(2021)** [developers.redhat.com: Bootstrap GitOps with Red Hat OpenShift Pipelines and kam CLI](https://developers.redhat.com/articles/2021/07/21/bootstrap-gitops-red-hat-openshift-pipelines-and-kam-cli) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” Illustrates how to bootstrap secure GitOps setups on OpenShift using the GitOps Application Manager (kam) CLI. Standardizes repository structures to align application delivery pipelines with GitOps models.
 ### Java on Kubernetes
 
 #### Eclipse JKube Tools
@@ -733,14 +297,6 @@
   - **(2021)** [dev.to: Build a highly available Node.js application using Docker, NGINX and AWS ELB](https://dev.to/sowmenappd/build-a-highly-available-node-js-application-using-docker-nginx-and-aws-elb-3cjp) [JAVASCRIPT/SHELL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A detailed tutorial on architectural multi-tiering. Focuses on setting up a containerized Node.js application behind an NGINX reverse proxy, balanced globally by an AWS Elastic Load Balancer (ELB) for resilient target routing. (Live Grounding: Focuses on classic VM-to-container cloud architectures, forming a vital cognitive bridge before migrating entirely to Kubernetes Ingress/Gateway APIs).
 ## Application Development
 
-### Base Images
-
-#### Buildah
-
-  - **(2021)** [developers.redhat.com: Build and store universal application images on OpenShift (with Buildah)](https://developers.redhat.com/articles/2021/11/18/build-and-store-universal-application-images-openshift) [SHELL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep dive on compiling security-focused container images using Buildah on OpenShift. Highlights how Buildah bypasses Docker daemon requirements, maintaining tight compliance bounds and minimizing vulnerabilities in CI/CD environments.
-#### Universal Base Image
-
-  - **(2021)** [developers.redhat.com: Build lean Java containers with the new Red Hat Universal Base Images OpenJDK runtime images 🌟](https://developers.redhat.com/articles/2021/05/24/build-lean-java-containers-new-red-hat-universal-base-images-openjdk-runtime) [DOCKERFILE CONTENT]  [COMMUNITY-TOOL] β€” Analyzes how to compile slim Java runtime layers using Red Hat Universal Base Images (UBI) OpenJDK templates. Emphasizes security compliance, footprint reduction, and performance optimizations for enterprise microservice platforms.
 ### Cloud-Native Java
 
 #### Advanced Microservices
@@ -749,24 +305,11 @@
 #### Spring Boot Microservices
 
   - **(2022)** [piomin/sample-spring-microservices-kubernetes: Microservices with Spring' Boot and Spring Cloud on Kubernetes Demo Project - piotrminkowski.com 🌟](https://github.com/piomin/sample-spring-microservices-kubernetes) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” An active and highly referenceable demo project exhibiting the deployment of Spring Boot microservices inside a Kubernetes cluster. Utilizes Spring Cloud Kubernetes for discovery, ConfigMaps for configurations, and Ribbon/Feign client integrations for service-to-service communication.
-#### Tanzu Framework
-
-  - **(2022)** [tanzu.vmware.com: Microservices with Spring Cloud Kubernetes Reference Architecture 🌟](https://www.vmware.com/products/app-platform/tanzu) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Provides the canonical reference architecture for running high-scale Spring Cloud applications natively on Kubernetes. Evaluates Spring Cloud Kubernetes integrations for service discovery, centralized configuration via ConfigMaps, and seamless external secrets management, aligning with 2026 Tanzu application platform standards.
-### Containerization (1)
+### Containerization
 
 #### Java Spring Boot
 
   - **(2021)** [javatechonline.com: How To Deploy Spring Boot Application In Docker?](https://javatechonline.com/deploy-spring-boot-docker-spring-boot) [JAVA CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An introductory walkthrough detailing how to containerize Java-based enterprise workloads. Focuses on constructing optimized Dockerfiles, multi-stage builds to minimize image footprint, and utilizing spring-boot-maven-plugin or buildpacks to generate production-ready container layers.
-### Developer Tools
-
-#### Alternative Tooling
-
-  - **(2021)** [youtube: No YAML! Kubernetes done the easy way | DevNation Tech Talk](https://www.youtube.com/watch?v=jBDmX85IjLM&ab_channel=RedHatDeveloper) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A DevNation Tech Talk analyzing methods to abstract, simplify, or completely bypass manual YAML creation on Kubernetes. Reviews developer-friendly frameworks that translate code-based configurations directly into running containers.
-### Enterprise Java Platforms
-
-#### JBoss Foundations
-
-  - **(2021)** [redhat.com: Getting started with JBoss](https://www.redhat.com/en/blog/getting-started-jboss) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” A historical and architectural overview of JBoss, designed for enterprise Java architects. Explains how JBoss evolved from a heavyweight application server to modular setups optimized for modern virtual machines and enterprise containers.
 ### Java
 
 #### Build Automation
@@ -796,24 +339,11 @@
 #### RHPAM
 
   - **(2020)** [github.com/jbossdemocentral: Red Hat Process Automation Manager Mortgage' Demo](https://github.com/jbossdemocentral/rhpam7-mortgage-demo) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A complex workflow automation demo featuring Red Hat Process Automation Manager (RHPAM) orchestrating a mortgage application system. Represents a solid blueprint for integrating process engines with cloud-native containers.
-### Python
-
-#### Django
-
-  - **(2020)** [dev.to: Django on K8s (Part 0: Introduction)](https://dev.to/mkalioby/django-apps-on-kubernetes-2edo) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” An introductory guide addressing Django application architectures tailored specifically for Containerization. Explains initial configurations, environment separation, Dockerfile design practices, and the integration of database migration steps into standard container start routines.
-#### Scalability
-
-  - **(2021)** [digitalocean.com: How To Deploy a Scalable and Secure Django Application with Kubernetes](https://www.digitalocean.com/community/tutorials/how-to-deploy-a-scalable-and-secure-django-application-with-kubernetes) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” A definitive deployment manual demonstrating how to host, scale, and secure Python Django applications using Kubernetes. Explores decoupling static assets to object storage, wrapping backend gunicorn runtimes, orchestrating connection-pooled PostgreSQL services, and utilizing Secrets for environmental configuration safety.
 ### Reference Templates
 
 #### OpenShift 4.8
 
   - **(2021)** [developers.redhat.com: New application samples in Red Hat OpenShift 4.8](https://developers.redhat.com/articles/2021/10/01/new-application-samples-red-hat-openshift-48) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Introduces new application developer templates launched in OpenShift 4.8. Explains how developers can instantly import, test, and containerize various languages directly within the OpenShift developer GUI console.
-### Runtimes and CMS
-
-#### Strapi CMS
-
-  - **(2021)** [developers.redhat.com: Containerize and deploy Strapi CMS applications on Kubernetes and Red Hat OpenShift](https://developers.redhat.com/blog/2021/04/09/containerize-and-deploy-strapi-applications-on-kubernetes-and-red-hat-openshift) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Focuses on containerizing and deploying Strapi CMS onto OpenShift. Addresses key development procedures, including environment variable injection, database routing, and mounting persistent directories for media assets.
 ### Serverless Java
 
 #### Quarkus Integration
@@ -827,13 +357,6 @@
 #### Developer Demos
 
   - **(2023)** [Red Hat Tutorials & Examples: github.com/redhat-developer-demos 🌟](https://github.com/redhat-developer-demos) [JAVA / GO / NODE.JS CONTENT]  [COMMUNITY-TOOL] β€” The main repository for Red Hat Developer developer demos. Offers a variety of quickstarts covering modern Java/Go runtimes, microservices integration, Kubernetes-native deployments, and pipeline automation designs.
-## Application Migration
-
-### Containerization Tools
-
-#### Move2Kube
-
-  - **(2023)** [Move2Kube](https://move2kube.konveyor.io) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Focuses on Move2Kube, a command-line utility within the Konveyor toolset designed to automate migration pathways. It analyzes configuration files from source environments (such as Docker Compose or Cloud Foundry) and auto-generates platform-ready Kubernetes manifests, Helm charts, and custom Tekton pipelines.
 ## Application Modernization
 
 ### Integration Frameworks
@@ -853,77 +376,25 @@
 #### Demo Systems
 
   - **(2021)** [hbollon/k8s-voting-app-aws](https://github.com/hbollon/k8s-voting-app-aws) ⭐ 34  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” Reference multi-tier microservice architecture demonstrating AWS integration. Contains a polyglot microservice arrangement with Redis caches, PostgreSQL transactional engines, and reactive frontend layers structured for EKS deployments.
-#### Design Patterns
-
-  - **(2021)** [itnext.io: Journey Of A Microservice Application In The Kubernetes World](https://itnext.io/journey-of-a-microservice-application-in-the-kubernetes-world-bdfe795532ef) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Comprehensive architectural case study outlining the functional lifecycle journey of a microservice application cluster inside Kubernetes. Details cross-cutting concerns including distributed service discovery, secret distribution, configurations management, ingress controllers, and decentralized persistent data handling.
-## Artificial Intelligence and LLMs
-
-### Prompt Engineering
-
-#### Developer Productivity
-
-  - **(2024)** [**Awesome NotebookLM Slide Prompts**](https://github.com/serenakeyitan/awesome-notebookLM-prompts) ⭐ 3761  [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A master curation of system-level prompt templates specifically optimized for Google NotebookLM. It accelerates complex source material ingestions, contextual extractions, and structured summarizing processes for technical architects. (Live Grounding: Highlights the 2026 intersection of AI workflow orchestration and engineering documentation maintenance).
 ## CI-CD
 
-### Azure
+### Azure AKS
 
 #### GitHub Actions
 
-  - **(2020)** [youtube: Deploy Docker image to Kubernetes Cluster | CI-CD for Azure Kubernetes Service | Mohamed Radwan - DevOps](https://www.youtube.com/watch?v=4DUhc0MjdUc&feature=youtu.be&ab_channel=MohamedRadwan-DevOps) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Video guide demonstrating a comprehensive CI/CD pipeline targeting Azure Kubernetes Service (AKS). Illustrates direct code integration, automatic container build pipelines inside GitHub Actions, security scanning, container registration inside ACR, and deployment using native Kubernetes manifests.
-### Azure AKS
-
-#### GitHub Actions (1)
-
   - **(2021)** [trstringer.com: Deploy to AKS from GitHub Actions 🌟](https://trstringer.com/deploy-to-aks-from-github-actions) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A precise deployment guide detailing continuous integration and deployment to AKS from GitHub Actions. Explores how to leverage secure Azure Service Principals and Federated Credentials (OIDC) to safely authenticate and update container workloads.
-### Infrastructure
-
-#### Rancher
-
-  - **(2020)** [Deploy a Rancher Cluster with GitLab CI and Terraform](https://www.suse.com/c/rancher_blog/deploy-a-rancher-cluster-with-gitlab-ci-and-terraform) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Step-by-step automation blueprint demonstrating how to provision and orchestrate Rancher multi-cluster control planes. Harnesses Terraform to scale target virtual machines and GitLab CI to deploy and maintain management-plane state configurations.
 ### Java (1)
 
 #### Automated Workflows
 
   - **(2020)** [CI/CD for Kubernetes through a Spring Boot example (Banzai Cloud CI/CD)](https://teletype.in/@sravancynixit/CcwqFANxY) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Continuous Integration and Deployment guide utilizing Banzai Cloud automation pipelines for Spring Boot applications. Illustrates container building, secure credential handling, configuration injects, and blue-green application promotion tactics on Kubernetes.
-### Platform-as-a-Service
-
-#### OpenShift
-
-  - **(2018)** [stackoverflow: How to define BuildConfig object with Jenkins and openshift](https://stackoverflow.com/questions/52337851/how-to-define-buildconfig-object-with-jenkins-and-openshift) [ADVANCED LEVEL] 🌟 [LEGACY] β€” Curator Insight addresses automated OpenShift build pipelines. Live Grounding details the precise YAML and Jenkins pipeline syntax needed to safely trigger BuildConfig objects from external CI nodes. It remains highly relevant for legacy Jenkins-to-OpenShift integrations.
 ## CICD
 
-### GitLab CI
-
-#### Pipeline Design
-
-  - **(2022)** [about.gitlab.com: The basics of CI: How to run jobs sequentially, in parallel, or out of order](https://about.gitlab.com/blog/basics-of-gitlab-ci-updated) [YAML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Technical guide focused on configuring GitLab CI for advanced pipelines. Outlines steps to transition from basic sequential stages to highly optimized workflows utilizing Direct Acyclic Graphs (DAGs) and dynamic parallel task configurations.
 ### GitOps (1)
 
 #### GitLab Agent
 
   - **(2022)** [about.gitlab.com: GitOps with GitLab: Connect with a Kubernetes cluster](https://about.gitlab.com/blog/gitops-with-gitlab-connecting-the-cluster) [YAML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Step-by-step documentation detailing the setup of the GitLab Agent for Kubernetes. Provides secure pull-based GitOps workflows, ensuring real-time configuration sync and immediate cluster telemetry reporting to the GitLab enterprise console.
-### Jenkins
-
-#### Jenkins Pipeline Training
-
-  - **(2020)** [experfy.com e-learning: Effective Jenkins - Continuous Delivery and Continuous Integration](https://training.experfy.com/courses/effective-jenkins-continuous-delivery-and-continuous-integration) [GROOVY CONTENT]  [GUIDE] [LEGACY] β€” A training curriculum on writing robust continuous integration and continuous deployment scripts in Jenkins using declarative Groovy DSL syntax. Regarded as legacy compared to contemporary container-native declarative engine configurations.
-#### Parallel Pipelines
-
-  - **(2021)** [Using Jenkins Pipeline parallel stages to build Maven project with different JDKs](https://e.printstacktrace.blog/using-jenkins-pipeline-parallel-stages-to-build-maven-project-with-different-jdks) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A technical guide illustrating how to build a Maven project against multiple JDKs simultaneously using Jenkins parallel stages. Live Grounding highlights its architectural utility for modern engineering, ensuring system backward-compatibility and multi-runtime reliability during pipeline validation.
-#### SDKMAN
-
-##### Docker Integration
-
-  - **(2021)** [**Using SDKMAN! as a docker image for Jenkins Pipeline - a step by step guide 🌟**](https://e.printstacktrace.blog/using-sdkman-as-a-docker-image-for-jenkins-pipeline-a-step-by-step-guide) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” This tutorial explains how to use SDKMAN! inside a Docker container within a Jenkins Declarative Pipeline to build Java projects using different compiler versions. Live Grounding highlights its architectural value, eliminating the need to maintain distinct runner VMs or complex custom Dockerfiles for each target JDK configuration.
-## CICD and DevOps
-
-### Enterprise Jenkins
-
-#### OpenShift Integration
-
-  - **(2020)** [developers.redhat.com: An easier way to create custom Jenkins containers in OpenShift 4 🌟](https://developers.redhat.com/blog/2020/06/04/an-easier-way-to-create-custom-jenkins-containers) [DOCKERFILE CONTENT]  [COMMUNITY-TOOL] β€” Technical deep-dive for enterprise platform engineers building custom, secure Jenkins master images for OpenShift 4. Outlines Red Hat universal base images (UBI) optimization and policy-compliant plugin packaging.
-  - **(2020)** [OpenShift Pipelines with Jenkins Blue Ocean 🌟](https://www.redhat.com/en/blog/openshift-pipelines-jenkins-blue-ocean) [GROOVY CONTENT]  [COMMUNITY-TOOL] β€” Guide on utilizing Jenkins Blue Ocean inside Red Hat OpenShift to build visual representations of continuous integration pipelines. Integrates OpenShift buildconfigs with user-friendly visualization panels.
-  - **(2020)** [github.com/siamaksade/jenkins-blueocean](https://github.com/siamaksade/jenkins-blueocean) [GROOVY CONTENT]  [COMMUNITY-TOOL] β€” Public demonstration repository providing configured manifests for launching Jenkins Blue Ocean on OpenShift clusters. Acts as a blueprint for visualizing pipeline stages in Red Hat environments.
 ## CICD Infrastructure
 
 ### Build and Packaging
@@ -931,33 +402,6 @@
 #### Custom Packager
 
   - **(2025)** [Jenkins Custom WAR Packager](https://github.com/jenkinsci/custom-war-packager) ⭐ 87  [JAVA CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” Duplicate citation verification for the Custom WAR Packager. Serves as the primary operational tool used to generate custom, pre-hardened enterprise Jenkins distributions tailored with pre-allocated configurations.
-### Configuration as Code
-
-#### Job Generation
-
-  - **(2025)** [**How to create initial "seed" job**](https://github.com/jenkinsci/configuration-as-code-plugin) ⭐ 2790  [GROOVY CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An operational setup manual detailing how to bootstrap a primary seed job inside configuration-as-code files. This enables the controller to dynamically generate all subsequent projects automatically on initial server launch.
-### Plugin Management
-
-#### CLI Tooling
-
-  - **(2025)** [Plugin Installation Manager Tool](https://github.com/jenkinsci/plugin-installation-manager-tool) ⭐ 460  [JAVA CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A vital dependency management utility designed to download and package plugin bundles offline before launching controllers. Eradicates run-time dependency resolution issues inside restricted, isolated air-gapped container networks.
-## CICD Pipeline
-
-### Automation Ecosystems
-
-#### Jenkins and Nexus
-
-  - **(2019)** [Continuous Delivery with Sonatype Nexus, Jenkins and the Cloudogu Ecosystem](https://platform.cloudogu.com/en/blog/cd-with-nexus-jenkins-ces) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Illustrates a full CD pipeline design combining Jenkins automation pipelines, Sonatype Nexus artifact caching, and the Cloudogu developer platform ecosystem. It discusses how to decouple build outputs, secure package verification, and trigger orchestrations. It demonstrates how standardizing on artifact-centric builds minimizes drift in multi-environment configurations.
-## CICD Pipeline Architecture
-
-### Pipeline Testing
-
-#### Local Execution
-
-  - **(2025)** [Jenkinsfile Runner Test Framework](https://github.com/jenkinsci/jenkinsfile-runner-test-framework) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A dedicated integration test harness designed to systematically validate pipeline structures using localized Jenkinsfile Runner micro-runtimes. Ensures robust sanity checking without deploying configurations to dynamic server nodes.
-#### Unit Testing
-
-  - **(2025)** [**Jenkins Pipeline Unit testing framework**](https://github.com/jenkinsci/JenkinsPipelineUnit) ⭐ 1585  [GROOVY CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The standard community pipeline testing toolkit. Simplifies verifying multi-step pipeline syntax, credential queries, and shared libraries within local mock environments, accelerating delivery validation times.
 ## CICD Pipelines (1)
 
 ### Automated Cloud Deployments
@@ -965,80 +409,8 @@
 #### AWS ECS Deployments
 
   - **(2022)** [freecodecamp.org: How to Setup a CI/CD Pipeline with GitHub Actions and AWS](https://www.freecodecamp.org/news/how-to-setup-a-ci-cd-pipeline-with-github-actions-and-aws) [YAML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A detailed tutorial constructing CI/CD deployment pipelines on AWS. Uses GitHub Actions to build Docker images, securely push them to AWS ECR, and update application definitions across AWS ECS and Fargate infrastructure safely.
-#### Kubernetes CD Pipelines
-
-  - **(2023)** [nicwortel.nl: Continuous deployment to Kubernetes with GitHub Actions](https://nth-root.nl/en/guides/automate-kubernetes-deployments-with-github-actions) [YAML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A clear operational guide showcasing custom deployments to external Kubernetes clusters using GitHub Actions. Explains secure credential management, configuring kubectl contexts, and deploying applications with zero-downtime rolling updates.
-### Automated Image Builds
-
-#### Image Builder Workflows
-
-  - **(2021)** [github.com/major/imagebuilder-containerized](https://github.com/major/imagebuilder-containerized/blob/main/.github/workflows/main.yml) ⭐ 1  [YAML CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” An active GitHub Actions workflow blueprint orchestrating containerized OS image compilation. Demonstrates clean, multi-step pipeline actions to automatically package, build, and push customized bootable operating system images directly from GitHub.
-### Automated Testing
-
-#### Ephemeral K3s Cluster
-
-  - **(2022)** [debianmaster/actions-k3s](https://github.com/debianmaster/actions-k3s) ⭐ 109  [YAML CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A lightweight community action creating custom, ephemerally provisioned K3s Kubernetes instances directly within GitHub Actions runtime runner VMs. Extremely valuable for running end-to-end integration tests on fully functional clusters.
-#### Pytest and GitHub Actions
-
-  - **(2022)** [linkedin: Test Automation - How To Build a CI/CD Pipeline Using Pytest and GitHub Actions](https://www.linkedin.com/pulse/test-automation-how-build-cicd-pipeline-using-pytest-nir-tal) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Demonstrates how to build automated validation checkpoints within GitHub Actions. Outlines the orchestration of Python-based Pytest test suites triggered on repository push, focusing on reliable quality gates and test reporting pipelines.
-### Azure DevOps Solutions
-
-#### GitHub Actions Integration
-
-  - **(2023)** [docs.microsoft.com: Build and deploy applications to Azure by using GitHub Actions 🌟](https://learn.microsoft.com/en-us/training/modules/github-actions-cd) [YAML CONTENT]  [COMMUNITY-TOOL] β€” The canonical Microsoft Learning Module establishing standard pipelines for Azure. Outlines the design of multi-environment workflows, secrets isolation, security scanning, and deployment mechanisms targeting AKS and web workloads.
-### Data Engineering
-
-#### Automated Data Pipelines
-
-  - **(2022)** [codeproject.com: Making a Simple Data Pipeline Part 4: CI/CD with GitHub Actions](https://www.codeproject.com/Articles/5320647/Making-a-Simple-Data-Pipeline-Part-4-CI-CD-with-Gi) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Explains how to wrap custom automated validation loops around analytical data collection platforms. Focuses on orchestrating deployments, executing scheduled task checks, and validating ingestion schemas using GitHub Actions workflows.
-### Multi-Cluster GitOps
-
-#### ArgoCD Orchestrations
-
-  - **(2022)** [itnext.io: Github: Github Actions overview and ArgoCD deployment example](https://itnext.io/github-github-actions-overview-and-argocd-deployment-example-b6cf0cf6f832) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Bridges modern CI with GitOps CD workflows. Demonstrates a full software delivery pipeline where GitHub Actions automatically processes build phases and updates configuration repositories to trigger GitOps-driven deployment via ArgoCD.
-### Security and Compliance
-
-#### DevSecOps Integration
-
-  - **(2022)** [judebantony.github.io: DevSecOps with GitHub Action and SaaS Tools](https://judebantony.github.io/cicd-github-action-example) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Details a practical approach to modern DevSecOps pipeline construction. Highlights step-by-step additions of static application security testing (SAST), software composition analysis (SCA), and secrets auditing inside automated GitHub Actions runs.
-#### GitHub Actions Security
-
-  - **(2023)** [github.com/GitHubSecurityLab/actions-permissions: GitHub token permissions' Monitor and Advisor actions](https://github.com/GitHubSecurityLab/actions-permissions) ⭐ 369  [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” A pivotal security action from GitHub Security Lab designed to automatically audit, advise, and enforce least-privilege token policies in GitHub Actions workflows. Minimizes risks from repository injection and credential leaks.
-## Cloud IoT
-
-### Digital Twins
-
-#### API Management
-
-  - **(2020)** [==github.com/microsoft/azure-digital-twins-postman-samples==](https://github.com/microsoft/azure-digital-twins-postman-samples) ⭐ 21  [JSON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A collection of pre-configured Postman templates and environment schemas designed to test, model, and automate Azure Digital Twins API endpoints. Simplifies validation tasks across graph topology manipulation and event routing controls.
-## Cloud Learning
-
-### Curriculum
-
-#### Cloud Engineering
-
-  - **(2026)** [learntocloud.guide](https://learntocloud.guide)  [COMMUNITY-TOOL] [GUIDE] β€” An open-source, highly structured educational roadmap designed to transition traditional sysadmins into proficient cloud engineers. It guides learners through networking, Linux administration, infrastructure as code, and cloud-native topologies. Live grounding highlights its massive adoption within the DevOps community.
-## Cloud Native
-
-### Continuous Integration
-
-#### CI-CD Pipelines
-
-##### Red Hat OpenShift
-
-  - **(2021)** [developers.redhat.com: Deploy Helm charts with Jenkins CI/CD in Red Hat OpenShift 4 🌟](https://developers.redhat.com/articles/2021/05/24/deploy-helm-charts-jenkins-cicd-red-hat-openshift-4)  [COMMUNITY-TOOL] β€” Developer workflow demonstrating automated packaging and continuous delivery of Helm charts using Jenkins pipelines in OpenShift 4. Reviews the integration of enterprise security constraints and build processes.
-### Security
-
-#### Policy Enforcement
-
-  - **(2020)** [chrisns/k8s-opa-boilerplate](https://github.com/chrisns/k8s-opa-boilerplate) ⭐ 18  [REGO CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” A minimal, highly instructional boilerplate repository demonstrating Open Policy Agent (OPA) integration inside Kubernetes using Gatekeeper. Helps bootstrap policy-as-code paradigms to secure deployments and enforce structural admission controls.
 ## Cloud Native Architecture
 
-### Kubernetes
-
-#### Fundamentals
-
-  - **(2021)** [dyser/kubernetes-intro](https://github.com/dsyer/kubernetes-intro) [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An introductory educational repository containing configurations and setups for running basic Spring boot workloads in Kubernetes. Created by JVM leader Dave Syer, it provides minimal, clean manifests that demystify container networking and volumes. This repository remains a stable reference for those starting their cloud-native journey.
 ### Microservices Migration
 
 #### Case Study
@@ -1060,21 +432,8 @@
   - **(2024)** [**stefanprodan/podinfo**](https://github.com/stefanprodan/podinfo) ⭐ 5917  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A premium go-to microservice web application written in Go, specifically designed to showcase best practices in Kubernetes deployment, health checking, instrumentation (Prometheus/Jaeger), and progressive delivery validation (such as Flagger/Istio canary releases).
 ## Cloud Native Platforms
 
-### Red Hat OpenShift (1)
+### Red Hat OpenShift
 
-#### Automation Grading
-
-##### Academic Homework
-
-  - **(2021)** [Grading Pipeline for OpenShift 4 Advanced Application Deployment Homework Assignment](https://github.com/redhat-gpte-devopsautomation/ocp4_app_deploy_homework_grading) [GROOVY CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Curator Insight frames this as a grading pipeline automated for assessing advanced application deployment homework on OpenShift 4. Live Grounding indicates it uses script-based compliance checks to programmatically evaluate multi-tier deployments. This architecture is valuable for automated environment auditing and continuous validation platforms.
-#### Jenkins Pipelines
-
-##### Deployment Automation
-
-  - **(2019)** [github.com/gnunn1/openshift-basic-pipeline](https://github.com/gnunn1/openshift-basic-pipeline) [GROOVY CONTENT]  [LEGACY] β€” Curator Insight highlights this duplicate resource as a persistent reference point for the basic OpenShift pipeline. Live Grounding reinforces that its utility lies in simple demonstrations of source-to-image (S2I) pipelines. It highlights the simplicity of legacy OpenShift-Jenkins plugins before the emergence of cloud-native Tekton workflows.
-##### Lab Environments
-
-  - **(2019)** [github.com/deweya/OpenShift-Jenkins-Lab](https://github.com/deweya/OpenShift-Jenkins-Lab) [GROOVY CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight identifies this repository as a sandbox lab configuration for teaching Jenkins deployment patterns inside OpenShift clusters. Live Grounding confirms it provides hands-on instructions for configuring webhooks and build triggers. It serves as a structural blueprint for configuring self-contained pipeline demonstrations.
 #### Local Development (2)
 
 ##### CodeReady Containers
@@ -1089,40 +448,11 @@
   - **(2026)** [github.com/Azure-Samples 🌟](https://github.com/Azure-Samples) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Central directory of Azure engineering samples. Provides production-ready templates, deployment scripts, and reference implementations spanning Serverless, Azure Kubernetes Service, container orchestration, and multi-tenant systems.
 ## Cloud Providers
 
-### AWS
-
-#### Workshops (1)
-
-  - **(2018)** [blog.openshift.com: AWS and red hat quickstart workshop](https://www.redhat.com/en/blog/aws-and-red-hat-quickstart-workshop) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Historical workshop manual detailing early CloudFormation blueprints for hosting OpenShift instances on AWS. Replaced entirely by contemporary ROSA (Red Hat OpenShift Service on AWS) implementations.
-### AWS EKS
-
-#### Foundational
-
-  - **(2021)** [aws.amazon.com: Deploy a kubernetes application](https://docs.aws.amazon.com/eks/latest/userguide/sample-deployment.html) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Official AWS documentation presenting core application deployment workflows on Amazon EKS. Walks through basic VPC considerations, creating standard manifests, exposing application services, and utilizing classic dynamic volume provisioning.
-#### GitOps Tooling
-
-  - **(2021)** [aws blogs: Git Push to Deploy Your App on EKS](https://aws.amazon.com/blogs/opensource/git-push-deploy-app-eks-gitkube) [GO CONTENT]  [COMMUNITY-TOOL] β€” Explains the deployment of Gitkube on AWS Elastic Kubernetes Service (EKS) for git-push deployment mechanics. Historically useful for early rapid prototyping loops, though in 2026 this pattern is largely superseded by enterprise GitOps frameworks like Flux or ArgoCD.
-#### Masterclass
-
-  - **(2022)** [github.com/stacksimplify/aws-eks-kubernetes-masterclass 🌟](https://github.com/stacksimplify/aws-eks-kubernetes-masterclass) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An extensive educational repository focusing on EKS operations. Showcases production patterns including IAM Roles for Service Accounts (IRSA), configuring AWS Load Balancer Controller, external DNS integrations, and persistent cluster volume setups.
-#### Provisioning
-
-  - **(2021)** [dzone: deploying a kubernetes cluster with amazon eks 🌟](https://dzone.com/articles/deploying-a-kubernetes-cluster-with-amazon-eks) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A guide detailing the deployment of Amazon Elastic Kubernetes Service clusters. Guides readers through VPC subnets subnet planning, configure public/private node isolation, security settings, and kubectl client integration.
 ### Google GKE
 
 #### Application Dev
 
   - **(2021)** [github.com/MatthewCYLau: TypeScript Node Express Google Kubernetes Engine' (GKE)](https://github.com/MatthewCYLau/node-express-typescript-k8-gke) ⭐ 11  [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Practical developer bootstrap repository containing configurations to build, package, and orchestrate a containerized TypeScript Node Express API application on Google Kubernetes Engine (GKE) under standard ingress architectures.
-#### Provisioning (1)
-
-  - **(2021)** [github.com/MatthewCYLau: React App on Google Kubernetes Engine (GKE) with' Terraform](https://github.com/MatthewCYLau/gcp-react-gke-terraform) ⭐ 15  [HCL CONTENT]  [COMMUNITY-TOOL] β€” Infrastructure-as-Code repository containing templates to construct a secure Google Kubernetes Engine (GKE) cluster via Terraform. Deploys an automated frontend React framework alongside its required networking and load balancing constructs.
-## Cloud Security
-
-### Identity and Access Management
-
-#### OIDC Providers
-
-  - **(2022)** [dev.to/aws-builders: From Scratch: OIDC Providers](https://dev.to/aws-builders/from-scratch-oidc-providers-252d) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Examines the configuration of OpenID Connect (OIDC) providers to establish a trust relationship between multi-cloud workloads and AWS IAM. Discusses keyless authentication paradigms and JSON Web Token (JWT) validation without requiring long-lived access keys.
 ## Cloud-Native Application Development
 
 ### Go Development
@@ -1139,7 +469,7 @@
 
 ### Java Microservices
 
-#### Azure Container Apps (1)
+#### Azure Container Apps
 
   - **(2025)** [docs.microsoft.com: Deploy Spring microservices to Azure](https://learn.microsoft.com/en-us/azure/container-apps) [MARKDOWN CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Architectural reference documentation illustrating Spring microservice deployment strategies on Azure Container Apps (ACA). Compares managed Spring Cloud components with raw container configurations.
 #### Container Images
@@ -1156,172 +486,31 @@
 
 ### Kubernetes Core
 
-#### Cluster Access Security
-
-  - **(2020)** [blog.scottlowe.org: Using kubectl via an SSH Tunnel](https://blog.scottlowe.org/2020/06/16/using-kubectl-via-an-ssh-tunnel) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” Provides step-by-step instructions for establishing secure SSH tunnels to reach private Kubernetes cluster control planes. Solves public exposure issues of the Kubernetes API server using proxy forwarding. (Live Grounding: Standard fallback security access pattern, often replaced by modern Zero Trust Network Access (ZTNA) brokers in larger companies).
-#### Container Deployments
-
-  - **(2020)** [codeburst.io: getting started with kubernetes, deploy a docker container in 5 minutes](https://codeburst.io/getting-started-with-kubernetes-deploy-a-docker-container-with-kubernetes-in-5-minutes-eb4be0e96370) [YAML/SHELL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A rapid prototyping guide targeting beginners to container orchestration, showcasing how to deploy an existing Docker container onto a Kubernetes cluster in under five minutes. (Live Grounding: Excellent for quick onboarding, though skips advanced security context configurations and networking rules).
 #### Declarative Templates
 
   - **(2024)** [Kubernetes Examples](https://github.com/ContainerSolutions/kubernetes-examples) ⭐ 1421  [YAML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A highly utilized, production-tested blueprint repository containing foundational Kubernetes manifests. It spans standard ingress rules, complex stateful configurations, and container startup patterns. (Live Grounding: An essential reference repository for platform engineers bootstrapping cloud topologies with validated standards).
-#### Storage Operations
-
-  - **(2021)** [itnext.io: K8s raise StatefulSet volume size with low impact](https://itnext.io/k8s-raise-statefulset-volume-size-with-low-impact-33fe1e2576f6) [YAML/SHELL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A crucial operations guide detailing how to safely expand Persistent Volume Claims (PVCs) bound to StatefulSets with minimal workload impact. Covers volume expansion capability (VolumeExpansion) within storage classes and live file-system resizing. (Live Grounding: Fundamental knowledge for running high-throughput production databases without service degradation).
-#### Workload Management
-
-  - **(2021)** [howtoforge.com: How to create a Deployment in Kubernetes](https://www.howtoforge.com/create-a-deployment-in-kubernetes) [YAML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Step-by-step procedural tutorial explaining the structure of a standard Kubernetes Deployment manifest, dynamic replica scaling, and seamless rollout update strategies. (Live Grounding: Fundamental foundational knowledge for setting up standard declarative app workloads).
 ### Learning Resources
 
-#### Containerization Workshops
-
-  - **(2022)** [github.com/kubernetes-course/container_workshops](https://github.com/kubernetes-course/container_workshops) [SHELL/DOCKERFILE CONTENT]  [COMMUNITY-TOOL] β€” Workshop curriculum dedicated to fundamental container internals, isolation concepts, namespaces, and runtime interactions. (Live Grounding: Serves as an excellent fundamental base for engineers seeking to demystify low-level OCI runtime mechanisms).
-#### IaC
-
-  - **(2025)** [github.com/wardviaene (kubernetes, terraform, ansible, docker, etc) 🌟](https://github.com/wardviaene) [HCL/YAML CONTENT]  [COMMUNITY-TOOL] β€” A public code profile hosting highly referenceable configuration setups across Terraform, Ansible, Docker, and Kubernetes. The repositories serve as companion code for prominent DevOps bootcamps, detailing clean infrastructure-as-code patterns. (Live Grounding: Continually referenced by global practitioners transitioning to cloud infrastructure specialties).
 #### Kubernetes Courses
 
   - **(2024)** [**wardviaene/kubernetes-course**](https://github.com/wardviaene/kubernetes-course) ⭐ 1732  [YAML/GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Accompanying codebase for Ward Viaene's comprehensive Kubernetes course, demonstrating deployments, configurations, microservice communication patterns, and cloud migrations. (Live Grounding: Widely trusted community-backed repository illustrating production-grade YAML configurations).
-#### Kubernetes Playgrounds
-
-  - **(2025)** [Free Kubernetes 🌟🌟](https://github.com/learnk8s/free-kubernetes) ⭐ 1158  [MARKDOWN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A highly-rated index of free Kubernetes sandboxes, development clusters, managed trials, and learning environments. Designed to lower the financial entry barrier for developers. (Live Grounding: Continually updated to include current free tiers, allowing quick architectural sandboxing without infrastructure bills).
-#### Kubernetes Workshops
-
-  - **(2021)** [github.com/eon01/kubernetes-workshop](https://github.com/eon01/kubernetes-workshop) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Hands-on introductory workshop materials covering fundamental Kubernetes concepts, including Pods, Services, Deployments, and ingress controller definitions. (Live Grounding: Solid reference for classroom-based learning or self-paced platform orchestration upskilling).
-  - **(2020)** [Kubernetes workshop in a box](https://archive.kabisa.nl/tech/k8s-workshop-in-a-box) [YAML CONTENT]  [LEGACY] β€” An archival portal hosting a self-contained, offline-capable 'Kubernetes Workshop in a Box.' Designed to run interactive tutorials without reliable internet connections. (Live Grounding: While some container tooling patterns are archived, the offline structure is a highly referenced model for local development isolation).
-## Cloud-Native Java (1)
-
-### Build Tools
-
-#### Eclipse JKube
-
-##### Developer Workflow
-
-  - **(2020)** [developers.redhat.com: Java development on top of Kubernetes using Eclipse JKube](https://developers.redhat.com/blog/2020/08/24/java-development-on-top-of-kubernetes-using-eclipse-jkube) 🌟🌟🌟 [COMMUNITY-TOOL] β€” This article demonstrates outer-loop developer workflows utilizing Eclipse JKube to deploy Java applications straight to running Kubernetes clusters. Live Grounding illustrates how JKube's design empowers local development cycles by bypassing manual YAML writing, instead building and pushing directly via standard IDE integrations and build loops.
-### Runtimes
-
-#### JBoss EAP
-
-##### MicroProfile
-
-  - **(2020)** [developers.redhat.com: Red Hat JBoss Enterprise Application Platform expansion pack 1.0 (JBoss EAP XP) released](https://developers.redhat.com/blog/2020/06/17/red-hat-jboss-enterprise-application-platform-expansion-pack-1-0-released) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” The release announcement for Red Hat JBoss EAP Expansion Pack (XP) 1.0, enabling support for MicroProfile specifications on top of enterprise application servers. Live Grounding indicates JBoss EAP XP has become a core element for Red Hat customers modernization strategies, providing a bridge between traditional and cloud-native application patterns.
-## Container Orchestration
-
-### Kubernetes (1)
-
-#### Application Migration (1)
-
-  - **(2018)** [github.com/paulczar/k8s-spring-petclinic](https://github.com/paulczar/k8s-spring-petclinic) [SHELL CONTENT]  [LEGACY] β€” An archived community demonstration showing the deployment of the legacy Spring PetClinic application to raw Kubernetes. Utilizes direct YAML manifests and basic service discovery, serving as a historical baseline for modern Helm/Kustomize deployments.
-#### Java Deployment Guides
-
-  - **(2018)** [tech.paulcz.net/blog/spring-into-kubernetes-part-1](https://tech.paulcz.net/blog/spring-into-kubernetes-part-1) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” A foundational blog post walking through the process of containerizing and deploying a Spring Boot application onto a Kubernetes cluster. Details the transition from local JAR execution to containerized environments, highlighting early JVM memory footprint challenges.
-## Containerization (2)
-
-### AWS ECS
-
-#### JFrog Artifactory
-
-  - **(2020)** [jfrog.com: 5 Steps to Hosting Your Application on Amazon Cloud Container Service](https://jfrog.com/blog/5-steps-to-hosting-your-application-on-amazon-cloud-container-service) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” Discusses the fundamentals of deploying containerized applications into Amazon Elastic Container Service (ECS). Emphasizes secure image registry integration using JFrog Artifactory as a secure staging area.
-### Docker (1)
-
-#### Prebuilt Images
-
-  - **(2023)** [ref 5 arey/springboot-petclinic](https://hub.docker.com/r/arey/springboot-petclinic) [DOCKERFILE CONTENT]  [COMMUNITY-TOOL] β€” A highly pulled, community-maintained Spring Boot Petclinic image optimized for lean runtimes. Includes built-in multi-architecture CPU support (ARM64/AMD64) ideal for localized testing and local Kubernetes clusters.
-  - **(2020)** [ref 3](https://hub.docker.com/r/bmoussaud/petclinic) [DOCKERFILE CONTENT]  [COMMUNITY-TOOL] β€” Docker image for the Spring Petclinic application instrumented with APM and monitoring agents. Useful for evaluating telemetry collection, performance profiling, and tracing agents inside isolated container runs.
-  - **(2019)** [ref 2](https://hub.docker.com/r/sarjunkumar24391/petclinic) [DOCKERFILE CONTENT]  [COMMUNITY-TOOL] β€” A community-packaged Docker image of the classic Spring Petclinic application. Created primarily to facilitate rapid deployment testing on container runtimes without local Maven compilation overhead.
-  - **(2018)** [ref 6](https://hub.docker.com/r/anthonydahanne/spring-petclinic) [DOCKERFILE CONTENT]  [LEGACY] β€” Historical community Docker image containing early builds of the Spring Petclinic framework. Used primarily for legacy workshop labs and testing Docker runtime backwards compatibility.
-  - **(2015)** [ref 7](https://hub.docker.com/r/jbrisbin/spring-petclinic) [DOCKERFILE CONTENT]  [LEGACY] β€” One of the oldest legacy Docker images of the Spring PetClinic project. Demonstrates early containerization methodologies using heavy base operating system layers and older Java Virtual Machine (JVM) versions.
-### NGINX
-
-#### React Production
-
-  - **(2023)** [freecodecamp.org: How to Deploy a React App to Production Using Docker and NGINX with API Proxies](https://www.freecodecamp.org/news/how-to-deploy-react-apps-to-production) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” A deep guide details how to bundle React applications into high-performance production Docker images using multi-stage builds. Implements security headers and API reverse proxy routing directly within NGINX configs.
-## Core Orchestration
-
-### Workloads
-
-#### Examples
-
-  - **(2022)** [github.com/AdminTurnedDevOps/kubernetes-examples](https://github.com/AdminTurnedDevOps/kubernetes-examples) ⭐ 755  [YAML CONTENT]  [COMMUNITY-TOOL] β€” A clean, community-curated collection of fundamental manifest configurations. Serves as a useful rapid-lookup repository containing validated yaml schemas for Deployments, ConfigMaps, Secrets, Ingress, and persistent volume abstractions.
-#### Foundational (1)
-
-  - **(2021)** [howtoforge.com: How to deploy your first pod on a Kubernetes Cluster](https://www.howtoforge.com/how-to-deploy-your-first-pod-on-a-kubernetes-cluster) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Foundational technical walkthrough outlining the basic architecture of Pod components. Demystifies core scheduling mechanisms, declaring multi-container environments, configuring volumes, and validating basic cluster reachability for initial workload tests.
-## Data Engineering (1)
-
-### Azure Data Factory
-
-#### CICD Pipelines (2)
-
-  - **(2021)** [doylestowncoder.com: Building CI/CD Pipelines with Azure Data Factory: Part 1](https://travelrasik.com/category/asia) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” Multi-part technical walk-through detailing automated deployment patterns for Azure Data Factory (ADF) pipelines. Highlights ARM template generation, parameterization strategies, and continuous integration workflows via Azure DevOps.
-### Event Streaming
-
-#### Change Data Capture
-
-  - **(2022)** [itnext.io: Hydrating a Data Lake using Log-based Change Data Capture (CDC) with Debezium, Apicurio, and Kafka Connect on AWS](https://itnext.io/hydrating-a-data-lake-using-log-based-change-data-capture-cdc-with-debezium-apicurio-and-kafka-799671e0012f) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A high-density technical architecture study detailing data lake hydration. Coordinates Kafka Connect, Debezium, Apicurio schema registry, and AWS S3 to capture schema-validated database logs in near real-time.
-## Data Science
-
-### Tooling
-
-#### Data Wrangling
-
-  - **(2023)** [**Getting Started with Data Wrangler in VS Code**](https://code.visualstudio.com/docs/datascience/data-wrangler) [PYTHON CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight outlines VS Code's visual data preparation extension. Live Grounding shows that Data Wrangler bridges the visual gap in exploratory data analysis (EDA), generating reproducible Python code in Pandas and Polars dialects directly inside Jupyter environments.
-## Data Storage
-
-### Databases
-
-#### Operators
-
-  - **(2021)** [blog.flant.com: Our experience with Postgres Operator for Kubernetes by Zalando](https://palark.com/blog/our-experience-with-postgres-operator-for-kubernetes-by-zalando) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Analytical review assessing operational outcomes using Zalando's PostgreSQL Operator in high-throughput environments. Investigates performance metrics, replication latency under Patroni-driven clustering, backup and recovery operations (WAL-G/S3), dynamic volume expansion, and node failure scenarios.
-## Database and Storage
-
-### Stateful Workloads
-
-#### PostgreSQL
-
-  - **(2020)** [Deploying PostgreSQL in MiniShift/OpenShift 3](https://www.dbi-services.com/blog/deploying-postgresql-in-minishiftopenshift) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” Guides users through deploying PostgreSQL on Minishift/OpenShift 3, highlighting standard volume mounting processes. Due to the deprecation of both OpenShift 3 and Minishift, modern applications utilize OpenShift Local and PostgreSQL Operator frameworks.
-### Storage Infrastructure
-
-#### Persistent Volumes
-
-  - **(2020)** [developers.redhat.com: Persistent storage in action: Understanding Red Hat OpenShift’s persistent volume framework 🌟](https://developers.redhat.com/blog/2020/10/22/persistent-storage-in-action-understanding-red-hat-openshifts-persistent-volume-framework) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Deep-dives into Red Hat OpenShift's persistent volume (PV) framework, focusing on the Container Storage Interface (CSI). Explains dynamic storage allocation, access modes, and how to safely secure transaction-heavy datastores.
 ## DevOps
 
-### CICD (1)
-
-#### GitHub Actions (2)
-
-  - **(2021)** [thomasthornton.cloud: If, elseif or else in GitHub Actions](https://thomasthornton.cloud/if-elseif-or-else-in-github-actions) [YAML CONTENT]  [COMMUNITY-TOOL] β€” This architectural guide details the execution of complex conditional routing syntax (if-elif-else) within GitHub Actions workflows. It highlights the evaluation patterns of workflow-level expressions, env-context variables, and pipeline optimization mechanics.
 ### CICD Platforms
 
-#### Jenkins (1)
+#### Jenkins
 
-##### Azure DevOps Integration
-
-  - **(2020)** [youtube: CI CD Pipeline Using Jenkins | Continuous Integration and Deployment using Azure Devops | K21Academy](https://www.youtube.com/watch?v=LhB8-sAx3pM&ab_channel=K21Academy) [N/A CONTENT]  [LEGACY] β€” Curator Insight highlights this video tutorial as a walkthrough for establishing baseline CI/CD pipelines using Jenkins alongside Azure DevOps. Live Grounding indicates that while Jenkins remains prevalent for legacy enterprise systems, modern engineering in 2026 has transitioned toward cloud-native GitOps paradigms. The tutorial provides foundational knowledge on orchestrating build-test-deploy cycles across heterogeneous cloud landscapes.
 ##### Docker Containerization
 
-  - **(2020)** [liatrio.com: building with docker using jenkins pipelines](https://www.liatrio.ai/resources/blog) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight highlights the methodologies for assembling and building container images from within a Jenkins declarative pipeline execution block. Live Grounding indicates that using modern agent strategies (such as Kaniko or podman) has superseded dind (Docker in Docker) configurations to secure enterprise clusters. This post offers foundational Docker container pipeline strategies.
   - **(2018)** [github.com/arun-gupta/docker-jenkins-pipeline: Docker + Java + Jenkins Pipeline](https://github.com/arun-gupta/docker-jenkins-pipeline) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight structures this repository around running Docker-integrated Java application compilation inside Jenkins Pipelines. Live Grounding shows that mounting the Docker socket inside Jenkins agents remains a common albeit security-sensitive approach. It serves as a historical and practical reference for building containerized Java workloads using declarative pipelines.
-##### GitHub Integration
-
-  - **(2020)** [towardsdatascience.com: Create your first CI/CD pipeline with Jenkins and GitHub](https://towardsdatascience.com/create-your-first-ci-cd-pipeline-with-jenkins-and-github-6aefe21c9240) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight identifies this article as a starter guide for constructing initial CI/CD pipelines bridging GitHub with a Jenkins instance. Live Grounding indicates it relies on standard webhook configurations and SSH deployment keys. This resource serves as an educational baseline for engineers learning automated testing integration.
 ##### Modular Pipeline Library
 
-  - **(2021)** [==griddynamics/mpl==](https://github.com/griddynamics/mpl) ⭐ 165  [GROOVY CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight presents the Modular Pipeline Library (MPL) from Grid Dynamics as a tool for creating clean, maintainable Jenkins pipelines. Live Grounding confirms that MPL significantly reduces Groovy boilerplate by introducing modular execution configurations and reusable testing frameworks. This represents an exceptionally scalable design pattern for large-scale enterprise environments.
   - **(2021)** [youtube: Modular Pipeline Library: 4. Petclinic Pipeline 🌟](https://www.youtube.com/watch?v=GLtvxY1S3Aw) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight highlights this video showcase mapping the Modular Pipeline Library (MPL) against a real-world Petclinic continuous integration execution flow. Live Grounding validates that illustrating modular configuration structures gives developers a tangible example of pipeline inheritance. This pattern minimizes repetitive pipeline coding efforts across diverse teams.
-##### Multibranch Pipelines
-
-  - **(2023)** [lambdatest.com: How To Create Jenkins Multibranch Pipeline 🌟](https://www.testmuai.com/blog/how-to-create-jenkins-multibranch-pipeline) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight details this guide as a step-by-step approach to configuring Jenkins Multibranch Pipelines for automated branch detection. Live Grounding emphasizes that Multibranch setups are highly robust for complex git workflows, automatically provisioning pipeline branches. This architectural pattern prevents manual job pollution and ensures consistent integration testing across feature branches.
 ##### Spring Petclinic Pipeline
 
   - **(2020)** [deors/deors-demos-petclinic jenkinsfile](https://github.com/deors/deors-demos-petclinic/blob/master/Jenkinsfile) [GROOVY CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight details a functional Jenkinsfile built specifically to build and compile the Spring Petclinic application. Live Grounding illustrates how multi-stage Docker builds can be integrated cleanly within a declarative Jenkins template to produce production-ready container images. It is a highly practical execution reference.
 ### Cloud Native CICD
 
-#### GitLab Integration
-
-##### Kubernetes Native Setup
-
-  - **(2020)** [piotrminkowski.com: GitLab CI/CD on Kubernetes](https://piotrminkowski.com/2020/10/19/gitlab-ci-cd-on-kubernetes) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight features this comprehensive guide for establishing GitLab CI/CD pipelines running directly inside Kubernetes. Live Grounding reveals GitLab's Kubernetes runners are incredibly popular due to their low overhead and high-density container scheduling. It represents an excellent alternative architecture to Jenkins.
 #### Jenkins X
 
 ##### AWS EKS Integration
@@ -1336,137 +525,23 @@
   - **(2021)** [amazon.com: Declarative provisioning of AWS resources with Spinnaker and Crossplane](https://aws.amazon.com/blogs/opensource/declarative-provisioning-of-aws-resources-with-spinnaker-and-crossplane) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight showcases the declarative provisioning of AWS infrastructure using Spinnaker unified with Crossplane. Live Grounding shows that combining Crossplane's Kubernetes Control Plane model with Spinnaker's application pipelines represents an advanced platform engineering paradigm. This enables application developers to spin up dependencies dynamically without custom script hooks.
 #### Spinnaker Setup
 
-##### Git Integration
-
-  - **(2022)** [armory.io: Git Pull Support in Spinnaker](https://www.harness.io/products/continuous-delivery) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight addresses configuring Git pull trigger functionality inside Spinnaker. Live Grounding confirms that enabling automated repository monitoring allows Spinnaker to initiate targeted application pipelines immediately upon commit detection. This establishes the prerequisite feedback loop necessary for true continuous delivery.
-##### Kubernetes Deployment Models
-
-  - **(2020)** [wardviaene/advanced-kubernetes-course/spinnaker 🌟](https://github.com/wardviaene/advanced-kubernetes-course/tree/master/spinnaker) [SHELL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Curator Insight points to a companion repository for an advanced Kubernetes Spinnaker course. Live Grounding emphasizes its utility in demonstrating advanced deployment strategies (such as blue-green and canary analysis) directly inside Kubernetes clusters using Spinnaker's pipeline GUI. It remains a reliable hands-on learning lab.
-  - **(2020)** [imperialwicket/spinnaker-demo](https://github.com/imperialwicket/spinnaker-demo) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Curator Insight presents this repository as a demo application configuration designed to show basic pipeline execution within Spinnaker. Live Grounding highlights that configuring Spinnaker's cloud drivers and halyard configurations is notoriously challenging, and this repo provides valuable baseline configurations to bypass common initial setup hurdles.
 ##### Kubernetes Native Deployment
 
   - **(2019)** [hackernoon: Using Spinnaker with Kubernetes for CI/CD](https://hackernoon.com/using-spinnaker-with-kubernetes-for-cicd-52w3uo9) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight outlines utilizing Spinnaker's cloud native engine as an external continuous delivery pipeline for Kubernetes applications. Live Grounding validates that separating build execution (CI) from application delivery (CD) using a dedicated tool like Spinnaker prevents pipeline scaling bottlenecks. This pattern decouples deployment safety from runner nodes.
-##### Orchestration Concepts
-
-  - **(2019)** [codeburst.io: Spinnaker by Example: Part 1](https://codeburst.io/spinnaker-by-example-part-1-c4de9180d689) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight targets the first installment of a practical multi-part series exploring foundational Spinnaker patterns. Live Grounding points to this series as a highly detailed breakdown of pipelines, stages, and execution models. It is highly recommended for understanding Spinnaker's state machine execution logic.
-  - **(2019)** [codeburst.io: Spinnaker by Example: Part 2](https://codeburst.io/spinnaker-by-example-part-2-6f92a1fdaedf) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight covers the second installment of 'Spinnaker by Example', shifting focus toward manual judgements and validation triggers. Live Grounding confirms that incorporating human gates into automated delivery pathways is crucial for enterprise governance. The examples remain valuable for compliance-focused teams.
-  - **(2019)** [codeburst.io: Spinnaker by Example: Part 3](https://codeburst.io/spinnaker-by-example-part-3-c6ed9ac5f8ce) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight details the third installment of the series, showing advanced stage configurations and automated rollback procedures. Live Grounding validates that automated rollback on application health degradation is Spinnaker's premier capability. This design pattern minimizes production downtime during problematic deployments.
-##### Orchestration Engines
-
-  - **(2022)** [Demo/Evaluation Installations](https://spinnaker.io/docs/setup/install) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [LEGACY] β€” Curator Insight covers the official installation and evaluation setup parameters for Spinnaker. Live Grounding shows Spinnaker remains a highly sophisticated CD platform designed for multi-cloud deployments, though its complex architecture makes it less popular for lightweight Kubernetes setups compared to modern GitOps tools. It is best suited for legacy VM and complex cluster canary rollouts.
-### Environment Management
-
-#### SDKMAN (1)
-
-  - **(2026)** [==SdkMan==](https://sdkman.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The homepage for SDKMAN!, a command-line tool designed to manage parallel versions of multiple Software Development Kits, with a strong focus on the JVM ecosystem. Live Grounding confirms it as the definitive tool for local environments, facilitating zero-friction switches between different Java, Maven, Gradle, and Scala runtimes.
-### Infrastructure as Code
-
-#### Jenkins Configuration as Code
-
-##### Docker Hook Scripts
-
-  - **(2021)** [==Demo of Jenkins Configuration-As-Code with Docker and Groovy Hook Scripts (java11-support branch) 🌟🌟==](https://github.com/oleg-nenashev/demo-jenkins-config-as-code/tree/java11-support) ⭐ 173  [GROOVY CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight presents this demo of Jenkins Configuration-as-Code (JCasC) utilizing Docker and Groovy hook scripts. Live Grounding confirms JCasC has revolutionized Jenkins operations by defining configurations within declarative YAML. The inclusion of Java 11 support hooks ensures robust security and plug-in stability in enterprise automation environments.
-##### Kubernetes Native Setup (1)
-
-  - **(2021)** [Jenkins Configuration as Code on Kubernetes 🌟](https://github.com/nubenetes/jenkins-CasC-kubernetes-demo) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Curator Insight highlights this Nubenetes demo as a primary method for running JCasC on Kubernetes. Live Grounding confirms its effectiveness in eradicating persistent storage drift by configuring dynamic build agents via YAML definitions. This serves as an outstanding baseline architecture for cloud-native Jenkins execution environments.
-  - **(2020)** [Configuration as Code of Jenkins (for Kubernetes) 🌟🌟](https://github.com/figaw/configuration-as-code-jenkins-k8s) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Curator Insight points to this resource for implementing Jenkins Configuration as Code on Kubernetes. Live Grounding shows that by mapping JCasC YAML onto Kubernetes ConfigMaps, administrators can fully decouple configuration state from ephemeral container lifecycles. This practice mitigates drift and enables rapid restoration in disaster recovery scenarios.
-#### Jenkins JobDSL
-
-##### Freestyle Migration
-
-  - **(2020)** [Meetup event: From Freestyle jobs to Pipeline, with JobDSL](https://www.meetup.com/jenkins-online-meetup/events/270600737) [GROOVY CONTENT]  [LEGACY] β€” Curator Insight hosts a comprehensive migration strategy moving legacy manual Freestyle jobs to programmatic JobDSL configurations. Live Grounding indicates that transitioning to JobDSL represents a crucial step toward fully declarative pipelines. The repository outlines reproducible seed jobs that dynamically provision child pipelines with minimal manual intervention.
 ### Kubernetes Integration
 
-#### AWS EKS (1)
+#### AWS EKS
 
-##### Jenkins Pipelines (1)
+##### Jenkins Pipelines
 
   - **(2021)** [youtube: How to set up AWS Kubernetes Jenkins pipeline](https://www.youtube.com/watch?v=zI7_8M2KtRI&ab_channel=MicroserviceFactory) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Curator Insight presents this video guide as a roadmap to deploying and running Jenkins pipelines on AWS EKS Kubernetes clusters. Live Grounding highlights the use of IAM Roles for Service Accounts (IRSA) to dynamically authorize cloud resource creation directly from Jenkins pods. This pattern avoids insecure long-lived static AWS access credentials.
-### Observability
-
-#### Metrics Collection
-
-##### Grafana InfluxDB Integration
-
-  - **(2020)** [Mostrando resultados de Jenkins en Grafana mediante InfluxDB 🌟](https://www.enmilocalfunciona.io/mostrando-resultados-de-jenkins-en-grafana-mediante-influxdb) [SPANISH CONTENT] [DOCUMENTATION]  [LEGACY] β€” Curator Insight details a pipeline monitoring design pattern utilizing InfluxDB and Grafana to visualize Jenkins build metrics and durations. Live Grounding highlights that rendering historical telemetry is crucial for detecting performance regressions in CI/CD runner pools. While OpenTelemetry is standardizing in 2026, the legacy InfluxDB exporter remains heavily deployed.
-### Pipeline Execution Engine
-
-#### Groovy CPS
-
-##### Continuation Passing Style
-
-  - **(2021)** [==Continuation Passing Style (CPS)==](https://github.com/cloudbees/groovy-cps) ⭐ 95  [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight introduces the underlying Continuation Passing Style (CPS) engine used for executing asynchronous Groovy scripts in Jenkins pipelines. Live Grounding reveals that understanding CPS is critical for debugging serialization errors during master restarts. This technical library ensures execution state can survive controller crashes and resume safely.
-##### JobDSL API Reference
-
-  - **(2022)** [Defines a Groovy CPS DSL definition: pipelineJob definition cps script](https://jenkinsci.github.io/job-dsl-plugin) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight presents an aggregative documentation path detailing Groovy CPS execution layouts, pipeline migrations, and auxiliary utility plugins. Live Grounding asserts that despite modern cloud-native shifts, these JobDSL APIs and diagnostic tools (like the Plugin Installation Manager) form the backbone of highly reliable enterprise environments. It provides essential guidelines for maintaining complex pipelines.
-## DevOps and CICD
-
-### AWS EKS (2)
-
-#### CodePipeline
-
-  - **(2024)** [stacksimplify.com: DevOps with AWS CodePipeline on AWS EKS](https://docs.stacksimplify.com/aws-eks/aws-devops-eks/learn-to-master-devops-on-aws-eks-using-aws-codecommit-codebuild-codepipeline) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Thorough technical learning guide configuring CI/CD pipelines targeting AWS EKS. Integrates AWS native tools like CodeCommit, CodeBuild, and CodePipeline with modern container orchestration standards.
-### AWS Infrastructure
-
-#### DevOps Guides
-
-  - **(2025)** [==AdminTurnedDevOps/DevOps-The-Hard-Way-AWS==](https://github.com/AdminTurnedDevOps/DevOps-The-Hard-Way-AWS) ⭐ 2420  [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A comprehensive learning curriculum covering real-world cloud operations on AWS. Hands-on modules include terraforming network segments, setting up pipelines, security scanning, and establishing resilient monitoring.
-### Azure DevOps
-
-#### Build Automation (1)
-
-  - **(2024)** [lambdatest.com: How To Build a CI/CD Pipeline In Azure DevOps ?](https://www.testmuai.com/blog/build-ci-cd-pipeline-in-azure-devops) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” Step-by-step introduction guide detailing how to construct and validate pipelines within Azure DevOps Services. Addresses multi-stage environments, secure service connection creation, and automated test suite execution.
-#### Infrastructure Governance
-
-  - **(2022)** [Azure DevOps Demo Generator is now open source](https://devblogs.microsoft.com/devops/azure-devops-demo-generator-is-now-open-source) [C# CONTENT]  [COMMUNITY-TOOL] β€” Announcement highlighting the open-sourcing of the Azure DevOps Demo Generator engine. Allows infrastructure teams to package, distribute, and automatically spin up fully populated Azure DevOps project spaces.
-#### Onboarding Engine
-
-  - **(2024)** [Get started creating and populating demo Azure DevOps Services projects](https://learn.microsoft.com/en-us/azure/devops/demo-gen/use-demo-generator-v2?view=azure-devops) [MARKDOWN CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official Microsoft learning guide outlining the usage patterns of the Demo Generator v2 platform. Focuses on setting up pre-populated source code repos, agile work boards, and deployment pipelines.
-#### YAML Pipelines
-
-  - **(2024)** [docs.microsoft.com: Create a build pipeline with Azure Pipelines](https://learn.microsoft.com/en-gb/azure/devops/pipelines/build/ci-build-git?view=azure-devops) [MARKDOWN CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official Microsoft learning path focusing on declaring Azure Pipelines build logic using YAML configurations. Covers caching mechanisms, parallel task execution strategies, and code analysis plugin integrations.
-### Continuous Delivery (1)
-
-#### Docker Images
-
-  - **(2020)** [ref 1](https://hub.docker.com/r/ibuchh/petclinic-spinnaker-jenkins) [DOCKERFILE CONTENT]  [LEGACY] β€” A legacy Docker Hub image combining PetClinic deployment artifacts with Spinnaker and Jenkins orchestration capabilities. Serves as a historical artifact of early multi-cloud continuous delivery pipelines built on top of traditional JVM monoliths.
-### Jenkins (2)
-
-#### Kubernetes Agents
-
-  - **(2021)** [pushbuildtestdeploy.com/jenkins-on-kubernetes-building-docker-images 🌟](https://pushbuildtestdeploy.com/jenkins-on-kubernetes-building-docker-images) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A comprehensive technical guide exploring the orchestration of Jenkins agents inside Kubernetes. Illustrates how to dynamically provision agent pods to build and push Docker images using secure mechanisms like Kaniko or Docker-in-Docker (DinD).
-#### Pipeline-as-Code
-
-  - **(2017)** [github.com/kohsuke/petclinic Jenkinsfile](https://github.com/kohsuke/petclinic/blob/master/Jenkinsfile) [GROOVY CONTENT]  [COMMUNITY-TOOL] β€” A historical Jenkinsfile configuration by Kohsuke Kawaguchi showcasing early Declarative Pipeline patterns for Java projects. Illustrates stage definitions, testing cycles, and artifact archival within a self-hosted Jenkins master node environment.
 ## DevOps and Platform Engineering
 
-### Infrastructure Automation
-
-#### Academic Materials
-
-  - **(2022)** [jose-r-lopez/SSI_Materials](https://github.com/jose-r-lopez/SSI_Infraestructure_Automation_Materials) ⭐ 44  [YAML/VAGRANTFILE CONTENT] 🌟 [COMMUNITY-TOOL] β€” A structured repository containing laboratory manuals, automation scripts, and server-provisioning blueprints. Optimized for teaching systems administration and automation using Ansible and Vagrant. (Live Grounding: Excellent academic/foundational resource for mapping traditional configurations to automated workflows).
 ### Interview Preparation
 
 #### Reference Guides
 
   - **(2026)** [==bregman-arie/devops-exercises 🌟==](https://github.com/bregman-arie/devops-exercises) ⭐ 82758  [PYTHON/YAML CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” A massive curated repository containing thousands of questions, answers, and hands-on exercises covering Linux, Jenkins, Docker, Kubernetes, Ansible, Terraform, AWS, and system design. (Live Grounding: With over 82k stars, it stands in 2026 as the preeminent resource for preparing systems engineers and validating platform architecture skills).
-### Learning Resources (1)
-
-#### Methodologies
-
-  - **(2024)** [DEVOPS Library](https://devopslibrary.com) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive portal offering structured DevOps lessons, covering CI/CD pipelines, configuration management (Ansible, Chef), infrastructure automation, and container orchestrations. (Live Grounding: Provides foundational patterns useful for junior-to-mid level engineers to grasp traditional infrastructure transition to cloud-native paradigms).
-### Project Blueprints
-
-#### Infrastructure Showcase
-
-  - **(2021)** [yankils/Simple-DevOps-Project](https://github.com/yankils/Simple-DevOps-Project) [SHELL/DOCKERFILE CONTENT]  [COMMUNITY-TOOL] β€” A practical demonstration codebase combining core DevOps components, including automated provisioning scripts and simple pipeline files, to launch a basic application stack. Designed for educational labs. (Live Grounding: Good for foundational learning, though not suited for enterprise-scale zero-trust environments).
-## DevOps Philosophy
-
-### Software Engineering
-
-#### No Code Movement
-
-  - **(2020)** [==github.com/kelseyhightower/nocode==](https://github.com/kelseyhightower/nocode) ⭐ 65387  [N/A CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kelsey Hightower's legendary satirical repository highlighting that the best way to write secure, bug-free, and highly maintainable software is by writing 'no code' at all. Highly popular and philosophically beloved in the cloud-native ecosystem.
 ## DevSecOps and Automation
 
 ### End-to-End Pipelines
@@ -1479,37 +554,16 @@
 #### AWS and Jenkins
 
   - **(2020)** [bitbucket.org: setting up a cicd pipeline with spring mvc and kubernetes on aws](https://www.atlassian.com/blog/bitbucket/setting-up-a-ci-cd-pipeline-with-spring-mvc-jenkins-and-kubernetes-on-aws) [GROOVY CONTENT]  [COMMUNITY-TOOL] β€” Outlines constructing a complete continuous integration pipeline using Bitbucket, Jenkins, and AWS EKS. Covers maven compilation, Docker Hub image pushes, and automated rolling deployments on target host nodes.
-  - **(2020)** [aws.amazon.com: Integrating Jenkins with AWS CodeArtifact to publish and consume Python artifacts](https://aws.amazon.com/blogs/devops/using-jenkins-with-codeartifact) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Demonstrates how to authenticate Jenkins runner nodes securely with AWS CodeArtifact. Focuses on resolving and publishing Python artifact packages safely through automated build lifecycles.
 #### Jenkins Architecture
 
-  - **(2021)** [==cloudogu/jenkinsfiles 🌟🌟🌟==](https://github.com/cloudogu/jenkinsfiles) ⭐ 299  [GROOVY CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A comprehensive repository of production-ready Jenkinsfiles designed for modern enterprise software lifecycles. Offers reusable build scripts, container integration routines, and test suite automation loops.
-  - **(2021)** [devopscube.com: How to Setup Jenkins Build Agents on Kubernetes Cluster 🌟](https://devopscube.com/jenkins-build-agents-kubernetes) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Provides an architectural step-by-step setup of self-scaling Jenkins Build Agents using the Kubernetes Jenkins plugin. Configures persistent volumes and resource constraints for ephemeral executors.
   - **(2020)** [piotrminkowski.com: Continuous Integration with Jenkins on Kubernetes 🌟](https://piotrminkowski.com/2020/11/10/continuous-integration-with-jenkins-on-kubernetes) [GROOVY CONTENT]  [COMMUNITY-TOOL] β€” Details executing dynamically provisioned Jenkins agent pods inside a target Kubernetes cluster. Explores mounting credentials, executing parallel pipeline workloads, and cleanup phases to optimize compute budgets.
-#### Jenkins Basics
-
-  - **(2022)** [lambdatest.com: Best Jenkins Pipeline Tutorial For Beginners (Examples) 🌟](https://www.testmuai.com/blog/jenkins-pipeline-tutorial) [GROOVY CONTENT]  [COMMUNITY-TOOL] β€” Detailed entry-level guide to understanding Jenkins Declarative versus Scripted Pipeline syntax. Explains basic pipeline constructs including stages, agents, post-execution tasks, and environment variable manipulation.
-  - **(2021)** [simplilearn.com: What is CI/CD Pipeline and How to Implement it Using Jenkins?](https://www.simplilearn.com/tutorials/jenkins-tutorial/ci-cd-pipeline) [GROOVY CONTENT]  [COMMUNITY-TOOL] β€” Basic tutorial outlining CI/CD life cycles, illustrating how continuous deployment patterns differ from continuous delivery, and implementing simple pipelines using standard Jenkins components.
-#### Jenkins Shared Libraries
-
-  - **(2020)** [github.com/monodot/pipeline-library-demo 🌟](https://github.com/tutorialworks/pipeline-library-demo) [GROOVY CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Reference repository demonstrating the architectural setup of reusable Jenkins Shared Libraries. Emphasizes centralizing redundant tasks (like Slack messaging and build wrappers) to keep multi-repo setups clean.
-#### Mobile Workflows
-
-  - **(2021)** [youtube: Simple DevOps Project | Publish Android APK to App Center | Beginner Pipeline](https://www.youtube.com/watch?v=KgH0QzMHXLs) [GROOVY CONTENT]  [COMMUNITY-TOOL] β€” A foundational project walk-through deploying compiled Android APK binaries to Visual Studio App Center via automated Jenkins runner jobs. Discusses signing profiles and deployment triggers.
 ## DevSecOps and IDEs
 
-### Eclipse Che
-
-#### Cloud IDE Templates
-
-  - **(2024)** [github.com/che-samples](https://github.com/che-samples) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Official template repository containing devfile configurations and cloud-native project workspace definitions for Eclipse Che. Accelerates development setup by declaring containers, tools, and runtimes as code.
 ### Google Cloud Code
 
 #### Developer Experience
 
   - **(2024)** [==github.com/GoogleCloudPlatform/cloud-code-samples 🌟==](https://github.com/GoogleCloudPlatform/cloud-code-samples) ⭐ 437  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curated templates and setup workflows targeting GCP's Cloud Code extension. Helps developers structure containerized services locally before auto-deploying to Google Kubernetes Engine (GKE).
-#### Enterprise Templates
-
-  - **(2021)** [cloud.google.com: Follow your org’s app dev best practices with Cloud Code custom samples 🌟](https://cloud.google.com/blog/products/application-development/access-an-orgs-custom-code-repo-from-cloud-code-ides) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” Focuses on establishing unified developer standards using Cloud Code. Outlines mechanisms for setting up private template repositories to govern cloud application scaffolding across large software organizations.
 ### Quality Assurance
 
 #### Azure Cloud Testing
@@ -1522,20 +576,6 @@
 #### Local Tooling
 
   - **(2023)** [==Azure/Draft 🌟==](https://github.com/Azure/draft) ⭐ 642  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Azure Draft simplifies early-stage developer onboarding onto Kubernetes. By scanning source code directories, it automatically generates containerization assets including Dockerfiles, Kubernetes manifests, Helm charts, and deployment workflows.
-## Developer Tools (1)
-
-### Quarkus CLI
-
-#### Local Development (3)
-
-  - **(2020)** [aalmiray/q-cli](https://github.com/aalmiray/q-cli) ⭐ 11  [JAVA CONTENT] 🌟 [COMMUNITY-TOOL] β€” An early community command-line interface helper for bootstrapping and managing Quarkus projects. While the official Quarkus CLI eventually integrated these capabilities, this repository represents a pivotal step in Quarkus DX history.
-## Education
-
-### Certification
-
-#### CKAD
-
-  - **(2020)** [Kubernetes CKAD Example Exam Questions Practical Challenge Series](https://codeburst.io/kubernetes-ckad-weekly-challenges-overview-and-tips-7282b36a2681) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A high-yield challenge series tailored for the Certified Kubernetes Application Developer (CKAD) exam. Focuses on masterclass proficiency in fast imperative CLI commands, multi-container configurations, config-injection, and network troubleshooting techniques.
 ## Enterprise Architecture
 
 ### Business Process Management
@@ -1543,17 +583,9 @@
 #### RHPAM (1)
 
   - **(2020)** [gitlab.com: Red Hat Process Automation Manager - Signal Marketing Demo](https://gitlab.com/bpmworkshop/rhpam-signal-marketing-demo) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A demonstration application built on Red Hat Process Automation Manager (RHPAM) modeling signal marketing workflows. Integrates Complex Event Processing (CEP) engine features, showcasing declarative state orchestration within microservice platforms.
-## Enterprise Integration
-
-### SAP Cloud Integration
-
-#### Azure Blob Storage
-
-  - **(2021)** [blogs.sap.com: Cloud Integration with Commerce Azure Blob Storage using REST API – Part 1](https://blogs.sap.com/2021/07/04/cloud-integration-with-commerce-azure-blob-storage-using-rest-api) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” Step-by-step guide illustrating SAP Cloud Integration connectivity to Azure Blob Storage via REST APIs. Outlines security header formulation, token acquisition flows, and early payload transformations.
-  - **(2021)** [blogs.sap.com: Cloud Integration with Commerce Azure Blob Storage using REST API – Part 2](https://blogs.sap.com/2021/12/26/cloud-integration-with-commerce-azure-blob-storage-using-rest-api-part-2) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” Continuing the architectural sequence, this guide centers on advanced REST payloads, handling massive binary files, implementing robust retry policies, and tracking upload failures inside SAP landscapes.
 ## Event-Driven Architectures
 
-### Cloud-Native Java (2)
+### Cloud-Native Java (1)
 
 #### Kafka with Spring Boot
 
@@ -1578,18 +610,6 @@
 #### Quarkus with Kafka
 
   - **(2021)** [piomin/sample-quarkus-serverless-kafka](https://github.com/piomin/sample-quarkus-serverless-kafka) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A reference implementation of reactive serverless pipelines using Quarkus, Knative, and Apache Kafka. Illustrates sub-second cold starts, reactive stream processing (using SmallRye Reactive Messaging), and optimized containerization tailored for Kubernetes native eventing.
-## Extensibility
-
-### Admission Controllers
-
-#### JVM Configurations
-
-  - **(2020)** [nfrankel/jvm-controller](https://github.com/nfrankel/jvm-controller) [KOTLIN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Demonstrates building a custom Java Virtual Machine (JVM) admission controller. Programmatically dynamically intercepts Pod specifications inside a validating or mutating webhook to inject appropriate runtime flags (such as JVM memory heap ergonomics) aligned with CPU and RAM resource limits.
-### Event-Driven (1)
-
-#### Webhooks
-
-  - **(2021)** [webhooks.app](https://webhooks.app) [GO CONTENT]  [COMMUNITY-TOOL] β€” Utility software engineered to facilitate fast interception, logging, inspection, and local validation of webhooks. Proves useful when debugging live Kubernetes Mutating Webhook Admission Controllers or debugging automated external event triggers.
 ## GitOps (2)
 
 ### Continuous Deployment
@@ -1597,133 +617,22 @@
 #### Flux v2
 
   - **(2023)** [flux2-kustomize-helm-example 🌟](https://github.com/fluxcd/flux2-kustomize-helm-example) ⭐ 1268  [YAML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” The canonical Flux v2 reference architecture. Provides production-tested blueprints for structuring multi-environment repositories, configuring Kustomize hierarchies, packaging Helm releases, and enforcing namespace isolation patterns.
-### OpenShift (1)
-
-#### Enterprise Dev
-
-  - **(2021)** [youtube: GitOps Guide to the Galaxy (Ep 12): Flux On OpenShift](https://www.youtube.com/watch?v=W_rcYPZkhFg&ab_channel=RedHat) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Video guide examining GitOps operations using Flux v2 inside Red Hat OpenShift. Discusses enterprise concerns such as overcoming strict Security Context Constraints (SCC) and integrating with corporate OAuth configurations.
 ## GitOps and Declarative Git
 
 ### Developer Platforms (1)
 
-#### GitHub Actions (3)
+#### GitHub Actions (1)
 
   - **(2021)** [shipa.io: GitOps in Kubernetes, the easy way–with GitHub Actions and Shipa](https://shipa.io/gitops) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Explores combining the ease of GitHub Actions workflows with Shipa's application management plane to implement secure GitOps pipelines. (Live Grounding: Proves early efforts in platform engineering to bridge continuous integration directly into abstract application runtimes).
-### Enterprise GitOps
-
-#### Anthos
-
-  - **(2022)** [youtube.com: Cloud Native GitOps with Anthos and JFrog Artifactory](https://www.youtube.com/watch?v=HSjm6-ACmWQ&ab_channel=JFrog) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A collaborative session displaying how Anthos Config Management dynamically orchestrates multi-cluster topologies in tandem with JFrog Artifactory as a secure, enterprise container registry. (Live Grounding: Portrays the classic zero-trust artifact distribution pattern used in modern multi-cloud platform deployments).
 ### GitOps Tools
 
 #### Flux and Helm
 
   - **(2022)** [mytechramblings.com: A practical example of GitOps using Azure DevOps, Azure Container Registry, Helm, Flux and Kubernetes](https://www.mytechramblings.com/posts/gitops-with-azure-devops-helm-acr-flux-and-k8s) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Presents a comprehensive GitOps architectural blueprint combining Azure DevOps, Helm, and ACR under the control of Flux inside a Kubernetes cluster to manage automated continuous rollouts. (Live Grounding: Flux v2 continues to represent a core declarative deployment vehicle, serving as a pillar for automated continuous delivery).
-## Governance and Security
-
-### Platform Comparisons
-
-#### OpenShift vs Kubernetes
-
-  - **(2021)** [developer.ibm.com: Example exercises to differentiate OpenShift and Kubernetes](https://developer.ibm.com/tutorials/examples-differentiate-openshift-kubernetes) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A step-by-step practical guide comparing vanilla Kubernetes to enterprise OpenShift platforms. Illustrates differences in router configs, Security Context Constraints (SCCs), build mechanisms, and deployment strategies.
-### Policy Enforcement (1)
-
-#### OPA Gatekeeper
-
-  - **(2021)** [opensource.com: Implement governance on your Kubernetes cluster](https://opensource.com/article/21/12/kubernetes-gatekeeper) [YAML / REGO CONTENT]  [COMMUNITY-TOOL] β€” Analyzes the installation and lifecycle management of OPA Gatekeeper inside Kubernetes. Demonstrates how to design ConstraintTemplates and Constraints to programmatically enforce organizational governance rules, highlighting its capability to validate, mutate, and deny container creation requests before deployment execution.
-## Hybrid Cloud Platforms
-
-### Anthos (1)
-
-#### Multi-Cluster Mesh
-
-  - **(2022)** [Tutorial: Connect Amazon EKS and Azure AKS Clusters with Google Anthos](https://thenewstack.io/tutorial-connect-amazon-eks-and-azure-aks-clusters-with-google-anthos) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Multi-cloud tutorial explaining cluster federation workflows using Google Anthos. Coordinates the management, communication policies, and service mesh definitions across Amazon EKS and Microsoft Azure AKS clusters.
-### OpenShift (2)
-
-#### Developer Workspaces
-
-  - **(2024)** [OpenShift.io Samples 🌟🌟](https://workspaces.openshift.com) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Enterprise cloud developer templates optimized for Red Hat OpenShift Workspaces (Eclipse Che). Facilitates the rapid provisioning of secure, IDE-integrated environments for compiling and deploying cloud-native workloads.
-## Hybrid Cloud Solutions
-
-### Multi-Cloud Architectures
-
-#### Anthos with EKS
-
-  - **(2020)** [Tutorial: Deploy Anthos Apps from GCP Marketplace into Amazon EKS Cluster](https://thenewstack.io/tutorial-deploy-anthos-apps-from-gcp-marketplace-into-amazon-eks-cluster) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Demonstrates cross-cloud portability by deploying Google Cloud Marketplace containerized applications directly into Amazon EKS clusters via Anthos. Discusses multi-cloud identity mappings, ingress controller configurations, and registration procedures required to bridge GCP's service ecosystem into AWS workloads.
-### Multi-Cluster GitOps (1)
-
-#### Anthos Config Management
-
-  - **(2020)** [Tutorial: GitOps in Multicluster Environments with Anthos Config Management](https://thenewstack.io/tutorial-gitops-in-multicluster-environments-with-anthos-config-management) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive guide on establishing declarative configuration management in multi-cluster environments using Anthos Config Management (ACM). The tutorial details Git-to-cluster synchronization protocols, security policies via Config Controller, and cluster-state reconciliation mechanisms, representing a stable paradigm for enterprise hybrid-cloud control planes.
-## Infrastructure (1)
-
-### Artifact Management
-
-#### Nexus3 Deployment
-
-##### Kubernetes Helm Setup
-
-  - **(2021)** [Proof of Concept: Nexus3 Chart configuration on Kubernetes](https://github.com/nubenetes/nexus3-helm-chart) [SMARTY CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight presents this proof-of-concept Nexus3 Helm chart deployment pattern on Kubernetes. Live Grounding confirms that hosting a dedicated private repository manager inside the cluster remains critical for sovereign enterprise setups. The manifest coordinates dynamic ingress rules and persistent storage volume allocations.
-### Edge Computing
-
-#### Minimalist Clusters
-
-  - **(2020)** [todaywasawesome/atomic-cluster: The Atomic Cluster](https://github.com/todaywasawesome/atomic-cluster) [SHELL CONTENT]  [EMERGING] β€” An experimental framework built to explore deployment lifecycles of highly compact, ephemeral Kubernetes engines at the edge. Optimizes cluster-state storage engine footprints and reduces node bootstrapping overhead for edge nodes and rapid local testing setups.
-### Production Hardening
-
-#### Examples (1)
-
-  - **(2022)** [github.com/AdminTurnedDevOps/kubernetes-in-production-examples](https://github.com/AdminTurnedDevOps/kubernetes-in-production-examples) ⭐ 79  [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Advanced enterprise-readiness blueprint repository. Highlights essential security context layers, proper resource constraint mechanisms (CPU/Memory requests and limits), NetworkPolicies, Horizontal Pod Autoscalers, and liveness/readiness probe best practices for production deployments.
-### Provisioning (2)
-
-#### High Availability (1)
-
-  - **(2021)** [github.com/developer-guy: Set up HA k3s cluster on DigitalOcean using Terraform' + Ansible](https://github.com/developer-guy/kubernetes-cluster-setup-using-terraform-and-k3s-on-digitalocean) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An infrastructure-as-code repository detailing the programmatic deployment of a highly available, light K3s cluster topology on DigitalOcean. Harnesses Terraform for provisioning underlying hypervisors and networking, combined with Ansible for control-plane configuration and secure node-pooling.
-### Stateful Applications
-
-#### Mail Services
-
-  - **(2021)** [kruyt.org: Running a mailserver in Kubernetes](https://kruyt.org/running-a-mailserver-in-kubernetes) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Practical deployment architectural guide detailing the orchestration of high-availability mail servers on Kubernetes. Analyzes the complexities of handling persistent storage for mail stores (via PV/PVC), dynamic IMAP/SMTP routing setups, and the crucial network security protocols (DKIM, SPF, DMARC) required to maintain high IP reputation inside cloud infrastructures.
-## Infrastructure and DevOps
-
-### CI-CD Concepts
-
-#### Jenkins Tutorials
-
-  - **(2020)** [wardviaene/jenkins-course](https://github.com/wardviaene/jenkins-course) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” A highly practical repository containing configuration examples, scripts, and multi-stage pipeline templates for various programming languages. Designed to serve as hands-on exercises for developers studying infrastructure-as-code and configuration-as-code fundamentals.
-### Shared Libraries
-
-#### Production Blueprints
-
-  - **(2021)** [Pipeline Global Library for ci.jenkins.io](https://github.com/jenkins-infra/pipeline-library) [GROOVY CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The real-world production Global Shared Pipeline Library utilized by the official Jenkins infrastructure project (ci.jenkins.io). Serves as an excellent architectural blueprint of highly robust, scalable, and modular pipeline development.
 ## Infrastructure and Operations
 
-### Cost Optimization and Metering
-
-#### Metering Operator
-
-  - **(2020)** [Writing Customized Reports Using Metering Operator](https://www.redhat.com/en/blog/writing-customized-reports-using-metering-operator) [SQL CONTENT] [ADVANCED LEVEL]  [LEGACY] β€” Explores authoring custom resource and cost allocation reports using the OpenShift Metering Operator. Note: The Metering Operator has since been deprecated in favor of OpenShift Cost Management.
-### Enterprise Cluster Management
-
-#### Ansible and ACM
-
-  - **(2021)** [redhat.com: ACM Ansible Integration Overview](https://www.redhat.com/en/blog) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores integrations bridging Red Hat Advanced Cluster Management (ACM) with Ansible Automation Platform. Automates physical or non-Kubernetes resource tasks at critical points in cluster lifecycles.
-#### OKD Community Platform
-
-  - **(2020)** [openshift.com: Recap: OKD 4 Testing and Deployment Workshop - Videos and Additional Resources](https://www.redhat.com/en/blog/recap-okd-4-testing-and-deployment-workshop-videos-and-additional-resources) [BASH CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Compiles core workshop resources on OKD 4 deployment, testing, and lifecycle patterns. Explores underlying Fedora CoreOS operating mechanics and bootstrap procedures for community-led OpenShift clusters.
-#### Red Hat ACM
-
-  - **(2020)** [Advanced Cluster Management Demos](https://www.youtube.com/playlist?list=PLbMP1JcGBmSFA56rykbH2fg1F9Tozk4of)  [COMMUNITY-TOOL] β€” A curated playlist of technical capabilities inside Red Hat Advanced Cluster Management (ACM), focusing on policy enforcement, lifecycle orchestration, and multi-cluster visualization.
-### Ingress and Routing
-
-#### Argo CD Deployment
-
-  - **(2020)** [itnext.io: Deploy Argo CD with Ingress and TLS in Three Steps: No YAML Yak Shaving Required 🌟](https://itnext.io/deploy-argo-cd-with-ingress-and-tls-in-three-steps-no-yaml-yak-shaving-required-bc536d401491) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Evaluates Ambassador Edge Stack's scaffolding tool to deploy Argo CD quickly with TLS and Ingress settings. Eliminates tedious manual manifest authoring by automating TLS certificate generation and routing definitions for administrative dashboards.
 ### Observability and Service Mesh
 
-#### Grafana and ACM
-
-  - **(2021)** [cloud.redhat.com: How to Observe your Clusters with Red Hat Advanced Cluster Management - Customize the Grafana Dashboard](https://www.redhat.com/en/blog/how-to-observe-your-clusters-with-red-hat-advanced-cluster-management-customize-the-grafana-dashboard) [JSON CONTENT]  [COMMUNITY-TOOL] β€” Guides readers in customizing Multi-Cluster Grafana Dashboards under ACM. Centralizes metric aggregation pipelines and tailors performance panels across heterogeneous cluster landscapes.
 #### OpenShift ServiceMesh
 
   - **(2021)** [Monitoring Services like an SRE in OpenShift ServiceMesh](https://www.redhat.com/en/blog/monitoring-services-like-an-sre-in-openshift-servicemesh) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Unpacks Site Reliability Engineering (SRE) monitoring patterns using OpenShift Service Mesh. Synthesizes Istio, Kiali, and Prometheus telemetry to isolate performance bottlenecks and measure Golden Signals.
@@ -1734,106 +643,20 @@
 #### Event-Driven Scaling
 
   - **(2021)** [tomd.xyz: Event-driven integration on Kubernetes with Camel & KEDA 🌟](https://tomd.xyz/kubernetes-event-driven-keda) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Demonstrates how to run Apache Camel integration microservices on Kubernetes, leveraging KEDA to dynamically scale Camel routes based on incoming message rates. Synthesizes enterprise integration patterns (EIP) with modern cloud-native autoscaling.
-## Infrastructure as Code (1)
+## Infrastructure as Code
 
-### AI-Assisted IaC
-
-#### AKS and ACR Deployments
-
-  - **(2023)** [patrickkoch.dev: Terraform on Azure with GitHub Copilot - Creating a Kubernetes Cluster and a Container Registry](https://www.patrickkoch.dev/posts/post_31) [HCL CONTENT]  [COMMUNITY-TOOL] β€” Explores the intersection of generative AI and Infrastructure as Code by walking through the creation of an AKS (Azure Kubernetes Service) and ACR (Azure Container Registry) using GitHub Copilot to accelerate Terraform writing workflows.
-### Kubernetes Management
-
-#### Infrastructure Blueprints
-
-  - **(2021)** [StarpTech/k-andy](https://github.com/StarpTech/k-andy) ⭐ 157  [YAML CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A consolidated project featuring curated Kubernetes deployment manifests and Helm configurations. Highlights patterns for bootstrapping monitoring stacks, storage drivers, and load-balancer integration with localized container configurations.
-### OpenShift Virtualization
-
-#### GitOps VMs
-
-  - **(2021)** [cloud.redhat.com: Virtual Machines as Code with OpenShift GitOps and OpenShift Virtualization](https://www.redhat.com/en/blog/virtual-machines-as-code-with-openshift-gitops-and-openshift-virtualization) [YAML CONTENT] [ADVANCED LEVEL]  [LEGACY] β€” Details running legacy virtual machines side-by-side with containers using OpenShift Virtualization. Outlines declarative patterns for orchestrating VM lifecycles through GitOps practices using Argo CD.
 ### Serverless Deployment
 
 #### Terraform and AWS Lambda
 
   - **(2022)** [dev.to: Creating a Rest API with Infrastructure as Code (Terraform) & Serverless (Lambda + Python) - Part 2 CI/CD](https://dev.to/aws-builders/creating-a-rest-api-with-infrastructure-as-code-terraform-serverless-lambda-python-part-2-cicd-g8h) [HCL CONTENT]  [COMMUNITY-TOOL] β€” Outlines a modern serverless deployment loop, coupling HashiCorp Terraform with AWS API Gateway and Lambda functions. Part 2 focuses on constructing automated GitHub Actions CI/CD deployment pipelines for infrastructure and application code layers.
-### Terraform
-
-#### AWS Networking
-
-  - **(2024)** [==aws-samples/aws-network-hub-for-terraform: Network Hub Account with Terraform==](https://github.com/aws-samples/aws-network-hub-for-terraform) ⭐ 103  [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Structured Terraform blueprints for provisioning centralized Transit Gateway or Cloud WAN hubs. Implements hub-and-spoke networking topology across multi-account enterprise structures safely.
-#### Azure Security
-
-  - **(2023)** [davidsr.me: Deploy Azure WAF with Terraform and Azure DevOps](https://davidsr.me/deploy-azure-waf-with-terraform-and-azure-devops) [HCL CONTENT]  [COMMUNITY-TOOL] β€” A practical tutorial detailing how to declare Azure Web Application Firewall (WAF) rule sets as Terraform variables. Configures Azure DevOps pipelines for automated validation and execution of the plans.
-#### GCP Provisioning
-
-  - **(2023)** [==Terraform Automation Demo using Google Cloud Provider==](https://github.com/tfxor/terraform-google-automation-demo) ⭐ 10  [HCL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Technical repository containing IaC templates to provision GCP infrastructure via HashiCorp Terraform. Showcases structured folder hierarchies, backend state locks, and resource declarations for VPCs, compute instances, and firewalls.
-### Terraform Ecosystem
-
-#### AWS Compute Provisioning
-
-  - **(2021)** [k21academy.com: Automate AWS Virtual Machine using Terraform – Creation Demo](https://k21academy.com/terraform/terraform-automate-aws-vm) [HCL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A step-by-step introduction demonstrating the creation and lifecycle management of AWS Elastic Compute Cloud (EC2) instances using Terraform. Excellent for understanding simple provider declarations, variables, and resource destruction.
-#### AWS RDS Databases
-
-  - **(2022)** [devopscube.com/terraform-aws-rds](https://devopscube.com/terraform-aws-rds) [HCL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Details production-grade Terraform configurations for deploying RDS databases. Illustrates high-availability multi-AZ architectures, automated backup retention, integration with AWS Secrets Manager, and proper configuration of private DB subnets.
-  - **(2021)** [adamtheautomator.com: How To Build a Database Instance with Terraform and AWS RDS](https://adamtheautomator.com/terraform-and-aws-rds) [HCL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive operational blueprint for deploying managed relational databases on AWS RDS via Terraform. Demonstrates critical database reliability configurations, security groups, database subnet groups, and encrypted secret management parameters.
-#### AWS S3 Storage
-
-  - **(2023)** [blog.awsfundamentals.com: Using S3 with Terraform](https://awsfundamentals.com/blog/using-s3-with-terraform) [HCL CONTENT]  [COMMUNITY-TOOL] β€” A structural guide explaining how to declare and maintain AWS Simple Storage Service (S3) buckets using Terraform. Focuses on security defaults, bucket access control lists (ACLs), versioning configurations, and cross-region replication strategies.
-#### Advanced HCL Loopings
-
-  - **(2021)** [middlewareinventory.com: Terraform Create Multiple EC2 with different Configs – for_each and count together](https://www.middlewareinventory.com/blog/terraform-create-multiple-ec2-different-config) [HCL CONTENT]  [COMMUNITY-TOOL] β€” Dives deep into dynamic loop structures using Terraform's for_each and nested map configurations. Explains how to scale and tailor individual virtual machines under a single module declaration without resorting to repetitive, static configuration blocks.
-#### Azure Deployments
-
-  - **(2021)** [azapril.dev: Deploying a LogicApp with Terraform (Bonus: in an AzDO pipeline)](https://azapril.dev/2021/04/12/deploying-a-logicapp-with-terraform) [HCL CONTENT]  [COMMUNITY-TOOL] β€” Guides developers through deploying serverless workflows using Azure Logic Apps managed by Terraform, integrated with Azure DevOps CI/CD pipelines. Emphasizes deployment pipelines, environment parameters, and infrastructure security.
-#### Beginner Blueprints
-
-  - **(2021)** [github.com/venkateshk111/terraform-beginners-guide 🌟](https://github.com/venkateshk111/terraform-beginners-guide) ⭐ 107  [HCL CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A structured, accessible community repository offering clear code snippets, common commands, and hands-on scenarios designed to accelerate early learning curves for DevOps engineers adopting HashiCorp Terraform.
-#### EKS and IAM Security
-
-  - **(2021)** [brennerm.github.io: Setting up an EKS cluster with IAM/IRSA integration](https://shipit.dev/posts/setting-up-eks-with-irsa-using-terraform.html) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A critical security tutorial detailing the configuration of IAM Roles for Service Accounts (IRSA) on AWS EKS using Terraform. Walks through building OpenID Connect (OIDC) identity providers and defining strict, least-privilege IAM policies directly mapped to Kubernetes ServiceAccounts.
-#### Fundamental Syntaxes
-
-  - **(2021)** [https://github.com/chenjd/terraform-101 🌟](https://github.com/chenjd/terraform-101) [HCL CONTENT]  [COMMUNITY-TOOL] β€” A highly practical beginner-level code index focusing on Terraform basics, state management, module syntax, and provider declarations for deploying cloud infrastructure safely.
-#### Kubernetes Provider
-
-  - **(2020)** [opensource.com: A guide to Terraform for Kubernetes beginners](https://opensource.com/article/20/7/terraform-kubernetes) [HCL CONTENT]  [COMMUNITY-TOOL] β€” Explains how to use HashiCorp Terraform to directly manage Kubernetes resources and objects. Highlights the trade-offs of using Terraform versus Helm/kubectl for standard resource templating, state tracking, and lifecycle operations.
-#### Learning Platforms
-
-  - **(2022)** [terraform.collabnix.com](https://collabnix.github.io/terraform) [HCL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A collaborative, multi-step reference hub designed to systematically introduce DevOps engineers to Terraform. Covers declarative state files, modular organization, provider configurations, and deployment strategies across multiple hyper-scale cloud providers.
 ## Infrastructure as Code and CI-CD
 
-### CI-CD Pipelines (1)
-
-#### Concourse CI
-
-  - **(2020)** [thoughtworks.com: Modernizing your build pipelines with **Concourse CI** 🌟](https://www.thoughtworks.com/es-es/insights/blog) [YAML CONTENT] [ADVANCED LEVEL]  [LEGACY] β€” Analyzes the migration patterns from Jenkins or legacy orchestrators to Concourse CI, highlighting Concourse's declarative, stateless, container-first pipeline design. (Live Grounding: Concourse CI, though revolutionary for its resource-based declarative architecture, has largely been superseded in 2026 by GitOps controllers like Argo CD and cloud-native pipeline runners like GitHub Actions).
-### Configuration Management
-
-#### Ansible
-
-  - **(2021)** [redhat.com: Build a lab in 36 seconds with Ansible](https://www.redhat.com/en/blog/build-VM-fast-ansible) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Highlights the extreme velocity benefits of programmatic infrastructure by spinning up a full VM-based training lab environment inside of 36 seconds using Ansible automation. (Live Grounding: Shows how standardized playbooks reduce system bootstrap overhead to near zero).
-#### Ansible Galaxy
-
-  - **(2025)** [galaxy.ansible.com/ansible/product_demos 🌟](https://galaxy.ansible.com/ansible/product_demos) [YAML CONTENT]  [COMMUNITY-TOOL] β€” The official catalog of production-ready Ansible product demos hosted on Ansible Galaxy. Contains modular roles and collections designed to streamline enterprise cloud deployments. (Live Grounding: Serves as a vital asset directory for platform engineering teams utilizing Ansible Automation Platform).
-#### Ansible Inventory
-
-  - **(2021)** [blog.stephane-robert.info: Ansible - Utiliser MySQL comme inventaire dynamique (Use MySQL as a dynamic inventory)](https://blog.stephane-robert.info/post/ansible-utiliser-mysql-comme-inventaire-dynamique) [YAML/PYTHON/SQL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Technical deep-dive on configuring Ansible to query a MySQL database dynamically to build asset inventories. Eliminates hardcoded static host files by relying on runtime query configurations. (Live Grounding: Essential for hybrid-cloud setups where IP address spaces change rapidly and dynamically).
-#### Ansible Tower
-
-  - **(2023)** [Red Hat Ansible Tower - Workshop and Demo](https://github.com/network-automation/toolkit) ⭐ 127  [YAML/PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟 [LEGACY] β€” A specialized automation toolkit for Red Hat Ansible Tower/AWX focused on network architectures. Emphasizes role-based access controls, standardized workflow templates, and central log telemetry. (Live Grounding: Highlights critical patterns for bringing deterministic software-defined networking concepts to legacy environments).
-#### Ansible Workshops
-
-  - **(2025)** [ansible.github.io/workshops/demos : Red Hat Ansible Automation Platform Workshops](https://labs.demoredhat.com/demos) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Official Red Hat Ansible workshops repository, highlighting hands-on scenarios for cloud provisioning, configuration management, network automation, and security playbooks. (Live Grounding: Serves as the authoritative source for enterprise teams to upskill in Ansible Automation Platform strategies).
 ### Developer Platforms (2)
 
-#### CI-CD Pipelines (2)
+#### CI-CD Pipelines
 
   - **(2021)** [shipa.io: A Developer focused CI/CD pipeline for Kubernetes](https://shipa.io/a-developer-focused-ci-cd-pipeline-for-kubernetes) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Outlines designing application-centric CI/CD pipelines that leverage developer platform layers to remove raw Kubernetes configuration friction. (Live Grounding: Highlights the evolving landscape of platform engineering where developers focus on code deliverables while security/infrastructure is handled declaratively by platforms).
-### GitOps and Declarative Git (1)
-
-#### Ansible and Helm
-
-  - **(2020)** [opensource.com: Build a Kubernetes Minecraft server with Ansible's Helm modules](https://opensource.com/article/20/10/kubernetes-minecraft-ansible) [YAML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Demonstrates utilizing Ansible's native Helm modules to declare and manage deployments within a Kubernetes cluster, illustrated by spinning up a stateful Minecraft server instance. (Live Grounding: Highlights the cross-functional utility of leveraging Ansible playbooks to drive Kubernetes native packaging models).
 ## Java Cloud Native
 
 ### Spring Cloud (1)
@@ -1841,301 +664,61 @@
 #### Kubernetes Integration (1)
 
   - **(2026)** [==github: Spring Cloud Kubernetes 🌟==](https://github.com/spring-cloud/spring-cloud-kubernetes) ⭐ 3534  [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A specialized integration library that allows Spring Cloud applications to run transparently on Kubernetes. It maps Kubernetes ConfigMaps and Secrets to Spring's Environment, and translates discovery mechanisms to native Kubernetes endpoints. It bridges the gap between Cloud Native infrastructure patterns and Java application logic.
-## Kubernetes Tools
+## Local Development (3)
 
-### General Reference
-
-  - [kubernetesbyexample.com 🌟](https://kubernetesbyexample.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kubernetesbyexample.com in the Kubernetes Tools ecosystem.
-  - [k8s Initializer 🌟](https://blackbird.a8r.io/initializer)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blackbird.a8r.io in the Kubernetes Tools ecosystem.
-  - [blog.jetstack.io: Istio OIDC Authentication](https://developer.cyberark.com/blog/istio-oidc-authentication)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developer.cyberark.com in the Kubernetes Tools ecosystem.
-  - [trstringer.com: Deploy to AKS Using a Managed Identity from a GitHub Actions Self-Hosted Runner 🌟](https://trstringer.com/deploy-to-aks-from-github-actions/-self-hosted)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering trstringer.com in the Kubernetes Tools ecosystem.
-  - [Clustering WildFly on Openshift](https://www.mastertheboss.com/soa-cloud/openshift/clustering-wildfly-on-openshift-using-wildfly-operator)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.mastertheboss.com in the Kubernetes Tools ecosystem.
-  - [Java EE example on Openshift](https://www.mastertheboss.com/soa-cloud/openshift/java-ee-example-application-on-openshift)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.mastertheboss.com in the Kubernetes Tools ecosystem.
-  - [Microprofile example on Openshift](https://www.mastertheboss.com/soa-cloud/openshift/running-microprofile-applications-on-openshift)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.mastertheboss.com in the Kubernetes Tools ecosystem.
-  - [Deploying WildFly apps on Openshift](https://www.mastertheboss.com/soa-cloud/openshift/using-wildfly-on-openshift)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.mastertheboss.com in the Kubernetes Tools ecosystem.
-  - [Running Thorntail apps on Openshift](https://www.mastertheboss.com/soa-cloud/openshift/thorntail-on-openshift)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.mastertheboss.com in the Kubernetes Tools ecosystem.
-  - [Running Spring Boot applications on Openshift](https://www.mastertheboss.com/jboss-frameworks/spring/deploy-your-springboot-applications-on-openshift)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.mastertheboss.com in the Kubernetes Tools ecosystem.
-  - [SysAdmin Casts](https://sysadmincasts.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering SysAdmin Casts in the Kubernetes Tools ecosystem.
-  - [DevStack](https://devstack.in)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering DevStack in the Kubernetes Tools ecosystem.
-  - [kubernetes-advocate.medium.com 🌟](https://kubernetes-advocate.medium.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kubernetes-advocate.medium.com 🌟 in the Kubernetes Tools ecosystem.
-  - [swissarmydevops.com](https://swissarmydevops.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering swissarmydevops.com in the Kubernetes Tools ecosystem.
-  - [dzone: DIY DevOps, CI, and CD with GitHub, Docker and a VPS](https://dzone.com/articles/diy-devops-ci-and-cd-with-github-docker-and-a-vps)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: DIY DevOps, CI, and CD with GitHub, Docker and a VPS in the Kubernetes Tools ecosystem.
-  - [kubernetes-advocate.medium.com: Website Deployment to AWS with Ansible](https://kubernetes-advocate.medium.com/how-to-deploy-a-website-to-aws-with-ansible-e878a63dd93)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kubernetes-advocate.medium.com: Website Deployment to AWS with Ansible in the Kubernetes Tools ecosystem.
-  - [konstruktoid.medium.com: Running a NGINX container using rootless Docker' with Ansible](https://konstruktoid.medium.com/running-a-nginx-container-using-rootless-docker-with-ansible-a2bfcedd3b07)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering konstruktoid.medium.com: Running a NGINX container using rootless Docker' with Ansible in the Kubernetes Tools ecosystem.
-  - [kmahi2600.medium.com: Launching A WordPress Application With MYSQL Database' in K8S Cluster On AWS Using Ansible](https://kmahi2600.medium.com/launching-a-wordpress-application-with-mysql-database-in-k8s-cluster-on-aws-using-ansible-a78d6bf12b1a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kmahi2600.medium.com: Launching A WordPress Application With MYSQL Database' in K8S Cluster On AWS Using Ansible in the Kubernetes Tools ecosystem.
-  - [faun.pub: Automation: Deploying an app in GKE using Ansible](https://faun.pub/automation-deploying-an-app-in-gke-using-ansible-4b6687967ac3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Automation: Deploying an app in GKE using Ansible in the Kubernetes Tools ecosystem.
-  - [ankush-chavan.medium.com: Creating Multi-Cloud Kubernetes Cluster on AWS,' Azure, and GCP cloud](https://ankush-chavan.medium.com/creating-multi-cloud-kubernetes-cluster-on-aws-azure-and-gcp-cloud-92d64633bdfc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ankush-chavan.medium.com: Creating Multi-Cloud Kubernetes Cluster on AWS,' Azure, and GCP cloud in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Clean Up Your Kubernetes Deployments Using Ansible](https://betterprogramming.pub/clean-up-your-kubernetes-deployments-using-ansible-10a000db313b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Clean Up Your Kubernetes Deployments Using Ansible in the Kubernetes Tools ecosystem.
-  - [praveendandu24.medium.com: Ensuring AWS Infrastructure Consistency with' Ansible Playbooks](https://praveendandu24.medium.com/ansible-infrastructure-testing-to-test-aws-resources-bd8bdba9ab7c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering praveendandu24.medium.com: Ensuring AWS Infrastructure Consistency with' Ansible Playbooks in the Kubernetes Tools ecosystem.
-  - [medium.com/@Kubernetes_Advocate 🌟](https://medium.com/@Kubernetes_Advocate)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@Kubernetes_Advocate 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: Efficient Node Out-of-Resource Management in Kubernetes](https://medium.com/kubernetes-tutorials/efficient-node-out-of-resource-management-in-kubernetes-67f158da6e59)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Efficient Node Out-of-Resource Management in Kubernetes in the Kubernetes Tools ecosystem.
-  - [medium: Prometheus-Grafana on K8s](https://medium.com/@sdhah1999/prometheus-grafana-on-k8s-6efee4af4036)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Prometheus-Grafana on K8s in the Kubernetes Tools ecosystem.
-  - [trainings.kubernauts.sh](https://trainings.kubernauts.sh)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering trainings.kubernauts.sh in the Kubernetes Tools ecosystem.
-  - [magalix.com: How To Integrate OPA Into Your Kubernetes Cluster Using Kube-mgmt](https://www.magalix.com/blog/how-to-integrate-opa-into-your-kubernetes-cluster-using-kube-mgmt)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering magalix.com: How To Integrate OPA Into Your Kubernetes Cluster Using Kube-mgmt in the Kubernetes Tools ecosystem.
-  - [medium: Build a Federation of Multiple Kubernetes Clusters With Kubefed' V2](https://medium.com/better-programming/build-a-federation-of-multiple-kubernetes-clusters-with-kubefed-v2-8d2f7d9e198a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Build a Federation of Multiple Kubernetes Clusters With Kubefed' V2 in the Kubernetes Tools ecosystem.
-  - [medium: Single Sign-On in Kubernetes](https://medium.com/@andriisumko/single-sign-on-in-kubernetes-1ad9528350ed)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Single Sign-On in Kubernetes in the Kubernetes Tools ecosystem.
-  - [medium: Kubernetes in a nutshell β€” tutorial for beginners 🌟🌟](https://medium.com/swlh/kubernetes-in-a-nutshell-tutorial-for-beginners-caa442dfd6c0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes in a nutshell β€” tutorial for beginners 🌟🌟 in the Kubernetes Tools ecosystem.
-  - [dzone: Bootstrapping Java Kubernetes Apps With Spring Initializr and K8s' Initializer 🌟](https://dzone.com/articles/bootstrapping-java-kubernetes-apps-no-yaml)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Bootstrapping Java Kubernetes Apps With Spring Initializr and K8s' Initializer 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: Production Ready CI/CD Pipeline with Kubernetes](https://medium.com/awsblogs/ci-cd-with-kubernetes-3c29e8073c38)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Production Ready CI/CD Pipeline with Kubernetes in the Kubernetes Tools ecosystem.
-  - [myweblearner.com: Kubernetes(k8s) Readiness and Liveness Probe](https://myweblearner.com/springboot_k8s_readiness_liveness.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering myweblearner.com: Kubernetes(k8s) Readiness and Liveness Probe in the Kubernetes Tools ecosystem.
-  - [medium.com: Attacking Kubernetes clusters using the Kubelet API](https://medium.com/faun/attacking-kubernetes-clusters-using-the-kubelet-api-abafc36126ca)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Attacking Kubernetes clusters using the Kubelet API in the Kubernetes Tools ecosystem.
-  - [itnext.io: Breaking down and fixing Kubernetes](https://itnext.io/breaking-down-and-fixing-kubernetes-4df2f22f87c3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering itnext.io: Breaking down and fixing Kubernetes in the Kubernetes Tools ecosystem.
-  - [ishantgaurav.in: Complete Application Deployment using Kubernetes](https://ishantgaurav.in/2021/06/22/complete-application-deployment-using-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ishantgaurav.in: Complete Application Deployment using Kubernetes in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Deploy a Python API With Docker and Kubernetes](https://betterprogramming.pub/python-fastapi-kubernetes-gcp-296e0dc3abb6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Deploy a Python API With Docker and Kubernetes in the Kubernetes Tools ecosystem.
-  - [cncf.io: Kubernetes Ingress gRPC example with a Dune quote service](https://www.cncf.io/blog/2021/09/24/kubernetes-ingress-grpc-example-with-a-dune-quote-service)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Kubernetes Ingress gRPC example with a Dune quote service in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: How To Create a NoOps Deployment With GitHub Actions' Kubernetes and Shipa](https://betterprogramming.pub/how-to-create-a-noops-deployment-with-github-actions-kubernetes-and-shipa-18aab208fe7a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: How To Create a NoOps Deployment With GitHub Actions' Kubernetes and Shipa in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: Deploying a Simple Golang Web App to Kubernetes](https://levelup.gitconnected.com/deploying-simple-golang-webapp-to-kubernetes-25dc1736dcc4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Deploying a Simple Golang Web App to Kubernetes in the Kubernetes Tools ecosystem.
-  - [medium.com/groupon-eng: LoadBalancer Services using Kubernetes in Docker' (kind)](https://medium.com/groupon-eng/loadbalancer-services-using-kubernetes-in-docker-kind-694b4207575d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/groupon-eng: LoadBalancer Services using Kubernetes in Docker' (kind)== in the Kubernetes Tools ecosystem.
-  - [devxblog.hashnode.dev: Deploying Microservices with Persistent Volumes in' Kubernetes - Kubernetes Microservice Flask Application](https://devxblog.hashnode.dev/kubernetes-microservice-flask-application-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devxblog.hashnode.dev: Deploying Microservices with Persistent Volumes in' Kubernetes - Kubernetes Microservice Flask Application in the Kubernetes Tools ecosystem.
-  - [medium.com/@hmquan08011996: Setup Microservices on Kubernetes β€” Write a' Configuration File](https://medium.com/@hmquan08011996/set-up-microservice-on-kubernetes-write-config-file-8df7c2b07a4c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@hmquan08011996: Setup Microservices on Kubernetes β€” Write a' Configuration File in the Kubernetes Tools ecosystem.
-  - [baeldung.com: Deploy a Spring Boot Application to OpenShift with Spring' Cloud Kubernetes 🌟](https://www.baeldung.com/spring-boot-deploy-openshift)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering baeldung.com: Deploy a Spring Boot Application to OpenShift with Spring' Cloud Kubernetes 🌟 in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Getting Started with Ambassador and Consul Using Kubernetes' Initializer](https://www.hashicorp.com/blog/getting-started-with-ambassador-and-consul-using-kubernetes-initializer)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Getting Started with Ambassador and Consul Using Kubernetes' Initializer in the Kubernetes Tools ecosystem.
-  - [medium: Consul-Kubernetes Ingress Gateways and L7 Traffic Management](https://medium.com/hashicorp-engineering/consul-kubernetes-ingress-gateways-and-l7-traffic-management-178957dcd934)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Consul-Kubernetes Ingress Gateways and L7 Traffic Management in the Kubernetes Tools ecosystem.
-  - [medium: Kittens-as-a-Service: Layer 7 Traffic Management & Security with' Consul Connect](https://medium.com/hashicorp-engineering/kittens-as-a-service-layer-7-traffic-management-security-with-consul-connect-f5965fac5aa)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kittens-as-a-Service: Layer 7 Traffic Management & Security with' Consul Connect in the Kubernetes Tools ecosystem.
-  - [cncf.io: Implementing GitOps on Kubernetes Using K3s, Rancher, Vault and' Argo CD](https://www.cncf.io/blog/2020/11/12/implementing-gitops-on-kubernetes-using-k3s-rancher-vault-and-argo-cd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Implementing GitOps on Kubernetes Using K3s, Rancher, Vault and' Argo CD in the Kubernetes Tools ecosystem.
-  - [eksworkshop.com/x-ray/microservices](https://eksworkshop.com/x-ray/microservices)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering eksworkshop.com/x-ray/microservices in the Kubernetes Tools ecosystem.
-  - [eksworkshop.com: Configure Cluster Autoscaler (CA)](https://eksworkshop.com/scaling/deploy_ca)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering eksworkshop.com: Configure Cluster Autoscaler (CA) in the Kubernetes Tools ecosystem.
-  - [medium: create your first application on aws eks kubernetes](https://medium.com/faun/create-your-first-application-on-aws-eks-kubernetes-cluster-874ee9681293)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: create your first application on aws eks kubernetes in the Kubernetes Tools ecosystem.
-  - [AWS App Mesh with EKS and Canary deployment](https://medium.com/@anupam.s1602/aws-app-mesh-with-eks-and-canary-deployment-5503d9ba95d6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering AWS App Mesh with EKS and Canary deployment in the Kubernetes Tools ecosystem.
-  - [aws.plainenglish.io: Deploying Application on Amazon EKS](https://aws.plainenglish.io/deploying-application-on-amazon-eks-211eb46c069c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.plainenglish.io: Deploying Application on Amazon EKS in the Kubernetes Tools ecosystem.
-  - [medium.com/bb-tutorials-and-thoughts: How to Build and Deploy MERN Stack' on Azure AKS](https://medium.com/bb-tutorials-and-thoughts/how-to-build-and-deploy-mern-stack-on-azure-aks-c25eaf27b9d0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/bb-tutorials-and-thoughts: How to Build and Deploy MERN Stack' on Azure AKS in the Kubernetes Tools ecosystem.
-  - [medium: Verifying container signatures on Kubernetes with Gatekeeper](https://medium.com/@LachlanEvenson/verifying-container-signatures-on-kubernetes-with-gatekeeper-19a4519c3016)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Verifying container signatures on Kubernetes with Gatekeeper in the Kubernetes Tools ecosystem.
-  - [medium: Mutating Kubernetes resources with Gatekeeper](https://medium.com/@LachlanEvenson/mutating-kubernetes-resources-with-gatekeeper-3e5585d49ead)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Mutating Kubernetes resources with Gatekeeper in the Kubernetes Tools ecosystem.
-  - [medium.com/@hari.balagopal: Create a Helm chart automatically from Kubernetes' YAMLs](https://medium.com/@hari.balagopal/create-a-helm-chart-automatically-from-kubernetes-yamls-91a4c1bf8cc5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@hari.balagopal: Create a Helm chart automatically from Kubernetes' YAMLs== in the Kubernetes Tools ecosystem.
-  - [redhatdemocentral.gitlab.io](https://redhatdemocentral.gitlab.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering redhatdemocentral.gitlab.io in the Kubernetes Tools ecosystem.
-  - [developers.redhat.com: Developing on OpenShift (katacoda interactive learning)' 🌟](https://developers.redhat.com/courses/openshift)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com: Developing on OpenShift (katacoda interactive learning)' 🌟 in the Kubernetes Tools ecosystem.
-  - [Deploying Docker Images to OpenShift](https://dzone.com/articles/deploying-docker-images-to-openshift)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Deploying Docker Images to OpenShift in the Kubernetes Tools ecosystem.
-  - [medium: Tutorial : Secure your API with x509 Mutual Authentication with' Spring Boot on OpenShift4](https://medium.com/@erfin.feluzy/tutorial-secure-your-api-with-x509-mutual-authentication-with-spring-boot-on-openshift4-416a00a47af8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Tutorial : Secure your API with x509 Mutual Authentication with' Spring Boot on OpenShift4 in the Kubernetes Tools ecosystem.
-  - [medium.com: Red Hat OpenShift Virtualization in nested VMware vSphere Cluster](https://medium.com/@carlosedp/red-hat-openshift-virtualization-in-nested-vmware-vsphere-56c5e5d76a80)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Red Hat OpenShift Virtualization in nested VMware vSphere Cluster in the Kubernetes Tools ecosystem.
-  - [JBoss Web Server Operator 🌟](https://access.redhat.com/documentation/en-us/red_hat_jboss_web_server/5.4/html-single/red_hat_jboss_web_server_for_openshift/index)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering JBoss Web Server Operator 🌟 in the Kubernetes Tools ecosystem.
-  - [developers.redhat.com: How to deploy a Java application on Kubernetes in' minutes](https://developers.redhat.com/developer-sandbox/how-to-deploy-java-application-in-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com: How to deploy a Java application on Kubernetes in' minutes in the Kubernetes Tools ecosystem.
-  - [developers.redhat.com: Welcome to the Developer Sandbox for Red Hat OpenShift.' Part 1: Deploying full-stack JavaScript applications to the Developer Sandbox for Red Hat OpenShift](https://developers.redhat.com/developer-sandbox/activities/deploying-full-stack-javascript-applications-to-the-sandbox/part1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com: Welcome to the Developer Sandbox for Red Hat OpenShift.' Part 1: Deploying full-stack JavaScript applications to the Developer Sandbox for Red Hat OpenShift in the Kubernetes Tools ecosystem.
-  - [IBM Cloud Pak Playbook](https://cloudpak8s.io/apps/cp4a_overview)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering IBM Cloud Pak Playbook in the Kubernetes Tools ecosystem.
-  - [docs.openshift.com: OpenShift GitOps](https://docs.openshift.com/container-platform/4.8/cicd/gitops/understanding-openshift-gitops.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.openshift.com: OpenShift GitOps in the Kubernetes Tools ecosystem.
-  - [medium.com/adaltas: GitOps in practice, deploy Kubernetes applications with' ArgoCD](https://medium.com/adaltas/gitops-in-practice-deploy-kubernetes-applications-with-argocd-ca170ce8aba3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/adaltas: GitOps in practice, deploy Kubernetes applications with' ArgoCD in the Kubernetes Tools ecosystem.
-  - [gokuldevops.medium.com: Argo CD-Sample app deployment](https://gokuldevops.medium.com/argo-cdsample-app-deployment-56b36601f279)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering gokuldevops.medium.com: Argo CD-Sample app deployment in the Kubernetes Tools ecosystem.
-  - [medium.com/@martin.hodges: Spring Boot CI/CD on Kubernetes using Terraform,' Ansible and GitHub: Part 12](https://medium.com/@martin.hodges/use-terraform-ansible-and-github-actions-to-automate-running-your-spring-boot-application-on-e82424da828e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@martin.hodges: Spring Boot CI/CD on Kubernetes using Terraform,' Ansible and GitHub: Part 12 in the Kubernetes Tools ecosystem.
-  - [medium.com: Installing an OKD 4.5 Cluster](https://medium.com/@craig_robinson/guide-installing-an-okd-4-5-cluster-508a2631cbee)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Installing an OKD 4.5 Cluster in the Kubernetes Tools ecosystem.
-  - [wkrzywiec.medium.com: How to deploy application on Kubernetes with Helm](https://wkrzywiec.medium.com/how-to-deploy-application-on-kubernetes-with-helm-39f545ad33b8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wkrzywiec.medium.com: How to deploy application on Kubernetes with Helm in the Kubernetes Tools ecosystem.
-  - [josephrodriguezg.medium.com: Deploying a Spring Boot microservice in Kubernetes' using Helm charts](https://josephrodriguezg.medium.com/deploying-a-spring-boot-application-in-kubernetes-using-helm-charts-5c04c2d46e16)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering josephrodriguezg.medium.com: Deploying a Spring Boot microservice in Kubernetes' using Helm charts in the Kubernetes Tools ecosystem.
-  - [Part 1](https://medium.com/@simionrazvan/simple-spring-boot-microservice-deployed-in-kubernetes-using-docker-and-nexus-part-1-b581e3ca8916)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Part 1 in the Kubernetes Tools ecosystem.
-  - [kubernetes-advocate.medium.com: CI/CD with Dockers and Jenkins 🌟](https://kubernetes-advocate.medium.com/ci-cd-with-dockers-and-jenkins-70b6f801f9f7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kubernetes-advocate.medium.com: CI/CD with Dockers and Jenkins 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/@devml2016: Let’s Start Automation using Jenkins, Docker, GitHub](https://medium.com/@devml2016/lets-start-automation-using-jenkins-docker-github-d5f8d019ec4a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@devml2016: Let’s Start Automation using Jenkins, Docker, GitHub in the Kubernetes Tools ecosystem.
-  - [medium: Just commit your code and your docker server is ready (jenkins +' github + docker)](https://medium.com/@deepanshuyadavv11/task1-integrating-github-jenkins-and-docker-d66a817774be)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Just commit your code and your docker server is ready (jenkins +' github + docker) in the Kubernetes Tools ecosystem.
-  - [ittroubleshooter.in: Run Parallel Builds in Kubernetes Cluster with Jenkins' Pipeline 🌟](https://ittroubleshooter.in/run-parallel-build-kubernetes-cluster-jenkins)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ittroubleshooter.in: Run Parallel Builds in Kubernetes Cluster with Jenkins' Pipeline 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: DevOps CI/CD Pipeline with Jenkins, Kubernetes & GitHub: Part 1' 🌟](https://medium.com/the-programmer/ci-cd-pipeline-with-jenkins-github-part-1-c057a31b5297)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: DevOps CI/CD Pipeline with Jenkins, Kubernetes & GitHub: Part 1' 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: Building CI/CD Pipeline with Jenkins, Kubernetes & GitHub: Part' 2 🌟](https://medium.com/the-programmer/building-ci-cd-pipeline-with-jenkins-kubernetes-github-part-2-cbb6c366aa41)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Building CI/CD Pipeline with Jenkins, Kubernetes & GitHub: Part' 2 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: Deploy Docker Image To Kubernetes Cluster Using Jenkins 🌟](https://medium.com/codex/deploy-docker-image-to-kubernetes-cluster-using-jenkins-8182cc0a8de7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Deploy Docker Image To Kubernetes Cluster Using Jenkins 🌟 in the Kubernetes Tools ecosystem.
-  - [lakshaws.medium.com: CI/CD Pipeline for Dockerized Applications](https://lakshaws.medium.com/ci-cd-pipeline-for-dockerized-applications-f1003e821812)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering lakshaws.medium.com: CI/CD Pipeline for Dockerized Applications in the Kubernetes Tools ecosystem.
-  - [praveendavidmathew.medium.com: Data driven testing per request without using' data file](https://praveendavidmathew.medium.com/data-driven-testing-per-request-without-using-data-file-aeb573b4f63a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering praveendavidmathew.medium.com: Data driven testing per request without using' data file in the Kubernetes Tools ecosystem.
-  - [dzone: Continuous Deployment on Kubernetes With Spinnaker](https://dzone.com/articles/continuous-deployment-on-kubernetes-with-spinnaker)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Continuous Deployment on Kubernetes With Spinnaker in the Kubernetes Tools ecosystem.
-  - [medium.com/@kachidude007: Setting up an Access Token in GitLab for a Jenkins' Pipeline](https://medium.com/@kachidude007/setting-up-an-access-token-in-gitlab-for-a-jenkins-pipeline-a688dd6c994a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@kachidude007: Setting up an Access Token in GitLab for a Jenkins' Pipeline in the Kubernetes Tools ecosystem.
-  - [blog.griddynamics.com: Developing a modular pipeline library to improve' DevOps collaboration](https://blog.griddynamics.comdeveloping-a-modular-pipeline-library-to-improve-devops-collaboration)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.griddynamics.com: Developing a modular pipeline library to improve' DevOps collaboration in the Kubernetes Tools ecosystem.
-  - [cyberciti.biz: How to create MySQL user and grant permissions in AWS RDS](https://www.cyberciti.biz/faq/how-to-create-mysql-user-and-grant-permissions-in-aws-rds)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: How to create MySQL user and grant permissions in AWS RDS in the Kubernetes Tools ecosystem.
-  - [medium: Fetch Application Inventory using Systems Manager](https://medium.com/cloud-techies/application-inventory-using-system-manager-f3eeb75d3279)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Fetch Application Inventory using Systems Manager in the Kubernetes Tools ecosystem.
-  - [dzone.com: From Spring Boot Microservices to Lambda Functions 🌟🌟](https://dzone.com/articles/from-java-microservices-to-lambda-functions-a-jour)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: From Spring Boot Microservices to Lambda Functions 🌟🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/@adrianarba: CI/CD defined through terraform using AWS CodePipeline,' AWS CodeCommit, and AWS CodeBuild](https://medium.com/@adrianarba/ci-cd-defined-through-terraform-using-aws-codepipeline-aws-codecommit-and-aws-codebuild-12ade4d9cfa3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@adrianarba: CI/CD defined through terraform using AWS CodePipeline,' AWS CodeCommit, and AWS CodeBuild== in the Kubernetes Tools ecosystem.
-  - [faun.pub: Using AWS Session Manager With Ansible To Execute Playbook On' EC2](https://faun.pub/using-aws-session-manager-with-ansible-to-execute-playbook-on-ec2-ac97fa17b187)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Using AWS Session Manager With Ansible To Execute Playbook On' EC2 in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Build a Cloud-Native Multiprocessing Framework](https://betterprogramming.pub/build-a-cloud-native-multiprocessing-framework-b33cfc2c02b9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Build a Cloud-Native Multiprocessing Framework in the Kubernetes Tools ecosystem.
-  - [aws.plainenglish.io: Trigger, Function, Message | Brandi McCall](https://aws.plainenglish.io/trigger-function-message-12f117b7f067)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.plainenglish.io: Trigger, Function, Message | Brandi McCall in the Kubernetes Tools ecosystem.
-  - [towardsaws.com: Integrating Python, Amazon API Gateway, Lambda, SQS, and' SNS Services | Brandi McCall](https://towardsaws.com/integrating-python-amazon-api-gateway-lambda-sqs-and-sns-services-6015631d5527)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering towardsaws.com: Integrating Python, Amazon API Gateway, Lambda, SQS, and' SNS Services | Brandi McCall in the Kubernetes Tools ecosystem.
-  - [Azure DevOps Demo Generator 🌟](https://azuredevopsdemogenerator.azurewebsites.net)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Azure DevOps Demo Generator 🌟 in the Kubernetes Tools ecosystem.
-  - [reddit.com: Automate Infrastructure Deployments on Microsoft Azure with' Terraform and Jenkins](https://www.reddit.com/r/Terraform/comments/h0tdq3/automate_infrastructure_deployments_on_microsoft)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com: Automate Infrastructure Deployments on Microsoft Azure with' Terraform and Jenkins in the Kubernetes Tools ecosystem.
-  - [medium.com/tea-networks: Kubernetes & CI/CD Pipeline](https://medium.com/tea-networks/kubernetes-ci-cd-pipeline-c028aea17535)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/tea-networks: Kubernetes & CI/CD Pipeline in the Kubernetes Tools ecosystem.
-  - [medium: Setting up KafkaSource to send data and displayed with Knative event-display](https://medium.com/@jweng1/setting-up-kafkasource-to-send-data-and-displayed-with-knative-event-display-33891b253442)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Setting up KafkaSource to send data and displayed with Knative event-display in the Kubernetes Tools ecosystem.
-  - [medium: Install Istio on Azure Kubernetes cluster using Terraform](https://medium.com/@vipinagarwal18/install-istio-on-azure-kubernetes-cluster-using-terraform-214f6d3f611)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Install Istio on Azure Kubernetes cluster using Terraform in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Create an Amazon EKS Fargate Cluster and Managed' Node Group Using Terraform](https://betterprogramming.pub/with-latest-updates-create-amazon-eks-fargate-cluster-and-managed-node-group-using-terraform-bc5cfefd5773)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Create an Amazon EKS Fargate Cluster and Managed' Node Group Using Terraform in the Kubernetes Tools ecosystem.
-  - [fsgeorgee.medium.com: Growing out of Heroku to Terraform, Docker and AWS](https://fsgeorgee.medium.com/growing-out-of-heroku-to-terraform-docker-and-aws-69e66df4132d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering fsgeorgee.medium.com: Growing out of Heroku to Terraform, Docker and AWS in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Automate and Configure Your RDS Database With Terraform' 🌟](https://betterprogramming.pub/automate-and-configure-your-rds-database-with-terraform-898fd4b8990d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Automate and Configure Your RDS Database With Terraform' 🌟 in the Kubernetes Tools ecosystem.
-  - [the-tech-guy.in: Automating LAMP deployment using Terraform and Ansible](https://the-tech-guy.in/2022/03/08/automating-lamp-config-using-terraform-and-ansible)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering the-tech-guy.in: Automating LAMP deployment using Terraform and Ansible in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: All Hail the Monolith β€” Celebrating the Verbosity' of the Unified Architecture in Terraform](https://betterprogramming.pub/all-hail-the-monolith-celebrating-the-verbosity-of-the-unified-architecture-in-terraform-81b53e3a03ae)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: All Hail the Monolith β€” Celebrating the Verbosity' of the Unified Architecture in Terraform in the Kubernetes Tools ecosystem.
-  - [faun.pub: AWS ECS Blue/Green Deployment Setup Using Terraform](https://faun.pub/aws-ecs-blue-green-deployment-setup-using-terraform-b56bb4f656ea)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: AWS ECS Blue/Green Deployment Setup Using Terraform in the Kubernetes Tools ecosystem.
-  - [aws.plainenglish.io: Creating a custom EC2 module using Terraform](https://aws.plainenglish.io/creating-a-custom-ec2-module-using-terraform-59c9896c2df2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.plainenglish.io: Creating a custom EC2 module using Terraform in the Kubernetes Tools ecosystem.
-  - [medium.com/@zeloygabri: Deploying 2-Tier AWS Architecture using Terraform](https://medium.com/@zeloygabri/deploying-2-tier-aws-architecture-using-terraform-b4167b035751)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@zeloygabri: Deploying 2-Tier AWS Architecture using Terraform in the Kubernetes Tools ecosystem.
-  - [christopher-lawshe.medium.com: Building infrastructure with Terraform: EC2,' Jenkins, S3 and more](https://christopher-lawshe.medium.com/building-infrastructure-with-terraform-ec2-jenkins-s3-and-more-4ec30f53a44a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering christopher-lawshe.medium.com: Building infrastructure with Terraform: EC2,' Jenkins, S3 and more in the Kubernetes Tools ecosystem.
-  - [towardsaws.com: How to Deploy Two-Tier AWS Architecture with Terraform?](https://towardsaws.com/how-to-deploy-two-tier-aws-architecture-with-terraform-59db7b11dd47)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==towardsaws.com: How to Deploy Two-Tier AWS Architecture with Terraform?== in the Kubernetes Tools ecosystem.
-  - [mahira-technology.medium.com: Automating AWS CodePipeline Setup with Terraform:' Streamline Your CI/CD Workflow](https://mahira-technology.medium.com/deploying-aws-codepipeline-with-terraform-d6613979d0b6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering mahira-technology.medium.com: Automating AWS CodePipeline Setup with Terraform:' Streamline Your CI/CD Workflow in the Kubernetes Tools ecosystem.
-  - [medium.com/@Tyler.Gallimore: Deploying Apache Web Server on AWS EC2 with' Terraform and Docker](https://medium.com/@Tyler.Gallimore/deploying-apache-web-server-on-aws-ec2-with-terraform-and-docker-6c315c81c024)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@Tyler.Gallimore: Deploying Apache Web Server on AWS EC2 with' Terraform and Docker in the Kubernetes Tools ecosystem.
-  - [medium.com/geekculture: Monitoring your system with Docker + Grafana + Prometheus' + Node](https://medium.com/geekculture/monitoring-your-system-with-docker-grafana-prometheus-node-d7fae11416f3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/geekculture: Monitoring your system with Docker + Grafana + Prometheus' + Node in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: GitOps: CI/CD using GitHub Actions and ArgoCD' on Kubernetes](https://levelup.gitconnected.com/gitops-ci-cd-using-github-actions-and-argocd-on-kubernetes-909d85d37746)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: GitOps: CI/CD using GitHub Actions and ArgoCD' on Kubernetes in the Kubernetes Tools ecosystem.
-  - [medium.com/geekculture: GitOps β€” Github Actions K8s Deploy Workflow](https://medium.com/geekculture/gitops-github-actions-k8s-deploy-workflow-54f0d9a1d11b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/geekculture: GitOps β€” Github Actions K8s Deploy Workflow in the Kubernetes Tools ecosystem.
-  - [eggboy.medium.com: CI/CD Java apps securely to Azure Kubernetes Service' with GitHub Action β€” Part 1](https://eggboy.medium.com/ci-cd-java-apps-securely-to-azure-kubernetes-service-with-github-action-part-1-16393af4d097)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering eggboy.medium.com: CI/CD Java apps securely to Azure Kubernetes Service' with GitHub Action β€” Part 1 in the Kubernetes Tools ecosystem.
-  - [kaleshreya907.medium.com: GitHub Actions: Netflix Deployment](https://kaleshreya907.medium.com/step2a-install-docker-and-run-sonarqube-container-faa42d01f5fe)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kaleshreya907.medium.com: GitHub Actions: Netflix Deployment in the Kubernetes Tools ecosystem.
-  - [medium.com/@ebonyymonae: Github Actions and Automation](https://medium.com/@ebonyymonae/github-actions-and-automation-9637aa06af64)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@ebonyymonae: Github Actions and Automation in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: GitHub Actions, self-hosted runners on Amazon' EKS & spot instances](https://levelup.gitconnected.com/github-actions-self-hosted-runners-on-amazon-eks-spot-instances-bc3abcd5d38f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: GitHub Actions, self-hosted runners on Amazon' EKS & spot instances in the Kubernetes Tools ecosystem.
-  - [medium.com/@eduardo854: Building Your GitOps Pipeline with GitHub Actions,' DockerHub, and Helm Repository](https://medium.com/@eduardo854/building-your-gitops-pipeline-with-github-actions-dockerhub-and-helm-repository-553c4873116e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@eduardo854: Building Your GitOps Pipeline with GitHub Actions,' DockerHub, and Helm Repository in the Kubernetes Tools ecosystem.
-  - [blog.devgenius.io: Running the OpenTelemetry Demo App in Kubernetes](https://blog.devgenius.io/running-opentelemetry-demo-app-in-kubernetes-95dccd613e0b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Running the OpenTelemetry Demo App in Kubernetes in the Kubernetes Tools ecosystem.
-  - [sitepoint.com: A Guide to Serverless Functions and How to Deploy Them](https://www.sitepoint.com/gatsby-mdx-blog)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering sitepoint.com: A Guide to Serverless Functions and How to Deploy Them in the Kubernetes Tools ecosystem.
-## Local Development (4)
-
-### Legacy Cluster Tools
-
-#### Minishift
-
-  - **(2020)** [opensource.com: Set up Minishift and run Jenkins on Linux](https://opensource.com/article/20/11/minishift-linux) [SHELL CONTENT]  [LEGACY] β€” Step-by-step guide outlining how to install Minishift on Linux and run a Jenkins instance inside it. This provides baseline knowledge of legacy platforms, but modern architectures should use OpenShift Local.
 ### Red Hat OpenShift Local
 
-#### Installation
-
-  - **(2020)** [youtube: CodeReady Containers - Easy OpenShift Container Platform 4.5 Installation](https://www.youtube.com/watch?v=CJMdSQVFVik) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A video walk-through highlighting automated local configuration of OpenShift Platform 4.5 using CodeReady Containers. It simplifies hypervisor set up and cluster bootstrapping, serving as a historical baseline for modern Red Hat OpenShift Local techniques.
 #### Process Automation (1)
 
-  - **(2020)** [CodeReady Containers - Red Hat Decision Manager Install Demo](https://gitlab.com/redhatdemocentral/rhcs-rhdm-install-demo) [SHELL CONTENT]  [LEGACY] β€” An automated installation demo for launching Red Hat Decision Manager on CodeReady Containers (CRC). While valuable for understanding legacy deployment footprints, modern architectures replace CRC with Red Hat OpenShift Local and migrate Decision Manager patterns onto newer cloud-native rule engines.
   - **(2020)** [schabell.org: CodeReady Containers - Building a Cloud-Native Human Resources Process](https://www.schabell.org/2020/10/codeready-containers-building-cloud-native-hr-process.html) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Details local development of a cloud-native Human Resources workflow using CodeReady Containers. Explains process containerization concepts on single-node platforms, though modern flows favor OpenShift Local frameworks.
 ## Networking
 
-### Ingress
-
-#### Nginx
-
-  - **(2021)** [matthewpalmer.net: Kubernetes Ingress with Nginx Example 🌟](https://matthewpalmer.net/kubernetes-app-developer/articles/kubernetes-ingress-guide-nginx-example.html) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Step-by-step architectural breakdown of implementing an NGINX Ingress Controller to manage external-to-internal cluster routing. Synthesizes key routing constructs, TLS termination setups via cert-manager, virtual hosting paths, and session affinity configurations vital for modern production topologies.
-### Multicluster
-
-#### eBPF
-
-  - **(2021)** [piotrminkowski.com: Kubernetes Multicluster with Kind and Cilium](https://piotrminkowski.com/2021/10/25/kubernetes-multicluster-with-kind-and-cilium) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” In-depth guide constructing a multi-cluster networking topology utilizing Kind and Cilium's eBPF-driven data plane. Outlines how to leverage ClusterMesh to enable secure, low-latency, and high-performance cross-cluster Pod-to-Pod communication without reliance on heavyweight external gateway mechanisms.
-### Security (1)
+### Security
 
 #### Recipes
 
   - **(2021)** [==ahmetb/kubernetes-network-policy-recipes 🌟==](https://github.com/ahmetb/kubernetes-network-policy-recipes) ⭐ 6144  [YAML CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier open-source repository for reusable NetworkPolicy templates. Provides validated configuration files to handle common cloud-native security patterns.
-### eBPF (1)
-
-#### Calico
-
-  - **(2022)** [thenewstack.io: Maximize K3s Resource Efficiency with Calico eBPF Data Plane](https://thenewstack.io/maximize-k3s-resource-efficiency-with-calico-ebpf-data-plane) [YAML CONTENT] [ADVANCED LEVEL]  [LEGACY] β€” Technical review examining performance and resource footprint improvements when deploying Calico's eBPF data plane inside lightweight K3s environments. Demonstrates significant CPU overhead reductions compared to legacy iptables architectures.
-## Observability (1)
+## Observability
 
 ### Microservices Telemetry
 
 #### Grafana Stack
 
   - **(2022)** [grafana.com: How Istio, Tempo, and Loki speed up debugging for microservices](https://grafana.com/blog/how-istio-tempo-and-loki-speed-up-debugging-for-microservices) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Details how to configure the unified Grafana observability stack (Loki for logs, Tempo for traces, Istio for mesh networking) to accelerate troubleshooting in microservices. Focuses on setting up automatic correlation IDs to jump from logs to tracing traces instantly.
-### Monitoring
-
-#### Message Brokers
-
-  - **(2020)** [piotrminkowski.com: RabbitMQ Monitoring on Kubernetes](https://piotrminkowski.com/2020/09/29/rabbitmq-monitoring-on-kubernetes) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Technical tutorial focused on architecting a comprehensive RabbitMQ monitoring pipeline within Kubernetes. Illustrates how to configure Prometheus Operator's custom resources, register dedicated ServiceMonitors, and implement rich Grafana dashboard systems to observe telemetry metrics such as message rates, consumer connections, and disk storage alerts.
 ### OpenTelemetry
 
-#### Governance
-
-  - **(2021)** [devops.com: Measuring the Progress of the OpenTelemetry Project](https://devops.com/measuring-the-progress-of-the-opentelemetry-project) [NONE CONTENT]  [LEGACY] β€” A historical overview detailing the organizational velocity, community contributions, and consolidation patterns of the CNCF OpenTelemetry project. Synthesizes adoption telemetry and integration roadmaps with legacy APM frameworks.
 #### Reliability Engineering
 
   - **(2022)** [itnext.io: OpenTelemetry β€” Understanding SLI and SLO with OpenTelemetry Demo](https://itnext.io/opentelemetry-understanding-sli-and-slo-with-opentelemetry-demo-74c1d0b263b0) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An architectural deep-dive evaluating Service Level Indicators (SLIs) and Service Level Objectives (SLOs) within an active OpenTelemetry distributed microservices demo. Explores Prometheus alerts, collector architecture, and structured telemetry processing.
-### Troubleshooting
-
-#### Azure AKS (1)
-
-  - **(2021)** [channel9.msdn.com: Troubleshoot AKS cluster issues with AKS Diagnostics and AKS Periscope](https://learn.microsoft.com/en-us/shows/azure-friday/troubleshoot-aks-cluster-issues-with-aks-diagnostics-and-aks-periscope) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” Detailed video tutorial on troubleshooting AKS clusters with Azure Diagnostics and AKS Periscope. Explores advanced telemetry collection, container runtime log audits, network connectivity scans, and cluster-state snapshots for fast fault isolation.
-#### Google GKE (1)
-
-  - **(2021)** [cloud.google.com: Troubleshooting services on Google Kubernetes Engine by example 🌟](https://cloud.google.com/blog/products/operations/troubleshooting-services-on-google-kubernetes-engine) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Official Google Cloud troubleshooting manual for GKE. Demonstrates diagnostic methodologies to address typical cluster faults, including CrashLoopBackOff states, Service route failures, Google Cloud load-balancing errors, and memory exhaustion trends.
-## Observability and Testing (1)
-
-### Metrics Monitoring
-
-#### TPG Monitoring Stack
-
-  - **(2022)** [docker-compose-tpg: Telegraf + Prometheus + Grafana Local Testing Environments](https://github.com/xiaopeng163/docker-compose-tpg) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A streamlined Docker Compose setup establishing a local monitoring stack with Telegraf, Prometheus, and Grafana. Excellent for local telemetry testing, dashboard debugging, and metric ingestion trials before scaling to Kubernetes systems.
 ## Orchestration
 
 ### AKS
 
-#### Masterclass (1)
+#### Masterclass
 
   - **(2023)** [**github.com/stacksimplify/azure-aks-kubernetes-masterclass 🌟**](https://github.com/stacksimplify/azure-aks-kubernetes-masterclass) [HCL CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A highly comprehensive masterclass repository containing declarative HCL files and manifests to deploy AKS with Azure Disks, Azure Files, Application Gateway ingress, and active Azure AD integration.
-### Kubernetes (2)
+### Kubernetes
 
 #### EKS Training
 
-  - **(2025)** [eksworkshop.com](https://eksworkshop.com) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” The canonical AWS EKS workshop framework. Outlines standard cluster orchestration procedures, highlighting network configurations (AWS VPC CNI), identity management (IAM Roles for Service Accounts - IRSA), and modern storage drivers (EBS/EFS CSI).
-### Kubernetes Security
-
-#### RKE Best Practices
-
-  - **(2021)** [stackrox.com: Part 1 - Rancher Kubernetes Engine (RKE) Security Best Practices for Cluster Setup 🌟](https://www.stackrox.io/blog/rancher-kubernetes-engine-security-part-1) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Delineates critical security configurations and hardening guidelines for Rancher Kubernetes Engine (RKE) deployments. Explores secure etcd database clustering, role-based access control policies, TLS configuration, and master node network isolation.
-## Platform Architecture
-
-### CICD (2)
-
-#### Legacy Jenkins
-
-  - **(2022)** [==github - using jenkins pipelines with OKD==](https://github.com/openshift/origin/tree/main/examples/jenkins/pipeline) ⭐ 8658  [GROOVY CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” Repository detailing baseline code configurations, sample pipelines, and deployment manifests engineered to execute scripted Jenkins procedures inside early versions of the OKD community container platform.
-## Platform Deployment
-
-### Quality Assurance (1)
-
-#### Static Code Analysis
-
-  - **(2020)** [SonarQube: An OpenShift-focused Docker build of Sonarqube](https://github.com/OpenShiftDemos/sonarqube-openshift-docker) ⭐ 42  [DOCKERFILE CONTENT]  [COMMUNITY-TOOL] β€” A custom Docker build configuration designed to host SonarQube instances on OpenShift. Modern strategies prioritize official Helm charts or certified OpenShift Operator deployments, but this configuration highlights important historical patterns for handling stateful Java applications.
+  - **(2025)** [eksworkshop.com](https://eksworkshop.com/) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” The canonical AWS EKS workshop framework. Outlines standard cluster orchestration procedures, highlighting network configurations (AWS VPC CNI), identity management (IAM Roles for Service Accounts - IRSA), and modern storage drivers (EBS/EFS CSI).
 ## Platform Engineering
 
-### Architectural Insights
-
-#### Ecosystem Tools
-
-  - **(2025)** [**Portfolio Architecture Tooling**](https://redhatdemocentral.gitlab.io/portfolio-architecture-tooling) [PYTHON CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A technical toolset and mapping library designed to programmatically generate clean, unified, and compliant architectural diagrams for hybrid cloud deployments. Enables platform teams to model complex networking, storage, and cluster connections cleanly.
-#### Red Hat Ecosystem
-
-  - **(2025)** [==Portfolio Architecture WorkShops 🌟==](https://redhatdemocentral.gitlab.io/portfolio-architecture-workshops) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Comprehensive architectural workshops presenting verified blueprints for complex hybrid cloud systems, retail edge strategies, and AI/ML model deployment operations. It serves as a highly detailed blueprint catalog for modern enterprise architects.
-### CICD Platforms (1)
-
-#### Azure DevOps (1)
-
-  - **(2021)** [thomasthornton.cloud: A DevOps journey using Azure DevOps](https://thomasthornton.cloud/a-devops-journey-using-azure-devops) [YAML CONTENT]  [CASE STUDY] [COMMUNITY-TOOL] β€” A comprehensive retrospective detailing the strategic transition and ongoing journey of adopting Azure DevOps for enterprise platform engineering. The guide explores centralizing pipeline definitions, managing environment gates, optimizing agent pools, and leveraging built-in boards and repositories. It highlights pragmatic challenges and structural lessons learned during real-world migrations to cloud-native delivery workflows.
-### Custom Controller Patterns
-
-#### Kubernetes Operators
-
-  - **(2020)** [developers.redhat.com: β€˜Hello, World’ tutorial with Kubernetes Operators](https://developers.redhat.com/blog/2020/08/21/hello-world-tutorial-with-kubernetes-operators) [GO CONTENT]  [COMMUNITY-TOOL] β€” Outlines basic concepts of the Operator SDK to develop a "Hello World" Kubernetes custom controller. Focuses on reconciliation loop structures, Custom Resource Definition (CRD) setups, and deployment strategies.
-### Developer Experience (2)
-
-#### Red Hat Ecosystem (1)
-
-  - **(2026)** [==Developer Sandbox==](https://developers.redhat.com/developer-sandbox) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Provides immediate, zero-cost developer access to an active, shared OpenShift cluster environment pre-populated with cloud-native tooling. Eliminates complex infrastructure bootstrapping for developers, letting them deploy containers instantly. In 2026, it is the standard starting sandbox for assessing OpenShift APIs.
-### Enterprise Kubernetes
-
-#### OpenShift (3)
-
-  - **(2025)** [rcarrata.com](https://rcarrata.com) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Roberto CarratalΓ‘'s technical blog features deep architectural explorations of OpenShift and enterprise Kubernetes setups. It is packed with real-world scenarios covering OAuth integrations, ingress routing configurations, and security hardeners.
 ### GitOps and CI-CD
 
 #### AWS and Argo CD
 
   - **(2023)** [mrcloudbook.com: GitOps: Deploying Tetris on EKS Using ArgoCD](https://mrcloudbook.com/gitops-deploying-tetris-on-eks-using-argocd) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A simplified tutorial mapping out the migration from manual deployments to automated GitOps workflows on AWS EKS using Argo CD. Focuses on setting up repositories, IAM credentials, and declarative reconciliations.
-#### Argo ApplicationSets
-
-  - **(2021)** [blog.argoproj.io: Getting started with ApplicationSets](https://blog.argoproj.io/getting-started-with-applicationsets-9c961611bcf0) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Outlines technical use-cases for ApplicationSets in handling massive-scale Kubernetes rollouts, defining templating behaviors, and utilizing multi-source capabilities within modern GitOps workflows.
-  - **(2020)** [blog.argoproj.io: Introducing the ApplicationSet Controller for Argo CD](https://blog.argoproj.io/introducing-the-applicationset-controller-for-argo-cd-982e28b62dc5) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Unveils the ApplicationSet Controller designed to orchestrate multi-cluster and multi-tenant Argo CD configurations from a single template. Enables automated templating of Kubernetes workloads using Git generators, directory generators, and cluster generators.
 #### Argo CD and OpenShift Pipelines
 
   - **(2021)** [piotrminkowski.com: Kubernetes CI/CD with Tekton and ArgoCD 🌟](https://piotrminkowski.com/2021/08/05/kubernetes-ci-cd-with-tekton-and-argocd) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Guides the reader through building a Kubernetes-native CI/CD pipeline using Tekton for compiling, testing, and containerizing Java applications, combined with Argo CD for declarative GitOps delivery.
   - **(2020)** [developers.redhat.com: From code to production with OpenShift Pipelines and Argo CD](https://developers.redhat.com/blog/2020/09/10/from-code-to-production-with-openshift-pipelines-and-argo-cd) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Analyzes the deployment pipeline workflow integrating OpenShift Pipelines (based on Tekton) with Argo CD for declarative GitOps continuous delivery. The architecture promotes safe transitions from code repositories to production clusters via containerized build stages and automated resource reconciliation.
-#### Argo CD Basics
+#### Multi-Cluster GitOps
 
-  - **(2021)** [opensource.com: Get started with Argo CD 🌟](https://opensource.com/article/21/8/argo-cd) [YAML CONTENT]  [COMMUNITY-TOOL] β€” An introduction to core GitOps architectures using Argo CD. Outlines basic mechanics of reconciliation, syncing Helm charts, and navigating the GUI to verify actual and desired cluster states match.
-  - **(2020)** [vzilla.co.uk: GitOps - Getting started with ArgoCD](https://vzilla.co.uk/vzilla-blog/gitops-getting-started-with-argocd) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Presents an introductory guide to GitOps patterns using Argo CD on Kubernetes. Details installation steps, sync policies, and repo registration to facilitate baseline understanding of Git-declared state control.
-#### Argo CD Plugins
-
-  - **(2021)** [blog.argoproj.io: Introducing the AppSource Controller for ArgoCD](https://blog.argoproj.io/introducing-the-appsource-controller-for-argocd-52f21d28d643) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Discusses the AppSource controller, which enables developer self-service by letting teams define dynamic configurations without administrative intervention, improving workflow modularity.
-#### Configuration Rollouts
-
-  - **(2021)** [codefresh.io: Using Argo CD and Kustomize for ConfigMap Rollouts 🌟🌟](https://octopus.com/blog/using-argo-cd-and-kustomize-for-configmap-rollouts) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Resolves the issue of non-rolling updates for Kubernetes ConfigMaps. Leverages Kustomize hash generation alongside Argo CD to trigger rolling updates across associated deployments upon configuration changes.
-#### GitLab Integration (1)
-
-  - **(2021)** [openshift.com: Building GitLab Pipelines on OpenShift](https://www.redhat.com/en/blog/building-openshift-pipelines-with-gitlab) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Details configuring GitLab CI runners inside an OpenShift environment to native execution. Addresses cluster authentication, caching mechanisms, and security contexts when executing pipeline scripts inside restricted Pod environments.
-#### Multi-Cluster GitOps (2)
-
-  - **(2021)** [infracloud.io: Multicluster GitOps with ArgoCD](https://www.infracloud.io/blogs/multicluster-gitops-argocd) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Examines architectural choices for orchestrating multi-cluster GitOps setups with Argo CD, focusing on hub-and-spoke topologies versus decentralized controls to manage cluster-level dependencies.
   - **(2020)** [developers.redhat.com: Introduction to Tekton and Argo CD for multicluster development](https://developers.redhat.com/blog/2020/09/03/introduction-to-tekton-and-argo-cd-for-multicluster-development) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explains the synergy between Tekton tasks and Argo CD to drive multi-cluster continuous delivery. Defines the boundaries where Tekton controls cloud-native container builds while Argo CD manages drift resolution across remote target clusters.
 #### Serverless Workflows
 
   - **(2020)** [developers.redhat.com: Building modern CI/CD workflows for serverless applications with Red Hat OpenShift Pipelines and Argo CD, Part 1](https://developers.redhat.com/blog/2020/10/01/building-modern-ci-cd-workflows-for-serverless-applications-with-red-hat-openshift-pipelines-and-argo-cd-part-1) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Demonstrates building CI/CD patterns for Knative-based serverless workloads using OpenShift Pipelines and Argo CD. Focuses on minimizing operational overhead and optimizing cold starts by isolating the build execution phase from deployment management.
-#### Tool Assessment
-
-  - **(2020)** [youtube: Exploring The Cloud-native Kubernetes CI/CD Pipeline Tool Landscape](https://www.youtube.com/watch?v=5XWwjyikWMQ&feature=emb_logo&ab_channel=Konveyor)  [COMMUNITY-TOOL] β€” A comprehensive landscape review of cloud-native CI/CD tooling, mapping out the evolution of Jenkins, Tekton, Argo, and Flux. Provides architectural guidelines for selecting pipeline engines based on scalability and declarative execution goals.
 ### GitOps and Deployment
 
 #### Flux Ecosystem
@@ -2146,133 +729,29 @@
 #### OpenShift AI
 
   - **(2023)** [==OpenShift AI Examples==](https://github.com/CastawayEGR/openshift-ai-examples) ⭐ 25  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A community collection of machine learning workflows and notebooks deployed on Red Hat OpenShift AI. Details deployment pipelines for distributed training, model serving, and GPU resource slicing.
-### Security and Compliance (1)
-
-#### Public Sector
-
-  - **(2026)** [**redhatgov.io**](https://redhatgov.io) [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Specialized platform engineering portal with focused guides on locking down OpenShift infrastructure to meet strict military, intelligence, and federal government security benchmarks (DISA STIG, FIPS, NIST). A mandatory reference for architects building air-gapped, zero-trust container setups.
-## Provisioning (3)
-
-### Bootstrapping
-
-#### Bare Metal
-
-  - **(2020)** [itnext.io: Up and running out of the cloud β€” How to setup the Masters using kubeadm bootstrap](https://itnext.io/kubernetes-journey-up-and-running-out-of-the-cloud-how-to-setup-the-masters-using-kubeadm-9a496a14fbc1)  [COMMUNITY-TOOL] β€” A hands-on manual describing how to deploy a HA multi-master Kubernetes cluster outside cloud environments using Kubeadm. Focuses on setting up an external load balancer to sit in front of the API servers, and configure stacked etcd pools on bare-metal systems.
-## Public Cloud Providers
-
-### AWS (1)
-
-#### Amplify Development
-
-  - **(2021)** [youtube: Build a Music Sharing App with Amazon S3 and AWS Amplify](https://www.youtube.com/watch?v=6W2TuBDaaiI&ab_channel=AliSpittel) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Practical video guide demonstrating rapid application development using AWS Amplify. Showcases integration with Amazon S3 for media storage, DynamoDB for metadata, and Cognito for user authentication.
-#### Asset Management
-
-  - **(2024)** [==github.com/aws-samples/aws-auto-inventory: AWS Automated Inventory 🌟==](https://github.com/aws-samples/aws-auto-inventory) ⭐ 254  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An automated system designed to discover, track, and catalog AWS infrastructure assets across multiple regions and accounts. Leverages Serverless functions and AWS Config to maintain real-time compliance dashboards.
-#### Best Practices
-
-  - **(2026)** [github.com/aws-samples 🌟](https://github.com/aws-samples) [MULTI CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The master organization containing AWS-curated reference architectures, deployment scripts, and code samples. Serves as a vital baseline for implementing multi-account strategies, serverless setups, and security blueprints.
-#### DevOps Demos
-
-  - **(2025)** [github.com/miztiik/AWS-Demos](https://github.com/miztiik/AWS-Demos) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” A rich repository compiling hundreds of AWS hands-on architecture guides and automated scripts. Spans serverless computing, databases, event routing, and container-based architectural patterns.
-#### Operational Excellence
-
-  - **(2025)** [==github.com/aws-samples/aws-customer-playbook-framework 🌟==](https://github.com/aws-samples/aws-customer-playbook-framework) ⭐ 661  [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A comprehensive operational framework that helps organizations define, structure, and automate IT playbooks and runbooks on AWS. Enhances incident response protocols and disaster recovery simulations.
-#### Resource Tagging
-
-  - **(2023)** [==github.com/aws-samples: Guide to Resource Tagging Automation==](https://github.com/aws-samples/resource-tagging-automation) ⭐ 55  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Automated cloud governance solution leveraging AWS Lambda to automatically append standardized metadata tags onto AWS resources. Simplifies enterprise cost allocation and compliance enforcement operations.
-#### Security and WAF
-
-  - **(2023)** [==github.com/aws-samples/aws-waf-ops-dashboards==](https://github.com/aws-samples/aws-waf-ops-dashboards) ⭐ 56  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Contains CloudFormation templates and Athena query scripts to establish centralized dashboards for AWS Web Application Firewall (WAF) logs. Empowers security operations to detect anomalous traffic patterns.
-#### Training Archives
-
-  - **(2020)** [==github.com/aws-samples/aws-training-demo==](https://github.com/amazon-archives/aws-training-demo) ⭐ 128  [JAVASCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” Archived AWS training demonstration repository. Grounding verification confirms this repository is formally archived by Amazon, meaning it should be treated purely as an architectural reference rather than a base for production provisioning templates.
-### GCP
-
-#### Enterprise Platform
-
-  - **(2026)** [github.com/GoogleCloudPlatform](https://github.com/GoogleCloudPlatform) [MULTI CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The master landing organization for Google Cloud Platform's open-source projects, APIs, and CLI utilities. Holds structural frameworks, SDKs, and enterprise infrastructure design tools.
-## Quality Assurance (2)
+## Quality Assurance (1)
 
 ### API Testing Automation
 
 #### Newman Integration
 
-##### Jenkins Pipelines (2)
+##### Jenkins Pipelines (1)
 
   - **(2020)** [LerryAlexander: Postman + Newman API Automated Tests running on a Jenkins' Pipeline 🌟](https://github.com/LerryAlexander/postman_jenkins_api_tests) ⭐ 3  [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight focuses on running automated Postman test suites through Newman CLI inside a Jenkins Pipeline. Live Grounding confirms this is a standard integration step for end-to-end REST API verification. By surfacing test execution failures in Jenkins console output, teams can safely block regression deployments.
 ## Reference Architectures
 
-### Artifact Registries
-
-#### Docker Images (1)
-
-  - **(2020)** [DockerHub OpenShift Demos](https://hub.docker.com/u/openshiftdemos) [N/A CONTENT]  [LEGACY] β€” Registry hosting pre-built container images optimized for the OpenShiftDemos organization. Though partially legacy due to secure private registry practices, it serves as a valuable public catalog of application runtimes.
-### Enterprise Demos
-
-#### Community Repositories
-
-  - **(2021)** [github.com/OpenShiftDemos 🌟](https://github.com/OpenShiftDemos) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” A central repository for community-created deployment scenarios and platform showcases on OpenShift. Offers infrastructure engineers access to ready-to-use cluster testing configurations and tool deployments.
-  - **(2020)** [github.com/openshiftdemos 🌟](https://github.com/openshiftdemos) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” GitHub resource hosting active and archive-state templates designed to showcase enterprise tools on OpenShift. Features simple automation scripts, platform configuration files, and middleware integration recipes.
-#### Red Hat Demo Central
-
-  - **(2022)** [gitlab.com/redhatdemocentral 🌟](https://gitlab.com/redhatdemocentral) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” A foundational Git ecosystem containing reference architectures, workshop resources, and interactive deployment scenarios for Red Hat's core platforms. Designed for architects needing to spin up reproducible, full-stack configurations on OpenShift and middleware stacks.
 ### Industry Verticals
 
 #### Healthcare
 
   - **(2022)** [gitlab.com/redhatdemocentral: Healthcare](https://gitlab.com/redhatdemocentral/portfolio-architecture-examples/-/blob/main/healthcare.adoc) [ASCIIDOC CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A highly specialized reference architecture covering the integration of healthcare workflows, real-time messaging, and patient record databases on OpenShift. Explains how to reconcile strict data compliance directives (HL7/FHIR) with highly-scalable container orchestrations.
-### Interactive Learning
+## Security (1)
 
-#### OpenShift Labs
-
-  - **(2023)** [github.com/openshift-labs 🌟](https://github.com/openshift-labs) [GO / YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An official repository that runs web-accessible, sandbox-styled instructional courses for OpenShift. Guides engineers through Operator lifecycle development, security tuning, and multi-tenant networking setups.
-## Resource Portal
-
-### Video Tutorials
-
-#### Cloud PoC
-
-  - **(2023)** [cloud quick POCs](https://www.youtube.com/channel/UCv9MUffHWyo2GgLIDLVu0KQ) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A compiled collection of video tutorials and rapid proofs-of-concept demonstrating containerization, multi-tier cloud networking, and infrastructure provisioning patterns across AWS, Azure, and Google Cloud Platform.
-## Security (2)
-
-### Admission Control
-
-#### Go Development (1)
-
-  - **(2020)** [dev.to: Implementing a simple K8s admission controller in Go](https://dev.to/douglasmakey/implementing-a-simple-k8s-admission-controller-in-go-2dcg) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Deep dive into developing custom admission control hooks using Go. Examines the mechanical process of parsing AdmissionReview requests, implementing validation logic, producing secure JSON patches for mutating workflows, and setting up local TLS validation to communicate securely with the Kubernetes API server.
 ### Vulnerabilities
 
 #### Hacking Labs
 
   - **(2024)** [**The Kubernetes Goat**](https://github.com/madhuakula/kubernetes-goat) ⭐ 5674  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The premier interactive security training platform containing an intentionally vulnerable Kubernetes cluster. Designed as an educational sandbox to demonstrate real-world cluster vulnerabilities, RBAC privilege escalations, metadata exposure, and container breakout exploits.
-## Security and Compliance (2)
-
-### Cloud Security Assessments
-
-#### AWS IAM Exploits
-
-  - **(2022)** [BishopFox/iam-vulnerable](https://github.com/BishopFox/iam-vulnerable) ⭐ 573  [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A crucial hands-on sandbox repository that deploys a library of intentionally weak and misconfigured AWS IAM privilege escalation paths using Terraform. Ideal for security engineers looking to safely simulate and audit IAM security posture.
-## Security and Governance
-
-### Identity and Access
-
-#### OpenShift GitOps
-
-  - **(2021)** [openshift.com: SSO Integration for the OpenShift GitOps Operator](https://www.redhat.com/en/blog/sso-integration-for-the-openshift-gitops-operator) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores integrating single sign-on (SSO) systems like Keycloak or Red Hat SSO with the OpenShift GitOps (Argo CD) operator. Facilitates role-based access control (RBAC) mappings for secure enterprise deployments.
-### Platform Security
-
-#### GitOps Security
-
-  - **(2021)** [developers.redhat.com: Managing GitOps control planes for secure GitOps practices 🌟](https://developers.redhat.com/articles/2021/08/03/managing-gitops-control-planes-secure-gitops-practices) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Discusses access control models, repository structure strategies, and network isolation policies to harden GitOps control planes. Assures that malicious code or human errors are contained safely within individual tenant boundaries.
-#### Resource Integrity
-
-  - **(2020)** [opensift.com: K8s Integrity Shield (tech-preview): Protecting the Integrity of Kubernetes Resources with Signature](https://www.redhat.com/en/blog/k8s-integrity-shield-tech-preview-protecting-the-integrity-of-kubernetes-resources-with-signature) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Evaluates the Kubernetes Integrity Shield technology preview, enabling signature-based verification of cluster manifests. Restricts rogue manifest updates and unauthorized resource mutations at admission-time.
-### Secret Management
-
-#### Argo CD Plugins (1)
-
-  - **(2021)** [itnext.io: Solving ArgoCD Secret Management with the argocd-vault-plugin 🌟](https://itnext.io/argocd-secret-management-with-argocd-vault-plugin-539f104aff05) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Discusses securing GitOps workflows by integrating HashiCorp Vault with Argo CD through the argocd-vault-plugin. Details how to avoid committing plain-text secrets to Git by dynamically injecting secrets during manifest generation.
-  - **(2021)** [openshift.com: How to Use HashiCorp Vault and Argo CD for GitOps on OpenShift](https://www.redhat.com/en/blog/how-to-use-hashicorp-vault-and-argo-cd-for-gitops-on-openshift) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Deep dive on using HashiCorp Vault within OpenShift to feed sensitive parameters safely to Argo CD workloads. Addresses authorization patterns, sidecar injection, and secure credential parsing in enterprise-grade pipelines.
 ## Serverless and Knative
 
 ### Serverless Frameworks
@@ -2289,31 +768,11 @@
 #### Knative Service
 
   - **(2021)** [piotrminkowski.com: Serverless Java Functions on OpenShift](https://piotrminkowski.com/2021/11/30/serverless-java-functions-on-openshift) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Focuses on optimizing Java applications for serverless execution using Knative on OpenShift. Explores Spring Boot and Quarkus execution patterns, emphasizing scale-to-zero capabilities and JVM resource management.
-## Serverless Architectures
-
-### AWS Lambda
-
-#### Java Performance
-
-  - **(2024)** [==aws-samples/serverless-java-frameworks-samples: Lambda demo with common' Java application frameworks 🌟==](https://github.com/aws-samples/serverless-java-frameworks-samples) ⭐ 159  [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Provides deep-dive comparison and code samples for building serverless workloads with Java on AWS Lambda. Evaluates cold-start strategies, optimization techniques, and framework comparisons like Spring Cloud Function, Micronaut, and Quarkus.
-### AWS Serverless
-
-#### Cloud-Native Demo
-
-  - **(2020)** [github.com/unitypark/aws-serverless-demos](https://github.com/unitypark/aws-serverless-demos) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” A playground containing several serverless infrastructure designs compiled via AWS CDK. Serves as reference implementations for combining DynamoDB, API Gateway, and Lambda.
-### Knative
-
-#### Spring Boot (1)
-
-  - **(2021)** [ref 9 - I have a branch that adds Docker, Kubernetes and Knative into the mix - planning on submitting a PR at some point](https://github.com/trisberg/spring-petclinic) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A specific fork's branching model implementing Knative and serverless attributes onto the Spring Petclinic application. Showcases scale-to-zero configurations and event-driven architectures running on top of Kubernetes.
 ## Service Mesh
 
 ### Consul
 
-#### Ingress Gateways
-
-  - **(2021)** [consul.io: Ingress Gateways on Kubernetes 🌟](https://developer.hashicorp.com/consul/docs/north-south/ingress-gateway/k8s) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Official technical guide showing how to expose microservices secured under Consul Service Mesh to public clients via Consul Ingress Gateways. Directs configurations of ingress routing tables and end-to-end connection integrity.
-#### Local Development (5)
+#### Local Development (4)
 
   - **(2021)** [learn.hashicorp.com: Consul Service Discovery and Mesh on Minikube 🌟](https://developer.hashicorp.com/consul/tutorials/get-started-kubernetes/kubernetes-gs-deploy?in=consul%2Fkubernetes) [HCL CONTENT]  [COMMUNITY-TOOL] β€” A practical HashiCorp tutorial teaching how to bootstrap and configure Consul Service Mesh inside Minikube. Details transparent proxy routing, catalog synchronization rules, and enforcing secure service-to-service cryptographic identities.
 ### GitOps (3)
@@ -2321,11 +780,6 @@
 #### Progressive Delivery
 
   - **(2023)** [github.com/stefanprodan/gitops-istio: A GitOps recipe for Progressive Delivery' with Flux v2, Flagger and Istio 🌟](https://github.com/stefanprodan/gitops-istio) ⭐ 668  [YAML CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” An advanced progressive delivery architectural recipe integrating Flux v2, Flagger, and Istio. Automates metric-driven canary releases, utilizing real-time Prometheus statistics to roll back failing application revisions with minimal user impact.
-### Istio
-
-#### Hands-On
-
-  - **(2020)** [blog.alexellis.io: A bit of Istio before tea-time](https://blog.alexellis.io/a-bit-of-istio-before-tea-time) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Accelerated developer tutorial detailing local installations and practical evaluations of the Istio service mesh. Covers microservice configuration injections, sidecar integrations, and foundational egress traffic testing in simple configurations.
 ## Software Development
 
 ### Microservices (2)
@@ -2334,12 +788,13 @@
 
 ##### Spring Petclinic
 
-  - **(2023)** [==github.com/spring-projects/spring-petclinic==](https://github.com/spring-projects/spring-petclinic) ⭐ 9303  [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight targets the actual source code repository for the Spring Petclinic community project. Live Grounding confirms this project is an invaluable asset across the software industry to demonstrate testing, framework upgrades, Docker containerization, and platform deployment strategies. It serves as the baseline target for countless CI/CD benchmarks.
   - **(2022)** [spring-petclinic.github.io](https://spring-petclinic.github.io) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight highlights the official Spring Petclinic documentation as the premier reference application for modern Java software architectures. Live Grounding confirms its role as a testing bed for showcasing complex microservice interactions, database bindings, and telemetry configuration patterns.
 ##### Spring Petclinic Red Hat
 
   - **(2020)** [github.com/redhat-developer-demos/spring-petclinic 🌟](https://github.com/redhat-developer-demos/spring-petclinic) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight maps out Red Hat's customized developer demo fork of the Spring Petclinic project. Live Grounding indicates this version is heavily optimized for OpenShift deployments, featuring native integration with OpenShift build configs and Kubernetes secrets. It is ideal for illustrating red-hat native cloud development workflows.
 
 ---
-πŸ’‘ **Explore Related:** [Kubernetes](./kubernetes.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md)
+πŸ’‘ **Explore Related:** [About](./about.md) | [Kubernetes](./kubernetes.md) | [Kubernetes Tools](./kubernetes-tools.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Angular](./angular.md)
 
diff --git a/v2-docs/devel-sites.md b/v2-docs/devel-sites.md
index 67114cf9..c371075d 100644
--- a/v2-docs/devel-sites.md
+++ b/v2-docs/devel-sites.md
@@ -8,89 +8,15 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Backend-as-a-Service](#backend-as-a-service)
   - [Google Cloud](#google-cloud)
     - [BaaS Platform](#baas-platform)
   - [PostgreSQL](#postgresql)
     - [BaaS Platform](#baas-platform-1)
-    - [Database Tooling](#database-tooling)
-1. [Career](#career)
-  - [Industry Trends](#industry-trends)
-    - [Languages](#languages)
-    - [Learning Paths](#learning-paths)
-    - [Market Analysis](#market-analysis)
-1. [Cluster Management](#cluster-management)
-  - [GUI Tools](#gui-tools)
-    - [Desktop Clients](#desktop-clients)
-1. [DevOps and CICD](#devops-and-cicd)
-  - [Automated Code Review](#automated-code-review)
-    - [Amazon CodeGuru](#amazon-codeguru)
-1. [DevOps Automation and Modern Systems Engineering](#devops-automation-and-modern-systems-engineering)
-  - [Software Engineering Principles](#software-engineering-principles)
-    - [Developer Cognitive Load](#developer-cognitive-load)
-1. [Developer Tooling](#developer-tooling)
-  - [CLI Frameworks](#cli-frameworks)
-    - [Oclif](#oclif)
-1. [Development Environments](#development-environments)
-  - [Local Orchestration](#local-orchestration)
-    - [DDEV](#ddev)
-    - [DDEV Guides](#ddev-guides)
-1. [Future of Engineering](#future-of-engineering)
-  - [AI-Assisted Development](#ai-assisted-development)
-    - [Devin AI](#devin-ai)
-1. [Infrastructure](#infrastructure)
-  - [Enterprise Operating Systems](#enterprise-operating-systems)
-    - [Software Collections](#software-collections)
 1. [Software Engineering](#software-engineering)
-  - [AI-Assisted Development](#ai-assisted-development-1)
-    - [Copilot Ecosystem](#copilot-ecosystem)
-  - [Collaboration](#collaboration)
-    - [Media Tools](#media-tools)
-  - [Configuration Languages](#configuration-languages)
-    - [Dhall](#dhall)
-  - [Design Patterns](#design-patterns)
-    - [Refactoring](#refactoring)
-  - [Developer Productivity](#developer-productivity)
-    - [Learning Paths](#learning-paths-1)
-    - [Resources](#resources)
-  - [Education](#education)
-    - [Systems Programming](#systems-programming)
-  - [Frontend](#frontend)
-    - [Frameworks](#frameworks)
-    - [Learning Paths](#learning-paths-2)
-    - [Trending](#trending)
-  - [Fundamentals](#fundamentals)
-    - [Concepts](#concepts)
-    - [Learning Paths](#learning-paths-3)
-    - [Object-Oriented Programming](#object-oriented-programming)
-  - [Languages](#languages-1)
+  - [Languages](#languages)
     - [Cloud-Native Programming](#cloud-native-programming)
-  - [Methodology](#methodology)
-    - [Documentation](#documentation)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [python.plainenglish.io: 15 GitHub Repos That Every Developers Must Bookmark' Right Now](https://python.plainenglish.io/15-github-repos-that-every-developers-must-bookmark-right-now-eee01db63977)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering python.plainenglish.io: 15 GitHub Repos That Every Developers Must Bookmark' Right Now in the Kubernetes Tools ecosystem.
-  - [dzone.com: Software Engineering Best Practices That High-Performing Teams' Follow](https://dzone.com/articles/software-engineering-best-practices-that-high-perf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==dzone.com: Software Engineering Best Practices That High-Performing Teams' Follow== in the Kubernetes Tools ecosystem.
-  - [techrepublic.com: The best programming languages to learn in 2022](https://www.techrepublic.com/article/the-best-programming-languages-to-learn-in-2022)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering techrepublic.com: The best programming languages to learn in 2022 in the Kubernetes Tools ecosystem.
-  - [baeldung.com: Concurrency vs Parallelism](https://www.baeldung.com/cs/concurrency-vs-parallelism)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering baeldung.com: Concurrency vs Parallelism in the Kubernetes Tools ecosystem.
-  - [readwrite.com: Tech for Programmers in 2022: The Good, The Bad, and The' Ugly](https://readwrite.com/tech-for-programmers-in-2022-the-good-the-bad-and-the-ugly)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering readwrite.com: Tech for Programmers in 2022: The Good, The Bad, and The' Ugly in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: How to Refactor a Codebase?](https://betterprogramming.pub/how-to-refactor-a-codebase-982772695078)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: How to Refactor a Codebase? in the Kubernetes Tools ecosystem.
-  - [medium: 7 Best Java Design Pattern Books for Beginners and Experienced Programmers](https://medium.com/javarevisited/7-best-books-to-learn-design-patterns-for-java-programmers-5627b93eefdb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: 7 Best Java Design Pattern Books for Beginners and Experienced Programmers in the Kubernetes Tools ecosystem.
-  - [shadman-jamil.medium.com: Most Useful Software Architecture Patterns](https://shadman-jamil.medium.com/most-useful-software-architecture-patterns-68e171405292)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering shadman-jamil.medium.com: Most Useful Software Architecture Patterns in the Kubernetes Tools ecosystem.
-  - [medium.com/@victor.ronin: Design your code for readability vs. writability](https://medium.com/@victor.ronin/design-your-code-for-readability-vs-writability-d42f04cc6f4d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@victor.ronin: Design your code for readability vs. writability in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: How SOLID Remains Solid β€” Software Principles vs.' Patterns](https://betterprogramming.pub/how-solid-remains-solid-software-principles-vs-patterns-c77c623a628b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: How SOLID Remains Solid β€” Software Principles vs.' Patterns in the Kubernetes Tools ecosystem.
-  - [softwarecollections.org](https://www.softwarecollections.org)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==softwarecollections.org== in the Kubernetes Tools ecosystem.
-  - [developers.redhat.com: Red Hat Software Collections](https://developers.redhat.com/products/softwarecollections/overview)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com: ==Red Hat Software Collections== in the Kubernetes Tools ecosystem.
-  - [developers.redhat.com: Red Hat Developer Toolset](https://developers.redhat.com/products/developertoolset/overview)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com: ==Red Hat Developer Toolset== in the Kubernetes Tools ecosystem.
-  - [medium.com/@jdxcode: 12 Factor CLI Apps](https://medium.com/@jdxcode/12-factor-cli-apps-dd3c227a0e46)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@jdxcode: 12 Factor CLI Apps in the Kubernetes Tools ecosystem.
 ## Backend-as-a-Service
 
 ### Google Cloud
@@ -103,144 +29,16 @@
 #### BaaS Platform (1)
 
   - **(2026)** [supabase.com](https://supabase.com) [TYPESCRIPT/ELIXIR CONTENT]  [COMMUNITY-TOOL] β€” The premier open-source Firebase alternative. Leverages production-ready PostgreSQL with real-time sync networks, integrated authentication engines, and automated REST/GraphQL APIs, highly compatible with cloud-native container workloads.
-#### Database Tooling
-
-  - **(2022)** [blog.logrocket.com: Working with Supabase Studio](https://blog.logrocket.com/working-supabase-studio) [SQL/TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” A practical exploration of Supabase Studio, an embedded database UI. Shows how to configure relational tables, manage Row-Level Security (RLS) configurations, and run SQL commands without leaving the platform UI.
-## Career
-
-### Industry Trends
-
-#### Languages
-
-  - **(2022)** [analyticsinsight.net: Top 10 programming languages to learn for better job opportunities in 2022](https://www.analyticsinsight.net/top-10-programming-languages-to-learn-for-better-job-opportunities-in-2022) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Assesses primary programming languages driving enterprise applications and microservices (including Go, Rust, TypeScript, and Python) based on comprehensive job market metrics.
-#### Learning Paths
-
-  - **(2022)** [freecodecamp.org: What is a Full Stack Developer? 2022 Full Stack Engineer Guide](https://www.freecodecamp.org/news/what-is-a-full-stack-developer-full-stack-engineer-guide) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A career guide details full-stack software development proficiencies, mapping expectations across modern client frameworks, server endpoints, relational/non-relational databases, and fundamental platform operations.
-#### Market Analysis
-
-  - **(2024)** [geeksforgeeks.org: 7 Most In-Demand and High Paying Programming Jobs](https://www.geeksforgeeks.org/blogs/7-most-in-demand-and-high-paying-programming-jobs) [NONE CONTENT]  [COMMUNITY-TOOL] β€” An analysis of high-demand cloud and software engineering specializations, highlighting systems architecture, DevOps, machine learning engineering, and backend microservice design.
-## Cluster Management
-
-### GUI Tools
-
-#### Desktop Clients
-
-  - **(2024)** [**FreeLens**](https://github.com/freelensapp/freelens) ⭐ 5146  [JAVASCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” FreeLens is a lightweight, open-source alternative desktop client for managing Kubernetes clusters. It provides platform operators with real-time visual telemetry and container log streams, optimizing daily operational tasks without complex terminal overhead.
-## DevOps and CICD
-
-### Automated Code Review
-
-#### Amazon CodeGuru
-
-  - **(2026)** [Amazon CodeGuru Reviewer](https://aws.amazon.com/codeguru/profiler) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Amazon CodeGuru Reviewer is an AI-driven security and performance analysis service built to find hard-to-detect defects within CI/CD pipelines. It identifies security vulnerabilities, synchronization issues, and resource leaks. In 2026, it offers refined cloud-native optimization suggestions tailored to AWS service dependencies and serverless execution environments.
-## DevOps Automation and Modern Systems Engineering
-
-### Software Engineering Principles
-
-#### Developer Cognitive Load
-
-  - **(2022)** [infoworld.com: Complexity is killing software developers](https://www.infoworld.com/article/2270714/complexity-is-killing-software-developers.html) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Addresses the rising developer cognitive load induced by the sprawl of cloud-native configurations, tooling, and infrastructure details. Argues for developer-centric abstractions and internal developer platforms (IDPs) to insulate application developers from cloud complexity and boost velocity.
-## Developer Tooling
-
-### CLI Frameworks
-
-#### Oclif
-
-  - **(2026)** [oclif.io 🌟](https://oclif.io) [TYPESCRIPT CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Oclif is an extensible Node.js CLI framework engineered by Salesforce/Heroku for constructing robust command-line tools. It supports self-documenting commands, precise flag parsing, and an advanced, scalable plugin architecture. Live grounding indicates its continued dominance as the underlying engine for enterprise-grade command-line environments and developer tooling kits globally.
-## Development Environments
-
-### Local Orchestration
-
-#### DDEV
-
-  - **(2026)** [ddev.com](https://ddev.com) [GO CONTENT]  [COMMUNITY-TOOL] β€” DDEV is an open-source local development tool built on Docker that abstracts container complexity for PHP, Node.js, and Python CMS environments. Live grounding confirms its extensive use in enterprise web development, offering automated local SSL, seamless DB migrations, and platform integrations. It remains a key standard for teams looking to mirror production architectures locally with minimal overhead.
-#### DDEV Guides
-
-  - **(2022)** [opensource.com: 16 reasons DDEV will be your new favorite web development environment](https://opensource.com/article/22/12/ddev)  [COMMUNITY-TOOL] β€” This foundational guide details DDEV's architecture and outlines several core operational reasons to adopt it for local developer environments. The resource highlights zero-config SSL, automated multisite networking, and seamless cross-platform orchestration. It acts as a clear migration roadmap from customized Docker Compose layouts to a standardized, team-wide orchestration abstraction layer.
-## Future of Engineering
-
-### AI-Assisted Development
-
-#### Devin AI
-
-  - **(2024)** [hipertextual.com: AsΓ­ es Devin, la inteligencia artificial que programa software de principio a fin](https://hipertextual.com/tecnologia/devin-inteligencia-artificial-programa-software) [SPANISH CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Overview of Cognition's Devin AI agent, demonstrating complete software development automation. Discusses autonomous debugging, repository management, and deployment capabilities representing the cutting-edge intersection of LLMs and DevSecOps pipelines.
-## Infrastructure
-
-### Enterprise Operating Systems
-
-#### Software Collections
-
-  - **(2021)** [developers.redhat.com: Red Hat Software Collections 3.8 and Red Hat Developer Toolset 11 now generally available](https://developers.redhat.com/articles/2021/11/15/red-hat-software-collections-38-and-red-hat-developer-toolset-11-now-generally) [C/C++ CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Release summary detailing Red Hat Software Collections 3.8 and Developer Toolset 11. Explains runtime lifecycle considerations, package availability, and GCC version upgrades for building enterprise software on RHEL platforms.
 ## Software Engineering
 
-### AI-Assisted Development (1)
-
-#### Copilot Ecosystem
-
-  - **(2023)** [==GitHub Copilot 🌟==](https://github.com/copilot) [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The main landing framework for GitHub Copilot's developer organization. As an AI-assisted development standard, it houses the core SDK components, extension configurations, and telemetry hooks driving modern contextual code synthesis inside major integrated development environments (IDEs).
-### Collaboration
-
-#### Media Tools
-
-  - **(2021)** [makeuseof.com: The 5 Best Open-Source Webinar Software](https://www.makeuseof.com/best-open-source-webinar-software) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Evaluation of five dominant open-source platforms suitable for hosting high-density webinars. Assesses audio/video synchronization qualities, deployment flexibility, and server performance requirements.
-### Configuration Languages
-
-#### Dhall
-
-  - **(2026)** [dhall-lang.org: Dhall Configuration Language](https://dhall-lang.org) [HASKELL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Dhall is a programmable, statically typed, non-Turing-complete configuration language. It is designed to safely generate standard JSON and YAML configuration maps while eliminating duplicate structural code and dynamic security vectors.
-### Design Patterns
-
-#### Refactoring
-
-  - **(2026)** [refactoring.guru: Design Patterns](https://refactoring.guru/design-patterns) [MULTI-LANGUAGE CONTENT]  [COMMUNITY-TOOL] β€” An exceptional digital guide outlining classical Creational, Structural, and Behavioral software design patterns. Provides clean, production-ready code examples in Go, Python, Java, and TypeScript alongside practical refactoring advice.
-### Developer Productivity
-
-#### Learning Paths (1)
-
-  - **(2022)** [dev.to: 19 Valuable GitHub Repositories for Beginner Developers πŸ“šβœ¨](https://dev.to/madza/19-valuable-github-repositories-for-beginner-developers-3i18) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” A collection of nineteen core GitHub repositories offering essential templates, API collections, and documentation guidelines to bootstrap professional developers.
-#### Resources
-
-  - **(2022)** [dev.to: Top 3 sites for programmers](https://dev.to/why_and_how/top-3-sites-for-programmers-4bmc) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Examines top interactive websites and platforms for software developers to hone programming logic, learn syntax, and prepare for architectural coding interviews.
-  - **(2022)** [dev.to: 15 Developer Tools to Make You Super Productive](https://dev.to/sourcegraph/15-developer-tools-to-make-you-super-productive-2g0a) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Examines fifteen specialized software developer tools, covering shell customization utilities, automated search engines, linting systems, and IDE extensions engineered to maximize coding velocity.
-  - **(2021)** [dev.to: 10 best GitHub repos for developers](https://dev.to/mariamarsh/10-best-github-repos-for-developers-5gmp) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Highlights ten essential GitHub repositories containing computer science guidelines, system architecture patterns, and algorithmic exercises critical for platform and backend software engineering.
-### Education
-
-#### Systems Programming
-
-  - **(2024)** [==Build Your Own X==](https://github.com/codecrafters-io/build-your-own-x) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An immensely popular community-driven compilation of step-by-step guides for building complex software systems (compilers, databases, operating systems, Docker) from scratch. Perfect for deep pedagogical exploration of core engineering systems.
-### Frontend
-
-#### Frameworks
-
-  - **(2022)** [trio.dev: Angular vs React: Is Angular Dead?](https://trio.dev/angular-vs-react) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” A comparative study evaluating the architectural paradigms of Angular vs. React. Evaluates runtime performance, state management approaches, scaling potential, and long-term maintenance overhead in large-scale enterprise portals.
-#### Learning Paths (2)
-
-  - **(2024)** [**El camino del Frontend Developer**](https://github.com/mrcodedev/frontend-developer-resources) ⭐ 3536  [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An extensive frontend development roadmap repository, detailing system tools, CSS architectures, modern frameworks (React, Vue, Angular), and build systems (Vite, Webpack) required for client engineering.
-#### Trending
-
-  - **(2021)** [dev.to: πŸš€10 Trending projects on GitHub for web developers - 3rd December 2021](https://dev.to/iainfreestone/10-trending-projects-on-github-for-web-developers-3rd-december-2021-12f5) [JAVASCRIPT/TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Weekly technical snapshot capturing ten trending open-source projects on GitHub, focusing on next-generation web platforms, development libraries, and modular application utilities.
-### Fundamentals
-
-#### Concepts
-
-  - **(2021)** [freecodecamp.org: Frontend VS Backend – What's the Difference?](https://www.freecodecamp.org/news/frontend-vs-backend-whats-the-difference) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Core documentation outlining the client-server architecture model. Contrasts browser rendering, DOM manipulation, and static client hosting with server runtime execution, API interfaces, and database persistence layers.
-#### Learning Paths (3)
-
-  - **(2022)** [freecodecamp.org: How to Start Learning to Code – Handbook for Beginners](https://www.freecodecamp.org/news/learn-coding-for-everyone-handbook) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A foundational software engineering handbook designed to quickly familiarize beginner programmers with the UNIX command line, version control operations (Git), and basic application code structures.
-#### Object-Oriented Programming
-
-  - **(2021)** [dev.to: 5 Books and Courses to Learn Object Oriented Programming in Depth](https://dev.to/javinpaul/5-books-and-courses-to-learn-object-oriented-programming-in-depth-4kff) [JAVA/C++ CONTENT]  [COMMUNITY-TOOL] β€” Reviews five industry-standard courses and manuals targeting deep Object-Oriented Programming (OOP) architectures, clean design principles (SOLID), and enterprise domain-driven modeling patterns.
-### Languages (1)
+### Languages
 
 #### Cloud-Native Programming
 
   - **(2021)** [infoq.com: Ballerina for Full-Stack Developers: A Guide to Creating Backend APIs](https://www.infoq.com/articles/ballerina-fullstack-rest-api) [BALLERINA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A technical evaluation of Ballerina as an open-source programming language specifically designed for backend microservice integration. Focuses on native support for HTTP/2, gRPC, and JSON data transformations.
-### Methodology
-
-#### Documentation
-
-  - **(2021)** [dev.to: A Better Way To Code: Documentation Driven Development](https://dev.to/playfulprogramming/a-better-way-to-code-documentation-driven-development-1kem) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Introduces Documentation Driven Development (DDD). Explains how specifying schemas, system boundaries, and API interfaces in documentation before coding leads to cleaner microservice separation.
 
 ---
-πŸ’‘ **Explore Related:** [Angular](./angular.md) | [Python](./python.md) | [Dom](./dom.md)
+πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Embedded Servlet Containers](./embedded-servlet-containers.md)
+
+πŸ”— **See Also:** [Cloudflare](./cloudflare.md) | [Googlecloudplatform](./GoogleCloudPlatform.md)
 
diff --git a/v2-docs/developerportals.md b/v2-docs/developerportals.md
index b8c94a36..042aab6a 100644
--- a/v2-docs/developerportals.md
+++ b/v2-docs/developerportals.md
@@ -8,20 +8,12 @@
 
 ## Table of Contents
 
-1. [Application Development](#application-development)
-  - [Mobile](#mobile)
-    - [Android Ecosystem](#android-ecosystem)
-    - [iOS Ecosystem](#ios-ecosystem)
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Architecture](#architecture)
   - [API Management](#api-management)
     - [API Economy](#api-economy)
     - [API Governance](#api-governance)
     - [Case Studies](#case-studies)
     - [Cloud Services](#cloud-services)
-    - [Enterprise Platforms](#enterprise-platforms)
     - [Gateway Engines](#gateway-engines)
     - [Infrastructure Patterns](#infrastructure-patterns)
     - [Kubernetes Orchestration](#kubernetes-orchestration)
@@ -35,35 +27,9 @@
     - [Microservices Patterns](#microservices-patterns)
   - [Microservices](#microservices)
     - [API Gateways](#api-gateways)
-1. [Developer Experience](#developer-experience)
-  - [AI-Assisted Coding](#ai-assisted-coding)
-    - [Claude Code](#claude-code)
-    - [Cursor IDE](#cursor-ide)
-1. [Developer Platforms](#developer-platforms)
-  - [Documentation](#documentation)
-    - [GitHub Wiki](#github-wiki)
-  - [Git Repositories](#git-repositories)
-    - [GitHub](#github)
-      - [Open Source](#open-source)
 1. [Domain APIs](#domain-apis)
-  - [Automotive](#automotive)
-    - [API Marketplaces](#api-marketplaces)
-    - [API Standardization](#api-standardization)
-    - [Connected Vehicle API](#connected-vehicle-api)
-    - [Open Source Labs](#open-source-labs)
-    - [Telemetry](#telemetry)
-    - [Tutorials](#tutorials)
-  - [Fintech](#fintech)
-    - [Banking Gateways](#banking-gateways)
-    - [Insurtech](#insurtech)
-    - [Open Banking](#open-banking)
   - [IoT](#iot)
     - [Smart Cities](#smart-cities)
-1. [Industry Insights](#industry-insights)
-  - [DevOps](#devops)
-    - [Developer Productivity](#developer-productivity)
-  - [Surveys](#surveys)
-    - [Developer Ecosystem](#developer-ecosystem)
 1. [Infrastructure](#infrastructure)
   - [API Gateway](#api-gateway)
     - [Cloud Native](#cloud-native)
@@ -71,71 +37,12 @@
     - [Industry News](#industry-news)
     - [Java Spring Ecosystem](#java-spring-ecosystem)
     - [Open Source Governance](#open-source-governance)
-1. [Infrastructure and Security](#infrastructure-and-security)
-  - [Networking Protocols](#networking-protocols)
-    - [Local Development Environments](#local-development-environments)
-    - [Transport Layer Security](#transport-layer-security)
-1. [Networking](#networking)
-  - [Service Mesh](#service-mesh)
-    - [eBPF vs Proxy](#ebpf-vs-proxy)
 1. [Platform Engineering](#platform-engineering)
   - [Developer Portal](#developer-portal)
     - [Internal Developer Platforms](#internal-developer-platforms)
     - [Kubernetes Deployment](#kubernetes-deployment)
-    - [Tutorials](#tutorials-1)
-1. [Software Architecture and .NET Development](#software-architecture-and-net-development)
-  - [Artificial Intelligence](#artificial-intelligence)
-    - [Agent Integration](#agent-integration)
-1. [Software Engineering](#software-engineering)
-  - [AI-Assisted Development](#ai-assisted-development)
-    - [CLI Tools](#cli-tools)
-    - [GitHub Copilot](#github-copilot)
-    - [Multi-Repository Architecture](#multi-repository-architecture)
-  - [Collaboration](#collaboration)
-    - [Documentation Specifications](#documentation-specifications)
-  - [Command-Line Utilities](#command-line-utilities)
-    - [Terminal Emulators](#terminal-emulators)
-  - [Programming Paradigms](#programming-paradigms)
-    - [Functional Programming](#functional-programming)
+    - [Tutorials](#tutorials)
 
-## Application Development
-
-### Mobile
-
-#### Android Ecosystem
-
-  - **(2026)** [==developer.android.com==](https://developer.android.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Google's official portal containing documentation, API reference guides, and system architectures for Android app development. It is the primary ecosystem hub for designing mobile client interactions, modern networking protocols, and securing client-to-backend API integrations.
-#### iOS Ecosystem
-
-  - **(2026)** [==developer.apple.com==](https://developer.apple.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Apple's developer resources hub, providing SDK documentation, SwiftUI design frameworks, and distribution guidelines. The platform provides fundamental patterns for building client-side integrations with microservices and remote API architectures under strict security criteria.
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [IBM API Connect](https://www.ibm.com/docs/en/api-connect)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.ibm.com in the Kubernetes Tools ecosystem.
-  - [Open Banking](https://en.wikipedia.org/wiki/Open_banking)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Open Banking in the Kubernetes Tools ecosystem.
-  - [blog.oliverjumpertz.dev: The 10 Most Valuable Lessons I Learned As A Developer](https://blog.oliverjumpertz.dev/the-10-most-valuable-lessons-i-learned-as-a-developer)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.oliverjumpertz.dev: The 10 Most Valuable Lessons I Learned As A Developer in the Kubernetes Tools ecosystem.
-  - [medium.com/apache-apisix: 10 most common use cases of an API Gateway](https://medium.com/apache-apisix/10-most-use-cases-of-an-api-gateway-in-api-led-architecture-f4d7fa160dcf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/apache-apisix: 10 most common use cases of an API Gateway== in the Kubernetes Tools ecosystem.
-  - [API Landscape](https://www.apidays.co/api-landscape)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering API Landscape in the Kubernetes Tools ecosystem.
-  - [dzone: RapidAPI Provides API Marketplace and Insight](https://dzone.com/articles/rapidapi-provides-api-marketplace-and-insight)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: RapidAPI Provides API Marketplace and Insight in the Kubernetes Tools ecosystem.
-  - [API Management vs API Gateway: Where Does API Analytics and Monitoring Fit?](https://dzone.com/articles/api-management-vs-api-gateway-and-where-does-api-a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering API Management vs API Gateway: Where Does API Analytics and Monitoring Fit? in the Kubernetes Tools ecosystem.
-  - [medium: Kong API Gateway - From Zero to Production](https://medium.com/swlh/kong-api-gateway-zero-to-production-5b8431495ee)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kong API Gateway - From Zero to Production in the Kubernetes Tools ecosystem.
-  - [medium: KONG β€” The Microservice API Gateway](https://medium.com/@far3ns/kong-the-microservice-api-gateway-526c4ca0cfa6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: KONG β€” The Microservice API Gateway in the Kubernetes Tools ecosystem.
-  - [medium: Running services with Knative & Kong](https://medium.com/nerd-for-tech/running-services-with-knative-kong-3135c0d94dfa)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Running services with Knative & Kong in the Kubernetes Tools ecosystem.
-  - [dzone: Breaking Up a Monolithic Database with Kong](https://dzone.com/articles/breaking-up-a-monolithic-database-with-kong)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==dzone: Breaking Up a Monolithic Database with Kong== in the Kubernetes Tools ecosystem.
-  - [medium.com/@martin.hodges: Why do I need an API Gateway on a Kubernetes' cluster](https://medium.com/@martin.hodges/why-do-i-need-an-api-gateway-on-a-kubernetes-cluster-c70f15da836c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@martin.hodges: Why do I need an API Gateway on a Kubernetes' cluster in the Kubernetes Tools ecosystem.
-  - [Axway API Management](https://www.axway.com/en/products/api-management/full-lifecycle-api-management)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Axway API Management in the Kubernetes Tools ecosystem.
-  - [axway.com/digitize](https://axway.com/digitize)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering axway.com/digitize in the Kubernetes Tools ecosystem.
-  - [medium.com/@_gdantas: Backstage and Terraform β€” A Powerful Combination for' Ops, Wonderful for Devs](https://medium.com/@_gdantas/backstage-and-terraform-a-powerful-combination-for-ops-wonderful-for-devs-c04ebce849f0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@_gdantas: Backstage and Terraform β€” A Powerful Combination for' Ops, Wonderful for Devs in the Kubernetes Tools ecosystem.
-  - [dzone: Custom Rate Limiting for Microservices 🌟](https://dzone.com/articles/rate-limiting-for-microservices)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Custom Rate Limiting for Microservices 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/@jeevansathisocial: High-performance API gateway](https://medium.com/@jeevansathisocial/high-performance-api-gateway-3661d5a2fee0s-3661d5a2fee0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@jeevansathisocial: High-performance API gateway in the Kubernetes Tools ecosystem.
-  - [developer.mobileconnect.io](https://developer.mobileconnect.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developer.mobileconnect.io in the Kubernetes Tools ecosystem.
-  - [Wikipedia: PSD2 - the Revised Payment Services Directive](https://en.wikipedia.org/wiki/Payment_Services_Directive)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia: PSD2 - the Revised Payment Services Directive in the Kubernetes Tools ecosystem.
-  - [Santander APIs](https://developerhub.santander.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Santander APIs in the Kubernetes Tools ecosystem.
-  - [CaixaBank API Store](https://apistore.caixabank.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering CaixaBank API Store in the Kubernetes Tools ecosystem.
-  - [Rabobank Developer Portal](https://developer.rabobank.nl)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Rabobank Developer Portal in the Kubernetes Tools ecosystem.
 ## Architecture
 
 ### API Management
@@ -155,11 +62,6 @@
 #### Cloud Services
 
   - **(2026)** [Google Apigee API Manager](https://cloud.google.com/apigee) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Google Cloud's premier enterprise API management platform designed to build, secure, and monitor APIs globally. Provides integrated developer portals, advanced machine learning-driven threat detection, and seamless serverless hosting layers.
-#### Enterprise Platforms
-
-  - **(2026)** [**MuleSoft API Manager**](https://www.mulesoft.com/platform/api/manager) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” MuleSoft API Manager acts as a centralized control plane for securing, governing, and analyzing APIs across the enterprise. It enables deep integration with the Anypoint Platform, offering capabilities like policy enforcement, SLA contracts, and traffic routing to coordinate complex integration topologies.
-  - **(2026)** [Axway API Management @Youtube](https://www.youtube.com/channel/UCsRNLDnXvgtz6qsleSlVcqQ) 🌟🌟 [COMMUNITY-TOOL] β€” Axway API Management provides enterprise-grade lifecycle management, security, and governance for APIs across multi-cloud environments. Their official video channel serves as an educational repository detailing gateway integration, policy configuration, and hybrid deployment architectures.
-  - **(2026)** [MuleSoft @Youtube](https://www.youtube.com/user/mulesoftvids) 🌟🌟 [COMMUNITY-TOOL] β€” Official YouTube channel containing technical deep dives, system integration tutorials, and architectural best practices for the MuleSoft Anypoint Platform. It covers API-led connectivity, microservices orchestration, and complex enterprise integration patterns (EIPs).
 #### Gateway Engines
 
   - **(2026)** [Kong API Manager](https://konghq.com/products/kong-gateway) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Kong Gateway is the world's most popular lightweight, fast, and highly customizable open-source API gateway. Powered by Nginx and Lua/Go, it offers sub-millisecond request latencies alongside dynamic routing and robust plugin ecosystems.
@@ -196,7 +98,6 @@
   - **(2026)** [WSO2 @Youtube](https://www.youtube.com/user/WSO2TechFlicks)  [COMMUNITY-TOOL] β€” Official visual channel for WSO2. Highlights integration capabilities, open-source API gateway patterns, and customer identity access management (CIAM) setups on Kubernetes-centric topologies.
   - **(2026)** [Kong API Platform @Youtube](https://www.youtube.com/channel/UCJfQURxlI_pQdeJUGXtA_zw)  [COMMUNITY-TOOL] β€” Visual resources from KongHQ covering distributed gateway topologies, Konnect control planes, service mesh patterns, and complex custom plugin developments.
   - **(2026)** [Tyk @Youtube](https://www.youtube.com/channel/UCe3VG8wgz03u73xiomGeQzQ)  [COMMUNITY-TOOL] β€” Official visual guides highlighting Go plugin development, portal styling, API deprecation workflows, and analytics pipeline setups on Tyk's cloud-native infrastructure.
-  - **(2018)** [Red Hat 3Scale API Management @Youtube](https://www.youtube.com/watch?v=kBBBhpKIv9I)  [COMMUNITY-TOOL] β€” Introductory visual walk-through highlighting the administration console, policy enforcement engine, and developer onboarding capabilities of Red Hat 3scale. Outlines baseline topologies for connecting containerized web applications.
 ### Design Patterns
 
 #### Microservices Patterns
@@ -207,96 +108,13 @@
 #### API Gateways
 
   - **(2021)** [Layering domains and microservices using API Gateways](https://kislayverma.com/software-architecture/layering-domains-and-microservices-using-api-gateways) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Analyzes architectural design patterns for structuring enterprise APIs by layering domain services behind a unified API Gateway layer. Discusses decoupling strategies, cross-cutting concerns (auth, rate-limiting), and how to avoid anti-patterns when decomposing monoliths into distributed microservice topologies.
-## Developer Experience
-
-### AI-Assisted Coding
-
-#### Claude Code
-
-  - **(2025)** [==Claude Code Best Practice==](https://github.com/shanraisshan/claude-code-best-practice) ⭐ 57660  [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” Curator Insight: Curated collection of best practices, system prompts, and architecture layouts for Claude Code. Live Grounding: Explores advanced CLI-driven agent workflows, highlighting configuration optimizations, shell integration strategies, and secure execution configurations in local and remote environments.
-#### Cursor IDE
-
-  - **(2025)** [Cursor AI Fundamentals Course](https://cursor.com/es/learn) [NONE CONTENT]  [GUIDE] [LEGACY] β€” An educational program designed to train engineers on utilizing the Cursor AI code editor effectively. The curriculum covers foundational concepts of context inclusion, codebase indexing, and multi-file code transformations. It teaches developers how to write highly optimized prompts to synthesize software architecture and debug legacy systems directly inside the IDE.
-## Developer Platforms
-
-### Documentation
-
-#### GitHub Wiki
-
-  - **(2022)** [What is a GitHub Wiki and How Do You Use it?](https://www.freecodecamp.org/news/what-is-github-wiki-and-how-do-you-use-it) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Detailed guide on utilizing GitHub Wikis for repository documentation. It describes markdown editing, sidebar customization, and managing wiki repositories locally as standard Git remotes.
-### Git Repositories
-
-#### GitHub
-
-##### Open Source
-
-  - **(2022)** [GitHub for Beginners: Getting Started with OSS Contributions](https://github.blog/developer-skills/github/github-for-beginners-getting-started-with-oss-contributions) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Practical handbook introducing developers to open-source software (OSS) contribution workflows on GitHub. Explains fork-and-pull-request models, issue triage, branch hygiene, and code review communication norms.
 ## Domain APIs
 
-### Automotive
-
-#### API Marketplaces
-
-  - **(2026)** [rapidapi.com/collection/car-api](https://rapidapi.com/collection/car-api) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A curated catalog of vehicle-related APIs on the RapidAPI platform. It showcases options for vehicle specifications, license plate lookups, VIN decoding, and telematics APIs, providing a hub for rapidly testing mock automotive payloads.
-#### API Standardization
-
-  - **(2026)** [auto-api.dev](https://auto-api.dev) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A technical portal representing High Mobility's Auto API initiatives. It outlines structured vehicle telemetry standards and standardized JSON payloads to bridge the gap between automotive hardware and cloud-native application developers.
-#### Connected Vehicle API
-
-  - **(2026)** [**smartcar.com**](https://smartcar.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Smartcar provides a developer-friendly API platform for connected vehicles, enabling telemetry collection, remote door locking, and EV battery charging management. It abstracts away complex proprietary OBD protocols into a standard RESTful developer portal.
-  - **(2026)** [Smartcar API for BMW](https://smartcar.com/brand/bmw) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A specialized portal demonstrating the application of the Smartcar API to integrate directly with BMW connected vehicles. It details configuration patterns, authorization flows, and supported telemetry fields specific to BMW models.
-#### Open Source Labs
-
-  - **(2026)** [BMW InnovationLab](https://github.com/BMW-InnovationLab) [VARIOUS CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” The GitHub organization hosting open-source tools, scripts, and algorithms developed by BMW's InnovationLab team. These projects focus on supply chain optimizations, computer vision algorithms, and robotic tooling modules.
-#### Telemetry
-
-  - **(2026)** [high-mobility.com](https://www.high-mobility.com) 🌟🌟🌟 [COMMUNITY-TOOL] β€” High Mobility offers an enterprise platform that standardizes vehicle APIs across multiple major car manufacturers. Developers can retrieve standardized telematics, status, and control endpoints through a secure, unified gateway infrastructure.
-#### Tutorials
-
-  - **(2026)** [High Mobility @Youtube](https://www.youtube.com/channel/UCZNjYn1NXEgPa_ENPna9Atw) 🌟🌟 [COMMUNITY-TOOL] β€” High Mobility's official media channel, hosting developer walkthroughs, car API integrations, emulator configurations, and real-world connected car telemetry demonstrations.
-### Fintech
-
-#### Banking Gateways
-
-
-??? abstract "Architect's Technical Comparison Table"
-    | Solution | Maturity | Primary Focus | Language | Stars |
-    | :--- | :--- | :--- | :--- | :--- |
-    | [BBVA API Market](https://www.bbvaapimarket.com/es) |  | Banking Gateways | Spanish | 🌟🌟🌟🌟 |
-    | [Deutsche Bank API Program](https://developer.db.com) |  | Banking Gateways | English | 🌟🌟🌟🌟 |
-    | [ING Developer Portal](https://developer.ing.com/openbanking) |  | Banking Gateways | English | 🌟🌟🌟🌟 |
-    | [TSB API Developer Portal](https://apis.developer.tsb.co.uk) |  | Banking Gateways | English | 🌟🌟🌟 |
-    | [Cecabank API Market](https://apimarket.cecabank.es) |  | Banking Gateways | Spanish | 🌟🌟🌟 |
-
-  - **(2026)** [**BBVA API Market**](https://www.bbvaapimarket.com/es) [SPANISH CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” BBVA's commercial API platform, allowing external developers to securely consume core banking capabilities. It features REST integrations for payments, transactions, customer identification, and financial data insights within a PSD2-compliant workspace.
-  - **(2026)** [**Deutsche Bank API Program**](https://developer.db.com) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The developer portal for Deutsche Bank, providing secure and standard access to financial APIs. It supports secure OAuth2 protocols, enabling applications to run transaction processing, accounts reconciliation, and credit evaluations.
-  - **(2026)** [**ING Developer Portal**](https://developer.ing.com/openbanking) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” ING's open-banking marketplace and developer portal. The catalog details APIs for cash management, transaction services, accounts balance, and PSD2 compliance, backed by strong authentication and sandbox simulation tools.
-  - **(2026)** [TSB API Developer Portal](https://apis.developer.tsb.co.uk) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A PSD2-compliant developer ecosystem facilitating open-banking integration with TSB Bank. It offers sandbox environments, sandbox mock data, and security protocols to test account information and payment initiation APIs.
-  - **(2026)** [Cecabank API Market](https://apimarket.cecabank.es) [SPANISH CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Cecabank's developer platform designed to align financial integration with the PSD2 mandate. It provides endpoints for third-party providers (TPPs) to execute payment initiations and retrieve consolidated account balance statements.
-#### Insurtech
-
-  - **(2026)** [Open Insurance](https://openinsurance.io) 🌟🌟🌟 [COMMUNITY-TOOL] β€” An initiative advocating for open API standards within the insurance sector (Insurtech). It establishes data exchange models for claims processing, policy management, and underwritings to promote interoperability among traditional and digital insurers.
-  - **(2026)** [santalucia.es](https://api-market.santalucia.es) [SPANISH CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” SantalucΓ­a's corporate API marketplace, streamlining business-to-business integrations for digital insurance products. It exposes quoting engines, client registrations, and insurance claims endpoints to external partners.
-#### Open Banking
-
-  - **(2026)** [openbankingtracker.com](https://www.openbankingtracker.com) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A specialized tracking directory detailing open banking regulations, standards, APIs, and market readiness metrics globally. It acts as an architectural ledger monitoring PSD2 implementation and global banking API catalog availability.
 ### IoT
 
 #### Smart Cities
 
   - **(2026)** [Telefonica Thinking Cities](https://thinking-cities.readthedocs.io/en/latest) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A comprehensive documentation portal explaining TelefΓ³nica's IoT architecture and FIWARE-based 'Thinking Cities' platform. It provides guidelines for streaming, mapping, and aggregating sensors telemetry to build urban monitoring environments.
-## Industry Insights
-
-### DevOps
-
-#### Developer Productivity
-
-  - **(2021)** [siliconrepublic.com: 10 dev tools recommended by start-up founders](https://www.siliconrepublic.com/advice/dev-tools-recommended-by-irish-start-up-founders)  [COMMUNITY-TOOL] β€” Compiles professional tool recommendations and operational insights from modern startup founders designed to optimize engineering workflows. Explores high-impact toolsets covering automated CI/CD pipelines, integrated testing, task tracking, and developer-centric communication loops.
-### Surveys
-
-#### Developer Ecosystem
-
-  - **(2022)** [genbeta.com: 32.000 desarrolladores responden sobre plataformas y lenguajes de programaciΓ³n: JavaScript, AWS, GitHub y Windows, los mΓ‘s usados](https://www.genbeta.com/desarrollo/32-000-desarrolladores-responden-plataformas-lenguajes-programacion-javascript-aws-github-windows-usados) [SPANISH CONTENT]  [CASE STUDY] [COMMUNITY-TOOL] β€” Presents empirical results from a comprehensive survey of 32,000 developers mapping out global development trends. Synthesizes adoption patterns for languages, cloud environments, and operating systems, detailing the persistent dominance of JavaScript, AWS, and Windows platforms in the enterprise ecosystem.
 ## Infrastructure
 
 ### API Gateway
@@ -317,23 +135,6 @@
 #### Open Source Governance
 
   - **(2021)** [krakend.io: KrakenD framework becomes a Linux Foundation project](https://www.krakend.io/blog/krakend-framework-joins-the-linux-foundation) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Official announcement outlining the donation of the KrakenD framework (now Lura) to the Linux Foundation. This strategic move ensures vendor-neutral governance and fosters open-source community collaboration for next-generation, high-performance API gateways.
-## Infrastructure and Security
-
-### Networking Protocols
-
-#### Local Development Environments
-
-  - **(2020)** [dev.to: HTTPS for Developers 🌟](https://dev.to/tiangolo/https-for-developers-1774)  [COMMUNITY-TOOL] [GUIDE] β€” Written by the creator of FastAPI, this comprehensive guide explains HTTPS implementation details for application developers, covering Let's Encrypt certificates, reverse proxies, and local development setups. Decouples complex infrastructure definitions from local workflows to ensure production-grade security defaults during local testing.
-#### Transport Layer Security
-
-  - **(2020)** [howhttps.works](https://howhttps.works)  [COMMUNITY-TOOL] β€” An interactive, visual educational resource designed to unpack the complex mechanics of the HTTPS protocol, TLS handshakes, and public key cryptography. Highly useful for onboarding developers to understand transport-layer security and key-exchange negotiations in web systems.
-## Networking
-
-### Service Mesh
-
-#### eBPF vs Proxy
-
-  - **(2021)** [solo.io: Exploring Cilium Layer 7 Capabilities Compared to Istio](https://www.solo.io/blog) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Architectural analysis contrasting Cilium's kernel-level L7 eBPF traffic management with Istio's user-space Envoy proxy routing, comparing performance and complexity trade-offs.
 ## Platform Engineering
 
 ### Developer Portal
@@ -345,45 +146,12 @@
 #### Kubernetes Deployment
 
   - **(2024)** [piotrminkowski.com: Backstage on Kubernetes](https://piotrminkowski.com/2024/06/28/backstage-on-kubernetes) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” This guide details the production deployment steps for running Backstage on Kubernetes. It covers containerization, Helm chart configuration, database state persistence, and securing identity management integration for scalable developer portal deployments.
-#### Tutorials (1)
+#### Tutorials
 
   - **(2024)** [piotrminkowski.com: Getting Started with Backstage](https://piotrminkowski.com/2024/06/13/getting-started-with-backstage) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A comprehensive technical guide to bootstrapping Backstage, configuring the software catalog, and writing custom templates. The resource outlines practical steps to integrate local tooling with the developer portal, enabling swift adoption of self-service developer templates.
-## Software Architecture and .NET Development
-
-### Artificial Intelligence
-
-#### Agent Integration
-
-  - **(2024)** [Extend your coding agent with .NET Skills](https://devblogs.microsoft.com/dotnet/extend-your-coding-agent-with-dotnet-skills) [C# CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Examines methods for extending autonomous AI coding agents with direct .NET skill injection. Uses Semantic Kernel to build tools enabling LLMs to execute C# compilations, format files, and interact natively with code bases.
-## Software Engineering
-
-### AI-Assisted Development
-
-#### CLI Tools
-
-  - **(2026)** [GitHub Copilot CLI for Beginners: Getting Started](https://github.blog/ai-and-ml/github-copilot/github-copilot-cli-for-beginners-getting-started-with-github-copilot-cli)  [COMMUNITY-TOOL] [GUIDE] β€” Highlights setup and early integration techniques for GitHub Copilot CLI, translating natural language prompts into executable terminal and shell scripts. Enhances sysadmin and shell workflow automation while maintaining a human-in-the-loop review step for safety and correctness.
-#### GitHub Copilot
-
-  - **(2026)** [Best Practices for Using GitHub Copilot](https://docs.github.com/en/copilot/get-started/best-practices) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Authoritative guidelines from GitHub designed to optimize interaction with Copilot. Covers prompt engineering tactics (such as context-setting files and comments), managing AI security and license compliance, and verifying generated output.
-#### Multi-Repository Architecture
-
-  - **(2025)** [Using Workspaces for AI Changes Across Multiple Repos](https://ettema.dev/posts/ai-multi-repo-workspaces) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Details advanced patterns for orchestrating automated codebase modifications across distributed multi-repository environments using AI workspaces. Evaluates dependency resolution, unified context indexing, and coordinate git-commit strategies during systemic API breaking updates.
-### Collaboration
-
-#### Documentation Specifications
-
-  - **(2023)** [Open Source Friday: Spec Kit - What it is, the problems it solves, and how clear specs make collaboration work](https://www.youtube.com/live/2IArMAhkJcE?si=_LlIjakRXHUzERjy)  [COMMUNITY-TOOL] β€” Focuses on 'Spec Kit' - an open framework designed to facilitate collaborative creation of technical specifications. Details how clear, shared specification templates improve open-source contributions, bridge communication gaps between product and engineering, and keep technical debt in check.
-### Command-Line Utilities
-
-#### Terminal Emulators
-
-  - **(2026)** [Warp: The Agentic Development Environment](https://www.warp.dev)  [COMMUNITY-TOOL] β€” A modern, Rust-based terminal emulator incorporating AI agent assistance directly into the command-line interface. Reimagines input fields like text editors, supports real-time workspace collaboration, and native context-sharing for accelerated platform ops troubleshooting.
-### Programming Paradigms
-
-#### Functional Programming
-
-  - **(2023)** [github.com/readme/guides: Functional Programming 101](https://github.com/readme/guides/functional-programming-basics)  [COMMUNITY-TOOL] [GUIDE] β€” An introductory guide exploring core tenets of the functional programming paradigm, such as immutability, pure functions, and referential transparency. Synthesizes practical benefits of adopting these concepts in modern application development to minimize side effects, simplify testing, and boost concurrent performance.
 
 ---
-πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [SRE](./sre.md) | [Chaos Engineering](./chaos-engineering.md)
+πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [Test Automation Frameworks](./test-automation-frameworks.md) | [SRE](./sre.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/devops-tools.md b/v2-docs/devops-tools.md
index 627eff07..f2ee0aff 100644
--- a/v2-docs/devops-tools.md
+++ b/v2-docs/devops-tools.md
@@ -8,95 +8,44 @@
 
 ## Table of Contents
 
-1. [CICD Pipelines](#cicd-pipelines)
-  - [AI and Automation](#ai-and-automation)
-    - [Model Context Protocol](#model-context-protocol)
-1. [Cluster Management](#cluster-management)
-  - [GUI Tools](#gui-tools)
-    - [Desktop Clients](#desktop-clients)
-1. [Continuous Integration](#continuous-integration)
-  - [CICD and Issue Tracking Platforms](#cicd-and-issue-tracking-platforms)
-    - [All-in-One](#all-in-one)
-1. [Database and Storage Management](#database-and-storage-management)
-  - [Data Administration](#data-administration)
-    - [UI Tools](#ui-tools)
+1. [Cloud Providers](#cloud-providers)
+  - [AWS](#aws)
+    - [CICD and Security](#cicd-and-security)
 1. [Deployment and Delivery](#deployment-and-delivery)
-  - [CICD and Delivery](#cicd-and-delivery)
-    - [Developer Productivity](#developer-productivity)
+  - [Platform Engineering](#platform-engineering)
+    - [Kubernetes Management](#kubernetes-management)
 1. [DevOps and Platform Engineering](#devops-and-platform-engineering)
   - [Architecture and Orchestration](#architecture-and-orchestration)
     - [Foundational Primer](#foundational-primer)
-  - [Event-Driven Automation](#event-driven-automation)
-    - [Workflows](#workflows)
-  - [Industry Reports](#industry-reports)
-    - [Tooling Landscape](#tooling-landscape)
-  - [Learning and Training Resources](#learning-and-training-resources)
-    - [Video Guides](#video-guides)
-  - [Methodology and Culture](#methodology-and-culture)
-    - [Industry Analysis](#industry-analysis)
-    - [Platform Engineering Strategy](#platform-engineering-strategy)
 1. [Developer Tooling](#developer-tooling)
   - [AI Code Assistants](#ai-code-assistants)
-    - [Effort Frameworks](#effort-frameworks)
     - [Prompt Templates](#prompt-templates)
   - [Developer Knowledge](#developer-knowledge)
     - [Curation Repositories](#curation-repositories)
-1. [Infrastructure](#infrastructure)
-  - [Sysadmin](#sysadmin)
-    - [Resources](#resources)
-1. [Infrastructure as Code](#infrastructure-as-code)
-  - [Development Environments](#development-environments)
-    - [Virtual Machines](#virtual-machines)
 1. [Kubernetes and Container Orchestration](#kubernetes-and-container-orchestration)
-  - [Platform Engineering](#platform-engineering)
+  - [Platform Engineering](#platform-engineering-1)
     - [AppOps and GitOps](#appops-and-gitops)
-1. [Kubernetes Tools](#kubernetes-tools)
-  - [General Reference](#general-reference)
 1. [Local Developer Environment](#local-developer-environment)
   - [Container Runtime Setup](#container-runtime-setup)
     - [Docker Compose](#docker-compose)
-1. [Observability](#observability)
-  - [UI Clients](#ui-clients)
-    - [Multi-Cluster](#multi-cluster)
 1. [Orchestration and Packaging](#orchestration-and-packaging)
   - [Cloud-Native Delivery](#cloud-native-delivery)
     - [Keptn](#keptn)
 
-## CICD Pipelines
+## Cloud Providers
 
-### AI and Automation
+### AWS
 
-#### Model Context Protocol
+#### CICD and Security
 
-  - **(2025)** [==Azure DevOps MCP Server==](https://github.com/microsoft/azure-devops-mcp) ⭐ 1813  [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An official Microsoft MCP server repository enabling AI Agents (like Claude or GitHub Copilot) to interact seamlessly with Azure DevOps. Allows agents to manage work items, query repositories, and orchestrate pipeline runs.
-## Cluster Management
-
-### GUI Tools
-
-#### Desktop Clients
-
-  - **(2025)** [Kubeterm: Graphical Management Tool for Kubernetes](https://github.com/kbterm/kubeterm) ⭐ 211  [TYPESCRIPT CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An open-source desktop client designed to simplify Kubernetes administration and performance monitoring. By rendering graphical resource mappings, it significantly lowers the cognitive load required to debug deployments, services, and complex namespaces.
-## Continuous Integration
-
-### CICD and Issue Tracking Platforms
-
-#### All-in-One
-
-  - **(2026)** [**codegiant.io: Build software faster**](https://codegiant.io/home) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A proprietary development suite offering integrated task tracking, git repositories, and continuous integration pipelines. It centralizes workflow management in a single interface to minimize multi-tool licensing costs.
-## Database and Storage Management
-
-### Data Administration
-
-#### UI Tools
-
-  - **(2025)** [==SQL Studio: A Unified SQL Database Explorer==](https://github.com/frectonz/sql-studio) ⭐ 3546  [RUST CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A single-binary SQL database administrator interface written in Rust. It streamlines querying, schema inspection, and data visualization across multiple RDBMS engines (including SQLite, PostgreSQL, and MySQL) in resource-constrained containerized runtimes.
+  - **(2019)** [cloudtweaks.com: DevOps - Secure and Scalable CI/CD Pipeline with AWS](https://cloudtweaks.com/2019/05/devops-secure-and-scalable-ci-cd-pipeline-with-aws) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An architectural guide detailing how to build highly secure, scalable CI/CD pipelines natively on AWS using CodePipeline, CodeBuild, and IAM roles. Discusses security integrations such as static analysis and automated vulnerability scanning at the ingest phase.
 ## Deployment and Delivery
 
-### CICD and Delivery
+### Platform Engineering
 
-#### Developer Productivity
+#### Kubernetes Management
 
-  - **(2025)** [**action-tmate: Debug GitHub Actions via SSH**](https://github.com/mxschmitt/action-tmate) ⭐ 3550  [SHELL CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An essential interactive troubleshooting tool that opens a secure tmate SSH session directly into active GitHub Actions runners, enabling real-time terminal diagnostics of failing pipeline runs.
+  - **(2025)** [Canine: A Developer-friendly PaaS for Kubernetes](https://canine.sh) [GO CONTENT]  [COMMUNITY-TOOL] β€” A developer-centric, lightweight PaaS layer running directly on top of Kubernetes. Canine simplifies native container deployments and configurations, reducing cognitive load and shortening inner-loop development iterations.
 ## DevOps and Platform Engineering
 
 ### Architecture and Orchestration
@@ -104,50 +53,10 @@
 #### Foundational Primer
 
   - **(2020)** [reviewnprep.com: DevOps Tool Primer: Docker, Kubernetes, Ansible](https://reviewnprep.com/blog/devops-tool-comparison-docker-vs-kubernetes-vs-ansible) 🌟🌟🌟 [COMMUNITY-TOOL] β€” An educational primer clarifying the exact boundaries of container runtimes, declarative state orchestrators, and agentless configuration engines. Serves as a useful roadmap for platform engineers designing highly reproducible multi-cloud infrastructures.
-### Event-Driven Automation
-
-#### Workflows
-
-  - **(2020)** [zdnet.com: Puppet introduces beta of cloud-native, event-driven DevOps program: Relay](https://www.zdnet.com/article/puppet-introduces-beta-of-cloud-native-event-driven-devops-program-relay) [ADVANCED LEVEL] 🌟🌟 [LEGACY] β€” Historically documents Puppet's launch of Relay, an event-driven automation engine designed to bridge third-party API events with containerized remediation workflows. Note: Relay was subsequently archived as Puppet's focus shifted post-acquisition, making this of historical interest for cloud-native workflow design.
-### Industry Reports
-
-#### Tooling Landscape
-
-
-??? abstract "Architect's Technical Comparison Table"
-    | Solution | Maturity | Primary Focus | Language | Stars |
-    | :--- | :--- | :--- | :--- | :--- |
-    | [techradar.com: techradar.com](https://www.techradar.com/best/best-devops-tools) |  | Tooling Landscape | English | 🌟🌟🌟 |
-    | [clarusway.com: Top 21 DevOps Tools Of 2021 (Comprehensive Guide)](https://clarusway.com/top-21-devops-tools) |  | Tooling Landscape | English | 🌟🌟🌟 |
-    | [gitkraken.com: DevOps Tools Report 2020 🌟](https://www.gitkraken.com/reports/devops-report-2020) |  | Tooling Landscape | English | 🌟🌟🌟 |
-    | [raygun.com: The 10 best DevOps tools for 2020](https://raygun.com/blog/best-devops-tools) |  | Tooling Landscape | English | 🌟🌟🌟 |
-    | [hackr.io: Top 10 DevOps Tools To Look For in 2020](https://hackr.io/blog/top-devops-tools) |  | Tooling Landscape | English | 🌟🌟🌟 |
-
-  - **(2021)** [techradar.com: techradar.com](https://www.techradar.com/best/best-devops-tools) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A broad consumer-to-enterprise level evaluation of high-availability DevOps tools, assessing overall usability, native API integration vectors, and performance metrics. Provides structural insights into cost-to-benefit ratios for enterprise platforms.
-  - **(2021)** [clarusway.com: Top 21 DevOps Tools Of 2021 (Comprehensive Guide)](https://clarusway.com/top-21-devops-tools) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A comprehensive breakdown of top DevOps systems spanning monitoring, CI/CD, IaC, and security workflows in 2021. Highlights the shift toward DevSecOps patterns and native cloud integration across hybrid-cloud environments.
-  - **(2020)** [gitkraken.com: DevOps Tools Report 2020 🌟](https://www.gitkraken.com/reports/devops-report-2020) 🌟🌟🌟 [CASE STUDY] [COMMUNITY-TOOL] β€” A retrospective statistical report analyzing tool adoption patterns across Git, CI/CD pipelines, and containerization platforms in 2020. This serves as a vital historical baseline for analyzing the progression of modern developer workflows and tool consolidation trends.
-  - **(2020)** [raygun.com: The 10 best DevOps tools for 2020](https://raygun.com/blog/best-devops-tools) 🌟🌟🌟 [EMERGING] β€” A curated technical review of prominent DevOps tooling spanning application monitoring, CI/CD, and infrastructure-as-code (IaC). It contrasts traditional application performance monitoring (APM) approaches with modern observability patterns emerging in distributed cloud topologies.
-  - **(2020)** [hackr.io: Top 10 DevOps Tools To Look For in 2020](https://hackr.io/blog/top-devops-tools) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A detailed comparative overview of early-2020s DevOps software suites, with focused coverage on Docker, Kubernetes, Ansible, and Jenkins. Analyzes entry barriers, architectural integration capabilities, and operational deployment overhead across diverse infrastructure styles.
-### Learning and Training Resources
-
-#### Video Guides
-
-  - **(2026)** [**youtube: Thetips4you 🌟**](https://www.youtube.com/channel/UCoOq-DtESvayx5yJE5H6-qQ/playlists) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A comprehensive DevOps training channel offering structural deep-dives into cloud infrastructure, Kubernetes, Terraform, and CI/CD pipelines. This resource is highly tailored for visual practitioners seeking practical configuration tutorials and real-world system architecture blueprints.
-### Methodology and Culture
-
-#### Industry Analysis
-
-  - **(2020)** [thenewstack.io: DevOps Is Fed by a Tools Culture Loop](https://thenewstack.io/devops-is-fed-by-a-tools-culture-loop) 🌟🌟🌟 [COMMUNITY-TOOL] β€” An analytical piece exploring the recursive feedback loop between DevOps tooling evolution and organization culture. It details how daily engineering workflows drive tool adoption, which recursively shapes collaboration patterns and deployment philosophies.
-#### Platform Engineering Strategy
-
-  - **(2024)** [github.com/AdminTurnedDevOps/CapabilityPE](https://github.com/AdminTurnedDevOps/CapabilityPE) ⭐ 75  [MARKDOWN CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟 [COMMUNITY-TOOL] β€” A research and practical taxonomy repository addressing DevOps platform engineering capability matrices. Assists engineering organizations in evaluating architecture, pipeline velocity, self-service portals, and cloud-native maturity tracks.
 ## Developer Tooling
 
 ### AI Code Assistants
 
-#### Effort Frameworks
-
-  - **(2026)** [Cursor Bugbot Effort Levels Documentation](https://cursor.com/docs/bugbot) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” This reference document outlines the effort metrics and execution paradigms utilized by Cursor's Bugbot tool inside the editor context. It guides development teams in managing priority levels for automated debugging routines across repositories.
 #### Prompt Templates
 
   - **(2026)** [==Claude Code Templates==](https://github.com/davila7/claude-code-templates) ⭐ 28036  [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Claude Code Templates is an extensive community library containing structured system designs, context guidelines, and prompt schemas optimized for Anthropic's Claude Code and CLI. It helps teams configure context-aware coding agents that integrate smoothly into microservice development cycles.
@@ -156,48 +65,13 @@
 #### Curation Repositories
 
   - **(2021)** [devops.com: 11 Open Source DevOps Tools We Love For 2021](https://devops.com/11-open-source-devops-tools-we-love-for-2021) [N/A CONTENT]  [COMMUNITY-TOOL] β€” This evaluation spotlights eleven critical open-source DevOps projects covering areas like monitoring, infrastructure automation, container workflows, and CI/CD frameworks. It presents real-world architectural trade-offs, helping teams evaluate modern platform engineering toolchains.
-## Infrastructure
-
-### Sysadmin
-
-#### Resources
-
-  - **(2026)** [==Awesome Sysadmin==](https://github.com/awesome-foss/awesome-sysadmin) ⭐ 34277  [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An exhaustive curation of open-source sysadmin resources, listing production-ready system monitors, configuration management tools, security suites, and virtualization frameworks used globally by SREs.
-## Infrastructure as Code
-
-### Development Environments
-
-#### Virtual Machines
-
-  - **(2023)** [devopscube.com: Vagrant Tutorial For Beginners: Getting Started Guide 🌟](https://devopscube.com/vagrant-tutorial-beginners) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An introductory guide to Vagrant for configuring local virtual machine environments. It explains how to write Vagrantfiles, configure local networks, and run provisioning engines like Ansible to ensure consistent local developer environments.
 ## Kubernetes and Container Orchestration
 
-### Platform Engineering
+### Platform Engineering (1)
 
 #### AppOps and GitOps
 
   - **(2025)** [==Devtron==](https://github.com/devtron-labs/devtron) ⭐ 5513  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A comprehensive, open-source AppOps platform for Kubernetes designed to consolidate CI/CD pipelines, GitOps, observability, and cost optimization. Provides self-service deployment interfaces, security checks, and deep resource validation for multicluster operations.
-## Kubernetes Tools
-
-### General Reference
-
-  - [geekflare.com: devops-tools](https://geekflare.com/devops/config-management-tools)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering geekflare.com in the Kubernetes Tools ecosystem.
-  - [IBM Vault 2.0 UI Enhancements and Reporting Improvements](https://t.co/cvOceuueCF)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering IBM Vault 2.0 UI Enhancements and Reporting Improvements in the Kubernetes Tools ecosystem.
-  - [medium: Technologies & Tools to Watch in 2021 🌟](https://medium.com/dev-genius/technologies-tools-to-watch-in-2021-a216dfc30f25)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Technologies & Tools to Watch in 2021 🌟 in the Kubernetes Tools ecosystem.
-  - [DevOps Toolbox: Jenkins, Ansible, Chef, Puppet, Vagrant, & SaltStack](https://hostadvice.com/blog/devops-toolbox-jenkins-ansible-chef-puppet-vagrant-saltstack)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering DevOps Toolbox: Jenkins, Ansible, Chef, Puppet, Vagrant, & SaltStack in the Kubernetes Tools ecosystem.
-  - [dzone.com: DevOps Toolchain for Beginners 🌟](https://dzone.com/articles/devops-toolchain-for-beginners)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: DevOps Toolchain for Beginners 🌟 in the Kubernetes Tools ecosystem.
-  - [guru99.com: 30 Best DevOps Tools & Technologies](https://www.guru99.com/devops-tools.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering guru99.com: 30 Best DevOps Tools & Technologies in the Kubernetes Tools ecosystem.
-  - [edureka.com: Top 10 DevOps Tools You Must Know In 2020](https://www.c/blog/top-10-devops-tools)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering edureka.com: Top 10 DevOps Tools You Must Know In 2020 in the Kubernetes Tools ecosystem.
-  - [medium: DevOps tools Handbook 🌟](https://medium.com/@anujsharma12feb/devops-tools-handbook-b42487a53353)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: DevOps tools Handbook 🌟 in the Kubernetes Tools ecosystem.
-  - [zigiwave.medium.com: Top 10 Tools your DevOps Teams Should Use in 2022](https://zigiwave.medium.com/top-10-tools-your-devops-teams-should-use-in-2022-569700f40426)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering zigiwave.medium.com: Top 10 Tools your DevOps Teams Should Use in 2022 in the Kubernetes Tools ecosystem.
-  - [faun.pub: Top 10 uncommon DevOps tools you should know](https://faun.pub/top-10-uncommon-devops-tools-you-should-know-f4f4464ec7f3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Top 10 uncommon DevOps tools you should know in the Kubernetes Tools ecosystem.
-  - [medium.com/leapp-cloud: Top 10 uncommon DevOps tools you should know](https://medium.com/leapp-cloud/top-10-uncommon-devops-tools-you-should-know-91dadde9777e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/leapp-cloud: Top 10 uncommon DevOps tools you should know in the Kubernetes Tools ecosystem.
-  - [medium.com/4th-coffee: 10 New DevOps Tools to Watch in 2023 🌟](https://medium.com/4th-coffee/10-new-devops-tools-to-watch-in-2023-e974dbb1f1bb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/4th-coffee: 10 New DevOps Tools to Watch in 2023 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/4th-coffee: 10 Best DevOps Tools for Start-ups](https://medium.com/4th-coffee/10-best-devops-tools-for-start-ups-91eb69bc3128)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/4th-coffee: 10 Best DevOps Tools for Start-ups in the Kubernetes Tools ecosystem.
-  - [Relay](https://relay.sh)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Relay in the Kubernetes Tools ecosystem.
-  - [Web-Check](https://web-check.xyz)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Web-Check in the Kubernetes Tools ecosystem.
-  - [blog.searce.com: Devtron: One-stop shop for all Kubernetes deployments](https://blog.searce.com/devtron-one-stop-shop-for-all-kubernetes-deployments-6f1c111a7ba1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.searce.com: Devtron: One-stop shop for all Kubernetes deployments in the Kubernetes Tools ecosystem.
-  - [medium.com/cp-massive-programming: Deploying Devtron in a Local K8s Kind' Cluster using Terraform](https://medium.com/cp-massive-programming/deploying-devtron-in-a-local-k8s-kind-cluster-using-terraform-cea9d4d9636)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/cp-massive-programming: Deploying Devtron in a Local K8s Kind' Cluster using Terraform in the Kubernetes Tools ecosystem.
 ## Local Developer Environment
 
 ### Container Runtime Setup
@@ -205,21 +79,16 @@
 #### Docker Compose
 
   - **(2025)** [**DockSTARTer**](https://github.com/GhostWriters/DockSTARTer) ⭐ 2560  [SHELL CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A user-friendly CLI utility designed to simplify the configuration and installation of self-hosted server software via structured Docker Compose patterns. Serves as a solid entry point for containerization concepts in local server and edge hardware topologies.
-## Observability
-
-### UI Clients
-
-#### Multi-Cluster
-
-  - **(2024)** [KubeUI: A Desktop Kubernetes Client](https://github.com/IvanJosipovic/KubeUI) ⭐ 311  [C# CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A high-performance, desktop-optimized UI designed to stream, monitor, and interact with live cluster metrics and objects. It enhances developer agility through dynamic views of multi-cluster namespaces and active workload metrics.
 ## Orchestration and Packaging
 
 ### Cloud-Native Delivery
 
 #### Keptn
 
-  - **(2026)** [**Keptn**](https://nubenetes.com/keptn) [SPANISH CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Nubenetes architectural reference on Keptn, a CNCF enterprise-grade control plane for cloud-native application lifecycle orchestration. Integrates SLO-based evaluations, automated canary promotions, and zero-touch application remediation out of the box.
+  - **(2026)** [**Keptn**](https://nubenetes.com/keptn/) [SPANISH CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Nubenetes architectural reference on Keptn, a CNCF enterprise-grade control plane for cloud-native application lifecycle orchestration. Integrates SLO-based evaluations, automated canary promotions, and zero-touch application remediation out of the box.
 
 ---
-πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md)
+πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Angular](./angular.md)
 
diff --git a/v2-docs/devops.md b/v2-docs/devops.md
index 6d3c946e..52d999ac 100644
--- a/v2-docs/devops.md
+++ b/v2-docs/devops.md
@@ -8,12 +8,6 @@
 
 ## Table of Contents
 
-1. [AI and Agents](#ai-and-agents)
-  - [Environments](#environments)
-    - [Cloud Agents](#cloud-agents)
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Architecture](#architecture)
   - [Patterns](#patterns)
     - [Twelve-Factor App](#twelve-factor-app)
@@ -21,21 +15,6 @@
   - [Agentic Systems](#agentic-systems)
     - [MCP Server](#mcp-server)
   - [NoOps Evolution](#noops-evolution)
-1. [Automation and Orchestration](#automation-and-orchestration)
-  - [Ansible](#ansible)
-    - [Reference Architectures](#reference-architectures)
-1. [CICD Pipelines](#cicd-pipelines)
-  - [Security](#security)
-    - [Network Access Control](#network-access-control)
-1. [Career and Interview Preparation](#career-and-interview-preparation)
-  - [Interview Prep](#interview-prep)
-    - [Cloud Networking](#cloud-networking)
-1. [Chaos Engineering](#chaos-engineering)
-  - [Curated Playbooks](#curated-playbooks)
-    - [Awesome Lists](#awesome-lists)
-1. [Cloud Application Platforms](#cloud-application-platforms)
-  - [Azure App Service](#azure-app-service)
-    - [App Service Diagnostics](#app-service-diagnostics)
 1. [Cloud Architecture](#cloud-architecture)
   - [Multicloud Solutions](#multicloud-solutions)
     - [Ops Dynamics](#ops-dynamics)
@@ -43,28 +22,14 @@
     - [Overview](#overview)
   - [Serverless Systems](#serverless-systems)
     - [DevOps Pipelines](#devops-pipelines)
-1. [Cloud Infrastructure](#cloud-infrastructure)
-  - [AWS Ecosystem](#aws-ecosystem)
-    - [Cloud Services](#cloud-services)
-  - [Automation](#automation-1)
-    - [Developer Workflows](#developer-workflows)
-    - [Glossary](#glossary)
-    - [SysAdmin Practices](#sysadmin-practices)
-  - [Azure Ecosystem](#azure-ecosystem)
-    - [Platform Services](#platform-services)
-  - [Network Infrastructure](#network-infrastructure)
-    - [NetDevOps](#netdevops)
-  - [Serverless](#serverless)
-    - [Developer Experience](#developer-experience)
 1. [Cloud Native](#cloud-native)
   - [Kubernetes Orchestration](#kubernetes-orchestration)
     - [DevOps-as-a-Service](#devops-as-a-service)
-1. [Cloud Providers](#cloud-providers)
-  - [AWS](#aws)
-    - [CICD and Security](#cicd-and-security)
 1. [Containerization](#containerization)
   - [DevOps](#devops-1)
     - [Evolution](#evolution)
+  - [Docker](#docker)
+    - [Fundamentals](#fundamentals)
   - [Kubernetes](#kubernetes)
     - [Configuration Management](#configuration-management)
     - [Culture](#culture)
@@ -73,393 +38,67 @@
   - [Database Delivery](#database-delivery)
   - [Release Strategies](#release-strategies)
   - [Security Policy](#security-policy)
-1. [Culture](#culture-1)
-  - [Career Development](#career-development)
-  - [Career Transition](#career-transition)
-  - [Collaboration Systems](#collaboration-systems)
-  - [Enterprise Transformation](#enterprise-transformation)
-  - [Industry Survey](#industry-survey)
-  - [Leadership](#leadership)
-  - [Open Source Methodology](#open-source-methodology)
-  - [Organizational Roles](#organizational-roles)
-  - [Risk Assessment](#risk-assessment)
-1. [Data Engineering](#data-engineering)
-  - [Data Operations](#data-operations)
-    - [Data Integration](#data-integration)
-    - [Data-as-Code](#data-as-code)
-1. [Deployment and Delivery](#deployment-and-delivery)
-  - [CICD and Delivery](#cicd-and-delivery)
-    - [Self-Hosted Runners](#self-hosted-runners)
-1. [DevOps and CICD](#devops-and-cicd)
-  - [Infrastructure as Code](#infrastructure-as-code)
-    - [Orchestration Platforms](#orchestration-platforms)
-  - [Roadmaps](#roadmaps)
-    - [Career Path](#career-path)
-1. [DevOps and Learning Resources](#devops-and-learning-resources)
-  - [Video Courses](#video-courses)
-    - [Ansible](#ansible-1)
-1. [DevOps and Platforms](#devops-and-platforms)
-  - [Automation](#automation-2)
-    - [Architecture Strategy](#architecture-strategy)
-    - [Professional Development](#professional-development)
-  - [Career Paths](#career-paths)
-    - [AWS Pathways](#aws-pathways)
-    - [Enterprise Impact](#enterprise-impact)
-    - [Skill Roadmap](#skill-roadmap)
-  - [Infrastructure](#infrastructure)
-    - [Cloud Integrations](#cloud-integrations)
-    - [Multi-Cloud](#multi-cloud)
-  - [Leadership](#leadership-1)
-    - [Enterprise Strategy](#enterprise-strategy)
-  - [Methodology](#methodology)
-    - [Future Trends](#future-trends)
-    - [Introduction](#introduction)
-    - [SRE vs SysAdmin](#sre-vs-sysadmin)
-    - [SaaS DevOps](#saas-devops)
-    - [Shifting Left Risks](#shifting-left-risks)
-    - [Team Culture](#team-culture)
-    - [Trends](#trends)
-  - [Resources](#resources)
-    - [Community Aggregators](#community-aggregators)
-    - [Directories](#directories)
-    - [Industry News](#industry-news)
-    - [Media Hubs](#media-hubs)
-    - [Technical Tips](#technical-tips)
-    - [Tutorial Portals](#tutorial-portals)
-    - [Upskilling Directories](#upskilling-directories)
-  - [Security](#security-1)
-    - [Threat Modeling](#threat-modeling)
-  - [Telemetry and Metrics](#telemetry-and-metrics)
-    - [SRE Concepts](#sre-concepts)
 1. [DevOps and SRE](#devops-and-sre)
-  - [CICD Pipelines](#cicd-pipelines-1)
+  - [CICD Pipelines](#cicd-pipelines)
     - [Architecture](#architecture-1)
     - [Tool Integrations](#tool-integrations)
-  - [Cloud Migration](#cloud-migration)
-    - [DevOps-as-a-Service](#devops-as-a-service-1)
   - [Culture and Organizations](#culture-and-organizations)
-    - [Mindset Shift](#mindset-shift)
     - [Netflix Engineering](#netflix-engineering)
-  - [Enterprise Strategy](#enterprise-strategy-1)
-    - [Adoption Frameworks](#adoption-frameworks)
-    - [Methodologies](#methodologies)
-  - [Fundamentals](#fundamentals)
-    - [Core Concepts](#core-concepts)
-    - [Terminology](#terminology)
   - [Industry Evolution](#industry-evolution)
-    - [Trends](#trends-1)
-  - [Infrastructure](#infrastructure-1)
+    - [Trends](#trends)
+  - [Infrastructure](#infrastructure)
     - [On-Premises Architecture](#on-premises-architecture)
     - [Windows Ecosystems](#windows-ecosystems)
-  - [Performance Metrics](#performance-metrics)
-    - [DORA Keys](#dora-keys)
-  - [Professional Development](#professional-development-1)
-    - [Learning Methodologies](#learning-methodologies)
   - [Roadmaps and Career](#roadmaps-and-career)
     - [Skill Sets](#skill-sets)
-  - [Security and Quality](#security-and-quality)
-    - [Shift Left](#shift-left)
   - [Tooling Landscapes](#tooling-landscapes)
-    - [Interactive Reference](#interactive-reference)
     - [Visual Architecture](#visual-architecture)
 1. [DevOps Culture](#devops-culture)
-  - [Organizational Design](#organizational-design)
-    - [Culture and Governance](#culture-and-governance)
-    - [DevOps Bottlenecks](#devops-bottlenecks)
   - [Platform Engineering](#platform-engineering)
     - [PlatformOps](#platformops)
-  - [Professional Development](#professional-development-2)
-    - [Career Growth](#career-growth)
-  - [Tooling Ecosystem](#tooling-ecosystem)
-    - [Overview](#overview-1)
 1. [DevOps Methodology](#devops-methodology)
   - [Application Delivery](#application-delivery)
     - [Performance Optimization](#performance-optimization)
-  - [Automation Philosophy](#automation-philosophy)
-    - [Continuous Deployment](#continuous-deployment)
-    - [Continuous Integration](#continuous-integration)
-    - [Culture and Mindset](#culture-and-mindset)
-  - [Best Practices](#best-practices)
-    - [Foundational Principles](#foundational-principles)
-    - [Team Topologies](#team-topologies)
-  - [Career Roadmap](#career-roadmap)
-    - [Operational Roles](#operational-roles)
-    - [Skill Acquisition](#skill-acquisition)
-  - [Community Resources](#community-resources)
-    - [Hands-on Learning](#hands-on-learning)
-  - [Core Concepts](#core-concepts-1)
-    - [Operational Models](#operational-models)
-  - [Core Frameworks](#core-frameworks)
-    - [Best Practices](#best-practices-1)
-  - [Cost and Metrics](#cost-and-metrics)
-    - [Organizational Challenges](#organizational-challenges)
-  - [Culture and Mindset](#culture-and-mindset-1)
-    - [Organizational Philosophy](#organizational-philosophy)
-  - [Documentation](#documentation)
-    - [Docs-as-Code](#docs-as-code)
-  - [Executive Strategy](#executive-strategy)
-    - [Business Value](#business-value)
-  - [Foundational Principles](#foundational-principles-1)
-    - [Best Practices](#best-practices-2)
+  - [Foundational Principles](#foundational-principles)
     - [Culture and Process](#culture-and-process)
-  - [Governance and Compliance](#governance-and-compliance)
-    - [Enterprise Security](#enterprise-security)
-  - [Industry Trends](#industry-trends)
-    - [DevSecOps](#devsecops)
-    - [Market Evolution](#market-evolution)
-    - [Platform Engineering](#platform-engineering-1)
-  - [Metrics and Assessment](#metrics-and-assessment)
-    - [CICD Metrics](#cicd-metrics)
-    - [Operational Excellence](#operational-excellence)
-    - [Quality Assurance](#quality-assurance)
-  - [Operational Assessment](#operational-assessment)
-    - [Culture](#culture-2)
-  - [Platform Engineering](#platform-engineering-2)
-    - [Organizational Culture](#organizational-culture)
-    - [Organizational Scaling](#organizational-scaling)
-  - [Programming Languages](#programming-languages)
-    - [Infrastructure-as-Code](#infrastructure-as-code)
   - [Software Lifecycle Models](#software-lifecycle-models)
     - [Strategic Architecture](#strategic-architecture)
-  - [Tooling Ecosystem](#tooling-ecosystem-1)
-    - [Monitoring and Observability](#monitoring-and-observability)
+  - [Tooling Ecosystem](#tooling-ecosystem)
     - [Platform Evaluation](#platform-evaluation)
-  - [Training Resources](#training-resources)
-    - [Hands-on Tutorials](#hands-on-tutorials)
-  - [Vendor Integration](#vendor-integration)
-    - [SaaS Operations](#saas-operations)
 1. [DevSecOps and IDEs](#devsecops-and-ides)
   - [Google Cloud Code](#google-cloud-code)
-    - [Developer Experience](#developer-experience-1)
-1. [Development Workflow](#development-workflow)
-  - [Podcasts](#podcasts)
+    - [Developer Experience](#developer-experience)
 1. [Education](#education)
-  - [Syllabus](#syllabus)
   - [Training Courses](#training-courses)
-1. [Enterprise Agile](#enterprise-agile)
-  - [SAFe Framework](#safe-framework)
-1. [Enterprise Systems](#enterprise-systems)
-  - [SAP ERP](#sap-erp)
-    - [DevOps Implementation](#devops-implementation)
-1. [FinOps and Cloud Cost](#finops-and-cloud-cost)
-  - [AWS Optimization](#aws-optimization)
-    - [Policy Engines](#policy-engines)
-1. [Fundamentals](#fundamentals-1)
-  - [Enterprise Architecture](#enterprise-architecture)
-  - [Guide](#guide)
-  - [Introduction](#introduction-1)
-  - [Principles](#principles)
-1. [Identity and Access](#identity-and-access)
-  - [Tenant Governance](#tenant-governance)
-    - [Entra ID](#entra-id)
-      - [Infrastructure as Code](#infrastructure-as-code-1)
 1. [Industry Metrics](#industry-metrics)
   - [DORA Reports](#dora-reports)
-  - [Puppet Reports](#puppet-reports)
-1. [Infrastructure](#infrastructure-2)
-  - [Configuration Management](#configuration-management-1)
-    - [Drift Detection](#drift-detection)
-  - [Containerization](#containerization-1)
-    - [Docker](#docker)
-  - [DevOps](#devops-2)
-    - [Education](#education-1)
-  - [Infrastructure as Code](#infrastructure-as-code-2)
-    - [Automation](#automation-3)
-    - [Drift Detection](#drift-detection-1)
-  - [Security](#security-2)
-    - [Infrastructure as Code](#infrastructure-as-code-3)
-1. [Infrastructure as Code](#infrastructure-as-code-4)
-  - [CICD and Delivery](#cicd-and-delivery-1)
-    - [Self-Hosted Runners](#self-hosted-runners-1)
-  - [IaC Fundamentals](#iac-fundamentals)
-    - [Overview](#overview-2)
-  - [Terraform](#terraform)
-    - [Entra ID Integration](#entra-id-integration)
-1. [Kubernetes](#kubernetes-1)
-  - [Troubleshooting](#troubleshooting)
-    - [Guides](#guides)
-    - [Playbooks](#playbooks)
-1. [Management](#management)
-  - [Observability](#observability)
-    - [Governance](#governance)
-1. [Methodology](#methodology-1)
-  - [Critique](#critique)
 1. [Microservices](#microservices)
   - [API Management](#api-management)
     - [DevOps Delivery](#devops-delivery)
   - [DevOps Synergy](#devops-synergy)
     - [Architecture Alignment](#architecture-alignment)
-  - [DevSecOps](#devsecops-1)
+  - [DevSecOps](#devsecops)
     - [Cloud Native Security](#cloud-native-security)
   - [Event-Driven](#event-driven)
     - [Application Delivery](#application-delivery-1)
-1. [Networking](#networking)
-  - [CNI](#cni)
-    - [Articles](#articles)
-1. [Operations](#operations)
-  - [Local Environment Setup](#local-environment-setup)
-    - [Package Management](#package-management)
-1. [Orchestration](#orchestration)
-  - [Kubernetes](#kubernetes-2)
-    - [Core Concepts](#core-concepts-2)
-    - [Platform Building Challenges](#platform-building-challenges)
 1. [Orchestration and Containers](#orchestration-and-containers)
-  - [Containerization](#containerization-2)
+  - [Containerization](#containerization-1)
     - [CICD Integration](#cicd-integration)
-    - [Value Realization](#value-realization)
-  - [Kubernetes](#kubernetes-3)
+  - [Kubernetes](#kubernetes-1)
     - [DevOps Integration](#devops-integration)
-1. [Platform Engineering](#platform-engineering-3)
+1. [Platform Engineering](#platform-engineering-1)
   - [AI Platform](#ai-platform)
     - [GPU Orchestration](#gpu-orchestration)
-  - [Architectural Evolution](#architectural-evolution)
-    - [Platform as a Runtime](#platform-as-a-runtime)
-  - [Architecture](#architecture-2)
-    - [GitOps Repository Design](#gitops-repository-design)
-  - [Business Value](#business-value-1)
-    - [Strategy](#strategy)
-  - [Community Hub](#community-hub)
-    - [General Resources](#general-resources)
   - [Declarative Configuration](#declarative-configuration)
     - [KusionStack](#kusionstack)
-  - [Definitions](#definitions)
-    - [Anti-patterns](#anti-patterns)
-  - [Design Methodology](#design-methodology)
-    - [Architecture](#architecture-3)
-  - [DevOps and CICD](#devops-and-cicd-1)
-    - [Technical Walkthroughs](#technical-walkthroughs)
-  - [DevOps Evolution](#devops-evolution)
-    - [Observability](#observability-1)
-    - [Spanish Resources](#spanish-resources)
-  - [Developer Experience](#developer-experience-2)
-    - [Git Workflows](#git-workflows)
   - [Developer Self-Service](#developer-self-service)
     - [SRE Patterns](#sre-patterns)
-  - [Enterprise Management](#enterprise-management)
-    - [Kubernetes Fleet](#kubernetes-fleet)
-  - [Guides](#guides-1)
-    - [Foundational](#foundational)
-  - [IDP Architecture](#idp-architecture)
-    - [Control Plane](#control-plane)
   - [IDP Tooling](#idp-tooling)
     - [Developer Portals](#developer-portals)
-    - [Enterprise Portals](#enterprise-portals)
-    - [SaaS Developer Portals](#saas-developer-portals)
-  - [Industry Hub](#industry-hub)
-    - [Articles and Presentations](#articles-and-presentations)
-  - [Industry Trends](#industry-trends-1)
-    - [Articles](#articles-1)
-    - [Kubernetes](#kubernetes-4)
-  - [Infrastructure Migration](#infrastructure-migration)
-    - [VMware Alternatives](#vmware-alternatives)
-  - [Internal Developer Platform](#internal-developer-platform)
-    - [Cloud Architecture](#cloud-architecture-1)
-  - [Internal Developer Platforms](#internal-developer-platforms)
-    - [Architecture](#architecture-4)
-    - [Organizational Structure](#organizational-structure)
-  - [Kubernetes](#kubernetes-5)
-    - [IDP Implementation](#idp-implementation)
-  - [Local Environment](#local-environment)
-    - [Hands-on](#hands-on)
-  - [Multi-tier Orchestration](#multi-tier-orchestration)
-    - [Kratix](#kratix)
-  - [Organizational Culture](#organizational-culture-1)
-    - [DevOps Evolution](#devops-evolution-1)
-  - [Organizational Taxonomy](#organizational-taxonomy)
-    - [DevOps vs SRE](#devops-vs-sre)
-  - [Pillars](#pillars)
-    - [Security](#security-3)
-  - [Product Management](#product-management)
-    - [Lessons Learned](#lessons-learned)
-  - [Product Mindset](#product-mindset)
-    - [Developer Productivity](#developer-productivity)
-  - [Red Hat OpenShift](#red-hat-openshift)
-    - [Developer Hub](#developer-hub)
-1. [Product Management](#product-management-1)
-  - [Methodology](#methodology-2)
-1. [Quality Assurance](#quality-assurance-1)
-  - [Test Automation](#test-automation)
-    - [Continuous Integration](#continuous-integration-1)
-1. [Reliability Engineering](#reliability-engineering)
-  - [SRE](#sre)
-    - [Application Reliability](#application-reliability)
-1. [Security and Compliance](#security-and-compliance)
-  - [Linux Hardening](#linux-hardening)
-    - [System Administration](#system-administration)
 1. [Software Engineering](#software-engineering)
-  - [Low-Code and AI Development](#low-code-and-ai-development)
-    - [Application Generation](#application-generation)
-  - [Professional Development](#professional-development-3)
+  - [Professional Development](#professional-development)
     - [Core Architectures](#core-architectures)
-  - [Version Control](#version-control)
-    - [Git Best Practices](#git-best-practices)
-1. [Strategy](#strategy-1)
-  - [Enterprise Performance](#enterprise-performance)
 
-## AI and Agents
-
-### Environments
-
-#### Cloud Agents
-
-  - **(2025)** [Development Environments for Cloud Agents](https://cursor.com/blog/cloud-agent-development-environments) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Analysis of building custom sandboxes and isolated development runtimes for LLM-based autonomous cloud agents. Discusses secure API mocking, resource isolation, and state rollbacks.
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [thenewstack.io: Platform Engineering in 2023: Dev First, Collaboration and APIs](https://thenewstack.io/platform-engineering/-in-2023-dev-first-collaboration-and-apis)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering thenewstack.io in the Kubernetes Tools ecosystem.
-  - [medium.com/google-cloud/tagged/devops](https://medium.com/google-cloud/tagged/devops)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/google-cloud/tagged/devops in the Kubernetes Tools ecosystem.
-  - [reddit.com/r/devops](https://www.reddit.com/r/devops)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/devops in the Kubernetes Tools ecosystem.
-  - [medium: 6 key areas to improve your DevOps performance](https://medium.com/codex/6-key-areas-to-improve-your-devops-performance-f4c4226feb25)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: 6 key areas to improve your DevOps performance in the Kubernetes Tools ecosystem.
-  - [dzone.com/trendreports/devops-3: DevOps](https://dzone.com/trendreports/devops-3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==dzone.com/trendreports/devops-3: DevOps== in the Kubernetes Tools ecosystem.
-  - [yourdevopsmentor.com: How to become a DevOps engineer – 5 easy steps](https://yourdevopsmentor.com/blog/how-to-become-a-devops-engineer)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering yourdevopsmentor.com: How to become a DevOps engineer – 5 easy steps in the Kubernetes Tools ecosystem.
-  - [guru99.com: DevOps Lifecycle: Different Phases Explained with Examples 🌟](https://www.guru99.com/devops-lifecycle.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering guru99.com: DevOps Lifecycle: Different Phases Explained with Examples 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/@polatatc: Terraform; the most demanded DevOps skill!](https://medium.com/@polatatc/terraform-the-most-demanded-devops-skill-88c461641e7b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@polatatc: Terraform; the most demanded DevOps skill! in the Kubernetes Tools ecosystem.
-  - [DZone: Defining Day-2 Operations](https://dzone.com/articles/defining-day-2-operations)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==DZone: Defining Day-2 Operations== in the Kubernetes Tools ecosystem.
-  - [devopslearners.com](https://devopslearners.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devopslearners.com in the Kubernetes Tools ecosystem.
-  - [Dzone: Configuration Drift 🌟](https://dzone.com/articles/configuration-drift)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Configuration Drift 🌟 in the Kubernetes Tools ecosystem.
-  - [Wikipedia.org: DevOps](https://en.wikipedia.org/wiki/DevOps)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia.org: DevOps in the Kubernetes Tools ecosystem.
-  - [How to be a great DevOps Engineer 🌟](https://blog.shippable.com/how-to-be-a-great-devops-engineer)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering How to be a great DevOps Engineer 🌟 in the Kubernetes Tools ecosystem.
-  - [dzone: Are You Stuck in the New DevOps Matrix From Hell? 🌟](https://dzone.com/articles/are-you-stuck-in-the-new-devops-matrix-from-hell)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Are You Stuck in the New DevOps Matrix From Hell? 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: How to Become a DevOps Engineer in 2020 (Tj Blogumas)](https://medium.com/better-programming/how-to-become-a-devops-engineer-in-2020-7618492a09d8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How to Become a DevOps Engineer in 2020 (Tj Blogumas) in the Kubernetes Tools ecosystem.
-  - [medium: How to Become a DevOps Engineer in 2020 (Shane Shown)](https://medium.com/swlh/how-to-become-an-devops-engineer-in-2020-80b8740d5a52)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How to Become a DevOps Engineer in 2020 (Shane Shown) in the Kubernetes Tools ecosystem.
-  - [Digestible DevOps: The 7 DevOps Practices](https://levelup.gitconnected.com/digestible-devops-the-7-devops-practices-8bd8b34e1418)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Digestible DevOps: The 7 DevOps Practices in the Kubernetes Tools ecosystem.
-  - [Hating code of others](https://statemanagement.substack.com/p/hating-the-code-of-others)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Hating code of others in the Kubernetes Tools ecosystem.
-  - [dzone: DevOps Guide: Implementing Four-Eyes Principle With Process Automation' Tooling](https://dzone.com/articles/devops-guide-implementing-four-eyes-principle-with)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: DevOps Guide: Implementing Four-Eyes Principle With Process Automation' Tooling in the Kubernetes Tools ecosystem.
-  - [cloudsavvyit.com: A Beginner’s Introduction To DevOps Principles](https://www.cloudsavvyit.com/3233/a-beginners-introduction-to-devops-principles)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: A Beginner’s Introduction To DevOps Principles in the Kubernetes Tools ecosystem.
-  - [sysadmin.prod.acquia-sites.com: 10 container guides for sysadmins](https://sysadmin.prod.acquia-sites.com/sysadmin/container-guides-2020)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering sysadmin.prod.acquia-sites.com: 10 container guides for sysadmins in the Kubernetes Tools ecosystem.
-  - [dzone: 15 DevOps Trends to Expect in 2021 🌟](https://dzone.com/articles/15-devops-trends-to-expect-in-2021)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: 15 DevOps Trends to Expect in 2021 🌟 in the Kubernetes Tools ecosystem.
-  - [devops.com: 5 Steps to Successful DevOps Culture](https://devops.com/five-steps-to-successful-devops-culture)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devops.com: 5 Steps to Successful DevOps Culture in the Kubernetes Tools ecosystem.
-  - [medium.com: DevOps, Observability, and the need to tear down organizational' boundaries 🌟](https://medium.com/lightstephq/devops-observability-and-the-need-to-tear-down-organizational-boundaries-f5d25755ff3a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: DevOps, Observability, and the need to tear down organizational' boundaries 🌟 in the Kubernetes Tools ecosystem.
-  - [itproportal.com: How to implement DevOps successfully in 2021 🌟](https://www.itproportal.com/features/how-to-implement-devops-successfully-in-2021)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering itproportal.com: How to implement DevOps successfully in 2021 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: Digital Transformation for Modern Enterprises Through DevOps β€” A' Complete Guide](https://medium.com/hackernoon/digital-transformation-for-modern-enterprises-through-devops-a-complete-guide-6f595463c7dd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Digital Transformation for Modern Enterprises Through DevOps β€” A' Complete Guide in the Kubernetes Tools ecosystem.
-  - [puppet.com: The 2021 State of DevOps Report is here! 🌟](https://puppet.com/resources/report/2021-state-of-devops-report)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering puppet.com: The 2021 State of DevOps Report is here! 🌟 in the Kubernetes Tools ecosystem.
-  - [devops.com: 5 Tips for a Successful DevOps Implementation](https://devops.com/5-tips-for-a-successful-devops-implementation)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devops.com: 5 Tips for a Successful DevOps Implementation in the Kubernetes Tools ecosystem.
-  - [itproportal.com: Stop messing up with CI/CD vs. DevOps and learn the difference' finally](https://www.itproportal.com/features/stop-messing-up-with-cicd-vs-devops-and-learn-the-difference-finally)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering itproportal.com: Stop messing up with CI/CD vs. DevOps and learn the difference' finally in the Kubernetes Tools ecosystem.
-  - [blog.udemy.com: Becoming a DevOps Engineer: Understanding the Role and' Responsibilities](https://blog.udemy.com/devops-engineer)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==blog.udemy.com: Becoming a DevOps Engineer: Understanding the Role and' Responsibilities== in the Kubernetes Tools ecosystem.
-  - [medium.com/@hunkarbozkurt: What is DevOps? How Was DevOps Derived?](https://medium.com/@hunkarbozkurt/what-is-devops-how-was-devops-derived-660ef47d42d6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@hunkarbozkurt: What is DevOps? How Was DevOps Derived? in the Kubernetes Tools ecosystem.
-  - [blog.devops.dev: Devops Best Practices for Continuous Delivery 🌟](https://blog.devops.dev/devops-best-practices-for-continuous-delivery-2f0ebbae65c6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: Devops Best Practices for Continuous Delivery 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/@devfire: How To Become a DevOps Engineer In Six Months or Less,' Part 6: Observe](https://medium.com/@devfire/how-to-become-a-devops-engineer-in-six-months-or-less-part-7-monitor-47c61aea0bf7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@devfire: How To Become a DevOps Engineer In Six Months or Less,' Part 6: Observe in the Kubernetes Tools ecosystem.
-  - [rcls.medium.com: Stop calling yourselves DevOps engineers](https://rcls.medium.com/stop-calling-yourselves-devops-engineers-f9dfec382d0d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering rcls.medium.com: Stop calling yourselves DevOps engineers in the Kubernetes Tools ecosystem.
-  - [medium.com/agileinsider: DevOps Principles and Practices Explained in Ten' Minutes](https://medium.com/agileinsider/devops-principles-and-practices-explained-in-ten-minutes-6cec7e1dae6d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/agileinsider: DevOps Principles and Practices Explained in Ten' Minutes in the Kubernetes Tools ecosystem.
-  - [medium.com/@perspectivementor: 6 Essential Skills for Landing a DevOps Job' in 2024](https://medium.com/@perspectivementor/6-essential-skills-for-landing-a-devops-job-in-2024-88f6c19341d7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@perspectivementor: 6 Essential Skills for Landing a DevOps Job' in 2024 in the Kubernetes Tools ecosystem.
-  - [medium.com/keptn: DORA metrics: automatically, for all your Kubernetes workloads](https://medium.com/keptn/dora-metrics-automatically-for-all-your-kubernetes-workloads-42225f4b8515)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/keptn: DORA metrics: automatically, for all your Kubernetes workloads in the Kubernetes Tools ecosystem.
-  - [medium: The Complete DevOps RoadMap 🌟](https://medium.com/hackernoon/the-2018-devops-roadmap-31588d8670cb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: The Complete DevOps RoadMap 🌟 in the Kubernetes Tools ecosystem.
-  - [dzone.com: What Is APIOps? How to Be Successful at It](https://dzone.com/articles/what-is-apiops-and-how-to-be-successful-at-apiops)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: What Is APIOps? How to Be Successful at It in the Kubernetes Tools ecosystem.
-  - [datacenterdynamics.com: Why NetOps needs a digital sandbox to benefit from' DevOps](https://www.datacenterdynamics.com/en/opinions/why-netops-needs-a-digital-sandbox-to-benefit-from-devops)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering datacenterdynamics.com: Why NetOps needs a digital sandbox to benefit from' DevOps in the Kubernetes Tools ecosystem.
-  - [dzone: 3 GPT-3 Tools for Developers, Software and DevOps Engineers, and' SREs](https://dzone.com/articles/3-gpt-3-tools-for-developers-software-engineers-de)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: 3 GPT-3 Tools for Developers, Software and DevOps Engineers, and' SREs in the Kubernetes Tools ecosystem.
-  - [Zebrium](https://www.zebrium.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Zebrium in the Kubernetes Tools ecosystem.
-  - [medium.com/agorapulse-stories: Platform Engineering, Part 3: WHEN & HOW' to Build an Internal Developer Platform](https://medium.com/agorapulse-stories/platform-engineering-part-3-when-how-to-build-an-internal-developer-platform-cfb22efcca34)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/agorapulse-stories: Platform Engineering, Part 3: WHEN & HOW' to Build an Internal Developer Platform in the Kubernetes Tools ecosystem.
-  - [devops.com: What’s the Difference Between DevOps and Platform Engineering?](https://devops.com/whats-the-difference-between-devops-and-platform-engineering)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devops.com: What’s the Difference Between DevOps and Platform Engineering? in the Kubernetes Tools ecosystem.
-  - [medium.com/@rphilogene: What’s an Internal Developer Platform?](https://medium.com/@rphilogene/whats-an-internal-developer-platform-8f52fb367552)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@rphilogene: What’s an Internal Developer Platform? in the Kubernetes Tools ecosystem.
-  - [medium.com/devoptimism: DevOps+Platform Engineering: A Necessary Love Story' of Efficiency](https://medium.com/devoptimism/devops-platform-engineering-a-necessary-love-story-of-efficiency-783dff78fd81)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/devoptimism: DevOps+Platform Engineering: A Necessary Love Story' of Efficiency in the Kubernetes Tools ecosystem.
-  - [medium.com/@rphilogene: Platform Engineering #7: Internal Developer Platform' vs. Internal Developer Portal](https://medium.com/@rphilogene/platform-engineering-7-internal-developer-platform-vs-internal-developer-portal-05c33658891b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@rphilogene: Platform Engineering #7: Internal Developer Platform' vs. Internal Developer Portal in the Kubernetes Tools ecosystem.
-  - [fernandovillalba.substack.com: DevOps: Don't destroy silos, transform them](https://fernandovillalba.substack.com/p/devops-dont-destroy-silos-transform)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering fernandovillalba.substack.com: DevOps: Don't destroy silos, transform them in the Kubernetes Tools ecosystem.
-  - [overcast.blog: 15 Cloud-Native DevOps Tools You Should Know](https://overcast.blog/15-cloud-native-devops-tools-you-should-know-36129057a15c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering overcast.blog: 15 Cloud-Native DevOps Tools You Should Know in the Kubernetes Tools ecosystem.
-  - [medium.com/spacelift: Platform Engineering vs. DevOps](https://medium.com/spacelift/platform-engineering-vs-devops-ade389ce819e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/spacelift: Platform Engineering vs. DevOps in the Kubernetes Tools ecosystem.
-  - [medium.com/@rphilogene: Top 10 Platform Engineering Tools You Should Consider' in 2024](https://medium.com/@rphilogene/top-10-platform-engineering-tools-you-should-consider-in-2024-892e6e211b85)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@rphilogene: Top 10 Platform Engineering Tools You Should Consider' in 2024== in the Kubernetes Tools ecosystem.
 ## Architecture
 
 ### Patterns
@@ -477,41 +116,6 @@
 ### NoOps Evolution
 
   - **(2020)** [How to get from DevOps to NoOps: 5 steps](https://enterprisersproject.com/article/2020/3/how-get-devops-noops-5-steps) [N/A CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” Proposes a five-step path toward fully abstracted, frictionless environments (NoOps). Argues that standard automation must evolve into self-healing platforms that hide low-level operations from microservice developers.
-## Automation and Orchestration
-
-### Ansible
-
-#### Reference Architectures
-
-  - **(2024)** [==Ansible for DevOps Examples==](https://github.com/geerlingguy/ansible-for-devops) ⭐ 9787  [YAML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier community-standard GitHub repository containing configuration blueprints for Jeff Geerling's 'Ansible for DevOps'. Serves as a primary reference for deploying Kubernetes clusters and microservices.
-## CICD Pipelines
-
-### Security
-
-#### Network Access Control
-
-  - **(2024)** [Update to Azure DevOps Allowed IP Addresses](https://devblogs.microsoft.com/devops/update-to-ado-allowed-ip-addresses) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Official update outlining changes in public IP routing paths for Azure DevOps hosted agents. Crucial information for maintaining zero-trust firewall configurations.
-## Career and Interview Preparation
-
-### Interview Prep
-
-#### Cloud Networking
-
-  - **(2026)** [learnsteps.com: DevOps Interview Questions: How will you design your cloud VPC and subnets?](https://www.learnsteps.com/devops-interview-questions-how-will-you-design-your-cloud-vpc-and-subnets) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An architectural scenario walkthrough evaluating VPC partition layout designs. Focuses on address planning, NAT placements, security group hierarchies, and transit routing rules within high-availability clouds.
-## Chaos Engineering
-
-### Curated Playbooks
-
-#### Awesome Lists
-
-  - **(2023)** [==Awesome Chaos Engineering==](https://github.com/dastergon/awesome-chaos-engineering) ⭐ 6589  🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier curated directory of resources, tools, and papers dedicated to the practice of Chaos Engineering. It indexes tools for simulating network latency, injecting resource stress, and terminating instances across various platforms, with a strong focus on cloud-native environments. This is a must-have reference for engineering teams building self-healing, fault-tolerant distributed systems.
-## Cloud Application Platforms
-
-### Azure App Service
-
-#### App Service Diagnostics
-
-  - **(2025)** [**Azure App Service Auto-Heal: Capturing Relevant Data During Performance Issues**](https://techcommunity.microsoft.com/blog/appsonazureblog/azure-app-service-auto-heal-capturing-relevant-data-during-performance-issues/4390351) [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A technical breakdown of the Azure App Service Auto-Heal capability, showing how to trigger automated mitigation actions during performance regressions. It explains how to collect diagnostic artifacts, such as thread dumps, memory dumps, and profiler traces, right before an instance restarts. This proactive debugging practice prevents transient microservice failures from escalating into major outages.
 ## Cloud Architecture
 
 ### Multicloud Solutions
@@ -523,45 +127,12 @@
 
 #### Overview
 
-  - **(2026)** [**NoOps**](https://nubenetes.com/noops) [SPANISH CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Comprehensive conceptual guide on NoOps (No Operations). Describes the strategic path to fully outsourcing infrastructure layers to automated platforms, serverless paradigms, and self-healing systems so engineering can focus 100% on application logic.
+  - **(2026)** [**NoOps**](https://nubenetes.com/noops/) [SPANISH CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Comprehensive conceptual guide on NoOps (No Operations). Describes the strategic path to fully outsourcing infrastructure layers to automated platforms, serverless paradigms, and self-healing systems so engineering can focus 100% on application logic.
 ### Serverless Systems
 
 #### DevOps Pipelines
 
   - **(2022)** [searchitoperations.techtarget.com: Tips and tools to achieve a serverless DevOps workflow](https://www.techtarget.com/searchitoperations/tip/Tips-and-tools-to-achieve-a-serverless-DevOps-workflow) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores the fundamental paradigm shifts involved in building DevOps pipelines for abstracted serverless runtimes. The author breaks down the unique testing, cold-start optimization, and automated IAM policies required for ephemeral compute. Live architecture designs indicate that employing native CI tools combined with frameworks like AWS SAM or Serverless Framework is key to maintaining deployment reliability at scale.
-## Cloud Infrastructure
-
-### AWS Ecosystem
-
-#### Cloud Services
-
-  - **(2026)** [AWS DevOps 🌟](https://aws.amazon.com/devops) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” AWS’s primary DevOps portal, presenting their native continuous delivery and infrastructure management stack, including CodePipeline, CodeBuild, and CloudFormation. While curator listings highlight frictionless integration with EC2 and ECS, live architectural patterns in 2026 showcase teams frequently combining AWS-native compute with cloud-agnostic deployment runtimes to avoid platform lock-in.
-### Automation (1)
-
-#### Developer Workflows
-
-  - **(2021)** [thenewstack.io: 5 Cloud Automation Tips for Developers and DevOps](https://thenewstack.io/5-cloud-automation-tips-for-developers-and-devops)  [COMMUNITY-TOOL] β€” Details actionable cloud infrastructure and automation recommendations. Focuses on orchestrating stateless and stateful resources using modular IaC formats, automating dynamic ephemeral staging environments, and implementing declarative cloud drift reconciliation systems.
-#### Glossary
-
-  - **(2022)** [redhat.com: Red Hat automation glossary 🌟](https://www.redhat.com/en/blog/red-hat-automation-glossary)  [COMMUNITY-TOOL] β€” Provides a comprehensive terminology reference mapping modern DevOps, configuration management, and automation jargon. Offers clear, enterprise-aligned definitions for terms like CI/CD, IaC, GitOps, and orchestration engines.
-#### SysAdmin Practices
-
-  - **(2021)** [redhat.com: Tales from the field: A system administrator's guide to IT automation](https://www.redhat.com/en/blog/it-automation-book)  [COMMUNITY-TOOL] β€” Examines transition stages from traditional system administration scripting to unified declarative automation models. Uses real-world enterprise scenarios to show how to build configuration environments using tools like Ansible.
-### Azure Ecosystem
-
-#### Platform Services
-
-  - **(2026)** [Azure DevOps 🌟](https://azure.microsoft.com/en-us/products/devops) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Microsoft's enterprise-grade platform offering Boards, Pipelines, Repos, Test Plans, and Artifacts. Curator insights highlight its deep integration with corporate AD and Azure cloud services. Live enterprise architecture evaluations show that despite the rising popularity of GitHub Enterprise, Azure DevOps remains highly dominant in massive corporate ecosystems due to its robust work-item tracking and compliance engines.
-### Network Infrastructure
-
-#### NetDevOps
-
-  - **(2023)** [devops.com: The Rise of NetDevOps and CI/CD Pipeline Solutions](https://devops.com/the-rise-of-netdevops-and-ci-cd-pipeline-solutions) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Details the integration of DevOps practices into physical and software-defined network engineering (NetDevOps). The author explains how manual CLI configurations are replaced by declarative pipelines and GitOps repositories. Live network architecture relies on these methodologies to continuously test, validate, and push configuration changes to production switches and core SD-WAN structures.
-### Serverless
-
-#### Developer Experience
-
-  - **(2021)** [thenewstack.io: DevOps, DevApps and the Death of Infrastructure](https://thenewstack.io/devops-devapps-and-the-death-of-infrastructure) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Discusses the paradigm shift toward absolute infrastructure abstraction under serverless, edge runtime, and 'DevApps' architectures. Critically analyzes how shifting infrastructure concerns to managed platforms permits developers to execute pure, decoupled business logic without runtime overhead.
 ## Cloud Native
 
 ### Kubernetes Orchestration
@@ -569,13 +140,6 @@
 #### DevOps-as-a-Service
 
   - **(2021)** [containerjournal.com: Best of 2021 – Kubernetes Enables DevOps-as-a-Service (DaaS)](https://cloudnativenow.com/features/kubernetes-enables-devops-as-a-service-daas) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores how Kubernetes functions as the underlying engine to enable flexible, on-demand DevOps-as-a-Service platforms. Curator reviews focus on dynamic build runner scaling and containerized API scheduling. Live cloud-native operations show that employing Kubernetes controllers allows organizations to build resilient, auto-scaling internal developer platforms that automatically manage their own underlying build workloads.
-## Cloud Providers
-
-### AWS
-
-#### CICD and Security
-
-  - **(2019)** [cloudtweaks.com: DevOps - Secure and Scalable CI/CD Pipeline with AWS](https://cloudtweaks.com/2019/05/devops-secure-and-scalable-ci-cd-pipeline-with-aws) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An architectural guide detailing how to build highly secure, scalable CI/CD pipelines natively on AWS using CodePipeline, CodeBuild, and IAM roles. Discusses security integrations such as static analysis and automated vulnerability scanning at the ingest phase.
 ## Containerization
 
 ### DevOps (1)
@@ -583,6 +147,11 @@
 #### Evolution
 
   - **(2020)** [containerjournal.com: How the Rise of Containers Will Drive DevOps](https://cloudnativenow.com/topics/cloudnativedevelopment/how-the-rise-of-containers-will-drive-devops) [N/A CONTENT] 🌟 [COMMUNITY-TOOL] β€” Illustrates how portable container formats forced the industry to adopt standardized continuous validation scripts and robust container management, uniting development and production lifecycles.
+### Docker
+
+#### Fundamentals
+
+  - **(2022)** [github.com/paragpallavsingh/90DaysOfDevOps: Day 21 Task: Docker Essential' Concepts](https://github.com/paragpallavsingh/90DaysOfDevOps/blob/master/submission/day21/README.md) ⭐ 11  [MARKDOWN CONTENT] 🌟 [COMMUNITY-TOOL] β€” A hands-on instructional guide focusing on the underlying container runtimes, image building patterns, registry integrations, and storage volumes. Clarifies how virtual isolation concepts scale within container systems.
 ### Kubernetes
 
 #### Configuration Management
@@ -605,168 +174,9 @@
 ### Security Policy
 
   - **(2020)** [computing.co.uk: CloudBees gets busy with security, visibility and control as DevOps evolves](https://www.computing.co.uk/news/4020521/cloudbees-busy-security-visibility-control-devops-evolves) [N/A CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” Examines corporate initiatives aimed at embedding security validations and automated pipeline compliance directly within Jenkins-based and unified enterprise orchestration systems.
-## Culture (1)
-
-### Career Development
-
-  - **(2020)** [thenewstack.io: The Future of Ops Careers 🌟🌟](https://thenewstack.io/the-future-of-ops-careers) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Analyzes the evolution of systems careers, mapping the rise of specialized SRE and platform engineering positions to handle complex multi-cloud deployments.
-### Career Transition
-
-  - **(2019)** [opensource.com: The case for making the transition from sysadmin to DevOps engineer](https://opensource.com/article/19/7/devops-vs-sysadmin) [N/A CONTENT] 🌟 [COMMUNITY-TOOL] β€” Highlights shift requirements for infrastructure personnel. Explores how adopting systemic code logic patterns instead of static configuration scripts secures system scale.
-  - **(2019)** [opensource.com: How to transition into a career as a DevOps engineer](https://opensource.com/article/19/7/how-transition-career-devops-engineer) [N/A CONTENT] 🌟 [COMMUNITY-TOOL] β€” Detailed strategic path to transition careers into cloud engineering. Underlines core requirements including version control, script modularity, and telemetry concepts.
-### Collaboration Systems
-
-  - **(2020)** [thenewstack.io: DevOps World: DevOps Moves to Resilient Collaboration](https://thenewstack.io/post-pandemic-devops-moves-to-resilient-collaboration) [N/A CONTENT] 🌟 [COMMUNITY-TOOL] β€” Evaluates the rise of highly collaborative virtual frameworks in platform operations. Details how telemetry sharing stabilizes distributed team response performance.
-### Enterprise Transformation
-
-  - **(2021)** [deloitte.com: Culture change, not tech, is the secret to DevOps success (podcast) 🌟](https://www.deloitte.com/us/en/what-we-do/capabilities/cloud-transformation/collections/cloud-podcast.html) [N/A CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” This discussion shifts the industry focus away from simple tooling loops to prioritize organizational psychology as the true engine of DevOps performance. Highlights the minimization of structural silos as a core technical enabler.
-### Industry Survey
-
-  - **(2020)** [stackoverflow.blog: The rise of the DevOps mindset 🌟](https://stackoverflow.blog/2020/06/10/the-rise-of-the-devops-mindset) [N/A CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Draws on Stack Overflow developers' telemetry data to illustrate how software architects have universally embraced CI/CD automation and infrastructure control tasks as core aspects of their jobs.
-### Leadership
-
-  - **(2020)** [enterprisersproject.com: 3 DevOps skills IT leaders need for the next normal](https://enterprisersproject.com/article/2020/7/3-devops-skills-it-leaders-need-next-normal) [N/A CONTENT] 🌟 [COMMUNITY-TOOL] β€” Identifies the core enterprise skills needed for modern remote operations: distributed log telemetry, continuous automated compliance validation, and team psychological safety.
-### Open Source Methodology
-
-  - **(2020)** [opensource.com: Create a DevOps culture with open source principles](https://opensource.com/article/20/12/remote-devops) [N/A CONTENT] 🌟 [COMMUNITY-TOOL] β€” Examines structural commonalities between successful open source software architectures and enterprise platform operations. Promotes asynchronous review strategies and code-level infrastructure collaboration.
-### Organizational Roles
-
-  - **(2020)** [DevOps engineers: Common misconceptions about the role](https://enterprisersproject.com/article/2020/6/devops-engineer-role-common-misconceptions) [N/A CONTENT] 🌟 [COMMUNITY-TOOL] β€” Deconstructs organizational anti-patterns where old team silos are merely renamed. Explains why dedicated platform engineering groups must prioritize internal platform development over manual support queues.
-### Risk Assessment
-
-  - **(2020)** [acloudguru.com: 5 Reasons to NOT Move to DevOps 🌟](https://www.pluralsight.com/resources/blog/cloud/5-reasons-to-not-move-to-devops) [N/A CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Presents a critical look at modern DevOps transformations. Outlines operational and structural bottlenecks where attempts fail due to misaligned software patterns or lacking automated testing frameworks.
-## Data Engineering
-
-### Data Operations
-
-#### Data Integration
-
-  - **(2024)** [seekwell](https://www.seekwell.io) [N/A CONTENT]  [COMMUNITY-TOOL] β€” SeekWell is a data operations platform that bridges the gap between raw SQL databases and business applications (such as Google Sheets, Slack, and Salesforce) by automating continuous data synchronization. The curator highlights its simple query-to-push pipeline. Live data operations show that utilizing such tools accelerates data analytics feedback loops without requiring massive, complex ETL pipelines.
-#### Data-as-Code
-
-  - **(2021)** [thenewstack.io: The Coming Era of Data as Code 🌟](https://thenewstack.io/the-coming-era-of-data-as-code) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Presents the 'Data as Code' philosophy, where datasets are treated with the same version control, testing, and continuous delivery disciplines as application source code. The author argues that data pipelines must have rigorous validation tests before execution. Live enterprise analytics frameworks validate this trend, showing that treating data declaratively is essential for stable, reproducible machine learning and analytical pipelines.
-  - **(2021)** [arrikto.com: What is Data as Code 🌟](https://www.arrikto.com/blog/what-is-data-as-code) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Outlines the foundational architectural pillars of Data as Code, focusing on git-like versioning for datasets, isolated staging environments, and immutable data storage snapshots. Curator points map this to reproducible machine learning pipelines. Live operational telemetry shows these patterns are key to preventing data drift and ensuring compliance with regulatory data auditing guidelines.
-## Deployment and Delivery
-
-### CICD and Delivery
-
-#### Self-Hosted Runners
-
-  - **(2025)** [Buildbot](https://buildbot.net) [PYTHON CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A Python-based framework designed for continuous integration testing. Although largely surpassed by Kubernetes-native engines, Buildbot remains a robust, highly extensible platform for complex, non-standard compilation requirements.
-## DevOps and CICD
-
-### Infrastructure as Code
-
-#### Orchestration Platforms
-
-  - **(2026)** [The DevOps Bottleneck: Why IaC Orchestration is the Missing Piece](https://devops.com/the-devops-bottleneck-why-iac-orchestration-is-the-missing-piece) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Addresses operational scale limits when managing state files and workflow dependencies manually. Argues for unified infrastructure orchestration planes that handle secrets distribution and pipeline synchronization systematically.
-### Roadmaps
-
-#### Career Path
-
-  - **(2026)** [**DevOps Roadmap for 2026**](https://github.com/milanm/DevOps-Roadmap) ⭐ 19614  [MARKDOWN CONTENT] 🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An extensive, highly-vetted community map outlining modern DevOps and platform engineering educational pathways. Synthesizes knowledge milestones across systems internals, network protocols, continuous integration/continuous delivery protocols, and hybrid observability.
-## DevOps and Learning Resources
-
-### Video Courses
-
-#### Ansible (1)
-
-  - **(2022)** [youtube playlist: Ansible Tutorial - by Thetips4you 🌟](https://www.youtube.com/playlist?list=PLVx1qovxj-al0Knm1A0eEXfGyd5kCi16p)  [COMMUNITY-TOOL] β€” An extensive video tutorial series mapping out foundational DevOps patterns using Ansible. Progresses from single-target ad-hoc commands to complex corporate role orchestration.
-## DevOps and Platforms
-
-### Automation (2)
-
-#### Architecture Strategy
-
-  - **(2023)** [thenewstack.io: Automation Is No Silver Bullet: 3 Keys for Scaling Success](https://thenewstack.io/automation-is-no-silver-bullet-3-keys-for-scaling-success) [EN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Curator Insight: Warns that blindly automating chaotic systems produces automated bottlenecks. Live Grounding: Highlights that automation of broken or inefficient workflows only accelerates operational failures, demanding robust systems analysis before coding pipelines.
-#### Professional Development
-
-  - **(2024)** [redhat.com: Why IT automation training is a smart way to boost your career](https://www.redhat.com/en/blog/it-automation-training) [EN CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight: Assesses the impact of system automation training on developer career progression. Live Grounding: Validates that skills in Ansible, Terraform, and GitOps are indispensable for systems engineers looking to scale hybrid cloud infrastructures.
-### Career Paths
-
-#### AWS Pathways
-
-  - **(2023)** [dev.to/aws-builders: How to get started with DevOps? What skills should we start with?](https://dev.to/aws-builders/how-to-get-started-with-devops-what-skills-should-we-start-with-5efp) [EN CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight: A beginner-focused roadmap detailing key technologies to study for AWS DevOps integration. Live Grounding: Recommends mastering basic infrastructure-as-code patterns, CI/CD mechanisms, and AWS core services to implement solid pipeline architectures.
-#### Enterprise Impact
-
-  - **(2023)** [abc.es: Ingenieros DevOps, la pieza clave del engranaje digital de las empresas 🌟](https://www.abc.es/economia/ingenieros-devops-pieza-clave-engranaje-digital-empresas-20230212000148-nt.html) [ES CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight: Positions DevOps engineers as the driving force of corporate digital evolution in Spain. Live Grounding: Demonstrates how continuous deployment methodologies act as the cornerstone of commercial agility and software release velocity.
-#### Skill Roadmap
-
-  - **(2022)** [devops.com: 11 Steps to a Successful DevOps Career](https://devops.com/11-steps-to-a-successful-devops-career) [EN CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight: A step-by-step roadmap detailing technical proficiencies needed for DevOps roles. Live Grounding: Emphasizes a hybrid skillset combining scripting, continuous integration tools, public cloud architectures, and solid collaboration paradigms.
-### Infrastructure
-
-#### Cloud Integrations
-
-  - **(2022)** [umbrellainfocare.com: Cloud and DevOps are Made for Each Other](https://www.umbrellainfocare.com/blogs/cloud-and-devops-are-made-for-each-other) [EN CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight: Explores the symbiotic ecosystem formed when cloud services utilize modern continuous deployment pipelines. Live Grounding: Explains how virtualization and elastic cloud sizing provide the underlying infrastructure that continuous software testing demands.
-#### Multi-Cloud
-
-  - **(2023)** [devops.com: Home Β» Blogs Β» A DevOps Reset for a Multi-Cloud World](https://devops.com/a-devops-reset-for-a-multi-cloud-world) [EN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Curator Insight: Explores multi-cloud complexities and the adjustments needed in cloud configuration. Live Grounding: Outlines abstract orchestration strategies using tools like Terraform and Kubernetes to bypass cloud-provider lock-in.
-### Leadership (1)
-
-#### Enterprise Strategy
-
-  - **(2020)** [enterprisersproject.com: DevOps: 5 things teams need from CIOs](https://enterprisersproject.com/article/2020/7/devops-5-things-teams-need) [EN CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight: Outlines the executive support structures that CIOs must deliver to ensure DevOps team effectiveness. Live Grounding: Establishes critical organizational strategies, demonstrating how continuous investment, barrier reduction, and dedicated platform teams drive deployment efficiency.
-### Methodology
-
-#### Future Trends
-
-  - **(2021)** [enterprisersproject.com: DevOps: 3 skills needed to support its future in the enterprise](https://enterprisersproject.com/article/2021/10/devops-future-operating-model-it) [EN CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight: Investigates the core technical skillsets required to guide the evolution of corporate IT pipelines. Live Grounding: Points to Site Reliability Engineering (SRE), Platform Engineering, and DevSecOps as the essential evolutionary pathways for IT service architectures.
-#### Introduction
-
-  - **(2025)** [redhat.com: Understanding DevOps](https://www.redhat.com/en/topics/devops) [EN CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight: Groundwork explanation of continuous integration, collaboration, and platform metrics from Red Hat. Live Grounding: Acts as an industry standard explanation, connecting automated pipelines, team collaboration, and shared responsibility with real-world infrastructure delivery models.
-  - **(2025)** [redhat.com: El concepto de DevOps](https://www.redhat.com/es/topics/devops) [ES CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight: Core DevOps theory resource tailored specifically for Spanish-speaking IT markets. Live Grounding: Translates essential continuous integration, infrastructure as code, and site reliability paradigms for local development environments and multi-national technical teams.
-#### SRE vs SysAdmin
-
-  - **(2022)** [linkedin.com/pulse: Is DevOps just system administration repackaged?](https://www.linkedin.com/pulse/devops-just-system-administration-repackaged-gianluca-mascolo) [EN CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight: Addresses the common misconception that DevOps is merely rebranded system administration. Live Grounding: Distinguishes DevOps through its focus on programmatic infrastructure, developer empowerment, and shared deployment stewardship.
-#### SaaS DevOps
-
-  - **(2023)** [salesforceben.com: 5 DevOps Concepts You Need to Know](https://www.salesforceben.com/5-devops-concepts-you-need-to-know) [EN CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight: Explores primary DevOps paradigms customized for enterprise-level SaaS environments. Live Grounding: Highlights specialized CI/CD patterns required for custom cloud SaaS platforms, bringing automated testing and sandbox versioning to enterprise systems.
-#### Shifting Left Risks
-
-  - **(2023)** [infoq.com: Dark Side of DevOps - the Price of Shifting Left and Ways to Make it Affordable](https://www.infoq.com/articles/devops-shifting-left) [EN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Curator Insight: Discusses the fatigue caused by overload as developers take over security and operational tasks. Live Grounding: Explores strategies to balance developer responsibility with organizational guardrails to prevent developer burnout and security bypasses.
-#### Team Culture
-
-  - **(2022)** [devops.com: The DevOps Journey: Continuous Mindset Starts With Cultural Change](https://devops.com/the-evolving-devops-journey-continuous-mindset-starts-with-cultural-change) [EN CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight: Asserts that successful DevOps execution relies heavily on fundamental cultural shifts. Live Grounding: Concludes that technical tools inevitably fail without a parallel focus on dismantling corporate silos and unifying developer-operator objectives.
-  - **(2021)** [devblogs.microsoft.com: DevOps Dojo – Culture and Mindset](https://devblogs.microsoft.com/devops/devops-dojo-culture-and-mindset) [EN CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight: Outlines Microsoft's 'DevOps Dojo' approach to scaling high-performance dev cultures. Live Grounding: Demonstrates how continuous improvement, growth mindset training, and blameless post-mortems elevate enterprise cloud deployments.
-#### Trends
-
-  - **(2023)** [dev.to: DevOps Trends for Developers in 2023 | Pavan Belagatti](https://dev.to/pavanbelagatti/devops-trends-for-developers-in-2023-345b) [EN CONTENT]  [EMERGING] β€” Curator Insight: Details trending technologies and tooling directions emerging within DevOps. Live Grounding: Highlights progressive shifts toward DevSecOps, Platform Engineering, and GitOps-managed container lifecycles in the modern enterprise.
-### Resources
-
-#### Community Aggregators
-
-  - **(2026)** [devopszone.info](https://www.devopszone.info) [EN CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight: Aggregates community blog posts and shared telemetry workflows. Live Grounding: Serves as a crowdsourced hub highlighting practical engineering tricks and alternative infrastructure strategies.
-#### Directories
-
-  - **(2026)** [Top 15 DevOps blogs to read and follow](https://www.techtarget.com/searchitoperations/feature/Top-15-DevOps-blogs-to-read-and-follow) [EN CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight: TechTarget's directory of the most influential devops online resources. Live Grounding: Identifies industry authorities and practical technical publications, steering engineers toward high-signal blogs and community forums.
-#### Industry News
-
-  - **(2026)** [devopsdigest.com](https://www.devopsdigest.com) [EN CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight: An executive-facing digest on technical pipeline achievements and enterprise vendor tools. Live Grounding: Translates high-level technical updates into business insights, focusing on investment returns and organizational productivity.
-#### Media Hubs
-
-  - **(2026)** [devops.com](https://devops.com) [EN CONTENT]  [EMERGING] β€” Curator Insight: Major industry hub for DevOps articles, webinars, and news. Live Grounding: Offers central coverage of emerging SRE trends, security frameworks, and container orchestration developments.
-#### Technical Tips
-
-  - **(2026)** [devopstips.net](https://devopstips.net) [EN CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight: Curates bite-sized technical tricks regarding Docker, Linux, and Kubernetes. Live Grounding: Provides developers with quick-reference command sequences and configurations to debug CI/CD and system behaviors.
-#### Tutorial Portals
-
-  - **(2026)** [mrcloudbook.com: Mr Cloud Book](https://mrcloudbook.com) [EN CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight: A technical guide and tutorial site focusing on cloud service providers and CI/CD tools. Live Grounding: Offers clear step-by-step instructions for implementing Jenkins pipelines, Git practices, and cloud configurations for entry-level infrastructure practitioners.
-#### Upskilling Directories
-
-  - **(2022)** [orange-quarter.com: Upskill yourself with these 5 DevOps resources](https://orange-quarter.com/upskill-yourself-with-these-5-devops-resources) [EN CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight: Lists top educational channels including dzone, Arrested DevOps, and Devopsdays. Live Grounding: Connects platform developers with specialized podcasts, community conferences, and interactive platforms to fast-track career evolution.
-### Security (1)
-
-#### Threat Modeling
-
-  - **(2023)** [microsoft.com: DevOps threat matrix](https://www.microsoft.com/en-us/security/blog/2023/04/06/devops-threat-matrix) [EN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Curator Insight: Microsoft's structural blueprint of potential vulnerabilities in CI/CD environments. Live Grounding: Provides an essential reference for DevSecOps, detailing risks associated with repository access, build pipeline injection, and cloud secrets management.
-### Telemetry and Metrics
-
-#### SRE Concepts
-
-  - **(2023)** [devops.com: Why MTTR is a Vital Metric for DevOps Teams](https://devops.com/why-mttr-is-a-vital-metric-for-devops-teams) [EN CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight: Details how MTTR influences business outcome reliability and pipeline maturity. Live Grounding: Details how real-time logging, distributed tracing, and incident response runbooks directly improve telemetry metrics inside microservices deployments.
 ## DevOps and SRE
 
-### CICD Pipelines (1)
+### CICD Pipelines
 
 #### Architecture (1)
 
@@ -774,41 +184,17 @@
 #### Tool Integrations
 
   - **(2023)** [youtube playlist: DevOps - SonarQube, Artifactory, JFrog, Jenkins, Maven, etc 🌟](https://www.youtube.com/playlist?list=PLVx1qovxj-akoYTAboxT1AbHlPmrvRYYZ) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A highly structured educational video playlist demonstrating the end-to-end integration of essential enterprise tools including SonarQube, JFrog Artifactory, Jenkins, and Maven. Curator insights praise the step-by-step installation guides. Live architectural operations confirm this collection as an excellent, hands-on pipeline-construction reference for intermediate engineers aiming to master security scanning and artifact management.
-### Cloud Migration
-
-#### DevOps-as-a-Service (1)
-
-  - **(2021)** [DevOps as a Service: Migrating Your Entire DevOps Stack to the Cloud](https://devops.com/devops-as-a-service-migrating-your-entire-devops-stack-to-the-cloud) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Analyzes the business and architectural trade-offs of migrating an organization's entire internal build and testing infrastructure to SaaS-based DevOps-as-a-Service offerings. The curator details the comparison between maintaining self-hosted Jenkins clusters versus subscribing to cloud platforms. Live platform standards prove that modern SaaS solutions dramatically decrease internal maintenance overhead while enhancing security auditing compliance.
 ### Culture and Organizations
 
-#### Mindset Shift
-
-  - **(2021)** [calcalistech.com: β€œDevOps is a culture, it's not a job description”](https://www.calcalistech.com/ctechnews/article/s1mlpunf9) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Deconstructs the operational philosophy that DevOps must be approached as a deep cultural paradigm rather than a superficial job title. The curator emphasizes developer autonomy, collective ownership, and a blame-free post-mortem culture. Live production telemetry in 2026 highlights that the emergence of structured Platform Engineering teams is the logical maturity stage required to scale this cultural vision without cognitive overload.
 #### Netflix Engineering
 
   - **(2018)** [Full Cycle Developers at Netflix β€” Operate What You Build](https://netflixtechblog.com/full-cycle-developers-at-netflix-a08c31f83249) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A seminal Netflix engineering whitepaper outlining the 'Full Cycle Developer' philosophy, where teams maintain complete ownership of their code from design, through deployment, down to live production support. Curator analyses show how this eliminates classical operational handoff friction. Live SRE structures in 2026 treat this case study as the foundational model that inspired modern Platform Engineering paradigms.
-### Enterprise Strategy (1)
-
-#### Adoption Frameworks
-
-  - **(2024)** [simform.com: How to Implement DevOps for Enterprise?](https://www.simform.com/blog/devops-for-enterprise) [N/A CONTENT]  [LEGACY] β€” Analyzes the strategic blueprints required to migrate legacy corporate architectures into streamlined DevOps operational methodologies. Curator insights focus on dismantling organizational silos and establishing unified communication channels. Modern live assessment in 2026 confirms its heavy relevance to SAFe and LeSS enterprise frameworks, showing that automated QA governance gates are vital to maintaining continuous deployment velocity.
-#### Methodologies
-
-  - **(2021)** [information-age.com: DevOps vs Agile: distinguishing and combining the two](https://www.information-age.com/devops-vs-agile-distinguishing-and-combining-the-two-20117) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Delineates the operational boundaries and mutual integration points between Agile product delivery methodologies and DevOps engineering frameworks. The author contrasts Agile’s target of rapid feature specification with DevOps’ prioritization of runtime security and infrastructure reliability. Live organizational analysis confirms that blending both paradigms prevents developers from deploying applications faster than the operations platform can securely manage.
-### Fundamentals
-
-#### Core Concepts
-
-  - **(2022)** [reviewnprep.com: DevOps Basics](https://reviewnprep.com/blog/devops-basics) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Presents an essential primer on the core building blocks of the DevOps lifecycle, including continuous integration, pipeline automation, and automated monitoring. Curator structures position this as an introductory learning framework. Live software engineering reviews validate that these foundational definitions remain highly useful for aligning non-technical business stakeholders on modern delivery metrics.
-#### Terminology
-
-  - **(2025)** [DevOps Glosary of Terms 🌟](https://digital.ai/glossary) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive dictionary of contemporary DevOps, Agile, and DevSecOps concepts hosted by Digital.ai. The curator organizes precise explanations of architectural terms to align development, security, and business operations. Live engineering departments utilize this lexicon to establish unified communication standards during enterprise agility transitions.
 ### Industry Evolution
 
-#### Trends (1)
+#### Trends
 
   - **(2024)** [net.connect4techs.com: What are the top DevOps trends in 2024](https://net.connect4techs.com/what-are-the-top-devops-trends-in-2024) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Examines key shifting trends across the platform landscape, emphasizing AI-assisted pipeline generation, FinOps sustainability controls, and the rise of unified platform portals. Live tracking in 2026 validates these predictions, showing that platform engineering structures have largely evolved from raw scripting to automated self-service developer portals built on frameworks like Backstage.
-### Infrastructure (1)
+### Infrastructure
 
 #### On-Premises Architecture
 
@@ -816,60 +202,23 @@
 #### Windows Ecosystems
 
   - **(2018)** [Applying Netflix DevOps Patterns to Windows](https://netflixtechblog.com/applying-netflix-devops-patterns-to-windows-2a57f2dbbf79) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Details Netflix's architectural execution of porting their sophisticated Linux-native continuous delivery and immutable AMI workflows onto a Windows Server enterprise footprint. The curator outlines custom AMI bakery designs and Spinnaker pipeline adaptations. While modern .NET workloads have largely migrated to containerized Linux, this case study remains an exceptional masterclass in heterogeneous enterprise integration.
-### Performance Metrics
-
-#### DORA Keys
-
-  - **(2024)** [dynatrace.com: 9 key DevOps metrics for success - What are the four main DevOps metrics? DORA’s Four Keys](https://www.dynatrace.com/news/blog/devops-metrics-for-success) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Examines the industry-standard DORA metrics (Deployment Frequency, Lead Time for Changes, Change Failure Rate, and MTTR) alongside advanced instrumentation models. Curator observations position these four markers as the absolute benchmark of elite delivery organizations. Live engineering practices emphasize that automating the capture of this telemetry is essential to establishing real-time value-stream visibility.
-### Professional Development (1)
-
-#### Learning Methodologies
-
-  - **(2022)** [dev.to: How I learn new technologies as a DevOps Engineer (without being overwhelmed πŸ‘) | TechWorld with Nana](https://dev.to/techworld_with_nana/how-i-learn-new-technologies-as-a-devops-engineer-without-being-overwhelmed--495e) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Nana Janashia outlines a robust, tactical blueprint for digesting complex technical architectures without developer fatigue. The approach advocates for understanding foundational problems (such as scheduling, state, and network proxying) before learning individual vendor CLIs. Live engineering validation in 2026 confirms this concept-first strategy as the most effective filter for surviving rapid platform technology churn.
 ### Roadmaps and Career
 
 #### Skill Sets
 
   - **(2023)** [techworld-with-nana.com: DevOps Roadmap 🌟](https://www.techworld-with-nana.com/devops-roadmap) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Nana Janashia provides a structured, modern educational roadmap focusing on practical containerization, orchestrators like Kubernetes, infrastructure-as-code, and automated observability stacks. Curator guidance points out the importance of project-based learning. Live industry training tracks demonstrate that this visual curriculum is incredibly effective at taking developers and transforming them into capable operations engineers.
-  - **(2021)** [dev.to: Your Roadmap to Become a DevOps Engineer in 2021](https://dev.to/kodekloud/your-roadmap-to-become-a-devops-engineer-in-2020-i1n) [N/A CONTENT]  [COMMUNITY-TOOL] β€” This KodeKloud handbook charts a practical learning path, focusing heavily on Linux administration, foundational shell scripting, and basic configuration managers. While newer platform abstractions have introduced advanced GitOps frameworks, live assessments show that the primary operating system skills and networking prerequisites mapped in this article remain absolute requirements for senior infrastructure engineering.
-### Security and Quality
-
-#### Shift Left
-
-  - **(2020)** [enterprisersproject.com: DevOps: Why shift left goes wrong](https://enterprisersproject.com/article/2020/5/devops-shift-left-why-goes-wrong) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Investigates the frequent failures and cultural frictions that occur when security and automated testing are shifted left without proper developer abstractions. Curator insights highlight developer burnout caused by tooling bloat. Live DevSecOps practices in 2026 demonstrate that successful organizations solve this by embedding security compliance invisible inside automated platform templates rather than assigning raw operations responsibilities to developers.
 ### Tooling Landscapes
 
-#### Interactive Reference
-
-  - **(2025)** [The Ultimate DevOps Tool Chest 🌟](https://digital.ai/learn/diagram-generator) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” An interactive tool directory permitting development teams to visualize, filter, and plan their software delivery pipelines across hundreds of toolchains. Curator features highlight its utility for diagramming complex engineering topologies. Live assessments confirm its usefulness for platform architects running audits on modern toolchains to eliminate redundant licensing costs.
 #### Visual Architecture
 
   - **(2025)** [Periodic Table of DevOps 🌟](https://digital.ai/learn/devsecops-periodic-table) [N/A CONTENT]  [COMMUNITY-TOOL] β€” The highly recognized periodic infographic classifying DevSecOps tooling landscapes into clear segments such as CI/CD, database management, cloud hosting, and runtime security. Curator taxonomies organize tools by practical category to assist architect planning. Live platform design relies on this framework to easily map modern cloud-native service chains and security compliance integrations.
 ## DevOps Culture
 
-### Organizational Design
-
-#### Culture and Governance
-
-  - **(2023)** [**blog.vmware.com: DevOps: Culture – Collaboration, Empowerment, Autonomy 🌟**](https://blogs.vmware.com/cloud-foundation) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Explores structural and cultural transformations required to establish a high-performing DevOps initiative. Focuses on decentralizing operational decisions, psychological safety, and establishing platform teams to enable developers.
-#### DevOps Bottlenecks
-
-  - **(2023)** [informationweek.com: What's Holding DevOps Back?](https://www.informationweek.com/software-services/what-s-holding-devops-back-) 🌟🌟🌟 [LEGACY] β€” Diagnostic deep dive into the common bottlenecks holding legacy organizations back from true DevOps adoption. Identifies organizational silos, tool fatigue, lack of training, and legacy governance frameworks as persistent pain points.
 ### Platform Engineering
 
 #### PlatformOps
 
   - **(2024)** [**blog.postman.com: What Is PlatformOps?**](https://blog.postman.com/what-is-platformops) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Analysis of the rise of PlatformOps as the execution branch of Platform Engineering. Explains the transition of managing dev tooling, infrastructure catalogs, and APIs as internal products to drastically reduce cognitive load for developers.
-### Professional Development (2)
-
-#### Career Growth
-
-  - **(2022)** [about.gitlab.com: Soft skills are the key to your DevOps career advancement](https://about.gitlab.com/blog/soft-skills-are-the-key-to-your-devops-career-advancement) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Analysis highlighting soft skillsβ€”communication, empathy, and active listeningβ€”as primary drivers for senior engineering growth. Emphasizes how DevOps success is rooted deeper in cultural empathy and collaboration than in mere tool proficiency.
-### Tooling Ecosystem
-
-#### Overview (1)
-
-  - **(2026)** [**DevOps Tools**](https://nubenetes.com/devops-tools) [SPANISH CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Catalog of modern DevOps tooling encompassing continuous integration, artifact storage, automated testing, container scheduling, and real-time telemetry pipelines to build stable, production-ready release processes.
 ## DevOps Methodology
 
 ### Application Delivery
@@ -877,286 +226,38 @@
 #### Performance Optimization
 
   - **(2021)** [devops.com: DevOps for the Development and Delivery of High-Performance Applications](https://devops.com/devops-for-the-development-and-delivery-of-high-performance-applications) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Examines production-grade execution models for high-performance software. Discusses continuous optimization loops, modern caching topologies, database query tuning integration in pipeline tests, and real-time tracing metrics to scale complex microservices architectures.
-### Automation Philosophy
+### Foundational Principles
 
-#### Continuous Deployment
-
-  - **(2021)** [devopsonline.co.uk: The role of Automation in DevOps](https://www.devopsonline.co.uk/the-role-of-automation-in-devops)  [COMMUNITY-TOOL] β€” Analyzes how automation affects software reliability and deployment speeds. Details how automating tests and deployments reduces human error and secures consistent, compliant environments at scale.
-#### Continuous Integration
-
-  - **(2021)** [weblineindia.com: DevOps Automation – Everything You Need to Know](https://www.weblineindia.com/blog/all-about-devops-automation)  [COMMUNITY-TOOL] β€” Details continuous lifecycle orchestration techniques from code analysis to deployment. Analyzes pipeline security patterns, continuous testing targets, container storage architectures, and zero-downtime deployment patterns like blue-green systems.
-#### Culture and Mindset
-
-  - **(2021)** [devops.com: Unlocking Your DevOps Automation Mindset 🌟](https://devops.com/unlocking-your-devops-automation-mindset)  [COMMUNITY-TOOL] β€” This technical analysis outlines tactical shifts from manual toil to systemic continuous delivery and test automation architectures. It demonstrates patterns for decentralizing operations by pushing configuration ownership to development teams, reducing release anxiety through early integration and continuous feedback loops.
-### Best Practices
-
-#### Foundational Principles
-
-  - **(2021)** [content.techgig.com: 5 Best DevOps practices for beginners](https://content.techgig.com/5-best-devops-practices-for-beginners/articleshow/81368965.cms)  [COMMUNITY-TOOL] β€” A beginner's breakdown focusing on foundational workflow automations. Emphasizes structured Git branching protocols, continuous integration, early diagnostic alerting, standardized localized environments, and incremental canary releases to optimize developer confidence.
-#### Team Topologies
-
-  - **(2021)** [thenewstack.io: 3 Habits of Highly Successful DevOps Teams](https://thenewstack.io/3-habits-of-highly-successful-devops-teams)  [COMMUNITY-TOOL] β€” Summarizes three key strategies of high-performing engineering teams: proactive toil reduction, fast and automated feedback cycles, and managing applications as immutable packages.
-### Career Roadmap
-
-#### Operational Roles
-
-  - **(2021)** [intellipaat.com: What Does a DevOps Engineer Do? 🌟](https://intellipaat.com/blog/what-does-a-devops-engineer-do)  [COMMUNITY-TOOL] β€” Explains the daily responsibilities of a platform engineer. Outlines pipeline design, environment creation, cloud infrastructure management, and monitoring configurations needed to keep applications running smoothly.
-#### Skill Acquisition
-
-  - **(2021)** [devopscube.com: Become A DevOps Engineer in 2021: A Comprehensive Guide](https://devopscube.com/become-devops-engineer)  [COMMUNITY-TOOL] [GUIDE] β€” An exhaustive, structured guide cataloging core platform engineering requirements including Linux kernel administration, Docker container runtimes, declarative Infrastructure as Code (IaC), GitOps continuous deployment systems, and advanced distributed telemetry stacks.
-  - **(2021)** [linkedin.com/pulse: Top 10 skills a DevOps engineer should possess](https://www.linkedin.com/pulse/top-10-skills-devops-engineer-should-possess-saurabh-badhwar)  [COMMUNITY-TOOL] β€” Outlines ten core capabilities for platform engineers, covering container runtimes, advanced Linux systems networking, infrastructure orchestration (IaC), continuous integration architectures, and public cloud security configurations.
-### Community Resources
-
-#### Hands-on Learning
-
-  - **(2021)** [dev.to: 5 GitHub Projects to make you a better DevOps Engineer 🌟](https://dev.to/ankit01oss/5-github-projects-to-make-you-a-better-devops-engineer-2fkl)  [COMMUNITY-TOOL] β€” Features five open-source GitHub resources for training, covers interactive shell practices, Kubernetes cluster orchestration models, production-level networking checklists, and system design structures.
-### Core Concepts (1)
-
-#### Operational Models
-
-  - **(2020)** [opensource.com: 3 critical DevOps concepts we explored in 2020 🌟](https://opensource.com/article/20/12/devops)  [COMMUNITY-TOOL] β€” Analysing core DevOps paradigms, this guide emphasizes the critical interplay between CI/CD maturity, rapid feedback loops, and automation frameworks. Grounded in foundational operational design, it details practices that enable engineering organizations to scale software delivery pipelines while systematically dismantling developmental and operational silos.
-### Core Frameworks
-
-#### Best Practices (1)
-
-  - **(2021)** [devops.com: Nine Pillars of DevOps Best Practices](https://devops.com/nine-pillars-of-devops-best-practices)  [COMMUNITY-TOOL] β€” Systematizes critical organizational practices into nine engineering pillars. Outlines steps for securing developer workflows, maintaining operational observability, enforcing configuration standardization, and building reliable continuous recovery environments.
-### Cost and Metrics
-
-#### Organizational Challenges
-
-  - **(2021)** [devops.com: Survey Shows Mounting DevOps Frustration and Costs](https://devops.com/survey-shows-mounting-devops-frustration-and-costs)  [CASE STUDY] [COMMUNITY-TOOL] β€” Analyses industrial survey metrics capturing financial waste and team frustrations. Connects developer burnout and cloud cost overruns directly to highly fragmented toolchains, lack of platform standardization, and manual compliance bottlenecks.
-### Culture and Mindset (1)
-
-#### Organizational Philosophy
-
-  - **(2021)** [dev.to: DevOps Is Not Automation](https://dev.to/run-x/devops-is-not-automation-2amo)  [COMMUNITY-TOOL] β€” Reframes DevOps by showing that automation is just an enabling tool. Argues that true performance depends on strong feedback loops, continuous learning, and close cooperation between development and operations.
-### Documentation
-
-#### Docs-as-Code
-
-  - **(2021)** [opensource.com: A DevOps guide to documentation](https://opensource.com/article/21/3/devops-documentation)  [COMMUNITY-TOOL] β€” Deconstructs the 'Docs-as-Code' paradigm, incorporating documentation tasks into active developer Git workflows. Outlines utilizing Markdown, static-site generators, programmatic link check validation, and pipeline-level artifact documentation deployments.
-### Executive Strategy
-
-#### Business Value
-
-  - **(2021)** [forbes.com: DevOps: What You Need To Know 🌟](https://www.forbes.com/sites/tomtaulli/2021/07/16/devops-what-you-need-to-know)  [COMMUNITY-TOOL] β€” A strategic overview demonstrating the business impact of mature delivery systems. Compares pipeline performance and engineering efficiency directly to faster time-to-market, improved customer experience, and reduced operating costs.
-  - **(2021)** [valuecoders.com: Why Should You Adopt DevOps To Deliver Business Value Rapidly?](https://www.valuecoders.com/blog/devops/devops-for-enterprises-growth)  [COMMUNITY-TOOL] β€” Examines the business benefits of adopting modern DevOps practices. Connects automated pipelines and cross-functional teams directly to faster feature releases, lower operations costs, and higher system uptime.
-### Foundational Principles (1)
-
-#### Best Practices (2)
-
-  - **(2021)** [getxray.app: Get started with DevOps: principles, best practices and tips](https://www.getxray.app/blog/get-started-with-devops-principles-best-practices-and-tips)  [COMMUNITY-TOOL] β€” Provides a comprehensive architectural introduction aligning development teams with SRE standards. Outlines system automation patterns, quality verification gates, pipeline telemetry, and distributed source control practices.
 #### Culture and Process
 
   - **(2021)** [dev.to: DEV-OPS](https://dev.to/attaullahshafiq10/dev-ops-59dm)  [COMMUNITY-TOOL] β€” A detailed overview of DevOps as a shared culture and process. Explains how merging requirements, coding, automated testing, and infrastructure management within unified teams improves software delivery speed and quality.
-### Governance and Compliance
-
-#### Enterprise Security
-
-  - **(2021)** [cloudbees.com: How to Nail DevOps Governance and Compliance in a Highly Regulated Industry 🌟](https://www.cloudbees.com/blog/how-to-nail-devops-governance-and-compliance-in-a-highly-regulated-industry) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores how to implement automated governance in highly regulated fields. Details integration setups for policy-as-code, audit tracking, container signing, and real-time compliance gates in continuous delivery networks.
-### Industry Trends
-
-#### DevSecOps
-
-  - **(2021)** [devops.com: 7 Trends Influencing DevOps and DevSecOps Adoption](https://devops.com/7-trends-influencing-devops-and-devsecops-adoption)  [COMMUNITY-TOOL] β€” Evaluates strategic industry movements toward DevSecOps patterns, automated compliance gates, and GitOps-driven workflows. Explains modern paradigms for shifting security left by integrating static application security testing (SAST) and software composition analysis (SCA) directly into declarative build stages.
-#### Market Evolution
-
-  - **(2021)** [devops.com: DevOps Trends to Watch in 2021 🌟](https://devops.com/devops-trends-to-watch-in-2021)  [COMMUNITY-TOOL] β€” Highlights dominant technological vectors including standardizing on-demand GitOps continuous deployment frameworks, native policy-as-code automation engines, multi-cluster federated networks, and progressive delivery orchestrators.
-#### Platform Engineering (1)
-
-  - **(2021)** [thenewstack.io: DevOps at the Crossroads: The Future of Software Delivery](https://thenewstack.io/devops-at-the-crossroads-the-future-of-software-delivery) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Examines the future of software delivery, highlighting platforms that reduce developer friction. Discusses using Kubernetes operators, declarative configurations, and AI-assisted deployment systems to handle hybrid-cloud setups.
-### Metrics and Assessment
-
-#### CICD Metrics
-
-  - **(2021)** [bmc.com: DevOps Metrics for Optimizing CI/CD Pipelines](https://www.bmc.com/blogs/devops-ci-cd-metrics) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An in-depth guide on tracking and analyzing CI/CD metrics to optimize performance. Focuses on identifying pipeline bottlenecks, measuring build and deployment speeds, and tracking success rates to improve team efficiency.
-#### Operational Excellence
-
-  - **(2021)** [devops.com: 6 Signs You’re Doing DevOps Correctly](https://devops.com/6-signs-youre-doing-devops-correctly)  [COMMUNITY-TOOL] β€” Establishes empirical metrics to qualify mature enterprise practices, emphasizing DORA framework key indicators: mean time to recovery (MTTR), deployment frequency, change failure rate, and lead time for changes. Contrasts these measurements against localized organization benchmarks.
-#### Quality Assurance
-
-  - **(2021)** [cst-bg.net: 13 clues you are doing DevOps right 🌟](https://www.cst-bg.net/post/13-clues-to-good-devops)  [COMMUNITY-TOOL] β€” Details concrete signs of production-grade operational status, mapping continuous deployment safety parameters, automated rollbacks, policy-driven code promotions, and integrated performance regression test runs across staging structures.
-### Operational Assessment
-
-#### Culture (2)
-
-  - **(2021)** [devops.com: Yeah, You’re Doing DevOps](https://devops.com/yeah-youre-doing-devops)  [COMMUNITY-TOOL] β€” A practical assessment of core delivery principles. Defines real DevOps maturity through deployment feedback speeds, shared code testing responsibilities, and team collaboration setups, rather than just using automation tools.
-### Platform Engineering (2)
-
-#### Organizational Culture
-
-  - **(2021)** [zdnet.com: Stop calling DevOps teams 'DevOps teams' 🌟🌟](https://www.zdnet.com/article/stop-calling-devops-teams-devops-teams)  [COMMUNITY-TOOL] β€” Deconstructs organizational issues created by renaming traditional sysadmin groups to 'DevOps Teams.' Proposes creating cross-functional teams and building Internal Developer Platforms to prevent operational bottlenecks.
-#### Organizational Scaling
-
-  - **(2021)** [infoq.com: DevOps is Not Enough for Scaling and Evolving Tech-Driven Organizations: a Q&A with Eduardo da Silva](https://www.infoq.com/articles/devops-not-enough-scaling-tech-driven-organizations) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Q&A explaining why typical DevOps silo designs fail to sustain growth at scale. Promotes platform engineering strategies that focus on lowering cognitive developer load through specialized Internal Developer Platforms (IDPs) and defined team boundaries.
-### Programming Languages
-
-#### Infrastructure-as-Code
-
-  - **(2021)** [devops.com: Languages and DevOps: Recommendations](https://devops.com/languages-and-devops-recommendations)  [COMMUNITY-TOOL] β€” Compares performance profiles and use cases for key automation languages including Go, Python, Bash, and Rust. Assists platform teams in choosing tools based on raw compilation speed, runtime memory overhead, and library support.
 ### Software Lifecycle Models
 
 #### Strategic Architecture
 
   - **(2021)** [siliconangle.com: β€˜DevOps for Dummies’ author Emily Freeman introduces revolutionary model for modern software development](https://siliconangle.com/2021/09/29/devops-dummies-author-emily-freeman-introduces-revolutionary-model-modern-software-development-awsq3) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Introduces Emily Freeman's modern model for describing software development. Replaces linear pipeline concepts with a multi-dimensional framework that better represents the complexity of distributed microservices.
-### Tooling Ecosystem (1)
+### Tooling Ecosystem
 
-#### Monitoring and Observability
-
-  - **(2021)** [chaossearch.io: 9 Essential DevOps Tools for 2021](https://www.chaossearch.io/blog/essential-devops-tools)  [COMMUNITY-TOOL] β€” Reviews nine core software tools essential for container management, IaC orchestration, centralized log monitoring, and telemetry collection inside high-load production networks.
 #### Platform Evaluation
 
   - **(2021)** [youtube: The best DevOps tools, frameworks, and platforms in 2021 🌟](https://www.youtube.com/watch?v=js-rq7SvPpE&ab_channel=DevOpsToolkit)  [COMMUNITY-TOOL] β€” A deep analysis of core technologies in GitOps, container networking, service discovery, and platform monitoring. Reviews real-world usage of tools like Terraform, Prometheus, ArgoCD, and Docker alternatives in highly distributed microservices environments.
-### Training Resources
-
-#### Hands-on Tutorials
-
-  - **(2021)** [freecodecamp.org: DevOps Engineering Course for Beginners](https://www.freecodecamp.org/news/devops-engineering-course-for-beginners)  [COMMUNITY-TOOL] β€” A complete introductory course covering core Linux system tasks, Docker container images, simple Jenkins CI/CD pipeline builds, and cloud service basics needed to build modern software systems.
-### Vendor Integration
-
-#### SaaS Operations
-
-  - **(2021)** [infoq.com: How External IT Providers Can Adopt DevOps Practices 🌟](https://www.infoq.com/news/2021/08/external-IT-providers-devops)  [COMMUNITY-TOOL] β€” Analyzes how to integrate third-party providers with internal delivery pipelines. Covers using standardized APIs, establishing clear service level agreements (SLAs), and sharing observability metrics to maintain high reliability across vendors.
 ## DevSecOps and IDEs
 
 ### Google Cloud Code
 
-#### Developer Experience (1)
+#### Developer Experience
 
   - **(2024)** [==github.com/GoogleCloudPlatform/cloud-code-samples 🌟==](https://github.com/GoogleCloudPlatform/cloud-code-samples) ⭐ 437  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curated templates and setup workflows targeting GCP's Cloud Code extension. Helps developers structure containerized services locally before auto-deploying to Google Kubernetes Engine (GKE).
-## Development Workflow
-
-### Podcasts
-
-  - **(2024)** [bikeshed.fm: The Bike Shed](https://bikeshed.thoughtbot.com) [N/A CONTENT] 🌟 [COMMUNITY-TOOL] β€” A developer-focused podcast analyzing code health, automated testing frameworks, and dependency updates. Offers practical strategies on handling deployment scaling issues and code design patterns.
 ## Education
 
-### Syllabus
-
-  - **(2022)** [github.com/paragpallavsingh/90DaysOfDevOps: 90DaysOfDevOps Challenge](https://github.com/paragpallavsingh/90DaysOfDevOps) ⭐ 11  [MARKDOWN CONTENT] 🌟 [COMMUNITY-TOOL] β€” A highly practical 90-day learning path targeting foundational DevOps principles. Step-by-step tasks systematically introduce participants to continuous delivery pipelines, basic automation scripting, and system telemetry.
-  - **(2020)** [DevOps for beginners: Where to start learning and focusing](https://enterprisersproject.com/article/2020/6/devops-beginners-where-start) [N/A CONTENT] 🌟 [COMMUNITY-TOOL] β€” Strategic advice for system engineers starting in the field. Argues for focusing deeply on operational telemetry, version management, and continuous delivery pipelines rather than specific cloud vendor tools.
 ### Training Courses
 
   - **(2023)** [Techworld with Nana: Learn DevOps topics easily](https://www.techworld-with-nana.com) [N/A CONTENT] [DOCUMENTATION] 🌟 [COMMUNITY-TOOL] β€” A premier technical curriculum focused on infrastructure automation, container mechanics, and deployment pipelines. Successfully bridges the gap between raw system administration and cloud native deployment methodologies.
-## Enterprise Agile
-
-### SAFe Framework
-
-  - **(2020)** [scaledagileframework.com: DevOps 🌟🌟](https://www.scaledagileframework.com/devops) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Examines the CALMR execution framework nested inside enterprise-scale agile models. Identifies methods to link strategic planning layers with automated continuous integration loops.
-## Enterprise Systems
-
-### SAP ERP
-
-#### DevOps Implementation
-
-  - **(2021)** [blogs.sap.com: A Practical Guide to DevOps for SAP ERP](https://blogs.sap.com/2021/12/13/a-practical-guide-to-devops-for-sap-erp) [N/A CONTENT] [ADVANCED LEVEL]  [LEGACY] β€” Delivers a pragmatic manual on integrating modern DevOps paradigms, continuous integration pipelines, and automated testing frameworks into highly rigid SAP ERP environments. The curator explains the complexity of managing SAP transports and ABAP code structures. Live enterprise IT strategies prove that breaking down these legacy transport processes is essential for agile corporate transformations.
-## FinOps and Cloud Cost
-
-### AWS Optimization
-
-#### Policy Engines
-
-  - **(2024)** [**Cloudburn: An Open-Source Policy Engine for AWS Spending**](https://github.com/towardsthecloud/cloudburn) ⭐ 1765  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Introduces Cloudburn, an open-source command-line tool designed to audit AWS resource groups. By using declarative policies, it alerts teams to idle resources, non-standard instance types, and unassigned Elastic IPs to keep real-world deployments within budget limits.
-## Fundamentals (1)
-
-### Enterprise Architecture
-
-  - **(2020)** [BBVA - DevOps: quΓ© es y cΓ³mo mejorar los procesos gracias a esta estrategia](https://www.bbva.com/es/innovacion/devops-que-es-y-como-mejorar-los-procesos-gracias-a-esta-estrategia) [SPANISH CONTENT] 🌟 [COMMUNITY-TOOL] β€” An enterprise-level study outlining how financial organizations deploy automated compliance pipelines to accelerate delivery velocities safely under strict regulatory frameworks.
-### Guide
-
-  - **(2020)** [github.blog: What is DevOps? A guide to common methods and misconceptions 🌟](https://github.blog/enterprise-software/devops/devops-definition) [N/A CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A baseline GitHub handbook defining core system release terminology. Discusses the transition to GitOps, continuous build validations, and post-deployment observability loops.
-### Introduction (1)
-
-  - **(2020)** [opensource.com: A beginner's guide to everything DevOps 🌟](https://opensource.com/article/20/2/devops-beginners) [N/A CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A baseline conceptual handbook for beginners. Breaks down how CI/CD loops, metrics gathering, and post-incident learning reviews act as a collective architecture.
-### Principles
-
-  - **(2020)** [smartsheet.com: The Way of DevOps: A Primer on DevOps Principles and Practices](https://www.smartsheet.com/devops) [N/A CONTENT] 🌟 [COMMUNITY-TOOL] β€” Details foundational patterns based on the 'Three Ways' of DevOps: accelerating flow, tightening feedback metrics, and establishing continuous improvement. Provides actionable process improvements.
-## Identity and Access
-
-### Tenant Governance
-
-#### Entra ID
-
-##### Infrastructure as Code (1)
-
-  - **(2025)** [**EntraExporter**](https://github.com/microsoft/entraexporter) ⭐ 866  [POWERSHELL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An essential open-source PowerShell tool designed to export entire Microsoft Entra ID tenant configurations to local JSON files. In 2026, EntraExporter is widely used by security and architecture teams to establish configuration baselines, detect drift, and archive tenant states for compliance audits.
 ## Industry Metrics
 
 ### DORA Reports
 
   - **(2021)** [cloud.google.com: State of DevOps 2021 🌟](https://cloud.google.com/blog/products/devops-sre/announcing-dora-2021-accelerate-state-of-devops-report) [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟 [CASE STUDY] [COMMUNITY-TOOL] β€” The landmark 2021 Google DORA report highlighting critical system performance benchmarks. Establishes the clear architectural correlation between highly automated delivery pathways, strict security hygiene, and business-level outcomes.
-### Puppet Reports
-
-  - **(2020)** [infoq.com: Puppet Releases Its 2020 State of DevOps Report 🌟](https://www.infoq.com/news/2020/11/2020-devops-report) [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟 [CASE STUDY] [COMMUNITY-TOOL] β€” Deconstructs the 2020 State of DevOps report. Highlights operational plateaus in mid-stage organizational structures, arguing for self-service automation and infrastructure abstraction models.
-## Infrastructure (2)
-
-### Configuration Management (1)
-
-#### Drift Detection
-
-  - **(2022)** [What is Configuration Drift?](https://www.continuitysoftware.com/blog/it-resilience/what-is-configuration-drift) [N/A CONTENT] 🌟 [COMMUNITY-TOOL] β€” A structural examination of configuration drift in production ecosystems. Addresses how out-of-band manual alterations violate security baselines and introduce operational uncertainty into enterprise deployments.
-### Containerization (1)
-
-#### Docker
-
-  - **(2024)** [youtube playlist: Docker 🌟](https://www.youtube.com/playlist?list=PLVx1qovxj-amqyqHceAhkcsopzi4PFcKc)  [COMMUNITY-TOOL] β€” A structured, video-based learning path focused on containerization mechanics, image creation, multi-stage builds, and Docker Compose orchestration. It bridges the gap between local development workflows and production-ready container standards, offering deep-dives into container networks and storage volumes.
-### DevOps (2)
-
-#### Education (1)
-
-  - **(2022)** [**github.com/DevOps-Projects-Ideas/DevOps-Books 🌟🌟**](https://github.com/DevOps-Projects-Ideas/DevOps-Books) ⭐ 682  [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A highly curated reference repository cataloging essential DevOps literature spanning container orchestration, continuous delivery pipelines, and cloud systems engineering. Serves as a reliable technical roadmap for systems architects seeking deep-dive foundational concepts.
-### Infrastructure as Code (2)
-
-#### Automation (3)
-
-  - **(2022)** [env0.com: Automated Drift Detection 🌟](https://www.env0.com/blog/automated-drift-detection-with-env0) [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” Explores proactive drift auditing integrated directly inside deployment management tools. Highlights strategies for early alerts when manual security group modifications threaten pipeline compliance.
-#### Drift Detection (1)
-
-  - **(2022)** [thenewstack.io: Cloud Drift Detection: How to Resolve Out-of-State Changes](https://thenewstack.io/cloud-drift-detection-how-to-resolve-out-of-state-changes) [N/A CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” An analytical guide on auditing actual cloud environment states against declarative IaC templates. Details the recovery mechanics necessary to align divergent environments programmatically.
-### Security (2)
-
-#### Infrastructure as Code (3)
-
-  - **(2023)** [thenewstack.io: How Drift Detection and IaC Help Maintain a Secure Infrastructure](https://thenewstack.io/how-drift-detection-and-iac-help-maintain-a-secure-infrastructure) [N/A CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” Details how continuous drift monitoring acts as a primary security perimeter control. Validating resource declarations against cloud runtimes prevents bad actors from executing persistence actions via untracked configuration edits.
-## Infrastructure as Code (4)
-
-### CICD and Delivery (1)
-
-#### Self-Hosted Runners (1)
-
-  - **(2025)** [Cloud Posse runs-on: GitHub Actions Self-Hosted Runners](https://docs.cloudposse.com/components/library/aws/runs-on) [TERRAFORM CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A collection of Cloud Posse Terraform modules designed to automate secure, dynamically autoscaling self-hosted GitHub Actions runners inside AWS networks, optimization execution speed while keeping compute costs minimal.
-### IaC Fundamentals
-
-#### Overview (2)
-
-  - **(2026)** [==IaC Infrastructure as Code==](https://nubenetes.com/iac) [SPANISH CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Nubenetes architectural reference portal on Infrastructure as Code (IaC). Outlines fundamental philosophies, lifecycle management, and paradigm shifts of treating bare-metal, cloud, or cluster state as declarative, version-controlled code.
-### Terraform
-
-#### Entra ID Integration
-
-  - **(2024)** [Terraform: Get User Principal Name (UPN) of User Running Deployment without Entra ID Read Permissions](https://build5nines.com/terraform-get-user-principal-name-upn-of-user-running-deployment-without-entra-id-read-permissions) [HCL CONTENT]  [COMMUNITY-TOOL] β€” A focused technical workaround detailing how to dynamically capture the current executing User Principal Name (UPN) inside Terraform scripts without relying on wide Microsoft Entra ID read access.
-## Kubernetes (1)
-
-### Troubleshooting
-
-#### Guides
-
-  - **(2023)** [Kubernetes Troubleshooting Guide: Common Pitfalls and Solutions](https://autodotes.com/posts/s90PP9397WYTsAWaRapd)  [COMMUNITY-TOOL] β€” A robust troubleshooting guide compiling common pitfalls, anti-patterns, and direct remedies for everyday Kubernetes operation. It spans topics from service networking misconfigurations to persistent volume mounting failures. This resource provides clear checklists to help platform engineers accelerate incident resolution times.
-#### Playbooks
-
-  - **(2023)** [10 Real-World Kubernetes Troubleshooting Scenarios and Solutions](https://livingdevops.com/devops/10-real-world-kubernetes-troubleshooting-scenarios-and-solutions)  [COMMUNITY-TOOL] β€” This compilation details ten authentic, highly technical outage scenarios encountered in production Kubernetes clusters, complete with step-by-step diagnostic paths and resolutions. It covers complex issues like DNS resolution failure, certificate expiration, and stateful volume mounting locks. The practical nature of these scenarios makes this an invaluable resource for active operations teams.
-## Management
-
-### Observability
-
-#### Governance
-
-  - **(2021)** [forbes.com: Who Should Own The Job Of Observability In DevOps?](https://www.forbes.com/councils/forbestechcouncil/2021/09/03/who-should-own-the-job-of-observability-in-devops/?streamIndex=0)  [COMMUNITY-TOOL] β€” Explores organizational boundaries and team responsibilities, discussing whether application developers, SRE teams, or dedicated platform engineers should own observability setups. Curator Insight: Ownership discussion in tech governance. Live Grounding: Highlights that shared ownership templates yield the highest developer-experience improvements.
-## Methodology (1)
-
-### Critique
-
-  - **(2020)** [forbes: Why No One Understands Agile, SCRUM & DevOps & Why Perfect Technology Abstractions Are Sure To Fail](https://www.forbes.com/sites/steveandriole/2020/10/01/why-no-one-understands-agile-scrum--devops--why-perfect-technology-abstractions-are-sure-to-fail) [N/A CONTENT] 🌟 [COMMUNITY-TOOL] β€” A management-focused critique arguing that complex systems cannot be stabilized simply by acquiring modern tooling platforms. Outlines why system architecture must align with organization design principles.
 ## Microservices
 
 ### API Management
@@ -1169,7 +270,7 @@
 #### Architecture Alignment
 
   - **(2021)** [softwebsolutions.com: DevOps and Microservices – Creating change together](https://www.softwebsolutions.com/resources/devops-and-microservices) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Analyzes structural alignments required between microservices application architectures and parallel release pipelines. Addresses service boundaries, localized API contract testing, localized datastore migrations, and routing topologies using modern service mesh protocols.
-### DevSecOps (1)
+### DevSecOps
 
 #### Cloud Native Security
 
@@ -1179,263 +280,51 @@
 #### Application Delivery (1)
 
   - **(2020)** [thenewstack.io: From DevOps to DevApps. Event-Driven Architecture 🌟](https://thenewstack.io/from-devops-to-devapps) [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” Highlights the adoption of asynchronous architectures. Demonstrates how event-driven loops alter traditional deployments, replacing synchronous HTTP endpoints with resilient event streaming pipelines.
-## Networking
-
-### CNI
-
-#### Articles
-
-  - **(2016)** [thenewstack.io: Tigera's Calico Aims to Ease Connectivity Pain with Kubernetes](https://thenewstack.io/kubernetes)  [COMMUNITY-TOOL] β€” An early architectural analysis detail of Project Calico's approach to easing IP-management and network connectivity bottlenecks in scaling clusters. It breaks down how Calico bypasses virtual overlay networks by utilizing standard BGP route propagation, facilitating direct IP routing while enforcing strict network security policies at the Linux kernel level.
-## Operations
-
-### Local Environment Setup
-
-#### Package Management
-
-  - **(2023)** [DevOps Made Easy: Install AWS CLI, ECS CLI, Docker & Terraform Using Chocolatey](https://dev.to/aws-builders/devops-made-easy-install-aws-cli-ecs-cli-docker-terraform-using-chocolatey-2lld)  [COMMUNITY-TOOL] [GUIDE] β€” A step-by-step local workstation bootstrapping guide using the Windows Chocolatey package manager. Instructs how to quickly establish consistent local administration tooling, installing docker-cli, terraform, aws-cli, and ecs-cli to prepare for cloud resource management.
-## Orchestration
-
-### Kubernetes (2)
-
-#### Core Concepts (2)
-
-  - **(2024)** [youtube playlist: Kubernetes 🌟](https://www.youtube.com/playlist?list=PLVx1qovxj-akr_3XqQQgpqRyQw4GYuS4h) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An in-depth video reference covering the Kubernetes architecture, control plane components, pod scheduling, services, and ingress controllers. Delivers practical breakdowns of stateful and stateless application deployments and declarative configuration management using manifests.
-#### Platform Building Challenges
-
-  - **(2022)** [salaboy.com: The Challenges of Platform Building on Top of Kubernetes 4/4](https://www.salaboy.com/2022/11/28/the-challenges-of-platform-building-on-top-of-kubernetes-4-4) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores the friction points and complex architectural trade-offs of building custom developer abstractions directly on top of Kubernetes APIs. Focuses on managing CRD lifecycle, controller overhead, and preventing multi-tenant isolation leaks when orchestrating platform components.
 ## Orchestration and Containers
 
-### Containerization (2)
+### Containerization (1)
 
 #### CICD Integration
 
   - **(2021)** [devops.com: How Containers Simplify DevOps Workflows and CI/CD Pipelines 🌟](https://devops.com/how-containers-simplify-devops-workflows-and-ci-cd-pipelines)  [COMMUNITY-TOOL] β€” Analyzes structural benefits of using containers as immutable deployment artifacts. Explains how containers prevent environment drift, accelerate automated build times, and streamline target infrastructure orchestration.
-#### Value Realization
-
-  - **(2021)** [thenewstack.io: Maximizing the Value of Containerization for DevOps](https://thenewstack.io/maximizing-the-value-of-containerization-for-devops)  [COMMUNITY-TOOL] β€” Explores how containerized virtualization architectures secure strict consistency across development, staging, and production networks. Analyzes image optimization protocols, layer caching mechanisms, secure base images, and container orchestrator deployment strategies.
-### Kubernetes (3)
+### Kubernetes (1)
 
 #### DevOps Integration
 
   - **(2021)** [containerjournal.com: 9 Pillars of Engineering DevOps With Kubernetes](https://cloudnativenow.com/uncategorized/9-pillars-of-engineering-devops-with-kubernetes) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Outlines nine architecture pillars that transform Kubernetes into a standard engine for continuous application lifecycle management. Highlights container orchestrations, configuration schemas, secret management, persistent state storage strategies, and unified network policy definitions.
-## Platform Engineering (3)
+## Platform Engineering (1)
 
 ### AI Platform
 
 #### GPU Orchestration
 
   - **(2025)** [seal.io: Open Source Platform Engineering for Dev & Ops](https://gpustack.ai) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores GPUStack (associated with gpustack.ai / seal.io's evolution), an open-source platform engine designed for local and cloud GPU orchestration. Enables developers and platform teams to easily provision, manage, and scale AI/LLM execution environments across heterogeneous hardware infrastructure.
-### Architectural Evolution
-
-#### Platform as a Runtime
-
-  - **(2024)** [infoq.com: Platform as a Runtime - the Next Step in Platform Engineering](https://www.infoq.com/articles/platform-runtime-engineering) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Proposes 'Platform as a Runtime' (PaaR) as the evolutionary phase beyond static developer portals. Analyzes dynamic orchestration engines that compile abstract developer intentions into cloud-native infrastructure resources on the fly, transforming static templates into active runtime lifecycles.
-### Architecture (2)
-
-#### GitOps Repository Design
-
-  - **(2023)** [humanitec.com: How to design your repository structures to nail platform engineering](https://humanitec.com/blog/how-to-design-your-repository-structures-to-nail-platform-engineering) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep architectural dive into GitOps-aligned repository topologies. Discusses split-repository layouts separating application code from environment configurations, enabling declarative platform orchestrators (like Humanitec or ArgoCD) to work seamlessly while maintaining strong security boundaries.
-### Business Value (1)
-
-#### Strategy
-
-  - **(2023)** [infoworld.com: Why platform engineering?](https://www.infoworld.com/article/2338392/why-platform-engineering.html)  [COMMUNITY-TOOL] β€” Analyzes the economic and organizational imperatives driving the shift to platform engineering. Focuses on scaling development teams, lowering time-to-market, and solving the cognitive overload bottleneck introduced by modern cloud-native service proliferation.
-### Community Hub
-
-#### General Resources
-
-  - **(2026)** [platformengineering.org](https://platformengineering.org)  [COMMUNITY-TOOL] β€” The primary community-driven knowledge portal for Platform Engineering globally. Hosts foundational patterns, blueprints, and tooling landscapes (such as the Internal Developer Platform reference architectures) that define industry-wide standardization for developer experience (DevEx).
 ### Declarative Configuration
 
 #### KusionStack
 
   - **(2025)** [github.com/KusionStack/kusion](https://github.com/KusionStack/kusion) ⭐ 1310  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Kusion is an open-source intent-driven declarative configuration engine. Uses structured schema architectures (KCL) to compile application delivery models into multi-cloud platform resources, helping developers manage infrastructure and application lifecycles natively.
-### Definitions
-
-#### Anti-patterns
-
-  - **(2023)** [dev.to/thenjdevopsguy: What Is Platform Engineering (And What Is It Not?)](https://dev.to/thenjdevopsguy/what-is-platform-engineering-and-what-is-it-not-2jb8)  [COMMUNITY-TOOL] β€” Clarifies the core definition of Platform Engineering by highlighting key industry anti-patterns. Emphasizes that simply renaming a DevOps team to a Platform team without introducing product-centric paradigms and developer self-service fails to yield the desired operational efficiencies.
-### Design Methodology
-
-#### Architecture (3)
-
-  - **(2023)** [thenewstack.io: Architecture and Design Considerations for Platform Engineering Teams](https://thenewstack.io/platform-engineering/architecture-and-design-considerations-for-platform-engineering-teams) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Deep dive into architectural design principles for platform engineering. Outlines critical decisions around modular tool chains, declarative configurations, open API design, and self-healing systems that form the structural foundation of enterprise IDPs.
-### DevOps and CICD (1)
-
-#### Technical Walkthroughs
-
-  - **(2025)** [devopscube.com](https://devopscube.com)  [COMMUNITY-TOOL] β€” DevOpsCube offers high-quality, practical guides for configuring and maintaining production Kubernetes environments. It is highly regarded for its detailed setup instructions for Prometheus, Grafana, ingress controllers, and cluster scaling.
-### DevOps Evolution
-
-#### Observability (1)
-
-  - **(2023)** [honeycomb.io: The Future of Ops Is Platform Engineering 🌟](https://www.honeycomb.io/blog/future-ops-platform-engineering)  [COMMUNITY-TOOL] β€” Examines the structural transition of operations roles towards platform-centric models. Emphasizes how telemetry, observability, and structured logging serve as fundamental pillars in building reliable internal platforms that empower development teams without sacrificing system reliability.
-#### Spanish Resources
-
-  - **(2024)** [muycomputerpro.com: IngenierΓ­a de plataformas de DevOps: la nueva generaciΓ³n de DevOps](https://www.muycomputerpro.com/2024/01/12/ingenieria-de-plataformas-de-devops-la-nueva-generacion-de-devops) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” An overview in Spanish analyzing the emergence of Platform Engineering as the evolutionary successor to DevOps. Outlines how standardizing infrastructure provisioning and software delivery environments reduces friction and enhances operational efficiency within enterprise teams.
-### Developer Experience (2)
-
-#### Git Workflows
-
-  - **(2021)** [github.blog: 5 DevOps tips to speed up your developer workflow 🌟](https://github.blog/developer-skills/5-devops-tips-to-speed-up-your-developer-workflow)  [COMMUNITY-TOOL] β€” Provides five ways to accelerate development using GitHub features. Focuses on reusable workflows, cloud-based development environments, automated dependency updates, and pull-request policies to improve code quality.
 ### Developer Self-Service
 
 #### SRE Patterns
 
   - **(2021)** [stackoverflow.blog: How developers can be their own operations department](https://stackoverflow.blog/2021/05/24/how-developers-can-be-their-own-operations-department) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Discusses advanced self-service models that allow developers to manage environments using pre-approved cloud architectures. Highlights how using template-driven platforms reduces dependency on central operations while keeping compliance standards.
-### Enterprise Management
-
-#### Kubernetes Fleet
-
-  - **(2023)** [frobes.com: How To Empower Modern Kubernetes Management With A Platform Team Model](https://www.forbes.com/councils/forbestechcouncil/2023/02/23/how-to-empower-modern-kubernetes-management-with-a-platform-team-model/?streamIndex=0)  [COMMUNITY-TOOL] β€” Delivers executive-level and architectural analysis on scale-out Kubernetes management. Discusses how dedicated platform engineering teams act as force multipliers, streamlining cluster lifecycle automation, centralized governance, and cost optimization across hybrid and multi-cloud environments.
-### Guides (1)
-
-#### Foundational
-
-  - **(2024)** [loft.sh: Platform Engineering: The Definitive Guide](https://www.vcluster.com/blog/platform-engineering-the-definitive-guide) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Comprehensive guide from the creators of vcluster detailing the architectural layers of an IDP. Highlights developer experience, platform-backed virtual clusters, and multi-tenant self-service orchestration, addressing how virtualizing Kubernetes environments accelerates deployment cycles.
-### IDP Architecture
-
-#### Control Plane
-
-  - **(2023)** [humanitec.com: Why every Internal Developer Platform needs a backend](https://humanitec.com/blog/why-every-internal-developer-platform-needs-a-backend) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Demystifies why standard UI portals (like Backstage) are insufficient without a powerful platform orchestrator backend. Details how platform orchestrators automatically resolve environment-specific dependencies, manage dynamic variables, and execute infrastructure provisioning pipelines safely behind the scenes.
 ### IDP Tooling
 
 #### Developer Portals
 
   - **(2026)** [==github.com/backstage/backstage==](https://github.com/backstage/backstage) ⭐ 33600  [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Backstage is an open-source framework created by Spotify for building customizable internal developer portals. It consolidates service catalogs, software templates, technical documentation, and observability plug-ins into a unified microservices-based control plane, radically reducing cognitive load.
   - **(2024)** [github.com/Qovery/Torii](https://github.com/Qovery/Torii) ⭐ 178  [TYPESCRIPT CONTENT] 🌟 [COMMUNITY-TOOL] β€” Torii is an open-source developer portal construction kit designed by Qovery. It provides customizable building blocks to easily curate, expose, and manage developer-facing interfaces, bridging complex infrastructure with human-readable operational catalogs.
-#### Enterprise Portals
-
-  - **(2026)** [Atlassian Compass](https://www.atlassian.com/software/compass)  [COMMUNITY-TOOL] β€” Atlassian Compass is a developer portal designed to map distributed software architecture, track dependencies, and gauge health metrics. Connects disparate tools, logs team ownership, and automates operational scorecard checks within Atlassian's software suite.
-#### SaaS Developer Portals
-
-  - **(2026)** [Port](https://www.port.io)  [COMMUNITY-TOOL] β€” Port is a modern, no-code/low-code SaaS developer portal that acts as a central repository for internal software systems. Features highly dynamic, custom-defined data models, granular access controls, self-service action triggering, and native integrations across CI/CD and Kubernetes environments.
-  - **(2026)** [Cortex](https://www.cortex.io)  [COMMUNITY-TOOL] β€” Cortex is an enterprise-grade Internal Developer Portal specializing in microservices governance, reliability scorecards, and engineering standards. Integrates deeply with Kubernetes, Git, and cloud infrastructure to track service ownership, operational quality, and security compliance.
-### Industry Hub
-
-#### Articles and Presentations
-
-  - **(2026)** [infoq.com: InfoQ platform engineering homepage](https://www.infoq.com/platformengineering) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An aggregator of advanced architectural videos, expert presentations, and technical reports on platform design. Serves as a vital industry reference for software architects looking to deploy high-density platforms, covering topics from IDP backends to platform runtimes.
-### Industry Trends (1)
-
-#### Articles (1)
-
-  - **(2025)** [thenewstack.io/platform-engineering](https://thenewstack.io/platform-engineering)  [COMMUNITY-TOOL] β€” A curated repository of technical articles, case studies, and editorial content analyzing the evolution of Platform Engineering from traditional DevOps. Provides critical architectural comparisons, community trends, and technical insights on tool adoption in enterprise environments.
-#### Kubernetes (4)
-
-  - **(2023)** [siliconangle.com: The rise of platform engineering in the Kubernetes era](https://siliconangle.com/2023/04/20/rise-platform-engineering-kubernetes-era-kubecon)  [COMMUNITY-TOOL] β€” An analysis from KubeCon covering the strategic convergence of cloud-native infrastructure and platform engineering. Details how standardizing on Kubernetes APIs enables organizations to construct extensible control planes that mask infrastructure complexity for developers.
-### Infrastructure Migration
-
-#### VMware Alternatives
-
-  - **(2024)** [humanitec.com: Escape VMware lock-in with a modular Internal Developer Platform](https://humanitec.com/blog/escape-vmware-lock-in-with-a-modular-internal-developer-platform) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Technical analysis of migration strategies away from proprietary VMware hypervisors using open-source, cloud-native IDP architectures. Evaluates the cost, operational, and performance advantages of deploying bare-metal or multi-cloud Kubernetes runtimes orchestrated by modular platform controllers.
-### Internal Developer Platform
-
-#### Cloud Architecture (1)
-
-  - **(2023)** [dev.to: Platform Engineering and Internal Developer Platform (IDP)](https://dev.to/aws-builders/platform-engineering-and-internal-developer-platform-3deb)  [COMMUNITY-TOOL] β€” Explores AWS-specific implementations and patterns of Platform Engineering and IDPs. Details the boundaries between application code, infrastructure as code (IaC), and platform orchestrators to create repeatable golden paths for development teams.
-### Internal Developer Platforms
-
-#### Architecture (4)
-
-  - **(2024)** [Platform Engineering Guide - 5 Key Use Cases of Internal Developer Platforms](https://www.techworld-with-nana.com/post/platform-engineering-guide)  [COMMUNITY-TOOL] β€” Analyzes five primary use cases of Internal Developer Platforms (IDPs). Highlights automated environment provisioning, self-service continuous delivery pipelines, unified application configuration, access management, and infrastructure observability to optimize the developer experience.
-#### Organizational Structure
-
-  - **(2020)** [==softwareengineeringdaily.com: The Rise of Platform Engineering 🌟==](https://softwareengineeringdaily.com/2020/02/13/setting-the-stage-for-platform-engineering) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Historically significant piece tracking the evolution from traditional DevOps silos to Platform Engineering. Discusses building Internal Developer Platforms (IDPs) to lower cognitive load for application developers, establishing self-service infrastructure portals, and applying product management principles to internal tooling.
-### Kubernetes (5)
-
-#### IDP Implementation
-
-  - **(2023)** [dev.to/thenjdevopsguy: Platform Engineering On Kubernetes Part 4: Internal Developer Platforms](https://dev.to/thenjdevopsguy/platform-engineering-on-kubernetes-part-4-internal-developer-platforms-1kmh)  [COMMUNITY-TOOL] β€” Part four of a structured tutorial series on building an Internal Developer Platform (IDP) natively on Kubernetes. Explores how to piece together open-source controllers, ingress resources, and catalog systems to provide developers with simple deployment schemas.
-### Local Environment
-
-#### Hands-on
-
-  - **(2023)** [dev.to/thenjdevopsguy: Create and Understand Your Platform Engineering Environment](https://dev.to/thenjdevopsguy/creating-your-platform-engineering-environment-4hpa)  [COMMUNITY-TOOL] β€” Practical developer guide explaining how to spin up a local platform engineering sandbox. Uses lightweight Kubernetes distributions (Kind/K3d), Helm, and basic monitoring tools to simulate enterprise-grade IDP architectures on a local development workstation.
-### Multi-tier Orchestration
-
-#### Kratix
-
-  - **(2023)** [syntasso.io: Platform Engineering: Orchestrating Applications, Platforms, and Infrastructure](https://www.syntasso.io/post/platform-engineering-orchestrating-applications-platforms-and-infrastructure) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores multi-tier orchestration aligning application code, platform components, and foundational infrastructure. Focuses on Kratix-enabled patterns of dividing platform concerns into modular 'Promises' that orchestrate dynamic physical resources and local services transparently.
-### Organizational Culture (1)
-
-#### DevOps Evolution (1)
-
-  - **(2022)** [thenewstack.io: DevOps Burnout? Try Platform Engineering](https://thenewstack.io/devops-burnout-try-platform-engineering)  [COMMUNITY-TOOL] β€” Analyzes the systemic developer and operator burnout under traditional DevOps 'you build it, you run it' mandates when misapplied. Proposes platform engineering as the structural remedy, introducing cognitive load reduction via paved paths and automated self-service layers.
-### Organizational Taxonomy
-
-#### DevOps vs SRE
-
-  - **(2023)** [thenewstack.io: How Is Platform Engineering Different from DevOps and SRE?](https://thenewstack.io/how-is-platform-engineering-different-from-devops-and-sre)  [COMMUNITY-TOOL] β€” Dissects the distinct responsibilities, metrics, and overlaps between DevOps, Site Reliability Engineering (SRE), and Platform Engineering. Provides a clear taxonomy mapping showing how platform teams deliver the golden paths that SRE and DevOps practices operate upon.
-### Pillars
-
-#### Security (3)
-
-  - **(2023)** [thenewstack.io: The 6 Pillars of Platform Engineering: Part 1 β€” Security](https://thenewstack.io/the-6-pillars-of-platform-engineering-part-1-security) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Outlines the security pillar of Platform Engineering, showing how to bake access control, compliance, vulnerability scanning, and secrets management directly into the paved path. This strategy ensures security compliance is passive and frictionless for product developers.
-### Product Management
-
-#### Lessons Learned
-
-  - **(2023)** [thenewstack.io: 5 Lessons For Building a Platform as a Product](https://thenewstack.io/5-lessons-for-building-a-platform-as-a-product)  [COMMUNITY-TOOL] β€” Outlines key organizational and design lessons for running internal platforms with product management disciplines. Emphasizes user empathy, continuous feedback loops, marketing the platform internally, and measuring success through user adoption and NPS metrics.
-### Product Mindset
-
-#### Developer Productivity
-
-  - **(2023)** [infoq.com: Platform Engineering – Making Other Teams 10x Better](https://www.infoq.com/podcasts/platform-engineering-teams-10x-better)  [COMMUNITY-TOOL] β€” A strategic technical podcast detailing how building cohesive, highly integrated internal platforms multiplies developer output. Discusses measuring platform success using developer experience metrics, adoption rates, and reduction in time-to-first-commit.
-### Red Hat OpenShift
-
-#### Developer Hub
-
-  - **(2024)** [piotrminkowski.com: IDP on OpenShift with Red Hat Developer Hub](https://piotrminkowski.com/2024/07/04/idp-on-openshift-with-red-hat-developer-hub) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Hands-on technical blueprint demonstrating how to design and build an IDP utilizing Red Hat Developer Hub (based on Backstage) on top of Red Hat OpenShift. Explores deployment templates, catalog integration, cluster authentication, and secure GitOps-driven application pipelines.
-## Product Management (1)
-
-### Methodology (2)
-
-  - **(2020)** [mindtheproduct.com: The Product Managers’ Guide to Continuous Delivery and DevOps 🌟🌟](https://www.mindtheproduct.com/what-the-hell-are-ci-cd-and-devops-a-cheatsheet-for-the-rest-of-us) 🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Bridges the gap between technical release pipelines and business product management. Explains DevOps principles, release gating, and CD strategies to align cross-functional teams with deployment automation architectures.
-## Quality Assurance (1)
-
-### Test Automation
-
-#### Continuous Integration (1)
-
-  - **(2021)** [sqlshack.com: 6 Reasons why you can’t have DevOps without Test Automation 🌟](https://www.sqlshack.com/6-reasons-why-you-cant-have-devops-without-test-automation)  [COMMUNITY-TOOL] β€” Explains why automated testing is vital for maintaining continuous delivery. Shows how automated regression, integration, load, and database schema testing prevents production defects and stabilizes release cycles.
-## Reliability Engineering
-
-### SRE
-
-#### Application Reliability
-
-  - **(2021)** [infoworld.com: 5 devops practices to improve application reliability](https://www.infoworld.com/article/2263821/5-devops-practices-to-improve-application-reliability.html) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Presents five system engineering guidelines to achieve extreme system availability. Covers synthetic monitoring injection, chaos testing scenarios, automatic continuous-delivery canary promotions, isolated failover topologies, and strict error budget enforcement.
-## Security and Compliance
-
-### Linux Hardening
-
-#### System Administration
-
-  - **(2026)** [==How-To Secure A Linux Server==](https://github.com/imthenachoman/How-To-Secure-A-Linux-Server) ⭐ 27773  [SHELL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A highly comprehensive, widely reference-validated repository providing detailed, step-by-step instructions for securing enterprise Linux installations. Key configurations cover SSH daemon hardening, secure user boundaries, kernel performance optimizations, and automated intrusion monitoring. In modern 2026 operations, this guide remains a vital source for building secure base golden images inside automated IaC pipelines.
 ## Software Engineering
 
-### Low-Code and AI Development
-
-#### Application Generation
-
-  - **(2023)** [Debuild](https://debuild.co) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Debuild is an AI-powered low-code generator that enables rapid development of web applications by translating natural language prompts into working React code and SQL schemas. Curator insights highlight its potential to democratization development. Live engineering assessments view this technology as a precursor to modern agentic software development, emphasizing the need for robust automated CI/CD safety nets to evaluate generated code.
-### Professional Development (3)
+### Professional Development
 
 #### Core Architectures
 
   - **(2025)** [==Skills for Real Engineers==](https://github.com/mattpocock/skills) ⭐ 128202  [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An exceptionally popular repository detailing the foundational principles, design philosophies, and architectural protocols required for master-level software delivery. While the curator focuses on career advancement, live engineering practice indicates that mastering these fundamentals is vital to surviving rapid AI development shifts. It represents an elite reference for engineering standardizations.
-### Version Control
-
-#### Git Best Practices
-
-  - **(2018)** [Purposeful Commits](https://chrisarcand.com/purposeful-commits) [N/A CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A technical essay discussing optimal commit message hygiene and atomic commits. Argues that purposeful, structured histories are critical for tracking down regression roots and ensuring easy codebase traversability.
-## Strategy (1)
-
-### Enterprise Performance
-
-  - **(2020)** [github.blog: How to make DevOps your competitive advantage](https://github.blog/enterprise-software/devops/how-to-make-devops-your-competitive-advantage) [N/A CONTENT] 🌟 [COMMUNITY-TOOL] β€” Highlights strategic advantages realized by organizations building automated code assembly and validation workflows. Demonstrates how inner-source code bases accelerate release schedules.
 
 ---
-πŸ’‘ **Explore Related:** [Developerportals](./developerportals.md) | [SRE](./sre.md) | [Chaos Engineering](./chaos-engineering.md)
+πŸ’‘ **Explore Related:** [Test Automation Frameworks](./test-automation-frameworks.md) | [SRE](./sre.md) | [Performance Testing With Jenkins And Jmeter](./performance-testing-with-jenkins-and-jmeter.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/devsecops.md b/v2-docs/devsecops.md
index 82ba177e..7980c2d8 100644
--- a/v2-docs/devsecops.md
+++ b/v2-docs/devsecops.md
@@ -8,53 +8,22 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [CICD Pipeline](#cicd-pipeline)
-  - [Pipeline Automation](#pipeline-automation)
-    - [JFrog Pipelines](#jfrog-pipelines)
-1. [Cloud Architecture](#cloud-architecture)
-  - [Infrastructure Automation](#infrastructure-automation)
-    - [Hybrid Cloud Strategy](#hybrid-cloud-strategy)
-1. [Cloud Native Operations](#cloud-native-operations)
-  - [Kubernetes](#kubernetes)
-    - [Advanced Templating](#advanced-templating)
-1. [Containers](#containers)
-  - [Security and Hardening](#security-and-hardening)
-    - [Supply Chain Security](#supply-chain-security)
+1. [Application Development](#application-development)
+  - [Cloud-Native Java](#cloud-native-java)
+    - [Tanzu Framework](#tanzu-framework)
+1. [Container Infrastructure](#container-infrastructure)
+  - [CI-CD Pipelines](#ci-cd-pipelines)
+    - [Pipeline Security](#pipeline-security)
 1. [DevOps](#devops)
   - [CICD Pipeline Security](#cicd-pipeline-security)
     - [Harness CD Integration](#harness-cd-integration)
     - [Jenkins Integrations](#jenkins-integrations)
-  - [CICD Security](#cicd-security)
-    - [Static Code Analysis SAST](#static-code-analysis-sast)
-  - [Compliance](#compliance)
-    - [Static Analysis](#static-analysis)
-  - [GitOps Secrets](#gitops-secrets)
-    - [Mozilla SOPS](#mozilla-sops)
-    - [Operator Architecture](#operator-architecture)
-  - [Helm Ecosystem](#helm-ecosystem)
-    - [Post-Rendering Plugins](#post-rendering-plugins)
   - [Observability](#observability)
     - [Dashboards](#dashboards)
-  - [Open Source Evolution](#open-source-evolution)
-    - [External Secrets Community](#external-secrets-community)
-  - [Static Analysis](#static-analysis-1)
+  - [Static Analysis](#static-analysis)
     - [Kubernetes Linting](#kubernetes-linting)
     - [Kubernetes Validation](#kubernetes-validation)
-  - [Version Control](#version-control)
-    - [Identity and Access Management](#identity-and-access-management)
-1. [Development](#development)
-  - [Libraries](#libraries)
-    - [Python Configuration Ingestion](#python-configuration-ingestion)
 1. [Infrastructure](#infrastructure)
-  - [Automation](#automation)
-    - [Engineering Culture](#engineering-culture)
-  - [Endpoint Hardening](#endpoint-hardening)
-    - [MDM Configurations](#mdm-configurations)
-  - [Infrastructure as Code](#infrastructure-as-code)
-    - [Security Scanning](#security-scanning)
   - [Network Security](#network-security)
     - [Ingress Control](#ingress-control)
   - [Service Mesh](#service-mesh)
@@ -66,98 +35,43 @@
     - [Security Frameworks](#security-frameworks)
   - [Security Toolkits and Scanning](#security-toolkits-and-scanning)
     - [Open Source Curation](#open-source-curation)
-1. [Linux](#linux)
-  - [Security](#security)
-    - [Auditing](#auditing)
-1. [Networking and Security](#networking-and-security)
-  - [Kubernetes Networking](#kubernetes-networking)
-    - [Security and Hardening](#security-and-hardening-1)
 1. [Observability](#observability-1)
   - [Logging](#logging)
     - [Fluent Bit Engine](#fluent-bit-engine)
-  - [Monitoring](#monitoring)
-    - [Security Operations](#security-operations)
-1. [Platform Engineering](#platform-engineering)
-  - [Kubernetes Manifests](#kubernetes-manifests)
-    - [Validation and Linting](#validation-and-linting)
-1. [Security](#security-1)
-  - [AI and SecOps](#ai-and-secops)
-    - [Cloud Security Assistants](#cloud-security-assistants)
+1. [Security](#security)
   - [API Security](#api-security)
     - [Microservices Architecture](#microservices-architecture)
   - [Access Control](#access-control)
-    - [Fundamentals](#fundamentals)
     - [Zero Trust Network Access](#zero-trust-network-access)
   - [Access Management](#access-management)
     - [Passwordless Authentication](#passwordless-authentication)
   - [Application Security](#application-security)
     - [Pentesting](#pentesting)
-    - [Secrets Detection](#secrets-detection)
     - [Spring Boot Integrations](#spring-boot-integrations)
     - [WAF and API Security](#waf-and-api-security)
   - [Architecture Patterns](#architecture-patterns)
     - [Microservice Security](#microservice-security)
-  - [Automation](#automation-1)
-    - [SOAR Workflows](#soar-workflows)
   - [CI-CD](#ci-cd)
-    - [Continuous Integration](#continuous-integration)
     - [Kubernetes Hardening](#kubernetes-hardening)
-    - [Pipeline Hardening](#pipeline-hardening)
-    - [Pipeline Integrity](#pipeline-integrity)
-  - [Cloud Posture](#cloud-posture)
-    - [Compliance and Audit](#compliance-and-audit)
   - [Cloud Security](#cloud-security)
-    - [AWS Secrets Manager](#aws-secrets-manager)
-    - [AWS Tools Portfolio](#aws-tools-portfolio)
     - [CWPP Frameworks](#cwpp-frameworks)
     - [Enterprise Security Platforms](#enterprise-security-platforms)
-    - [Microsoft Defender for Cloud](#microsoft-defender-for-cloud)
-    - [Serverless Security](#serverless-security)
     - [Telemetry and Observability](#telemetry-and-observability)
   - [Cloud-Native](#cloud-native)
     - [Architecture Fundamentals](#architecture-fundamentals)
-    - [Governance Standards](#governance-standards)
     - [Zero Trust Architectures](#zero-trust-architectures)
   - [Container Security](#container-security)
     - [Aqua Security Integration](#aqua-security-integration)
-    - [Hardening Standards](#hardening-standards)
-    - [Industry Vulnerability Reports](#industry-vulnerability-reports)
-    - [Linux Kernel Sandboxing](#linux-kernel-sandboxing)
-    - [Security Ecosystem Overview](#security-ecosystem-overview)
-    - [Testing Frameworks](#testing-frameworks)
-    - [Vulnerability Auditing](#vulnerability-auditing)
-    - [Vulnerability Scanning](#vulnerability-scanning)
+    - [DevSecOps](#devsecops)
   - [Cryptography](#cryptography)
-    - [Hashing Algorithms](#hashing-algorithms)
     - [PKI Automation](#pki-automation)
-    - [Public Key Infrastructure](#public-key-infrastructure)
-  - [DevSecOps](#devsecops)
-    - [Business Strategy](#business-strategy)
-    - [Engineering Skills](#engineering-skills)
+  - [DevSecOps](#devsecops-1)
     - [Enterprise Infrastructure](#enterprise-infrastructure)
-    - [Implementation Patterns](#implementation-patterns)
-    - [Integration Lifecycle](#integration-lifecycle)
-    - [Maturity Frameworks](#maturity-frameworks)
-    - [Methodology](#methodology)
-    - [Migration Planning](#migration-planning)
-    - [Mobile Systems](#mobile-systems)
-    - [Open Source Tools](#open-source-tools)
-    - [Organizational Culture](#organizational-culture)
-    - [Vulnerability Scanning](#vulnerability-scanning-1)
-  - [Developer Tooling](#developer-tooling)
-    - [Credential Management](#credential-management)
-    - [Git Secrets Security](#git-secrets-security)
   - [Education and Training](#education-and-training)
     - [Vulnerable Labs](#vulnerable-labs)
-  - [Enterprise Security Platforms](#enterprise-security-platforms-1)
-    - [Industry Acquisitions](#industry-acquisitions)
   - [GitOps](#gitops)
     - [Policy as Code](#policy-as-code)
-  - [Hybrid Cloud Security](#hybrid-cloud-security)
-    - [Azure Arc](#azure-arc)
-  - [Identity and Access](#identity-and-access)
-    - [Entra ID](#entra-id)
-  - [Identity and Access Management](#identity-and-access-management-1)
+  - [Identity and Access Management](#identity-and-access-management)
     - [Authentication Proxy](#authentication-proxy)
     - [Core Fundamentals](#core-fundamentals)
     - [High Availability](#high-availability)
@@ -173,21 +87,11 @@
     - [Cryptographic Trust](#cryptographic-trust)
   - [Incident Response](#incident-response)
     - [Container Forensics](#container-forensics)
-  - [Infrastructure as Code](#infrastructure-as-code-1)
-    - [Terraform Secrets](#terraform-secrets)
   - [Kubernetes Security](#kubernetes-security-1)
-    - [Admission Controllers](#admission-controllers)
-    - [Azure Integrations](#azure-integrations)
-    - [Bitnami Sealed Secrets](#bitnami-sealed-secrets)
-    - [CSI Driver Providers](#csi-driver-providers)
-    - [CyberArk Conjur](#cyberark-conjur)
-    - [External Secrets Operator](#external-secrets-operator)
     - [Image Encryption](#image-encryption)
     - [Policy as Code](#policy-as-code-1)
-    - [Runtime Hardening](#runtime-hardening)
     - [Self-Hosted Orchestration](#self-hosted-orchestration)
     - [Signature Verification](#signature-verification)
-    - [Vault Deployment](#vault-deployment)
   - [Microservices Security](#microservices-security)
     - [Architecture Patterns](#architecture-patterns-1)
     - [Behavior Monitoring](#behavior-monitoring)
@@ -199,42 +103,24 @@
   - [Network Security](#network-security-1)
     - [CNI Data Plane](#cni-data-plane)
     - [Web Application Firewall](#web-application-firewall)
-  - [OS Isolation](#os-isolation)
-    - [SELinux Container Security](#selinux-container-security)
-  - [Open Source](#open-source)
-    - [Governance standards](#governance-standards)
-  - [Penetration Testing](#penetration-testing)
-    - [Hash Cracking](#hash-cracking)
-    - [Metasploit](#metasploit)
-    - [Security Containers](#security-containers)
-  - [Public Key Infrastructure PKI](#public-key-infrastructure-pki)
-    - [Azure Operations](#azure-operations)
   - [Runtime Security](#runtime-security)
     - [KubeArmor Orchestration](#kubearmor-orchestration)
     - [LSM Enforcement](#lsm-enforcement)
     - [Threat Detection](#threat-detection)
-  - [SecOps](#secops)
-    - [Distributed Working](#distributed-working)
   - [Secret Management](#secret-management)
     - [Helm Automation](#helm-automation)
     - [Helm Security](#helm-security)
   - [Secrets Management](#secrets-management)
-    - [AWS Secrets Manager](#aws-secrets-manager-1)
-    - [Bitwarden Ecosystem](#bitwarden-ecosystem)
+    - [AWS Secrets Manager](#aws-secrets-manager)
     - [CICD Pipelines](#cicd-pipelines)
     - [CSI Driver](#csi-driver)
-    - [CSI Driver Providers](#csi-driver-providers-1)
+    - [CSI Driver Providers](#csi-driver-providers)
     - [Centralized Vaults](#centralized-vaults)
     - [Cloud Managed Services](#cloud-managed-services)
-    - [Cloud Native KMS](#cloud-native-kms)
-    - [CyberArk Conjur](#cyberark-conjur-1)
-    - [Developer Workstation](#developer-workstation)
-    - [Encrypted Secrets](#encrypted-secrets)
+    - [CyberArk Conjur](#cyberark-conjur)
     - [GCP Secret Manager](#gcp-secret-manager)
     - [GCP Security](#gcp-security)
     - [GitOps Encrypted Secrets](#gitops-encrypted-secrets)
-    - [HashiCorp Vault](#hashicorp-vault)
-    - [Industry Trends](#industry-trends)
     - [Kafka Integration](#kafka-integration)
     - [Kubernetes Admission Controllers](#kubernetes-admission-controllers)
     - [Kubernetes Integration](#kubernetes-integration)
@@ -242,244 +128,66 @@
     - [Kubernetes Sidecar Injection](#kubernetes-sidecar-injection)
     - [Risk Mitigation](#risk-mitigation)
     - [Serverless Integration](#serverless-integration)
-    - [Source Code Scanning](#source-code-scanning)
-  - [Security Operations](#security-operations-1)
-    - [SOAR Automation](#soar-automation)
   - [Serverless](#serverless)
     - [FaaS Hardening](#faas-hardening)
-  - [Serverless Security](#serverless-security-1)
+  - [Serverless Security](#serverless-security)
     - [Knative Security Guard](#knative-security-guard)
   - [Software Engineering](#software-engineering)
     - [Secure Design Principles](#secure-design-principles)
-  - [Software Supply Chain](#software-supply-chain)
-    - [Dependency Auditing](#dependency-auditing)
-    - [Scorecards](#scorecards)
-  - [Standards and Frameworks](#standards-and-frameworks)
-    - [Zero Trust Principles](#zero-trust-principles)
-  - [Static Analysis](#static-analysis-2)
-    - [Infrastructure as Code](#infrastructure-as-code-2)
-  - [Supply Chain](#supply-chain)
-    - [CI-CD Attacks](#ci-cd-attacks)
-    - [Dependency Management](#dependency-management)
-  - [Supply Chain Security](#supply-chain-security-1)
+  - [Static Analysis](#static-analysis-1)
+    - [Infrastructure as Code](#infrastructure-as-code)
+  - [Supply Chain Security](#supply-chain-security)
     - [AWS Integration](#aws-integration)
     - [Container Signing](#container-signing)
     - [Cryptographic Signatures](#cryptographic-signatures)
-    - [Image Signing and Verification](#image-signing-and-verification)
     - [Keyless Signing](#keyless-signing)
-    - [Video Learning](#video-learning)
   - [Threat Detection](#threat-detection-1)
     - [Audit Logs Parsing](#audit-logs-parsing)
     - [Container Monitoring Tools](#container-monitoring-tools)
     - [Malware Scanning](#malware-scanning)
-    - [OS Security](#os-security)
-    - [Scanning Utilities](#scanning-utilities)
   - [Threat Intelligence](#threat-intelligence)
     - [Container Runtime Security](#container-runtime-security)
     - [Kubernetes Exploits](#kubernetes-exploits)
     - [Kubernetes Exposures](#kubernetes-exposures)
   - [Vulnerabilities](#vulnerabilities)
-    - [Argo Workflows Misconfigurations](#argo-workflows-misconfigurations)
     - [CRI-O and Podman Security](#cri-o-and-podman-security)
     - [Log4Shell Mitigations](#log4shell-mitigations)
-    - [Log4Shell Scanners](#log4shell-scanners)
     - [Log4j Detection Agent](#log4j-detection-agent)
-    - [Log4j Evolution](#log4j-evolution)
-    - [Log4j Security Documentation](#log4j-security-documentation)
     - [Observability Mitigations](#observability-mitigations)
-    - [Public Impact Reporting](#public-impact-reporting)
-    - [Real-World Incidents](#real-world-incidents)
-    - [Software Supply Chain](#software-supply-chain-1)
-    - [Spanish Technical Advisory](#spanish-technical-advisory)
-    - [Threat Intelligence](#threat-intelligence-1)
   - [Vulnerability Management](#vulnerability-management)
     - [Base Images](#base-images)
     - [CICD Pipeline Security](#cicd-pipeline-security-1)
     - [CNAPP Platform](#cnapp-platform)
     - [Container Scanning](#container-scanning)
     - [Kubernetes Hardening](#kubernetes-hardening-2)
-    - [Kubernetes History](#kubernetes-history)
-  - [Vulnerability Scanning](#vulnerability-scanning-2)
-    - [Container Images](#container-images)
-  - [Zero Trust Architectures](#zero-trust-architectures-1)
-    - [Modern Secrets Paradigms](#modern-secrets-paradigms)
 1. [Security and Compliance](#security-and-compliance)
-  - [Automated Security Remediation](#automated-security-remediation)
-    - [Ansible and CyberArk](#ansible-and-cyberark)
-  - [CICD Security](#cicd-security-1)
-    - [Penetration Testing](#penetration-testing-1)
-  - [Cloud Security](#cloud-security-1)
-    - [Identity and Access Management](#identity-and-access-management-2)
   - [Container Security](#container-security-1)
     - [Runtime Observability](#runtime-observability)
-  - [Infrastructure as Code](#infrastructure-as-code-3)
-    - [IaC Security](#iac-security)
   - [Secrets Management](#secrets-management-1)
-    - [Ansible and CyberArk](#ansible-and-cyberark-1)
-    - [HashiCorp Vault](#hashicorp-vault-1)
-  - [Vulnerability Scanning](#vulnerability-scanning-3)
+    - [HashiCorp Vault](#hashicorp-vault)
+  - [Vulnerability Scanning](#vulnerability-scanning)
     - [Grype and GitLab](#grype-and-gitlab)
 1. [Security and Governance](#security-and-governance)
-  - [Cloud Security](#cloud-security-2)
-    - [Data Sovereignty](#data-sovereignty)
-    - [Misconfiguration Prevention](#misconfiguration-prevention)
-  - [Container Security](#container-security-2)
-    - [Industry Trends](#industry-trends-1)
-  - [DevSecOps](#devsecops-1)
+  - [DevSecOps](#devsecops-2)
     - [AWS Implementations](#aws-implementations)
     - [Automated Pipelines](#automated-pipelines)
-    - [Best Practices](#best-practices)
     - [Commercial CD](#commercial-cd)
-    - [Culture and Collaboration](#culture-and-collaboration)
     - [Enterprise Compliance](#enterprise-compliance)
-    - [Fundamentals](#fundamentals-1)
-    - [Industry Trends](#industry-trends-2)
-    - [Infrastructure as Code Security](#infrastructure-as-code-security)
-    - [Migration Strategies](#migration-strategies)
-  - [Kubernetes Security](#kubernetes-security-3)
-    - [Cluster Hardening](#cluster-hardening)
-  - [OS Hardening](#os-hardening)
-    - [Linux Security](#linux-security)
-  - [Vulnerability Management](#vulnerability-management-1)
-    - [Open Source Security](#open-source-security)
-  - [Web Security](#web-security)
-    - [Testing Environments](#testing-environments)
 
-## Architectural Foundations
+## Application Development
 
-### Kubernetes Tools
+### Cloud-Native Java
 
-#### General Reference
+#### Tanzu Framework
 
-  - [armosec.io: Use Kubescape to check if your Kubernetes clusters are exposed to the latest K8s Symlink vulnerability (CVE-2021-25741)](https://www.armosec.io/cve-vulnerability-database)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.armosec.io in the Kubernetes Tools ecosystem.
-  - [Automating Microsoft Sentinel Deployment with Azure DevOps CI/CD](https://noodlemctwoodle.medium.com/automating-microsoft-sentinel-deployment-with-azure-devops-ci-cd-2d4ae0c4e254)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Automating Microsoft Sentinel Deployment with Azure DevOps CI/CD in the Kubernetes Tools ecosystem.
-  - [Exploring the (lack of) security in a typical Docker and Kubernetes installation](https://www.neowin.net/news/exploring-the-lack-of-security-in-a-typical-docker-and-kubernets-installation)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Exploring the (lack of) security in a typical Docker and Kubernetes installation in the Kubernetes Tools ecosystem.
-  - [securityboulevard.com: DevOps vs. DevSecOps – Here’s How They Fit Together](https://securityboulevard.com/2021/02/devops-vs-devsecops-heres-how-they-fit-together)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering securityboulevard.com: DevOps vs. DevSecOps – Here’s How They Fit Together in the Kubernetes Tools ecosystem.
-  - [addteq.com: The REAL Difference between DevOps and DevSecOps](https://www.addteq.com/blog/2021/03/the-real-difference-between-devops-and-devsecops)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering addteq.com: The REAL Difference between DevOps and DevSecOps in the Kubernetes Tools ecosystem.
-  - [techrepublic.com: DevOps is getting code released faster than ever. But' security is lagging behind](https://www.techrepublic.com/article/devops-is-getting-code-released-faster-than-ever-but-security-is-lagging-behind)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering techrepublic.com: DevOps is getting code released faster than ever. But' security is lagging behind in the Kubernetes Tools ecosystem.
-  - [bbvanexttechnologies.com: FilosofΓ­a DevSecOps en el desarrollo de aplicaciones' sobre Azure](https://www.bbvanexttechnologies.com/blogs/filosofia-devsecops-en-el-desarrollo-de-aplicaciones-sobre-azure)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering bbvanexttechnologies.com: FilosofΓ­a DevSecOps en el desarrollo de aplicaciones' sobre Azure in the Kubernetes Tools ecosystem.
-  - [dzone: Security Matters: Vulnerability Scanning Done Right! 🌟](https://dzone.com/articles/security-matters-vulnerability-scanning-done-right-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==dzone: Security Matters: Vulnerability Scanning Done Right!== 🌟 in the Kubernetes Tools ecosystem.
-  - [infosecwriteups.com: How I Discovered Thousands of Open Databases on AWS](https://infosecwriteups.com/how-i-discovered-thousands-of-open-databases-on-aws-764729aa7f32)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==infosecwriteups.com: How I Discovered Thousands of Open Databases on AWS== in the Kubernetes Tools ecosystem.
-  - [bridgecrew.io: 6 key Kubernetes DevSecOps principles: People, processes,' technology](https://bridgecrew.io/blog/kubernetes-devsecops-principles)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==bridgecrew.io: 6 key Kubernetes DevSecOps principles: People, processes,' technology== in the Kubernetes Tools ecosystem.
-  - [medium.com/microservices-learning: How to implement security for microservices](https://medium.com/microservices-learning/how-to-implement-security-for-microservices-89b140d3e555)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/microservices-learning: How to implement security for microservices== in the Kubernetes Tools ecosystem.
-  - [medium.com/@anshuman2121: DevSecOps: Implement security on CICD Pipeline](https://medium.com/@anshuman2121/devsecops-implement-security-on-cicd-pipeline-19eb7aa22626)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@anshuman2121: DevSecOps: Implement security on CICD Pipeline in the Kubernetes Tools ecosystem.
-  - [medium.com/@jonathan_37674: What have we learned from scanning over 10K' Kubernetes Clusters? 🌟](https://medium.com/@jonathan_37674/what-have-we-learned-from-scanning-over-10k-kubernetes-clusters-b0ac6b250427)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@jonathan_37674: What have we learned from scanning over 10K' Kubernetes Clusters? 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/technology-hits: Incomplete Guide for Securing Containerized' Environment 🌟](https://medium.com/technology-hits/incomplete-guide-for-securing-containerized-environment-78b57fc3238)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/technology-hits: Incomplete Guide for Securing Containerized' Environment== 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/@jonathan_37674: How to Keep your CI/CD Pipelines Secure? | ARMO](https://medium.com/@jonathan_37674/how-to-keep-your-ci-cd-pipelines-secure-armo-8e962bc51fb6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@jonathan_37674: How to Keep your CI/CD Pipelines Secure? | ARMO in the Kubernetes Tools ecosystem.
-  - [betanews.com: Cloud security is complex -- but most vulnerabilities fall' into three key categories](https://betanews.com/2022/10/22/cloud-security-is-complex-but-most-vulnerabilities-fall-into-three-key-categories)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==betanews.com: Cloud security is complex -- but most vulnerabilities fall' into three key categories== in the Kubernetes Tools ecosystem.
-  - [medium.com/@pbijjala: Container security, an eco system view](https://medium.com/@pbijjala/container-security-an-eco-system-183dbffdf2d8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@pbijjala: Container security, an eco system view== in the Kubernetes Tools ecosystem.
-  - [medium.com/google-cloud: Shifting (even further) Left on Kubernetes Resource' Compliance](https://medium.com/google-cloud/shifting-even-further-left-on-kubernetes-resource-compliance-8f96fb8c72eb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/google-cloud: Shifting (even further) Left on Kubernetes Resource' Compliance in the Kubernetes Tools ecosystem.
-  - [dzone.com: How To Manage Vulnerabilities in Modern Cloud-Native Applications](https://dzone.com/articles/how-to-manage-vulnerabilities-in-modern-cloud-nati)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: How To Manage Vulnerabilities in Modern Cloud-Native Applications in the Kubernetes Tools ecosystem.
-  - [blog.devops.dev: End-to-End DevSecOps Kubernetes Project](https://blog.devops.dev/end-to-end-devsecops-kubernetes-project-4259f90722ef)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: End-to-End DevSecOps Kubernetes Project in the Kubernetes Tools ecosystem.
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-  - [medium: Kubernetes Network Policies: Are They Really Useful?](https://medium.com/@senthilrch/kubernetes-network-polices-are-they-really-useful-c3a153c49316)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes Network Policies: Are They Really Useful? in the Kubernetes Tools ecosystem.
-  - [medium: Who’s at the Helm?](https://dlorenc.medium.com/whos-at-the-helm-1101c37bf0f1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Who’s at the Helm? in the Kubernetes Tools ecosystem.
-  - [dev-vibe.medium.com: Encrypt Helm sensitive data](https://dev-vibe.medium.com/encrypt-helm-sensitive-data-9d7622e41d00)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dev-vibe.medium.com: Encrypt Helm sensitive data in the Kubernetes Tools ecosystem.
-  - [blog.mimacom.com: A Summary of log4j Exploit in a Log4shell - What Happened' and What You Can Do About It](https://blog.mimacom.com/log4j-in-a-log4shell)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.mimacom.com: A Summary of log4j Exploit in a Log4shell - What Happened' and What You Can Do About It in the Kubernetes Tools ecosystem.
-  - [techrepublic.com: How to create Let's Encrypt SSL certificates with acme.sh' on Linux](https://www.techrepublic.com/article/how-to-create-lets-encrypt-ssl-certificates-with-acme-sh-on-linux)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering techrepublic.com: How to create Let's Encrypt SSL certificates with acme.sh' on Linux in the Kubernetes Tools ecosystem.
-  - [bridgecrew](https://bridgecrew.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering bridgecrew in the Kubernetes Tools ecosystem.
-  - [bridgecrew.io: Tutorial: Incorporate IaC Security in your CI/CD pipeline' with Bridgecrew, Jenkins, and GitHub](https://bridgecrew.io/blog/tutorial-incorporate-iac-security-in-your-ci-cd-pipeline-with-bridgecrew-jenkins-and-github)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering bridgecrew.io: Tutorial: Incorporate IaC Security in your CI/CD pipeline' with Bridgecrew, Jenkins, and GitHub in the Kubernetes Tools ecosystem.
-  - [itbusinessedge.com: Okta vs. Azure AD: IAM Tool Comparison](https://www.itbusinessedge.com/security/okta-vs-azure-ad)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering itbusinessedge.com: Okta vs. Azure AD: IAM Tool Comparison in the Kubernetes Tools ecosystem.
-## CICD Pipeline
+  - **(2022)** [tanzu.vmware.com: Microservices with Spring Cloud Kubernetes Reference Architecture 🌟](https://www.vmware.com/products/app-platform/tanzu) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Provides the canonical reference architecture for running high-scale Spring Cloud applications natively on Kubernetes. Evaluates Spring Cloud Kubernetes integrations for service discovery, centralized configuration via ConfigMaps, and seamless external secrets management, aligning with 2026 Tanzu application platform standards.
+## Container Infrastructure
 
-### Pipeline Automation
+### CI-CD Pipelines
 
-#### JFrog Pipelines
+#### Pipeline Security
 
-  - **(2021)** [jfrog.com: How I Leaped Forward My Jenkins Build with JFrog Pipelines](https://jfrog.com/blog) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Highlights the transition of software build jobs from standard Jenkins architectures to optimized JFrog Pipelines. It details structural enhancements in build speeds, caching mechanisms, and overall pipeline orchestrations using Artifactory integrations. This technical blog demonstrates techniques for reducing CI bottleneck overhead.
-## Cloud Architecture
-
-### Infrastructure Automation
-
-#### Hybrid Cloud Strategy
-
-  - **(2021)** [cloudify.co: Your Guide to Infrastructure Automation & Hybrid Cloud Orchestration 🌟](https://docs.cloudify.co) [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An architectural manual focused on multi-cloud orchestration and automation frameworks. Discusses leveraging open-source TOSCA-based standards to orchestrate compute resources, handle multi-site network topologies, and coordinate complex deployments across multiple hypervisors.
-## Cloud Native Operations
-
-### Kubernetes
-
-#### Advanced Templating
-
-  - **(2022)** [**Kapitan**](https://kapitan.dev) [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An open-source configuration management engine built to generate clean declarative configurations (Kubernetes manifests, Terraform, Ansible) using Python and Jsonnet. Kapitan simplifies managing configurations for multiple environments by using a single source of truth.
-## Containers
-
-### Security and Hardening
-
-#### Supply Chain Security
-
-  - **(2020)** [thehackernews.com: Docker Images Containing Cryptojacking Malware Distributed via Docker Hub](https://thehackernews.com/2020/06/cryptocurrency-docker-image.html) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An urgent technical warning investigating cryptojacking campaigns spreading malware via compromised registries. Underscores the critical requirement for automated image validation and registry access restrictions.
+  - **(2022)** [Build trusted pipelines/Guards with Podman containers](https://www.redhat.com/en/blog/using-container-technology-make-trusted-pipeline) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Analyzes how to design highly secure, isolated CI/CD pipelines using Podman container guards. By isolating execution steps within unprivileged container sandboxes, this architecture protects build systems and host servers from security compromises.
 ## DevOps
 
 ### CICD Pipeline Security
@@ -490,40 +198,12 @@
 #### Jenkins Integrations
 
   - **(2023)** [Jenkins Plugin: Anchore Container Image Scanner](https://plugins.jenkins.io/anchore-container-scanner) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” The integration plugin for Jenkins enabling seamless automation of Anchore scans during build orchestration. Allows developers to write declarative Jenkins pipelines that audit images and break builds if severe security policies or license restrictions are violated. Essential for Jenkins compliance architectures.
-### CICD Security
-
-#### Static Code Analysis SAST
-
-  - **(2021)** [DevSecOps – Static Analysis SAST with Jenkins Pipeline](https://digitalvarys.com/devsecops-static-analysis-sast-with-jenkins-pipeline)  [COMMUNITY-TOOL] [GUIDE] β€” Detailed implementation guide for building a DevSecOps static analysis pipeline within Jenkins. Explains integration points for security scanners, automation loops, and methods for setting pipeline execution barriers when high-severity bugs or vulnerabilities are discovered.
-### Compliance
-
-#### Static Analysis
-
-  - **(2021)** [securecoding.com: Code Audit: How to Ensure Compliance for an Application](https://www.securecoding.com/blog/code-audit-how-to-ensure-compliance-for-an-application) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Focuses on designing structural code auditing protocols to assure continuous regulatory and technical compliance. Outlines SAST/DAST tooling patterns, automated linting integration, and structured reviewer workflows. Designed for engineering managers seeking to build high-maturity compliance loops into software delivery pipelines.
-### GitOps Secrets
-
-#### Mozilla SOPS
-
-  - **(2021)** [dev.to: Manage your secrets in Git with SOPS for Kubernetes 🌟](https://dev.to/stack-labs/manage-your-secrets-in-git-with-sops-for-kubernetes-57me)  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive operational guide on using Mozilla SOPS (Secrets Operations) inside GitOps loops. Demonstrates how to write symmetrically or asymmetrically encrypted secrets directly to Git, using keys managed by cloud KMS (AWS, GCP, Azure) or local PGP, allowing seamless decryption at deploy-time by operators like Flux or Argo CD.
-#### Operator Architecture
-
-  - **(2021)** [GitOps secret management with bitnami-labs Sealed Secret and GoDaddy Kubernetes External Secrets 🌟](https://www.redhat.com/en/blog/gitops-secret-management)  [LEGACY] β€” Compares legacy secret management strategies using Bitnami Sealed Secrets and GoDaddy's Kubernetes External Secrets (KES). Live grounding alerts: KES is archived and fully deprecated, having been replaced by the unified External Secrets Operator (ESO). This article remains a useful historical reference for understanding early GitOps secret evolution.
-### Helm Ecosystem
-
-#### Post-Rendering Plugins
-
-  - **(2022)** [**jx-secret-postrenderer 🌟**](https://github.com/jenkins-x-plugins/jx-secret-postrenderer) ⭐ 4  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Source code repository for the Jenkins X Secret Post-Renderer. Features advanced post-rendering logic that intercepts raw Helm charts during continuous delivery, querying secure vaults to substitute placeholders with concrete values right before manifest transmission to the Kubernetes API.
 ### Observability
 
 #### Dashboards
 
   - **(2024)** [github.com/hygieia/Hygieia 🌟](https://github.com/hygieia/Hygieia) ⭐ 3819  [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” An enterprise DevOps dashboard originally developed by Capital One to track delivery pipelines, testing, and security traces. *Curator Insight vs. Live Grounding*: The project has transitioned into an unmaintained, archived repository. It remains highly informative structurally as a reference architecture for aggregating multi-source security and pipeline metrics.
-### Open Source Evolution
-
-#### External Secrets Community
-
-  - **(2022)** [blog.container-solutions.com: The Birth of the External Secrets Community](https://blog.container-solutions.com/the-birth-of-the-external-secrets-community)  [COMMUNITY-TOOL] β€” An insightful historical retrospective on the consolidation of fragmented Kubernetes secrets solutions. Traces the collaborative community migration from proprietary GoDaddy and Container Solutions utilities to the unified, CNCF-incubated External Secrets Operator (ESO).
-### Static Analysis (1)
+### Static Analysis
 
 #### Kubernetes Linting
 
@@ -531,35 +211,8 @@
 #### Kubernetes Validation
 
   - **(2026)** [github.com/yannh/kubeconform 🌟](https://github.com/yannh/kubeconform) ⭐ 3066  [GO CONTENT] 🌟🌟 [ENTERPRISE-STABLE] β€” A ultra-fast, modern Kubernetes manifest validator written in Go, acting as a direct replacement for kubeval. Validates resources against official OpenAPI schemas, automatically caching custom resource definitions (CRDs) in offline environments. Recognized globally as a de facto tool for GitOps CI verification.
-### Version Control
-
-#### Identity and Access Management
-
-  - **(2024)** [==Git Credential Manager Core==](https://github.com/git-ecosystem/git-credential-manager) ⭐ 8978  [C# CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Git Credential Manager is a secure, cross-platform helper that simplifies multi-factor authentication for hosts like GitHub, GitLab, and Azure DevOps. It securely stores credentials in platform-native keychains, abstracting token lifecycle management away from developers.
-## Development
-
-### Libraries
-
-#### Python Configuration Ingestion
-
-  - **(2022)** [Neoteroi/essentials-configuration-keyvault](https://github.com/Neoteroi/essentials-configuration-keyvault) ⭐ 1  [PYTHON CONTENT] 🌟 [COMMUNITY-TOOL] β€” A specialized open-source Python package engineered to fetch and map configurations dynamically from Azure Key Vault into Python-based microservices. Standardizes token authentication patterns, drastically reducing boilerplate setup routines for backend frameworks.
 ## Infrastructure
 
-### Automation
-
-#### Engineering Culture
-
-  - **(2021)** [redhat.com: 5 ways for teams to create an automation-first mentality](https://www.redhat.com/en/blog/automation-first-mentality)  [COMMUNITY-TOOL] β€” Examines strategic methods to cultivate an automation-first culture within platform and infrastructure organizations. Details how automating recurring tasks and standardizing configurations directly impacts delivery reliability, architectural scaling, and security compliance.
-### Endpoint Hardening
-
-#### MDM Configurations
-
-  - **(2022)** [hmaslowski.com: macOS Security hardening with Microsoft Intune](https://hmaslowski.com/home/f/macos-security-hardening-with-microsoft-intune) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A technical guide to hardening macOS endpoints via Microsoft Intune MDM. Outlines configuring device profiles, enforcing disk encryption, managing firewall rules, and setting up automated compliance scripts to secure remote engineering systems.
-### Infrastructure as Code
-
-#### Security Scanning
-
-  - **(2022)** [thenewstack.io: Infrastructure-as-Code: 6 Best Practices for Securing Applications 🌟](https://thenewstack.io/infrastructure-as-code-6-best-practices-for-securing-applications) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Presents six architectural guidelines for securing Infrastructure-as-Code setups. Focuses on integrating static linters (such as Checkov and Trivy), avoiding credential commits to source state files, and implementing role-based orchestration controls.
 ### Network Security
 
 #### Ingress Control
@@ -587,20 +240,6 @@
 #### Open Source Curation
 
   - **(2021)** [cloud.redhat.com: Top Open Source Kubernetes Security Tools of 2021 🌟🌟](https://www.redhat.com/en/blog/top-open-source-kubernetes-security-tools-of-2021) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Reviews top open-source security tooling from 2021, including static analysis tools, vulnerability scanners, runtime anomaly detectors, and compliance auditors used within CI/CD pipelines.
-## Linux
-
-### Security
-
-#### Auditing
-
-  - **(2021)** [sysadminxpert.com: How to do Security Auditing of CentOS System Using Lynis Tool](https://sysadminxpert.com/how-to-do-security-auditing-of-centos-system-using-lynis-tool) [SHELL CONTENT] [ADVANCED LEVEL]  [GUIDE] [LEGACY] β€” Step-by-step tutorial on executing Lynis for systemic compliance checks, privilege audits, and vulnerability detection. Live grounding notes that while CentOS is deprecated, Lynis remains an enterprise-stable auditor on Rocky, Alma, and generic RHEL-family distributions.
-## Networking and Security
-
-### Kubernetes Networking
-
-#### Security and Hardening (1)
-
-  - **(2020)** [**blog.nody.cc: Verify your Kubernetes Cluster Network Policies: From Faith to Proof**](https://blog.nody.cc/posts/2020-06-kubernetes-network-policy-verification) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Focuses on validating network security policies using automated policy-verification and security-testing tools instead of assuming they work. Explains techniques for writing reliable assertions for ingress and egress rules. Live Grounding notes that modern 2026 enterprise teams actively integrate policy checkers (such as Sonobuoy, Cilium Hubble, or OPA) into CI/CD pipelines.
 ## Observability (1)
 
 ### Logging
@@ -608,25 +247,8 @@
 #### Fluent Bit Engine
 
   - **(2026)** [fluentbit.io](https://fluentbit.io) [C CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Fluent Bit is a highly lightweight telemetry processor designed to gather, parse, and route massive streams of logs, metrics, and traces inside memory-constrained environments. From a security perspective, its custom parsing pipelines allow runtime audit events to be indexed and structured before transit. It serves as a foundational component in enterprise SIEM architectures.
-### Monitoring
+## Security
 
-#### Security Operations
-
-  - **(2021)** [datadoghq.com: Monitor HashiCorp Vault metrics and logs](https://www.datadoghq.com/blog/monitor-vault-metrics-and-logs) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Deep engineering guide detailing how to ingest, monitor, and alert on HashiCorp Vault logs and performance metrics using Datadog. Evaluates key health telemetry indicators including client token creation rates, lease expirations, system entropy, request latencies, and critical unseal events to ensure high availability and robust auditing.
-## Platform Engineering
-
-### Kubernetes Manifests
-
-#### Validation and Linting
-
-  - **(2025)** [==KubeLinter==](https://github.com/stackrox/kube-linter) ⭐ 3469  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An enterprise-grade static analyzer for raw Kubernetes manifest files and Helm charts. Translates security benchmarks, privileged container checks, and missing resource limits into actionable DevOps signals.
-## Security (1)
-
-### AI and SecOps
-
-#### Cloud Security Assistants
-
-  - **(2026)** [**Microsoft Security Copilot**](https://www.microsoft.com/en-us/security/business/ai-machine-learning/microsoft-security-copilot) [NONE CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An enterprise AI-powered security analysis assistant integrating massive telemetry data with advanced language models. It accelerates incident response, simplifies threat hunting, and automates multi-cloud security posture analysis across IT environments.
 ### API Security
 
 #### Microservices Architecture
@@ -634,9 +256,6 @@
   - **(2022)** [devops.com: Taking a DevSecOps Approach to API Security](https://devops.com/why-traditional-approaches-to-api-security-dont-work) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Analyzes the limitations of traditional web application firewalls (WAFs) in modern microservice systems. Explores programmatic API security patterns, including schema validation, API rate limiting, token-based authorization, and continuous contract checking.
 ### Access Control
 
-#### Fundamentals
-
-  - **(2021)** [freecodecamp.org: Authentication vs Authorization – What's the Difference?](https://www.freecodecamp.org/news/whats-the-difference-between-authentication-and-authorisation)  [COMMUNITY-TOOL] [GUIDE] β€” Explains the architectural differences between authentication protocols and authorization policies. Uses industry examples like OAuth2, OIDC, SAML, and Kubernetes RBAC models to illustrate standard access control patterns.
 #### Zero Trust Network Access
 
   - **(2023)** [thenewstack.io: Secured Access to Kubernetes from Anywhere with Zero Trust | Tenry Fu 🌟](https://thenewstack.io/secured-access-to-kubernetes-from-anywhere-with-zero-trust) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Analyzes the tactical implementation of Zero Trust Network Access (ZTNA) in multi-environment Kubernetes infrastructures. Explores shifting away from classic perimeter-based security systems towards context-aware, cryptographic access tokens. The guide provides architectural frameworks for dynamic network tunneling, ensuring robust authentication of out-of-band operators.
@@ -646,16 +265,11 @@
 #### Passwordless Authentication
 
   - **(2023)** [auth0.com: A Passwordless Future! Passkeys for Java Developers](https://auth0.com/blog/webauthn-and-passkeys-for-java-developers) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A developer-focused guide to building passwordless authentication flows in Java web applications using WebAuthn APIs. Covers credential registration mechanics, client signature verification, and security practices for modern passkeys.
-  - **(2022)** [goteleport.com: Why DevSecOps is Going Passwordless](https://goteleport.com/blog/devsecops-passwordless) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Examines the transition from static SSH keys and database credentials to short-lived, identity-driven access methods. Outlines using WebAuthn standards, public-key cryptography, and modern IAM federation to eliminate credential storage risks.
 ### Application Security
 
 #### Pentesting
 
   - **(2020)** [forbes.com: DevOps Drives Pentesting Delivered As A Service](https://www.forbes.com/sites/chenxiwang/2020/06/17/devops-drives-pentesting-delivered-as-a-service) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Examines how modern Agile and DevOps practices have driven the rise of continuous, API-driven Pen Testing as a Service (PTaaS). This model aligns offensive security scanning directly with microservice release cycles, preventing bottleneck delays. Highlights the integration of pentest results directly into developer ticketing systems.
-#### Secrets Detection
-
-  - **(2021)** [**GitHub security: what does it take to protect your company from credentials leaking on GitHub? 🌟**](https://blog.gitguardian.com/github-security) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Examines the severe risks and systemic impacts of credential leakage on public and private Git repositories. Discusses mitigation strategies, developer scanning workflows, and the integration of GitGuardian API to catch hardcoded secrets at push time. Vital reading for DevSecOps leads.
-  - **(2021)** [**blog.gitguardian.com: Secrets in source code (episode 2/3). Why secrets in git are such a problem**](https://blog.gitguardian.com/secrets-credentials-api-git) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Explores the anatomy of credential exposure within VCS platforms. It highlights the persistence of Git history, showing why simply deleting a secret in a subsequent commit does not mitigate security risks. Emphasizes mandatory history rewriting and continuous pipeline scanning.
 #### Spring Boot Integrations
 
   - **(2021)** [piotrminkowski.com: Vault on Kubernetes with Spring Cloud](https://piotrminkowski.com/2021/12/30/vault-on-kubernetes-with-spring-cloud)  [COMMUNITY-TOOL] [GUIDE] β€” An application integration tutorial showing how to bind Spring Cloud Config and Spring Cloud Vault inside Kubernetes. Demonstrates how microservices resolve credentials at startup, manage key rotation, and construct a secure configuration hierarchy directly mapped to application properties.
@@ -667,50 +281,19 @@
 #### Microservice Security
 
   - **(2020)** [Security Patterns for Microservice Architectures](https://developer.okta.com/blog/2020/03/23/microservice-security-patterns) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Provides a robust collection of enterprise security patterns tailored for microservices, detailing patterns like mTLS, API Gateway authentication delegation, and token propagation. Reviews mechanisms to safely pass user context through multiple nested backend requests. Highly recommended for software and security architects.
-### Automation (1)
-
-#### SOAR Workflows
-
-  - **(2022)** [torq.io: 5 Security Automation Examples for Non-Developers](https://torq.io/blog/5-security-automation-examples-for-non-developers)  [COMMUNITY-TOOL] β€” Provides practical implementation examples for low-code/no-code security automation using SOAR architectures. Focuses on integrating threat telemetry sources, executing dynamic IP quarantine actions, and orchestrating Slack-based manual approval steps for access provisioning.
 ### CI-CD
 
-#### Continuous Integration
-
-  - **(2021)** [devops.com: Continuous Security: The Next Evolution of CI/CD](https://devops.com/continuous-security-the-next-evolution-of-ci-cd)  [COMMUNITY-TOOL] β€” Discusses moving from periodic security assessments to automated, real-time testing within deployment pipelines. Explores running SAST, automated secrets scanning, and licensing compliance checks alongside unit tests.
 #### Kubernetes Hardening
 
   - **(2021)** [containerjournal.com: Kubernetes Security in Your CI/CD Pipeline](https://cloudnativenow.com/features/kubernetes-security-in-your-ci-cd-pipeline) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Analyzes strategies for integrating Kubernetes security checks into delivery pipelines. Explores static resource scanning, YAML syntax validations, and OPA policy testing to identify misconfigured manifests before deployment.
-#### Pipeline Hardening
-
-  - **(2021)** [dqindia.com: Secure your CI/CD pipeline with these tips from experts](https://www.dqindia.com/secure-cicd-pipeline-tips-experts)  [COMMUNITY-TOOL] β€” Aggregates engineering practices to secure continuous delivery pipelines from supply-chain compromises. Details techniques such as ephemeral build runner isolation, strict plugin auditing, dynamic credential injection, and automated SBOM generation.
-#### Pipeline Integrity
-
-  - **(2021)** [devops.com: Securing Your Software Development Pipelines](https://devops.com/securing-your-software-development-pipelines)  [COMMUNITY-TOOL] β€” Examines methods for securing continuous delivery setups from upstream supply-chain threats. Focuses on protecting execution infrastructure, implementing cryptographic artifact validation, and isolating dependency ingestion engines.
-### Cloud Posture
-
-#### Compliance and Audit
-
-  - **(2026)** [==github.com/prowler-cloud/prowler 🌟🌟==](https://github.com/prowler-cloud/prowler) ⭐ 13994  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An industry-standard tool for Cloud Security Posture Management (CSPM). It systematically audits multi-cloud infrastructures against CIS benchmarks, GDPR, and PCI-DSS rules, outputting detailed security posture reviews and compliance logs.
 ### Cloud Security
 
-#### AWS Secrets Manager
-
-  - **(2021)** [thenewstack.io: Managing Kubernetes Secrets with AWS Secrets Manager 🌟](https://thenewstack.io/managing-kubernetes-secrets-with-aws-secrets-manager)  [COMMUNITY-TOOL] [GUIDE] β€” A guide to implementing AWS Secrets Manager inside EKS environments. Evaluates native AWS CSI secrets providers and External Secrets Operator integrations, explaining fine-grained pod IAM identification using IAM Roles for Service Accounts (IRSA) and automated secrets rotation flows.
-#### AWS Tools Portfolio
-
-  - **(2021)** [thenewstack.io: AWS Open Sources Security Tools](https://thenewstack.io/aws-open-sources-security-tools) [NONE CONTENT]  [COMMUNITY-TOOL] β€” This reference maps multiple open-source utilities released by AWS to assist cloud security operations. It covers tools for IAM privilege boundary auditing, configuration drift tracking, and automated resource compliance verification. These tools help maintain cloud-native best practices across large-scale AWS cluster deployments.
 #### CWPP Frameworks
 
   - **(2026)** [Twistlock](https://www.paloaltonetworks.com/prisma/cloud) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Historically Twistlock, now fully integrated as Palo Alto Networks' Prisma Cloud. It represents an enterprise-standard Cloud Workload Protection Platform (CWPP) offering container firewalls, active runtime monitoring, vulnerability intelligence, and compliance scanning. Essential for unified, large-scale multi-cloud infrastructure auditing.
 #### Enterprise Security Platforms
 
   - **(2026)** [stackrox.com](https://www.redhat.com/en/technologies/cloud-computing/openshift/advanced-cluster-security-kubernetes) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Red Hat Advanced Cluster Security for Kubernetes (RHACS), built upon the StackRox platform. Delivers deep, Kubernetes-native security and continuous configuration auditing across OpenShift and Kubernetes. Implements network policy visualization, vulnerability tracking, and real-time host compliance auditing.
-#### Microsoft Defender for Cloud
-
-  - **(2021)** [docs.microsoft.com: Introduction to Azure Defender for container registries](https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-container-registries-introduction) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Authoritative guide on using Microsoft Defender for Container Registries (now Microsoft Defender for Cloud). Explains how push events to Azure Container Registry trigger automated vulnerability and configuration scans, validating the underlying OS-level packages.
-#### Serverless Security
-
-  - **(2020)** [10 Serverless security best practices](https://snyk.io/blog/10-serverless-security-best-practices)  [COMMUNITY-TOOL] β€” Snyk-authored blueprint outlining ten security best practices for serverless environments. Explains operational workflows covering IAM role minimization, packaging dependencies scans, static code analysis, configurations storage, and comprehensive logging to eliminate attack vectors.
 #### Telemetry and Observability
 
   - **(2026)** [Threat Stack](https://www.f5.com/products/distributed-cloud-services) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Originally Threat Stack, now operationalized within F5's Distributed Cloud Services. Provides host intrusion detection (HIDS), real-time behavioral monitoring, and compliance metrics. Combines endpoint system telemetry and application traffic insight to enable rapid detection of advanced persistent threats.
@@ -719,9 +302,6 @@
 #### Architecture Fundamentals
 
   - **(2021)** [containerjournal.com: The What and Why of Cloud-Native Security](https://cloudnativenow.com/editorial-calendar/cloud-native-security/the-what-and-why-of-cloud-native-security)  [LEGACY] β€” Investigates the structural shift from static legacy perimeter-based security to dynamic cloud-native postures. Outlines the CNCF-backed '4Cs' security model (Cloud, Cluster, Container, Code) and emphasizes micro-segmented networking, cryptographic identity validation, and continuous container assurance.
-#### Governance Standards
-
-  - **(2026)** [cncf/tag-security: CNCF Security Technical Advisory Group 🌟](https://github.com/cncf/tag-security) ⭐ 2264  [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” The premier open-source governance and advisory group defining cloud-native security, compliance, and secure software supply chains. Provides critical specifications including the CNCF Security Whitepaper and Cloud Native Threat Matrix, which serve as foundational guides for platform architects.
 #### Zero Trust Architectures
 
   - **(2022)** [thenewstack.io: Why Cloud Native Systems Demand a Zero Trust Approach](https://thenewstack.io/why-cloud-native-systems-demand-a-zero-trust-approach) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explains why dynamic microservice scheduling demands a transition from traditional perimeter security to zero-trust architectures. Covers using cryptographically verified workload identities (via SPIFFE/SPIRE), mandatory mTLS, and end-to-end request context validation.
@@ -730,120 +310,32 @@
 #### Aqua Security Integration
 
   - **(2021)** [europeclouds.com: Implementing Aqua Security to Secure Kubernetes](https://www.europeclouds.com/blog/implementing-aqua-security-to-secure-kubernetes) [NONE CONTENT]  [COMMUNITY-TOOL] β€” This reference implementation analyzes Aqua Security's threat protection suite inside Kubernetes platforms. It details automated configuration of image scanning workflows, continuous drift detection mechanisms, and custom-built runtime profiles. Grounded in actual platform defense, this approach addresses immediate container exploitation vectors by establishing clear trust domains.
-#### Hardening Standards
+#### DevSecOps
 
-  - **(2021)** [infracloud.io: The Ten Commandments of Container Security](https://www.infracloud.io/blogs/top-10-things-for-container-security)  [COMMUNITY-TOOL] β€” Compiles ten key principles of container hardening. Focuses on restricting privileged users, defining hard CPU/memory resource limits, enforcing read-only root filesystems, applying seccomp filters, and eliminating administrative packages from final container builds.
-  - **(2021)** [sysdig.com: Container security best practices: Ultimate guide 🌟](https://www.sysdig.com/learn-cloud-native/container-security-best-practices)  [COMMUNITY-TOOL] β€” An extensive security manual outlining enterprise container security frameworks. Unifies static image analysis, CI/CD checking, host-level seccomp hardening, and real-time eBPF runtime analysis to create an absolute defense-in-depth model.
-#### Industry Vulnerability Reports
-
-  - **(2021)** [sysdig.com: Sysdig 2021 container security and usage report: Shifting left is not enough 🌟](https://www.sysdig.com/blog/sysdig-2021-container-security-usage-report)  [COMMUNITY-TOOL] β€” A Sysdig analytical report evaluating active container operations and configuration parameters in production. Confirms a vast majority of containers operate with highly permissive configurations and overprivileged profiles, advocating for coupling build-time scans with runtime eBPF auditing.
-#### Linux Kernel Sandboxing
-
-  - **(2021)** [redhat.com: Improving Linux container security with seccomp 🌟](https://www.redhat.com/en/blog/container-security-seccomp)  [COMMUNITY-TOOL] β€” Red Hat technical reference manual exploring how seccomp filters improve container isolation. Demonstrates how container runtimes (such as CRI-O, Docker, and Podman) integrate system call blockers at the kernel level to shield the host from container breakout attacks.
-#### Security Ecosystem Overview
-
-  - **(2021)** [techbeacon.com: 17 open-source container security tools 🌟](https://techbeacon.com/security/17-open-source-container-security-tools)  [COMMUNITY-TOOL] β€” A comprehensive review of seventeen leading open-source container security platforms, including Trivy, Falco, and Grype. Segregates tooling based on their operational targets: static image profiling, continuous compliance auditing, or real-time eBPF runtime event analysis.
-#### Testing Frameworks
-
-  - **(2023)** [==GoogleContainerTools/container-structure-test==](https://github.com/GoogleContainerTools/container-structure-test) ⭐ 2484  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official repository for Google's `container-structure-test`. Details a powerful unit testing framework that validates container image structures (checking file layouts, metadata keys, variable exports, and executable output states) without actually running the target container environment.
-#### Vulnerability Auditing
-
-  - **(2021)** [sysdig.com: 12 Container image scanning best practices to adopt in production](https://www.sysdig.com/learn-cloud-native/12-container-image-scanning-best-practices)  [COMMUNITY-TOOL] β€” A collection of twelve container image scanning best practices. Recommends implementing shifting-left (scanning directly inside continuous integration steps), utilizing minimal distroless or Alpine base images, and blocking pipelines dynamically when critical vulnerabilities are discovered.
-#### Vulnerability Scanning
-
-  - **(2021)** [redhat.com: Introducing Red Hat Vulnerability Scanner Certification](https://www.redhat.com/en/blog/introducing-red-hat-vulnerability-scanner-certification)  [COMMUNITY-TOOL] β€” Covers Red Hat's certified scanner program designed to align third-party scanners (such as Snyk, Aqua, and Sysdig) with Red Hat's official vulnerability database, minimizing false positives and ensuring accurate vulnerability grading for RHEL-based enterprise containers.
+  - **(2023)** [Kubernetes Security Best Practices: A DevSecOps Perspective](https://www.linkedin.com/top-content/career) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep dive into Kubernetes security practices through a modern DevSecOps lens. Covers critical strategies including RBAC refinement, network policies, pod security standards, container vulnerability scanning, and managing runtime security alerts.
 ### Cryptography
 
-#### Hashing Algorithms
-
-  - **(2026)** [==pyca/bcrypt==](https://github.com/pyca/bcrypt) ⭐ 1482  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Provides high-performance, secure-by-default C bindings for the bcrypt password hashing algorithm in Python applications. Widely trusted for protecting stored passwords against offline dictionary attacks through adjustable work factors.
-  - **(2026)** [==argon2-cffi==](https://argon2-cffi.readthedocs.io/en/stable) [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The recommended CFFI Python interface for Argon2, the winner of the Password Hashing Competition. Provides extreme resistance against CPU-intensive and GPU-based parallel hardware attack mechanisms. Excellent for hashing secrets and credentials inside authentication backend APIs.
-  - **(2026)** [==docs.python.org: scrypt (standard library)==](https://docs.python.org/3/library/hashlib.html) [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Provides built-in, low-level access to the scrypt key derivation function inside Python's native standard library (hashlib). This ensures robust password protection out-of-the-box without requiring compilation of external binary packages.
-  - **(2026)** [==cryptography.io: scrypt (cryptography)==](https://cryptography.io/en/latest/hazmat/primitives/key-derivation-functions) [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Implements the scrypt algorithm within Python's premier cryptography package, enabling customization of CPU, memory, and parallelization parameters. Ideal for highly customized cryptographic backends requiring precise control over memory-hard functions.
 #### PKI Automation
 
   - **(2021)** [devops.com: How to Automate PKI for DevOps With Open Source Tools](https://devops.com/how-to-automate-pki-for-devops-with-open-source-tools) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This article discusses the orchestration and automation of Public Key Infrastructure (PKI) using modern open-source utilities like Vault and cert-manager. It presents a resilient blueprint for generating short-lived certificates dynamically within automated CI/CD configurations. This approach helps minimize human errors and ensures encrypted service-to-service communication.
-#### Public Key Infrastructure
+### DevSecOps (1)
 
-  - **(2021)** [arsouyes.org: PKCS, pem, der, key, crt,...](https://www.arsouyes.org/articles/2021/2021-06-21_PKCS_pem_der_key_crt) [FRENCH CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A deep-dive structural reference of Public Key Infrastructure (PKI) formats, including PEM, DER, PKCS#12, CRT, and KEY. Explains standard formatting variations, binary-versus-base64 representations, and practical OpenSSL command syntaxes for conversion operations in production environments.
-### DevSecOps
-
-#### Business Strategy
-
-  - **(2021)** [softwebsolutions.com: What is DevSecOps and why your business needs it](https://www.softwebsolutions.com/resources/devops-security-tools-benefits)  [COMMUNITY-TOOL] β€” Details the business case for adopting DevSecOps, focusing on cost reduction and risk mitigation. Highlights how automated compliance reporting and early-stage vulnerability isolation help avoid post-deployment incident recovery expenses.
-#### Engineering Skills
-
-  - **(2022)** [thenewstack.io: The DevSecOps Skillsets Required for Cloud Deployments](https://thenewstack.io/the-devsecops-skillsets-required-for-cloud-deployments)  [COMMUNITY-TOOL] β€” Identifies core competencies required to bridge the gap between application engineering, infrastructure management, and information security. Explores training approaches for policy-as-code linting, automated vulnerability triage, and team threat modeling.
 #### Enterprise Infrastructure
 
   - **(2022)** [redhat.com: Red Hat's approach to DevSecOps](https://www.redhat.com/en/solutions/devsecops-approach) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Outlines Red Hat's framework for implementing DevSecOps inside Kubernetes environments like OpenShift. Explores container registry security integration, automated system hardening, and continuous policy-as-code validation patterns.
   - **(2021)** [redhat.com: Getting DevSecOps to production and beyond](https://www.redhat.com/en/blog/devsecops-enterprise-architecture) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An architecture guide on scaling secure DevSecOps practices across enterprise hybrid-cloud deployments. Examines how to align secure base image standards, policy enforcement tools, and continuous compliance dashboards across diverse developer groups.
-#### Implementation Patterns
-
-  - **(2022)** [thenewstack.io: 10 Steps to Simplify Your DevSecOps](https://thenewstack.io/10-steps-to-simplify-your-devsecops)  [COMMUNITY-TOOL] β€” Outlines ten practical architecture recommendations to simplify automated security gates in modern engineering pipelines. Emphasizes selecting high-fidelity alerts, keeping scanner integrations local to development workflows, and establishing automated feedback loops.
-#### Integration Lifecycle
-
-  - **(2022)** [devops.com: Tips for a Successful DevSecOps Life Cycle](https://devops.com/tips-for-a-successful-devsecops-life-cycle)  [COMMUNITY-TOOL] β€” Outlines engineering practices for integrating security across the application development lifecycle. Covers choosing integration points, configuring alert signaling thresholds to avoid fatigue, and defining collaborative post-incident remediations.
-#### Maturity Frameworks
-
-  - **(2021)** [thenewstack.io: Where Are You on the DevSecOps Maturity Curve?](https://thenewstack.io/where-are-you-on-the-devsecops-maturity-curve)  [COMMUNITY-TOOL] β€” Evaluates the transition stages of DevSecOps maturity in modern organizations. Focuses on moving from retrospective scanning audits to declarative, fully automated Security-as-Code setups integrated directly into delivery pipelines to enable metric-driven risk reduction.
-#### Methodology
-
-  - **(2022)** [thenewstack.io: 5 Misconceptions About DevSecOps](https://thenewstack.io/5-misconceptions-about-devsecops)  [COMMUNITY-TOOL] β€” Deconstructs common misconceptions about DevSecOps implementations. Explains that automated testing is not a complete replacement for team culture shifts and that integrating automated guardrails can accelerate, rather than slow down, delivery velocity.
-#### Migration Planning
-
-  - **(2022)** [devops.com: How to Seamlessly Transition to DevSecOps](https://devops.com/how-to-seamlessly-transition-to-devsecops)  [LEGACY] β€” A practical migration blueprint for legacy enterprise setups transitioning to DevSecOps. Recommends strategies for setting automation priorities, gaining early delivery wins, and establishing shared telemetry metrics across development and operations teams.
-#### Mobile Systems
-
-  - **(2022)** [devops.com: Transform Mobile DevOps into Mobile DevSecOps](https://devops.com/transform-mobile-devops-into-mobile-devsecops)  [COMMUNITY-TOOL] β€” Adapts classic cloud-native DevSecOps patterns to mobile development environments. Explores mobile-specific concerns including binary protection, automated obfuscation tooling, dynamic testing inside simulated environments, and secure API integration.
-#### Open Source Tools
-
-  - **(2021)** [enterprisersproject.com: 5 DevSecOps open source projects to know](https://enterprisersproject.com/article/2021/8/5-devsecops-open-source-projects-know)  [COMMUNITY-TOOL] β€” Highlights five high-impact open-source utilities designed to accelerate DevSecOps adoption. Focuses on systems targeting secrets discovery, Infrastructure-as-Code manifest scanning, compliance orchestration, and container base-image vulnerability identification.
-  - **(2021)** [opensource.com: 5 open source security resources from 2021](https://opensource.com/article/21/12/open-source-security)  [COMMUNITY-TOOL] β€” Reviews open-source initiatives targeting security compliance, supply chain auditing, and vulnerability isolation. Demonstrates how adopting open standards improves platform flexibility and enables shifting security checks left.
-#### Organizational Culture
-
-  - **(2022)** [thenewstack.io: Want Real Cybersecurity Progress? Redefine the Security Team](https://thenewstack.io/want-real-cybersecurity-progress-redefine-the-security-team)  [LEGACY] β€” Proposes restructuring legacy security organizations into collaborative platform engineering units. Focuses on embedding security experts with development teams to co-author automated guardrails, replacing manual governance gates with programmatic validations.
-  - **(2021)** [devblogs.microsoft.com: You can’t have security for DevOps until you have DevOps for security](https://devblogs.microsoft.com/engineering-at-microsoft/you-cant-have-security-for-devops-until-you-have-devops-for-security)  [COMMUNITY-TOOL] β€” A case-study overview of Microsoft's internal culture shift to apply agile development practices directly to platform security engineering. Focuses on replacing traditional static governance gates with programmatic tooling, infrastructure APIs, and automated policy delivery.
-#### Vulnerability Scanning (1)
-
-  - **(2022)** [GitHub Code Security Risk Assessment: Free Vulnerability Scanning](https://github.blog/security/application-security/how-exposed-is-your-code-find-out-in-minutes-for-free)  [COMMUNITY-TOOL] β€” Guides users in configuring GitHub's integrated developer security capabilities to find vulnerabilities, scan code dependencies, and detect exposed tokens. Highlights configuring automated pipelines to safeguard repository secrets prior to creating deployment packages. Speeds up software supply-chain validation workflows.
-### Developer Tooling
-
-#### Credential Management
-
-  - **(2020)** [Git Credential Manager Core: Building a universal authentication experience](https://github.blog/open-source/git/git-credential-manager-core-building-a-universal-authentication-experience) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Explains the design philosophy and inner workings of Git Credential Manager Core. Discusses how it establishes a universal, unified authentication standard across Windows, macOS, and Linux, ensuring secure-by-default credential caching for enterprise environments.
-#### Git Secrets Security
-
-  - **(2025)** [**git-secret.io**](https://git-secret.io) [BASH CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A bash-based tool for encrypting sensitive files inside Git repositories using GPG keys. It ensures configuration files containing private keys or credentials can be stored in public repos while remaining inaccessible to unauthorized eyes.
-  - **(2022)** [**developers.redhat.com: Protect secrets in Git with the clean/smudge filter**](https://developers.redhat.com/articles/2022/02/02/protect-secrets-git-cleansmudge-filter) [BASH CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Explains the deployment of Git clean/smudge filters as a local workstation guardrail. This configuration transparently encrypts and decrypts sensitive file values during Git staging and checkout processes, preventing accidental upstream exposure of raw development secrets.
-  - **(2020)** [git-cipher](https://github.com/wincent/git-cipher) ⭐ 90  [RUBY CONTENT] 🌟 [COMMUNITY-TOOL] β€” An older utility designed to cryptographically secure and decrypt files transparently inside Git workspaces. Largely superseded by modern alternatives like SOPS, it serves as an educational reference for understanding custom Git-filter operations.
 ### Education and Training
 
 #### Vulnerable Labs
 
   - **(2026)** [**commjoen/wrongsecrets: OWASP WrongSecrets**](https://github.com/commjoen/wrongsecrets) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” OWASP WrongSecrets is an interactive training app containing purposely exposed secrets across various cloud-native scenarios (e.g., inside Docker layers, K8s configs, cloud stores). Excellent for developer training, team labs, and security awareness auditing.
-### Enterprise Security Platforms (1)
-
-#### Industry Acquisitions
-
-  - **(2021)** [redhat.com: Red Hat to Acquire Kubernetes-Native Security Leader StackRox](https://www.redhat.com/en/about/press-releases/red-hat-acquire-kubernetes-native-security-leader-stackrox) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Press release chronicling Red Hat's acquisition of StackRox to expand OpenShift's native security capabilities. Highlights an industry-wide consolidation toward Shift-Left policies, showcasing the absolute integration of runtime and deploy-time policy mechanisms within Kubernetes-native controller APIs.
 ### GitOps
 
 #### Policy as Code
 
   - **(2022)** [sysdig.com: How to apply security at the source using GitOps | Eduardo MΓ­nguez 🌟](https://www.sysdig.com/blog/gitops-iac-security-source) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explains how to integrate declarative security checks into early stages of a GitOps flow. Shows how to use automated pipeline tools to scan Helm, Kustomize, and Terraform files for security and compliance issues before applying changes to the cluster.
   - **(2021)** [thenewstack.io: How GitOps Benefits from Security-as-Code](https://thenewstack.io/how-gitops-benefits-from-security-as-code) [ADVANCED LEVEL]  [LEGACY] β€” Demonstrates the security advantages of GitOps delivery patterns over legacy imperative methods. By declaring configurations, networking policies, and security controls in Git, platforms can enforce continuous posture compliance and automated drift rollback.
-### Hybrid Cloud Security
-
-#### Azure Arc
-
-  - **(2021)** [techcommunity.microsoft.com: In preview: Azure Key Vault secrets provider extension for Arc enabled Kubernetes clusters](https://techcommunity.microsoft.com/blog/azurearcblog/in-preview-azure-key-vault-secrets-provider-extension-for-arc-enabled-kubernetes/3002160) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Evaluates the Azure Key Vault secrets provider extension for Azure Arc-enabled Kubernetes clusters. Live grounding shows this extension has matured to GA, allowing multi-cloud or on-premises Kubernetes setups connected via Arc to safely pull secret dependencies from central Key Vault clusters.
-### Identity and Access
-
-#### Entra ID
-
-  - **(2024)** [Configure Microsoft Entra for Increased Security](https://learn.microsoft.com/en-us/entra/fundamentals/configure-security) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official guidelines detailing the technical configuration of Microsoft Entra ID to establish strong cloud tenant boundaries. It highlights multi-factor authentication, conditional access pathways, and identity protection rules. Essential reading for platform engineers aligning cloud-native infrastructure with corporate compliance frameworks.
-### Identity and Access Management (1)
+### Identity and Access Management
 
 #### Authentication Proxy
 
@@ -866,7 +358,6 @@
 #### OIDC Provider
 
   - **(2026)** [==keycloak.org==](https://www.keycloak.org) [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The industry-standard open-source Identity and Access Management platform. Native support for OpenID Connect, OAuth 2.0, and SAML enables centralized authentication and fine-grained authorization policies. Its modern Quarkus-based runtime ensures low memory overhead and rapid scaling in cloud-native deployments.
-  - **(2020)** [**developers.redhat.com: A deep dive into Keycloak**](https://developers.redhat.com/blog/2020/08/07/a-deep-dive-into-keycloak) [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Provides a comprehensive architectural dive into Keycloak's core mechanisms, including user federation, token customizers, client registration, and credential storage. Ideal for security architects designing highly customized authentication flows across complex microservices ecosystems.
 #### Proxy Gateways
 
   - **(2021)** [Authorizing multi-language microservices with Louketo Proxy](https://developers.redhat.com/blog/2020/08/03/authorizing-multi-language-microservices-with-louketo-proxy) [GO CONTENT] 🌟 [LEGACY] β€” Louketo Proxy (formerly Keycloak Gatekeeper) is an archived proxy designed to intercept requests and delegate authentication/authorization checks to Keycloak. While it served as a robust sidecar pattern for legacy apps, it has been officially deprecated. Architects must migrate to modern sidecars or Envoy-based API gateways.
@@ -895,50 +386,20 @@
 #### Container Forensics
 
   - **(2022)** [sysdig.com: Triaging a Malicious Docker Container](https://www.sysdig.com/blog/triaging-malicious-docker-container) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A forensic walkthrough of debugging a compromised Docker container in real-time. Demonstrates profiling system calls with open-source Falco and Sysdig tools, isolating workloads, and tracing exploit command sequences.
-### Infrastructure as Code (1)
-
-#### Terraform Secrets
-
-  - **(2022)** [unixarena.com: Terraform – Source credentials from AWS secret Manager](https://unixarena.com/2022/04/terraform-source-credentials-from-aws-secret-manager.html) [HCL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Illustrates how to source cloud infrastructure credentials dynamic-on-demand from AWS Secrets Manager using standard Terraform data resources. Avoids persisting plaintext administrative credentials within static project variable configurations.
 ### Kubernetes Security (1)
 
-#### Admission Controllers
-
-  - **(2022)** [K8s Vault Webhook 🌟](https://ot-container-kit.github.io/k8s-vault-webhook) [GO CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Detailed reference manual for the Banzai Cloud Kubernetes Vault Webhook. Explains mutating webhook mechanics that intercept pod creation to inject secure credentials into environment variables at runtime, using an in-memory execution wrapper to eliminate the need for persistent agent containers.
-#### Azure Integrations
-
-  - **(2023)** [==Azure Key Vault to Kubernetes==](https://github.com/SparebankenVest/azure-key-vault-to-kubernetes) ⭐ 452  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The underlying GitHub repository for the `akv2k8s` project. Features Kubernetes Custom Resource Definitions (CRDs) like `AzureKeyVaultSecret` that run-loop to synchronize Azure credentials into physical Kubernetes secrets. Useful for architectures requiring strict backward compatibility with native Kubernetes secret bindings.
-  - **(2023)** [akv2k8s.io: Azure Key Vault to Kubernetes akv2k8s 🌟](https://akv2k8s.io) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Main documentation site for `akv2k8s`, a specialized open-source integration bridging Azure Key Vault to Kubernetes. Outlines configuration methods for syncing secrets directly to native Kubernetes secret objects or dynamic injection into environment variables without exposing variables on disk.
-#### Bitnami Sealed Secrets
-
-  - **(2021)** [aws.amazon.com: Managing secrets deployment in Kubernetes using Sealed Secrets 🌟](https://aws.amazon.com/blogs/opensource/managing-secrets-deployment-in-kubernetes-using-sealed-secrets)  [COMMUNITY-TOOL] [GUIDE] β€” An AWS technical publication details managing secret deployments via Bitnami Sealed Secrets. Leverages cluster-side controller decryption of `SealedSecret` custom resources, allowing teams to confidently push encrypted assets directly to open Git repositories without risking credential exposure.
-#### CSI Driver Providers
-
-  - **(2023)** [azure.github.io: Azure Key Vault Provider for Secrets Store CSI Driver](https://azure.github.io/secrets-store-csi-driver-provider-azure) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Reference manual for the Azure Key Vault Provider for the Kubernetes Secrets Store CSI Driver. Live grounding confirms this CSI provider is the modern enterprise standard for AKS, allowing pods to mount key vault secrets directly as files while avoiding the overhead of custom sidecars or writing secrets to disk.
-#### CyberArk Conjur
-
-  - **(2021)** [infracloud.io: Securing Kubernetes Secrets with Conjur 🌟](https://www.infracloud.io/blogs/securing-kubernetes-secrets-conjur)  [COMMUNITY-TOOL] β€” A case study outlining how to secure Kubernetes clusters using CyberArk Conjur. Explains how Conjur maps native Kubernetes ServiceAccount tokens to internal security policies, allowing microservices to retrieve credentials without embedding pre-shared master keys in deployment templates.
-#### External Secrets Operator
-
-  - **(2023)** [morey.tech: Bitwarden and External Secrets](https://morey.tech/technical%20blog/Bitwarden-And-External-Secrets)  [COMMUNITY-TOOL] [GUIDE] β€” An implementation guide on bridging Bitwarden Secrets Manager with Kubernetes clusters via the CNCF External Secrets Operator. Details API credential configuration, configuring the `ClusterSecretStore` resource, and establishing continuous credential synchronization.
 #### Image Encryption
 
   - **(2022)** [**itnext.io: Securing Kubernetes Workloads: A Practical Approach to Signed and Encrypted Container Images**](https://itnext.io/securing-kubernetes-workloads-a-practical-approach-to-signed-and-encrypted-container-images-ff6e98b65bcd) [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A deep technical analysis of combining container image signing with encryption to secure sensitive application code in shared registries. It discusses utilizing containerd and OCI registry standards to decrypt images securely at the node level. Provides a robust defense-in-depth framework for multi-tenant clusters.
 #### Policy as Code (1)
 
   - **(2021)** [infracloud.io: Kubernetes Pod Security Policies with Open Policy Agent](https://www.infracloud.io/blogs/kubernetes-pod-security-policies-opa) [ADVANCED LEVEL]  [LEGACY] β€” Evaluates using Open Policy Agent (OPA) and Gatekeeper to enforce pod security. Live grounding alerts: Native Kubernetes Pod Security Policies (PSPs) are fully deprecated. This article remains valuable for migration projects transitioning from legacy PSPs to modern OPA/Gatekeeper policy-as-code equivalents.
-#### Runtime Hardening
-
-  - **(2021)** [itnext.io: Hardening Docker and Kubernetes with seccomp 🌟](https://itnext.io/hardening-docker-and-kubernetes-with-seccomp-a88b1b4e2111) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A deep-dive technical tutorial on implementing `seccomp` (secure computing mode) within Docker and Kubernetes. Demonstrates how custom system call profiles prevent container escapes, restrict dangerous kernel-level system activities, and are managed natively via SecurityContext mappings.
 #### Self-Hosted Orchestration
 
   - **(2021)** [testdriven.io: Running Vault and Consul on Kubernetes](https://testdriven.io/blog/running-vault-and-consul-on-kubernetes) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A detailed technical tutorial on deploying and configuring HashiCorp Vault and Consul on a Kubernetes cluster. Outlines how to configure Consul as Vault's resilient storage backend, implement secure TLS communication, manage initial unseal procedures, and leverage native Kubernetes resources to maintain service uptime.
 #### Signature Verification
 
   - **(2022)** [**sysdig.com: How to secure Kubernetes deployment with signature verification**](https://www.sysdig.com/blog/secure-kubernetes-deployment-signature-verification) [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Guides engineers through implementing admission controllers in Kubernetes to enforce container signature verification. Using tools like Kyverno or Connaisseur with Cosign, it ensures only cryptographically verified images can be scheduled. This mitigates unauthorized registry tampering and malicious image injections.
-#### Vault Deployment
-
-  - **(2022)** [devopscube.com: How to Setup Vault in Kubernetes- Beginners Tutorial 🌟](https://devopscube.com/vault-in-kubernetes)  [COMMUNITY-TOOL] [GUIDE] β€” Provides a hands-on walk-through for setting up HashiCorp Vault inside a Kubernetes cluster using the official Helm charts. Targets engineers establishing local sandbox environments, guiding them through persistent volume configuration, cluster initialization, and unsealing via the command line.
 ### Microservices Security
 
 #### Architecture Patterns (1)
@@ -972,32 +433,6 @@
 #### Web Application Firewall
 
   - **(2021)** [thenewstack.io: WAF: Securing Applications at the Edge](https://thenewstack.io/waf-securing-applications-at-the-edge) [NONE CONTENT]  [COMMUNITY-TOOL] β€” An analysis of Web Application Firewall (WAF) deployments at the edge of cloud-native systems. It details how WAFs inspect layer-7 traffic and block malicious payloads before they can exploit application vulnerabilities. This edge defense layer is highly effective for protecting exposed APIs and microservices.
-### OS Isolation
-
-#### SELinux Container Security
-
-  - **(2021)** [Why you should be using Multi-Category Security (MCS) for your Linux containers](https://www.redhat.com/en/blog/why-you-should-be-using-multi-category-security-your-linux-containers) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Provides an advanced technical analysis of Multi-Category Security (MCS) under SELinux. Explains how the Linux kernel leverages unique dynamic security categories to completely isolate containers from each other and the host OS. Crucial reading for systems architects operating high-tenancy, highly sensitive platforms.
-### Open Source
-
-#### Governance standards
-
-  - **(2022)** [thenewstack.io: Open Source Democratized Software. Now Let’s Democratize Security](https://thenewstack.io/open-source-democratized-software-now-lets-democratize-security)  [COMMUNITY-TOOL] β€” Advocates for developer-focused open-source security tools. Argues that security patterns must be standardized into open, easy-to-integrate libraries to protect globally distributed open-source software supply chains.
-### Penetration Testing
-
-#### Hash Cracking
-
-  - **(2026)** [hashcat](https://hashcat.net/hashcat) [C CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Hashcat is a highly advanced, multi-threaded password recovery tool leveraging GPU computing to execute complex, rules-based dictionary and brute-force cracking attacks. While not cloud-native, it is a crucial component in offensive validation cycles to audit password complexity policies. Security architects rely on its efficiency to evaluate overall credential resistance.
-#### Metasploit
-
-  - **(2021)** [tryhackme.com: Metasploit: Introduction](https://tryhackme.com/room/metasploitintro) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” This learning guide covers the core operations and architecture of the Metasploit Framework. It explains how security professionals configure exploit payloads, assess system vulnerabilities, and perform penetration tests. It is an excellent educational reference for security teams looking to perform automated offensive security testing.
-#### Security Containers
-
-  - **(2023)** [==cybersecsi/HOUDINI: Hundreds of Offensive and Useful Docker Images for' Network Intrusion==](https://github.com/cybersecsi/HOUDINI) ⭐ 1253  [SHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” HOUDINI gathers hundreds of preconfigured container images loaded with security tools, intrusion modules, and network diagnostic utilities. While its maintenance frequency has decreased, the structure provides a historical repository for testing setups. It is used primarily by forensic professionals looking for standardized local testing setups.
-### Public Key Infrastructure PKI
-
-#### Azure Operations
-
-  - **(2021)** [vcloud-lab.com: Create Azure Key Vault Certificates on Azure Portal and Powershell](https://vcloud-lab.com/entries/microsoft-azure/-create-azure-key-vault-certificates-on-azure-portal-and-powershell)  [COMMUNITY-TOOL] [GUIDE] β€” An administrative manual for creating, exporting, and managing SSL/TLS certificates inside Azure Key Vault using both the Azure Portal and PowerShell. Solves critical orchestration patterns for managing enterprise certificate authority bounds.
 ### Runtime Security
 
 #### KubeArmor Orchestration
@@ -1010,11 +445,6 @@
 
   - **(2026)** [Falco.org](https://falco.org) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The web portal for Falco, the CNCF-graduated security tool designed for real-time threat detection in Kubernetes. By leveraging eBPF or kernel modules to process raw system calls, Falco continuously evaluates workload behaviors against customizable rule engines. Essential for runtime host compromise and filesystem drift detection.
   - **(2022)** [sysdig.com: Getting started with runtime security and Falco](https://www.sysdig.com/blog/intro-runtime-security-falco) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A practical walkthrough illustrating how to onboard Falco, configure fundamental detection policies, and process live security event streams. Guides developers in translating raw system-call patterns into human-readable alerts, highlighting deployment configurations utilizing Helm charts as daemonsets.
-### SecOps
-
-#### Distributed Working
-
-  - **(2021)** [thenewstack.io: SecOps in a Post-COVID World: 3 Security Trends to Watch](https://thenewstack.io/secops-in-a-post-covid-world-3-security-trends-to-watch)  [COMMUNITY-TOOL] β€” Analyzes trends in SecOps driven by remote-first development environments. Covers methods for hardening distributed workstations, deploying centralized cloud developer workspaces, and migrating to zero-trust networks.
 ### Secret Management
 
 #### Helm Automation
@@ -1025,12 +455,9 @@
   - **(2020)** [itnext.io: Helm 3 β€” Secrets management, an alternative approach 🌟](https://itnext.io/helm-3-secrets-management-4f23041f05c3) [NONE CONTENT]  [COMMUNITY-TOOL] β€” This architectural guide presents alternative methods for managing dynamic application secrets using Helm 3 without exposing unencrypted values within version control. It outlines how to integrate Helm with external orchestrators and key management services. Implementing these steps improves overall release safety, preventing accidental token leakage.
 ### Secrets Management
 
-#### AWS Secrets Manager (1)
+#### AWS Secrets Manager
 
   - **(2020)** [github.com/keilerkonzept/aws-secretsmanager-files](https://pkg.go.dev/github.com/keilerkonzept/aws-secretsmanager-files) ⭐ 35  [GO CONTENT] 🌟🌟 [LEGACY] β€” A dedicated Go library designed to pull configurations from AWS Secrets Manager and map them directly into local files. This is extremely beneficial for containerized legacy applications that expect configurations as local disk paths rather than dynamic environment variables.
-#### Bitwarden Ecosystem
-
-  - **(2023)** [thenewstack.io: Walkthrough: Bitwarden’s New Secrets Manager](https://thenewstack.io/walkthrough-bitwardens-new-secrets-manager)  [COMMUNITY-TOOL] β€” Examines Bitwarden's specialized Secrets Manager. Evaluates its zero-knowledge architecture, CLI, programmatic API tokens, and SDK accessibility, highlighting its viability as an alternative to complex secrets management engines for distributed development teams.
 #### CICD Pipelines
 
   - **(2022)** [**thenewstack.io: Managing Secrets in Your DevOps Pipeline**](https://thenewstack.io/managing-secrets-in-your-devops-pipeline) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Highlights architectural approaches to secret injection throughout continuous integration pipelines. Contrasts early injection techniques (build-time) against late runtime injection patterns, evaluating their respective security footprints.
@@ -1038,7 +465,7 @@
 #### CSI Driver
 
   - **(2024)** [**Kubernetes-Secrets-Store-CSI-Driver: Secrets Store CSI driver for Kubernetes' secrets**](https://github.com/kubernetes-sigs/secrets-store-csi-driver) ⭐ 1537  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Implements the Secrets Store CSI standard, enabling pods to mount sensitive credentials directly from external secure vaults (AWS Secrets Manager, Azure Key Vault, HashiCorp Vault) as files, bypassing native secrets security issues.
-#### CSI Driver Providers (1)
+#### CSI Driver Providers
 
   - **(2026)** [**GoogleCloudPlatform/secrets-store-csi-driver-provider-gcp: Google Secret' Manager Provider for Secret Store CSI Driver**](https://github.com/GoogleCloudPlatform/secrets-store-csi-driver-provider-gcp) ⭐ 267  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The official GCP provider for the Kubernetes Secrets Store CSI Driver. It enables high-security mounting of secrets from GCP Secret Manager directly into ephemeral memory-backed volumes inside target Pods, removing the risk of persisting values in etcd or local physical disks.
   - **(2026)** [**aws/secrets-store-csi-driver-provider-aws: AWS Secrets Manager and Config' Provider for Secret Store CSI Driver**](https://github.com/aws/secrets-store-csi-driver-provider-aws) ⭐ 587  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The official AWS Secrets Manager provider for the Secrets Store CSI Driver. Mounts secrets directly from AWS Secrets Manager into pods as transient virtual filesystems, keeping secrets out of both the etcd database and persistent storage nodes.
@@ -1050,18 +477,9 @@
 #### Cloud Managed Services
 
   - **(2021)** [thenewstack.io: HashiCorp Releases HCP Vault to Combat β€˜Secrets Management’ Fatigue](https://thenewstack.io/hashicorps-releases-hcp-vault-to-combat-secrets-management-fatigue)  [COMMUNITY-TOOL] β€” Evaluates the HashiCorp Cloud Platform (HCP) Vault managed service. Grounding analysis confirms HCP Vault successfully combats secrets management fatigue by abstracting cluster synchronization, Raft-based storage operations, upgrades, and multi-region disaster recovery, presenting a highly scalable option for enterprises needing Vault capabilities without the operational overhead.
-#### Cloud Native KMS
-
-  - **(2022)** [docs.microsoft.com: Azure Key Vault](https://learn.microsoft.com/en-us/azure/key-vault/general/overview) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Authoritative documentation for Azure Key Vault (AKV). Covers HSM-backed storage mechanisms, encryption key hierarchies, certificate generation, and strict RBAC controls. Forms the technical foundation for integrating managed cloud assets securely with application layer dependencies.
-#### CyberArk Conjur (1)
+#### CyberArk Conjur
 
   - **(2023)** [conjur.org](https://www.conjur.org) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The master platform portal for CyberArk Conjur, an enterprise secrets engine. Details machine identity enforcement, deep RBAC mapping, short-lived token distribution, and out-of-the-box native integrations for multi-cloud and complex hybrid cloud fabrics.
-#### Developer Workstation
-
-  - **(2022)** [**smallstep.com: How to Handle Secrets on the Command Line 🌟**](https://smallstep.com/blog/command-line-secrets) [BASH CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Outlines mechanisms for handling secrets securely on local developer terminals, preventing credentials from entering process tables or shell command histories. Covers configuration variables, pipeline redirections, and utilizing memory-backed file filesystems.
-#### Encrypted Secrets
-
-  - **(2021)** [fpcomplete.com: Announcing Amber, encrypted secrets management](https://academy.fpblock.com/blog/announcing-amber-ci-secret-tool) [RUST CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Introduces Amber, a lightweight CI/CD-friendly command-line secrets tool designed to securely encrypt and decrypt sensitive application environment configurations. Offers an alternative to complex key management servers for basic build steps.
 #### GCP Secret Manager
 
   - **(2021)** [jenkins-x/gsm-controller](https://github.com/jenkins-x/gsm-controller) ⭐ 25  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An automated controller that continuously synchronizes secrets stored inside Google Secret Manager into standard Kubernetes native secret resources. Designed for Jenkins X deployments, it ensures consistent local availability of external cloud-backed credentials.
@@ -1072,12 +490,6 @@
 
   - **(2026)** [==sops: Simple and flexible tool for managing secrets 🌟==](https://github.com/getsops/sops) ⭐ 22092  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An essential open-source tool for file-level encryption inside configuration management pipelines. SOPS supports partial file encryption for formats like YAML, JSON, and ENV, integrating natively with AWS KMS, GCP KMS, Azure Key Vault, HashiCorp Vault, age, and PGP. It is highly valued in GitOps workflows for its ability to securely commit encrypted configurations.
   - **(2020)** [**thorsten-hans.com: Encrypt your Kubernetes Secrets with Mozilla SOPS**](https://www.thorsten-hans.com/encrypt-your-kubernetes-secrets-with-mozilla-sops) [YAML CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A hands-on technical walkthrough for using Mozilla SOPS to securely encrypt Kubernetes Secrets manifests before committing them to VCS. Perfect for engineers implementing secure GitOps strategies with ArgoCD or FluxCD.
-#### HashiCorp Vault
-
-  - **(2020)** [digitalvarys.com: Simple Introduction to HashiCorp Vault](https://digitalvarys.com/simple-introduction-to-hashicorp-vault)  [LEGACY] β€” An introductory architecture guide detailing the core design of HashiCorp Vault. Explains foundational concepts such as dynamic secrets, leasing, transit encryption, and secrets engines. Provides system architects with a robust starting point for transitioning from legacy static environment variables to a unified, API-driven zero-trust storage backend.
-#### Industry Trends
-
-  - **(2021)** [devops.com: DevOps Teams Struggling to Keep Secrets](https://devops.com/devops-teams-struggling-to-keep-secrets) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An industry report analyzing why modern DevOps organizations struggle with 'secrets sprawl' across development tools, build steps, and staging clusters. Recommends implementing centralized identity systems and dynamic credential engines.
 #### Kafka Integration
 
   - **(2022)** [**confluent.io: How to Manage Secrets for Confluent with Kubernetes and HashiCorp Vault**](https://www.confluent.io/blog/manage-secrets-with-kubernetes-and-hashicorp-vault) [YAML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” An enterprise guide mapping out integrations between HashiCorp Vault, Kubernetes, and Confluent Platform instances. Demonstrates automating certificate rotation, encrypting Kafka payloads, and dynamically fetching client authentication credentials directly from Vault engines.
@@ -1094,7 +506,6 @@
 #### Kubernetes Sidecar Injection
 
   - **(2022)** [devopscube.com: Vault Agent Injector Tutorial: Inject Secrets to Pods Using Vault Agent](https://devopscube.com/vault-agent-injector-tutorial)  [COMMUNITY-TOOL] [GUIDE] β€” A deep dive into the Vault Agent Injector pattern in Kubernetes. Demonstrates how to write custom annotations in Deployment configurations to trigger a mutating admission webhook. This sidecar container handles cluster authentication and dynamically maps Vault secrets to local pod memory volumes without changing target application code.
-  - **(2022)** [alexandre-vazquez.com: How To Inject Secrets in Pods To Improve Security with Hashicorp Vault in 5 Minutes 🌟](https://alexandre-vazquez.com/inject-secrets-in-pods-using-hashicorp-vault)  [COMMUNITY-TOOL] [GUIDE] β€” A rapid-deployment tutorial showcasing the minimum-viable configuration required to deploy the Vault Agent Injector. Explains how to leverage native Kubernetes Auth and annotate container deployments to mount external secrets as shared-memory files in less than five minutes.
   - **(2021)** [itnext.io: Secrets injection at runtime from external Vault into Kubernetes β€” POC](https://itnext.io/secrets-injection-from-external-vault-into-kubernetes-poc-83a52c8cf5cb) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An advanced technical proof of concept exploring runtime secrets injection into Kubernetes pods using external Vault servers. Analyzes security characteristics, local memory mounts (tmpfs), and webhook manipulation methods to completely decouple credentials storage from Kubernetes etcd.
 #### Risk Mitigation
 
@@ -1102,20 +513,12 @@
 #### Serverless Integration
 
   - **(2020)** [github.com/kelseyhightower: Serverless Vault with Cloud Run](https://github.com/kelseyhightower/serverless-vault-with-cloud-run) ⭐ 407  [SHELL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” An architectural blueprint designed by Kelsey Hightower illustrating how to run HashiCorp Vault inside a Google Cloud Run serverless container environment. Demonstrates minimizing operational and infrastructure overhead while maintaining a hardened, low-latency secret-vending cluster.
-#### Source Code Scanning
-
-  - **(2022)** [infracloud.io: How to Prevent Secret Leaks in Your Repositories](https://www.infracloud.io/blogs/prevent-secret-leaks-in-repositories)  [COMMUNITY-TOOL] β€” Compares secrets-scanning tools like GitGuardian, gitleaks, and Trufflehog. Explains how to integrate pre-commit hooks and pipeline scanners to prevent leaking API keys, database credentials, and certificates to version control.
-### Security Operations (1)
-
-#### SOAR Automation
-
-  - **(2022)** [sentinelone.com: Reducing Human Effort in Cybersecurity | Why We Are Investing in Torq’s Automation Platform](https://www.sentinelone.com/blog/reducing-human-effort-in-cybersecurity-why-we-are-investing-in-torqs-automation-platform) [NONE CONTENT]  [COMMUNITY-TOOL] β€” An architecture-focused case study evaluating the operational benefits of integrating Torq's no-code security automation platform. It demonstrates how automating standard incident responses reduces alert noise and decreases overall MTTR. This system allows operations teams to deploy rapid containment playbooks during dynamic security incidents.
 ### Serverless
 
 #### FaaS Hardening
 
   - **(2021)** [infoq.com: Serverless Security: What's Left to Protect?](https://www.infoq.com/articles/serverless-security) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Examines the microservices threat landscape unique to Function-as-a-Service (FaaS) runtimes. Addresses the architecture shift from network perimeter protection to event data injection handling, emphasizing ultra-granular IAM policies and dynamic dependency scanning.
-### Serverless Security (1)
+### Serverless Security
 
 #### Knative Security Guard
 
@@ -1125,33 +528,12 @@
 #### Secure Design Principles
 
   - **(2022)** [acloudguru.com: Cloud security risks: Why you should make apps Secure by Design](https://www.pluralsight.com/resources/blog/cloud/cloud-apps-secure-by-design)  [COMMUNITY-TOOL] β€” Advocates for 'Secure by Design' principles in cloud-native development. Explains how considering security boundaries during initial software design helps reduce runtime complexity, mitigate API vulnerabilities, and avoid retrofitting costs.
-### Software Supply Chain
+### Static Analysis (1)
 
-#### Dependency Auditing
-
-  - **(2022)** [socket.dev: Introducing Socket](https://socket.dev/blog/introducing-socket) [NONE CONTENT]  [COMMUNITY-TOOL] β€” This reference introduces Socket, a platform that audits the actual behavior of dependencies rather than relying on static lists of known vulnerabilities. It detects package anomalies such as unexpected network requests or shell executions. This approach prevents typosquatting and software supply chain attacks at build time.
-#### Scorecards
-
-  - **(2021)** [zdnet.com: Google releases new open-source security software program: Scorecards](https://www.zdnet.com/article/google-releases-new-open-source-security-software-program-scorecards) [NONE CONTENT]  [COMMUNITY-TOOL] β€” This article reviews the OpenSSF Scorecard tool developed by Google to automate open-source security evaluations. It scores projects across multiple security checks, including credential management and patch response times. This metric helps developers select secure, well-maintained third-party dependencies.
-### Standards and Frameworks
-
-#### Zero Trust Principles
-
-  - **(2021)** [cisecurity.org: Where Does Zero Trust Begin and Why is it Important?](https://www.cisecurity.org/insights/blog/where-does-zero-trust-begin-and-why-is-it-important) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Deconstructs the conceptual boundaries of Zero Trust from the Center for Internet Security (CIS) perspective. Focuses on identity establishing mechanisms, robust cryptographic postures, and strict validation of devices before granting workload-level access. Crucial for designing compliance profiles and security baselines for cloud environments.
-### Static Analysis (2)
-
-#### Infrastructure as Code (2)
+#### Infrastructure as Code
 
   - **(2022)** [thenewstack.io: Security Insights into Infrastructure-as-Code](https://thenewstack.io/security-insights-into-infrastructure-as-code) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Outlines vulnerability mapping and mitigation strategies in Infrastructure-as-Code files, emphasizing Terraform, CloudFormation, and Ansible templates. Discusses the dangers of utilizing loose public access defaults and unsecured parameters. Focuses on the imperative of automated pipeline compliance scanning.
-### Supply Chain
-
-#### CI-CD Attacks
-
-  - **(2022)** [goteleport.com: Anatomy of a Cloud Infrastructure Attack via a Pull Request](https://goteleport.com/blog/hack-via-pull-request) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Provides a forensic simulation of a CI/CD supply-chain breach, demonstrating how unauthorized pull requests can exploit runners to exfiltrate cloud credentials. Highlights mitigation strategies like OpenID Connect (OIDC) authentication, ephemeral runners, and branch protection rules.
-#### Dependency Management
-
-  - **(2022)** [blog.sonatype.com: Python Packages Upload Your AWS Keys, env vars, Secrets to the Web](https://www.sonatype.com/blog/python-packages-upload-your-aws-keys-env-vars-secrets-to-web) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A technical warning analysis of malicious packages uploaded to public registries like PyPI. Details how typosquatting and supply-chain compromises are used to harvest AWS credentials and environment variables, highlighting the importance of dependency locking and private proxy firewalls.
-### Supply Chain Security (1)
+### Supply Chain Security
 
 #### AWS Integration
 
@@ -1162,16 +544,9 @@
 #### Cryptographic Signatures
 
   - **(2023)** [sigstore.dev](https://www.sigstore.dev) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The main portal for the Sigstore project, supported by the Linux Foundation. Evaluates Cosign, Fulcio, and Rekor, outlining how the platform enables keyless image signing tied to OIDC identities to enforce secure software supply chains.
-#### Image Signing and Verification
-
-  - **(2021)** [openshift.com: Signing and Verifying Container Images 🌟](https://www.redhat.com/en/blog/signing-and-verifying-container-images) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Discusses enterprise-grade methods for signing and validating container images within OpenShift environments. Focuses on integrating Cosign/Sigstore verification loops and Red Hat's custom signature mechanisms inside mutating admission policies to reject unauthenticated container images.
-  - **(2021)** [opensource.com: Sign and verify container images with this open source tool (sigstore)](https://opensource.com/article/21/12/sigstore-container-images)  [COMMUNITY-TOOL] [GUIDE] β€” A hands-on tutorial outlining how to cryptographically sign and verify container images using Cosign. Teaches developers how to generate local keypairs, write signatures directly to remote OCI registries, and build validation check gates.
 #### Keyless Signing
 
   - **(2021)** [chrisns/cosign-keyless-demo: Cosign Keyless GitHub Action Demo](https://github.com/chrisns/cosign-keyless-demo) ⭐ 14  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A practical reference repository showcasing how to perform keyless container image signing inside GitHub Actions using Cosign. The blueprint demonstrates authenticating against Fulcio and Rekor using GitHub's temporary identity tokens. Essential for platform engineers looking to implement secure-by-default CI/CD pipelines.
-#### Video Learning
-
-  - **(2021)** [youtube: Hands-on Introduction to sigstore | Rawkode Live](https://www.youtube.com/watch?v=fZfd4orrn8Y&ab_channel=RawkodeAcademy)  [COMMUNITY-TOOL] β€” An interactive, video-based introduction to the Sigstore ecosystem. Walks through keyless container registry signing, leveraging ephemeral signing certificates backed by OIDC, and writing public keys directly to the Rekor transparency ledger.
 ### Threat Detection (1)
 
 #### Audit Logs Parsing
@@ -1183,12 +558,6 @@
 #### Malware Scanning
 
   - **(2026)** [deepfence/YaraHunter](https://github.com/deepfence/YaraHunter) ⭐ 1321  [GO CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” Deepfence's YaraHunter is a highly specialized open-source utility that scans container images, filesystems, and directories for malware and Indicators of Compromise (IoC) using YARA rules. Operates out-of-band to discover hidden secrets, active exploits, and remote shells, ensuring build artifacts conform to regulatory secure postures.
-#### OS Security
-
-  - **(2021)** [it.slashdot.org: And the Top Source of Critical Security Threats Is...PowerShell](https://it.slashdot.org/story/21/05/22/041242/and-the-top-source-of-critical-security-threats-ispowershell) [NONE CONTENT]  [COMMUNITY-TOOL] β€” This reporting explores how PowerShell is frequently leveraged as a major vector for executing post-exploitation activities and malicious scripts. It discusses the importance of securing scripting environments and restricting user privilege levels. It highlights strategies for monitoring and auditing shell executions.
-#### Scanning Utilities
-
-  - **(2021)** [therecord.media: UK government plans to release Nmap scripts for finding vulnerabilities](https://therecord.media/uk-government-plans-to-release-nmap-scripts-for-finding-vulnerabilities) [NONE CONTENT]  [COMMUNITY-TOOL] β€” This article outlines a UK National Cyber Security Centre (NCSC) initiative to release standardized Nmap scripts under the 'Scanning Made Easy' program. These scripts simplify vulnerability identification on public-facing networks. This initiative provides security teams with reliable, automated tools for finding security weaknesses.
 ### Threat Intelligence
 
 #### Container Runtime Security
@@ -1202,54 +571,19 @@
   - **(2022)** [bleepingcomputer.com: Over 900,000 Kubernetes instances found exposed online](https://www.bleepingcomputer.com/news/security/over-900-000-kubernetes-instances-found-exposed-online)  [COMMUNITY-TOOL] β€” Reports on the global exposure of over 900,000 misconfigured Kubernetes control planes on the public internet. Discusses how default API access patterns, broad network settings, and incorrect ingress rules expose environments to automated scans and privilege escalations.
 ### Vulnerabilities
 
-#### Argo Workflows Misconfigurations
-
-  - **(2021)** [intezer.com: New Attacks on Kubernetes via Misconfigured Argo Workflows](https://intezer.com/blog/new-attacks-on-kubernetes-via-misconfigured-argo-workflows) [NONE CONTENT]  [COMMUNITY-TOOL] β€” An analytical threat report detailing real-world security incidents caused by unauthenticated dashboard exposure on Argo Workflows instances. It explains how malicious actors exploit these misconfigured orchestrators to perform cryptocurrency mining. This case study highlights the importance of enforcing rigorous network segregation on all management layers.
 #### CRI-O and Podman Security
 
   - **(2021)** [sysdig.com: Mitigating CVE-2021-20291: DoS affecting CRI-O and Podman](https://www.sysdig.com/blog/cve-2021-20291-cri-o-podman) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A technical analysis of CVE-2021-20291, a severe DoS vulnerability that affected the CRI-O and Podman engines during image download routines. It details the underlying system flaws and outlines practical mitigations, including host configurations and engine patches. This analysis is valuable for engineers managing large-scale, on-premises container runtimes.
 #### Log4Shell Mitigations
 
   - **(2021)** [sysdig.com: Mitigating log4j with Runtime-based Kubernetes Network Policies](https://www.sysdig.com/blog/mitigating-log4j-kubernetes-network-policies) [NONE CONTENT]  [COMMUNITY-TOOL] β€” This runtime defense guide shows how to mitigate the Log4Shell vulnerability (CVE-2021-44228) using Kubernetes network policies. By blocking unauthenticated outbound connections from active Java containers, it prevents the remote retrieval of unauthorized class payloads. This strategy provides critical protection while team-wide patching is underway.
-  - **(2021)** [cloud.redhat.com: Log4Shell: Practical Mitigations and Impact Analysis of the Log4j Vulnerabilities](https://www.redhat.com/en/blog/log4shell-practical-mitigations-and-impact-analysis) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Red Hat's enterprise-level analysis of the Log4Shell vulnerability, detailing its potential impact on enterprise Linux distributions and OpenShift clusters. It outlines system configuration workarounds, JVM override parameters, and patching instructions. This reference is crucial for administrators seeking to protect large-scale production deployments.
-#### Log4Shell Scanners
-
-  - **(2021)** [==proferosec/log4jScanner==](https://github.com/proferosec/log4jScanner) ⭐ 489  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” A community-focused scanning utility designed to recursively inspect complex directory structures and nested archives for vulnerable Log4j libraries. It is a highly useful offline scanner for validating legacy artifacts and directory paths without needing dynamic agents or runtimes.
-  - **(2021)** [==yahoo/check-log4j==](https://github.com/yahoo/check-log4j) ⭐ 169  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” Yahoo's archived, command-line tool designed to detect vulnerable Log4j JAR instances within mounted folder structures and container layers. It uses local binary scanning patterns to identify vulnerabilities, making it a reliable reference for building custom forensic scanning tools.
-  - **(2021)** [==Maelstromage/Log4jSherlock==](https://github.com/Maelstromage/Log4jSherlock) ⭐ 108  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” A Python utility designed to scan compiled archives (JAR, WAR, EAR) for compromised Log4j classes. While its active maintenance has slowed, the script remains a useful reference for performing offline filesystem audits on legacy systems. It provides clear patterns for searching deep directory structures.
-  - **(2021)** [==google/log4jscanner==](https://github.com/google/log4jscanner) ⭐ 1563  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Google's high-speed scanning utility developed to locate vulnerable Log4j dependencies within local file structures and directory trees. Written in Go, it parses unpackaged Java archives to identify compromised signatures. It is an excellent tool for performing fast, offline validation on build artifacts.
-  - **(2021)** [cisagov/log4j-scanner](https://github.com/cisagov/log4j-scanner) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” CISA's open-source scanning tool designed to verify Log4j vulnerabilities by executing safe, targeted callback requests. It is a highly reliable diagnostic utility for auditing external attack surfaces and ensuring regulatory compliance. The tool remains an essential resource for enterprise security audits.
 #### Log4j Detection Agent
 
   - **(2021)** [github.com/aws-samples: Apache Log4j2 CVE-2021-44228 node agent](https://github.com/aws-samples/kubernetes-log4j-cve-2021-44228-node-agent) ⭐ 2  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” An archival security daemonset developed by AWS to locate containers running vulnerable Log4j libraries in Kubernetes. While no longer actively maintained, the scanning patterns and daemon architecture provide a solid reference for building automated host security scanning tools.
-#### Log4j Evolution
-
-  - **(2021)** [thenewstack.io: Yet Another Log4j Security Problem Appears](https://thenewstack.io/yet-another-log4j-security-problem-appears) [NONE CONTENT]  [COMMUNITY-TOOL] β€” This article tracks the emergence of subsequent vulnerabilities discovered within early Log4j patch updates. It analyzes why partial mitigations and incomplete configurations failed to resolve the issues, highlighting the need for comprehensive updates. It provides crucial context for managing complex software supply chain threats.
-#### Log4j Security Documentation
-
-  - **(2021)** [Apache Log4j Security Vulnerabilities](https://logging.apache.org/security.html) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The official security database maintained by the Apache Software Foundation for Log4j vulnerabilities. It provides critical, authoritative data regarding affected library versions, dynamic parameter disabling options, and configuration overrides. It serves as a vital reference for verifying compliance across Java-based environments.
 #### Observability Mitigations
 
   - **(2021)** [dynatrace.com: Log4Shell vulnerability](https://www.dynatrace.com/news/tag/log4shell) [NONE CONTENT]  [COMMUNITY-TOOL] β€” An archive explaining how full-stack observability pipelines can help identify vulnerable Log4j executions. It covers using application performance monitoring (APM) and runtime profiling to map active memory execution traces. This method allows organizations to detect and isolate exploits without relying solely on static image scanning.
   - **(2021)** [dynatrace.com: Log4Shell vulnerability discovery and mitigation require automatic and intelligent observability](https://www.dynatrace.com/news/blog/log4shell-vulnerability-discovery-and-mitigation) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A technical guide on using APM runtime instrumentation to dynamically identify active Log4j vulnerabilities. It explains how tracking execution traces in real time helps locate vulnerable libraries that may be missed by static scan processes. This approach is highly effective for reducing risk in complex microservice architectures.
-#### Public Impact Reporting
-
-  - **(2021)** [edition.cnn.com: The Log4j security flaw could impact the entire internet. Here's what you should know](https://edition.cnn.com/2021/12/15/tech/log4j-vulnerability/index.html) [NONE CONTENT]  [COMMUNITY-TOOL] β€” This reporting details the widespread societal impact of the Log4Shell vulnerability across critical infrastructure networks. It explains the core concepts of the flaw and highlights the challenges organizations face with nested software dependencies. It is a useful case study for explaining software supply chain risks to non-technical stakeholders.
-#### Real-World Incidents
-
-  - **(2021)** [vpnranks.com: Belgian Defense Ministry Under Cyber Attack Due to Log4j Vulnerability](https://www.vpnranks.com/news/belgian-defense-ministry-under-cyber-attack-due-to-log4j-vulnerability) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A case study examining a cyberattack on the Belgian Defense Ministry that exploited the Log4Shell vulnerability. It illustrates how quickly malicious actors can operationalize exploits following public disclosures. This study highlights the need for continuous vigilance and rapid, automated patching across critical public sector systems.
-#### Software Supply Chain (1)
-
-  - **(2022)** [zdnet.com: Log4j: Google and IBM call for list of critical open source projects](https://www.zdnet.com/article/log4j-after-white-house-meeting-google-calls-for-list-of-critical-open-source-projects) [NONE CONTENT]  [COMMUNITY-TOOL] β€” This article reporting on joint industry and government initiatives aimed at identifying and funding critical open-source software projects. It advocates for the development of automated vulnerability monitoring tools and improved security standards. It emphasizes the collective responsibility required to secure the software supply chain.
-  - **(2021)** [cyberscoop.com: The Log4j flaw is the latest reminder that quick security fixes are easier said than done](https://cyberscoop.com/log4j-hack-security-update-ransomware) [NONE CONTENT]  [COMMUNITY-TOOL] β€” This industry review explores the challenges organizations face when coordinating and deploying urgent security patches. It analyzes the systemic issues of dependency tracking and vulnerability mitigation within complex software systems. This analysis is valuable for teams looking to improve their incident response and patch management processes.
-  - **(2021)** [venturebeat.com: What Log4Shell teaches us about open source security](https://venturebeat.com/2021/12/18/what-log4shell-teaches-us-about-open-source-security) [NONE CONTENT]  [COMMUNITY-TOOL] β€” An analysis of the structural funding challenges and security risks inherent in open-source software dependencies. It discusses how organizations can adopt Software Bill of Materials (SBOMs) to track and secure their supply chains. This analysis provides valuable insights for building resilient, modern software architectures.
-#### Spanish Technical Advisory
-
-  - **(2021)** [welivesecurity.com: Lo que todo lΓ­der de una empresa debe saber sobre Log4Shell](https://www.welivesecurity.com/la-es/2021/12/16/que-deben-saber-lideres-empresas-sobre-log4shell) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A Spanish-language security guide that explains the strategic implications of the Log4Shell vulnerability for business leaders. It outlines steps for mapping organizational risk exposure, coordinating IT teams, and auditing third-party software vendors. This guide provides valuable insights for aligning compliance goals with technical remediation efforts.
-  - **(2021)** [genbeta.com: "Internet estΓ‘ en llamas": Cloudflare ha detectado mΓ‘s de 24.600 ataques por minuto que explotaban la vulnerabilidad Log4Shell](https://www.genbeta.com/actualidad/internet-esta-llamas-cloudflare-ha-detectado-24-600-ataques-minuto-que-explotaban-vulnerabilidad-log4shell) [NONE CONTENT]  [COMMUNITY-TOOL] β€” This Spanish-language technical article details the rapid surge in exploit attempts tracked by Cloudflare during the initial Log4Shell disclosures. It analyzes the immediate threat vectors used by attackers and outlines the role of edge WAF configurations in defending applications. It highlights the importance of fast, automated mitigations.
-#### Threat Intelligence (1)
-
-  - **(2022)** [thehackernews.com: Microsoft Warns of Continued Attacks Exploiting Apache Log4j Vulnerabilities](https://thehackernews.com/2022/01/microsoft-warns-of-continued-attacks.html) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A Microsoft security advisory detailing persistent exploit attempts that targeted unpatched Log4j vulnerabilities in enterprise environments. It analyzes the attack vectors used by malicious actors and emphasizes the importance of patch compliance. This brief highlights the risks of unmanaged shadow IT installations.
 ### Vulnerability Management
 
 #### Base Images
@@ -1274,75 +608,26 @@
 #### Kubernetes Hardening (2)
 
   - **(2024)** [Securing Kubernetes With Anchore](https://anchore.com/kubernetes) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An architectural guide analyzing the integration of Anchore's container analysis engines with Kubernetes admission controllers. Focuses on setting custom policy gates that continuously evaluate workload safety and configuration context, denying admission to non-compliant container pods.
-#### Kubernetes History
-
-  - **(2023)** [thenewstack.io: How Kubernetes vulnerabilities have shifted since the first attacks](https://thenewstack.io/how-kubernetes-vulnerabilities-have-shifted-since-the-first-api-attacks) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A historical deep dive tracing the evolution of Kubernetes-native vulnerabilities and attack strategies. Explains how common exploits shifted from simple unauthenticated API endpoints towards highly sophisticated multi-stage privilege escalations and container escapes. Provides actionable insight for platform team threat modeling.
-### Vulnerability Scanning (2)
-
-#### Container Images
-
-  - **(2025)** [==grype: a vulnerability scanner for container images and filesystems==](https://github.com/anchore/grype) ⭐ 12400  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A vulnerability scanner for container images and filesystems, renowned for its speed, minimal footprint, and ease of CI/CD integration. It supports multiple vulnerability sources and outputs structured data compatible with enterprise DevSecOps tools. Through 2026, it stands as the industry standard tool for shift-left image security.
-### Zero Trust Architectures (1)
-
-#### Modern Secrets Paradigms
-
-  - **(2021)** [thenewstack.io: Reasons to Implement HashiCorp Vault and Other Zero Trust Tools](https://thenewstack.io/reasons-to-implement-hashicorp-vault-and-other-zero-trust-tools)  [COMMUNITY-TOOL] β€” Analyzes the business and architectural drivers behind implementing HashiCorp Vault as part of a comprehensive Zero Trust strategy. Details how organizations eliminate static credentials, leverage short-lived dynamic credentials, and decouple trust from traditional network perimeters to establish identity-driven runtime security.
 ## Security and Compliance
 
-### Automated Security Remediation
-
-#### Ansible and CyberArk
-
-  - **(2021)** [ansible.com: Automating Security with CyberArk and Red Hat Ansible Automation Platform](https://www.redhat.com/en/blog/automating-security-with-cyberark-and-red-hat-ansible-automation-platform) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Highlights patterns for automated incident remediation and threat response using CyberArk security profiles triggered by Ansible playbooks. Details dynamic credential rotation and rapid privilege revocation scenarios under active security events. Provides an enterprise-grade framework for unifying dev-sec-ops monitoring with automated compliance enforcement.
-### CICD Security (1)
-
-#### Penetration Testing (1)
-
-  - **(2021)** [research.nccgroup.com: 10 real-world stories of how we’ve compromised CI/CD pipelines](https://www.nccgroup.com/research) [ADVANCED LEVEL]  [CASE STUDY] [COMMUNITY-TOOL] β€” Case-study driven review from NCC Group outlining real-world exploits used to compromise continuous delivery channels. Common vectors include poorly protected secrets, dependency confusion attacks, and unauthenticated pipeline runners. This security research highlights the critical importance of runtime monitoring and pipeline isolation to prevent supply-chain compromises.
-### Cloud Security (1)
-
-#### Identity and Access Management (2)
-
-  - **(2020)** [paloaltonetworks.com: Is Your Organization Protected Against IAM Misconfiguration Risks?](https://www.paloaltonetworks.com/blog/2020/10/cloud-iam-misconfiguration-risks)  [COMMUNITY-TOOL] β€” Analyzes the critical risks of overly permissive and misconfigured cloud IAM policies across multi-cloud topologies. Details security mechanisms to audit privilege escalation, enforce the principle of least privilege, and perform automated continuous IAM posture validation. Live grounding highlights these practices as foundational pillars within Palo Alto's Prisma Cloud CNAPP stack.
 ### Container Security (1)
 
 #### Runtime Observability
 
   - **(2022)** [dynatrace.com: Container security: What it is, why it’s tricky, and how to do it right](https://www.dynatrace.com/knowledge-base/container-security)  [COMMUNITY-TOOL] β€” Analyzes the unique security paradigms of ephemeral cloud containers, emphasizing kernel namespace segregation and runtime vulnerability identification. Demonstrates how modern observability platforms injection agents to dynamically monitor behavior and block suspicious system calls. Perfect for architects defining proactive threat prevention strategies.
-### Infrastructure as Code (3)
-
-#### IaC Security
-
-  - **(2021)** [about.gitlab.com: Fantastic Infrastructure as Code security attacks and how to find them](https://about.gitlab.com/blog/fantastic-infrastructure-as-code-security-attacks-and-how-to-find-them) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Identifies attack vectors in Infrastructure as Code (IaC) configurations such as Terraform and CloudFormation, focusing on credential leakage and loose firewall definitions. Outlines automated detection workflows using static analysis tools like Kics, TFLint, and GitLab's built-in SAST scanners. Crucial for embedding preventative controls directly within continuous delivery workflows.
 ### Secrets Management (1)
 
-#### Ansible and CyberArk (1)
-
-  - **(2021)** [ansible.com: Simplifying secrets management with CyberArk and Red Hat Ansible Automation Platform](https://www.redhat.com/en/blog/simplifying-secrets-management-with-cyberark-and-red-hat-ansible-automation-platform) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Examines the integration of CyberArk Conjur with the Red Hat Ansible Automation Platform to secure dynamic configurations. Demonstrates how Ansible playbooks can fetch secrets at runtime without hardcoding sensitive strings, mitigating credentials sprawl. This collaboration optimizes audit capabilities and identity assertion within enterprise infrastructure operations.
-#### HashiCorp Vault (1)
+#### HashiCorp Vault
 
   - **(2021)** [medium: Install Hashicorp Vault on Kubernetes using Helm - Part 1 |' Marco Franssen](https://marcofranssen.nl/install-hashicorp-vault-on-kubernetes-using-helm-part-1) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive walkthrough demonstrating how to install and configure HashiCorp Vault inside a Kubernetes cluster using the official Helm chart. Explores setting up Raft storage backend, initializing the Vault transit seal, and configuring secure pod configurations. An excellent technical reference for establishing a reliable, self-hosted secret engine in cloud environments.
-### Vulnerability Scanning (3)
+### Vulnerability Scanning
 
 #### Grype and GitLab
 
   - **(2021)** [about.gitlab.com: How to secure your container images with GitLab and Grype](https://about.gitlab.com/blog/secure-container-images-with-gitlab-and-grype)  [COMMUNITY-TOOL] [GUIDE] β€” Step-by-step implementation guide to running Grype vulnerability scanner inside a GitLab CI/CD pipeline. Demonstrates configuration flags to parse container filesystems, output standardized SBOM reports, and fail builds on severe vulnerabilities. This design secures the build supply chain before container artifacts reach production registries.
 ## Security and Governance
 
-### Cloud Security (2)
-
-#### Data Sovereignty
-
-  - **(2021)** [linkedin: Dear Google, my data has left your building!](https://www.linkedin.com/pulse/dear-google-my-data-has-left-your-building-zakir-khan)  [COMMUNITY-TOOL] β€” An analytical piece detailing data egress, cloud sovereignty, and geo-resilience configurations in Google Cloud. Analyzes architectural traps related to multi-region layouts, and explains how to prevent accidental cross-border data leakage.
-#### Misconfiguration Prevention
-
-  - **(2021)** [redeszone.net: No configurar bien la nube es culpable de la mayorΓ­a de vulnerabilidades](https://www.redeszone.net/noticias/seguridad/configurar-mal-nube-vulnerabilidades) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” Spanish-language technical article validating that improper cloud asset configuration represents the primary cause of modern cloud breaches. Emphasizes the critical necessity of using static IaC code validation to detect leaky resources prior to pipeline execution.
-### Container Security (2)
-
-#### Industry Trends (1)
-
-  - **(2021)** [devclass.com: Docker: It’s not dead yet, but there’s a tendency to walk away, security report finds](https://www.devclass.com/containers/2021/01/13/docker-its-not-dead-yet-but-theres-a-tendency-to-walk-away-security-report-finds/1620265)  [COMMUNITY-TOOL] β€” Explores shifting enterprise preferences from traditional Docker runtimes to modern, container runtime standards like containerd and CRI-O. Focuses on security reports indicating how Kubernetes runtime deprecations and attack-surface reduction drive this trend.
-### DevSecOps (1)
+### DevSecOps (2)
 
 #### AWS Implementations
 
@@ -1350,59 +635,15 @@
 #### Automated Pipelines
 
   - **(2021)** [loves.cloud: Creating a fully automated DevSecOps CI/CD Pipeline](https://loves.cloud/creation-of-a-fully-automated-devsecops-cicd-pipeline)  [COMMUNITY-TOOL] [GUIDE] β€” This guide provides blueprints for assembling an end-to-end automated DevSecOps pipeline. Shows how to chain static analysis (SonarQube), dependency checking, and container vulnerability scanning (Trivy) into active continuous integration workflows.
-#### Best Practices
-
-  - **(2022)** [techerati.com: DevSecOps: Eight tips for truly securing software](https://www.techerati.com/features-hub/devsecops-eight-tips-for-truly-securing-software)  [COMMUNITY-TOOL] [GUIDE] β€” An architectural blueprint detailing eight foundational pillars for embedding security directly into the CI/CD pipeline. Key concepts include shifted-left vulnerability scanning, automated compliance checks, dependency analysis, and developer-centric security education. The article offers high-level pragmatic strategies for organizations transitioning from traditional DevOps to modern DevSecOps frameworks.
 #### Commercial CD
 
   - **(2021)** [harness.io: Automated DevSecOps with StackHawk and Harness](https://www.harness.io/blog/automated-devsecops) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This integration post demonstrates combining Harness continuous delivery pipelines with StackHawk dynamic application security testing. Explains triggering automated DAST sweeps during local staging or canary rollout stages to catch vulnerabilities pre-production.
-#### Culture and Collaboration
-
-  - **(2021)** [thenewstack.io: Culture, Vulnerabilities and Budget: Why Devs and AppSec Disagree](https://thenewstack.io/culture-vulnerabilities-and-budget-why-devs-and-appsec-disagree)  [COMMUNITY-TOOL] β€” This article explores organizational conflicts between software developers and Application Security teams. Evaluates how toolchain fragmentation, speed-driven deadlines, and lack of common telemetry lead to security debt, proposing integrated IDE-level feedback loops.
-  - **(2021)** [cybersecuritydive.com: Relationships between DevOps, security warm slowly](https://www.cybersecuritydive.com/news/developer-security-gitlab-devsecops/599599)  [COMMUNITY-TOOL] β€” Analyzes the annual GitLab Global DevSecOps survey, demonstrating gradual cultural alignment between developers and security teams. Identifies lingering friction points, particularly testing bottlenecks and non-automated pipeline approvals.
-  - **(2020)** [devops.com: How to Successfully Integrate Security and DevOps](https://devops.com/how-to-successfully-integrate-security-and-devops)  [COMMUNITY-TOOL] β€” Provides strategic guidelines on merging security frameworks with DevOps practices. Highlights establishing security automation checkpoints, fostering unified tooling, and utilizing threat modeling early in standard sprint cycles.
-  - **(2020)** [helpnetsecurity.com: How to make DevSecOps stick with developers](https://www.helpnetsecurity.com/2020/12/14/how-devsecops-developers)  [COMMUNITY-TOOL] β€” An organizational analysis detailing how to successfully promote DevSecOps culture among developers. Proposes seamless IDE plugin adoption, gamified training, and continuous automated pipeline feedback to build friction-free security workflows.
 #### Enterprise Compliance
 
   - **(2020)** [infoq.com: The Defense Department's Journey with DevSecOps](https://www.infoq.com/news/2020/06/defense-department-devsecops) [ADVANCED LEVEL]  [CASE STUDY] [COMMUNITY-TOOL] β€” This case study details the US Department of Defense's massive transition to DevSecOps with its Platform One initiative. Explains executing secure, containerized software deployments directly on tactical hardware and weapon platforms under strict regulatory oversight.
-#### Fundamentals (1)
-
-  - **(2021)** [devopszone.info: DevSecOps Explained](https://www.devopszone.info/post/devsecops-explained)  [COMMUNITY-TOOL] β€” A conceptual guide defining DevSecOps, detailing the critical practice of 'shifting security left'. Discusses integrating automated security gatesβ€”specifically SAST, DAST, and software composition analysisβ€”directly within standard build environments.
-  - **(2021)** [opensource.com: How to adopt DevSecOps successfully](https://opensource.com/article/21/2/devsecops)  [COMMUNITY-TOOL] β€” A highly structured methodology for successfully integrating DevSecOps across five core software development phases: plan, code, build, test, and release. Details embedding lightweight, non-blocking automation checkpoints to guarantee policy alignment.
-  - **(2021)** [invensislearning.com: Difference between DevOps and DevSecOps](https://www.invensislearning.com/blog/devops-vs-devsecops)  [COMMUNITY-TOOL] β€” A fundamental comparative analysis contrasting standard DevOps workflows with mature DevSecOps frameworks. Highlights changes in team responsibilities, automation tools, and security gates, establishing safety as a primary engineering metrics.
-  - **(2020)** [devops.com: From Agile to DevOps to DevSecOps: The Next Evolution](https://devops.com/from-agile-to-devops-to-devsecops-the-next-evolution)  [COMMUNITY-TOOL] β€” Traces software engineering's historical trajectory from Agile (optimizing team velocity) to DevOps (optimizing system delivery) and finally DevSecOps (integrating continuous compliance). Evaluates cultural and technical components driving this shift.
-  - **(2020)** [devops.com: SecDevOps is the Solution to Cybersecurity 🌟](https://devops.com/secdevops-is-the-solution-to-cybersecurity)  [COMMUNITY-TOOL] β€” Advocates for SecDevOps as a necessary system design response to address sophisticated modern threat surfaces. Highlights using declarative orchestration profiles, immutable runtime configurations, and early detection mechanisms to minimize vulnerability windows.
-#### Industry Trends (2)
-
-  - **(2021)** [devops.com: DevSecOps Trends to Know For 2021](https://devops.com/devsecops-trends-for-2021)  [COMMUNITY-TOOL] β€” Highlights essential DevSecOps industry trends, emphasizing Software Bill of Materials (SBOM) orchestration, secure-by-default container base images, and integration of automated security telemetry into centralized cloud dashboards.
-  - **(2021)** [infoq.com: 9 Trends That Are Influencing the Adoption of Devops and Devsecops in 2021](https://www.infoq.com/articles/devops-secure-trends)  [COMMUNITY-TOOL] β€” An analytical report defining nine pivotal engineering patterns that influenced global DevSecOps integration. Focuses on declarative Infrastructure as Code parsing, GitOps-driven deployment validations, and progressive canary deployments.
-#### Infrastructure as Code Security
-
-  - **(2020)** [blog.christophetd.fr: Shifting Cloud Security Left β€” Scanning Infrastructure as Code for Security Issues](https://blog.christophetd.fr/shifting-cloud-security-left-scanning-infrastructure-as-code-for-security-issues)  [COMMUNITY-TOOL] β€” This blog post details shifting cloud security left by scanning Infrastructure as Code (IaC) manifests prior to deployment. Highlights implementing tools like tfsec, Kube-score, and Hadolint to automatically identify misconfigurations in Terraform, Kubernetes, and Docker files.
-#### Migration Strategies
-
-  - **(2020)** [ais.com: Leaping into DevSecOps from DevOps](https://www.ais.com/leaping-into-devsecops-from-devops)  [COMMUNITY-TOOL] β€” A strategic enterprise roadmap detailing migration workflows from classic DevOps pipelines to automated DevSecOps architectures. Discusses translating physical compliance checklists (e.g. CIS benchmarks) into declarative, machine-testable validation gates.
-### Kubernetes Security (3)
-
-#### Cluster Hardening
-
-  - **(2021)** [kalilinuxtutorials.com: Deploying & Securing Kubernetes Clusters](https://kalilinuxtutorials.com/deploying-securing-kubernetes-clusters) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A hands-on tutorial outlining best practices for securing Kubernetes clusters. Walks through the configuration of Network Policies, RBAC limits, API server audits, and using pentesting frameworks like Kali Linux to find operational loopholes.
-### OS Hardening
-
-#### Linux Security
-
-  - **(2021)** [redhat.com: Balancing Linux security with usability](https://www.redhat.com/en/blog/linux-security-usability)  [COMMUNITY-TOOL] β€” An informative Red Hat guide to balancing Linux container host security with platform usability. Focuses on orchestrating kernel-level mechanisms like SELinux, namespaces, and AppArmor profiles to insulate containers from host system takeovers.
-### Vulnerability Management (1)
-
-#### Open Source Security
-
-  - **(2020)** [snyk.io: The State of Open Source Security 2020](https://snyk.io/articles/open-source-security)  [CASE STUDY] [COMMUNITY-TOOL] β€” Snyk's comprehensive security report detailing open-source dependency risk profiles. Explores how transitive package vulnerabilities enter cloud applications, advocating for automated software composition analysis (SCA) inside developer inner loops.
-### Web Security
-
-#### Testing Environments
-
-  - **(2022)** [permission.site](https://permission.site)  [COMMUNITY-TOOL] β€” An interactive security validation platform that allows engineers to test how various browser APIs, iframe permissions, and Content Security Policies (CSP) behave, enabling precise verification of client-side web application security postures.
 
 ---
-πŸ’‘ **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Chef](./chef.md)
+πŸ’‘ **Explore Related:** [Securityascode](./securityascode.md) | [Ansible](./ansible.md) | [Terraform](./terraform.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/digitalocean.md b/v2-docs/digitalocean.md
index 332d0eeb..5bfce8f3 100644
--- a/v2-docs/digitalocean.md
+++ b/v2-docs/digitalocean.md
@@ -8,69 +8,38 @@
 
 ## Table of Contents
 
-1. [Artificial Intelligence and Machine Learning](#artificial-intelligence-and-machine-learning)
-  - [LLM Deployment](#llm-deployment)
-    - [DeepSeek R1](#deepseek-r1)
-1. [Cloud Infrastructure](#cloud-infrastructure)
-  - [PaaS](#paas)
-    - [DigitalOcean](#digitalocean)
+1. [Cloud Native](#cloud-native)
+  - [Managed Kubernetes](#managed-kubernetes)
+    - [Scaleway Kapsule](#scaleway-kapsule)
 1. [Cloud Providers](#cloud-providers)
   - [Alternative Clouds](#alternative-clouds)
-    - [Community Portal](#community-portal)
-    - [DigitalOcean](#digitalocean-1)
-    - [Kubernetes DOKS](#kubernetes-doks)
     - [Visual Deployment](#visual-deployment)
-  - [PaaS](#paas-1)
+  - [PaaS](#paas)
     - [DigitalOcean App Platform](#digitalocean-app-platform)
-1. [Web Servers](#web-servers)
-  - [NGINXConfig](#nginxconfig)
-    - [Community Tools](#community-tools)
 
-## Artificial Intelligence and Machine Learning
+## Cloud Native
 
-### LLM Deployment
+### Managed Kubernetes
 
-#### DeepSeek R1
+#### Scaleway Kapsule
 
-  - **(2025)** [How to run Deepseek R1 LLMs on GPU Droplets](https://www.digitalocean.com/community/tutorials/deepseek-r1-gpu-droplets) [PYTHON/SHELL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A cutting-edge deployment guide illustrating execution profiles of the revolutionary DeepSeek R1 reasoning models inside newly provisioned high-performance DigitalOcean GPU Droplets. Addresses architectural configurations for model weights and CUDA drivers.
-## Cloud Infrastructure
-
-### PaaS
-
-#### DigitalOcean
-
-  - **(2020)** [theregister.com: DigitalOcean decides to head rivals off at the PaaS, floats App Platform to deploy, run code without juggling servers](https://www.theregister.com/off-prem/2020/10/07/digitalocean-decides-to-head-rivals-off-at-the-paas-floats-app-platform-to-deploy-run-code-without-juggling-servers/802967)  [COMMUNITY-TOOL] β€” This article analyzes DigitalOcean's App Platform launch, presenting it as a direct PaaS alternative designed to counter Heroku. The platform abstracts Kubernetes infrastructure to allow multi-tenant zero-config deployments directly from source control. Curator insights highlights its developers-first simplicity, while current industry status verifies its solid integration with modern container workflows.
-  - **(2020)** [thenewstack.io: DigitalOcean App Platform Eases Kubernetes Deployments for Developers](https://thenewstack.io/digitalocean-app-platform-eases-kubernetes-deployments-for-developers)  [COMMUNITY-TOOL] β€” This technical review evaluates how the DigitalOcean App Platform utilizes native Kubernetes under the hood. It explains how DO managed to build a serverless PaaS that hides operational complexities like ingress configurations and TLS certificate rotation. The platform simplifies containerized app pipelines for teams without dedicated platform engineers.
+  - **(2025)** [scaleway.com: Kubernetes Kapsule](https://www.scaleway.com/en/en/kubernetes-kapsule) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official technical guide for Scaleway's managed Kubernetes implementation (Kapsule). Describes control-plane operations, auto-scaling configuration, and provisioning persistent storage volumes across European cloud regions.
 ## Cloud Providers
 
 ### Alternative Clouds
 
-#### Community Portal
-
-  - **(2025)** [Community Tools 🌟](https://www.digitalocean.com/community/tools) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An aggregate repository of developer-led open-source automation templates, networking tools, and infrastructure deployment scripts optimized for the DigitalOcean platform ecosystem.
-#### DigitalOcean (1)
-
-  - **(2026)** [Digital Ocean](https://www.digitalocean.com) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A developers-first cloud services platform focusing on simplicity, lower cost predictability, and rapid droplet virtual server allocations. Expanded enterprise capacities to accommodate containerized microservices and modern pipelines.
-#### Kubernetes DOKS
-
-  - **(2025)** [Digital Ocean Kubernetes (DOKS)](https://www.digitalocean.com/products/kubernetes) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Fully managed Kubernetes distribution that abstracts master node architecture, allowing users to rapidly deploy clusters. Features simplified persistent block storage volumes, automated node auto-scaling, and painless ingress configurations.
 #### Visual Deployment
 
   - **(2022)** [try.digitalocean.com/cloudplex](https://try.digitalocean.com/cloudplex) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Reference landing portal for visual architecture design tools integrated with DigitalOcean Kubernetes. Historically allowed developers to visualize infrastructure topologies and generate corresponding Kubernetes configurations.
-### PaaS (1)
+### PaaS
 
 #### DigitalOcean App Platform
 
   - **(2024)** [App Platform](https://docs.digitalocean.com/products/app-platform) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” App Platform reference document outlining core specs of DigitalOcean's fully managed Platform-as-a-Service (PaaS). Allows automated code deployments directly from Git systems, managing containers, databases, and SSL endpoints.
   - **(2024)** [App Platform - Digital Ocean PaaS](https://try.digitalocean.com/app-platform) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Highlights onboarding pathways and scalability paradigms inside DigitalOcean's PaaS. Highly optimized for small-to-medium enterprises wanting to run microservice networks without complex VM configurations.
-## Web Servers
-
-### NGINXConfig
-
-#### Community Tools
-
-  - **(2025)** [NGINXConfig](https://www.digitalocean.com/community/tools/nginx) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” An interactive visual web config builder for constructing highly secure and performant NGINX configuration templates. Addresses reverse proxy configurations, SSL parameters, caching limits, and security headers.
 
 ---
-πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md)
+πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Oraclecloud](./oraclecloud.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Cloudflare](./cloudflare.md)
 
diff --git a/v2-docs/docker.md b/v2-docs/docker.md
index 0effc4ed..c840d857 100644
--- a/v2-docs/docker.md
+++ b/v2-docs/docker.md
@@ -21,218 +21,48 @@
     - [Image Building](#image-building-1)
   - [Python](#python)
     - [Local Environments](#local-environments)
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [CI-CD](#ci-cd)
   - [DevOps Pipelines](#devops-pipelines)
     - [Container Delivery](#container-delivery)
-1. [CICD Pipelines](#cicd-pipelines)
-  - [Build Speed](#build-speed)
-    - [Docker Buildx](#docker-buildx)
-1. [Cloud Infrastructure](#cloud-infrastructure)
-  - [AWS](#aws)
-    - [ECS Integration](#ecs-integration)
 1. [Cloud Orchestration](#cloud-orchestration)
   - [Multi-Cloud Deployments](#multi-cloud-deployments)
     - [Application Architecture](#application-architecture-1)
-1. [Container Management](#container-management)
-  - [Docker Security](#docker-security)
-    - [Insecure Registries](#insecure-registries)
-1. [Container Runtime](#container-runtime)
-  - [Core Infrastructure](#core-infrastructure)
-    - [Execution Engines](#execution-engines)
-1. [Containerization](#containerization)
-  - [Fundamentals](#fundamentals)
-    - [Container Runtimes](#container-runtimes)
 1. [Containers](#containers)
   - [Architectural Patterns](#architectural-patterns)
     - [Anti-patterns](#anti-patterns)
   - [Build Optimization](#build-optimization)
-    - [BuildKit](#buildkit)
-    - [Caching](#caching)
-    - [Dockerfiles](#dockerfiles)
-    - [Historical Context](#historical-context)
     - [Java](#java-1)
     - [Kubernetes Deployment](#kubernetes-deployment)
-    - [Multi-Arch Images](#multi-arch-images)
-    - [Multi-stage Build](#multi-stage-build)
     - [Node.js](#nodejs-1)
     - [Python](#python-1)
     - [Reference Implementation](#reference-implementation)
     - [Rust](#rust)
     - [Security and Hardening](#security-and-hardening)
-    - [Shell Scripts](#shell-scripts)
-    - [Standards](#standards)
-  - [Curation](#curation)
-    - [Reference Frameworks](#reference-frameworks)
   - [Developer Tooling](#developer-tooling)
     - [Cloud Emulation](#cloud-emulation)
-    - [Database Extensions](#database-extensions)
-    - [Docker Desktop](#docker-desktop)
-    - [Image Compacting](#image-compacting)
-    - [Optimization Platforms](#optimization-platforms)
   - [Diagnostics](#diagnostics)
     - [Debugging Runtimes](#debugging-runtimes)
-  - [Docker Architecture](#docker-architecture)
-    - [Linux Kernel](#linux-kernel)
   - [Docker Basics](#docker-basics)
-    - [Core Concepts](#core-concepts)
-    - [Educational Resources](#educational-resources)
     - [Workshops](#workshops)
-  - [Docker Runtime](#docker-runtime)
-    - [Network Engineering](#network-engineering)
-  - [Docker Storage](#docker-storage)
-    - [Data Persistence](#data-persistence)
-    - [Enterprise Storage](#enterprise-storage)
-  - [Image Registry](#image-registry)
-    - [Lifecycle Management](#lifecycle-management)
-  - [Networking](#networking)
-    - [Deep Dive](#deep-dive)
-  - [Orchestration Concepts](#orchestration-concepts)
-    - [Architecture Comparison](#architecture-comparison)
   - [Production Operations](#production-operations)
     - [Infrastructure](#infrastructure)
   - [Security and Hardening](#security-and-hardening-1)
-    - [Build Optimization](#build-optimization-1)
-    - [Kernel Isolation](#kernel-isolation)
     - [Node.js](#nodejs-2)
-    - [Process Boundaries](#process-boundaries)
-    - [Vulnerability Assessment](#vulnerability-assessment)
     - [Vulnerability Management](#vulnerability-management)
-1. [Containers and Orchestration](#containers-and-orchestration)
-  - [Container Architecture](#container-architecture)
-    - [Foundations](#foundations)
-    - [OS Level Virtualization](#os-level-virtualization)
-  - [Container Builds](#container-builds)
-    - [Docker BuildKit](#docker-buildkit)
-  - [Container Engines](#container-engines)
-    - [Alternatives](#alternatives)
-  - [Docker](#docker-1)
-    - [Foundations](#foundations-1)
-    - [Industry Trends](#industry-trends)
-    - [Introduction](#introduction)
-    - [Licensing and Licensing Shift](#licensing-and-licensing-shift)
-    - [Product Updates](#product-updates)
-  - [Docker Networking and Volumes](#docker-networking-and-volumes)
-    - [Networking](#networking-1)
-    - [Volumes](#volumes)
-  - [Image Engineering](#image-engineering)
-    - [Best Practices](#best-practices)
-    - [Build Optimization](#build-optimization-2)
-    - [Build Tools](#build-tools)
-    - [Dockerfile Specs](#dockerfile-specs)
-    - [Hardening](#hardening)
-    - [Java Ecosystem](#java-ecosystem-1)
-    - [Python Ecosystem](#python-ecosystem)
-  - [Red Hat OpenShift](#red-hat-openshift)
-    - [Registry Management](#registry-management)
-1. [Data and AI](#data-and-ai)
-  - [Apache Spark](#apache-spark)
-    - [Orchestration](#orchestration)
-1. [Data Science](#data-science)
-  - [R Ecosystem](#r-ecosystem)
-    - [Shiny Deployment](#shiny-deployment)
-1. [Databases](#databases)
-  - [PostgreSQL](#postgresql)
-    - [Local Environments](#local-environments-1)
 1. [Infrastructure](#infrastructure-1)
-  - [Artifact Registry](#artifact-registry)
-    - [Docker Hub](#docker-hub)
-  - [Azure](#azure)
-    - [Virtual Machines](#virtual-machines)
-  - [Container Basics](#container-basics)
-    - [Docker](#docker-2)
-    - [Docker Commands](#docker-commands)
-    - [Image Building](#image-building-2)
-    - [Playground](#playground)
-  - [Container Registries](#container-registries)
-    - [Developer Experience](#developer-experience)
-    - [Go Library](#go-library)
-  - [Containerization](#containerization-1)
-    - [Base Images](#base-images)
-    - [Container Management](#container-management-1)
-    - [Debugging](#debugging)
-    - [Developer Experience](#developer-experience-1)
-    - [Docker](#docker-3)
-    - [Documentation](#documentation)
-    - [Garbage Collection](#garbage-collection)
-    - [Image Building](#image-building-3)
-    - [Image Optimization](#image-optimization)
-    - [Monitoring](#monitoring)
-    - [Runtimes](#runtimes)
-    - [Tool Ecosystem](#tool-ecosystem)
-  - [Continuous Deployment](#continuous-deployment)
-    - [Automation](#automation)
-  - [Continuous Integration](#continuous-integration)
-    - [Image Building](#image-building-4)
   - [Docker Compose](#docker-compose)
-    - [Best Practices](#best-practices-1)
     - [Reference Architectures](#reference-architectures)
-    - [Standards](#standards-1)
   - [Kubernetes](#kubernetes)
-    - [Container Management](#container-management-2)
-  - [Linux OS Integration](#linux-os-integration)
-    - [RHEL Derivatives](#rhel-derivatives)
-  - [Local Environments](#local-environments-2)
-    - [Developer Experience](#developer-experience-2)
+    - [Container Management](#container-management)
+  - [Local Environments](#local-environments-1)
     - [Docker Compose](#docker-compose-1)
-    - [WSL2](#wsl2)
-  - [Local Storage](#local-storage)
-    - [Garbage Collection](#garbage-collection-1)
-  - [Migration](#migration)
-    - [Containerization](#containerization-2)
-  - [Reliability Engineering](#reliability-engineering)
-    - [Resource Management](#resource-management)
 1. [Local Developer Environment](#local-developer-environment)
   - [Container Runtime Setup](#container-runtime-setup)
     - [Docker Compose](#docker-compose-2)
-1. [Local Development](#local-development)
-  - [Development Environments](#development-environments)
-    - [Alternatives](#alternatives-1)
-    - [Containers](#containers-1)
-  - [Docker Desktop Extensions](#docker-desktop-extensions)
-    - [Volumes](#volumes-1)
-  - [WSL2](#wsl2-1)
-    - [Alternatives](#alternatives-2)
-1. [Monitoring and Observability](#monitoring-and-observability)
-  - [Grafana](#grafana)
-    - [Metrics collection](#metrics-collection)
-1. [Observability](#observability)
-  - [Monitoring](#monitoring-1)
-    - [Log Management](#log-management)
-1. [Orchestration](#orchestration-1)
-  - [Container Engines](#container-engines-1)
-    - [Docker Swarm](#docker-swarm)
-1. [Performance](#performance)
-  - [Diagnostics](#diagnostics-1)
-    - [Performance Benchmarking](#performance-benchmarking)
-1. [Platform](#platform)
-  - [Container Engines](#container-engines-2)
-    - [Alternatives](#alternatives-3)
-  - [Development Environments](#development-environments-1)
-    - [macOS Virtualization](#macos-virtualization)
 1. [Security](#security)
-  - [Container Architecture](#container-architecture-1)
-    - [OS Level Virtualization](#os-level-virtualization-1)
   - [Container Security](#container-security)
     - [Dockerfile optimization](#dockerfile-optimization)
     - [RunAsUser](#runasuser)
-  - [Docker Daemon Hardening](#docker-daemon-hardening)
-    - [Rootless Mode](#rootless-mode)
-  - [Image Engineering](#image-engineering-1)
-    - [Vulnerability Management](#vulnerability-management-1)
-  - [Linux Internals](#linux-internals)
-    - [Permissions and Users](#permissions-and-users)
-  - [Static Analysis](#static-analysis)
-    - [Linter](#linter)
-  - [Vulnerability Management](#vulnerability-management-2)
-    - [Automation](#automation-1)
-  - [Windows Containers](#windows-containers)
-    - [PKI](#pki)
-1. [Testing](#testing)
-  - [Integration Testing](#integration-testing)
-    - [Infrastructure as Code](#infrastructure-as-code)
 
 ## App Development
 
@@ -265,90 +95,6 @@
 #### Local Environments
 
   - **(2026)** [codesolid.com: How To Use Docker and Docker Compose With Python](https://codesolid.com/how-to-use-docker-with-python) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” This tutorial outlines the process of containerizing Python-based workloads (Flask, Django, or FastAPI) and managing them with Docker Compose. It guides the reader through structuring multi-stage Dockerfiles to optimize image layers, implementing virtual environment packaging, and handling dependency caching. It serves as an architectural blueprint for packaging Python backends cleanly and consistently.
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [Docker for LLMs](https://www.docker.com/llm)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Docker for LLMs in the Kubernetes Tools ecosystem.
-  - [Dzone refcard: Getting Started with Docker](https://dzone.com/refcardz/getting-started-with-docker-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone refcard: Getting Started with Docker in the Kubernetes Tools ecosystem.
-  - [Dzone refcard: Java Containerization 🌟](https://dzone.com/refcardz/java-containerization)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone refcard: Java Containerization 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: Strategies of docker images optimization](https://medium.com/sciforce/strategies-of-docker-images-optimization-2ca9cc5719b6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Strategies of docker images optimization in the Kubernetes Tools ecosystem.
-  - [Dzone: Docker explained, an introductory guide to docker](https://dzone.com/articles/docker-explained-an-introductory-guide-to-docker)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Docker explained, an introductory guide to docker in the Kubernetes Tools ecosystem.
-  - [Dzone: everything you need to know about docker](https://dzone.com/articles/everything-you-need-to-know-about-docker)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: everything you need to know about docker in the Kubernetes Tools ecosystem.
-  - [medium: What is Docker, Why should you use it in simple words](https://medium.com/@shahinghasemy/what-is-docker-why-should-you-use-it-in-simple-words-cc5e6160f9db)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: What is Docker, Why should you use it in simple words in the Kubernetes Tools ecosystem.
-  - [docker.com: Top Questions for Getting Started with Docker 🌟](https://www.docker.com/blog/top-questions-for-getting-started-with-docker)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docker.com: Top Questions for Getting Started with Docker 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: How to Start Working With Docker Containers](https://medium.com/swlh/how-to-start-working-with-docker-containers-72b73ca60e0c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How to Start Working With Docker Containers in the Kubernetes Tools ecosystem.
-  - [dzone: Mitigating DevOps Repository Risks](https://dzone.com/articles/mitigating-devops-repository-risks)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Mitigating DevOps Repository Risks in the Kubernetes Tools ecosystem.
-  - [docker.com: Docker Hub Experimental CLI tool](https://www.docker.com/blog/docker-hub-experimental-cli-tool)  [COMMUNITY-TOOL] [EMERGING] β€” A curated technical resource and architectural guide covering docker.com: Docker Hub Experimental CLI tool in the Kubernetes Tools ecosystem.
-  - [docker.com: Year in Review: The Most Viewed Docker Blog Posts of 2020 Part' 1 🌟](https://www.docker.com/blog/year-in-review-the-most-viewed-docker-blog-posts-of-2020-part-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docker.com: Year in Review: The Most Viewed Docker Blog Posts of 2020 Part' 1 🌟 in the Kubernetes Tools ecosystem.
-  - [cloudsavvyit.com: How to Use Cron With Your Docker Containers](https://www.cloudsavvyit.com/9033/how-to-use-cron-with-your-docker-containers)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: How to Use Cron With Your Docker Containers in the Kubernetes Tools ecosystem.
-  - [docker.com: Containerized Python Development – Part 1](https://www.docker.com/blog/containerized-python-development-part-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docker.com: Containerized Python Development – Part 1 in the Kubernetes Tools ecosystem.
-  - [developers.redhat.com: Making environment variables accessible in front-end' containers](https://developers.redhat.com/blog/2021/03/04/making-environment-variables-accessible-in-front-end-containers)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com: Making environment variables accessible in front-end' containers in the Kubernetes Tools ecosystem.
-  - [medium: Dockerizing a REST API in Python Less Than 9 MB and Based on scratch' Image](https://medium.com/analytics-vidhya/dockerizing-a-rest-api-in-python-less-than-9-mb-and-based-on-scratch-image-ef0ee3ad3f0a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Dockerizing a REST API in Python Less Than 9 MB and Based on scratch' Image in the Kubernetes Tools ecosystem.
-  - [turbofuture.com: A Beginners Guide to Containers and Docker](https://turbofuture.com/computers/introductiontodocker)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering turbofuture.com: A Beginners Guide to Containers and Docker in the Kubernetes Tools ecosystem.
-  - [medium.com/nttlabs: Kubernetes driver for Docker BuildX](https://medium.com/nttlabs/buildx-kubernetes-ad0fe59b0c64)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/nttlabs: Kubernetes driver for Docker BuildX in the Kubernetes Tools ecosystem.
-  - [medium: Push Docker Image To Docker Hub](https://medium.com/codex/push-docker-image-to-docker-hub-acc978c76ad)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Push Docker Image To Docker Hub in the Kubernetes Tools ecosystem.
-  - [blog.thundra.io: Why Should You Run All Your Tests in Docker? 🌟](https://blog.thundra.io/why-should-you-run-all-your-tests-in-docker)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.thundra.io: Why Should You Run All Your Tests in Docker? 🌟 in the Kubernetes Tools ecosystem.
-  - [pawelurbanek.com: asdf and Docker for Managing Local Development Dependencies](https://pawelurbanek.com/asdf-docker-development)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering pawelurbanek.com: asdf and Docker for Managing Local Development Dependencies in the Kubernetes Tools ecosystem.
-  - [cloudsavvyit.com: How to SSH into a Docker container](https://www.cloudsavvyit.com/13937/how-to-ssh-into-a-docker-container)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: How to SSH into a Docker container in the Kubernetes Tools ecosystem.
-  - [cloudsavvyit.com: How to use docker cp to copy files between host and containers](https://www.cloudsavvyit.com/13987/how-to-use-docker-cp-to-copy-files-between-host-and-containers)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: How to use docker cp to copy files between host and containers in the Kubernetes Tools ecosystem.
-  - [baeldung.com: Deploying a Java War in a Docker Container](https://www.baeldung.com/docker-deploy-java-war)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering baeldung.com: Deploying a Java War in a Docker Container in the Kubernetes Tools ecosystem.
-  - [cloudsavvyit.com: How to Pass Environment Variables to Docker Containers](https://www.cloudsavvyit.com/14081/how-to-pass-environment-variables-to-docker-containers)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: How to Pass Environment Variables to Docker Containers in the Kubernetes Tools ecosystem.
-  - [cloudsavvyit.com: How To Clean Up and Delete Docker Images](https://www.cloudsavvyit.com/14191/how-to-clean-up-and-delete-docker-images)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: How To Clean Up and Delete Docker Images in the Kubernetes Tools ecosystem.
-  - [cloudsavvyit.com: How to Assign a Static IP to a Docker Container](https://www.cloudsavvyit.com/14508/how-to-assign-a-static-ip-to-a-docker-container)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: How to Assign a Static IP to a Docker Container in the Kubernetes Tools ecosystem.
-  - [cloudsavvyit.com: How to Inspect a Docker Image’s Content Without Starting' a Container](https://www.cloudsavvyit.com/14663/how-to-inspect-a-docker-images-content-without-starting-a-container)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: How to Inspect a Docker Image’s Content Without Starting' a Container in the Kubernetes Tools ecosystem.
-  - [cloudsavvyit.com: How (and Why) to Run Docker Inside Docker](https://www.cloudsavvyit.com/14890/how-and-why-to-run-docker-inside-docker)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: How (and Why) to Run Docker Inside Docker in the Kubernetes Tools ecosystem.
-  - [cloudsavvyit.com: What’s the Difference Between Exposing and Publishing' a Docker Port?](https://www.cloudsavvyit.com/14880/whats-the-difference-between-exposing-and-publishing-a-docker-port)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: What’s the Difference Between Exposing and Publishing' a Docker Port? in the Kubernetes Tools ecosystem.
-  - [clavinjune.dev: Working With Remote Docker Using Docker Context](https://clavinjune.dev/en/blogs/working-with-remote-docker-using-docker-context)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==clavinjune.dev: Working With Remote Docker Using Docker Context== in the Kubernetes Tools ecosystem.
-  - [cloudsavvyit.com: How to Add a Volume to an Existing Docker Container](https://www.cloudsavvyit.com/14973/how-to-add-a-volume-to-an-existing-docker-container)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: How to Add a Volume to an Existing Docker Container in the Kubernetes Tools ecosystem.
-  - [cloudsavvyit.com: How to Manage Docker Engine Plugins](https://www.cloudsavvyit.com/15066/how-to-manage-docker-engine-plugins)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: How to Manage Docker Engine Plugins in the Kubernetes Tools ecosystem.
-  - [mjovanc.com: Get started with Docker and Docker Compose](https://mjovanc.com/get-started-with-docker-and-docker-compose-cddcb5a3f3b9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering mjovanc.com: Get started with Docker and Docker Compose in the Kubernetes Tools ecosystem.
-  - [nishnit007.medium.com: A Journey from Dockerfile to Application Deployment' on Kubernetes For Beginners](https://nishnit007.medium.com/a-journey-from-dockerfile-to-application-deployment-on-kubernetes-for-beginners-fea1eb0f3581)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering nishnit007.medium.com: A Journey from Dockerfile to Application Deployment' on Kubernetes For Beginners in the Kubernetes Tools ecosystem.
-  - [medium.com/@joelbelton: Optimising Docker Performance β€” The Key 4 Techniques' You Need](https://medium.com/@joelbelton/optimising-docker-performance-the-key-4-techniques-you-need-6440cfebb650)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@joelbelton: Optimising Docker Performance β€” The Key 4 Techniques' You Need in the Kubernetes Tools ecosystem.
-  - [medium.com/geekculture: Docker β€” Limit Container CPU Usage 🌟](https://medium.com/geekculture/docker-limit-container-cpu-usage-11eb8ee0de5a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/geekculture: Docker β€” Limit Container CPU Usage 🌟 in the Kubernetes Tools ecosystem.
-  - [fatehmuhammad.medium.com: Introduction to Docker | part 1](https://fatehmuhammad.medium.com/introduction-to-docker-part-1-3cff7559e372)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering fatehmuhammad.medium.com: Introduction to Docker | part 1 in the Kubernetes Tools ecosystem.
-  - [cloudnativeislamabad.hashnode.dev: Introduction to Docker | part 1 🌟](https://cloudnativeislamabad.hashnode.dev/introduction-to-docker-part-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudnativeislamabad.hashnode.dev: Introduction to Docker | part 1 🌟 in the Kubernetes Tools ecosystem.
-  - [blog.devgenius.io: Container β€” Namespace Introduction](https://blog.devgenius.io/container-namespace-introduction-6a1e26f8707a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Container β€” Namespace Introduction in the Kubernetes Tools ecosystem.
-  - [medium.com/@BeNitinAgarwal: Lifecycle of Docker Container](https://medium.com/@BeNitinAgarwal/lifecycle-of-docker-container-d2da9f85959)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@BeNitinAgarwal: Lifecycle of Docker Container in the Kubernetes Tools ecosystem.
-  - [docker.com: Docker Compose: What’s New, What’s Changing, What’s Next](https://www.docker.com/blog/new-docker-compose-v2-and-v1-deprecation)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docker.com: Docker Compose: What’s New, What’s Changing, What’s Next in the Kubernetes Tools ecosystem.
-  - [medium.com/@i180826: Using Docker to build React App](https://medium.com/@i180826/using-docker-to-build-react-app-49862615e6f8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@i180826: Using Docker to build React App in the Kubernetes Tools ecosystem.
-  - [kennybrast.medium.com: How I Used Docker to Create a Python Dev Environment](https://kennybrast.medium.com/how-i-used-docker-to-create-a-python-dev-environment-48a5d31ae277)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kennybrast.medium.com: How I Used Docker to Create a Python Dev Environment in the Kubernetes Tools ecosystem.
-  - [tonylixu.medium.com: Docker RUN vs CMD vs ENTRYPOINT](https://tonylixu.medium.com/docker-run-vs-cmd-vs-entrypoint-57f248b95889)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering tonylixu.medium.com: Docker RUN vs CMD vs ENTRYPOINT in the Kubernetes Tools ecosystem.
-  - [dzone: Components of Container Management](https://dzone.com/articles/components-of-container-management)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Components of Container Management in the Kubernetes Tools ecosystem.
-  - [pointbase.hashnode.dev: Understand Docker layers by example : RUN instructions' Impact](https://pointbase.hashnode.dev/understand-docker-layers-by-example-run-instructions-impact)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering pointbase.hashnode.dev: Understand Docker layers by example : RUN instructions' Impact in the Kubernetes Tools ecosystem.
-  - [blog.docker.com: Intro Guide to Dockerfile Best Practices 🌟](https://blog.docker.com/2019/07/intro-guide-to-dockerfile-best-practices)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.docker.com: Intro Guide to Dockerfile Best Practices 🌟 in the Kubernetes Tools ecosystem.
-  - [docker.com: Intro Guide to Dockerfile Best Practices](https://www.docker.com/blog/intro-guide-to-dockerfile-best-practices)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docker.com: Intro Guide to Dockerfile Best Practices in the Kubernetes Tools ecosystem.
-  - [docker.com: Speed Up Your Development Flow With These Dockerfile Best Practices](https://www.docker.com/blog/speed-up-your-development-flow-with-these-dockerfile-best-practices)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docker.com: Speed Up Your Development Flow With These Dockerfile Best Practices in the Kubernetes Tools ecosystem.
-  - [faun.pub: Dockerfile Best Practices for Developers | Pavan Belagatti](https://faun.pub/dockerfile-best-practices-for-developers-87a2c19b4abe)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Dockerfile Best Practices for Developers | Pavan Belagatti in the Kubernetes Tools ecosystem.
-  - [azeynalli1990.medium.com: 15 Best Practices when working with Docker](https://azeynalli1990.medium.com/15-best-practices-when-working-with-docker-720d2d8de202)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering azeynalli1990.medium.com: 15 Best Practices when working with Docker in the Kubernetes Tools ecosystem.
-  - [hwchiu.medium.com: Docker Networking Model β€” Introduction](https://hwchiu.medium.com/docker-networking-model-introduction-194a2a2c9b68)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hwchiu.medium.com: Docker Networking Model β€” Introduction in the Kubernetes Tools ecosystem.
-  - [medium: Understanding Docker Volumes, Mounts and Layers and How to Manage' Data in Containers](https://medium.com/nycdev/understanding-docker-volumes-mounts-and-layers-9fa17befa493)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Understanding Docker Volumes, Mounts and Layers and How to Manage' Data in Containers in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: 5 Simple Tips For Debugging Docker Containers 🌟](https://betterprogramming.pub/5-simple-tips-for-debugging-docker-containers-271cb3dee77a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: 5 Simple Tips For Debugging Docker Containers 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: Docker anti-patterns | Codefresh](https://medium.com/containers-101/docker-anti-patterns-ad2a1fcd5ce1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Docker anti-patterns | Codefresh in the Kubernetes Tools ecosystem.
-  - [Docker Hardened Images for Every Developer](https://www.docker.com/blog/docker-hardened-images-for-every-developer)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Docker Hardened Images for Every Developer in the Kubernetes Tools ecosystem.
-  - [infosecwriteups.com: Attacking and securing Docker containers](https://infosecwriteups.com/attacking-and-securing-docker-containers-cc8c80f05b5b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering infosecwriteups.com: Attacking and securing Docker containers in the Kubernetes Tools ecosystem.
-  - [medium: How to build a smaller Docker image](https://medium.com/@gdiener/how-to-build-a-smaller-docker-image-76779e18d48a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How to build a smaller Docker image in the Kubernetes Tools ecosystem.
-  - [contains.dev: Optimizing Docker image size and why it matters](https://contains.dev/blog/optimizing-docker-image-size)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering contains.dev: Optimizing Docker image size and why it matters in the Kubernetes Tools ecosystem.
-  - [docker.com: Reduce Your Image Size with the Dive-In Docker Extension](https://www.docker.com/blog/reduce-your-image-size-with-the-dive-in-docker-extension)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docker.com: Reduce Your Image Size with the Dive-In Docker Extension in the Kubernetes Tools ecosystem.
-  - [medium.com/vantageai: How to make your Python Docker images secure, fast' & small 🌟](https://medium.com/vantageai/how-to-make-your-python-docker-images-secure-fast-small-b3a6870373a0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/vantageai: How to make your Python Docker images secure, fast' & small== 🌟 in the Kubernetes Tools ecosystem.
-  - [blog.devgenius.io: DevOps in K8s β€” Write Dockerfile Efficiently 🌟](https://blog.devgenius.io/devops-in-k8s-write-dockerfile-efficiently-37eaedf87163)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: DevOps in K8s β€” Write Dockerfile Efficiently 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/@RoussiAbel: Optimizing java base docker images size from 674Mb' to 58Mb](https://medium.com/@RoussiAbel/optimizing-java-base-docker-images-size-from-674mb-to-58mb-c1b7c911f622)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@RoussiAbel: Optimizing java base docker images size from 674Mb' to 58Mb in the Kubernetes Tools ecosystem.
-  - [pauldally.medium.com: Structuring Dockerfiles For Productivity](https://pauldally.medium.com/structuring-dockerfiles-for-productivity-2681de4815a4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering pauldally.medium.com: Structuring Dockerfiles For Productivity in the Kubernetes Tools ecosystem.
-  - [cloudsavvyit.com: 10 Tools That Complement Docker](https://www.cloudsavvyit.com/15158/10-tools-that-complement-docker)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: 10 Tools That Complement Docker in the Kubernetes Tools ecosystem.
-  - [docker.com: Docker and Ambassador Labs Announce Telepresence for Docker,' Improving the Kubernetes Development Experience 🌟](https://www.docker.com/blog/telepresence-for-docker)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==docker.com: Docker and Ambassador Labs Announce Telepresence for Docker,' Improving the Kubernetes Development Experience== 🌟 in the Kubernetes Tools ecosystem.
-  - [Creating the best Linux Development experience on Windows & WSL 2](https://www.docker.com/blog/creating-the-best-linux-development-experience-on-windows-wsl-2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Creating the best Linux Development experience on Windows & WSL 2 in the Kubernetes Tools ecosystem.
-  - [medium.com/@adeelsubhan25: How to setup and build Docker Images on Windows](https://medium.com/@adeelsubhan25/how-to-setup-and-build-docker-images-on-windows-baf252152aca)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@adeelsubhan25: How to setup and build Docker Images on Windows in the Kubernetes Tools ecosystem.
-  - [docker.com: Announcing the Compose Specification 🌟](https://www.docker.com/blog/announcing-the-compose-specification)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docker.com: Announcing the Compose Specification 🌟 in the Kubernetes Tools ecosystem.
-  - [Visual docker-compose.yml file generator 🌟](https://nuxx.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Visual docker-compose.yml file generator 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: How can we easily and visually explain the Docker Compose 🌟](https://medium.com/clarusway/how-can-we-easily-and-visually-explain-the-docker-compose-53df77e9f046)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How can we easily and visually explain the Docker Compose 🌟 in the Kubernetes Tools ecosystem.
-  - [docker.com: Docker Compose for Amazon ECS Now Available](https://www.docker.com/blog/docker-compose-for-amazon-ecs-now-available)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docker.com: Docker Compose for Amazon ECS Now Available in the Kubernetes Tools ecosystem.
-  - [medium: Windows Containers (personal) cheat sheet](https://medium.com/@sebagomez/windows-containers-personal-cheat-sheet-95c1c4d6bdf5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Windows Containers (personal) cheat sheet in the Kubernetes Tools ecosystem.
-  - [kubedex.com: Base images comparison](https://kubedex.com/base-images)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kubedex.com: Base images comparison in the Kubernetes Tools ecosystem.
-  - [medium: nerdctl: Docker-compatible CLI for contaiNERD](https://medium.com/nttlabs/nerdctl-359311b32d0e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: nerdctl: Docker-compatible CLI for contaiNERD in the Kubernetes Tools ecosystem.
-  - [dzone: Alternatives to Docker Desktop](https://dzone.com/articles/alternatives-to-docker-desktop)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Alternatives to Docker Desktop in the Kubernetes Tools ecosystem.
-  - [dzone: Docker Alternatives: 10 Alternatives to Docker for Your SaaS Application](https://dzone.com/articles/docker-alternatives-10-alternatives-to-docker-for)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Docker Alternatives: 10 Alternatives to Docker for Your SaaS Application in the Kubernetes Tools ecosystem.
 ## CI-CD
 
 ### DevOps Pipelines
@@ -356,20 +102,6 @@
 #### Container Delivery
 
   - **(2023)** [dev.to: Building a Robust CI/CD Pipeline with Docker: A Comprehensive Guide](https://dev.to/itsahsanmangal/building-a-robust-cicd-pipeline-with-docker-a-comprehensive-guide-4k8b) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Architects high-performance integration pipelines utilizing localized image-building agents. Emphasizes step caching, secure build variable injection, and automated image lifecycle promotion directly to secure registries.
-## CICD Pipelines
-
-### Build Speed
-
-#### Docker Buildx
-
-  - **(2021)** [releasehub.com: Cutting Build Time In Half with Docker’s Buildx Kubernetes Driver](https://release.com/blog/cutting-build-time-in-half-docker-buildx-kubernetes) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Outlines how to optimize CI/CD pipeline build performance by scaling compilation workloads using the Docker Buildx Kubernetes driver. Demonstrates how offloading build tasks to Kubernetes clusters yields massive cache reuse and parallelization gains.
-## Cloud Infrastructure
-
-### AWS
-
-#### ECS Integration
-
-  - **(2020)** [docker-ecs-plugin: Docker Releases Plugin for Simplified Deployments into AWS ECS and Fargate](https://www.infoq.com/news/2020/07/docker-ecs-plugin) [MARKDOWN CONTENT]  [LEGACY] β€” This article highlights the historical collaboration between Docker and AWS to integrate ECS and Fargate deployments directly into the Docker CLI via ECS integration plugins. While the native CLI integration has been largely deprecated or archived in favor of AWS Copilot or direct Terraform/CDK provisioning, it serves as a crucial evolutionary link in cloud-native developer workflows, illustrating the trend toward unifying local compose specs with cloud orchestration APIs.
 ## Cloud Orchestration
 
 ### Multi-Cloud Deployments
@@ -377,27 +109,6 @@
 #### Application Architecture (1)
 
   - **(2021)** [freecodecamp.org: Learn How to Deploy 12 Apps to AWS, Azure, & Google Cloud](https://www.freecodecamp.org/news/learn-how-to-deploy-12-apps-to-aws-azure-google-cloud)  [COMMUNITY-TOOL] [GUIDE] β€” An extensive multi-cloud deployment course demonstrating how to package and release applications across AWS, Azure, and Google Cloud container environments (ECS, Container Apps, and Cloud Run).
-## Container Management
-
-### Docker Security
-
-#### Insecure Registries
-
-  - **(2024)** [Test an insecure registry 🌟](https://docs.docker.com/retired) [N/A CONTENT] [DOCUMENTATION]  [LEGACY] β€” Historical reference from the retired Docker documentation archive illustrating how to configure the Docker daemon to handshake with unencrypted registries. It provides flags and config file options required to bypass default TLS validation checks for local testing. In modern secure container platform patterns, this practice is deprecated and replaced by end-to-end TLS.
-## Container Runtime
-
-### Core Infrastructure
-
-#### Execution Engines
-
-  - **(2026)** [==containerd - An open and reliable container runtime==](https://github.com/containerd/containerd) ⭐ 20835  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” containerd is an industry-standard container runtime designed to be embedded into larger systems like Kubernetes. Following the deprecation of Docker's native runtime engine in Kubernetes, containerd has emerged as the de facto execution engine for production-grade orchestrators.
-## Containerization
-
-### Fundamentals
-
-#### Container Runtimes
-
-  - **(2021)** [**iximiuz.com: Containers 101: attach vs. exec - what's the difference?**](https://labs.iximiuz.com/tutorials/docker-run-vs-attach-vs-exec) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Curator Insight breaks down fundamental OCI execution flags. Live Grounding highlights the difference between attaching to a main container process (TTY/STDIN sharing) and starting an independent debug process via exec. Essential reading for system level container operations.
 ## Containers
 
 ### Architectural Patterns
@@ -405,22 +116,8 @@
 #### Anti-patterns
 
   - **(2023)** [codefresh.io: Docker anti-patterns 🌟](https://octopus.com/blog/docker-anti-patterns) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Identifies architectural antipatterns that degrade container system health, performance, and flexibility. Warns against embedding configuration states, mixing application processes, and handling secrets insecurely.
-  - **(2021)** [jpetazzo.github.io: Anti-Patterns When Building Container Images](https://jpetazzo.github.io/2021/11/30/docker-build-container-images-antipatterns) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An experienced architect's critique of bad habits in image composition. Identifies dependencies on build host features, missing ignore-files, and bad layering decisions.
 ### Build Optimization
 
-#### BuildKit
-
-  - **(2022)** [pythonspeed.com: Docker BuildKit: faster builds, new features, and now it’s stable](https://pythonspeed.com/articles/docker-buildkit) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Analyzes the shift to BuildKit as the primary engine compiler. Evaluates features including multi-stage parallelization, secret mounting without environment leaks, and advanced build-cache mounts.
-#### Caching
-
-  - **(2020)** [nrmitchi.com: One Simple Trick for Building Images Faster 🌟](https://www.nrmitchi.com/2020/10/one-simple-trick-for-building-images-faster) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Deep dives into how the BuildKit inline caching configuration drastically speeds up continuous integration pipelines by pulling remote cached layers directly from registries.
-#### Dockerfiles
-
-  - **(2024)** [devopscube.com: How to Build Docker Image : Comprehensive Beginners Guide](https://devopscube.com/build-docker-image) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A structured blueprint demonstrating professional design standards for OCI-compliant artifact assemblies. Focuses on minimizing layers, avoiding build context overhead, and utilizing cache layers effectively.
-  - **(2023)** [itnext.io: Building Docker Images The Proper Way 🌟](https://itnext.io/building-docker-images-the-proper-way-3c9807524582) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A highly pragmatic engineering guide explaining strict layer composition. Emphasizes ordering Dockerfile commands properly to exploit engine build-caching mechanics.
-#### Historical Context
-
-  - **(2016)** [developers.redhat.com: Keep it small: a closer look at Docker image sizing](https://developers.redhat.com/blog/2016/03/09/more-about-docker-images-size) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An early framework mapping out compilation footprint problems in old monolithic images. Highlights how layer auditing techniques set up today's industry multi-stage patterns.
 #### Java (1)
 
   - **(2023)** [piotrminkowski.com: Slim Docker Images for Java](https://piotrminkowski.com/2023/11/07/slim-docker-images-for-java) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A practical evaluation of JVM microservice configurations. Uses jlink and GraalVM native compilations to generate minimal container environments for Java workloads.
@@ -428,12 +125,6 @@
 
   - **(2023)** [learnk8s.io: 3 simple tricks for smaller Docker images 🌟](https://learnkube.com/blog/smaller-docker-images) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Presents three highly concrete engineering actions to reduce footprint size. Addresses the use of alpine/distroless, pruning development environments, and optimizing layers.
   - **(2022)** [sequoia.makes.software: Reducing Docker Image Size (Particularly for Kubernetes Environments) 🌟](https://sequoia.makes.software/reducing-docker-image-size-particularly-for-kubernetes-environments) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Examines image sizing optimizations specifically within large-scale Kubernetes production networks. Highlights how smaller footprints accelerate pull cycles and deployment velocity.
-#### Multi-Arch Images
-
-  - **(2024)** [docs.docker.com: docker buildx imagetools](https://docs.docker.com/reference/cli/docker/buildx/imagetools) [GO CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official CLI manual for Buildx Imagetools, documenting dynamic multi-platform manifest manipulation directly within registries. Avoids rebuild cycles by merging existing CPU architecture definitions.
-#### Multi-stage Build
-
-  - **(2021)** [returngis.net: Reduce el tamaΓ±o de tus imΓ‘genes con Dockerfiles multi-stage](https://www.returngis.net/2021/08/reduce-el-tamano-de-tus-imagenes-con-dockerfiles-multi-stage) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” Provides instruction on multi-stage Docker build models. Shows how to compile artifacts in helper stages and copy final binaries into lightweight, isolated production runtimes.
 #### Node.js (1)
 
   - **(2023)** [itsopensource.com: How to Reduce Node Docker Image Size by 10X](https://itsopensource.com/how-to-reduce-node-docker-image-size-by-ten-times) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Illustrates strategies to reduce Node.js runtime image sizes by up to 90%. Highlights multi-stage configurations, prune tools for dependencies, Alpine deployments, and build-time optimization.
@@ -449,84 +140,21 @@
 #### Security and Hardening
 
   - **(2024)** [sysdig.com: Top 20 Dockerfile best practices 🌟](https://www.sysdig.com/learn-cloud-native/dockerfile-best-practices) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An essential platform catalog of twenty fundamental guidelines to build highly secure, minimal container images. Emphasizes non-root process configuration, layer optimization, and safe handling of variables.
-#### Shell Scripts
-
-  - **(2022)** [bhupesh.me: How I reduced the size of my very first published docker image by 40% - A lesson in dockerizing shell scripts 🌟](https://bhupesh.me/publishing-my-first-ever-dockerfile-optimization-ugit) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” A granular engineering narrative details a size optimization path down to raw scratch images. Explores stripping unnecessary dependencies and shell binaries.
-#### Standards
-
-  - **(2023)** [dev.to: Top 5 Docker Best Practices](https://dev.to/karanpratapsingh/top-5-docker-best-practices-57oh) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Summarizes five essential Dockerfile patterns targeting faster builds and smaller output artifacts. Focuses on single-responsibility runtime structures, proper ignore files, and tag version consistency.
-  - **(2022)** [blog.bitsrc.io: Best Practices for Writing a Dockerfile](https://blog.bitsrc.io/best-practices-for-writing-a-dockerfile-68893706c3) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Details architectural recommendations for image creation pipelines. Teaches cache alignment, layer count reduction, ENTRYPOINT best practices, and standard build arg variables.
-### Curation
-
-#### Reference Frameworks
-
-  - **(2025)** [==Awesome Docker 🌟==](https://github.com/veggiemonk/awesome-docker) ⭐ 36214  [N/A CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier community directory compiling top-tier runtimes, base images, build extensions, registries, and runtime protection systems. An indispensable reference manual for Cloud Native architects.
 ### Developer Tooling
 
 #### Cloud Emulation
 
   - **(2024)** [==Floci - An AWS Local Emulator Alternative==](https://github.com/floci-io/floci) ⭐ 14064  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An active and highly performant local alternative to localstack. Emulates AWS cloud service behavior locally using specialized lightweight container footprints.
-#### Database Extensions
-
-  - **(2023)** [github.com/Saniewski/mongo-express-docker-extension](https://github.com/Saniewski/mongo-express-docker-extension) ⭐ 11  [TYPESCRIPT CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A specialized Docker Desktop extension embedding Mongo Express tools into local engineering control panels. Streamlines administrative database actions, collection querying, and sandbox testing workflows.
-#### Docker Desktop
-
-  - **(2023)** [dev.to: 9 Docker Extensions Every Developer Must Try](https://dev.to/docker/9-docker-extensions-every-developer-must-try-1no2) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Highlights extensions targeting productivity within local development dashboards. Covers structural utilities for Kubernetes visualization, real-time image scanning, and storage volume optimization.
-#### Image Compacting
-
-  - **(2022)** [developers.redhat.com: Reduce the size of container images with DockerSlim](https://developers.redhat.com/articles/2022/01/17/reduce-size-container-images-dockerslim) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Red Hat's analysis of the DockerSlim command utility. Discusses dynamically tracing operational execution paths to securely remove unused operating system components.
-#### Optimization Platforms
-
-  - **(2025)** [slim.ai: Automatically reduce Docker container size using DockerSlim](https://www.root.io) [GO CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” A guide showcasing automated image squeezing tools. Examines dynamic process tracking to strip out unused OS libraries and reduce security vulnerabilities.
 ### Diagnostics
 
 #### Debugging Runtimes
 
   - **(2023)** [iximiuz.com: Docker: How To Debug Distroless And Slim Containers 🌟](https://iximiuz.com/en/posts/docker-debug-slim-containers) [SHELL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Introduces brilliant systems troubleshooting strategies for hardened distroless images containing no system shells. Details namespace sharing techniques, container attachment interfaces, and process-level inspection.
-### Docker Architecture
-
-#### Linux Kernel
-
-  - **(2022)** [codementor.io: Docker: What's Under the Hood?](https://www.codementor.io/blog/docker-technology-5x1kilcbow) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Deconstructs container isolation abstractions by analyzing namespaces, cgroups, and capabilities directly inside the Linux kernel. Evaluates runtime execution patterns from CLI calls to low-level containerd and runc pipelines.
 ### Docker Basics
 
-#### Core Concepts
-
-  - **(2023)** [dev.to: Docker : From Zero to Hero πŸ›Έ ( part 1) | Prasenjeet Kumar](https://dev.to/prasenjeetsymon/docker-from-zero-to-hero-part-1-3a45) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An analytical introduction framing the architectural jump from resource-heavy hypervisors to shared-kernel container virtualization. Outlines fundamental properties of image layers, read-write layers, and execution systems.
-#### Educational Resources
-
-  - **(2023)** [dev.to/javinpaul: My Favorite Free Courses to Learn Docker and Containers in 2023](https://dev.to/javinpaul/my-favorite-free-courses-to-learn-docker-and-containers-in-2023-1ldo) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A curated index of learning pathways and hands-on laboratory environments engineered to onboard technical staff into standard OCI registry management, CLI diagnostic loops, and Docker configurations.
 #### Workshops
 
   - **(2023)** [youtube: Docker 101 (Workshop) how an application can be run using Docker containers. First, you'll learn how to take an application all the way from source code to a running container. Docker-compose, networking, multi-stage and more 🌟](https://www.youtube.com/watch?v=0mxhS7H6bxM) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A cohesive workshop walking developers from local raw source files to complex multi-container runtime topologies. Demonstrates configuration directives for compose networks, volume persistent paths, and base dependency caching.
-### Docker Runtime
-
-#### Network Engineering
-
-  - **(2023)** [iximiuz.com: How To Publish a Port of a Running Container 🌟](https://iximiuz.com/en/posts/docker-publish-port-of-running-container) [SHELL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores advanced network diagnostic patterns to dynamically inject and expose port mappings on active, running Docker containers without lifecycle interruptions. Details underlying Linux namespaces, iptables configurations, and runtime API calls.
-### Docker Storage
-
-#### Data Persistence
-
-  - **(2023)** [spacelift.io: Docker Volumes – Guide with Examples](https://spacelift.io/blog/docker-volumes) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Deep-dives into container volume performance mechanics, differentiating named volumes, blind directory mounts, and tmpfs mounts. Details filesystem execution patterns across varying deployment host engines.
-#### Enterprise Storage
-
-  - **(2024)** [docs.netapp.com: Work with docker volumes - Astra Trident 🌟](https://docs.netapp.com/us-en/trident/trident-docker/volumes-docker.html) [GO CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Addresses enterprise-level persistent volumes via Astra Trident CSI mechanisms. Analyzes automated volume creation pipelines, storage backend drivers, and high-availability setups for business-critical setups.
-### Image Registry
-
-#### Lifecycle Management
-
-  - **(2018)** [stevelasker.blog: Docker Tagging: Best practices for tagging and versioning docker images](https://stevelasker.blog/2018/03/01/docker-tagging-best-practices-for-tagging-and-versioning-docker-images) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Examines release artifact numbering frameworks for corporate environments. Outlines semantic naming paradigms and explains the operational risks of using volatile tags in automated orchestration environments.
-### Networking
-
-#### Deep Dive
-
-  - **(2023)** [iximiuz.com: Container Networking Is Simple! 🌟](https://labs.iximiuz.com/tutorials/container-networking-from-scratch) [BASH CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” This comprehensive deep-dive tutorial demonstrates how container networking is constructed from scratch using native Linux namespaces, veth pairs, and bridge devices. It walks through creating isolated environments step-by-step and configuring IP routing and NAT to route outbound and inbound traffic safely.
-### Orchestration Concepts
-
-#### Architecture Comparison
-
-  - **(2024)** [containerjournal.com: What’s the Difference Between Docker and Kubernetes?](https://cloudnativenow.com/features/whats-the-difference-between-docker-and-kubernetes) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Delineates the technological scopes of developer-focused single-node container tooling and complex multi-node production orchestration systems. Explains cluster boundaries and scheduling mechanics.
 ### Production Operations
 
 #### Infrastructure
@@ -534,268 +162,29 @@
   - **(2023)** [dev.to: Top 8 Docker Best Practices for using Docker in Production 🌟](https://dev.to/techworld_with_nana/top-8-docker-best-practices-for-using-docker-in-production-1m39) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Presents eight engineering pillars for operating containers safely in dynamic environments. Features container read-only root filesystems, memory boundary controls, health check parameters, and logging architectures.
 ### Security and Hardening (1)
 
-#### Build Optimization (1)
-
-  - **(2024)** [augmentedmind.de: Docker optimization guide: the 12 best tips to optimize Docker image security](https://www.augmentedmind.de/2024/06/12/optimize-docker-image-security) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Provides twelve optimization patterns aligning build speeds with image security. Topics focus on multi-stage build workflows, package manager caching, minimal base systems, and dynamic secret loading.
-#### Kernel Isolation
-
-  - **(2022)** [infoq.com: Is Docker Secure Enough?](https://www.infoq.com/articles/securing-docker) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A security exploration contrasting container shared-kernel mechanisms against sandboxed hypervisor layers like Firecracker and gVisor. Analyzes side-channel vulnerabilities and threat vectors.
 #### Node.js (2)
 
   - **(2023)** [clickittech.com: The Ultimate Docker Security Best Practices for Your Node.js Application](https://www.clickittech.com/devops/docker-security-best-practices) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” An analytical guide focused on hardening Node.js microservice containers. Details execution under non-root node users, trimming npm development modules, and managing runtime environment security.
-#### Process Boundaries
-
-  - **(2023)** [securitylabs.datadoghq.com: Container security fundamentals: Exploring containers as processes](https://securitylabs.datadoghq.com/articles/container-security-fundamentals-part-1) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Demystifies the operational nature of containers as isolated host processes. Analyzes syscall structures, cgroup isolation properties, and modern runtime inspection workflows for developers.
-#### Vulnerability Assessment
-
-  - **(2021)** [brianchristner.io: How to use Docker Security Scan Locally](https://brianchristner.io/how-to-use-docker-scan) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A practical manual outlining static security scanning on developer workstations. Demonstrates how to discover vulnerabilities and outdated packages inside target OCI layers prior to CI deployment.
 #### Vulnerability Management
 
   - **(2024)** [snyk.io: 10 Docker Security Best Practices 🌟](https://snyk.io/blog/10-docker-image-security-best-practices) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A vital guide on secure image design, highlighting automated vulnerability analysis tools, secure base selection frameworks, least-privilege principles, and structural dependency lifecycle policies.
-## Containers and Orchestration
-
-### Container Architecture
-
-#### Foundations
-
-  - **(2021)** [opensource.com: What is a container image?](https://opensource.com/article/21/8/container-image)  [COMMUNITY-TOOL] β€” Anatomy of an OCI container image. Details the layout of read-only file layers, manifest specifications, metadata config, and how the union filesystem constructs a cohesive runtime state.
-#### OS Level Virtualization
-
-  - **(2021)** [==iximiuz.com: Learning Containers From The Bottom Up | Ivan Velichko 🌟🌟🌟==](https://iximiuz.com/en/posts/container-learning-path) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A highly-rated, bottom-up container learning path created by Ivan Velichko. Traces container concepts back to bare-metal OS fundamentals, covering chroot, cgroups, linux namespaces, and runc.
-### Container Builds
-
-#### Docker BuildKit
-
-  - **(2026)** [==buildkit==](https://docs.docker.com/build) [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” Docker's next-generation container image building engine, designed to replace the legacy builder. It introduces high-performance features including concurrent stage execution, efficient caching via import/export, and secret-mounting without leaving traces in image history.
-### Container Engines
-
-#### Alternatives
-
-  - **(2020)** [**martinheinz.dev: It's Time to Forget About Docker 🌟**](https://martinheinz.dev/blog/35) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Critically examines the OCI (Open Container Initiative) layer architecture to dismantle the assumption that the Docker daemon is required for packaging applications. Promotes alternative tooling such as Podman, Buildah, and Skopeo to improve daemonless security and run containers without root privileges.
-### Docker (1)
-
-#### Foundations (1)
-
-  - **(2021)** [**docker-curriculum.com: A Docker Tutorial for Beginners 🌟**](https://docker-curriculum.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A highly-rated, beginner-friendly curriculum for learning Docker. Walks through packaging local code, managing multi-container systems, and basic deployment models.
-  - **(2021)** [dev.to: Docker 101!](https://dev.to/kubona_my/docker-101-124e)  [COMMUNITY-TOOL] [GUIDE] β€” A foundational Docker handbook covering basic file layers, host virtualization concepts, and essential container management CLI commands.
-  - **(2021)** [dev.to: Beginner's guide to Docker and Docker CLI commands](https://dev.to/paru429/beginner-s-guide-to-docker-and-docker-cli-commands-1p75)  [COMMUNITY-TOOL] β€” An onboarding reference cheatsheet detailing basic commands for the Docker CLI. Explores standard image, volume, networking, and container life cycle operations.
-#### Industry Trends
-
-  - **(2020)** [**docker.com: Year in Review: The Most Viewed Docker Blog Posts of 2020 Part 2 🌟**](https://www.docker.com/blog/year-in-review-the-most-viewed-docker-blog-posts-of-2020-part-2) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A historical retrospect highlighting the community's primary pain points and engineering triumphs in 2020. Synthesizes trends around build performance, local developer environments, and architectural updates within the container ecosystem.
-  - **(2021)** [infoworld.com: How Docker broke in half](https://www.infoworld.com/article/2269272/how-docker-broke-in-half.html)  [COMMUNITY-TOOL] β€” A historical retrospect on Docker's structural split, detailing the corporate spinoff of its Enterprise segment to Mirantis. Evaluates how this change impacted core open-source container runtimes.
-  - **(2021)** [infoworld.com: Docker really did change the world](https://www.infoworld.com/article/2270814/docker-really-did-change-the-world.html)  [COMMUNITY-TOOL] β€” Assesses how Docker fundamentally transformed the software engineering landscape. Traces its history from a single developer tool to the foundation of the cloud-native ecosystem and Kubernetes orchestration.
-#### Introduction
-
-  - **(2021)** [freecodecamp.org: Why You Should Start Using Docker Right Now](https://www.freecodecamp.org/news/why-you-should-start-using-docker-now)  [COMMUNITY-TOOL] β€” Advocacy article highlighting the value of containers in modern development. Focuses on resolving local environment drifts and standardizing runtime setups across engineering teams.
-  - **(2021)** [dev.to: Docker: Explained to a 5 year old. πŸ‘ΆπŸ»](https://dev.to/dhravya/docker-explained-to-a-5-year-old-2cbg)  [COMMUNITY-TOOL] β€” An analogical introduction to containerization, explaining container isolation and images using the metaphor of a cargo shipping network.
-  - **(2021)** [dev.to: Docker 101: Introduction to Docker](https://dev.to/signoz/docker-101-introduction-to-docker-1kbm)  [COMMUNITY-TOOL] [GUIDE] β€” Introductory overview of container runtimes, explaining host engines, daemon processes, and Registry operations for beginning cloud engineers.
-  - **(2021)** [hostinger.in: What Is Docker and How Does It Work? – Docker Explained](https://www.hostinger.com/in/tutorials/what-is-docker)  [COMMUNITY-TOOL] β€” Introduction to the architecture of container runtimes, comparing container engine hypervisor layers with traditional virtual machines.
-#### Licensing and Licensing Shift
-
-  - **(2021)** [zdnet.com: Docker changes its subscription plans, usage rules, and product line](https://www.zdnet.com/article/docker-changes-its-subscription-plans-usage-rules-and-product-line)  [COMMUNITY-TOOL] β€” Analyzes the commercial licensing adjustments made by Docker Inc. in 2021. Outlines the transition to paid tiers (Pro, Team, Business) for large enterprise users of Docker Desktop.
-  - **(2021)** [servethehome.com: Docker Abruptly Starts Charging Many Users for Docker Desktop](https://www.servethehome.com/docker-abruptly-starts-charging-many-users-for-docker-desktop)  [COMMUNITY-TOOL] β€” A deep dive into the financial and operational impact of Docker Desktop's enterprise licensing changes. Evaluates corporate strategies to handle these unexpected cost increases.
-  - **(2021)** [thenewstack.io: The Time to Decide on Docker Desktop Has Arrived](https://thenewstack.io/the-time-to-decide-on-docker-desktop-has-arrived)  [COMMUNITY-TOOL] β€” Strategic evaluation analyzing how Docker Desktop's commercial subscription timeline impacts enterprise operations, helping organizations choose between purchasing licenses or migrating to open-source alternatives.
-#### Product Updates
-
-  - **(2021)** [linuxadictos.com: Docker presenta nuevas capacidades para desarrolladores](https://www.linuxadictos.com/docker-presenta-nuevas-capacidades-para-desarrolladores.html) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” Outlines historical advancements in the Docker developer ecosystem, analyzing features like multi-architecture build mechanisms and enhanced orchestration tooling.
-### Docker Networking and Volumes
-
-#### Networking (1)
-
-  - **(2021)** [**iximiuz.com: What Actually Happens When You Publish a Container Port 🌟**](https://iximiuz.com/en/posts/docker-publish-container-ports) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An elite architectural exploration of how published ports route traffic. Explains packet pathways from the host NIC through iptables, DNAT rules, virtual interfaces, and down to the application's listen sockets.
-#### Volumes
-
-  - **(2021)** [thenewstack.io: How to Share Data Between Docker Containers](https://thenewstack.io/containers/how-to-share-data-between-docker-containers)  [COMMUNITY-TOOL] [GUIDE] β€” An operational guide on sharing directories across container environments. Compares named volumes and host bind mounts, detailing permission and isolation boundaries.
-### Image Engineering
-
-#### Best Practices
-
-  - **(2021)** [dev.to: One does not "just containerize" an app](https://dev.to/tylerlwsmith/one-does-not-just-containerize-an-app-5eae)  [COMMUNITY-TOOL] β€” Discusses standard leaky abstractions in container builds. Explores language-specific issues, file system ownership problems, and environment differences that disrupt simple containerization.
-#### Build Optimization (2)
-
-  - **(2021)** [freecodecamp.org: Docker Cache – How to Do a Clean Image Rebuild and Clear Docker's Cache](https://www.freecodecamp.org/news/docker-cache-tutorial)  [COMMUNITY-TOOL] [GUIDE] β€” A practical guide to working with Docker's build cache. Shows how to invalidate the cache, structure layers efficiently, and use CLI prune utilities to optimize build speeds.
-#### Build Tools
-
-  - **(2021)** [**technology.doximity.com: Buildpacks vs Dockerfiles 🌟**](https://technology.doximity.com/articles/buildpacks-vs-dockerfiles) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Contrasts declarative Cloud Native Buildpacks (CNB) with manual imperative Dockerfile structures. Analyzes the security, consistency, and build speed tradeoffs, arguing that CNBs represent a superior approach to packaging corporate applications at scale.
-#### Dockerfile Specs
-
-  - **(2022)** [devtron.ai: Understand CMD and ENTRYPOINT Differences in Docker](https://devtron.ai/blog/cmd-and-entrypoint-differences)  [COMMUNITY-TOOL] [GUIDE] β€” Explores `CMD` and `ENTRYPOINT` behaviors inside Dockerfiles. Details how default runtime parameters interact with target binaries during execution.
-  - **(2021)** [dev.to: Docker CMD vs ENTRYPOINT: explaining the difference](https://dev.to/hood/docker-cmd-vs-entrypoint-explaining-the-difference-55g7)  [COMMUNITY-TOOL] [GUIDE] β€” Explains the differences between `CMD` and `ENTRYPOINT` in Dockerfiles. Highlights shell vs. exec execution forms, argument forwarding patterns, and runtime overriding constraints.
-  - **(2021)** [acloudguru.com: Docker COPY vs ADD: What’s the difference?](https://www.pluralsight.com/resources/blog/cloud/docker-copy-vs-add-whats-the-difference)  [COMMUNITY-TOOL] [GUIDE] β€” A clear comparison of the `COPY` and `ADD` directives in Dockerfiles. Highlights security risks linked to the auto-extraction capabilities of `ADD`, recommending `COPY` for standard image creation.
-#### Hardening
-
-  - **(2021)** [dev.to: How to create a production Docker image](https://dev.to/abdorah/how-to-create-production-docker-image-ready-for-deployment-4bbe)  [COMMUNITY-TOOL] [GUIDE] β€” Walks through hardening containers for production. Focuses on minimizing layers, excluding development dependencies, running as non-root users, and managing secrets securely.
-#### Java Ecosystem (1)
-
-  - **(2021)** [blog.adoptium.net: Using Jlink in Dockerfiles instead of a JRE](https://adoptium.net/news/2021/08/using-jlink-in-dockerfiles) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A guide to using the `jlink` utility inside multi-stage Docker builds instead of standard heavy JREs. Reduces target image sizes and limits the attack surface by bundling only the Java runtime modules required by the application.
-#### Python Ecosystem
-
-  - **(2022)** [codeproject.com: How to Create an Image in Docker using Python](https://www.codeproject.com/Tips/5323808/How-To-Create-An-Image-In-Docker-Using-Python)  [COMMUNITY-TOOL] [GUIDE] β€” Shows how to containerize Python applications. Focuses on setting up local working directories, managing dependencies via requirements files, and structuring multi-stage builds to shrink image footprints.
-### Red Hat OpenShift
-
-#### Registry Management
-
-  - **(2021)** [theskillpedia.com: Managing docker images - openshift tutorial](https://www.theskillpedia.com/managing-docker-images-openshift-tutorial)  [COMMUNITY-TOOL] [GUIDE] β€” Technical guide on managing and tagging container images within Red Hat OpenShift. Discusses the utilization of internal OpenShift registries and how ImageStream abstractions decouple physical registries from deployable targets.
-## Data and AI
-
-### Apache Spark
-
-#### Orchestration
-
-  - **(2021)** [**datamechanics.co: Apache Spark 3.1 Release: Spark on Kubernetes is now Generally Available**](https://www.datamechanics.co) [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Announces the critical General Availability (GA) milestone of Apache Spark on Kubernetes in the Spark 3.1 release. Details the architectural advantages of using native Kubernetes scheduler bindings instead of standalone Spark or YARN schedulers. Live Grounding validates that this release marked the turning point for Kubernetes-native data engineering pipelines.
-## Data Science
-
-### R Ecosystem
-
-#### Shiny Deployment
-
-  - **(2021)** [r-bloggers.com: Dockerizing Shiny Applications](https://www.r-bloggers.com/2021/05/dockerizing-shiny-applications)  [COMMUNITY-TOOL] [GUIDE] β€” Demonstrates the step-by-step process of packaging R Shiny applications inside Docker containers. Addresses compiler flags, OS-level dependencies, and static runtime packages required to deliver predictable, reproducible analytical dashboards.
-## Databases
-
-### PostgreSQL
-
-#### Local Environments (1)
-
-  - **(2021)** [geshan.com.np: Postgres with Docker and Docker compose a step-by-step guide for beginners](https://geshan.com.np/blog/2021/12/docker-postgres) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive walkthrough detail-oriented on deploying PostgreSQL databases in local Docker Compose stacks. It covers critical concepts like volume persistence to protect against data loss during restarts, environment variable configurations for authentication, and mapping local ports for external database client connections. This guide is ideal for developers seeking a reliable stateful environment for local application testing.
 ## Infrastructure (1)
 
-### Artifact Registry
-
-#### Docker Hub
-
-  - **(2021)** [infoq.com: Docker Hub and JFrog Partnership Removes Image Pull Limits for Artifactory Users](https://www.infoq.com/news/2021/01/docker-jfrog-partnership)  [COMMUNITY-TOOL] β€” Covers the historic strategic partnership between Docker and JFrog designed to bypass Docker Hub's anonymous pull rate limits. Resolves high-frequency CI/CD pipeline blocking for enterprise organizations leveraging Artifactory SaaS instances.
-### Azure
-
-#### Virtual Machines
-
-  - **(2021)** [returngis.net: Crea hosts de Docker con Docker Machine en Microsoft Azure](https://www.returngis.net/2021/08/crea-hosts-de-docker-con-docker-machine-en-microsoft-azure) [SPANISH CONTENT]  [GUIDE] [LEGACY] β€” Guide detailing remote host provisioning on Microsoft Azure using Docker Machine. Note: Docker Machine has been officially archived. Modern practitioners use declarative Terraform pipelines or Azure Container Instances (ACI) to coordinate remote hosts.
-### Container Basics
-
-#### Docker (2)
-
-  - **(2019)** [itnext.io: Getting Started with Docker: Facts You Should Know 🌟](https://itnext.io/getting-started-with-docker-facts-you-should-know-d000e5815598) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A collection of essential tips, optimization mechanics, and networking behaviors for Docker engines. Provides developers with a quick reference to build patterns, storage layers, and execution boundaries.
-#### Docker Commands
-
-  - **(2020)** [Top 18 Docker commands for Automation Tester/Devops/SDET/Test Lead? 🌟](https://automationreinvented.blogspot.com/2020/02/top-18-docker-commands-for-aytomation.html) [BASH CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A structured compilation of fundamental Docker CLI diagnostics commands. Guides engineers through inspecting layer details, logs, network spaces, and system usage stats.
-#### Image Building (2)
-
-  - **(2020)** [jfrog.com: A Beginner’s Guide to Understanding and Building Docker Images 🌟](https://jfrog.com/learn/cloud-native/how-to-build-docker-images) [DOCKERFILE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A guide detailing the architectural layout of OCI image file structures, layers, and configuration steps. Outlines strategies to optimize caching processes during rebuild workflows.
-#### Playground
-
-  - **(2026)** [Play with docker 🌟](https://labs.play-with-docker.com) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An online sandbox environment that lets users run Docker commands in their browser. Ideal for testing configurations, learning container lifecycles, and creating simple multi-node topologies.
-### Container Registries
-
-#### Developer Experience
-
-  - **(2026)** [ttl.sh: Anonymous & ephemeral Docker image registry 🌟](https://ttl.sh) [N/A CONTENT]  [COMMUNITY-TOOL] β€” ttl.sh is an anonymous, ephemeral Docker image registry that automatically purges uploaded images based on a user-defined Time-To-Live (TTL) tag (e.g., :2h). It requires no authentication or setup, making it an excellent utility for testing CI/CD pipelines, sharing temporary development builds, or executing fast integration tests across different physical host platforms.
-#### Go Library
-
-  - **(2026)** [==github.com/google/go-containerregistry 🌟==](https://github.com/google/go-containerregistry) ⭐ 3918  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” go-containerregistry is a powerful library and CLI suite developed by Google for interacting with OCI (Open Container Initiative) registries. It allows Go applications to pull, push, analyze, and manipulate images and manifests directly over the network without needing a running Docker daemon. It serves as the programmatic foundational backbone for many modern cloud-native deployment tools, container security scanners, and custom platform architectures.
-### Containerization (1)
-
-#### Base Images
-
-  - **(2026)** [crunchtools.com: A Comparison of Linux Container Images](https://crunchtools.com/comparison-linux-container-images) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” This analytical article compares various Linux base container images (Alpine, Debian, Ubuntu, Red Hat UBI) across size, package ecosystems, security profiles, and glibc/musl compatibility. It helps system architects weigh the trade-offs of using minimal images like Alpine (extremely light but uses musl libc) against enterprise standards like UBI (fully supported but heavier). It is a vital read for standardizing secure base OS layers.
-  - **(2026)** [Red Hat Universal Base Images - hub.docker.com/u/redhat: UBI 8 standard, minimal, micro, and init from DockerHub 🌟](https://hub.docker.com/u/redhat) [N/A CONTENT]  [COMMUNITY-TOOL] β€” The official Docker Hub repository for Red Hat Universal Base Images (UBI), offering secure, reliable standard, minimal, micro, and init image variants. These images provide enterprise-grade security patches, high reliability, and RHEL compatibility without requiring commercial subscriptions. It serves as an industry de facto standard for high-security container base images.
-  - **(2026)** [redhat.com: Red Hat Brings Red Hat Universal Base Image to Docker Hub](https://www.redhat.com/en/about/press-releases/red-hat-brings-red-hat-universal-base-image-docker-hub) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” This press release details the collaboration between Red Hat and Docker to list Universal Base Images directly on the Docker Hub registry. It emphasizes the goal of democratizing enterprise-grade containerization layers, allowing any open-source or commercial developer to utilize secure and standardized packages. This partnership established UBI as a primary pillar of the container software supply chain.
-  - **(2021)** [developers.redhat.com: Red Hat Universal Base Image and Docker Hub: Why should developers care?](https://developers.redhat.com/articles/2021/05/25/red-hat-universal-base-image-and-docker-hub-why-should-developers-care) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” An informative article analyzing the strategic importance of hosting Red Hat Universal Base Images on Docker Hub. It highlights how developers benefit from instant access to cryptographically signed, compliant, and regularly updated base layers that easily pass enterprise security audits. The piece underscores the role of UBI in eliminating legal and performance compliance issues across environments.
-  - **(2020)** [developers.redhat.com: Red Hat Universal Base Images for Docker users](https://developers.redhat.com/blog/2020/03/24/red-hat-universal-base-images-for-docker-users) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” This guide explains the structure, licensing, and optimization of Red Hat Universal Base Images (UBI) for developers using Docker or other non-RHEL runtimes. It showcases how UBI provides a free, secure, and enterprise-grade base image platform that maintains strict compatibility with Red Hat Enterprise Linux. It is crucial for standardizing commercial container dependencies.
-#### Container Management (1)
-
-  - **(2026)** [Portainer Community Edition](https://www.portainer.io/install) [GO CONTENT]  [COMMUNITY-TOOL] β€” The Community Edition of Portainer provides a self-hosted, lightweight administration portal for managing standalone Docker daemons, Swarm clusters, and edge environments. It abstracts complex container and volume operations into a responsive dashboard, reducing operational friction. It remains a popular, stable, and highly trusted portal for developer environments and internal infrastructure management.
-#### Debugging
-
-  - **(2026)** [==buildg: Interactive debugger for Dockerfile 🌟==](https://github.com/ktock/buildg) ⭐ 1499  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Buildg is an interactive debugger designed specifically for Dockerfiles, built on top of BuildKit. It allows engineers to step through build instructions, set breakpoints, inspect the filesystem state at specific build steps, and launch interactive shells during intermediate builds. This dramatically reduces the trial-and-error loop when debugging complex multi-stage Dockerfiles.
-  - **(2022)** [infoq.com: Debugging Large and Complex Dockerfiles Gets Easier with Buildg](https://www.infoq.com/news/2022/09/debug-dockerfiles-buildg) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” This InfoQ article provides a detailed analysis of the problems developers face when debugging complex multi-stage container builds and how Buildg leverages BuildKit features to address them. It explains how breakpoint debugging and runtime inspection can optimize CI/CD engineering efficiency. The piece is highly recommended for architectural and developer experience (DevEx) leads aiming to reduce build pipeline bottlenecks.
-#### Developer Experience (1)
-
-  - **(2026)** [==jesseduffield/lazydocker==](https://github.com/jesseduffield/lazydocker) ⭐ 51350  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Lazydocker is an immersive, keyboard-driven terminal user interface (TUI) for managing Docker and Docker Compose setups. It aggregates container statuses, logs, CPU/Memory resource graphs, filesystem changes, and network mappings into a single cohesive terminal window. By offering quick shortcuts for container operations (restart, prune, executive shells), it drastically enhances developer productivity and local environment troubleshooting.
-#### Docker (3)
-
-  - **(2021)** [freecodecamp.org: A Beginner-Friendly Introduction to Containers, VMs and Docker](https://www.freecodecamp.org/news/a-beginner-friendly-introduction-to-containers-vms-and-docker-79a9e3e119b)  [COMMUNITY-TOOL] β€” Compares physical hypervisors, virtual machines, and container engines (Docker). Details namespace isolation and cgroups that allow containerized applications to run securely on shared Linux kernels.
-#### Documentation
-
-  - **(2026)** [Digital Ocean: Docker Tutorials](https://www.digitalocean.com/community/tags/docker) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive, highly updated hub of peer-reviewed Docker tutorials and installation guides. It covers practical topics ranging from multi-container application development and automated volume backups to deploying production-ready container hosts on public clouds. It is globally recognized as one of the best high-quality learning portals for container system administrators.
-#### Garbage Collection
-
-  - **(2026)** [==stepchowfun/docuum: Docuum: LRU eviction of Docker images 🌟==](https://github.com/stepchowfun/docuum) ⭐ 698  [RUST CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Docuum is a robust, Rust-based daemon designed to run on container hosts to execute Least Recently Used (LRU) image eviction. When host disk usage exceeds a defined threshold, Docuum safely removes inactive images to prevent disk exhaustion without manual intervention. This represents a highly valuable, low-footprint automation utility for long-running CI/CD worker nodes and resource-constrained edge computing environments.
-#### Image Building (3)
-
-  - **(2026)** [==img==](https://github.com/genuinetools/img) ⭐ 3986  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Img is a standalone, daemonless, and unprivileged container image builder designed on top of BuildKit. It allows users to build OCI images in secure, rootless environments without mounting privileged Docker sockets, which is highly beneficial for isolated CI/CD pipelines. While development has cooled down in favor of upstream BuildKit or Kaniko, it remains a pioneering reference tool for secure image building.
-#### Image Optimization
-
-  - **(2026)** [==dive 🌟==](https://github.com/wagoodman/dive) ⭐ 54224  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Dive is an indispensable terminal-based tool designed to inspect Docker images, analyze layer contents, and discover ways to shrink image size. By calculating the efficiency metric of individual layers and identifying wasted space from modified or deleted files, it gives platform teams precise insight into image build processes. In 2026, it remains a de facto standard tool for CI/CD optimization pipelines to keep enterprise container sizes lean and secure.
-#### Monitoring
-
-  - **(2026)** [==ctop 🌟==](https://github.com/bcicen/ctop) ⭐ 17764  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” ctop provides a real-time, top-like container metrics display for command-line resource tracking. Built in Go, it supports both Docker and runC runtimes, delivering an instant overview of CPU, memory, network, and disk I/O metrics across active containers. It serves as an essential tool for local container debugging and quick bare-metal performance triage without the overhead of heavy APM agents.
-#### Runtimes
-
-  - **(2026)** [==nerdctl 🌟==](https://github.com/containerd/nerdctl) ⭐ 10146  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Nerdctl is a Docker-compatible CLI designed specifically for containerd, offering matching CLI experiences (e.g., nerdctl run, nerdctl compose) for non-Docker environments. It supports advanced container features like lazy pulling (e.g., eStargz/soci), rootless execution, IPFS container sharing, and encryption. It acts as a bridge for developers migrating to pure containerd-based systems.
-  - **(2026)** [jfrog.com: THE BASICS: 7 Alternatives to Docker: All-in-One Solutions and Standalone Container Tools 🌟](https://jfrog.com/learn/devops/alternatives-to-docker) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” This JFrog learning resource breaks down alternative container tools in the OCI ecosystem, highlighting specialized runtimes, engines, and build utilities. By contrasting options like Podman, containerd, LXC, and Kaniko, it provides architects with a comprehensive roadmap for selecting tools based on security, speed, and platform architecture requirements.
-#### Tool Ecosystem
-
-  - **(2026)** [Top 50 Docker Tools](https://blog.inedo.com/devops/top-50-docker-tools) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” This curated overview evaluates 50 critical tools in the Docker ecosystem, categorizing them across orchestration, monitoring, registry management, and local development. It provides an architectural map for platform engineers looking to design custom container toolchains by comparing complementary utilities. The guide remains valuable for identifying alternative runtimes, security scanners, and automated deployment helpers.
-### Continuous Deployment
-
-#### Automation
-
-  - **(2026)** [==github.com/containrrr/watchtower==](https://github.com/containrrr/watchtower) ⭐ 24678  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Watchtower is an automation utility that monitors running Docker containers and automatically updates them whenever a new version of their base image is pushed to a remote registry. It executes graceful shutdowns, restarts the container with its original configurations, and sends notifications via webhooks. This is an optimal solution for staging, homelab, and edge environments where manual container updates are highly inefficient.
-### Continuous Integration
-
-#### Image Building (4)
-
-  - **(2026)** [==kaniko==](https://github.com/GoogleContainerTools/kaniko) ⭐ 15767  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kaniko is an open-source tool developed by Google to build container images from Dockerfiles inside containerized environments (like Kubernetes) without requiring a privileged Docker daemon. It executes each instruction in the Dockerfile entirely in user space, avoiding risky Docker-in-Docker (DinD) security practices. Kaniko remains a de facto standard tool for secure, isolated cloud-native CI/CD build environments.
-  - **(2026)** [buildpacks.io: Cloud Native Buildpacks 🌟](https://buildpacks.io) [GO CONTENT]  [COMMUNITY-TOOL] β€” Cloud Native Buildpacks (CNBs) transform application source code into secure, OCI-compliant container images without requiring a Dockerfile. Supported by the CNCF, CNBs analyze codebases to determine runtimes, patch secure OS layers, and separate application dependencies into optimal cached layers. They provide enterprise-level standardization, accelerating container builds and reinforcing dependency security at scale.
-  - **(2026)** [altoros.com: Streamlining the Creation of Docker Images with Cloud Native Buildpacks](https://www.altoros.com/blog/streamlining-the-creation-of-docker-images-with-cloud-native-buildpacks) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” This article provides an analytical look at how Cloud Native Buildpacks optimize and automate container image creation within corporate CI/CD pipelines. It explains how decoupling the container packaging definition from standard Dockerfiles reduces security misconfigurations and ensures consistent base OS updates. This is highly useful for organizations scaling up microservice deployments.
-  - **(2026)** [thenewstack.io: Container Images the Easy Way with Cloud Native Buildpacks](https://thenewstack.io/container-images-the-easy-way-with-cloud-native-buildpacks) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” This New Stack overview details how Cloud Native Buildpacks simplify the containerization ecosystem by abstracting away the operational complexities of writing and maintaining optimized Dockerfiles. It covers the mechanics of builder configurations, run images, and layer rebasingβ€”allowing immediate security patching without rebuilding the source.
 ### Docker Compose
 
-#### Best Practices (1)
-
-  - **(2026)** [releasehub.com: 6 Docker Compose Best Practices for Dev and Prod](https://release.com/blog/6-docker-compose-best-practices-for-dev-and-prod) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” This guide discusses production and development best practices for structuring Docker Compose environments. It details crucial considerations like decoupling environmental configurations via .env files, implementing proper health checks, configuring CPU/Memory resource constraints, and structuring override files for local versus staging workloads. It represents a vital resource for production-grade container design.
 #### Reference Architectures
 
   - **(2026)** [==Awesome Compose 🌟==](https://github.com/docker/awesome-compose) ⭐ 45540  [N/A CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Awesome Compose is an official, highly curated repository of declarative multi-container topologies using Docker Compose. It showcases optimal configuration patterns for databases, caching layers, application servers, and microservices (e.g., PostgreSQL, Redis, Elasticsearch, Go, Python, React). It represents a critical, high-impact reference architecture for platform engineers standardizing local development setups.
-#### Standards (1)
-
-  - **(2026)** [infoworld.com: Docker's Compose specification is now an open standard](https://www.infoworld.com/article/2257118/dockers-compose-specification-is-now-an-open-standard.html) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” This article reports on the historical shift of the Docker Compose specification to an open, community-driven standard. By making the spec independent of any single vendor, it paved the way for modern orchestrators and engines to support Compose syntax natively. This architectural evolution ensures cross-compatibility across various development and deployment systems.
-  - **(2020)** [theregister.co.uk: Compose yourselves – Docker has published multi-container app spec, needs contributors to help maintain and develop it](https://www.theregister.com/software/2020/04/08/compose-yourselves-docker-has-published-multi-container-app-spec-needs-contributors-to-help-maintain-and-develop-it/311866) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” This piece chronicles Docker's donation of the Compose specification to the open-source community, highlighting the industry's drive to formalize multi-container application definitions. By establishing an open spec, it enabled tools like Podman-compose and cloud runtimes to deploy applications using standardized YAML models. It provides valuable historical context on container schema evolution.
 ### Kubernetes
 
-#### Container Management (2)
+#### Container Management
 
   - **(2026)** [thenewstack.io: Deploy a Persistent Kubernetes Application with Portainer](https://thenewstack.io/deploy-a-persistent-kubernetes-application-with-portainer) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” This step-by-step article illustrates how Portainer's web UI can be utilized to deploy a persistent application (e.g., WordPress with MySQL) onto a Kubernetes cluster. It demystifies the setup of Persistent Volume Claims (PVCs), service ingress, and network isolation, mapping these complex Kubernetes abstractions into accessible dashboard steps. It serves as an excellent onboarding tutorial for operations teams adapting to K8s paradigms.
-### Linux OS Integration
+### Local Environments (1)
 
-#### RHEL Derivatives
-
-  - **(2021)** [tecmint.com: How to Install Docker on Rocky Linux and AlmaLinux](https://www.tecmint.com/install-docker-in-rocky-linux-and-almalinux)  [COMMUNITY-TOOL] [GUIDE] β€” Details repo configuration, package installation, and system daemon lifecycle management for deploying Docker Community Edition on enterprise RHEL-derivative operating systems like Rocky Linux and AlmaLinux.
-### Local Environments (2)
-
-#### Developer Experience (2)
-
-  - **(2026)** [dev.to: Use Kool to Dockerize Your Local Development Environment the Right Way](https://dev.to/kooldev/use-kool-to-dockerize-your-local-development-environment-the-right-way-18gl) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” This guide details how to leverage Kool, an open-source CLI, to standardize and simplify local Docker-based development. By encapsulating Docker Compose patterns into customizable YAML configuration presets, Kool acts as a lightweight wrapper that isolates localized environments. This eliminates the 'works on my machine' syndrome and lowers the cognitive load for onboarding new developers into containerized environments.
 #### Docker Compose (1)
 
   - **(2026)** [freecodecamp.org: a beginners guide to docker - how to create a client server side with docker compose](https://www.freecodecamp.org/news/a-beginners-guide-to-docker-how-to-create-a-client-server-side-with-docker-compose-12c8cf0ae0aa) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” This practical tutorial outlines how to orchestrate a client-server application structure using Docker Compose. It guides developers through containerizing frontend assets and backend APIs separately, establishing a bridge network for internal communication, and handling persistent storage. The guide serves as a basic entry point for designing multi-container microservice patterns in development setups.
-#### WSL2
-
-  - **(2026)** [andrewlock.net: Installing Docker Desktop for Windows and WSL 2](https://andrewlock.net/installing-docker-desktop-for-windows) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” This architectural guide explains the setup and performance considerations of running Docker Desktop on Windows utilizing Windows Subsystem for Linux (WSL 2). It unpacks how the WSL 2 integration eliminates hypervisor overhead, resulting in significantly faster file-system lookups and reduced memory footprints. It is a vital resource for Windows-based developers transitioning to cloud-native, Linux-centric container environments.
-### Local Storage
-
-#### Garbage Collection (1)
-
-  - **(2021)** [viblo.asia: How to prevent out-of-disk space when using Docker?](https://viblo.asia/p/how-to-prevent-out-of-disk-space-when-using-docker-english-WR5JRDBrVGv)  [COMMUNITY-TOOL] [GUIDE] β€” Troubleshooting guide on managing local disk space with Docker. Shows how to handle disk exhaustion caused by dangling images, build caches, and unpruned volumes, and suggests automated cleanup cron configurations.
-### Migration
-
-#### Containerization (2)
-
-  - **(2026)** [crunchtools.com: A Hacker’s Guide to Moving Linux Services into Containers. Epic 15 page blog post showing people how to move Wordpress (php), Mediawiki (php), and Request Tracker (perl) into containers](https://crunchtools.com/moving-linux-services-to-containers) [MARKDOWN CONTENT]  [LEGACY] β€” A detailed 15-page architectural guide highlighting standard procedures for migrating legacy, bare-metal Linux services (such as WordPress, MediaWiki, and Request Tracker) into modern containers. It covers dissecting stateful components, isolating persistent data directories, managing configurations, and implementing reverse proxies. This resource is highly valuable for infrastructure engineers executing legacy-to-cloud modernization strategies.
-### Reliability Engineering
-
-#### Resource Management
-
-  - **(2026)** [==grosser/preoomkiller==](https://github.com/grosser/preoomkiller) ⭐ 78  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” preoomkiller is a lightweight tool designed to monitor process memory consumption in Linux containers and trigger graceful restarts or shutdowns before the kernel's Out-Of-Memory (OOM) killer forcibly terminates the application. This prevents data corruption and allows application runtimes (such as Ruby or Node.js) to drain active connections and write diagnostics logs. It adds an essential layer of reliability to production container runtimes prone to memory leaks.
 ## Local Developer Environment
 
 ### Container Runtime Setup
@@ -803,73 +192,8 @@
 #### Docker Compose (2)
 
   - **(2025)** [**DockSTARTer**](https://github.com/GhostWriters/DockSTARTer) ⭐ 2560  [SHELL CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A user-friendly CLI utility designed to simplify the configuration and installation of self-hosted server software via structured Docker Compose patterns. Serves as a solid entry point for containerization concepts in local server and edge hardware topologies.
-## Local Development
-
-### Development Environments
-
-#### Alternatives (1)
-
-  - **(2021)** [matt-rickard.com: An Overview of Docker Desktop Alternatives](https://mattrickard.com/docker-desktop-alternatives) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Comprehensive overview of alternatives to Docker Desktop, evaluating Lima, Colima, Rancher Desktop, and Podman. Evaluates their underlying hypervisors and suitability for enterprise use cases.
-#### Containers (1)
-
-  - **(2021)** [A Gentle Introduction to Using a Docker Container as a Dev Environment](https://css-tricks.com/a-gentle-introduction-to-using-a-docker-container-as-a-dev-environment)  [COMMUNITY-TOOL] [GUIDE] β€” Explains how to containerize a developer's workspace using Docker containers instead of native OS packages. Focuses on achieving parity between development and production configurations, highlighting workflows that align with the standardized VS Code Dev Containers specification.
-### Docker Desktop Extensions
-
-#### Volumes (1)
-
-  - **(2021)** [returngis.net: Explorar grΓ‘ficamente el contenido de un volumen de Docker](https://www.returngis.net/2021/08/explorar-graficamente-el-contenido-de-un-volumen-de-docker) [SPANISH CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Demonstrates graphical volume exploration inside local developer environments. Explains how volumes map physically to host filesystems and examines storage visualization techniques.
-### WSL2 (1)
-
-#### Alternatives (2)
-
-  - **(2021)** [dev.to: How to run docker on Windows without Docker Desktop](https://dev.to/_nicolas_louis_/how-to-run-docker-on-windows-without-docker-desktop-hik)  [COMMUNITY-TOOL] [GUIDE] β€” Shows how to run the Docker Engine on Windows using a native WSL2 Ubuntu distribution instead of Docker Desktop. Helps developers avoid licensing costs on corporate Windows machines.
-## Monitoring and Observability
-
-### Grafana
-
-#### Metrics collection
-
-  - **(2022)** [grafana.com: Docker Integration for Grafana Cloud](https://grafana.com/docs/grafana-cloud/monitor-infrastructure/integrations/integration-reference/integration-docker) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Exhaustive integration manual for routing Prometheus-compatible engine metrics from Docker daemons directly to Grafana Cloud. Demonstrates telemetry extraction, container health monitoring, and system dashboard provisioning.
-## Observability
-
-### Monitoring (1)
-
-#### Log Management
-
-  - **(2026)** [sematext: Monitor Docker Metrics & Logs 🌟](https://sematext.com/capabilities/container-monitoring) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Sematext's container monitoring solution provides deep-dive observability for Docker, Kubernetes, and containerized applications. It automatically gathers resource utilization metrics and log streams from daemon processes without requiring manual configuration of host-level forwarders. This platform is highly valuable for hybrid deployments, offering unified log searching and performance alerting to minimize container-level MTTD (Mean Time to Detection).
-## Orchestration (1)
-
-### Container Engines (1)
-
-#### Docker Swarm
-
-  - **(2024)** [Docker Swarm](https://nubenetes.com/kubernetes-alternatives) [GO CONTENT]  [COMMUNITY-TOOL] β€” Analyzes Docker Swarm as a simple container orchestration alternative to Kubernetes. Evaluates its built-in overlay network routing mesh and single-node setup advantages, noting that its enterprise adoption has decreased in favor of Kubernetes-native environments.
-## Performance
-
-### Diagnostics (1)
-
-#### Performance Benchmarking
-
-  - **(2021)** [pythonspeed.com: Docker can slow down your code and distort your benchmarks](https://pythonspeed.com/articles/docker-performance-overhead) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Details performance degradation anomalies caused by container virtualization. Focuses on CPU hyper-threading constraints, memory allocation overhead, and VM barriers on macOS/Windows, highlighting how these dynamics can distort micro-benchmarks.
-## Platform
-
-### Container Engines (2)
-
-#### Alternatives (3)
-
-  - **(2022)** [blog.logrocket.com: Top Docker alternatives for 2022](https://blog.logrocket.com/docker-alternatives) [MARKDOWN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An analytical framework evaluating OCI runtime alternatives to standard Docker. Key trade-offs focused on security profiles, developer experience, and system-level dependencies for engines like Podman, Buildah, and Kaniko.
-### Development Environments (1)
-
-#### macOS Virtualization
-
-  - **(2021)** [**itnext.io: Replace Docker Desktop with lima**](https://itnext.io/replace-docker-desktop-with-lima-88ec6f9d6a19) [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A deep-dive replacement guide migrating development workflows from macOS Docker Desktop to Lima. Operates via lightweight Linux virtual machines, ensuring automated file sharing, port forwarding, and integration with nerdctl and containerd.
 ## Security
 
-### Container Architecture (1)
-
-#### OS Level Virtualization (1)
-
-  - **(2021)** [blog.aquasec.com: How Do Containers Contain? Container Isolation Techniques](https://blog.aquasec.com/container-isolation-techniques) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An elite architectural breakdown explaining kernel-level containment mechanisms. Explores Linux Namespaces (PID, Mount, Net, User) and Control Groups (cgroups), as well as supplementary security layers like AppArmor, SELinux, and Seccomp filters.
 ### Container Security
 
 #### Dockerfile optimization
@@ -878,44 +202,9 @@
 #### RunAsUser
 
   - **(2020)** [americanexpress.io: **Do Not Run Dockerized Applications as Root** 🌟](https://americanexpress.io/do-not-run-dockerized-applications-as-root) [DOCKERFILE CONTENT]  [DE FACTO STANDARD] [GUIDE] β€” An essential security analysis explaining why running container workloads as root is highly vulnerable to privilege escalation. Highlights how OpenShift's default Security Context Constraints (SCCs) enforce rootless container profiles.
-### Docker Daemon Hardening
-
-#### Rootless Mode
-
-  - **(2021)** [thenewstack.io: How to Run Docker in Rootless Mode](https://thenewstack.io/how-to-run-docker-in-rootless-mode) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Detailed guide on running the Docker daemon in rootless mode. Explains user namespace remapping techniques that protect the host system from potential container breakout exploits.
-### Image Engineering (1)
-
-#### Vulnerability Management (1)
-
-  - **(2021)** [pythonspeed.com: The worst so-called β€œbest practice” for Docker](https://pythonspeed.com/articles/security-updates-in-docker) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A critical security analysis debunking the 'best practice' of pinning exact image digests (e.g., sha256 hashes) without implementing an automated dependency updater. Explains how this practice locks in critical OS vulnerabilities and stops security patches from propagating.
-### Linux Internals
-
-#### Permissions and Users
-
-  - **(2021)** [**blog.gougousis.net: File Permissions: the painful side of Docker 🌟**](https://blog.gougousis.net/file-permissions-the-painful-side-of-docker) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Dissects the persistent pain of host-vs-container file permissions in Linux volumes. Showcases the OpenShift-inspired random UID design paradigm as an elegant architectural mechanism to remediate root privilege escalation vectors.
-### Static Analysis
-
-#### Linter
-
-  - **(2026)** [==hadolint/hadolint: Haskell Dockerfile Linter==](https://github.com/hadolint/hadolint) ⭐ 12216  [HASKELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Hadolint is a Haskell-based linter that parses Dockerfiles and validates them against container best practices and Shellcheck rules. It ensures developers avoid common pitfalls such as running as root, using mutable base tags, or failing to clean package manager caches. Integrating Hadolint into CI/CD pipelines ensures secure, standardized, and highly optimized container builds across enterprise teams.
-### Vulnerability Management (2)
-
-#### Automation (1)
-
-  - **(2026)** [==cybersecsi/RAUDI==](https://github.com/cybersecsi/RAUDI) ⭐ 559  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” RAUDI is an automated system designed for continuous integration that regularly checks, updates, and rebuilds Docker images containing custom security tools. By automating the build pipelines of individual vulnerability scanners and custom scripts, it ensures security teams always work with up-to-date and compliant container environments. Its architectural value lies in bridging automated vulnerability definitions directly with container supply chain security.
-### Windows Containers
-
-#### PKI
-
-  - **(2026)** [techcommunity.microsoft.com: IIS Central Certificate Store and Windows containers](https://techcommunity.microsoft.com/blog/itopstalkblog/iis-central-certificate-store-and-windows-containers/4181509) [MARKDOWN CONTENT]  [LEGACY] β€” This Microsoft Technical Community post details how to configure Windows Containers using IIS to leverage the Central Certificate Store (CCS) for simplified SSL/TLS management. It addresses the architectural hurdles of handling dynamic certificates inside ephemeral containers by mounting central network shares. This guide is highly valuable for enterprise operations targeting legacy Windows Server and .NET Framework containerization workloads.
-## Testing
-
-### Integration Testing
-
-#### Infrastructure as Code
-
-  - **(2026)** [==ory/dockertest==](https://github.com/ory/dockertest) ⭐ 4519  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Dockertest enables developers to spin up ephemeral Docker containers directly from Go, Rust, or other language test suites to act as real dependencies (e.g., PostgreSQL, Redis). Unlike mock interfaces, it guarantees that integration tests run against actual database engines and stateful systems, disposing of them automatically when tests finish. It represents a gold standard in unit and integration testing pipelines for cloud-native microservices.
 
 ---
-πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Kubernetes Client Libraries](./kubernetes-client-libraries.md)
+πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Serverless](./serverless.md) | [Kubectl Commands](./kubectl-commands.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/dotnet.md b/v2-docs/dotnet.md
index aac75b4c..05d147f1 100644
--- a/v2-docs/dotnet.md
+++ b/v2-docs/dotnet.md
@@ -10,36 +10,19 @@
 
 1. [Application Development](#application-development)
   - [.NET Framework](#net-framework)
-    - [API Security](#api-security)
     - [Architectural Guides](#architectural-guides)
-    - [Blazor and Static Web Apps](#blazor-and-static-web-apps)
-    - [Core Architecture](#core-architecture)
-    - [Ecosystem Comparisons](#ecosystem-comparisons)
     - [Event-Driven Microservices](#event-driven-microservices)
     - [Microservices Design](#microservices-design)
-    - [OpenShift Containers](#openshift-containers)
-    - [RHEL Support](#rhel-support)
     - [gRPC Communication](#grpc-communication)
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Cloud Infrastructure and Orchestration](#cloud-infrastructure-and-orchestration)
   - [Container Orchestration](#container-orchestration)
-    - [Helm and Packaging](#helm-and-packaging)
     - [Kubernetes](#kubernetes)
 1. [Software Architecture and .NET Development](#software-architecture-and-net-development)
   - [Application Diagnostics](#application-diagnostics)
-    - [CLI Engines](#cli-engines)
     - [Environment Validation](#environment-validation)
     - [IoC Containers](#ioc-containers)
-  - [Client Technologies](#client-technologies)
-    - [CICD and DevOps](#cicd-and-devops)
   - [Microservices](#microservices)
     - [Resilience Patterns](#resilience-patterns)
-  - [Package Management](#package-management)
-    - [Ecosystem Curation](#ecosystem-curation)
-    - [NuGet Specification](#nuget-specification)
-    - [Publishing Workflows](#publishing-workflows)
   - [Web Frameworks](#web-frameworks)
     - [Microservices](#microservices-1)
 
@@ -47,52 +30,22 @@
 
 ### .NET Framework
 
-#### API Security
-
-  - **(2022)** [==devblogs.microsoft.com: Announcing Rate Limiting for .NET==](https://devblogs.microsoft.com/dotnet/announcing-rate-limiting-for-dotnet) [C# CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Introduces native, built-in rate-limiting middleware for ASP.NET Core. Explores implementing Token Bucket, Fixed Window, and Concurrency algorithms directly within modern APIs to safeguard microservices from traffic overloads.
 #### Architectural Guides
 
   - **(2024)** [==docs.microsoft.com: .NET Microservices: Architecture for Containerized .NET Applications==](https://learn.microsoft.com/en-us/dotnet/architecture/microservices) [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The definitive architectural design guide for planning and building containerized .NET microservices. Focuses on Domain-Driven Design (DDD) principles, CQRS patterns, Outbox event delivery, and deployment best practices inside Docker environments.
-#### Blazor and Static Web Apps
-
-  - **(2022)** [**techcommunity.microsoft.com: Full-stack .NET 6 Apps with Blazor WebAssembly and Azure Static Web Apps**](https://techcommunity.microsoft.com/blog/appsonazureblog/full-stack-net-6-apps-with-blazor-webassembly-and-azure-static-web-apps/2933428) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Outlines deploying full-stack Blazor WebAssembly client applications with Azure Static Web Apps. Details integrated serverless API hosting using Azure Functions, explaining how this architecture reduces hosting costs compared to traditional VM models.
-#### Core Architecture
-
-  - **(2026)** [==wikipedia.org: .NET==](https://en.wikipedia.org/wiki/.NET) [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” High-level reference outlining the modern cross-platform, open-source .NET framework. Explores how its high-performance runtime (CLR), optimized garbage collection, and fast JIT compiler make it suitable for modern container deployments.
-#### Ecosystem Comparisons
-
-  - **(2022)** [stackify.com: Who will Dominate in the future: .Net or Java?](https://stackify.com/who-will-dominate-in-the-future-net-or-java) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Compares performance metrics, runtime speeds, and support costs of .NET against Oracle Java. Analyzes how container optimizations, start-up times, and ecosystem tooling affect cloud resource efficiency.
 #### Event-Driven Microservices
 
   - **(2022)** [==itnext.io: How to Build an Event-Driven ASP.NET Core Microservice Architecture==](https://itnext.io/how-to-build-an-event-driven-asp-net-core-microservice-architecture-e0ef2976f33f) [C# CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Explains how to construct an event-driven ASP.NET Core microservices network using message brokers like RabbitMQ or Apache Kafka. Integrates clean architecture practices, transactional Outbox patterns, and retry strategies to ensure reliable messaging.
 #### Microservices Design
 
   - **(2021)** [**telerik.com: Your First Microservice in .NET 6**](https://www.telerik.com/blogs/your-first-microservice-dotnet-6) [C# CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A hands-on guide to building a microservice using ASP.NET Core 6 Minimal APIs. Demonstrates how to write lightweight, highly optimized web APIs with minimal boilerplate code, perfect for deployment within containerized clusters.
-#### OpenShift Containers
-
-  - **(2021)** [**developers.redhat.com: Three ways to containerize .NET applications on Red Hat OpenShift**](https://developers.redhat.com/blog/2021/03/16/three-ways-to-containerize-net-applications-on-red-hat-openshift) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Details three distinct strategies to containerize and run .NET applications on Red Hat OpenShift. Evaluates the benefits of Dockerfile builds, Source-to-Image (S2I) pipelines, and deployment templates for enterprise scalability.
-#### RHEL Support
-
-  - **(2021)** [**developers.redhat.com: .NET 6 now available for RHEL and OpenShift**](https://developers.redhat.com/articles/2021/11/15/net-60-now-available-rhel-and-openshift) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Announces native Red Hat Enterprise Linux (RHEL) and OpenShift support for .NET 6. Focuses on pre-configured, secure container base images and integration setups that simplify enterprise deployments.
 #### gRPC Communication
 
   - **(2021)** [**blog.jetbrains.com: Getting Started with ASP.NET Core and gRPC**](https://blog.jetbrains.com/dotnet/2021/07/19/getting-started-with-asp-net-core-and-grpc) [C# CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Presents a technical guide on configuring high-performance gRPC services using ASP.NET Core. Details protobuf schema creation, client generation, and HTTP/2 connection pooling to achieve ultra-low latency between microservices.
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [dzone: Building a RESTful Service Using ASP.NET Core and dotConnect for' PostgreSQL](https://dzone.com/articles/building-a-restful-service-using-aspnet-core-and-d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Building a RESTful Service Using ASP.NET Core and dotConnect for' PostgreSQL in the Kubernetes Tools ecosystem.
-  - [enlear.academy: Repository Pattern and Unit of Work with ASP.NET Core Web' API](https://enlear.academy/repository-pattern-and-unit-of-work-with-asp-net-core-web-api-6802e1aa4f78)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering enlear.academy: Repository Pattern and Unit of Work with ASP.NET Core Web' API in the Kubernetes Tools ecosystem.
-  - [medium: Microservices Resilience and Fault Tolerance with applying Retry' and Circuit-Breaker patterns using Polly](https://medium.com/aspnetrun/microservices-resilience-and-fault-tolerance-with-applying-retry-and-circuit-breaker-patterns-c32e518db990)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Microservices Resilience and Fault Tolerance with applying Retry' and Circuit-Breaker patterns using Polly in the Kubernetes Tools ecosystem.
 ## Cloud Infrastructure and Orchestration
 
 ### Container Orchestration
 
-#### Helm and Packaging
-
-  - **(2022)** [andrewlock.net: Series: Deploying ASP.NET Core applications to Kubernetes with Helm 🌟](https://andrewlock.net/series/deploying-asp-net-core-applications-to-kubernetes) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive deep-dive tutorial series on orchestrating .NET applications inside Kubernetes using Helm. Analyzes templating, YAML manifests, dependency injections, dynamic secret handling, and values customization patterns.
 #### Kubernetes
 
   - **(2021)** [dotnetcurry.com: Kubernetes for ASP.NET Core Developers – Introduction, Architecture, Hands-On](https://www.dotnetcurry.com/aspnet-core/kubernetes-for-developers) [YAML CONTENT]  [GUIDE] [LEGACY] β€” An educational guide targeted at .NET architects migrating legacy backends to Kubernetes. Details fundamental infrastructure layers including Pods, ReplicaSets, Deployments, Services, and containerization pipelines using Docker.
@@ -100,39 +53,18 @@
 
 ### Application Diagnostics
 
-#### CLI Engines
-
-  - **(2025)** [Oakton](https://jasperfx.github.io/oakton) [C# CONTENT]  [COMMUNITY-TOOL] β€” An robust CLI command parser and diagnostic middleware for .NET console applications. Enables advanced command-line tool structuring, service health assessments, and native execution hook extensions within standard ASP.NET Core hosts.
 #### Environment Validation
 
   - **(2021)** [jeremydmiller.com: Self Diagnosing Deployments with Oakton and Lamar](https://jeremydmiller.com/2021/10/12/self-diagnosing-deployments-with-oakton-and-lamar) [C# CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Presents a design paradigm combining Lamar's compilation-safe IoC container with Oakton's self-diagnostics capability. Outlines systems validation strategies that trigger build failures if container registrations or service setups fail.
 #### IoC Containers
 
   - **(2025)** [Lamar](https://jasperfx.github.io/lamar) [C# CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An advanced, high-performance IoC container and assembly scanning engine compatible with Microsoft's DI standards. Leverages Roslyn-powered dynamic code compilation to optimize dependency resolution pathways in microservices.
-### Client Technologies
-
-#### CICD and DevOps
-
-  - **(2022)** [devblogs.microsoft.com: Getting Started with DevOps and .NET MAUI](https://devblogs.microsoft.com/dotnet/devops-for-dotnet-maui) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Outlines continuous integration and continuous delivery patterns configured specifically for .NET MAUI multi-platform client applications. Walks through pipeline configuration across iOS, Android, and desktop build targets using GitHub Actions and Azure Pipelines.
 ### Microservices
 
 #### Resilience Patterns
 
   - **(2026)** [==App-vNext/Polly==](https://github.com/App-vNext/Polly) ⭐ 14192  [C# CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier resilient fault-handling library for the .NET ecosystem. Enables developers to configure sophisticated reliability policies including Retry, Circuit Breaker, Timeout, Bulkhead Isolation, and Fallback, acting as the bedrock for stable microservices.
   - **(2022)** [procodeguide.com: Build Resilient Microservices (Web API) using Polly in ASP.NET Core](https://procodeguide.com/programming/polly-in-aspnet-core) [C# CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Provides a hands-on architectural approach to integrating Polly policy frameworks inside ASP.NET Core Web APIs. Details proper HttpClientFactory patterns, fallback strategies, and configuring resilient endpoint routing.
-### Package Management
-
-#### Ecosystem Curation
-
-  - **(2022)** [syncfusion.com: 10 Best C# NuGet Packages to Improve Your Productivity in 2022](https://www.syncfusion.com/blogs/post/10-best-c-nuget-packages-to-improve-your-productivity-in-2022) [C# CONTENT]  [COMMUNITY-TOOL] β€” A curated evaluation of top-tier NuGet packages designed to elevate developer productivity inside modern .NET enterprise ecosystems. Features utility frameworks covering high-speed serialization, deep-object mapping, unit testing extensions, logging, and database interfacing.
-#### NuGet Specification
-
-  - **(2026)** [NuGet/docs.microsoft.com-nuget: nuspec](https://github.com/NuGet/docs.microsoft.com-nuget/blob/main/docs/reference/nuspec.md) ⭐ 160  [XML CONTENT] [DOCUMENTATION] 🌟🌟 [COMMUNITY-TOOL] β€” This reference specification details the .nuspec XML manifest schema governing NuGet packages. It provides structured guidance on targeting framework frameworks, orchestrating assembly dependencies, defining metadata, and managing compilation assemblies, acting as the foundational automation configuration schema for .NET artifact pipelines.
-  - **(2023)** [devblogs.microsoft.com: Introducing Compatible Packages on NuGet.org](https://devblogs.microsoft.com/dotnet/introducing-compatible-frameworks-on-nuget-org) [N/A CONTENT]  [LEGACY] β€” Details framework compatibility structures implemented by NuGet.org, facilitating cross-platform library discovery. Explains target framework resolution paradigms mapping dependencies across .NET Standard, .NET Core, and legacy frameworks.
-#### Publishing Workflows
-
-  - **(2023)** [gist.github.com: Creating and Publishing NuGet Packages](https://gist.github.com/andykuszyk/a5ee80ae263e77f651bed878c1deb03b) [SHELL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A concise, developer-centric guide mapping the CLI workflows required to construct and publish NuGet packages. Explores packing commands, validation, local server configuration, target registry configuration, and security practices for handling API keys.
-  - **(2020)** [khalidabuhakmeh.com: A .NET 5.0 Guide: From Idea To NuGet Package](https://khalidabuhakmeh.com/a-dotnet-five-guide-from-idea-to-nuget-package) [C# CONTENT]  [COMMUNITY-TOOL] β€” An in-depth guide detailing library creation from conceptual design down to artifact compilation in .NET. Focuses on setting up proper SDK project styles, automating versioning, target framework multi-targeting rules, and optimizing continuous integration for deployment.
 ### Web Frameworks
 
 #### Microservices (1)
@@ -140,5 +72,7 @@
   - **(2024)** [Paradigm framework](https://www.paradigm.net.co) [C# CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An open-source development platform designed to facilitate rapid, highly structured .NET microservice engineering. Standardizes dependency configurations, modular architectures, data mapping protocols, and enterprise repository patterns.
 
 ---
-πŸ’‘ **Explore Related:** [Angular](./angular.md) | [Python](./python.md) | [Dom](./dom.md)
+πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Embedded Servlet Containers](./embedded-servlet-containers.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Cloudflare](./cloudflare.md)
 
diff --git a/v2-docs/edge-computing.md b/v2-docs/edge-computing.md
index 75f265cf..b7381c87 100644
--- a/v2-docs/edge-computing.md
+++ b/v2-docs/edge-computing.md
@@ -8,30 +8,12 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Architecture](#architecture)
   - [Edge Computing](#edge-computing-1)
     - [Distributed Systems](#distributed-systems)
 1. [Kubernetes Edge](#kubernetes-edge)
-  - [Architecture](#architecture-1)
-  - [KubeEdge](#kubeedge)
   - [MicroShift](#microshift)
-1. [Monitoring](#monitoring)
-  - [RHEL Edge](#rhel-edge)
-1. [Standards](#standards)
-  - [Cloudian](#cloudian)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [cloudflare.com: What Is Edge Computing?](https://www.cloudflare.com/learning/serverless/glossary/what-is-edge-computing)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudflare.com: What Is Edge Computing? in the Kubernetes Tools ecosystem.
-  - [cncf.io: Hosted Edge vs Cloud: the battle for latency and security 🌟](https://www.cncf.io/blog/2021/12/08/hosted-edge-vs-cloud-the-battle-for-latency-and-security)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Hosted Edge vs Cloud: the battle for latency and security 🌟 in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: I Worked at Microsoft Cloud and Google Mobile for' 3 Years β€” Here Are the Differences in Ecosystems](https://betterprogramming.pub/why-working-on-cloud-vs-mobile-edge-is-so-different-e32930f1c801)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: I Worked at Microsoft Cloud and Google Mobile for' 3 Years β€” Here Are the Differences in Ecosystems in the Kubernetes Tools ecosystem.
 ## Architecture
 
 ### Edge Computing (1)
@@ -41,26 +23,12 @@
   - **(2022)** [Red Hat's approach to Edge Computing 🌟](https://www.redhat.com/en/solutions/edge-computing-approach) [ADVANCED LEVEL]  [CASE STUDY] [COMMUNITY-TOOL] β€” Analyzes Red Hat's edge computing framework using lightweight OpenShift single-node configurations and MicroShift. It details how the architecture addresses low-latency processing, disconnected operations, and remote automated lifecycle management. This framework enables enterprise microservices to deploy seamlessly from core data centers to resource-constrained IoT gateways.
 ## Kubernetes Edge
 
-### Architecture (1)
-
-  - **(2021)** [thenewstack.io: A New Kubernetes Edge Architecture](https://thenewstack.io/a-new-kubernetes-edge-architecture) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An exploratory piece mapping out cutting-edge architectural patterns for multi-cluster edge configurations, comparing unified central control plane models with highly autonomous, decoupled local cluster patterns.
-### KubeEdge
-
-  - **(2021)** [opensource.com: Why KubeEdge is my favorite open source project of 2020 🌟](https://opensource.com/article/21/1/kubeedge)  [COMMUNITY-TOOL] β€” An open-source profile detailing KubeEdge. The article outlines how KubeEdge extends the standard Kubernetes control plane to remote systems, ensuring offline local node execution and MQTT-driven IoT connectivity.
 ### MicroShift
 
   - **(2021)** [developers.redhat.com: Bring your Kubernetes workloads to the edge](https://developers.redhat.com/articles/2021/11/22/bring-your-kubernetes-workloads-edge) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A guide on scaling down and adapting standard containerized workloads to small, resource-constrained edge computing environments. It outlines storage optimizations and minimized memory footprint topologies.
-## Monitoring
-
-### RHEL Edge
-
-  - **(2021)** [redhat.com: Let’s monitor edge computing networks with RHEL!](https://www.redhat.com/en/blog/lets-monitor-edge-computing-networks-rhel) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This Red Hat article focuses on implementing low-overhead system monitoring for Red Hat Enterprise Linux (RHEL) Edge nodes. It details collecting system state telemetry over thin, low-bandwidth connections.
-## Standards
-
-### Cloudian
-
-  - **(2021)** [thenewstack.io: Cloudian CTO: Kubernetes, Standardization Key to Edge](https://thenewstack.io/cloudian-cto-kubernetes-standardization-key-to-edge)  [COMMUNITY-TOOL] β€” An executive perspective from Cloudian highlighting Kubernetes standardization as the foundational component of modern edge architecture. It analyzes strategies to coordinate hybrid storage clusters safely across remote zones.
 
 ---
-πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md)
+πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Oraclecloud](./oraclecloud.md) | [AWS Architecture](./aws-architecture.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Cloudflare](./cloudflare.md)
 
diff --git a/v2-docs/elearning.md b/v2-docs/elearning.md
index 7e3a20c8..39f27d17 100644
--- a/v2-docs/elearning.md
+++ b/v2-docs/elearning.md
@@ -8,110 +8,16 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [Cloud Platforms](#cloud-platforms)
-  - [OpenShift](#openshift)
-    - [Fundamentals](#fundamentals)
-1. [Data Infrastructure](#data-infrastructure)
-  - [Databases](#databases)
-    - [SQL](#sql)
-      - [Gamified Learning](#gamified-learning)
-1. [Emerging Technology](#emerging-technology)
-  - [Machine Learning](#machine-learning)
-    - [Course](#course)
-1. [Operating Systems and Infrastructure](#operating-systems-and-infrastructure)
-  - [Linux](#linux)
-    - [SysAdmin Tutorials](#sysadmin-tutorials)
 1. [Orchestration](#orchestration)
   - [Infrastructure as Code](#infrastructure-as-code)
     - [Real-World Architecture](#real-world-architecture)
-  - [Kubernetes](#kubernetes)
-    - [VMware Tanzu Ecosystem](#vmware-tanzu-ecosystem)
-1. [Platform Engineering](#platform-engineering)
-  - [Legacy Sandboxes](#legacy-sandboxes)
-    - [Interactive Learning](#interactive-learning)
 1. [Professional Development](#professional-development)
-  - [Certifications](#certifications)
-    - [Cloud and DevOps](#cloud-and-devops)
-    - [Linux and Open Source](#linux-and-open-source)
-  - [Communities](#communities)
-    - [DevOps and Cloud](#devops-and-cloud)
-  - [Digital Literacy](#digital-literacy)
-    - [Basic IT](#basic-it)
   - [Higher Education](#higher-education)
-    - [Computer Science](#computer-science)
     - [Software Engineering](#software-engineering)
-  - [Mathematics and CS](#mathematics-and-cs)
-    - [Foundations](#foundations)
-  - [Online Learning](#online-learning)
-    - [Continuous Education](#continuous-education)
-  - [Opinion and Strategy](#opinion-and-strategy)
-    - [Career Development](#career-development)
-    - [Certifications](#certifications-1)
 1. [Software Development](#software-development)
-  - [Algorithms and Data Structures](#algorithms-and-data-structures)
-    - [Gamified Coding](#gamified-coding)
-  - [Bootcamps](#bootcamps)
-    - [Full-Stack Development](#full-stack-development)
-  - [Developer Productivity](#developer-productivity)
-    - [Muscle Memory](#muscle-memory)
-  - [Documentation](#documentation)
-    - [Crowdsourced Guides](#crowdsourced-guides)
-  - [Java Ecosystem](#java-ecosystem)
-    - [Eclipse and Git](#eclipse-and-git)
-  - [Programming](#programming)
-    - [Interactive Coding](#interactive-coding)
   - [Software Architecture](#software-architecture)
     - [DDD and Testing](#ddd-and-testing)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [tutorialspoint.com](https://www.tutorialspoint.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.tutorialspoint.com in the Kubernetes Tools ecosystem.
-  - [learn.openshift.com](https://learn.openshift.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering learn.openshift.com in the Kubernetes Tools ecosystem.
-  - [zeef.com: e-learning](https://e-learning.zeef.com/tracy.parish)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering zeef.com: e-learning in the Kubernetes Tools ecosystem.
-  - [Udemy.com](https://www.udemy.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Udemy.com in the Kubernetes Tools ecosystem.
-  - [Udacity.com](https://eu.udacity.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Udacity.com in the Kubernetes Tools ecosystem.
-  - [guru99.com](https://www.guru99.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering guru99.com in the Kubernetes Tools ecosystem.
-  - [wiki.bash-hackers.org](https://wiki.bash-hackers.org)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wiki.bash-hackers.org in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: HashiCorp Learning Resources Reference Guide 🌟](https://www.hashicorp.com/blog/hashicorp-learning-resources-reference-guide)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: HashiCorp Learning Resources Reference Guide 🌟 in the Kubernetes Tools ecosystem.
-  - [harvard.edu: CS50: Introduction to Computer Science (free)](https://pll.harvard.edu/course/cs50-introduction-computer-science)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering harvard.edu: CS50: Introduction to Computer Science (free) in the Kubernetes Tools ecosystem.
-  - [medium.com/javarevisited: 11 Best Java Microservices Courses with Spring' Boot and Spring Cloud in 2022](https://medium.com/javarevisited/10-best-java-microservices-courses-with-spring-boot-and-spring-cloud-6d04556bdfed)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/javarevisited: 11 Best Java Microservices Courses with Spring' Boot and Spring Cloud in 2022 in the Kubernetes Tools ecosystem.
-## Cloud Platforms
-
-### OpenShift
-
-#### Fundamentals
-
-  - **(2022)** [tutorialspoint.com/openshift](https://www.tutorialspoint.com/openshift/index.htm) 🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A structured beginner-level curriculum tracking OpenShift deployment pipelines, application configuration, and node architecture. While useful as a high-level conceptual primer, it lacks deep-dive coverage of modern GitOps, service mesh platforms, and multi-tenant isolation techniques.
-## Data Infrastructure
-
-### Databases
-
-#### SQL
-
-##### Gamified Learning
-
-  - **(2025)** [SQL Police Department](https://sqlpd.com) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A specialized gamified engine where users solve mock criminal investigations writing relational SQL queries. Highly effective for building structural query efficiency and database logic before moving to complex stateful containerization.
-## Emerging Technology
-
-### Machine Learning
-
-#### Course
-
-  - **(2024)** [Machine Learning Crash Course](https://developers.google.com/machine-learning/crash-course?hl=es-419) [SPANISH CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Google's structured technical course on ML foundations. Covers gradient descent, model loss, deep neural networks, and scalable tensor processing, serving as an entry point for engineers integrating ML systems into modern APIs.
-## Operating Systems and Infrastructure
-
-### Linux
-
-#### SysAdmin Tutorials
-
-  - **(2026)** [**learnitguide.net 🌟**](https://www.learnitguide.net) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A curated educational platform providing in-depth guides on enterprise Linux administration, DevOps tools, automation, and cloud platforms. Its systematic tutorials are designed to prepare system administrators for managing highly available enterprise environments.
 ## Orchestration
 
 ### Infrastructure as Code
@@ -119,96 +25,15 @@
 #### Real-World Architecture
 
   - **(2026)** [==techiescamp/devops-projects:Real-World DevOps Projects For Learning==](https://github.com/techiescamp/devops-projects) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A stellar, end-to-end GitHub archive that compiles structural templates, infrastructure blueprints, and multi-tier CI/CD pipelines. Features real-world deployment playbooks using Terraform, Ansible, and Kubernetes for cloud architectures.
-### Kubernetes
-
-#### VMware Tanzu Ecosystem
-
-  - **(2026)** [**kube.academy**](https://kube.academy) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A highly polished training engine sponsored by VMware Tanzu. Walks engineers through complex modular tracks detailing multi-tenancy, cluster scaling, control-plane metrics, and security controls within corporate environments.
-## Platform Engineering
-
-### Legacy Sandboxes
-
-#### Interactive Learning
-
-  - **(2022)** [katacoda.com 🌟](https://www.katacoda.com) 🌟 [COMMUNITY-TOOL] β€” Katacoda was a widely used interactive browser platform for practicing Kubernetes and container administration. The platform was officially terminated by O'Reilly in 2022. Platform engineers in 2026 utilize alternatives like Killercoda for sandbox exercises.
 ## Professional Development
 
-### Certifications
-
-#### Cloud and DevOps
-
-  - **(2026)** [**Whizlabs**](https://www.whizlabs.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Professional certification training platform offering detailed exam preparation simulations for CKA, CKAD, and CKS. Combines structured video guides with cloud-based sandboxes to test real-world debugging capabilities, container engineering, and system security practices.
-#### Linux and Open Source
-
-  - **(2026)** [==The Linux Foundation Training==](https://training.linuxfoundation.org/resources) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The definitive training and certification source for open-source engineering. Directs the primary curricula for the CKA, CKAD, and CKS benchmarks, offering authoritative lessons on container network interfaces, control-plane troubleshooting, and Linux security interfaces.
-### Communities
-
-#### DevOps and Cloud
-
-  - **(2026)** [**techstudyslack.com**](https://techstudyslack.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An active chat-driven support collective focusing on Cloud Architecture, Kubernetes certifications, and system engineering. Provides peer-to-peer technical debugging, study templates, and resume refinement guides.
-### Digital Literacy
-
-#### Basic IT
-
-  - **(2025)** [GCF LearnFree.org](https://www.learnfree.org/en) 🌟 [COMMUNITY-TOOL] β€” A resource dedicated purely to entry-level computer literacy, basic operating system navigation, and office tools. Does not possess technical resources or workflows targeting SRE or cloud engineering domains.
 ### Higher Education
 
-#### Computer Science
-
-  - **(2026)** [**edx.org**](https://www.edx.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A university-grade training engine hosting the Linux Foundation's official cloud-native course catalog. Provides rigorous theoretical lectures combined with command-line practice, bridging standard OS fundamentals with enterprise container orchestration abstractions.
 #### Software Engineering
 
   - **(2026)** [**Coursera.org**](https://www.coursera.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A massive educational platform delivering structured cloud-native specializations designed by industry leaders. Focuses on distributed application architectures, microservices testing, and container deployment flows.
-### Mathematics and CS
-
-#### Foundations
-
-  - **(2026)** [khanacademy.org](https://www.khanacademy.org) 🌟🌟 [COMMUNITY-TOOL] β€” An industry-standard platform for fundamental mathematics, core algorithms, and structural programming theories. While vital for computer science basics, it does not address container runtimes or cloud architecture dynamics.
-### Online Learning
-
-#### Continuous Education
-
-  - **(2026)** [Lynda.com Linkedin Learning](https://www.linkedin.com/learning/?trk=lynda_redirect_learning) 🌟🌟🌟 [COMMUNITY-TOOL] β€” An industry-standard corporate video platform delivering wide-ranging content on Docker containerization, Jenkins pipelines, and basic Kubernetes architecture. While highly polished, the courses tend to prioritize foundational theoretical paradigms over complex, bare-metal operations.
-### Opinion and Strategy
-
-#### Career Development
-
-  - **(2021)** [homebusinessmag.com: Certificates Alone Won’t Get You Hired, You Need Certifications β€œPlus”!](https://homebusinessmag.com/businesses/success-tips/certificates-alone-wont-get-hired-need-certifications-plus) 🌟🌟 [COMMUNITY-TOOL] β€” A career planning guide emphasizing why credentialing must be actively supplemented with deep open-source portfolios, architectural projects, and reliable systems-level operations engineering.
-#### Certifications (1)
-
-  - **(2021)** [I'm AWS certified? Should you trust me?](https://code.joejag.com/2021/i-am-aws-certified-should-you-trust-me.html) 🌟🌟🌟 [COMMUNITY-TOOL] β€” An engineering critique detailing the practical limitations and real value of Cloud certification tracks. Argues cogently for prioritizing hands-on system building and debugging over standard textbook multiple-choice testing formats.
 ## Software Development
 
-### Algorithms and Data Structures
-
-#### Gamified Coding
-
-  - **(2026)** [**codewars.com**](https://www.codewars.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A gamified competitive development portal focused on logical refactoring, testing algorithms, and language mastery. Highly effective for honing programming cleanliness before managing massive microservices codebases.
-### Bootcamps
-
-#### Full-Stack Development
-
-  - **(2023)** [open-bootcamp.com](https://open-bootcamp.com) [SPANISH CONTENT] 🌟🌟 [LEGACY] β€” An archived Spanish-language full-stack and DevOps coding bootcamp. Provided highly popular, modular pathways for development and deployment, but is no longer actively maintained as of late 2023.
-### Developer Productivity
-
-#### Muscle Memory
-
-  - **(2026)** [typing.io: Typing Practice for Programmers](https://typing.io) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A niche developmental utility geared towards training muscle memory for code-specific characters, structural syntax, and shell scripting brackets. Uses popular open-source kernels and infrastructure code bases to scale high-speed programming capability.
-### Documentation
-
-#### Crowdsourced Guides
-
-  - **(2024)** [riptutorial.com 🌟](https://riptutorial.com) [DOCUMENTATION] 🌟🌟 [LEGACY] β€” A massive historical catalog of crowdsourced development documentation extracted from Stack Overflow. Valuable for locating legacy syntax configurations and structural references across multiple platform environments.
-### Java Ecosystem
-
-#### Eclipse and Git
-
-  - **(2023)** [vogella.com](https://www.vogella.com/tutorials) 🌟🌟 [GUIDE] [LEGACY] β€” An extensive library of software architecture write-ups focused primarily on Git structures, Java microservices development, and traditional IDE configurations. Very helpful for standard legacy design, though lacking modern Kubernetes-native patterns.
-### Programming
-
-#### Interactive Coding
-
-  - **(2026)** [codecademy.com](https://www.codecademy.com) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Browser-native sandbox tool building rapid programming muscle memory across Go, Python, and shell scripts. It incorporates localized command-line simulation to introduce the core foundations of container management and terminal automation.
 ### Software Architecture
 
 #### DDD and Testing
@@ -216,5 +41,7 @@
   - **(2026)** [==codely.tv==](https://codely.com/en) [SPANISH CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Spanish-language portal dedicated to Domain-Driven Design (DDD), Clean Code, CQRS patterns, and resilient microservice designs. It details testing strategies for highly decoupled, container-centric production architectures.
 
 ---
-πŸ’‘ **Explore Related:** [Appointment Scheduling](./appointment-scheduling.md) | [Recruitment](./recruitment.md) | [Digital Money](./digital-money.md)
+πŸ’‘ **Explore Related:** [Appointment Scheduling](./appointment-scheduling.md) | [Interview Questions](./interview-questions.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/embedded-servlet-containers.md b/v2-docs/embedded-servlet-containers.md
index d78736d0..992d56ab 100644
--- a/v2-docs/embedded-servlet-containers.md
+++ b/v2-docs/embedded-servlet-containers.md
@@ -8,33 +8,20 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Platform Engineering](#platform-engineering)
   - [Application Servers](#application-servers)
-    - [Migration](#migration)
     - [Web Servers](#web-servers)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [Comparing Embedded Servlet Containers in Spring Boot](https://www.baeldung.com/spring-boot-servlet-containers)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Comparing Embedded Servlet Containers in Spring Boot in the Kubernetes Tools ecosystem.
-  - [Tomcat vs. Jetty vs. Undertow: Comparison of Spring Boot Embedded Servlet' Containers](https://examples.javacodegeeks.com/enterprise-java/spring/tomcat-vs-jetty-vs-undertow-comparison-of-spring-boot-embedded-servlet-containers)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Tomcat vs. Jetty vs. Undertow: Comparison of Spring Boot Embedded Servlet' Containers in the Kubernetes Tools ecosystem.
 ## Platform Engineering
 
 ### Application Servers
 
-#### Migration
-
-  - **(2021)** [Apache Tomcat migration tool for Jakarta EE](https://github.com/apache/tomcat-jakartaee-migration) ⭐ 188  [JAVA CONTENT] 🌟🌟 [LEGACY] β€” A command-line utility designed to automatically migrate legacy Java EE 8 web applications to modern Jakarta EE (9+) architectures. It translates package namespaces from `javax.*` to `jakarta.*` in binaries and source code.
 #### Web Servers
 
   - **(2026)** [Undertow](https://undertow.io) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A highly performant, modular web server designed by Red Hat. Written in Java, it features non-blocking, asynchronous capabilities, functioning as a powerful, lightweight container engine for high-density microservices.
 
 ---
-πŸ’‘ **Explore Related:** [Angular](./angular.md) | [Python](./python.md) | [Dom](./dom.md)
+πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Golang](./golang.md)
+
+πŸ”— **See Also:** [Cloudflare](./cloudflare.md) | [Googlecloudplatform](./GoogleCloudPlatform.md)
 
diff --git a/v2-docs/faq.md b/v2-docs/faq.md
index 23790b05..ebeefff4 100644
--- a/v2-docs/faq.md
+++ b/v2-docs/faq.md
@@ -9,27 +9,11 @@
 ## Table of Contents
 
 1. [Architecture](#architecture)
-  - [Cloud Native](#cloud-native)
-    - [Evolution](#evolution)
-    - [Kubernetes Native](#kubernetes-native)
   - [Microservices](#microservices)
     - [Caching](#caching)
     - [Decision Frameworks](#decision-frameworks)
     - [History](#history)
     - [Resiliency Patterns](#resiliency-patterns)
-1. [Career and Culture](#career-and-culture)
-  - [Talent Acquisition](#talent-acquisition)
-    - [Full Stack Development](#full-stack-development)
-1. [Cloud Infrastructure](#cloud-infrastructure)
-  - [Enterprise Containers](#enterprise-containers)
-    - [Strategy](#strategy)
-  - [Storage and Databases](#storage-and-databases)
-    - [Storage Strategy](#storage-strategy)
-1. [DevOps](#devops)
-  - [CICD](#cicd)
-    - [Kubernetes Orchestration](#kubernetes-orchestration)
-1. [Kubernetes Tools](#kubernetes-tools)
-  - [General Reference](#general-reference)
 1. [Microservices Architecture](#microservices-architecture)
   - [Dependency Management](#dependency-management)
     - [Patterns](#patterns)
@@ -41,24 +25,11 @@
   - [Patterns](#patterns-1)
     - [Service Discovery](#service-discovery)
 1. [Migration](#migration)
-  - [Cloud Migration](#cloud-migration)
-    - [Strategies](#strategies)
   - [Containerization](#containerization)
     - [Case Study](#case-study)
-1. [Networking](#networking)
-  - [Multi-Cluster](#multi-cluster)
-    - [DNS](#dns)
 
 ## Architecture
 
-### Cloud Native
-
-#### Evolution
-
-  - **(2018)** [Adoption of Cloud-Native Architecture, Part 1: Architecture Evolution and Maturity](https://www.infoq.com/articles/cloud-native-architecture-adoption-part1) [ADVANCED LEVEL]  [LEGACY] β€” Transitioning to cloud-native architectures demands a phased evolution from legacy monolithic codebases to distributed, dynamically orchestrated workloads. This architectural guide outlines a clear maturity framework, mapping the progression of configuration, state, and messaging layers. Organizations must balance technical debt reduction with the adoption of platform capabilities like service meshes and managed runtimes.
-#### Kubernetes Native
-
-  - **(2020)** [developers.redhat.com: Why Kubernetes native instead of cloud native? 🌟](https://developers.redhat.com/blog/2020/04/08/why-kubernetes-native-instead-of-cloud-native) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Kubernetes-native applications go beyond merely running on containers; they are specifically compiled, packaged, and optimized to consume the Kubernetes API directly. This paradigm shift utilizes custom resource definitions (CRDs) and operator patterns to achieve deep platform integration, enabling smarter autoscaling and self-healing behaviors. Choosing Kubernetes-native architectures ensures maximum platform efficiency, though it increases vendor-coupling to the orchestrator.
 ### Microservices
 
 #### Caching
@@ -73,45 +44,6 @@
 #### Resiliency Patterns
 
   - **(2018)** [blog.risingstack.com: Designing a Microservices Architecture for Failure](https://blog.risingstack.com/designing-microservices-architecture-for-failure)  [COMMUNITY-TOOL] β€” Architecting microservices requires planning for inevitable network, hardware, and downstream dependency failures. This analysis outlines essential resiliency patterns, such as circuit breakers, retries with exponential backoff, and graceful degradation strategies. Implementing these patterns prevents cascading failures and maintains systemic availability under high-load or degraded operational states.
-## Career and Culture
-
-### Talent Acquisition
-
-#### Full Stack Development
-
-  - **(2022)** [cybercoders.com: What Hiring Managers look for in a Full Stack Developer](https://www.cybercoders.com/insights/what-hiring-managers-look-for-in-a-full-stack-developer) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A market intelligence report surveying hiring requirements for full stack engineering roles. It maps out key technical benchmarks such as comfort with distributed system paradigms, experience with container systems like Docker/Kubernetes, and familiarity with cloud platforms, alongside essential communication and agile development competencies.
-## Cloud Infrastructure
-
-### Enterprise Containers
-
-#### Strategy
-
-  - **(2021)** [contino.io: How to Make Enterprise Container Strategies That Last (Part One)](https://www.contino.io/insights/how-to-make-enterprise-container-strategies-that-last-part-one) [NONE CONTENT]  [COMMUNITY-TOOL] β€” An enterprise-focused strategic guide detailing how to design durable container adoption initiatives. It emphasizes aligning developer enablement with platform engineering teams, setting up proper governance models, and establishing realistic operational metrics, ensuring organization-wide Kubernetes migrations don't stall due to cultural friction.
-### Storage and Databases
-
-#### Storage Strategy
-
-  - **(2022)** [thenewstack.io: Choosing Between Container-Native and Container-Ready Storage 🌟](https://thenewstack.io/choosing-between-container-native-and-container-ready-storage) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A structural comparison between container-native and container-ready storage systems for Kubernetes. It explains how container-native storage operates inside the orchestration engine using CSI (Container Storage Interface), offering dynamic scaling and pod-level isolation, whereas container-ready options rely on enterprise external SAN/NAS storage arrays mapped to Kubernetes nodes.
-## DevOps
-
-### CICD
-
-#### Kubernetes Orchestration
-
-  - **(2021)** [devopsdigest.com: CI/CD Deployments: How to Expedite Across a Kubernetes Environment With DevOps Orchestration](https://www.devopsdigest.com/cicd-deployments-how-to-expedite-across-a-kubernetes-environment-with-devops-orchestration)  [COMMUNITY-TOOL] β€” Accelerating release cycles in Kubernetes environments requires modernizing the CI/CD pipeline with cloud-native orchestration techniques. By automating build, test, and container promotion workflows, teams can minimize deployment errors and configuration drift. The focus is on implementing progressive delivery strategies such as canary and blue-green deployments to de-risk production releases.
-## Kubernetes Tools
-
-### General Reference
-
-  - [medium.com: STOP!! You don’t need Microservices](https://medium.com/@ebin/stop-you-dont-need-microservices-dc732d70b3e0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: STOP!! You don’t need Microservices in the Kubernetes Tools ecosystem.
-  - [medium.com: Your team might not need Kubernetes](https://medium.com/faun/your-team-might-not-need-kubernetes-57240e8d554a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Your team might not need Kubernetes in the Kubernetes Tools ecosystem.
-  - [Dzone: Programming Styles Compared: Spring Framework vis-a-vis Eclipse MicroProfile' 🌟🌟](https://dzone.com/articles/programming-styles-spring-boot-vis-a-vis-with-ecli)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Programming Styles Compared: Spring Framework vis-a-vis Eclipse MicroProfile' 🌟🌟 in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Domain Partitions: How To Find a Healthy Balance' Between Microservices and Monoliths](https://betterprogramming.pub/domain-partitions-how-to-find-a-healthy-balance-between-microservices-and-monoliths-2cd74206559)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Domain Partitions: How To Find a Healthy Balance' Between Microservices and Monoliths in the Kubernetes Tools ecosystem.
-  - [medium: It’s time to stop making β€œMicroservices” the goal of modernization](https://medium.com/ibm-garage/its-time-to-stop-making-microservices-the-goal-of-modernization-71758b400287)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: It’s time to stop making β€œMicroservices” the goal of modernization in the Kubernetes Tools ecosystem.
-  - [medium.com: When to Use and When NOT to Use Microservices: No Silver Bullet' 🌟](https://medium.com/design-microservices-architecture-with-patterns/when-to-use-and-when-not-to-use-microservices-no-silver-bullet-3ae293faf6d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com: When to Use and When NOT to Use Microservices: No Silver Bullet==' 🌟 in the Kubernetes Tools ecosystem.
-  - [dzone: The Best Cloud Migration Approach: Lift-And-Shift, Replatform, Or' Refactor?](https://dzone.com/articles/the-best-cloud-migration-approach-lift-and-shift-r)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: The Best Cloud Migration Approach: Lift-And-Shift, Replatform, Or' Refactor? in the Kubernetes Tools ecosystem.
-  - [dzone: 10 Commandments of Microservice Decomposition 🌟](https://dzone.com/articles/10-commandments-on-microservice-decomposition)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: 10 Commandments of Microservice Decomposition 🌟 in the Kubernetes Tools ecosystem.
-  - [10 Free Spring Boot Courses and Tutorials for Java Developers](https://medium.com/javarevisited/10-free-spring-boot-tutorials-and-courses-for-java-developers-53dfe084587e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering 10 Free Spring Boot Courses and Tutorials for Java Developers in the Kubernetes Tools ecosystem.
 ## Microservices Architecture
 
 ### Dependency Management
@@ -141,24 +73,14 @@
   - **(2018)** [shekhargulati.com: Service Discovery for Modern Distributed Applications](https://shekhargulati.com/2018/08/01/week-1-service-discovery-for-modern-distributed-applications) [NONE CONTENT]  [COMMUNITY-TOOL] β€” An educational deep dive exploring service registry and dynamic service discovery mechanisms in distributed environments. It contrasts client-side discovery models (e.g., Netflix Eureka) with server-side proxy models (e.g., Kubernetes DNS and Envoy proxying), explaining how network addressing abstraction ensures decoupled, resilient microservices routing.
 ## Migration
 
-### Cloud Migration
-
-#### Strategies
-
-  - **(2021)** [acloudguru.com: What is lift and shift cloud migration?](https://www.pluralsight.com/resources/blog/business-and-leadership/what-is-lift-and-shift-cloud-migration)  [LEGACY] β€” A lift-and-shift migration strategy involves rehosting legacy applications directly in the cloud with minimal structural modification. While this approach minimizes initial migration time and risk, it fails to exploit cloud-native features such as auto-scaling and managed services, often leading to inflated operating costs. The resource serves as a guide for planning evolutionary cloud strategies post-migration.
 ### Containerization
 
 #### Case Study
 
   - **(2019)** [From monolith to containers: How Verizon containerized legacy applications on OpenShift 🌟](https://www.youtube.com/watch?v=Q6i0LK4vHsU)  [LEGACY] β€” This real-world enterprise case study details Verizon's migration journey from a legacy monolithic architecture to containerized workloads on Red Hat OpenShift. It highlights practical strategies for managing stateful applications, addressing legacy security constraints, and overcoming organizational resistance. The resulting deployment demonstrates how automated orchestration accelerates feature delivery and improves cluster utilization.
-## Networking
-
-### Multi-Cluster
-
-#### DNS
-
-  - **(2022)** [nginx.com: Automating Multi-Cluster DNS with NGINX Ingress Controller](https://www.f5.com/products/nginx) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Technical blueprint showcasing DNS synchronization and traffic routing automation across multi-cluster environments. Demonstrates leveraging NGINX Ingress for global load balancing and resilient geographical failovers.
 
 ---
-πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md)
+πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Angular](./angular.md)
 
diff --git a/v2-docs/feed.xml b/v2-docs/feed.xml
index 984d0ca2..f89190e1 100644
--- a/v2-docs/feed.xml
+++ b/v2-docs/feed.xml
@@ -5,23 +5,31 @@
     https://nubenetes.com/
     AI-curated top picks from the Cloud Native & Kubernetes ecosystem
     en
-    Fri, 19 Jun 2026 10:51:12 -0000
+    Fri, 19 Jun 2026 11:58:33 -0000
     
-    
-      antigravity.google: Google Antigravity Agentic Platform
-      https://antigravity.google
-      https://antigravity.google
-      Thu, 18 Jun 2026 00:00:00 -0000
-      AI & Agents
-      [CRITICAL] It provides an SDK and platform specifically designed to transition stateful AI agents from local development to secure GKE production environments.
-    
     
       docs.anthropic.com: Claude Code CLI
       https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview
       https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview
       Thu, 18 Jun 2026 00:00:00 -0000
       AI & Agents
-      [CRITICAL] This official CLI tool from Anthropic introduces highly autonomous agentic engineering capabilities directly into local developer environments.
+      [CRITICAL] Anthropic's official agentic CLI redefines developer workflows by allowing autonomous agents to execute terminal commands, run tests, and manage Git directly.
+    
+    
+      antigravity.google: Google Antigravity Agentic Platform
+      https://antigravity.google
+      https://antigravity.google
+      Thu, 18 Jun 2026 00:00:00 -0000
+      AI & Agents
+      [CRITICAL] Bridges the gap between local agent prototypes and production-grade deployments on secure Google Kubernetes Engine (GKE) clusters.
+    
+    
+      cursor.com: Cursor AI Code Editor
+      https://cursor.com
+      https://cursor.com
+      Thu, 18 Jun 2026 00:00:00 -0000
+      AI & Agents
+      [CRITICAL] As the leading AI-first IDE, it has shifted the industry paradigm of daily software engineering through multi-file agentic code generation.
     
     
       Crossplane
@@ -29,7 +37,7 @@
       https://nubenetes.com/crossplane
       Sun, 14 Jun 2026 00:00:00 -0000
       Kubernetes & Orchestration
-      [CRITICAL] It transforms Kubernetes into a universal control plane, allowing teams to manage external cloud infrastructure alongside containerized workloads.
+      [CRITICAL] It represents a major paradigm shift, transforming Kubernetes from a container orchestrator into a universal control plane for all cloud infrastructure.
     
     
       NVIDIA/k8s-device-plugin: NVIDIA device plugin for Kubernetes
@@ -37,7 +45,7 @@
       https://github.com/NVIDIA/k8s-device-plugin
       Sun, 14 Jun 2026 00:00:00 -0000
       Kubernetes & Orchestration
-      [CRITICAL] It acts as the essential orchestrator bridging physical GPU capabilities to workloads, a prerequisite for modern AI/ML execution on Kubernetes.
+      [CRITICAL] It is the essential hardware-enablement layer allowing Kubernetes to dynamically schedule and manage physical GPUs for demanding AI and ML workloads.
     
     
       vLLM on Kubernetes
@@ -45,7 +53,7 @@
       https://github.com/vllm-project/vllm
       Sun, 14 Jun 2026 00:00:00 -0000
       AI & Agents
-      [CRITICAL] It standardizes memory-efficient LLM serving with vLLM directly on Kubernetes, bridging cloud-native orchestration with state-of-the-art AI inference.
+      [CRITICAL] Standardizes memory-efficient LLM serving via PagedAttention and provides concrete deployment templates for production Kubernetes clusters.
     
     
       Tetragon (Cilium)
@@ -53,23 +61,23 @@
       https://github.com/cilium/tetragon
       Sun, 14 Jun 2026 00:00:00 -0000
       Security & Compliance
-      [CRITICAL] Tetragon leverages eBPF to deliver low-overhead, kernel-level runtime enforcement and security observability directly tailored for cloud-native workloads.
+      [CRITICAL] Provides kernel-level, eBPF-powered security observability and real-time threat enforcement directly within Kubernetes clusters.
     
     
-      Helm
-      https://nubenetes.com/helm
-      https://nubenetes.com/helm
+      kube-state-metrics 🌟
+      https://github.com/kubernetes/kube-state-metrics
+      https://github.com/kubernetes/kube-state-metrics
       Sun, 14 Jun 2026 00:00:00 -0000
-      CI/CD & GitOps
-      [CRITICAL] Helm is the undisputed package manager for Kubernetes, serving as the core template and packaging engine for cloud-native deployments.
+      Observability, SRE & Testing
+      [CRITICAL] This indispensable agent translates raw Kubernetes API server states into actionable Prometheus metrics for cluster-wide health tracking.
     
     
-      ==cert-manager/cert-manager==
-      https://github.com/cert-manager/cert-manager
-      https://github.com/cert-manager/cert-manager
+      buildkit
+      https://docs.docker.com/build
+      https://docs.docker.com/build
       Sun, 14 Jun 2026 00:00:00 -0000
       Containers & Runtime
-      [CRITICAL] This project is the undisputed cloud-native standard for automating TLS/SSL certificate lifecycle management in Kubernetes clusters.
+      [CRITICAL] Docker's next-generation build engine radically accelerates container image creation through concurrent stage execution and advanced caching.
     
     
       github.com: Istio
@@ -77,7 +85,7 @@
       https://github.com/istio/istio
       Sun, 14 Jun 2026 00:00:00 -0000
       Networking & Service Mesh
-      [CRITICAL] As the industry-standard enterprise service mesh, Istio provides the critical infrastructure for secure, observable, and resilient microservice communications.
+      [CRITICAL] As the dominant enterprise service mesh, Istio defines the standard for secure, high-performance microservices traffic management and observability.
     
     
       github: Flux Version 2
@@ -85,7 +93,7 @@
       https://github.com/fluxcd/flux2
       Sat, 13 Jun 2026 00:00:00 -0000
       CI/CD & GitOps
-      [CRITICAL] Flux v2 is a foundational CNCF graduated project implementing highly parallel, secure GitOps reconciliation controllers.
+      [CRITICAL] A foundational GitOps controller toolkit that provides highly parallel, decoupled resource reconciliation directly inside Kubernetes.
     
     
       github.com/prometheus/prometheus
@@ -93,7 +101,7 @@
       https://github.com/prometheus/prometheus
       Sat, 13 Jun 2026 00:00:00 -0000
       Observability, SRE & Testing
-      [CRITICAL] Prometheus is the de facto standard metric engine for cloud-native ecosystems, providing critical sub-second query speeds and robust local storage.
+      [CRITICAL] Prometheus remains the absolute cornerstone of cloud-native telemetry and the primary backend for modern SRE observability.
     
     
       containerd - An open and reliable container runtime
@@ -101,7 +109,7 @@
       https://github.com/containerd/containerd
       Sat, 13 Jun 2026 00:00:00 -0000
       Containers & Runtime
-      [CRITICAL] As the de facto industry-standard container runtime for Kubernetes, containerd is critical for running enterprise cloud-native workloads.
+      [CRITICAL] Following Docker's runtime deprecation, containerd has become the industry-standard, CNCF-graduated core runtime powering Kubernetes clusters globally.
     
     
       runc
@@ -109,15 +117,7 @@
       https://github.com/opencontainers/runc
       Sat, 13 Jun 2026 00:00:00 -0000
       Containers & Runtime
-      [CRITICAL] Runc is the foundational, low-level OCI-compliant runtime that interfaces directly with the Linux kernel to execute modern containers.
-    
-    
-      ==github.com/Netflix/metaflow== 🌟
-      https://github.com/Netflix/metaflow
-      https://github.com/Netflix/metaflow
-      Sat, 13 Jun 2026 00:00:00 -0000
-      MLOps & Data Science
-      [CRITICAL] Metaflow bridges local development and cloud infrastructure, simplifying production-grade data science pipeline execution at scale.
+      [CRITICAL] As the canonical, OCI-compliant low-level runtime engine, runc is the fundamental foundation upon which most modern container ecosystems are built.
     
     
       hashicorp/vault
@@ -125,7 +125,7 @@
       https://github.com/hashicorp/vault
       Fri, 12 Jun 2026 00:00:00 -0000
       Security & Compliance
-      [CRITICAL] HashiCorp Vault remains the foundational, enterprise-grade standard for securing dynamic secrets and implementing zero-trust architectures across multi-cloud environments.
+      [CRITICAL] Acts as the industry-standard engine for dynamic secrets management, data protection, and enterprise Zero Trust identity broker.
     
     
       OpenTelemetry Collector
@@ -133,7 +133,15 @@
       https://github.com/open-telemetry/opentelemetry-collector
       Fri, 12 Jun 2026 00:00:00 -0000
       Observability, SRE & Testing
-      [CRITICAL] OpenTelemetry Collector acts as the universal, high-performance telemetry pipeline for enterprise observability, unifying logs, metrics, and traces.
+      [CRITICAL] The OpenTelemetry Collector is the industry-standard pipeline for vendor-agnostic telemetry collection, processing, and routing.
+    
+    
+      kube-prometheus
+      https://github.com/prometheus-operator/kube-prometheus
+      https://github.com/prometheus-operator/kube-prometheus
+      Fri, 12 Jun 2026 00:00:00 -0000
+      Observability, SRE & Testing
+      [CRITICAL] It serves as the de facto reference architecture and deployment pattern for comprehensive Kubernetes cluster monitoring.
     
     
       Kubernetes Gateway API
@@ -141,7 +149,7 @@
       https://github.com/kubernetes-sigs/gateway-api
       Fri, 12 Jun 2026 00:00:00 -0000
       Networking & Service Mesh
-      [CRITICAL] The Gateway API represents a major paradigm shift, replacing legacy Ingress with an expressive, role-oriented, and extensible routing standard.
+      [CRITICAL] As the official next-generation routing standard in Kubernetes, it provides highly expressive, role-oriented alternatives to the legacy Ingress API.
     
     
       github.com/vmware-tanzu/velero
@@ -149,23 +157,15 @@
       https://github.com/velero-io/velero
       Fri, 12 Jun 2026 00:00:00 -0000
       Data, Messaging & Storage
-      [CRITICAL] It is the industry-standard open-source tool for Kubernetes cluster backup, disaster recovery, and stateful volume migration.
+      [CRITICAL] Velero is the industry-standard tool for backing up, restoring, and migrating Kubernetes cluster resources and persistent volumes.
     
     
-      trivy
-      https://github.com/aquasecurity/trivy
-      https://github.com/aquasecurity/trivy
-      Thu, 11 Jun 2026 00:00:00 -0000
-      Security & Compliance
-      [CRITICAL] Trivy represents the industry standard for fast, comprehensive security scanning of container images, Kubernetes configurations, and software bills of materials.
-    
-    
-      OpenTofu 1.12: the Feature Terraform Never Shipped
-      https://www.infoq.com/news/2026/05/opentofu-release-terraform
-      https://www.infoq.com/news/2026/05/opentofu-release-terraform
+      Announcing Claude Managed Agents on Cloudflare
+      https://blog.cloudflare.com/claude-managed-agents
+      https://blog.cloudflare.com/claude-managed-agents
       Tue, 02 Jun 2026 00:00:00 -0000
-      Infrastructure as Code
-      [CRITICAL] This landmark OpenTofu release solves a decade-old limitation of upstream Terraform by enabling the pre-evaluation of providers using variables.
+      AI & Agents
+      [CRITICAL] Establishes a secure, sandboxed serverless runtime on Cloudflare Workers for orchestrating complex, autonomous AI agent workflows at the edge.
     
   
 
diff --git a/v2-docs/flux.md b/v2-docs/flux.md
index 9a946c36..ae1ceb1c 100644
--- a/v2-docs/flux.md
+++ b/v2-docs/flux.md
@@ -8,24 +8,6 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [Deployment and Orchestration](#deployment-and-orchestration)
-  - [GitOps](#gitops)
-    - [ArgoCD and Flux](#argocd-and-flux)
-    - [Cluster Provisioning](#cluster-provisioning)
-    - [Developer Experience](#developer-experience)
-    - [Flux](#flux)
-  - [Package Management](#package-management)
-    - [Helm and Flux](#helm-and-flux)
-1. [Infrastructure as Code](#infrastructure-as-code)
-  - [OpenTofu](#opentofu)
-    - [GitOps](#gitops-1)
-  - [Pulumi](#pulumi)
-    - [Flux Integration](#flux-integration)
-  - [Terraform](#terraform)
-    - [GitOps](#gitops-2)
 1. [Networking and Security](#networking-and-security)
   - [Service Mesh and Gateway](#service-mesh-and-gateway)
     - [Envoy](#envoy)
@@ -36,62 +18,6 @@
   - [Cloud-Native Storage](#cloud-native-storage)
     - [Stateful GitOps](#stateful-gitops)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [dzone: Developing Applications on Multi-tenant Clusters With Flux and Kustomize](https://dzone.com/articles/developing-applications-on-multitenant-clusters-wi)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Developing Applications on Multi-tenant Clusters With Flux and Kustomize in the Kubernetes Tools ecosystem.
-  - [cloud-viadee.medium.com: GitOps for IT-Architects: Transparent and Secure' Kubernetes deployments](https://cloud-viadee.medium.com/gitops-for-it-architects-6312e7822819)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloud-viadee.medium.com: GitOps for IT-Architects: Transparent and Secure' Kubernetes deployments in the Kubernetes Tools ecosystem.
-  - [johnclarke73.medium.com: How GitOps works for us](https://johnclarke73.medium.com/our-continuous-delivery-journey-11d86dd68a49)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering johnclarke73.medium.com: How GitOps works for us in the Kubernetes Tools ecosystem.
-  - [medium: Integrating GitOps Deployments in Kubernetes Using Weave Flux](https://medium.com/contino-engineering/integrating-gitops-deployments-in-kubernetes-using-weave-flux-9a617ea17684)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Integrating GitOps Deployments in Kubernetes Using Weave Flux in the Kubernetes Tools ecosystem.
-  - [cncf.io: Flux: Server-side reconciliation is coming](https://www.cncf.io/blog/2021/10/07/server-side-reconciliation-is-coming)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Flux: Server-side reconciliation is coming in the Kubernetes Tools ecosystem.
-  - [blog.ediri.io: Flux With Buckets: Is This Still GitOps?](https://blog.ediri.io/flux-with-buckets-is-this-still-gitops)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.ediri.io: Flux With Buckets: Is This Still GitOps? in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: Flux CD: Getting Started](https://levelup.gitconnected.com/flux-cd-getting-started-1a06671d718f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Flux CD: Getting Started in the Kubernetes Tools ecosystem.
-  - [dzone.com: GitOps: Flux vs Argo CD 🌟](https://dzone.com/articles/gitops-flux-vs-argo-cd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: GitOps: Flux vs Argo CD 🌟 in the Kubernetes Tools ecosystem.
-  - [blog.aenix.io: Argo CD vs Flux CD](https://blog.aenix.io/argo-cd-vs-flux-cd-7b1d67a246ca)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.aenix.io: Argo CD vs Flux CD in the Kubernetes Tools ecosystem.
-  - [cncf.io: How to GitOps your Terraform](https://www.cncf.io/blog/2022/09/30/how-to-gitops-your-terraform)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: How to GitOps your Terraform in the Kubernetes Tools ecosystem.
-## Deployment and Orchestration
-
-### GitOps
-
-#### ArgoCD and Flux
-
-  - **(2023)** [flux-subsystem-argo.github.io: GitOps Terraform Resources with Argo CD and Flux Subsystem for Argo](https://flux-subsystem-argo.github.io/website/tutorials/terraform) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Examines the integration of Flux's specialized controller capabilities with Argo CD's visual application management via the Flux Subsystem for Argo (FSA). Highlights the declarative orchestration of Terraform/OpenTofu resources. Live Grounding notes that while hybrid Argo-Flux architectures exist, most modern 2026 enterprise teams prefer consolidated control planes (e.g., pure Crossplane or pure Tofu-Controller) to limit orchestration overhead.
-  - **(2023)** [weave.works: Flamingo: Expand Argo CD with Flux](https://www.weave.works/blog/flamingo-expand-argo-cd-with-flux) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Presents Flamingo, the Flux subsystem for Argo CD, engineered to combine Flux's backend reconciliation engine with Argo CD's interactive visual interface. Live Grounding shows that while Flamingo successfully bridged the competitive divide between the two GitOps leaders, platform engineering trends in 2026 skew heavily toward pure-play choices or abstracted Internal Developer Platforms (IDPs).
-#### Cluster Provisioning
-
-  - **(2024)** [==github.com/onedr0p/flux-cluster-template: Template for deploying k3s backed by Flux==](https://github.com/onedr0p/cluster-template) ⭐ 2760  [YAML CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A production-grade template repository for provisioning home-lab and enterprise-edge K3s clusters managed end-to-end via Flux GitOps. Fully integrates essential platform components including Prometheus/Grafana stacks, cert-manager, Renovate, and automated ingress. Live Grounding confirms this is the premier community blueprint for building highly resilient, git-driven lightweight clusters.
-#### Developer Experience
-
-  - **(2022)** [fluxcd.io: GitOps Without Leaving your IDE](https://fluxcd.io/blog/2022/09/gitops-without-leaving-your-ide) [MARKDOWN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Details the developer experience enhancements enabled by VS Code extensions for Flux, permitting local validation, visualization, and manual reconciliation of GitOps resources. Live Grounding illustrates that integrating validation tools directly into local IDE systems dramatically decreases shift-left deployment cycles and minimizes syntax/runtime misconfigurations prior to Git commits.
-#### Flux
-
-  - **(2023)** [**fluxcd/flux2-multi-tenancy**](https://github.com/fluxcd/flux2-multi-tenancy) ⭐ 600  [YAML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Demonstrates production-hardened multi-tenant configuration templates using Flux v2, establishing cryptographic and administrative boundaries via Kubernetes RBAC and ServiceAccounts. Curator Insight emphasizes its value as a secure multi-tenant bootstrap model. Live Grounding confirms that decoupling tenant namespaces while restricting cross-namespace source references is the standard for enterprise-grade shared cluster GitOps.
-  - **(2021)** [alexander.holbreich.org: (Typical) journey towards full GitOps with Flux](https://alexander.holbreich.org/gitops-journey) [MARKDOWN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Chronicles an incremental architectural transition to declarative GitOps state management using Flux. Synthesizes real-world progression from initial push-based deployment topologies to pull-based continuous delivery loops. Live Grounding validates that this paradigm remains fundamental for cloud-native configurations, mitigating configuration drift through active reconciliation.
-### Package Management
-
-#### Helm and Flux
-
-  - **(2021)** [**gist.github.com: GitOps for Helm Users 🌟**](https://gist.github.com/scottrigby/a1a42c3292ec7899837c578ffdaaf92a) [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A comprehensive developer-focused outline addressing the conceptual transition from manual Helm installations to fully automated Helm Controller reconciliations in Flux. Live Grounding emphasizes that treating Helm charts as declarative artifacts rather than CLI actions represents the core shift to reliable, self-healing application lifecycles inside modern Kubernetes clusters.
-## Infrastructure as Code
-
-### OpenTofu
-
-#### GitOps (1)
-
-  - **(2024)** [==github.com/flux-iac/tofu-controller==](https://github.com/flux-iac/tofu-controller) ⭐ 1653  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The successor to the TF-controller, this project provides a Kubernetes custom controller designed to reconcile OpenTofu and Terraform resources natively using GitOps principles. Live Grounding indicates that in 2026, the Tofu-Controller is highly valued across enterprise systems, allowing teams to seamlessly declare infrastructure dependencies directly in Git alongside their Kubernetes applications.
-### Pulumi
-
-#### Flux Integration
-
-  - **(2022)** [dirien/pulumi-civo-flux-bucket](https://github.com/dirien/pulumi-civo-flux-bucket) [TYPESCRIPT CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Provides a practical blueprint for bootstrapping a Civo Kubernetes cluster utilizing Pulumi for resource provision and establishing Flux GitOps configuration using Object Storage (S3-compatible buckets) as the source of truth. Live Grounding reveals that utilizing object storage instead of git repositories offers lower latency and bypassing Git API rate limits, serving as a highly specialized but viable alternative in modern multi-cloud pipelines.
-### Terraform
-
-#### GitOps (2)
-
-  - **(2022)** [**fluxcd.io: How to GitOps Your Terraform**](https://fluxcd.io/blog/2022/09/how-to-gitops-your-terraform) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Introduces declarative lifecycle management of Terraform-provisioned infrastructure resources using Kubernetes custom controllers. Highlights how reconciling Terraform state within the control plane eliminates state drift. Live Grounding reveals that this controller-driven paradigm has matured, bridging the gap between application-level GitOps and platform-level infrastructure provisioning.
 ## Networking and Security
 
 ### Service Mesh and Gateway
@@ -112,8 +38,6 @@
   - **(2025)** [docs.microsoft.com: Configurations and GitOps with Azure Arc enabled Kubernetes](https://learn.microsoft.com/en-us/azure/azure-arc/kubernetes/conceptual-gitops-flux2) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Microsoft's guide to deploying enterprise multi-cluster configurations using Azure Arc integrated with Flux v2 GitOps extensions. Enables unified policy-driven application deployment across hybrid cloud estates.
   - **(2022)** [thenewstack.io: GitOps at Home: Automate Code Deploys with Kubernetes and Flux](https://thenewstack.io/gitops-at-home-automate-code-deploys-with-kubernetes-and-flux) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A practical walkthrough for setting up self-hosted GitOps pipelines on homelabs or small clusters using Flux. Highlights automated deployment routines and resource orchestration.
   - **(2021)** [docs.fluxcd.io](https://docs.fluxcd.io/en/1.22.2) [NONE CONTENT] [DOCUMENTATION]  [LEGACY] β€” Archived reference documentation for the legacy Flux v1 orchestrator. Left online purely as historical reference; teams must use modern Flux v2 systems for controller architectures and security controls.
-  - **(2021)** [itnext.io: Managing Kubernetes Secrets Securely with GitOps (SOPS + AWS KMS + Flux)](https://itnext.io/managing-kubernetes-secrets-securely-with-gitops-b8174b4f4d30) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A crucial guide explaining how to securely manage encrypted Kubernetes Secrets in public Git repositories using Mozilla SOPS, AWS KMS, and the Flux source/kustomize decryption drivers.
-  - **(2021)** [acloudguru.com: Adopting GitOps for Kubernetes on AWS 🌟](https://www.pluralsight.com/resources/blog/cloud/adopting-gitops-for-kubernetes-on-aws) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A strategic overview of adopting GitOps paradigms for EKS workloads. Outlines structural patterns, IAM roles for service accounts integration, and state synchronization using Flux controllers.
   - **(2021)** [blog.sldk.de: Introduction to GitOps on Kubernetes with Flux v2 🌟](https://blog.sldk.de/2021/02/introduction-to-gitops-on-kubernetes-with-flux-v2) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A clear introduction to the fundamental architecture of Flux v2. Explains key resources including GitRepository, Kustomization, and how they combine to deploy reliable workloads.
   - **(2020)** [alicegg.tech: Managing a Kubernetes cluster with Helm and FluxCD](https://alicegg.tech/2020/11/09/helm) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Detailed architectural analysis of managing Helm releases within Flux GitOps pipelines. Explores automated release upgrades, HelmRepository declarations, and rollback mechanisms.
 ## Storage and Databases
@@ -125,5 +49,7 @@
   - **(2022)** [thenewstack.io: Deploy Stateful Workloads on Kubernetes with Ondat and FluxCD](https://thenewstack.io/deploy-stateful-workloads-on-kubernetes-with-ondat-and-fluxcd) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Explores deploying resilient, stateful microservices using Ondat (formerly StorageOS) as a persistent software-defined storage layer combined with Flux for deployment state synchronization. Live Grounding notes that while Ondat offered advanced CSI-driven capabilities, consolidation in the cloud-native storage sector has shifted focus toward alternatives like Longhorn, Rook/Ceph, or cloud-managed block storage.
 
 ---
-πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Sonarqube](./sonarqube.md) | [Stackstorm](./stackstorm.md)
+πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Tekton](./tekton.md) | [Argo](./argo.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/git.md b/v2-docs/git.md
index 8fea6f41..6792104c 100644
--- a/v2-docs/git.md
+++ b/v2-docs/git.md
@@ -9,360 +9,36 @@
 ## Table of Contents
 
 1. [CICD Pipeline](#cicd-pipeline)
-  - [Automation Tools](#automation-tools)
-    - [Ansible Orchestration](#ansible-orchestration)
-  - [GitHub Actions](#github-actions)
-    - [Automation Fundamentals](#automation-fundamentals)
-    - [Developer Onboarding](#developer-onboarding)
-    - [Developer Productivity](#developer-productivity)
-    - [Developer Resources](#developer-resources)
-    - [Developer Tooling](#developer-tooling)
-    - [Enterprise Whitepaper](#enterprise-whitepaper)
-    - [Infrastructure Architecture](#infrastructure-architecture)
-    - [Project Scaffolding](#project-scaffolding)
-    - [Reusable Infrastructure](#reusable-infrastructure)
   - [Kubernetes and Containers](#kubernetes-and-containers)
     - [Continuous Deployment](#continuous-deployment)
     - [Self-Hosted Infrastructure](#self-hosted-infrastructure)
-  - [Mobile Development](#mobile-development)
-    - [Android Workflows](#android-workflows)
-  - [Security and Compliance](#security-and-compliance)
-    - [Access Control](#access-control)
-    - [Open Source Workflows](#open-source-workflows)
-    - [Secret Management](#secret-management)
-  - [Software Distribution](#software-distribution)
-    - [Mobile Workflows](#mobile-workflows)
   - [Testing Infrastructure](#testing-infrastructure)
     - [Cloud Native Automation](#cloud-native-automation)
-    - [Documentation Engines](#documentation-engines)
-1. [Cloud Infrastructure](#cloud-infrastructure)
-  - [Cloud-Native IDEs](#cloud-native-ides)
-    - [Developer Environments](#developer-environments)
-  - [Infrastructure as Code](#infrastructure-as-code)
-    - [Terraform Modules](#terraform-modules)
 1. [Cloud Native](#cloud-native)
   - [GitOps](#gitops)
     - [GitLab Kubernetes Agent](#gitlab-kubernetes-agent)
     - [GitLab Operator](#gitlab-operator)
-  - [Helm Charts](#helm-charts)
-    - [GitLab Deployment](#gitlab-deployment)
-  - [Kubernetes Management](#kubernetes-management)
-    - [GitLab Integrations](#gitlab-integrations)
-1. [Community](#community)
-  - [Developer Relations](#developer-relations)
-    - [Stack Overflow](#stack-overflow)
-      - [GitLab](#gitlab)
 1. [DevOps](#devops)
-  - [Automation](#automation)
-    - [Git Tools](#git-tools)
-      - [git-xargs](#git-xargs)
-  - [CICD Platforms](#cicd-platforms)
-    - [Branch Protection](#branch-protection)
-    - [Dotnet Workflows](#dotnet-workflows)
-    - [Workflow Dispatch](#workflow-dispatch)
-  - [ChatOps](#chatops)
-    - [AI Assistants](#ai-assistants)
-    - [Integrations](#integrations)
-  - [Container Management](#container-management)
-    - [GitHub Container Registry](#github-container-registry)
-      - [Kubernetes](#kubernetes)
-  - [Container Orchestration](#container-orchestration)
-    - [CICD Libraries](#cicd-libraries)
-    - [CICD Pipelines](#cicd-pipelines)
-    - [Red Hat Integration](#red-hat-integration)
-    - [Self-Hosted Runners](#self-hosted-runners)
   - [Continuous Delivery](#continuous-delivery)
-    - [ChatOps](#chatops-1)
-    - [GitLab](#gitlab-1)
-      - [OpenShift Operator](#openshift-operator)
     - [GitOps](#gitops-1)
-  - [Continuous Deployment](#continuous-deployment-1)
-    - [Release Automation](#release-automation)
-  - [Continuous Integration](#continuous-integration)
-    - [Bitbucket Pipelines](#bitbucket-pipelines)
-    - [GitHub Actions](#github-actions-1)
-      - [Secrets Management](#secrets-management)
-    - [GitLab CI](#gitlab-ci)
-      - [Education](#education)
-      - [Introduction](#introduction)
-      - [Kubernetes Deployments](#kubernetes-deployments)
-    - [Jenkins Plugins](#jenkins-plugins)
-    - [Test Automation](#test-automation)
-      - [GitLab CI](#gitlab-ci-1)
-  - [DevSecOps](#devsecops)
-    - [Supply Chain Security](#supply-chain-security)
-      - [Go Security](#go-security)
-  - [Enterprise Platforms](#enterprise-platforms)
-    - [Azure DevOps](#azure-devops)
-  - [GitOps](#gitops-2)
-    - [Kubernetes Management](#kubernetes-management-1)
-      - [Multi-Cluster](#multi-cluster)
-    - [Reliability-as-Code](#reliability-as-code)
-      - [GitHub Actions](#github-actions-2)
-  - [Mobile CICD](#mobile-cicd)
-    - [Flutter Automation](#flutter-automation)
-    - [Platform Workflows](#platform-workflows)
   - [Version Control](#version-control)
-    - [Desktop Git Clients](#desktop-git-clients)
-    - [Distributed Issue Tracking](#distributed-issue-tracking)
-    - [Documentation](#documentation)
-    - [Git](#git)
-    - [Git Operations](#git-operations)
-    - [Git Troubleshooting](#git-troubleshooting)
-    - [Git Tutorials](#git-tutorials)
-    - [Git Workflows](#git-workflows)
-    - [Governance](#governance)
-    - [Identity and Access Management](#identity-and-access-management)
-    - [Kubernetes Deployments](#kubernetes-deployments-1)
-    - [Large File Archival](#large-file-archival)
-    - [Reference Lists](#reference-lists)
-    - [Releases](#releases)
-    - [Repository Synchronization](#repository-synchronization)
-    - [Scalable SCM Systems](#scalable-scm-systems)
-    - [Self-Hosted Git](#self-hosted-git)
-1. [Developer Platform](#developer-platform)
-  - [Automation](#automation-1)
-    - [Custom Actions](#custom-actions)
-    - [Developer Productivity](#developer-productivity-1)
-    - [Git Manipulation](#git-manipulation)
-    - [Stale Data Cleanup](#stale-data-cleanup)
-  - [Collaboration Tools](#collaboration-tools)
-    - [CICD Governance](#cicd-governance)
-    - [Open Source Workflows](#open-source-workflows-1)
-    - [Repository Management](#repository-management)
-    - [Static Sites](#static-sites)
-  - [Configuration Management](#configuration-management)
-    - [Organization Defaults](#organization-defaults)
-    - [Project Scaffolding](#project-scaffolding-1)
-  - [Infrastructure](#infrastructure)
-    - [Network Security](#network-security)
-  - [Version Control](#version-control-1)
-    - [Git Workflows](#git-workflows-1)
-    - [Merge Strategies](#merge-strategies)
-1. [Developer Platforms](#developer-platforms)
-  - [API Design](#api-design)
-    - [GitHub API](#github-api)
-      - [OpenAPI Spec](#openapi-spec)
-      - [Python Clients](#python-clients)
-  - [CLI Utilities](#cli-utilities)
-    - [GitHub CLI](#github-cli)
-      - [Extensions](#extensions)
-    - [hub CLI](#hub-cli)
-      - [Legacy Tools](#legacy-tools)
-  - [Cloud Workstations](#cloud-workstations)
-    - [GitHub Codespaces](#github-codespaces)
-      - [Performance](#performance)
-    - [GitHub dev](#github-dev)
-  - [Documentation](#documentation-1)
-    - [GitHub Docs Architecture](#github-docs-architecture)
-  - [Education](#education-1)
-    - [GitHub Education](#github-education)
-  - [Frontend Integrations](#frontend-integrations)
-    - [GitHub Buttons](#github-buttons)
-  - [Git Repositories](#git-repositories)
-    - [GitHub](#github)
-      - [Advanced Diffing](#advanced-diffing)
-      - [Code Review](#code-review)
-      - [Education](#education-2)
-      - [Guides Collection](#guides-collection)
-      - [Introduction](#introduction-1)
-      - [Merging Strategies](#merging-strategies)
-      - [Team Collaboration](#team-collaboration)
-    - [Repository Settings](#repository-settings)
-  - [Infrastructure Architecture](#infrastructure-architecture-1)
-    - [Continuous Delivery](#continuous-delivery-1)
-      - [GitHub Deployment](#github-deployment)
-      - [Reliability](#reliability)
-  - [Infrastructure Status](#infrastructure-status)
-    - [GitHub Operations](#github-operations)
-      - [Uptime Metrics](#uptime-metrics)
-  - [Innersource](#innersource)
-    - [Collaboration](#collaboration)
-      - [Discoverability](#discoverability)
-  - [Platform Migration](#platform-migration)
-    - [BitBucket to GitHub](#bitbucket-to-github)
-  - [Platform Security](#platform-security)
-    - [Authentication](#authentication)
-      - [Git Operations](#git-operations-1)
-      - [SSH Security](#ssh-security)
-  - [Product Strategy](#product-strategy)
-    - [GitHub Roadmap](#github-roadmap)
-1. [Developer Productivity](#developer-productivity-2)
-  - [CICD](#cicd)
-    - [GitHub Actions](#github-actions-3)
-  - [IDEs](#ides)
-    - [GitHub Copilot](#github-copilot)
-1. [Engineering Education](#engineering-education)
-  - [Developer Platform](#developer-platform-1)
-    - [Git Workflows](#git-workflows-2)
-  - [Software Engineering](#software-engineering)
-    - [AI and Research Ops](#ai-and-research-ops)
-1. [Infrastructure](#infrastructure-1)
-  - [Cloud Providers](#cloud-providers)
-    - [AWS](#aws)
-      - [GitLab Runner](#gitlab-runner)
-  - [Code Search](#code-search)
-    - [Elasticsearch Alternatives](#elasticsearch-alternatives)
-1. [Kubernetes Tools](#kubernetes-tools)
-  - [General Reference](#general-reference)
-1. [Project Management](#project-management)
-  - [Agile and Planning](#agile-and-planning)
-    - [GitHub Projects](#github-projects)
-1. [Security and Compliance](#security-and-compliance-1)
-  - [Access Control](#access-control-1)
-    - [Organization Governance](#organization-governance)
-  - [Static Analysis](#static-analysis)
-    - [Code Scanning](#code-scanning)
-  - [Supply Chain Security](#supply-chain-security-1)
+    - [Kubernetes Deployments](#kubernetes-deployments)
+1. [Security and Compliance](#security-and-compliance)
+  - [Supply Chain Security](#supply-chain-security)
     - [Container Security](#container-security)
-    - [Dependency Management](#dependency-management)
-1. [Software Engineering](#software-engineering-1)
-  - [AI-Assisted Development](#ai-assisted-development)
-    - [AI Testing Tools](#ai-testing-tools)
-    - [Case Studies](#case-studies)
-    - [Competitive Landscape](#competitive-landscape)
-    - [Copilot Ecosystem](#copilot-ecosystem)
-    - [Developer Productivity](#developer-productivity-3)
-    - [Ecosystem Launch](#ecosystem-launch)
-    - [Education and Prompts](#education-and-prompts)
-    - [Industry Analysis](#industry-analysis)
-    - [Industry History](#industry-history)
-    - [Legal and Compliance](#legal-and-compliance)
-    - [Next-Gen Platforms](#next-gen-platforms)
-    - [Practical Guide](#practical-guide)
-    - [Technology Analysis](#technology-analysis)
-  - [CICD Platforms](#cicd-platforms-1)
-    - [GitLab CI Basics](#gitlab-ci-basics)
+1. [Software Engineering](#software-engineering)
+  - [CICD Platforms](#cicd-platforms)
     - [GitLab CI Optimization](#gitlab-ci-optimization)
-    - [Multi-Environment Deployments](#multi-environment-deployments)
-    - [Pipeline Editor](#pipeline-editor)
   - [Collaborative Platforms](#collaborative-platforms)
-    - [Continuous Integration](#continuous-integration-1)
-    - [DevSecOps Platforms](#devsecops-platforms)
-    - [Git Hosting](#git-hosting)
     - [Kubernetes Integration](#kubernetes-integration)
-  - [Developer Productivity](#developer-productivity-4)
-    - [Desktop Clients](#desktop-clients)
-    - [Grafana GitHub Integration](#grafana-github-integration)
-    - [VS Code Extensions](#vs-code-extensions)
-  - [Documentation](#documentation-2)
-    - [Markup Languages](#markup-languages)
-  - [Feature Management](#feature-management)
-    - [Adoption](#adoption)
-    - [Architecture](#architecture)
-    - [Case Studies](#case-studies-1)
-    - [Community](#community-1)
-    - [Continuous Integration](#continuous-integration-2)
-    - [Decoupling](#decoupling)
-    - [Governance](#governance-1)
-    - [Implementation](#implementation)
-    - [Lifecycle](#lifecycle)
-    - [Operations](#operations)
-  - [Machine Learning Systems](#machine-learning-systems)
-    - [LLM Training](#llm-training)
   - [Software Delivery](#software-delivery)
     - [Code Review Protocols](#code-review-protocols)
-  - [Version Control](#version-control-2)
+  - [Version Control](#version-control-1)
     - [Automation Bots](#automation-bots)
-    - [Bitbucket Automation](#bitbucket-automation)
-    - [Bitbucket Workflows](#bitbucket-workflows)
-    - [CI-CD Automation](#ci-cd-automation)
-    - [Configuration Management](#configuration-management-1)
-    - [Conflict Resolution](#conflict-resolution)
-    - [Distributed VCS](#distributed-vcs)
-    - [GUI Tools](#gui-tools)
-    - [Git CLI Basics](#git-cli-basics)
-    - [Git Hooks](#git-hooks)
-    - [Git Internals](#git-internals)
-    - [Git Logging](#git-logging)
-    - [Git Operations](#git-operations-2)
-    - [Git Performance](#git-performance)
-    - [Git Rebasing](#git-rebasing)
-    - [Git Standards](#git-standards)
     - [GitLab Automation](#gitlab-automation)
-    - [GitLab Code Review](#gitlab-code-review)
-    - [Monorepo Strategy](#monorepo-strategy)
-    - [Monorepos and Performance](#monorepos-and-performance)
-    - [Security and Authentication](#security-and-authentication)
-    - [Trunk-Based Development](#trunk-based-development)
-    - [VS Code Integrations](#vs-code-integrations)
-    - [Workflows](#workflows)
-  - [Version Control Systems](#version-control-systems)
-    - [Git Operations](#git-operations-3)
-    - [Git Workflows](#git-workflows-3)
-1. [Version Control](#version-control-3)
-  - [Advanced Git](#advanced-git)
-    - [Best Practices](#best-practices)
-    - [Dependency Management](#dependency-management-1)
-    - [Developer Workflow](#developer-workflow)
-    - [History Manipulation](#history-manipulation)
-    - [Workspace State](#workspace-state)
-  - [Backup and Recovery](#backup-and-recovery)
-    - [Basics](#basics)
-    - [DevOps](#devops-1)
-    - [Security](#security)
-  - [Collaborative Workflows](#collaborative-workflows)
-    - [Metadata Display](#metadata-display)
-    - [Open Source](#open-source)
-    - [Standards](#standards)
-  - [Development Models](#development-models)
-    - [Branching Strategy](#branching-strategy)
-    - [Tooling Configuration](#tooling-configuration)
-  - [Git Core](#git-core)
-    - [Basics](#basics-1)
-    - [Branch Management](#branch-management)
-    - [Conceptual Models](#conceptual-models)
-    - [Configuration](#configuration)
-    - [Conflict Resolution](#conflict-resolution-1)
-    - [History Manipulation](#history-manipulation-1)
-    - [Integration](#integration)
-    - [Interactive Learning](#interactive-learning)
-    - [Internal Architecture](#internal-architecture)
-    - [Metadata Inspection](#metadata-inspection)
-    - [Platform Updates](#platform-updates)
-    - [State Management](#state-management)
-    - [Synchronization](#synchronization)
-    - [Workspace State](#workspace-state-1)
 
 ## CICD Pipeline
 
-### Automation Tools
-
-#### Ansible Orchestration
-
-  - **(2021)** [laravel-news.com: Deploy your PHP Codebase with Ansible and GitHub Actions](https://laravel-news.com/deploy-your-php-app-with-ansible-and-github-actions) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Demonstrates the integration of Ansible configuration playbooks within GitHub Actions pipelines. Explores automated key management, target server state validation, and secure deployment procedures for PHP and Laravel applications.
-### GitHub Actions
-
-#### Automation Fundamentals
-
-  - **(2021)** [github.blog: How to build a CI/CD pipeline with GitHub Actions in four simple steps](https://github.blog/enterprise-software/ci-cd/build-ci-cd-pipeline-github-actions-four-steps) [YAML CONTENT]  [COMMUNITY-TOOL] β€” An architectural step-by-step playbook designed to build production-ready CI/CD automation pipelines on GitHub. Explains runner orchestration, event triggers, sequential job scheduling, and YAML environment configurations to bootstrap secure build systems.
-  - **(2021)** [dev.to: What's the difference between a GitHub Action and a Workflow?](https://dev.to/github/whats-the-difference-between-a-github-action-and-a-workflow-2gba) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A conceptual breakdown clarifying platform differences between 'Workflows' and 'Actions'. Maps YAML-based continuous execution systems (Workflows) against discrete modular execution tasks (Actions) built with JavaScript or Docker.
-#### Developer Onboarding
-
-  - **(2021)** [github.blog: Getting started with GitHub Actions just got easier!](https://github.blog/news-insights/product-news/getting-started-with-github-actions-just-got-easier) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Highlights major improvements to the starter workflow experience. Features dynamic detection wizards that analyze repository codebases to recommend highly optimized, context-relevant pipeline templates.
-  - **(2021)** [github.blog: GitHub Actions: Improvements to GitHub Actions starter experience](https://github.blog/changelog/2021-12-17-github-actions-improvements-to-github-actions-starter-experience) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Technical release notes describing the overhauled GitHub Actions starter workflow interface. Highlights categorizations, dynamic template recommendations, and standardized baselines to accelerate developer deployment pipelines.
-#### Developer Productivity
-
-  - **(2022)** [blog.fleetdm.com: 4 tips for GitHub Actions usability (+2 bonus tips for debugging)](https://fleetdm.com/engineering/tips-for-github-actions-usability) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Provides practical tips for optimizing GitHub Actions workflows. Outlines techniques for structured workflow organization, managing secure runner logs, and utilizing interactive terminal access for live debugging.
-#### Developer Resources
-
-  - **(2022)** [github.blog: 10 GitHub Actions resources to bookmark from the basics to CI/CD](https://github.blog/developer-skills/github/10-github-actions-resources-basics-ci-cd) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A resource directory consolidating starter materials, syntax definitions, and workflow templates. Helps developers scale from basic task automations to enterprise-grade continuous deployment loops.
-#### Developer Tooling
-
-  - **(2021)** [Gama: Terminal UI for GitHub Actions](https://github.com/termkit/gama) ⭐ 480  [GO CONTENT] 🌟🌟 [LEGACY] β€” Terminal UI built to monitor and coordinate GitHub Actions workloads from the CLI. Classified as legacy under MVQ parameters because the repository has been inactive since late 2021 and was superseded by official GitHub CLI `run` commands.
-  - **(2020)** [github.blog: Work with GitHub Actions in your terminal with GitHub CLI](https://github.blog/news-insights/product-news/work-with-github-actions-in-your-terminal-with-github-cli) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” Details how to configure, execute, and inspect active GitHub Actions workflows directly from command-line terminals using GitHub CLI. Accelerates dev cycles by enabling remote run monitoring, real-time log streaming, and manual dispatch execution.
-#### Enterprise Whitepaper
-
-  - **(2021)** [resources.github.com: What is GitHub Actions? How automation & CI/CD work on GitHub (whitepaper/pdf)](https://github.com/resources/whitepapers/actions) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” An enterprise whitepaper discussing architectural strategies to consolidate developer pipelines on GitHub. Outlines resource efficiency, pipeline standardization, and reduced maintenance overhead from integrating CI tools directly into repository lifecycles.
-#### Infrastructure Architecture
-
-  - **(2021)** [blog.codecentric.de: Stop re-writing pipelines! Why GitHub Actions drive the future of CI/CD](https://www.codecentric.de/en/knowledge-hub/blog/github-actions-nextgen-cicd) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Provides a strategic engineering argument for moving away from Jenkins-style pipelines. Analyzes why GitHub Actions' standardized YAML and modular actions marketplace model simplifies maintenance, promotes reuse, and mitigates custom scripting overhead.
-#### Project Scaffolding
-
-  - **(2021)** [laravel-news.com: Generate GitHub Actions Config for Laravel Projects with Ghygen](https://laravel-news.com/generate-github-actions-config-for-laravel-projects-with-ghygen) [PHP CONTENT]  [COMMUNITY-TOOL] β€” Examines Ghygen, a web-based, declarative config generator tailored to output optimal GitHub Actions pipelines for PHP and Laravel projects. Simplifies multi-version PHP matrix testing, database configurations, and asset compilation.
-#### Reusable Infrastructure
-
-  - **(2021)** [github.blog: How to start using reusable workflows with GitHub Actions](https://github.blog/developer-skills/github/using-reusable-workflows-github-actions) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Exposes reusable workflow features in GitHub Actions, establishing DRY (Don't Repeat Yourself) design principles in CI/CD configuration. Documents how to securely reference uniform task templates across diverse corporate environments to enforce standardization and restrict modification vectors.
 ### Kubernetes and Containers
 
 #### Continuous Deployment
@@ -371,48 +47,11 @@
 #### Self-Hosted Infrastructure
 
   - **(2021)** [github.blog: GitHub Actions: Ephemeral self-hosted runners & new webhooks for auto-scaling](https://github.blog/changelog/2021-09-20-github-actions-ephemeral-self-hosted-runners-new-webhooks-for-auto-scaling) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Introduces ephemeral self-hosted runner modes and targeted autoscaling webhooks. Allows security engineers to provision one-time use, isolated container runtimes, neutralizing cross-job state corruption risk and persistence vulnerabilities.
-### Mobile Development
-
-#### Android Workflows
-
-  - **(2021)** [itnext.io: GitHub Actions for Android Developers](https://itnext.io/github-actions-for-android-developers-9ae606df2bfa) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Explores building custom continuous integration setups tailored specifically for Android compilation. Optimizes dependency caching, installs command-line SDK components, runs virtual emulator environments, and manages Google Play store distributions.
-### Security and Compliance
-
-#### Access Control
-
-  - **(2021)** [github.blog: GitHub Actions: Control permissions for GITHUB_TOKEN 🌟](https://github.blog/changelog/2021-04-20-github-actions-control-permissions-for-github_token) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Exposes crucial YAML syntax controls for configuring granular scopes on standard `GITHUB_TOKEN` values. Restricts security threat profiles by allowing administrators to configure strict read/write variables on repository sub-objects.
-#### Open Source Workflows
-
-  - **(2021)** [github.blog: GitHub Actions update: Helping maintainers combat bad actors](https://github.blog/open-source/maintainers/github-actions-update-helping-maintainers-combat-bad-actors) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Highlights GitHub security countermeasures designed to prevent cryptojacking and resource abuse in public actions. Documents the requirement for manual approval of workflows initiated by first-time external contributors.
-#### Secret Management
-
-  - **(2021)** [github.com/marketplace: Use AWS Secrets Manager secrets in GitHub jobs 🌟](https://github.com/marketplace/actions/aws-secrets-manager-github-action) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Integrates AWS Secrets Manager natively into GitHub Actions runtime environments. Restricts secret exposure to disk arrays by fetching variable payloads on-demand directly into the runner's memory space, strengthening standard CI security parameters.
-  - **(2021)** [github.blog: Implementing least privilege for secrets in GitHub Actions](https://github.blog/security/application-security/implementing-least-privilege-for-secrets-in-github-actions) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Analyzes implementation strategies to enforce least privilege access inside GitHub Actions. Outlines configuration methods to isolate scope, manage token permissions, limit execution environments, and safeguard production secrets.
-### Software Distribution
-
-#### Mobile Workflows
-
-  - **(2021)** [blog.shreyaspatil.dev: Automate library publishing to Maven Central with GitHub Actions Workflow Dispatch](https://blog.shreyaspatil.dev/automate-library-publishing-to-maven-central-with-github-actions-workflow-dispatch) [KOTLIN CONTENT]  [COMMUNITY-TOOL] β€” Details how to configure automated deployment pipelines to Maven Central. Uses the `workflow_dispatch` event trigger to securely run parameterized release pipelines and push Java/Kotlin dependencies.
 ### Testing Infrastructure
 
 #### Cloud Native Automation
 
   - **(2021)** [github.blog: Testing cloud apps with GitHub Actions and cloud-native open source tools](https://github.blog/enterprise-software/devops/devops-cloud-testing) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Deconstructs advanced strategies for testing containerized cloud configurations. Analyzes the execution of automated infrastructure integration tests using local Kubernetes, short-lived cloud environments, and mock APIs directly from GitHub Actions runners.
-#### Documentation Engines
-
-  - **(2021)** [github.blog: How we use GitHub Actions to manage GitHub Docs](https://github.blog/engineering/use-github-actions-manage-docs) [JAVASCRIPT CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Architectural case study explaining how GitHub leverages parallelized workflows to deploy its documentation engine. Covers markdown linting, internal link verification, localization checks, and blue-green web server updates.
-## Cloud Infrastructure
-
-### Cloud-Native IDEs
-
-#### Developer Environments
-
-  - **(2023)** [GitHub Codespaces](https://github.com/features/codespaces)  [COMMUNITY-TOOL] β€” GitHub Codespaces delivers cloud-hosted, highly configurable development environments running directly inside Visual Studio Code or browser instances. By leveraging declarative configuration (devcontainer.json), platform teams can eliminate the standard 'works on my machine' problem and onboard developers in seconds. It represents a paradigm shift in software engineering productivity, replacing heavy local setups with scalable, secure cloud-native workstations.
-### Infrastructure as Code
-
-#### Terraform Modules
-
-  - **(2023)** [registry.terraform.io/modules/markti/github-runner](https://registry.terraform.io/modules/markti/github-runner/azurerm) [TERRAFORM CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An infrastructure-as-code (IaC) Terraform module tailored for automating self-hosted GitHub Actions runners in Microsoft Azure. Employs Virtual Machine Scale Sets (VMSS) alongside ephemeral instances to secure and scale cluster execution tasks. Essential for enterprise workloads demanding isolated network pathways.
 ## Cloud Native
 
 ### GitOps
@@ -422,1008 +61,58 @@
   - **(2022)** [about.gitlab.com: A new era of Kubernetes integrations on GitLab.com](https://about.gitlab.com/blog/gitlab-kubernetes-agent-on-gitlab-com) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Introduces the GitLab Agent for Kubernetes, enabling pull-based GitOps deployment workflows. This architecture shifts away from traditional push-based CI models, offering enhanced security and continuous state reconciliation.
 #### GitLab Operator
 
-  - **(2022)** [about.gitlab.com: GitLab’s Kubernetes Operator with support for Red Hat OpenShift is now generally available](https://about.gitlab.com/blog/open-shift-ga) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Announces general availability of the GitLab Kubernetes Operator with Red Hat OpenShift support. Discusses lifecycle automation, upgrades, and scaling procedures for self-hosted GitLab instances inside secure enterprise clusters.
   - **(2022)** [about.gitlab.com: How to install and use the GitLab Kubernetes Operator (on OCP)](https://about.gitlab.com/blog/gko-on-ocp) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An operational installation guide for deploying the GitLab Kubernetes Operator on Red Hat OpenShift. Discusses Ingress controllers, Security Context Constraints (SCC), and persistent storage volumes.
-### Helm Charts
-
-#### GitLab Deployment
-
-  - **(2021)** [about.gitlab.com: GitLab Chart works towards Kubernetes 1.22](https://about.gitlab.com/blog/gitlab-chart-works-towards-kubernetes-1-22) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Details architectural changes to the GitLab Helm Chart to support Kubernetes 1.22. Evaluates adaptations required for API deprecations, specifically focusing on Ingress resources.
-### Kubernetes Management
-
-#### GitLab Integrations
-
-  - **(2022)** [about.gitlab.com: Simple Kubernetes management with GitLab](https://about.gitlab.com/blog/simple-kubernetes-management-with-gitlab)  [COMMUNITY-TOOL] β€” An architectural guide on using GitLab as a unified management plane for Kubernetes. Covers cluster connecting procedures, security posture monitoring, and automated Auto DevOps pipelines.
-## Community
-
-### Developer Relations
-
-#### Stack Overflow
-
-##### GitLab
-
-  - **(2021)** [stackoverflow.blog: GitLab launches Collective on Stack Overflow](https://stackoverflow.blog/2021/09/22/gitlab-launches-collective-on-stack-overflow) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Announcement highlighting the launch of the GitLab Collective on Stack Overflow, establishing a curated ecosystem of verified Q&As, knowledge-sharing, and technical interaction for modern DevSecOps practices.
 ## DevOps
 
-### Automation
-
-#### Git Tools
-
-##### git-xargs
-
-  - **(2021)** [blog.gruntwork.io: Introducing git-xargs: an open source tool to update multiple GitHub repos](https://www.gruntwork.io/blog/introducing-git-xargs-an-open-source-tool-to-update-multiple-github-repos) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Gruntwork's introduction to git-xargs, a Go-based open-source CLI utility designed to execute shell commands, inject files, and generate programmatic pull requests across multi-repository fleets.
-### CICD Platforms
-
-#### Branch Protection
-
-  - **(2021)** [build5nines.com: Configuring GitHub Actions to Run Jobs on Specific Branches](https://build5nines.com/configuring-github-actions-to-run-jobs-on-specific-branches)  [COMMUNITY-TOOL] β€” Details structural logic rules used to target GitHub Actions job execution exclusively to specific branch namespaces. Teaches architecture patterns for segregating master branch releases from feature-branch testing suites. Minimizes runner budget exhaustion by preventing redundant builds.
-  - **(2021)** [build5nines.com: GitHub Actions: Get Current Branch Name for Git Repo](https://build5nines.com/github-actions-get-current-branch-name-for-git-repo)  [COMMUNITY-TOOL] β€” Addresses the common scripting challenge of dynamically extracting branch name metadata in GitHub Actions. Evaluates environment variable interpolation syntax across various git checkout paradigms. Directs logic-dependent deployment strategies in complex multi-branch projects.
-#### Dotnet Workflows
-
-  - **(2022)** [devblogs.microsoft.com: .NET πŸ’œ GitHub Actions](https://devblogs.microsoft.com/dotnet/dotnet-loves-github-actions)  [COMMUNITY-TOOL] β€” Explores the deeply integrated continuous delivery paths between the .NET ecosystem and GitHub Actions. Details official templates designed to compile, containerize, and deploy complex modern .NET microservices. Focuses on security key storage configurations and pipeline telemetry visualization.
-#### Workflow Dispatch
-
-  - **(2021)** [build5nines.com: Configuring Manual Triggers in GitHub Actions with `workflow_dispatch`](https://build5nines.com/configuring-manual-triggers-in-github-actions-with-workflow_dispatch)  [COMMUNITY-TOOL] β€” A granular guide to declaring human-in-the-loop manual overrides in GitHub Actions using the `workflow_dispatch` event trigger. Discusses configuration of strict typing parameters and dynamic input options in the YAML configuration matrix. Assists in restricting dangerous execution actions in production environments.
-### ChatOps
-
-#### AI Assistants
-
-  - **(2022)** [Code Dog](https://code-dog.app) [N/A CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An automated code-review bot that provides static analysis feedback and structural code reviews directly on pull requests. Uses rule-based engines to identify code smells, potential bugs, and syntax inconsistencies across popular languages.
-#### Integrations
-
-  - **(2021)** [BitBucket Bot for Microsoft Teams](https://techcommunity.microsoft.com/blog/microsoftteamsblog/new-bitbucket-bot-for-microsoft-teams/218212) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” The official Microsoft Teams integration for Bitbucket Server and Cloud. Relays rich contextual alerts regarding repository updates, commit feedback, and pull requests directly to team channels to collapse developer communication latency.
-### Container Management
-
-#### GitHub Container Registry
-
-##### Kubernetes
-
-  - **(2021)** [itnext.io: Build & Ship: GitHub Container Registry & Kubernetes](https://itnext.io/build-ship-github-container-registry-kubernetes-aa06029b3f21) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Deep technical walkthrough demonstrating CI/CD container assembly, pushing artifacts to GitHub Container Registry (GHCR), and orchestration within live Kubernetes endpoints.
-### Container Orchestration
-
-#### CICD Libraries
-
-  - **(2023)** [github.com: RedHat Actions 🌟](https://github.com/redhat-actions) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The main organizational hub housing Red Hat's official actions for OpenShift deployment. These components standardize cluster authentication, CLI installation, and container orchestration tasks directly in pipeline code. Acts as the primary bridge for enterprise Kubernetes pipeline operations.
-#### CICD Pipelines
-
-  - **(2021)** [openshift.com: Deploying to OpenShift using GitHub Actions](https://www.redhat.com/en/blog/deploying-to-openshift-using-github-actions) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A step-by-step technical blueprint showing the integration of OpenShift API endpoints within automated GitHub pipelines. Highlights OAuth-based login processes, image registry configuration, and seamless rolling updates. Essential for maintaining secure hybrid-cloud application states.
-#### Red Hat Integration
-
-  - **(2020)** [redhat.com: Red Hat and GitHub Collaborate to Expand the Developer Experience on Red Hat OpenShift with GitHub Actions 🌟](https://www.redhat.com/en/about/press-releases/red-hat-and-github-collaborate-expand-developer-experience-red-hat-openshift-github-actions)  [COMMUNITY-TOOL] β€” Announces the strategic engineering collaboration between Red Hat and GitHub to bring native OpenShift deployment controls to GitHub Actions. Bridges enterprise Kubernetes platforms and developer workflows by standardizing on Red Hat's native actions suite.
-#### Self-Hosted Runners
-
-  - **(2024)** [github.com: OpenShift GitHub Actions Runner 🌟](https://github.com/redhat-actions/openshift-actions-runners) [DOCKERFILE CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” Holds Red Hat's containerized self-hosted GitHub Actions runner configurations optimized for execution on OpenShift clusters. Offers secure scaling patterns that allow pipelines to process resource-intensive compilation and container builds natively within the cluster fabric.
 ### Continuous Delivery
 
-#### ChatOps (1)
-
-  - **(2022)** [Rultor](https://www.rultor.com) [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A unique ChatOps merge agent that handles branch integration and deployments entirely via comments inside GitHub issue trackers. Employs isolated Docker containers to guarantee repeatable, hermetic build environments during continuous delivery.
-  - **(2014)** [Rultor, a Merging Bot](https://www.yegor256.com/2014/07/24/rultor-automated-merging.html) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A philosophical and architectural essay framing the necessity of automated merging bots. Argues that manual merging introduces critical continuous integration vulnerabilities and details how systems like Rultor resolve this operational anti-pattern.
-#### GitLab (1)
-
-##### OpenShift Operator
-
-  - **(2021)** [containerjournal.com: GitLab Brings Kubernetes Operator to Red Hat OpenShift](https://cloudnativenow.com/features/gitlab-brings-kubernetes-operator-to-red-hat-openshift) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The GitLab Kubernetes Operator on Red Hat OpenShift automates the lifecycle management of self-hosted GitLab instances. By leveraging the Operator SDK, it provides native integration with OpenShift security contexts, automated upgrades, and scale-out capabilities for enterprise-grade GitOps engines.
 #### GitOps (1)
 
   - **(2025)** [Jenkins-X UpdateBOT](https://github.com/jenkins-x/updatebot) ⭐ 40  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A dynamic automation component within the Jenkins-X ecosystem. It monitors downstream project dependencies and automatically creates, updates, and merges pull requests across microservices' configuration and manifest repositories.
-### Continuous Deployment (1)
-
-#### Release Automation
-
-  - **(2024)** [semantic-release.gitbook.io 🌟](https://semantic-release.gitbook.io/semantic-release) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Official blueprints for semantic-release, a pipeline agent that completely automates versioning and package publishing. Analyzes commit messages matching conventional standards to calculate semver increments, avoiding manual human errors during rollout pipelines.
-  - **(2021)** [css-tricks.com: How to Automate Project Versioning and Releases with Continuous Deployment 🌟](https://css-tricks.com/how-to-automate-project-versioning-and-releases-with-continuous-deployment)  [COMMUNITY-TOOL] β€” An implementation guide for setting up automated semver-based deployments and releases. Focuses on integrating semantic-release utilities inside popular continuous integration environments to remove manual distribution workloads.
-### Continuous Integration
-
-#### Bitbucket Pipelines
-
-  - **(2019)** [Configure bitbucket-pipelines.yml to automatically merge feature branch to master?](https://community.atlassian.com/forums/Bitbucket-questions/configure-bitbucket-pipelines-yml-to-automatically-merge-feature/qaq-p/793222) [YAML CONTENT] 🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A community-focused guide outlining configuration recipes for automerging feature branches into staging or master using `bitbucket-pipelines.yml`. Uses shell scripts and pipeline runners to securely push merge commits back to the remote repository.
-#### GitHub Actions (1)
-
-##### Secrets Management
-
-  - **(2021)** [adamtheautomator.com: How to Manage GitHub Actions Environment Variables and Secrets](https://adamtheautomator.com/github-actions-environment-variables) [YAML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Walkthrough tracing steps to declare environment variables, configure repository variables, and securely reference encrypted secrets inside continuous workflow files.
-#### GitLab CI
-
-##### Education
-
-  - **(2022)** [freecodecamp.org: DevOps with GitLab CI Course 🌟](https://www.freecodecamp.org/news/devops-with-gitlab-ci-course) [YAML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive, beginner-to-intermediate course on DevOps workflows using GitLab CI. It covers essential pipeline architecture, multi-stage jobs, runner registration, variable management, and caching strategies for optimization.
-##### Introduction
-
-  - **(2021)** [community.ops.io: CI CD 101 with GitLab](https://community.ops.io/jatin/ci-cd-101-with-gitlab-4pol) [YAML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Introductory guide breaking down the foundational principles of continuous integration and continuous delivery (CI/CD) utilizing GitLab's native pipelines. Covers runner setup, pipeline configuration files (.gitlab-ci.yml), and stage execution flow.
-##### Kubernetes Deployments
-
-  - **(2021)** [vadosware.io: Level 1 Automated K8S Deployments With GitLab CI](https://vadosware.io/post/level-one-automated-k8s-deployments-with-gitlab-ci) [YAML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Practical walkthrough demonstrating Level 1 automation for Kubernetes deployments utilizing GitLab CI. This guide focuses on configuring repository variables, building containerized services, and executing direct deployments via kubectl or Helm charts without complex GitOps operators.
-#### Jenkins Plugins
-
-  - **(2026)** [**GitHub Branch Source Plugin:**](https://plugins.jenkins.io/github-branch-source) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The industry-standard Jenkins integration plugin for GitHub repos. It dynamically scans GitHub Organizations to construct multibranch pipelines, manages webhooks securely, and publishes build status reports to GitHub PRs. Highly recommended for robust Jenkins-centric hybrid cloud environments.
-  - **(2025)** [Jenkins Plugin: Bitbucket Push and Pull Request](https://plugins.jenkins.io/bitbucket-push-and-pull-request) [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A targeted Jenkins integration plugin that listens to Bitbucket push and pull request webhook payloads. Provides highly granular build-triggering controls based on specific branch patterns, reviewer states, and label assignments.
-  - **(2021)** [**Git Plugin**: Merge Extensions](https://plugins.jenkins.io/git) [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A specialized extension plugin for Jenkins Git integration that automates pre-build branch merging. This enables immediate testing of incoming pull request commits against target branch heads before running main pipelines. Essential for verifying integration compatibility before deployment.
-  - **(2020)** [GitHub Pull Request Builder Plugin](https://plugins.jenkins.io/ghprb) [JAVA CONTENT] 🌟🌟 [LEGACY] β€” A legacy Jenkins plugin designed to trigger builds based on GitHub Pull Request creation and updates. While widely deployed in historical systems, modern setups have largely replaced this tool with GitHub Branch Source or GitHub Actions for vastly superior security and performance.
-  - **(2019)** [PlasticSCM MergeBot Jenkins Plugin](https://plugins.jenkins.io/plasticscm-mergebot) [JAVA CONTENT] 🌟 [LEGACY] β€” A legacy Jenkins integration plugin designed to connect Plastic SCM's native MergeBot engine with continuous integration pipelines. It monitors merge requests and automates verification runs before checking changes back into the trunk.
-#### Test Automation
-
-##### GitLab CI (1)
-
-  - **(2022)** [testmo.com: GitLab CI/CD Test Automation Pipeline & Reporting](https://www.testmo.com/guides/gitlab-ci-test-automation) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Integration guide outlining how to embed automated test execution and real-time test execution reporting within GitLab CI/CD pipelines. This pattern ensures high-fidelity test telemetry and immediate failure alerts inside the merge request interface.
-### DevSecOps
-
-#### Supply Chain Security
-
-##### Go Security
-
-  - **(2021)** [github.blog: GitHub brings supply chain security features to the Go community](https://github.blog/security/supply-chain-security/github-supply-chain-security-features-go-community) [GO CONTENT]  [COMMUNITY-TOOL] β€” Details deployment of automated dependency parsing, vulnerability detection databases (GitHub Advisory Database), and automated security pull requests (Dependabot) directly targeting the Go package ecosystem.
-### Enterprise Platforms
-
-#### Azure DevOps
-
-  - **(2024)** [Azure DevOps Labs 🌟](https://azuredevopslabs.com)  [COMMUNITY-TOOL] β€” A extensive sandbox catalog presenting modular, self-paced technical tutorials for Azure DevOps. Teaches container builds, environment configuration matrices, and enterprise-grade security structures designed to support high-scale operations.
-  - **(2024)** [twitter.com/azuredevops](https://x.com/azuredevops)  [COMMUNITY-TOOL] β€” Official communication stream detailing updates and security patches for Azure DevOps platforms. Serves as a useful secondary source for tracking telemetry optimizations and service level agreements (SLAs) directly from engineering teams.
-  - **(2018)** [Microsoft Visual Studio Team Services (VSTS)](https://www.dotnetcurry.com/visualstudio/1322/what-is-visual-studio-team-system-vsts) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Details the architectural features of Microsoft's Visual Studio Team Services (VSTS) before its transition to Azure DevOps. Focuses on classical application lifecycle management (ALM) mechanisms and pipeline integration schemas.
-  - **(2018)** [Microsoft Visual Studio Team Services (VSTS) Tutorial: The Cloud ALM Platform](https://www.softwaretestinghelp.com/microsoft-vsts-tutorial-1)  [LEGACY] β€” A fundamental tutorial documenting task management and build execution models inside legacy VSTS configurations. Serves as a migration reference for enterprise architects aiming to port legacy environments to modern Azure DevOps structures.
-### GitOps (2)
-
-#### Kubernetes Management (1)
-
-##### Multi-Cluster
-
-  - **(2022)** [itnext.io: Managing multiple Kubernetes clusters using Git 🌟](https://itnext.io/managing-multiple-kubernetes-clusters-using-git-cd068bbd85ac) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This deep-dive explores multi-cluster Kubernetes fleet management using GitOps methodologies. It details Git-based declarative workflows using tools like ArgoCD or GitLab Agent for Kubernetes to maintain architectural parity across environment stages.
-#### Reliability-as-Code
-
-##### GitHub Actions (2)
-
-  - **(2021)** [github.blog: Extending GitOps to reliability-as-code with GitHub and StackPulse](https://github.blog/enterprise-software/devops/extending-gitops-to-reliability-as-code-with-github-and-stackpulse) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Analysis detailing how teams integrate StackPulse runbooks and GitHub Actions definitions to orchestrate continuous resilience, extending classic declarative GitOps practices to automated incident response.
-### Mobile CICD
-
-#### Flutter Automation
-
-  - **(2022)** [blog.gskinner.com: Flutter: Easily add CI testing with GitHub Actions](https://blog.gskinner.com/archives/2022/01/flutter-easily-add-ci-testing-with-github-actions.html)  [COMMUNITY-TOOL] β€” A technical implementation blueprint for integrating Flutter automated testing pipelines within GitHub Actions. Outlines configuration paradigms for environment caching, automated test suite execution, and artifact compilation. Significantly minimizes manual pre-flight validation overhead for cross-platform workflows.
-#### Platform Workflows
-
-  - **(2022)** [infoq.com: How GitHub Does DevOps for its iOS and Android Apps](https://www.infoq.com/news/2022/01/GitHub-devops-mobile-apps) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Analyses GitHub's internal orchestration patterns for native iOS and Android continuous integration pipelines. Highlights optimization patterns for automated builds, secure code signing, and binary release strategies utilizing native GitHub Actions runner farms. Relies on internal platform telemetry to structure high-performance mobile deployments.
 ### Version Control
 
-#### Desktop Git Clients
-
-  - **(2024)** [Atlassian Sourcetree](https://www.sourcetreeapp.com)  [COMMUNITY-TOOL] β€” An enterprise-grade visual desktop client for Git. Offers robust graphic representation of complex branch models, submodule states, and advanced rebasing processes. Designed to simplify interaction with non-standard commit histories.
-  - **(2024)** [gitkraken.com](https://www.gitkraken.com)  [COMMUNITY-TOOL] β€” A feature-rich desktop client focusing on graphical representation of interactive branch graphs. Highlights merge tools and deep integrations with cloud-native hosting providers, greatly simplifying complex repository actions for development teams.
-  - **(2022)** [gmaster](https://gmaster.io) [ADVANCED LEVEL]  [LEGACY] β€” A visualization client designed to resolve merge conflicts using code-structure maps rather than flat text comparisons. Provides refactoring-aware merges to streamline alignments, though widely considered a legacy specialized tool in modern workflows.
-#### Distributed Issue Tracking
-
-  - **(2024)** [==github.com/MichaelMure/git-bug==](https://github.com/git-bug/git-bug) ⭐ 9899  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An open-source, fully distributed bug tracking mechanism built directly on Git metadata. It embeds ticket management histories directly into the source control system itself, permitting offline bug tracking, decentralized issue resolution, and programmatic API access.
-#### Documentation
-
-  - **(2026)** [devdocs.io/git/](https://devdocs.io/git) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Comprehensive offline-capable search manual console aggregating Git command structures, config specifications, hooks details, and advanced parameters within a unified, high-performance UI.
-#### Git
-
-  - **(2026)** [Git](https://git-scm.com) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Central portal for Git version control, hosting official documentation, command-line references, binary releases, and the complete 'Pro Git' digital book addressing source control architectures.
-#### Git Operations
-
-  - **(2020)** [9 awesome git tricks](https://tychoish.com/post/9-awesome-git-tricks) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Technical review of nine advanced command configurations, parsing custom terminal log layouts, git cherry-pick tricks, and patch commits selection techniques to improve developer efficiency.
-  - **(2019)** [codeburst.io: Debug your code using git bisect](https://codeburst.io/debug-your-code-using-git-bisect-45db2983cc69) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Explains git bisect's binary search functionality. Walks through isolating historical commits responsible for introducing functional regressions and automating test script execution during debugging cycles.
-  - **(2016)** [opensource.com: How to restore older file versions in Git](https://opensource.com/life/16/7/how-restore-older-file-versions-git) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Focuses on file restoration mechanisms, demonstrating commands like git checkout, git restore, and git reset to recover historical files safely and manage state inconsistencies.
-#### Git Troubleshooting
-
-  - **(2026)** [Oh shit, git!](https://ohshitgit.com) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Practical developer's playbook providing escape instructions for common Git terminal errors. Explores reflog manipulation, commit re-writing, HEAD restoration, and detached branch recovery workflows.
-  - **(2021)** [github.blog: How to undo (almost) anything with Git](https://github.blog/open-source/git/how-to-undo-almost-anything-with-git) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Authoritative GitHub guide detailing tree restoration strategies. Employs git reflog, commit reverts, soft/hard resets, and stash management to repair repository configuration states.
-#### Git Tutorials
-
-  - **(2023)** [freecodecamp.org: Learn Git Fundamentals – A Handbook on Day-to-Day Development Tasks 🌟](https://www.freecodecamp.org/news/learn-git-basics) [NONE CONTENT]  [COMMUNITY-TOOL] β€” An in-depth learning handbook covering foundational mechanics of Git, explaining index systems, tree conflicts resolution, commit histories, remote repository synchronization, and merge operations.
-  - **(2020)** [dev.to: Git Explained - The Basics](https://dev.to/milu_franz/git-explained-the-basics-igc) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Introductory guide breaking down directory zones (working directory, staging area, git directory) and mapping baseline command flows for development environments onboarding.
-  - **(2016)** [tutorialzine.com: Learn git in 30 minutes 🌟](https://tutorialzine.com/2016/06/learn-git-in-30-minutes) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Rapid technical introduction designed to fast-track basic command utilization, teaching working tree concepts, git stage operations, staging file modifications, branch management, and remote repository handshakes.
-#### Git Workflows
-
-  - **(2022)** [How to Get More Out of Your Git Commit Message](https://www.datree.io/resources/git-commit-message) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Guidelines for writing clean, descriptive, and parseable commit messages. Supports conventional commits, automating software changelogs, semantic version numbering, and improving code review cycles.
-  - **(2021)** [3 Git Commands I Use Every Day](https://dev.to/gonedark/3-git-commands-i-use-every-day) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Examines daily developer command workflows, optimizing git stashing, quick rebases, and clean branch updates to reduce development cycles and streamline collaboration.
-  - **(2020)** [dev.to: Git Concepts I Wish I Knew Years Ago 🌟](https://dev.to/g_abud/advanced-git-reference-1o9j) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Examines the underlying architecture of Git, explaining blobs, commits, trees, and refs, helping developers troubleshoot merge conflicts with a conceptual understanding of data storage.
-#### Governance
-
-  - **(2020)** [opensource.com: 6 best practices for managing Git repos](https://opensource.com/article/20/7/git-repos-best-practices) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A corporate guide outlining governance practices for managing Git repositories. Advocates for micro-commits, atomic changes, automated static security scans, standardized branching models, and clean pull request lifecycles.
-#### Identity and Access Management
-
-  - **(2024)** [==Git Credential Manager Core==](https://github.com/git-ecosystem/git-credential-manager) ⭐ 8978  [C# CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Git Credential Manager is a secure, cross-platform helper that simplifies multi-factor authentication for hosts like GitHub, GitLab, and Azure DevOps. It securely stores credentials in platform-native keychains, abstracting token lifecycle management away from developers.
-  - **(2022)** [github.blog: Git Credential Manager: authentication for everyone](https://github.blog/security/application-security/git-credential-manager-authentication-for-everyone)  [COMMUNITY-TOOL] β€” Details structural security updates inside Git Credential Manager to address multi-factor authentication on GitHub and Azure DevOps. Explains background processes managing secure local keychain interactions to prevent token leakage.
-#### Kubernetes Deployments (1)
+#### Kubernetes Deployments
 
   - **(2021)** [itnext.io: Setup a Private Git-Repository in Kubernetes with Gitea](https://itnext.io/setup-a-private-git-repository-in-kubernetes-with-gitea-64f5ea1e5070) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A granular blueprint detailing the deployment of a private, production-grade Gitea platform inside a Kubernetes cluster. Outlines Helm configuration, storage class assignments, and ingress controls for secure Git over SSH workflows.
-#### Large File Archival
+## Security and Compliance
 
-  - **(2024)** [==git-lfs/git-lfs: Git Large File Storage==](https://github.com/git-lfs/git-lfs) ⭐ 14313  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An open-source Git extension that swaps massive media elements and build binaries for lightweight reference pointers. Reduces main repository bloat to improve checkout times in large-scale operations.
-#### Reference Lists
-
-  - **(2025)** [==Awesome Git 🌟==](https://github.com/dictcp/awesome-git) ⭐ 2886  [NONE CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An extensive curated listing of Git workflows, terminal extensions, custom hook libraries, UI clients, branching theories, and visual educational platforms for development teams.
-  - **(2018)** [codeburst.io: A Resource for all Things Git](https://codeburst.io/a-resource-for-all-things-git-b63d6626beca) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Synthesized index of Git education sheets, virtual playgrounds, interactive command simulators, and troubleshooting maps, serving as a master curriculum for development teams.
-#### Releases
-
-  - **(2020)** [github.blog: Highlights from Git 2.28](https://github.blog/open-source/git/highlights-from-git-2-28) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Review of the features introduced in Git 2.28, detailing the init.defaultBranch configuration options and internal hashing optimizations to support modern security workflows.
-#### Repository Synchronization
-
-  - **(2022)** [blog.kubesimplify.com: Moving code between GIT repositories with Copybara | Daniele Polencic](https://blog.kubesimplify.com/moving-code-between-git-repositories-with-copybara) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Evaluates Google's Copybara system for transferring and transforming code layouts between disparate Git repositories. Highly valuable for orchestrating multi-repo synchronization pipelines, especially when bridging public open-source forks with secure internal codebases.
-#### Scalable SCM Systems
-
-  - **(2022)** [sapling-scm.com](https://sapling-scm.com/docs/introduction) [C++ CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Sapling is Meta’s Git-compatible source control management system engineered specifically for massive monolithic repositories. Integrates client-side logic with deep server-side virtual file optimizations to provide rapid execution on filesystems with millions of files.
-#### Self-Hosted Git
-
-  - **(2024)** [Gitea](https://about.gitea.com) [GO CONTENT]  [COMMUNITY-TOOL] β€” A highly performant, lightweight self-hosted Git platform written in Go. Ideal for low-resource environments, local test clusters, or edge deployments where running complex server infrastructures like GitLab is impossible.
-## Developer Platform
-
-### Automation (1)
-
-#### Custom Actions
-
-  - **(2021)** [freecodecamp.org: How to Build Your First JavaScript GitHub Action](https://www.freecodecamp.org/news/build-your-first-javascript-github-action) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A programming tutorial detailing the creation of custom JavaScript actions. Explores parsing event contexts, using `@actions/core` APIs, handling input/output boundaries, and distributing modular components via the marketplace.
-#### Developer Productivity (1)
-
-  - **(2022)** [github.blog: 5 automations every developer should be running](https://github.blog/developer-skills/github/5-automations-every-developer-should-be-running) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Analyzes five vital day-to-day workflow automations. Emphasizes auto-tagging, stale issue processing, automatic assignee assignments, and card synchronization to maximize developer productivity and team collaboration.
-#### Git Manipulation
-
-  - **(2015)** [github.com/rakyll/fake-it-til-you-make-it](https://github.com/rakyll/fake-it-til-you-make-it) [SHELL CONTENT]  [LEGACY] β€” A shell-based contribution graphic simulation script. Evaluated as a legacy tool under Minimum Viable Quality metrics due to lack of active commits since 2015. Retained only to showcase historical Git metadata manipulation patterns.
-#### Stale Data Cleanup
-
-  - **(2018)** [github.com: Branch Cleanup Action 🌟](https://github.com/jessfraz/branch-cleanup-action) ⭐ 422  [GO CONTENT] 🌟🌟 [LEGACY] β€” An automated GitHub Action designed to delete merged branches. Classified as legacy under MVQ protocols due to years of inactivity, since native GitHub repositories now support automatic head branch deletion.
-### Collaboration Tools
-
-#### CICD Governance
-
-  - **(2021)** [dev.to/opensauced: How to Create a Good Pull Request Template (and Why You Should Add Gifs)](https://dev.to/opensauced/how-to-create-a-good-pull-request-template-and-why-you-should-add-gifs-4i0l) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” Provides blueprint strategies for designing high-yield pull request templates. Explains how structuring issue link references, visual UI regression context (like screenshots/GIFs), and self-review checklists enforces repository code standards.
-#### Open Source Workflows (1)
-
-  - **(2021)** [freecodecamp.org: How to Contribute to Open-Source Projects – Git & GitHub Workflow for Beginners](https://www.freecodecamp.org/news/git-and-github-workflow-for-open-source) [SHELL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A beginner-friendly guide covering public repository contribution workflows. Outlines repository forking, local branching conventions, committing revisions, maintaining upstream parity, and launching peer reviews.
-  - **(2021)** [dev.to: Make your first contribution to a GitHub Action!](https://dev.to/github/how-to-edit-a-github-action-3j14) [NONE CONTENT]  [COMMUNITY-TOOL] β€” An introductory guide for contributing to open-source actions. Teaches developers how to read action manifests, run automated unit tests locally, and submit pull requests to public community tools.
-#### Repository Management
-
-  - **(2021)** [github.blog: Lists are now available as a public beta](https://github.blog/changelog/2021-12-09-lists-are-now-available-as-a-public-beta) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Announcement detailing the release of GitHub Lists in public beta. Offers developers a structural interface to catalog, curate, and filter starred repositories into personalized collections, improving organization-level resource tracking and discovery capabilities.
-#### Static Sites
-
-  - **(2021)** [==github.com/giscus/giscus==](https://github.com/giscus/giscus) ⭐ 11784  [TYPESCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A database-free comment widget powered natively by GitHub Discussions. Explores how mapping comments directly into static markdown contexts eliminates expensive self-hosted database servers and prevents tracking risks on modern JAMstack websites.
-### Configuration Management
-
-#### Organization Defaults
-
-  - **(2021)** [freecodecamp.org: How to Use the .github Repository](https://www.freecodecamp.org/news/how-to-use-the-dot-github-repository) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An implementation guide for the special `.github` repository, standardizing organization-wide default assets. Demonstrates how hosting issue templates, pull request layouts, and code ownership rules globally simplifies governance across hundreds of decentralized sub-repositories.
-#### Project Scaffolding (1)
-
-  - **(2023)** [freecodecamp.org: How to Build a GitHub Template Repository for Scaffolding with React, Vite, and TailwindCSS](https://www.freecodecamp.org/news/create-a-github-template-repository-with-react-vite-and-tailwindcss) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Documents the construction of standardized scaffolding templates. Guides users on configuring a GitHub template repository utilizing React, Vite, and TailwindCSS to establish zero-friction, repeatable starting environments for front-end engineers.
-### Infrastructure
-
-#### Network Security
-
-  - **(2021)** [docs.github.com: Using SSH over the HTTPS port 🌟](https://docs.github.com/en/authentication/troubleshooting-ssh/using-ssh-over-the-https-port) [SHELL CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official reference troubleshooting protocol explaining SSH transport over HTTPS port 443. Synthesizes custom configuration profiles to bypass restrictive firewalls and proxy devices that block standard port 22 traffic.
-### Version Control (1)
-
-#### Git Workflows (1)
-
-  - **(2022)** [freecodecamp.org: How to Fork a GitHub Repository – A Complete Workflow](https://www.freecodecamp.org/news/how-to-fork-a-github-repository) [SHELL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A full-scale workflow study of Git's forking model. Outlines how to set up upstream tracking references, execute rebase tasks, and coordinate complex code integrations to prevent synchronization drift on highly distributed projects.
-  - **(2022)** [freecodecamp.org: How to Create and Sync Git and GitHub Repositories](https://www.freecodecamp.org/news/create-and-sync-git-and-github-repositories) [SHELL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A step-by-step tutorial on local Git repository creation and remote GitHub synchronization. Highlights configuration mechanics, SSH public key handshakes, remote origin linking, and secure upstream pushing procedures.
-#### Merge Strategies
-
-  - **(2022)** [tylercipriani.com: GitHub's Missing Merge Option](https://tylercipriani.com/blog/2022/09/30/githubs-missing-merge-option) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” Evaluates the implications of GitHub's default merge strategies. Analyzes the absence of explicit fast-forward-avoiding rebase options, offering alternative terminal solutions to ensure complete history preservation across complex release branches.
-## Developer Platforms
-
-### API Design
-
-#### GitHub API
-
-##### OpenAPI Spec
-
-  - **(2020)** [Introducing GitHub’s OpenAPI Description](https://github.blog/news-insights/product-news/introducing-githubs-openapi-description) [JSON CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Announcement detailing the generation and open-sourcing of comprehensive OpenAPI (Swagger) specifications for GitHub's REST API, enabling automated SDK generation and typed API integration.
-  - **(2020)** [GitHub's OpenAPI Spec Open-Sourced in Beta](https://www.infoq.com/news/2020/08/GitHub-open-api-spec) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Industry report analyzing the initial beta release of GitHub's OpenAPI specification, detailing how standard compliance lowers friction for automated security audits and API interactions.
-##### Python Clients
-
-  - **(2020)** [github.blog: Learn about ghapi, a new third-party Python client for the GitHub API](https://github.blog/developer-skills/programming-languages-and-frameworks/learn-about-ghapi-a-new-third-party-python-client-for-the-github-api) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Developer profile of ghapi, an open-source, lightweight Python client targeting the GitHub REST API. Dynamically updates with GitHub's OpenAPI specs to guarantee parity.
-### CLI Utilities
-
-#### GitHub CLI
-
-##### Extensions
-
-  - **(2021)** [github.blog: GitHub CLI 2.0 includes extensions!](https://github.blog/news-insights/product-news/github-cli-2-0-includes-extensions) [GO CONTENT]  [COMMUNITY-TOOL] β€” Product release overview for GitHub CLI v2.0, describing the integration of customizable extension engines. Empowers DevOps platform teams to author, deploy, and execute bespoke commands natively via gh.
-  - **(2020)** [GitHub CLI](https://cli.github.com) [GO CONTENT]  [COMMUNITY-TOOL] β€” Official command-line utility (gh) designed to orchestrate GitHub platform resources directly from local terminal shells. Enables developers to query, create, and manage PRs, repository assets, workflows, and issue trackers.
-#### hub CLI
-
-##### Legacy Tools
-
-  - **(2021)** [==github/hub 🌟==](https://github.com/mislav/hub) ⭐ 22954  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” Curator Insight highlights 'hub' as the classic command-line utility wrapping Git to simplify GitHub-specific tasks. Live Grounding verifies that the repository is officially archived by GitHub in favor of the newer 'gh' CLI.
-### Cloud Workstations
-
-#### GitHub Codespaces
-
-##### Performance
-
-  - **(2022)** [infoq.com: GitHub Codespaces Can Now Be Templated to Improve Performance](https://www.infoq.com/news/2022/02/github-codespaces-templates) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Highly detailed architectural update explaining the utilization of pre-built templates inside GitHub Codespaces. By pre-building workspace snapshots, teams bypass complex dependencies and image extraction phases during startup.
-#### GitHub dev
-
-  - **(2021)** [dev.to: 10 Fun Things You Can Do With GitHub.dev 😎](https://dev.to/lostintangent/10-awesome-things-you-can-do-with-github-dev-5fm7) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Hands-on exploration outlining the capabilities of using github.dev, a quick browser-based VS Code environment loaded instantly by hitting the '.' key on any repository interface.
-### Documentation (1)
-
-#### GitHub Docs Architecture
-
-  - **(2020)** [github.blog: How we launched docs.github.com](https://github.blog/engineering/how-we-launched-docs-github-com) [JAVASCRIPT CONTENT] [ADVANCED LEVEL]  [CASE STUDY] [COMMUNITY-TOOL] β€” Deep technical architectural overview tracing the migration of GitHub's official documentation pipeline to a modernized, dynamic platform built atop Node.js, Markdown pipelines, and rapid CDN delivery.
-### Education (1)
-
-#### GitHub Education
-
-  - **(2026)** [**education.github.com**](https://github.com/education) [NONE CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Comprehensive educational portal serving industry-grade developer setups, cloud environments, and pipeline environments directly to students, teachers, and university networks.
-### Frontend Integrations
-
-#### GitHub Buttons
-
-  - **(2021)** [buttons.github.io: GitHub Buttons](https://buttons.github.io) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Simple frontend utility generator that provides clean, interactive, and customizable social buttons (such as Follow, Star, Fork) to integrate easily within product documentation, blogs, or landing pages.
-### Git Repositories
-
-#### GitHub
-
-##### Advanced Diffing
-
-  - **(2020)** [Things you didn't know you could diff in GitHub](https://sebastiandedeyne.com/things-you-didnt-know-you-could-diff-in-github) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Highlights advanced, non-standard visual comparisons and diff features natively supported inside the GitHub UI, including rich text layouts, image assets, and 3D rendering formats.
-##### Code Review
-
-  - **(2021)** [github.blog: Improved pull request file filtering](https://github.blog/changelog/2021-09-27-improved-pull-request-file-filtering) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Technical overview outlining GitHub's optimized UI-based code review filtering tools. Developers can filter file trees by file extension, ownership patterns, or deployment paths to accelerate review speed.
-  - **(2021)** [infoworld.com: GitHub introduces code review controls 🌟](https://www.infoworld.com/article/2270808/github-introduces-code-review-controls.html) [NONE CONTENT]  [COMMUNITY-TOOL] β€” News analysis highlighting automated policy settings that enable team managers to establish strict PR review parameters, bypass permissions, and automate reviewer assignments.
-##### Education (2)
-
-  - **(2022)** [freecodecamp.org: Git and GitHub Tutorial – Version Control for Beginners 🌟](https://www.freecodecamp.org/news/git-and-github-for-beginners) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Massive foundational reference course targeting Git and GitHub mechanics. Covers localized staging workflows, remote push commands, tracking changes, and conflict resolution basics.
-##### Guides Collection
-
-  - **(2021)** [dev.to: Git and GitHub Series' Articles - The Complete Guides 🌟](https://dev.to/ifierygod/series/14420) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Multi-chapter learning pathway aggregating sequential guides on local Git installation, remote repository management, team collaboration patterns, CI integrations, and security controls.
-##### Introduction (1)
-
-  - **(2021)** [dev.to: Git and GitHub for beginners](https://dev.to/ericawanja/git-and-github-for-beginners-33a0) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Introduces basic conceptual terms like local vs. remote, stage vs. commit, and explains pull requests visually to facilitate onboarding for junior software engineers.
-  - **(2021)** [dev.to: Introduction to Git and GitHub](https://dev.to/estherwanjiru/introduction-to-git-and-github-25ei) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Direct guide for engineers starting with version control, covering essential commands, setting up SSH auth tokens, and navigating remote interfaces.
-##### Merging Strategies
-
-  - **(2021)** [dev.to: Git and GitHub: The Complete Guides - Chapter 6: GitHub Merging](https://dev.to/ifierygod/git-and-github-the-complete-guides-chapter-6-2c74) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Comprehensive walkthrough analyzing various Git merge models supported natively inside GitHub, tracing structural differences between classic merge commits, squashing, and rebasing.
-##### Team Collaboration
-
-  - **(2021)** [dev.to: Learn how to use Git and GitHub in a team like a pro](https://dev.to/colocodes/learn-how-to-use-git-and-github-in-a-team-like-a-pro-2dk7) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Focuses on best-practice development operations inside multi-person engineering branches. Describes clean feature-branching architectures, tracking issues, and utilizing labels during production cycles.
-#### Repository Settings
-
-  - **(2020)** [github.blog: Set the default branch for newly-created repositories](https://github.blog/changelog/2020-08-26-set-the-default-branch-for-newly-created-repositories) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Official announcement introducing user and organization-level customizable default branch names (moving from 'master' to 'main' configurations) for automated project setups.
-### Infrastructure Architecture (1)
-
-#### Continuous Delivery (1)
-
-##### GitHub Deployment
-
-  - **(2021)** [github.blog: Improving how we deploy GitHub](https://github.blog/enterprise-software/devops/improving-how-we-deploy-github) [NONE CONTENT] [ADVANCED LEVEL]  [CASE STUDY] [COMMUNITY-TOOL] β€” Structural breakdown detailing internal architectural strategies utilized by GitHub engineers to deploy the global, high-availability web platform safely and with minimized downtime profiles.
-##### Reliability
-
-  - **(2021)** [github.blog: Deployment reliability at GitHub](https://github.blog/developer-skills/github/deployment-reliability-at-github) [NONE CONTENT] [ADVANCED LEVEL]  [CASE STUDY] [COMMUNITY-TOOL] β€” Architectural dive into safe release pipelines, progressive deployment rings, canary testing environments, and automated rollback triggers developed to maintain GitHub’s enterprise-level reliability.
-### Infrastructure Status
-
-#### GitHub Operations
-
-##### Uptime Metrics
-
-  - **(2026)** [githubstatus.com/uptime 🌟](https://www.githubstatus.com/uptime) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Public availability dashboard tracing historic up-times and localized service degradations across GitHub's critical operations including Git operations, GitHub Actions, and Packages.
-  - **(2026)** [githubstatus.com 🌟](https://www.githubstatus.com) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Real-time operational status and service availability metrics portal for GitHub's ecosystem. Vital for platform engineers and SRE teams to identify global outages or API service degradations impacting CI/CD runners.
-### Innersource
-
-#### Collaboration
-
-##### Discoverability
-
-  - **(2021)** [github.blog: Solving the innersource discovery problem - Discoverability](https://github.blog/enterprise-software/devops/solving-the-innersource-discovery-problem) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Insights into mitigating duplicate development projects inside massive enterprises by adopting innersource frameworks. Leverages GitHub tags, topics, and custom platform discoverability catalogs.
-### Platform Migration
-
-#### BitBucket to GitHub
-
-  - **(2021)** [returngis.net: Migrar un repositorio de un BitBucket Server local a GitHub](https://www.returngis.net/2021/11/migrar-un-repositorio-de-un-bitbucket-server-local-a-github) [SHELL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Step-by-step practical migration blueprint describing git clone command loops, mirroring repository history, and exporting branch policies from local BitBucket instances to GitHub Cloud.
-### Platform Security
-
-#### Authentication
-
-##### Git Operations (1)
-
-  - **(2020)** [Token authentication requirements for API and Git operations](https://github.blog/news-insights/company-news/token-authentication-requirements-for-api-and-git-operations) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Technical mandate detailing the deprecation of basic password auth for authenticated Git operations and REST API calls. Codifies the migration to Personal Access Tokens (PATs) and hardware keys.
-  - **(2020)** [theregister.com: Passwords begone: GitHub will ban them next year for authenticating Git operations](https://www.theregister.com/security/2020/12/17/passwords-begone-github-will-ban-them-next-year-for-authenticating-git-operations/958514) [NONE CONTENT]  [COMMUNITY-TOOL] β€” News analysis detailing the elimination of basic user password authentication for Git read/write commands, mandating programmatic tokens or SSH configurations for robust access control.
-##### SSH Security
-
-  - **(2021)** [github.blog: Security keys are now supported for SSH Git operations 🌟](https://github.blog/engineering/security-keys-supported-ssh-git-operations) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Technical overview outlining GitHub's support for hardware-based FIDO2 security keys during SSH operations. Empowers enterprise security teams to enforce cryptographically secure local developer validations.
-  - **(2021)** [dev.to: How to never type passwords when using Git](https://dev.to/github/how-to-never-type-passwords-when-using-git-18bb) [SHELL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Practical guide highlighting configuration steps for credentials caching, SSH key configuration, and GPG setup to bypass basic user login constraints securely during recurring Git actions.
-### Product Strategy
-
-#### GitHub Roadmap
-
-  - **(2026)** [==GitHub public roadmap 🌟==](https://github.com/github/roadmap) ⭐ 8766  [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Open-source repository compiling features and timelines across the GitHub product spectrum. Enables platform architects to plan internal upgrades matching upcoming core features.
-## Developer Productivity (2)
-
-### CICD
-
-#### GitHub Actions (3)
-
-  - **(2025)** [==github.blog: Continuous Delivery with GitHub Actions==](https://github.blog/enterprise-software/ci-cd/continuous-delivery-github-actions-best-practices) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Enterprise patterns and best practices for continuous delivery (CD) using GitHub Actions.
-Highlights secure credential management, least privilege, runner isolation, environment checks, and GITHUB_TOKEN configurations.
-### IDEs
-
-#### GitHub Copilot
-
-  - **(2025)** [==githubnext.com: GitHub Copilot Workspace==](https://githubnext.com/projects/copilot-workspace) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An agentic development environment by GitHub Next designed to orchestrate software changes using autonomous developer agents.
-Assists developers from specification to implementation, verification, and code generation across complex repositories.
-  - **(2025)** [==learn.microsoft.com: Use Agent Mode in GitHub Copilot==](https://learn.microsoft.com/en-us/visualstudio/ide/copilot-agent-mode) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Official documentation for the Agent Mode inside GitHub Copilot.
-Guides developers on configuring autonomous multi-file refactoring, debugging, and advanced prompt engineering patterns.
-## Engineering Education
-
-### Developer Platform (1)
-
-#### Git Workflows (2)
-
-  - **(2021)** [youtube: GitHub Masterclass (Spanish) 🌟](https://www.youtube.com/playlist?list=PL0pgb_7nDofA1hJpkpPf4qHQTYZbPVT5M) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” A video course in Spanish explaining Git and GitHub mechanics. Covers foundational commit management, remote synchronization, branch isolation, push/pull requests, and basic repository management.
-### Software Engineering
-
-#### AI and Research Ops
-
-  - **(2023)** [github.com/Lightning-AI/engineering-class: Lightning Bits: Engineering' for Researchers 🌟](https://github.com/Lightning-AI/engineering-class) ⭐ 134  [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” An educational repository addressing the gap between raw AI/ML research scripts and production-grade deployments. Synthesizes software hygiene patterns, testing foundations, Docker containerization, and clean architectural paradigms for machine learning practitioners.
-## Infrastructure (1)
-
-### Cloud Providers
-
-#### AWS
-
-##### GitLab Runner
-
-  - **(2021)** [Deploy and Manage Gitlab Runners on Amazon EC2](https://aws.amazon.com/blogs/devops/deploy-and-manage-gitlab-runners-on-amazon-ec2) [SHELL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” This AWS DevOps guide outlines the deployment, scaling, and operational management of self-hosted GitLab Runners on Amazon EC2 instances. It covers autoscaling configurations via AWS Auto Scaling Groups and secure execution boundaries using AWS IAM instance profiles.
-### Code Search
-
-#### Elasticsearch Alternatives
-
-  - **(2021)** [github.blog: Improving GitHub code search](https://github.blog/engineering/improving-github-code-search) [RUST CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Detailed technical architectural breakdown of GitHub's migration to 'Blackbird', a custom-built, high-performance search engine implemented in Rust. Synthesizes how the engineering team replaced standard Elasticsearch clusters to catalog over 15 billion lines of code, minimizing indexing lag and returning complex regular expression queries within milliseconds across multi-tenant shards.
-## Kubernetes Tools
-
-### General Reference
-
-  - [fourtheorem.com: How to end Microservice pain and embrace the Monorepo](https://fourtheorem.com/monorepo)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering fourtheorem.com in the Kubernetes Tools ecosystem.
-  - [Auto-merge between release branches](https://about.gitlab.com/gitlab-org/gitlab/-/issues/2785)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering about.gitlab.com in the Kubernetes Tools ecosystem.
-  - [Provide merge bot functionality](https://about.gitlab.com/gitlab-org/gitlab/-/issues/14595)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering about.gitlab.com in the Kubernetes Tools ecosystem.
-  - [dzone.com: refcard - getting started with git](https://dzone.com/refcardz/getting-started-git)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: refcard - getting started with git in the Kubernetes Tools ecosystem.
-  - [CloudBees Releases Another Industry First: Feature Flagging for On-Premise' Use 🌟](https://www.previous.cloudbees.com/press/cloudbees-releases-another-industry-first-feature-flagging-premise-use)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering CloudBees Releases Another Industry First: Feature Flagging for On-Premise' Use 🌟 in the Kubernetes Tools ecosystem.
-  - [Wikipedia: Git](https://en.wikipedia.org/wiki/Git)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia: Git in the Kubernetes Tools ecosystem.
-  - [dzone.com: Top 20 git commands with examples 🌟](https://dzone.com/articles/top-20-git-commands-with-examples)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: Top 20 git commands with examples 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: 7 Best Courses to Master Git and Github for Programmers](https://medium.com/javarevisited/7-best-courses-to-master-git-and-github-for-programmers-d671859a68b2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: 7 Best Courses to Master Git and Github for Programmers in the Kubernetes Tools ecosystem.
-  - [medium: Top 7 Cloud Source Code Management Tools Features and Pricing Plans](https://medium.com/@atif.ramzan89/top-7-cloud-source-code-management-tools-features-and-pricing-plans-105f4eb88a3a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Top 7 Cloud Source Code Management Tools Features and Pricing Plans in the Kubernetes Tools ecosystem.
-  - [Things You Want to Do in Git and How to Do Them](https://stu2b50.dev/posts/things-you-wante9665)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Things You Want to Do in Git and How to Do Them in the Kubernetes Tools ecosystem.
-  - [blog.balasundar.com: Automate Git Operations Using Python](https://blog.balasundar.com/automate-git-operations-using-python)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.balasundar.com: Automate Git Operations Using Python in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: 5 Git Commands to Know Before Your First Tech' Job or Internship](https://levelup.gitconnected.com/5-git-commands-to-know-before-your-first-tech-job-or-internship-1b5856313338)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: 5 Git Commands to Know Before Your First Tech' Job or Internship in the Kubernetes Tools ecosystem.
-  - [blog.greenroots.info: How NOT to use Git in Practice. Ten Git usages, you' should know to avoid](https://blog.greenroots.info/how-not-to-use-git-in-practice-ten-git-usages-you-should-know-to-avoid)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.greenroots.info: How NOT to use Git in Practice. Ten Git usages, you' should know to avoid in the Kubernetes Tools ecosystem.
-  - [blog.annamcdougall.com: Git Workflow Tutorial: Start Using Git TODAY with' Basic Git Commands](https://blog.annamcdougall.com/git-workflow-tutorial-start-using-git-today-with-basic-git-commands-ckdc1nvfs02zp66s1d4zydz47)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.annamcdougall.com: Git Workflow Tutorial: Start Using Git TODAY with' Basic Git Commands in the Kubernetes Tools ecosystem.
-  - [netflixtechblog.medium.com: Improving Pull Request Confidence for the Netflix' TV App](https://netflixtechblog.medium.com/improving-pull-request-confidence-for-the-netflix-tv-app-b85edb05eb65)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering netflixtechblog.medium.com: Improving Pull Request Confidence for the Netflix' TV App in the Kubernetes Tools ecosystem.
-  - [cloudsavvyit.com: How to Use Git Hooks For Commit Automation 🌟](https://www.cloudsavvyit.com/14036/how-to-use-git-hooks-for-commit-automation)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: How to Use Git Hooks For Commit Automation 🌟 in the Kubernetes Tools ecosystem.
-  - [cloudsavvyit.com: Should You Use HTTPS or SSH For Git? 🌟](https://www.cloudsavvyit.com/14822/should-you-use-https-or-ssh-for-git)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==cloudsavvyit.com: Should You Use HTTPS or SSH For Git?== 🌟 in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: Top 30 Git Commands You Should Know To Master' Git CLI](https://levelup.gitconnected.com/top-30-git-commands-you-should-know-to-master-git-cli-f04e041779bc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Top 30 Git Commands You Should Know To Master' Git CLI in the Kubernetes Tools ecosystem.
-  - [medium: Forking GitHub Repository with Git and VIM | Swain Dennis](https://medium.com/@swain.dennis1/forking-github-repository-with-git-and-vim-54288dff3801)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Forking GitHub Repository with Git and VIM | Swain Dennis in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: How to Filter the Git Logs](https://betterprogramming.pub/how-to-filter-the-git-logs-2dcebf3d12)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: How to Filter the Git Logs in the Kubernetes Tools ecosystem.
-  - [devconnected.com: How To Delete File on Git](https://devconnected.com/how-to-delete-file-on-git)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devconnected.com: How To Delete File on Git in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: 2 Use Cases of Python Pre-commit Hooks to Tidy Up' Your Git Repositories](https://betterprogramming.pub/2-use-cases-of-python-pre-commit-hooks-to-tidy-up-your-git-repositories-8d86c9c4f06b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: 2 Use Cases of Python Pre-commit Hooks to Tidy Up' Your Git Repositories in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Recovering From Common Git Errors](https://betterprogramming.pub/recovering-from-common-git-errors-eccda7ec6180)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==betterprogramming.pub: Recovering From Common Git Errors== in the Kubernetes Tools ecosystem.
-  - [medium.com/@ladoui.bilal: 10 Git commands every DevOps should know 🌟](https://medium.com/@ladoui.bilal/10-git-commands-should-every-devops-should-know-6ae07f5e1989)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@ladoui.bilal: 10 Git commands every DevOps should know== 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/@datosh18: Gitsign in remote environments](https://medium.com/@datosh18/gitsign-in-remote-environments-6f40f47d289f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@datosh18: Gitsign in remote environments in the Kubernetes Tools ecosystem.
-  - [medium.com/qe-unit: How Google Does Monorepo (Revisited)](https://medium.com/qe-unit/how-google-does-monorepo-revisited-8c793be20344)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/qe-unit: How Google Does Monorepo (Revisited) in the Kubernetes Tools ecosystem.
-  - [cloud-and-devops.hashnode.dev: Git 007 : Learn Advanced GIT topics like' a Pro](https://cloud-and-devops.hashnode.dev/git-007-learn-advanced-git-topics-like-a-pro)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloud-and-devops.hashnode.dev: Git 007 : Learn Advanced GIT topics like' a Pro in the Kubernetes Tools ecosystem.
-  - [learn.gitkraken.com/courses/git-foundations: Foundations of Git - Certification' Course | Enroll for free](https://learn.gitkraken.com/courses/git-foundations)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==learn.gitkraken.com/courses/git-foundations: Foundations of Git - Certification' Course | Enroll for free== in the Kubernetes Tools ecosystem.
-  - [medium.com/featurepreneur: Don’t trash your changes but stash β€˜em!](https://medium.com/featurepreneur/dont-trash-your-changes-but-stash-em-2091a191f7db)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/featurepreneur: Don’t trash your changes but stash β€˜em! in the Kubernetes Tools ecosystem.
-  - [cloudsavvyit.com: How to Delete Git Branches on Local and Remote Repositories](https://www.cloudsavvyit.com/14289/how-to-delete-git-branches-on-local-and-remote-repositories)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: How to Delete Git Branches on Local and Remote Repositories in the Kubernetes Tools ecosystem.
-  - [cloudsavvyit.com: How to Move Changes to Another Branch in Git](https://www.cloudsavvyit.com/14710/how-to-move-changes-to-another-branch-in-git)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: How to Move Changes to Another Branch in Git in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Leave Aside Git Checkout. Consider Git Switch for' a Change](https://betterprogramming.pub/leave-aside-git-checkout-consider-git-switch-for-a-change-7849df8714b0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Leave Aside Git Checkout. Consider Git Switch for' a Change in the Kubernetes Tools ecosystem.
-  - [blog.devops.dev: Stop messing up with Git. Follow this simple and effective' strategy to maintain Git branches](https://blog.devops.dev/stop-messing-up-with-git-follow-this-simple-and-effective-strategy-to-maintain-git-branches-cc378468cde6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: Stop messing up with Git. Follow this simple and effective' strategy to maintain Git branches in the Kubernetes Tools ecosystem.
-  - [medium.com/@selvamraju007: GIT Branching Strategies](https://medium.com/@selvamraju007/git-branching-strategies-a6eafe4541ae)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@selvamraju007: GIT Branching Strategies in the Kubernetes Tools ecosystem.
-  - [medium.com/@amid.ukr: Agile Git branching strategies in 2023](https://medium.com/@amid.ukr/agile-git-branching-strategies-in-2023-caeead79ddd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@amid.ukr: Agile Git branching strategies in 2023 in the Kubernetes Tools ecosystem.
-  - [blog.mimacom.com: The Git Commands You Wish You Always Had](https://blog.mimacom.com/git-aliases-you-wished-you-had)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.mimacom.com: The Git Commands You Wish You Always Had in the Kubernetes Tools ecosystem.
-  - [sitepoint.com: Understanding and Working with Submodules in Git](https://www.sitepoint.com/git-submodules-introduction)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering sitepoint.com: Understanding and Working with Submodules in Git in the Kubernetes Tools ecosystem.
-  - [medium: The Pros and Cons of Monorepos, Explained](https://betterprogramming.pub/the-pros-and-cons-monorepos-explained-f86c998392e1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: The Pros and Cons of Monorepos, Explained in the Kubernetes Tools ecosystem.
-  - [Dzone refcard: Git Patterns and Anti-Patterns](https://dzone.com/refcardz/git-patterns-and-anti-patterns)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone refcard: Git Patterns and Anti-Patterns in the Kubernetes Tools ecosystem.
-  - [medium: Which Git branching model should I select for my project?](https://medium.com/aventude/which-git-branching-model-should-i-select-73aafc503b5f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Which Git branching model should I select for my project? in the Kubernetes Tools ecosystem.
-  - [GitLab Flow](https://docs.gitlab.com/ee/topics/gitlab_flow.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering GitLab Flow in the Kubernetes Tools ecosystem.
-  - [The Origins of Trunk Based Development](https://dzone.com/articles/origins-trunk-based)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering The Origins of Trunk Based Development in the Kubernetes Tools ecosystem.
-  - [quora.com: What is trunk based development?](https://www.quora.com/What-is-trunk-based-development)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering quora.com: What is trunk based development? in the Kubernetes Tools ecosystem.
-  - [medium.com: Gitflow β€” Branch Guide](https://medium.com/@rafavinnce/gitflow-branch-guide-8a523360c053)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Gitflow β€” Branch Guide in the Kubernetes Tools ecosystem.
-  - [medium.com: Git Flow for Beginners](https://medium.com/@thibault60000/git-flow-for-beginners-d7a152b2c1f9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Git Flow for Beginners in the Kubernetes Tools ecosystem.
-  - [medium.com: What is GitFlow?](https://medium.com/@okandavut/what-is-gitflow-c0be7a659992)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: What is GitFlow? in the Kubernetes Tools ecosystem.
-  - [toptal.com: Trunk-based Development vs. Git Flow](https://www.toptal.com/software/trunk-based-development-git-flow)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering toptal.com: Trunk-based Development vs. Git Flow in the Kubernetes Tools ecosystem.
-  - [medium: GitFlow VS Trunk-Based-Development](https://medium.com/@vafrcor2009/gitflow-vs-trunk-based-development-3beff578030b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: GitFlow VS Trunk-Based-Development in the Kubernetes Tools ecosystem.
-  - [Dzone: Why I Prefer Trunk-Based Development Over Feature Branching and GitFlow' 🌟](https://dzone.com/articles/why-i-prefer-trunk-based-development-over-feature)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Why I Prefer Trunk-Based Development Over Feature Branching and GitFlow' 🌟 in the Kubernetes Tools ecosystem.
-  - [cioperu.pe: 5 formas de impulsar la utilizaciΓ³n de feature flags](https://cioperu.pe/articulo/30477/devops-5-formas-de-impulsar-la-utilizacion-de-feature-flags)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cioperu.pe: 5 formas de impulsar la utilizaciΓ³n de feature flags in the Kubernetes Tools ecosystem.
-  - [Dzone: using gitlab API to create projects](https://dzone.com/articles/using-gitlab-rest-api-to-create-projects)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: using gitlab API to create projects in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: Automating Integration and Deployment to Remote' Server](https://levelup.gitconnected.com/automating-integration-and-deployment-to-remote-server-63a2b6576ebf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Automating Integration and Deployment to Remote' Server in the Kubernetes Tools ecosystem.
-  - [redpill-solutions.medium.com: Deploying to Kubernetes with GitLab](https://redpill-solutions.medium.com/deploying-to-kubernetes-with-gitlab-28c2f1a42e57)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==redpill-solutions.medium.com: Deploying to Kubernetes with GitLab== in the Kubernetes Tools ecosystem.
-  - [venturebeat.com: GitLab acquires open source observability distribution' Opstrace](https://venturebeat.com/2021/12/14/gitlab-acquires-open-source-observability-distribution-opstrace)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==venturebeat.com: GitLab acquires open source observability distribution' Opstrace== in the Kubernetes Tools ecosystem.
-  - [renjithvr11.medium.com: Running GitLab Runners on Kubernetes](https://renjithvr11.medium.com/running-gitlab-runners-on-kubernetes-8e7fc9bf75ce)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering renjithvr11.medium.com: Running GitLab Runners on Kubernetes in the Kubernetes Tools ecosystem.
-  - [GitLab Collective](https://stackoverflow.com/collectives/gitlab)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering GitLab Collective in the Kubernetes Tools ecosystem.
-  - [GitHub Chaos Actions in Your CI/CD workflow](https://blog.mayadata.io/github-chaos-actions-in-your-ci/cd-workflow-part-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering GitHub Chaos Actions in Your CI/CD workflow in the Kubernetes Tools ecosystem.
-  - [cloudsavvyit.com: How To Properly Fork a Github Repository](https://www.cloudsavvyit.com/14640/how-to-properly-fork-a-github-repository)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: How To Properly Fork a Github Repository in the Kubernetes Tools ecosystem.
-  - [alsmola.medium.com: Securing GitHub organizations](https://alsmola.medium.com/securing-github-organizations-9c33c850638)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering alsmola.medium.com: Securing GitHub organizations in the Kubernetes Tools ecosystem.
-  - [cloudsavvyit.com: How to Use Github Actions to Automate Your Repository' Builds](https://www.cloudsavvyit.com/15207/how-to-use-github-actions-to-automate-your-repository-builds)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: How to Use Github Actions to Automate Your Repository' Builds in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: GitHub may replace DockerHub](https://levelup.gitconnected.com/github-may-replace-dockerhub-a5da5e547f01)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==levelup.gitconnected.com: GitHub may replace DockerHub== in the Kubernetes Tools ecosystem.
-  - [alemsbaja.hashnode.dev: Git and GitHub Demystified : A Comprehensive Guide' for Version Control System](https://alemsbaja.hashnode.dev/git-and-github-demystified-a-comprehensive-guide-for-version-control-system)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering alemsbaja.hashnode.dev: Git and GitHub Demystified : A Comprehensive Guide' for Version Control System in the Kubernetes Tools ecosystem.
-  - [lab.github.com 🌟](https://lab.github.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==lab.github.com== 🌟 in the Kubernetes Tools ecosystem.
-  - [docker.com: Docker Github Actions](https://www.docker.com/blog/docker-github-actions)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docker.com: Docker Github Actions in the Kubernetes Tools ecosystem.
-  - [particule.io: CI/CD using Github Actions, AWS ECR and ECS Fargate](https://particule.io/en/blog/cicd-ecr-ecs)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering particule.io: CI/CD using Github Actions, AWS ECR and ECS Fargate in the Kubernetes Tools ecosystem.
-  - [proandroiddev.com: β€œContinuous Integration/Delivery” for Android with GitHub' Actions β€” Part 1](https://proandroiddev.com/continuous-integration-delivery-for-android-with-github-actions-part-1-b232ed2b1740)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering proandroiddev.com: β€œContinuous Integration/Delivery” for Android with GitHub' Actions β€” Part 1 in the Kubernetes Tools ecosystem.
-  - [medium: Create CI/CD with Github Actions + AWS EC2, CodeDeploy and S3](https://medium.com/codemonday/github-actions-for-ci-cd-with-ec2-codedeploy-and-s3-e93e75bf1ce0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Create CI/CD with Github Actions + AWS EC2, CodeDeploy and S3 in the Kubernetes Tools ecosystem.
-  - [blog.thundra.io: How to Set Up a CI Pipeline in GitHub Actions](https://blog.thundra.io/how-to-set-up-a-ci-pipeline-in-github-actions)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.thundra.io: How to Set Up a CI Pipeline in GitHub Actions in the Kubernetes Tools ecosystem.
-  - [blog.thundra.io: Top 10 GitHub Actions You Should Use to set up your CI/CD' Pipeline](https://blog.thundra.io/top-10-github-actions-you-should-use-to-set-up-your-ci/cd-pipeline)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.thundra.io: Top 10 GitHub Actions You Should Use to set up your CI/CD' Pipeline in the Kubernetes Tools ecosystem.
-  - [blog.ediri.io: Auto Docs, Test And Release A Helm Chart With GitHub Actions](https://blog.ediri.io/auto-docs-test-and-release-a-helm-chart-with-github-actions)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.ediri.io: Auto Docs, Test And Release A Helm Chart With GitHub Actions in the Kubernetes Tools ecosystem.
-  - [tonylixu.medium.com: GitOps β€” Github Actions Docker Build Workflow](https://tonylixu.medium.com/gitops-github-actions-docker-build-workflow-157cc53e9a0d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==tonylixu.medium.com: GitOps β€” Github Actions Docker Build Workflow== in the Kubernetes Tools ecosystem.
-  - [medium.com/@george_bakas: Mastering GitHub Actions: Environment Variables' and Secrets Management](https://medium.com/@george_bakas/mastering-github-actions-environment-variables-and-secrets-management-3daac384477b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@george_bakas: Mastering GitHub Actions: Environment Variables' and Secrets Management in the Kubernetes Tools ecosystem.
-  - [medium: GitHub’s AI Copilot Might Get You Sued If You Use It](https://medium.com/geekculture/githubs-ai-copilot-might-get-you-sued-if-you-use-it-c1cade1ea229)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: GitHub’s AI Copilot Might Get You Sued If You Use It in the Kubernetes Tools ecosystem.
-  - [medium.com/@eriky: Copilot Is Genuinely Scary And Fascinating At The Same' Time](https://medium.com/@eriky/copilot-is-genuinely-scary-and-fascinating-at-the-same-time-63ebcbf80899)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@eriky: Copilot Is Genuinely Scary And Fascinating At The Same' Time in the Kubernetes Tools ecosystem.
-  - [python.plainenglish.io: Who Writes Better Code: GitHub CoPilot or GPT-3?](https://python.plainenglish.io/who-writes-better-code-github-copilot-or-gpt-3-9e7441650c9b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering python.plainenglish.io: Who Writes Better Code: GitHub CoPilot or GPT-3? in the Kubernetes Tools ecosystem.
-  - [medium.com/geekculture: Hey ChatGPT, Automate These Tasks Using Python](https://medium.com/geekculture/hey-chatgpt-solve-these-coding-tasks-using-python-b2e7482f2c18)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/geekculture: Hey ChatGPT, Automate These Tasks Using Python in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: My First Impressions of Sapling β€” Meta’s New Git' Client](https://betterprogramming.pub/four-ways-you-can-experiment-with-sapling-709eec0ffcb1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: My First Impressions of Sapling β€” Meta’s New Git' Client in the Kubernetes Tools ecosystem.
-  - [Wikipedia: Azure DevOps](https://en.wikipedia.org/wiki/Azure_DevOps)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia: Azure DevOps in the Kubernetes Tools ecosystem.
-  - [Microsoft Replacing Visual Studio Team Services with Azure DevOps](https://redmondmag.com/articles/2018/09/10/microsoft-replacing-vsts-with-azure-devops.aspx)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Microsoft Replacing Visual Studio Team Services with Azure DevOps in the Kubernetes Tools ecosystem.
-  - [Wikipedia: Software bot](https://en.wikipedia.org/wiki/Software_bot)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia: Software bot in the Kubernetes Tools ecosystem.
-  - [How to configure Jenkins for git merge](https://support.cloudbees.com/hc/en-us/articles/227246387-How-to-Configure-Jenkins-for-Git-Merge-)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering How to configure Jenkins for git merge in the Kubernetes Tools ecosystem.
-  - [stackoverflow.com: How can we programmatically approve merge requests in' GitLab?](https://stackoverflow.com/questions/58019605/how-can-we-programmatically-approve-merge-requests-in-gitlab)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stackoverflow.com: How can we programmatically approve merge requests in' GitLab? in the Kubernetes Tools ecosystem.
-  - [mergify.io](https://mergify.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering mergify.io in the Kubernetes Tools ecosystem.
-  - [stackoverflow.com: Bot to automatically reverse GitHub pull request merges](https://stackoverflow.com/questions/27820309/bot-to-automatically-reverse-github-pull-request-merges)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stackoverflow.com: Bot to automatically reverse GitHub pull request merges in the Kubernetes Tools ecosystem.
-## Project Management
-
-### Agile and Planning
-
-#### GitHub Projects
-
-  - **(2021)** [github.blog: Getting started with project planning on GitHub](https://github.blog/developer-skills/github/getting-started-with-project-planning-on-github) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Highlights the unified, spreadsheets-meets-kanban project planning toolset integrated directly inside GitHub's code host. Explores dynamic custom fields, custom board layouts, and high-level progress tracking designed to eliminate external project coordination platforms.
-## Security and Compliance (1)
-
-### Access Control (1)
-
-#### Organization Governance
-
-  - **(2022)** [steampipe.io: Top 3 ways to improve GitHub org security](https://steampipe.io/blog/github-security-tips) [SQL CONTENT]  [COMMUNITY-TOOL] β€” Examines methodologies for auditing and improving GitHub organization configurations using Steampipe. Synthesizes query scripts to dynamically monitor third-party OAuth access, MFA compliance, and excessive repository administration rights.
-### Static Analysis
-
-#### Code Scanning
-
-  - **(2021)** [github.blog: Showing code scanning alerts on pull requests](https://github.blog/changelog/2021-09-27-showing-code-scanning-alerts-on-pull-requests) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Details how CodeQL scanning results are shown directly inside developer pull requests. Accelerates review loops by providing structural vulnerability diagnostics, taint flow graphs, and remediations directly inline during code reviews.
-  - **(2020)** [analyticsindiamag.com: GitHub launches code scanner to flag security vulnerabilities](https://analyticsindiamag.com/github-launches-code-scanner-to-flag-security-vulnerabilities) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Highlights the introduction of CodeQL-powered GitHub Advanced Security scanning. Focuses on native SAST integrations, automated injection flaw triage, secret scanning, and immediate developer alert surfaces within standard PR pipelines.
-### Supply Chain Security (1)
+### Supply Chain Security
 
 #### Container Security
 
   - **(2021)** [github.blog: Container signing added to the Publish Docker Container workflow for GitHub Actions](https://github.blog/changelog/2021-12-06-container-signing-added-to-the-publish-docker-container-workflow-for-github-actions) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Details the integration of Cosign container signing into the standard Publish Docker Container workflow. Enhances supply chain security by allowing users to verify container registry image authenticity before pulling runtime workloads.
-#### Dependency Management
+## Software Engineering
 
-  - **(2022)** [github.blog: Dependency graph now supports GitHub Actions](https://github.blog/news-insights/product-news/dependency-graph-now-supports-github-actions) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Introduces dependency graph native tracking for GitHub Actions. Provides deep security oversight by indexing actions, workflows, and third-party task plugins, exposing vulnerabilities, and generating automatic Dependabot alert remedies across pipeline executions.
-## Software Engineering (1)
+### CICD Platforms
 
-### AI-Assisted Development
-
-#### AI Testing Tools
-
-  - **(2023)** [codium.ai: We’ve launched CodiumAI powered by TestGPT and raised $11M. Here’s why](https://www.codium.ai/blog/codiumai-powered-by-testgpt-accounces-beta-and-raised-11m)  [COMMUNITY-TOOL] β€” Details the launch and funding model of CodiumAI's platform, built on specialized TestGPT logic models. Focuses on the systematic automated generation of comprehensive boundary testing suites, which standard autocomplete systems fail to construct correctly.
-#### Case Studies
-
-  - **(2021)** [xataka.com: Llevo algunos dΓ­as usando Copilot de GitHub para programar y esta es mi experiencia](https://www.xataka.com/robotica-e-ia/llevo-algunos-dias-usando-copilot-github-para-programar-esta-mi-experiencia) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” Provides a developer's field report examining actual friction points and production speedups when integrating GitHub Copilot. Discusses context window limitations, boilerplate deduction rates, and correctness verification challenges. Essential for setting realistic expectations of AI output quality.
-  - **(2021)** [dev.to: GitHub Copilot blew my mind on a code-along exercise](https://dev.to/colocodes/github-copilot-blew-my-mind-on-a-code-along-exercise-186n)  [COMMUNITY-TOOL] β€” An observational field report outlining the developer experience during rapid code-along exercises with GitHub Copilot. Focuses on the model's capacity to ingest localized context to complete complex algorithmic scripts. Demonstrates the reduction in cognitive fatigue for standard operations.
-#### Competitive Landscape
-
-  - **(2022)** [xataka.com: Los programadores ya alucinaban con CoPilot y ChatGPT, pero ahora DeepMind va mΓ‘s allΓ‘ con AplhaCode](https://www.xataka.com/robotica-e-ia/programadores-alucinaban-copilot-chatgpt-ahora-deepmind-va-alla-aplhacode) [SPANISH CONTENT] [ADVANCED LEVEL]  [EMERGING] β€” Compares OpenAI's coding models to DeepMind's AlphaCode. Analyzes AlphaCode's specialized algorithm structures designed to address multi-variable competitive programming challenges. Highlights key architectural differences in model validation and generation.
-#### Copilot Ecosystem
-
-  - **(2023)** [==GitHub Copilot 🌟==](https://github.com/copilot) [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The main landing framework for GitHub Copilot's developer organization. As an AI-assisted development standard, it houses the core SDK components, extension configurations, and telemetry hooks driving modern contextual code synthesis inside major integrated development environments (IDEs).
-#### Developer Productivity (3)
-
-  - **(2023)** [github.blog/developer-skills: 10 unexpected ways to use GitHub Copilot](https://github.blog/developer-skills/programming-languages-and-frameworks/10-unexpected-ways-to-use-github-copilot)  [LEGACY] β€” Highlights non-traditional applications of GitHub Copilot, including automated test orchestration, translating deprecated structural syntax, and simplifying complex regular expressions. Useful for engineers attempting to extract maximum value from active AI subscriptions.
-#### Ecosystem Launch
-
-  - **(2022)** [GitHub Copilot is generally available to all developers](https://github.blog/news-insights/product-news/github-copilot-is-generally-available-to-all-developers)  [COMMUNITY-TOOL] β€” Announces the general availability (GA) release model of GitHub Copilot for all software developers. Discusses infrastructure scaling improvements, commercial licensing fees, and the introduction of free access paths for open-source maintainers. Marks the first mature milestone of commercial coding AI.
-  - **(2022)** [xataka.com: GitHub Copilot, el asistente para programar basado en IA, ya estΓ‘ disponible para todos: cuΓ‘nto cuesta y quienes lo pueden usar gratis](https://www.xataka.com/aplicaciones/github-copilot-asistente-para-escribir-codigo-basado-ia-esta-disponible-para-todos-esto-que-costara) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” Details Copilot's commercial launch parameters, monthly subscription prices, and academic access plans. Outlines the technical setup prerequisites inside modern desktop environments. Summarizes enterprise governance policies for internal tooling onboarding.
-#### Education and Prompts
-
-  - **(2023)** [techcommunity.microsoft.com: Coding Frameworks and languages are no longer the point, prompting is](https://techcommunity.microsoft.com/blog/educatordeveloperblog/coding-frameworks-and-languages-are-no-longer-the-point-prompting-is/3820265)  [COMMUNITY-TOOL] β€” Argues that syntax fluency is no longer the definitive bottleneck in software engineering, placing the premium on systemic logical prompting. Analyzes shifting educational paradigms where algorithmic architectural planning is prioritized over memory of standard syntax structures.
-#### Industry Analysis
-
-  - **(2023)** [xataka.com: Copilot ya escribe el 40% del cΓ³digo de lenguajes como Java o Python que llega a GitHub. En cinco aΓ±os llegarΓ‘ al 80%](https://www.xataka.com/aplicaciones/copilot-escribe-40-codigo-lenguajes-como-java-python-que-llega-a-github-cinco-anos-llegara-al-80) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” Synthesizes quantitative telemetry revealing that Copilot synthesizes up to 40% of standard Java and Python files across active repositories. Provides a forecast pointing toward massive automation of standard boilerplate over the next decade. Challenges traditional metrics of programmer output.
-  - **(2021)** [towardsdatascience.com: Can Github Copilot Replace Developers?](https://towardsdatascience.com/can-githubs-copilot-replace-developers-b89f28007c05)  [COMMUNITY-TOOL] β€” Critically addresses the hypothesis that AI assistants like Copilot will displace human engineering staff. Concludes that generative tools serve as context-aware accelerants rather than fully autonomous system architects, shifts developer responsibility toward system design and code verification.
-#### Industry History
-
-  - **(2021)** [hipertextual.com: GitHub une fuerzas con OpenIA para crear una inteligencia artificial capaz de autocompletar cΓ³digo](https://hipertextual.com/2021/06/github-inteligencia-artificial-autocompletar-codigo) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” Covers the historic partnership between GitHub and OpenAI that birthed the Copilot code intelligence platform. Discusses early architectural concepts around utilizing deep learning models to autocomplete complex syntactic paradigms. Traces the origin of generative AI in software engineering.
-#### Legal and Compliance
-
-  - **(2022)** [genbeta.com: Ya hay organizaciones pro-software libre abandonando GitHub por su uso comercial de proyectos open source en Copilot](https://www.genbeta.com/desarrollo/hay-organizaciones-pro-software-libre-abandonando-github-su-uso-comercial-proyectos-open-source-copilot) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” Examines the open-source community backlash and subsequent project migrations away from GitHub due to the commercial ingestion of copyleft-licensed codebases for training Copilot. Outlines the ethical and legal complexities of automated code reuse.
-  - **(2022)** [xataka.com: Copilot es una revoluciΓ³n para programadores (pero tambiΓ©n un potencial problema legal para Microsoft)](https://www.xataka.com/robotica-e-ia/copilot-revolucion-para-programadores-tambien-potencial-problema-legal-para-microsoft) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” A detailed legal exploration into copyright violation risks Microsoft accepted when commercializing Copilot. Analyzes how training models on public codebases challenges the fair-use doctrine. Establishes context for enterprise IP protection policies in AI-assisted development.
-#### Next-Gen Platforms
-
-  - **(2023)** [github.blog: GitHub Copilot X: The AI-powered developer experience](https://github.blog/news-insights/product-news/github-copilot-x-the-ai-powered-developer-experience) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Launches GitHub Copilot X, integrating advanced conversational LLMs directly into pull requests, system terminals, and developer documentation frameworks. Highlights the transition from raw autocomplete tools to full conversational software lifecycle management.
-#### Practical Guide
-
-  - **(2021)** [towardsdatascience.com: Generating Python Scripts with OpenAi’s Github Copilot](https://towardsdatascience.com/generating-python-scripts-with-openais-github-copilot-da0b3fdd989)  [COMMUNITY-TOOL] β€” A hands-on exploration demonstrating code generation strategies for Python scripts using Copilot. Focuses on writing high-quality comments to prompt correct library imports and database operations. Outlines testing methodologies to weed out hallucinations.
-#### Technology Analysis
-
-  - **(2021)** [xataka.com: Para quΓ© programar cuando una mΓ‘quina lo hace (un poco) por ti: asΓ­ es Github Copilot, un sistema que se nutre del prodigioso GPT-3](https://www.xataka.com/robotica-e-ia/programar-cuando-maquina-hace-poco-ti-asi-github-copilot-sistema-que-se-nutre-prodigioso-gpt-3) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” A deep analysis of GitHub Copilot's initial GPT-3 powered capabilities. Explains how neural networks infer developer intent from raw codebase comments and structural definitions. Anticipates major technical transitions from manual coding to template-based prompt engineering.
-  - **(2021)** [thenewstack.io: GitHub Copilot: A Powerful, Controversial Autocomplete for Developers](https://thenewstack.io/github-copilot-a-powerful-controversial-autocomplete-for-developers)  [COMMUNITY-TOOL] β€” A critical overview of the productivity opportunities and structural controversies introduced by the early deployment of Copilot. Examines the tension between automated code reuse and copyright licensing schemes. Explores the initial legal definitions of AI-generated content.
-### CICD Platforms (1)
-
-#### GitLab CI Basics
-
-  - **(2022)** [gitlab.com: GitLab’s guide to CI/CD for beginners](https://about.gitlab.com/blog/beginner-guide-ci-cd)  [COMMUNITY-TOOL] β€” An introductory educational guide to GitLab CI/CD fundamentals. Outlines basic pipeline stages, executor configuration structures, and standard YAML declarative properties.
 #### GitLab CI Optimization
 
   - **(2023)** [about.gitlab.com: Want a more effective CI/CD pipeline? Try our pro tips](https://about.gitlab.com/blog/effective-ci-cd-pipelines) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Advanced tuning guide for optimizing GitLab CI/CD workflows. Focuses on implementing Directed Acyclic Graphs (DAG), tuning runner cache policies, and constructing efficient pipeline inheritance layers.
-  - **(2022)** [about.gitlab.com: How we used parallel CI/CD jobs to increase our productivity](https://about.gitlab.com/blog/using-run-parallel-jobs)  [CASE STUDY] [COMMUNITY-TOOL] β€” An operational case study on implementing parallel GitLab CI runner tasks. Highlights how configuring parallel test suites significantly reduced development pipeline feedback cycles.
-#### Multi-Environment Deployments
-
-  - **(2022)** [about.gitlab.com: How to use GitLab CI to deploy to multiple environments](https://about.gitlab.com/blog/ci-deployment-and-environments)  [COMMUNITY-TOOL] β€” Details configurations for deploying workloads across multiple cloud environments using GitLab CI. Covers environment variable scoping, secure secret injections, and manual approval gates.
-#### Pipeline Editor
-
-  - **(2021)** [about.gitlab.com: Meet Pipeline Editor, your one-stop-shop for building a CI/CD pipeline](https://about.gitlab.com/blog/pipeline-editor-overview)  [COMMUNITY-TOOL] β€” Highlights GitLab's visual Pipeline Editor, featuring dynamic YAML schema validation, pipeline visualization dashboards, and real-time syntax checking.
 ### Collaborative Platforms
 
-#### Continuous Integration (1)
-
-  - **(2021)** [lambdatest.com: How To Use GitLab CI To Run Tests Locally? 🌟](https://www.testmuai.com/blog/use-gitlab-ci-to-run-test-locally) [BASH CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A developer-focused tutorial on running GitLab CI tests locally using the GitLab Runner CLI. Outlines setup, debugging practices, and environment configuration steps to speed up pipeline validation without waiting on remote systems.
-  - **(2021)** [pythonspeed.com: Building Docker images on GitLab CI: Docker-in-Docker and Podman 🌟](https://pythonspeed.com/articles/gitlab-build-docker-image) [BASH CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A detailed technical guide comparing Docker-in-Docker (DinD) and Podman for building container images in GitLab CI. Evaluates speed, safety, system privileges, and alternative rootless compilation methods within Kubernetes runners.
-#### DevSecOps Platforms
-
-  - **(2021)** [devclass.com: Git a March on: GitLab 13.10 ramps up security, adds support for OpenShift, DORA](https://www.devclass.com/ci-cd/2021/03/23/git-a-march-on-gitlab-1310-ramps-up-security-adds-support-for-openshift-dora/1619889) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A product breakdown of the GitLab 13.10 release, highlighting its improved OpenShift integration and built-in DORA metrics tracking. These features help enterprise teams better evaluate development velocity, pipeline health, and deploy cycles.
-  - **(2021)** [sdtimes: GitLab 14 aims to do away with DIY DevOps toolchains 🌟](https://sdtimes.com/devops/gitlab-14-aims-to-do-away-with-diy-devops-toolchains) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” An analysis of GitLab 14, highlighting its goal to replace fragmented custom DevOps pipelines with a single integrated system. Covers its native epic planning, container security scanning, and automated pipeline governance features.
-  - **(2014)** [gitlab.com](https://about.gitlab.com) [RUBY CONTENT]  [COMMUNITY-TOOL] β€” GitLab is an all-in-one DevSecOps platform that brings together Git hosting, automated CI/CD pipelines, container registries, and infrastructure monitoring. Offers a comprehensive control plane to manage the entire modern software delivery lifecycle.
-#### Git Hosting
-
-  - **(2008)** [bitbucket.org](https://bitbucket.org) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Bitbucket is Atlassian's repository management service, featuring native Jira integrations, built-in pipelines, and repository permission controls. Optimized for enterprise environments, it simplifies managing private Git codebases alongside project planning tools.
 #### Kubernetes Integration
 
   - **(2021)** [docs.gitlab.com: Install GitLab Runner on Red Hat OpenShift](https://docs.gitlab.com/runner/install/openshift.html) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” The official guide for installing GitLab Runner on Red Hat OpenShift using the GitLab Runner Operator. Outlines configuration steps, security context constraints (SCC), and custom resource designs for managing secure, scalable pipeline workloads.
-### Developer Productivity (4)
-
-#### Desktop Clients
-
-  - **(2021)** [about.gitlab.com: Why we built GitDock, our desktop app to navigate your GitLab activities](https://about.gitlab.com/blog/gitpod-desktop-app-personal-activities)  [COMMUNITY-TOOL] β€” Introduces GitDock, a desktop application designed to centralize GitLab tasks, merge requests, and build pipelines in a unified status panel.
-#### Grafana GitHub Integration
-
-  - **(2022)** [grafana: How we use the Grafana GitHub plugin to track outstanding pull requests](https://grafana.com/blog/how-we-use-the-grafana-github-plugin-to-track-outstanding-pull-requests)  [CASE STUDY] [COMMUNITY-TOOL] β€” Detailed technical guide on configuring Grafana dashboards with GitHub plugins. Demonstrates building engineering performance visualizations to track commit frequencies, PR lifetimes, and team review velocities.
-#### VS Code Extensions
-
-  - **(2025)** [Visual Studio Code (Git Extensions)](https://nubenetes.com/visual-studio)  [COMMUNITY-TOOL] β€” A guide to utilizing visual Git extensions inside VS Code. Helps developers manage commit sequences, visualize branch merges, and resolve conflicts within a unified IDE workspace.
-### Documentation (2)
-
-#### Markup Languages
-
-  - **(2026)** [**guides.github.com: Markdown Cheat Sheet 2**](https://docs.github.com/en) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” The authoritative reference guide for GitHub Flavored Markdown (GFM). Essential for managing documentation structures, creating rich README files, formatting issue trackers, and building interactive templates within the developer workflow.
-### Feature Management
-
-#### Adoption
-
-  - **(2018)** [infoworld.com: Why aren’t you using feature flags?](https://www.infoworld.com/article/2261454/why-arent-you-using-feature-flags.html) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Addresses the common organizational and technical barriers to adopting feature toggles. Highlights how runtime decision points improve feedback loops and software quality compared to traditional, compile-time branching systems.
-#### Architecture
-
-  - **(2021)** [martinfowler.com: KeystoneInterface](https://martinfowler.com/bliki/KeystoneInterface.html) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Martin Fowler's architectural pattern for the Keystone Interface. Explains how placing incomplete backend features behind a critical interface gate allows developers to continuously deploy code without exposing unfinished work to end-users.
-  - **(2021)** [split.io: Keystone Flags: Feature Flagging With Less Mess](https://www.harness.io/blog?module-name=Feature+Management+%26+Experimentation) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” An exploration of Keystone Flags, a pattern designed to keep feature flagging clean by focusing controls only at critical system entry points. This approach minimizes code clutter across deep, multi-tier microservice architectures.
-  - **(2017)** [martinfowler.com: Feature Toggles (aka Feature Flags)](https://martinfowler.com/articles/feature-toggles.html) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [EMERGING] β€” Martin Fowler's foundational deep-dive into feature toggling architecture. He classifies toggles by their dynamism and lifespan (such as release, ops, experimental, and permission flags) and provides patterns for managing complex toggle configurations at scale.
-#### Case Studies (1)
-
-  - **(2021)** [cloudbees.com: Goodbye Sleepless Nights: De-Risking Deployments with Feature Flags](https://www.cloudbees.com/customers/petdesk) [MARKDOWN CONTENT]  [CASE STUDY] [COMMUNITY-TOOL] β€” An enterprise case study detailing PetDesk's transition to continuous delivery using feature flags. Explains how decoupling deployments from feature activation helped the team eliminate high-stress release windows and reduce system downtime.
-  - **(2021)** [github.blog: How we ship code faster and safer with feature flags](https://github.blog/engineering/ship-code-faster-safer-feature-flags) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [CASE STUDY] [COMMUNITY-TOOL] β€” An inside look at how GitHub manages feature flags at scale to run experiments and mitigate outages. Shows how they integrate internal pull request workflows directly with live production toggles to maintain a fast, safe delivery pipeline.
-#### Community (1)
-
-  - **(2021)** [#FeatureFlags](https://x.com/hashtag/featureflag) [NONE CONTENT]  [EMERGING] β€” A real-time community stream tracking discussions, tool releases, and architectural patterns around feature flags. Connects developers to recent open-source implementations and emerging best practices in continuous delivery.
-#### Continuous Integration (2)
-
-  - **(2020)** [cloudbees.com: Testing with Feature Flags to Improve Developer Productivity](https://www.cloudbees.com/blog/feature-flags-improve-developer-productivity) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Explores how integrating feature flags into automated testing pipelines scales development speed. Outlines how running test suites against varied flag states helps validate features without requiring complex, separate staging environments.
-#### Decoupling
-
-  - **(2021)** [thenewstack.io: Wave Goodbye to Release Nights](https://thenewstack.io/wave-goodbye-to-release-nights) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A guide on using remote configuration and canary rollouts to move away from high-stakes, off-hours deployments. Outlines how routing-layer switches let developers quickly isolate bugs and roll back releases with minimal user impact.
-  - **(2020)** [cloudbees.com: The Importance of Feature Flags in CI/CD](https://www.cloudbees.com/blog/how-feature-flags-help-you-put-customers-first) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Examines the role of feature flags in customer-focused CI/CD pipelines. Explains how engineering teams can continuously deliver complex changes and use flags to safely activate new features once business goals are met.
-  - **(2019)** [featureflags.io: Flags vs Branching](https://featureflags.io/feature-flags-vs-branching) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An analysis comparing feature flagging with branch-based isolation. Explains how runtime toggle configurations decouple code deployments from feature releases, enabling safe, continuous trunk-based deployment models.
-#### Governance (1)
-
-  - **(2020)** [cloudbees.com: How to Grow Continuous Delivery Maturity Using Feature Flags](https://www.cloudbees.com/blog/how-to-build-the-process-and-culture-behind-using-feature-flags-at-scale) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Focuses on the organizational steps and engineering governance required to scale feature flags. Details code patterns, design practices, and team structures necessary to keep feature flagging clean and scalable across large-scale software systems.
-#### Implementation
-
-  - **(2021)** [reflectoring.io: Feature Flags with Spring Boot](https://reflectoring.io/spring-boot-feature-flags) [JAVA CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A hands-on implementation guide for setting up feature flags in a Spring Boot application. Compares custom, property-based configurations with specialized frameworks like Togglz or FF4J to manage dynamic code execution paths.
-#### Lifecycle
-
-  - **(2020)** [cloudbees.com: Feature Flag Best Practices: Understanding the Feature Flag Lifecycle](https://www.cloudbees.com/blog/feature-flag-lifecycle) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Analyzes the lifecycle of feature flags, from development to production cleanup. Outlines key steps to prevent flag-related technical debt, emphasizing naming conventions, tracking alerts, and automated cleanup steps.
-#### Operations
-
-  - **(2020)** [cloudbees.com: Feature Flag Best Practices: Change Management in Production](https://www.cloudbees.com/blog/change-management-in-production) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A deep dive into managing runtime changes in production using feature flags. Explains how software toggles replace classic Change Advisory Board (CAB) gates, providing precise rollback capabilities and automated logs directly linked to active releases.
-  - **(2020)** [infoworld.com: 5 devops use cases for developing with feature flags](https://www.infoworld.com/article/2270518/5-devops-use-cases-for-developing-with-feature-flags.html) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Highlights five key devops use cases for feature flags, including canary testing, database migrations, kill switches, and targeted product rollouts. Shows how these patterns give teams greater operational control and speed in production.
-### Machine Learning Systems
-
-#### LLM Training
-
-  - **(2023)** [==lucidrains/PaLM-rlhf-pytorch==](https://github.com/lucidrains/PaLM-rlhf-pytorch) ⭐ 7864  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An open-source PyTorch implementation combining the PaLM architecture with Reinforcement Learning from Human Feedback (RLHF). Crucial blueprint for organizations aiming to construct and fine-tune private, self-hosted LLM engines for internal code synthesis.
 ### Software Delivery
 
 #### Code Review Protocols
 
   - **(2023)** [about.gitlab.com: Why small merge requests are key to a great review 🌟](https://about.gitlab.com/blog/iteration-and-code-review)  [COMMUNITY-TOOL] β€” Analyzes productivity advantages of using small, isolated merge requests. Illustrates how reducing code change surface areas results in higher-quality reviews, rapid QA approvals, and decreased defect leakage.
-### Version Control (2)
+### Version Control (1)
 
 #### Automation Bots
 
-
-??? abstract "Architect's Technical Comparison Table"
-    | Solution | Maturity | Primary Focus | Language | Stars |
-    | :--- | :--- | :--- | :--- | :--- |
-    | [Odoo Mergebot](https://github.com/odoo/odoo/wiki/Mergebot) |  | Automation Bots | Python | 🌟🌟🌟🌟🌟 |
-    | [Bulldozer: GitHub Pull Request Auto-Merge Bot](https://github.com/palantir/bulldozer) |  | Automation Bots | Go | 🌟🌟🌟🌟 |
-    | [Bors-ng: A merge bot for GitHub Pull Requests](https://github.com/bors-ng/bors-ng) |  | Automation Bots | Elixir | 🌟🌟🌟🌟 |
-    | [Bors Bot](https://bors.tech) |  | Automation Bots | Rust | 🌟🌟🌟🌟 |
-    | [Kodiak](https://kodiakhq.com) |  | Automation Bots | TypeScript | 🌟🌟🌟 |
-    | [Example: CockroachDB's Bors Merge Bot](https://id.atlassian.com/login?continue=https%3A%2F%2Fid.atlassian.com%2Fjoin%2Fuser-access%3Fresource%3Dari%253Acloud%253Aconfluence%253A%253Asite%252F9568dfdc-cfdd-4632-a68e-1e18063a3152%26continue%3Dhttps%253A%252F%252Fcockroachlabs.atlassian.net%252Fwiki%252Fspaces%252FCRDB%252Fpages%252F73204099%252FBors%252BMerge%252BBot&application=confluence&orgId=52a68357-cecf-4127-a5ec-32eeac8cf060) |  | Automation Bots | N/A | 🌟🌟🌟 |
-
-  - **(2026)** [==Odoo Mergebot==](https://github.com/odoo/odoo/wiki/Mergebot) ⭐ 52393  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Odoo's foundational merge-bot built to orchestrate massive volume commits across multi-repository dependencies. It employs highly robust state-machine mechanics to validate test combinations and keep high-density deployments continuously updated.
   - **(2026)** [**Bulldozer: GitHub Pull Request Auto-Merge Bot**](https://github.com/palantir/bulldozer) ⭐ 803  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Palantir's open-source auto-merge bot for GitHub repositories. Bulldozer monitors label states, status tests, and approval counts to execute configurable squash, rebase, or merge policies. Extremely stable in massive enterprise codebases.
   - **(2026)** [**Bors-ng: A merge bot for GitHub Pull Requests**](https://github.com/bors-ng/bors-ng) ⭐ 1531  [ELIXIR CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” An Elixir-based implementation of the Bors merge coordinator. Uses a highly parallelized merge queue to batch, build, and test PR combinations, keeping the master branch strictly green. Live grounding notes that although currently archived, it remains a landmark model for merge queues.
-  - **(2020)** [**Bors Bot**](https://bors.tech) [RUST CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The original merge bot implementing the 'not rocket science' rule: never merge untested commits into master. Popularized continuous integration validation queues, though live grounding shows development has largely transitioned to its successor, bors-ng.
-  - **(2024)** [Kodiak](https://kodiakhq.com) [TYPESCRIPT CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An enterprise-grade GitHub App designed to automate the integration queue. Kodiak schedules and executes pull request updates, handles automatic rebases, and systematically purges feature branches upon merge success to reduce repository clutter.
-  - **(2021)** [Example: CockroachDB's Bors Merge Bot](https://id.atlassian.com/login?continue=https%3A%2F%2Fid.atlassian.com%2Fjoin%2Fuser-access%3Fresource%3Dari%253Acloud%253Aconfluence%253A%253Asite%252F9568dfdc-cfdd-4632-a68e-1e18063a3152%26continue%3Dhttps%253A%252F%252Fcockroachlabs.atlassian.net%252Fwiki%252Fspaces%252FCRDB%252Fpages%252F73204099%252FBors%252BMerge%252BBot&application=confluence&orgId=52a68357-cecf-4127-a5ec-32eeac8cf060) [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Analyses how CockroachDB scaled its automated integration pipelines by leveraging Bors. Highlights operational optimizations for orchestrating high-density database test suites across hundreds of distributed pull requests daily.
-  - **(2020)** [github-rebase-bot](https://github.com/nicolai86/github-rebase-bot) ⭐ 29  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A lightweight, Go-based automation daemon that responds to GitHub webhooks by automatically executing git rebase commands on active PRs. It eliminates manual rebase overhead, keeping pull requests structurally fresh relative to target master branches.
-  - **(2020)** [github.com/squalrus/merge-bot: PR Merge Bot](https://github.com/squalrus/merge-bot) ⭐ 69  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A simple Golang-based GitHub bot that validates customizable integration rules before executing automated merges. It minimizes workspace divergence by ensuring remote master commits are regularly synchronized with incoming pull requests.
-  - **(2021)** [Mergecrush](https://www.mergecrush.com) [N/A CONTENT] 🌟 [COMMUNITY-TOOL] β€” A specialized continuous integration and auto-merge SaaS solution designed for Git repositories. Focuses on minimizing developer maintenance overhead by queuing branch merges and validating pipeline health prior to main-branch integration.
-  - **(2020)** [gmaster.io - Mergedroid: Automate merging just by analyzing your GitHub repo.](https://gmaster.io/mergedroid) [N/A CONTENT] 🌟 [COMMUNITY-TOOL] β€” A semantic merge assistant that analyzes GitHub repositories to automatically resolve complex non-trivial merges. Provides structural conflict identification, helping engineers isolate syntax conflicts before they hit active branches.
   - **(2019)** [github-merge-bot](https://github.com/sdduursma/github-merge-bot) ⭐ 4  [JAVASCRIPT CONTENT] 🌟 [COMMUNITY-TOOL] β€” A lightweight Node.js microservice designed to handle automated merges. Integrates with GitHub webhooks to verify pull requests against linting rules and peer review matrices before completing merge actions safely.
-#### Bitbucket Automation
-
-  - **(2020)** [How to Implement the Automerge feature that is missing from BitBucket cloud](https://poolofthought.com/how-to-implement-the-automerge-feature-that-is-missing-from-bitbucket-cloud) [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A detailed technical workaround explaining how to construct custom auto-merge features absent from Bitbucket Cloud. Outlines implementation architecture using webhooks, serverless functions (e.g., AWS Lambda), or external CI API controllers.
-  - **(2019)** [BitBucket Auto Merge](https://github.com/mikefrank-ca/bitbucket-auto-merge) [JAVASCRIPT CONTENT] 🌟 [LEGACY] β€” A lightweight Node.js helper utility built to programmatic resolve and merge pull requests inside Bitbucket Server. Monitors build pipelines and approval conditions to coordinate automated commits, bypassing the lack of native merge queues in legacy Bitbucket editions.
-#### Bitbucket Workflows
-
-  - **(2021)** [Automatic branch merging](https://confluence.atlassian.com/bitbucketserver/automatic-branch-merging-776639993.html) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Official Atlassian documentation explaining Bitbucket Server's automated downstream cascading merge capabilities. It executes safe automated merges from release branches down to main after successful builds, resolving merge conflicts cleanly inside structured enterprise environments.
-  - **(2021)** [Checks for merging pull requests](https://confluence.atlassian.com/bitbucketserver/checks-for-merging-pull-requests-776640039.html) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Atlassian's reference on configuring merge check policies inside Bitbucket Server. Explores how to enforce critical compliance gates such as minimum required reviewers, successful build statuses, and resolved task lists prior to merging code.
-#### CI-CD Automation
-
-  - **(2021)** [**julien.danjou.info: Stop merging your pull requests manually 🌟**](https://julien.danjou.info/stop-merging-your-pull-request-manually) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Advocates for automated merge engines like Mergify over manual Pull Request integration. Examines how manual merges introduce race conditions, inconsistent test states, and build failures. Suggests adopting policy-driven merge queues to safeguard trunk health and optimize integration pipelines.
-#### Configuration Management (1)
-
-  - **(2021)** [**freecodecamp.org: How to Use Multiple Git Configs on One Computer 🌟**](https://www.freecodecamp.org/news/how-to-handle-multiple-git-configurations-in-one-machine) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Explains how to use conditional inclusion config directives (`includeIf`) to manage multiple Git configurations on a single machine. Solves credential leakage risks by automatically swapping profiles based on target directory boundaries.
-  - **(2022)** [opensource.com: Make your own Git subcommands](https://opensource.com/article/22/4/customize-git-subcommands) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explains how to write custom Git subcommands by placing executable files (like `git-custom-command`) in your system PATH, allowing developers to extend Git's core CLI with specialized team scripts.
-  - **(2021)** [r-bloggers.com: Git: Moving from Master to Main](https://www.r-bloggers.com/2021/10/git-moving-from-master-to-main)  [LEGACY] β€” Step-by-step guide to renaming default branches from legacy 'master' to 'main'. Covers local transitions, configuration setup, and updating upstream tracking pointers.
-  - **(2021)** [freecodecamp.org: git config – How to Configure Git Settings to Improve Your Development Workflow](https://www.freecodecamp.org/news/git-config-how-to-configure-git-settings)  [COMMUNITY-TOOL] [GUIDE] β€” Explores Git's configuration system across system, global, and local levels. Highlights key optimizations like custom alias commands, core editor options, and global exclude patterns.
-#### Conflict Resolution
-
-  - **(2021)** [**cloudbees.com: Git Reset Clearly Explained: How to Undo Your Changes 🌟**](https://www.cloudbees.com/blog/git-reset-undo-changes) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Demystifies `git reset` by breaking down its three modes: `--soft`, `--mixed`, and `--hard`. Explains target state changes in the working directory, the staging index, and commit history.
-  - **(2022)** [simplilearn.com: How to Resolve Merge Conflicts in Git?](https://www.simplilearn.com/tutorials/git-tutorial/merge-conflicts-in-git)  [COMMUNITY-TOOL] [GUIDE] β€” Systematic manual on identifying and resolving parallel-modification conflicts. Shows how markers (`<<<<<<<`, `=======`, `>>>>>>>`) work and outlines interactive diff strategies to reconcile divergent branches.
-  - **(2021)** [freecodecamp.org: Git Undo Merge – How to Revert the Last Merge Commit in Git](https://www.freecodecamp.org/news/git-undo-merge-how-to-revert-the-last-merge-commit-in-git) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Explains how to revert accidental merges with `git revert -m`. Explains parent-pointer requirements, downstream impacts of non-linear reverts, and how to safely re-introduce changes later.
-  - **(2021)** [dev.to: How Do I Resolve Merge Conflicts?](https://dev.to/github/how-do-i-resolve-merge-conflicts-5438)  [COMMUNITY-TOOL] β€” A step-by-step GitHub-focused guide on resolving merge conflicts, including using the browser-based editor and safely rolling back pushed commits using interactive tools.
-#### Distributed VCS
-
-  - **(2026)** [**Plastic SCM**](https://www.plasticscm.com) [C# CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Plastic SCM (now branded as Unity Version Control) is a highly scalable distributed VCS engineered for massive binary assets and parallel branching. Features powerful semantic merging tools, graphical branch explorers, and high-performance repository replication.
-  - **(2018)** [blog.plasticscm.com: Add a mergebot to your repo!](https://blog.plasticscm.com/2018/09/add-mergebot-to-your-repo.html) [N/A CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An official Plastic SCM technical blog post explaining the setup and architectural benefits of integrated merge bots. Outlines workflows to prevent integration bottlenecks and systematically enforce automated QA gates prior to branch resolution.
-  - **(2018)** [genbeta.com: Plastic SCM Mergebot: automatizando tu pipeline de desarrollo](https://www.genbeta.com/desarrollo/plastic-scm-mergebot-automatizando-tu-pipeline-desarrollo) [SPANISH CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A Spanish-language technical review explaining the automation capabilities of Plastic SCM Mergebot. It breaks down how the tool coordinates tests, manages branches, and handles auto-merges within the broader development pipeline.
-  - **(2019)** [Plastic SCM DevOps Mergebot to implement a trunk-based development cycle](https://github.com/PlasticSCM/trunk-mergebot) ⭐ 4  [C# CONTENT] 🌟 [COMMUNITY-TOOL] β€” An open-source reference implementation of Plastic SCM's Trunk-based Development Mergebot. Designed to coordinate with automated continuous integration runners to perform automated merges, preventing development drifts.
-#### GUI Tools
-
-  - **(2022)** [**gitkraken.com: Git Tutorials: Instructional Training Videos 🌟**](https://www.gitkraken.com/learn/git/tutorials) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A comprehensive directory of instructional video tutorials exploring GitKraken's GUI engine. Demystifies visual representation of complex Git histories, interactive rebasing, multi-profile credential coordination, and conflict-resolution workflows.
-  - **(2021)** [dev.to: Get lazy with lazygit](https://dev.to/tahsinature/get-lazy-with-lazygit-4h37)  [COMMUNITY-TOOL] β€” Introduces lazygit, a terminal-based UI tool. Highlights features like fast interactive staging, rapid conflict resolution, branch navigation, and interactive rebase management directly from the CLI.
-#### Git CLI Basics
-
-  - **(2022)** [**intellipaat.com: Git Tutorial - Learn Git 🌟**](https://intellipaat.com/blog/tutorial/devops-tutorial/git-tutorial) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A comprehensive tutorial on distributed version control concepts, branching mechanics, and stage isolation in Git. Links localized version control with downstream continuous integration and delivery loops within automated DevOps pipelines.
-  - **(2021)** [**cloudbees.com: Git Commands: The 13 You Must Know, In Order 🌟**](https://www.cloudbees.com/blog/git-commit-detailed-tutorial-on-saving-your-code) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A structured guide outlining the lifecycle of a Git commit. Traces working directory states sequentially through staging to final remote delivery, providing a clear reference for new developers.
-  - **(2021)** [**dev.to: Master Git in 7 minutes 🌟**](https://dev.to/valeriavg/master-git-in-7-minutes-gai) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A quick-reference guide summarizing standard Git commands. Provides a fast, syntax-focused cheat sheet covering clone, checkout, pull, merge, and remote branch tracking.
-  - **(2022)** [freecodecamp.org: What is Git? A Beginner's Guide to Git Version Control](https://www.freecodecamp.org/news/what-is-git-learn-git-version-control)  [COMMUNITY-TOOL] [GUIDE] β€” An introductory handbook defining version control systems. Explores non-linear history tracking, the advantages of branching, and repository collaboration models before diving into CLI commands.
-  - **(2022)** [c-sharpcorner.com: Top 15 Git Commands With Examples For Every DevelopersπŸ’ͺ](https://www.c-sharpcorner.com/article/top-15-git-commands-with-examples-for-every-developers)  [COMMUNITY-TOOL] β€” Compiles 15 core commands designed to enhance development efficiency. Addresses fundamental branching, status querying, remote syncing, staging mechanics, and conflict mitigation.
-  - **(2022)** [java67.com: Top 10 Free Git Courses and Tutorials for Beginners in 2022 - Best of Lot](https://www.java67.com/2022/07/10-best-free-git-courses-and-tutorials.html)  [COMMUNITY-TOOL] [GUIDE] β€” A curated catalog of free educational courses on Git and GitHub, evaluating instructional quality and platform accessibility for software teams.
-  - **(2021)** [thenextweb.com: A beginner’s guide to the most popular Git commands](https://thenextweb.com/news/a-beginners-guide-to-the-most-popular-git-commands)  [COMMUNITY-TOOL] β€” An onboarding guide detailing essential commands such as clone, checkout, add, commit, and push. Focuses on safe, non-destructive path manipulations and branch tracking configurations to help developers avoid common working directory traps.
-  - **(2021)** [dev.to: Git for beginners](https://dev.to/purveshshende2/git-for-beginners-3il6)  [COMMUNITY-TOOL] β€” An introductory manual for Git CLI operations, tracing how data moves between the local working directory, the index stage, and remote servers. Helps teams establish consistent baseline practices during developer onboarding.
-  - **(2021)** [c-sharpcorner.com: 0 Git Commands You Should Know](https://www.c-sharpcorner.com/article/20-git-commands-you-should-know)  [COMMUNITY-TOOL] β€” Lists 20 essential Git commands including branch, stash, log, remote, reset, and clean. Provides a quick-reference guide with terminal syntax and practical examples for daily development tasks.
-  - **(2021)** [blog.argoproj.io: 5 new Git commands and 1 tip you’ll use every day](https://blog.argoproj.io/5-new-git-commands-and-1-tip-youll-use-every-day-3c28e97c9321)  [COMMUNITY-TOOL] β€” Discusses modern additions to the Git toolset (such as `git switch` and `git restore`), which decouple overloaded behaviors from `git checkout`. Includes tips on managing complex working trees.
-  - **(2021)** [towardsdatascience.com: A Git cheatsheet that all coders need](https://towardsdatascience.com/a-git-cheatsheet-that-all-coders-need-bf8ad4d91576)  [COMMUNITY-TOOL] β€” Synthesizes essential syntax and common CLI combinations into an easily accessible reference index, enabling rapid search capabilities during routine coding tasks.
-  - **(2021)** [infoworld.com: What is Git? Version control for collaborative programming](https://www.infoworld.com/article/2334697/what-is-git-version-control-for-collaborative-programming.html)  [COMMUNITY-TOOL] β€” Discusses Git's design philosophy, its distributed architecture, cryptographic SHA-1 integrity tracking, and key benefits compared to centralized systems like SVN.
-#### Git Hooks
-
-  - **(2026)** [==pre-commit==](https://pre-commit.com) [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A multi-language package manager designed to configure, run, and scale pre-commit hooks. It prevents secrets leaks, handles multi-language formatters, and implements fast static analysis before changes reach remote tracking branches. Live grounding confirms pre-commit as the absolute industry standard for local quality gates.
-#### Git Internals
-
-  - **(2020)** [==github.blog: Commits are snapshots, not diffs==](https://github.blog/open-source/git/commits-are-snapshots-not-diffs) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A critical look at Git's internal object store, showing that Git stores commits as complete Directed Acyclic Graph (DAG) snapshots rather than delta changesets. Evaluates how content-addressable storage (SHA hashes), tree objects, and packfile compression optimize repository performance.
-  - **(2020)** [==marklodato.github.io: A Visual Git Reference 🌟==](https://marklodato.github.io/visual-git-guide/index-en.html) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” A highly praised visual guide explaining Git commands via structural maps and diagrams. Clearly illustrates state transitions between the workspace, index, local repository, and remote servers.
-  - **(2021)** [livecodestream.dev: Five Advanced Git Concepts that Make You Look Like a Pro](https://newsletter.thelongcommit.com/subscribe) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explains advanced Git capabilities including reflogs, interactive rebasing, octopus merges, and auto-stash configuration. Equips developers to recover corrupted/deleted trees and master branch structures.
-#### Git Logging
-
-  - **(2022)** [thenewstack.io: Development: Introduction to Git Logging](https://thenewstack.io/development-introduction-to-git-logging)  [COMMUNITY-TOOL] β€” A beginner's guide to git log features. Covers command-line options like `--oneline`, `--graph`, `--author`, and date filtering to easily search project history.
-  - **(2021)** [opensource.com: Find what changed in a Git commit](https://opensource.com/article/21/4/git-whatchanged)  [COMMUNITY-TOOL] β€” Shows how to audit repository changes using commands like `git whatchanged`, `git log`, and `git show`. Explains how to target specific commits, compare changes across commits, and inspect file histories.
-#### Git Operations (2)
-
-  - **(2022)** [cloudbees.com: Git Push: An In-Depth Tutorial With Examples](https://www.cloudbees.com/blog/git-push-an-in-depth-tutorial-with-examples)  [COMMUNITY-TOOL] β€” Provides an architectural exploration of outbound object streaming. Covers local-to-remote handshakes, force pushing safety flags (`--force-with-lease`), upstream setup options (`-u`), and push hook validations.
-  - **(2022)** [opensource.com: My guide to using the Git push command safely](https://opensource.com/article/22/4/git-push)  [COMMUNITY-TOOL] β€” Explains how to run write operations to remote repositories safely. Emphasizes workflows using `--force-with-lease` and configure branch protection to protect production branches.
-  - **(2021)** [cloudbees.com: Git Pull: How It Works With Detailed Examples](https://www.cloudbees.com/blog/git-pull-how-it-works-with-detailed-examples)  [COMMUNITY-TOOL] β€” Demystifies `git pull` as a compound command combining `git fetch` with either `git merge` or `git rebase`. Explains default tracking branches, fast-forward parameters, and safety flags like `--ff-only`.
-#### Git Performance
-
-  - **(2021)** [about.gitlab.com: How Git Partial Clone lets you fetch only the large file you need](https://about.gitlab.com/blog/partial-clone-for-massive-repositories)  [COMMUNITY-TOOL] β€” Analyzes git-clone optimizations inside large enterprise monorepos. Demonstrates using partial cloning configs to bypass heavy binary blobs, downloading asset datasets dynamically during active execution loops.
-#### Git Rebasing
-
-  - **(2023)** [gitlab.com: How to keep your Git history clean with interactive rebase](https://about.gitlab.com/blog/keep-git-history-clean-with-interactive-rebase)  [COMMUNITY-TOOL] β€” A practical walk-through of interactive Git rebasing workflows. Explains strategies for squashing commit histories and resolving code conflicts before initiating target branch merges.
-#### Git Standards
-
-  - **(2021)** [about.gitlab.com: The new Git default branch name](https://about.gitlab.com/blog/new-git-default-branch-name)  [COMMUNITY-TOOL] β€” Provides guidelines on migrating default git branch nomenclature from 'master' to 'main'. Details configuration updates required for local developer systems and central hosting providers.
 #### GitLab Automation
 
   - **(2026)** [**Marge-bot: A merge-bot for GitLab**](https://github.com/smarkets/marge-bot) ⭐ 738  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A highly robust Python-based merge bot for GitLab. Implements a strict 'not-by-default' merge pipeline strategy, testing rebased target branches in isolation prior to master commits. Essential for keeping high-throughput GitLab monorepos permanently green.
-  - **(2020)** [Example: Smarkets's Marge-bot for GitLab keeps master always green](https://smarketshq.com/marge-bot-for-gitlab-keeps-master-always-green-6070e9d248df) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Smarkets' original architectural write-up highlighting the design constraints that birthed Marge-bot. Focuses on maintaining linear histories, removing manual rebase efforts, and enforcing continuous validation to maintain a 100% green master branch.
   - **(2022)** [Example: gitlab.gnome.org/marge-merge-bot](https://gitlab.gnome.org/users/sign_in) [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” Practical real-world case study showcasing the implementation of the Smarkets Marge-bot inside GNOME's GitLab infrastructure. Examines performance outcomes when maintaining high-volume open-source codebases under automated review queues.
-  - **(2021)** [Example: GStreamer Merge Bot](https://gitlab.freedesktop.org/gstreamer-merge-bot) [N/A CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A real-world production reference analyzing the deployment of a dedicated GitLab merge bot within the GStreamer ecosystem. Details structural optimizations for automating extensive suite tests across complex multimedia pipelines.
   - **(2021)** [lab.texthtml.net: Gitlab Merge Bot](https://lab.texthtml.net/gitlab/merge-bot) [JAVASCRIPT CONTENT] 🌟 [COMMUNITY-TOOL] β€” A lightweight Dockerized automation assistant engineered to streamline GitLab merge requests. Orchestrates pipeline status polling and auto-approves merges on successful continuous integration runs, optimizing delivery velocity.
-#### GitLab Code Review
-
-  - **(2021)** [about.gitlab.com: How GitLab's 5 new code review features will make life easier](https://about.gitlab.com/blog/5-code-review-features)  [COMMUNITY-TOOL] β€” Explores five key GitLab features designed to streamline the code review process. Includes visual multi-line comment mapping, customized approval gates, and Code Owners configuration.
-#### Monorepo Strategy
-
-  - **(2020)** [**How We Use Git at Microsoft**](https://learn.microsoft.com/en-us/devops/develop/git/what-is-git) [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Explores Microsoft's internal scaling strategies for Git, focusing on large-scale engineering pipelines and the Virtual File System for Git (VFS for Git). Outlines physical scale limitations and monorepo performance tuning. Current industry patterns validate that virtualized filesystems remain crucial for multi-gigabyte corporate codebases.
-#### Monorepos and Performance
-
-  - **(2021)** [==github.blog: Improve Git monorepo performance with a file system monitor 🌟==](https://github.blog/engineering/improve-git-monorepo-performance-with-a-file-system-monitor) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Addresses scaling challenges in large monorepos. Explains how Git uses FSMonitor (File System Monitor) integration to drastically reduce command response times for commands like `git status`.
-  - **(2020)** [==github.blog: Get up to speed with partial clone and shallow clone==](https://github.blog/open-source/git/get-up-to-speed-with-partial-clone-and-shallow-clone) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Explains how to optimize clone performance in extremely large codebases using partial clones (blobless and treeless) and shallow clones. Compares how these strategies reduce network payloads and local disk consumption, making them ideal for high-throughput CI/CD runtimes.
-#### Security and Authentication
-
-  - **(2021)** [==github.blog: Token authentication requirements for Git operations==](https://github.blog/security/application-security/token-authentication-requirements-for-git-operations) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” Details GitHub's transition away from legacy basic password authentication for Git operations. Highlights security compliance frameworks, token creation protocols (fine-grained vs. classic), SSH key strategies, and automated credential manager operations.
-  - **(2021)** [==blog.gitguardian.com: Rewriting your git history, removing files permanently - cheatsheet & guide==](https://blog.gitguardian.com/rewriting-git-history-cheatsheet) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [LEGACY] β€” A detailed security guide for removing sensitive files, secrets, and large payloads from Git history. Compares legacy `git filter-branch` with the faster, modern `git-filter-repo` and BFG Repo-Cleaner tools, outlining downstream impacts of forced push updates.
-  - **(2021)** [thenewstack.io: Why Open Source Project Maintainers are Reluctant to use Digital Signatures, Two-Factor Authentication](https://thenewstack.io/why-open-source-project-maintainers-are-reluctant-to-use-digital-signatures-two-factor-authentication)  [COMMUNITY-TOOL] β€” Explores the workflow friction and usability issues surrounding GPG/SSH commit signing and multi-factor authentication (MFA) in open-source projects. Examines the trade-offs between supply-chain security mandates and developer velocity.
-#### Trunk-Based Development
-
-  - **(2018)** [slideshare.net: Git version control and trunk based approach with VSTS](https://www.slideshare.net/arunmurughan/git-version-control-and-trunk-based-approach-with-vsts) [N/A CONTENT] 🌟 [GUIDE] [LEGACY] β€” A legacy slide presentation analyzing the migration from branch-heavy Git workflows to modern trunk-based development inside Visual Studio Team Services (now Azure DevOps). Focuses on optimizing the feedback loop and minimizing code integration debt through quick merges. Current industry engineering truth shows this approach is highly aligned with modern continuous deployment pipelines.
-#### VS Code Integrations
-
-  - **(2022)** [gitlab.com: How to do GitLab merge request reviews in VS Code](https://about.gitlab.com/blog/mr-reviews-with-vs-code)  [COMMUNITY-TOOL] β€” Demonstrates integrating GitLab Merge Request code reviews directly inside Visual Studio Code. Enables developers to comment, review changes, and manage approvals without switching context to the web UI.
-#### Workflows
-
-
-??? abstract "Architect's Technical Comparison Table"
-    | Solution | Maturity | Primary Focus | Language | Stars |
-    | :--- | :--- | :--- | :--- | :--- |
-    | [freecodecamp.org: Git for Professionals – Free Version Control Course 🌟](https://www.freecodecamp.org/news/git-for-professionals) |  | Workflows | English | 🌟🌟🌟🌟🌟 |
-    | [thenewstack.io: Git for Managing Small Projects 🌟](https://thenewstack.io/git-for-managing-small-projects) |  | Workflows | English | 🌟🌟🌟🌟 |
-    | [dev.to: 10 useful Git tips to improve your workflow 🌟](https://dev.to/yenyih/10-useful-git-tips-to-improve-your-workflow-kf1) |  | Workflows | English | 🌟🌟🌟🌟 |
-    | [polarsquad.com: Stop doing pull requests](https://polarsquad.com/blog/stop-doing-pull-requests) |  | Workflows | English | 🌟🌟🌟🌟 |
-    | [dev.to: How atomic Git commits dramatically increased my productivity - and will increase yours too 🌟](https://dev.to/samuelfaure/how-atomic-git-commits-dramatically-increased-my-productivity-and-will-increase-yours-too-4a84) |  | Workflows | English | 🌟🌟🌟🌟 |
-
-  - **(2021)** [==freecodecamp.org: Git for Professionals – Free Version Control Course 🌟==](https://www.freecodecamp.org/news/git-for-professionals) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” A comprehensive masterclass covering internal database models, advanced histories, interactive rebasing, bisecting debugging strategies, submodules, and clean git flow implementations for production-scale engineering teams.
-  - **(2021)** [**thenewstack.io: Git for Managing Small Projects 🌟**](https://thenewstack.io/git-for-managing-small-projects) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Explains how to scale down Git processes to streamline individual workflows and small-team projects. Emphasizes maintaining lightweight branch schemes without the overhead of heavy enterprise processes.
-  - **(2021)** [**dev.to: 10 useful Git tips to improve your workflow 🌟**](https://dev.to/yenyih/10-useful-git-tips-to-improve-your-workflow-kf1) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Practical advice on commands like `git bisect`, branch pruning, stash configurations, and visual history logs. Boosts day-to-day command-line productivity.
-  - **(2021)** [**polarsquad.com: Stop doing pull requests**](https://polarsquad.com/blog/stop-doing-pull-requests) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Critiques standard pull request queues in continuous deployment workflows. Recommends trunk-based development and pair programming as alternatives to reduce lead times and avoid integration batching.
-  - **(2021)** [**dev.to: How atomic Git commits dramatically increased my productivity - and will increase yours too 🌟**](https://dev.to/samuelfaure/how-atomic-git-commits-dramatically-increased-my-productivity-and-will-increase-yours-too-4a84) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Advocates for atomic commits (limiting each commit to a single, self-contained change). Explains how this practice simplifies code reviews, speeds up automated testing, and makes rollbacks easier.
-  - **(2022)** [geeksforgeeks.org: How to Write Good Commit Messages in GitHub?](https://www.geeksforgeeks.org/git/how-to-write-good-commit-messages-in-github)  [COMMUNITY-TOOL] β€” Outlines standard practices for structured git commits (imperative mood, subject/body segregation, 50/72 character limits). Discusses how clear commit logging improves software audit trails and automated changelog generation.
-  - **(2022)** [freecodecamp.org: How to Use Git and Git Workflows – a Practical Guide](https://www.freecodecamp.org/news/practical-git-and-git-workflows)  [COMMUNITY-TOOL] [GUIDE] β€” Compares branching models including Git Flow, GitHub Flow, and Trunk-Based Development. Helps engineering teams choose the right workflow based on their deployment frequency, team size, and CI/CD setup.
-  - **(2021)** [smashingmagazine.com: Getting The Most Out Of Git](https://www.smashingmagazine.com/2021/02/getting-the-most-out-of-git)  [COMMUNITY-TOOL] β€” A practical collection of Git strategies, including customizable CLI alias configurations, commit-signing techniques, interactive staging tools, and workflows designed to prevent local context-switching conflicts.
-  - **(2021)** [honeybadger.io: Top Ten Git Tips & Tricks](https://www.honeybadger.io/blog/git-tricks)  [COMMUNITY-TOOL] β€” Shares 10 practical tips for advanced Git usage, covering visual log customization, staging subsets of files with interactive add, temporary stash configurations, and restoring deleted commits with `reflog`.
-  - **(2021)** [midu.dev: Buenas prΓ‘cticas para escribir commits en Git](https://midu.dev/buenas-practicas-escribir-commits-git) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” Written in Spanish, this guide addresses conventional commit standards, semantic tagging (feat, fix, refactor), and the architectural benefits of using clean commit structures for CI/CD automation.
-  - **(2021)** [dev.to: Open Source: My first Pull Request](https://dev.to/okimotomizuho/open-source-my-first-pull-request-1356)  [COMMUNITY-TOOL] β€” Walks beginners through their first open source contribution. Covers forking upstream, local cloning, branch creation, pushing, and opening a PR on GitHub.
-  - **(2021)** [css-tricks.com: Advanced Git series. 1 Creating the Perfect Commit in Git](https://css-tricks.com/creating-the-perfect-commit-in-git)  [COMMUNITY-TOOL] β€” A multi-part deep dive on Git best practices, including git add -p, branching strategies, PR workflows, merge conflict resolution, rebase vs merge, interactive rebase, cherry-picking, and reflogs.
-  - **(2021)** [dev.to: Git Organized: A Better Git Flow](https://dev.to/render/git-organized-a-better-git-flow-56go)  [COMMUNITY-TOOL] β€” Explores strategies for maintaining clean, readable Git history, emphasizing squash-and-merge patterns and clean branching methodologies to streamline code reviews and CI/CD pipelines.
-### Version Control Systems
-
-#### Git Operations (3)
-
-  - **(2014)** [Removing the last commit](https://gist.github.com/CrookedNumber/8964442) [BASH CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A practical troubleshooting guide mapping out strategies to revert or reset the latest Git commit. Explains the critical differences between `--soft`, `--mixed`, and `--hard` reset commands for local and remote recovery workflows.
-#### Git Workflows (3)
-
-  - **(2011)** [==GitHub Flow==](https://docs.github.com/en/get-started/using-github/github-flow) [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” GitHub Flow is a lightweight, branch-based workflow that supports continuous delivery by eliminating the complex branching structures of older patterns. Developers work on short-lived feature branches, using pull requests to run continuous integration tests and solicit reviews before automated deployment directly to the main branch. This approach minimizes merge conflicts and maintains a deployable master branch at all times.
-  - **(2021)** [gitkraken.com: GitFlow](https://support.gitkraken.com/git-workflows-and-extensions/git-flow) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A GUI-centric operational guide detailing GitKraken's native GitFlow integration. Demonstrates how to execute branching actionsβ€”such as starting and finishing features, hotfixes, and releasesβ€”via UI tooling that automates CLI commands to minimize user error.
-  - **(2021)** [youtube: Git Flow Is A Bad Idea - Dave Farley](https://www.youtube.com/watch?v=_w6TwnLCFwA&ab_channel=ContinuousDelivery) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A video presentation by Continuous Delivery co-author Dave Farley criticizing GitFlow. He breaks down how parallel feature branches delay code integration, conflict with true continuous integration (CI) goals, and outlines how trunk-based development delivers faster and safer software updates.
-  - **(2021)** [freecodecamp.org: What is Trunk Based Development? A Different Approach to the Software Development Lifecycle](https://www.freecodecamp.org/news/what-is-trunk-based-development) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An educational guide that introduces developers to Trunk-Based Development. It contrasts TBD with traditional GitFlow, showing how merging frequent, small commits to a single trunk prevents major merge conflicts and accelerates deployment cycles.
-  - **(2020)** [kubernetes.dev: GitHub Workflow](https://www.kubernetes.dev/docs/guide/github-workflow) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” The official Kubernetes project contributor guidelines detailing its custom, large-scale upstream/downstream fork-and-pull Git workflow. Emphasizes rebase strategies, PR conventions, and the specialized automated Prow bot systems used to manage gating, label tracking, and multi-SIG code approvals.
-  - **(2020)** [kean.github.io: Trunk-Based Development](https://kean.blog/post/trunk-based-development) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A practical retrospective examining the execution of Trunk-Based Development (TBD) within cloud environments. Explores how fast feedback loops, automated testing, and branch-by-abstraction strategies work together to eliminate long-lived branching headaches.
-  - **(2019)** [atlassian.com: Gitflow Workflow](https://www.atlassian.com/git/tutorials/comparing-workflows/gitflow-workflow) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Atlassian's classic git tutorial on Gitflow, outlining its mechanics, workflows, and common command patterns. It contrasts this highly structured model with alternative setups, helping teams choose the right balance between isolation and continuous integration.
-  - **(2019)** [team-coder.com: From Git Flow to Trunk Based Development](https://team-coder.com/from-git-flow-to-trunk-based-development) [MARKDOWN CONTENT]  [CASE STUDY] [COMMUNITY-TOOL] β€” A technical migration blueprint outlining how to move teams from GitFlow to Trunk-Based Development. It highlights real-world challenges, such as adapting CI pipelines and managing team workflows during the transition.
-  - **(2018)** [devblogs.microsoft.com: Release Flow: How We Do Branching on the VSTS Team](https://devblogs.microsoft.com/devops/release-flow-how-we-do-branching-on-the-vsts-team) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [CASE STUDY] [COMMUNITY-TOOL] β€” A deep technical analysis of Microsoft's 'Release Flow' branching model, developed to manage the Azure DevOps/VSTS codebase. The model focuses on short-lived topic branches that target `main`, and uses cherry-picked hotfixes and isolated release branches to protect and maintain trunk stability.
-  - **(2018)** [devopszone.info: An Introduction To Git-flow Workflow](https://www.devopszone.info/post/an-introduction-to-git-flow-workflow) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An introductory primer explaining the core architectural components of the GitFlow branching pattern. It focuses on the division of responsibilities among the main, develop, hotfix, and feature branches to help developers transition away from unstructured branching habits.
-  - **(2017)** [Trunk Based Development](https://trunkbaseddevelopment.com) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” The definitive technical manual on Trunk-Based Development (TBD), demonstrating how merging code into a single central branch ('trunk') multiple times a day prevents integration drift. This design demands rigorous CI pipeline safety and feature flag setups to decouple staging from active user exposures.
-  - **(2017)** [trunkbaseddevelopment.com: Alternative Branching Models](https://trunkbaseddevelopment.com/alternative-branching-models) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An analytical module from trunkbaseddevelopment.com comparing alternative branching patterns, such as GitFlow and GitHub Flow. It highlights the structural differences, release frequencies, and common pain points of each model.
-  - **(2016)** [aprendegit.com: git-flow: la rama develop y uso de feature branches](https://aprendegit.com/git-flow-la-rama-develop-y-uso-de-feature-branches) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A Spanish-language tutorial focusing on the mechanics of the GitFlow `develop` branch and feature integration lifecycle. It outlines merge patterns and synchronization techniques to help developers keep active lines aligned during parallel sprints.
-  - **(2016)** [thinkinglabs.io: Feature Branching considered Evil](https://thinkinglabs.io/talks/2016/10/29/feature-branching-considered-evil.html) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A critical analysis of the hidden architectural costs of isolated development branches. Explains how long-lived branches defer integration testing, increase deployment risk, and slow down release cycles, while presenting techniques to help teams shift to continuous integration.
-  - **(2015)** [Git DMZ Flow](https://gist.github.com/djspiewak/9f2f91085607a4859a66) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The Git DMZ Flow introduces a specialized 'demilitarized zone' branch acting as a buffer between feature integrations and the protected production branch. Automated CI suites run validation tasks directly in this zone, completely preventing unstable changes from polluting main lines without relying on complex manual gates.
-  - **(2015)** [gist.github.com/JamesMGreene: A comparison of using `git flow` commands' versus raw `git` commands](https://gist.github.com/JamesMGreene/cdd0ac49f90c987e45ac) [BASH CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A detailed side-by-side terminal command comparison showing what the automated `git-flow` wrapper does under the hood versus raw Git commands. Essential for engineers who need to debug broken branch states or build custom CI/CD scripts without external dependencies.
-  - **(2014)** [paulhammant.com: Microsoft's Trunk-Based Development](https://paulhammant.com/2014/04/03/microsofts-trunk-based-development) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [CASE STUDY] [COMMUNITY-TOOL] β€” An analytical study on how Microsoft adapted Trunk-Based Development practices across large engineering groups. Explores the tooling upgrades and operational adaptations necessary to support thousands of developers pushing to a single main branch daily.
-  - **(2013)** [paulhammant.com: What is Trunk-Based Development?](https://paulhammant.com/2013/04/05/what-is-trunk-based-development) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An foundational architectural essay by Paul Hammant detailing Trunk-Based Development mechanics. He argues that delayed integrations cause system-wide delivery bottlenecks, explaining why high-performing systems rely on dynamic runtime toggling and direct-to-main trunk pushes.
-  - **(2012)** [git-flow.readthedocs.io](https://git-flow.readthedocs.io/en/latest) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” Official reference documentation for the git-flow CLI extension, which wraps core Git commands to automate Vincent Driessen's branching model. It details low-level subcommands for features, releases, and hotfixes, making complex git operations more accessible from the command line.
-  - **(2010)** [nvie.com: Feature Branches. A successful Git branching model](https://nvie.com/posts/a-successful-git-branching-model) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An extract of Vincent Driessen's GitFlow detailing feature branch mechanics. It outlines the conventions for branching off and merging back into the `develop` line, providing a structured approach for isolation that is best suited for scheduled release cycles.
-## Version Control (3)
-
-### Advanced Git
-
-#### Best Practices
-
-  - **(2021)** [speakerdeck.com: 10 Git Anti Patterns You Should be Aware of 🌟](https://speakerdeck.com/lemiorhan/10-git-anti-patterns-you-should-be-aware-of) 🌟 [COMMUNITY-TOOL] β€” Identifies ten common Git anti-patterns, such as committing generated binaries, squashing merge conflicts blindly, and using massive monolithic commits. Provides clear alternatives to preserve commit history sanity and optimize repository performance.
-  - **(2022)** [jmfloreszazo.com: GIT Mejores prΓ‘cticas: CHERRY-PICKING](https://jmfloreszazo.com/git-mejores-practicas-cherry-picking) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” A technical guide in Spanish targeting cherry-picking best practices inside release cycles. Highlights the risks of duplicate commit hashes and outlines strategies for safely cherry-picking patches without fracturing the project's historical graph.
-#### Dependency Management (1)
-
-  - **(2023)** [git-scm.com: Git Tools - Submodules](https://git-scm.com/book/en/v2/Git-Tools-Submodules) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The official documentation reference on Git submodules, enabling external repositories to be embedded as sub-directories. Discusses reference synchronization, detached HEAD states in child submodules, and standard update patterns for mono-repo and library dependency workflows.
-#### Developer Workflow
-
-  - **(2023)** [realpython.com: Advanced Git Tips for Python Developers 🌟](https://realpython.com/advanced-git-for-pythonistas) [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] [GUIDE] β€” Provides tailored Git workflows and configuration strategies for Python ecosystems, targeting advanced source code management. It highlights Python-specific .gitignore optimizations, interactive staging, reflog navigation, and custom diff tools to streamline development pipelines.
-#### History Manipulation
-
-  - **(2022)** [cloudbees.com: Git Squash: How to Condense Your Commit History](https://www.cloudbees.com/blog/git-squash-how-to-condense-your-commit-history)  [COMMUNITY-TOOL] β€” Outlines the mechanisms of squashing commits during the merging cycle to produce a highly readable linear history. The guide highlights interactive rebasing ('git rebase -i') as a fundamental tool for condensing redundant development micro-commits before pull request validation.
-  - **(2022)** [freecodecamp.org: Git Squash Commits – Squashing the Last N Commits into One Commit](https://www.freecodecamp.org/news/git-squash-commits)  [COMMUNITY-TOOL] [GUIDE] β€” Explains how to streamline upstream integration by squashing the last N local commits. This guide teaches interactive rebasing syntaxes, walking users through editor configurations, choosing parent references, and reshaping log trails for downstream peer reviews.
-  - **(2022)** [build5nines.com: Git: Merge Repositories with History](https://build5nines.com/git-merge-repositories-with-history) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explains specialized monorepo migrations by merging isolated Git repositories while retaining complete development logs. Focuses on subdirectory filter-branch operations, adding foreign remotes, and executing forced merges with unrelated histories.
-  - **(2022)** [opensource.com: My guide to understanding Git rebase -i](https://opensource.com/article/22/4/manage-git-commits-rebase-i-command) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Deep dive into interactive rebasing commands (pick, reword, edit, squash, fixup, drop). Highlights how interactive rebasing works behind the scenes to help developers rewrite local histories cleanly before master integration.
-  - **(2021)** [freecodecamp.org/news/git-rebase-handbook](https://www.freecodecamp.org/news/git-rebase-handbook)  [COMMUNITY-TOOL] β€” An extensive reference covering rebasing workflows, upstream integration hazards, and conflict resolution during rebase. Provides concrete guidelines on when to rebase versus when to merge to preserve repository sanity.
-  - **(2021)** [opensource.com: 3 reasons I use the Git cherry-pick command](https://opensource.com/article/21/3/git-cherry-pick)  [COMMUNITY-TOOL] β€” Details use cases for applying specific commits from one branch to another using 'git cherry-pick'. Focuses on patching bugs in release branches, rescuing misplaced commits, and migrating discrete feature sets across development forks.
-  - **(2011)** [devroom.io: Git Squash your latests commits into one](https://www.devroom.io/2011/07/05/git-squash-your-latests-commits-into-one)  [COMMUNITY-TOOL] [GUIDE] β€” A direct, syntax-focused reference detailing how to coalesce multiple local micro-commits into a single master delivery. Provides rapid, actionable CLI examples using 'git reset' and 'git rebase' to clean up local histories prior to public repository synchronization.
-#### Workspace State
-
-  - **(2021)** [opensource.com: 4 tips for context switching in Git](https://opensource.com/article/21/4/context-switching-git) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Outlines high-performance context-switching techniques, emphasizing 'git worktree' and 'git stash'. This guide covers keeping separate branches simultaneously checked out into distinct directory trees, allowing parallel debugging tasks without disrupting primary feature developments.
-### Backup and Recovery
-
-#### Basics
-
-  - **(2022)** [dev.to: 3 Ways to Backup Your Code (Even If You Don’t Know Git)](https://dev.to/github/3-ways-to-backup-your-code-even-if-you-dont-know-git-1o5l)  [COMMUNITY-TOOL] β€” Evaluates simple backup patterns ranging from manual zip compression and cloud storage synchronizations to primary Git remotes. Tailored for beginners seeking data resilience strategies prior to adopting complex CI/CD tooling.
-#### DevOps (1)
-
-  - **(2021)** [devops.com: Make GitHub Backups Part of Your Development Process](https://devops.com/make-github-backups-part-of-your-development-process)  [COMMUNITY-TOOL] β€” Examines the strategic importance of automated repository backups within enterprise CI/CD processes. Emphasizes risk mitigation around cloud service outages, compromised developer credentials, and accidental branch deletions.
-#### Security
-
-  - **(2023)** [backhub.co](https://www.backhub.co)  [COMMUNITY-TOOL] β€” Analyzes BackHub (acquired by Rewind), an enterprise backup system for GitHub repositories. Highlights automated daily backups, metadata recovery (issues, PRs, milestones), and secure offsite storage paths complying with modern risk-mitigation standards.
-### Collaborative Workflows
-
-#### Metadata Display
-
-  - **(2023)** [shields.io 🌟](https://shields.io) 🌟 [COMMUNITY-TOOL] β€” Shields.io is the standard metadata badge generation service for developer readmes and project hubs. It provides dynamic SVG badges showing continuous integration status, test coverage, package versioning, and license compliance across open-source and enterprise repositories.
-#### Open Source
-
-  - **(2022)** [dev.to: Open Source: Multiple branches and git merges](https://dev.to/okimotomizuho/open-source-multiple-branches-and-git-merges-2f69)  [COMMUNITY-TOOL] β€” Focuses on integration strategies for contributors managing branch hierarchies in open-source projects. Offers concrete tips on coordinating forks, staging changes across distinct feature branches, and safely executing pulls and merges with upstream main branches.
-#### Standards
-
-  - **(2022)** [freecodecamp.org: How to Write Commit Messages that Project Maintainers Will Appreciate](https://www.freecodecamp.org/news/how-to-write-commit-messages-maintainers-will-like)  [COMMUNITY-TOOL] β€” Outlines industry-standard practices for crafting high-quality commit messages, emphasizing the Conventional Commits specification. By structuring messages with imperative-mood titles, descriptive bodies, and footer metadata, developers ensure long-term codebase maintainability and automated changelog generation.
-  - **(2021)** [dev.to/varbsan: A Simplified Convention for Naming Branches and Commits in Git](https://dev.to/varbsan/a-simplified-convention-for-naming-branches-and-commits-in-git-il4)  [COMMUNITY-TOOL] β€” Proposes highly uniform namespace conventions for branches (e.g., feat/, fix/, chore/) and commits. Aligning team styles improves workspace transparency, simplifies DevOps build matching filters, and enables seamless automation integration.
-### Development Models
-
-#### Branching Strategy
-
-  - **(2022)** [atlassian.com: Comparing Workflows 🌟](https://www.atlassian.com/git/tutorials/comparing-workflows) 🌟 [COMMUNITY-TOOL] [GUIDE] β€” Evaluates and contrasts popular branch integration workflows (Centralized, Feature Branch, Gitflow, Forking). This guide highlights structural pros, cons, and appropriate environments for each pattern, serving as a standard resource for teams defining their Git branching strategies.
-  - **(2023)** [git-scm.com: Git Branching - Branching Workflows](https://git-scm.com/book/en/v2/Git-Branching-Branching-Workflows) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official Git documentation reviewing fundamental branching workflows like long-running branches and topic branches. Discusses merging practices to guide engineering teams in choosing the right isolation strategy for their scale.
-  - **(2023)** [git-scm.com: Distributed Git - Distributed Workflows](https://git-scm.com/book/en/v2/Distributed-Git-Distributed-Workflows) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Explains decentralized collaboration topologies, emphasizing the Integration-Manager and Dictator-and-Lieutenants models. Details reference handling, repository permissions, and integration loops for scaling large distributed systems.
-  - **(2022)** [adevait.com: Creating a Branching Strategy for Small Teams](https://adevait.com/software/creating-branching-strategy)  [COMMUNITY-TOOL] β€” Explains how to establish light, highly collaborative branching structures tailored for small, fast-moving agile development teams. Evaluates feature branching, hotfix workflows, and automated PR review loops to maintain speed and safety.
-  - **(2021)** [jmfloreszazo.com: Flujos de trabajo de git](https://jmfloreszazo.com/flujos-de-trabajo-de-git) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” A Spanish-language overview of major Git workflows, comparing GitFlow, GitHub Flow, and GitLab Flow. Focuses on helping engineering teams select and adapt the right strategy based on deployment cadence, scale, and release frequency.
-  - **(2020)** [martinfowler.com: Patterns for Managing Source Code Branches](https://martinfowler.com/articles/branching-patterns.html) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An extensive architectural blueprint for source-control branch patterns. It compares Mainline Development, Release Branches, and Feature Branches, analyzing how branching decisions affect integration frequency, build testing, and release delivery times.
-  - **(2013)** [paulhammant.com: What is Your Branching Model?:](https://paulhammant.com/2013/12/04/what_is_your_branching_model) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Analyzes branching strategies (Trunk-Based Development versus GitFlow), contrasting release-cadence, merge-frequency, and team sizing variables. Outlines how rapid master integrations minimize merge-debt and simplify continuous deployment systems.
-#### Tooling Configuration
-
-  - **(2022)** [atlassian.com: Configuring branching models 🌟](https://confluence.atlassian.com/bitbucketserver/branches-776639968.html) [DOCUMENTATION] 🌟 [COMMUNITY-TOOL] β€” Explains how to configure branch naming conventions and policies inside Bitbucket Server. Covers enforcing branch prefixes, setting branch permissions, and automating merge checks to standardize enterprise SDLC processes.
-### Git Core
-
-#### Basics (1)
-
-  - **(2021)** [dev.to: Git fundamentals, a complete guide | Leandro ProenΓ§a 🌟🌟](https://dev.to/leandronsp/git-fundamentals-a-complete-guide-do7) 🌟🌟 [COMMUNITY-TOOL] β€” A comprehensive guide detailing the core mechanics of Git, covering the object model (blobs, trees, commits, and tags) and essential command-line workflows. It establishes a clear mental model of the three states (working directory, staging area, and local repository) necessary for robust version control practices.
-#### Branch Management
-
-  - **(2022)** [gitkraken.com: Branching in Git 🌟](https://www.gitkraken.com/learn/git/branch) 🌟 [COMMUNITY-TOOL] [GUIDE] β€” Covers the mechanics of branch creation, checkout, tracking, and upstream mapping. Demonstrates visual UI methods alongside CLI tools to help developers grasp complex multi-branch environments and avoid merge conflicts.
-  - **(2021)** [freecodecamp.org: How to Use Branches in Git – the Ultimate Cheatsheet 🌟](https://www.freecodecamp.org/news/how-to-use-branches-in-git) 🌟 [COMMUNITY-TOOL] β€” A high-density reference guide containing exhaustive commands for creating, deleting, viewing, and resolving branch references. Evaluates branch life cycles, upstream-tracking configurations, and safe merge methodologies essential for maintaining clear workspace isolation during team development.
-  - **(2022)** [gitkraken.com: How do you rename a Git branch?](https://www.gitkraken.com/learn/git/problems/rename-git-branch)  [COMMUNITY-TOOL] [GUIDE] β€” Details the mechanics of renaming local and remote Git branches using command-line methods. Focuses on resolving modern upstream tracking synchronization tasks using options like 'git branch -m' alongside corresponding remote pushes to purge outdated branches safely.
-  - **(2022)** [freecodecamp.org: Git Checkout Remote Branch Tutorial](https://www.freecodecamp.org/news/git-checkout-remote-branch-tutorial)  [COMMUNITY-TOOL] [GUIDE] β€” Walks developers through local instantiation and tracking of remote repository branches. Outlines how modern versions of Git automatically correlate a local name matching a remote branch when using 'git checkout' or 'git switch', simplifying distributed collaboration pipelines.
-  - **(2022)** [freecodecamp.org: Git List Branches – How to Show All Remote and Local Branch Names](https://www.freecodecamp.org/news/git-list-branches-how-to-show-all-remote-and-local-branch-names)  [COMMUNITY-TOOL] β€” A practical command reference targeting branch metadata observation tools. Describes query flags such as '-a' (all), '-r' (remote), and '--merged' to prune inactive historical records and keep clean localized environments.
-#### Conceptual Models
-
-  - **(2022)** [opensource.com: Explaining Git branches with a LEGO analogy](https://opensource.com/article/22/4/git-branches)  [COMMUNITY-TOOL] β€” Simplifies the conceptual understanding of Git branching, staging, and merge mechanisms utilizing physical Lego bricks as visual models. Highly helpful for building conceptual clarity in junior engineers adapting to non-linear development strategies.
-#### Configuration
-
-  - **(2021)** [davidwalsh.name: More Awesome Git Aliases](https://davidwalsh.name/more-awesome-git-aliases)  [COMMUNITY-TOOL] β€” Explores sophisticated shell integration aliases designed for experienced CLI engineers. Demonstrates chain commands, unstage macros, and custom log formats to maximize terminal workflow efficiency.
-  - **(2020)** [opensource.com: 8 Git aliases that make me more efficient](https://opensource.com/article/20/11/git-aliases)  [COMMUNITY-TOOL] β€” Highlights eight custom configuration shortcuts to optimize command-line throughput. Focuses on setting up custom log graphs, rapid status representations, stashing configurations, and diff-checks directly inside the global .gitconfig file.
-#### Conflict Resolution (1)
-
-  - **(2021)** [freecodecamp.org: How to Fix Merge Conflicts in Git](https://www.freecodecamp.org/news/how-to-fix-merge-conflicts-in-git)  [COMMUNITY-TOOL] [GUIDE] β€” Provides actionable steps for interpreting, diagnosing, and resolving structural file conflicts inside Git. This handbook walks through conflict markers, manual intervention workflows, and external tools like 'git mergetool' for rapid workspace recovery.
-#### History Manipulation (1)
-
-  - **(2021)** [build5nines.com: Git: Reset / Undo Most Recent Local Commit](https://build5nines.com/git-reset-undo-most-recent-local-commit)  [COMMUNITY-TOOL] β€” Explores techniques for undoing the most recent local commit using soft, mixed, and hard resets. This guide contrasts 'git reset --soft HEAD~1' (preserving changes in staging) with 'git reset --hard' (discarding all changes), outlining critical risk-mitigation strategies for development history.
-#### Integration
-
-  - **(2022)** [dev.to: ELI5: Git Rebase vs. Merge 🌟](https://dev.to/karaluton/explain-like-i-m-five-git-rebase-vs-merging-1k69) 🌟 [COMMUNITY-TOOL] β€” Offers a highly accessible comparison of merging versus rebasing strategies. Explains how merging acts as a non-destructive historical record, while rebasing dynamically alters commit history to maintain a linear DAG timeline.
-  - **(2021)** [freecodecamp.org: The Git Merge Handbook – Definitive Guide to Merging in Git](https://www.freecodecamp.org/news/the-definitive-guide-to-git-merge)  [COMMUNITY-TOOL] β€” Comprehensive guide examining standard branch merge practices, fast-forward merges, three-way merges, and conflict mitigation. Offers foundational theoretical models of commit graphs alongside step-by-step diagnostic CLI routines.
-#### Interactive Learning
-
-  - **(2023)** [learngitbranching.js.org: Learn Git Branching 🌟](https://learngitbranching.js.org) 🌟 [COMMUNITY-TOOL] β€” The premier interactive repository visualization tool designed to build high-fidelity mental models of branching, merging, rebasing, and cherry-picking. It acts as a standard sandboxed ecosystem where developers can safely practice complex DAG structural manipulations through a gamified terminal UI.
-#### Internal Architecture
-
-  - **(2022)** [freecodecamp.org: How Git Branches Work](https://www.freecodecamp.org/news/how-git-branches-work)  [COMMUNITY-TOOL] β€” Explores Git's underlying data structures, demystifying DAG (Directed Acyclic Graph) models, refs, and the HEAD pointer. Demonstrates how Git isolates modifications cleanly via pointer-manipulation instead of physical copying, ensuring highly efficient and scalable local execution.
-  - **(2021)** [stackoverflow.blog: A look under the hood: how branches work in Git](https://stackoverflow.blog/2021/04/05/a-look-under-the-hood-how-branches-work-in-git) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep architectural analysis of Git's pointer-based branch structure. By explaining how a Git branch is simply a lightweight, mutable 41-byte text file containing a SHA-1 hash pointer, this analysis clarifies how operations remain computationally constant-time regardless of project scale.
-#### Metadata Inspection
-
-  - **(2022)** [build5nines.com: How to Determine URL a Local Git Repository was Originally Cloned From](https://build5nines.com/how-to-determine-url-a-local-git-repository-was-originally-cloned-from)  [COMMUNITY-TOOL] [GUIDE] β€” A targeted technical guide detailing commands like 'git remote -v' and 'git config --get remote.origin.url' to inspect remote configurations. Understanding origin metadata is crucial for automating CI/CD pipelines, mapping environments, and troubleshooting multi-remote scenarios in modern infrastructure pipelines.
-#### Platform Updates
-
-  - **(2023)** [github.blog: Highlights from Git 2.40](https://github.blog/open-source/git/highlights-from-git-2-40)  [LEGACY] β€” Analyzes structural performance updates and feature introductions in Git 2.40. Highlights include rewrites of legacy helper scripts like 'git jump' and 'git add --interactive' into native C, improving cross-platform compatibility and system execution speed across massive scale enterprise mono-repos.
-#### State Management
-
-  - **(2022)** [freecodecamp.org: Undo Git Add – How to Remove Added Files in Git 🌟](https://www.freecodecamp.org/news/undo-git-add-how-to-remove-added-files-in-git) 🌟 [COMMUNITY-TOOL] [GUIDE] β€” Focuses on mechanisms to untrack files and revert the staging area without affecting local working changes. It details commands like 'git restore --staged' and 'git rm --cached', highlighting their behavior under modern Git versions for safe workspace management.
-#### Synchronization
-
-  - **(2022)** [freecodecamp.org: Git Push to Remote Branch – How to Push a Local Branch to Origin](https://www.freecodecamp.org/news/git-push-to-remote-branch-how-to-push-a-local-branch-to-origin)  [COMMUNITY-TOOL] [GUIDE] β€” Focuses on mechanisms to publish local code adjustments to public git origins. Details the importance of the upstream configuration flag ('--set-upstream' or '-u') in establishing clear, continuous reference baselines for subsequent push and pull automation.
-#### Workspace State (1)
-
-  - **(2022)** [dev.to: How to Use Git Stash Command](https://dev.to/mwafrika/how-to-use-git-stash-command-22bk)  [COMMUNITY-TOOL] [GUIDE] β€” Explains practical use-cases for isolating uncommitted changes to enable rapid local branch switching. Explains how the stash stack works and demonstrates how to cherry-pick specific changes back to clean working states, preventing manual diffing and code regression risks.
-  - **(2021)** [opensource.com: A practical guide to using the git stash command](https://opensource.com/article/21/4/git-stash)  [COMMUNITY-TOOL] [GUIDE] β€” Provides an architectural deep dive into the Git stash command stack for saving uncommitted workspace modifications. Explains stash management commands (push, pop, apply, list, drop) and covers advanced options like stashing untracked or ignored files to preserve context switching cleanly.
-  - **(2021)** [css-tricks.com: Git: Switching Unstaged Changes to a New Branch](https://css-tricks.com/git-switching-unstaged-changes-to-a-new-branch)  [COMMUNITY-TOOL] β€” Analyzes rapid tactics for extracting uncommitted, unstaged alterations into a newly spawned local feature branch. Guides developers on preserving workspace fluidity when starting feature-work inside the wrong branch context without triggering merge hazards.
 
 ---
-πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md)
+πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Angular](./angular.md)
 
diff --git a/v2-docs/gitops.md b/v2-docs/gitops.md
index cfb57a69..7a15c9f7 100644
--- a/v2-docs/gitops.md
+++ b/v2-docs/gitops.md
@@ -23,171 +23,34 @@
       - [Standards](#standards)
   - [Infrastructure as Code](#infrastructure-as-code)
     - [Patterns](#patterns)
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [CICD](#cicd)
   - [GitOps](#gitops-3)
     - [Deployment Strategies](#deployment-strategies)
-    - [Enterprise Transition](#enterprise-transition)
     - [FluxCD](#fluxcd)
     - [Kustomize Manifests](#kustomize-manifests)
-1. [Cloud Infrastructure](#cloud-infrastructure)
-  - [Infrastructure as Code](#infrastructure-as-code-1)
-    - [Terraform Practices](#terraform-practices)
-  - [Kubernetes and Operators](#kubernetes-and-operators)
-    - [Platform Engineering](#platform-engineering)
-1. [Cloud Native](#cloud-native)
-  - [Kubernetes](#kubernetes)
-    - [Cluster API](#cluster-api)
-      - [ClusterClass](#clusterclass)
-1. [Cluster Management](#cluster-management)
-  - [GitOps](#gitops-4)
-    - [Anthos](#anthos)
-    - [Legacy Tools](#legacy-tools)
-  - [OpenShift](#openshift)
-    - [RHACM](#rhacm)
 1. [Continuous Delivery](#continuous-delivery)
-  - [GitOps](#gitops-5)
-    - [Adoption Trends](#adoption-trends)
-    - [Automation Patterns](#automation-patterns)
-    - [Best Practices](#best-practices)
-    - [CI-CD Integration](#ci-cd-integration)
-    - [Community Trends](#community-trends)
-    - [Configuration Management](#configuration-management)
-    - [Critique and Nuance](#critique-and-nuance)
-    - [Culture](#culture)
-    - [Design Patterns](#design-patterns)
-    - [Enterprise Methodology](#enterprise-methodology)
-    - [Environment Modeling](#environment-modeling)
-    - [Evolution](#evolution)
-    - [Infrastructure as Code](#infrastructure-as-code-2)
-    - [Introduction](#introduction)
-    - [Introductory Media](#introductory-media)
+  - [GitOps](#gitops-4)
     - [Kubernetes Native](#kubernetes-native)
-    - [Methodology](#methodology)
-    - [Multi-Cloud](#multi-cloud)
-    - [Multi-tenancy](#multi-tenancy)
-    - [Organizational Maturity](#organizational-maturity)
-    - [Policy and Compliance](#policy-and-compliance)
-    - [Red Hat OpenShift](#red-hat-openshift)
-    - [Repository Structure](#repository-structure)
-    - [Scale Operations](#scale-operations)
-    - [Standards](#standards-1)
     - [Telco and Edge](#telco-and-edge)
     - [Testing Environments](#testing-environments)
-    - [Tool Comparison](#tool-comparison)
   - [Progressive Delivery](#progressive-delivery)
     - [GitOps Integration](#gitops-integration)
-1. [Deployment and Delivery](#deployment-and-delivery)
-  - [Application Delivery](#application-delivery-1)
-    - [Waypoint](#waypoint)
-  - [GitOps](#gitops-6)
-    - [Octopilot](#octopilot)
-    - [Training](#training)
-  - [OpenShift](#openshift-1)
-    - [Automation](#automation)
-    - [CICD Pipeline](#cicd-pipeline)
-  - [Package Management](#package-management)
-    - [Glasskube](#glasskube)
-  - [Progressive Delivery](#progressive-delivery-1)
-    - [Flagger](#flagger)
-1. [GitOps](#gitops-7)
-  - [Applications](#applications)
-    - [Advanced Use Cases](#advanced-use-cases)
-  - [Architecture](#architecture)
-    - [Anti-Patterns](#anti-patterns)
-    - [Critique](#critique)
-    - [Design Patterns](#design-patterns-1)
-    - [Reconciliation Patterns](#reconciliation-patterns)
-  - [Automation](#automation-1)
-    - [Advanced Use Cases](#advanced-use-cases-1)
-  - [Community](#community)
-    - [Events](#events)
-  - [Developer Experience](#developer-experience)
-    - [Inner Loop](#inner-loop)
-  - [Enterprise](#enterprise)
-    - [AppOps](#appops)
-    - [Architecture Strategy](#architecture-strategy)
-    - [Automation](#automation-2)
-    - [Case Studies](#case-studies)
-    - [Scale](#scale)
-  - [FinOps](#finops)
-    - [Cloud Economics](#cloud-economics)
-  - [Git Basics](#git-basics)
-    - [Developer Experience](#developer-experience-1)
-  - [Implementation](#implementation-1)
-    - [Automation Principles](#automation-principles)
-    - [Best Practices](#best-practices-1)
-    - [Kubernetes Native](#kubernetes-native-1)
-    - [Optimization](#optimization)
-  - [Introduction](#introduction-1)
-    - [History](#history)
-    - [Overview](#overview)
-    - [Spanish Resources](#spanish-resources)
-    - [Strategy](#strategy)
-    - [Tutorials](#tutorials)
-    - [Visual Guides](#visual-guides)
-  - [Methodology](#methodology-1)
-    - [Advanced Perspectives](#advanced-perspectives)
-    - [Comparisons](#comparisons)
-    - [Core Principles](#core-principles)
+1. [GitOps](#gitops-5)
+  - [Methodology](#methodology)
     - [Developer Platforms](#developer-platforms)
-    - [Maturity Model](#maturity-model)
-    - [Overview](#overview-1)
-    - [Repository Design](#repository-design)
-  - [Metrics](#metrics)
-    - [Developer Velocity](#developer-velocity)
-  - [Multi-Cluster](#multi-cluster)
-    - [Decentralization](#decentralization)
-    - [Infrastructure](#infrastructure)
-    - [Strategy](#strategy-1)
-  - [Security](#security)
-    - [Access Control](#access-control)
-    - [Hardening](#hardening)
-    - [Policy Enforcement](#policy-enforcement)
-    - [Risk Management](#risk-management)
-  - [Standards](#standards-2)
-    - [CNCF](#cncf)
-1. [Identity and Access](#identity-and-access)
-  - [Tenant Governance](#tenant-governance)
-    - [Entra ID](#entra-id)
-      - [Infrastructure as Code](#infrastructure-as-code-3)
-1. [Infrastructure](#infrastructure-1)
-  - [Hybrid Cloud](#hybrid-cloud)
-    - [GitOps](#gitops-8)
-  - [Kubernetes Distributions](#kubernetes-distributions)
-    - [Automated Operations](#automated-operations)
-1. [Infrastructure as Code](#infrastructure-as-code-4)
-  - [Kubernetes Provisioning](#kubernetes-provisioning)
-    - [GitOps Frameworks](#gitops-frameworks)
-  - [Kubestack](#kubestack)
-    - [GitOps](#gitops-9)
-1. [Kubernetes](#kubernetes-1)
-  - [Cluster Operations](#cluster-operations)
-    - [Automation](#automation-3)
 1. [Networking](#networking)
-  - [CNI Plugins](#cni-plugins)
-    - [Overlay Networks](#overlay-networks)
   - [Ingress and Gateway](#ingress-and-gateway)
-    - [Automation](#automation-4)
+    - [Automation](#automation)
+  - [Service Mesh](#service-mesh)
+    - [eBPF vs Proxy](#ebpf-vs-proxy)
 1. [Platform Architecture](#platform-architecture)
-  - [GitOps](#gitops-10)
+  - [GitOps](#gitops-6)
     - [Modern Pipelines](#modern-pipelines)
-1. [Platform Engineering](#platform-engineering-1)
+1. [Platform Engineering](#platform-engineering)
   - [GitOps and Deployment](#gitops-and-deployment)
     - [Flux Ecosystem](#flux-ecosystem)
-  - [Infrastructure as Code](#infrastructure-as-code-5)
-    - [Terraform and AWS](#terraform-and-aws)
-      - [EKS Modules](#eks-modules)
-  - [Kubernetes GitOps and Packaging](#kubernetes-gitops-and-packaging)
-    - [Alternative Deployment Engines](#alternative-deployment-engines)
   - [Multi-Cluster Routing](#multi-cluster-routing)
     - [Fleet Orchestration](#fleet-orchestration)
-1. [Provisioning](#provisioning)
-  - [GitOps](#gitops-11)
-    - [Legacy Tools](#legacy-tools-1)
-    - [Media](#media)
 
 ## API Management
 
@@ -215,10 +78,7 @@
   - **(2021)** [thenewstack.io: Understanding GitOps: The Latest Tools and Philosophies](https://thenewstack.io/understanding-gitops-the-latest-tools-and-philosophies) [NONE CONTENT]  [EMERGING] β€” Synthesizes emerging GitOps technologies and delivery paradigms. It focuses on how modern sync engines handle connectivity losses in hybrid environments and manage multi-tenant boundaries. It serves as a great tool for architects planning future-proof application delivery frameworks.
 ##### Foundations
 
-  - **(2021)** [clickittech.com: What is GitOps? 🌟](https://www.clickittech.com/devops/what-is-gitops) [NONE CONTENT]  [COMMUNITY-TOOL] β€” An introductory resource explaining the fundamentals of GitOps pipelines and the operational value of continuous reconciliation. It explains how to deploy applications safely by using declarative definitions in version control. It acts as a clear onboarding guide for teams transitioning from old CI/CD setups.
   - **(2020)** [weave.works: Guide to GitOps](https://www.weave.works/technologies/gitops) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A foundational guide to GitOps concepts as originally defined and structured by Weaveworks. While Weaveworks pioneered these patterns and early delivery agents (Curator Insight), corporate closures shifted direct tooling maintenance to broader CNCF communities (Live Grounding). The design principles remain core to modern cloud-native CD.
-  - **(2020)** [weave.works: What Is GitOps?](https://www.weave.works/blog/what-is-gitops-really) [NONE CONTENT]  [LEGACY] β€” Explores the architectural differences between 'push-based' CI/CD pipelines and 'pull-based' GitOps synchronization. It covers how running in-cluster agents mitigates credential exposure in multi-tenant environments. Although some early tool integrations are legacy, the underlying reconciliation paradigm remains the standard.
-  - **(2020)** [cloudbees.com: What is GitOps?](https://www.cloudbees.com/gitops/what-is-gitops) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Explains how the GitOps model simplifies both application and infrastructure lifecycle management. By continuously syncing running cluster states with git declarations, teams benefit from automated self-healing and instant rollback capabilities. It represents an approachable technical introduction for enterprise operations teams.
 ##### Implementation
 
   - **(2021)** [itnext.io: Continuous GitOps, the way to do DevOps in Kubernetes 🌟](https://itnext.io/continuous-gitops-the-way-to-do-devops-in-kubernetes-896b0ea1d0fb) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A duplicate entry detailing continuous GitOps deployment processes and pipeline architectures. It highlights methods to trace and mitigate configuration drift in large-scale microservice deployments. Organizing repositories with structured directory configurations is key to managing complex, multi-environment cluster setups.
@@ -234,49 +94,6 @@
 #### Patterns
 
   - **(2021)** [itnext.io: Principles, Patterns, and Practices for Effective Infrastructure as Code](https://itnext.io/principles-patterns-and-practices-for-effective-infrastructure-as-code-e5f7bbe13df1) [TERRAFORM CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Maps out foundational engineering principles applied to Infrastructure as Code (IaC), including modular design, idempotency, and automated testing. These practices ensure underlying infrastructure layouts remain stable and predictable. This structural guidance is crucial to building scaling pipelines that feed into GitOps controllers.
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [geekflare.com: An Introduction to GitOps](https://geekflare.com/topic/development)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering geekflare.com in the Kubernetes Tools ecosystem.
-  - [Continuous GitOps, the way to do DevOps in Kubernetes](https://medium.com/@imarunrk/continuous-gitops-the-way-to-do-devops-in-kubernetes-896b0ea1d0fb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Continuous GitOps, the way to do DevOps in Kubernetes in the Kubernetes Tools ecosystem.
-  - [opensource.substack.com: All You Need To Know About GitOps](https://opensource.substack.com/p/all-you-need-to-know-about-gitops)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering opensource.substack.com: All You Need To Know About GitOps in the Kubernetes Tools ecosystem.
-  - [medium: GitOps: Build infrastructure resilient applications 🌟](https://medium.com/@franoisdagostini/gitops-build-infrastructure-resilient-applications-95bbc939046d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: GitOps: Build infrastructure resilient applications 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: GitOps : The Next Big Thing for DevOps and Automation!](https://medium.com/searce/gitops-the-next-big-thing-for-devops-and-automation-2a9597e51559)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: GitOps : The Next Big Thing for DevOps and Automation! in the Kubernetes Tools ecosystem.
-  - [samiyaakhtar.medium.com: GitOps Observability β€” Visualizing the journey' of a container](https://samiyaakhtar.medium.com/gitops-observability-visualizing-the-journey-of-a-container-5f6ef1f3c9d2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering samiyaakhtar.medium.com: GitOps Observability β€” Visualizing the journey' of a container in the Kubernetes Tools ecosystem.
-  - [kumomind.medium.com: Should I consider the GitOps methodology?](https://kumomind.medium.com/should-i-consider-the-gitops-methodology-f49e042b8c22)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kumomind.medium.com: Should I consider the GitOps methodology? in the Kubernetes Tools ecosystem.
-  - [devsecops.co.in: GitOps Guide – What, Why and How? 🌟](https://devsecops.co.in/2021/05/13/gitops-guide-what-why-and-how)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devsecops.co.in: GitOps Guide – What, Why and How? 🌟 in the Kubernetes Tools ecosystem.
-  - [en.sokube.ch: GitOps and the Millefeuille dilemma 🌟](https://en.sokube.ch/post/gitops-and-the-millefeuille-dilemma-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering en.sokube.ch: GitOps and the Millefeuille dilemma 🌟 in the Kubernetes Tools ecosystem.
-  - [devopslearners.com: What is GitOps?](https://devopslearners.com/what-is-gitops-168aac9a2ee)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devopslearners.com: What is GitOps? in the Kubernetes Tools ecosystem.
-  - [magalix.com: GitOps 101: What’s It All About?](https://www.magalix.com/blog/what-is-gitops)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering magalix.com: GitOps 101: What’s It All About? in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: How GitOps Can Help Prevent Security Misconfigurations](https://betterprogramming.pub/how-gitops-can-help-prevent-security-misconfigurations-8b506dcd89e1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: How GitOps Can Help Prevent Security Misconfigurations in the Kubernetes Tools ecosystem.
-  - [medium: Stop Using Branches for Deploying to Different GitOps Environments' | ostis Kapelonis](https://medium.com/containers-101/stop-using-branches-for-deploying-to-different-gitops-environments-7111d0632402)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium: Stop Using Branches for Deploying to Different GitOps Environments' | ostis Kapelonis== in the Kubernetes Tools ecosystem.
-  - [medium.com/@buraktahtacioglu: GitOps Fundamentals β€” CNCF Roadmap](https://medium.com/@buraktahtacioglu/gitops-fundamentals-cncf-roadmap-fa686dbced9d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@buraktahtacioglu: GitOps Fundamentals β€” CNCF Roadmap in the Kubernetes Tools ecosystem.
-  - [Dzone: 3 Steps to Developing a Successful GitOps Model](https://dzone.com/articles/3-steps-to-developing-a-successful-gitops-model)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==Dzone: 3 Steps to Developing a Successful GitOps Model== in the Kubernetes Tools ecosystem.
-  - [medium.com/codex: Points to Consider for Structuring Infrastructure as Code' Repositories](https://medium.com/codex/points-to-consider-for-structuring-infrastructure-as-code-repositories-886ff58404b8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/codex: Points to Consider for Structuring Infrastructure as Code' Repositories in the Kubernetes Tools ecosystem.
-  - [medium.com/jumia-tech: Immutable Infrastructure & GitOps 🌟](https://medium.com/jumia-tech/immutable-infrastructure-gitops-18d644f9c7cb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/jumia-tech: Immutable Infrastructure & GitOps 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/@alamdar.hussain0007: GitOps with Kubernetes](https://medium.com/@alamdar.hussain0007/gitops-with-kubernetes-f0912b644925)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@alamdar.hussain0007: GitOps with Kubernetes in the Kubernetes Tools ecosystem.
-  - [dzone: The Essentials of GitOps 🌟](https://dzone.com/refcardz/the-essentials-of-gitops)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==dzone: The Essentials of GitOps== 🌟 in the Kubernetes Tools ecosystem.
-  - [blog.devops.dev: GitOps β€” Fundamentals Part 0](https://blog.devops.dev/gitops-fundamentals-part-0-a8e63f8f9ce8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: GitOps β€” Fundamentals Part 0 in the Kubernetes Tools ecosystem.
-  - [msrishty.medium.com: Traditional CI-CD vs gitops 🌟](https://msrishty.medium.com/traditional-ci-cd-vs-gitops-e835728642fb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering msrishty.medium.com: Traditional CI-CD vs gitops 🌟 in the Kubernetes Tools ecosystem.
-  - [blog.developersteve.com: GitOps for Kubernetes Canary Deployments](https://blog.developersteve.com/gitops-for-kubernetes-canary-deployments-4aeab4043727)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.developersteve.com: GitOps for Kubernetes Canary Deployments in the Kubernetes Tools ecosystem.
-  - [medium.com/containers-101: Using GitOps for Databases](https://medium.com/containers-101/using-gitops-for-databases-f09a027184bb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/containers-101: Using GitOps for Databases in the Kubernetes Tools ecosystem.
-  - [medium.com/@ahmed.fathy.elayaat: What is GitOps?](https://medium.com/@ahmed.fathy.elayaat/gitops-fc27ef5a7836)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@ahmed.fathy.elayaat: What is GitOps? in the Kubernetes Tools ecosystem.
-  - [GitOps for Kubernetes with Jenkins](https://medium.com/stakater/gitops-for-kubernetes-with-jenkins-7db6304216e0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering GitOps for Kubernetes with Jenkins in the Kubernetes Tools ecosystem.
-  - [GitOps with Jenkins and Kubernetes](https://medium.com/@abhishekbhardwaj510/gitops-with-jenkins-and-kubernetes-c20425244c73)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering GitOps with Jenkins and Kubernetes in the Kubernetes Tools ecosystem.
-  - [How to Create a GitOps Workflow with Terraform and Jenkins](https://www.hashicorp.com/resources/how-create-gitops-workflow-terraform-jenkins)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering How to Create a GitOps Workflow with Terraform and Jenkins in the Kubernetes Tools ecosystem.
-  - [portworx.com: Automating Kubernetes Data Management with GitOps & AutoPilot](https://portworx.com/automating-kubernetes-data-management-with-gitops-autopilot)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering portworx.com: Automating Kubernetes Data Management with GitOps & AutoPilot in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Using Waypoint Runners To Enable GitOps Workflows](https://www.hashicorp.com/blog/using-waypoint-runners-to-enable-gitops-workflows)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Using Waypoint Runners To Enable GitOps Workflows in the Kubernetes Tools ecosystem.
-  - [medium.com/bumble-tech: GitOps for multi-cluster K8s environments 🌟](https://medium.com/bumble-tech/gitops-for-multi-cluster-k8s-environments-d305431ba6d6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/bumble-tech: GitOps for multi-cluster K8s environments== 🌟 in the Kubernetes Tools ecosystem.
-  - [blog.openshift.com: Introduction to GitOps with OpenShift](https://blog.openshift.comintroduction-to-gitops-with-openshift)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.openshift.com: Introduction to GitOps with OpenShift in the Kubernetes Tools ecosystem.
-  - [learn.openshift.com: GitOps introduction](https://learn.openshift.com/introduction/gitops-introduction)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering learn.openshift.com: GitOps introduction in the Kubernetes Tools ecosystem.
-  - [blog.openshift.com: is it too late to integrate GitOps?](https://blog.openshift.comis-it-too-late-to-integrate-gitops)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.openshift.com: is it too late to integrate GitOps? in the Kubernetes Tools ecosystem.
-  - [blog.openshift.com: OpenShift Authentication Integration with ArgoCD](https://blogopenshift.com/openshift-authentication-integration-with-argocd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.openshift.com: OpenShift Authentication Integration with ArgoCD in the Kubernetes Tools ecosystem.
-  - [medium: GitOps with Istio, Tekton and Argo CD β€” on OpenShift 4](https://medium.com/@joelkaplan1/gitops-with-istio-tekton-and-argo-cd-on-openshift-4-5e42d22994e3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: GitOps with Istio, Tekton and Argo CD β€” on OpenShift 4 in the Kubernetes Tools ecosystem.
-  - [info.acloud.guru: Adopting GitOps for Kubernetes on AWS](https://info.acloud.guru/resources/deploying-kubernetes-with-gitops)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering info.acloud.guru: Adopting GitOps for Kubernetes on AWS in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Applying DevOps to API Development for APIOps](https://betterprogramming.pub/applying-devops-to-api-development-for-apiops-21e2e605333e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Applying DevOps to API Development for APIOps in the Kubernetes Tools ecosystem.
 ## CICD
 
 ### GitOps (3)
@@ -284,448 +101,72 @@
 #### Deployment Strategies
 
   - **(2021)** [about.gitlab.com: 3 Ways to approach GitOps 🌟](https://about.gitlab.com/blog/gitops-done-3-ways) [YAML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A structured analysis comparing three common approaches to implementing GitOps. Contrasts pull-based versus push-based agent configurations, discussing security considerations, cluster scaling restrictions, and auditability trade-offs.
-#### Enterprise Transition
-
-  - **(2021)** [ibm.com: Enable GitOps](https://www.ibm.com/garage) [N/A CONTENT]  [GUIDE] [LEGACY] β€” An enterprise change-management guide from IBM Garage focusing on GitOps adoption. Details organizational processes, environment categorization, and verification configurations required to transition legacy pipelines into declarative GitOps models.
 #### FluxCD
 
-  - **(2025)** [Flux. The GitOps operator for Kubernetes](https://nubenetes.com/flux) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The main technical documentation and resources for Flux, the CNCF-graduated continuous delivery tool for Kubernetes. Analyzes multi-tenancy configurations, automated image update policies, and source controller optimizations that make Flux a core component of modern GitOps workflows.
+  - **(2025)** [Flux. The GitOps operator for Kubernetes](https://nubenetes.com/flux/) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The main technical documentation and resources for Flux, the CNCF-graduated continuous delivery tool for Kubernetes. Analyzes multi-tenancy configurations, automated image update policies, and source controller optimizations that make Flux a core component of modern GitOps workflows.
 #### Kustomize Manifests
 
-  - **(2025)** [Kustomize - Template-Free Kubernetes Configuration Customization](https://nubenetes.com/kustomize) [GO CONTENT]  [COMMUNITY-TOOL] β€” Technical reference for Kustomize, the template-free engine used to manage Kubernetes configurations. Details declarative base and overlay architectures, allowing developers to manage configurations for different environments (dev, staging, prod) without using complex Helm template structures.
-## Cloud Infrastructure
-
-### Infrastructure as Code (1)
-
-#### Terraform Practices
-
-  - **(2026)** [Terraform Best Practices](https://github.com/antonbabenko/terraform-best-practices) ⭐ 2473  [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A definitive guide detailing patterns and antipatterns for structural Terraform designs. Features industry-accepted guidelines on monorepo layout, variable validation, dynamic module injection, and drift remediation within production enterprise clouds.
-### Kubernetes and Operators
-
-#### Platform Engineering
-
-  - **(2026)** [How Kubernetes Operators Fit into Platform Building and When Traditional IaC Isn't Enough](https://www.thestack.technology/how-kubernetes-operators-fit-into-to-platform-building-and-when-traditional-iac-isnt-enough) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Compares traditional static IaC runtimes against active reconciliation patterns in Kubernetes Operators. Highlights instances where platform engineering teams require continuously running controller loops to prevent configuration drifts.
-## Cloud Native
-
-### Kubernetes
-
-#### Cluster API
-
-##### ClusterClass
-
-  - **(2024)** [ClusterClass: Experimental Feature for Streamlined Cluster Lifecycle Management in Cluster API](https://cluster-api.sigs.k8s.io/tasks/experimental-features/cluster-class) [YAML CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Outlines the ClusterClass feature inside Kubernetes Cluster API. Enables building reusable, abstract cluster topologies that simplify control-plane configuration and worker node pool management across diverse host infrastructure.
-## Cluster Management
+  - **(2025)** [Kustomize - Template-Free Kubernetes Configuration Customization](https://nubenetes.com/kustomize/) [GO CONTENT]  [COMMUNITY-TOOL] β€” Technical reference for Kustomize, the template-free engine used to manage Kubernetes configurations. Details declarative base and overlay architectures, allowing developers to manage configurations for different environments (dev, staging, prod) without using complex Helm template structures.
+## Continuous Delivery
 
 ### GitOps (4)
 
-#### Anthos
-
-  - **(2025)** [Anthos Config Management](https://docs.cloud.google.com/kubernetes-engine/docs) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The primary management platform docs covering Anthos Config Management. This framework bundles Config Sync, policy-as-code enforcement (Gatekeeper), and tenant isolation to maintain compliant configuration postures across hybrid cloud environments.
-#### Legacy Tools
-
-  - **(2024)** [Weave GitOps Enterprise](https://www.weave.works/product/gitops-enterprise) [ADVANCED LEVEL]  [LEGACY] β€” Enterprise edition of the Weave GitOps delivery platform. Following the 2024 closure of Weaveworks, this platform is legacy, but it pioneered self-service workspace boundaries and unified Git audit trails for large cluster environments.
-  - **(2022)** [thenewstack.io: Weave GitOps Trusted Delivery: A Road to Kubernetes Sanity?](https://thenewstack.io/weave-gitops-trusted-delivery-a-road-to-kubernetes-sanity)  [LEGACY] β€” An archived analytical exploration highlighting Weave's 'Trusted Delivery' framework, emphasizing secure supply chain integration with OPA policies and cryptographically verified pipelines inside Kubernetes environments.
-  - **(2021)** [thenewstack.io: Weave GitOps Core Integrates Git with Kubernetes](https://thenewstack.io/weave-gitops-core-integrates-git-with-kubernetes)  [COMMUNITY-TOOL] β€” Historical technical overview detailing Weave GitOps Core's launch and design paradigm. It explains how the core controller establishes declarative reconciliation to manage standard deployments using Flux engines under the hood.
-### OpenShift
-
-#### RHACM
-
-  - **(2022)** [piotrminkowski.com: GitOps with Advanced Cluster Management for Kubernetes 🌟](https://piotrminkowski.com/2022/10/24/gitops-with-advanced-cluster-management-for-kubernetes) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An in-depth technical walkthrough focusing on multi-cluster GitOps orchestration patterns. It maps out deployment structures managed via Red Hat Advanced Cluster Management (RHACM) working alongside central ArgoCD configurations.
-## Continuous Delivery
-
-### GitOps (5)
-
-#### Adoption Trends
-
-  - **(2022)** [toolbox.com: Why Are Organizations Adopting GitOps for Continuous Deployment in 2022?](https://www.toolbox.com/tech/devops/articles/more-organizations-adopting-gitops)  [COMMUNITY-TOOL] β€” Investigates driver trends steering enterprise migrations toward GitOps continuous deployment frameworks. Emphasizes security advantages of pull-based agent synchronization over traditional push models, minimizing the necessity of sharing high-privilege cluster credentials with external CI runners.
-#### Automation Patterns
-
-  - **(2022)** [developers.redhat.com: GitOps Cookbook: Kubernetes automation in practice](https://developers.redhat.com/articles/2022/12/20/gitops-cookbook-kubernetes-automation-practice)  [COMMUNITY-TOOL] β€” A practical cookbook demonstrating real-world automation recipes for Red Hat OpenShift and vanilla Kubernetes. Emphasizes declarative setup patterns using ArgoCD, helm-based packages, and Kustomize patches for microservice deployments.
-#### Best Practices
-
-  - **(2022)** [harness.io: 6 Actionable GitOps Best Practices To Help You Get Started](https://www.harness.io/blog/gitops-best-practices)  [COMMUNITY-TOOL] β€” Synthesizes six practical patterns to onboard engineering teams to GitOps safely. Focuses on designing clean directory splits, establishing safe secret injection mechanisms, handling schema verification, and designing clear rollback policies.
-  - **(2022)** [developers.redhat.com: Git best practices: Workflows for GitOps deployments | Christian Hernandez 🌟](https://developers.redhat.com/articles/2022/07/20/git-workflows-best-practices-gitops-deployments)  [COMMUNITY-TOOL] β€” Presents definitive repo workflow practices for GitOps environments. Strongly advocates separating development source repositories from declarative configuration repositories, employing trunk-based workflows, and defining clear access policies.
-#### CI-CD Integration
-
-  - **(2022)** [containerjournal.com: Best of 2022: GitOps: The Missing Link for CI/CD for Kubernetes](https://cloudnativenow.com/features/gitops-the-missing-link-for-ci-cd-for-kubernetes)  [COMMUNITY-TOOL] β€” Examines how GitOps acts as the crucial architectural integration layer in modern Kubernetes CI/CD models. Bridges continuous code integration with cluster-native continuous deployment, resolving long-standing configuration drift dilemmas.
-#### Community Trends
-
-  - **(2022)** [thenewstack.io: KubeCon: 14,000 More Engineers Have Their GitOps Basics Down](https://thenewstack.io/kubecon-14000-more-engineers-have-their-gitops-basics-down)  [COMMUNITY-TOOL] β€” Reflects on the massive normalization of GitOps standards across CNCF landscapes, documenting the maturation of operators like ArgoCD and FluxCD into standard enterprise building blocks for large-scale container platform architectures.
-#### Configuration Management
-
-  - **(2021)** [searchitoperations.techtarget.com: GitOps pros grapple with Kubernetes configuration management. GitOps users seek ideal Kubernetes config tool 🌟](https://www.techtarget.com/searchitoperations/news/252492459/GitOps-pros-grapple-with-Kubernetes-configuration-management)  [COMMUNITY-TOOL] β€” Examines how platform engineering teams evaluate configuration management systems like Helm, Kustomize, and Jsonnet. Highlights the critical challenges of maintaining configuration dry runs and preventing manifest bloat in Git repos.
-  - **(2020)** [Tanka](https://tanka.dev/tutorial/jsonnet) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A Grafana-backed configuration utility that harnesses Jsonnet to declare complex Kubernetes resources. Eliminates boilerplate manifest repetition by offering strong typing and reusable configurations, bypassing typical YAML templating limitations.
-#### Critique and Nuance
-
-  - **(2022)** [hackernoon.com: What Is GitOps And Why Is It (Almost) Useless? Part 1](https://hackernoon.com/what-is-gitops-and-why-it-is-almost-useless-part-1) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A counter-perspective assessing structural drawbacks, complexity overheads, and potential friction introduced by early-stage GitOps patterns. Explores branch management overheads and reconciliation loop limitations in non-standard enterprise deployments.
-#### Culture
-
-  - **(2022)** [itnext.io: Necessary Culture Change with GitOps](https://itnext.io/necessary-culture-change-with-gitops-2c63f4fe9604)  [COMMUNITY-TOOL] β€” Examines the fundamental cultural changes required to onboard developer and operational teams to a GitOps model, emphasizing the pivot from localized server scripting to trust in central automated reconciliation systems.
-#### Design Patterns
-
-  - **(2021)** [==github.com/cloudogu/gitops-patterns==](https://github.com/cloudogu/gitops-patterns) ⭐ 359  [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An open directory detailing tested structural patterns for GitOps repo layouts. Helps architectural teams implement scalable environment propagation, secure branch systems, and robust template overlays cleanly.
-#### Enterprise Methodology
-
-  - **(2022)** [github.blog: Applying GitOps principles to your operations](https://github.blog/enterprise-software/devops/applying-gitops-principles-to-your-operations)  [COMMUNITY-TOOL] β€” Presents GitHub's operational guidelines for implementing GitOps patterns at scale. Outlines secure repository structures, developer pull-request approval schemas, and automated audit structures for enterprise environments.
-#### Environment Modeling
-
-  - **(2022)** [codefresh.io: How to Model Your Gitops Environments and Promote Releases between Them 🌟](https://octopus.com/blog/how-to-model-your-gitops-environments) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Examines advanced strategies for modeling multi-tier environments (development, staging, production) within a GitOps configuration system. Strongly advocates utilizing folder-based hierarchy structures or parameterized configurations over complex branching methodologies to simplify releases.
-#### Evolution
-
-  - **(2022)** [thenewstack.io: GitOps as an Evolution of Kubernetes](https://thenewstack.io/gitops-as-an-evolution-of-kubernetes) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Traces the structural evolution of continuous delivery. Evaluates how traditional imperative deployment systems naturally paved the way for declarative, Kubernetes-native GitOps reconciliation engines as systems grew in complexity.
-#### Infrastructure as Code (2)
-
-  - **(2022)** [containerjournal.com: GitOps Workflows Expanding Beyond Kubernetes Clusters](https://cloudnativenow.com/features/gitops-workflows-expanding-beyond-kubernetes-clusters) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explains how the GitOps operational paradigm is expanding past native Kubernetes clusters to govern external infrastructure. Showcases utilizing operators like Crossplane to declarative sync public cloud databases, networks, and SaaS services.
-#### Introduction
-
-  - **(2021)** [thenewstack.io: Getting Started with GitOps](https://thenewstack.io/getting-started-with-gitops)  [COMMUNITY-TOOL] β€” An introductory technical primer on GitOps methodologies. Details the fundamental mechanics of Git acting as the single source of truth for declarative systems. Illustrates reconciliation loops, automated state synchronization, and active software agents constantly pulling configuration updates directly from remote version-control systems.
-  - **(2021)** [linkedin.com pulse: WTH is GitOps? | Pavan Belagatti](https://www.linkedin.com/pulse/wth-gitops-pavan-belagatti)  [COMMUNITY-TOOL] β€” A conceptual guide breaking down the foundational pillars of GitOps for engineering leadership. Clarifies how declarative infrastructure configurations are coupled with version control and automated reconciliation agents to implement highly resilient continuous deployment workflows.
-#### Introductory Media
-
-  - **(2021)** [devoriales.com: Exploring GitOps: Software and Infrastructure Management Intro Video](https://devoriales.com/video/897990746/intro-to-gitops)  [COMMUNITY-TOOL] β€” Visual and technical introductory video explaining software and infrastructure configuration pipelines under a GitOps operational paradigm, exploring source repositories mapping to remote environments.
 #### Kubernetes Native
 
-  - **(2022)** [containerjournal.com: GitOps Workflows and Principles for Kubernetes](https://cloudnativenow.com/topics/gitops-workflows-and-principles-for-kubernetes)  [COMMUNITY-TOOL] β€” Explains foundational workflows of GitOps deployment models on Kubernetes clusters. Illustrates the architecture of local pull-agents, tracking commit states in repositories, and maintaining declarative state consistency within native resources.
   - **(2022)** [piotrminkowski.com: Continuous Development on Kubernetes with GitOps Approach 🌟](https://piotrminkowski.com/2022/06/06/continuous-development-on-kubernetes-with-gitops-approach)  [COMMUNITY-TOOL] β€” Presents a real-world developer workflow utilizing GitOps frameworks during local and remote microservice development. Details how to tightly couple development loops with rapid Git-based deployments to maintain real-time sync with cloud-native testbeds.
-  - **(2022)** [loft.sh: GitOps + Kubernetes Explained](https://www.vcluster.com/blog/gitops-kubernetes-explained)  [COMMUNITY-TOOL] β€” A comprehensive conceptual guide detailing how virtualized cluster architectures interact with GitOps models. Explores key patterns of control loops, manifest management, and declarative state verification inside production infrastructures.
-#### Methodology
-
-  - **(2021)** [linkedin pulse: GitOps vs. DevOps! | Pavan Belagatti](https://www.linkedin.com/pulse/gitops-vs-devops-pavan-belagatti)  [COMMUNITY-TOOL] β€” A structural comparison illustrating differences between classical push-based CI/CD pipelines and pull-based GitOps patterns. Explains how GitOps leverages automated agents to reconcile versioned infrastructure configurations actively inside clusters.
-#### Multi-Cloud
-
-  - **(2021)** [vimeo.com: Weaveworks - Hybrid and Multi-Cloud Strategies for Kubernetes with GitOps](https://vimeo.com/516520492) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Architect-level video demonstrating multi-cloud and hybrid cloud deployment topologies managed via GitOps. Proves the viability of active, pull-based reconciliation agents to ensure state consistency across geographically distributed cluster pools.
-#### Multi-tenancy
-
-  - **(2021)** [weave.works: Weave Kubernetes Platform (WKP) Unlocks Cross Team Collaboration with Workspaces](https://www.weave.works/blog/wkp-team-workspaces-rbac) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Examines multi-tenant operational security in Weave Kubernetes Platform (WKP) using GitOps workspaces. Details how RBAC policies, network restrictions, and workspace templates can be versioned and reconciled dynamically from Git.
-#### Organizational Maturity
-
-  - **(2021)** [weave.works: GitOps takes DevOps teams to higher levels of maturity](https://www.weave.works/blog/gitops-takes-devops-teams-to-higher-levels-of-maturity)  [COMMUNITY-TOOL] β€” Discusses DevOps organizational maturity gains driven by GitOps patterns. Argues that transitioning from push-based script automation to active controller-based reconciliation radically improves Mean Time to Recovery (MTTR) and enables strict, system-level operational auditing.
-#### Policy and Compliance
-
-  - **(2022)** [thenewstack.io: Trusted Delivery: Policy-Based Compliance the GitOps Way](https://thenewstack.io/trusted-delivery-policy-based-compliance-the-gitops-way)  [COMMUNITY-TOOL] β€” Explores the fusion of Policy-as-Code (such as Kyverno and Open Policy Agent) with declarative GitOps pipelines. Curator Insight focuses on standard deployment setups, but Live Grounding emphasizes its critical security value in shift-left patterns. By verifying resource compliance within the pull-request flow before manifests are synced by controllers, organizations prevent cluster configurations from violating operational guardrails.
-  - **(2022)** [devops.com: Declarative Compliance With Policy-as-Code and GitOps 🌟](https://devops.com/declarative-compliance-with-policy-as-code-and-gitops) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Details structural mechanisms for enforcing declarative compliance via GitOps and Policy-as-Code. Demonstrates configuring automated compliance checkers that inspect commits dynamically, ensuring only certified configurations reach production environments.
-#### Red Hat OpenShift
-
-  - **(2021)** [openshift.com: Announcing OpenShift GitOps](https://www.redhat.com/en/blog/announcing-openshift-gitops)  [COMMUNITY-TOOL] β€” Announces OpenShift GitOps, embedding Red Hat-supported ArgoCD operators directly into the OpenShift console. Facilitates native fleet management by letting operators synchronize application configurations natively across cluster topologies.
-  - **(2021)** [openshift.com: OpenShift Pipelines and OpenShift GitOps are now Generally Available 🌟](https://www.redhat.com/en/blog/openshift-pipelines-and-openshift-gitops-are-now-generally-available)  [COMMUNITY-TOOL] β€” Details the GA announcement of OpenShift Pipelines (built on Tekton) and OpenShift GitOps (built on ArgoCD). Establishes a fully supported, cloud-native delivery pipeline paradigm tailored for enterprise hybrid-cloud deployments.
-#### Repository Structure
-
-  - **(2023)** [devopsera.com: How to Structure Directories in a GitOps Repository for the Best User-Friendliness and Flexibility](https://devopsera.com/2023/06/how-to-structure-directories-in-a-gitops-repository-for-the-best-user-friendliness-and-flexibility)  [COMMUNITY-TOOL] β€” Examines repository directory structures designed to maximize user accessibility and operational flexibility. Balances the cognitive load on developer teams with the security controls required for production-grade continuous synchronization.
-  - **(2022)** [harness.io: Managing the 'Git' in 'GitOps': 4 Ways to Structure Code in Your GitOps Repos 🌟](https://www.harness.io/blog/gitops-repo-structure)  [COMMUNITY-TOOL] β€” Compares four dominant directory layout models for GitOps systems. Weighs the tradeoffs of monorepos against multi-repos and assesses environment-specific branch segregation versus directory overlays to map multi-tenant developer permissions.
-  - **(2022)** [developers.redhat.com: How to set up your GitOps directory structure | Christian Hernandez 🌟](https://developers.redhat.com/articles/2022/09/07/how-set-your-gitops-directory-structure)  [COMMUNITY-TOOL] β€” Provides actionable guidance on configuring folder and directory hierarchies in GitOps repositories. Demonstrates setting up Kustomize base folders and environment overlays to maintain clean, scalable infrastructure models.
-#### Scale Operations
-
-  - **(2021)** [thenewstack.io: Kubernetes at Scale without GitOps Is a Bad Idea](https://thenewstack.io/kubernetes-at-scale-without-gitops-is-a-bad-idea)  [COMMUNITY-TOOL] β€” Addresses the severe configuration drift and maintenance challenges of operating large-scale Kubernetes estates without declarative synchronization. Synthesizes a case for strict GitOps architectures to automate security posture, reduce configuration complexity, and eliminate manual drift errors.
-#### Standards (1)
-
-  - **(2021)** [==github.com/open-gitops/project 🌟==](https://github.com/open-gitops/project) ⭐ 1178  [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Official open-source home of the OpenGitOps project. Contains formalized declarative infrastructure specifications and standards. Live Grounding verifies this as the canonical source of GitOps principles referenced by enterprises implementing native platform systems.
-  - **(2021)** [GitOps Working Group 🌟](https://github.com/gitops-working-group/gitops-working-group) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” CNCF-sponsored GitOps Working Group focusing on developing unified industry specifications. Establishes the core principles of GitOps (declarative state, version control, automated pull, active reconciliation) for tool development interoperability.
 #### Telco and Edge
 
   - **(2021)** [weave.works: The world’s largest telcos are now embracing GitOps. Deutsche Telekom explains why](https://www.weave.works/blog/deutsche-telekom-explain-why-they-chose-gitops-for-5g) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Case study analyzing how major telecommunications networks (e.g., Deutsche Telekom) apply GitOps workflows to govern large-scale 5G infrastructure. Curator Insight validates complex hybrid deployments, while Live Grounding proves the absolute necessity of Git-driven edge management to ensure consistent performance over thousands of remote kubernetes endpoints.
 #### Testing Environments
 
   - **(2021)** [==github.com/cloudogu/gitops-playground#example-applications==](https://github.com/cloudogu/gitops-playground) ⭐ 266  [SHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A fully configured local testing playground that showcases multi-tool GitOps pipelines. Includes pre-wired sample apps to help developers analyze live sync processes, drift reconciliation, and integration dynamics using ArgoCD and Flux.
-#### Tool Comparison
-
-  - **(2021)** [blog.container-solutions.com: FluxCD, ArgoCD or Jenkins X: Which Is the Right GitOps Tool for You? 🌟](https://blog.container-solutions.com/fluxcd-argocd-jenkins-x-gitops-tools)  [COMMUNITY-TOOL] β€” Compares design architectures of FluxCD, ArgoCD, and Jenkins X. Contrasts Flux's minimal controller-native footprints with ArgoCD's feature-rich enterprise dashboard and Jenkins X's opinionated, complete CI/CD environments.
-  - **(2021)** [cloudogu.com: Automation Assistants: GitOps tools in comparison 🌟](https://platform.cloudogu.com/en/blog/gitops-tools)  [COMMUNITY-TOOL] β€” An in-depth automation analysis evaluating standard GitOps operators. Discusses the trade-offs of security policies, installation overheads, multi-cluster scaling behaviors, and synchronization performance across production platform environments.
-  - **(2020)** [slideshare: GitOps, Jenkins X & Future of CI/CD](https://slideshare.net/rakutentech/gitops-jenkins-x-future-of-cicd)  [LEGACY] β€” Informative slides focusing on the evolution of Jenkins X alongside modern GitOps. Details how Jenkins X implements declarative pipelines, ideal for platform teams migrating legacy Jenkins infrastructures to kubernetes.
 ### Progressive Delivery
 
 #### GitOps Integration
 
   - **(2023)** [opensourceforu.com: Embracing Progressive Delivery In Kubernetes With GitOps](https://www.opensourceforu.com/2023/10/embracing-progressive-delivery-in-kubernetes-with-gitops) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Detailing structural implementations of progressive delivery, such as automated canaries, A/B testing, and blue-green rollouts, working in tandem with GitOps tools (like Flagger or Argo Rollouts) to control application lifecycle safety dynamically.
-## Deployment and Delivery
+## GitOps (5)
 
-### Application Delivery (1)
+### Methodology
 
-#### Waypoint
-
-  - **(2024)** [waypointproject.io](https://developer.hashicorp.com/waypoint) [GO CONTENT]  [COMMUNITY-TOOL] β€” HashiCorp Waypoint provides developers with a structured application delivery model across multiple underlying orchestrators. Utilizing a single declarative configuration file, it unifies the build, deployment, and release pipeline stages.
-### GitOps (6)
-
-#### Octopilot
-
-  - **(2023)** [dailymotion-oss.github.io/octopilot: Octopilot](https://dailymotion-oss.github.io/octopilot) [GO CONTENT]  [COMMUNITY-TOOL] β€” Octopilot is an automated multi-repository management CLI built to ease continuous maintenance across GitOps patterns. It facilitates mass pull-request generation, manifest updates, and version bump automation in targeted configurations.
-#### Training
-
-  - **(2023)** [youtube.com: GitOps Guide to the Galaxy 🌟🌟🌟](https://www.youtube.com/playlist?list=PLbMP1JcGBmSGKO8UreWpOBOhCqilejhtd)  [COMMUNITY-TOOL] β€” A structured educational series focusing on GitOps theory, hands-on architectural patterns, and practical tooling walkthroughs (ArgoCD, Tekton, and Helm). Highly recommended for establishing developer and platform team alignment.
-### OpenShift (1)
-
-#### Automation
-
-  - **(2023)** [==openshift-applier==](https://github.com/redhat-cop/openshift-applier) ⭐ 98  [ANSIBLE CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” An Ansible-based configuration framework from the Red Hat Community of Practice (CoP). It simplifies OpenShift resource definition by translating complex templates into structured variables, allowing legacy automation tools to interface with Kubernetes.
-#### CICD Pipeline
-
-  - **(2021)** [thenewstack.io: Red Hat Delivers Full GitOps CI/CD Built on Tekton and Argo](https://thenewstack.io/red-hat-delivers-full-gitops-ci-cd-built-on-tekton-and-argo)  [COMMUNITY-TOOL] β€” A product release report exploring Red Hat's operationalization of Tekton and ArgoCD, demonstrating enterprise-level support pathways and consolidated operator integrations inside standard OpenShift environments.
-  - **(2021)** [redhat.com: Red Hat Makes DevOps a Reality with OpenShift GitOps and OpenShift Pipelines 🌟](https://www.redhat.com/en/about/press-releases/red-hat-makes-devops-reality-openshift-gitops-and-openshift-pipelines)  [COMMUNITY-TOOL] β€” Official announcement details covering OpenShift GitOps and OpenShift Pipelines. Red Hat details organizational value paradigms, security baselines, and cross-team development velocity optimizations built on top of native cloud automation.
-### Package Management
-
-#### Glasskube
-
-  - **(2024)** [==github.com/glasskube/glasskube==](https://github.com/glasskube/glasskube) ⭐ 3494  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official open-source repository for Glasskube, a next-generation package manager for Kubernetes written in Go. Glasskube simplifies package discovery, automated lifecycle updates, and dependency mapping through structured Custom Resource Definitions (CRDs) and robust validation.
-  - **(2024)** [glasskube.dev 🌟](https://glasskube.dev) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Glasskube.dev represents the homepage and core operational documentation hub for Glasskube, a modern enterprise-grade package manager for Kubernetes. Designed to eliminate Helm syntax overhead, it provides an intuitive visual UI and CLI setup for streamlining complex cluster component lifecycles.
-### Progressive Delivery (1)
-
-#### Flagger
-
-  - **(2024)** [Flagger](https://flagger.app) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Flagger is an industry-standard Kubernetes progressive delivery operator that automates canary rollouts, A/B testing, and blue/green patterns. By orchestrating service mesh routers (Istio, Linkerd) and ingress controllers, Flagger analyzes metrics and safely triggers rollbacks on anomalies.
-  - **(2020)** [partlycloudy.blog: Release to Kubernetes like a Pro with Flagger](https://partlycloudy.blog/2020/07/08/release-to-k8s-like-a-pro-with-flagger)  [COMMUNITY-TOOL] β€” A deep-dive technical article illustrating advanced canary release architecture using Flagger on active Kubernetes environments. It provides real-world patterns for integrating automated Prometheus metrics checks and defining sensitive rollback parameters.
-## GitOps (7)
-
-### Applications
-
-#### Advanced Use Cases
-
-  - **(2021)** [thenewstack.io: GitOps Use Cases You May Not Have Considered](https://thenewstack.io/gitops-use-cases-you-may-not-have-considered)  [COMMUNITY-TOOL] β€” Analyzes non-standard use cases for GitOps beyond basic Kubernetes resource syncing, including infrastructure-as-code management, security policy enforcement, and database schema migrations. Emphasizes utilizing git commits as an audit trail for non-traditional operations.
-### Architecture
-
-#### Anti-Patterns
-
-  - **(2021)** [blog.container-solutions.com: GitOps: The Bad and the Ugly](https://blog.container-solutions.com/gitops-limitations)  [COMMUNITY-TOOL] β€” An objective critique of GitOps limitations, exposing pain points like secret management, repo explosion, and state drift during rapid rollbacks. Highlighting live production trade-offs, it guides architects on where GitOps struggles compared to traditional imperative orchestrations.
-#### Critique
-
-  - **(2021)** [stevesmith.tech: GitOps is a placebo](https://www.stevesmith.tech/blog/gitops-is-a-placebo)  [COMMUNITY-TOOL] β€” A contrarian perspective arguing that GitOps alone does not solve deep organizational silos or architectural issues. Critiques the hyper-focus on syncing tools (Argo, Flux) over true cultural shifts in product shipping strategies.
-  - **(2021)** [thenewstack.io: Wait, Do We Need to Hold Up on GitOps?](https://thenewstack.io/wait-do-we-need-to-hold-up-on-gitops)  [COMMUNITY-TOOL] β€” Provides cautionary guidance about blindly adopting GitOps without solving core infrastructure bottlenecks. Urges teams to evaluate if their organization is ready for automated reconciliation and absolute commit-level audit trails.
-#### Design Patterns (1)
-
-  - **(2021)** [redhat.com: Comparing GitOps implementation patterns: Pros and cons](https://www.redhat.com/en/blog/gitops-implementation-patterns) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Contrasts various topology models for GitOps implementation, analyzing multi-repo vs. mono-repo, shared vs. decentralized controllers, and cluster-scoped vs. namespace-scoped operational permissions.
-#### Reconciliation Patterns
-
-  - **(2021)** [thenewstack.io: Push vs. Pull in GitOps: Is There Really a Difference?](https://thenewstack.io/push-vs-pull-in-gitops-is-there-really-a-difference) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Synthesizes the core debate between push-based CI/CD pipelines (e.g., Jenkins, GitLab CI) and pull-based controllers (e.g., Argo CD, Flux). Details security benefits, firewall dynamics, and resource reconciliation advantages inherent to the pull-based operational model.
-### Automation (1)
-
-#### Advanced Use Cases (1)
-
-  - **(2021)** [jimangel.io: Self-Updating GitOps](https://www.jimangel.io/posts/self-updating-gitops) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A highly technical exploration of automated image updates within GitOps workflows (e.g., using Flux Image Update Automation or Argo CD Image Updater). Explores how automated commits propagate back to Git upon new image build events.
-### Community
-
-#### Events
-
-  - **(2021)** [openshift.com: Our Favorite Things from GitOps Con at KubeCon EU 🌟](https://www.redhat.com/en/blog/our-favorite-things-from-gitops-con-at-kubecon-eu)  [COMMUNITY-TOOL] β€” Summarizes breakthroughs from GitOpsCon EU, highlighting enterprise adoption trends, the formalization of GitOps principles by the CNCF GitOps Working Group, and real-world implementations using Red Hat OpenShift GitOps (Argo CD integration).
-### Developer Experience
-
-#### Inner Loop
-
-  - **(2021)** [developers.redhat.com: Why should developers care about GitOps?](https://developers.redhat.com/blog/2021/05/13/why-should-developers-care-about-gitops)  [COMMUNITY-TOOL] β€” Focuses on developer velocity under the GitOps paradigm. Explains how native Git commands replace direct kubectl interactions, accelerating shipping speed, reducing cognitive load, and improving MTTR during outages through simple git reverts.
-### Enterprise
-
-#### AppOps
-
-  - **(2021)** [shipa.io: GitOps in the enterprise 🌟](https://shipa.io/gitops-in-the-enterprise)  [COMMUNITY-TOOL] β€” Highlights how Shipa brings AppOps abstraction to traditional GitOps workflows. Explains the separation of infrastructure policies from application deployment manifests to lower cognitive overhead for software developers.
-#### Architecture Strategy
-
-  - **(2021)** [redhat.com: 3 rules for applying principles of GitOps to enterprise architecture](https://www.redhat.com/en/blog/3-gitops-rules-architecture) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Highlights three core architectural patterns for enterprise GitOps: maintaining explicit separation of environments, enforcing automated policy-as-code validations, and utilizing strict IAM-backed Git repository permissions.
-  - **(2021)** [redhat.com: How to use GitOps in your enterprise architecture strategy 🌟](https://www.redhat.com/en/blog/understanding-gitops) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Demonstrates how Red Hat frameworks integrate GitOps into long-term enterprise plans. Establishes strategies for governing hybrid cloud environments, validating infrastructure, and managing architectural templates.
-#### Automation (2)
-
-  - **(2021)** [weave.works: Ops Automation - GitOps in the Modern Enterprise](https://www.weave.works/blog/gitops-in-the-modern-enterprise) [ADVANCED LEVEL]  [LEGACY] β€” Discusses scale and standardization of GitOps in complex IT portfolios. Promotes automation across hybrid infrastructures using Git configurations as policy frameworks. Note: Concepts are highly standardized globally, though Weaveworks is legacy.
-#### Case Studies
-
-  - **(2021)** [weave.works: Case Study: National Australia Bank Decreases Operational Overhead with GitOps](https://www.weave.works/blog/case-study-national-australia-bank-decreases-operational-overhead-with-gitops) [ADVANCED LEVEL]  [CASE STUDY] [COMMUNITY-TOOL] β€” Examines how National Australia Bank (NAB) utilized GitOps to minimize deployment friction, satisfy stringent compliance audits, and dramatically reduce operational overhead. Illustrates real-world recovery from multi-region outages using declarative definitions.
-#### Scale
-
-  - **(2021)** [thenewstack.io: A Look at GitOps for the Modern Enterprise 🌟](https://thenewstack.io/a-look-at-gitops-for-the-modern-enterprise)  [LEGACY] β€” Details how legacy enterprises transition away from ticket-based provisioning models to automated GitOps. Evaluates organizational structures, change management compliance, and multi-tenant isolation within Kubernetes.
-### FinOps
-
-#### Cloud Economics
-
-  - **(2021)** [thenewstack.io: GitOps and the Cheap Cloud Myth](https://thenewstack.io/repatriation-or-cloud-what-we-need-is-control)  [COMMUNITY-TOOL] β€” Critiques the assumption that cloud migration and GitOps automatically lower costs. Focuses on the real value: gaining architectural control, system predictability, and operational efficiency over raw resource discount optimizations.
-### Git Basics
-
-#### Developer Experience (1)
-
-  - **(2020)** [As an ops engineer not too familiar with Git, you just need to know 6 commands](https://x.com/janakiramm)  [COMMUNITY-TOOL] β€” A practical micro-guide summarizing the essential Git commands (clone, add, commit, push, pull, status) required for operations engineers transitioning into GitOps-driven environments. Simplifies initial tooling friction.
-### Implementation (1)
-
-#### Automation Principles
-
-  - **(2020)** [weave.works: Automating Kubernetes with GitOps (whitepaper) 🌟](https://go.weave.works/automating-kubernetes-with-gitops-wp.html) [ADVANCED LEVEL]  [CASE STUDY] [COMMUNITY-TOOL] β€” High-density whitepaper outlining standard practices for automating configuration and state management on K8s. Elaborates on controller mechanics, state checking intervals, and self-healing cluster loops.
-#### Best Practices (1)
-
-  - **(2021)** [opensource.com: How to get the most out of GitOps right now](https://opensource.com/article/21/8/gitops)  [COMMUNITY-TOOL] β€” Practical guidelines on bootstrap strategies, pipeline configurations, and access controls for maximizing GitOps efficiency. Suggests starting with read-only sync states and gradually scaling to auto-remediating loops.
-  - **(2021)** [developer.ibm.com: GitOps: Best practices for the real world](https://developer.ibm.com/blogs/gitops-best-practices-for-the-real-world)  [COMMUNITY-TOOL] β€” IBM-curated best practices compiling concrete strategies for secure secrets integration, dynamic configuration templating (using Kustomize), rollbacks, and managing complex hybrid cloud-native infrastructure pipelines.
-#### Kubernetes Native (1)
-
-  - **(2020)** [itnext.io: GitOps with Kubernetes 🌟](https://itnext.io/gitops-with-kubernetes-740f37ea015b)  [COMMUNITY-TOOL] β€” A practical, hands-on architectural walkthrough for configuring GitOps inside a Kubernetes cluster. Walks through writing manifests, using Helm values files, and configuring controllers to perform bidirectional syncs.
-#### Optimization
-
-  - **(2021)** [thenewstack.io: How to Get the Most out of GitOps](https://thenewstack.io/how-to-get-the-most-out-of-gitops)  [COMMUNITY-TOOL] β€” Investigates operational success factors for GitOps deployments, advocating for standardized templating (using Kustomize/Helm) and unified secret management strategies (using HashiCorp Vault or Sealed Secrets) in continuous deployment loops.
-### Introduction (1)
-
-#### History
-
-  - **(2021)** [weave.works: The History of GitOps 🌟](https://www.weave.works/blog/the-history-of-gitops)  [COMMUNITY-TOOL] β€” Traces the term 'GitOps' from its coining in 2017 by Weaveworks' Alexis Richardson. Documents its growth alongside Kubernetes operators and custom controllers to its eventual standardization as a pivotal paradigm in modern cloud-native systems.
-#### Overview
-
-  - **(2021)** [openshift.com: What is GitOps? 🌟](https://www.redhat.com/en/topics/devops/what-is-gitops)  [COMMUNITY-TOOL] β€” Red Hat's foundational explanation of GitOps. Highlights the fusion of infrastructure-as-code (IaC) with DevOps practices, detailing how Red Hat OpenShift incorporates GitOps for continuous, auditable application deployments.
-  - **(2020)** [gitops.tech: What is GitOps? 🌟](https://www.gitops.tech)  [COMMUNITY-TOOL] β€” The quintessential reference guide defining GitOps methodology. Underlines the push/pull dynamics of reconciliation engines (such as Argo CD and Flux) and explains how declarative state representations ensure continuous delivery and reliable disaster recovery scenarios.
-#### Spanish Resources
-
-  - **(2021)** [viewnext.com: ΒΏQuΓ© es GitOps?](https://www.viewnext.com/que-es-gitops) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” A Spanish-language introduction to GitOps, covering the conceptual alignment with DevOps methodologies, developer self-service paradigms, and the underlying pull-based synchronization agents that govern cloud-native environments.
-#### Strategy
-
-  - **(2021)** [enterprisersproject.com: How to explain GitOps in plain English](https://enterprisersproject.com/article/2021/6/gitops-explained-plain-english)  [COMMUNITY-TOOL] β€” Translates complex technical mechanics of continuous reconciliation into business terms. Framed for enterprise executives and cross-functional leaders to understand the productivity and stability dividends of Git-driven operations.
-#### Tutorials
-
-  - **(2021)** [testingclouds.wordpress.com: GitOps Demystified](https://testingclouds.wordpress.com/2021/06/02/gitops-demystified)  [COMMUNITY-TOOL] β€” Provides an entry-level technical overview of GitOps mechanics. Demystifies the reconciliation loops of operators on Kubernetes, detailing how manual updates in etcd are overridden to match the authoritative Git source.
-#### Visual Guides
-
-  - **(2021)** [redhat.com: An illustrated guide to GitOps](https://www.redhat.com/en/blog/illustrated-guide-gitops)  [COMMUNITY-TOOL] β€” Offers a highly visual explanation of GitOps core loops (Git -> CI -> Container Registry -> CD Operator -> Cluster). Simplifies complex state synchronization mechanics for developers new to cloud-native delivery pipelines.
-### Methodology (1)
-
-#### Advanced Perspectives
-
-  - **(2020)** [weave.works: There’s More to GitOps Than Meets the Eye](https://www.weave.works/blog/theres-more-to-gitops-than-meets-the-eye)  [COMMUNITY-TOOL] β€” Explores structural changes in teams adopting GitOps. Asserts that GitOps is not merely a tooling change but a fundamental shift towards collaborative operations, peer reviews for infrastructure modifications, and self-documenting architectures.
-#### Comparisons
-
-  - **(2021)** [bunnyshell.com: GitOps vs. DevOps: What’s the Difference? 🌟](https://www.bunnyshell.com/blog/gitops-vs-devops)  [COMMUNITY-TOOL] β€” Demarcates DevOps as an over-arching philosophical movement from GitOps as a precise, tool-driven methodology for implementing continuous delivery. Contrasts cultural goals with technological implementation mechanisms.
-#### Core Principles
-
-  - **(2020)** [braindose.blog: 4 Key Characteristics for a Successful GitOps Implementation](https://braindose.blog/2020/03/18/4-key-characteristics-of-gitops)  [COMMUNITY-TOOL] β€” Identifies the foundational pillars of successful GitOps: declarative configurations, a single source of truth in Git, automated state reconciliation, and software agents for drift detection. It provides architectural blueprints for structuring Git-based change management processes.
 #### Developer Platforms
 
   - **(2021)** [shipa.io: GitOps meets AppOps](https://shipa.io/gitops-meets-appops)  [COMMUNITY-TOOL] β€” Evaluates how AppOps layers complement GitOps by shielding developers from Kubernetes YAML complexities. Highlights platform engineering concepts, allowing devs to focus on app metadata while the platform manages lower-level configurations.
-#### Maturity Model
-
-  - **(2021)** [containerjournal.com: The 4 Levels of GitOps Maturity](https://cloudnativenow.com/features/the-4-levels-of-gitops-maturity)  [COMMUNITY-TOOL] β€” Unpacks the levels of organizational GitOps proficiency, outlining the path from basic declarative definitions (Level 1) to fully automated drift correction, validation, and multi-tenant fleet operations (Level 4).
-#### Overview (1)
-
-  - **(2021)** [chrisshort.net: GitOps: An implementation of DevOps (abstracts)](https://chrisshort.net)  [COMMUNITY-TOOL] β€” Asserts that GitOps represents a prescriptive implementation of DevOps philosophies. Underlines that succeeding with GitOps requires cultural commitment, solid feedback loops, collaborative development habits, and automation confidence.
-#### Repository Design
-
-  - **(2021)** [octopus.com: How to structure your Git repository for DevOps automation](https://octopus.com/blog/devops-automation-repo-design) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A highly technical deep-dive into branching strategies, mono-repo vs. multi-repo patterns, and directory structures ideal for secure continuous delivery. Evaluates how repository segregation prevents configuration drift and minimizes blast radiuses.
-### Metrics
-
-#### Developer Velocity
-
-  - **(2021)** [thenewstack.io: Application Deployment Is Faster with GitOps](https://thenewstack.io/application-deployment-is-faster-with-gitops)  [COMMUNITY-TOOL] β€” Outlines quantitative performance gains of transitioning to GitOps. Details dramatic reductions in mean time to resolution (MTTR), accelerated deployment frequencies, and positive impacts on overall DORA metrics.
-### Multi-Cluster
-
-#### Decentralization
-
-  - **(2021)** [blogs.sap.com: Decentralized GitOps over multiple environments](https://blogs.sap.com/2021/05/06/decentralized-gitops-over-environments) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Presents SAP's decentralization patterns for managing multiple clusters across staging and production environments. Emphasizes repository architecture designs that ensure self-governing application groups while maintaining centralized policy control.
-#### Infrastructure
-
-  - **(2021)** [weave.works: Managing Kubernetes with GitOps in a multi-cluster, multi-cloud world](https://www.weave.works/blog/managing-kubernetes-with-gitops-in-a-multi-cluster-multi-cloud-world) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Demonstrates how Flux-based GitOps patterns manage complex fleet deployments across heterogeneous cloud providers. Note: While Weaveworks closed in early 2024, the multi-cluster architectures outlined here remain highly influential in the CNCF Flux and Open GitOps communities.
-#### Strategy (1)
-
-  - **(2021)** [thenewstack.io: Have Containers Will Travel: Why GitOps Is Essential for Multicloud 🌟](https://thenewstack.io/have-containers-will-travel-why-gitops-is-essential-for-multicloud)  [COMMUNITY-TOOL] β€” Highlights GitOps as the unifying abstraction Layer for multicloud operations. By standardizing Kubernetes configurations in Git, enterprises can seamlessly migrate, scale, and recover workloads across AWS, Azure, GCP, and bare metal with zero vendor lock-in.
-### Security
-
-#### Access Control
-
-  - **(2021)** [weave.works: Put Your Security Worries to Rest with GitOps Operational Control 🌟](https://www.weave.works/use-cases/security-with-gitops)  [COMMUNITY-TOOL] β€” Investigates GitOps as a strong security posture where developers do not require direct Kubernetes API access. Instead, the Git repository acts as a RBAC gatekeeper, providing total observability and cryptographic audit trails for every deployment.
-#### Hardening
-
-  - **(2021)** [weave.works: Hardening Git for GitOps (white paper)](https://go.weave.works/hardening-git-for-gitops.html) [ADVANCED LEVEL]  [CASE STUDY] [COMMUNITY-TOOL] β€” Focuses exclusively on securing the Git version control system to withstand supply chain exploits. Details branch protections, cryptographic GPG/SSH commit signatures, multi-signature reviews, and audit trails.
-#### Policy Enforcement
-
-  - **(2021)** [thenewstack.io: Misconfiguration Worries Grow](https://thenewstack.io/misconfiguration-worries-grow)  [COMMUNITY-TOOL] β€” Outlines security risks associated with GitOps, specifically the scaling propagation of misconfigured YAML files. It advocates for shift-left validation strategies, policy-as-code (OPA/Kyverno) integrations, and automated pre-commit testing in Git repositories.
-#### Risk Management
-
-  - **(2021)** [thenewstack.io: Security Will Be Instrumental for the Success of GitOps](https://thenewstack.io/security-will-be-instrumental-for-the-success-of-gitops)  [COMMUNITY-TOOL] β€” Explores the vital link between Git security and production security. Outlines how to secure the Git repository itself (via commit signing, branch protection rules, and credential scanning) as it becomes the high-value target for supply chain attacks.
-### Standards (2)
-
-#### CNCF
-
-  - **(2021)** [thenewstack.io: CNCF Working Group Sets Some Standards for β€˜GitOps’](https://thenewstack.io/cncf-working-group-sets-some-standards-for-gitops)  [COMMUNITY-TOOL] β€” Explains the founding and objectives of the CNCF GitOps Working Group (OpenGitOps). Identifies the official principles of GitOps: declarative configurations, versioned and immutable, pulled automatically, and continuously reconciled.
-## Identity and Access
-
-### Tenant Governance
-
-#### Entra ID
-
-##### Infrastructure as Code (3)
-
-  - **(2025)** [**EntraExporter**](https://github.com/microsoft/entraexporter) ⭐ 866  [POWERSHELL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An essential open-source PowerShell tool designed to export entire Microsoft Entra ID tenant configurations to local JSON files. In 2026, EntraExporter is widely used by security and architecture teams to establish configuration baselines, detect drift, and archive tenant states for compliance audits.
-## Infrastructure (1)
-
-### Hybrid Cloud
-
-#### GitOps (8)
-
-  - **(2021)** [Kubernetes GitOps with Azure Arc and Charmed Kubernetes](https://canonical.com/blog/gitops-with-azure-arc-and-charmed-kubernetes) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A technical case study showcasing hybrid cloud management by linking Canonical's Charmed Kubernetes clusters with Microsoft Azure Arc. It details how Azure Arc acts as an overlay management plane, allowing administrators to push unified GitOps policies, access controls, and application resources to on-premises Charmed clusters.
-### Kubernetes Distributions
-
-#### Automated Operations
-
-  - **(2026)** [Charmed Kubernetes](https://ubuntu.com/kubernetes/charmed-k8s) [PYTHON CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Canonical's enterprise Kubernetes distribution orchestrated using Juju Charms. This platform automates deployment, scaling, lifecycle management, and day-2 operations of multi-cloud Kubernetes clusters using modular, declarative software models, ensuring easy integration with Ceph, OpenStack, and major public clouds.
-## Infrastructure as Code (4)
-
-### Kubernetes Provisioning
-
-#### GitOps Frameworks
-
-  - **(2024)** [Kubestack: Terraform GitOps Framework 🌟](https://www.kubestack.com) [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Kubestack is a specialized GitOps framework tailored for managing cloud-managed and bare-metal Kubernetes clusters using Terraform. Featuring a robust multi-tier environment structure, it guarantees absolute parity from local development platforms through to multi-zone production configurations. It helps platform engineers declare and provision compliant Kubernetes footprints.
-### Kubestack
-
-#### GitOps (9)
-
-  - **(2021)** [thenewstack.io: KubeStack: Towards Full-Stack GitOps](https://thenewstack.io/kubestack-towards-full-stack-gitops)  [COMMUNITY-TOOL] β€” A detailed technical review mapping Kubestack's strategies for providing complete declarative lifecycle management for both underlying cloud infrastructure and application layer resources.
-## Kubernetes (1)
-
-### Cluster Operations
-
-#### Automation (3)
-
-  - **(2022)** [thenewstack.io: The Next Kubernetes Management Frontier: Automation. Automation Is No Longer a β€œNice to Have” 🌟🌟](https://thenewstack.io/the-next-kubernetes-management-frontier-automation)  [COMMUNITY-TOOL] β€” Analyzes automation frameworks as the definitive management frontier for multi-cluster operations. Curator Insight focuses on standard tooling, whereas Live Grounding demonstrates how GitOps-driven automation is a core requirement to support modern self-healing platforms.
 ## Networking
 
-### CNI Plugins
-
-#### Overlay Networks
-
-  - **(2024)** [==github: Weave Net - Weaving Containers into Applications==](https://github.com/weaveworks/weave) ⭐ 6612  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” Weave Net is a widely adopted container CNI plugin that creates an autonomous peer-to-peer overlay network with no external database requirements. The repository was archived by Weaveworks in 2024, prompting enterprise engineering teams to migrate to active, high-performance CNIs like Cilium (eBPF-driven) or Calico.
 ### Ingress and Gateway
 
-#### Automation (4)
+#### Automation
 
   - **(2021)** [github.com/stakater/Xposer](https://github.com/stakater/Xposer) ⭐ 32  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” A lightweight automation operator designed to monitor services and dynamically generate DNS-mapped Ingress resources to reduce manual administrative overhead.
+### Service Mesh
+
+#### eBPF vs Proxy
+
+  - **(2021)** [solo.io: Exploring Cilium Layer 7 Capabilities Compared to Istio](https://www.solo.io/blog) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Architectural analysis contrasting Cilium's kernel-level L7 eBPF traffic management with Istio's user-space Envoy proxy routing, comparing performance and complexity trade-offs.
 ## Platform Architecture
 
-### GitOps (10)
+### GitOps (6)
 
 #### Modern Pipelines
 
   - **(2020)** [openshift.com: From Code to Production with GitOps, Tekton and ArgoCD 🌟](https://www.redhat.com/en/blog/from-code-to-production-with-gitops) [YAML CONTENT] [ADVANCED LEVEL]  [DE FACTO STANDARD] [ENTERPRISE-STABLE] β€” Introduces robust continuous delivery architectures utilizing Tekton for image construction and Argo CD for GitOps-based state syncs. Serves as the primary operational blueprint for enterprise microservice platforms in 2026.
-## Platform Engineering (1)
+## Platform Engineering
 
 ### GitOps and Deployment
 
 #### Flux Ecosystem
 
   - **(2021)** [==github: Flux==](https://github.com/fluxcd/flux) ⭐ 6861  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” The deprecated and archived GitHub repository for the original Flux v1 GitOps engine. Completely succeeded by the microservice-driven, decoupled Flux v2 architecture.
-### Infrastructure as Code (5)
-
-#### Terraform and AWS
-
-##### EKS Modules
-
-  - **(2023)** [**AWS EKS Argo CD Terraform Component**](https://github.com/cloudposse-terraform-components/aws-eks-argocd) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Enterprise-ready Terraform submodule designed to deploy, configure, and bootstrap Argo CD onto an existing AWS EKS cluster. Standardizes complex security configurations, integrates with IAM Roles for Service Accounts (IRSA), and provisions preconfigured Helm releases.
-### Kubernetes GitOps and Packaging
-
-#### Alternative Deployment Engines
-
-  - **(2026)** [**Nelm: A Helm Alternative for Kubernetes Deployments**](https://github.com/werf/nelm) ⭐ 1083  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A high-performance deployment engine embedded in Werf that provides a drop-in, robust alternative to standard Helm tracking. It addresses Helm's native state validation limitations by offering deep, real-time resource validation and status monitoring.
+  - **(2021)** [itnext.io: Managing Kubernetes Secrets Securely with GitOps (SOPS + AWS KMS + Flux)](https://itnext.io/managing-kubernetes-secrets-securely-with-gitops-b8174b4f4d30) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A crucial guide explaining how to securely manage encrypted Kubernetes Secrets in public Git repositories using Mozilla SOPS, AWS KMS, and the Flux source/kustomize decryption drivers.
 ### Multi-Cluster Routing
 
 #### Fleet Orchestration
 
   - **(2020)** [==open-cluster-management.io==](https://open-cluster-management.io) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Open Cluster Management (OCM) is a modular, extensible CNCF project designed to orchestrate fleets of Kubernetes clusters at scale. It defines standardized API abstractions for cluster registration, application deployment policies, and compliance management.
-## Provisioning
-
-### GitOps (11)
-
-#### Legacy Tools (1)
-
-  - **(2026)** [==Weave Kubernetes System Control - wksctl==](https://github.com/weaveworks/wksctl) ⭐ 389  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” Weaveworks' Weave Kubernetes System Control (wksctl) was a GitOps-based tool for cluster creation, configuring infrastructure directly from a declared state stored in git. Curator Insight vs Live Grounding: Following Weaveworks' operational shutdown, this tool has been archived and is considered historical legacy.
-#### Media
-
-  - **(2020)** [WKSctl: a Tool for Kubernetes Cluster Management Using GitOps](https://www.infoq.com/news/2020/02/wksctl-kubernetes-gitops)  [COMMUNITY-TOOL] β€” An InfoQ technical review detailing the core benefits of using WKSctl to manage host infrastructure via GitOps, analyzing how automated controllers handle node upgrades and configurations without manual ssh actions.
-  - **(2019)** [WKSctl - A New OSS Kubernetes Manager using GitOps](https://www.weave.works/blog/wksctl-a-new-oss-kubernetes-manager-using-gitops)  [COMMUNITY-TOOL] β€” The official Weaveworks blog post introducing WKSctl. Demonstrates how to leverage GitOps loops to continuous update node configurations and automatically reconcile discrepancies between virtual infrastructure states and Git declarations.
 
 ---
-πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Sonarqube](./sonarqube.md) | [Stackstorm](./stackstorm.md)
+πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Tekton](./tekton.md) | [Argo](./argo.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/golang.md b/v2-docs/golang.md
index 76049ec8..dbe052b2 100644
--- a/v2-docs/golang.md
+++ b/v2-docs/golang.md
@@ -8,32 +8,16 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Architecture](#architecture)
   - [Microservices](#microservices)
     - [Design Patterns](#design-patterns)
     - [Go Frameworks](#go-frameworks)
-  - [Networking](#networking)
-    - [Go High-Performance Network Libraries](#go-high-performance-network-libraries)
 1. [Business Applications](#business-applications)
   - [Go Web Apps](#go-web-apps)
     - [Email Analytics](#email-analytics)
 1. [Cloud Native](#cloud-native)
   - [Containers](#containers)
     - [Dockerizing Go](#dockerizing-go)
-    - [Image Building](#image-building)
-      - [Go Tools](#go-tools)
-  - [Kubernetes Development](#kubernetes-development)
-    - [Client Wrappers](#client-wrappers)
-    - [Go Client-Go](#go-client-go)
-      - [Generics](#generics)
-      - [Informer Pattern](#informer-pattern)
-      - [Local Sandbox](#local-sandbox)
-    - [Testing Frameworks](#testing-frameworks)
-  - [Kubernetes Observability](#kubernetes-observability)
-    - [Debugging Tools](#debugging-tools)
   - [Microservice Runtimes](#microservice-runtimes)
     - [Dapr](#dapr)
   - [Web Frameworks](#web-frameworks)
@@ -41,83 +25,21 @@
 1. [Cloud Native Languages](#cloud-native-languages)
   - [Go](#go)
     - [API Design](#api-design)
-    - [Advanced Projects](#advanced-projects)
-    - [Configuration Management](#configuration-management)
-    - [Core Reference](#core-reference)
-    - [Deployment](#deployment)
     - [Kubernetes Integration](#kubernetes-integration)
-    - [Memory Management](#memory-management)
     - [Microservices Frameworks](#microservices-frameworks)
     - [Performance Tuning](#performance-tuning)
     - [Storage Integration](#storage-integration)
-1. [Database](#database)
-  - [ORM](#orm)
-    - [Go Libraries](#go-libraries)
-1. [DevOps Tools](#devops-tools)
-  - [Templating](#templating)
-    - [Go Templates](#go-templates)
-1. [Developer Productivity](#developer-productivity)
-  - [Integrated Development Environments](#integrated-development-environments)
-    - [Rust](#rust)
-1. [Kubernetes Platform](#kubernetes-platform)
-  - [K8s API and Development](#k8s-api-and-development)
-    - [Golang Client](#golang-client)
-1. [Media Utilities](#media-utilities)
-  - [Go Applications](#go-applications)
-    - [CLI Downloaders](#cli-downloaders)
-  - [Go Packages](#go-packages)
-    - [YouTube Downloader](#youtube-downloader)
 1. [Programming Languages](#programming-languages)
   - [Go](#go-1)
-    - [Code Generators](#code-generators)
-    - [Code Linters](#code-linters)
-    - [Community Channels](#community-channels)
-    - [Debugging Tools](#debugging-tools-1)
-    - [Learning Resources](#learning-resources)
     - [Project Scaffolding](#project-scaffolding)
     - [Resources](#resources)
-    - [Version Managers](#version-managers)
 1. [Public Cloud](#public-cloud)
   - [Google Cloud](#google-cloud)
     - [Go Samples](#go-samples)
-1. [Security](#security)
-  - [Access Control](#access-control)
-    - [Go Libraries](#go-libraries-1)
-  - [Secrets Management](#secrets-management)
-    - [Go Libraries](#go-libraries-2)
 1. [Software Engineering](#software-engineering)
-  - [Languages](#languages)
-    - [Go](#go-2)
   - [Web Development](#web-development)
     - [NodeJS](#nodejs)
-1. [Utilities](#utilities)
-  - [Go Tools](#go-tools-1)
-    - [System Utilities](#system-utilities)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [medium: Microservices in Go](https://medium.com/seek-blog/microservices-in-go-2fc1570f6800)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Microservices in Go in the Kubernetes Tools ecosystem.
-  - [search.gocenter.io: JFrog Go Center](https://search.gocenter.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering search.gocenter.io: JFrog Go Center in the Kubernetes Tools ecosystem.
-  - [ammeon.com: Profiling golang microservices for high throughput on kubernetes/openshift' clusters](https://www.ammeon.com/profiling-golang-microservices-for-high-throughput-on-kubernetes-openshift-clusters)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ammeon.com: Profiling golang microservices for high throughput on kubernetes/openshift' clusters in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: 8 Best Practices for Writing Secure Go Code](https://www.hashicorp.com/resources/8-best-practices-for-writing-secure-go-code)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: 8 Best Practices for Writing Secure Go Code in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: Generics in Go: Viva La Revolution!](https://levelup.gitconnected.com/generics-in-go-viva-la-revolution-e27898bf5495)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Generics in Go: Viva La Revolution! in the Kubernetes Tools ecosystem.
-  - [teivah.medium.com: When to Use Generics in Go?](https://teivah.medium.com/when-to-use-generics-in-go-36d49c1aeda)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering teivah.medium.com: When to Use Generics in Go? in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Writing My First Microservice Using Go](https://betterprogramming.pub/my-first-microservice-using-golang-c5cf69f1376d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Writing My First Microservice Using Go in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: Concurrency in Go: shared memory](https://levelup.gitconnected.com/concurrency-in-go-shared-memory-a2ef201b396b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Concurrency in Go: shared memory in the Kubernetes Tools ecosystem.
-  - [medium.com/datascale: Know GOMAXPROCS before deploying your GO app to Kubernetes](https://medium.com/datascale/know-gomaxprocs-before-deploying-your-go-app-to-kubernetes-7a458fb63af1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/datascale: Know GOMAXPROCS before deploying your GO app to Kubernetes in the Kubernetes Tools ecosystem.
-  - [aly.arriqaaq.com: Golang Design Patterns in Kubernetes](https://aly.arriqaaq.com/golang-design-patterns)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aly.arriqaaq.com: Golang Design Patterns in Kubernetes in the Kubernetes Tools ecosystem.
-  - [Part 4 β€” Using the Go client framework](https://medium.com/programming-kubernetes/building-stuff-with-the-kubernetes-api-part-4-using-go-b1d0e3c1c899)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Part 4 β€” Using the Go client framework in the Kubernetes Tools ecosystem.
-  - [medium.com/codex: Explore client-go Informer Patterns](https://medium.com/codex/explore-client-go-informer-patterns-4415bb5f1fbd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/codex: Explore client-go Informer Patterns in the Kubernetes Tools ecosystem.
-  - [shahin-mahmud.medium.com: Write your first Kubernetes operator in go](https://shahin-mahmud.medium.com/write-your-first-kubernetes-operator-in-go-177047337eae)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering shahin-mahmud.medium.com: Write your first Kubernetes operator in go in the Kubernetes Tools ecosystem.
-  - [simplecheatsheet.com/tag/golang-cheat-sheet](https://simplecheatsheet.com/tag/golang-cheat-sheet)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering simplecheatsheet.com/tag/golang-cheat-sheet in the Kubernetes Tools ecosystem.
-  - [Koa.js](https://koa)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Koa.js in the Kubernetes Tools ecosystem.
-  - [reddit.com: What is the best microservice framework in Go?](https://www.reddit.com/r/golang/comments/jnv4bd/what_is_the_best_microservice_framework_in_go)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com: What is the best microservice framework in Go? in the Kubernetes Tools ecosystem.
-  - [medium.com/vedcraft: Top Microservices Frameworks in Go](https://medium.com/vedcraft/top-microservices-frameworks-in-go-762445c30dd6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/vedcraft: Top Microservices Frameworks in Go in the Kubernetes Tools ecosystem.
-  - [alexsniffin.medium.com: Debugging Remotely with Go in Kubernetes](https://alexsniffin.medium.com/debugging-remotely-in-kubernetes-with-go-fda4f3332316)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering alexsniffin.medium.com: Debugging Remotely with Go in Kubernetes in the Kubernetes Tools ecosystem.
 ## Architecture
 
 ### Microservices
@@ -129,11 +51,6 @@
 
   - **(2025)** [==go-micro==](https://github.com/micro/go-micro) ⭐ 22775  [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight introduces go-micro as a distributed systems development framework providing key abstractions for microservices. Live Grounding notes its journey through corporate and open-source licensing changes, yet it remains a foundational toolkit for service discovery, RPC, and event-driven architectures in Go.
   - [go-kratos/kratos](https://github.com/go-kratos/kratos) ⭐ 25727  [ADVANCED LEVEL]  [DE FACTO STANDARD] β€” Curator Insight defines Kratos as a heavy-duty microservice framework for Go, designed for highly scalable web-scale systems. Live Grounding highlights its extensive use of gRPC/Protobuf-first code generation, integrated observability, and pluggable service discovery protocols.
-### Networking
-
-#### Go High-Performance Network Libraries
-
-  - [gnet](https://github.com/panjf2000/gnet) ⭐ 11172  [ADVANCED LEVEL]  [ENTERPRISE-STABLE] β€” Curator Insight highlights gnet as a high-performance, non-blocking, event-driven networking library built on top of epoll/kqueue. Live Grounding showcases its superiority over Go's standard net library for raw throughput and ultra-low latency, making it ideal for custom edge proxies and IoT gateways.
 ## Business Applications
 
 ### Go Web Apps
@@ -148,36 +65,6 @@
 #### Dockerizing Go
 
   - [dev.to: Dockerize a GoLang HTTP server and deploy it on Kubernetes](https://dev.to/aksrao1998/dockerize-a-golang-http-server-and-deploy-it-on-kubernetes-592j)  [COMMUNITY-TOOL] β€” Curator Insight explains how to wrap a basic Go HTTP server into a Docker container and set up K8s deployment manifests. Live Grounding identifies this as a foundational tutorial detailing deployment mechanics, services, and ports.
-#### Image Building
-
-##### Go Tools
-
-  - [ahmet.im: Building container images in Go](https://ahmet.im/blog/building-container-images-in-go) [ADVANCED LEVEL]  [ENTERPRISE-STABLE] β€” Curator Insight explores programmatically constructing container images inside Go applications without relying on a local Docker daemon. Live Grounding verifies that tools like Google's `go-containerregistry` allow direct manipulation of OCI image layers. This approach is highly relevant for building on-demand container builders or serverless runners.
-### Kubernetes Development
-
-#### Client Wrappers
-
-  - [forbearing/k8s](https://github.com/forbearing/k8s) ⭐ 73   [COMMUNITY-TOOL] β€” Curator Insight describes forbearing/k8s as an abstraction wrapper over client-go to offer a simpler API for standard Kubernetes resource orchestration. Live Grounding indicates it reduces boilerplate for minor tooling but lacks the ecosystem stability of standard controllers.
-#### Go Client-Go
-
-##### Generics
-
-  - [itnext.io: Generically working with Kubernetes objects in Go](https://itnext.io/generically-working-with-kubernetes-resources-in-go-53bce678f887) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Curator Insight highlights the use of Go 1.18+ generics to drastically reduce boilerplate when interacting with various Kubernetes API types. Live Grounding confirms that while standard client-go uses dynamic clients or interface{} for generic operations, integrating Go generics allows for cleaner, type-safe custom controllers. This article provides practical patterns for wrapping standard clients to streamline resource manipulation.
-##### Informer Pattern
-
-  - [dev.to: Watch and react to Kubernetes objects changes](https://dev.to/lucasepe/watch-and-react-to-kubernetes-objects-changes-3kcg)  [COMMUNITY-TOOL] β€” Curator Insight outlines how to implement event-driven watches in Kubernetes using the Go client-go SDK. Live Grounding shows this is a foundational guide for building lightweight operators without full operator frameworks, leveraging Informers and Reflector mechanics. It is highly valued for explaining how to minimize API server load during state sync.
-##### Local Sandbox
-
-  - [collabnix.com: Kubernetes CRUD Operation using Go on Docker Desktop](https://collabnix.com/kubernetes-crud-operation-using-go-on-docker-desktop)  [COMMUNITY-TOOL] β€” Curator Insight details setting up a local Docker Desktop Kubernetes instance and running basic CRUD client-go scripts. Live Grounding identifies this as an entry-level tutorial for engineers bridging local development with Kubernetes API fundamentals. It covers authentication via kubeconfig and resource life cycle actions.
-  - [iximiuz/client-go-examples](https://github.com/iximiuz/client-go-examples) ⭐ 1116   [ENTERPRISE-STABLE] β€” Curator Insight gathers high-quality recipes illustrating direct usage of Kubernetes client-go. Live Grounding highlights its pedagogical design, illustrating dynamic clients, Typed clients, and standard Controller loops in easy-to-digest formats.
-#### Testing Frameworks
-
-  - [kubernetes-sigs/e2e-framework](https://github.com/kubernetes-sigs/e2e-framework) ⭐ 659  [ADVANCED LEVEL]  [ENTERPRISE-STABLE] β€” Curator Insight presents this official Kubernetes SIG framework for writing robust end-to-end tests for operators and controllers. Live Grounding highlights its structured step-by-step test phases, integrated kind cluster spin-up, and native client-go validation patterns.
-### Kubernetes Observability
-
-#### Debugging Tools
-
-  - [github.com/groundcover-com: Container Restarts Watcher](https://github.com/groundcover-com/blog/tree/main/blog_k8s_containers_restarts)  [COMMUNITY-TOOL] β€” Curator Insight points to a companion code repository for a Groundcover blog exploring Kubernetes container restart triggers. Live Grounding confirms it serves as a lightweight diagnostic template to intercept CrashLoopBackOff states in real-time.
 ### Microservice Runtimes
 
 #### Dapr
@@ -198,120 +85,30 @@
   - [dev.to: Rate limiting HTTP requests in Go using Redis](https://dev.to/mauriciolinhares/rate-limiting-http-requests-in-go-using-redis-51m7) [EN CONTENT]  [ENTERPRISE-STABLE] [GUIDE] β€” A code-heavy guide illustrating how to implement distributed rate-limiting middleware in Go using Redis token bucket algorithms. Vital for securing public REST API endpoints.
   - [dev.to: Understanding and Crafting HTTP Middlewares in Go](https://dev.to/theghostmac/understanding-and-crafting-http-middlewares-in-go-3183) [EN CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Walks through the mechanics of composing HTTP middlewares in Go using standard library handlers. Covers routing interceptors, logging, and CORS negotiation patterns.
   - [dev.to: Create a Restful API with Golang from scratch 🌟](https://dev.to/pacheco/create-a-restful-api-with-golang-from-scratch-42g2) [ES CONTENT]  [ENTERPRISE-STABLE] [GUIDE] β€” A step-by-step guide to building a clean, native REST API from scratch in Go using standard mux frameworks. Excellent for microservice engineers. [SPANISH CONTENT]
-#### Advanced Projects
-
-  - **(2022)** [blog.logrocket.com: How to build a blockchain from scratch with Go](https://blog.logrocket.com/build-blockchain-with-go) [EN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A guide illustrating how to build a basic blockchain protocol in Go from scratch. Walks through cryptography, hashing, transaction processing, and basic consensus mechanism structures.
-#### Configuration Management
-
-  - [go-ini/ini](https://github.com/go-ini/ini) ⭐ 3542  [EN CONTENT]  [ENTERPRISE-STABLE] β€” A feature-rich, high-performance ini file parser for Go. Offers seamless serialization and deserialization, essential for managing localized configuration states in production environments.
-#### Core Reference
-
-  - **(2020)** [github.com/paliimx: Data Structures and Algorithms implementation in Go](https://github.com/ua-nick/Data-Structures-and-Algorithms) ⭐ 2773  [ES CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [LEGACY] β€” Provides clear native Go implementations of foundational data structures and computer science algorithms. Excellent reference code for technical optimization tasks. [SPANISH CONTENT]
-  - **(2026)** [golang.org](https://go.dev) [EN CONTENT] [DOCUMENTATION]  [DE FACTO STANDARD] β€” The official home of the Go programming language, designed for building simple, reliable, and highly efficient cloud-native software. Serves as the ultimate portal for runtime specifications and core packages.
-  - [github.com/golang/go](https://github.com/golang/go) ⭐ 134684  [EN CONTENT]  [DE FACTO STANDARD] β€” The open-source repository containing the implementation of the Go toolchain, compiler, and runtime. Underpins the entire modern container and cloud-native ecosystem (Docker, Kubernetes).
-  - [golang-design/history](https://github.com/golang-design/history) ⭐ 1075  [EN CONTENT]  [ENTERPRISE-STABLE] [GUIDE] β€” An extensive curated historical archive documenting the design decisions, proposals, and development milestones of the Go programming language.
-  - [Golang for Node.js Developers](https://github.com/miguelmota/golang-for-nodejs-developers) ⭐ 4772  [EN CONTENT]  [ENTERPRISE-STABLE] [GUIDE] β€” A comparison manual translating Node.js practices and architectural paradigms into native Go-based idioms like goroutines, structures, and native channels.
-  - [The Ultimate Go Study Guide](https://github.com/hoanhan101/ultimate-go) ⭐ 14910  [EN CONTENT] [ADVANCED LEVEL]  [DE FACTO STANDARD] [ENTERPRISE-STABLE] [GUIDE] β€” Comprehensive handbook detailing memory layout, profiling, and concurrency semantics of Go. Features visual diagrams and deep-dives into mechanical sympathy concepts for high-performance engineering.
-  - [go.dev: A new search experience on pkg.go.dev](https://go.dev/blog/pkgsite-search-redesign) [EN CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Details the architectural redesign of the official Go package registry search. Highlights usability and indexing upgrades implemented to streamline package discovery for developers.
-  - [quii/learn-go-with-tests](https://github.com/quii/learn-go-with-tests) ⭐ 23698  [EN CONTENT]  [DE FACTO STANDARD] [GUIDE] β€” An elite educational resource teaching Go fundamentals strictly through Test-Driven Development (TDD). Combines theoretical language semantics with highly disciplined, production-grade engineering habits.
-  - [dev.to: Getting started with Go-Lang](https://dev.to/treva123mutebi/getting-started-with-go-lang-1g0) [EN CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A basic introduction to the Go environment setup, variables, syntax, and package structures. Ideal for developers getting started with the language runtime.
-  - [dev.to/mavensingh: Advantages and Disadvantages of Go](https://dev.to/mavensingh/advantages-and-disadvantages-of-go-5gha) [EN CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A high-level evaluation of Go's strengths (such as concurrency models and compiling speeds) balanced against its notable limits, such as strict syntax structures and historical generic compromises.
-  - [dev.to: Getting Started With Go (golang) | Michael Levan](https://dev.to/thenjdevopsguy/getting-started-with-go-golang-5eh8) [EN CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Provides DevOps engineers with an approachable blueprint to learn Go. Teaches syntax foundations, environmental variable setups, and building basic utility CLIs.
-#### Deployment
-
-  - [dev.to: Deploying Your First Golang Webapp](https://dev.to/heroku/deploying-your-first-golang-webapp-11b3) [EN CONTENT]  [GUIDE] [LEGACY] β€” A quickstart tutorial covering local compilation and cloud deployment of Go web applications. While slightly legacy, it provides robust fundamental concepts on environmental variables and buildpacks.
 #### Kubernetes Integration
 
   - [blog.getambassador.io: Debugging Go Microservices in Kubernetes with VScode](https://blog.getambassador.io/debugging-go-microservices-in-kubernetes-with-vscode-a36beb48ef1) [EN CONTENT] [ADVANCED LEVEL]  [ENTERPRISE-STABLE] [GUIDE] β€” Explores techniques for real-time remote debugging of Go microservices running inside a Kubernetes cluster using Telepresence and VSCode, bridging local development environments with cloud resources.
-  - [An example of using dynamic client of k8s.io/client-go](https://ymmt2005.hatenablog.com/entry/2020/04/14/An_example_of_using_dynamic_client_of_k8s.io/client-go) [EN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Provides a practical, concrete code blueprint demonstrating how to query Kubernetes resources dynamically without pre-compiled SDK structures. Simplifies integration with custom CRDs.
-  - [iximiuz.com: How To Call Kubernetes API using Go - Types and Common Machinery](https://iximiuz.com/en/posts/kubernetes-api-go-types-and-common-machinery) [EN CONTENT] [ADVANCED LEVEL]  [DE FACTO STANDARD] [GUIDE] β€” A masterfully structured tutorial on raw Kubernetes API mechanisms using Go's dynamic client and RESTClient abstractions. Explains complex API machinery concepts in clear, visual steps.
-#### Memory Management
-
-  - [itnext.io: Go Does Not Need a Java Style GC](https://itnext.io/go-does-not-need-a-java-style-gc-ac99b8d26c60) [EN CONTENT] [ADVANCED LEVEL]  [ENTERPRISE-STABLE] [GUIDE] β€” An in-depth structural comparison of memory management in Go and Java. Explores value types and compiler escape analysis to explain why Go achieves sub-millisecond latencies without complex garbage collection.
 #### Microservices Frameworks
 
   - [Zepto is a lightweight framework for the development of microservices & web services in golang](https://github.com/go-zepto/zepto) ⭐ 114  [EN CONTENT]  [COMMUNITY-TOOL] [EMERGING] [LEGACY] β€” A lightweight web framework designed to simplify microservices development in Go. Features automated dependency injection and routing, though development has cooled in favor of active community-driven alternatives.
 #### Performance Tuning
 
-  - [developers.redhat.com: Using Delve to debug Go programs on Red Hat Enterprise' Linux](https://developers.redhat.com/blog/2021/03/03/using-delve-to-debug-go-programs-on-red-hat-enterprise-linux) [EN CONTENT]  [ENTERPRISE-STABLE] [GUIDE] β€” Explains how to compile, profile, and step-debug Go executables on enterprise Linux environments using Delve. Critical reference for addressing low-level runtime crashes and unexpected goroutine deadlocks.
-  - [rakyll/go-test-trace 🌟](https://github.com/rakyll/go-test-trace) ⭐ 391  [EN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [LEGACY] β€” A diagnostic tool that visualizes Go test execution profiles as tracer outputs. Note: This tool is currently inactive (unmaintained for >4 years) but provides key architectural insights into test tracing.
   - [datastation.multiprocess.io: Speeding up Go's builtin JSON encoder up to' 55% for large arrays of objects](https://datastation.multiprocess.io/blog/2022-03-03-improving-go-json-encoding-performance-for-large-arrays-of-objects.html) [EN CONTENT] [ADVANCED LEVEL]  [CASE STUDY] [ENTERPRISE-STABLE] β€” An insightful profiling case study on optimizing JSON serialization speeds in Go for large object payloads, highlighting GC allocation metrics and custom parsing alternatives.
-  - [luk4z7/go-concurrency-guide: Go Concurrency Guide 🌟](https://github.com/luk4z7/go-concurrency-guide) [EN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] [LEGACY] β€” A comprehensive reference repository breaking down Go concurrency primitives like channels, select blocks, and sync packages. Downrated due to lack of recent commits (>4 years).
 #### Storage Integration
 
   - [developer.okta.com: Elasticsearch in Go: A Developer's Guide](https://developer.okta.com/blog/2021/04/23/elasticsearch-go-developers-guide) [EN CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A developer's guide demonstrating how to connect, index, and query Elasticsearch instances natively using the official Go client driver. Illustrates clean integration patterns for backend microservices.
   - [thenewstack.io: Getting Started with Go and InfluxDB](https://thenewstack.io/getting-started-with-go-and-influxdb) [EN CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A practical introduction to pushing time-series metrics from Go applications to InfluxDB. Essential for engineering robust observability pipelines inside distributed microservices.
   - [blog.logrocket.com: Building a simple app with Go and PostgreSQL](https://blog.logrocket.com/building-simple-app-go-postgresql) [EN CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A hands-on tutorial on developing a database-backed CRUD application in Go using the PostgreSQL driver. Covers connection pool tuning and safe SQL transaction strategies.
-## Database
-
-### ORM
-
-#### Go Libraries
-
-  - **(2025)** [**volatiletech/sqlboiler**](https://github.com/aarondl/sqlboiler) ⭐ 6990  [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight frames SQLBoiler as a database-first generator tool producing type-safe Go ORM code from database schemas. Live Grounding confirms its widespread production usage where performance and strict static typing are preferred over runtime-reflective ORMs like GORM.
-## DevOps Tools
-
-### Templating
-
-#### Go Templates
-
-  - [Masterminds/sprig: Sprig: Template functions for Go templates](https://github.com/Masterminds/sprig) ⭐ 4721   [ENTERPRISE-STABLE] β€” Curator Insight presents Sprig as a comprehensive library of template functions for Go, heavily utilized in Helm charts. Live Grounding confirms its status as an industry-standard dependency for dynamic Helm manifest generation, though recent development has shifted to maintenance mode.
-## Developer Productivity
-
-### Integrated Development Environments
-
-#### Rust
-
-  - **(2022)** [IntelliJ vs. VSCode for Rust Development](https://users.rust-lang.org/t/anyone-here-go-intellij-vscode/84499) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” Comparative review evaluating IntelliJ Rust versus VSCode + rust-analyzer. Analyzes memory footprint, compilation speed feedback loops, macro expansion accuracy, and integrated debugger performance.
-## Kubernetes Platform
-
-### K8s API and Development
-
-#### Golang Client
-
-  - **(2022)** [**blog.kubesimplify.com: Perform CRUD Operations on Kubernetes Using Golang' 🌟**](https://blog.kubesimplify.com/perform-crud-operations-on-kubernetes-using-golang) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Demonstrates utilizing Go and client-go libraries to build programmatically driven operations inside Kubernetes clusters. Guides devs through standard CRUD commands to lay foundational blocks for building customized operators.
-## Media Utilities
-
-### Go Applications
-
-#### CLI Downloaders
-
-  - [github.com/iawia002/lux 🌟](https://github.com/iawia002/lux) ⭐ 31408   [DE FACTO STANDARD] β€” Curator Insight describes Lux (formerly Annie) as a fast, concurrent video downloader written in Go supporting multiple global media platforms. Live Grounding shows its vast popularity due to its high speed, multiple output formats, and clean concurrent implementation.
-### Go Packages
-
-#### YouTube Downloader
-
-  - [kkdai/youtube](https://github.com/kkdai/youtube) ⭐ 3899   [ENTERPRISE-STABLE] β€” Curator Insight identifies this package as a popular Go library and CLI for downloading YouTube videos. Live Grounding verifies it actively handles the ever-shifting signature and decryption schemas deployed by YouTube to maintain reliable media extraction.
 ## Programming Languages
 
 ### Go (1)
 
-#### Code Generators
-
-  - [mholt/json-to-go](https://github.com/mholt/json-to-go) ⭐ 4623   [ENTERPRISE-STABLE] β€” Curator Insight presents json-to-go as a developer productivity tool that instantaneously translates JSON strings into Go struct definitions. Live Grounding highlights its enduring status as a daily utility for web backend engineers parsing complex APIs.
-  - [curl-to-go](https://mholt.github.io/curl-to-go)  [COMMUNITY-TOOL] β€” Curator Insight showcases this companion tool to json-to-go, converting curl commands directly into functional Go HTTP client code. Live Grounding confirms its usefulness in rapid prototyping of API clients by eliminating repetitive net/http boilerplate generation.
-#### Code Linters
-
-  - [jcchavezs/porto](https://github.com/jcchavezs/porto) ⭐ 43   [COMMUNITY-TOOL] β€” Curator Insight describes Porto as an automated tool that injects vanity import paths into Go packages. Live Grounding shows it acts as a code cleanliness utility for large monorepos with multiple Go sub-modules to maintain clean package reference paths.
-#### Community Channels
-
-  - **(2026)** [twitter.com/GolangRepos](https://x.com/GolangRepos) 🌟🌟 [EMERGING] β€” Curator Insight identifies this Twitter/X feed as an automated discovery channel posting active Go repositories. Live Grounding confirms it serves as an auxiliary stream to watch emerging open-source Go software ecosystems.
-#### Debugging Tools (1)
-
-  - [Delve: a debugger for the Go Programming Language](https://github.com/derekparker/delve) ⭐ 663  [ADVANCED LEVEL]  [DE FACTO STANDARD] β€” Curator Insight frames Delve as the official, industry-standard debugger for Go, offering runtime state visibility. Live Grounding highlights its deep integration into JetBrains Goland, VSCode, and cloud-native containerized debugging workflows.
-#### Learning Resources
-
-  - [inancgumus/learngo 🌟](https://github.com/inancgumus/learngo) ⭐ 20055   [DE FACTO STANDARD] β€” Curator Insight lists LearnGo as a massive collection of interactive tutorials, quizzes, and micro-projects to master Go. Live Grounding verifies its stellar reputation as one of the most visual and thorough education resources for Go developers worldwide.
-  - [Mathieu-Desrochers/Learning-Go](https://github.com/Mathieu-Desrochers/Learning-Go) ⭐ 174   [COMMUNITY-TOOL] β€” Curator Insight covers personal coding exercises and challenges compiled while learning Go. Live Grounding confirms it's a small-scale individual repository with low public impact.
 #### Project Scaffolding
 
   - [create-go-app/cli](https://github.com/create-go-app/cli) ⭐ 2758   [ENTERPRISE-STABLE] β€” Curator Insight introduces this CLI to construct boilerplate-free backend, frontend, and web applications in Go. Live Grounding shows its capability to pre-configure deployment assets like Dockerfiles and Kubernetes manifests to quicken development cycles.
 #### Resources
 
   - **(2026)** [==Awesome Go 🌟==](https://github.com/avelino/awesome-go) ⭐ 175407  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The definitive curated repository of high-quality Go frameworks, libraries, and software. Unmatched resource for identifying vetted dependencies for enterprise service development. Ideal for building lightweight, hyper-fast microservices, Kubernetes operators, and cloud infrastructure CLI tools.
-#### Version Managers
-
-  - [gobrew 🌟](https://github.com/kevincobain2000/gobrew) ⭐ 423   [COMMUNITY-TOOL] β€” Curator Insight highlights Gobrew as an elegant and fast Go version manager that downloads and switches active toolchains easily. Live Grounding notes its speed and simplicity, making it a competitive alternative to gvm and asdf for dedicated Go development.
 ## Public Cloud
 
 ### Google Cloud
@@ -319,39 +116,16 @@
 #### Go Samples
 
   - [GoogleCloudPlatform/golang-samples: Sample apps and code written for Google' Cloud in the Go programming language.](https://github.com/GoogleCloudPlatform/golang-samples) ⭐ 4624   [ENTERPRISE-STABLE] β€” Curator Insight outlines a large collection of idiomatic examples for utilizing Google Cloud APIs within Go applications. Live Grounding proves its importance for production engineering teams using services like BigQuery, Cloud Run, and GKE.
-## Security
-
-### Access Control
-
-#### Go Libraries (1)
-
-  - [cap](https://github.com/hashicorp/cap) ⭐ 479  [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Curator Insight shows cap as HashiCorp's library to ease Linux capability handling in Go programs. Live Grounding highlights its integration in secure container-adjacent projects to enforce the principle of least privilege at the system-call level.
-### Secrets Management
-
-#### Go Libraries (2)
-
-  - [dsa0x/sicher](https://github.com/dsa0x/sicher) ⭐ 31   [COMMUNITY-TOOL] β€” Curator Insight showcases Sicher as a lightweight tool for managing environment variables and secrets securely within Go applications. Live Grounding indicates low community activity and lack of recent updates, which makes it less suitable for production compared to established secure runtimes.
 ## Software Engineering
 
-### Languages
-
-#### Go (2)
-
-  - **(2025)** [devhints.io/go: Go cheatsheet](https://devhints.io/go) [GO CONTENT]  [COMMUNITY-TOOL] β€” A high-density Go interface dashboard providing rapid syntactical access. Highlights slice memory operations, struct compositions, dynamic channels, and concurrency waitgroups to speed up systems programming.
-  - **(2025)** [github.com: golang-cheat-sheet](https://github.com/a8m/golang-cheat-sheet) ⭐ 8800  [GO CONTENT] [ADVANCED LEVEL]  [ENTERPRISE-STABLE] β€” A high-density Go reference database. It details Go core syntaxes, standard library definitions, channels, interface rules, and concurrency patterns to accelerate systems-level software development.
 ### Web Development
 
 #### NodeJS
 
   - **(2024)** [==NodeJS Best Practices (Spanish Translation)==](https://github.com/goldbergyoni/nodebestpractices/blob/spanish-translation/README.spanish.md) ⭐ 105318  [SPANISH CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Spanish localization of the leading Node.js architecture and security handbook. It offers comprehensive design blueprints covering error handling, clean architecture, security, production readiness, and testing guidelines for scalable enterprise systems.
-## Utilities
-
-### Go Tools (1)
-
-#### System Utilities
-
-  - [rehacktive/caffeine](https://github.com/rehacktive/caffeine) ⭐ 1176   [COMMUNITY-TOOL] β€” Curator Insight shows Caffeine as a simple Go command-line tool designed to prevent system sleep cycles. Live Grounding shows stable but quiet activity, functioning perfectly as an OS-level utility.
 
 ---
-πŸ’‘ **Explore Related:** [Angular](./angular.md) | [Python](./python.md) | [Dom](./dom.md)
+πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Embedded Servlet Containers](./embedded-servlet-containers.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Cloudflare](./cloudflare.md)
 
diff --git a/v2-docs/grafana.md b/v2-docs/grafana.md
index 0cd90b56..762054d3 100644
--- a/v2-docs/grafana.md
+++ b/v2-docs/grafana.md
@@ -8,94 +8,31 @@
 
 ## Table of Contents
 
-1. [Infrastructure as Code](#infrastructure-as-code)
-  - [Package Archives](#package-archives)
-    - [Visualization](#visualization)
 1. [Kubernetes and Cloud Native](#kubernetes-and-cloud-native)
   - [CICD](#cicd)
     - [Continuous Deployment](#continuous-deployment)
-1. [Kubernetes Tools](#kubernetes-tools)
-  - [General Reference](#general-reference)
-1. [Middleware](#middleware)
-  - [Messaging Orchestration](#messaging-orchestration)
-    - [Artemis Extensions](#artemis-extensions)
 1. [Observability](#observability)
-  - [Infrastructure as Code](#infrastructure-as-code-1)
-    - [Grafana Provisioning](#grafana-provisioning)
   - [Log Management](#log-management)
     - [Deployment Guides](#deployment-guides)
     - [Grafana Loki](#grafana-loki)
-  - [Metrics](#metrics)
-    - [High Availability Prometheus](#high-availability-prometheus)
-    - [Kubernetes Scheduling](#kubernetes-scheduling)
-  - [Scraping and Exporters](#scraping-and-exporters)
-    - [JVM Monitoring](#jvm-monitoring)
-  - [Telemetry](#telemetry)
-    - [eBPF Application Monitoring](#ebpf-application-monitoring)
-  - [Visualization](#visualization-1)
-    - [Grafana Configuration](#grafana-configuration)
-    - [Grafana Extensibility](#grafana-extensibility)
-    - [Infrastructure as Code](#infrastructure-as-code-2)
-    - [Product Updates](#product-updates)
-    - [Unified Alerting](#unified-alerting)
 1. [Observability and Delivery](#observability-and-delivery)
-  - [Application Observability](#application-observability)
-    - [Grafana Faro RUM](#grafana-faro-rum)
   - [Kubernetes Observability](#kubernetes-observability)
     - [Grafana Cloud](#grafana-cloud)
-  - [Load Testing](#load-testing)
-    - [k6 and OpenTelemetry](#k6-and-opentelemetry)
-  - [Metrics Querying](#metrics-querying)
-    - [PromQL Basics](#promql-basics)
-  - [Network Monitoring](#network-monitoring)
-    - [Advanced Prometheus](#advanced-prometheus)
-    - [Prometheus snmp_exporter](#prometheus-snmpexporter)
-  - [Platform Operations](#platform-operations)
-    - [Managed Observability](#managed-observability)
   - [Synthetic Monitoring](#synthetic-monitoring)
     - [Grafana Alerting](#grafana-alerting)
-  - [Visualization](#visualization-2)
-    - [Dashboard Design](#dashboard-design)
-    - [Grafana Cloud](#grafana-cloud-1)
-    - [Grafana Cloud Integration](#grafana-cloud-integration)
-    - [Grafana Plugins](#grafana-plugins)
-    - [Grafana Releases](#grafana-releases)
 1. [Observability and Monitoring](#observability-and-monitoring)
   - [Data Collection](#data-collection)
     - [Telemetry Agents](#telemetry-agents)
-  - [Grafana Ecosystem](#grafana-ecosystem)
-    - [AIOps and AI Observability](#aiops-and-ai-observability)
-    - [Cloud and Enterprise Partnerships](#cloud-and-enterprise-partnerships)
-    - [Cloud Integrations](#cloud-integrations)
-    - [Community Dashboards](#community-dashboards)
-    - [Dashboard-as-Code](#dashboard-as-code)
-    - [Dashboards](#dashboards)
-    - [Database Monitoring](#database-monitoring)
-    - [Incident Management](#incident-management)
-    - [Network Observability](#network-observability)
-    - [Platform Evolution](#platform-evolution)
-    - [Security and Access Control](#security-and-access-control)
-    - [UX Best Practices](#ux-best-practices)
-    - [User Experience and Usability](#user-experience-and-usability)
   - [Kubernetes Deployment](#kubernetes-deployment)
     - [Core Infrastructure Dashboards](#core-infrastructure-dashboards)
-    - [Grafana Ecosystem](#grafana-ecosystem-1)
+    - [Grafana Ecosystem](#grafana-ecosystem)
     - [Virtualization Monitoring](#virtualization-monitoring)
   - [Log Management](#log-management-1)
     - [Kubernetes Logging](#kubernetes-logging)
     - [Log Aggregation](#log-aggregation)
   - [Metrics Storage](#metrics-storage)
     - [Scalable TSDB](#scalable-tsdb)
-  - [User Experience Monitoring](#user-experience-monitoring)
-    - [Frontend Observability](#frontend-observability)
 
-## Infrastructure as Code
-
-### Package Archives
-
-#### Visualization
-
-  - **(2020)** [grafana-6.7.2-1.x86_64.rpm](https://grafana.com) [NONE CONTENT]  [LEGACY] β€” A legacy RPM binary package of Grafana 6.7.2. Kept as a reference point for historical dashboards and older enterprise network configurations.
 ## Kubernetes and Cloud Native
 
 ### CICD
@@ -103,35 +40,8 @@
 #### Continuous Deployment
 
   - **(2020)** [jaxenter.com: CI/CD for Spring Boot Microservices: Part 2. Extending CI/CD: Kubernetes Continuous Deployment for Microservices](https://devm.io/blog) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Part two of the microservices CI/CD series, detailing continuous deployment onto active Kubernetes clusters. Focuses on orchestrating declarative manifest YAML files, configuring deployment strategies like rolling updates, and handling Kubernetes secrets securely.
-## Kubernetes Tools
-
-### General Reference
-
-  - [magalix.com: Monitoring Kubernetes Clusters Through Prometheus & Grafana' 🌟](https://www.magalix.com/blog/monitoring-of-kubernetes-cluster-through-prometheus-and-grafana)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering magalix.com: Monitoring Kubernetes Clusters Through Prometheus & Grafana' 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: Why Grafana: Part II](https://medium.com/lightspeed-venture-partners/why-grafana-part-ii-2e7e42e0f7bb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Why Grafana: Part II in the Kubernetes Tools ecosystem.
-  - [alexandrev.medium.com: Grafana Alerting vs AlertManager: A Comparison of' Two Leading Monitoring Tools | Alex Vazquez](https://alexandrev.medium.com/grafana-alerting-vs-alertmanager-a-comparison-of-two-leading-monitoring-tools-5e262446a5f9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering alexandrev.medium.com: Grafana Alerting vs AlertManager: A Comparison of' Two Leading Monitoring Tools | Alex Vazquez in the Kubernetes Tools ecosystem.
-  - [sid-infinity-yadav.medium.com: Grafana Agent Kubernetes Operator](https://sid-infinity-yadav.medium.com/grafana-agent-kubernetes-operator-f89b744487f5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering sid-infinity-yadav.medium.com: Grafana Agent Kubernetes Operator in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: Grafana Agent Flow: Simplifying Monitoring and' Telemetry Collection for Kubernetes Clusters](https://levelup.gitconnected.com/exploring-grafana-agent-flow-simplifying-monitoring-for-kubernetes-2a06a92614)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Grafana Agent Flow: Simplifying Monitoring and' Telemetry Collection for Kubernetes Clusters in the Kubernetes Tools ecosystem.
-  - [openlogic.com: How to develop Grafana Dashboards 🌟](https://www.openlogic.com/blog/how-visualize-prometheus-data-grafana)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering openlogic.com: How to develop Grafana Dashboards 🌟 in the Kubernetes Tools ecosystem.
-  - [Prometheus Monitoring With Grafana. Prometheus Stats Dashboard and Prometheus Benchmark Dashboard](https://dzone.com/articles/prometheus-monitoring-with-grafana)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Prometheus Monitoring With Grafana. Prometheus Stats Dashboard and Prometheus Benchmark Dashboard in the Kubernetes Tools ecosystem.
-  - [medium.com/@dotdc: A set of modern Grafana dashboards for Kubernetes 🌟](https://medium.com/@dotdc/a-set-of-modern-grafana-dashboards-for-kubernetes-4b989c72a4b2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@dotdc: A set of modern Grafana dashboards for Kubernetes 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/how-tos: How To Provisioning Dashboards In Grafana via Kubernetes](https://medium.com/how-tos/how-to-provisioning-dashboards-in-grafana-via-kubernetes-5d261508658d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/how-tos: How To Provisioning Dashboards In Grafana via Kubernetes in the Kubernetes Tools ecosystem.
-  - [cleancloud-k8s.com: Handling Multiline Logs with Loki and Fluent Bit on' Kubernetes](https://cleancloud-k8s.com/2022/01/19/handling-multiline-logging-with-loki-and-fluent-bit-on-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cleancloud-k8s.com: Handling Multiline Logs with Loki and Fluent Bit on' Kubernetes in the Kubernetes Tools ecosystem.
-  - [faun.pub: Grafana, Prometheus, and Loki: Exploring Metrics and Logs](https://faun.pub/grafana-prometheus-and-loki-exploring-metrics-and-logs-f198637784fc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Grafana, Prometheus, and Loki: Exploring Metrics and Logs in the Kubernetes Tools ecosystem.
-## Middleware
-
-### Messaging Orchestration
-
-#### Artemis Extensions
-
-  - **(2024)** [==Artemis Prometheus Metrics Plugin==](https://github.com/rh-messaging/artemis-prometheus-metrics-plugin) ⭐ 28  [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Duplicates technical setup for the Artemis-Prometheus plugin, highlighting metrics formatting for queue lengths, active sessions, and underlying JVM memory states.
 ## Observability
 
-### Infrastructure as Code (1)
-
-#### Grafana Provisioning
-
-  - **(2023)** [grafana.com: A complete guide to managing Grafana as code: tools, tips, and tricks](https://grafana.com/blog/a-complete-guide-to-managing-grafana-as-code-tools-tips-and-tricks) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An architectural guide detailing how to manage Grafana as code. Explores declarative tools, GitOps synchronization methods, and APIs (such as Grizzly, Terraform, and Kubernetes Operators) to achieve reproducible visualization dashboards, alert rules, and secure data sources inside multi-tenant configurations.
 ### Log Management
 
 #### Deployment Guides
@@ -140,101 +50,18 @@
 #### Grafana Loki
 
   - **(2020)** [Log Monitoring and Alerting with Grafana Loki](https://www.infracloud.io/blogs/grafana-loki-log-monitoring-alerting)  [COMMUNITY-TOOL] β€” A detailed deployment guide focusing on log monitoring and alerting integration using Grafana Loki and Promtail. Loki's design indexing only log metadata allows clusters to achieve cost-efficient, low-latency log collection compared to full-text indexing solutions.
-  - **(2019)** [thenewstack.io: Grafana Adds Logging to Its Enterprise Observability Stack 🌟](https://thenewstack.io/grafana-adds-logging-to-its-enterprise-observability-stack)  [COMMUNITY-TOOL] β€” Highlights the commercial introduction of Grafana Loki as part of the Grafana Enterprise Observability Stack. This development unified metrics and logging in a single pane of glass, accelerating incident root-cause analysis for operations engineering teams.
-### Metrics
-
-#### High Availability Prometheus
-
-  - **(2021)** [itnext.io: Monitoring Kubernetes workloads with Prometheus and Thanos](https://itnext.io/monitoring-kubernetes-workloads-with-prometheus-and-thanos-4ddb394b32c)  [COMMUNITY-TOOL] β€” An in-depth article evaluating how to build a highly available, long-term metric monitoring system by integrating Prometheus with Thanos. It explores global query routing, object storage offloading strategies, and cross-cluster resource utilization metrics.
-#### Kubernetes Scheduling
-
-  - **(2021)** [openshift.com: Metrics-Driven Pod Constraints](https://www.redhat.com/en/blog/metrics-driven-pod-constraints)  [COMMUNITY-TOOL] β€” An architectural review detailing how OpenShift uses metrics-driven constraints to dynamically schedule workloads. By consuming Prometheus data points, the scheduler alters pod distribution thresholds based on actual node resource consumption.
-### Scraping and Exporters
-
-#### JVM Monitoring
-
-  - **(2024)** [==Prometheus JMX Exporter 🌟==](https://github.com/prometheus/jmx_exporter) ⭐ 3306  [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” A highly critical Prometheus collector that scrapes and formats JVM JMX mBeans. Widely utilized in enterprise legacy clusters running Java applications, Kafka, and Cassandra.
-### Telemetry
-
-#### eBPF Application Monitoring
-
-  - **(2023)** [grafana.com: Grafana Beyla 1.0 release: zero-code instrumentation for application telemetry using eBPF](https://grafana.com/blog/grafana-beyla-1-0-release-zero-code-instrumentation-for-application-telemetry-using-ebpf) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Introduces Grafana Beyla 1.0, an eBPF-based auto-instrumentation tool designed to gather application telemetry (traces and RED metrics) without source code modification. Using eBPF, Beyla auto-detects web services and captures critical HTTP/S and gRPC latency data directly from the kernel space, making it highly valuable for heterogeneous, high-throughput microservice architectures.
-### Visualization (1)
-
-#### Grafana Configuration
-
-  - **(2026)** [grafana.com: Provisioning Grafana 🌟](https://grafana.com/docs/grafana/latest/administration/provisioning) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The official operational manual detailing Grafana's file-based provisioning system. By defining dashboards, notification integrations, and cluster data sources in declarative YAML, platform engineering teams can easily automate Grafana configuration via GitOps.
-#### Grafana Extensibility
-
-  - **(2020)** [scylladb.com: Building a Grafana Backend Plugin](https://www.scylladb.com/2020/10/01/building-a-grafana-backend-plugin)  [COMMUNITY-TOOL] β€” A developer-oriented walkthrough showing how to construct custom backend data plugins for Grafana using Go. It focuses on implementing optimized query parsers, managing API secrets, and routing telemetry queries directly to non-native time-series databases.
-#### Infrastructure as Code (2)
-
-  - **(2026)** [==Grafana provisioning Ansible Role==](https://github.com/cloudalchemy/ansible-grafana) ⭐ 503  [ANSIBLE CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An automated Ansible role engineered by Cloud Alchemy to deploy, configure, and maintain Grafana services. It translates Grafana's file-based provisioning API parameters into clean Ansible playbooks, standardizing monitoring stack deployments across virtualized environments.
-#### Product Updates
-
-  - **(2021)** [thenewstack.io: Grafana 7.5: Controversial Pie Charts and Loki Alerts](https://thenewstack.io/grafana-7-5-controversial-pie-charts-and-loki-alerts)  [COMMUNITY-TOOL] β€” Details the product enhancements shipped in Grafana 7.5, specifically focusing on native alert rule management inside Grafana Loki. It explains how these features simplified developer logging workflows and improved basic dashboard presentation elements.
-#### Unified Alerting
-
-  - **(2021)** [zdnet.com: Grafana 8.0 integrates with Prometheus alerting](https://www.zdnet.com/article/grafana-8-0-integrates-with-prometheus-alerting)  [COMMUNITY-TOOL] β€” Discusses the release of Grafana 8.0 and its significant consolidation of the platform's alerting architecture. The update introduces deep integration with Prometheus Alertmanager, allowing operators to construct complex multi-dimensional alert workflows directly.
-  - **(2021)** [thenewstack.io: Grafana 8.0 Rethinks Alerts and Visualizations](https://thenewstack.io/grafana-8-0-rethinks-alerts-and-visualizations)  [COMMUNITY-TOOL] β€” An technical review examining Grafana 8.0's visualization panel system and unified alerting engine. The article details how these visual rendering upgrades improved dashboard performance and standardized monitoring logic across multiple telemetry backends.
 ## Observability and Delivery
 
-### Application Observability
-
-#### Grafana Faro RUM
-
-  - **(2022)** [grafana.com: Introducing Grafana Faro, an open source project for frontend application observability](https://grafana.com/blog/introducing-grafana-faro-oss-application-observability)  [COMMUNITY-TOOL] β€” Introduces Grafana Faro, an open-source JavaScript SDK designed to capture frontend Web-Vitals, console exceptions, and real-user-monitoring (RUM) metrics. Faro integrates client-side trace-contexts with backend services via OpenTelemetry, enabling end-to-end transaction transparency. A critical tool for aligning frontend application performance with deep backend container telemetries.
 ### Kubernetes Observability
 
 #### Grafana Cloud
 
   - **(2021)** [grafana.com: A 3-step guide to troubleshooting and visualizing Kubernetes with Grafana Cloud](https://grafana.com/blog/a-3-step-guide-to-troubleshooting-and-visualizing-kubernetes-with-grafana-cloud)  [COMMUNITY-TOOL] [GUIDE] β€” Simplifies cluster-wide observability configurations down to three primary phases: installing the agent, collecting Prometheus metrics/Loki logs, and loading predefined cluster-health dashboards. Provides actionable advice to visually debug pod scheduling limits, node starvation, and OOM-Killed container cycles rapidly.
-### Load Testing
-
-#### k6 and OpenTelemetry
-
-  - **(2022)** [grafana.com: Testing shift left observability with the Grafana Stack, OpenTelemetry, and k6](https://grafana.com/blog/testing-shift-left-observability-with-the-grafana-stack-opentelemetry-and-k6) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Architectural validation of incorporating performance and observability telemetry early in the software lifecycle. Demonstrates using k6 for synthetic load generation while leveraging OpenTelemetry and the Grafana Stack to evaluate container bottlenecks during integration phases. This shift-left pattern prevents performance regressions before software hits live production environments.
-### Metrics Querying
-
-#### PromQL Basics
-
-  - **(2021)** [grafana.com: Video: How to build a Prometheus query in Grafana](https://grafana.com/blog/video-how-to-build-a-prometheus-query-in-grafana)  [COMMUNITY-TOOL] [GUIDE] β€” Video breakdown demonstrating the assembly of PromQL (Prometheus Query Language) structures inside Grafana's query editor. Explores metric labels, functions like `rate()`, aggregation operations, and template variables. A foundational resource to help infrastructure engineers formulate robust alerting rules and visual dashboards.
-### Network Monitoring
-
-#### Advanced Prometheus
-
-  - **(2021)** [grafana.com: An advanced guide to network monitoring with Grafana and Prometheus](https://grafana.com/blog/an-advanced-guide-to-network-monitoring-with-grafana-and-prometheus) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Builds on foundational network concepts to introduce complex PromQL configurations, high-density traffic visualizations, and multi-layered alert thresholds. Explores analyzing network interface errors, tracking packet drop trends, and integrating blackbox exporter synthetic probes to build a highly resilient multi-cluster tracking profile.
-#### Prometheus snmp_exporter
-
-  - **(2021)** [grafana.com: A beginner's guide to network monitoring with Grafana and Prometheus](https://grafana.com/blog/a-beginners-guide-to-network-monitoring-with-grafana-and-prometheus)  [COMMUNITY-TOOL] [GUIDE] β€” A foundational walkthrough on tracking physical and virtual networking infrastructure using Prometheus snmp_exporter. Focuses on gathering router/switch metrics, parsing bandwidth limits, and building clear Grafana interfaces to visualize network bottlenecks. An excellent baseline guide for administrators connecting traditional networks to cloud topologies.
-### Platform Operations
-
-#### Managed Observability
-
-  - **(2021)** [grafana.com: Why companies choose Grafana Cloud over self-managed OSS stacks](https://grafana.com/blog/why-companies-choose-grafana-cloud-over-self-hosted-oss-stacks)  [COMMUNITY-TOOL] β€” Explores the total cost of ownership (TCO) differences when operating self-hosted Prometheus/Loki/Tempo stacks versus utilizing Grafana Cloud. Evaluates scalability challenges, engineering maintenance resources, and the advantages of centralized enterprise licensing. Practical resource for decision makers evaluating managed telemetry platforms.
 ### Synthetic Monitoring
 
 #### Grafana Alerting
 
   - **(2021)** [grafana.com: Top 5 user-requested synthetic monitoring alerts in Grafana Cloud](https://grafana.com/blog/top-5-user-requested-synthetic-monitoring-alerts-in-grafana-cloud)  [COMMUNITY-TOOL] [GUIDE] β€” Shares actionable configurations for the most prominent user-requested synthetic monitoring alerts in Grafana Cloud, including DNS failures, HTTP latency spikes, SSL certificate expirations, and global availability drops. Facilitates preemptive identification of microservice edge-network connectivity failures before user impact occurs.
-### Visualization (2)
-
-#### Dashboard Design
-
-  - **(2021)** [grafana.com: Grafana dashboards: A complete guide to all the different types you can build](https://grafana.com/blog/grafana-dashboards-a-complete-guide-to-all-the-different-types-you-can-build)  [COMMUNITY-TOOL] [GUIDE] β€” Detailed directory detailing Grafana dashboard templates designed for infrastructure health, application profiling, alerting states, and executive summaries. Illustrates best practices for using colors, mapping dynamic parameters, and structuring queries to minimize browser rendering lag. Excellent primer for SRE and platform teams establishing visualization frameworks.
-#### Grafana Cloud (1)
-
-  - **(2021)** [grafana.com: What's new in Grafana Cloud for July 2021: Traces, live streaming, Kubernetes and Docker integrations, and more](https://grafana.com/blog/whats-new-in-grafana-cloud-for-july-2021-traces-live-streaming-kubernetes-and-docker-integrations-and-more)  [COMMUNITY-TOOL] β€” Outlines major feature enhancements in Grafana Cloud, highlighting integrations for distributed tracing with Tempo, real-time live streaming visualization, and streamlined onboarding for Kubernetes environments. This release accelerated the telemetry unification workflow, offering single-pane views across isolated environments.
-#### Grafana Cloud Integration
-
-  - **(2021)** [grafana.com: Introducing the AWS CloudWatch integration, Grafana Cloud's first fully managed integration](https://grafana.com/blog)  [COMMUNITY-TOOL] [GUIDE] β€” Focuses on Grafana Cloud's fully managed integration for AWS CloudWatch. Automates connection configurations, IAM policy templates, and out-of-the-box system dashboards to rapidly pull metrics from EC2, RDS, and ECS without setting up complex collectors. This SaaS integration reduces initial ingestion setups down to minutes.
-#### Grafana Plugins
-
-  - **(2021)** [grafana.com: Introducing the new and improved New Relic plugin for Grafana](https://grafana.com/blog/introducing-the-new-and-improved-new-relic-plugin-for-grafana)  [COMMUNITY-TOOL] β€” Explores the upgraded New Relic integration for Grafana dashboards, permitting operations teams to query NRQL data blocks directly. It enables telemetry unification by blending APM, infrastructure metrics, and custom log searches within a single visual canvas. This integration mitigates team operational silos during incident triage cycles.
-  - **(2021)** [Popular community plugins that can improve your Grafana dashboards 🌟](https://grafana.com/blog/popular-community-plugins-that-can-improve-your-grafana-dashboards)  [COMMUNITY-TOOL] β€” Highlights top community-created visualization plugins extending the native capabilities of Grafana dashboards, including specialized charting tools, flow diagrams, and advanced geographic mappings. Helps dashboard authors enrich analytics panels and improve observability interfaces across operations groups.
-#### Grafana Releases
-
-  - **(2021)** [grafana.com: Grafana 8.1 released: New Geomap and Annotations panels, updated plugin management, and more](https://grafana.com/oss/grafana)  [COMMUNITY-TOOL] β€” Technical announcement detailing the new capabilities in Grafana 8.1, including the rewritten unified Geomap panel, automated annotations query integrations, and an upgraded interface for local plugin management. These features enhance geographical spatial data analysis and speed up event correlation during active incident mitigation.
 ## Observability and Monitoring
 
 ### Data Collection
@@ -242,57 +69,12 @@
 #### Telemetry Agents
 
   - **(2024)** [==grafana/agent: Grafana Agent==](https://github.com/grafana/agent) ⭐ 1709  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” An agent for metrics, logs, and trace collection. Live grounding confirms Grafana Agent is now deprecated and succeeded by Grafana Alloy, the vendor's unified telemetry collector for OpenTelemetry and Prometheus.
-### Grafana Ecosystem
-
-#### AIOps and AI Observability
-
-  - **(2023)** [devops.com: Grafana Labs Acquires Asserts.ai to Bring AI to Observability](https://devops.com/grafana-labs-acquires-assert-ai-to-bring-ai-to-observability) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Discusses the strategic acquisition of Asserts.ai by Grafana Labs. Live grounding highlights the integration of semantic graphs, relationship maps, and automated root-cause discovery directly into Grafana's UI stack.
-#### Cloud and Enterprise Partnerships
-
-  - **(2021)** [thenewstack.io: Grafana Is Not Worried About AWS Commercialization](https://thenewstack.io/grafana-is-not-worried-about-aws-commercialization)  [COMMUNITY-TOOL] β€” Analyzes the strategic relationship between Grafana Labs and AWS regarding the Managed Grafana service. Live grounding verifies that despite initial fears of commercial erosion, AWS partnership validated Grafana's cloud-native dominance and expanded its enterprise reach, establishing a co-existence model.
-  - **(2021)** [grafana.com: Grafana Labs and Microsoft partner to deliver new first party Microsoft Azure service](https://grafana.com/press/2021/11/10/grafana-labs-and-microsoft-partner-to-deliver-new-first-party-microsoft-azure-service)  [COMMUNITY-TOOL] β€” Official announcement of the partnership between Microsoft and Grafana Labs, launching Azure Managed Grafana. Details native Azure security, directory integrations, and SaaS SLA support.
-#### Cloud Integrations
-
-  - **(2022)** [devblogs.microsoft.com:Monitoring Azure by using Grafana dashboards 🌟](https://devblogs.microsoft.com/devops/monitoring-azure-by-using-grafana-dashboards)  [COMMUNITY-TOOL] β€” Technical guide on visualizing Azure metrics using native Azure Monitor integrations and Azure Managed Grafana. Explores cross-tenant security and centralized dashboard architectures in public cloud environments.
-#### Community Dashboards
-
-  - **(2022)** [==github.com/onzack/grafana-dashboards==](https://github.com/onzack/grafana-dashboards) ⭐ 145  [JSON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Collection of bespoke dashboards for infrastructure monitoring. Covers edge network routers, Ceph clusters, and hardware diagnostics via Prometheus exporters.
-  - **(2021)** [==github.com/DevOps-Nirvana/Grafana-Dashboards==](https://github.com/DevOps-Nirvana/Grafana-Dashboards) ⭐ 314  [JSON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Community-maintained dashboard library specialized for common DevOps infrastructure. Includes optimization configurations for Nginx, PHP-FPM, MySQL, Redis, and Linux host monitoring.
-  - **(2020)** [github.com/mlabouardy: Grafana Dashboards](https://github.com/mlabouardy/grafana-dashboards) [JSON CONTENT]  [LEGACY] β€” Archived repository containing early Grafana dashboard iterations. Shows fundamental layout compositions for visualizing container workloads, though highly outdated compared to current standards.
-#### Dashboard-as-Code
-
-  - **(2021)** [prskavec.net: Grafana dashboards and Jsonnet](https://www.prskavec.net/post/grafana-jsonnet) [JSONNET CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An introduction to programmatic dashboard development utilizing Jsonnet. Explores Dashboard-as-Code (DaC) practices to manage, version, and scale large volumes of dashboard definitions in production.
-#### Dashboards
-
-  - **(2021)** [Grafana Dashboards](https://grafana.com/grafana/dashboards) [JSON CONTENT]  [COMMUNITY-TOOL] β€” Official ecosystem library hosting thousands of pre-configured dashboard JSON definitions. Enables fast deployment of visual layouts for standard tools like databases, networks, and virtualizers.
-#### Database Monitoring
-
-  - **(2023)** [==Percona Grafana dashboards for MySQL and MongoDB monitoring using Prometheus 🌟==](https://github.com/percona/grafana-dashboards) ⭐ 2902  [JSON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Enterprise-grade dashboards by Percona designed for MySQL, PostgreSQL, and MongoDB monitoring. Delivers deep, low-level metrics on query throughput, memory pool utilization, and thread contention.
-#### Incident Management
-
-  - **(2022)** [infoq.com: Grafana Cloud Adds Incident and On-Call Management Solutions](https://www.infoq.com/news/2022/02/grafana-incident-oncall)  [COMMUNITY-TOOL] β€” Details the integration of 'Grafana Incident' and 'Grafana OnCall' into the Grafana Cloud platform. Transitions Grafana from passive telemetry visualization to active, multi-channel incident response coordination.
-#### Network Observability
-
-  - **(2021)** [CISCO DNA Center with Grafana Dashboard](https://hawar.no/2021/05/cisco-dna-center-with-grafana-dashboard) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Operational guide detailing integration workflows between Cisco DNA Center APIs and Grafana. Translates enterprise network controller metrics into visual graphs for performance auditing.
-#### Platform Evolution
-
-  - **(2021)** [thenewstack.io: Grafana 8.2 Wants to β€˜Democratize’ Cloud Native Metrics](https://thenewstack.io/grafana-wants-to-democratize-cloud-native-metrics)  [COMMUNITY-TOOL] β€” Overview of Grafana 8.2’s features aiming to democratize access to metrics modeling. Focuses on integrated Prometheus alerting logic and simplification of visual dashboards for standard dev teams.
-  - **(2020)** [Open source observability, meet data transformation: Grafana 7.0 promises to connect, unify, and visualize all your data](https://www.zdnet.com/article/open-source-observability-meet-data-transformation-grafana-7-0-promises-to-connect-unify-and-visualize-all-your-data)  [COMMUNITY-TOOL] β€” Historical analysis of Grafana 7.0, detailing its paradigm shift to UI-driven data transformation pipelines. Underpins the core design framework that allows combining disjointed backend datasources.
-#### Security and Access Control
-
-  - **(2022)** [grafana.com: Grafana 9.3 feature: Grafana OAuth token improvements](https://grafana.com/oss/grafana/?mdm=social) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Architectural breakdown of OAuth credentials handling enhancements in Grafana 9.3. Focuses on downstream token propagation, background credential refreshes, and access token security constraints.
-#### UX Best Practices
-
-  - **(2022)** [percona.com: Tips for Designing Grafana Dashboards](https://www.percona.com/blog/designing-grafana-dashboards)  [COMMUNITY-TOOL] β€” Presents design methodologies for high-performance Grafana dashboards. Recommends reducing cognitive overhead, using proper query intervals, and structuring query transformations to optimize render times.
-#### User Experience and Usability
-
-  - **(2022)** [thenewstack.io: Will Grafana Become Easier to Use in 2022?](https://thenewstack.io/will-grafana-become-easier-to-use-in-2022)  [COMMUNITY-TOOL] β€” Examines Grafana's platform roadmap toward simplifying visual dashboarding, query building, and exploration. Focuses on low-barrier UI paradigms to democratize data analytics without reducing technical expressiveness.
 ### Kubernetes Deployment
 
 #### Core Infrastructure Dashboards
 
   - **(2024)** [==github.com/dotdc/grafana-dashboards-kubernetes 🌟==](https://github.com/dotdc/grafana-dashboards-kubernetes) ⭐ 3599  [JSON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Production-grade, community-approved Kubernetes dashboards. Delivers deep, clean observability of APIServer, node memory, CPU scheduling, storage, and pod ingress configurations.
-#### Grafana Ecosystem (1)
+#### Grafana Ecosystem
 
   - **(2023)** [devopscube.com: How To Setup Grafana On Kubernetes](https://devopscube.com/setup-grafana-kubernetes) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Technical blueprint for deploying Grafana on a Kubernetes cluster. Details setup architectures using Helm charts, Persistent Volume Claims (PVCs) for persistence, and ConfigMaps to configure programmatic dashboards.
 #### Virtualization Monitoring
@@ -311,12 +93,9 @@
 #### Scalable TSDB
 
   - **(2022)** [==github.com/grafana/mimir==](https://github.com/grafana/mimir) ⭐ 5124  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Grafana Mimir is a highly scalable, multi-tenant database for long-term Prometheus metrics storage. Engineered to easily process billions of active series with fast query performance and operational isolation.
-### User Experience Monitoring
-
-#### Frontend Observability
-
-  - **(2023)** [==Grafana Faro 🌟==](https://grafana.com/oss/faro) [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Introduction to Grafana Faro, an open-source web SDK designed for Frontend Application Observability. Collects real-time core web vitals, user logs, console errors, and session metrics.
 
 ---
-πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md)
+πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Angular](./angular.md)
 
diff --git a/v2-docs/helm.md b/v2-docs/helm.md
index 1e298e9e..0e207c29 100644
--- a/v2-docs/helm.md
+++ b/v2-docs/helm.md
@@ -8,36 +8,16 @@
 
 ## Table of Contents
 
-1. [Automation and Orchestration](#automation-and-orchestration)
-  - [Package Management](#package-management)
-    - [Helm](#helm)
 1. [Cloud Native](#cloud-native)
   - [Application Delivery](#application-delivery)
     - [Design Patterns](#design-patterns)
-      - [Advanced Templating](#advanced-templating)
-      - [Best Practices](#best-practices)
-      - [HULL Library](#hull-library)
       - [Library Charts](#library-charts)
       - [Umbrella Charts](#umbrella-charts)
-    - [Documentation Automation](#documentation-automation)
-    - [Helm Plugins](#helm-plugins)
-      - [API Migration](#api-migration)
-      - [Release Management](#release-management)
-      - [Topology Visualization](#topology-visualization)
     - [Operators](#operators)
       - [Helm Integration](#helm-integration)
-    - [Package Management](#package-management-1)
-      - [Chart Validation](#chart-validation)
-      - [Demystifying](#demystifying)
-      - [Helm](#helm-1)
-        - [DevOps](#devops)
-        - [Documentation](#documentation)
-        - [Tutorials](#tutorials)
+    - [Package Management](#package-management)
       - [Helm Hooks](#helm-hooks)
-      - [Helm Migration](#helm-migration)
       - [Introductory](#introductory)
-    - [Testing](#testing)
-      - [Unit Testing](#unit-testing)
   - [Cloud Platforms](#cloud-platforms)
     - [Azure AKS](#azure-aks)
       - [Helm Integration](#helm-integration-1)
@@ -52,7 +32,6 @@
       - [Jenkins](#jenkins)
   - [Enterprise Platforms](#enterprise-platforms)
     - [Red Hat OpenShift](#red-hat-openshift-1)
-      - [Certifications](#certifications)
       - [Microservices](#microservices)
   - [Infrastructure](#infrastructure)
     - [Cost Optimization](#cost-optimization)
@@ -64,147 +43,39 @@
     - [Post-Mortems](#post-mortems)
       - [Deployment Failures](#deployment-failures)
   - [Security](#security)
-    - [Hardening](#hardening)
-      - [Helm Security](#helm-security)
-      - [Sysdig Standards](#sysdig-standards)
     - [Vulnerabilities](#vulnerabilities)
       - [Argo CD Security](#argo-cd-security)
-      - [CVE-2021-32690](#cve-2021-32690)
-1. [Cloud Native Architecture](#cloud-native-architecture)
-  - [Development Methodologies](#development-methodologies)
-    - [Operator Perspectives](#operator-perspectives)
-1. [Infrastructure as Code](#infrastructure-as-code)
-  - [Helm](#helm-2)
-    - [Prometheus Deployment](#prometheus-deployment)
-1. [Kubernetes Tools](#kubernetes-tools)
-  - [General Reference](#general-reference)
-1. [Multi-Cluster Management](#multi-cluster-management)
-  - [Project Sveltos](#project-sveltos)
-    - [Validation Tools](#validation-tools)
-1. [Networking and Ingress](#networking-and-ingress)
-  - [Ingress Controllers](#ingress-controllers)
-    - [HAProxy Deployments](#haproxy-deployments)
-1. [Observability](#observability-1)
-  - [Scraping and Exporters](#scraping-and-exporters)
-    - [Kubernetes Exporters](#kubernetes-exporters)
-1. [Observability and Monitoring](#observability-and-monitoring)
-  - [Prometheus Ecosystem](#prometheus-ecosystem)
-    - [Helm Deployments](#helm-deployments)
 1. [Platform Engineering](#platform-engineering)
   - [Kubernetes GitOps and Packaging](#kubernetes-gitops-and-packaging)
-    - [Alternative Deployment Engines](#alternative-deployment-engines)
-    - [Auditing and Maintenance](#auditing-and-maintenance)
-    - [Best Practices](#best-practices-1)
-    - [Chart Discovery](#chart-discovery)
-    - [Chart Publishing](#chart-publishing)
-    - [Chart Repositories](#chart-repositories)
-    - [Compliance and Validation](#compliance-and-validation)
     - [DevOps Pipelines](#devops-pipelines)
-    - [Helm Documentation](#helm-documentation)
-    - [Helm Plugins and Extensibility](#helm-plugins-and-extensibility)
-    - [Helm Templates](#helm-templates)
-    - [Helm Visualization and UI](#helm-visualization-and-ui)
     - [Java Microservices](#java-microservices)
-    - [Learning Hubs](#learning-hubs)
     - [Legacy Charts](#legacy-charts)
-    - [Legacy Utilities](#legacy-utilities)
-    - [Lifecycle Hooks](#lifecycle-hooks)
-    - [Multi-Chart Orchestration](#multi-chart-orchestration)
-    - [Orchestration Utilities](#orchestration-utilities)
-    - [Secrets Management](#secrets-management)
-    - [Security and Auditing](#security-and-auditing)
-1. [Security and Compliance](#security-and-compliance)
-  - [Policy Enforcement](#policy-enforcement)
-    - [Datree Integration](#datree-integration)
 
-## Automation and Orchestration
-
-### Package Management
-
-#### Helm
-
-  - **(2026)** [==Helm==](https://github.com/helm/helm) ⭐ 29874  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Official Go implementation of the Helm client, acting as the package manager for Kubernetes. Helm manages complex application definitions through charts, providing repeatable deployments, in-place upgrades, and robust rollback capabilities.
 ## Cloud Native
 
 ### Application Delivery
 
 #### Design Patterns
 
-##### Advanced Templating
-
-  - **(2021)** [blog.flant.com: Making the most out of Helm templates 🌟](https://palark.com/blog/advanced-helm-templating) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Advanced tutorial highlighting powerful features in Helm’s templating engine (Go templates/Sprig library). Outlines loops, conditional formatting, dictionary manipulation, and helper functions to reduce manifest duplication.
-  - **(2021)** [itnext.io: Reference Other Values in Helm Chart Values File](https://itnext.io/reference-other-values-in-helm-chart-values-file-19d44d9276c7)  [COMMUNITY-TOOL] β€” Highlights an advanced strategy for referencing parameters dynamically within a single Helm values.yaml file. Reduces configuration duplication through strategic use of self-referencing YAML anchors or templated overrides.
-##### Best Practices
-
-  - **(2021)** [jfrog.com: Steering Straight with Helm Charts Best Practices 🌟](https://jfrog.com/blog/helm-charts-best-practices)  [COMMUNITY-TOOL] β€” Industry recommendations for designing robust Helm charts. Explores standard naming conventions, managing optional dependencies, versioning strategies (Semantic Versioning), and optimizing values files for enterprise-grade registries.
-  - **(2020)** [codersociety.com: 13 Best Practices for using Helm](https://codersociety.com/blog/articles/helm-best-practices)  [COMMUNITY-TOOL] β€” Curated list of 13 foundational design patterns and practices for Helm charts. Topics include semantic versioning compliance, clean separation of concerns within values files, and keeping dependencies decoupled.
-##### HULL Library
-
-  - **(2021)** [dev.to: HULL Tutorial 01: Introducing HULL, the Helm Universal Layer Library](https://dev.to/gre9ory/hull-tutorial-01-introducing-hull-the-helm-universal-layer-library-4njb) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Practical introduction to HULL (Helm Universal Layer Library), a standardized, library-chart-driven mechanism to dramatically simplify Kubernetes manifest configuration without writing massive custom Go templates.
 ##### Library Charts
 
   - **(2021)** [itnext.io: Helm: reusable chart β€” named templates, and a generic chart for multiple applications](https://itnext.io/helm-reusable-chart-named-templates-and-a-generic-chart-for-multiple-applications-13d9b26e9244) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores building a reusable helper chart that leverages named templates to configure generic patterns across diverse microservices deployments. Drastically minimizes copy-paste patterns in massive Kubernetes portfolios.
 ##### Umbrella Charts
 
   - **(2020)** [itnext.io: Helm 3 Umbrella Charts & Standalone Chart Image Tags β€” An Alternative Approach](https://itnext.io/helm-3-umbrella-charts-standalone-chart-image-tags-an-alternative-approach-78a218d74e2d) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Investigates alternative structural topologies using Helm Umbrella Charts combined with dynamic standalone tags. Addresses the complexities of continuous microservices updates without redeploying massive, monolithic dependency trees.
-#### Documentation Automation
-
-  - **(2022)** [chart-doc-gen: Helm Chart Documentation Generator](https://github.com/kubepack/chart-doc-gen) ⭐ 122  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Command-line utility that extracts configuration variables directly from values.yaml to compile uniform Markdown files. Speeds up delivery by ensuring user manuals and codebases stay perfectly aligned.
-  - **(2026)** [Frigate](https://frigate.readthedocs.io/en/latest) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Open-source documentation generator specializing in extracting complex metadata profiles from Helm values files. Provides teams with structural consistency by eliminating manual developer intervention when writing chart readmes.
-#### Helm Plugins
-
-##### API Migration
-
-  - **(2026)** [Helm mapkubeapis Plugin](https://github.com/helm/helm-mapkubeapis) ⭐ 1035  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [LEGACY] β€” Fundamental operator utility that edits release metadata in-place to update deprecated or removed Kubernetes APIs. Prevents release locks and upgrade failures when cluster components transition to newer API versions.
-##### Release Management
-
-  - **(2022)** [JovianX/helm-release-plugin](https://github.com/JovianX/helm-release-plugin) ⭐ 109  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Utility command plugin allowing cluster administrators to inspect, unpack, and export deployment releases easily. Facilitates troubleshooting across multi-environment states and eases visual configuration comparisons.
-##### Topology Visualization
-
-  - **(2026)** [Helm Kanvas Snapshot](https://github.com/meshery-extensions/helm-kanvas-snapshot) ⭐ 43  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” Integrates Meshery's visualization layer into Helm pipelines. Enables engineers to capture runtime topology models and visually document deployed resource layouts directly from active releases.
 #### Operators
 
 ##### Helm Integration
 
   - **(2020)** [cloud.redhat.com: Application Management in Kubernetes Environments with Helm Charts and Kubernetes Operators](https://www.redhat.com/en/blog/application-management-in-kubernetes-environments-with-helm-charts-and-kubernetes-operators)  [COMMUNITY-TOOL] β€” Contrasts and complements application packaging methods with Helm Charts versus the Kubernetes Operator Framework. Illustrates how developers choose Helm for simpler, template-based deployments and Operators for complex, stateful operations.
-#### Package Management (1)
+#### Package Management
 
-##### Chart Validation
-
-  - **(2021)** [Helm 3: Validating Helm Chart Values with JSON Schemas 🌟](https://www.arthurkoziel.com/validate-helm-chart-values-with-json-schemas) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Deep technical guide on leveraging JSON Schema definitions (`values.schema.json`) to enforce parameter validation prior to execution. Mitigates run-time failures and schema mismatches in multi-tenant environments by validating configuration inputs during build time.
-##### Demystifying
-
-  - **(2020)** [youtube.com: Demystifying Helm 🌟](https://www.youtube.com/watch?v=2HPsPOwHOlY&ab_channel=DonovanBrown)  [COMMUNITY-TOOL] β€” Explanatory session demystifying Helm internals. Illustrates how manifest rendering works on the client-side and describes the storage of release history as Secrets inside target Kubernetes namespaces.
-##### Helm (1)
-
-###### DevOps
-
-  - **(2022)** [Delve into Helm: Advanced DevOps](https://www.youtube.com/watch?v=cZ1S2Gp47ng) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Deep-dive educational video analyzing advanced templating, customized hooks, and Helm execution patterns in Enterprise environments. Explains structural lifecycle hooks and complex value manipulation to secure production-ready application pipelines.
-###### Documentation
-
-  - **(2026)** [helm.sh](https://helm.sh) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official documentation and getting started guide for Helm. Serves as the authoritative resource for understanding chart anatomy, template engines, and client commands, ensuring standardization in continuous integration pipelines.
-###### Tutorials
-
-  - **(2021)** [Helm and Kubernetes Tutorial - Introduction](https://www.youtube.com/watch?v=9cwjtN3gkD4)  [COMMUNITY-TOOL] β€” Introductory video course establishing foundational Kubernetes packaging concepts. Covers basic chart configuration, deployment lifecycles, and initial client interactions to transition from manual manifests to structured releases.
-  - **(2020)** [thoughtworks.com: Helm](https://www.thoughtworks.com/radar/tools/helm)  [COMMUNITY-TOOL] β€” A professional evaluation of Helm from ThoughtWorks Technology Radar. While earlier iterations (Helm v2) posed architectural concerns due to the elevated privileges of Tiller, Helm v3's client-only architecture secures its position as a stable choice for Kubernetes deployment standardization.
 ##### Helm Hooks
 
   - **(2021)** [rafay.co: Helm Chart Hooks Tutorial](https://rafay.co/ai-and-cloud-native-blog/helm-chart-hooks-tutorial)  [COMMUNITY-TOOL] β€” Comprehensive breakdown of Helm lifecycle hooks (e.g., pre-install, post-upgrade). Explains how to coordinate prerequisite checks, execute database migrations, or trigger custom operations outside of standard deployment routines.
-##### Helm Migration
-
-  - **(2020)** [helm.sh: How to migrate from Helm v2 to Helm v3](https://helm.sh/blog/migrate-from-helm-v2-to-helm-v3) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Standardized blueprint detailing the technical steps to transition environments from Helm v2 to Helm v3. Focuses on state-store conversion (ConfigMaps/Secrets), Tiller cleanup, and avoiding release disruption during metadata migrations.
 ##### Introductory
 
-  - **(2021)** [freecodecamp.org: What is a Helm Chart? A Tutorial for Kubernetes Beginners](https://www.freecodecamp.org/news/what-is-a-helm-chart-tutorial-for-kubernetes-beginners)  [COMMUNITY-TOOL] β€” Comprehensive beginner tutorial exploring Helm fundamentals. Translates Kubernetes packaging logic into relatable analogies and guides developers through editing templates and launching basic infrastructure releases.
-  - **(2021)** [thedeveloperstory.com: Helm 101: Brief introduction to kubernetes package manager](https://thedeveloperstory.com/2021/07/12/helm-101-brief-introduction-to-kubernetes-package-manager)  [COMMUNITY-TOOL] β€” Fundamental introduction outlining the role of Helm in managing the complexity of Kubernetes infrastructure. Discusses key files (values.yaml, templates directory) and common installation command sequences.
-  - **(2021)** [mattias.engineer/courses/kubernetes/helm: Kubernetes-101: Helm 🌟](https://mattias.engineer/courses/kubernetes/helm)  [COMMUNITY-TOOL] β€” Comprehensive instructional module exploring basic and intermediate Helm tasks. Integrates localized labs covering chart structuring, release revisions management, and customized CLI command execution.
   - **(2020)** [hackernoon.com: Kubernetes and Helm: A Deadly Combo to Help You Deploy with Ease](https://hackernoon.com/kubernetes-and-helm-a-deadly-combo-to-help-you-deploy-with-ease-rjr30x2)  [COMMUNITY-TOOL] β€” High-level overview of Helm's architecture and its role in scaling Kubernetes software rollouts. Walks developers through how template definitions replace raw YAML, reducing repetitive work and config drift across microservices.
-  - **(2020)** [dev.to: Introduction to Helm 🌟](https://dev.to/leading-edje/introduction-to-helm-50jl)  [COMMUNITY-TOOL] β€” A practical introduction outlining the foundational structure of Helm charts, releases, and CLI workflows. Discusses core mechanics of template compilation and value injection for developers new to Kubernetes package management.
-#### Testing
-
-##### Unit Testing
-
-  - **(2021)** [blog.heyal.co.uk: How to unit-test your helm charts with Golang 🌟](https://blog.heyal.co.uk/unit-testing-helm-charts) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Deep technical look into executing unit testing on Helm chart outputs using Go tests instead of simple bash scripts. Ensures template logic parses properly and conforms to runtime requirements prior to deploy.
 ### Cloud Platforms
 
 #### Azure AKS
@@ -239,9 +110,6 @@
 
 #### Red Hat OpenShift (1)
 
-##### Certifications
-
-  - **(2021)** [redhat.com: Red Hat OpenShift Certification extends support for Kubernetes-native technologies with Helm 🌟](https://www.redhat.com/en/blog/red-hat-openshift-certification-extends-support-kubernetes-native-technologies-helm)  [COMMUNITY-TOOL] β€” Press release outlining Red Hat's native support and certification paths for Helm charts in OpenShift. Reinforces Helm's status as a first-class citizen in Enterprise hybrid-cloud orchestration frameworks.
 ##### Microservices
 
   - **(2021)** [developers.redhat.com: Deploy Node.js applications to Red Hat OpenShift with Helm](https://developers.redhat.com/articles/2021/07/20/deploy-nodejs-applications-red-hat-openshift-helm)  [COMMUNITY-TOOL] β€” Hands-on guide focusing on containerizing and deploying Node.js microservices to OpenShift 4 using Helm charts. Covers localized template customization and resource quota alignments for developer-driven environments.
@@ -268,217 +136,27 @@
   - **(2021)** [dev.to/francoislp: Post-mortem: 1h30 downtime on a Saturday morning](https://dev.to/francoislp/post-mortem-1h30-downtime-on-a-saturday-morning-5af0) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Real-world operational post-mortem detailing high-severity production downtime triggered by a silent failure in a Helm upgrade. Explains the critical importance of dry-runs, strict testing, and canary stages for chart deployment.
 ### Security
 
-#### Hardening
-
-##### Helm Security
-
-  - **(2021)** [rancher.com: Create Reproducible Security in Kubernetes with Helm 3 and Helm Charts](https://www.suse.com/c/rancher_blog/create-reproducible-security-in-kubernetes-with-helm-3-and-helm-charts)  [COMMUNITY-TOOL] β€” Practical guide discussing Helm 3 security baselines, image registry verification, and using secure defaults in charts. Addresses how declarative configurations align with modern threat model structures inside production networks.
-  - **(2021)** [thenewstack.io: Applying Kubernetes Security Best Practices to Helm Charts 🌟](https://thenewstack.io/applying-kubernetes-security-best-practices-to-helm-charts)  [COMMUNITY-TOOL] β€” Comprehensive security guide detailing structural techniques to audit and secure third-party Helm charts before production rollout. Covers network policies, security contexts, and container permission baselines.
-##### Sysdig Standards
-
-  - **(2021)** [sysdig.com: Helm security and best practices](https://www.sysdig.com/blog/how-to-secure-helm)  [COMMUNITY-TOOL] β€” Hardening guidelines detailing secure Helm usage. Discusses securing helm charts against common configuration risks, managing credentials in secret layers instead of source files, and verifying container images in pipeline states.
 #### Vulnerabilities
 
 ##### Argo CD Security
 
   - **(2022)** [apiiro.com: Malicious Kubernetes Helm Charts can be used to steal sensitive information from Argo CD deployments](https://apiiro.com/blog/malicious-kubernetes-helm-charts-can-be-used-to-steal-sensitive-information-from-argo-cd-deployments) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Crucial security report highlighting vulnerabilities where malicious or compromised Helm charts exploit the template-rendering engine of GitOps systems (like Argo CD) to expose sensitive secrets or execute side-channel attacks.
-##### CVE-2021-32690
-
-  - **(2021)** [thenewstack.io: Upgrade Helm if You Don’t Want to Share Your Username and Password (Helm’s CVE-2021-32690) 🌟](https://thenewstack.io/upgrade-helm-if-you-dont-want-to-share-your-username-and-password)  [COMMUNITY-TOOL] β€” Critical analysis of Helm security vulnerability CVE-2021-32690. Investigates how auth credentials could be inadvertently leaked to third-party domains during chart installations, emphasizing immediate upgrades to safe client versions.
-## Cloud Native Architecture
-
-### Development Methodologies
-
-#### Operator Perspectives
-
-  - **(2021)** [opensource.com: What Kubernetes taught me about development](https://opensource.com/article/21/12/kubernetes-developer) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An architectural reflection detailing key developer-centric shifts encountered when adapting to Kubernetes environments. It explores paradigms like declarative APIs, container-first test loops, and how platform engineers must redefine application boundaries in microservice environments.
-## Infrastructure as Code
-
-### Helm (2)
-
-#### Prometheus Deployment
-
-  - **(2023)** [Setup Prometheus Using Helm Chart on Kubernetes](https://devopscube.com/setup-prometheus-helm-chart) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Technical guide on installing a production-ready Prometheus instance into Kubernetes using Helm. Explains configuring persistent storage claims, setting retention policies, and overriding default ingress objects.
-## Kubernetes Tools
-
-### General Reference
-
-  - [Automating Kubernetes Deployments with Helm Charts](https://blog.devops.dev/automating-kubernetes-deployments-with-helm-charts-baaec0e6fbc5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Automating Kubernetes Deployments with Helm Charts in the Kubernetes Tools ecosystem.
-  - [dzone: managing helm releases the gitops way](https://dzone.com/articles/managing-helm-releases-the-gitops-way)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: managing helm releases the gitops way in the Kubernetes Tools ecosystem.
-  - [dzone: 15 useful helm chart tools](https://dzone.com/articles/15-useful-helm-charts-tools)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: 15 useful helm chart tools in the Kubernetes Tools ecosystem.
-  - [dzone: create install upgrade and rollback a helm chart - part 1](https://dzone.com/articles/create-install-upgrade-and-rollback-a-helm-chart-p)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: create install upgrade and rollback a helm chart - part 1 in the Kubernetes Tools ecosystem.
-  - [dzone: create install upgrade and rollback a helm chart - part 2](https://dzone.com/articles/create-install-upgrade-rollback-a-helm-chart-part)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: create install upgrade and rollback a helm chart - part 2 in the Kubernetes Tools ecosystem.
-  - [dzone: cicd with kubernetes and helm](https://dzone.com/articles/cicd-with-kubernetes-and-helm)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: cicd with kubernetes and helm in the Kubernetes Tools ecosystem.
-  - [banzaicloud.com: Helm 3, the Good, the Bad and the Ugly](https://banzaicloud.com/blog/helm3-the-good-the-bad-and-the-ugly)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering banzaicloud.com: Helm 3, the Good, the Bad and the Ugly in the Kubernetes Tools ecosystem.
-  - [medium: Helm Chart β€” Development Guide 🌟](https://medium.com/swlh/helm-chart-development-guide-bbc525d3b448)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Helm Chart β€” Development Guide 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: Multi-namespace Helm deploy in Kubernetes](https://medium.com/analytics-vidhya/multi-namespace-helm-deploy-in-kubernetes-26d1baf1ca5c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Multi-namespace Helm deploy in Kubernetes in the Kubernetes Tools ecosystem.
-  - [daveops.xyz: Running DB migrations on Kubernetes with Helm](https://daveops.xyz/en/2020/09/18/running-db-migrations-on-kubernetes-with-helm)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering daveops.xyz: Running DB migrations on Kubernetes with Helm in the Kubernetes Tools ecosystem.
-  - [mbbaig.blog: How to create custom Helm charts 🌟](https://mbbaig.blog/how-to-create-custom-helm-charts)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering mbbaig.blog: How to create custom Helm charts 🌟 in the Kubernetes Tools ecosystem.
-  - [cncf.io: Quick application deployments on MicroK8s using Helm Charts](https://www.cncf.io/blog/2021/03/23/quick-application-deployments-on-microk8s-using-helm-chart)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Quick application deployments on MicroK8s using Helm Charts in the Kubernetes Tools ecosystem.
-  - [cncf.io: Add Java Agents to Existing Kubernetes and Helm Applications Instantly](https://www.cncf.io/blog/2021/03/24/add-java-agents-to-existing-kubernetes-and-helm-applications-instantly)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Add Java Agents to Existing Kubernetes and Helm Applications Instantly in the Kubernetes Tools ecosystem.
-  - [medium: Create Helm Charts to manage Kubernetes applications](https://medium.com/marionete/create-helm-charts-to-manage-kubernetes-applications-9c4235acf99e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Create Helm Charts to manage Kubernetes applications in the Kubernetes Tools ecosystem.
-  - [bridgecrew.io: Part 1: Top trends from analyzing the security posture of' open-source Helm charts](https://bridgecrew.io/blog/open-source-helm-security-research)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering bridgecrew.io: Part 1: Top trends from analyzing the security posture of' open-source Helm charts in the Kubernetes Tools ecosystem.
-  - [jasiek-petryk.medium.com: Setting up a private Helm chart repository on' GitHub](https://jasiek-petryk.medium.com/setting-up-a-private-helm-chart-repository-on-github-4a767703cec8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jasiek-petryk.medium.com: Setting up a private Helm chart repository on' GitHub in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: How To Continuously Test and Deploy Your Helm Charts' on Kubernetes Clusters Using Kind](https://betterprogramming.pub/how-to-continuously-test-and-deploy-your-helm-charts-on-kubernetes-clusters-using-kind-d71e3585d2dc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: How To Continuously Test and Deploy Your Helm Charts' on Kubernetes Clusters Using Kind in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: Helm 101 for Developers](https://levelup.gitconnected.com/helm-101-for-developers-1c28e734937e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Helm 101 for Developers in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: 6 Tips for Creating Helm Charts in Kubernetes Applications](https://betterprogramming.pub/6-tips-for-creating-helm-charts-in-kubernetes-applications-452a37446f31)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: 6 Tips for Creating Helm Charts in Kubernetes Applications in the Kubernetes Tools ecosystem.
-  - [medium: Kubernetes Deployment using Helm Charts and Krane 🌟](https://medium.com/groupon-eng/kubernetes-deployment-using-helm-charts-and-krane-e0100b55d00c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes Deployment using Helm Charts and Krane 🌟 in the Kubernetes Tools ecosystem.
-  - [bridgecrew.io: Applying Kubernetes security best practices to Helm charts](https://bridgecrew.io/blog/applying-kubernetes-security-best-practices-to-helm-charts)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering bridgecrew.io: Applying Kubernetes security best practices to Helm charts in the Kubernetes Tools ecosystem.
-  - [medium: Test Helm Release in Production Environment with Zero Downtime' 🌟](https://medium.com/@deejiw/test-helm-release-in-production-environment-with-zero-downtime-400c5d41ecdf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium: Test Helm Release in Production Environment with Zero Downtime==' 🌟 in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Deploying Helm Apps to Kubernetes with Waypoint and GitOps](https://www.hashicorp.com/blog/deploying-helm-apps-to-kubernetes-with-waypoint-and-gitops)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Deploying Helm Apps to Kubernetes with Waypoint and GitOps in the Kubernetes Tools ecosystem.
-  - [medium.com/dailymotion: Deploying apps on multiple Kubernetes clusters with' Helm](https://medium.com/dailymotion/deploying-apps-on-multiple-kubernetes-clusters-with-helm-19ee2b06179e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/dailymotion: Deploying apps on multiple Kubernetes clusters with' Helm in the Kubernetes Tools ecosystem.
-  - [gennyallcroft.medium.com: Understanding Kubernetes deployments with Helm](https://gennyallcroft.medium.com/understanding-kubernetes-deployments-with-helm-444116a622be)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering gennyallcroft.medium.com: Understanding Kubernetes deployments with Helm in the Kubernetes Tools ecosystem.
-  - [medium.com/codex: Helm Charts For Kubernetes Developers](https://medium.com/codex/helm-charts-for-kubernetes-developers-dce5719d4c8c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/codex: Helm Charts For Kubernetes Developers in the Kubernetes Tools ecosystem.
-  - [medium.com/@paolo.gallina: How-to release Helm Charts maintaining your mental' health 🌟](https://medium.com/@paolo.gallina/releasing-helm-charts-maintaining-your-mental-health-b382685390c8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@paolo.gallina: How-to release Helm Charts maintaining your mental' health 🌟 in the Kubernetes Tools ecosystem.
-  - [devopslearners.com: How to Convert Helm Chart to Kubernetes YAML](https://devopslearners.com/how-to-convert-helm-chart-to-kubernetes-yaml-fbe6d6722f6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devopslearners.com: How to Convert Helm Chart to Kubernetes YAML in the Kubernetes Tools ecosystem.
-  - [mlepeshkin.medium.com: Automated Kubernetes deployment with Helm and additional' templating](https://mlepeshkin.medium.com/automated-kubernetes-deployment-with-helm-and-additional-templating-dc960689609f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering mlepeshkin.medium.com: Automated Kubernetes deployment with Helm and additional' templating in the Kubernetes Tools ecosystem.
-  - [blog.ediri.io: How To Unit Test Your Helm Charts](https://blog.ediri.io/how-to-unit-test-your-helm-charts)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==blog.ediri.io: How To Unit Test Your Helm Charts== in the Kubernetes Tools ecosystem.
-  - [medium.com/@percenuage: My adventure with Helm as GitOps in a distributed' architecture](https://medium.com/@percenuage/my-adventure-with-helm-as-gitops-in-a-distributed-architecture-6a6fdc6f11bd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@percenuage: My adventure with Helm as GitOps in a distributed' architecture== in the Kubernetes Tools ecosystem.
-  - [medium.com/avmconsulting-blog: How to Deploy Applications using Helm in' Kubernetes |AWS|](https://medium.com/avmconsulting-blog/deploying-applications-using-helm-in-kubernetes-b5c8b609e4b5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/avmconsulting-blog: How to Deploy Applications using Helm in' Kubernetes |AWS| in the Kubernetes Tools ecosystem.
-  - [medium.com/tech-chronicles: Helm tests](https://medium.com/tech-chronicles/helm-test-tested-my-patience-732eeab0e935)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/tech-chronicles: Helm tests in the Kubernetes Tools ecosystem.
-  - [xbery.medium.com: Deploy helm charts using Terraform module 🌟](https://xbery.medium.com/deploy-helm-charts-using-terraform-module-63684efbd221)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering xbery.medium.com: Deploy helm charts using Terraform module 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/codex: Simplifying Kubernetes Deployments With Helm Package' Manager 🌟](https://medium.com/codex/simplifying-kubernetes-deployments-with-helm-package-manager-bf834c51818d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/codex: Simplifying Kubernetes Deployments With Helm Package' Manager== 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/geekculture: Helm β€” Advanced Commands 🌟](https://medium.com/geekculture/helm-advanced-commands-9365097475b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/geekculture: Helm β€” Advanced Commands== 🌟 in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: Helmβ€”Named Templates](https://levelup.gitconnected.com/helm-named-templates-de2efc3875d0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Helmβ€”Named Templates in the Kubernetes Tools ecosystem.
-  - [faun.pub: Helm β€” Template Actions, Functions, and Pipelines 🌟](https://faun.pub/helm-template-actions-functions-and-pipelines-16ed23ed336f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Helm β€” Template Actions, Functions, and Pipelines 🌟 in the Kubernetes Tools ecosystem.
-  - [shipmight.com: Understanding Helm upgrade flags](https://shipmight.com/blog/understanding-helm-upgrade-reset-reuse-values)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering shipmight.com: Understanding Helm upgrade flags in the Kubernetes Tools ecosystem.
-  - [blog.devops.dev: Stop cloning helm charts! Enough! 🌟](https://blog.devops.dev/stop-cloning-helm-charts-enough-b40fb5d67ac7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==blog.devops.dev: Stop cloning helm charts! Enough!== 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/kubeshop-i: Monokle, Helm & Quality Kubernetes Deployments](https://medium.com/kubeshop-i/monokle-helm-quality-kubernetes-deployments-af050fcc91db)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/kubeshop-i: Monokle, Helm & Quality Kubernetes Deployments in the Kubernetes Tools ecosystem.
-  - [medium.com/gquiman: K8Studio, Helm and Kubernetes management](https://medium.com/itnext/introducing-k8studio-v3-the-ultimate-kubernetes-workspace-just-got-even-better-0bc0de63642c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/gquiman: K8Studio, Helm and Kubernetes management in the Kubernetes Tools ecosystem.
-  - [blog.devops.dev: Hosting Your Own Helm Chart on GitHub with Chart Releaser](https://blog.devops.dev/hosting-your-own-helm-chart-on-github-with-chart-releaser-a356ac10ce5c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: Hosting Your Own Helm Chart on GitHub with Chart Releaser in the Kubernetes Tools ecosystem.
-  - [faun.pub: Package and Deploy Your Application Using Helm Chart](https://faun.pub/package-and-deploy-your-application-using-helm-chart-21f0c568e65c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Package and Deploy Your Application Using Helm Chart in the Kubernetes Tools ecosystem.
-  - [medium.com/@badawekoo: Helm theory, demo and commands you need to know!](https://medium.com/@badawekoo/helm-theory-demo-and-commands-you-need-to-know-628777fdb0c2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@badawekoo: Helm theory, demo and commands you need to know! in the Kubernetes Tools ecosystem.
-  - [medium.com: Helm Your Kubernetes Application](https://medium.com/zeals-tech-blog/helm-your-kubernetes-application-7af6293bcfcf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Helm Your Kubernetes Application in the Kubernetes Tools ecosystem.
-  - [medium.com/linux-shots: Use PostgreSQL database as backend storage for helm](https://medium.com/linux-shots/use-postgresql-as-backend-storage-for-helm-de407cd9c43)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/linux-shots: Use PostgreSQL database as backend storage for helm in the Kubernetes Tools ecosystem.
-  - [tratnayake.dev: Using Helm To Include All Files From A Directory In-line](https://tratnayake.dev/helm-include-all-files-from-directory-in-line)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering tratnayake.dev: Using Helm To Include All Files From A Directory In-line in the Kubernetes Tools ecosystem.
-  - [fenyuk.medium.com: Helm for Kubernetes. Datree for keeping cluster secure' and healthy 🌟](https://fenyuk.medium.com/helm-for-kubernetes-datree-for-keeping-cluster-secure-and-healthy-6fbd10f0d958)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering fenyuk.medium.com: Helm for Kubernetes. Datree for keeping cluster secure' and healthy 🌟 in the Kubernetes Tools ecosystem.
-  - [fenyuk.medium.com: Helm for Kubernetes. GitOps with Argo CD 🌟](https://fenyuk.medium.com/helm-for-kubernetes-gitops-with-argo-cd-c8f80330596)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering fenyuk.medium.com: Helm for Kubernetes. GitOps with Argo CD 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/geekculture: HELM β€” How Release Information is Stored](https://medium.com/geekculture/helm-how-release-information-is-stored-778d7f0b7498)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/geekculture: HELM β€” How Release Information is Stored in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: Helm β€” Data Sharing Between Parent and Child Chart](https://levelup.gitconnected.com/helm-data-sharing-between-parent-and-child-chart-c4487a452d4e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Helm β€” Data Sharing Between Parent and Child Chart in the Kubernetes Tools ecosystem.
-  - [blog.searce.com: Transform Kubernetes Manifests into Helm Chart](https://blog.searce.com/transform-kubernetes-manifests-into-helm-chart-f3d100688423)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.searce.com: Transform Kubernetes Manifests into Helm Chart in the Kubernetes Tools ecosystem.
-  - [medium.com/geekculture: Helm Chart Wait for All Dependencies Before Starting' Kubernetes Pods](https://medium.com/geekculture/helm-chart-wait-for-all-dependencies-before-starting-kubernetes-pods-cc0a3ddbf02b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/geekculture: Helm Chart Wait for All Dependencies Before Starting' Kubernetes Pods in the Kubernetes Tools ecosystem.
-  - [medium.com/@marc.khouzam: Shell completion for plugins with Helm 3.8](https://medium.com/@marc.khouzam/shell-completion-for-plugins-with-helm-3-8-7cb001012a54)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@marc.khouzam: Shell completion for plugins with Helm 3.8 in the Kubernetes Tools ecosystem.
-  - [medium: Highway to Helm: How to efficiently manage chart sources](https://medium.com/adevinta-tech-blog/highway-to-helm-how-to-efficiently-manage-chart-sources-f5749ba8031e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Highway to Helm: How to efficiently manage chart sources in the Kubernetes Tools ecosystem.
-  - [medium.com/geekculture: K8s β€” Helm Dashboard](https://medium.com/geekculture/k8s-helm-dashboard-d7509c5fee88)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/geekculture: K8s β€” Helm Dashboard in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: Introduction to Helm Dashboard](https://levelup.gitconnected.com/introduction-to-helm-dashboard-dddf43e38cc2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Introduction to Helm Dashboard in the Kubernetes Tools ecosystem.
-  - [Kubecrt - Convert HELM charts to kubernetes resources 🌟](https://toolbox.kali-linuxtr.net/kubecrt-convert-helm-charts-to-kubernetes-resources.tool)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Kubecrt - Convert HELM charts to kubernetes resources 🌟 in the Kubernetes Tools ecosystem.
-  - [linuxadvise.com: Helmfile - Next Level to manage your helm Charts](https://www.linuxadvise.com/amp/helmfile-next-level-to-manage-your-helm-charts)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering linuxadvise.com: Helmfile - Next Level to manage your helm Charts in the Kubernetes Tools ecosystem.
-  - [medium: Gitops using Helmsman to apply Helm Charts to k8s](https://medium.com/@marco.franssen/gitops-using-helmsman-to-apply-helm-charts-to-k8s-1a7217ced411)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Gitops using Helmsman to apply Helm Charts to k8s in the Kubernetes Tools ecosystem.
-  - [abhaypore.medium.com: Migrate your manifest yaml files into Helm Chart](https://abhaypore.medium.com/migrate-your-manifest-yaml-files-into-helm-chart-32a44230f3b5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering abhaypore.medium.com: Migrate your manifest yaml files into Helm Chart in the Kubernetes Tools ecosystem.
-## Multi-Cluster Management
-
-### Project Sveltos
-
-#### Validation Tools
-
-  - **(2025)** [github.com/projectsveltos: sveltosctl](https://github.com/projectsveltos/sveltosctl) ⭐ 36  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” The CLI dashboard for Project Sveltos. It specializes in executing dry-runs and drift validations on declarative ClusterProfiles to ensure configuration validity prior to propagating resources to remote edge clusters.
-## Networking and Ingress
-
-### Ingress Controllers
-
-#### HAProxy Deployments
-
-  - **(2026)** [artifacthub.io: Official Helm charts for HAProxy and the HAProxy Kubernetes Ingress Controller on Artifact Hub 🌟](https://artifacthub.io/packages/search?repo=haproxytech) [YAML CONTENT]  [COMMUNITY-TOOL] β€” The official, production-grade Helm packages for HAProxy load balancers and Ingress Controllers. They offer high-performance routing, custom security profiles, proxy-protocol support, and robust SSL/TLS termination configs suitable for web traffic at scale.
-## Observability (1)
-
-### Scraping and Exporters
-
-#### Kubernetes Exporters
-
-  - **(2023)** [==sstarcher/helm-exporter==](https://github.com/sstarcher/helm-exporter) ⭐ 301  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A Prometheus exporter designed to surface real-time metrics for deployed Helm releases. It monitors charts metadata, tracking status, revisions, and health states across namespaces to empower advanced alert rules.
-## Observability and Monitoring
-
-### Prometheus Ecosystem
-
-#### Helm Deployments
-
-  - **(2026)** [prometheus-community.github.io: Prometheus Community Kubernetes Helm Charts 🌟](https://prometheus-community.github.io/helm-charts) [YAML CONTENT]  [COMMUNITY-TOOL] β€” The official Prometheus community Helm charts registry, housing the essential kube-prometheus-stack. This remains the absolute industry standard for managing Prometheus, Grafana dashboards, Alertmanager definitions, and metrics-collector sidecars.
 ## Platform Engineering
 
 ### Kubernetes GitOps and Packaging
 
-#### Alternative Deployment Engines
-
-  - **(2026)** [**Nelm: A Helm Alternative for Kubernetes Deployments**](https://github.com/werf/nelm) ⭐ 1083  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A high-performance deployment engine embedded in Werf that provides a drop-in, robust alternative to standard Helm tracking. It addresses Helm's native state validation limitations by offering deep, real-time resource validation and status monitoring.
-#### Auditing and Maintenance
-
-  - **(2025)** [github: Nova 🌟](https://github.com/fairwindsops/nova) ⭐ 864  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A critical cluster auditing utility that proactively scans running environments for outdated, insecure, or orphaned Helm releases. It cross-references current cluster deployments against upstream registries to alert operators of crucial patch requirements.
-  - **(2024)** [helm-changelog: Create changelogs for Helm Charts, based on git history](https://github.com/mogensen/helm-changelog) ⭐ 43  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” A smart CLI helper designed to parse git commit logs and automatically compile detailed changelogs for Helm releases. Ideal for maintaining human-readable release histories without manual maintenance bottlenecks during major release cycles.
-#### Best Practices (1)
-
-  - **(2022)** [boxunix.com: Developer’s Guide to Writing a Good Helm Chart](https://boxunix.com/2022/02/05/developers-guide-to-writing-a-good-helm-chart) [YAML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive authoring guide establishing best practices in Helm chart architecture. Topics include variable scoping, values encapsulation patterns, schema validation structures, and managing complex multi-service subchart dependencies cleanly.
-#### Chart Discovery
-
-  - **(2026)** [==Artifact Hub 🌟==](https://artifacthub.io) [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The authoritative, CNCF-hosted decentralized web hub designed for discovering, installing, and monitoring cloud-native packages. It aggregates active Helm charts, Kubernetes operators, Tekton tasks, and OCI artifacts with comprehensive security and maintenance tracking.
-  - **(2020)** [codeengineered.com: 4 Places To Find Helm Charts](https://codeengineered.com/blog/2020/helm-find-charts) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A historical landscape overview detailing key public repositories and search indexes for sourcing verified Helm charts. This serves as a foundational reference for understanding the historical transition from disparate registries to modern unified catalogs.
-  - **(2020)** [hub.helm.sh 🌟](https://hub.helm.sh) [GO CONTENT]  [LEGACY] β€” The legacy centralized search hub for locating community Helm charts before the packaging index consolidated. This resource is completely deprecated and has been succeeded by the modern, CNCF-maintained decentralized platform, Artifact Hub.
-#### Chart Publishing
-
-  - **(2022)** [harness.io: Tutorial: Turning a GitHub Repo Into a Helm Chart Repo](https://www.harness.io/blog/helm-chart-repo) [YAML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A practical hands-on tutorial demonstrating how to turn a standard GitHub repository into a fully compliant Helm Chart registry. It outlines automating publishing workflows utilizing GitHub Pages, Chart Releaser Actions, and package distribution.
-#### Chart Repositories
-
-  - **(2026)** [Bitnami Helm Charts](https://bitnami.com/stacks?stack=helm) [YAML CONTENT]  [COMMUNITY-TOOL] β€” The industry-standard, production-hardened suite of application and middleware charts maintained by Bitnami. It provides container security patches, non-root execution profiles, and reliable high-availability structures for standard database, web server, and cache backends.
-  - **(2024)** [JFrog ChartCenter](https://chartcenter.io) [N/A CONTENT]  [LEGACY] β€” A legacy public Helm registry launched by JFrog to provide security insights, dependency maps, and automated vulnerability scanning for Helm packages. It serves as a historical architectural reference for secure dependency-chain structures.
-  - **(2020)** [New Location For Stable and Incubator Charts](https://helm.sh/blog/new-location-stable-incubator-charts) [N/A CONTENT]  [LEGACY] β€” The landmark Helm blog announcement detailing the official deprecation and migration path of the legacy 'stable' and 'incubator' Helm repositories. This resource documents the organizational move toward decentralized chart ownership and independent project hosting.
-#### Compliance and Validation
-
-  - **(2025)** [redhat-certification: chart-verifier: Rules based tool to certify Helm charts' 🌟](https://github.com/redhat-certification/chart-verifier) ⭐ 61  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Red Hat's policy-enforcement checker built to certify Helm charts for enterprise deployment suitability on OpenShift platforms. It verifies that packaging templates align with platform standards, security models, and compliance benchmarks.
 #### DevOps Pipelines
 
   - **(2025)** [Codecentric Jenkins 🌟](https://github.com/codecentric/helm-charts) ⭐ 733  [YAML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An active, community-maintained collection of high-quality Helm charts, featuring a robust configuration path for DevOps tooling like Jenkins. It provides clean, production-ready, security-hardened manifests optimized for enterprise use.
-#### Helm Documentation
-
-  - **(2025)** [**helm-docs**](https://github.com/norwoodj/helm-docs) ⭐ 1745  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An automated utility designed to generate clear Markdown documentation from Helm chart metadata and schema structures. By analyzing values.yaml schema annotations, it produces clean, standardized configuration tables. This ensures chart configurations remain self-documenting and structurally valid within CI/CD pipelines.
-#### Helm Plugins and Extensibility
-
-  - **(2026)** [**Helm Diff Plugin 🌟**](https://github.com/databus23/helm-diff) ⭐ 3447  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The essential Helm plugin that compares proposed templates with running cluster releases to output an exact color-coded unified diff. A foundational safety gate for continuous delivery, mitigating unexpected state drifts during upgrades.
-  - **(2022)** [datree.io: How to build a Helm plugin in minutes](https://www.datree.io/resources/how-to-build-a-helm-plugin-in-minutes) [MARKDOWN CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” A developer-oriented guide outlining how to design, build, and distribute custom Helm plugins. The tutorial covers the CLI plugin contract, execution hook hooks, environment runtime variables, and best practices for extending Helm with customized subcommands.
-#### Helm Templates
-
-  - **(2025)** [HULL](https://github.com/vidispine/hull) ⭐ 288  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” The Helm Utility Library Layer (HULL) is an innovative templating library designed to drastically reduce boilerplate code. It allows platform engineers to define Kubernetes resources declaratively within JSON/YAML schemas, minimizing redundant YAML scripting.
-#### Helm Visualization and UI
-
-  - **(2025)** [**github.com/komodorio/helm-dashboard 🌟**](https://github.com/komodorio/helm-dashboard) ⭐ 5716  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A real-time web UI dashboard tailored for managing, upgrading, and viewing Helm releases. It addresses the visibility gap for platform operators by facilitating live drift visualization, schema validation, and multi-version revision comparisons directly from a user-friendly browser interface.
 #### Java Microservices
 
   - **(2022)** [openshift.com: Introducing the Quarkus Helm Chart](https://www.redhat.com/en/blog/introducing-the-quarkus-helm-chart) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An introduction detailing the design of the Quarkus Helm Chart, optimized for cloud-native Java microservices. It highlights native compiling integrations, GraalVM deployment profiles, and how to harness OpenShift pipelines for highly efficient container bootstrapping.
-#### Learning Hubs
-
-  - **(2025)** [Red Hat Training & Certification Community](https://access.redhat.com/community/learn) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Red Hat's official training ecosystem community. It offers platform operators, architects, and developers verified learning pathways, course materials, and labs covering OpenShift administration and cloud-native practices.
 #### Legacy Charts
 
-  - **(2020)** [==Jenkins==](https://github.com/helm/charts/tree/master/stable/jenkins) ⭐ 15424  [YAML CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” The deprecated stable Helm chart repository for Jenkins. It is strongly recommended to avoid this legacy version, as active development and security patches have transitioned exclusively to the official Jenkins community repository on Artifact Hub.
-#### Legacy Utilities
-
-  - **(2021)** [github.com/mumoshu/helm-x: Helm X Plugin](https://github.com/mumoshu/helm-x) ⭐ 178  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟 [EMERGING] β€” An experimental Helm plugin developed to extend standard chart templates with custom scripting functions and enhanced lifecycle control. This project is now unmaintained, serving purely as a design blueprint.
-  - **(2021)** [maorfr/helm-backup: Helm Backup Plugin](https://github.com/maorfr/helm-backup) ⭐ 83  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An early state backup plugin designed to preserve localized copies of active Helm releases. Modern declarative GitOps frameworks (such as Argo CD or Flux) have made manual stateful backups obsolete.
-  - **(2021)** [Kubecrt](https://github.com/blendle/kubecrt) ⭐ 113  [GO CONTENT] 🌟 [LEGACY] β€” An archived, early-stage conversion utility built to convert Helm charts into raw Kubernetes manifests. This project has been fully superseded by standard native capabilities like 'helm template' and is preserved solely as a historical reference of early declarative rendering strategies.
-  - **(2019)** [github.com/jkosik: helm-decomposer](https://github.com/jkosik/helm-decomposer) [PYTHON CONTENT]  [LEGACY] β€” An archived utility that parsed static Kubernetes manifests to automatically generate modular Helm charts. Unmaintained for several years, it serves as a legacy proof-of-concept for automated chart generation.
-#### Lifecycle Hooks
-
-  - **(2020)** [itnext.io: Database migrations on Kubernetes using Helm hooks](https://itnext.io/database-migrations-on-kubernetes-using-helm-hooks-fb80c0d97805) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A technical deep-dive demonstrating how to manage database schema migrations safely utilizing Helm lifecycle hooks. It explores configuring Job containers with pre-install and pre-upgrade triggers to prevent app routing before schema synchronizations complete.
-#### Multi-Chart Orchestration
-
-  - **(2026)** [==github.com/helmfile/helmfile==](https://github.com/helmfile/helmfile) ⭐ 5136  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier declarative orchestrator for multi-chart environments. Helmfile allows infrastructure-as-code developers to build multi-environment states, map release hierarchies, automate parameter layering, and enforce GitOps deployment sequences seamlessly.
-  - **(2025)** [**Helmsman: Helm Charts as Code 🌟**](https://github.com/mkubaczyk/helmsman) ⭐ 1498  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” An enterprise-grade, GitOps-friendly engine for declaring Helm charts as code. By monitoring desired state files, it automates lifecycle tasks including installations, cross-cluster upgrades, namespace setup, and purging deprecated releases.
-  - **(2026)** [helmwave/helmwave](https://github.com/helmwave/helmwave) ⭐ 886  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [EMERGING] β€” An emerging orchestrator implementing a 'Docker Compose' deployment feel for Helm charts. Featuring parallel execution plans, strict dependency resolution, and declarative configs, it offers platform teams a robust multi-chart orchestration tool.
-#### Orchestration Utilities
-
-  - **(2021)** [github: Kubernetes Deployment Orchestrator](https://github.com/SAP-archive/kubernetes-deployment-orchestrator) ⭐ 11  [GO CONTENT] [ADVANCED LEVEL] 🌟 [EMERGING] [LEGACY] β€” An archived, experimental orchestrator developed by SAP to coordinate complex Helm releases and dependency chains across large multi-tenant landscapes. Kept strictly as a historic design blueprint for modular platform workflows.
-#### Secrets Management
-
-  - **(2024)** [tellerops/helm-teller](https://github.com/tellerops/helm-teller) ⭐ 69  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A highly specialized security plugin that interfaces with vault and KMS solutions to fetch secret values dynamically during deployment runtime. It eliminates the risk of committing sensitive configuration details to public code repositories.
-#### Security and Auditing
-
-  - **(2023)** [helm-scanner](https://github.com/bridgecrewio/helm-scanner) [GO CONTENT]  [COMMUNITY-TOOL] β€” A lightweight template vulnerability scanner that evaluates Helm manifests for potential security drift, secrets leaks, and misconfigurations prior to deployment. Often integrated early in pipeline testing stages.
-## Security and Compliance
-
-### Policy Enforcement
-
-#### Datree Integration
-
-  - **(2022)** [aws.amazon.com: Preventing Kubernetes misconfigurations using Datree](https://aws.amazon.com/blogs/containers/preventing-kubernetes-misconfigurations-using-datree) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An AWS technical write-up detailing the configuration of Datree policies inside Amazon EKS clusters to catch security and configuration drift. It details automated testing strategies to block misconfigured resource manifests at pre-commit and pipeline execution gates.
+  - **(2020)** [==Jmeter==](https://github.com/helm/charts/tree/master/stable/distributed-jmeter) ⭐ 15424  [YAML CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” The legacy Helm implementation of distributed Apache JMeter performance testing. For dynamic cluster scaling, modern performance engineering teams should transition to k6 operators or active community performance test packaging.
 
 ---
-πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md)
+πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Angular](./angular.md)
 
diff --git a/v2-docs/ibm_cloud.md b/v2-docs/ibm_cloud.md
index 58e3aea1..c9ee3494 100644
--- a/v2-docs/ibm_cloud.md
+++ b/v2-docs/ibm_cloud.md
@@ -8,9 +8,6 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Cloud-Native Java](#cloud-native-java)
   - [Runtimes](#runtimes)
     - [Open Liberty](#open-liberty)
@@ -18,48 +15,11 @@
     - [WebSphere](#websphere)
       - [Docker](#docker)
 1. [Enterprise Integration](#enterprise-integration)
-  - [Cloud-Native Storage](#cloud-native-storage)
-    - [IBM Spectrum Scale Integration](#ibm-spectrum-scale-integration)
-    - [IBM Storage Systems](#ibm-storage-systems)
-  - [Enterprise Mainframe](#enterprise-mainframe)
-    - [Bare Metal Installation](#bare-metal-installation)
-    - [Deployment Experience](#deployment-experience)
-    - [OpenShift on IBM Z](#openshift-on-ibm-z)
   - [Microservices](#microservices)
     - [GraphQL and Open Liberty](#graphql-and-open-liberty)
   - [Multi-Cluster Management](#multi-cluster-management)
     - [IBM Cloud Pak SDK](#ibm-cloud-pak-sdk)
-1. [Infrastructure](#infrastructure)
-  - [Cloud Market](#cloud-market)
-    - [IBM](#ibm-1)
-      - [Corporate Strategy](#corporate-strategy)
-  - [Cloud Providers](#cloud-providers)
-    - [IBM Cloud](#ibm-cloud)
-  - [Mainframe Modernization](#mainframe-modernization)
-    - [IBM](#ibm-2)
-      - [Containers](#containers)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [IBM API Connect](https://www.ibm.com/docs/en/api-connect)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.ibm.com in the Kubernetes Tools ecosystem.
-  - [Red Hat OpenShift on IBM Cloud](https://www.ibm.com/solutions/cloud/openshift)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.ibm.com in the Kubernetes Tools ecosystem.
-  - [IBM Knowledge Center 🌟](https://www.ibm.com/docs/en)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.ibm.com in the Kubernetes Tools ecosystem.
-  - [IBM Knowledge Center: IBM Cloud Pak for Multicloud Management](https://www.ibm.com/docs/en/cloud-paks/cp-management)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.ibm.com in the Kubernetes Tools ecosystem.
-  - [IBM Cloud Pak Playbook](https://cloudpak8s.io/apps/cp4a_overview)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering IBM Cloud Pak Playbook in the Kubernetes Tools ecosystem.
-  - [IBM Vault 2.0 UI Enhancements and Reporting Improvements](https://t.co/cvOceuueCF)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering IBM Vault 2.0 UI Enhancements and Reporting Improvements in the Kubernetes Tools ecosystem.
-  - [reuters.com: IBM to break up 109-year old company to focus on cloud growth' 🌟](https://www.reuters.com/article/us-ibm-divestiture/ibm-to-break-up-109-year-old-company-to-focus-on-cloud-growth-idUSKBN26T1TZ)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reuters.com: IBM to break up 109-year old company to focus on cloud growth' 🌟 in the Kubernetes Tools ecosystem.
-  - [WebSphere Liberty](https://developer.ibm.com/wasdev)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering WebSphere Liberty in the Kubernetes Tools ecosystem.
-  - [Download WAS Liberty](https://developer.ibm.com/wasdev/downloads)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Download WAS Liberty in the Kubernetes Tools ecosystem.
-  - [About WebSphere Liberty](https://developer.ibm.com/wasdev/websphere-liberty)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering About WebSphere Liberty in the Kubernetes Tools ecosystem.
-  - [OpenShift Container Platform 4.2. Installing on IBM Z (html)](https://access.redhat.com/documentation/en-us/openshift_container_platform/4.2/html/installing_on_ibm_z)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering OpenShift Container Platform 4.2. Installing on IBM Z (html) in the Kubernetes Tools ecosystem.
-  - [OpenShift Container Platform 4.2. Installing on IBM Z (pdf)](https://access.redhat.com/documentation/en-us/openshift_container_platform/4.2/pdf/installing_on_ibm_z)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering OpenShift Container Platform 4.2. Installing on IBM Z (pdf) in the Kubernetes Tools ecosystem.
-  - [IBM Cloud Pak Playbook: cloudpak8s.io](https://cloudpak8s.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering IBM Cloud Pak Playbook: cloudpak8s.io in the Kubernetes Tools ecosystem.
-  - [medium.com/search?q=cp4mcm](https://medium.com/search?q=cp4mcm)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/search?q=cp4mcm in the Kubernetes Tools ecosystem.
-  - [medium: tagged/cp4mcm](https://medium.com/ibm-cloud-paks-help-and-guidance-from-ibm-cloud/tagged/cp4mcm)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: tagged/cp4mcm in the Kubernetes Tools ecosystem.
 ## Cloud-Native Java
 
 ### Runtimes
@@ -77,25 +37,6 @@
   - **(2026)** [**DockerHub: websphere-liberty**](https://hub.docker.com/_/websphere-liberty) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The official WebSphere Liberty image on Docker Hub, providing a highly optimized cloud-native runtime designed for Java EE and MicroProfile. Live Grounding emphasizes its value for enterprise application modernization, delivering low-footprint containers with IBM technical backing.
 ## Enterprise Integration
 
-### Cloud-Native Storage
-
-#### IBM Spectrum Scale Integration
-
-  - **(2020)** [redbooks.ibm.com: IBM Storage for Red Hat OpenShift. IBM block storage & IBM Spectrum Scale](https://www.redbooks.ibm.com/abstracts/redp5565.html) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” This comprehensive Redbook outlines deployment architecture guidelines for IBM Block Storage and IBM Spectrum Scale CSI drivers within OpenShift environments. It details technical patterns for high-performance file sharing, security isolation, multi-zone availability, and persistent volume provisioning needed for enterprise-grade workloads.
-#### IBM Storage Systems
-
-  - **(2022)** [IBM Spectrum](https://www.ibm.com/solutions) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” IBM Spectrum (now rebranded under IBM Storage) delivers enterprise-grade software-defined storage architectures tailored for highly demanding Kubernetes deployments. The portfolio provides integrated high-performance block, file, and object interfaces designed for secure backup, recovery, and dynamic persistent volume management in complex hybrid-cloud ecosystems.
-### Enterprise Mainframe
-
-#### Bare Metal Installation
-
-  - **(2021)** [Installing OCP in a Mainframe z-series](https://www.redhat.com/en/blog/installing-ocp-in-a-mainframe-z-series) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A highly technical installation playbook detailing step-by-step procedures to bootstrap OpenShift Container Platform on physical IBM z-series hardware. The document covers hypervisor setup, configuration of IBM z/VM or KVM on s390x, ignition file delivery, and DNS resolution strategies specific to high-availability mainframe deployments.
-#### Deployment Experience
-
-  - **(2020)** [Red Hat OpenShift Installation Process Experiences on IBM Z/LinuxONE](https://www.redhat.com/en/blog/red-hat-openshift-installation-process-experiences-on-ibm-z-linuxone) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A comprehensive practical review of provisioning OpenShift on IBM Z and LinuxONE infrastructures, discussing user-provisioned infrastructure (UPI) workflows. It details network configuration challenges, storage integration (FCP/FC), and operating system (RHCOS) deployment mechanics typical of s390x systems.
-#### OpenShift on IBM Z
-
-  - **(2020)** [IBM and Red Hat bring OpenShift to IBM Z and LinuxONE](https://www.redhat.com/en/blog/ibm-and-red-hat-bring-openshift-to-ibm-z-and-linuxone) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This collaboration expands the Red Hat OpenShift Container Platform to IBM Z and LinuxONE s390x architectures. It bridges heritage mainframe reliability with modern container orchestration, enabling low-latency integration with transactional data and secure execution via IBM's Secure Service Container technology.
 ### Microservices
 
 #### GraphQL and Open Liberty
@@ -106,28 +47,9 @@
 #### IBM Cloud Pak SDK
 
   - **(2020)** [github.com/IBM/CP4MCM-SDK : Business Partner App Integration with IBM MCM](https://github.com/IBM/CP4MCM-SDK) ⭐ 2  [GO CONTENT] [ADVANCED LEVEL] 🌟 [LEGACY] β€” An integration SDK for registering and packaging third-party application services within the IBM Cloud Pak for Multicloud Management (CP4MCM) ecosystem. Live Grounding Note: CP4MCM and this SDK are largely archived or superseded by newer Red Hat Advanced Cluster Management (RHACM) methodologies, making this mostly historical for legacy integrations.
-## Infrastructure
-
-### Cloud Market
-
-#### IBM (1)
-
-##### Corporate Strategy
-
-  - **(2020)** [xataka.com: IBM se multiplica: la IBM de siempre mantiene el foco en la nube, pero crea una nueva empresa para los servicios de red gestionados 🌟](https://www.xataka.com/pro/ibm-se-parte-dos-109-anos-despues-nube-da-dinero-que-se-creara-empresa-centrada-ella) [SPANISH CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A Spanish-language news analysis explaining IBM's historical split that spun off Kyndryl to focus IBM squarely on Hybrid Cloud and AI. Live Grounding verifies this corporate reorganization succeeded in clarifying IBM's strategic technology focus around OpenShift and hybrid cloud workloads.
-### Cloud Providers
-
-#### IBM Cloud
-
-  - **(2026)** [**IBM Cloud**](https://www.ibm.com/solutions/cloud) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The business and technical portal for IBM Cloud. Live Grounding highlights its specialization in enterprise hybrid-cloud, secure financial cloud environments, and deep integration with Red Hat OpenShift architectures.
-### Mainframe Modernization
-
-#### IBM (2)
-
-##### Containers
-
-  - **(2019)** [IBM Leverages Containers to Advance DevOps on Mainframes](https://cloudnativenow.com/topics/cloudnativedevelopment/ibm-leverages-containers-to-advance-devops-on-mainframes) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Details how IBM brought containerization architectures (like z/OS Container Extensions) to its zSystems mainframes. Live Grounding confirms this as a key modernization vector, enabling developers to build and test mainframe workloads using Git-driven Docker/Kubernetes workflows.
 
 ---
-πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md)
+πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Oraclecloud](./oraclecloud.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/index.md b/v2-docs/index.md
index dfdba103..c74cdfcf 100644
--- a/v2-docs/index.md
+++ b/v2-docs/index.md
@@ -1,4 +1,4 @@
-# Nubenetes Elite Portal (V2) | Awesome Kubernetes and Cloud [![Awesome](https://cdn.jsdelivr.net/gh/sindresorhus/awesome@d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg)](https://github.com/sindresorhus/awesome)
+# Nubenetes Elite Portal (V2) | Awesome Kubernetes & Cloud [![Awesome](https://cdn.jsdelivr.net/gh/sindresorhus/awesome@d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg)](https://github.com/sindresorhus/awesome)
 
 !!! tip "Nubenetes V2 Elite Portal: AI-Curated & High-Density"
     You are browsing the AI-Curated V2 Elite Edition of Nubenetes. Looking for the complete historical archive? Explore the [**V1 Historical Archive**](/v1/).
@@ -6,7 +6,7 @@
 

 

   
-    container_with_cars
+    container_with_cars
     

       CNCF Conformance
       Standardized conformance guarantees seamless workload portability across the Cloud Native landscape.
@@ -118,17 +118,63 @@
 
 

 
-[![cloud academy](images/cloud_academy_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/Cloudacademy) [![acloudguru](images/acloudguru_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/AcloudGuru) [![devops_tv](images/devops_tv_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/Devopsdotcom) [![xebialabs](images/xebialabs_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/XebiaLabs) [![devops library](images/devops_library_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/Devopslibrary) [![codecademy](images/codecademy.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/codecademy) [![coursera](images/coursera_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/user/coursera) [![academind](images/academind_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/Academind) [![guru99](images/guru99_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/guru99comm) [![intellipaat](images/intellipaat_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/Intellipaat) [![cloud quick POCs](images/cloudquickpocs.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/channel/UCv9MUffHWyo2GgLIDLVu0KQ) [![thetips4you](images/thethips4you.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/Thetips4you) [![cloud learnhub](images/cloud_learn_hub.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/channel/UC57acx8sCmE7uFHfVMvIlNg) [![John Savill](images/John_Savill.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/NTFAQGuy) [![microservice factory](images/microservice_factory.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/channel/UCorFV-WGnajyfNu4zPI0AAA) [![kubedb appscode](images/kubedb_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/AppsCodeInc) [![devops toolkit](images/devops_toolkit.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/DevOpsToolkit) [![ansible pilot](images/ansiblepilot.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/AnsiblePilot) [![codelytv](images/codelytv_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/CodelyTV) [![pelado nerd](images/pelado_nerd.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/PeladoNerd) [![hola mundo](images/hola_mundo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/HolaMundoDev) [![javier garzas](images/jgarzas.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/JavierGarz%C3%A1s) [![london IAC](images/londonIAC.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/LondonIAC) [![techworld nana](images/techworld_nana.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/TechWorldwithNana) [![honeypot](images/honeypot.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/Honeypotio) [![Ali Spittel](images/aspittel.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/AliSpittelDev) [![thomas maurer](images/thomas_maurer.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/ThomasMaurerCloud) [![freecodecamp](images/freecodecamp.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/Freecodecamp) [![thenewstack](images/thenewstack.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/TheNewStack) [![the cloud girl](images/thecloudgirl.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/priyankavergadia) [![tina huang](images/tinahuang.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/TinaHuang1) [![azure cloud native](images/azure_cloud_native.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/channel/UC2Pk9GcHhlVV0R9CQIU6gLw) [![gps](images/gps.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/MadeByGPS) [![anais urlichs](images/anais_urlichs.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/AnaisUrlichs) [![the digital life](images/the_digital_life.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/TheDigitalLifeTech) [![Tech with Helen](images/techwithhelen.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/@techwithhelen) [![bytebytego](images/bytebytego.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/@ByteByteGo) [![midulive](images/midulive.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/@midulive) [![returngis](images/returngis_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/@returngis) [![Olena Kutsenko](images/olena_kutsenko.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/@OlenaKutsenko) [![mouredev](images/mouredev.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/@mouredev) [![CloudNativeMadrid](images/cloudnativemadrid_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/@CloudNativeMadrid) [![itopstalk](images/itopstalk_logo.png){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/@ITOpsTalk) [![dzone](images/dzone_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/dzone)
+[![cloud academy](images/cloud_academy_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/Cloudacademy) [![acloudguru](images/acloudguru_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/AcloudGuru) [![devops_tv](images/devops_tv_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/Devopsdotcom) [![xebialabs](images/xebialabs_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/XebiaLabs) [![devops library](images/devops_library_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/Devopslibrary) [![codecademy](images/codecademy.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/codecademy) [![coursera](images/coursera_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/user/coursera) [![academind](images/academind_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/Academind) [![guru99](images/guru99_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/guru99comm) [![intellipaat](images/intellipaat_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/Intellipaat) [![cloud quick POCs](images/cloudquickpocs.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/channel/UCv9MUffHWyo2GgLIDLVu0KQ) [![thetips4you](images/thethips4you.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/Thetips4you) [![cloud learnhub](images/cloud_learn_hub.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/channel/UC57acx8sCmE7uFHfVMvIlNg) [![John Savill](images/John_Savill.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/NTFAQGuy) [![microservice factory](images/microservice_factory.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/channel/UCorFV-WGnajyfNu4zPI0AAA) [![kubedb appscode](images/kubedb_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/AppsCodeInc) [![devops toolkit](images/devops_toolkit.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/DevOpsToolkit) [![ansible pilot](images/ansiblepilot.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/AnsiblePilot) [![codelytv](images/codelytv_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/CodelyTV) [![pelado nerd](images/pelado_nerd.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/PeladoNerd) [![hola mundo](images/hola_mundo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/HolaMundoDev) [![javier garzas](images/jgarzas.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/JavierGarz%C3%A1s) [![london IAC](images/londonIAC.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/LondonIAC) [![techworld nana](images/techworld_nana.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/TechWorldwithNana) [![honeypot](images/honeypot.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/Honeypotio) [![Ali Spittel](images/aspittel.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/AliSpittelDev) [![thomas maurer](images/thomas_maurer.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/ThomasMaurerCloud) [![freecodecamp](images/freecodecamp.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/Freecodecamp) [![thenewstack](images/thenewstack.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/TheNewStack) [![the cloud girl](images/thecloudgirl.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/priyankavergadia) [![tina huang](images/tinahuang.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/TinaHuang1) [![azure cloud native](images/azure_cloud_native.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/channel/UC2Pk9GcHhlVV0R9CQIU6gLw) [![gps](images/gps.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/MadeByGPS) [![anais urlichs](images/anais_urlichs.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/AnaisUrlichs) [![the digital life](images/the_digital_life.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/TheDigitalLifeTech) [![Tech with Helen](images/techwithhelen.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/@techwithhelen) [![bytebytego](images/bytebytego.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/@ByteByteGo) [![midulive](images/midulive.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/@midulive) [![returngis](images/returngis_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/@returngis) [![Olena Kutsenko](images/olena_kutsenko.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/@OlenaKutsenko) [![mouredev](images/mouredev.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/@mouredev) [![CloudNativeMadrid](images/cloudnativemadrid_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/@CloudNativeMadrid) [![itopstalk](images/itopstalk_logo.png){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/@ITOpsTalk) [![dzone](images/dzone_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.youtube.com/c/dzone) [![100 Days Of Kubernetes: 100daysofkubernetes.io](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://100daysofkubernetes.io) [![12factor.net](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://12factor.net) [![medium.com: Getting Started with Chaos Engineering](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://1829034.medium.com/getting-started-with-chaos-engineering-13e85a438d37) [![3T MongoChef – Your New MongoDB GUI](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://3t.io) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://3t.io/blog/how-to-connect-to-mongolab) [![4dayweek.medium.com: What does the work-life balance of a Software Engineer' look like?](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://4dayweek.medium.com/what-does-the-work-life-balance-of-a-software-engineer-look-like-fe16cc46bb0) [![4sysops.com: Node selector and node affinity in Kubernetes](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://4sysops.com/archives/kubernetes-guide-node-selector-and-node-affinity-in-kubernetes) [![4sysops.com: Use PsExec and PowerShell together](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://4sysops.com/archives/use-psexec-and-powershell-together) [![53jk1.medium.com: ArgoCD: The Continuous Delivery Solution for Kubernetes](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://53jk1.medium.com/argocd-the-continuous-delivery-solution-for-kubernetes-ae5b008e76d1) [![9elements.com: Developing on Windows with WSL2](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://9elements.com/blog/developing-a-week-on-windows-with-wsl2) [![9elements.com: Developing on Windows with WSL2](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://9elements.com/blog/developing-on-windows-with-wsl2) [![9to5linux.com: CentOS Alternative Rocky Linux 8.5 Is Out Now with Secure' Boot Support, Updated Components](){: style="width:48px; 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height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://abdulrwahab.medium.com/api-architecture-best-practices-for-designing-rest-apis-bf907025f5f) [![abhaypore.medium.com: Migrate your manifest yaml files into Helm Chart](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://abhaypore.medium.com/migrate-your-manifest-yaml-files-into-helm-chart-32a44230f3b5) [![abhii85.hashnode.dev: How to get started with K8s contributions](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://abhii85.hashnode.dev/how-to-get-started-with-k8s-contributions) [![abhirajdevops.hashnode.dev: A Cheat Sheet of Essential Commands for Managing' and Debugging Your Kubernetes Cluster's Networking](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://abhirajdevops.hashnode.dev/a-cheat-sheet-of-essential-commands-for-managing-and-debugging-your-kubernetes-clusters-networking) [![abhisheksaini.hashnode.dev: YAML For Data Representation?](){: style="width:48px; 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Chances Are You Need a Database' 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://blog.crunchydata.com/blog/using-kubernetes-chances-are-you-need-a-database) [![blog.crunchydata.com: Your Guide to Connection Management in Postgres 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://blog.crunchydata.com/blog/your-guide-to-connection-management-in-postgres) [![blog.crunchydata.com: Next Generation Crunchy Postgres for Kubernetes 5.0' Released](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://blog.crunchydata.com/news/next-generation-crunchy-postgres-for-kubernetes-released) [![blog.csanchez.org: Serverless Jenkins Pipelines with Google Cloud Run](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://blog.csanchez.org/2021/06/15/serverless-jenkins-pipelines-with-google-cloud-run) [![blog.cyble.com: Exposed Kubernetes Clusters](){: style="width:48px; 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Enough!== 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://blog.devops.dev/stop-cloning-helm-charts-enough-b40fb5d67ac7) [![blog.devops.dev: Stop messing up with Git. 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height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://blog.openshift.com/from-templates-to-openshift-helm-charts) [![Fully Automated Management of Egress IPs with the egressip-ipam-operator 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://blog.openshift.com/fully-automated-management-of-egress-ips-with-the-egressip-ipam-operator) [![Getting Started with KubeVirt Containers and Virtual Machines Together](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://blog.openshift.com/getting-started-with-kubevirt) [![blog.openshift.com: Guide to Installing an OKD 4.4 Cluster on your Home' Lab](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://blog.openshift.com/guide-to-installing-an-okd-4-4-cluster-on-your-home-lab) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://blog.openshift.com/how-full-is-my-cluster-part-5-a-capacity-management-dashboard) [![blog.openshift.com: Improving jenkins performance on openshift - part 2](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://blog.openshift.com/improving-jenkins-performance-on-openshift-part-2) [![blog.openshift.com: Installing OKD 3.10 on a Single Host 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://blog.openshift.com/installing-okd-3-10-on-a-single-host) [![blog.openshift.com: Introducing Red Hat OpenShift 4](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://blog.openshift.com/introducing-red-hat-openshift-4) [![blog.openshift.com: Introducing Red Hat OpenShift 4.3 to Enhance Kubernetes' Security 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://blog.openshift.com/introducing-red-hat-openshift-4-3-to-enhance-kubernetes-security) [![blog.openshift.com: Introducing Red Hat Quay](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://blog.openshift.com/introducing-red-hat-quay) [![blog.openshift.com - Kubernetes: A Pod’s Life 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://blog.openshift.com/kubernetes-pods-life) [![blog.openshift.com: Migrating your applications to OpenShift 4 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://blog.openshift.com/migrating-your-applications-to-openshift-4) [![blog.openshift.com: OpenShift 4.2 vSphere Install Quickstart](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://blog.openshift.com/openshift-4-2-vsphere-install-quickstart) [![blog.openshift.com: OpenShift 4.2 vsphere install with static IPs 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://blog.openshift.com/openshift-4-2-vsphere-install-with-static-ips) [![blog.openshift.com: OpenShift 4 Install Experience](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://blog.openshift.com/openshift-4-install-experience) [![Network Security Zones in Openshift (DMZ)](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://blog.openshift.com/openshift-and-network-security-zones-coexistence-approaches) [![OpenShift Ecosystem: API Management on Red Hat OpenShift with 3scale](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://blog.openshift.com/openshift-ecosystem-api-management-on-red-hat-openshift-with-3scale) [![blog.openshift.com: Performance Metrics (APM) for Spring Boot Microservices' on OpenShift](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://blog.openshift.com/performance-metrics-apm-spring-boot-microservices-openshift) [![blog.openshift.com: Red Hat OpenShift Service Mesh is now available: What' you should know 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://blog.openshift.com/red-hat-openshift-service-mesh-is-now-available-what-you-should-know) [![blog.openshift.com: Scaling Java Containers 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://blog.openshift.com/scaling-java-containers) [![blog.openshift.com: Simplifying OpenShift Case Information Gathering Workflow:' **Must-Gather Operator** (In the context of Red Hat OpenShift 4.x and Kubernetes, **it is considered a bad practice to ssh into a node and perform debugging actions**) 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://blog.openshift.com/simplifying-openshift-case-information-gathering-workflow-must-gather-operator) [![blog.openshift.com/tag/multi-datacenter](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://blog.openshift.com/tag/multi-datacenter) [![blog.openshift.com: Tech Preview: Get visibility into your OpenShift costs' across your hybrid infrastructure 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://blog.openshift.com/tech-preview-get-visibility-into-your-openshift-costs-across-your-hybrid-infrastructure) [![Top Kubernetes Operators](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://blog.openshift.com/top-kubernetes-operators-advancing-across-the-operator-capability-model) [![blog.openshift.com: Troubleshooting OpenShift network performance with a' netperf DaemonSet](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://blog.openshift.com/troubleshooting-openshift-network-performance-with-a-netperf-daemonset) [![ref1](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://blog.openshift.com/understanding-service-accounts-sccs) [![blog.openshift.com/: Using OpenShift 3 on your **local environment** 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://blog.openshift.com/using-openshift-3-on-your-local-environment) [![The supported method of using Helm charts with Openshift4 is via the Helm Operator](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://blog.openshift.combuild-kubernetes-operators-from-helm-charts-in-5-steps) [![Multi-cluster Federation in OpenShift 4 is called **KubeFed**](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://blog.openshift.comfederation-v2-is-now-kubefed) [![blog.openshift.com/full-cluster-part-2-protecting-nodes](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://blog.openshift.comfull-cluster-part-2-protecting-nodes) [![full-cluster-part-3-capacity-management](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://blog.openshift.comfull-cluster-part-3-capacity-management) [![blog.openshift.com: Helm and Operators on OpenShift, Part 1](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://blog.openshift.comhelm-and-operators-on-openshift-part-1) [![blog.openshift.com: Helm and Operators on OpenShift, Part 2](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://blog.openshift.comhelm-and-operators-on-openshift-part-2) [![blog.openshift.com: Introduction to GitOps with OpenShift](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://blog.openshift.comintroduction-to-gitops-with-openshift) [![blog.openshift.com: is it too late to integrate GitOps?](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://blog.openshift.comis-it-too-late-to-integrate-gitops) [![OpenShift 3.11 Multi-cluster Federation](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://blog.openshift.comkubernetes-federation-v2-on-openshift-3-11) [![blog.openshift.com: openshift hive cluster as a service](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://blog.openshift.comopenshift-hive-cluster-as-a-service) [![Using **KubeFed** to deploy applications](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://blog.openshift.comusing-kubefed-to-deploy-applications-to-ocp3-and-ocp4-clusters) [![blog.opstree.com: A Comparison Between Various Container Orchestration Services!' 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height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://exploreneptune.io) [![exporterhub.io 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://exporterhub.io) [![Express.js (Spanish Edition)](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://expressjs.com/es) [![external-secrets.io 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://external-secrets.io) [![fabiogomezdiaz.com: How to Run Packer Pipelines on Jenkins: Part 1 - Traditional Jenkins](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://fabiogomezdiaz.com/posts/how-to-run-packer-pipelines-on-jenkins-part1-traditional-jenkins) [![Fabio Load Balancer 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://fabiolb.net) [![Fabric8](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://fabric8.io) [![CI/CD with fabric8](){: style="width:48px; 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height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/encrypting-kubernetes-secrets-at-rest-1b835e228c6a) [![faun.pub: End To End SSL Encryption With AWS Application Load Balancer](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/end-to-end-ssl-encryption-with-aws-application-load-balancer-b43db918bd9e) [![faun.pub: External Secret Operator on AKS (with Terraform) for Azure Key' Vault Integration (with Workload Identity)](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/external-secret-operator-on-aks-with-terraform-for-azure-key-vault-integration-with-workload-1d0c31082373) [![faun.pub: Finally, (successfully…) setup docker registry inside kind Kubernetes' cluster](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/finally-successfully-setup-docker-registry-inside-kind-kubernetes-cluster-5b0381dbb2ec) [![faun.pub: FinOps – introduction, origins and next steps](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/finops-introduction-origins-and-next-steps-bcdaa8b82417) [![faun.pub: From dev to admin: an easy Kubernetes privilege escalation you' should be aware of β€” the attack](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/from-dev-to-admin-an-easy-kubernetes-privilege-escalation-you-should-be-aware-of-the-attack-950e6cf76cac) [![faun.pub: From Terraform to Azure Bicep: What You Need to Know about syntax](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/from-terraform-to-azure-bicep-what-you-need-to-know-bb1c404b7603) [![faun.pub: Gatekeeper | K8 hardening backlog](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/gatekeeper-k8-hardening-backlog-956d1b6860b6) [![faun.pub: Getting started with Observability](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/getting-started-with-observability-657d57aab1c7) [![==faun.pub: Git Clone using Init-container | Kubernetes==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/git-clone-using-init-container-kubernetes-b49535be6968) [![==faun.pub: Give Users and Groups Access to Kubernetes Cluster Using RBAC==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/give-users-and-groups-access-to-kubernetes-cluster-using-rbac-b614b6c0b383) [![faun.pub: Grafana, Prometheus, and Loki: Exploring Metrics and Logs](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/grafana-prometheus-and-loki-exploring-metrics-and-logs-f198637784fc) [![faun.pub: Handling Exposed AWS Access Key](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/handling-exposed-aws-access-key-b053362abd73) [![faun.pub: Helm Command Cheat Sheet | By M. Sharma](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/helm-command-cheat-sheet-by-m-sharma-488706ecf131) [![faun.pub: Helm β€” Template Actions, Functions, and Pipelines 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/helm-template-actions-functions-and-pipelines-16ed23ed336f) [![==faun.pub: Hierarchical Namespaces in Kubernetes==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/hierarchical-namespaces-in-kubernetes-5b07ea2c3e65) [![faun.pub: How Helm Subcharts Make the Transition to Argo Rollouts a Breeze](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/how-helm-subcharts-make-the-transition-to-argo-rollouts-a-breeze-aaf160924dbf) [![==faun.pub: How to access AWS services from EKS==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/how-to-access-aws-services-from-eks-ab5fa003a1b6) [![faun.pub: How to automate the setup of a Kubernetes cluster on GCP](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/how-to-automate-the-setup-of-a-kubernetes-cluster-on-gcp-e97918bf41de) [![faun.pub: How to build a GitOps workflow with ArgoCD, Kustomize and GitHub' Actions](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/how-to-build-a-gitops-workflow-with-argocd-kustomize-and-github-actions-f919e7443295) [![faun.pub: How to deploy Jaeger on Kubernetes. A beginner’s guide to Jaeger' (5 Part Series)](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/how-to-deploy-jaeger-on-kubernetes-69cf48447182) [![faun.pub: How to Monitor and Alert on Ingress-NGINX in Kubernetes](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/how-to-monitor-and-alert-on-nginx-ingress-in-kubernetes-6d7d172f0399) [![faun.pub: How to utilize priorities in Kubernetes?](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/how-to-use-priorities-in-kubernetes-e1bb1b722b6a) [![faun.pub: Hygiene of an ArgoCD-built automation at a scale](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/hygiene-of-argocd-built-automation-at-a-scale-cf63ee459510) [![faun.pub: Implementing Event Driven Architecture With AWS EventBridge β€”' Event-Driven Messaging Pattern](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/implementing-event-driven-architecture-with-aws-eventbridge-event-driven-messaging-pattern-9d29262bfade) [![faun.pub: Import your existing cloud infra into Terraform](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/import-your-existing-cloud-infra-into-terraform-ca70da146152) [![faun.pub: Integrate Keycloak with HashiCorp Vault](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/integrate-keycloak-with-hashicorp-vault-5264a873dd2f) [![faun.pub: Intelligently estimating your Kubernetes resource needs!](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/intelligently-estimating-your-kubernetes-resource-needs-c12a75ea3138) [![K3s vs Talos Linux](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/k3s-vs-talos-linux-8a1e0dce9a77) [![faun.pub: Kasten K10 on KubeSphere to Ensure Kubernetes Backup and Restore](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/kasten-k10-on-kubesphere-to-ensure-kubernetes-backup-and-restore-1bc59a0b91aa) [![faun.pub: Scaling an app in Kubernetes with KEDA (no Prometheus is needed)](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/keda-ec9fc7c8dd81) [![faun.pub: Kubernetes Architecture Explained β€” Under 5 Minutes](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/kubernetes-architecture-explained-under-5-minutes-e35277c4b6bc) [![faun.pub: Kubernetes Chronicles:(K8s#04)|K8s Series | POD Resource Request' & Limits](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/kubernetes-chronicles-k8s-04-k8s-series-pod-resource-request-limits-49ac0cf67ae6) [![faun.pub: Kubernetes Commands for Deployment and Management](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/kubernetes-commands-for-deployment-and-management-e10a74c95015) [![==faun.pub: Kubernetes Controllers, Custom Resources, and Operators Explained==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/kubernetes-controllers-custom-resources-and-operators-explained-8e92f46829f6) [![faun.pub: Kubernetes Deployment Strategies](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/kubernetes-deployment-strategies-f36e7e4d2be) [![==faun.pub: Kubernetes Ingress with Nginx==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/kubernetes-ingress-with-nginx-3c77e703e91a) [![faun.pub: Kubernetes Liveness Probes](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/kubernetes-liveness-probes-1a053f53690c) [![faun.pub: Kubernetes Multi-tenancy with Amazon EKS: Best practices and considerations' 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/kubernetes-multi-tenancy-with-amazon-eks-best-practices-and-considerations-60bfd78c2f9a) [![faun.pub: Kubernetes Nginx Deployments: Simplified Management and Increased' Scalability](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/kubernetes-nginx-deployments-simplified-management-and-increased-scalability-8b1a32884db1) [![faun.pub: Kubernetes Practice β€” Automating Blue/Green Deployment with Argo' Rollouts](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/kubernetes-practice-automating-blue-green-deployment-with-argo-rollouts-2279aa890c53) [![faun.pub: Kubernetes Practice β€” Logging with Logstash and FluentD by Sidecar' Container](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/kubernetes-practice-logging-with-logstash-and-fluentd-by-sidecar-container-86076da0812f) [![faun.pub: Kubernetes Service Types Tutorial | Pavan Belagatti 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/kubernetes-service-types-tutorial-39223391316c) [![faun.pub: Deep into Container β€” How Kubernetes works with Container Runtime](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/kubernetes-story-how-kubernetes-works-with-container-runtime-ce618a306f64) [![==faun.pub: Let’s encrypt and CertManager==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/lets-encrypt-and-certmanager-aa88775730b8) [![faun.pub: Multi-Cloud is NOT the solution to the next AWS outage](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/multi-cloud-is-not-the-solution-to-the-next-aws-outage-bb41c0b14573) [![faun.pub: Multiple Schedulers in Kubernetes](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/multiple-schedulers-in-kubernetes-a78a7b4fa4b2) [![faun.pub: Optimize Kubernetes Resource Management with Time-To-Live (TTL)' for Cleaner Cluster](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/optimize-kubernetes-resource-management-with-time-to-live-ttl-for-cleaner-cluster-ea1c6e0c1e73) [![faun.pub: Package and Deploy Your Application Using Helm Chart](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/package-and-deploy-your-application-using-helm-chart-21f0c568e65c) [![faun.pub: Practical example of how to set requests and limits on Kubernetes](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/practical-example-of-how-to-set-requests-and-limits-on-kubernetes-87521b599983) [![faun.pub: Production grade Kubernetes Monitoring using Prometheus 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/production-grade-kubernetes-monitoring-using-prometheus-78144b835b60) [![faun.pub: Redis High availability with Sentinel on Kubernetes(K8s)](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/redis-high-availability-with-sentinel-on-kubernetes-k8s-a1d67842e0ce) [![faun.pub: Scaling Your Application Using Kubernetes - Harness | Pavan Belagatti](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/scaling-your-application-using-kubernetes-9ad0d6bcf0d6) [![==faun.pub: Secrets | Kubernetes==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/secrets-kubernetes-298ea8dd9911) [![faun.pub: Serverless With Spring Boot & AWS Lambda](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/serverless-with-spring-boot-aws-lambda-bc76c1de2b12) [![faun.pub: Set up global rate limiting with AWS WAF in 5 minutes](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/set-up-global-rate-limiting-with-aws-waf-in-5-minutes-bd43a9309683) [![==faun.pub: Set up Jenkins on a Kubernetes Cluster==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/set-up-jenkins-on-a-kubernetes-cluster-2b982c840ebe) [![faun.pub: Spying on Kubernetes Pods with kubespy](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/spying-on-kubernetes-pods-with-kubespy-3043a3ed044b) [![faun.pub: Straight to the Point: Kubernetes Probes](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/straight-to-the-point-kubernetes-probes-e5b23e267d9d) [![faun.pub: Taints And Toleration Basics In Kubernetes](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/taints-and-toleration-basics-in-kubernetes-c0538c3f6deb) [![faun.pub: Terraform null provider and null_resource explained 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/terraform-null-provider-and-null-resource-explained-6a8d674cad63) [![faun.pub: Terraform-Prevent Conditionally Created Resources From Deletion' 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/terraform-prevent-conditionally-created-resources-from-deletion-dcec1b793565) [![faun.pub: The best Infrastructure as Code tools for 2021](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/the-best-infrastructure-as-code-tools-for-2021-b37c323e89f0) [![faun.pub: The Lifecycle of a Terraform Resource β€” Lifecycle Meta-Argument](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/the-lifecycle-of-a-terraform-resource-lifecycle-meta-argument-3cc4555ec976) [![faun.pub: Top 10 uncommon DevOps tools you should know](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/top-10-uncommon-devops-tools-you-should-know-f4f4464ec7f3) [![faun.pub: Troubleshooting Kubernetes nodes storage space shortage on Aliyun' (Alibaba Cloud)](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/troubleshooting-kubernetes-nodes-storage-space-shortage-on-aliyun-alibaba-cloud-ac28230fe3d3) [![faun.pub: Understanding the Kubernetes Manifest](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/understanding-the-kubernetes-manifest-e96d680f2a11) [![faun.pub: Upgrading and Scaling Kubernetes cluster in AWS](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/upgrading-and-scaling-kubernetes-cluster-in-aws-6971b3936465) [![faun.pub: Using AWS API Gateway As Proxy To Our Internal Application](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/using-aws-api-gateway-as-proxy-to-our-internal-application-369eb115db70) [![faun.pub: Using AWS Session Manager For Port Forwarding To Remote Hosts](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/using-aws-session-manager-for-port-forwarding-to-remote-hosts-8168589ba579) [![faun.pub: Using AWS Session Manager With Ansible To Execute Playbook On' EC2](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://faun.pub/using-aws-session-manager-with-ansible-to-execute-playbook-on-ec2-ac97fa17b187) [![faun.pub: What is Chaos Engineering?](){: style="width:48px; 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object-fit:contain; margin:6px;" .channel-logo}](https://github.com/FairwindsOps/gemini) [![==github.com/FairwindsOps: Goldilocks is a utility that can help you identify' a starting point for resource requests and limits==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/FairwindsOps/goldilocks) [![FairwindsOps/gonogo](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/FairwindsOps/gonogo) [![Pluto is a cli tool to help discover deprecated apiVersions in Kubernetes 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/FairwindsOps/pluto) [![Polaris](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/FairwindsOps/polaris) [![==FairwindsOps/rbac-manager: RBAC Manager== 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/FairwindsOps/rbac-manager) [![Saffire](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/FairwindsOps/saffire) [![Armada](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/G-Research/armada) [![isaaguilar/terraform-operator: Terraform Operator](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/GalleyBytes/terraform-operator) [![kubeonoff](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/GambitResearch/kubeonoff) [![DockSTARTer](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/GhostWriters/DockSTARTer) [![==Git Credential Manager==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/GitCredentialManager/git-credential-manager) [![github.com/GitHubSecurityLab/actions-permissions: GitHub token permissions' Monitor and Advisor actions](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/GitHubSecurityLab/actions-permissions) [![GoodforGod/java-logger-benchmark](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/GoodforGod/java-logger-benchmark) [![github.com/GoogleCloudPlatform](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/GoogleCloudPlatform) [![github.com/GoogleCloudPlatform/awesome-google-cloud: Awesome GCP](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/GoogleCloudPlatform/awesome-google-cloud) [![Google Cloud Buildpacks](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/GoogleCloudPlatform/buildpacks) [![click-to-deploy/sonarqube](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/GoogleCloudPlatform/click-to-deploy/tree/master/k8s/sonarqube) [![github.com/GoogleCloudPlatform/cloud-code-samples 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/GoogleCloudPlatform/cloud-code-samples) [![El Carro: The Oracle Operator for Kubernetes 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/GoogleCloudPlatform/elcarro-oracle-operator) [![==GoogleCloudPlatform/golang-samples: Sample apps and code written for Google' Cloud in the Go programming language.==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/GoogleCloudPlatform/golang-samples) [![github.com/GoogleCloudPlatform/k8s-config-connector: GCP Config Connector](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/GoogleCloudPlatform/k8s-config-connector) [![GoogleCloudPlatform/secrets-store-csi-driver-provider-gcp: Google Secret' Manager Provider for Secret Store CSI Driver](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/GoogleCloudPlatform/secrets-store-csi-driver-provider-gcp) [![github.com/GoogleCloudPlatform/terraformer 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/GoogleCloudPlatform/terraformer) [![GoogleContainerTools/container-structure-test](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/GoogleContainerTools/container-structure-test) [![jib](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/GoogleContainerTools/jib) [![kaniko](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/GoogleContainerTools/kaniko) [![TerraSchema: Generate JSON Schema from Terraform Configurations](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/HewlettPackard/terraschema) [![HolmesGPT (Robusta)](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/HolmesGPT/holmesgpt) [![vbouchaud/k8s-ldap-auth](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/HopopOps/k8s-ldap-auth) [![github.com/IBM/CP4MCM-SDK : Business Partner App Integration with IBM MCM](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/IBM/CP4MCM-SDK) [![IBM/argocd-vault-plugin](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/IBM/argocd-vault-plugin) [![github.com/IBM/varnish-operator](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/IBM/varnish-operator) [![github.com/Ileriayo/markdown-badges: Markdown Badges](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/Ileriayo/markdown-badges) [![Kube_query](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/Isan-Rivkin/kube_query) [![KubeUI: A Desktop Kubernetes Client](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/IvanJosipovic/KubeUI) [![github.com/JFolberth/TheYAMLPipelineOne 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/JFolberth/TheYAMLPipelineOne) [![github.com/JFryy/qq](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/JFryy/qq) [![github.com/JPCERTCC/LogonTracer](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/JPCERTCC/LogonTracer) [![github.com/JamesTGrant/kubectl-debug](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/JamesTGrant/kubectl-debug) [![junit5-kubernetes](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/JeanBaptisteWATENBERG/junit5-kubernetes) [![github.com/JovianX/Service-Hub](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/JovianX/Service-Hub) [![JovianX/helm-release-plugin](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/JovianX/helm-release-plugin) [![github.com/JulianHayward/AzADServicePrincipalInsights](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/JulianHayward/AzADServicePrincipalInsights) [![Junos-terraform: JUNOS Terraform Automation Framework (JTAF)](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/Juniper/Junos-terraform) [![Configure Docker Service To Use Insecure Registry](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/Juniper/contrail-docker/wiki/Configure-docker-service-to-use-insecure-registry) [![k8studio.github.io/k8studio](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/K8Studio/K8studio) [![github.com/KWasm/podman-wasm](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/KWasm/podman-wasm) [![KnicKnic/temp-kubernetes-ci: Temp Kubernetes CI](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/KnicKnic/temp-kubernetes-ci) [![kubeinit 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/Kubeinit/kubeinit) [![Kubermatic Kubernetes Platform 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/Kubermatic/Kubermatic) [![Tegaki turns any Google Font into animated handwriting](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/KurtGokhan/tegaki) [![github.com/KusionStack/kusion](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/KusionStack/kusion) [![kubectl-eksporter 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/Kyrremann/kubectl-eksporter) [![LeCoupa/awesome-cheatsheets](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/LeCoupa/awesome-cheatsheets) [![LerryAlexander: Postman + Newman API Automated Tests running on a Jenkins' Pipeline 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/LerryAlexander/postman_jenkins_api_tests) [![github.com/Levi-Michael/boto3-ec2-s3-management: A python tools base on' AWS boto3 for manage ec2 and s3 buckets](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/Levi-Michael/boto3-ec2-s3-management) [![==github.com/Lightning-AI/engineering-class: Lightning Bits: Engineering' for Researchers== 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/Lightning-AI/engineering-class) [![github.com/Lightning-AI/engineering-class: Episode 8: Creating a Pull Request' on GitHub](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/Lightning-AI/engineering-class/blob/main/ep08-github-pr/Ep08-ShowNotes.md) [![github.com/Lightning-AI/engineering-class: Episode 9: Collaborating with' Pull Requests using GitHub](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/Lightning-AI/engineering-class/blob/main/ep09-github-collab/Ep09-ShowNotes.md) [![github.com/LovesCloud/java-groovy-docker](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/LovesCloud/java-groovy-docker) [![Bootstrap RKE Kubernetes Cluster in AWS Environment](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/LukeMwila/bootstrap-rke-cluster-in-aws) [![port-map-operator](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/MOZGIII/port-map-operator) [![Maelstromage/Log4jSherlock](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/Maelstromage/Log4jSherlock) [![kubernetes-common-services](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/ManagedKube/kubernetes-common-services) [![kubernetes-development-environment-in-a-box](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/ManagedKube/kubernetes-development-environment-in-a-box) [![Masterminds/sprig: Sprig: Template functions for Go templates](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/Masterminds/sprig) [![Mathieu-Desrochers/Learning-Go](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/Mathieu-Desrochers/Learning-Go) [![github.com/MatthewCYLau: React App on Google Kubernetes Engine (GKE) with' Terraform](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/MatthewCYLau/gcp-react-gke-terraform) [![github.com/MatthewCYLau: TypeScript Node Express Google Kubernetes Engine' (GKE)](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/MatthewCYLau/node-express-typescript-k8-gke) [![MichaelCade/90DaysOfDevOps 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/MichaelCade/90DaysOfDevOps) [![==github.com/MichaelMure/git-bug==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/MichaelMure/git-bug) [![Michaelpalacce/SimpleSecrets](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/Michaelpalacce/SimpleSecrets) [![==Microsoft/azure-pipelines-tasks==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/Microsoft/azure-pipelines-tasks) [![github.com/MiteshSharma/PrometheusWithGrafana](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/MiteshSharma/PrometheusWithGrafana) [![kubectl-node-restart 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/MnrGreg/kubectl-node-restart) [![==github.com/Mr-Un1k0d3r/ATP-PowerShell-Scripts==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/Mr-Un1k0d3r/ATP-PowerShell-Scripts) [![github.com/NCCloud/mayfly: Ephemeral Kubernetes Resources 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/NCCloud/mayfly) [![NVIDIA GPU Operator](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/NVIDIA/gpu-operator) [![NVIDIA/k8s-device-plugin: NVIDIA device plugin for Kubernetes](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/NVIDIA/k8s-device-plugin) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/NVIDIA/nvidia-docker/blob/8c0eeba474cace48fdb8216f518063db2bd2d4d1/tools/src/nvidia/volumes.go#L103) [![Neoteroi/essentials-configuration-keyvault](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/Neoteroi/essentials-configuration-keyvault) [![github.com/Netcracker/KubeMarine](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/Netcracker/KubeMarine) [![Chaos Monkey](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/Netflix/SimianArmy/wiki/Chaos-Monkey) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/Netflix/consoleme) [![==github.com/Netflix/metaflow== 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/Netflix/metaflow) [![github.com/NielsRogge/Transformers-Tutorials](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/NielsRogge/Transformers-Tutorials) [![==NimbleArchitect/kubectl-ice== 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/NimbleArchitect/kubectl-ice) [![Agents Towards Production](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/NirDiamant/agents-towards-production) [![github.com/Noovolari/awesome-cloudops: Awesome CloudOps](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/Noovolari/awesome-cloudops) [![NuGet/docs.microsoft.com-nuget: nuspec](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/NuGet/docs.microsoft.com-nuget/blob/main/docs/reference/nuspec.md) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/OT-CONTAINER-KIT/k8s-vault-webhook) [![Logging Operator](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/OT-CONTAINER-KIT/logging-operator) [![OT-CONTAINER-KIT/mongodb-operator: MongoDB Operator](){: style="width:48px; 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height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/OvidiuBorlean/kubectl-windumps) [![github.com/PacktPublishing: Kubernetes in Production Best Practices](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/PacktPublishing/Kubernetes-in-Production-Best-Practices) [![github.com/PacktPublishing/The-Azure-Cloud-Native-Architecture-Mapbook](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/PacktPublishing/The-Azure-Cloud-Native-Architecture-Mapbook) [![github.com/PacoVK/tapir](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/PacoVK/tapir) [![PaloAltoNetworks/rbac-police](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/PaloAltoNetworks/rbac-police) [![Awesome Angular](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/PatrickJS/awesome-angular) [![jless](){: style="width:48px; 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height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/Reaimua/AWS-CLI-Uploader-Project) [![ReallyLiri/kubescout: Kube-Scout](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/ReallyLiri/kubescout) [![RedisLabs/redis-enterprise-k8s-docs: Deploying Redis Enterprise on Kubernetes](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/RedisLabs/redis-enterprise-k8s-docs) [![Portfall: A desktop k8s port-forwarding portal for easy access to all your cluster UIs 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/Rested/portfall) [![Terraform Azure Multi-Region Zero-Trust Architecture](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/Retzork/terraform-journey/tree/main/11%20Multi%20Region%20Zero%20Trust%20Architecture) [![==github.com/RoseSecurity/Terramaid==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/RoseSecurity/Terramaid) [![github: Kubernetes Deployment Orchestrator](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/SAP-archive/kubernetes-deployment-orchestrator) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/SAP/jenkins-library) [![github: Kubernetes Deployment Orchestrator](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/SAP/kubernetes-deployment-orchestrator) [![Salaboy/From Monolith to K8s](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/Salaboy/from-monolith-to-k8s) [![github.com/Saniewski/mongo-express-docker-extension](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/Saniewski/mongo-express-docker-extension) [![==github.com/Shopify/kubeaudit== 🌟🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/Shopify/kubeaudit) [![==SigNoz: Open source Application Performance Monitoring (APM) & Observability' tool== 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/SigNoz/signoz) [![github.com/SimonTheLeg/konf-go](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/SimonTheLeg/konf-go) [![github.com/SkalskiP/top-cvpr-2023-papers](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/SkalskiP/top-cvpr-2023-papers) [![github.com/Skarlso/crd-to-sample-yaml](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/Skarlso/crd-to-sample-yaml) [![Skyvern](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/Skyvern-ai/Skyvern) [![Azure Key Vault to Kubernetes](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/SparebankenVest/azure-key-vault-to-kubernetes) [![SquadcastHub/awesome-sre-tools](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/SquadcastHub/awesome-sre-tools) [![github.com/StackStorm](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/StackStorm) [![StarpTech/k-andy](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/StarpTech/k-andy) [![kmoncon](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/Stono/kconmon) [![github.com/SymbioticLab/Oobleck: Oobleck - Resilient Distributed Training' Framework](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/SymbioticLab/Oobleck) [![Tabularis: Open Source Desktop Client for Modern Databases with AI and MCP' Integration](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/TabularisDB/tabularis/blob/main/README.es.md) [![Terraform Automation Demo using Google Cloud Provider](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/TerraHubCorp/terraform-google-automation-demo) [![Awesome Testing](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/TheJambo/awesome-testing) [![Synator Kubernetes Secret and ConfigMap synchronizer 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/TheYkk/synator) [![Smocker (server mock) is a simple and efficient HTTP mock server](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/Thiht/smocker) [![Part 2 Supplementary Code](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/TrackMaven/getting-started-with-drf-angular/tree/part-2) [![Trendyol/kink](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/Trendyol/kink) [![kubectl-view-webhook 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/Trendyol/kubectl-view-webhook) [![github.com/Trolley-MGMT/trolleymgmt](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/Trolley-MGMT/trolleymgmt) [![Tronde/ansible-role-rhel-patchmanagement](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/Tronde/ansible-role-rhel-patchmanagement) [![github.com/UnderGreen/ansible-prometheus-node-exporter](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/UnderGreen/ansible-prometheus-node-exporter) [![PM2](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/Unitech/pm2) [![VictoriaMetrics/operator](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/VictoriaMetrics/operator) [![Server Log Analyzer and Intrusion Detector](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/Vigneshwari-08/Server_Log-Analyzer-Intrusion-Detector) [![github.com/VikParuchuri/surya](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/VikParuchuri/surya) [![==github.com/Wilfred/difftastic==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/Wilfred/difftastic) [![github.com/William-Yeh/ansible-prometheus](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/William-Yeh/ansible-prometheus) [![Python Multi-Process Execution Pool](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/XI-lab/PyExPool) [![github.com/XingangPan/DragGAN](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/XingangPan/DragGAN) [![Terraform Provider for Azure IPAM](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/XtratusCloud/terraform-provider-azureipam) [![==github.com/XuehaiPan/nvitop== 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/XuehaiPan/nvitop) [![YannickRe/msgraph-utility-scripts](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/YannickRe/msgraph-utility-scripts) [![github.com: golang-cheat-sheet](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/a8m/golang-cheat-sheet) [![kubech (kubectl change)](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/aabouzaid/kubech) [![aalmiray/q-cli](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/aalmiray/q-cli) [![volatiletech/sqlboiler](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/aarondl/sqlboiler) [![==abahmed/kwatch==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/abahmed/kwatch) [![github.com/abessifi/ansible-sqlplus](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/abessifi/ansible-sqlplus) [![abhirockzz/kubexpose-operator](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/abhirockzz/kubexpose-operator) [![github: A very Long never ending Learning around Data Engineering & Machine' Learning](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/abhishek-ch/around-dataengineering) [![go-kubectx](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/aca/go-kubectx) [![github.com/acantril/learn-cantrill-io-labs](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/acantril/learn-cantrill-io-labs) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/acidonper/jump-app-docs) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/acidonper/jump-app-gitops) [![acorn-io/acorn](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/acorn-io/acorn) [![actions-runner-controller 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/actions-runner-controller/actions-runner-controller) [![github.com/actions/actions-runner-controller 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/actions/actions-runner-controller) [![Markdown Cheat Sheet 4](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/adam-p/markdown-here/wiki/Markdown-Cheatsheet) [![Kubernetes Node Auto Labeller](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/adaptant-labs/k8s-auto-labeller) [![k8s-dt-node-labeller](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/adaptant-labs/k8s-dt-node-labeller) [![k8s-node-label-monitor: Kubernetes Node Label Monitor provides a custom' Kubernetes controller for monitoring and notifying changes in the label states of Kubernetes nodes (labels added, deleted, or updated), and can be run either node-local or cluster-wide](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/adaptant-labs/k8s-node-label-monitor) [![github.com/admindroid-community/powershell-scripts: PowerShell Scripts for' Microsoft 365 Management, Reporting, and Auditing](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/admindroid-community/powershell-scripts) [![github.com/adriannovegil/awesome-observability: Awesome Observability 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/adriannovegil/awesome-observability) [![aelsabbahy/goss](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/aelsabbahy/goss) [![ECC - The Agent Harness Performance Optimization System](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/affaan-m/ECC) [![kube-ebpf-exporter 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/ahas-sigs/kube-ebpf-exporter) [![ahmetb/kubectl-aliases](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/ahmetb/kubectl-aliases) [![github.com/ahmetb/kubectl-foreach: kubectl foreach ⭐](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/ahmetb/kubectl-foreach) [![kubectl-tree](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/ahmetb/kubectl-tree) [![==kubectx + kubens: : Power tools for kubectl==🌟🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/ahmetb/kubectx) [![==ahmetb/kubernetes-network-policy-recipes== 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/ahmetb/kubernetes-network-policy-recipes) [![aidansteele/secretsctx](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/aidansteele/secretsctx) [![github.com/aimhubio/aim](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/aimhubio/aim) [![github.com/airwallex: k8s-pod-restart-info-collector](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/airwallex/k8s-pod-restart-info-collector) [![github.com/ajayk/drifter](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/ajayk/drifter) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/ajmyyra/ambassador-auth-oidc) [![akuity/awesome-argo 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/akuity/awesome-argo) [![==github.com/akuity/kargo==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/akuity/kargo) [![Awesome Java 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/akullpp/awesome-java) [![Alcide Advisor: an agentless service for Kubernetes audit and compliance' that's built to ensure a frictionless and secured DevSecOps workflow](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/alcideio/advisor) [![==github.com/alcideio/rbac-tool==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/alcideio/rbac-tool) [![sKan](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/alcideio/skan) [![github.com/alexdzyoba/ansible-jmx-exporter](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/alexdzyoba/ansible-jmx-exporter) [![**k3sup (said 'ketchup')**](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/alexellis/k3sup) [![registry-creds](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/alexellis/registry-creds) [![==github.com/alexellis/run-job==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/alexellis/run-job) [![Awesome JMeter](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/aliesbelik/awesome-jmeter) [![Allure Report 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/allure-framework/allure2) [![github.com/aws-samples/aws-training-demo](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/amazon-archives/aws-training-demo) [![AWS WAF sample rules](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/amazon-archives/aws-waf-sample) [![Kubernetes Active Passive Applications](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/amelbakry/kubernetes-active-passive) [![github.com/amitmavgupta/azure-terraform](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/amitmavgupta/azure-terraform) [![grype: a vulnerability scanner for container images and filesystems](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/anchore/grype) [![==anchore/syft==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/anchore/syft) [![anderseknert/awesome-opa 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/anderseknert/awesome-opa) [![yh - YAML Highlighter](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/andreazorzetto/yh) [![andredesousa/devops-best-practices](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/andredesousa/devops-best-practices) [![github: Steps I used to install Nagios in the cloud](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/andrewpuch/nagios_setup) [![International Tech Job Search Handbook](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/andrewstetsenko/tech-jobs-with-relocation) [![github: Safe ways to do things in bash](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/anordal/shellharden/blob/master/how_to_do_things_safely_in_bash.md) [![Ansible Collections 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/ansible-collections) [![Amazon AWS Collection 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/ansible-collections/amazon.aws) [![==ansible-community/awesome-ansible: Awesome Ansible== 🌟🌟🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/ansible-community/awesome-ansible) [![AWX](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/ansible/awx) [![AWX Operator](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/ansible/awx-operator) [![Ansistrano](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/ansistrano) [![Setec 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/anthonysterling/setec) [![github.com/antonarhipov/awesome-apm: Awesome APM](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/antonarhipov/awesome-apm) [![Terraform Best Practices](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/antonbabenko/terraform-best-practices) [![Terraform & OpenTofu Skill for AI Agents](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/antonbabenko/terraform-skill) [![fx](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/antonmedv/fx) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/antrea-io/antrea) [![Apache Artemis JMeter](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/apache/activemq-artemis) [![apisix](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/apache/apisix) [![Apache Artemis JMeter](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/apache/artemis) [![apache/dolphinscheduler: Apache DolphinScheduler 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/apache/dolphinscheduler) [![apache/maven-mvnd](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/apache/maven-mvnd) [![Apache Tomcat migration tool for Jakarta EE](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/apache/tomcat-jakartaee-migration) [![**Apicurio** Registry](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/apicurio/apicurio-registry) [![k3s-gitlab](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/apk8s/k3s-gitlab) [![KubeSurvival 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/aporia-ai/kubesurvival) [![ML Platform Workshop](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/aporia-ai/mlplatform-workshop) [![qontract](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/app-sre/qontract-server) [![Guard](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/appscode/guard) [![appvia/cosign-keyless-admission-webhook](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/appvia/cosign-keyless-admission-webhook) [![Kev](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/appvia/kev) [![Krane 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/appvia/krane) [![Kev](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/appvia/tako) [![aquasecurity/cloudsec-icons](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/aquasecurity/cloudsec-icons) [![kube-bench 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/aquasecurity/kube-bench) [![kube-hunter 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/aquasecurity/kube-hunter) [![==aquasecurity/starboard==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/aquasecurity/starboard) [![trivy](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/aquasecurity/trivy) [![rubrix](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/argilla-io/argilla) [![argoproj-labs/applicationset: Argo CD ApplicationSet Controller](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/argoproj-labs/applicationset) [![argoproj-labs/argocd-autopilot: Argo-CD Autopilot](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/argoproj-labs/argocd-autopilot) [![==argoproj-labs/argocd-vault-plugin==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/argoproj-labs/argocd-vault-plugin) [![argoproj-labs/applicationset: Argo CD ApplicationSet Controller](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/argoproj/applicationset) [![Upgrade UI to React 19 #25203](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/argoproj/argo-cd/issues/25203) [![feat(ui): Add AppSet to Application Resource Tree in Argo CD](){: style="width:48px; 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height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/automateyournetwork/automate_your_network) [![Awesome Go 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/avelino/awesome-go) [![avencera/yamine](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/avencera/yamine) [![https://github.com/awesome-devops/awesome-ansible](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/awesome-devops/awesome-ansible) [![Awesome Sysadmin](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/awesome-foss/awesome-sysadmin) [![awesome-it/adeploy](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/awesome-it/adeploy) [![Awesome DevOps](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/awesome-soft/awesome-devops) [![awesome-sre/awesome-sre](){: style="width:48px; 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height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/aws/eks-charts) [![==aws/eks-distro==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/aws/eks-distro) [![awslabs/karpenter](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/aws/karpenter-provider-aws) [![aws/secrets-store-csi-driver-provider-aws: AWS Secrets Manager and Config' Provider for Secret Store CSI Driver](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/aws/secrets-store-csi-driver-provider-aws) [![AWS Labs GitHub](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/awslabs) [![awslabs/amazon-ecr-credential-helper: Amazon ECR Docker Credential Helper](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/awslabs/amazon-ecr-credential-helper) [![ref1: docker build --network=host](){: style="width:48px; 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object-fit:contain; margin:6px;" .channel-logo}](https://github.com/awslabs/karpenter) [![github.com/awslabs/specctl](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/awslabs/specctl) [![github.com/awslabs/sustainability-scanner: Sustainability Scanner (SusScanner)](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/awslabs/sustainability-scanner) [![awslabs/terraform-iam-policy-validator](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/awslabs/terraform-iam-policy-validator) [![kubectl-debug](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/aylei/kubectl-debug) [![azohra/yaml.sh](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/azohra/yaml.sh) [![Secure DevOps Kit for Azure](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/azsk/DevOpsKit) [![DevOpsKit-docs](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/azsk/DevOpsKit-docs) [![github.com/azure-devops](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/azure-devops) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/azure-samples/avm-terraform-labs) [![github.com/azure/fleet](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/azure/fleet) [![github.com/azure/mission-critical-online: Welcome to Azure Mission-Critical' Online Reference Implementation](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/azure/mission-critical-online) [![github.com/backstage/backstage](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/backstage/backstage) [![VolSync 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/backube/volsync) [![badarsebard/terraforge](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/badarsebard/terraforge) [![Bank Vaults: Un Cuchillo Suizo para HashiCorp Vault en Kubernetes](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/bank-vaults/bank-vaults) [![DAST operator](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/banzaicloud/dast-operator) [![Banzai Kafka Operator](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/banzaicloud/kafka-operator) [![Banzai Kafka Operator](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/banzaicloud/koperator) [![banzaicloud/thanos-operator 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/banzaicloud/thanos-operator) [![Secretize 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/bbl/secretize) [![ctop 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/bcicen/ctop) [![openapi-comment-parser](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/bee-travels/openapi-comment-parser) [![KubeView 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/benc-uk/kubeview) [![Awesome Scalability](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/binhnguyennus/awesome-scalability) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/biosimulations/biosimulations) [![biosimulations/deployment](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/biosimulations/deployment) [![ecrcp](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/bit-cloner/ecrcp) [![kcg 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/bit-cloner/kcg) [![POKE - Provision Opinionated Kubernetes on EKS](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/bit-cloner/poke) [![==bitnami-labs/kubewatch==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/bitnami-labs/kubewatch) [![kubecfg](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/bitnami/kubecfg) [![Kubecrt](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/blendle/kubecrt) [![bloomberg/goldpinger 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/bloomberg/goldpinger) [![github.com/bloomberg/memray 🌟🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/bloomberg/memray) [![BitBucket Auto Merge](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/bluefrg/bitbucket-auto-merge) [![github.com/bluxmit: Kubespray Workspace](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/bluxmit/alnoda-workspaces) [![Kubevol 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/bmaynard/kubevol) [![bmuschko/ckad-crash-course: Certified Kubernetes Application Developer (CKAD)' Crash Course](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/bmuschko/ckad-crash-course) [![bmuschko/ckad-prep](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/bmuschko/ckad-prep) [![bodywork-ml/bodywork-core: Bodywork](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/bodywork-ml/bodywork-core) [![kubes 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/boltops-tools/kubes) [![Meerkat](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/borchero/meerkat) [![borchero/switchboard: Switchboard](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/borchero/switchboard) [![Bors-ng: A merge bot for GitHub Pull Requests](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/bors-ng/bors-ng) [![Boto](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/boto/boto) [![box/kube-exec-controller](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/box/kube-exec-controller) [![github.com/box/kube-iptables-tailer](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/box/kube-iptables-tailer) [![bpftrace](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/bpftrace/bpftrace) [![bregman-arie/devops-exercises 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/bregman-arie/devops-exercises) [![==bregman-arie/devops-resources== 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/bregman-arie/devops-resources) [![uptimerobot-operator](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/brennerm/uptimerobot-operator) [![bridgecrewio/AirIAM](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/bridgecrewio/AirIAM) [![Checkov 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/bridgecrewio/checkov) [![helm-scanner](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/bridgecrewio/helm-scanner) [![sheaf](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/bryanl/sheaf) [![buger/jsonparser](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/buger/jsonparser) [![github: burrsutter/9stepsawesome](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/burrsutter/9stepsawesome) [![bytebase/bytebase](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/bytebase/bytebase) [![Global K3s Deployment on Packet Baremetal 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/c0dyhi11/k3s-linkerd) [![seaworthy: A CLI to verify #Kubernetes resource health !! 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cakehappens/seaworthy) [![caldito/soup](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/caldito/soup) [![github.com/calvin-puram: Awesome Kubernetes Operator Resources](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/calvin-puram/awesome-kubernetes-operator-resources) [![Cluster Monitoring stack for ARM / X86-64 platforms](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/carlosedp/cluster-monitoring) [![github.com/carlosedp/lbconfig-operator: External Load Balancer Operator' 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/carlosedp/lbconfig-operator) [![k8s-harness 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/carlosonunez/k8s-harness) [![Kubernetes the Hard Way: Azure Edition](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/carlosonunez/kubernetes-the-hard-way-on-azure) [![github.com/cavaliercoder/vpc-free](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cavaliercoder/vpc-free) [![cdk8s](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cdk8s-team/cdk8s) [![Ceph: A Distributed Object, Block, and File Storage Platform](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/ceph/ceph) [![github.com/cert-manager: Policy Approver](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cert-manager/approver-policy) [![==cert-manager/cert-manager==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cert-manager/cert-manager) [![github.com/cert-manager: Policy Approver](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cert-manager/policy-approver) [![Chaos Mesh](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/chaos-mesh/chaos-mesh) [![chaosblade](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/chaosblade-io/chaosblade) [![github.com/charlax/professional-programming: A collection of full-stack' resources for programmers 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/charlax/professional-programming) [![github.com/che-samples](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/che-samples) [![chen-keinan/mesh-kridik](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/chen-keinan/mesh-kridik) [![==https://github.com/chenjd/terraform-101== 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/chenjd/terraform-101) [![github.com/chenjiandongx/kubectl-count](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/chenjiandongx/kubectl-count) [![kubectl-images](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/chenjiandongx/kubectl-images) [![KSS - Kubernetes pod status on steroid](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/chmouel/kss) [![chr-fritz/csi-sshfs](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/chr-fritz/csi-sshfs) [![chrislusf/seaweedfs](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/chrislusf/seaweedfs) [![chrisns/cosign-keyless-demo: Cosign Keyless GitHub Action Demo](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/chrisns/cosign-keyless-demo) [![chrisns/k8s-opa-boilerplate](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/chrisns/k8s-opa-boilerplate) [![christopherhein/awesome-eks: Awesome EKS](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/christopherhein/awesome-eks) [![Awesome CI/CD 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cicdops/awesome-ciandcd) [![Tetragon (Cilium)](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cilium/tetragon) [![github.com/cinhtau/sonatype-nexus-waffle](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cinhtau/sonatype-nexus-waffle) [![github.com/circa10a/terraform-provider-mailform](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/circa10a/terraform-provider-mailform) [![==cisagov/log4j-scanner==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cisagov/log4j-scanner) [![chekr](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/ckotzbauer/chekr) [![github.com issues: Generate Kyverno deprecation policies with chekr](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/ckotzbauer/chekr/issues/61) [![ckotzbauer/vulnerability-operator](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/ckotzbauer/vulnerability-operator) [![clanktron/k3s-ansible](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/clanktron/k3s-ansible) [![==Capsule Operator==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/clastix/capsule) [![github.com/cli/cli](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cli/cli) [![cloud-ark/caastle](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cloud-ark/caastle) [![KubePlus - Kubernetes Operator to deliver Helm charts as-a-service 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cloud-ark/kubeplus) [![cloud-bulldozer/benchmark-operator: The Chuck Norris of cloud benchmarks](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cloud-bulldozer/benchmark-operator) [![kube-burner 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cloud-bulldozer/kube-burner) [![Cloud Custodian](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cloud-custodian/cloud-custodian) [![==cloud-native-toolkit/multi-tenancy-gitops== 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cloud-native-toolkit/multi-tenancy-gitops) [![Copper](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cloud66-oss/copper) [![Grafana provisioning Ansible Role](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cloudalchemy/ansible-grafana) [![github.com/cloudalchemy/ansible-prometheus](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cloudalchemy/ansible-prometheus) [![Continuation Passing Style (CPS)](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cloudbees/groovy-cps) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cloudflare/cf-terraforming) [![github.com/cloudflare/lockbox](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cloudflare/lockbox) [![sciuro](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cloudflare/sciuro) [![cf-for-k8s](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cloudfoundry/cf-for-k8s) [![==github.com/cloudnativelabs/kube-shell== ⭐](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cloudnativelabs/kube-shell) [![==github.com/cloudogu/gitops-patterns==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cloudogu/gitops-patterns) [![github.com/cloudogu/gitops-playground#example-applications](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cloudogu/gitops-playground) [![cloudogu/jenkinsfiles 🌟🌟🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cloudogu/jenkinsfiles) [![==cloudogu/k8s-diagrams==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cloudogu/k8s-diagrams) [![AWS EKS Argo CD Terraform Component](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cloudposse-terraform-components/aws-eks-argocd) [![github.com/cloudposse/atmos](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cloudposse/atmos) [![github.com/cloudposse?q=terraform-](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cloudposse?q=terraform-) [![cloudtty/cloudtty: A Kubernetes Cloud Shell (Web Terminal) Operator](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cloudtty/cloudtty) [![==github.com/clusternet==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/clusternet/clusternet) [![clusterpedia-io/clusterpedia 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/clusterpedia-io/clusterpedia) [![github.com/clvx/k8s-rbac-model: Kubernetes RBAC Model](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/clvx/k8s-rbac-model) [![cncf/tag-security: CNCF Security Technical Advisory Group 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cncf/tag-security) [![CNI-Genie](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cni-genie/CNI-Genie) [![cnrancher/autok3s](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cnrancher/autok3s) [![copyist](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cockroachdb/copyist) [![Codecentric Jenkins 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/codecentric/helm-charts) [![codecentric's Spring Boot Admin UI 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/codecentric/spring-boot-admin) [![Build Your Own X](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/codecrafters-io/build-your-own-x) [![coderanger/migrations-operator: Migrations-Operator](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/coderanger/migrations-operator) [![codesenberg/bombardier 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/codesenberg/bombardier) [![CodeGraph](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/colbymchenry/codegraph) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/collabnix/kubetools) [![github.com/collections/learn-to-code 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/collections/learn-to-code) [![==commjoen/wrongsecrets: OWASP WrongSecrets==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/commjoen/wrongsecrets) [![kubeops/config-syncer: Config Syncer (previously Kubed)](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/config-syncer/config-syncer) [![kubefs](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/configurator/kubefs) [![containerd - An open and reliable container runtime](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/containerd/containerd) [![nerdctl 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/containerd/nerdctl) [![github.com/containernetworking 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/containernetworking) [![CNI](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/containernetworking/cni) [![github.com/containers/buildah](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/containers/buildah) [![Conmon](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/containers/conmon) [![crun](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/containers/crun) [![Libpod: Library and tool for running OCI-based containers in Pods](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/containers/libpod) [![Libpod: Library and tool for running OCI-based containers in Pods](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/containers/podman) [![Skopeo](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/containers/skopeo) [![github.com/containerscrew/aws-sso-auth](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/containerscrew/aws-sso-auth) [![github.com/containerscrew/aws-sso-auth](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/containerscrew/aws-sso-rs) [![github.com/containrrr/watchtower](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/containrrr/watchtower) [![contentful-labs/kube-secret-syncer 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/contentful-labs/kube-secret-syncer) [![github.com/controlplaneio/badrobot](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/controlplaneio/badrobot) [![github: Python3 in one pic](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/coodict/python3-in-one-pic) [![GitHub Copilot 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/copilot) [![Flannel](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/coreos/flannel) [![kube-prometheus](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/coreos/kube-prometheus) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/coreos/rpm-ostree) [![ketall](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/corneliusweig/ketall) [![corneliusweig/konfig](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/corneliusweig/konfig) [![github.com/cortexproject/cortex](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cortexproject/cortex) [![KLoadGen - Kafka + (Avro/Json Schema) Load Generator 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/corunet/kloadgen) [![Couler](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/couler-proj/couler) [![crazy-max/diun](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/crazy-max/diun) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/crc-org/crc) [![create-go-app/cli](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/create-go-app/cli) [![cremich/cdk-bill-bot: Welcome to Bill - the cost optimization bot](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cremich/cdk-bill-bot) [![RBACSync 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cruise-automation/rbacsync) [![github.com/crumbhole/argocd-lovely-plugin: argocd-lovely-plugin](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/crumbhole/argocd-lovely-plugin) [![github.com/crumbhole/argocd-vault-replacer](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/crumbhole/argocd-vault-replacer) [![Terax AI β€” Lightweight Terminal-First AI Dev Workspace](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/crynta/terax-ai) [![github: OpenShift Pipelines Node.js Tutorial](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/csantanapr/faststart2020-pipelines-lab) [![Azure DevOps Dashboard](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cschotte/Azure-DevOps-Dashboard) [![csweichel/werft](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/csweichel/werft) [![ctrox/csi-s3](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/ctrox/csi-s3) [![cuber-cloud/cuber-gem: CUBER](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cuber-cloud/cuber-gem) [![wcurl](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/curl/wcurl) [![Kubeletctl is a command line tool that implement kubelet's API 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cyberark/kubeletctl) [![github.com/cyberark/kubesploit 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cyberark/kubesploit) [![==cybersecsi/HOUDINI: Hundreds of Offensive and Useful Docker Images for' Network Intrusion==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cybersecsi/HOUDINI) [![==cybersecsi/RAUDI==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cybersecsi/RAUDI) [![github.com/cyberus-technology/virtualbox-kvm: KVM Backend for VirtualBox' 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cyberus-technology/virtualbox-kvm) [![==cycloidio/inframap: Inframap== 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cycloidio/inframap) [![github.com/cyclops-ui/cyclops](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cyclops-ui/cyclops) [![complete-alias](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/cykerway/complete-alias) [![kubectl-fuzzy 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/d-kuro/kubectl-fuzzy) [![==dagger/dagger: Dagger is a portable devkit for CICD==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/dagger/dagger) [![dahlbyk/posh-git](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/dahlbyk/posh-git) [![==dair-ai/ML-Course-Notes: ML Course Notes== 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/dair-ai/ML-Course-Notes) [![Kubeswitch (for operators) 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/danielfoehrKn/kubeswitch) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/danielqsj/kafka_exporter) [![Fetches all Primitive and Predefined GCP IAM Roles](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/darkbitio/gcp-iam-role-permissions) [![k8s-mirror: Creates a local mirror of a kubernetes cluster in a docker container' to support offline reviewing 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/darkbitio/k8s-mirror) [![**k8s-tew**](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/darxkies/k8s-tew) [![Awesome Chaos Engineering](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/dastergon/awesome-chaos-engineering) [![dastergon/awesome-sre](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/dastergon/awesome-sre) [![github.com/databrickslabs/ucx: Databricks Labs UCX](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/databrickslabs/ucx) [![Helm Diff Plugin 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/databus23/helm-diff) [![datafold/data-diff](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/datafold/data-diff) [![github.com/datakickstart](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/datakickstart) [![github.com/VikParuchuri/surya](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/datalab-to/surya) [![Cass Operator](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/datastax/cass-operator) [![==github.com/datreeio/CRDs-catalog: CRDs Catalog==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/datreeio/CRDs-catalog) [![==davidB/kubectl-view-allocations==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/davidB/kubectl-view-allocations) [![Claude Code Templates](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/davila7/claude-code-templates) [![dawitnida/Awesome Packer](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/dawitnida/awesome-packer) [![github.com/dcasati/kubernetes-PlantUML](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/dcasati/kubernetes-PlantUML) [![dcherman/image-cache-daemon](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/dcherman/image-cache-daemon) [![dawitnida/Awesome Packer](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/dchonch/awesome-packer) [![ddosify/ddosify](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/ddosify/ddosify) [![debianmaster/actions-k3s](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/debianmaster/actions-k3s) [![Deckhouse: NoOps Kubernetes platform 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/deckhouse/deckhouse) [![k8s-image-availability-exporter](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/deckhouse/k8s-image-availability-exporter) [![github.com/decodingml: Real-time news search engine using Upstash Kafka and Vector DB](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/decodingai-magazine/articles-code/tree/main/articles/ml_system_design/real_time_news_search_with_upstash_kafka_and_vector_db) [![github.com/decodingml: Real-time news search engine using Upstash Kafka' and Vector DB](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/decodingml/articles-code/tree/main/articles/ml_system_design/real_time_news_search_with_upstash_kafka_and_vector_db) [![9Router AI Coding Gateway](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/decolua/9router) [![deepfence/PacketStreamer](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/deepfence/PacketStreamer) [![deepfence/ThreatMapper 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/deepfence/ThreatMapper) [![deepfence/YaraHunter](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/deepfence/YaraHunter) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/deepops-ai/deepops) [![defenseunicorns/zarf](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/defenseunicorns/zarf) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/deislabs/ratify) [![deors/deors-demos-petclinic jenkinsfile](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/deors/deors-demos-petclinic/blob/master/Jenkinsfile) [![github-merge-bot](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/depop/github-merge-bot) [![K9s - Kubernetes CLI To Manage Your Clusters In Style!](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/derailed/k9s) [![Popeye - A Kubernetes Cluster Sanitizer 🌟🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/derailed/popeye) [![Delve: a debugger for the Go Programming Language](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/derekparker/delve) [![detailyang/awesome-cheatsheet](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/detailyang/awesome-cheatsheet) [![developer-guy/awesome-falco](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/developer-guy/awesome-falco) [![Analyze Kubernetes Audit logs using Falco 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/developer-guy/falco-analyze-audit-log-from-k3s-cluster) [![github.com/developer-guy: Set up HA k3s cluster on DigitalOcean using Terraform' + Ansible](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/developer-guy/kubernetes-cluster-setup-using-terraform-and-k3s-on-digitalocean) [![devopshubproject/azure-terraform-ansible](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/devopshubproject/azure-terraform-ansible) [![devopshubproject/cka-lab](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/devopshubproject/cka-lab) [![KubeLibrary](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/devopsspiral/KubeLibrary) [![github.com/devoriales/kubectl-cheatsheet](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/devoriales/cheatsheets) [![github.com/devoriales/kubectl-cheatsheet](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/devoriales/kubectl-cheatsheet) [![Devtron](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/devtron-labs/devtron) [![github.com/deweya/OpenShift-Jenkins-Lab](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/deweya/OpenShift-Jenkins-Lab) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/dexidp/dex) [![github.com: AKS: Use AAD identity for pods and make your SecOps happy](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/dfrappart/articles/blob/master/podidentityjourney.md) [![github.com/diagrid-labs/dapr-workflow-demos](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/diagrid-labs/dapr-workflow-demos) [![Awesome Git 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/dictcp/awesome-git) [![Kata Containers on MicroK8s](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/didier-durand/microk8s-kata-containers) [![MicroK8s & Kubernetes security benchmark from CIS](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/didier-durand/microk8s-kube-bench) [![didil/autobucket-operator](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/didil/autobucket-operator) [![==diegolnasc/kubernetes-best-practices== 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/diegolnasc/kubernetes-best-practices) [![digitalis-io/vals-operator](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/digitalis-io/vals-operator) [![Another Autoscaler](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/dignajar/another-autoscaler) [![dignajar/another-ldap](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/dignajar/another-ldap) [![Direktiv](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/direktiv/direktiv) [![dirien/pulumi-civo-flux-bucket](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/dirien/pulumi-civo-flux-bucket) [![github.com/distribution/distribution](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/distribution/distribution) [![dj-wasabi/vagrant-kubernetes](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/dj-wasabi/vagrant-kubernetes) [![Awesome Compose 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/docker/awesome-compose) [![**GitHub build-push-action**](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/docker/build-push-action) [![Cluster Cloner 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/doitintl/clustercloner) [![==doitintl/kube-no-trouble: kubent== ⭐⭐⭐](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/doitintl/kube-no-trouble) [![kube-secrets-init](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/doitintl/kube-secrets-init) [![doitintl/kubeIP](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/doitintl/kubeIP) [![==github.com/dolevshor/azure-finops-guide: The Azure FinOps Guide== 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/dolevshor/azure-finops-guide) [![github.com/dolevshor/azure-orphan-resources](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/dolevshor/azure-orphan-resources) [![==github.com/dolthub/dolt==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/dolthub/dolt) [![Awesome AWS 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/donnemartin/awesome-aws) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/dora-metrics/pelorus) [![==github.com/dotdc/grafana-dashboards-kubernetes== 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/dotdc/grafana-dashboards-kubernetes) [![pangolin 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/dpeckett/pangolin) [![dsa0x/sicher](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/dsa0x/sicher) [![dyser/kubernetes-intro](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/dsyer/kubernetes-intro) [![kubecolor 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/dty1er/kubecolor) [![github.com/dvob/k8s-s2s-auth: Kubernetes Service Accounts 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/dvob/k8s-s2s-auth) [![openshift-yolo](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/e-minguez/openshift-yolo) [![Python Multi-Process Execution Pool](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/eXascaleInfolab/PyExPool) [![GitLens interactive rebase](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/eamodio/vscode-gitlens) [![ebosas/microservices](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/ebosas/microservices) [![GitHub: Eclipse JKube](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/eclipse-jkube/jkube) [![Github: Eclipse Jkube](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/eclipse/jkube) [![Suspicious pods 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/edrevo/suspicious-pods) [![education.github.com](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/education) [![eezhee/eezhee](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/eezhee/eezhee) [![ekramasif/Basic-Machine-Learning](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/ekramasif/Basic-Machine-Learning) [![github.com/ekramasif: Basic Machine Learning - Python Cheatsheet](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/ekramasif/Basic-Machine-Learning/blob/main/Extraa/PythonCheatSheet.ipynb) [![eksctl: EKS installer](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/eksctl-io/eksctl) [![Jenkins pipeline shared library for the project Elastic APM 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/elastic/apm-pipeline-library) [![Kubernetes Scripts](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/eldada/kubernetes-scripts) [![eldadru/ksniff 🌟](){: style="width:48px; 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margin:6px;" .channel-logo}](https://github.com/envoyproxy/gateway) [![github.com/eon01/kubernetes-workshop](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/eon01/kubernetes-workshop) [![epinio/epinio](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/epinio/epinio) [![github.com/Azure/eraser 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/eraser-dev/eraser) [![github.com/erebe/personal-server: Personal server configuration with k3s' 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/erebe/personal-server) [![Azure Landing Zone (ALZ) Repository Best Practices](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/erjosito/alz-repo-best-practices/blob/main/README.md) [![ermetic/access-undenied-aws 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/ermetic/access-undenied-aws) [![kubegen](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/errordeveloper/kubegen) [![k8s-image-swapper 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/estahn/k8s-image-swapper) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/etcd-io/etcd) [![Kubernetes External Secrets 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/external-secrets/kubernetes-external-secrets) [![docker-maven-plugin](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/fabric8io/docker-maven-plugin) [![github - fabric8, maven plugin](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/fabric8io/fabric8-maven-plugin ) [![Fabric8 Pipeline Library](){: style="width:48px; 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height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/features/preview/github-app) [![==felipecruz91/debug-ctr==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/felipecruz91/debug-ctr) [![feluelle/airflow-diagrams](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/feluelle/airflow-diagrams) [![fepegar/vesseg](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/fepegar/vesseg) [![kconnect - The Kubernetes Connection Manager CLI](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/fidelity/kconnect) [![Configuration as Code of Jenkins (for Kubernetes) 🌟🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/figaw/configuration-as-code-jenkins-k8s) [![Demo repository 🌟🌟🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/figaw/freestyle-to-pipeline-jenkins) [![Slides 🌟🌟🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/figaw/freestyle-to-pipeline-jenkins/blob/master/from-freestyle-jobs-to-pipeline-with-jobdsl.pdf) [![Flannel](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/flannel-io/flannel) [![k8s-image-availability-exporter](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/flant/k8s-image-availability-exporter) [![Shell-operator](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/flant/shell-operator) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/flared/teleproxy) [![Promster: Use Prometheus in huge deployments with dynamic clustering and scrape sharding capabilities based on ETCD service registration](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/flaviostutz/promster) [![Floci - An AWS Local Emulator Alternative](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/floci-io/floci) [![floci-az](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/floci-io/floci-az) [![github.com/flomesh-io/pipy](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/flomesh-io/pipy) [![github.com/flux-iac/tofu-controller](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/flux-iac/tofu-controller) [![github: Flux](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/fluxcd/flux) [![github: Flux Version 2](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/fluxcd/flux2) [![flux2-kustomize-helm-example 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/fluxcd/flux2-kustomize-helm-example) [![fluxcd/flux2-multi-tenancy](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/fluxcd/flux2-multi-tenancy) [![FoggyKitchen Landing Zone Orchestrator](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/foggykitchen/foggykitchen-landing-zone-orchestrator) [![forbearing/k8s](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/forbearing/k8s) [![Kubernetes Security Best Practices 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/freach/kubernetes-security-best-practice/blob/master/README.md) [![SQL Studio: A Unified SQL Database Explorer](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/frectonz/sql-studio) [![FreeLens](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/freelensapp/freelens) [![fstab/cifs](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/fstab/cifs) [![github.com/furiko-io/furiko](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/furiko-io/furiko) [![Arktos](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/futurewei-cloud/arktos) [![github.com/gardener/etcd-backup-restore](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/gardener/etcd-backup-restore) [![Gardener](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/gardener/gardener) [![gardener/terraformer: Terraformer](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/gardener/terraformer) [![garutilorenzo/k3s-aws-terraform-cluster](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/garutilorenzo/k3s-aws-terraform-cluster) [![garutilorenzo/k8s-aws-terraform-cluster](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/garutilorenzo/k8s-aws-terraform-cluster) [![Top GitHub Users By Country](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/gayanvoice/top-github-users) [![termshark](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/gcla/termshark) [![Ansible for DevOps Examples](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/geerlingguy/ansible-for-devops) [![Ansible for devops: Kubernetes](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/geerlingguy/ansible-for-devops/tree/master/kubernetes) [![Ansible Role: Docker 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/geerlingguy/ansible-role-docker) [![ansible-role-jenkins](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/geerlingguy/ansible-role-jenkins) [![Ansible Role - Kubernetes (Jeff Geerling)](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/geerlingguy/ansible-role-kubernetes) [![github.com/genuinetools: contained.af](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/genuinetools/contained.af) [![img](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/genuinetools/img) [![Secret backup operator](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/geritol/secret-backup-operator) [![NS Killer](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/germainlefebvre4/ns-killer) [![ddosify/ddosify](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/getanteon/anteon) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/getporter/porter) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/getseabird/seabird) [![sops: Simple and flexible tool for managing secrets 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/getsops/sops) [![Declarative Pipeline - Jenkins shared library 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/gfkse/jenkins-shared-library) [![ggicci/httpin: HTTP Input for Go](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/ggicci/httpin) [![github.com/gianlucam76/k8s-cleaner 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/gianlucam76/k8s-cleaner) [![gimletd - the GitOps release manager](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/gimlet-io/gimletd) [![gini/dexter](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/gini/dexter) [![github.com/giscus/giscus](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/giscus/giscus) [![github.com/MichaelMure/git-bug](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/git-bug/git-bug) [![Git Credential Manager Core](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/git-ecosystem/git-credential-manager) [![git-lfs/git-lfs: Git Large File Storage](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/git-lfs/git-lfs) [![github/hub 🌟](){: style="width:48px; 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object-fit:contain; margin:6px;" .channel-logo}](https://github.com/iximiuz/client-go-examples) [![Sentry Operator](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/jace-ys/sentry-operator) [![jamesbuckett/ckad-questions](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/jamesbuckett/ckad-questions) [![github.com/jamesw4/confirm-tfvars](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/jamesw4/confirm-tfvars) [![jamiehannaford/what-happens-when-k8s](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/jamiehannaford/what-happens-when-k8s) [![janikvonrotz/awesome-powershell](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/janikvonrotz/awesome-powershell) [![github.com/jbossdemocentral: Red Hat Process Automation Manager Mortgage' Demo](){: style="width:48px; 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height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/jose-r-lopez/SSI_Materials) [![github.com/joseadanof: Awesome Cloud Native Trainings](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/joseadanof/awesome-cloudnative-trainings) [![==joshnh/Git-Commands== 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/joshnh/Git-Commands/blob/master/README.md) [![joyrex2001/kubedock](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/joyrex2001/kubedock) [![tekline 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/joyrex2001/tekline) [![jo](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/jpmens/jo) [![ekglue - Envoy/Kubernetes glue](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/jrockway/ekglue) [![jrussellfreelance/powershell-scripts](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/jrussellfreelance/powershell-scripts) [![github.com/jsmartin/ansible-tower-packer](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/jsmartin/ansible-tower-packer) [![custom-pod-autoscaler](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/jthomperoo/custom-pod-autoscaler) [![jthomperoo/k8shorizmetrics](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/jthomperoo/k8shorizmetrics) [![github.com/jthomperoo: Predictive Horizontal Pod Autoscaler](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/jthomperoo/predictive-horizontal-pod-autoscaler) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/junegunn/fzf) [![github.com/jupyterlab/jupyter-ai](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/jupyterlab/jupyter-ai) [![github.com/jwcesign/kubespider](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/jwcesign/kubespider) [![Awesome Productivity](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/jyguyomarch/awesome-productivity) [![K0s - Zero Friction Kubernetes](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/k0sproject/k0s) [![**k3d**](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/k3d-io/k3d) [![github.com/k3s-io/k3s-ansible 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/k3s-io/k3s-ansible) [![k8gb 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/k8gb-io/k8gb) [![k8s-ruby: Kubernetes Ruby Client](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/k8s-ruby/k8s-ruby) [![multus-cni 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/k8snetworkplumbingwg/multus-cni) [![github.com/k8spacket/k8spacket](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/k8spacket/k8spacket) [![github.com/k8spatterns/examples](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/k8spatterns/examples) [![K8Spin Operator 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/k8spin/k8spin-operator) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/k8spin/k8spin-operator/projects/1) [![k8tz/k8tz: Kubernetes Timezone Controller](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/k8tz/k8tz) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/k8zdev/k8z) [![GitHub: K8s workshop in a box](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kabisa/k8s-workshop-in-a-box) [![Kadalu](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kadalu/kadalu) [![Awesome SysAdmin](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kahun/awesome-sysadmin) [![github.com/kairos-io/kairos: Kairos - Kubernetes-focused, Cloud Native Linux' meta-distribution](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kairos-io/kairos) [![ipvs-node-controller](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kakao/ipvs-node-controller) [![Network Node Manager](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kakao/network-node-manager) [![Tesoro](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kapicorp/tesoro) [![github.com: dnsconfig-injector - Mutating Admission Webhook for dnsconfig' pod injection](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/karampok/dnsconfig-injector) [![k8s-alert](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kareem-elsayed/k8s-alerts) [![karmab/autolabeller](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/karmab/autolabeller) [![Karmada](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/karmada-io/karmada) [![==github.com/kaysalawu/azure-network-terraform: Azure Network Architecture' - Terraform Examples== 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kaysalawu/azure-network-terraform) [![kbrew](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kbrew-dev/kbrew) [![Kubestack Gitops Framework](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kbst/terraform-kubestack) [![Kubeterm: Graphical Management Tool for Kubernetes](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kbterm/kubeterm) [![kcp: a prototype of a Kubernetes API server that is not a Kubernetes cluster' - a place to create, update, and maintain Kube-like APIs with controllers above or without clusters](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kcp-dev/kcp) [![github.com/kedacore/keda/issues/2214](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kedacore/keda/issues/2214) [![==Keel== 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/keel-hq/keel) [![kei6u/kubectl-secret-data](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kei6u/kubectl-secret-data) [![RollingUpgrade](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/keikoproj/upgrade-manager) [![keisku/kubectl-explore](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/keisku/kubectl-explore) [![kei6u/kubectl-secret-data](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/keisku/kubectl-secretdata) [![jc](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kellyjonbrazil/jc) [![kelseyhightower/cmd-tutorial](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kelseyhightower/cmd-tutorial) [![**Kelsey Hightower: kubernetes the hard way**](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kelseyhightower/kubernetes-the-hard-way) [![github.com/kelseyhightower/nocode](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kelseyhightower/nocode) [![github.com/kelseyhightower: Serverless Vault with Cloud Run](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kelseyhightower/serverless-vault-with-cloud-run) [![Keptn Jenkins Shared Library](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/keptn-sandbox/keptn-jenkins-library) [![Keptn Control Plane on k3s](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/keptn-sandbox/keptn-on-k3s) [![github.com/keptn-sandbox/keptn-on-k3s: Tutorial: Keptn for Dynatrace Users' in 5 Minutes 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/keptn-sandbox/keptn-on-k3s/blob/master/README-KeptnForDynatrace.md) [![==gobrew== 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kevincobain2000/gobrew) [![github.com: Cluster API Helm Chart](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kgamanji/cluster-api-helm-chart) [![github.com: kiali](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kiali/kiali) [![kingdonb/kubectl-exec-user](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kingdonb/kubectl-exec-user) [![inspektor-gadget](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kinvolk/inspektor-gadget) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kiosk-sh/kiosk) [![kislyuk/yq](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kislyuk/yq) [![kkdai/youtube](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kkdai/youtube) [![db-auth-gateway](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kloeckner-i/db-auth-gateway) [![DB Operator 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kloeckner-i/db-operator) [![Kourier](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/knative-extensions/net-kourier) [![Kourier](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/knative-sandbox/net-kourier) [![kn: knative client](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/knative/client) [![==knight42/kubectl-blame: kubectl-blame: git-like blame for kubectl==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/knight42/kubectl-blame) [![Linux networking examples and tutorials for advanced users](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/knorrie/network-examples) [![Ko: Easy Go Containers 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/ko-build/ko) [![github.com/kodemore/chili](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kodemore/chili) [![github.com/kohsuke/petclinic Jenkinsfile](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kohsuke/petclinic/blob/master/Jenkinsfile) [![github.com/komodorio/helm-dashboard 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/komodorio/helm-dashboard) [![==github.com/komodorio/validkube==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/komodorio/validkube) [![github.com/kubefirst/kubefirst](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/konstructio/kubefirst) [![konstruktoid/ansible-hvault-inventory: Dynamic Ansible inventory using HashiCorp' Vault SSH OTP and local password rotation](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/konstruktoid/ansible-hvault-inventory) [![github.com/konveyor 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/konveyor) [![github.com/konveyor/crane: Crane 2.0 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/konveyor/crane) [![Move2Kube 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/konveyor/move2kube) [![Yagmail: Python e-mail library](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kootenpv/yagmail) [![koslib/awesome-containerized-security 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/koslib/awesome-containerized-security) [![==github.com/kostis-codefresh: How to Model Your Gitops Environments with' kustomize== 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kostis-codefresh/gitops-environment-promotion) [![Kotal operator](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kotalco/kotal) [![github.com/krateoplatformops/krateo](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/krateoplatformops/krateo) [![krestomatio/keydb-operator](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/krestomatio/keydb-operator) [![kris-nova/kaar](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kris-nova/kaar) [![naml: Not another markup language](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kris-nova/naml) [![kris-nova/kaar](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/krisnova/kaar) [![naml: Not another markup language](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/krisnova/naml) [![github.com/kristofferandreasen/awesome-azure: Awesome Azure](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kristofferandreasen/awesome-azure) [![Ksctl: Cloud Agnostic Kubernetes Management tool](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/ksctl/ksctl) [![KFServing 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kserve/kserve) [![==ksoclabs/awesome-kubernetes-security== 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/ksoclabs/awesome-kubernetes-security) [![==buildg: Interactive debugger for Dockerfile== 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/ktock/buildg) [![kube-spot-termination-notice-handler](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kube-aws/kube-spot-termination-notice-handler) [![kube-burner 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kube-burner/kube-burner) [![kube-logging/logging-operator](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kube-logging/logging-operator) [![govirtuo/kube-ns-suspender 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kube-ns-suspender/kube-ns-suspender) [![kube-vip](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kube-vip/kube-vip) [![github.com/kubecfg/kubecfg](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubecfg/kubecfg) [![Cluster Turndown](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubecost/cluster-turndown) [![github.com/kubecost: kubecost-exporter - Running Kubecost as a Prometheus' metric exporter](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubecost/cost-model) [![kubectl-cost](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubecost/kubectl-cost) [![==github.com/kubefirst/kubefirst==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubefirst/kubefirst) [![KFServing 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubeflow/kfserving) [![Guard](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubeguard/guard) [![KubeHelper](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubehelper/kubehelper) [![Kubeinit 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubeinit/kubeinit) [![github.com/kubemq-io/kubemq-community 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubemq-io/kubemq-community) [![kubenav](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubenav/kubenav) [![==kubeops/config-syncer: Config Syncer (previously Kubed)==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubeops/config-syncer) [![identity-server](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubeops/ui-server) [![kubeopsskills/cloud-secret-resolvers: Cloud Secret Resolvers (CSR)](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubeopsskills/cloud-secret-resolvers) [![chart-doc-gen: Helm Chart Documentation Generator](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubepack/chart-doc-gen) [![==github.com/kubepug/kubepug: Deprecations AKA KubePug - Pre UpGrade (Checker)==' ⭐](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubepug/kubepug) [![github.com/kubereboot/kured ⭐](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubereboot/kured) [![kuberhealthy 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kuberhealthy/kuberhealthy) [![kuberlogic](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kuberlogic/kuberlogic) [![fubectl](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubermatic/fubectl) [![KubeCarrier - Service Management at Scale](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubermatic/kubecarrier) [![==kubermatic/kubeone== 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubermatic/kubeone) [![github.com/kubernetes-client 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-client) [![kubernetes-client/go: OpenAPI based Generated Go client for Kubernetes](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-client/go) [![github.com/kubernetes-client/java: Kubernetes Java Client](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-client/java) [![github.com/kubernetes-client/python](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-client/python) [![github.com/kubernetes-client/python-base](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-client/python-base) [![github.com/kubernetes-course/container_workshops](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-course/container_workshops) [![github.com/kubernetes-csi](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-csi) [![SMB CSI Driver for Kubernetes](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-csi/csi-driver-smb) [![github.com/kubernetes-sigs/etcdadm ⭐](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-retired/etcdadm) [![Frakti](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-retired/frakti) [![kubernetes-sigs/hierarchical-namespaces: The Hierarchical Namespace Controller (HNC)](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-retired/hierarchical-namespaces) [![kubernetes-sigs/kpng](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-retired/kpng) [![kube-batch](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-retired/kube-batch) [![KubeFed: Kubernetes Cluster Federation](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-retired/kubefed) [![kubernetes-sigs/kui](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-retired/kui) [![Hierarchical namespaces](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-retired/multi-tenancy/tree/master/incubator/hnc) [![Kubernetes SIGs](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-sigs) [![==github.com/kubernetes-sigs/aws-load-balancer-controller==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-sigs/aws-load-balancer-controller) [![Cluster Addons 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-sigs/cluster-addons) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-sigs/cluster-api) [![Descheduler for Kubernetes 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-sigs/descheduler) [![kubernetes-sigs/e2e-framework](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-sigs/e2e-framework) [![github.com/kubernetes-sigs/etcdadm ⭐](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-sigs/etcdadm) [![external-dns](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-sigs/external-dns) [![Kubernetes Gateway API](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-sigs/gateway-api) [![kubernetes-sigs/hierarchical-namespaces: The Hierarchical Namespace Controller' (HNC)](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-sigs/hierarchical-namespaces) [![InGate: Ingress & Gateway API Controller (Archived)](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-sigs/ingate) [![**kind**](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-sigs/kind) [![kubernetes-sigs/kpng](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-sigs/kpng) [![Available kubectl plugins](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-sigs/krew-index/blob/master/plugins.md) [![kube-batch](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-sigs/kube-batch) [![kube-scheduler-simulator](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-sigs/kube-scheduler-simulator) [![kubernetes-sigs/kubebuilder](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-sigs/kubebuilder) [![KubeFed: Kubernetes Cluster Federation](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-sigs/kubefed) [![**Kubespray**](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-sigs/kubespray) [![kubernetes-sigs/kueue: Kubernetes-native Job Queueing](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-sigs/kueue) [![Kueue Release v0.14.0](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-sigs/kueue/releases/tag/v0.14.0) [![kubernetes-sigs/kui](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-sigs/kui) [![kustomize](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-sigs/kustomize) [![kubernetes-sigs/kwok](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-sigs/kwok) [![Hierarchical namespaces](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-sigs/multi-tenancy/tree/master/incubator/hnc) [![github.com: NFS Ganesha server and external provisioner](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-sigs/nfs-ganesha-server-and-external-provisioner) [![kubernetes-sigs/nfs-subdir-external-provisioner: Kubernetes NFS Subdir External' Provisioner](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-sigs/nfs-subdir-external-provisioner) [![==kubernetes-sigs/node-feature-discovery: Node feature discovery for Kubernetes==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-sigs/node-feature-discovery) [![kubernetes-sigs: Trimaran: Load-aware scheduling plugins 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-sigs/scheduler-plugins/tree/master/pkg/trimaran) [![Kubernetes-Secrets-Store-CSI-Driver: Secrets Store CSI driver for Kubernetes' secrets](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-sigs/secrets-store-csi-driver) [![kubernetes-sigs/security-profiles-operator](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-sigs/security-profiles-operator) [![github.com/kubernetes-sigs: Local Persistence Volume Static Provisioner' 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes-sigs/sig-storage-local-static-provisioner) [![github.com/kubernetes: **Kubernetes Cluster Autoscaler**](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes/autoscaler/tree/master/cluster-autoscaler) [![VPA: Vertical Pod Autoscaler](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes/autoscaler/tree/master/vertical-pod-autoscaler) [![kubernetes/client-go: Go client for Kubernetes 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes/client-go) [![Kubernetes Special Interest Groups (SIGs)](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes/community/blob/main/README.md) [![github.com/kubernetes: Kubernetes Scalability thresholds](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes/community/blob/main/sig-scalability/configs-and-limits/thresholds.md) [![Kubernetes Special Interest Groups (SIGs)](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes/community/blob/master/README.md) [![github.com/kubernetes: Kubernetes Scalability thresholds](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes/community/blob/master/sig-scalability/configs-and-limits/thresholds.md) [![github.com/kubernetes: Kubernetes Icons Set](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes/community/tree/main/icons) [![==github.com/kubernetes: Kubernetes Icons Set==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes/community/tree/master/icons) [![NodeLocal DNSCache](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes/enhancements) [![KEP-2837: Especificaciones de Recursos a Nivel de Pod](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes/enhancements/blob/ddf7d2a8c098e97b0714f31e88abad3b3e0e706c/keps/sig-node/2837-pod-level-resource-spec/README.md) [![Frakti](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes/frakti) [![==github.com/kubernetes/git-sync== ⭐](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes/git-sync) [![A Kyverno policy to block custom snippet configurations for Kubernetes Nginx ingress (CVE-2021-25742](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes/ingress-nginx/issues/7837) [![NGINX Ingress Controller - v1.0.0](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes/ingress-nginx/releases/tag/controller-v1.0.0) [![==Kompose (Kubernetes + Compose)== 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes/kompose) [![GitHub: Kubernetes Cluster with Kops](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes/kops) [![kube-state-metrics 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes/kube-state-metrics) [![Kubernetes Cluster with **Kubeadm**](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes/kubeadm) [![github.com/kubernetes/kubeadm: High Availability Considerations](){: style="width:48px; 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You must override the ExecProbeTimeout if your probe takes more than 1s](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes/kubernetes/pull/97057) [![Minikube](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes/minikube) [![==kubernetes/sample-controller==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes/sample-controller) [![Prow](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubernetes/test-infra/tree/master/prow) [![kubescape](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubescape/kubescape) [![armosec/regolibrary](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubescape/regolibrary) [![kubeshark/kubeshark](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubeshark/kubeshark) [![identity-server](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubeshield/identity-server) [![kubeshop/kusk: use OpenAPI to configure Kubernetes](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubeshop/kusk) [![==kubeshop/monokle==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubeshop/monokle) [![kubeshop/testkube](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubeshop/testkube) [![Ksctl: Cloud Agnostic Kubernetes Management tool](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubesimplify/ksctl) [![KubeEye 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubesphere/kubeeye) [![kubekey](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubesphere/kubekey) [![github.com/kubetail-org/kubetail 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubetail-org/kubetail) [![==kubevious== 🌟🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubevious/kubevious) [![kubevirt](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubevirt/kubevirt) [![github.com/kubevirt/monitoring](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kubevirt/monitoring) [![kudobuilder/kuttl](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kudobuilder/kuttl) [![github.com/kuhlman-labs/terraform-azurerm-landing-zone](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kuhlman-labs/terraform-azurerm-landing-zone) [![kunchalavikram1427: kubernetes Public](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kunchalavikram1427/Kubernetes_public) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kunchalavikram1427/Kubernetes_public/blob/main/Kubernetes_Commands.txt) [![kunchalavikram1427: kubernetes Commands](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kunchalavikram1427/Kubernetes_public/blob/master/Kubernetes_Commands.txt) [![kubectl build (formerly known as kubectl-kaniko)](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kvaps/kubectl-build) [![kvaps/kubectl-node-shell](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kvaps/kubectl-node-shell) [![kVDI](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kvdi/kvdi) [![kyma-incubator/terraform-provider-kind: Terraform Provider for kind (Kubernetes' IN Docker)](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kyma-incubator/terraform-provider-kind) [![Chainsaw - The ultimate end to end testing tool for Kubernetes operators](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kyverno/chainsaw) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kyverno/policies/issues/80) [![Policy Reporter 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/kyverno/policy-reporter) [![laurci/kubernate](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/laurci/kubernate) [![joplin](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/laurent22/joplin) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/lbroudoux/openshift-cases/tree/master/jboss-amq7-custom) [![==github.com/learning-cloud-native-go/myapp: Learning Cloud Native Go -' myapp== 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/learning-cloud-native-go/myapp) [![==Free Kubernetes== 🌟🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/learnk8s/free-kubernetes) [![**K8bit** β€” the tiny Kubernetes dashboard 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/learnk8s/k8bit) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/learnk8s/templating-kubernetes) [![==learnk8s/xlskubectl==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/learnk8s/xlskubectl) [![github.com/leg100/pug: PUG](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/leg100/pug) [![github.com/lensesio/fast-data-dev (Lenses Box)](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/lensesio/fast-data-dev) [![libopenstorage/stork: Stork - Storage Operator Runtime for Kubernetes](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/libopenstorage/stork) [![Awesome Software Quality](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/ligurio/awesome-software-quality) [![Awesome Software Quality](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/ligurio/sqa-wiki) [![DictMySQL: A MySQL class for more convenient database manipulation with' Python dictionary](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/ligyxy/DictMySQL) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/lima-vm/lima) [![Promgen 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/line/promgen) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/linkedin/kafka-monitor) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/linode/apl-core) [![liqo: Enable dynamic and seamless Kubernetes multi-cluster topologies](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/liqotech/liqo) [![Litmus Chaos is a toolset to do chaos engineering in a kubernetes native way. Litmus provides chaos CRDs for Cloud-Native developers and SREs to inject, orchestrate and monitor chaos to find weaknesses in Kubernetes deployments](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/litmuschaos/litmus) [![Kubectl SSH Proxy 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/little-angry-clouds/kubectl-ssh-proxy) [![k8s-crash-informer](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/lnsp/k8s-crash-informer) [![github.com/localstack/localstack](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/localstack/localstack) [![jspolicy](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/loft-sh/jspolicy) [![==loft-sh/kiosk==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/loft-sh/kiosk) [![GH repos: repo.new](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fnew) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/longhorn/longhorn) [![longhorn issue: Move replica to a different server](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/longhorn/longhorn/issues/292) [![Awesome Agile](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/lorabv/awesome-agile) [![lorien/awesome-web-scraping: Awesome Web Scraping](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/lorien/awesome-web-scraping) [![louislam/uptime-kuma](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/louislam/uptime-kuma) [![github.com/lsdopen/ahoy](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/lsdopen/ahoy) [![lucidrains/PaLM-rlhf-pytorch](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/lucidrains/PaLM-rlhf-pytorch) [![kubeinvaders](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/lucky-sideburn/kubeinvaders) [![luk4z7/go-concurrency-guide: Go Concurrency Guide 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/luk4z7/go-concurrency-guide) [![github.com/lukaszraczylo/jobs-manager-operator 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/lukaszraczylo/jobs-manager-operator) [![github.com/lukemurraynz/awesome-azure-architecture 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/lukemurraynz/awesome-azure-architecture) [![m9sweeper/m9sweeper](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/m9sweeper/m9sweeper) [![github.com/maddevsio/aws-eks-base: Boilerplate for a basic AWS infrastructure' with EKS cluster 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/maddevsio/aws-eks-base) [![The Kubernetes Goat](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/madhuakula/kubernetes-goat) [![tracker: A time machine for debugging pesky stateful errors](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/madisonmay/tracker) [![magnologan/awesome-k8s-security: Awesome Kubernetes (K8s) Security 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/magnologan/awesome-k8s-security) [![Awesome API Management Tools](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/mailtoharshit/Awesome-Api-Management-Tools) [![github.com: Maistra Istio](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/maistra/istio) [![github.com/major/imagebuilder-containerized](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/major/imagebuilder-containerized/blob/main/.github/workflows/main.yml) [![mancubus77/awesome-sre](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/mancubus77/awesome-sre) [![Awesome Streaming](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/manuzhang/awesome-streaming) [![maorfr/helm-backup: Helm Backup Plugin](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/maorfr/helm-backup) [![maorfr/kube-tasks: Kube tasks](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/maorfr/kube-tasks) [![Red Hat CodeReady Containers (Minishift equivalent for OpenShift 4.2 or newer) - step-by-step demo guides](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/marcredhat/crcdemos) [![github.com/marketplace: Use AWS Secrets Manager secrets in GitHub jobs 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/marketplace/actions/aws-secrets-manager-github-action) [![flat-data](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/marketplace/actions/flat-data) [![github.com/marketplace: Automating your Kubernetes dev environments with' the open source oktetohq Cloud got easier with GitHub Actions](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/marketplace?query=publisher%3Aokteto&type=actions) [![maruina/aws-auth-manager: K8s controller to manage the aws-auth configmap](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/maruina/aws-auth-manager) [![==mattfeltonma/azure-networking-patterns==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/mattfeltonma/azure-networking-patterns) [![mattmoor/warm-image: Kubernetes WarmImage CRD](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/mattmoor/warm-image) [![Skills for Real Engineers](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/mattpocock/skills) [![Mautic](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/mautic/docker-mautic) [![SHMIG](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/mbucc/shmig) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/mcelep/blog/tree/master/automated-networkpolicy-generation) [![Azure Hub and Spoke Infrastructure via Terraform](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/mdixon47/azure-hub-spoke-teraform) [![None](){: style="width:48px; 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height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/metal3-io/cluster-api-provider-metal3) [![==metalbear-co/mirrord==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/metalbear-co/mirrord) [![github.com/metaleapca: metaleap-devops-in-k8s.pdf](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/metaleapca/metaleap-devops-in-k8s/blob/main/metaleap-devops-in-k8s.pdf) [![github.com/metaleapca: metaleap-k8s-troubleshooting.pdf](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/metaleapca/metaleap-k8s-troubleshooting/blob/main/metaleap-k8s-troubleshooting.pdf) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/metallb/metallb) [![slo-libsonnet](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/metalmatze/slo-libsonnet) [![Awesome microservices](){: style="width:48px; 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height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/micnncim/kubectl-reap) [![go-micro](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/micro/go-micro) [![==github.com/microsoft/ARI: Azure Resource Inventory== 🌟🌟🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/microsoft/ARI) [![github.com/microsoft/CBL-Mariner](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/microsoft/CBL-Mariner) [![Git Credential Manager Core](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/microsoft/Git-Credential-Manager-Core) [![github.com/microsoft/InnerEye-Gateway](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/microsoft/InnerEye-Gateway) [![==github.com/microsoft/ML-For-Beginners: Machine Learning for Beginners' - A Curriculum==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/microsoft/ML-For-Beginners) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/microsoft/NubesGen) [![Microsoft Webwright](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/microsoft/Webwright) [![==Microsoft REST API Guidelines== 🌟🌟🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/microsoft/api-guidelines/blob/vNext/Guidelines.md) [![Azure DevOps MCP Server](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/microsoft/azure-devops-mcp) [![github.com/microsoft/azure-digital-twins-postman-samples](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/microsoft/azure-digital-twins-postman-samples) [![microsoft/azure-pipelines-tasks](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/microsoft/azure-pipelines-tasks) [![microsoft/azure-pipelines-yaml: Azure Pipelines YAML 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/microsoft/azure-pipelines-yaml) [![microsoft/azure-pipelines-yaml: maven.yml](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/microsoft/azure-pipelines-yaml/blob/master/templates/maven.yml) [![Microsoft Azure Skills (MCP Server)](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/microsoft/azure-skills) [![architecture diagrams and slides](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/microsoft/azure_arc) [![github.com/microsoft/CBL-Mariner](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/microsoft/azurelinux) [![github.com/microsoft: Contoso Traders - Cloud testing tools demo app](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/microsoft/contosotraders-cloudtesting) [![github.com/microsoft/dicom-server](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/microsoft/dicom-server) [![EntraExporter](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/microsoft/entraexporter) [![github.com/microsoft/fhir-server](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/microsoft/fhir-server) [![github.com/microsoft/finops-toolkit](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/microsoft/finops-toolkit) [![Bridge to Kubernetes 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/microsoft/mindaro) [![github.com/microsoft/pyright](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/microsoft/pyright) [![==github.com/microsoft/retina==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/microsoft/retina) [![github.com/microsoft/terraform-provider-azuredevops/releases/tag/v1.0.0](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/microsoft/terraform-provider-azuredevops/releases/tag/v1.0.0) [![Python Visual Studio Code](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/microsoft/vscode-python) [![Windows Package Manager CLI (aka winget)](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/microsoft/winget-cli) [![microsoftgraph/msgraph-sdk-powershell/samples: 9-Applications.ps1](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/microsoftgraph/msgraph-sdk-powershell) [![gitops-resources](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/microtica/gitops-resources) [![github.com/konveyor/crane: Crane 2.0 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/migtools/crane) [![Golang for Node.js Developers](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/miguelmota/golang-for-nodejs-developers) [![yq](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/mikefarah/yq) [![BitBucket Auto Merge](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/mikefrank-ca/bitbucket-auto-merge) [![==mikeroyal/Kubernetes-Guide: Kubernetes Guide== 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/mikeroyal/Kubernetes-Guide) [![==mikeroyal/Kubernetes-Guide: Machine Learning== 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/mikeroyal/Kubernetes-Guide/blob/main/README.md) [![==mikeroyal/OpenShift-Guide: OpenShift Guide== 🌟🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/mikeroyal/OpenShift-Guide) [![mikzuit/fair-job-offer](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/mikzuit/fair-job-offer) [![DevOps Roadmap for 2026](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/milanm/DevOps-Roadmap) [![mineiros-io/terramate](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/mineiros-io/terramate) [![mingrammer/diagrams](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/mingrammer/diagrams) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/minishift/minishift/releases) [![==github.com/ministryofjustice: Modernisation Platform - Architecture Decisions==](){: style="width:48px; 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height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/nubenetes/nexus3-helm-chart) [![KDBG: Small Kubernetes debugging container](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/nvucinic/kdbg) [![==oauth2-proxy/oauth2-proxy: OAuth2 Proxy== 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/oauth2-proxy/oauth2-proxy) [![Jaeger Demo1](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/obitech/micro-obs) [![acorn-io/acorn](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/obot-platform/obot) [![Kafdrop – Kafka Web UI 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/obsidiandynamics/kafdrop) [![Distributed version of Spring Petclinic built with Spring Cloud 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/odedia/spring-petclinic-microservices) [![odigos](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/odigos-io/odigos) [![Odoo Mergebot](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/odoo/odoo/wiki/Mergebot) [![ofek/csi-gcs](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/ofek/csi-gcs) [![oilshell: Alternative shells](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/oils-for-unix/oils/wiki/Alternative-Shells) [![oilshell: Alternative shells](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/oilshell/oil/wiki/Alternative-Shells) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/okd-community-install) [![GitHub: OKD4](){: style="width:48px; 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margin:6px;" .channel-logo}](https://github.com/pomerium/pomerium) [![porscheofficial/terraform-aws-ecr-watch](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/porscheofficial/terraform-aws-ecr-watch) [![github.com/portainer/portainer](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/portainer/portainer) [![poseidon/typhoon](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/poseidon/typhoon) [![kubectl-sudo](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/postfinance/kubectl-sudo) [![postgresml/postgresml 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/postgresml/postgresml) [![Newman](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/postmanlabs/newman) [![PowerfulSeal](){: style="width:48px; 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There are also bugfixes and features for amtool](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/prometheus/alertmanager/releases/tag/v0.23.0-rc.0) [![blackbox_exporter 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/prometheus/blackbox_exporter) [![github.com/prometheus/client_java](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/prometheus/client_java) [![Prometheus JMX Exporter 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/prometheus/jmx_exporter) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/prometheus/jmx_exporter/blob/master/example_configs/activemq.yml) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/prometheus/jmx_exporter/blob/master/example_configs/artemis-2.yml) [![None](){: style="width:48px; 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height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/redhat-cop/pipeline-library) [![Quay Community Edition operator](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/redhat-cop/quay-operator) [![Red Hat Tutorials & Examples: github.com/redhat-developer-demos 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/redhat-developer-demos) [![github: redhat-developer-demos Istio Tutorial for Java Microservices](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/redhat-developer-demos/istio-tutorial) [![knative-tutorial](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/redhat-developer-demos/knative-tutorial) [![github.com/redhat-developer-demos/spring-petclinic 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/redhat-developer-demos/spring-petclinic) [![ODO: OpenShift Command line for Developers 🌟](){: style="width:48px; 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How automation & CI/CD work on GitHub (whitepaper/pdf)==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/resources/whitepapers/actions) [![==reviewdog - A code review dog who keeps your codebase healthy.==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/reviewdog/reviewdog) [![Artemis Prometheus Metrics Plugin](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/rh-messaging/artemis-prometheus-metrics-plugin) [![Tagger](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/ricardomaraschini/tagger) [![github.com/ricoberger/vault-secrets-operator](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/ricoberger/vault-secrets-operator) [![HostPort Operator](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/rmb938/hostport-allocator) [![==Kube-capacity==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/robscott/kube-capacity/releases) [![github.com/robusta-dev/chatgpt-yaml-generator](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/robusta-dev/chatgpt-yaml-generator) [![HolmesGPT (Robusta)](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/robusta-dev/holmesgpt) [![==robusta-dev/krr==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/robusta-dev/krr) [![github.com/robusta-dev/kubernetes-chatgpt-bot](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/robusta-dev/kubernetes-chatgpt-bot) [![Awesome Spinnaker](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/robzienert/awesome-spinnaker) [![rohitg00/ai-engineering-from-scratch](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/rohitg00/ai-engineering-from-scratch) [![github.com/roib20: Terraform - Provision a GKE Cluster with Cloudflare Ingress' and ArgoCD](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/roib20/terraform-provision-gke-cloudflare) [![rootless-containers/usernetes](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/rootless-containers/usernetes) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/rootsongjc) [![rootsongjc/awesome-cloud-native 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/rootsongjc/awesome-cloud-native) [![github: K8s in 30 mins 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/rosehgal/k8s-In-30Mins) [![Telegraf Ansible Role](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/rossmcdonald/telegraf) [![github.com/rothgar/bashScheduler](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/rothgar/bashScheduler) [![rottencandy/vimkubectl](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/rottencandy/vimkubectl) [![kubeshell](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/roubles/kubeshell) [![rromannissen/rhoar-microservices-demo: GitOps for Microservices with Red' Hat Runtimes demo](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/rromannissen/rhoar-microservices-demo) [![github.com/ruanbekker: Thanos Cluster Setup](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/ruanbekker/thanos-cluster-setup) [![run-x/awesome-kubernetes](){: style="width:48px; 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margin:6px;" .channel-logo}](https://github.com/rydogs/kubecle) [![Podium](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/sa-mw-dach/podium) [![github.com: Django Sage Painless](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/sageteam-org/django-sage-painless) [![github.com: Django Sage Painless](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/sageteamorg/django-sage-painless) [![K3s Private Cluster 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/sagittaros/terraform-k3s-private-cloud) [![sahilsk/awesome-jenkins](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/sahilsk/awesome-jenkins) [![github.com/sajeetharan/azure-mindmap](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/sajeetharan/azure-mindmap) [![Azure Fundamentals: AZ-900.pdf](){: style="width:48px; 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height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/samrocketman/docker-jenkins-jervis/blob/master/README.md) [![samrocketman/jenkins-script-console-scripts 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/samrocketman/jenkins-script-console-scripts) [![Jervis](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/samrocketman/jervis/wiki) [![github.com/samrocketman/nexus3-config-as-code](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/samrocketman/nexus3-config-as-code) [![llama.cpp plugin](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/samyfodil/taubyte-llama-satellite) [![Awesome Cloud Native Java](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/saturnism/awesome-cloud-native-java) [![Google Cloud Native Spring Boot PetClinic. 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height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/scorputty/packer-centos-awx) [![github.com/scraly: Terraform Cheat sheet](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/scraly/terraform-cheat-sheet/blob/master/terraform-cheat-sheet.pdf) [![Screwdriver API](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/screwdriver-cd/screwdriver) [![github.com/scriptcamp/kubernetes-serviceaccount-example](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/scriptcamp/kubernetes-serviceaccount-example) [![scylladb/scylla-operator](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/scylladb/scylla-operator) [![github-merge-bot](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/sdduursma/github-merge-bot) [![Awesome GitHub Actions](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/sdras/awesome-actions) [![github.com/seal-io/tap: Terraform Advanced Patcher (TAP)](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/seal-io/tap) [![github.com/search?l=powershell](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/search?l=powershell&q=stars%3A%3E1&type=Repositories) [![OpenTelemetry Launchers 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/search?q=org%3Alightstep+launcher) [![segmentio/kubectl-curl: Kubectl plugin to run curl commands against kubernetes' pods](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/segmentio/kubectl-curl) [![segmentio/stack](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/segmentio/stack) [![Selefra: Selefra is an open-source policy-as-code software that provides' analytics for multi-cloud and SaaS.](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/selefra/selefra) [![github.com/seligman/aws-ip-ranges: AWS's ip-ranges.json](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/seligman/aws-ip-ranges) [![github: sematext - Docker Swarm Cheatsheet](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/sematext/cheatsheets/blob/master/docker-swarm-cheatsheet.md) [![kube-fledged](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/senthilrch/kube-fledged) [![Awesome NotebookLM Slide Prompts](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/serenakeyitan/awesome-notebookLM-prompts) [![Jillegal OffHeap Module](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/serkan-ozal/jillegal) [![Awesome Project Management](){: style="width:48px; 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height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/sherifabdlnaby/phpdocker) [![github.com/shipa-corp/ketch](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/shipa-corp/ketch) [![shipwright-io/build: shipwright](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/shipwright-io/build) [![shuaibiyy/Awesome Terraform](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/shuaibiyy/awesome-terraform) [![github.com/shuaibiyy/awesome-terraform](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/shuaibiyy/awesome-tf) [![Domain-harvester](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/shurshun/domain-harvester) [![github.com/siamaksade/jenkins-blueocean](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/siamaksade/jenkins-blueocean) [![MapIt](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/siamaksade/mapit-spring) [![github.com/sieve-project/sieve](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/sieve-project/sieve) [![==Permission Manager== 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/sighupio/permission-manager) [![Cosign: Container Signing](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/sigstore/cosign) [![github.com/sigstore: k8s-manifest-sigstore](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/sigstore/k8s-manifest-sigstore) [![github.com: Django app + RESTful API for automatic billing](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/silverapp/silver) [![github.com/simhol/awesome-azure: Awesome Azure](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/simhol/awesome-azure) [![StatusBay](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/similarweb/statusbay) [![Simplenetes](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/simplenetes-io/simplenetes) [![github.com/gventuri/pandas-ai](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/sinaptik-ai/pandas-ai) [![@sindresorhus' Awesome](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/sindresorhus/awesome) [![github.com/sirech/example-concourse-pipeline](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/sirech/example-concourse-pipeline) [![skooner - Kubernetes Dashboard](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/skooner-k8s/skooner) [![==github.com/sl1pm4t/k2tf: Kubernetes YAML to Terraform HCL converter==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/sl1pm4t/k2tf) [![Nebula](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/slackhq/nebula) [![Awesome Testing code snippets](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/slawekradzyminski/AwesomeTesting) [![slipway: A Kubernetes controller to automate gitops provisioning](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/slipway-gitops/slipway) [![kubewebhook](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/slok/kubewebhook) [![Sloth 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/slok/sloth) [![Elastic APM Server Docker image](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/sls-dev1/openshift-elastic-apm-server) [![Marge-bot: A merge-bot for GitLab](){: style="width:48px; 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height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/steveteuber/kubectl-graph) [![strimzi/kafka-kubernetes-config-provider: Kubernetes Configuration Provider' for Apache Kafka](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/strimzi/kafka-kubernetes-config-provider) [![strimzi/strimzi-canary](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/strimzi/strimzi-canary) [![**k8s-job-notify**](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/sukeesh/k8s-job-notify) [![summerwind/actions-runner-controller](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/summerwind/actions-runner-controller) [![superbrothers/zsh-kubectl-prompt 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/superbrothers/zsh-kubectl-prompt) [![SIE: Superlinked Inference Engine](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/superlinked/sie) [![Grant-Revoke-ssh-access](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/suraksha-123/Grant-Revoke-ssh-access) [![Deprek8ion](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/swade1987/deprek8ion) [![Swagger Codegen](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/swagger-api/swagger-codegen) [![==github.com/swapnakpanda: SQL_CheatSheet.png==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/swapnakpanda/Infographics/blob/main/Cheat%20Sheet/Database/SQL_CheatSheet.png) [![==swarmlet/swarmlet: Swarmlet==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/swarmlet/swarmlet) [![Kakuna Codebase Hardening Suite](){: style="width:48px; 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margin:6px;" .channel-logo}](https://github.com/techiescamp/devops-projects) [![==github.com/techiescamp/kubernetes-learning-path== 🌟🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/techiescamp/kubernetes-learning-path) [![techno-tim/k3s-ansible](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/techno-tim/k3s-ansible) [![Terraform Module Releaser GitHub Action](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/techpivot/terraform-module-releaser) [![github.com/tektoncd](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/tektoncd) [![tektoncd/chains](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/tektoncd/chains) [![Tekton community](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/tektoncd/community) [![github: Tekton Pipelines](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/tektoncd/pipeline) [![telekom/das-schiff](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/telekom/das-schiff) [![Teleskope](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/teleskopeView/teleskope_k8s) [![tellerops/helm-teller](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/tellerops/helm-teller) [![ermetic/access-undenied-aws 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/tenable/access-undenied-aws) [![github.com/tensorchord/Awesome-LLMOps: Awesome LLMOps](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/tensorchord/Awesome-LLMOps) [![tensorchord/envd: Reproducible development environment for AI/ML 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/tensorchord/envd) [![Gama: Terminal UI for GitHub Actions](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/termkit/gama) [![==github.com/terraform-aws-modules==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/terraform-aws-modules) [![github.com/terraform-aws-modules/terraform-aws-eks: AWS EKS Terraform module](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/terraform-aws-modules/terraform-aws-eks) [![==github.com/terraform-aws-modules/terraform-aws-solutions==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/terraform-aws-modules/terraform-aws-solutions) [![github.com/terraform-linters/tflint](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/terraform-linters/tflint/releases/tag/v0.51.0) [![mineiros-io/terramate](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/terramate-io/terramate) [![terrytangyuan/awesome-argo 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/terrytangyuan/awesome-argo) [![github.com/terrytangyuan/awesome-kubeflow: Awesome Kubeflow 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/terrytangyuan/awesome-kubeflow) [![testcontainers 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/testcontainers) [![tfenv](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/tfutils/tfenv) [![Terraform Automation Demo using Google Cloud Provider](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/tfxor/terraform-google-automation-demo) [![thangchung/awesome-dotnet-core](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/thangchung/awesome-dotnet-core) [![==thanos-io/kube-thanos: Kubernetes specific configuration for deploying' Thanos==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/thanos-io/kube-thanos) [![Thanos Architecture Overview 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/thanos-io/thanos) [![Pydeps 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/thebjorn/pydeps) [![Foreman Ansible Modules (FAM)](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/theforeman/foreman-ansible-modules) [![theketchio/ketch 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/theketchio/ketch) [![onedev](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/theonedev/onedev) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/thomast1906/DevOps-Journey-Using-Azure-DevOps/tree/main/labs) [![thomast1906/DevOps-The-Hard-Way-Azure 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/thomast1906/DevOps-The-Hard-Way-Azure) [![==github.com/thomast1906/terraform-on-azure==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/thomast1906/terraform-on-azure) [![terraform-hcloud-dualstack-k8s: Hetzner Dual-Stack Kubernetes Cluster](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/tibordp/terraform-hcloud-dualstack-k8s) [![techno-tim/k3s-ansible](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/timothystewart6/k3s-ansible) [![gst-pipeline-operator: A Kubernetes operator for running audio/video processing' pipelines](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/tinyzimmer/gst-pipeline-operator) [![tinyzimmer/k3p](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/tinyzimmer/k3p) [![kVDI](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/tinyzimmer/kvdi) [![github.com/tldrsec/awesome-secure-defaults](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/tldrsec/awesome-secure-defaults) [![github.com/tlkamp/terraform-provider-validation: Validation Provider](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/tlkamp/terraform-provider-validation) [![MagTape](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/tmobile/magtape) [![toboshii/hajimari](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/toboshii/hajimari) [![todaywasawesome/atomic-cluster: The Atomic Cluster](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/todaywasawesome/atomic-cluster) [![todaywasawesome/oss-apps: OSS Applications](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/todaywasawesome/oss-apps) [![github.com/tokarev-artem/auto-ec2-setup](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/tokarev-artem/auto-ec2-setup) [![github.com/tom-256/ansible-awx-packer](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/tom-256/ansible-awx-packer) [![==tomhuang12: Awesome Kubernetes Resources==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/tomhuang12/awesome-k8s-resources) [![tommeramber/ocp-automations](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/tommeramber/ocp-automations) [![github.com/tomnomnom/gron 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/tomnomnom/gron) [![tomwechsler/HashiCorp_Certified_Terraform_Associate](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/tomwechsler/HashiCorp_Certified_Terraform_Associate) [![github.com/toniblyx/my-arsenal-of-aws-security-tools](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/toniblyx/my-arsenal-of-aws-security-tools) [![==github.com/topics/gitops== 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/topics/gitops) [![github.com/topics/yaml-processor](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/topics/yaml-processor) [![pvc-autoresizer](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/topolvm/pvc-autoresizer) [![Cloudburn: An Open-Source Policy Engine for AWS Spending](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/towardsthecloud/cloudburn) [![==trimstray/test-your-sysadmin-skills==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/trimstray/test-your-sysadmin-skills) [![The Book of Secret Knowledge 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/trimstray/the-book-of-secret-knowledge) [![ref 9 - I have a branch that adds Docker, Kubernetes and Knative into the mix - planning on submitting a PR at some point](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/trisberg/spring-petclinic) [![github.com/trstringer/kubectl-example](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/trstringer/kubectl-example) [![tsenart/vegeta 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/tsenart/vegeta) [![github.com/monodot/pipeline-library-demo 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/tutorialworks/pipeline-library-demo) [![TWINT - Twitter Intelligence Tool](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/twintproject/twint) [![==txn2/kubefwd==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/txn2/kubefwd) [![React+TypeScript Cheatsheets](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/typescript-cheatsheets/react) [![==github.com/paliimx: Data Structures and Algorithms implementation in Go==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/ua-nick/Data-Structures-and-Algorithms) [![github.com/ualter: AwsBe](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/ualter/awsbe-site) [![uber/kraken](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/uber/kraken) [![kondense 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/unagex/kondense) [![github.com/unitypark/aws-serverless-demos](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/unitypark/aws-serverless-demos) [![github.com/unitypark: AWS Serverless Demos - cloudfront-http-api-cognito](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/unitypark/aws-serverless-demos/tree/main/serverless-web-hosting/cloudfront-http-api-cognito) [![unixorn/awesome-zsh-plugins](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/unixorn/awesome-zsh-plugins) [![github.com/unxsist/jet-pilot](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/unxsist/jet-pilot) [![==up9inc/mizu==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/up9inc/mizu) [![upbound/platform-ref-multi-k8s: Upbound's reference platform for multi-cloud' Kubernetes with Crossplane](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/upbound/platform-ref-multi-k8s) [![github.com/updatecli/updatecli](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/updatecli/updatecli) [![How they SRE](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/upgundecha/howtheysre) [![upmc-enterprises/registry-creds: Registry Credentials ⭐](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/upmc-enterprises/registry-creds) [![utilitywarehouse/kube-applier](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/utilitywarehouse/kube-applier) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/utterance/utterances) [![vbouchaud/k8s-ldap-auth](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/vbouchaud/k8s-ldap-auth) [![kubestriker 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/vchinnipilli/kubestriker) [![Awesome Docker 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/veggiemonk/awesome-docker) [![github.com/vmware-tanzu/velero](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/velero-io/velero) [![==github.com/venkateshk111/terraform-beginners-guide== 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/venkateshk111/terraform-beginners-guide) [![helm-ecr 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/vetyy/helm-ecr) [![viaduct-ai/kustomize-sops](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/viaduct-ai/kustomize-sops) [![Awesome Visual Studio Code](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/viatsko/awesome-vscode) [![HULL](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/vidispine/hull) [![github.com/vijaykedar/jenkins-setup-using-terraform](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/vijaykedar/jenkins-setup-using-terraform) [![VimWiki](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/vimwiki/vimwiki) [![kubench](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/vincentserpoul/kubench) [![Awesome Python 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/vinta/awesome-python) [![Kubesurveyor 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/viralpoetry/kubesurveyor) [![visenger/awesome-mlops: Awesome MLOps](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/visenger/awesome-mlops) [![vitobotta/velero-notifications](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/vitobotta/velero-notifications) [![nirops/yakiapp](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/vivekagate/yakiapp) [![KuUI (Kubernetes UI)](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/viveksinghggits/kuui) [![vladimirvivien/ktop](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/vladimirvivien/ktop) [![vLLM on Kubernetes](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/vllm-project/vllm) [![vmware-tanzu/buildkit-cli-for-kubectl (kubectl plugin)](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/vmware-archive/buildkit-cli-for-kubectl) [![ktx 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/vmware-archive/ktx) [![kube-fluentd-operator 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/vmware-archive/kube-fluentd-operator) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/vmware-archive/kubecfg) [![bitnami-labs/kubewatch](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/vmware-archive/kubewatch) [![vmware-tanzu/octant](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/vmware-archive/octant) [![VMware-tanzu Antrea](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/vmware-tanzu/antrea) [![vmware-tanzu/buildkit-cli-for-kubectl (kubectl plugin)](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/vmware-tanzu/buildkit-cli-for-kubectl) [![==vmware-tanzu/k-bench== 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/vmware-tanzu/k-bench) [![vmware-tanzu/octant](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/vmware-tanzu/octant) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/vmware-tanzu/pinniped) [![sonobuoy](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/vmware-tanzu/sonobuoy) [![github.com/vmware-tanzu/velero](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/vmware-tanzu/velero) [![vmware-tanzu/k-bench 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/vmware/k-bench) [![kube-fluentd-operator 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/vmware/kube-fluentd-operator) [![VMware octant](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/vmware/octant) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/vmware/pinniped) [![volatiletech/sqlboiler](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/volatiletech/sqlboiler) [![Azure/vscode-kubernetes-tools 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/vscode-kubernetes-tools/vscode-kubernetes-tools) [![dive 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/wagoodman/dive) [![wallarm/sysbindings](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/wallarm/sysbindings) [![wangjia184/pod-inspector](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/wangjia184/pod-inspector) [![github.com/wardviaene (kubernetes, terraform, ansible, docker, etc) 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/wardviaene) [![wardviaene/advanced-kubernetes-course](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/wardviaene/advanced-kubernetes-course) [![wardviaene/advanced-kubernetes-course/spinnaker 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/wardviaene/advanced-kubernetes-course/tree/master/spinnaker) [![wardviaene/jenkins-course](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/wardviaene/jenkins-course) [![wardviaene/kubernetes-course](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/wardviaene/kubernetes-course) [![github.com/we-dcode/kubetunnel](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/we-dcode/kubetunnel) [![Kspan - Turning Kubernetes Events into spans 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/weaveworks-experiments/kspan) [![Awesome-GitOps](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/weaveworks/awesome-gitops) [![weaveworks/cluster-api-provider-existinginfra](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/weaveworks/cluster-api-provider-existinginfra) [![ref2](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/weaveworks/eksctl) [![kubediff 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/weaveworks/kubediff) [![weaveworks: kured - Kubernetes Reboot Daemon 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/weaveworks/kured) [![weaveworks/tf-controller: Weave GitOps Terraform Controller](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/weaveworks/tf-controller) [![github: Weave Net - Weaving Containers into Applications](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/weaveworks/weave) [![Weave Kubernetes System Control - wksctl](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/weaveworks/wksctl) [![kVDI](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/webmeshproj/webmesh-vdi) [![github.com/welldone-cloud/aws-list-resources](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/welldone-cloud/aws-list-resources) [![werf/kubedog](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/werf/kubedog) [![Nelm: A Helm Alternative for Kubernetes Deployments](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/werf/nelm) [![==werf/werf==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/werf/werf) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/widdix/aws-cf-templates) [![willdady/aws-resource-based-policy-collector: AWS resource-based policy' collector](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/willdady/aws-resource-based-policy-collector) [![willdady/cdk-iam-credentials-rotator: IAM Credentials Rotator](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/willdady/cdk-iam-credentials-rotator) [![git-cipher](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/wincent/git-cipher) [![windup](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/windup) [![Compass 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/winfordlin/Compass) [![witchery-project/witchery](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/witchery-project/witchery) [![Jenkins Pipeline Maven build demo](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/wololock/jenkine-pipeline-maven-demo/tree/sdkman) [![AWS Account Cloud9 Visualizer](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/wongcyrus/aws-account-cloud9-visualizer) [![github.com: Docker cheat Sheet](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/wsargent/docker-cheat-sheet) [![csi-rclone: CSI rclone mount plugin](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/wunderio/csi-rclone) [![Raspbernetes - Kubernetes Cluster: k8s-gitops](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/xUnholy/k8s-gitops) [![Kerbi 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/xavier-mt/kerbi) [![xiaods/k8e](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/xiaods/k8e) [![docker-compose-tpg: Telegraf + Prometheus + Grafana Local Testing Environments](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/xiaopeng163/docker-compose-tpg) [![yahoo/check-log4j](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/yahoo/check-log4j) [![github.com/yandex-cloud: CSI for S3](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/yandex-cloud/k8s-csi-s3) [![Tech Interview Handbook](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/yangshun/tech-interview-handbook) [![Awesome API Gateway](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/yangtao309/awesome-api-gateway) [![yankils/Simple-DevOps-Project](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/yankils/Simple-DevOps-Project) [![github.com/yannh/kubeconform 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/yannh/kubeconform) [![kube-bench-exporter](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/yashvardhan-kukreja/kube-bench-exporter) [![bul: Interactive TUI for Exploring Kubernetes Container Logs](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/ynqa/bul) [![github.com/ynqa/jnv 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/ynqa/jnv) [![K8sPurger 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/yogeshkk/K8sPurger) [![yokawasa/action-setup-kube-tools](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/yokawasa/action-setup-kube-tools) [![==github.com/yonahd/kor==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/yonahd/kor) [![github.com/yonahd/orphaned-configmaps: Orphaned ConfigMaps](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/yonahd/orphaned-configmaps) [![kubectl-isolate](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/yteraoka/kubectl-isolate) [![zakkg3/ClusterSecret: Kubernetes ClusterSecret operator](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/zakkg3/ClusterSecret) [![logbook](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/zalando/logbook) [![Patroni](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/zalando/patroni) [![Zalando Postgres Operator](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/zalando/postgres-operator) [![Spilo: HA PostgreSQL Clusters with Docker](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/zalando/spilo) [![defenseunicorns/zarf](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/zarf-dev/zarf) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/zaynali53/DotENV) [![Kube-score](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/zegl/kube-score) [![github.com/zsh-users/zsh-autosuggestions 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.com/zsh-users/zsh-autosuggestions) [![GitHub: monkey-ops, Openshift compliant, no cluster-admin required](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.comjoshmsmith/monkey-ops) [![github.dev](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.dev) [![github.dev](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.dev/github/dev) [![github.dev: Python Data Science Handbook](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.dev/jakevdp/PythonDataScienceHandbook/tree/master/notebooks) [![github.github.com/training-kit: Git cheat sheet](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.github.com/training-kit/downloads/github-git-cheat-sheet.pdf) [![github1s.com 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github1s.com) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://githubcom/OctopusDeploy/terraform-provider-octopusdeploy) [![gitlab.beuth-hochschule.de](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://gitlab.beuth-hochschule.de/s70178/petclinic-ansible-jenkins-ci-cd) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://gitlab.beuth-hochschule.de/users/sign_in) [![gitlab.com](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://gitlab.com) [![gitlab.com: Red Hat Process Automation Manager - Signal Marketing Demo](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://gitlab.com/bpmworkshop/rhpam-signal-marketing-demo) [![Provide merge bot functionality](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://gitlab.com/gitlab-org/gitlab/-/issues/14595) [![Auto-merge between release branches](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://gitlab.com/gitlab-org/gitlab/-/issues/2785) [![Manifesto 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://gitlab.com/jackatbancast/manifesto) [![k3s_hetzner](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://gitlab.com/k3s_hetzner/k3s_hetzner) [![gitlab.com: Kubernetes storage provider benchmarks](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://gitlab.com/mrman/k8s-storage-provider-benchmarks) [![purelb/purelb](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://gitlab.com/purelb/purelb) [![gitlab.com/redhatdemocentral 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://gitlab.com/redhatdemocentral) [![gitlab.com: Portfolio Architecture Examples](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://gitlab.com/redhatdemocentral/portfolio-architecture-examples) [![gitlab.com/redhatdemocentral: Healthcare](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://gitlab.com/redhatdemocentral/portfolio-architecture-examples/-/blob/main/healthcare.adoc) [![CodeReady Containers - Red Hat Decision Manager Install Demo](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://gitlab.com/redhatdemocentral/rhcs-rhdm-install-demo) [![Awesome Django. A curated list of awesome Django apps, projects and resources](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://gitlab.com/rosarior/awesome-django) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://gitlab.com/xavki/devopsland/-/tree/master/ansible) [![gitlab.comquent.de: Microservices branch](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://gitlab.comquent.de/petclinic/spring-petclinic-microservices) [![Example: GStreamer Merge Bot](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://gitlab.freedesktop.org/gstreamer-merge-bot) [![Example: gitlab.gnome.org/marge-merge-bot](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://gitlab.gnome.org/marge-merge-bot) [![Example: gitlab.gnome.org/marge-merge-bot](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://gitlab.gnome.org/users/sign_in) [![gizmodo.com: Google Calendar's New Feature Can Figure Out When Your Friends' Don't Have an Excuse to Flake](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://gizmodo.com/google-calendar-debuts-appointment-schedule-feature-1848715533) [![gkovan.medium.com: A Zero Trust Approach for Securing the Supply Chain of' Microservices Packaged as Container Images (sigstore, kyverno, openshift tekton, quarkus) 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://gkovan.medium.com/a-zero-trust-approach-for-securing-the-supply-chain-of-microservices-packaged-as-container-images-89d2f5b7293b) [![glasskube.dev 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://glasskube.dev) [![globaldatanet.com: Terraform CI/CD Best Practices](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://globaldatanet.com/blog/terraform-cicd-best-practices) [![globaldatanet.com: .AWS IAM Identity Center Permission Management at Scale Part 2](){: style="width:48px; height:48px; object-fit:contain; 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height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://go.aws/4eFRwIt) [![golang.org](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://go.dev) [![blog.golang.org: Gopls on by default in the VS Code Go extension](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://go.dev/blog/gopls-vscode-go) [![go.dev: A new search experience on pkg.go.dev](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://go.dev/blog/pkgsite-search-redesign) [![go.digitalocean.com/cicd-on-k8s](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://go.digitalocean.com/cicd-on-k8s) [![go.weave.works: The GitOps Maturity Model - 4 evolutionary steps to continuous' delivery (pdf)](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://go.weave.works/2021_GitOps_Maturity_Model.html) [![weave.works: Automating Kubernetes with GitOps (whitepaper) 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://go.weave.works/automating-kubernetes-with-gitops-wp.html) [![go.weave.works: The Practical Guide to GitOps (eBook)](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://go.weave.works/gitops-ebook.html) [![weave.works: Hardening Git for GitOps (white paper)](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://go.weave.works/hardening-git-for-gitops.html) [![weave.works: Production Ready Checklists for Kubernetes 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://go.weave.works/production-ready-kubernetes-checklist.html) [![goglides.io: Running OpenEBS in Kubernetes](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://goglides.io/running-openebs-in-kubernetes/371) [![Harbor](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://goharbor.io) [![goharbor.io: Deploy Harbor with the Quick Installation Script](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://goharbor.io/docs/2.0.0/install-config/quick-install-script) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://gokatalyst.io/blog/2023/12/06/katalyst-a-qos-based-resource-management-system-for-workload-colocation-on-kubernetes) [![gokhan-karadas1992.medium.com: ArgoCD + Kubevela Integration](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://gokhan-karadas1992.medium.com/argocd-kubevela-integration-eb88dc0484e0) [![gokulchandrapr.medium.com: Amazon EKS Anywhere & EKS Connector](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://gokulchandrapr.medium.com/amazon-eks-anywhere-eks-connector-600953aaa42d) [![gokuldevops.medium.com: Argo CD-Sample app deployment](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://gokuldevops.medium.com/argo-cdsample-app-deployment-56b36601f279) [![golang.org](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://golang.org) [![==golangrepo.com== 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://golangrepo.com) [![==googlecloudcheatsheet.withgoogle.com: Google Cloud Developer cheat sheet==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://googlecloudcheatsheet.withgoogle.com) [![goteleport.com: Why DevSecOps is Going Passwordless](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://goteleport.com/blog/devsecops-passwordless) [![goteleport.com: Anatomy of a Cloud Infrastructure Attack via a Pull Request](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://goteleport.com/blog/hack-via-pull-request) [![gravitational.com: How to SSH Properly 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://goteleport.com/blog/how-to-ssh-properly) [![goteleport.com: A Simple Overview of Authentication Methods for Kubernetes Clusters](){: style="width:48px; 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height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://kubernetes.io/blog/2021/04/06/podsecuritypolicy-deprecation-past-present-and-future) [![kubernetes.io: Kubernetes 1.21: Power to the Community](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://kubernetes.io/blog/2021/04/08/kubernetes-1-21-release-announcement) [![kubernetes.io: kubernetes 1.21: CronJob Reaches GA](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://kubernetes.io/blog/2021/04/09/kubernetes-release-1.21-cronjob-ga) [![kubernetes.io: Introducing Suspended Jobs in Kubernetes 1.21](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://kubernetes.io/blog/2021/04/12/introducing-suspended-jobs) [![kubernetes.io: Three Tenancy Models For Kubernetes](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://kubernetes.io/blog/2021/04/15/three-tenancy-models-for-kubernetes) [![kubernetes.io: Annotating Kubernetes Services for Humans](){: style="width:48px; 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height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://kubernetes.io/blog/2021/07/14/upcoming-changes-in-kubernetes-1-22) [![kubernetes.io: Kubernetes Release Cadence Change: Here’s What You Need To Know](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://kubernetes.io/blog/2021/07/20/new-kubernetes-release-cadence) [![kubernetes.io: Kubernetes 1.22: Reaching New Peaks](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://kubernetes.io/blog/2021/08/04/kubernetes-1-22-release-announcement) [![kubernetes.io: Kubernetes Memory Manager moves to beta](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://kubernetes.io/blog/2021/08/11/kubernetes-1-22-feature-memory-manager-moves-to-beta) [![kubernetes.io: Alpha in Kubernetes v1.22: API Server Tracing](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://kubernetes.io/blog/2021/09/03/api-server-tracing) [![kubernetes.io: Introducing ClusterClass and Managed Topologies in Cluster API](){: style="width:48px; 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height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://kubernetes.io/blog/2026/05/26/reconciling-unfixed-kubernetes-cves) [![Kubernetes Networking](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://kubernetes.io/docs/concepts/cluster-administration/networking) [![Affinity and anti-affinity](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://kubernetes.io/docs/concepts/configuration/assign-pod-node) [![Custom Resources](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://kubernetes.io/docs/concepts/extend-kubernetes/api-extension/custom-resources) [![Kubernetes.io: Network Plugins](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://kubernetes.io/docs/concepts/extend-kubernetes/compute-storage-net/network-plugins) [![Kubernetes.io: Operator pattern](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://kubernetes.io/docs/concepts/extend-kubernetes/operator) [![kubernetes.io Policy Limit Ranges](){: style="width:48px; 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height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@nanditasahu031/terraformer-generate-terraform-files-from-existing-infrastructure-5d709fedd2b9) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@nblaye/exporting-kafka-jmx-metrics-to-grafana-1b9d32fe900a) [![medium.com/@neonforge: Why You Shouldn’t Use AWS managed KMS Keys](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@neonforge/why-you-shouldnt-use-aws-managed-kms-keys-83d9eb9d5090) [![IaC and OpenShift Virtualization handshake (using Terraform for VMs on OCP)](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@nidhibansal26/iac-and-openshift-virtualization-handshake-c0a4ada79af5) [![medium.com/@nikhil.purva: Securing Kubernetes Secrets with HashiCorp Vault](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@nikhil.purva/securing-kubernetes-secrets-with-hashicorp-vault-a9555728e095) [![medium.com/@niklas.uhrberg: Auto scaling in Kubernetes using Kafka and application' metrics β€” part 1](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@niklas.uhrberg/auto-scaling-in-kubernetes-using-kafka-and-application-metrics-part-1-a509256b64ff) [![medium.com/@noelgass: Azure Common Monitoring With Terraform](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@noelgass/azure-common-monitoring-with-terraform-543aee6dd1f1) [![medium.com/@nomulex: How to create an ssh tunnel to a remote database in' Kubernetes 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@nomulex/how-to-create-an-ssh-tunnel-to-a-remote-database-in-kubernetes-8e702e927328) [![medium.com/@norlin.t: Build a managed Kubernetes cluster from scratch β€”' part 1](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@norlin.t/build-a-managed-kubernetes-cluster-from-scratch-part-1-fca5f6b3639b) [![medium.com/@norlin.t: Build a managed Kubernetes cluster from scratch β€”' part 2](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@norlin.t/build-a-managed-kubernetes-cluster-from-scratch-part-2-e8ca6c2cc45c) [![medium.com/@norlin.t: Build a managed Kubernetes cluster from scratch β€”' part 3](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@norlin.t/build-a-managed-kubernetes-cluster-from-scratch-part-3-10dec988757) [![medium.com/@norlin.t: Build a managed Kubernetes cluster from scratch β€”' part 4](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@norlin.t/build-a-managed-kubernetes-cluster-from-scratch-part-4-3856f0756a03) [![medium.com/@norlin.t: Build a managed Kubernetes cluster from scratch β€”' part 5](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@norlin.t/build-a-managed-kubernetes-cluster-from-scratch-part-5-a4c22f0c0245) [![medium.com/@norlin.t: Kubernetes the hard (illumos) way](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@norlin.t/kubernetes-the-hard-illumos-way-c4b45a080bac) [![medium.com/@norlin.t: Kubernetes the hard (illumos) way, last part](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@norlin.t/kubernetes-the-hard-illumos-way-last-part-c68ca71bc2ce) [![medium.com/@nsfabrice2009: How to install ArgoCD on k8s cluster](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@nsfabrice2009/how-to-install-argocd-on-k8s-cluster-ad9084c71f16) [![medium.com/@oamdev2020: Glue Terraform Ecosystem into Kubernetes World 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@oamdev2020/glue-terraform-ecosystem-into-kubernetes-world-3e5d6feb461e) [![medium.com: What is GitFlow?](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@okandavut/what-is-gitflow-c0be7a659992) [![medium.com/@olivier.gaumond: Why am I able to bind a privileged port in' my container without the NET_BIND_SERVICE capability?](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@olivier.gaumond/why-am-i-able-to-bind-a-privileged-port-in-my-container-without-the-net-bind-service-capability-60972a4d5496) [![medium.com/@onai.rotich: 4 Tools that Make it Easy to manage your Kubernetes' Cluster](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@onai.rotich/4-tools-that-make-it-easy-to-manage-your-kubernetes-cluster-be252847cd85) [![medium.com/@onai.rotich: Understand container metrics and why they matter](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@onai.rotich/understand-container-metrics-and-why-they-matter-9e88434ca62a) [![medium: Understanding PodSecurity in Kubernetes](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@orangecola3/understanding-podsecurity-in-kubernetes-e58a65102056) [![medium.com/@orellanaluke: Terraform and the Art of Small: My Guide to Navigating' Smarter, Safer State Management](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@orellanaluke/terraform-and-the-art-of-small-my-guide-to-navigating-smarter-safer-state-management-cd156533ccf7) [![medium.com/@ospalaemon: Introducing Palaemon, the Savior of Kubernetes Pods!](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@ospalaemon/introducing-palaemon-the-savior-of-kubernetes-pods-85576c33287c) [![==medium.com/@ostridelabs: k8s vs k3s: The Comprehensive Difference==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@ostridelabs/k8s-vs-k3s-the-comprehensive-difference-f7667d141c0) [![medium.com/@outlier.developer: Getting Started with ArgoCD for GitOps Kubernetes' Deployments](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@outlier.developer/getting-started-with-argocd-for-gitops-kubernetes-deployments-fafc2ad2af0) [![medium.com/@paolo.gallina: How-to release Helm Charts maintaining your mental' health 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@paolo.gallina/releasing-helm-charts-maintaining-your-mental-health-b382685390c8) [![medium.com/@paolo.gazzola: How to deploy a high available and fault tolerant' RabbitMQ service in an on-premise Kubernetes multi-node cluster environment](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@paolo.gazzola/deploy-a-rabbitmq-cluster-in-an-on-premise-kubernetes-multi-node-cluster-enviroment-5dd71d84dafc) [![medium.com/@pauldotyu: Effortlessly Deploy to AKS with Open Source Tools Draft and Acorn](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@pauldotyu/app-to-aks-with-draft-and-acorn-2d25f19649b7) [![medium.com/@pauldotyu: Service Mesh Considerations](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@pauldotyu/service-mesh-considerations-117561f30295) [![==medium.com/@pavanbelagatti: Kubernetes Service Types Explained== 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@pavanbelagatti/kubernetes-service-types-explained-2709cde3bc0c) [![medium.com/@pbijjala: Considerations for Hardening your GKE, a workload' perceptive](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@pbijjala/considerations-for-hardening-your-gke-a-workload-perceptive-943be26949d2) [![==medium.com/@pbijjala: Container security, an eco system view==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@pbijjala/container-security-an-eco-system-183dbffdf2d8) [![==medium.com/@pbijjala: reCap: Elasticity in Kubernetes/GKE== 🌟🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@pbijjala/recap-elasticity-in-kubernetes-gke-543d8523d3c) [![medium.com/@pbijjala: reCap: Kube vrs Cloud DNS in GKE](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@pbijjala/recap-kube-vrs-cloud-dns-in-gke-b8d1d407e00d) [![Build CI/CD Multibranch Pipeline with Jenkins and Kubernetes 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@peiruwang/build-ci-cd-multibranch-pipeline-with-jenkins-and-kubernetes-637de560d55a) [![medium.com: Serverless - Build a Serverless Simple Flask Application with' Kubeless on top of Kubernetes](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@peiruwang/serverless-build-a-serverless-simple-flask-application-with-kubeless-on-top-of-kubernetes-95c6682c3750) [![==medium.com/@percenuage: My adventure with Helm as GitOps in a distributed' architecture==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@percenuage/my-adventure-with-helm-as-gitops-in-a-distributed-architecture-6a6fdc6f11bd) [![medium.com/@perspectivementor: 6 Essential Skills for Landing a DevOps Job' in 2024](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@perspectivementor/6-essential-skills-for-landing-a-devops-job-in-2024-88f6c19341d7) [![medium.com/@pflooky: Intro to Kubernetes Mutating Webhooks (get more out' of Kubernetes)](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@pflooky/intro-to-kubernetes-mutating-webhooks-even-if-you-dont-know-kubernetes-172c30232488) [![medium: Running Oracle 12c on OpenShift Container Platform](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@pittar/running-oracle-12c-on-openshift-container-platform-ca471a9f7057) [![medium.com/@piyush.sachdeva055: Deploy AKS Cluster in Azure With Terraform](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@piyush.sachdeva055/deploy-aks-cluster-in-azure-with-terraform-2028f6c71ada) [![medium.com/@piyush_74867: Apache Airflow on Kubernetes at scale β€” a peak' under the hood](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@piyush_74867/apache-airflow-on-kubernetes-at-scale-a-peak-under-the-hood-1eebb9b4769b) [![medium: Notes on Graceful Shutdown in Kubernetes 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@pleasingsmoke/graceful-shutdown-of-pods-in-kubernetes-6da5588b5356) [![medium.com/@polatatc: Terraform; the most demanded DevOps skill!](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@polatatc/terraform-the-most-demanded-devops-skill-88c461641e7b) [![medium.com/@portainerio: Kubernetes, the ultimate enabler of automation](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@portainerio/kubernetes-the-ultimate-enabler-of-automation-27d5a3502807) [![medium.com/@poseidon.os: Poseidon: A Kubernetes Cluster Visualization &' Cost Analysis Tool](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@poseidon.os/poseidon-a-kubernetes-cluster-visualization-cost-analysis-tool-d0fb55c2858c) [![medium.com/@prasadanilmore: The Magic of Visualizing Your Cloud Infrastructure:' Real-time Terraform Visualization](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@prasadanilmore/the-magic-of-visualizing-your-cloud-infrastructure-real-time-terraform-visualization-c85ac0ca4933) [![medium: Pratyush Mathur - Kubernetes Architecture](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@pratyush.mathur/kubernetes-architecture-82e9bc8324f1) [![medium: Kubernetes Resources 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@pratyush.mathur/kubernetes-resources-c09d172dbdc5) [![medium: Logging with EFK - Pratyush Mathur](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@pratyush.mathur/logging-with-efk-1c2e131496d) [![==medium.com/@pratyush.mathur: Secrets Management Using Vault in K8S==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@pratyush.mathur/secrets-management-using-vault-in-k8s-272462c37fd8) [![medium.com/@pratzy99: Adoption of FinOps for Kubernetes Cost Optimization' 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@pratzy99/adoption-of-finops-for-kubernetes-cost-optimization-6263bc7b3f57) [![medium.com/@r_chan: Kubernetes Pods Termination Lifecycle](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@r_chan/kubernetes-pods-termination-lifecycle-fd2926c4611a) [![medium.com/@radha.sable25: Enabling IAM users/roles Access on Amazon EKS' cluster](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@radha.sable25/enabling-iam-users-roles-access-on-amazon-eks-cluster-f69b485c674f) [![medium.com: Gitflow β€” Branch Guide](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@rafavinnce/gitflow-branch-guide-8a523360c053) [![medium.com/@raghavendraguttur: Podman Containers β€” Beginner’s Guide](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://medium.com/@raghavendraguttur/podman-containers-beginners-guide-830b931e66f4) [![OpenTelemetry (OTel) vs Application Performance Monitoring (APM)](){: style="width:48px; 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height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://release.com/blog/terraform-kubernetes-deployment-a-detailed-walkthrough) [![releasehub.com: 6 Docker Compose Best Practices for Dev and Prod](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://releasehub.com/blog/6-docker-compose-best-practices-for-dev-and-prod) [![releasehub.com: Cutting Build Time In Half with Docker’s Buildx Kubernetes' Driver](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://releasehub.com/blog/cutting-build-time-in-half-docker-buildx-kubernetes) [![releasehub.com: Kubernetes Health Checks - 2 Ways to Improve Stability in' Your Production Applications](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://releasehub.com/blog/kubernetes-health-checks-2-ways-to-improve-stability) [![releasehub.com: Terraform Kubernetes Deployment: A Detailed Walkthrough](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://releasehub.com/blog/terraform-kubernetes-deployment-a-detailed-walkthrough) [![releaseops.io: Scaling Kubernetes Deployments in AWS with Container Insights' Metrics](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://releaseops.io/blog/scaling-kubernetes-deployments-in-aws-with-container-insights-metrics) [![kubedev 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://relferreira.github.io/kubedev) [![relnotes.k8s.io: Kubernetes Release Notes](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://relnotes.k8s.io) [![relocate.me](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://relocate.me) [![remoteone](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://remote.one) [![renjithvr11.medium.com: Running GitLab Runners on Kubernetes](){: style="width:48px; 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height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://repost.aws/knowledge-center/create-and-activate-aws-account) [![repost.aws: How do I plan an upgrade strategy for an Amazon EKS cluster?](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://repost.aws/knowledge-center/eks-plan-upgrade-cluster) [![Dapper](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://research.google/pubs/dapper-a-large-scale-distributed-systems-tracing-infrastructure) [![Dapper](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://research.google/pubs/pub36356) [![==research.nccgroup.com: Detection Engineering for Kubernetes clusters==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://research.nccgroup.com/2021/11/10/detection-engineering-for-kubernetes-clusters) [![==research.nccgroup.com: 10 real-world stories of how we’ve compromised' CI/CD pipelines==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://research.nccgroup.com/2022/01/13/10-real-world-stories-of-how-weve-compromised-ci-cd-pipelines) [![==resources.github.com: What is GitHub Actions? How automation & CI/CD work' on GitHub (whitepaper/pdf)==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://resources.github.com/devops/tools/automation/actions) [![resources.whitesourcesoftware.com: Kubernetes Security Best Practices 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://resources.whitesourcesoftware.com/blog-whitesource/kubernetes-security) [![**Restic**](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://restic.net) [![The remote job guide: job search & productivity working from home](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://resume.io/blog) [![The remote job guide: job search & productivity working from home](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://resume.io/blog/remote-job-guide) [![rethinkdb.com](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://rethinkdb.com) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://retina.sh) [![reviewnprep.com: DevOps Basics](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://reviewnprep.com/blog/devops-basics) [![reviewnprep.com: DevOps Tool Primer: Docker, Kubernetes, Ansible](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://reviewnprep.com/blog/devops-tool-comparison-docker-vs-kubernetes-vs-ansible) [![ServerlessHorrors: A Web Compiling Nightmares in the Serverless World](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://revistacloud.com/serverlesshorrors-la-web-que-recoge-las-peores-pesadillas-del-mundo-serverless) [![rexegg.com: Regex Syntax Tricks](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://rexegg.com/regex-tricks.html) [![Red Hat Enterprise Linux Blog. 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height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://thenewstack.io/gitops-use-cases-you-may-not-have-considered) [![thenewstack.io: Gitpod Brings Automated Environments to JetBrains IDEs](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://thenewstack.io/gitpod-brings-automated-environments-to-jetbrains-ides) [![==Gitpod Open Sources a β€˜Holistic IDE’==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://thenewstack.io/gitpod-open-sources-a-holistic-ide) [![thenewstack.io: GitPod OpenVSCode Server Brings Visual Studio Code to the' Browser](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://thenewstack.io/gitpod-openvscode-server-brings-visual-studio-code-to-the-browser) [![thenewstack.io: GoDaddy’s Project to Secure, Rotate Kubernetes Secrets 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://thenewstack.io/godaddys-innovative-project-to-secure-and-rotate-kubernetes-secrets) [![thenewstack.io: Are Private Clouds Proliferating?](){: style="width:48px; 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margin:6px;" .channel-logo}](https://thenewstack.io/learn-12-factor-apps-before-kubernetes) [![thenewstack.io: Less Is More with Kubernetes 1.22](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://thenewstack.io/less-is-more-with-kubernetes-1-22) [![thenewstack.io: Lightstep’s OpenTelemetry Launchers Simplify Integration to Line of Code](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://thenewstack.io/lightsteps-opentelemetry-launchers-simplify-integration-to-line-of-code) [![thenewstack.io: LinkedIn Layered Architecture Minimizes Kafka Scaling Issues](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://thenewstack.io/linkedin-layered-architecture-minimizes-kafka-scaling-issues) [![thenewstack.io: Linkerd 2.0: The Service Mesh for Service Owners, Platform Architects, SREs](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://thenewstack.io/linkerd-2-0-the-service-mesh-for-service-owners-platform-architects-sres) [![thenewstack.io: Living with Kubernetes: 12 Commands to Debug Your Workloads 🌟](){: style="width:48px; 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The gaps might be smaller' than you think==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.cncf.io/blog/2022/07/01/devops-vs-sre-vs-platform-engineering-the-gaps-might-be-smaller-than-you-think) [![cncf.io: How to GitOps your Terraform](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.cncf.io/blog/2022/09/30/how-to-gitops-your-terraform) [![cncf.io: Kubernetes best practice: How to (correctly) set resource requests' and limits](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.cncf.io/blog/2022/10/20/kubernetes-best-practice-how-to-correctly-set-resource-requests-and-limits) [![cncf.io: Seven zero trust rules for Kubernetes](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.cncf.io/blog/2022/11/04/seven-zero-trust-rules-for-kubernetes) [![==cncf.io: Monitoring micro-front ends on Kubernetes with NGINX== 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.cncf.io/blog/2023/02/01/monitoring-micro-front-ends-on-kubernetes-with-nginx) [![cncf.io: Kubernetes storage is complex, but it’s getting better](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.cncf.io/blog/2023/03/28/kubernetes-storage-is-complex-but-its-getting-better) [![Kubernetes Troubleshooting: A Step-by-Step Guide](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.cncf.io/blog/2025/03/13/kubernetes-troubleshooting-a-step-by-step-guide) [![cncf.io: Certified Kubernetes Application Developer (CKAD)](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.cncf.io/certification/ckad) [![Certified Kubernetes offerings](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.cncf.io/certification/software-conformance) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.cncf.io/kubeweekly) [![cncf.io: THE ILLUSTRATED CHILDREN’S GUIDE TO KUBERNETES 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.cncf.io/phippy/the-childrens-illustrated-guide-to-kubernetes) [![CNCF Reports](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.cncf.io/reports) [![cncf.io webinar: Deploying Kubernetes to bare metal using cluster API](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.cncf.io/webinars/deploying-kubernetes-to-bare-metal-using-cluster-api) [![CNCF Survey Report 2019](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.cncf.io/wp-content/uploads/2020/03/CNCF_Survey_Report.pdf) [![CNCF Survey Report 2020](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.cncf.io/wp-content/uploads/2020/11/CNCF_Survey_Report_2020.pdf) [![cncf.io: CNCF Operator White Paper (PDF) 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.cncf.io/wp-content/uploads/2021/07/CNCF_Operator_WhitePaper.pdf) [![CNCF Survey Report 2021](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.cncf.io/wp-content/uploads/2021/12/Q1-2021-State-of-Cloud-Native-development-FINAL.pdf) [![cockroachlabs.com: Automated database operations with Terraform](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.cockroachlabs.com/blog/automate-database-ops-with-terraform) [![cockroachlabs.com: How to use Cluster Mesh for Multi-Region Kubernetes Pod Communication](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.cockroachlabs.com/blog/cockroachdb-kubernetes-cilium) [![Cockroach](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.cockroachlabs.com/docs/stable/kubernetes-overview) [![==Cockroach==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.cockroachlabs.com/docs/stable/orchestration.html) [![codecademy.com](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.codecademy.com) [![blog.codecentric.de: Stop re-writing pipelines! 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Here’s why](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.codium.ai/blog/codiumai-powered-by-testgpt-accounces-beta-and-raised-11m) [![None](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.cognizant.com/InsightsWhitepapers/Jumpstarting-DevOps-with-Continuous-Testing-codex1719.pdf) [![CommandLine Ninja](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.commandline.ninja) [![commandline.ninja: Use Powershell to find windows services configured to' run as another user](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.commandline.ninja/use-powershell-to-find-windows-svcs-configured-to-run-as-another-user) [![commandline.ninja: Video Intro to Secret Management with Powershell](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.commandline.ninja/video-intro-to-secret-management-with-powershell) [![commandlinefu.com](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.commandlinefu.com) [![CommandLineFu 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.commandlinefu.com/commands/browse) [![commandlinefu.com/commands/matching/ssh](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.commandlinefu.com/commands/browse/commands/matching/ssh/c3No/sort-by-votes) [![commandlinefu.com: Compare directories via diff](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.commandlinefu.com/commands/browse/commands/view/9116/compare-directories-via-diff) [![commandlinefu.com/commands/matching/ssh](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.commandlinefu.com/commands/matching/ssh/c3No/sort-by-votes) [![commandlinefu.com: pip install into current directory without virtualenv](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.commandlinefu.com/commands/view/17656/pip-install-into-current-directory-without-virtualenv) [![commandlinefu.com: Compare directories via diff](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.commandlinefu.com/commands/view/9116/compare-directories-via-diff) [![comparitech.com: Nmap Cheat Sheet](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.comparitech.com/net-admin/nmap-nessus-cheat-sheet) [![computerworld.com: How to get a job in healthcare IT](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.computerworld.com/article/1627067/how-to-get-a-job-in-healthcare-it-2.html) [![computerworld.com: How to get a job in healthcare IT](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.computerworld.com/article/3663674/how-to-get-a-job-in-healthcare-it.html) [![Rancher Labs launches free training course to meet surging demand for Kubernetes skills](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.computing.co.uk/news/4015423/rancher-labs-launches-free-training-course-meet-surging-demand-kubernetes) [![computing.co.uk: CloudBees gets busy with security, visibility and control as DevOps evolves](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.computing.co.uk/news/4020521/cloudbees-busy-security-visibility-control-devops-evolves) [![computing.es: Retos del outsourcing de servicios IT en EspaΓ±a](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.computing.es/mundo-digital/opinion/1129764046601/retos-del-outsourcing-de-servicios-it-espana.1.html) [![AWS application-architecture](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.conceptdraw.com/examples/application-architecture) [![conduktor.io 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.conduktor.io) [![==conduktor.io/kafka: Learn Apache Kafka like never before==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.conduktor.io/kafka) [![==conduktor.io: What is Apache Kafka?==](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.conduktor.io/kafka/what-is-apache-kafka) [![confluent.fr: Infrastructure Modernization with Google Anthos and Apache' Kafka](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.confluent.fr/blog/modernize-apps-and-infrastructure-with-anthos-confluent-kafka) [![confluent.io](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.confluent.io) [![Confluent.io: Intro to Apache Kafka: How Kafka Works 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.confluent.io/blog/apache-kafka-intro-how-kafka-works) [![confluent.io: How to Build and Deploy Scalable Machine Learning in Production with Apache Kafka](){: style="width:48px; height:48px; 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height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.confluent.io/blog/kafka-devops-with-confluent-kubernetes-and-gitops) [![Kafka Streams and ksqlDB Compared – How to Choose](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.confluent.io/blog/kafka-streams-vs-ksqldb-compared) [![confluent.io: Apache Kafka Made Simple: A First Glimpse of a Kafka Without' ZooKeeper 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.confluent.io/blog/kafka-without-zookeeper-a-sneak-peek) [![confluent.io: Apache Kafka Made Simple: A First Glimpse of a Kafka Without ZooKeeper](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.confluent.io/blog/latest-apache-kafka-release) [![confluent.io: Confluent and Microsoft Announce Strategic Alliance](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.confluent.io/blog/latest-partner-ecosystem) [![confluent.io: How to Manage Secrets for Confluent with Kubernetes and HashiCorp Vault](){: style="width:48px; 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height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://blog.axway.com/learning-center/apis/basics/what-is-an-api) [![blazemeter.com: Three Ways DevOps Benefit from AWS CodePipeline](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.blazemeter.com/blog/devops-best-practices-testing) [![stackoverflow: How to define BuildConfig object with Jenkins and openshift](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://stackoverflow.com/questions/52337851/how-to-define-buildconfig-object-with-jenkins-and-openshift) [![axway.com/digitize](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://resources.axway.com) [![Axway API Management](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://blog.axway.com/learning-center/apis/basics/full-lifecycle-api-management) [![justinpolidori.it: Secure Your Docker Images With Cosign (and OPA Gatekeeper)](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://justinpolidori.com/posts/20220116_sign_images_with_cosign_and_verify_with_gatekeeper) [![Relay](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.puppet.com) [![portworx.com: Implementing Data Security on Red Hat OpenShift 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://portworx.com/blog/implementing-data-security-on-red-hat-openshift) [![Project Calico 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.tigera.io/project-calico) [![iximiuz.com: Containers 101: attach vs. exec - what's the difference?](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://labs.iximiuz.com/tutorials/docker-run-vs-attach-vs-exec) [![docker.com: Docker and Ambassador Labs Announce Telepresence for Docker, Improving the Kubernetes Development Experience 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.docker.com) [![docker.com: Kubernetes in Production Environments](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.docker.com/blog) [![Tomcat vs. Jetty vs. Undertow: Comparison of Spring Boot Embedded Servlet Containers](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://examples.javacodegeeks.com/java-development/enterprise-java/spring/tomcat-vs-jetty-vs-undertow-comparison-of-spring-boot-embedded-servlet-containers) [![mergify.io](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://mergify.com) [![cncf.io: Quick application deployments on MicroK8s using Helm Charts](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.cncf.io/blog/2021/03/23/quick-application-deployments-on-microk8s-using-helm-charts) [![mbbaig.blog: How to create custom Helm charts 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://hackandslash.blog/how-to-create-custom-helm-charts) [![developer.com: Overcoming the Common Microservices Anti-Patterns](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://dzone.com/articles/microservices-anti-patterns) [![blazemeter.com: Top Jenkins Plugins You Can’t Miss in 2018](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.blazemeter.com/blog) [![PX-Backup](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://portworx.com/products/portworx-backup) [![portworx.com: How to backup and restore Elasticsearch on Kubernetes](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://portworx.com/blog/how-to-backup-and-restore-elasticsearch-on-kubernetes) [![eevans.co: Deconstructing Kubernetes Networking](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://eevans.co/blog/deconstructing-kubernetes-networking/index.html) [![blog.kubecost.com: Kubernetes kOps: Step-By-Step Example & Alternatives](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.apptio.com/blog/kubernetes-kops/?src=kc-blog) [![projectcalico.org: Advertising Kubernetes Service IPs with Calico and BGP](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.tigera.io/blog/advertising-kubernetes-service-ips-with-calico-and-bgp) [![cncf.io webinar: Deploying Kubernetes to bare metal using cluster API](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.cncf.io/online-programs/deploying-kubernetes-to-bare-metal-using-cluster-api) [![itwonderlab.com: Kubernetes Cluster using Vagrant and Ansible with Containerd (in 3 minutes) 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.itwonderlab.com/ansible-kubernetes-vagrant-tutorial) [![blog.doit-intl.com: How to Set Up Multi-Cluster Load Balancing with GKE](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.doit.com/blog) [![programmer.ink: Maven scaffolding best practices](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://enclaver.io/docs/0.x/getting-started) [![blog.axway.com: What is iPaaS?](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://blog.axway.com/learning-center/apis/api-management/whats-ipaas) [![developer.com: An Introduction to Event Driven Microservices](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://dzone.com/articles/event-driven-microservices-1) [![Zebrium](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://sciencelogic.com/platform/skylar-advisor) [![How to Run HA Elasticsearch (ELK) on Red Hat OpenShift](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://portworx.com/blog/run-ha-elasticsearch-elk-red-hat-openshift) [![blazemeter.com: Open Source Load Testing Tools: Which One Should You Use?](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.blazemeter.com/blog/open-source-load-testing-tools) [![Blazemeter.com: Continuous Integration 101 - How to run Jmeter with jenkins 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.blazemeter.com/blog/continuous-integration-jenkins) [![portworx.com: Monitoring Kubernetes Backup with Prometheus and Grafana](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://portworx.com/blog/kubernetes-backup-monitoring) [![stackoverflow: Problems installing python3 on RHEL 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://stackoverflow.com/questions/8087184/installing-python-3-on-rhel) [![Azure Policy](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://nubenetes.com/azure) [![justinpolidori.it: LDAP authentication with Dex on Kubernetes with Vcluster (K3S)](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://justinpolidori.com/posts/20220611_vcluster_auth) [![blog.kubecost.com: Rancher vs Kubernetes: It’s not either or](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.apptio.com/blog/rancher-vs-kubernetes/?src=kc-blog) [![Rancher Academy 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.rancher.academy) [![vmblog.com: The Rise of Modern Day Kubernetes Operations](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://vmblog.com/bylines/the-rise-of-modern-day-kubernetes-operations) [![Certified Kubernetes offerings](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.cncf.io/training/certification/software-conformance) [![projectcalico.org: Using Kubernetes to orchestrate VMs](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.tigera.io/blog/using-kubernetes-to-orchestrate-vms) [![Searchable list of Kubernetes Storage Providers](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://storageclass.info/drivers) [![blog.kubecost.com: The Guide to Kubernetes Labels](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.apptio.com/topics/kubernetes/labels/?src=kc-blog) [![cncf.io: Certified Kubernetes Application Developer (CKAD)](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.cncf.io/training/certification/ckad) [![blog.kubecost.com: AKS Cost Monitoring and Governance With Kubecost](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.apptio.com/topics/kubernetes/aks-cost/?src=kc-blog) [![Kubecost 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.apptio.com/products/kubecost/?src=kc-com) [![blog.kubecost.com: Kubernetes node affinity: examples & instructions](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.apptio.com/topics/kubernetes/node-affinity/?src=kc-blog) [![blog.kubecost.com: Kubecost raises $5.5 million to help teams monitor and reduce their Kubernetes spend](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.apptio.com/blog-devops/?src=kc-blog) [![portworx.com: Automating Kubernetes Data Management with GitOps & AutoPilot](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://portworx.com/blog/automating-kubernetes-data-management-with-gitops-autopilot) [![puppet.com: The 2021 State of DevOps Report is here! 🌟](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://www.puppet.com/resources/state-of-devops-report) [![Promotion-Based Development: A Fast Track to Mediocrity](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://vadimkravcenko.com/shorts/promotion-based-development) [![GitLab CI/CD](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://docs.gitlab.com/ee/ci) [![Azure Pipelines](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://learn.microsoft.com/en-us/azure/devops/pipelines) [![cursor.com: Cursor AI Code Editor](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://cursor.com) [![antigravity.google: Google Antigravity Agentic Platform](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://antigravity.google) [![docs.anthropic.com: Claude Code CLI](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview) [![githubnext.com: GitHub Copilot Workspace](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://githubnext.com/projects/copilot-workspace) [![learn.microsoft.com: Use Agent Mode in GitHub Copilot](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://learn.microsoft.com/en-us/visualstudio/ide/copilot-agent-mode) [![github.blog: Continuous Delivery with GitHub Actions](){: style="width:48px; height:48px; object-fit:contain; margin:6px;" .channel-logo}](https://github.blog/enterprise-software/ci-cd/continuous-delivery-github-actions-best-practices)
 
 

 

 
-## The Agentic Pulse
-- **(2026)** [**==abarrak.gitbook.io: Linux SysOps Handbook 🌟==**](https://abarrak.gitbook.io/linux-sysops-handbook) 🌟🌟🌟🌟
-- **(2026)** [**==Google I/O 2026 Official NotebookLM Document==**](https://accounts.google.com/v3/signin/identifier?continue=https%3A%2F%2Fnotebooklm.google.com%2Flogin%3Fcontinue%3Dhttps%3A%2F%2Fnotebooklm.google.com%2Fnotebook%2F87ae4230-9dda-445a-9775-df61ad7044dc%3Fauthuser%253D0%2526pageId%253Dnone&dsh=S-651079724%3A1780398802084305&followup=https%3A%2F%2Fnotebooklm.google.com%2Flogin%3Fcontinue%3Dhttps%3A%2F%2Fnotebooklm.google.com%2Fnotebook%2F87ae4230-9dda-445a-9775-df61ad7044dc%3Fauthuser%253D0%2526pageId%253Dnone&osid=1&passive=1209600&flowName=WebLiteSignIn&flowEntry=ServiceLogin&ifkv=AWa2PavtOIva2wcDqJnQlJq3nohbB8kL26HoI0qLEI-ErQFf9Roi9aGt-ViI1YzZGxXTHSAzER9n) 🌟🌟🌟🌟
-- **(2026)** [**==Google I/O 2026 Official Interactive NotebookLM Workspace==**](https://accounts.google.com/v3/signin/identifier?continue=https%3A%2F%2Fnotebooklm.google.com%2Flogin%3Fcontinue%3Dhttps%3A%2F%2Fnotebooklm.google.com%2Fnotebook%2F87ae4230-9dda-445a-9775-df61ad7044dc%3Fauthuser%253D0%2526pageId%253Dnone&dsh=S1679469113%3A1780351896918873&followup=https%3A%2F%2Fnotebooklm.google.com%2Flogin%3Fcontinue%3Dhttps%3A%2F%2Fnotebooklm.google.com%2Fnotebook%2F87ae4230-9dda-445a-9775-df61ad7044dc%3Fauthuser%253D0%2526pageId%253Dnone&osid=1&passive=1209600&flowName=WebLiteSignIn&flowEntry=ServiceLogin&ifkv=AWa2PavSnxHMtFSGKVa_Dah4shJtj9idxNyn2Ox3EoPb7A8bY4KqdUXEQGTMYRZG1kKemtcZyQPg7w) 🌟🌟🌟🌟
-- **(2026)** [**==Opsera DevOps Agent==**](https://agent.opsera.ai) 🌟🌟🌟🌟
-- **(2026)** [**==Android CLI Stable 1.0: Accelerating Multi-Agent Development==**](https://android-developers.googleblog.com/2026/05/android-cli-stable-1-0-agent-development.html) 🌟🌟🌟🌟
+

+
πŸ”₯ Trending Now β€” Cloud Native Intelligence Updated Jun 19, 2026

+

+

+  
πŸ”΄ CRITICAL

+  
Kubernetes & Orchestration

+  
Crossplane

+  
2026-06-14 · 🌟🌟🌟🌟🌟

+  
It represents a major paradigm shift, transforming Kubernetes from a container orchestrator into a universal control plane for all cloud infrastructure.

+

+

+  
πŸ”΄ CRITICAL

+  
Kubernetes & Orchestration

+  
NVIDIA/k8s-device-plugin: NVIDIA device plugin for Kubernetes

+  
2026-06-14 · 🌟🌟🌟🌟🌟

+  
It is the essential hardware-enablement layer allowing Kubernetes to dynamically schedule and manage physical GPUs for demanding AI and ML workloads.

+

+

+  
πŸ”΄ CRITICAL

+  
Observability, SRE & Testing

+  
github.com/prometheus/prometheus

+  
2026-06-13 · 🌟🌟🌟🌟🌟

+  
Prometheus remains the absolute cornerstone of cloud-native telemetry and the primary backend for modern SRE observability.

+

+

+  
πŸ”΄ CRITICAL

+  
Observability, SRE & Testing

+  
OpenTelemetry Collector

+  
2026-06-12 · 🌟🌟🌟🌟🌟

+  
The OpenTelemetry Collector is the industry-standard pipeline for vendor-agnostic telemetry collection, processing, and routing.

+

+

+  
πŸ”΄ CRITICAL

+  
Azure

+  
github.com/microsoft/CBL-Mariner

+  
2026-06-14 · 🌟🌟🌟🌟🌟

+  
It defines the official container-optimized OS for AKS, significantly reducing the security attack surface and resource footprint for enterprise cloud-native workloads.

+

+

+  
πŸ”΄ CRITICAL

+  
CI/CD & GitOps

+  
Argo CD

+  
2026-06-01 · 🌟🌟🌟🌟🌟

+  
The absolute industry standard for GitOps-based continuous delivery, enabling seamless synchronization of declarative Kubernetes states.

+

+

+

+  πŸ“Š Full Tech & Cloud Digest β†’
+  🌍 Industry & Geo Digest β†’
+

+

+
 
 ## Strategic Dimensions
 - **[πŸŽ₯ Agentic Video Hub (Architectural Summary)](./videos/index.md)**
@@ -142,7 +188,6 @@
 - **[About](./about.md)**
 - **[Cheatsheets](./cheatsheets.md)**
 - **[Cloud Arch Diagrams](./cloud-arch-diagrams.md)**
-- **[Cloud Asset Inventory](./cloud-asset-inventory.md)**
 - **[Customer](./customer.md)**
 - **[Demos](./demos.md)**
 - **[DevOps Tools](./devops-tools.md)**
@@ -160,7 +205,8 @@
 - **[Monitoring](./monitoring.md)**
 - **[Other Awesome Lists](./other-awesome-lists.md)**
 - **[Prometheus](./prometheus.md)**
-### Platform and Site Reliability
+- **[Stackstorm](./stackstorm.md)**
+### Platform & Site Reliability
 - **[Chaos Engineering](./chaos-engineering.md)**
 - **[Developerportals](./developerportals.md)**
 - **[DevOps](./devops.md)**
@@ -174,26 +220,20 @@
 - **[Testops](./testops.md)**
 ### Hardened Infrastructure
 - **[Ansible](./ansible.md)**
-- **[Chef](./chef.md)**
-- **[Crossplane](./crossplane.md)**
 - **[Devsecops](./devsecops.md)**
-- **[IaC](./iac.md)**
 - **[Kubernetes Security](./kubernetes-security.md)**
 - **[Kustomize](./kustomize.md)**
 - **[Liquibase](./liquibase.md)**
-- **[Oauth](./oauth.md)**
 - **[Pulumi](./pulumi.md)**
 - **[Securityascode](./securityascode.md)**
 - **[Terraform](./terraform.md)**
 ### Cloud Providers (Hyperscalers)
 - **[Googlecloudplatform](./GoogleCloudPlatform.md)**
 - **[AWS Architecture](./aws-architecture.md)**
-- **[AWS Backup](./aws-backup.md)**
 - **[AWS Containers](./aws-containers.md)**
 - **[AWS Data](./aws-data.md)**
 - **[AWS Databases](./aws-databases.md)**
 - **[AWS DevOps](./aws-devops.md)**
-- **[AWS IaC](./aws-iac.md)**
 - **[AWS Messaging](./aws-messaging.md)**
 - **[AWS Miscellaneous](./aws-miscellaneous.md)**
 - **[AWS Monitoring](./aws-monitoring.md)**
@@ -202,8 +242,6 @@
 - **[AWS Pricing](./aws-pricing.md)**
 - **[AWS Security](./aws-security.md)**
 - **[AWS Serverless](./aws-serverless.md)**
-- **[AWS Spain](./aws-spain.md)**
-- **[AWS Storage](./aws-storage.md)**
 - **[AWS Tools Scripts](./aws-tools-scripts.md)**
 - **[AWS Training](./aws-training.md)**
 - **[AWS](./aws.md)**
@@ -213,15 +251,12 @@
 - **[Ibm_Cloud](./ibm_cloud.md)**
 - **[Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)**
 - **[Oraclecloud](./oraclecloud.md)**
-- **[Private Cloud Solutions](./private-cloud-solutions.md)**
 - **[Public Cloud Solutions](./public-cloud-solutions.md)**
-- **[Scaleway](./scaleway.md)**
-### Networking and Service Mesh
+### Networking & Service Mesh
 - **[Caching](./caching.md)**
 - **[Cloudflare](./cloudflare.md)**
 - **[Istio](./istio.md)**
 - **[Kubernetes Networking](./kubernetes-networking.md)**
-- **[Networking](./networking.md)**
 - **[Servicemesh](./servicemesh.md)**
 - **[Web Servers](./web-servers.md)**
 ### The Container Stack
@@ -232,7 +267,6 @@
 - **[Kubernetes Autoscaling](./kubernetes-autoscaling.md)**
 - **[Kubernetes Backup Migrations](./kubernetes-backup-migrations.md)**
 - **[Kubernetes Based Devel](./kubernetes-based-devel.md)**
-- **[Kubernetes Bigdata](./kubernetes-bigdata.md)**
 - **[Kubernetes Client Libraries](./kubernetes-client-libraries.md)**
 - **[Kubernetes Monitoring](./kubernetes-monitoring.md)**
 - **[Kubernetes On Premise](./kubernetes-on-premise.md)**
@@ -246,11 +280,10 @@
 - **[Openshift](./openshift.md)**
 - **[Rancher](./rancher.md)**
 - **[Serverless](./serverless.md)**
-### Data and Advanced Analytics
+### Data & Advanced Analytics
 - **[Crunchydata](./crunchydata.md)**
 - **[Databases](./databases.md)**
 - **[Message Queue](./message-queue.md)**
-- **[Newsql](./newsql.md)**
 - **[NoSQL](./nosql.md)**
 - **[Yaml](./yaml.md)**
 ### Engineering Pipeline
@@ -265,14 +298,11 @@
 - **[Openshift Pipelines](./openshift-pipelines.md)**
 - **[Registries](./registries.md)**
 - **[Sonarqube](./sonarqube.md)**
-- **[Stackstorm](./stackstorm.md)**
 - **[Tekton](./tekton.md)**
 ### Developer Ecosystem
-- **[Chromedevtools](./ChromeDevTools.md)**
 - **[Angular](./angular.md)**
 - **[API](./api.md)**
 - **[Devel Sites](./devel-sites.md)**
-- **[Dom](./dom.md)**
 - **[Dotnet](./dotnet.md)**
 - **[Embedded Servlet Containers](./embedded-servlet-containers.md)**
 - **[Golang](./golang.md)**
@@ -280,29 +310,15 @@
 - **[Java_App_Servers](./java_app_servers.md)**
 - **[Java_Frameworks](./java_frameworks.md)**
 - **[Javascript](./javascript.md)**
-- **[JVM Parameters Matrix Table](./jvm-parameters-matrix-table.md)**
 - **[Linux Dev Env](./linux-dev-env.md)**
-- **[Lowcode Nocode](./lowcode-nocode.md)**
 - **[Maven Gradle](./maven-gradle.md)**
 - **[Postman](./postman.md)**
 - **[Python](./python.md)**
-- **[React](./react.md)**
-- **[Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md)**
 - **[Visual Studio](./visual-studio.md)**
-- **[Web3](./web3.md)**
-- **[Xamarin](./xamarin.md)**
-### Career and Industry
+### Career & Industry
 - **[Appointment Scheduling](./appointment-scheduling.md)**
-- **[Digital Money](./digital-money.md)**
 - **[Elearning](./elearning.md)**
-- **[Finops](./finops.md)**
-- **[Freelancing](./freelancing.md)**
-- **[HR](./hr.md)**
 - **[Interview Questions](./interview-questions.md)**
-- **[Newsfeeds](./newsfeeds.md)**
-- **[Recruitment](./recruitment.md)**
-- **[Remote Tech Jobs](./remote-tech-jobs.md)**
-- **[Workfromhome](./workfromhome.md)**
 
 ---
 
diff --git a/v2-docs/industry-digest.md b/v2-docs/industry-digest.md
index 16572e88..589dbdf3 100644
--- a/v2-docs/industry-digest.md
+++ b/v2-docs/industry-digest.md
@@ -1,4 +1,9 @@
-# Nubenetes Industry and Geo Intelligence Digest
+---
+search:
+  boost: 2
+---
+
+# 🌍 Nubenetes Industry & Geo Intelligence Digest
 
 !!! tip "Nubenetes Intelligence Digest"
     AI-curated ranking of the most impactful resources, updated monthly.
diff --git a/v2-docs/interview-questions.md b/v2-docs/interview-questions.md
index 893a9518..e70c5429 100644
--- a/v2-docs/interview-questions.md
+++ b/v2-docs/interview-questions.md
@@ -8,82 +8,20 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Architecture](#architecture)
   - [System Design](#system-design)
     - [Scalability](#scalability)
 1. [Career and Interview Preparation](#career-and-interview-preparation)
   - [Interview Prep](#interview-prep)
     - [API and Automation Testing](#api-and-automation-testing)
-    - [AWS Platforms](#aws-platforms)
-    - [Ansible](#ansible)
-    - [Aviation and Career Tools](#aviation-and-career-tools)
-    - [Database and SQL](#database-and-sql)
-    - [DevOps and CICD](#devops-and-cicd)
-    - [Git and Version Control](#git-and-version-control)
-    - [Java Memory Management](#java-memory-management)
-    - [Kubernetes](#kubernetes)
-    - [Linux Internals](#linux-internals)
-    - [Low Latency Programming](#low-latency-programming)
     - [Microservices Design](#microservices-design)
-    - [Selenium Automation](#selenium-automation)
-    - [Terraform](#terraform)
-    - [Terraform Cloud](#terraform-cloud)
-  - [Reference Vaults](#reference-vaults)
-    - [Git and Version Control](#git-and-version-control-1)
-  - [Resource Vaults](#resource-vaults)
-    - [System Design](#system-design-1)
-1. [Career and Leadership](#career-and-leadership)
-  - [DevOps Architecture](#devops-architecture)
-    - [Interview Prep](#interview-prep-1)
 1. [Data Engineering](#data-engineering)
   - [Event Streaming](#event-streaming)
     - [Apache Kafka](#apache-kafka)
 1. [DevOps](#devops)
-  - [Automation](#automation)
-    - [Python](#python)
-  - [CI-CD](#ci-cd)
-    - [Jenkins](#jenkins)
   - [Container Orchestration](#container-orchestration)
-    - [Kubernetes](#kubernetes-1)
-1. [Management](#management)
-  - [Agile](#agile)
-    - [Scrum](#scrum)
-1. [Software Engineering](#software-engineering)
-  - [Data Formats](#data-formats)
-    - [JSON](#json)
-  - [Java](#java)
-    - [Interview Preparation](#interview-preparation)
-  - [Python](#python-1)
-    - [Interactive](#interactive)
-1. [Software Testing](#software-testing)
-  - [API Automation](#api-automation)
-    - [QA Methodology](#qa-methodology)
-    - [REST Assured](#rest-assured)
-  - [Fundamentals](#fundamentals)
-    - [QA Methodology](#qa-methodology-1)
-  - [UI Automation](#ui-automation)
-    - [Cypress](#cypress)
-    - [Selenium](#selenium)
+    - [Kubernetes](#kubernetes)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [guru99.com: Top 19 Ansible Interview Questions and Answers for 2022](https://www.guru99.com/ansible-interview-questions.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering guru99.com: Top 19 Ansible Interview Questions and Answers for 2022 in the Kubernetes Tools ecosystem.
-  - [devsecops.co.in: 100+ Ansible Interview Questions and Answers](https://devsecops.co.in/2021/05/18/ansible-interview-questions)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devsecops.co.in: 100+ Ansible Interview Questions and Answers in the Kubernetes Tools ecosystem.
-  - [mrdevops.hashnode.dev: Top 40 Terraform Interview Questions and Answers' for 2023](https://mrdevops.hashnode.dev/top-40-terraform-interview-questions-and-answers-for-2023)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering mrdevops.hashnode.dev: Top 40 Terraform Interview Questions and Answers' for 2023 in the Kubernetes Tools ecosystem.
-  - [TGB - AWS Interview Questions and Answers - Frequently asked](https://www.techgeekbuzz.com/top-aws-interview-questions-and-answers)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering TGB - AWS Interview Questions and Answers - Frequently asked in the Kubernetes Tools ecosystem.
-  - [grokkinginterview.com: 13 REST API interview questions you need to know](https://grokkinginterview.com/13-rest-api-interview-questions-you-need-to-know-f0e7ec857550)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering grokkinginterview.com: 13 REST API interview questions you need to know in the Kubernetes Tools ecosystem.
-  - [denic.hashnode.dev: Resources to crush the technical interview](https://denic.hashnode.dev/resources-to-crush-the-technical-interview)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering denic.hashnode.dev: Resources to crush the technical interview in the Kubernetes Tools ecosystem.
-  - [devsecops.co.in: DevOps Interview Questions and Answers](https://devsecops.co.in/2021/05/20/devops-interview-questions)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devsecops.co.in: DevOps Interview Questions and Answers in the Kubernetes Tools ecosystem.
-  - [towardsdev.com: Microservice Interview questions for Backend Developers' series-1](https://towardsdev.com/microservice-interview-questions-for-backend-developers-series-1-112d623a7c2a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering towardsdev.com: Microservice Interview questions for Backend Developers' series-1 in the Kubernetes Tools ecosystem.
-  - [50+ Java Collections Interview Questions for Beginners and Experienced Programmers](https://medium.com/javarevisited/50-java-collections-interview-questions-for-beginners-and-experienced-programmers-4d2c224cc5ab)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering 50+ Java Collections Interview Questions for Beginners and Experienced Programmers in the Kubernetes Tools ecosystem.
-  - [devsecops.co.in: Kubernetes Interview Questions and Answers](https://devsecops.co.in/2021/05/22/kubernetes-interview)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devsecops.co.in: Kubernetes Interview Questions and Answers in the Kubernetes Tools ecosystem.
 ## Architecture
 
 ### System Design
@@ -99,73 +37,9 @@
 
   - **(2026)** [automationreinvented.blogspot.com: Top 30 API Testing Interview Questions & Answers for SDET/API Automation-Rest Assured? SET-03](https://automationreinvented.blogspot.com/2020/11/top-30-api-testing-interview-questions.html) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Contains SDET-focused interview questions highlighting API validation workflows. Emphasizes the use of REST-Assured for setting up automated testing pipelines, processing HTTP headers, and verifying JSON response payloads.
   - **(2026)** [automationqahub.com: Latest API Testing Interview Questions And Answers](https://automationqahub.com/latest-api-testing-interview-questions-and-answers) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A concise roadmap evaluating core concepts of web service API validation structures. Details functional request testing, HTTP status assert mapping, and structural performance validations in automated integration scopes.
-#### AWS Platforms
-
-  - **(2026)** [intellipaat.com: Top Amazon AWS Interview Questions – Most Asked](https://intellipaat.com/blog/interview-question/amazon-aws-interview-questions) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Focuses on enterprise AWS technical interview expectations. Details cloud design patterns, identity structures (IAM), security boundary controls, load balancer strategies, and auto-scaling group definitions.
-  - **(2026)** [Frequently Asked AWS Interview Questions](https://www.interviewbit.com/aws-interview-questions) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A detailed compilation of standard AWS architecture interview scenarios. Evaluates candidate capabilities in configuring VPCs, routing tables, cloud storage levels, and application orchestration structures.
-#### Ansible
-
-  - **(2026)** [interviewbit.com: Ansible Interview Questions](https://www.interviewbit.com/ansible-interview-questions) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A study guide containing high-frequency Ansible interview queries. Outlines execution properties of playbooks, configuration roles, variables management, and execution modules used in platform operations.
-#### Aviation and Career Tools
-
-  - **(2026)** [grow.google: interview warmup](https://grow.google/grow-your-career/articles/interview-tips) [NONE CONTENT]  [COMMUNITY-TOOL] β€” An interactive tool developed by Google that leverages voice-to-text and NLP algorithms to evaluate mock interview responses. Analyzes candidate language patterns to offer structural feedback for technical and programmatic roles.
-#### Database and SQL
-
-  - **(2026)** [gcreddy.com: SQL Interview Questions and Answers](https://www.gcreddy.com/2022/02/sql-interview-questions-and-answers.html) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Provides fundamental SQL database query interview questions. Teaches logical query execution paths, normalization theories, basic syntax structure, and joining mechanisms across tabular databases.
-  - **(2026)** [artoftesting.com: Top 40 SQL Query Interview Questions and Answers for Practice](https://artoftesting.com/sql-queries-for-interview) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A practical SQL query cookbook focusing on technical interview situations. Demonstrates complex nested joins, window analytic functions, indexing patterns, and deduplication queries under high-performance criteria.
-  - **(2026)** [intellipaat.com: Top Answers to MySQL Interview Questions](https://intellipaat.com/blog/interview-question/mysql-interview-questions) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Focuses on MySQL transactional optimizations and engineering details. Covers storage engines (InnoDB configurations), lock structures, indexing hierarchies, and query execution optimizations.
-#### DevOps and CICD
-
-  - **(2026)** [learnsteps.com: DevOps Interview Questions: How will you scale your current CI-CD pipeline](https://www.learnsteps.com/devops-interview-questions-how-will-you-scale-your-current-ci-cd-pipeline) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Reviews scaling methodologies for massive enterprise continuous delivery systems. Addresses parallel task routing, build agent autoscaling, caching mechanisms, and automatic rollbacks upon deployment errors.
-  - **(2026)** [intellipaat.com: Top DevOps Interview Questions – Most Asked](https://intellipaat.com/blog/interview-question/devops-interview-questions) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A broad-spectrum reference manual for fundamental DevOps interview evaluations. Features technical breakdowns of virtualization, basic configuration pipelines, microservice deployment strategies, and monitoring solutions.
-#### Git and Version Control
-
-  - **(2026)** [intellipaat.com: Top Git Interview Questions And Answers 🌟](https://intellipaat.com/blog/interview-question/git-interview-questions-answers) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Explores Git architecture and workflow interview standards. Details differences between merge and rebase commands, conflict resolution strategies, index states, and local commit tracking features.
-  - **(2026)** [automationreinvented.blogspot.com: Top GIT Interview question Set-03 for SDET/Testers/Developers/DevOps?](https://automationreinvented.blogspot.com/2021/05/top-git-interview-question-set-03-for.html) [NONE CONTENT]  [COMMUNITY-TOOL] β€” QA and DevOps-focused Git interview questions covering commit cherry-picking actions, reflog rollback steps, cleanup commands, git hooks integration, and pull request workflows.
-  - **(2026)** [automationreinvented.blogspot.com: Top 40 GIT Interview Questions and Answers for SDET - DevOps - Automation QA? Useful GIT commands to refer for daily DevOps Tasks?](https://automationreinvented.blogspot.com/2021/09/top-40-git-interview-questions-and.html) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A curated list of functional Git command scenarios and branch management designs. Addresses standard branch methodologies, diff analysis, submodules handling, and branch security policies.
-#### Java Memory Management
-
-  - **(2026)** [java-success.com: 9 Java Garbage Collection interview questions & answers](https://www.java-success.com/java-garbage-collection-interview-questions-and-answers) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Details JVM garbage collection optimization concepts for production engineers. Addresses memory structures, GC collection phases, pause optimization steps, and diagnostic CLI tools.
-#### Kubernetes
-
-  - **(2026)** [automationreinvented.blogspot.com: Top 11 kubernetes interview questions for SDET/DevOps SET-02? Kubernetes deployment commands](https://automationreinvented.blogspot.com/2020/10/top-11-kubernetes-interview-questions.html) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A curated roadmap outlining standard cluster operations and debugging procedures for DevOps and QA engineering candidates. Focuses on kubectl command structures, scheduling policies, and network ingress troubleshooting.
-#### Linux Internals
-
-  - **(2026)** [learnsteps.com: DevOps Interview Questions: What do you know about proc filesystem in Linux.](https://www.learnsteps.com/devops-interview-questions-what-do-you-know-about-proc-filesystem-in-linux) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep dive assessing candidate knowledge of the virtual Linux proc filesystem. Outlines how the OS kernel maps system memory, active CPU task logs, and hardware parameters dynamically to virtual directory trees.
-#### Low Latency Programming
-
-  - **(2026)** [java-success.com: 01: 9 Java low latency interview questions & answers](https://www.java-success.com/writing-low-latency-applications-in-java) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Analyzes Java runtime optimization methods for ultra-low latency processing applications. Explains lock-free ring buffers, thread CPU affinity setups, off-heap state management, and object allocation tuning.
 #### Microservices Design
 
   - **(2026)** [java67.com: Top 15 Microservices Interview Questions with Answers for 3 to 5 Years Experienced](https://www.java67.com/2021/02/microservices-interview-questions-answers-java-spring.html) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Presents microservice architecture interview scenarios for experienced developers. Covers API gateways, service discovery, circuit breakers, distributed tracing, and Saga transaction patterns.
-#### Selenium Automation
-
-  - **(2026)** [automationqahub.com: The Ultimate List of Selenium Interview Questions](https://automationqahub.com/latest-selenium-interview-questions-and-answers) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive list of interview questions targeting browser-based Selenium test suites. Explains element locator strategies, synchronization waits, and optimization patterns for Page Object Model setups.
-  - **(2026)** [automationreinvented.blogspot.com: Top 30 Interview Questions on Automation Testing - Selenium for SDET/Automation QA?](https://automationreinvented.blogspot.com/2020/06/top-30-interview-questions-on.html) [NONE CONTENT]  [COMMUNITY-TOOL] β€” SDET-focused question sets targeting dynamic script writing, grid infrastructures, exception handling frameworks, and automated test optimization procedures in Selenium.
-#### Terraform
-
-  - **(2026)** [interviewbit.com: Terraform Interview Questions](https://www.interviewbit.com/terraform-interview-questions) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Prepares developers for technical reviews focusing on Terraform mechanics. Breaks down execution plans, backend lock management, module dynamics, and troubleshooting methodologies when state corruptions arise.
-  - **(2026)** [simplilearn.com: Top 40 Terraform Interview Questions and Answers for 2022](https://www.simplilearn.com/terraform-interview-questions-and-answers-article) [NONE CONTENT]  [LEGACY] β€” A legacy catalog of primary Terraform interview questions. Covers core resource initialization, backend configuration storage, state mapping concepts, and local execution planning setups.
-#### Terraform Cloud
-
-  - **(2026)** [fosstechnix.com: Top 50 Terraform Cloud Interview Questions and Answers](https://www.fosstechnix.com/terraform-cloud-interview-questions-and-answer) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Analyzes advanced interview scenarios tailored for Terraform Cloud installations. Explains workspace management, run triggers, policy-as-code evaluations (Sentinel/OPA), and integration with version control portals.
-### Reference Vaults
-
-#### Git and Version Control (1)
-
-  - **(2026)** [automationqahub.com: The Ultimate Git Cheat Sheet 🌟](https://automationqahub.com/mastering-git-your-ultimate-git-cheat-sheet-for-quick-reference) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive, production-ready Git reference sheet. Synthesizes key command structures for staging, branch synchronization, merging mechanics, state backtracking, and log tracking.
-### Resource Vaults
-
-#### System Design (1)
-
-  - **(2026)** [github.com/moabukar/tech-vault](https://github.com/moabukar/tech-vault) ⭐ 3415  [MARKDOWN CONTENT] 🌟🌟🌟 [ENTERPRISE-STABLE] β€” A massive compiled database containing cheat sheets, system design diagrams, and software development resources. Serves as a vital study companion for engineers preparing for platform and architectural assessments.
-## Career and Leadership
-
-### DevOps Architecture
-
-#### Interview Prep (1)
-
-  - **(2023)** [vitalflux.com: 15 Tricky DevOps Architect Interview Questions & Answers](https://vitalflux.com/devops-architect-interview-questions) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A curated technical questionnaire dissecting complex architectural design patterns, microservices deployment paradigms, and high-availability setups. The resource targets senior DevOps and Platform Architects, focusing on continuous delivery bottlenecks, disaster recovery topologies, and infrastructure optimization. This guide provides structural frameworks to articulate complex cloud decisions during design panels.
 ## Data Engineering
 
 ### Event Streaming
@@ -175,33 +49,9 @@
   - **(2022)** [**javarevisited.blogspot.com: Top 20 Apache Kafka Interview Questions with Answers**](https://javarevisited.blogspot.com/2022/03/top-20-apache-kafka-interview-questions.html) [NONE CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Technical review of Apache Kafka distributed broker architecture. Explores partition replication, consumer group rebalancing, write-ahead logs, and message semantics like Exactly-Once Processing (EOS).
 ## DevOps
 
-### Automation
-
-#### Python
-
-  - **(2020)** [learnsteps.com: DevOps Interview Questions: Important Python questions](https://www.learnsteps.com/devops-interview-questions-important-python-questions) [PYTHON CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Examines Python's usage in shell scripting, infrastructure provisioning, parsing unstructured system logs, and building resilient communication wrappers around cloud SDKs.
-### CI-CD
-
-#### Jenkins
-
-  - **(2023)** [**intellipaat.com: Top Jenkins Interview Questions and Answers**](https://intellipaat.com/blog/interview-question/jenkins-interview-questions-answers) [GROOVY CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Architectural and operational interview focus on Jenkins pipelines. Evaluates declarative versus scripted pipeline syntax, master-agent clustering strategies, backup patterns, and security policy configuration.
-  - **(2021)** [automationreinvented.blogspot.com: Top 10 Jenkins Interview Question for SDET - DevOps - Automation QA?](https://automationreinvented.blogspot.com/2021/09/top-10-jenkins-interview-question-for.html) [NONE CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curated technical questions addressing Jenkins usage inside SDET and automated QA execution chains. Focuses on Jenkinsfile schema execution, parameterized triggers, and automatic test reporting engines.
-  - **(2021)** [automationreinvented.blogspot.com: Top 20 Jenkins Interview Questions and Answers 2022 for SDET - DevOps - Automation QA? Refer for Getting pro in Jenkins](https://automationreinvented.blogspot.com/2021/12/top-20-jenkins-interview-questions-and.html) [NONE CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Advanced preparation guide detailing Jenkins-as-Code setups. Evaluates Jenkins Shared Library patterns, parallel build processes, workspace management, and dynamic node provisioning configurations.
 ### Container Orchestration
 
-#### Kubernetes (1)
-
-
-??? abstract "Architect's Technical Comparison Table"
-    | Solution | Maturity | Primary Focus | Language | Stars |
-    | :--- | :--- | :--- | :--- | :--- |
-    | [ymmt2005.hatenablog.com: 47 things that you should know to be a Kubernetes experts (questions + answers)](https://ymmt2005.hatenablog.com/entry/k8s-things) |  | Kubernetes | None | 🌟🌟🌟🌟🌟 |
-    | [intellipaat.com: Top Kubernetes Interview Questions and Answers](https://intellipaat.com/blog/interview-question/kubernetes-interview-questions-answers) |  | Kubernetes | None | 🌟🌟🌟🌟 |
-    | [automationreinvented.blogspot.com: kubernetes posts](https://automationreinvented.blogspot.com/search/label/Kubernetes?m=1) |  | Kubernetes | None | 🌟🌟🌟 |
-    | [jakubstransky.com: 4 devs by devs: Kubernetes interview question made easy](https://jakubstransky.com/2021/11/05/4-devs-kubernetes-interview-question-made-easy) |  | Kubernetes | None | 🌟🌟🌟 |
-    | [automationreinvented.blogspot.com: Top 11 Kubernetes interview question and answers for SDET Devops QA SET-01?](https://automationreinvented.blogspot.com/2020/09/top-11-kubernetes-interview-question.html) |  | Kubernetes | None | 🌟🌟🌟 |
-    | [automationreinvented.blogspot.com: Top Interview Question on Kubernetes for SDET/Devops Set-03? ReplicaSet in K8S](https://automationreinvented.blogspot.com/2020/11/top-interview-question-on-kubernetes.html) |  | Kubernetes | None | 🌟🌟🌟 |
-    | [Kubernetes Interview Questions and Answers 2019 2020](https://linux.amitmaheshwari.in/2019/11/kubernetes-interview-questions-and.html) |  | Kubernetes | None | 🌟🌟🌟 |
+#### Kubernetes
 
   - **(2018)** [==ymmt2005.hatenablog.com: 47 things that you should know to be a Kubernetes experts (questions + answers)==](https://ymmt2005.hatenablog.com/entry/k8s-things) [NONE CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An exhaustive technical deep-dive of 47 operational parameters essential for production Kubernetes operations. Topics encompass CNI iptables/IPVS policies, DNS performance limits, cgroups resource controls, and pod preemption algorithms.
   - **(2023)** [**intellipaat.com: Top Kubernetes Interview Questions and Answers**](https://intellipaat.com/blog/interview-question/kubernetes-interview-questions-answers) [NONE CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Enterprise-aligned interview preparation exploring advanced container orchestration concepts. Includes Kubernetes cluster networking (CNI), persistent volumes (PV/PVC) lifecycles, and self-healing deployment topologies.
@@ -210,55 +60,9 @@
   - **(2020)** [automationreinvented.blogspot.com: Top 11 Kubernetes interview question and answers for SDET Devops QA SET-01?](https://automationreinvented.blogspot.com/2020/09/top-11-kubernetes-interview-question.html) [NONE CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Tactical breakdown of core Kubernetes constructs targeted at system verification and automated QA architectures. Analyzes scheduling, ReplicaSet control loops, and environment variable injections.
   - **(2020)** [automationreinvented.blogspot.com: Top Interview Question on Kubernetes for SDET/Devops Set-03? ReplicaSet in K8S](https://automationreinvented.blogspot.com/2020/11/top-interview-question-on-kubernetes.html) [NONE CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Focused architectural analysis of the Kubernetes ReplicaSet controller. Evaluates the difference between Deployments and ReplicaSets, selector configuration, and partition recovery methods during failover phases.
   - **(2019)** [Kubernetes Interview Questions and Answers 2019 2020](https://linux.amitmaheshwari.in/2019/11/kubernetes-interview-questions-and.html) [NONE CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Foundational interview review illustrating early Kubernetes core components. Outlines architectural roles for etcd, the API server, kube-scheduler, kube-controller-manager, and pod lifecycle semantics.
-## Management
-
-### Agile
-
-#### Scrum
-
-  - **(2020)** [**age-of-product.com: Hiring: 71 Scrum Product Owner Interview Questions to Avoid Agile Imposters**](https://age-of-product.com/42-scrum-product-owner-interview-questions) [NONE CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Comprehensive qualification questionnaire comprising 71 target scenarios to evaluate Agile Scrum Product Owners. Focuses on dynamic backlog refinement, metric tracking, and product value loop architectures.
-## Software Engineering
-
-### Data Formats
-
-#### JSON
-
-  - **(2022)** [javarevisited.blogspot.com: Top 20 JSON Interview Questions with Answers for Beginners and Experienced Developers](https://javarevisited.blogspot.com/2022/08/json-interview-questions-with-answers.html) [NONE CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Basic guide covering JavaScript Object Notation rules. Contemplates object mapping, nested configurations, schema validations, and comparison against compact representations like Protobuf.
-### Java
-
-#### Interview Preparation
-
-  - **(2018)** [javaguides.net: Java main() Method Interview Questions with Answers](https://www.javaguides.net/2018/10/java-main-method-interview-questions-with-answers.html) [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A comprehensive technical guide compiling core interview questions and structural mechanics concerning the Java main() method entry point. Explains JVM initialization, argument passing, modifier requirements, and overriding limitations.
-### Python (1)
-
-#### Interactive
-
-  - **(2020)** [Python mini-quiz](https://www.mypythonquiz.com) [PYTHON CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Interactive programming assessment platform evaluating real-time Python syntax, generator scopes, collection methods, and general algorithms through self-paced quizzes.
-## Software Testing
-
-### API Automation
-
-#### QA Methodology
-
-  - **(2022)** [automationreinvented.blogspot.com: Top 80 API Testing Interview Questions for QA and SDET ? API Interview Questions 2022](https://automationreinvented.blogspot.com/2022/03/top-80-api-testing-interview-questions.html) [NONE CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Extended collection of 80 API testing problems assessing serialization boundaries, integration mocking, authentication tokens (JWT/OAuth), and continuous REST endpoint verification techniques.
-  - **(2021)** [automationreinvented.blogspot.com: Top 40 API Automation testing interview question for SDET and Automation QA ?](https://automationreinvented.blogspot.com/2021/03/top-40-api-testing-interview-question.html) [NONE CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Core API testing guide investigating HTTP status behaviors, serialization pipelines, contract testing, security headers, and mock API service strategies within test suites.
-#### REST Assured
-
-  - **(2021)** [automationqahub.com: Latest Rest Assured Interview Questions](https://automationqahub.com/latest-rest-assured-interview-questions) [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Deep-dive into Rest Assured framework mechanics for validating HTTP endpoints. Evaluates request/response logging, authentication mechanisms, custom deserialization engines, and structural JSON assertions.
-### Fundamentals
-
-#### QA Methodology (1)
-
-  - **(2021)** [automationqahub.com: Top Software Testing Interview Questions](https://automationqahub.com/popular-software-testing-interview-questions) [NONE CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Comprehensive software testing reference mapping manual testing strategies, automated validation practices, test design methodologies, and classic bug lifecycle patterns.
-### UI Automation
-
-#### Cypress
-
-  - **(2022)** [**automationqahub.com: The Ultimate List of Cypress Interview Questions**](https://automationqahub.com/common-cypress-interview-questions) [JAVASCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” Investigates Cypress automation framework architecture. Contrasts its in-browser node execution loop against legacy WebDriver protocols, highlighting direct control of application states.
-#### Selenium
-
-  - **(2021)** [automationreinvented.blogspot.com: Top 70 interview questions on Automation Testing-Selenium-TestNG Set-06? TestNG Tricky Interview questions 2021 for SDET-QAE?](https://automationreinvented.blogspot.com/2021/01/top-60-interview-questions-on.html) [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Broad UI automation preparation set evaluating Selenium WebDriver API combined with TestNG assertions. Covers dynamic wait mechanisms, Page Object Pattern configurations, and multi-thread test runs.
 
 ---
-πŸ’‘ **Explore Related:** [Appointment Scheduling](./appointment-scheduling.md) | [Recruitment](./recruitment.md) | [Digital Money](./digital-money.md)
+πŸ’‘ **Explore Related:** [Appointment Scheduling](./appointment-scheduling.md) | [Elearning](./elearning.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/introduction.md b/v2-docs/introduction.md
index 97e4dcfe..d989006e 100644
--- a/v2-docs/introduction.md
+++ b/v2-docs/introduction.md
@@ -25,109 +25,28 @@
   - [Patterns](#patterns-1)
     - [EDA](#eda-1)
     - [Evolution](#evolution)
-    - [Monoliths](#monoliths)
     - [Twelve-Factor App](#twelve-factor-app)
   - [SaaS](#saas)
     - [Multi-Tenancy](#multi-tenancy)
   - [Technical Debt](#technical-debt)
     - [Microservices](#microservices-1)
     - [Orchestration](#orchestration)
+  - [Web Applications](#web-applications)
+    - [Enterprise Patterns](#enterprise-patterns)
 1. [Architecture Patterns](#architecture-patterns)
   - [Microservices](#microservices-2)
     - [Cloud-Native Infrastructure](#cloud-native-infrastructure)
-1. [Artificial Intelligence and ML](#artificial-intelligence-and-ml)
-  - [Machine Learning Engineering](#machine-learning-engineering)
-    - [Python Ecosystem](#python-ecosystem)
-1. [Business Architecture](#business-architecture)
-  - [Digital Transformation](#digital-transformation)
-    - [Cultural Dynamics](#cultural-dynamics)
-  - [Organizational Structure](#organizational-structure)
-    - [DevOps Culture](#devops-culture)
-1. [Career Development](#career-development)
-  - [Architect Strategy](#architect-strategy)
-    - [Skillsets](#skillsets)
 1. [Cloud Architecture](#cloud-architecture)
-  - [Cloud Strategy](#cloud-strategy)
-    - [Design Anti-patterns](#design-anti-patterns)
-    - [Migration Methodology](#migration-methodology)
   - [Cloud-Native](#cloud-native)
     - [Design Patterns](#design-patterns)
-  - [Hybrid Cloud Strategy](#hybrid-cloud-strategy)
-    - [Market Trends](#market-trends)
-  - [Migration](#migration)
-    - [Hands-On](#hands-on)
-    - [Methodology](#methodology)
-    - [Strategies](#strategies)
   - [Modernization](#modernization)
     - [Reactive Systems](#reactive-systems)
-  - [Multi-Cloud Strategy](#multi-cloud-strategy)
-    - [Data Management](#data-management-1)
-    - [Network and Security](#network-and-security)
-    - [Resilience Patterns](#resilience-patterns)
-  - [Private Cloud](#private-cloud)
-    - [Hybrid Cloud Strategy](#hybrid-cloud-strategy-1)
-  - [Professional Development](#professional-development)
-    - [Career Engineering](#career-engineering)
-  - [Strategy](#strategy)
-    - [Multi-Cloud Benefits](#multi-cloud-benefits)
-    - [Multi-Cloud Decisions](#multi-cloud-decisions)
 1. [Cloud Architecture and Infrastructure Strategy](#cloud-architecture-and-infrastructure-strategy)
-  - [Application Design](#application-design)
-    - [Horizontal Scaling](#horizontal-scaling)
-    - [System Design Patterns](#system-design-patterns)
-  - [Cost Optimization and FinOps](#cost-optimization-and-finops)
-    - [Efficiency Bottlenecks](#efficiency-bottlenecks)
-  - [Deployment Models](#deployment-models)
-    - [Comparison](#comparison)
-    - [Hybrid and Private Cloud](#hybrid-and-private-cloud)
-  - [High Availability](#high-availability)
-    - [Core Patterns](#core-patterns)
-    - [Multi-Region Deployments](#multi-region-deployments)
-  - [Market Trends](#market-trends-1)
-    - [Open Source Business Models](#open-source-business-models)
-  - [Migration and Modernization](#migration-and-modernization)
-    - [Enterprise Solutions](#enterprise-solutions)
-    - [Planning Resources](#planning-resources)
   - [Modern Architectural Paradigms](#modern-architectural-paradigms)
     - [MACH Architecture](#mach-architecture)
-  - [Multi-Cloud Strategy](#multi-cloud-strategy-1)
-    - [Architecture Designs](#architecture-designs)
-    - [Architecture Planning](#architecture-planning)
-    - [Business Drivers](#business-drivers)
-  - [Storage and Hybrid Systems](#storage-and-hybrid-systems)
-    - [Topology Comparison](#topology-comparison)
 1. [Cloud Infrastructure](#cloud-infrastructure)
-  - [Automation](#automation)
-    - [Concepts](#concepts)
-  - [DevOps](#devops)
-    - [Infrastructure Abstraction](#infrastructure-abstraction)
-  - [Hybrid Cloud](#hybrid-cloud)
-    - [Management Tools](#management-tools)
   - [Kubernetes](#kubernetes)
     - [Container Patterns](#container-patterns)
-    - [OpenShift](#openshift)
-    - [OpenShift Comparison](#openshift-comparison)
-1. [Cloud Native and Kubernetes Core](#cloud-native-and-kubernetes-core)
-  - [Business Value and ROI](#business-value-and-roi)
-    - [Operational Automation](#operational-automation)
-  - [Container Orchestration](#container-orchestration)
-    - [Deep Dive](#deep-dive)
-    - [Fundamentals](#fundamentals-1)
-    - [Future Outlook](#future-outlook)
-    - [Orchestrator Comparison](#orchestrator-comparison)
-    - [Platform Engineering](#platform-engineering)
-  - [Market Trends](#market-trends-2)
-    - [Adoption Analytics](#adoption-analytics)
-    - [Ecosystem Evolution](#ecosystem-evolution)
-  - [Migration and Modernization](#migration-and-modernization-1)
-    - [Anti-Patterns](#anti-patterns)
-    - [Workload Transition](#workload-transition)
-  - [Testing and Reliability](#testing-and-reliability)
-    - [Control Plane Validation](#control-plane-validation)
-  - [Virtualization and Containers](#virtualization-and-containers)
-    - [Architecture Comparison](#architecture-comparison)
-    - [Container Anti-patterns](#container-anti-patterns)
-    - [Modernization Strategy](#modernization-strategy)
 1. [Cloud Native Architecture](#cloud-native-architecture)
   - [Containerization](#containerization)
     - [Kubernetes](#kubernetes-1)
@@ -136,111 +55,24 @@
   - [GitOps](#gitops)
     - [Cloud Native Strategy](#cloud-native-strategy)
   - [Microservices](#microservices-3)
-    - [Enterprise Solutions](#enterprise-solutions-1)
-  - [Software Engineering](#software-engineering)
-    - [Monoliths](#monoliths-1)
-1. [Cloud Native Infrastructure](#cloud-native-infrastructure)
-  - [Business Architecture](#business-architecture-1)
-    - [Infrastructure Management](#infrastructure-management)
-    - [Value Proposition](#value-proposition)
-  - [CNCF Ecosystem](#cncf-ecosystem)
-    - [Platform Engineering](#platform-engineering-1)
-  - [Containerization](#containerization-1)
-    - [Fundamentals](#fundamentals-2)
-    - [Operations Guide](#operations-guide)
-  - [Industry Standards](#industry-standards)
-    - [Market Trends](#market-trends-3)
-  - [Kubernetes Orchestration](#kubernetes-orchestration)
-    - [Fundamentals](#fundamentals-3)
-    - [Future Trends](#future-trends)
-    - [Industry Standards](#industry-standards-1)
-    - [Industry Trends](#industry-trends)
-    - [Kubernetes Tools](#kubernetes-tools)
-    - [Multi-Cluster Strategy](#multi-cluster-strategy)
-    - [Platform Engineering](#platform-engineering-2)
-  - [Professional Development](#professional-development-1)
-    - [Career Engineering](#career-engineering-1)
-  - [Technology Assessment](#technology-assessment)
-    - [Compute Paradigms](#compute-paradigms)
-1. [Cloud Native Orchestration](#cloud-native-orchestration)
-  - [Platform Comparison](#platform-comparison)
-    - [OpenShift vs Kubernetes](#openshift-vs-kubernetes)
-1. [Data Engineering](#data-engineering)
-  - [Education](#education)
-    - [Cookbook](#cookbook)
+    - [Enterprise Solutions](#enterprise-solutions)
 1. [DevOps and CICD](#devops-and-cicd)
-  - [Continuous Integration](#continuous-integration)
-    - [Developer Experience](#developer-experience)
   - [Microservices](#microservices-4)
     - [Tooling Ecosystem](#tooling-ecosystem)
-1. [DevOps Automation and Modern Systems Engineering](#devops-automation-and-modern-systems-engineering)
-  - [Automation and Orchestration](#automation-and-orchestration)
-    - [Operational Efficiency](#operational-efficiency)
-  - [Culture and Roles](#culture-and-roles)
-    - [Systems Administration Evolution](#systems-administration-evolution)
-  - [Infrastructure-as-Code](#infrastructure-as-code)
-    - [Self-Healing Systems](#self-healing-systems)
-  - [Security and Governance](#security-and-governance)
-    - [Policy-as-Code](#policy-as-code)
-  - [Software Engineering Principles](#software-engineering-principles)
-    - [Programming Languages](#programming-languages)
-    - [Technical Debt](#technical-debt-1)
-1. [Distributed Systems](#distributed-systems)
-  - [Consensus](#consensus)
-    - [Algorithms](#algorithms)
-1. [Edge and IoT Orchestration](#edge-and-iot-orchestration)
-  - [Embedded Software](#embedded-software)
-    - [Automotive Systems](#automotive-systems)
-1. [Emerging Technology](#emerging-technology)
-  - [Quantum Computing](#quantum-computing)
-    - [Fundamentals](#fundamentals-4)
 1. [Frontend Architecture](#frontend-architecture)
   - [Design Patterns](#design-patterns-2)
     - [BFF](#bff)
   - [Microfrontends](#microfrontends)
     - [AWS Serverless](#aws-serverless)
     - [Introduction](#introduction)
-1. [Infrastructure](#infrastructure)
-  - [Cloud Architecture](#cloud-architecture-1)
-    - [Paradigms](#paradigms)
-  - [Cloud Financials](#cloud-financials)
-    - [FinOps](#finops)
-  - [Legacy](#legacy)
-    - [Mainframe](#mainframe)
-  - [Virtualization](#virtualization)
-    - [Broadcom Era](#broadcom-era)
-1. [Infrastructure and Hardware](#infrastructure-and-hardware)
-  - [Data Center Investments](#data-center-investments)
-    - [Europe](#europe)
-1. [Kubernetes Tools](#kubernetes-tools-1)
-  - [General Reference](#general-reference)
-1. [Methodology](#methodology-1)
-  - [Careers](#careers)
-    - [Enterprise Strategy](#enterprise-strategy)
-  - [Development](#development)
-    - [Best Practices](#best-practices-1)
-    - [Learning Resources](#learning-resources)
-  - [Documentation](#documentation)
-    - [Governance](#governance)
-  - [Engineering Leadership](#engineering-leadership)
-    - [Governance](#governance-1)
-    - [Technical Debt](#technical-debt-2)
-  - [Metrics](#metrics)
-    - [Technical Debt](#technical-debt-3)
-  - [Quality](#quality)
-    - [Embedded Systems](#embedded-systems)
-  - [Roles](#roles)
-    - [Cloud Governance](#cloud-governance)
-  - [Software Engineering](#software-engineering-1)
-    - [Technical Debt](#technical-debt-4)
 1. [Microservices](#microservices-5)
-  - [Anti-Patterns](#anti-patterns-1)
+  - [Anti-Patterns](#anti-patterns)
     - [Failure Modes](#failure-modes)
     - [Lessons Learned](#lessons-learned)
-  - [Data Management](#data-management-2)
+  - [Data Management](#data-management-1)
     - [Event-Driven Architecture](#event-driven-architecture)
   - [Design Patterns](#design-patterns-3)
-    - [Best Practices](#best-practices-2)
+    - [Best Practices](#best-practices-1)
     - [Catalog](#catalog)
     - [DotNet](#dotnet)
     - [Event-Driven](#event-driven)
@@ -259,57 +91,40 @@
   - [Observability](#observability)
     - [Namespaces](#namespaces)
   - [Orchestration](#orchestration-1)
-    - [Best Practices](#best-practices-3)
+    - [Best Practices](#best-practices-2)
 1. [Microservices and Distributed Systems](#microservices-and-distributed-systems)
   - [Architecture Evolution](#architecture-evolution)
     - [Abstractions and Frameworks](#abstractions-and-frameworks)
     - [Curated Reference](#curated-reference)
   - [Architecture Patterns](#architecture-patterns-1)
-    - [Anti-Patterns](#anti-patterns-2)
-    - [Best Practices](#best-practices-4)
+    - [Anti-Patterns](#anti-patterns-1)
+    - [Best Practices](#best-practices-3)
     - [Component Design](#component-design)
     - [Decision Matrix](#decision-matrix)
-    - [Fundamentals](#fundamentals-5)
-  - [Deployment Models](#deployment-models-1)
+    - [Fundamentals](#fundamentals-1)
+  - [Deployment Models](#deployment-models)
     - [Orchestration Options](#orchestration-options)
-  - [Software Engineering Principles](#software-engineering-principles-1)
+  - [Software Engineering Principles](#software-engineering-principles)
     - [Developer Workflow](#developer-workflow)
-  - [Testing and Reliability](#testing-and-reliability-1)
+  - [Testing and Reliability](#testing-and-reliability)
     - [Fault Tolerance](#fault-tolerance)
-1. [Operations](#operations)
-  - [Disaster Recovery](#disaster-recovery)
-    - [Cloud-Native](#cloud-native-1)
-    - [DevOps](#devops-1)
 1. [Orchestration](#orchestration-2)
   - [Kubernetes](#kubernetes-2)
-    - [Anti-Patterns](#anti-patterns-3)
     - [Dependency Isolation](#dependency-isolation)
     - [Microservices](#microservices-6)
-    - [Paradigms](#paradigms-1)
+    - [Paradigms](#paradigms)
     - [Prerequisites](#prerequisites)
     - [Processes](#processes)
     - [Twelve-Factor App](#twelve-factor-app-1)
     - [Workloads](#workloads)
-1. [Platform Engineering](#platform-engineering-3)
-  - [PaaS Solutions](#paas-solutions)
-    - [Market Shifts](#market-shifts)
+1. [Platform Engineering](#platform-engineering)
   - [Reference Architectures](#reference-architectures)
-    - [AWS](#aws)
-    - [Azure](#azure)
     - [GCP](#gcp)
-  - [Self-Service](#self-service)
-    - [Case Studies](#case-studies-1)
-    - [Concepts](#concepts-1)
   - [Service Catalogs](#service-catalogs)
     - [Microservices Governance](#microservices-governance)
-1. [Professional Development](#professional-development-2)
-  - [Career Guidance](#career-guidance)
 1. [Reliability Engineering](#reliability-engineering)
-  - [Resilience Patterns](#resilience-patterns-1)
+  - [Resilience Patterns](#resilience-patterns)
     - [Infrastructure Stability](#infrastructure-stability)
-1. [Security](#security)
-  - [Software Protection](#software-protection)
-    - [Obfuscation](#obfuscation)
 1. [Software Architecture](#software-architecture)
   - [Application Modernization](#application-modernization-1)
     - [Legacy Migration](#legacy-migration)
@@ -320,31 +135,15 @@
     - [Design Patterns](#design-patterns-4)
     - [Distributed Transactions](#distributed-transactions)
     - [Maturity Models](#maturity-models)
-    - [Monolith Transition](#monolith-transition)
     - [Technology Selection](#technology-selection)
-    - [Value Proposition](#value-proposition-1)
+    - [Value Proposition](#value-proposition)
   - [Modernization](#modernization-2)
     - [Strangler Pattern](#strangler-pattern)
-  - [Monoliths](#monoliths-2)
-    - [Modular Monolith](#modular-monolith)
-1. [Software Delivery](#software-delivery)
-  - [DevOps](#devops-2)
-    - [Industry Trends](#industry-trends-1)
-1. [Software Engineering](#software-engineering-2)
+1. [Software Engineering](#software-engineering)
   - [Architecture Patterns](#architecture-patterns-2)
     - [Microservices](#microservices-8)
-  - [Education](#education-1)
-    - [Systems Programming](#systems-programming)
-  - [Full-Stack Fundamentals](#full-stack-fundamentals)
-    - [Architectural Roles](#architectural-roles)
-  - [Performance Optimization](#performance-optimization)
-    - [System Architecture](#system-architecture)
   - [Web Development](#web-development)
     - [NodeJS](#nodejs)
-1. [Software Engineering Practices](#software-engineering-practices)
-  - [Developer Productivity](#developer-productivity)
-    - [Roadmaps](#roadmaps)
-    - [Toolkits](#toolkits)
 
 ## Vision 2026
 
@@ -384,7 +183,11 @@ graph TD
 
 #### Protocols
 
-  - **(2021)** [nordicapis.com: 5 Protocols For Event-Driven API Architectures 🌟🌟🌟](https://nordicapis.com/5-protocols-for-event-driven-api-architectures) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Explores five critical protocols enabling asynchronous API communications: WebSockets, Webhooks, REST Hooks, Pub-Sub models, and Server-Sent Events (SSE). Details how eliminating polling reduces compute overhead and saves bandwidth.
+??? note "nordicapis.com: 5 Protocols For Event-Driven API Architectures 🌟🌟🌟"
+    **[Access Resource](https://nordicapis.com/5-protocols-for-event-driven-api-architectures)** 🌟🌟🌟 | Level: Intermediate
+    
+    Explores five critical protocols enabling asynchronous API communications: WebSockets, Webhooks, REST Hooks, Pub-Sub models, and Server-Sent Events (SSE). Details how eliminating polling reduces compute overhead and saves bandwidth.
+
 ### Best Practices
 
 #### EDA
@@ -404,16 +207,25 @@ graph TD
 
 #### EDA (1)
 
-  - **(2023)** [eventstore.com: Service-Oriented Architecture vs Event-Driven Architecture 🌟](https://www.kurrent.io/blog/service-oriented-architecture-vs-event-driven-architecture) 🌟 [COMMUNITY-TOOL] β€” Comprehensively contrasts the request-response paradigm of traditional SOA with the asynchronous, log-centric model of Event-Driven Architectures. Highlights Event Store and event sourcing patterns for strict audit trails.
-  - **(2021)** [equalexperts.com: Event driven architecture: the good, the bad, and the ugly 🌟](https://www.equalexperts.com/blog/tech-focus/event-driven-architecture-the-good-the-bad-and-the-ugly) 🌟 [COMMUNITY-TOOL] β€” Discusses the practical realities of deploying EDA at scale. Evaluates benefits (decoupling, high performance) against complexities (distributed debugging, out-of-order execution, schema evolution management).
-  - **(2017)** [martinfowler.com: What do you mean by β€œEvent-Driven”? 🌟](https://martinfowler.com/articles/201701-event-driven.html) [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” Martin Fowler clarifies the ambiguous term 'Event-Driven'. Outlines four distinct patterns: Event Notification, Event-Carried State Transfer, Event Sourcing, and CQRS, detailing their operational advantages and pain points.
+??? note "eventstore.com: Service-Oriented Architecture vs Event-Driven Architecture 🌟"
+    **[Access Resource](https://www.kurrent.io/blog/service-oriented-architecture-vs-event-driven-architecture)** 🌟 | Level: Intermediate
+    
+    Comprehensively contrasts the request-response paradigm of traditional SOA with the asynchronous, log-centric model of Event-Driven Architectures. Highlights Event Store and event sourcing patterns for strict audit trails.
+
   - **(2023)** [dev.to/aws-builders: Un Modelo de EDA: Event Driven Architectures](https://dev.to/aws-builders/un-modelo-de-eda-event-driven-architectures-4d9f) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” Una guΓ­a detallada sobre cΓ³mo implementar arquitecturas dirigidas por eventos (EDA) utilizando servicios nativos de AWS como EventBridge, SNS, SQS y Lambda para lograr un desacoplamiento de componentes de backend robusto.
+??? note "equalexperts.com: Event driven architecture: the good, the bad, and the ugly 🌟"
+    **[Access Resource](https://www.equalexperts.com/blog/tech-focus/event-driven-architecture-the-good-the-bad-and-the-ugly)** 🌟 | Level: Intermediate
+    
+    Discusses the practical realities of deploying EDA at scale. Evaluates benefits (decoupling, high performance) against complexities (distributed debugging, out-of-order execution, schema evolution management).
+
+??? note "martinfowler.com: What do you mean by β€œEvent-Driven”? 🌟"
+    **[Access Resource](https://martinfowler.com/articles/201701-event-driven.html)** 🌟 | Level: Advanced
+    
+    Martin Fowler clarifies the ambiguous term 'Event-Driven'. Outlines four distinct patterns: Event Notification, Event-Carried State Transfer, Event Sourcing, and CQRS, detailing their operational advantages and pain points.
+
 #### Evolution
 
   - **(2023)** [designgurus.io: Monolithic vs. Service-Oriented vs. Microservice Architecture: Top Architectural Design Patterns](https://www.designgurus.io/blog/monolithic-service-oriented-microservice-architecture)  [COMMUNITY-TOOL] β€” Compares monolithic systems, Enterprise Service Bus (ESB)-based SOAs, and decoupled microservices. Identifies modern trade-offs such as operational complexity, deployment velocity, and distributed transaction management.
-#### Monoliths
-
-  - **(2023)** [devops.com: 8 Hot Takes: Will We See a Monolithic Renaissance?](https://devops.com/8-hot-takes-will-we-see-a-monolithic-renaissance)  [COMMUNITY-TOOL] β€” Discusses the potential return to macro-services or modular monoliths to address the operational overhead, network latency, and complex debugging of over-engineered microservice fleets.
 #### Twelve-Factor App
 
   - **(2023)** [architecturenotes.co: 12 Factor App Revisited](https://architecturenotes.co/p/12-factor-app-revisited)  [COMMUNITY-TOOL] β€” Critically evaluates how classic 12-Factor concepts have aged. Addresses the challenges of serverless scaling, API-first interfaces, distributed telemetry, and modern build/release pipelines.
@@ -430,7 +242,16 @@ graph TD
   - **(2022)** [infoq.com: Managing Technical Debt in a Microservice Architecture](https://www.infoq.com/articles/managing-technical-debt-microservices) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Investigates the specific vectors of technical debt in microservices, including library drift, API versioning overhead, and domain-model fragmentation. Offers architectural rules of thumb to control distributed sprawl.
 #### Orchestration
 
-  - **(2021)** [stackoverflow.blog: Using Kubernetes to rethink your system architecture and ease technical debt 🌟](https://stackoverflow.blog/2021/05/19/rethinking-system-architecture-can-kubernetes-help-to-solve-rewrite-anxiety) 🌟 [LEGACY] β€” Discusses utilizing a migration to Kubernetes as a strategic catalyst to refactor legacy monoliths. Reorganizes monolithic systems into decoupled containers, successfully lowering long-term architectural tech debt.
+??? note "stackoverflow.blog: Using Kubernetes to rethink your system architecture and ease technical debt 🌟"
+    **[Access Resource](https://stackoverflow.blog/2021/05/19/rethinking-system-architecture-can-kubernetes-help-to-solve-rewrite-anxiety)** 🌟 | Level: Intermediate
+    
+    Discusses utilizing a migration to Kubernetes as a strategic catalyst to refactor legacy monoliths. Reorganizes monolithic systems into decoupled containers, successfully lowering long-term architectural tech debt.
+
+### Web Applications
+
+#### Enterprise Patterns
+
+  - **(2025)** [Enterprise Web App Patterns - Azure Architecture Center](https://learn.microsoft.com/en-us/azure/architecture/web-apps/guides/enterprise-app-patterns/overview) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Production-proven patterns and implementation pathways from the Azure Architecture Center. Establishes migration guidelines for modernizing monolithic applications into elastic web architectures.
 ## Architecture Patterns
 
 ### Microservices (2)
@@ -438,198 +259,20 @@ graph TD
 #### Cloud-Native Infrastructure
 
   - **(2022)** [techerati.com: Microservices in the Cloud-Native Era](https://www.techerati.com/features-hub/microservices-in-the-cloud-native-era) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores the strategic paradigm shift toward microservices as the de facto structural archetype for scalable cloud platforms. It dissects operational complexities including traffic routing, discovery mechanisms, and failure domain containment through circuit-breakers. A vital read for architects planning monolithic-to-microservices migrations under modern Kubernetes-centric infrastructures.
-## Artificial Intelligence and ML
-
-### Machine Learning Engineering
-
-#### Python Ecosystem
-
-  - **(2021)** [sloboda-studio.com: Python Tools for Machine Learning](https://sloboda-studio.com/blog/python-tools-for-machine-learning)  [COMMUNITY-TOOL] β€” Overview of essential Python machine learning libraries and toolchains. Details NumPy, Pandas, Scikit-Learn, and TensorFlow integration patterns, showing developers how to bridge data science models with scalable microservices runtimes.
-## Business Architecture
-
-### Digital Transformation
-
-#### Cultural Dynamics
-
-  - **(2020)** [lavanguardia.com: Por quΓ© la transformaciΓ³n digital es mentira 🌟](https://www.lavanguardia.com/economia/20201014/484036217179/transformacion-digital-empresas-foncillas-pf-video-seo-lv.html) [SPANISH CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Un anΓ‘lisis crΓ­tico sobre las falacias que rodean el concepto de 'transformaciΓ³n digital' en el mundo corporativo. El autor argumenta que la tecnologΓ­a por sΓ­ sola no arregla procesos rotos, seΓ±alando que el verdadero cambio radica en la reestructuraciΓ³n cultural y la optimizaciΓ³n organizativa.
-### Organizational Structure
-
-#### DevOps Culture
-
-  - **(2020)** [thenewstack.io: Study: Silos Are the Chief Impediment to IT and Business Value](https://thenewstack.io/study-silos-are-chief-impediment-to-it-and-business-value) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Analyzes survey data proving how organizational and technological silos directly impede software delivery velocity and downstream business value. Argues that introducing modern container technology without breaking down departmental silos leads to failed platform transformations.
-## Career Development
-
-### Architect Strategy
-
-#### Skillsets
-
-  - **(2022)** [redhat.com: 5 strategies to shift your career from sysadmin to architect](https://www.redhat.com/en/blog/from-sysadmin-to-architect)  [COMMUNITY-TOOL] β€” Maps professional development strategies for system administrators transitioning to IT architect roles. Emphasizes system-level thinking, mastering cloud-native paradigms, understanding business metrics, and cultivating strong communication skills.
 ## Cloud Architecture
 
-### Cloud Strategy
-
-#### Design Anti-patterns
-
-??? note "infoworld.com: 3 cloud architecture mistakes we all make, but shouldn't"
-    **[Access Resource](https://www.infoworld.com/article/2264771/3-cloud-architecture-mistakes-we-all-make-but-shouldnt.html)** 🌟🌟🌟🌟 | Level: Intermediate
-    
-    Highlights three widespread cloud engineering anti-patterns: lift-and-shift migration without modernization, ignoring structural egress cost-profiles, and blindly utilizing proprietary managed services that lead to irreversible vendor lock-in.
-
-#### Migration Methodology
-
-??? note "cloudpundit.com: Don’t boil the ocean to create your cloud 🌟"
-    **[Access Resource](https://cloudpundit.com/2020/09/22/dont-boil-the-ocean-to-create-your-cloud)** 🌟🌟🌟🌟 | Level: Intermediate
-    
-    Advocates for an incremental, pragmatic approach to cloud migration and platform construction. Warns against the architectural antipattern of designing an overengineered, all-encompassing private or public cloud solution on day one instead of starting with minimal viable platforms.
-
-??? note "thenewstack.io: Prepare to Adopt the Cloud: A 10-Step Cloud Migration Checklist 🌟"
-    **[Access Resource](https://thenewstack.io/prepare-to-adopt-the-cloud-a-10-step-cloud-migration-checklist)** 🌟🌟🌟🌟 | Level: Intermediate
-    
-    A comprehensive operational checklist for transitioning enterprise applications to public cloud systems. Key steps encompass assessing application dependencies, cost-modeling, security boundaries, containerization feasibility, and shifting deployment pipelines to modern CI/CD tooling.
-
 ### Cloud-Native
 
 #### Design Patterns
 
   - **(2020)** [capstonec.com: You Will Love These Cloud-native App Architecture Patterns 🌟](https://capstonec.com/2020/10/08/cloud-native-app-architecture-patterns)  [COMMUNITY-TOOL] β€” Investigates key structural patterns that define modern cloud-native systems, focusing on twelve-factor application rules, API-first delivery, resilient circuit breakers, and decoupling persistent storage systems from execution units.
-### Hybrid Cloud Strategy
-
-#### Market Trends
-
-  - **(2021)** [enterprisersproject.com: 5 hybrid cloud trends to watch in 2021](https://enterprisersproject.com/article/2021/1/5-hybrid-cloud-trends-2021) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Identifies key industry shifts in the hybrid and multi-cloud landscape, focusing on managed hybrid control planes, unified security tooling, and the integration of edge environments with central public cloud architectures to meet data compliance requirements.
-### Migration
-
-#### Hands-On
-
-  - **(2022)** [acloudguru.com: 3 ways to practice migrating workloads to the cloud](https://www.pluralsight.com/resources/blog/cloud/3-ways-to-practice-migrating-workloads-to-the-cloud)  [COMMUNITY-TOOL] β€” Provides instructional path frameworks for developers looking to gain hands-on migration experience. Focuses on setting up mock environments, replicating on-premise infrastructure in sandboxes, and utilizing provider-native migration automation tools.
-#### Methodology
-
-  - **(2021)** [blog.pragmaticengineer.com: Migrations Done Well: Typical Migration Approaches](https://blog.pragmaticengineer.com/typical-migration-approaches) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Written by Gergely Orosz, this deep-dive highlights technical planning and execution strategies for complex system migrations. Discusses mitigating dual-write issues, rollback preparations, and incremental phased cutovers to manage operational risk.
-#### Strategies
-
-  - **(2021)** [forbes.com: 3 Approaches To A Better Cloud Migration](https://www.forbes.com/sites/googlecloud/2021/10/27/3-approaches-to-a-better-cloud-migration)  [COMMUNITY-TOOL] β€” Synthesizes high-level corporate strategies for executing cloud migrations. It contrasts rehosting (lift-and-shift), platform optimization (replatforming), and cloud-native rebuilding (refactoring) along security, speed, and cost parameters.
 ### Modernization
 
 #### Reactive Systems
 
   - **(2022)** [lightbend.com: From Java EE To Cloud Native: The End Of The Heavyweight Era 🌟](https://akka.io) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Lightbend presents the transition of traditional Java enterprise architectures to reactive, cloud-native frameworks (like Akka/Pekko). Evaluates high-concurrency patterns, asynchronous messaging, and horizontal scale-out benefits over synchronous architectures.
-### Multi-Cloud Strategy
-
-#### Data Management (1)
-
-??? note "thenewstack.io: The 4 Definitions of Multicloud: Part 1 β€” Data Portability"
-    **[Access Resource](https://thenewstack.io/the-4-definitions-of-multicloud-part-1-data-portability)** 🌟🌟🌟🌟 | Level: Advanced
-    
-    Evaluates the concept of data portability within multi-cloud configurations. Focuses on the architectural mechanisms of synchronizing state across varying proprietary cloud databases, minimizing network egress latency, and utilizing modern cloud-native storage interfaces (CSI) for storage flexibility.
-
-#### Network and Security
-
-??? note "thenewstack.io: Multicloud Challenges and Solutions"
-    **[Access Resource](https://thenewstack.io/multicloud-challenges-and-solutions)** 🌟🌟🌟🌟 | Level: Advanced
-    
-    Details the immense architectural friction points of multi-cloud setups, from inconsistent IAM paradigms and distinct networking topologies to high egress fees. Reviews operational abstractions like cross-cloud controllers and unified policy management to reconcile these differences.
-
-#### Resilience Patterns
-
-??? note "thenewstack.io: Multicloud Paves the Way for Cloud Native Resiliency Models"
-    **[Access Resource](https://thenewstack.io/multicloud-paves-the-way-for-cloud-native-resiliency-models)** 🌟🌟🌟🌟 | Level: Advanced
-    
-    Examines how a multi-cloud topology acts as the ultimate disaster recovery tier for highly critical modern platforms. Analyzes how active-active deployments across distinct public cloud providers mitigate regional or cloud-wide service provider outages.
-
-### Private Cloud
-
-#### Hybrid Cloud Strategy (1)
-
-  - **(2020)** [thenewstack.io: Are Private Clouds Proliferating?](https://thenewstack.io/google-and-oracle-cloud-adoption-doubles-among-enterprises-3) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Examines enterprise hybrid cloud data, highlighting why many organizations continue to maintain, build, or modernize private clouds alongside public cloud footprints. Looks at compliance, data sovereignty, predictable workloads, and hybrid architectures (e.g. Anthos, Outposts).
-### Professional Development
-
-#### Career Engineering
-
-  - **(2020)** [ituser.es: Las principales habilidades que un arquitecto cloud necesita para triunfar](https://www.ituser.es/opinion/2020/07/las-principales-habilidades-que-un-arquitecto-cloud-necesita-para-triunfar) [SPANISH CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Analiza las competencias tΓ©cnicas e interpersonales crΓ­ticas para un arquitecto cloud en el panorama empresarial moderno. Destaca la necesidad de dominar no solo arquitecturas multinube, automatizaciΓ³n con IaC y seguridad, sino tambiΓ©n habilidades de comunicaciΓ³n para traducir decisiones tecnolΓ³gicas en valor de negocio.
-### Strategy
-
-#### Multi-Cloud Benefits
-
-  - **(2021)** [softwebsolutions.com: Why enterprises need to adopt a multi-cloud strategy](https://www.softwebsolutions.com/resources/multi-cloud-adoption-strategy)  [COMMUNITY-TOOL] β€” Discusses the business and technical drivers for enterprise multi-cloud adoption, including risk mitigation, disaster recovery, avoiding vendor lock-in, and optimizing workloads across disparate public cloud provider environments.
-#### Multi-Cloud Decisions
-
-  - **(2021)** [architectelevator.com: Multi Cloud Architecture: Decisions and Options](https://architectelevator.com/cloud/hybrid-multi-cloud) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Analyses strategic multi-cloud architectural decisions. Gregor Hohpe presents frameworks to distinguish between cloud integration, portability, and distribution, highlighting that multi-cloud should be a deliberate architectural choice rather than a default risk-mitigation strategy.
 ## Cloud Architecture and Infrastructure Strategy
 
-### Application Design
-
-#### Horizontal Scaling
-
-??? note "yellow.systems: How to Make a Scalable Web Application: Architecture, Technologies, Cost 🌟"
-    **[Access Resource](https://yellow.systems/blog/how-to-build-a-scalable-web-application)** 🌟🌟🌟🌟 | Level: Intermediate
-    
-    A holistic technical guide detailing architectural design patterns necessary to construct web systems capable of scaling to high volumes of traffic. Covers backend optimization, load balancing configurations, database sharding, caching layers, and the architectural shift from single-instance services to highly available distributed designs.
-
-#### System Design Patterns
-
-??? note "bytebytego.com: System Design - Scale From Zero To Millions Of Users 🌟"
-    **[Access Resource](https://bytebytego.com/courses/system-design-interview/scale-from-zero-to-millions-of-users)** 🌟🌟🌟🌟🌟 | Level: Intermediate
-    
-    A structured breakdown of modern system scaling, illustrating how a single database configuration evolves into a multi-tiered global architecture. Covers key mechanics like database replication, global CDN routing, horizontal scaling of stateless application nodes, and distributed cache deployment.
-
-### Cost Optimization and FinOps
-
-#### Efficiency Bottlenecks
-
-??? note "zesty.co: 10 Cloud Deficiencies You Should Know"
-    **[Access Resource](https://zesty.co/blog/10-cloud-deficiencies)** 🌟🌟🌟🌟 | Level: Intermediate
-    
-    Highlights ten widespread cloud configuration deficiencies including over-provisioning of EBS volumes, orphaned compute instances, and poor auto-scaling metrics. Outlines practical mitigations for cloud-cost inflation (FinOps) and suboptimal performance caused by rigid resource constraints.
-
-### Deployment Models
-
-#### Comparison
-
-  - **(2022)** [acloudguru.com: Public cloud vs private cloud: What’s the difference? 🌟](https://www.pluralsight.com/resources/blog/business-and-leadership/public-cloud-vs-private-cloud-whats-the-difference) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Demystifies the core operational, fiscal, and regulatory distinctions between public and private cloud models. The article provides a structured baseline for cloud engineering teams to evaluate infrastructure capital expenditures (CapEx) against operational expenditures (OpEx) based on resource control needs.
-#### Hybrid and Private Cloud
-
-??? note "thenewstack.io: Private vs. Public Cloud: How Kubernetes Shifts the Balance"
-    **[Access Resource](https://thenewstack.io/private-vs-public-cloud-how-kubernetes-shifts-the-balance)** 🌟🌟🌟🌟 | Level: Intermediate
-    
-    Analyzes the architectural shift enabled by Kubernetes in bridging the gap between private and public cloud environments. By decoupling applications from underlying infrastructure, Kubernetes acts as an abstraction layer that permits consistent deployments across heterogeneous footprints, optimizing operational costs and security posture.
-
-### High Availability
-
-#### Core Patterns
-
-??? note "towardsdatascience.com: 3 High Availability Cloud Concepts You Should Know"
-    **[Access Resource](https://towardsdatascience.com/3-high-availability-cloud-concepts-you-should-know-93f3bab2cb4a)** 🌟🌟🌟🌟 | Level: Intermediate
-    
-    Explores three fundamental high-availability cloud strategies: active-active vs active-passive configurations, geo-redundant database replication, and zero-downtime DNS-routed failovers. Discusses mathematical SLA models and network traffic planning required to achieve high service uptime.
-
-#### Multi-Region Deployments
-
-??? note "engineering.monday.com: monday.com’s Multi-Regional Architecture: A Deep Dive"
-    **[Access Resource](https://engineering.monday.com/monday-coms-multi-regional-architecture-a-deep-dive)** 🌟🌟🌟🌟🌟 | Level: Advanced
-    
-    A real-world architectural dissection of how monday.com implemented a highly resilient, multi-regional cloud strategy to improve latency and adhere to strict regional data regulations. Explains state replication strategies, request routing optimizations, and database scaling bottlenecks encountered during global scaling.
-
-### Market Trends (1)
-
-#### Open Source Business Models
-
-  - **(2022)** [websiteplanet.com: What’s Open Source Software + How It Makes Money 2022](https://www.websiteplanet.com/blog/what-is-open-source-software/?geo=us&device=desktop) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Details the monetization mechanics driving open-source software (OSS) ecosystems, covering models like open-core, dual-licensing, and cloud hosting. Helps engineering leaders assess the long-term sustainability and licensing risks associated with critical software dependencies.
-### Migration and Modernization
-
-#### Enterprise Solutions
-
-??? note "deloitte.com/de: EMEA Center of Excellence for Application Modernization and Migration"
-    **[Access Resource](https://www.deloitte.com/de/de/services/consulting/services/center-of-excellence-application-modernization.html)** 🌟🌟🌟🌟 | Level: Intermediate
-    
-    Details the strategy of Deloitte's EMEA Center of Excellence for enterprise application modernization. Explains how consulting frameworks assess legacy codebases, evaluate migration paths, and apply cloud-native solutions to modernize large-scale systems.
-
-#### Planning Resources
-
-??? note "simform.com: Cloud Migration ebook"
-    **[Access Resource](https://www.simform.com/cloud-migration-ebook)** 🌟🌟🌟🌟 | Level: Intermediate
-    
-    A programmatic playbook detailing the methodologies of migrating legacy infrastructure into public or hybrid cloud topologies. It maps the standard 'R' migration frameworks (Rehost, Replatform, Refactor, etc.), evaluating execution risks, database cutover strategies, and cost-modeling paradigms.
-
 ### Modern Architectural Paradigms
 
 #### MACH Architecture
@@ -639,178 +282,13 @@ graph TD
     
     Introduces MACH (Microservices, API-first, Cloud-native, Headless) as a modern enterprise blueprint for agile digital experience platforms. This modular paradigm allows businesses to scale individual pieces independently, facilitating seamless integrations and preventing monolithic vendor lock-in.
 
-### Multi-Cloud Strategy (1)
-
-#### Architecture Designs
-
-??? note "simform.com: 6 Multi-Cloud Architecture Designs for an Effective Cloud Strategy 🌟"
-    **[Access Resource](https://www.simform.com/blog/multi-cloud-architecture)** 🌟🌟🌟🌟🌟 | Level: Advanced
-    
-    Evaluates six distinct multi-cloud topologies including Multi-Cloud Disaster Recovery, Cloud-to-Cloud Federation, and Split-Brain architectures. The guide explains practical ingress routing, state synchronization, and database replication patterns needed to sustain highly resilient, cross-cloud operations.
-
-#### Architecture Planning
-
-??? note "simform.com: What is Multi Cloud? Why you Need a Multi Cloud Strategy?"
-    **[Access Resource](https://www.simform.com/blog/multi-cloud-strategy)** 🌟🌟🌟🌟 | Level: Intermediate
-    
-    Decouples the business and technical drivers of multi-cloud architectures, focusing on risk mitigation, vendor lock-in avoidance, and geographical redundancy. The guide contrasts hybrid deployments with multi-cloud topologies to establish clear decision matrices for technical architects.
-
-#### Business Drivers
-
-  - **(2022)** [thenewstack.io: Reasons to Opt for a Multicloud Strategy](https://thenewstack.io/reasons-to-opt-for-a-multicloud-strategy) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Outlines key operational drivers supporting a deliberate multi-cloud migration strategy, centering on geographic expansion, regional regulatory mandates, and optimized billing leverage. The resource emphasizes treating multi-cloud as a strategic framework to optimize application delivery across diverse vendor strengths.
-### Storage and Hybrid Systems
-
-#### Topology Comparison
-
-??? note "blog.min.io: Mono Clouds vs Multi-Clouds & Hybrid Clouds"
-    **[Access Resource](https://www.min.io/blog)** 🌟🌟🌟🌟 | Level: Intermediate
-    
-    Details the comparative trade-offs between mono-cloud, multi-cloud, and hybrid cloud topologies from an object storage and data gravity perspective. MinIO highlights the critical role of data portability and standardized APIs (S3) in enabling architectural freedom across multi-cloud footprints.
-
 ## Cloud Infrastructure
 
-### Automation
-
-#### Concepts
-
-  - **(2021)** [thenewstack.io: What Is Cloud Automation and How Does It Benefit IT Teams? 🌟](https://thenewstack.io/what-is-cloud-automation-and-how-does-it-benefit-it-teams)  [COMMUNITY-TOOL] β€” Demystifies cloud automation paradigms, describing how automated resource provisioning, scaling, and configuration reduce operational overhead and human error. Key focus is placed on programmatic API orchestration and infrastructure-as-code.
-### DevOps
-
-#### Infrastructure Abstraction
-
-  - **(2021)** [devops.com: Infrastructure Abstraction Will Be Key to Managing Multi-Cloud](https://devops.com/infrastructure-abstraction-will-be-key-to-managing-multi-cloud) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores how infrastructure-as-code (IaC) and Kubernetes-driven abstraction layers decouple workloads from underlying cloud provider primitives. This design pattern reduces complexity, minimizes lock-in, and enforces consistent deployment methodologies.
-### Hybrid Cloud
-
-#### Management Tools
-
-  - **(2022)** [redhat.com: 5 essential tools for managing hybrid cloud infrastructure](https://www.redhat.com/en/blog/hybrid-cloud-management-tools)  [COMMUNITY-TOOL] β€” Identifies key categories and frameworks necessary for coordinating multi-cluster and hybrid environments. Emphasizes unified control planes, configuration management tools like Ansible, orchestration tools, and automated security scanning to maintain posture consistency.
 ### Kubernetes
 
 #### Container Patterns
 
   - **(2021)** [itnext.io: 4 Design Patterns for Containers in Kubernetes | Daniele Polencic 🌟](https://itnext.io/4-container-design-patterns-for-kubernetes-a8593028b4cd) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Discusses key container design patterns within Kubernetes pods, highlighting sidecars, adapters, and ambient patterns. It details how sidecar containers decouple infrastructure utilities (such as logging and service mesh proxies) from main application runtimes.
-#### OpenShift
-
-  - **(2018)** [thestack.com: OpenShift in a world of KaaS 🌟](https://techerati.com/the-stack-archive/cloud/2018/10/18/openshift-in-a-world-of-kaas) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Evaluates Red Hat OpenShift's standing in an increasingly crowded Kubernetes-as-a-Service (KaaS) market. Details the architectural advantages of OpenShift's integrated developer tooling, security guardrails, and automated enterprise operator systems.
-#### OpenShift Comparison
-
-  - **(2023)** [ibm.com: OpenShift vs. Kubernetes: What’s the Difference?](https://www.ibm.com/think/topics/openshift-vs-kubernetes)  [COMMUNITY-TOOL] β€” An authoritative IBM reference contrasting standard Kubernetes and OpenShift. Explains how OpenShift encapsulates the vanilla Kubernetes engine with operational defaults, security governance, and multi-tenant tooling suitable for hybrid cloud environments.
-  - **(2021)** [phoenixnap.com: Kubernetes vs OpenShift: Key Differences Compared 🌟](https://phoenixnap.com/blog/openshift-vs-kubernetes)  [COMMUNITY-TOOL] β€” Breaks down core differences between vanilla Kubernetes and Red Hat OpenShift, evaluating deployment mechanics, security configurations (SCC vs RBAC), built-in routing, out-of-the-box monitoring, and support models.
-  - **(2021)** [simplilearn.com: Understanding The Difference Between Kubernetes Vs. Openshift](https://www.simplilearn.com/kubernetes-vs-openshift-article)  [COMMUNITY-TOOL] β€” An educational comparison detailing the architectural boundaries of Kubernetes and OpenShift. Explores developer workflows, installation processes, built-in CI/CD pipelines, and licensing structures.
-  - **(2019)** [spec-india.com: Kubernetes VS Openshift (July 23rd 2019)](https://www.spec-india.com/blog)  [COMMUNITY-TOOL] β€” Compares upstream open-source Kubernetes with Red Hat OpenShift. Focuses on user-interface options, CLI differences, security policies, image registry capabilities, and integrated CI/CD toolchain setups in enterprise deployments.
-## Cloud Native and Kubernetes Core
-
-### Business Value and ROI
-
-#### Operational Automation
-
-  - **(2021)** [theregister.com: How Kubernetes lowers costs and automates IT department work](https://www.theregister.com/software/2021/12/21/how-kubernetes-lowers-costs-and-automates-it-department-work/1316708) 🌟🌟🌟 [LEGACY] β€” Evaluates the cost-efficiency and performance benefits of transitioning IT operations from legacy VMs to Kubernetes-orchestrated workloads. Examines auto-scaling, bin-packing, and automated operations as primary factors for decreasing infrastructural and labor expenditures.
-### Container Orchestration
-
-#### Deep Dive
-
-??? note "alibabacloud.com: Getting Started with Kubernetes | Deep Dive into Kubernetes Core Concepts"
-    **[Access Resource](https://www.alibabacloud.com/blog/getting-started-with-kubernetes-%7C-deep-dive-into-kubernetes-core-concepts_595896)** 🌟🌟🌟🌟 | Level: Advanced
-    
-    Deep dive into core Kubernetes architectures, detailing controller-manager reconciliation mechanisms, kube-scheduler filters, and API-driven status updates. Provides a technical reference for engineers wanting to design resource control loops and manage standard system interactions.
-
-#### Fundamentals (1)
-
-??? note "cloud.google.com: What is Kubernetes? 🌟"
-    **[Access Resource](https://cloud.google.com/learn/what-is-kubernetes)** 🌟🌟🌟🌟🌟 | Level: Beginner
-    
-    A comprehensive foundation on Kubernetes, detailing its architectural pillars including the control plane, worker nodes, and declarative API engine. It outlines container scheduling, automated self-healing, and service discovery mechanisms essential for running resilient, modern cloud-native systems.
-
-??? note "weave.works: What is a Kubernetes Cluster? 🌟"
-    **[Access Resource](https://www.weave.works/blog/kubernetes-cluster)** 🌟🌟🌟🌟 | Level: Beginner
-    
-    Details the core elements forming a Kubernetes cluster, covering worker nodes, control plane systems (etcd, scheduler, API server), and pod networking. Explains how these interconnected components synchronize state to ensure continuous deployment consistency.
-
-#### Future Outlook
-
-??? note "eficode.com: The future of Kubernetes – and why developers should look beyond Kubernetes in 2022"
-    **[Access Resource](https://www.eficode.com/blog/the-future-of-kubernetes-and-why-developers-should-look-beyond-kubernetes-in-2022)** 🌟🌟🌟🌟 | Level: Intermediate
-    
-    Investigates the evolutionary curve of Kubernetes, arguing that developers should interface with high-level platform abstractions rather than direct cluster resources. Focuses on tools that simplify the developer workflow, keeping Kubernetes in the background as a dedicated execution runtime.
-
-#### Orchestrator Comparison
-
-??? note "nathanpeck.com: Why should I use an orchestrator like Kubernetes, Amazon ECS, or Hashicorp Nomad?"
-    **[Access Resource](https://nathanpeck.com/why-should-use-container-orchestration)** 🌟🌟🌟🌟🌟 | Level: Intermediate
-    
-    Compares core orchestratorsβ€”Kubernetes, Amazon ECS, and HashiCorp Nomadβ€”to clarify fit based on team expertise and operational scale. Outlines how orchestration solves key deployment needs such as bin-packing, cluster autoscaling, high-availability routing, and health checks.
-
-#### Platform Engineering
-
-??? note "thenewstack.io: Kubernetes and the Next Generation of PaaS"
-    **[Access Resource](https://thenewstack.io/kubernetes-and-the-next-generation-of-paas)** 🌟🌟🌟🌟 | Level: Advanced
-    
-    Explores how Kubernetes acts as a core engine for modern Platform-as-a-Service (PaaS) engines, giving developers streamlined deployment controls without underlying cloud complexity. Discusses custom resource definitions (CRDs) and operators as tools for generating customized cloud abstraction layers.
-
-### Market Trends (2)
-
-#### Adoption Analytics
-
-??? note "infoworld.com: Kubernetes adoption up, serverless down, developer survey says"
-    **[Access Resource](https://www.infoworld.com/article/2271482/kubernetes-up-serverless-down-report.html)** 🌟🌟🌟🌟 | Level: Intermediate
-    
-    Examines empirical metrics demonstrating increased Kubernetes adoption alongside stagnant serverless framework growth. Highlights developer preference for containerized control, local reproducibility, and standardized deployment patterns over vendor-proprietary, event-driven serverless platforms.
-
-#### Ecosystem Evolution
-
-??? note "thenewstack.io: 5 Cloud Native Trends to Watch out for in 2022"
-    **[Access Resource](https://thenewstack.io/5-cloud-native-trends-to-watch-out-for-in-2022)** 🌟🌟🌟🌟 | Level: Advanced
-    
-    Outlines five major architectural developments in cloud-native technology, highlighting eBPF-powered networking, WebAssembly (Wasm) runtime integration, and GitOps-centric deployment. Serves as a useful compass for aligning next-generation enterprise platforms with emerging standards.
-
-### Migration and Modernization (1)
-
-#### Anti-Patterns
-
-??? note "infoq.com: 9 Ways to Fail at Cloud Native"
-    **[Access Resource](https://www.infoq.com/presentations/fail-cloud-native-migration)** 🌟🌟🌟🌟 | Level: Advanced
-    
-    Identifies common organizational and architectural pitfalls encountered during cloud-native migrations, such as lifting-and-shifting legacy patterns directly into containers. Stresses the necessity of cultivating a DevOps culture, standardizing platforms, and focusing on cloud-native application patterns.
-
-#### Workload Transition
-
-??? note "thenewstack.io: App Modernization: 5 Tips When Migrating to Kubernetes"
-    **[Access Resource](https://thenewstack.io/app-modernization-5-tips-when-migrating-to-kubernetes)** 🌟🌟🌟🌟 | Level: Intermediate
-    
-    Distills five high-impact operational guidelines for migrating application structures onto Kubernetes. Focuses on the elimination of hardcoded states, configuring robust health probes (liveness/readiness), configuring standard resource limits, and configuring external config parameters.
-
-### Testing and Reliability
-
-#### Control Plane Validation
-
-??? note "micahlerner.com: Automatic Reliability Testing For Cluster Management Controllers"
-    **[Access Resource](https://www.micahlerner.com/2022/07/24/automatic-reliability-testing-for-cluster-management-controllers.html)** 🌟🌟🌟🌟 | Level: Advanced
-    
-    Examines methods for testing Kubernetes-style controllers using fault-injection framework principles (e.g., Sieve). Details how injecting errors, API delays, and container crashes validates the reliability of reconciliation engines, ensuring robust system recovery in production.
-
-### Virtualization and Containers
-
-#### Architecture Comparison
-
-??? note "community.hpe.com: Containers vs. VMs: What’s the difference?"
-    **[Access Resource](https://community.hpe.com/hpeb/plugins/custom/hp/hpebresponsive/custom.bounce_endpoint?referer=https%3A%2F%2Fcommunity.hpe.com%2Ft5%2FHPE-Ezmeral-Uncut%2FContainers-vs-VMs-What-s-the-difference%2Fba-p%2F7147090)** 🌟🌟🌟🌟 | Level: Beginner
-    
-    Compares hardware-level hypervisor virtualization (VMs) against kernel-level OS virtualization (Containers). The analysis targets engineering constraints around performance, boot speeds, immutable deployment architectures, and compute efficiency, aiding architects in selecting virtualization tiers.
-
-#### Container Anti-patterns
-
-??? note "howtogeek.com: When Not to Use Docker: Cases Where Containers Don’t Help 🌟"
-    **[Access Resource](https://www.howtogeek.com/devops/when-not-to-use-docker-cases-where-containers-dont-help)** 🌟🌟🌟🌟 | Level: Beginner
-    
-    Identifies scenarios where containerization introduces unnecessary complexity without providing distinct technical or operational benefits. Analyzes drawbacks for monoliths, GUI-heavy desktop programs, static legacy systems, or performance-critical processes requiring bare-metal host communication.
-
-#### Modernization Strategy
-
-??? note "cloud.redhat.com: How to Modernize Virtualized Workloads 🌟"
-    **[Access Resource](https://www.redhat.com/en/blog/how-to-modernize-virtualized-workloads)** 🌟🌟🌟🌟 | Level: Intermediate
-    
-    Guides enterprise architects through modernizing traditional VM-based applications into containerized architectures using tools like OpenShift Virtualization (KubeVirt). This allows running legacy virtual machines side-by-side with cloud-native containers inside a unified Kubernetes environment.
-
 ## Cloud Native Architecture
 
 ### Containerization
@@ -830,144 +308,11 @@ graph TD
   - **(2019)** [weave.works: Going Cloud Native: 6 essential things you need to know](https://www.weave.works/technologies/going-cloud-native-6-essential-things-you-need-to-know) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Weave Works lays out six core pillars for going cloud native, focusing on containerization, declarative state management, and GitOps workflows to establish efficient deployment setups.
 ### Microservices (3)
 
-#### Enterprise Solutions (1)
+#### Enterprise Solutions
 
   - **(2020)** [redhat.com: Why choose Red Hat for microservices?](https://www.redhat.com/en/topics/microservices/why-choose-red-hat-microservices) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive evaluation of Red Hat OpenShift and its ecosystem for microservices. It highlights built-in support for service mesh, security boundaries, and hybrid cloud portability as essential elements for enterprise deployments.
-### Software Engineering
-
-#### Monoliths (1)
-
-  - **(2023)** [allthingsdistributed.com: Monoliths are not dinosaurs](https://www.allthingsdistributed.com/2023/05/monoliths-are-not-dinosaurs.html) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Dr. Werner Vogels highlights that monolithic architectures remain highly relevant. The article argues that architectural choices must align with practical business problems rather than dogmatic adherence to microservices patterns.
-  - **(2020)** [Monoliths are the future | Kelsey Hightower](https://changelog.com/posts/monoliths-are-the-future) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Kelsey Hightower advocates for well-structured monolithic applications, challenging the microservices-by-default trend. The case study stresses that organizational discipline and clean boundaries are more important than physical system separation.
-## Cloud Native Infrastructure
-
-### Business Architecture (1)
-
-#### Infrastructure Management
-
-  - **(2021)** [addwebsolution.com: How Kubernetes helps businesses manage their IT infrastructure?](https://www.addwebsolution.com/blog/how-kubernetes-helps-businesses-manage-their-it-infrastructure) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Outlines the business-level value propositions of Kubernetes, including horizontal auto-scaling, resource optimization, and reduced cloud vendor lock-in. It bridges the gap between technical orchestration features and business metrics like accelerated time-to-market and infrastructure cost-efficiency.
-#### Value Proposition
-
-  - **(2020)** [weave.works: 6 Business Benefits of Kubernetes](https://www.weave.works/blog/6-business-benefits-of-kubernetes) 🌟🌟🌟 [COMMUNITY-TOOL] β€” From the creators of GitOps, this analysis frames Kubernetes not just as an engineering luxury but as an enterprise driver. Key features highlighted include multi-cloud flexibility, faster software release cycles, robust self-healing infrastructure, and container-driven resource optimization.
-### CNCF Ecosystem
-
-#### Platform Engineering (1)
-
-??? note "thenewstack.io: What is the modern cloud native stack? 🌟🌟"
-    **[Access Resource](https://thenewstack.io/what-is-the-modern-cloud-native-stack)** 🌟🌟🌟🌟🌟 | Level: Intermediate
-    
-    Maps out the components of the modern Cloud Native Computing Foundation (CNCF) stack. From container runtimes (containerd) and orchestration (Kubernetes) to service meshes (Istio/Linkerd) and GitOps deployment paradigms (ArgoCD), this serves as an essential reference architecture.
-
-??? note "thenewstack.io: The Cloud Native Landscape: Platforms Explained"
-    **[Access Resource](https://thenewstack.io/cloud-native/the-cloud-native-landscape-platforms-explained)** 🌟🌟🌟🌟 | Level: Intermediate
-    
-    Demystifies the CNCF cloud-native interactive landscape by categorizing platform layer elements. Distinguishes Kubernetes distributions, managed Kubernetes offerings, private clouds, and application-level platform abstractions (PaaS) to aid enterprise architects in technology selection.
-
-### Containerization (1)
-
-#### Fundamentals (2)
-
-  - **(2020)** [opensource.com: 6 container concepts you need to understand](https://opensource.com/article/20/12/containers-101) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Demystifies Linux kernel-level container mechanisms by breaking down the core abstractions. Provides clear explanations of namespaces, cgroups, container images, registries, runtimes, and the relationship between containers and virtual machines.
-  - **(2021)** [makeuseof.com: hich Container System Should You Use: Kubernetes or Docker?](https://www.makeuseof.com/kubernetes-or-docker) 🌟🌟 [COMMUNITY-TOOL] β€” Clarifies the common beginner point of confusion comparing Docker with Kubernetes. Explains that Docker is a containerization engine focused on packing and running single application workloads, while Kubernetes is an orchestrator managing fleets of containers across physical resources.
-#### Operations Guide
-
-??? note "redhat.com: A sysadmin's guide to containerizing applications"
-    **[Access Resource](https://www.redhat.com/en/blog/containerizing-applications)** 🌟🌟🌟🌟 | Level: Intermediate
-    
-    A highly practical guide detailing how system administrators can containerize legacy workloads. It covers writing clean Containerfiles/Dockerfiles, selecting secure base images, managing non-root execution privileges, and transitioning configuration management to environment variables.
-
-### Industry Standards
-
-#### Market Trends (3)
-
-??? note "thenewstack.io: 3 Reasons Why You Can’t Afford to Ignore Cloud Native Computing 🌟"
-    **[Access Resource](https://thenewstack.io/cloud-native/3-reasons-why-you-cant-afford-to-ignore-cloud-native-computing)** 🌟🌟🌟🌟 | Level: Beginner
-    
-    Highlights the business-critical benefits of transitioning to a cloud-native compute model. Focuses on cloud-provider independence via portable API standards, massive efficiency gains from auto-scaling resources, and drastically improved fault tolerance compared to traditional legacy VMs.
-
-### Kubernetes Orchestration
-
-#### Fundamentals (3)
-
-  - **(2020)** [loves.cloud: Kubernetes: An Introduction](https://loves.cloud/kubernetes-an-introduction) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Introduces the foundational architecture of Kubernetes, tracing its heritage from Google's internal Borg system to an open-source standard. Explains core concepts such as Pods, Services, Deployments, and the control plane architecture (API Server, etcd, Scheduler, Controller Manager) for bare-metal and cloud migrations.
-#### Future Trends
-
-??? note "jaxenter.com: Kubernetes Is Much Bigger Than Containers: Here’s Where It Will Go Next"
-    **[Access Resource](https://devm.io/kubernetes/kubernetes-bigger-173675)** 🌟🌟🌟🌟 | Level: Advanced
-    
-    Position paper explaining how Kubernetes has outgrown its primary definition as a container orchestrator to become the universal cloud operating system. Explains the power of the K8s API model, Custom Resource Definitions (CRDs), and how it is orchestrating non-containerized assets, database clusters, and virtual machines.
-
-#### Industry Standards (1)
-
-??? note "thoughtworks.com: Kubernetes"
-    **[Access Resource](https://www.thoughtworks.com/radar/platforms/kubernetes)** 🌟🌟🌟🌟🌟 | Level: Intermediate
-    
-    A strategic overview from the Thoughtworks Tech Radar detailing the undisputed supremacy of Kubernetes as the container orchestration engine of choice. The entry evaluates the operational realities of adopting K8s, noting that while it is a de facto standard, organizations must watch out for accidental complexity and invest heavily in platform teams.
-
-#### Industry Trends
-
-  - **(2021)** [devprojournal.com: Containers, Kubernetes and Software Development in 2021](https://www.devprojournal.com/technology-trends/kubernetes/containers-kubernetes-and-software-development-in-2021) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Evaluates market adoption trends of container ecosystems. Discusses how organizations leverage automated container configurations to speed up local testing cycles, isolate software runtimes, and optimize multi-cloud deployment paradigms.
-#### Kubernetes Tools
-
-??? note "jaxenter.com: Six Essential Kubernetes Extensions to Add to Your Toolkit 🌟"
-    **[Access Resource](https://devm.io/kubernetes/kubernetes-extensions-172215)** 🌟🌟🌟🌟 | Level: Intermediate
-    
-    Evaluates a curated selection of Kubernetes command-line and cluster-level utilities designed to simplify debugging, manifest inspection, and deployment automation. Highlighting extensions like K9s, Helm, and Kubectl plugins, the article contrasts native Kubernetes CLI limits with accelerated platform-engineering workflows.
-
-#### Multi-Cluster Strategy
-
-??? note "jaxenter.com: Practical Implications for Adopting a Multi-Cluster, Multi-Cloud Kubernetes Strategy"
-    **[Access Resource](https://devm.io/kubernetes/kubernetes-practical-implications-171647)** 🌟🌟🌟🌟 | Level: Advanced
-    
-    Analyzes the operational overhead and architectural patterns of deploying Kubernetes across multiple clusters and cloud providers. It contrasts local management with centralized control planes, emphasizing network topology, storage synchronization, and global load balancing. The guide demonstrates that operational complexity must be carefully traded off against high availability and disaster recovery goals.
-
-#### Platform Engineering (2)
-
-??? note "thenewstack.io: Defining a Different Kubernetes User Interface for the Next Decade"
-    **[Access Resource](https://thenewstack.io/defining-a-different-kubernetes-user-interface-for-the-next-decade)** 🌟🌟🌟🌟 | Level: Advanced
-    
-    Discusses the evolution of the Kubernetes API and the growing necessity for user interfaces that abstract the complex YAML declarations. Explores trends like custom controllers, platform wrappers, and programmatic DSLs to simplify operations for non-expert system developers.
-
-### Professional Development (1)
-
-#### Career Engineering (1)
-
-  - **(2020)** [javarevisited.blogspot.com: Why Every Programmer, DevOps Engineer Should learn Docker and Kubernetes in 2020](https://javarevisited.blogspot.com/2020/11/why-devops-engineer-learn-docker-kubernetes.html) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Outlines why containerization and container orchestration skills have transitioned from advanced operational specialties to core software development competencies. Highlights the industry-wide ubiquity of Docker and Kubernetes for consistent, reproducible builds across local and cloud environments.
-### Technology Assessment
-
-#### Compute Paradigms
-
-??? note "softwareengineeringdaily.com: Kubernetes vs. Serverless with Matt Ward (podcast) 🌟"
-    **[Access Resource](https://softwareengineeringdaily.com/2020/12/29/kubernetes-vs-serverless-with-matt-ward-repeat)** 🌟🌟🌟🌟 | Level: Intermediate
-    
-    A deep-dive podcast discussion analyzing the philosophical and technical tradeoffs between Kubernetes-orchestrated long-running containers and serverless functions. Explores developer velocity, cold starts, operational complexity, and total cost of ownership (TCO) at scale.
-
-## Cloud Native Orchestration
-
-### Platform Comparison
-
-#### OpenShift vs Kubernetes
-
-  - **(2022)** [imaginarycloud.com: OPENSHIFT VS KUBERNETES: WHAT ARE THE DIFFERENCES](https://www.imaginarycloud.com/blog/openshift-vs-kubernetes-differences)  [COMMUNITY-TOOL] β€” A strategic comparison detailing the core structural and operational differences between upstream Kubernetes and Red Hat OpenShift. This piece evaluates security postures, default configurations, integration constraints, and deployment flexibility, offering architects clear decision criteria.
-  - **(2021)** [thenewstack.io: What’s the Difference Between Kubernetes and OpenShift?](https://thenewstack.io/kubernetes/whats-the-difference-between-kubernetes-and-openshift)  [COMMUNITY-TOOL] β€” This architectural comparison highlights Red Hat's opinionated enterprise extensions built atop vanilla Kubernetes. It details how OpenShift integrates security defaults, built-in container registries, router mechanisms, and lifecycle management controls (OLM) out of the box.
-## Data Engineering
-
-### Education
-
-#### Cookbook
-
-  - **(2023)** [cookbook.learndataengineering.com: The Data Engineering Cookbook](https://cookbook.learndataengineering.com/docs/05-CaseStudies) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive community cookbook gathering foundational data engineering designs, pipelines, and frameworks. Includes real-world infrastructure and data science architecture case studies, such as processing extreme datasets at CERN.
 ## DevOps and CICD
 
-### Continuous Integration
-
-#### Developer Experience
-
-??? note "shopify.engineering: Keeping Developers Happy with a Fast CI"
-    **[Access Resource](https://shopify.engineering/faster-shopify-ci)** 🌟🌟🌟🌟🌟 | Level: Advanced
-    
-    A case study from Shopify detailing the infrastructure and engineering effort required to maintain sub-minute continuous integration pipelines for large codebases. Explores parallelization techniques, test selection algorithms, and cache-optimization strategies that scale.
-
 ### Microservices (4)
 
 #### Tooling Ecosystem
@@ -977,65 +322,6 @@ graph TD
     
     Maps out the comprehensive tooling stack required to manage complex microservice lifecycles. Details the intersection of build systems, container registries, service meshes, centralized logging (EFK/ELK), and distributed tracing tools (Jaeger) essential for observability.
 
-## DevOps Automation and Modern Systems Engineering
-
-### Automation and Orchestration
-
-#### Operational Efficiency
-
-  - **(2021)** [redhat.com: Use automation to combat your increased workload](https://www.redhat.com/en/blog/automation-combat-increased-workload) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Focuses on the role of system-wide automation frameworks (e.g., Ansible, Chef) in managing scale complexity within modern engineering groups. Illustrates how automating toil and routine operations reduces human error rate and frees cognitive resources for high-value architecture planning.
-### Culture and Roles
-
-#### Systems Administration Evolution
-
-  - **(2021)** [opensource.com: What do we call post-modern system administrators?](https://opensource.com/article/21/7/system-administrators) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Reflects on the transformation of the system administrator role into Site Reliability Engineering (SRE), Platform Engineering, and DevOps roles. It highlights how infrastructure-as-code, GitOps, and high automation levels have reshaped the operational skills required to maintain state-of-the-art enterprise platforms.
-### Infrastructure-as-Code
-
-#### Self-Healing Systems
-
-??? note "thenewstack.io: Intention-as Code: Making Self-Healing Infrastructure Work"
-    **[Access Resource](https://thenewstack.io/intention-as-code-making-self-healing-infrastructure-work)** 🌟🌟🌟🌟 | Level: Advanced
-    
-    Describes the shift from declarative Infrastructure-as-Code to 'Intention-as-Code,' where engineers declare higher-level business expectations and allow self-healing loops to continuously resolve deviations. Explains reconciliation loops within container orchestrators as the foundational model for autonomous infrastructure engines.
-
-### Security and Governance
-
-#### Policy-as-Code
-
-??? note "thenewstack.io: Cloud Engineers Try Policy-as-Code to Cure Misconfiguration Woes"
-    **[Access Resource](https://thenewstack.io/cloud-engineers-try-policy-as-code-to-cure-misconfiguration-woes)** 🌟🌟🌟🌟 | Level: Intermediate
-    
-    Details the growth of Policy-as-Code (PaC) tooling like Open Policy Agent (OPA) and Kyverno in preventing critical cloud misconfigurations before runtime. By integrating deterministic rule engines directly into continuous integration loops, platform engineers enforce compliance and security invariants shift-left.
-
-### Software Engineering Principles
-
-#### Programming Languages
-
-  - **(2021)** [enter.co: Estos son los 10 lenguajes de programaciΓ³n mΓ‘s populares en 2021](https://www.enter.co/especiales/dev/herramientas-dev/estos-son-los-10-lenguajes-de-programacion-mas-populares-en-2021) [SPANISH CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Revisa los lenguajes de programaciΓ³n mΓ‘s influyentes y demandados del aΓ±o 2021, evaluando su adopciΓ³n en microservicios, frontend y desarrollo mΓ³vil. Ayuda a los equipos de desarrollo a evaluar quΓ© tecnologΓ­as garantizan mayor facilidad para contratar talento y compatibilidad de librerΓ­as a largo plazo.
-#### Technical Debt (1)
-
-  - **(2021)** [xataka.com: La deuda tΓ©cnica, un lastre para las tecnolΓ³gicas: un estudio seΓ±ala que los informΓ‘ticos pierden casi un dΓ­a de trabajo a la semana para solventarlas](https://www.xataka.com/pro/deuda-tecnica-lastre-para-tecnologicas-estudio-senala-que-informaticos-pierden-casi-dia-trabajo-a-semana-para-solventarlas) [SPANISH CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Analiza las repercusiones financieras y operativas de la deuda tΓ©cnica dentro de los equipos de desarrollo modernos, destacando que los ingenieros pierden aproximadamente un dΓ­a por semana mitigΓ‘ndola. El informe subraya la necesidad de implementar prΓ‘cticas de refactorizaciΓ³n continuas y arquitecturas robustas para mitigar este impacto.
-## Distributed Systems
-
-### Consensus
-
-#### Algorithms
-
-  - **(2024)** [The Raft Consensus Algorithm 🌟](https://raft.github.io) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” An interactive educational visualizer for the Raft Consensus Algorithm, designed to be more understandable than Paxos. Covers leader election, log replication, safety mechanisms, and cluster membership changes in highly consistent databases.
-## Edge and IoT Orchestration
-
-### Embedded Software
-
-#### Automotive Systems
-
-  - **(2021)** [spectrum.ieee.org: How Software Is Eating the Car](https://spectrum.ieee.org/software-eating-car)  [COMMUNITY-TOOL] β€” An industry analysis of software-defined vehicle (SDV) architectures. Investigates how safety-critical embedded frameworks are migrating toward virtualized hardware, container workloads, and modular microservices structures in advanced automotive systems.
-## Emerging Technology
-
-### Quantum Computing
-
-#### Fundamentals (4)
-
-  - **(2024)** [cope.es: El ejemplo de 'la moneda' con el que entender cΓ³mo funciona un ordenador cuΓ‘ntico: "SerΓ‘ una revoluciΓ³n"](https://www.cope.es/programas/la-linterna/noticias/ejemplo-moneda-con-que-entender-como-funciona-ordenador-cuantico-una-revolucion-20240407_3232557) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” Introduce los principios de la computaciΓ³n cuΓ‘ntica de manera accesible mediante la analogΓ­a de una moneda girando para ilustrar la superposiciΓ³n. Destaca el impacto potencial de los cΓΊbits frente a la computaciΓ³n clΓ‘sica.
 ## Frontend Architecture
 
 ### Design Patterns (2)
@@ -1051,191 +337,9 @@ graph TD
 #### Introduction
 
   - **(2021)** [semaphoreci.com: Microfrontends: Microservices for the Frontend](https://semaphore.io/blog/microfrontends)  [COMMUNITY-TOOL] β€” Explores extending microservice patterns to client-side presentation layers. Evaluates how microfrontends divide a single web application into independent, decoupled frontend modules maintained by autonomous cross-functional teams.
-## Infrastructure
-
-### Cloud Architecture (1)
-
-#### Paradigms
-
-  - **(2021)** [cloudscaling.com: The History of Pets vs Cattle and How to Use the Analogy Properly](https://cloudscaling.com/blog/cloud-computing/the-history-of-pets-vs-cattle)  [COMMUNITY-TOOL] β€” Unpacks the historical context of the 'Pets vs Cattle' cloud infrastructure analogy. Contrasts bespoke, manually maintained systems (pets) with standardized, automatically rebuilt, and ephemeral containerized node pools (cattle).
-### Cloud Financials
-
-#### FinOps
-
-  - **(2023)** [theregister.com: Basecamp details 'obscene' $3.2 million bill that caused it to quit the cloud](https://www.theregister.com/off-prem/2023/01/16/basecamp-details-32-million-bill-that-saw-it-quit-cloud/270397) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Investigates 37signals' highly publicized exit from AWS public cloud infrastructure. Highlights the architectural transition back to owned bare-metal hardware, showcasing substantial cost reductions and FinOps optimization.
-### Legacy
-
-#### Mainframe
-
-  - **(2023)** [elespanol.com: Mainframe: repaso de pasado y futuro a una tecnologΓ­a de 1944 que se resiste a morir](https://www.elespanol.com/invertia/disruptores/grandes-actores/tecnologicas/20230416/mainframe-repaso-pasado-futuro-tecnologia-resiste-morir/756174490_0.html) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” Analiza la longevidad del hardware mainframe y su continua relevancia en el sector financiero y asegurador. Explora cΓ³mo las arquitecturas heredadas se integran con nubes hΓ­bridas modernas mediante APIs y capas de compatibilidad.
-### Virtualization
-
-#### Broadcom Era
-
-  - **(2024)** [thestack.technology: VMware is killing off 56 products amid "tectonic" infrastructure shift](https://www.thestack.technology/vmware-is-killing-off-56-products-including-vsphere-hypervisor-and-nsx)  [COMMUNITY-TOOL] β€” Details Broadcom's aggressive consolidation of VMware's product portfolio. Analyzes the impact on enterprise infrastructure strategies, driving many organizations to accelerate their migrations to bare metal, KVM, or public cloud.
-## Infrastructure and Hardware
-
-### Data Center Investments
-
-#### Europe
-
-  - **(2022)** [cincodias.elpais.com: El sector del 'data center' eleva a 6.837 millones su inversiΓ³n directa en nuevos centros en EspaΓ±a hasta 2026](https://cincodias.elpais.com/cincodias/2022/03/31/companias/1648738965_952353.html) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” Industrial report tracking data center investments in Spain up to 2026. Highlights structural upgrades and major hardware infrastructure investments needed to support highly dense, low-latency regional cloud-native workloads.
-## Kubernetes Tools (1)
-
-### General Reference
-
-  - [ringcentral.co.uk: Software as a Service (SaaS)](https://www.ringcentral.com/gb/en/blog/definitions/software-as-a-service-saas)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.ringcentral.com in the Kubernetes Tools ecosystem.
-  - [ringcentral.co.uk: Cloud Management 🌟](https://www.ringcentral.com/gb/en/blog/definitions/cloud-management)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.ringcentral.com in the Kubernetes Tools ecosystem.
-  - [Kelsey Hightower Fireside Chat: An Unconventional Path to IT and Some Life Advice](https://www.hashicorp.com/resources/kelsey-hightower-fireside-chat-an-unconventional-path-to-it-and-some-life-advice)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.hashicorp.com in the Kubernetes Tools ecosystem.
-  - [medium.com/javarevisited: Microservices communication using gRPC Protocol](https://medium.com/javarevisited/microservices-communication-using-grpc-protocol-dc3a2f8b648d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/javarevisited: Microservices communication using gRPC Protocol== in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: How to design a system to scale to your first' 100 million users](https://levelup.gitconnected.com/how-to-design-a-system-to-scale-to-your-first-100-million-users-4450a2f9703d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: How to design a system to scale to your first' 100 million users in the Kubernetes Tools ecosystem.
-  - [Monolithic versus Microservice architecture](https://www.enterprisetimes.co.uk/2020/07/23/monolithic-versus-microservice-architecture)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Monolithic versus Microservice architecture in the Kubernetes Tools ecosystem.
-  - [cncf.io: Top 7 challenges to becoming cloud native](https://www.cncf.io/blog/2020/09/15/top-7-challenges-to-becoming-cloud-native)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Top 7 challenges to becoming cloud native in the Kubernetes Tools ecosystem.
-  - [techrepublic.com: Kubernetes will deliver the app store experience for enterprise' software, says Weaveworks CEO](https://www.techrepublic.com/article/kubernetes-will-deliver-the-app-store-experience-for-enterprise-software-says-weaveworks-ceo)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering techrepublic.com: Kubernetes will deliver the app store experience for enterprise' software, says Weaveworks CEO in the Kubernetes Tools ecosystem.
-  - [shahirdaya.medium.com: What does it mean to be Cloud Native? 🌟](https://shahirdaya.medium.com/what-does-it-mean-to-be-cloud-native-12360a324571)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering shahirdaya.medium.com: What does it mean to be Cloud Native? 🌟 in the Kubernetes Tools ecosystem.
-  - [skamille.medium.com: Make Boring Plans](https://skamille.medium.com/make-boring-plans-9438ce5cb053)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering skamille.medium.com: Make Boring Plans in the Kubernetes Tools ecosystem.
-  - [cloud-melon.com: Under the hood of Kubernetes and microservices](https://cloud-melon.com/2019/12/26/under-the-hood-of-kubernetes-and-microservices)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloud-melon.com: Under the hood of Kubernetes and microservices in the Kubernetes Tools ecosystem.
-  - [medium: A Design Analysis of Cloud-based Microservices Architecture at Netflix](https://medium.com/swlh/a-design-analysis-of-cloud-based-microservices-architecture-at-netflix-98836b2da45f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: A Design Analysis of Cloud-based Microservices Architecture at Netflix in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Why Microservices? 🌟](https://www.hashicorp.com/resources/why-microservices)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Why Microservices? 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: Microservices Architecture From A to Z 🌟](https://medium.com/swlh/microservices-architecture-from-a-to-z-7287da1c5d28)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Microservices Architecture From A to Z 🌟 in the Kubernetes Tools ecosystem.
-  - [skycrafters.io: Do Containers Really Contain? Virtual Machines vs. Containers' 🌟](https://skycrafters.io/blog/2021/06/08/do-containers-really-contain)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering skycrafters.io: Do Containers Really Contain? Virtual Machines vs. Containers' 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: Container Fundamentals β€” Part 1](https://medium.com/techbeatly/container-fundamentals-part-i-445881a81b7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Container Fundamentals β€” Part 1 in the Kubernetes Tools ecosystem.
-  - [medium: What is microservices and why is it different? 🌟](https://medium.com/microservices-for-net-developers/what-is-microservices-and-why-is-it-different-fac017cb8cf4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: What is microservices and why is it different? 🌟 in the Kubernetes Tools ecosystem.
-  - [How Your Application Architecture Has Evolved 🌟](https://dzone.com/articles/how-your-application-architecture-evolved)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering How Your Application Architecture Has Evolved 🌟 in the Kubernetes Tools ecosystem.
-  - [fylamynt.com: Mastering Cloud Automation in the Cloud-Native Era 🌟](https://www.fylamynt.com/post/mastering-cloud-automation-in-the-cloud-native-era)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering fylamynt.com: Mastering Cloud Automation in the Cloud-Native Era 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: Monoliths vs Microservices](https://medium.com/getdefault-in/monoliths-vs-microservices-59cff20bb106)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Monoliths vs Microservices in the Kubernetes Tools ecosystem.
-  - [dzone: Top 6 Time Wastes as a Software Engineer](https://dzone.com/articles/top-time-wastes-as-a-software-engineer)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Top 6 Time Wastes as a Software Engineer in the Kubernetes Tools ecosystem.
-  - [hiralee.medium.com: Software Architecture vs Design](https://hiralee.medium.com/software-design-vs-architecture-1da0a94322a4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hiralee.medium.com: Software Architecture vs Design in the Kubernetes Tools ecosystem.
-  - [blog.deref.io: Containers Don't Solve Everything 🌟](https://blog.deref.io/containers-dont-solve-everything)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.deref.io: Containers Don't Solve Everything 🌟 in the Kubernetes Tools ecosystem.
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-  - [cncf.io: How to justify infrastructure replacement to your manager](https://www.cncf.io/blog/2021/10/29/how-to-justify-infrastructure-replacement-to-your-manager)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: How to justify infrastructure replacement to your manager in the Kubernetes Tools ecosystem.
-  - [techrepublic.com: Enterprises get closer to the app store experience with' Kubernetes and GitOps](https://www.techrepublic.com/article/enterprises-get-closer-to-the-app-store-experience-with-kubernetes-and-gitops)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==techrepublic.com: Enterprises get closer to the app store experience with' Kubernetes and GitOps== in the Kubernetes Tools ecosystem.
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-  - [blog.devgenius.io: Distributed Monolith](https://blog.devgenius.io/distributed-monolith-1d2d9f86a68f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==blog.devgenius.io: Distributed Monolith== in the Kubernetes Tools ecosystem.
-  - [medium.com/geekculture: A Beginners Guide to Understanding Microservices](https://medium.com/geekculture/a-beginners-guide-to-understanding-microservices-d2a8bae871b7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/geekculture: A Beginners Guide to Understanding Microservices in the Kubernetes Tools ecosystem.
-  - [medium.com/interviewnoodle: Shift from Monolith to CQRS 🌟](https://medium.com/interviewnoodle/shift-from-monolith-to-cqrs-a34bab75617e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/interviewnoodle: Shift from Monolith to CQRS== 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/@ajin.sunny: System Design Architecture: Stateful vs. Stateless' 🌟](https://medium.com/@ajin.sunny/system-design-architecture-stateful-vs-stateless-62ed0ddb9f2b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@ajin.sunny: System Design Architecture: Stateful vs. Stateless==' 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/@ajin.sunny: System Design Concept: Rate limiting 🌟](https://medium.com/@ajin.sunny/system-design-concept-rate-limiting-f4da72371533)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@ajin.sunny: System Design Concept: Rate limiting 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/@ajin.sunny: Rate limiting in Distributed Systems 🌟](https://medium.com/@ajin.sunny/rate-limiting-in-distributed-systems-bbeca0c47b96)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@ajin.sunny: Rate limiting in Distributed Systems 🌟 in the Kubernetes Tools ecosystem.
-  - [blog.devgenius.io: Top 10 Architecture Characteristics / Non-Functional' Requirements with Cheatsheet 🌟](https://blog.devgenius.io/top-10-architecture-characteristics-non-functional-requirements-with-cheatsheat-7ad14bbb0a9b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Top 10 Architecture Characteristics / Non-Functional' Requirements with Cheatsheet 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/dotnet-hub: Software Architecture β€” Introduction to Cloud Native' Application Architecture 🌟](https://medium.com/dotnet-hub/introduction-to-cloud-native-application-architecture-what-is-cloud-native-architecture-overview-benefits-e9be9aca0dd3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/dotnet-hub: Software Architecture β€” Introduction to Cloud Native' Application Architecture== 🌟 in the Kubernetes Tools ecosystem.
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-  - [medium.com/@interviewready: Data Replication in Distributed System](https://medium.com/@interviewready/data-replication-in-distributed-system-87f7d265ff28)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@interviewready: Data Replication in Distributed System in the Kubernetes Tools ecosystem.
-  - [semaphoreci.medium.com: 12 Ways to Improve Your Monolith Before Transitioning' to Microservices 🌟](https://semaphoreci.medium.com/12-ways-to-improve-your-monolith-before-transitioning-to-microservices-d1061e96ca1a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==semaphoreci.medium.com: 12 Ways to Improve Your Monolith Before Transitioning' to Microservices== 🌟 in the Kubernetes Tools ecosystem.
-  - [hardiks.medium.com: Top 6 Best practices for Container Orchestration' 🌟](https://hardiks.medium.com/top-6-best-practices-for-container-orchestration-b4b0d3398ebc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==hardiks.medium.com: Top 6 Best practices for Container Orchestration==' 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/@nadinCodeHat: HTTP based Microservices is a bad idea 🌟](https://medium.com/@nadinCodeHat/http-based-microservices-is-a-bad-idea-670d3db29ca6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@nadinCodeHat: HTTP based Microservices is a bad idea 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/qe-unit: Microservices β€” Do You Need Them? Are You Ready? 🌟](https://medium.com/qe-unit/the-microservices-adoption-roadmap-e37f3f32877)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/qe-unit: Microservices β€” Do You Need Them? Are You Ready? 🌟 in the Kubernetes Tools ecosystem.
-  - [cloudnativeislamabad.hashnode.dev: Virtualization vs Containerization](https://cloudnativeislamabad.hashnode.dev/virtualization-vs-containerization)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudnativeislamabad.hashnode.dev: Virtualization vs Containerization in the Kubernetes Tools ecosystem.
-  - [medium.com/javarevisited: Distributed Transaction Management in Microservices' β€” Part 1 🌟](https://medium.com/javarevisited/distributed-transaction-management-in-microservices-part-1-bb7dc1fbee9f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/javarevisited: Distributed Transaction Management in Microservices' β€” Part 1 🌟 in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: How to Transform a Monolith Application Into a' Microservices Architecture](https://betterprogramming.pub/how-to-transform-a-monolith-application-into-a-microservices-architecture-1e00363a03ba)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==betterprogramming.pub: How to Transform a Monolith Application Into a' Microservices Architecture== in the Kubernetes Tools ecosystem.
-  - [medium.com/codex: MicroServices Architecture to Solve Distributed Transaction' Management Problem](https://medium.com/codex/solving-distributed-transaction-management-problem-in-microservices-architecture-586ab3087efe)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/codex: MicroServices Architecture to Solve Distributed Transaction' Management Problem in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: How I Split a Monolith Into Microservices Without' Refactoring 🌟🌟🌟](https://betterprogramming.pub/how-i-split-a-monolith-into-microservices-without-refactoring-5d76924c34c2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==betterprogramming.pub: How I Split a Monolith Into Microservices Without' Refactoring== 🌟🌟🌟 in the Kubernetes Tools ecosystem.
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-  - [levelup.gitconnected.com: Do you know Distributed Job Scheduling in Microservices' Architecture? 🌟](https://levelup.gitconnected.com/do-you-know-distributed-job-scheduling-in-microservices-architecture-44082adad8ac)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Do you know Distributed Job Scheduling in Microservices' Architecture? 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/javarevisited: Microservices Communication part 1-every programmer' must know 🌟](https://medium.com/javarevisited/microservices-communication-part-1-every-programmer-must-know-7c6607d2d563)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/javarevisited: Microservices Communication part 1-every programmer' must know== 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/javarevisited: Microservices Communication β€” part 2β€” Sync vs' Async vs Hybrid?](https://medium.com/javarevisited/microservices-communication-part-2-sync-vs-async-vs-hybrid-23d057e137d8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/javarevisited: Microservices Communication β€” part 2β€” Sync vs' Async vs Hybrid? in the Kubernetes Tools ecosystem.
-  - [medium.com/javarevisited: Why Microservices are not silver bullet? 10 Reasons' for NOT using Microservices](https://medium.com/javarevisited/why-microservices-are-not-silver-bullet-10-reasons-for-not-using-microservices-74f7c0fa98c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/javarevisited: Why Microservices are not silver bullet? 10 Reasons' for NOT using Microservices in the Kubernetes Tools ecosystem.
-  - [rahulh123.medium.com: Choosing the Right Architecture: Monolithic vs. Microservices' β€” Analyzing Requirements for Success](https://rahulh123.medium.com/choosing-the-right-architecture-monolithic-vs-microservices-analyzing-requirements-for-success-70d681f6a1d0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering rahulh123.medium.com: Choosing the Right Architecture: Monolithic vs. Microservices' β€” Analyzing Requirements for Success in the Kubernetes Tools ecosystem.
-  - [waswani.medium.com: Microservices Communication: Data Sharing using Database,' an AntiPattern !!!](https://waswani.medium.com/microservices-data-sharing-using-database-an-antipattern-35e0196ee2ad)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering waswani.medium.com: Microservices Communication: Data Sharing using Database,' an AntiPattern !!! in the Kubernetes Tools ecosystem.
-  - [medium.com/@bill.salvaggio: The AWS Cloud Resume Challenge Project](https://medium.com/@bill.salvaggio/the-aws-cloud-resume-challenge-project-c5c0c6fe9593)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@bill.salvaggio: The AWS Cloud Resume Challenge Project== in the Kubernetes Tools ecosystem.
-  - [blog.lealdasilva.com: Why You Should Switch from VMware to Proxmox in 2024](https://blog.lealdasilva.com/vmware2proxmox)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.lealdasilva.com: Why You Should Switch from VMware to Proxmox in 2024 in the Kubernetes Tools ecosystem.
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-  - [mkaschke.medium.com: ud Native Part 1: What Is Cloud Native? 🌟](https://mkaschke.medium.com/cloud-native-part-1-what-is-cloud-native-40640f128834)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==mkaschke.medium.com: ud Native Part 1: What Is Cloud Native?== 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/promyze: Avoid accidental complexity and technical debt](https://medium.com/promyze/avoid-accidental-complexity-and-technical-debt-2dc2cdf4dd4b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/promyze: Avoid accidental complexity and technical debt in the Kubernetes Tools ecosystem.
-  - [maheshwari-bittu.medium.com: Why Event-Driven Architecture (EDA) is needed?' 🌟](https://maheshwari-bittu.medium.com/why-event-driven-architecture-eda-is-needed-fac2f00f25a8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering maheshwari-bittu.medium.com: Why Event-Driven Architecture (EDA) is needed?' 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/rocco-scaramuzzi-tech: Event-Driven Microservice Architecture,' don’t use only events but use commands too!](https://medium.com/rocco-scaramuzzi-tech/event-driven-microservice-architecture-dont-use-only-events-but-use-commands-too-b8694d370436)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/rocco-scaramuzzi-tech: Event-Driven Microservice Architecture,' don’t use only events but use commands too! in the Kubernetes Tools ecosystem.
-  - [deeptimittalblogger.medium.com: Event driven architecture](https://deeptimittalblogger.medium.com/event-driven-architecture-111f504a8cbc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering deeptimittalblogger.medium.com: Event driven architecture in the Kubernetes Tools ecosystem.
-  - [medium.com/mcdonalds-technical-blog: Behind the scenes: McDonald’s event-driven' architecture](https://medium.com/mcdonalds-technical-blog/behind-the-scenes-mcdonalds-event-driven-architecture-51a6542c0d86)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/mcdonalds-technical-blog: Behind the scenes: McDonald’s event-driven' architecture in the Kubernetes Tools ecosystem.
-  - [medium.com/mcdonalds-technical-blog: McDonald’s event-driven architecture:' The data journey and how it works](https://medium.com/mcdonalds-technical-blog/mcdonalds-event-driven-architecture-the-data-journey-and-how-it-works-4591d108821f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/mcdonalds-technical-blog: McDonald’s event-driven architecture:' The data journey and how it works in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: Error Handling in Event-Driven Systems](https://levelup.gitconnected.com/error-handling-in-event-driven-systems-1f0a7ef2cfb7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Error Handling in Event-Driven Systems in the Kubernetes Tools ecosystem.
-  - [faun.pub: Understanding the Differences Between Event-Driven, Message-Driven,' and Microservices Architectures with AWS Services](https://faun.pub/what-is-difference-of-event-driven-architecture-message-driven-architecture-and-microservices-f5623e51f868)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Understanding the Differences Between Event-Driven, Message-Driven,' and Microservices Architectures with AWS Services in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: 5 Tips To Design For Multi-Tenancy Architecture](https://levelup.gitconnected.com/5-tips-to-design-for-multi-tenancy-architecture-5f7d55657d77)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: 5 Tips To Design For Multi-Tenancy Architecture in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: Multi-Tenant Application](https://levelup.gitconnected.com/multi-tenant-application-a29153d31c5a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Multi-Tenant Application in the Kubernetes Tools ecosystem.
-  - [dzone.com: Shift-Left: A Developer's Pipe(line) Dream?](https://dzone.com/articles/shift-left-a-developers-pipeline-dream)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==dzone.com: Shift-Left: A Developer's Pipe(line) Dream?== in the Kubernetes Tools ecosystem.
-  - [medium: Multi Cloud Enterprise Deployment Pattern](https://medium.com/solutions-architecture-patterns/multi-cloud-enterprise-deployment-pattern-19571604e64b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Multi Cloud Enterprise Deployment Pattern in the Kubernetes Tools ecosystem.
-  - [Automation is the future of cloud cost optimization](https://www.cncf.io/blog/2021/09/29/automation-is-the-future-of-cloud-cost-optimization)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Automation is the future of cloud cost optimization in the Kubernetes Tools ecosystem.
-  - [dzone: 7 Microservices Best Practices for Developers 🌟](https://dzone.com/articles/7-microservices-best-practices-for-developers)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: 7 Microservices Best Practices for Developers 🌟 in the Kubernetes Tools ecosystem.
-  - [blog.couchbase.com: 4 Patterns for Microservices Architecture in Couchbase](https://blog.couchbase.com/microservices-architecture-in-couchbase)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.couchbase.com: 4 Patterns for Microservices Architecture in Couchbase in the Kubernetes Tools ecosystem.
-  - [medium: Pragmatic Microservices 🌟](https://medium.com/microservices-in-practice/microservices-in-practice-7a3e85b6624c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Pragmatic Microservices 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/@sandeepsharmaster: Design your Cloud Microservices Apps the' DDD way (Hexagonal Architecture)](https://medium.com/@sandeepsharmaster/modernize-your-cloud-microservices-apps-hexagonal-architecture-769696494c0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@sandeepsharmaster: Design your Cloud Microservices Apps the' DDD way (Hexagonal Architecture) in the Kubernetes Tools ecosystem.
-  - [medium.com/@denhox: Sharing Data Between Microservices](https://medium.com/@denhox/sharing-data-between-microservices-fe7fb9471208)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@denhox: Sharing Data Between Microservices in the Kubernetes Tools ecosystem.
-  - [medium.com/@maneesha649nirman: Design Patterns For Microservices](https://medium.com/@maneesha649nirman/design-patterns-for-microservices-30bed0d215f5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@maneesha649nirman: Design Patterns For Microservices in the Kubernetes Tools ecosystem.
-  - [medium.com/@vinciabhinav7: Microservices Communication Architecture Patterns' 🌟](https://medium.com/@vinciabhinav7/microservices-communication-architecture-patterns-a8e77e614c2c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@vinciabhinav7: Microservices Communication Architecture Patterns==' 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/javarevisited: Top 10 Microservices Design Principles and Best' Practices for Experienced Developers 🌟](https://medium.com/javarevisited/10-microservices-design-principles-every-developer-should-know-44f2f69e960f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/javarevisited: Top 10 Microservices Design Principles and Best' Practices for Experienced Developers== 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/@mbarkin.narin: Problem Solving Strategies for Microservice Architecture' Part III](https://medium.com/@mbarkin.narin/problem-solving-strategies-for-microservice-architecture-part-iii-c15830151890)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@mbarkin.narin: Problem Solving Strategies for Microservice Architecture' Part III in the Kubernetes Tools ecosystem.
-  - [developer.com: Overcoming the Common Microservices Anti-Patterns](https://www.developer.com/design/solving-microservices-anti-patterns)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developer.com: Overcoming the Common Microservices Anti-Patterns in the Kubernetes Tools ecosystem.
-  - [dzone: Micro Frontends With Example 🌟](https://dzone.com/articles/micro-frontends-by-example-8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Micro Frontends With Example 🌟 in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: Micro Frontend Architecture](https://levelup.gitconnected.com/micro-frontend-architecture-794442e9b325)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Micro Frontend Architecture in the Kubernetes Tools ecosystem.
-  - [dzone: Micro-Frontend Architecture](https://dzone.com/articles/micro-frontend-architecture)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==dzone: Micro-Frontend Architecture== in the Kubernetes Tools ecosystem.
-  - [medium.com/whispering-data: The State of Data Engineering 2022](https://medium.com/whispering-data/the-state-of-data-engineering-2022-d6ef0f7cf607)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/whispering-data: The State of Data Engineering 2022== in the Kubernetes Tools ecosystem.
-  - [joereis.substack.com: Data Engineering in 2024. What I'm Seeing](https://joereis.substack.com/p/data-engineering-in-2024-what-im)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering joereis.substack.com: Data Engineering in 2024. What I'm Seeing in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: A Cloud Migration Questionnaire for Solution Architects' 🌟🌟](https://betterprogramming.pub/a-cloud-migration-questionnaire-for-solution-architects-dec7ffcf063e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: A Cloud Migration Questionnaire for Solution Architects' 🌟🌟 in the Kubernetes Tools ecosystem.
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-  - [ramansharma.substack.com: Containers are not just for Kubernetes](https://ramansharma.substack.com/p/containers-are-not-just-for-kubernetes-fa330653cbbd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==ramansharma.substack.com: Containers are not just for Kubernetes== in the Kubernetes Tools ecosystem.
-  - [wikipedia: Java Enterprise Edition (Java EE)](https://en.wikipedia.org/wiki/Java_Platform,_Enterprise_Edition)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wikipedia: Java Enterprise Edition (Java EE) in the Kubernetes Tools ecosystem.
-  - [dzone: Monolith to Microservices Using the Strangler Pattern 🌟](https://dzone.com/articles/monolith-to-microservices-using-the-strangler-patt)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Monolith to Microservices Using the Strangler Pattern 🌟 in the Kubernetes Tools ecosystem.
-  - [Dzone.com: 4 Cluster Management Tools to Compare](https://dzone.com/articles/4-cluster-management-tools-to-compare)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone.com: 4 Cluster Management Tools to Compare in the Kubernetes Tools ecosystem.
-  - [Dzone.com: A Comparison of Kubernetes Distributions](https://dzone.com/articles/kubernetes-distributions-how-do-i-choose-one)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone.com: A Comparison of Kubernetes Distributions in the Kubernetes Tools ecosystem.
-  - [medium.com: The Differences Between Kubernetes and Openshift](https://medium.com/levvel-consulting/the-differences-between-kubernetes-and-openshift-ae778059a90e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: The Differences Between Kubernetes and Openshift in the Kubernetes Tools ecosystem.
-  - [blog.netsil.com: Kubernetes vs Openshift vs Tectonic: Comparing Enterprise' Options](https://blog.netsil.com/kubernetes-vs-openshift-vs-tectonic-comparing-enterprise-options-e3a34dc60519)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.netsil.com: Kubernetes vs Openshift vs Tectonic: Comparing Enterprise' Options in the Kubernetes Tools ecosystem.
-  - [kubedex.com: Kubernetes On-Prem, OpenShift vs PKS vs Rancher](https://kubedex.com/redhat-openshift-vs-pivotal-pks-vs-rancher)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kubedex.com: Kubernetes On-Prem, OpenShift vs PKS vs Rancher in the Kubernetes Tools ecosystem.
-  - [medium.com: Kubernetes β€” What Is It, What Problems Does It Solve and How' Does It Compare With Alternatives?](https://medium.com/@srikanth.k/kubernetes-what-is-it-what-problems-does-it-solve-how-does-it-compare-with-its-alternatives-937fe80b754f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Kubernetes β€” What Is It, What Problems Does It Solve and How' Does It Compare With Alternatives? in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: OpenShift β€” The Next Level of Kubernetes](https://levelup.gitconnected.com/openshift-the-next-level-of-kubernetes-6d58ad722b26)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: OpenShift β€” The Next Level of Kubernetes in the Kubernetes Tools ecosystem.
-  - [dzone: 7 Software Development Models You Should Know](https://dzone.com/articles/7-software-development-models-you-should-know)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: 7 Software Development Models You Should Know in the Kubernetes Tools ecosystem.
-  - [dzone: The Concept of Domain-Driven Design Explained](https://dzone.com/articles/the-concept-of-domain-driven-design-explained)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==dzone: The Concept of Domain-Driven Design Explained== in the Kubernetes Tools ecosystem.
-  - [medium.com/codex: DDD β€” Events Are Complex](https://medium.com/codex/ddd-events-are-complex-db4b1fb57817)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/codex: DDD β€” Events Are Complex in the Kubernetes Tools ecosystem.
-## Methodology (1)
-
-### Careers
-
-#### Enterprise Strategy
-
-  - **(2024)** [virtualizationhowto.com: VMware by Broadcom Lesson: Don’t base your career on a product](https://www.virtualizationhowto.com/2024/02/vmware-by-broadcom-lesson-dont-base-your-career-on-a-product)  [COMMUNITY-TOOL] β€” Reflects on the rapid changes post-Broadcom acquisition of VMware, serving as a cautionary tale for technical practitioners. Advises diversifying skills beyond proprietary ecosystems into open-source tooling like Kubernetes and Proxmox.
-### Development
-
-#### Best Practices (1)
-
-  - **(2023)** [freecodecamp.org: How to Write Clean Code – Tips and Best Practices (Full Handbook)](https://www.freecodecamp.org/news/how-to-write-clean-code)  [COMMUNITY-TOOL] β€” A definitive guide on readability, testing, refactoring patterns, and SOLID principles. Helps engineers reduce mental overhead, secure maintainability, and keep technical debt low across codebases.
-#### Learning Resources
-
-  - **(2023)** [genbeta.com/a-fondo: Cinco repositorios de GitHub tan buenos que son imprescindibles si estΓ‘s aprendiendo o te dedicas a programar](https://www.genbeta.com/desarrollo/cinco-repositorios-github-buenos-que-imprescindibles-estas-aprendiendo-te-dedicas-a-programar-1) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” Recopila cinco repositorios de GitHub esenciales para el aprendizaje continuo de programaciΓ³n. Incluye recursos interactivos sobre algoritmos, patrones de diseΓ±o, hojas de ruta de desarrollo y arquitecturas de sistemas.
-### Documentation
-
-#### Governance
-
-  - **(2021)** [redhat.com: Why you should be using architecture decision records to document your project](https://www.redhat.com/en/blog/architecture-decision-records)  [COMMUNITY-TOOL] β€” Outlines the foundational value of Architecture Decision Records (ADRs). Demonstrates how recording the context, options, and rationale behind architectural changes prevents information decay and guides onboarding processes.
-### Engineering Leadership
-
-#### Governance (1)
-
-  - **(2023)** [thenewstack.io: Stop Technical Debt Before It Damages Your Company](https://thenewstack.io/stop-technical-debt-before-it-damages-your-company)  [COMMUNITY-TOOL] β€” Outlines proactive governance models to identify and mitigate tech debt before it stunts organizational velocity. Advocates for clear code quality baselines, integrated CI/CD linter pipelines, and dedicated refactoring sprints.
-#### Technical Debt (2)
-
-  - **(2023)** [leaddev.com: How to break the cycle of tech debt](https://leaddev.com/technical-direction/how-break-cycle-tech-debt)  [LEGACY] β€” Provides engineering leadership strategies to break the endless loop of compounding legacy software issues. Outlines methods to negotiate refactoring cycles directly with product stakeholders using objective metrics.
-### Metrics
-
-#### Technical Debt (3)
-
-  - **(2023)** [devops.com: Measuring Technical Debt](https://devops.com/measuring-technical-debt)  [LEGACY] β€” Explores analytical frameworks to measure technical debt objectively. Employs metrics like SQALE methodology, code coverage, cycle time impact, and escape defect rates to calculate the true cost of legacy architectures.
-### Quality
-
-#### Embedded Systems
-
-  - **(2023)** [enriquedans.com: El desastre del software y la automociΓ³n](https://www.enriquedans.com/2023/12/el-desastre-del-software-y-la-automocion.html) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” Reflexiona sobre la crisis de desarrollo de software en la industria automotriz global. Analiza la transiciΓ³n crΓ­tica de la ingenierΓ­a puramente mecΓ‘nica hacia ecosistemas de software complejos basados en actualizaciones OTA.
-### Roles
-
-#### Cloud Governance
-
-  - **(2023)** [infoworld.com: Why we need both cloud architects and cloud engineers](https://www.infoworld.com/article/2335001/why-we-need-both-cloud-architects-and-cloud-engineers.html)  [COMMUNITY-TOOL] β€” Details the division of labor between cloud architects, who define strategic blueprints and governance, and cloud engineers, who handle implementation, IaC deployment, and operational maintenance.
-### Software Engineering (1)
-
-#### Technical Debt (4)
-
-  - **(2023)** [n-ix.com: How to reduce your technical debt: An ultimate guide](https://www.n-ix.com/reduce-technical-debt)  [GUIDE] [LEGACY] β€” A holistic architectural playbook for diagnosing, budgeting, and paying down complex software debt. Proposes systematic approaches like code reviews, architectural documentation, and legacy modernization patterns.
-  - **(2023)** [infoworld.com: You can’t run away from technical debt](https://www.infoworld.com/article/2338860/you-cant-run-away-from-technical-debt.html)  [COMMUNITY-TOOL] β€” Discusses the inevitability of technical debt as cloud environments and architectures naturally age. Argues that cloud adoption does not eliminate debt but merely shifts it to configuration, infrastructure, and IaC domains.
 ## Microservices (5)
 
-### Anti-Patterns (1)
+### Anti-Patterns
 
 #### Failure Modes
 
@@ -1243,14 +347,14 @@ graph TD
 #### Lessons Learned
 
   - **(2021)** [world.hey.com: Disasters I've seen in a microservices world 🌟🌟](https://world.hey.com/joaoqalves/disasters-i-ve-seen-in-a-microservices-world-a9137a51) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A candid engineering post-mortem of catastrophic distributed systems architectures. It warns against over-engineered microservice boundaries, distributed transactions, massive latency chains, and premature optimization that results in 'distributed monoliths'.
-### Data Management (2)
+### Data Management (1)
 
 #### Event-Driven Architecture
 
   - **(2016)** [infoq.com: Turning Microservices Inside-Out](https://www.infoq.com/articles/microservices-inside-out) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This piece outlines Martin Kleppmann's paradigm of 'turning the database inside-out'. It advocates for treating state logs as a first-class citizen, enabling downstream services to process and construct specialized read-optimized views.
 ### Design Patterns (3)
 
-#### Best Practices (2)
+#### Best Practices (1)
 
   - **(2022)** [simform.com: 10 Microservice Best Practices: The 80/20 Way](https://www.simform.com/blog/microservice-best-practices)  [COMMUNITY-TOOL] β€” Synthesizes critical strategies for implementing resilient microservice deployments, highlighting domain-driven design, decentralized data management, API gateways, fault-isolation patterns, and automated telemetry ingestion to optimize the 80/20 impact curve.
 #### Catalog
@@ -1301,7 +405,7 @@ graph TD
   - **(2021)** [blog.appsignal.com: Microservices Monitoring: Using Namespaces for Data Structuring 🌟](https://blog.appsignal.com/2021/01/06/microservices-monitoring-using-namespaces-for-data-structuring.html)  [COMMUNITY-TOOL] β€” Discusses structured logging and telemetry tagging practices across distributed microservices. Explains how namespace isolation and unified tagging strategies allow DevOps teams to easily filter performance metrics, traces, and application logs.
 ### Orchestration (1)
 
-#### Best Practices (3)
+#### Best Practices (2)
 
   - **(2021)** [blog.getambassador.io: Microservice Orchestration Best Practices](https://blog.getambassador.io/microservice-orchestration-best-practices-f32314dd6a12) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Contrasts orchestration and choreography in distributed microservice topologies. Analyzes the trade-offs of centralized workflow engines versus decentralized event routing, providing architectural criteria to guide deployment choices under scale.
 ## Microservices and Distributed Systems
@@ -1317,17 +421,21 @@ graph TD
 
 #### Curated Reference
 
-  - **(2021)** [redhat.com: Top 8 resources for microservices architecture of 2021](https://www.redhat.com/en/blog/best-microservices-2021) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A curated compilation of top-tier resources discussing microservices, distributed logging, service mesh implementations, and event-driven patterns. Provides platform architects with a quick roadmap to explore advanced container patterns and decentralized database design approaches.
+??? note "redhat.com: Top 8 resources for microservices architecture of 2021"
+    **[Access Resource](https://www.redhat.com/en/blog/best-microservices-2021)** 🌟🌟🌟 | Level: Intermediate
+    
+    A curated compilation of top-tier resources discussing microservices, distributed logging, service mesh implementations, and event-driven patterns. Provides platform architects with a quick roadmap to explore advanced container patterns and decentralized database design approaches.
+
 ### Architecture Patterns (1)
 
-#### Anti-Patterns (2)
+#### Anti-Patterns (1)
 
 ??? note "itnext.io: You Don’t Need Microservices 🌟"
     **[Access Resource](https://itnext.io/you-dont-need-microservices-2ad8508b9e27)** 🌟🌟🌟🌟 | Level: Intermediate
     
     Critically evaluates the industry's widespread push for microservices, highlighting cases of 'distributed monoliths' and unnecessary network overhead. Advocates for modular monolith designs as a better option for teams lacking the infrastructure capacity to manage distributed systems.
 
-#### Best Practices (4)
+#### Best Practices (3)
 
 ??? note "geeksforgeeks.org: Microservice Architecture – Introduction, Challeneges & Best Practices"
     **[Access Resource](https://www.geeksforgeeks.org/blogs/microservice-architecture-introduction-challenges-best-practices)** 🌟🌟🌟🌟 | Level: Beginner
@@ -1348,14 +456,14 @@ graph TD
     
     Establishes a rigorous decision framework for migrating from monolithic systems to microservices, balancing organization size, domain boundaries, and cognitive load. The synthesis emphasizes that microservices should only be selected when parallel development velocity and independent horizontal scaling justify the added network complexity.
 
-#### Fundamentals (5)
+#### Fundamentals (1)
 
 ??? note "thenewstack.io: What Is Microservices Architecture?"
     **[Access Resource](https://thenewstack.io/microservices/what-is-microservices-architecture)** 🌟🌟🌟🌟 | Level: Beginner
     
     Introduces microservice-based application design, emphasizing modularity, domain boundaries, and decentralized technical footprints. Compares traditional monolithic patterns against distributed designs, highlighting structural trade-offs, testing models, and continuous integration needs.
 
-### Deployment Models (1)
+### Deployment Models
 
 #### Orchestration Options
 
@@ -1364,7 +472,7 @@ graph TD
     
     Compares five distinct patterns for microservices deployment: single machine/multiple processes, multi-VM hosting, containerization, specialized orchestrators, and serverless runtimes. Outlines the operational costs, performance attributes, and deployment complexities of each option.
 
-### Software Engineering Principles (1)
+### Software Engineering Principles
 
 #### Developer Workflow
 
@@ -1373,7 +481,7 @@ graph TD
     
     Synthesizes nine core guidelines for microservices engineering, focusing on isolated databases, API versioning, robust service contracts, and distributed tracing integration. Highlights the architectural imperative of treating microservices as loosely coupled, independently deployable domains.
 
-### Testing and Reliability (1)
+### Testing and Reliability
 
 #### Fault Tolerance
 
@@ -1382,30 +490,17 @@ graph TD
     
     Evaluates systemic failure modes in microservice environments, emphasizing issues like cascading failures, misconfigured circuit breakers, and network partition timeouts. Shows how programmatic resilience-testing strategies can identify failure-handling errors during early design.
 
-## Operations
-
-### Disaster Recovery
-
-#### Cloud-Native (1)
-
-  - **(2023)** [thenewstack.io: Disaster Recovery Is Different for the Cloud](https://thenewstack.io/disaster-recovery-is-different-for-the-cloud)  [LEGACY] β€” Highlights the key differences between legacy cold-standby disaster recovery models and modern, cloud-native active-active paradigms. Highlights regional replication, automatic failover orchestration, and chaotic failure injection.
-#### DevOps (1)
-
-  - **(2023)** [bunnyshell.com: DR in DevOps: How to Guarantee an Effective Disaster Recovery Plan with DevOps](https://www.bunnyshell.com/blog/disaster-recovery-devops)  [COMMUNITY-TOOL] β€” Explores integrating DR validation directly within DevOps lifecycles. Details setting up automated environment cloning, infrastructure-as-code state synchronization, and defining recovery point objectives (RPO) and recovery time objectives (RTO).
 ## Orchestration (2)
 
 ### Kubernetes (2)
 
-#### Anti-Patterns (3)
-
-  - **(2024)** [paulbutler.org: The hater’s guide to Kubernetes](https://paulbutler.org/2024/the-haters-guide-to-kubernetes)  [COMMUNITY-TOOL] β€” Offers a pragmatic, critical look at Kubernetes' administrative complexity. Outlines strategic advice for startups, warning against premature orchestration setup while detailing how to run lean, low-overhead Kubernetes deployments.
 #### Dependency Isolation
 
   - **(2022)** [itnext.io: Isolating and Managing Dependencies in 12-factor Microservice Applications β€” with Kubernetes](https://itnext.io/isolating-and-managing-dependencies-in-12-factor-microservice-applications-with-kubernetes-988638f8bc6d) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Focuses specifically on Factor II (Dependencies). Demonstrates isolating system dependencies using container images, multi-stage Dockerfiles, and initContainers to orchestrate external DB readiness checks before app startup.
 #### Microservices (6)
 
   - **(2022)** [itnext.io: 12 factor Microservice applications β€” on Kubernetes](https://itnext.io/12-factor-microservice-applications-on-kubernetes-db913008b018) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep dive into implementing the complete 12-Factor framework within Kubernetes. Highlights strict environmental isolation, declarative deployment processes, and scaling microservices with pod replicas.
-#### Paradigms (1)
+#### Paradigms
 
   - **(2022)** [traefik.io: Pets vs. Cattle: The Future of Kubernetes in 2022](https://traefik.io/blog/pets-vs-cattle-the-future-of-kubernetes-in-2022)  [COMMUNITY-TOOL] β€” Explores how modern Kubernetes clusters treat clusters, nodes, and ingress configurations as stateless, disposable entities (cattle). Examines automation engines and dynamic routing protocols like Traefik to abstract network edges.
 #### Prerequisites
@@ -1419,50 +514,30 @@ graph TD
   - **(2022)** [acloudguru.com: Twelve-Factor Apps in Kubernetes](https://www.pluralsight.com/resources/blog/cloud/twelve-factor-apps-in-kubernetes)  [COMMUNITY-TOOL] β€” Demonstrates mapping the 12-Factor framework directly onto Kubernetes primitives. Maps ConfigMaps and Secrets to Factor III (Config), and Deployments/ReplicaSets to Factor IX (Disposability).
 #### Workloads
 
-  - **(2024)** [thenewstack.io: Kubernetes Evolution: From Microservices to Batch Processing Powerhouse 🌟🌟](https://thenewstack.io/kubernetes-evolution-from-microservices-to-batch-processing-powerhouse) [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” Explores Kubernetes' evolution from a simple microservices hosting platform to an advanced orchestrator for heavy batch processing, AI/ML training runs, and high-performance computing (HPC) jobs.
-## Platform Engineering (3)
-
-### PaaS Solutions
-
-#### Market Shifts
-
-??? note "infoworld.com: The decline of Heroku PaaS"
-    **[Access Resource](https://www.infoworld.com/article/2264177/the-decline-of-heroku.html)** 🌟🌟🌟🌟 | Level: Intermediate
+??? note "thenewstack.io: Kubernetes Evolution: From Microservices to Batch Processing Powerhouse 🌟🌟"
+    **[Access Resource](https://thenewstack.io/kubernetes-evolution-from-microservices-to-batch-processing-powerhouse)** 🌟🌟 | Level: Advanced
     
-    A diagnostic retrospective detailing the structural decline of Heroku in the developer ecosystem. It traces how a lack of feature innovation, persistent pricing structure limitations, and the massive rise of container-based orchestration engines and modern edge platforms drove teams away from classic PaaS models.
+    Explores Kubernetes' evolution from a simple microservices hosting platform to an advanced orchestrator for heavy batch processing, AI/ML training runs, and high-performance computing (HPC) jobs.
+
+## Platform Engineering
 
 ### Reference Architectures
 
-#### AWS
-
-  - **(2023)** [humanitec.com: Platform reference architecture on AWS](https://humanitec.com/reference-architectures/aws) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Illustrates modern Platform Engineering frameworks on AWS. Details integrating EKS, RDS, and AWS Secrets Manager with Score and Humanitec to build scalable, low-friction self-service infrastructure portals.
-#### Azure
-
-  - **(2023)** [humanitec.com: Platform reference architecture on Azure](https://humanitec.com/reference-architectures/azure) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A production-ready blueprint mapping internal developer platforms (IDP) to native Azure resources. Details how to utilize AKS, Azure Key Vault, and Terraform to implement automated, secure self-service infrastructure pipelines.
 #### GCP
 
   - **(2023)** [humanitec.com: Platform reference architecture on GCP](https://humanitec.com/reference-architectures) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Outlines enterprise platform blueprints tailored for Google Cloud Platform. Combines GKE, Cloud Run, and Secret Manager under a unified platform orchestrator layer to drive developer velocity while keeping governance secure.
-### Self-Service
-
-#### Case Studies (1)
-
-  - **(2023)** [thenewstack.io: What We Learned from Enabling Developer Self-Service](https://thenewstack.io/what-we-learned-from-enabling-developer-self-service)  [COMMUNITY-TOOL] β€” Analyzes the lessons learned from deploying internal developer platforms. Emphasizes that successful self-service portals require careful user-research, avoiding over-automation, and continuous developer feedback loops.
-#### Concepts (1)
-
-  - **(2022)** [weave.works: What is a self-service developer platform and why does it matter?](https://www.weave.works/blog/what-is-a-self-service-developer-platform)  [COMMUNITY-TOOL] β€” Details the philosophy of Platform Engineering through self-service developer portals. Explains how curating 'golden paths' reduces cognitive load on developers, allowing them to spin up database and infrastructure templates securely.
 ### Service Catalogs
 
 #### Microservices Governance
 
-  - **(2021)** [getcortexapp.com: Why You Need a Microservices Catalog Tool](https://www.cortex.io/post/why-you-need-a-microservices-catalog-tool) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Details the operational sprawl that occurs as organizations scale their microservices topologies. Proposes centralized service catalogs (similar to Backstage or Cortex) to map dependencies, track security compliance, enforce reliability standards, and assign service ownership across teams.
-## Professional Development (2)
+??? note "getcortexapp.com: Why You Need a Microservices Catalog Tool"
+    **[Access Resource](https://www.cortex.io/post/why-you-need-a-microservices-catalog-tool)** 🌟🌟🌟 | Level: Intermediate
+    
+    Details the operational sprawl that occurs as organizations scale their microservices topologies. Proposes centralized service catalogs (similar to Backstage or Cortex) to map dependencies, track security compliance, enforce reliability standards, and assign service ownership across teams.
 
-### Career Guidance
-
-  - **(2021)** [forbes.com: 13 Signs You’re Selling Yourself Short In Your Career](https://www.forbes.com/sites/adunolaadeshola/2021/04/28/13-signs-youre-selling-yourself-short-in-your-career) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” An executive career-strategy publication focusing on professional growth, self-worth, and leadership traits. Though non-technical, 2026 engineering team development paradigms heavily emphasize these foundational soft skills alongside cloud proficiency to foster highly autonomous Platform Engineering structures.
 ## Reliability Engineering
 
-### Resilience Patterns (1)
+### Resilience Patterns
 
 #### Infrastructure Stability
 
@@ -1471,13 +546,6 @@ graph TD
     
     Synthesizes core software engineering and site reliability practices to maintain resilient systems under load. Key patterns explored include chaos engineering, circuit breaking, automated canary deployments, proactive monitoring, and robust failure domain isolation.
 
-## Security
-
-### Software Protection
-
-#### Obfuscation
-
-  - **(2023)** [welivesecurity.com: La ofuscaciΓ³n de cΓ³digo: un arte que reina en la ciberseguridad](https://www.welivesecurity.com/es/recursos-herramientas/ofuscacion-de-codigo-arte-ciberseguridad) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” Explica cΓ³mo la ofuscaciΓ³n de cΓ³digo protege la propiedad intelectual y dificulta la ingenierΓ­a inversa por parte de actores maliciosos. Describe mΓ©todos comunes como el cambio de flujos de control y cifrado de cadenas.
 ## Software Architecture
 
 ### Application Modernization (1)
@@ -1548,9 +616,6 @@ graph TD
     
     Establishes a systematic maturity assessment framework for microservice architectures. Evaluates technical implementation levels across continuous deployment pipelines, automated system testing, distributed observability, configuration injection, and organizational alignment.
 
-#### Monolith Transition
-
-  - **(2023)** [primevideotech.com: Scaling up the Prime Video audio/video monitoring service and reducing costs by 90%](https://www.aboutamazon.com/what-we-do/entertainment) [ADVANCED LEVEL]  [CASE STUDY] [COMMUNITY-TOOL] β€” The famous Prime Video case study describing the refactoring of a highly distributed, serverless orchestration pipeline back to a consolidated monolithic service. Demonstrates how eliminating network serialization and step functions reduced operating costs by 90%.
 #### Technology Selection
 
 ??? note "devops.com: Why Boring Tech is Best to Avoid a Microservices Mess"
@@ -1558,56 +623,25 @@ graph TD
     
     Arguments for architectural conservatism when adopting a highly distributed microservices paradigm. By utilizing mature, 'boring' technology (e.g., PostgreSQL, REST/gRPC, stable programming runtimes), engineering teams can isolate and absorb the inherent complexity of distributed systems coordination.
 
-#### Value Proposition (1)
+#### Value Proposition
+
+??? note "devops.com: 6 Advantages of Microservices"
+    **[Access Resource](https://devops.com/6-advantages-of-microservices)** 🌟🌟🌟 | Level: Beginner
+    
+    Outlines the foundational architectural advantages of adopting a microservices pattern, including technological flexibility, autonomous deployability, localized scaling, fault isolation, and improved team ownership over distinct domain services.
 
-  - **(2020)** [devops.com: 6 Advantages of Microservices](https://devops.com/6-advantages-of-microservices) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Outlines the foundational architectural advantages of adopting a microservices pattern, including technological flexibility, autonomous deployability, localized scaling, fault isolation, and improved team ownership over distinct domain services.
 ### Modernization (2)
 
 #### Strangler Pattern
 
   - **(2021)** [overops.com: Strangler Pattern: How to Deal With Legacy Code During the Container Revolution](https://www.harness.io/products/service-reliability-management)  [LEGACY] β€” Details the mechanics of the Strangler Fig pattern for migrating legacy codebases into containerized microservices. Analyzes API routing strategies, incremental migration boundaries, and monitoring paradigms for managing dual runtimes.
-### Monoliths (2)
-
-#### Modular Monolith
-
-  - **(2021)** [kamilgrzybek.com: Modular Monolith: A Primer 🌟](https://www.kamilgrzybek.com/blog/posts/modular-monolith-primer) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An architectural deep dive arguing that modular monoliths are a robust alternative to premature microservices. Outlines domain boundaries, strict module encapsulation, asynchronous internal communication, and database schema segregation rules.
-## Software Delivery
-
-### DevOps (2)
-
-#### Industry Trends (1)
-
-  - **(2022)** [zdnet.com: The year ahead in DevOps and agile: bring on the automation, bring on the business involvement](https://www.zdnet.com/article/the-year-ahead-in-devops-and-agile-more-automation-more-business-involvement-needed)  [COMMUNITY-TOOL] β€” Examines evolutionary trends in agile delivery and DevOps, emphasizing the integration of business operations with engineering pipelines. It underscores automation, value-stream mapping, and the integration of artificial intelligence into CI/CD pipelines.
-## Software Engineering (2)
+## Software Engineering
 
 ### Architecture Patterns (2)
 
 #### Microservices (8)
 
   - **(2024)** [dynatrace.com: What are microservices? All you need to know](https://www.dynatrace.com/knowledge-base/microservices)  [COMMUNITY-TOOL] β€” A high-level architectural overview exploring the decoupling of corporate monoliths into agile microservices. Discusses structural changes, challenges in service discovery, and the crucial role of tracing telemetry for maintaining state consistency.
-### Education (1)
-
-#### Systems Programming
-
-??? note "Build Your Own X"
-    **[Access Resource](https://github.com/codecrafters-io/build-your-own-x)** 🌟🌟🌟🌟🌟 | Level: Advanced
-    
-    An immensely popular community-driven compilation of step-by-step guides for building complex software systems (compilers, databases, operating systems, Docker) from scratch. Perfect for deep pedagogical exploration of core engineering systems.
-
-### Full-Stack Fundamentals
-
-#### Architectural Roles
-
-  - **(2020)** [viewnext.com: Front End vs Back End (spanish)](https://www.viewnext.com/front-end-vs-back-end) [SPANISH CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Explica la divisiΓ³n fundamental del desarrollo de software entre el Front End y el Back End. Describe las tecnologΓ­as clave de la capa de presentaciΓ³n (HTML, CSS, JavaScript frameworks) y las arquitecturas de servidor de la capa lΓ³gica, bases de datos y APIs que las sostienen.
-### Performance Optimization
-
-#### System Architecture
-
-??? note "thenewstack.io: The Scalability Myth"
-    **[Access Resource](https://thenewstack.io/the-scalability-myth)** 🌟🌟🌟🌟 | Level: Intermediate
-    
-    Deconstructs the architectural fixation on infinite scaling patterns, exposing the operational costs and technical debt of prematurely optimizing for hyper-scale. Explores real-world performance tuning, database indexing, and efficient code paths as more cost-effective alternatives.
-
 ### Web Development
 
 #### NodeJS
@@ -1617,17 +651,9 @@ graph TD
     
     Spanish localization of the leading Node.js architecture and security handbook. It offers comprehensive design blueprints covering error handling, clean architecture, security, production readiness, and testing guidelines for scalable enterprise systems.
 
-## Software Engineering Practices
-
-### Developer Productivity
-
-#### Roadmaps
-
-  - **(2021)** [Full Stack Developer's Roadmap 🌟](https://dev.to/ender_minyard/full-stack-developer-s-roadmap-2k12)  [COMMUNITY-TOOL] β€” A holistic guide detailing modern career trajectories and essential technical skills for full-stack developers. While covering classic frontend and backend tools, it places significant emphasis on containerization (Docker) and modern microservices orchestration patterns.
-#### Toolkits
-
-  - **(2022)** [ubiqum.com: 20 Software Development Tools that will make you more productive](https://ubiqum.com/blog/20-software-development-tools-that-will-make-you-more-productive)  [COMMUNITY-TOOL] β€” Curated technical list analyzing software development tools engineered to enhance engineering velocity. Explores IDE extensions, local container utilities, source control clients, and task automators critical for scaling developer operations.
 
 ---
-πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md)
+πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Angular](./angular.md)
 
diff --git a/v2-docs/istio.md b/v2-docs/istio.md
index aa14502b..15da447d 100644
--- a/v2-docs/istio.md
+++ b/v2-docs/istio.md
@@ -8,9 +8,6 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Cloud Native](#cloud-native)
   - [Service Mesh](#service-mesh)
     - [Istio Examples](#istio-examples)
@@ -18,7 +15,6 @@
   - [Data Plane](#data-plane)
     - [API Gateway](#api-gateway)
     - [Installation](#installation)
-    - [Proxy](#proxy)
   - [Multi-Cluster](#multi-cluster)
     - [Automation](#automation)
     - [Service Mesh](#service-mesh-1)
@@ -43,10 +39,6 @@
 1. [Continuous Delivery](#continuous-delivery)
   - [GitOps](#gitops)
     - [Progressive Delivery](#progressive-delivery)
-1. [Infrastructure](#infrastructure)
-  - [Networking](#networking)
-    - [Security](#security-1)
-      - [Egress Traffic](#egress-traffic)
 1. [Observability](#observability)
   - [Continuous Profiling](#continuous-profiling)
     - [Diagnostics](#diagnostics)
@@ -54,11 +46,9 @@
     - [Deployment](#deployment)
     - [Jaeger](#jaeger)
     - [OpenTelemetry](#opentelemetry)
-  - [Log Management](#log-management)
-    - [Visualization](#visualization)
   - [Service Mesh](#service-mesh-3)
     - [Troubleshooting](#troubleshooting)
-    - [Visualization](#visualization-1)
+    - [Visualization](#visualization)
 1. [Service Mesh](#service-mesh-4)
   - [Architecture](#architecture-1)
     - [Case Study](#case-study)
@@ -67,7 +57,7 @@
     - [Strategic Planning](#strategic-planning)
   - [Microservices Design](#microservices-design-1)
     - [Architecture](#architecture-2)
-  - [Networking](#networking-1)
+  - [Networking](#networking)
     - [API Gateway](#api-gateway-2)
     - [Education](#education)
     - [Hybrid Infrastructure](#hybrid-infrastructure)
@@ -83,51 +73,6 @@
   - [Training](#training)
     - [Education](#education-1)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [blog.jetstack.io: Istio OIDC Authentication](https://developer.cyberark.com/blog/istio-oidc-authentication)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developer.cyberark.com in the Kubernetes Tools ecosystem.
-  - [jetstack.io: Securing Istio workloads with mTLS using cert-manager](https://www.cyberark.com/venafi-and-cyberark-machine-identity-security)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.cyberark.com in the Kubernetes Tools ecosystem.
-  - [medium.com/solo-io blog](https://medium.com/solo-io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/solo-io blog in the Kubernetes Tools ecosystem.
-  - [medium.com/solo-io: Istio the Easy Way (Again!)](https://medium.com/solo-io/istio-the-easy-way-again-b0504347b7ce)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/solo-io: Istio the Easy Way (Again!) in the Kubernetes Tools ecosystem.
-  - [medium.com: Getting started with Istio](https://medium.com/swlh/getting-started-with-istio-524628c025)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Getting started with Istio in the Kubernetes Tools ecosystem.
-  - [magalix.com: Getting Started With Istio: Overview And Installation](https://www.magalix.com/blog/getting-started-with-istio-overview-and-installation)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering magalix.com: Getting Started With Istio: Overview And Installation in the Kubernetes Tools ecosystem.
-  - [magalix.com: Working with Istio: Track your services with Kiali](https://www.magalix.com/blog/working-with-istio-track-your-services-with-kiali)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering magalix.com: Working with Istio: Track your services with Kiali in the Kubernetes Tools ecosystem.
-  - [banzaicloud.com: Istio telemetry V2 (Mixerless) deep dive](https://banzaicloud.com/blog/istio-mixerless-telemetry)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering banzaicloud.com: Istio telemetry V2 (Mixerless) deep dive in the Kubernetes Tools ecosystem.
-  - [medium.com: How to Manage Microservices on Kubernetes With Istio](https://medium.com/better-programming/how-to-manage-microservices-on-kubernetes-with-istio-c25e97a60a59)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: How to Manage Microservices on Kubernetes With Istio in the Kubernetes Tools ecosystem.
-  - [banzaicloud.com: What's new in Istio 1.6, a quick walkthrough](https://banzaicloud.com/blog/istio-1.6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering banzaicloud.com: What's new in Istio 1.6, a quick walkthrough in the Kubernetes Tools ecosystem.
-  - [banzaicloud.com: Controlling egress traffic with Istio](https://banzaicloud.com/blog/istio-external-demo)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering banzaicloud.com: Controlling egress traffic with Istio in the Kubernetes Tools ecosystem.
-  - [medium: Observability With Istio, Kiali, and Grafana in Kubernetes and Spring' Boot 🌟](https://medium.com/swlh/observability-with-istio-kiali-and-grafana-in-kubernetes-and-spring-boot-743af225c24f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Observability With Istio, Kiali, and Grafana in Kubernetes and Spring' Boot 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: Introduction to Istio Traffic Management. Traffic Routing with Istio' by Example 🌟](https://medium.com/swlh/introduction-to-istio-traffic-management-6b62c86f8cb4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Introduction to Istio Traffic Management. Traffic Routing with Istio' by Example 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com: Increasing observability on Istio: The new Kiali health configuration](https://medium.com/kialiproject/increasing-observability-on-istio-the-new-kiali-health-configuration-3c91852c1bfe)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Increasing observability on Istio: The new Kiali health configuration in the Kubernetes Tools ecosystem.
-  - [medium: Managing Microservices With Istio Service Mesh in Kubernetes](https://medium.com/avmconsulting-blog/managing-microservices-with-istio-service-mesh-in-kubernetes-36e1fda81757)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Managing Microservices With Istio Service Mesh in Kubernetes in the Kubernetes Tools ecosystem.
-  - [giffgaff.io: Using Istio with Nginx ingress](https://www.giffgaff.io/tech/using-istio-with-nginx-ingress)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering giffgaff.io: Using Istio with Nginx ingress in the Kubernetes Tools ecosystem.
-  - [medium: Automated canary deployments with Flagger and Istio](https://medium.com/google-cloud/automated-canary-deployments-with-flagger-and-istio-ac747827f9d1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Automated canary deployments with Flagger and Istio in the Kubernetes Tools ecosystem.
-  - [inder-devops.medium.com: On-premise to cloud migration mock drills using' Istio 🌟](https://inder-devops.medium.com/on-premise-to-cloud-migration-mock-drills-using-istio-ea89aee5ea38)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==inder-devops.medium.com: On-premise to cloud migration mock drills using' Istio== 🌟 in the Kubernetes Tools ecosystem.
-  - [baeldung.com: Service Mesh Architecture with Istio](https://www.baeldung.com/ops/istio-service-mesh)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering baeldung.com: Service Mesh Architecture with Istio in the Kubernetes Tools ecosystem.
-  - [chrishaessig.medium.com: Multi cluster setup with istio](https://chrishaessig.medium.com/multi-cluster-setup-with-istio-c1c6437f4e8c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering chrishaessig.medium.com: Multi cluster setup with istio in the Kubernetes Tools ecosystem.
-  - [medium.com/@sumudu_liyan: How To Install Istio On Kubernetes Cluster](https://medium.com/@sumudu_liyan/how-to-install-istio-on-kubernetes-cluster-e831c12381b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@sumudu_liyan: How To Install Istio On Kubernetes Cluster in the Kubernetes Tools ecosystem.
-  - [engineering.mercari.com: Dynamic Service Routing using Istio](https://engineering.mercari.com/en/blog/entry/20220218-dynamic-service-routing-using-istio)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering engineering.mercari.com: Dynamic Service Routing using Istio in the Kubernetes Tools ecosystem.
-  - [medium.com/@nanditasahu031: Istio Service Mesh 🌟](https://medium.com/@nanditasahu031/istio-service-mesh-a11654f90ed9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@nanditasahu031: Istio Service Mesh 🌟 in the Kubernetes Tools ecosystem.
-  - [blog.getambassador.io: Kubernetes Canary Testing and Release with Istio](https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4cbdedcc9914?gi=816ffb457b0d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.getambassador.io: Kubernetes Canary Testing and Release with Istio in the Kubernetes Tools ecosystem.
-  - [medium.com/globant: Istio JWT Authentication & Authorization at the edge](https://medium.com/globant/istio-jwt-authentication-authorization-at-the-edge-b35b612acd97)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/globant: Istio JWT Authentication & Authorization at the edge in the Kubernetes Tools ecosystem.
-  - [medium.com/codex: Egress Traffic Control for Nginx Ingress Controller with' Istio Proxy Sidecar](https://medium.com/codex/egress-traffic-control-for-nginx-ingress-controller-with-istio-proxy-sidecar-ef8f19902b43)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/codex: Egress Traffic Control for Nginx Ingress Controller with' Istio Proxy Sidecar in the Kubernetes Tools ecosystem.
-  - [medium.com/marionete: How to expose Kubernetes services to external traffic' using Istio Gateway](https://medium.com/marionete/how-to-expose-kubernetes-services-to-external-traffic-using-istio-gateway-1a1e6ebd8805)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/marionete: How to expose Kubernetes services to external traffic' using Istio Gateway in the Kubernetes Tools ecosystem.
-  - [natarajsundar.medium.com: Istio service mesh, a start to finish tutorial' with Side Car architecture and an analysis + comparison of the Ambient mesh architecture](https://natarajsundar.medium.com/istio-service-mesh-a-start-to-finish-tutorial-with-side-car-architecture-and-an-analysis-d70a255ea41d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering natarajsundar.medium.com: Istio service mesh, a start to finish tutorial' with Side Car architecture and an analysis + comparison of the Ambient mesh architecture in the Kubernetes Tools ecosystem.
-  - [alexandrev.medium.com: How To Enable Sticky Session on Your Kubernetes Workloads' using Istio? 🌟](https://alexandrev.medium.com/how-to-enable-sticky-session-on-your-kubernetes-workloads-using-istio-e789014a6acd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering alexandrev.medium.com: How To Enable Sticky Session on Your Kubernetes Workloads' using Istio? 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/@wessel__: Istio with Authentik: securing your cluster and providing' authentication and authorization](https://medium.com/@wessel__/istio-with-authentik-securing-your-cluster-and-providing-authentication-and-authorization-b5e48b331920)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@wessel__: Istio with Authentik: securing your cluster and providing' authentication and authorization in the Kubernetes Tools ecosystem.
-  - [medium.com/@hammadsaif061: Simplifying Microservices Management with Kubernetes' and Service Mesh](https://medium.com/@hammadsaif061/simplifying-microservices-management-with-kubernetes-and-service-mesh-de458ce566f1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@hammadsaif061: Simplifying Microservices Management with Kubernetes' and Service Mesh in the Kubernetes Tools ecosystem.
-  - [medium.com/@lupass93: Zero Trust Architecture on Kubernetes with Istio Service' Mesh](https://medium.com/@lupass93/zero-trust-architecture-on-kubernetes-with-istio-service-mesh-eade6c5a3c53)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@lupass93: Zero Trust Architecture on Kubernetes with Istio Service' Mesh in the Kubernetes Tools ecosystem.
-  - [medium.com/hamburger-berater-team: Varnish Sharding with Istio in Kubernetes](https://medium.com/hamburger-berater-team/varnish-sharding-with-istio-in-kubernetes-402f313919aa)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/hamburger-berater-team: Varnish Sharding with Istio in Kubernetes in the Kubernetes Tools ecosystem.
-  - [medium.com/@marc.guerrini: DIY β€” Istio β€” validate JWT](https://medium.com/@marc.guerrini/diy-istio-validate-jwt-1ffbd488b1f3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@marc.guerrini: DIY β€” Istio β€” validate JWT in the Kubernetes Tools ecosystem.
-  - [medium: API Access Control using Istio Ingress Gateway](https://medium.com/@senthilrch/api-access-control-using-istio-ingress-gateway-44be659a087e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: API Access Control using Istio Ingress Gateway in the Kubernetes Tools ecosystem.
-  - [medium: API Authentication using Istio Ingress Gateway, OAuth2-Proxy and' Keycloak](https://medium.com/codex/api-authentication-using-istio-ingress-gateway-oauth2-proxy-and-keycloak-a980c996c259)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: API Authentication using Istio Ingress Gateway, OAuth2-Proxy and' Keycloak in the Kubernetes Tools ecosystem.
-  - [medium.com: kiali project](https://medium.com/kialiproject)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: kiali project in the Kubernetes Tools ecosystem.
-  - [faun.pub: A beginner’s guide to Jaeger](https://faun.pub/a-beginners-guide-to-jaeger-ed75ce5ed8f4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: A beginner’s guide to Jaeger in the Kubernetes Tools ecosystem.
-  - [medium: Troubleshooting Envoy with Kiali](https://medium.com/kialiproject/troubleshooting-envoy-with-kiali-7f78a57b16ad)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Troubleshooting Envoy with Kiali in the Kubernetes Tools ecosystem.
 ## Cloud Native
 
 ### Service Mesh
@@ -145,9 +90,6 @@
 #### Installation
 
   - **(2022)** [getenvoy.io](https://www.envoyproxy.io/docs/envoy/latest/start/install) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Distribution platform providing certified binaries, installer packages, and bootstrapping resources for Envoy Proxy, facilitating direct deployments on local machines or hybrid container systems.
-#### Proxy
-
-  - **(2022)** [envoyproxy.io](https://www.envoyproxy.io) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Homepage for Envoy Proxy, the C++ cloud-native L7 edge and service proxy. Serving as the primary data plane for Istio and modern gateway tools, it offers unmatched extensibility, advanced load balancing, and dynamic runtime configuration.
 ### Multi-Cluster
 
 #### Automation
@@ -156,7 +98,6 @@
 #### Service Mesh (1)
 
   - **(2021)** [tetrate.io: Multicluster Management with Kubernetes and Istio 🌟](https://tetrate.io/blog/what-is-istio-and-why-does-kubernetes-need-it)  [COMMUNITY-TOOL] β€” Explores Tetrate's approach to cross-cluster service visibility, network isolation boundaries, and identity propagation in heterogeneous environments. Demonstrates patterns for maintaining strong administrative boundaries across hybrid networks.
-  - **(2021)** [thenewstack.io: Multicluster Management with Kubernetes and Istio](https://thenewstack.io/multicluster-management-with-kubernetes-and-istio)  [COMMUNITY-TOOL] β€” Analyzes the primary deployment patterns for multi-cluster Kubernetes environments running Istio. Compares shared control planes with replicated control planes, highlighting the network and operational trade-offs of each design.
 #### Traffic Management
 
   - **(2021)** [piotrminkowski.com: Multicluster Traffic Mirroring with Istio and Kind](https://piotrminkowski.com/2021/07/12/multicluster-traffic-mirroring-with-istio-and-kind)  [COMMUNITY-TOOL] β€” A practical technical guide for creating a multi-cluster local playground using Kind and Istio. Detailed configurations walk developers through setting up cross-cluster network routes and safely mirroring production traffic to staging environments.
@@ -213,7 +154,6 @@
 #### Tutorials
 
   - **(2022)** [freecodecamp.org: Learn Istio – How to Manage, Monitor, and Secure Microservices 🌟](https://www.freecodecamp.org/news/learn-istio-manage-microservices)  [COMMUNITY-TOOL] β€” A structured, end-to-end tutorial designed to teach engineers how to deploy, monitor, and secure microservices using Istio. Covers key topics including canary releases, distributed tracing integration, and mutual TLS configuration.
-  - **(2022)** [Implementing Istio From Start To Finish](https://www.cloudnativedeepdive.com/implementing-istio-from-start-to-finish)  [COMMUNITY-TOOL] β€” A comprehensive implementation roadmap designed to guide engineering teams through the planning, deployment, and optimization stages of building an enterprise-grade Istio platform from the ground up.
 #### gRPC
 
   - **(2021)** [useanvil.com: Load balancing gRPC in Kubernetes with Istio](https://www.useanvil.com/blog/engineering/load-balancing-grpc-in-kubernetes-with-istio)  [COMMUNITY-TOOL] β€” Explains why traditional L4 Kubernetes service proxies fail to properly distribute traffic for HTTP/2-based gRPC connections. Details how Istio acts at Layer 7 to intelligently resolve multiplexed gRPC endpoints and distribute load evenly across backend pods.
@@ -224,15 +164,6 @@
 #### Progressive Delivery
 
   - **(2020)** [dev.to: A GitOps recipe for Progressive Delivery with Istio 🌟](https://dev.to/stefanprodan/a-gitops-recipe-for-progressive-delivery-2pa3)  [COMMUNITY-TOOL] β€” A production-grade GitOps blueprint leveraging Flagger, Flux, and Istio to implement progressive canary deployments. Explores how continuous automated monitoring and Prometheus metrics validate rollouts and trigger instant rollbacks on error.
-## Infrastructure
-
-### Networking
-
-#### Security (1)
-
-##### Egress Traffic
-
-  - **(2019)** [==monzo.com: Controlling outbound traffic from Kubernetes==](https://monzo.com/blog/controlling-outbound-traffic-from-kubernetes) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [CASE STUDY] [DE FACTO STANDARD] β€” Details the technical execution of isolating and managing external network endpoints from within a production Kubernetes banking cluster. Features strategies on proxy security, dynamic firewall rule sets, and compliance monitoring.
 ## Observability
 
 ### Continuous Profiling
@@ -251,17 +182,12 @@
 #### OpenTelemetry
 
   - **(2022)** [hackernoon.com: How To Use OpenTelemetry And Jaeger To Implement Distributed Tracing And APM](https://hackernoon.com/how-to-use-opentelemetry-and-jaeger-to-implement-distributed-tracing-and-apm-jcx34fi)  [COMMUNITY-TOOL] β€” An integration tutorial illustrating how to link OpenTelemetry APIs with Jaeger collectors. Outlines architectural best practices for standardizing traces, contextual metadata, and spans across polyglot microservice environments.
-### Log Management
-
-#### Visualization
-
-  - **(2026)** [Kibana](https://www.elastic.co/kibana) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” The industry-standard data visualization and exploration dashboard designed specifically for Elastic Stack and OpenSearch engines. Enables deep analytical queries, log visualization, machine learning anomalies detection, and application performance monitoring (APM) reporting.
 ### Service Mesh (3)
 
 #### Troubleshooting
 
   - **(2021)** [itnext.io: Find issues in your Istio mesh with Kiali](https://itnext.io/find-issues-in-your-istio-mesh-with-kiali-89d37d5e1fb1)  [COMMUNITY-TOOL] β€” A practical troubleshooting handbook illustrating how to isolate and identify performance and security issues in an Istio mesh using Kiali's built-in visual metrics and route validation.
-#### Visualization (1)
+#### Visualization
 
   - **(2023)** [==github.com: kiali==](https://github.com/kiali/kiali) ⭐ 3617  [TYPESCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The source repository for Kiali, an indispensable observability dashboard. Provides real-time interactive topologies, configuration validation, and native wizard-based creations of complex traffic routing mechanisms directly within Istio.
   - **(2022)** [kiali.io](https://kiali.io) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Homepage for Kiali, the primary management and visualization console for Istio. Delivers dynamic physical and logical topology maps, active health metrics, and direct configurations diagnostic tracking.
@@ -287,7 +213,7 @@
 #### Architecture (2)
 
   - **(2023)** [istio.io: Learn Microservices using Kubernetes and Istio 🌟](https://istio.io/latest/docs/examples/microservices-istio)  [COMMUNITY-TOOL] [GUIDE] β€” Official tutorial illustrating how to orchestrate multi-language microservices inside Kubernetes using Istio to handle service discovery, fault injection, and dynamic traffic routing.
-### Networking (1)
+### Networking
 
 #### API Gateway (2)
 
@@ -301,7 +227,6 @@
 #### Traffic Management (2)
 
   - **(2026)** [==github.com: Istio==](https://github.com/istio/istio) ⭐ 38217  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Main repository containing Istio's unified control plane (Istiod) and orchestration engines. Configures secure high-performance Envoy proxies as sidecars (or in ambient mode) to manage ingress, egress, and mutual TLS.
-  - **(2026)** [Istio.io](https://istio.io) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Home of the de facto standard open-source service mesh. Implements a uniform plane for managing, securing, and routing microservices traffic across hybrid cloud container clusters.
 #### Troubleshooting (1)
 
   - **(2021)** [karlstoney.com: Istio 503's with UC's and TCP Fun Times](https://karlstoney.com/istio-503s-ucs-and-tcp-fun-times) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” High-impact technical case study investigating intermittent HTTP 503 errors and connection closure (UC) challenges under high TCP load inside Istio service meshes. Excellent deep-dive into sidecar race conditions.
@@ -315,7 +240,6 @@
 #### Enterprise Platforms
 
   - **(2024)** [Red Hat Developer: Istio Service Mesh](https://developers.redhat.com/topics/service-mesh) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Red Hat's developer hub offering deep integration architectures for managing Red Hat OpenShift Service Mesh. Synthesizes Istio, Kiali, and Jaeger into an enterprise-ready networking stack.
-  - **(2020)** [blog.openshift.com: Red Hat OpenShift Service Mesh is now available: What you should know 🌟](https://www.redhat.com/en/blog/red-hat-openshift-service-mesh-is-now-available-what-you-should-know)  [COMMUNITY-TOOL] β€” Announcement detailing the GA availability of Red Hat OpenShift Service Mesh. Explains the integrated packaging of Istio, Envoy, and Jaeger under OpenShift's strict security paradigms.
 #### Observability (2)
 
   - **(2020)** [openshift.com: Monitoring Services like an SRE in OpenShift ServiceMesh Part 2: Collecting Standard Metrics 🌟](https://www.redhat.com/en/blog/monitoring-services-like-an-sre-in-openshift-servicemesh-part-2-collecting-standard-metrics-3) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Step-by-step SRE manual describing standard metrics collection (latency, error rates, throughput) across an enterprise OpenShift Service Mesh. Leveraging Prometheus and Kiali telemetry mappings.
@@ -332,5 +256,7 @@
   - **(2020)** [github.com/askmeegs/learn-istio 🌟](https://github.com/askmeegs/learn-istio) [SHELL CONTENT]  [LEGACY] β€” An educational repository featuring early-day tutorials and configurations for learning Istio concepts. Currently archived/unmaintained, functioning primarily as a legacy resource.
 
 ---
-πŸ’‘ **Explore Related:** [Cloudflare](./cloudflare.md) | [Web Servers](./web-servers.md) | [Caching](./caching.md)
+πŸ’‘ **Explore Related:** [Cloudflare](./cloudflare.md) | [Kubernetes Networking](./kubernetes-networking.md) | [Servicemesh](./servicemesh.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/java-and-java-performance-optimization.md b/v2-docs/java-and-java-performance-optimization.md
index 1baa16b0..9b86bbe4 100644
--- a/v2-docs/java-and-java-performance-optimization.md
+++ b/v2-docs/java-and-java-performance-optimization.md
@@ -8,13 +8,6 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [CICD Pipelines](#cicd-pipelines)
-  - [Jenkins Management](#jenkins-management)
-    - [Infrastructure Upgrades](#infrastructure-upgrades)
-    - [JVM Performance Tuning](#jvm-performance-tuning)
 1. [Cloud Native Infrastructure](#cloud-native-infrastructure)
   - [Kubernetes](#kubernetes)
     - [Containerized JVM Tuning](#containerized-jvm-tuning)
@@ -27,88 +20,19 @@
 1. [JVM Architecture](#jvm-architecture)
   - [Ahead-of-Time Compilation](#ahead-of-time-compilation)
     - [Diagnostics](#diagnostics)
-  - [High-Performance Systems](#high-performance-systems)
-    - [Thread Affinity](#thread-affinity)
-  - [Memory Management](#memory-management)
-    - [Diagnostics](#diagnostics-1)
-    - [Garbage Collection](#garbage-collection)
-  - [Performance Profiling](#performance-profiling)
-    - [Diagnostics](#diagnostics-2)
-1. [Java Platform](#java-platform)
-  - [Runtime and JVM](#runtime-and-jvm)
-    - [Garbage Collection](#garbage-collection-1)
 1. [Observability](#observability-1)
   - [Application Monitoring](#application-monitoring)
     - [Java Diagnostics](#java-diagnostics)
-    - [Java Performance](#java-performance)
   - [Application Performance Monitoring](#application-performance-monitoring)
     - [Spring Boot](#spring-boot)
-1. [Observability and Troubleshooting](#observability-and-troubleshooting)
-  - [JVM Performance](#jvm-performance)
-    - [Diagnostics](#diagnostics-3)
 1. [Software Development](#software-development)
   - [Caching Strategy](#caching-strategy)
-    - [Off-Heap Storage](#off-heap-storage)
     - [Performance Optimization](#performance-optimization)
-  - [Java](#java)
-    - [Career Development](#career-development)
-    - [Concurrency](#concurrency)
-    - [Database Persistence](#database-persistence)
-    - [Language Fundamentals](#language-fundamentals)
-    - [Object-Oriented Programming](#object-oriented-programming)
-  - [Testing](#testing)
-    - [Unit Testing](#unit-testing)
 1. [Software Engineering](#software-engineering)
   - [Java Virtual Machine](#java-virtual-machine)
     - [Diagnostics and Troubleshooting](#diagnostics-and-troubleshooting)
-    - [Garbage Collection](#garbage-collection-2)
-    - [Memory Management](#memory-management-1)
     - [Performance Optimization](#performance-optimization-1)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [geekflare.com: What is Thread Dump and How to Analyze them? 🌟](https://geekflare.com/dev/generate-analyze-thread-dumps)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering geekflare.com in the Kubernetes Tools ecosystem.
-  - [On heap vs off heap memory usage](https://www.javacodegeeks.com/2014/12/on-heap-vs-off-heap-memory-usage.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.javacodegeeks.com in the Kubernetes Tools ecosystem.
-  - [DZone refcard: Java Caching](https://dzone.com/refcardz/java-caching)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering DZone refcard: Java Caching in the Kubernetes Tools ecosystem.
-  - [DZone: Performance Improvement in Java Applications: ORM/JPA 🌟](https://dzone.com/articles/performance-improvement-in-java-applications-orm-j)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering DZone: Performance Improvement in Java Applications: ORM/JPA 🌟 in the Kubernetes Tools ecosystem.
-  - [DZone: The JVM Architecture Explained 🌟](https://dzone.com/articles/jvm-architecture-explained)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering DZone: The JVM Architecture Explained 🌟 in the Kubernetes Tools ecosystem.
-  - [DZone: How to Troubleshoot Sudden CPU Spikes](https://dzone.com/articles/troubleshoot-sudden-cpu-spikes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering DZone: How to Troubleshoot Sudden CPU Spikes in the Kubernetes Tools ecosystem.
-  - [Dzone: 7 JVM Arguments of Highly Effective Applications 🌟🌟🌟](https://dzone.com/articles/7-jvm-arguments-of-highly-effective-applications-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: 7 JVM Arguments of Highly Effective Applications 🌟🌟🌟 in the Kubernetes Tools ecosystem.
-  - [dzone.com: Flight Recorder: Examining Java and Kotlin Apps](https://dzone.com/articles/flight-recorder-examining-java-and-kotlin-apps)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: Flight Recorder: Examining Java and Kotlin Apps in the Kubernetes Tools ecosystem.
-  - [medium: How to reduce your JVM app memory footprint in Docker and Kubernetes' 🌟](https://medium.com/wix-engineering/how-to-reduce-your-jvm-app-memory-footprint-in-docker-and-kubernetes-d6e030d21298)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How to reduce your JVM app memory footprint in Docker and Kubernetes' 🌟 in the Kubernetes Tools ecosystem.
-  - [dzone: Best Practices: Java Memory Arguments for Containers 🌟](https://dzone.com/articles/best-practices-java-memory-arguments-for-container)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Best Practices: Java Memory Arguments for Containers 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/@anurag2397: Tuning JVM containers for better CPU and memory' utilisation in K8s environment](https://medium.com/@anurag2397/solving-javas-core-problems-around-memory-and-cpu-4d0c97748c43)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@anurag2397: Tuning JVM containers for better CPU and memory' utilisation in K8s environment in the Kubernetes Tools ecosystem.
-  - [danoncoding.com: Tricky Kubernetes memory management for Java applications' 🌟](https://danoncoding.com/tricky-kubernetes-memory-management-for-java-applications-d2f88dd4e9f6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering danoncoding.com: Tricky Kubernetes memory management for Java applications' 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/nordnet-tech: Setting Java Heap Size Inside a Docker Container](https://medium.com/nordnet-tech/setting-java-heap-size-inside-a-docker-container-b5a4d06d2f46)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/nordnet-tech: Setting Java Heap Size Inside a Docker Container in the Kubernetes Tools ecosystem.
-  - [medium.com/@sharprazor.app: Memory settings for Java process running in' Kubernetes pod](https://medium.com/@sharprazor.app/memory-settings-for-java-process-running-in-kubernetes-pod-1e608a5d2a64)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@sharprazor.app: Memory settings for Java process running in' Kubernetes pod in the Kubernetes Tools ecosystem.
-  - [medium.com/codex: Running JVM Applications on Kubernetes: Beyond java' -jar](https://medium.com/codex/running-jvm-applications-on-kubernetes-beyond-java-jar-a095949f3e34)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/codex: Running JVM Applications on Kubernetes: Beyond java' -jar== in the Kubernetes Tools ecosystem.
-  - [lalitchaturveditech.medium.com: Optimize Java Performance On Kubernetes](https://lalitchaturveditech.medium.com/optimize-java-performance-on-kubernetes-5f055d406ecf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering lalitchaturveditech.medium.com: Optimize Java Performance On Kubernetes in the Kubernetes Tools ecosystem.
-  - [blog.flipkart.tech: The Art of System Debugging β€” Decoding CPU Utilization' 🌟](https://blog.flipkart.tech/the-art-of-system-debugging-decoding-cpu-utilization-da75f09ef1ff)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.flipkart.tech: The Art of System Debugging β€” Decoding CPU Utilization' 🌟 in the Kubernetes Tools ecosystem.
-  - [jet-start.sh: Performance of Modern Java on Data-Heavy Workloads, Part 1' 🌟](https://jet-start.sh/blog/2020/06/09/jdk-gc-benchmarks-part1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jet-start.sh: Performance of Modern Java on Data-Heavy Workloads, Part 1' 🌟 in the Kubernetes Tools ecosystem.
-  - [dzone.com: Java Inside Docker: What You Must Know to Not FAIL](https://dzone.com/articles/java-inside-docker-what-you-must-know-to-not-fail)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: Java Inside Docker: What You Must Know to Not FAIL in the Kubernetes Tools ecosystem.
-  - [en.wikipedia.org/wiki/List_of_performance_analysis_tools](https://en.wikipedia.org/wiki/List_of_performance_analysis_tools)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering en.wikipedia.org/wiki/List_of_performance_analysis_tools in the Kubernetes Tools ecosystem.
-  - [InspectIT](https://en.wikipedia.org/wiki/InspectIT)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering InspectIT in the Kubernetes Tools ecosystem.
-  - [VisualVM](https://en.wikipedia.org/wiki/VisualVM)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering VisualVM in the Kubernetes Tools ecosystem.
-  - [OverOps](https://en.wikipedia.org/wiki/OverOps)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering OverOps in the Kubernetes Tools ecosystem.
-  - [baeldung.com: How to Analyze Java Thread Dumps 🌟](https://www.baeldung.com/java-analyze-thread-dumps)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering baeldung.com: How to Analyze Java Thread Dumps 🌟 in the Kubernetes Tools ecosystem.
-  - [baeldung.com: Capturing a Java Thread Dump](https://www.baeldung.com/java-thread-dump)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering baeldung.com: Capturing a Java Thread Dump in the Kubernetes Tools ecosystem.
-  - [DZone: Understanding the Java Memory Model and Garbage Collection 🌟](https://dzone.com/articles/understanding-the-java-memory-model-and-the-garbag)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering DZone: Understanding the Java Memory Model and Garbage Collection 🌟 in the Kubernetes Tools ecosystem.
-  - [DZone: Memory Leaks and Java Code](https://dzone.com/articles/memory-leak-andjava-code)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering DZone: Memory Leaks and Java Code in the Kubernetes Tools ecosystem.
-  - [Hazelcast JET](https://jet-start.sh)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Hazelcast JET in the Kubernetes Tools ecosystem.
-## CICD Pipelines
-
-### Jenkins Management
-
-#### Infrastructure Upgrades
-
-  - **(2019)** [Running Jenkins on Java 11 🌟](https://www.jenkins.io/doc/administration/requirements/jenkins-on-java-11)  [LEGACY] β€” Comprehensive administration runbook describing JVM upgrade pathways from Java 8 to Java 11. Addresses class-loading modifications, modularization parameters, and deprecated agent arguments.
-#### JVM Performance Tuning
-
-  - **(2016)** [jenkins.io - Tuning Jenkins GC For Responsiveness and Stability with Large Instances 🌟](https://www.jenkins.io/blog/2016/11/21/gc-tuning) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Critical infrastructure advisory detailing memory allocation and G1GC GC argument tuning for massive Jenkins instances. Provides ready-to-use flag structures to eliminate long-duration Stop-The-World JVM freezes.
 ## Cloud Native Infrastructure
 
 ### Kubernetes
@@ -140,33 +64,6 @@
 #### Diagnostics
 
   - **(2021)** [developers.redhat.com: JDK Flight Recorder support for GraalVM Native Image: The journey so far 🌟](https://developers.redhat.com/articles/2021/07/23/jdk-flight-recorder-support-graalvm-native-image-journey-so-far) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Highlights runtime monitoring capabilities for Ahead-of-Time (AOT) compiled Java applications. Explains how native binaries built with GraalVM leverage JFR events to expose custom runtime execution metrics.
-### High-Performance Systems
-
-#### Thread Affinity
-
-  - **(2022)** [**OpenHFT/Java-Thread-Affinity**](https://github.com/OpenHFT/Java-Thread-Affinity) ⭐ 1897  [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Highly optimized library that binds Java execution threads to specific CPU cores. Mitigates task context-switching overhead in low-latency financial systems, guaranteeing deterministic scheduling on modern multi-core hardware.
-### Memory Management
-
-#### Diagnostics (1)
-
-  - **(2021)** [blog.heaphero.io: HeapHero - Java & Android Heap Dump Analyzer](https://blog.heaphero.io)  [COMMUNITY-TOOL] β€” Technical analysis and troubleshooting advice targeting Java OutOfMemoryErrors. Discusses using automated heap analysis to pinpoint classloader leaks, redundant data allocations, and memory bloat.
-#### Garbage Collection
-
-  - **(2021)** [developers.redhat.com: Shenandoah garbage collection in OpenJDK 16: Concurrent reference processing](https://developers.redhat.com/articles/2021/05/20/shenandoah-garbage-collection-openjdk-16-concurrent-reference-processing) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” In-depth technical breakdown of Shenandoah GC's concurrent reference processing capabilities in OpenJDK 16. Details how reducing concurrent STW (Stop-The-World) phases minimizes millisecond-level tail latencies for highly parallel microservices.
-  - **(2021)** [developers.redhat.com: How to choose the best Java garbage collector](https://developers.redhat.com/articles/2021/11/02/how-choose-best-java-garbage-collector) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Technical selection matrix mapping GC choices (G1GC, ZGC, Shenandoah, Serial) to enterprise architectural requirements such as maximum throughput, heap density, or strict SLA-bound tail latency limits.
-### Performance Profiling
-
-#### Diagnostics (2)
-
-  - **(2023)** [speakerdeck.com: Profiling a Java Application @DevDays 2023 | Victor Rentea](https://speakerdeck.com/victorrentea/profiling-a-java-application-at-devdays-2023)  [COMMUNITY-TOOL] β€” Deep presentation deck outlining hands-on strategies for profiling complex enterprise Java deployments. Explores diagnosing thread contention, locking bottlenecks, heap leaks, and high JIT compilation latency.
-  - **(2020)** [developers.redhat.com: Get started with JDK Flight Recorder in OpenJDK 8u 🌟](https://developers.redhat.com/blog/2020/08/25/get-started-with-jdk-flight-recorder-in-openjdk-8u) [ADVANCED LEVEL]  [LEGACY] β€” Explores backporting JDK Flight Recorder to OpenJDK 8u, enabling low-overhead hardware and software event monitoring in production environments. Demonstrates negligible performance drag (<1%) compared to legacy profilers.
-## Java Platform
-
-### Runtime and JVM
-
-#### Garbage Collection (1)
-
-  - **(2021)** [kstefanj.github.io: GC progress from JDK 8 to JDK 17](https://kstefanj.github.io/2021/11/24/gc-progress-8-17.html) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A comprehensive technical evaluation tracking the performance evolution and design changes of garbage collectors from JDK 8 to JDK 17. The analysis highlights significant throughput gains, memory footprint reductions, and sub-millisecond pause-time optimizations achieved in modern G1 and ZGC algorithms, making Java 17 highly optimized for containerized microservice execution environments.
 ## Observability (1)
 
 ### Application Monitoring
@@ -174,79 +71,32 @@
 #### Java Diagnostics
 
   - **(2020)** [Debugging Java Applications On OpenShift and Kubernetes](https://www.redhat.com/en/blog/debugging-java-applications-on-openshift-kubernetes) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Investigates techniques for profiling and debugging remote Java applications running on Kubernetes pods. Walks through port-forwarding JDWP connections and using CLI profiling utilities.
-#### Java Performance
-
-  - **(2026)** [tier1app.com](https://tier1app.com) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Platform behind core JVM diagnostic tools such as GCEasy, FastThread, and HeapHero. Provides automated analysis of GC logs, thread dumps, and heap dumps to resolve memory leaks and performance bottlenecks.
-  - **(2026)** [FastThread.io](https://fastthread.io) [NONE CONTENT]  [COMMUNITY-TOOL] β€” An automated engine designed to diagnose JVM thread dumps. Resolves thread lock contention, transaction delays, and thread starvation bottlenecks in Kubernetes-hosted enterprise Java services.
-  - **(2026)** [gceasy.io 🌟](https://gceasy.io) [NONE CONTENT]  [COMMUNITY-TOOL] β€” An advanced JVM garbage collection log analyzer. Uses machine learning algorithms to evaluate GC pauses, throughput, and memory trends, delivering actionable tuning recommendations for JVM sizing and GC algorithms (G1GC, ZGC).
-  - **(2026)** [heaphero.io](https://heaphero.io) [NONE CONTENT]  [COMMUNITY-TOOL] β€” An instant heap dump analyzer that processes HPROF and system files to isolate leaking data structures. Generates visual memory maps to point out waste and duplicate objects in JVM workloads.
 ### Application Performance Monitoring
 
 #### Spring Boot
 
   - **(2021)** [blog.openshift.com: Performance Metrics (APM) for Spring Boot Microservices on OpenShift](https://www.redhat.com/en/blog/performance-metrics-apm-spring-boot-microservices-openshift) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Technical deep-dive on collecting JVM metrics, distributed traces, and custom telemetry from Spring Boot workloads on OpenShift/Kubernetes, utilizing tools like Micrometer, Prometheus, and Jaeger.
-## Observability and Troubleshooting
-
-### JVM Performance
-
-#### Diagnostics (3)
-
-  - **(2021)** [blog.heaphero.io: What is GC Log, thread dump and Heapdump? 🌟](https://blog.heaphero.io/what-is-gc-log-thread-dump-and-heapdump) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A diagnostic reference explaining the roles of garbage collection (GC) logs, thread dumps, and heap dumps in Java Virtual Machine (JVM) analysis. GC logs map memory reclamation patterns, thread dumps identify concurrency deadlocks, and heap dumps pinpoint memory leaks. This guide bridges the gap between raw JVM telemetry and pragmatic troubleshooting workflows.
 ## Software Development
 
 ### Caching Strategy
 
-#### Off-Heap Storage
-
-  - **(2024)** [TecnologΓ­as de Heap-Offloading son EHcache, Memcached, Jillegal library, etc.](https://ehcache.org) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” The de facto robust, standard open-source caching framework for Java. Supports tiering structures including heap, off-heap, disk, and clustered setups, offering seamless integration with Spring and Hibernate.
 #### Performance Optimization
 
   - **(2022)** [vladmihalcea.com: Caching best practices](https://vladmihalcea.com/caching-best-practices) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Deep dive into professional application-level cache patterns (Read-Through, Write-Behind, Cache-Aside). Outlines pitfalls including cache-stampede risks, stale data races, and invalidation strategies for highly scalable database applications.
-### Java
-
-#### Career Development
-
-  - **(2022)** [javarevisited.blogspot.com: 10 Things Java Programmers Should Learn in 2022](https://javarevisited.blogspot.com/2017/12/10-things-java-programmers-should-learn.html)  [COMMUNITY-TOOL] β€” Overview of essential modern skills for Java developers, highlighting GraalVM, Spring Boot 3, reactive microservices, Docker, Kubernetes integration, and concurrency APIs.
-#### Concurrency
-
-  - **(2021)** [linkedin.com/pulse: Difference between Executor, ExecutorService, and Executors class in Java!](https://www.linkedin.com/pulse/difference-between-executor-executorservice-executors-omar-ismail)  [COMMUNITY-TOOL] β€” A foundational analysis detailing Java's concurrent executing frameworks. Clarifies the design differences between low-level task processing (Executor), managed futures lifecycle APIs (ExecutorService), and utility factories (Executors).
-#### Database Persistence
-
-  - **(2022)** [vladmihalcea.com: 14 High-Performance Java Persistence Tips](https://vladmihalcea.com/14-high-performance-java-persistence-tips) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Comprehensive optimization handbook detailing JPA and Hibernate performance tuning. Focuses on resolving N+1 query patterns, configuring connection pools, leveraging batch updates, and using database-specific capabilities.
-#### Language Fundamentals
-
-  - **(2021)** [freecodecamp.org: Learn the Basics of Java Programming](https://www.freecodecamp.org/news/learn-the-basics-of-java-programming)  [COMMUNITY-TOOL] [GUIDE] β€” Introductory guide to Java development kit setup, language syntax, primitive types, control flows, object-oriented concepts, and basic error handling patterns.
-#### Object-Oriented Programming
-
-  - **(2021)** [freecodecamp.org: Advanced Object-Oriented Programming in Java – Full Book](https://www.freecodecamp.org/news/object-oriented-programming-in-java)  [COMMUNITY-TOOL] [GUIDE] β€” Advanced curriculum covering deep encapsulation, inheritance hierarchies, abstract factories, polymorphical design patterns, interfaces, and SOLID architectural design principles in Java.
-### Testing
-
-#### Unit Testing
-
-  - **(2021)** [freecodecamp.org: How to Write Unit Tests in Java](https://www.freecodecamp.org/news/java-unit-testing)  [COMMUNITY-TOOL] [GUIDE] β€” Step-by-step introduction to writing predictable unit tests using JUnit 5 and Mockito. Emphasizes isolating dependency mock-injection frameworks and measuring robust branch coverage.
 ## Software Engineering
 
 ### Java Virtual Machine
 
 #### Diagnostics and Troubleshooting
 
-  - **(2024)** [Byteman](https://byteman.jboss.org) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A highly robust runtime bytecode injection tool utilizing JBoss rule engines to trace, test, and inject faults into live Java applications. By using Event-Condition-Action (ECA) rules without requiring source code modifications, it remains a vital instrument for simulating extreme edge cases, chaos engineering, and tracing complex cloud microservices.
   - **(2021)** [developers.redhat.com: A faster way to access JDK Flight Recorder data](https://developers.redhat.com/articles/2021/11/23/faster-way-access-jdk-flight-recorder-data) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Technical review of modern JVM Flight Recorder streaming capabilities. It reviews strategies for consuming real-time telemetry events via Java in-memory APIs, offering low-latency, zero-overhead diagnostic monitoring without relying on bulky local file dumps.
   - **(2020)** [developers.redhat.com: Collect JDK Flight Recorder events at runtime with JMC Agent 🌟](https://developers.redhat.com/blog/2020/10/29/collect-jdk-flight-recorder-events-at-runtime-with-jmc-agent) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A detailed Red Hat guide walking through real-time runtime JVM tracing using the JMC Agent. It explains how to dynamically inject custom JDK Flight Recorder (JFR) event declarations into third-party libraries and production codebases on-the-fly, bypassing the need for restarts or manual instrumentation.
-  - **(2014)** [Free eGuide: JVM Troubleshooting Guide](https://freepromagazine.blogspot.de/2014/07/free-eguide-jvm-troubleshooting-guide.html)  [GUIDE] [LEGACY] β€” A legacy reference guide focused on classical JVM diagnostics, thread dump analysis, and heap tracking. While it lays down correct foundational principles for identifying memory leaks and deadlock patterns, its technical utility is limited today given its lack of coverage on modern diagnostic frameworks like JDK Flight Recorder, Cryostat, and advanced container-aware heap tools.
-#### Garbage Collection (2)
-
-  - **(2011)** [How Garbage Collection differs in the three big JVMs](https://apmblog.dynatrace.com/2011/05/11/how-garbage-collection-differs-in-the-three-big-jvms) [ADVANCED LEVEL]  [LEGACY] β€” An architectural comparison of garbage collection strategies across the three historically major JVM engines: Oracle HotSpot, IBM J9, and Oracle JRockit. It evaluates generational assumptions, compaction pauses, and old-generation management policies. Although useful for legacy support, it predates modern developments like ZGC or Shenandoah.
-  - **(2011)** [javarevisited.blogspot.com: How Garbage Collection works in Java? Explained (2011)](https://javarevisited.blogspot.com/2011/04/garbage-collection-in-java.html)  [COMMUNITY-TOOL] β€” A fundamental learning resource explaining basic JVM Garbage Collection loops, young-and-old generational divisions, and classic algorithms (such as Serial and Parallel collectors). While standard for conceptual onboarding, developers should supplement this material with modern G1GC and low-latency concurrent garbage collectors.
-#### Memory Management (1)
-
-  - **(2016)** [Jillegal OffHeap Module](https://github.com/serkan-ozal/jillegal) [JAVA CONTENT] [ADVANCED LEVEL]  [EMERGING] [LEGACY] β€” An experimental and now archived Java library designed to bypass standard JVM memory management by allocating objects directly off-heap. While historically notable for developers seeking ultra-low latency and manual pointer manipulation, modern JDK developmentsβ€”specifically the Foreign Function and Memory API (Project Panama)β€”have rendered this library obsolete. It remains useful primarily as a reference for educational and historical exploration of raw memory control within the Java ecosystem.
-  - **(2014)** [Cambios importantes en la gestiΓ³n de memoria de Java 8 de Oracle](https://karunsubramanian.com/websphere/one-important-change-in-memory-management-in-java-8) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” An analytical article exploring the systemic shifts in Oracle Java 8's memory management model, highlighting the deletion of Permanent Generation (PermGen) and the introduction of Metaspace. It details how class metadata is offloaded to native memory, significantly reducing the occurrence of OutOfMemoryError exceptions in enterprise application servers like IBM WebSphere and JBoss.
-  - **(2014)** [PermGen eliminado](https://www.infoq.com/articles/Java-PERMGEN-Removed)  [COMMUNITY-TOOL] β€” A deep-dive technical brief on InfoQ describing the dynamic architecture shift resulting from the removal of PermGen in JDK 8. The article reviews Metaspace configuration parameters, auto-tuning behavior, garbage collection triggers for classloader metadata, and the operational adjustments required for zero-downtime Java migrations.
 #### Performance Optimization (1)
 
   - **(2020)** [developers.redhat.com: Checkpointing Java from outside of Java](https://developers.redhat.com/blog/2020/10/15/checkpointing-java-from-outside-of-java) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An exploration of JVM checkpoint/restore methodologies focusing on Coordinated Restore at Checkpoint (CRaC) and external CRIU mechanisms. This approach enables instantaneous microservice startup by taking cold snapshots of memory, dramatically lowering latency penalties in serverless deployments.
 
 ---
-πŸ’‘ **Explore Related:** [Angular](./angular.md) | [Python](./python.md) | [Dom](./dom.md)
+πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Embedded Servlet Containers](./embedded-servlet-containers.md)
+
+πŸ”— **See Also:** [Cloudflare](./cloudflare.md) | [Googlecloudplatform](./GoogleCloudPlatform.md)
 
diff --git a/v2-docs/java_app_servers.md b/v2-docs/java_app_servers.md
index dbd95212..1508d8cf 100644
--- a/v2-docs/java_app_servers.md
+++ b/v2-docs/java_app_servers.md
@@ -8,11 +8,10 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Cloud-Native Java](#cloud-native-java)
   - [Runtimes](#runtimes)
+    - [JBoss EAP](#jboss-eap)
+      - [MicroProfile](#microprofile)
     - [Payara Micro](#payara-micro)
       - [Docker](#docker)
     - [Payara Server](#payara-server)
@@ -25,22 +24,15 @@
     - [KumuluzEE](#kumuluzee)
     - [Payara Server](#payara-server-1)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [About WebSphere Liberty](https://developer.ibm.com/wasdev/websphere-liberty)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering About WebSphere Liberty in the Kubernetes Tools ecosystem.
-  - [wikipedia: Jakarta EE](https://en.wikipedia.org/wiki/Jakarta_EE)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wikipedia: Jakarta EE in the Kubernetes Tools ecosystem.
-  - [Wikipedia: Payara Server](https://en.wikipedia.org/wiki/Payara_Server)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia: Payara Server in the Kubernetes Tools ecosystem.
-  - [Dzone: Getting Started With Java EE 8, Payara 5 and Eclipse Oxygen](https://dzone.com/articles/getting-started-with-java-ee-8-payara-5-and-eclips)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Getting Started With Java EE 8, Payara 5 and Eclipse Oxygen in the Kubernetes Tools ecosystem.
-  - [Red Hat JBoss Enterprise Application Platform (JBoss EAP)](https://developers.redhat.com/products/eap/overview)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Red Hat JBoss Enterprise Application Platform (JBoss EAP) in the Kubernetes Tools ecosystem.
-  - [Dzone: Jakarta EE & Wildfly Running on Kubernetes](https://dzone.com/articles/jakarta-ee-amp-wildfly-running-on-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Jakarta EE & Wildfly Running on Kubernetes in the Kubernetes Tools ecosystem.
 ## Cloud-Native Java
 
 ### Runtimes
 
+#### JBoss EAP
+
+##### MicroProfile
+
+  - **(2020)** [developers.redhat.com: Red Hat JBoss Enterprise Application Platform expansion pack 1.0 (JBoss EAP XP) released](https://developers.redhat.com/blog/2020/06/17/red-hat-jboss-enterprise-application-platform-expansion-pack-1-0-released) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” The release announcement for Red Hat JBoss EAP Expansion Pack (XP) 1.0, enabling support for MicroProfile specifications on top of enterprise application servers. Live Grounding indicates JBoss EAP XP has become a core element for Red Hat customers modernization strategies, providing a bridge between traditional and cloud-native application patterns.
 #### Payara Micro
 
 ##### Docker
@@ -72,5 +64,7 @@
   - **(2026)** [Payara](https://payara.fish) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Payara Server and Payara Micro provide high-performance, container-friendly environments for running Jakarta EE and MicroProfile workloads. Designed for critical production architectures, it supports built-in clustering, hazelcast-powered data grids, and auto-tuning capabilities inside Kubernetes deployments.
 
 ---
-πŸ’‘ **Explore Related:** [Angular](./angular.md) | [Python](./python.md) | [Dom](./dom.md)
+πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Embedded Servlet Containers](./embedded-servlet-containers.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Cloudflare](./cloudflare.md)
 
diff --git a/v2-docs/java_frameworks.md b/v2-docs/java_frameworks.md
index a08fd575..e95663eb 100644
--- a/v2-docs/java_frameworks.md
+++ b/v2-docs/java_frameworks.md
@@ -8,50 +8,25 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Cloud Native](#cloud-native)
   - [Containers](#containers)
     - [Evolution](#evolution)
 1. [Cloud Native Architecture](#cloud-native-architecture)
-  - [Kubernetes](#kubernetes)
-    - [Fundamentals](#fundamentals)
   - [Microservices Migration](#microservices-migration)
     - [Case Study](#case-study)
 1. [Cloud-Native Platforms](#cloud-native-platforms)
   - [Java Microservices](#java-microservices)
     - [API Security](#api-security)
     - [Frameworks](#frameworks)
-1. [Data Access](#data-access)
-  - [Hibernate](#hibernate)
-    - [Concurrency Control](#concurrency-control)
-    - [Security](#security)
-  - [Logging](#logging)
-    - [Hibernate](#hibernate-1)
-    - [Spring Data JPA](#spring-data-jpa)
-1. [Developer Experience](#developer-experience)
-  - [Inner Loop](#inner-loop)
-    - [Kubernetes CLI](#kubernetes-cli)
-    - [Manifest Generation](#manifest-generation)
-    - [Maven Integration](#maven-integration)
-    - [Orchestration Tooling](#orchestration-tooling)
-  - [Observability](#observability)
-    - [Logging](#logging-1)
-  - [Testing](#testing)
-    - [Integration Testing](#integration-testing)
 1. [Enterprise Java](#enterprise-java)
   - [Cloud Migration](#cloud-migration)
     - [Modernization](#modernization)
     - [Namespace Migration](#namespace-migration)
   - [Framework Selection](#framework-selection)
-    - [Architecture Battle](#architecture-battle)
     - [Developer Education](#developer-education)
     - [Market Analysis](#market-analysis)
   - [JBoss EAP](#jboss-eap)
     - [Development Environment](#development-environment)
-  - [Jakarta EE](#jakarta-ee)
-    - [Core Platform](#core-platform)
   - [MicroProfile](#microprofile)
     - [Framework Standard](#framework-standard)
     - [Industry Trends](#industry-trends)
@@ -67,51 +42,27 @@
     - [Microservices](#microservices)
     - [Spring Kafka](#spring-kafka)
 1. [Java Cloud Native](#java-cloud-native)
-  - [Industry Evolution](#industry-evolution)
-    - [Analysis](#analysis)
   - [Quarkus](#quarkus-1)
-    - [API Development](#api-development)
-    - [Containerization](#containerization)
     - [Core Runtime](#core-runtime)
-    - [Deployment Infrastructure](#deployment-infrastructure)
-    - [Developer Experience](#developer-experience-1)
-    - [Ecosystem](#ecosystem)
-    - [Evolution](#evolution-1)
-    - [Fundamentals](#fundamentals-1)
-    - [Industry Impact](#industry-impact)
-    - [Interoperability](#interoperability)
     - [Migration](#migration)
-    - [Reactive Architecture](#reactive-architecture)
-    - [Reactive Programming](#reactive-programming)
-    - [Standards](#standards)
   - [Spring Boot](#spring-boot)
-    - [API Documentation](#api-documentation)
-    - [Containerization](#containerization-1)
-    - [Evolution](#evolution-2)
-    - [Fundamentals](#fundamentals-2)
     - [Kubernetes Deployment](#kubernetes-deployment)
-    - [Kubernetes Integration](#kubernetes-integration)
-    - [Local Development](#local-development)
     - [Microservices Architecture](#microservices-architecture)
     - [Microservices Security](#microservices-security)
   - [Spring Cloud](#spring-cloud)
     - [API Gateway](#api-gateway)
     - [Configuration Management](#configuration-management)
     - [Core Framework](#core-framework)
-    - [Kubernetes Integration](#kubernetes-integration-1)
+    - [Kubernetes Integration](#kubernetes-integration)
     - [Secrets Management](#secrets-management)
 1. [Java Platform](#java-platform)
   - [Concurrency](#concurrency)
     - [Project Loom](#project-loom)
-  - [Documentation](#documentation)
-    - [Javadoc](#javadoc)
 1. [Kubernetes and Cloud Native](#kubernetes-and-cloud-native)
-  - [CICD](#cicd)
-    - [Dockerization](#dockerization)
   - [Microservices](#microservices-1)
     - [Best Practices](#best-practices)
-  - [Observability](#observability-1)
-    - [Logging](#logging-2)
+  - [Observability](#observability)
+    - [Logging](#logging)
   - [Scaling](#scaling)
     - [Autoscaling](#autoscaling)
   - [Service Mesh](#service-mesh)
@@ -121,128 +72,54 @@
     - [Business Rules](#business-rules)
   - [Frameworks](#frameworks-1)
     - [Database Access](#database-access)
-    - [Kubernetes Integration](#kubernetes-integration-2)
-    - [Logging](#logging-3)
+    - [Kubernetes Integration](#kubernetes-integration-1)
+    - [Logging](#logging-1)
     - [MicroProfile](#microprofile-1)
     - [Migrations](#migrations)
     - [Quarkus](#quarkus-2)
     - [Quarkus vs Spring](#quarkus-vs-spring)
-    - [Reactive Programming](#reactive-programming-1)
+    - [Reactive Programming](#reactive-programming)
     - [Spring Cloud](#spring-cloud-1)
   - [Performance](#performance)
     - [Benchmarking](#benchmarking)
     - [Concurrency](#concurrency-1)
-    - [Testing](#testing-1)
+    - [Testing](#testing)
 1. [Software Development](#software-development)
   - [Business Automation](#business-automation)
     - [Rule Engines](#rule-engines)
   - [Cloud Native Java](#cloud-native-java)
-    - [Containerization](#containerization-2)
+    - [Containerization](#containerization)
     - [Kubernetes Deployment](#kubernetes-deployment-1)
     - [Modernization](#modernization-1)
-  - [Design Patterns](#design-patterns)
-    - [OOP Principles](#oop-principles)
   - [JVM Internals](#jvm-internals)
     - [Garbage Collection](#garbage-collection)
-  - [Java Ecosystem](#java-ecosystem)
-    - [Code Quality](#code-quality)
-    - [Governance](#governance)
-    - [History](#history)
-    - [Installation](#installation)
-    - [JDK Distribution](#jdk-distribution)
-    - [Licensing](#licensing)
-    - [OpenJDK Support](#openjdk-support)
-    - [Roadmaps](#roadmaps)
-  - [Java Language](#java-language)
-    - [Concurrency](#concurrency-2)
-    - [Migration](#migration-1)
-    - [Syntax and Features](#syntax-and-features)
   - [Microservices Design](#microservices-design)
     - [Interview Prep](#interview-prep)
     - [Java Microservices](#java-microservices-1)
   - [Spring Framework](#spring-framework)
     - [Annotations](#annotations)
-1. [Software Engineering](#software-engineering)
-  - [Java Development](#java-development)
-    - [Code Generation](#code-generation)
 1. [Spring Ecosystem](#spring-ecosystem)
   - [Application Framework](#application-framework)
     - [Release Analysis](#release-analysis)
-  - [Configuration](#configuration)
-    - [Application Properties](#application-properties)
-    - [Functional Bean Registration](#functional-bean-registration)
-    - [Logging](#logging-4)
-  - [Core Platform](#core-platform-1)
-    - [Annotations](#annotations-1)
+  - [Core Platform](#core-platform)
     - [Developer Education](#developer-education-1)
     - [Modernization](#modernization-2)
     - [Optimization](#optimization)
-  - [Data Access](#data-access-1)
-    - [JDBC](#jdbc)
   - [GraalVM](#graalvm)
     - [Native Image](#native-image)
-  - [Interoperability](#interoperability-1)
+  - [Interoperability](#interoperability)
     - [MicroProfile](#microprofile-2)
   - [Microservices](#microservices-2)
     - [Application Framework](#application-framework-1)
-  - [Observability](#observability-2)
+  - [Observability](#observability-1)
     - [Administration UI](#administration-ui)
   - [Packaging](#packaging)
     - [Deployment Formats](#deployment-formats)
   - [Platform](#platform)
     - [Core Framework](#core-framework-1)
-  - [Security](#security-1)
-    - [Access Control](#access-control)
   - [Web Layer](#web-layer)
     - [MVC](#mvc)
-1. [Web Layer](#web-layer-1)
-  - [Full Stack](#full-stack)
-    - [Spring Boot and Angular](#spring-boot-and-angular)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [Spring Cloud Kubernetes](https://spring.io/projects/spring-cloud/-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering spring.io in the Kubernetes Tools ecosystem.
-  - [Dzone: Programming Styles Compared: Spring Framework vis-a-vis Eclipse MicroProfile' 🌟🌟](https://dzone.com/articles/programming-styles-spring-boot-vis-a-vis-with-ecli)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Programming Styles Compared: Spring Framework vis-a-vis Eclipse MicroProfile' 🌟🌟 in the Kubernetes Tools ecosystem.
-  - [reddit.com/r/java](https://www.reddit.com/r/java)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/java in the Kubernetes Tools ecosystem.
-  - [About WebSphere Liberty](https://developer.ibm.com/wasdev/websphere-liberty)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering About WebSphere Liberty in the Kubernetes Tools ecosystem.
-  - [wikipedia: Java Enterprise Edition (Java EE)](https://en.wikipedia.org/wiki/Java_Platform,_Enterprise_Edition)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wikipedia: Java Enterprise Edition (Java EE) in the Kubernetes Tools ecosystem.
-  - [medium.com/@javachampions : Java is still free](https://medium.com/@javachampions/java-is-still-free-2-0-0-6b9aa8d6d244)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@javachampions : Java is still free in the Kubernetes Tools ecosystem.
-  - [dzone: Java Creator James Gosling Interview](https://dzone.com/articles/java-creator-james-gosling-interview)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Java Creator James Gosling Interview in the Kubernetes Tools ecosystem.
-  - [dzone: Choosing Library To Build Rest API in Java](https://dzone.com/articles/building-rest-api-in-java)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Choosing Library To Build Rest API in Java in the Kubernetes Tools ecosystem.
-  - [medium.com/javarevisited: Top 5 Frameworks Java developers can learn for' Microservices Development in 2022](https://medium.com/javarevisited/top-5-frameworks-java-developers-can-learn-for-microservices-development-in-2022-848da66d6651)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/javarevisited: Top 5 Frameworks Java developers can learn for' Microservices Development in 2022 in the Kubernetes Tools ecosystem.
-  - [medium.com/@aritra.chatterjee_: Hexagonal architecture in java](https://medium.com/@aritra.chatterjee_/hexagonal-architecture-in-java-7ac8f4bea753)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@aritra.chatterjee_: Hexagonal architecture in java in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Learn SOLID Design Principles in Java by Coding It](https://betterprogramming.pub/learn-solid-design-principles-in-java-by-coding-it-dcbf64a17b53)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Learn SOLID Design Principles in Java by Coding It in the Kubernetes Tools ecosystem.
-  - [medium.com/javarevisited: Do you know about the different microservices' frameworks for Java? 🌟](https://medium.com/javarevisited/do-you-know-about-the-different-microservices-frameworks-for-java-90b61f8cdbd7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/javarevisited: Do you know about the different microservices' frameworks for Java? 🌟 in the Kubernetes Tools ecosystem.
-  - [IBM JDK](https://developer.ibm.com/javasdk)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering IBM JDK in the Kubernetes Tools ecosystem.
-  - [It’s time! Migrating to Java 11 🌟](https://medium.com/criciumadev/its-time-migrating-to-java-11-5eb3868354f9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering It’s time! Migrating to Java 11 🌟 in the Kubernetes Tools ecosystem.
-  - [Eclipse MicroProfile: 5 Things You Need to Know 🌟](https://medium.com/@alextheedom/eclipse-microprofile-5-things-you-need-to-know-e7a0bc9a3fb6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Eclipse MicroProfile: 5 Things You Need to Know 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: Multi-Tenancy Implementation using Spring Boot + Hibernate 🌟](https://medium.com/swlh/multi-tenancy-implementation-using-spring-boot-hibernate-6a8e3ecb251a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium: Multi-Tenancy Implementation using Spring Boot + Hibernate== 🌟 in the Kubernetes Tools ecosystem.
-  - [stackoverflow.com: How to map a MySQL JSON column to a Java entity property' using JPA and Hibernate](https://stackoverflow.com/questions/44308167/how-to-map-a-mysql-json-column-to-a-java-entity-property-using-jpa-and-hibernate)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stackoverflow.com: How to map a MySQL JSON column to a Java entity property' using JPA and Hibernate in the Kubernetes Tools ecosystem.
-  - [stackoverflow.com: What are the differences between the different saving' methods in Hibernate?](https://stackoverflow.com/questions/161224/what-are-the-differences-between-the-different-saving-methods-in-hibernate/54907032?stw=2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==stackoverflow.com: What are the differences between the different saving' methods in Hibernate?== in the Kubernetes Tools ecosystem.
-  - [Spring Framework Architecture 🌟](https://www.javacodegeeks.com/2019/02/spring-framework-architecture.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Spring Framework Architecture 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com: Top 10 Courses to Learn Microservices in Java and Spring Framework](https://medium.com/javarevisited/top-5-courses-to-learn-microservices-in-java-and-spring-framework-e9fed1ba804d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Top 10 Courses to Learn Microservices in Java and Spring Framework in the Kubernetes Tools ecosystem.
-  - [dzone: How to Create Microservices Using Spring 🌟](https://dzone.com/articles/how-to-create-microservices-using-spring)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: How to Create Microservices Using Spring 🌟 in the Kubernetes Tools ecosystem.
-  - [odedia.org: Production Considerations for Spring on Kubernetes 🌟🌟🌟](https://odedia.org/production-considerations-for-spring-on-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==odedia.org: Production Considerations for Spring on Kubernetes== 🌟🌟🌟 in the Kubernetes Tools ecosystem.
-  - [dzone: All About Spring Boot (Tutorials and Articles)](https://dzone.com/articles/spring-boot-framework-tutorials)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: All About Spring Boot (Tutorials and Articles) in the Kubernetes Tools ecosystem.
-  - [dzone: Deploying Spring Boot App to JBoss Wildfly](https://dzone.com/articles/deploying-spring-boot-app-to-jboss-wildfly)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Deploying Spring Boot App to JBoss Wildfly in the Kubernetes Tools ecosystem.
-  - [10 Free Spring Boot Courses and Tutorials for Java Developers](https://medium.com/javarevisited/10-free-spring-boot-tutorials-and-courses-for-java-developers-53dfe084587e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering 10 Free Spring Boot Courses and Tutorials for Java Developers in the Kubernetes Tools ecosystem.
-  - [dzone: How To Run the Spring Boot Application as a Stand-Alone Java Application](https://dzone.com/articles/how-to-run-the-spring-boot-application-as-a-stand)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: How To Run the Spring Boot Application as a Stand-Alone Java Application in the Kubernetes Tools ecosystem.
-  - [medium.com/shoutloudz: Microservice: Developing an Authentication Service' using Spring Boot](https://medium.com/shoutloudz/microservice-developing-an-authentication-service-using-spring-boot-d421b8802712)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/shoutloudz: Microservice: Developing an Authentication Service' using Spring Boot in the Kubernetes Tools ecosystem.
-  - [medium.com/@hubian: 16 Best Practices in Spring Boot Production 🌟](https://medium.com/@hubian/16-best-practices-in-spring-boot-production-62c065a6145c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@hubian: 16 Best Practices in Spring Boot Production== 🌟 in the Kubernetes Tools ecosystem.
-  - [redhat.com: Spring Boot Microservices on Red Hat OpenShift Container Platform' 3 - Software Stack - Externalized Configuration](https://access.redhat.com/documentation/en-us/reference_architectures/2017/html-single/spring_boot_microservices_on_red_hat_openshift_container_platform_3/index)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering redhat.com: Spring Boot Microservices on Red Hat OpenShift Container Platform' 3 - Software Stack - Externalized Configuration in the Kubernetes Tools ecosystem.
-  - [dzone: Spring Cloud Config Server on Kubernetes (Part 1)](https://dzone.com/articles/spring-cloud-config-server-on-kubernetes-part-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Spring Cloud Config Server on Kubernetes (Part 1) in the Kubernetes Tools ecosystem.
-  - [baeldung.com: Using Spring Cloud Config Without Git](https://www.baeldung.com/spring-cloud-config-without-git)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==baeldung.com: Using Spring Cloud Config Without Git== in the Kubernetes Tools ecosystem.
-  - [dzone: quarkus refcard](https://dzone.com/refcardz/quarkus-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: quarkus refcard in the Kubernetes Tools ecosystem.
-  - [dzone: Build a Java REST API With Quarkus](https://dzone.com/articles/build-a-java-rest-api-with-quarkus)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Build a Java REST API With Quarkus in the Kubernetes Tools ecosystem.
-  - [dzone: A Java developer's guide to Quarkus](https://dzone.com/articles/a-java-developers-guide-to-quarkus)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: A Java developer's guide to Quarkus in the Kubernetes Tools ecosystem.
-  - [dzone refcard: Getting Started With Quarkus Serverless Functions](https://dzone.com/refcardz/getting-started-with-quarkus-serverless-functions)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone refcard: Getting Started With Quarkus Serverless Functions in the Kubernetes Tools ecosystem.
-  - [dzone: Microservices: Quarkus vs. Spring Boot](https://dzone.com/articles/microservices-quarkus-vs-spring-boot)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Microservices: Quarkus vs. Spring Boot in the Kubernetes Tools ecosystem.
-  - [medium.com/javarevisited: Logging in Java β€” Log4j vs Logback vs SLF4J' 🌟](https://medium.com/javarevisited/logging-in-java-log4j-vs-logback-vs-slf4j-88c533088d2a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/javarevisited: Logging in Java β€” Log4j vs Logback vs SLF4J==' 🌟 in the Kubernetes Tools ecosystem.
-  - [dzone: The Best Java Testing Frameworks to focus in 2021](https://dzone.com/articles/the-best-java-testing-frameworks-to-focus-in-2021)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: The Best Java Testing Frameworks to focus in 2021 in the Kubernetes Tools ecosystem.
 ## Cloud Native
 
 ### Containers
@@ -252,11 +129,6 @@
   - **(2021)** [javaadvent.com: You need more than containers. A short history of the' mess we're in](https://www.javaadvent.com/2021/12/you-need-more-than-containers-a-short-history-of-the-mess-were-in.html) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” A historical retrospect on containerization, arguing that raw containers alone cannot solve distributed application challenges. Modern 2026 environments validate this thesis, illustrating the necessary evolution toward fully automated Platform Engineering, service meshes, and optimized framework runtimes.
 ## Cloud Native Architecture
 
-### Kubernetes
-
-#### Fundamentals
-
-  - **(2021)** [dyser/kubernetes-intro](https://github.com/dsyer/kubernetes-intro) [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An introductory educational repository containing configurations and setups for running basic Spring boot workloads in Kubernetes. Created by JVM leader Dave Syer, it provides minimal, clean manifests that demystify container networking and volumes. This repository remains a stable reference for those starting their cloud-native journey.
 ### Microservices Migration
 
 #### Case Study
@@ -272,50 +144,6 @@
 #### Frameworks
 
   - **(2026)** [==Helidon.io==](https://helidon.io) [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An open-source, high-performance collection of Java libraries for writing microservices running on a core Netty engine (Helidon MP/SE). Helidon 4 pioneered the adoption of Java virtual threads (Project Loom) for massive concurrency without reactive complexity, establishing itself as a premier lightweight microservice runtime.
-## Data Access
-
-### Hibernate
-
-#### Concurrency Control
-
-  - **(2021)** [vladmihalcea.com: Optimistic vs. Pessimistic Locking (hibernate)](https://vladmihalcea.com/optimistic-vs-pessimistic-locking) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An in-depth guide on handling transaction race conditions with Optimistic versus Pessimistic locking. It explains database locking mechanics, Hibernate state transitions, and deadlock mitigation, helping developers select the correct concurrency strategy under heavy concurrent read/write ratios.
-#### Security
-
-  - **(2021)** [vladmihalcea.com: How to encrypt and decrypt data with Hibernate](https://vladmihalcea.com/how-to-encrypt-and-decrypt-data-with-hibernate) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Provides deep architectural insights into implementing database encryption and decryption at the ORM layer. It compares Hibernate `@ColumnTransformer` integrations against standard JPA `AttributeConverter` implementations, explaining SQL query performance impacts and key management strategies.
-### Logging
-
-#### Hibernate (1)
-
-  - **(2021)** [vladmihalcea.com: The best way to log SQL statements with Spring Boot](https://vladmihalcea.com/log-sql-spring-boot) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Provides deep guidelines for logging database transactions in Spring Boot without incurring ORM performance degradation. It introduces proxy solutions like `datasource-proxy` and `p6spy` to log exact parameterized SQL queries and batch execution times under production loads.
-#### Spring Data JPA
-
-  - **(2022)** [javarevisited.blogspot.com: How to log SQL statements in Spring Boot? Example Tutorial](https://javarevisited.blogspot.com/2022/02/how-to-log-sql-statements-in-spring.html) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Illustrates simple configuration strategies to output generated Hibernate SQL queries directly to standard output for debugging purposes. It compares application properties configurations against logback file management schemes.
-## Developer Experience
-
-### Inner Loop
-
-#### Kubernetes CLI
-
-  - **(2025)** [**odo**](https://odo.dev) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] β€” A developer-focused CLI tool for writing and deploying applications on Kubernetes and OpenShift without deep Kubernetes knowledge. It abstracts complex YAML files and facilitates live code updates directly inside running containers. It represents an emerging paradigm in local iteration loops, competing with tooling like Skaffold and Tilt for developer mindshare.
-#### Manifest Generation
-
-  - **(2025)** [**Dekorate**](https://dekorate.io) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An annotation-based code generation tool that automatically creates Kubernetes manifests (YAML, JSON) during compile time. By decorating Java code directly, developers can emit Deployment, Service, and Ingress templates without leaving their IDEs. While highly convenient for Java-centric shops, it can obscure platform-level complexities that DevOps teams may need to manage externally.
-#### Maven Integration
-
-  - **(2025)** [**JKube**](https://eclipse.dev/jkube) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Eclipse JKube is a collection of plugins and libraries used for building container images and generating Kubernetes manifests out of Java projects. Successor to the popular Fabric8 Maven Plugin, it integrates natively into Maven and Gradle builds. In 2026, it remains a robust enterprise choice for teams seeking to automate image builds and deployments directly from their existing JVM build pipelines.
-#### Orchestration Tooling
-
-  - **(2025)** [==Skaffold --generate-manifests==](https://skaffold.dev/docs/pipeline-stages/init) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Detail on Skaffold's `--generate-manifests` capability, which facilitates local build and deployment orchestration on Kubernetes. This tool manages the developer inner loop by tracking local code modifications, triggering rebuilding/tagging of images, and automating deployments. It has become an industry standard for continuous local feedback loops in multi-service local environments.
-### Observability
-
-#### Logging (1)
-
-  - **(2024)** [github.com/piomin/spring-boot-logging](https://github.com/piomin/spring-boot-logging) ⭐ 276  [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A utility library designed to simplify HTTP request/response logging in Spring Boot applications. It provides pre-configured logging filters that output telemetry in structured, customizable layouts suitable for parsing tools like Elasticsearch or Fluentd. It is highly valued by development teams seeking instant operational insight without having to draft custom servlet filter logic.
-### Testing
-
-#### Integration Testing
-
-  - **(2025)** [==testcontainers-spring-boot 🌟==](https://github.com/PlaytikaOSS/testcontainers-spring-boot) ⭐ 876  [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A powerful open-source library that automates the lifecycle of Docker containers (PostgreSQL, Kafka, Redis) during JUnit test execution. It eliminates the need for shared database environments and mock frameworks, leading to high-fidelity integration tests. Today, this tool is universally recognized as a best-practice asset for CI/CD test suites across the Spring ecosystem.
 ## Enterprise Java
 
 ### Cloud Migration
@@ -328,9 +156,6 @@
   - **(2021)** [developers.redhat.com: Making Java programs cloud-ready, Part 2: Upgrade the legacy Java application to Jakarta EE](https://developers.redhat.com/articles/2021/06/28/making-java-programs-cloud-ready-part-2-upgrade-legacy-java-application-jakarta) [JAVA CONTENT] [ADVANCED LEVEL]  [LEGACY] β€” Part two of the cloud migration series, illustrating technical procedures for refactoring legacy code bases to Jakarta EE. It covers deep-level migration from `javax` to `jakarta` namespaces, addressing dependency updates, persistence adjustments, and deployment optimizations within Kubernetes contexts.
 ### Framework Selection
 
-#### Architecture Battle
-
-  - **(2020)** [javatutorial.net: Spring vs. Java EE](https://javatutorial.net/spring-vs-java-ee) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” A historical comparison tracking the evolution of Spring against Java EE / Jakarta EE specifications. It explains how both ecosystems eventually converged in cloud-native design, adopting similar annotation-driven configuration and dependency injection principles.
 #### Developer Education
 
   - **(2022)** [dev.to: 5 Best Java Frameworks to Learn in 2022 for Microservices and Cloud Native Development](https://dev.to/javinpaul/5-best-java-frameworks-to-learn-in-2022-for-microservices-and-cloud-native-development-4732) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” A review of modern Java frameworks optimized for cloud-native deployment. Highlighting Spring Boot, Quarkus, Micronaut, Helidon, and Play, the article analyzes key differentiators including ahead-of-time (AOT) compilation, memory footprint sizes, and native compilation suitability for serverless architectures.
@@ -342,11 +167,6 @@
 #### Development Environment
 
   - **(2020)** [developers.redhat.com: Develop Eclipse MicroProfile applications on Red Hat JBoss Enterprise Application Platform Expansion Pack 1.0 with Red Hat CodeReady Workspaces](https://developers.redhat.com/blog/2020/07/01/develop-eclipse-microprofile-applications-on-red-hat-jboss-enterprise-application-platform-expansion-pack-1-0-with-red-hat-codeready-workspaces) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Guides engineers in deploying MicroProfile-based applications on Red Hat JBoss EAP Expansion Pack. It illustrates how to leverage cloud-integrated environments such as CodeReady Workspaces to run, test, and containerize certified enterprise services inside Kubernetes namespaces.
-### Jakarta EE
-
-#### Core Platform
-
-  - **(2019)** [developers.redhat.com: Jakarta EE 8: The new era of Java EE explained](https://developers.redhat.com/blog/2019/09/12/jakarta-ee-8-the-new-era-of-java-ee-explained) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Explains the transition of Java EE to the Eclipse Foundation as Jakarta EE 8. While maintaining API compatibility with Java EE 8, it established the open governance model and vendor-neutral IP processes required for subsequent namespace evolution and cloud-native specification delivery.
 ### MicroProfile
 
 #### Framework Standard
@@ -385,87 +205,19 @@
   - **(2022)** [javatechonline.com: How To Work With Apache Kafka In Spring Boot?](https://javatechonline.com/how-to-work-with-apache-kafka-in-spring-boot) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Guides developers through integrating Apache Kafka within Spring Boot microservices. It highlights declarative patterns for configuring high-performance messaging producers, transactional consumer groups, and automated schema registry interactions via Spring configuration properties.
 ## Java Cloud Native
 
-### Industry Evolution
-
-#### Analysis
-
-  - **(2020)** [dmcommunity.org: Who will win? Spring Boot or Quarkus](https://dmcommunity.org/2020/01/12/who-will-win-spring-boot-or-quarkus) [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Historical comparative analysis debating the performance, ecosystem size, developer productivity, and overall outlook of Spring Boot and Quarkus. It captures the initial industry skepticism and highlights the paradigm shift from run-time execution to build-time processing. Looking back from 2026, the market has settled into a peaceful coexistence: Spring Boot commands standard enterprise systems, while Quarkus dominates high-density, greenfield Kubernetes networks.
 ### Quarkus (1)
 
-#### API Development
-
-  - **(2021)** [**developers.redhat.com: Build an API using Quarkus from the ground up 🌟**](https://developers.redhat.com/blog/2021/05/11/building-an-api-using-quarkus-from-the-ground-up) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Step-by-step tutorial showing how to write, construct, secure, and run a REST API using Panache ORM and RESTEasy within Quarkus. Details how to simplify Hibernate boilerplates through active record pattern styling. It provides an excellent architectural base template for deploying standard microservice endpoints.
-#### Containerization
-
-  - **(2024)** [**Quarkus Images**](https://github.com/quarkusio/quarkus-images) ⭐ 123  [SHELL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Repository containing base container images optimized for compiling and running Quarkus workloads. It provides base runtime images tailored for both traditional JVM execution and native binaries built via GraalVM. Essential for DevOps engineers seeking minimized image attack vectors and optimized build-stage cache structures.
 #### Core Runtime
 
   - **(2026)** [==quarkus.io==](https://quarkus.io) [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Official landing page for Quarkus, the 'Supersonic Subatomic Java' framework designed explicitly for GraalVM and OpenJDK. Quarkus optimizes Java applications for Kubernetes by providing incredibly low memory footprints and near-instant startup speeds (sub-millisecond boot). Over the years, it has matured into a powerful enterprise competitor to Spring Boot, specifically for serverless and container-dense runtimes.
-#### Deployment Infrastructure
-
-  - **(2021)** [developers.redhat.com: Deploy Quarkus everywhere with Red Hat Enterprise Linux (RHEL)](https://developers.redhat.com/blog/2021/04/07/deploy-quarkus-everywhere-with-red-hat-enterprise-linux-rhel) [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Guide focusing on running compiled native Quarkus execution binary layouts directly on Red Hat Enterprise Linux (RHEL) server environments. Discusses optimizing OS configurations, security system contexts (SELinux), and managing bare-metal configurations. Offers useful instruction patterns for setups looking to bypass container virtualization layers.
-#### Developer Experience (1)
-
-  - **(2025)** [**Quarkus - Dev UI 🌟**](https://quarkus.io/guides/dev-ui) [JAVA CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Detailed documentation of Quarkus's built-in Dev UI console, accessible locally during runtime dev mode. It permits developers to visualize configured properties, inspect active extensions, inspect database logs, and trigger custom events from a web browser interface. Architecturally, it streamlines internal-loop operations and minimizes standard context switching during active development.
-  - **(2021)** [opensource.com: 3 reasons Quarkus 2.0 improves developer productivity on Linux 🌟](https://opensource.com/article/21/7/developer-productivity-linux) [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Outline of the developer efficiency gains bundled inside the Quarkus 2.0 lifecycle on open-source systems. Highlighted capabilities include a brand-new Dev UI, integrated Continuous Testing, and CLI tooling improvements. It shows how the runtime framework prioritizes the inner-loop velocity to match or exceed modern Node.js and Go experiences.
-  - **(2020)** [quarkus.io: Quarkus support in IDE's](https://quarkus.io/blog/march-of-ides) [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Announcement outlining the deep integration of Quarkus tooling inside prominent IDEs (VS Code, IntelliJ IDEA, and Eclipse). Highlighted features include YAML autocomplete, active configuration hints, and seamless dev-mode execution within the editor window. This ecosystem maturation significantly boosted corporate adoption by providing parity with established IDE-supported frameworks.
-#### Ecosystem
-
-  - **(2020)** [youtube: CyberJUG-HH:Why is everybody talking about Quarkus?](https://www.youtube.com/watch?v=nXXPOS8gjtA) [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Recorded Hamburg Java User Group session discussing the core value proposition of Quarkus, highlighting developer hot-reload, testing loops, and memory profiles. Provides live benchmarking comparing standard HotSpot VM deployment metrics versus optimized GraalVM native binaries. Highly recommended for onboarding Java developers looking to demystify Quarkus execution.
-#### Evolution (1)
-
-  - **(2021)** [**infoq.com: Quarkus 2.0 Delivers Continuous Testing, CLI and Supports Minimal JDK 11**](https://www.infoq.com/news/2021/08/quarkus-2-0-final-release) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” In-depth technical review of the Quarkus 2.0 release, emphasizing the inclusion of Continuous Testing features that run test suites automatically on code changes. It details the transition to JDK 11 as the minimum baseline and reviews CLI optimizations. This release marked the maturity stage of Quarkus, cementing its developer-experience leadership in the modern Java landscape.
-#### Fundamentals (1)
-
-  - **(2019)** [**developers.redhat.com: Quarkus: A quick-start guide to the Kubernetes-native Java stack**](https://developers.redhat.com/articles/quarkus-quick-start-guide-kubernetes-native-java-stack) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Quick-start tutorial covering development environment setup, live reloading capabilities, and native compilation commands with Quarkus. Explains the differences between build-time optimizations (pioneered by Quarkus) and execution-time reflections (traditionally used by Spring). Excellent resource for developers seeking an immediate taste of Quarkus's superior developer feedback loops.
-#### Industry Impact
-
-  - **(2020)** [**Quarkus, a Kubernetes-native Java runtime, now fully supported by Red Hat**](https://developers.redhat.com/blog/2020/05/28/quarkus-a-kubernetes-native-java-runtime-now-fully-supported-by-red-hat) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Historically marked the transition of Quarkus from a highly anticipated community project to a commercial Red Hat product offering. By offering production support SLA terms, it paved the way for massive enterprise migration schedules within regulated industries. Crucial reading for understanding how the runtime ecosystem achieved its current mainstream success.
-  - **(2020)** [**The road to Quarkus GA: Completing the first supported Kubernetes-native Java stack**](https://developers.redhat.com/blog/2020/06/04/the-road-to-quarkus-ga-completing-the-first-supported-kubernetes-native-java-stack) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Reflective blog summarizing the collaborative engineering efforts, beta phases, and technical milestones required to reach Quarkus General Availability. Key focus is placed on stabilizing GraalVM native image compilers and ensuring compatibility with classical enterprise Java APIs. It highlights the foundational milestones that enabled today's super-fast cloud-native runtimes.
-  - **(2019)** [**redhat.com: Red Hat drives future of Java with cloud-native, container-first Quarkus**](https://www.redhat.com/en/blog/red-hat-drives-future-java-cloud-native-container-first-quarkus) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Press release declaring Red Hat's long-term backing and continuous commitment to the Quarkus runtime environment. Architecturally, it positions Quarkus as Red Hat's premier stack for cloud-native, high-density, serverless architectures on OpenShift and Kubernetes. This institutional support has cemented Quarkus's legitimacy across the financial and enterprise services landscape.
-  - **(2020)** [containerjournal.com: Red Hat Adds Java Runtime for Kubernetes to Subscription](https://cloudnativenow.com/topics/cloudnativedevelopment/red-hat-adds-java-runtime-for-kubernetes-to-subscription) [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” News item covering the integration of Quarkus support into existing Red Hat Runtimes subscriptions. This commercial move made it cost-effective for enterprise firms to experiment and transition existing Java profiles to cloud-native templates. A key commercial milestone that spurred Quarkus's early adoption inside enterprise organizations.
-#### Interoperability
-
-  - **(2019)** [developers.redhat.com: Autowire MicroProfile into Spring with Quarkus](https://developers.redhat.com/blog/2019/10/02/autowire-microprofile-into-spring-with-quarkus) [JAVA CONTENT] 🌟🌟🌟 [GUIDE] [LEGACY] β€” Technical deep-dive showing how Quarkus facilitates the interoperability of MicroProfile specifications within Spring-based DI paradigms. Explains how developers can use familiar `@Autowired` annotations to wire MicroProfile configuration and telemetry systems. It illustrates Quarkus's flexible engineering approach toward bridging legacy Enterprise Java patterns with modern frameworks.
 #### Migration
 
-  - **(2020)** [**quarkus.io: Quarkus for Spring Developers**](https://quarkus.io/blog/quarkus-for-spring-developers) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A strategic blog aimed at easing the migration path for developers transitioning from Spring Boot to Quarkus. It demonstrates how Quarkus supports Spring extension APIs (such as Spring DI, Web, and Data JPA) to lower the cognitive barrier. It proves that developers can retain Spring APIs while benefiting from Quarkus's exceptional performance and native compilation.
   - **(2020)** [**developers.redhat.com: Migrating a Spring Boot microservices application to Quarkus**](https://developers.redhat.com/blog/2020/04/10/migrating-a-spring-boot-microservices-application-to-quarkus) [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A comprehensive step-by-step case study illustrating how to port an existing Spring Boot microservice over to Quarkus. It evaluates performance deltas including container startup times, base memory utilization, and throughput differences post-migration. Ideal reference material for enterprise architects planning modernization and optimization initiatives.
-#### Reactive Architecture
-
-  - **(2021)** [**developers.redhat.com: RESTEasy Reactive and more in Quarkus 2.0**](https://developers.redhat.com/articles/2021/07/01/resteasy-reactive-and-more-quarkus-20) [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Explores the design of RESTEasy Reactive, a completely overhauled, non-blocking HTTP layer introduced in Quarkus 2.0. By running directly on the Vert.x event loop without context switching, it yields a dramatic leap in performance and concurrent connection management. This architectural evolution cemented Quarkus as a leader in high-performance reactive API frameworks.
-#### Reactive Programming
-
-  - **(2019)** [**developers.redhat.com: How Quarkus brings imperative and reactive programming together**](https://developers.redhat.com/blog/2019/11/18/how-quarkus-brings-imperative-and-reactive-programming-together) [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Technical article clarifying Quarkus's architectural strategy of unifying imperative and reactive paradigms on top of Eclipse Vert.x. It details how the engine can process traditional blocking tasks and ultra-high-performance reactive streams within the same runtime. This unified execution engine simplifies the development of resilient, non-blocking APIs without needing complex reactive boilerplate.
-#### Standards
-
-  - **(2020)** [**developers.redhat.com: Quarkus and Jakarta EE: Together, or not?**](https://developers.redhat.com/blog/2020/09/11/quarkus-and-jakarta-ee-together-or-not) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Analyzes the alignment between Quarkus and Jakarta EE specifications (formerly Java EE). It details how Quarkus implements specific lightweight aspects of Jakarta standards (like JAX-RS, CDI, and JPA) while maintaining a strict build-time initialization model. For standardizing teams, it clarifies how to construct portable code while harvesting modern runtime efficiencies.
 ### Spring Boot
 
-#### API Documentation
-
-  - **(2023)** [javaguides.net: Spring Boot 3 REST API Documentation using SpringDoc OpenAPI](https://www.javaguides.net/2023/03/spring-boot-3-rest-api-documentation.html) [JAVA CONTENT] 🌟🌟🌟 [GUIDE] [LEGACY] β€” Step-by-step tutorial on integrating SpringDoc OpenAPI with Spring Boot 3 to automatically generate interactive Swagger UI and OpenAPI 3 specifications. This automation ensures sync between backend REST APIs and client contracts, which is vital for developer portals. Today, SpringDoc OpenAPI has successfully supplanted the legacy Springfox library as the de facto standard for Spring-based API documentation.
-#### Containerization (1)
-
-  - **(2023)** [==spring.io: spring boot with docker==](https://spring.io/guides/gs/spring-boot-docker) [JAVA CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official guide on containerizing Spring Boot applications using traditional Dockerfiles. It details layering techniques to optimize cache layers, thereby reducing container rebuild times and improving deployment efficiency. Live grounding confirms that while manual Dockerfiles are crucial to understand, many enterprise teams now favor cloud-native buildpacks or Spring Boot's built-in Buildpack integration for security and standardization.
-  - **(2020)** [**spring.io: Creating Docker images with Spring Boot 2.3.0.M1**](https://spring.io/blog/2020/01/27/creating-docker-images-with-spring-boot-2-3-0-m1) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” Historic blog introducing native buildpack support and layer customization in Spring Boot 2.3. This milestone revolutionized how Spring applications were containerized by eliminating manual Dockerfile maintenance. While the 2.3.x release line is now legacy, these core concepts laid the foundation for Spring Boot 3's high-performance container integration, including native image compilation.
-  - **(2022)** [dev.to: The Simple Guide To Dockerizing Spring Boot](https://dev.to/jarjanazy/the-simple-guide-to-dockerizing-spring-boot-og4) [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A streamlined tutorial on writing minimal, multi-stage Dockerfiles for Spring Boot apps. Explains the process of isolating compilation environments from execution environments to keep final production images slim. This guide is highly useful for developers seeking a quick setup, although it lacks advanced security practices like non-root execution by default.
-  - **(2021)** [youtube: Creating Docker Images With Spring Boot](https://www.youtube.com/watch?v=1w1Jv9qssqg) [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Visual step-by-step walkthrough covering the creation of Docker images using modern Spring Boot tooling. It demonstrates the utility of Paketo Buildpacks versus traditional Dockerfile approaches, focusing on builder configurations and layered JARs. It provides an accessible entry point for visual learners transitioning into containerized Java architectures.
-#### Evolution (2)
-
-  - **(2021)** [**infoq.com: Spring Boot 2.6 Improves Docker Images and Metrics, Version 2.4 Is EOL**](https://www.infoq.com/news/2021/12/spring-boot-2-6) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” Analysis of Spring Boot 2.6 features, including improvements to Docker image building and enhanced Prometheus metrics integration. It details the deprecation of older versions and highlights architectural changes in actuator endpoints. While Spring Boot 2.x is now officially legacy, understanding these transition periods is critical for enterprise migration archeology.
-#### Fundamentals (2)
-
-  - **(2023)** [Spring Boot Complete Guide](https://helpercodes.com/spring-boot-complete-tutorial) [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A foundational guide for understanding Spring Boot architecture, auto-configuration principles, and dependency injection. It streamlines the transition from traditional Spring Framework configurations to opinionated, production-ready setups. It acts as an excellent onboarding resource, though developers need to complement it with production-grade monitoring and containerization patterns.
 #### Kubernetes Deployment
 
   - **(2023)** [==learnk8s.io: Developing and deploying Spring Boot microservices on Kubernetes==](https://learnkube.com/spring-boot-kubernetes-guide) [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” A highly technical deep dive into deployment strategies for Spring Boot microservices on Kubernetes, focusing on resource constraints, graceful shutdown, and container sizing. It bridges the gap between Java's JVM memory footprints and Kubernetes container limits. This guide remains an industry gold-standard reference for configuring thread pools and JVM ergonomics inside container environments.
-#### Kubernetes Integration
-
-  - **(2026)** [==github.com/spring-projects: springboot enables these probes automatically when running in k8s==](https://github.com/spring-projects/spring-boot#L73) ⭐ 80916  [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Details Spring Boot's built-in Kubernetes-native integration features, specifically the auto-detection of container platform hosting. Once identified, it splits Spring Actuator's health check endpoint into dedicated `/actuator/health/liveness` and `/actuator/health/readiness` routes. This out-of-the-box support guarantees smooth coordination with Kubernetes container lifecycles during zero-downtime rollouts.
-#### Local Development
-
-  - **(2022)** [**dev.to/francescoxx: Java CRUD Rest API using Spring Boot, Hibernate, Postgres, Docker and Docker Compose**](https://dev.to/francescoxx/java-crud-rest-api-using-spring-boot-hibernate-postgres-docker-and-docker-compose-5cln) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A practical tutorial illustrating the deployment of a classic Spring Boot CRUD application integrated with PostgreSQL and automated locally via Docker Compose. It serves as an excellent starting template for setting up standard developer sandboxes. Modern platforms in 2026 often replace this flow with Testcontainers for local testing, but Docker Compose remains a solid base for local multi-service orchestration.
 #### Microservices Architecture
 
   - **(2023)** [**piotrminkowski.com: Microservices with Spring Boot 3 and Spring Cloud 🌟**](https://piotrminkowski.com/2023/03/13/microservices-with-spring-boot-3-and-spring-cloud) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A comprehensive practical guide illustrating how to build, wire, and deploy a distributed system using Spring Boot 3 and Spring Cloud. Architecturally, it details service discovery, configuration management, API routing, and inter-service communication using updated Spring Boot 3 baseline configurations. Live grounding in 2026 confirms that while Spring Cloud remains enterprise-stable, cloud-native deployments often offload these patterns to Kubernetes native resources.
@@ -479,18 +231,16 @@
   - **(2022)** [**javaguides.net: Spring Boot Microservices - Spring Cloud API Gateway**](https://www.javaguides.net/2022/10/spring-boot-microservices-spring-cloud-api-gateway.html) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Guide to configuring Spring Cloud Gateway as a unified routing layer for a microservices architecture. It demonstrates dynamic routing, path predicates, filters, and security integration at the edge. While enterprise architectures in 2026 increasingly leverage service meshes (e.g., Istio) for internal traffic, Spring Cloud Gateway remains a popular, developer-centric edge gateway solution.
 #### Configuration Management
 
-  - **(2026)** [**Spring Cloud Config Server: Git Backend**](https://cloud.spring.io/spring-cloud-config/reference/html) [JAVA CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Dedicated documentation outlining configuration of Git as the back-end repository for configuration data. Under this GitOps-aligned paradigm, version-controlled repository pushes can instantly broadcast configuration changes across application fleets. It represents a mature, auditing-friendly mechanism for enterprise environment variable management.
   - **(2020)** [developer.okta.com: Spring Cloud Config for Shared Microservice Configuration](https://developer.okta.com/blog/2020/12/07/spring-cloud-config) [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A practical tutorial discussing how to manage common properties shared across multi-service deployments using Spring Cloud Config. It breaks down architectural setups for dev, staging, and production profiles. Excellent resource for development teams addressing configuration drift across heterogeneous microservice networks.
 #### Core Framework
 
   - **(2026)** [==Spring Cloud==](https://spring.io/projects/spring-cloud) [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The comprehensive ecosystem orchestrating distributed systems patterns (configuration management, service discovery, circuit breakers, routing, and telemetry). It provides a high-level abstraction model for constructing robust microservices. While Kubernetes handles many infrastructure-level concerns, Spring Cloud remains essential for application-level resilience and service coordination.
-#### Kubernetes Integration (1)
+#### Kubernetes Integration
 
   - **(2026)** [==github: Spring Cloud Kubernetes 🌟==](https://github.com/spring-cloud/spring-cloud-kubernetes) ⭐ 3534  [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A specialized integration library that allows Spring Cloud applications to run transparently on Kubernetes. It maps Kubernetes ConfigMaps and Secrets to Spring's Environment, and translates discovery mechanisms to native Kubernetes endpoints. It bridges the gap between Cloud Native infrastructure patterns and Java application logic.
   - **(2019)** [**piotrminkowski.com: Microservices with spring cloud kubernetes**](https://piotrminkowski.com/2019/12/20/microservices-with-spring-cloud-kubernetes) [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Real-world tutorial illustrating how to build and orchestrate Spring microservices leveraging Kubernetes service discovery and configurations instead of Eureka and Config Server. It presents a streamlined operational model by offloading standard cluster networking to native Kubernetes tools. A classic architecture reference for optimizing resource footprints in enterprise k8s environments.
 #### Secrets Management
 
-  - **(2026)** [==cloud.spring.io: Spring Cloud Vault 🌟==](https://cloud.spring.io/spring-cloud-vault/reference/html) [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Integrates the Spring application model directly with HashiCorp Vault, providing secure secrets management and token/credential rotation. It secures database passwords, API tokens, and certificate structures from direct code injection. It is an industry standard for organizations striving to maintain stringent security compliance within distributed cloud ecosystems.
   - **(2022)** [**developer.okta.com: Secure Secrets With Spring Cloud Config and Vault 🌟**](https://developer.okta.com/blog/2022/10/20/spring-vault) [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Step-by-step tutorial explaining how to couple Spring Cloud Config with HashiCorp Vault to create a highly secure externalized configuration engine. Architecturally, it separates public environment metrics from sensitive database/API secrets. This composition ensures developers can manage configs seamlessly while security administrators maintain absolute control over encryption keys.
 ## Java Platform
 
@@ -499,26 +249,16 @@
 #### Project Loom
 
   - **(2021)** [infoq.com: Virtual Threads: New Foundations for High-Scale Java Applications](https://www.infoq.com/articles/java-virtual-threads) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Examines the foundational architectural shift of Virtual Threads (Project Loom) within high-scale enterprise systems. By divorcing Java threads from operating system kernel threads, this model allows millions of concurrent, lightweight threads to handle synchronous blocking operations, drastically reducing memory overhead without requiring complex reactive programming paradigms.
-### Documentation
-
-#### Javadoc
-
-  - **(2021)** [openjdk.java.net: JEP 413: Code Snippets in Java API Documentation](https://openjdk.org/jeps/413) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” This proposal details JEP 413, introducing the `@snippet` tag for Java API documentation. By allowing the integration of validated, syntax-highlighted code snippets directly from external source files or internal blocks, it replaces fragile HTML `
` tags, streamlining the documentation-as-code workflow for large enterprise platforms.
 ## Kubernetes and Cloud Native
 
-### CICD
-
-#### Dockerization
-
-  - **(2020)** [jaxenter.com: CI/CD for Spring Boot Microservices: Part 1](https://devm.io/microservices/cicd-microservices-docker-162408) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Details optimal Docker containerization patterns for Spring Boot microservices, addressing multi-stage image builds, layer caching, and minimizing runtime footprint sizes. It shows how to design pipeline steps to generate secure, unprivileged OCI-compliant container images.
 ### Microservices (1)
 
 #### Best Practices
 
   - **(2020)** [piotrminkowski.com: Best practices for microservices on kubernetes 🌟](https://piotrminkowski.com/2020/03/10/best-practices-for-microservices-on-kubernetes) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An industry blueprint outlining architectural best practices for running Spring Boot microservices inside Kubernetes clusters. It covers configuring accurate liveness/readiness probes, setting container CPU/memory limits, orchestrating graceful shutdown hooks, and processing dynamic configuration maps.
-### Observability (1)
+### Observability
 
-#### Logging (2)
+#### Logging
 
   - **(2021)** [arnoldgalovics.com: Java and Spring Boot multiline log support for Fluentd (EFK stack)](https://arnoldgalovics.com/java-multiline-logs-fluentd) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Solves the complex problem of forwarding multiline stack traces from Spring Boot to central logging platforms like Fluentd. It provides clear configuration patterns to parse multiline trace logs into structured JSON payloads, preventing log fragmentation.
 ### Scaling
@@ -544,10 +284,10 @@
 #### Database Access
 
   - **(2021)** [JPA streamer 🌟](https://jpastreamer.org) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” An open-source library that allows developers to write standard JPA queries using Java's functional Stream API. By eliminating complex boilerplates, JPAstreamer greatly simplifies data access layers in modern, database-heavy microservices in 2026.
-#### Kubernetes Integration (2)
+#### Kubernetes Integration (1)
 
   - **(2021)** [developers.redhat.com: Quarkus for Spring developers: Kubernetes-native' design patterns](https://developers.redhat.com/articles/2021/10/11/quarkus-spring-developers-kubernetes-native-design-patterns) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Explores how Spring Boot developers can utilize Quarkus to build Kubernetes-native application patterns, such as direct ConfigMap/Secret binding and health probe automation. By 2026, native Kubernetes integration inside Java frameworks has significantly reduced the need for external boilerplate sidecars.
-#### Logging (3)
+#### Logging (1)
 
   - **(2026)** [==logbook==](https://github.com/zalando/logbook) ⭐ 2048  [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An extensible Java library developed by Zalando for logging HTTP requests and responses. In 2026, Logbook is a de facto standard for security compliance and audit logging in distributed environments, providing clean, structured JSON payloads with context-safe credential masking.
 #### MicroProfile (1)
@@ -563,7 +303,7 @@
 #### Quarkus vs Spring
 
   - **(2021)** [developers.redhat.com: Why should I choose Quarkus over Spring for my microservices?](https://developers.redhat.com/articles/2021/08/31/why-should-i-choose-quarkus-over-spring-my-microservices) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” A detailed technical comparison explaining the advantages of Quarkus over Spring for cloud-native Java workloads. While Spring Boot 3 has improved native compilation, Quarkus remains highly competitive in 2026 for serverless startup time, memory footprints, and GraalVM build optimization.
-#### Reactive Programming (1)
+#### Reactive Programming
 
   - **(2021)** [developers.redhat.com: Boost throughput with RESTEasy Reactive in Quarkus' 2.2](https://developers.redhat.com/articles/2021/11/04/boost-throughput-resteasy-reactive-quarkus-22) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Deep-dive explaining performance gains achieved through RESTEasy Reactive in Quarkus 2.2+. By running non-blocking HTTP endpoints directly on the underlying Netty event loop, this architecture maximizes throughput. It is the default approach for building high-scale Java APIs in 2026.
 #### Spring Cloud (1)
@@ -577,7 +317,7 @@
 #### Concurrency (1)
 
   - **(2021)** [java-success.com: 5 Ways to debug thread-safety issues in Java](https://www.java-success.com/debugging-java-thread-safety-multi-threading-concurrency-issues) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” An educational guide detailing patterns to debug complex multi-threading and concurrency issues in Java. In 2026, with the widespread adoption of Java Virtual Threads (Project Loom), debugging paradigms have shifted from traditional thread pool management to lightweight structured concurrency practices.
-#### Testing (1)
+#### Testing
 
   - **(2026)** [==jfrunit==](https://github.com/moditect/jfrunit) ⭐ 326  [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A highly innovative JUnit extension enabling assertions against Java Flight Recorder (JFR) events. In 2026, JfrUnit is standard for continuous performance regression testing, automatically blocking commits that trigger abnormal CPU usage or memory allocations.
   - **(2021)** [morling.dev: Introducing JfrUnit 1.0.0.Alpha1](https://www.morling.dev/blog/introducing-jfrunit-1-0-0-alpha1) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” The introductory blog post for JfrUnit, outlining its mission to enable assertions against performance metrics in unit tests. By capturing Flight Recorder diagnostics, JfrUnit solves the historically difficult problem of detecting performance issues before applications reach production.
@@ -590,7 +330,7 @@
   - **(2025)** [kie.org](https://www.kie.org) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The official landing hub for KIE (Knowledge Is Everything) community projects, featuring Drools, jBPM, and OptaPlanner. These business automation frameworks facilitate complex decision logic, process orchestration, and advanced resource planning inside cloud-native architectures.
 ### Cloud Native Java
 
-#### Containerization (2)
+#### Containerization
 
   - **(2021)** [enterprisersproject.com: How to migrate Java workloads to containers: 3 considerations](https://enterprisersproject.com/article/2021/6/how-migrate-java-workloads-containers-3-considerations) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” A practical strategy guide for containerizing traditional JVM workloads. Key considerations include JVM ergonomics under cgroup limits, optimizing layer caching inside Dockerfiles, and utilizing multi-stage builds to limit attack surfaces and deployment sizes.
 #### Kubernetes Deployment (1)
@@ -600,66 +340,12 @@
 #### Modernization (1)
 
   - **(2021)** [developers.redhat.com: Modernizing Enterprise Java: A cloud native guide for developers](https://developers.redhat.com/articles/2021/11/30/modernizing-enterprise-java-cloud-native-guide-developers) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A developer-focused modernization guide published by Red Hat for refactoring monolithic enterprise Java workloads into modern cloud native applications. It discusses migrating to Quarkus, adopting reactive architectures, and optimizing containers for Kubernetes.
-### Design Patterns
-
-#### OOP Principles
-
-  - **(2022)** [javatechonline.com: Making Java easy to learn - OOPs Design Principles](https://javatechonline.com/oops-principles-oops-design-principles) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” An in-depth guide on SOLID design principles and Object-Oriented Programming (OOP) methodologies. This resource links core design patterns to system modularity and maintainability, providing developers with the tools to construct long-term, evolvable software systems.
 ### JVM Internals
 
 #### Garbage Collection
 
   - **(2021)** [developers.redhat.com: Shenandoah in OpenJDK 17: Sub-millisecond GC pauses](https://developers.redhat.com/articles/2021/09/16/shenandoah-openjdk-17-sub-millisecond-gc-pauses) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This Red Hat engineering analysis covers Shenandoah GC in OpenJDK 17. It details how the garbage collector achieves sub-millisecond pauses by performing evacuation and compacting concurrently with active application threads, making it ideal for low-latency Java microservices.
   - **(2021)** [tschatzl.github.io: JDK 17 G1/Parallel GC changes](https://tschatzl.github.io/2021/09/16/jdk17-g1-parallel-gc-changes.html) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An expert analysis on GC improvements within JDK 17, specifically targeting the G1 and Parallel garbage collectors. It explains the runtime optimizations that reduce memory footprints, improve memory reclaiming speeds, and stabilize GC latency during containerized workloads.
-### Java Ecosystem
-
-#### Code Quality
-
-  - **(2016)** [adictosaltrabajo.com: CΓ³mo reducir el cΓ³digo repetitivo con Lombok](https://adictosaltrabajo.com/2016/02/03/como-reducir-el-codigo-repetitivo-con-lombok) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” An informative tutorial detailing how Project Lombok reduces boilerplate Java code by auto-generating getters, setters, constructors, and builders at compile-time. Serves as an essential productivity baseline for developing lightweight domain models.
-#### Governance
-
-  - **(2020)** [GitHub Welcomes the OpenJDK Project!](https://github.blog/news-insights/company-news/github-welcomes-the-openjdk-project) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” An industry milestone announcement detailing the successful migration of the OpenJDK source code and development infrastructure to GitHub under Project Skara. This transition streamlined pull requests, code reviews, and developer collaboration models.
-#### History
-
-  - **(2020)** [redhat.com: The history and future of OpenJDK](https://www.redhat.com/en/blog/history-and-future-openjdk) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” A historical retrospective and future-looking roadmap of the OpenJDK project. It charts the progression from a closed-source ecosystem to a highly vibrant, open-source community, highlighting key architectural enhancements that modernized the JVM for scalable container execution.
-#### Installation
-
-  - **(2021)** [tecmint.com: How to Install Java 17 on RHEL-based Linux Distributions](https://www.tecmint.com/install-java-on-centos-rhel-fedora) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A command-line installation guide detailing how to install OpenJDK 17 on Red Hat Enterprise Linux (RHEL), Rocky Linux, and Fedora. This operational documentation covers package manager configuration, alternatives tracking, and environment variable exports.
-#### JDK Distribution
-
-  - **(2021)** [AdoptOpenJDk](https://adoptium.net) [JAVA CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Eclipse Adoptium (formerly AdoptOpenJDK) represents the premier community-driven, vendor-neutral distribution of TCK-certified OpenJDK runtimes. This site serves as the de-facto standard source of robust, free Java binaries for production cloud environments.
-  - **(2021)** [docs.microsoft.com: Microsoft OpenJDK](https://learn.microsoft.com/en-us/java/openjdk/overview) [JAVA CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Microsoft's official OpenJDK build is optimized for cloud scale, Azure platform integrations, and Windows development. It is the default runtime used across Azure services, ensuring maximum hardware-accelerated performance and long-term security patching.
-  - **(2020)** [Red Hat OpenJDK](https://developers.redhat.com/products/openjdk/download) [JAVA CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Provides access to Red Hat's enterprise-hardened distribution of OpenJDK. Known for deep integration with Linux containers and robust long-term enterprise lifecycle support, it is widely utilized as a standard base runtime in corporate datacenters.
-  - **(2020)** [Amazon Corretto](https://aws.amazon.com/corretto) [JAVA CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Amazon Corretto is a no-cost, multiplatform, production-ready distribution of OpenJDK backed by Amazon AWS. It includes performance optimizations and security patches used internally at Amazon, making it a reliable standard for enterprise Java APIs.
-  - **(2020)** [__AdoptOpenJDK 11__ Is the New Default 🌟](https://blog.adoptopenjdk.net/2020/06/adoptopenjdk-11-new-default) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Announces AdoptOpenJDK 11 as the default runtime, marking a massive shift in corporate standard operations away from proprietary binaries toward community-governed OpenJDK platforms to avoid licensing vulnerabilities.
-  - **(2018)** [Oracle OpenJDK](https://jdk.java.net/11) [JAVA CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The official distribution portal for Oracle's upstream OpenJDK builds. This site serves as a vital resource for systems engineers building container base images using GPL-licensed Java runtimes directly from the primary development source.
-#### Licensing
-
-  - **(2021)** [Oracle Java](https://www.oracle.com/java/technologies/java-se-glance.html) [JAVA CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Details Oracle's licensing pivot with the introduction of the No-Fee Terms and Conditions (NFTC) license for JDK 17. The analysis explains how this license permits free production usage, easing previous compliance friction for enterprise environments.
-  - **(2018)** [Oracle's Java 11 trap - Use OpenJDK instead! 🌟](https://blog.joda.org/2018/09/do-not-fall-into-oracles-java-11-trap.html) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” A highly discussed warning article regarding the commercial risks associated with using Oracle JDK 11 without a paid subscription. The piece strongly urges teams to migrate standard JVM deployments to community OpenJDK distributions to maintain licensing compliance.
-#### OpenJDK Support
-
-  - **(2018)** [developers.redhat.com: The future of Java and OpenJDK updates without Oracle support](https://developers.redhat.com/blog/2018/09/24/the-future-of-java-and-openjdk-updates-without-oracle-support) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Red Hat's strategic statement on taking over the stewardship of OpenJDK updates (specifically JDK 8 and JDK 11) after Oracle's support cycles. It outlines Red Hat's commitment to community-driven, enterprise-grade, open-source Java runtimes suitable for cloud native microservices.
-#### Roadmaps
-
-  - **(2019)** [javarevisited.blogspot.com: The 2020 Java Developer RoadMap 🌟](https://javarevisited.blogspot.com/2019/10/the-java-developer-roadmap.html) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive developer roadmap outlining the tools, frameworks, and foundational concepts required to master modern Java development. This curriculum includes coverage of JVM internals, MVC frameworks, container integration, concurrency models, and cloud native microservice patterns.
-### Java Language
-
-#### Concurrency (2)
-
-  - **(2016)** [java67.com: How to Create and Start Multiple Threads in Java? - Example Tutorial](https://www.java67.com/2016/05/how-to-use-multiple-threads-in-java.html) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” A fundamental programming tutorial demonstrating how to initiate and manage multiple threads within Java. While basic, it covers structural concurrency paradigms, runnable abstractions, and thread execution states before the widespread adoption of ExecutorServices.
-#### Migration (1)
-
-  - **(2019)** [All You Need To Know For Migrating To Java 11](https://nipafx.dev/java-11-migration-guide) [JAVA CONTENT]  [LEGACY] β€” A granular, highly practical developer migration handbook for transitioning older codebases from Java 8 to Java 11. It highlights class path vs module path adjustments, removed APIs, and deprecated flags essential for upgrading core software systems.
-#### Syntax and Features
-
-  - **(2022)** [foojay.io: Top 10 Java Language Features](https://foojay.io/today/top-10-java-language-features) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Curates the top ten most impactful modern language features in Java. Highlighting functional programming enhancements, records, pattern matching, and var inference, this guide demonstrates how modern Java matches the developer ergonomics of younger languages.
-  - **(2021)** [marcobehler.com: Java Versions and Features 🌟](https://www.marcobehler.com/guides/a-guide-to-java-versions-and-features) [JAVA CONTENT]  [LEGACY] β€” A structured developer guide tracing major feature updates and API additions across Java versions from JDK 8 up to modern LTS releases. Highly useful for architects evaluating migration paths, refactoring legacy codebases, or choosing compile-time targets.
-  - **(2021)** [advancedweb.hu: A categorized list of all Java and JVM features since JDK 8 to 16](https://advancedweb.hu/a-categorized-list-of-all-java-and-jvm-features-since-jdk-8-to-16) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” A categorized review of all key Java and JVM improvements introduced between JDK 8 and JDK 16. The synthesis covers crucial updates such as Records, JEP 395, pattern matching, vector API, and the encapsulation of internal JDK APIs to enforce modern coding standards.
-  - **(2021)** [infoq.com: Java 17, the Next Long-Term Support Release, is Now Available](https://www.infoq.com/news/2021/09/java17-released) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” The industry announcement of Java 17, a critical Long-Term Support (LTS) release. Key technical highlights include strongly encapsulated JDK internals, Sealed Classes, Pattern Matching for switch (preview), and notable performance improvements in standard garbage collectors.
-  - **(2020)** [advancedweb.hu: A categorized list of all Java and JVM features since JDK 8 to 14](https://advancedweb.hu/a-categorized-list-of-all-java-and-jvm-features-since-jdk-8-to-14) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” An analytical, categorized compendium listing language and JVM features introduced from JDK 8 to JDK 14. This resource highlights evolution in pattern matching, switch expressions, garbage collectors, and JFR (Java Flight Recorder) profiling utilities.
-  - **(2020)** [JDK 15: The new features in Java 15](https://www.infoworld.com/article/2256828/jdk-15-the-new-features-in-java-15.html) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Details the feature set of JDK 15, including the production release of Text Blocks, hidden classes, Edwards-Curve Digital Signature Algorithm (EdDSA), and preview implementations of sealed classes and pattern matching for `instanceof` operations.
-  - **(2017)** [javaconceptoftheday.com: Java 9 Interface Private Methods](https://javaconceptoftheday.com/java-9-interface-private-methods) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” An educational guide on the introduction of private methods within Java 9 interfaces. It explains how this structural addition enables better code encapsulation, dry code patterns, and common utility reusability inside interface default methods.
 ### Microservices Design
 
 #### Interview Prep
@@ -674,13 +360,6 @@
 #### Annotations
 
   - **(2023)** [javatechonline.com: Making Java easy to learn - Spring Boot Annotations With Examples](https://javatechonline.com/spring-boot-annotations-with-examples) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” A detailed technical catalog of Spring Boot annotations with practical code examples. It explores the mechanics of configuration annotations, injection decorators, web mapping handlers, and data persistence markers essential for modern cloud microservices.
-## Software Engineering
-
-### Java Development
-
-#### Code Generation
-
-  - **(2021)** [reflectoring.io: When Should I Use Project Lombok?](https://reflectoring.io/when-to-use-lombok) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Explores Project Lombok's role in reducing Java boilerplate (getters, setters, builders) through compile-time annotation processing. While highly beneficial for clean data objects, it details architectural trade-offs such as IDE support dependencies, debugging difficulties, and potential issues with framework integration (e.g., Hibernate lazy loading).
 ## Spring Ecosystem
 
 ### Application Framework
@@ -688,22 +367,8 @@
 #### Release Analysis
 
   - **(2021)** [spring.io: What's new in Spring Boot 2.4 🌟](https://spring.io/blog/2021/01/17/what-s-new-in-spring-boot-2-4) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Analyzes the updates introduced in Spring Boot 2.4, showcasing the revamped application configuration processing layer. This update improved YAML loading behavior and refined how developers structure profile-specific configurations within cloud-native environments.
-### Configuration
+### Core Platform
 
-#### Application Properties
-
-  - **(2021)** [vladmihalcea.com: Spring Boot Application Properties 🌟](https://vladmihalcea.com/spring-boot-application-properties) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” A deep dive into essential Spring Boot application properties that control system performance, connection pooling, and Hibernate caching. It provides specific configuration blueprints to optimize database access speeds, HikariCP limits, and serialization engines.
-#### Functional Bean Registration
-
-  - **(2021)** [blog.frankel.ch: Annotation-free Spring](https://blog.frankel.ch/annotation-free-spring) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores annotation-free bean configuration in Spring, leveraging functional Kotlin or Java DSLs. By replacing classical runtime annotation scanning with declarative bean definitions, this approach lowers application startup latencies and improves GraalVM compile-time reflection analysis.
-#### Logging (4)
-
-  - **(2021)** [java67.com: How to set the logging level with application.properties in Spring Boot - Example Tutorial](https://www.java67.com/2021/10/how-to-set-logging-level-in-spring-boot-.html) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Teaches developers how to dynamically set and manage logging levels (`DEBUG`, `INFO`, `ERROR`) using application configuration files. It avoids the use of verbose XML logging templates, allowing developers to target package-level logs cleanly.
-### Core Platform (1)
-
-#### Annotations (1)
-
-  - **(2018)** [java67.com: 10 Spring Framework Annotations Java Developer should learn - Example Tutorial](https://www.java67.com/2018/11/top-10-spring-framework-annotations-for-java-developers.html) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Identifies the core annotations (such as `@Component`, `@Autowired`, `@Configuration`, and `@Bean`) essential for managing Dependency Injection within Spring. It serves as an educational reference for understanding declarative component configuration.
 #### Developer Education (1)
 
   - **(2022)** [geeksforgeeks.org: Best way to master spring boot , a complete roadmap](https://www.geeksforgeeks.org/springboot/best-way-to-master-spring-boot-a-complete-roadmap) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” A structured developer training roadmap designed to guide programmers from core IoC and dependency injection concepts through web, security, data integrations, and advanced containerized deployment strategies in Spring Boot.
@@ -713,17 +378,12 @@
 #### Optimization
 
   - **(2021)** [piotrminkowski.com: Spring Boot Tips, Tricks and Techniques](https://piotrminkowski.com/2021/01/13/spring-boot-tips-tricks-and-techniques) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Compiles a series of tactical tips and optimizations for Spring Boot developers, detailing how to refine property resolution, manage test-specific profiling, configure custom JSON serializers, and speed up local development lifecycles.
-### Data Access (1)
-
-#### JDBC
-
-  - **(2020)** [javarevisited.blogspot.com: 10 JdbcTemplate Examples in Spring Framework](https://javarevisited.blogspot.com/2020/05/10-jdbctemplate-examples-in-spring.html) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Provides ten practical coding patterns for leveraging Spring's robust `JdbcTemplate`. It highlights how the framework automates SQL connection pool resource management, handles query mapping, and converts vendor-specific SQL exceptions into standard Spring-based exceptions.
 ### GraalVM
 
 #### Native Image
 
   - **(2020)** [Spring Boot native images. The path towards Spring Boot native applications](https://spring.io/blog/2020/06/10/the-path-towards-spring-boot-native-applications) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Details Spring's path towards compiling JVM applications into GraalVM native binaries. By executing class-path analysis and proxy initialization at compile time, native compilation minimizes memory overhead and scales startup times down to milliseconds, transforming Java's serverless viability.
-### Interoperability (1)
+### Interoperability
 
 #### MicroProfile (2)
 
@@ -733,7 +393,7 @@
 #### Application Framework (1)
 
   - **(2026)** [SpringBoot](https://spring.io/projects/spring-boot) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” The master portal for Spring Boot, which streamlines the development of autonomous, containerized Java applications. It details structural integrations for built-in container packaging, dynamic properties mapping, and production-level observability using Spring Actuator endpoints.
-### Observability (2)
+### Observability (1)
 
 #### Administration UI
 
@@ -748,24 +408,14 @@
 #### Core Framework (1)
 
   - **(2026)** [Spring](https://spring.io) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” The main home of the Spring project, facilitating modern microservices development through components like Spring Boot, Spring Security, and Spring Data. Utilizing a robust Java 17/21 baseline, modern Spring architectures focus on compilation ahead-of-time (AOT) and GraalVM native binary support.
-### Security (1)
-
-#### Access Control
-
-  - **(2013)** [javarevisited.blogspot.com: Role based Access control using Spring Security and MVC, Mapping LDAP Groups to Authorities for Authorization](https://javarevisited.blogspot.com/2013/07/role-based-access-control-using-spring-security-ldap-authorities-mapping-mvc.html) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” A historical implementation guide detailing role-based access control (RBAC) mapping LDAP directory groups onto Spring Security authorities. While LDAP remains common, modern 2026 architectures heavily prefer stateless, OAuth2/OIDC and JWT-based validation models.
 ### Web Layer
 
 #### MVC
 
   - **(2021)** [javatutorial.net: Introduction to Spring Web Framework](https://javatutorial.net/introduction-to-spring-web-framework) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” A starter guide outlining fundamental request-handling mechanics in Spring MVC. It illustrates how the DispatcherServlet delegates routing, how controllers process model attributes, and the configuration patterns needed to expose clean RESTful endpoints.
-## Web Layer (1)
-
-### Full Stack
-
-#### Spring Boot and Angular
-
-  - **(2022)** [javarevisited.blogspot.com: Spring Boot + Angular Example Tutorial for Java Developers](https://javarevisited.blogspot.com/2022/01/spring-boot-angular-example-tutorial.html) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” A fullstack starter tutorial demonstrating how to integrate a Spring Boot backend API with an Angular single-page frontend application. It covers structuring cross-origin request policies (CORS), handling JSON model parsing, and securing application endpoints.
 
 ---
-πŸ’‘ **Explore Related:** [Angular](./angular.md) | [Python](./python.md) | [Dom](./dom.md)
+πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Embedded Servlet Containers](./embedded-servlet-containers.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Cloudflare](./cloudflare.md)
 
diff --git a/v2-docs/javascript.md b/v2-docs/javascript.md
index e7ceb5ae..a192e8ec 100644
--- a/v2-docs/javascript.md
+++ b/v2-docs/javascript.md
@@ -8,57 +8,16 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Cloud Native Infrastructure](#cloud-native-infrastructure)
   - [Containerization](#containerization)
     - [Node.js Deployment](#nodejs-deployment)
-1. [Developer Productivity](#developer-productivity)
-  - [Package Management](#package-management)
-    - [Supply Chain Security](#supply-chain-security)
-  - [UIUX Design](#uiux-design)
-    - [Asset Generation](#asset-generation)
-    - [Inspiration](#inspiration)
-    - [Mockups](#mockups)
-  - [Workspace Optimization](#workspace-optimization)
-    - [Dependency Auditing](#dependency-auditing)
 1. [Frontend Development](#frontend-development)
-  - [Browser Storage](#browser-storage)
-    - [State Persistence](#state-persistence)
-  - [JavaScript Fundamentals](#javascript-fundamentals)
-    - [Data Structures](#data-structures)
-    - [Module Systems](#module-systems)
-  - [React Framework](#react-framework)
-    - [Software Architecture](#software-architecture)
   - [Real-Time Communication](#real-time-communication)
     - [Notifications](#notifications)
-  - [Security and Validation](#security-and-validation)
-    - [Regular Expressions](#regular-expressions)
 1. [Protocols and API Design](#protocols-and-api-design)
-  - [HTTP Networking](#http-networking)
-    - [Client-Server Communication](#client-server-communication)
   - [REST APIs](#rest-apis)
     - [Rapid Prototyping](#rapid-prototyping)
-1. [Runtime Environments](#runtime-environments)
-  - [JavaScript Engines](#javascript-engines)
-    - [Optimization](#optimization)
-  - [Node.js Platform](#nodejs-platform)
-    - [Asynchronous Systems](#asynchronous-systems)
-    - [Source Repository](#source-repository)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [Koa.js](https://koa)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Koa.js in the Kubernetes Tools ecosystem.
-  - [wikipedia: JavaScript](https://en.wikipedia.org/wiki/JavaScript)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wikipedia: JavaScript in the Kubernetes Tools ecosystem.
-  - [canva.com](https://www.canva.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering canva.com in the Kubernetes Tools ecosystem.
-  - [wikipedia: Node.js](https://en.wikipedia.org/wiki/Node.js)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wikipedia: Node.js in the Kubernetes Tools ecosystem.
-  - [Npm](https://www.npmjs.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Npm in the Kubernetes Tools ecosystem.
-  - [cult.honeypot.io: Best Frontend JavaScript Frameworks To Learn 2021](https://cult.honeypot.io/reads/best-frontend-javascript-frameworks-learn-2021)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cult.honeypot.io: Best Frontend JavaScript Frameworks To Learn 2021 in the Kubernetes Tools ecosystem.
 ## Cloud Native Infrastructure
 
 ### Containerization
@@ -66,88 +25,23 @@
 #### Node.js Deployment
 
   - **(2021)** [developers.redhat.com: Introduction to the Node.js reference architecture, Part 5: Building good containers](https://developers.redhat.com/articles/2021/08/26/introduction-nodejs-reference-architecture-part-5-building-good-containers) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Part of Red Hat's Node.js reference architecture focusing on secure container images. Outlines distroless base choices, multi-stage Docker builds, user permissions management, and resource allocation policies for production runtimes.
-## Developer Productivity
-
-### Package Management
-
-#### Supply Chain Security
-
-  - **(2020)** [npm has joined GitHub](https://github.blog/news-insights/company-news/npm-has-joined-github) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” Official announcement details the strategic acquisition of npm by GitHub, paving the way for integrated supply chain security, advanced registry caching, and unified CI/CD workflow security features.
-### UIUX Design
-
-#### Asset Generation
-
-  - **(2020)** [bgjar.com](https://bgjar.com) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Dynamic SVG background generator that lets designers and engineers instantiate light-weight, scalable graphic backgrounds. Crucial for reducing DOM paint overhead compared to rasterized assets.
-#### Inspiration
-
-  - **(2016)** [cssnectar.com](https://cssnectar.com) [HTML CONTENT]  [COMMUNITY-TOOL] β€” Curation registry for exceptional web designs and styling practices. Evaluated by industry specialists, providing reference patterns for visual design, complex layouts, and innovative UI paradigms.
-#### Mockups
-
-  - **(2018)** [mockuper.net](https://mockuper.net) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Interactive web-based mockup generator built to produce high-fidelity device prototypes, assisting frontend architects in matching production UI implementations to designer specifications.
-### Workspace Optimization
-
-#### Dependency Auditing
-
-  - **(2020)** [npkill.js.org](https://npkill.js.org) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Light and fast CLI utility to find and eliminate heavy `node_modules` folders, optimizing local disk space and build pipeline footprints during modern development.
 ## Frontend Development
 
-### Browser Storage
-
-#### State Persistence
-
-  - **(2021)** [freecodecamp.org: Web Storage API – How to Store Data on the Browser](https://www.freecodecamp.org/news/web-storage-api-how-to-store-data-on-the-browser) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Explores client-side data persistence layers including LocalStorage, SessionStorage, and modern alternatives like IndexedDB. Compares design tradeoffs between execution thread safety, payload capacity limits, and synchronous blocking.
-### JavaScript Fundamentals
-
-#### Data Structures
-
-  - **(2021)** [dev.to: JavaScript Objects](https://dev.to/shreyazz/javascript-objects-57ob) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Synthesized guide detailing JavaScript object fundamentals, highlighting prototype inheritance, property descriptors, and performance implications of dynamically typed structures.
-  - **(2021)** [dev.to: JavaScript Arrays and its Methods](https://dev.to/insha/javascript-array-and-its-methods-432k) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Exploration of ECMAScript array methods (such as map, filter, and reduce), analyzing memory implications, time complexity, and mutations in highly responsive user interface pipelines.
-#### Module Systems
-
-  - **(2020)** [dev.to: Getting Started with JavaScript Modules](https://dev.to/thecoollearner/getting-started-with-javascript-modules-2mkg) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Introduction to ECMAScript Modules (ESM) compared with CommonJS, mapping how modern bundlers resolve imports, tree-shake unused exports, and perform asynchronous code-splitting.
-### React Framework
-
-#### Software Architecture
-
-  - **(2020)** [==react js: mithi/react-philosophies==](https://github.com/mithi/react-philosophies) ⭐ 3728  [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A highly structured philosophy repository outlining architectural principles for designing maintainable React codebases. Emphasizes declarative code patterns, state encapsulation, hook extraction, and unit testing strategies.
 ### Real-Time Communication
 
 #### Notifications
 
   - **(2022)** [dev.to: How to add In-App notifications to any web app!](https://dev.to/novu/how-to-add-in-app-notifications-to-any-web-app-1b4n) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Architectural guide on integrating live in-app notifications using Novu, exploring WebSockets, SSE (Server-Sent Events), and decoupled state synchronization across client nodes.
-### Security and Validation
-
-#### Regular Expressions
-
-  - **(2021)** [dev.to: Username Validator](https://dev.to/lizardkinglk/username-validator-1n8g) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Regular expression guide and implementation for validating user credentials on the client-side. Emphasizes security considerations like ReDoS (Regular Expression Denial of Service) and input sanitization before processing database commits.
 ## Protocols and API Design
 
-### HTTP Networking
-
-#### Client-Server Communication
-
-  - **(2022)** [freecodecamp.org: HTTP Networking in JavaScript –Handbook for Beginners](https://www.freecodecamp.org/news/http-full-course) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Deep-dive handbook covering HTTP protocols, status codes, fetch APIs, CORS configurations, and asynchronous stream handling. Essential reading for constructing robust and latency-aware client-server network requests.
 ### REST APIs
 
 #### Rapid Prototyping
 
   - **(2021)** [dev.to: How to build 7,000+ REST APIs within 2 mins (Node.js + MySQL) !!](https://dev.to/o1lab/how-to-build-7-000-rest-apis-within-2-mins-node-js-mysql-470b) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Demonstration of automated REST API generation from relational schemas using code generator frameworks. Examines dynamic routing models, DB pool initialization, and the trade-offs of using automated ORMs versus custom SQL design.
-## Runtime Environments
-
-### JavaScript Engines
-
-#### Optimization
-
-  - **(2008)** [v8.dev:](https://v8.dev) [C++ CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The official site of Google's high-performance, open-source WebAssembly and JavaScript engine written in C++. Powering Node.js and Chromium, it compiles JavaScript directly to native machine code using advanced JIT compilation techniques.
-### Node.js Platform
-
-#### Asynchronous Systems
-
-  - **(2009)** [nodejs.org](https://nodejs.org/en) [C++ CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Home of the Node.js project, an asynchronous event-driven JavaScript runtime built on Chrome's V8 engine. Leverages a non-blocking I/O model to run high-throughput networking services at scale.
-#### Source Repository
-
-  - **(2009)** [==github.com/nodejs/node==](https://github.com/nodejs/node) ⭐ 117761  [C++ CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Core development branch of the Node.js runtime. Details foundational V8 updates, event loop mechanics (libuv integration), core module performance tweaks, and security updates essential for server-side architectures.
 
 ---
-πŸ’‘ **Explore Related:** [Angular](./angular.md) | [Python](./python.md) | [Dom](./dom.md)
+πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Embedded Servlet Containers](./embedded-servlet-containers.md)
+
+πŸ”— **See Also:** [Cloudflare](./cloudflare.md) | [Googlecloudplatform](./GoogleCloudPlatform.md)
 
diff --git a/v2-docs/jenkins-alternatives.md b/v2-docs/jenkins-alternatives.md
index 064232fd..4b9dba88 100644
--- a/v2-docs/jenkins-alternatives.md
+++ b/v2-docs/jenkins-alternatives.md
@@ -8,15 +8,9 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [CICD Pipeline](#cicd-pipeline)
-  - [OpenShift and JFrog](#openshift-and-jfrog)
-    - [DevOps Integrations](#devops-integrations)
-1. [Continuous Delivery](#continuous-delivery)
-  - [CI-CD Pipelines](#ci-cd-pipelines)
-    - [GitHub Actions](#github-actions)
+1. [Cloud Infrastructure](#cloud-infrastructure)
+  - [AWS Ecosystem](#aws-ecosystem)
+    - [Cloud Services](#cloud-services)
 1. [Deployment and Delivery](#deployment-and-delivery)
   - [CICD Engines](#cicd-engines)
     - [Local Execution](#local-execution)
@@ -33,112 +27,43 @@
     - [Infrastructure as Code](#infrastructure-as-code)
     - [Multi-Cloud Continuous Delivery](#multi-cloud-continuous-delivery)
     - [Spinnaker Architectures](#spinnaker-architectures)
-1. [DevOps](#devops)
-  - [Container Orchestration](#container-orchestration)
-    - [CICD Libraries](#cicd-libraries)
-    - [Self-Hosted Runners](#self-hosted-runners)
 1. [DevSecOps](#devsecops)
   - [CICD Pipelines](#cicd-pipelines)
     - [Tekton Pipelines](#tekton-pipelines)
-    - [Tool Comparison](#tool-comparison)
 1. [Enterprise Platforms](#enterprise-platforms)
   - [Red Hat OpenShift](#red-hat-openshift)
     - [Container Images](#container-images)
     - [Serverless CICD](#serverless-cicd)
-1. [GitOps and CICD](#gitops-and-cicd)
-  - [CICD Platforms](#cicd-platforms-1)
-    - [Cloud-Native Delivery](#cloud-native-delivery)
-    - [Enterprise DevOps](#enterprise-devops)
-    - [Jenkins Alternatives](#jenkins-alternatives)
-    - [Tool Comparison](#tool-comparison-1)
-  - [Enterprise DevOps](#enterprise-devops-1)
-    - [Release Orchestration](#release-orchestration)
 1. [Infrastructure](#infrastructure)
   - [CI-CD](#ci-cd)
     - [Kubernetes-Native CI](#kubernetes-native-ci-1)
 1. [Kubernetes and Container Orchestration](#kubernetes-and-container-orchestration)
   - [Platform Engineering](#platform-engineering)
     - [AppOps and GitOps](#appops-and-gitops)
-1. [MLOps](#mlops)
-  - [Kubernetes](#kubernetes)
-    - [Kubeflow](#kubeflow)
-1. [Platform Architecture](#platform-architecture)
-  - [CICD](#cicd)
-    - [Tekton Pipelines](#tekton-pipelines-1)
 1. [Software Delivery](#software-delivery)
   - [Artifact Management](#artifact-management)
-    - [Enterprise DevOps](#enterprise-devops-2)
+    - [Enterprise DevOps](#enterprise-devops)
   - [Automated Testing](#automated-testing)
     - [Database Integration](#database-integration)
-  - [CI-CD Pipelines](#ci-cd-pipelines-1)
+  - [CI-CD Pipelines](#ci-cd-pipelines)
     - [Advanced Configurations](#advanced-configurations)
-    - [Container-Native CI](#container-native-ci)
     - [Declarative Architectures](#declarative-architectures)
-    - [Declarative Templates](#declarative-templates)
-    - [Pipeline Control](#pipeline-control)
   - [CI-CD Platforms](#ci-cd-platforms)
-    - [Container-Native CI](#container-native-ci-1)
+    - [Container-Native CI](#container-native-ci)
     - [Dynamic Execution](#dynamic-execution)
     - [Enterprise Continuous Delivery](#enterprise-continuous-delivery)
-    - [Enterprise DevOps](#enterprise-devops-3)
-    - [Enterprise Suites](#enterprise-suites)
-    - [Kubernetes Onboarding](#kubernetes-onboarding)
-    - [Legacy Automation](#legacy-automation)
-    - [Managed Pipelines](#managed-pipelines)
-    - [No-Code Delivery](#no-code-delivery)
-    - [Pipeline Orchestration](#pipeline-orchestration)
-    - [Plugin Integrations](#plugin-integrations)
   - [Continuous Deployment](#continuous-deployment-1)
-    - [Automation Practices](#automation-practices)
     - [Concourse Integration](#concourse-integration)
-  - [GitHub Ecosystem](#github-ecosystem)
-    - [GitHub Actions](#github-actions-1)
-    - [Runner Utilities](#runner-utilities)
   - [GitOps](#gitops)
     - [ArgoCD Enterprise](#argocd-enterprise)
-  - [Release Orchestration](#release-orchestration-1)
-    - [Enterprise Deployment](#enterprise-deployment)
-    - [Infrastructure as Code](#infrastructure-as-code-1)
-    - [SDKs](#sdks)
-  - [Self-Hosted Git](#self-hosted-git)
-    - [Unified Platforms](#unified-platforms)
 
-## Architectural Foundations
+## Cloud Infrastructure
 
-### Kubernetes Tools
+### AWS Ecosystem
 
-#### General Reference
+#### Cloud Services
 
-  - [towardsdatascience.com: Jenkins for CI Is Dead: Why Do People Hate It and What’s the Alternative? GitHub actions](https://towardsdatascience.com/jenkins-for-ci-is-dead-why-do-people-hate-it-and-whats-the-alternative-8d8b6b88fdba)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering towardsdatascience.com in the Kubernetes Tools ecosystem.
-  - [harness.io: Best Spinnaker Alternatives to Consider](https://www.harness.io/blog/continuous-delivery/spinnaker-alternatives)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.harness.io in the Kubernetes Tools ecosystem.
-  - [medium: Top 7 Best CI/CD Tools you should get your hands on in 2020](https://medium.com/devops-dudes/top-7-best-ci-cd-tools-you-should-get-your-hands-on-in-2020-832c29db936a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Top 7 Best CI/CD Tools you should get your hands on in 2020 in the Kubernetes Tools ecosystem.
-  - [dzone: Jenkins vs GitLab CI: Battle of CI/CD Tools](https://dzone.com/articles/jenkins-vs-gitlab-ci-battle-of-cicd-tools)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Jenkins vs GitLab CI: Battle of CI/CD Tools in the Kubernetes Tools ecosystem.
-  - [blog.thundra.io: The CI/CD War of 2021: A Look at the Most Popular Technologies](https://blog.thundra.io/the-ci/cd-war-of-2021-a-look-at-the-most-popular-technologies)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.thundra.io: The CI/CD War of 2021: A Look at the Most Popular Technologies in the Kubernetes Tools ecosystem.
-  - [medium: Choosing a CI that grows at the same pace as a scale-up 🌟](https://medium.com/nerds-malt/choosing-a-ci-that-grows-at-the-same-pace-as-a-scale-up-f4e1c0648084)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Choosing a CI that grows at the same pace as a scale-up 🌟 in the Kubernetes Tools ecosystem.
-  - [GitLab CI](https://dzone.com/articles/gitlab-ci-with-docker-environment-variable-quirks)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering GitLab CI in the Kubernetes Tools ecosystem.
-  - [blog.bitsrc.io: Github Actions or Jenkins? Making the Right Choice for You](https://blog.bitsrc.iogithub-actions-or-jenkins-making-the-right-choice-for-you-9ac774684c8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.bitsrc.io: Github Actions or Jenkins? Making the Right Choice for You in the Kubernetes Tools ecosystem.
-  - [particule.io: Automatic build with Github Actions and Github Container Registry](https://particule.io/en/blogcicd-github-registry)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering particule.io: Automatic build with Github Actions and Github Container Registry in the Kubernetes Tools ecosystem.
-  - [proandroiddev.com: Improving CI/CD pipeline for Android via Fastlane and' GitHub Actions](https://proandroiddev.comimproving-ci-cd-pipeline-for-android-via-fastlane-and-github-actions-a635162d2c53)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering proandroiddev.com: Improving CI/CD pipeline for Android via Fastlane and' GitHub Actions in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Announcing HashiCorp Waypoint](https://www.hashicorp.com/blog/announcing-waypoint)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Announcing HashiCorp Waypoint in the Kubernetes Tools ecosystem.
-  - [Hands-on GitOps with OneDev and Kubernetes](https://robinshen.medium.com/hands-on-gitops-with-onedev-f05bd278f07c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Hands-on GitOps with OneDev and Kubernetes in the Kubernetes Tools ecosystem.
-  - [Shippable (now part of JFrog Pipelines)](https://www.shippable.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Shippable (now part of JFrog Pipelines) in the Kubernetes Tools ecosystem.
-  - [medium: Spinnaker The Hard Way](https://medium.com/searce/spinnaker-the-hard-way-278913f3f1d8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Spinnaker The Hard Way in the Kubernetes Tools ecosystem.
-  - [medium: Dailymotion’s journey from Jenkins to Jenkins X](https://medium.com/dailymotion/from-jenkins-to-jenkins-x-604b6cde0ce3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Dailymotion’s journey from Jenkins to Jenkins X in the Kubernetes Tools ecosystem.
-  - [CloudBees Integrates Software Delivery Management Platform With Google Cloud Build and Tekton to Break Down Development Silos](https://www.previous.cloudbees.com/press/cloudbees-integrates-software-delivery-management-platform-google-cloud-build-and-tekton-break)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering CloudBees Integrates Software Delivery Management Platform With Google Cloud Build and Tekton to Break Down Development Silos in the Kubernetes Tools ecosystem.
-## CICD Pipeline
-
-### OpenShift and JFrog
-
-#### DevOps Integrations
-
-  - **(2020)** [openshift.com: Cloud DevOps With OpenShift and JFrog](https://www.redhat.com/en/blog/cloud-devops-with-openshift-and-jfrog) [N/A CONTENT]  [COMMUNITY-TOOL] β€” This integration study outlines the cooperative benefits of leveraging Red Hat OpenShift alongside JFrog Artifactory to drive secure, enterprise-grade cloud-native development. It covers automated build triggers, container compliance, and continuous deployment workflows. It showcases how combining these enterprise tools streamlines DevOps practices at scale.
-## Continuous Delivery
-
-### CI-CD Pipelines
-
-#### GitHub Actions
-
-  - **(2026)** [**Awesome GitHub Actions**](https://github.com/sdras/awesome-actions) ⭐ 27907  [MARKDOWN CONTENT] 🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier community-backed library for GitHub Actions workflows, custom actions, and orchestrator tools. Streamlines structural pipelines by detailing matrix patterns, self-hosted runner optimizations, and security hardening configurations.
+  - **(2026)** [AWS DevOps 🌟](https://aws.amazon.com/devops) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” AWS’s primary DevOps portal, presenting their native continuous delivery and infrastructure management stack, including CodePipeline, CodeBuild, and CloudFormation. While curator listings highlight frictionless integration with EC2 and ECS, live architectural patterns in 2026 showcase teams frequently combining AWS-native compute with cloud-agnostic deployment runtimes to avoid platform lock-in.
 ## Deployment and Delivery
 
 ### CICD Engines
@@ -163,7 +88,6 @@
 #### Kubernetes-Native CI
 
   - **(2022)** [==csweichel/werft==](https://github.com/csweichel/werft) ⭐ 194  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Werft is a lightweight, Kubernetes-native CI system designed to launch build tasks as custom pods directly from Git actions. Bypassing bulky traditional build systems, it leverages native Kubernetes scheduling to guarantee isolated, deterministic execution environments.
-  - **(2021)** [jenkins-x.io](https://jayex.io) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Jenkins X is an automated, cloud-native CI/CD platform engineered specifically for Kubernetes environments. Driven by Tekton and Helm, it implements comprehensive GitOps-based environment promotion and dynamic preview deployment capabilities.
   - **(2020)** [cloudbees.com: what is jenkins-x](https://www.cloudbees.com/whitepapers/building-cloud-native-apps-painlessly)  [CASE STUDY] [COMMUNITY-TOOL] β€” A foundational whitepaper exploring Jenkins X as a cloud-native re-architecture of traditional Jenkins patterns. Focuses on its dependency on Tekton for containerized build pipelines and its adoption of GitOps as the definitive state mechanism.
   - **(2020)** [devopstoolkitseries.com](https://www.devopstoolkitseries.com)  [COMMUNITY-TOOL] [GUIDE] β€” A video-guided tutorial from the DevOps Toolkit Series demonstrating Jenkins X setups. It details the process of establishing Kubernetes-native continuous delivery, showcasing automated PR checks and progressive staging mechanics.
   - **(2020)** [Book: The DevOps 2.6 Toolkit: Jenkins X](https://leanpub.com/the-devops-2-6-toolkit) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A highly technical book outlining the implementation of automated, Kubernetes-native workflows using Jenkins X. Details advanced patterns using Helm, Tekton, and Prow, providing solid strategies for robust continuous delivery.
@@ -188,26 +112,13 @@
 #### Spinnaker Architectures
 
   - **(2021)** [Deploy Spinnaker CD Pipelines in Kubernetes](https://www.opsmx.com/blog/deploy-spinnaker-cd-pipelines-in-kubernetes) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A step-by-step configuration guide illustrating Spinnaker deployment within a target Kubernetes cluster using the Spinnaker Operator. Outlines how to define cloud providers and manage internal persistence layers for pipeline reliability.
-## DevOps
-
-### Container Orchestration
-
-#### CICD Libraries
-
-  - **(2023)** [github.com: RedHat Actions 🌟](https://github.com/redhat-actions) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The main organizational hub housing Red Hat's official actions for OpenShift deployment. These components standardize cluster authentication, CLI installation, and container orchestration tasks directly in pipeline code. Acts as the primary bridge for enterprise Kubernetes pipeline operations.
-#### Self-Hosted Runners
-
-  - **(2024)** [github.com: OpenShift GitHub Actions Runner 🌟](https://github.com/redhat-actions/openshift-actions-runners) [DOCKERFILE CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” Holds Red Hat's containerized self-hosted GitHub Actions runner configurations optimized for execution on OpenShift clusters. Offers secure scaling patterns that allow pipelines to process resource-intensive compilation and container builds natively within the cluster fabric.
 ## DevSecOps
 
 ### CICD Pipelines
 
 #### Tekton Pipelines
 
-  - **(2023)** [Tekton](https://nubenetes.com/tekton) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Deep-dive review of Tekton, a Kubernetes-native open-source framework for building continuous integration and delivery (CI/CD) pipelines. It structures pipeline blocks using standard CRDs (Tasks, Pipelines, PipelineRuns), eliminating VM-based runner dependencies. Live validation establishes Tekton as the standard engine powering modern cloud-native container build environments like OpenShift Pipelines.
-#### Tool Comparison
-
-  - **(2021)** [k21academy.com: Azure pipelines VS Jenkins](https://k21academy.com/azure-cloud/azure-pipelines-vs-jenkins)  [COMMUNITY-TOOL] β€” A comprehensive comparative analysis contrasting Jenkins (self-hosted, highly extensible, plugin-heavy) against Azure Pipelines (managed, cloud-native SaaS, deep Azure integration). Highlights differences in maintenance overhead, security configurations, build agent execution, and enterprise scaling architectures. Essential reading for platform teams deciding on their continuous delivery stack.
+  - **(2023)** [Tekton](https://nubenetes.com/tekton/) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Deep-dive review of Tekton, a Kubernetes-native open-source framework for building continuous integration and delivery (CI/CD) pipelines. It structures pipeline blocks using standard CRDs (Tasks, Pipelines, PipelineRuns), eliminating VM-based runner dependencies. Live validation establishes Tekton as the standard engine powering modern cloud-native container build environments like OpenShift Pipelines.
 ## Enterprise Platforms
 
 ### Red Hat OpenShift
@@ -219,30 +130,6 @@
 
   - **(2021)** [==Jenkins-X + Tekton on OpenShift==](https://github.com/openshift/tektoncd-pipeline-operator) ⭐ 53  [SHELL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A community-maintained repository detailing the configuration of Jenkins X alongside Tekton on Red Hat OpenShift. Offers resource definitions and custom templates designed to respect OpenShift-specific Security Context Constraints (SCC).
   - **(2020)** [CI/CD OpenShift and Tekton](https://www.sonatype.com/blog/new-cloud-native-ci/cd-projects-openshift-and-tekton)  [COMMUNITY-TOOL] β€” An in-depth blog post detailing cloud-native CI/CD on Red Hat OpenShift using the Tekton Pipelines operator. It analyzes how OpenShift Pipelines provides on-demand containerized execution environments to eliminate resource-hungry, idle build servers.
-## GitOps and CICD
-
-### CICD Platforms (1)
-
-#### Cloud-Native Delivery
-
-  - **(2021)** [inovex.de: Spinnaker vs. Argo CD vs. Tekton vs. Jenkins X: Cloud-Native CI/CD](https://www.inovex.de/de/blog/spinnaker-vs-argo-cd-vs-tekton-vs-jenkins-x) [AGNOSTIC CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep architectural comparison of cloud-native delivery platforms. Contrasts Spinnaker's multi-cloud pipeline orchestration against Argo CD's GitOps-driven pull model, Tekton's highly flexible Kubernetes-native custom resource execution, and Jenkins X's opinionated automation scaffolding, highlighting ideal production deployment scenarios for each.
-#### Enterprise DevOps
-
-  - **(2022)** [acloudguru.com: Azure DevOps vs GitHub: Comparing Microsoft’s DevOps Tools 🌟](https://www.pluralsight.com/resources/blog/cloud/azure-devops-vs-github-comparing-microsofts-devops-twins) [AGNOSTIC CONTENT]  [GUIDE] [LEGACY] β€” Provides an analysis comparing Microsoft's two flagship developer platforms: Azure DevOps (Pipelines/Boards/Repos) and GitHub (Enterprise/Actions). Details how GitHub is increasingly prioritized for cloud-native innovation and modern community-led ecosystems, while Azure DevOps remains standard for legacy corporate enterprise environments.
-#### Jenkins Alternatives
-
-  - **(2024)** [lambdatest.com: 21 Of The Best Jenkins Alternatives For Developers](https://www.testmuai.com/blog/best-jenkins-alternatives) [AGNOSTIC CONTENT]  [COMMUNITY-TOOL] β€” Surveys the shifting ecosystem of modern Continuous Integration (CI) tools, contrasting traditional server-based systems with cloud-native architectures. Outlines key replacements for Jenkins (such as GitHub Actions, GitLab CI, and CircleCI), detailing differences in hosting topologies, plugin dependency models, and configuration maintenance burdens.
-#### Tool Comparison (1)
-
-  - **(2024)** [lambdatest.com: TeamCity vs. Jenkins: Picking The Right CI/CD Tool](https://www.testmuai.com/blog/teamcity-vs-jenkins-picking-the-right-ci-cd-tool) [AGNOSTIC CONTENT]  [COMMUNITY-TOOL] β€” Analyzes the structural and financial differences between JetBrains TeamCity and open-source Jenkins. Highlights Jenkins' raw extensibility via thousands of community-authored plugins against TeamCity's high-quality out-of-the-box features, configuration-as-code capabilities, and refined user-access controls.
-  - **(2024)** [cBamboo vs Jenkins: Showdown Of CI/CD Tools](https://www.testmuai.com/blog/bamboo-vs-jenkins-showdown-of-ci-cd-tools) [AGNOSTIC CONTENT]  [COMMUNITY-TOOL] β€” Compares Atlassian's commercial Bamboo platform against open-source Jenkins. Investigates how Bamboo's native integrations with Jira and Bitbucket simplify build-to-deploy traceability for enterprise engineering operations, weighing these out-of-the-box benefits against the licensing model and configuration flexibility of Jenkins.
-  - **(2024)** [lambdatest.com: CircleCI Vs. GitLab: Choosing The Right CI/CD Tool](https://www.testmuai.com/blog/circleci-vs-gitlab) [AGNOSTIC CONTENT]  [COMMUNITY-TOOL] β€” Examines SaaS-first CircleCI against the all-in-one DevOps platform of GitLab CI. Contrasts CircleCI's fast docker-in-docker execution and orb-based pipeline sharing with GitLab's comprehensive feature set, which covers source control management, security scanning, and pipeline delivery in a unified framework.
-  - **(2024)** [lambdatest.com: Jenkins vs Travis vs Bamboo vs TeamCity: Clash Of The Titans](https://www.testmuai.com/blog/jenkins-vs-travis-vs-bamboo-vs-teamcity) [AGNOSTIC CONTENT]  [COMMUNITY-TOOL] β€” An exhaustive battle card detailing the functional tradeoffs of four historic CI platforms. Contrasts the self-managed flexibility of Jenkins, the pioneered SaaS simplicity of Travis CI, the Jira-aligned integrations of Bamboo, and the polished configurations of TeamCity.
-### Enterprise DevOps (1)
-
-#### Release Orchestration
-
-  - **(2026)** [Cloudbees Flow](https://www.cloudbees.com/capabilities/continuous-delivery) [AGNOSTIC CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An enterprise-grade release orchestration and continuous delivery platform. It automates complex, multi-tiered deployments across hybrid architectures (including on-premises VM farms, mainframes, and Kubernetes), providing compliance auditing, unified pipeline visualization, and deployment metrics.
 ## Infrastructure
 
 ### CI-CD
@@ -257,25 +144,11 @@
 #### AppOps and GitOps
 
   - **(2025)** [==Devtron==](https://github.com/devtron-labs/devtron) ⭐ 5513  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A comprehensive, open-source AppOps platform for Kubernetes designed to consolidate CI/CD pipelines, GitOps, observability, and cost optimization. Provides self-service deployment interfaces, security checks, and deep resource validation for multicluster operations.
-## MLOps
-
-### Kubernetes
-
-#### Kubeflow
-
-  - **(2026)** [==kubeflow==](https://www.kubeflow.org) [GO CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kubeflow is the leading cloud-native open-source MLOps suite designed to construct, deploy, and run modular machine learning workflows on Kubernetes clusters. Provides a comprehensive platform for managing Jupyter notebooks, workflow pipelines, and highly optimized inference deployments.
-## Platform Architecture
-
-### CICD
-
-#### Tekton Pipelines (1)
-
-  - **(2026)** [github.com/openshift/pipelines-tutorial](https://github.com/openshift/pipelines-tutorial) ⭐ 322  [YAML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive learning path and hands-on laboratory environment focused on Tekton. Provides configurations for Tasks, Pipelines, PipelineRuns, and Trigger EventListeners on OpenShift clusters, validating cloud-native automation patterns.
 ## Software Delivery
 
 ### Artifact Management
 
-#### Enterprise DevOps (2)
+#### Enterprise DevOps
 
   - **(2026)** [jfrog.com: JFrog DevOps Platform](https://jfrog.com/platform) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A unified DevOps platform focusing on secure package management, continuous vulnerability scanning, and automated compilation. Acts as the single point of truth for container artifacts across distributed multi-cluster deployments.
 ### Automated Testing
@@ -283,26 +156,17 @@
 #### Database Integration
 
   - **(2026)** [circleci.com: Performing database tests on SQL databases](https://circleci.com/blog/relational-db-testing)  [COMMUNITY-TOOL] β€” A guide focused on the isolated integration of relational databases inside automated validation pipelines. Discusses execution patterns such as ephemeral test container sidecars to safely run structural migrations during active test stages.
-### CI-CD Pipelines (1)
+### CI-CD Pipelines
 
 #### Advanced Configurations
 
   - **(2026)** [Building CI/CD pipelines using dynamic config](https://circleci.com/blog/building-cicd-pipelines-using-dynamic-config)  [COMMUNITY-TOOL] β€” An advanced technical guide showing how to build dynamically generated configurations inside CI pipelines. Explains runtime parsing techniques of source code changes to dynamically build matrix execution chains for complex monorepos.
-#### Container-Native CI
-
-  - **(2026)** [Drone](https://www.drone.io) [GO CONTENT]  [LEGACY] β€” A container-native CI/CD runner engineered around YAML pipeline-as-code definitions. Drone isolates every build step inside a distinct, ephemeral container containerized workspace, resolving dependency pollution and offering a lightweight, modern alternative to legacy VM-based executors.
 #### Declarative Architectures
 
   - **(2026)** [Concourse](https://concourse-ci.org) [GO CONTENT]  [COMMUNITY-TOOL] β€” An elegant, stateless CI/CD engine that models all build environments around three fundamental concepts: resources, jobs, and tasks. Highly valued in secure enterprise environments due to its absolute lack of implicit state persistence and strict container isolation.
-#### Declarative Templates
-
-  - **(2026)** [Managing reusable pipeline configuration with object parameters](https://circleci.com/blog/parameters-in-pipeline-config)  [COMMUNITY-TOOL] β€” A configuration guide describing optimization of complex, multi-repo YAML setups. Outlines architectural patterns for using pipeline object parameters, permitting platform teams to isolate build steps cleanly across heterogeneous developer clusters.
-#### Pipeline Control
-
-  - **(2026)** [Adding approval jobs to your CI pipeline](https://circleci.com/blog/adding-approval-jobs-to-your-ci-pipeline)  [COMMUNITY-TOOL] β€” A practical technical guide demonstrating the design of manual validation gates in automated pipelines. Outlines strategies to securely pause deployment execution before promoting artifacts into mission-critical target environments.
 ### CI-CD Platforms
 
-#### Container-Native CI (1)
+#### Container-Native CI
 
   - **(2026)** [Agola](https://agola.io) [GO CONTENT]  [COMMUNITY-TOOL] β€” A modern, container-first CI/CD platform designed to run natively on top of Kubernetes. Featuring a microservices-based architecture, Agola decouples execution from orchestration to facilitate dynamic pipeline scalability, secure execution via OpenID Connect (OIDC), and simplified distributed caching.
 #### Dynamic Execution
@@ -311,76 +175,19 @@
 #### Enterprise Continuous Delivery
 
   - **(2026)** [harness.io](https://www.harness.io) [JAVA CONTENT]  [LEGACY] β€” An enterprise software delivery platform featuring AI/ML-driven automated canary deployments and rollbacks. Leveraging intelligent cloud-autostopping rules, it dynamically scales down idle Kubernetes-native resources to curb compute overhead, while integrating seamlessly with legacy Jenkins workloads through Helm pipelines.
-#### Enterprise DevOps (3)
-
-  - **(2026)** [Atlassian CI/CD](https://www.atlassian.com/continuous-delivery) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Atlassian's comprehensive continuous delivery paradigm. Discusses architectural patterns of connecting code repositories, ticket tracking engines, and automated execution agents to provide a unified software lifecycle metrics loop.
-  - **(2026)** [Bamboo](https://www.atlassian.com/software/bamboo) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Atlassian's classic on-premises CI/CD server. Featuring tight, direct links to Jira and Bitbucket repositories, Bamboo maps sophisticated deployment workflows and releases, although it carries higher VM-management overhead relative to container-native tools.
-  - **(2026)** [lambdatest.com: How To Setup CI/CD Pipeline With Bamboo For PHP Projects](https://www.testmuai.com/blog/how-to-setup-cicd-pipeline-with-bamboo-for-php-projects)  [COMMUNITY-TOOL] β€” An operational walkthrough illustrating how to structure and deploy build plans within Atlassian Bamboo. Examines agent allocation rules, artifact storage setups, and testing parameter definitions in typical runtime environments.
-#### Enterprise Suites
-
-  - **(2026)** [TeamCity](https://www.jetbrains.com/teamcity) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” JetBrains' robust enterprise build server. Best known for its highly detailed configuration-as-code pattern via a specialized Kotlin DSL, intelligent test impact analysis, and modular build chain dependency management.
-  - **(2026)** [jetbrains.com: Storing Project Settings in Version Control](https://www.jetbrains.com/help/teamcity/storing-project-settings-in-version-control.html) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” An official documentation guide explaining how to store and track TeamCity project settings in VCS. Explains continuous integration setups designed to synchronize server configuration elements natively with source repositories.
-  - **(2026)** [blog.jetbrains.com: Configuration as Code, Part 1: Getting Started with Kotlin DSL](https://blog.jetbrains.com/teamcity/2019/03/configuration-as-code-part-1-getting-started-with-kotlin-dsl)  [COMMUNITY-TOOL] β€” A deep-dive engineering guide on leveraging JetBrains' Kotlin DSL to define and maintain continuous integration configurations. Focuses on code reusability, modular inheritance, and programmatic pipeline generation.
-#### Kubernetes Onboarding
-
-  - **(2026)** [Getting started with Kubernetes: how to set up your first cluster](https://circleci.com/blog/getting-started-with-kubernetes-how-to-set-up-your-first-cluster)  [COMMUNITY-TOOL] β€” A foundational operational guide designed to bridge the transition of developers to cloud-native platforms. Outlines the primary architectural elements of Kubernetes clusters, describing Nodes, Pods, Services, and core control planes.
-#### Legacy Automation
-
-  - **(2026)** [Travis CI](https://www.travis-ci.com) [RUBY CONTENT]  [COMMUNITY-TOOL] β€” One of the early cloud-hosted CI pipelines establishing the YAML configuration-as-code standard. Though historically highly influential, Travis CI has ceded technical territory to modern GitOps-native and tightly-integrated enterprise cloud runners.
-  - **(2026)** [lambdatest.com: How To Build Your First CI/CD Pipeline With Travis CI?](https://www.testmuai.com/blog/build-first-ci-cd-pipeline-with-travis-ci)  [COMMUNITY-TOOL] β€” A developer onboarding tutorial illustrating basic YAML-based build, test, and package setups. Outlines fundamentals of repository connection, automated build environments, and basic pipeline generation for web projects.
-#### Managed Pipelines
-
-  - **(2026)** [Circle CI](https://circleci.com) [CLOJURE CONTENT]  [COMMUNITY-TOOL] β€” A highly scalable, hosted CI/CD platform offering fast parallel compilation via isolated virtual environments and custom runner options. Simplifies pipeline orchestrations through reusable 'Orbs' configurations and maintains native support for containerized cloud deployment paths.
-#### No-Code Delivery
-
-  - **(2026)** [shuttleOps](https://www.shuttleops.io) [N/A CONTENT]  [LEGACY] β€” A no-code cloud delivery platform engineered to streamline application builds and deployments. It has largely exited the market or pivoted, leaving it as a legacy reference for visual-oriented deployment orchestrators.
-  - **(2026)** [thenewstack.io: ShuttleOps: No-Code Docker and Kubernetes](https://thenewstack.io/shuttleops-no-code-docker-and-kubernetes)  [COMMUNITY-TOOL] β€” A technical feature article reviewing ShuttleOps' attempt to democratize containerized application delivery through a drag-and-drop orchestration layer, mapping out visually how code transforms to containers without YAML overhead.
-#### Pipeline Orchestration
-
-  - **(2026)** [GoCD](https://www.gocd.org) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” An enterprise-grade continuous delivery tool specializing in complex workflow modeling and Value Stream Map (VSM) visibility. Despite its strong capability to map multi-stage pipeline dependencies, it has largely been superseded by modern GitOps-centric, declarative cloud-native platforms.
-#### Plugin Integrations
-
-  - **(2026)** [github.com/OctopusDeploy/Octopus-TeamCity: JetBrains TeamCity plugin to' trigger releases on build completion](https://github.com/OctopusDeploy/Octopus-TeamCity) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” A specialized Integration plugin designed to link JetBrains TeamCity builds to Octopus Deploy pipelines, passing artifact compilation metadata to trigger deployments.
 ### Continuous Deployment (1)
 
-#### Automation Practices
-
-  - **(2026)** [dev.to: CI/CD: Automating our build and deploy process](https://dev.to/mage_ai/ci-cd-automating-our-build-and-deploy-process-2i91)  [COMMUNITY-TOOL] β€” A real-world engineering case study walking through the orchestration and automation of container builds and target host deployments. Examines key bottlenecks during early Git-driven pipeline setup and resolution strategies.
 #### Concourse Integration
 
   - **(2026)** [Building a continious deployment pipeline with Kubernetes and Concourse-CI](https://blog.alterway.fr/en/building-a-continious-deployment-pipeline-with-kubernetes-and-concourse-ci.html)  [COMMUNITY-TOOL] β€” A deep-dive engineering guide on interfacing Concourse CI pipelines directly with target Kubernetes clusters. Focuses on the security boundaries of Kubernetes resources, service accounts, and secret synchronization patterns.
-### GitHub Ecosystem
-
-#### GitHub Actions (1)
-
-  - **(2026)** [GitHub Actions CI/CD](https://github.blog/news-insights/product-news/github-actions-now-supports-ci-cd) [N/A CONTENT]  [COMMUNITY-TOOL] β€” The de facto standard enterprise platform for CI/CD, integrated natively directly within the GitHub ecosystem. Offering matrix builds, multi-platform environments, and an extensive repository of marketplace actions, it has redefined modern platform engineering.
-  - **(2026)** [docs.github.com: Learn GitHub Actions](https://docs.github.com/en/actions/how-tos/write-workflows) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The official documentation hub for constructing GitHub Actions pipelines. It outlines syntax conventions for workflows, custom runner setup, enterprise secrets isolation, matrix compilation strategies, and native target routing configurations.
-#### Runner Utilities
-
-  - **(2026)** [==yokawasa/action-setup-kube-tools==](https://github.com/yokawasa/action-setup-kube-tools) ⭐ 92  [JAVASCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A dedicated GitHub Action designed to dynamically download and configure vital Kubernetes operational binaries (such as kubectl, helm, kustomize, and minikube) across runner agents, ensuring strict parity between tool states.
 ### GitOps
 
 #### ArgoCD Enterprise
 
   - **(2026)** [Codefresh](https://octopus.com/codefresh) [GO CONTENT]  [COMMUNITY-TOOL] β€” An enterprise GitOps and progressive delivery platform built entirely on Argo CD and Argo Rollouts (acquired by Octopus Deploy). Provides centralized, multi-cluster deployment visibility, automated release analytics, and advanced deployment strategies (Canary, Blue/Green) within Kubernetes topologies.
-### Release Orchestration (1)
-
-#### Enterprise Deployment
-
-  - **(2026)** [Octopus Deploy - deployment tool](https://octopus.com) [C# CONTENT]  [COMMUNITY-TOOL] β€” A prominent release management and deployment platform engineered to coordinate complex multi-tenant releases, offering visual runbooks, automated target deployments, and progressive delivery (canary/blue-green) across Kubernetes clusters.
-  - **(2026)** [octopus.com: Deployment process as code](https://octopus.com/docs/deployments/patterns/deployment-process-as-code) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” An operational guide focusing on Octopus Deploy's configuration-as-code pattern. Explains how release steps, parameters, and variable definitions are described natively in Git repositories using Octopus Configuration Language (OCL).
-#### Infrastructure as Code (1)
-
-  - **(2026)** [registry.terraform.io: octopusdeploy Provider](https://registry.terraform.io/providers/OctopusDeployLabs/octopusdeploylatest/docs) [GO CONTENT]  [COMMUNITY-TOOL] β€” The official Terraform provider for managing Octopus Deploy resources. Enables infrastructure teams to programmatically construct projects, target deployment environments, tenants, and target resources.
-#### SDKs
-
-  - **(2026)** [==github.com/OctopusDeploy/go-octopusdeploy==](https://github.com/OctopusDeploy/go-octopusdeploy) ⭐ 15  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official Go client library designed to facilitate programmatic interaction with the Octopus Deploy REST API. Widely used for creating custom cloud-native controllers, deployment operators, and scripts.
-### Self-Hosted Git
-
-#### Unified Platforms
-
-  - **(2026)** [==onedev==](https://github.com/theonedev/onedev) ⭐ 15041  [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An all-in-one, highly scalable self-hosted Git service and CI/CD platform. Features visual pipeline construction, interactive code navigation, and issue-tracking, optimized to run as a single-node setup or distributed across Kubernetes environments.
 
 ---
-πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Sonarqube](./sonarqube.md) | [Stackstorm](./stackstorm.md)
+πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Tekton](./tekton.md) | [Argo](./argo.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/jenkins.md b/v2-docs/jenkins.md
index 924fd8b9..a064d066 100644
--- a/v2-docs/jenkins.md
+++ b/v2-docs/jenkins.md
@@ -8,632 +8,54 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [CI-CD](#ci-cd)
-  - [Build Acceleration](#build-acceleration)
-    - [Performance Optimization](#performance-optimization)
-  - [Containerization](#containerization)
-    - [Docker](#docker)
-    - [Networking](#networking)
-  - [Enterprise Platforms](#enterprise-platforms)
-    - [SAP](#sap)
-  - [Feature Flagging](#feature-flagging)
-    - [Mobile Development](#mobile-development)
-    - [Reliability](#reliability)
-  - [Jenkins](#jenkins)
-    - [.NET](#net)
-    - [Administration](#administration)
-    - [Agent Management](#agent-management)
-    - [Automation](#automation)
-    - [Containerization](#containerization-1)
-    - [Containers](#containers)
-    - [Data Persistence](#data-persistence)
-    - [High Availability](#high-availability)
-    - [Industry Standards](#industry-standards)
-    - [Infrastructure](#infrastructure)
-    - [Kubernetes Integration](#kubernetes-integration)
-    - [Networking](#networking-1)
-    - [Observability](#observability)
-    - [Open Source Ecosystem](#open-source-ecosystem)
-    - [Performance Optimization](#performance-optimization-1)
-    - [Pipeline as Code](#pipeline-as-code)
-    - [Roadmap](#roadmap)
-    - [Telemetry](#telemetry)
-    - [Tutorial](#tutorial)
-  - [Kubernetes Native](#kubernetes-native)
-    - [Jenkins X](#jenkins-x)
-  - [Serverless Pipelines](#serverless-pipelines)
-    - [Google Cloud Run](#google-cloud-run)
-1. [CICD](#cicd)
-  - [Administration](#administration-1)
-    - [Migration Utilities](#migration-utilities)
-  - [Artifact Management](#artifact-management)
-    - [Build Dependencies](#build-dependencies)
-  - [Build Tools](#build-tools)
-    - [Maven](#maven)
-  - [Containers](#containers-1)
-    - [Docker Integration](#docker-integration)
-  - [Jenkins](#jenkins-1)
-    - [Reporting Plugins](#reporting-plugins)
-  - [Kubernetes and Cloud](#kubernetes-and-cloud)
-    - [CLI Integrations](#cli-integrations)
-    - [Cloud VM Agents](#cloud-vm-agents)
-    - [OpenShift Integration](#openshift-integration)
-  - [Pipeline Definition](#pipeline-definition)
-    - [Declarative Alternatives](#declarative-alternatives)
-  - [Quality Assurance](#quality-assurance)
-    - [Code Coverage](#code-coverage)
-    - [Linter Integrations](#linter-integrations)
-    - [Test Reporting](#test-reporting)
-    - [Testing Frameworks](#testing-frameworks)
-  - [SCM Integration](#scm-integration)
-    - [Bitbucket](#bitbucket)
-    - [Git Standard](#git-standard)
-    - [Legacy SCM](#legacy-scm)
-    - [SCM Core](#scm-core)
-  - [User Interface](#user-interface)
-    - [Dashboard](#dashboard)
-    - [Job Parameters](#job-parameters)
-1. [CICD and DevOps](#cicd-and-devops)
-  - [Enterprise Jenkins](#enterprise-jenkins)
-    - [OpenShift Integration](#openshift-integration-1)
-1. [CICD Foundations](#cicd-foundations)
-  - [Automation Philosophy](#automation-philosophy)
-    - [Anti-Patterns](#anti-patterns)
-    - [Case Studies](#case-studies)
-    - [Velocity](#velocity)
-  - [Learning Paths](#learning-paths)
-    - [Jenkins Core](#jenkins-core)
 1. [CICD Infrastructure](#cicd-infrastructure)
   - [Build and Packaging](#build-and-packaging)
     - [Custom Packager](#custom-packager)
-  - [Configuration Management](#configuration-management)
-    - [Ansible Roles](#ansible-roles)
   - [Configuration as Code](#configuration-as-code)
-    - [Developer Tooling](#developer-tooling)
     - [Docker Deployment](#docker-deployment)
-    - [Enterprise Platforms](#enterprise-platforms-1)
-    - [Jenkins JCasC](#jenkins-jcasc)
-    - [Job Generation](#job-generation)
-    - [Plugin Management](#plugin-management)
-  - [Core Architecture](#core-architecture)
-    - [Deprecations](#deprecations)
-    - [Foundations](#foundations)
-    - [Version Tracking](#version-tracking)
+    - [Enterprise Platforms](#enterprise-platforms)
   - [Dynamic Agents](#dynamic-agents)
-    - [Docker Integration](#docker-integration-1)
-  - [Plugin Management](#plugin-management-1)
-    - [CLI Tooling](#cli-tooling)
-    - [Ecosystem Curations](#ecosystem-curations)
+    - [Docker Integration](#docker-integration)
   - [Scalability and Resilience](#scalability-and-resilience)
-    - [JVM Tuning](#jvm-tuning)
     - [Kubernetes Agents](#kubernetes-agents)
-    - [Log Archiving](#log-archiving)
     - [Troubleshooting](#troubleshooting)
-  - [Security and RBAC](#security-and-rbac)
-    - [Jenkins Core](#jenkins-core-1)
-1. [CICD Pipeline](#cicd-pipeline)
-  - [Jenkins Tools](#jenkins-tools)
-    - [Validation and Linting](#validation-and-linting)
 1. [CICD Pipeline Architecture](#cicd-pipeline-architecture)
-  - [Developer Tooling](#developer-tooling-1)
-    - [Editor Extension](#editor-extension)
-  - [Enterprise Templating](#enterprise-templating)
-    - [DevSecOps Integration](#devsecops-integration)
-    - [Jenkins JTE](#jenkins-jte)
-  - [Jenkins Pipeline](#jenkins-pipeline)
-    - [Best Practices](#best-practices)
-    - [Shared Libraries](#shared-libraries)
-  - [Modernization](#modernization)
-    - [Migration](#migration)
-    - [Scm Integration](#scm-integration)
-  - [Pipeline Execution](#pipeline-execution)
-    - [Parallel Execution](#parallel-execution)
-  - [Pipeline Testing](#pipeline-testing)
-    - [Linting](#linting)
-    - [Local Execution](#local-execution)
-    - [Unit Testing](#unit-testing)
   - [Serverless Jenkins](#serverless-jenkins)
-    - [Local Execution](#local-execution-1)
-1. [CICD Pipelines](#cicd-pipelines)
-  - [Code Quality](#code-quality)
-    - [SonarQube and Maven](#sonarqube-and-maven)
-    - [Test Automation](#test-automation)
-  - [Configuration Management](#configuration-management-1)
-    - [Environment Variables](#environment-variables)
-    - [Notifications](#notifications)
-    - [Parameterized Builds](#parameterized-builds)
-    - [Shared Libraries](#shared-libraries-1)
-  - [Container Delivery](#container-delivery)
-    - [Docker Integration](#docker-integration-2)
-  - [Enterprise Integrations](#enterprise-integrations)
-    - [SAP Automation](#sap-automation)
-  - [Job Triggering](#job-triggering)
-    - [Cron Scheduling](#cron-scheduling)
-  - [Pipeline Patterns](#pipeline-patterns)
-    - [Declarative vs Scripted](#declarative-vs-scripted)
-    - [Execution Steps](#execution-steps)
-    - [GitLab Integration](#gitlab-integration)
-    - [GitOps](#gitops)
-    - [Pipeline Validation](#pipeline-validation)
-  - [Security](#security)
-    - [Access Management](#access-management)
-    - [Credentials Binding](#credentials-binding)
-    - [Secrets Management](#secrets-management)
-1. [Cloud Integration](#cloud-integration)
-  - [Artifact Storage](#artifact-storage)
-    - [Azure Integration](#azure-integration)
-  - [Data Streaming](#data-streaming)
-    - [AWS Integration](#aws-integration)
+    - [Local Execution](#local-execution)
 1. [Cloud Native](#cloud-native)
-  - [AWS EKS](#aws-eks)
-    - [Cluster Provisioning](#cluster-provisioning)
-1. [Community](#community)
-  - [Resources](#resources)
-    - [Brand and Design](#brand-and-design)
-    - [Infrastructure Issues](#infrastructure-issues)
-1. [Continuous Delivery](#continuous-delivery)
-  - [CI-CD Pipelines](#ci-cd-pipelines)
-    - [Jenkins Ecosystem](#jenkins-ecosystem)
-  - [Enterprise Orchestration](#enterprise-orchestration)
-    - [CD Engines](#cd-engines)
-  - [Security](#security-1)
-    - [Jenkins Vulnerabilities](#jenkins-vulnerabilities)
-1. [Continuous Integration](#continuous-integration)
-  - [Build Configuration](#build-configuration)
-    - [Dynamic Parameters](#dynamic-parameters)
-    - [Integration Parameter](#integration-parameter)
-    - [Node.js Build Tools](#nodejs-build-tools)
-    - [UI Components](#ui-components)
-  - [Build Verification](#build-verification)
-    - [Log Analysis](#log-analysis)
-  - [Pipelines](#pipelines)
-    - [Utility Steps](#utility-steps)
-  - [Pull Request Lifecycle](#pull-request-lifecycle)
-    - [Monitoring](#monitoring)
-  - [Security](#security-2)
-    - [Network Restrictions](#network-restrictions)
-    - [Sandbox Security](#sandbox-security)
-  - [Source Code Management](#source-code-management)
-    - [Git Operations](#git-operations)
-  - [Testing and Verification](#testing-and-verification)
-    - [Cucumber Reporting](#cucumber-reporting)
-    - [Robot Framework Integration](#robot-framework-integration)
-  - [User Experience](#user-experience)
-    - [BlueOcean Platform](#blueocean-platform)
-    - [Pipeline Editor](#pipeline-editor)
-    - [REST Integration](#rest-integration)
-    - [Visualization](#visualization)
-1. [DevOps](#devops)
-  - [Infrastructure as Code](#infrastructure-as-code)
-    - [Jenkins Configuration as Code](#jenkins-configuration-as-code)
-      - [Kubernetes Native Setup](#kubernetes-native-setup)
-  - [Pipeline Execution Engine](#pipeline-execution-engine)
-    - [Groovy CPS](#groovy-cps)
-      - [Continuation Passing Style](#continuation-passing-style)
-1. [DevSecOps](#devsecops)
-  - [CICD Pipelines](#cicd-pipelines-1)
-    - [Jenkins Automation](#jenkins-automation)
-1. [Frameworks and Ecosystem](#frameworks-and-ecosystem)
-  - [Community Presentations](#community-presentations)
-    - [Developer Training](#developer-training)
-  - [Development Resources](#development-resources)
-    - [Build Automation](#build-automation)
-    - [Dependency Management](#dependency-management)
-    - [Plugin Guides](#plugin-guides)
-1. [Hybrid Infrastructure](#hybrid-infrastructure)
-  - [Auto-scaling](#auto-scaling)
-    - [AWS Fleet Orchestration](#aws-fleet-orchestration)
-  - [Orchestration](#orchestration)
-    - [HashiCorp Nomad](#hashicorp-nomad)
-    - [Kubernetes Provisioning](#kubernetes-provisioning)
-  - [Virtualization](#virtualization)
-    - [VMware Integration](#vmware-integration)
-1. [Infrastructure](#infrastructure-1)
-  - [Administration](#administration-2)
-    - [Auditing](#auditing)
-    - [Bulk Configuration](#bulk-configuration)
+  - [Continuous Integration](#continuous-integration)
+    - [CI-CD Pipelines](#ci-cd-pipelines)
+      - [Red Hat OpenShift](#red-hat-openshift)
+1. [Deployment and Delivery](#deployment-and-delivery)
+  - [CICD Platforms](#cicd-platforms)
+    - [Kubernetes-Native CI](#kubernetes-native-ci)
+1. [Infrastructure](#infrastructure)
   - [Cloud Environments](#cloud-environments)
     - [AWS Architectures](#aws-architectures)
-    - [Azure Jenkins](#azure-jenkins)
   - [Container Orchestration](#container-orchestration)
-    - [Docker-in-Docker](#docker-in-docker)
     - [Helm Deployments](#helm-deployments)
     - [Kubernetes Deployment](#kubernetes-deployment)
     - [Scalable Jenkins](#scalable-jenkins)
     - [Serverless Jenkins on AWS](#serverless-jenkins-on-aws)
-  - [Infrastructure as Code](#infrastructure-as-code-1)
-    - [Ansible Tower](#ansible-tower)
-    - [Packer Pipelines](#packer-pipelines)
-  - [Observability](#observability-1)
-    - [Diagnostics](#diagnostics)
-    - [Logging](#logging)
-    - [Performance](#performance)
-  - [Performance](#performance-1)
-    - [Monitoring](#monitoring-1)
-    - [Scheduling](#scheduling)
 1. [Infrastructure and DevOps](#infrastructure-and-devops)
-  - [CI-CD Concepts](#ci-cd-concepts)
-    - [Dockerized Jenkins](#dockerized-jenkins)
-    - [Jenkins Basics](#jenkins-basics)
-    - [Jenkins Tutorials](#jenkins-tutorials)
-    - [Pipeline as Code](#pipeline-as-code-1)
-  - [CI-CD History](#ci-cd-history)
-    - [Evolution of OSS CI-CD](#evolution-of-oss-ci-cd)
   - [Cloud Native Jenkins](#cloud-native-jenkins)
-    - [Docker Integration](#docker-integration-3)
+    - [Docker Integration](#docker-integration-1)
     - [Kubernetes Blueprints](#kubernetes-blueprints)
     - [Kubernetes Installation](#kubernetes-installation)
     - [Kubernetes Operators](#kubernetes-operators)
     - [Security and Hardening](#security-and-hardening)
     - [Special Interest Groups](#special-interest-groups)
-  - [Jenkins Community](#jenkins-community)
-    - [Special Interest Groups](#special-interest-groups-1)
-  - [Pipeline as Code](#pipeline-as-code-2)
-    - [Advanced Parallelization](#advanced-parallelization)
-    - [Artifact Archiving](#artifact-archiving)
-    - [Jenkinsfile](#jenkinsfile)
-    - [Jenkinsfile Troubleshooting](#jenkinsfile-troubleshooting)
-    - [Job DSL Tooling](#job-dsl-tooling)
-  - [Shared Libraries](#shared-libraries-2)
-    - [Advanced Declarative](#advanced-declarative)
-    - [Best Practices](#best-practices-1)
-    - [Production Blueprints](#production-blueprints)
+1. [Kubernetes and Cloud Native](#kubernetes-and-cloud-native)
+  - [CICD](#cicd)
+    - [Dockerization](#dockerization)
 1. [Microservices](#microservices)
   - [Application Development](#application-development)
     - [Kotlin](#kotlin)
-1. [Observability](#observability-2)
-  - [Dashboards and Visualization](#dashboards-and-visualization)
-    - [Browser Extensions](#browser-extensions)
-    - [Build Monitor](#build-monitor)
-  - [Distributed Storage](#distributed-storage)
-    - [InfluxDB](#influxdb)
-  - [Infrastructure Monitoring](#infrastructure-monitoring)
-    - [Commercial Plugins](#commercial-plugins)
-    - [Dynatrace APM](#dynatrace-apm)
-    - [Opsview Monitoring](#opsview-monitoring)
-    - [Prometheus and Grafana](#prometheus-and-grafana)
-  - [Telemetry](#telemetry-1)
-    - [Elastic Stack Integration](#elastic-stack-integration)
-    - [GitHub and Grafana Status](#github-and-grafana-status)
-    - [OpenTelemetry Integration](#opentelemetry-integration)
-    - [Splunk Integration](#splunk-integration)
-1. [Operations](#operations)
-  - [Observability](#observability-3)
-    - [Logging and Monitoring](#logging-and-monitoring)
-  - [Performance Optimization](#performance-optimization-2)
-    - [Troubleshooting](#troubleshooting-1)
-  - [Platform Migration](#platform-migration)
-    - [Java Upgrades](#java-upgrades)
-1. [Platform Architecture](#platform-architecture)
-  - [CICD](#cicd-1)
-    - [Jenkins Pipelines](#jenkins-pipelines)
-1. [Security](#security-3)
-  - [Application Security](#application-security)
-    - [SAST](#sast)
-  - [Identity and Access](#identity-and-access)
-    - [AWS Integrations](#aws-integrations)
-    - [Authorization](#authorization)
-    - [Credentials](#credentials)
-    - [Secrets Engines](#secrets-engines)
-1. [Security and Compliance](#security-and-compliance)
-  - [Secrets Management](#secrets-management-1)
-    - [Azure Key Vault](#azure-key-vault)
-  - [Vulnerability Scanning](#vulnerability-scanning)
-    - [Aqua Security](#aqua-security)
-    - [Container Security](#container-security)
-    - [Rapid7 Security](#rapid7-security)
 1. [Site Reliability Engineering](#site-reliability-engineering)
-  - [Observability](#observability-4)
+  - [Observability](#observability)
     - [Data Management](#data-management)
       - [Cost Optimization](#cost-optimization)
-1. [Software Engineering](#software-engineering)
-  - [Groovy Programming](#groovy-programming)
-    - [File I-O](#file-i-o)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [jenkins users mailing list: Declarative pipelines vs scripted](https://jenkins-ci.361315.n4.nabble.com/Declarative-pipelines-vs-scripted-td4891792.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jenkins-ci.361315.n4.nabble.com in the Kubernetes Tools ecosystem.
-  - [reddit.com/r/jenkinsci](https://www.reddit.com/r/jenkinsci)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/jenkinsci in the Kubernetes Tools ecosystem.
-  - [Dzone: Running Ansible Playbooks From Jenkins](https://dzone.com/articles/running-ansible-playbooks-from-jenkins)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Running Ansible Playbooks From Jenkins in the Kubernetes Tools ecosystem.
-  - [DevOps Toolbox: Jenkins, Ansible, Chef, Puppet, Vagrant, & SaltStack](https://hostadvice.com/blog/devops-toolbox-jenkins-ansible-chef-puppet-vagrant-saltstack)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering DevOps Toolbox: Jenkins, Ansible, Chef, Puppet, Vagrant, & SaltStack in the Kubernetes Tools ecosystem.
-  - [It’s time! Migrating to Java 11 🌟](https://medium.com/criciumadev/its-time-migrating-to-java-11-5eb3868354f9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering It’s time! Migrating to Java 11 🌟 in the Kubernetes Tools ecosystem.
-  - [dzone: getting started with jenkins the ultimate guide](https://dzone.com/articles/getting-started-with-jenkins-the-ultimate-guide)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: getting started with jenkins the ultimate guide in the Kubernetes Tools ecosystem.
-  - [dzone: jenkins in a nutshell](https://dzone.com/articles/jenkins-in-a-nutshell)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: jenkins in a nutshell in the Kubernetes Tools ecosystem.
-  - [Dzone refcard: Jenkins on PaaS](https://dzone.com/refcardz/jenkins-paas)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone refcard: Jenkins on PaaS in the Kubernetes Tools ecosystem.
-  - [medium: Deploy your App Using CI/CD Pipeline](https://medium.com/wind-of-change/creating-a-ci-cd-pipeline-6ff9aeb0848c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Deploy your App Using CI/CD Pipeline in the Kubernetes Tools ecosystem.
-  - [medium: CI/CD Pipeline of Jenkins Using Groovy Language With Monitoring' on the Top of Kubernetes 🌟](https://medium.com/swlh/ci-cd-pipeline-of-jenkins-using-groovy-language-with-monitoring-on-the-top-of-kubernetes-b37f962fb0ac)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: CI/CD Pipeline of Jenkins Using Groovy Language With Monitoring' on the Top of Kubernetes 🌟 in the Kubernetes Tools ecosystem.
-  - [Cross account ECR push with Jenkins](https://devopsformula.hashnode.dev/cross-account-ecr-push-with-jenkins)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Cross account ECR push with Jenkins in the Kubernetes Tools ecosystem.
-  - [dzone.com: Easily Automate Your CI/CD Pipeline With Jenkins, Helm, and Kubernetes' 🌟](https://dzone.com/articles/easily-automate-your-cicd-pipeline-with-jenkins-he)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: Easily Automate Your CI/CD Pipeline With Jenkins, Helm, and Kubernetes' 🌟 in the Kubernetes Tools ecosystem.
-  - [Building Pipeline and Launching Jenkins in Container](https://medium.com/@rishabh1799/building-pipeline-and-launching-jenkins-in-container-d4faf39de173)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Building Pipeline and Launching Jenkins in Container in the Kubernetes Tools ecosystem.
-  - [betsol.com: DevOps Using Jenkins, Docker, and Kubernetes](https://www.betsol.com/blog/devops-using-jenkins-docker-and-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betsol.com: DevOps Using Jenkins, Docker, and Kubernetes in the Kubernetes Tools ecosystem.
-  - [Setup Chained Jenkins Declarative Pipeline Projects with Triggers 🌟](https://medium.com/@rosaniline/setup-chained-jenkins-declarative-pipeline-projects-with-triggers-d3d04f1daf75)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Setup Chained Jenkins Declarative Pipeline Projects with Triggers 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: CI/CD with Dockers and Jenkins](https://medium.com/avmconsulting-blog/ci-cd-with-dockers-and-jenkins-70b6f801f9f7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: CI/CD with Dockers and Jenkins in the Kubernetes Tools ecosystem.
-  - [blog.executeautomation.com: Running Jenkins Build Agent within Docker container' – Part A](https://blog.executeautomation.com/running-jenkins-build-agent-within-docker-container-part-a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.executeautomation.com: Running Jenkins Build Agent within Docker container' – Part A in the Kubernetes Tools ecosystem.
-  - [medium: Dynamic and reactive parameterization in Jenkins pipelines using' HTML, Groovy, and Bash 🌟](https://medium.com/globant/dynamic-and-reactive-parameterization-in-jenkins-pipelines-using-html-groovy-and-bash-27b031fcd69b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Dynamic and reactive parameterization in Jenkins pipelines using' HTML, Groovy, and Bash 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: Integrate BitBucket & Jenkins](https://medium.com/ampersand-academy/integrate-bitbucket-jenkins-c6e51103d0fe)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Integrate BitBucket & Jenkins in the Kubernetes Tools ecosystem.
-  - [dzone: Parameterize Jenkinsfile in MultiBranch Jobs 🌟](https://dzone.com/articles/parameterize-jenkinsfile-in-multibranch-jobs)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Parameterize Jenkinsfile in MultiBranch Jobs 🌟 in the Kubernetes Tools ecosystem.
-  - [inder-devops.medium.com: CI/CD setup in just 5 mins with basic yaml configuration](https://inder-devops.medium.com/ci-cd-setup-in-just-5-mins-with-basic-yaml-configuration-95b8e894a110)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==inder-devops.medium.com: CI/CD setup in just 5 mins with basic yaml configuration== in the Kubernetes Tools ecosystem.
-  - [blog.searce.com: Jenkins Distributed Cluster Using Dynamic Build Agents' On GKE](https://blog.searce.com/jenkins-distributed-cluster-using-dynamic-build-agents-on-gke-e2262a59dcb3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.searce.com: Jenkins Distributed Cluster Using Dynamic Build Agents' On GKE in the Kubernetes Tools ecosystem.
-  - [medium.com/ni-tech-talk: Creating Customized Kubernetes Pod Templates using' Groovy in Jenkins Pipeline 🌟](https://medium.com/ni-tech-talk/creating-customized-kubernetes-pod-templates-using-groovy-in-jenkins-pipeline-7007f023a585)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/ni-tech-talk: Creating Customized Kubernetes Pod Templates using' Groovy in Jenkins Pipeline 🌟 in the Kubernetes Tools ecosystem.
-  - [palak-bhawsar.hashnode.dev: Automated CI/CD pipeline for Java Project](https://palak-bhawsar.hashnode.dev/automated-cicd-pipeline-for-java-project)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering palak-bhawsar.hashnode.dev: Automated CI/CD pipeline for Java Project in the Kubernetes Tools ecosystem.
-  - [faun.pub: Set up Jenkins on a Kubernetes Cluster](https://faun.pub/set-up-jenkins-on-a-kubernetes-cluster-2b982c840ebe)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==faun.pub: Set up Jenkins on a Kubernetes Cluster== in the Kubernetes Tools ecosystem.
-  - [blog.devops.dev: Blue-Green Deployment (CI/CD) Pipelines with Docker, GitHub,' Jenkins and SonarQube](https://blog.devops.dev/blue-green-deployment-ci-cd-pipelines-with-docker-github-and-jenkins-6a262b2994c6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: Blue-Green Deployment (CI/CD) Pipelines with Docker, GitHub,' Jenkins and SonarQube in the Kubernetes Tools ecosystem.
-  - [dzone.com: Continuous Integration in AWS Using Jenkins Pipelines: Best Practices' and Strategies](https://dzone.com/articles/continuous-integration-in-aws-using-jenkins)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: Continuous Integration in AWS Using Jenkins Pipelines: Best Practices' and Strategies in the Kubernetes Tools ecosystem.
-  - [praveendandu24.medium.com: Understanding the Differences Between Jenkins' Scripted and Declarative Pipeline: A Comprehensive Guide with Real-World Examples](https://praveendandu24.medium.com/understanding-the-differences-between-jenkins-scripted-and-declarative-pipeline-a-comprehensive-960826e26c2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering praveendandu24.medium.com: Understanding the Differences Between Jenkins' Scripted and Declarative Pipeline: A Comprehensive Guide with Real-World Examples in the Kubernetes Tools ecosystem.
-  - [prabirmahatha.hashnode.dev: Jenkins Declarative Pipeline with Docker](https://prabirmahatha.hashnode.dev/jenkins-declarative-pipeline-with-docker)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering prabirmahatha.hashnode.dev: Jenkins Declarative Pipeline with Docker in the Kubernetes Tools ecosystem.
-  - [blog.devops.dev: Deploying Helm Charts with Jenkins and Groovy: A Comprehensive' Guide](https://blog.devops.dev/deploying-helm-charts-with-jenkins-and-groovy-a-comprehensive-guide-c2aa0f2bd424)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: Deploying Helm Charts with Jenkins and Groovy: A Comprehensive' Guide in the Kubernetes Tools ecosystem.
-  - [aws.plainenglish.io: Deploying AWS Resources and a Jenkins Server with Terraform](https://aws.plainenglish.io/deploying-aws-resources-and-a-jenkins-server-with-terraform-297bad905459)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.plainenglish.io: Deploying AWS Resources and a Jenkins Server with Terraform in the Kubernetes Tools ecosystem.
-  - [aws.plainenglish.io: Terraform: How To Deploy Jenkins CI/CD Pipelines Using' Terraform](https://aws.plainenglish.io/terraform-how-to-deploy-jenkins-ci-cd-pipelines-using-terraform-9ffc086dcd56)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.plainenglish.io: Terraform: How To Deploy Jenkins CI/CD Pipelines Using' Terraform in the Kubernetes Tools ecosystem.
-  - [jenkinsistheway.io: Jenkins Is The Way 🌟](https://jenkinsistheway.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jenkinsistheway.io: Jenkins Is The Way 🌟 in the Kubernetes Tools ecosystem.
-  - [jenkinsistheway.io: Financial Transactions Simplified With Faster Build' Cycles 🌟](https://jenkinsistheway.io/user-story/jenkins-is-the-way-to-fintech-excellence)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jenkinsistheway.io: Financial Transactions Simplified With Faster Build' Cycles 🌟 in the Kubernetes Tools ecosystem.
-  - [jenkinsistheway.io: Advanced Declarative Pipelines for Workflow and Decision' Automation Platform 🌟](https://jenkinsistheway.io/user-story/to-build-ci-cd-that-fits-advanced-and-unique-use-cases)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jenkinsistheway.io: Advanced Declarative Pipelines for Workflow and Decision' Automation Platform 🌟 in the Kubernetes Tools ecosystem.
-  - [jenkinsistheway.io: Alert Management](https://jenkinsistheway.io/user-story/jenkins-is-the-way-to-improve-solution-development)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jenkinsistheway.io: Alert Management in the Kubernetes Tools ecosystem.
-  - [jenkinsistheway.io: Jenkins is the way to DevSecOps. Cybersecurity CI/CD](https://jenkinsistheway.io/user-story/to-devsecops)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jenkinsistheway.io: Jenkins is the way to DevSecOps. Cybersecurity CI/CD in the Kubernetes Tools ecosystem.
-  - [cd.foundation: Going Cloud Native with Jenkins Kubernetes Operator](https://cd.foundation/blog/2021/09/02/going-cloud-native-with-jenkins-kubernetes-operator)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cd.foundation: Going Cloud Native with Jenkins Kubernetes Operator in the Kubernetes Tools ecosystem.
-  - [Wikipedia.org: Groovy](https://en.wikipedia.org/wiki/Apache_Groovy)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia.org: Groovy in the Kubernetes Tools ecosystem.
-  - [Dzone refcard: Groovy, a Rapid-Development JVM Language](https://dzone.com/refcardz/groovy)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone refcard: Groovy, a Rapid-Development JVM Language in the Kubernetes Tools ecosystem.
-  - [dzone: Groovy Goodness: Using The Call Operator](https://dzone.com/articles/groovy-goodness-using-the-call-operator)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Groovy Goodness: Using The Call Operator in the Kubernetes Tools ecosystem.
-  - [udemy.com: Master Jenkins CI For DevOps and Developers](https://www.udemy.com/the-complete-jenkins-course-for-developers-and-devops)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering udemy.com: Master Jenkins CI For DevOps and Developers in the Kubernetes Tools ecosystem.
-  - [udemy.com: Learn DevOps: CI/CD with Jenkins using Pipelines and Docker](https://www.udemy.com/learn-devops-ci-cd-with-jenkins-using-pipelines-and-docker)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering udemy.com: Learn DevOps: CI/CD with Jenkins using Pipelines and Docker in the Kubernetes Tools ecosystem.
-  - [medium: Jenkins Jobs as Code with Groovy DSL (Job DSL plugin) 🌟](https://tech.gogoair.com/jenkins-jobs-as-code-with-groovy-dsl-c8143837593a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Jenkins Jobs as Code with Groovy DSL (Job DSL plugin) 🌟 in the Kubernetes Tools ecosystem.
-  - [Dzone refcard: **Continuous Delivery with Jenkins Pipeline** 🌟](https://dzone.com/refcardz/continuous-delivery-with-jenkins-pipeline)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone refcard: **Continuous Delivery with Jenkins Pipeline** 🌟 in the Kubernetes Tools ecosystem.
-  - [DZone refcard: declarative pipeline with jenkins 🌟](https://dzone.com/refcardz/declarative-pipeline-with-jenkins)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering DZone refcard: declarative pipeline with jenkins 🌟 in the Kubernetes Tools ecosystem.
-  - [magalix.com: Create a CI/CD pipeline with Kubernetes and Jenkins (Ansible,' Docker, Golang App) 🌟](https://www.magalix.com/blog/create-a-ci/cd-pipeline-with-kubernetes-and-jenkins)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering magalix.com: Create a CI/CD pipeline with Kubernetes and Jenkins (Ansible,' Docker, Golang App) 🌟 in the Kubernetes Tools ecosystem.
-  - [dzone: learn how to setup a cicd pipeline from scratch 🌟](https://dzone.com/articles/learn-how-to-setup-a-cicd-pipeline-from-scratch)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: learn how to setup a cicd pipeline from scratch 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: jenkins cicd getting started with groovy and docker](https://medium.com/@fvtool/jenkins-cicd-getting-started-with-groovy-and-docker-containers-part-2-b03a1b934a49)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: jenkins cicd getting started with groovy and docker in the Kubernetes Tools ecosystem.
-  - [Dzone: Top 10 Best Practices for Jenkins Pipeline](https://dzone.com/articles/top-10-best-practices-for-jenkins-pipeline)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Top 10 Best Practices for Jenkins Pipeline in the Kubernetes Tools ecosystem.
-  - [cuelogic.com: Decoding Pipeline as Code (With Jenkins) 🌟](https://www.cuelogic.com/blog/pipeline-as-code)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cuelogic.com: Decoding Pipeline as Code (With Jenkins) 🌟 in the Kubernetes Tools ecosystem.
-  - [stackoverflow.com: Can I have an entire declarative pipeline defined and' parameterized in a shared library?](https://stackoverflow.com/questions/45889796/can-i-have-an-entire-declarative-pipeline-defined-and-parameterized-in-a-shared)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stackoverflow.com: Can I have an entire declarative pipeline defined and' parameterized in a shared library? in the Kubernetes Tools ecosystem.
-  - [jjba.dev: Jenkins Shared Library with Unit tests](https://jjba.dev/posts/jenkins-shared-library)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jjba.dev: Jenkins Shared Library with Unit tests in the Kubernetes Tools ecosystem.
-  - [Dzone: Running Jenkins Server With Configuration-as-Code 🌟](https://dzone.com/articles/running-jenkins-server-with-configuration-as-code)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Running Jenkins Server With Configuration-as-Code 🌟 in the Kubernetes Tools ecosystem.
-  - [cloudbees.com: CloudBees Core Configuration as Code](https://www.previous.cloudbees.com/blog/cloudbees-core-configuration-code-preview)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudbees.com: CloudBees Core Configuration as Code in the Kubernetes Tools ecosystem.
-  - [iceburn.medium.com: Jenkins Configuration As Code](https://iceburn.medium.com/jenkins-configuration-as-code-afd9031a42c9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering iceburn.medium.com: Jenkins Configuration As Code in the Kubernetes Tools ecosystem.
-  - [docs.openstack.org: Jenkins Job Builder](https://docs.openstack.org/infra/jenkins-job-builder/index.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.openstack.org: Jenkins Job Builder in the Kubernetes Tools ecosystem.
-  - [faun.pub: Automate Jenkins Pipelines management with Jenkins Job Builder' 🌟](https://faun.pub/automate-jenkins-pipelines-management-6e771b5890f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Automate Jenkins Pipelines management with Jenkins Job Builder' 🌟 in the Kubernetes Tools ecosystem.
-  - [dzone: how to setup scalable jenkins on top of a kubernetes cluster](https://dzone.com/articles/how-to-setup-scalable-jenkins-on-top-of-a-kubernet)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: how to setup scalable jenkins on top of a kubernetes cluster in the Kubernetes Tools ecosystem.
-  - [7 Ways to Optimize Jenkins](https://www.sitepoint.com/7-ways-optimize-jenkins)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering 7 Ways to Optimize Jenkins in the Kubernetes Tools ecosystem.
-  - [Build CI/CD Multibranch Pipeline with Jenkins and Kubernetes 🌟](https://medium.com/@peiruwang/build-ci-cd-multibranch-pipeline-with-jenkins-and-kubernetes-637de560d55a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Build CI/CD Multibranch Pipeline with Jenkins and Kubernetes 🌟 in the Kubernetes Tools ecosystem.
-  - [blazemeter.com: Top Jenkins Plugins You Can’t Miss in 2018](https://www.blazemeter.com/blog/top-jenkins-plugins-you-cant-miss-in-2018)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blazemeter.com: Top Jenkins Plugins You Can’t Miss in 2018 in the Kubernetes Tools ecosystem.
-  - [jrebel.com: Top 10 Jenkins Plugins and Features (2014)](https://www.jrebel.com/blog/top-10-jenkins-plugins-and-features)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jrebel.com: Top 10 Jenkins Plugins and Features (2014) in the Kubernetes Tools ecosystem.
-  - [medium: ECS Jenkins Plugin to create ephemeral Slaves in Fargate](https://medium.com/@jportasa/ecs-jenkins-plugin-to-create-ephemeral-slaves-in-fargate-8cb80b46fb75)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: ECS Jenkins Plugin to create ephemeral Slaves in Fargate in the Kubernetes Tools ecosystem.
-  - [cd.foundation: Bringing Blue Ocean into the future of Jenkins](https://cd.foundation/blog/2021/09/02/bringing-blue-ocean-into-the-future-of-jenkins)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cd.foundation: Bringing Blue Ocean into the future of Jenkins in the Kubernetes Tools ecosystem.
-  - [medium: prometheus and grafana dashboard](https://medium.com/@gangsta_black/grafana-cool-dashboard-for-monitoring-jenkins-with-prometheus-c7ba4f1c6297)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: prometheus and grafana dashboard in the Kubernetes Tools ecosystem.
-  - [Building Docker images when running Jenkins in Kubernetes](https://www.reddit.com/r/jenkinsci/comments/ctirsc/building_docker_images_when_running_jenkins_in)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Building Docker images when running Jenkins in Kubernetes in the Kubernetes Tools ecosystem.
-  - [medium: quickstart ci with jenkins and docker in docker](https://medium.com/swlh/quickstart-ci-with-jenkins-and-docker-in-docker-c3f7174ee9ff)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: quickstart ci with jenkins and docker in docker in the Kubernetes Tools ecosystem.
-  - [CloudBees Releases Another Industry First: Feature Flagging for On-Premise' Use 🌟](https://www.previous.cloudbees.com/press/cloudbees-releases-another-industry-first-feature-flagging-premise-use)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering CloudBees Releases Another Industry First: Feature Flagging for On-Premise' Use 🌟 in the Kubernetes Tools ecosystem.
-## CI-CD
-
-### Build Acceleration
-
-#### Performance Optimization
-
-  - **(2026)** [CloudBees Accelerator](https://www.cloudbees.com) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An enterprise build and test acceleration platform designed to distribute compilation and test execution tasks across an optimized cluster. Minimizes execution cycle duration for high-concurrency systems.
-  - **(2021)** [How to Speed Up Software Development with Build and Test Acceleration Tools](https://www.cloudbees.com/blog)  [COMMUNITY-TOOL] β€” Discusses the business and technical value of distributed build acceleration systems. Analyzes build parallelization constraints, dependency mapping, and caching strategies to maximize developer productivity.
-### Containerization
-
-#### Docker
-
-  - **(2019)** [itnext.io: docker in docker](https://itnext.io/docker-in-docker-521958d34efd) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Architectural analysis of executing Docker commands inside a Docker container (DinD). Discusses security implications, privileged access requirements, and alternative approaches like mounting the host's Docker socket.
-#### Networking
-
-  - **(2018)** [**ref1: docker build --network=host**](https://github.com/awslabs/amazon-eks-ami/issues/183) ⭐ 2651  🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A long-standing GitHub issue discussing Docker build networking constraints, specifically regarding the utilization of host-networking. Valuable for troubleshooting build-time network discovery and enterprise proxy traversal.
-### Enterprise Platforms
-
-#### SAP
-
-  - **(2026)** [sap.github.io/jenkins-library](https://www.project-piper.io) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Project Piper home, representing SAP's official, reusable shared library and preconfigured pipeline templates for Jenkins. Simplifies standardized development, automated compliance validation, and deployment steps inside SAP cloud ecosystems.
-  - **(2020)** [blogs.sap.com: Continuous quality using plugins and Jenkins (ABAP & UI5)](https://blogs.sap.com/2020/10/18/continuous-quality-using-plugins-and-jenkins-abap-ui5)  [LEGACY] β€” Outlines technical practices for ensuring SAP application code quality utilizing automated Jenkins pipelines. Introduces test automation execution structures for both legacy ABAP backends and modern UI5 frontend projects.
-  - **(2020)** [blogs.sap.com: CI/CD Tools for SAP Cloud Platform ABAP Environment](https://blogs.sap.com/2020/10/22/ci-cd-tools-for-sap-cloud-platform-abap-environment)  [COMMUNITY-TOOL] β€” Details native CI/CD tools and integration patterns optimized for the SAP Cloud Platform ABAP environment. Demonstrates automated artifact builds, transport releases, and compliance workflows.
-### Feature Flagging
-
-#### Mobile Development
-
-  - **(2020)** [rollout.io: CloudBees Rollout Tutorial: Feature Flagging in your React Native App in 5 minutes](https://www.cloudbees.com/blog/rollout-tutorial-feature-flagging-your-react-native-app-5-minutes)  [COMMUNITY-TOOL] β€” Explains how to integrate CloudBees Rollout (now CloudBees Feature Management) within a React Native mobile application. Demonstrates remote configuration updates and run-time feature toggle management without re-releasing code.
-#### Reliability
-
-  - **(2021)** [How to Disable Code: The Developer's Production Kill Switch 🌟](https://www.cloudbees.com/blog/how-disable-code-developers-production-kill-switch)  [COMMUNITY-TOOL] β€” Conceptual guide detailing the architecture of application "kill switches" using modern feature flagging frameworks. Discusses the trade-offs between static environment configurations and dynamic, real-time control mechanisms.
-### Jenkins
-
-#### .NET
-
-  - **(2021)** [youtube: MSBuild With Jenkins | Jenkins For C# / .NET Applications](https://www.youtube.com/watch?v=uC7vajbnZS4)  [COMMUNITY-TOOL] β€” A visual step-by-step tutorial for compiling C# and enterprise .NET applications using MSBuild and Jenkins. It details configuring build triggers, workspace setup, and MSBuild plugin integrations.
-#### Administration
-
-  - **(2020)** [jenkins.io 2020-05-06: Slave to Agent renaming. Renaming of the official Docker images for Jenkins agents](https://www.jenkins.io/blog/2020/05/06/docker-agent-image-renaming)  [LEGACY] β€” Documents the official deprecation and refactoring of legacy terms like 'slave' to the inclusive 'agent' across the Jenkins UI, API layers, and baseline Docker registry images.
-  - **(2020)** [On Jenkins Terminology Updates](https://www.jenkins.io/blog/2020/06/18/terminology-update)  [LEGACY] β€” Detailed administrative guide exploring global updates regarding inclusive terminology within the Jenkins ecosystem, describing deprecated configurations and the transition plan for third-party plugin developers.
-#### Agent Management
-
-  - **(2021)** [Jenkins Remoting monitoring with OpenTelemetry Plugin 🌟](https://github.com/jenkinsci/remoting-opentelemetry-plugin) ⭐ 15  [JAVA CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” This repository implements agent trace propagation by reporting telemetry data of Jenkins Remoting protocols. By wrapping the remoting layer, it helps isolate latency issues and keep-alive failures between controllers and remote agents.
-  - **(2021)** [jenkins.io: Jenkins Remoting Monitoring 🌟](https://www.jenkins.io/projects/gsoc/2021/projects/remoting-monitoring) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” A Google Summer of Code project focused on modernizing the observability of Jenkins controller-agent communication paths. Exposes remote protocol metrics and traces to assist platform teams in troubleshooting flaky connections.
-  - **(2021)** [Jenkins: Agents Monitoring End User Survey](https://docs.google.com/forms/d/e/1FAIpQLSdiuQN3sm2mQ2E86VTXVXu7bf_9C0hVdzhw2_Kvu3DFqL7EZA/viewform) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” User research survey focused on identifying operational pain points in Jenkins agent monitoring. Highlighted community demand for tracing agent communication channels, particularly utilizing "Jenkins Remoting Keep Alive" messages as distributed traces for proactive connection diagnostics.
-#### Automation
-
-  - **(2016)** [jenkinsci/jenkins-scripts 🌟](https://github.com/jenkinsci/jenkins-scripts) [GROOVY CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A curated collection of utility Groovy scripts for managing, troubleshooting, and diagnosing issues within Jenkins master-agent configurations. Indispensable for automation administrators performing bulk operations.
-#### Containerization (1)
-
-  - **(2020)** [code-maze.com: ci jenkins docker](https://code-maze.com/ci-jenkins-docker)  [COMMUNITY-TOOL] β€” A tutorial guiding engineers on deploying and orchestrating Jenkins pipelines inside Docker containers. Emphasizes workflow automation, environment isolation, and clean container cleanup during continuous integration runs.
-#### Containers
-
-  - **(2021)** [jenkins.io: Docker image updates](https://www.jenkins.io/blog/2021/02/08/docker-base-os-upgrade)  [COMMUNITY-TOOL] β€” A release bulletin reviewing base operating system upgrades from Debian Stretch to Buster across official Jenkins Docker images, improving stability and applying critical system security updates.
-  - **(2020)** [Windows Docker Agent Images: General Availability 🌟](https://www.jenkins.io/blog/2020/05/11/docker-windows-agents)  [COMMUNITY-TOOL] β€” Announces general availability of official Windows-based Docker agent images for Jenkins. This enables enterprise teams to natively compile, package, and test .NET framework workloads inside native Windows containers.
-  - **(2014)** [Official Jenkins Docker image](https://github.com/michaelneale/jenkins-ci.org-docker) [SHELL CONTENT]  [LEGACY] β€” This repository represents the historic, community-managed Docker packaging of Jenkins. Note: Live grounding shows this repository is legacy/archived, as official operations have consolidated into the core jenkinsci/jenkins repositories.
-#### Data Persistence
-
-  - **(2020)** [External Fingerprint Storage Phase-1 Updates](https://www.jenkins.io/blog/2020/06/27/external-fingerprint-storage) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Details architectural updates to decouple Jenkins file fingerprinting from local disk storage. By transitioning to externalized storage models, it allows multi-controller environments to share build artifact tracking data seamlessly.
-  - **(2020)** [Redis Fingerprint Storage Plugin](https://github.com/jenkinsci/redis-fingerprint-storage-plugin) ⭐ 5  [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Practical implementation of Jenkins' external fingerprint storage framework utilizing Redis. Solves local disk IO bottlenecks by shifting artifact tracking records to an in-memory Redis cluster, enhancing controller scalability.
-#### High Availability
-
-  - **(2019)** [templates.cloudonaut.io: Jenkins 2.0: highly available master and dynamic agents](https://templates.cloudonaut.io/en/stable/jenkins) [YML CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Comprehensive configuration templates for building resilient AWS-native Jenkins configurations. Features a highly available active master setup integrated with auto-scaling dynamic build agents on Amazon ECS.
-#### Industry Standards
-
-  - **(2020)** [aws.amazon.com/blogs: Why Jenkins still continuously serves developers 🌟](https://aws.amazon.com/blogs/opensource/why-jenkins-still-continuously-serves-developers)  [COMMUNITY-TOOL] β€” An AWS technical analysis detailing why Jenkins remains a widely used CI/CD platform. It highlights its plugin ecosystem, massive deployment base, and adaptability within highly customized cloud-native environments.
-#### Infrastructure
-
-  - **(2022)** [linkedin: Jenkins Server setup with dynamic worker nodes](https://www.linkedin.com/pulse/jenkins-server-setup-dynamic-worker-nodes-shishir-khandelwal)  [COMMUNITY-TOOL] β€” This architectural piece covers setting up a dynamic, cost-efficient Jenkins platform using containerized worker nodes. It details cloud integrations to spin up ephemeral worker pods on demand.
-#### Kubernetes Integration
-
-  - **(2020)** [itnext.io: Jenkins: running workers in Kubernetes and Docker images build](https://itnext.io/jenkins-running-workers-in-kubernetes-and-docker-images-build-83299a10f3ca) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An advanced engineering deep dive into launching dynamic Jenkins workers in Kubernetes pods. It covers the complex problem of secure container-in-container image compilation using tools like Kaniko.
-#### Networking (1)
-
-  - **(2020)** [WebSocket support in now available for Jenkins CLI and agent networking!](https://www.jenkins.io/blog/2020/02/02/web-socket) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Details WebSocket support for the Jenkins CLI and inbound build agent execution layers. This allows routing all control-plane transport safely over standard, firewalled HTTP/HTTPS network architectures.
-  - **(2020)** [webhookrelay.com: Receive Github webhooks on Jenkins without public IP 🌟](https://webhookrelay.com/blog/github-jenkins-guide)  [COMMUNITY-TOOL] β€” A networking guide demonstrating how to use Webhook Relay to forward incoming GitHub triggers to internal, private Jenkins instances without exposing open ports to the public internet.
-#### Observability
-
-  - **(2026)** [Jenkins opentelemetry-plugin 🌟](https://github.com/jenkinsci/opentelemetry-plugin) ⭐ 124  [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” Integrates Jenkins with OpenTelemetry to export performance metrics, agent health, and pipeline run traces directly to modern APM backends. Provides native visibility into build duration bottlenecks and system resource consumption across distributed build architectures.
-  - **(2016)** [influxdb-plugin](https://github.com/jenkinsci/influxdb-plugin) ⭐ 56  [JAVA CONTENT] 🌟 [COMMUNITY-TOOL] β€” Jenkins plugin that writes build results, duration, and test data directly to an InfluxDB database. Highly suitable for teams that rely on InfluxDB for time-series infrastructure monitoring and custom operational dashboards.
-  - **(2020)** [youtube.com: CloudBeesTV - How to Monitor Jenkins With Grafana and Prometheus 🌟](https://www.youtube.com/watch?v=3H9eNIf9KZs&ab_channel=CloudBeesTV)  [COMMUNITY-TOOL] β€” A practical video guide demonstrating Jenkins health and performance monitoring using Prometheus and Grafana. Explains the deployment of the Prometheus plugin to expose controller metrics and the configuration of standardized dashboards.
-#### Open Source Ecosystem
-
-  - **(2011)** [github.com/jenkinsci 🌟](https://github.com/jenkinsci) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The master open-source organization repository on GitHub housing the core Jenkins server source and thousands of community plugins. It is the primary engineering base for modernizing Jenkins capabilities.
-#### Performance Optimization (1)
-
-  - **(2021)** [youtube - CloudBeesTV: Jenkins Performance: Avoiding Pitfalls, Diagnosing Issues & Scaling for Growth](https://www.youtube.com/watch?v=yTafQ-e84eY) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A comprehensive technical deep-dive into Jenkins scaling challenges, garbage collection tuning, and heap size optimization. It outlines diagnostic strategies to mitigate UI slowness, agent connection drops, and pipeline execution bottlenecks within high-concurrency enterprise environments.
-#### Pipeline as Code
-
-  - **(2021)** [Jervis](https://github.com/samrocketman/jervis/wiki) ⭐ 271  [GROOVY CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Jenkins Receiving Versatile Infrastructure Script (Jervis) simplifies job lifecycle automation by supporting Travis CI-style YAML configurations natively in Jenkins. It enables declarative pipeline builds without complex Groovy setups.
-  - **(2020)** [SCM Filter Jervis YAML Plugin](https://plugins.jenkins.io/scm-filter-jervis) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” An auxiliary Jenkins plugin designed to parse and filter repositories using Jervis YAML configuration files. Promotes automated, multi-branch pipeline generation based on Git root metadata files.
-#### Roadmap
-
-  - **(2018)** [Jenkins: Shifting Gears 🌟🌟](https://www.jenkins.io/blog/2018/08/31/shifting-gears)  [COMMUNITY-TOOL] β€” The 'Shifting Gears' strategic blueprint outlining Jenkins Evergreen and efforts toward Cloud-Native Jenkins. It describes structural shifts towards cloud-native data stores, serverless build execution, and automated configurations.
-#### Telemetry
-
-  - **(2026)** [stats.jenkins.io 🌟](https://stats.jenkins.io)  [COMMUNITY-TOOL] β€” Live landing dashboard presenting global aggregated usage statistics of the Jenkins ecosystem. Tracks monthly active installations, plugin adoption counts, OS distributions, and version trends across the community.
-  - **(2018)** [jenkins-infra/jenkins-usage-stats 🌟](https://github.com/jenkins-infra/jenkins-usage-stats) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Official scripts and tools used by the Jenkins Infrastructure team to process, aggregate, and publish anonymous usage statistics from global Jenkins installations. Helps track plugin usage trends and version distributions.
-#### Tutorial
-
-  - **(2023)** [lambdatest.com: How To Set Up Continuous Integration With Git and Jenkins?](https://www.testmuai.com/blog/how-to-setup-continuous-integration-with-git-jenkins)  [COMMUNITY-TOOL] β€” A beginner guide outlining basic integrations between Git control layers and Jenkins CI servers. It walks through configuring automated polling, webhooks, SSH keys, and multi-branch pipeline pipelines.
-### Kubernetes Native
-
-#### Jenkins X
-
-  - **(2022)** [itnext.io/tagged/jenkins-x](https://itnext.io/tagged/jenkins-x) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Curated feed of tech posts detailing practical, hands-on implementations and configurations of Jenkins X within multi-cloud containerized environments. Useful for tracing evolution patterns.
-  - **(2019)** [itnext.io: Jenkins X β€” Managing Jenkins](https://itnext.io/jenkins-x-managing-jenkins-926f0e0f8bcf) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Detailed technical guide on installing, updating, and operating Jenkins X within a Kubernetes cluster. Compares serverless Jenkins engines with traditional stateful master architectures.
-  - **(2018)** [Youtube: Jenkins X: Continuous Delivery for Kubernetes with James Strachan](https://www.youtube.com/watch?v=BF3MhFjvBTU) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores Jenkins X architectures, GitOps patterns, and automated Helm chart management for rapid Kubernetes software delivery. Co-presented with deep-dives on DigitalOcean and standard orchestrator engines.
-### Serverless Pipelines
-
-#### Google Cloud Run
-
-  - **(2021)** [blog.csanchez.org: Serverless Jenkins Pipelines with Google Cloud Run](https://blog.csanchez.org/2021/06/15/serverless-jenkins-pipelines-with-google-cloud-run) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Demonstrates how to run scale-to-zero, serverless Jenkins pipelines executing build pods on Google Cloud Run. This approach eliminates master runtime overheads by wrapping job logic in highly portable container environments.
-## CICD
-
-### Administration (1)
-
-#### Migration Utilities
-
-  - **(2024)** [**Declarative Pipeline Migration Assistant 🌟**](https://plugins.jenkins.io/declarative-pipeline-migration-assistant) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” Assists teams in migrating legacy Freestyle Jenkins jobs into modern Declarative Pipelines. Best suited as a transitional tool for large-scale enterprise modernization efforts seeking to enforce pipeline-as-code patterns.
-  - **(2024)** [Declarative Pipeline Migration Assistant API 🌟](https://plugins.jenkins.io/declarative-pipeline-migration-assistant-api) [JAVA CONTENT] 🌟🌟🌟 [LEGACY] β€” The programmatic API layer backing the Declarative Pipeline Migration Assistant. Extends migration mechanisms, enabling developers to build custom converters for specialized legacy plugins during automated migration routines.
-### Artifact Management
-
-#### Build Dependencies
-
-  - **(2025)** [**Copy Artifact**](https://plugins.jenkins.io/copyartifact) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” Enables secure and parameterized copying of workspace artifacts between different Jenkins jobs. Crucial for non-pipeline or multi-stage legacy freestyle architectures, though modern pipeline-based artifact repositories are preferred.
-### Build Tools
-
-#### Maven
-
-  - **(2025)** [**pipeline-maven: Pipeline Maven Integration 🌟**](https://plugins.jenkins.io/pipeline-maven) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Provides rich integration between Apache Maven executions and Jenkins Pipelines. It automatically tracks build artifacts, processes downstream test results (Surefire, Failsafe), and manages Maven-based dependency triggering across internal jobs.
-### Containers (1)
-
-#### Docker Integration
-
-  - **(2021)** [CloudBees Docker Custom Build Environment](https://plugins.jenkins.io/docker-custom-build-environment) [JAVA CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Allows building projects inside a custom Docker container, providing an isolated build runtime. Generally succeeded by native Jenkins Pipeline declarative `agent { docker }` syntax, rendering this standalone plugin largely obsolete.
-### Jenkins (1)
-
-#### Reporting Plugins
-
-  - **(2024)** [performance-plugin](https://github.com/jenkinsci/performance-plugin) ⭐ 194  [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” This Jenkins CI plugin compiles, parses, and visualizes execution metrics from load testing utilities like JMeter, Taurus, and JUnit directly within build workflows. Architecturally, it helps teams enforce automated quality gates by failing pipelines based on strict metric thresholds (e.g., error percentages or response time limits).
-### Kubernetes and Cloud
-
-#### CLI Integrations
-
-  - **(2025)** [==Kubernetes CLI 🌟==](https://plugins.jenkins.io/kubernetes-cli) [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Wraps the `kubectl` CLI utility in Jenkins workflows, configuring cluster credentials (`kubeconfig`) securely within a controlled scope. Simplifies interactions with remote Kubernetes control planes across multiple environments directly from pipeline scripts.
-#### Cloud VM Agents
-
-  - **(2025)** [==Amazon EC2 plugin==](https://plugins.jenkins.io/ec2) [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Dynamically spins up EC2 instances as Jenkins build agents based on queue load, terminating them after idle thresholds are reached. Includes advanced IAM profile routing, VPC placement, Spot Instance support, and customizable AMI launch configurations.
-#### OpenShift Integration
-
-  - **(2023)** [openshift-login](https://plugins.jenkins.io/openshift-login) [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Provides automated authentication against OpenShift clusters inside Jenkins pipelines, handling token retrieval and renewal seamlessly. Secures interactions with OpenShift API servers using temporary ServiceAccount tokens or OAuth configs.
-  - **(2018)** [openshift-deployer](https://plugins.jenkins.io/openshift-deployer) [JAVA CONTENT] 🌟 [LEGACY] β€” An older plugin designed for deploying applications to OpenShift V2/V3 environments. Modern GitOps engines (ArgoCD) and OpenShift GitOps have largely replaced this plugin, rendering it legacy for newer cloud-native deployments.
-### Pipeline Definition
-
-#### Declarative Alternatives
-
-  - **(2024)** [Pipeline as YAML (Incubated) 🌟](https://plugins.jenkins.io/pipeline-as-yaml) [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An alternative Jenkins pipeline engine allowing users to define build structures inside YAML instead of Groovy. Caters to teams seeking standard YAML CI definitions comparable to GitHub Actions or GitLab CI/CD, bridging the gap for Jenkins setups.
-### Quality Assurance
-
-#### Code Coverage
-
-  - **(2025)** [**Code Average API**](https://plugins.jenkins.io/code-coverage-api) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Consolidates and visualizes code coverage metrics from diverse engines (JaCoCo, Cobertura, OpenClover) inside Jenkins. Offers customizable quality gates, coverage trends, and modern web UI integrations for early software quality enforcement.
-#### Linter Integrations
-
-  - **(2026)** [==Warnings Next Generation 🌟==](https://plugins.jenkins.io/warnings-ng) [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Collects and visualizes static analysis issues from over 100 compiler, linter, and scanner tools. Offers deep-dive dashboards, trend analysis, and granular quality-gates that dynamically fail builds on new warnings or security issues.
-#### Test Reporting
-
-  - **(2025)** [**Allure 🌟**](https://plugins.jenkins.io/allure-jenkins-plugin) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Generates beautiful, highly detailed Allure HTML reports directly inside Jenkins builds. Visualizes automated test suites execution timelines, categorizes historical test failures, and tracks instability patterns across runs.
-#### Testing Frameworks
-
-  - **(2024)** [**Robot Framework**](https://plugins.jenkins.io/robot) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Integrates Robot Framework test results within Jenkins pipelines. Captures HTML test outputs, generates interactive charts showing trends, and allows granular compliance and build quality gate integration based on test run metrics.
-  - **(2023)** [QF-Test](https://plugins.jenkins.io/qftest) [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Integrates QF-Test GUI automation results directly into Jenkins build pipelines. Tracks test execution metrics, outputs comprehensive reports, and generates quality pass/fail gates for Java Swing, JavaFX, and web applications.
-### SCM Integration
-
-#### Bitbucket
-
-  - **(2020)** [**Atlassian's new Bitbucket Server integration for Jenkins 🌟**](https://www.jenkins.io/blog/2020/01/08/atlassians-new-bitbucket-server-integration-for-jenkins) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Atlassian-supported integration linking Bitbucket Server and Jenkins. Optimizes webhook notifications, automates pull-request build triggers, and feeds build statuses directly back to Bitbucket's UI, streamlining the DevOps feedback loop.
-#### Git Standard
-
-  - **(2026)** [==git-plugin 🌟==](https://github.com/jenkinsci/git-plugin) ⭐ 689  [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The core, indispensable integration plugin for Git in Jenkins. It provides comprehensive support for Git operations, including clone optimizations, polling, tagging, submodules, and branch tracking across diverse Git hostings (GitHub, GitLab, Gitea).
-  - **(2025)** [**Git Forensics**](https://plugins.jenkins.io/git-forensics) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Analyzes Git repository commit histories to detect code smells, track code velocity, estimate file churn, and measure developer activity. Complements code quality scans by identifying high-risk areas of the codebase.
-#### Legacy SCM
-
-  - **(2020)** [CVS plugin](https://plugins.jenkins.io/cvs) [JAVA CONTENT] 🌟 [LEGACY] β€” Provides legacy Concurrent Versions System (CVS) integration with Jenkins. Mostly kept for historical retro-compatibility in legacy banking/industrial contexts, with Git having entirely superseded CVS in mainstream software development.
-#### SCM Core
-
-  - **(2026)** [==Pipeline: SCM Step (workflow-scm-step)==](https://www.jenkins.io/doc/pipeline/steps/workflow-scm-step) [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A foundational Jenkins Pipeline plugin providing the `checkout` step. Translates abstract SCM definitions into executable steps, maintaining critical source control parameters, commit histories, and changelogs across execution nodes.
-### User Interface
-
-#### Dashboard
-
-  - **(2021)** [Deploy Dashboard by Namecheap](https://plugins.jenkins.io/deploy-dashboard) [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A visualization plugin from Namecheap that helps track and showcase deployment progress across environments. Provides developers with a dashboard to quickly grasp which artifact version is running on staging, UAT, or production.
-#### Job Parameters
-
-  - **(2024)** [Extensible Choice Parameter](https://plugins.jenkins.io/extensible-choice-parameter) [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Extends Jenkins' basic choice parameter type by feeding build configuration fields dynamic data sources (such as Groovy scripts, text files, or global lists). Simplifies UI-driven parameterized builds significantly.
-  - **(2023)** [Parameter Separator](https://plugins.jenkins.io/parameter-separator) [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Enhances the visual layout of parameterized Jenkins jobs by adding custom line separators and CSS styled labels between fields. Helps organize massive build form structures for improved operator ergonomics.
-## CICD and DevOps
-
-### Enterprise Jenkins
-
-#### OpenShift Integration (1)
-
-  - **(2018)** [opensource.com: Running Jenkins builds in Openshift containers](https://opensource.com/article/18/4/running-jenkins-builds-containers) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Guide detailing the setup and execution of transient Jenkins agents within OpenShift containers. Focuses on orchestrating dynamic pod allocations for build execution, maximizing cluster efficiency and isolating build contexts.
-## CICD Foundations
-
-### Automation Philosophy
-
-#### Anti-Patterns
-
-  - **(2017)** [youtube: Jenkins World 2017: How to Use Jenkins Less 🌟](https://www.youtube.com/watch?v=Zeqc6--0eQw&ab_channel=CloudBeesTV) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A thought-provoking presentation encouraging engineers to decouple heavy domain logic from Jenkins specific DSL configurations, moving instead towards portable container runtimes. *Curator Insight*: Architectural presentation. *Live Grounding*: This decoupling remains the golden standard for cloud-native setups in 2026.
-#### Case Studies
-
-  - **(2020)** [slideshare.net: Jeff Geerling - Jenkins or: How I learned to stop worrying and love automation 🌟](https://www.slideshare.net/geerlingguy/jenkins-or-how-i-learned-to-stop-worrying-and-love-automation)  [COMMUNITY-TOOL] β€” Slide presentation by Jeff Geerling exploring automation fundamentals and CI/CD philosophy. Focuses on reduction of manual operations and managing server drift. *Curator Insight*: Historical perspective on automation. *Live Grounding*: Continues to serve as an industry reference for designing maintainable automation infrastructure.
-#### Velocity
-
-  - **(2021)** [itnext.io: Accelerate Development with Jenkins Pipelines and Continuous Integration](https://itnext.io/accelerate-development-with-jenkins-pipelines-and-continuous-integration-9a6c7857ccd2)  [COMMUNITY-TOOL] β€” Analyzes how standardized declarative pipelines accelerate team delivery times, reduce errors, and foster internal developer platforms. *Curator Insight*: Scaling delivery loops. *Live Grounding*: Explores how automated templates reduce engineering friction.
-### Learning Paths
-
-#### Jenkins Core
-
-  - **(2024)** [lambdatest.com: Jenkins Tutorial 🌟](https://www.testmuai.com/learning-hub/jenkins) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” An extensive Jenkins learning hub providing developer onboarding material covering setup, node orchestration, plugin configurations, and automated testing integrations. *Curator Insight*: Foundational learning path. *Live Grounding*: Useful for baseline developer onboarding though less representative of advanced IaC pipelines.
-  - **(2021)** [dev.to: Setting up a CI/CD with Jenkins](https://dev.to/kennethatria/setting-up-a-ci-cd-with-jenkins-4hln)  [COMMUNITY-TOOL] β€” A basic, hands-on tutorial detailing how to set up your first functional Jenkins instance, connect plugins, and build an execution flow. *Curator Insight*: Fundamental Jenkins setups. *Live Grounding*: Good for engineers seeking a fast onboarding path.
-  - **(2021)** [lambdatest.com: What Is Jenkins Used For? 🌟](https://www.testmuai.com/blog/what-is-jenkins)  [COMMUNITY-TOOL] β€” A high-level educational article describing the business value of Jenkins, its plugin ecosystem, and core deployment use cases. *Curator Insight*: Core fundamentals guide. *Live Grounding*: Useful resource for non-technical leadership onboarding.
-  - **(2021)** [youtube: Tech World with Nana - Jenkins Tutorial for Beginners](https://www.youtube.com/playlist?list=PLy7NrYWoggjw_LIiDK1LXdNN82uYuuuiC)  [COMMUNITY-TOOL] β€” A popular, high-density video tutorial playlist by Nana Janashia covering Jenkins architectures, shared libraries, container builds, and deployment workflows. *Curator Insight*: Comprehensive playlist. *Live Grounding*: Widely regarded as one of the best video onboarding courses for engineers learning Jenkins.
-  - **(2021)** [freecodecamp.org: Learn Jenkins by Building a CI/CD Pipeline 🌟](https://www.freecodecamp.org/news/learn-jenkins-by-building-a-ci-cd-pipeline)  [COMMUNITY-TOOL] β€” A hands-on FreeCodeCamp tutorial guiding developers through setting up pipelines with parallel stages and testing loops. *Curator Insight*: FreeCodeCamp walkthrough. *Live Grounding*: Excellent practice resource for developers learning standard Jenkinsfile structures.
 ## CICD Infrastructure
 
 ### Build and Packaging
@@ -641,410 +63,59 @@
 #### Custom Packager
 
   - **(2025)** [Jenkins Custom WAR Packager](https://github.com/jenkinsci/custom-war-packager) ⭐ 87  [JAVA CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” Duplicate citation verification for the Custom WAR Packager. Serves as the primary operational tool used to generate custom, pre-hardened enterprise Jenkins distributions tailored with pre-allocated configurations.
-### Configuration Management
-
-#### Ansible Roles
-
-  - **(2025)** [ansible-role-jenkins](https://github.com/geerlingguy/ansible-role-jenkins) ⭐ 852  [YAML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A widely adopted Ansible playbook automation framework for preparing enterprise Linux hosts to run Jenkins controllers. Includes baked-in configurations for repository keys, dependencies, and default configurations.
 ### Configuration as Code
 
-#### Developer Tooling
-
-  - **(2024)** [Visual Studio Code JCasC-Plugin 🌟](https://marketplace.visualstudio.com/items?itemName=jcasc-developers.jcasc-plugin) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” A high-performance developer editor tool designed to provide autocompletion, real-time schema linting, and context-aware validation syntax checks specifically for managing complex Jenkins Configuration as Code declarations.
 #### Docker Deployment
 
   - **(2025)** [Example of JCasC](https://github.com/halkeye-docker/docker-jenkins) ⭐ 16  [DOCKERFILE CONTENT] 🌟 [COMMUNITY-TOOL] β€” A practical reference architecture repository deploying containerized Jenkins masters using pre-mounted configurations and declarative configurations. Ideal for sandboxing configuration-as-code workflows.
-#### Enterprise Platforms (1)
+#### Enterprise Platforms
 
   - **(2025)** [docs.cloudbees.com: Configuration as Code for CloudBees Core on modern cloud platforms](https://docs.cloudbees.com/docs/cloudbees-ci/latest/casc-controller/distribute-casc-bundles-from-oc) [YAML CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Enterprise implementation architectural blueprint outlining how to distribute configuration as code (CasC) bundles safely from central Operations Centers down to managed controller clusters across dynamic Kubernetes namespaces.
-#### Jenkins JCasC
-
-  - **(2024)** [devops.com: Using jenkins configuration as code](https://devops.com/using-jenkins-configuration-as-code) [YAML CONTENT]  [LEGACY] β€” A practical industry analysis illustrating standard techniques for shifting legacy Jenkins controller provisioning workflows into git-centric, declaration-first structures. It presents a detailed taxonomy of automated setup validation strategies.
-#### Job Generation
-
-  - **(2025)** [**How to create initial "seed" job**](https://github.com/jenkinsci/configuration-as-code-plugin) ⭐ 2790  [GROOVY CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An operational setup manual detailing how to bootstrap a primary seed job inside configuration-as-code files. This enables the controller to dynamically generate all subsequent projects automatically on initial server launch.
-  - **(2025)** [Job DSL Plugin 🌟](https://plugins.jenkins.io/job-dsl) [GROOVY CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The baseline plugin enabling declarative, Groovy-driven definitions of Jenkins jobs and folders. Integrates seamlessly with configuration-as-code models to allow automatic scaling of massive delivery pipelines.
-  - **(2024)** [jenkins-job-builder.readthedocs.io 🌟](https://jenkins-job-builder.readthedocs.io/en/latest) [PYTHON CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” A specialized templating utility designed by OpenStack to parse YAML or JSON structures into standard Jenkins XML models. Enables highly-repeatable multi-job configuration scaling across multi-tenant servers.
-#### Plugin Management
-
-  - **(2024)** [cloudbees.com: All Tier 1 Plugins Support Configuration as Code 🌟🌟](https://www.cloudbees.com/blog/configuration-as-code-plugin-support) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Strategic report confirming unified validation efforts that confirm all Tier 1 Jenkins ecosystem components natively conform to standard JCasC schemas, securing enterprise stability for configuration-driven provisioning pipelines.
-### Core Architecture
-
-#### Deprecations
-
-  - **(2021)** [jenkins.io: Deprecating non-Java plugins](https://www.jenkins.io/blog/2021/12/22/deprecated-ruby-runtime) [JAVA CONTENT] [ADVANCED LEVEL]  [LEGACY] β€” Official engineering announcement detailing the sunset of legacy Ruby and Python runtime layers in modern core Jenkins installations. Emphasizes JVM optimization and security surface minimization.
-#### Foundations
-
-  - **(2024)** [devopscube.com: Jenkins Architecture Explained – Beginners Guide](https://devopscube.com/jenkins-architecture-explained) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A classic conceptual primer outlining standard architecture dynamics between Jenkins central control plane instances and scale-out worker agents. Delivers essential mental models for networking, agent provisioning, and persistence.
-#### Version Tracking
-
-  - **(2024)** [jenkins-version](https://github.com/jenkins-infra/jenkins-version) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” An infrastructure management micro-library maintaining core platform version maps. Used by operations modules to trace historical releases, coordinate security updates, and validate target software compatibility matrices.
 ### Dynamic Agents
 
-#### Docker Integration (1)
+#### Docker Integration
 
   - **(2024)** [devopscube.com: How to Setup Docker containers as Build Slaves for Jenkins](https://devopscube.com/docker-containers-as-build-slaves-jenkins) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A practical guide for implementing Dockerized executors, enabling dynamic allocation of ephemeral developer containers as isolated, on-demand agents. Ensures high container clean-room isolation across parallel builds.
-### Plugin Management (1)
-
-#### CLI Tooling
-
-  - **(2025)** [Plugin Installation Manager Tool](https://github.com/jenkinsci/plugin-installation-manager-tool) ⭐ 460  [JAVA CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A vital dependency management utility designed to download and package plugin bundles offline before launching controllers. Eradicates run-time dependency resolution issues inside restricted, isolated air-gapped container networks.
-#### Ecosystem Curations
-
-  - **(2024)** [devops.com: 15 must have Jenkins plugins to increase productivity](https://devops.com/15-must-jenkins-plugins-increase-productivity) [NONE CONTENT]  [COMMUNITY-TOOL] β€” An operational digest analyzing fifteen key plugin utilities critical to scaling production clusters, spanning monitoring hooks, dynamic cleanup scripts, and visual feedback mechanisms.
-  - **(2024)** [devteam.space: 10 Best Jenkins Plugins For DevOps](https://www.devteam.space/blog/10-best-jenkins-plugins-for-devops) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A comparative analysis evaluating the top 10 enterprise plugins critical for scaling CI/CD pipelines, highlighting security integrations, Kubernetes agent controllers, and pipeline visualization plugins.
-  - **(2019)** [dev.to: 8 Jenkins plugins I can't live without (2019)](https://dev.to/jcoelho/8-jenkins-plugins-i-cant-live-without-3bin) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A popular community catalog of essential plugins. Focuses on developer velocity, visual tracing, Slack interactions, and credential storage interfaces that form the foundation of efficient operations.
 ### Scalability and Resilience
 
-#### JVM Tuning
-
-  - **(2024)** [cloudbees.com: Enterprise JVM Administration and Jenkins Performance 🌟](https://www.cloudbees.com/blog/enterprise-jvm-administration-and-jenkins-performance) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Advanced runtime configuration analysis covering enterprise Heap allocations, Garbage Collection options, and kernel file descriptors. Guarantees predictable server response profiles under extreme execution loads.
 #### Kubernetes Agents
 
   - **(2024)** [devops.com: Kubernetes Jenkins Master-Slave: Scaling the Scalability Issue](https://devops.com/kubernetes-jenkins-master-slave-scaling-the-scalability-issue) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Technical deep-dive clarifying structural friction when scaling Dynamic Kubernetes Agents. Elaborates on cluster size optimizations, node selectors, and transient agent lifetimes.
-#### Log Archiving
-
-  - **(2024)** [Compress-buildlog](https://plugins.jenkins.io/compress-buildlog) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” An infrastructure optimization utility designed to compress massive console outputs. This tool saves valuable storage space on master volumes, reducing operational costs for high-throughput pipelines.
 #### Troubleshooting
 
-  - **(2024)** [cloudbees.com: The Two Most Common Issues with Jenkins and How to Fix Them 🌟](https://www.cloudbees.com/blog/most-common-issues-scaling-jenkins) [NONE CONTENT]  [COMMUNITY-TOOL] β€” An executive-level operational manual cataloging typical stability failures in high-volume environments (such as configuration lockouts and slow executor thread returns), offering quick mitigation plans for systems teams.
   - **(2020)** [cloudbees.com: Troubleshooting Jenkins Performance: Kubernetes Edition - Part 1 (2020) 🌟](https://www.cloudbees.com/blog/apm-tools-jenkins-performance) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Part one of an engineering diagnostic series for hunting down master slowdowns in Kubernetes clusters. Focuses on setting up proper application performance monitoring and resolving severe disk-level I/O latency blocks.
-  - **(2020)** [cloudbees.com: Troubleshooting Jenkins Performance: Kubernetes Edition - Part 2 (2020) 🌟](https://www.cloudbees.com/blog/application-performance-monitoring-tools) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Part two of the performance diagnostics guide, illustrating JVM thread profiling, profiling heavy database integrations, and configuring Kubernetes CPU/Memory resource constraints safely to prevent master eviction cycles.
-### Security and RBAC
-
-#### Jenkins Core (1)
-
-  - **(2020)** [JEP-224: System Read permission: Improve experience of Jenkins Configuration-as-Code users](https://www.jenkins.io/events/online-hackfest/2020-uiux) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A critical core Jenkins Enhancement Proposal introducing granular 'System Read' permissions. This structural interface improvement allows auditing engines and JCasC pipelines to safely parse configuration maps without exposing administrative keys.
-  - **(2020)** [Read-only Jenkins Configuration 🌟](https://www.jenkins.io/blog/2020/05/25/read-only-jenkins-announcement) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Core feature release detailing the security enforcement mechanism that locks out standard UI modification interactions. Once enabled, this read-only interface blocks administrative drift, preserving JCasC declarations as single-sources-of-truth.
-## CICD Pipeline
-
-### Jenkins Tools
-
-#### Validation and Linting
-
-  - **(2021)** [JM Meessen: Declarative Jenkinsfile Support](https://marketplace.visualstudio.com/items?itemName=jmMeessen.jenkins-declarative-support) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Provides targeted code snippets, auto-complete utilities, and syntax validations optimized for declarative Jenkinsfiles. It dramatically reduces developer syntax errors when managing complex multi-stage pipeline steps.
 ## CICD Pipeline Architecture
 
-### Developer Tooling (1)
-
-#### Editor Extension
-
-  - **(2024)** [marketplace.visualstudio.com: Jenkins Extension Pack: DontShaveTheYak](https://marketplace.visualstudio.com/items?itemName=DontShaveTheYak.jenkins-extension-pack) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A pre-curated editor extension pack tailored to optimize developer workflows. Includes custom Groovy autocompletion rules, pipeline linter commands, and snippets built around the DontShaveTheYak ecosystem.
-### Enterprise Templating
-
-#### DevSecOps Integration
-
-  - **(2023)** [cloudbees.com: Managing DevSecOps Pipelines at Scale with Jenkins Templating Engine](https://www.cloudbees.com/videos/jenkins-template-pipeline-devsecops) [GROOVY CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Video guide demonstrating how the Jenkins Templating Engine (JTE) enforces global security scanning policies and continuous validation controls across multi-tier software environments without individual pipeline customization.
-#### Jenkins JTE
-
-  - **(2024)** [plugins.jenkins.io/templating-engine: Jenkins Template Engine JTE 🌟](https://plugins.jenkins.io/templating-engine) [GROOVY CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An advanced alternative pipeline runtime engine decoupling overall operational workflows from specific developer tools. Rather than copy-pasting monolithic Jenkinsfiles, JTE allows central operations teams to provision abstract compliance configurations.
-### Jenkins Pipeline
-
-#### Best Practices
-
-  - **(2024)** [devops.com: Top 10 Best Practices for Jenkins Pipeline Plugin 🌟](https://devops.com/top-10-best-practices-for-jenkins-pipeline-plugin) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A fundamental playbook cataloging pipeline coding mistakes. Covers memory footprint reductions, parallel thread orchestrations, avoiding non-serializable objects, and managing global timeouts.
-#### Shared Libraries
-
-  - **(2024)** [DontShaveTheYak/jenkins-std-lib:  Jenkins Standard Shared Library 🌟](https://github.com/DontShaveTheYak/jenkins-std-lib) ⭐ 51  [GROOVY CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” A production-grade collection of reusable Groovy utilities providing standardized code blocks for dynamic build systems. This standard library speeds up custom pipeline composition.
-  - **(2024)** [lambdatest.com: How To Use Shared Libraries In A Jenkins Pipeline? 🌟](https://www.testmuai.com/blog/use-jenkins-shared-libraries-in-a-jenkins-pipeline) [GROOVY CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An industry-wide reference demonstrating the implementation of version-controlled, modular Jenkins Shared Libraries to streamline development. This approach encapsulates repeatable tasks inside global Groovy modules, minimizing configuration drift and maximizing pipeline standardization.
-### Modernization
-
-#### Migration
-
-  - **(2022)** [infracloud.io: Migrating Jenkins Freestyle Job to Multibranch Pipeline 🌟](https://www.infracloud.io/blogs/jenkins-freestyle-pipeline-migration) [NONE CONTENT]  [LEGACY] β€” An extensive structural migration blueprint detailing the step-by-step logic, pattern conversions, and pitfalls associated with transitioning legacy UI-defined Freestyle jobs to multibranch pipeline declarations.
-#### Scm Integration
-
-  - **(2021)** [youtube: How to Create a Bitbucket Cloud Branch Source Multibranch Pipeline in Jenkins](https://www.youtube.com/watch?v=LNfthmZuRDI&ab_channel=CloudBeesTV) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An instructional overview outlining how to orchestrate high-performance multibranch pipelines using Bitbucket Cloud source managers, ensuring real-time testing and webhook synchronization across dynamic repository branches.
-### Pipeline Execution
-
-#### Parallel Execution
-
-  - **(2019)** [Matrix 🌟](https://www.jenkins.io/blog/2019/11/22/welcome-to-the-matrix) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” A core feature enabling developers to configure multi-dimensional test combinations across parallel agents. Greatly accelerates feedback loops for applications targeting diverse platforms.
-### Pipeline Testing
-
-#### Linting
-
-  - **(2025)** [Pipeline Development Tools (Command-line Pipeline Linter)](https://www.jenkins.io/doc/book/pipeline/development) [NONE CONTENT]  [COMMUNITY-TOOL] β€” The standard linting interface built to parse dynamic Jenkinsfiles against syntax engines. Ensures early discovery of Groovy typos, security blocks, and formatting errors before pipelines run on physical infrastructure.
-#### Local Execution
-
-  - **(2025)** [Jenkinsfile Runner Test Framework](https://github.com/jenkinsci/jenkinsfile-runner-test-framework) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A dedicated integration test harness designed to systematically validate pipeline structures using localized Jenkinsfile Runner micro-runtimes. Ensures robust sanity checking without deploying configurations to dynamic server nodes.
-#### Unit Testing
-
-  - **(2025)** [**Jenkins Pipeline Unit testing framework**](https://github.com/jenkinsci/JenkinsPipelineUnit) ⭐ 1585  [GROOVY CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The standard community pipeline testing toolkit. Simplifies verifying multi-step pipeline syntax, credential queries, and shared libraries within local mock environments, accelerating delivery validation times.
 ### Serverless Jenkins
 
-#### Local Execution (1)
+#### Local Execution
 
   - **(2025)** [Jenkinsfile Runner](https://github.com/jenkinsci/jenkinsfile-runner) ⭐ 1203  [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An ephemeral, lightweight execution engine that encapsulates Jenkins pipelines outside a persistent master daemon. This tool runs custom pipelines as short-lived, isolated single-use tasksβ€”ideal for cloud-native serverless orchestrators like Knative or AWS Fargate.
-## CICD Pipelines
-
-### Code Quality
-
-#### SonarQube and Maven
-
-  - **(2021)** [youtube: Jenkins and Sonarqube Integration with Maven | SonarScanner for Maven and Integrate with Jenkins](https://www.youtube.com/watch?v=yEyVXUExSqs&ab_channel=DevOpsHint)  [COMMUNITY-TOOL] β€” Demonstrates connecting Maven projects with SonarQube quality gates during Jenkins build pipelines to ensure code security. *Curator Insight*: Code quality gates. *Live Grounding*: Fundamental in DevSecOps pipelines ensuring security scans occur before deployment.
-#### Test Automation
-
-  - **(2021)** [youtube LambdaTest: Jenkins Tutorial For Beginners | Part 9 | Cross Browser Testing With LambdaTest Jenkins Plugin](https://www.youtube.com/watch?v=x5cyrE9ecis&ab_channel=LambdaTest)  [COMMUNITY-TOOL] β€” Shows integration of the LambdaTest automated cross-browser matrix plugin inside Jenkins pipeline stages. *Curator Insight*: UI and browser testing. *Live Grounding*: Critical for frontend systems to execute visual verification and cross-browser coverage during the CI stage.
-  - **(2021)** [automationqahub.com: How To Publish ExtentReport Using Jenkins](https://automationqahub.com/how-to-publish-extentreport-using-jenkins)  [COMMUNITY-TOOL] β€” Shows how to integrate the Jenkins HTML Publisher plugin to generate interactive ExtentReport test reports inside build views. *Curator Insight*: Publishing test metrics. *Live Grounding*: Essential for making automation test feedback available inside build dashboards.
-### Configuration Management (1)
-
-#### Environment Variables
-
-  - **(2022)** [lambdatest.com: How To Set Jenkins Pipeline Environment Variables? 🌟](https://www.testmuai.com/blog/set-jenkins-pipeline-environment-variables-list)  [COMMUNITY-TOOL] β€” An operational guide detailing how to declare, set, and override global and local environment variables in Jenkins declarative and scripted pipelines. *Curator Insight*: Environment variable syntax tutorial. *Live Grounding*: Crucial for maintaining clean parameterization and securing configurations outside application code.
-#### Notifications
-
-  - **(2021)** [automationreinvented.blogspot.com: How to send email notification in Jenkins using Groovy Script?](https://automationreinvented.blogspot.com/2021/06/how-to-send-email-notification-in.html)  [LEGACY] β€” Shows how to write custom Groovy scripts to generate context-aware email notifications at key stages of pipeline execution. *Curator Insight*: Custom notifications. *Live Grounding*: Though legacy compared to modern Slack/Teams webhooks, it remains widely used in enterprise setups.
-  - **(2021)** [dev.to: Send notification to slack from the Jenkins CI Job and Jenkinsfile](https://dev.to/eavnitech/send-notification-to-slack-from-the-jenkins-ci-job-and-jenkinsfile-e-avni-tech-2lm5)  [COMMUNITY-TOOL] β€” A walkthrough demonstrating how to wire Slack notifications directly to Jenkins post-build declarative blocks. *Curator Insight*: Slack chat notifications. *Live Grounding*: Crucial for ChatOps environments to share instant telemetry and status metrics across developer squads.
-#### Parameterized Builds
-
-  - **(2021)** [automationreinvented.blogspot.com: How to create parameterized job in Jenkins? What is parameterized build in Jenkins?](https://automationreinvented.blogspot.com/2021/08/how-to-create-parameterized-job-in.html)  [COMMUNITY-TOOL] β€” A guide illustrating how to set up runtime input parameters inside Jenkins to enable selective builds. *Curator Insight*: Parameter setups. *Live Grounding*: Key paradigm for allowing operators to input custom variables like deployment targets during ad-hoc pipelines.
-#### Shared Libraries (1)
-
-  - **(2021)** [community.jenkins.io: DSTY - jenkins-std-lib (Shared Library) - Interact with files/directories using Groovy!](https://community.jenkins.io/t/dsty-jenkins-std-lib-shared-library-interact-with-files-directories-using-groovy/398) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Reviews an open-source Groovy standard library tailored for programmatic interactions with target host directory paths in pipeline pipelines. *Curator Insight*: Shared library systems. *Live Grounding*: Illustrates strategies for avoiding script-bloat in pipeline code bases.
-### Container Delivery
-
-#### Docker Integration (2)
-
-  - **(2021)** [youtube: Build Docker Image using Jenkins Pipeline | Push Docker Image to Docker Hub using Jenkins 🌟](https://www.youtube.com/watch?v=ShTC1u7_jew&ab_channel=DevOpsHint)  [COMMUNITY-TOOL] β€” A video guide describing how to construct Dockerfiles, run image builds inside Jenkins nodes, and ship artifacts to secure Docker registries. *Curator Insight*: Docker containerization flow. *Live Grounding*: Essential knowledge for delivery pipelines delivering containerized applications.
-  - **(2021)** [infoworld.com: Continuous integration with Docker and Jenkins](https://www.infoworld.com/article/2270388/continuous-integration-with-docker-and-jenkins.html)  [LEGACY] β€” A historical conceptual article introducing continuous integration patterns using Jenkins and Docker containers. *Curator Insight*: Legacy CI overview. *Live Grounding*: Primarily of historical value given modern cloud-native Kubernetes integrations.
-### Enterprise Integrations
-
-#### SAP Automation
-
-  - **(2021)** [blogs.sap.com: SAP Cloud Integration automated testing using Jenkins and Pipeline as a Code approach](https://blogs.sap.com/2021/07/29/sap-cloud-integration-automated-testing-using-jenkins-and-pipeline-as-a-code-approach) [ADVANCED LEVEL]  [LEGACY] β€” An enterprise case study explaining how to build automated integration testing using SAP Cloud integrations inside a Jenkins Pipeline-as-Code architecture. *Curator Insight*: SAP Jenkins automated pipeline. *Live Grounding*: Essential for systems architects needing to standardize automated delivery in legacy enterprise networks.
-### Job Triggering
-
-#### Cron Scheduling
-
-  - **(2021)** [automationreinvented.blogspot.com: How to schedule a job in Jenkins pipeline? How to run automation suite everyday with auto trigger scheduler?](https://automationreinvented.blogspot.com/2021/05/how-to-schedule-job-in-jenkins-pipeline.html)  [COMMUNITY-TOOL] β€” Walks through cron syntax integrations inside declarative pipelines to handle nightly build operations and scheduled automation triggers. *Curator Insight*: Scheduled job triggers. *Live Grounding*: Critical for configuring resource-intensive smoke tests to execute during low-traffic windows.
-### Pipeline Patterns
-
-#### Declarative vs Scripted
-
-  - **(2021)** [youtube/Bribe By Bytes: Jenkins Pipelines | Pipeline Concept | Types of Pipelines | Part 1](https://www.youtube.com/watch?v=iddMXjmr7mk&ab_channel=BribeByBytes)  [COMMUNITY-TOOL] β€” Covers declarative versus scripted pipelines in Jenkins, defining the programmatic DSL paradigms and stage blocks inside modern Jenkinsfiles. *Curator Insight*: Compares pipeline design models. *Live Grounding*: While declarative is the industry default, scripted pipeline syntax remains critical for custom Groovy orchestration.
-  - **(2021)** [itnext.io: Jenkins Tutorial β€” Part 1 β€” Pipelines 🌟](https://itnext.io/jenkins-tutorial-part-1-pipelines-bd1397cf5509)  [COMMUNITY-TOOL] β€” A detailed multi-part series covering parameterized builds, variable contexts, parallel phases, and interactive user inputs. *Curator Insight*: Multi-step pipelines deep dive. *Live Grounding*: Highly regarded learning path that guides engineers from basics to complex production Jenkinsfiles.
-#### Execution Steps
-
-  - **(2021)** [youtube - CloudBeesTV: How to Run a Shell Script in Jenkins Pipeline 🌟](https://www.youtube.com/watch?v=mbeQWBNaNKQ&ab_channel=CloudBeesTV)  [COMMUNITY-TOOL] β€” A hands-on video showcasing secure shell (`sh`) execution steps in Jenkins pipelines. Discusses return codes, parameter escaping, and environment overrides. *Curator Insight*: Quick shell integration. *Live Grounding*: Shell execution remains the baseline execution engine within standard continuous delivery runs.
-#### GitLab Integration
-
-  - **(2021)** [youtube: How to Create a GitLab Multibranch Pipeline in Jenkins](https://www.youtube.com/watch?app=desktop&v=y4XGFluzPHY&ab_channel=CloudBeesTV)  [COMMUNITY-TOOL] β€” Technical tutorial demonstrating how to integrate GitLab repository configurations with Jenkins multibranch pipelines. Walks through auto-discovering repository branches, handling webhook triggers for pull requests, and automating branch-specific builds. *Curator Insight*: Video tutorial on GitLab pipelines. *Live Grounding*: Essential for hybrid environments bridging traditional Jenkins setups with modern GitLab VCS topologies.
-#### GitOps
-
-  - **(2022)** [developers.redhat.com: A developer's guide to CI/CD and GitOps with Jenkins Pipelines](https://developers.redhat.com/articles/2022/01/13/developers-guide-cicd-and-gitops-jenkins-pipelines) [ADVANCED LEVEL]  [LEGACY] β€” A developer-focused guide by Red Hat covering best practices for declarative pipelines and GitOps strategies. *Curator Insight*: Red Hat pipeline strategy. *Live Grounding*: Highly valuable blueprint for organizations looking to integrate legacy Jenkins setups with GitOps loops.
-#### Pipeline Validation
-
-  - **(2021)** [fosstechnix.com: How to Validate Jenkinsfile using Visual Studio Code](https://www.fosstechnix.com/validate-jenkinsfile-using-visual-studio-code)  [COMMUNITY-TOOL] β€” Explains how to configure VS Code extensions to validate and lint declarative Jenkinsfiles before committing. *Curator Insight*: Local code linting. *Live Grounding*: Drastically reduces developer feedback loops by catching syntax errors before running builds on controllers.
-### Security
-
-#### Access Management
-
-  - **(2021)** [==Connecting and authenticating to Jenkins with Teleport Application Access==](https://github.com/gravitational/teleport/discussions/8330) ⭐ 20488  [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Explains how to secure Jenkins controller instances with identity-aware authorization proxies via Teleport Application Access. *Curator Insight*: Security gateways. *Live Grounding*: Critical blueprint for modern security compliance, eliminating the vulnerability of exposing Jenkins directly to the internet.
-#### Credentials Binding
-
-  - **(2021)** [jenkins.io: Git Username/Password Credentials Binding for sh, bat, and powershell 🌟](https://www.jenkins.io/blog/2021/07/27/git-credentials-binding-phase-1)  [COMMUNITY-TOOL] β€” Covers Jenkins secure credential binding updates, preventing execution shells (sh, bat, powershell) from exposing VCS passwords in public log systems. *Curator Insight*: Securing git commands. *Live Grounding*: Baseline security practice required to prevent credentials leakage.
-#### Secrets Management
-
-  - **(2021)** [developer.okta.com: Update App Secrets with Jenkins CI and .NET Core](https://developer.okta.com/blog/2021/07/08/jenkins-ci-dotnet-update-secrets)  [COMMUNITY-TOOL] β€” Demonstrates methods to safely inject environment variables and application secrets into .NET Core apps during CI builds using modern Jenkins plugins. *Curator Insight*: Secure secret injections. *Live Grounding*: Focuses on keeping access secrets out of code bases and pipeline configurations.
-## Cloud Integration
-
-### Artifact Storage
-
-#### Azure Integration
-
-  - **(2025)** [Azure Artifact Manager](https://plugins.jenkins.io/azure-artifact-manager) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Offloads traditional local file storage on Jenkins controllers by piping build artifacts directly into Azure Blob Storage. This guarantees high reliability, dynamic scaling of assets, and decreases workspace recovery delays.
-### Data Streaming
-
-#### AWS Integration
-
-  - **(2023)** [AWS Kinesis Consumer](https://plugins.jenkins.io/aws-kinesis-consumer) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Enables Jenkins to ingest messages from AWS Kinesis Streams to orchestrate pipeline builds. It acts as an integration gateway for event-driven workflows and real-time processing topologies.
 ## Cloud Native
 
-### AWS EKS
+### Continuous Integration
 
-#### Cluster Provisioning
+#### CI-CD Pipelines
 
-  - **(2024)** [**eksctl: EKS installer**](https://github.com/eksctl-io/eksctl) ⭐ 5203  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The official CLI orchestration tool for provisioning AWS EKS clusters. It compiles high-level YAML inputs into CloudFormation actions to automatically establish VPC, IAM, and worker nodes.
-## Community
+##### Red Hat OpenShift
 
-### Resources
+  - **(2021)** [developers.redhat.com: Deploy Helm charts with Jenkins CI/CD in Red Hat OpenShift 4 🌟](https://developers.redhat.com/articles/2021/05/24/deploy-helm-charts-jenkins-cicd-red-hat-openshift-4)  [COMMUNITY-TOOL] β€” Developer workflow demonstrating automated packaging and continuous delivery of Helm charts using Jenkins pipelines in OpenShift 4. Reviews the integration of enterprise security constraints and build processes.
+## Deployment and Delivery
 
-#### Brand and Design
+### CICD Platforms
 
-  - **(2021)** [docs.google.com: Jenkins Artwork Social Media & Open Graph Images](https://docs.google.com/presentation/d/1Q1PgNnRTgzBpVRXPqQo3PudzCa2eoc6_1_NRjFRMLrU/edit)  [COMMUNITY-TOOL] β€” A shared repository of official Jenkins marketing slide templates, community brand guidelines, and graphics resources. *Curator Insight*: Design assets. *Live Grounding*: Handy for technical presenters preparing team slides or design documents.
-#### Infrastructure Issues
+#### Kubernetes-Native CI
 
-  - **(2021)** [**github.com/jenkins-infra/jenkins.io/issues**](https://github.com/jenkins-infra/jenkins.io/issues) ⭐ 427  🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The official issue tracker for the Jenkins project documentation and core infrastructure. *Curator Insight*: Issues tracking portal. *Live Grounding*: Vital reference resource for looking up plugin deprecations and configuration workarounds.
-## Continuous Delivery
+  - **(2021)** [jenkins-x.io](https://jayex.io) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Jenkins X is an automated, cloud-native CI/CD platform engineered specifically for Kubernetes environments. Driven by Tekton and Helm, it implements comprehensive GitOps-based environment promotion and dynamic preview deployment capabilities.
+## Infrastructure
 
-### CI-CD Pipelines
-
-#### Jenkins Ecosystem
-
-  - **(2026)** [sahilsk/awesome-jenkins](https://github.com/sahilsk/awesome-jenkins) ⭐ 70  [MARKDOWN CONTENT] 🌟 [LEGACY] β€” A focused index consolidating plugins, shared pipeline library patterns, and optimization practices for Jenkins automation servers. Excellent resource for maintaining complex legacy enterprise build pipelines.
-### Enterprise Orchestration
-
-#### CD Engines
-
-  - **(2025)** [CloudBees Flow plugin](https://plugins.jenkins.io/electricflow) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Integrates traditional Jenkins pipelines with the CloudBees Flow orchestration framework, permitting coordination of complex release stages directly through automated build processes.
-### Security (1)
-
-#### Jenkins Vulnerabilities
-
-  - **(2026)** [Hacking jenkins](https://github.com/orangetw/awesome-jenkins-rce-2019) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A technical security write-up archiving exploit chains, threat indicators, and software mitigation structures for the historic 2019 Jenkins Remote Code Execution flaws. Essential archival case study for engineering modern supply chain mitigations.
-## Continuous Integration
-
-### Build Configuration
-
-#### Dynamic Parameters
-
-  - **(2026)** [Active Choices 🌟](https://plugins.jenkins.io/uno-choice) [GROOVY CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Enables the creation of complex cascading build parameters that update dynamically using Groovy scripts. This plugin provides a highly customizable user interface with interactive elements, allowing enterprise configurations to selectively constrain user input based on previous parameters.
-#### Integration Parameter
-
-  - **(2023)** [REST List Parameter](https://plugins.jenkins.io/rest-list-parameter) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Constructs dynamic selection panels inside parameterized build forms by executing GET requests to third-party REST endpoints. It fetches real-time arrays (such as release versions or deployment targets) to prevent stale options.
-#### Node.js Build Tools
-
-  - **(2024)** [NPM and Yarn Wrapper and Steps](https://plugins.jenkins.io/npm-yarn-wrapper-steps) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Provides pipeline wrapper steps for isolated Node.js, NPM, and Yarn configurations. It simplifies packages builds and credentials handling for modern frontend delivery pipelines.
-#### UI Components
-
-  - **(2023)** [Custom Checkbox Parameter 🌟](https://plugins.jenkins.io/custom-checkbox-parameter) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Implements interactive dynamic checkbox parameter UI components within the Jenkins run configuration console, offering clean control arrays for manual pipeline selections and feature flag triggers.
-### Build Verification
-
-#### Log Analysis
-
-  - **(2025)** [Text Finder 🌟](https://plugins.jenkins.io/text-finder) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Scans workspace files or console output logs for designated regular expressions, enabling automated job state alterations. It is used to systematically degrade a build status from success to unstable or failed upon encountering structural anomalies or error flags.
-### Pipelines
-
-#### Utility Steps
-
-  - **(2026)** [Pipeline Utility Steps 🌟🌟](https://plugins.jenkins.io/pipeline-utility-steps) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Adds standard pipeline steps for handling, editing, and reading file types like JSON, CSV, XML, YAML, and ZIP files. It is an essential utility for modern Jenkins configurations.
-### Pull Request Lifecycle
-
-#### Monitoring
-
-  - **(2021)** [==Pull Request Monitoring 🌟==](https://github.com/jenkinsci/pull-request-monitoring-plugin) ⭐ 10  [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Monitors open pull requests, pulling performance metrics and status metadata directly into the Jenkins user interface. It acts as a lightweight telemetry bridge for engineering teams focused on optimizing cycle times and PR evaluation pipelines.
-### Security (2)
-
-#### Network Restrictions
-
-  - **(2018)** [**URL Filter Plugin**](https://github.com/jenkinsci/url-filter-plugin) ⭐ 4  [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Regulates outbound HTTP requests generated by build scripts or configurations against predefined wildcard filters. Its primary intent is to secure Jenkins controllers against Server-Side Request Forgery (SSRF) and restrict access to internal microservices.
-#### Sandbox Security
-
-  - **(2026)** [Script Security](https://plugins.jenkins.io/script-security) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An indispensable core security component that sandboxes Groovy code executed in Jenkinsfiles. It uses automatic code inspection and administrator-vetted whitelists to restrict pipelines from invoking high-privilege system APIs.
-### Source Code Management
-
-#### Git Operations
-
-  - **(2024)** [Git Push](https://plugins.jenkins.io/git-push) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Automates basic push operations back to git remotes directly from within pipeline steps. It wraps git command executions to let jobs commit generated changes, updates, or tags without requiring complex scripts.
-### Testing and Verification
-
-#### Cucumber Reporting
-
-  - **(2025)** [Cucumber reports](https://plugins.jenkins.io/cucumber-reports) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Compiles and visualizes BDD execution results generated by Cucumber testing suites. It presents high-fidelity HTML reports, pass/fail ratios, and steps progression charts natively within Jenkins.
-#### Robot Framework Integration
-
-  - **(2024)** [==robot-plugin: Robot Framework Plugin==](https://github.com/jenkinsci/robot-plugin) ⭐ 65  [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Integrates Robot Framework test suites with Jenkins, providing automated analysis and visualization of test execution trends. It parses Robot XML outputs, generates structured HTML reports, and tracks historic regressions across successive build iterations to ensure stability.
-### User Experience
-
-#### BlueOcean Platform
-
-  - **(2025)** [Blue Ocean plugin](https://plugins.jenkins.io/blueocean) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” The orchestrating plugin bundle providing modern UX alternatives for Jenkins. Displays pipeline runs in visual flow diagrams and allows intuitive run history analysis.
-  - **(2024)** [Jenkins BlueOcean 🌟](https://www.jenkins.io/doc/book/blueocean/getting-started) [NONE CONTENT] [DOCUMENTATION]  [LEGACY] β€” Offers getting-started guidance for the custom Blue Ocean interface, featuring structural pipeline execution charts. Though widely used, it is increasingly treated as maintenance-only legacy.
-#### Pipeline Editor
-
-  - **(2024)** [Blue Ocean Pipeline Editor](https://plugins.jenkins.io/blueocean-pipeline-editor) [JAVASCRIPT CONTENT]  [LEGACY] β€” Provides a visual pipeline layout editor within Blue Ocean to output declarative Jenkinsfiles. It remains in legacy maintenance mode as developers favor declarative GitOps-driven configurations.
-#### REST Integration
-
-  - **(2024)** [blueocean-rest: REST API for Blue Ocean](https://plugins.jenkins.io/blueocean-rest) [JAVA CONTENT]  [LEGACY] β€” Exposes API endpoints supporting Jenkins Blue Ocean UX client modules. While still maintained, it is considered legacy as development focuses on a modernized native core dashboard experience.
-#### Visualization
-
-  - **(2025)** [==pipeline-graph-view-plugin 🌟==](https://github.com/jenkinsci/pipeline-graph-view-plugin) ⭐ 154  [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The underlying backend and visualization architecture for the Pipeline Graph View. Utilizing React components, it interfaces with Jenkins Core APIs to supply real-time execution graphs and state reporting without degrading the performance of the controller.
-  - **(2026)** [pipeline-graph-view 🌟](https://plugins.jenkins.io/pipeline-graph-view) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Delivers a modernized and responsive visual interface for tracking pipeline execution runs. Replaces old visualization interfaces by providing clean DAG trees, making parallel step runs, sequential phases, and step execution statuses readily apparent to developers.
-## DevOps
-
-### Infrastructure as Code
-
-#### Jenkins Configuration as Code
-
-##### Kubernetes Native Setup
-
-  - **(2020)** [Configuration as Code of Jenkins (for Kubernetes) 🌟🌟](https://github.com/figaw/configuration-as-code-jenkins-k8s) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Curator Insight points to this resource for implementing Jenkins Configuration as Code on Kubernetes. Live Grounding shows that by mapping JCasC YAML onto Kubernetes ConfigMaps, administrators can fully decouple configuration state from ephemeral container lifecycles. This practice mitigates drift and enables rapid restoration in disaster recovery scenarios.
-### Pipeline Execution Engine
-
-#### Groovy CPS
-
-##### Continuation Passing Style
-
-  - **(2021)** [==Continuation Passing Style (CPS)==](https://github.com/cloudbees/groovy-cps) ⭐ 95  [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight introduces the underlying Continuation Passing Style (CPS) engine used for executing asynchronous Groovy scripts in Jenkins pipelines. Live Grounding reveals that understanding CPS is critical for debugging serialization errors during master restarts. This technical library ensures execution state can survive controller crashes and resume safely.
-## DevSecOps
-
-### CICD Pipelines (1)
-
-#### Jenkins Automation
-
-  - **(2021)** [cloudbees.com: Jenkins Pipeline with Plugins](https://www.cloudbees.com/whitepapers/jenkins-pipeline-plugins) [ADVANCED LEVEL]  [CASE STUDY] [COMMUNITY-TOOL] β€” Explores Jenkins Pipeline architectural best practices, highlighting how plugins extend declarative and scripted pipeline structures. Discusses dependency isolation, shared library strategies, and security scanning integrations. Designed to provide architects with solid configuration strategies to manage enterprise-scale build workloads securely.
-## Frameworks and Ecosystem
-
-### Community Presentations
-
-#### Developer Training
-
-  - **(2020)** [In this presentation](https://www.meetup.com/jenkins-online-meetup/events/270630108) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Recorded online meetups showcasing real-world performance tuning, security hardened setups, and architectural strategies for scaling Jenkins infrastructure globally.
-### Development Resources
-
-#### Build Automation
-
-  - **(2026)** [==Parent POM for Jenkins Plugins. Plugin POM 4.0==](https://github.com/jenkinsci/plugin-pom) ⭐ 75  [XML CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The standardized parent Maven POM definition used by Jenkins plugins to enforce code quality, manage shared build dependencies, and utilize updated Jenkins core capabilities.
-#### Dependency Management
-
-  - **(2026)** [Plugin Development: Dependency Management](https://www.jenkins.io/doc/developer/plugin-development/dependency-management) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Strategic technical guidelines detailing POM dependency scoping, classloader structures, and transitives containment during Jenkins plugin creation to avoid plugin classpath collisions.
-#### Plugin Guides
-
-  - **(2026)** [Plugin Development](https://www.jenkins.io/doc/developer/plugin-development) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The main developer framework documentation outlining core extension points, user interface standards, and security guidelines necessary for authoring robust Jenkins plugins.
-## Hybrid Infrastructure
-
-### Auto-scaling
-
-#### AWS Fleet Orchestration
-
-  - **(2026)** [ec2-fleet-plugin](https://plugins.jenkins.io/ec2-fleet) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Integrates Jenkins directly with AWS EC2 Spot Fleets, standard Auto Scaling groups, or On-Demand instances. It dynamically manages fleet capacity based on build queue demands, maximizing compute savings.
-### Orchestration
-
-#### HashiCorp Nomad
-
-  - **(2025)** [Nomad](https://plugins.jenkins.io/nomad) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Enables dynamic worker provisioning across HashiCorp Nomad clusters. It translates pipeline requests into temporary Nomad execution tasks, supporting mixed workload distributions in multi-cloud topologies.
-#### Kubernetes Provisioning
-
-  - **(2026)** [==kubernetes-plugin: Kubernetes plugin for Jenkins 🌟==](https://github.com/jenkinsci/kubernetes-plugin) ⭐ 2305  [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Dynamically coordinates Jenkins execution environments by auto-provisioning isolated worker pods on-demand inside target Kubernetes clusters. It automatically scales runner capacities and terminates inactive pods to achieve optimal hyper-density cost control.
-### Virtualization
-
-#### VMware Integration
-
-  - **(2025)** [vSphere cloud](https://plugins.jenkins.io/vsphere-cloud) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Connects Jenkins pipelines with VMware vSphere virtualization instances to dynamically provision, revert, or decommission custom virtual machine agents, ensuring consistent environment state control.
-## Infrastructure (1)
-
-### Administration (2)
-
-#### Auditing
-
-  - **(2024)** [Plugin Usage](https://plugins.jenkins.io/plugin-usage-plugin) [JAVA CONTENT] 🌟🌟🌟 [LEGACY] β€” Scans and maps which Jenkins jobs are actively using specific plugins. Unlocks clean optimization pathways for system administrators attempting to deprecate legacy plugins and reduce security attack vectors on bloated controller instances.
-#### Bulk Configuration
-
-  - **(2024)** [Configuration Slicing](https://plugins.jenkins.io/configurationslicing) [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Enables bulk configuration changes across hundreds of Jenkins jobs using a 'sliced' grid interface. Allows administrators to quickly update standard parameters, SCM structures, or email recipients without rewriting files or manual clicking.
 ### Cloud Environments
 
 #### AWS Architectures
 
   - **(2021)** [aws.amazon.com: Jenkins high availability and disaster recovery on AWS 🌟](https://aws.amazon.com/blogs/devops/jenkins-high-availability-and-disaster-recovery-on-aws) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An AWS reference guide covering high-availability and disaster recovery setups for Jenkins using shared EFS and cross-region architectures. *Curator Insight*: AWS failover patterns. *Live Grounding*: Standard baseline architectural design for enterprise continuous delivery resilience.
-#### Azure Jenkins
-
-  - **(2021)** [youtube: LambdaTest - Jenkins Tutorial For Beginners | Part 7 | Adding A Jenkins Controller & Jenkins Agent Node On Azure](https://www.youtube.com/watch?v=-NUQhwmhTCw&ab_channel=LambdaTest)  [COMMUNITY-TOOL] β€” Walks through deploying a secure Jenkins controller and target executing agents in Azure VMs. *Curator Insight*: Azure VMs setup. *Live Grounding*: Provides basic VM-level architectural context for hybrid cloud-on-premise testing.
 ### Container Orchestration
 
-#### Docker-in-Docker
-
-  - **(2021)** [gist.github.com/twasink: Jenkins Image, using Docker-in-Docker 🌟](https://gist.github.com/twasink/d52ef998b2a5b24cdfaa9e7358c5282f) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A technical Gist providing code to run a Jenkins container using Docker-in-Docker (DinD) architectures to build and test Docker images. *Curator Insight*: Docker in Docker configuration. *Live Grounding*: DinD is widely used, though Docker socket mounting is frequently preferred for security compliance in modern production environments.
 #### Helm Deployments
 
   - **(2021)** [**github.com/jenkinsci/helm-charts**](https://github.com/jenkinsci/helm-charts) ⭐ 656  [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The official Helm Chart source repository for deploying production-ready Jenkins instances onto Kubernetes. *Curator Insight*: Official Helm charts. *Live Grounding*: This repository is the industry-standard starting point for declaring and running Jenkins on modern Kubernetes platforms.
@@ -1059,65 +130,11 @@
   - **(2021)** [amazon.com: Building a serverless Jenkins environment on AWS Fargate](https://aws.amazon.com/es/blogs/devops/building-a-serverless-jenkins-environment-on-aws-fargate) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This architectural blueprint outlines how to build a highly available, serverless Jenkins cluster on AWS Fargate. It covers eliminating static controller instances, deploying dynamic containerized worker agents via ECS, and mitigating idle cost structures. *Curator Insight*: Highlighting cloud-native agent deployment. *Live Grounding*: By 2026, Fargate-backed agents represent a dominant methodology to avoid VM configuration drift and dynamic scaling bottlenecks.
   - **(2021)** [youtube: Run Jenkins Pipeline With AWS ECS Fargate & AWS EC2 Based ECS Cluster | Learn DevOps Tools Ep4](https://www.youtube.com/watch?v=K2CBHLwPL50&ab_channel=SandipDas) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Compares performance profiles and startup latencies of running Jenkins pipelines on EC2-backed ECS clusters versus serverless AWS Fargate. *Curator Insight*: EC2 vs Fargate ECS orchestration. *Live Grounding*: Highly relevant for platform engineers attempting to balance cold start times against operations costs.
   - **(2021)** [youtube: Creating a CI/CD deployment pipeline for JenkinsCI with AWS SAM Pipelines 🌟](https://www.youtube.com/watch?v=tJOlk-B66R4&ab_channel=ServerlessLand) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Tutorial detailing CI/CD pipeline structures using AWS SAM (Serverless Application Model) within Jenkins instances. *Curator Insight*: SAM and serverless templates. *Live Grounding*: Helps serverless application developers automate Lambda builds and deploy CloudFormation setups.
-### Infrastructure as Code (1)
-
-#### Ansible Tower
-
-  - **(2021)** [youtube: Cloud Learn Hub - How to Integrate Jenkins with Ansible Tower?](https://www.youtube.com/watch?v=E3Xyu29LIwY&ab_channel=CLOUDLEARNHUB) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Demonstrates how to invoke automated Ansible playbooks on Ansible Tower directly from Jenkins pipelines. *Curator Insight*: Ansible Tower triggers. *Live Grounding*: Key for orchestrating configuration changes on physical and virtual nodes during build cycles.
-#### Packer Pipelines
-
-  - **(2021)** [fabiogomezdiaz.com: How to Run Packer Pipelines on Jenkins: Part 1 - Traditional Jenkins](https://fabiogomezdiaz.com/posts/how-to-run-packer-pipelines-on-jenkins-part1-traditional-jenkins) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An operational guide covering the integration of HashiCorp Packer with standard Jenkins VMs to build repeatable base images for multi-cloud platform layers. *Curator Insight*: VM building pipelines. *Live Grounding*: Critical for maintaining gold machine images within traditional infrastructure domains.
-### Observability (1)
-
-#### Diagnostics
-
-  - **(2025)** [**CloudBees Health Advisor 🌟**](https://plugins.jenkins.io/cloudbees-jenkins-advisor) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Proactively monitors Jenkins controllers for configuration, performance, and security anomalies. It sends diagnostic bundles securely to CloudBees, providing administrators with actionable alerts and remediation guidelines to prevent downtime.
-#### Logging
-
-  - **(2021)** [syslog-logger](https://plugins.jenkins.io/syslog-logger) [JAVA CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Sends Jenkins system logs and build console output directly to a remote Syslog server. Useful for aggregating build logs into centralized SIEM or log management platforms like Splunk or ELK, eliminating local storage overhead on controller nodes. Highly beneficial for strict enterprise compliance and audit logging.
-#### Performance
-
-  - **(2026)** [==Jenkins Prometheus Metrics Plugin 🌟==](https://github.com/jenkinsci/prometheus-plugin) ⭐ 193  [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Exposes an endpoint directly scrapable by Prometheus server, outputting standardized Grafana-compatible metrics on JVM state, build durations, queue bottlenecks, and agent counts. Paramount for modern cloud-native Jenkins operations.
-  - **(2025)** [**Metrics**](https://plugins.jenkins.io/metrics) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Exposes critical Jenkins operational runtime metrics (thread pools, queue wait times, GC pause, heap usage) via the Dropwizard Metrics API. Serves as the back-end foundation for Prometheus/Grafana system dashboards.
-### Performance (1)
-
-#### Monitoring (1)
-
-  - **(2024)** [CloudBees Disk Usage Simple](https://plugins.jenkins.io/cloudbees-disk-usage-simple) [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A lightweight utility to calculate and display disk space utilization on Jenkins masters. Avoids the high CPU/IO overhead of standard disk usage plugins by using simplified calculation strategies, crucial for performance-sensitive controllers.
-#### Scheduling
-
-  - **(2023)** [Least Load](https://plugins.jenkins.io/leastload) [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Replaces the default Jenkins executor selection algorithm, routing build tasks to agents with the least active load instead of historical preference. Extremely useful in multi-tenant, heterogeneous physical or virtual VM agent environments.
 ## Infrastructure and DevOps
 
-### CI-CD Concepts
-
-#### Dockerized Jenkins
-
-  - **(2021)** [ssbostan/jenkins-stack-docker](https://github.com/ssbostan/jenkins-stack-docker) ⭐ 150  [YAML CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A practical Docker-compose blueprint designed for local development, sandbox testing, and rapid prototyping of Jenkins environments. Simplifies validation of pipeline configurations, shared libraries, and local plugin dependencies inside local environments.
-#### Jenkins Basics
-
-  - **(2020)** [riptutorial.com: Learning Jenkins](https://riptutorial.com/ebook/jenkins)  [COMMUNITY-TOOL] β€” A structured community reference cookbook illustrating standard Jenkins installation, basic plugin configuration, and core administration. Provides detailed blueprints for building basic automation pipelines, managing credentials, and designing execution parameters.
-#### Jenkins Tutorials
-
-  - **(2021)** [**ssbostan/jenkins-tutorial 🌟**](https://github.com/ssbostan/jenkins-tutorial) ⭐ 358  [SHELL CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A robust, code-driven learning repository offering comprehensive labs for Jenkins pipeline design and administration. Exercises cover credential management, standard shared libraries, declarative pipeline configurations, and external integrations.
-  - **(2021)** [blog.techiescamp.com/jenkins-course 🌟🌟🌟](https://blog.techiescamp.com/jenkins-course)  [COMMUNITY-TOOL] β€” A deep-dive tutorial centered around Jenkins Multibranch Pipelines, explaining dynamic job discovery across git repositories. Shows engineers how to configure automatic branch detection, scan triggers, and stage-level execution hooks based on feature branch configurations.
-  - **(2021)** [devopscube.com: Jenkins Pipeline as Code Tutorial For Beginners 🌟](https://devopscube.com/jenkins-pipeline-as-code)  [COMMUNITY-TOOL] β€” A comprehensive introductory guide for implementing Pipeline-as-Code using Jenkins Declarative syntax. Includes visual aids, multi-stage syntax examples, trigger mechanisms, and guidance on navigating the Blue Ocean pipeline visualization interface.
-  - **(2020)** [wardviaene/jenkins-course](https://github.com/wardviaene/jenkins-course) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” A highly practical repository containing configuration examples, scripts, and multi-stage pipeline templates for various programming languages. Designed to serve as hands-on exercises for developers studying infrastructure-as-code and configuration-as-code fundamentals.
-  - **(2019)** [opensource.com - building cicd pipelines with jenkins 🌟](https://opensource.com/article/19/9/intro-building-cicd-pipelines-jenkins)  [COMMUNITY-TOOL] β€” A hands-on, beginner-friendly tutorial introducing basic continuous integration concepts using Jenkins Pipelines. Covers basic agent allocation, build stages, code linting execution, and post-run notifications.
-  - **(2018)** [opensource.com - Introduction to writing pipelines-as-code and implementing DevOps with Jenkins 2](https://opensource.com/article/18/8/devops-jenkins-2)  [LEGACY] β€” Detailed look at the architectural modifications introduced in Jenkins 2, focusing on its fundamental Pipeline-as-Code delivery model. Shares strategies to ease migration from legacy layouts and foster automation collaboration between developers and operations teams.
-#### Pipeline as Code (1)
-
-  - **(2021)** [Pipeline as Code](https://www.manning.com/books/pipeline-as-code)  [COMMUNITY-TOOL] β€” A comprehensive reference detailing structured practices for declaring application build, verification, and deployment manifests in version-controlled configuration files. Offers design patterns for multi-cloud deployments, pipeline security, and central templates suitable for large-scale enterprise rollouts.
-  - **(2021)** [jenkins.io: Jenkins CD and Pipelines Microsite](https://www.jenkins.io/solutions/pipeline) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” A dedicated solutions microsite framing Jenkins Pipeline as a core tool for complex continuous delivery. Emphasizes enterprise execution patterns, deep pipeline status visualization, and native integration across developer code hosting solutions.
-  - **(2021)** [jenkins.io - doc/book/pipeline 🌟](https://www.jenkins.io/doc/book/pipeline) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The central user guide for Jenkins Pipeline. Defines structural pipeline elements including agent nodes, stages, parallel branches, and post-build step logic, laying down the baseline workflow parameters for developers new to continuous integration.
-### CI-CD History
-
-#### Evolution of OSS CI-CD
-
-  - **(2021)** [Presentation: NADOG - Evolution of open source CI/CD tools - Oleg Nenashev 🌟](https://docs.google.com/presentation/d/17bQ30ycAUB-k4YZ4dC23cxNiNChvRRQO7_6FNGcS0j4/edit?usp=sharing)  [LEGACY] β€” An evolutionary mapping of open-source continuous integration and deployment ecosystems, tracing the lineage from legacy master-agent patterns to decoupled cloud-native architectures. Discusses trade-offs in extensibility, engine footprint, security profiles, and pipeline-as-code maintenance.
 ### Cloud Native Jenkins
 
-#### Docker Integration (3)
+#### Docker Integration (1)
 
   - **(2021)** [loves.cloud: CI/CD Pipeline Using Docker and Jenkins](https://loves.cloud/ci-cd-pipeline-using-docker-and-jenkins)  [COMMUNITY-TOOL] β€” Provides practical workflows demonstrating how to configure Jenkins pipelines with Docker-based execution nodes. Shows how to compile code inside dynamic containers, build security-audited docker images, and publish artifacts to docker registries.
 #### Kubernetes Blueprints
@@ -1137,44 +154,13 @@
 #### Special Interest Groups
 
   - **(2021)** [Jenkins SIG Cloud Native 🌟](https://www.jenkins.io/sigs/cloud-native) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The portal for the Cloud Native Jenkins SIG, driving efforts to re-architect Jenkins for cloud infrastructures. Documents strategic design work on pluggable storage backends (e.g., AWS S3, Azure Blob), serverless runtimes, and optimized execution mechanisms for Kubernetes clusters.
-### Jenkins Community
+## Kubernetes and Cloud Native
 
-#### Special Interest Groups (1)
+### CICD
 
-  - **(2021)** [Jenkins SIG Platform 🌟](https://www.jenkins.io/sigs/platform) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The main portal for the Jenkins Platform Special Interest Group (SIG), which standardizes platform runtime requirements, operating system integrations, and core execution environments. Outlines active projects detailing runtime updates, garbage collection enhancements, and packaging formats.
-### Pipeline as Code (2)
+#### Dockerization
 
-#### Advanced Parallelization
-
-  - **(2017)** [jenkins.io: Parallel stages with Declarative Pipeline 1.2 🌟](https://www.jenkins.io/blog/2017/09/25/declarative-1)  [COMMUNITY-TOOL] β€” Explains declarative parallel stage configurations released in Jenkins Declarative 1.2. Documents how to declare concurrent execution threads to speed up integration testing, dependency scanning, and multi-platform compilation workloads.
-#### Artifact Archiving
-
-  - **(2019)** [Jenkins DSL for **Nexus**](https://accenture.github.io/adop-cartridges-cookbook/docs/recipes/archiving-artefact-to-nexus) [GROOVY CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” A practical step-by-step recipe explaining how to programmatically define Nexus artifact upload steps using Job DSL syntax. Highlights best practices for securing artifact publishing credentials and managing build target variables inside reusable scripts.
-#### Jenkinsfile
-
-  - **(2021)** [jenkins.io - **Jenkinsfile** 🌟](https://www.jenkins.io/doc/book/pipeline/jenkinsfile) [GROOVY CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official specification guide detailing how to author, integrate, and execute a code-defined Jenkinsfile in your repository. Addresses critical parameters, syntax validation routines, local variables, credential mapping, and structural differences between Scripted and Declarative files.
-#### Jenkinsfile Troubleshooting
-
-  - **(2020)** [GitHub Gist - Faheetah/Jenkinsfile.groovy: **Jenkinsfile idiosynchrasies' with escaping and quotes**](https://gist.github.com/Faheetah/e11bd0315c34ed32e681616e41279ef4) [GROOVY CONTENT]  [COMMUNITY-TOOL] β€” A community-maintained troubleshooting list pointing out common escaping issues, quotation rules, and environmental string quirks in Groovy Jenkinsfiles. An essential helper to reference when debugging nested bash steps and complex shell variable interpolation.
-#### Job DSL Tooling
-
-  - **(2020)** [**job-dsl **Gradle** Example**](https://github.com/sheehan/job-dsl-gradle-example) ⭐ 451  [GROOVY CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An industry-standard demonstration repository showing how to run, lint, compile, and validate Jenkins Job DSL scripts locally using a Gradle build environment. Eliminates deployment trial-and-error by implementing local syntax testing routines.
-### Shared Libraries (2)
-
-#### Advanced Declarative
-
-  - **(2021)** [Extending with Shared Libraries 🌟](https://www.jenkins.io/doc/book/pipeline/shared-libraries) [GROOVY CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The primary operational guide for creating, version-controlling, and importing Global Shared Libraries inside Jenkins. Covers security sandboxing rules, classpath resolution mechanics, global variables declarations, and integration patterns.
-  - **(2019)** [mtijhof.wordpress.com: Jenkins: Running a declarative pipeline from your Shared Library 🌟](https://mtijhof.wordpress.com/2019/04/22/jenkins-running-a-declarative-pipeline-from-your-shared-library) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Technical guide detailing how to declare, structure, and invoke an entire Declarative Pipeline definition from inside an enterprise Shared Library. Allows platforms to mandate standard pipeline templates, security gates, and deployment policies across hundreds of projects.
-  - **(2017)** [jenkins.io: Share a standard Pipeline across multiple projects with Shared Libraries 🌟](https://www.jenkins.io/blog/2017/10/02/pipeline-templates-with-shared-libraries) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A blog post exploring template-driven pipeline architectures using Global Shared Libraries. Details how to provide software development teams with standardized, automated deployment frameworks while securing key build, testing, and compliance parameters.
-#### Best Practices (1)
-
-  - **(2020)** [cloudbees.com: Top 10 Best Practices for Jenkins Pipeline Plugin 🌟🌟](https://www.cloudbees.com/blog/top-10-best-practices-jenkins-pipeline-plugin) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A highly regarded best-practices checklist for designing scalable, maintainable Jenkins pipelines. Strongly advocates for using structured Declarative syntax, isolating complex custom functions into Shared Libraries, and offloading high-compute build processes onto dynamic agent containers.
-  - **(2020)** [A sustainable pattern with shared library 🌟](https://www.jenkins.io/blog/2020/10/21/a-sustainable-pattern-with-shared-library) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Proposes a highly sustainable, portable pipeline pattern that minimizes complex Groovy scripts in Jenkins Shared Libraries. Recommends defining lightweight pipeline skeletons that delegate actual compilation, linting, and packaging logic directly to standardized, local Makefile or Shell scripts.
-  - **(2020)** [tomd.xyz: Jenkins shared library: tutorial with examples 🌟](https://tomd.xyz/jenkins-shared-library)  [COMMUNITY-TOOL] β€” A highly readable, practical tutorial showcasing files, directory structures, and global step patterns required to build a Jenkins Shared Library. Includes simplified code demonstrations showing how to write, import, and test custom steps.
-#### Production Blueprints
-
-  - **(2021)** [Declarative Pipeline - Jenkins shared library 🌟](https://github.com/gfkse/jenkins-shared-library) ⭐ 22  [GROOVY CONTENT] 🌟 [COMMUNITY-TOOL] β€” An open-source reference implementation of a Jenkins Declarative Shared Library. Contains practical, modular code examples for static security analysis, test result formatting, container compilation, and real-time Slack notification integrations.
-  - **(2021)** [Pipeline Global Library for ci.jenkins.io](https://github.com/jenkins-infra/pipeline-library) [GROOVY CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The real-world production Global Shared Pipeline Library utilized by the official Jenkins infrastructure project (ci.jenkins.io). Serves as an excellent architectural blueprint of highly robust, scalable, and modular pipeline development.
+  - **(2020)** [jaxenter.com: CI/CD for Spring Boot Microservices: Part 1](https://devm.io/microservices/cicd-microservices-docker-162408) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Details optimal Docker containerization patterns for Spring Boot microservices, addressing multi-stage image builds, layer caching, and minimizing runtime footprint sizes. It shows how to design pipeline steps to generate secure, unprivileged OCI-compliant container images.
 ## Microservices
 
 ### Application Development
@@ -1182,140 +168,18 @@
 #### Kotlin
 
   - **(2019)** [piotrminkowski.wordpress.com: Kotlin microservice with spring boot](https://piotrminkowski.wordpress.com/2019/01/15/kotlin-microservice-with-spring-boot)  [COMMUNITY-TOOL] β€” Structural walk-through for establishing lightweight, container-ready Kotlin microservices utilizing Spring Boot. Explores native integration patterns, testing, and modern language features optimized for cloud environments.
-## Observability (2)
-
-### Dashboards and Visualization
-
-#### Browser Extensions
-
-  - **(2023)** [Chrome Extension](https://chromewebstore.google.com/detail/empty-title/jhbokpimjgedmpcmfoghhiokhpihlkgc) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Lightweight browser extension allowing developers to receive desktop notifications and track the real-time health of parameterized builds directly in their web browsers.
-#### Build Monitor
-
-  - **(2024)** [Build Monitor Plugin](https://plugins.jenkins.io/build-monitor-plugin) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Provides a highly visual, wallboard-friendly view of Jenkins jobs status. Designed for operation centers to monitor continuous deployment and integration stages.
-  - **(2024)** [Monitor Pro Plugin](https://plugins.jenkins.io/monitor-pro) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Exposes extended monitoring profiles for Jenkins infrastructure. Enhances native monitoring dashboards with modular status summaries and pipeline success rates.
-### Distributed Storage
-
-#### InfluxDB
-
-  - **(2022)** [influxdb-templates](https://www.influxdata.com) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Pre-packaged configurations and manifests containing Telegraf setups, dashboards, and alert rules. Simplifies rapid deployment of specialized monitoring tasks (e.g., Redis, Nginx) within InfluxDB.
-### Infrastructure Monitoring
-
-#### Commercial Plugins
-
-  - **(2025)** [ALM Performance: Continuously Monitor Performance and Vitality of your Jenkins Deployment](https://www.almtoolbox.com/jenkins-monitoring.php) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Specialized commercial monitoring tool for continuously auditing the scaling performance, job queue bottlenecks, and controller health profiles of enterprise Jenkins setups.
-#### Dynatrace APM
-
-  - **(2024)** [dynatrace.com: optimizing jenkins to ensure fast build times with dynatrace](https://www.dynatrace.com/news/blog/optimizing-jenkins-to-ensure-fast-build-times-with-dynatrace) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Strategic architectural post detailing Dynatrace-driven optimization patterns to prevent build queuing, trace bottlenecked pipeline dependencies, and monitor overall health.
-#### Opsview Monitoring
-
-  - **(2024)** [opsview.com: opspack](https://docs.itrsgroup.com/docs/opsview/6.12.1/opspacks/opspack-index/index.html) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Detailed documentation regarding Opsview's pre-configured monitoring packages (opspacks) for tracing queue sizes, job results, and active slave counts in Jenkins setups.
-#### Prometheus and Grafana
-
-  - **(2024)** [youtube: Monitoring Jenkins with Grafana and Prometheus](https://www.youtube.com/watch?v=EWFJem7GUAc) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Technical screencast instructing administrators on leveraging the Prometheus plugin to stream performance metrics into a dedicated Grafana dashboard for automated alerts and trends tracking.
-  - **(2023)** [youtube: Jenkins Prometheus Grafana Dashboard | Prometheus Jenkins Monitoring | Prometheus.yml | Thetips4you](https://www.youtube.com/watch?v=N8P9ZLMA2xY) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Video tutorial covering the installation and fine-tuning of the prometheus-plugin for Jenkins. Directs users on setting up scrapes within `prometheus.yml` to feed custom dashboards.
-### Telemetry (1)
-
-#### Elastic Stack Integration
-
-  - **(2025)** [Logstash](https://plugins.jenkins.io/logstash) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Directs Jenkins build console logs to a remote Logstash instance or Elasticsearch backend in real-time, preventing high disk usage on the local controllers and standardizing logs storage.
-#### GitHub and Grafana Status
-
-  - **(2024)** [Jenkins plugin to provide automatic status for multibranch jobs (Grafana)](https://plugins.jenkins.io/github-autostatus) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Automatically sends multibranch pipeline run metrics, build status, and custom stage benchmarks straight to Grafana or InfluxDB systems. Exposes raw telemetry for granular query trends.
-#### OpenTelemetry Integration
-
-  - **(2026)** [OpenTelemetry 🌟](https://plugins.jenkins.io/opentelemetry) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Emits pipeline execution traces, runtime metrics, and log payloads to compliant OpenTelemetry collectors. This provides DevOps engineers with direct observability, identifying step bottlenecks, parallel stage issues, and overall deployment latency.
-#### Splunk Integration
-
-  - **(2025)** [Splunk Plugins](https://plugins.jenkins.io/splunk-devops) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Transmits build console output, operational metrics, test outcomes, and system execution telemetry directly to Splunk endpoints, supporting analytical dashboards and predictive alert triggers.
-## Operations
-
-### Observability (3)
-
-#### Logging and Monitoring
-
-  - **(2021)** [opensource.com: Make Jenkins logs pretty](https://opensource.com/article/21/5/jenkins-logs)  [COMMUNITY-TOOL] β€” Covers utilities and plugin practices to inject clean, colored, and readable structures into Jenkins logs. Helps reduce developer troubleshooting cycles. *Curator Insight*: Improving log readability. *Live Grounding*: Readable standard output logs are key to accelerating incident resolution in debugging failures.
-  - **(2021)** [automationscript.com: How To Read Jenkins Build Log Console Output](https://automationscript.com/how-to-read-console-output-in-jenkins-pipeline)  [COMMUNITY-TOOL] β€” Guides engineers on programmatic methods to read, parse, and parse Jenkins execution console outputs within pipeline structures. *Curator Insight*: Pipeline execution console logs. *Live Grounding*: Crucial for developers building custom automation loops that rely on upstream build statuses.
-### Performance Optimization (2)
-
-#### Troubleshooting (1)
-
-  - **(2022)** [camunda.com: How We Overcame Long-Running Job Limitations in Jenkins Declarative Pipelines](https://camunda.com/blog/2022/02/how-we-overcame-long-running-job-limitations-in-jenkins-declarative-pipelines) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An analytical case study by Camunda detailing methods to bypass script size limitations and JVM stack overflows in complex pipelines. *Curator Insight*: Scaling execution. *Live Grounding*: Crucial for large engineering teams struggling with the maximum method size limit in Groovy files.
-  - **(2021)** [cloudbees.com: So, Your Jenkins Is Slow. Here’s How to Fix It 🌟](https://www.cloudbees.com/blog/your-jenkins-slow-how-to-fix) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An analytical guide by CloudBees addressing memory leaks, garbage collection bottlenecks, plugin bloat, and master controller slowdowns. *Curator Insight*: High-impact troubleshooting. *Live Grounding*: Standard reference material for architects struggling to scale high-density controllers in heavy workloads.
-### Platform Migration
-
-#### Java Upgrades
-
-  - **(2021)** [jenkins.io: Docker images use Java 11 by default 🌟](https://www.jenkins.io/blog/2021/08/17/docker-images-use-jdk-11-by-default)  [COMMUNITY-TOOL] β€” This technical update notes the migration of official Jenkins base container images to Java 11 by default. *Curator Insight*: Java 11 upgrades. *Live Grounding*: Standard operational shift that paved the way for JDK 17, delivering substantial performance and GC stability updates.
-## Platform Architecture
-
-### CICD (1)
-
-#### Jenkins Pipelines
-
-  - **(2026)** [Jenkins Pipeline Syntax: Scripted Syntax (Groovy DSL syntax) & Declarative Syntax 🌟](https://www.jenkins.io/doc/book/pipeline/syntax) [GROOVY CONTENT] [DOCUMENTATION]  [DE FACTO STANDARD] [GUIDE] β€” The official Jenkins specification document clarifying Scripted (Groovy DSL) and Declarative pipeline syntaxes. Essential reference material for engineers looking to configure reliable, version-controlled execution steps within enterprise environments.
-  - **(2018)** [Building Declarative Pipelines with OpenShift DSL Plugin 🌟🌟](https://www.redhat.com/en/blog/building-declarative-pipelines-openshift-dsl-plugin) [GROOVY CONTENT]  [GUIDE] [LEGACY] β€” Provides a comprehensive overview of building declarative CI/CD routines utilizing the OpenShift DSL Plugin. Enables developers to construct clean pipeline workflows with native OpenShift resource operations directly inside Jenkins files.
-## Security (3)
-
-### Application Security
-
-#### SAST
-
-  - **(2026)** [==SonarQube Scanner 🌟==](https://plugins.jenkins.io/sonar) [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The industry standard for integrating SonarQube analysis within Jenkins pipelines. Offers Declarative Pipeline compatibility, quality gate status checks, and automatic build failure triggers based on pre-defined security and code quality criteria.
-  - **(2025)** [**Fortify**](https://plugins.jenkins.io/fortify) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Integrates Micro Focus Fortify Static Code Analyzer (SCA) into Jenkins pipelines. Automates the compilation, security scanning, and ingestion of vulnerability findings directly into the Fortify Software Security Center (SSC) dashboard.
-### Identity and Access
-
-#### AWS Integrations
-
-  - **(2025)** [==CloudBees AWS Credentials 🌟==](https://plugins.jenkins.io/aws-credentials) [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Injects secure AWS credentials (Access Key/Secret Key and IAM Role sessions) into Jenkins builds. Enables seamless authorization with AWS SDK services and CLI commands, serving as the secure backbone for Jenkins-to-AWS cloud integrations.
-  - **(2026)** [**Amazon Web Services SDK**](https://plugins.jenkins.io/aws-java-sdk) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Bundles the AWS Java SDK into a single Jenkins plugin, acting as a shared dependency library for other cloud plugins. Prevents dependency conflicts by centralizing the AWS API runtime across the entire controller engine.
-#### Authorization
-
-  - **(2026)** [==Matrix Authorization Strategy 🌟==](https://plugins.jenkins.io/matrix-auth) [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Core security authorization plugin providing fine-grained access control tables. Allows administrators to define read, write, and execute permissions globally and per-project for specific users and groups inside Jenkins.
-  - **(2026)** [==Role-based Authorization Strategy 🌟==](https://plugins.jenkins.io/role-strategy) [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Enterprise-standard authorization mechanism organizing users into dynamic Roles (Global, Project, Agent) matching LDAP/AD structures. Enables strict multi-tenant isolation and security boundaries in complex shared controllers.
-#### Credentials
-
-  - **(2026)** [==Credentials Binding==](https://plugins.jenkins.io/credentials-binding) [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Critical security plugin that binds secrets (passwords, API keys, files) to environment variables in pipeline scopes. It masks sensitive data in console logs, preventing accidental exposure of credentials during build logs execution.
-  - **(2025)** [**Cloudbees Credentials 🌟**](https://plugins.jenkins.io/cloudbees-credentials) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Enhances the standard Jenkins credentials subsystem with enterprise-grade capabilities. Facilitates secure storage, isolation, and refined access controls of critical runtime credentials across multi-tenant controller environments.
-#### Secrets Engines
-
-  - **(2026)** [==HashiCorp Vault 🌟==](https://plugins.jenkins.io/hashicorp-vault-plugin) [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Secures Jenkins builds by directly retrieving static and dynamic secrets from HashiCorp Vault. Supports AppRole, JWT, and Kubernetes authentication, completely bypassing local Jenkins credentials storage to prevent sprawl.
-  - **(2025)** [**AWS Secrets Manager Credentials Provider**](https://plugins.jenkins.io/aws-secrets-manager-credentials-provider) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Configures Jenkins to pull dynamic, encrypted parameters and secrets straight from AWS Secrets Manager. Eliminates manual rotation workflows on Jenkins controllers by querying active AWS API keys or certificates at runtime.
-## Security and Compliance
-
-### Secrets Management (1)
-
-#### Azure Key Vault
-
-  - **(2026)** [Azure Key Vault](https://plugins.jenkins.io/azure-keyvault) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Secures credentials access by linking Jenkins to Azure Key Vault directly. It fetches sensitive environment strings and secrets on-the-fly, reducing the vulnerability footprint of the host filesystem.
-### Vulnerability Scanning
-
-#### Aqua Security
-
-  - **(2025)** [Aqua Security Scanner](https://plugins.jenkins.io/aqua-security-scanner) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Enforces vulnerability management by coordinating build security evaluations with the Aqua Security Scanning engine. It stops unvetted artifacts containing severe CVEs from propagating to secure registries.
-#### Container Security
-
-  - **(2025)** [sysdig-secure: Sysdig Secure Container Image Scanner](https://plugins.jenkins.io/sysdig-secure) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Integrates container image assessment into Jenkins pipelines by interfacing with Sysdig Secure. It scans image layers for vulnerabilities and compliance issues, failing runs programmatically if security thresholds are violated.
-  - **(2024)** [qualys-cs: Qualys Container Scanning Connector](https://plugins.jenkins.io/qualys-cs) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Enforces early-stage continuous security by triggering Qualys Container Security platform scans on newly built images. It evaluates configurations and critical software packages, stopping bad artifacts before they reach production registries.
-#### Rapid7 Security
-
-  - **(2024)** [InsightVM Container Image Scanner](https://plugins.jenkins.io/rapid7-insightvm-container-assessment) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Triggers Rapid7 InsightVM container scans on intermediate image stages to evaluate vulnerabilities and configurations, enforcing standard container security controls directly in the pipeline.
 ## Site Reliability Engineering
 
-### Observability (4)
+### Observability
 
 #### Data Management
 
 ##### Cost Optimization
 
   - **(2023)** [instana.com: The Hidden Cost of Observability: Data Volume](https://www.ibm.com/think) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Investigates the financial and performance ramifications of high-cardinality data ingestion in modern APM systems. Discusses smart sampling, log aggregation, and metric filtering strategies. Curator Insight: Crucial warning on the price of raw ingestion. Live Grounding: Highly relevant for architects designing telemetry pipelines where unchecked trace collection can exceed production infrastructure budgets.
-## Software Engineering
-
-### Groovy Programming
-
-#### File I-O
-
-  - **(2021)** [opensource.com: Read and write files with Groovy](https://opensource.com/article/21/4/groovy-io)  [COMMUNITY-TOOL] β€” A detailed technical review explaining programmatic file and input/output stream operations utilizing Apache Groovy. Critical for Jenkins Pipeline authors looking to implement advanced file manipulation, parse complex workspaces, and generate structured dynamic manifests.
 
 ---
-πŸ’‘ **Explore Related:** [Sonarqube](./sonarqube.md) | [Stackstorm](./stackstorm.md) | [Tekton](./tekton.md)
+πŸ’‘ **Explore Related:** [Tekton](./tekton.md) | [Argo](./argo.md) | [Jenkins Alternatives](./jenkins-alternatives.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/keptn.md b/v2-docs/keptn.md
index 64fd6b4e..08614faa 100644
--- a/v2-docs/keptn.md
+++ b/v2-docs/keptn.md
@@ -8,9 +8,6 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Cloud Native Lifecycle](#cloud-native-lifecycle)
   - [CICD Pipelines](#cicd-pipelines)
     - [Community Meetups](#community-meetups)
@@ -21,6 +18,7 @@
     - [Guides](#guides)
     - [Site Reliability Engineering](#site-reliability-engineering)
   - [Local Environments](#local-environments)
+    - [K3s Sandboxing](#k3s-sandboxing)
     - [Video Guides](#video-guides-1)
   - [Site Reliability Engineering](#site-reliability-engineering-1)
     - [Monitoring Automation](#monitoring-automation)
@@ -28,15 +26,6 @@
   - [Application Performance Monitoring](#application-performance-monitoring)
     - [Guides](#guides-1)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [tutorials.keptn.sh 🌟](https://tutorials.keptn.sh)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering tutorials.keptn.sh 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: Keptn 0.6.0 β€” My top 5 favorite improvements](https://medium.com/keptn/keptn-0-6-0-my-top-5-favorite-improvements-242d8ac1abfe)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Keptn 0.6.0 β€” My top 5 favorite improvements in the Kubernetes Tools ecosystem.
-  - [medium: How we are redesigning our microservices deployment strategy](https://medium.com/dynatrace-engineering/how-we-are-redesigning-our-microservices-deployment-strategy-c567e310a42e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How we are redesigning our microservices deployment strategy in the Kubernetes Tools ecosystem.
 ## Cloud Native Lifecycle
 
 ### CICD Pipelines
@@ -63,6 +52,9 @@
   - **(2023)** [Keptn](https://keptn.sh/stable) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A CNCF incubating project providing event-driven orchestration for continuous delivery and automated operations. Uses CloudEvents standards and a GitOps approach to automate deployment, testing, and multi-stage promotion of services.
 ### Local Environments
 
+#### K3s Sandboxing
+
+  - **(2021)** [github.com/keptn-sandbox/keptn-on-k3s: Tutorial: Keptn for Dynatrace Users' in 5 Minutes 🌟](https://github.com/keptn-sandbox/keptn-on-k3s/blob/master/README-KeptnForDynatrace.md) ⭐ 29  [SHELL CONTENT] 🌟 [COMMUNITY-TOOL] β€” Lightweight integration environment designed to host a full-featured Keptn sandbox on a resource-constrained K3s Kubernetes cluster, integrated with Dynatrace agents for rapid performance evaluations.
 #### Video Guides (1)
 
   - **(2021)** [youtube: Tutorial - Keptn in a box](https://www.youtube.com/watch?v=OQAXQrKhIt0&ab_channel=keptn)  [COMMUNITY-TOOL] β€” Step-by-step video configuration demonstrating the execution of Keptn within local virtualized micro-clusters, streamlining testing of SRE control-planes on local machines.
@@ -80,5 +72,7 @@
   - **(2021)** [dynatrace-perfclinics.github.io: Why Devs Love Dynatrace 🌟](https://dynatrace-perfclinics.github.io/codelabs/why-devs-love-dynatrace-2/index.html)  [COMMUNITY-TOOL] [GUIDE] β€” Technical codelab demonstrating how developers leverage Dynatrace APM to identify code-level bottlenecks, analyze database performance, and utilize auto-remediation loops within automated delivery pipelines.
 
 ---
-πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Sonarqube](./sonarqube.md) | [Stackstorm](./stackstorm.md)
+πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Tekton](./tekton.md) | [Argo](./argo.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Angular](./angular.md)
 
diff --git a/v2-docs/kubectl-commands.md b/v2-docs/kubectl-commands.md
index 84c7e24d..87103585 100644
--- a/v2-docs/kubectl-commands.md
+++ b/v2-docs/kubectl-commands.md
@@ -8,249 +8,30 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [Automation](#automation)
-  - [Kubernetes](#kubernetes)
-    - [Ansible Modules](#ansible-modules)
-1. [CICD](#cicd)
-  - [Automation](#automation-1)
-    - [Deployment Tools](#deployment-tools)
-    - [Jenkins Integration](#jenkins-integration)
-1. [Cloud Native](#cloud-native)
-  - [Kubernetes](#kubernetes-1)
-    - [CICD and Builds](#cicd-and-builds)
-    - [CLI and Debugging](#cli-and-debugging)
-    - [Security](#security)
-1. [Container Orchestration](#container-orchestration)
-  - [Kubernetes](#kubernetes-2)
-    - [Ansible Integration](#ansible-integration)
-1. [Deployment and Orchestration](#deployment-and-orchestration)
-  - [Cluster Provisioning](#cluster-provisioning)
-    - [Remote Access](#remote-access)
 1. [DevSecOps and Registry](#devsecops-and-registry)
   - [Java Tools](#java-tools)
     - [Gradle Reference](#gradle-reference)
-1. [Developer Experience](#developer-experience)
-  - [Shell](#shell)
-    - [Productivity](#productivity)
-1. [Kubernetes](#kubernetes-3)
-  - [Developer Experience](#developer-experience-1)
-    - [Container Builds](#container-builds)
-  - [Operations](#operations)
-    - [Kubectl Plugins](#kubectl-plugins)
-    - [Productivity](#productivity-1)
-1. [Kubernetes Platform](#kubernetes-platform)
-  - [Cluster Administration](#cluster-administration)
-    - [K8s Contexts](#k8s-contexts)
-    - [Kubectl Plugins](#kubectl-plugins-1)
-    - [Kubectl Productivity](#kubectl-productivity)
-    - [Multi-Cluster Tools](#multi-cluster-tools)
-    - [Port Forwarding](#port-forwarding)
-    - [Shell Environments](#shell-environments)
-  - [K8s API and Development](#k8s-api-and-development)
-    - [Config Management](#config-management)
-1. [Observability](#observability)
-  - [Debugging](#debugging)
-    - [CLI Operations](#cli-operations)
-1. [Operations and UX](#operations-and-ux)
-  - [CLI Plugins](#cli-plugins)
-    - [Output Formatting](#output-formatting)
-1. [Orchestration](#orchestration)
-  - [Kubernetes](#kubernetes-4)
-    - [CLI Management](#cli-management)
 1. [Orchestration and Packaging](#orchestration-and-packaging)
   - [Helm and GitOps](#helm-and-gitops)
     - [Helm Overview](#helm-overview)
-1. [Storage and Data](#storage-and-data)
-  - [Performance Benchmarking](#performance-benchmarking)
-    - [Etcd Storage Tuning](#etcd-storage-tuning)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [medium: 4 Simple Kubernetes Terminal Customizations to Boost Your Productivity](https://medium.com/better-programming/4-simple-kubernetes-terminal-customizations-to-boost-your-productivity-deda60a19924)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: 4 Simple Kubernetes Terminal Customizations to Boost Your Productivity in the Kubernetes Tools ecosystem.
-  - [medium: Ready-to-use commands and tips for kubectl](https://medium.com/flant-com/kubectl-commands-and-tips-7b33de0c5476)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Ready-to-use commands and tips for kubectl in the Kubernetes Tools ecosystem.
-  - [medium: Be fast with Kubectl 1.19 CKAD/CKA 🌟](https://medium.com/faun/be-fast-with-kubectl-1-18-ckad-cka-31be00acc443)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Be fast with Kubectl 1.19 CKAD/CKA 🌟 in the Kubernetes Tools ecosystem.
-  - [pixelstech.net: Update & Delete Kubernetes resources in one-line command](https://www.pixelstech.net/article/1604225312-Update-&-Delete-Kubernetes-resources-in-one-line-command)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering pixelstech.net: Update & Delete Kubernetes resources in one-line command in the Kubernetes Tools ecosystem.
-  - [medium: One CKA/CKAD/CKS requirement: Mastering Kubectl](https://medium.com/nerd-for-tech/one-cka-ckad-cks-requirement-mastering-kubectl-85486bc0a3aa)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: One CKA/CKAD/CKS requirement: Mastering Kubectl in the Kubernetes Tools ecosystem.
-  - [medium: Replication Controller Vs ReplicaSets in Kubernetes](https://medium.com/geekculture/replication-controller-vs-replicasets-in-kubernetes-7b780e4d09d5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Replication Controller Vs ReplicaSets in Kubernetes in the Kubernetes Tools ecosystem.
-  - [akhilsharma.work: Checking Kubernetes API Calls using kubectl](https://akhilsharma.work/checking-kubernetes-api-calls-using-kubectl)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering akhilsharma.work: Checking Kubernetes API Calls using kubectl in the Kubernetes Tools ecosystem.
-  - [cloudsavvyit.com: How to Restart Kubernetes Pods with Kubectl](https://www.cloudsavvyit.com/14587/how-to-restart-kubernetes-pods-with-kubectl)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: How to Restart Kubernetes Pods with Kubectl in the Kubernetes Tools ecosystem.
-  - [technos.medium.com: How kubectl apply command works?](https://technos.medium.com/how-kubectl-apply-command-works-d092121056d3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering technos.medium.com: How kubectl apply command works? in the Kubernetes Tools ecosystem.
-  - [blogs.nakam.org: What Happens When? K8s Edition 🌟](https://blogs.nakam.org/what-happens-when-k8s-edition)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blogs.nakam.org: What Happens When? K8s Edition 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/swlh: Break Down Kubernetes Server-Side Apply (Advanced kubectl)' 🌟](https://medium.com/swlh/break-down-kubernetes-server-side-apply-5d59f6a14e26)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/swlh: Break Down Kubernetes Server-Side Apply (Advanced kubectl)==' 🌟 in the Kubernetes Tools ecosystem.
-  - [blog.devgenius.io: K8s β€” Manage Multiple Clusters Using kubectl at Scale](https://blog.devgenius.io/k8s-manage-multiple-clusters-using-kubectl-at-scale-9f200c692099)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: K8s β€” Manage Multiple Clusters Using kubectl at Scale in the Kubernetes Tools ecosystem.
-  - [awstip.com: Kubernetes β€” Creating deployments via command line and with' YAML files](https://awstip.com/kubernetes-creating-deployments-via-command-line-and-with-yaml-files-783eaad7b3be)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering awstip.com: Kubernetes β€” Creating deployments via command line and with' YAML files in the Kubernetes Tools ecosystem.
-  - [medium.com/@emmaliaocode: kubectl create vs kubectl apply. What’s the difference?](https://medium.com/@emmaliaocode/kubectl-create-vs-kubectl-apply-whats-the-differences-f6472f4c6c86)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@emmaliaocode: kubectl create vs kubectl apply. What’s the difference? in the Kubernetes Tools ecosystem.
-  - [medium.com/codex: Kubectl Output 101](https://medium.com/codex/kubectl-output-101-851f8e61fd51)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/codex: Kubectl Output 101 in the Kubernetes Tools ecosystem.
-  - [medium.com/geekculture: kubectl β€” Best Practices](https://medium.com/geekculture/kubectl-best-practices-c4ff809167dd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/geekculture: kubectl β€” Best Practices in the Kubernetes Tools ecosystem.
-  - [medium.com/@jake.page91: The guide to kubectl I never had](https://medium.com/@jake.page91/the-guide-to-kubectl-i-never-had-3874cc6074ff)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@jake.page91: The guide to kubectl I never had in the Kubernetes Tools ecosystem.
-  - [blog.devgenius.io: Daily useful Kubernetes aliases](https://blog.devgenius.io/daily-useful-kubernetes-aliases-c35f7f411f39)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Daily useful Kubernetes aliases in the Kubernetes Tools ecosystem.
-  - [Copy secrets between namespaces](https://stackoverflow.com/questions/55515594/is-there-a-way-to-share-a-configmap-in-kubernetes-between-namespaces)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Copy secrets between namespaces in the Kubernetes Tools ecosystem.
-## Automation
-
-### Kubernetes
-
-#### Ansible Modules
-
-  - **(2024)** [Manage Kubernetes (K8s) objects](https://docs.ansible.com/collections.html) [PYTHON CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official documentation detailing Ansible's specialized `kubernetes.core.k8s` module capabilities. It focuses on declaratively orchestrating Kubernetes objects directly from Ansible playbooks, allowing organizations to cleanly bridge traditional VM configuration setups with modern containerized platform configurations.
-## CICD
-
-### Automation (1)
-
-#### Deployment Tools
-
-  - **(2023)** [==Kubernetes Continuous Deploy==](https://plugins.jenkins.io/kubernetes-cd) [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A specialized Jenkins plugin designed to coordinate container deployment pipelines, allowing seamless application delivery onto Kubernetes clusters. It handles cluster authentication, manifest interpolation, and rollout verification, although modern enterprise GitOps architectures have largely transitioned target deployments to ArgoCD or Flux.
-#### Jenkins Integration
-
-  - **(2024)** [==Jenkins Kubernetes Plugin==](https://plugins.jenkins.io/kubernetes) [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A foundational plugin that integrates Jenkins with Kubernetes clusters to dynamically provision Jenkins agent pods on-demand. By leveraging Kubernetes namespaces and resources, it ensures isolated build environments, scaling agent capacity up during intensive test stages and scaling down to save compute budget.
-## Cloud Native
-
-### Kubernetes (1)
-
-#### CICD and Builds
-
-  - **(2026)** [container-registry.com: Lifting Developers’ Productivity 🌟](https://container-registry.com/posts/productivity-lift-buildkit-cli-for-kubectl) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An analysis of the BuildKit CLI integration for 'kubectl'. It empowers developers to build container images directly within active Kubernetes execution scopes, leveraging distributed cache backends and eliminating local docker daemon dependencies.
-#### CLI and Debugging
-
-  - **(2026)** [==ahmetb/kubectl-aliases==](https://github.com/ahmetb/kubectl-aliases) ⭐ 3691  [SHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An automated system that generates systematic shell aliases for 'kubectl', significantly enhancing engineering productivity. It minimizes operational friction by programmatic expansion of over 800 permutations of flags and subcommands, allowing administrators to interface with Kubernetes clusters using succinct shorthand sequences.
-  - **(2026)** [==github.com/trstringer/kubectl-example==](https://github.com/trstringer/kubectl-example) ⭐ 13  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A reference repository providing curated template patterns and concrete command-line configurations for common 'kubectl' usage patterns. Designed to shorten the ramp-up time for operators, it acts as a declarative cheat-sheet for state transitions and diagnostic queries.
-  - **(2026)** [==Flag export deprecated in kubernetes 1.14==](https://github.com/kubernetes/kubernetes/pull/73787) ⭐ 123002  [GO CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” The upstream Kubernetes pull request deprecating the '--export' flag in 'kubectl get'. Live grounding confirms that as of Kubernetes 1.18+, this flag was completely removed in favor of alternative serialization pipelines, requiring automation scripts to migrate away from this legacy pattern.
-  - **(2026)** [kubectl explain](https://jamesdefabia.github.io/docs/user-guide/kubectl/kubectl_explain) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official reference documentation for 'kubectl explain', a critical utility for schema exploration within the Kubernetes API. Architecturally, it queries the cluster OpenAPI specification directly to output detailed structural layouts of specific resources, assisting developers in constructing valid declarative YAML manifests.
-  - **(2026)** [itnext.io: Using β€˜kubectl explain’ for Custom Resources](https://itnext.io/understanding-kubectl-explain-9d703396cc8) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An analytical guide showcasing how to leverage 'kubectl explain' to dynamically inspect Custom Resource Definitions (CRDs). By querying the discovery API, platform engineers can navigate deeply nested custom resource structures and ensure compliance with schemas registered via operator patterns.
-  - **(2026)** [kubectl Shell Autocomplete](https://blog.heptio.com/kubectl-shell-autocomplete-heptioprotip-48dd023e0bf3) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” A deep dive into setting up shell autocomplete for 'kubectl' across Bash, Zsh, and fish environments. From an operational efficiency perspective, autocompletion queries API resources dynamically, minimizing context switching and reducing manual spelling errors during incident response.
-  - **(2026)** [itnext.io: Connect to containers using Kubectl Exec](https://itnext.io/connect-to-containers-using-kubectl-exec-b1fb5c171f03) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An operational walkthrough illustrating how to establish interactive terminal sessions inside container namespaces using 'kubectl exec'. The document details the transport layer over SPDY/HTTP/2 stream multiplexing and explores core configurations needed for standard output routing.
-  - **(2026)** [hackernoon.com: How to Work With the Kubectl Debug Command](https://hackernoon.com/how-to-work-with-the-kubectl-debug-command) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An in-depth technical manual outlining the usage of 'kubectl debug'. It details how to troubleshoot crash-looping workloads by attaching ephemeral diagnostic containers into target Pod namespaces, effectively bypassing missing-shell constraints of distroless or minimal base images.
-#### Security
-
-  - **(2026)** [goteleport.com: kubectl exec vs SSH](https://goteleport.com/blog/ssh-vs-kubectl) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An architectural comparison contrasting standard SSH access with the API-driven 'kubectl exec' command. From a security boundary posture, it highlights why 'kubectl exec' is preferred inside modern clusters as it eliminates secondary authentication pipelines and relies purely on Kubernetes RBAC structures.
-## Container Orchestration
-
-### Kubernetes (2)
-
-#### Ansible Integration
-
-  - **(2025)** [ansibleforkubernetes.com 🌟](https://www.ansibleforkubernetes.com) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Reference site for Jeff Geerling's "Ansible for Kubernetes" book. It showcases advanced architectural patterns using Ansible to orchestrate cloud-native Kubernetes systems, write custom operators, and manage application lifecycles inside pods.
-## Deployment and Orchestration
-
-### Cluster Provisioning
-
-#### Remote Access
-
-  - **(2020)** [blog.alexellis.io: Get kubectl access to your private cluster from anywhere](https://blog.alexellis.io/get-private-kubectl-access-anywhere) [MARKDOWN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Explores techniques for securely accessing the Kubernetes API control plane of isolated or private networks without exposing standard firewall ports. Explains how reverse-proxy tunnels provide secure endpoints. Live Grounding validates that tunnel mechanisms like inlets, Tailscale, or Cloudflare Tunnels have become common choices for secure edge environments.
 ## DevSecOps and Registry
 
 ### Java Tools
 
 #### Gradle Reference
 
-  - **(2026)** [==Gradle Cheat Sheets==](https://nubenetes.com/cheatsheets) [SPANISH CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” High-density command syntax cheatsheet for Gradle, highlighting Kotlin/Groovy DSL setups, caching options, task graphs management, and daemon management to significantly improve build execution times.
-## Developer Experience
-
-### Shell
-
-#### Productivity
-
-  - **(2026)** [==complete-alias==](https://github.com/cykerway/complete-alias) ⭐ 814  [SHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A shell integration tool designed to resolve completion mechanisms for aliased commands. For platform engineers running complex aliased 'kubectl' pipelines, this tool bridges the gap by enabling native parameter autocomplete for custom aliases, preserving system-level speed.
-## Kubernetes (3)
-
-### Developer Experience (1)
-
-#### Container Builds
-
-  - **(2021)** [==vmware-tanzu/buildkit-cli-for-kubectl (kubectl plugin)==](https://github.com/vmware-archive/buildkit-cli-for-kubectl) ⭐ 505  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” A kubectl plugin designed to execute container builds directly on remote BuildKit instances inside clusters. Live grounding confirms the project has been archived under VMware, steering teams to direct BuildKit operators or Kaniko.
-### Operations
-
-#### Kubectl Plugins
-
-  - **(2025)** [Kubectl plugins and tools](https://nubenetes.com/kubernetes) [GO CONTENT]  [COMMUNITY-TOOL] β€” This reference compilation highlights external tools and kubectl extensions managed via Krew. It details how third-party plugins (like `neat`, `kns`, or security-focused extensions) expand basic kubectl operational debugging and cluster-inspection capabilities.
-#### Productivity (1)
-
-  - **(2021)** [Kubernetes productivity tips and tricks 🌟](https://www.theodo.com/en-fr/blog)  [COMMUNITY-TOOL] β€” A practitioner's guide to enhancing CLI-based Kubernetes productivity. It explores advanced setups such as custom shell autocompletion, kubectx/kubens utilities, smart aliases, and log-tailing helpers designed to reduce cognitive overhead during real-time incident responses.
-## Kubernetes Platform
-
-### Cluster Administration
-
-#### K8s Contexts
-
-  - **(2020)** [**itnext.io: Kubernetes Contexts: Complete Guide for Developers**](https://itnext.io/kubernetes-contexts-complete-guide-for-developers-7ea5b2fc75c7) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Explains how kubeconfig context matrices are structured. Aids teams in safely managing user authorization levels across distinct dev, staging, and production clusters.
-#### Kubectl Plugins (1)
-
-  - **(2021)** [**shardul.dev: Most Useful kubectl Plugins**](https://shardul.dev/most-useful-kubectl-plugins) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Reviews highly useful extensions managed via the Krew plugins system. Showcases tools that expand administrator diagnostic capacities, log operations, and performance checks.
-#### Kubectl Productivity
-
-
-??? abstract "Architect's Technical Comparison Table"
-    | Solution | Maturity | Primary Focus | Language | Stars |
-    | :--- | :--- | :--- | :--- | :--- |
-    | [opensource.com: 5 useful ways to manage Kubernetes with kubectl](https://opensource.com/article/21/7/kubectl) |  | Kubectl Productivity | English | 🌟🌟🌟🌟 |
-    | [dev.to: Open a command prompt in a Kubernetes cluster](https://dev.to/eldadak/open-a-command-prompt-in-a-kubernetes-cluster-206g) |  | Kubectl Productivity | English | 🌟🌟🌟🌟 |
-    | [itnext.io: How to Restart Kubernetes Pods With Kubectl 🌟](https://itnext.io/how-to-restart-kubernetes-pods-with-kubectl-2a7834a6b961) |  | Kubectl Productivity | English | 🌟🌟🌟🌟 |
-    | [itnext.io: Boosting your kubectl productivity](https://itnext.io/boosting-your-kubectl-productivity-b348f7c25712) |  | Kubectl Productivity | English | 🌟🌟🌟🌟 |
-    | [developers.redhat.com: Kubectl: Developer tips for the Kubernetes command' line 🌟](https://developers.redhat.com/blog/2020/11/20/kubectl-developer-tips-for-the-kubernetes-command-line) |  | Kubectl Productivity | English | 🌟🌟🌟🌟 |
-    | [howtogeek.com: Getting Started With Kubectl to Manage Kubernetes Clusters](https://www.howtogeek.com/devops/getting-started-with-kubectl-to-manage-kubernetes-clusters) |  | Kubectl Productivity | English | 🌟🌟🌟 |
-
-  - **(2021)** [**opensource.com: 5 useful ways to manage Kubernetes with kubectl**](https://opensource.com/article/21/7/kubectl) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Details five ways to manage deployments using kubectl options. Emphasizes namespace management, manifest validations via dry-runs, and rapid scaling tasks.
-  - **(2021)** [**dev.to: Open a command prompt in a Kubernetes cluster**](https://dev.to/eldadak/open-a-command-prompt-in-a-kubernetes-cluster-206g) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Walks through initiating command sessions in target Kubernetes containers for diagnostics. Discusses ephemeral container usage and target debugging options without altering running code paths.
-  - **(2021)** [**itnext.io: How to Restart Kubernetes Pods With Kubectl 🌟**](https://itnext.io/how-to-restart-kubernetes-pods-with-kubectl-2a7834a6b961) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Details methods for orchestrating safe container restarts via kubectl, such as the rollout restart command. Ensures zero-downtime restarts without dropping running traffic allocations.
-  - **(2020)** [**itnext.io: Boosting your kubectl productivity**](https://itnext.io/boosting-your-kubectl-productivity-b348f7c25712) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Compiles productivity enhancements and aliases for kubectl command routines. Addresses custom terminal variables, prompt customizations, and configurations aimed at easing day-to-day cluster tasks.
-  - **(2020)** [**developers.redhat.com: Kubectl: Developer tips for the Kubernetes command' line 🌟**](https://developers.redhat.com/blog/2020/11/20/kubectl-developer-tips-for-the-kubernetes-command-line) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Provides developer-focused kubectl practices for troubleshooting deployment issues on Red Hat configurations. Explores log parsing tricks and container shell executions.
-  - **(2022)** [howtogeek.com: Getting Started With Kubectl to Manage Kubernetes Clusters](https://www.howtogeek.com/devops/getting-started-with-kubectl-to-manage-kubernetes-clusters) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A foundational guide to managing clusters with kubectl. Outlines config structure concepts, baseline container commands, and standard diagnostics routines for new platform users.
-#### Multi-Cluster Tools
-
-  - **(2021)** [**hackerxone.com: How to Manage Single & Multiple Kubernetes Clusters using' kubectl & kubectx in Linux**](https://www.hackerxone.com/2021/07/10/how-manage-single-multiple-kubernetes-clusters-using-kubectl-kubectx-linux) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Outlines cluster and namespace administration workflows leveraging kubectx and kubens. Prevents accidental execution on incorrect environments during multi-cluster deployments.
-#### Port Forwarding
-
-  - **(2022)** [**inlets.dev: Fixing the Developer Experience of Kubernetes Port Forwarding**](https://inlets.dev/blog/2022/06/24/fixing-kubectl-port-forward.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Addresses stability issues inherent in standard kubectl port-forward operations. Explains how tunnels and reverse-proxy tools like Inlets provide developers with robust, persistent local connections.
-#### Shell Environments
-
-  - **(2020)** [**superbrothers/zsh-kubectl-prompt 🌟**](https://github.com/superbrothers/zsh-kubectl-prompt) ⭐ 591  🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Details a Zsh shell utility that displays current Kubernetes context and namespace info in the terminal prompt. Minimizes chances of entering execution instructions in wrong production sectors.
-### K8s API and Development
-
-#### Config Management
-
-  - **(2023)** [**learnitguide.net: How to Create ConfigMap from Properties File Using K8s' Client**](https://www.learnitguide.net/2023/04/how-to-create-configmap-from-properties.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Demonstrates methods to compile Kubernetes ConfigMaps from structured properties files. Bridges common application configurations with native cloud manifest patterns.
-## Observability
-
-### Debugging
-
-#### CLI Operations
-
-  - **(2023)** [A Complete Guide to Kubectl exec](https://refine.dev/blog/kubectl-exec-command)  [COMMUNITY-TOOL] [GUIDE] β€” Comprehensive guide explaining the inner workings of the 'kubectl exec' command. Breaks down how connection handshakes occur between the API server, Kubelet, and container runtimes (CRI).
-## Operations and UX
-
-### CLI Plugins
-
-#### Output Formatting
-
-  - **(2026)** [hidetatz/kubecolor 🌟](https://github.com/hidetatz/kubecolor) ⭐ 1446  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Kubecolor is a highly adopted command-line wrapper for kubectl that colorizes terminal outputs. It improves cluster observability by visually distinguishing resource types, labels, statuses, and namespaces during interactive CLI operations.
-## Orchestration
-
-### Kubernetes (4)
-
-#### CLI Management
-
-  - **(2026)** [==kubernetes.io 🌟==](https://kubernetes.io/docs/reference/kubectl/quick-reference) [MARKDOWN CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The canonical reference documentation for the kubectl command-line utility. Provides up-to-date syntax patterns for resource creation, patch edits, formatting outputs, and real-time container log analysis across active nodes.
+  - **(2026)** [==Gradle Cheat Sheets==](https://nubenetes.com/cheatsheets/) [SPANISH CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” High-density command syntax cheatsheet for Gradle, highlighting Kotlin/Groovy DSL setups, caching options, task graphs management, and daemon management to significantly improve build execution times.
 ## Orchestration and Packaging
 
 ### Helm and GitOps
 
 #### Helm Overview
 
-  - **(2026)** [==Helm==](https://nubenetes.com/helm) [SPANISH CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Deep-dive architecture portal on Helm, the package manager for Kubernetes. Focuses on structuring dry templates, lifecycle hooks, chart dependencies, release versioning, and secure variables management inside GitOps pipelines.
-## Storage and Data
-
-### Performance Benchmarking
-
-#### Etcd Storage Tuning
-
-  - **(2021)** [ibm.com: Using Fio to Tell Whether Your Storage is Fast Enough for Etcd](https://www.ibm.com/think/cloud) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Practical benchmarking guide using the `fio` utility to measure disk write latency, specifically validating physical storage readiness for critical Kubernetes Etcd backends. Outlines how high write latency triggers cluster-wide instability and master-node leader election failures. Crucial reading for systems administrators configuring bare-metal or hypervisor storage fabrics.
+  - **(2026)** [==Helm==](https://nubenetes.com/helm/) [SPANISH CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Deep-dive architecture portal on Helm, the package manager for Kubernetes. Focuses on structuring dry templates, lifecycle hooks, chart dependencies, release versioning, and secure variables management inside GitOps pipelines.
 
 ---
-πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Kubernetes Client Libraries](./kubernetes-client-libraries.md)
+πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Serverless](./serverless.md) | [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/kubernetes-alternatives.md b/v2-docs/kubernetes-alternatives.md
index dac42d75..05f4a907 100644
--- a/v2-docs/kubernetes-alternatives.md
+++ b/v2-docs/kubernetes-alternatives.md
@@ -8,38 +8,16 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [Cloud Native Infrastructure](#cloud-native-infrastructure)
-  - [Kubernetes Orchestration](#kubernetes-orchestration)
-    - [Technology Assessment](#technology-assessment)
-1. [Deployment](#deployment)
-  - [PaaS](#paas)
-    - [Coolify](#coolify)
-    - [Heroku](#heroku)
 1. [Edge and Serverless](#edge-and-serverless)
   - [WebAssembly Platforms](#webassembly-platforms)
     - [Tau Edge](#tau-edge)
-1. [Infrastructure](#infrastructure)
-  - [Containerization](#containerization)
-    - [Container Management](#container-management)
-  - [Kubernetes Distributions](#kubernetes-distributions)
-    - [Market Landscapes](#market-landscapes)
-1. [Infrastructure as Code](#infrastructure-as-code)
-  - [Ansible](#ansible)
-    - [Docker Swarm](#docker-swarm)
 1. [Orchestration](#orchestration)
   - [AWS](#aws)
     - [ECS vs Kubernetes](#ecs-vs-kubernetes)
     - [Hybrid Orchestration](#hybrid-orchestration)
   - [Alternatives](#alternatives)
     - [Cycle.io](#cycleio)
-    - [Simplenetes](#simplenetes)
-  - [Containers](#containers)
-    - [Docker vs Kubernetes](#docker-vs-kubernetes)
-    - [Runtimes](#runtimes)
-  - [Docker Swarm](#docker-swarm-1)
+  - [Docker Swarm](#docker-swarm)
     - [Comparison](#comparison)
     - [Core](#core)
     - [Docker Enterprise](#docker-enterprise)
@@ -50,48 +28,14 @@
     - [Case Study](#case-study)
     - [Comparison](#comparison-2)
     - [Core](#core-1)
-    - [Evaluation](#evaluation)
   - [Kubernetes](#kubernetes)
-    - [Alternatives](#alternatives-1)
-    - [Anti-patterns](#anti-patterns)
     - [Case Study](#case-study-1)
-    - [Evaluation](#evaluation-1)
 1. [Serverless Architecture](#serverless-architecture)
   - [Edge Computing](#edge-computing)
     - [AI Integration](#ai-integration)
     - [Local Development](#local-development)
     - [WebAssembly](#webassembly)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [medium.com: Your team might not need Kubernetes](https://medium.com/faun/your-team-might-not-need-kubernetes-57240e8d554a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Your team might not need Kubernetes in the Kubernetes Tools ecosystem.
-  - [medium: Why Not Use Kubernetes?](https://medium.com/better-programming/why-not-use-kubernetes-52a89ada5e22)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Why Not Use Kubernetes? in the Kubernetes Tools ecosystem.
-  - [sysadmincasts.com: Nomad 🌟](https://sysadmincasts.com/episodes/74-nomad)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering sysadmincasts.com: Nomad 🌟 in the Kubernetes Tools ecosystem.
-  - [stackshare.io: Kubernetes vs Portainer](https://stackshare.io/stackups/kubernetes-vs-portainer)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stackshare.io: Kubernetes vs Portainer in the Kubernetes Tools ecosystem.
-  - [kpatronas.medium.com: Docker swarm: High Availability](https://kpatronas.medium.com/docker-swarm-high-availability-36ea7ee7f9e8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kpatronas.medium.com: Docker swarm: High Availability in the Kubernetes Tools ecosystem.
-  - [cloudsavvyit.com: What is Docker Swarm Mode and When Should You Use It?](https://www.cloudsavvyit.com/13049/what-is-docker-swarm-mode-and-when-should-you-use-it)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: What is Docker Swarm Mode and When Should You Use It? in the Kubernetes Tools ecosystem.
-  - [blog.opstree.com: A Comparison Between Various Container Orchestration Services!' (ECS vs Kubernetes)](https://blog.opstree.com/2021/06/21/a-comparison-between-various-container-orchestration-services-ecs-vs-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.opstree.com: A Comparison Between Various Container Orchestration Services!' (ECS vs Kubernetes) in the Kubernetes Tools ecosystem.
-## Cloud Native Infrastructure
-
-### Kubernetes Orchestration
-
-#### Technology Assessment
-
-  - **(2020)** [**thenewstack.io: Do I Really Need Kubernetes? 🌟**](https://thenewstack.io/do-i-really-need-kubernetes) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Offers a pragmatic architectural counter-argument to automatic Kubernetes adoption. Evaluates alternatives such as managed serverless containers (ECS, Cloud Run) and PaaS solutions, analyzing whether the infrastructure scale justifies K8s operational complexity and platform engineering overhead.
-## Deployment
-
-### PaaS
-
-#### Coolify
-
-  - **(2026)** [coolify.io](https://coolify.io) [PHP CONTENT]  [COMMUNITY-TOOL] β€” An open-source, self-hosted Heroku and Netlify alternative. It automates container deployments for major runtimes and databases, operating smoothly on simple VPS instances without cluster orchestration.
-#### Heroku
-
-  - **(2021)** [towardsdatascience.com: Heroku + Docker in 10 Minutes](https://towardsdatascience.com/heroku-docker-in-10-minutes-f4329c4fd72f) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A deployment guide detailing how to host containerized applications on Heroku using the Docker runtime. Shows a frictionless path to hosting containers without any complex infrastructure layers.
 ## Edge and Serverless
 
 ### WebAssembly Platforms
@@ -99,25 +43,6 @@
 #### Tau Edge
 
   - **(2025)** [==github.com/taubyte/tau: Tau==](https://github.com/taubyte/tau) ⭐ 5051  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Tau is an innovative, high-performance decentralized computing platform running WebAssembly (Wasm) workloads on the edge. It integrates autonomous routing, multi-tenant serverless orchestration, and distributed transactional db sync natively without standard cloud overhead.
-## Infrastructure
-
-### Containerization
-
-#### Container Management
-
-  - **(2026)** [Portainer 🌟](https://www.portainer.io) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Portainer is a leading container management platform designed to simplify Docker, Kubernetes, and Azure ACI environments through an intuitive web interface. It allows platform administrators to easily deploy stacks, monitor real-time resources, manage networks/volumes, and control user access (RBAC). In 2026, it serves as a robust bridging portal between command-line container engines and full-scale orchestration management.
-### Kubernetes Distributions
-
-#### Market Landscapes
-
-  - **(2022)** [itprotoday.com: Who's Winning in the Container Software Market 🌟](https://www.techtarget.com/searchcio/answer/ITPro-Today-Network-Computing-IoT-World-Today-combine-with-TechTarget)  [COMMUNITY-TOOL] β€” A business and market analysis of the container software landscape, highlighting market share dynamics, consolidation waves, and the competitive positioning of major players like Red Hat, VMware, Rancher, and cloud hyperscalers. Reflects the strategic evolution toward managed platform-as-a-service models.
-## Infrastructure as Code
-
-### Ansible
-
-#### Docker Swarm
-
-  - **(2022)** [galaxy.ansible.com: Docker Ansible Role](https://galaxy.ansible.com/atosatto/docker-swarm) [YAML CONTENT]  [COMMUNITY-TOOL] β€” An automation playbook for deploying secure Docker Swarm setups via Ansible. Highly useful for configuring Swarm managers and multi-tier network nodes programmatically.
 ## Orchestration
 
 ### AWS
@@ -133,21 +58,8 @@
 #### Cycle.io
 
   - **(2026)** [Cycle.io](https://cycle.io) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Cycle.io provides a managed container orchestration layer targeting teams wanting standard API control planes without manual Kubernetes configuration and networking management.
-  - **(2021)** [thenewstack.io: Cycle.io: Meet the Team on a Mission to Replace Kubernetes](https://thenewstack.io/cycle-io-meet-the-team-on-a-mission-to-replace-kubernetes) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Interview covering Cycle.io's structural strategy to bypass Kubernetes orchestration entirely. Emphasizes unified UI and declarative container deployments.
   - **(2021)** [thenewstack.io: Cycle.io: A Container Orchestration Platform Aimed at Developers](https://thenewstack.io/cycle-io-a-container-orchestration-platform-aimed-at-developers) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Outlines Cycle.io's developer-focused abstractions. Covers native DNS setup, cluster security, and private container registries without relying on K8s operators.
-#### Simplenetes
-
-  - **(2020)** [==Simplenetes==](https://github.com/simplenetes-io/simplenetes) ⭐ 766  [SHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” A highly simplified container orchestration tool designed as an alternative to Kubernetes. Lacks active development (>4 years inactive), recommended solely for legacy academic reference.
-### Containers
-
-#### Docker vs Kubernetes
-
-  - **(2022)** [dotnettricks.com: Kubernetes vs Docker: Analyzing The Differences](https://www.scholarhat.com/tutorial/docker/kubernetes-vs-docker-analyzing-the-differences) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Untangles the fundamental structural differences between containerization tooling (Docker Engine) and container clustering fabrics (Kubernetes). Ideal onboarding resource.
-  - **(2022)** [freecodecamp.org: Kubernetes VS Docker: What's the Difference? Explained With Example](https://www.freecodecamp.org/news/kubernetes-vs-docker-whats-the-difference-explained-with-examples) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Clear, concept-driven guide explaining how Docker packaging formats integrate with Kubernetes container loops. Provides easy-to-follow diagrams for entry-level platforms.
-#### Runtimes
-
-  - **(2021)** [semaphoreci.com: Kubernetes vs Docker: Understanding Containers in 2021](https://semaphore.io/blog/kubernetes-vs-docker) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Analyzes the shift from old Docker-focused configurations to standardized container runtimes (such as containerd). Crucial reading for understanding Kubernetes' removal of Dockershim.
-### Docker Swarm (1)
+### Docker Swarm
 
 #### Comparison
 
@@ -185,23 +97,11 @@
 #### Core (1)
 
   - **(2026)** [Nomad](https://developer.hashicorp.com/nomad) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A declarative, lightweight workload scheduler. Nomad supports both containerized and raw binary/Java applications across global infrastructure nodes. Its operational footprint is drastically lower than Kubernetes.
-#### Evaluation
-
-  - **(2021)** [atodorov.me: Why you should take a look at Nomad before jumping on Kubernetes](https://atodorov.me/2021/02/27/why-you-should-take-a-look-at-nomad-before-jumping-on-kubernetes) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Details why startups and lean organizations should evaluate Nomad prior to adopting Kubernetes. Emphasizes native scheduling of non-containerized, native executables and Windows workloads.
 ### Kubernetes
 
-#### Alternatives (1)
-
-  - **(2023)** [simform.com: Top Alternatives to Kubernetes to Overcome Business Challenges](https://www.simform.com/blog/alternatives-to-kubernetes) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Examines structural alternatives to Kubernetes such as Nomad, ECS, and Serverless. Helps engineering leadership assess operational trade-offs and bypass unnecessary deployment complexity.
-#### Anti-patterns
-
-  - **(2020)** [β€œLet’s use Kubernetes!” Now you have 8 problems](https://pythonspeed.com/articles/dont-need-kubernetes) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Exposes the post-adoption operational complexities of Kubernetes, including networking, resource allocation, and storage management. Guides teams to use simpler alternatives early in product lifecycles.
 #### Case Study (1)
 
   - **(2022)** [ably.com: No, we don’t use Kubernetes](https://ably.com/blog/no-we-dont-use-kubernetes) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An in-depth post-mortem from Ably detailing their production-scale architecture using AWS autoscaling groups instead of Kubernetes. Demonstrates stateful scaling at massive, low-latency scale without a complex container mesh.
-#### Evaluation (1)
-
-  - **(2023)** [infoworld.com: When Kubernetes is not the solution](https://www.infoworld.com/article/2261975/when-kubernetes-is-not-the-solution.html) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A critical look at architectural scenarios where Kubernetes introduces excessive operational drag. Advocates for VM topologies, serverless, or simple cluster setups for monolithic or early systems.
 ## Serverless Architecture
 
 ### Edge Computing
@@ -217,5 +117,7 @@
   - **(2026)** [Taubyte](https://taubyte.com) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An innovative WebAssembly-native edge cloud designed to eliminate typical virtualization layers. Offers decentralized and autonomous execution of lightweight, globally scaling serverless routines.
 
 ---
-πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Client Libraries](./kubernetes-client-libraries.md) | [Kubectl Commands](./kubectl-commands.md)
+πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Serverless](./serverless.md) | [Kubectl Commands](./kubectl-commands.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/kubernetes-autoscaling.md b/v2-docs/kubernetes-autoscaling.md
index 3389937e..b909383d 100644
--- a/v2-docs/kubernetes-autoscaling.md
+++ b/v2-docs/kubernetes-autoscaling.md
@@ -8,124 +8,21 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Architecture](#architecture)
   - [Design Patterns](#design-patterns)
     - [Sidecar Pattern](#sidecar-pattern)
-1. [Architecture and Strategy](#architecture-and-strategy)
-  - [Scalability Foundations](#scalability-foundations)
-    - [System Design](#system-design)
 1. [Infrastructure and Platform](#infrastructure-and-platform)
   - [Autoscaling](#autoscaling-1)
-    - [Cluster Autoscaling](#cluster-autoscaling)
     - [Event-Driven Scaling](#event-driven-scaling)
-    - [Multi-Cluster Strategy](#multi-cluster-strategy)
     - [Request-Driven Scaling](#request-driven-scaling)
   - [Performance Engineering](#performance-engineering)
     - [Load Testing](#load-testing)
 1. [Kubernetes and Scaling](#kubernetes-and-scaling)
-  - [Advanced Scaling](#advanced-scaling)
-    - [Predictive Scaling](#predictive-scaling)
-  - [Advanced Scheduling](#advanced-scheduling)
-    - [Scheduler Configurations](#scheduler-configurations)
-  - [Architecture and Strategy](#architecture-and-strategy-1)
-    - [Resource Provisioning](#resource-provisioning)
-  - [Core Concepts](#core-concepts)
-    - [Autoscaling Frameworks](#autoscaling-frameworks)
-    - [Autoscaling Matrix](#autoscaling-matrix)
-    - [Hands-on Guide](#hands-on-guide)
-    - [Horizontal Scaling API](#horizontal-scaling-api)
-    - [Horizontal Scaling Mechanics](#horizontal-scaling-mechanics)
-    - [Scaling Intro](#scaling-intro)
-  - [Cost Optimization](#cost-optimization)
-    - [Automated Optimization](#automated-optimization)
-    - [Autoscaling Tooling](#autoscaling-tooling)
-    - [FinOps Practices](#finops-practices)
   - [Deployment Tutorials](#deployment-tutorials)
     - [Enterprise Cloud App](#enterprise-cloud-app)
-  - [Developer Tooling](#developer-tooling)
-    - [Kubectl Plugins](#kubectl-plugins)
-  - [Infrastructure Scaling](#infrastructure-scaling)
-    - [Cluster Autoscaler](#cluster-autoscaler)
-    - [Node Descheduling](#node-descheduling)
-  - [Metrics and Monitoring](#metrics-and-monitoring)
-    - [Custom Metrics](#custom-metrics)
-    - [Metrics Server](#metrics-server)
-    - [Multi-Namespace HPA](#multi-namespace-hpa)
-    - [Prometheus Adapter](#prometheus-adapter)
-    - [Prometheus Integrations](#prometheus-integrations)
-    - [eBPF-driven Scaling](#ebpf-driven-scaling)
   - [Microservices](#microservices)
     - [Scaling Patterns](#scaling-patterns)
-  - [Production Practices](#production-practices)
-    - [Autoscaling Architecture](#autoscaling-architecture)
-  - [Regional Language Resources](#regional-language-resources)
-    - [Vertical Scaling](#vertical-scaling)
-  - [Resource Management](#resource-management)
-    - [Advanced QoS](#advanced-qos)
-    - [Vertical Scaling](#vertical-scaling-1)
-    - [Vertical Scaling Deep-Dive](#vertical-scaling-deep-dive)
-1. [Operations](#operations)
-  - [Managed Services](#managed-services)
-    - [Performance Benchmarking](#performance-benchmarking)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [eksworkshop.com: Configure Cluster Autoscaler (CA)](https://eksworkshop.com/scaling/deploy_ca)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering eksworkshop.com: Configure Cluster Autoscaler (CA) in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: Effects of Docker Image Size on AutoScaling w.r.t' Single and Multi-Node Kube Cluster](https://levelup.gitconnected.com/effects-of-docker-image-size-on-autoscaling-w-r-t-single-and-multi-node-kube-cluster-29c4f689cd99)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Effects of Docker Image Size on AutoScaling w.r.t' Single and Multi-Node Kube Cluster in the Kubernetes Tools ecosystem.
-  - [medium.com/airbnb-engineering: Dynamic Kubernetes Cluster Scaling at Airbnb](https://medium.com/airbnb-engineering/dynamic-kubernetes-cluster-scaling-at-airbnb-d79ae3afa132)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/airbnb-engineering: Dynamic Kubernetes Cluster Scaling at Airbnb in the Kubernetes Tools ecosystem.
-  - [chaitu-kopparthi.medium.com: Scaling Kubernetes workloads using custom Prometheus' metrics](https://chaitu-kopparthi.medium.com/scaling-kubernetes-workloads-using-custom-prometheus-metrics-1eb64b23919e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering chaitu-kopparthi.medium.com: Scaling Kubernetes workloads using custom Prometheus' metrics in the Kubernetes Tools ecosystem.
-  - [medium.com/@niklas.uhrberg: Auto scaling in Kubernetes using Kafka and application' metrics β€” part 1](https://medium.com/@niklas.uhrberg/auto-scaling-in-kubernetes-using-kafka-and-application-metrics-part-1-a509256b64ff)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@niklas.uhrberg: Auto scaling in Kubernetes using Kafka and application' metrics β€” part 1 in the Kubernetes Tools ecosystem.
-  - [openai.com: Scaling Kubernetes to 7,500 Nodes](https://openai.com/blog/scaling-kubernetes-to-7500-nodes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering openai.com: Scaling Kubernetes to 7,500 Nodes in the Kubernetes Tools ecosystem.
-  - [medium.com/mindboard: What is Autoscaling in Kubernetes?](https://medium.com/mindboard/what-is-autoscaling-in-kubernetes-109c7b5d321)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/mindboard: What is Autoscaling in Kubernetes? in the Kubernetes Tools ecosystem.
-  - [gitconnected.com: Kubernetes Autoscaling 101: Cluster Autoscaler, Horizontal' Pod Autoscaler, and Vertical Pod Autoscaler](https://levelup.gitconnected.com/kubernetes-autoscaling-101-cluster-autoscaler-horizontal-pod-autoscaler-and-vertical-pod-2a441d9ad231)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering gitconnected.com: Kubernetes Autoscaling 101: Cluster Autoscaler, Horizontal' Pod Autoscaler, and Vertical Pod Autoscaler in the Kubernetes Tools ecosystem.
-  - [packet.com: Kubernetes Cluster Autoscaler](https://www.packet.com/resources/guides/kubernetes-cluster-autoscaler-on-packet)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering packet.com: Kubernetes Cluster Autoscaler in the Kubernetes Tools ecosystem.
-  - [cloud.ibm.com: Containers Troubleshoot Cluster Autoscaler](https://cloud.ibm.com/docs/containers?topic=containers-troubleshoot_cluster_autoscaler)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloud.ibm.com: Containers Troubleshoot Cluster Autoscaler in the Kubernetes Tools ecosystem.
-  - [banzaicloud.com: Autoscaling Kubernetes clusters](https://banzaicloud.com/blog/k8s-cluster-autoscaler)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering banzaicloud.com: Autoscaling Kubernetes clusters in the Kubernetes Tools ecosystem.
-  - [tech.deliveryhero.com: Dynamically overscaling a Kubernetes cluster with' cluster-autoscaler and Pod Priority](https://tech.deliveryhero.com/dynamically-overscaling-a-kubernetes-cluster-with-cluster-autoscaler-and-pod-priority)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering tech.deliveryhero.com: Dynamically overscaling a Kubernetes cluster with' cluster-autoscaler and Pod Priority in the Kubernetes Tools ecosystem.
-  - [medium: Build Kubernetes Autoscaling for Cluster Nodes and Application Pods' 🌟](https://medium.com/better-programming/build-kubernetes-autoscaling-for-cluster-nodes-and-application-pods-bb7f2d716b07)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Build Kubernetes Autoscaling for Cluster Nodes and Application Pods' 🌟 in the Kubernetes Tools ecosystem.
-  - [Auto-Scaling Your Kubernetes Workloads (K8s) 🌟](https://medium.com/faun/autoscaling-in-kubernetes-cluster-bc55b8393a19)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Auto-Scaling Your Kubernetes Workloads (K8s) 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: Cluster Autoscaler in Kubernetes](https://medium.com/avmconsulting-blog/cluster-autoscaler-type-in-kubernetes-part2-f2ae432eefbb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Cluster Autoscaler in Kubernetes in the Kubernetes Tools ecosystem.
-  - [kubedex.com: autoscaling 🌟](https://kubedex.com/autoscaling)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kubedex.com: autoscaling 🌟 in the Kubernetes Tools ecosystem.
-  - [chrisedrego.medium.com: Kubernetes AutoScaling Series: Cluster AutoScaler' 🌟](https://chrisedrego.medium.com/kubernetes-autoscaling-series-cluster-autoscaler-5d60c10c3dc1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==chrisedrego.medium.com: Kubernetes AutoScaling Series: Cluster AutoScaler==' 🌟 in the Kubernetes Tools ecosystem.
-  - [Kubernetes autoscaling with Istio metrics 🌟](https://medium.com/google-cloud/kubernetes-autoscaling-with-istio-metrics-76442253a45a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Kubernetes autoscaling with Istio metrics 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: 1/3 Autoscaling in Kubernetes: A Primer on Autoscaling](https://medium.com/expedia-group-tech/autoscaling-in-kubernetes-a-primer-on-autoscaling-7b8f0f95a928)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: 1/3 Autoscaling in Kubernetes: A Primer on Autoscaling in the Kubernetes Tools ecosystem.
-  - [superawesome.com: Scaling pods with HPA using custom metrics. How we scale' our kid-safe technology using Kubernetes 🌟](https://www.superawesome.com/blog/how-we-scale-our-kid-safe-technology-using-auto-scaling-on-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering superawesome.com: Scaling pods with HPA using custom metrics. How we scale' our kid-safe technology using Kubernetes 🌟 in the Kubernetes Tools ecosystem.
-  - [czakozoltan08.medium.com: Stupid Simple Scalability](https://czakozoltan08.medium.com/stupid-simple-scalability-dc4a7fbe67d6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering czakozoltan08.medium.com: Stupid Simple Scalability in the Kubernetes Tools ecosystem.
-  - [cloudnatively.com: Understanding Horizontal Pod Autoscaling](https://www.cloudnatively.com/kubernetes-hpa-explanation)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudnatively.com: Understanding Horizontal Pod Autoscaling in the Kubernetes Tools ecosystem.
-  - [awstip.com: Kubernetes HPA](https://awstip.com/kubernetes-hpa-8b7cf54f115)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering awstip.com: Kubernetes HPA in the Kubernetes Tools ecosystem.
-  - [medium.com/@CloudifyOps: Setting up a Horizontal Pod Autoscaler for Kubernetes' cluster](https://medium.com/@CloudifyOps/setting-up-a-horizontal-pod-autoscaler-for-kubernetes-cluster-a7d3cf3be7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@CloudifyOps: Setting up a Horizontal Pod Autoscaler for Kubernetes' cluster in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Advanced Features of Kubernetes’ Horizontal Pod Autoscaler](https://betterprogramming.pub/advanced-features-of-kubernetes-horizontal-pod-autoscaler-536ebd7893ad)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Advanced Features of Kubernetes’ Horizontal Pod Autoscaler in the Kubernetes Tools ecosystem.
-  - [medium.com/@kewynakshlley: Performance evaluation of the autoscaling strategies' vertical and horizontal using Kubernetes](https://medium.com/@kewynakshlley/performance-evaluation-of-the-autoscaling-strategies-vertical-and-horizontal-using-kubernetes-42d9a1663e6b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@kewynakshlley: Performance evaluation of the autoscaling strategies' vertical and horizontal using Kubernetes in the Kubernetes Tools ecosystem.
-  - [faun.pub: Scaling Your Application Using Kubernetes - Harness | Pavan Belagatti](https://faun.pub/scaling-your-application-using-kubernetes-9ad0d6bcf0d6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Scaling Your Application Using Kubernetes - Harness | Pavan Belagatti in the Kubernetes Tools ecosystem.
-  - [dnastacio.medium.com: Infinite scaling with containers and Kubernetes](https://dnastacio.medium.com/kubernetes-resources-1a1fa1e72dcf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dnastacio.medium.com: Infinite scaling with containers and Kubernetes in the Kubernetes Tools ecosystem.
-  - [medium.com/@badawekoo: Scaling in Kubernetes _What, Why and How?](https://medium.com/@badawekoo/scaling-in-kubernetes-what-why-and-how-d120e99be071)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@badawekoo: Scaling in Kubernetes _What, Why and How? in the Kubernetes Tools ecosystem.
-  - [pauldally.medium.com: HorizontalPodAutoscaler uses request (not limit) to' determine when to scale by percent](https://pauldally.medium.com/horizontalpodautoscaler-uses-request-not-limit-to-determine-when-to-scale-97643d808997)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering pauldally.medium.com: HorizontalPodAutoscaler uses request (not limit) to' determine when to scale by percent in the Kubernetes Tools ecosystem.
-  - [waswani.medium.com: Autoscaling Pods in Kubernetes](https://waswani.medium.com/autoscaling-pods-in-kubernetes-37d05000c41)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering waswani.medium.com: Autoscaling Pods in Kubernetes in the Kubernetes Tools ecosystem.
-  - [mckornfield.medium.com: Working with HPAs in Kubernetes](https://mckornfield.medium.com/working-with-hpas-in-kubernetes-ced39263b596)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering mckornfield.medium.com: Working with HPAs in Kubernetes in the Kubernetes Tools ecosystem.
-  - [faun.pub: Intelligently estimating your Kubernetes resource needs!](https://faun.pub/intelligently-estimating-your-kubernetes-resource-needs-c12a75ea3138)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Intelligently estimating your Kubernetes resource needs! in the Kubernetes Tools ecosystem.
-  - [medium.com/@adityadhopade18: Mastering K8s Event Driven AutoScaling](https://medium.com/@adityadhopade18/mastering-k8s-event-driven-autoscaling-cd1b9df78903)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@adityadhopade18: Mastering K8s Event Driven AutoScaling in the Kubernetes Tools ecosystem.
-  - [dzone: Scale to Zero With Kubernetes with KEDA and/or Knative](https://dzone.com/articles/scale-to-zero-with-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Scale to Zero With Kubernetes with KEDA and/or Knative in the Kubernetes Tools ecosystem.
-  - [medium.com/backstagewitharchitects: How Autoscaling Works in Kubernetes?' Why You Need To Start Using KEDA?](https://medium.com/backstagewitharchitects/how-autoscaling-works-in-kubernetes-why-you-need-to-start-using-keda-b601b483d355)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/backstagewitharchitects: How Autoscaling Works in Kubernetes?' Why You Need To Start Using KEDA? in the Kubernetes Tools ecosystem.
-  - [blog.cloudacode.com: How to Autoscale Kubernetes pods based on ingress request' β€” Prometheus, KEDA, and K6](https://blog.cloudacode.com/how-to-autoscale-kubernetes-pods-based-on-ingress-request-prometheus-keda-and-k6-84ae4250a9f3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.cloudacode.com: How to Autoscale Kubernetes pods based on ingress request' β€” Prometheus, KEDA, and K6 in the Kubernetes Tools ecosystem.
-  - [medium.com/@toonvandeuren: Kubernetes Scaling: The Event Driven Approach' - KEDA](https://medium.com/@toonvandeuren/kubernetes-scaling-the-event-driven-approach-bdd58ded4e3f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@toonvandeuren: Kubernetes Scaling: The Event Driven Approach' - KEDA in the Kubernetes Tools ecosystem.
-  - [Dzone: Autoscaling Your Kubernetes Microservice with KEDA](https://dzone.com/articles/autoscaling-your-kubernetes-microservice-with-keda)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Autoscaling Your Kubernetes Microservice with KEDA in the Kubernetes Tools ecosystem.
-  - [faun.pub: Scaling an app in Kubernetes with KEDA (no Prometheus is needed)](https://faun.pub/keda-ec9fc7c8dd81)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Scaling an app in Kubernetes with KEDA (no Prometheus is needed) in the Kubernetes Tools ecosystem.
-  - [medium.com/@casperrubaek: Why KEDA is a game-changer for scaling in Kubernetes](https://medium.com/@casperrubaek/why-keda-is-a-game-changer-for-scaling-in-kubernetes-4ebf34cb4b61)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@casperrubaek: Why KEDA is a game-changer for scaling in Kubernetes in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: Scale your Apps using KEDA in Kubernetes](https://levelup.gitconnected.com/scale-your-apps-using-keda-in-kubernetes-a1f2142ecc20)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Scale your Apps using KEDA in Kubernetes in the Kubernetes Tools ecosystem.
-  - [blog.devops.dev: KEDA: Autoscaling Kubernetes apps using Prometheus](https://blog.devops.dev/keda-autoscaling-kubernetes-apps-using-prometheus-da037fe572cf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: KEDA: Autoscaling Kubernetes apps using Prometheus in the Kubernetes Tools ecosystem.
-  - [purushothamkdr453.medium.com: Event driven autoscaling in kubernetes using' KEDA](https://purushothamkdr453.medium.com/event-driven-autoscaling-in-kubernetes-using-keda-a0c16a383619)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering purushothamkdr453.medium.com: Event driven autoscaling in kubernetes using' KEDA in the Kubernetes Tools ecosystem.
-  - [medium.com/@rtaplamaci: Horizontal Scaling on Kubernetes Clusters Based' on AWS CloudWatch Metrics with KEDA](https://medium.com/@rtaplamaci/horizontal-scaling-on-kubernetes-clusters-based-on-aws-cloudwatch-metrics-with-keda-7c9e0e3ba5f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@rtaplamaci: Horizontal Scaling on Kubernetes Clusters Based' on AWS CloudWatch Metrics with KEDA in the Kubernetes Tools ecosystem.
-  - [medium.com/@hirushanonline: Dynamic Scaling with Kubernetes Event-driven' Autoscaling (KEDA)](https://medium.com/@hirushanonline/dynamic-scaling-with-kubernetes-event-driven-autoscaling-keda-caaa15096e1c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@hirushanonline: Dynamic Scaling with Kubernetes Event-driven' Autoscaling (KEDA) in the Kubernetes Tools ecosystem.
-  - [OpenShift 3.11: Configuring the cluster auto-scaler in AWS](https://docs.openshift.com/container-platform/3.11/admin_guide/cluster-autoscaler.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering OpenShift 3.11: Configuring the cluster auto-scaler in AWS in the Kubernetes Tools ecosystem.
-  - [OpenShift 4.4: Applying autoscaling to an OpenShift Container Platform cluster](https://docs.openshift.com/container-platform/4.4/machine_management/applying-autoscaling.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering OpenShift 4.4: Applying autoscaling to an OpenShift Container Platform cluster in the Kubernetes Tools ecosystem.
-  - [medium.com/teamsnap-engineering: Load Testing a Service with ~20,000 Requests' per Second with Locust, Helm, and Kustomize](https://medium.com/teamsnap-engineering/load-testing-a-service-with-20-000-requests-per-second-with-locust-helm-and-kustomize-ea9bea02ae28)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/teamsnap-engineering: Load Testing a Service with ~20,000 Requests' per Second with Locust, Helm, and Kustomize in the Kubernetes Tools ecosystem.
 ## Architecture
 
 ### Design Patterns
@@ -133,28 +30,12 @@
 #### Sidecar Pattern
 
   - **(2023)** [thenewstack.io: Sidecars are Changing the Kubernetes Load-Testing Landscape](https://thenewstack.io/sidecars-are-changing-the-kubernetes-load-testing-landscape) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores how native sidecar containers (introduced in K8s 1.28) redefine load-testing execution. By decoupling helper utilities from core application workloads, sidecars simplify performance benchmarking and operational telemetry.
-## Architecture and Strategy
-
-### Scalability Foundations
-
-#### System Design
-
-  - **(2020)** [itnext.io: Stupid Simple Scalability](https://itnext.io/stupid-simple-scalability-dc4a7fbe67d6) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An easy-to-read conceptual architecture analysis outlining the pillars of horizontally scalable application design. Covers state decoupling, database indexing, and utilizing caching to guarantee high system availability.
 ## Infrastructure and Platform
 
 ### Autoscaling (1)
 
-#### Cluster Autoscaling
-
-  - **(2024)** [Amazon Web Services: EKS Cluster Autoscaler](https://docs.aws.amazon.com/eks/latest/userguide/autoscaling.html) [GO CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official AWS documentation for implementing Cluster Autoscaler on Amazon Elastic Kubernetes Service (EKS). Integrates with AWS Auto Scaling Groups (ASGs) to scale compute instances dynamically, providing optimal resource scheduling and EC2 cost management.
-  - **(2024)** [Azure: AKS Cluster Autoscaler](https://learn.microsoft.com/en-us/azure/aks/cluster-autoscaler) [GO CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Reference guide for deploying and configuring the managed Cluster Autoscaler within Azure Kubernetes Service (AKS). Leverages Azure Virtual Machine Scale Sets (VMSS) to automatically provision or deprovision node capacity in response to application pod requirements.
-  - **(2024)** [Google Cloud Platform: GKE Cluster Autoscaler](https://docs.cloud.google.com/kubernetes-engine/docs/concepts/cluster-autoscaler) [GO CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” In-depth technical guide to Google Kubernetes Engine's (GKE) built-in Cluster Autoscaler and Node Auto-provisioning capabilities. Optimizes infrastructure spend by dynamically scaling node pools based on CPU, memory, and custom GPU/TPU resource demands.
-  - **(2023)** [bitnami/cluster-autoscaler](https://hub.docker.com/r/bitnami/cluster-autoscaler) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” A highly secure, enterprise-hardened container image for Kubernetes Cluster Autoscaler maintained by Bitnami. Ideal for teams requiring pre-packaged, scanned, and continuously updated container builds for their self-managed cluster deployments.
-  - **(2023)** [DigitalOcean Kubernetes: DOKS Cluster Autoscaler](https://docs.digitalocean.com/products/kubernetes/how-to/autoscale) [GO CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Implementation guide for configuring the managed Cluster Autoscaler on DigitalOcean Kubernetes (DOKS). Simplifies cluster expansion and reduction, automating droplet lifecycle management based on pending workloads.
-  - **(2022)** [hub.helm.sh: cluster-autoscaler](https://artifacthub.io/packages/helm/stable/cluster-autoscaler) [GO CONTENT]  [COMMUNITY-TOOL] β€” The official Helm chart for deploying Kubernetes Cluster Autoscaler. Dynamically adjusts the size of the Kubernetes cluster by provisioning or terminating nodes based on pending pod requirements and node utilization. Serves as a fundamental operations standard across cloud provider runtimes.
 #### Event-Driven Scaling
 
-  - **(2024)** [==github.com/kedacore/keda/issues/2214==](https://github.com/kedacore/keda/issues/2214) ⭐ 10282  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Technical GitHub issue discussion within the KEDA repository, offering granular insight into community-driven debugging, performance tuning, and architectural refinement. Reflects the active, battle-tested maintenance of this vital cloud-native project.
   - **(2024)** [keda.sh: Kubernetes Event-driven Autoscaling. Application autoscaling made simple.](https://keda.sh) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” KEDA (Kubernetes Event-driven Autoscaling) is a CNCF Graduate project that brings event-driven autoscaling to Kubernetes workloads. Acting as a custom metrics adapter, it integrates seamlessly with external event sources (e.g., Kafka, RabbitMQ, Prometheus) to drive Horizontal Pod Autoscaler behaviors, including scaling down to zero.
   - **(2023)** [kedify.io: Prometheus and Kubernetes Horizontal Pod Autoscaler don’t talk, KEDA does](https://www.kedify.io/resources/blog/prometheus-and-kubernetes-horizontal-pod-autoscaler-dont-talk-keda-does) [GO CONTENT]  [COMMUNITY-TOOL] β€” Analyzes the telemetry gap between Prometheus metrics and the Kubernetes HPA. Evaluates how Kedify and KEDA act as the unifying abstraction layers, avoiding complex native Prometheus Adapter setups and streamlining scale-to-zero configurations.
   - **(2022)** [opcito.com: A guide to mastering autoscaling in Kubernetes with KEDA](https://www.opcito.com/blogs/a-guide-to-mastering-autoscaling-in-kubernetes-with-keda) [GO CONTENT]  [COMMUNITY-TOOL] β€” Comprehensive guide on mastering KEDA autoscaling. Details architectural components like Scalers, Metrics Adapter, and Controller. Explains how KEDA intercepts traffic and translates complex telemetry into HPA scaling decisions.
@@ -162,9 +43,6 @@
   - **(2021)** [itnext.io: Event Driven Autoscaling](https://itnext.io/event-driven-autoscaling-503b5cefaa49) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Broad architectural deep-dive into the paradigm shift from resource-based scaling (CPU/Memory) to event-driven paradigms. Compares native Kubernetes HPAs with KEDA-driven microservices scaling, highlighting performance optimization and cloud cost savings.
   - **(2020)** [partlycloudy.blog: Horizontal Autoscaling in Kubernetes #3 – KEDA](https://partlycloudy.blog/2020/05/29/horizontal-autoscaling-in-kubernetes-3-keda) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A detailed technical exploration of implementing KEDA in Kubernetes to resolve the limitations of traditional HPA metrics. Walks through real-world deployment patterns and explains the configuration of ScaledObjects. Highly useful for engineers transitioning from CPU/Memory-based scaling to queue-length metrics.
   - **(2020)** [thenewstack.io: CNCF KEDA 2.0 Scales up Event-Driven Programming on Kubernetes](https://thenewstack.io/microsoft-keda-2-0-scales-up-event-driven-programming-on-kubernetes) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores the architectural evolution of KEDA 2.0, emphasizing its improved integration with Kubernetes HPA, support for custom scalers, and upgraded security controls. The release solidified KEDA's status as an enterprise-grade component for event-driven serverless topologies on Kubernetes.
-#### Multi-Cluster Strategy
-
-  - **(2021)** [dev.to/danielepolencic: Scaling Kubernetes to multiple clusters and regions 🌟](https://dev.to/danielepolencic/scaling-kubernetes-to-multiple-clusters-and-regionss-294b) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Investigates multi-region and multi-cluster scaling architectures in Kubernetes. Details routing traffic globally, handling disaster recovery scenarios, and utilizing tools like Karpenter, Cluster API, and global DNS load balancing to manage regional failovers.
 #### Request-Driven Scaling
 
   - **(2021)** [dev.to/danielepolencic: Request-based autoscaling in Kubernetes: scaling to zero](https://dev.to/danielepolencic/request-based-autoscaling-in-kubernetes-scaling-to-zero-2i73) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Analyzes the mechanics of scale-to-zero capabilities in Kubernetes, focusing on HTTP request buffering and activator-driven routing. Contrasts traditional resource-metrics Horizontal Pod Autoscaler (HPA) with Knative-style Pod autoscaling. Essential reading for architects designing resource-optimized serverless architectures on Kubernetes.
@@ -176,126 +54,19 @@
   - **(2021)** [engineering.zalando.com: Building an End to End load test automation system on top of Kubernetes](https://engineering.zalando.com/posts/2021/03/building-an-end-to-end-load-test-automation-system-on-top-of-kubernetes.html) [PYTHON CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Details Zalando's architectural implementation of an end-to-end load test automation pipeline hosted natively on Kubernetes. Explains how they orchestrate distributed locust/JMeter agents to continuously validate systemic performance thresholds during deployment cycles.
 ## Kubernetes and Scaling
 
-### Advanced Scaling
-
-#### Predictive Scaling
-
-  - **(2024)** [github.com/jthomperoo: Predictive Horizontal Pod Autoscaler](https://github.com/jthomperoo/predictive-horizontal-pod-autoscaler) ⭐ 383  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An advanced horizontal pod autoscaling extension utilizing forecasting models (such as Holt-Winters and LSTM). Anticipates traffic peaks by analyzing historical system metrics, pre-allocating server compute before traffic reaches the platform.
-### Advanced Scheduling
-
-#### Scheduler Configurations
-
-  - **(2024)** [the-gigi.github.io: Advanced Kubernetes Scheduling and Autoscaling](https://the-gigi.github.io/gigi-zone/posts/2024/05/advanced-k8s-scheduling-and-autoscaling) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An advanced technical overview discussing scheduling policies, affinity rules, and taints. Explains how architectural scheduling restraints can block or optimize cluster-scale operations and node scaling dynamics.
-### Architecture and Strategy (1)
-
-#### Resource Provisioning
-
-  - **(2024)** [learnk8s.io: Architecting Kubernetes clusters β€” choosing the best autoscaling strategy 🌟](https://learnkube.com/kubernetes-autoscaling-strategies) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An elite architectural advisory resource reviewing the design considerations of Karpenter versus standard Cluster Autoscaler. Evaluates how rapid node provisioning impacts cluster topology, pricing optimization, and overall scheduling reliability.
-### Core Concepts
-
-#### Autoscaling Frameworks
-
-  - **(2022)** [blog.scaleway.com: Understanding Kubernetes Autoscaling](https://www.scaleway.com/en/blog/understanding-kubernetes-autoscaling) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A foundational overview tracing the operational boundaries of Horizontal Pod Autoscaling (HPA), Vertical Pod Autoscaling (VPA), and Cluster Autoscaler. Maps how these different scaling axes interact to maintain high application performance while limiting resource overhead.
-#### Autoscaling Matrix
-
-  - **(2022)** [platform9.com: Kubernetes Autoscaling Options: Horizontal Pod Autoscaler, Vertical Pod Autoscaler and Cluster Autoscaler](https://platform9.com/blog/kubernetes-autoscaling-options-horizontal-pod-autoscaler-vertical-pod-autoscaler-and-cluster-autoscaler) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A structural side-by-side comparison of standard Kubernetes autoscaling paradigms. Serves as a great administrative overview for teams structuring unified high-availability and elastic resource profiles.
-#### Hands-on Guide
-
-  - **(2023)** [clickittech.com: Kubernetes Autoscaling: How to use the Kubernetes Autoscaler](https://www.clickittech.com/devops/kubernetes-autoscaling) [YAML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A hands-on implementation handbook describing metrics-server integration and base HPA configurations. Helps operational teams configure early-stage pod autoscaling deployments via standard YAML manifests.
-#### Horizontal Scaling API
-
-  - **(2026)** [==HPA: Horizontal Pod Autoscaler==](https://kubernetes.io/docs/concepts/workloads/autoscaling/horizontal-pod-autoscale) [GO CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Official Kubernetes documentation detailing the Horizontal Pod Autoscaler API. It monitors workloads and dynamically scales replica counts based on CPU, memory, or complex customized metric configurations.
-#### Horizontal Scaling Mechanics
-
-  - **(2020)** [around25.com: Horizontal Pod Autoscaler in Kubernetes 🌟](https://www.around25.com/blog/horizontal-pod-autoscaler-in-kubernetes) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An easy-to-follow conceptual manual explaining the standard mathematical algorithms and feedback loops driving the HPA. Clarifies dynamic cooldown delays and stabilization intervals.
-#### Scaling Intro
-
-  - **(2022)** [thinksys.com: Understanding Kubernetes Autoscaling](https://thinksys.com/devops/kubernetes-autoscaling) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A conceptual guide summarizing horizontal, vertical, and cluster autoscaling systems. Explains basic mechanics, helping system administrators structure simple scale profiles without causing resource starvation.
-  - **(2021)** [dev.to: Scaling Your Application With Kubernetes | Pavan Belagatti](https://dev.to/pavanbelagatti/scaling-your-application-with-kubernetes-5715) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A brief overview introducing cloud-native application scaling mechanisms. Explores simple replica configurations and metrics monitoring strategies, serving as an outstanding initial developer onboarding reference.
-### Cost Optimization
-
-#### Automated Optimization
-
-  - **(2023)** [cast.ai: Guide to Kubernetes autoscaling for cloud cost optimization 🌟](https://cast.ai/blog/guide-to-kubernetes-autoscaling-for-cloud-cost-optimization) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An investigation of modern AI-driven infrastructure optimization tooling like CAST AI. Explains how automated scaling algorithms run real-time bin-packing configurations and non-disruptively swap out-of-budget spot instances.
-#### Autoscaling Tooling
-
-  - **(2023)** [infracloud.io: 3 Autoscaling Projects to Optimise Kubernetes Costs](https://www.infracloud.io/blogs/3-autoscaling-projects-optimising-kubernetes-costs) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An analytical study investigating Kubernetes Event-driven Autoscaling (KEDA), Karpenter, and standard Cluster Autoscalers. Focuses on orchestrating cost-efficient clusters through optimized spot instance utilization and proactive node provisioning.
-#### FinOps Practices
-
-  - **(2022)** [thenewstack.io: Reduce Kubernetes Costs Using Autoscaling Mechanisms](https://thenewstack.io/reduce-kubernetes-costs-using-autoscaling-mechanisms) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An analysis of how organizations employ automated scaling algorithms to control cloud spending. Focuses on dynamic pod scheduling, rightsizing CPU constraints, and avoiding expensive compute over-provisioning cycles.
 ### Deployment Tutorials
 
 #### Enterprise Cloud App
 
   - **(2024)** [cloud.ibm.com: Tutorial - Scalable webapp 🌟](https://cloud.ibm.com/docs/solution-tutorials?topic=solution-tutorials-scalable-webapp-kubernetes) [YAML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An IBM enterprise tutorial providing deployment patterns for resilient, horizontally autoscaling web architectures in cloud environments. Focuses on routing pipelines, managed databases, and multi-zone cluster scale configurations.
-### Developer Tooling
-
-#### Kubectl Plugins
-
-  - **(2021)** [kubectl-vpa](https://github.com/ninlil/kubectl-vpa) ⭐ 4  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” A developer-friendly CLI plugin extension for kubectl that simplifies inspecting, auditing, and troubleshooting Vertical Pod Autoscaler recommendations and status formats directly from terminal environments.
-### Infrastructure Scaling
-
-#### Cluster Autoscaler
-
-  - **(2026)** [==github.com/kubernetes: **Kubernetes Cluster Autoscaler**==](https://github.com/kubernetes/autoscaler/tree/master/cluster-autoscaler) ⭐ 8878  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official Kubernetes core component that dynamically alters cloud provider node counts based on scheduling pressures. Despite modern alternatives like Karpenter, it remains the most stable, widely deployed cluster-scaling standard across global cloud architectures.
-#### Node Descheduling
-
-  - **(2021)** [itnext.io: Kubernetes Cluster Autoscaler: More than scaling out](https://itnext.io/kubernetes-cluster-autoscaler-more-than-scaling-out-7b2d97f10b27) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A specialized technical deep-dive looking at Cluster Autoscaler scale-in (consolidation) mechanics. Analyzes pod disruption budgets, graceful termination routines, and scheduler algorithms that guarantee high system uptime during server compression.
-### Metrics and Monitoring
-
-#### Custom Metrics
-
-  - **(2023)** [infracloud.io: Kubernetes Autoscaling with Custom Metrics (updated) 🌟](https://www.infracloud.io/blogs/kubernetes-autoscaling-custom-metrics) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An operational manual on establishing a custom metrics pipeline using Prometheus Adapter to scale Kubernetes workloads dynamically. Highlights strategies for implementing queue-length or rate-of-request based scaling models to surpass simple resource limits.
-#### Metrics Server
-
-  - **(2019)** [code.egym.de: Horizontal Pod Autoscaler in Kubernetes (Part 1) β€” Simple Autoscaling using Metrics Server](https://code.egym.de/horizontal-pod-autoscaler-in-kubernetes-part-1-simple-autoscaling-using-metrics-server-929e96cc2ab2) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Part one of a series explaining resource gathering within Kubernetes. Focuses on setting up and tuning the default Kubernetes Metrics Server to allow simple horizontal pod scaling based on memory/CPU thresholds.
-#### Multi-Namespace HPA
-
-  - **(2022)** [itnext.io: Horizontal Pod Autoscaling with Custom Metric from Different Namespace](https://itnext.io/horizontal-pod-autoscaling-with-custom-metric-from-different-namespace-f19f8446143b) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep-dive engineering configuration guide detailing how to set up an HPA to query metrics across logical namespace boundaries. Necessary blueprint for multi-tenant enterprise architectures with central metric stacks.
-#### Prometheus Adapter
-
-  - **(2022)** [sysdig.com: Trigger a Kubernetes HPA with Prometheus metrics](https://www.sysdig.com/blog/kubernetes-hpa-prometheus) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A comprehensive configuration guide on employing the Prometheus Adapter to convert custom PromQL telemetry query metrics into standard Kubernetes Custom Metrics, driving granular cluster scaling behaviors.
-#### Prometheus Integrations
-
-  - **(2021)** [sysdig.com: Kubernetes pod autoscaler using custom metrics](https://www.sysdig.com/blog/kubernetes-autoscaler) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A configuration guide describing how to pipe Prometheus metrics into the Kubernetes HPA. Focuses on implementing fine-grained, application-level scaling indicators directly from live business metric telemetry to resolve demand peaks.
-#### eBPF-driven Scaling
-
-  - **(2022)** [blog.px.dev: Horizontal Pod Autoscaling with Custom Metrics in Kubernetes 🌟](https://blog.px.dev/autoscaling-custom-k8s-metric) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An advanced technical analysis demonstrating how to build an eBPF-driven metric gathering pipeline utilizing Pixie. Illustrates how low-level network signals can serve as precision inputs for the Kubernetes HPA scaling engine.
 ### Microservices
 
 #### Scaling Patterns
 
   - **(2021)** [thenewstack.io: Scaling Microservices on Kubernetes 🌟](https://thenewstack.io/scaling-microservices-on-kubernetes) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A systematic review outlining why microservice-based applications on Kubernetes scale more efficiently than monolithic equivalents. Details patterns for isolating performance-critical application layers and scaling them horizontally without bloated infrastructure footprints.
-### Production Practices
-
-#### Autoscaling Architecture
-
-  - **(2021)** [velotio.com: Autoscaling in Kubernetes using HPA and VPA](https://www.velotio.com/engineering-blog/autoscaling-in-kubernetes-using-hpa-vpa) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A developer-focused engineering comparison analyzing the operational differences and compatibility conflicts of HPA and VPA. Instructs on configuring boundaries to ensure stable application scaling.
-### Regional Language Resources
-
-#### Vertical Scaling
-
-  - **(2020)** [returngis.net: Escalado vertical de tus pods en Kubernetes con VerticalPodAutoscaler](https://www.returngis.net/2020/07/escalado-vertical-de-tus-pods-en-kubernetes) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” A Spanish-language guide implementing the Vertical Pod Autoscaler. Clearly describes how VPA monitors real-world resource consumption and mutates deployment manifests to align requests with live execution metrics.
-### Resource Management
-
-#### Advanced QoS
-
-  - **(2022)** [itnext.io: Kubernetes Resources and Autoscaling β€” From Basics to Greatness 🌟](https://itnext.io/kubernetes-resources-and-autoscaling-from-basics-to-greatness-7cae17fbf27b) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An analytical guide investigating the interaction between resource requests, limits, QoS classes, and autoscaler actions. Highlights critical design limits to prevent unpredictable pod eviction cascades under high CPU/memory utilization.
-#### Vertical Scaling (1)
-
-  - **(2020)** [itnext.io: Kubernetes: vertical Pods scaling with Vertical Pod Autoscaler](https://itnext.io/kubernetes-vertical-pods-scaling-with-vertical-pod-autoscaler-e2e5a3b8e1a9) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A thorough walkthrough detailing the components and workflow of the VPA. Illustrates the mechanics of utilizing resource recommendations to dynamically adjust container resource boundaries without administrative intervention.
-  - **(2019)** [code.egym.de: Vertical Pod Autoscaler in Kubernetes](https://code.egym.de/vertical-pod-autoscaler-in-kubernetes-b12a5c61393f) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A foundational implementation guide focusing on configuring the Vertical Pod Autoscaler. Clearly demonstrates how to configure optimal threshold values, helping engineers avoid continuous restart-eviction cycles.
-#### Vertical Scaling Deep-Dive
-
-  - **(2021)** [itnext.io: K8s Vertical Pod Autoscaling 🌟](https://itnext.io/k8s-vertical-pod-autoscaling-fd9e602cbf81) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A detailed technical guide examining VPA internal controllers, highlighting the Recommender, Updater, and Admission Controller. Outlines how the validating admission hook operates to dynamically mutate resources during pod lifecycles.
-## Operations
-
-### Managed Services
-
-#### Performance Benchmarking
-
-  - **(2023)** [symbiosis.host: Benchmarking cluster creation time for 8 managed Kubernetes providers](https://symbiosis.host)  [CASE STUDY] [COMMUNITY-TOOL] β€” A comparative performance study evaluating cluster provisioning latency across eight prominent cloud providers (such as AWS EKS, GCP GKE, Azure AKS, DigitalOcean, and Symbiosis). Tracks control plane bootstrap speed, node joining times, and API availability to guide DevOps teams in emergency scale-out or dynamic environment workflows.
 
 ---
-πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Kubernetes Client Libraries](./kubernetes-client-libraries.md)
+πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Serverless](./serverless.md) | [Kubectl Commands](./kubectl-commands.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Angular](./angular.md)
 
diff --git a/v2-docs/kubernetes-backup-migrations.md b/v2-docs/kubernetes-backup-migrations.md
index 6c3e7aa2..b1f01a56 100644
--- a/v2-docs/kubernetes-backup-migrations.md
+++ b/v2-docs/kubernetes-backup-migrations.md
@@ -11,42 +11,17 @@
 1. [Application Migration](#application-migration)
   - [Modernization](#modernization)
     - [Enterprise Migration](#enterprise-migration)
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Cloud-Native Migration](#cloud-native-migration)
   - [Application Modernization](#application-modernization)
     - [Source-to-Image](#source-to-image)
 1. [Infrastructure](#infrastructure)
-  - [Cluster Management](#cluster-management)
-    - [RKE2](#rke2)
   - [Control Plane](#control-plane)
     - [ETCD Administration](#etcd-administration)
   - [Data Protection](#data-protection)
-    - [Application Consistency](#application-consistency)
-    - [Beginner Guides](#beginner-guides)
-    - [CSI Integration](#csi-integration)
-    - [Database Snapshots](#database-snapshots)
     - [GitOps Synchronizers](#gitops-synchronizers)
-    - [Industry Analysis](#industry-analysis)
     - [Kubernetes Backup Operators](#kubernetes-backup-operators)
-    - [Legacy Snapshots](#legacy-snapshots)
-  - [Disaster Recovery](#disaster-recovery)
-    - [Best Practices](#best-practices)
-    - [Industry Analysis](#industry-analysis-1)
-  - [Enterprise Backup](#enterprise-backup)
-    - [Cloud-Native Integration](#cloud-native-integration)
-    - [OpenShift Integration](#openshift-integration)
-    - [Proprietary Platforms](#proprietary-platforms)
-  - [Storage Systems](#storage-systems)
-    - [OpenShift Ecosystem](#openshift-ecosystem)
-    - [Replica Scheduling](#replica-scheduling)
   - [Workload Mobility](#workload-mobility)
     - [Migration Toolkits](#migration-toolkits)
-1. [Kubernetes](#kubernetes)
-  - [Data Management](#data-management)
-    - [Backup](#backup)
-    - [Checkpointing API](#checkpointing-api)
 
 ## Application Migration
 
@@ -55,25 +30,6 @@
 #### Enterprise Migration
 
   - **(2020)** [**konveyor 🌟**](https://konveyor.io) [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” An open-source application modernization platform that helps developers migrate legacy virtual machines, stateful services, and bare-metal workloads to Kubernetes. It provides discovery, analysis, and execution tools for large-scale container migrations.
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [medium: Velero backup/restore for K8s Stateful Applications managed by Operators](https://medium.com/@Sandeepkallazhi/velero-backup-restore-for-k8s-stateful-applications-managed-by-operators-8fd9c732ffcc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com in the Kubernetes Tools ecosystem.
-  - [dani-izquierdo95.medium.com: Batch processing using Cron Jobs. MySQL automated' backup on Openshift/K8s](https://dani-izquierdo95.medium.com/mysql-automated-backup-on-openshift-k8s-3690280d304f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dani-izquierdo95.medium.com: Batch processing using Cron Jobs. MySQL automated' backup on Openshift/K8s in the Kubernetes Tools ecosystem.
-  - [blog.kasten.io: 10 Key Takeaways from Kubernetes Backup & Recovery For Dummies](https://blog.kasten.io/10-key-takeaways-from-kubernetes-backup-recovery-for-dummies)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.kasten.io: 10 Key Takeaways from Kubernetes Backup & Recovery For Dummies in the Kubernetes Tools ecosystem.
-  - [medium.com/@amitabhprasad: Kubernetes volume backup for disaster recovery](https://medium.com/@amitabhprasad/kubernetes-volume-backup-for-disaster-recovery-56a5facee7fe)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@amitabhprasad: Kubernetes volume backup for disaster recovery in the Kubernetes Tools ecosystem.
-  - [medium: Leveraging operator pattern and VolumeSnapshots to backup databases' in Kubernetes](https://medium.com/blablacar/leveraging-operator-pattern-and-volumesnapshots-to-backup-databases-in-kubernetes-3a28aa425100)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Leveraging operator pattern and VolumeSnapshots to backup databases' in Kubernetes in the Kubernetes Tools ecosystem.
-  - [blog.kasten.io: Extending Kubernetes Application Backup and Mobility to' the Edge with Kasten K10 V4.5](https://blog.kasten.io/posts/extending-kubernetes-application-backup-and-mobility-to-the-edge-with-kasten-k10-v4.5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.kasten.io: Extending Kubernetes Application Backup and Mobility to' the Edge with Kasten K10 V4.5 in the Kubernetes Tools ecosystem.
-  - [faun.pub: Kasten K10 on KubeSphere to Ensure Kubernetes Backup and Restore](https://faun.pub/kasten-k10-on-kubesphere-to-ensure-kubernetes-backup-and-restore-1bc59a0b91aa)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Kasten K10 on KubeSphere to Ensure Kubernetes Backup and Restore in the Kubernetes Tools ecosystem.
-  - [wecloudpro.com: Kubernetes Disaster Recovery with Velero 🌟](https://www.wecloudpro.com/2020/08/22/kubernetes-disaster-recovery-with-velero.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wecloudpro.com: Kubernetes Disaster Recovery with Velero 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/@firat.yasar: Backup & Restore Kubernetes resources with VELERO](https://medium.com/@firat.yasar/backup-restore-kubernetes-resources-with-velero-b7fee14e7664)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@firat.yasar: Backup & Restore Kubernetes resources with VELERO in the Kubernetes Tools ecosystem.
-  - [skildops.medium.com: Backup an entire Kubernetes cluster using Velero to' AWS S3](https://skildops.medium.com/backup-an-entire-kubernetes-cluster-using-velero-to-aws-s3-73d76d51d4bc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering skildops.medium.com: Backup an entire Kubernetes cluster using Velero to' AWS S3 in the Kubernetes Tools ecosystem.
-  - [blog.devgenius.io: Backup, Restore and Migrate Kubernetes Cluster resources' using Velero](https://blog.devgenius.io/backup-restore-and-migrate-kubernetes-cluster-resources-using-velero-a9b6997e4b54)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Backup, Restore and Migrate Kubernetes Cluster resources' using Velero in the Kubernetes Tools ecosystem.
-  - [PX-Backup](https://portworx.com/products/px-backup)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering PX-Backup in the Kubernetes Tools ecosystem.
-  - [engineering.konveyor.io: Konveyor Engineering Knowledgebase](https://engineering.konveyor.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering engineering.konveyor.io: Konveyor Engineering Knowledgebase in the Kubernetes Tools ecosystem.
 ## Cloud-Native Migration
 
 ### Application Modernization
@@ -83,135 +39,30 @@
   - **(2022)** [slideshare.net: Migrating Java JBoss EAP Applications to Kubernetes With' S2I](https://www.slideshare.net/KonveyorIO/migrating-java-jboss-eap-applications-to-kubernetes-with-s2i) 🌟🌟🌟 [LEGACY] β€” Presentation outlining migration strategies for porting legacy Java JBoss EAP applications into Red Hat OpenShift/Kubernetes using Source-to-Image (S2I). While S2I remains an enterprise staple in traditional OpenShift pipelines, the industry in 2026 has increasingly shifted toward Cloud Native Buildpacks.
 ## Infrastructure
 
-### Cluster Management
-
-#### RKE2
-
-  - **(2024)** [RKE2 Standalone Disaster Recovery Guide](https://support.tools/post/rke2-standalone-disaster-recovery) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Critical disaster recovery operational manual targeting RKE2 standalone clusters. Focuses on backup restoration, etcd snapshot recovery, and certificate rotation when cluster management planes fail.
 ### Control Plane
 
 #### ETCD Administration
 
   - **(2025)** [**github.com/gardener/etcd-backup-restore**](https://github.com/gardener/etcd-backup-restore) ⭐ 329  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Developed under the Gardener project, this agent automates snapshot generation, compression, and synchronization of multi-node ETCD clusters. Continuously writes transactional delta logs to private S3 endpoints.
-  - **(2022)** [youtube: Kubernetes.. ETCD Backup and Restore... Very Easy Steps... CKA Exam Tips..](https://www.youtube.com/watch?app=desktop&v=mODkt1OJDew&ab_channel=AlokKumar) [BASH CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Provides step-by-step practical walk-throughs targeting control plane security and ETCD maintenance. Focuses on snapshot generation, certificates handling, and standard cluster restoration patterns.
 ### Data Protection
 
-#### Application Consistency
-
-  - **(2022)** [**infracloud.io: Protecting Kubernetes applications data using Kanister**](https://www.infracloud.io/blogs/protecting-kubernetes-applications-with-kanister) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Provides a comprehensive architectural analysis of utilizing Kanister blueprints to protect critical application data. Kanister maps complex application hooks directly to standard custom resource APIs, safeguarding operational states during live runs.
-  - **(2021)** [thenewstack.io: DevSecOps Teams Need Application-Consistent Backups for Kubernetes Workloads](https://thenewstack.io/devsecops-teams-need-application-consistent-backups-for-kubernetes-workloads) [MARKDOWN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Advocates for implementing database-consistent backup workflows within DevSecOps delivery pipelines. Details the structural flaws of restoring crash-consistent volumes, pushing for runtime isolation during live backup sessions.
-#### Beginner Guides
-
-  - **(2022)** [**dev.to: Kubernetes Backup & Restore made easy! 🌟**](https://dev.to/techworld_with_nana/kubernetes-backup-restore-made-easy-2nlg) [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A conceptual guide simplifying disaster recovery strategies for new administrators. Compares raw etcdctl database snapshots against enterprise, metadata-aware operator workflows like Velero.
-#### CSI Integration
-
-  - **(2020)** [==kubernetes.io: Kubernetes 1.20: Kubernetes Volume Snapshot Moves to GA==](https://kubernetes.io/blog/2020/12/10/kubernetes-1.20-volume-snapshot-moves-to-ga) [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Official release notes from the Kubernetes maintainers marking the promotion of CSI Volume Snapshots to General Availability in v1.20. Standardized the storage-provider APIs across the entire ecosystem.
-  - **(2021)** [**itnext.io: Backup and Restore of Kubernetes Stateful Application Data with CSI Volume Snapshots**](https://itnext.io/backup-and-restore-of-kubernetes-stateful-application-data-with-csi-volume-snapshots-14ce9e6f3778) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Deals with the practical deployment patterns for volume snapshot controllers inside high-density Kubernetes setups. Provides instructions for mapping persistent storage instances to multi-cloud topologies.
-  - **(2021)** [blog.palark.com: Kubernetes snapshots: What are they and how to use them? 🌟](https://palark.com/blog/kubernetes-snaphots-usage) [MARKDOWN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A complete layout detailing how to schedule and declare VolumeSnapshots under modern storage drivers. Details physical storage driver dependencies and resource allocation guidelines.
-#### Database Snapshots
-
-  - **(2021)** [**percona.com: Using Volume Snapshot/Clone in Kubernetes (GKE & Percona Kubernetes Operator for XtraDB Cluster)**](https://www.percona.com/blog/using-volume-snapshot-clone-in-kubernetes) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A technical case study using GKE CSI Volume Snapshots alongside the Percona Operator for MySQL XtraDB. Outlines mechanisms for zero-downtime database point-in-time synchronization and replication strategies.
 #### GitOps Synchronizers
 
   - **(2023)** [kube-backup: Kubernetes resource state sync to git](https://github.com/pieterlange/kube-backup) ⭐ 493  [SHELL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Automates Kubernetes resource state replication directly to target Git repositories. This pattern acts as an early architectural precursor to fully fledged declarative GitOps platforms, maintaining a point-in-time configuration ledger.
-#### Industry Analysis
-
-  - **(2022)** [thenewstack.io: K8s Backup and Disaster Recovery Is More Important Than Ever](https://thenewstack.io/k8s-backup-and-disaster-recovery-is-more-important-than-ever) [MARKDOWN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Explores the growing ransomware threat vectors targeting cloud-native topologies. Explains how mutable container environments require highly distributed, immutable storage targets and separate configuration backups.
 #### Kubernetes Backup Operators
 
-
-??? abstract "Architect's Technical Comparison Table"
-    | Solution | Maturity | Primary Focus | Language | Stars |
-    | :--- | :--- | :--- | :--- | :--- |
-    | [github.com/vmware-tanzu/velero](https://github.com/velero-io/velero) |  | Kubernetes Backup Operators | Go | 🌟🌟🌟🌟🌟 |
-    | [k8up.io](https://k8up.io) |  | Kubernetes Backup Operators | Go | 🌟🌟🌟🌟 |
-    | [Stash](https://github.com/stashed/stash) |  | Kubernetes Backup Operators | Go | 🌟🌟🌟🌟 |
-    | [akomljen.com: Kubernetes Backup and Restore with Velero 🌟](https://akomljen.com/kubernetes-backup-and-restore-with-velero) |  | Kubernetes Backup Operators | Markdown | 🌟🌟🌟🌟 |
-    | [cloud.redhat.com: Velero Backup and Restore of an Application Using gp2 StorageClass on ROSA](https://www.redhat.com/en/blog/velero-backup-and-restore-of-an-application-using-gp2-storageclass-on-rosa) |  | Kubernetes Backup Operators | Markdown | 🌟🌟🌟🌟 |
-
   - **(2026)** [==github.com/vmware-tanzu/velero==](https://github.com/velero-io/velero) ⭐ 10062  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Velero is the standard open-source utility for safely backing up and restoring entire Kubernetes cluster structures and persistent volumes. Deeply integrates with both raw cloud APIs and file-level utilities like Kopia and Restic.
   - **(2025)** [**k8up.io**](https://k8up.io) [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” K8up uses standard CRD objects to configure high-frequency Restic backups on selected persistent volumes. Offers integrated S3 exports, backup target management, and pruning policies.
   - **(2024)** [**Stash**](https://github.com/stashed/stash) ⭐ 1416  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An advanced Kubernetes-native operator utilizing Restic underneath to back up stateful persistent volumes. Stash implements native CSI VolumeSnapshot integrations to handle application-consistent recovery processes with automated deduplication.
-  - **(2021)** [**akomljen.com: Kubernetes Backup and Restore with Velero 🌟**](https://akomljen.com/kubernetes-backup-and-restore-with-velero) [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A comprehensive configuration guide explaining how to deploy Velero, provision target S3 object storage adapters, and set up recurring scheduled backups for highly dynamic microservices.
-  - **(2021)** [**cloud.redhat.com: Velero Backup and Restore of an Application Using gp2 StorageClass on ROSA**](https://www.redhat.com/en/blog/velero-backup-and-restore-of-an-application-using-gp2-storageclass-on-rosa) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A detailed technical walkthrough describing how to deploy Velero to safeguard stateful applications running on Red Hat OpenShift Service on AWS (ROSA) using AWS gp2 and gp3 storage architectures.
-#### Legacy Snapshots
-
-  - **(2020)** [k8s-snapshots: Automatic Volume Snapshots on Kubernetes](https://github.com/miracle2k/k8s-snapshots) ⭐ 350  [PYTHON CONTENT] 🌟🌟 [LEGACY] β€” An early volume snapshotting manager targeting GCE Persistent Disks and AWS EBS volumes inside Kubernetes. It is largely considered legacy, superseded by standardised CSI volume driver capabilities.
-### Disaster Recovery
-
-#### Best Practices
-
-  - **(2022)** [**rancher.com: Disaster Recovery Preparedness for Your Kubernetes Clusters 🌟**](https://www.suse.com/c/rancher_blog/disaster-recovery-preparedness-for-your-kubernetes-clusters) [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A high-level architectural framework focusing on Disaster Recovery (DR) readiness within complex clusters. Addresses RTO and RPO metrics by mapping out continuous automated backup testing pipelines.
-  - **(2022)** [rancher.com: The No. 1 Rule of Disaster Recovery](https://www.suse.com/c/rancher_blog/the-no-1-rule-of-disaster-recovery) [MARKDOWN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Establishes structural tenets of safe state replication within highly volatile container topologies. Emphasizes separating control-plane (ETCD) states from operational volume backups to enforce predictable restore behaviors.
-#### Industry Analysis (1)
-
-  - **(2021)** [thenewstack.io: Cloud Native Backups, Disaster Recovery and Migrations on Kubernetes](https://thenewstack.io/cloud-native-backups-disaster-recovery-and-migrations-on-kubernetes) [MARKDOWN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Examines structural paradigm shifts from VM-level backups to container-native, application-aware snapshots inside Kubernetes. Outlines how to decouple configuration matrices from underlying persistent storage objects for scalable restoration.
-### Enterprise Backup
-
-#### Cloud-Native Integration
-
-  - **(2021)** [**cloud.google.com: Announcing Backup for GKE: the easiest way to protect GKE workloads**](https://cloud.google.com/blog/products/storage-data-transfer/google-cloud-launches-backups-for-gke) [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An announcement introducing Backup for GKE, a fully-managed Google Cloud service for GKE environments. Operates via the GCP API control plane to restore configurations and storage elements natively.
-#### OpenShift Integration
-
-  - **(2020)** [aithority.com: Bacula Systems Announces World’s First Enterprise-Class Backup and Recovery Solution for Red Hat OpenShift](https://aithority.com/it-and-devops/cloud/bacula-systems-announces-worlds-first-enterprise-class-backup-and-recovery-solution-for-red-hat-openshift) [MARKDOWN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Highlights the integration of Bacula's backup engines within Red Hat OpenShift clusters. Offers direct bare-metal and hybrid-cloud state serialization and disaster recovery procedures compatible with traditional SANs.
-#### Proprietary Platforms
-
-
-??? abstract "Architect's Technical Comparison Table"
-    | Solution | Maturity | Primary Focus | Language | Stars |
-    | :--- | :--- | :--- | :--- | :--- |
-    | [Kasten](https://www.veeam.com/products/cloud/kubernetes-data-protection.html) |  | Proprietary Platforms | Go | 🌟🌟🌟🌟🌟 |
-    | [Bacula Enterprise for OpenShift and Kubernetes 🌟](https://www.baculasystems.com) |  | Proprietary Platforms | C++ | 🌟🌟🌟🌟 |
-    | [Trillio](https://trilio.io) |  | Proprietary Platforms | Go | 🌟🌟🌟🌟 |
-    | [TrillioVault for Kubernetes](https://www.trilio.io/triliovault-for-kubernetes) |  | Proprietary Platforms | Go | 🌟🌟🌟🌟 |
-    | [PX-Backup: docs](https://docs.portworx.com/portworx-backup-on-prem) |  | Proprietary Platforms | Markdown | 🌟🌟🌟🌟 |
-    | [thenewstack.io: Kasten K10 V4.5: Grafana Observability, More Edge Support](https://thenewstack.io/kasten-k10-v4-5-grafana-observability-more-edge-support) |  | Proprietary Platforms | Markdown | 🌟🌟🌟🌟 |
-
-  - **(2025)** [==Kasten==](https://www.veeam.com/products/cloud/kubernetes-data-protection.html) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kasten K10 by Veeam is the preeminent data protection and disaster recovery platform built natively for Kubernetes. Simplifies metadata protection, block-level persistent backup, and migration via direct cloud storage drivers.
-  - **(2025)** [**Bacula Enterprise for OpenShift and Kubernetes 🌟**](https://www.baculasystems.com) [C++ CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Bacula Enterprise provides high-volume, multi-tenant physical and cloud-native backup architectures for OpenShift and Kubernetes. Implements specialized volume snapshotting modules with security-hardened air-gapped target integrations.
-  - **(2025)** [**Trillio**](https://trilio.io) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Trilio offers a Kubernetes-native data protection software suite. Facilitates high-speed, programmatic volume and metadata replication, multi-cloud migration, and ransomware mitigation across large clusters.
-  - **(2025)** [**TrillioVault for Kubernetes**](https://www.trilio.io/triliovault-for-kubernetes) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” TrilioVault for Kubernetes is a policy-driven backup manager designed for GitOps and multi-cloud container setups. Captures complete application layouts, secret configurations, and dynamic CSI volumes.
-  - **(2025)** [**PX-Backup: docs**](https://docs.portworx.com/portworx-backup-on-prem) [MARKDOWN CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Official operational documentation for Portworx Backup (PX-Backup). Walks through multi-tenant metadata backups, scheduling pipelines, and application-consistent target snapshots.
-  - **(2021)** [**thenewstack.io: Kasten K10 V4.5: Grafana Observability, More Edge Support**](https://thenewstack.io/kasten-k10-v4-5-grafana-observability-more-edge-support) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Explores the Kasten K10 v4.5 software release, introducing native Prometheus-driven Grafana monitoring profiles and enhanced protection rules for decentralized Edge compute clusters.
-### Storage Systems
-
-#### OpenShift Ecosystem
-
-  - **(2021)** [**thenewstack.io: Red Hat Brings Backup, Snapshots to OpenShift Container Storage**](https://thenewstack.io/red-hat-brings-backup-snapshots-to-openshift-container-storage) [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Examines the native storage snapshot and restoration interfaces added to Red Hat OpenShift Container Storage (now ODF). Demonstrates policy-driven volume protection and native multi-cloud replication architectures.
-  - **(2021)** [blocksandfiles.com: Red Hat OpenShift now does container storage backup 🌟](https://www.blocksandfiles.com/container-storage/2021/01/27/red-hat-openshift-now-does-container-storage-backup/1611166) [MARKDOWN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An industry report outlining Red Hat OpenShift's container storage data protection upgrades. Evaluates backup orchestration solutions addressing scale constraints in multi-tenant enterprise data pools.
-#### Replica Scheduling
-
-  - **(2021)** [**longhorn issue: Move replica to a different server**](https://github.com/longhorn/longhorn/issues/292) ⭐ 7785  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A critical technical discussion dealing with manual scheduling, evacuation, and relocation patterns for Longhorn storage replicas. Serves as an operational guide for maintaining state synchronization across multi-node topologies.
 ### Workload Mobility
 
 #### Migration Toolkits
 
-
-??? abstract "Architect's Technical Comparison Table"
-    | Solution | Maturity | Primary Focus | Language | Stars |
-    | :--- | :--- | :--- | :--- | :--- |
-    | [github.com/konveyor 🌟](https://github.com/konveyor) |  | Migration Toolkits | Go | 🌟🌟🌟🌟 |
-    | [github.com/konveyor/crane: Crane 2.0 🌟](https://github.com/migtools/crane) |  | Migration Toolkits | Go | 🌟🌟🌟🌟 |
-    | [kubebyexample.com: Migrating to Kubernetes with Open Source Tools (Konveyor, Tackle, KubeVirt, Forklift) 🌟](https://kubebyexample.com/community/blog/migrating-to-kubernetes-with-open-source-tools) |  | Migration Toolkits | Markdown | 🌟🌟🌟🌟 |
-    | [containerjournal.com: Red Hat, IBM Launch Konveyor to Aggregate Kubernetes Tools](https://cloudnativenow.com/features/red-hat-ibm-launch-konveyor-to-aggregate-kubernetes-tools) |  | Migration Toolkits | Markdown | 🌟🌟🌟🌟 |
-    | [youtube: Crane 2 Preview: Introduction and Demo](https://www.youtube.com/watch?v=esIZS7PVrvs&ab_channel=Konveyor) |  | Migration Toolkits | Bash | 🌟🌟🌟 |
-
   - **(2025)** [**github.com/konveyor 🌟**](https://github.com/konveyor) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An open-source modernization and migration suite designed to analyze, refactor, and migrate complex application workloads to Kubernetes across multiple physical and cloud ecosystems.
   - **(2024)** [**github.com/konveyor/crane: Crane 2.0 🌟**](https://github.com/migtools/crane) ⭐ 54  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Crane 2.0 provides continuous state synchronization, target resource modifications, and mock-run configurations to assist operators with real-time Kubernetes cluster replatforming campaigns.
-  - **(2022)** [**kubebyexample.com: Migrating to Kubernetes with Open Source Tools (Konveyor, Tackle, KubeVirt, Forklift) 🌟**](https://kubebyexample.com/community/blog/migrating-to-kubernetes-with-open-source-tools) [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” A detailed community report detailing the deployment profiles of Konveyor, Tackle, KubeVirt, and Forklift. Walks through translating legacy application profiles into clean Kubernetes blueprints.
-  - **(2021)** [**containerjournal.com: Red Hat, IBM Launch Konveyor to Aggregate Kubernetes Tools**](https://cloudnativenow.com/features/red-hat-ibm-launch-konveyor-to-aggregate-kubernetes-tools) [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Announces the launch of the Konveyor community workspace, bringing together migration tools under a single framework backed by Red Hat and IBM to facilitate migration paths into Kubernetes.
-  - **(2021)** [youtube: Crane 2 Preview: Introduction and Demo](https://www.youtube.com/watch?v=esIZS7PVrvs&ab_channel=Konveyor) [BASH CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A practical walk-through demonstrating Crane's core architecture. Highlights dynamic resource mapping, metadata updates, and persistent volume sync during migration windows.
-## Kubernetes
-
-### Data Management
-
-#### Backup
-
-  - **(2021)** [thenewstack.io: 5 Best Practices to Back up Kubernetes](https://thenewstack.io/5-best-practices-to-back-up-kubernetes)  [COMMUNITY-TOOL] β€” Ensuring disaster recovery capability in Kubernetes requires robust backup strategies for both cluster state (etcd) and persistent volume data. This reference highlights best practices including scheduling automated snapshot intervals, isolating backup storage, and regularly testing recovery procedures. Adhering to these patterns safeguards enterprise workloads against data corruption and ransomware.
-#### Checkpointing API
-
-  - **(2022)** [martinheinz.dev: Backup-and-Restore of Containers with Kubernetes Checkpointing API](https://martinheinz.dev/blog/85) [ADVANCED LEVEL]  [EMERGING] β€” The Kubernetes Checkpointing API introduces the revolutionary ability to freeze and snapshot a running container's state to disk for backup or migration purposes. This technical analysis demonstrates how to leverage this API to capture memory-level states, enabling ultra-fast recovery and deep forensics of active workloads. However, as of 2026, this feature remains highly experimental and runtime-dependent.
 
 ---
-πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Kubernetes Client Libraries](./kubernetes-client-libraries.md)
+πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Serverless](./serverless.md) | [Kubectl Commands](./kubectl-commands.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/kubernetes-based-devel.md b/v2-docs/kubernetes-based-devel.md
index 61f7980e..70596e6c 100644
--- a/v2-docs/kubernetes-based-devel.md
+++ b/v2-docs/kubernetes-based-devel.md
@@ -12,95 +12,20 @@
   - [Mocking and Virtualization](#mocking-and-virtualization)
     - [Microcks](#microcks)
     - [Microcks Integration](#microcks-integration)
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [Bare-Metal Deployments](#bare-metal-deployments)
-  - [Legacy Helpers](#legacy-helpers)
-    - [Shell Automation](#shell-automation)
 1. [Development Workflow](#development-workflow)
   - [CICD Integration](#cicd-integration)
     - [Okteto Actions](#okteto-actions)
-  - [Local Development](#local-development)
-    - [Evaluation](#evaluation)
 1. [Kubernetes Developer Experience](#kubernetes-developer-experience)
-  - [Cloud Development Environments](#cloud-development-environments)
-    - [Okteto](#okteto)
-  - [Graph-Based Dev and Test](#graph-based-dev-and-test)
-    - [Garden Documentation](#garden-documentation)
-  - [Inner-Loop Automation](#inner-loop-automation)
-    - [Comparisons](#comparisons)
-    - [DevSpace](#devspace)
-    - [DevSpace Analysis](#devspace-analysis)
-    - [Guides](#guides)
-    - [Skaffold](#skaffold)
-    - [Skaffold Tutorials](#skaffold-tutorials)
-    - [Skaffold Use Cases](#skaffold-use-cases)
-    - [Tilt](#tilt)
-  - [Local Development Environments](#local-development-environments)
-    - [Comparisons](#comparisons-1)
   - [Remote Debugging](#remote-debugging)
-    - [Bridge to Kubernetes](#bridge-to-kubernetes)
-    - [Concepts](#concepts)
     - [IDE Integration](#ide-integration)
     - [Telepresence](#telepresence)
-  - [Standards and Workflows](#standards-and-workflows)
-    - [Checklists](#checklists)
-  - [Workflow Migration](#workflow-migration)
-    - [Docker Compose to Skaffold](#docker-compose-to-skaffold)
-1. [Kubernetes Observability](#kubernetes-observability)
-  - [Visualization and Auditing](#visualization-and-auditing)
-    - [Kubevious](#kubevious)
-    - [UI Comparisons](#ui-comparisons)
-1. [Local Kubernetes Environments](#local-kubernetes-environments)
-  - [Containerized Clusters](#containerized-clusters)
-    - [KIND](#kind)
-  - [Desktop Orchestration](#desktop-orchestration)
-    - [Docker Desktop](#docker-desktop)
-  - [Distribution Comparisons](#distribution-comparisons)
-    - [Lightweight Engines](#lightweight-engines)
-  - [Legacy VMs](#legacy-vms)
-    - [Vagrant Multi-Node](#vagrant-multi-node)
-    - [Vagrant Toolkits](#vagrant-toolkits)
-  - [Orchestration Tool Selection](#orchestration-tool-selection)
-    - [Analysis](#analysis)
-  - [Single-Node Clusters](#single-node-clusters)
-    - [Comparisons](#comparisons-2)
-    - [Evaluation](#evaluation-1)
-    - [Guides](#guides-1)
-    - [Minikube](#minikube)
-    - [Sandbox Tools](#sandbox-tools)
-    - [Tutorials](#tutorials)
-1. [Observability](#observability)
-  - [Dashboards](#dashboards)
-    - [Tooling Evaluation](#tooling-evaluation)
 1. [Platform Engineering](#platform-engineering)
   - [Application Delivery](#application-delivery)
     - [Catalog UI](#catalog-ui)
-    - [Dynamic Forms](#dynamic-forms)
-  - [GitOps](#gitops)
-    - [Configuration Management](#configuration-management)
-    - [Helm Lifecycle Management](#helm-lifecycle-management)
   - [Multi-Cloud](#multi-cloud)
     - [PaaS Framework](#paas-framework)
   - [UI and Dashboards](#ui-and-dashboards)
-    - [Alternatives](#alternatives)
-    - [Desktop Client](#desktop-client)
     - [Enterprise Console](#enterprise-console)
-    - [Evaluation](#evaluation-2)
-    - [Hybrid CLI](#hybrid-cli)
-    - [Installation](#installation)
-    - [K3s Integration](#k3s-integration)
-    - [Mobile Administration](#mobile-administration)
-    - [Philosophy](#philosophy)
-    - [Visual Ide](#visual-ide)
-    - [Visual Ide Extensions](#visual-ide-extensions)
-1. [Security](#security)
-  - [Threat Vector](#threat-vector)
-    - [UI Exploitation](#ui-exploitation)
-1. [Software Engineering Practices](#software-engineering-practices)
-  - [Containerized Workflows](#containerized-workflows)
-    - [Cookbooks](#cookbooks)
 
 ## API and Integration Testing
 
@@ -112,46 +37,6 @@
 #### Microcks Integration
 
   - **(2022)** [microcks.io: Podman Compose support in Microcks](https://microcks.io/blog/podman-compose-support)  [COMMUNITY-TOOL] β€” Explains how to design local mock environments using Microcks combined with Podman Compose. This is ideal for developers running daemonless environments who require automated contract API validation.
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [faun.pub: Finally, (successfully…) setup docker registry inside kind Kubernetes' cluster](https://faun.pub/finally-successfully-setup-docker-registry-inside-kind-kubernetes-cluster-5b0381dbb2ec)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Finally, (successfully…) setup docker registry inside kind Kubernetes' cluster in the Kubernetes Tools ecosystem.
-  - [medium.com: Local Kubernetes for Linuxβ€Šβ€”β€ŠMiniKube vs MicroK8s](https://medium.com/containers-101/local-kubernetes-for-linux-minikube-vs-microk8s-1b2acad068d3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Local Kubernetes for Linuxβ€Šβ€”β€ŠMiniKube vs MicroK8s in the Kubernetes Tools ecosystem.
-  - [dex.dev: Local Development Clusters](https://www.dex.dev/dex-videos/development-clusters)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dex.dev: Local Development Clusters in the Kubernetes Tools ecosystem.
-  - [medium: Happy trip to Kubernetes in our company](https://medium.com/condorlabs-engineering/happy-trip-to-kubernetes-in-our-company-85ecfde573fd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Happy trip to Kubernetes in our company in the Kubernetes Tools ecosystem.
-  - [yitaek.medium.com: Useful Tools for Better Kubernetes Development 🌟](https://yitaek.medium.com/useful-tools-for-better-kubernetes-development-87820c2b9435)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering yitaek.medium.com: Useful Tools for Better Kubernetes Development 🌟 in the Kubernetes Tools ecosystem.
-  - [cncf.io: Tools to develop apps on Kubernetes 🌟](https://www.cncf.io/blog/2021/05/10/tools-to-develop-apps-on-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Tools to develop apps on Kubernetes 🌟 in the Kubernetes Tools ecosystem.
-  - [blog.usejournal.com: Useful Tools for Better Kubernetes Development](https://blog.usejournal.com/useful-tools-for-better-kubernetes-development-87820c2b9435)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.usejournal.com: Useful Tools for Better Kubernetes Development in the Kubernetes Tools ecosystem.
-  - [docker.com: Kubernetes in Production Environments](https://www.docker.com/blog/dear-moby-2-kubernetes-in-production)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docker.com: Kubernetes in Production Environments in the Kubernetes Tools ecosystem.
-  - [yash-kukreja-98.medium.com: Develop on Kubernetes Series β€” Demystifying' the For vs Owns vs Watches controller-builders in controller-runtime](https://yash-kukreja-98.medium.com/develop-on-kubernetes-series-demystifying-the-for-vs-owns-vs-watches-controller-builders-in-c11ab32a046e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering yash-kukreja-98.medium.com: Develop on Kubernetes Series β€” Demystifying' the For vs Owns vs Watches controller-builders in controller-runtime in the Kubernetes Tools ecosystem.
-  - [cloudsavvyit.com: How to Get Started With DevSpace and Rapidly Develop' Kubernetes Apps](https://www.cloudsavvyit.com/14690/how-to-get-started-with-devspace-and-rapidly-develop-kubernetes-apps)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==cloudsavvyit.com: How to Get Started With DevSpace and Rapidly Develop' Kubernetes Apps== in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Do Faster Development and Testing on Kubernetes Apps' With Telepresence](https://betterprogramming.pub/do-faster-development-and-testing-on-kubernetes-apps-with-telepresence-b7eac604dca4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Do Faster Development and Testing on Kubernetes Apps' With Telepresence in the Kubernetes Tools ecosystem.
-  - [venturebeat.com: Garden.io, an end-to-end devops platform for Kubernetes' and containers, raises $16M](https://venturebeat.com/2022/03/30/garden-io-an-end-to-end-devops-platform-for-kubernetes-and-containers-raises-16m)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering venturebeat.com: Garden.io, an end-to-end devops platform for Kubernetes' and containers, raises $16M in the Kubernetes Tools ecosystem.
-  - [ordina-jworks.github.io: A comparison of Kubernetes clients and dashboards](https://ordina-jworks.github.io/cloud/2020/08/28/kubernetes-clients-comparison.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ordina-jworks.github.io: A comparison of Kubernetes clients and dashboards in the Kubernetes Tools ecosystem.
-  - [kccncna20.sched.com: A Walk Through the Kubernetes UI Landscape](https://kccncna20.sched.com/event/ekAd/a-walk-through-the-kubernetes-ui-landscape-joaquim-rocha-kinvolk-henning-jacobs-zalando-se)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kccncna20.sched.com: A Walk Through the Kubernetes UI Landscape in the Kubernetes Tools ecosystem.
-  - [williamlam.com: Useful Interactive Terminal and Graphical UI Tools for Kubernetes](https://williamlam.com/2020/04/useful-interactive-terminal-and-graphical-ui-tools-for-kubernetes.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering williamlam.com: Useful Interactive Terminal and Graphical UI Tools for Kubernetes in the Kubernetes Tools ecosystem.
-  - [medium: YAKD: Yet Another Kubernetes Dashboard](https://medium.com/geekculture/yakd-yet-another-kubernetes-dashboard-7766bd071f30)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: YAKD: Yet Another Kubernetes Dashboard in the Kubernetes Tools ecosystem.
-  - [medium.com/@satyakommula: Deploy Kubernetes dashboard with NodePort](https://medium.com/@satyakommula/deploy-kubernetes-dashboard-with-nodeport-382f447d2ff8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@satyakommula: Deploy Kubernetes dashboard with NodePort in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: Step by Step Slow Guide: Kubernetes Dashboard' on Raspberry Pi Cluster (Part 2)](https://levelup.gitconnected.com/step-by-step-slow-guide-kubernetes-dashboard-on-raspberry-pi-cluster-part-2-acdc8f9b5b99)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Step by Step Slow Guide: Kubernetes Dashboard' on Raspberry Pi Cluster (Part 2) in the Kubernetes Tools ecosystem.
-  - [medium.com/kubeshop-i: Monokle vs. Lens vs. K9s 🌟](https://medium.com/kubeshop-i/monokle-vs-lens-vs-k9s-1d5d94d84b5c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/kubeshop-i: Monokle vs. Lens vs. K9s 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: Lens 5 Released](https://medium.com/k8slens/lens-5-released-f7e58e8842cf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Lens 5 Released in the Kubernetes Tools ecosystem.
-  - [medium: How To Give Developers Secure Access to Kubernetes Clusters](https://medium.com/k8slens/how-to-give-developers-secure-access-to-kubernetes-clusters-c6025f0dd288)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How To Give Developers Secure Access to Kubernetes Clusters in the Kubernetes Tools ecosystem.
-  - [thedevopslife.com: Kubernetes IDE and UI – Lens IDE](https://thedevopslife.com/kubernetes-gui-lens-ide)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering thedevopslife.com: Kubernetes IDE and UI – Lens IDE in the Kubernetes Tools ecosystem.
-  - [medium.com/k8slens: Lens 6 Released, Vision for the Future, New Subscription' Model and Features Available](https://medium.com/k8slens/lens-6-released-vision-for-the-future-new-subscription-model-and-features-available-628ff21fe14a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/k8slens: Lens 6 Released, Vision for the Future, New Subscription' Model and Features Available in the Kubernetes Tools ecosystem.
-  - [blog.devgenius.io: Is it time to migrate from Lens to OpenLens to manage' your Kubernetes clusters?](https://blog.devgenius.io/is-it-time-to-migrate-from-lens-to-openlens-75496e5758d8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Is it time to migrate from Lens to OpenLens to manage' your Kubernetes clusters? in the Kubernetes Tools ecosystem.
-  - [medium.com/k8slens: Eliminating Kubernetes Complexity for Developers Using' Lens](https://medium.com/k8slens/eliminating-kubernetes-complexity-for-developers-using-lens-5c199e5aff4e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/k8slens: Eliminating Kubernetes Complexity for Developers Using' Lens in the Kubernetes Tools ecosystem.
-  - [medium.com/k8slens: Lens Kubernetes is all you need in the development env' to build, ship, and run](https://medium.com/k8slens/lens-kubernetes-is-all-you-need-in-the-development-env-to-build-ship-and-run-5c1980a12fcf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/k8slens: Lens Kubernetes is all you need in the development env' to build, ship, and run in the Kubernetes Tools ecosystem.
-  - [medium: Do It All Kubernetes Dashboard](https://medium.com/faun/do-it-all-kubernetes-dashboard-81375833e01c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Do It All Kubernetes Dashboard in the Kubernetes Tools ecosystem.
-## Bare-Metal Deployments
-
-### Legacy Helpers
-
-#### Shell Automation
-
-  - **(2020)** [Metal Kubes](https://github.com/shank-git/metal-kubes) ⭐ 34  [SHELL CONTENT] [ADVANCED LEVEL] 🌟 [LEGACY] β€” An early bare-metal helper script collection. Live Grounding verifies that the repository is archived and inactive, as the ecosystem has shifted entirely to production automation like Cluster API or Talos OS.
 ## Development Workflow
 
 ### CICD Integration
@@ -159,146 +44,16 @@
 #### Okteto Actions
 
   - **(2024)** [github.com/marketplace: Automating your Kubernetes dev environments with' the open source oktetohq Cloud got easier with GitHub Actions](https://github.com/marketplace?query=publisher%3Aokteto&type=actions) [YAML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Official GitHub Marketplace configurations showing how to harness Okteto GitHub Actions to dynamically spin up on-demand preview environments. Streamlines deployment verification directly in active PR validation pipelines.
-### Local Development
-
-#### Evaluation
-
-  - **(2023)** [blog.palark.com: Okteto Cloud as another way for local development in Kubernetes](https://palark.com/blog/okteto-cloud-for-local-development-in-kubernetes) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A deep-dive technical analysis evaluating Okteto Cloud as an alternative to traditional, resource-heavy local container setups like Minikube. Explores synchronization lag, network tunneling, and team collaboration setups.
 ## Kubernetes Developer Experience
 
-### Cloud Development Environments
-
-#### Okteto
-
-  - **(2021)** [okteto.com: Kubernetes for Developers Blog Series by Okteto](https://www.okteto.com/blog/kubernetes-basics)  [COMMUNITY-TOOL] β€” A guide series covering Okteto's Cloud Development Environment (CDE) paradigm. Demonstrates how developers can synchronize code in real-time straight to remote container runtimes without local compiler requirements.
-### Graph-Based Dev and Test
-
-#### Garden Documentation
-
-  - **(2021)** [garden.io: cloud native devops platform](https://docs.garden.io) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Architectural specifications for the Garden orchestration tool. Details graph configurations, Helm-based packaging models, pipeline test automation patterns, and enterprise testing setups inside remote clusters.
-### Inner-Loop Automation
-
-#### Comparisons
-
-  - **(2021)** [loft.sh: Skaffold vs Tilt vs DevSpace](https://www.vcluster.com/blog/skaffold-vs-tilt-vs-devspace) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An in-depth evaluation comparing Skaffold, Tilt, and DevSpace. Highlights real-time build and synchronization mechanics, declarative profiles, and templated manifest rendering capabilities.
-#### DevSpace
-
-  - **(2026)** [**devspace.sh**](https://www.devspace.sh) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” DevSpace is a high-performance developer command-line tool designed to lower the Kubernetes learning curve. It provides extremely fast, bidirectional file synchronization that bypasses container rebuilding cycles for instant hot-reloading.
-#### DevSpace Analysis
-
-  - **(2020)** [thenewstack.io: DevSpace Designed to Lower the Kubernetes Learning Curve](https://thenewstack.io/devspace-designed-to-lower-the-kubernetes-learning-curve)  [COMMUNITY-TOOL] β€” Explains how DevSpace simplifies cluster testing for backend teams by replacing complex kubectl calls and image building scripts with high-performance, real-time file-reloading profiles.
-#### Guides
-
-  - **(2021)** [rookout.com: Developer Tools for Kubernetes in 2021: Helm, Kustomize, and Skaffold (Part 1)](https://www.dynatrace.com/solutions/observability-for-developers) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Comprehensive multi-part review of critical Kubernetes development tools. Examines deployment mechanisms (Helm, Kustomize), real-time sync engines (Skaffold, Tilt, Garden), IDE extensions, and container building alternatives.
-#### Skaffold
-
-  - **(2026)** [**Skaffold 🌟**](https://skaffold.dev) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Google's Skaffold remains an industry-leading workflow engine that orchestrates code building, artifact pushing, and target deployment steps. It features smart caching, file sync capability, and multi-profile handling configurations.
-#### Skaffold Tutorials
-
-  - **(2021)** [dev.to: How to Simplify Your Local Kubernetes Development With Skaffold](https://dev.to/otomato_io/local-kubernetes-development-with-skaffold-i0k)  [COMMUNITY-TOOL] β€” Practical onboarding guide detailing local cloud-native development workflows using Skaffold. Explores live file-reloading, log streaming, and localized namespace configurations for multi-service apps.
-#### Skaffold Use Cases
-
-  - **(2021)** [infracloud.io: Build and deploy Kubernetes apps with Skaffold](https://www.infracloud.io/blogs/skaffold-usecases)  [COMMUNITY-TOOL] β€” Deep dive into Skaffold use cases. Demonstrates custom image generation profiles utilizing Jib, Kaniko, or local buildpacks, while showcasing target profile definitions for diverse staging environments.
-#### Tilt
-
-  - **(2026)** [**tilt.dev**](https://tilt.dev) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Tilt is an advanced local inner-loop orchestrator. It observes codebase modifications to automatically rebuild container filesystems and sync live changes straight into Kubernetes pods, presenting structured status reporting via a local CLI/web UI.
-### Local Development Environments
-
-#### Comparisons (1)
-
-  - **(2021)** [loft.sh: Kubernetes Development Environments – A Comparison](https://website.vcluster.com/blog/kubernetes-development-environments-a-comparison)  [COMMUNITY-TOOL] β€” Analyzes the technical capabilities of local developer platforms. Points out performance benefits when configuring modern virtual clusters (vclusters) on centralized infrastructure compared to local machine footprints.
 ### Remote Debugging
 
-#### Bridge to Kubernetes
-
-  - **(2023)** [Bridge to Kubernetes 🌟🌟](https://learn.microsoft.com/en-us/previous-versions/visualstudio/bridge) [TYPESCRIPT CONTENT] [ADVANCED LEVEL]  [LEGACY] β€” Bridge to Kubernetes is Microsoft's local-to-cloud debugging tunnel. Live Grounding notes this project has been largely deprecated in favor of more flexible, cross-platform CNCF solutions such as Telepresence.
-#### Concepts
-
-  - **(2021)** [thenewstack.io: Cloud Native Debugging Challenges: From Local to β€˜Remocal’](https://thenewstack.io/cloud-native-debugging-challenges-from-local-to-remocal) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An exploration of modern 'remocal' debugging practices. Discusses challenges when scaling local machine setups to handle enterprise microservice architectures, and evaluates modern networking proxying technologies.
 #### IDE Integration
 
   - **(2021)** [dev.to/dsudia: How to Integrate Docker & JetBrains into Telepresence](https://dev.to/dsudia/how-to-integrate-docker-jetbrains-into-telepresence-31op) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A detailed technical guide explaining how to integrate Telepresence proxying with Docker Desktop and JetBrains IDE debuggers. It covers setting up traffic intercepts to enable step-by-step local JVM/Node debugging.
 #### Telepresence
 
   - **(2026)** [**telepresence.io 🌟**](https://telepresence.io) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Telepresence is a CNCF proxying tool that connects a local development machine directly to a remote Kubernetes cluster. It redirects service traffic, enabling developers to run integration tests and debug local services as if they were live in the cluster.
-### Standards and Workflows
-
-#### Checklists
-
-  - **(2021)** [loft.sh: Checklist for Kubernetes-Based Development 🌟](https://www.vcluster.com/blog/checklist-for-kubernetes-based-development)  [COMMUNITY-TOOL] β€” A developer-focused architecture checklist detailing ideal steps to build, optimize, and organize localized dev frameworks on top of cluster infrastructure without incurring severe cognitive overhead.
-### Workflow Migration
-
-#### Docker Compose to Skaffold
-
-  - **(2021)** [testingclouds.wordpress.com: Migrating from Docker Compose to Skaffold 🌟](https://testingclouds.wordpress.com/2021/03/09/migrating-from-docker-compose-to-skaffold)  [COMMUNITY-TOOL] β€” A comprehensive migration handbook addressing transition patterns from basic multi-container Docker Compose structures to unified cloud-native architectures governed by Skaffold-driven deployment pipelines.
-## Kubernetes Observability
-
-### Visualization and Auditing
-
-#### Kubevious
-
-  - **(2024)** [kubevious 🌟🌟](https://github.com/kubevious/kubevious) ⭐ 1700  [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Kubevious is an open-source visualizer and validation engine for Kubernetes. It constructs an application-centric graph database of resource hierarchies, allowing rapid detection of manifest anomalies, cross-namespace conflicts, and misconfigurations.
-#### UI Comparisons
-
-  - **(2020)** [PDF](https://static.sched.com/hosted_files/kccncna20/02/A%20Walk%20Through%20the%20Kubernetes%20UI%20Landscape%20%28KubeCon%20Talk%202020%29.pdf)  [COMMUNITY-TOOL] β€” A complete comparison slide deck detailing the Kubernetes UI landscape, including Lens, Kubevious, and Octant. Analyzes how different dashboards display live cluster topologies and validation failures.
-## Local Kubernetes Environments
-
-### Containerized Clusters
-
-#### KIND
-
-  - **(2026)** [****kind****](https://github.com/kubernetes-sigs/kind) ⭐ 15299  [GO CONTENT] 🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kubernetes in Docker (kind) is an indispensable ecosystem framework utilizing Docker container nodes to model multi-node clusters. Widely favored for continuous integration (CI) workflows and high-speed local control plane validation.
-### Desktop Orchestration
-
-#### Docker Desktop
-
-  - **(2021)** [store.docker.com: Docker Community Edition EDGE with kubernetes. Installing Kubernetes using the Docker Client](https://docs.docker.com/desktop/setup/install/windows-install) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Operational documentation for installing and enabling single-node local Kubernetes clusters inside Docker Desktop for Windows. Offers a highly streamlined interface for local containerized orchestration workflows.
-### Distribution Comparisons
-
-#### Lightweight Engines
-
-  - **(2021)** [blog.flant.com: Small Kubernetes for your local experiments: k0s, MicroK8s, kind, k3s, and Minikube](https://palark.com/blog/small-local-kubernetes-comparison)  [COMMUNITY-TOOL] β€” An intensive technical comparison of k0s, MicroK8s, kind, k3s, and Minikube. Explores core configuration profiles, runtime dependency footprints, CNI defaults, and the performance overhead of built-in components.
-### Legacy VMs
-
-#### Vagrant Multi-Node
-
-  - **(2021)** [dj-wasabi/vagrant-kubernetes](https://github.com/dj-wasabi/vagrant-kubernetes) [RUBY CONTENT]  [COMMUNITY-TOOL] β€” A classic VM-based multi-node local cluster provisioning framework using Vagrant and Ansible. Retained as a historic architecture template for local VM orchestrations prior to lightweight container runtimes.
-#### Vagrant Toolkits
-
-  - **(2020)** [kubernetes-development-environment-in-a-box](https://github.com/ManagedKube/kubernetes-development-environment-in-a-box) ⭐ 17  [SHELL CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” An early local development kit utilizing Vagrant and VirtualBox VMs. Live Grounding confirms this project is inactive, having been entirely superseded by modern, lightweight containerized runtimes like kind or k3d.
-### Orchestration Tool Selection
-
-#### Analysis
-
-  - **(2021)** [padok.fr: MiniKube, Kubeadm, Kind, K3S, how to get started on Kubernetes?](https://www.theodo.com/en-fr/blog/kubernetes-technologies-kubeadm-vs-minikube-kind-and-k3s)  [COMMUNITY-TOOL] β€” An analytical breakdown comparing the core use cases, design philosophies, and architectural profiles of Kubeadm, Minikube, kind, and K3s. Guides engineers to choose the correct testing distribution.
-### Single-Node Clusters
-
-#### Comparisons (2)
-
-  - **(2020)** [opensource.com: 4 ways to run Kubernetes locally](https://opensource.com/article/20/11/run-kubernetes-locally)  [COMMUNITY-TOOL] β€” A practical walkthrough analyzing four popular local options (Minikube, MicroK8s, k3s, and kind). Evaluates deployment times, configuration complexity, and resource footprint across diverse development host environments.
-#### Evaluation (1)
-
-  - **(2021)** [blog.radwell.codes: What’s the best Kubernetes distribution for local environments? 🌟](https://blog.radwell.codes/2021/05/best-kubernetes-distribution-for-local-environments)  [COMMUNITY-TOOL] β€” Analyzes localized Kubernetes distributions from a CPU and memory efficiency standpoint. Helps engineers match custom testing configurations against hardware-constrained developer machines.
-#### Guides (1)
-
-  - **(2021)** [itnext.io: Run Kubernetes On Your Machine](https://itnext.io/run-kubernetes-on-your-machine-7ee463af21a2)  [COMMUNITY-TOOL] β€” A developer-focused guide covering local Kubernetes provisioning alternatives. Evaluates resource overhead, file synchronization speeds, network configurations, and host integration points across different platforms.
-  - **(2021)** [itnext.io: Kubernetes in a box](https://itnext.io/kubernetes-in-a-box-7a146ba9f681)  [COMMUNITY-TOOL] β€” A guide detailing 'Kubernetes in a box' sandbox creation methodologies. Outlines structural strategies for configuring minimal host dependencies, local routing setups, and automatic configuration sync setups.
-#### Minikube
-
-  - **(2026)** [==Minikube==](https://github.com/kubernetes/minikube) ⭐ 31871  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Minikube remains an industry-standard sandbox for launching local single-node Kubernetes clusters. Supports diverse VM drivers, bare-metal deployment modes, and native Docker-in-Docker execution environments tailored for application testing.
-#### Sandbox Tools
-
-  - **(2021)** [itnext.io: Kubernetes local playground alternatives](https://itnext.io/kubernetes-local-playground-alternatives-e1a590632b9f)  [COMMUNITY-TOOL] β€” A comparative overview of playground configurations for Kubernetes developers. Focuses on balancing sandbox isolation, localized DNS routing, service mesh compatibility, and custom ingress capabilities.
-#### Tutorials
-
-  - **(2021)** [murchie85.github.io: Installling minikube](https://murchie85.github.io/Kubernetes.html)  [COMMUNITY-TOOL] [GUIDE] β€” A practical collection of guides covering Minikube configuration strategies. Includes details on exposing cluster nodes to remote endpoints, running direct container updates via local Dockerfiles, and comparing local orchestration setups.
-## Observability
-
-### Dashboards
-
-#### Tooling Evaluation
-
-  - **(2024)** [loft.sh: Kubernetes Monitoring Dashboards - 5 Best Open-Source Tools](https://www.vcluster.com/blog/kubernetes-monitoring-dashboards-5-best-open-source-tools) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An expert analysis comparing five of the best open-source monitoring dashboards for Kubernetes clusters. Evaluates each tool's resource consumption, Prometheus/Grafana integration capabilities, and ability to handle multi-tenant visual partitioning.
 ## Platform Engineering
 
 ### Application Delivery
@@ -306,17 +61,6 @@
 #### Catalog UI
 
   - **(2025)** [==kubeapps.dev 🌟==](https://kubeapps.dev) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A web-based control plane for deploying and managing packaged cloud-native applications on Kubernetes. Provides visual tooling to interact with Helm charts, Operators, and Carvel packages with integrated RBAC and multi-cluster deployment scopes.
-#### Dynamic Forms
-
-  - **(2025)** [**github.com/cyclops-ui/cyclops**](https://github.com/cyclops-ui/cyclops) ⭐ 3323  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An open-source developer-focused UI that dynamically generates highly intuitive forms from Kubernetes configurations and Helm schemas. Reduces cognitive overhead for non-operations teams, allowing secure and error-free deployments.
-### GitOps
-
-#### Configuration Management
-
-  - **(2025)** [**kubeshop.github.io/monokle**](https://docs.monokle.io) [TYPESCRIPT CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An open-source IDE developed by Kubeshop for managing, refactoring, and verifying Kubernetes manifests. Facilitates dynamic schema-based validation, pre-deployment policy checks, and structural reviews of raw YAML, Helm, and Kustomize files.
-#### Helm Lifecycle Management
-
-  - **(2022)** [**codefresh.io: Using a Kanban board to manage and promote Helm Releases 🌟**](https://octopus.com/devops) [EN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Analyzes the application of visual Kanban paradigms to Kubernetes deployment pipelines, specifically managing and promoting Helm releases across environments. Contrasts traditional CI/CD promotion techniques with visual value stream modeling, demonstrating how platform teams can reduce deployment friction and coordinate microservice boundaries with clear board transitions.
 ### Multi-Cloud
 
 #### PaaS Framework
@@ -324,64 +68,12 @@
   - **(2023)** [**thenewstack.io: Cloud Manager: A New Multicloud PaaS Platform Built on Kubernetes**](https://thenewstack.io/cloud-manager-a-new-multicloud-paas-platform-built-on-kubernetes) [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Architectural breakdown of Cloud Manager, analyzing its design as a next-generation multi-cloud Platform-as-a-Service (PaaS) built directly on top of Kubernetes operators to streamline resource orchestration.
 ### UI and Dashboards
 
-#### Alternatives
-
-  - **(2022)** [rigorousthemes.com: 10 Best Kubernetes Dashboard Alternatives 2022](https://rigorousthemes.com/blog/best-kubernetes-dashboard-alternatives) [N/A CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A comparative round-up presenting ten modern alternatives to the native Kubernetes Dashboard. Evaluates installation ease, cluster management scalability, resource profiles, and real-time visualization features of each alternative.
-#### Desktop Client
-
-  - **(2025)** [**Aptakube**](https://aptakube.com) [RUST CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A blazing fast, multi-cluster desktop client engineered in Rust and Svelte. Unlike traditional heavy Electron alternatives, it excels at low memory footprints and offers multi-cluster resource tracking across different regions in a single UI.
-  - **(2024)** [getseabird.github.io 🌟](https://getseabird.github.io) [RUST CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Seabird is a fast, responsive open-source desktop client built to manage Kubernetes clusters. It directly leverages active local kubeconfig configurations to deliver seamless, real-time visibility into pods, deployments, and cluster logs.
-  - **(2024)** [k8z.dev: A lightweight, modern mobile and desktop application for manage kubernetes. Easily for use fast, secure](https://k8z.dev) [TYPESCRIPT CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A modern, lightweight cross-platform desktop and mobile app engineered for low-memory footprint cluster monitoring. Emphasizes swift, responsive transitions and secure local storage of cluster context data.
-  - **(2024)** [github.com/unxsist/jet-pilot](https://github.com/unxsist/jet-pilot) ⭐ 624  [TYPESCRIPT CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An open-source desktop client designed for rapid cluster inspection and diagnosis. Features specialized diagnostic tools to track real-time pod failures, trace internal network routes, and analyze real-time container event logs.
-  - **(2022)** [nirops/yakiapp](https://github.com/vivekagate/yakiapp) ⭐ 102  [JAVASCRIPT CONTENT] 🌟🌟 [LEGACY] β€” An early community-built visual client for Kubernetes. *Live Grounding*: This project is no longer actively maintained and has been archived, but it offers interesting historical design schemas for lightweight cluster inspectors.
-  - **(2023)** [octant.dev](https://octant.dev) [GO CONTENT] [ADVANCED LEVEL] 🌟 [LEGACY] β€” VMware's visual tool for inspecting Kubernetes clusters. *Live Grounding*: This project is officially retired and archived. It serves solely as a design architectural reference for highly extensible, dashboard-based cluster visualization.
-  - **(2022)** [linode.com: A Overview of Using Octant with Kubernetes](https://www.linode.com/docs/guides/using-octant-with-kubernetes-a-tutorial) [GO CONTENT] 🌟 [COMMUNITY-TOOL] [GUIDE] β€” An archival guide to installing and utilizing Octant for Kubernetes administration. Illustrates the platform's architectural approach to extensibility and dashboard structures, valuable for developers studying dashboard patterns.
 #### Enterprise Console
 
   - **(2026)** [**github.com/openshift/console 🌟**](https://github.com/openshift/console) ⭐ 456  [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The official enterprise-grade administrative console for OpenShift environments. Offers advanced visualization dashboards for developers and platform operators, featuring real-time telemetry, custom resource definition (CRD) rendering, and multi-tenant security.
-#### Evaluation (2)
-
-  - **(2024)** [loft.sh: Kubernetes Dashboards: Headlamp](https://www.vcluster.com/blog/kubernetes-dashboards-headlamp) [TYPESCRIPT CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A comprehensive technical comparison evaluating Headlamp as an alternative to the standard Kubernetes dashboard. Highlighted for its robust extensibility model via React plugins, it allows platform teams to build customized dashboards with minimal visual overhead.
-  - **(2024)** [k8studio.io/blogs: K8studio vs. Lens vs. K9s 🌟](https://k8studio.io/blogs/k8studio-vs-lens-kubernetes-ide) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A technical comparative analysis comparing three premier client interfaces: K8Studio (graphical topology focus), Lens (full-featured IDE desktop application), and K9s (ultra-fast keyboard-driven terminal console dashboard).
-#### Hybrid CLI
-
-  - **(2024)** [**kui.tools 🌟**](https://kui.tools) [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Kui is an innovative hybrid tool that blends the speed of CLI commands with the graphical visualization of a GUI. It wraps kubectl execution blocks to present interactive HTML elements, resource tables, and tabs directly inside terminal environments.
-  - **(2023)** [blog.flant.com: Kui β€” a β€œhybrid” CLI/GUI application for working with Kubernetes](https://palark.com/blog/kui-hybrid-cli-gui-for-kubernetes) [TYPESCRIPT CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A technical walkthrough of Kui's hybrid interface. Examines how bridging raw terminal output with dynamic graphics enhances developer troubleshooting efficiency during heavy log auditing and resource state inspection.
-#### Installation
-
-  - **(2021)** [hackerxone.com: How To Install Kubernetes Dashboard with NodePort in Linux](https://www.hackerxone.com/2021/07/10/how-install-kubernetes-dashboard-nodeport-linux) [BASH CONTENT] 🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A practical tutorial addressing the manual installation of the native Kubernetes Dashboard. Demonstrates exposing the web interface via NodePort services and configuring critical ServiceAccount resources to establish authorized access control.
-#### K3s Integration
-
-  - **(2023)** [blog.tekspace.io: Deploying Kubernetes Dashboard in K3S Cluster](https://blog.tekspace.io/deploying-kubernetes-dashboard-in-k3s-cluster) [YAML CONTENT] 🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Step-by-step implementation guide detailing how to deploy and configure the official Kubernetes Dashboard inside a resource-constrained K3s cluster. Covers service configuration, RBAC cluster role bindings, token generation, and exposing the UI via NodePort.
-#### Mobile Administration
-
-  - **(2025)** [**kubenav**](https://github.com/kubenav/kubenav) ⭐ 2274  [DART CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A lightweight multi-platform open-source navigator designed for mobile devices (iOS, Android) and desktop. Delivers secure cluster troubleshooting, rapid log auditing, and safe shell executions directly on remote servers.
-  - **(2023)** [blog.flant.com: kubenav as a tool for managing Kubernetes clusters from your smartphone](https://palark.com/blog/kubenav-managing-kubernetes-from-smartphone) [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Detailed technical review of kubenav, focusing on its ability to provide secure, real-time cluster administration directly from mobile devices. Examines credential storage safety, mobile UX limits, and on-the-go logging capabilities.
-#### Philosophy
-
-  - **(2022)** [thenewstack.io: Who Needs a Dashboard? Why the Kubernetes Command Line Is Not Enough](https://thenewstack.io/who-needs-a-dashboard-why-the-kubernetes-command-line-is-not-enough) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A high-level systems analysis of cognitive load in Kubernetes operations. Compares direct CLI administration to modern visual dashboards, highlighting why visual layouts are necessary to map complex resource topology and debug quickly.
-#### Visual Ide
-
-  - **(2026)** [==Lens Kubernetes IDE 🌟==](https://lenshq.io) [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier desktop IDE for Kubernetes administrators, offering unmatched multi-cluster management, real-time log streaming, resource debugging, and custom extensions. Extensively used to streamline production cluster maintenance.
-  - **(2024)** [k8studio.github.io/k8studio](https://github.com/K8Studio/K8studio) ⭐ 53  [TYPESCRIPT CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A feature-rich desktop client that constructs interactive, dynamic node graphs representing active cluster topology. Helps cluster administrators visualize resource footprints, namespace boundaries, and connectivity routes visually.
-#### Visual Ide Extensions
-
-  - **(2024)** [Lens Resource Map extension](https://github.com/nevalla/lens-resource-map-extension) ⭐ 406  [TYPESCRIPT CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An essential plugin for Lens that dynamically renders interactive resource maps, detailing dependency hierarchies, service boundaries, and ingress-to-pod flow connections in real time.
-## Security
-
-### Threat Vector
-
-#### UI Exploitation
-
-  - **(2022)** [**blog.aquasec.com: RATs (remote access tools) in the Cloud: Kubernetes UI Tools Turn into a Weapon**](https://blog.aquasec.com/kubernetes-ui-tools-security-threat) [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A cybersecurity threat analysis exposing how unsecured and misconfigured Kubernetes administration dashboards can be targeted by attackers as remote access tools (RATs). Outlines strict network isolation, zero-trust patterns, and RBAC strategies.
-## Software Engineering Practices
-
-### Containerized Workflows
-
-#### Cookbooks
-
-  - **(2021)** [itnext.io: Software development in containers β€” a cookbook 🌟🌟🌟](https://itnext.io/software-development-in-containers-a-cookbook-2ba14d07e535)  [COMMUNITY-TOOL] β€” A comprehensive developer cookbook outlining containerized development workflows. Details multi-stage Docker builds, development-time mounts, image layer caching optimization, and secure packaging designs.
 
 ---
-πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Kubernetes Client Libraries](./kubernetes-client-libraries.md)
+πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Serverless](./serverless.md) | [Kubectl Commands](./kubectl-commands.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/kubernetes-client-libraries.md b/v2-docs/kubernetes-client-libraries.md
index ee9133e5..5d4445c3 100644
--- a/v2-docs/kubernetes-client-libraries.md
+++ b/v2-docs/kubernetes-client-libraries.md
@@ -11,38 +11,10 @@
 1. [App Development](#app-development)
   - [Java](#java)
     - [Kubernetes Clients](#kubernetes-clients)
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [Cloud Native and K8s](#cloud-native-and-k8s)
-  - [CLI Development](#cli-development)
-    - [Go and Cobra](#go-and-cobra)
-  - [Controller Runtime](#controller-runtime)
-    - [Rate Limiting](#rate-limiting)
-  - [Kubernetes API](#kubernetes-api)
-    - [Code Generators](#code-generators)
-    - [Fabric8 Client Releases](#fabric8-client-releases)
-    - [Go Client](#go-client)
-    - [Go Client Documentation](#go-client-documentation)
-    - [Java Client](#java-client)
-    - [Java Clients](#java-clients)
-    - [Official SDKs](#official-sdks)
-    - [Python Automation](#python-automation)
-    - [Python Client](#python-client)
-    - [Ruby Client](#ruby-client)
 1. [Cloud-Native Java](#cloud-native-java)
   - [Build Tools](#build-tools)
     - [Eclipse JKube](#eclipse-jkube)
-      - [Migration](#migration)
-      - [Quarkus Integration](#quarkus-integration)
-      - [Release Announcement](#release-announcement)
       - [Source Code](#source-code)
-1. [Cloud-Native Provisioning](#cloud-native-provisioning)
-  - [Infrastructure as Code](#infrastructure-as-code)
-    - [CDK for Kubernetes](#cdk-for-kubernetes)
-1. [Configuration](#configuration)
-  - [CDK and DSLs](#cdk-and-dsls)
-    - [CDK8s](#cdk8s)
 1. [Kubernetes Development](#kubernetes-development)
   - [Code Generation](#code-generation)
     - [Fabric8 CRD](#fabric8-crd)
@@ -50,7 +22,7 @@
     - [Fabric8 API](#fabric8-api)
     - [Fabric8 Client](#fabric8-client)
     - [Operators](#operators)
-    - [Quarkus Integration](#quarkus-integration-1)
+    - [Quarkus Integration](#quarkus-integration)
   - [Java Tooling](#java-tooling)
     - [Eclipse JKube](#eclipse-jkube-1)
 
@@ -62,101 +34,15 @@
 
   - **(2020)** [Fabric8](https://fabric8.io) [JAVA CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] [LEGACY] β€” Fabric8 historically offered a comprehensive development and integration platform for Kubernetes. While its global platform features have been deprecated or superseded, its core libraries and Eclipse JKube build helpers continue to be vital utilities in Java environments.
   - **(2020)** [developers.redhat.com: Getting started with the fabric8 Kubernetes Java client](https://developers.redhat.com/blog/2020/05/20/getting-started-with-the-fabric8-kubernetes-java-client) [JAVA CONTENT]  [ENTERPRISE-STABLE] [GUIDE] β€” A practical guide to implementing JVM program orchestration on Kubernetes clusters using the Fluent API of the Fabric8 Kubernetes Java Client. The framework supports seamless resource state management, custom resources (CRDs), and secure API server interactions.
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [Part 4 β€” Using the Go client framework](https://medium.com/programming-kubernetes/building-stuff-with-the-kubernetes-api-part-4-using-go-b1d0e3c1c899)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Part 4 β€” Using the Go client framework in the Kubernetes Tools ecosystem.
-  - [medium: Building stuff with the Kubernetes API β€” TOC 🌟](https://medium.com/programming-kubernetes/building-stuff-with-the-kubernetes-api-toc-84d751876650)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Building stuff with the Kubernetes API β€” TOC 🌟 in the Kubernetes Tools ecosystem.
-  - [blog.devgenius.io: Learn Kubernetes Programming β€” Part 1](https://blog.devgenius.io/learn-kubernetes-programming-part-1-7384e5f3c481)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Learn Kubernetes Programming β€” Part 1 in the Kubernetes Tools ecosystem.
-  - [medium.com/@dimitrijevskiv: Monitor Kubernetes pod status from a Jenkins' pipeline](https://medium.com/@dimitrijevskiv/monitor-kubernetes-pod-status-from-a-jenkins-pipeline-e25c744d944d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@dimitrijevskiv: Monitor Kubernetes pod status from a Jenkins' pipeline== in the Kubernetes Tools ecosystem.
-  - [blog.devgenius.io: Automate Kubernetes With Python 🌟](https://blog.devgenius.io/automate-kubernetes-with-python-2150c290afe7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Automate Kubernetes With Python 🌟 in the Kubernetes Tools ecosystem.
-  - [developers.redhat.com: How the fabric8 Maven plug-in deploys Java applications' to OpenShift](https://developers.redhat.com/blog/2020/05/28/how-the-fabric8-maven-plug-in-deploys-java-applications-to-openshift)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com: How the fabric8 Maven plug-in deploys Java applications' to OpenShift in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: First Try on Java Operator SDK](https://levelup.gitconnected.com/first-try-on-java-operator-sdk-5a07f30771de)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==levelup.gitconnected.com: First Try on Java Operator SDK== in the Kubernetes Tools ecosystem.
-  - [qdnqn.com: Kubernetes objects from Go to YAML using Cdk8s](https://qdnqn.com/create-kubernetes-yaml-definitions-using-go-and-cdk8s)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering qdnqn.com: Kubernetes objects from Go to YAML using Cdk8s in the Kubernetes Tools ecosystem.
-  - [developers.redhat.com: How to manage microservices using OpenShift Dev Spaces' and JKube](https://developers.redhat.com/developer-sandbox/activities/how-to-manage-microservices-using-openshift-dev-spaces-and-jkube)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com: How to manage microservices using OpenShift Dev Spaces' and JKube in the Kubernetes Tools ecosystem.
-## Cloud Native and K8s
-
-### CLI Development
-
-#### Go and Cobra
-
-  - **(2024)** [iximiuz.com: How To Develop Kubernetes CLIs Like a Pro](https://iximiuz.com/en/posts/kubernetes-api-go-cli) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A master tutorial on constructing professional CLI integrations for Kubernetes. Highlights terminal output formats, localized API discovery caches, custom schema validations, and concurrency strategies.
-  - **(2023)** [itnext.io: Writing a Kubernetes CLI in Go](https://itnext.io/writing-a-kubernetes-cli-in-go-a3970ad58299) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A focused developer guide for creating custom CLI tools for Kubernetes using Go. Teaches how to build Cobra command frames, handle kubeconfigs, and execute API calls through REST mappings.
-### Controller Runtime
-
-#### Rate Limiting
-
-  - **(2023)** [Rate Limiting in Controller-Runtime and Client-go](https://danielmangum.com/posts/controller-runtime-client-go-rate-limiting) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep analysis of Kubernetes client-go and controller-runtime rate limiting mechanics. Contrasts workqueue structures and bucket-rate algorithms to secure controllers against resource starvation.
-### Kubernetes API
-
-#### Code Generators
-
-  - **(2024)** [==kyaml2go (Pronounced as camel2go 🐫) 🌟==](https://github.com/PrasadG193/kyaml2go) ⭐ 283  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A code generator that converts static Kubernetes YAML configurations into functional client-go API syntax. Highly valuable for operator developers seeking to minimize manual client-go boilerplate code.
-#### Fabric8 Client Releases
-
-  - **(2020)** [developers.redhat.com: What’s new in Fabric8 Kubernetes Java client 4.12.0](https://developers.redhat.com/blog/2020/10/30/whats-new-in-fabric8-kubernetes-java-client-4-12-0) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Summarizes the architectural updates introduced in Fabric8 version 4.12.0. Focuses on performance improvements, watcher stability, dynamic CRD typing, and updated HTTP driver structures.
-#### Go Client
-
-  - **(2026)** [==kubernetes/client-go: Go client for Kubernetes 🌟==](https://github.com/kubernetes/client-go) ⭐ 9837  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official Go SDK for managing Kubernetes clusters. It features critical API client mechanics like Informers, Lister-Watchers, work queues, and rate-limiting structures to build high-performance production controllers.
-  - **(2025)** [==kubernetes-client/go: OpenAPI based Generated Go client for Kubernetes==](https://github.com/kubernetes-client/go) ⭐ 239  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An alternative OpenAPI-generated Go client for Kubernetes APIs. Best utilized for lightweight API interactions and custom code-generation environments requiring strict OpenAPI schema structures.
-#### Go Client Documentation
-
-  - **(2026)** [pkg.go.dev/k8s.io/client-go](https://pkg.go.dev/k8s.io/client-go) [GO CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The official API documentation hub for client-go, detailing method designs, resource structs, client authentication configurations, and context-aware request flows.
-#### Java Client
-
-  - **(2026)** [==github.com/kubernetes-client/java: Kubernetes Java Client==](https://github.com/kubernetes-client/java) ⭐ 3984  [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official OpenAPI-generated Java library for the Kubernetes API. Provides enterprise Java platforms with type-safe classes, informers, and watcher APIs to build robust, native controllers.
-#### Java Clients
-
-  - **(2023)** [itnext.io: Difference between Fabric8 and Official Kubernetes Java Client 🌟](https://itnext.io/difference-between-fabric8-and-official-kubernetes-java-client-3e0a994fd4af) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A detailed comparison of Red Hat's Fabric8 Java client and the official Kubernetes Java library. Analyzes builder patterns, memory consumption, OpenShift support, and dependency isolation.
-#### Official SDKs
-
-  - **(2026)** [github.com/kubernetes-client 🌟](https://github.com/kubernetes-client) [MULTI CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The master repository for official Kubernetes API clients. It coordinates client generation profiles across Python, Java, JavaScript, and Go, serving as the base for building advanced cloud orchestration tools.
-#### Python Automation
-
-  - **(2023)** [martinheinz.dev/blog/73: Automate All the Boring Kubernetes Operations with Python 🌟](https://martinheinz.dev/blog/73) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A hands-on Python automation guide. Details script designs to manage pods, clean configurations, and handle secrets in cloud-native environments, removing manual operational bottlenecks.
-#### Python Client
-
-  - **(2026)** [==github.com/kubernetes-client/python==](https://github.com/kubernetes-client/python) ⭐ 7594  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official Python SDK for interacting with Kubernetes API environments. Heavily leveraged across AI workflows, automation routines, and data operations needing native cluster integration.
-  - **(2025)** [==github.com/kubernetes-client/python-base==](https://github.com/kubernetes-client/python-base) ⭐ 69  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The foundational base configurations package supporting the official Kubernetes Python Client library. Standardizes raw REST connection handling and secure authentication exchanges.
-#### Ruby Client
-
-  - **(2025)** [==k8s-ruby: Kubernetes Ruby Client==](https://github.com/k8s-ruby/k8s-ruby) ⭐ 75  [RUBY CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An alternative Ruby client library for native Kubernetes API execution. Integrates intuitive REST interfaces and dynamic resource creation patterns for developers running Ruby-based clusters.
 ## Cloud-Native Java
 
 ### Build Tools
 
 #### Eclipse JKube
 
-##### Migration
-
-  - **(2020)** [**eclipse.org: Migration Guide for projects using Fabric8 Maven Plugin to Eclipse JKube 🌟**](https://eclipse.dev/jkube/docs/migration-guide) [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” The official Eclipse foundation migration documentation for moving from Fabric8 to JKube. Live Grounding confirms this is the authoritative reference for modifying existing POM.xml profiles, aligning configuration namespaces, and preserving legacy custom templates under the new JKube APIs.
-  - **(2020)** [developers.redhat.com: Migrating from Fabric8 Maven Plugin to Eclipse JKube 1.0.0](https://developers.redhat.com/blog/2020/09/21/migrating-from-fabric8-maven-plugin-to-eclipse-jkube-1-0-0) 🌟🌟🌟 [LEGACY] β€” This Red Hat technical guide provides step-by-step instructions for transitioning legacy configurations from the Fabric8 Maven Plugin to Eclipse JKube 1.0.0. Live Grounding highlights its historical and architectural value in easing technical debt during legacy container-modernization efforts. It ensures continuous delivery pipelines are adapted correctly with zero manifest generation disruption.
-##### Quarkus Integration
-
-  - **(2021)** [YouTube: Deploying a Quarkus application into Kubernetes using JKube | Cloud Tool Time | Marc Nuri 🌟](https://www.youtube.com/watch?v=HDDfdZqwM1E&ab_channel=EclipseFoundation) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A video guide by Marc Nuri illustrating how to deploy a Quarkus microservice to Kubernetes using Eclipse JKube plugins. Live Grounding shows that JKube's framework detection shines in native GraalVM compile steps, producing ultra-optimized, small-footprint containers without complex Dockerfile configurations.
-##### Release Announcement
-
-  - **(2020)** [developers.redhat.com: Cloud-native Java applications made easy: Eclipse JKube 1.0.0 now available](https://developers.redhat.com/blog/2020/09/09/cloud-native-java-applications-made-easy-eclipse-jkube-1-0-0-now-available) 🌟🌟🌟 [COMMUNITY-TOOL] β€” The official Red Hat release announcement for Eclipse JKube 1.0.0, highlighting its framework-detection features for Quarkus, Spring Boot, and WildFly. Live Grounding shows that this release established configuration-free Kubernetes containerization for Java, moving the ecosystem toward hands-off cluster-native builds. It proved the viability of auto-detecting Java web framework archetypes.
 ##### Source Code
 
   - **(2020)** [**GitHub: Eclipse JKube**](https://github.com/eclipse-jkube/jkube) ⭐ 849  [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The active GitHub repository for Eclipse JKube, housing Maven/Gradle plugins, extensions, and core libraries. Live Grounding indicates robust ongoing community support, enabling local resource generation, deployment, and hot-swapping inside active clusters. The project is crucial for bridging the gap between standard Java compilation and Kubernetes runtimes.
-## Cloud-Native Provisioning
-
-### Infrastructure as Code
-
-#### CDK for Kubernetes
-
-  - **(2022)** [blog.twstewart.me: cdk8s-python - A Love and Hate Experience](https://blog.twstewart.me/posts/cdk8s-python) [PYTHON CONTENT]  [CASE STUDY] [LEGACY] β€” A developer-focused analysis highlighting structural trade-offs when implementing cdk8s in Python. Evaluates class inheritance structures, JSII compilation overhead, and configuration complexities relative to legacy YAML definitions.
-## Configuration
-
-### CDK and DSLs
-
-#### CDK8s
-
-  - **(2026)** [==cdk8s==](https://github.com/cdk8s-team/cdk8s) ⭐ 4823  [TYPESCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The GitHub repository containing the core source code for CDK8s. It allows developers to model Kubernetes resources as structured code in TypeScript, Python, Java, or Go. It features full support for custom-generated CRDs, letting platform teams build clean, reusable configuration libraries.
 ## Kubernetes Development
 
 ### Code Generation
@@ -175,7 +61,7 @@
 #### Operators
 
   - **(2026)** [javaoperatorsdk.io: Build Kubernetes Operators in Java without hassle](https://javaoperatorsdk.io) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The Java Operator SDK is an open-source, enterprise-grade framework for developing reliable Kubernetes operators using pure Java. It handles complex reconciliation patterns, informer caches, and API interactions seamlessly.
-#### Quarkus Integration (1)
+#### Quarkus Integration
 
   - **(2023)** [blog.marcnuri.com: Build Kubernetes controllers with Fabric8 Kubernetes Client, Quarkus, and JKube](https://blog.marcnuri.com/fabric8-kubernetes-java-client-and-quarkus-and-graalvm) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Detailed technical guide showing how to leverage Quarkus, GraalVM native image compilation, and the Fabric8 client to build sub-second startup Kubernetes controllers. By integrating Eclipse JKube, developers can deploy footprint-optimized Java applications perfectly suited for serverless scaling.
 ### Java Tooling
@@ -185,5 +71,7 @@
   - **(2021)** [blog.marcnuri.com](https://blog.marcnuri.com) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” A deep-dive analysis of Eclipse JKube 1.4.0 improvements, focusing on streamlined Helm chart compilation, upgraded core API clients, and enhanced native build properties for container engines.
 
 ---
-πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Kubectl Commands](./kubectl-commands.md)
+πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Serverless](./serverless.md) | [Kubectl Commands](./kubectl-commands.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/kubernetes-monitoring.md b/v2-docs/kubernetes-monitoring.md
index f66e9ffe..18064876 100644
--- a/v2-docs/kubernetes-monitoring.md
+++ b/v2-docs/kubernetes-monitoring.md
@@ -9,73 +9,30 @@
 ## Table of Contents
 
 1. [Advanced Telemetry and FinOps](#advanced-telemetry-and-finops)
-  - [Cost Management](#cost-management)
-    - [Telemetry-Driven Budgeting](#telemetry-driven-budgeting)
-  - [Log Aggregation](#log-aggregation)
-    - [PLG Stack Architecture](#plg-stack-architecture)
   - [Troubleshooting Stacks](#troubleshooting-stacks)
     - [Loki and Komodor Integration](#loki-and-komodor-integration)
   - [eBPF-Based Telemetry](#ebpf-based-telemetry)
     - [Pixie Deep Dive](#pixie-deep-dive)
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Cloud Native Platforms](#cloud-native-platforms)
   - [Kubernetes](#kubernetes)
     - [Helm Deployments](#helm-deployments)
     - [Telemetry Bundles](#telemetry-bundles)
-1. [Cluster Telemetry Stacks](#cluster-telemetry-stacks)
-  - [Cluster Monitoring](#cluster-monitoring)
-    - [Health and Diagnostics](#health-and-diagnostics)
-    - [Metric Analysis](#metric-analysis)
-    - [Production Engineering](#production-engineering)
-  - [Control Plane Diagnostics](#control-plane-diagnostics)
-    - [Core Components](#core-components)
 1. [Container Orchestration](#container-orchestration)
   - [Kubernetes](#kubernetes-1)
     - [Observability](#observability)
       - [Best Practices](#best-practices)
 1. [Dynamic Component Monitoring](#dynamic-component-monitoring)
-  - [Cloud-Native Observability](#cloud-native-observability)
-    - [Grafana Cloud and AWS](#grafana-cloud-and-aws)
-  - [Cluster Monitoring](#cluster-monitoring-1)
-    - [Fundamentals](#fundamentals)
-    - [Metrics Reference](#metrics-reference)
-  - [Security and Certificates](#security-and-certificates)
-    - [ChatOps Integration](#chatops-integration)
-  - [Telemetry Protocols](#telemetry-protocols)
-    - [Object State Monitoring](#object-state-monitoring)
   - [Workload Monitoring](#workload-monitoring)
     - [Job and CronJob Execution](#job-and-cronjob-execution)
-1. [Infrastructure](#infrastructure)
-  - [Hardware](#hardware)
-    - [GPU Virtualization](#gpu-virtualization)
-1. [Kubernetes](#kubernetes-2)
-  - [Resource Management](#resource-management)
-    - [CPU Throttling](#cpu-throttling)
-1. [Log Management and Diagnostics](#log-management-and-diagnostics)
-  - [Audit Logging](#audit-logging)
-    - [Compliance and Forensics](#compliance-and-forensics)
-    - [Threat Detection](#threat-detection)
-  - [Command Line Tools](#command-line-tools)
-    - [Terminal Interfaces](#terminal-interfaces)
-  - [Log Aggregation](#log-aggregation-1)
-    - [EFK Stack Deployments](#efk-stack-deployments)
-    - [Fundamentals](#fundamentals-1)
-    - [Production Scale Logging](#production-scale-logging)
-    - [SaaS Integrations](#saas-integrations)
 1. [Modern Observability and Service Mesh](#modern-observability-and-service-mesh)
-  - [Cluster Monitoring](#cluster-monitoring-2)
-    - [Prometheus Setup](#prometheus-setup)
-    - [Service Discovery Mechanics](#service-discovery-mechanics)
   - [Network Performance](#network-performance)
     - [NetFlow Telemetry](#netflow-telemetry)
     - [eBPF and NetObserv](#ebpf-and-netobserv)
   - [Reliability Engineering](#reliability-engineering)
     - [eBPF-Based Telemetry](#ebpf-based-telemetry-1)
-  - [Resource Management](#resource-management-1)
+  - [Resource Management](#resource-management)
     - [Sizing and Quotas](#sizing-and-quotas)
-  - [Telemetry Protocols](#telemetry-protocols-1)
+  - [Telemetry Protocols](#telemetry-protocols)
     - [OpenTelemetry Runtime](#opentelemetry-runtime)
     - [SigNoz and OpenTelemetry](#signoz-and-opentelemetry)
   - [eBPF-Based Telemetry](#ebpf-based-telemetry-2)
@@ -84,21 +41,11 @@
   - [ChatOps](#chatops)
     - [Collaboration Platforms](#collaboration-platforms)
   - [Logging](#logging)
-    - [Elasticsearch](#elasticsearch)
     - [Operators](#operators)
-    - [Security Auditing](#security-auditing)
     - [Sidecar Pattern](#sidecar-pattern)
-    - [Utilities](#utilities)
   - [Metrics](#metrics)
     - [SLO Management](#slo-management)
     - [Telegraf](#telegraf)
-  - [Networking](#networking)
-    - [Deep Packet Inspection](#deep-packet-inspection)
-    - [eBPF Platform](#ebpf-platform)
-  - [Security](#security)
-    - [Certificate Monitoring](#certificate-monitoring)
-  - [Standards](#standards)
-    - [Interoperability](#interoperability)
 1. [Observability and Monitoring](#observability-and-monitoring)
   - [Grafana](#grafana)
     - [Application Metrics](#application-metrics)
@@ -107,28 +54,9 @@
   - [Prometheus](#prometheus)
     - [High Cardinality](#high-cardinality)
     - [Prometheus Operator](#prometheus-operator)
-1. [Practical Diagnostics](#practical-diagnostics)
-  - [Alert Engineering](#alert-engineering)
-    - [Proactive Operations](#proactive-operations)
-  - [Cluster Monitoring](#cluster-monitoring-3)
-    - [Visual Dashboarding](#visual-dashboarding)
-  - [Command Line Tools](#command-line-tools-1)
-    - [Kubectl Cheat Sheets](#kubectl-cheat-sheets)
-  - [Market Evaluations](#market-evaluations)
-    - [Monitoring Toolchains](#monitoring-toolchains)
 
 ## Advanced Telemetry and FinOps
 
-### Cost Management
-
-#### Telemetry-Driven Budgeting
-
-  - **(2023)** [loft.sh: Kubernetes Cost Monitoring with Prometheus & Grafana](https://www.vcluster.com/blog/kubernetes-cost-monitoring-with-prometheus-and-grafana) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Explains how to harness native Prometheus resource allocation metrics combined with community tools like Kubecost to model cluster spending. Provides strategies for isolating workloads, dividing costs by namespace or tenant, and building real-time cost transparency dashboards in multi-tenant environments.
-### Log Aggregation
-
-#### PLG Stack Architecture
-
-  - **(2022)** [dev.to: Monitoring Kubernetes cluster logs and metrics using Grafana, Prometheus and Loki](https://dev.to/leroykayanda/kubernetes-monitoring-using-grafana-3dhc) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A practical implementation guide to bootstrapping the PLG (Prometheus, Loki, Grafana) observability stack. Focuses on Promtail configuration for cluster log collection, metric ingestion via Prometheus, and crafting unified correlation panels inside Grafana.
 ### Troubleshooting Stacks
 
 #### Loki and Komodor Integration
@@ -139,67 +67,6 @@
 #### Pixie Deep Dive
 
   - **(2021)** [itnext.io: How to tackle Kubernetes observability challenges with Pixie](https://itnext.io/how-to-tackle-kubernetes-observability-challenges-with-pixie-4c6414ca913) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores Pixie, an eBPF-powered Kubernetes-native observability tool that collects high-resolution telemetry, logs, and network flows directly from the Linux kernel without requiring code changes or sidecar agents. Highlights how Pixie simplifies network profiling and debug loops.
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [DZone: Kubernetes Monitoring Essentials](https://dzone.com/refcardz/monitoring-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering DZone: Kubernetes Monitoring Essentials in the Kubernetes Tools ecosystem.
-  - [faun.pub: Becoming DevOps β€” Observability](https://faun.pub/becoming-devops-observability-152b292c05b9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Becoming DevOps β€” Observability in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: Installing & Exploring the Kube-Prometheus Project](https://levelup.gitconnected.com/installing-exploring-the-kube-prometheus-project-eef375d49f6b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Installing & Exploring the Kube-Prometheus Project in the Kubernetes Tools ecosystem.
-  - [medium: Kubernetes Monitoring: Kube-State-Metrics](https://medium.com/@chrisedrego/kubernetes-monitoring-kube-state-metrics-df6546aea324)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes Monitoring: Kube-State-Metrics in the Kubernetes Tools ecosystem.
-  - [Kubernetes Monitoring 101 β€” Core pipeline & Services Pipeline](https://levelup.gitconnected.com/kubernetes-monitoring-101-core-pipeline-services-pipeline-a34cd4cc9627)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Kubernetes Monitoring 101 β€” Core pipeline & Services Pipeline in the Kubernetes Tools ecosystem.
-  - [medium: Utilizing and monitoring kubernetes cluster resources more effectively](https://medium.com/@martin.schneppenheim/utilizing-and-monitoring-kubernetes-cluster-resources-more-effectively-using-this-tool-df4c68ec2053)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Utilizing and monitoring kubernetes cluster resources more effectively in the Kubernetes Tools ecosystem.
-  - [magalix.com: Best Practices And Tools For Monitoring Your Kubernetes Cluster](https://www.magalix.com/blog/best-practices-and-tools-for-monitoring-your-kubernetes-cluster)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering magalix.com: Best Practices And Tools For Monitoring Your Kubernetes Cluster in the Kubernetes Tools ecosystem.
-  - [cncf.io: Avoiding Kubernetes cluster outages with synthetic monitoring](https://www.cncf.io/blog/2021/08/10/avoiding-kubernetes-cluster-outages-with-synthetic-monitoring)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Avoiding Kubernetes cluster outages with synthetic monitoring in the Kubernetes Tools ecosystem.
-  - [medium: Replication Controller & Replica sets in Kubernetes](https://medium.com/avmconsulting-blog/replication-controller-replica-sets-in-kubernetes-820f3cec7170)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Replication Controller & Replica sets in Kubernetes in the Kubernetes Tools ecosystem.
-  - [arabitnetwork.com: K8S – Enabling Auditing Logs | Step-by-Step](https://arabitnetwork.com/2021/03/13/k8s-enabling-auditing-logs-step-by-step)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering arabitnetwork.com: K8S – Enabling Auditing Logs | Step-by-Step in the Kubernetes Tools ecosystem.
-  - [medium.com/is-it-observable: How to collect metrics in a Kubernetes cluster](https://medium.com/is-it-observable/how-to-collect-metrics-in-a-kubernetes-cluster-9ad4a69aafb0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/is-it-observable: How to collect metrics in a Kubernetes cluster in the Kubernetes Tools ecosystem.
-  - [medium.com/@lucapompei91: Kubernetes observability](https://medium.com/@lucapompei91/kubernetes-observability-17a7875a38f6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@lucapompei91: Kubernetes observability in the Kubernetes Tools ecosystem.
-  - [hitesh-pattanayak.medium.com: Observability in Kubernetes](https://hitesh-pattanayak.medium.com/observability-in-kubernetes-b53d6ea1b37d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hitesh-pattanayak.medium.com: Observability in Kubernetes in the Kubernetes Tools ecosystem.
-  - [medium.com/@kylekhunter: Kubernetes Monitoring with Prometheus](https://medium.com/@kylekhunter/kubernetes-monitoring-with-prometheus-a149c35694c4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@kylekhunter: Kubernetes Monitoring with Prometheus in the Kubernetes Tools ecosystem.
-  - [medium.com/@clymeneallen: Best Practices, Monitoring System for Multi-K8s' Cluster Environments Using Open Source](https://medium.com/@clymeneallen/best-practices-monitoring-system-for-multi-k8s-cluster-environments-using-open-source-d85544052f37)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@clymeneallen: Best Practices, Monitoring System for Multi-K8s' Cluster Environments Using Open Source in the Kubernetes Tools ecosystem.
-  - [medium.com/@magstherdev: OpenTelemetry on Kubernetes 🌟](https://medium.com/@magstherdev/opentelemetry-on-kubernetes-c167f024b35f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@magstherdev: OpenTelemetry on Kubernetes 🌟 in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: 6 Metrics To Watch for on Your K8s Cluster 🌟](https://betterprogramming.pub/6-metrics-to-watch-for-on-your-k8s-cluster-76d58f08397f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==betterprogramming.pub: 6 Metrics To Watch for on Your K8s Cluster== 🌟 in the Kubernetes Tools ecosystem.
-  - [figments.medium.com: Observable Kubernetes Cluster Using Grafana-Loki-Prometheus](https://figments.medium.com/observable-kubernetes-cluster-using-grafana-loki-prometheus-a661a31d7ad8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering figments.medium.com: Observable Kubernetes Cluster Using Grafana-Loki-Prometheus in the Kubernetes Tools ecosystem.
-  - [medium.com/@isalapiyarisi: Getting Started on Kubernetes observability with' eBPF](https://medium.com/@isalapiyarisi/getting-started-on-kubernetes-observability-with-ebpf-88139eb13fb2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@isalapiyarisi: Getting Started on Kubernetes observability with' eBPF in the Kubernetes Tools ecosystem.
-  - [medium.com/@HirenDhaduk1: Top Kubernetes Observability Tools and their Usage](https://medium.com/@HirenDhaduk1/top-kubernetes-observability-tools-and-their-usage-e4e8eef8aec3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@HirenDhaduk1: Top Kubernetes Observability Tools and their Usage in the Kubernetes Tools ecosystem.
-  - [milindasenaka96.medium.com: Setup Prometheus and Grafana to Monitor the' K8s Cluster](https://milindasenaka96.medium.com/setup-prometheus-and-grafana-to-monitor-the-k8s-cluster-e1d35343d7a9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering milindasenaka96.medium.com: Setup Prometheus and Grafana to Monitor the' K8s Cluster in the Kubernetes Tools ecosystem.
-  - [kemilad.medium.com: Monitoring-Stack Deployment To A Kubernetes Cluster' β€” Prometheus | Grafana | AlertManager | Loki + Exporters | Dashboards and etc 🌟](https://kemilad.medium.com/monitoring-stack-deployment-to-a-kubernetes-cluster-prometheus-grafana-alertmanager-loki-dcc7339d4f19)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kemilad.medium.com: Monitoring-Stack Deployment To A Kubernetes Cluster' β€” Prometheus | Grafana | AlertManager | Loki + Exporters | Dashboards and etc 🌟 in the Kubernetes Tools ecosystem.
-  - [awstip.com: Monitoring Your EKS Cluster with the Power of Prometheus and' Grafana through Helm](https://awstip.com/monitoring-your-eks-cluster-with-the-power-of-prometheus-and-grafana-through-helm-%EF%B8%8F-1e8dc1ad5620)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering awstip.com: Monitoring Your EKS Cluster with the Power of Prometheus and' Grafana through Helm in the Kubernetes Tools ecosystem.
-  - [medium.com/@poseidon.os: Poseidon: A Kubernetes Cluster Visualization &' Cost Analysis Tool](https://medium.com/@poseidon.os/poseidon-a-kubernetes-cluster-visualization-cost-analysis-tool-d0fb55c2858c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@poseidon.os: Poseidon: A Kubernetes Cluster Visualization &' Cost Analysis Tool in the Kubernetes Tools ecosystem.
-  - [umeey.medium.com: Four Golden Signals Of Monitoring: Site Reliability Engineering' (SRE) Metrics](https://umeey.medium.com/four-golden-signals-of-monitoring-site-reliability-engineering-sre-metrics-64031dbe268)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering umeey.medium.com: Four Golden Signals Of Monitoring: Site Reliability Engineering' (SRE) Metrics in the Kubernetes Tools ecosystem.
-  - [medium.com/@lambdaEranga: Monitor Kubernets Services/Endpoints with Prometheus' Blackbox Exporter 🌟](https://medium.com/@lambdaEranga/monitor-kubernets-services-endpoints-with-prometheus-blackbox-exporter-a64e062c05d5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@lambdaEranga: Monitor Kubernets Services/Endpoints with Prometheus' Blackbox Exporter 🌟 in the Kubernetes Tools ecosystem.
-  - [samiislam0306.medium.com: Insightful Monitoring of Kubernetes Clusters with' Traces](https://samiislam0306.medium.com/insightful-monitoring-of-kubernetes-clusters-with-traces-c7c3b33ed07e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering samiislam0306.medium.com: Insightful Monitoring of Kubernetes Clusters with' Traces in the Kubernetes Tools ecosystem.
-  - [medium.com/@walissonscd: Monitoring Kubernetes Cluster Resources: Using' Top Metrics Commands](https://medium.com/@walissonscd/monitoring-kubernetes-cluster-resources-using-top-metrics-commands-a60408765321)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@walissonscd: Monitoring Kubernetes Cluster Resources: Using' Top Metrics Commands in the Kubernetes Tools ecosystem.
-  - [blog.devops.dev: Prometheus metrics within Kubernetes β€” an aerial view' | Joseph Esrig](https://blog.devops.dev/prometheus-metrics-within-kubernetes-an-ariel-view-d1d3b7d75418)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==blog.devops.dev: Prometheus metrics within Kubernetes β€” an aerial view==' | Joseph Esrig in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Improve Cluster Monitoring With Network Mapping in' Grafana](https://betterprogramming.pub/improve-cluster-monitoring-with-network-mapping-in-grafana-fa8bb479fd47)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Improve Cluster Monitoring With Network Mapping in' Grafana in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Kubernetes Observability Part 1: Events, Logs, and' Integration With Slack, OpenAI, and Grafana](https://betterprogramming.pub/kubernetes-observability-part-1-events-logs-integration-with-slack-openai-and-grafana-62068cf43ec)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Kubernetes Observability Part 1: Events, Logs, and' Integration With Slack, OpenAI, and Grafana in the Kubernetes Tools ecosystem.
-  - [medium.com/@onai.rotich: Understand container metrics and why they matter](https://medium.com/@onai.rotich/understand-container-metrics-and-why-they-matter-9e88434ca62a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@onai.rotich: Understand container metrics and why they matter in the Kubernetes Tools ecosystem.
-  - [kkamalesh117.medium.com: Setting up Prometheus and Grafana Integration on' Kubernetes with Helm](https://kkamalesh117.medium.com/setting-up-prometheus-and-grafana-integration-on-kubernetes-with-helm-dfc63823608c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kkamalesh117.medium.com: Setting up Prometheus and Grafana Integration on' Kubernetes with Helm in the Kubernetes Tools ecosystem.
-  - [medium.com/@MetricFire: Monitoring Kubernetes tutorial: Using Grafana and' Prometheus](https://medium.com/@MetricFire/monitoring-kubernetes-tutorial-using-grafana-and-prometheus-3239079b138f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@MetricFire: Monitoring Kubernetes tutorial: Using Grafana and' Prometheus in the Kubernetes Tools ecosystem.
-  - [medium.com/globant: Monitoring a multi-cluster Kubernetes Deployment](https://medium.com/globant/monitoring-a-multi-cluster-kubernetes-deployment-9e7a418a06b7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/globant: Monitoring a multi-cluster Kubernetes Deployment in the Kubernetes Tools ecosystem.
-  - [medium.com/@martin.hodges: Adding observability to a Kubernetes cluster' using Prometheus](https://medium.com/@martin.hodges/adding-observability-to-a-kubernetes-cluster-using-prometheus-c2cba6c0fdaa)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@martin.hodges: Adding observability to a Kubernetes cluster' using Prometheus in the Kubernetes Tools ecosystem.
-  - [addozhang.medium.com: Non-intrusive Inject OpenTelemetry Auto-Instrumentation' in Kubernetes](https://addozhang.medium.com/non-intrusive-inject-opentelemetry-auto-instrumentation-in-kubernetes-a9dfd49fc714)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering addozhang.medium.com: Non-intrusive Inject OpenTelemetry Auto-Instrumentation' in Kubernetes in the Kubernetes Tools ecosystem.
-  - [medium.com/@abhisman.sarkar: Kubernetes Monitoring: Effective Cluster Tracking' with Prometheus](https://medium.com/@abhisman.sarkar/kubernetes-monitoring-effective-cluster-tracking-with-prometheus-b0ed5b3efb32)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@abhisman.sarkar: Kubernetes Monitoring: Effective Cluster Tracking' with Prometheus in the Kubernetes Tools ecosystem.
-  - [aws.plainenglish.io: Mastering Monitoring: The Complete Guide to Using' Prometheus and Grafana with Kubernetes](https://aws.plainenglish.io/mastering-monitoring-the-complete-guide-to-using-prometheus-and-grafana-with-kubernetes-e53d8306123d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==aws.plainenglish.io: Mastering Monitoring: The Complete Guide to Using' Prometheus and Grafana with Kubernetes== in the Kubernetes Tools ecosystem.
-  - [medium.com/@muppedaanvesh: A Hands-On Guide to Kubernetes Monitoring Using' Prometheus & Grafana](https://medium.com/@muppedaanvesh/a-hands-on-guide-to-kubernetes-monitoring-using-prometheus-grafana-%EF%B8%8F-b0e00b1ae039)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@muppedaanvesh: A Hands-On Guide to Kubernetes Monitoring Using' Prometheus & Grafana in the Kubernetes Tools ecosystem.
-  - [cncf.io: Logging in Kubernetes: EFK vs PLG Stack](https://www.cncf.io/blog/2020/07/27/logging-in-kubernetes-efk-vs-plg-stack)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Logging in Kubernetes: EFK vs PLG Stack in the Kubernetes Tools ecosystem.
-  - [medium: How to Deploy an EFK stack to Kubernetes](https://medium.com/avmconsulting-blog/how-to-deploy-an-efk-stack-to-kubernetes-ebc1b539d063)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How to Deploy an EFK stack to Kubernetes in the Kubernetes Tools ecosystem.
-  - [portworx.com: How to backup and restore Elasticsearch on Kubernetes](https://portworx.com/how-to-backup-and-restore-elasticsearch-on-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering portworx.com: How to backup and restore Elasticsearch on Kubernetes in the Kubernetes Tools ecosystem.
-  - [medium.com/vmacwrites: Kubernetes Audit Logs: Who created or deleted a namespace?](https://medium.com/vmacwrites/kubernetes-audit-logs-who-created-or-deleted-a-namespace-7d55c20d2730)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/vmacwrites: Kubernetes Audit Logs: Who created or deleted a namespace? in the Kubernetes Tools ecosystem.
-  - [shivanshu1333.medium.com: Structured logging in Kubernetes](https://shivanshu1333.medium.com/structured-logging-in-kubernetes-58cf35e6d60d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering shivanshu1333.medium.com: Structured logging in Kubernetes in the Kubernetes Tools ecosystem.
-  - [blog.devops.dev: Importance of Logging In Kubernetes, Intro to Grafana Loki' & deploying with helm-charts](https://blog.devops.dev/importance-of-logging-in-kubernetes-and-intro-to-grafana-loki-f8dc6f736e6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: Importance of Logging In Kubernetes, Intro to Grafana Loki' & deploying with helm-charts in the Kubernetes Tools ecosystem.
-  - [faun.pub: Kubernetes Practice β€” Logging with Logstash and FluentD by Sidecar' Container](https://faun.pub/kubernetes-practice-logging-with-logstash-and-fluentd-by-sidecar-container-86076da0812f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Kubernetes Practice β€” Logging with Logstash and FluentD by Sidecar' Container in the Kubernetes Tools ecosystem.
-  - [blog.amhaish.com: Observing the K8 cluster using ELK stack](https://blog.amhaish.com/observing-the-k8-cluster-using-elk-stack-7d4264fdb0e3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.amhaish.com: Observing the K8 cluster using ELK stack in the Kubernetes Tools ecosystem.
-  - [akyriako.medium.com: Kubernetes Logging with Grafana Loki & Promtail in' under 10 minutes 🌟](https://akyriako.medium.com/kubernetes-logging-with-grafana-loki-promtail-in-under-10-minutes-d2847d526f9e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering akyriako.medium.com: Kubernetes Logging with Grafana Loki & Promtail in' under 10 minutes 🌟 in the Kubernetes Tools ecosystem.
-  - [yuminlee2.medium.com: Kubernetes: Container and Pod Logging](https://yuminlee2.medium.com/kubernetes-container-and-pod-logging-82ec5c057cb2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering yuminlee2.medium.com: Kubernetes: Container and Pod Logging in the Kubernetes Tools ecosystem.
-  - [medium.com/kubernetes-tutorials: Cluster-level Logging in Kubernetes with' Fluentd](https://medium.com/kubernetes-tutorials/cluster-level-logging-in-kubernetes-with-fluentd-e59aa2b6093a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/kubernetes-tutorials: Cluster-level Logging in Kubernetes with' Fluentd in the Kubernetes Tools ecosystem.
-  - [shivanshu1333.medium.com: Contextual Logging in Kubernetes](https://shivanshu1333.medium.com/contextual-logging-in-kubernetes-41f4cc5fea69)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering shivanshu1333.medium.com: Contextual Logging in Kubernetes in the Kubernetes Tools ecosystem.
-  - [medium.com/kernel-space: KubeShark: Wireshark for Kubernetes](https://medium.com/kernel-space/kubeshark-wireshark-for-kubernetes-4069a5f5aa3d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/kernel-space: KubeShark: Wireshark for Kubernetes in the Kubernetes Tools ecosystem.
-  - [medium.com/@bareckidarek: TCP packets traffic visualization for kubernetes' by k8spacket and Grafana](https://medium.com/@bareckidarek/tcp-packets-traffic-visualization-for-kubernetes-by-k8spacket-and-grafana-bb87cb106f30)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@bareckidarek: TCP packets traffic visualization for kubernetes' by k8spacket and Grafana in the Kubernetes Tools ecosystem.
-  - [pakdailytimes.com: TCP packets traffic visualization for kubernetes by k8spacket' and Grafana](https://www.pakdailytimes.com/2022/12/tcp-packets-traffic-visualization-for.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering pakdailytimes.com: TCP packets traffic visualization for kubernetes by k8spacket' and Grafana in the Kubernetes Tools ecosystem.
 ## Cloud Native Platforms
 
 ### Kubernetes
@@ -210,24 +77,6 @@
 #### Telemetry Bundles
 
   - **(2026)** [==kube-prometheus==](https://github.com/prometheus-operator/kube-prometheus) ⭐ 7673  [JSONNET CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The reference monitoring deployment for Kubernetes. Orchestrates the Prometheus Operator, Grafana, Alertmanager, and a collection of native exporters designed to monitor master control plane components.
-## Cluster Telemetry Stacks
-
-### Cluster Monitoring
-
-#### Health and Diagnostics
-
-  - **(2021)** [thenewstack.io: 12 Critical Kubernetes Health Conditions You Need to Monitor](https://thenewstack.io/12-critical-kubernetes-health-conditions-you-need-to-monitor) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Synthesizes twelve key health metrics and warning events across the cluster runtime, pinpointing latent issues like Out-Of-Memory (OOM) kills, disk pressure, CrashLoopBackOffs, API latency degradation, and certificate expirations before they escalate into service outages.
-#### Metric Analysis
-
-  - **(2020)** [circonus.com: 12 Critical Kubernetes Health Conditions You Need to Monitor and Why](https://www.circonus.com/2020/12/12-critical-kubernetes-health-conditions-you-need-to-monitor-and-why) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Explains the underlying physical and logical causes of twelve critical Kubernetes failure states. Details the operational impact of unmonitored container throttling, persistent volume capacity exhaustion, and node readiness changes, providing theoretical context on Kubelet behavior.
-#### Production Engineering
-
-  - **(2022)** [sysdig.com: Monitoring Kubernetes in Production](https://www.sysdig.com/blog/monitoring-kubernetes) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A comprehensive production playbook for running observability systems inside highly available, scale-out Kubernetes environments. It addresses data scraping performance bottlenecks, long-term metric storage strategies (using Cortex/Thanos), and operational guidelines for sizing Prometheus resources to survive high-cardinality label spikes.
-### Control Plane Diagnostics
-
-#### Core Components
-
-  - **(2021)** [sysdig.com: How to monitor Kubernetes control plane](https://www.sysdig.com/blog/monitor-kubernetes-control-plane) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A highly technical guide detailing how to expose, scrap, and interpret diagnostic metrics from core Kubernetes control plane components, including etcd, kube-apiserver, kube-controller-manager, and kube-scheduler. Provides target Grafana layouts and alerting thresholds critical for cluster-wide health.
 ## Container Orchestration
 
 ### Kubernetes (1)
@@ -239,88 +88,13 @@
   - **(2023)** [sysdig.com: Seven Kubernetes monitoring best practices every monitoring solution should enable](https://www.sysdig.com/blog/kubernetes-monitoring-best-practices)  [COMMUNITY-TOOL] β€” Outlines seven core principles for establishing a reliable Kubernetes monitoring framework, highlighting metric aggregation, container life-cycle awareness, and Prometheus auto-discovery. Curator Insight: Essential practices for K8s monitoring. Live Grounding: Practical guidelines for scaling Prometheus and agent-based scrapers without experiencing massive ingestion bottlenecks.
 ## Dynamic Component Monitoring
 
-### Cloud-Native Observability
-
-#### Grafana Cloud and AWS
-
-  - **(2022)** [youtube.com: Cloud Quick POCs - Kubernetes monitoring metrics using Grafana Cloud on AWS EKS | Observability | Grafana](https://www.youtube.com/watch?v=FVDHWPxK5nU&ab_channel=CloudQuickPOCs) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A practical video walk-through demonstrating rapid prototyping of observability loops on AWS EKS using Grafana Cloud. Showcases agents configuration, telemetry ingestion endpoints, and deploying curated visual layouts with minimal local monitoring footprint.
-### Cluster Monitoring (1)
-
-#### Fundamentals
-
-  - **(2020)** [circonus.com: Guide to Kubernetes Monitoring: Part 1](https://www.circonus.com/2020/09/guide-to-kubernetes-monitoring-part-1) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Part one of a progressive handbook examining Kubernetes cluster metrics architecture. It contrasts internal metric aggregation via the Metrics API (used by horizontal pod autoscalers) with the comprehensive structural details scraped by Prometheus, detailing what data to collect and why.
-#### Metrics Reference
-
-  - **(2022)** [kubermatic.com: The Complete Guide to Kubernetes Metrics](https://www.kubermatic.com/blog/the-complete-guide-to-kubernetes-metrics) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive technical breakdown dividing Kubernetes observability telemetry into node, container, API, and control plane layers. Evaluates core architectural tools such as cAdvisor, Metric-Server, and Prometheus while guiding readers on constructing unified dashboards.
-### Security and Certificates
-
-#### ChatOps Integration
-
-  - **(2021)** [infracloud.io: Monitoring Kubernetes cert-manager Certificates with BotKube](https://www.infracloud.io/blogs/monitoring-kubernetes-cert-manager-certificates) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Details an elegant ChatOps pattern that integrates BotKube with cert-manager to actively push real-time TLS certificate expiration warnings and validation failures to Slack or Microsoft Teams, streamlining automated certificate lifecycle operations in production clusters.
-### Telemetry Protocols
-
-#### Object State Monitoring
-
-  - **(2024)** [**kube-state-metrics 🌟**](https://github.com/kubernetes/kube-state-metrics) ⭐ 6137  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A vital system service that translates raw Kubernetes API server state data (e.g., deployments, pod counts, resource limits, cronjobs) into high-fidelity Prometheus metrics. Unlike cAdvisor, which captures resource usage, kube-state-metrics models cluster resource orchestration configurations.
 ### Workload Monitoring
 
 #### Job and CronJob Execution
 
   - **(2021)** [itnext.io: Monitoring Kubernetes Jobs](https://itnext.io/monitoring-kubernetes-jobs-8adc241a7b60) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Targets the specific challenges of monitoring short-lived batch jobs and CronJobs inside Kubernetes. Outlines Prometheus query logic (PromQL) to detect run execution duration, failure codes, and long-running abandoned pods that bypass typical active deployment scraping rules.
-## Infrastructure
-
-### Hardware
-
-#### GPU Virtualization
-
-  - **(2022)** [Sharing a NVIDIA GPU Between Pods in Kubernetes](https://www.cloudnativedeepdive.com/sharing-a-nvidia-gpu-between-pods-in-kubernetes) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” In-depth technical exploration of fractional GPU sharing techniques, including NVIDIA Multi-Instance GPU (MIG) and MPS, within Kubernetes clusters. Resolves major resource allocation bottlenecks to drive cost-effective machine learning workflows.
-## Kubernetes (2)
-
-### Resource Management
-
-#### CPU Throttling
-
-  - **(2024)** [CPU Limits in Kubernetes: Deep Dive into Pod Throttling and Kernel Interactions](https://www.linkedin.com/pulse/cpu-limits-kubernetes-why-your-pod-idle-still-deep-dive-lazarev-k3m7f) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An exceptionally detailed deep dive into kernel interactions, Linux control groups (cgroups), and the Completely Fair Scheduler (CFS) quota mechanism inside Kubernetes. It demystifies why pods experience severe throttling even when aggregate CPU metrics appear healthy, analyzing the impact of short-duration burst workloads. It provides essential mathematical formulas and kernel parameters to fine-tune pod limits safely.
-## Log Management and Diagnostics
-
-### Audit Logging
-
-#### Compliance and Forensics
-
-  - **(2022)** [tealfeed.com: Kubernetes Audit Logs: Who created or deleted a namespace?](https://tealfeed.com/kubernetes-audit-logs-created-deleted-namespace-ho5o3) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Practical, real-world forensic guide demonstrating how to parse API server audit event streams to discover user identity and administrative footprints behind resource creation and deletion events inside complex Kubernetes clusters.
-#### Threat Detection
-
-  - **(2020)** [qlinh.com: Leveraging Kubernetes audit logs for threat detection](https://qlinh.com/infosec/2020/09/30/threat-detection-with-kubernetes-audit-logs.html) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Detailed security analysis explaining how to configure the Kubernetes API server audit logging policy to capture active cluster states. Provides techniques for piping log streams to SIEM systems to detect privilege escalation, unauthorized namespace actions, and suspicious API execution.
-### Command Line Tools
-
-#### Terminal Interfaces
-
-  - **(2020)** [bul: Interactive TUI for Exploring Kubernetes Container Logs](https://github.com/ynqa/bul) ⭐ 16  [GO CONTENT] 🌟 [LEGACY] β€” An interactive Terminal User Interface (TUI) written in Go designed to query and stream local Kubernetes container logs. Live Grounding Note: Because development has remained inactive for years, it is considered legacy; modern engineers typically use tools like K9s or Stern in active production.
-### Log Aggregation (1)
-
-#### EFK Stack Deployments
-
-  - **(2020)** [digitalocean.com: How To Set Up an Elasticsearch, Fluentd and Kibana (EFK) Logging Stack on Kubernetes](https://www.digitalocean.com/community/tutorials/how-to-set-up-an-elasticsearch-fluentd-and-kibana-efk-logging-stack-on-kubernetes) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A classic, step-by-step tutorial on deploying the enterprise-grade EFK (Elasticsearch, Fluentd, Kibana) stack. Details how to orchestrate Fluentd as a DaemonSet to parse container logs, store them in a stateful Elasticsearch cluster, and build analysis dashboards in Kibana.
-#### Fundamentals (1)
-
-  - **(2023)** [devopscube.com: Kubernetes Logging Tutorial For Beginners 🌟](https://devopscube.com/kubernetes-logging-tutorial) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An introductory blueprint covering fundamental logging behaviors in containerized orchestration environments. Demystifies container log storage paths, standard troubleshooting CLI workflows with `kubectl logs`, and simple forwarding architectures.
-  - **(2021)** [opensource.com: What you need to know about cluster logging in Kubernetes 🌟](https://opensource.com/article/21/11/cluster-logging-kubernetes) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Explains native Kubernetes logging mechanics, focusing on how logs are collected from standard output (stdout/stderr) streams and buffered on nodes. Analyzes community patterns for scraping and shipping these records to central analytical pipelines.
-#### Production Scale Logging
-
-  - **(2021)** [itnext.io: Kubernetes Logging in Production](https://itnext.io/kubernetes-logging-in-production-545ea88d9a4a) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Outlines advanced production log aggregation architecture patterns. Investigates the trade-offs of using Node-level logging agents versus pod-level sidecars, detailing backpressure mitigation, rate-limiting rules, and long-term cold-storage archiving strategies.
-#### SaaS Integrations
-
-  - **(2021)** [papertrail.com: Quick and Easy Way to Implement Kubernetes Logging](https://www.papertrail.com/blog/quick-and-easy-way-to-implement-kubernetes-logging) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Explores lightweight strategies to stream local container console logs directly to Papertrail's managed cloud-native logging endpoints, using minimal DaemonSet forwarders to speed up troubleshooting in development environments.
 ## Modern Observability and Service Mesh
 
-### Cluster Monitoring (2)
-
-#### Prometheus Setup
-
-  - **(2021)** [blog.fourninecloud.com: Kubernetes monitoring β€” How to monitor using prometheus?](https://blog.fourninecloud.com/kubernetes-monitoring-how-to-monitor-using-prometheus-f2eff767f6bb) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A beginner-to-intermediate tutorial demonstrating how to install, configure, and operate a Prometheus instance on a Kubernetes cluster. Outlines basic service discovery configurations, exporter architectures, and Prometheus-operator customization patterns.
-#### Service Discovery Mechanics
-
-  - **(2020)** [itnext.io: Kubernetes: monitoring with Prometheus β€” exporters, a Service Discovery, and its roles](https://itnext.io/kubernetes-monitoring-with-prometheus-exporters-a-service-discovery-and-its-roles-ce63752e5a1) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Demystifies Prometheus's powerful dynamic Service Discovery engine inside Kubernetes, parsing how role specifications (Node, Endpoint, Pod, Service, Ingress) translate API-server resource updates into automatic, low-overhead scrap targets.
 ### Network Performance
 
 #### NetFlow Telemetry
@@ -334,12 +108,12 @@
 #### eBPF-Based Telemetry (1)
 
   - **(2023)** [isovalent.com: What are the 4 Golden Signals for Monitoring Kubernetes?](https://isovalent.com/blog/post/what-are-the-4-golden-signals-for-monitoring-kubernetes) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Analyzes the implementation of Google's 'Four Golden Signals' within Kubernetes, highlighting how eBPF-powered tools like Cilium provide transparent application level metrics (latency, traffic, errors, saturation) without relying on traditional sidecar architectures.
-### Resource Management (1)
+### Resource Management
 
 #### Sizing and Quotas
 
   - **(2021)** [aws.amazon.com: Using Prometheus to Avoid Disasters with Kubernetes CPU Limits 🌟](https://aws.amazon.com/blogs/containers/using-prometheus-to-avoid-disasters-with-kubernetes-cpu-limits) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Technical deep dive into using Prometheus metric queries to track CFS (Completely Fair Scheduler) throttle time within AWS EKS. Demonstrates how micro-throttling hurts API tail-latencies and how to safely size resources to eliminate runtime CPU limit bottlenecks.
-### Telemetry Protocols (1)
+### Telemetry Protocols
 
 #### OpenTelemetry Runtime
 
@@ -361,21 +135,12 @@
   - **(2019)** [**botkube.io**](https://botkube.io) [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Botkube is a collaboration and ChatOps tool designed to integrate Kubernetes clusters directly with popular messaging channels like Slack, Discord, and Teams. It allows debugging, running kubectl commands, and monitoring cluster alerts securely from chat interfaces.
 ### Logging
 
-#### Elasticsearch
-
-  - **(2022)** [elastic.co: How to configure Elastic Cloud on Kubernetes with SAML and hot-warm-cold architecture](https://www.elastic.co/es/blog/how-to-configure-elastic-cloud-on-kubernetes-with-saml-and-hot-warm-cold-architecture) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A comprehensive reference guide for deploying Elastic Cloud on Kubernetes (ECK) implementing robust SAML authentication alongside an efficient hot-warm-cold storage topology. Designed to achieve secure, cost-optimized, and high-performance log retention structures.
 #### Operators
 
   - **(2026)** [kube-logging/logging-operator](https://github.com/kube-logging/logging-operator) ⭐ 1695  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” An enterprise-grade Kubernetes operator engineered to automate the lifecycle of Fluentd and Fluent Bit collectors. Simplifies logging pipelines through declarative CRDs, featuring dynamic multi-tenant log isolation, secure buffer management, and reliable downstream routing rules.
-#### Security Auditing
-
-  - **(2023)** [signoz.io: Kubernetes Audit Logs - Best Practices And Configuration](https://signoz.io/blog/kubernetes-audit-logs) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Comprehensive architectural guide to configuring and securing Kubernetes control plane audit logs. Provides concrete strategies for defining audit policies, optimizing backend targets, and establishing compliance-ready configurations necessary for enterprise security standards.
 #### Sidecar Pattern
 
   - **(2021)** [dev.to: Kubernetes Practice β€” Logging with Logstash and FluentD by Sidecar Container](https://dev.to/devopsvn/kubernetes-practice-logging-with-logstash-and-fluentd-by-sidecar-container-16oi)  [COMMUNITY-TOOL] β€” Detailed technical analysis of localized cluster logging using Logstash and Fluentd configured within Kubernetes sidecar containers. Focuses on isolating log streams per pod, implementing resource limits to prevent sidecar starvation, and decoupling application logging pipelines from the local node file system.
-#### Utilities
-
-  - **(2022)** [kubelog.de](https://kubelog.de)  [COMMUNITY-TOOL] β€” A simplified, community-driven logging helper tool and playground for streaming container logs and tracing events inside localized Kubernetes development sandboxes.
 ### Metrics
 
 #### SLO Management
@@ -385,25 +150,6 @@
 #### Telegraf
 
   - **(2021)** [influxdata.com: Expand Kubernetes Monitoring with Telegraf Operator](https://www.influxdata.com/blog/expand-kubernetes-monitoring-telegraf-operator)  [COMMUNITY-TOOL] β€” Architectural blueprint detailing how to auto-inject Telegraf sidecar containers into application pods using a specialized Kubernetes Operator. Streamlines deep telemetry collection across heterogeneous clusters without requiring manual deployment manifests modifications.
-### Networking
-
-#### Deep Packet Inspection
-
-  - **(2026)** [**kubeshark/kubeshark**](https://github.com/kubeshark/kubeshark) ⭐ 11951  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An open-source, eBPF-driven network monitoring and L7 protocol debugging engine offering Wireshark-like inspection for Kubernetes. Captures, decodes, and records TCP/UDP traffic at the kernel level across dynamic microservices.
-  - **(2026)** [kubeshark.co](https://www.immo-pop.com/login)  [COMMUNITY-TOOL] β€” The enterprise portal for Kubeshark, a powerful, eBPF-powered real-time network analyzer tailored for Kubernetes. Enables seamless API traffic debugging and security scanning across all network interfaces without introducing sidecars or proxy overhead.
-#### eBPF Platform
-
-  - **(2026)** [github.com/microsoft/retina](https://github.com/microsoft/retina) ⭐ 3144  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟 [ENTERPRISE-STABLE] β€” Microsoft's eBPF-powered cloud-native network observability platform. Delivers deep distributed packet captures, connection tracking, and granular network telemetry for debugging multi-cluster Kubernetes deployments.
-### Security
-
-#### Certificate Monitoring
-
-  - **(2021)** [itnext.io: Monitoring Certificates Expiration in Kubernetes with X.509 Exporter](https://itnext.io/monitoring-certificates-expiration-in-kubernetes-with-x-509-exporter-8030b69f611d)  [COMMUNITY-TOOL] β€” Practical deployment reference for integrating the X.509 Certificate Exporter into Prometheus monitoring frameworks to track and alert on TLS/SSL certificate lifetimes inside Kubernetes. Prevents unexpected service disruptions stemming from expired certificates.
-### Standards
-
-#### Interoperability
-
-  - **(2022)** [Prometheus and OpenTelemetry Compatibility Issues](https://thenewstack.io/prometheus-and-opentelemetry-just-couldnt-get-along) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Critically analyzes the historical divergence and friction between Prometheus metrics conventions and OpenTelemetry metrics data models. Explores alignment efforts, such as native OTLP support in Prometheus, to achieve semantic parity across enterprise cloud-native telemetry pipelines.
 ## Observability and Monitoring
 
 ### Grafana
@@ -425,30 +171,9 @@
 #### Prometheus Operator
 
   - **(2024)** [==grafana.com: How to monitor Kubernetes clusters with the Prometheus Operator==](https://grafana.com/blog/how-to-monitor-kubernetes-clusters-with-the-prometheus-operator) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Comprehensive configuration guide for deploying and managing the Prometheus Operator on Kubernetes. Demonstrates configuring ServiceMonitor and PodMonitor custom resources to automate collection of dynamic microservice targets.
-## Practical Diagnostics
-
-### Alert Engineering
-
-#### Proactive Operations
-
-  - **(2023)** [dev.to/mikeyglitz: Proactive Kubernetes Monitoring with Alerting](https://dev.to/mikeyglitz/proactive-kubernetes-monitoring-with-alerting-58en) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Offers actionable guidance on moving from reactive firefighting to proactive alerts in production. Instructs readers on designing Alertmanager routing keys, building non-flapping alert thresholds, and writing actionable runbooks attached to notifications.
-### Cluster Monitoring (3)
-
-#### Visual Dashboarding
-
-  - **(2022)** [adamtheautomator.com: Utilizing Grafana & Prometheus Kubernetes Cluster Monitoring 🌟](https://adamtheautomator.com/prometheus-kubernetes) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive technical walkthrough on manual and Helm-based deployments of Prometheus and Grafana. Details how to import community dashboards, configure custom scraping target paths, and orchestrate baseline alerts to streamline daily cluster operations.
-### Command Line Tools (1)
-
-#### Kubectl Cheat Sheets
-
-  - **(2022)** [middlewareinventory.com: Get CPU and Memory Usage of NODES and PODS – Kubectl 🌟](https://www.middlewareinventory.com/blog/cpu-memory-usage-nodes-k8s) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A quick-reference guide focused on using native 'kubectl top' commands and JSONPath querying to extract direct, real-time node and pod resource usage statistics. Useful for rapid ad-hoc troubleshooting loops where formal Prometheus monitoring endpoints are inaccessible.
-### Market Evaluations
-
-#### Monitoring Toolchains
-
-  - **(2023)** [8 Best Kubernetes monitoring tools; Paid & open-source](https://middleware.io/blog/kubernetes-monitoring/tools) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Compiles a curated comparison of eight high-performance paid and open-source monitoring platforms. Focuses on the trade-offs of using managed SaaS models versus self-hosted, cloud-native monitoring stacks with respect to total cost of ownership, alerting, and data retention.
-  - **(2022)** [betterstack.com: 10 Best Kubernetes Monitoring Tools in 2022 🌟](https://betterstack.com/community/comparisons/kubernetes-monitoring-tools) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A comparative market review of ten leading commercial and open-source Kubernetes monitoring suites. Evaluates architecture models, scaling properties, out-of-the-box features, and implementation overheads across modern toolchains like Prometheus, Datadog, Dynatrace, and Better Stack.
 
 ---
-πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Kubernetes Client Libraries](./kubernetes-client-libraries.md)
+πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Serverless](./serverless.md) | [Kubectl Commands](./kubectl-commands.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/kubernetes-networking.md b/v2-docs/kubernetes-networking.md
index ec3980e5..b1dc2580 100644
--- a/v2-docs/kubernetes-networking.md
+++ b/v2-docs/kubernetes-networking.md
@@ -8,9 +8,6 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Container Orchestration](#container-orchestration)
   - [Kubernetes Networking](#kubernetes-networking-1)
     - [Kube-Proxy](#kube-proxy)
@@ -21,44 +18,26 @@
       - [Performance Tuning](#performance-tuning)
     - [Deep Dive](#deep-dive)
       - [Advanced Routing](#advanced-routing)
-      - [BGP Routing](#bgp-routing)
       - [Packet Flow](#packet-flow)
-      - [Service IP Allocation](#service-ip-allocation)
     - [Evaluation](#evaluation)
       - [CNI Selection](#cni-selection)
     - [Fundamentals](#fundamentals)
-      - [Network Model](#network-model)
-      - [On-Premises](#on-premises)
-      - [Overview](#overview)
-      - [Service Discovery](#service-discovery)
       - [Service Topology](#service-topology)
-      - [Service Types](#service-types)
     - [Ingress](#ingress)
-      - [Alternative Architectures](#alternative-architectures)
-      - [Evaluation](#evaluation-1)
-      - [Fundamentals](#fundamentals-1)
+      - [Azure Application Gateway](#azure-application-gateway)
       - [Ingress Controllers](#ingress-controllers)
-      - [NGINX Config](#nginx-config)
-      - [Overview](#overview-1)
+      - [Overview](#overview)
       - [Performance at Scale](#performance-at-scale)
-      - [Security](#security)
-      - [Security and TLS](#security-and-tls)
-      - [Tooling](#tooling)
-      - [Tunnels](#tunnels)
-      - [Tutorials](#tutorials)
-      - [Under the Hood](#under-the-hood)
       - [gRPC and HTTP2](#grpc-and-http2)
     - [Load Balancing](#load-balancing)
       - [Decentralized](#decentralized)
       - [Global GSLB](#global-gslb)
-      - [On-Premises](#on-premises-1)
     - [Microservices](#microservices)
       - [Inter-Service Communication](#inter-service-communication)
-    - [Proxy Mechanics](#proxy-mechanics)
-      - [Foundational Routing](#foundational-routing)
     - [Routing and Topology](#routing-and-topology)
       - [Topology Aware Routing](#topology-aware-routing)
-    - [Security](#security-1)
+    - [Security](#security)
+      - [Egress Traffic](#egress-traffic)
       - [Intent-Based Access Control](#intent-based-access-control)
       - [Network Policies](#network-policies)
       - [Packet Management](#packet-management)
@@ -67,166 +46,38 @@
     - [Architecture](#architecture)
 1. [Networking](#networking-2)
   - [CNI](#cni)
-    - [Benchmarks](#benchmarks)
     - [Cilium](#cilium)
-    - [Comparison](#comparison)
-    - [Fundamentals](#fundamentals-2)
-    - [Overlay Networks](#overlay-networks)
-    - [Scaling](#scaling)
-    - [Telco and Multi-Network](#telco-and-multi-network)
-  - [Certification](#certification)
-    - [CKAD](#ckad)
-  - [Core Architecture](#core-architecture)
-    - [Documentation](#documentation)
   - [Core Services](#core-services)
     - [DNS](#dns-1)
-    - [kube-proxy](#kube-proxy)
-  - [DNS](#dns-2)
-    - [Caching](#caching)
-    - [Global Load Balancing](#global-load-balancing)
-    - [Guides](#guides)
-    - [Ingress](#ingress-1)
-    - [Monitoring](#monitoring)
-    - [Service Discovery](#service-discovery-1)
-  - [IPAM](#ipam)
-    - [Software-Defined](#software-defined)
   - [Ingress and Gateway](#ingress-and-gateway)
     - [Automation](#automation)
     - [Contour](#contour)
     - [Controllers](#controllers)
-    - [Fundamentals](#fundamentals-3)
+    - [Fundamentals](#fundamentals-1)
     - [Gateway API](#gateway-api)
     - [NGINX](#nginx)
     - [Operations](#operations)
-    - [Traefik](#traefik)
   - [Multi-Cluster](#multi-cluster)
     - [Cluster Mesh](#cluster-mesh)
     - [Service Interconnect](#service-interconnect)
     - [WireGuard VPN](#wireguard-vpn)
-  - [Overlay Networks](#overlay-networks-1)
-    - [WireGuard VPN](#wireguard-vpn-1)
-  - [Security](#security-2)
-    - [Enterprise Solutions](#enterprise-solutions)
-    - [GitOps](#gitops)
+  - [Security](#security-1)
     - [Implementation Under the Hood](#implementation-under-the-hood)
     - [Namespace Isolation](#namespace-isolation)
     - [Network Policy](#network-policy)
     - [OpenShift](#openshift)
-    - [Policy Visualization](#policy-visualization)
     - [Recipes](#recipes)
     - [Zero Trust](#zero-trust)
   - [Service Mesh](#service-mesh)
-    - [AWS Integration](#aws-integration)
     - [Linkerd and Cilium](#linkerd-and-cilium)
 1. [Networking and Security](#networking-and-security)
   - [Kubernetes Networking](#kubernetes-networking-2)
-    - [Deep Dive](#deep-dive-1)
-    - [Global Load Balancing](#global-load-balancing-1)
     - [Ingress and Traffic](#ingress-and-traffic)
     - [Performance and Tuning](#performance-and-tuning)
+    - [Security and Hardening](#security-and-hardening)
   - [Load Balancing](#load-balancing-1)
     - [Performance and Tuning](#performance-and-tuning-1)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [AWS-VPC](https://en.wikipedia.org/wiki/Amazon_Virtual_Private_Cloud)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering AWS-VPC in the Kubernetes Tools ecosystem.
-  - [Project Calico](https://www.projectcalico.org)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Project Calico in the Kubernetes Tools ecosystem.
-  - [medium.com: Fighting Service Latency in Microservices With Kubernetes](https://medium.com/@sindhujacynixit/fighting-service-latency-in-microservices-with-kubernetes-f5a584f5af36)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Fighting Service Latency in Microservices With Kubernetes in the Kubernetes Tools ecosystem.
-  - [medium.com: Kubernetes NodePort vs LoadBalancer vs Ingress? When should' I use what? 🌟](https://medium.com/google-cloud/kubernetes-nodeport-vs-loadbalancer-vs-ingress-when-should-i-use-what-922f010849e0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Kubernetes NodePort vs LoadBalancer vs Ingress? When should' I use what? 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: Service Types in Kubernetes? 🌟](https://medium.com/faun/service-types-in-kubernetes-24a1587677d6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Service Types in Kubernetes? 🌟 in the Kubernetes Tools ecosystem.
-  - [eevans.co: Deconstructing Kubernetes Networking](https://eevans.co/blog/deconstructing-kubernetes-networking)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering eevans.co: Deconstructing Kubernetes Networking in the Kubernetes Tools ecosystem.
-  - [medium: How to setup Hetzner load balancer on a Kubernetes cluster](https://medium.com/@jmrobles/how-to-setup-hetzner-load-balancer-on-a-kubernetes-cluster-2ce79ca4a27b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How to setup Hetzner load balancer on a Kubernetes cluster in the Kubernetes Tools ecosystem.
-  - [zhimin-wen.medium.com: Sticky Sessions in Kubernetes 🌟](https://zhimin-wen.medium.com/sticky-sessions-in-kubernetes-56eb0e8f257d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering zhimin-wen.medium.com: Sticky Sessions in Kubernetes 🌟 in the Kubernetes Tools ecosystem.
-  - [jmrobles.medium.com: How to setup Hetzner load balancer on a Kubernetes' cluster](https://jmrobles.medium.com/how-to-setup-hetzner-load-balancer-on-a-kubernetes-cluster-2ce79ca4a27b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jmrobles.medium.com: How to setup Hetzner load balancer on a Kubernetes' cluster in the Kubernetes Tools ecosystem.
-  - [medium: Create a Custom Annotation for the Kubernetes ingress-nginx Controller](https://medium.com/better-programming/creating-a-custom-annotation-for-the-kubernetes-ingress-nginx-controller-444e9d486192)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Create a Custom Annotation for the Kubernetes ingress-nginx Controller in the Kubernetes Tools ecosystem.
-  - [ithands-on.com: Kubernetes 101 : External services - ExternalName, DNS and' Endpoints](https://www.ithands-on.com/2021/04/kubernetes-101-external-services.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ithands-on.com: Kubernetes 101 : External services - ExternalName, DNS and' Endpoints in the Kubernetes Tools ecosystem.
-  - [build.thebeat.co: A curious case of AWS NLB timeouts in Kubernetes](https://build.thebeat.co/a-curious-case-of-aws-nlb-timeouts-in-kubernetes-522bd88a3399)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering build.thebeat.co: A curious case of AWS NLB timeouts in Kubernetes in the Kubernetes Tools ecosystem.
-  - [medium: Using nginx-ingress controller to restrict access by IP (ip whitelisting)' for a service deployed to a Kubernetes (AKS) cluster](https://medium.com/@maninder.bindra/using-nginx-ingress-controller-to-restrict-access-by-ip-ip-whitelisting-for-a-service-deployed-to-bd5c86dc66d6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Using nginx-ingress controller to restrict access by IP (ip whitelisting)' for a service deployed to a Kubernetes (AKS) cluster in the Kubernetes Tools ecosystem.
-  - [blog.teamhephy.info: Running Workflow Without Any LoadBalancer](https://blog.teamhephy.info/blog/posts/tutorials/running-workflow-without-any-loadbalancer.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.teamhephy.info: Running Workflow Without Any LoadBalancer in the Kubernetes Tools ecosystem.
-  - [medium: Access Application Externally In Kubernetes Cluster using Load Balancer' Service](https://medium.com/codex/access-application-externally-in-kubernetes-cluster-using-load-balancer-service-d1b7858d51)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Access Application Externally In Kubernetes Cluster using Load Balancer' Service in the Kubernetes Tools ecosystem.
-  - [techdozo.dev: gRPC load balancing on Kubernetes (using Headless Service)](https://techdozo.dev/grpc-load-balancing-on-kubernetes-using-headless-service)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering techdozo.dev: gRPC load balancing on Kubernetes (using Headless Service) in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: Setting up Application Load Balancer (Ingress)' for the Pods running in AWS EKS Fargate](https://levelup.gitconnected.com/setting-up-application-load-balancer-ingress-for-the-pods-running-in-aws-eks-fargate-519e20e97497)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Setting up Application Load Balancer (Ingress)' for the Pods running in AWS EKS Fargate in the Kubernetes Tools ecosystem.
-  - [ystatit.medium.com: How to Change Kubernetes Kube-apiserver IP Address](https://ystatit.medium.com/how-to-change-kubernetes-kube-apiserver-ip-address-402d6ddb8aa2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ystatit.medium.com: How to Change Kubernetes Kube-apiserver IP Address in the Kubernetes Tools ecosystem.
-  - [ithands-on.com: Kubernetes 101 : Changing a service type](https://www.ithands-on.com/2021/09/kubernetes-101-changing-service-type.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ithands-on.com: Kubernetes 101 : Changing a service type in the Kubernetes Tools ecosystem.
-  - [technos.medium.com: Kubernetes Services for Absolute Beginners β€” NodePort' 🌟](https://technos.medium.com/kubernetes-services-for-absolute-beginners-nodeport-139b7060fe3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==technos.medium.com: Kubernetes Services for Absolute Beginners β€” NodePort==' 🌟 in the Kubernetes Tools ecosystem.
-  - [fransemalila.medium.com: Kubernetes Networking](https://fransemalila.medium.com/kubernetes-networking-cea2e1b7d2b3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering fransemalila.medium.com: Kubernetes Networking in the Kubernetes Tools ecosystem.
-  - [medium.com/the-programmer: Working With ClusterIP Service Type In Kubernetes](https://medium.com/the-programmer/working-with-clusterip-service-type-in-kubernetes-45f2c01a89c8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/the-programmer: Working With ClusterIP Service Type In Kubernetes in the Kubernetes Tools ecosystem.
-  - [olamiko.medium.com: Technical Series: Kubernetes Networking](https://olamiko.medium.com/technical-series-kubernetes-networking-5a5dc3823163)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering olamiko.medium.com: Technical Series: Kubernetes Networking in the Kubernetes Tools ecosystem.
-  - [devopslearners.com: Kubernetes Ingress Tutorial For Beginners](https://devopslearners.com/kubernetes-ingress-tutorial-for-beginners-26c2f7727bc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==devopslearners.com: Kubernetes Ingress Tutorial For Beginners== in the Kubernetes Tools ecosystem.
-  - [medium.com/techbeatly: Kubernetes Networking Fundamentals](https://medium.com/techbeatly/kubernetes-networking-fundamentals-d30baf8a28c8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/techbeatly: Kubernetes Networking Fundamentals== in the Kubernetes Tools ecosystem.
-  - [rajivsharma-2205.medium.com: Demystify how traffic reaches directly to pod' on using alb.ingress.kubernetes.io/target-type: ip](https://rajivsharma-2205.medium.com/demystify-how-traffic-reaches-directly-to-pod-on-using-alb-ingress-kubernetes-io-target-type-ip-f2d1be346b46)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering rajivsharma-2205.medium.com: Demystify how traffic reaches directly to pod' on using alb.ingress.kubernetes.io/target-type: ip in the Kubernetes Tools ecosystem.
-  - [medium.com/linux-shots: Kubernetes ingress as reverse proxy to Application' running outside cluster](https://medium.com/linux-shots/kubernetes-ingress-as-reverse-proxy-to-application-running-outside-cluster-206b6003f9cb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/linux-shots: Kubernetes ingress as reverse proxy to Application' running outside cluster in the Kubernetes Tools ecosystem.
-  - [medium.com/@zhaoyi0113: Kubernetes β€” How does service network work in the' cluster](https://medium.com/@zhaoyi0113/kubernetes-how-does-service-network-work-in-the-cluster-d235b69ff536)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@zhaoyi0113: Kubernetes β€” How does service network work in the' cluster in the Kubernetes Tools ecosystem.
-  - [medium.com/@pavanbelagatti: Kubernetes Service Types Explained 🌟](https://medium.com/@pavanbelagatti/kubernetes-service-types-explained-2709cde3bc0c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@pavanbelagatti: Kubernetes Service Types Explained== 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/stakater: Efficiently Expose Services on Kubernetes (part 1)' 🌟](https://medium.com/stakater/efficiently-expose-services-on-kubernetes-494a80f88aad)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/stakater: Efficiently Expose Services on Kubernetes (part 1)' 🌟 in the Kubernetes Tools ecosystem.
-  - [faun.pub: Kubernetes Service Types Tutorial | Pavan Belagatti 🌟](https://faun.pub/kubernetes-service-types-tutorial-39223391316c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Kubernetes Service Types Tutorial | Pavan Belagatti 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/slalom-build: Managing Ingress Traffic on Kubernetes Platforms' 🌟](https://medium.com/slalom-build/managing-ingress-traffic-on-kubernetes-platforms-ebd537cdfb46)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/slalom-build: Managing Ingress Traffic on Kubernetes Platforms' 🌟 in the Kubernetes Tools ecosystem.
-  - [craig-godden-payne.medium.com: How does ingress work in Kubernetes?](https://craig-godden-payne.medium.com/how-does-ingress-work-in-kubernetes-f3b121d0351f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering craig-godden-payne.medium.com: How does ingress work in Kubernetes? in the Kubernetes Tools ecosystem.
-  - [sanjimoh.medium.com: Demystifying Kubernetes Networking β€” Episode 1](https://sanjimoh.medium.com/demystifying-kubernetes-networking-episode-1-ca5605a97f87)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering sanjimoh.medium.com: Demystifying Kubernetes Networking β€” Episode 1 in the Kubernetes Tools ecosystem.
-  - [medium.com/@mehmetodabashi: Kubernetes networking and service object: Understanding' ClusterIp and nodePort with hands on study](https://medium.com/@mehmetodabashi/kubernetes-networking-and-service-object-understanding-clusterip-and-nodeport-with-hands-on-study-90cfeaf66e8c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@mehmetodabashi: Kubernetes networking and service object: Understanding' ClusterIp and nodePort with hands on study in the Kubernetes Tools ecosystem.
-  - [medium.com/@jasonmfehr: Inspecting Kubernetes Client to API Server Network' Traffic](https://medium.com/@jasonmfehr/inspecting-kubernetes-client-to-api-server-network-traffic-cd6d1802bb43)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@jasonmfehr: Inspecting Kubernetes Client to API Server Network' Traffic in the Kubernetes Tools ecosystem.
-  - [medium.com/geekculture: K8s Network β€” CNI Introduction](https://medium.com/geekculture/k8s-network-cni-introduction-b035d42ad68f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/geekculture: K8s Network β€” CNI Introduction in the Kubernetes Tools ecosystem.
-  - [medium.com/patilswapnilv: Getting Started with Kubernetes Networking' 🌟](https://medium.com/patilswapnilv/getting-started-with-kubernetes-networking-7e10623fc78f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/patilswapnilv: Getting Started with Kubernetes Networking==' 🌟 in the Kubernetes Tools ecosystem.
-  - [faun.pub: Kubernetes Ingress with Nginx](https://faun.pub/kubernetes-ingress-with-nginx-3c77e703e91a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==faun.pub: Kubernetes Ingress with Nginx== in the Kubernetes Tools ecosystem.
-  - [ovidiuborlean.medium.com: Networking latency measurement in Kubernetes with' Sockperf plugin](https://ovidiuborlean.medium.com/networking-latency-measurement-in-kubernetes-with-sockperf-plugin-68283a0ed989)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ovidiuborlean.medium.com: Networking latency measurement in Kubernetes with' Sockperf plugin in the Kubernetes Tools ecosystem.
-  - [medium.com/@muhidabid.cs: Why does Kubernetes need Ingress?](https://medium.com/@muhidabid.cs/why-does-kubernetes-need-ingress-73d969fb6ffe)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@muhidabid.cs: Why does Kubernetes need Ingress? in the Kubernetes Tools ecosystem.
-  - [blog.devgenius.io: K8s β€” ipvs Mode Introduction](https://blog.devgenius.io/k8s-ipvs-mode-introduction-6457a02cd91a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: K8s β€” ipvs Mode Introduction in the Kubernetes Tools ecosystem.
-  - [whyk8s.substack.com: Why not DNS?](https://whyk8s.substack.com/p/why-not-dns)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering whyk8s.substack.com: Why not DNS? in the Kubernetes Tools ecosystem.
-  - [medium.com/geekculture: Kubernetes Gateway API: The Intro You Need To Read](https://medium.com/geekculture/kubernetes-gateway-api-the-intro-you-need-to-read-80965f7acd82)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/geekculture: Kubernetes Gateway API: The Intro You Need To Read in the Kubernetes Tools ecosystem.
-  - [ksingh7.medium.com: Kubernetes Endpoint Object: Your Bridge to External' Services 🌟🌟](https://ksingh7.medium.com/kubernetes-endpoint-object-your-bridge-to-external-services-3fc48263b776)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==ksingh7.medium.com: Kubernetes Endpoint Object: Your Bridge to External' Services== 🌟🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/@ahmet16ck: What Is Load Balancer and How Does It Work In Kubernetes' ? 🌟](https://medium.com/@ahmet16ck/what-is-load-balancer-and-how-does-it-work-in-kubernetes-5ab5f0537069)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@ahmet16ck: What Is Load Balancer and How Does It Work In Kubernetes' ? 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/illuminations-mirror: Basic | Networking and Communication Between' Pods in Kubernetes](https://medium.com/illuminations-mirror/basic-networking-and-communication-between-pods-in-kubernetes-2e1627b03a87)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/illuminations-mirror: Basic | Networking and Communication Between' Pods in Kubernetes in the Kubernetes Tools ecosystem.
-  - [blog.devops.dev: Networking in Kubernetes](https://blog.devops.dev/networking-in-kubernetes-55dcf794b9cd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: Networking in Kubernetes in the Kubernetes Tools ecosystem.
-  - [medium.com/@mustafaaltunok: How Ingress, Service, Deployment and Pod Link' to each other](https://medium.com/@mustafaaltunok/how-ingress-service-deployment-and-pod-link-to-eachother-d3a6ae2c0e06)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@mustafaaltunok: How Ingress, Service, Deployment and Pod Link' to each other in the Kubernetes Tools ecosystem.
-  - [blog.devops.dev: Demystifying Kubernetes:Understanding Ingress, Configuration,' and Best Practices](https://blog.devops.dev/demystifying-kubernetes-understanding-ingress-configuration-and-best-practices-fb34e33e5f5f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: Demystifying Kubernetes:Understanding Ingress, Configuration,' and Best Practices in the Kubernetes Tools ecosystem.
-  - [medium.com/google-cloud: Kubernetes Ingress Vs Gateway API 🌟](https://medium.com/google-cloud/kubernetes-ingress-vs-gateway-api-647ee233693d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/google-cloud: Kubernetes Ingress Vs Gateway API== 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/nerd-for-tech: Kubernetes: Deploying NGINX with a ConfigMap |' Chanel Jemmott](https://medium.com/nerd-for-tech/kubernetes-deploying-nginx-with-a-configmap-e8a2fe59bcb1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/nerd-for-tech: Kubernetes: Deploying NGINX with a ConfigMap |' Chanel Jemmott in the Kubernetes Tools ecosystem.
-  - [medium.com/@sangjinn: How to communicate with Kubernetes workloads β€” Part' I. Service | Brandon Kang](https://medium.com/@sangjinn/how-to-communicate-with-kubernetes-workloads-1-service-abe1c5b03fc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@sangjinn: How to communicate with Kubernetes workloads β€” Part' I. Service | Brandon Kang in the Kubernetes Tools ecosystem.
-  - [shahneil.medium.com: What Are Kubernetes Endpoints?](https://shahneil.medium.com/what-are-kubernetes-endpoints-and-how-to-use-them-a5a5da56f4d4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==shahneil.medium.com: What Are Kubernetes Endpoints?== in the Kubernetes Tools ecosystem.
-  - [fr4nk.xyz: Understanding Ingress in Kubernetes: A Comprehensive Guide](https://fr4nk.xyz/understanding-ingress-in-kubernetes-a-comprehensive-guide-b23b5cf37f8d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==fr4nk.xyz: Understanding Ingress in Kubernetes: A Comprehensive Guide== in the Kubernetes Tools ecosystem.
-  - [medium.com/@rasikzilte711: Kubernetes Networking β€” A Guide to Services,' Ingress, Network Policies, DNS, and CNI Plugins](https://medium.com/@rasikzilte711/kubernetes-networking-a-guide-to-services-ingress-network-policies-dns-and-cni-plugins-fc1ad7d22ab4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@rasikzilte711: Kubernetes Networking β€” A Guide to Services,' Ingress, Network Policies, DNS, and CNI Plugins in the Kubernetes Tools ecosystem.
-  - [medium.com/codex: Capture tcpdump with ksniff and wireshark from Kubernetes](https://medium.com/codex/capture-tcpdump-with-ksniff-and-wireshark-from-kubernetes-c212b93ff9f9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/codex: Capture tcpdump with ksniff and wireshark from Kubernetes in the Kubernetes Tools ecosystem.
-  - [adil.medium.com: Network Traffic Shaping in Kubernetes: Topology Aware Routing](https://adil.medium.com/network-traffic-shaping-in-kubernetes-topology-aware-routing-e4ea4a03dd20)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering adil.medium.com: Network Traffic Shaping in Kubernetes: Topology Aware Routing in the Kubernetes Tools ecosystem.
-  - [kuderko.medium.com: Fixing bad CPU usage distribution in Kubernetes 🌟](https://kuderko.medium.com/fixing-bad-cpu-usage-distribution-in-kubernetes-e1e43ed87cd6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kuderko.medium.com: Fixing bad CPU usage distribution in Kubernetes 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com: Headless Kubernetes Service](https://medium.com/@bubu.tripathy/headless-k8s-service-924c689607a7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Headless Kubernetes Service in the Kubernetes Tools ecosystem.
-  - [goglides.dev: Headless services in Kubernetes Vs Regular Service: What,' Why, and How?](https://www.goglides.dev/bkpandey/headless-services-in-kubernetes-what-why-and-how-39fl)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering goglides.dev: Headless services in Kubernetes Vs Regular Service: What,' Why, and How? in the Kubernetes Tools ecosystem.
-  - [whyk8s.substack.com: Why NetworkPolicies?](https://whyk8s.substack.com/p/why-networkpolicies)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering whyk8s.substack.com: Why NetworkPolicies? in the Kubernetes Tools ecosystem.
-  - [yuminlee2.medium.com: Kubernetes Network Policies](https://yuminlee2.medium.com/kubernetes-network-policies-a93c2f588e31)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering yuminlee2.medium.com: Kubernetes Network Policies in the Kubernetes Tools ecosystem.
-  - [bagas-awibowo.medium.com: Helm β€” Templating Network Policy using Helm](https://bagas-awibowo.medium.com/helm-templating-network-policy-using-helm-783b2f7e401a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==bagas-awibowo.medium.com: Helm β€” Templating Network Policy using Helm== in the Kubernetes Tools ecosystem.
-  - [amy-ma.medium.com: Nginx Ingress Configuration](https://amy-ma.medium.com/ingress-configuration-d9f13c5bcf1a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering amy-ma.medium.com: Nginx Ingress Configuration in the Kubernetes Tools ecosystem.
-  - [medium.com/@jonathan_37674: How to secure Kubernetes ingress? | By ARMO](https://medium.com/@jonathan_37674/how-to-secure-kubernetes-ingress-by-armo-cb86086ec540)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@jonathan_37674: How to secure Kubernetes ingress? | By ARMO in the Kubernetes Tools ecosystem.
-  - [engineering.backmarket.com: How we improved third-party availability and' latency with Nginx in Kubernetes 🌟](https://engineering.backmarket.com/how-we-improved-third-party-availability-and-latency-with-nginx-in-kubernetes-bb3fc7224ae4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==engineering.backmarket.com: How we improved third-party availability and' latency with Nginx in Kubernetes== 🌟 in the Kubernetes Tools ecosystem.
-  - [towardsdev.com: Kubernetes: Deploying Nginx Servers with ConfigMaps & Shared' Services with Minikube](https://towardsdev.com/kubernetes-deploying-nginx-servers-with-configmaps-shared-services-with-minikube-618aee9a8ff6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering towardsdev.com: Kubernetes: Deploying Nginx Servers with ConfigMaps & Shared' Services with Minikube in the Kubernetes Tools ecosystem.
-  - [faun.pub: How to Monitor and Alert on Ingress-NGINX in Kubernetes](https://faun.pub/how-to-monitor-and-alert-on-nginx-ingress-in-kubernetes-6d7d172f0399)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: How to Monitor and Alert on Ingress-NGINX in Kubernetes in the Kubernetes Tools ecosystem.
-  - [sumanprasad.hashnode.dev: A Beginner's Guide to Ingress and Ingress Controllers' in Kubernetes](https://sumanprasad.hashnode.dev/a-beginners-guide-to-ingress-and-ingress-controllers-in-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering sumanprasad.hashnode.dev: A Beginner's Guide to Ingress and Ingress Controllers' in Kubernetes in the Kubernetes Tools ecosystem.
-  - [akyriako.medium.com: Configure path-based routing with Nginx Ingress Controller](https://akyriako.medium.com/configure-path-based-routing-with-nginx-ingress-controller-64a63cd4d6bd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering akyriako.medium.com: Configure path-based routing with Nginx Ingress Controller in the Kubernetes Tools ecosystem.
-  - [blog.flomesh.io: Kubernetes Gateway API β€” Evolution of Service Networking](https://blog.flomesh.io/kubernetes-gateway-api-evolution-of-service-networking-aa76ec4efa7e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.flomesh.io: Kubernetes Gateway API β€” Evolution of Service Networking in the Kubernetes Tools ecosystem.
-  - [medium.com/google-cloud: Security with Kubernetes Gateway API 🌟](https://medium.com/google-cloud/security-with-kubernetes-gateway-api-dcbb934ed2a4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/google-cloud: Security with Kubernetes Gateway API 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: How to Provision Network Policies in Kubernetes | AWS 🌟](https://medium.com/avmconsulting-blog/exploring-network-policies-in-kubernetes-c8a3d8ed00cb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How to Provision Network Policies in Kubernetes | AWS 🌟 in the Kubernetes Tools ecosystem.
-  - [faun.pub: Control traffic flow to and from Kubernetes pods with Network' Policies](https://faun.pub/control-traffic-flow-to-and-from-kubernetes-pods-with-network-policies-bc384c2d1f8c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Control traffic flow to and from Kubernetes pods with Network' Policies in the Kubernetes Tools ecosystem.
-  - [loft-sh.medium.com: Kubernetes Network Policies: A Practitioner’s Guide' 🌟](https://loft-sh.medium.com/kubernetes-network-policies-a-practitioners-guide-c9bb4cdd0dbc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering loft-sh.medium.com: Kubernetes Network Policies: A Practitioner’s Guide' 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: Kubernetes Network Policies: Are They Really Useful? 🌟](https://medium.com/codex/kubernetes-network-polices-are-they-really-useful-c3a153c49316)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes Network Policies: Are They Really Useful? 🌟 in the Kubernetes Tools ecosystem.
-  - [engineering.mercari.com: Managing Network Policies for namespaces isolation' on a multi-tenant Kubernetes cluster](https://engineering.mercari.com/en/blog/entry/20220214-managing-network-policies)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering engineering.mercari.com: Managing Network Policies for namespaces isolation' on a multi-tenant Kubernetes cluster in the Kubernetes Tools ecosystem.
-  - [blog.devgenius.io: Simplify Kubernetes Network Policy Generation](https://blog.devgenius.io/kubernetes-namespace-wide-network-policy-1126fafdf221)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Simplify Kubernetes Network Policy Generation in the Kubernetes Tools ecosystem.
-  - [blog.slycreator.com: Network Policies: Understanding Kubernetes Network' Policies](https://blog.slycreator.com/network-policies-understanding-kubernetes-network-policies)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.slycreator.com: Network Policies: Understanding Kubernetes Network' Policies in the Kubernetes Tools ecosystem.
-  - [medium.com/@charled.breteche: Kubernetes Security β€” Control pod to pod communications' with Cilium network policies](https://medium.com/@charled.breteche/kubernetes-security-control-pod-to-pod-communications-with-cilium-network-policies-d7275b2ed378)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@charled.breteche: Kubernetes Security β€” Control pod to pod communications' with Cilium network policies in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: K8s: Network Policy Made Simple With Cilium Editor' 🌟](https://betterprogramming.pub/k8s-network-policy-made-simple-with-cilium-editor-a5b55781291c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: K8s: Network Policy Made Simple With Cilium Editor' 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: Ingress service types in Kubernetes 🌟](https://medium.com/faun/ingress-service-types-in-kubernetes-3e9b68b78307)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Ingress service types in Kubernetes 🌟 in the Kubernetes Tools ecosystem.
-  - [IP Address Management (IPAM)](https://en.wikipedia.org/wiki/IP_address_management)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering IP Address Management (IPAM) in the Kubernetes Tools ecosystem.
-  - [dzone: How to Understand and Set Up Kubernetes Networking 🌟](https://dzone.com/articles/how-to-understand-and-setup-kubernetes-networking)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: How to Understand and Set Up Kubernetes Networking 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: Container Networking Interface aka CNI](https://medium.com/@vikram.fugro/container-networking-interface-aka-cni-bdfe23f865cf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Container Networking Interface aka CNI in the Kubernetes Tools ecosystem.
-  - [medium: Calico for Kubernetes networking: the basics & examples](https://medium.com/flant-com/calico-for-kubernetes-networking-792b41e19d69)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Calico for Kubernetes networking: the basics & examples in the Kubernetes Tools ecosystem.
-  - [projectcalico.org: Advertising Kubernetes Service IPs with Calico and BGP](https://www.projectcalico.org/advertising-kubernetes-service-ips-with-calico-and-bgp)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering projectcalico.org: Advertising Kubernetes Service IPs with Calico and BGP in the Kubernetes Tools ecosystem.
-  - [blog.devgenius.io: K8s Networking β€” Calico (Part1)](https://blog.devgenius.io/k8s-networking-calico-part1-7f74395b6fe2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: K8s Networking β€” Calico (Part1) in the Kubernetes Tools ecosystem.
-  - [medium.com/@arbnair97: Introduction to Kubernetes Network Policy and Calico' Based Network Policy](https://medium.com/@arbnair97/introduction-to-kubernetes-network-policy-and-calico-based-network-policy-675a7fa6b5dc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@arbnair97: Introduction to Kubernetes Network Policy and Calico' Based Network Policy in the Kubernetes Tools ecosystem.
-  - [medium: How to Autoscale the DNS Service in a Kubernetes Cluster](https://medium.com/faun/how-to-autoscale-the-dns-service-in-a-kubernetes-cluster-cbb46ae89678)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How to Autoscale the DNS Service in a Kubernetes Cluster in the Kubernetes Tools ecosystem.
-  - [iamitcohen.medium.com: DNS in Kubernetes, how does it work?](https://iamitcohen.medium.com/dns-in-kubernetes-how-does-it-work-7c4690fd813e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering iamitcohen.medium.com: DNS in Kubernetes, how does it work? in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: Kubernetes with CoreDNS](https://levelup.gitconnected.com/kubernetes-with-coredns-e40772c5e6ee)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Kubernetes with CoreDNS in the Kubernetes Tools ecosystem.
-  - [blog.abaganon.com: Why you probably won’t use K8gb.io](https://blog.abaganon.com/going-global-with-kubernetes-490cf51e2bf8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.abaganon.com: Why you probably won’t use K8gb.io in the Kubernetes Tools ecosystem.
 ## Container Orchestration
 
 ### Kubernetes Networking (1)
@@ -251,15 +102,9 @@
 ##### Advanced Routing
 
   - **(2021)** [**itnext.io: Deciphering the Kubernetes Networking Maze: Navigating Load-Balance, BGP, IPVS and Beyond**](https://itnext.io/deciphering-the-kubernetes-networking-maze-navigating-load-balance-bgp-ipvs-and-beyond-7123ef428572) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An extensive architecture overview diving into the mechanics of high-scale routing environments. Evaluates the performance traits of IPVS, eBPF, and BGP routing overlays, highlighting how to design low-overhead service layers within large-scale multi-tenant networks.
-##### BGP Routing
-
-  - **(2020)** [**dustinspecker.com: Kubernetes Networking from Scratch: Using BGP and BIRD to Advertise Pod Routes**](https://dustinspecker.com/posts/kubernetes-networking-from-scratch-bgp-bird-advertise-pod-routes) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A hands-on, granular guide demonstrating how to build a fully functioning Kubernetes routing topology from scratch using BGP and BIRD. Explains how underlying CNIs interface with actual routing tables to advertise dynamic pod endpoints to outer networks.
 ##### Packet Flow
 
   - **(2022)** [==learnk8s.io: Tracing the path of network traffic in Kubernetes 🌟==](https://learnkube.com/kubernetes-network-packets) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” An exceptionally precise visual reconstruction tracing the physical path of network packets through container boundaries, virtual interfaces, iptables chains, and node boundaries. Invaluable reference for platform engineers tasked with isolating root causes of packet drops and latency spikes.
-##### Service IP Allocation
-
-  - **(2021)** [**itnext.io: Inspecting and Understanding k8s Service Network 🌟**](https://itnext.io/inspecting-and-understanding-service-network-dfd8c16ff2c5) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An advanced technical inquiry examining how virtual IP endpoints are generated and tracked by the control plane. Demonstrates how to probe node routing tables, iptables rule logs, and IPVS structures to map physical packets to real-time service endpoints.
 #### Evaluation
 
 ##### CNI Selection
@@ -267,71 +112,25 @@
   - **(2022)** [**itnext.io: Kubernetes networking deep dive: Did you make the right choice?**](https://itnext.io/kubernetes-network-deep-dive-7492341e0ab5) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An engineering benchmark and comparison of leading Kubernetes CNI implementations (Calico, Cilium, Flannel). Evaluates raw throughput, CPU overhead, eBPF capabilities, and network policy performance to guide architects in making structural design choices.
 #### Fundamentals
 
-##### Network Model
-
-  - **(2022)** [==tkng.io/arch: THE KUBERNETES NETWORK MODEL 🌟🌟==](https://www.tkng.io/arch) [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A highly precise, deep-dive architectural dissection of the core Kubernetes networking design philosophy. It systematically charts port mappings, interface attachments, loopbacks, and CNI execution chains, demonstrating how flat networks are established and maintained over diverse node pools.
-  - **(2020)** [**sookocheff.com: A Guide to the Kubernetes Networking Model 🌟**](https://sookocheff.com/post/kubernetes/understanding-kubernetes-networking-model) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A foundational architectural analysis of the Kubernetes networking model. It unpacks the four primary communications vectorsβ€”container-to-container, pod-to-pod, pod-to-service, and external-to-serviceβ€”and explains why the absolute requirement of 'IP-per-pod' simplifies routing compared to traditional port-mapping models.
-##### On-Premises
-
-  - **(2021)** [nbailey.ca: Domesticated Kubernetes Networking](https://nbailey.ca/post/k8s-networking) 🌟🌟🌟 [COMMUNITY-TOOL] β€” An informative study outlining step-by-step methods for domesticating Kubernetes networking within non-cloud or home lab setups. Details bare-metal bridge interfaces, tunnel configurations, and manual CNI implementations without high-overhead public cloud API assistance.
-##### Overview
-
-  - **(2021)** [matthewpalmer.net: Kubernetes Networking Guide for Beginners](https://matthewpalmer.net/kubernetes-app-developer/articles/kubernetes-networking-guide-beginners.html) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” An introductory, developer-focused guidebook breaking down cluster network boundaries and abstract IP allocations. Designed to demystify container routing and service discovery for application programmers.
-  - **(2020)** [edureka.co: Kubernetes Networking – A Comprehensive Guide To The Networking Concepts In Kubernetes](https://www.edureka.co/blog/kubernetes-networking) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A broad, conceptual handbook introducing standard network boundaries in cloud-native deployments. Outlines how namespaces share interfaces within a pod and details the routing hops required for intra-cluster communication.
-##### Service Discovery
-
-  - **(2024)** [**Kubernetes Services and Load Balancing Explained**](https://learnkube.com/kubernetes-services-and-load-balancing) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A contemporary structural breakdown explaining how Kubernetes leverages service endpoints to build abstract load balancing layers. Reviews the operations of kube-proxy in writing local node routing rules and traces how traffic migrates from virtual endpoints to real pod ports.
 ##### Service Topology
 
   - **(2022)** [==home.robusta.dev: The ultimate guide to Kubernetes Services, LoadBalancers, and Ingress 🌟🌟🌟==](https://home.robusta.dev/blog/kubernetes-service-vs-loadbalancer-vs-ingress) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” A visual, high-impact guide illuminating structural boundaries and usage paradigms across ClusterIP, NodePort, LoadBalancer, and Ingress. Translates complex routing definitions into clear deployment rules of thumb to help architects select the optimal entry channel based on target budgets and security policies.
-##### Service Types
-
-  - **(2021)** [sysdig.com: Kubernetes Services: ClusterIP, Nodeport and LoadBalancer](https://www.sysdig.com/blog/kubernetes-services-clusterip-nodeport-loadbalancer) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” An analytical guide to native Kubernetes service abstraction layers, mapping how the internal control plane links Service resources to running Pod IPs. Outlines configuration protocols and target patterns for ClusterIP, NodePort, and LoadBalancer configurations.
 #### Ingress
 
-##### Alternative Architectures
+##### Azure Application Gateway
 
-  - **(2020)** [ungleich.ch: Building Ingress-less Kubernetes Clusters](https://ungleich.ch/u/blog/kubernetes-without-ingress) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Evaluates architectural patterns to design and run Kubernetes environments without standard L7 Ingress controllers. Employs direct BGP advertisements and IPv6-native routing to link external clients directly to target containers.
-##### Evaluation (1)
-
-  - **(2022)** [**blog.palark.com: Comparing Ingress controllers for Kubernetes**](https://palark.com/blog/comparing-ingress-controllers-for-kubernetes) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Provides a comprehensive architectural analysis and evaluation of popular ingress solutions. Highlights feature readiness for HTTP/3, TLS passthrough paths, and standard authentication middleware integration.
-##### Fundamentals (1)
-
-  - **(2021)** [**itnext.io: Why and How of Kubernetes Ingress (and Networking) 🌟**](https://itnext.io/why-and-how-of-kubernetes-ingress-and-networking-6cb308ca03d2) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Deconstructs the underlying flow of external traffic traversing through Ingress controllers down to the target endpoints. Outlines why standard Layer 4 proxies fall short for advanced routing and explains how Layer 7 controllers dynamically reload configurations dynamically upon API changes.
-  - **(2021)** [searchitoperations.techtarget.com: Differences between Kubernetes Ingress vs. load balancer](https://www.techtarget.com/searchitoperations/feature/Differences-between-Kubernetes-Ingress-vs-load-balancer) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A practical reference manual comparing the performance cost and operational patterns of Layer 4 LoadBalancer services against Layer 7 Ingress Controllers. Evaluates routing mechanics, cost-efficiency, and feature capabilities to assist in key infrastructure selection phases.
+  - **(2025)** [==Application Gateway for Containers with AKS Overlay Networking and VNet Flow Logs==](https://blog.cloudtrooper.net/2025/04/02/application-gateway-for-containers-a-not-so-gentle-intro-4) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A deep-dive technical investigation of Azure's next-generation Application Gateway for Containers (AGC) running atop AKS Overlay Networking. Details the setup, logging mechanics, and network telemetry capture.
+  - **(2025)** [**Introduction to Azure Application Gateway for Containers (AGC)**](https://blog.cloudtrooper.net/2025/02/28/application-gateway-for-containers-a-not-so-gentle-intro-1) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An introductory architecture guide covering the capabilities of Azure's modern Application Gateway for Containers (AGC). Illustrates how it integrates natively via Gateway API parameters to deliver low-latency application routing.
 ##### Ingress Controllers
 
   - **(2021)** [**platform9.com: Ultimate Guide to Kubernetes Ingress Controllers 🌟**](https://platform9.com/blog/ultimate-guide-to-kubernetes-ingress-controllers) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A definitive reference comparison comparing top ingress technologies (NGINX, Envoy, Traefik, HAProxy, Kong). Benchmarks each against raw throughput, latency profiles, dynamic reload capabilities, and extensibility models.
   - **(2021)** [thenewstack.io: Ingress Controllers: The More the Merrier](https://thenewstack.io/ingress-controllers-the-more-the-merrier) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Presents strategic advantages of operating multiple distinct Ingress Controller classes side-by-side within a single cluster. Outlines traffic isolation patterns separating internal, public API, and corporate networks.
-##### NGINX Config
-
-  - **(2021)** [**loft.sh: Kubernetes NGINX Ingress: 10 Useful Configuration Options 🌟**](https://www.vcluster.com/blog/kubernetes-nginx-ingress) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Provides ten practical and essential tuning annotations for NGINX Ingress controllers. Addresses tuning buffer limits, client timeouts, custom headers, and rate limits to maximize safety and application performance in production.
-##### Overview (1)
+##### Overview
 
   - **(2021)** [thenewstack.io: Ingress Controllers: The Swiss Army Knife of Kubernetes](https://thenewstack.io/ingress-controllers-the-swiss-army-knife-of-kubernetes) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Details how contemporary Ingress controllers have evolved from simple HTTP routers into sophisticated API gateways. Covers advanced capabilities such as circuit-breaking, direct rate-limiting, and canary deployment control.
 ##### Performance at Scale
 
   - **(2022)** [**api7.ai: How Does APISIX Ingress Support Thousands of Pod Replicas?**](https://api7.ai/blog/apisix-ingress-support-thousands-pod-replicas) [ADVANCED LEVEL] 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” A detailed case study illustrating how the Apache APISIX Ingress Controller achieves near-instant configuration reloads in environments scaling up to thousands of active pod endpoints without increasing overall connection latency.
-##### Security
-
-  - **(2022)** [armosec.io: Getting Started with Kubernetes Ingress | Ben Hirschberg](https://www.armosec.io/blog/kubernetes-ingress-beginners-guide) 🌟🌟🌟 [COMMUNITY-TOOL] β€” An introductory, security-focused overview of the Kubernetes Ingress resource. Analyzes common configuration pitfalls that expose clusters to threat vectors and demonstrates simple hardening techniques to safeguard public route interfaces.
-##### Security and TLS
-
-  - **(2021)** [**devopscube.com: How To Configure Ingress TLS/SSL Certificates in Kubernetes**](https://devopscube.com/configure-ingress-tls-kubernetes) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A tutorial guiding developers through TLS/SSL certificate generation, binding, and storage in ingress environments. Explains how to leverage native cert-manager pipelines to secure internet-facing applications automatically with Let's Encrypt certificates.
-##### Tooling
-
-  - **(2022)** [**ingressbuilder.jetstack.io 🌟🌟**](https://ingressbuilder.jetstack.io) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An interactive utility created by Jetstack that aids in generating syntactic-proof configurations for Kubernetes Ingress resources. Automates cert-manager annotations and rewrite-target generation, limiting YAML drafting errors.
-##### Tunnels
-
-  - **(2023)** [**inlets.dev: How to Get Ingress for Private Kubernetes Clusters**](https://inlets.dev/blog/2023/02/24/ingress-for-local-kubernetes-clusters.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Deconstructs architectures designed to route public traffic into nested enterprise VPN networks. Leverages secure tunnels to channel request paths from public exit nodes directly into localized development networks.
-  - **(2021)** [**inlets.dev: Fixing Ingress for short-lived local Kubernetes clusters**](https://inlets.dev/blog/2021/07/08/short-lived-clusters.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Addresses traffic ingress problems for temporary local clusters (kind, k3d). Demonstrates how to leverage Inlets as an encrypted websocket bridge to route traffic into isolated dev environments seamlessly.
-  - **(2020)** [**blog.alexellis.io: Get a public LoadBalancer for your private Kubernetes cluster 🌟**](https://blog.alexellis.io/ingress-for-your-local-kubernetes-cluster) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An operational walkthrough explaining how to attach a public load balancer to private, local Kubernetes configurations using Inlets. Bypasses corporate NAT constraints, making localized clusters easily addressable for demo pipelines.
-##### Tutorials
-
-  - **(2021)** [**devopscube.com: Kubernetes Ingress Tutorial For Beginners 🌟**](https://devopscube.com/kubernetes-ingress-tutorial) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A detailed step-by-step tutorial addressing the installation and configuration of the NGINX Ingress controller. Focuses on setting up custom host routing rules, implementing path matching, and troubleshooting entry level ingress issues.
-##### Under the Hood
-
-  - **(2022)** [**community.ops.io: Kubernetes Ingress Controller. How does it work?=**](https://community.ops.io/danielepolencic/learning-how-an-ingress-controller-works-by-building-one-in-bash-3fni) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A didactic, code-heavy walkthrough that creates a bare-minimum ingress controller from scratch in Bash. Demystifies the core control loop: querying the API server, filtering changes, and rebuilding configurations dynamically.
 ##### gRPC and HTTP2
 
   - **(2021)** [**openshift.com: gRPC or HTTP/2 Ingress Connectivity in OpenShift 🌟**](https://www.redhat.com/en/blog/grpc-or-http/2-ingress-connectivity-in-openshift) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Examines methods to secure and optimize high-throughput gRPC and HTTP/2 flows through OpenShift and Kubernetes ingress endpoints. Outlines router parameter optimizations and ALPN negotiation configurations to support low-latency microservice interfaces.
@@ -343,26 +142,21 @@
 ##### Global GSLB
 
   - **(2021)** [**cloud.redhat.com: Global Load Balancer Approaches 🌟**](https://www.redhat.com/en/blog/global-load-balancer-approaches) [ADVANCED LEVEL] 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” Highlights architectural approaches to implement Global Server Load Balancing (GSLB) models across heterogeneous multi-cloud or hybrid clusters. Covers DNS-based and Anycast solutions to facilitate high-availability failover paths.
-##### On-Premises (1)
-
-  - **(2021)** [**itnext.io: Kubernetes Service Type LB for On Prem Deployments**](https://itnext.io/kubernetes-service-type-lb-for-on-prem-deployments-89e9b2a73a0c) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Addresses the challenge of hosting ServiceType: LoadBalancer endpoints within bare-metal and on-prem architectures. Outlines implementation paths using MetalLB and BGP route advertising to lease public IPs.
 #### Microservices
 
 ##### Inter-Service Communication
 
   - **(2021)** [**dev.to/narasimha1997: Communication between Microservices in a Kubernetes cluster 🌟**](https://dev.to/narasimha1997/communication-between-microservices-in-a-kubernetes-cluster-1n41) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Examines internal communication protocols of microservices deployed across Kubernetes networks. Details local service resolution dynamics, headless services, and the role of service proxies in optimizing intra-cluster communication speeds.
-#### Proxy Mechanics
-
-##### Foundational Routing
-
-  - **(2022)** [cloudtechtwitter.com: Reverse Proxy vs. Forward Proxy: The Differences](https://www.cloudtechtwitter.com/2022/05/reverse-proxy-vs-forward-proxy.html) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A conceptual guide detailing practical differences between reverse proxy architectures (used to route public calls to backends) and forward proxy architectures (used to govern egress paths). Clarifies their specific use cases within enterprise networking configurations.
 #### Routing and Topology
 
 ##### Topology Aware Routing
 
   - **(2020)** [**opensource.googleblog.com: Kubernetes: Efficient Multi-Zone Networking with Topology Aware Routing**](https://opensource.googleblog.com/2020/11/kubernetes-efficient-multi-zone.html) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An in-depth guide on utilizing Topology Aware Routing (formerly Hints) to bias service endpoint selection to local availability zones. Details how keeping container interactions within local AZs reduces latency, minimizes cross-zone data transfer fees, and builds resilient architectures.
-#### Security (1)
+#### Security
 
+##### Egress Traffic
+
+  - **(2019)** [==monzo.com: Controlling outbound traffic from Kubernetes==](https://monzo.com/blog/controlling-outbound-traffic-from-kubernetes) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [CASE STUDY] [DE FACTO STANDARD] β€” Details the technical execution of isolating and managing external network endpoints from within a production Kubernetes banking cluster. Features strategies on proxy security, dynamic firewall rule sets, and compliance monitoring.
 ##### Intent-Based Access Control
 
   - **(2022)** [**thenewstack.io: Otterize: Intent-Based Access Control for Kubernetes and Cloud**](https://thenewstack.io/otterize-intent-based-access-control-for-kubernetes-and-cloud) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An introduction to Intent-Based Access Control (IBAC) patterns using Otterize. Explains how developers outline communication intents in declarative manifests, which are automatically translated into native CNI policies.
@@ -383,76 +177,15 @@
 
 ### CNI
 
-#### Benchmarks
-
-  - **(2021)** [cilium.io: CNI Benchmark: Understanding Cilium Network Performance](https://cilium.io/blog/2021/05/11/cni-benchmark) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Deep-dive benchmark analysis highlighting performance differences between standard iptables implementations and eBPF-driven engines, with a focus on latency and CPU efficiency.
-  - **(2020)** [itnext.io: Benchmark results of Kubernetes network plugins (CNI) over 10Gbit/s network (Updated: August 2020)](https://itnext.io/benchmark-results-of-kubernetes-network-plugins-cni-over-10gbit-s-network-updated-august-2020-6e1b757b9e49) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep architectural performance analysis measuring major Kubernetes Container Network Interface (CNI) plugins over a dedicated 10Gbit/s network interface. It systematically contrasts network latency, throughput, and CPU utilization overhead across options like Calico, Cilium, Flannel, and Weave. The study details how overlay encapsulation methods (VXLAN/Geneve) introduce significant processing taxes compared to native BGP/host-gw direct routing topologies.
 #### Cilium
 
-  - **(2026)** [cilium.io 🌟](https://cilium.io) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The main website for Cilium, the industry-standard networking, security, and observability engine powered by eBPF. Eliminates routing performance penalties and delivers deep API metrics.
   - **(2021)** [itnext.io: Installing Cilium on Kubernetes in a fast and efficient way](https://itnext.io/installing-cilium-on-kubernetes-in-a-fast-and-efficient-way-dbcb79ce9699)  [COMMUNITY-TOOL] [GUIDE] β€” A performance-focused guide detailing modern deployment strategies for Cilium, leveraging Helm templates and CLI-driven validation to streamline infrastructure provisioning.
   - **(2021)** [cilium.io: Cilium 1.10: WireGuard, BGP Support, Egress IP Gateway, New Cilium CLI, XDP Load Balancer, Alibaba Cloud Integration and more](https://cilium.io/blog/2021/05/20/cilium-110) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Feature overview of Cilium's v1.10 release, highlighting the integration of native WireGuard encryption, BGP routing, egress gateways, and high-performance XDP load balancing.
-#### Comparison
-
-  - **(2021)** [rancher.com: Container Network Interface (CNI) Providers](https://rancher.com/docs/rancher/v2.x/en/faq/networking/cni-providers)  [COMMUNITY-TOOL] β€” A comprehensive comparative breakdown by Rancher evaluating the design trade-offs, architectures, and operational performance of Calico, Flannel, Canal, and Weave Net.
-#### Fundamentals (2)
-
-  - **(2026)** [==github.com/containernetworking 🌟==](https://github.com/containernetworking) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The foundational GitHub organization hosting the official CNI specification, runtime engines, and core plugin binaries that drive the cloud-native ecosystem.
-  - **(2026)** [Kubernetes.io: Network Plugins](https://kubernetes.io/docs/concepts/extend-kubernetes/compute-storage-net/network-plugins) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The authoritative Kubernetes documentation outlining network plugin types. Defines the operational boundaries between kubenet deployments and standard Container Network Interface (CNI) environments.
-#### Overlay Networks
-
-  - **(2026)** [==Flannel==](https://github.com/flannel-io/flannel) ⭐ 9475  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A highly stable, lightweight Layer 3 overlay CNI fabric designed specifically for simplified Kubernetes installations. It provisions a simple local agent on each cluster node to manage subnet allocations via etcd, supporting VXLAN and host-gw backends. While it lacks L7 traffic steering and NetworkPolicy parsing, its operational simplicity remains highly valuable for lightweight resource-constrained environments.
-#### Scaling
-
-  - **(2020)** [mhmxs.blogspot.com: Autoscaling Calico Route Reflector topology in Kubernetes](https://mhmxs.blogspot.com/2020/12/autoscaling-calico-route-reflector.html) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep engineering walkthrough for autoscaling Calico Route Reflector (RR) topologies in high-scale Kubernetes clusters. It addresses the routing table exhaustion and CPU bottlenecks associated with full-mesh node-to-node BGP routing by dynamically managing centralized Route Reflectors, maintaining high performance and operational stability as node counts grow.
-#### Telco and Multi-Network
-
-  - **(2026)** [==Damn==](https://github.com/nokia/danm) ⭐ 393  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” Nokia's DANM (Damn Another Network Manager) CNI designed to facilitate telco-grade multi-network interfaces per pod inside Kubernetes, with support for SR-IOV, IPVLAN, and MACVLAN. Curator Insight vs Live Grounding: Although originally positioned as a dynamic multitenancy interface for telco workloads, live telemetry confirms the repository is now archived and considered a legacy architecture, with modern deployments utilizing Multus CNI.
-### Certification
-
-#### CKAD
-
-  - **(2021)** [itnext.io: CKAD Scenarios about Ingress and NetworkPolicy](https://itnext.io/ckad-scenarios-about-ingress-and-networkpolicy-155ce958c9ce)  [COMMUNITY-TOOL] [GUIDE] β€” A practical collection of task-oriented scenarios specifically curated for Certified Kubernetes Application Developer (CKAD) candidates. Focuses on isolating resources using egress policies and routing incoming traffic via Ingress resources.
-### Core Architecture
-
-#### Documentation
-
-  - **(2026)** [Kubernetes Networking](https://kubernetes.io/docs/concepts/cluster-administration/networking) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The official documentation outlining the structural model of Kubernetes networking. Explains the baseline constraints and requirements for pod-to-pod, pod-to-service, and external communication, establishing the standard IP-per-pod allocation axiom. Crucial reference architecture for understanding how the core API expects CNIs to behaves before overlaying sophisticated network policies.
 ### Core Services
 
 #### DNS (1)
 
   - **(2021)** [blog.cloudsigma.com: Kubernetes DNS Service: A Beginner’s Guide](https://blog.cloudsigma.com/kubernetes-dns-service-a-beginners-guide)  [LEGACY] β€” This reference details the mechanics of Kubernetes cluster DNS architectures. It contrasts legacy kube-dns limitations with CoreDNS performance, explaining service discovery configurations, search paths, and DNS forwarding profiles essential for microservice visibility.
-#### kube-proxy
-
-  - **(2021)** [dustinspecker.com: iptables: How Kubernetes Services Direct Traffic to Pods](https://dustinspecker.com/posts/iptables-how-kubernetes-services-direct-traffic-to-pods) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Low-level diagnostic guide tracing the packet path through programmed iptables rules. Demonstrates exactly how kube-proxy routes cluster IP destination calls to dynamic backend endpoints.
-  - **(2021)** [arthurchiao.art: Cracking kubernetes node proxy (aka kube-proxy)](https://arthurchiao.art/blog/cracking-k8s-node-proxy) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Deep-dive technical blog exploring the design principles of the node proxy. Compares user-space, iptables, and IPVS proxy modes with performance telemetry data.
-### DNS (2)
-
-#### Caching
-
-  - **(2026)** [==NodeLocal DNSCache==](https://github.com/kubernetes/enhancements) ⭐ 3887  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The Kubernetes Enhancement Proposal (KEP) and repository code outlining the deployment of a local DNS caching agent on each node. Running as a DaemonSet, NodeLocal DNSCache intercepts queries at a local loopback IP, bypassing heavy iptables conntrack entries and DNAT rules to reduce latencies and resolve UDP packet drop vulnerabilities.
-  - **(2020)** [Kubernetes Node Local DNS Cache](https://povilasv.me/kubernetes-node-local-dns-cache)  [COMMUNITY-TOOL] β€” An analytical guide showcasing how to verify, configure, and measure performance gains of NodeLocal DNSCache in high-throughput clusters. Details configuration paths, fallback mechanisms, and troubleshooting steps to resolve configuration mismatches between DNS cache pods and system resolvers.
-#### Global Load Balancing
-
-  - **(2026)** [k8gb.io](https://www.k8gb.io) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” k8gb is a cloud-native Global Server Load Balancing (GSLB) operator designed to run within Kubernetes. It integrates CoreDNS with external DNS providers, enabling cross-region failover and geo-routing of incoming traffic directly from cluster ingresses without needing proprietary hardware controllers.
-#### Guides
-
-  - **(2022)** [nslookup.io: The life of a DNS query in Kubernetes](https://www.nslookup.io/learning/the-life-of-a-dns-query-in-kubernetes)  [COMMUNITY-TOOL] β€” A thorough, step-by-step structural visualization tracing a DNS resolution query from within a Kubernetes Pod. Explains the intersection of a container's /etc/resolv.conf, the DNS search parameters (ndots:5), iptables forwarding rules, and CoreDNS lookups, illustrating where latencies and packet-drops occur.
-#### Ingress (1)
-
-  - **(2021)** [ungleich.ch: Making kubernetes kube-dns/CoreDNS publicly reachable](https://ungleich.ch/u/blog/kubernetes-making-dns-publicly-reachable) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A hands-on guide explaining how to expose internal Kubernetes DNS names outside the cluster network boundaries. It highlights potential ingress routing patterns and access control rules needed to allow external clients to query cluster service records safely without introducing security risks.
-#### Monitoring
-
-  - **(2021)** [sysdig.com: How to monitor coreDNS 🌟](https://www.sysdig.com/blog/how-to-monitor-coredns)  [COMMUNITY-TOOL] β€” A detailed monitoring primer for CoreDNS using Prometheus and Sysdig. Highlights core health metrics, including latency histograms, requests counters, cache hit ratios, and error response codes (such as NXDOMAIN and SERVFAIL), to prevent DNS resolution latency from degrading microservice discovery pathways.
-#### Service Discovery (1)
-
-  - **(2021)** [thenewstack.io: Supercharge CoreDNS with Cluster Addons 🌟](https://thenewstack.io/supercharge-coredns-with-cluster-addons)  [COMMUNITY-TOOL] β€” Explains how to optimize and expand CoreDNS utilizing custom cluster addons and selective plugin combinations. Details core performance profiles and caching methodologies to supercharge name resolution in dense, highly dynamic cloud environments.
-### IPAM
-
-#### Software-Defined
-
-  - **(2021)** [fusionlayer.com: Software-Defined IP Address Management (IPAM)](https://www.fusionlayer.com/products/infinity) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A detailed product overview of enterprise Software-Defined IP Address Management (IPAM) integrations designed for automated cloud-scale container provisioning.
 ### Ingress and Gateway
 
 #### Automation
@@ -464,7 +197,7 @@
 #### Controllers
 
   - **(2021)** [InGate: Ingress & Gateway API Controller (Archived)](https://github.com/kubernetes-sigs/ingate) ⭐ 728  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟 [LEGACY] β€” Architectural prototype designed to test Ingress integration patterns. Live engineering truth confirms this repository is archived by SIG-Network, as development has shifted entirely toward the standardized Gateway API.
-#### Fundamentals (3)
+#### Fundamentals (1)
 
   - **(2021)** [mattias.engineer: Kubernetes-101: Ingress 🌟](https://mattias.engineer/k8s/ingress)  [COMMUNITY-TOOL] β€” Fundamentals guide establishing the relationship between Ingress resources, Ingress Controllers, and target Services. Demystifies layer-7 routing rules and basic ingress YAML structures for beginners.
   - **(2020)** [Supporting the Evolving Ingress Specification in Kubernetes 1.18](https://kubernetes.io/blog/2020/06/05/supporting-the-evolving-ingress-specification-in-kubernetes-1.18)  [LEGACY] β€” Legacy Kubernetes blog post detail on the evolution and promotion of the Ingress API inside the 1.18 release lifecycle. Retained for historical design reference.
@@ -483,9 +216,6 @@
 #### Operations
 
   - **(2021)** [itnext.io: Autoscaling Ingress Controllers in  Kubernetes (Daniele Polencic)](https://itnext.io/autoscaling-ingress-controllers-in-kubernetes-c64b47088485) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An operations guide detailing strategies for scaling ingress controllers automatically using Horizontal Pod Autoscalers (HPA) and Prometheus-sourced custom traffic metrics.
-#### Traefik
-
-  - **(2022)** [Transitioning from ingress-nginx to Traefik in Kubernetes](https://traefik.io/blog/transition-from-ingress-nginx-to-traefik)  [COMMUNITY-TOOL] β€” A migration blueprint walking developers through transitioning from ingress-nginx to Traefik. Details how Traefik's native middleware, dynamic routing, and CRDs simplify TLS management and traffic splitting in dynamic environments.
 ### Multi-Cluster
 
 #### Cluster Mesh
@@ -497,19 +227,8 @@
 #### WireGuard VPN
 
   - **(2022)** [itnext.io: Multi-Cluster Kubernetes Networking with Netmaker](https://itnext.io/multi-cluster-kubernetes-networking-with-netmaker-bfa4e22eb2fb) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Tutorial on structuring dynamic multi-cluster virtual topologies using Netmaker. Leverages WireGuard to automate fast, low-overhead encrypted overlays bridging distributed pods.
-### Overlay Networks (1)
+### Security (1)
 
-#### WireGuard VPN (1)
-
-  - **(2025)** [**NetMaker**](https://github.com/gravitl/netmaker) ⭐ 11628  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Netmaker is a high-speed, dynamic overlay network orchestrator powered by WireGuard. It facilitates direct, secure mesh networks across multi-cloud, on-premises, and edge Kubernetes nodes, drastically reducing latency compared to traditional overlay options like VXLAN or IPSec. Netmaker is highly valuable for hybrid cluster topologies and secure cross-regional communication.
-### Security (2)
-
-#### Enterprise Solutions
-
-  - **(2026)** [tigera.io](https://www.tigera.io) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The commercial suite behind Project Calico, delivering enterprise-grade network security, active defense mechanisms, and unified policy management across multi-cloud and bare-metal environments. It adds microsegmentation, detailed observability dashboards, and compliance frameworks on top of standard open-source Calico capabilities to satisfy tight enterprise governance regulations.
-#### GitOps
-
-  - **(2021)** [tigera.io: Enforcing Network Security Policies with GitOps – Part 1 (Calico + ArgoCD)](https://www.tigera.io/blog/enforcing-network-security-policies-with-gitops-part-1) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A practical guide for implementing continuous security compliance by pairing Calico's declarative NetworkPolicies with ArgoCD. Explains how to construct an automated GitOps lifecycle pipeline to validate, audit, and push network enforcement rules directly from version-controlled files, preventing manual configuration drift on live clusters.
 #### Implementation Under the Hood
 
   - **(2021)** [arthurchiao.art: Cracking Kubernetes Network Policy](https://arthurchiao.art/blog/cracking-k8s-network-policy) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Under-the-hood analysis mapping policy YAML configurations down to Linux-native iptables, Open vSwitch rules, and kernel-level socket filters.
@@ -518,7 +237,6 @@
   - **(2022)** [loft.sh: Kubernetes Network Policies for Isolating Namespaces 🌟](https://www.vcluster.com/blog/kubernetes-network-policies-for-isolating-namespaces)  [COMMUNITY-TOOL] β€” A prescriptive playbook for securing multi-tenant clusters, detailing how to isolate development, staging, and production namespaces using declarative policies.
 #### Network Policy
 
-  - **(2022)** [loft.sh: Kubernetes Network Policies: A Practitioner's Guide 🌟](https://www.vcluster.com/blog/kubernetes-network-policies-a-practitioners-guide)  [COMMUNITY-TOOL] β€” An operator's tactical guide. Outlines configuration mistakes to avoid, selector best practices, and automated testing strategies for policy deployments.
   - **(2021)** [opensource.com: What you need to know about Kubernetes NetworkPolicy](https://opensource.com/article/21/10/kubernetes-networkpolicy)  [COMMUNITY-TOOL] β€” An operational introduction to native NetworkPolicy resources. Clarifies how policies dynamically enforce L3/L4 firewall restrictions using selector matching, highlighting the differences between default-allow and default-deny ingress/egress patterns.
   - **(2021)** [howtoforge.com: Network Policy in Kubernetes 🌟](https://www.howtoforge.com/kubernetes_network_policy)  [COMMUNITY-TOOL] [GUIDE] β€” A clear, hands-on tutorial demonstrating how to enforce namespace-level isolation. Step-by-step instructions guide users through drafting rules to secure internal traffic.
   - **(2021)** [bionconsulting.com: Kubernetes Network Policies](https://www.bionconsulting.com/blog/kubernetes-network-policies)  [COMMUNITY-TOOL] β€” A rigorous, multi-part engineering reference detailing real-world enterprise NetworkPolicy patterns. Includes step-by-step debugging methodologies and ruleset templates.
@@ -526,10 +244,6 @@
 #### OpenShift
 
   - **(2021)** [openshift.com: Network Policies: Controlling Cross-Project Communication on OpenShift](https://www.redhat.com/en/blog/network-policies-controlling-cross-project-communication-on-openshift)  [COMMUNITY-TOOL] β€” Detailed enterprise manual for enforcing SDN security domains in OpenShift. Details how to control inter-project communication boundaries via specialized network policies.
-#### Policy Visualization
-
-  - **(2026)** [editor.cilium.io 🌟](https://editor.networkpolicy.io) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Interactive web-based policy playground. Enables dynamic rendering and real-time visualization of Kubernetes security specifications, simplifying testing pipelines.
-  - **(2021)** [cilium.io: NetworkPolicy Editor: Create, Visualize, and Share Kubernetes NetworkPolicies 🌟](https://cilium.io/blog/2021/02/10/network-policy-editor)  [COMMUNITY-TOOL] β€” Announcement post highlighting the features of Cilium's visual editor, designed to reduce security policy drafting errors via a graphical user interface.
 #### Recipes
 
   - **(2021)** [==ahmetb/kubernetes-network-policy-recipes 🌟==](https://github.com/ahmetb/kubernetes-network-policy-recipes) ⭐ 6144  [YAML CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier open-source repository for reusable NetworkPolicy templates. Provides validated configuration files to handle common cloud-native security patterns.
@@ -538,9 +252,6 @@
   - **(2021)** [thenewstack.io: The Kubernetes Network Security Effect 🌟](https://thenewstack.io/the-kubernetes-network-security-effect)  [COMMUNITY-TOOL] β€” Explores the industry paradigm shift toward dynamic microsegmentation. Discusses the downstream security benefits of adopting strict default-deny postures in multi-tenant environments.
 ### Service Mesh
 
-#### AWS Integration
-
-  - **(2023)** [dev.to/aws-builders: Amazon VPC Lattice β€” Build Applications, Not Networks](https://dev.to/aws-builders/amazon-vpc-lattice-build-applications-not-networks-59j8)  [COMMUNITY-TOOL] β€” A deep dive into Amazon VPC Lattice, detailing how it decouples service communication networks from low-level VPC configuration constraints. It highlights the use of Lattice to manage traffic policies, authentication, and cross-cluster service-to-service communication with minimal operational overhead.
 #### Linkerd and Cilium
 
   - **(2021)** [buoyant.io: Kubernetes network policies with Cilium and Linkerd](https://www.buoyant.io/blog/kubernetes-network-policies-with-cilium-and-linkerd) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Architectural integration study detailing how to combine Cilium's efficient L3/L4 eBPF security policies with Linkerd's lightweight L7 mutual TLS encryption.
@@ -548,52 +259,12 @@
 
 ### Kubernetes Networking (2)
 
-#### Deep Dive (1)
-
-
-??? abstract "Architect's Technical Comparison Table"
-    | Solution | Maturity | Primary Focus | Language | Stars |
-    | :--- | :--- | :--- | :--- | :--- |
-    | [speakerdeck.com: Kubernetes and networks. Why is this so dan hard? 🌟](https://speakerdeck.com/thockin/kubernetes-and-networks-why-is-this-so-dang-hard) |  | Deep Dive | English | 🌟🌟🌟🌟🌟 |
-    | [ronaknathani.com: How a Kubernetes Pod Gets an IP Address 🌟](https://ronaknathani.com/blog/2020/08/how-a-kubernetes-pod-gets-an-ip-address) |  | Deep Dive | Markdown | 🌟🌟🌟🌟🌟 |
-    | [dustinspecker.com: How Do Kubernetes and Docker Create IP Addresses?!](https://dustinspecker.com/posts/how-do-kubernetes-and-docker-create-ip-addresses) |  | Deep Dive | Markdown | 🌟🌟🌟🌟 |
-    | [altoros.com: Kubernetes Networking: How to Write Your Own CNI Plug-in with Bash](https://www.altoros.com/blog/kubernetes-networking-writing-your-own-simple-cni-plug-in-with-bash) |  | Deep Dive | Bash | 🌟🌟🌟🌟 |
-    | [Network Node Manager](https://github.com/kakao/network-node-manager) |  | Deep Dive | Go | 🌟🌟🌟 |
-
-  - **(2020)** [==speakerdeck.com: Kubernetes and networks. Why is this so dan hard? 🌟==](https://speakerdeck.com/thockin/kubernetes-and-networks-why-is-this-so-dang-hard) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An essential presentation deck by Tim Hockin (Kubernetes co-founder) exploring why cloud-native networking is complex and explaining the underlying decisions behind the pod-to-pod network design. Live Grounding confirms this slide deck is a legendary reference, outlining crucial design trade-offs regarding IPv4 exhaustion, NAT, routing engines, and Service VIPs.
-  - **(2020)** [==ronaknathani.com: How a Kubernetes Pod Gets an IP Address 🌟==](https://ronaknathani.com/blog/2020/08/how-a-kubernetes-pod-gets-an-ip-address) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An exquisite, step-by-step technical analysis of the process of container instantiation and network interface creation. Explores how the Kubelet invokes CNI plugins to assign an IP address. Live Grounding validates that understanding the low-level CNI specification and IPC interactions is crucial for debugging cluster networking bottlenecks.
-  - **(2021)** [**dustinspecker.com: How Do Kubernetes and Docker Create IP Addresses?!**](https://dustinspecker.com/posts/how-do-kubernetes-and-docker-create-ip-addresses) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A deep technical investigation into the mechanics of Linux network namespaces, virtual ethernet pairs (veth), bridge interfaces, and IP routing rules. Demystifies how Docker and Kubernetes CNI plugins programmatically allocate IPs to containers. Live Grounding shows that understanding these low-level Linux primitives remains highly valuable for troubleshooting complex network packet drops.
-  - **(2020)** [**altoros.com: Kubernetes Networking: How to Write Your Own CNI Plug-in with Bash**](https://www.altoros.com/blog/kubernetes-networking-writing-your-own-simple-cni-plug-in-with-bash) [BASH CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A fantastic, educational guide explaining how to write a simple CNI plugin from scratch using Bash. Demonstrates interface provisioning, IP allocation, and local host routing rules. Live Grounding shows that while not intended for production systems, this exercise demystifies the CNI specification and improves lower-level debugging skills.
-  - **(2024)** [Network Node Manager](https://github.com/kakao/network-node-manager) ⭐ 109  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A specialized network daemon developed by Kakao for optimizing node-level routing rules and handling network interfaces inside Kubernetes. Live Grounding shows that this utility targets bare-metal clusters, streamlining system-level network management while improving connectivity troubleshooting in on-premise cloud infrastructure.
-#### Global Load Balancing (1)
-
-  - **(2024)** [**K8GB - Kubernetes Global Balancer**](https://github.com/AbsaOSS/k8gb) ⭐ 1  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” K8GB is a cloud-native, Kubernetes-native Global Server Load Balancing (GSLB) controller based on CoreDNS. Live Grounding indicates that K8GB is highly valued for coordinating traffic redirection across geographically distributed, multi-region clusters, enabling active-passive and active-active failover patterns without relying on proprietary hardware devices.
 #### Ingress and Traffic
 
-
-??? abstract "Architect's Technical Comparison Table"
-    | Solution | Maturity | Primary Focus | Language | Stars |
-    | :--- | :--- | :--- | :--- | :--- |
-    | [Learnk8s: Comparison of Kubernetes Ingress Controllers 🌟🌟](https://docs.google.com/spreadsheets/d/191WWNpjJ2za6-nbG4ZoUMXMpUK8KlCIosvQB0f-oq3k/edit) |  | Ingress & Traffic | Markdown | 🌟🌟🌟🌟🌟 |
-    | [containo.us: Kubernetes Ingress & Service API Demystified](https://traefik.io/blog/kubernetes-ingress-service-api-demystified) |  | Ingress & Traffic | Markdown | 🌟🌟🌟🌟 |
-    | [externalTrafficPolicy=local on kubernetes. How to preserve the source IP in kubernetes](https://blog.getambassador.io/externaltrafficpolicy-local-on-kubernetes-e66e498212f9) |  | Ingress & Traffic | Markdown | 🌟🌟🌟🌟 |
-    | [thenewstack.io: HAProxy Kubernetes Ingress Controller Moves Outside the Cluster](https://thenewstack.io/haproxy-kubernetes-ingress-controller-moves-outside-the-cluster) |  | Ingress & Traffic | Markdown | 🌟🌟🌟🌟 |
-    | [suse.com: NGINX Guest Blog: NGINX Kubernetes Ingress Controller 🌟](https://www.suse.com/c/nginx-guest-blog-kubernetes-ingress-controller) |  | Ingress & Traffic | Markdown | 🌟🌟🌟🌟 |
-    | [infoq.com: Kubernetes Ingress Is Now Generally Available](https://www.infoq.com/news/2020/09/kubernetes-ingress-ga) |  | Ingress & Traffic | Markdown | 🌟🌟🌟🌟 |
-    | [getenroute.io: Drive API Security At Kubernetes Ingress Using Helm And Envoy 🌟](https://docs.getenroute.io) |  | Ingress & Traffic | Go | 🌟🌟🌟 |
-    | [ovh.com - getting external traffic into kubernetes: clusterip, nodeport, loadbalancer and ingress](https://blog.ovhcloud.com) |  | Ingress & Traffic | Markdown | 🌟🌟🌟 |
-    | [youtube: Kubernetes Ingress Explained Completely For Beginners](https://www.youtube.com/watch?v=VicH6KojwCI) |  | Ingress & Traffic | English | 🌟🌟🌟 |
-    | [haproxy.com: Announcing HAProxy Kubernetes Ingress Controller 1.5 🌟](https://www.haproxy.com/blog/announcing-haproxy-kubernetes-ingress-controller-1-5) |  | Ingress & Traffic | Go | 🌟🌟🌟 |
-
-  - **(2023)** [==Learnk8s: Comparison of Kubernetes Ingress Controllers 🌟🌟==](https://docs.google.com/spreadsheets/d/191WWNpjJ2za6-nbG4ZoUMXMpUK8KlCIosvQB0f-oq3k/edit) [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An expansive, community-maintained comparison spreadsheet detailing the feature matrices, protocol supports, dynamic reloading behaviors, and ecosystem integrations of various Ingress Controllers. Live Grounding highlights this dynamic reference as an essential resource for architects choosing ingress tools based on enterprise requirements.
   - **(2021)** [**containo.us: Kubernetes Ingress & Service API Demystified**](https://traefik.io/blog/kubernetes-ingress-service-api-demystified) [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Demystifies the inner workings of Kubernetes Services, endpoints, and Ingress routing rules. Compares how reverse-proxy solutions like Traefik process these API resources to dynamic configurations. Live Grounding validates that Traefik remains a popular, high-performance edge router in modern multi-tenant environments due to its automated Let's Encrypt and middleware options.
   - **(2021)** [**externalTrafficPolicy=local on kubernetes. How to preserve the source IP in kubernetes**](https://blog.getambassador.io/externaltrafficpolicy-local-on-kubernetes-e66e498212f9) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Addresses how setting the Kubernetes Service configuration `externalTrafficPolicy: Local` preserves client source IPs. Analyzes the associated trade-offs, such as potential uneven load distribution across endpoints. Live Grounding confirms that preserving source IP is crucial for zero-trust authorization, geolocation rules, and audit logging.
-  - **(2021)** [**thenewstack.io: HAProxy Kubernetes Ingress Controller Moves Outside the Cluster**](https://thenewstack.io/haproxy-kubernetes-ingress-controller-moves-outside-the-cluster) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Discusses the design choice of running HAProxy controllers outside the boundaries of the core Kubernetes cluster. Exposes cluster services to external networks while protecting control-plane components. Live Grounding confirms this topology is highly valued by security teams who prefer dedicated edge tiers separating internal cluster resources from the public internet.
   - **(2021)** [**suse.com: NGINX Guest Blog: NGINX Kubernetes Ingress Controller 🌟**](https://www.suse.com/c/nginx-guest-blog-kubernetes-ingress-controller) [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Provides an overview of the NGINX Ingress Controller within the SUSE ecosystem, explaining how it maps incoming HTTP traffic to backend pods. Live Grounding shows that NGINX remains the most widely deployed Ingress Controller due to its reliability, ease of configuration, and rich community-supported annotations.
-  - **(2020)** [**infoq.com: Kubernetes Ingress Is Now Generally Available**](https://www.infoq.com/news/2020/09/kubernetes-ingress-ga) [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Reports on the milestone GA status of the `networking.k8s.io/v1` Ingress API in Kubernetes 1.19, reflecting years of API maturity, path matching enhancements, and service port mappings. Live Grounding confirms that while Ingress remains widely used, the highly customizable Kubernetes Gateway API has emerged as the primary alternative for complex multi-tenant traffic routing.
   - **(2022)** [getenroute.io: Drive API Security At Kubernetes Ingress Using Helm And Envoy 🌟](https://docs.getenroute.io) [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Enroute is a lightweight, Envoy-driven API gateway and Ingress Controller designed to secure microservices at the cluster boundary. Highlights integration with Helm and declarative custom resource configurations. Live Grounding indicates that while Envoy is standard, Enroute provides an accessible alternative for teams seeking simple, security-first ingress controls.
-  - **(2021)** [ovh.com - getting external traffic into kubernetes: clusterip, nodeport, loadbalancer and ingress](https://blog.ovhcloud.com) [MARKDOWN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A comprehensive introductory guide explaining the four main methods of routing external traffic into a Kubernetes cluster: ClusterIP, NodePort, LoadBalancer, and Ingress. Compares routing efficiency and operational use cases. Live Grounding confirms this conceptual foundation is critical for engineering teams choosing between simple L4 load balancers and complex L7 ingress/gateway APIs.
-  - **(2021)** [youtube: Kubernetes Ingress Explained Completely For Beginners](https://www.youtube.com/watch?v=VicH6KojwCI) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A visual, beginner-friendly video walkthrough explaining the purpose of an Ingress resource and an Ingress Controller in Kubernetes. Breaks down how HTTP requests find their way from external users to target microservice pods. Live Grounding confirms visual guides are highly effective for bootstrapping junior engineers onto complex cloud-native networking architectures.
   - **(2021)** [haproxy.com: Announcing HAProxy Kubernetes Ingress Controller 1.5 🌟](https://www.haproxy.com/blog/announcing-haproxy-kubernetes-ingress-controller-1-5) [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Introduces features in HAProxy Ingress Controller 1.5, including support for Mutual TLS (mTLS), performance improvements, and certificate management. Live Grounding confirms HAProxy is highly reliable for high-throughput enterprise systems due to its lightweight resource footprints, low latency, and comprehensive traffic metrics.
   - **(2021)** [devclass.com: HAProxy Ingress Controller 1.5 introduces mTLS support, gives load balancing experts more power](https://www.devclass.com/containers/2021/01/26/haproxy-ingress-controller-15-introduces-mtls-support-gives-load-balancing-experts-more-power/1619777) [MARKDOWN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Reviews the release of HAProxy Ingress Controller 1.5, highlighting security enhancements and client certificate verification support at the edge. Live Grounding validates that mTLS validation at the Ingress tier is a standard approach for offloading TLS termination from microservices while meeting zero-trust design requirements.
   - **(2020)** [opensource.com: Why I use Ingress Controllers to expose Kubernetes services](https://opensource.com/article/20/8/ingress-controllers-kubernetes) [MARKDOWN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Argues the architectural benefits of utilizing an Ingress Controller for consolidated traffic entry rather than creating expensive cloud-provider LoadBalancer resources for every single microservice. Live Grounding confirms that using dynamic, routing-table based Ingress Controllers represents the standard cost-optimization strategy in enterprise cloud clusters.
@@ -601,6 +272,9 @@
 
   - **(2020)** [==kubernetes.io: Scaling Kubernetes Networking With EndpointSlices==](https://kubernetes.io/blog/2020/09/02/scaling-kubernetes-networking-with-endpointslices) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Explains how the EndpointSlices API addresses the scalability issues of traditional Endpoints resources. Avoids sending large network update payloads across all cluster nodes by grouping endpoints. Live Grounding shows that EndpointSlices are crucial in large clusters with thousands of pods, keeping control plane traffic minimal.
   - **(2021)** [**blog.cloudflare.com: Moving k8s communication to gRPC**](https://blog.cloudflare.com/moving-k8s-communication-to-grpc) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An insightful case study detailing Cloudflare's transition of internal microservices and Kubernetes cluster control-plane communications from traditional REST/JSON endpoints to high-performance gRPC over HTTP/2. Live Grounding shows that adopting gRPC significantly reduces CPU utilization and network latency across high-throughput distributed architectures.
+#### Security and Hardening
+
+  - **(2020)** [**blog.nody.cc: Verify your Kubernetes Cluster Network Policies: From Faith to Proof**](https://blog.nody.cc/posts/2020-06-kubernetes-network-policy-verification) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Focuses on validating network security policies using automated policy-verification and security-testing tools instead of assuming they work. Explains techniques for writing reliable assertions for ingress and egress rules. Live Grounding notes that modern 2026 enterprise teams actively integrate policy checkers (such as Sonobuoy, Cilium Hubble, or OPA) into CI/CD pipelines.
 ### Load Balancing (1)
 
 #### Performance and Tuning (1)
@@ -608,5 +282,7 @@
   - **(2023)** [==learnk8s.io: Load balancing and scaling long-lived connections in Kubernetes 🌟🌟🌟==](https://learnkube.com/kubernetes-long-lived-connections) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An exceptional, highly-detailed exploration of how Kubernetes handles long-lived connections such as gRPC, HTTP/2, and WebSockets. Analyzes why standard iptables-based kube-proxy L4 load balancing fails to distribute traffic evenly, causing backend starvation. Live Grounding highlights that resolving these issues requires client-side load balancing, proxy-assisted gRPC routing, or active connection-termination intervals.
 
 ---
-πŸ’‘ **Explore Related:** [Cloudflare](./cloudflare.md) | [Web Servers](./web-servers.md) | [Caching](./caching.md)
+πŸ’‘ **Explore Related:** [Cloudflare](./cloudflare.md) | [Servicemesh](./servicemesh.md) | [Web Servers](./web-servers.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/kubernetes-on-premise.md b/v2-docs/kubernetes-on-premise.md
index 717c262c..2b5ef90a 100644
--- a/v2-docs/kubernetes-on-premise.md
+++ b/v2-docs/kubernetes-on-premise.md
@@ -11,98 +11,14 @@
 1. [Application Delivery](#application-delivery)
   - [Developer Platforms](#developer-platforms)
     - [VMware Tanzu](#vmware-tanzu)
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [Databases](#databases)
-  - [Kubernetes Operators](#kubernetes-operators)
-    - [VMware Tanzu](#vmware-tanzu-1)
-1. [Delivery](#delivery)
-  - [Air-Gapped Deployments](#air-gapped-deployments)
-    - [Zero Trust](#zero-trust)
-1. [Education](#education)
-  - [Kubernetes](#kubernetes)
-    - [Training](#training)
 1. [Infrastructure](#infrastructure)
-  - [AI and GPU Computing](#ai-and-gpu-computing)
-    - [VMware Tanzu](#vmware-tanzu-2)
-  - [Bare Metal](#bare-metal)
-    - [Cluster API](#cluster-api)
-  - [Cluster Management](#cluster-management)
-    - [Cluster API](#cluster-api-1)
-    - [Cluster API Providers](#cluster-api-providers)
-    - [GitOps](#gitops)
-  - [Cluster Provisioning](#cluster-provisioning)
-    - [Bare Metal](#bare-metal-1)
-    - [Legacy Tooling](#legacy-tooling)
   - [Container Runtimes](#container-runtimes)
     - [Sandboxing](#sandboxing)
   - [Kubernetes Distributions](#kubernetes-distributions)
-    - [Custom Installers](#custom-installers)
     - [Edge and IoT](#edge-and-iot)
-    - [Enterprise Distributions](#enterprise-distributions)
-    - [Market Landscapes](#market-landscapes)
-    - [Selection Criteria](#selection-criteria)
-  - [Training and Enablement](#training-and-enablement)
-    - [Educational Content](#educational-content)
-    - [Interactive Labs](#interactive-labs)
-  - [Virtualization](#virtualization)
-    - [VMware Tanzu](#vmware-tanzu-3)
-1. [Kubernetes Platforms](#kubernetes-platforms)
-  - [Mirantis](#mirantis)
-    - [Enterprise](#enterprise)
-  - [Rancher](#rancher)
-    - [Multi-Cluster](#multi-cluster)
-  - [Red Hat OpenShift](#red-hat-openshift)
-    - [Enterprise](#enterprise-1)
 1. [Networking](#networking)
-  - [CNI Plugins](#cni-plugins)
-    - [Overlay Networks](#overlay-networks)
   - [Service Mesh](#service-mesh)
-    - [VMware Tanzu](#vmware-tanzu-4)
-1. [Observability](#observability)
-  - [Dashboards](#dashboards)
-    - [Developer Tooling](#developer-tooling)
-1. [Provisioning](#provisioning)
-  - [Ansible](#ansible)
-    - [Advanced Infrastructure](#advanced-infrastructure)
-    - [Development Environments](#development-environments)
-    - [Enterprise Playbooks](#enterprise-playbooks)
-    - [Guides](#guides)
-    - [Media](#media)
-    - [Roles](#roles)
-    - [Virtualization](#virtualization-1)
-  - [Bare Metal](#bare-metal-2)
-    - [Comparison](#comparison)
-    - [Scale Stories](#scale-stories)
-    - [Strategy](#strategy)
-  - [Bootstrapping](#bootstrapping)
-    - [AWS](#aws)
-    - [Azure](#azure)
-    - [Container Runtimes](#container-runtimes-1)
-    - [Core Engine](#core-engine)
-    - [Guides](#guides-1)
-    - [Learning](#learning)
-    - [Ubuntu](#ubuntu)
-    - [VirtualBox](#virtualbox)
-  - [Declarative Infrastructure](#declarative-infrastructure)
-    - [Articles](#articles)
-    - [Core Engine](#core-engine-1)
-  - [Deployment Tools](#deployment-tools)
-    - [AWS](#aws-1)
-    - [Comparison](#comparison-1)
-    - [Security](#security)
-    - [Ubuntu Stack](#ubuntu-stack)
-  - [GitOps](#gitops-1)
-    - [Legacy Tools](#legacy-tools)
-  - [Infrastructure-as-Code](#infrastructure-as-code)
-    - [Exoscale](#exoscale)
-1. [Security](#security-1)
-  - [Compliance](#compliance)
-    - [Vulnerability Management](#vulnerability-management)
-1. [Storage](#storage)
-  - [Stateful Applications](#stateful-applications)
-    - [Legacy Tooling](#legacy-tooling-1)
+    - [VMware Tanzu](#vmware-tanzu-1)
 
 ## Application Delivery
 
@@ -111,94 +27,8 @@
 #### VMware Tanzu
 
   - **(2022)** [zdnet.com: VMware brings Tanzu Application Platform into GA to ease Kubernetes adoption](https://www.zdnet.com/article/vmware-brings-tanzu-application-platform-into-ga-to-ease-kubernetes-adoption) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” News of VMware's general availability announcement of Tanzu Application Platform (TAP). TAP serves as an enterprise-grade PaaS (Platform-as-a-Service) overlay on Kubernetes, packaging cloud-native buildpacks, API portals, Cartographer supply chains, and security scanning tools to deliver a streamlined developer experience.
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [wecloudpro.com: Deploy HA kubernetes cluster in AWS in less than 5 minutes](https://wecloudpro.com/2020/01/13/kube-autp-aws.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wecloudpro.com in the Kubernetes Tools ecosystem.
-  - [blog.kubecost.com: Kubernetes kOps: Step-By-Step Example & Alternatives](https://blog.kubecost.com/blog/kubernetes-kops)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.kubecost.com: Kubernetes kOps: Step-By-Step Example & Alternatives in the Kubernetes Tools ecosystem.
-  - [imsundeep8.medium.com: Deploy Production-grade Kubernetes Cluster using' kOps on Amazon Cloud (AWS)](https://imsundeep8.medium.com/deploy-production-grade-kubernetes-cluster-using-kops-on-amazon-cloud-aws-abc79f46aa32)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering imsundeep8.medium.com: Deploy Production-grade Kubernetes Cluster using' kOps on Amazon Cloud (AWS) in the Kubernetes Tools ecosystem.
-  - [medium.com: **Demystifying High Availability in Kubernetes Using Kubeadm**](https://medium.com/velotio-perspectives/demystifying-high-availability-in-kubernetes-using-kubeadm-3d83ed8c458b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: **Demystifying High Availability in Kubernetes Using Kubeadm** in the Kubernetes Tools ecosystem.
-  - [blog.tobias-huebner.org: Low-budget self-hosted Kubernetes 🌟](https://blog.tobias-huebner.org/low-budget-kubernetes-self-hosted-series)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.tobias-huebner.org: Low-budget self-hosted Kubernetes 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/@ZiXianZeroX: Setting Up an On-premise Kubernetes Cluster from' Scratch](https://medium.com/@ZiXianZeroX/setting-up-an-on-premise-kubernetes-cluster-from-scratch-8e3a6b415387)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@ZiXianZeroX: Setting Up an On-premise Kubernetes Cluster from' Scratch in the Kubernetes Tools ecosystem.
-  - [faun.pub: Configuring HA Kubernetes cluster on bare metal servers with kubeadm.' 1/3](https://faun.pub/configuring-ha-kubernetes-cluster-on-bare-metal-servers-with-kubeadm-1-2-1e79f0f7857b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Configuring HA Kubernetes cluster on bare metal servers with kubeadm.' 1/3 in the Kubernetes Tools ecosystem.
-  - [blog.learncodeonline.in: Kubernetes Cluster Deployment on CentOS Linux](https://blog.learncodeonline.in/kubernetes-cluster-deployment-on-centos-linux)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.learncodeonline.in: Kubernetes Cluster Deployment on CentOS Linux in the Kubernetes Tools ecosystem.
-  - [medium.com/@benjaminacar.private: A Comprehensive Guide to Setup a New K8s' Cluster](https://medium.com/@benjaminacar.private/a-comprehensive-guide-to-setup-a-new-k8s-cluster-4b88e6f021bc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@benjaminacar.private: A Comprehensive Guide to Setup a New K8s' Cluster in the Kubernetes Tools ecosystem.
-  - [itwonderlab.com: Kubernetes Cluster using Vagrant and Ansible with Containerd' (in 3 minutes) 🌟](https://www.itwonderlab.com/en/ansible-kubernetes-vagrant-tutorial)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering itwonderlab.com: Kubernetes Cluster using Vagrant and Ansible with Containerd' (in 3 minutes) 🌟 in the Kubernetes Tools ecosystem.
-  - [napo.io: Kubernetes The (real) Hard Way on AWS](https://napo.io/posts/kubernetes-the-real-hard-way-on-aws)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering napo.io: Kubernetes The (real) Hard Way on AWS in the Kubernetes Tools ecosystem.
-  - [napo.io: Terraform Kubernetes Multi-Cloud (ACK, AKS, DOK, EKS, GKE, OKE)](https://napo.io/posts/terraform-kubernetes-multi-cloud-ack-aks-dok-eks-gke-oke)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering napo.io: Terraform Kubernetes Multi-Cloud (ACK, AKS, DOK, EKS, GKE, OKE) in the Kubernetes Tools ecosystem.
-  - [medium: Upgrading Kubernetes The Hard Way](https://medium.com/nordcloud-engineering/upgrading-kubernetes-the-hard-way-ac533cfb4ff2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Upgrading Kubernetes The Hard Way in the Kubernetes Tools ecosystem.
-  - [medium: Kubernetes the hard way on Docker](https://medium.com/@brightzheng100/kubernetes-the-hard-way-on-docker-f512bae734af)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes the hard way on Docker in the Kubernetes Tools ecosystem.
-  - [medium.com/@norlin.t: Kubernetes the hard (illumos) way](https://medium.com/@norlin.t/kubernetes-the-hard-illumos-way-c4b45a080bac)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@norlin.t: Kubernetes the hard (illumos) way in the Kubernetes Tools ecosystem.
-  - [medium.com/@norlin.t: Kubernetes the hard (illumos) way, last part](https://medium.com/@norlin.t/kubernetes-the-hard-illumos-way-last-part-c68ca71bc2ce)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@norlin.t: Kubernetes the hard (illumos) way, last part in the Kubernetes Tools ecosystem.
-  - [medium: ClusterOps: 1-Line Commit to Upgrade Your Kubernetes Clusters 🌟](https://medium.com/swlh/clusterops-1-line-commit-to-upgrade-your-kubernetes-clusters-de3548124d04)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: ClusterOps: 1-Line Commit to Upgrade Your Kubernetes Clusters 🌟 in the Kubernetes Tools ecosystem.
-  - [cncf.io webinar: Deploying Kubernetes to bare metal using cluster API](https://www.cncf.io/webinars/deploying-kubernetes-to-bare-metal-using-cluster-api)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io webinar: Deploying Kubernetes to bare metal using cluster API in the Kubernetes Tools ecosystem.
-  - [cncf.io: Kubernetes Cluster API reaches production readiness with version' 1.0](https://www.cncf.io/blog/2021/10/06/kubernetes-cluster-api-reaches-production-readiness-with-version-1-0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Kubernetes Cluster API reaches production readiness with version' 1.0 in the Kubernetes Tools ecosystem.
-  - [cloudsavvyit.com: How to run your own kubernetes cluster with Microk8s](https://www.cloudsavvyit.com/13024/how-to-run-your-own-kubernetes-cluster-with-microk8s)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: How to run your own kubernetes cluster with Microk8s in the Kubernetes Tools ecosystem.
-  - [kubedex.com: Kubernetes Operating Systems 🌟](https://kubedex.com/kubernetes-operating-systems)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kubedex.com: Kubernetes Operating Systems 🌟 in the Kubernetes Tools ecosystem.
-  - [baeldung.com: Lightweight Kubernetes Distributions](https://www.baeldung.com/ops/kubernetes-lightweight-distributions)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering baeldung.com: Lightweight Kubernetes Distributions in the Kubernetes Tools ecosystem.
-  - [**VMware Kubernetes Tanzu**](https://cloud.vmware.com/tanzu)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering **VMware Kubernetes Tanzu** in the Kubernetes Tools ecosystem.
-  - [wecloudpro.com: VMware Tanzu Community Edition 🌟](https://www.wecloudpro.com/2021/11/13/Tanzu-Community-Edition.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wecloudpro.com: VMware Tanzu Community Edition 🌟 in the Kubernetes Tools ecosystem.
-  - [Pharos 🌟](https://k8spharos.dev)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Pharos 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: K0s Supports Kubernetes 1.22](https://medium.com/k0sproject/k0s-supports-kubernetes-1-22-a498e41bf5af)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: K0s Supports Kubernetes 1.22 in the Kubernetes Tools ecosystem.
-  - [medium: k0s Ready for Production](https://medium.com/k0sproject/k0s-ready-for-production-20255c4b0791)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: k0s Ready for Production in the Kubernetes Tools ecosystem.
-  - [medium: k0s Optimizes Start Time, Adds Cluster Level Backup/Restore and' More](https://medium.com/k0sproject/k0s-optimizes-start-time-adds-cluster-level-backup-restore-and-more-8ffef894a1ae)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: k0s Optimizes Start Time, Adds Cluster Level Backup/Restore and' More in the Kubernetes Tools ecosystem.
-## Databases
-
-### Kubernetes Operators
-
-#### VMware Tanzu (1)
-
-  - **(2020)** [tanzu.vmware.com: VMware Tanzu SQL: MySQL at Scale Made Easy for Kubernetes](https://blogs.vmware.com/tanzu/vmware-tanzu-sql-mysql-at-scale-kubernetes) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Tanzu SQL provides a robust, operator-driven solution for provisioning and operating MySQL databases within Kubernetes clusters. It automates common lifecycle events such as data replication, high availability clustering, automatic backups, and critical security patching.
-## Delivery
-
-### Air-Gapped Deployments
-
-#### Zero Trust
-
-  - **(2026)** [==defenseunicorns/zarf==](https://github.com/zarf-dev/zarf) ⭐ 1925  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A highly resilient developer tool designed by Defense Unicorns to package, deploy, and manage Kubernetes clusters and cloud-native applications in strictly air-gapped, offline, or secure zero-trust environments. Zarf bundles container registries, Helm charts, binary dependencies, and configurations into a single cryptographically signed archive file, completely removing internet reliance.
-## Education
-
-### Kubernetes
-
-#### Training
-
-  - **(2020)** [tanzu.vmware.com: Introducing KubeAcademy Pro: In-Depth Kubernetes Training, Totally Free](https://blogs.vmware.com/tanzu/introducing-kubeacademy-pro-in-depth-kubernetes-training-totally-free)  [COMMUNITY-TOOL] β€” KubeAcademy by VMware provides modular education resources and deep-dive technical courses targeting Kubernetes administrators and application developers. It focuses on practical application scaling, cluster security, debugging, and continuous integration concepts.
 ## Infrastructure
 
-### AI and GPU Computing
-
-#### VMware Tanzu (2)
-
-  - **(2022)** [dev.to/saintdle: Deploying Nvidia GPU enabled Tanzu Kubernetes Clusters](https://dev.to/saintdle/deploying-nvidia-gpu-enabled-tanzu-kubernetes-clusters-40ma) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A detailed engineering walkthrough detailing the enablement of Nvidia GPU acceleration within guest Tanzu Kubernetes Grid (TKG) clusters on vSphere. Covers vGPU profiles, driver configuration, and assigning hardware-accelerated nodes to support AI/ML and deep learning workloads.
-### Bare Metal
-
-#### Cluster API
-
-  - **(2021)** [thenewstack.io: Provision Bare-Metal Kubernetes with the Cluster API](https://thenewstack.io/provision-bare-metal-kubernetes-with-the-cluster-api) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep dive into utilizing Cluster API for declarative provisioning on physical hardware. The guide details how Cluster API Provider BYOH (Bring Your Own Host) and Metal3 bridge the gap between bare-metal lifecycle management and cloud-like declarative workflows, orchestrating native bare-metal nodes through Kubernetes CRDs.
-### Cluster Management
-
-#### Cluster API (1)
-
-  - **(2021)** [==github.com: Cluster API Helm Chart==](https://github.com/kgamanji/cluster-api-helm-chart) ⭐ 58  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A community-driven Helm chart designed to package and deploy Cluster API (CAPI) resources and operators inside a management cluster. While it simplified CAPI components deployment via traditional Helm CI/CD pipelines, current production standards in 2026 have shifted entirely to official declarative setups via clusterctl or native GitOps operators, rendering this chart obsolete.
-  - **(2021)** [thenewstack.io: Cluster API Offers a Way to Manage Multiple Kubernetes Deployments](https://thenewstack.io/cluster-api-offers-a-way-to-manage-multiple-kubernetes-deployments)  [COMMUNITY-TOOL] β€” An introductory technical overview of the Kubernetes Cluster API (CAPI) subproject. The article clarifies how CAPI leverages the Kubernetes operator pattern to deliver declarative, API-driven cluster creation, configuration, and management across heterogeneous cloud providers, establishing a unified control plane for multi-cluster operations.
-#### Cluster API Providers
-
-  - **(2023)** [==weaveworks/cluster-api-provider-existinginfra==](https://github.com/weaveworks/cluster-api-provider-existinginfra) ⭐ 45  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” Formerly known as CAPE, this Cluster API provider enabled declarative cluster bootstrap over pre-existing SSH-accessible infrastructure (bare-metal or legacy virtual machines). Following the shutdown of Weaveworks in 2024, the project was officially archived, yet it continues to serve as an engineering reference for building custom SSH-driven infrastructure control loops.
-#### GitOps
-
-  - **(2021)** [weave.works: Manage Thousands of Clusters with GitOps and the Cluster API](https://www.weave.works/blog/manage-thousands-of-clusters-with-gitops-and-the-cluster-api) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An architectural guide exploring the intersection of Cluster API (CAPI) and GitOps (specifically Flux) to manage fleet-scale Kubernetes deployments. It outlines the declaration of tenant clusters as custom resources (CRDs) in a management cluster, enabling automated multi-cluster life cycle control. Following Weaveworks' exit in 2024, this approach remains standard, but is now realized using CNCF Flux and native CAPI providers.
-  - **(2021)** [piotrminkowski.com: Create and Manage Kubernetes Clusters with Cluster API and ArgoCD](https://piotrminkowski.com/2021/12/03/create-kubernetes-clusters-with-cluster-api-and-argocd)  [COMMUNITY-TOOL] β€” A comprehensive technical guide showcasing the integration of Cluster API and ArgoCD to manage the infrastructure lifecycle through a GitOps model. The author demonstrates declarative target cluster definitions stored in Git, allowing ArgoCD to reconcile and trigger Cluster API operators on a management cluster for automated target cluster deployments.
-### Cluster Provisioning
-
-#### Bare Metal (1)
-
-  - **(2026)** [==poseidon/typhoon==](https://github.com/poseidon/typhoon) ⭐ 2044  [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Typhoon is a minimalist, secure, and performant bare-metal and multi-cloud Kubernetes distribution built entirely with Terraform. It bootstraps standard, upstream CNCF-compliant Kubernetes onto Flatcar Container Linux (and historically CoreOS), providing an excellent reference model for git-driven infrastructure without vendor lock-in.
-#### Legacy Tooling
-
-  - **(2021)** [==**k8s-tew**==](https://github.com/darxkies/k8s-tew) ⭐ 311  [SHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” "Kubernetes The Easy Way" (k8s-tew) was a shell wrapper and declarative configuration tool designed to bypass the complex manual configuration steps associated with bootstrapping clusters via kubeadm. With the mature advancement of declarative Cluster API patterns and standard distribution installers, this repository is now obsolete and serves only historical reference value.
 ### Container Runtimes
 
 #### Sandboxing
@@ -206,190 +36,22 @@
   - **(2021)** [==Kata Containers on MicroK8s==](https://github.com/didier-durand/microk8s-kata-containers) ⭐ 34  [SHELL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A community repository providing integration instructions and configurations to run Kata Containers within a Canonical MicroK8s environment. This architecture allows security teams to deploy hardware-isolated, hypervisor-sandboxed container runtimes (using QEMU or Cloud Hypervisor) inside lightweight local clusters, resolving tenant isolation concerns in multi-tenant environments.
 ### Kubernetes Distributions
 
-#### Custom Installers
-
-  - **(2026)** [kurl.sh](https://kurl.sh) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An open-source online utility and framework designed to construct custom, production-ready, air-gapped Kubernetes distribution installers. Replicated/kurl aggregates chosen components (like CNIs, storage, and registries) into a single bash-driven installer script to facilitate simple downstream application deliveries.
 #### Edge and IoT
 
   - **(2026)** [==K0s - Zero Friction Kubernetes==](https://github.com/k0sproject/k0s) ⭐ 6239  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official open-source repository for the k0s Kubernetes distribution. Features active enterprise-grade developer tracks, offering built-in advanced networking plugins (Calico CNI, Kube-router), support for virtualized control planes, and automated bootstrapping tools without external dependencies.
   - **(2023)** [==xiaods/k8e==](https://github.com/xiaods/k8e) ⭐ 449  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A lightweight Kubernetes distribution (k8e, standing for "k8s easy") modeled after K3s but strictly adhering to standard upstream components. It is tailored for low-resource edge architectures, CI environments, and hobbyist networks requiring low memory profiles and simple setups.
   - **(2026)** [**Microk8s**](https://canonical.com/microk8s) [GO CONTENT]  [COMMUNITY-TOOL] β€” Canonical's lightweight, zero-ops Kubernetes distribution designed for developers, IoT devices, and edge computing. MicroK8s is packaged as a single snap package with automatic updates, high-availability clustering, and a modular architecture that supports one-click deployment of common add-ons like Istio, Knative, and GPU acceleration.
   - **(2026)** [k0s](https://k0sproject.io) [GO CONTENT]  [COMMUNITY-TOOL] β€” Mirantis' zero-friction, single-binary Kubernetes distribution. Designed to operate across any cloud, hybrid, or edge infrastructure, k0s packages all control plane and node dependencies in a single executable, drastically simplifying lifecycle maintenance, upgrading, and operational footprint.
-  - **(2020)** [thenewstack.io: Deploy Microk8s and the Kubernetes Dashboard for K8s Development](https://thenewstack.io/deploy-microk8s-and-the-kubernetes-dashboard-for-k8s-development)  [COMMUNITY-TOOL] β€” A practical tutorial covering the setup of Canonical's MicroK8s on local environments coupled with the enablement of the official Kubernetes Web UI (Dashboard). The guide details how MicroK8s' single-command add-on framework simplifies cluster observability and bootstrapping for developers.
-  - **(2020)** [thenewstack.io: Deploy a Kubernetes Cluster on Ubuntu Server with Microk8s](https://thenewstack.io/deploy-a-kubernetes-cluster-on-ubuntu-server-with-microk8s)  [COMMUNITY-TOOL] β€” A step-by-step guide outlining how to install, configure, and scale MicroK8s on an Ubuntu Server environment. It demonstrates the simplicity of setting up multi-node local clusters with high availability (dqlite-backed control planes) using snap commands.
-  - **(2020)** [infoq.com: Mirantis Announces k0s, a New Kubernetes Distribution](https://www.infoq.com/news/2020/12/k0s-kubernetes-distribution)  [COMMUNITY-TOOL] β€” A retrospective announcement of Mirantis' launch of k0s. Highlighted its zero-friction approach, multi-master architectural patterns with a decentralized control plane, and its capability to run isolated control planes separate from application workload nodes.
-#### Enterprise Distributions
-
-  - **(2026)** [OKD](https://okd.io) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The community-backed, open-source upstream counterpart to Red Hat OpenShift. OKD integrates Kubernetes with core Linux container tools (like Fedora CoreOS) to offer a complete self-managing, multi-tenant container platform designed for declarative applications, CI/CD, and simplified enterprise operations.
-#### Market Landscapes
-
-  - **(2022)** [infoworld.com: 6 Kubernetes distributions leading the container revolution](https://www.infoworld.com/article/2266054/6-kubernetes-distributions-leading-the-container-revolution.html)  [COMMUNITY-TOOL] β€” A comparative market overview focusing on major commercial Kubernetes platforms driving enterprise cloud-native architecture. Evaluates core features of Red Hat OpenShift, VMware Tanzu Grid, Rancher Kubernetes Engine (RKE), Mirantis Kubernetes Engine, Docker Enterprise, and Canonical Kubernetes, contrasting their operational models and target markets.
-#### Selection Criteria
-
-  - **(2021)** [acloudguru.com: Which Kubernetes distribution is right for you?](https://www.pluralsight.com/resources/blog/cloud/which-kubernetes-distribution-is-right-for-you)  [COMMUNITY-TOOL] β€” An analytical guide comparing various Kubernetes distributions (including EKS, GKE, AKS, OpenShift, Rancher, and lightweight distributions like K3s) based on business needs, deployment environments, operational overhead, and budget. It guides enterprise architects in matching target environments with appropriate vendor or vanilla offerings.
-### Training and Enablement
-
-#### Educational Content
-
-  - **(2024)** [kube.academy/pro 🌟](https://kube.academy/pro)  [COMMUNITY-TOOL] β€” A premier education and certification program developed by VMware Tanzu focusing on core Kubernetes principles, multi-cluster management, networking, and security. Curated for intermediate and advanced engineers, offering deep technical tracks and real-world architectures.
-#### Interactive Labs
-
-  - **(2026)** [VMware hands-on Labs 🌟](https://labs.hol.vmware.com/HOL)  [COMMUNITY-TOOL] β€” A highly rated, free cloud-based interactive training platform provided by Broadcom/VMware. It allows platform engineers and administrators to gain hands-on operational experience with VMware Tanzu, vSphere with Kubernetes, NSX-T, and modern multicloud management tools without needing local hardware.
-### Virtualization
-
-#### VMware Tanzu (3)
-
-  - **(2020)** [**VMware vSphere 7 with Kubernetes** - Project Pacific](https://www.vmware.com/products/cloud-infrastructure/vsphere) [PROPRIETARY CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A transformative enterprise initiative (Project Pacific) that embedded native Kubernetes capabilities directly into the ESXi hypervisor. vSphere with Tanzu enables virtualization administrators to manage VMs and native Tanzu Kubernetes Grid (TKG) guest clusters inside a single vSphere Client interface, converging IT operations.
-  - **(2020)** [cormachogan.com: A first look at vSphere with Kubernetes in action](https://cormachogan.com/2020/04/01/a-first-look-at-vsphere-with-kubernetes-in-action)  [COMMUNITY-TOOL] β€” A hands-on architectural exploration of the early vSphere with Kubernetes implementation. The post walks through supervisor cluster enablement, native vSphere Pods execution, storage class integration with VMware CNS (Cloud Native Storage), and basic network policies.
-  - **(2020)** [cormachogan.com: Building a TKG Cluster in vSphere with Kubernetes](https://cormachogan.com/2020/04/07/building-a-tkg-guest-cluster-in-vsphere-with-kubernetes)  [COMMUNITY-TOOL] β€” A deep technical guide demonstrating how to declare and bootstrap Tanzu Kubernetes Grid (TKG) workload clusters (guest clusters) inside a vSphere supervisor cluster. Explains the underlying declarative custom resource definition (CRD) configurations matching Cluster API mechanics.
-## Kubernetes Platforms
-
-### Mirantis
-
-#### Enterprise
-
-  - **(2020)** [Mirantis Docker Enterprise 3.1+ with Kubernetes](https://www.mirantis.com/software/mirantis-kubernetes-engine) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Formerly Docker Enterprise, Mirantis Kubernetes Engine (MKE) provides enterprise-ready cluster deployment capabilities utilizing either Kubernetes or Swarm orchestrators. It features integrated identity management, safe private image registries, and granular role-based security tooling.
-### Rancher
-
-#### Multi-Cluster
-
-  - **(2026)** [Rancher: Enterprise management for Kubernetes](https://nubenetes.com/rancher) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Rancher is a unified platform for managing multi-cluster, heterogeneous Kubernetes deployments across diverse cloud providers and bare metal hosts. It simplifies operational management by providing centralized authentication, unified RBAC access, structured audit logs, and simplified Helm catalog deployments.
-### Red Hat OpenShift
-
-#### Enterprise (1)
-
-  - **(2026)** [Openshift Container Platform](https://nubenetes.com/openshift) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Red Hat OpenShift is a premier enterprise-grade hybrid cloud Kubernetes application platform. It adds out-of-the-box developer tooling, integrated security standards, cluster virtualization, internal registry configurations, and Operator-based life cycle management directly over raw Kubernetes.
 ## Networking
 
-### CNI Plugins
-
-#### Overlay Networks
-
-  - **(2024)** [==github: Weave Net - Weaving Containers into Applications==](https://github.com/weaveworks/weave) ⭐ 6612  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” Weave Net is a widely adopted container CNI plugin that creates an autonomous peer-to-peer overlay network with no external database requirements. The repository was archived by Weaveworks in 2024, prompting enterprise engineering teams to migrate to active, high-performance CNIs like Cilium (eBPF-driven) or Calico.
 ### Service Mesh
 
-#### VMware Tanzu (4)
+#### VMware Tanzu (1)
 
   - **(2020)** [blogs.vmware.com: VMware Tanzu Service Mesh, built on VMware NSX is Now Available!](https://blogs.vmware.com/networkvirtualization/2020/03/vmware-tanzu-service-mesh-built-on-vmware-nsx-is-now-available.html) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Announcement of VMware Tanzu Service Mesh (TSM), an Istio-based commercial service mesh integrated with VMware NSX. TSM delivers end-to-end traffic management, zero-trust security policies, cross-cluster connectivity, and deep API observability across hybrid and multi-cloud Kubernetes deployments.
-## Observability
-
-### Dashboards
-
-#### Developer Tooling
-
-  - **(2023)** [==vmware-tanzu/octant==](https://github.com/vmware-archive/octant) ⭐ 6247  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” Octant was an open-source, extensible developer dashboard designed to visualize local and remote Kubernetes cluster states, resource dependencies, and logs. Project development was officially archived in 2023 as developers shifted to other open-source or commercial alternatives like Lens, OpenLens, and K9s.
-## Provisioning
-
-### Ansible
-
-#### Advanced Infrastructure
-
-  - **(2024)** [==krd==](https://github.com/electrocucaracha/krd) ⭐ 40  [SHELL/ANSIBLE CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The Kubernetes Reference Deployment (KRD) leverages Ansible playbooks and shell scripts to automate multi-node cluster provisioning with advanced network architectures, hardware acceleration (SR-IOV), nested VM hypervisors, and distributed storage engines.
-#### Development Environments
-
-  - **(2024)** [==github.com/bluxmit: Kubespray Workspace==](https://github.com/bluxmit/alnoda-workspaces) ⭐ 1361  [DOCKER/SHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A containerized development sandbox and workspace designed to streamline the execution of Kubespray and Ansible playbooks, ensuring dependency insulation and tool consistency across local machine environments.
-#### Enterprise Playbooks
-
-  - **(2026)** [==**Kubespray**==](https://github.com/kubernetes-sigs/kubespray) ⭐ 18556  [PYTHON/ANSIBLE CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The industry standard Ansible automation framework for deploying enterprise-ready, production-grade clusters. Combining Kubeadm with highly flexible, battle-tested playbooks, it handles network policy deployment (CNIs like Calico/Cilium), storage classes, node lifecycle operations, and multi-distribution OS configurations.
-#### Guides
-
-  - **(2021)** [adamtheautomator.com/kubespray: Conquer Kubernetes Clusters with Ansible Kubespray](https://adamtheautomator.com/kubespray)  [COMMUNITY-TOOL] β€” A practical troubleshooting handbook detailing how to configure Ansible inventories, override default deployment parameters, and run Kubespray deployment playbooks successfully against physical or virtual hosts.
-  - **(2020)** [redhat.com: An introduction to Kubespray](https://www.redhat.com/en/blog/kubespray-deploy-kubernetes)  [COMMUNITY-TOOL] β€” An introductory Red Hat guide summarizing how Kubespray leverages Ansible to abstract system-level provisioning tasks, allowing teams to declare cluster configurations and scaling strategies across mixed on-premises and multi-cloud environments.
-#### Media
-
-  - **(2020)** [youtube: OpenShift Commons En Vivo - KubeInit con Maria Bracho, Scott McCarty, and Carlos Camacho (Red Hat, Spanish) 🌟](https://www.youtube.com/watch?v=9_6H7Ahsdm4&ab_channel=OpenShift) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” A video presentation detailing the internal architecture of KubeInit. Red Hat engineers demonstrate dynamic provisioning of nested virtual environments to accelerate local sandbox deployments of enterprise OpenShift platforms.
-#### Roles
-
-  - **(2026)** [==Ansible Role - Kubernetes (Jeff Geerling)==](https://github.com/geerlingguy/ansible-role-kubernetes) ⭐ 626  [YAML CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Jeff Geerling's highly popular, community-standard Ansible role designed to automate core system dependencies, swap disabling, package installations, and initial Kubeadm commands on Debian and RedHat distributions, simplifying playbooks deployment.
-#### Virtualization (1)
-
-  - **(2026)** [==Kubeinit 🌟==](https://github.com/kubeinit/kubeinit) ⭐ 222  [PYTHON/ANSIBLE CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” Curator Insight vs Live Grounding: Kubeinit was designed as an Ansible automation tool to deploy Kubernetes, OKD, or OpenShift on VMs using libvirt/KVM. Live telemetry shows this repository has moved to legacy status with zero recent commits, reflecting a shift toward Cluster API providers for virtualization.
-### Bare Metal (2)
-
-#### Comparison
-
-  - **(2020)** [thenewstack.io: Kubernetes on Bare Metal vs. VMs: It’s Not Just Performance](https://thenewstack.io/kubernetes-on-bare-metal-vs-vms-its-not-just-performance)  [COMMUNITY-TOOL] β€” A comparative analysis dissecting the operational trade-offs of deploying Kubernetes directly on bare metal versus utilizing virtualized hypervisors. Outlines performance gains, networking simplicity, compute overhead, and isolation profiles that dictate platform selection.
-#### Scale Stories
-
-  - **(2020)** [linecorp.com: Building Large Kubernetes Clusters with **Caravan**](https://engineering.linecorp.com/en/blog/building-large-kubernetes-clusters) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An engineering blog post by Line Corporation detailing Caravan, their proprietary bare-metal bare-metal lifecycle orchestration tool. Covers bare-metal host discovery, automated OS deployments, and high-availability operations handling thousands of production nodes.
-#### Strategy
-
-  - **(2021)** [containerjournal.com: When Kubernetes-as-a-Service Doesn’t Cut It](https://cloudnativenow.com/features/when-kubernetes-as-a-service-doesnt-cut-it)  [COMMUNITY-TOOL] β€” Analyzes the operational and economic conditions where off-the-shelf Kubernetes-as-a-Service platforms fall short. Highlights constraints around custom hardware drivers, performance requirements, data sovereignty, and custom routing options that force organizations toward self-managed bare-metal solutions.
-  - **(2020)** [containerjournal.com: Deploying Kubernetes on Bare Metal](https://cloudnativenow.com/features/deploying-kubernetes-on-bare-metal)  [COMMUNITY-TOOL] β€” An architecture-level examination of building out Kubernetes clusters directly on raw physical hardware. Explores the complexities of dynamic volume provisioning, API load balancing, manual host bootstrapping, and CNI integration compared to cloud environments.
-### Bootstrapping
-
-#### AWS
-
-  - **(2022)** [==Kubernetes The Hard Way: AWS Edition==](https://github.com/prabhatsharma/kubernetes-the-hard-way-aws) ⭐ 668  [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An educational repository porting 'Kubernetes the Hard Way' directly onto AWS infrastructure. Step-by-step documentation on manually creating VPCs, Security Groups, EC2 nodes, and manually compiling and executing cluster daemons.
-#### Azure
-
-  - **(2021)** [Kubernetes the Hard Way: Azure Edition](https://github.com/carlosonunez/kubernetes-the-hard-way-on-azure) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A localized adaptation of 'Kubernetes the Hard Way' targeting Azure cloud services. Focuses on manual creation of Virtual Networks (VNets), Network Security Groups (NSGs), Azure load balancers, and systemd service profiles to build a transparent control plane.
-#### Container Runtimes (1)
-
-  - **(2021)** [thenewstack.io: How to Deploy Kubernetes with Kubeadm and containerd](https://thenewstack.io/how-to-deploy-kubernetes-with-kubeadm-and-containerd)  [COMMUNITY-TOOL] β€” A technical deployment guide focusing on initializing Kubeadm-driven clusters using containerd as the underlying Container Runtime Interface (CRI) instead of Docker. Explains config setup, namespace settings, and systemd integration.
-#### Core Engine
-
-  - **(2026)** [==Kubernetes Cluster with **Kubeadm**==](https://github.com/kubernetes/kubeadm) ⭐ 3981  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The standard bootstrapping engine for establishing conformant clusters, maintained by Kubernetes SIG-Cluster-Lifecycle. It abstracts certificate generation, etcd cluster building, and node onboarding into simplified `kubeadm init` and `kubeadm join` commands. It serves as the foundation for higher-level platform controllers.
-#### Guides (1)
-
-  - **(2021)** [mirantis.com: How to install Kubernetes with Kubeadm: A quick and dirty guide](https://www.mirantis.com/blog/how-install-kubernetes-kubeadm)  [COMMUNITY-TOOL] β€” Mirantis' architectural guide to installing Kubernetes utilizing Kubeadm. Outlines exact host configurations, networking kernel parameter modifications, and container runtime configs needed to establish a conformant control plane.
-  - **(2018)** [Setting Up a Kubernetes Cluster on Ubuntu 18.04](https://loves.cloud/setting-up-a-kubernetes-cluster-on-ubuntu-18-04)  [LEGACY] β€” An early tutorial detailing step-by-step master and worker initialization on legacy Ubuntu 18.04 using Kubeadm. Explains system preparation, Docker daemon runtime configuration, and initial CNI deployment steps.
-#### Learning
-
-  - **(2026)** [==**Kelsey Hightower: kubernetes the hard way**==](https://github.com/kelseyhightower/kubernetes-the-hard-way) ⭐ 48654  [MARKDOWN/SHELL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kelsey Hightower's legendary guide for bootstrapping highly available clusters manually without automated installers. It details SSL/TLS certificate generation, etcd cluster builds, and control plane daemon setup (kube-apiserver, kube-scheduler, etc.), representing the gold standard for understanding low-level Kubernetes engineering.
-#### Ubuntu
-
-  - **(2021)** [blog.radwell.codes: Provisioning Single-node Kubernetes Cluster using kubeadm on Ubuntu 20.04](https://blog.radwell.codes/2021/05/provisioning-single-node-kubernetes-cluster-using-kubeadm-on-ubuntu-20-04)  [COMMUNITY-TOOL] β€” A step-by-step workflow focused on configuring a single-node Kubernetes cluster on Ubuntu 20.04 using Kubeadm. Outlines how to untaint the control plane node to enable single-node scheduling for development and resource-constrained test beds.
-#### VirtualBox
-
-  - **(2020)** [kosyfrances.com: Using kubeadm to create a Kubernetes 1.20 cluster on VirtualBox with Ubuntu](https://kosyfrances.com/kubernetes-cluster)  [COMMUNITY-TOOL] β€” A step-by-step local sandboxing guide describing how to set up a multi-node Kubernetes 1.20 cluster on VirtualBox using Ubuntu and Kubeadm. Valuable for local learning, CNI testing, and running sandboxed environments.
-### Declarative Infrastructure
-
-#### Articles
-
-  - **(2020)** [itnext.io: Multi-Cloud and Multi-Cluster Declarative Kubernetes Cluster Creation and Management with Cluster API (CAPI β€” v1alpha3)](https://itnext.io/multi-cloud-and-multi-cluster-declarative-kubernetes-cluster-creation-and-management-with-cluster-6df8efdc2a89) [ADVANCED LEVEL]  [EMERGING] β€” A deep-dive technical article illustrating the design patterns behind Cluster API (CAPI v1alpha3) for multi-cloud and bare-metal cluster deployments. It details how CAPI separates infrastructure provisioning from cluster bootstrapping via clean Custom Resource Definitions.
-#### Core Engine (1)
-
-  - **(2026)** [ClusterAPI](https://cluster-api.sigs.k8s.io) [GO/MARKDOWN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The home page of Cluster API (CAPI), a Kubernetes SIG project that implements declarative API-driven cluster management. Utilizing custom controllers and CRDs, CAPI treats clusters, machines, and control planes as native Kubernetes resources, enabling unified multi-cloud infrastructure automation.
-### Deployment Tools
-
-#### AWS (1)
-
-  - **(2026)** [==GitHub: Kubernetes Cluster with Kops==](https://github.com/kubernetes/kops) ⭐ 16625  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kubernetes Operations (kops) is a production-grade orchestration tool designed to configure, scale, and manage highly available clusters on public cloud environments. Its declarative structure manages cloud instances, security groups, route tables, and internal etcd scaling configurations directly, primarily focusing on AWS.
-#### Comparison (1)
-
-  - **(2020)** [A Comparative Analysis of Kubernetes Deployment Tools: Kubespray, kops, and conjure-up](https://www.altoros.com/blog/404-page-doesnt-exist)  [COMMUNITY-TOOL] β€” Curator Insight vs Live Grounding: Originally a comparative study contrasting Kubespray, Kops, and Conjure-up. Live check reveals the URL now returns a 404 error page. However, the historical significance of the comparison remains as a reference point for early multi-cloud orchestration methods.
-#### Security
-
-  - **(2020)** [blog.ivnilv.com: Rotating Kops Etcd Certificates](https://blog.ivnilv.com/posts/rotating-kops-etcd-certificates) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A technical troubleshooting guide mapping out the precise sequence required to rotate internal etcd client and peer certificates within a running, Kops-managed cluster. Addresses avoidance of control plane downtime and potential etcd split-brain scenarios during CA transitions.
-#### Ubuntu Stack
-
-  - **(2026)** [**Conjure up**](https://canonical.com/juju) [PYTHON CONTENT]  [LEGACY] β€” Curator Insight vs Live Grounding: Canonical's Conjure-up tool was originally developed to orchestrate Juju applications and configure Charmed Kubernetes dynamically. Live status confirms the tool is deprecated and retired, with Canonical directing teams to use direct Juju or MicroK8s setups.
-### GitOps (1)
-
-#### Legacy Tools
-
-  - **(2026)** [==Weave Kubernetes System Control - wksctl==](https://github.com/weaveworks/wksctl) ⭐ 389  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” Weaveworks' Weave Kubernetes System Control (wksctl) was a GitOps-based tool for cluster creation, configuring infrastructure directly from a declared state stored in git. Curator Insight vs Live Grounding: Following Weaveworks' operational shutdown, this tool has been archived and is considered historical legacy.
-### Infrastructure-as-Code
-
-#### Exoscale
-
-  - **(2020)** [Autoscalable Kubernetes cluster at Exoscale, using Packer and Terraform](https://github.com/PhilippeChepy/exoscale-kubernetes-crio) ⭐ 2  [HCL/PACKER CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An IaC blueprint using Packer and Terraform to deploy an auto-scaling cluster on Exoscale with CRI-O. Curator Insight vs Live Grounding: The repository is now inactive, but serves as a historical example of orchestrating custom cloud pools with native container engines.
-## Security (1)
-
-### Compliance
-
-#### Vulnerability Management
-
-  - **(2022)** [==MicroK8s & Kubernetes security benchmark from CIS==](https://github.com/didier-durand/microk8s-kube-bench) ⭐ 17  [SHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An open-source tool adapted from Aqua Security's kube-bench designed to validate Canonical MicroK8s clusters against the Center for Internet Security (CIS) Kubernetes Benchmark. It provides granular compliance auditing of control plane configurations, API security settings, and node compliance profiles directly inside lightweight development or edge clusters.
-## Storage
-
-### Stateful Applications
-
-#### Legacy Tooling (1)
-
-  - **(2019)** [Stateful Kubernetes-In-a-Box with Kontena Pharos](https://blog.purestorage.com/stateful-kubernetes-pure-service-orchestrator-kontena-pharos) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A technical blog post detailing stateful storage solutions in Kubernetes using Pure Service Orchestrator on Kontena Pharos, a lightweight enterprise distribution. With Kontena Pharos discontinued and Pure Storage workflows fully migrated to standard CSI plugins (like Portworx), this remains of historical interest only.
 
 ---
-πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Kubernetes Client Libraries](./kubernetes-client-libraries.md)
+πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Serverless](./serverless.md) | [Kubectl Commands](./kubectl-commands.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/kubernetes-operators-controllers.md b/v2-docs/kubernetes-operators-controllers.md
index d0165381..d540581c 100644
--- a/v2-docs/kubernetes-operators-controllers.md
+++ b/v2-docs/kubernetes-operators-controllers.md
@@ -8,314 +8,32 @@
 
 ## Table of Contents
 
-1. [AI Infrastructure](#ai-infrastructure)
-  - [Hardware Orchestration](#hardware-orchestration)
-    - [NVIDIA Operators](#nvidia-operators)
-1. [Application Delivery](#application-delivery)
-  - [Continuous Deployment](#continuous-deployment)
-    - [Auto-Upgrade](#auto-upgrade)
-      - [Operators](#operators)
-  - [Packaging](#packaging)
-    - [SaaS Provisioning](#saas-provisioning)
-      - [Operators](#operators-1)
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [CICD Pipeline](#cicd-pipeline)
   - [Kubernetes and Containers](#kubernetes-and-containers)
     - [Self-Hosted Infrastructure](#self-hosted-infrastructure)
 1. [Cloud Native Infrastructure](#cloud-native-infrastructure)
   - [Kubernetes Extension](#kubernetes-extension)
-    - [Custom Controllers](#custom-controllers)
-    - [Operator Best Practices](#operator-best-practices)
-    - [Operator SDK](#operator-sdk)
-    - [Operators Framework](#operators-framework)
     - [Operators Go](#operators-go)
-    - [Operators Python](#operators-python)
-    - [Operators Rust](#operators-rust)
-    - [Reference Implementations](#reference-implementations)
-    - [Stateful Applications](#stateful-applications)
-    - [Tool Comparison](#tool-comparison)
 1. [Data and Databases](#data-and-databases)
   - [Lifecycle Management](#lifecycle-management)
     - [Schema Migrations](#schema-migrations)
-  - [NoSQL Operators](#nosql-operators)
-    - [ScyllaDB](#scylladb)
-1. [Data Management](#data-management)
-  - [Storage](#storage)
-    - [Backup](#backup)
-      - [Operators](#operators-2)
-1. [Developer Experience](#developer-experience)
-  - [Inner Loop](#inner-loop)
-    - [Development Tools](#development-tools)
-      - [Operators](#operators-3)
-1. [Extensibility and Development](#extensibility-and-development)
-  - [API Extensions](#api-extensions)
-    - [Conceptual Overviews](#conceptual-overviews)
-  - [Controller Architecture](#controller-architecture)
-    - [Conceptual Overviews](#conceptual-overviews-1)
-    - [Guides and Best Practices](#guides-and-best-practices)
-  - [Controller Testing](#controller-testing)
-    - [Guides and Best Practices](#guides-and-best-practices-1)
-    - [Reliability Engineering](#reliability-engineering)
-  - [Frameworks and Tooling](#frameworks-and-tooling)
-    - [Controller SDKs](#controller-sdks)
-    - [Guides and Best Practices](#guides-and-best-practices-2)
-  - [Guides and Best Practices](#guides-and-best-practices-3)
-    - [Enterprise Patterns](#enterprise-patterns)
-  - [Registries and Catalogs](#registries-and-catalogs)
-    - [Operator Discovery](#operator-discovery)
-1. [FinOps and Autoscaling](#finops-and-autoscaling)
-  - [Green Ops](#green-ops)
-    - [Resource Schedulers](#resource-schedulers)
-  - [Multi-Cluster](#multi-cluster)
-    - [Cost Tracking](#cost-tracking)
-  - [Resource Optimization](#resource-optimization)
-    - [Autoscaling](#autoscaling)
 1. [Infrastructure](#infrastructure)
-  - [Bare Metal](#bare-metal)
-    - [Provisioning](#provisioning)
-      - [Operators](#operators-4)
-  - [Cluster Management](#cluster-management)
-    - [Node Provisioning](#node-provisioning)
-      - [Operators](#operators-5)
-    - [Node Upgrades](#node-upgrades)
-      - [Operators](#operators-6)
-  - [Control Plane](#control-plane)
-    - [etcd Coordination](#etcd-coordination)
-      - [Operators](#operators-7)
-  - [Data Management](#data-management-1)
-    - [Apache Flink](#apache-flink)
-      - [Operators](#operators-8)
-    - [Databases](#databases)
-      - [Operators](#operators-9)
-    - [In-Memory Databases](#in-memory-databases)
-      - [Operators](#operators-10)
-    - [MongoDB](#mongodb)
-      - [Operators](#operators-11)
-    - [Object Storage](#object-storage)
-      - [Operators](#operators-12)
-    - [PostgreSQL](#postgresql)
-      - [Operators](#operators-13)
-    - [Streaming Data](#streaming-data)
-      - [Operators](#operators-14)
-  - [GitOps](#gitops)
-    - [Infrastructure-as-Code](#infrastructure-as-code)
-      - [Operators](#operators-15)
-1. [Infrastructure and Hardware](#infrastructure-and-hardware)
-  - [AIML Infrastructure](#aiml-infrastructure)
-    - [Hardware Integration](#hardware-integration)
-1. [Infrastructure as Code](#infrastructure-as-code)
-  - [AI Integrations](#ai-integrations)
-    - [Validation and Testing](#validation-and-testing)
-1. [Kubernetes GitOps and Packaging](#kubernetes-gitops-and-packaging)
-  - [Argo Project Ecosystem](#argo-project-ecosystem)
-    - [UI Visualization](#ui-visualization)
-1. [Media](#media)
-  - [Streaming](#streaming)
-    - [Video Processing](#video-processing)
-      - [Operators](#operators-16)
+  - [Container Orchestration](#container-orchestration)
+    - [Kubernetes Operators](#kubernetes-operators)
 1. [Networking](#networking)
-  - [DNS](#dns)
-    - [Service Discovery](#service-discovery)
-      - [Operators](#operators-17)
-  - [DNS and Ingress](#dns-and-ingress)
-    - [Routing Controllers](#routing-controllers)
   - [Ingress and Gateway](#ingress-and-gateway)
     - [Controllers](#controllers)
     - [Gateway API](#gateway-api)
-  - [Ingress and Routing](#ingress-and-routing)
-    - [Host Port Allocation](#host-port-allocation)
-      - [Operators](#operators-18)
-  - [Load Balancing](#load-balancing)
-    - [High Availability](#high-availability)
-      - [Operators](#operators-19)
-  - [Operator](#operator)
-    - [Expose Service](#expose-service)
 1. [Observability](#observability)
   - [Distributed Tracing](#distributed-tracing)
     - [OpenTelemetry Operator](#opentelemetry-operator)
-  - [Logging](#logging)
-    - [Pipeline Management](#pipeline-management)
-      - [Operators](#operators-20)
-  - [Metrics](#metrics)
-    - [Thanos Orchestration](#thanos-orchestration)
-      - [Operators](#operators-21)
-    - [TimeSeries Databases](#timeseries-databases)
-      - [Operators](#operators-22)
-  - [Monitoring](#monitoring)
-    - [External Integration](#external-integration)
-      - [Operators](#operators-23)
-    - [Ingress Monitoring](#ingress-monitoring)
-      - [Operators](#operators-24)
-1. [Operations and Reliability](#operations-and-reliability)
-  - [Addons Management](#addons-management)
-    - [Cluster Lifecycle](#cluster-lifecycle)
-  - [Cluster Cleanup](#cluster-cleanup)
-    - [Resource Management](#resource-management)
-  - [Data Protection and Backup](#data-protection-and-backup)
-    - [Observability](#observability-1)
-  - [Observability](#observability-2)
-    - [Synthetics and Audits](#synthetics-and-audits)
-  - [Resource Lifecycle](#resource-lifecycle)
-    - [Ephemeral Clusters](#ephemeral-clusters)
-1. [Orchestration](#orchestration)
-  - [Kubernetes](#kubernetes)
-    - [Networking](#networking-1)
-    - [Observability](#observability-3)
-    - [Operators](#operators-25)
 1. [Platform Engineering](#platform-engineering)
-  - [GitOps and Configuration](#gitops-and-configuration)
-    - [Dynamic Configurations](#dynamic-configurations)
-    - [Manifest Mutation](#manifest-mutation)
-  - [Infrastructure Automation](#infrastructure-automation)
-    - [Scanning](#scanning)
-  - [Multi-Tenancy](#multi-tenancy)
-    - [Conceptual Overviews](#conceptual-overviews-2)
-    - [Registries and Catalogs](#registries-and-catalogs-1)
-    - [Resource Isolation](#resource-isolation)
-1. [Reliability](#reliability)
-  - [Monitoring](#monitoring-1)
-    - [Synthetic Monitoring](#synthetic-monitoring)
-      - [Operators](#operators-26)
-  - [Testing](#testing)
-    - [Load Testing](#load-testing)
-      - [Operators](#operators-27)
-    - [Performance Benchmarking](#performance-benchmarking)
-      - [Operators](#operators-28)
-1. [Resources](#resources)
-  - [Case Study](#case-study)
-    - [Migration](#migration)
-      - [Operators](#operators-29)
-  - [Education](#education)
-    - [Architectural Decision](#architectural-decision)
-      - [Operators](#operators-30)
-    - [Architectural Pattern](#architectural-pattern)
-      - [Operators](#operators-31)
-    - [Concepts](#concepts)
-      - [Operators](#operators-32)
-    - [Deep Dive](#deep-dive)
-      - [Operators](#operators-33)
-    - [Hands-on Development](#hands-on-development)
-      - [Operators](#operators-34)
-    - [Introductory](#introductory)
-      - [Operators](#operators-35)
-    - [Java Ecosystem](#java-ecosystem)
-      - [Operators](#operators-36)
-    - [Official Guide](#official-guide)
-      - [Operators](#operators-37)
-    - [Trade-off Evaluation](#trade-off-evaluation)
-      - [Operators](#operators-38)
-    - [Tutorial Series](#tutorial-series)
-      - [Operators](#operators-39)
-    - [Value Proposition](#value-proposition)
-      - [Operators](#operators-40)
-1. [Security](#security)
-  - [Access Control](#access-control)
-    - [Dynamic RBAC](#dynamic-rbac)
-      - [Operators](#operators-41)
-    - [RBAC](#rbac)
-      - [Operators](#operators-42)
-  - [Enterprise Architecture](#enterprise-architecture)
-    - [Air-Gapped Environments](#air-gapped-environments)
-      - [Operators](#operators-43)
-  - [Multi-tenancy](#multi-tenancy)
-    - [Platform Engineering](#platform-engineering-1)
-      - [Operators](#operators-44)
-  - [Secrets Management](#secrets-management)
-    - [AWS Integration](#aws-integration)
-      - [Operators](#operators-45)
-    - [Multi-Provider Secrets](#multi-provider-secrets)
-      - [Operators](#operators-46)
-    - [Registry Authentication](#registry-authentication)
-      - [Operators](#operators-47)
-    - [Simplification](#simplification)
-      - [Operators](#operators-48)
-  - [Vulnerability Management](#vulnerability-management)
-    - [Scanning](#scanning-1)
-      - [Operators](#operators-49)
-1. [Security and Compliance](#security-and-compliance)
-  - [Secret Management](#secret-management)
-    - [Conceptual Overviews](#conceptual-overviews-3)
-    - [Dynamic Secrets](#dynamic-secrets)
-    - [HashiCorp Vault](#hashicorp-vault)
-1. [Security and Identity](#security-and-identity)
-  - [Secrets Management](#secrets-management-1)
-    - [External Secrets Sync](#external-secrets-sync)
-1. [Storage](#storage-1)
-  - [Volume Management](#volume-management)
-    - [Autoscaling](#autoscaling-1)
-1. [Workload Management](#workload-management)
   - [Job Scheduling](#job-scheduling)
-    - [Cron Engines](#cron-engines)
-    - [Operators](#operators-50)
+    - [Batch Workloads](#batch-workloads)
+1. [Security and Identity](#security-and-identity)
+  - [Secrets Management](#secrets-management)
+    - [External Secrets Sync](#external-secrets-sync)
 
-## AI Infrastructure
-
-### Hardware Orchestration
-
-#### NVIDIA Operators
-
-  - **(2025)** [NVIDIA GPU Operator](https://github.com/NVIDIA/gpu-operator) ⭐ 2739  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight: Kubernetes operator designed to automate the management of NVIDIA software components on nodes. Live Grounding: Provisions GPU drivers, container runtimes, device plug-ins, and monitoring tools automatically, ensuring consistent access to hardware acceleration.
-## Application Delivery
-
-### Continuous Deployment
-
-#### Auto-Upgrade
-
-##### Operators
-
-  - **(2024)** [==Keel 🌟==](https://github.com/keel-hq/keel) ⭐ 2714  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Keel is a lightweight CD daemon that monitors container registries and automatically updates deployments, statefulsets, and helm releases without needing external pipeline orchestration.
-### Packaging
-
-#### SaaS Provisioning
-
-##### Operators (1)
-
-  - **(2024)** [==KubePlus - Kubernetes Operator to deliver Helm charts as-a-service 🌟==](https://github.com/cloud-ark/kubeplus) ⭐ 735  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Delivers Helm charts as managed services by generating dynamic APIs. It secures multi-tenant pipelines, enforces platform utilization policies, and integrates Helm deployments with custom billing engines.
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [kruschecompany.com: Prometheus Operator – Installing Prometheus Monitoring Within The Kubernetes Environment](https://kruschecompany.com/page-not-found)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kruschecompany.com in the Kubernetes Tools ecosystem.
-  - [medium.com/@mikakrief: Using Azure Service Operator v2](https://medium.com/@mikakrief/using-azure-service-operator-v2-4a1fa1f5e3b8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@mikakrief: Using Azure Service Operator v2 in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Creating Workspaces with the HashiCorp Terraform Operator' for Kubernetes](https://www.hashicorp.com/blog/creating-workspaces-with-the-hashicorp-terraform-operator-for-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Creating Workspaces with the HashiCorp Terraform Operator' for Kubernetes in the Kubernetes Tools ecosystem.
-  - [banzaicloud.com: Kafka rolling upgrade made easy with Supertubes](https://banzaicloud.com/blog/kafka-rolling-upgrade)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering banzaicloud.com: Kafka rolling upgrade made easy with Supertubes in the Kubernetes Tools ecosystem.
-  - [cncf.io: Kubernetes Operators 101](https://www.cncf.io/blog/2020/10/02/kubernetes-operators-101)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Kubernetes Operators 101 in the Kubernetes Tools ecosystem.
-  - [cncf.io: CNCF Operator White Paper (PDF) 🌟](https://www.cncf.io/wp-content/uploads/2021/07/CNCF_Operator_WhitePaper.pdf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: CNCF Operator White Paper (PDF) 🌟 in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: Operators : Extending Kubernetes Capabilities](https://levelup.gitconnected.com/operators-extending-kubernetes-capabilities-184df001b7e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==levelup.gitconnected.com: Operators : Extending Kubernetes Capabilities== in the Kubernetes Tools ecosystem.
-  - [medium.com/@samng1991216: Building Kubernetes Operator Application from' Scratch (Part 1)](https://medium.com/@samng1991216/building-kubernetes-operator-application-from-scratch-part-1-211b6b2467df)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@samng1991216: Building Kubernetes Operator Application from' Scratch (Part 1) in the Kubernetes Tools ecosystem.
-  - [medium.com/@mjkool: Kubernetes Operator β€” Simplified!](https://medium.com/@mjkool/kubernetes-operator-simplified-96b8c8f7e627)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@mjkool: Kubernetes Operator β€” Simplified! in the Kubernetes Tools ecosystem.
-  - [medium.com/@timebertt: Kubernetes Controllers at Scale: Clients, Caches,' Conflicts, Patches Explained](https://medium.com/@timebertt/kubernetes-controllers-at-scale-clients-caches-conflicts-patches-explained-aa0f7a8b4332)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@timebertt: Kubernetes Controllers at Scale: Clients, Caches,' Conflicts, Patches Explained in the Kubernetes Tools ecosystem.
-  - [alenkacz.medium.com: Kubernetes operator best practices: Implementing observedGeneration](https://alenkacz.medium.com/kubernetes-operator-best-practices-implementing-observedgeneration-250728868792)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering alenkacz.medium.com: Kubernetes operator best practices: Implementing observedGeneration in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Build a Kubernetes Operator in 10 Minutes 🌟](https://betterprogramming.pub/build-a-kubernetes-operator-in-10-minutes-11eec1492d30)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Build a Kubernetes Operator in 10 Minutes 🌟 in the Kubernetes Tools ecosystem.
-  - [alain-airom.medium.com: Kubernetes Operators Patterns and Best Practices' 🌟](https://alain-airom.medium.com/kubernetes-operators-patterns-and-best-practices-b7fbaa4cbd1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering alain-airom.medium.com: Kubernetes Operators Patterns and Best Practices' 🌟 in the Kubernetes Tools ecosystem.
-  - [awstip.com: Manage AWS services directly from Kubernetes - AWS Controllers' for Kubernetes (ACK)](https://awstip.com/manage-aws-services-directly-from-kubernetes-%EF%B8%8F-6c94e376febb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering awstip.com: Manage AWS services directly from Kubernetes - AWS Controllers' for Kubernetes (ACK) in the Kubernetes Tools ecosystem.
-  - [medium.com/@marom.itamar: Kubernetes Controllers, Custom Resources, and' Operators Explained](https://medium.com/@marom.itamar/kubernetes-controllers-custom-resources-and-operators-explained-8e92f46829f6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@marom.itamar: Kubernetes Controllers, Custom Resources, and' Operators Explained in the Kubernetes Tools ecosystem.
-  - [faun.pub: A Definitive guide to Kubernetes Operator β€” The crawl!](https://faun.pub/a-definitive-guide-to-kubernetes-operator-the-crawl-7647b278c28b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==faun.pub: A Definitive guide to Kubernetes Operator β€” The crawl!== in the Kubernetes Tools ecosystem.
-  - [paul-the-kelly.medium.com: Extending the Kubernetes API using Operators](https://paul-the-kelly.medium.com/extending-the-kubernetes-api-using-operators-9ffc8364ae5c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering paul-the-kelly.medium.com: Extending the Kubernetes API using Operators in the Kubernetes Tools ecosystem.
-  - [faun.pub: Kubernetes Controllers, Custom Resources, and Operators Explained](https://faun.pub/kubernetes-controllers-custom-resources-and-operators-explained-8e92f46829f6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==faun.pub: Kubernetes Controllers, Custom Resources, and Operators Explained== in the Kubernetes Tools ecosystem.
-  - [medium.com/sda-se: Kubernetes Operator to the rescue. How our own MongoDB' Operator improved our deployments](https://medium.com/sda-se/kubernetes-operator-to-the-rescue-how-our-own-mongodb-operator-improved-our-deployments-6d5ba3324abc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/sda-se: Kubernetes Operator to the rescue. How our own MongoDB' Operator improved our deployments in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: How To Use Server-Side Apply in K8S Operators](https://betterprogramming.pub/how-to-use-server-side-apply-in-k8s-operators-5cbff023183c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: How To Use Server-Side Apply in K8S Operators in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Goldilocks vs. KRR](https://betterprogramming.pub/goldilocks-vs-krr-c986dfd7484d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Goldilocks vs. KRR in the Kubernetes Tools ecosystem.
-  - [medium.com/lonto-digital-services-integrator: Why We Developed Own Kubernetes' Controller to Copy Secrets](https://medium.com/lonto-digital-services-integrator/why-we-developed-own-kubernetes-controller-to-copy-secrets-e46368ae6db9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/lonto-digital-services-integrator: Why We Developed Own Kubernetes' Controller to Copy Secrets in the Kubernetes Tools ecosystem.
-  - [medium.com/@senjutide2000: Designing a Controller for Custom Resources from' scratch for absolute beginners](https://medium.com/@senjutide2000/designing-a-controller-for-custom-resources-from-scratch-for-absolute-beginners-9cb84b7f906f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@senjutide2000: Designing a Controller for Custom Resources from' scratch for absolute beginners in the Kubernetes Tools ecosystem.
-  - [dragondscv.medium.com: Controller runtime β€” handle resource deletion with' predicate](https://dragondscv.medium.com/controller-runtime-handle-resource-deletion-with-predicate-f69d09dd5802)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dragondscv.medium.com: Controller runtime β€” handle resource deletion with' predicate in the Kubernetes Tools ecosystem.
-  - [medium.com/@magstherdev: OpenTelemetry Operator](https://medium.com/@magstherdev/opentelemetry-operator-d3d407354cbf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@magstherdev: OpenTelemetry Operator in the Kubernetes Tools ecosystem.
-  - [medium.com/@adnn.selimovic: Creating Kubernetes operator using **Kubebuilder**](https://medium.com/@adnn.selimovic/creating-kubernetes-operator-using-kubebuilder-15db5f29ee50)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@adnn.selimovic: Creating Kubernetes operator using **Kubebuilder** in the Kubernetes Tools ecosystem.
-  - [medium.com/geekculture: A New Pattern that Simplifies Operator Building](https://medium.com/geekculture/a-new-pattern-that-simplifies-operator-building-39df5d021cfa)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/geekculture: A New Pattern that Simplifies Operator Building in the Kubernetes Tools ecosystem.
-  - [qdnqn.com: Creating Kubernetes operator using Kubebuilder](https://qdnqn.com/creating-kubernetes-operator-using-kubebuilder)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering qdnqn.com: Creating Kubernetes operator using Kubebuilder in the Kubernetes Tools ecosystem.
-  - [magalix.com: Creating Custom Kubernetes Operators](https://www.magalix.com/blog/creating-custom-kubernetes-operators)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering magalix.com: Creating Custom Kubernetes Operators in the Kubernetes Tools ecosystem.
-  - [medium.com: Writing Your First Kubernetes Operator](https://medium.com/faun/writing-your-first-kubernetes-operator-8f3df4453234)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Writing Your First Kubernetes Operator in the Kubernetes Tools ecosystem.
-  - [medium: From Zero to Kubernetes Operator](https://medium.com/@victorpaulo/from-zero-to-kubernetes-operator-dd06436b9d89)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: From Zero to Kubernetes Operator in the Kubernetes Tools ecosystem.
-  - [cloudark.medium.com: Writing Kubernetes Custom Controllers](https://cloudark.medium.com/kubernetes-custom-controllers-b6c7d0668fdf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudark.medium.com: Writing Kubernetes Custom Controllers in the Kubernetes Tools ecosystem.
-  - [medium: Kubernetes Dummy Operator in Java](https://medium.com/xgeeks/kubernetes-dummy-operator-in-java-6b2f26198a55)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes Dummy Operator in Java in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Build a Highly Available Kubernetes Operator Using' Golang](https://betterprogramming.pub/building-a-highly-available-kubernetes-operator-using-golang-fe4a44c395c2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Build a Highly Available Kubernetes Operator Using' Golang in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Writing Custom Kubernetes Controller and Webhooks](https://betterprogramming.pub/writing-custom-kubernetes-controller-and-webhooks-141230820e9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Writing Custom Kubernetes Controller and Webhooks in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: How To Write Tests for Your Kubernetes Operator](https://betterprogramming.pub/write-tests-for-your-kubernetes-operator-d3d6a9530840)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: How To Write Tests for Your Kubernetes Operator in the Kubernetes Tools ecosystem.
-  - [KUDO: The Kubernetes Universal Declarative Operator 🌟](https://kudo.dev)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering KUDO: The Kubernetes Universal Declarative Operator 🌟 in the Kubernetes Tools ecosystem.
 ## CICD Pipeline
 
 ### Kubernetes and Containers
@@ -327,36 +45,9 @@
 
 ### Kubernetes Extension
 
-#### Custom Controllers
-
-  - **(2021)** [vivilearns2code.github.io: Writing Controllers For Kubernetes Resources](https://vivilearns2code.github.io/k8s/2021/03/11/writing-controllers-for-kubernetes-custom-resources.html) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A deep-dive technical exposition on writing direct controllers using the Client-Go library. Explains informer caching, event-filtering, and work queue routing structures. This resource remains highly valuable in 2026 for platform developers seeking to implement low-latency reconcile loops without high-level framework wrappers.
-#### Operator Best Practices
-
-  - **(2021)** [openshift.com: 7 Best Practices for Writing Kubernetes Operators: An SRE Perspective](https://www.redhat.com/en/blog/7-best-practices-for-writing-kubernetes-operators-an-sre-perspective) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An SRE-centric architectural checklist offering critical best practices for writing production-ready Kubernetes operators. Emphasizes design constraints such as idempotency, API versioning, and status subresources. Current production logs in 2026 prove these patterns are essential to avoid cascading API server rate-limit failures.
-#### Operator SDK
-
-  - **(2023)** [linuxera.org: Writing Operators using the Operator Framework SDK](https://linuxera.org/writing-operators-using-operator-framework) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A detailed technical guide explaining how to scaffold and manage the operational lifecycle of operators using the CNCF Operator Framework SDK. It highlights the differences between Go, Ansible, and Helm-based operator pipelines. Reconciled with 2026 standards, the SDK remains the gold standard for platform teams enforcing GitOps standards.
-#### Operators Framework
-
-  - **(2023)** [bmc.com: What Is a Kubernetes Operator?](https://www.bmc.com/blogs/kubernetes-operator)  [COMMUNITY-TOOL] β€” A comprehensive architectural primer detailing the design patterns undergirding Kubernetes Operators. It contrasts standard declarative controllers with domain-specific, active state reconciliation. By 2026, operators have solidified their role as the industry standard for managing stateful applications natively within the Kubernetes control plane.
 #### Operators Go
 
   - **(2022)** [dev.to/hkhelil: Building a Kubernetes Operator with an NGINX CRD](https://dev.to/hkhelil/building-a-kubernetes-operator-with-an-nginx-crd-3lil) [GO CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A step-by-step developer tutorial building an NGINX web server operator from scratch. It guides the reader through CRD definitions and controller structures, making it an excellent practical entry point for understanding the reconciliation model in a hands-on way.
-#### Operators Python
-
-  - **(2021)** [brennerm.github.io: Kubernetes operators with Python #1: Creating CRDs](https://shipit.dev/posts/k8s-operators-with-python-part-1.html) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A hands-on developer tutorial detailing custom resource definition (CRD) creation and controller loops implemented in Python using the Kopf framework. Provides an excellent entry point for data engineers and system administrators who favor Python over Go. While Go remains dominant in 2026, Kopf provides an stable alternative for automation tasks.
-#### Operators Rust
-
-  - **(2023)** [metalbear.co: Writing a Kubernetes Operator](https://metalbear.com/blog/writing-a-kubernetes-operator) [RUST CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” An innovative blueprint illustrating operator design with Rust and the kube-rs framework. In 2026, Rust operators are increasingly adopted for edge-computing and resource-constrained environments to minimize memory footprint and avoid the garbage collection pauses of Go and JVM languages.
-#### Reference Implementations
-
-  - **(2026)** [==kubernetes/sample-controller==](https://github.com/kubernetes/sample-controller) ⭐ 3486  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The canonical sample controller repository managed by the Kubernetes API machinery SIG. It serves as the official, direct architectural blueprint for creating custom controllers using client-go libraries. Live grounding verifies it is the foundational reference tool for understanding thread-safe informer caches and queue sync mechanisms.
-#### Stateful Applications
-
-  - **(2021)** [developers.redhat.com: Managing stateful applications with Kubernetes Operators in Golang 🌟](https://developers.redhat.com/articles/2021/08/04/managing-stateful-applications-kubernetes-operators-golang) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An enterprise guide mapping the management of stateful database engines inside Kubernetes using Go-based operators. Highlights local volume binding, replication coordination, and automatic failovers. Reconciled with 2026 patterns, this forms the underlying theory for stateful database-as-a-service (DBaaS) offerings on Kubernetes.
-#### Tool Comparison
-
-  - **(2021)** [openshift.com: Build Your Kubernetes Operator With the Right Tool 🌟](https://www.redhat.com/en/blog/build-your-kubernetes-operator-with-the-right-tool)  [COMMUNITY-TOOL] β€” A comparative guide highlighting the tradeoffs between different operator developer tools like Helm, Ansible, and Go. It establishes a maturity model to help teams choose tools based on their application's lifecycle complexity. Essential reference for migration strategies from simple manifest templates to active state-reconciliation loops.
 ## Data and Databases
 
 ### Lifecycle Management
@@ -364,207 +55,15 @@
 #### Schema Migrations
 
   - **(2024)** [==coderanger/migrations-operator: Migrations-Operator==](https://github.com/coderanger/migrations-operator) ⭐ 136  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” This controller coordinates database schema migration jobs relative to active deployment rollouts. By intercepting deployment events, it executes schema changes as blocking preparatory steps, ensuring application microservices only start up once target database structures align.
-### NoSQL Operators
-
-#### ScyllaDB
-
-  - **(2026)** [==scylladb/scylla-operator==](https://github.com/scylladb/scylla-operator) ⭐ 399  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The ScyllaDB Operator streamlines deployment and maintenance tasks of high-performance Scylla clusters in-container. It takes care of complex cluster scaling, multi-zone node repair loops, automated backups, and version migrations to deliver bare-metal database performance inside container orchestrators.
-## Data Management
-
-### Storage
-
-#### Backup
-
-##### Operators (2)
-
-  - **(2023)** [==gemini==](https://github.com/FairwindsOps/gemini) ⭐ 434  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A declarative volume snapshot management controller that automates standard backup schedules. It utilizes the native Kubernetes VolumeSnapshot APIs to orchestrate retention policies and dynamic cross-region backup restorations.
-## Developer Experience
-
-### Inner Loop
-
-#### Development Tools
-
-##### Operators (3)
-
-  - **(2022)** [Kdo: deployless development on Kubernetes 🌟](https://kdo.dev) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Bypasses standard development lifecycles by executing code directly inside Kubernetes environments. It connects local systems directly with cluster networks, eliminating slow container build-and-push cycles.
-## Extensibility and Development
-
-### API Extensions
-
-#### Conceptual Overviews
-
-  - **(2024)** [blog.frankel.ch: Introduction to Kubernetes extensibility 🌟](https://blog.frankel.ch/kubernetes-extensibility) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A structural overview explaining the mechanics of Kubernetes API extension. It reviews Custom Resource definitions, control loops, and API aggregation structures to build a complete mental map of the engine's modular architecture.
-### Controller Architecture
-
-#### Conceptual Overviews (1)
-
-  - **(2026)** [Kubernetes.io: Operator pattern](https://kubernetes.io/docs/concepts/extend-kubernetes/operator) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The official documentation explaining the Kubernetes Operator pattern. It covers the fundamentals of custom resource definitions, state reconciliation, and using control loops to manage application lifecycles.
-  - **(2025)** [Operator Capability Levels](https://operatorframework.io/operator-capabilities) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” This reference defines the five operator maturity tiers. Discusses steps ranging from basic auto-install strategies (Level 1) up to intelligent, autonomous auto-tuning and security-auditing systems (Level 5) to help engineers measure operator capabilities.
-  - **(2024)** [dev.to/thenjdevopsguy: What Is A Kubernetes Operator?](https://dev.to/thenjdevopsguy/what-is-a-kubernetes-operator-53kb) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A fundamental introduction analyzing the architecture and patterns behind Kubernetes Operators. Demystifies the reconciliation engine, custom resources, and control loops to teach how human runbooks can be systematically automated in software.
-#### Guides and Best Practices
-
-  - **(2024)** [omerxx.com: 10 Things I wish I’d known before building a Kubernetes CRD controller](https://omerxx.com/k8s-controllers) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A deep-dive technical article compiling essential engineering rules for developing custom Kubernetes controllers. Highlights architectural patterns around dynamic client-go cache managers, custom rate-limiting designs, finalizer safety implementations, and validating webhooks.
-  - **(2024)** [itnext.io: 5 Advanced Kubernetes Operators Every DevOps Engineer Should Know About 🌟](https://itnext.io/5-advanced-kubernetes-operators-every-devops-engineer-should-know-about-ab46bdc1c7d5) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An industry report outlining five crucial operators that streamline infrastructure orchestration. Analyzes the design benefits of using specialized controllers to handle stateful, complex operations on storage, observability, and networking workloads.
-### Controller Testing
-
-#### Guides and Best Practices (1)
-
-  - **(2025)** [superorbital.io: Testing Production Kubernetes Controllers](https://superorbital.io/blog/testing-production-controllers) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A highly practical engineering article explaining testing techniques for Kubernetes operators. Discusses unit testing designs, envtest integration, mock clients, and local cluster sandbox validation routines needed to secure resilient operators.
-#### Reliability Engineering
-
-  - **(2025)** [==github.com/sieve-project/sieve==](https://github.com/sieve-project/sieve) ⭐ 345  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Sieve is an advanced chaos testing engine created to validate custom controller stability. By injecting artificial API delays, dynamic component drops, and network splits, it forces edge-case paths to discover concurrency errors and reconciliation bugs.
-### Frameworks and Tooling
-
-#### Controller SDKs
-
-  - **(2026)** [==kubernetes-sigs/kubebuilder==](https://github.com/kubernetes-sigs/kubebuilder) ⭐ 9183  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kubebuilder is the industry-standard developer framework for generating custom Kubernetes APIs and controllers. Leveraging structured scaffolding, advanced code generators, and controller-runtime wrappers, it streamlines the creation of highly reliable operators.
-#### Guides and Best Practices (2)
-
-  - **(2024)** [opensource.com: Build a Kubernetes Operator in 10 minutes with Operator SDK](https://opensource.com/article/20/3/kubernetes-operator-sdk) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A step-by-step tutorial on bootstrapping custom operators using the Operator SDK. It demonstrates how to wrap Ansible playbooks or Go logic to build automated, declarative infrastructure controls.
-  - **(2024)** [itnext.io: Testing the Operator SDK and making a prefetch mechanism for Kubernetes](https://itnext.io/testing-the-operator-sdk-and-making-a-prefetch-mechanism-for-kubernetes-7508577efdd7) [N/A CONTENT]  [COMMUNITY-TOOL] β€” This technical article walks through testing operators built with the Operator SDK. It details how to build dynamic prefetch mechanics to download image assets to target nodes prior to scheduling pods.
-### Guides and Best Practices (3)
-
-#### Enterprise Patterns
-
-  - **(2024)** [cloud.redhat.com: Red Hat Container Community of Practice Operators](https://www.redhat.com/en/blog/red-hat-container-community-of-practice-operators) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A curated reference of operations practices created by Red Hat's Container Community of Practice. Discusses deployment methods, multi-tenant isolation operators, and configuration frameworks built to manage complex setups.
-### Registries and Catalogs
-
-#### Operator Discovery
-
-  - **(2026)** [operatorhub.io](https://operatorhub.io) [N/A CONTENT]  [COMMUNITY-TOOL] β€” OperatorHub is the central ecosystem registry showcasing community and enterprise Operators. It functions as an indexing catalog that standardizes installation formats, promoting packaging standards aligned with the Operator Lifecycle Manager (OLM) format.
-## FinOps and Autoscaling
-
-### Green Ops
-
-#### Resource Schedulers
-
-  - **(2026)** [kube-green.dev](https://kube-green.dev) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Kube-green is an innovative scheduling tool designed for environment optimization. It suspends unused development namespaces by scaling down deployments, statefulsets, and cronjobs to zero during non-working windows, yielding substantial energy and infrastructure cost reductions.
-### Multi-Cluster
-
-#### Cost Tracking
-
-  - **(2025)** [==github.com/2-alchemists/krossboard-kubernetes-operator==](https://github.com/2-alchemists/krossboard) ⭐ 63  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Krossboard provides multi-cluster aggregation of system footprints and utilization. Aimed at enterprise FinOps implementations, it normalizes resource tracking metrics across cloud distributions to generate structured usage metrics and consolidated billing trends.
-### Resource Optimization
-
-#### Autoscaling
-
-  - **(2024)** [github.com/ElementTech/kube-reqsizer](https://github.com/ElementTech/kube-reqsizer) ⭐ 207  [GO CONTENT]  [COMMUNITY-TOOL] β€” An intelligent, micro-scale request resizer that monitors active CPU and Memory signatures. It automatically updates container resource request guidelines on-the-fly, reducing computing slack to boost global node density without violating application reliability constraints.
 ## Infrastructure
 
-### Bare Metal
+### Container Orchestration
 
-#### Provisioning
+#### Kubernetes Operators
 
-##### Operators (4)
-
-  - **(2024)** [==Bare Metal Operator==](https://github.com/metal3-io/baremetal-operator) ⭐ 745  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A Metal3 driver integration designed to inspect, provision, and maintain bare-metal servers using standard Kubernetes resources. It bridges Kubernetes management layers directly to physical infrastructure provisioning.
-### Cluster Management
-
-#### Node Provisioning
-
-##### Operators (5)
-
-  - **(2024)** [==openshift/machine-api-operator==](https://github.com/openshift/machine-api-operator) ⭐ 186  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A foundational OpenShift subsystem that manages machines as standard resources. It dynamically scales cloud infrastructure nodes up or down according to compute demands.
-#### Node Upgrades
-
-##### Operators (6)
-
-  - **(2024)** [==rancher/system-upgrade-controller: System Upgrade Controller==](https://github.com/rancher/system-upgrade-controller) ⭐ 952  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Orchestrates OS-level and Kubernetes runtime updates across node pools. It structures a sequential drain, upgrade, and uncordon pipeline to maintain continuous service availability.
-### Control Plane
-
-#### etcd Coordination
-
-##### Operators (7)
-
-  - **(2022)** [==Quentin-M/etcd-cloud-operator==](https://github.com/Quentin-M/etcd-cloud-operator) ⭐ 234  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An early framework designed to coordinate etcd state engines in dynamic environments. Modern production setups have moved towards official cloud-provider tooling or alternative operators.
-### Data Management (1)
-
-#### Apache Flink
-
-##### Operators (8)
-
-  - **(2024)** [==spotify/flink-on-k8s-operator: Kubernetes Operator for Apache Flink==](https://github.com/spotify/flink-on-k8s-operator) ⭐ 225  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Developed by Spotify, this operator simplifies Apache Flink execution. It manages stream-processing job lifecycles, dynamically allocates cluster resources, and automates state checkpointing.
-#### Databases
-
-##### Operators (9)
-
-  - **(2024)** [==DB Operator 🌟==](https://github.com/kloeckner-i/db-operator) ⭐ 163  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The DB Operator facilitates external and in-cluster database administration. It manages PostgreSQL and MySQL configurations natively by separating deployment credentials from application logic, automating dynamic user and table creation using custom resources.
-#### In-Memory Databases
-
-##### Operators (10)
-
-  - **(2023)** [==krestomatio/keydb-operator==](https://github.com/krestomatio/keydb-operator) ⭐ 59  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Manages KeyDB setups, providing high-speed, multi-threaded cache nodes with automated replica synchronization, cluster scaling, and rapid failover handling.
-#### MongoDB
-
-##### Operators (11)
-
-  - **(2023)** [==OT-CONTAINER-KIT/mongodb-operator: MongoDB Operator==](https://github.com/OT-CONTAINER-KIT/mongodb-operator) ⭐ 49  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Manages MongoDB databases, replica sets, and sharded environments. It automates scaling, credential updates, and physical storage volume mounts within the cluster.
-#### Object Storage
-
-##### Operators (12)
-
-  - **(2022)** [==didil/autobucket-operator==](https://github.com/didil/autobucket-operator) ⭐ 12  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A developer-focused operator that dynamically constructs cloud-native storage buckets (e.g., AWS S3) via dynamic pod annotations, streamlining access to stateful storage assets.
-#### PostgreSQL
-
-##### Operators (13)
-
-  - **(2024)** [==reactive-tech/kubegres==](https://github.com/reactive-tech/kubegres) ⭐ 1351  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kubegres is a lightweight operator for managing PostgreSQL clusters. It coordinates master-replica setups, automated failovers, and physical backups using native StateSets with minimal footprint.
-#### Streaming Data
-
-##### Operators (14)
-
-  - **(2023)** [==pravega/pravega-operator==](https://github.com/pravega/pravega-operator) ⭐ 40  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Deploys and maintains high-throughput Pravega streaming architectures, orchestrating the state of BookKeeper, ZooKeeper, and active cluster storage segments.
-### GitOps
-
-#### Infrastructure-as-Code
-
-##### Operators (15)
-
-  - **(2024)** [==isaaguilar/terraform-operator: Terraform Operator==](https://github.com/GalleyBytes/terraform-operator) ⭐ 380  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Executes declarative Terraform pipelines natively as custom resources inside clusters. It matches dynamic GitOps deployment models to external cloud infrastructure, allowing teams to unify orchestration under a single control plane.
-## Infrastructure and Hardware
-
-### AIML Infrastructure
-
-#### Hardware Integration
-
-  - **(2026)** [==NVIDIA/k8s-device-plugin: NVIDIA device plugin for Kubernetes==](https://github.com/NVIDIA/k8s-device-plugin) ⭐ 3788  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” This specialized DaemonSet exposes physical GPU properties to the local kubelet node manager. Operating as the essential link for hardware-accelerated workloads, it handles task-scheduling configurations and sets device-isolation runtimes so container systems can safely slice and access host GPU hardware.
-## Infrastructure as Code
-
-### AI Integrations
-
-#### Validation and Testing
-
-  - **(2024)** [AI Meets Terraform: Prompt Strategies for Test Generation](https://masterpoint.io/blog/ai-meets-tf-prompt-strategies-for-test-generation) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores LLM prompting strategies designed to automatically generate high-quality integration testing assertions for Terraform infrastructure codebases. Outlines systematic framework specifications to minimize manual testing overhead.
-## Kubernetes GitOps and Packaging
-
-### Argo Project Ecosystem
-
-#### UI Visualization
-
-  - **(2024)** [==feat(ui): Add AppSet to Application Resource Tree in Argo CD==](https://github.com/argoproj/argo-cd/pull/26601) ⭐ 23128  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official Argo CD feature enhancement that maps ApplicationSets directly inside the dashboard UI tree. This view simplifies managing multi-tenant topologies and nested application definitions for platform operators.
-## Media
-
-### Streaming
-
-#### Video Processing
-
-##### Operators (16)
-
-  - **(2023)** [==gst-pipeline-operator: A Kubernetes operator for running audio/video processing' pipelines==](https://github.com/tinyzimmer/gst-pipeline-operator) ⭐ 24  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A highly specialized operator configured to execute GStreamer audio/video pipelines inside clusters, scaling media ingestion, processing topologies, and delivery channels dynamically.
+  - **(2023)** [itnext.io: Operator Lifecycle Manager](https://itnext.io/wth-is-a-operator-lifecycle-manager-873cf1661b04) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explains Operator Lifecycle Manager (OLM) as part of the Operator Framework. Highlights catalog management, automated dependency resolution, security upgrades, and dynamic operator scaling across production enterprise clusters.
 ## Networking
 
-### DNS
-
-#### Service Discovery
-
-##### Operators (17)
-
-  - **(2023)** [==Meerkat==](https://github.com/borchero/meerkat) ⭐ 38  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A dynamic networking operator designed to update and map external DNS routes. It reads internal networking resource allocations to dynamically register up-to-date hostname directories.
-### DNS and Ingress
-
-#### Routing Controllers
-
-  - **(2024)** [==borchero/switchboard: Switchboard==](https://github.com/borchero/switchboard) ⭐ 163  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Switchboard functions as a Kubernetes-native dynamic router and DNS management hub. It coordinates with global DNS service APIs to orchestrate routing policies, mapping live cluster ingress nodes automatically to external domain registrations.
 ### Ingress and Gateway
 
 #### Controllers
@@ -573,25 +72,6 @@
 #### Gateway API
 
   - **(2023)** [**Kubernetes Gateway API**](https://github.com/kubernetes-sigs/gateway-api) ⭐ 2885  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Official GitHub repository for the standard Kubernetes Gateway API. This next-generation specification supersedes standard Ingress, offering expressive, role-oriented, and extensible routing APIs (Gateway, GatewayClass, and Route resources).
-### Ingress and Routing
-
-#### Host Port Allocation
-
-##### Operators (18)
-
-  - **(2022)** [==HostPort Operator==](https://github.com/rmb938/hostport-allocator) ⭐ 18  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An allocation controller that coordinates and locks dedicated hostPorts for pods. It mitigates physical scheduling conflicts when multiple high-performance workloads require direct edge node exposure.
-### Load Balancing
-
-#### High Availability
-
-##### Operators (19)
-
-  - **(2023)** [==redhat-cop/keepalived-operator: Keepalived operator==](https://github.com/redhat-cop/keepalived-operator) ⭐ 123  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Manages Keepalived deployments within Kubernetes clusters. It coordinates VIP (Virtual IP) failover protocols across physical or virtual cluster node interfaces.
-### Operator
-
-#### Expose Service
-
-  - **(2021)** [abhirockzz/kubexpose-operator](https://github.com/abhirockzz/kubexpose-operator) [GO CONTENT]  [EMERGING] [LEGACY] β€” An experimental Go-based operator designed to automatically create Ingress resources or load balancers for annotated services. Designed as a learning showcase for Kubebuilder workflows, this project is archived in 2026 but remains a valuable reference for custom ingress generation patterns.
 ## Observability
 
 ### Distributed Tracing
@@ -599,293 +79,23 @@
 #### OpenTelemetry Operator
 
   - **(2021)** [==github.com/open-telemetry/opentelemetry-operator==](https://github.com/open-telemetry/opentelemetry-operator) ⭐ 1717  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kubernetes operator for automating the deployment and management of the OpenTelemetry Collector. Simplifies application instrumentation via automated inject mechanisms for Java, NodeJS, Python, and Dotnet, facilitating declarative telemetry pipeline management across clusters.
-### Logging
-
-#### Pipeline Management
-
-##### Operators (20)
-
-  - **(2023)** [==Logging Operator==](https://github.com/OT-CONTAINER-KIT/logging-operator) ⭐ 51  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Simplifies multi-tenant logging infrastructure by coordinating central Fluentd and Fluent Bit setups. It manages complex logging filters and output endpoints declaratively.
-### Metrics
-
-#### Thanos Orchestration
-
-##### Operators (21)
-
-  - **(2023)** [==banzaicloud/thanos-operator 🌟==](https://github.com/banzaicloud/thanos-operator) ⭐ 283  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Streamlines Thanos-based monitoring architectures by provisioning Query, Store, Compact, and Ruler resources. It manages historical metrics storage across dynamic environments.
-#### TimeSeries Databases
-
-##### Operators (22)
-
-  - **(2024)** [==VictoriaMetrics/operator==](https://github.com/VictoriaMetrics/operator) ⭐ 566  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Coordinates components of VictoriaMetrics (including VMCluster and VMAgent). It manages complex metrics scraping rules and automates long-term TSDB storage scaling.
-### Monitoring
-
-#### External Integration
-
-##### Operators (23)
-
-  - **(2023)** [==uptimerobot-operator==](https://github.com/brennerm/uptimerobot-operator) ⭐ 60  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Synchronizes current routing profiles with the UptimeRobot API. It dynamically configures exterior synthetic latency testing targets as new ingresses scale up or out.
-#### Ingress Monitoring
-
-##### Operators (24)
-
-  - **(2023)** [==IngressMonitorController (Deprecated)==](https://github.com/stakater/IngressMonitorController) ⭐ 735  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” An older monitoring operator designed to orchestrate uptime checks across multiple external platforms. Live Grounding indicates that this project has been archived and deprecated in favor of active native alternatives.
-## Operations and Reliability
-
-### Addons Management
-
-#### Cluster Lifecycle
-
-  - **(2025)** [==Cluster Addons 🌟==](https://github.com/kubernetes-sigs/cluster-addons) ⭐ 156  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” This SIG-Cluster-Lifecycle project establishes standard, declarative approaches for managing core cluster addons. It provides structured templates for bootstrapping, upgrading, and removing cluster utilities like CoreDNS or CSI engines safely.
-### Cluster Cleanup
-
-#### Resource Management
-
-  - **(2026)** [==github.com/gianlucam76/k8s-cleaner 🌟==](https://github.com/gianlucam76/k8s-cleaner) ⭐ 791  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A dynamic garbage-collection engine built to maintain clean, clutter-free cluster environments. By looking up orphaned, obsolete, or outdated configmaps, secrets, persistent volumes, and failed pods, it prunes cluster footprints against user-defined scheduling filters.
-### Data Protection and Backup
-
-#### Observability (1)
-
-  - **(2024)** [==vitobotta/velero-notifications==](https://github.com/vitobotta/velero-notifications) ⭐ 36  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A specialized alerting utility designed to track and publish execution metrics of Velero backups. It monitors backup Custom Resources within the cluster to push real-time success, failure, or warning logs straight to ChatOps integrations including Slack, Discord, and arbitrary HTTP webhooks.
-### Observability (2)
-
-#### Synthetics and Audits
-
-  - **(2024)** [K8s KPIs with Kuberhealthy 🌟](https://kubernetes.io/blog/2020/05/29/k8s-kpis-with-kuberhealthy) [N/A CONTENT]  [COMMUNITY-TOOL] β€” This reference details how to implement the Kuberhealthy operator to monitor cluster KPIs. It explains how to deploy synthetic check CRDs that run test cycles of network calls, pod scheduling, and DNS lookups, alerting operators to cluster problems early.
-### Resource Lifecycle
-
-#### Ephemeral Clusters
-
-  - **(2025)** [==github.com/NCCloud/mayfly: Ephemeral Kubernetes Resources 🌟==](https://github.com/NCCloud/mayfly) ⭐ 337  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Mayfly introduces time-to-live policies on generic Kubernetes resources and testing namespaces. Once designated duration guidelines are reached, Mayfly executes automated teardowns, ensuring transient tests do not leave lingering etcd records or unused services.
-## Orchestration
-
-### Kubernetes
-
-#### Networking (1)
-
-  - **(2023)** [github.com/carlosedp/lbconfig-operator: External Load Balancer Operator' 🌟](https://github.com/carlosedp/lbconfig-operator) ⭐ 63  [GO CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” Operator that dynamically provisions and configures external hardware/software load balancers (such as F5 BIG-IP or HAProxy) based on Kubernetes ingress or service resource updates.
-#### Observability (3)
-
-  - **(2024)** [kube-fluentd-operator 🌟](https://github.com/vmware-archive/kube-fluentd-operator) ⭐ 321  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟 [LEGACY] β€” A now-archived operator designed to dynamically construct namespace-specific Fluentd logging pipelines in Kubernetes. Modern platform engineering architectures have largely transitioned to standardized OpenTelemetry or Fluent Bit routing setups.
-#### Operators (25)
-
-  - **(2025)** [Speculator: Redis Operator](https://github.com/OT-CONTAINER-KIT/redis-operator) ⭐ 1379  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An advanced Redis Operator developed by OT Container Kit. Features automated failover management, backup orchestrations, persistence configuration, and Redis Sentinel cluster sizing within Kubernetes native deployments.
-  - **(2025)** [Kotal operator](https://github.com/kotalco/kotal) ⭐ 221  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” A multi-client blockchain node operator for Kubernetes. Simplifies configuring and maintaining decentralized networks (such as Ethereum and IPFS) through native Kubernetes custom resources.
-  - **(2024)** [Cass Operator](https://github.com/datastax/cass-operator) ⭐ 258  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” DataStax's Kubernetes operator designed to simplify Apache Cassandra cluster deployment and operations. Automates complex stateful management workflows including horizontal scaling, rolling upgrades, and cluster healing.
-  - **(2022)** [Sentry Operator](https://github.com/jace-ys/sentry-operator) ⭐ 27  [GO CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” An infrastructure automation controller developed to provision, update, and manage Sentry instances, projects, and DSN configuration parameters inside a unified Kubernetes environment.
-  - **(2021)** [thenewstack.io: When to Use, and When to Avoid, the Operator Pattern 🌟](https://thenewstack.io/kubernetes-when-to-use-and-when-to-avoid-the-operator-pattern) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Evaluates operational trade-offs and complexity overheads associated with implementing the Operator Pattern. Identifies ideal use-cases (highly stateful, transactional databases) and scenarios where basic Helm or IaC scripts suffice.
-  - **(2020)** [kruschecompany.com: What is a Kubernetes Operator and Where it Can be Used?](https://kruschecompany.com/wp-content/uploads/2020/01/kubernetes-operator.jpg)  [COMMUNITY-TOOL] β€” Illustrated guide defining the role, architecture, and common deployment strategies of Kubernetes Operators. Explains how custom controllers automate day-2 infrastructure management tasks like scaling, backups, and state healing.
-  - **(2020)** [devops.com: Day 2 for the Operator Ecosystem 🌟](https://devops.com/day-2-for-the-operator-ecosystem) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Focuses on Kubernetes Operator lifecycle maturity models, introducing toolkits like KUDO (Kubernetes Universal Declarative Operator). Covers operational challenges, telemetry gathering, and unified configuration schemas.
-  - **(2019)** [infoq.com: Kubernetes Operators in Depth](https://www.infoq.com/articles/kubernetes-operators-in-depth) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” High-density architectural breakdown exploring the reconciliation loop, custom controller watch mechanisms, and cache behaviors inside the Kubernetes API server model. Essential reading for platform architects building operators.
 ## Platform Engineering
 
-### GitOps and Configuration
+### Job Scheduling
 
-#### Dynamic Configurations
+#### Batch Workloads
 
-  - **(2024)** [==glebiller/dynamic-configuration-operator: Dynamic Configuration Operator==](https://github.com/glebiller/dynamic-configuration-operator) ⭐ 34  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A custom controller facilitating zero-downtime, runtime application configurations. It tracks custom properties and systematically updates downstream ConfigMaps or dynamic configurations directly in pod filespaces without triggering heavy, traffic-disruptive pod recycling loops.
-#### Manifest Mutation
-
-  - **(2025)** [==prosimcorp/reforma==](https://github.com/prosimcorp/reforma) ⭐ 58  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [EMERGING] β€” Reforma is an emerging schema validation and dynamic mutation engine for Kubernetes manifests. Operating ahead of deployment pipelines, it allows engineers to declarative-define mutating policies and structural validations on raw YAML. This functions as a lightweight, modular alternative to complex mutating admission webhooks.
-### Infrastructure Automation
-
-#### Scanning
-
-  - **(2020)** [Domain-harvester](https://github.com/shurshun/domain-harvester) [GO CONTENT]  [COMMUNITY-TOOL] β€” Technical codebase utility built to scan, harvest, and aggregate domain information. Useful for tracking internal infrastructure endpoints and public-facing assets during operational inventory audits.
-### Multi-Tenancy
-
-#### Conceptual Overviews (2)
-
-  - **(2024)** [thenewstack.io: K8Spin Provides Multitenant Isolation for Kubernetes](https://thenewstack.io/k8spin-provides-multitenant-isolation-for-kubernetes) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An article discussing how K8Spin implements virtualized tenant workspaces. Reviews performance overheads and resource boundaries of namespace isolation relative to physical, heavy, multi-cluster architectures.
-#### Registries and Catalogs (1)
-
-  - **(2024)** [Discover K8Spin open source software](https://k8spin.cloud/oss-projects) [N/A CONTENT]  [COMMUNITY-TOOL] β€” The main portal cataloging K8Spin's open-source projects. Focuses on lightweight cluster sharing tools, providing APIs designed to bootstrap secure developer workspaces instantly.
-#### Resource Isolation
-
-  - **(2024)** [==K8Spin Operator 🌟==](https://github.com/k8spin/k8spin-operator) ⭐ 217  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An early multi-tenant operator created to carve out isolated tenant partitions quickly. While development has slowed in favor of modern virtual-cluster controllers, its early designs show useful approaches for tenant namespace boundaries.
-## Reliability
-
-### Monitoring (1)
-
-#### Synthetic Monitoring
-
-##### Operators (26)
-
-  - **(2024)** [==kuberhealthy 🌟==](https://github.com/kuberhealthy/kuberhealthy) ⭐ 2247  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kuberhealthy schedules dynamic, real-world actions as background test suites. It detects underlying API, network, or storage decay that static monitoring tools overlook by continually validating that clusters are functionally operational.
-### Testing
-
-#### Load Testing
-
-##### Operators (27)
-
-  - **(2022)** [kubeload - load testing](https://github.com/Efrat19/kubeload) ⭐ 24  [GO CONTENT]  [COMMUNITY-TOOL] β€” An operator framework that manages and scales load testing deployments inside a cluster. It coordinates distributed engines to simulate realistic traffic profiles against selected cluster endpoints, streamlining continuous integration workflows.
-#### Performance Benchmarking
-
-##### Operators (28)
-
-  - **(2024)** [==cloud-bulldozer/benchmark-operator: The Chuck Norris of cloud benchmarks==](https://github.com/cloud-bulldozer/benchmark-operator) ⭐ 305  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Automates heavy performance testing (e.g., FIO, uperf) within active clusters. It deploys targets, isolates benchmark metrics, and exports execution data to visualization layers.
-## Resources
-
-### Case Study
-
-#### Migration
-
-##### Operators (29)
-
-  - **(2021)** [thenewstack.io: We Pushed Helm to the Limit, then Built a Kubernetes Operator 🌟](https://thenewstack.io/we-pushed-helm-to-the-limit-then-built-a-kubernetes-operator) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A real-world case study outlining the transition from Helm charts to custom Go operators. It discusses the scaling limitations of template parsing when implementing complex state machines.
-### Education
-
-#### Architectural Decision
-
-##### Operators (30)
-
-  - **(2021)** [kubermatic.com: Why Implementing Kubernetes Operators Is a Good Idea! 🌟](https://www.kubermatic.com/blog/why-implementing-kubernetes-operators-is-a-good-idea) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Examines the competitive operational advantages of selecting the Operator pattern over traditional scripting approaches, focusing on automated self-healing and standardized state reconciliation.
-#### Architectural Pattern
-
-##### Operators (31)
-
-  - **(2021)** [itnext.io: Kubernetes Operators: Cruise Control for Managing Cloud-Native Apps](https://itnext.io/kubernetes-operators-cruise-control-for-managing-cloud-native-apps-db328ef8e345) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An analytical article comparing manual sysadmin runbooks with the automatic capabilities of Operators. It covers automated backups, version migrations, and disaster recovery loops.
-#### Concepts
-
-##### Operators (32)
-
-  - **(2021)** [container-solutions.com: Kubernetes Operators Explained](https://blog.container-solutions.com/kubernetes-operators-explained) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An foundational architectural guide explaining the design of the Kubernetes Operator pattern. It covers the core mechanics of custom controllers, the reconciliation loop, and CRDs, codifying operational knowledge into software.
-#### Deep Dive
-
-##### Operators (33)
-
-  - **(2021)** [iximiuz.com: Exploring Kubernetes Operator Pattern 🌟](https://iximiuz.com/en/posts/kubernetes-operator-pattern) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep-dive analysis on the mechanics of the controller runtime. It explains internal structures such as informers, dynamic work queues, and client-go caches, illustrating how reconciliation loops run concurrently.
-#### Hands-on Development
-
-##### Operators (34)
-
-  - **(2021)** [itnext.io: Kubexpose: A Kubernetes Operator, for fun and profit!](https://itnext.io/kubexpose-a-kubernetes-operator-for-fun-and-profit-f528586eee07) [N/A CONTENT]  [EMERGING] β€” A practical walk-through detailing the development of Kubexpose, an experimental custom controller designed to simplify cluster service exposure rules.
-#### Introductory
-
-##### Operators (35)
-
-  - **(2021)** [learnsteps.com: Advance Kubernetes: What exactly are Kubernetes Operators?](https://www.learnsteps.com/advanced-kubernetes-what-exactly-are-kubernetes-operators) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An introductory post explaining the mechanics of custom Kubernetes controllers. It maps physical operator duties to software loops to illustrate the benefits of declarative configurations.
-#### Java Ecosystem
-
-##### Operators (36)
-
-  - **(2021)** [spring.io: Get to Know a Kubernetes Operator!](https://spring.io/blog/2021/11/19/get-to-know-a-kubernetes-operator) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A guide demonstrating the Java Operator SDK. It details how Java-centric teams can write native controllers using GraalVM to compile down to low-memory native executables.
-#### Official Guide
-
-##### Operators (37)
-
-  - **(2021)** [kubernetes.io: Writing a Controller for Pod Labels](https://kubernetes.io/blog/2021/06/21/writing-a-controller-for-pod-labels) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An introductory blog post from the Kubernetes maintainers details the process of writing an active controller that automatically validates and formats Pod label schemas.
-#### Trade-off Evaluation
-
-##### Operators (38)
-
-  - **(2021)** [blog.px.dev/k8s-operator: 3 Reasons to Use Kubernetes Operators (and 2 Reasons Not To)](https://blog.px.dev/k8s-operator) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Evaluates the advantages and disadvantages of deploying Operators. It contrasts automation capabilities against increased control-plane pressure and code maintenance costs.
-#### Tutorial Series
-
-##### Operators (39)
-
-  - **(2021)** [medium.com: Getting Started With Kubernetes Operators (Helm Based) - Part 1](https://www.velotio.com/engineering-blog/getting-started-with-kubernetes-operators-helm-based-part-1) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A multi-phase training guide tracking operator design frameworks. It walks through building Helm-based control planes, transitioning to Ansible controllers, and writing performant Golang reconcilers.
-#### Value Proposition
-
-##### Operators (40)
-
-  - **(2022)** [practicalkubernetes.blogspot.com: Making the case for Kubernetes Operators](https://practicalkubernetes.blogspot.com/2022/01/making-case-for-kubernetes-operators.html) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Discusses why operators are well-suited for stateful databases and complex storage platforms, translating operational procedures into reliable code loops.
-## Security
-
-### Access Control
-
-#### Dynamic RBAC
-
-##### Operators (41)
-
-  - **(2023)** [==redhat-cop/dynamic-rbac-operator: Dynamic RBAC Operator==](https://github.com/redhat-cop/dynamic-rbac-operator) ⭐ 23  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Dynamically coordinates RBAC permissions based on directory groups or namespace annotations, simplifying user onboarding and access control administration.
-#### RBAC
-
-##### Operators (42)
-
-  - **(2024)** [==FairwindsOps/rbac-manager: RBAC Manager 🌟==](https://github.com/FairwindsOps/rbac-manager) ⭐ 1654  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” RBAC Manager mitigates the configuration overhead of managing Kubernetes users and permissions. It provides structured Custom Resources that simplify standard RoleBindings and ClusterRoleBindings under a clean API.
-### Enterprise Architecture
-
-#### Air-Gapped Environments
-
-##### Operators (43)
-
-  - **(2021)** [openshift.com: Is your Operator Air-Gap Friendly?](https://www.redhat.com/en/blog/is-your-operator-air-gap-friendly) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explains critical design rules for deploying operators inside highly secure, disconnected, or air-gapped systems, detailing offline container registries, local metadata hosting, and strict network configurations.
-### Multi-tenancy
-
-#### Platform Engineering (1)
-
-##### Operators (44)
-
-  - **(2024)** [==Capsule Operator==](https://github.com/projectcapsule/capsule) ⭐ 2095  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Capsule aggregates namespaces into virtual 'tenants', providing secure multi-tenancy. It enforces dynamic network isolation, storage limits, and ingress classes, forming a foundation for platform engineering.
-### Secrets Management
-
-#### AWS Integration
-
-##### Operators (45)
-
-  - **(2021)** [contentful.com: Open-sourcing kube-secret-syncer: A Kubernetes operator to sync secrets from AWS Secrets Manager](https://www.contentful.com/blog/open-source-kube-secret-syncer) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A detailed technical review describing the open-sourcing of kube-secret-syncer. The tool synchronizes secrets dynamically from AWS Secrets Manager to Kubernetes namespaces, removing manual config synchronization overhead.
-#### Multi-Provider Secrets
-
-##### Operators (46)
-
-  - **(2024)** [==digitalis-io/vals-operator==](https://github.com/digitalis-io/vals-operator) ⭐ 167  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Utilizes the vals framework to dynamically parse and inject secrets from Vault, AWS SSM, and GCP Secret Manager. It prevents local credential storage risks and eliminates third-party platform lock-in.
-#### Registry Authentication
-
-##### Operators (47)
-
-  - **(2023)** [==registry-creds==](https://github.com/alexellis/registry-creds) ⭐ 350  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Automatically syncs image pull credentials across diverse namespaces from registry platforms like ECR, GCR, and Docker Hub. It solves multi-tenant credential sharing securely without requiring manual duplications.
-#### Simplification
-
-##### Operators (48)
-
-  - **(2022)** [Michaelpalacce/SimpleSecrets](https://github.com/Michaelpalacce/SimpleSecrets) ⭐ 25  [GO CONTENT]  [EMERGING] β€” An experimental secrets management utility that simplifies distributing and syncing environment configurations securely across multiple namespaces.
-### Vulnerability Management
-
-#### Scanning (1)
-
-##### Operators (49)
-
-  - **(2023)** [==ckotzbauer/vulnerability-operator==](https://github.com/ckotzbauer/vulnerability-operator) ⭐ 87  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Integrates scanning engines with active cluster runtimes, cross-referencing running container image tags against security databases to alert administrators to new vulnerabilities.
-## Security and Compliance
-
-### Secret Management
-
-#### Conceptual Overviews (3)
-
-  - **(2024)** [thenewstack.io: HashiCorp Vault Operator Manages Kubernetes Secrets](https://thenewstack.io/hashicorp-vault-operator-manages-kubernetes-secrets) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An analytical study examining security profiles using the Vault Secrets Operator. It dissects architectural topologies where dynamic secrets are mirrored from external secret hubs to native pods, validating zero-trust posture across cloud infrastructures.
-#### Dynamic Secrets
-
-  - **(2025)** [==github.com/mittwald/kubernetes-secret-generator 🌟==](https://github.com/mittwald/kubernetes-secret-generator) ⭐ 391  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” This secret generator creates secure random passwords, certificates, and private SSH keys on-demand in-cluster. Generated data is stored directly as encrypted Secrets resources, eliminating the risk of checking cleartext credentials into infrastructure repositories.
-#### HashiCorp Vault
-
-  - **(2025)** [==github.com/ricoberger/vault-secrets-operator==](https://github.com/ricoberger/vault-secrets-operator) ⭐ 687  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” This operator provides direct synchronization between HashiCorp Vault secrets and Kubernetes Secrets storage classes. By tracking external Vault paths, it triggers dynamic, secure updates to dependent application pods the moment source secrets are rotated.
+  - **(2024)** [**Kueue Release v0.14.0**](https://github.com/kubernetes-sigs/kueue/releases/tag/v0.14.0) ⭐ 2563  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight details the Kueue v0.14.0 release for advanced batch queuing in Kubernetes. Live engineering in 2026 highlights Kueue as the de facto standard for queuing, resource-sharing, and optimizing ML/AI compute clusters using standard scheduling components.
 ## Security and Identity
 
-### Secrets Management (1)
+### Secrets Management
 
 #### External Secrets Sync
 
   - **(2021)** [contentful-labs/kube-secret-syncer 🌟](https://github.com/contentful-labs/kube-secret-syncer) ⭐ 194  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A targeted operator designed to synchronize secrets securely from external services (specifically AWS Parameter Store) directly into native Kubernetes Secrets, ensuring cloud-hosted secrets stay continuously aligned with active workloads.
-## Storage (1)
-
-### Volume Management
-
-#### Autoscaling (1)
-
-  - **(2025)** [==github.com/DevOps-Nirvana: Kubernetes Volume / Disk Autoscaler (via Prometheus)==](https://github.com/DevOps-Nirvana/Kubernetes-Volume-Autoscaler) ⭐ 317  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” This automation controller watches real-time disk capacities across cluster storage layers via Prometheus queries. When custom consumption thresholds are breached, it triggers dynamic CSI volume expansion, preempting critical disk-exhaustion outages for active database containers.
-## Workload Management
-
-### Job Scheduling
-
-#### Cron Engines
-
-  - **(2025)** [==github.com/furiko-io/furiko==](https://github.com/furiko-io/furiko) ⭐ 502  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Furiko is an advanced execution platform designed to host ad-hoc and cron jobs in complex production clusters. It expands upon native CronJob limitations by offering comprehensive concurrency controls, deep execution history archives, and parameterized triggers suited for high-throughput batch environments.
-#### Operators (50)
-
-  - **(2024)** [==github.com/ContainerSolutions/delayed-jobs-operator==](https://github.com/ContainerSolutions/delayed-jobs-operator) ⭐ 10  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A minor controller designed to rate-limit or defer the spin-up of batch execution workloads. It introduces explicit queues or temporal delays before initiating pods, safeguarding backend databases from heavy, simultaneous connection storms.
-  - **(2024)** [github.com/lukaszraczylo/jobs-manager-operator 🌟](https://github.com/lukaszraczylo/jobs-manager-operator) [GO CONTENT]  [COMMUNITY-TOOL] β€” A specialized job execution supervisor focused on automated lifecycle pruning. It dynamically clears completed or broken jobs based on custom-defined TTL guidelines, preventing etcd congestion caused by historical batch resources.
 
 ---
-πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Kubernetes Client Libraries](./kubernetes-client-libraries.md)
+πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Serverless](./serverless.md) | [Kubectl Commands](./kubectl-commands.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/kubernetes-releases.md b/v2-docs/kubernetes-releases.md
index cdf5f212..3b798331 100644
--- a/v2-docs/kubernetes-releases.md
+++ b/v2-docs/kubernetes-releases.md
@@ -8,291 +8,37 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [Cloud Integrations](#cloud-integrations)
-  - [AWS](#aws)
-    - [Security](#security)
 1. [Kubernetes Core](#kubernetes-core)
-  - [API Evolution](#api-evolution)
-    - [v1.16](#v116)
-    - [v1.22](#v122)
-    - [v1.25](#v125)
-  - [Cluster Security](#cluster-security)
-    - [v1.21](#v121)
-    - [v1.23](#v123)
-  - [Container Runtimes](#container-runtimes)
-    - [Dockershim Deprecation](#dockershim-deprecation)
-    - [v1.24](#v124)
-  - [Infrastructure](#infrastructure)
-    - [Registry](#registry)
-  - [Job Scheduling](#job-scheduling)
-    - [v1.21](#v121-1)
-  - [Node Management](#node-management)
-    - [Fault Tolerance](#fault-tolerance)
-    - [v1.22](#v122-1)
-  - [Observability](#observability)
-    - [v1.21](#v121-2)
-  - [Operator Framework](#operator-framework)
-    - [v1.20](#v120)
-  - [Release Lifecycle](#release-lifecycle)
-    - [Documentation](#documentation)
-    - [Process](#process)
-    - [v1.20](#v120-1)
-    - [v1.21](#v121-3)
-    - [v1.22](#v122-2)
-    - [v1.23](#v123-1)
-    - [v1.24](#v124-1)
-    - [v1.25](#v125-1)
   - [Releases](#releases)
-    - [v1.25](#v125-2)
-    - [v1.26 Analysis](#v126-analysis)
-    - [v1.26 Features](#v126-features)
-    - [v1.27](#v127)
-    - [v1.27 Features](#v127-features)
-    - [v1.27 Industry](#v127-industry)
-    - [v1.27 Security](#v127-security)
     - [v1.28 Features](#v128-features)
-  - [Resource Allocation](#resource-allocation)
-    - [v1.21](#v121-4)
-    - [v1.22](#v122-3)
   - [Resource Management](#resource-management)
-    - [CPUManager](#cpumanager)
     - [Pod Resize](#pod-resize)
-  - [Scheduling](#scheduling)
-    - [Resource Allocation](#resource-allocation-1)
-1. [Kubernetes Networking](#kubernetes-networking)
-  - [Traffic Engineering](#traffic-engineering)
-    - [Load Balancing](#load-balancing)
-1. [Kubernetes Orchestration](#kubernetes-orchestration)
-  - [Batch Jobs](#batch-jobs)
-    - [Job Tracking](#job-tracking)
-1. [Kubernetes Security](#kubernetes-security)
-  - [Policies](#policies)
-    - [CEL Admission](#cel-admission)
-    - [Deprecation Critique](#deprecation-critique)
-    - [Pod Security Policy](#pod-security-policy)
-1. [Kubernetes Storage](#kubernetes-storage)
-  - [CSI](#csi)
-    - [Volume Mounts](#volume-mounts)
-1. [Managed Kubernetes](#managed-kubernetes)
-  - [AWS EKS](#aws-eks)
-    - [v1.22](#v122-4)
-  - [EKS](#eks)
-    - [Upgrades](#upgrades)
+1. [Platform Engineering](#platform-engineering)
+  - [Job Scheduling](#job-scheduling)
+    - [Batch Workloads](#batch-workloads)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [magalix: What You Should Know about Kubernetes 1.20](https://www.magalix.com/blog/what-you-should-know-about-kubernetes-1.20)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering magalix: What You Should Know about Kubernetes 1.20 in the Kubernetes Tools ecosystem.
-  - [medium: Kubernetes v1.22 ends Cloud Provider LoadBalancer lock-in](https://medium.com/thermokline/kubernetes-v1-22-ends-cloud-provider-loadbalancer-lock-in-80ed7907695e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes v1.22 ends Cloud Provider LoadBalancer lock-in in the Kubernetes Tools ecosystem.
-  - [blog.runx.dev: Will That Kubernetes v1.22 Upgrade Break My Application?](https://blog.runx.dev/will-that-kubernetes-v1-22-upgrade-break-my-application-cc339dc2e2c7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==blog.runx.dev: Will That Kubernetes v1.22 Upgrade Break My Application?== in the Kubernetes Tools ecosystem.
-  - [inder-devops.medium.com: It’s Time to Migrate your Container Runtime, Kubernetes' 1.24 is coming](https://inder-devops.medium.com/its-time-to-migrate-your-container-runtime-kubernetes-1-24-is-coming-f0c0b6b9bb90)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering inder-devops.medium.com: It’s Time to Migrate your Container Runtime, Kubernetes' 1.24 is coming in the Kubernetes Tools ecosystem.
-  - [alexandrev.medium.com: Kubernetes Autoscaling 1.26: A Game-Changer for KEDA' Users?](https://alexandrev.medium.com/kubernetes-autoscaling-1-26-a-game-changer-for-keda-users-c718a81fb155)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering alexandrev.medium.com: Kubernetes Autoscaling 1.26: A Game-Changer for KEDA' Users? in the Kubernetes Tools ecosystem.
-  - [medium.com/@jonathan_37674: Kubernetes 1.27: Everything You Should Know' | ARMO](https://medium.com/@jonathan_37674/kubernetes-1-27-everything-you-should-know-armo-236de6d77272)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@jonathan_37674: Kubernetes 1.27: Everything You Should Know' | ARMO in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: Kubernetes Planternetes v1.28: Non-Graceful Node' Shutdown Feature](https://levelup.gitconnected.com/kubernetes-planternetes-v1-28-non-graceful-node-shutdown-feature-8608d5073519)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Kubernetes Planternetes v1.28: Non-Graceful Node' Shutdown Feature in the Kubernetes Tools ecosystem.
-## Cloud Integrations
-
-### AWS
-
-#### Security
-
-  - **(2023)** [Private Access to the AWS Management Console is generally available](https://aws.amazon.com/about-aws/whats-new/2023/05/aws-management-console-private-access)  [COMMUNITY-TOOL] β€” Details the general availability of Private Access to the AWS Management Console. This feature allows enterprise customers to limit console access to connections originating from specific network endpoints or VPCs, drastically reducing potential attack surfaces and ensuring secure administration paths.
 ## Kubernetes Core
 
-### API Evolution
-
-#### v1.16
-
-  - **(2019)** [Kubernetes v1.16 API deprecation testing](https://gist.github.com/jimangel/0014770713cdca8b363816930ef2520f) [SHELL CONTENT] 🌟🌟 [LEGACY] β€” Curator Insight features a test script for identifying deprecated Kubernetes v1.16 APIs. Live engineering truth in 2026 finds this script outdated, though historically valuable for understanding the mechanics of migrating extensions/v1beta1 API resources.
-#### v1.22
-
-  - **(2021)** [kubernetes.io: Kubernetes API and Feature Removals In 1.22: Here’s What You Need To Know](https://kubernetes.io/blog/2021/07/14/upcoming-changes-in-kubernetes-1-22) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight points to the critical official guide regarding upcoming 1.22 API removals. In 2026, this remains the historical checklist template used by platform engineers to design deprecation checklists.
-#### v1.25
-
-  - **(2022)** [kubernetes.io: Kubernetes Removals and Major Changes In 1.25](https://kubernetes.io/blog/2022/08/04/upcoming-changes-in-kubernetes-1-25) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight highlights the upcoming removals in 1.25. Live grounding in 2026 registers 1.25 as the ultimate removal point for PodSecurityPolicy (PSP), finalizing the modern security validation ecosystem.
-### Cluster Security
-
-#### v1.21
-
-  - **(2021)** [devclass.com: Kubernetes 1.21 unloads pod security, adds dual IPv4/IPv6 networking, and shuts down gracefully](https://www.devclass.com/containers/2021/04/09/kubernetes-121-unloads-pod-security-adds-dual-ipv4/ipv6-networking-and-shuts-down-gracefully/1623619)  [COMMUNITY-TOOL] β€” Curator Insight discusses Kubernetes 1.21 dropping PodSecurityPolicy, adding dual IPv4/IPv6 networking, and implementing graceful shutdowns. In 2026, dual-stack networking is highly standard, having originated from these architectural changes.
-#### v1.23
-
-  - **(2021)** [blog.aquasec.com: Kubernetes Version 1.23: What's New for Security?](https://blog.aquasec.com/kubernetes-version-1.23-security-features)  [LEGACY] β€” Curator Insight duplicates security focuses in 1.23. In 2026, it remains useful for security compliance audits when checking clusters against legacy security postures.
-### Container Runtimes
-
-#### Dockershim Deprecation
-
-  - **(2021)** [kubernetes.io: Dockershim removal is coming. Are you ready?](https://kubernetes.io/blog/2021/11/12/are-you-ready-for-dockershim-removal) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight focuses on Dockershim removal readiness. In 2026, this remains a valuable reference artifact for migrating air-gapped systems or old enterprise clusters from Docker to containerd.
-  - **(2020)** [zdnet.com: Kubernetes dropping Docker is not that big of a deal](https://www.zdnet.com/article/kubernetes-dropping-docker-is-not-that-big-of-a-deal)  [COMMUNITY-TOOL] β€” Curator Insight notes ZDNet's perspective that removing Dockershim is not a disruptive disaster. Live grounding in 2026 confirms this prediction was correct, as the ecosystem successfully migrated to containerd and CRI-O without massive developer friction.
-  - **(2020)** [openshift.com: Kubernetes is Removing Docker Support, Kubernetes is Not Removing Docker Support](https://www.redhat.com/en/blog/kubernetes-is-removing-docker-support-kubernetes-is-not-removing-docker-support)  [COMMUNITY-TOOL] β€” Curator Insight identifies Red Hat's explanatory guide on the nuance of Docker support removal. Live grounding in 2026 verifies this piece as a classic, helping teams comprehend that standard OCI-compliant Docker containers remained compatible despite runtime changes.
-#### v1.24
-
-  - **(2022)** [infoq.com: Kubernetes Proceeding with Deprecation of Dockershim in Upcoming 1.24 Release](https://www.infoq.com/news/2022/01/kubernetes-dockershim-removal)  [COMMUNITY-TOOL] β€” Curator Insight outlines InfoQ's coverage of Dockershim's imminent demise in 1.24. Live grounding in 2026 records this as the definitive end of direct Docker Engine support within the kubelet codebase.
-  - **(2022)** [kubernetes.io: Updated: Dockershim Removal FAQ](https://kubernetes.io/blog/2022/02/17/dockershim-faq) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight provides the updated Dockershim FAQ. In 2026, it serves as an excellent reference troubleshooting tool for understanding CRI-dockerd shims and standard CRI integrations.
-### Infrastructure
-
-#### Registry
-
-  - **(2022)** [kubernetes.io: registry.k8s.io: faster, cheaper and Generally Available (GA)](https://kubernetes.io/blog/2022/11/28/registry-k8s-io-faster-cheaper-ga) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” Announces the transition of the primary Kubernetes container registry from 'k8s.gcr.io' to the community-owned, CDN-backed 'registry.k8s.io'. This infrastructural pivot reduces data egress costs and latency by intelligently routing traffic to regional cloud storage providers near the client nodes. Engineers must audit existing configuration files and pipelines to refer to the new endpoint to avoid build failures.
-### Job Scheduling
-
-#### v1.21 (1)
-
-  - **(2021)** [kubernetes.io: kubernetes 1.21: CronJob Reaches GA](https://kubernetes.io/blog/2021/04/09/kubernetes-release-1.21-cronjob-ga) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight provides the official blog announcement of CronJob reaching GA in Kubernetes 1.21. Live analysis in 2026 acknowledges this as the milestone that finalized the performance and controller upgrades for batch scheduling.
-  - **(2021)** [kubernetes.io: Introducing Suspended Jobs in Kubernetes 1.21](https://kubernetes.io/blog/2021/04/12/introducing-suspended-jobs) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight introduces suspended jobs in 1.21. Live grounding in 2026 indicates this feature was a crucial building block for modern external batch orchestrators like Kueue to control execution pauses.
-### Node Management
-
-#### Fault Tolerance
-
-  - **(2022)** [kubernetes.io: Kubernetes 1.26: Non-Graceful Node Shutdown Moves to Beta](https://kubernetes.io/blog/2022/12/16/kubernetes-1-26-non-graceful-node-shutdown-beta) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Introduces the promotion of Non-Graceful Node Shutdown capabilities to Beta in Kubernetes 1.26. This feature enables stateful workloads (such as databases on StatefulSets) to recover gracefully on active nodes when a cluster host crashes abruptly without a proper shutdown path. This addresses a common issue where volume attachments remained locked to failed instances indefinitely.
-#### v1.22 (1)
-
-  - **(2021)** [kubernetes.io: Graceful Node Shutdown Goes Beta](https://kubernetes.io/blog/2021/04/21/graceful-node-shutdown-beta) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight highlights Graceful Node Shutdown transitioning to Beta in 1.22. Live grounding in 2026 confirms this functionality prevents database corruption and packet drops on spot instances by coordinating termination steps with systemd.
-### Observability
-
-#### v1.21 (2)
-
-  - **(2021)** [kubernetes.io: Kubernetes 1.21: Metrics Stability hits GA](https://kubernetes.io/blog/2021/04/23/kubernetes-release-1.21-metrics-stability-ga) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight records the GA of Metrics Stability in 1.21. Live analysis in 2026 confirms this stabilization framework remains critical for maintaining backwards-compatible prometheus exporters without breaking monitoring dashboards.
-### Operator Framework
-
-#### v1.20
-
-  - **(2020)** [thenewstack.io: Kubernetes 1.20 Enhances the Operator Experience and Brings New Features to the Container Runtime](https://thenewstack.io/kubernetes-1-20-enhances-the-operator-experience-and-brings-new-features-to-the-container-runtime)  [COMMUNITY-TOOL] β€” Curator Insight highlights the operator and container runtime interface advancements in 1.20. Live engineering review in 2026 uses this context to study early attempts to standardize execution metrics for operational tooling.
-### Release Lifecycle
-
-#### Documentation
-
-  - **(2026)** [relnotes.k8s.io: Kubernetes Release Notes](https://relnotes.k8s.io) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight highlights the official Kubernetes Release Notes portal. Live grounding in 2026 demonstrates this tool's constant utility for DevOps engineers running automated deprecation pipelines and tracking version-to-version API mutations.
-#### Process
-
-  - **(2021)** [kubernetes.io: Kubernetes Release Cadence Change: Here’s What You Need To Know](https://kubernetes.io/blog/2021/07/20/new-kubernetes-release-cadence) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight addresses the Kubernetes Release Cadence shift from 4 to 3 releases per year. Live grounding in 2026 confirms this release model has brought predictability and stability to platform teams everywhere.
-#### v1.20 (1)
-
-  - **(2020)** [sysdig.com: What’s new in Kubernetes 1.20?](https://www.sysdig.com/blog/whats-new-kubernetes-1-20)  [COMMUNITY-TOOL] β€” Curator Insight reviews Sysdig's breakdown of Kubernetes 1.20. Live engineering truth in 2026 looks back at 1.20 as a watershed moment where the deprecation of Dockershim was first officially introduced, initiating the container runtime interface (CRI) transition.
-  - **(2020)** [thenewstack.io: Kubernetes 1.20 Lands with 44 Enhancements](https://thenewstack.io/kubernetes-1-20-lands-with-44-enhancements)  [COMMUNITY-TOOL] β€” Curator Insight focuses on the 44 enhancements landing with Kubernetes 1.20. In 2026, this resource provides historic data on the stabilization of volume snapshots, PID limits, and early steps toward API deprecation tracking.
-#### v1.21 (3)
-
-  - **(2021)** [devopscube.com: Kubernetes v1.21 Released: Here is What you should know](https://devopscube.com/kubernetes-v1-21-released)  [COMMUNITY-TOOL] β€” Curator Insight offers an overview of Kubernetes 1.21. In 2026, we track this release as a major evolution that brought CronJobs to GA and introduced PodDisruptionBudget stability.
-  - **(2021)** [kubernetes.io: Kubernetes 1.21: Power to the Community](https://kubernetes.io/blog/2021/04/08/kubernetes-1-21-release-announcement) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight presents the official 1.21 release announcement 'Power to the Community'. From a 2026 perspective, 1.21 initiated the long-awaited deprecation of PodSecurityPolicy, shifting the community towards Pod Security Standards.
-  - **(2021)** [analyticsindiamag.com: Kubernetes v1.21 Released: Major Updates & Latest Features](https://analyticsindiamag.com/kubernetes-v1-21-released-major-updates-latest-features)  [COMMUNITY-TOOL] β€” Curator Insight notes major updates in 1.21 from Analytics India Mag. Modern review in 2026 confirms the article effectively summarized regional interest in memory topology and scheduling refinements.
-  - **(2021)** [openshift.com: Kubernetes 1.21 Grows Innovative New Features](https://www.redhat.com/en/blog/kubernetes-1.21-grows-innovative-new-features)  [COMMUNITY-TOOL] β€” Curator Insight presents Red Hat's analysis of 1.21 features. Live grounding in 2026 reviews this for enterprise adaptation paths, specifically outlining how OpenShift clients prepared for eventual PSP deprecations.
-#### v1.22 (2)
-
-  - **(2021)** [sysdig.com: Kubernetes 1.22 – What’s new?](https://www.sysdig.com/blog/kubernetes-1-22-whats-new)  [LEGACY] β€” Curator Insight highlights Sysdig's review of Kubernetes 1.22. Live grounding in 2026 views 1.22 as the milestone where major legacy APIs (like v1beta1 Ingress) were fully removed, causing teams to aggressively update Helm charts.
-  - **(2021)** [kubernetes.io: Kubernetes 1.22: Reaching New Peaks](https://kubernetes.io/blog/2021/08/04/kubernetes-1-22-release-announcement) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight presents the 1.22 release announcement 'Reaching New Peaks'. In 2026, this represents the definitive documentation on client credential plugins and early server-side apply stabilization.
-  - **(2021)** [thenewstack.io: Less Is More with Kubernetes 1.22](https://thenewstack.io/less-is-more-with-kubernetes-1-22)  [COMMUNITY-TOOL] β€” Curator Insight analyzes the 'Less Is More' paradigm of 1.22. Live grounding in 2026 reflects on how API cleanliness made the control plane leaner, decreasing memory footprint and etcd payload overhead.
-  - **(2021)** [acloudguru.com: What’s new with Kubernetes 1.22?](https://www.pluralsight.com/resources/blog/cloud/whats-new-with-kubernetes-1-22)  [COMMUNITY-TOOL] β€” Curator Insight points to Pluralsight's educational summary of 1.22. In 2026, it serves as a baseline tutorial explaining the transition to cgroups v2, which has since become standard in all production distros.
-#### v1.23 (1)
-
-  - **(2021)** [sysdig.com: Kubernetes 1.23 – What’s new?](https://www.sysdig.com/blog/kubernetes-1-23-whats-new)  [COMMUNITY-TOOL] β€” Curator Insight presents Sysdig's assessment of Kubernetes 1.23. Live review in 2026 shows this release solidified Dual-stack IPv4/IPv6 services to GA and introduced Ephemeral Volumes.
-  - **(2021)** [armosec.io: Kubernetes version 1.23 is out – everything you should know](https://www.armosec.io/blog/kubernetes-version-1-23-is-out-everything-you-should-know)  [COMMUNITY-TOOL] β€” Curator Insight provides Armosec's overview of 1.23. In 2026, this document is primarily referenced for its breakdown of security enhancements, notably Pod Security Standards replacing PSP.
-  - **(2021)** [thenewstack.io: Kubernetes 1.23: Dual Stack IPv4/IPv6, CronJobs, Ephemeral Volumes](https://thenewstack.io/kubernetes-1-23-dual-stack-ipv4-ipv6-cronjobs-ephemeral-volumes)  [COMMUNITY-TOOL] β€” Curator Insight summarizes the GA of Dual-stack and CronJobs in 1.23. Live engineering analysis in 2026 verifies these features are highly mature, having stabilized completely during the 1.23 release cycle.
-  - **(2021)** [kubernetes.io: Kubernetes 1.23: The Next Frontier](https://kubernetes.io/blog/2021/12/07/kubernetes-1-23-release-announcement) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight highlights the official Kubernetes 1.23 announcement 'The Next Frontier'. In 2026, this announcement marks the stabilization of ephemeral containers for interactive debugging.
-#### v1.24 (1)
-
-  - **(2022)** [sysdig.com: Kubernetes 1.24 – What’s new?](https://www.sysdig.com/blog/kubernetes-1-24-whats-new)  [COMMUNITY-TOOL] β€” Curator Insight presents Sysdig's review of 1.24. Live analysis in 2026 reminds us that 1.24 removed Dockershim, introduced Beta volume expansion, and made gRPC probes standard.
-#### v1.25 (1)
-
-  - **(2022)** [sysdig.com: Kubernetes 1.25 – What’s new?](https://www.sysdig.com/blog/kubernetes-1-25-whats-new)  [EMERGING] β€” Curator Insight reviews what is new in 1.25. In 2026, this is remembered for bringing Pod Security Admission to GA, KMS v2 alpha, and cgroups v2 enhancements.
 ### Releases
 
-#### v1.25 (2)
-
-  - **(2022)** [kubernetes.io: Kubernetes v1.25: Combiner](https://kubernetes.io/blog/2022/08/23/kubernetes-v1-25-release) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Kubernetes v1.25, dubbed 'Combiner', represents a major milestone in core stability and API maturation. The release is architecturally significant for the formal removal of PodSecurityPolicy (PSP) in favor of Pod Security Admission (PSA) and the promotion of several storage features to General Availability. Operators must adapt to these security and storage modifications to ensure workload compatibility.
-#### v1.26 Analysis
-
-  - **(2022)** [armosec.io: Kubernetes Version 1.26: Everything You Should Know](https://www.armosec.io/blog/kubernetes-1-26-everything-you-should-know)  [COMMUNITY-TOOL] β€” A security-focused architectural assessment of Kubernetes 1.26. The paper highlights the deprecation of non-CSI storage plugins, the expansion of dynamic security standards, and the introduction of CEL validations in admission controllers. This analysis provides key insights for security engineers seeking to implement finer control policies directly within API servers.
-#### v1.26 Features
-
-  - **(2022)** [sysdig.com: Kubernetes 1.26 – What’s new?](https://www.sysdig.com/blog/kubernetes-1-26-whats-new)  [COMMUNITY-TOOL] β€” A detailed technical review of the architectural enhancements shipped in Kubernetes 1.26. Key features highlighted include Common Expression Language (CEL) validation in CustomResourceDefinitions (CRDs), improvements to Pod Scheduling Readiness, and container registry migrations. This summary acts as an essential checklist for systems engineering teams coordinating scheduled cluster upgrades.
-#### v1.27
-
-  - **(2023)** [kubernetes.io: Kubernetes v1.27: Chill Vibes](https://kubernetes.io/blog/2023/04/11/kubernetes-v1-27-release) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The official documentation for the Kubernetes 1.27 release ('Chill Vibes'). Featuring 40 enhancement proposals, this release emphasizes security posture hardening, scheduling optimizations, and resource isolation. Prominent updates include the graduation of SeccompDefault to GA and the introduction of in-place container resource resizing.
-#### v1.27 Features
-
-  - **(2023)** [sysdig.com: Kubernetes 1.27 – What’s new?](https://www.sysdig.com/blog/kubernetes-1-27-whats-new)  [COMMUNITY-TOOL] β€” An analytical overview of Kubernetes 1.27's flagship updates. Features evaluated include the stabilization of SeccompDefault, container image signature verification workflows, and advancements in dynamic resource allocation. This serves as a vital blueprint for enterprise platform teams coordinating upcoming cluster upgrades.
-#### v1.27 Industry
-
-  - **(2023)** [thenewstack.io: Kubernetes 1.27 Arrives](https://thenewstack.io/kubernetes-1-27-arrives)  [COMMUNITY-TOOL] β€” Industry reporting on the release of Kubernetes 1.27, detailing the major developer and operator benefits. It focuses on how security stabilization, API cleanup, and enhanced cluster control interfaces enable enterprise systems to scale more safely and cost-effectively.
-#### v1.27 Security
-
-  - **(2023)** [armosec.io: Kubernetes 1.27 Release: Enhancements and Security Updates](https://www.armosec.io/blog/kubernetes-1-27-release)  [COMMUNITY-TOOL] β€” An in-depth security analysis detailing the security updates and modifications introduced in Kubernetes 1.27. It discusses shifts in default container security profiles, RBAC configurations, and validation tools, providing actionable guidelines for compliance and cluster hardening.
 #### v1.28 Features
 
   - **(2023)** [thenewstack.io: Kubernetes 1.28 Accommodates the Service Mesh, Sudden Outages](https://thenewstack.io/kubernetes-1-28-accommodates-the-service-mesh-sudden-outages)  [COMMUNITY-TOOL] β€” An industry report covering Kubernetes 1.28's key updates, notably native support for sidecar container lifecycles to aid service mesh deployments, and automated recovery controls for sudden node failures. These updates greatly reduce the coordination code needed for robust, multi-tenant microservices clusters.
-### Resource Allocation
-
-#### v1.21 (4)
-
-  - **(2021)** [thenewstack.io: Kubernetes 1.21 Brings a New Memory Manager, More Flexible Scheduling](https://thenewstack.io/kubernetes-1-21-brings-a-new-memory-manager-more-flexible-scheduling)  [COMMUNITY-TOOL] β€” Curator Insight highlights the introduction of a new Memory Manager and flexible scheduling in 1.21. Live grounding in 2026 shows these scheduling frameworks laid the groundwork for modern NUMA-aware multi-core resource allocation in HPC/AI setups.
-#### v1.22 (3)
-
-  - **(2021)** [kubernetes.io: Kubernetes Memory Manager moves to beta](https://kubernetes.io/blog/2021/08/11/kubernetes-1-22-feature-memory-manager-moves-to-beta) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight explains the Kubernetes Memory Manager moving to Beta. Live engineering in 2026 points to this as the genesis of modern NUMA alignment for performance-sensitive low-latency microservices.
 ### Resource Management
 
-#### CPUManager
-
-  - **(2022)** [kubernetes.io: Kubernetes v1.26: CPUManager goes GA](https://kubernetes.io/blog/2022/12/27/cpumanager-ga) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Celebrates the General Availability (GA) of the CPUManager in Kubernetes 1.26. This sub-system allows high-performance workloads to pin CPU cores, offering deterministic scheduling profiles by enforcing NUMA node alignment. Architects can exploit these improvements to drastically reduce latency in database pipelines, streaming engines, and high-frequency trading workloads.
 #### Pod Resize
 
   - **(2023)** [kubernetes.io: Kubernetes 1.27: In-place Resource Resize for Kubernetes Pods (alpha)](https://kubernetes.io/blog/2023/05/12/in-place-pod-resize-alpha) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [EMERGING] β€” Reviews the highly anticipated alpha feature in Kubernetes 1.27: In-place Resource Resize for Pods. This allows engineers to dynamically scale CPU and memory resources allocated to running containers without requiring a pod restart. This capability drastically improves availability and operational costs for scaling-heavy stateful applications and microservices.
-### Scheduling
+## Platform Engineering
 
-#### Resource Allocation (1)
+### Job Scheduling
 
-  - **(2022)** [kubernetes.io: Kubernetes 1.26: Pod Scheduling Readiness](https://kubernetes.io/blog/2022/12/26/pod-scheduling-readiness-alpha) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores the newly introduced Pod Scheduling Readiness feature in Kubernetes 1.26. This allows external controllers to declare scheduling gates on a pod, signaling the scheduler to ignore the resource until specific dependencies are resolved (e.g., custom network setups or resource pre-allocation). This significantly reduces scheduler queue overhead in dynamic, automated environments.
-## Kubernetes Networking
+#### Batch Workloads
 
-### Traffic Engineering
-
-#### Load Balancing
-
-  - **(2022)** [kubernetes.io: Kubernetes v1.26: Advancements in Kubernetes Traffic Engineering](https://kubernetes.io/blog/2022/12/30/advancements-in-kubernetes-traffic-engineering) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Highlights advancements in Kubernetes Traffic Engineering during the 1.26 release lifecycle, focusing on Service Internal Traffic Policy and Topology Aware Routing. These adjustments allow clusters to minimize latency and cross-AZ data transfer fees by dynamically routing traffic closer to the requesting endpoint. Excellent resource for networking engineers designing large-scale cloud topologies.
-## Kubernetes Orchestration
-
-### Batch Jobs
-
-#### Job Tracking
-
-  - **(2022)** [kubernetes.io: Kubernetes 1.26: Job Tracking, to Support Massively Parallel Batch Workloads, Is Generally Available](https://kubernetes.io/blog/2022/12/29/scalable-job-tracking-ga) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Details the GA milestone of Scalable Job Tracking in Kubernetes 1.26. By offloading job tracking from querying all remaining pods to an optimized finalizer architecture, the API server can efficiently orchestrate massively parallel processing workloads. This enhancement dramatically lowers memory consumption and API server load in large-scale machine learning and batch-processing frameworks.
-## Kubernetes Security
-
-### Policies
-
-#### CEL Admission
-
-  - **(2022)** [itnext.io: Unleashing the Power of Kubernetes 1.26: Exploring the New ValidatingAdmissionPolicy Feature with CEL](https://itnext.io/unleashing-the-power-of-kubernetes-1-26-56979ee667fd) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An in-depth guide on the ValidatingAdmissionPolicy introduced in Kubernetes 1.26. Leveraging the Common Expression Language (CEL), cluster administrators can write and enforce custom admission validation rules inside the API Server without deploying external webhook architectures. This provides a highly performant, declarative security mechanism that reduces control plane latency.
-#### Deprecation Critique
-
-  - **(2022)** [macchaffee.com: The Fumbled Deprecation of PodSecurityPolicies](https://www.macchaffee.com/blog/2022/psp-deprecation) [ADVANCED LEVEL]  [LEGACY] β€” This architectural critique analyzes the friction caused by the rapid deprecation of PodSecurityPolicies (PSP). The author highlights gaps in transition paths and the operational challenges encountered by platform engineering teams moving legacy workloads to alternative admission controllers like Gatekeeper or Kyverno. It serves as an informative case study on upstream platform stewardship and API migration management.
-#### Pod Security Policy
-
-  - **(2022)** [kubernetes.io: PodSecurityPolicy: The Historical Context 🌟](https://kubernetes.io/blog/2022/08/23/podsecuritypolicy-the-historical-context) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A detailed post-mortem on PodSecurityPolicy (PSP) providing the architectural context behind its deprecation and eventual removal in v1.25. The publication details structural flaws in PSP's design, including complex API authorization models and the lack of a dry-run capability. This serves as critical foundational reading for security architects migrating clusters to modern Pod Security Standards (PSS) or third-party engines.
-## Kubernetes Storage
-
-### CSI
-
-#### Volume Mounts
-
-  - **(2022)** [kubernetes.io: Kubernetes 1.26: Support for Passing Pod fsGroup to CSI Drivers At Mount Time](https://kubernetes.io/blog/2022/12/23/kubernetes-12-06-fsgroup-on-mount) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Details the Kubernetes 1.26 enhancement enabling Pod fsGroup parameters to be passed directly to CSI drivers during volume mounting operations. By delegating directory permissions and ownership shifts to the underlying storage provider rather than executing local chown recursions, this update dramatically speeds up pod boot times on massive datasets. This optimization represents a major advancement in storage management efficiency.
-## Managed Kubernetes
-
-### AWS EKS
-
-#### v1.22 (4)
-
-  - **(2022)** [aws.amazon.com: Amazon EKS now supports Kubernetes 1.22](https://aws.amazon.com/blogs/containers/amazon-eks-now-supports-kubernetes-1-22)  [COMMUNITY-TOOL] β€” Curator Insight covers EKS supporting Kubernetes 1.22. Live grounding in 2026 treats this as historical information; modern EKS runs vastly newer versions, but this article highlights EKS migration paths and deprecation management.
-### EKS
-
-#### Upgrades
-
-  - **(2022)** [datree.io: EKS 1.22 Upgrade Tutorial](https://www.datree.io/resources/eks-1-22-upgrade-tutorial)  [GUIDE] [LEGACY] β€” An operations-oriented technical walkthrough focusing on upgrading Amazon EKS clusters to version 1.22. It documents the impact of deprecated v1beta1 API removals, specifically detailing transitions for Ingress and CustomResourceDefinition objects. SREs can leverage this guide to configure validation scripts and preventative gatekeeping within CI/CD pipelines prior to AWS control-plane updates.
+  - **(2024)** [**Kueue Release v0.14.0**](https://github.com/kubernetes-sigs/kueue/releases/tag/v0.14.0) ⭐ 2563  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight details the Kueue v0.14.0 release for advanced batch queuing in Kubernetes. Live engineering in 2026 highlights Kueue as the de facto standard for queuing, resource-sharing, and optimizing ML/AI compute clusters using standard scheduling components.
 
 ---
-πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Kubernetes Client Libraries](./kubernetes-client-libraries.md)
+πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Serverless](./serverless.md) | [Kubectl Commands](./kubectl-commands.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/kubernetes-security.md b/v2-docs/kubernetes-security.md
index 088b3f03..511b41cf 100644
--- a/v2-docs/kubernetes-security.md
+++ b/v2-docs/kubernetes-security.md
@@ -10,9 +10,6 @@
 
 1. [API Access Protection](#api-access-protection)
   - [Teleport Access Control](#teleport-access-control)
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Architecture](#architecture)
   - [Microservices](#microservices)
     - [Application Lifecycle](#application-lifecycle)
@@ -35,7 +32,6 @@
   - [Network Policies](#network-policies-1)
   - [Operational Security](#operational-security)
   - [Runtime Secrets Scanning](#runtime-secrets-scanning)
-  - [Security Best Practices](#security-best-practices)
 1. [Cluster Lifecycle Security](#cluster-lifecycle-security-1)
   - [Operating System Paradigm](#operating-system-paradigm)
 1. [Cluster Misconfigurations](#cluster-misconfigurations)
@@ -47,17 +43,14 @@
 1. [Industry Reports](#industry-reports)
   - [Archived Market Trends](#archived-market-trends)
   - [Enterprise Security Trends](#enterprise-security-trends)
-1. [Infrastructure](#infrastructure)
-  - [AWS Integration](#aws-integration)
-    - [Networking](#networking)
 1. [Kubernetes Platform Engine](#kubernetes-platform-engine)
   - [Cluster Installation and Hardening](#cluster-installation-and-hardening)
     - [Infrastructure Provisioning](#infrastructure-provisioning)
   - [Container Runtimes](#container-runtimes)
     - [Runtime Isolation](#runtime-isolation)
-1. [Networking and Security](#networking-and-security)
-  - [Security Compliance](#security-compliance)
-    - [CIS Benchmarks](#cis-benchmarks)
+1. [Networking](#networking)
+  - [CNI](#cni)
+    - [Cilium](#cilium)
 1. [Observability and Monitoring](#observability-and-monitoring)
   - [Runtime Security](#runtime-security)
     - [Falco and K3s Audit Logging](#falco-and-k3s-audit-logging)
@@ -79,142 +72,31 @@
 1. [Secrets Management](#secrets-management)
   - [HashiCorp Vault Integration](#hashicorp-vault-integration)
 1. [Security](#security)
-  - [Access Control](#access-control)
-    - [API Access](#api-access)
-    - [Authentication](#authentication)
-    - [Cluster Access](#cluster-access)
-    - [Custom Authentication](#custom-authentication)
-    - [RBAC](#rbac)
-    - [kubectl Authentication](#kubectl-authentication)
   - [Application Security](#application-security)
     - [Client Security](#client-security)
-  - [Architecture](#architecture-1)
-    - [DevSecOps](#devsecops)
-    - [Future Trends](#future-trends)
-  - [Audit](#audit)
-    - [Configuration Assessment](#configuration-assessment)
-  - [Best Practices](#best-practices)
-    - [General Hardening](#general-hardening)
-  - [Cloud Security](#cloud-security)
-    - [AWS EKS Network](#aws-eks-network)
-    - [EKS Hardening](#eks-hardening)
-  - [Cluster Hardening](#cluster-hardening-2)
-    - [Audit Logs](#audit-logs)
-    - [Best Practices](#best-practices-1)
-    - [Deployment Security](#deployment-security)
-    - [Pod Security](#pod-security)
-    - [Standard Checklists](#standard-checklists)
-  - [Compliance](#compliance)
-    - [CIS Benchmarks](#cis-benchmarks-1)
-  - [Deployment Security](#deployment-security-1)
-    - [Hardening](#hardening)
-  - [DevSecOps](#devsecops-1)
-    - [CICD Pipeline Security](#cicd-pipeline-security)
-    - [Continuous Security](#continuous-security)
-    - [Developer Guidance](#developer-guidance)
-  - [Fundamentals](#fundamentals)
-    - [Concepts](#concepts)
-    - [Threat Modeling](#threat-modeling)
-  - [Hardening Standards](#hardening-standards)
-    - [Government Guidelines](#government-guidelines)
   - [IAM](#iam)
-    - [Authentication and Authorization](#authentication-and-authorization)
     - [SSO](#sso)
   - [Identity and Access](#identity-and-access)
-    - [AWS IRSA](#aws-irsa)
-      - [Hybrid Cloud](#hybrid-cloud)
-    - [Authentication](#authentication-1)
+    - [Authentication](#authentication)
       - [Legacy Tools](#legacy-tools)
-    - [Cloud Integrations](#cloud-integrations)
-      - [AWS IRSA](#aws-irsa-1)
-    - [Enterprise Authentication](#enterprise-authentication)
     - [Microservice Identities](#microservice-identities)
     - [OIDC](#oidc)
-      - [Legacy Tools](#legacy-tools-1)
       - [OAuth2 Proxy](#oauth2-proxy)
-    - [RBAC](#rbac-1)
-      - [Legacy Tools](#legacy-tools-2)
-      - [Security Auditing](#security-auditing)
-    - [SSO and SAML](#sso-and-saml)
     - [Workload Identity](#workload-identity)
-    - [Zero Trust Access](#zero-trust-access)
   - [Identity and Access Management](#identity-and-access-management-1)
-    - [Access Control](#access-control-1)
+    - [Access Control](#access-control)
   - [Kubernetes Security](#kubernetes-security-1)
-    - [Hardening](#hardening-1)
     - [Secrets Management](#secrets-management-1)
-  - [Network Security](#network-security)
-    - [Internet Exposure](#internet-exposure)
-    - [Network Policies](#network-policies-2)
-  - [Offensive Security](#offensive-security)
-    - [Penetration Testing](#penetration-testing-1)
-  - [PKI](#pki)
-    - [Certificate Management](#certificate-management)
-  - [PKI and Certificates](#pki-and-certificates)
-    - [Conceptual](#conceptual)
-    - [TLS Ingress](#tls-ingress)
-      - [Lets Encrypt](#lets-encrypt)
-    - [cert-manager](#cert-manager)
-      - [Access Control](#access-control-2)
-      - [Operations](#operations)
-  - [Platform Hardening](#platform-hardening)
-    - [Best Practices](#best-practices-2)
-  - [Pod Security](#pod-security-1)
-    - [Pod Security Policies](#pod-security-policies)
   - [Policy and Admission Control](#policy-and-admission-control)
-    - [Runtime Security](#runtime-security-1)
-      - [Legacy Tools](#legacy-tools-3)
     - [Validating Webhooks](#validating-webhooks)
-  - [Policy and Audit](#policy-and-audit)
-    - [Manifest Auditing](#manifest-auditing)
-  - [Policy Enforcement](#policy-enforcement)
-    - [Admission Control](#admission-control)
-  - [Runtime Security](#runtime-security-2)
-    - [Ephemeral Containers](#ephemeral-containers)
-    - [eBPF](#ebpf)
-    - [eBPF and Cilium](#ebpf-and-cilium)
   - [Secrets Management](#secrets-management-2)
-    - [Conceptual](#conceptual-1)
-    - [Developer Practice](#developer-practice)
-    - [External Secrets](#external-secrets)
-    - [GitOps](#gitops)
-      - [External Secrets Operator](#external-secrets-operator)
-      - [Sealed Secrets](#sealed-secrets)
     - [HashiCorp Vault](#hashicorp-vault)
-    - [KMS Integration](#kms-integration)
-      - [Legacy Tools](#legacy-tools-4)
     - [OWASP](#owasp)
-    - [Platform Hardening](#platform-hardening-1)
-      - [Conceptual](#conceptual-2)
-    - [Stateful Apps](#stateful-apps)
-  - [Static Analysis](#static-analysis)
-    - [Manifest Auditing](#manifest-auditing-1)
-  - [System Hardening](#system-hardening)
-    - [Security Profiles Operator](#security-profiles-operator)
-  - [Threat Modeling](#threat-modeling-1)
-    - [Penetration Testing](#penetration-testing-2)
-  - [Threat Vector](#threat-vector)
-    - [Internet Exposure](#internet-exposure-1)
-    - [Observability Exposure](#observability-exposure)
-  - [Tooling](#tooling)
-    - [Security Auditing](#security-auditing-1)
-  - [Vulnerabilities](#vulnerabilities)
-    - [CVE Tracking](#cve-tracking)
-    - [Case Studies](#case-studies-1)
-    - [Post-Deployment Scanning](#post-deployment-scanning)
-  - [Vulnerability Assessment](#vulnerability-assessment)
-    - [CIS Benchmarks](#cis-benchmarks-2)
-    - [Policy Enforcement](#policy-enforcement-1)
-    - [Threat Modeling](#threat-modeling-2)
-  - [Zero Trust](#zero-trust)
-    - [Service Mesh and Networking](#service-mesh-and-networking)
-  - [Zero Trust Architecture](#zero-trust-architecture)
 1. [Security Training and Playgrounds](#security-training-and-playgrounds)
   - [Kubernetes Goat Lab](#kubernetes-goat-lab)
 1. [Supply Chain Security](#supply-chain-security)
-  - [Open Source Vulnerability Scanning](#open-source-vulnerability-scanning)
   - [Signature Verification and Ratify](#signature-verification-and-ratify)
-1. [Threat Modeling](#threat-modeling-3)
+1. [Threat Modeling](#threat-modeling)
   - [MITRE ATTandCK Adaptation](#mitre-attandck-adaptation)
   - [MITRE ATTandCK Framework](#mitre-attandck-framework)
 1. [Vulnerability Assessment Tools](#vulnerability-assessment-tools)
@@ -223,115 +105,12 @@
   - [Identity and Access Management](#identity-and-access-management-2)
   - [Pod Security Context](#pod-security-context)
   - [Pod Specifications](#pod-specifications)
-1. [Workstation Client Security](#workstation-client-security)
-  - [Kubeconfig Hardening](#kubeconfig-hardening)
 
 ## API Access Protection
 
 ### Teleport Access Control
 
   - **(2021)** [goteleport.com: Kubernetes API Access Security Hardening](https://goteleport.com/blog/kubernetes-api-access-security) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Assesses security postures for Kube-API exposure, outlining standard secure practices including zero-trust access, bastions, detailed telemetry streams, and short-lived credentials.
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [jetstack.io: Securing Istio workloads with mTLS using cert-manager](https://www.cyberark.com/venafi-and-cyberark-machine-identity-security)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.cyberark.com in the Kubernetes Tools ecosystem.
-  - [medium: Single Sign-On in Kubernetes](https://medium.com/@andriisumko/single-sign-on-in-kubernetes-1ad9528350ed)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Single Sign-On in Kubernetes in the Kubernetes Tools ecosystem.
-  - [Dzone - OAuth 2.0](https://dzone.com/articles/oauth-20-beginners-guide)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone - OAuth 2.0 in the Kubernetes Tools ecosystem.
-  - [medium: How to Harden Your Kubernetes Cluster for Production 🌟](https://medium.com/better-programming/how-to-harden-your-kubernetes-cluster-for-production-7e47990efc2a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How to Harden Your Kubernetes Cluster for Production 🌟 in the Kubernetes Tools ecosystem.
-  - [cncf.io: Kubernetes Security 🌟](https://www.cncf.io/blog/2021/03/22/kubernetes-security)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Kubernetes Security 🌟 in the Kubernetes Tools ecosystem.
-  - [redkubes.com: 10 Kubernetes Security Risks & Best Practices](https://redkubes.com/10-kubernetes-security-risks-best-practices)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering redkubes.com: 10 Kubernetes Security Risks & Best Practices in the Kubernetes Tools ecosystem.
-  - [blog.kasten.io: Kubernetes Ransomware Protection with Kasten K10 v4.0](https://blog.kasten.io/ransomware-protection-kasten-k10-v4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.kasten.io: Kubernetes Ransomware Protection with Kasten K10 v4.0 in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: Enforce Audit Policy in Kubernetes (k8s)](https://levelup.gitconnected.com/enforce-audit-policy-in-kubernetes-k8s-34e504733300)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Enforce Audit Policy in Kubernetes (k8s) in the Kubernetes Tools ecosystem.
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-  - [medium.com/@martin.hodges: Using a wildcard certificate within your Kubernetes' cluster](https://medium.com/@martin.hodges/using-a-wildcard-certificate-within-your-kubernetes-cluster-87c014e8dafe)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@martin.hodges: Using a wildcard certificate within your Kubernetes' cluster in the Kubernetes Tools ecosystem.
-  - [blog.cloudsecque.com: How to Improve the Security of Your Applications' with Kubernetes Security Scanners](https://blog.cloudsecque.com/how-to-improve-the-security-of-your-applications-with-kubernetes-security-scanners-cda97fd2f574)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==blog.cloudsecque.com: How to Improve the Security of Your Applications' with Kubernetes Security Scanners== in the Kubernetes Tools ecosystem.
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-  - [blog.doit-intl.com: Kubernetes and Secrets Management in the Cloud](https://blog.doit-intl.com/kubernetes-and-secrets-management-in-cloud-858533c20dca)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.doit-intl.com: Kubernetes and Secrets Management in the Cloud in the Kubernetes Tools ecosystem.
-  - [medium: Kubernetes Secrets Explained](https://medium.com/codex/kubernetes-secrets-explained-f45baf8cefa7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes Secrets Explained in the Kubernetes Tools ecosystem.
-  - [medium: Managing your sensitive information during GitOps process with Secret' Sealed](https://medium.com/@jerome_tarte/managing-your-sensitive-information-during-gitops-process-with-secret-sealed-27498c77e2b8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Managing your sensitive information during GitOps process with Secret' Sealed in the Kubernetes Tools ecosystem.
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-  - [medium.com/codex: Sealed Secrets for Kubernetes](https://medium.com/codex/sealed-secrets-for-kubernetes-722d643eb658)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/codex: Sealed Secrets for Kubernetes in the Kubernetes Tools ecosystem.
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-  - [medium.com/@danielepolencic: How does RBAC work in kubernetes 🌟](https://medium.com/@danielepolencic/how-does-rbac-work-in-kubernetes-d50dd34771ca)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@danielepolencic: How does RBAC work in kubernetes== 🌟 in the Kubernetes Tools ecosystem.
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-  - [medium.com/@jtdv01: Kubernetes Authorization and Role Based Access Controls' 🌟](https://medium.com/@jtdv01/kubernetes-authorization-and-role-based-access-controls-ca0b7acc17a4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@jtdv01: Kubernetes Authorization and Role Based Access Controls==' 🌟 in the Kubernetes Tools ecosystem.
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-  - [medium.com/andcloudio: Setting up Authentication and RBAC Authorization' in Kubernetes](https://medium.com/andcloudio/creating-authentication-and-authorization-in-kubernetes-c6c5f0f1d2ad)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/andcloudio: Setting up Authentication and RBAC Authorization' in Kubernetes in the Kubernetes Tools ecosystem.
-  - [medium.com/@mehmetodabashi: Authentication and Authorization in Kubernetes:' Client Certificates and Role Based Access Control (RBAC)](https://medium.com/@mehmetodabashi/authentication-and-authorization-in-kubernetes-client-certificates-and-role-based-access-control-d4e98a3c1098)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@mehmetodabashi: Authentication and Authorization in Kubernetes:' Client Certificates and Role Based Access Control (RBAC) in the Kubernetes Tools ecosystem.
-  - [medium.com/@brunoolimpio: Kubernetes DeepDive β€” Parte 2 - Kubernetes RBAC' and more... | Bruno Olimpio](https://medium.com/@brunoolimpio/kubernetes-deepdive-parte-2-a65ffdce596d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@brunoolimpio: Kubernetes DeepDive β€” Parte 2 - Kubernetes RBAC' and more... | Bruno Olimpio in the Kubernetes Tools ecosystem.
-  - [blog.styra.com: Why RBAC is not enough for kubernetes security 🌟🌟](https://blog.styra.com/blog/why-rbac-is-not-enough-for-kubernetes-api-security)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.styra.com: Why RBAC is not enough for kubernetes security 🌟🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/dynatrace-engineering: Kubernetes Security Best Practices Part' 2: Network Policies](https://medium.com/dynatrace-engineering/kubernetes-security-best-practices-part-2-network-policies-405b36ed9d94)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/dynatrace-engineering: Kubernetes Security Best Practices Part' 2: Network Policies in the Kubernetes Tools ecosystem.
-  - [medium.com/@cloud_tips: Kubernetes Security Best Practices](https://medium.com/@cloud_tips/kubernetes-security-best-practices-ea1e3913c001)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@cloud_tips: Kubernetes Security Best Practices in the Kubernetes Tools ecosystem.
-  - [magalix.com: kubernetes authentication 🌟](https://www.magalix.com/blog/kubernetes-authentication)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering magalix.com: kubernetes authentication 🌟 in the Kubernetes Tools ecosystem.
-  - [magalix.com: kubernetes authorization 🌟](https://www.magalix.com/blog/kubernetes-authorization)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering magalix.com: kubernetes authorization 🌟 in the Kubernetes Tools ecosystem.
-  - [lisowski0925.medium.com: Using Kubernetes Certificate Signing Requests and' RBAC for User Authentication and Authorization](https://lisowski0925.medium.com/using-kubernetes-csrs-and-rbac-for-cluster-user-authentication-and-authorization-9df5498655cd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering lisowski0925.medium.com: Using Kubernetes Certificate Signing Requests and' RBAC for User Authentication and Authorization in the Kubernetes Tools ecosystem.
-  - [Kubernetes Authentication and Authorization with X509 client certificates](https://medium.com/@sureshpalemoni/kubernetes-authentication-and-authorization-with-x509-client-certificates-edbc3517c10)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Kubernetes Authentication and Authorization with X509 client certificates in the Kubernetes Tools ecosystem.
-  - [stackoverflow: Accessing the Kubernetes REST end points using bearer token](https://stackoverflow.com/questions/56214715/accessing-the-kubernetes-rest-end-points-using-bearer-token)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stackoverflow: Accessing the Kubernetes REST end points using bearer token in the Kubernetes Tools ecosystem.
-  - [ibrahims.medium.com: Security Context β€” Kubernetes](https://ibrahims.medium.com/security-context-kubernetes-9672ae2380f9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ibrahims.medium.com: Security Context β€” Kubernetes in the Kubernetes Tools ecosystem.
-  - [medium.com: Securing Kubernetes Dashboard on EKS with Pomerium](https://medium.com/dev-genius/securing-kubernetes-dashboard-on-eks-with-pomerium-e98c47610e2f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Securing Kubernetes Dashboard on EKS with Pomerium in the Kubernetes Tools ecosystem.
-  - [mahira-technology.medium.com: Kubernetes Secrets Management: Level Up with' External Secrets Operator](https://mahira-technology.medium.com/kubernetes-secrets-management-level-up-with-external-secrets-operator-ed7d32df2189)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering mahira-technology.medium.com: Kubernetes Secrets Management: Level Up with' External Secrets Operator in the Kubernetes Tools ecosystem.
-  - [faun.pub: External Secret Operator on AKS (with Terraform) for Azure Key' Vault Integration (with Workload Identity)](https://faun.pub/external-secret-operator-on-aks-with-terraform-for-azure-key-vault-integration-with-workload-1d0c31082373)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: External Secret Operator on AKS (with Terraform) for Azure Key' Vault Integration (with Workload Identity) in the Kubernetes Tools ecosystem.
-  - [blog.lightspin.io: NGINX Custom Snippets CVE-2021-25742](https://blog.lightspin.io/nginx-custom-snippets-cve-2021-25742)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.lightspin.io: NGINX Custom Snippets CVE-2021-25742 in the Kubernetes Tools ecosystem.
 ## Architecture
 
 ### Microservices
@@ -388,9 +167,6 @@
 ### Runtime Secrets Scanning
 
   - **(2021)** [blog.gitguardian.com: Hardening Your Kubernetes Cluster - Guidelines (Pt. 2) 🌟](https://blog.gitguardian.com/hardening-your-k8s-pt-2) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The second part of a structural security guide detailing advanced settings such as RBAC limitations, audit logging targets, container engine isolation, and secrets scanning policies.
-### Security Best Practices
-
-  - **(2020)** [horovits.wordpress.com: Kubernetes Security Best Practices](https://horovits.wordpress.com/2020/07/15/kubernetes-security-best-practices) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Explains foundational steps for securing Kubernetes API access, configuring container execution privileges, and auditing container images within CI/CD pipelines.
 ## Cluster Lifecycle Security (1)
 
 ### Operating System Paradigm
@@ -419,13 +195,6 @@
 ### Enterprise Security Trends
 
   - **(2021)** [redhat.com: The State of Kubernetes Security](https://www.redhat.com/en/blog/state-kubernetes-security) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Red Hat's analysis of container security threats, identifying key issues such as misconfigurations, unpatched vulnerabilities, and integration friction in cloud-native operational environments.
-## Infrastructure
-
-### AWS Integration
-
-#### Networking
-
-  - **(2024)** [EC2 ENI and IP Limit](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/using-eni.html) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Critical hardware reference outlining IP address and Elastic Network Interface (ENI) allocation limits per EC2 instance type. This heavily dictates pod density capabilities when utilizing the VPC CNI plug-in. Platform architects use this data to calculate scaling limits and avoid network exhaustion.
 ## Kubernetes Platform Engine
 
 ### Cluster Installation and Hardening
@@ -438,13 +207,13 @@
 #### Runtime Isolation
 
   - **(2020)** [thenewstack.io: A Security Comparison of Docker, CRI-O and Containerd 🌟](https://thenewstack.io/a-security-comparison-of-docker-cri-o-and-containerd) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Compares the security architecture and attack surfaces of primary container runtimes: Docker, CRI-O, and Containerd. Discusses rootless execution, sandboxed runtimes (Kata, gVisor), and syscall filtering.
-## Networking and Security
+## Networking
 
-### Security Compliance
+### CNI
 
-#### CIS Benchmarks
+#### Cilium
 
-  - **(2026)** [==kube-bench 🌟==](https://github.com/aquasecurity/kube-bench) ⭐ 8078  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The industry standard tool to check whether Kubernetes clusters are deployed securely according to the Center for Internet Security (CIS) benchmarks. Can be run inside container workloads or directly on node hosts, outputting detailed reports identifying API, TLS, and permissions vulnerabilities.
+  - **(2026)** [cilium.io 🌟](https://cilium.io) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The main website for Cilium, the industry-standard networking, security, and observability engine powered by eBPF. Eliminates routing performance penalties and delivers deep API metrics.
 ## Observability and Monitoring
 
 ### Runtime Security
@@ -498,389 +267,57 @@
   - **(2020)** [learn.hashicorp.com: Integrate a Kubernetes Cluster with an External Vault 🌟](https://developer.hashicorp.com/vault/tutorials/kubernetes-introduction/kubernetes-external-vault) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A practical implementation guide showcasing how to leverage the HashiCorp Vault Agent Injector sidecar to dynamically inject secrets directly into application pods via in-memory tmpfs mounts.
 ## Security
 
-### Access Control
-
-#### API Access
-
-  - **(2024)** [kubernetes.io: Access Clusters Using the Kubernetes API](https://kubernetes.io/docs/tasks/administer-cluster/access-cluster-api) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” An official task-oriented guide illustrating the safe initialization of connections directly to the Kubernetes API server. It highlights proxying patterns, kubectl integration, and direct API calls via transport-layer security (TLS). Essential for developers automating low-level operations within controlled environments.
-#### Authentication
-
-  - **(2024)** [kubernetes.io: Authenticating](https://kubernetes.io/docs/reference/access-authn-authz/authentication) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The core official reference for understanding user and service account authentication mechanisms in Kubernetes. It reviews client certificates, bearer tokens, and OIDC federation protocols. This architectural baseline explains how kube-apiserver validates identity requests securely.
-#### Cluster Access
-
-  - **(2024)** [kubernetes.io: Accesing Clusters](https://kubernetes.io/docs/tasks/access-application-cluster/access-cluster) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Explains how developers and administrators access remote clusters using credential files (kubeconfigs). This documentation reviews contextual switching, multi-cluster management, and local proxy patterns. It serves as a foundational step for secure local engineering workflows.
-#### Custom Authentication
-
-  - **(2023)** [Implementing a custom Kubernetes authentication method](https://learnkube.com/kubernetes-custom-authentication) [ADVANCED LEVEL]  [LEGACY] β€” Provides a technical blueprint for implementing bespoke authentication strategies using webhook token authentication. It explains the integration of custom identity backends with the kube-apiserver lifecycle. Recommended for highly specialized security architectures with legacy SSO restrictions.
-#### RBAC
-
-  - **(2022)** [engineering.dynatrace.com: Kubernetes Security Best Practices -Part 1: Role Based Access Control (RBAC)](https://www.dynatrace.com/news/engineering) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep dive into Kubernetes Role-Based Access Control (RBAC) mechanisms and configuration patterns. The guide stresses the architectural importance of the Principle of Least Privilege, outlining best practices for defining Roles and ClusterRoles. Practical mitigation strategies focus on auditing wildcard permissions to avoid escalation risks.
-#### kubectl Authentication
-
-  - **(2020)** [kubernetes login](https://blog.christianposta.com/kubernetes/logging-into-a-kubernetes-cluster-with-kubectl)  [LEGACY] β€” A legacy-focused technical exploration explaining the login process flow through kubectl. This article breaks down the historical and contemporary mechanics of authentication helpers and tokens. Ideal for engineers seeking to demystify credential caching behaviors.
 ### Application Security
 
 #### Client Security
 
   - **(2022)** [curity.io: Client Security](https://curity.io/resources/client-security)  [COMMUNITY-TOOL] β€” Focuses on security patterns when structuring application clients that interface with identity ecosystems. Covers patterns like Token Handlers and Backend-for-Frontend (BFF) to safely abstract tokens away from client browsers or apps. Reduces target exposures to common cross-site scripting risks.
-### Architecture (1)
-
-#### DevSecOps
-
-  - **(2022)** [thenewstack.io: Securing Kubernetes in a Cloud Native World](https://thenewstack.io/securing-kubernetes-in-a-cloud-native-world)  [COMMUNITY-TOOL] β€” This technical analysis explores how security shifts within high-velocity cloud-native deployments. Outlines strategies for managing immutable infrastructure, dynamic policy updates, and zero-trust routing. Strongly advocates for shifting security controls left and using automated gating engines.
-#### Future Trends
-
-  - **(2022)** [thenewstack.io: Basic Principles Key to Securing Kubernetes’ Future](https://thenewstack.io/key-basic-principles-to-secure-kubernetes-future)  [COMMUNITY-TOOL] β€” Examines long-term trends in cloud-native security, arguing for declarative and immutable configurations as the main vector of defense. Synthesizes principles of software supply chain verification (such as Sigstore/Cosign integration) and automated drift detection. Vital for architects planning 3-to-5 year container strategies.
-### Audit
-
-#### Configuration Assessment
-
-  - **(2023)** [securitycafe.ro: A COMPLETE KUBERNETES CONFIG REVIEW METHODOLOGY](https://securitycafe.ro/2023/02/27/a-complete-kubernetes-config-review-methodology) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An exhaustive, step-by-step methodology for auditing the entire configuration footprint of Kubernetes environments. Provides structural steps for scanning RBAC bindings, assessing cluster configuration parameters, and scanning host node vulnerabilities. Essential checklist for compliance officers and security auditors.
-### Best Practices
-
-#### General Hardening
-
-  - **(2024)** [armosec.io: Kubernetes Security Best Practices: Definitive Guide](https://www.armosec.io/blog/kubernetes-security-best-practices) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An exhaustive technical blueprint emphasizing end-to-end cloud-native system security. It details critical hardening strategies including image scanning, continuous compliance auditing, and secure runtime boundaries. Modern operators leverage these concepts to build proactive defensive postures across hybrid clusters.
-  - **(2023)** [thenewstack.io: 6 Kubernetes Security Best Practices 🌟](https://thenewstack.io/6-kubernetes-security-best-practices)  [COMMUNITY-TOOL] β€” A baseline architectural guide covering foundational security principles in Kubernetes. It focuses on isolating workloads, enabling network policies, and minimizing container privileges. Real-world implementation highlights the mitigation of broad blast radii by enforcing namespace segregation.
-  - **(2023)** [spectrocloud.com: Kubernetes security best practices: 5 easy ways to cut risk](https://www.spectrocloud.com/blog/kubernetes-security-best-practices-5-easy-ways-to-cut-risk)  [COMMUNITY-TOOL] β€” Outlines five high-impact security wins to drastically lower cluster risk vectors. Key practices include restrictive network boundary controls, cluster-wide image pinning, and utilizing immutable root filesystems. These pragmatically reduce immediate exposure surfaces for standard multi-tenant setups.
-### Cloud Security
-
-#### AWS EKS Network
-
-  - **(2024)** [Security Group Rules EKS](https://docs.aws.amazon.com/eks/latest/userguide/sec-group-reqs.html) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official AWS configuration documentation detailing the network security boundaries for Amazon EKS clusters. It defines minimal requirements for control-plane-to-node communication over secure ports. This ensures highly restrictive ingress/egress patterns in security groups.
-#### EKS Hardening
-
-  - **(2024)** [Amazon EKS Best Practices Guide for Security 🌟](https://aws.github.io/aws-eks-best-practices) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The definitive enterprise guide for hardening EKS clusters against cloud-native threats. It covers network segregation, IAM roles for service accounts (IRSA), secrets encryption, and runtime defense. This is a foundational checklist for any platform engineering team running on AWS.
-### Cluster Hardening (2)
-
-#### Audit Logs
-
-  - **(2022)** [blog.gitguardian.com: Kubernetes Hardening Tutorial Part 3: Authn, Authz, Logging & Auditing](https://dev.to/gitguardian/kubernetes-hardening-tutorial-part-3-authn-authz-logging-auditing-3fec)  [COMMUNITY-TOOL] β€” Part three of the GitGuardian series, focusing on authentication, authorization, logging, and audit tracking. Demonstrates how to design granular RBAC policies and enable cluster audit logs to detect security anomalies. Essential for establishing reliable forensic trails.
-#### Best Practices (1)
-
-  - **(2022)** [cast.ai: Kubernetes Security: 10 Best Practices from the Industry and Community 🌟](https://cast.ai/blog/kubernetes-security-10-best-practices)  [LEGACY] β€” Consolidates ten core security practices derived from cloud-native community patterns and expert input. Discusses API server hardening, encryption of secrets at rest in etcd, and continuous vulnerability verification. Provides a clear roadmap for migrating legacy infrastructure securely into Kubernetes.
-  - **(2022)** [dev.to/aws-builders: Best Practices for Securing Kubernetes Deployments 🌟](https://dev.to/aws-builders/best-practices-for-securing-kubernetes-deployments-1jg6)  [COMMUNITY-TOOL] β€” Presents an action-oriented best practice matrix covering cluster configuration and pod safety profiles. Details etcd encryption setups, secure secrets distribution patterns, and implementing standard Pod Security Admission policies. Highly recommended for establishing cluster baselines.
-#### Deployment Security
-
-  - **(2022)** [armosec.io: How to Secure Deployments in Kubernetes? 🌟](https://www.armosec.io/blog/secure-kubernetes-deployment)  [COMMUNITY-TOOL] β€” An operational guide on implementing Pod Security Standards (PSS) within modern clusters. Provides precise configurations for configuring read-only root filesystems, restricting Linux capability escalation, and rejecting root execution. Helps secure standard application manifests against common run-time threat models.
-#### Pod Security
-
-  - **(2022)** [dev.to/thenjdevopsguy: Securing Kubernetes Pods For Production Workloads](https://dev.to/thenjdevopsguy/securing-kubernetes-pods-for-production-workloads-51oh)  [COMMUNITY-TOOL] β€” Focuses on runtime container hardening for critical production clusters. Provides examples of setting up restricted securityContext parameters, dropping raw Linux capabilities, and activating seccomp profiles. Ensures configurations restrict exploitation should container escape vulnerabilities emerge.
-#### Standard Checklists
-
-  - **(2023)** [kubernetes.io: Security Checklist 🌟🌟](https://kubernetes.io/docs/concepts/security/security-checklist) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The official security checklist published by upstream Kubernetes maintainers. It serves as an authoritative map for hardening cluster networks, applying role access structures, and validating runtimes. Essential baseline documentation for cloud infrastructure engineers.
-### Compliance
-
-#### CIS Benchmarks (1)
-
-  - **(2024)** [ibm.com: CIS Benchmarks](https://www.ibm.com/topics) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The Center for Internet Security (CIS) Benchmarks provide globally recognized consensus-based best practices for securing IT systems, clouds, and Kubernetes environments. Organizations use these structured guidelines to validate and harden infrastructure configurations, ensuring compliance with strict security mandates through automated configuration auditors.
-### Deployment Security (1)
-
-#### Hardening
-
-  - **(2023)** [semaphoreci.com: Secure Your Kubernetes Deployments](https://semaphore.io/blog/kubernetes-deployments)  [COMMUNITY-TOOL] β€” Focuses on incorporating shift-left security strategies directly into the CI/CD deployment pipeline. It details how to leverage static manifest analysis, configuration linters, and runtime context constraints. This is essential for preventing misconfigured workloads from reaching production environments.
-### DevSecOps (1)
-
-#### CICD Pipeline Security
-
-  - **(2022)** [infoworld.com: 10 steps to automating security in Kubernetes pipelines](https://www.infoworld.com/article/2258136/10-steps-to-automating-security-in-kubernetes-pipelines.html)  [COMMUNITY-TOOL] β€” A ten-step technical blueprint focused on integrating security scanners directly into automated CI/CD deployment pipelines. Covers static application security testing (SAST), secrets detection, and manifest scanning before changes reach staging or production clusters. Outlines shift-left strategies to mitigate misconfiguration deployment risks.
-#### Continuous Security
-
-  - **(2022)** [collabnix.com: Applying DevSecOps Practices to Kubernetes](https://collabnix.com/applying-devsecops-practices-to-kubernetes)  [COMMUNITY-TOOL] β€” Explores the technical implementation of DevSecOps pipelines targeting Kubernetes applications. Discusses how to configure automated feedback loops between static manifest linters, container register vulnerability databases, and runtime audit monitors. Crucial for scaling secure delivery pipelines.
-#### Developer Guidance
-
-  - **(2022)** [dev.to/pavanbelagatti: Kubernetes Security Best Practices For Developers](https://dev.to/pavanbelagatti/kubernetes-security-best-practices-for-developers-2b92)  [COMMUNITY-TOOL] β€” Translates complex cluster security profiles into digestible concepts tailored directly for application developers. Focuses on safe manifest construction, secret handling, and using non-root base images. Encourages safe development workflows to eliminate security issues before code merges.
-### Fundamentals
-
-#### Concepts
-
-  - **(2022)** [itnext.io: Introduction to Kubernetes Security for Security Professionals](https://itnext.io/introduction-to-kubernetes-security-for-security-professionals-a61b424f7a2a)  [COMMUNITY-TOOL] β€” An entry point resource for security practitioners pivoting from virtual machines or bare-metal servers into Kubernetes environments. Explains standard architectural paradigms like Pods, Namespaces, Service Accounts, and Admission Controllers. Focuses on building a coherent threat modeling mental map.
-  - **(2022)** [dev.to/mattiasfjellstrom: Kubernetes-101: Security concepts](https://dev.to/mattiasfjellstrom/kubernetes-101-security-concepts-2f4f)  [COMMUNITY-TOOL] β€” An introductory security conceptual guide reviewing isolation techniques like Linux namespaces, cgroups, and capabilities. Correlates these kernel-level tools to upstream abstraction parameters in standard Pod specs. Provides a concise, high-density primer on basic defense constructs.
-#### Threat Modeling
-
-  - **(2022)** [blog.gitguardian.com: Hardening Your Kubernetes Cluster - Threat Model (Pt. 1) 🌟🌟](https://blog.gitguardian.com/hardening-your-k8-pt-1)  [COMMUNITY-TOOL] β€” Part one of a tutorial series focusing on threat modeling within Kubernetes systems. Outlines typical attack surface definitions across components like API endpoints, etcd systems, and workers. Aids engineering teams in establishing defense boundaries.
-### Hardening Standards
-
-#### Government Guidelines
-
-  - **(2022)** [armosec.io: NSA & CISA Kubernetes Hardening Guide – what is new with version 1.1](https://www.armosec.io/blog/nsa-cisa-kubernetes-hardening-guide)  [LEGACY] β€” Details updates in version 1.1 of the NSA-CISA Kubernetes Hardening Guide. Highlights transition criteria from deprecated PodSecurityPolicies to Pod Security Standards, alongside advice on checking third-party integrations. Helps teams stay aligned with current guidance.
-  - **(2021)** [thenewstack.io: The NSA Can Help Secure Your Kubernetes Clusters](https://thenewstack.io/the-nsa-can-help-you-secure-your-kubernetes-clusters)  [COMMUNITY-TOOL] β€” Evaluates the joint security guidance on Kubernetes hardening issued by the NSA and CISA. Translates government recommendations into actionable steps for enterprise IT administrators. Focuses on separation of credentials and configuring audit pathways.
-  - **(2021)** [therecord.media: NSA, CISA publish Kubernetes hardening guide 🌟🌟](https://therecord.media/nsa-cisa-publish-kubernetes-hardening-guide)  [COMMUNITY-TOOL] β€” Detailed breakdown of the NSA/CISA Kubernetes Hardening Guide. Emphasizes container sandboxing, running applications with minimal privilege bounds, and dividing networks to limit damage. A vital reference point for regulatory compliance projects.
-  - **(2021)** [infoq.com](https://www.infoq.com/news/2021/09/kubernetes-hardening-guidance)  [COMMUNITY-TOOL] β€” Explores key recommendations from CISA and the NSA regarding cluster infrastructure protection. Demystifies technical methods for managing root filesystems, authenticating platform API requests, and using logging setups to trace lateral movement.
-  - **(2021)** [thenewstack.io: NSA on How to Harden Kubernetes](https://thenewstack.io/nsa-on-how-to-harden-kubernetes)  [COMMUNITY-TOOL] β€” A practical review focusing on the security configurations defined within the NSA hardening guides. Covers container escape avoidance, using read-only structures, and setting up logging patterns. Beneficial for system engineers translating recommendations to production setups.
 ### IAM
 
-#### Authentication and Authorization
-
-  - **(2022)** [dev.to/thenjdevopsguy: The 4 C’s Of Kubernetes Security](https://dev.to/thenjdevopsguy/the-4-cs-of-kubernetes-security-3i9e) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Evaluates enterprise patterns for integrating Kubernetes Role-Based Access Control (RBAC) with corporate directory systems (OIDC, Active Directory). Examines tools like Dex to implement single sign-on (SSO) strategies across multi-cluster environments. Essential reading for cluster operations scaling across departments.
 #### SSO
 
   - **(2022)** [dev.to/gabrielbiasi: Automatic SSO in Kubernetes workloads using a sidecar container](https://dev.to/gabrielbiasi/automatic-sso-in-kubernetes-workloads-using-a-sidecar-container-3752)  [COMMUNITY-TOOL] β€” Outlines an automated SSO sidecar integration pattern inside Kubernetes pods, abstracting authentication logic away from application-level containers. Details OAuth token management and redirect intercept strategies executed transparently at the pod level. Simplifies identity integration across multiple microservices.
 ### Identity and Access
 
-#### AWS IRSA
-
-##### Hybrid Cloud
-
-  - **(2022)** [dev.to: Binding AWS IAM roles to Kubernetes Service Account for on-prem clusters | Daniele Polencic 🌟](https://dev.to/danielepolencic/binding-aws-iam-roles-to-kubernetes-service-account-for-on-prem-clusters-1icc) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Highlights solutions for extending AWS IAM Roles for Service Accounts (IRSA) configurations into on-premises Kubernetes clusters. Solves the hybrid identity challenge by utilizing OIDC federated discovery documents on local nodes.
-#### Authentication (1)
+#### Authentication
 
 ##### Legacy Tools
 
   - **(2020)** [github.com/dvob/k8s-s2s-auth: Kubernetes Service Accounts 🌟](https://github.com/dvob/k8s-s2s-auth) [GO CONTENT]  [LEGACY] β€” Curator Insight: Demonstrates internal service-to-service auth patterns utilizing raw Service Account tokens. Live Grounding: The repository has seen no recent development and is considered legacy. It is superseded by modern ephemeral TokenRequest APIs and service mesh mTLS integrations.
-  - **(2023)** [learnk8s.io/authentication-kubernetes: User and workload identities in Kubernetes 🌟🌟🌟](https://learnkube.com/authentication-kubernetes) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A deep analysis of the conceptual differences between human and workload identities within Kubernetes. Details how API server authentication modules resolve internal workloads using Service Accounts, contrasting them with external OIDC providers.
-  - **(2022)** [goteleport.com: A Simple Overview of Authentication Methods for Kubernetes Clusters](https://goteleport.com/blog/kube-authn-methods)  [COMMUNITY-TOOL] β€” Synthesizes multiple Kubernetes authentication methodsβ€”including bootstrap tokens, client certificates, webhook tokens, and OIDC federation. Provides an architect-level comparison of trade-offs regarding credential life and operational complexity.
-#### Cloud Integrations
-
-##### AWS IRSA (1)
-
-  - **(2021)** [mjarosie.github.io: IAM roles for Kubernetes service accounts - deep dive](https://mjarosie.github.io/dev/2021/09/15/iam-roles-for-kubernetes-service-accounts-deep-dive.html) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A thorough exploration of AWS IAM Roles for Service Accounts (IRSA). Demystifies how AWS OpenID Connect (OIDC) federation interacts with mutating admission webhooks to inject dynamic, temporary AWS STS credentials into Kubernetes pods.
-#### Enterprise Authentication
-
-  - **(2022)** [loft.sh: Kubernetes and LDAP: Enterprise Authentication for Kubernetes](https://www.vcluster.com/blog/kubernetes-and-ldap-enterprise-authentication-for-kubernetes) [ADVANCED LEVEL]  [LEGACY] β€” Outlines pattern-driven integrations for bridging classic corporate LDAP servers with modern Kubernetes clusters. Focuses on identity broker abstractions like Dex to map legacy LDAP groups to Kubernetes RBAC definitions.
 #### Microservice Identities
 
   - **(2023)** [learnk8s.io: Authentication between microservices using Kubernetes identities 🌟](https://learnkube.com/microservices-authentication-kubernetes) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A specialized guide analyzing how service-to-service communication can be secured natively. It demonstrates using Kubernetes ServiceAccount tokens as cryptographic identities to authenticate microservices without external overhead. This pattern reduces dependencies on heavy service meshes for simpler deployments.
 #### OIDC
 
-##### Legacy Tools (1)
-
-  - **(2020)** [==gini/dexter==](https://github.com/gini/dexter) ⭐ 168  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” Curator Insight: An OIDC-helper CLI tool for generating kubectl credential configurations. Live Grounding: Inactive for over 4 years; considered legacy under Nubenetes MVQ rules. It has been superseded by tools like kubelogin.
 ##### OAuth2 Proxy
 
   - **(2021)** [geek-cookbook.funkypenguin.co.nz: Using OAuth2 proxy for Kubernetes Dashboard](https://geek-cookbook.funkypenguin.co.nz/recipes/kubernetes/oauth2-proxy)  [COMMUNITY-TOOL] [GUIDE] β€” A configuration guide describing how to wrap the Kubernetes Dashboard and sensitive internal APIs with oauth2-proxy, enabling secure OIDC integrations and SSO workflows.
-  - **(2024)** [OpenID Connect](https://openid.net) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The official specifications for OpenID Connect, the dominant federation protocol for Kubernetes authentication. Implementing OIDC enables modern clusters to offload authentication to external identity providers like Okta, Keycloak, or Microsoft Entra ID. This standardizes identity tokens globally across decentralized services.
-#### RBAC (1)
-
-##### Legacy Tools (2)
-
-  - **(2020)** [==Krane 🌟==](https://github.com/appvia/krane) ⭐ 740  [RUBY CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” Curator Insight: An open-source Kubernetes RBAC static analysis tool designed to identify risky roles, cluster roles, and broad resource access configurations. Live Grounding: The repository is archived and inactive for over 4 years. While the structural rules engine remains historically valuable, it does not support modern Kubernetes RBAC security vectors.
-  - **(2019)** [==github.com/clvx/k8s-rbac-model: Kubernetes RBAC Model==](https://github.com/clvx/k8s-rbac-model) ⭐ 26  [JAVASCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight: A conceptual visualization framework for modeling Kubernetes RBAC policies. Live Grounding: The project has seen zero updates in over 5 years. Deprioritized under MVQ rules due to structural obsolescence against modern apiGroups.
-##### Security Auditing
-
-  - **(2022)** [raesene.github.io: Auditing RBAC - Redux](https://raesene.github.io/blog/2022/08/14/auditing-rbac-redux) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Highly detailed assessment of tools and manual approaches used to audit RBAC permissions. Looks at the attack surface exposed by privileged service accounts and API server access loopholes, providing concrete defensive guidance.
-  - **(2026)** [rbac.dev 🌟🌟🌟](https://rbac.dev)  [COMMUNITY-TOOL] β€” A dedicated directory of tools, templates, and best practices for Kubernetes RBAC configurations. Serves as an essential reference for engineers establishing zero-trust access boundaries.
-  - **(2023)** [devopscube.com: How To Create Kubernetes Service Account For API Access](https://devopscube.com/kubernetes-api-access-service-account)  [COMMUNITY-TOOL] [GUIDE] β€” A practical tutorial focused on provisioning Kubernetes Service Accounts for targeted API server access. Walks through credential auto-generation constraints, manifesting corresponding API access boundaries, and constructing secure automated CI/CD pipelines.
-  - **(2023)** [learnk8s.io: Limiting access to Kubernetes resources with RBAC 🌟🌟🌟](https://learnkube.com/rbac-kubernetes)  [COMMUNITY-TOOL] [GUIDE] β€” A rigorous deep-dive into resource constraints using RBAC. Demonstrates how to write custom policies to isolate network endpoints, restrict API-driven actions, and test permissions safely using `kubectl auth can-i`.
-  - **(2022)** [loft.sh: Kubernetes RBAC: Basics and Advanced Patterns](https://www.vcluster.com/blog/kubernetes-rbac-basics-and-advanced-patterns) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Deconstructs advanced RBAC patterns, focusing on namespace isolation, virtual cluster (vcluster) control planes, and resolving performance regressions associated with large-scale policy databases.
-  - **(2022)** [marcusnoble.co.uk: Restricting cluster-admin Permissions](https://marcusnoble.co.uk/2022-01-20-restricting-cluster-admin-permissions) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Examines security risks associated with widespread `cluster-admin` usage. Proposes strategies to design specialized roles with precise apiGroup restrictions to establish guardrails around the control plane.
-  - **(2022)** [anaisurl.com: RBAC Explained with Examples 🌟](https://anaisurl.com/kubernetes-rbac)  [COMMUNITY-TOOL] [GUIDE] β€” A visual, beginner-friendly guide dissecting RBAC mechanics in Kubernetes. Offers concrete examples of setting up specific read/write permissions for standard development teams.
-  - **(2022)** [dev.to: Configure RBAC in Kubernetes Like a Boss](https://dev.to/mstryoda/configure-rbac-in-kubernetes-like-a-boss-h67)  [COMMUNITY-TOOL] [GUIDE] β€” An operational checklist and set of best practices for establishing robust, leak-proof RBAC models. Helps administrators avoid common authorization anti-patterns such as wildcards in role rules.
-  - **(2022)** [youtube: Kubernetes RBAC Explained | Anton Putra 🌟](https://www.youtube.com/watch?v=iE9Qb8dHqWI)  [COMMUNITY-TOOL] [GUIDE] β€” Detailed instructional video mapping user groups and service accounts to Kubernetes resources using RBAC. Explains role-binding syntax and access validations in an intuitive, visual style.
-  - **(2021)** [infracloud.io: How to setup Role based access (RBAC) to Kubernetes Cluster 🌟](https://www.infracloud.io/blogs/role-based-access-kubernetes)  [COMMUNITY-TOOL] β€” Detailed technical analysis of native Kubernetes Role-Based Access Control (RBAC). Explains authorization objects (Roles, ClusterRoles, and Bindings) alongside API groups to help design least-privilege structures.
-#### SSO and SAML
-
-  - **(2022)** [gravitational.com: How to Set Up Kubernetes SSO with SAML](https://goteleport.com/blog/kubernetes-sso-saml) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Deconstructs the mechanics of configuring Single Sign-On (SSO) for cluster environments utilizing SAML. The guide explains authentication federation patterns, mapping identity provider attributes to Kubernetes RBAC roles. This setup ensures seamless, centralized access management for enterprise platform infrastructure.
 #### Workload Identity
 
   - **(2021)** [linkerd.io: Using Kubernetes's new Bound Service Account Tokens for secure workload identity](https://linkerd.io/2021/12/28/using-kubernetess-new-bound-service-account-tokens-for-secure-workload-identity/index.html) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Examines Linkerd's transition to Kubernetes Bound Service Account Tokens (TokenRequest API). Explains the security benefits of using tokens containing specific audiences, node bindings, and short lifetimes to mitigate credential leakage risks.
-#### Zero Trust Access
-
-  - **(2024)** [paralus.io 🌟](https://www.paralus.io) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Paralus is an open-source tool for managing access to multi-cluster Kubernetes environments. Offers a centralized portal for configuring Just-In-Time (JIT) access, OIDC integration, auditing, and RBAC synchronization across cloud providers.
 ### Identity and Access Management (1)
 
-#### Access Control (1)
+#### Access Control
 
   - [thenewstack.io: Cloud Native Identity and Access Management in Kubernetes](https://thenewstack.io/cloud-native-identity-and-access-management-in-kubernetes) [EN CONTENT] [ADVANCED LEVEL]  [ENTERPRISE-STABLE] β€” Examines identity federation, user access management, and internal service-to-service authentication models. Curator insight details mapping cluster roles directly to organizational single sign-on identities. Live grounding indicates that decentralized identity and modern authentication are critical to maintaining least privilege in high-scale infrastructure.
 ### Kubernetes Security (1)
 
-#### Hardening (1)
-
-  - **(2023)** [sysdig.com: Kubernetes Security Guide 🌟](https://www.sysdig.com/blog/kubernetes-security-guide) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Sysdig's comprehensive guide to securing Kubernetes platforms details a multi-layered defense strategy covering container image scanning, runtime protection, network policies, and role-based access control (RBAC). It highlights compliance mappings (such as CIS benchmarks) and operational best practices for detecting abnormal kernel system calls using eBPF-based agents.
 #### Secrets Management (1)
 
   - **(2021)** [Hands on your first Kubernetes secrets 🌟](https://www.theodo.com/en-uk/blog)  [COMMUNITY-TOOL] [GUIDE] β€” This hands-on tutorial guides developers through creating, decoding, and mounting native Kubernetes Secret resources within applications. It highlights base64 encoding limitations and advises on key architectural alternatives, such as HashiCorp Vault integration, Sealed Secrets, or CSI secret store drivers for production environments.
-### Network Security
-
-#### Internet Exposure
-
-  - **(2022)** [raesene.github.io: Let's talk about Kubernetes on the Internet](https://raesene.github.io/blog/2022/07/03/lets-talk-about-kubernetes-on-the-internet) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An urgent analytical overview assessing why many Kubernetes API control planes remain directly visible on the public internet. Discusses host-level firewall configurations, securing the Kubelet interface, and utilizing private API cluster features in major cloud providers. Emphasizes basic perimeter hygiene.
-#### Network Policies (2)
-
-  - **(2024)** [Calico in EKS](https://docs.aws.amazon.com/eks/latest/userguide/cni-network-policy.html) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Guides integration of Calico as a high-performance network policy engine alongside EKS. While AWS VPC CNI handles native IP routing, Calico enforces declarative security policies. This hybrid configuration provides robust, fine-grained L3/L4 segregation across namespace borders.
-  - **(2022)** [blog.gitguardian.com: Kubernetes Hardening Tutorial Part 2: Network](https://blog.gitguardian.com/kubernetes-tutorial-part-2-network)  [COMMUNITY-TOOL] β€” This technical tutorial demonstrates the configuration of Kubernetes NetworkPolicies to enforce granular traffic isolation. It contrasts default-allow networking models with secure default-deny postures, providing production-ready ingress and egress manifests. Engineers will learn how to reduce lateral threat movement by restricting pod-to-pod communications.
-### Offensive Security
-
-#### Penetration Testing (1)
-
-  - **(2022)** [tutorialboy24.blogspot.com: A Detailed Talk about K8S Cluster Security from the Perspective of Attackers (Part 2) 🌟](https://tutorialboy24.blogspot.com/2022/09/a-detailed-talk-about-k8s-cluster.html) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This deep technical analysis adopts an offensive security posture to highlight subtle vulnerabilities in cluster configurations. Demystifies container escape routes, RBAC over-privileging paths, and target exploration from within compromised pods. Highly valuable for red team operators and defensive engineers building detection rules.
-### PKI
-
-#### Certificate Management
-
-  - **(2022)** [blog.alexellis.io: What if your Pods need to trust self-signed certificates?](https://blog.alexellis.io/what-if-your-pods-need-to-trust-self-signed-certificates)  [COMMUNITY-TOOL] β€” Focuses on patterns for trusting self-signed or internal enterprise Root CA certificates inside dynamic pod runtimes. Demonstrates using initContainers and shared volumes to inject trust anchors clean of custom application builds. Prevents hardcoding issues across dynamic corporate multi-tenant infrastructures.
-  - **(2021)** [thenewstack.io: Jetstack Secure Promises to Ease Kubernetes TLS Security](https://thenewstack.io/jetstack-secure-promises-to-ease-kubernetes-tls-security)  [COMMUNITY-TOOL] β€” Analyzes the release and architecture of Jetstack Secure, which simplifies and automates TLS lifecycle tracking via cert-manager. Explains the centralization of public key infrastructures (PKIs) across multi-cluster hybrid clouds. Prevents application downtime caused by unpredicted certificate expirations.
-### PKI and Certificates
-
-#### Conceptual
-
-  - **(2022)** [dev.to: Kubernetes TLS, Demystified 🌟](https://dev.to/otomato_io/possible-paths-2hfc)  [COMMUNITY-TOOL] [GUIDE] β€” Demystifies Kubernetes TLS configurations by explaining public/private key pairs, certificate authorities, client-cert server validations, and common Ingress security setups.
-#### TLS Ingress
-
-##### Lets Encrypt
-
-  - **(2021)** [rejupillai.com: Let’s Encrypt the Web (for free)](https://rejupillai.com/index.php/2021/03/06/configure-tls-on-gke-ingress-for-free-with-lets-encrypt)  [COMMUNITY-TOOL] [GUIDE] β€” A practical walk-through detailing TLS integration on a GKE Ingress controller. Guides the configuration of HTTP-01 and DNS-01 ACME validations using cert-manager, resulting in automated, free public certificates.
-#### cert-manager
-
-##### Access Control (2)
-
-  - **(2024)** [==github.com/cert-manager: Policy Approver==](https://github.com/cert-manager/approver-policy) ⭐ 90  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The cert-manager approver-policy extension code repository. Intercepts CertificateRequest resources before submission, evaluating requested commonNames, SANs, and key constraints against user-defined security guidelines.
-##### Operations
-
-  - **(2021)** [itnext.io: Upgrade Cert-Manager for Your Production Deployment Without Downtime](https://itnext.io/upgrade-cert-manager-for-your-production-deployment-without-downtime-ee5d32fabec8) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A highly technical guide focusing on upgrading production cert-manager instances without cluster downtime. Addresses API version deprecations, webhook migrations, and handling CRD migrations smoothly.
-  - **(2026)** [==cert-manager/cert-manager==](https://github.com/cert-manager/cert-manager) ⭐ 13859  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Consolidated record of the cert-manager repository, automating certificate lifecycles to guarantee encrypted transport paths between internal microservice runtimes.
-  - **(2026)** [cert-manager.io 🌟](https://cert-manager.io/docs) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Official documentation portal for cert-manager, the standard tool for cloud-native PKI. Explains configuring Issuers and Certificate manifests, detailing dynamic ACME solver pipelines, Let's Encrypt integration, and automated internal trust routing.
-### Platform Hardening
-
-#### Best Practices (2)
-
-  - **(2024)** [Kubernetes Security 101: Risks and 29 Best Practices 🌟](https://www.redhat.com/en/topics/containers/kubernetes-security)  [CASE STUDY] [COMMUNITY-TOOL] β€” Essential Red Hat Security resource detailing 29 structural recommendations across the entire build, deploy, and run lifecycle. Covers vulnerability scanning, image signing, secure context configurations, and network isolation protocols.
-### Pod Security (1)
-
-#### Pod Security Policies
-
-  - **(2022)** [Pod Security Policy (SCC in OpenShift) 🌟](https://kubernetes.io/docs/concepts/security/pod-security-policy) [ADVANCED LEVEL] [DOCUMENTATION]  [LEGACY] β€” Architectural comparison contrasting OpenShift Security Context Constraints (SCC) with the deprecated Kubernetes Pod Security Policy (PSP). Live Grounding confirms PSP was completely removed in Kubernetes v1.25. This reference highlights how SCC remains enterprise-stable and active for securing namespaces in Red Hat OpenShift clusters.
-  - **(2021)** [rancher.com: Enhancing Kubernetes Security with Pod Security Policies, Part 1](https://www.suse.com/c/rancher_blog/enhancing-kubernetes-security-with-pod-security-policies-part-1)  [LEGACY] β€” A historical look at securing container runtimes using Pod Security Policies. As PSP is now deprecated and fully removed in modern Kubernetes, this guide serves as a legacy reference for older Rancher setups. It clarifies critical container capabilities, privilege escalation preventions, and namespace defaults.
-  - **(2021)** [developer.squareup.com: Kubernetes Pod Security Policies (PSP)](https://developer.squareup.com/blog/kubernetes-pod-security-policies) [ADVANCED LEVEL]  [LEGACY] β€” Legacy deep-dive exploring Square's real-world PSP architecture and rollout procedures. Note that modern engineering standards require migrating these exact controls to Pod Security Standards (PSS) or external engines like Kyverno. Essential reading to understand historical host namespaces and filesystem restrictions.
-  - **(2021)** [itnext.io: Implementing a Secure-First Pod Security Policy Architecture](https://itnext.io/implementing-a-restricted-first-pod-security-policyarchitecture-af4e906593b0) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Provides a secure-first PSP implementation strategy. In modern systems, this restricted-first paradigm must be executed via the native Pod Security Admission (PSA) controller. It guides readers on blocking privileged root escalation paths in older clusters.
 ### Policy and Admission Control
 
-#### Runtime Security (1)
-
-##### Legacy Tools (3)
-
-  - **(2018)** [==box/kube-exec-controller==](https://github.com/box/kube-exec-controller) ⭐ 126  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight: Controller to restrict and audit shell execution inside Kubernetes pods. Live Grounding: Inactive for over five years. Superseded by newer ephemeral container mechanics, admission controllers (OPA/Kyverno), and modern service mesh execution boundaries.
 #### Validating Webhooks
 
   - **(2022)** [trstringer.com: Create a Basic Kubernetes Validating Webhook](https://trstringer.com/kubernetes-validating-webhook) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Step-by-step technical guide for writing a custom validating admission controller webhook. Focuses on processing API requests, writing validation criteria in Go, and configuring TLS certificate pathways between the API server and the webhook pod.
-### Policy and Audit
-
-#### Manifest Auditing
-
-  - **(2021)** [blog.frankel.ch: Learning by auditing Kubernetes manifests](https://blog.frankel.ch/learning-auditing-kubernetes-manifests)  [COMMUNITY-TOOL] β€” An educational approach to understanding Kubernetes security postures through direct manifest auditing. The author walks through security context misconfigurations, detailing how over-privileged containers expose node architectures. This technique bridges the gap between passive development and active cluster security controls.
-### Policy Enforcement
-
-#### Admission Control
-
-  - **(2022)** [Neon Mirrors: Kubernetes Policy Comparison: OPA/Gatekeeper vs Kyverno](https://kind-brown-cfb734.netlify.app/post/2021-02/kubernetes-policy-comparison-opa-gatekeeper-vs-kyverno) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An architectural face-off evaluating Rego-based OPA/Gatekeeper and YAML-native Kyverno. Kyverno offers exceptional ease of use for native K8s manifests, while OPA provides unparalleled expressive power for cross-system policies. It helps architects choose the correct declarative policy engine for high-compliance environments.
-### Runtime Security (2)
-
-#### Ephemeral Containers
-
-  - **(2022)** [xenitab.github.io: Kubernetes Ephemeral Container Security 🌟](https://xenitab.github.io/blog/2022/04/12/ephemeral-container-security) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores security boundaries regarding ephemeral debugging containers, analyzing potential escalation threats through 'kubectl debug'. Highlights how improper RBAC permissions on debugging tools can expose the underlying host or container namespace. Outlines defensive constraints like restricting hostIPC and hostPID mappings.
-#### eBPF
-
-  - **(2021)** [developers.redhat.com: Secure your Kubernetes deployments with eBPF](https://developers.redhat.com/articles/2021/12/16/secure-your-kubernetes-deployments-ebpf) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Details how eBPF (Extended Berkeley Packet Filter) technology shifts the runtime security paradigm away from heavy, sidecar-based observability architectures. Demonstrates writing and attaching kernel sandboxed utilities to track execution and networking footprints with minimal CPU overhead. Crucial reading for high-scale, security-conscious platform teams.
-#### eBPF and Cilium
-
-  - **(2021)** [isovalent.com: Detecting a Container Escape with Cilium and eBPF](https://isovalent.com/blog/post/2021-11-container-escape) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An in-depth case study of container escape tactics and real-time detection utilizing eBPF and Cilium. It highlights limits of traditional syscall auditing, showcasing how kernel-level hooks identify privilege escalation without agent-induced overhead. Live Grounding points to eBPF-based security as the modern baseline for runtime security orchestration.
 ### Secrets Management (2)
 
-#### Conceptual (1)
-
-  - **(2022)** [macchaffee.com: Plain Kubernetes Secrets are fine 🌟](https://www.macchaffee.com/blog/2022/k8s-secrets)  [COMMUNITY-TOOL] β€” An alternative architectural perspective defending native Kubernetes Secrets. Argues that when matched with strong RBAC controls, namespace boundaries, and cluster-level etcd KMS encryption, native solutions provide sufficient enterprise protection.
-  - **(2019)** [enterprisersproject.com: How to explain Kubernetes Secrets in plain English 🌟](https://enterprisersproject.com/article/2019/8/kubernetes-secrets-explained-plain-english)  [COMMUNITY-TOOL] [GUIDE] β€” An introductory conceptual explanation of Kubernetes Secrets. Translates low-level pod definitions and etcd mappings into non-technical language to align business stakeholders on cloud-native security postures.
-#### Developer Practice
-
-  - **(2021)** [millionvisit.blogspot.com: Kubernetes for Developers #19: Manage app credentials using Kubernetes Secrets 🌟](https://millionvisit.blogspot.com/2021/07/kubernetes-for-developers-19-manage-app-credentials-using-Kubernetes-Secrets.html)  [COMMUNITY-TOOL] [GUIDE] β€” Developer-centric guide to configuring application manifests for secret consumption. Compares the security profiles of importing secrets as environment variables against dynamic filesystem mounts, detailing runtime behavior and update propagation.
-#### External Secrets
-
-  - **(2025)** [==external-secrets.io 🌟==](https://external-secrets.io) [GO CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The industry-standard operator for syncing external secrets management services (like AWS Secrets Manager, Vault, or GCP Secret Manager) into Kubernetes Secret objects. This eliminates storing sensitive configuration inside git repositories, supporting true GitOps workflows. Decoupled and secure, it is a critical security-centric component.
-#### GitOps
-
-##### External Secrets Operator
-
-  - **(2023)** [youtube: Manage Kubernetes Secrets With External Secrets Operator (ESO) 🌟](https://www.youtube.com/watch?v=SyRZe5YVCVk)  [COMMUNITY-TOOL] [GUIDE] β€” A technical demonstration detailing the installation and runtime management of the External Secrets Operator (ESO). Demonstrates synchronization pipelines that pull credentials from HashiCorp Vault and cloud providers into native secret schemas.
-##### Sealed Secrets
-
-  - **(2022)** [dev.to: Store your Kubernetes Secrets in Git thanks to Kubeseal. Hello SealedSecret! 🌟](https://dev.to/stack-labs/store-your-kubernetes-secrets-in-git-thanks-to-kubeseal-hello-sealedsecret-2i6h)  [COMMUNITY-TOOL] [GUIDE] β€” A step-by-step implementation guide for Bitnami's Sealed Secrets (kubeseal). Explains how asymmetric cryptography allows developers to safely commit encrypted secrets to public repositories, leaving cluster-side controllers to handle automated decryption.
-  - **(2022)** [piotrminkowski.com: Sealed Secrets on Kubernetes with ArgoCD and Terraform](https://piotrminkowski.com/2022/12/14/sealed-secrets-on-kubernetes-with-argocd-and-terraform) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Demonstrates the end-to-end automation of Bitnami Sealed Secrets using Terraform and ArgoCD. Helps DevOps architects define declarative pipelines that provision the sealed secret operator and manage encrypted configurations in Git repositories.
-  - **(2022)** [cloud.redhat.com: A Guide to Secrets Management with GitOps and Kubernetes 🌟](https://www.redhat.com/en/blog/a-guide-to-secrets-management-with-gitops-and-kubernetes) [ADVANCED LEVEL]  [CASE STUDY] [COMMUNITY-TOOL] β€” Red Hat's whitepaper outlining standard solutions for GitOps secrets management. Contrasts the operational overhead and security profiles of Sealed Secrets, vault-sidecars, and external integration engines in CD environments.
 #### HashiCorp Vault
 
-  - **(2021)** [itnext.io: Effective Secrets with Vault and Kubernetes](https://itnext.io/effective-secrets-with-vault-and-kubernetes-9af5f5c04d06) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Architectural overview on configuring HashiCorp Vault inside Kubernetes clusters. Covers the Vault Agent Sidecar Injector pattern, dynamic database credential generation, and leveraging Kubernetes service accounts for seamless Vault token exchange.
   - **(2021)** [itnext.io: Vault cluster with auto unseal on Kubernetes](https://itnext.io/vault-cluster-with-auto-unseal-on-kubernetes-8e469f9cdcfd) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Detailed structural guide for configuring an enterprise-grade, highly available HashiCorp Vault cluster in Kubernetes. Features automated unsealing integrations using cloud KMS systems (AWS KMS/GCP KMS) to remove manual keys dependencies.
-#### KMS Integration
-
-##### Legacy Tools (4)
-
-  - **(2023)** [==github.com/ondat/trousseau==](https://github.com/ondat/trousseau) ⭐ 181  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” Curator Insight: KMS integration designed to encrypt secrets inside etcd using external key management systems. Live Grounding: This repository is unmaintained and archived following Ondat's acquisition. Deprioritized under MVQ rules in favor of native Kubernetes KMS v2 features.
 #### OWASP
 
   - **(2022)** [itnext.io: Kubernetes OWASP Top 10: Secrets Management](https://itnext.io/kubernetes-owasp-top-10-secrets-management-c996faa87b47)  [COMMUNITY-TOOL] β€” Addresses Secrets Management under the OWASP Kubernetes threat framework. Details vulnerabilities of default etcd storage parameters and details using External Secrets Operator or HashiCorp Vault. Prevents secrets exposure via repository check-ins or pod environment parameters.
-#### Platform Hardening (1)
-
-##### Conceptual (2)
-
-  - **(2022)** ["Kubernetes base64 encodes secrets because that makes arbitrary data play nice with JSON. It had nothing to do with the security model (or lack thereof). It did not occur to us at the time that people could mistake base64 for some form of encryption"](https://x.com/originalavalamp)  [COMMUNITY-TOOL] β€” A curated synthesis of engineering consensus regarding Kubernetes native base64 secrets. Emphasizes that encoding is not encryption and acts strictly as a data-serialization layer. Highly recommends implementing RBAC, audit logging, and envelope KMS encryption.
-  - **(2026)** [kubernetes.io: Encrypting Secret Data at Rest 🌟](https://kubernetes.io/docs/tasks/administer-cluster/encrypt-data) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Official reference guide to implementing etcd database encryption at rest. Walks through configuring structural 'EncryptionConfiguration' resources, comparing local providers (AES-GCM, secretbox) against enterprise Cloud KMS plugins.
-#### Stateful Apps
-
-  - **(2021)** [kubermatic.com: Keeping the State of Apps Part 2: Introduction to Secrets](https://www.kubermatic.com/blog/keeping-the-state-of-apps-part-2-introduction-to-secrets)  [COMMUNITY-TOOL] β€” An overview of state management strategies within modern Kubernetes runtimes. Highlights basic secrets integration patterns, emphasizing security isolation layers required to protect persistent state in complex application architectures.
-### Static Analysis
-
-#### Manifest Auditing (1)
-
-  - **(2022)** [itnext.io: Performing Security Checks for Deployed Kubernetes Manifests](https://itnext.io/performing-security-checks-for-deployed-kubernetes-manifests-fa9d442b7951)  [COMMUNITY-TOOL] β€” Reviews technical methods to assess security profiles of Kubernetes configurations prior to cluster deployment. Explains standard static evaluation tools and custom policy syntax like Open Policy Agent (OPA) or Kyverno. Focuses on integrating these guardrails directly within pull request pipelines.
-### System Hardening
-
-#### Security Profiles Operator
-
-  - **(2025)** [**kubernetes-sigs/security-profiles-operator**](https://github.com/kubernetes-sigs/security-profiles-operator) ⭐ 848  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The official Kubernetes SIG operator for managing Seccomp, AppArmor, and SELinux profiles natively. Live Grounding confirms its active role in highly regulated sectors for hardening container execution spaces. It replaces manual node profiling with declarative, cluster-wide configurations.
-  - **(2021)** [kubernetes.io: What's new in Security Profiles Operator v0.4.0](https://kubernetes.io/blog/2021/12/17/security-profiles-operator)  [COMMUNITY-TOOL] β€” An official release announcement detailing the evolution of SPO. It highlights improved profile recording capabilities, integration with kubectl, and initial support for SELinux. Crucial for understanding the transition from manual profiles to automation.
-### Threat Modeling (1)
-
-#### Penetration Testing (2)
-
-  - **(2021)** [dev.to: A Detailed Talk about K8S Cluster Security from the Perspective of Attackers (Part 1)](https://dev.to/tutorialboy/a-detailed-talk-about-k8s-cluster-security-from-the-perspective-of-attackers-part-1-3mm5) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Provides an attacker's perspective on Kubernetes deployment flaws. Explores breakout methodologies, privilege escalation via over-permissioned service accounts, and API Server compromise scenarios, illustrating defensive configurations required to counter threats.
-### Threat Vector
-
-#### Internet Exposure (1)
-
-  - **(2023)** [blog.cyble.com: Exposed Kubernetes Clusters](https://cyble.com/blog/exposed-kubernetes-clusters) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Threat intelligence research showing search profiles of exposed clusters active across the globe. Highlights typical compromise pathways starting from default configurations or misconfigured control plane boundaries. Recommends strict perimeter restrictions.
-#### Observability Exposure
-
-  - **(2022)** [sysdig.com: How attackers use exposed Prometheus server to exploit Kubernetes clusters | Miguel HernΓ‘ndez](https://www.sysdig.com/blog/exposed-prometheus-exploit-kubernetes-kubeconeu) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An analytical threat report detailing how exposed Prometheus endpoints can facilitate cluster compromise. Explains how attackers scan for unauthenticated metrics interfaces to harvest metadata, endpoints, and environment configurations. Demonstrates step-by-step mitigation paths, including mandatory mTLS and RBAC verification.
-### Tooling
-
-#### Security Auditing (1)
-
-  - **(2022)** [mattermost.com: The Top 7 Open Source Tools for Securing Your Kubernetes Cluster](https://mattermost.com/blog/the-top-7-open-source-tools-for-securing-your-kubernetes-cluster)  [COMMUNITY-TOOL] β€” This resource provides a comparative overview of seven premier open-source tools designed for Kubernetes security hardening. It introduces utilities like Trivy, Falco, and Kube-hunter, aligning each with specific pipeline gates or runtime defenses. Serves as a useful high-level map for architects selecting security tooling.
-### Vulnerabilities
-
-#### CVE Tracking
-
-  - **(2025)** [kubernetes.io: Official CVE Feed 🌟](https://kubernetes.io/docs/reference/issues-security/official-cve-feed) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The official database of active and resolved CVEs for the Kubernetes ecosystem. It tracks core component bugs, container execution vulnerabilities, and control plane bypass vectors. Maintaining a regular review of this feed is an essential component of modern enterprise risk mitigation.
-  - **(2022)** [kubernetes.io: Announcing the Auto-refreshing Official Kubernetes CVE Feed](https://kubernetes.io/blog/2022/09/12/k8s-cve-feed-alpha)  [COMMUNITY-TOOL] β€” Details the launch of the programmatically accessible, auto-refreshing CVE feed in JSON/YAML. This allows security automation tooling to dynamically scan and trigger alerts on freshly discovered platform vulnerabilities, greatly speeding up remediation and patching schedules.
-#### Case Studies (1)
-
-  - **(2021)** [hackerone.com: Authenticated kubernetes principal with restricted permissions can retrieve ingress-nginx serviceaccount token and secrets across all namespaces](https://hackerone.com/reports/1249583) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A detailed post-mortem report demonstrating how restricted cluster principals could extract ingress-nginx service account tokens. This real-world vulnerability highlights the architectural danger of over-privileged system namespaces. It emphasizes the need to isolate and continuously audit ingress controller configurations.
-#### Post-Deployment Scanning
-
-  - **(2025)** [==kubescape==](https://github.com/kubescape/kubescape) ⭐ 11480  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An active CNCF Sandbox tool providing multi-framework configuration scanning, risk analysis, and vulnerability management. It integrates into CI/CD pipelines to ensure continuous verification of compliance frameworks (like CIS and NSA-CISA). Essential for enterprise teams seeking unified security visibility.
-### Vulnerability Assessment
-
-#### CIS Benchmarks (2)
-
-  - **(2022)** [rancher/cis-operator](https://github.com/rancher/cis-operator) ⭐ 55  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Rancher's cis-operator is an automated tool running CIS security scans natively within Rancher ecosystems. It generates compliance reports validating control plane and worker components against standard security baselines. A key utility for multi-cluster environments managed via Rancher.
-  - **(2022)** [blog.flant.com: Kubernetes cluster security assessment with kube-bench and kube-hunter](https://palark.com/blog/kubernetes-security-with-kube-bench-and-kube-hunter)  [COMMUNITY-TOOL] β€” Evaluates how to deploy and configure Aqua Security's kube-bench alongside kube-hunter. Shows how to automate node validation against CIS benchmarks, and actively scan cluster endpoints for network exposure vectors. Offers a potent open-source combination for regular pentesting operations.
-#### Policy Enforcement (1)
-
-  - **(2023)** [**github.com/Shopify/kubeaudit 🌟🌟**](https://github.com/Shopify/kubeaudit) ⭐ 1937  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” Shopify's kubeaudit is a popular open-source tool targeting configuration analysis. Curators note its ability to audit running clusters or local manifests for root execution or privilege escalations. *Live Grounding (2026)*: The repository is archived/read-only, but its audit logic remains highly influential for policy structures.
-  - **(2022)** [itnext.io: Kubernetes OWASP Top 10: Centralised Policy Enforcement](https://itnext.io/kubernetes-owasp-top-10-centralised-policy-enforcement-9adc53438e22)  [COMMUNITY-TOOL] β€” Investigates mitigating risks from the OWASP Kubernetes Top 10 using centralized Policy-as-Code platforms like OPA Gatekeeper or Kyverno. Focuses on setting up mutating and validating admission webhooks to prevent non-compliant configs from deploying. Establishes programmatic posture control.
-  - **(2021)** [infoq.com: Armo Releases Kubescape K8s Security Testing Tool: Q&A with VP Jonathan Kaftzan](https://www.infoq.com/news/2021/09/kubescape)  [COMMUNITY-TOOL] β€” An interview exploring the architecture, technical goals, and philosophy behind Kubescape. Focuses on simplifying multi-framework compliance analysis for platform engineers. Details how the tool analyzes YAML formats and active runtimes to find security posture anomalies.
-#### Threat Modeling (2)
-
-  - **(2022)** [owasp.org: OWASP Kubernetes Top Ten](https://owasp.org/www-project-kubernetes-top-ten) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The official OWASP Kubernetes Top Ten project document. Outlines the ten most dangerous vulnerabilities facing modern orchestrator deployments, including API vulnerabilities, insecure defaults, and supply-chain bugs. The core benchmark for establishing cluster defense strategies.
-  - **(2022)** [sysdig.com: OWASP Kubernetes Top 10 🌟](https://www.sysdig.com/blog/top-owasp-kubernetes)  [COMMUNITY-TOOL] β€” A deep analysis of the OWASP Kubernetes Top 10, exploring actual deployment misconfigurations that map to these risks. Details supply chain threats, poor credentials storage, and audit log gaps. Offers recommendations to strengthen system setups.
-### Zero Trust
-
-#### Service Mesh and Networking
-
-  - **(2022)** [copado.com: Applying a Zero Trust Infrastructure in Kubernetes](https://www.copado.com/resources/blog/applying-a-zero-trust-infrastructure-in-kubernetes) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An architecture guide on applying Zero Trust principles to Kubernetes infrastructure environments. It covers building cryptographically verifiable workload identities via SPIFFE/SPIRE, and micro-segmenting service interactions with mTLS. Transitions teams away from perimeter-only defenses to continuous validation.
-### Zero Trust Architecture
-
-  - **(2022)** [thenewstack.io: Securing Access to Kubernetes Environments with Zero Trust](https://thenewstack.io/securing-access-to-kubernetes-environments-with-zero-trust)  [COMMUNITY-TOOL] β€” Discusses securing cloud-native setups using Zero Trust strategies. Covers real-time threat assessments, deep access auditing, and replacing static certificates with automated network micro-segmentation.
 ## Security Training and Playgrounds
 
 ### Kubernetes Goat Lab
@@ -888,13 +325,10 @@
   - **(2020)** [Kubernetes Goat 🌟](https://madhuakula.com/kubernetes-goat) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An intentionally vulnerable cluster environment designed for hands-on cybersecurity training. Includes self-contained scenarios exploring SSRF, container escape, secrets leakage, and misconfigured RBAC roles.
 ## Supply Chain Security
 
-### Open Source Vulnerability Scanning
-
-  - **(2020)** [resources.whitesourcesoftware.com: Kubernetes Security Best Practices 🌟](https://resources.whitesourcesoftware.com/blog-whitesource/kubernetes-security) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Details patterns for implementing automated security controls, concentrating on software composition analysis (SCA), secrets lifecycle management, and validating supply-chain container provenance.
 ### Signature Verification and Ratify
 
   - **(2021)** [infoworld.com: Securing the Kubernetes software supply chain with Microsoft's Ratify](https://www.infoworld.com/article/2271333/securing-the-kubernetes-software-supply-chain.html) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Focuses on utilizing Ratify as an admission controller to verify container metadata, secure supply-chain signatures (via Cosign/Notation), and enforce strict provenance validation before execution.
-## Threat Modeling (3)
+## Threat Modeling
 
 ### MITRE ATTandCK Adaptation
 
@@ -918,12 +352,9 @@
 ### Pod Specifications
 
   - **(2021)** [blog.gitguardian.com: Kubernetes Hardening Tutorial Part 1: Pods](https://blog.gitguardian.com/kubernetes-tutorial-part-1-pods) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Part one of GitGuardian's workload security tutorial, targeting critical pod configurations such as root user restrictions, secure namespaces, and minimizing host-level network sharing.
-## Workstation Client Security
-
-### Kubeconfig Hardening
-
-  - **(2020)** [gist.github.com: How to protect your ~/.kube/ configuration](https://gist.github.com/PatrLind/e651d3cbc3bf68e4bd9fcc9568cbd3fb) [SHELL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Provides hardening steps for securing developer workstation `~/.kube/config` files. Details POSIX permissions adjustments, the usage of credential helpers, and avoiding static administrative token storage.
 
 ---
-πŸ’‘ **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Chef](./chef.md)
+πŸ’‘ **Explore Related:** [Securityascode](./securityascode.md) | [Ansible](./ansible.md) | [Devsecops](./devsecops.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/kubernetes-storage.md b/v2-docs/kubernetes-storage.md
index e6fb405f..1adcf3d1 100644
--- a/v2-docs/kubernetes-storage.md
+++ b/v2-docs/kubernetes-storage.md
@@ -8,170 +8,41 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [Cloud Infrastructure and Orchestration](#cloud-infrastructure-and-orchestration)
-  - [Storage and Databases](#storage-and-databases)
-    - [Distributed Block Storage](#distributed-block-storage)
 1. [Cloud Native Storage Architecture](#cloud-native-storage-architecture)
   - [Storage Architecture and Engines](#storage-architecture-and-engines)
-    - [Benchmarks](#benchmarks)
     - [Container Attached Storage](#container-attached-storage)
-    - [Ecosystem Trends](#ecosystem-trends)
     - [Object Storage](#object-storage)
     - [Storage Paradigms](#storage-paradigms)
   - [Storage Fundamentals](#storage-fundamentals)
-    - [Conceptual Design](#conceptual-design)
-    - [Implementation Basics](#implementation-basics)
-    - [Platform Overview](#platform-overview)
     - [Stateful Applications](#stateful-applications)
     - [Storage Paradigms](#storage-paradigms-1)
 1. [Kubernetes Storage Implementation](#kubernetes-storage-implementation)
-  - [Persistent Volumes and Provisioners](#persistent-volumes-and-provisioners)
-    - [Alternative Storage Drivers](#alternative-storage-drivers)
-    - [Local Storage](#local-storage)
-    - [PVPVC Fundamentals](#pvpvc-fundamentals)
-    - [Storage Classes](#storage-classes)
   - [Stateful Operations](#stateful-operations)
     - [Volume Resizing](#volume-resizing)
-  - [Volume Fundamentals](#volume-fundamentals)
-    - [Ephemeral Storage](#ephemeral-storage)
-    - [Implementation Basics](#implementation-basics-1)
-1. [Platform Engineering](#platform-engineering)
-  - [Ecosystem](#ecosystem)
-    - [Marketplace](#marketplace)
 1. [Storage](#storage)
-  - [Distributed Storage](#distributed-storage)
-    - [Ceph](#ceph)
-  - [Enterprise Storage](#enterprise-storage)
-    - [Legacy Platforms](#legacy-platforms)
-    - [Red Hat Storage](#red-hat-storage)
-    - [Storage Definitions](#storage-definitions)
-  - [Kubernetes CSI](#kubernetes-csi)
-    - [Documentation](#documentation)
-    - [How-To](#how-to)
-    - [S3 Integration](#s3-integration)
-    - [SMB Integration](#smb-integration)
-    - [Source Code](#source-code)
-  - [Kubernetes PVC](#kubernetes-pvc)
-    - [RWX Alternatives](#rwx-alternatives)
   - [Kubernetes Storage](#kubernetes-storage)
-    - [Backup and Replication](#backup-and-replication)
-    - [Benchmarking](#benchmarking)
-    - [Container Attached Storage](#container-attached-storage-1)
-    - [Distributed Block Storage](#distributed-block-storage-1)
-    - [Enterprise CAS](#enterprise-cas)
+    - [Distributed Block Storage](#distributed-block-storage)
     - [GlusterFS Orchestration](#glusterfs-orchestration)
-    - [High Performance Block Storage](#high-performance-block-storage)
-    - [LVM Provisioning](#lvm-provisioning)
-    - [Lightweight Deployments](#lightweight-deployments)
-    - [Local Storage Provisioning](#local-storage-provisioning)
-    - [NVMe-oF](#nvme-of)
-    - [Open Source Governance](#open-source-governance)
-    - [Performance Analysis](#performance-analysis)
-    - [Platform Integration](#platform-integration)
-    - [Storage Operators](#storage-operators)
-    - [Storage Orchestrators](#storage-orchestrators)
-  - [Object Storage](#object-storage-1)
-    - [MinIO](#minio)
 1. [Storage and Data](#storage-and-data)
-  - [Container Attached Storage](#container-attached-storage-2)
+  - [Container Attached Storage](#container-attached-storage-1)
     - [OpenEBS](#openebs)
-  - [Data on Kubernetes](#data-on-kubernetes)
-    - [Community Hub](#community-hub)
-    - [Industry Research](#industry-research)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [medium: Kubernetes Storage Explained 🌟](https://medium.com/swlh/kubernetes-storage-explained-558e85596d0c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes Storage Explained 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: Solution architect’s guide to Kubernetes persistent storage](https://medium.com/weareservian/solution-architects-guide-to-kubernetes-persistant-storage-3c9660187e8f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Solution architect’s guide to Kubernetes persistent storage in the Kubernetes Tools ecosystem.
-  - [cncf.io: Container Attached Storage is Cloud Native Storage (CAS)](https://www.cncf.io/blog/2020/09/22/container-attached-storage-is-cloud-native-storage-cas)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Container Attached Storage is Cloud Native Storage (CAS) in the Kubernetes Tools ecosystem.
-  - [medium: Kubernetes Storage Performance Comparison v2 (2020 Updated) 🌟](https://medium.com/volterra-io/kubernetes-storage-performance-comparison-v2-2020-updated-1c0b69f0dcf4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes Storage Performance Comparison v2 (2020 Updated) 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: Provisioning storage in Kubernetes](https://medium.com/avmconsulting-blog/provisioning-storage-in-kubernetes-e1dc5610318d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Provisioning storage in Kubernetes in the Kubernetes Tools ecosystem.
-  - [blog.mayadata.io: Container Attached Storage (CAS) vs. Software-Defined' Storage - Which One to Choose?](https://blog.mayadata.io/container-attached-storage-cas-vs.-software-defined-storage-which-one-to-choose)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.mayadata.io: Container Attached Storage (CAS) vs. Software-Defined' Storage - Which One to Choose? in the Kubernetes Tools ecosystem.
-  - [blog.mayadata.io: Kubernetes storage basics: PV, PVC and StorageClass 🌟](https://blog.mayadata.io/kubernetes-storage-basics-pv-pvc-and-storageclass)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.mayadata.io: Kubernetes storage basics: PV, PVC and StorageClass 🌟 in the Kubernetes Tools ecosystem.
-  - [ondat.io: Stateful Apps in Kubernetes are a big deal](https://www.ondat.io/blog/stateful-apps-in-kubernetes-are-a-big-deal)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ondat.io: Stateful Apps in Kubernetes are a big deal in the Kubernetes Tools ecosystem.
-  - [techgenix.com: Data Storage Management for Kubernetes - 5 movers and shakers](https://techgenix.com/data-storage-management-for-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering techgenix.com: Data Storage Management for Kubernetes - 5 movers and shakers in the Kubernetes Tools ecosystem.
-  - [medium.com/@amir.ilw: Kubernetes Storage Migration 🌟](https://medium.com/@amir.ilw/kubernetes-storage-migration-ac48f6f9f5a5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@amir.ilw: Kubernetes Storage Migration 🌟 in the Kubernetes Tools ecosystem.
-  - [discoblocks.io 🌟](https://discoblocks.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering discoblocks.io 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/geekculture: Storage | Kubernetes](https://medium.com/geekculture/storage-kubernetes-92eb3d027282)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/geekculture: Storage | Kubernetes in the Kubernetes Tools ecosystem.
-  - [medium.com/nerd-for-tech: Persistence with Kubernetes](https://medium.com/nerd-for-tech/persistence-with-kubernetes-46f039d9a2ad)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/nerd-for-tech: Persistence with Kubernetes in the Kubernetes Tools ecosystem.
-  - [cncf.io: Kubernetes storage is complex, but it’s getting better](https://www.cncf.io/blog/2023/03/28/kubernetes-storage-is-complex-but-its-getting-better)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Kubernetes storage is complex, but it’s getting better in the Kubernetes Tools ecosystem.
-  - [yuminlee2.medium.com: Kubernetes: Storage](https://yuminlee2.medium.com/kubernetes-storage-fe5363d88d42)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==yuminlee2.medium.com: Kubernetes: Storage== in the Kubernetes Tools ecosystem.
-  - [medium.com/kubernetes-deveops: Kubernetes β€” Deploying Application with Persistent' Storage](https://medium.com/kubernetes-deveops/kubernetes-deploying-application-with-persistent-storage-5068767e25f3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/kubernetes-deveops: Kubernetes β€” Deploying Application with Persistent' Storage in the Kubernetes Tools ecosystem.
-  - [shuanglu1993.medium.com: What happens when volumeManager in the kubelet' starts?](https://shuanglu1993.medium.com/what-happens-when-volumemanager-in-the-kubelet-starts-1fea623ac6ce)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering shuanglu1993.medium.com: What happens when volumeManager in the kubelet' starts? in the Kubernetes Tools ecosystem.
-  - [medium.com/codex: Kubernetes Persistent Volume Explained](https://medium.com/codex/kubernetes-persistent-volume-explained-fb27df29c393)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/codex: Kubernetes Persistent Volume Explained== in the Kubernetes Tools ecosystem.
-  - [giffgaff.io: Resizing StatefulSet Persistent Volumes with zero downtime' 🌟](https://www.giffgaff.io/tech/resizing-statefulset-persistent-volumes-with-zero-downtime)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering giffgaff.io: Resizing StatefulSet Persistent Volumes with zero downtime' 🌟 in the Kubernetes Tools ecosystem.
-  - [blog.cloudnloud.com: Kubernetes Volume](https://blog.cloudnloud.com/kubernetes-volume)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.cloudnloud.com: Kubernetes Volume in the Kubernetes Tools ecosystem.
-  - [portworx.com: Kubernetes Persistent Volume Tutorial by Portworx](https://portworx.com/tutorial-kubernetes-persistent-volumes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering portworx.com: Kubernetes Persistent Volume Tutorial by Portworx in the Kubernetes Tools ecosystem.
-  - [devineer.medium.com: Get to Grips with Kubernetes Volumes: A Practical Tutorial](https://devineer.medium.com/get-to-grips-with-kubernetes-volumes-a-practical-tutorial-c41853c64f02)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devineer.medium.com: Get to Grips with Kubernetes Volumes: A Practical Tutorial in the Kubernetes Tools ecosystem.
-  - [airplane.dev: How to use Kubernetes ephemeral volumes & storage 🌟](https://www.airplane.dev/blog/kubernetes-ephemeral-storage)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering airplane.dev: How to use Kubernetes ephemeral volumes & storage 🌟 in the Kubernetes Tools ecosystem.
-  - [blog.devgenius.io: When K8s pods are stuck mounting large volumes](https://blog.devgenius.io/when-k8s-pods-are-stuck-mounting-large-volumes-2915e6656cb8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: When K8s pods are stuck mounting large volumes in the Kubernetes Tools ecosystem.
-  - [Create ReadWriteMany PersistentVolumeClaims on your Kubernetes Cluster 🌟](https://medium.com/asl19-developers/create-readwritemany-persistentvolumeclaims-on-your-kubernetes-cluster-3a8db51f98e3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Create ReadWriteMany PersistentVolumeClaims on your Kubernetes Cluster 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/@abdulfayis: storage Orchestration for Kubernetes](https://medium.com/@abdulfayis/storage-orchestration-for-kubernetes-c6370f943e23)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@abdulfayis: storage Orchestration for Kubernetes in the Kubernetes Tools ecosystem.
-  - [Robin](https://robin.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Robin in the Kubernetes Tools ecosystem.
-  - [Portworx](https://portworx.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Portworx in the Kubernetes Tools ecosystem.
-  - [MayaData](https://mayadata.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering MayaData in the Kubernetes Tools ecosystem.
-  - [goglides.io: Running OpenEBS in Kubernetes](https://goglides.io/running-openebs-in-kubernetes/371)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering goglides.io: Running OpenEBS in Kubernetes in the Kubernetes Tools ecosystem.
-  - [LightOS](https://www.lightbitslabs.com/product)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering LightOS in the Kubernetes Tools ecosystem.
-  - [aesher9o1.medium.com: Autoscale large images faster using Longhorn (distributed' storage)](https://aesher9o1.medium.com/autoscale-large-images-faster-using-longhorn-distributed-storage-618d0cf01ba2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aesher9o1.medium.com: Autoscale large images faster using Longhorn (distributed' storage) in the Kubernetes Tools ecosystem.
-  - [medium.com/@abdelrhmanahmed131: Longhorn β€” Distributed Block Storage for' K8s](https://medium.com/@abdelrhmanahmed131/longhorn-distributed-block-storage-for-k8s-2ea11df400d1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@abdelrhmanahmed131: Longhorn β€” Distributed Block Storage for' K8s in the Kubernetes Tools ecosystem.
-  - [docs.netapp.com: Intro to Astra Data Store preview](https://docs.netapp.com/us-en/astra-data-store/concepts/intro.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.netapp.com: Intro to Astra Data Store preview in the Kubernetes Tools ecosystem.
-  - [Curve: opencurve.io](https://opencurve.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Curve: opencurve.io in the Kubernetes Tools ecosystem.
-  - [blog.kasten.io: Benchmarking and Evaluating Your Kubernetes Storage with' Kubestr](https://blog.kasten.io/benchmarking-kubernetes-storage-with-kubestr)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.kasten.io: Benchmarking and Evaluating Your Kubernetes Storage with' Kubestr in the Kubernetes Tools ecosystem.
-  - [Discoblocks: ondat.io/discoblocks](https://www.ondat.io/discoblocks)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Discoblocks: ondat.io/discoblocks in the Kubernetes Tools ecosystem.
-## Cloud Infrastructure and Orchestration
-
-### Storage and Databases
-
-#### Distributed Block Storage
-
-  - **(2026)** [==Ceph: A Distributed Object, Block, and File Storage Platform==](https://github.com/ceph/ceph) ⭐ 16707  [C++ CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An enterprise-grade, highly scalable distributed storage ecosystem providing object, block, and file system storage on a single unified cluster. Widely adopted as the primary storage layer backing cloud platforms and Kubernetes orchestration (Rook-Ceph).
 ## Cloud Native Storage Architecture
 
 ### Storage Architecture and Engines
 
-#### Benchmarks
-
-  - **(2021)** [blog.flant.com: Comparing Ceph, LINSTOR, Mayastor, and Vitastor storage performance in Kubernetes](https://palark.com/blog/kubernetes-storage-performance-linstor-ceph-mayastor-vitastor) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A comprehensive performance comparison of storage systems like Ceph, LINSTOR, Mayastor, and Vitastor in Kubernetes environments. It provides precise raw data across synthetic block tests (FIO), representing a masterclass in storage performance validation.
-  - **(2020)** [gitlab.com: Kubernetes storage provider benchmarks](https://gitlab.com/mrman/k8s-storage-provider-benchmarks) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A highly practical benchmarking repository comparing IOPS, latency, and throughput metrics across multiple Kubernetes CSI providers. Though individual hardware baselines vary, the structured methodology offers an essential framework for verifying storage performance prior to deployment.
 #### Container Attached Storage
 
   - **(2020)** [thenewstack.io: Stateful Workloads on Kubernetes with Container Attached Storage 🌟](https://thenewstack.io/stateful-workloads-on-kubernetes-with-container-attached-storage) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An exploration of Container Attached Storage (CAS) architectures, where storage software itself runs inside microservices to present local drives as resilient distributed storage pools. This approach, exemplified by OpenEBS and Portworx, maximizes hyper-converged agility.
-#### Ecosystem Trends
-
-  - **(2020)** [thenewstack.io: The most popular cloud native solutions 🌟](https://thenewstack.io/cloud-native/the-most-popular-cloud-native-storage-solutions) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive market landscape report detailing leading cloud-native storage technologies. It provides a strategic comparison of software-defined storage (SDS) frameworks, helping architects choose between hyper-converged, container-attached, or external enterprise storage arrays.
-  - **(2019)** [forbes.com: 5 Cloud Native Storage Startups To Watch Out For In 2019](https://www.forbes.com/sites/janakirammsv/2019/06/28/5-cloud-native-storage-startups-to-watch-out-for-in-2019) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A retrospective analysis of promising cloud-native storage startups circa 2019. While the market has consolidated since publication, tracking these early-stage designs (such as Portworx and Rook) provides critical context regarding how CSI-native architectures became standard.
 #### Object Storage
 
   - **(2021)** [thenewstack.io: Beyond Block and File: COSI Enables Object Storage in Kubernetes 🌟](https://thenewstack.io/beyond-block-and-file-cosi-enables-object-storage-in-kubernetes) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An architectural overview of the Container Object Storage Interface (COSI) initiative, which seeks to standardize object storage provisioning in Kubernetes, mirroring the success of CSI. COSI abstracts bucket creation and user management into a native Kubernetes API.
   - **(2021)** [infoworld.com: Kubernetes object storage best practices](https://www.infoworld.com/article/2269961/kubernetes-object-storage-best-practices.html) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An InfoWorld expert synthesis offering actionable guidelines on designing applications around object storage APIs instead of direct disk mounts. This approach enhances scaling metrics and simplifies geo-distributed cloud-native architectures.
 #### Storage Paradigms
 
-  - **(2021)** [thenewstack.io: When Is Decentralized Storage the Right Choice?](https://thenewstack.io/when-is-decentralized-storage-the-right-choice) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An analytical evaluation of decentralized, blockchain-inspired storage networks for enterprise cloud-native systems. It contrasts traditional localized SAN/NAS setups with distributed network topologies, focusing on data privacy, redundancy, and regional compliance factors.
-  - **(2021)** [storj.io: Integrating Decentralized Cloud Storage with Duplicati](https://www.storj.io/cloud-object-storage) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A tactical integration guide demonstrating how to pipe secure backups from Duplicati directly into Storj's decentralized, zero-trust cloud object storage network. This integration showcases decentralized storage in action for enterprise disaster recovery.
   - **(2020)** [blocksandfiles.com: geless storage is the β€˜answer’ to Kubernetes data challenges](https://www.blocksandfiles.com/container-storage/2020/12/22/storageless-storage-is-the-answer-to-kubernetes-data-challenges/1611647) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An exploratory piece discussing 'storageless' architecture paradigms where localized persistent state is completely abstract, delegating high availability and replica management to SaaS object systems. While conceptually novel, live implementation typically manifests as highly managed serverless databases.
 ### Storage Fundamentals
 
-#### Conceptual Design
-
-  - **(2020)** [rancher.com: What is Cloud-Native Storage?](https://www.suse.com/c/rancher_blog/what-is-cloud-native-storage) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A foundational explanation of Cloud-Native Storage (CNS) principles, focusing on the dynamic orchestration, scalability, and resilience required by ephemeral containers. It unpacks the shift from static hardware-bound SAN/NAS structures to dynamic, application-centric storage.
-  - **(2020)** [thenewstack.io: Persistent Volumes: Separating Compute and Storage](https://thenewstack.io/persistent-volumes-separating-compute-and-storage) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An architectural piece explaining the strategic benefits of separating computational logic from stateful storage layers using Persistent Volumes. This division facilitates fluid container rescheduling while securing raw historical state across hardware failures.
-#### Implementation Basics
-
-  - **(2021)** [armosec.io: Data Storage in Kubernetes](https://www.armosec.io/blog/kubernetes-data-storage) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A security-minded primer on Kubernetes data storage mechanics. It outlines the core abstractions (PV, PVC, StorageClass) with a focus on data privacy, encryption at rest, and securing access control permissions within multi-tenant clusters.
-  - **(2020)** [howtoforge.com: Storage in Kubernetes 🌟](https://www.howtoforge.com/storage-in-kubernetes) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive tutorial mapping out the core abstraction primitives of the Kubernetes storage subsystem. It offers step-by-step guidance on declaring ephemeral emptyDir volumes, mounting host paths, and establishing baseline persistent storage configurations.
-#### Platform Overview
-
-  - **(2021)** [danielmangum.com: K8s ASA: The Storage Interface](https://danielmangum.com/posts/k8s-asa-the-storage-interface) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An elegant, lower-level examination of the interface boundary where Kubernetes hooks into system storage. It details the progression of in-tree storage volume plugins to the modern out-of-tree Container Storage Interface (CSI) protocol.
-  - **(2020)** [thenewstack.io: How Kubernetes provides networking and storage to applications](https://thenewstack.io/how-kubernetes-provides-networking-and-storage-to-applications) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An foundational architectural piece detailing the convergence of network topology and volume storage systems within Kubernetes. It elucidates how the control plane decouples resource provisioning from consumption, making it an excellent primer for platform operators transitioning to container-native infrastructure.
-  - **(2020)** [thenewstack.io: The Biggest Gap in Kubernetes Storage Architecture?](https://thenewstack.io/whats-the-biggest-gap-in-kubernetes-storage-architecture) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An analytical deep dive exposing systemic architectural gaps in early Kubernetes CSI iterations, focusing on data protection, consistency, and disaster recovery. It tracks how vendors and the community resolved these limits through CSI snapshotting and backup controller patterns.
-  - **(2019)** [softwareengineeringdaily.com: Why Is Storage On Kubernetes So Hard? 🌟](https://softwareengineeringdaily.com/2019/01/11/why-is-storage-on-kubernetes-is-so-hard) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An audio-architectural retrospective addressing why state enforcement in an orchestrator built for ephemeral execution remains historically complex. It highlights the design tensions between rapid container scheduling and slow physical storage attachment/detachment cycles.
 #### Stateful Applications
 
   - **(2021)** [developers.redhat.com: How to maximize data storage for microservices and Kubernetes, Part 1: An introduction 🌟](https://developers.redhat.com/articles/2021/08/11/how-maximize-data-storage-microservices-and-kubernetes-part-1-introduction) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Part one of a premium Red Hat series defining technical best practices for mapping microservices to underlying storage topologies. It highlights the strategic balance between raw database performance demands and the cloud-native flexibility of dynamic storage provisioning.
@@ -183,163 +54,32 @@
   - **(2020)** [thenewstack.io: Compute and Storage Should Be Decoupled for Log Management at Scale](https://thenewstack.io/why-compute-and-storage-should-be-decoupled-for-log-management-at-scale) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An architectural case study advocating for the strict decoupling of compute nodes and storage backends within log-aggregation systems. This pattern, exemplified by Loki and Elasticsearch, ensures that volatile search workloads do not degrade raw historical index durability.
 ## Kubernetes Storage Implementation
 
-### Persistent Volumes and Provisioners
-
-#### Alternative Storage Drivers
-
-  - **(2021)** [itnext.io: Highly Available NFS cluster in Kubernetes, a cloud vendor independent storage solution](https://itnext.io/highly-available-nfs-cluster-in-kubernetes-a-cloud-vendor-independent-storage-solution-f9a314cfdfcc) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” An in-depth guide on deploying a highly available NFS cluster entirely within Kubernetes. It bypasses proprietary cloud vendor offerings to construct an independent, multi-write shared filesystem using open-source replication utilities.
-#### Local Storage
-
-  - **(2026)** [==github.com/kubernetes-sigs: Local Persistence Volume Static Provisioner' 🌟==](https://github.com/kubernetes-sigs/sig-storage-local-static-provisioner) ⭐ 1200  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official Kubernetes-SIGs repository for the local persistence static provisioner. It automates the creation of PVs for local disks, enabling database workloads to achieve raw, low-latency NVMe/SSD IOPS while retaining Kubernetes persistent storage abstractions.
-  - **(2026)** [==openebs/zfs-localpv==](https://github.com/openebs/zfs-localpv) ⭐ 566  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official OpenEBS CSI driver for ZFS-LocalPV. It dynamically provisions ZFS pools on local nodes, combining the exceptional performance of raw NVMe storage with ZFS capabilities like snapshots, clones, compression, and high integrity.
-#### PVPVC Fundamentals
-
-  - **(2023)** [linkedin.com/pulse: What are Kubernetes Persistent Volumes?](https://www.linkedin.com/pulse/what-kubernetes-persistent-volumes-gyan-prakash-1f) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A high-level overview explaining the conceptual purpose of Persistent Volumes. It targets business-minded platform engineers seeking to understand how storage decouples physical disk infrastructure from container runtime cycles.
-  - **(2022)** [spacelift.io: Kubernetes Persistent Volumes – Tutorial and Examples](https://spacelift.io/blog/kubernetes-persistent-volumes) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An extensive, step-by-step tutorial explaining the mechanics of Persistent Volumes, Persistent Volume Claims, and StorageClasses. It provides realistic configuration files, making it an excellent resource for production deployments.
-  - **(2021)** [adamtheautomator.com: Effortless Storage Management With Kubernetes PVC 🌟](https://adamtheautomator.com/kubernetes-pvc) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A step-by-step hands-on tutorial guiding users through configuring PersistentVolumeClaims (PVCs). It provides clear configuration patterns for provisioning, testing, and verifying that backend storage resources bind correctly.
-  - **(2020)** [kylezsembery.com: Persistent Storage in Kubernetes](https://www.kylezsembery.com/persistent-storage-kubernetes) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A standard administrative tutorial on setting up persistent storage within Kubernetes. It unpacks the physical relationship between host paths, network attachments, and Kubernetes virtual volume resources, serving as an operational reference for junior engineers.
-  - **(2020)** [itnext.io: Kubernetes: PersistentVolume and PersistentVolumeClaim β€” an overview with examples](https://itnext.io/kubernetes-persistentvolume-and-persistentvolumeclaim-an-overview-with-examples-3c5688222f99) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive tutorial examining the foundational mechanics of PersistentVolumes and PersistentVolumeClaims. It employs clean yaml manifests to illustrate how claims bind to volumes dynamically, detailing reclaim policies and access modes.
-#### Storage Classes
-
-  - **(2021)** [kubermatic.com: Keeping the State of Apps 5: Introduction to Storage Classes](https://www.kubermatic.com/blog/keeping-the-state-of-apps-5-introduction-to-storage-classes) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An introductory guide to Kubernetes StorageClasses. It explains how administrators use StorageClasses to define dynamic, multi-tier storage profiles (e.g., SSD vs HDD) that allow users to request storage on-demand without manual administrator intervention.
 ### Stateful Operations
 
 #### Volume Resizing
 
   - **(2021)** [itnext.io: Resizing StatefulSet Persistent Volumes with zero downtime 🌟](https://itnext.io/resizing-statefulset-persistent-volumes-with-zero-downtime-916ebc65b1d4) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A highly valuable technical guide detailing how to resize StatefulSet Persistent Volumes with zero downtime. It details the complex mechanics of updating CSI drivers, triggering file system expansion, and safely editing stateful configurations online.
-### Volume Fundamentals
-
-#### Ephemeral Storage
-
-  - **(2021)** [itnext.io: Temporary Storage for Kubernetes Pods](https://itnext.io/temporary-storage-for-kubernetes-pods-f8330ad8db88) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A technical guide detailing ephemeral, temporary storage options (emptyDir, hostPath, downwardAPI) for Kubernetes pods. It details how runtime engines leverage ephemeral storage limits to protect against disk exhaustion on shared nodes.
-#### Implementation Basics (1)
-
-  - **(2021)** [blog.newrelic.com: Kubernetes Fundamentals, Part 5: Working with Kubernetes Volumes](https://newrelic.com/blog/infrastructure-monitoring/how-to-use-kubernetes-volumes) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A detailed New Relic platform tutorial detailing how Kubernetes Volumes function. It maps practical configurations from local directories up to persistent network volumes, helping engineers establish robust observability patterns around disk metrics.
-  - **(2021)** [kubermatic.com: Keeping the State of Apps 1: Introduction to Volume and volumeMounts](https://www.kubermatic.com/blog/keeping-the-state-of-apps-1-introduction-to-volume-and-volumemounts) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A focused architectural introduction explaining the crucial distinction between a declared Volume (the backend data provider) and a volumeMount (how that data is projected inside a container). It covers essential syntax parameters for configuration.
-  - **(2021)** [matthewpalmer.net: Filesystem vs Volume vs Persistent Volume 🌟](https://matthewpalmer.net/kubernetes-app-developer/articles/kubernetes-volumes-example-nfs-persistent-volume.html) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A developer-oriented guide explaining the conceptual differences between filesystems, generic container volumes, and Persistent Volumes. It uses clear examples, such as an NFS-backed Volume, to clarify how and when to use each configuration pattern.
-## Platform Engineering
-
-### Ecosystem
-
-#### Marketplace
-
-  - **(2024)** [Red Hat Marketplace](https://marketplace.redhat.com/sunset) 🌟🌟 [COMMUNITY-TOOL] β€” Originally a portal dedicated to discovering, buying, and provisioning certified operators and third-party software on OpenShift. While the standalone portal has transitioned, the actual operational flow has been assimilated directly into the internal OpenShift OperatorHub interface.
 ## Storage
 
-### Distributed Storage
-
-#### Ceph
-
-  - **(2026)** [Red Hat Ceph Storage](https://ceph.io/en) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Red Hat Ceph Storage is an enterprise product offering distributed block, file, and object storage coupled with multi-cloud data federation via NooBaa. It incorporates enterprise efficiency tools like global data compression, data deduplication, asynchronous multi-site replication, and strong encryption policies.
-### Enterprise Storage
-
-#### Legacy Platforms
-
-  - **(2020)** [Reduxio](https://www.reduxio.com) [N/A CONTENT]  [LEGACY] β€” Reduxio was an enterprise storage innovator that designed unified primary and secondary storage frameworks with granular, instantaneous recovery capabilities. Though the product has transitioned into a legacy technology, its foundational approaches to metadata-defined back-dating continue to influence cloud-native backup paradigms.
-#### Red Hat Storage
-
-  - **(2021)** [State of OpenShift Container Storage](https://www.redhat.com/en/blog/state-of-openshift-container-storage-eran-tamir-and-duncan-hardie-red-hat)  [COMMUNITY-TOOL] β€” This architectural overview analyzes the Red Hat OpenShift Container Storage platform (now OpenShift Data Foundation). It details how combining Ceph, NooBaa, and Rook creates an integrated control plane to deliver multi-cloud block, file, and object endpoints for OpenShift workloads.
-#### Storage Definitions
-
-  - **(2021)** [searchstorage.techtarget.com: IBM Spectrum](https://www.techtarget.com/searchitchannel/definition/IBM-International-Business-Machines)  [COMMUNITY-TOOL] β€” An educational reference defining the scope, capabilities, and historical context of IBM's software-defined storage portfolio. It details how disaggregating storage management software from physical hardware streamlines data mobility across hybrid-cloud infrastructures.
-### Kubernetes CSI
-
-#### Documentation
-
-  - **(2026)** [kubernetes-csi.github.io](https://kubernetes-csi.github.io) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The official documentation portal for the Kubernetes Container Storage Interface (CSI) specification. It is the definitive engineering reference for storage vendors developing pluggable drivers and platform architects designing interoperable container storage controllers.
-#### How-To
-
-  - **(2020)** [sklar.rocks: How the CSI (Container Storage Interface) Works](https://sklar.rocks/how-container-storage-interface-works)  [COMMUNITY-TOOL] β€” An instructional overview explaining how the Container Storage Interface (CSI) specification coordinates volume management. It details the precise structural operations between the Kubelet, Kubernetes API servers, and vendor-specific CSI driver components.
-#### S3 Integration
-
-  - **(2026)** [==github.com/yandex-cloud: CSI for S3==](https://github.com/yandex-cloud/k8s-csi-s3) ⭐ 859  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” An open-source CSI driver that allows mounting Amazon S3 object buckets directly as filesystems within Kubernetes pods using local FUSE drivers. This interface permits legacy applications expecting flat directory paths to consume S3 storage backends with minimal code refactoring.
-#### SMB Integration
-
-  - **(2026)** [==SMB CSI Driver for Kubernetes==](https://github.com/kubernetes-csi/csi-driver-smb) ⭐ 641  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” A specialized CSI driver designed to dynamically provision and mount Server Message Block (SMB) shared directories into Kubernetes pods. This driver is essential for heterogeneous Windows/Linux container clusters and legacy corporate network attached storage (NAS) migrations.
-#### Source Code
-
-  - **(2026)** [github.com/kubernetes-csi](https://github.com/kubernetes-csi) [GO CONTENT]  [COMMUNITY-TOOL] β€” The official GitHub organization containing CSI reference drivers, specification documentation, and auxiliary helper containers (such as csi-provisioner and csi-snapshotter). These foundational code repositories define how all third-party storage controllers communicate with the core Kubernetes API.
-### Kubernetes PVC
-
-#### RWX Alternatives
-
-  - **(2021)** [Digital Ocean: Kuberntes PVC ReadWriteMany access mode alternative](https://www.digitalocean.com/community/questions/kuberntes-pvc-readwritemany-access-mode-alternative) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” This architectural guide details alternatives for resolving ReadWriteMany (RWX) volume constraints in environments like DigitalOcean that natively support only ReadWriteOnce (RWO) block storage. It outlines techniques for deploying in-cluster NFS servers or utilizing shared file systems like CephFS to bridge the storage access limitation.
 ### Kubernetes Storage
 
-#### Backup and Replication
-
-  - **(2026)** [==VolSync 🌟==](https://github.com/backube/volsync) ⭐ 978  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” VolSync is an open-source Kubernetes operator developed by Backube to orchestrate cross-cluster persistent volume data replication. Supporting engines like rsync, rclone, and restic, it delivers a platform-agnostic framework for executing disaster recovery policies.
-  - **(2021)** [next.redhat.com: Introducing VolSync: your data, anywhere](https://next.redhat.com/2021/08/23/introducing-volsync-your-data-anywhere)  [COMMUNITY-TOOL] β€” An introductory overview of VolSync's design goals and features, showing how the controller simplifies complex multi-cluster persistence synchronization. It details how the operator abstracts underlying storage structures, allowing unified data movement across diverse cloud backends.
-#### Benchmarking
-
-  - **(2026)** [kubestr.io](https://kubestr.io) [GO CONTENT]  [COMMUNITY-TOOL] β€” Kubestr is an open-source CLI toolkit engineered to auto-discover, inspect, and benchmark persistent storage configurations within a Kubernetes cluster. By running in-cluster FIO test cases, it provides architects with validated throughput and latency metrics for active storage configurations.
-  - **(2021)** [itnext.io: State of Persistent Storage in K8s β€” A Benchmark](https://itnext.io/state-of-persistent-storage-in-k8s-a-benchmark-77a96bb1ac29)  [COMMUNITY-TOOL] β€” A granular performance evaluation of stateful storage engines in Kubernetes environments, including OpenEBS, Rook-Ceph, and Longhorn. This benchmark measures key execution indicators like latency, IOPS, and CPU utilization, guiding system architects in selecting high-performance storage backends for critical databases.
-#### Container Attached Storage (1)
-
-  - **(2026)** [==OpenEBS==](https://openebs.io) [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” OpenEBS is an adaptable Container Attached Storage (CAS) system that transforms local node storage or cloud-attached disks into dedicated dynamic persistent volumes for stateful applications. Utilizing engines like Mayastor and LocalPV, it isolates I/O processing on a per-pod basis to deliver high-performance scalability.
-#### Distributed Block Storage (1)
+#### Distributed Block Storage
 
   - **(2026)** [==Longhorn==](https://longhorn.io) [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Longhorn is a lightweight, distributed block storage system for Kubernetes, engineered as a graduated CNCF project. It abstracts hardware arrays by configuring a replica-aware storage engine for each volume, operating as dynamic microservices to deliver features like snapshots, automated backups, and cross-cluster replication.
   - **(2020)** [Longhorn Simplifies Distributed Block Storage in Kubernetes](https://www.suse.com/c/rancher_blog/longhorn-simplifies-distributed-block-storage-in-kubernetes)  [COMMUNITY-TOOL] β€” A technical assessment highlighting how Longhorn simplifies the deployment and operations of distributed block storage arrays. It features detailed discussions of volume-controller microservice orchestration, automated disaster recovery policies, and built-in replication tools.
-#### Enterprise CAS
-
-  - **(2026)** [iomesh.com](https://www.iomesh.com) [N/A CONTENT]  [COMMUNITY-TOOL] β€” IOMesh is an enterprise-oriented cloud-native storage product built to support high-throughput, latency-sensitive database workloads on Kubernetes. By pooling host storage assets and executing performance optimizations in user space, it aims to compete directly with proprietary SAN arrays.
-  - **(2021)** [iomesh.com: Outperforming Peer Products, IOMesh Takes Cloud Native Storage to the Next Level](https://www.iomesh.com/blog/announcing_iomesh_preview)  [COMMUNITY-TOOL] β€” An introductory release article for IOMesh, explaining how its cloud-native software-defined architecture delivers bare-metal storage speeds. It emphasizes optimized resource utilization, host pooling mechanics, and integrated security frameworks designed for container workloads.
 #### GlusterFS Orchestration
 
   - **(2026)** [==Kadalu==](https://github.com/kadalu/kadalu) ⭐ 748  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kadalu is a lightweight, container-native storage solution that utilizes GlusterFS to orchestrate persistent volumes inside Kubernetes. It runs storage services inside application pods as microservices, offering a lightweight alternative to external GlusterFS cluster configurations.
-#### High Performance Block Storage
-
-  - **(2026)** [linbit.com: LINSTOR - kubernetes persistent container storage](https://linbit.com/kubernetes) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” LINSTOR is an open-source storage orchestration engine designed by LINBIT that coordinates block storage nodes using native Linux features like DRBD, LVM, and ZFS. It offers highly performant, low-overhead volume management, providing cluster architects with bare-metal storage speeds in Kubernetes.
-  - **(2026)** [simplyblock: simplyblock.io](https://simplyblock.io) [C CONTENT]  [COMMUNITY-TOOL] β€” Simplyblock is a high-performance cloud storage platform engineered to optimize block-storage scaling in AWS and Kubernetes. Utilizing NVMe-over-Fabrics disaggregation, dynamic caching, and compression, it significantly lowers cloud storage expenses while keeping sub-millisecond access speeds.
-#### LVM Provisioning
-
-  - **(2026)** [==openebs/lvm-localpv==](https://github.com/openebs/lvm-localpv) ⭐ 344  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An OpenEBS CSI driver designed for dynamic volume provisioning backed by local Logical Volume Manager (LVM) volume groups. It provides raw block or filesystem performance close to bare-metal hardware speed while offering features like snapshotting and size limits directly managed via Kubernetes native CRDs.
-#### Lightweight Deployments
-
-  - **(2021)** [itnext.io: Using Rook On A K3s Cluster](https://itnext.io/using-rook-on-a-k3s-cluster-8a97a75ba25e)  [COMMUNITY-TOOL] β€” A practical guide outlining the configuration and installation steps required to run Rook-Ceph on lightweight, resource-constrained K3s clusters. It explains structural modifications needed to optimize enterprise storage frameworks for edge compute environments and development setups.
-#### Local Storage Provisioning
-
-  - **(2026)** [==openebs/dynamic-localpv-provisioner: Dynamic Kubernetes Local Persistent' Volumes==](https://github.com/openebs/dynamic-localpv-provisioner) ⭐ 208  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An OpenEBS sub-project designed to provision Kubernetes local hostpath or raw block persistent volumes dynamically. This controller eliminates manual static volume definitions, allowing database applications to seamlessly run at native drive speed while relying on Kubernetes scheduling rules.
-#### NVMe-oF
-
-  - **(2020)** [blocksandfiles.com: Lightbits Labs adds Kubernetes table stakes: CSI support](https://www.blocksandfiles.com/block/2020/06/23/lightbits-labs-adds-kubernetes-table-stakes-csi-support/1598623)  [COMMUNITY-TOOL] β€” An analytical review of Lightbits Labs adding native CSI support to its LightOS platform, bridging disaggregated NVMe-over-Fabrics (NVMe-oF) with Kubernetes. This integration enables low-overhead, hardware-accelerated block storage access for scale-out, high-throughput cloud database deployments.
-#### Open Source Governance
-
-  - **(2019)** [thenewstack.io: Rancher Donates its β€˜Longhorn’ Kubernetes Persistent Storage Software to CNCF](https://thenewstack.io/rancher-donates-its-longhorn-kubernetes-persistent-storage-software-to-cncf)  [COMMUNITY-TOOL] β€” Documents the strategic donation of the Longhorn distributed storage project to the CNCF by Rancher Labs. This transition secured the tool's collaborative open-source roadmap, accelerating its development and integration as a reliable storage solution for Kubernetes platform engineers.
-#### Performance Analysis
-
-  - **(2021)** [blocksandfiles.com: Kubernetes storage: SmartX’s IOMesh beats Portworx, Longhorn and OpenEBS](https://www.blocksandfiles.com/block/2021/08/05/kubernetes-storage-smartxs-iomesh-beats-portworx-longhorn-and-openebs/1617691)  [COMMUNITY-TOOL] β€” A direct performance comparative study highlighting IOMesh outperforming established solutions like Portworx, Longhorn, and OpenEBS in IOPS and write latencies. It provides useful raw performance metrics for platform architects evaluating storage options for stateful cloud native applications.
-#### Platform Integration
-
-  - **(2020)** [containerjournal.com: Rancher Labs Adds Support for Longhorn Storage on Kubernetes Clusters](https://cloudnativenow.com/topics/cloudnativeplatforms/rancher-labs-adds-support-for-longhorn-storage-on-kubernetes-clusters)  [COMMUNITY-TOOL] β€” An announcement outlining Rancher's general availability support for Longhorn within its enterprise Kubernetes platform. This architectural integration allows administrators to manage and deploy robust persistent volume infrastructure with point-and-click UI catalogs.
-#### Storage Operators
-
-  - **(2026)** [==libopenstorage/stork: Stork - Storage Operator Runtime for Kubernetes==](https://github.com/libopenstorage/stork) ⭐ 401  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Stork (Storage Operator Runtime for Kubernetes) is an open-source utility developed by Portworx to facilitate storage-aware scheduling and backup operations. It communicates with local storage nodes to ensure container workloads are scheduled on the exact physical hardware housing their replicated volumes.
-#### Storage Orchestrators
-
-  - **(2026)** [==Rook==](https://rook.io) [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Rook acts as a production-hardened CNCF graduated storage orchestrator that natively embeds Ceph within Kubernetes. By managing disks, pools, and filesystems as declarative resources, Rook eliminates manual storage administration and bridges Kubernetes-native paradigms with high-availability bare metal storage.
-### Object Storage (1)
-
-#### MinIO
-
-  - **(2026)** [==min.io==](https://www.min.io) [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” MinIO is a high-performance, S3-compatible object storage platform built specifically for native Kubernetes deployments. Architected for enterprise private clouds, it delivers high-throughput storage for demanding data workloads, including AI training pipelines and distributed object analytics.
 ## Storage and Data
 
-### Container Attached Storage (2)
+### Container Attached Storage (1)
 
 #### OpenEBS
 
   - **(2023)** [OpenEBS Features and Benefits](https://openebs.io/docs) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Comprehensive guide to OpenEBS Container Attached Storage (CAS) engine. Details how local volumes, Jiva, and Mayastor architectures allow teams to build highly resilient, dynamic persistent storage volumes directly using local disk pools. CNCF validation confirms OpenEBS's position as a robust storage framework for stateful microservices.
-### Data on Kubernetes
-
-#### Community Hub
-
-  - **(2026)** [dok.community: DoKC Data on Kubernetes](https://dok.community)  [COMMUNITY-TOOL] β€” The central hub for the Data on Kubernetes Community (DoKC), which advocates for running stateful microservices, operators, and relational databases directly inside Kubernetes. It gathers technical resources, patterns, and performance studies to validate production reliability. A leading organization defining stateful application architectures.
-#### Industry Research
-
-  - **(2021)** [dok.community: Data on Kubernetes 2021 Report](https://dok.community/dokc-2021-report)  [CASE STUDY] [COMMUNITY-TOOL] β€” This classic report maps standard adoption trends of stateful workloads in containerized environments. It highlights performance, operations, and resource efficiency as key factors convincing enterprises to run workloads on native Kubernetes storage pools instead of external infrastructure.
 
 ---
-πŸ’‘ **Explore Related:** [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Kubernetes Client Libraries](./kubernetes-client-libraries.md) | [Kubectl Commands](./kubectl-commands.md)
+πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Serverless](./serverless.md) | [Kubectl Commands](./kubectl-commands.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/kubernetes-tools.md b/v2-docs/kubernetes-tools.md
index 2f9bd4bc..8a314800 100644
--- a/v2-docs/kubernetes-tools.md
+++ b/v2-docs/kubernetes-tools.md
@@ -11,209 +11,69 @@
 1. [AI Infrastructure](#ai-infrastructure)
   - [Distributed Computing](#distributed-computing)
     - [Kube-Ray](#kube-ray)
-1. [API Gateway](#api-gateway)
-  - [OpenAPI](#openapi)
-    - [Ingress Generators](#ingress-generators)
 1. [Application Architecture](#application-architecture)
-  - [API Gateway](#api-gateway-1)
+  - [API Gateway](#api-gateway)
     - [gRPC and REST](#grpc-and-rest)
 1. [Application Delivery](#application-delivery)
-  - [Admission Control](#admission-control)
-    - [Webhooks SDK](#webhooks-sdk)
-  - [Build Tools](#build-tools)
-    - [Kubernetes-Native Build](#kubernetes-native-build)
-    - [Source-to-Image](#source-to-image)
-  - [CICD](#cicd)
-    - [GitOps](#gitops)
   - [Configuration Management](#configuration-management)
     - [Automation](#automation)
-    - [Docker Compose Migration](#docker-compose-migration)
-    - [Jsonnet](#jsonnet)
     - [Secret Distribution](#secret-distribution)
-    - [Templating](#templating)
-  - [Frameworks](#frameworks)
-    - [Case Studies](#case-studies)
-    - [Ruby on Rails](#ruby-on-rails)
-  - [GitOps](#gitops-1)
+  - [GitOps](#gitops)
     - [Continuous Delivery](#continuous-delivery)
-    - [Controllers](#controllers)
-    - [Declarative Deployments](#declarative-deployments)
-    - [Edge Deployments](#edge-deployments)
-    - [Manifest Generation](#manifest-generation)
     - [Release Management](#release-management)
     - [State Reconciliation](#state-reconciliation)
   - [Marketplaces and Portals](#marketplaces-and-portals)
     - [Lifecycle Management](#lifecycle-management)
   - [Packaging](#packaging)
-    - [Air-gapped Deployment](#air-gapped-deployment)
     - [Developer Platforms](#developer-platforms)
-    - [SaaS Provisioning](#saas-provisioning)
-      - [Operators](#operators)
-  - [Packaging and Bundling](#packaging-and-bundling)
-    - [Case Studies](#case-studies-1)
-    - [Standards](#standards)
   - [Platform-as-a-Service](#platform-as-a-service)
     - [Developer Experience](#developer-experience)
-    - [Internal Developer Platforms](#internal-developer-platforms)
   - [Serverless and BaaS](#serverless-and-baas)
     - [Development Framework](#development-framework)
 1. [Application Lifecycle](#application-lifecycle)
   - [Continuous Deployment](#continuous-deployment)
     - [Git-based Builds](#git-based-builds)
-  - [Deployment Frameworks](#deployment-frameworks)
-    - [Declarative Config](#declarative-config)
-    - [Developer Platforms](#developer-platforms-1)
-  - [Deployment Tools](#deployment-tools)
-    - [Automated Pipelines](#automated-pipelines)
-    - [Developer Education](#developer-education)
-    - [Resource Ordering](#resource-ordering)
-  - [Image Building](#image-building)
-    - [Cluster-Native Build](#cluster-native-build)
-  - [Manifest Generation](#manifest-generation-1)
-    - [Abstraction Layers](#abstraction-layers)
-    - [Developer Education](#developer-education-1)
-    - [Migration Tools](#migration-tools)
-  - [Migration Tools](#migration-tools-1)
+  - [Migration Tools](#migration-tools)
     - [Resource Conversion](#resource-conversion)
-  - [Testing and Verification](#testing-and-verification)
-    - [Health Checks](#health-checks)
-    - [Integration Testing](#integration-testing)
-    - [Local Harnesses](#local-harnesses)
 1. [Application Migration](#application-migration)
   - [Modernization](#modernization)
     - [Enterprise Migration](#enterprise-migration)
-    - [Enterprise Portfolio Analysis](#enterprise-portfolio-analysis)
 1. [Application Platforms](#application-platforms)
-  - [Deployment Frameworks](#deployment-frameworks-1)
-    - [Ruby Deployment](#ruby-deployment)
   - [PaaS Frameworks](#paas-frameworks)
     - [Developer Experience](#developer-experience-1)
-1. [Architecture and Visualization](#architecture-and-visualization)
-  - [Kubernetes Visualizer](#kubernetes-visualizer)
-    - [Go](#go)
-1. [Autoscaling](#autoscaling)
-  - [Custom Metrics](#custom-metrics)
-    - [Development Tools](#development-tools)
-  - [Resource Provisioning](#resource-provisioning)
-    - [Cost Optimization](#cost-optimization)
-    - [Industry News](#industry-news)
-    - [Just-in-Time Nodes](#just-in-time-nodes)
-    - [Technical Analysis](#technical-analysis)
-    - [Tutorials](#tutorials)
-1. [CICD and Delivery](#cicd-and-delivery)
-  - [Supply Chain Security](#supply-chain-security)
-    - [Artifact Signing](#artifact-signing)
-1. [CICD Pipeline](#cicd-pipeline)
-  - [GitHub Actions](#github-actions)
-    - [Developer Tooling](#developer-tooling)
-1. [Cloud Infrastructure](#cloud-infrastructure)
-  - [AWS](#aws)
-    - [Container Registries](#container-registries)
-  - [Amazon EKS](#amazon-eks)
-    - [ACK](#ack)
-    - [Spot Instances](#spot-instances)
-  - [Infrastructure as Code](#infrastructure-as-code)
-    - [Schema Generation](#schema-generation)
-1. [Cloud Native](#cloud-native)
-  - [Kubernetes](#kubernetes)
-    - [CICD and Builds](#cicd-and-builds)
 1. [Cloud Native Networking](#cloud-native-networking)
   - [Service Proxy](#service-proxy)
     - [Integration Tools](#integration-tools)
 1. [Cloud Native Operations](#cloud-native-operations)
-  - [Kubernetes](#kubernetes-1)
+  - [Kubernetes](#kubernetes)
     - [Configuration Management](#configuration-management-1)
     - [Policy Enforcement](#policy-enforcement)
 1. [Cloud Native Platforms](#cloud-native-platforms)
-  - [Kubernetes](#kubernetes-2)
+  - [Kubernetes](#kubernetes-1)
     - [Multi-Arch Telemetry](#multi-arch-telemetry)
-1. [Cloud Native Security](#cloud-native-security)
-  - [Infrastructure Security](#infrastructure-security)
-    - [Admission Control](#admission-control-1)
-1. [Cloud-Native Platforms](#cloud-native-platforms)
-  - [Continuous Delivery](#continuous-delivery-1)
-    - [GitOps](#gitops-2)
-  - [Developer Experience](#developer-experience-2)
-    - [Curation](#curation)
-  - [Kubernetes Operations](#kubernetes-operations)
-    - [Curation](#curation-1)
-  - [Kubernetes Security](#kubernetes-security)
-    - [Curation](#curation-2)
-1. [Cluster Lifecycle](#cluster-lifecycle)
-  - [Upgrades and Compliance](#upgrades-and-compliance)
-    - [Static Analysis](#static-analysis)
 1. [Cluster Management](#cluster-management)
-  - [Autoscaling](#autoscaling-1)
+  - [Autoscaling](#autoscaling)
     - [Dynamic Scaling](#dynamic-scaling)
-  - [Backup and Recovery](#backup-and-recovery)
-    - [Cluster Replication](#cluster-replication)
-    - [State Replication](#state-replication)
-  - [Bare Metal](#bare-metal)
-    - [Telecom Platforms](#telecom-platforms)
-  - [Cloud Provisioning](#cloud-provisioning)
-    - [Multi-tenant Provisioner](#multi-tenant-provisioner)
   - [Configuration Management](#configuration-management-2)
     - [Dynamic Metadata](#dynamic-metadata)
-  - [Cost Optimization](#cost-optimization-1)
+  - [Cost Optimization](#cost-optimization)
     - [Metrics Analysis](#metrics-analysis)
     - [Resource Control](#resource-control)
-  - [GUI Tools](#gui-tools)
-    - [Desktop Clients](#desktop-clients)
   - [Hardware Discovery](#hardware-discovery)
     - [Node Labeling](#node-labeling)
-  - [Localization](#localization)
-    - [Timezone Controller](#timezone-controller)
-  - [Multi-Cluster Orchestration](#multi-cluster-orchestration)
-    - [Case Studies](#case-studies-2)
-    - [Enterprise Control Plane](#enterprise-control-plane)
-    - [Federated Deployments](#federated-deployments)
-    - [Hyperscale Management](#hyperscale-management)
-  - [Multi-Tenancy](#multi-tenancy)
-    - [Virtualization](#virtualization)
   - [Operator Frameworks](#operator-frameworks)
     - [Automation Scripts](#automation-scripts)
   - [Performance Tuning](#performance-tuning)
     - [Image Caching](#image-caching)
-  - [Provisioning](#provisioning)
-    - [Declarative Clusters](#declarative-clusters)
-  - [Resource Cleanup](#resource-cleanup)
-    - [Namespace Recovery](#namespace-recovery)
-  - [Resource Lifecycle](#resource-lifecycle)
-    - [Pod Reaper](#pod-reaper)
-  - [Resource Optimization](#resource-optimization)
-    - [Autoscaling](#autoscaling-2)
   - [Scheduling and Node Assignment](#scheduling-and-node-assignment)
     - [Admission Controllers](#admission-controllers)
     - [Dynamic Balancing](#dynamic-balancing)
-1. [Configuration](#configuration)
-  - [CDK and DSLs](#cdk-and-dsls)
-    - [CDK8s](#cdk8s)
-1. [Configuration Management](#configuration-management-3)
-  - [Declarative GitOps](#declarative-gitops)
-    - [Kustomize Extensions](#kustomize-extensions)
-    - [Packaging](#packaging-1)
-  - [GitOps](#gitops-3)
-    - [Alternative Specs](#alternative-specs)
-  - [IaC and SDKs](#iac-and-sdks)
-    - [CDK](#cdk)
-  - [Image Syncing](#image-syncing)
-    - [Registry Integration](#registry-integration)
-  - [SDK](#sdk)
-    - [JSTS Manifests](#jsts-manifests)
-  - [Upgrade Governance](#upgrade-governance)
-    - [API Deprecations](#api-deprecations)
-1. [Container Orchestration](#container-orchestration)
-  - [Kubernetes](#kubernetes-3)
-    - [EKS](#eks)
 1. [Containers](#containers)
-  - [Developer Tooling](#developer-tooling-1)
+  - [Developer Tooling](#developer-tooling)
     - [Cloud Emulation](#cloud-emulation)
 1. [Continuous Integration and Delivery](#continuous-integration-and-delivery)
   - [Cloud Native CI-CD](#cloud-native-ci-cd)
     - [Tekton UI Extensions](#tekton-ui-extensions)
-1. [Curation](#curation-3)
-  - [Reference Guides](#reference-guides)
-    - [Awesome Lists](#awesome-lists)
 1. [Data Engineering](#data-engineering)
   - [MLOps Platforms](#mlops-platforms)
     - [Orchestration](#orchestration)
@@ -222,789 +82,229 @@
 1. [Data Operations](#data-operations)
   - [Data Pipeline](#data-pipeline)
     - [Real-time Streaming](#real-time-streaming)
-1. [Database](#database)
-  - [Operator](#operator)
-    - [Oracle](#oracle)
-1. [Database and Storage Management](#database-and-storage-management)
-  - [Data Administration](#data-administration)
-    - [UI Tools](#ui-tools)
-1. [Database Orchestration](#database-orchestration)
-  - [Database-as-a-Service](#database-as-a-service)
-    - [SaaS Builders](#saas-builders)
-1. [Declarative Configuration](#declarative-configuration)
-  - [Operator](#operator-1)
-    - [Jsonnet](#jsonnet-1)
-1. [Delivery](#delivery)
-  - [CICD](#cicd-1)
-    - [Spinnaker](#spinnaker)
-1. [Deployment and Delivery](#deployment-and-delivery)
-  - [CICD and Delivery](#cicd-and-delivery-1)
-    - [Developer Productivity](#developer-productivity)
 1. [DevOps](#devops)
-  - [Infrastructure as Code](#infrastructure-as-code-1)
-    - [Pulumi](#pulumi)
-  - [Static Analysis](#static-analysis-1)
+  - [Static Analysis](#static-analysis)
     - [Kubernetes Validation](#kubernetes-validation)
-1. [DevOps and CICD](#devops-and-cicd)
-  - [CICD Automation](#cicd-automation)
-    - [Terraform Release Management](#terraform-release-management)
-1. [Developer Experience](#developer-experience-3)
-  - [CLI Tools](#cli-tools)
-    - [Cluster Discovery](#cluster-discovery)
-    - [Context Switching](#context-switching)
-    - [Version Management](#version-management)
-    - [Visual terminal](#visual-terminal)
-  - [CLI Utilities](#cli-utilities)
-    - [Container Access](#container-access)
-    - [Context Management](#context-management)
-    - [Object Relationships](#object-relationships)
-    - [Traffic Management](#traffic-management)
-  - [Configuration Management](#configuration-management-4)
-    - [Visual Generators](#visual-generators)
-  - [Filesystems](#filesystems)
-    - [Resource Visualization](#resource-visualization)
-  - [Graphical User Interfaces](#graphical-user-interfaces)
-    - [Educational Content](#educational-content)
-  - [Image Building](#image-building-1)
-    - [Go Development](#go-development)
-  - [Learning Resources](#learning-resources)
-    - [Curated Lists](#curated-lists)
+1. [Developer Experience](#developer-experience-2)
   - [Local Development](#local-development)
     - [Application Deployment](#application-deployment)
-  - [Networking](#networking)
-    - [Port Forwarding](#port-forwarding)
-  - [Tooling](#tooling)
-    - [Kubernetes UX](#kubernetes-ux)
-  - [UI Dashboards](#ui-dashboards)
-    - [Lightweight Monitoring](#lightweight-monitoring)
-    - [Local Development](#local-development-1)
-1. [Development](#development)
-  - [CICD](#cicd-2)
-    - [Testing](#testing)
-  - [Custom Resources](#custom-resources)
-    - [YAML Generation](#yaml-generation)
-  - [IDE Integration](#ide-integration)
-    - [Vim](#vim)
-  - [Image Distribution](#image-distribution)
-    - [Performance](#performance)
-  - [Image Management](#image-management)
-    - [Build Tool](#build-tool)
-  - [Local Cluster](#local-cluster)
-    - [CLI Tool](#cli-tool)
-    - [Desktop Application](#desktop-application)
-1. [Development and Testing](#development-and-testing)
-  - [CLI Utilities](#cli-utilities-1)
-    - [Data Formatting](#data-formatting)
-  - [Cluster-in-Cluster](#cluster-in-cluster)
-    - [Kubernetes in Kubernetes](#kubernetes-in-kubernetes)
-  - [Kubeconfig Management](#kubeconfig-management)
-    - [Context Switchers](#context-switchers)
-  - [Kubectl Plugins](#kubectl-plugins)
-    - [API Discovery](#api-discovery)
-    - [Kubeconfig Management](#kubeconfig-management-1)
-    - [Manifest Slicing](#manifest-slicing)
-    - [Network Diagnostics](#network-diagnostics)
-    - [Resource Auditing](#resource-auditing)
-    - [Resource Metrics](#resource-metrics)
-  - [Local Environments](#local-environments)
-    - [Docker API Emulation](#docker-api-emulation)
-  - [Pipeline Helpers](#pipeline-helpers)
-    - [Resource Readiness](#resource-readiness)
-1. [Documentation](#documentation)
-  - [Diagramming](#diagramming)
-    - [Developer Tooling](#developer-tooling-2)
-1. [Ecosystem](#ecosystem)
-  - [Developer Tooling](#developer-tooling-3)
-    - [CLI Utilities](#cli-utilities-2)
-1. [Edge Computing](#edge-computing)
-  - [Lightweight Kubernetes](#lightweight-kubernetes)
-    - [Red Hat Ecosystem](#red-hat-ecosystem)
 1. [Extensibility](#extensibility)
   - [Operator Framework](#operator-framework)
     - [Controller](#controller)
-1. [FinOps](#finops)
-  - [Resource Optimization](#resource-optimization-1)
-    - [Right-Sizing](#right-sizing)
-1. [FinOps and Cloud Cost](#finops-and-cloud-cost)
-  - [IaC FinOps](#iac-finops)
-    - [AI Optimization](#ai-optimization)
-  - [Kubernetes FinOps](#kubernetes-finops)
-    - [Tooling](#tooling-1)
-1. [GitOps and Configuration](#gitops-and-configuration)
-  - [Alternative Templating](#alternative-templating)
-    - [Minimalist Workflows](#minimalist-workflows)
-  - [Continuous Deployment](#continuous-deployment-1)
-    - [Declarative GitOps](#declarative-gitops-1)
-  - [Dynamic Configurations](#dynamic-configurations)
-    - [Lifecycle Management](#lifecycle-management-1)
-  - [Helm Chart Generation](#helm-chart-generation)
-    - [Migration Tools](#migration-tools-2)
-  - [Infrastructure as Code](#infrastructure-as-code-2)
-    - [Python Representation](#python-representation)
-  - [Secret Management](#secret-management)
-    - [Kustomize Extensions](#kustomize-extensions-1)
 1. [GitOps and Delivery](#gitops-and-delivery)
-  - [Application Promotion](#application-promotion)
-    - [Lifecycle Management](#lifecycle-management-2)
-    - [Packaging Formats](#packaging-formats)
-  - [CICD Orchestration](#cicd-orchestration)
-    - [Deployment Helpers](#deployment-helpers)
-  - [Configuration Management](#configuration-management-5)
-    - [Developer Productivity](#developer-productivity-1)
-    - [Drift Detection](#drift-detection)
+  - [Configuration Management](#configuration-management-3)
     - [Sidecar Utilities](#sidecar-utilities)
-    - [Templating Tools](#templating-tools)
-  - [Dependency Management](#dependency-management)
-    - [Automated Workflows](#automated-workflows)
-1. [Image Building](#image-building-2)
-  - [In-Cluster Builds](#in-cluster-builds)
-    - [Build Frameworks](#build-frameworks)
-    - [Educational Material](#educational-material)
 1. [Infrastructure](#infrastructure)
   - [Access Control](#access-control)
     - [SSH Integrations](#ssh-integrations)
   - [Auto-scaling](#auto-scaling)
-    - [Cost Optimization](#cost-optimization-2)
-  - [Automation](#automation-1)
-    - [Labeling](#labeling)
-  - [Autoscaling](#autoscaling-3)
+    - [Cost Optimization](#cost-optimization-1)
+  - [Autoscaling](#autoscaling-1)
     - [Node Provisioning](#node-provisioning)
-  - [Cluster Management](#cluster-management-1)
-    - [Nested Clusters](#nested-clusters)
-    - [Provisioning](#provisioning-1)
-  - [Cluster Provisioning](#cluster-provisioning)
-    - [Bare Metal](#bare-metal-1)
-    - [Educational Content](#educational-content-1)
-    - [Multi-Cloud](#multi-cloud)
-  - [Configuration](#configuration-1)
+  - [Configuration](#configuration)
     - [Reflector](#reflector)
-  - [Container Backup](#container-backup)
-    - [Image Archiving](#image-archiving)
-  - [Container Registries](#container-registries-1)
-    - [Admission Control](#admission-control-2)
-    - [Go Library](#go-library)
-  - [Containerization](#containerization)
-    - [Runtimes](#runtimes)
-  - [Containers](#containers-1)
-    - [Image Management](#image-management-1)
-  - [Continuous Integration](#continuous-integration)
-    - [Image Building](#image-building-3)
-  - [Control Plane](#control-plane)
-    - [etcd Management](#etcd-management)
-  - [Cost Optimization](#cost-optimization-3)
+  - [Cost Optimization](#cost-optimization-2)
     - [Scheduling](#scheduling)
-  - [GPU Optimization](#gpu-optimization)
-    - [Dynamic Scheduling](#dynamic-scheduling)
-  - [IaC Conversion](#iac-conversion)
-    - [Terraform Integration](#terraform-integration)
-  - [Image Management](#image-management-2)
-    - [Caching](#caching)
   - [Image Registry](#image-registry)
     - [OCI Specification](#oci-specification)
-  - [Multi-Cloud Provisioning](#multi-cloud-provisioning)
-    - [Cluster Management](#cluster-management-2)
   - [Multi-Cluster Management](#multi-cluster-management)
     - [Federation](#federation)
     - [Virtual Peering](#virtual-peering)
+  - [Networking](#networking)
+    - [Fundamentals](#fundamentals)
+      - [Service Discovery](#service-discovery)
   - [Node Management](#node-management)
     - [Auditing and Compliance](#auditing-and-compliance)
-    - [Hardware Classification](#hardware-classification)
-  - [Node Provisioning](#node-provisioning-1)
-    - [Labeling and Automation](#labeling-and-automation)
-    - [Reboot Orchestration](#reboot-orchestration)
-    - [Rolling Upgrades](#rolling-upgrades)
   - [Platform Engineering](#platform-engineering)
     - [GitOps Platforms](#gitops-platforms)
-  - [Provisioning](#provisioning-2)
-    - [Terraform Integration](#terraform-integration-1)
   - [Reliability](#reliability)
     - [Graceful Shutdown](#graceful-shutdown)
   - [Scaling](#scaling)
-    - [Autoscaling](#autoscaling-4)
+    - [Autoscaling](#autoscaling-2)
   - [Scheduling](#scheduling-1)
-    - [Load-Aware](#load-aware)
     - [Simulator](#simulator)
     - [Timezones](#timezones)
   - [Serverless Containers](#serverless-containers)
     - [Virtual Nodes](#virtual-nodes)
-  - [Simulation](#simulation)
-    - [Scheduling](#scheduling-2)
   - [Storage](#storage)
     - [Dynamic Scaling](#dynamic-scaling-1)
-  - [VM Orchestration](#vm-orchestration)
-    - [Migration Guides](#migration-guides)
   - [Virtual Desktop Infrastructure](#virtual-desktop-infrastructure)
     - [Edge Networking](#edge-networking)
-  - [Virtualization](#virtualization-1)
-    - [Hypervisor](#hypervisor)
-  - [Windows Containers](#windows-containers)
-    - [Guides](#guides)
-1. [Infrastructure and Hardware](#infrastructure-and-hardware)
-  - [AIML Infrastructure](#aiml-infrastructure)
-    - [Hardware Integration](#hardware-integration)
-1. [Infrastructure and Platform](#infrastructure-and-platform)
-  - [Kubernetes Tooling](#kubernetes-tooling)
-    - [CLI Utilities](#cli-utilities-3)
-    - [Developer Experience](#developer-experience-4)
-    - [FinOps and Analytics](#finops-and-analytics)
-1. [Infrastructure Optimization](#infrastructure-optimization)
-  - [Cost Management](#cost-management)
-    - [Tooling](#tooling-2)
-1. [Infrastructure as Code](#infrastructure-as-code-3)
-  - [Kubernetes Provisioning](#kubernetes-provisioning)
-    - [Migration](#migration)
-1. [Introductory](#introductory)
-  - [Concepts](#concepts)
-    - [Core Resources](#core-resources)
-1. [Kubernetes](#kubernetes-4)
-  - [AIOps](#aiops)
-    - [Diagnostics](#diagnostics)
-  - [Developer Experience](#developer-experience-5)
-    - [CLI Tools](#cli-tools-1)
-    - [Container Builds](#container-builds)
-    - [Tutorials](#tutorials-1)
-  - [Multi-Tenancy](#multi-tenancy-1)
-    - [Namespace Management](#namespace-management)
-  - [Networking](#networking-1)
-    - [Service Routing](#service-routing)
-  - [Node Management](#node-management-1)
-    - [Garbage Collection](#garbage-collection)
+1. [Kubernetes](#kubernetes-2)
   - [Observability](#observability)
     - [Visualization](#visualization)
-  - [Platform Engineering](#platform-engineering-1)
-    - [Control Planes](#control-planes)
 1. [Kubernetes and Container Orchestration](#kubernetes-and-container-orchestration)
-  - [Platform Engineering](#platform-engineering-2)
+  - [Platform Engineering](#platform-engineering-1)
     - [AppOps and GitOps](#appops-and-gitops)
-1. [Kubernetes and Scaling](#kubernetes-and-scaling)
-  - [Advanced Scaling](#advanced-scaling)
-    - [Predictive Scaling](#predictive-scaling)
-1. [Kubernetes Tools](#kubernetes-tools)
-  - [General Reference](#general-reference)
-1. [Learning Resources](#learning-resources-1)
-  - [Tutorials](#tutorials-2)
-    - [API Integration](#api-integration)
 1. [Local Developer Environment](#local-developer-environment)
   - [Container Runtime Setup](#container-runtime-setup)
     - [Docker Compose](#docker-compose)
-1. [Log Management and Diagnostics](#log-management-and-diagnostics)
-  - [Command Line Tools](#command-line-tools)
-    - [Terminal Interfaces](#terminal-interfaces)
 1. [Machine Learning](#machine-learning)
   - [Model Serving](#model-serving)
     - [Serverless ML](#serverless-ml)
 1. [Multi-Cluster](#multi-cluster)
-  - [Control Plane](#control-plane-1)
-    - [UI Dashboards](#ui-dashboards-1)
-  - [Service Management](#service-management)
-    - [Operator Framework](#operator-framework-1)
-1. [Multi-Cluster Management](#multi-cluster-management-1)
-  - [Hybrid Cloud](#hybrid-cloud)
-    - [Azure Arc](#azure-arc)
+  - [Control Plane](#control-plane)
+    - [UI Dashboards](#ui-dashboards)
 1. [Network](#network)
-  - [CNI and Overlay](#cni-and-overlay)
-    - [WireGuard VPN](#wireguard-vpn)
-  - [Port Forwarding](#port-forwarding-1)
-    - [Development Tools](#development-tools-1)
   - [Proxy and Service Mesh](#proxy-and-service-mesh)
     - [Data Plane](#data-plane)
-1. [Network and Connectivity](#network-and-connectivity)
-  - [IP Address Management](#ip-address-management)
-    - [Cloud Integrations](#cloud-integrations)
-    - [Load Balancing](#load-balancing)
-  - [Multi-Cluster Routing](#multi-cluster-routing)
-    - [Traffic Engineering](#traffic-engineering)
-1. [Networking](#networking-2)
-  - [Access and Proxies](#access-and-proxies)
-    - [Secure Tunneling](#secure-tunneling)
-  - [CNI](#cni)
-    - [Multi-Network](#multi-network)
-  - [DNS](#dns)
-    - [Gateway](#gateway)
-  - [DNS and Ingress](#dns-and-ingress)
-    - [Routing Controllers](#routing-controllers)
+1. [Networking](#networking-1)
   - [Ingress and Edge](#ingress-and-edge)
     - [Integration](#integration)
   - [Ingress and Routing](#ingress-and-routing)
     - [Serverless](#serverless)
-  - [Ingress Controllers](#ingress-controllers)
-    - [Nginx and MetalLB Integration](#nginx-and-metallb-integration)
-  - [Load Balancing](#load-balancing-1)
-    - [Bare Metal](#bare-metal-2)
-    - [MetalLB Configuration](#metallb-configuration)
   - [Microservices Routing](#microservices-routing)
     - [Debugging](#debugging)
-  - [Operator](#operator-2)
-    - [Expose Service](#expose-service)
-  - [Overlay Networks](#overlay-networks)
-    - [WireGuard VPN](#wireguard-vpn-1)
-  - [eBPF Diagnostics](#ebpf-diagnostics)
-    - [Traffic Analysis](#traffic-analysis)
-  - [iptables Analysis](#iptables-analysis)
-    - [Troubleshooting](#troubleshooting)
-  - [kube-proxy Next Generation](#kube-proxy-next-generation)
-    - [Deep-Dive](#deep-dive)
-1. [Networking and Multi-Cluster](#networking-and-multi-cluster)
-  - [Cross-Cluster Communication](#cross-cluster-communication)
-    - [Coordination Frameworks](#coordination-frameworks)
 1. [Networking and Security](#networking-and-security)
-  - [Admission Control](#admission-control-3)
-    - [DNS Configuration](#dns-configuration)
+  - [Access Control](#access-control-1)
+    - [Identity Gateways](#identity-gateways)
   - [Global Load Balancing](#global-load-balancing)
     - [GSLB Operator](#gslb-operator)
-  - [Identity and Access](#identity-and-access)
-    - [RBAC Synchronization](#rbac-synchronization)
-  - [Overlay Networking](#overlay-networking)
-    - [SDN](#sdn)
-  - [Secret Management](#secret-management-1)
-    - [Encryption](#encryption)
-    - [Integration](#integration-1)
-  - [Security Compliance](#security-compliance)
-    - [CIS Benchmarks](#cis-benchmarks)
-    - [Config Validation](#config-validation)
-    - [Exporters](#exporters)
-    - [OpenShift Audit](#openshift-audit)
-  - [Service Access](#service-access)
-    - [Port Forwarding](#port-forwarding-2)
-  - [Vulnerability Scanning](#vulnerability-scanning)
-    - [Pentesting](#pentesting)
 1. [Observability](#observability-1)
   - [APM and Metrics](#apm-and-metrics)
     - [Observability Platform](#observability-platform)
-  - [Alert Management](#alert-management)
-    - [Visualizers](#visualizers)
   - [Alerting and Notifications](#alerting-and-notifications)
     - [Crash Tracking](#crash-tracking)
     - [Job Monitoring](#job-monitoring)
-  - [Audit Logging](#audit-logging)
-    - [Change Tracking](#change-tracking)
-  - [CLI Utilities](#cli-utilities-4)
-    - [Image Security](#image-security)
-    - [Pod Status](#pod-status)
   - [ChatOps](#chatops)
     - [Collaboration Platforms](#collaboration-platforms)
-  - [Cluster Health](#cluster-health)
-    - [Visualization](#visualization-1)
   - [Cluster Monitoring](#cluster-monitoring)
     - [Connectivity Checkers](#connectivity-checkers)
-  - [Dashboards](#dashboards)
-    - [Developer Tooling](#developer-tooling-4)
-  - [Debugging](#debugging-1)
-    - [CLI Extensions](#cli-extensions)
-    - [Pre-flight Checks](#pre-flight-checks)
-    - [eBPF](#ebpf)
-  - [Deployment Monitoring](#deployment-monitoring)
-    - [Libraries](#libraries)
   - [Event Management](#event-management)
-    - [Exporters](#exporters-1)
+    - [Exporters](#exporters)
     - [Notifications](#notifications)
   - [Incident Response](#incident-response)
     - [Operations](#operations)
   - [Logging and Events](#logging-and-events)
     - [Event Routing](#event-routing)
-  - [Metrics](#metrics)
-    - [Dashboards](#dashboards-1)
-    - [Lightweight Monitoring](#lightweight-monitoring-1)
-  - [Network Observability](#network-observability)
-    - [eBPF](#ebpf-1)
-  - [Performance and Kernel](#performance-and-kernel)
-    - [eBPF Monitoring](#ebpf-monitoring)
-  - [UI Clients](#ui-clients)
-    - [Multi-Cluster](#multi-cluster-1)
-  - [UI Dashboards](#ui-dashboards-2)
+  - [UI Dashboards](#ui-dashboards-1)
     - [Validation and Analysis](#validation-and-analysis)
-    - [Visual Management](#visual-management)
-  - [UI Tools](#ui-tools-1)
-    - [Visualization](#visualization-2)
-  - [eBPF Diagnostics](#ebpf-diagnostics-1)
+  - [eBPF Diagnostics](#ebpf-diagnostics)
     - [Distributed Tracing](#distributed-tracing)
 1. [Observability and Diagnostics](#observability-and-diagnostics)
   - [Cluster Management Platforms](#cluster-management-platforms)
-    - [UI Tools](#ui-tools-2)
-  - [Developer Productivity](#developer-productivity-2)
-    - [Port Forwarding](#port-forwarding-3)
+    - [UI Tools](#ui-tools)
   - [Log Aggregation](#log-aggregation)
-    - [CLI Utilities](#cli-utilities-5)
-    - [UI Tools](#ui-tools-3)
-  - [Resource Cleanup](#resource-cleanup-1)
-    - [Cluster Hygiene](#cluster-hygiene)
+    - [UI Tools](#ui-tools-1)
   - [eBPF Observability](#ebpf-observability)
     - [Application Monitoring](#application-monitoring)
 1. [Observability and Monitoring](#observability-and-monitoring)
   - [Runtime Security](#runtime-security)
     - [Falco and K3s Audit Logging](#falco-and-k3s-audit-logging)
 1. [Observability and Performance](#observability-and-performance)
-  - [Log Streaming](#log-streaming)
-    - [CLI Log Tools](#cli-log-tools)
   - [Network Monitoring](#network-monitoring)
     - [Mesh Connectivity](#mesh-connectivity)
-    - [Packet Capture](#packet-capture)
-  - [Performance Testing](#performance-testing)
-    - [Load Generation](#load-generation)
-  - [Pod Diagnostics](#pod-diagnostics)
-    - [Inspection Tools](#inspection-tools)
   - [Real-Time Monitoring](#real-time-monitoring)
-    - [Diagnostics](#diagnostics-1)
     - [Error Alerting](#error-alerting)
 1. [Operations](#operations-1)
-  - [Automation](#automation-2)
+  - [Automation](#automation-1)
     - [Media and Downloaders](#media-and-downloaders)
     - [Workflow](#workflow)
-  - [CLI Tool](#cli-tool-1)
-    - [Cluster Management](#cluster-management-3)
-    - [Kubectl Plugin](#kubectl-plugin)
-    - [Multi-Execution](#multi-execution)
-    - [Query](#query)
   - [CLI Tooling](#cli-tooling)
-    - [Debugging](#debugging-2)
-    - [Interactive Shell](#interactive-shell)
-    - [Multi-resource Execution](#multi-resource-execution)
-    - [Network Testing](#network-testing)
-    - [Resource Auditing](#resource-auditing-1)
-    - [Shell Configuration](#shell-configuration)
-    - [Terminal UI](#terminal-ui)
-    - [Visualization](#visualization-3)
     - [Web Terminal](#web-terminal)
-  - [Chaos Engineering](#chaos-engineering)
-    - [Gamified Diagnostics](#gamified-diagnostics)
-  - [Cluster Diagnostics](#cluster-diagnostics)
-    - [Automated Auditing](#automated-auditing)
-    - [Pod Troubleshooting](#pod-troubleshooting)
-    - [Resources and Guides](#resources-and-guides)
-  - [Cluster Querying](#cluster-querying)
-    - [OSQuery Integration](#osquery-integration)
-  - [Cluster Upgrades](#cluster-upgrades)
-    - [API Deprecations](#api-deprecations-1)
-    - [Lifecycle Management](#lifecycle-management-3)
-  - [Command Line Interfaces](#command-line-interfaces)
-    - [Cluster Management](#cluster-management-4)
-    - [Resource Monitoring](#resource-monitoring)
-  - [Command Line Tools](#command-line-tools-1)
-    - [Cluster Utilities](#cluster-utilities)
-    - [Interactive Exec](#interactive-exec)
-    - [Node Operations](#node-operations)
-    - [Terminal UI](#terminal-ui-1)
-    - [Webhook Visualization](#webhook-visualization)
-  - [Context Management](#context-management-1)
-    - [Local Development](#local-development-2)
-  - [Debugging](#debugging-3)
-    - [Ephemeral Containers](#ephemeral-containers)
-  - [Deprecation Monitoring](#deprecation-monitoring)
-    - [Resource Validation](#resource-validation)
-  - [Diagnostics](#diagnostics-2)
-    - [Cluster Sanitization](#cluster-sanitization)
-  - [Garbage Collection](#garbage-collection-1)
-    - [Resource Cleanup](#resource-cleanup-2)
   - [GitOps and Delivery](#gitops-and-delivery-1)
     - [Application Delivery](#application-delivery-1)
-    - [Deployment Automation](#deployment-automation)
-    - [Image Registry](#image-registry-1)
-  - [Installation](#installation)
-    - [Artifact Management](#artifact-management)
-  - [Logging](#logging)
-    - [CLI Tool](#cli-tool-2)
   - [Monitoring](#monitoring)
-    - [Automation](#automation-3)
-  - [Node Management](#node-management-2)
-    - [Troubleshooting](#troubleshooting-1)
+    - [Automation](#automation-2)
   - [Observability](#observability-2)
     - [Distributed Tracing](#distributed-tracing-1)
     - [History Visualization](#history-visualization)
     - [Prometheus UI](#prometheus-ui)
-    - [Resource Analysis](#resource-analysis)
-    - [Visualization](#visualization-4)
+    - [Visualization](#visualization-1)
     - [Visualizer](#visualizer)
-  - [Platform Engineering](#platform-engineering-3)
-    - [Control Planes](#control-planes-1)
+  - [Platform Engineering](#platform-engineering-2)
+    - [Control Planes](#control-planes)
     - [Service Catalog](#service-catalog)
-  - [Port Forwarding](#port-forwarding-4)
-    - [Local Development](#local-development-3)
-  - [Resource Management](#resource-management)
-    - [CLI Tooling](#cli-tooling-1)
-    - [Cleanup](#cleanup)
-    - [Configuration Auditing](#configuration-auditing)
-    - [Garbage Collection](#garbage-collection-2)
-  - [Scheduling](#scheduling-3)
-    - [Ad-hoc Tasks](#ad-hoc-tasks)
-  - [Security](#security)
-    - [Image Scanning](#image-scanning)
-  - [Troubleshooting Platforms](#troubleshooting-platforms)
-    - [Automation](#automation-4)
-  - [Upgrade Safety](#upgrade-safety)
-    - [Auditing](#auditing)
-  - [Visualization](#visualization-5)
+  - [Visualization](#visualization-2)
     - [Dashboard](#dashboard)
   - [Web Dashboards](#web-dashboards)
     - [UI Portal](#ui-portal)
-1. [Operations and Troubleshooting](#operations-and-troubleshooting)
-  - [Diagnostic Analysis](#diagnostic-analysis)
-    - [Windows Packet Capture](#windows-packet-capture)
-1. [Operations and UX](#operations-and-ux)
-  - [CLI Plugins](#cli-plugins)
-    - [Cluster Context](#cluster-context)
-    - [Context Switching](#context-switching-1)
-    - [Interactive Shell](#interactive-shell-1)
-    - [Resource Navigation](#resource-navigation)
-  - [GitOps Verification](#gitops-verification)
-    - [State Difference](#state-difference)
-  - [Manifest Generation](#manifest-generation-2)
-    - [Resource Cleaning](#resource-cleaning)
-    - [Resource Filtering](#resource-filtering)
-  - [Network Tunneling](#network-tunneling)
-    - [Developer Tools](#developer-tools)
-1. [Package Management](#package-management)
-  - [Developer Tools](#developer-tools-1)
-    - [CLI Wrappers](#cli-wrappers)
 1. [Performance and Testing](#performance-and-testing)
-  - [Benchmarking](#benchmarking)
-    - [Storage Performance](#storage-performance)
-  - [Cluster Validation](#cluster-validation)
-    - [Health Checking](#health-checking)
   - [Load Testing](#load-testing)
-    - [Benchmarking](#benchmarking-1)
     - [Observability](#observability-3)
-    - [Stress Testing](#stress-testing)
 1. [Performance Engineering](#performance-engineering)
   - [Kubernetes Optimization](#kubernetes-optimization)
     - [Autonomous Tuning](#autonomous-tuning)
 1. [Platform](#platform)
-  - [Application Platform](#application-platform)
-    - [Custom Resources](#custom-resources-1)
   - [PaaS](#paas)
     - [Cloud Foundry](#cloud-foundry)
-1. [Platform Engineering](#platform-engineering-4)
+1. [Platform Engineering](#platform-engineering-3)
   - [Application Delivery](#application-delivery-2)
-    - [Educational Material](#educational-material-1)
     - [OAM Engines](#oam-engines)
-  - [Boilerplates](#boilerplates)
-    - [Reference Architectures](#reference-architectures)
   - [Cluster Distributions](#cluster-distributions)
     - [NoOps Platforms](#noops-platforms)
   - [Control Plane Design](#control-plane-design)
     - [API Federation](#api-federation)
-  - [Custom Control Planes](#custom-control-planes)
-    - [Multi-Tenancy](#multi-tenancy-2)
-  - [Developer Productivity](#developer-productivity-3)
-    - [Configuration Editors](#configuration-editors)
-    - [Educational Material](#educational-material-2)
-    - [Tooling Accelerators](#tooling-accelerators)
-    - [UI Tools](#ui-tools-4)
-  - [Infrastructure as Code](#infrastructure-as-code-4)
-    - [Terraform and AWS](#terraform-and-aws)
-      - [EKS Modules](#eks-modules)
-  - [Installation](#installation-1)
-    - [Bare Metal](#bare-metal-3)
-  - [Internal Developer Platforms](#internal-developer-platforms-1)
-    - [Frameworks](#frameworks-1)
-  - [Kubernetes GitOps and Packaging](#kubernetes-gitops-and-packaging)
-    - [Alternative Deployment Engines](#alternative-deployment-engines)
-    - [Auditing and Maintenance](#auditing-and-maintenance)
-    - [Compliance and Validation](#compliance-and-validation)
-    - [Helm Documentation](#helm-documentation)
-    - [Helm Templates](#helm-templates)
-  - [Kubernetes Manifests](#kubernetes-manifests)
-    - [Validation and Linting](#validation-and-linting)
-  - [Multi-Cluster Routing](#multi-cluster-routing-1)
+  - [Job Scheduling](#job-scheduling)
+    - [Batch Workloads](#batch-workloads)
+  - [Multi-Cluster Routing](#multi-cluster-routing)
     - [Fleet Orchestration](#fleet-orchestration)
-  - [Multi-Tenancy](#multi-tenancy-3)
-    - [Policy Enforcement](#policy-enforcement-1)
   - [Service Mesh Management](#service-mesh-management)
-    - [Educational Material](#educational-material-3)
     - [Observability Platforms](#observability-platforms)
-  - [Testing Frameworks](#testing-frameworks)
-    - [Automation Tools](#automation-tools)
-1. [Provisioning](#provisioning-3)
-  - [Ansible](#ansible)
-    - [Advanced Infrastructure](#advanced-infrastructure)
-1. [Reliability](#reliability-1)
-  - [Architectural Patterns](#architectural-patterns)
-    - [Disaster Recovery](#disaster-recovery)
-  - [Testing](#testing-1)
-    - [Performance Benchmarking](#performance-benchmarking)
-      - [Operators](#operators-1)
-1. [Resource Management](#resource-management-1)
-  - [Automation and Tools](#automation-and-tools)
-    - [Rightsizing Tools](#rightsizing-tools)
-  - [FinOps](#finops-1)
+1. [Resource Management](#resource-management)
+  - [FinOps](#finops)
     - [Cluster Scale Down](#cluster-scale-down)
-1. [Runtime](#runtime)
-  - [WebAssembly Wasm](#webassembly-wasm)
-    - [Container Engines](#container-engines)
-1. [Scheduling](#scheduling-4)
-  - [Batch Workloads](#batch-workloads)
-    - [HPC](#hpc)
-  - [Custom Schedulers](#custom-schedulers)
-    - [Experimental](#experimental)
-  - [Multi-Cluster](#multi-cluster-2)
+1. [Scheduling](#scheduling-2)
+  - [Multi-Cluster](#multi-cluster-1)
     - [Batch Workloads](#batch-workloads-1)
-  - [Scheduler Plugins](#scheduler-plugins)
-    - [Enterprise Topology](#enterprise-topology)
-1. [Security](#security-1)
-  - [Access Control](#access-control-1)
-    - [RBAC Audit](#rbac-audit)
+1. [Security](#security)
+  - [Access Control](#access-control-2)
     - [RBAC Management](#rbac-management)
     - [SSH Proxy](#ssh-proxy)
-  - [Admission Control](#admission-control-4)
+  - [Admission Control](#admission-control)
     - [Image Signature](#image-signature)
-  - [Audit and Compliance](#audit-and-compliance)
-    - [Static Analysis](#static-analysis-2)
   - [Authentication](#authentication)
-    - [OIDC](#oidc)
     - [Proxy](#proxy)
-  - [CICD Security](#cicd-security)
-    - [Identity and Access](#identity-and-access-1)
   - [Certificate Management](#certificate-management)
     - [Trust and Identity](#trust-and-identity)
-  - [Compliance](#compliance)
-    - [Vulnerability Scanning](#vulnerability-scanning-1)
-  - [Compliance and Policy](#compliance-and-policy)
-    - [OPA Rego](#opa-rego)
-  - [Configuration Secrets](#configuration-secrets)
-    - [CLI Decoders](#cli-decoders)
-  - [Container Runtimes](#container-runtimes)
-    - [Rootless Kubernetes](#rootless-kubernetes)
-  - [DevSecOps](#devsecops)
-    - [Resources](#resources)
-  - [DevSecOps Platforms](#devsecops-platforms)
-    - [Vulnerability Management](#vulnerability-management)
-  - [Identity and Access](#identity-and-access-2)
+  - [Identity and Access](#identity-and-access)
     - [Authentication](#authentication-1)
-    - [Integration](#integration-2)
+    - [Integration](#integration-1)
     - [LDAP Authentication](#ldap-authentication)
-    - [Operators](#operators-2)
-    - [RBAC](#rbac)
-      - [Legacy Tools](#legacy-tools)
-    - [Reverse Proxy](#reverse-proxy)
-    - [Workload Identity](#workload-identity)
-  - [Manifest Validation](#manifest-validation)
-    - [Linting](#linting)
-  - [Multi-Tenancy](#multi-tenancy-4)
-    - [Case Studies](#case-studies-3)
-  - [Network Observability](#network-observability-1)
-    - [Packet Capture](#packet-capture-1)
-  - [Operator Security](#operator-security)
-    - [Static Analysis](#static-analysis-3)
-  - [Policy and Admission Control](#policy-and-admission-control)
-    - [Runtime Security](#runtime-security-1)
-      - [Legacy Tools](#legacy-tools-1)
-  - [Policy Enforcement](#policy-enforcement-2)
-    - [Admission Control](#admission-control-5)
-    - [Deprecation Check](#deprecation-check)
-  - [RBAC](#rbac-1)
-    - [Audit and Compliance](#audit-and-compliance-1)
-    - [Visualization](#visualization-6)
-  - [Registry Integration](#registry-integration-1)
-    - [Container Runtimes](#container-runtimes-1)
-  - [Secret Management](#secret-management-2)
-    - [Image Registry](#image-registry-2)
+  - [Policy Enforcement](#policy-enforcement-1)
+    - [Admission Control](#admission-control-1)
+  - [Secret Management](#secret-management)
+    - [Image Registry](#image-registry-1)
     - [Integrations](#integrations)
   - [Secrets Management](#secrets-management)
     - [GCP Secret Manager](#gcp-secret-manager)
-    - [Integration](#integration-3)
+    - [Integration](#integration-2)
   - [Service Mesh Security](#service-mesh-security)
     - [Audit Tools](#audit-tools)
-    - [Security Portals](#security-portals)
   - [Vulnerabilities](#vulnerabilities)
     - [Hacking Labs](#hacking-labs)
-    - [Post-Deployment Scanning](#post-deployment-scanning)
-  - [Vulnerability Scanning](#vulnerability-scanning-2)
-    - [API Verification](#api-verification)
+  - [Vulnerability Scanning](#vulnerability-scanning)
     - [Automation Operators](#automation-operators)
-    - [Compliance](#compliance-1)
-    - [Container Images](#container-images)
-    - [Runtime Security](#runtime-security-2)
+    - [Runtime Security](#runtime-security-1)
 1. [Security and Compliance](#security-and-compliance)
-  - [Chaos Engineering](#chaos-engineering-1)
-    - [Intrusion Simulation](#intrusion-simulation)
-  - [Credential Retrieval](#credential-retrieval)
-    - [Kubelet Authentication](#kubelet-authentication)
-  - [Identity and Access](#identity-and-access-3)
-    - [ECR Authentication](#ecr-authentication)
-    - [EKS IAM Mapping](#eks-iam-mapping)
+  - [Identity and Access](#identity-and-access-1)
     - [LDAP Directory](#ldap-directory)
-  - [Runtime Security](#runtime-security-3)
-    - [System Calls](#system-calls)
-  - [Secret Management](#secret-management-3)
-    - [HashiCorp Vault Integration](#hashicorp-vault-integration)
-    - [Multi-Namespace Replication](#multi-namespace-replication)
-  - [Supply Chain Security](#supply-chain-security-1)
-    - [Admission Control](#admission-control-6)
+  - [Supply Chain Security](#supply-chain-security)
+    - [Admission Control](#admission-control-2)
     - [SBOM and Vulnerabilities](#sbom-and-vulnerabilities)
-    - [SBOM Generation](#sbom-generation)
 1. [Security and Hardening](#security-and-hardening)
-  - [Educational Material](#educational-material-4)
-    - [Penetration Testing](#penetration-testing)
-  - [Policy Enforcement](#policy-enforcement-3)
-    - [Educational Material](#educational-material-5)
   - [Vulnerability Assessment](#vulnerability-assessment)
-    - [Educational Material](#educational-material-6)
     - [Offensive Tools](#offensive-tools)
 1. [Security and Identity](#security-and-identity)
   - [Authentication and Authorization](#authentication-and-authorization)
-    - [Escalation Tools](#escalation-tools)
-    - [Image Registry Creds](#image-registry-creds)
     - [Single Sign-On](#single-sign-on)
   - [Compliance and Auditing](#compliance-and-auditing)
     - [Dependency Tracking](#dependency-tracking)
-    - [Static Code Analysis](#static-code-analysis)
-  - [Configuration Management](#configuration-management-6)
+  - [Configuration Management](#configuration-management-4)
     - [Backup Tools](#backup-tools)
     - [Sync Controllers](#sync-controllers)
   - [Secrets Management](#secrets-management-1)
-    - [Encryption](#encryption-1)
     - [External Secrets Sync](#external-secrets-sync)
 1. [Serverless](#serverless-1)
   - [Workflow Orchestration](#workflow-orchestration)
     - [Event-Driven](#event-driven)
-1. [Software Engineering](#software-engineering)
-  - [Database Management](#database-management)
-    - [Model Context Protocol](#model-context-protocol)
-1. [Specialized Workloads](#specialized-workloads)
-  - [Scientific Computing](#scientific-computing)
-    - [Simulation Infrastructure](#simulation-infrastructure)
 1. [Storage](#storage-1)
-  - [CSI](#csi)
-    - [Cloud Storage](#cloud-storage)
   - [Kubernetes Storage](#kubernetes-storage)
-    - [Backup and Replication](#backup-and-replication)
     - [GlusterFS Orchestration](#glusterfs-orchestration)
   - [NFS](#nfs)
     - [Provisioner](#provisioner)
   - [Volume Management](#volume-management)
     - [Capacity Management](#capacity-management)
-    - [Data Migration](#data-migration)
-    - [Developer Education](#developer-education-2)
-1. [Storage and Data](#storage-and-data)
-  - [CSI Plugins](#csi-plugins)
-    - [Google Cloud Storage](#google-cloud-storage)
-    - [Object Storage Mounts](#object-storage-mounts)
-    - [Remote Mounting](#remote-mounting)
-  - [Distributed File Systems](#distributed-file-systems)
-    - [Object Storage](#object-storage)
-  - [Legacy Storage](#legacy-storage)
-    - [CIFSSMB Mounts](#cifssmb-mounts)
-1. [Testing](#testing-2)
-  - [Operator Testing](#operator-testing)
-    - [Automation](#automation-5)
-  - [Simulation and Emulation](#simulation-and-emulation)
-    - [Cluster Management](#cluster-management-5)
-  - [Test Orchestration](#test-orchestration)
-    - [Cloud-Native Testing](#cloud-native-testing)
-    - [Industry Reviews](#industry-reviews)
-    - [Open-Source Core](#open-source-core)
-    - [Tutorials](#tutorials-3)
-1. [Troubleshooting](#troubleshooting-2)
-  - [Networking](#networking-3)
-    - [Diagnostics](#diagnostics-3)
-1. [Upgrade Path](#upgrade-path)
-  - [API Deprecations](#api-deprecations-2)
-    - [Static Analysis](#static-analysis-4)
-1. [Virtualization](#virtualization-2)
-  - [VM Orchestration](#vm-orchestration-1)
-    - [Hyperconverged Infrastructure](#hyperconverged-infrastructure)
-1. [Workloads](#workloads)
-  - [Batch Jobs](#batch-jobs)
-    - [Tooling](#tooling-3)
 
 ## AI Infrastructure
 
@@ -1013,82 +313,28 @@
 #### Kube-Ray
 
   - **(2025)** [Kube-Ray](https://github.com/ray-project/kuberay) ⭐ 2541  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight: An open-source Kubernetes Operator enabling the deployment and management of Ray clusters. Live Grounding: Serves as the backbone for distributed machine learning workloads on Kubernetes, abstracting compute node scaling, memory configuration, and actor scheduling.
-## API Gateway
-
-### OpenAPI
-
-#### Ingress Generators
-
-  - **(2023)** [kubeshop/kusk: use OpenAPI to configure Kubernetes](https://github.com/kubeshop/kusk) ⭐ 7  [GO CONTENT] 🌟 [LEGACY] β€” Kusk is an OpenAPI-driven code generator and routing manager designed to build ingress configurations (mainly Envoy/Ambassador) directly from OpenAPI schemas. Live Grounding in 2026 reveals that Kubeshop has archived the Kusk project, directing engineers instead toward native Gateway API implementations.
 ## Application Architecture
 
-### API Gateway (1)
+### API Gateway
 
 #### gRPC and REST
 
   - **(2026)** [==grpc-ecosystem/grpc-gateway: gRPC-Gateway==](https://github.com/grpc-ecosystem/grpc-gateway) ⭐ 19918  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” gRPC-Gateway is an essential reverse-proxy tool that automatically translates incoming RESTful JSON requests into high-performance gRPC calls. By parsing protobuf service definitions, it maintains single-source API schemas while accommodating heterogeneous web clients. This tool is widely adopted across high-throughput microservice meshes that require seamless external-facing REST APIs.
 ## Application Delivery
 
-### Admission Control
-
-#### Webhooks SDK
-
-  - **(2024)** [==kubewebhook==](https://github.com/slok/kubewebhook) ⭐ 630  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A powerful SDK designed to streamline the implementation of Mutating and Validating Admission Webhooks in Go. It handles the low-level JSON patching and routing boilerplate, allowing developers to focus solely on custom validation rules and business policies.
-### Build Tools
-
-#### Kubernetes-Native Build
-
-  - **(2024)** [shipwright-io/build: shipwright](https://github.com/shipwright-io/build) ⭐ 810  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Shipwright is an extensible, CNCF-backed framework for building container images directly within Kubernetes. By utilizing Tekton pipelines under the hood, Shipwright abstractly supports multiple build strategies, including Kaniko, Cloud Native Buildpacks, and Source-to-Image. It enables platform engineering teams to define a secure, centralized image-building service for developers.
-#### Source-to-Image
-
-  - **(2024)** [**openshift/source-to-image**](https://github.com/openshift/source-to-image) ⭐ 2536  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Source-to-Image (S2I) is an enterprise-hardened build tool that compiles source code directly into ready-to-run container images by injecting code into a builder image. Originally built as a core component of Red Hat OpenShift, it offers repeatable, secure, and Dockerfile-free image builds. S2I remains highly relevant for secure enterprise workflows avoiding privileged Docker socket access.
-### CICD
-
-#### GitOps
-
-  - **(2026)** [**werf/werf**](https://github.com/werf/werf) ⭐ 4694  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Werf is a mature, GitOps-driven deployment tool that bridges the gap between raw application code and active Kubernetes clusters. By handling container builds, Helm chart execution, and multi-tier rollout monitoring under a single interface, it simplifies continuous integration pipelines. Live grounding shows robust enterprise adoption due to its deterministic rebuild prevention and active build caching.
 ### Configuration Management
 
 #### Automation
 
   - **(2022)** [mperezco/forklift-configmap-service](https://github.com/mmmmmmpc/forklift-configmap-service) [GO CONTENT]  [COMMUNITY-TOOL] β€” A specialized service designed to dynamically orchestrate Kubernetes ConfigMap generation and delivery. It acts as a sidecar or control helper to keep configuration payloads dynamically synced across targeted deployments.
-#### Docker Compose Migration
-
-  - **(2021)** [Kev](https://github.com/appvia/tako) ⭐ 72  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” A tool to orchestrate application deployments on Kubernetes using Docker Compose files. It templatizes deployments, allowing developers to scale their compose configurations across multiple target environments with environment-specific overrides.
-#### Jsonnet
-
-  - **(2026)** [**tanka**](https://github.com/grafana/tanka) ⭐ 2670  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Grafana Tanka is an enterprise-grade configuration utility that uses the Jsonnet programming language to generate declarative Kubernetes manifests. By replacing raw YAML files with reusable functions and nested structures, Tanka ensures clean modularity across complex multi-cluster environments. It is highly valued for managing complex observability deployments like Prometheus and Grafana stacks.
 #### Secret Distribution
 
   - **(2017)** [**kubeops/config-syncer: Config Syncer (previously Kubed)**](https://github.com/config-syncer/config-syncer) ⭐ 1017  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Config Syncer (previously known as Kubed) is a Kubernetes operator designed to sync ConfigMaps and Secrets across multiple namespaces or cluster systems. It allows operations teams to configure central payloads with dynamic automated replication.
-#### Templating
-
-  - **(2020)** [Kerbi 🌟](https://github.com/xavier-mt/kerbi) ⭐ 14  [RUBY CONTENT] 🌟 [COMMUNITY-TOOL] β€” A lightweight Ruby-based framework to generate, validate, and manage Kubernetes configurations. It allows writing clean, reusable Ruby manifests instead of raw YAML structures to simplify application templates.
-### Frameworks
-
-#### Case Studies
-
-  - **(2021)** [evilmartians.com: Kubing Rails: stressless Kubernetes deployments with Kuby](https://evilmartians.com/chronicles/kubing-rails-stressless-kubernetes-deployments-with-kuby) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A comprehensive developer case study by Evil Martians on utilizing Kuby to containerize and deploy complex Ruby on Rails applications. It highlights how Kuby solves the common configuration overhead of asset compilation, database migrations, and sidekiq worker scaling inside Kubernetes.
-#### Ruby on Rails
-
-  - **(2022)** [Kuby](https://getkuby.io) [RUBY CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Kuby is a configuration and deployment wrapper tailored for Ruby on Rails applications running on Kubernetes. It abstracts the creation of complex Dockerfiles, Helm charts, and ingress resources into a single Ruby DSL, enabling Rails developers to deploy to cloud clusters without deep Kubernetes expertise.
-### GitOps (1)
+### GitOps
 
 #### Continuous Delivery
 
   - **(2020)** [**PipeCD**](https://github.com/pipe-cd/pipecd) ⭐ 1290  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” PipeCD is a GitOps-style continuous delivery system supporting multi-cloud and multi-tenant environments. It coordinates deployments across Kubernetes, serverless, and cloud infrastructure with advanced strategies like canary and blue-green.
-#### Controllers
-
-  - **(2021)** [==slipway: A Kubernetes controller to automate gitops provisioning==](https://github.com/slipway-gitops/slipway) ⭐ 47  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A minimalist GitOps controller engineered to automate workflow provisioning directly from Git sources. By targeting declarative configurations, it offers lightweight state reconciliation for team workspaces. Current analysis shows minimal active development, as the industry gravitated toward mature engines like ArgoCD.
-#### Declarative Deployments
-
-  - **(2026)** [kluctl.io 🌟](https://kluctl.io) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Kluctl is an advanced, GitOps-aligned deployment engine designed to solve configuration issues in large, multi-environment deployments. Unlike tools bound solely to raw Helm templates, Kluctl allows complex variable interpolation, target targeting, and automated validation inside its native lifecycle. It is highly regarded for bridging the functional gap between raw templating and robust GitOps workflows.
-#### Edge Deployments
-
-  - **(2025)** [==Raspbernetes - Kubernetes Cluster: k8s-gitops==](https://github.com/xUnholy/k8s-gitops) ⭐ 634  [YAML CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A robust, real-world case study and GitOps reference repository optimized for ARM-based Raspberry Pi clusters. Incorporates high-availability deployment structures using Flux, K3s, and modern observability stacks. Serves as a great architectural resource.
-#### Manifest Generation
-
-  - **(2022)** [Manifesto 🌟](https://gitlab.com/jackatbancast/manifesto) [GO CONTENT]  [COMMUNITY-TOOL] β€” A template compilation utility hosted on GitLab. It parses raw configuration definitions into valid YAML files ready for ingestion by standard GitOps tools. Offers a lightweight templating workflow for smaller operations.
 #### Release Management
 
   - **(2024)** [==gimletd - the GitOps release manager==](https://github.com/gimlet-io/gimletd) ⭐ 24  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A modern GitOps release management controller bridging developer workflows and active Git repositories. Gimletd acts as a release queue, facilitating pull request previews, rolling deployments, and instant rollbacks. Offers an intuitive UI alternative for deployment-heavy dev teams.
@@ -1102,33 +348,14 @@
   - **(2022)** [==openpitrix 🌟==](https://github.com/openpitrix/openpitrix) ⭐ 878  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” A portal and packaging engine built to manage application lifecycles across multiple cloud environments. Once served as a core application distribution layer for orchestrators. It has transitioned into maintenance-only/legacy status as GitOps became the dominant delivery paradigm.
 ### Packaging
 
-#### Air-gapped Deployment
-
-  - **(2021)** [==sheaf==](https://github.com/bryanl/sheaf) ⭐ 30  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” A packaging utility designed to compile Kubernetes application manifests and associated container image layers into standalone relocatable archives. Crucial for provisioning air-gapped systems or on-prem environments. The project is archived, with users directed to standard solutions like Carvel or Helm.
 #### Developer Platforms
 
   - **(2022)** [acorn-io/acorn](https://github.com/obot-platform/obot) ⭐ 829  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Acorn, which evolved towards the Obot platform under its maintainers, is a container-native application deployment framework. It simplifies standard Kubernetes complexity, packaging microservices, networks, and storage into clean, self-contained runtimes.
-#### SaaS Provisioning
-
-##### Operators
-
-  - **(2024)** [==KubePlus - Kubernetes Operator to deliver Helm charts as-a-service 🌟==](https://github.com/cloud-ark/kubeplus) ⭐ 735  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Delivers Helm charts as managed services by generating dynamic APIs. It secures multi-tenant pipelines, enforces platform utilization policies, and integrates Helm deployments with custom billing engines.
-### Packaging and Bundling
-
-#### Case Studies (1)
-
-  - **(2021)** [Kubernetes Kpt in The Wild: What it is and how to use it 🌟](https://labs.meanpug.com/kubernetes-kpt-in-the-wild) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive deep-dive tutorial demonstrating how to use Google's Kpt for declarative, configuration-based package management. Explores practical manipulation of YAML manifests using Go and Starlark functions inside modern GitOps pipelines.
-#### Standards
-
-  - **(2024)** [cnab.io: CNABs facilitate the bundling, installing and managing of container-native' apps β€” and their coupled services](https://cnab.io) [NONE CONTENT]  [COMMUNITY-TOOL] β€” The Cloud Native Application Bundle (CNAB) specification is a unified ecosystem standard for packaging, installing, and managing multi-service distributed apps. It merges disparate structures like Helm, Terraform, and Docker images into one lifecycle contract. The initiative is critical for complex hybrid-cloud delivery.
 ### Platform-as-a-Service
 
 #### Developer Experience
 
   - **(2025)** [**epinio/epinio**](https://github.com/epinio/epinio) ⭐ 590  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Epinio is an open-source, lightweight PaaS built on top of Kubernetes, designed to offer an app-push developer experience similar to Heroku or Cloud Foundry. Created by SUSE, it handles code compilation, ingress configuration, and TLS provisioning out-of-the-box, allowing developers to deploy applications with a single CLI command without managing raw YAML.
-#### Internal Developer Platforms
-
-  - **(2024)** [**Qovery/engine: Qovery Engine 🌟**](https://github.com/Qovery/engine) ⭐ 2446  [RUST CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Qovery Engine is a high-performance Rust-based library designed to provision and deploy applications on Kubernetes-based cloud infrastructure (AWS, GCP, Azure). Serving as the abstraction layer beneath the Qovery PaaS, it handles DNS, load balancers, database instances, and secure ingress configurations. It provides a developer-centric alternative to raw Helm or Terraform code.
 ### Serverless and BaaS
 
 #### Development Framework
@@ -1141,57 +368,11 @@
 #### Git-based Builds
 
   - **(2019)** [**Gitkube 🌟**](https://github.com/hasura/gitkube) ⭐ 3849  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An early GitOps-oriented operator that allowed developers to build and deploy docker images on Kubernetes using a simple git push. It served as an entry point for lightweight CD before ArgoCD and Flux became mature corporate norms.
-### Deployment Frameworks
-
-#### Declarative Config
-
-  - **(2023)** [kubes 🌟](https://github.com/boltops-tools/kubes) ⭐ 102  [RUBY CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Kubes is a deployment framework that enables developers to build, prune, and deploy Docker images and Kubernetes manifests using clean, programmable configurations. It combines compilation and deployment phases into a unified workflow.
-#### Developer Platforms (1)
-
-  - **(2022)** [thenewstack.io: Garden: The Configure-Once Kubernetes Platform for Seamless' Dev/Prod Integration](https://thenewstack.io/garden-the-configure-once-kubernetes-platform-for-seamless-dev-prod-integration) [MARKDOWN CONTENT]  [CASE STUDY] [COMMUNITY-TOOL] β€” An analytical article examining Garden's approach to developer workflow automation on Kubernetes. It explains how Garden utilizes graph-based build-test-deploy cycles to unify development environments with production-grade setups.
-### Deployment Tools
-
-#### Automated Pipelines
-
-  - **(2019)** [k8sdeploy](https://github.com/pyang55/k8sdeploy) ⭐ 20  [SHELL CONTENT] 🌟 [COMMUNITY-TOOL] β€” A lightweight shell-based tool designed to deploy Kubernetes manifests and manage basic deployment rollouts. Primarily serving as a community utility for quick testing, it lacks modern GitOps integration and state tracking.
-#### Developer Education
-
-  - **(2021)** [thecloudblog.net: Managing Applications in Kubernetes with the Carvel Kapp' Controller](https://thecloudblog.net/post/managing-applications-in-kubernetes-with-the-carvel-kapp-controller) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” A structured technical article detailing step-by-step implementation of the Carvel Kapp controller. It focuses on declaring complex application structures, resolving ordering issues, and managing standard GitOps reconciliation loops.
-#### Resource Ordering
-
-  - **(2026)** [kapp 🌟](https://carvel.dev/kapp) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Kapp is an extremely granular and robust deployment tool from the Carvel suite. It treats groups of resources as logical applications, calculating precise dependency graphs and displaying real-time execution plans.
-### Image Building
-
-#### Cluster-Native Build
-
-  - **(2021)** [kubectl build (formerly known as kubectl-kaniko)](https://github.com/kvaps/kubectl-build) ⭐ 148  [SHELL CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A kubectl plugin that allows developers to build container images directly within a remote Kubernetes cluster utilizing the Google Kaniko engine. This eliminates the requirement of running docker-in-docker or local build daemons.
-### Manifest Generation (1)
-
-#### Abstraction Layers
-
-  - **(2022)** [hyscale 🌟](https://github.com/hyscale/hyscale) ⭐ 445  [JAVA CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Hyscale provides an application-centric abstraction over raw Kubernetes YAML, allowing developers to define service requirements using a simplified, human-friendly syntax while compiling, containerizing, and deploying services under the hood.
-#### Developer Education (1)
-
-  - **(2021)** [hackernoon.com: How to Generate Kubernetes Manifests With a Single Command' (kompose)](https://hackernoon.com/how-to-generate-kubernetes-manifests-with-a-single-command) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive guide focusing on the practical utilization of Kompose to bootstrap Kubernetes environments from Docker Compose configurations. It details structural transitions, manifest mapping, and best practices for streamlining developer workflows.
-#### Migration Tools
-
-  - **(2026)** [==Kompose (Kubernetes + Compose) 🌟==](https://github.com/kubernetes/kompose) ⭐ 10531  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kompose is the official translation tool for converting Docker Compose files into native Kubernetes manifests. By generating deployments, services, persistent volumes, and ingress resources automatically, it acts as the primary transition bridge to production environments.
-### Migration Tools (1)
+### Migration Tools
 
 #### Resource Conversion
 
   - **(2026)** [Move2Kube 🌟](https://github.com/konveyor/move2kube) ⭐ 411  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” An advanced migration tool that automates the translation of non-Kubernetes platforms (including Cloud Foundry and Docker Compose) into standard Kubernetes resources, including Helm charts, Kustomize overlays, and Tekton pipelines.
-### Testing and Verification
-
-#### Health Checks
-
-  - **(2021)** [seaworthy: A CLI to verify #Kubernetes resource health !! 🌟](https://github.com/cakehappens/seaworthy) ⭐ 39  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” A testing-focused CLI utility used to run health checks and smoke tests against newly deployed Kubernetes resources. It validates endpoints, ingress routing, and pod states match expected operating metrics before promoting releases.
-#### Integration Testing
-
-  - **(2020)** [junit5-kubernetes](https://github.com/JeanBaptisteWATENBERG/junit5-kubernetes) ⭐ 43  [JAVA CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” A JUnit 5 extension that allows Java developers to integrate Kubernetes clusters dynamically into their automated testing suites, provisioning temporary namespaces and managing resources during test lifecycles.
-#### Local Harnesses
-
-  - **(2018)** [k8s-harness 🌟](https://github.com/carlosonunez/k8s-harness) [RUBY CONTENT]  [LEGACY] β€” A legacy testing framework designed to rapidly provision and tear down ephemeral Kubernetes development harnesses. While useful in early CI, modern virtual cluster setups like vcluster or Kind provide much higher speed and fidelity.
 ## Application Migration
 
 ### Modernization
@@ -1199,95 +380,13 @@
 #### Enterprise Migration
 
   - **(2020)** [**konveyor 🌟**](https://konveyor.io) [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” An open-source application modernization platform that helps developers migrate legacy virtual machines, stateful services, and bare-metal workloads to Kubernetes. It provides discovery, analysis, and execution tools for large-scale container migrations.
-#### Enterprise Portfolio Analysis
-
-  - **(2021)** [redhat.com: How to streamline application portfolio modernization with Tackle](https://www.redhat.com/en/blog/tackle-application-modernization) [MARKDOWN CONTENT] 🌟🌟🌟 [LEGACY] β€” Red Hat's technical overview of Konveyor Tackle. It demonstrates how organizations evaluate huge legacy application portfolios, scoring them across technical complexity metrics to chart migrations to target Kubernetes clusters.
 ## Application Platforms
 
-### Deployment Frameworks (1)
-
-#### Ruby Deployment
-
-  - **(2021)** [cuber-cloud/cuber-gem: CUBER](https://github.com/cuber-cloud/cuber-gem) ⭐ 714  [RUBY CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Cuber is a deployment tool tailored specifically for Ruby environments. It packages Rails and Rack codebases and automates deployment execution onto Kubernetes backends with zero complex YAML writing.
 ### PaaS Frameworks
 
 #### Developer Experience (1)
 
   - **(2020)** [theketchio/ketch 🌟](https://github.com/theketchio/ketch) ⭐ 662  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” An application-focused interface that delivers PaaS-like abstractions directly on top of raw Kubernetes API layers. Ketch handles networking, domain configurations, and ingress controls through unified application interfaces.
-## Architecture and Visualization
-
-### Kubernetes Visualizer
-
-#### Go
-
-  - **(2021)** [cloudogu/k8s-diagrams](https://github.com/cloudogu/k8s-diagrams) ⭐ 339  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A specialized CLI utility built to parse Kubernetes live states and manifest specifications directly into clean, structured architectural diagrams. Resolves the operational pain point of manual cluster mapping, providing engineers with an accurate visual layout of active workloads, routes, and cluster components.
-## Autoscaling
-
-### Custom Metrics
-
-#### Development Tools
-
-  - **(2024)** [jthomperoo/k8shorizmetrics](https://github.com/jthomperoo/k8shorizmetrics) ⭐ 41  [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An extensible Go library designed to replicate the calculation logic of the standard Horizontal Pod Autoscaler (HPA). This enables custom controller authors or simulator developers to run local evaluations on raw telemetry data to validate scaling algorithms.
-### Resource Provisioning
-
-#### Cost Optimization
-
-  - **(2022)** [**aws.amazon.com: Using Amazon EC2 Spot Instances with Karpenter**](https://aws.amazon.com/blogs/containers/using-amazon-ec2-spot-instances-with-karpenter) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An official AWS architectural guide explaining how to leverage EC2 Spot Instances with Karpenter. It dives deep into allocation strategies, capacity-optimized spot provisioning, and graceful node termination handling via Karpenter's integrated interruption handler, guaranteeing high availability at minimum expense.
-#### Industry News
-
-  - **(2022)** [infoq.com: AWS Releases Multi-Cloud Kubernetes Autoscaler Karpenter](https://www.infoq.com/news/2022/01/karpenter-kubernetes-autoscaler) 🌟🌟 [COMMUNITY-TOOL] β€” An architectural review of Karpenter's multi-cloud aspirations, discussing its modular architecture designed to eventually support non-AWS providers like Azure and GCP. The piece highlights Karpenter's native API integration and dynamic workload scheduling.
-  - **(2021)** [techcrunch.com: AWS launches Karpenter, an open source autoscaler for Kubernetes' clusters](https://techcrunch.com/2021/11/30/aws-launches-karpenter-an-open-source-autoscaler-for-kubernetes-clusters) 🌟🌟 [COMMUNITY-TOOL] β€” TechCrunch's launch coverage of Karpenter, detailing AWS's strategic move to address Kubernetes Autoscaler inefficiencies. The article outlines Karpenter's direct EC2 provisioning architecture, positioning it as an open-source, vendor-agnostic tool designed to improve cluster scaling speed and cost-efficiency.
-#### Just-in-Time Nodes
-
-  - **(2026)** [==Karpenter==](https://karpenter.sh) [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Karpenter is a high-performance, Kubernetes-native cluster autoscaler originally developed by AWS and now part of the CNCF. Unlike traditional Cluster Autoscalers that interact with node groups, Karpenter bypasses orchestrator limits to provision customized compute instances directly based on pending pod requirements. This drastically minimizes scheduling latency and optimizes bare-metal/EC2 pricing and spot resource usage.
-#### Technical Analysis
-
-  - **(2022)** [itnext.io: Karpenter: Open-Source, High-Performance Kubernetes Cluster Autoscaler](https://itnext.io/karpenter-open-source-high-performance-kubernetes-cluster-autoscaler-d56e3ab06aae) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A comprehensive technical deep dive on Karpenter's group-less autoscaling paradigm. The author compares Karpenter's pod-bound scheduling engine against AWS Auto Scaling Groups (ASGs), illustrating how Karpenter's 'just-in-time' provisioning achieves sub-minute node startup times while dynamically consolidating bin-packed workloads.
-#### Tutorials
-
-  - **(2022)** [blog.kloia.com: Karpenter Cluster Autoscaler](https://blog.kloia.com/karpenter-cluster-autoscaler-76d7f7ec0d0e) 🌟🌟🌟 [COMMUNITY-TOOL] β€” This practical guide walks through configuring Karpenter on AWS EKS. It outlines essential IAM roles, Helm deployment values, and Karpenter 'Provisioner' (NodePool) definitions. A structured onboarding resource for platform engineers transitioning away from Kubernetes Cluster Autoscaler.
-  - **(2022)** [dev.to: Karpenter: The Better Autoscaling Solution for Kubernetes- Part' 1](https://dev.to/aws-builders/karpenter-the-better-autoscaling-solution-for-kubernetes-part-1-4pd5) 🌟🌟🌟 [COMMUNITY-TOOL] β€” The first installment of a tutorial series explaining why Karpenter outperforms traditional autoscaling models. The article details the core operational differences, node-provisioning delays in older architectures, and provides a clear breakdown of Karpenter's YAML configuration structures.
-## CICD and Delivery
-
-### Supply Chain Security
-
-#### Artifact Signing
-
-  - **(2021)** [tektoncd/chains](https://github.com/tektoncd/chains) ⭐ 271  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” A custom controller from the Tekton project that handles supply chain security by signing tasks and pipeline run artifacts. Integrated with Sigstore, it generates cryptographic proof and provenance data to secure continuous delivery pipelines.
-## CICD Pipeline
-
-### GitHub Actions
-
-#### Developer Tooling
-
-  - **(2021)** [Gama: Terminal UI for GitHub Actions](https://github.com/termkit/gama) ⭐ 480  [GO CONTENT] 🌟🌟 [LEGACY] β€” Terminal UI built to monitor and coordinate GitHub Actions workloads from the CLI. Classified as legacy under MVQ parameters because the repository has been inactive since late 2021 and was superseded by official GitHub CLI `run` commands.
-## Cloud Infrastructure
-
-### AWS
-
-#### Container Registries
-
-  - **(2020)** [ecrcp](https://github.com/bit-cloner/ecrcp) [GO CONTENT]  [COMMUNITY-TOOL] β€” A lightweight utility designed to copy Docker images directly between different Amazon ECR registries without requiring local download-and-reupload bandwidth. Useful for cross-account deployments and regional migration tasks in complex enterprise AWS landing zones.
-### Amazon EKS
-
-#### ACK
-
-  - **(2026)** [==AWS Controllers for Kubernetes (ACK) 🌟==](https://github.com/aws-controllers-k8s/community) ⭐ 2627  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Official community hub for AWS Controllers for Kubernetes (ACK). It allows cloud platform engineers to define and manage AWS resources (like RDS databases, S3 buckets, and SQS queues) directly through standard Kubernetes manifests and controllers.
-#### Spot Instances
-
-  - **(2026)** [==aws/aws-node-termination-handler 🌟==](https://github.com/aws/aws-node-termination-handler) ⭐ 1757  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” High-efficiency agent ensuring EKS pod rescheduling during abrupt EC2 instance maintenance events, Spot interruptions, or ASG rebalance recommendations. Gracefully drains affected nodes, maintaining overall cluster operational reliability.
-### Infrastructure as Code
-
-#### Schema Generation
-
-  - **(2026)** [TerraSchema: Generate JSON Schema from Terraform Configurations](https://github.com/HewlettPackard/terraschema) ⭐ 71  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” A specialized CLI tool that parses declared Terraform configurations to generate structural JSON Schemas. Useful for running runtime validation scripts on dynamic inputs or verifying API schemas during configuration processing.
-## Cloud Native
-
-### Kubernetes
-
-#### CICD and Builds
-
-  - **(2026)** [container-registry.com: Lifting Developers’ Productivity 🌟](https://container-registry.com/posts/productivity-lift-buildkit-cli-for-kubectl) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An analysis of the BuildKit CLI integration for 'kubectl'. It empowers developers to build container images directly within active Kubernetes execution scopes, leveraging distributed cache backends and eliminating local docker daemon dependencies.
 ## Cloud Native Networking
 
 ### Service Proxy
@@ -1297,7 +396,7 @@
   - **(2020)** [ekglue - Envoy/Kubernetes glue](https://github.com/jrockway/ekglue) ⭐ 29  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” A lightweight utility developed to bridge Envoy configuration directly with Kubernetes API endpoints. It parses Kubernetes services and endpoints to dynamically construct Envoy-compatible bootstrap configurations. While highly illustrative of early custom control plane mechanics, it has largely been superseded by native Kubernetes Gateway API and modern Envoy-based ingress controllers.
 ## Cloud Native Operations
 
-### Kubernetes (1)
+### Kubernetes
 
 #### Configuration Management (1)
 
@@ -1308,83 +407,24 @@
   - **(2021)** [**dev.to: Automating quality checks for Kubernetes YAMLs**](https://dev.to/wkrzywiec/automating-quality-checks-for-kubernetes-yamls-398) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A detailed technical guide demonstrating how to integrate automated quality controls for Kubernetes manifests within build pipelines. It explains how to combine linters and security checks to validate configurations before they are deployed.
 ## Cloud Native Platforms
 
-### Kubernetes (2)
+### Kubernetes (1)
 
 #### Multi-Arch Telemetry
 
   - **(2025)** [==Cluster Monitoring stack for ARM / X86-64 platforms==](https://github.com/carlosedp/cluster-monitoring) ⭐ 754  [JSONNET CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A specialized telemetry suite crafted for physical, edge, and multi-architecture Kubernetes clusters running on ARM or x86 systems. Extends modern operators to resource-constrained environments.
-## Cloud Native Security
-
-### Infrastructure Security
-
-#### Admission Control (1)
-
-  - **(2021)** [==Guard==](https://github.com/kubeguard/guard) ⭐ 620  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Guard (by Appscode) is an advanced authentication and authorization engine built for Kubernetes, allowing secure webhook integrations with identity providers. Useful for scaling zero-trust validation within multi-tenant clusters.
-## Cloud-Native Platforms
-
-### Continuous Delivery (1)
-
-#### GitOps (2)
-
-  - **(2021)** [itnext.io: Kubernetes GitOps Tools](https://itnext.io/kubernetes-gitops-tools-cf0247eb5368) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Detailed breakdown contrasting standard GitOps tools within the CNCF ecosystem. Focuses on execution differences between declarative state reconciliation models (e.g., Argo CD, Flux) and evaluates how security policies and continuous compliance are woven into these engines.
-### Developer Experience (2)
-
-#### Curation
-
-  - **(2022)** [opensource.com: 5 open source tools for developing on the cloud](https://opensource.com/article/22/4/open-source-tools-developing-cloud) [BASH CONTENT]  [COMMUNITY-TOOL] β€” Reviews five open-source utilities designed to simplify the cloud development process. Explores patterns including container build optimization, local virtualization engines, and infrastructure code validations to help developers minimize localized feedback loops.
-### Kubernetes Operations
-
-#### Curation (1)
-
-  - **(2026)** [==collabnix.github.io/kubetools 🌟==](https://collabnix.github.io/kubetools) [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An extensive community-driven index of Kubernetes open-source software, CLI wrappers, and development utilities. Acts as a prominent repository of engineering resources, classifying tools by functional domain from development platforms to production monitoring.
-  - **(2023)** [virtualizationhowto.com: Kubernetes Best Kubernetes Management Tools in' 2023](https://www.virtualizationhowto.com/2023/08/best-kubernetes-management-tools-in-2023) [BASH CONTENT]  [COMMUNITY-TOOL] β€” Highlights and compares top-tier administration and orchestration tools for Kubernetes platforms. Discusses the evolution of dashboards, CLI controllers, multi-cluster consoles, and local cluster engines optimized for professional administration in hybrid-cloud setups.
-  - **(2023)** [coruzant.com/appdev: Kubernetes Management: Tools and Best Practices](https://coruzant.com/appdev/kubernetes-management-tools-and-best-practices) [BASH CONTENT]  [COMMUNITY-TOOL] β€” Focuses on administrative practices and tools used to orchestrate complex Kubernetes applications. It outlines key principles of cluster lifecycle management, scaling rules, security integration, and centralized control strategies for platform engineers.
-  - **(2022)** [cyberithub.com: 70+ Important Kubernetes Related Tools You Should Know About](https://www.cyberithub.com/70-important-kubernetes-related-tools-you-should-know-about) [BASH CONTENT]  [COMMUNITY-TOOL] β€” High-density reference list compiling over 70 popular Kubernetes utilities, engines, and extensions. Covers critical platform operations areas including ingress controllers, monitoring agents, security checkers, network analyzers, and backup utilities.
-  - **(2021)** [collabnix.com: Top 10 Kubernetes Tools You Need for 2021 – Part 1](https://collabnix.com/top-10-kubernetes-tools-you-need-for-2021) [BASH CONTENT]  [COMMUNITY-TOOL] β€” A curated industry roundup detailing popular and utility-driven Kubernetes management tools. Highlights solutions targeting troubleshooting, security analysis, and configuration auditing, providing engineers with a concise menu of modern infrastructure tooling.
-  - **(2021)** [youtube: 10 Must-Have Kubernetes Tools | DevOps Toolkit](https://www.youtube.com/watch?v=CB79eTFbR0w&feature=youtu.be&ab_channel=DevOpsToolkit) [BASH CONTENT]  [COMMUNITY-TOOL] β€” Video review explaining 10 top-tier tooling integrations designed to optimize development and ops inside Kubernetes clusters. Covers developer environments, CLI replacements, policy engines, and local deployment options to elevate developer velocity.
-### Kubernetes Security
-
-#### Curation (2)
-
-  - **(2022)** [developers.redhat.com: 8 open source Kubernetes security tools](https://developers.redhat.com/articles/2022/06/20/8-open-source-kubernetes-security-tools) [GO CONTENT]  [COMMUNITY-TOOL] β€” Evaluates eight open-source security utilities critical for securing containerized environments. Highlights runtime threat detectors, IaC scanners, policy compliance checkers, and secrets managers, discussing deployment strategies for secure platform engineering.
-## Cluster Lifecycle
-
-### Upgrades and Compliance
-
-#### Static Analysis
-
-  - **(2019)** [==github.com/kubepug/kubepug: Deprecations AKA KubePug - Pre UpGrade (Checker)' ⭐==](https://github.com/kubepug/kubepug) ⭐ 1835  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” KubePug checks local resources against upcoming Kubernetes API deprecations and removals. By parsing live resources or raw manifest directories, it provides warning indicators mapping to the designated target version's deprecation roadmap. This tool forms a critical gate inside pipeline verifications.
 ## Cluster Management
 
-### Autoscaling (1)
+### Autoscaling
 
 #### Dynamic Scaling
 
   - **(2022)** [custom-pod-autoscaler](https://github.com/jthomperoo/custom-pod-autoscaler) ⭐ 300  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A framework allowing developers to write custom pod autoscaling logic inside Kubernetes, bypassing rigid HPA limitations. By supporting custom metrics, user-defined shell scripts, or HTTP APIs, it enables fine-grained scaling patterns tailored to specialized processing workloads.
-### Backup and Recovery
-
-#### Cluster Replication
-
-  - **(2021)** [k8s-mirror: Creates a local mirror of a kubernetes cluster in a docker container' to support offline reviewing 🌟](https://github.com/darkbitio/k8s-mirror) ⭐ 339  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” This utility clones dynamic Kubernetes cluster state representations directly into a local Docker container for offline querying. By replicating live configurations into a sandboxed environment, it enables safe security audits.
-#### State Replication
-
-  - **(2020)** [Cluster Cloner 🌟](https://github.com/doitintl/clustercloner) ⭐ 33  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” A command-line utility used to replicate or clone the configuration of a GKE cluster into another GKE cluster. While useful during early GCP iterations, it has been superseded by structured GitOps methodologies and multi-cluster tools like Velero.
-### Bare Metal
-
-#### Telecom Platforms
-
-  - **(2023)** [telekom/das-schiff](https://github.com/telekom/das-schiff) ⭐ 366  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Das Schiff is Deutsche Telekom's production-grade engine for bootstrapping and operating bare-metal, highly resilient Kubernetes clusters designed for telecom and network functions virtualization (NFV). Utilizing declarative GitOps principles, it enables robust infrastructure management at scale, complying with extreme security and low-latency network constraints.
-### Cloud Provisioning
-
-#### Multi-tenant Provisioner
-
-  - **(2021)** [salesforce/Craft](https://github.com/salesforce/craft) ⭐ 91  [GO CONTENT] [ADVANCED LEVEL] 🌟 [LEGACY] β€” Salesforce Craft was a specialized framework built for designing, orchestrating, and provisioning scalable multi-tenant infrastructure. It has since been archived, with its capabilities transitioned to Cloud Provider APIs and Cluster API.
 ### Configuration Management (2)
 
 #### Dynamic Metadata
 
   - **(2021)** [Tagger](https://github.com/ricardomaraschini/tagger) ⭐ 15  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” A custom controller designed to monitor container image registries and automatically update reference tags on corresponding deployment resources upon registry changes, though now generally managed by GitOps controllers like Argo Image Updater.
-### Cost Optimization (1)
+### Cost Optimization
 
 #### Metrics Analysis
 
@@ -1392,41 +432,11 @@
 #### Resource Control
 
   - **(2019)** [kubeonoff](https://github.com/GambitResearch/kubeonoff) ⭐ 24  [PYTHON CONTENT] 🌟 [COMMUNITY-TOOL] β€” A simple web dashboard designed to allow non-technical team members to scale Kubernetes deployments and statefulsets down to zero or back up. Serves as an early operational utility for dev environment cost reduction.
-### GUI Tools
-
-#### Desktop Clients
-
-  - **(2024)** [**FreeLens**](https://github.com/freelensapp/freelens) ⭐ 5146  [JAVASCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” FreeLens is a lightweight, open-source alternative desktop client for managing Kubernetes clusters. It provides platform operators with real-time visual telemetry and container log streams, optimizing daily operational tasks without complex terminal overhead.
-  - **(2025)** [Kubeterm: Graphical Management Tool for Kubernetes](https://github.com/kbterm/kubeterm) ⭐ 211  [TYPESCRIPT CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An open-source desktop client designed to simplify Kubernetes administration and performance monitoring. By rendering graphical resource mappings, it significantly lowers the cognitive load required to debug deployments, services, and complex namespaces.
 ### Hardware Discovery
 
 #### Node Labeling
 
   - **(2018)** [kubernetes-sigs/node-feature-discovery: Node feature discovery for Kubernetes](https://github.com/kubernetes-sigs/node-feature-discovery) ⭐ 1045  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A Kubernetes SIG project that scans hardware attributes and custom system configurations across cluster nodes. It labels nodes automatically based on attributes like GPUs, instruct sets, or custom kernel attributes.
-### Localization
-
-#### Timezone Controller
-
-  - **(2021)** [k8tz/k8tz: Kubernetes Timezone Controller](https://github.com/k8tz/k8tz) ⭐ 524  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An admission controller that automates timezone configuration inside Kubernetes container workloads. It mounts host tzdata directories and sets dynamic environment options without manual pod manifest updates.
-### Multi-Cluster Orchestration
-
-#### Case Studies (2)
-
-  - **(2021)** [thenewstack.io: Kubermatic Kubernetes Platform Beats Complexity Through' Automation](https://thenewstack.io/kubermatic-kubernetes-platform-beats-complexity-through-automation) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A deep dive into Kubermatic's architectural paradigm, focusing on its resource-efficient 'Kubernetes-in-Kubernetes' approach. The article explains how hosting tenant control planes as ordinary container workloads inside a central administrative cluster solves scaling bottlenecks and reduces costs by up to 5%.
-#### Enterprise Control Plane
-
-  - **(2026)** [**Kubermatic Kubernetes Platform 🌟**](https://github.com/Kubermatic/Kubermatic) ⭐ 1281  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Kubermatic Kubernetes Platform (KKP) is a high-performance multi-cluster management engine that automates the lifecycle of thousands of Kubernetes clusters. By running control planes as containers within a master cluster (Kubernetes-in-Kubernetes), KKP drastically reduces resource overhead and simplifies multi-cloud operations. It is widely adopted by European enterprises prioritizing sovereign, multi-tenant infrastructure.
-#### Federated Deployments
-
-  - **(2021)** [moule3053/mck8s](https://github.com/moule3053/mck8s) ⭐ 73  [GO CONTENT] 🌟🌟 [EMERGING] β€” MCK8s (Multi-Cluster Kubernetes) is an experimental open-source multi-cluster orchestration scheduler. It aims to intelligently distribute workloads across distinct geographical or multi-cloud Kubernetes clusters based on custom latency, cost, or compliance constraints. While theoretically robust, it remains an early-stage academic and community project.
-#### Hyperscale Management
-
-  - **(2026)** [**Gardener**](https://github.com/gardener/gardener) ⭐ 3394  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Gardener is an advanced open-source CNCF incubating platform designed to manage the lifecycle of thousands of Kubernetes clusters (called shoot clusters) across diverse cloud environments using the 'Kubernetes-on-Kubernetes' pattern. It implements control planes as pods inside admin seeds, ensuring unified, scalable, and highly automated cloud-agnostic day-2 operations.
-### Multi-Tenancy
-
-#### Virtualization
-
-  - **(2026)** [vcluster.com](https://www.vcluster.com) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” vcluster represents the industry-leading standard for running virtual Kubernetes clusters inside a single physical host namespace. It isolates the control plane, including API servers, storage, and controllers, reducing resource overhead compared to dedicated hardware nodes. This architecture significantly accelerates testing cadences and simplifies complex multi-tenant control paradigms.
 ### Operator Frameworks
 
 #### Automation Scripts
@@ -1437,26 +447,6 @@
 #### Image Caching
 
   - **(2026)** [kube-fledged](https://github.com/senthilrch/kube-fledged) ⭐ 1370  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Kube-fledged is an operator designed to pre-pull and cache container images directly on designated worker nodes. This eliminates pull latency during rapid autoscaling events or emergency failovers, optimizing startup performance.
-### Provisioning
-
-#### Declarative Clusters
-
-  - **(2024)** [**kubermatic/kubeone 🌟**](https://github.com/kubermatic/kubeone) ⭐ 1513  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” KubeOne is a highly opinionated, declarative Kubernetes cluster provisioning and lifecycle management tool. Utilizing the Cluster API under the hood, it automates the creation, upgrade, and maintenance of single control-plane or highly-available clusters across various cloud providers and bare-metal environments.
-### Resource Cleanup
-
-#### Namespace Recovery
-
-  - **(2022)** [NS Killer](https://github.com/germainlefebvre4/ns-killer) ⭐ 18  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” A utility created to clean up persistent namespaces stuck in the Terminating state, often caused by lingering finalizers on external resources. It safely identifies blockages, clears remaining finalizers, and forces deletion without compromising API health.
-### Resource Lifecycle
-
-#### Pod Reaper
-
-  - **(2018)** [target/pod-reaper](https://github.com/target/pod-reaper) ⭐ 210  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An automated reaper utility designed to sweep, terminate, and clean up pods based on custom-defined schedules and rule parameters. It ensures platform efficiency by pruning dead workloads or stale containers.
-### Resource Optimization
-
-#### Autoscaling (2)
-
-  - **(2018)** [codeberg.org/hjacobs/kube-downscaler: Kubernetes Downscaler 🌟](https://codeberg.org/hjacobs/kube-downscaler) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” A controller designed to scale down target environments (deployments, cronjobs, statefulsets) during night and weekend phases. It serves as an optimal solution to dramatically reduce cloud provider billing for staging environments.
 ### Scheduling and Node Assignment
 
 #### Admission Controllers
@@ -1465,59 +455,9 @@
 #### Dynamic Balancing
 
   - **(2026)** [==Descheduler for Kubernetes 🌟==](https://github.com/kubernetes-sigs/descheduler) ⭐ 5441  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A highly critical Kubernetes SIG project that addresses scheduling drift by continuously examining running pods against modified constraints, evicting pods that violate affinities, taints, topology spreads, or resource capacities.
-## Configuration
-
-### CDK and DSLs
-
-#### CDK8s
-
-  - **(2026)** [==cdk8s==](https://github.com/cdk8s-team/cdk8s) ⭐ 4823  [TYPESCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The GitHub repository containing the core source code for CDK8s. It allows developers to model Kubernetes resources as structured code in TypeScript, Python, Java, or Go. It features full support for custom-generated CRDs, letting platform teams build clean, reusable configuration libraries.
-## Configuration Management (3)
-
-### Declarative GitOps
-
-#### Kustomize Extensions
-
-  - **(2023)** [kustomizer](https://kustomizer.dev) [GO CONTENT] 🌟🌟 [EMERGING] β€” Kustomizer is an experimental command-line tool designed to inspect, diff, and apply Kubernetes configurations packaged as OCI artifacts. Built on top of Kustomize principles, it attempts to streamline the delivery of customized YAML configurations directly from OCI registries. While innovative for GitOps pipelines, it remains a niche option compared to Helm or standard Kustomize.
-#### Packaging (1)
-
-  - **(2020)** [**Kpt**: Packaging up your Kubernetes configuration with git and YAML since' 2014 **(Google)**](https://opensource.googleblog.com/2020/03/kpt-packaging-up-your-kubernetes.html) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A declarative configuration packaging and customization tool based on the 'WYSIWYG' model. Leveraging KRM (Kubernetes Resource Model), it enables users to package, fetch, customize, and validate raw YAML files using a structured pipeline approach instead of complex templating.
-### GitOps (3)
-
-#### Alternative Specs
-
-  - **(2021)** [itnext.io: Keep it simple K8s. Kubernetes GitOps using Jabos](https://itnext.io/keep-it-simple-k8s-c0c68c46eabb) 🌟🌟 [COMMUNITY-TOOL] β€” A technical introduction to Jabos, showing how to replace sprawling nested YAML folders with a clean JavaScript-based GitOps deployment pipeline. The author walks through setting up a simple deployment and service using Jabos configurations.
-  - **(2021)** [Jabos](https://github.com/srfrnk/jabos) ⭐ 3  [JAVASCRIPT CONTENT] 🌟 [EMERGING] β€” Jabos (Just Another Bunch of Specs) is an experimental developer-centric GitOps workflow tool. It attempts to dramatically simplify Kubernetes configurations by utilizing abstract JSON/JS specifications instead of verbose YAML manifests, compiling down to standard Kubernetes APIs. While creative, it remains a low-adoption hobbyist project.
-### IaC and SDKs
-
-#### CDK
-
-  - **(2021)** [Introducing cdk8s+: Intent-driven APIs for Kubernetes objects](https://aws.amazon.com/es/blogs/containers/introducing-cdk8s-intent-driven-apis-for-kubernetes-objects) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” AWS blog introducing cdk8s+, an abstraction layer built on top of Cloud Development Kit for Kubernetes. Allows developers to programmatically compose secure, intent-driven configurations using object-oriented languages instead of flat YAML documents.
-### Image Syncing
-
-#### Registry Integration
-
-  - **(2023)** [==Sinker==](https://github.com/plexsystems/sinker) ⭐ 625  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A target reconciliation tool that syncs third-party container image dependencies directly into private container registries. Helps maintain air-gapped environments by verifying repository assets dynamically.
-### SDK
-
-#### JSTS Manifests
-
-  - **(2021)** [laurci/kubernate](https://github.com/laurci/kubernate) ⭐ 118  [TYPESCRIPT CONTENT] 🌟 [COMMUNITY-TOOL] β€” Kubernate is a JavaScript/TypeScript configuration SDK designed to generate Kubernetes manifests using familiar programming constructs instead of JSON or YAML. It offers developers structural safety, autocomplete, and simple dry-run compilation. Despite clean design, it operates in a crowded niche dominated by Pulumi and cdk8s.
-### Upgrade Governance
-
-#### API Deprecations
-
-  - **(2026)** [==Pluto is a cli tool to help discover deprecated apiVersions in Kubernetes 🌟==](https://github.com/FairwindsOps/pluto) ⭐ 2531  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” An essential static analysis tool that inspects files, Helm releases, and live clusters to detect deprecated or removed Kubernetes API versions. Prevents cluster upgrade disruptions by proactively targeting obsolete resource configurations.
-## Container Orchestration
-
-### Kubernetes (3)
-
-#### EKS
-
-  - **(2026)** [==realvz/awesome-eks: A curated list of awesome tools for Amazon EKS 🌟==](https://github.com/realvz/awesome-eks) ⭐ 340  [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A community-curated list of tools, security extensions, and configuration practices designed for Amazon EKS operators. It serves as a practical, hands-on repository for tuning ingress resources, Karpenter autoscaling, and CloudWatch agent integrations. Essential for SRE teams maintaining production-grade Kubernetes workloads on AWS.
 ## Containers
 
-### Developer Tooling (1)
+### Developer Tooling
 
 #### Cloud Emulation
 
@@ -1529,13 +469,6 @@
 #### Tekton UI Extensions
 
   - **(2021)** [tekline 🌟](https://github.com/joyrex2001/tekline) ⭐ 11  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Explores Tekline, a lightweight community-driven visualization and command-line helper tool for viewing the status of Tekton Pipeline runs. Bypasses the complex dashboard setups, providing developers with instant, readable feedback on pipeline step executions and container build logs directly in terminal dashboards.
-## Curation (3)
-
-### Reference Guides
-
-#### Awesome Lists
-
-  - **(2026)** [==ramitsurana/awesome-kubernetes: Tools 🌟==](https://github.com/ramitsurana/awesome-kubernetes) ⭐ 15992  [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An exhaustive resource collection tracking ecosystem projects, documentation, configurations, and utilities. It serves as a comprehensive reference guide for cloud-native architects looking to select vetted tooling across networking, storage, security, and developer platforms.
 ## Data Engineering
 
 ### MLOps Platforms
@@ -1555,255 +488,20 @@
 #### Real-time Streaming
 
   - **(2025)** [github.com/DataCater/datacater (real-time, cloud-native data pipeline platform)](https://github.com/DataCater/datacater) ⭐ 83  [SCALA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” DataCater is a cloud-native platform designed to build real-time Change Data Capture (CDC) and data streaming pipelines. It helps transfer events cleanly across heterogeneous databases using declarative Kubernetes-native custom resources and lightweight containerized processors.
-## Database
-
-### Operator
-
-#### Oracle
-
-  - **(2024)** [El Carro: The Oracle Operator for Kubernetes 🌟](https://github.com/GoogleCloudPlatform/elcarro-oracle-operator) ⭐ 212  [GO CONTENT] 🌟🌟 [LEGACY] β€” An open-source Kubernetes operator developed by Google Cloud that automates the provisioning, lifecycle management, backup, restore, and monitoring of Oracle databases. It leverages Custom Resource Definitions (CRDs) to orchestrate complex Oracle database tasks in a declarative, cloud-native manner. In 2026, it continues to be a crucial tool for enterprises modernizing legacy database infrastructure.
-## Database and Storage Management
-
-### Data Administration
-
-#### UI Tools
-
-  - **(2025)** [==SQL Studio: A Unified SQL Database Explorer==](https://github.com/frectonz/sql-studio) ⭐ 3546  [RUST CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A single-binary SQL database administrator interface written in Rust. It streamlines querying, schema inspection, and data visualization across multiple RDBMS engines (including SQLite, PostgreSQL, and MySQL) in resource-constrained containerized runtimes.
-## Database Orchestration
-
-### Database-as-a-Service
-
-#### SaaS Builders
-
-  - **(2022)** [kuberlogic](https://github.com/kuberlogic/kuberlogic) ⭐ 228  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Kuberlogic is an open-source operator-driven engine designed to turn standard open-source databases (PostgreSQL, MySQL, Redis) into a managed Database-as-a-Service (DBaaS) on Kubernetes. It automates backups, scaling, auto-healing, and monitoring, providing a self-hosted alternative to RDS. However, it remains a smaller community effort.
-## Declarative Configuration
-
-### Operator (1)
-
-#### Jsonnet (1)
-
-  - **(2021)** [jsonnet-controller](https://github.com/pelotech/jsonnet-controller) ⭐ 73  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” A Kubernetes operator designed to evaluate Jsonnet templates and apply the generated manifests directly to the cluster. This allows teams to maintain dynamic, parameterized infrastructure definitions natively without external rendering steps. As of 2026, the project is relatively dormant but remains a unique reference for templating controllers.
-## Delivery
-
-### CICD (1)
-
-#### Spinnaker
-
-  - **(2022)** [Minnaker](https://github.com/armory/minnaker) ⭐ 156  [SHELL CONTENT] 🌟🌟 [LEGACY] β€” An installer package developed by Armory to spin up a single-node Spinnaker instance quickly inside a lightweight Kubernetes cluster (using K3s). It was designed to facilitate Spinnaker evaluations and local sandbox development. By 2026, as Spinnaker's market footprint contraction continued, the Minnaker repository is considered a legacy reference project.
-## Deployment and Delivery
-
-### CICD and Delivery (1)
-
-#### Developer Productivity
-
-  - **(2025)** [**action-tmate: Debug GitHub Actions via SSH**](https://github.com/mxschmitt/action-tmate) ⭐ 3550  [SHELL CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An essential interactive troubleshooting tool that opens a secure tmate SSH session directly into active GitHub Actions runners, enabling real-time terminal diagnostics of failing pipeline runs.
 ## DevOps
 
-### Infrastructure as Code (1)
-
-#### Pulumi
-
-  - **(2026)** [==Pulumi: Infrastructure as Code in Any Programming Language==](https://github.com/pulumi/pulumi) ⭐ 25299  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An open-source, multi-cloud infrastructure platform that enables architects to build, deploy, and manage resources using general-purpose programming languages. Supports TypeScript, Go, Python, C#, and Java, using real language constructs like loops, functions, and standard testing libraries.
-### Static Analysis (1)
+### Static Analysis
 
 #### Kubernetes Validation
 
   - **(2026)** [github.com/yannh/kubeconform 🌟](https://github.com/yannh/kubeconform) ⭐ 3066  [GO CONTENT] 🌟🌟 [ENTERPRISE-STABLE] β€” A ultra-fast, modern Kubernetes manifest validator written in Go, acting as a direct replacement for kubeval. Validates resources against official OpenAPI schemas, automatically caching custom resource definitions (CRDs) in offline environments. Recognized globally as a de facto tool for GitOps CI verification.
-## DevOps and CICD
+## Developer Experience (2)
 
-### CICD Automation
-
-#### Terraform Release Management
-
-  - **(2026)** [Terraform Module Releaser GitHub Action](https://github.com/techpivot/terraform-module-releaser) ⭐ 223  [TYPESCRIPT CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An automated GitHub Action that manages release tagging, semantic version tracking, and registration publication processes for Terraform modules. Mitigates distribution overhead by auto-generating changelogs and managing tags.
-## Developer Experience (3)
-
-### CLI Tools
-
-#### Cluster Discovery
-
-  - **(2021)** [Pscheidl/kubexplorer](https://github.com/Pscheidl/kubectl-explorer) ⭐ 61  [RUST CONTENT] 🌟 [COMMUNITY-TOOL] β€” A lightweight, Rust-powered kubectl plugin styled like standard directory structure tree views. It allows developers to browse native Custom Resource Definitions (CRDs) and explore system schemas directly from their terminal.
-#### Context Switching
-
-  - **(2020)** [ktx 🌟](https://github.com/vmware-archive/ktx) ⭐ 140  [GO CONTENT] 🌟 [LEGACY] β€” A context-switching helper for Kubernetes clusters, similar to kubectx. Note: This project is archived by VMware, rendering it legacy; users should migrate to active alternatives like kubectx or native kubectl context switching.
-#### Version Management
-
-  - **(2020)** [asdf-kubectl](https://github.com/asdf-community/asdf-kubectl) ⭐ 131  [SHELL CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A community-maintained plugin for the asdf extendable version manager, designed to install and manage multiple versions of kubectl. It facilitates deterministic local environments by locking Kubernetes CLI versions per project.
-#### Visual terminal
-
-  - **(2019)** [kubernetes-sigs/kui](https://github.com/kubernetes-retired/kui) ⭐ 2899  [TYPESCRIPT CONTENT] 🌟🌟🌟 [LEGACY] β€” A hybrid visual/command-line tool built on Electron to interact with Kubernetes APIs. Note: This project is retired/archived by the Kubernetes-SIGs group; alternative options include active terminal tools such as k9s or Lens.
-### CLI Utilities
-
-#### Container Access
-
-  - **(2022)** [kube-exec 🌟](https://engineerd.github.io/kube-exec/introduction) [GO CONTENT]  [COMMUNITY-TOOL] β€” A streamlined wrapper designed to optimize interactive container access via kubectl exec. Cuts through repetitive argument flags and targets pods using quick matches to establish terminal tunnels.
-#### Context Management
-
-  - **(2026)** [==kubectx + kubens: : Power tools for kubectl🌟🌟==](https://github.com/ahmetb/kubectx) ⭐ 19807  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Highly optimized command-line utilities for switching context configurations and namespaces inside kubectl. Indispensable for multi-cluster environments, they radically optimize developer productivity and prevent accidental target execution via clear interactive lists.
-  - **(2026)** [==fubectl==](https://github.com/kubermatic/fubectl) ⭐ 1002  [BASH CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A widely adopted wrapper layer of shell helper functions and interactive `fzf` auto-completers designed to supercharge kubectl navigation. Radically simplifies log inspections, shell attachment prompts, and port forwarding setups.
-  - **(2022)** [==**Tubectl**: a kubectl alternative which adds a bit of magic to your everyday' kubectl routines by reducing the complexity of working with contexts, namespaces and intelligent matching resources.==](https://github.com/reconquest/tubekit) ⭐ 216  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A kubectl alternative implementing advanced routing logic and intelligent pattern-matching mechanisms. It dynamically resolves partial context names, namespaces, and resources, removing traditional operational frictions and speeding up interactive CLI queries.
-  - **(2021)** [==Kubecle==](https://github.com/rydogs/kubecle) ⭐ 57  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A terminal-based interaction wrapper that streamlines Kubernetes command contexts. It simplifies executing actions across isolated cluster targets by keeping an active session-level state, reducing command length and configuration complexity for developers running multi-tenant operations.
-  - **(2022)** [go-kubectx](https://github.com/aca/go-kubectx) [GO CONTENT]  [COMMUNITY-TOOL] β€” A high-performance, Go-native alternative port of the traditional kubectx script. Focuses on speed and execution efficiency when searching and switching between hundreds of active Kubernetes cluster profiles.
-#### Object Relationships
-
-  - **(2025)** [==kubectl-tree==](https://github.com/ahmetb/kubectl-tree) ⭐ 3386  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A crucial kubectl plugin that queries Kubernetes APIs to visually construct and present the ownership tree of API objects via ownerReferences. Crucial for tracing the lineage of ReplicaSets, Pods, Deployments, and Custom Resources (CRDs) in active namespaces.
-#### Traffic Management
-
-  - **(2022)** [==kubectl-isolate==](https://github.com/yteraoka/kubectl-isolate) ⭐ 10  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A troubleshooting plugin that temporarily isolates running pods from Service network targets by modifying selector labels. Enables in-depth live diagnostics on broken pod targets without tearing down functional setups.
-### Configuration Management (4)
-
-#### Visual Generators
-
-  - **(2022)** [==kubergui: Kubernetes Deployment Builder🌟==](https://github.com/BrandonPotter/kubergui) ⭐ 91  [JAVASCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A desktop-based frontend wrapper built to structure Kubernetes deployment configurations visually. Helps teams orchestrate manifests and inspect target definitions without writing raw yaml parameters.
-  - **(2022)** [Kubernetes Deployment Builder 🌟🌟](https://static.brandonpotter.com/kubernetes/DeploymentBuilder.html) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” A simple web-based user interface that enables engineers to generate valid Kubernetes Deployment YAML files. Simplifies configuration composition and reduces onboarding roadblocks for engineers learning manifest syntaxes.
-### Filesystems
-
-#### Resource Visualization
-
-  - **(2021)** [==kubefs==](https://github.com/configurator/kubefs) ⭐ 93  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A virtual file system mount that represents active Kubernetes configuration namespaces and resources as standard local directory paths. Allows operators to inspect running container configs and logs using standard file explorers.
-### Graphical User Interfaces
-
-#### Educational Content
-
-  - **(2021)** [youtube: From Code to Cluster β€” Modern Kubernetes Workflows with K8Studio](https://www.youtube.com/watch?v=1RTTEUEl9sc&feature=youtu.be) [NONE CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A video presentation outlining rapid Kubernetes cluster management using K8Studio, an interactive visual IDE. It focuses on visual resource relationship maps, real-time log streaming, and graphical configuration edits.
-### Image Building (1)
-
-#### Go Development
-
-  - **(2018)** [==Ko: Easy Go Containers 🌟==](https://github.com/ko-build/ko) ⭐ 8450  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A fast, lightweight container image builder custom-tailored for Go applications. ko builds and publishes images without requiring a local Docker daemon, producing secure, minimal distroless-base images by default.
-### Learning Resources
-
-#### Curated Lists
-
-  - **(2021)** [DevNation: 10 awesome kubernetes tools every user should know](https://docs.google.com/presentation/d/13k-Lhc-tVgUohrtKqAYIikaQCTsmuzzjhOe_hpwgUgw/edit) [NONE CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A DevNation tech talk presentation showcasing ten high-impact Kubernetes developer tools. It focuses on boosting local productivity, troubleshooting live clusters, and simplifying manifest creation.
 ### Local Development
 
 #### Application Deployment
 
   - **(2022)** [github.com/jetpack-io/launchpad ⭐](https://github.com/jetify-com/launchpad) ⭐ 417  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Launchpad is a CLI tool developed by Jetpack (now Jetify) that allows developers to run their code in Kubernetes with zero initial configuration. It builds, publishes, and deploys applications directly into target namespaces seamlessly.
-### Networking
-
-#### Port Forwarding
-
-  - **(2025)** [==txn2/kubefwd==](https://github.com/txn2/kubefwd) ⭐ 4119  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kubefwd is an advanced CLI tool that forwards bulk ports from multi-namespace Kubernetes services straight to a local workstation, mapping loopback IP addresses to local DNS names in /etc/hosts. This permits developers to run local integration workflows against actual remote cluster dependencies seamlessly, bypassing complex ingress or VPN settings.
-  - **(2022)** [ruoshan/autoportforward](https://github.com/ruoshan/autoportforward) ⭐ 295  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Autoportforward is a lightweight developer helper tool designed to automatically monitor running pods and initiate background Kubernetes port-forwarding tunnels. When pods restart or scale, it cleanly self-heals and reinstates the connection. While useful, it lacks the multi-service DNS injection power of kubefwd.
-### Tooling
-
-#### Kubernetes UX
-
-  - **(2024)** [dev.to/cyclops-ui: Five tools to make your K8s experience more enjoyable](https://dev.to/cyclops-ui/five-tools-to-make-your-k8s-experience-more-enjoyable-5d85)  [COMMUNITY-TOOL] β€” A curated compilation evaluating five alternative graphical interfaces and CLI utilities designed to simplify everyday Kubernetes development and operations. Focuses on visual management, interactive debugging, and reducing the learning curve of raw YAML manifests.
-### UI Dashboards
-
-#### Lightweight Monitoring
-
-  - **(2022)** [**K8bit** β€” the tiny Kubernetes dashboard 🌟](https://github.com/learnk8s/k8bit) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” An ultra-lightweight, visual Kubernetes dashboard optimized for quick local development cycles. It renders operational resource states dynamically without incurring the high host memory or CPU overhead of standard web-native platforms.
-#### Local Development (1)
-
-  - **(2021)** [==KuUI (Kubernetes UI)==](https://github.com/viveksinghggits/kuui) ⭐ 18  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [EMERGING] β€” An experimental visual management utility designed to make resource visualization intuitive. Aims to help junior developers navigate local clusters by listing deployments, services, and running pod instances clearly.
-  - **(2022)** [kubedev 🌟](https://relferreira.github.io/kubedev) [GO CONTENT]  [COMMUNITY-TOOL] β€” A local desktop application wrapper giving developers real-time graphical insights into running local clusters. Simplifies common developer workflows like tailing logs, inspecting port-forwards, and viewing state changes without context-switching.
-## Development
-
-### CICD (2)
-
-#### Testing
-
-  - **(2021)** [KnicKnic/temp-kubernetes-ci: Temp Kubernetes CI](https://github.com/KnicKnic/temp-kubernetes-ci) ⭐ 15  [POWERSHELL CONTENT] 🌟 [LEGACY] β€” A CI framework designed to spin up ephemeral Kubernetes instances dynamically within workflow jobs for automated end-to-end testing, and immediately tear them down afterward. In 2026, it is largely archived, having been superseded by standard GitHub Actions runners with native Kind or k3s integrations.
-### Custom Resources
-
-#### YAML Generation
-
-  - **(2025)** [github.com/Skarlso/crd-to-sample-yaml](https://github.com/Skarlso/crd-to-sample-yaml) ⭐ 194  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” A specialized CLI tool designed to parse complex Kubernetes Custom Resource Definitions (CRDs) and automatically generate fully structured sample YAML configurations. It is highly beneficial for platform developers wanting to generate quick, accurate documentation.
-### IDE Integration
-
-#### Vim
-
-  - **(2021)** [rottencandy/vimkubectl](https://github.com/rottencandy/vimkubectl) ⭐ 79  [VIM SCRIPT CONTENT] 🌟 [COMMUNITY-TOOL] β€” A Vim plugin that allows users to manage and inspect Kubernetes clusters directly from within Vim. It supports list, edit, and apply actions for standard resources without leaving the text editor. Highly appreciated by terminal purists in 2026 for minimizing window context switching.
-### Image Distribution
-
-#### Performance
-
-  - **(2021)** [ContainerSolutions/ImageWolf: ImageWolf - Fast Distribution of Docker Images' on Clusters](https://github.com/ContainerSolutions/ImageWolf) ⭐ 143  [GO CONTENT]  [EMERGING] [LEGACY] β€” A tool designed to accelerate the distribution of Docker images across a Kubernetes cluster by using a BitTorrent-like peer-to-peer distribution protocol among nodes. By 2026, this experimental project is archived, as native container runtimes (such as containerd) integrated direct registry streaming and IPFS-based distribution.
-### Image Management
-
-#### Build Tool
-
-  - **(2021)** [kim - The Kubernetes Image Manager](https://github.com/rancher/kim) ⭐ 321  [GO CONTENT] 🌟🌟 [EMERGING] [LEGACY] β€” An experimental builder and manager designed by Rancher to compile, push, and run container images directly inside a Kubernetes cluster's container runtime, eliminating the need for Docker Desktop or daemon forwards. By 2026, the project has been archived in favor of tools like Finch and native BuildKit operators.
-### Local Cluster
-
-#### CLI Tool
-
-  - **(2021)** [eezhee/eezhee](https://github.com/eezhee/eezhee) ⭐ 10  [GO CONTENT] 🌟 [EMERGING] β€” An experimental CLI utility designed to simplify the provisioning of development Kubernetes clusters on various cloud providers like DigitalOcean and Linode. It aims to reduce cluster setup overhead to a single command. The repository has been quiet since 2022, serving as a historical artifact for lightweight provisioning scripts.
-#### Desktop Application
-
-  - **(2025)** [**Rancher Desktop 🌟**](https://github.com/rancher-sandbox/rancher-desktop) ⭐ 7192  [TYPESCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An open-source desktop application that provides local Kubernetes and container management, serving as a primary alternative to Docker Desktop. It packages k3s, nerdctl, and kubectl, allowing users to select and run specific Kubernetes versions on macOS, Windows, and Linux. In 2026, it is a dominant workspace tool for local cloud-native development.
-## Development and Testing
-
-### CLI Utilities (1)
-
-#### Data Formatting
-
-  - **(2021)** [patrickdappollonio/tabloid: tabloid -- your tabulated data's best friend](https://github.com/patrickdappollonio/tabloid) ⭐ 47  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” A neat terminal formatter utility built to clean up and tabulate raw CSV or complex JSON logs. It aids platform engineers during data extraction steps, structuring CLI outputs for debugging purposes.
-### Cluster-in-Cluster
-
-#### Kubernetes in Kubernetes
-
-  - **(2021)** [Trendyol/kink](https://github.com/Trendyol/kink) ⭐ 383  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” KinK (Kubernetes in KinD) facilitates running KinD (Kubernetes in Docker) clusters directly inside existing Kubernetes environments. It is ideal for nested testing topologies, advanced operators, and ephemeral CI/CD platforms.
-### Kubeconfig Management
-
-#### Context Switchers
-
-  - **(2019)** [particledecay/kconf](https://github.com/particledecay/kconf) ⭐ 154  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A command-line client designed to merge, switch, and delete multiple kubeconfig files. It eliminates configuration chaos by providing simple CLI interfaces for dynamic context management.
-### Kubectl Plugins
-
-#### API Discovery
-
-  - **(2021)** [keisku/kubectl-explore](https://github.com/keisku/kubectl-explore) ⭐ 599  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An interactive terminal explorer extension designed to inspect API schema models and CRD fields. It features deep navigation options, helping authors look up configurations without opening web browsers.
-#### Kubeconfig Management (1)
-
-  - **(2019)** [corneliusweig/konfig](https://github.com/corneliusweig/konfig) ⭐ 388  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A practical kubectl extension designed to safely split, filter, and combine credentials inside complex kubeconfig contexts. It isolates specific configuration sets to reduce administrative risk across disparate target hosts.
-#### Manifest Slicing
-
-  - **(2021)** [patrickdappollonio/kubectl-slice](https://github.com/patrickdappollonio/kubectl-slice) ⭐ 367  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A CLI extension that parses multi-document Kubernetes YAML files to slice them cleanly into separate, organized manifest files based on names and kinds. It streamlines GitOps directory structures.
-#### Network Diagnostics
-
-  - **(2019)** [segmentio/kubectl-curl: Kubectl plugin to run curl commands against kubernetes' pods](https://github.com/segmentio/kubectl-curl) ⭐ 188  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A convenient plugin allowing engineers to execute curl commands inside target pod namespaces. It simplifies localized API troubleshooting, service mesh network testing, and microservice validation.
-#### Resource Auditing
-
-  - **(2019)** [knight42/kubectl-blame: kubectl-blame: git-like blame for kubectl](https://github.com/knight42/kubectl-blame) ⭐ 150  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A Git-like 'blame' extension for kubectl that identifies modification authors and dates for different resource configuration blocks. It uses Kubernetes metadata managed-fields to trace API modifications over time.
-#### Resource Metrics
-
-  - **(2021)** [NimbleArchitect/kubectl-ice 🌟](https://github.com/NimbleArchitect/kubectl-ice) ⭐ 255  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A CLI extension built to detail container resource metrics, environment properties, and pod parameters. It helps administrators locate memory leaks or CPU limits errors directly within running namespaces.
-### Local Environments
-
-#### Docker API Emulation
-
-  - **(2021)** [joyrex2001/kubedock](https://github.com/joyrex2001/kubedock) ⭐ 360  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” A Docker API emulation tool that captures traditional Docker daemon requests and executes them as lightweight, native Kubernetes pods. It permits integration tests to execute cleanly without physical Docker runtimes.
-### Pipeline Helpers
-
-#### Resource Readiness
-
-  - **(2019)** [groundnuty/k8s-wait-for 🌟](https://github.com/groundnuty/k8s-wait-for) ⭐ 635  [SHELL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A simple, highly popular script designed to block shell execution until a specific Kubernetes resource passes a readiness check. It integrates within initialization steps to manage deployment dependencies safely.
-## Documentation
-
-### Diagramming
-
-#### Developer Tooling (2)
-
-  - **(2026)** [ASCIIFlow](https://asciiflow.com) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” ASCIIFlow is a highly practical, browser-based editor used to design clear, text-based ASCII flowcharts and architecture diagrams. It is widely valued by software engineers and systems architects for embedding clean diagrams directly into markdown readme files, codebases, and configuration headers. This straightforward design utility simplifies collaborative technical documentation across teams.
-## Ecosystem
-
-### Developer Tooling (3)
-
-#### CLI Utilities (2)
-
-  - **(2021)** [itnext.io: Kubernetes Essential Tools: 2021](https://itnext.io/kubernetes-essential-tools-2021-def12e84c572)  [COMMUNITY-TOOL] β€” An expert selection of developer and operator terminal utilities designed to streamline interaction with Kubernetes clusters. Reviews advanced interactive CLI browsers like k9s, visual dashboards like Lens, log stream multiplexers like Stern, and context switches like kubectx.
-## Edge Computing
-
-### Lightweight Kubernetes
-
-#### Red Hat Ecosystem
-
-  - **(2025)** [**microshift.io**](https://microshift.io) [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” MicroShift is Red Hat's lightweight edge-optimized Kubernetes distribution, specifically designed to run on resource-constrained devices (e.g., IoT gateways and automotive systems). Tailored from OpenShift's core code, it minimizes memory footprint while maintaining enterprise API compatibility and OCI image compliance, operating efficiently alongside systemd-managed host systems.
 ## Extensibility
 
 ### Operator Framework
@@ -1811,104 +509,13 @@
 #### Controller
 
   - **(2024)** [Metacontroller](https://github.com/metacontroller/metacontroller) ⭐ 993  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An add-on for Kubernetes that simplifies writing custom controllers by letting developers implement business logic via webhooks in any programming language. It manages the low-level API mechanics of watching, syncing, and reconciling resources, reducing operator boilerplate. Widely maintained by the community through 2026, it is an elegant bridge for non-Go operators.
-## FinOps
-
-### Resource Optimization (1)
-
-#### Right-Sizing
-
-  - **(2025)** [==robusta-dev/krr==](https://github.com/robusta-dev/krr) ⭐ 4616  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Robusta KRR (Kubernetes Resource Recommender) is an open-source CLI tool that optimizes resource requests and limits. By collecting and analyzing historical usage metrics from Prometheus, KRR outputs actionable recommendations to prevent pod OOM-kills while cutting unnecessary CPU and memory over-allocations, making it a critical FinOps instrument.
-## FinOps and Cloud Cost
-
-### IaC FinOps
-
-#### AI Optimization
-
-  - **(2024)** [**OpenOps: No-Code FinOps Automation Platform with AI**](https://github.com/openops-cloud/openops) ⭐ 1035  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An open-source, no-code platform utilizing AI to identify and automate cloud cost optimizations. Connects directly with Kubernetes metrics to suggest sizing adjustments and automatically remove unused resources.
-### Kubernetes FinOps
-
-#### Tooling (1)
-
-  - **(2023)** [learnk8s/xlskubectl](https://github.com/learnk8s/xlskubectl) [JAVASCRIPT CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An open-source spreadsheet integration that translates raw kubectl command outputs into clean cost estimation worksheets. Helps engineers understand how container limits, requests, and node sizing translate into monthly cloud charges.
-## GitOps and Configuration
-
-### Alternative Templating
-
-#### Minimalist Workflows
-
-  - **(2018)** [vadosware.io: Using Makefiles And Envsubst As An Alternative To Helm And' Ksonnet (deprecated)](https://vadosware.io/post/using-makefiles-and-envsubst-as-an-alternative-to-helm-and-ksonnet) [SHELL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An architectural case study analyzing lightweight alternatives to heavy configuration management like Helm. The author describes substituting complex tools with standard Makefiles and `envsubst` to dynamically compile and execute clean manifests.
-### Continuous Deployment (1)
-
-#### Declarative GitOps (1)
-
-  - **(2016)** [utilitywarehouse/kube-applier](https://github.com/utilitywarehouse/kube-applier) ⭐ 28  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” A declarative GitOps loop utility that periodically reads configurations from a Git host and applies them directly. Kube-applier serves as a lightweight, historical predecessor to larger systems like ArgoCD.
-### Dynamic Configurations
-
-#### Lifecycle Management (1)
-
-  - **(2018)** [==stakater/Reloader 🌟==](https://github.com/stakater/Reloader) ⭐ 10133  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An industry-standard controller that watches configuration changes within ConfigMaps and Secrets. It triggers rolling updates automatically for deployments, statefulsets, and daemonsets to apply dynamic configurations with zero human error.
-  - **(2020)** [gopaddle-io/configurator](https://github.com/gopaddle-io/configurator) ⭐ 115  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An automation controller watching ConfigMap and Secret events to automatically trigger rolling updates on corresponding workloads. It bridges configuration state changes with zero-downtime deployment workflows without manual redeploys.
-### Helm Chart Generation
-
-#### Migration Tools (2)
-
-  - **(2021)** [arttor/helmify](https://github.com/arttor/helmify) ⭐ 1738  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An automation utility that converts standard declarative Kubernetes manifests directly into valid, paramaterized Helm charts. It simplifies migrations and accelerates the distribution setup of packaged deployments.
-### Infrastructure as Code (2)
-
-#### Python Representation
-
-  - **(2020)** [haxsaw/hikaru 🌟](https://github.com/haxsaw/hikaru) ⭐ 210  [PYTHON CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A Python package enabling developers to generate, inspect, and manipulate Kubernetes resources as native Python dataclasses. Hikaru validates and processes complex schemas inside orchestration and automation runtimes.
-### Secret Management
-
-#### Kustomize Extensions (1)
-
-  - **(2021)** [viaduct-ai/kustomize-sops](https://github.com/viaduct-ai/kustomize-sops) ⭐ 836  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An open-source generator and transformer plugin that natively integrates Mozilla SOPS into Kustomize workflows. It resolves the problem of committing sensitive plaintext files by decrypting configuration values on-the-fly inside deployment cycles.
 ## GitOps and Delivery
 
-### Application Promotion
+### Configuration Management (3)
 
-#### Lifecycle Management (2)
-
-  - **(2023)** [==github.com/akuity/kargo==](https://github.com/akuity/kargo) ⭐ 3350  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kargo is a GitOps-native application promotion engine that coordinates software releases across staging, pre-production, and production. Operating as a Kubernetes controller, it manages promotion state sequences dynamically via custom resources. It simplifies Git manipulation during deployment rollouts.
-#### Packaging Formats
-
-  - **(2018)** [==Porter==](https://porter.sh) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Porter is an open-source tool built around the Cloud Native Application Bundle (CNAB) specification. By bundling Helm charts, Terraform configurations, and raw bash scripts into a single OCI-compliant registry artifact, it provides standardized enterprise installer flows.
-### CICD Orchestration
-
-#### Deployment Helpers
-
-  - **(2022)** [==github.com/lsdopen/ahoy==](https://github.com/lsdopen/ahoy) ⭐ 78  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Ahoy streamlines deployment validation in delivery pipelines by managing Kubernetes manifest configurations. It works as an intermediary script engine to verify configuration structures prior to deployment execution. It helps teams ensure compliance inside automated pipelines.
-### Configuration Management (5)
-
-#### Developer Productivity (1)
-
-  - **(2021)** [==github.com/Wilfred/difftastic==](https://github.com/Wilfred/difftastic) ⭐ 25487  [RUST CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Difftastic is a structural diff tool that compares source files based on their abstract syntax trees (ASTs). For platform teams, it filters out noise like formatting shifts in Kubernetes manifests and highlights genuine semantic changes. It dramatically increases review speeds for complex changes.
-#### Drift Detection
-
-  - **(2021)** [==github.com/ajayk/drifter==](https://github.com/ajayk/drifter) ⭐ 17  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Drifter is a CLI utility designed to detect structural configuration drift across Kubernetes resources. By comparing live running cluster states against baseline templates, it identifies configuration changes. This tool provides lightweight validation for infrastructure consistency.
 #### Sidecar Utilities
 
   - **(2016)** [==github.com/kubernetes/git-sync ⭐==](https://github.com/kubernetes/git-sync) ⭐ 2704  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Git-sync is a robust, lightweight sidecar container designed to continuously synchronize a targeted Git repository into a locally mounted volume. It is widely leveraged inside Kubernetes Pods to deliver static assets, configuration scripts, and policies to main application processes without requiring image rebuilds.
-#### Templating Tools
-
-  - **(2016)** [==github.com/kubecfg/kubecfg==](https://github.com/kubecfg/kubecfg) ⭐ 255  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kubecfg is a Jsonnet-based configuration manager designed to generate and apply Kubernetes manifests with deterministic accuracy. By treating Kubernetes resources as code modules, it supports deep inheritance, abstraction, and parameterization of resource schemas.
-### Dependency Management
-
-#### Automated Workflows
-
-  - **(2021)** [==github.com/updatecli/updatecli==](https://github.com/updatecli/updatecli) ⭐ 930  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Updatecli is a declarative dependency management engine designed to automate updates across infrastructure manifests and Dockerfiles. It uses configuration files to track external sources (like GitHub releases) and apply updates to Git targets. It reduces manual maintenance chores in GitOps repositories.
-## Image Building (2)
-
-### In-Cluster Builds
-
-#### Build Frameworks
-
-  - **(2020)** [==shipwright.io==](https://shipwright.io) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Shipwright is a CNCF Sandbox build framework designed to compile container images directly inside Kubernetes clusters using pluggable build backends like Tekton, Kaniko, and BuildKit. It abstracts image build pipelines behind a unified, declarative Custom Resource API.
-#### Educational Material
-
-  - **(2021)** [developers.redhat.com: Perform a kaniko build on a Red Hat OpenShift cluster' and push the image to a registry](https://developers.redhat.com/articles/2021/06/18/perform-kaniko-build-red-hat-openshift-cluster-and-push-image-registry)  [COMMUNITY-TOOL] β€” A specialized technical guide illustrating how to execute secure, unprivileged container image builds using Kaniko within a Red Hat OpenShift cluster. It explains how to bypass Docker-daemon dependencies by using Kaniko's user-space execution model.
-  - **(2021)** [learnsteps.com: Kaniko and how you can build images on Kubernetes using' kaniko?](https://www.learnsteps.com/kaniko-and-how-you-can-build-images-on-kubernetes-using-kaniko)  [COMMUNITY-TOOL] β€” This technical guide explains the operational configuration of Kaniko for building container images on Kubernetes without root privileges. It details how Kaniko mounts workspace directories, evaluates Dockerfiles, and pushes compiled layers directly.
-  - **(2020)** [devopscube.com: How To Build Docker Image In Kubernetes Pod 🌟](https://devopscube.com/build-docker-image-kubernetes-pod)  [COMMUNITY-TOOL] β€” This reference article analyzes alternative methods for constructing container images natively within Kubernetes pods, highlighting Kaniko, BuildKit, and Docker-in-Docker (DinD). It contrasts security risks and runtime overhead of each.
 ## Infrastructure
 
 ### Access Control
@@ -1918,108 +525,29 @@
   - **(2025)** [==ContainerSSH: Launch containers on demand 🌟🌟==](https://containerssh.io) [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An innovative SSH server that dynamically launches temporary sandboxed containers in Kubernetes upon user connection. Excellent for secure bastion hosts, remote development spaces, and terminal interfaces without raw VM exposures. It remains highly active with robust security-centric enterprise support.
 ### Auto-scaling
 
-#### Cost Optimization (2)
+#### Cost Optimization (1)
 
   - **(2021)** [==k8s Spot Rescheduler==](https://github.com/pusher/k8s-spot-rescheduler) ⭐ 312  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” A controller that shifts workloads away from expensive on-demand instances toward spot instances whenever capacity permits. Note: In 2026, Karpenter or modern cloud-native autoscalers generally cover this capability, rendering this legacy.
-### Automation (1)
-
-#### Labeling
-
-  - **(2021)** [karmab/autolabeller](https://github.com/karmab/autolabeller) [GO CONTENT]  [COMMUNITY-TOOL] β€” An automation tool designed to automatically apply labels to Kubernetes resources, nodes, or namespaces based on defined criteria or attributes. It reduces the manual configuration overhead required for policy bindings and scheduling selectors. In 2026, it represents a niche community utility for large cluster metadata automation.
-### Autoscaling (3)
+### Autoscaling (1)
 
 #### Node Provisioning
 
   - **(2021)** [==awslabs/karpenter==](https://github.com/aws/karpenter-provider-aws) ⭐ 7654  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Karpenter is an open-source, high-performance node provisioning operator built for Kubernetes. It bypasses traditional ASG-based scaling by launching right-sized EC2 instances directly in response to unschedulable pods, significantly reducing scheduling latency and resource waste.
-### Cluster Management (1)
-
-#### Nested Clusters
-
-  - **(2024)** [smartxworks/knest](https://github.com/smartxworks/knest) ⭐ 89  [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Knest is a cluster provisioning tool that automates the deployment of nested Kubernetes clusters using Virtink virtual machines. It solves multi-tenant physical isolation challenges by running independent control planes inside virtual environments on top of a physical cluster parent.
-#### Provisioning (1)
-
-  - **(2025)** [github.com/Netcracker/KubeMarine](https://github.com/Netcracker/KubeMarine) ⭐ 131  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” KubeMarine is a lightweight, Python-based automation framework engineered for physical bare-metal and virtual machine cluster deployments. It streamlines OS-level system configuration, Kubeadm orchestration, certificate management, and system patch operations via streamlined SSH automation.
-### Cluster Provisioning
-
-#### Bare Metal (1)
-
-  - **(2026)** [==poseidon/typhoon==](https://github.com/poseidon/typhoon) ⭐ 2044  [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Typhoon is a minimalist, secure, and performant bare-metal and multi-cloud Kubernetes distribution built entirely with Terraform. It bootstraps standard, upstream CNCF-compliant Kubernetes onto Flatcar Container Linux (and historically CoreOS), providing an excellent reference model for git-driven infrastructure without vendor lock-in.
-  - **(2025)** [==Cluster API Provider for Managed Bare Metal Hardware==](https://github.com/metal3-io/cluster-api-provider-metal3) ⭐ 277  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The Cluster API Provider for Metal3 enabling automated declarative provisioning of physical bare-metal hardware using Kubernetes-native configurations. Simplifies lifecycle management (provisioning, scale, and de-provisioning) of physical compute nodes in highly customized datacenters.
-#### Educational Content (1)
-
-  - **(2022)** [youtube.com: How to Write Software That Sets Up Kubernetes Anywhere with Kubermatic Kubeone](https://www.youtube.com/watch?v=BJufhuPK2DY&ab_channel=Kubermatic) [NONE CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An in-depth engineering presentation explaining how to build software capable of bootstrap-installing Kubernetes on any physical host or bare-metal provider, showcasing the architectural internals of the open-source KubeOne tool.
-#### Multi-Cloud
-
-  - **(2023)** [Ksctl: Cloud Agnostic Kubernetes Management tool](https://github.com/ksctl/ksctl) ⭐ 269  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A cloud-agnostic cluster management command-line tool designed to easily deploy HA clusters across different hyperscalers like AWS, Azure, GCP, or Civo, and local environments such as kind, maintaining standardized bootstrap workflows.
-### Configuration (1)
+### Configuration
 
 #### Reflector
 
   - **(2024)** [kubernetes-reflector](https://github.com/emberstack/kubernetes-reflector) ⭐ 1614  [C# CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A specialized Kubernetes controller designed to mirror Secrets and ConfigMaps across namespaces automatically. It allows platform engineers to distribute global configurations, like TLS certificates or pull secrets, to all namespaces securely. Heavily utilized in production environments in 2026 to simplify secret replication.
-### Container Backup
-
-#### Image Archiving
-
-  - **(2020)** [kris-nova/kaar](https://github.com/krisnova/kaar) ⭐ 152  [GO CONTENT] 🌟🌟 [EMERGING] β€” Created by the late Kris Nova, Kaar is a Kubernetes Application Archive format tool designed to bundle container storage and system states into self-contained physical archives. Highly experimental and historical developer asset.
-### Container Registries (1)
-
-#### Admission Control (2)
-
-  - **(2025)** [==k8s-image-swapper 🌟==](https://github.com/estahn/k8s-image-swapper) ⭐ 629  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A high-performance mutating webhook that intercepts pod creation requests, caches targeted registry images, and rewrites the image path to point to private storage endpoints. By doing so, it shields internal environments from external rate limits and guarantees low-latency image pulls.
-#### Go Library
-
-  - **(2026)** [==github.com/google/go-containerregistry 🌟==](https://github.com/google/go-containerregistry) ⭐ 3918  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” go-containerregistry is a powerful library and CLI suite developed by Google for interacting with OCI (Open Container Initiative) registries. It allows Go applications to pull, push, analyze, and manipulate images and manifests directly over the network without needing a running Docker daemon. It serves as the programmatic foundational backbone for many modern cloud-native deployment tools, container security scanners, and custom platform architectures.
-### Containerization
-
-#### Runtimes
-
-  - **(2026)** [==nerdctl 🌟==](https://github.com/containerd/nerdctl) ⭐ 10146  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Nerdctl is a Docker-compatible CLI designed specifically for containerd, offering matching CLI experiences (e.g., nerdctl run, nerdctl compose) for non-Docker environments. It supports advanced container features like lazy pulling (e.g., eStargz/soci), rootless execution, IPFS container sharing, and encryption. It acts as a bridge for developers migrating to pure containerd-based systems.
-### Containers (1)
-
-#### Image Management (1)
-
-  - **(2026)** [==Skopeo==](https://github.com/containers/skopeo) ⭐ 10891  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Skopeo is an industry-standard command-line tool designed to perform operations on container images and image registries without requiring local container storage or engines. Architects leverage Skopeo to inspect remote manifest details, sign images, and sync packages directly between registries (e.g., from Docker Hub to ECR). Live Grounding confirms it as a vital utility in production CI/CD security scanning and compliance loops.
-### Continuous Integration
-
-#### Image Building (3)
-
-  - **(2026)** [==kaniko==](https://github.com/GoogleContainerTools/kaniko) ⭐ 15767  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kaniko is an open-source tool developed by Google to build container images from Dockerfiles inside containerized environments (like Kubernetes) without requiring a privileged Docker daemon. It executes each instruction in the Dockerfile entirely in user space, avoiding risky Docker-in-Docker (DinD) security practices. Kaniko remains a de facto standard tool for secure, isolated cloud-native CI/CD build environments.
-### Control Plane
-
-#### etcd Management
-
-  - **(2018)** [github.com/kubernetes-sigs/etcdadm ⭐](https://github.com/kubernetes-retired/etcdadm) ⭐ 747  [GO CONTENT] 🌟🌟🌟 [LEGACY] β€” A retired cluster administration tool inspired by kubeadm, designed to provision and operate secure, HA etcd clusters. Although deprecated in the Kubernetes-retired ecosystem, it served as a foundational pattern for bootstrap orchestrators.
-### Cost Optimization (3)
+### Cost Optimization (2)
 
 #### Scheduling
 
   - **(2024)** [==Cluster Turndown==](https://github.com/kubecost/cluster-turndown) ⭐ 286  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A specialized cost-optimization controller that scales cluster worker groups down to zero during idle execution windows. Promotes strong governance over testing runtimes and non-production dynamic resource instances.
-### GPU Optimization
-
-#### Dynamic Scheduling
-
-  - **(2023)** [==github.com/nebuly-ai/nos==](https://github.com/nebuly-ai/nos) ⭐ 684  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Nos is an advanced GPU optimization platform built for Kubernetes to run AI workloads cost-effectively. It utilizes dynamic resource slicing and scheduling to enable multi-tenant GPU sharing. This reduces hardware idling and increases resource efficiency for LLM and ML training jobs.
-### IaC Conversion
-
-#### Terraform Integration
-
-  - **(2026)** [github.com/sl1pm4t/k2tf: Kubernetes YAML to Terraform HCL converter](https://github.com/sl1pm4t/k2tf) ⭐ 1229  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” K2tf translates raw Kubernetes manifests into declarative Terraform HCL code blocks, simplifying the transition of resource management to infrastructure-as-code models. By parsing nested arrays and complex resource specs, it generates equivalent 'kubernetes_' provider resources. While minor manual adjustments are still needed for specialized CRDs, it significantly lowers initial migration efforts.
-### Image Management (2)
-
-#### Caching
-
-  - **(2022)** [mattmoor/warm-image: Kubernetes WarmImage CRD](https://github.com/mattmoor/warm-image) ⭐ 164  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A Custom Resource Definition (CRD) and controller that automates pre-pulling container images onto Kubernetes nodes, ensuring they remain 'warm' to minimize execution start delays. Historically significant for its early design elegance, in 2026 it remains a solid blueprint for building event-driven image-pulling systems.
-  - **(2021)** [dcherman/image-cache-daemon](https://github.com/dcherman/image-cache-daemon) ⭐ 24  [GO CONTENT] 🌟 [LEGACY] β€” A Kubernetes daemonset that pre-pulls and caches a defined list of container images onto all cluster nodes to eliminate cold-start pulling latency. In 2026, although container runtimes have added smarter caching strategies, this lightweight daemon remains a popular community utility for legacy clusters with massive base images.
 ### Image Registry
 
 #### OCI Specification
 
   - **(2025)** [==github.com/distribution/distribution==](https://github.com/distribution/distribution) ⭐ 10470  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The Distribution project (formerly Docker Registry) is the foundational codebase implementing the OCI Distribution Specification. It powers the backbone of enterprise image registries worldwide, coordinating reliable, high-performance container manifest storage, replication, and secure transport.
-### Multi-Cloud Provisioning
-
-#### Cluster Management (2)
-
-  - **(2026)** [github.com/Berops/claudie](https://github.com/Berops/claudie) ⭐ 782  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Claudie is an innovative multi-cloud Kubernetes cluster provisioner that enables users to create highly secure, hybrid-infrastructure clusters across different cloud providers. By abstracting provider APIs, it treats raw machines from AWS, Azure, and bare-metal pools as unified node pools under a single control plane. It is highly valued by systems architects seeking to avoid cloud vendor lock-in.
 ### Multi-Cluster Management
 
 #### Federation
@@ -2028,35 +556,23 @@
 #### Virtual Peering
 
   - **(2025)** [==liqo: Enable dynamic and seamless Kubernetes multi-cluster topologies==](https://github.com/liqotech/liqo) ⭐ 1451  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A dynamic multi-cluster scaling platform that enables seamless resource sharing and secure overlay peering between disparate clusters. Liqo allows pods to be scheduled onto remote virtual-nodes transparently without complex VPN setups, solving dynamic hybrid-cloud expansion needs.
+### Networking
+
+#### Fundamentals
+
+##### Service Discovery
+
+  - **(2024)** [**Kubernetes Services and Load Balancing Explained**](https://learnkube.com/kubernetes-services-and-load-balancing) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A contemporary structural breakdown explaining how Kubernetes leverages service endpoints to build abstract load balancing layers. Reviews the operations of kube-proxy in writing local node routing rules and traces how traffic migrates from virtual endpoints to real pod ports.
 ### Node Management
 
 #### Auditing and Compliance
 
   - **(2023)** [k8s-node-label-monitor: Kubernetes Node Label Monitor provides a custom' Kubernetes controller for monitoring and notifying changes in the label states of Kubernetes nodes (labels added, deleted, or updated), and can be run either node-local or cluster-wide](https://github.com/adaptant-labs/k8s-node-label-monitor) ⭐ 3  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A custom controller built to monitor label states on Kubernetes node resources. It dispatches notifications on label updates, additions, or deletions, maintaining configuration trust across larger clusters.
-#### Hardware Classification
-
-  - **(2023)** [==k8s-dt-node-labeller==](https://github.com/adaptant-labs/k8s-dt-node-labeller) ⭐ 17  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A specialized controller designed to label nodes dynamically based on Device Tree specifications. It enables hardware-aware scheduling by analyzing local physical attributes and exposing them as standard Kubernetes selector labels.
-### Node Provisioning (1)
-
-#### Labeling and Automation
-
-  - **(2020)** [==Kubernetes Node Auto Labeller==](https://github.com/adaptant-labs/k8s-auto-labeller) ⭐ 8  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An automated labeling controller designed to tag Kubernetes nodes dynamically based on custom configurations or hardware discoveries. In production, this allows platform engineers to target hardware accelerators (GPUs, ASICs) with specific workload nodeSelectors. Live evaluation shows low active maintenance, as many teams transitioned to Node Feature Discovery (NFD) or Cluster API capabilities.
-#### Reboot Orchestration
-
-  - **(2026)** [==github.com/kubereboot/kured ⭐==](https://github.com/kubereboot/kured) ⭐ 2543  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The industry-standard daemonset that monitors clusters for nodes requiring OS-level reboots. Using a coordinated API locking strategy, kured drains and reboots nodes sequentially, preserving cluster-wide resource availability during maintenance windows.
-#### Rolling Upgrades
-
-  - **(2024)** [==RollingUpgrade==](https://github.com/keikoproj/upgrade-manager) ⭐ 138  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An AWS-integrated upgrade manager operator that coordinates automated rolling restarts and updates of autoscaling group instances. Ensures worker nodes are drained safely and sequentially without causing disruptions to critical services.
 ### Platform Engineering
 
 #### GitOps Platforms
 
   - **(2021)** [**github.com/kubefirst/kubefirst**](https://github.com/konstructio/kubefirst) ⭐ 2049  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Kubefirst (by Konstructio) delivers an instant, fully integrated GitOps platform on Kubernetes, orchestrating cert-manager, External Secrets, Vault, Argo CD, and Terraform. It offers a standardized Git-driven operations roadmap out of the box.
-### Provisioning (2)
-
-#### Terraform Integration (1)
-
-  - **(2026)** [gardener/terraformer: Terraformer](https://github.com/gardener/terraformer) ⭐ 145  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” Terraformer acts as a Kubernetes-native orchestration engine that executes Terraform plans inside isolated Pods. It mitigates the need for external runner machines by converting infrastructure provisioning steps into native custom resource actions. Curator insights show its success inside the Gardener ecosystem, while live engineering validation confirms its critical role in multi-cloud infrastructure bootstrap operations.
 ### Reliability
 
 #### Graceful Shutdown
@@ -2064,14 +580,11 @@
   - **(2021)** [==kube-spot-termination-notice-handler==](https://github.com/kube-aws/kube-spot-termination-notice-handler) ⭐ 380  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A daemon that polls the AWS EC2 spot termination notice metadata endpoint, initiating graceful drains of workloads when an interruption signal is triggered. Superseded by newer cloud-specific node termination handlers.
 ### Scaling
 
-#### Autoscaling (4)
+#### Autoscaling (2)
 
   - **(2022)** [Another Autoscaler](https://github.com/dignajar/another-autoscaler) ⭐ 80  [GO CONTENT] 🌟 [EMERGING] β€” An experimental autoscaler designed to evaluate external metrics or queue lengths and dynamically adjust replica counts outside standard HPA paths. In 2026, while development is minimal, it serves as an excellent reference for engineers building decoupled custom autoscaling loops using Go APIs.
 ### Scheduling (1)
 
-#### Load-Aware
-
-  - **(2024)** [kubernetes-sigs: Trimaran: Load-aware scheduling plugins 🌟](https://github.com/kubernetes-sigs/scheduler-plugins/tree/master/pkg/trimaran) ⭐ 1295  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A collection of scheduling plugins (TargetLoadPacked and LoadWatcher) under the Trimaran umbrella that enable real-time, load-aware scheduling in Kubernetes. Instead of scheduling purely based on static requests, it utilizes actual node resource utilization metrics. Active in 2026, it is vital for optimizing cluster efficiency and reducing overall infrastructure costs.
 #### Simulator
 
   - **(2024)** [kube-scheduler-simulator](https://github.com/kubernetes-sigs/kube-scheduler-simulator) ⭐ 1092  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An interactive, web-based simulator designed to visualize, debug, and test custom scheduler configurations and plugins. It enables platform developers to step through scheduling decisions without modifying production clusters. Widely recognized in 2026 as an essential tool for training engineers on advanced scheduling concepts.
@@ -2083,226 +596,30 @@
 #### Virtual Nodes
 
   - **(2021)** [==Kip, the Kubernetes Cloud Instance Provider==](https://github.com/elotl/kip) ⭐ 232  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” A virtual-kubelet implementation that scheduled pods directly onto individual cloud provider instances instead of traditional physical workers. Mostly legacy as virtual-node strategies have matured around Karpenter or managed serverless nodes.
-### Simulation
-
-#### Scheduling (2)
-
-  - **(2021)** [k8s-cluster-simulator](https://github.com/pfnet-research/k8s-cluster-simulator) ⭐ 128  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A Go-based simulator designed to model and evaluate Kubernetes cluster behaviors, specifically scheduling algorithms, without spinning up actual virtual machines. It allows developers to test customized schedulers under synthetic workloads, providing metrics on queue times and resource utilization. As of 2026, while development has slowed, it remains a valuable tool for academic research and scheduler optimization profiling.
 ### Storage
 
 #### Dynamic Scaling (1)
 
   - **(2025)** [==dynamic-pv-scaler==](https://github.com/opstree/dynamic-pv-scaler) ⭐ 112  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A dynamic controller designed to scale Kubernetes Persistent Volume (PV) storage allocations automatically on-the-fly when disk usage passes specific thresholds. Crucial for managing persistent databases and stateful microservices without downtime.
-### VM Orchestration
-
-#### Migration Guides
-
-  - **(2021)** [opensource.com: Migrate virtual machines to Kubernetes with this new tool' - forklift 🌟](https://opensource.com/article/21/6/migrate-vms-kubernetes-forklift) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An informative guide detailing VM migration flows into KubeVirt environments using Konveyor Forklift. Solves the integration problem for organizations standardizing traditional server stacks into container-managed nodes.
 ### Virtual Desktop Infrastructure
 
 #### Edge Networking
 
   - **(2023)** [kVDI](https://github.com/webmeshproj/webmesh-vdi) ⭐ 459  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Duplicated reference of the peer-to-peer cloud-native VDI platform. It enables scalable running of interactive virtual desktops inside standard Kubernetes pods via automated remote-protocol streaming.
-### Virtualization (1)
+## Kubernetes (2)
 
-#### Hypervisor
-
-  - **(2025)** [smartxworks/virtink](https://github.com/smartxworks/virtink) ⭐ 607  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” Virtink is a cloud-native virtualization operator designed to orchestrate lightweight virtual machines natively inside Kubernetes. Utilizing Cloud-Hypervisor as its backend, it serves as an agile, low-overhead alternative to KubeVirt for building hyper-converged architectures.
-### Windows Containers
-
-#### Guides
-
-  - **(2022)** [loft.sh: Kubernetes on Windows: 6 Life-Saving Tools & Tips](https://www.vcluster.com/blog/kubernetes-on-windows-6-life-saving-tools-and-tips) [ADVANCED LEVEL]  [LEGACY] β€” A technical resource detailing operational best practices, troubleshooting mechanisms, and performance-tuning tricks for running Windows Server containers on hybrid Kubernetes clusters. It addresses common networking pitfalls (such as Calico or Flannel overlay differences) and resource limitation differences between Linux namespaces and Windows Job Objects. It provides engineering teams with practical tips to facilitate legacy .NET Framework containerization.
-## Infrastructure and Hardware
-
-### AIML Infrastructure
-
-#### Hardware Integration
-
-  - **(2026)** [==NVIDIA/k8s-device-plugin: NVIDIA device plugin for Kubernetes==](https://github.com/NVIDIA/k8s-device-plugin) ⭐ 3788  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” This specialized DaemonSet exposes physical GPU properties to the local kubelet node manager. Operating as the essential link for hardware-accelerated workloads, it handles task-scheduling configurations and sets device-isolation runtimes so container systems can safely slice and access host GPU hardware.
-## Infrastructure and Platform
-
-### Kubernetes Tooling
-
-#### CLI Utilities (3)
-
-  - **(2022)** [==kubech (kubectl change)==](https://github.com/DevOpsHiveHQ/kubech) ⭐ 156  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” kubech (kubectl change) is a lightweight CLI utility that enables rapid, interactive switching of Kubernetes contexts and namespaces. Enhances workflow security by reducing terminal navigation steps.
-#### Developer Experience (4)
-
-  - **(2024)** [==Portfall: A desktop k8s port-forwarding portal for easy access to all your cluster UIs 🌟==](https://github.com/Rested/portfall) ⭐ 127  [JAVASCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Portfall is a modern desktop application for managing Kubernetes port-forwarding configurations. Offers a convenient visual portal that eliminates repetitive manual CLI port-forward multiplexing during local service integrations.
-  - **(2023)** [==Access Pod Online using Podtnl==](https://github.com/nnrthota/podtnl) ⭐ 65  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Podtnl is a lightweight command-line utility designed to expose services running in remote Kubernetes pods over secure HTTP tunnels. Allows engineers to easily share, demo, and test internal endpoints without complex Ingress and DNS setups.
-  - **(2024)** [The Golden Kubernetes Tooling and Helpers list](https://docs.google.com/spreadsheets/d/1WPHt0gsb7adVzY3eviMK2W8LejV0I5m_Zpc8tMzl_2w/edit) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A highly granular, crowd-sourced spreadsheet tracking essential Kubernetes tools and extensions. Acts as an excellent resource for platform architects searching for specialized utilities in monitoring, cost allocation, and security governance.
-  - **(2023)** [dev.to: Top 200 Kubernetes Tools for DevOps Engineer Like You](https://dev.to/docker/top-200-kubernetes-tools-for-devops-engineer-like-you-3h7e) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive directory indexing over 200 Kubernetes tools tailored for DevOps and platform engineers. Covers diverse categories including continuous deployment controllers, ingress routing, secret managers, and network policy visualizers.
-  - **(2023)** [devtron.ai: 7 Tools To Make Kubernetes Management Easy](https://devtron.ai/blog/kubernetes-management-made-easier-with-tools) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Highlights seven robust utilities engineered to simplify Kubernetes cluster administration. Focuses on GitOps CD operations with ArgoCD, cluster visualizers, and package managers like Helm to reduce overall developer cognitive load.
-  - **(2023)** [learnk8s.io/real-time-dashboard](https://learnkube.com/real-time-dashboard) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” An educational workspace resource demonstrating how to build dynamic, real-time dashboards to trace Kubernetes state shifts. Details WebSocket connections, SSE streaming, and reactive rendering engines to visualize namespace status.
-  - **(2022)** [containerjournal.com: 9 Open Source Developer Tools for Kubernetes](https://cloudnativenow.com/features/9-open-source-developer-tools-for-kubernetes) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A curated round-up of nine vital open-source developer tools for Kubernetes. Evaluates Skaffold, Telepresence, Lens, and others, emphasizing their utility in shortening development feedback loops and streamlining local cluster integrations.
-  - **(2022)** [infoworld.com: 15 tools that make Kubernetes easier](https://www.infoworld.com/article/2265016/15-tools-that-make-kubernetes-easier.html) [NONE CONTENT]  [COMMUNITY-TOOL] β€” An evaluation of fifteen open-source CLI and dashboard tools designed to simplify day-to-day Kubernetes cluster operations. Analyzes lightweight management applications, manifest syntax linters, and network connectivity utilities.
-#### FinOps and Analytics
-
-  - **(2024)** [==**kube-opex-analytics** 🌟==](https://github.com/realopslabs/kubeledger) ⭐ 481  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An open-source utility designed to collect and visualize resource allocation analytics across multiple clusters. Evaluates usage histories, helps calculate workload cost distributions, and identifies over-provisioned namespace configurations.
-## Infrastructure Optimization
-
-### Cost Management
-
-#### Tooling (2)
-
-  - **(2022)** [KubeSurvival 🌟](https://github.com/aporia-ai/kubesurvival) ⭐ 187  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” A scanning utility that audits existing clusters to determine the absolute cheapest VM instance shapes capable of hosting current workloads. Ensures high-availability parameters and compute requirements are fully met before suggesting migration profiles.
-## Infrastructure as Code (3)
-
-### Kubernetes Provisioning
-
-#### Migration
-
-  - **(2026)** [pulumi/kube2pulumi](https://github.com/pulumi/kube2pulumi) ⭐ 107  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” Open-source command-line tool designed to convert static Kubernetes YAML templates or dynamically generated Helm outputs directly into isomorphic, compilable Pulumi configurations.
-## Introductory
-
-### Concepts
-
-#### Core Resources
-
-  - **(2021)** [community.suse.com: Stupid Simple Kubernetesβ€Šβ€”β€ŠDeployments, Services and Ingresses Explained](https://www.rancher.com/community)  [COMMUNITY-TOOL] β€” Provides a clean, foundational model detailing the relationship between Deployments, Services, and Ingress resources. Explains how these layers work together to manage container replicas, handle traffic distribution, and expose APIs to external users.
-## Kubernetes (4)
-
-### AIOps
-
-#### Diagnostics
-
-  - **(2023)** [kubetools.io: KoPylot: An AI-Powered Kubernetes Assistant for DevOps & Developers](https://kubetools.io/kopylot-an-ai-powered-kubernetes-assistant-for-devops-developers) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” KoPylot leverages Large Language Models (LLMs) to diagnose cluster issues, audit manifest files for security violations, and write YAML configurations. It streamlines daily DevOps troubleshooting loops by translating natural language requests into operational context.
-  - **(2023)** [chat.openai.com: Kube Debugger: A Kubernetes error debugger offering diagnostic and resolution guidance.](https://chatgpt.com/g/g-TCE8R7bcL-kube-debugger) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A tailored GPT agent built to assist platform engineers in identifying root causes for common Kubernetes failures, such as CrashLoopBackOff and ImagePullBackOff. It combines community troubleshooting knowledge with interactive remediation scripts.
-### Developer Experience (5)
-
-#### CLI Tools (1)
-
-  - **(2023)** [kubetools.io: Why K9s Should Be Your Go-To Tool for Kubernetes Management](https://kubetools.io/why-k9s-should-be-your-go-to-tool-for-kubernetes-management) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” This guide details the operational efficiency gains of adopting K9s, a terminal-based UI for interacting with Kubernetes clusters. It contrasts standard kubectl workflows with K9s' real-time, keyboard-driven navigation, logs streaming, and resource monitoring.
-#### Container Builds
-
-  - **(2021)** [==vmware-tanzu/buildkit-cli-for-kubectl (kubectl plugin)==](https://github.com/vmware-archive/buildkit-cli-for-kubectl) ⭐ 505  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” A kubectl plugin designed to execute container builds directly on remote BuildKit instances inside clusters. Live grounding confirms the project has been archived under VMware, steering teams to direct BuildKit operators or Kaniko.
-#### Tutorials (1)
-
-  - **(2023)** [Kubernetes: Un tour por los comandos bΓ‘sicos](https://www.youtube.com/shorts/VP4JoijL_TY?si=dBGfs6sn1ryzPcYT) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” A rapid-format video tutorial introducing basic kubectl commands to junior administrators. It provides quick visual examples of resource inspection, namespace switching, and logs viewing.
-### Multi-Tenancy (1)
-
-#### Namespace Management
-
-  - **(2020)** [==kubernetes-sigs/hierarchical-namespaces: The Hierarchical Namespace Controller (HNC)==](https://github.com/kubernetes-retired/hierarchical-namespaces) ⭐ 667  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The Hierarchical Namespace Controller (HNC) allowed users to establish parent-child relationships between namespaces to propagate policies, secrets, and roles. Although highly influential for multi-tenant self-service models, the repository has been officially retired as of recent CNCF updates, steering teams toward newer vcluster or namespace-controller patterns.
-### Networking (1)
-
-#### Service Routing
-
-  - **(2021)** [==kubernetes-sigs/kpng==](https://github.com/kubernetes-retired/kpng) ⭐ 240  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Originally conceived as the next-generation Kubernetes Proxy (KPNG) to split kube-proxy into a clean control plane and specialized data planes. Live grounding confirms the project has been officially retired by SIG Network, though its architectural lessons on decoupled state distribution continue to influence modern custom dataplane designs.
-### Node Management (1)
-
-#### Garbage Collection
-
-  - **(2022)** [==github.com/Azure/eraser 🌟==](https://github.com/eraser-dev/eraser) ⭐ 607  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Eraser is a Kubernetes native tool designed to clean up unused, dangling, and vulnerable images from cluster nodes. Operating as an automated daemonset controller, it significantly reduces host disk utilization and minimizes the attack surface across production fleets.
 ### Observability
 
 #### Visualization
 
   - **(2022)** [==github.com/oslabs-beta/oslabs==](https://github.com/oslabs-beta/KubernOcular) ⭐ 65  [TYPESCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” KubernOcular is an open-source visualizer and troubleshooting tool designed to map and monitor live Kubernetes topologies. It helps operators identify bottlenecks and configuration misalignments by representing workloads and networking rules in an intuitive graphical flow.
-### Platform Engineering (1)
-
-#### Control Planes
-
-  - **(2022)** [salaboy.com: Building platforms on top of Kubernetes: VCluster and Crossplane](https://www.salaboy.com/2022/08/03/building-platforms-on-top-of-kubernetes-vcluster-and-crossplane) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” An architectural analysis exploring how to assemble developer platforms using Crossplane for cloud resource provisioning and vcluster for lightweight, isolated virtual control planes. It underscores the modern paradigm of 'Kubernetes as a control plane' rather than just a container orchestrator.
 ## Kubernetes and Container Orchestration
 
-### Platform Engineering (2)
+### Platform Engineering (1)
 
 #### AppOps and GitOps
 
   - **(2025)** [==Devtron==](https://github.com/devtron-labs/devtron) ⭐ 5513  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A comprehensive, open-source AppOps platform for Kubernetes designed to consolidate CI/CD pipelines, GitOps, observability, and cost optimization. Provides self-service deployment interfaces, security checks, and deep resource validation for multicluster operations.
-## Kubernetes and Scaling
-
-### Advanced Scaling
-
-#### Predictive Scaling
-
-  - **(2024)** [github.com/jthomperoo: Predictive Horizontal Pod Autoscaler](https://github.com/jthomperoo/predictive-horizontal-pod-autoscaler) ⭐ 383  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An advanced horizontal pod autoscaling extension utilizing forecasting models (such as Holt-Winters and LSTM). Anticipates traffic peaks by analyzing historical system metrics, pre-allocating server compute before traffic reaches the platform.
-## Kubernetes Tools
-
-### General Reference
-
-  - [armosec.io: Use Kubescape to check if your Kubernetes clusters are exposed to the latest K8s Symlink vulnerability (CVE-2021-25741)](https://www.armosec.io/cve-vulnerability-database)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.armosec.io in the Kubernetes Tools ecosystem.
-  - [medium: 4 Simple Kubernetes Terminal Customizations to Boost Your Productivity](https://medium.com/better-programming/4-simple-kubernetes-terminal-customizations-to-boost-your-productivity-deda60a19924)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: 4 Simple Kubernetes Terminal Customizations to Boost Your Productivity in the Kubernetes Tools ecosystem.
-  - [Web-Check](https://web-check.xyz)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Web-Check in the Kubernetes Tools ecosystem.
-  - [medium.com/gquiman: K8Studio, Helm and Kubernetes management](https://medium.com/itnext/introducing-k8studio-v3-the-ultimate-kubernetes-workspace-just-got-even-better-0bc0de63642c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/gquiman: K8Studio, Helm and Kubernetes management in the Kubernetes Tools ecosystem.
-  - [Terraform 1.15: Flexible Module Management, Deprecation Warnings, and Windows' ARM64 Support](https://t.co/C6uicr7ZPS)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Terraform 1.15: Flexible Module Management, Deprecation Warnings, and Windows' ARM64 Support in the Kubernetes Tools ecosystem.
-  - [The Maester - Terraform Module](https://cloudtips.nl/the-maester-terraform-module-8c68b2b68c51)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering The Maester - Terraform Module in the Kubernetes Tools ecosystem.
-  - [medium.com/globant: Infrastructure as Code using Kubernetes](https://medium.com/globant/infrastructure-as-code-using-kubernetes-d3d329446517)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/globant: Infrastructure as Code using Kubernetes in the Kubernetes Tools ecosystem.
-  - [blog.devgenius.io: 7 Open Source Kubernetes Developer Tools to Follow in' 2022](https://blog.devgenius.io/7-open-source-kubernetes-developer-tools-to-follow-in-2022-78a5e5dbd4e3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: 7 Open Source Kubernetes Developer Tools to Follow in' 2022 in the Kubernetes Tools ecosystem.
-  - [devops.cisel.ch: Kubernetes operational tools you must TRY](https://devops.cisel.ch/kubernetes-operational-tools-you-must-try)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devops.cisel.ch: Kubernetes operational tools you must TRY in the Kubernetes Tools ecosystem.
-  - [medium.com/container-talks: 7 Tools To Make Kubernetes Management Easy](https://medium.com/container-talks/7-tools-to-make-kubernetes-management-easy-ba8238e6ce8d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/container-talks: 7 Tools To Make Kubernetes Management Easy in the Kubernetes Tools ecosystem.
-  - [blog.devops.dev: Tools to manage Kubernetes](https://blog.devops.dev/tools-to-manage-kubernetes-15b675f407d4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: Tools to manage Kubernetes in the Kubernetes Tools ecosystem.
-  - [medium.com/@onai.rotich: 4 Tools that Make it Easy to manage your Kubernetes' Cluster](https://medium.com/@onai.rotich/4-tools-that-make-it-easy-to-manage-your-kubernetes-cluster-be252847cd85)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@onai.rotich: 4 Tools that Make it Easy to manage your Kubernetes' Cluster in the Kubernetes Tools ecosystem.
-  - [Web Terminal Operator: Tips y Trucos](https://www.techqna.io/2024/09/web-terminal-operator-tips-tricks-for.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Web Terminal Operator: Tips y Trucos in the Kubernetes Tools ecosystem.
-  - [cloudnatively.com: Kubernetes client tools overview](https://www.cloudnatively.com/kubernetes-client-tools-overview)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudnatively.com: Kubernetes client tools overview in the Kubernetes Tools ecosystem.
-  - [Kubevious SaaS: portal.kubevious.io](https://portal.kubevious.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Kubevious SaaS: portal.kubevious.io in the Kubernetes Tools ecosystem.
-  - [**KUbernetes Test TooL (kuttl)** 🌟](https://kuttl.dev)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering **KUbernetes Test TooL (kuttl)** 🌟 in the Kubernetes Tools ecosystem.
-  - [cncf.io: What is Polaris? Kubernetes open source configuration validation' 🌟](https://www.cncf.io/blog/2021/07/01/what-is-fairwinds-polaris-kubernetes-open-source-configuration-validation)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: What is Polaris? Kubernetes open source configuration validation' 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: How to Validate Your Kubernetes Cluster With Sonobuoy 🌟](https://medium.com/better-programming/how-to-validate-your-kubernetes-cluster-with-sonobuoy-c91b282908fe)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How to Validate Your Kubernetes Cluster With Sonobuoy 🌟 in the Kubernetes Tools ecosystem.
-  - [kalm.dev 🌟](https://kalm.dev)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kalm.dev 🌟 in the Kubernetes Tools ecosystem.
-  - [blog.devgenius.io: K8s β€” Kubecolor Introduction](https://blog.devgenius.io/k8s-kubecolor-introduction-3d650effc36f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: K8s β€” Kubecolor Introduction in the Kubernetes Tools ecosystem.
-  - [reconshell.com: Kubei – Kubernetes Runtime Vulnerabilities Scanner 🌟](https://reconshell.com/kubei-kubernetes-runtime-vulnerabilities-scanner)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reconshell.com: Kubei – Kubernetes Runtime Vulnerabilities Scanner 🌟 in the Kubernetes Tools ecosystem.
-  - [outdated.sh 🌟](https://outdated.sh)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering outdated.sh 🌟 in the Kubernetes Tools ecosystem.
-  - [forklift.konveyor.io 🌟](https://forklift.konveyor.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering forklift.konveyor.io 🌟 in the Kubernetes Tools ecosystem.
-  - [KTail: Kubernetes log viewer 🌟](https://www.ktail.de)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering KTail: Kubernetes log viewer 🌟 in the Kubernetes Tools ecosystem.
-  - [blog.ediri.io: Writing Kubernetes policies with jsPolicy and deploy them' via FluxCD](https://blog.ediri.io/writing-kubernetes-policies-with-jspolicy)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.ediri.io: Writing Kubernetes policies with jsPolicy and deploy them' via FluxCD in the Kubernetes Tools ecosystem.
-  - [KUDO: The Kubernetes Universal Declarative Operator 🌟](https://kudo.dev)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering KUDO: The Kubernetes Universal Declarative Operator 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/geekculture: Convert Kubernetes YAML Files Into Helm Charts](https://medium.com/geekculture/convert-kubernetes-yaml-files-into-helm-charts-4107de079455)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/geekculture: Convert Kubernetes YAML Files Into Helm Charts in the Kubernetes Tools ecosystem.
-  - [medium.com/@ryan.dardis: KubeClarity β€” Cloud-Native Security Scanning for' your Kubernetes Cluster and more](https://medium.com/@ryan.dardis/kubeclarity-cloud-native-security-scanning-for-your-kubernetes-cluster-and-more-7c3ee6a16556)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@ryan.dardis: KubeClarity β€” Cloud-Native Security Scanning for' your Kubernetes Cluster and more in the Kubernetes Tools ecosystem.
-  - [medium.com/@michaeljguarino: How we Created an in-Browser Kubernetes Experience](https://medium.com/@michaeljguarino/how-we-created-an-in-browser-kubernetes-experience-58c065cda803)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@michaeljguarino: How we Created an in-Browser Kubernetes Experience in the Kubernetes Tools ecosystem.
-  - [faun.pub: A browser based remote desktop solution on kubernetes](https://faun.pub/a-browser-based-remote-desktop-solution-on-kubernetes-d6b3d33e73b6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: A browser based remote desktop solution on kubernetes in the Kubernetes Tools ecosystem.
-  - [blog.flomesh.io: sing Pipy as a Kubernetes policy engine](https://blog.flomesh.io/using-pipy-as-a-kubernetes-policy-engine-e70a23c8d54c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.flomesh.io: sing Pipy as a Kubernetes policy engine in the Kubernetes Tools ecosystem.
-  - [medium.com/@markcallen_devops: Setup Kubernetes Admin on Linux with Brew](https://medium.com/@markcallen_devops/setup-kubernetes-admin-on-linux-with-brew-da143cef1c90)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@markcallen_devops: Setup Kubernetes Admin on Linux with Brew in the Kubernetes Tools ecosystem.
-  - [granted.dev](https://www.granted.dev)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering granted.dev in the Kubernetes Tools ecosystem.
-  - [zhimin-wen.medium.com: Curl as a Network Protocol Testing Tool](https://zhimin-wen.medium.com/curl-as-a-network-protocol-testing-tool-7f49151ea365)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering zhimin-wen.medium.com: Curl as a Network Protocol Testing Tool in the Kubernetes Tools ecosystem.
-  - [cloudnativesimplified.substack.com: kcp: Kubernetes-like control plane](https://cloudnativesimplified.substack.com/p/tool-series-1-kcp)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudnativesimplified.substack.com: kcp: Kubernetes-like control plane in the Kubernetes Tools ecosystem.
-  - [kubeip.com](https://kubeip.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kubeip.com in the Kubernetes Tools ecosystem.
-  - [medium: Multibranch and HA Pipeline in Jenkins with Kaniko on GKE](https://medium.com/searce/multibranch-and-ha-pipeline-in-jenkins-with-kaniko-on-gke-8a1e7fa93403)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Multibranch and HA Pipeline in Jenkins with Kaniko on GKE in the Kubernetes Tools ecosystem.
-  - [blog.rewanthtammana.com: Hardening Kaniko build process with Linux capabilities](https://blog.rewanthtammana.com/hardening-kaniko-build-process-with-linux-capabilities)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.rewanthtammana.com: Hardening Kaniko build process with Linux capabilities in the Kubernetes Tools ecosystem.
-  - [medium.com/@Mohamed-ElEmam: Build Docker Images in Kubernetes POD Without' Docker -Kaniko](https://medium.com/@Mohamed-ElEmam/build-docker-images-in-kubernetes-pod-without-docker-kaniko-46e1a5b76c9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@Mohamed-ElEmam: Build Docker Images in Kubernetes POD Without' Docker -Kaniko in the Kubernetes Tools ecosystem.
-  - [medium.com/@aqsarahman71: Introduction to Kaniko](https://medium.com/@aqsarahman71/introduction-to-kaniko-912e0f494570)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@aqsarahman71: Introduction to Kaniko in the Kubernetes Tools ecosystem.
-  - [cd.foundation: CD Foundation Welcomes Shipwright, Framework for Building' Container Images on Kubernetes, As New Incubating Project](https://cd.foundation/blog/2021/08/03/cd-foundation-shipwright-announcement)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cd.foundation: CD Foundation Welcomes Shipwright, Framework for Building' Container Images on Kubernetes, As New Incubating Project in the Kubernetes Tools ecosystem.
-  - [docs.pixielabs.ai: Pixie](https://docs.pixielabs.ai)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.pixielabs.ai: Pixie in the Kubernetes Tools ecosystem.
-  - [venturebeat.com: Kubeshop wants to be a Kubernetes product pipeline](https://venturebeat.com/2021/09/17/kubeshop-wants-to-be-a-kubernetes-product-pipeline)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering venturebeat.com: Kubeshop wants to be a Kubernetes product pipeline in the Kubernetes Tools ecosystem.
-  - [medium.com/kubeshop-i: Monokle 1.5.0 Release](https://medium.com/kubeshop-i/monokle-1-5-0-release-kubeshop-95f574563c79)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/kubeshop-i: Monokle 1.5.0 Release in the Kubernetes Tools ecosystem.
-  - [medium: Kubermetrics β€” Cluster Visualization Made Simple](https://medium.com/@sachem2015/kubermetrics-cluster-visualization-made-simple-d24928f63451)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubermetrics β€” Cluster Visualization Made Simple in the Kubernetes Tools ecosystem.
-  - [medium.com/@charled.breteche: Kind, Cilium, MetalLB, and still no kube-proxy](https://medium.com/@charled.breteche/kind-cilium-metallb-and-no-kube-proxy-a9fe66ddfad6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@charled.breteche: Kind, Cilium, MetalLB, and still no kube-proxy in the Kubernetes Tools ecosystem.
-  - [itnext.io: Configuring routing for MetalLB in L2 mode](https://itnext.io/configuring-routing-for-metallb-in-l2-mode-7ea26e19219e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering itnext.io: Configuring routing for MetalLB in L2 mode in the Kubernetes Tools ecosystem.
-  - [medium.com/@sheraznadeem1: Kubescape & Kubernetes Hardening- Demystified](https://medium.com/@sheraznadeem1/kubescape-kubernetes-hardening-demystified-87fba47f3b6a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@sheraznadeem1: Kubescape & Kubernetes Hardening- Demystified in the Kubernetes Tools ecosystem.
-  - [blog.devgenius.io: Scanning Kubernetes YAML Files for Security 🌟](https://blog.devgenius.io/scanning-kubernetes-yaml-files-for-security-e302542b5407)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Scanning Kubernetes YAML Files for Security 🌟 in the Kubernetes Tools ecosystem.
-  - [cloudark.medium.com: kubectl connections](https://cloudark.medium.com/whats-cooking-in-your-kubernetes-namespace-9200be114f8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudark.medium.com: kubectl connections in the Kubernetes Tools ecosystem.
-  - [makendran.hashnode.dev: Just-in-time Worker Nodes with Karpenter](https://makendran.hashnode.dev/just-in-time-worker-nodes-with-karpenter)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering makendran.hashnode.dev: Just-in-time Worker Nodes with Karpenter in the Kubernetes Tools ecosystem.
-  - [awstip.com: This Code Works! β€” Autoscaling An Amazon EKS Cluster with Karpenter' β€” Part 1/3](https://awstip.com/this-code-works-autoscaling-an-amazon-eks-cluster-with-karpenter-part-1-3-40c7bed26cfd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering awstip.com: This Code Works! β€” Autoscaling An Amazon EKS Cluster with Karpenter' β€” Part 1/3 in the Kubernetes Tools ecosystem.
-  - [medium.com/summit-technology-group: Karpenter β€” AutoScaling and Right-Sizing' EKS Nodes](https://medium.com/summit-technology-group/karpenter-autoscaling-and-right-sizing-eks-nodes-bc6d2b83d48e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/summit-technology-group: Karpenter β€” AutoScaling and Right-Sizing' EKS Nodes in the Kubernetes Tools ecosystem.
-  - [medium.com/israeli-tech-radar: Karpenter, and the future of Kubernetes](https://medium.com/israeli-tech-radar/karpenter-and-the-future-of-kubernetes-4ab7428b7f87)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/israeli-tech-radar: Karpenter, and the future of Kubernetes in the Kubernetes Tools ecosystem.
-  - [medium.com/@micheldirk: On Amazon EKS and Karpenter](https://medium.com/@micheldirk/on-amazon-eks-and-karpenter-2b84e75e254e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@micheldirk: On Amazon EKS and Karpenter in the Kubernetes Tools ecosystem.
-  - [medium.com/@gajaoncloud: Unleash the Power of Karpenter: Automating AWS' EKS Scaling and Cost Optimization](https://medium.com/@gajaoncloud/unleash-the-power-of-karpenter-automating-aws-eks-scaling-and-cost-optimization-7e236319eda4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@gajaoncloud: Unleash the Power of Karpenter: Automating AWS' EKS Scaling and Cost Optimization in the Kubernetes Tools ecosystem.
-  - [medium.com/@gajaoncloud: Karpenter Mastery: NodePools & NodeClasses for' Workload Nirvana](https://medium.com/@gajaoncloud/karpenter-mastery-nodepools-nodeclasses-for-workload-nirvana-bc89850fa934)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@gajaoncloud: Karpenter Mastery: NodePools & NodeClasses for' Workload Nirvana in the Kubernetes Tools ecosystem.
-  - [medium.com/@gajaoncloud: Demystifying Karpenter’s Advanced Features: Consolidation,' Drift, and Spot Handling](https://medium.com/@gajaoncloud/demystifying-karpenters-advanced-features-consolidation-drift-and-spot-handling-007fbad29549)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@gajaoncloud: Demystifying Karpenter’s Advanced Features: Consolidation,' Drift, and Spot Handling in the Kubernetes Tools ecosystem.
-  - [blog.direktiv.io: Building a simple cloud-native, orchestrated microservice' from containers](https://blog.direktiv.io/building-a-simple-cloud-native-orchestrated-microservice-from-containers-39dbcb80b0d8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.direktiv.io: Building a simple cloud-native, orchestrated microservice' from containers in the Kubernetes Tools ecosystem.
-  - [blog.devops.dev: How to use the Kubernetes Resource Recommender tool in' a GKE Cluster 🌟](https://blog.devops.dev/how-to-use-the-kubernetes-resource-recommender-tool-in-a-gke-cluster-ef48a6dea85c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==blog.devops.dev: How to use the Kubernetes Resource Recommender tool in' a GKE Cluster== 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/kubeshop-i: Rapidly prototype your APIs on Kubernetes with Kusk' Gateway β€” Kubeshop 🌟](https://medium.com/kubeshop-i/rapidly-prototype-your-apis-on-kubernetes-with-kusk-gateway-kubeshop-4006f030e8e4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/kubeshop-i: Rapidly prototype your APIs on Kubernetes with Kusk' Gateway β€” Kubeshop 🌟 in the Kubernetes Tools ecosystem.
-  - [blog.werf.io: Running one-time tasks and debugging images in the Kubernetes' cluster using werf](https://blog.werf.io/running-one-time-tasks-and-debugging-images-in-the-kubernetes-cluster-using-werf-936d6dc483e2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.werf.io: Running one-time tasks and debugging images in the Kubernetes' cluster using werf in the Kubernetes Tools ecosystem.
-  - [blog.werf.io: werf v1.2 is now stable! Here’s what it is all about](https://blog.werf.io/werf-v1-2-is-now-stable-heres-what-it-is-all-about-832ed647810f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.werf.io: werf v1.2 is now stable! Here’s what it is all about in the Kubernetes Tools ecosystem.
-  - [blog.werf.io: Deploying Helm charts with dependencies in Kubernetes via' werf](https://blog.werf.io/deploying-helm-charts-with-dependencies-in-kubernetes-via-werf-17e5457cdd3f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.werf.io: Deploying Helm charts with dependencies in Kubernetes via' werf in the Kubernetes Tools ecosystem.
-  - [blog.devops.dev: Kateyes β€” Visual Kubernetes Explorer](https://blog.devops.dev/kateyes-visual-kubernetes-explorer-c40510874969)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: Kateyes β€” Visual Kubernetes Explorer in the Kubernetes Tools ecosystem.
-  - [medium.com/linux-shots: ConfigMap Reloader β€” Automatically reload new data' from ConfigMap/Secret to deployments](https://medium.com/linux-shots/configmap-secret-reloader-automatically-add-reload-data-from-configmap-secret-to-deployments-dc245e06b92c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/linux-shots: ConfigMap Reloader β€” Automatically reload new data' from ConfigMap/Secret to deployments in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Dependency-Free Kubernetes Cluster Monitoring](https://betterprogramming.pub/dependency-free-kubernetes-cluster-monitoring-5f7aa2f038d9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Dependency-Free Kubernetes Cluster Monitoring in the Kubernetes Tools ecosystem.
-  - [medium.com/@fwiles: k9s EKS Context Error](https://medium.com/@fwiles/k9s-eks-context-error-7ff18df7547f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@fwiles: k9s EKS Context Error in the Kubernetes Tools ecosystem.
-  - [tonylixu.medium.com: K8s Tools β€” K9s, Terminal Based UI to Manage Your Cluster](https://tonylixu.medium.com/devops-in-k8s-k9s-terminal-based-ui-to-manage-your-cluster-85b4f147e209)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering tonylixu.medium.com: K8s Tools β€” K9s, Terminal Based UI to Manage Your Cluster in the Kubernetes Tools ecosystem.
-  - [medium.com/@gavinklfong: 8 tips to incredibly boost the efficiency of command' execution on Kubernetes using k9s](https://medium.com/@gavinklfong/8-tips-to-incredibly-boost-the-efficiency-of-command-execution-on-kubernetes-using-k9s-a515a90a3a27)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@gavinklfong: 8 tips to incredibly boost the efficiency of command' execution on Kubernetes using k9s in the Kubernetes Tools ecosystem.
-  - [RBAC Wizard: Herramienta para visualizar y analizar la configuraciΓ³n RBAC' de Kubernetes](https://t.…)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering RBAC Wizard: Herramienta para visualizar y analizar la configuraciΓ³n RBAC' de Kubernetes in the Kubernetes Tools ecosystem.
-  - [K3s vs Talos Linux](https://faun.pub/k3s-vs-talos-linux-8a1e0dce9a77)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering K3s vs Talos Linux in the Kubernetes Tools ecosystem.
-  - [Atomic ConfigMap Updates in Kubernetes: How Symlinks and Kubelet Make It' Happen](https://medium.com/itnext/atomic-configmap-updates-in-kubernetes-how-symlinks-and-kubelet-make-it-happen-21a44338c247)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Atomic ConfigMap Updates in Kubernetes: How Symlinks and Kubelet Make It' Happen in the Kubernetes Tools ecosystem.
-## Learning Resources (1)
-
-### Tutorials (2)
-
-#### API Integration
-
-  - **(2026)** [blog.logrocket.com: An all-in-one guide to gRPC-Gateway](https://blog.logrocket.com/guide-to-grpc-gateway) [MARKDOWN CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” This LogRocket guide delivers a comprehensive tutorial on configuring and deploying the gRPC-Gateway proxy inside microservices. It covers real-world tasks such as generating reverse proxy code from protobuf schemas, intercepting errors, and handling cross-origin resource sharing (CORS). For engineers transitioning to gRPC, this reference simplifies the integration of dual-protocol APIs.
 ## Local Developer Environment
 
 ### Container Runtime Setup
@@ -2310,13 +627,6 @@
 #### Docker Compose
 
   - **(2025)** [**DockSTARTer**](https://github.com/GhostWriters/DockSTARTer) ⭐ 2560  [SHELL CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A user-friendly CLI utility designed to simplify the configuration and installation of self-hosted server software via structured Docker Compose patterns. Serves as a solid entry point for containerization concepts in local server and edge hardware topologies.
-## Log Management and Diagnostics
-
-### Command Line Tools
-
-#### Terminal Interfaces
-
-  - **(2020)** [bul: Interactive TUI for Exploring Kubernetes Container Logs](https://github.com/ynqa/bul) ⭐ 16  [GO CONTENT] 🌟 [LEGACY] β€” An interactive Terminal User Interface (TUI) written in Go designed to query and stream local Kubernetes container logs. Live Grounding Note: Because development has remained inactive for years, it is considered legacy; modern engineers typically use tools like K9s or Stern in active production.
 ## Machine Learning
 
 ### Model Serving
@@ -2326,77 +636,20 @@
   - **(2019)** [==KFServing 🌟==](https://github.com/kserve/kserve) ⭐ 5573  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” KServe (formerly KFServing) provides a highly performant, serverless machine learning inference platform on Kubernetes. It abstracts raw routing, scaling, and GPU configurations, supporting frameworks like TensorFlow, PyTorch, and ONNX.
 ## Multi-Cluster
 
-### Control Plane (1)
+### Control Plane
 
-#### UI Dashboards (1)
+#### UI Dashboards
 
   - **(2024)** [KubeStellar Console 🌟](https://console.kubestellar.io) [TYPESCRIPT CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A management dashboard interface tailored for KubeStellar. It simplifies the visualization of multi-cluster synchronization, workload distribution profiles, and edge deployment topologies, enabling unified control-plane governance across hybrid architectures.
-### Service Management
-
-#### Operator Framework (1)
-
-  - **(2023)** [==KubeCarrier - Service Management at Scale==](https://github.com/kubermatic/kubecarrier) ⭐ 291  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” KubeCarrier is an open-source system designed for managing services across multiple Kubernetes clusters using a Service App Store model based on CRDs. Curator insights framed it as an enterprise-ready hub for multi-tenant services; however, live grounding reveals the project has been archived by Kubermatic. It remains academically and architecturally notable for showing how to use Hub-and-Spoke cluster patterns to automate service provisioning.
-## Multi-Cluster Management (1)
-
-### Hybrid Cloud
-
-#### Azure Arc
-
-  - **(2021)** [Azure Arc enabled Kubernetes allows you to connect and manage external Kubernetes clusters in Azure](https://www.thorsten-hans.com/azure-arc-enabled-kubernetes-digital-ocean) [MARKDOWN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A comprehensive guide demonstrating how to connect and manage external Kubernetes clusters (using DigitalOcean as an example) with Azure Arc. It details registering non-Azure clusters to enable unified GitOps, monitoring, and policy compliance from the Azure Control Plane.
 ## Network
 
-### CNI and Overlay
-
-#### WireGuard VPN
-
-  - **(2025)** [github.com/squat/kilo](https://github.com/squat/kilo) ⭐ 2263  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Kilo is a cloud-native network CNI overlay built on WireGuard, designed to seamlessly secure cross-cluster networking, hybrid cloud environments, and distributed edge nodes. It allows remote servers to safely communicate within a single unified Kubernetes networking fabric.
-### Port Forwarding (1)
-
-#### Development Tools (1)
-
-  - **(2024)** [omrikiei/ktunnel ⭐](https://github.com/omrikiei/ktunnel) ⭐ 1053  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” KTunnel is a robust reverse-tunneling CLI utility that exposes local development environments to remote Kubernetes clusters. By establishing a secure gRPC-based reverse proxy, it enables remote pods to call APIs running locally on developer machines, facilitating fast integration tests without ingress hurdles.
 ### Proxy and Service Mesh
 
 #### Data Plane
 
   - **(2025)** [github.com/flomesh-io/pipy](https://github.com/flomesh-io/pipy) ⭐ 827  [C++ CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” Pipy is an ultra-lightweight, programmable network data plane engine designed for edge gateways, service meshes, and cloud-native proxies. Operating on a highly performant C++ core run by a JS scripting layer, it provides outstanding request throughput with minimal memory footprint.
-## Network and Connectivity
+## Networking (1)
 
-### IP Address Management
-
-#### Cloud Integrations
-
-  - **(2018)** [==doitintl/kubeIP==](https://github.com/doitintl/kubeIP) ⭐ 447  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” KubeIP is an automation daemon engineered specifically for Google Kubernetes Engine (GKE) clusters. By dynamically assigning reserved static external IPs to newly provisioned GKE cluster nodes, it simplifies firewall configurations for external enterprise integrations.
-#### Load Balancing
-
-  - **(2019)** [==kube-vip==](https://github.com/kube-vip/kube-vip) ⭐ 2859  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kube-Vip is a lightweight virtual IP and load balancer engine designed for bare-metal Kubernetes environments, offering high availability for both control planes and LoadBalancer-type services. Operating as a DaemonSet, it negotiates IP addresses.
-### Multi-Cluster Routing
-
-#### Traffic Engineering
-
-  - **(2023)** [==github.com/Trolley-MGMT/trolleymgmt==](https://github.com/Trolley-MGMT/trolleymgmt) ⭐ 113  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Trolley-MGMT is a control plane assistant designed to coordinate multi-cluster ingress routing and traffic mapping. It simplifies workload migrations and network path resolution across physical boundaries. It offers a lightweight model for traffic management without full mesh overhead.
-## Networking (2)
-
-### Access and Proxies
-
-#### Secure Tunneling
-
-  - **(2022)** [==Kubectl SSH Proxy 🌟==](https://github.com/little-angry-clouds/kubectl-ssh-proxy) ⭐ 48  [BASH CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A practical utility that transparently proxies SSH connections directly to destination pods. It simplifies system administration overhead by avoiding node SSH exposure, utilizing native Kubernetes authorization mechanisms to execute secure diagnostics.
-### CNI
-
-#### Multi-Network
-
-  - **(2025)** [**multus-cni 🌟**](https://github.com/k8snetworkplumbingwg/multus-cni) ⭐ 2882  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A Container Network Interface (CNI) plugin that enables attaching multiple network interfaces to a single Kubernetes pod, delegating individual networks to auxiliary CNIs (such as Calico, Flannel, or SR-IOV). It remains the absolute standard in 2026 for high-performance networks, telecom applications, and dual-homed containers.
-### DNS
-
-#### Gateway
-
-  - **(2023)** [ori-edge/k8s_gateway](https://github.com/ori-edge/k8s_gateway) ⭐ 355  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A CoreDNS plugin that enables exposing Kubernetes services directly via external DNS records. It queries CoreDNS dynamically to resolve internal cluster IPs, allowing resources outside the cluster to locate services seamlessly. In 2026, it remains popular among edge computing architectures requiring streamlined DNS-based routing.
-### DNS and Ingress
-
-#### Routing Controllers
-
-  - **(2024)** [==borchero/switchboard: Switchboard==](https://github.com/borchero/switchboard) ⭐ 163  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Switchboard functions as a Kubernetes-native dynamic router and DNS management hub. It coordinates with global DNS service APIs to orchestrate routing policies, mapping live cluster ingress nodes automatically to external domain registrations.
 ### Ingress and Edge
 
 #### Integration
@@ -2407,110 +660,23 @@
 #### Serverless
 
   - **(2019)** [Kourier](https://github.com/knative-extensions/net-kourier) ⭐ 333  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An Envoy-based Ingress gateway specifically designed to serve as the default network layer for Knative Serving. It provides a lightweight, highly responsive routing layer to handle rapid scale-to-zero cold starts.
-### Ingress Controllers
-
-#### Nginx and MetalLB Integration
-
-  - **(2022)** [adaltas.com: Ingresses and Load Balancers in Kubernetes with MetalLB and' nginx-ingress](https://www.adaltas.com/en/2022/09/08/kubernetes-metallb-nginx) [YAML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” This architectural tutorial details the integration of MetalLB with the NGINX Ingress Controller on a bare-metal cluster. It step-by-step configures Layer 2 address pools and links them with NGINX, illustrating the traffic path from external clients to internal cluster IP services. An ideal entry point for understanding bare-metal edge ingress topologies.
-### Load Balancing (1)
-
-#### Bare Metal (2)
-
-  - **(2026)** [purelb/purelb](https://gitlab.com/purelb/purelb) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” PureLB is an open-source LoadBalancer provider for bare-metal Kubernetes environments that integrates directly with standard Linux routing tables. Unlike alternatives relying on complex BGP routing or ARP spoofing, it assigns physical address blocks dynamically to interface routing setups. This approach ensures high compatibility with virtualization networks and standard network monitoring tools.
-#### MetalLB Configuration
-
-  - **(2022)** [patrick.easte.rs: Forging an optimal MetalLB configuration](https://patrick.easte.rs/post/2022/forging-optimal-metallb-config) [YAML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A comprehensive technical guide analyzing optimal MetalLB deployments on bare-metal Kubernetes. The author outlines routing configurations using BGP and Layer 2 modes, detailing how to avoid common ARP issues and optimize IP address pool management. It serves as an essential reference for engineers seeking stable on-premises external load balancing.
 ### Microservices Routing
 
 #### Debugging
 
   - **(2026)** [teamcode-inc/kubeorbit](https://github.com/teamcode-inc/kubeorbit) ⭐ 454  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” Kubeorbit is a specialized service routing tool focused on creating isolated testing channels within shared microservice topologies. By injecting dynamic headers into requests, it allows engineers to test unstable feature versions without duplicating entire clusters. Live engineering checks indicate the project has suffered low maintenance recently, making it a reference rather than a production candidate.
-### Operator (2)
-
-#### Expose Service
-
-  - **(2021)** [abhirockzz/kubexpose-operator](https://github.com/abhirockzz/kubexpose-operator) [GO CONTENT]  [EMERGING] [LEGACY] β€” An experimental Go-based operator designed to automatically create Ingress resources or load balancers for annotated services. Designed as a learning showcase for Kubebuilder workflows, this project is archived in 2026 but remains a valuable reference for custom ingress generation patterns.
-### Overlay Networks
-
-#### WireGuard VPN (1)
-
-  - **(2025)** [**NetMaker**](https://github.com/gravitl/netmaker) ⭐ 11628  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Netmaker is a high-speed, dynamic overlay network orchestrator powered by WireGuard. It facilitates direct, secure mesh networks across multi-cloud, on-premises, and edge Kubernetes nodes, drastically reducing latency compared to traditional overlay options like VXLAN or IPSec. Netmaker is highly valuable for hybrid cluster topologies and secure cross-regional communication.
-### eBPF Diagnostics
-
-#### Traffic Analysis
-
-  - **(2026)** [github.com/k8spacket/k8spacket](https://github.com/k8spacket/k8spacket) ⭐ 1097  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” K8spacket is an eBPF-based network analyzer designed to visualize network packet flows, latencies, and TCP connection anomalies across active namespaces. By using eBPF, it captures network performance data with negligible resource overhead compared to standard sidecar proxies. The project is popular for troubleshooting application latency issues and tracing microservice request dependencies.
-### iptables Analysis
-
-#### Troubleshooting
-
-  - **(2026)** [github.com/box/kube-iptables-tailer](https://github.com/box/kube-iptables-tailer) ⭐ 549  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Kube-iptables-tailer is a specialized controller that parses system-level kernel iptables packet drop logs and maps them directly to active Kubernetes Pods. By resolving low-level packet drops to recognizable workload names, it simplifies network policy auditing and connectivity troubleshooting. This utility is ideal for platform teams managing strict, multi-layer networking environments.
-### kube-proxy Next Generation
-
-#### Deep-Dive
-
-  - **(2021)** [kubernetes.io: Use KPNG to Write Specialized kube-proxiers](https://kubernetes.io/blog/2021/10/18/use-kpng-to-write-specialized-kube-proxiers) 🌟🌟🌟 [COMMUNITY-TOOL] β€” An official Kubernetes architectural blog post introducing KPNG (Kube-Proxy Next Generation). The article details how KPNG splits kube-proxy into a central, API-watching controller and specialized backends (e.g., IPVS, NFTables, eBPF), enabling network engineers to write highly optimized routing layers.
-## Networking and Multi-Cluster
-
-### Cross-Cluster Communication
-
-#### Coordination Frameworks
-
-  - **(2021)** [uw-labs.github.io: Kubernetes Semaphore: A modular and nonintrusive framework' for cross cluster communication](https://uw-labs.github.io/blog/kubernetes,/multicluster/2021/07/21/kube-semaphore-intro.html) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A modular, non-intrusive framework facilitating cross-cluster orchestration and synchronized tasks. It addresses inter-cluster resource coordination without requiring deep, heavy service meshes or persistent site-to-site VPN tunnels.
 ## Networking and Security
 
-### Admission Control (3)
+### Access Control (1)
 
-#### DNS Configuration
+#### Identity Gateways
 
-  - **(2021)** [==github.com: dnsconfig-injector - Mutating Admission Webhook for dnsconfig' pod injection==](https://github.com/karampok/dnsconfig-injector) ⭐ 30  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” A specialized Mutating Admission Webhook that injects customized `dnsConfig` schemas into target pods at runtime. This alleviates the need for manual configuration of resolving hosts inside microservices manifests. Live usage points to a stable but legacy posture, as native Kubernetes DNS config inheritance has matured.
+  - **(2026)** [==Teleport 🌟==](https://github.com/gravitational/teleport) ⭐ 20488  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier multi-protocol infrastructure access gateway. Teleport consolidates SSH, database, web app, and Kubernetes API session access into an audited, identity-backed portal with detailed record-keeping, biometric integration, and enterprise access reviews.
 ### Global Load Balancing
 
 #### GSLB Operator
 
   - **(2025)** [==k8gb 🌟==](https://github.com/k8gb-io/k8gb) ⭐ 1177  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A CNCF sandbox Global Server Load Balancing (GSLB) operator designed to deliver geo-redundancy and high availability across physical datacenters and regions. k8gb utilizes local CoreDNS engines to provide intelligent, active-passive, and geo-routed client traffic redirection without vendor lock-in.
-### Identity and Access
-
-#### RBAC Synchronization
-
-  - **(2024)** [==RBACSync 🌟==](https://github.com/cruise-automation/rbacsync) ⭐ 243  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A synchronization tool that translates active identity directory groups (e.g., Okta, Azure AD) directly into local Kubernetes RBAC configurations. Eliminates configuration drifts and automates security lifecycles when onboarding engineers. High reliability for multi-tenant enterprise platforms.
-### Overlay Networking
-
-#### SDN
-
-  - **(2026)** [==Nebula==](https://github.com/slackhq/nebula) ⭐ 17399  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An ultra-secure, highly scalable overlay networking tool developed by Slack. It utilizes Noise-protocol encryption to link nodes spanning multi-cloud platforms, physical clusters, and home networks. It acts as an exceptionally reliable, high-performance network overlay standard.
-### Secret Management (1)
-
-#### Encryption
-
-  - **(2022)** [==github.com/cloudflare/lockbox==](https://github.com/cloudflare/lockbox) ⭐ 183  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Cloudflare's implementation of public-key encryption workflows to store secrets safely in git repositories before deployment. This cryptographic utility integrates directly with CI/CD platforms to protect values in transit. Highly stable cryptography library still referenced in modern platforms.
-#### Integration (1)
-
-  - **(2024)** [==kube-secrets-init==](https://github.com/doitintl/kube-secrets-init) ⭐ 158  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A Mutating Admission Webhook that integrates Kubernetes pod environment definitions with cloud secrets managers (Google Secret Manager, AWS Secrets Manager, HashiCorp Vault). Dynamically intercepts and replaces secret references, enhancing runtime secret hygiene.
-### Security Compliance
-
-#### CIS Benchmarks
-
-  - **(2026)** [==kube-bench 🌟==](https://github.com/aquasecurity/kube-bench) ⭐ 8078  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The industry standard tool to check whether Kubernetes clusters are deployed securely according to the Center for Internet Security (CIS) benchmarks. Can be run inside container workloads or directly on node hosts, outputting detailed reports identifying API, TLS, and permissions vulnerabilities.
-#### Config Validation
-
-  - **(2026)** [==Polaris==](https://github.com/FairwindsOps/polaris) ⭐ 3367  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A widely adopted configuration validation engine designed to audit Kubernetes manifests, charts, and running pods against dozens of best practices. Identifies issues including lack of resource limits, security context issues, and networking misconfigurations.
-#### Exporters
-
-  - **(2022)** [==kube-bench-exporter==](https://github.com/yashvardhan-kukreja/kube-bench-exporter) ⭐ 12  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A dedicated exporter designed to scrape kube-bench CIS compliance output files and convert them into standard Prometheus metrics. This allows SREs to implement real-time security scanning and continuous integration metrics directly on Grafana.
-#### OpenShift Audit
-
-  - **(2021)** [==OpenShiftKubeAudit==](https://github.com/AICoE/OpenShiftKubeAudit) ⭐ 10  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A compliance auditing utility designed specifically to scan Red Hat OpenShift architectures. It checks active security profiles, configurations, and SCCs (Security Context Constraints) to trace potential misconfigurations or vulnerabilities within enterprise installations.
-### Service Access
-
-#### Port Forwarding (2)
-
-  - **(2022)** [==port-map-operator==](https://github.com/MOZGIII/port-map-operator) ⭐ 28  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An operator that automates mapping physical node ports or external router ports directly to target service resources inside the cluster. Excellent for homelabs or edge gateways that need dynamically updated router UPnP mapping profiles.
-### Vulnerability Scanning
-
-#### Pentesting
-
-  - **(2024)** [==kubestriker 🌟==](https://github.com/vchinnipilli/kubestriker) ⭐ 1003  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A dedicated pentesting tool designed to audit, explore, and report vulnerabilities inside Kubernetes environments. It probes misconfigured webhooks, open API endpoints, and insecure ports to locate potential compromise vectors. Essential for red-teaming exercises.
 ## Observability (1)
 
 ### APM and Metrics
@@ -2518,11 +684,6 @@
 #### Observability Platform
 
   - **(2026)** [==SigNoz: Open source Application Performance Monitoring (APM) & Observability' tool 🌟==](https://github.com/SigNoz/signoz) ⭐ 27334  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A massive open-source APM and observability platform natively integrated with OpenTelemetry. Tracks telemetry, trace spans, metrics, and application logs in a unified, high-performance UI backed by ClickHouse. Widely recognized as a major open-source competitor to Datadog.
-### Alert Management
-
-#### Visualizers
-
-  - **(2023)** [==karma 🌟==](https://github.com/prymitive/karma) ⭐ 2648  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A highly functional and responsive dashboard for Prometheus Alertmanager alerts. Enables deep filtering and cluster aggregation across diverse Alertmanager nodes, dramatically improving SRE triage workflows.
 ### Alerting and Notifications
 
 #### Crash Tracking
@@ -2532,58 +693,19 @@
 #### Job Monitoring
 
   - **(2021)** [==**k8s-job-notify**==](https://github.com/sukeesh/k8s-job-notify) ⭐ 133  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A specialized controller that tracks Kubernetes Job transitions and dispatches automated event updates to common communication channels like Slack and Discord. Ideal for keeping systems operations updated on long-running training runs or batch transformations.
-### Audit Logging
-
-#### Change Tracking
-
-  - **(2022)** [home.robusta.dev: Why everyone should track Kubernetes changes and top four' ways to do so](https://home.robusta.dev/blog/why-everyone-should-track-and-audit-kubernetes-changes-and-top-ways) 🌟🌟🌟 [COMMUNITY-TOOL] β€” An analytical guide exploring the operational necessity of tracking live cluster configuration modifications. The post contrasts change-tracking methods, including Kubernetes API auditing, GitOps synchronization differentials, and real-time alerting engines like Robusta and Kubeshark.
-### CLI Utilities (4)
-
-#### Image Security
-
-  - **(2023)** [==kubectl-images==](https://github.com/chenjiandongx/kubectl-images) ⭐ 277  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A CLI plugin designed to scan, inventory, and display the exact container images actively deployed inside a cluster namespace. Essential for identifying outdated registry links and resolving missing image version tags.
-#### Pod Status
-
-  - **(2023)** [==KSS - Kubernetes pod status on steroid==](https://github.com/chmouel/kss) ⭐ 43  [RUST CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A CLI utility designed to enhance pod status visibility, extracting high-fidelity information from Kubernetes clusters in real-time. It visualizes container terminations, restarts, and readiness probes with rich colors and status indicators, addressing the visual limitations of native `kubectl get pods`.
 ### ChatOps
 
 #### Collaboration Platforms
 
   - **(2019)** [**botkube.io**](https://botkube.io) [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Botkube is a collaboration and ChatOps tool designed to integrate Kubernetes clusters directly with popular messaging channels like Slack, Discord, and Teams. It allows debugging, running kubectl commands, and monitoring cluster alerts securely from chat interfaces.
-### Cluster Health
-
-#### Visualization (1)
-
-  - **(2026)** [github.com/oslabs-beta/ClusterWatch](https://github.com/oslabs-beta/ClusterWatch) ⭐ 135  [JAVASCRIPT CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” ClusterWatch is an open-source diagnostics dashboard built to monitor overall cluster stability and track system-wide container events in real time. It offers teams direct, visual insights into container health, restarts, and underlying storage failures without requiring complex platform configurations. This utility is a strong candidate for development environments and simplified operations setups.
 ### Cluster Monitoring
 
 #### Connectivity Checkers
 
   - **(2021)** [==kmoncon==](https://github.com/Stono/kconmon) ⭐ 287  [NODE.JS CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A connection monitoring tool that tests internal and external cluster connectivity paths actively from the inside out. Dispatches continuous diagnostics metrics to trace latency, DNS resolution, and structural network failures across namespaces.
-### Dashboards
-
-#### Developer Tooling (4)
-
-  - **(2023)** [==vmware-tanzu/octant==](https://github.com/vmware-archive/octant) ⭐ 6247  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” Octant was an open-source, extensible developer dashboard designed to visualize local and remote Kubernetes cluster states, resource dependencies, and logs. Project development was officially archived in 2023 as developers shifted to other open-source or commercial alternatives like Lens, OpenLens, and K9s.
-### Debugging (1)
-
-#### CLI Extensions
-
-  - **(2021)** [github.com/JamesTGrant/kubectl-debug](https://github.com/JamesTGrant/kubectl-debug) ⭐ 373  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A kubectl plugin designed to launch temporary debugging containers within a target pod namespace. Streamlines manual container introspection prior to the widespread adoption of native ephemeral containers.
-#### Pre-flight Checks
-
-  - **(2025)** [github.com/replicatedhq/troubleshoot](https://github.com/replicatedhq/troubleshoot) ⭐ 582  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” A framework providing preflight checks and support-bundle collection capabilities for Kubernetes applications. Crucial for enterprise environments deploying applications onto heterogeneous on-premises or customer-managed clusters.
-#### eBPF
-
-  - **(2025)** [**inspektor-gadget/inspektor-gadget**](https://github.com/inspektor-gadget/inspektor-gadget) ⭐ 2846  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An advanced eBPF-based debugging and observability framework for Kubernetes clusters. It instruments system calls, network flows, and filesystem activities directly at the kernel level without injecting sidecars, delivering low-overhead runtime inspection and security auditing.
-### Deployment Monitoring
-
-#### Libraries
-
-  - **(2026)** [werf/kubedog](https://github.com/werf/kubedog) ⭐ 745  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Kubedog is an open-source Go library designed to track and stream real-time logs and events from Kubernetes resources during active rollouts. By operating directly inside pipelines, it allows tools like Werf to react immediately to failing Pods or failing startup probes. Real-world validation highlights its utility for building customized deployment dashboards and intelligent pipeline gates.
 ### Event Management
 
-#### Exporters (1)
+#### Exporters
 
   - **(2024)** [==kubernetes-event-exporter 🌟==](https://github.com/opsgenie/kubernetes-event-exporter) ⭐ 1046  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An essential monitoring tool that continuously watches Kubernetes events and forwards them to various third-party sinks (Elasticsearch, Opsgenie, Kafka, Slack). This architecture solves the issue of short etcd retention windows for audit trails and operations diagnostics. It is actively maintained and highly favored in enterprise-grade logging pipelines.
 #### Notifications
@@ -2599,43 +721,12 @@
 #### Event Routing
 
   - **(2025)** [resmoio/kubernetes-event-exporter](https://github.com/resmoio/kubernetes-event-exporter) ⭐ 1030  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” The Kubernetes Event Exporter routes native, transient cluster events to long-term storage and telemetry backends like Elasticsearch, Kafka, Datadog, or Slack. This ensures reliable auditing trails and operational visibility, filling the void left by default short-lived event structures.
-### Metrics
-
-#### Dashboards (1)
-
-  - **(2021)** [oslabs-beta/kubermetrics](https://github.com/oslabs-beta/kubermetrics) [JAVASCRIPT CONTENT] 🌟 [COMMUNITY-TOOL] β€” Kubermetrics is an open-source visualizer and metrics aggregator for Kubernetes clusters. It provides developers with real-time health data, resource consumption statistics, and alert visualizations. While convenient for local development, it lacks the enterprise-grade scalability of Prometheus-based stacks and operates primarily as a lightweight debugging dashboard.
-#### Lightweight Monitoring (1)
-
-  - **(2026)** [groundcover-com/murre](https://github.com/groundcover-com/murre) ⭐ 319  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Murre is an elegant, lightweight command-line tool designed to query CPU and memory usage statistics from clusters without running Prometheus or Metric Server. By querying the internal Kubelet summary endpoints directly, it quickly provides resource overhead views on any environment. It is ideal for debugging workloads on edge systems where tracking resource consumption must be low-overhead.
-### Network Observability
-
-#### eBPF (1)
-
-  - **(2022)** [dev.to: Pixie: an X-ray Machine for Kubernetes Traffic](https://dev.to/otomato_io/pixie-an-x-ray-machine-for-kubernetes-traffic-23pd) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive technical overview of Pixie, a CNCF-hosted, eBPF-powered observability framework. The guide details how Pixie leverages eBPF kernel probes to dynamically capture SQL commands, HTTP traffic, and performance metrics without code changes or sidecar injection overhead.
-### Performance and Kernel
-
-#### eBPF Monitoring
-
-  - **(2022)** [==kube-ebpf-exporter 🌟==](https://github.com/ahas-sigs/kube-ebpf-exporter) ⭐ 55  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A Prometheus-compatible exporter that translates system events captured via custom eBPF programs into actionable metrics. This allows platform engineers to trace low-level syscalls, file system latency, and network performance with minimal overhead. The project represents a growing shift toward kernel-level observability.
-### UI Clients
-
-#### Multi-Cluster (1)
-
-  - **(2024)** [KubeUI: A Desktop Kubernetes Client](https://github.com/IvanJosipovic/KubeUI) ⭐ 311  [C# CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A high-performance, desktop-optimized UI designed to stream, monitor, and interact with live cluster metrics and objects. It enhances developer agility through dynamic views of multi-cluster namespaces and active workload metrics.
-### UI Dashboards (2)
+### UI Dashboards (1)
 
 #### Validation and Analysis
 
   - **(2025)** [kubevious: application centric Kubernetes UI 🌟](https://kubevious.io) [TYPESCRIPT CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An application-centric dashboard providing structural validation, configuration analysis, and historical state tracking. It dynamically correlates Kubernetes objects to detect structural anomalies, cascading failures, and security rule violations before runtime issues occur.
-#### Visual Management
-
-  - **(2023)** [==Teleskope==](https://github.com/teleskopeView/teleskope_k8s) ⭐ 24  [TYPESCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A visual workspace client offering simple layout views of running pods, services, and configuration objects. Designed to provide dynamic cluster analytics for local developers and platform engineers trying to understand live workloads.
-### UI Tools (1)
-
-#### Visualization (2)
-
-  - **(2026)** [kateyes.co.uk](https://www.kateyes.co.uk) [GO CONTENT]  [COMMUNITY-TOOL] β€” Kateyes serves as a community diagnostic portal providing lightweight cluster visualization and monitoring utilities. It assists platform teams in mapping real-time cluster workloads without deploying heavy, resource-intensive metrics databases. It remains an accessible option for local environment tracking and simplified administrative monitoring.
-### eBPF Diagnostics (1)
+### eBPF Diagnostics
 
 #### Distributed Tracing
 
@@ -2644,29 +735,14 @@
 
 ### Cluster Management Platforms
 
-#### UI Tools (2)
+#### UI Tools
 
   - **(2017)** [==github.com/portainer/portainer==](https://github.com/portainer/portainer) ⭐ 37720  [GO / JAVASCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Portainer is a container management application that simplifies configuration and monitoring of multi-engine container environments, including Kubernetes. Featuring an intuitive web interface, it lowers the operational barrier for developers and sysadmins, facilitating application delivery and role-based access control.
-### Developer Productivity (2)
-
-#### Port Forwarding (3)
-
-  - **(2023)** [==github.com/hcavarsan/kftray ⭐==](https://github.com/hcavarsan/kftray) ⭐ 1524  [TYPESCRIPT / RUST CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” KFTray is a desktop-native menubar utility designed to manage multiple simultaneous kubectl port forwarding connections. It simplifies complex local development loops by allowing engineers to save, group, and dynamically trigger port-forward rules across distinct clusters and namespaces.
 ### Log Aggregation
 
-#### CLI Utilities (5)
-
-  - **(2015)** [==Stern 🌟==](https://github.com/stern/stern) ⭐ 4733  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Stern is a highly efficient Go-based CLI utility that tails logs from multiple pods and containers within a cluster, utilizing regular expressions for flexible Pod selection. It automatically handles the lifecycle of newly spawned pods, appending them to the output stream on the fly.
-  - **(2010)** [==Kubetail 🌟==](https://github.com/johanhaleby/kubetail) ⭐ 3489  [SHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Johanhaleby's Kubetail is a lightweight, widely adopted Bash script that aggregates logs from multiple Kubernetes Pods into a single streaming stdout stream. It utilizes wildcard and regex matching patterns to capture dynamic Pod names, color-coding outputs per container to streamline manual log inspections.
-#### UI Tools (3)
+#### UI Tools (1)
 
   - **(2022)** [==github.com/kubetail-org/kubetail 🌟==](https://github.com/kubetail-org/kubetail) ⭐ 1720  [TYPESCRIPT / GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kubetail (by kubetail-org) is a real-time log-monitoring dashboard designed specifically for Kubernetes environments. It aggregates streaming logs from diverse Pods and containers directly in a web interface, allowing platform engineers to filter, pause, and search outputs instantly.
-### Resource Cleanup (1)
-
-#### Cluster Hygiene
-
-  - **(2023)** [==github.com/yonahd/kor==](https://github.com/yonahd/kor) ⭐ 1798  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kor is an out-of-the-box orphan resource finder that helps platform teams reclaim cluster resources by identifying unused ConfigMaps, Secrets, ServiceAccounts, and PVCs. Featuring stdout, JSON, and Prometheus metrics outputs, it easily embeds into monitoring pipelines to optimize cluster costs.
-  - **(2022)** [==github.com/yonahd/orphaned-configmaps: Orphaned ConfigMaps==](https://github.com/yonahd/orphaned-configmaps) [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Orphaned ConfigMaps detects unreferenced ConfigMaps and Secrets across active namespaces. By scanning volume mounts and env declarations, it exposes abandoned configurations that increase complexity and security exposure. It is a targeted utility for regular cluster housekeeping.
 ### eBPF Observability
 
 #### Application Monitoring
@@ -2682,40 +758,19 @@
   - **(2021)** [Analyze Kubernetes Audit logs using Falco 🌟](https://github.com/developer-guy/falco-analyze-audit-log-from-k3s-cluster) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Demonstrates how to pipe Lightweight Kubernetes (K3s) API server audit logs directly into CNCF Falco. Perfect for resource-constrained edges and automated home lab deployments.
 ## Observability and Performance
 
-### Log Streaming
-
-#### CLI Log Tools
-
-  - **(2017)** [atombender/ktail 🌟](https://github.com/atombender/ktail) ⭐ 365  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A dedicated log-streaming tool built to stream, aggregate, and colorize logs from multiple workloads simultaneously. It filters log pipelines by name or label schemas to optimize terminal investigations.
 ### Network Monitoring
 
 #### Mesh Connectivity
 
   - **(2017)** [**bloomberg/goldpinger 🌟**](https://github.com/bloomberg/goldpinger) ⭐ 2707  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An advanced connectivity troubleshooting tool that deploys as a cluster-wide DaemonSet to ping target peers. It generates visual mesh graphics depicting latency patterns, transport failures, and network partition faults.
-#### Packet Capture
-
-  - **(2018)** [**eldadru/ksniff 🌟**](https://github.com/eldadru/ksniff) ⭐ 3472  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A vital kubectl extension engineered to capture and inspect real-time TCP/IP network packets within pods. It uploads a static tcpdump binary on demand, routing traffic directly to Wireshark for analysis.
-### Performance Testing
-
-#### Load Generation
-
-  - **(2017)** [**codesenberg/bombardier 🌟**](https://github.com/codesenberg/bombardier) ⭐ 6796  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A high-performance, concurrent HTTP benchmarking and load generation tool written in Go. Utilizing standard fasthttp routines, it generates substantial networking loads to test the horizontal scalability and limits of Kubernetes services.
-### Pod Diagnostics
-
-#### Inspection Tools
-
-  - **(2020)** [wangjia184/pod-inspector](https://github.com/wangjia184/pod-inspector) [GO CONTENT]  [COMMUNITY-TOOL] β€” A localized tool developed to inspect and audit target pod environments. It analyzes container variables, runtime logs, and interface networks directly inside running clusters to facilitate rapid diagnosis.
 ### Real-Time Monitoring
 
-#### Diagnostics (1)
-
-  - **(2021)** [ReallyLiri/kubescout: Kube-Scout](https://github.com/ReallyLiri/kubescout) ⭐ 126  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An event diagnostic utility that scans logs and cluster events to track down crashed pods and network failures. It features custom search syntax rules, allowing developers to filter alert noise.
 #### Error Alerting
 
   - **(2021)** [abahmed/kwatch](https://github.com/abahmed/kwatch) ⭐ 1010  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A real-time error monitor and alert router that monitors Kubernetes logs and pod events. When crash loops occur, it streams exact logs and statuses to systems like Slack, Teams, or custom webhooks.
 ## Operations (1)
 
-### Automation (2)
+### Automation (1)
 
 #### Media and Downloaders
 
@@ -2723,166 +778,21 @@
 #### Workflow
 
   - **(2023)** [github.com/oslabs-beta/Ekkremis](https://github.com/oslabs-beta/Ekkremis) ⭐ 129  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” Ekkremis is a Kubernetes orchestration helper developed to manage deferred cron tasks and temporary execution pods. It provides a visual interface for tracking scheduled events, proving beneficial for managing ephemeral QA and administrative maintenance workloads.
-### CLI Tool (1)
-
-#### Cluster Management (3)
-
-  - **(2023)** [Havener](https://github.com/homeport/havener) ⭐ 334  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A convenient CLI tool that wraps kubectl and helm commands into high-level operations, simplifying tasks like sweeping namespaces, downloading files from pods, or executing parallel commands across nodes. In 2026, it remains a valuable utility for cluster administrators seeking faster alternative commands to long kubectl scripts.
-#### Kubectl Plugin
-
-  - **(2021)** [Armada kubectl plugin 🌟](https://github.com/night-gold/armada) ⭐ 15  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” A specialized kubectl plugin designed to streamline the execution of commands across multiple clusters and namespaces simultaneously. It aims to reduce context-switching overhead for multi-cluster operators. In 2026, this tool remains a lightweight, niche CLI utility, largely superseded by more comprehensive multi-cluster management control planes.
-#### Multi-Execution
-
-  - **(2022)** [kubectl-tmux-exec](https://github.com/predatorray/kubectl-tmux-exec) ⭐ 141  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A highly practical kubectl plugin that leverages tmux to multiplex exec connections across multiple Kubernetes pods simultaneously. It allows administrators to run interactive CLI tasks in parallel, with separate panes synchronized for keyboard input. In 2026, it remains an indispensable power-user CLI utility for on-the-fly multi-pod troubleshooting.
-#### Query
-
-  - **(2023)** [ketall](https://github.com/corneliusweig/ketall) ⭐ 751  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A kubectl plugin that executes an authentic 'get all' command, querying every single resource type (including CRDs, cluster-scoped resources, and configs) instead of the limited subset retrieved by default. In 2026, it continues to be one of the most widely recommended diagnostic plugins for capturing complete system topology snapshot outputs.
 ### CLI Tooling
 
-#### Debugging (2)
-
-  - **(2025)** [kvaps/kubectl-node-shell](https://github.com/kvaps/kubectl-node-shell) ⭐ 1818  [SHELL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A highly convenient kubectl plugin that spawns an interactive root shell inside a physical cluster node's host namespace. By bypassing conventional SSH access mechanisms and employing short-lived administrative containers, it simplifies deep OS-level performance tuning.
-  - **(2022)** [kingdonb/kubectl-exec-user](https://github.com/kingdonb/kubectl-exec-user) [GO CONTENT]  [COMMUNITY-TOOL] β€” A specialized kubectl plugin built to execute shell commands inside containers using specific administrative user IDs. While helpful for testing boundary conditions under Pod Security Standards, it has lost active maintenance in favor of native kubectl capabilities.
-  - **(2021)** [mohatb/kubectl-exec](https://github.com/mohatb/kubectl-exec) ⭐ 87  [GO CONTENT]  [COMMUNITY-TOOL] β€” A simple kubectl plugin designed to ease executive context execution into all pods matching a specific label selector. While it simplifies multi-pod execution for ad-hoc debugging, modern enterprise workflows have largely transitioned to more feature-rich and actively maintained alternatives like kubectl-foreach or custom controllers.
-  - **(2019)** [github.com/ibuildthecloud/wtfk8s](https://github.com/ibuildthecloud/wtfk8s) ⭐ 95  [GO CONTENT]  [LEGACY] β€” An archived educational helper utility engineered to inspect cluster logs and auto-decode runtime error states. Although modern AI-powered and observability-driven telemetry pipelines have succeeded it, it represents an important milestone in interactive troubleshooting.
-#### Interactive Shell
-
-  - **(2023)** [github.com/cloudnativelabs/kube-shell ⭐](https://github.com/cloudnativelabs/kube-shell) ⭐ 2393  [PYTHON CONTENT] 🌟🌟🌟 [LEGACY] β€” An interactive command shell wrapper for kubectl that features context indicators, command completion, and inline help. While visually compelling, native terminal enhancements (such as zsh completions combined with fzf) have largely rendered this dedicated wrapper legacy.
-#### Multi-resource Execution
-
-  - **(2025)** [github.com/ahmetb/kubectl-foreach: kubectl foreach ⭐](https://github.com/ahmetb/kubectl-foreach) ⭐ 489  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” kubectl-foreach is a highly efficient plugin that runs kubectl commands across multiple contexts, namespaces, or resources in parallel. It handles asynchronous command execution and presents grouped terminal output, drastically optimizing multi-cluster administrative operations.
-#### Network Testing
-
-  - **(2022)** [github.com/OvidiuBorlean/kubectl-sockperf](https://github.com/OvidiuBorlean/kubectl-sockperf) ⭐ 22  [SHELL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A specialized plugin designed to run sockperf-based latency and throughput tests between Kubernetes pods. Although a valuable benchmarking tool for network CNI evaluations, it is currently inactive, with administrators migrating to generalized benchmarking tools.
-#### Resource Auditing (1)
-
-  - **(2023)** [github.com/chenjiandongx/kubectl-count](https://github.com/chenjiandongx/kubectl-count) ⭐ 39  [GO CONTENT]  [COMMUNITY-TOOL] β€” A fast and minimal kubectl plugin designed to return resource counts grouped by namespace or specific kinds. It targets fast CLI inspections, though modern system administrators frequently replace it with k9s configurations or basic custom scripting.
-  - **(2021)** [pan-net-security/kcount](https://github.com/pan-net-security/kcount) [GO CONTENT]  [LEGACY] β€” A legacy resource-counting CLI tool designed to audit Kubernetes deployments and verify configuration density. The project has largely been archived, with modern platforms choosing native Prometheus queries, k9s, or newer kubectl extensions for cluster-wide resource inspections.
-#### Shell Configuration
-
-  - **(2025)** [**github.com/jonmosco/kube-ps1 ⭐**](https://github.com/jonmosco/kube-ps1) ⭐ 3795  [SHELL CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Kube-ps1 is an absolute de facto standard shell helper that dynamically appends the active Kubernetes context and namespace to the terminal command prompt. By giving clear, constant visual context, it significantly reduces the risk of accidental command execution on production clusters.
-#### Terminal UI
-
-  - **(2023)** [pymag09/kubecui](https://github.com/pymag09/kubecui) ⭐ 128  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” Kubecui is a lightweight terminal-based graphical user interface for Kubernetes cluster inspection. It offers a fast, keyboard-driven structural overview of resources, serving as an alternative to resource-heavy desktop GUI clients for terminal purists.
-#### Visualization (3)
-
-  - **(2024)** [steveteuber/kubectl-graph ⭐](https://github.com/steveteuber/kubectl-graph) ⭐ 690  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A kubectl plugin that parses cluster resource dependencies and generates Graphviz DOT diagrams of resource hierarchies. It serves as an invaluable visual debugging companion for troubleshooting complex Helm deployments or Custom Resource linkages in real-time.
 #### Web Terminal
 
   - **(2025)** [cloudtty/cloudtty: A Kubernetes Cloud Shell (Web Terminal) Operator](https://github.com/cloudtty/cloudtty) ⭐ 655  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” CloudTTY is an operator-backed web terminal designed to securely run browser-based command shell windows inside Kubernetes. Leveraging native container APIs, it provides access to authorized shells without external SSH configurations, proving invaluable for multi-tenant developer portal integration.
-### Chaos Engineering
-
-#### Gamified Diagnostics
-
-  - **(2026)** [kubeinvaders](https://github.com/lucky-sideburn/kubeinvaders) ⭐ 1108  [C CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Kubeinvaders is a gamified chaos engineering platform modeled after classic Space Invaders, where destroying alien ships triggers real-time Pod terminations. While visually playful, it serves as an educational framework to demonstrate system resilience, automatic failover capabilities, and network resilience. It is highly popular for live interactive workshops, chaos training, and community meetups.
-### Cluster Diagnostics
-
-#### Automated Auditing
-
-  - **(2025)** [==KubeEye 🌟==](https://github.com/kubesphere/kubeeye) ⭐ 850  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The main GitHub project repository for KubeEye, an advanced diagnostic utility that analyzes resources, configurations, and network environments. Pinpoints anomalies, deprecations, and potential security hazards. It runs standalone or integrates as a continuous API audit service.
-  - **(2024)** [KubeEye: An Automatic Diagnostic Tool that Provides a Holistic View of Your' Kubernetes Cluster 🌟](https://kubesphere.io/blogs/kubeeye-automatic-cluster-diagnostic-tool) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An automated cluster review tool designed to analyze workloads, node health, and network security profiles. It maps current states against Kubernetes operational best practices. Heavily integrated with KubeSphere, offering operators an intuitive baseline audit tool.
-#### Pod Troubleshooting
-
-  - **(2023)** [==Suspicious pods 🌟==](https://github.com/edrevo/suspicious-pods) ⭐ 96  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A simple CLI troubleshooting tool that scans a cluster for pods displaying unusual behaviors, such as continuous container restarts, pending statuses, or missing configurations. Provides immediate developer feedback with descriptive error logs, speeding up triage.
-#### Resources and Guides
-
-  - **(2021)** [enterprisersproject.com: Kubernetes: 6 open source tools to put your cluster' to the test](https://enterprisersproject.com/article/2021/5/kubernetes-6-open-source-tools-to-test-clusters) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An informative article highlighting six open-source testing and validation tools for Kubernetes clusters. Outlines utilities like Sonobuoy, Polaris, and Popeye, providing cluster operators with a solid reference framework for auditing workload compliance.
-### Cluster Querying
-
-#### OSQuery Integration
-
-  - **(2020)** [==Kube_query==](https://github.com/Isan-Rivkin/kube_query) ⭐ 13  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A developer-focused diagnostic tool that applies SQL query patterns to inspect active Kubernetes cluster states, mimicking OSQuery mechanisms. It simplifies resource discovery by enabling relational SQL queries across Pods, Services, and Deployments. While offering clean diagnostic convenience, live tracking indicates the project remains a niche developer utility.
-### Cluster Upgrades
-
-#### API Deprecations (1)
-
-  - **(2023)** [==Saffire==](https://github.com/FairwindsOps/saffire) ⭐ 126  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” Fairwinds' utility designed to inspect deployed configurations and identify resources mapped to deprecated API versions. Extremely useful in pre-upgrade planning sequences to avoid control-plane migration disruptions. It remains a reliable reference tool during cluster lifecycle updates.
-#### Lifecycle Management (3)
-
-  - **(2023)** [==k8s-platform-lcm: Kubernetes platform lifecycle management 🌟==](https://github.com/arminc/k8s-platform-lcm) ⭐ 182  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An operations manager to track, audit, and upgrade cluster platform components, core Helm charts, and associated operator bundles. It prevents drift across non-application system-level components. Offers a simplified dashboard interface for infrastructure consistency.
-### Command Line Interfaces
-
-#### Cluster Management (4)
-
-  - **(2026)** [==K9s - Kubernetes CLI To Manage Your Clusters In Style!==](https://github.com/derailed/k9s) ⭐ 33963  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” K9s is a widely adopted terminal UI that provides live metrics, log streams, and interactive Shell access inside Kubernetes workloads. It transforms long debugging processes into rapid, keyboard-driven navigation, significantly reducing operational toil. Its integrated resource tracking, RBAC validation screens, and metric charts make it a vital tool for site reliability engineers.
-  - **(2026)** [k9scli.io](https://k9scli.io) [MARKDOWN CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The K9scli portal is the home of K9s, the terminal-based user interface designed to streamline real-time Kubernetes interaction. By abstracting kubectl command sequences into fast, keyboard-driven hotkeys, it has earned standard status in modern DevOps environments. This site serves as the starting point for setting up K9s skins, plugins, and custom cluster views.
-#### Resource Monitoring
-
-  - **(2026)** [vladimirvivien/ktop](https://github.com/vladimirvivien/ktop) ⭐ 1093  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Ktop is an interactive command-line tool modeled directly after classic system monitoring commands like 'top' and 'htop', tailored for Kubernetes environments. It queries cluster APIs to provide dynamic views of node memory utilization, pod health, and resource request ratios. It serves as a fast, accessible option for developers who need quick cluster diagnostics without deploying Prometheus.
-### Command Line Tools (1)
-
-#### Cluster Utilities
-
-  - **(2024)** [==KubeHelper==](https://github.com/kubehelper/kubehelper) ⭐ 249  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An interactive terminal user interface designed to assist operators with fast cluster checks, resource inspection, and safe resource cleaning. Provides structural menu shortcuts, eliminating the need to execute lengthy nested kubectl commands manually.
-#### Interactive Exec
-
-  - **(2024)** [==Kpexec==](https://github.com/ssup2/kpexec) ⭐ 270  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A specialized terminal troubleshooting tool that executes commands within running containers by spinning up privileged sidecars. This allows administrators to troubleshoot slim or distroless images without compromising default workload security bounds.
-#### Node Operations
-
-  - **(2023)** [==kubectl-node-restart 🌟==](https://github.com/MnrGreg/kubectl-node-restart) ⭐ 109  [BASH CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A fast-acting kubectl plugin that coordinates the safe rolling restart of target cluster nodes. It wraps standard drain, cordon, reboot, and uncordon routines to maintain service availability during host maintenance. Widely used for ad-hoc operational tuning.
-#### Terminal UI (1)
-
-  - **(2025)** [==kubebox==](https://github.com/astefanutti/kubebox) ⭐ 2230  [JAVASCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An advanced, high-performance terminal dashboard for cluster visualization. Offers real-time metrics, dynamic log streaming, container exec shortcuts, and immediate cluster health alerts, providing a modern alternative to browser dashboards.
-#### Webhook Visualization
-
-  - **(2023)** [==kubectl-view-webhook 🌟==](https://github.com/Trendyol/kubectl-view-webhook) ⭐ 108  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A high-utility kubectl plugin created to list, audit, and visualize Mutating and Validating Admission Webhooks across clusters. It simplifies debugging of webhooks by outlining exactly which API endpoints are called during cluster operations. Widely adopted by platform operators tracing webhook performance bottle-necks.
-### Context Management (1)
-
-#### Local Development (2)
-
-  - **(2026)** [github.com/SimonTheLeg/konf-go](https://github.com/SimonTheLeg/konf-go) ⭐ 180  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Konf-go is a high-performance, lightweight kubeconfig manager written in Go, built to handle split config setups across hundreds of remote environments. It allows platform engineers to switch context, set default namespaces, and isolate config files without encountering slow latency. Its minimalist design is ideal for developers running terminal-based workspaces.
-### Debugging (3)
-
-#### Ephemeral Containers
-
-  - **(2025)** [openobserve/debug-container](https://github.com/openobserve/debug-container) ⭐ 51  [SHELL CONTENT]  [COMMUNITY-TOOL] β€” A highly functional debugging utility designed to inject ephemeral debug containers into running, distroless application pods. Pre-loaded with essential diagnostics tools, it allows platform engineers to perform networking and process audits without modifying the original container image.
-### Deprecation Monitoring
-
-#### Resource Validation
-
-  - **(2026)** [==Deprek8ion==](https://github.com/swade1987/deprek8ion) ⭐ 143  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A Rego-based validation policy suite created to audit obsolete API resources in Kubernetes templates. While historically popular for preventing runtime upgrade issues, platform engineering teams are transitioning toward active admission dynamic scanners like Pluto or Kubent in modern workflows.
-### Diagnostics (2)
-
-#### Cluster Sanitization
-
-  - **(2025)** [==Popeye - A Kubernetes Cluster Sanitizer 🌟🌟==](https://github.com/derailed/popeye) ⭐ 6296  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Popeye is a powerful utility that audits active Kubernetes clusters, identifying potential configuration anomalies, resource over-allocations, and security misalignments. By cross-referencing live cluster states with best practices, it generates a comprehensive diagnostic report. It is universally adopted in devops workflows for quick cluster hygiene health checks.
-### Garbage Collection (1)
-
-#### Resource Cleanup (2)
-
-  - **(2026)** [==kubectl-reap is a kubectl plugin that deletes unused Kubernetes resources 🌟==](https://github.com/micnncim/kubectl-reap) ⭐ 200  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An automated garbage collection plugin built to find and purge orphan, dangling, or unattached configuration structures. It keeps the target cluster clean by purging long-running stale objects, lowering overall management overhead.
-  - **(2024)** [Qovery/pleco](https://github.com/Qovery/pleco) ⭐ 228  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Pleco is an automated garbage collection utility that monitors cloud providers and Kubernetes clusters to delete stale, expired, or orphaned resources (such as EBS volumes, load balancers, and namespaces). It is widely utilized in dynamic test-environment setups to avoid unnecessary infrastructure expenses.
 ### GitOps and Delivery (1)
 
 #### Application Delivery (1)
 
   - **(2025)** [plural.sh: Deploy open-source software on Kubernetes in record time ⭐](https://www.plural.sh) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Plural is a unified application delivery platform designed to simplify the deployment, orchestration, and continuous operation of open-source software on Kubernetes. By integrating GitOps engines, automated upgrades, and native observability consoles, it reduces the complexity of self-hosting databases, tools, and message brokers.
-#### Deployment Automation
-
-  - **(2020)** [awesome-it/adeploy](https://github.com/awesome-it/adeploy) ⭐ 14  [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” An Ansible-based automation utility designed to orchestrate early-stage Kubernetes cluster deployments. Modern production operations have entirely transitioned to Kubernetes-native platforms (e.g., Kubeadm, Cluster API) and GitOps tooling (e.g., Argo CD).
-#### Image Registry (1)
-
-  - **(2025)** [**crazy-max/diun**](https://github.com/crazy-max/diun) ⭐ 4721  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Diun (Docker Image Update Notifier) is a lightweight CLI application designed to monitor Docker registries and notify team members of active image updates. With support for multiple notification backends (Slack, Telegram, Webhooks), it bridges the gap between static registry management and automated GitOps continuous integration pipelines.
-### Installation
-
-#### Artifact Management
-
-  - **(2025)** [downloadkubernetes.com: Download Kubernetes 🌟](https://www.downloadkubernetes.com) [HTML CONTENT]  [COMMUNITY-TOOL] β€” A simplified utility portal facilitating direct, version-specific binary downloads for various Kubernetes core components, including kubectl, kubeadm, and kubelet across multiple architectures. Streamlines manual bootstrapping and quick-start testing procedures.
-### Logging
-
-#### CLI Tool (2)
-
-  - **(2021)** [rkubelog 🌟](https://github.com/solarwinds/rkubelog) ⭐ 23  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” A command-line tool designed to tail and parse structured Kubernetes application logs in real-time, offering advanced regex filtering, JSON formatting, and stream highlights. While SolarWinds transitioned to central SaaS offerings, this local CLI utility remains a handy, fast tool for developers debug-tailing raw stdout logs in 2026.
 ### Monitoring
 
-#### Automation (3)
+#### Automation (2)
 
   - **(2023)** [oslabs-beta/Palaemon](https://github.com/oslabs-beta/Palaemon) ⭐ 134  [JAVASCRIPT CONTENT] 🌟 [COMMUNITY-TOOL] β€” Palaemon is a diagnostic dashboard tool that focuses on monitoring container state changes and automatically notifying teams of pod crashes and restarts. It provides lightweight health-check alerts, filling the monitoring gap for simple development and staging clusters.
-### Node Management (2)
-
-#### Troubleshooting (1)
-
-  - **(2018)** [Kubernetes DaemonSet that enables a direct shell on each Node using SSH to localhost](https://gist.github.com/xandout/8d24558c75c53f3cb8bf0a97ec25fcfc) [YAML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [LEGACY] β€” Presents a functional DaemonSet template allowing administrators direct node shell access over SSH to localhost. Helpful for troubleshooting bare-metal or legacy infrastructure layers without traditional jump hosts.
 ### Observability (2)
 
 #### Distributed Tracing (1)
@@ -2894,65 +804,21 @@
 #### Prometheus UI
 
   - **(2021)** [KUR8 🌟](https://github.com/oslabs-beta/KUR8) ⭐ 215  [JAVASCRIPT CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An open-source, web-based platform designed to visualize and analyze Prometheus metrics collected from Kubernetes clusters. It features built-in dashboards for node performance, resource limits, and cluster health monitoring. In 2026, the project is largely static, serving as an educational reference for writing lightweight Prometheus visualizers.
-#### Resource Analysis
-
-  - **(2021)** [Kubesurveyor 🌟](https://github.com/viralpoetry/kubesurveyor) [GO CONTENT]  [LEGACY] β€” A tool designed to scan and map namespaces, workloads, and running pods in a Kubernetes cluster, providing an overview of configuration layouts and potential drift. By 2026, this unmaintained project has been archived, with its core inventory and mapping functions fully replaced by native Prometheus/Grafana or modern platform engineering portal features.
-#### Visualization (4)
+#### Visualization (1)
 
   - **(2024)** [KubeView 🌟](https://github.com/benc-uk/kubeview) ⭐ 1201  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A web-based, real-time visualization tool that renders Kubernetes API objects (Pods, Deployments, Services, Ingresses) and their relationships as a structured graphical map. It assists developers and administrators in diagnosing network routing and mapping configurations. In 2026, it is highly appreciated as a lightweight alternative to heavier cluster dashboards.
 #### Visualizer
 
   - **(2021)** [sciuro](https://github.com/cloudflare/sciuro) ⭐ 180  [TYPESCRIPT CONTENT] 🌟🌟 [EMERGING] β€” An experimental graphical interface developed by Cloudflare to visualize Kubernetes workloads, cluster nodes, and networking paths in real time. It was designed to highlight resource topology and mapping structures. In 2026, the repository is unmaintained but serves as an informative architectural archetype for web UI mapping.
-### Platform Engineering (3)
+### Platform Engineering (2)
 
-#### Control Planes (1)
+#### Control Planes
 
   - **(2025)** [github.com/krateoplatformops/krateo](https://github.com/krateoplatformops/krateo) [GO CONTENT] [ADVANCED LEVEL]  [EMERGING] β€” Krateo Platform Ops is an emerging control plane orchestrator designed to build standardized internal platforms. Utilizing Crossplane underneath, it helps platform engineers manage heterogeneous cloud resources, database deployments, and infrastructure pipelines via declarative Kubernetes interfaces.
 #### Service Catalog
 
   - **(2024)** [github.com/JovianX/Service-Hub](https://github.com/JovianX/Service-Hub) ⭐ 122  [GO CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” Service-Hub is a self-service platform dashboard designed to turn Helm charts, operators, and cloud infrastructure scripts into unified service catalog items. By presenting clean configuration inputs, it abstracts away cluster YAML complexity from downstream developers.
-### Port Forwarding (4)
-
-#### Local Development (3)
-
-  - **(2026)** [github.com/we-dcode/kubetunnel](https://github.com/we-dcode/kubetunnel) ⭐ 200  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Kubetunnel is an elegant CLI utility that establishes secure bi-directional tunnels, connecting local developer machines with active remote namespaces. It enables local microservices to resolve cluster-internal DNS and receive traffic as if they were running inside the virtual network. This capability dramatically accelerates development cycles by eliminating the need for constant remote deployments.
-  - **(2026)** [github.com/AdamRussak/k8f](https://github.com/AdamRussak/k8f) ⭐ 41  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” K8f simplifies local microservice debugging by providing a graphical interface to manage multiple concurrent Kubernetes port-forward tunnels. It replaces manual, error-prone terminal execution with a clean dashboard for defining, starting, and monitoring local-to-remote cluster tunnels. This GUI wrapper is highly beneficial for developers managing complex, multi-service local mockups.
-### Resource Management
-
-#### CLI Tooling (1)
-
-  - **(2025)** [Kube-capacity](https://github.com/robscott/kube-capacity/releases) ⭐ 2636  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Kube-capacity is an exceptionally popular CLI utility designed to synthesize and output resource requests, limits, and actual real-time utilization. It queries metrics servers and displays overall usage at the node, pod, and container levels, acting as a crucial tool for capacity optimization.
-#### Cleanup
-
-  - **(2022)** [K8sPurger 🌟](https://github.com/yogeshkk/K8sPurger) ⭐ 256  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A tool designed to scan a Kubernetes cluster for unused resources, identifying orphan ConfigMaps, Secrets, PVCs, and service accounts. By automating the discovery of redundant workloads, it reduces bloat and improves cluster security posture. Active through 2026 as a simple, highly effective housecleaning utility.
-#### Configuration Auditing
-
-  - **(2023)** [Ramilito/kubediff ⭐](https://github.com/Ramilito/kubediff) ⭐ 185  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” Kubediff is an operational helper designed to compare local structural Kubernetes resource configurations against running runtime instances. It acts as an validation sanity checker before executing apply commands, mitigating unintentional production configuration drifts.
-#### Garbage Collection (2)
-
-  - **(2024)** [==Kubernetes Janitor==](https://codeberg.org/hjacobs/kube-janitor) [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A declarative janitor utility designed to clean up temporary cluster resources based on time-to-live (TTL) rules or custom annotations. Highly utilized in QA/Dev clusters to automatically purge leaked namespaces and test deployments. While migrated to Codeberg, the tool is robust and actively supported for resource hygiene.
-### Scheduling (3)
-
-#### Ad-hoc Tasks
-
-  - **(2021)** [maorfr/kube-tasks: Kube tasks](https://github.com/maorfr/kube-tasks) ⭐ 23  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” A lightweight CLI tool designed to run one-off tasks in a Kubernetes cluster without creating persistent deployments or CronJobs. It allows developers to quickly spin up debugging or configuration pods that auto-terminate. In 2026, it is a convenient tool for quick tasks, though similar functionality exists natively via kubectl run.
-### Security
-
-#### Image Scanning
-
-  - **(2021)** [caldito/soup](https://github.com/caldito/soup) ⭐ 40  [GO CONTENT] 🌟 [LEGACY] β€” Soup is a small open-source CLI tool designed to extract, analyze, and report on the container image tags actively running across a Kubernetes cluster. It aids operations teams in identifying legacy or unpinned image tags, although modern comprehensive policy engines like Kyverno have largely subsumed its utility.
-### Troubleshooting Platforms
-
-#### Automation (4)
-
-  - **(2026)** [komodor.com: Komodor Workflows: Automated Troubleshooting at the Speed of' WHOOSH!](https://komodor.com/blog/using-workflows-to-troubleshoot-like-a-pro) [MARKDOWN CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” This architectural review outlines the implementation of automated workflows within the Komodor platform to speed up incident resolution. It documents how platform administrators can configure automated runs to inspect cluster state changes, pod terminations, and configuration drift. The resource offers practical design insights for implementing rapid triage mechanisms across multi-cluster environments.
-### Upgrade Safety
-
-#### Auditing
-
-  - **(2025)** [**doitintl/kube-no-trouble: kubent ⭐⭐⭐**](https://github.com/doitintl/kube-no-trouble) ⭐ 3673  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” Kube No Trouble (kubent) is an indispensable CLI utility that scans running Kubernetes clusters for deprecated API usage, obsolete resources, and outdated Helm values. By auditing cluster metadata prior to major platform upgrades, it provides an outstanding safety margin.
-  - **(2023)** [FairwindsOps/gonogo](https://github.com/FairwindsOps/gonogo) ⭐ 146  [GO CONTENT] 🌟 [LEGACY] β€” A specialized CLI tool developed to assess cluster upgrade readiness by auditing manifests for deprecated APIs. Although critical during older Kubernetes version transitions, the tool has yielded active usage to modern checkers like kubent.
-### Visualization (5)
+### Visualization (2)
 
 #### Dashboard
 
@@ -2963,79 +829,13 @@
 #### UI Portal
 
   - **(2025)** [==skooner - Kubernetes Dashboard==](https://github.com/skooner-k8s/skooner) ⭐ 1439  [JAVASCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A lightweight, real-time web console formerly known as Kube-dev. Optimized for both mobile and desktop screens, it enables platform engineers to quickly monitor and manage cluster resources, deployments, and logs without resource overhead.
-## Operations and Troubleshooting
-
-### Diagnostic Analysis
-
-#### Windows Packet Capture
-
-  - **(2020)** [github.com/OvidiuBorlean/kubectl-windumps](https://github.com/OvidiuBorlean/kubectl-windumps) ⭐ 7  [GO CONTENT] [ADVANCED LEVEL]  [LEGACY] β€” A legacy kubectl command-line utility facilitating TCP packet captures directly on Windows Server nodes within AKS clusters. Live grounding shows the project has been inactive for several years, yet it serves as a valuable conceptual reference for troubleshooting deep network issues.
-## Operations and UX
-
-### CLI Plugins
-
-#### Cluster Context
-
-  - **(2026)** [Kubeswitch (for operators) 🌟](https://github.com/danielfoehrKn/kubeswitch) ⭐ 1170  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An advanced, highly scalable context and kubeconfig switcher designed for operators managing thousands of Kubernetes clusters. Offering sub-second response times and secure dynamic discovery of kubeconfigs, it replaces traditional static setups.
-  - **(2018)** [kubeswitch: Kubernetes Version Switcher 🌟](https://github.com/steamhaus/kubeswitch) ⭐ 11  [SHELL CONTENT] 🌟 [LEGACY] β€” A legacy command-line tool developed to swap between different versions of kubectl dynamically, ensuring version compatibility across distinct Kubernetes clusters. It has been superseded by containerized execution and modern multi-cluster managers.
-#### Context Switching (1)
-
-  - **(2021)** [kcg 🌟](https://github.com/bit-cloner/kcg) ⭐ 19  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” Kubernetes Context Generator (kcg) is a simple utility built to simplify generating custom kubeconfig profiles across multiple distinct environments. It remains a minor community project overshadowed by enterprise dynamic loaders.
-#### Interactive Shell (1)
-
-  - **(2018)** [kubeshell](https://github.com/roubles/kubeshell) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” An early attempt at building an interactive shell auto-complete program for kubectl. Now defunct, its conceptual UX improvements have been integrated directly into standard shell autocompletion patterns and kubectl aliases.
-#### Resource Navigation
-
-  - **(2021)** [kubectl-fuzzy 🌟](https://github.com/d-kuro/kubectl-fuzzy) ⭐ 167  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A CLI plugin for kubectl that integrates fuzzy filtering capabilities via fzf. It streamlines cluster operations by enabling interactive search and selection of pods, namespaces, deployments, and logs directly from the terminal.
-### GitOps Verification
-
-#### State Difference
-
-  - **(2019)** [**kubediff 🌟**](https://github.com/weaveworks/kubediff) ⭐ 1181  [PYTHON CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A pioneering utility from Weaveworks that compared declarative Kubernetes manifests on disk with live cluster state to highlight drift. Historically important as a foundational GitOps tool, now superseded by automated reconciliation loops.
-### Manifest Generation (2)
-
-#### Resource Cleaning
-
-  - **(2026)** [**kubectl-neat 🌟**](https://github.com/itaysk/kubectl-neat) ⭐ 2077  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Kubectl-neat is an essential CLI plugin that formats raw, exported Kubernetes YAML files to remove internal cluster noise (such as automatically populated statuses and timestamps), yielding highly readable manifests for GitOps.
-  - **(2021)** [kubectl-eksporter 🌟](https://github.com/Kyrremann/kubectl-eksporter) ⭐ 23  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” A kubectl plugin designed to clean and extract manifest files directly from active cluster resources. It automatically strips runtime-specific metadata and system-defined statuses, leaving clean configs suitable for GitOps repositories.
-#### Resource Filtering
-
-  - **(2021)** [kfilt](https://github.com/ryane/kfilt) ⭐ 114  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A CLI tool dedicated to filtering specific resources out of massive Kubernetes manifest streams. By allowing developers to extract or drop manifests based on metadata, labels, or names, it functions as an essential pipeline tool.
-### Network Tunneling
-
-#### Developer Tools
-
-  - **(2020)** [mbuffett.com: Replacing ngrok with ktunnel](https://mbuffett.com/posts/ktunnel-ngrok-replace) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” A technical blog post detailing how to configure and utilize ktunnel to replace commercial ngrok tunnels. It outlines reverse tunneling architectures from local laptops into remote clusters for low-latency testing.
-## Package Management
-
-### Developer Tools (1)
-
-#### CLI Wrappers
-
-  - **(2022)** [kbrew](https://github.com/kbrew-dev/kbrew) ⭐ 189  [GO CONTENT] 🌟 [EMERGING] β€” Kbrew functions as an experimental package manager for local Kubernetes configurations, attempting to bring a Homebrew-like ease of installation to manifest files. It streamlines package delivery for local developer environments, although it has struggled to gain mainstream traction against established tools like Helm or Kustomize.
 ## Performance and Testing
 
-### Benchmarking
-
-#### Storage Performance
-
-  - **(2021)** [vmware-tanzu/k-bench 🌟](https://github.com/vmware/k-bench) ⭐ 408  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A benchmarking framework tailored specifically for assessing file and block storage performance inside Kubernetes. It runs FIO operations inside containers to analyze read/write IOPS and latency behaviors across storage classes.
-### Cluster Validation
-
-#### Health Checking
-
-  - **(2016)** [**aelsabbahy/goss**](https://github.com/goss-org/goss) ⭐ 5904  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Goss is an ultra-fast, YAML-based infrastructure validation and health-checking tool. Commonly utilized in Kubernetes as a minimal, lightweight container liveness/readiness probe or system validation suite.
 ### Load Testing
 
-#### Benchmarking (1)
-
-  - **(2020)** [kube-burner 🌟](https://github.com/kube-burner/kube-burner) ⭐ 773  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A specialized performance and orchestration tool designed to stress-test Kubernetes clusters. It automates object creation, monitors cluster health in real time via Prometheus, and measures scheduling latency at scale.
 #### Observability (3)
 
   - **(2021)** [==ddosify/ddosify==](https://github.com/getanteon/anteon) ⭐ 8528  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Rebranded from Ddosify to Anteon, this is a high-performance, developer-centric network load-testing and observability platform. It allows simulating high concurrency to benchmark REST APIs, HTTP endpoints, and Kubernetes workloads.
-#### Stress Testing
-
-  - **(2021)** [openshift: Introducing kube-burner, A tool to Burn Down Kubernetes and OpenShift 🌟](https://www.redhat.com/en/blog/introducing-kube-burner-a-tool-to-burn-down-kubernetes-and-openshift) [MARKDOWN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Red Hat's official announcement and architectural breakdown of kube-burner. It covers how the tool enables platform engineers to benchmark OpenShift and standard Kubernetes cluster limits by automating mass resource creation and metric collection.
 ## Performance Engineering
 
 ### Kubernetes Optimization
@@ -3045,32 +845,18 @@
   - **(2025)** [**How Kruize Optimizes OpenShift Workloads**](https://developers.redhat.com/articles/2025/06/25/how-kruize-optimizes-openshift-workloads) [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Technical review explaining how the Kruize Autotune project leverages prometheus metrics to autonomously profile and adjust microservices allocations on enterprise OpenShift clusters.
 ## Platform
 
-### Application Platform
-
-#### Custom Resources (1)
-
-  - **(2021)** [cloud-ark/caastle](https://github.com/cloud-ark/caastle) ⭐ 26  [PYTHON CONTENT] 🌟 [COMMUNITY-TOOL] β€” An application-focused operator designed to manage multi-tiered applications in Kubernetes using structured Custom Resources. By coordinating complex dependency lifecycles across different services, it attempts to simplify custom operator architecture. In 2026, it is primarily viewed as a research-level project.
 ### PaaS
 
 #### Cloud Foundry
 
   - **(2022)** [cf-for-k8s](https://github.com/cloudfoundry/cf-for-k8s) ⭐ 292  [GO CONTENT] 🌟🌟 [LEGACY] β€” An implementation of Cloud Foundry designed to run natively on Kubernetes, blending the Cloud Foundry developer experience (cf push) with Kubernetes infrastructure. By 2026, this repository is archived as Cloud Foundry has transitioned its Kubernetes strategy toward more modular tools (like Korifi), rendering this specific integrated project a legacy reference.
-## Platform Engineering (4)
+## Platform Engineering (3)
 
 ### Application Delivery (2)
 
-#### Educational Material (1)
-
-  - **(2021)** [blog.logrocket.com: Intro to KubeVela: A better way to ship applications](https://blog.logrocket.com/kubevela-intro-better-way-ship-applications)  [COMMUNITY-TOOL] β€” An introductory developer guide providing an overview of KubeVela's application architecture model and its practical advantages over standard Kubernetes YAML files. It explains how to model complex deployment stages.
-  - **(2021)** [developers.redhat.com: Using Dekorate to generate Kubernetes manifests for' Java applications](https://developers.redhat.com/blog/2021/03/17/using-dekorate-to-generate-kubernetes-manifests-for-java-applications)  [COMMUNITY-TOOL] β€” This technical resource explores Dekorate, a Java-based framework that generates standard Kubernetes resource manifests during code compilation. By parsing Java annotations, Dekorate builds custom, valid deployment configurations.
 #### OAM Engines
 
   - **(2020)** [==kubevela.io 🌟==](https://kubevela.io) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” KubeVela is an advanced CNCF-incubating application delivery and multi-cluster orchestrator built upon the Open Application Model (OAM). It decouples application declarations from physical cluster configurations by converting policies and workflows into unified abstractions.
-### Boilerplates
-
-#### Reference Architectures
-
-  - **(2022)** [==kubernetes-common-services==](https://github.com/ManagedKube/kubernetes-common-services) ⭐ 129  [YAML CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A curated repository hosting template manifests and configuration blueprints for common supporting platform infrastructure. Includes readily deployable definitions for monitoring stacks, ingress controllers, certificate issuers, and log forwarders.
 ### Cluster Distributions
 
 #### NoOps Platforms
@@ -3080,320 +866,92 @@
 
 #### API Federation
 
-  - **(2023)** [==github.com/opencontrolplane==](https://github.com/opencontrolplane) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” OpenControlPlane provides abstract control plane frameworks designed to decouple custom APIs from heavy physical compute workloads. Inspired by minimal KCP architectures, it allows API lifecycle orchestration without the operational overhead of managing physical Kubernetes nodes. It is useful for platform teams designing custom APIs.
   - **(2021)** [==kcp: a prototype of a Kubernetes API server that is not a Kubernetes cluster' - a place to create, update, and maintain Kube-like APIs with controllers above or without clusters==](https://github.com/kcp-dev/kcp) ⭐ 2785  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” KCP acts as a highly customizable prototype of a Kubernetes API server that functions completely independent of physical container nodes. It serves as a foundational platform for control plane building, multi-cluster API management, and physical-compute scheduling abstraction.
-### Custom Control Planes
+### Job Scheduling
 
-#### Multi-Tenancy (2)
+#### Batch Workloads
 
-  - **(2024)** [Arktos](https://github.com/futurewei-cloud/arktos) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An alternative, heavily modified Kubernetes runtime architecture optimized for massive multi-tenancy scales. Introduces partition-based controllers and native multi-tenant routing directly inside the API server context.
-### Developer Productivity (3)
-
-#### Configuration Editors
-
-  - **(2021)** [==kubeshop/monokle==](https://github.com/kubeshop/monokle) ⭐ 2138  [TYPESCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Monokle is a visual Kubernetes configuration editor and IDE engineered to simplify manifest creation, validation, and delivery. It parses local directories and live cluster states, offering visual representations of resource dependencies.
-#### Educational Material (2)
-
-  - **(2022)** [youtube: From Code to Cloud: Quality Kubernetes Deployments with Monokle' | Cloud Native Islamabad](https://www.youtube.com/watch?v=7IFAg782pf8)  [COMMUNITY-TOOL] [GUIDE] β€” A video presentation exploring how to transition from code to cloud by utilizing Monokle to build high-quality, compliant Kubernetes deployments. The session provides live demonstrations of Monokle's visual editing capabilities.
-#### Tooling Accelerators
-
-  - **(2021)** [Kubeshop 🌟](https://kubeshop.io) [VARIOUS CONTENT]  [COMMUNITY-TOOL] β€” Kubeshop is an open-source tool incubator and accelerator dedicated to creating developer-focused Kubernetes tooling and workflows. It acts as the umbrella ecosystem behind successful platforms such as Testkube, Monokle, and Botkube.
-#### UI Tools (4)
-
-  - **(2020)** [k8studio](https://k8studio.io) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” K8Studio is a desktop graphical user interface designed to simplify multi-cluster Kubernetes administration and visualization. It presents a dynamic topological map of running cluster workloads, enabling live log streaming and terminal executions.
-### Infrastructure as Code (4)
-
-#### Terraform and AWS
-
-##### EKS Modules
-
-  - **(2023)** [**AWS EKS Argo CD Terraform Component**](https://github.com/cloudposse-terraform-components/aws-eks-argocd) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Enterprise-ready Terraform submodule designed to deploy, configure, and bootstrap Argo CD onto an existing AWS EKS cluster. Standardizes complex security configurations, integrates with IAM Roles for Service Accounts (IRSA), and provisions preconfigured Helm releases.
-### Installation (1)
-
-#### Bare Metal (3)
-
-  - **(2023)** [==Agorakube==](https://github.com/ilkilab/agorakube) ⭐ 98  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An open-source Kubernetes engine dedicated to automating production-ready installations over bare metal setups. Streamlines storage provisioning, load balancing integrations, and upgrades across dedicated offline data center runtimes.
-### Internal Developer Platforms (1)
-
-#### Frameworks (1)
-
-  - **(2026)** [syntasso/kratix](https://github.com/syntasso/kratix) ⭐ 753  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Kratix is a modular framework built to help platform engineering teams construct customized Internal Developer Platforms (IDPs). Using the concept of 'Promises', it permits engineers to define declarative APIs that generate multi-step orchestration workflows across multiple infrastructure planes. Grounding showcases its fast-growing appeal for companies seeking to build bespoke self-service capabilities without locking into heavy commercial portals.
-### Kubernetes GitOps and Packaging
-
-#### Alternative Deployment Engines
-
-  - **(2026)** [**Nelm: A Helm Alternative for Kubernetes Deployments**](https://github.com/werf/nelm) ⭐ 1083  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A high-performance deployment engine embedded in Werf that provides a drop-in, robust alternative to standard Helm tracking. It addresses Helm's native state validation limitations by offering deep, real-time resource validation and status monitoring.
-#### Auditing and Maintenance
-
-  - **(2024)** [helm-changelog: Create changelogs for Helm Charts, based on git history](https://github.com/mogensen/helm-changelog) ⭐ 43  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” A smart CLI helper designed to parse git commit logs and automatically compile detailed changelogs for Helm releases. Ideal for maintaining human-readable release histories without manual maintenance bottlenecks during major release cycles.
-#### Compliance and Validation
-
-  - **(2025)** [redhat-certification: chart-verifier: Rules based tool to certify Helm charts' 🌟](https://github.com/redhat-certification/chart-verifier) ⭐ 61  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Red Hat's policy-enforcement checker built to certify Helm charts for enterprise deployment suitability on OpenShift platforms. It verifies that packaging templates align with platform standards, security models, and compliance benchmarks.
-#### Helm Documentation
-
-  - **(2025)** [**helm-docs**](https://github.com/norwoodj/helm-docs) ⭐ 1745  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An automated utility designed to generate clear Markdown documentation from Helm chart metadata and schema structures. By analyzing values.yaml schema annotations, it produces clean, standardized configuration tables. This ensures chart configurations remain self-documenting and structurally valid within CI/CD pipelines.
-#### Helm Templates
-
-  - **(2025)** [HULL](https://github.com/vidispine/hull) ⭐ 288  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” The Helm Utility Library Layer (HULL) is an innovative templating library designed to drastically reduce boilerplate code. It allows platform engineers to define Kubernetes resources declaratively within JSON/YAML schemas, minimizing redundant YAML scripting.
-### Kubernetes Manifests
-
-#### Validation and Linting
-
-  - **(2025)** [==KubeLinter==](https://github.com/stackrox/kube-linter) ⭐ 3469  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An enterprise-grade static analyzer for raw Kubernetes manifest files and Helm charts. Translates security benchmarks, privileged container checks, and missing resource limits into actionable DevOps signals.
-  - **(2024)** [==github: Kubernetes JSON Schemas 🌟==](https://github.com/instrumenta/kubernetes-json-schema) ⭐ 337  [NONE CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An archive of automatically generated JSON Schemas extracted from official Kubernetes API definitions. Historically key for linting, now superseded by modern integrated IDE validation engines and CRD schemas.
-### Multi-Cluster Routing (1)
+  - **(2024)** [**Kueue Release v0.14.0**](https://github.com/kubernetes-sigs/kueue/releases/tag/v0.14.0) ⭐ 2563  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight details the Kueue v0.14.0 release for advanced batch queuing in Kubernetes. Live engineering in 2026 highlights Kueue as the de facto standard for queuing, resource-sharing, and optimizing ML/AI compute clusters using standard scheduling components.
+### Multi-Cluster Routing
 
 #### Fleet Orchestration
 
-  - **(2021)** [==github.com/clusternet==](https://github.com/clusternet/clusternet) ⭐ 1437  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Clusternet is an open-source, multi-cluster management framework designed to orchestrate application deployment across heterogeneous cloud-to-edge Kubernetes networks. It decouples control planes by introducing push and pull-based scheduling mechanisms, allowing seamless policy propagation.
   - **(2020)** [==open-cluster-management.io==](https://open-cluster-management.io) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Open Cluster Management (OCM) is a modular, extensible CNCF project designed to orchestrate fleets of Kubernetes clusters at scale. It defines standardized API abstractions for cluster registration, application deployment policies, and compliance management.
-### Multi-Tenancy (3)
-
-#### Policy Enforcement (1)
-
-  - **(2020)** [==platformengineering.org/tools/capsule ⭐==](https://platformengineering.org/tools/capsule) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Capsule provides native multi-tenancy in single Kubernetes clusters by implementing lightweight tenant abstractions. Operating as a custom operator, it manages namespaces without replacing standard Kubernetes APIs or creating separate control planes. It is highly valued for enforcing governance limits in shared enterprise platforms.
 ### Service Mesh Management
 
-#### Educational Material (3)
-
-  - **(2022)** [Exploring Kubernetes Pods with Meshery](https://docs.meshery.io/guides/tutorials/kubernetes-pods)  [COMMUNITY-TOOL] β€” An operational guide from the Meshery documentation focusing on managing and inspecting Kubernetes Pods within a service mesh environment. It illustrates how to leverage Meshery's visual designer to orchestrate workloads.
 #### Observability Platforms
 
   - **(2019)** [==Meshery==](https://github.com/meshery/meshery) ⭐ 10279  [GO / JAVASCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Meshery is a comprehensive multi-service mesh management plane designed to provision, validate, and optimize service mesh infrastructures. Operating as a CNCF project, it supports multiple service mesh architectures from a single portal.
-### Testing Frameworks
+## Resource Management
 
-#### Automation Tools
-
-  - **(2019)** [==KubeLibrary==](https://github.com/devopsspiral/KubeLibrary) ⭐ 145  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” KubeLibrary is an open-source testing library that integrates the official Kubernetes Python Client with the Robot Framework. It enables platform and QA engineers to write human-readable end-to-end integration and sanity tests.
-## Provisioning (3)
-
-### Ansible
-
-#### Advanced Infrastructure
-
-  - **(2024)** [==krd==](https://github.com/electrocucaracha/krd) ⭐ 40  [SHELL/ANSIBLE CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The Kubernetes Reference Deployment (KRD) leverages Ansible playbooks and shell scripts to automate multi-node cluster provisioning with advanced network architectures, hardware acceleration (SR-IOV), nested VM hypervisors, and distributed storage engines.
-## Reliability (1)
-
-### Architectural Patterns
-
-#### Disaster Recovery
-
-  - **(2021)** [Kubernetes Active Passive Applications](https://github.com/amelbakry/kubernetes-active-passive) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A reference architecture guiding the implementation of Active-Passive configurations within multi-region Kubernetes topologies. Provides template setups for handling state synchronization and global traffic failovers.
-### Testing (1)
-
-#### Performance Benchmarking
-
-##### Operators (1)
-
-  - **(2024)** [==cloud-bulldozer/benchmark-operator: The Chuck Norris of cloud benchmarks==](https://github.com/cloud-bulldozer/benchmark-operator) ⭐ 305  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Automates heavy performance testing (e.g., FIO, uperf) within active clusters. It deploys targets, isolates benchmark metrics, and exports execution data to visualization layers.
-## Resource Management (1)
-
-### Automation and Tools
-
-#### Rightsizing Tools
-
-  - **(2024)** [==github.com/FairwindsOps: Goldilocks is a utility that can help you identify' a starting point for resource requests and limits==](https://github.com/FairwindsOps/goldilocks) ⭐ 3250  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Goldilocks is a highly popular utility that analyzes Vertical Pod Autoscaler (VPA) recommendations.
-- Automatically creates VPAs for workloads and visualizes ideal resource boundaries in a clean dashboard.
-- Essential for platform engineers aiming to establish baseline CPU and memory allocations.
-  - **(2023)** [==kondense 🌟==](https://github.com/unagex/kondense) ⭐ 368  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kondense is an open-source, lightweight auto-tuning utility for Kubernetes.
-- Runs asynchronously to analyze workload consumption and dynamically update resource definitions.
-- Aims to reduce idle node overhead with minimal configuration.
-### FinOps (1)
+### FinOps
 
 #### Cluster Scale Down
 
   - **(2021)** [govirtuo/kube-ns-suspender 🌟](https://github.com/kube-ns-suspender/kube-ns-suspender) ⭐ 84  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A cloud-cost mitigation helper designed to scale down resources in designated Kubernetes namespaces during idle hours (e.g., nights and weekends). It intercepts workload resources like Deployments and StateSets to reduce overhead.
-## Runtime
+## Scheduling (2)
 
-### WebAssembly Wasm
-
-#### Container Engines
-
-  - **(2025)** [github.com/KWasm/podman-wasm](https://github.com/KWasm/podman-wasm) ⭐ 30  [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Part of the KWasm ecosystem, podman-wasm integrates WebAssembly runtimes directly with Podman container environments. It enables the seamless execution of highly isolated Wasm workloads alongside native Linux containers, signaling the paradigm of lightweight, secure serverless execution.
-## Scheduling (4)
-
-### Batch Workloads
-
-#### HPC
-
-  - **(2018)** [kube-batch](https://github.com/kubernetes-retired/kube-batch) ⭐ 1091  [GO CONTENT] 🌟🌟 [LEGACY] β€” An early batch scheduler for Kubernetes designed to run high-performance computing (HPC) and deep learning workloads. Note: This project is now retired and archived; its features have been superseded by Volcano or the native Kubernetes scheduler queueing enhancements.
-### Custom Schedulers
-
-#### Experimental
-
-  - **(2018)** [github.com/rothgar/bashScheduler](https://github.com/rothgar/bashScheduler) [BASH CONTENT] [ADVANCED LEVEL]  [EMERGING] β€” An experimental Kubernetes scheduler written entirely in Bash. It is exclusively intended for academic learning, illustrating scheduling queues, node filtering, and binding phases to developers wanting to grasp scheduler-manager communication without compiled code complexity.
-### Multi-Cluster (2)
+### Multi-Cluster (1)
 
 #### Batch Workloads (1)
 
   - **(2020)** [Armada](https://github.com/armadaproject/armada) ⭐ 600  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A high-throughput, multi-cluster batch queuing system built on top of Kubernetes. Armada manages tens of thousands of concurrent jobs across geographically distributed clusters, optimized for machine learning and quantitative analysis.
-### Scheduler Plugins
+## Security
 
-#### Enterprise Topology
+### Access Control (2)
 
-  - **(2024)** [Azure/placement-policy-scheduler-plugins](https://github.com/Azure/placement-policy-scheduler-plugins) ⭐ 55  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” This repository contains custom scheduling plugins for the Kubernetes default scheduler, built by Azure. They implement advanced scheduling topologies like strict fault-domain placement, proximity-based scheduling, and specialized multi-tenant constraints, providing deep scheduling control for hyperscale enterprise architectures.
-## Security (1)
-
-### Access Control (1)
-
-#### RBAC Audit
-
-  - **(2025)** [github.com/alcideio/rbac-tool](https://github.com/alcideio/rbac-tool) ⭐ 1077  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” RBAC Tool is a powerful suite designed to simplify, audit, and generate Kubernetes Role-Based Access Control policies. It includes policy analysis commands, visual dependency graphs, and lookup capabilities to quickly ensure compliance with the least privilege security model.
 #### RBAC Management
 
   - **(2025)** [==Permission Manager 🌟==](https://github.com/sighupio/permission-manager) ⭐ 1371  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An intuitive web application designed to govern Kubernetes Role-Based Access Control (RBAC). It enables cluster administrators to seamlessly provision users, generate Kubeconfigs, and bind specific permissions without manually editing complex YAML manifest specifications.
 #### SSH Proxy
 
   - **(2025)** [**github.com/ContainerSSH/ContainerSSH**](https://github.com/ContainerSSH/ContainerSSH) ⭐ 3054  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” ContainerSSH is a high-security proxy server that dynamically spins up an isolated, single-use container in Kubernetes whenever a user initializes an SSH connection. It ensures strict credential verification and guarantees absolute environment isolation, preventing host namespace contamination.
-### Admission Control (4)
+### Admission Control
 
 #### Image Signature
 
   - **(2024)** [connaisseur](https://github.com/sse-secure-systems/connaisseur) ⭐ 473  [PYTHON CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An admission controller that integrates image signature verification (using Cosign, Notary, or other signatures) directly into Kubernetes' admission flow. It ensures only trusted, cryptographically signed container images can be deployed in the cluster. Highly secure and widely adopted in 2026 within supply-chain security pipelines.
-### Audit and Compliance
-
-#### Static Analysis (2)
-
-  - **(2026)** [Alcide Advisor: an agentless service for Kubernetes audit and compliance' that's built to ensure a frictionless and secured DevSecOps workflow](https://github.com/alcideio/advisor) [GO CONTENT]  [LEGACY] β€” Alcide Advisor is an agentless security tool originally engineered to validate Kubernetes configurations, workloads, and network rules against common vulnerabilities. Since the acquisition of Alcide, the repository has been archived and is no longer under active maintenance. It is primarily referenced as a historical model for static manifest parsing and rules-driven auditing.
 ### Authentication
 
-#### OIDC
-
-  - **(2024)** [**kubelogin 🌟**](https://github.com/int128/kubelogin) ⭐ 2292  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A kubectl plugin for OpenID Connect (OIDC) authentication, enabling integration with external identity providers like Okta, Keycloak, and Google. It runs locally to retrieve token credentials and automatically configures Kubeconfig for secure cluster access. In 2026, it is recognized as the de facto standard CLI tool for OIDC login flows within enterprise environments.
 #### Proxy
 
   - **(2023)** [kube-oidc-proxy](https://github.com/jetstack/kube-oidc-proxy) ⭐ 476  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A reverse proxy that adds OIDC authentication to managed Kubernetes clusters (e.g., EKS, GKE, AKS) where modifying API server flags directly is restricted. It intercepts incoming API server requests, validates the OIDC token, and impersonates the user utilizing Kubernetes user impersonation headers. Active through 2026, it serves as a critical bridge for enterprise security compliance on managed platforms.
-### CICD Security
-
-#### Identity and Access (1)
-
-  - **(2022)** [tremolosecurity.com: Secure Access to Kubernetes From Your Pipeline](https://www.tremolo.io/post/secure-access-to-kubernetes-from-your-pipeline) [MARKDOWN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A detailed technical guide on securing CI/CD pipelines when interacting with Kubernetes APIs. It showcases integrating OpenID Connect (OIDC) authentication flow into runner tasks to avoid long-lived high-privilege service account keys.
 ### Certificate Management
 
 #### Trust and Identity
 
   - **(2021)** [Jetstack Secure Agent 🌟🌟](https://github.com/jetstack/jetstack-secure) ⭐ 262  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A component of the Jetstack Secure platform that integrates with cert-manager. It aggregates TLS/SSL certificate telemetry and configuration states from clusters, allowing centralized enterprise monitoring of certificate lifetimes and trust domains.
-### Compliance
-
-#### Vulnerability Scanning (1)
-
-  - **(2022)** [infracloud.io: Securing Kubernetes Cluster using Kubescape and kube-bench](https://www.infracloud.io/blogs/securing-kubernetes-cluster-kubescape-kubebench) [YAML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A comprehensive practical guide comparing and integrating Kubescape and kube-bench within DevSecOps pipelines. The tutorial shows how to automate CIS benchmark validation via kube-bench while using Kubescape to detect RBAC misconfigurations and vulnerable container images. An essential blueprint for implementing hardening standards in production environments.
-### Compliance and Policy
-
-#### OPA Rego
-
-  - **(2021)** [armosec/regolibrary](https://github.com/kubescape/regolibrary) ⭐ 131  [REGO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A repository of highly structured Rego-based compliance policies curated for the Kubescape open-source platform. It maps cluster postures against frameworks like MITRE ATT&CK, NSA/CISA, and CIS benchmarks.
-### Configuration Secrets
-
-#### CLI Decoders
-
-  - **(2026)** [==kei6u/kubectl-secret-data==](https://github.com/keisku/kubectl-secretdata) ⭐ 39  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A highly convenient kubectl plugin that decodes nested Secret structures instantly. By outputting plain text directly to standard output, it eliminates manual base64 decoding loops, drastically reducing troubleshooting overhead for operations teams who frequently audit cluster application states.
-### Container Runtimes
-
-#### Rootless Kubernetes
-
-  - **(2024)** [rootless-containers/usernetes](https://github.com/rootless-containers/usernetes) ⭐ 970  [GO CONTENT] 🌟🌟🌟 [EMERGING] β€” Usernetes is an experimental project executing entire Kubernetes clusters (including kubelet, container runtime, and control plane) as unprivileged user sessions (rootless). By leveraging user namespaces, it mitigates severe host privilege escalation risks. Despite performance and networking constraints, it represents a crucial paradigm for high-security multi-tenant nodes.
-### DevSecOps
-
-#### Resources
-
-  - **(2021)** [stackrox.io: Top 9 Open Source DevSecOps Tools for Kubernetes in 2021 🌟](https://www.stackrox.io/blog/top-9-open-source-devsecops-tools-for-kubernetes) [HTML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive industry blog post and list curating essential open-source DevSecOps utilities for securing Kubernetes workloads, detailing tools for network policy enforcement, static analysis, runtime protection, and compliance. In 2026, it serves as an excellent historical guide highlighting the rapid evolution of Kubernetes security paradigms.
-### DevSecOps Platforms
-
-#### Vulnerability Management
-
-  - **(2026)** [m9sweeper/m9sweeper](https://github.com/m9sweeper/m9sweeper) ⭐ 264  [TYPESCRIPT CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” M9sweeper functions as a comprehensive, web-based DevSecOps platform compiling outputs from external tools like Trivy, Kubesec, and kube-bench. It presents security managers with structured dashboards tracking image vulnerabilities, misconfigurations, and active network policy violations. It is a solid, cost-effective option for mid-sized teams searching for consolidated risk views.
-### Identity and Access (2)
+### Identity and Access
 
 #### Authentication (1)
 
-  - **(2026)** [infrahq/infra 🌟](https://github.com/infrahq/infra) ⭐ 1461  [GO CONTENT] 🌟🌟🌟 [LEGACY] β€” Infra was originally designed as a high-density identity access management layer that mapped single-sign-on (SSO) providers directly to Kubernetes RBAC. Live grounding in 2026 confirms that the project was officially archived and ceased active development in early 2024. Teams should treat its architecture as a conceptual reference and seek active alternatives like Teleport or Pinniped.
   - **(2021)** [identity-server](https://github.com/kubeops/ui-server) ⭐ 27  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” An identity and authorization server built specifically for Kubernetes dashboard architectures. It integrates with native OpenID Connect (OIDC) providers to manage secure user sessions and token exchanges for web UIs.
-#### Integration (2)
+#### Integration (1)
 
   - **(2023)** [==Beetle==](https://github.com/Clivern/Beetle) ⭐ 167  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A lightweight utility tailored to simplify the secure distribution of secrets and credentials to distributed microservices. Streamlines integration procedures for cloud workloads requesting verified execution credentials.
 #### LDAP Authentication
 
   - **(2018)** [vbouchaud/k8s-ldap-auth](https://github.com/HopopOps/k8s-ldap-auth) ⭐ 54  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” A lightweight Kubernetes webhook authentication service interfacing directly with external LDAP/Active Directory engines. It maps LDAP group memberships into Kubernetes groups for clean RBAC authorization.
-#### Operators (2)
+### Policy Enforcement (1)
 
-  - **(2026)** [github.com/reddec/keycloak-ext-operator](https://github.com/reddec/keycloak-ext-operator) ⭐ 23  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” Keycloak-ext-operator is a targeted community operator designed to manage key Identity and Access Management (IAM) configurations in Keycloak deployments. It simplifies administrative overhead by mapping custom Keycloak resources, users, and clients directly to Kubernetes manifests. Platform engineers utilize it to configure microservice authentication within declarative pipelines.
-#### RBAC
-
-##### Legacy Tools
-
-  - **(2020)** [==Krane 🌟==](https://github.com/appvia/krane) ⭐ 740  [RUBY CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” Curator Insight: An open-source Kubernetes RBAC static analysis tool designed to identify risky roles, cluster roles, and broad resource access configurations. Live Grounding: The repository is archived and inactive for over 4 years. While the structural rules engine remains historically valuable, it does not support modern Kubernetes RBAC security vectors.
-#### Reverse Proxy
-
-  - **(2022)** [tremolosecurity.com: Updating kube-oidc-proxy](https://www.tremolo.io/post/updating-kube-oidc-proxy) [MARKDOWN CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A step-by-step upgrade guide focusing on resolving depreciations within the kube-oidc-proxy operator ecosystem. It discusses maintaining backward compatibility, secure certificate authority upgrades, and safe user token validation transfers.
-#### Workload Identity
-
-  - **(2026)** [==Azure/azure-workload-identity==](https://github.com/Azure/azure-workload-identity) ⭐ 333  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” Azure Workload Identity is the modern, enterprise-standard mechanism for mapping Kubernetes Service Accounts to Azure Active Directory (Microsoft Entra ID) managed identities. Utilizing OIDC federation, it eliminates the need for storing cloud credentials in Kubernetes secrets. It has fully replaced the deprecated aad-pod-identity architecture.
-  - **(2024)** [Azure/aad-pod-identity)](https://github.com/Azure/aad-pod-identity) ⭐ 560  [GO CONTENT] 🌟 [LEGACY] β€” Azure Active Directory Pod Identity (aad-pod-identity) was the original framework used to assign Azure AD identities to pods. Due to scaling limits and reliance on intercepting IMDS traffic (NMI daemonset), it has been completely deprecated and replaced by the highly-efficient, OIDC-based azure-workload-identity controller.
-### Manifest Validation
-
-#### Linting
-
-  - **(2026)** [github.com/komodorio/validkube](https://github.com/komodorio/validkube) ⭐ 839  [TYPESCRIPT CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Validkube is a unified web-based scanning utility that combines Polaris, Trivy, and Kube-linter to analyze and secure Kubernetes manifest configurations. By consolidating multiple linters, it allows platform engineers to quickly identify security flaws, deprecations, and configuration drift in raw YAML files. The tool is highly suited for quick manual checks and rapid validation workflows.
-### Multi-Tenancy (4)
-
-#### Case Studies (3)
-
-  - **(2026)** [thenewstack.io: Locking Down Kubernetes Containers with vcluster](https://thenewstack.io/locking-down-kubernetes-containers-with-vcluster) [MARKDOWN CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” This reference analysis explores locking down container isolation through virtual clusters, leveraging vcluster to enforce strict namespace boundaries. By limiting developer interaction to isolated guest control planes, enterprises eliminate risks associated with standard Kubernetes RBAC. The publication details design strategies for container lockdown, credential isolation, and audit compliance.
-### Network Observability (1)
-
-#### Packet Capture (1)
-
-  - **(2025)** [deepfence/PacketStreamer](https://github.com/deepfence/PacketStreamer) ⭐ 1928  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” PacketStreamer is a high-performance, distributed packet capture tool designed specifically for cloud-native architectures. It sensors network traffic from distributed hosts and streams it to a centralized collector via gRPC, allowing deep packet inspection (DPI) and security forensics without heavy agent overhead. The architecture is built for minimal footprint, making it ideal for high-throughput production environments.
-### Operator Security
-
-#### Static Analysis (3)
-
-  - **(2026)** [github.com/controlplaneio/badrobot](https://github.com/controlplaneio/badrobot) ⭐ 229  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” Badrobot is a security audit tool focused on evaluating the security posture of third-party Kubernetes operators and their associated service accounts. It parses Helm charts and controller specifications to discover overly permissive RBAC bindings and risky system privileges. Security architects utilize it to harden cluster control planes against lateral privilege escalation via vulnerable operator patterns.
-### Policy and Admission Control
-
-#### Runtime Security (1)
-
-##### Legacy Tools (1)
-
-  - **(2018)** [==box/kube-exec-controller==](https://github.com/box/kube-exec-controller) ⭐ 126  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight: Controller to restrict and audit shell execution inside Kubernetes pods. Live Grounding: Inactive for over five years. Superseded by newer ephemeral container mechanics, admission controllers (OPA/Kyverno), and modern service mesh execution boundaries.
-### Policy Enforcement (2)
-
-#### Admission Control (5)
+#### Admission Control (1)
 
   - **(2023)** [jspolicy](https://github.com/loft-sh/jspolicy) ⭐ 416  [TYPESCRIPT CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A high-performance admission controller that enables developers to write Kubernetes policies using JavaScript or TypeScript instead of declarative DSLs like Rego. It compiles and executes policies inside an embedded V8 engine, delivering execution speeds comparable to native compiled code. In 2026, it represents a highly flexible alternative to OPA Gatekeeper for teams with strong JavaScript skillsets.
   - **(2022)** [MagTape](https://github.com/tmobile/magtape) ⭐ 152  [JAVASCRIPT CONTENT] 🌟🌟 [LEGACY] β€” An admission controller developed by T-Mobile that evaluates resources against organizational policy constraints during creation. Written in Node.js, it offered a lightweight alternative to OPA for specific JSON schema validations. By 2026, it has been largely archived, with developers migrating to Gatekeeper or Kyverno.
-#### Deprecation Check
+### Secret Management
 
-  - **(2022)** [chekr](https://github.com/ckotzbauer/chekr) ⭐ 9  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” A lightweight utility designed to inspect Kubernetes configurations and validate them against upcoming resource deprecations and removals. By mapping API versions in manifest files to deprecation roadmaps, it prevents cluster upgrade disruptions. Active through 2026, it remains a useful command-line tool for pre-flight deployment audits.
-### RBAC (1)
-
-#### Audit and Compliance (1)
-
-  - **(2026)** [PaloAltoNetworks/rbac-police](https://github.com/PaloAltoNetworks/rbac-police) ⭐ 353  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” RBAC Police is a specialized scanning tool built to discover and report privileged escalations and structural anomalies in Kubernetes cluster RBAC mappings. By analyzing cluster roles and bindings, it uncovers paths that malicious actors could use to gain administrative control. It remains an active security tool for hardening cluster control planes against lateral privilege escalation.
-#### Visualization (6)
-
-  - **(2022)** [rback: RBAC in Kubernetes visualizer 🌟🌟](https://github.com/team-soteria/rback) ⭐ 401  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A security tool designed to query and visualize Kubernetes Role-Based Access Control (RBAC) configurations, outputting clean, interactive graph representations of bindings and roles. By mapping relationships between Users, Groups, ServiceAccounts, Roles, and ClusterRoles, it assists security auditors in identifying privilege escalation paths. In 2026, it is highly valued for rapid security auditing.
-### Registry Integration (1)
-
-#### Container Runtimes (1)
-
-  - **(2026)** [==k8scr 🌟==](https://github.com/hasheddan/k8scr) ⭐ 119  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A lightweight and specific CLI utility used to inspect and fetch container image metadata from within a Kubernetes context. It bypasses complex registry credential configurations, allowing developers and administrators to debug and analyze container layers directly.
-### Secret Management (2)
-
-#### Image Registry (2)
+#### Image Registry (1)
 
   - **(2024)** [upmc-enterprises/registry-creds: Registry Credentials ⭐](https://github.com/upmc-enterprises/registry-creds) ⭐ 348  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” Registry Credentials is a Kubernetes controller designed to propagate private container registry secrets across multiple namespaces dynamically. It automates credential synchronization for AWS ECR, GCP GCR, and custom Docker registries, resolving pull secret distribution friction.
 #### Integrations
 
   - **(2026)** [**Bank Vaults: Un Cuchillo Suizo para HashiCorp Vault en Kubernetes**](https://github.com/bank-vaults/bank-vaults) ⭐ 2254  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Bank Vaults is a comprehensive, production-grade tool designed for managing, configuring, and injecting secrets from HashiCorp Vault on Kubernetes. It utilizes an operator-driven approach to inject secrets dynamically into Pod filesystems, completely removing secrets from the cluster API storage. It is the de facto standard for enterprises seeking secure vault management and dynamic secrets injection.
-  - **(2026)** [rene6502/keepass-secret](https://github.com/rene6502/keepass-secret) ⭐ 36  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” KeePass-Secret is a specialized Kubernetes operator designed to synchronize secret data directly from a secure KeePass database into native K8s secrets. By mapping database paths to target configurations, it helps teams centralize configuration files offline while automating cluster injection. The tool is highly suitable for homelab architectures and secure developer environments.
 ### Secrets Management
 
 #### GCP Secret Manager
 
   - **(2021)** [jenkins-x/gsm-controller](https://github.com/jenkins-x/gsm-controller) ⭐ 25  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An automated controller that continuously synchronizes secrets stored inside Google Secret Manager into standard Kubernetes native secret resources. Designed for Jenkins X deployments, it ensures consistent local availability of external cloud-backed credentials.
-#### Integration (3)
+#### Integration (2)
 
   - **(2023)** [==Tesoro==](https://github.com/kapicorp/tesoro) ⭐ 37  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An admission controller webhook designed to streamline secrets synchronizations and handle decoding actions securely. Ensures raw secret assets are safely verified before injecting configuration data into target runtimes.
   - **(2022)** [vault-controller](https://github.com/gobins/vault-controller) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A lightweight Kubernetes controller designed to inject HashiCorp Vault secrets natively into container execution environments. Simplifies authorization configurations and decouples microservices from vendor-specific secrets SDKs.
@@ -3402,113 +960,45 @@
 #### Audit Tools
 
   - **(2021)** [chen-keinan/mesh-kridik](https://github.com/chen-keinan/mesh-kridik) ⭐ 27  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” A security auditing and compliance verification tool for cloud-native Service Meshes, validating configurations against strict benchmark rulesets. It supports meshes like Istio, Linkerd, and Consul.
-#### Security Portals
-
-  - **(2021)** [kitploit.com: Mesh-Kridik](https://kitploit.com/2021/12/mesh-kridik-open-source-security.html) [MARKDOWN CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A kitploit technical summary showcasing Mesh-Kridik. It details how the tool scans Service Mesh control plane components, detects security vulnerabilities, and exports visual report matrices to speed up mitigation.
 ### Vulnerabilities
 
 #### Hacking Labs
 
   - **(2024)** [**The Kubernetes Goat**](https://github.com/madhuakula/kubernetes-goat) ⭐ 5674  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The premier interactive security training platform containing an intentionally vulnerable Kubernetes cluster. Designed as an educational sandbox to demonstrate real-world cluster vulnerabilities, RBAC privilege escalations, metadata exposure, and container breakout exploits.
-#### Post-Deployment Scanning
+### Vulnerability Scanning
 
-  - **(2025)** [==kubescape==](https://github.com/kubescape/kubescape) ⭐ 11480  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An active CNCF Sandbox tool providing multi-framework configuration scanning, risk analysis, and vulnerability management. It integrates into CI/CD pipelines to ensure continuous verification of compliance frameworks (like CIS and NSA-CISA). Essential for enterprise teams seeking unified security visibility.
-### Vulnerability Scanning (2)
-
-#### API Verification
-
-  - **(2025)** [==Kubeletctl is a command line tool that implement kubelet's API 🌟==](https://github.com/cyberark/kubeletctl) ⭐ 894  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A command line tool targeting the local Kubelet API directly to execute commands, retrieve logs, and assess endpoint vulnerabilities. Used heavily by cloud security auditors and penetration testers to map security postures.
 #### Automation Operators
 
   - **(2021)** [==DAST operator==](https://github.com/banzaicloud/dast-operator) ⭐ 194  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” An operator designed to run automated Dynamic Application Security Testing (DAST) scans against active services directly in the cluster environment. Integrates security assertions early inside staging deployment cycles. Note: Banzai Cloud projects are largely archived or integrated.
-#### Compliance (1)
-
-  - **(2026)** [aquasecurity/starboard](https://github.com/aquasecurity/starboard) ⭐ 1375  [GO CONTENT] 🌟🌟🌟 [LEGACY] β€” Starboard targets the unification of security scanners into a single, cohesive Kubernetes-native CRD interface. Live grounding in 2026 confirms that Starboard has been fully deprecated and integrated directly into the Trivy Operator framework. Platform teams should seek Trivy Operator for active development, utilizing Starboard's original specification strictly as a reference architecture.
-#### Container Images
-
-  - **(2025)** [==grype: a vulnerability scanner for container images and filesystems==](https://github.com/anchore/grype) ⭐ 12400  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A vulnerability scanner for container images and filesystems, renowned for its speed, minimal footprint, and ease of CI/CD integration. It supports multiple vulnerability sources and outputs structured data compatible with enterprise DevSecOps tools. Through 2026, it stands as the industry standard tool for shift-left image security.
-#### Runtime Security (2)
+#### Runtime Security (1)
 
   - **(2022)** [**Kubei 🌟**](https://github.com/openclarity/openclarity) ⭐ 1462  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” OpenClarity (originally evolving from Kubei) is a comprehensive cloud-native security platform that scans Kubernetes clusters for vulnerabilities, secrets, and malware. It works by analyzing container images and running workloads to detect security risks in real time.
 ## Security and Compliance
 
-### Chaos Engineering (1)
+### Identity and Access (1)
 
-#### Intrusion Simulation
-
-  - **(2020)** [witchery-project/witchery](https://github.com/witchery-project/witchery) ⭐ 130  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” A security chaos engineering framework designed to simulate security compromises and platform exploits inside clusters. It tests detection alerts, runtime defense mechanisms, and operational response procedures.
-### Credential Retrieval
-
-#### Kubelet Authentication
-
-  - **(2019)** [4ARMED/kubeletmein](https://github.com/4ARMED/kubeletmein) ⭐ 164  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A technical auditing utility engineered to locate and read API client certificates directly from Kubelet configurations. It helps security teams check local permission scopes and recover access inside administrative bounds.
-### Identity and Access (3)
-
-#### ECR Authentication
-
-  - **(2018)** [nabsul/k8s-ecr-login-renew: Renew Kubernetes Docker secrets for AWS ECR](https://github.com/nabsul/k8s-ecr-login-renew) ⭐ 228  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A cron utility designed to update expiring AWS ECR registry tokens automatically within Kubernetes cluster namespaces. It maintains registry pull-secret health over long runtime durations.
-#### EKS IAM Mapping
-
-  - **(2019)** [maruina/aws-auth-manager: K8s controller to manage the aws-auth configmap](https://github.com/maruina/aws-auth-manager) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A specialized operator built to automate Amazon EKS auth mappings. It updates the native aws-auth ConfigMap dynamically based on AWS IAM events, preventing configuration drift.
 #### LDAP Directory
 
   - **(2019)** [dignajar/another-ldap](https://github.com/dignajar/another-ldap) ⭐ 51  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” A lightweight, simplified LDAP service designed specifically for cluster validation and containerized testbeds. It bypasses the overhead of heavy enterprise identity systems to provision mock authentication structures in continuous delivery pipelines.
-### Runtime Security (3)
+### Supply Chain Security
 
-#### System Calls
-
-  - **(2019)** [wallarm/sysbindings](https://github.com/wallarm/sysbindings) ⭐ 19  [GO CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” A security auditing library tracking underlying operating system bindings and kernel integrations. Developed to map and check system-level execution, it helps identify container runtime escape attempts.
-### Secret Management (3)
-
-#### HashiCorp Vault Integration
-
-  - **(2019)** [DaspawnW/vault-crd](https://github.com/DaspawnW/vault-crd) ⭐ 175  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A Kubernetes operator designed to synchronize HashiCorp Vault values directly into native Kubernetes Secrets. It leverages Custom Resource Definitions (CRDs) to orchestrate and update secrets dynamically while maintaining external vault parity.
-#### Multi-Namespace Replication
-
-  - **(2022)** [zakkg3/ClusterSecret: Kubernetes ClusterSecret operator](https://github.com/zakkg3/ClusterSecret) ⭐ 510  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A specialized operator automating secret distribution and synchronization across target namespaces in a cluster. It updates, recreates, or deletes secrets in target namespaces from single configuration sources such as registry credentials.
-### Supply Chain Security (1)
-
-#### Admission Control (6)
+#### Admission Control (2)
 
   - **(2021)** [appvia/cosign-keyless-admission-webhook](https://github.com/appvia/cosign-keyless-admission-webhook) ⭐ 24  [GO CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” A specialized admission webhook enforcing keyless container signature checks inside Kubernetes. Using Sigstore Cosign under the hood, it denies unsigned or non-verified container runtimes from joining cluster namespaces.
 #### SBOM and Vulnerabilities
 
   - **(2021)** [openclarity/kubeclarity](https://github.com/openclarity/kubeclarity) ⭐ 44  [GO CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” A continuous security and compliance engine that analyzes SBOM schemas, catalogs project dependencies, and alerts operators to container vulnerabilities. It integrates with runtime monitors and CI/CD pipelines.
-#### SBOM Generation
-
-  - **(2021)** [==anchore/syft==](https://github.com/anchore/syft) ⭐ 9106  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An advanced security tool engineered to generate detailed Software Bill of Materials (SBOM) from container images, file systems, and archives. Syft identifies package structures to track vulnerable subcomponents in modern supply chain governance.
 ## Security and Hardening
 
-### Educational Material (4)
-
-#### Penetration Testing
-
-  - **(2021)** [intellipaat.com: What is Penetration Testing?](https://intellipaat.com/blog/what-is-penetration-testing)  [COMMUNITY-TOOL] β€” This resource is an introductory educational article outlining the core principles, methodologies, and phases of penetration testing. It serves as a foundational guide for engineers transitioning into security-conscious infrastructure architectures.
-### Policy Enforcement (3)
-
-#### Educational Material (5)
-
-  - **(2021)** [dev.to: CI With Datree](https://dev.to/thenjdevopsguy/ci-with-datree-4h8d)  [COMMUNITY-TOOL] β€” This tutorial provides a walkthrough for integrating Datree into active Continuous Integration (CI) workflows to enforce schema validation and policy enforcement. It details how to prevent misconfigured Kubernetes manifests from entering cluster state.
 ### Vulnerability Assessment
 
-#### Educational Material (6)
-
-  - **(2020)** [cyberark.com: Kubesploit: A New Offensive Tool for Testing Containerized' Environments](https://www.cyberark.com/resources/threat-research-blog/kubesploit-a-new-offensive-tool-for-testing-containerized-environments)  [COMMUNITY-TOOL] β€” This Threat Research publication outlines the design philosophies, target test matrices, and operational workflows of CyberArk's offensive tool Kubesploit. It evaluates simulated cluster breaches and privilege escalation vectors.
 #### Offensive Tools
 
-  - **(2021)** [==quarkslab/kdigger==](https://github.com/quarkslab/kdigger) ⭐ 481  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kdigger is a lightweight context-discovery tool designed to run inside Kubernetes pods to probe runtime isolation and discover container escape opportunities. Actively checking for capabilities, namespaces, and mount configurations, it generates detailed threat-assessment profiles.
   - **(2020)** [==github.com/cyberark/kubesploit 🌟==](https://github.com/cyberark/kubesploit) ⭐ 1226  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kubesploit is a dedicated container penetration testing framework engineered for red-teaming containerized environments. Using an agent-based model, it simulates realistic attacks inside Kubernetes clusters, evaluating vulnerabilities such as pod escapes.
-  - **(2019)** [==inguardians/peirates==](https://github.com/inguardians/peirates) ⭐ 1450  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Peirates is a dedicated Kubernetes post-exploitation penetration testing tool designed to automate cluster privilege escalation and asset traversal. Once a container boundary is breached, Peirates scans for exposed credentials, ServiceAccounts, and API permissions.
 ## Security and Identity
 
 ### Authentication and Authorization
 
-#### Escalation Tools
-
-  - **(2021)** [kubectl-sudo](https://github.com/postfinance/kubectl-sudo) ⭐ 172  [SHELL CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A kubectl plugin that mimics the Unix sudo command inside a Kubernetes context. It allows system administrators with cluster-admin access to dynamically elevate privileges or impersonate other service accounts on a per-command basis.
-#### Image Registry Creds
-
-  - **(2018)** [helm-ecr 🌟](https://github.com/vetyy/helm-ecr) ⭐ 24  [SHELL CONTENT] 🌟 [LEGACY] β€” A legacy helper tool designed to authenticate Helm and local installations with AWS Elastic Container Registry (ECR). Native Helm 3 OCI capabilities and integrated AWS IRSA have made direct external credential management tools obsolete.
 #### Single Sign-On
 
   - **(2026)** [==Authelia 🌟==](https://github.com/authelia/authelia) ⭐ 28049  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Authelia is an open-source authentication and authorization server providing single sign-on (SSO) for applications behind reverse proxies. It supports multi-factor authentication (MFA), dynamic security policies, and user management, offloading auth logic from backend systems.
@@ -3517,11 +1007,7 @@
 #### Dependency Tracking
 
   - **(2025)** [vesion-checker](https://github.com/jetstack/version-checker) ⭐ 773  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A utility developed by Jetstack that checks running cluster image versions against public container registries to report outdated dependencies, exposing compatibility statuses as Prometheus metrics for proactive patching.
-#### Static Code Analysis
-
-  - **(2026)** [==Checkov 🌟==](https://github.com/bridgecrewio/checkov) ⭐ 8790  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Checkov is a static code analysis tool for Infrastructure as Code (IaC) that scans Kubernetes manifests, Helm charts, Terraform, and cloud-provider templates for misconfigurations and security risks, acting as a critical CI/CD gatekeeper.
-  - **(2020)** [sKan](https://github.com/alcideio/skan) ⭐ 204  [GO CONTENT] 🌟🌟 [LEGACY] β€” sKan (by Alcide) was an early static analysis tool for scanning configuration files and Helm charts to discover security vulnerabilities. It has since been archived, with modern platforms choosing robust, active alternatives such as Checkov.
-### Configuration Management (6)
+### Configuration Management (4)
 
 #### Backup Tools
 
@@ -3531,9 +1017,6 @@
   - **(2022)** [Synator Kubernetes Secret and ConfigMap synchronizer 🌟](https://github.com/TheYkk/synator) ⭐ 117  [PYTHON CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An operator designed to automatically synchronize Secrets and ConfigMaps across multiple Kubernetes namespaces. It listens for resource updates tagged with specific annotations and pushes changes cluster-wide, eliminating operational overhead.
 ### Secrets Management (1)
 
-#### Encryption (1)
-
-  - **(2018)** [Setec 🌟](https://github.com/anthonysterling/setec) ⭐ 10  [GO CONTENT] 🌟 [EMERGING] β€” An early experimental tool for managing and injecting secrets into Kubernetes clusters. It represents early attempts to bridge external secrets engines with native pods, now entirely replaced by External Secrets Operator and HashiCorp Vault.
 #### External Secrets Sync
 
   - **(2021)** [contentful-labs/kube-secret-syncer 🌟](https://github.com/contentful-labs/kube-secret-syncer) ⭐ 194  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A targeted operator designed to synchronize secrets securely from external services (specifically AWS Parameter Store) directly into native Kubernetes Secrets, ensuring cloud-hosted secrets stay continuously aligned with active workloads.
@@ -3544,32 +1027,10 @@
 #### Event-Driven
 
   - **(2025)** [**Direktiv**](https://github.com/direktiv/direktiv) ⭐ 492  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Direktiv is an event-driven container-based workflow engine that runs natively on Kubernetes. It utilizes gRPC, Knative, and serverless containers to coordinate complex operational workflows, orchestrating microservices through a JSON/YAML-defined state machine. Direktiv is highly efficient for enterprise automation, security orchestrations, and CI/CD pipelines.
-## Software Engineering
-
-### Database Management
-
-#### Model Context Protocol
-
-  - **(2024)** [==Tabularis: Open Source Desktop Client for Modern Databases with AI and MCP' Integration==](https://github.com/TabularisDB/tabularis/blob/main/README.es.md) ⭐ 2422  [SPANISH CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An open-source desktop database client featuring Model Context Protocol (MCP) integrations. This compliance allows local LLMs to safely query, analyze, and update database schemas within strict user security boundaries.
-## Specialized Workloads
-
-### Scientific Computing
-
-#### Simulation Infrastructure
-
-  - **(2021)** [biosimulations/deployment](https://github.com/biosimulations/deployment) ⭐ 3  [HELM CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” A customized deployment framework tailored for specialized scientific computing operations and simulation workloads. It displays production architectures orchestrating complex computations, file systems, and databases on Kubernetes cluster topologies.
 ## Storage (1)
 
-### CSI
-
-#### Cloud Storage
-
-  - **(2023)** [csi-rclone: CSI rclone mount plugin](https://github.com/wunderio/csi-rclone) ⭐ 259  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A Container Storage Interface (CSI) plugin that allows mounting a wide variety of cloud storage providers (such as Google Drive, S3, OneDrive, and Dropbox) as volumes in Kubernetes pods using rclone. It abstracts back-end storage services into standard PVs. In 2026, it continues to be actively utilized for niche, multi-cloud storage access requirements.
 ### Kubernetes Storage
 
-#### Backup and Replication
-
-  - **(2026)** [==VolSync 🌟==](https://github.com/backube/volsync) ⭐ 978  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” VolSync is an open-source Kubernetes operator developed by Backube to orchestrate cross-cluster persistent volume data replication. Supporting engines like rsync, rclone, and restic, it delivers a platform-agnostic framework for executing disaster recovery policies.
 #### GlusterFS Orchestration
 
   - **(2026)** [==Kadalu==](https://github.com/kadalu/kadalu) ⭐ 748  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kadalu is a lightweight, container-native storage solution that utilizes GlusterFS to orchestrate persistent volumes inside Kubernetes. It runs storage services inside application pods as microservices, offering a lightweight alternative to external GlusterFS cluster configurations.
@@ -3577,99 +1038,15 @@
 
 #### Provisioner
 
-  - **(2025)** [**kubernetes-sigs/nfs-subdir-external-provisioner: Kubernetes NFS Subdir External' Provisioner**](https://github.com/kubernetes-sigs/nfs-subdir-external-provisioner) ⭐ 3016  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An out-of-tree dynamic provisioner that uses an existing NFS server to dynamically provision Kubernetes Persistent Volumes by creating subdirectories within the NFS share. Extremely reliable and simple to configure, it is widely utilized in 2026 for developer setups, bare-metal deployments, and test environments.
   - **(2023)** [github.com: NFS Ganesha server and external provisioner](https://github.com/kubernetes-sigs/nfs-ganesha-server-and-external-provisioner) ⭐ 481  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An out-of-tree dynamic provisioner that uses NFS Ganesha to dynamically provision Kubernetes Persistent Volumes (PVs) over NFS. It packages an NFS-Ganesha server directly within the provisioner container, allowing clusters to share block storage volumes dynamically via NFS. It remains a crucial storage-layer utility in 2026 for mixed ReadWriteMany workload environments.
 ### Volume Management
 
 #### Capacity Management
 
   - **(2026)** [pvc-autoresizer](https://github.com/topolvm/pvc-autoresizer) ⭐ 398  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” Pvc-autoresizer dynamically expands PVC capacities before they hit threshold limits. By monitoring Prometheus volume metrics and modifying API descriptors on the fly, it prevents disk exhaustion failures automatically.
-#### Data Migration
-
-  - **(2018)** [Kubevol 🌟](https://github.com/bmaynard/kubevol) ⭐ 18  [PYTHON CONTENT] 🌟 [LEGACY] β€” A historical command-line utility for copying and transferring data between Kubernetes Persistent Volume Claims (PVCs). It is now considered legacy as native CSI snapshot capabilities and robust migration utilities have become standard.
-#### Developer Education (2)
-
-  - **(2021)** [blog.kintone.io: Introducing pvc-autoresizer](https://blog.kintone.io/entry/pvc-autoresizer) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” An introductory case study and engineering blog post detailing the motivation behind building pvc-autoresizer. It walks through disk capacity challenges and the architecture of using Prometheus alerts to trigger CSI-driven volume expansion.
-## Storage and Data
-
-### CSI Plugins
-
-#### Google Cloud Storage
-
-  - **(2019)** [ofek/csi-gcs](https://github.com/ofek/csi-gcs) ⭐ 159  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” A CSI volume plugin executing secure file systems mounting directly to Google Cloud Storage (GCS) buckets. It provides container pods with localized, standard disk directory abstractions over GCS object storage.
-#### Object Storage Mounts
-
-  - **(2018)** [ctrox/csi-s3](https://github.com/ctrox/csi-s3) ⭐ 831  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A CSI driver that mounts S3-compatible buckets directly into container filesystems. It uses FUSE systems to read/write files in storage backends, bringing standard POSIX behaviors to raw cloud object storage paradigms.
-#### Remote Mounting
-
-  - **(2019)** [chr-fritz/csi-sshfs](https://github.com/chr-fritz/csi-sshfs) ⭐ 30  [GO CONTENT] [ADVANCED LEVEL] 🌟 [LEGACY] β€” A Container Storage Interface (CSI) plugin designed to mount remote directories securely over SSHFS/SFTP. It enables microservice instances to read and write directly to legacy external filesystems without custom FTP setups.
-### Distributed File Systems
-
-#### Object Storage
-
-  - **(2020)** [chrislusf/seaweedfs](https://github.com/chrislusf/seaweedfs) ⭐ 26  [GO CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” A fast, highly scalable distributed storage engine that provides file and object hosting. This repository features native integration paths, enabling microservice workloads to access high-throughput file structures with rapid lookup times.
-### Legacy Storage
-
-#### CIFSSMB Mounts
-
-  - **(2016)** [fstab/cifs](https://github.com/fstab/cifs) ⭐ 218  [GO CONTENT] 🌟🌟 [LEGACY] β€” A legacy FlexVolume plugin built to mount remote CIFS/SMB storage shares directly into pods. Although superseded by modern CSI standards, it serves as a valuable historical reference for older storage configuration engines.
-## Testing (2)
-
-### Operator Testing
-
-#### Automation (5)
-
-  - **(2025)** [kudobuilder/kuttl](https://github.com/kudobuilder/kuttl) ⭐ 820  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” The Kubernetes Test Tool (KUTTL) provides a powerful declarative framework for testing operators and controllers using standard YAML. By enabling developers to define assertions and test suites without writing complex Go test suites, it dramatically shortens development cycles and ensures reliable state transitions across release versions.
-### Simulation and Emulation
-
-#### Cluster Management (5)
-
-  - **(2025)** [**kubernetes-sigs/kwok**](https://github.com/kubernetes-sigs/kwok) ⭐ 3124  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” KWOK (Kubernetes WithOut Kubelet) is an official SIG-sponsored emulator that spins up thousands of virtual nodes in seconds. By executing without actual kubelet footprints, it enables developers to simulate massive scale clusters, scheduler constraints, and operator behaviors on a standard laptop.
-  - **(2023)** [infoq.com: Kwok, a Tool to Spin up Kubernetes Nodes in a Second](https://www.infoq.com/news/2023/03/kwok-kubernetes) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” An insightful InfoQ technical review detailing the architecture of KWOK (Kubernetes WithOut Kubelet). It highlights how virtualizing node control loops allows developers to simulate high-scale environments with extremely low compute footprint, facilitating fast controller tuning.
-### Test Orchestration
-
-#### Cloud-Native Testing
-
-  - **(2026)** [==testkube.io 🌟==](https://testkube.io) [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” Testkube is an advanced, Kubernetes-native test execution and orchestration platform. Instead of running tests outside the cluster within legacy CI/CD runners, Testkube executes testing frameworks (Playwright, Postman, JMeter, K6) as native Kubernetes jobs. This keeps test orchestration inside the network perimeter, facilitating secure integration and load testing of microservices.
-#### Industry Reviews
-
-  - **(2022)** [thenewstack.io: Testkube: A Cloud Native Testing Framework for Kubernetes](https://thenewstack.io/testkube-cloud-native-testing-framework-for-kubernetes) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A follow-up analysis focusing on Testkube's integration with popular GitOps tooling. The article details how treating tests as Kubernetes custom resources ensures test pipelines automatically sync alongside the corresponding microservices.
-  - **(2021)** [thenewstack.io: TestKube: A New Approach to Cloud Native Testing](https://thenewstack.io/testkube-a-new-approach-to-cloud-native-testing) 🌟🌟🌟 [COMMUNITY-TOOL] β€” An editorial introduction to Testkube's decoupled test-runner architecture. The piece explains how running test suites inside Kubernetes clusters eliminates the need to expose private APIs to external runner environments like GitHub Actions or GitLab CI.
-#### Open-Source Core
-
-  - **(2026)** [==kubeshop/testkube==](https://github.com/kubeshop/testkube) ⭐ 1607  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The open-source core repository of Testkube, housing the CRDs, execution agents, and orchestrator architecture. It enables git-triggerable, declarative test configurations defined as Kubernetes manifests, fully integrating test pipelines into standard GitOps workflows like ArgoCD.
-#### Tutorials (3)
-
-  - **(2023)** [piotrminkowski.com: Testing Java Apps on Kubernetes with Testkube](https://piotrminkowski.com/2023/11/27/testing-java-apps-on-kubernetes-with-testkube) [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A comprehensive developer guide showing how to deploy, execute, and monitor Java microservice tests within a Kubernetes cluster using Testkube. It details configuring Maven and JUnit test executors within Testkube's native execution plane.
-## Troubleshooting (2)
-
-### Networking (3)
-
-#### Diagnostics (3)
-
-  - **(2026)** [==nicolaka/netshoot==](https://github.com/nicolaka/netshoot) ⭐ 10773  [SHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Netshoot stands as the preeminent diagnostic container containerizing a massive suite of network troubleshooting binaries like tcpdump, tshark, and iperf. Designed to be injected directly as an ephemeral debugging container, it bypasses the constraints of distroless or minimal application pods. It is highly valued by system administrators for executing low-level network packet analyses without mutating running configurations.
-## Upgrade Path
-
-### API Deprecations (2)
-
-#### Static Analysis (4)
-
-  - **(2026)** [dev.to: Detecting Kubernetes API Deprecations with pluto](https://dev.to/fkurz/detecting-kubernetes-api-deprecations-with-pluto-3g2m) [MARKDOWN CONTENT] [DOCUMENTATION]  [LEGACY] β€” This technical tutorial demonstrates how to use Fairwinds Pluto to detect deprecated API versions across Kubernetes YAML manifests, Helm charts, and live clusters. It outlines practical methods for identifying out-of-date resource definitions prior to initiating major cluster upgrades. Incorporating this guide into continuous delivery pipelines prevents deployment failures caused by deprecated resource types.
-## Virtualization (2)
-
-### VM Orchestration (1)
-
-#### Hyperconverged Infrastructure
-
-  - **(2026)** [**kubevirt**](https://github.com/kubevirt/kubevirt) ⭐ 6900  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” KubeVirt is a graduated CNCF project that allows virtual machines to run natively alongside standard container workloads on Kubernetes. By utilizing KVM virtualization inside Pods, it helps enterprises transition legacy virtual machine applications to modern cloud-native platforms. It has become the de facto standard for hyperconverged infrastructure setups, allowing unified management of containers and VMs.
-## Workloads
-
-### Batch Jobs
-
-#### Tooling (3)
-
-  - **(2020)** [github.com/alexellis/run-job](https://github.com/alexellis/run-job) ⭐ 211  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A developer-oriented utility written in Go to quickly trigger Kubernetes Jobs, track execution statuses, and stream execution logs directly to stdout. Simplifies local workflow testing and diagnostic debugging.
 
 ---
-πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md)
+πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Angular](./angular.md)
 
diff --git a/v2-docs/kubernetes-troubleshooting.md b/v2-docs/kubernetes-troubleshooting.md
index 7e871471..3481370c 100644
--- a/v2-docs/kubernetes-troubleshooting.md
+++ b/v2-docs/kubernetes-troubleshooting.md
@@ -8,369 +8,30 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [Architecture](#architecture)
-  - [Pod Lifecycle](#pod-lifecycle)
-    - [Ephemeral Containers](#ephemeral-containers)
-1. [Chaos Engineering](#chaos-engineering)
-  - [Curated Playbooks](#curated-playbooks)
-    - [Awesome Lists](#awesome-lists)
-1. [Cloud-Native Platforms](#cloud-native-platforms)
-  - [Operating Systems](#operating-systems)
-    - [Flatcar Linux](#flatcar-linux)
-1. [Container Runtimes](#container-runtimes)
-  - [containerd](#containerd)
-    - [ctr CLI](#ctr-cli)
 1. [Development Workflow](#development-workflow)
-  - [IDE Extensions](#ide-extensions)
-    - [Bridge to Kubernetes](#bridge-to-kubernetes)
   - [Local Development](#local-development)
-    - [Bridge to Kubernetes](#bridge-to-kubernetes-1)
-1. [Infrastructure](#infrastructure)
-  - [Compute](#compute)
-    - [CPU Performance](#cpu-performance)
-1. [Kubernetes](#kubernetes)
-  - [Core Mechanics](#core-mechanics)
-    - [Pod Lifecycle](#pod-lifecycle-1)
+    - [Bridge to Kubernetes](#bridge-to-kubernetes)
+1. [Observability](#observability)
   - [Networking](#networking)
-    - [Ingress Troubleshooting](#ingress-troubleshooting)
-    - [Packet Tracing](#packet-tracing)
-  - [Observability](#observability)
-    - [Events](#events)
-    - [Events Logging](#events-logging)
-  - [Resource Management](#resource-management)
-    - [CPU Scheduling](#cpu-scheduling)
-    - [Metrics Collection](#metrics-collection)
-    - [OOM and Throttling](#oom-and-throttling)
-    - [QoS and OOM Score](#qos-and-oom-score)
-  - [Runtime Security](#runtime-security)
-    - [Sandboxed Containers](#sandboxed-containers)
-  - [Security](#security)
-    - [Container Images](#container-images)
-  - [Troubleshooting](#troubleshooting)
-    - [Architectural Slides](#architectural-slides)
-    - [Case Study](#case-study)
-    - [Command Line](#command-line)
-    - [CrashLoopBackOff](#crashloopbackoff)
-    - [Developer Enablement](#developer-enablement)
-    - [Development Environments](#development-environments)
-    - [Diagnostic Manuals](#diagnostic-manuals)
-    - [Distroless Debugging](#distroless-debugging)
-    - [Ephemeral Containers](#ephemeral-containers-1)
-    - [Exit Codes](#exit-codes)
-    - [Fundamentals](#fundamentals)
-    - [General Guide](#general-guide)
-    - [Methodologies](#methodologies)
-    - [OOMKilled](#oomkilled)
-    - [Pod Diagnostics](#pod-diagnostics)
-    - [Pod Eviction](#pod-eviction)
-    - [Pod Scheduling](#pod-scheduling)
-    - [Real-World Examples](#real-world-examples)
-  - [Troubleshooting Tooling](#troubleshooting-tooling)
-    - [kubectl plugins](#kubectl-plugins)
-1. [Kubernetes Platform Engine](#kubernetes-platform-engine)
-  - [Cluster Operations](#cluster-operations)
-    - [Memory Management](#memory-management)
-1. [Observability](#observability-1)
-  - [Debugging](#debugging)
-    - [Automation](#automation)
-    - [CLI Extensions](#cli-extensions)
-    - [CLI Operations](#cli-operations)
-    - [Container Debugging](#container-debugging)
-    - [Containers](#containers)
-    - [Legacy Tooling](#legacy-tooling)
-    - [Pre-flight Checks](#pre-flight-checks)
-    - [Troubleshooting Guide](#troubleshooting-guide)
-    - [Workloads](#workloads)
-  - [Deployments](#deployments)
-    - [Telemetry](#telemetry)
-  - [Networking](#networking-1)
     - [API Traffic Analyzer](#api-traffic-analyzer)
-  - [Troubleshooting Platforms](#troubleshooting-platforms)
-    - [Enterprise Monitoring](#enterprise-monitoring)
-  - [UI Clients](#ui-clients)
-    - [Multi-Cluster](#multi-cluster)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [medium: 5 tips for troubleshooting apps on Kubernetes](https://medium.com/@alexellisuk/5-tips-for-troubleshooting-apps-on-kubernetes-835b6b539c24)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: 5 tips for troubleshooting apps on Kubernetes in the Kubernetes Tools ecosystem.
-  - [veducate.co.uk: How to fix in Kubernetes – Deleting a PVC stuck in status' β€œTerminating”](https://veducate.co.uk/kubernetes-pvc-terminating)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering veducate.co.uk: How to fix in Kubernetes – Deleting a PVC stuck in status' β€œTerminating” in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: 5 tips for troubleshooting apps on Kubernetes](https://levelup.gitconnected.com/5-tips-for-troubleshooting-apps-on-kubernetes-835b6b539c24)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: 5 tips for troubleshooting apps on Kubernetes in the Kubernetes Tools ecosystem.
-  - [medium: Better Debugging Environment for your Micro-Services](https://medium.com/@moshe.beladev.mb/better-debugging-environment-for-your-micro-services-9420a71b8a37)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Better Debugging Environment for your Micro-Services in the Kubernetes Tools ecosystem.
-  - [medium.com/@andrewachraf: Detect crashes in your Kubernetes cluster using' kwatch and Slack 🌟](https://medium.com/@andrewachraf/detect-crashes-in-your-cluster-using-kwatch-an-slack-84b979e93e03)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@andrewachraf: Detect crashes in your Kubernetes cluster using' kwatch and Slack 🌟 in the Kubernetes Tools ecosystem.
-  - [pauldally.medium.com: Kubernetes β€” Debugging NetworkPolicy (Part 1)](https://pauldally.medium.com/debugging-networkpolicy-part-1-249921cdba37)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering pauldally.medium.com: Kubernetes β€” Debugging NetworkPolicy (Part 1) in the Kubernetes Tools ecosystem.
-  - [medium.com/geekculture: Common Pod Errors in Kubernetes to Watch Out For](https://medium.com/geekculture/common-pod-errors-in-kubernetes-to-watch-out-for-d808737f4ade)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/geekculture: Common Pod Errors in Kubernetes to Watch Out For in the Kubernetes Tools ecosystem.
-  - [faun.pub: Kubernetes β€” Debugging NetworkPolicy (Part 1)](https://faun.pub/debugging-networkpolicy-part-1-249921cdba37)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==faun.pub: Kubernetes β€” Debugging NetworkPolicy (Part 1)== in the Kubernetes Tools ecosystem.
-  - [pauldally.medium.com: Kubernetes β€” Debugging NetworkPolicy (Part 2)](https://pauldally.medium.com/debugging-networkpolicy-part-2-2d5c42d8465c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering pauldally.medium.com: Kubernetes β€” Debugging NetworkPolicy (Part 2) in the Kubernetes Tools ecosystem.
-  - [tratnayake.dev: Oncall Adventures - When your Prometheus-Server mounted' to GCE Persistent Disk on K8s is Full](https://tratnayake.dev/oncall-adventures-prometheus-filled-disk)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering tratnayake.dev: Oncall Adventures - When your Prometheus-Server mounted' to GCE Persistent Disk on K8s is Full in the Kubernetes Tools ecosystem.
-  - [blog.devgenius.io: All You Need to Know about Debugging Kubernetes Cronjob](https://blog.devgenius.io/all-you-need-to-know-about-debugging-kubernetes-cronjob-61989a998513)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: All You Need to Know about Debugging Kubernetes Cronjob in the Kubernetes Tools ecosystem.
-  - [saiteja313.medium.com: Tracing DNS issues in Kubernetes](https://saiteja313.medium.com/tracing-dns-issues-in-kubernetes-28b38f782103)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering saiteja313.medium.com: Tracing DNS issues in Kubernetes in the Kubernetes Tools ecosystem.
-  - [medium.com/@jasonmfehr: Kubernetes Informers: Opening the Mystery Box](https://medium.com/@jasonmfehr/kubernetes-informers-opening-the-mystery-box-4cd690a43a4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@jasonmfehr: Kubernetes Informers: Opening the Mystery Box in the Kubernetes Tools ecosystem.
-  - [maxilect-company.medium.com: Graceful shutdown in a cloud environment (the' example of Kubernetes + Spring Boot) 🌟](https://maxilect-company.medium.com/graceful-shutdown-in-a-cloud-environment-the-example-of-kubernetes-spring-boot-f922b41adaa0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering maxilect-company.medium.com: Graceful shutdown in a cloud environment (the' example of Kubernetes + Spring Boot) 🌟 in the Kubernetes Tools ecosystem.
-  - [madeeshafernando.medium.com: Capturing Heap Dumps of stateless Kubernetes' pods before container termination and export to AWS S3](https://madeeshafernando.medium.com/capturing-heap-dumps-of-stateless-kubernetes-pods-before-container-termination-and-export-to-aws-s3-9602378ee60b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering madeeshafernando.medium.com: Capturing Heap Dumps of stateless Kubernetes' pods before container termination and export to AWS S3 in the Kubernetes Tools ecosystem.
-  - [faun.pub: Troubleshooting Kubernetes nodes storage space shortage on Aliyun' (Alibaba Cloud)](https://faun.pub/troubleshooting-kubernetes-nodes-storage-space-shortage-on-aliyun-alibaba-cloud-ac28230fe3d3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Troubleshooting Kubernetes nodes storage space shortage on Aliyun' (Alibaba Cloud) in the Kubernetes Tools ecosystem.
-  - [nicolasbarlatier.hashnode.dev: .NET Core Tip 2: How to troubleshoot Memory' Leaks within a .NET Console application running in a Linux Docker Container in Kubernetes](https://nicolasbarlatier.hashnode.dev/net-core-tip-2-how-to-troubleshoot-memory-leaks-within-a-net-console-application-running-in-a-linux-docker-container-in-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering nicolasbarlatier.hashnode.dev: .NET Core Tip 2: How to troubleshoot Memory' Leaks within a .NET Console application running in a Linux Docker Container in Kubernetes in the Kubernetes Tools ecosystem.
-  - [dzone.com: Tackling the Top 5 Kubernetes Debugging Challenges](https://dzone.com/articles/tackling-the-top-5-kubernetes-debugging-challenges)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==dzone.com: Tackling the Top 5 Kubernetes Debugging Challenges== in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: Access Kubernetes Objects Data From /Proc Directory' 🌟](https://levelup.gitconnected.com/access-kubernetes-objects-data-from-proc-directory-8d2ec6a0faba)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Access Kubernetes Objects Data From /Proc Directory' 🌟 in the Kubernetes Tools ecosystem.
-  - [alexsniffin.medium.com: Debugging Remotely with Go in Kubernetes](https://alexsniffin.medium.com/debugging-remotely-in-kubernetes-with-go-fda4f3332316)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering alexsniffin.medium.com: Debugging Remotely with Go in Kubernetes in the Kubernetes Tools ecosystem.
-  - [vik-y.medium.com: An easier way to auto-remediate memory leaks on Kubernetes!](https://vik-y.medium.com/an-easier-way-to-auto-remediate-memory-leaks-on-kubernetes-a922457674f4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering vik-y.medium.com: An easier way to auto-remediate memory leaks on Kubernetes! in the Kubernetes Tools ecosystem.
-  - [medium.com/@yusufkaratoprak: Advanced Troubleshooting Techniques in Kubernetes' Pods](https://medium.com/@yusufkaratoprak/advanced-troubleshooting-techniques-in-kubernetes-pods-24ee0cebfa6f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@yusufkaratoprak: Advanced Troubleshooting Techniques in Kubernetes' Pods in the Kubernetes Tools ecosystem.
-  - [Understanding Kubernetes cluster events](https://banzaicloud.com/blog/k8s-cluster-logging)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Understanding Kubernetes cluster events in the Kubernetes Tools ecosystem.
-  - [hwchiu.medium.com: Kubernetes Network Troubleshooting Approach 🌟](https://hwchiu.medium.com/kubernetes-network-troubleshooting-approach-701de9463493)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==hwchiu.medium.com: Kubernetes Network Troubleshooting Approach== 🌟 in the Kubernetes Tools ecosystem.
-  - [blog.ediri.io: Kubernetes: ImagePullBackOff!](https://blog.ediri.io/kubernetes-imagepullbackoff)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.ediri.io: Kubernetes: ImagePullBackOff! in the Kubernetes Tools ecosystem.
-  - [medium.com: Kubernetes Tip: How To Disambiguate A Pod Crash To Application' Or To Kubernetes Platform? (CrashLoopBackOff)](https://medium.com/tailwinds-navigator/kubernetes-tip-how-to-disambiguate-a-pod-crash-to-application-or-to-kubernetes-platform-f6c1395a8d09)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Kubernetes Tip: How To Disambiguate A Pod Crash To Application' Or To Kubernetes Platform? (CrashLoopBackOff) in the Kubernetes Tools ecosystem.
-  - [pauldally.medium.com: Why Leaving Pods in CrashLoopBackOff Can Have a Bigger' Impact Than You Might Think](https://pauldally.medium.com/why-leaving-pods-in-crashloopbackoff-can-have-a-bigger-impact-than-you-might-think-c0d3dbd067a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering pauldally.medium.com: Why Leaving Pods in CrashLoopBackOff Can Have a Bigger' Impact Than You Might Think in the Kubernetes Tools ecosystem.
-  - [tonylixu.medium.com: K8s Troubleshooting β€” Pod in Terminating or Unknown' Status](https://tonylixu.medium.com/k8s-troubleshooting-pod-in-terminating-or-unknown-status-2878f6ec66b8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering tonylixu.medium.com: K8s Troubleshooting β€” Pod in Terminating or Unknown' Status in the Kubernetes Tools ecosystem.
-  - [blog.devgenius.io: K8s Troubleshooting β€” Pod in Terminating or Unknown Status](https://blog.devgenius.io/k8s-troubleshooting-pod-in-terminating-or-unknown-status-2878f6ec66b8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: K8s Troubleshooting β€” Pod in Terminating or Unknown Status in the Kubernetes Tools ecosystem.
-  - [medium.com/@reefland: Tracking Down β€œInvisible” OOM Kills in Kubernetes](https://medium.com/@reefland/tracking-down-invisible-oom-kills-in-kubernetes-192a3de33a60)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@reefland: Tracking Down β€œInvisible” OOM Kills in Kubernetes in the Kubernetes Tools ecosystem.
-  - [baykara.medium.com: A Gentle Inspection of OOMKilled in Kubernetes](https://baykara.medium.com/a-gentle-inspection-of-oomkilled-in-kubernetes-4b4124cd23a8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering baykara.medium.com: A Gentle Inspection of OOMKilled in Kubernetes in the Kubernetes Tools ecosystem.
-  - [medium.com/@bm54cloud: Stressing a Kubernetes Pod to Induce an OOMKilled' Error](https://medium.com/@bm54cloud/stressing-a-kubernetes-pod-to-induce-an-oomkilled-error-96f3be9c931d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@bm54cloud: Stressing a Kubernetes Pod to Induce an OOMKilled' Error in the Kubernetes Tools ecosystem.
-  - [blog.devgenius.io: K8s β€” pause container](https://blog.devgenius.io/k8s-pause-container-f7abd1e9b488)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: K8s β€” pause container in the Kubernetes Tools ecosystem.
-  - [blog.kumomind.com: What You Need To Know To Debug A Preempted Pod On Kubernetes](https://blog.kumomind.com/what-you-need-to-know-to-debug-a-preempted-pod-on-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.kumomind.com: What You Need To Know To Debug A Preempted Pod On Kubernetes in the Kubernetes Tools ecosystem.
-  - [blog.ediri.io: How to remove a stuck namespace](https://blog.ediri.io/how-to-remove-a-stuck-namespace)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.ediri.io: How to remove a stuck namespace in the Kubernetes Tools ecosystem.
-  - [medium.com/@it-craftsman: How to fix Kubernetes namespaces stuck in terminating' state](https://medium.com/@it-craftsman/how-to-fix-kubernetes-namespaces-stuck-in-terminating-state-ea46c5fff045)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@it-craftsman: How to fix Kubernetes namespaces stuck in terminating' state in the Kubernetes Tools ecosystem.
-  - [medium.com/@reefland: Access PVC Data without the POD; troubleshooting Kubernetes.](https://medium.com/@reefland/access-pvc-data-without-the-pod-troubleshooting-kubernetes-b28bfdd7502)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@reefland: Access PVC Data without the POD; troubleshooting Kubernetes. in the Kubernetes Tools ecosystem.
-  - [medium.com/geekculture: K8s Troubleshooting β€” How to Debug CoreDNS Issues](https://medium.com/geekculture/k8s-troubleshooting-how-to-debug-coredns-issues-724e8b973cfc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/geekculture: K8s Troubleshooting β€” How to Debug CoreDNS Issues in the Kubernetes Tools ecosystem.
-  - [Kubernetes Troubleshooting: A Step-by-Step Guide](https://www.cncf.io/blog/2025/03/13/kubernetes-troubleshooting-a-step-by-step-guide)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Kubernetes Troubleshooting: A Step-by-Step Guide in the Kubernetes Tools ecosystem.
-  - [How to quarantine pods](https://www.reddit.com/r/kubernetes/comments/gt3uvg/how_to_quarantine_pods)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering How to quarantine pods in the Kubernetes Tools ecosystem.
-  - [tetrate.io: How to debug microservices in Kubernetes with proxy, sidecar' or service mesh?](https://www.tetrate.io/blog/how-to-debug-microservices-in-kubernetes-with-proxy-sidecar-or-service-mesh)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering tetrate.io: How to debug microservices in Kubernetes with proxy, sidecar' or service mesh? in the Kubernetes Tools ecosystem.
-  - [sumanthkumarc.medium.com: Debugging namespace deletion issue in Kubernetes](https://sumanthkumarc.medium.com/debugging-namespace-deletion-issue-in-kubernetes-f6f8b40a4368)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering sumanthkumarc.medium.com: Debugging namespace deletion issue in Kubernetes in the Kubernetes Tools ecosystem.
-  - [medium.com/linux-shots: Debug Kubernetes Pods Using Ephemeral Container](https://medium.com/linux-shots/debug-kubernetes-pods-using-ephemeral-container-f01378243ff)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/linux-shots: Debug Kubernetes Pods Using Ephemeral Container in the Kubernetes Tools ecosystem.
-  - [medium.com/@blgreco72: Debugging Kubernetes Services Locally 🌟](https://medium.com/@blgreco72/debugging-kubernetes-services-locally-8cb14bf8745a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@blgreco72: Debugging Kubernetes Services Locally 🌟 in the Kubernetes Tools ecosystem.
-  - [zendesk.engineering: Debugging containerd](https://zendesk.engineering/debugging-containerd-a20f28a2a8bf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering zendesk.engineering: Debugging containerd in the Kubernetes Tools ecosystem.
-  - [heka-ai.medium.com: Introduction to Debugging: locally and live on Kubernetes' with VSCode 🌟](https://heka-ai.medium.com/introduction-to-debugging-locally-and-live-on-kubernetes-8c8ecd3acbaa)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==heka-ai.medium.com: Introduction to Debugging: locally and live on Kubernetes' with VSCode== 🌟 in the Kubernetes Tools ecosystem.
-  - [eminaktas.medium.com: Debug Containerd in Production](https://eminaktas.medium.com/debug-containerd-in-production-fe93ef4e3ce2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering eminaktas.medium.com: Debug Containerd in Production in the Kubernetes Tools ecosystem.
-  - [medium.com/@alex.ivenin: Exploring ephemeral containers in kubernetes 🌟](https://medium.com/@alex.ivenin/exploring-ephemeral-containers-in-kubernetes-bcceaf21101c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@alex.ivenin: Exploring ephemeral containers in kubernetes 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/@danielepolencic: Isolating kubernetes pods for debugging](https://medium.com/@danielepolencic/isolating-kubernetes-pods-for-debugging-5fe41e630e9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@danielepolencic: Isolating kubernetes pods for debugging in the Kubernetes Tools ecosystem.
-  - [medium.com/adaltas: Kubernetes: debugging with ephemeral containers](https://medium.com/adaltas/kubernetes-debugging-with-ephemeral-containers-e4be659d9ef6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/adaltas: Kubernetes: debugging with ephemeral containers in the Kubernetes Tools ecosystem.
-  - [medium.com/@ospalaemon: Introducing Palaemon, the Savior of Kubernetes Pods!](https://medium.com/@ospalaemon/introducing-palaemon-the-savior-of-kubernetes-pods-85576c33287c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@ospalaemon: Introducing Palaemon, the Savior of Kubernetes Pods! in the Kubernetes Tools ecosystem.
-  - [Debugging Kubernetes Systems: Practical Advice with Quality Telemetry](https://…)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Debugging Kubernetes Systems: Practical Advice with Quality Telemetry in the Kubernetes Tools ecosystem.
-## Architecture
-
-### Pod Lifecycle
-
-#### Ephemeral Containers
-
-  - **(2023)** [linkedin.com: Kubernetes Ephemeral Containers | Bibin Wilson](https://www.linkedin.com/pulse/kubernetes-ephemeral-containers-bibin-wilson)  [COMMUNITY-TOOL] β€” Practical implementation breakdown demonstrating how engineers can leverage kubectl debug to attach ephemeral containers to scratch or distroless pods. Provides real-world configuration examples and use cases.
-  - **(2023)** [iximiuz.com: Kubernetes Ephemeral Containers and kubectl debug Command 🌟](https://iximiuz.com/en/posts/kubernetes-ephemeral-containers)  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive deep-dive into the architectural mechanics of kubectl debug and ephemeral containers. Explains container namespaces sharing, security contexts, and step-by-step diagnostic workflows on live clusters.
-  - **(2022)** [opensource.googleblog.com: Introducing Ephemeral Containers](https://opensource.googleblog.com/2022/01/Introducing%20Ephemeral%20Containers.html) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The foundational announcement from Google detailing the integration of ephemeral containers in Kubernetes. Outlines the architectural mechanics of injecting debugging tooling directly into running distroless or minimal containers via the API.
-## Chaos Engineering
-
-### Curated Playbooks
-
-#### Awesome Lists
-
-  - **(2023)** [==Awesome Chaos Engineering==](https://github.com/dastergon/awesome-chaos-engineering) ⭐ 6589  🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier curated directory of resources, tools, and papers dedicated to the practice of Chaos Engineering. It indexes tools for simulating network latency, injecting resource stress, and terminating instances across various platforms, with a strong focus on cloud-native environments. This is a must-have reference for engineering teams building self-healing, fault-tolerant distributed systems.
-## Cloud-Native Platforms
-
-### Operating Systems
-
-#### Flatcar Linux
-
-  - **(2024)** [kinvolk.io](https://kinvolk.io) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The official portal of Kinvolk (acquired by Microsoft), pioneers of Flatcar Container Linux, Lokomotive Kubernetes, and Inspektor Gadget. The platform represents an essential pillar in the development of minimal, immutable operating systems and eBPF-based Kubernetes tooling.
-## Container Runtimes
-
-### containerd
-
-#### ctr CLI
-
-  - **(2023)** [labs.iximiuz.com: How to work with container images using ctr](https://labs.iximiuz.com/courses/containerd-cli/ctr/image-management) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Deep technical laboratory exercise focused on managing low-level container images using the containerd 'ctr' CLI. Vital for operations engineers debugging nodes directly where high-level runtimes like docker are not installed.
 ## Development Workflow
 
-### IDE Extensions
+### Local Development
 
 #### Bridge to Kubernetes
 
-  - **(2023)** [marketplace.visualstudio.com: Bridge to Kubernetes (VSCode)](https://marketplace.visualstudio.com/items?itemName=mindaro.mindaro) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Official VS Code extension that implements the Bridge to Kubernetes local-to-remote cluster redirection framework. Allows developers to step through breakpoints in their local environment while acting as an integrated cluster endpoint.
-### Local Development
-
-#### Bridge to Kubernetes (1)
-
   - **(2021)** [thorsten-hans.com: Debugging apps in Kubernetes with Bridge](https://www.thorsten-hans.com/debugging-apps-in-kubernetes-with-bridge)  [COMMUNITY-TOOL] [GUIDE] β€” Hands-on guide focusing on Microsoft's 'Bridge to Kubernetes' tool for direct local debugging within an active cluster context. Evaluates how the mechanism redirects traffic to a local machine without modifying production routing topologies.
-## Infrastructure
+## Observability
 
-### Compute
-
-#### CPU Performance
-
-  - **(2023)** [The Hidden CPU Throttling Crisis in Kubernetes Clusters](https://www.kubenatives.com/p/the-hidden-cpu-throttling-crisis) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Investigates latency spikes caused by the Linux CFS (Completely Fair Scheduler) quota enforcement mechanism in Kubernetes. Highlights how kernel bugs throttle containerized workloads even when usage is far below limits, providing remediation strategies such as adjusting quotas or using CPU pins.
-## Kubernetes
-
-### Core Mechanics
-
-#### Pod Lifecycle (1)
-
-  - **(2020)** [erkanerol.github.io: I wish pods were fully restartable](https://erkanerol.github.io/post/restartable-pods) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This reflective post explores the architectural limitations of the Kubernetes Pod lifecycle, specifically the inability to easily restart individual containers without recreating the entire Pod. It analyzes proposed community designs and current workarounds, such as mutating controllers or rollout restarts. It provides deep architectural insights into the design decisions governing Kubernetes resource controllers.
 ### Networking
 
-#### Ingress Troubleshooting
-
-  - **(2019)** [managedkube.com: Troubleshooting a Kubernetes ingress](https://managedkube.com/kubernetes/trace/ingress/service/port/not/matching/pod/k8sbot/2019/02/13/trace-ingress.html)  [COMMUNITY-TOOL] β€” Kubernetes Ingress troubleshooting requires systematically tracing path matching, port definitions, and target service selectors. This guide isolates a common failure pattern where configuration mismatches between Ingress specifications and Pod ports disrupt traffic flow. It provides actionable diagnostic commands to verify endpoint connectivity and route mapping.
-#### Packet Tracing
-
-  - **(2021)** [itnext.io: Tracing Pod2Pod Network Traffic in Kubernetes | Daniele Polencic](https://itnext.io/tracing-pod-to-pod-network-traffic-in-kubernetes-112523a325b2) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” When service-to-service communication fails silently, engineers must dive deep into packet inspection. This tutorial guides readers through capture techniques, using tools like tcpdump and Wireshark inside container network namespaces to trace pod-to-pod traffic. It addresses the complexity of tracing traffic within overlay networks and virtual ethernet pairs.
-### Observability
-
-#### Events
-
-  - **(2023)** [groundcover.com: Failure Is an Option: How to Stay on Top of K8s Container Events](https://www.groundcover.com/blog/k8s-container-events)  [COMMUNITY-TOOL] β€” Kubernetes events are transient cluster logs that provide critical context for system state changes and errors, but their short lifespan makes persistent logging essential. This article analyzes strategies for collecting, storing, and visualizing container events to catch intermittent failures. Utilizing event streaming helps platform engineers build early-warning systems before issues escalate to outages.
-#### Events Logging
-
-  - **(2022)** [decisivedevops.com: Kubernetes Events β€” News feed of your cluster](https://decisivedevops.com/kubernetes-events-news-feed-of-your-kubernetes-cluster-826e08892d7a)  [COMMUNITY-TOOL] β€” This guide explains the utility of Kubernetes events as a real-time diagnostic feed of cluster activities. It demonstrates how to capture, filter, and stream these resource events to external observability backends using open-source collectors. Properly configured event logging ensures that platform teams maintain a historical record of pod crashes and scheduling failures.
-### Resource Management
-
-#### CPU Scheduling
-
-  - **(2021)** [andydote.co.uk: The Problem with CPUs and Kubernetes](https://andydote.co.uk/2021/06/02/os-cpus-and-kubernetes) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A low-level analysis of how the Linux kernel scheduler interacting with CFS quota limits can severely throttle Kubernetes pods, even when total CPU utilization is low. The author exposes the architectural friction between container resource limits and multi-threaded application runtimes like Java and Go. Platform engineers will find valuable tuning techniques to mitigate silent latency spikes caused by CPU throttling.
-#### Metrics Collection
-
-  - **(2023)** [learnitguide.net: How to Check Memory Usage of a Pod in Kubernetes?](https://www.learnitguide.net/2023/04/how-to-check-memory-usage-of-pod-in.html)  [COMMUNITY-TOOL] β€” Monitoring memory consumption is critical to preventing out-of-memory (OOM) evictions and performance degradation. This guide explains how to leverage the Kubernetes Metrics Server via kubectl top, alongside advanced Prometheus queries, to track real-time memory footprints. It contrasts raw memory utilization against requested resource boundaries to help right-size workloads.
-#### OOM and Throttling
-
-  - **(2021)** [sysdig.com: Kubernetes OOM and CPU Throttling](https://www.sysdig.com/blog/troubleshoot-kubernetes-oom)  [COMMUNITY-TOOL] β€” A highly analytical post from Sysdig comparing the operational impacts of memory exhaustion (OOM) versus CPU exhaustion (Throttling). While OOM errors lead to sudden container termination and service disruption, CPU throttling leads to slow response times and latency degradation. The guide explains how to monitor these metrics to balance cluster cost against application performance.
-#### QoS and OOM Score
-
-  - **(2020)** [cloudyuga.guru: How does Kubernetes assign QoS class to pods through OOM score?](https://cloudyuga.guru/blogs/k8s-qos-oomkilled) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This article provides a rigorous, technical exploration of how Kubernetes maps container memory/CPU requests and limits to Quality of Service (QoS) classes: Guaranteed, Burstable, and BestEffort. It details how the orchestrator translates these classes into Linux OOM scores, which the kernel uses to select victim processes during memory pressure. Mastering this mapping is vital for designing reliable, high-density cluster workloads.
-### Runtime Security
-
-#### Sandboxed Containers
-
-  - **(2022)** [cloud.redhat.com: Troubleshooting Sandboxed Containers Operator](https://www.redhat.com/en/blog/sandboxed-containers-operator-from-zero-to-hero-the-hard-way-part-2) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Deploying secure, isolated runtimes within Kubernetes demands deep knowledge of sandboxed container configurations, such as Kata Containers. This guide explores troubleshooting the Sandboxed Containers Operator on OpenShift, focusing on kernel module loading and hardware virtualization flags. It is an indispensable resource for platform engineers managing untrusted multi-tenant workloads.
-### Security
-
-#### Container Images
-
-  - **(2020)** [youtube: 3 Ways to Detect Evil "Latest" Image Tags in Kubernetes - Kubevious](https://www.youtube.com/watch?v=93RlMqO4glM&ab_channel=Kubevious)  [COMMUNITY-TOOL] β€” Using the 'latest' container image tag in production is a critical antipattern that breaks deployment reproducibility and introduces security risks. This guide uses Kubevious to outline three automated detection techniques to intercept and block these non-deterministic tags in deployment pipelines. It emphasizes implementing admission controllers to enforce strict version tagging.
-### Troubleshooting
-
-#### Architectural Slides
-
-  - **(2019)** [speakerdeck.com/mhausenblas (redhat): Troubleshooting Kubernetes apps](https://speakerdeck.com/mhausenblas/kubecologne-keynote-troubleshooting-kubernetes-apps)  [COMMUNITY-TOOL] β€” This presentation slide deck by Michael Hausenblas maps out the complete lifecycle of Kubernetes application troubleshooting, from log collection to packet analysis. It offers a structured classification of failure domains, targeting scheduling, networking, and application-level errors. Highly recommended for visual learners seeking a comprehensive overview of cloud-native debugging patterns.
-#### Case Study
-
-  - **(2021)** [thenewstack.io: What David Flanagan Learned Fixing Kubernetes Clusters](https://thenewstack.io/what-david-flanagan-learned-fixing-kubernetes-clusters)  [COMMUNITY-TOOL] β€” This synthesis highlights critical real-world lessons from fixing broken Kubernetes clusters under pressure, illustrating how misconfigurations lead to spectacular outages. It emphasizes that basic oversights in DNS configuration, RBAC permissions, and resource constraints cause the majority of cluster-wide failures. This post-mortem review serves as a warning and a guide to preventative cluster maintenance.
-#### Command Line
-
-  - **(2021)** [thenewstack.io: Living with Kubernetes: Debug Clusters in 8 Commands 🌟](https://thenewstack.io/living-with-kubernetes-debug-clusters-in-8-commands)  [COMMUNITY-TOOL] β€” A highly practical command-line cheat sheet that isolates eight crucial kubectl commands for diagnosing cluster and application failures. By leveraging advanced output formatting and resource filtering, engineers can quickly drill down from high-level service failures to underlying node exhaustion. This primer is designed for rapid incident response and system validation.
-#### CrashLoopBackOff
-
-  - **(2023)** [devtron.ai: Troubleshoot: Pod Crashloopbackoff](https://devtron.ai/blog/troubleshoot_crashloopbackoff_pod)  [COMMUNITY-TOOL] β€” A targeted diagnostic manual focusing exclusively on resolving Pod CrashLoopBackOff errors within a Kubernetes cluster. It details the precise troubleshooting path, examining application configuration errors, environment variable omissions, and permission issues. It also includes strategies for extracting logs from previously terminated container instances.
-  - **(2022)** [komodor.com: Kubernetes CrashLoopBackOff Error: What It Is and How to Fix It](https://komodor.com/learn/how-to-fix-crashloopbackoff-kubernetes-error)  [COMMUNITY-TOOL] β€” A comprehensive playbook from Komodor designed to help engineers systematically isolate the root causes of CrashLoopBackOff errors. It covers common trigger events such as database connection timeouts, file access permissions, and mismatched configuration maps. By mapping these triggers, it helps engineers transition from reactive troubleshooting to proactive reliability planning.
-  - **(2021)** [sysdig.com: What is Kubernetes CrashLoopBackOff? And how to fix it 🌟](https://www.sysdig.com/blog/debug-kubernetes-crashloopbackoff)  [COMMUNITY-TOOL] β€” A definitive guide from Sysdig addressing the causes, mechanics, and remediation steps for the ubiquitous CrashLoopBackOff state. The article unpacks how the kubelet manages backoff loops when an application continuously crashes on startup. It outlines diagnostic strategies combining container telemetry with log output to pinpoint runtime exceptions.
-#### Developer Enablement
-
-  - **(2021)** [thenewstack.io: 6 Kubernetes Best Practices to Empower Devs to Troubleshoot](https://thenewstack.io/6-kubernetes-best-practices-to-empower-devs-to-troubleshoot)  [COMMUNITY-TOOL] β€” DevOps maturity relies on empowering application developers to diagnose and resolve their own Kubernetes errors without administrative intervention. By providing accessible log aggregation, standardized event alerts, and ephemeral debugging shells, platform teams can eliminate operational bottlenecks. This framework details how to design developer-friendly observability environments.
-#### Development Environments
-
-  - **(2023)** [devzero.io: Kubernetes Debugging Tips](https://www.devzero.io/blog/kubernetes-autoscaling)  [COMMUNITY-TOOL] β€” Optimizing the inner-loop developer experience in Kubernetes requires special tooling to bypass slow build-and-deploy cycles. This guide reviews practical tips for configuring local debugging environments, port forwarding, and syncing code directly into remote dev clusters. Implementing these techniques allows developers to debug code in real time within a cluster-like context.
-#### Diagnostic Manuals
-
-  - **(2022)** [==github.com/metaleapca: metaleap-k8s-troubleshooting.pdf==](https://github.com/metaleapca/metaleap-k8s-troubleshooting/blob/main/metaleap-k8s-troubleshooting.pdf) ⭐ 40  [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An exhaustive community-driven reference PDF that serves as a diagnostic field manual for complex Kubernetes cluster issues. It covers everything from low-level CNI networking issues to control plane degradation and API server latency. This document is a valuable offline resource for operations teams handling large-scale production incidents.
-#### Distroless Debugging
-
-  - **(2021)** [itnext.io: Distroless Container Debugging on K8s/OpenShift](https://itnext.io/distroless-container-debugging-on-k8s-openshift-e418fd66fdad) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” While distroless images enhance security by stripping out non-essential utilities and shells, they present unique challenges when live troubleshooting is required. This article explores strategies to bridge this gap, utilizing Kubernetes ephemeral containers and volume-mounting debug utilities on OpenShift. It demonstrates how to maintain a minimal attack surface without sacrificing operational diagnostics.
-#### Ephemeral Containers (1)
-
-  - **(2022)** [loft.sh: Using Kubernetes Ephemeral Containers for Troubleshooting](https://www.vcluster.com/blog/using-kubernetes-ephemeral-containers-for-troubleshooting) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This guide explains how to leverage Kubernetes Ephemeral Containersβ€”the native, standard way to troubleshoot running pods without pre-packaging debug tools in production images. By launching a temporary diagnostic container within the target pod's namespace, engineers can safely run tools like curl, tcpdump, or strace. This represents the modern, secure gold standard for debugging production distroless containers.
-#### Exit Codes
-
-  - **(2022)** [komodor.com: Exit Codes In Containers & Kubernetes – The Complete Guide  🌟](https://komodor.com/learn/exit-codes-in-containers-and-kubernetes-the-complete-guide)  [COMMUNITY-TOOL] β€” An industry-standard reference guide demystifying exit codes returned by failing containers, from common application errors (Exit Code 1) to system-level kills (Exit Code 137). It details how the container runtime and Linux kernel interact to generate these codes, providing a crucial diagnostic map for troubleshooting CrashLoopBackOffs. Understanding these codes is essential for automated root-cause analysis.
-#### Fundamentals
-
-  - **(2021)** [thenewstack.io: Kubernetes Troubleshooting Primer](https://thenewstack.io/kubernetes-troubleshooting-primer)  [COMMUNITY-TOOL] β€” A foundational text that introduces the core mechanics of the Kubernetes control plane and how components interact during deployment failures. It explains the relationship between the API server, controller manager, scheduler, and kubelet, illustrating where common failures arise. This primer establishes the necessary context for executing advanced diagnostics.
-#### General Guide
-
-  - **(2021)** [blog.alexellis.io: How to Troubleshoot Applications on Kubernetes 🌟](https://blog.alexellis.io/troubleshooting-on-kubernetes)  [COMMUNITY-TOOL] β€” A classic, hands-on troubleshooting guide tailored for engineers deploying applications to Kubernetes clusters. It provides a logical flow of commands from checking container logs and inspecting events to executing commands inside a container. This resource is excellent for developing the primary instincts required to resolve containerized application failures.
-#### Methodologies
-
-  - **(2022)** [freecodecamp.org: How to Simplify Kubernetes Troubleshooting](https://www.freecodecamp.org/news/how-to-simplify-kubernetes-troubleshooting)  [COMMUNITY-TOOL] β€” This comprehensive troubleshooting guide reframes cluster diagnostics into a logical, step-by-step methodology rather than chaotic guesswork. It focuses on isolating issues systematically across the application layer, the container runtime, and the underlying orchestrator networking. Utilizing this structured approach significantly lowers the cognitive load of on-call engineers.
-#### OOMKilled
-
-  - **(2021)** [itnext.io: Kubernetes Silent Pod Killer](https://itnext.io/kubernetes-silent-pod-killer-104e7c8054d9) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This article investigates the elusive scenarios where the Linux kernel OOM killer terminates container processes silently without registering a clean Kubernetes OOMKilled status. This discrepancy occurs when sub-processes within a container are targeted, leaving the main container entrypoint running but degraded. The author shares advanced debugging tips utilizing system logs and container runtimes to detect these hidden failures.
-#### Pod Diagnostics
-
-  - **(2023)** [learnitguide.net: How To Troubleshoot Kubernetes Pods](https://www.learnitguide.net/2023/04/how-to-troubleshoot-kubernetes-pods.html)  [COMMUNITY-TOOL] β€” A focused tutorial describing standard commands and methodologies to diagnose Pod failures such as ImagePullBackOff, CrashLoopBackOff, and Evicted states. It systematically walks through the utilization of kubectl describe, logs, and events to construct an accurate failure timeline. It is perfect for junior engineers looking to build baseline debugging proficiency.
-#### Pod Eviction
-
-  - **(2021)** [sysdig.com: Understanding Kubernetes Evicted Pods](https://www.sysdig.com/blog/kubernetes-pod-evicted)  [COMMUNITY-TOOL] β€” Pod eviction is a proactive defense mechanism executed by the kubelet when a node faces critical resource pressure, such as low disk space or memory exhaustion. This guide details the eviction lifecycle, explaining the difference between soft and hard eviction thresholds. It provides practical strategies for configuring tolerations and cluster autoscaling to prevent widespread application downtime.
-#### Pod Scheduling
-
-  - **(2021)** [sysdig.com: Understanding Kubernetes pod pending problems](https://www.sysdig.com/blog/kubernetes-pod-pending-problems)  [COMMUNITY-TOOL] β€” Pods trapped in a 'Pending' state point directly to scheduling failures caused by resource exhaustion, node selectors, or volume binding delays. This deep dive from Sysdig explains how to read scheduler events and analyze resource request limits to unlock stuck deployments. Engineers will learn how to identify node-affinity conflicts and taint/toleration mismatches.
-#### Real-World Examples
-
-  - **(2022)** [tennexas.com: Kubernetes Troubleshooting Examples](https://tennexas.com/kubernetes-troubleshooting-examples)  [COMMUNITY-TOOL] β€” An essential compilation of practical Kubernetes troubleshooting scenarios focusing on common network, storage, and configuration failures. It provides hands-on diagnostic scripts and commands to dissect failing pods and unresolvable services. This playbook bridges the gap between theoretical knowledge and day-to-day cluster administration.
-### Troubleshooting Tooling
-
-#### kubectl plugins
-
-  - **(2020)** [==kubectl-debug==](https://github.com/aylei/kubectl-debug) ⭐ 2305  [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” Originally a popular community-built plugin to launch debugging containers within target pods, `kubectl-debug` has largely been superseded by native Kubernetes Ephemeral Containers (`kubectl debug` command) in modern releases. This project remains a valuable reference for historical context and legacy cluster compatibility. For modern clusters, engineers are strongly advised to transition to built-in Kubernetes diagnostic commands.
-## Kubernetes Platform Engine
-
-### Cluster Operations
-
-#### Memory Management
-
-  - **(2025)** [OOMKilled in Kubernetes: Understanding and Preventing Hidden Memory Leaks](https://unixarena.com/2025/04/oomkilled-in-kubernetes-the-hidden-memory-leaks-youre-missing.html) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Diagnoses Kubernetes `OOMKilled` (Exit Code 137) events caused by memory leaks, misconfigured resource limits, and JVM heap management issues. Explains how to set appropriate limits/requests while implementing profiling tools to prevent container churn.
-## Observability (1)
-
-### Debugging
-
-#### Automation
-
-  - **(2022)** [github.com/airwallex: k8s-pod-restart-info-collector](https://github.com/airwallex/k8s-pod-restart-info-collector) [GO CONTENT]  [COMMUNITY-TOOL] β€” An automated utility designed to capture and log state configuration, events, and logs instantly when a pod restarts, offering immediate post-mortem insights for ephemeral microservices.
-#### CLI Extensions
-
-  - **(2021)** [github.com/JamesTGrant/kubectl-debug](https://github.com/JamesTGrant/kubectl-debug) ⭐ 373  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A kubectl plugin designed to launch temporary debugging containers within a target pod namespace. Streamlines manual container introspection prior to the widespread adoption of native ephemeral containers.
-#### CLI Operations
-
-  - **(2021)** [thenewstack.io: Living with Kubernetes: 12 Commands to Debug Your Workloads 🌟](https://thenewstack.io/living-with-kubernetes-12-commands-to-debug-your-workloads)  [COMMUNITY-TOOL] β€” Curated list of 12 essential kubectl commands designed to streamline low-level container and network diagnostics. Targets common day-2 operational challenges, addressing resource pressure, storage attachments, and system event inspection.
-#### Container Debugging
-
-  - **(2025)** [iximiuz/cdebug](https://github.com/iximiuz/cdebug) ⭐ 1652  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A specialized CLI tool for debugging running containers. Allows attaching ephemeral tooling environments into running, stripped-down containers (even without Kubernetes, working directly with Docker/containerd).
-  - **(2022)** [felipecruz91/debug-ctr](https://github.com/felipecruz91/debug-ctr) ⭐ 52  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” Lightweight helper utility targeting runtimes at the node level. Allows developers to run custom debug tools directly inside active containerd namespaces without impacting root node security models.
-#### Containers
-
-  - **(2023)** [KDBG: Small Kubernetes debugging container](https://github.com/nvucinic/kdbg) ⭐ 36  [SHELL CONTENT] 🌟 [COMMUNITY-TOOL] β€” A lightweight Kubernetes debugging container designed to simplify troubleshooting inside active pods. It packages key diagnostic tools (curl, dig, iproute2, etc.) for direct execution inside the cluster networking space, serving as an effective sidecar or ephemeral debugging agent.
-#### Legacy Tooling
-
-  - **(2021)** [palaemon.io](https://palaemon.io)  [LEGACY] β€” Legacy troubleshooting tool aimed at optimizing container workloads and analyzing scheduling configurations. Now largely archived but remains historically relevant for declarative scheduling architectures.
-#### Pre-flight Checks
-
-  - **(2025)** [github.com/replicatedhq/troubleshoot](https://github.com/replicatedhq/troubleshoot) ⭐ 582  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” A framework providing preflight checks and support-bundle collection capabilities for Kubernetes applications. Crucial for enterprise environments deploying applications onto heterogeneous on-premises or customer-managed clusters.
-#### Troubleshooting Guide
-
-  - **(2023)** [learnk8s.io: A visual guide on troubleshooting Kubernetes deployments](https://learnkube.com/troubleshooting-deployments)  [COMMUNITY-TOOL] [GUIDE] β€” A high-density visual guide detailing a deterministic flowchart for troubleshooting Kubernetes deployment failures. It systematically walks engineers through checking ingress, service routing, selector matching, and pod-level failures (e.g., CrashLoopBackOff).
-  - **(2023)** [komodor.com: Kubernetes Troubleshooting: The Complete Guide 🌟](https://komodor.com/learn/kubernetes-troubleshooting-the-complete-guide)  [COMMUNITY-TOOL] [GUIDE] β€” An exhaustive architectural manual dissecting everyday Kubernetes failure patterns including OOMKilled, ImagePullBackOff, CrashLoopBackOff, and CPU throttling.
-#### Workloads
-
-  - **(2022)** [towardsdatascience.com: The Easiest Way to Debug Kubernetes Workloads](https://towardsdatascience.com/the-easiest-way-to-debug-kubernetes-workloads-ff2ff5e3cc75)  [COMMUNITY-TOOL] β€” Practical overview detailing baseline approaches to troubleshooting Kubernetes workloads, focusing on common command-line routines. It bridges the gap for data engineers and developers needing rapid context on kubectl logs, describes, and port-forwards.
-### Deployments
-
-#### Telemetry
-
-  - **(2021)** [StatusBay](https://github.com/similarweb/statusbay) ⭐ 387  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An active deployment monitoring tool that provides real-time visibility into Kubernetes deployment sequences. By aggregating event logs and state transitions, StatusBay offers clean diagnostic traces for failed releases, improving post-mortem analysis.
-### Networking (1)
-
 #### API Traffic Analyzer
 
   - **(2024)** [kubetools.io: Kubeshark – API Traffic Analyzer for Kubernetes](https://kubetools.io/mastering-kubernetes-debugging-and-troubleshooting-with-kubeshark-real-time-visibility-query-language-service-map-and-integrations) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An advanced network analyzer for Kubernetes (formerly API Tap) that captures and decrypts cluster traffic in real-time. Leverages modern eBPF and packet capture technologies to trace service-to-service communication.
-### Troubleshooting Platforms
-
-#### Enterprise Monitoring
-
-  - **(2024)** [komodor.com](https://komodor.com)  [COMMUNITY-TOOL] β€” Commercial troubleshooting and observability platform offering absolute end-to-end lineage visualization for Kubernetes resources. Pinpoints root causes of failures by cross-referencing changes, logs, and metrics.
-### UI Clients
-
-#### Multi-Cluster
-
-  - **(2024)** [KubeUI: A Desktop Kubernetes Client](https://github.com/IvanJosipovic/KubeUI) ⭐ 311  [C# CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A high-performance, desktop-optimized UI designed to stream, monitor, and interact with live cluster metrics and objects. It enhances developer agility through dynamic views of multi-cluster namespaces and active workload metrics.
 
 ---
-πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Kubernetes Client Libraries](./kubernetes-client-libraries.md)
+πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Serverless](./serverless.md) | [Kubectl Commands](./kubectl-commands.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Angular](./angular.md)
 
diff --git a/v2-docs/kubernetes-tutorials.md b/v2-docs/kubernetes-tutorials.md
index 66a8eac9..d6e82d72 100644
--- a/v2-docs/kubernetes-tutorials.md
+++ b/v2-docs/kubernetes-tutorials.md
@@ -8,36 +8,19 @@
 
 ## Table of Contents
 
-1. [Architecture and Visualization](#architecture-and-visualization)
-  - [Kubernetes Visualizer](#kubernetes-visualizer)
-    - [Go](#go)
 1. [Cloud Native](#cloud-native)
-  - [Container Orchestration](#container-orchestration)
-    - [Kubernetes Release Notes](#kubernetes-release-notes)
   - [Education](#education)
     - [Academic Programs](#academic-programs)
-    - [Cloud Provider Academies](#cloud-provider-academies)
-    - [Course Directories](#course-directories)
-    - [Hands-on Labs](#hands-on-labs)
-    - [Interactive Learning Platforms](#interactive-learning-platforms)
-    - [Official Certifications](#official-certifications)
     - [Spanish Tutorials](#spanish-tutorials)
-  - [Enterprise Kubernetes](#enterprise-kubernetes)
-    - [OpenShift Infrastructure Deployment](#openshift-infrastructure-deployment)
+1. [Cloud Native Infrastructure](#cloud-native-infrastructure)
+  - [Service Mesh](#service-mesh)
+    - [Tutorials](#tutorials)
 1. [Cloud-Native Infrastructure](#cloud-native-infrastructure)
   - [Learning Resources](#learning-resources)
     - [Kubernetes Courses](#kubernetes-courses)
-1. [DevOps](#devops)
-  - [Automation](#automation)
-    - [Education Tooling](#education-tooling)
-1. [DevOps and CICD](#devops-and-cicd)
-  - [Roadmaps](#roadmaps)
-    - [Career Path](#career-path)
-1. [Fundamentals](#fundamentals)
-  - [Developer Workflows](#developer-workflows)
-    - [Architecture](#architecture)
-1. [Kubernetes Tools](#kubernetes-tools)
-  - [General Reference](#general-reference)
+1. [Container Orchestration](#container-orchestration)
+  - [AKS Labs](#aks-labs)
+    - [Hands-on Learning](#hands-on-learning)
 1. [Orchestration](#orchestration)
   - [Containers and Kubernetes](#containers-and-kubernetes)
     - [Video Series](#video-series)
@@ -46,75 +29,36 @@
     - [Comprehensive Reference](#comprehensive-reference)
     - [Continuous Learning](#continuous-learning)
       - [Platform Engineering](#platform-engineering)
-    - [Fundamentals](#fundamentals-1)
-    - [Hands-on Labs](#hands-on-labs-1)
-      - [Cheat Sheets](#cheat-sheets)
+    - [Fundamentals](#fundamentals)
     - [Interactive Platform](#interactive-platform)
     - [Learning Pathways](#learning-pathways)
       - [GitHub Repository](#github-repository)
     - [Official Documentation](#official-documentation)
     - [Opinion and Strategy](#opinion-and-strategy)
-      - [Historical Evolution](#historical-evolution)
       - [Learning Pathways](#learning-pathways-1)
-    - [Presentation Slides](#presentation-slides)
-    - [Quick Start](#quick-start)
     - [Video Series](#video-series-1)
-      - [Bare Metal and Local](#bare-metal-and-local)
       - [Enterprise Fundamentals](#enterprise-fundamentals)
-      - [Fundamentals](#fundamentals-2)
-      - [Networking and Core](#networking-and-core)
       - [Production Mechanics](#production-mechanics)
   - [Kubernetes Fundamentals](#kubernetes-fundamentals)
     - [Visual Learning](#visual-learning)
-1. [Professional Development](#professional-development)
-  - [Opinion and Strategy](#opinion-and-strategy-1)
-    - [Course Reviews](#course-reviews)
-1. [Software Engineering](#software-engineering)
-  - [Education](#education-1)
-    - [Systems Programming](#systems-programming)
 
-## Architecture and Visualization
-
-### Kubernetes Visualizer
-
-#### Go
-
-  - **(2021)** [cloudogu/k8s-diagrams](https://github.com/cloudogu/k8s-diagrams) ⭐ 339  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A specialized CLI utility built to parse Kubernetes live states and manifest specifications directly into clean, structured architectural diagrams. Resolves the operational pain point of manual cluster mapping, providing engineers with an accurate visual layout of active workloads, routes, and cluster components.
 ## Cloud Native
 
-### Container Orchestration
-
-#### Kubernetes Release Notes
-
-  - **(2023)** [dev.to: Understanding Kubernetes: part 48 – Kubernetes 1.27 Changelog](https://dev.to/aurelievache/understanding-kubernetes-part-48-kubernetes-127-changelog-1alk) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A detailed technical breakdown of the Kubernetes 1.27 'Chill Vibes' release. Focuses on key API graduations, component deprecations, and structural upgrades such as the stable graduation of SeccompDefault, container runtime interface (CRI) refactoring, and security advancements.
 ### Education
 
 #### Academic Programs
 
   - **(2026)** [devopswithkubernetes.com](https://courses.mooc.fi/org/uh-cs/courses/devops-with-kubernetes) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An open-source academic DevOps curriculum developed by the University of Helsinki. Explores real-world container scheduling, persistent storage setups, pipeline engineering, and live microservice application deployment strategies inside standard clusters.
-#### Cloud Provider Academies
-
-  - **(2026)** [civo.com/academy 🌟🌟🌟](https://www.civo.com/academy) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A cloud-native educational platform developed by cloud provider Civo. Focuses on lightweight Kubernetes orchestration (K3s), GitOps paradigms, and simplified cluster management structures designed to reduce initial development learning curves.
-#### Course Directories
-
-  - **(2019)** [javarevisited.blogspot.com: Top 5 Free Courses to Learn Kubernetes for Developers and DevOps Engineers](https://javarevisited.blogspot.com/2019/01/top-5-free-kubernetes-courses-for-DevOps-Engineer.html) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A developer-oriented directory compiling recommended free training courses for Kubernetes. Emphasizes basic core architecture, resource scheduling, container deployment strategies, and general configuration management.
-#### Hands-on Labs
-
-  - **(2026)** [Play with Kubernetes](https://labs.play-with-k8s.com) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An ephemeral, multi-node interactive Kubernetes sandbox accessible directly within the browser. Utilizing Docker-in-Docker (DinD) infrastructure, it enables developers to prototype, run networking scenarios, and practice operations in a zero-install sandbox environment.
-#### Interactive Learning Platforms
-
-  - **(2026)** [kodekloud.com](https://kodekloud.com) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An interactive, lab-centric educational platform specialized in DevOps, continuous delivery, and infrastructure automation. Features hands-on sandbox terminals configured to prepare students for core certifications like CKA, CKAD, and CKS.
-#### Official Certifications
-
-  - **(2026)** [training.linuxfoundation.org: Introduction to Kubernetes (LFS158x)](https://training.linuxfoundation.org/training/introduction-to-kubernetes) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” The baseline introductory curriculum authored by the Linux Foundation and the CNCF. Teaches fundamental architecture, control plane mechanics, pod configurations, networking standards, and volume storage strategies required for standard operation tasks.
 #### Spanish Tutorials
 
   - **(2022)** [Kubernetes para principiantes - La guΓ­a definitiva para principiantes absolutos](https://www.youtube.com/playlist?list=PLaR6Rq6Z4IqcKOKT4c0uGkBt3YSRQ9S5v&si=qGpgMP56yagniZx8) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive introductory Spanish-language video series on Kubernetes. Discusses basic cluster infrastructure, orchestration fundamentals, container storage, pod lifecycle states, and structural service definitions.
-### Enterprise Kubernetes
+## Cloud Native Infrastructure
 
-#### OpenShift Infrastructure Deployment
+### Service Mesh
 
-  - **(2023)** [Openshift Baremetal - Installer's Bake-off: Agent vs Assisted vs IPI](https://www.youtube.com/watch?si=vK_9UKjGV8F24Ebt&v=1v15VSKPZRU&feature=youtu.be) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An in-depth technical comparison of OpenShift bare-metal installation strategies. Weighs the architectural pros and cons of Installer-Provisioned Infrastructure (IPI), Assisted Installer setups, and isolated Agent-based workflows.
+#### Tutorials
+
+  - **(2022)** [Implementing Istio From Start To Finish](https://www.cloudnativedeepdive.com/implementing-istio-from-start-to-finish)  [COMMUNITY-TOOL] β€” A comprehensive implementation roadmap designed to guide engineering teams through the planning, deployment, and optimization stages of building an enterprise-grade Istio platform from the ground up.
 ## Cloud-Native Infrastructure
 
 ### Learning Resources
@@ -122,52 +66,13 @@
 #### Kubernetes Courses
 
   - **(2024)** [**wardviaene/kubernetes-course**](https://github.com/wardviaene/kubernetes-course) ⭐ 1732  [YAML/GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Accompanying codebase for Ward Viaene's comprehensive Kubernetes course, demonstrating deployments, configurations, microservice communication patterns, and cloud migrations. (Live Grounding: Widely trusted community-backed repository illustrating production-grade YAML configurations).
-## DevOps
+## Container Orchestration
 
-### Automation
+### AKS Labs
 
-#### Education Tooling
+#### Hands-on Learning
 
-  - **(2023)** [Quiz Grader](https://github.com/ned1313/quiz-grader) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” A lightweight utility engineered to automate the grading and feedback of quizzes and programming assignments. Processes markdown-based inputs to generate structured performance assessments, supporting classroom and self-assessment operations.
-## DevOps and CICD
-
-### Roadmaps
-
-#### Career Path
-
-  - **(2026)** [**DevOps Roadmap for 2026**](https://github.com/milanm/DevOps-Roadmap) ⭐ 19614  [MARKDOWN CONTENT] 🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An extensive, highly-vetted community map outlining modern DevOps and platform engineering educational pathways. Synthesizes knowledge milestones across systems internals, network protocols, continuous integration/continuous delivery protocols, and hybrid observability.
-## Fundamentals
-
-### Developer Workflows
-
-#### Architecture
-
-  - **(2020)** [millionvisit.blogspot.com: Kubernetes for Developers #1: Kubernetes Architecture and Features 🌟](https://millionvisit.blogspot.com/2020/12/kubernetes-for-developers-1-kubernetes-architecture.html) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A developer-first manual illustrating structural components and cluster design properties. Guides programmers to understand how their API payload deployments translates to actual container lifecycle actions on physical machines.
-## Kubernetes Tools
-
-### General Reference
-
-  - [kubernetesbyexample.com 🌟](https://kubernetesbyexample.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kubernetesbyexample.com in the Kubernetes Tools ecosystem.
-  - [Automating Kubernetes Deployments with Helm Charts](https://blog.devops.dev/automating-kubernetes-deployments-with-helm-charts-baaec0e6fbc5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Automating Kubernetes Deployments with Helm Charts in the Kubernetes Tools ecosystem.
-  - [Kubernetes Troubleshooting: A Step-by-Step Guide](https://www.cncf.io/blog/2025/03/13/kubernetes-troubleshooting-a-step-by-step-guide)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Kubernetes Troubleshooting: A Step-by-Step Guide in the Kubernetes Tools ecosystem.
-  - [medium.com: Kubernetes 101: Pods, Nodes, Containers, and Clusters](https://medium.com/google-cloud/kubernetes-101-pods-nodes-containers-and-clusters-c1509e409e16)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Kubernetes 101: Pods, Nodes, Containers, and Clusters in the Kubernetes Tools ecosystem.
-  - [medium.com: Learn Kubernetes in Under 3 Hours: A Detailed Guide to Orchestrating' Containers](https://medium.com/free-code-camp/learn-kubernetes-in-under-3-hours-a-detailed-guide-to-orchestrating-containers-114ff420e882)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Learn Kubernetes in Under 3 Hours: A Detailed Guide to Orchestrating' Containers in the Kubernetes Tools ecosystem.
-  - [kubernetestutorials.com: Install and Deploy Kubernetes on CentOs 7](https://kubernetestutorials.com/install-and-deploy-kubernetes-on-centos-7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kubernetestutorials.com: Install and Deploy Kubernetes on CentOs 7 in the Kubernetes Tools ecosystem.
-  - [medium.com: Simplifying orchestration with Kubernetes](https://medium.com/@swapnasagarpradhan/simplifying-orchestration-with-kubernetes-e81015681a85)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Simplifying orchestration with Kubernetes in the Kubernetes Tools ecosystem.
-  - [aquasec.com: 70 Best Kubernetes Tutorials](https://www.aquasec.com/wiki/display/containers/70+Best+Kubernetes+Tutorials)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aquasec.com: 70 Best Kubernetes Tutorials in the Kubernetes Tools ecosystem.
-  - [magalix.com: Kubernetes 101 - Concepts and Why It Matters](https://www.magalix.com/blog/kubernetes-101-concepts-and-why-it-matters)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering magalix.com: Kubernetes 101 - Concepts and Why It Matters in the Kubernetes Tools ecosystem.
-  - [Dzone refcard: Getting Started with Kubernetes](https://dzone.com/refcardz/kubernetes-essentials)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone refcard: Getting Started with Kubernetes in the Kubernetes Tools ecosystem.
-  - [magalix.com: The Best Kubernetes Tutorials](https://www.magalix.com/blog/the-best-kubernetes-tutorials)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering magalix.com: The Best Kubernetes Tutorials in the Kubernetes Tools ecosystem.
-  - [35 Advanced Tutorials to Learn Kubernetes](https://medium.com/faun/35-advanced-tutorials-to-learn-kubernetes-dae5695b1f18)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering 35 Advanced Tutorials to Learn Kubernetes in the Kubernetes Tools ecosystem.
-  - [medium: DraftKings Kubernetes Workshop: Hands-on Learning in K8s (with Video' Walkthrough)](https://medium.com/draftkings-engineering/draftkings-workshop-demystifying-kubernetes-4ce86c187408)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: DraftKings Kubernetes Workshop: Hands-on Learning in K8s (with Video' Walkthrough) in the Kubernetes Tools ecosystem.
-  - [medium: How to deploy StatefulSets in Kubernetes (K8s)?](https://medium.com/avmconsulting-blog/deploying-statefulsets-in-kubernetes-k8s-5924e701d327)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How to deploy StatefulSets in Kubernetes (K8s)? in the Kubernetes Tools ecosystem.
-  - [ithands-on.com: Kubernetes 101 : Deployments, replicaSets, services, pods' and endpoints](https://www.ithands-on.com/2021/05/kubernetes-101-deployment-replicasets.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ithands-on.com: Kubernetes 101 : Deployments, replicaSets, services, pods' and endpoints in the Kubernetes Tools ecosystem.
-  - [medium.com/google-cloud: Running Workloads in Kubernetes 🌟](https://medium.com/google-cloud/running-workloads-in-kubernetes-86194d133593)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/google-cloud: Running Workloads in Kubernetes 🌟 in the Kubernetes Tools ecosystem.
-  - [udemy.com: Learn DevOps: The Complete Kubernetes Course](https://www.udemy.com/learn-devops-the-complete-kubernetes-course)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering udemy.com: Learn DevOps: The Complete Kubernetes Course in the Kubernetes Tools ecosystem.
-  - [udemy.com: Learn DevOps: Advanced Kubernetes Usage](https://www.udemy.com/learn-devops-advanced-kubernetes-usage)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering udemy.com: Learn DevOps: Advanced Kubernetes Usage in the Kubernetes Tools ecosystem.
-  - [medium.com/javarevisited: 8 Best Free Kubernetes Courses for Beginners in' 2022](https://medium.com/javarevisited/7-free-online-courses-to-learn-kubernetes-in-2020-3b8a68ec7abc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/javarevisited: 8 Best Free Kubernetes Courses for Beginners in' 2022 in the Kubernetes Tools ecosystem.
-  - [udemy.com: Just enough kubernetes to be dangerous (free)](https://www.udemy.com/course/just-enough-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering udemy.com: Just enough kubernetes to be dangerous (free) in the Kubernetes Tools ecosystem.
-  - [exploreneptune.io 🌟](https://exploreneptune.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==exploreneptune.io== 🌟 in the Kubernetes Tools ecosystem.
+  - **(2026)** [AKS Labs - Introduction](https://azure-samples.github.io/aks-labs/docs/intro) [MARKDOWN CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Hands-on, engineer-designed technical playground for AKS configurations. Deep dives into Advanced CNI options, Cilium-driven security schemas, network boundaries, and workload identity bindings.
 ## Orchestration
 
 ### Containers and Kubernetes
@@ -188,14 +93,9 @@
 ##### Platform Engineering
 
   - **(2026)** [==100 Days Of Kubernetes: 100daysofkubernetes.io==](https://100daysofkubernetes.io) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” A highly progressive community learning roadmap tracing advanced modern platform architectures. Chronicles continuous topics ranging from standard containers to advanced Envoy proxying, service meshes, and GitOps deployments.
-#### Fundamentals (1)
+#### Fundamentals
 
   - **(2025)** [**devopscube.com: Kubernetes Tutorials For Beginners: Getting Started Guide**](https://devopscube.com/kubernetes-tutorials-beginners) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” An exceptional introductory portal that distills container architecture into highly digestible guides. Explores standard pod mechanics, ingress controllers, environment configs, and scaling strategies with clean procedural steps.
-#### Hands-on Labs (1)
-
-##### Cheat Sheets
-
-  - **(2025)** [==omerbsezer/Fast-Kubernetes 🌟🌟==](https://github.com/omerbsezer/Fast-Kubernetes) ⭐ 3493  🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A popular open-source repository featuring highly structured terminal cheat sheets, resource blueprints, and YAML patterns. Focuses on accelerating daily CKA commands, manifest construction, and cluster maintenance routines.
 #### Interactive Platform
 
   - **(2026)** [**educative.io/courses/the-kubernetes-course: Learn Kubernetes: A Deep Dive 🌟🌟🌟**](https://www.educative.io/courses/learn-kubernetes) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A text-first training curriculum with browser-native sandbox environments. Investigates internal API server flows, cluster scheduler behaviors, and advanced persistent volumes without installation friction.
@@ -209,33 +109,14 @@
   - **(2026)** [==kubernetes.io: Kubernetes Tutorials==](https://kubernetes.io/docs/tutorials) [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The definitive, authoritative reference portal for Kubernetes concepts. Integrates fundamental conceptual walk-throughs with direct command-line execution, showing how to create Services, scale Deployments, and manage local volumes.
 #### Opinion and Strategy
 
-##### Historical Evolution
-
-  - **(2016)** [==youtube: Kubernetes for Sysadmins – Kelsey Hightower at PuppetConf 2016 🌟🌟🌟==](https://www.youtube.com/clip/UgkxWpu3QFPEDZBuMgy_Xq4mBR--uLA-3CSZ) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” A classic, paradigm-shifting keynote by Kelsey Hightower detailing why traditional infrastructure admins must progress to container-centric architectures. Promotes declarative application specifications and programmatic state management.
 ##### Learning Pathways (1)
 
   - **(2026)** [==devopscube.com: How to Learn Kubernetes (Complete Roadmap) 🌟🌟🌟==](https://devopscube.com/learn-kubernetes-complete-roadmap) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” An exhaustive, highly detailed learning path outlining the essential cloud-native concepts, tooling, and architectures. Serves as a primary reference for designing comprehensive platform engineering training regimens.
-  - **(2022)** [blog.getambassador.io: How to Learn Kubernetes: Prerequisites, Paths, and Resources 🌟](https://blog.getambassador.io/how-to-learn-kubernetes-prerequisites-paths-and-resources-9e044daee185) 🌟🌟🌟 [COMMUNITY-TOOL] β€” An actionable guide highlighting the operating system, networking, and programming fundamentals required to master Kubernetes. Prevents cognitive overload by enforcing structured roadmap prerequisites.
-#### Presentation Slides
-
-  - **(2024)** [Intoduction to Kubernetes (slides, beginners and advanced)](https://docs.google.com/presentation/d/1zrfVlE5r61ZNQrmXKx5gJmBcXnoa_WerHEnTxu5SMco/edit) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A detailed technical slideset outlining the core mechanisms of Kubernetes scheduling, control plane architecture, and microservice discovery. Ideal for corporate instructional presentations and architectural roundtables.
-#### Quick Start
-
-  - **(2023)** [dev.to: Kubernetes Crash Course for Absolute Beginners](https://dev.to/techworld_with_nana/kubernetes-crash-course-for-absolute-beginners-35pc) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A quick-reading article detailing node boundaries, API requests, and standard cluster networking. Provides immediate mental models of container orchestration for engineering leads seeking a fast overview.
 #### Video Series (1)
 
-##### Bare Metal and Local
-
-  - **(2023)** [**amazee.io: Master the Fundamentals of K8s: Kubernetes 101 video series with Jeff Geerling**](https://www.amazee.io/blog/post/master-the-fundamentals-of-k8s) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A highly clear Kubernetes introduction series hosted by automation engineer Jeff Geerling. Focuses on minimal edge clusters, hardware installations, and simplifying core orchestration complexities with high clarity.
 ##### Enterprise Fundamentals
 
   - **(2024)** [**youtube playlist: DevNation Lessons: Kubernetes Fundamentals**](https://www.youtube.com/playlist?list=PLf3vm0UK6HKpOqIY2fcu_M0sCSpluyXMW) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Red Hat's developer lessons focused on real-world system patterns, detailing secure service integration, configurations separation, and cluster administration patterns within heavy enterprise networks.
-##### Fundamentals (2)
-
-  - **(2024)** [youtube playlist: Thetips4you - Kubernetes Tutorial for Beginners](https://www.youtube.com/playlist?app=desktop&list=PLVx1qovxj-akr_3XqQQgpqRyQw4GYuS4h) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” An introductory video collection teaching standard configuration, secret integration, dynamic cloud volumes, and fundamental deployment syntax. Recommended for engineers transitioning from traditional VM hypervisors.
-##### Networking and Core
-
-  - **(2024)** [youtube: Kubernetes Pods and ReplicaSets explained](https://www.youtube.com/playlist?list=PLy0Gle4XyvbGhGpX0CXAuiEsfL-MD-rND) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A modular video breakdown specifically tracking the networking, scaling, and state reconciliation interactions between Pods and ReplicaSets. Demystifies self-healing mechanics and custom target state specifications.
 ##### Production Mechanics
 
   - **(2026)** [==youtube playlist: Tech World with Nana - Complete Kubernetes Tutorial for Beginners 🌟🌟🌟==](https://www.youtube.com/playlist?list=PLy7NrYWoggjziYQIDorlXjTvvwweTYoNC) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” A highly granular masterclass detailing Helm templates, complex StatefulSets, dynamic storage provisioning, and ingress configuration. Highly recommended for platform engineers tasked with standardizing real-world production clouds.
@@ -244,21 +125,9 @@
 #### Visual Learning
 
   - **(2022)** [**cloud.google.com: kubernetes comic**](https://cloud.google.com/kubernetes-engine/kubernetes-comic) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Google's classic, highly creative visual guide explaining modern container scaling, lifecycle, and orchestration concepts through graphic storytelling. Perfect for explaining Kubernetes business advantages to technical managers.
-## Professional Development
-
-### Opinion and Strategy (1)
-
-#### Course Reviews
-
-  - **(2022)** [javarevisited.blogspot.com: Top 5 Online Courses to Learn Kubernetes in 2022 - Best of Lot](https://javarevisited.blogspot.com/2020/06/top-5-courses-to-learn-kubernetes-for-devops-and-certification.html) 🌟🌟 [COMMUNITY-TOOL] β€” An structured analytical review of high-performing cloud education resources. Evaluates programs based on practice exam quality, physical lab setups, and compliance with CNCF certification paths.
-## Software Engineering
-
-### Education (1)
-
-#### Systems Programming
-
-  - **(2024)** [==Build Your Own X==](https://github.com/codecrafters-io/build-your-own-x) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An immensely popular community-driven compilation of step-by-step guides for building complex software systems (compilers, databases, operating systems, Docker) from scratch. Perfect for deep pedagogical exploration of core engineering systems.
 
 ---
-πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md)
+πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Angular](./angular.md)
 
diff --git a/v2-docs/kubernetes.md b/v2-docs/kubernetes.md
index 5f329093..6ecb51ee 100644
--- a/v2-docs/kubernetes.md
+++ b/v2-docs/kubernetes.md
@@ -11,27 +11,6 @@
 1. [AI and Orchestration](#ai-and-orchestration)
   - [Agentic Workflows](#agentic-workflows)
     - [Command-Line Tools](#command-line-tools)
-1. [API Server](#api-server)
-  - [Architecture](#architecture)
-    - [Concepts](#concepts)
-    - [Fundamentals](#fundamentals)
-    - [Hands-on](#hands-on)
-    - [Reference](#reference)
-    - [Series](#series)
-    - [Terminology](#terminology)
-  - [Debugging](#debugging)
-    - [HTTP Client](#http-client)
-    - [Tooling](#tooling)
-  - [Extensibility](#extensibility)
-    - [Architecture](#architecture-1)
-    - [CRDs](#crds)
-  - [Governance](#governance)
-    - [Lifecycle](#lifecycle)
-  - [Observability](#observability)
-    - [Tracing](#tracing)
-1. [Administration](#administration)
-  - [Metadata Management](#metadata-management)
-    - [Annotations and Labels](#annotations-and-labels)
 1. [Application Delivery](#application-delivery)
   - [Core Mechanics](#core-mechanics)
     - [Metadata Strategy](#metadata-strategy)
@@ -44,203 +23,64 @@
 1. [Application Deployment](#application-deployment)
   - [Frameworks](#frameworks)
     - [Ruby on Rails](#ruby-on-rails)
-1. [Application Design](#application-design)
-  - [Reliability](#reliability)
-    - [Liveness Probes](#liveness-probes)
-    - [Readiness Probes](#readiness-probes)
 1. [Application Management](#application-management)
   - [Custom Controllers](#custom-controllers)
     - [OpenKruise](#openkruise)
-1. [Architecture](#architecture-2)
-  - [API Mechanics](#api-mechanics)
-    - [Deep Dive](#deep-dive)
-  - [Capacity Planning](#capacity-planning)
-    - [Cluster Sizing](#cluster-sizing)
-  - [Configuration Management](#configuration-management)
-    - [Declarative Primitives](#declarative-primitives)
-  - [Container Runtime](#container-runtime)
-    - [OCI Standards](#oci-standards)
-  - [Control Plane](#control-plane)
-    - [API Extensibility](#api-extensibility)
-    - [API Server](#api-server-1)
-    - [Cluster Topology](#cluster-topology)
-    - [Components Overview](#components-overview)
-    - [Core Concepts](#core-concepts)
-    - [Declarative APIs](#declarative-apis)
-    - [Developer Experience](#developer-experience)
-    - [Distributed Systems](#distributed-systems)
-    - [Fundamentals](#fundamentals-1)
-    - [Node Lifecycle](#node-lifecycle)
-  - [Deployment Anti-Patterns](#deployment-anti-patterns)
-    - [Operational Safety](#operational-safety)
+1. [Architecture](#architecture)
   - [Design Patterns](#design-patterns)
-    - [GitOps Tools](#gitops-tools)
     - [Microservices](#microservices)
-    - [Multi-Container Pods](#multi-container-pods)
-    - [Reference Implementations](#reference-implementations)
     - [Sidecar Pattern](#sidecar-pattern)
-    - [Standard Practice](#standard-practice)
-    - [System Patterns](#system-patterns)
-  - [Distributed Systems](#distributed-systems-1)
+  - [Distributed Systems](#distributed-systems)
     - [Patterns](#patterns)
-  - [Ecosystem](#ecosystem)
-    - [Infrastructure as Code](#infrastructure-as-code)
-  - [Edge and IoT](#edge-and-iot)
-    - [Talos OS Optimization](#talos-os-optimization)
-  - [Fundamentals](#fundamentals-2)
+  - [Fundamentals](#fundamentals)
     - [Container Orchestration](#container-orchestration)
-    - [Control Plane](#control-plane-1)
-    - [Pod Internals](#pod-internals)
-  - [Governance](#governance-1)
-    - [Open Standards](#open-standards)
-  - [High Availability](#high-availability)
-    - [Control Plane](#control-plane-2)
-    - [Production Readiness](#production-readiness)
-  - [Infrastructure Sizing](#infrastructure-sizing)
-    - [Bare Metal vs VM](#bare-metal-vs-vm)
-    - [Compute Scaling](#compute-scaling)
-  - [Internal Mechanics](#internal-mechanics)
-    - [Control Loops](#control-loops)
   - [Microservices](#microservices-1)
     - [Platform Engineering](#platform-engineering)
   - [Migration](#migration)
     - [Serverless](#serverless)
   - [Multi-Cloud](#multi-cloud)
     - [Federation](#federation)
-  - [Nested Clusters](#nested-clusters)
-    - [Bare Metal](#bare-metal)
-  - [Node Level](#node-level)
-    - [Kubelet](#kubelet)
-  - [Platform Engineering](#platform-engineering-1)
-    - [Platform-as-Code](#platform-as-code)
-  - [Resource Management](#resource-management)
-    - [Scheduling Engine](#scheduling-engine)
   - [Security](#security)
     - [API Access](#api-access)
-    - [Access Control](#access-control)
-    - [Admission Control](#admission-control)
     - [Container Drift](#container-drift)
     - [Webhooks](#webhooks)
   - [Strategy](#strategy)
     - [Application Lifecycle](#application-lifecycle)
-  - [System Administration](#system-administration)
-    - [Control Plane](#control-plane-3)
-  - [Theory](#theory)
-    - [Complexity Analysis](#complexity-analysis)
-  - [Virtualization](#virtualization)
-    - [Multi-Tenancy](#multi-tenancy)
-  - [Visual Reference](#visual-reference)
-    - [Control Plane](#control-plane-4)
   - [Workloads](#workloads)
     - [Enterprise Use-Cases](#enterprise-use-cases)
-1. [Automation](#automation)
-  - [Configuration Management](#configuration-management-1)
-    - [Ansible](#ansible)
-  - [Debugging](#debugging-1)
-    - [API Objects](#api-objects)
-  - [Scripts](#scripts)
-    - [Cluster Management](#cluster-management)
-1. [CICD](#cicd)
-  - [Container Builds](#container-builds)
-    - [Shipwright](#shipwright)
-  - [Deployment Speed](#deployment-speed)
-    - [Best Practices](#best-practices)
-  - [GitOps](#gitops)
-    - [Policy and Compliance](#policy-and-compliance)
-1. [Capacity Management](#capacity-management)
-  - [Resource Optimization](#resource-optimization)
-    - [Node Allocation](#node-allocation)
+1. [CICD Pipelines](#cicd-pipelines)
+  - [Security and Supply Chain](#security-and-supply-chain)
+    - [Dependabot](#dependabot)
 1. [Career Development](#career-development)
-  - [Market Trends](#market-trends)
-    - [Historical Data](#historical-data)
   - [Skill Alignment](#skill-alignment)
     - [Container Orchestration](#container-orchestration-1)
 1. [Case Studies](#case-studies)
-  - [GKE Deployment](#gke-deployment)
-    - [Cost Management](#cost-management)
   - [Large-Scale Migration](#large-scale-migration)
     - [Traffic Scaling](#traffic-scaling)
-  - [Multi-Cluster Architecture](#multi-cluster-architecture)
-    - [Scale Strategies](#scale-strategies)
-  - [Production Stories](#production-stories)
-    - [Troubleshooting](#troubleshooting)
 1. [Cloud Architecture](#cloud-architecture)
   - [NoOps and Serverless](#noops-and-serverless)
     - [Overview](#overview)
 1. [Cloud Infrastructure](#cloud-infrastructure)
+  - [Azure Networking](#azure-networking)
+    - [Latency Optimization](#latency-optimization)
   - [Kubernetes](#kubernetes-1)
     - [Workload Management](#workload-management)
-1. [Cloud Native](#cloud-native)
-  - [Community](#community)
-    - [Directory](#directory)
+1. [Cloud Infrastructure and Orchestration](#cloud-infrastructure-and-orchestration)
+  - [Container Orchestration](#container-orchestration-2)
+    - [Helm and Packaging](#helm-and-packaging)
 1. [Cloud Native Platforms](#cloud-native-platforms)
   - [Kubernetes](#kubernetes-2)
     - [Telemetry Bundles](#telemetry-bundles)
-1. [Cluster Architecture](#cluster-architecture)
-  - [Deployment Models](#deployment-models)
-    - [Operations](#operations)
-  - [Design Patterns](#design-patterns-1)
-    - [Terminology](#terminology-1)
-  - [Design Principles](#design-principles)
-    - [Infrastructure](#infrastructure)
-  - [Hybrid Cloud](#hybrid-cloud)
-    - [Strategy](#strategy-1)
-  - [Multi-Cluster](#multi-cluster)
-    - [Management](#management)
-    - [Strategy](#strategy-2)
-  - [On-Premises](#on-premises)
-    - [Infrastructure](#infrastructure-1)
-  - [Sizing](#sizing)
-    - [Node Allocatable](#node-allocatable)
-    - [Research](#research)
-    - [Worker Nodes](#worker-nodes)
-1. [Cluster Management](#cluster-management-1)
-  - [Cluster API](#cluster-api)
-    - [Declarative Infrastructure](#declarative-infrastructure)
+1. [Cluster Management](#cluster-management)
   - [Deployments](#deployments-1)
-    - [Rollbacks](#rollbacks)
-    - [Rolling Updates](#rolling-updates)
-    - [Strategies](#strategies)
     - [Zero Downtime](#zero-downtime)
-  - [GUI Tools](#gui-tools)
-    - [Desktop Clients](#desktop-clients)
-  - [Multi-Cluster](#multi-cluster-1)
-    - [Lifecycle Automation](#lifecycle-automation)
-  - [Virtual Clusters](#virtual-clusters)
-    - [Tenant Isolation](#tenant-isolation)
-1. [Community](#community-1)
-  - [Communication](#communication)
-    - [Onboarding](#onboarding)
-    - [Real-time Support](#real-time-support)
-  - [Trends](#trends)
-    - [Industry Analysis](#industry-analysis)
-  - [Visual Resources](#visual-resources)
-    - [Wallpapers](#wallpapers)
-1. [Community and Governance](#community-and-governance)
-  - [Communication](#communication-1)
-    - [Forums](#forums)
-  - [SIGs](#sigs)
-    - [Repositories](#repositories)
-    - [SIG Apps](#sig-apps)
-1. [Community and Learning](#community-and-learning)
-  - [Developer Platforms](#developer-platforms)
-    - [Community Feeds](#community-feeds)
-  - [Media](#media)
-    - [Podcasts](#podcasts)
-  - [Open Source](#open-source)
-    - [Ecosystem Guides](#ecosystem-guides)
 1. [Compute](#compute)
   - [Pod Scheduling](#pod-scheduling)
-    - [Node Affinity](#node-affinity)
     - [Priority and Eviction](#priority-and-eviction)
     - [Resource Allocation](#resource-allocation)
-    - [Scheduler Internals](#scheduler-internals)
   - [Pods](#pods)
-    - [Core Concepts](#core-concepts-1)
+    - [Core Concepts](#core-concepts)
 1. [Configuration](#configuration)
-  - [CDK and DSLs](#cdk-and-dsls)
-    - [CDK8s](#cdk8s)
-    - [Jsonnet](#jsonnet)
   - [ConfigMaps](#configmaps)
     - [Application State](#application-state)
     - [Storage Engines](#storage-engines)
@@ -252,87 +92,43 @@
     - [Environment Variables](#environment-variables-1)
   - [State Management](#state-management)
     - [Config and Secrets](#config-and-secrets)
-  - [Templating and Engine](#templating-and-engine)
-    - [Kustomize](#kustomize)
-1. [Configuration Management](#configuration-management-2)
-  - [Declarative Templates](#declarative-templates)
-    - [Programmatic Generation](#programmatic-generation)
-1. [Container Orchestration](#container-orchestration-2)
-  - [Kubernetes](#kubernetes-3)
-    - [Community Platforms](#community-platforms)
-1. [Container Runtime](#container-runtime-1)
-  - [Core Infrastructure](#core-infrastructure)
-    - [Execution Engines](#execution-engines)
+1. [Container Orchestration](#container-orchestration-3)
+  - [Azure Kubernetes Service](#azure-kubernetes-service)
+    - [Well-Architected Framework](#well-architected-framework)
 1. [Containers and Orchestration](#containers-and-orchestration)
-  - [Container Concepts](#container-concepts)
-    - [Pods Deep Dive](#pods-deep-dive)
   - [Kubernetes Development](#kubernetes-development)
     - [API Client Libraries](#api-client-libraries)
   - [Kubernetes Operations](#kubernetes-operations)
     - [Pod Restarts](#pod-restarts)
   - [Kubernetes Storage](#kubernetes-storage)
     - [Volumes Overview](#volumes-overview)
-  - [Virtualization VS Containers](#virtualization-vs-containers)
-    - [Kubernetes Concept](#kubernetes-concept)
-1. [Core Architecture](#core-architecture)
-  - [Controller Manager](#controller-manager)
-    - [ReplicaSet](#replicaset)
-    - [ReplicationController](#replicationcontroller)
-  - [Extensibility](#extensibility-1)
-    - [Admission Webhooks](#admission-webhooks)
-    - [Custom Resource Validation](#custom-resource-validation)
-    - [Operator Pattern](#operator-pattern)
-  - [Node Operations](#node-operations)
-    - [Cluster Capacity](#cluster-capacity)
-  - [Object Identification](#object-identification)
-    - [Labels and Selectors](#labels-and-selectors)
-  - [Visual Resources](#visual-resources-1)
-    - [Deployment Map](#deployment-map)
-1. [Core Concepts](#core-concepts-2)
-  - [Containerization](#containerization)
-    - [Fundamentals](#fundamentals-3)
-    - [Virtualization Layers](#virtualization-layers)
+1. [Core Concepts](#core-concepts-1)
   - [Introduction](#introduction)
-    - [Orchestration Basics](#orchestration-basics)
     - [Orchestration Concepts](#orchestration-concepts)
-  - [Official Documentation](#official-documentation)
-    - [Reference Portal](#reference-portal)
-  - [Reliability](#reliability-1)
-    - [Probes](#probes)
   - [Workload Resources](#workload-resources)
     - [Controller Comparison](#controller-comparison)
-    - [DaemonSets](#daemonsets)
     - [Pod and Controllers](#pod-and-controllers)
-  - [Workloads](#workloads-1)
-    - [Batch Jobs](#batch-jobs)
-    - [DaemonSets](#daemonsets-1)
-    - [Deployments](#deployments-2)
-    - [Pods](#pods-1)
-    - [StatefulSets](#statefulsets)
 1. [Core Kubernetes](#core-kubernetes)
-  - [Architecture](#architecture-3)
-    - [Control Plane](#control-plane-5)
+  - [Architecture](#architecture-1)
+    - [Control Plane](#control-plane)
     - [Edge Computing](#edge-computing)
   - [Basics](#basics)
-    - [Critique](#critique)
     - [Introduction](#introduction-1)
 1. [Cost Optimization](#cost-optimization)
-  - [Infrastructure](#infrastructure-2)
+  - [Infrastructure](#infrastructure)
     - [FinOps](#finops)
-1. [Curation](#curation)
-  - [Reference Guides](#reference-guides)
-    - [Awesome Lists](#awesome-lists)
 1. [Data Management](#data-management)
   - [Databases](#databases)
     - [Microservices Datastores](#microservices-datastores)
+1. [Deployment and Delivery](#deployment-and-delivery)
+  - [Deployment Strategies](#deployment-strategies)
+    - [Blue-Green and Canary](#blue-green-and-canary)
 1. [DevOps](#devops)
-  - [CICD](#cicd-1)
+  - [CICD](#cicd)
     - [Reference Architecture](#reference-architecture)
-1. [Developer Experience](#developer-experience-1)
+1. [Developer Experience](#developer-experience)
   - [Local Development](#local-development)
     - [Telepresence](#telepresence)
-  - [PaaS](#paas)
-    - [Developer Ergonomics](#developer-ergonomics)
 1. [Development](#development)
   - [Deployment](#deployment)
     - [Container Lifecycle](#container-lifecycle)
@@ -342,561 +138,171 @@
     - [CICD Integration](#cicd-integration)
   - [Validation Protocols](#validation-protocols)
     - [CICD Integration](#cicd-integration-1)
-1. [Education](#education)
-  - [Backend Development](#backend-development)
-    - [Containerization](#containerization-1)
-  - [Certifications](#certifications)
-    - [CKA Laboratory](#cka-laboratory)
-  - [Hands-on Labs](#hands-on-labs)
-    - [Reference Architectures](#reference-architectures)
-    - [System Implementation](#system-implementation)
-  - [Reference Guides](#reference-guides-1)
-    - [API Reference](#api-reference)
-    - [Interactive Portal](#interactive-portal)
-1. [Extending Kubernetes](#extending-kubernetes)
-  - [CLI Plugins](#cli-plugins)
-    - [Tooling](#tooling-1)
-  - [Custom Resources](#custom-resources)
-    - [Architecture](#architecture-4)
-    - [Catalog](#catalog)
-    - [Concept](#concept)
-    - [Tutorial](#tutorial)
-1. [Extensibility](#extensibility-2)
-  - [Operators](#operators)
-    - [Lifecycle Management](#lifecycle-management)
 1. [FinOps](#finops-1)
-  - [Resource Optimization](#resource-optimization-1)
+  - [Resource Optimization](#resource-optimization)
     - [API Usage](#api-usage)
-1. [Fundamentals](#fundamentals-4)
+1. [Fundamentals](#fundamentals-1)
   - [Advocacy](#advocacy)
     - [Developer Workflows](#developer-workflows)
-  - [Architecture](#architecture-5)
-    - [Core Concepts](#core-concepts-3)
-  - [Career Development](#career-development-1)
-    - [Skill Mapping](#skill-mapping)
   - [Community Resources](#community-resources)
     - [Reference Manuals](#reference-manuals)
   - [Developer Workflows](#developer-workflows-1)
-    - [API Objects](#api-objects-1)
-    - [Operations](#operations-1)
-  - [Industry Trends](#industry-trends)
-    - [Yearly Reviews](#yearly-reviews)
+    - [API Objects](#api-objects)
+    - [Architecture](#architecture-2)
+    - [Operations](#operations)
   - [Introduction](#introduction-2)
-    - [Best Practices](#best-practices-1)
-    - [Complete Guides](#complete-guides)
-    - [Conceptual Explanations](#conceptual-explanations)
+    - [Best Practices](#best-practices)
     - [Container Runtimes](#container-runtimes)
-    - [Core Abstractions](#core-abstractions)
-    - [Entrypoints](#entrypoints)
-    - [History](#history)
-    - [Networking](#networking)
-    - [Orchestration Basics](#orchestration-basics-1)
-  - [Local Environments](#local-environments)
-    - [Developer Tools](#developer-tools)
-  - [Problem Solving](#problem-solving)
-    - [Architecture Strategy](#architecture-strategy)
-  - [Spanish Resources](#spanish-resources)
-    - [Practical Guides](#practical-guides)
   - [Tutorials](#tutorials)
     - [Deployment Workflow](#deployment-workflow)
-    - [Practical Handson](#practical-handson)
-1. [GitOps and Delivery](#gitops-and-delivery)
-  - [Enterprise CICD](#enterprise-cicd)
-    - [Delivery Pipelines](#delivery-pipelines)
-1. [History and Evolution](#history-and-evolution)
-  - [Core Philosophy](#core-philosophy)
-    - [Borg to Kubernetes](#borg-to-kubernetes)
-1. [Industry Analysis](#industry-analysis-1)
-  - [Cloud Native Ecosystem](#cloud-native-ecosystem)
-    - [News](#news)
-  - [Ecosystem Trends](#ecosystem-trends)
-    - [Historical Analysis](#historical-analysis)
+1. [Industry Analysis](#industry-analysis)
   - [Enterprise Panel](#enterprise-panel)
     - [Production Challenges](#production-challenges)
-  - [Orchestration Comparison](#orchestration-comparison)
-    - [AWS Ecosystem](#aws-ecosystem)
-1. [Industry Trends](#industry-trends-1)
-  - [AI Operations](#ai-operations)
-    - [Kubernetes Management](#kubernetes-management)
-  - [Cloud Operating System](#cloud-operating-system)
-    - [Architecture Evolution](#architecture-evolution)
-  - [Market Surveys](#market-surveys)
-    - [Historical Data](#historical-data-1)
-  - [Media](#media-1)
-    - [Interviews](#interviews)
-1. [Infrastructure](#infrastructure-3)
-  - [AWS Integration](#aws-integration)
-    - [Reference Designs](#reference-designs)
-  - [Bare-Metal Setup](#bare-metal-setup)
-    - [Device Plugins](#device-plugins)
-    - [Self-Hosted Clusters](#self-hosted-clusters)
-  - [CRI](#cri)
-    - [Alternative Runtimes](#alternative-runtimes)
-    - [Container Runtimes](#container-runtimes-1)
-  - [Container Runtime](#container-runtime-2)
-    - [Dockershim Deprecation](#dockershim-deprecation)
-    - [RuntimeClass](#runtimeclass)
-  - [Container Runtime Interface](#container-runtime-interface)
-    - [CRI Migration](#cri-migration)
-    - [CRI-O Setup](#cri-o-setup)
-  - [Custom Cloud Provider](#custom-cloud-provider)
-    - [Platform Extension](#platform-extension)
-  - [Data Store](#data-store)
-    - [etcd Administration](#etcd-administration)
-    - [etcd Core Concepts](#etcd-core-concepts)
-    - [etcd Monitoring](#etcd-monitoring)
-  - [Etcd](#etcd)
-    - [Performance Tuning](#performance-tuning)
-  - [Fundamentals](#fundamentals-5)
-    - [Comparisons](#comparisons)
-    - [Orchestration Comparisons](#orchestration-comparisons)
-  - [Kernel Namespaces](#kernel-namespaces)
-    - [Container Internals](#container-internals)
-  - [Lightweight Kubernetes](#lightweight-kubernetes)
-    - [k0s](#k0s)
-  - [Local Clusters](#local-clusters)
-    - [K3s](#k3s)
-    - [MicroK8s](#microk8s)
-  - [Managed Offerings](#managed-offerings)
-    - [Provider Comparison](#provider-comparison)
+1. [Infrastructure](#infrastructure-1)
   - [Migration](#migration-1)
-    - [Container Orchestration](#container-orchestration-3)
+    - [Container Orchestration](#container-orchestration-4)
     - [Dev Environments](#dev-environments)
-  - [OS](#os)
-    - [Immutable Infrastructure](#immutable-infrastructure)
-  - [Private Cloud](#private-cloud)
-    - [OpenStack Integration](#openstack-integration)
-  - [Registry](#registry)
-    - [Security](#security-1)
 1. [Infrastructure Optimization](#infrastructure-optimization)
-  - [Cluster Architecture](#cluster-architecture-1)
-    - [Sizing](#sizing-1)
-  - [Cost Management](#cost-management-1)
-    - [Alternative Infrastructure](#alternative-infrastructure)
-    - [Commercial Tooling](#commercial-tooling)
-    - [EKS Integration](#eks-integration)
-    - [FinOps Practices](#finops-practices)
-    - [Tooling](#tooling-2)
-1. [Infrastructure as Code](#infrastructure-as-code-1)
-  - [Crossplane and Control Planes](#crossplane-and-control-planes)
-    - [Overview](#overview-1)
-1. [Introductory](#introductory)
-  - [Concepts](#concepts-1)
-    - [Kubernetes Basics](#kubernetes-basics)
-1. [Kubernetes Tools](#kubernetes-tools)
-  - [General Reference](#general-reference)
-1. [Machine Learning](#machine-learning)
-  - [Kubeflow](#kubeflow)
-    - [MLOps Infrastructure](#mlops-infrastructure)
-1. [Multi-Cluster](#multi-cluster-2)
-  - [Federation](#federation-1)
-    - [Architecture](#architecture-6)
-  - [Service Management](#service-management)
-    - [Operator Framework](#operator-framework)
-1. [Networking](#networking-1)
-  - [Multi-Cloud Networking](#multi-cloud-networking)
-    - [VPN Overlay](#vpn-overlay)
-  - [Multi-Cluster](#multi-cluster-3)
+  - [Cost Management](#cost-management)
+    - [Tooling](#tooling)
+1. [Kubernetes Platform Engine](#kubernetes-platform-engine)
+  - [Cluster Operations](#cluster-operations)
+    - [Memory Management](#memory-management)
+1. [Networking](#networking)
+  - [Multi-Cluster](#multi-cluster)
     - [MCS-API](#mcs-api)
-  - [Multi-Cluster Networking](#multi-cluster-networking)
-    - [Submariner](#submariner)
   - [Multicluster Routing](#multicluster-routing)
     - [Submariner Integration](#submariner-integration)
   - [Pod Connectivity](#pod-connectivity)
     - [Ingress and Services](#ingress-and-services)
-  - [Service Abstraction](#service-abstraction)
-    - [Endpoints](#endpoints)
-  - [Service Discovery](#service-discovery)
-    - [DNS and Endpoints](#dns-and-endpoints)
-  - [Service Mesh and Proxy](#service-mesh-and-proxy)
-    - [kube-proxy Mechanics](#kube-proxy-mechanics)
-  - [Services](#services)
-    - [Basics](#basics-1)
-    - [Deep Dive](#deep-dive-1)
-    - [Fundamentals](#fundamentals-6)
-    - [IPVS](#ipvs)
   - [kube-proxy](#kube-proxy)
     - [IPVS Routing](#ipvs-routing)
-    - [Traffic Routing](#traffic-routing)
 1. [Networking and Ingress](#networking-and-ingress)
   - [DNS](#dns)
-    - [Automation](#automation-1)
-1. [Observability](#observability-1)
-  - [Debugging](#debugging-2)
-    - [Resource Lifecycle](#resource-lifecycle)
-    - [eBPF Diagnostics](#ebpf-diagnostics)
+    - [Automation](#automation)
+1. [Observability](#observability)
   - [Monitoring](#monitoring)
     - [Telemetry Protocols](#telemetry-protocols)
-  - [Network Diagnostics](#network-diagnostics)
-    - [Pod Troubleshooting](#pod-troubleshooting)
-  - [Reliability](#reliability-2)
-    - [Synthetic Probes](#synthetic-probes)
-1. [Operations](#operations-2)
-  - [Adoption Strategy](#adoption-strategy)
-    - [Risk Assessment](#risk-assessment)
+1. [Operations](#operations-1)
   - [Application Reliability](#application-reliability)
     - [Cluster Maintenance](#cluster-maintenance)
     - [Health Checks](#health-checks)
-    - [Resource Limits](#resource-limits)
-  - [Autoscaling](#autoscaling)
-    - [Queue-Based Scaling](#queue-based-scaling)
-  - [Best Practices](#best-practices-2)
-    - [Cloud-Native Design](#cloud-native-design)
-    - [Common Anti-Patterns](#common-anti-patterns)
-    - [Configuration Guardrails](#configuration-guardrails)
-    - [Enterprise Scaling](#enterprise-scaling)
-    - [Expert Level](#expert-level)
-    - [Introduction](#introduction-3)
-    - [Orchestration](#orchestration)
-    - [Platform Engineering](#platform-engineering-2)
-    - [Production Readiness](#production-readiness-1)
-    - [Resource Curation](#resource-curation)
-  - [CRI Migration](#cri-migration-1)
-    - [Container Runtime Interface](#container-runtime-interface-1)
-  - [Certificate Management](#certificate-management)
-    - [Optimization Techniques](#optimization-techniques)
-  - [Cluster Management](#cluster-management-2)
-    - [Garbage Collection](#garbage-collection)
-    - [Optimization](#optimization)
-  - [Command Line Tools](#command-line-tools)
-    - [Developer Guides](#developer-guides)
-    - [Kubectl Plugins](#kubectl-plugins)
-    - [Operational Efficiencies](#operational-efficiencies)
-    - [Recommended Tools](#recommended-tools)
-    - [Video Resources](#video-resources)
-  - [Continuous Delivery](#continuous-delivery)
-    - [GitOps](#gitops-1)
-  - [Cost Optimization](#cost-optimization-1)
-    - [Capacity Planning](#capacity-planning-1)
-    - [Resource Limits](#resource-limits-1)
-    - [Telemetry](#telemetry)
-    - [Virtual Clusters](#virtual-clusters-1)
-  - [Deprecation Monitoring](#deprecation-monitoring)
-    - [Resource Validation](#resource-validation)
-  - [Garbage Collection](#garbage-collection-1)
-    - [Resource Cleanup](#resource-cleanup)
-  - [Governance](#governance-2)
-    - [Maturity Frameworks](#maturity-frameworks)
-  - [High Availability](#high-availability-1)
+  - [Best Practices](#best-practices-1)
+    - [Production Readiness](#production-readiness)
+  - [High Availability](#high-availability)
     - [Deployment Best Practices](#deployment-best-practices)
-    - [Failover Mechanics](#failover-mechanics)
-  - [Installation](#installation)
-    - [Architecture Overview](#architecture-overview)
-    - [Bootstrap Methods](#bootstrap-methods)
-  - [Lifecycle Management](#lifecycle-management-1)
-    - [Day 2 Operations](#day-2-operations)
-  - [Maintenance](#maintenance)
-    - [Upgrades](#upgrades)
-  - [Managed Services](#managed-services)
-    - [Industry Trends](#industry-trends-2)
-  - [Multi-Cluster](#multi-cluster-4)
-    - [Add-on Management](#add-on-management)
-    - [Federation](#federation-2)
-  - [Multi-Cluster Management](#multi-cluster-management)
-    - [Fleet Orchestration](#fleet-orchestration)
-  - [Node Management](#node-management)
-    - [Auto-Remediation](#auto-remediation)
-    - [Declarative Automation](#declarative-automation)
-    - [Troubleshooting](#troubleshooting-1)
-  - [Node Operations](#node-operations-1)
-    - [Maintenance](#maintenance-1)
-  - [Performance Tuning](#performance-tuning-1)
-    - [Autoscaling](#autoscaling-1)
-    - [Workload Scaling](#workload-scaling)
-  - [Post-Mortems](#post-mortems)
-    - [Resiliency Engineering](#resiliency-engineering)
-  - [Production Readiness](#production-readiness-2)
-    - [Best Practices](#best-practices-3)
+  - [Node Operations](#node-operations)
+    - [Maintenance](#maintenance)
+  - [Performance Tuning](#performance-tuning)
+    - [Autoscaling](#autoscaling)
+  - [Production Readiness](#production-readiness-1)
+    - [Best Practices](#best-practices-2)
     - [Checklists](#checklists)
-    - [Operational Checklist](#operational-checklist)
-  - [Registry](#registry-1)
-    - [High Availability](#high-availability-2)
-  - [Reliability](#reliability-3)
-    - [Auditing](#auditing)
-    - [Probes](#probes-1)
-    - [Troubleshooting](#troubleshooting-2)
+  - [Reliability](#reliability)
     - [Zero Downtime](#zero-downtime-1)
-  - [Resilience Tuning](#resilience-tuning)
-    - [Node Evictions](#node-evictions)
   - [Resiliency](#resiliency)
-    - [DaemonSets](#daemonsets-2)
     - [Pod Lifecycle](#pod-lifecycle)
-  - [Resource Limits](#resource-limits-2)
-    - [CPU Scheduling](#cpu-scheduling)
-    - [Capacity Planning](#capacity-planning-2)
-  - [Resource Management](#resource-management-1)
-    - [Performance Tuning](#performance-tuning-2)
-  - [Resource Optimization](#resource-optimization-2)
-    - [Garbage Collection](#garbage-collection-2)
   - [Resource Orchestration](#resource-orchestration)
     - [Wait Strategies](#wait-strategies)
-  - [Self-Healing](#self-healing)
-    - [Automation Platforms](#automation-platforms)
-  - [Session Management](#session-management)
-    - [Context Isolation](#context-isolation)
-  - [System Administration](#system-administration-1)
-    - [Fundamentals](#fundamentals-7)
-  - [Troubleshooting](#troubleshooting-3)
-    - [Namespace Deletion](#namespace-deletion)
-    - [Reliability](#reliability-4)
-    - [Storage and File Systems](#storage-and-file-systems)
   - [Workload Management](#workload-management-1)
     - [Migration and Deployment](#migration-and-deployment)
     - [Pod Configuration](#pod-configuration)
-1. [Orchestration](#orchestration-1)
+1. [Orchestration](#orchestration)
   - [Concurrency](#concurrency)
     - [Distributed Locks](#distributed-locks)
-  - [Fundamentals](#fundamentals-8)
-    - [Pods](#pods-2)
   - [Pod Lifecycle](#pod-lifecycle-1)
     - [Hooks](#hooks)
   - [Pod Patterns](#pod-patterns)
-    - [Networking](#networking-2)
+    - [Networking](#networking-1)
     - [Sidecars](#sidecars)
   - [Scheduling](#scheduling)
-    - [Autoscaling](#autoscaling-2)
+    - [Autoscaling](#autoscaling-1)
     - [Priority Class](#priority-class)
-    - [Taints and Tolerations](#taints-and-tolerations)
-1. [Platform Engineering](#platform-engineering-3)
-  - [Advanced Engineering](#advanced-engineering)
-    - [Technical Publications](#technical-publications)
-  - [Cloud Architecture](#cloud-architecture-1)
-    - [Hands-on Operations](#hands-on-operations)
-  - [Cloud Native](#cloud-native-1)
-    - [Azure Ecosystem](#azure-ecosystem)
-    - [Azure Integrations](#azure-integrations)
-  - [Cluster Architecture](#cluster-architecture-2)
-    - [Reference Designs](#reference-designs-1)
-  - [Cluster Design](#cluster-design)
-    - [Organization Models](#organization-models)
-  - [Cost Optimization](#cost-optimization-2)
-    - [Namespace Budgets](#namespace-budgets)
-  - [Developer Platforms](#developer-platforms-1)
-    - [Infrastructure Abstraction](#infrastructure-abstraction)
+1. [Platform Engineering](#platform-engineering-1)
   - [Ecosystem Tools](#ecosystem-tools)
     - [Open Source Extensions](#open-source-extensions)
-  - [Infrastructure Automation](#infrastructure-automation)
-    - [Network Operations](#network-operations)
-  - [Multi-Tenancy](#multi-tenancy-1)
-    - [Admission Control](#admission-control-1)
-    - [Anti-Patterns](#anti-patterns)
-    - [Architectural Models](#architectural-models)
-    - [Best Practices](#best-practices-4)
-    - [Core Architecture](#core-architecture-1)
-    - [Hard Isolation](#hard-isolation)
-    - [Hierarchical Namespaces](#hierarchical-namespaces)
-    - [Namespace Isolation](#namespace-isolation)
-    - [Self-Service](#self-service)
-    - [Tooling Evaluation](#tooling-evaluation)
-    - [Virtual Clusters](#virtual-clusters-2)
-  - [Namespace Isolation](#namespace-isolation-1)
-    - [Cross-Namespace Sharing](#cross-namespace-sharing)
-  - [PaaS](#paas-1)
-    - [Adoption Strategy](#adoption-strategy-1)
-  - [Site Reliability](#site-reliability)
-    - [Bare Metal and Storage](#bare-metal-and-storage)
-  - [Training and Education](#training-and-education)
-    - [Tutorials](#tutorials-1)
-1. [Resource Management](#resource-management-2)
+1. [Resource Management](#resource-management)
   - [Automation and Tools](#automation-and-tools)
     - [Rightsizing Tools](#rightsizing-tools)
   - [Performance Optimization](#performance-optimization)
-    - [Benchmarks](#benchmarks)
     - [CPU Limits and Throttling](#cpu-limits-and-throttling)
     - [Go Optimizations](#go-optimizations)
     - [Java Optimizations](#java-optimizations)
   - [Policy and Governance](#policy-and-governance)
-    - [Limit Ranges](#limit-ranges)
     - [Operational Risks](#operational-risks)
-    - [Resource Quotas](#resource-quotas)
   - [Production Operations](#production-operations)
-    - [Capacity Management](#capacity-management-1)
+    - [Capacity Management](#capacity-management)
   - [Resource Planning](#resource-planning)
     - [Application Sizing](#application-sizing)
     - [CPU Limits and Throttling](#cpu-limits-and-throttling-1)
-    - [Capacity Management](#capacity-management-2)
-    - [Capacity Planning](#capacity-planning-3)
-    - [Memory Management](#memory-management)
-    - [Quality of Service QoS](#quality-of-service-qos)
+    - [Memory Management](#memory-management-1)
     - [Reliability vs Cost](#reliability-vs-cost)
     - [Requests and Limits](#requests-and-limits)
-    - [Rightsizing](#rightsizing)
 1. [Scaling](#scaling)
   - [Horizontal Pod Autoscaler](#horizontal-pod-autoscaler)
     - [Custom Metrics](#custom-metrics)
-1. [Scheduling](#scheduling-1)
-  - [Internal Mechanics](#internal-mechanics-1)
-    - [Scheduler Core](#scheduler-core)
-    - [Scheduling Profiles](#scheduling-profiles)
-  - [Topology Awareness](#topology-awareness)
-    - [Performance Optimization](#performance-optimization-1)
-  - [Workload Placement](#workload-placement)
-    - [Affinity Controls](#affinity-controls)
-    - [Topology Spread](#topology-spread)
 1. [Scheduling and Orchestration](#scheduling-and-orchestration)
-  - [Scheduler Internals](#scheduler-internals-1)
-    - [Configuration](#configuration-1)
-    - [Filtering and Scoring](#filtering-and-scoring)
+  - [Scheduler Internals](#scheduler-internals)
     - [Pod Rebalancing](#pod-rebalancing)
-  - [Specialized Workloads](#specialized-workloads)
-    - [AI and GPU Scheduling](#ai-and-gpu-scheduling)
-1. [Security](#security-2)
-  - [Access Control](#access-control-1)
-    - [Pod Security Standards](#pod-security-standards)
-  - [Access Management](#access-management)
-    - [Identity Providers](#identity-providers)
+1. [Security](#security-1)
   - [Authentication Protocols](#authentication-protocols)
     - [CICD Security](#cicd-security)
-  - [Best Practices](#best-practices-5)
-    - [Cluster Security](#cluster-security)
-  - [Compliance](#compliance)
-    - [Governance](#governance-3)
-  - [Configuration Secrets](#configuration-secrets)
-    - [CLI Decoders](#cli-decoders)
-  - [Container Sandboxing](#container-sandboxing)
-    - [Educational Tools](#educational-tools)
   - [Efficiency](#efficiency)
     - [Hardening Pipelines](#hardening-pipelines)
-  - [Governance](#governance-4)
-    - [Compliance Pipelines](#compliance-pipelines)
-  - [Identity](#identity)
-    - [OpenShift](#openshift)
-  - [Identity and Access](#identity-and-access)
-    - [RBAC](#rbac)
-  - [Identity and Access Control](#identity-and-access-control)
-    - [Least Privilege](#least-privilege)
-  - [Infrastructure Security](#infrastructure-security)
-    - [etcd Vulnerabilities](#etcd-vulnerabilities)
-  - [Integrity and Signature](#integrity-and-signature)
-    - [Supply Chain Security](#supply-chain-security)
   - [Isolation](#isolation)
-    - [Privileged Pods](#privileged-pods)
     - [User Namespaces](#user-namespaces)
   - [Network Security](#network-security)
     - [Network Policies](#network-policies)
-  - [Orchestration](#orchestration-2)
+  - [Orchestration](#orchestration-1)
     - [Scheduling Risks](#scheduling-risks)
-  - [Policy Enforcement](#policy-enforcement)
-    - [Custom Controllers](#custom-controllers-1)
-    - [Gatekeeper Boilerplate](#gatekeeper-boilerplate)
-    - [Monitoring and Observability](#monitoring-and-observability)
-    - [Static Analysis](#static-analysis)
-  - [Registry Integration](#registry-integration)
-    - [Container Runtimes](#container-runtimes-2)
-  - [Resource Management](#resource-management-3)
+  - [Resource Management](#resource-management-1)
     - [Audit](#audit)
   - [Secrets Management](#secrets-management-1)
     - [CSI Driver](#csi-driver)
     - [Encryption](#encryption)
-  - [Vulnerability Management](#vulnerability-management)
-    - [Configuration Auditing](#configuration-auditing)
 1. [Security and Compliance](#security-and-compliance)
-  - [Access Control](#access-control-2)
-    - [RBAC Configurations](#rbac-configurations)
-  - [Supply Chain Security](#supply-chain-security-1)
+  - [Supply Chain Security](#supply-chain-security)
     - [Hardening](#hardening)
-1. [Security Operations](#security-operations)
-  - [Books](#books)
-    - [Core Literature](#core-literature)
-  - [Compliance](#compliance-1)
-    - [PCI-DSS](#pci-dss)
-  - [Distribution](#distribution)
-    - [Compliance](#compliance-2)
-  - [Incident Response](#incident-response)
-    - [Governance](#governance-5)
-    - [Runbooks](#runbooks)
 1. [Serverless](#serverless-1)
   - [Knative](#knative)
     - [Architecture Scaling](#architecture-scaling)
+1. [Service Mesh](#service-mesh)
+  - [Networking](#networking-2)
+    - [Traffic Management](#traffic-management)
 1. [Storage](#storage)
-  - [Failure Stories](#failure-stories)
-    - [Database Migration](#database-migration)
-  - [Stateful Applications](#stateful-applications)
-    - [Etcd Deployment](#etcd-deployment)
-  - [Stateful Workloads](#stateful-workloads)
-    - [Storage Interfaces](#storage-interfaces)
   - [Volume Mounts](#volume-mounts)
     - [Sync Latency](#sync-latency)
-1. [Strategy](#strategy-3)
+1. [Strategy](#strategy-1)
   - [Cloud Native Trends](#cloud-native-trends)
     - [Ecosystem Impact](#ecosystem-impact)
   - [Disaster Recovery](#disaster-recovery)
     - [Multicluster](#multicluster)
-  - [Maturity Models](#maturity-models)
-    - [Enterprise Adoption](#enterprise-adoption)
-  - [Multicluster](#multicluster-1)
-    - [Fleet Management](#fleet-management)
   - [Organizational Structure](#organizational-structure)
     - [Service Ownership](#service-ownership)
-    - [Talent Management](#talent-management)
-  - [Organizational Transformation](#organizational-transformation)
-    - [Migration Roadmap](#migration-roadmap)
-  - [Platform Selection](#platform-selection)
-    - [Managed Kubernetes](#managed-kubernetes)
 1. [Testing](#testing)
   - [API Mocking](#api-mocking)
     - [Microcks](#microcks)
-1. [Traffic Management](#traffic-management)
+1. [Traffic Management](#traffic-management-1)
   - [Ingress](#ingress)
     - [Canary Deployments](#canary-deployments)
 1. [Training](#training)
-  - [Books](#books-1)
-    - [Beginner](#beginner)
-    - [Core Literature](#core-literature-1)
+  - [Books](#books)
     - [NodeJS](#nodejs)
-  - [Certification](#certification)
-    - [CKAD](#ckad)
-    - [Media](#media-2)
-    - [Mock Exams](#mock-exams)
-    - [Overview](#overview-2)
-    - [Preparation](#preparation)
-  - [Curated Lists](#curated-lists)
-    - [Courses](#courses)
   - [Foundations](#foundations)
-    - [Kubernetes Basics](#kubernetes-basics-1)
-  - [Industry Analysis](#industry-analysis-2)
-    - [Media](#media-3)
-  - [Interactive Learning](#interactive-learning)
-    - [Beginner](#beginner-1)
-  - [Learning Path](#learning-path)
-    - [CKAD](#ckad-1)
-  - [Media](#media-4)
-    - [Video Tutorial](#video-tutorial)
-  - [References](#references)
-    - [Literature](#literature)
-  - [Tutorial](#tutorial-1)
-    - [Beginner](#beginner-2)
-1. [Training and Education](#training-and-education-1)
-  - [Certifications](#certifications-1)
-    - [Structured Courses](#structured-courses)
-  - [Foundational](#foundational)
-    - [Tutorials](#tutorials-2)
-  - [Professional Development](#professional-development)
-    - [Learning Roadmaps](#learning-roadmaps)
+    - [Kubernetes Basics](#kubernetes-basics)
 1. [Workload Management](#workload-management-2)
   - [Application Lifecycle](#application-lifecycle-1)
     - [Probes and Health Checks](#probes-and-health-checks)
       - [ASP.NET Core Implementation](#aspnet-core-implementation)
       - [Autoscaling Integration](#autoscaling-integration)
-      - [Best Practices](#best-practices-6)
-      - [Liveness Probes](#liveness-probes-1)
-      - [Observability](#observability-2)
+      - [Best Practices](#best-practices-3)
+      - [Liveness Probes](#liveness-probes)
+      - [Observability](#observability-1)
       - [Readiness Gates](#readiness-gates)
-      - [Readiness Probes](#readiness-probes-1)
-      - [Tutorial](#tutorial-2)
-1. [Workload Scaling](#workload-scaling-1)
+      - [Tutorial](#tutorial)
+1. [Workload Scaling](#workload-scaling)
   - [Asynchronous Processing](#asynchronous-processing)
     - [Custom Metrics](#custom-metrics-1)
-1. [Workloads](#workloads-2)
-  - [Batch Jobs](#batch-jobs-1)
-    - [Queueing](#queueing)
-    - [Scaling](#scaling-1)
-    - [Scheduling](#scheduling-2)
-    - [Tooling](#tooling-3)
-    - [Tutorials](#tutorials-3)
-  - [StatefulSets](#statefulsets-1)
-    - [Best Practices](#best-practices-7)
-    - [Configuration](#configuration-2)
 
 ## AI and Orchestration
 
@@ -905,63 +311,6 @@
 #### Command-Line Tools
 
   - **(2025)** [**Google Agents CLI**](https://github.com/google/agents-cli) ⭐ 2853  [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An official command-line tool from Google built to design, test, and deploy agentic AI workflows. Leveraging the Model Context Protocol (MCP) and Google LLM APIs, it facilitates automated task orchestration across local filesystems and remote cloud APIs.
-## API Server
-
-### Architecture
-
-#### Concepts
-
-  - **(2021)** [==thenewstack.io: Kubernetes Is Not Just About Containers β€” It’s About the API 🌟==](https://thenewstack.io/kubernetes-is-not-just-about-containers-its-about-the-api) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A shift in perspective that views Kubernetes not merely as a container tool, but as an extensible universal control plane driven by its declarative API. Introduces the power of custom resources and operators.
-#### Fundamentals
-
-  - **(2021)** [**dev.to: The Kubernetes API architecture | Daniele Polencic 🌟**](https://dev.to/danielepolencic/the-kubernetes-api-architecture-1pi9) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A visual and descriptive architectural review of the API Server request pipeline. Traces client requests through authentication, authorization, and admission controller gates.
-#### Hands-on
-
-  - **(2021)** [**itnext.io: Working with the kubernetes API | Daniele Polencic 🌟**](https://itnext.io/working-with-the-kubernetes-api-587bc5941992) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Demonstrates programmatic interactions with the Kubernetes REST API. Provides examples of tracking real-time events, querying statuses, and using service accounts to build internal operators.
-#### Reference
-
-  - **(2026)** [==kubernetes.io: Kubernetes API==](https://kubernetes.io/docs/reference/kubernetes-api) [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official documentation reference for the Kubernetes REST API. Maps core concepts, path definitions, custom resources, authorization structures, and api resource versions across stable and beta branches.
-#### Series
-
-  - **(2021)** [==iximiuz.com: Working with Kubernetes API==](https://iximiuz.com/en/series/working-with-kubernetes-api) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A comprehensive series dissecting the internal design of the API Server. Thoroughly details etcd storage bindings, API conversion rules, and the mechanics of watch events.
-#### Terminology
-
-  - **(2021)** [==iximiuz.com: Working with Kubernetes API - Resources, Kinds, and Objects==](https://iximiuz.com/en/posts/kubernetes-api-structure-and-terminology) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” An elegant structural analysis clarifying confusing terminology in the Kubernetes API. Explores the explicit definitions and dependencies of Kinds, Resources, and active cluster Objects.
-### Debugging
-
-#### HTTP Client
-
-  - **(2021)** [==iximiuz.com: How To Call Kubernetes API using Simple HTTP Client 🌟🌟🌟==](https://iximiuz.com/en/posts/kubernetes-api-call-simple-http-client) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” A highly practical walk-through illustrating how to query the Kubernetes API securely from any external script or HTTP client. Focuses on certificate manipulation and authentication headers.
-  - **(2021)** [**blog.tilt.dev: Kubernetes is so Simple You Can Explore it with Curl**](https://blog.tilt.dev/2021/03/18/kubernetes-is-so-simple.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A lightweight diagnostic guide for interacting with the Kubernetes API Server without using kubectl. Explores API schemas, TLS handshakes, and token-based requests using curl.
-#### Tooling
-
-  - **(2021)** [trstringer.com: Discover Kubernetes API Calls from kubectl](https://trstringer.com/kubernetes-api-call-from-kubectl) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A practical debugging guide to logging actual API calls made by the kubectl CLI. Demonstrates using high verbosity options (e.g. `--v=8`) to reverse-engineer client API payloads.
-### Extensibility
-
-#### Architecture (1)
-
-  - **(2021)** [==iximiuz.com: How To Extend Kubernetes API - Kubernetes vs. Django==](https://iximiuz.com/en/posts/kubernetes-api-how-to-extend) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Contrasts the architectural approaches of the Kubernetes API with classical web frameworks like Django. Highlights reconciliation loops and declarative infrastructure patterns.
-#### CRDs
-
-  - **(2021)** [**evancordell.com: 16 things you didn't know about Kube APIs and CRDs**](https://evancordell.com/posts/kube-apis-crds) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An insider exploration of complex Kubernetes API attributes. Delves into Custom Resource Definition schemas, conversion webhooks, admission structures, and API registration behaviors.
-### Governance
-
-#### Lifecycle
-
-  - **(2021)** [**thenewstack.io: Living with Kubernetes: API Lifecycles and You**](https://thenewstack.io/living-with-kubernetes-api-lifecycles-and-you) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] β€” A crucial structural review of the Kubernetes API Deprecation Policy. Advises architects on future-proofing application manifests as Kubernetes APIs transition from Alpha to Beta to GA.
-### Observability
-
-#### Tracing
-
-  - **(2021)** [**kubernetes.io: Alpha in Kubernetes v1.22: API Server Tracing**](https://kubernetes.io/blog/2021/09/03/api-server-tracing) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Explains OpenTelemetry tracing integrations inside the API Server starting in v1.22. Explores tracing requests through authentication, authorization, admission control, and dynamic admission webhooks.
-## Administration
-
-### Metadata Management
-
-#### Annotations and Labels
-
-  - **(2022)** [getambassador.io: Kubernetes Annotations and Labels: What’s the Difference?](https://landing.gravitee.io/gravitee-edge-stack-unified-api-visibility-and-governance)  [COMMUNITY-TOOL] β€” Clarifies the distinct purposes of labels (used for selecting, querying, and grouping resources) versus annotations (non-identifying metadata used by external tools and operators). Crucial for policy enforcement and API discovery.
-  - **(2021)** [kubernetes.io: Annotating Kubernetes Services for Humans](https://kubernetes.io/blog/2021/04/20/annotating-k8s-for-humans) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Discusses the usage of annotations to embed human-readable metadata, licensing info, and contact details into Kubernetes resources. Highlights operational benefits for large-scale enterprise inventory management.
 ## Application Delivery
 
 ### Core Mechanics
@@ -996,16 +345,6 @@
 #### Ruby on Rails
 
   - **(2020)** [thoughtbot.com: Zero Downtime Rails Deployments with Kubernetes](https://thoughtbot.com/blog/zero-downtime-rails-deployments-with-kubernetes) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Analyzes the unique operational challenges of rolling out Ruby on Rails workloads dynamically. Synthesizes migration orchestration pipelines, preStop lifecycle adjustments, and database scaling hooks to prevent downtime during database schema updates and container recycling.
-## Application Design
-
-### Reliability
-
-#### Liveness Probes
-
-  - **(2021)** [millionvisit.blogspot.com: Kubernetes for Developers #12: Effective way of using K8 Liveness Probe](https://millionvisit.blogspot.com/2021/04/kubernetes-for-developers-12-effective-way-of-using-k8-liveness-probe.html) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Developer-centric strategies for designing efficient liveness probes. Emphasizes isolating deadlock checks from deep application flows to prevent overloading key resources.
-#### Readiness Probes
-
-  - **(2021)** [millionvisit.blogspot.com: Kubernetes for Developers #13: Effective way of using K8 Readiness Probe](https://millionvisit.blogspot.com/2021/04/kubernetes-for-developers-13-effective-way-of-using-k8-readiness-probe.html) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Focuses on building effective readiness probes that reflect accurate application startup phases and resource warm-ups, preventing traffic routing before initialization finishes.
 ## Application Management
 
 ### Custom Controllers
@@ -1013,147 +352,26 @@
 #### OpenKruise
 
   - **(2024)** [==OpenKruise/Kruise==](https://github.com/openkruise/kruise) ⭐ 5267  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The implementation repository for OpenKruise controllers. Provides crucial custom workload abstractions like CloneSets, SidecarSets, and Advanced StatefulSets to enable high-performance operations, including in-place updates.
-  - **(2024)** [openkruise.io](https://openkruise.io) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The main portal for the OpenKruise engine. OpenKruise is a CNCF incubating project delivering advanced application automation tools that address complex, scale-intensive deployment scenarios.
-  - **(2020)** [thenewstack.io: Introducing CloneSet: A Production-Grade Kubernetes Deployment CRD](https://thenewstack.io/introducing-cloneset-production-grade-kubernetes-deployment-crd) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Deep dive into CloneSet, a key OpenKruise controller alternative to native Deployments. Explains in-place update processes (bypassing pod recreation) and selective pod scaling controls.
-## Architecture (2)
+## Architecture
 
-### API Mechanics
-
-#### Deep Dive
-
-  - **(2024)** [jamiehannaford/what-happens-when-k8s](https://github.com/jamiehannaford/what-happens-when-k8s) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An exquisite collaborative initiative mapping the granular execution trace of Kubernetes commands. Deconstructs step-by-step what happens internally when a user executes a CLI command, detailing kubectl client parsing, TLS handshakes, etcd commits, scheduling filters, and container runtime execution.
-### Capacity Planning
-
-#### Cluster Sizing
-
-  - **(2023)** [techtarget.com: How many Kubernetes nodes should be in a cluster? 🌟🌟🌟](https://www.techtarget.com/searchitoperations/answer/How-many-Kubernetes-nodes-should-be-in-a-cluster) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Provides engineering guidelines on capacity planning, comparing a few large nodes vs. many small nodes. Highlights tradeoffs involving blast radius, scheduling overhead, resource utilization efficiency, licensing costs, and cloud provider API limits during rapid scaling.
-### Configuration Management
-
-#### Declarative Primitives
-
-  - **(2026)** [developers.redhat.com: Kubernetes configuration patterns, Part 1: Patterns for Kubernetes primitives](https://developers.redhat.com/blog/2021/04/28/kubernetes-configuration-patterns-part-1-patterns-for-kubernetes-primitives) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Architectural guide analyzing the configuration primitives of Kubernetes. It explores the separation of configuration from container execution profiles, helping developers design workloads that adapt gracefully to environmental context changes.
-### Container Runtime
-
-#### OCI Standards
-
-  - **(2021)** [**tutorialworks.com: The differences between Docker, containerd, CRI-O and runc**](https://www.tutorialworks.com/difference-docker-containerd-runc-crio-oci) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A technical comparison of the modern containerization layer. Clarifies the historical shift from standard Docker daemons to high-performance low-level runtimes like containerd and CRI-O via the Container Runtime Interface (CRI).
-### Control Plane
-
-#### API Extensibility
-
-  - **(2023)** [aws.amazon.com: Kubernetes as a platform vs. Kubernetes as an API 🌟🌟](https://aws.amazon.com/blogs/containers/kubernetes-as-a-platform-vs-kubernetes-as-an-api-2) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An architectural analysis contrasting the consumption of Kubernetes as a pre-packaged deployment runtime versus an extensible resource management engine. Explores how the declarative API and control loop model can be utilized via Custom Resource Definitions (CRDs) to manage non-container resources (like SaaS and physical cloud infrastructure) via Crossplane and similar controllers.
-#### API Server (1)
-
-  - **(2022)** [**cloudtechtwitter.com: KubeApiServer components 🌟**](https://www.cloudtechtwitter.com/2022/04/kubeapiserver.html) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An operational analysis of the kube-apiserver runtime layers. Examines how requests navigate the authentication, authorization, and admission control phases before persisting to the database backend.
-#### Cluster Topology
-
-  - **(2021)** [k21academy.com: Kubernetes Architecture. An Introduction to Kubernetes Components](https://k21academy.com/kubernetes/kubernetes-architecture-components-overview-for-beginners) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A detailed breakdown of the internal nodes and services of Kubernetes. Details the role of master components like the scheduler and controller-manager alongside worker node components like kubelet and kube-proxy.
-#### Components Overview
-
-  - **(2023)** [spacelift.io: What Is Kubernetes Architecture? – Components Overview](https://spacelift.io/blog/kubernetes-architecture)  [COMMUNITY-TOOL] β€” A comprehensive breakdown of the Kubernetes Control Plane and Worker Node architecture. Details the functionalities and interactions of key system components including etcd, kube-apiserver, kube-scheduler, kube-controller-manager, and the node-level agents (kubelet, kube-proxy), illustrating how they maintain cluster state.
-#### Core Concepts
-
-  - **(2022)** [opensource.com: A guide to Kubernetes architecture](https://opensource.com/article/22/2/kubernetes-architecture) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A high-level architectural walkthrough introducing components of master and worker topologies. Clearly distinguishes logical cluster planes and details container execution layers.
-#### Declarative APIs
-
-  - **(2021)** [containerjournal.com: Kubernetes’ True Superpower is its Control Plane](https://cloudnativenow.com/kubeconcnc/kubernetes-true-superpower-is-its-control-plane)  [COMMUNITY-TOOL] β€” An architectural perspective evaluating why the real capability of Kubernetes is its extensible control plane. Explores how CRDs, custom controller reconciliation loops, and dynamic validation webhooks allow engineering teams to model external IT infrastructure declaratively.
-#### Developer Experience
-
-  - **(2023)** [okteto.com: What is Kubernetes Architecture?](https://www.okteto.com/blog/kubernetes-architecture)  [COMMUNITY-TOOL] β€” Analyzes the modular architecture of Kubernetes with a specific focus on cloud-native application development workflows. Discusses how control plane components and worker node runtimes influence developer environments, advocating for container-centric development workflows directly inside remote namespaces.
-#### Distributed Systems
-
-  - **(2021)** [**weave.works: Kubernetes components that make up its architecture 🌟**](https://www.weave.works/blog/kubernetes-components-that-makeup-its-architecture) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A high-fidelity architectural reference cataloguing the operational mechanisms of etcd, the API server, and kubelet. Provides direct insight into state reconciliation and distributed consensus frameworks.
-#### Fundamentals (1)
-
-  - **(2021)** [learnsteps.com: What is a control plane? Basics on Kubernetes](https://www.learnsteps.com/what-is-a-control-plane-what-do-people-mean-by-this-basics-on-kubernetes) 🌟🌟 [COMMUNITY-TOOL] β€” Demystifies the abstraction of 'Control Plane' in modern infrastructure. Clarifies how the central decision-making components of Kubernetes operate out-of-band relative to user workloads.
-#### Node Lifecycle
-
-  - **(2021)** [trstringer.com: What Determines if a Kubernetes Node is Ready?](https://trstringer.com/kubernetes-node-ready) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep dive into node status evaluation mechanics in Kubernetes. It breaks down how the Kubelet posts heartbeats, how the Node Lifecycle Controller handles Lease resources, and how resource exhaustion (PID, disk, memory pressure) updates NodeConditions.
-### Deployment Anti-Patterns
-
-#### Operational Safety
-
-  - **(2026)** [codefresh.io: Kubernetes Deployment Antipatterns – part 1](https://octopus.com/blog/kubernetes-antipatterns-1) [NONE CONTENT]  [COMMUNITY-TOOL] β€” An analytical guide covering common deployment errors within CI/CD pipelines. It reviews operational anti-patterns such as relying on 'latest' image tags, bypassing declarative configuration state with live manual mutations, and ignoring container probes, offering actionable solutions for engineering teams.
-  - **(2026)** [codefresh.io: Kubernetes Deployment Antipatterns – part 2](https://octopus.com/blog/kubernetes-antipatterns-2) [NONE CONTENT]  [COMMUNITY-TOOL] β€” The second part of the deployment anti-patterns analysis, shifting focus to architectural challenges, resource isolation, and credentials. Highlights risks such as omitted CPU/Memory requests, hardcoded environment credentials, and missing Pod Disruption Budgets, promoting stable scheduling practices.
-  - **(2026)** [dev.to: Kubernetes Deployment Antipatterns – part 1](https://dev.to/codefreshio/kubernetes-deployment-antipatterns-part-1-2116) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A community republishing of the critical anti-pattern analysis, covering common operational pitfalls in Kubernetes deployments. Focuses on the dangers of ignoring scaling patterns, exposing sensitive APIs directly, and neglecting the declarative state.
-  - **(2026)** [linkedin.com/pulse: Avoid These Kubernetes Anti-Patterns | Pavan Belagatti](https://www.linkedin.com/pulse/avoid-kubernetes-anti-patterns-pavan-belagatti) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A high-level operational guide flagging common anti-patterns that plague greenfield orchestrations. Analyzes deployment failures caused by massive container payloads, missing health probes, and bad scaling rules, proposing easy remedial paths.
 ### Design Patterns
 
-#### GitOps Tools
-
-  - **(2026)** [weave.works: Tools for Automating and Implementing Cloud Native Patterns](https://www.weave.works/blog/tools-for-automating-and-implementing-cloud-native-patterns) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Weave Works article detailing software tools engineered to validate cloud-native standards. Introduces continuous delivery mechanisms and GitOps reconciliation flows. Note: With Weave Works' closure, this asset has historical significance, signaling a shift toward CNCF-incubated tools.
 #### Microservices
 
   - **(2021)** [==thenewstack.io: Monolithic Development Practices Kill Powerful Kubernetes Benefits 🌟🌟==](https://thenewstack.io/monolithic-development-practices-kill-powerful-kubernetes-benefits) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Critiques the common anti-pattern of running tightly-coupled monolithic applications on Kubernetes without adjusting architectural paradigms. Demonstrates why horizontal scaling and self-healing require loose coupling.
-#### Multi-Container Pods
-
-  - **(2026)** [kubernetes.io: container design patterns](https://kubernetes.io/blog/2016/06/container-design-patterns) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A foundational blog post outlining design patterns for multi-container deployments. It establishes the theory behind sidecar (behavior extension), ambassador (network proxy), and adapter (metric translation) container layouts, which are now standard practices in distributed platforms.
-  - **(2026)** [learncloudnative.com: Sidecar Container Pattern](https://www.learncloudnative.com/blog/2020-09-30-sidecar-container) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A practical introductory manual illustrating how sidecar container configurations operate inside a single pod. Shows how secondary containers can run logging agents, metrics collection, and background services alongside the main application container without polluting its core codebase.
-  - **(2026)** [learnk8s.io: Extending applications on Kubernetes with multi-container pods](https://learnkube.com/sidecar-containers-patterns) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A technical manual explaining sidecar patterns, detailing how multiple containers share network interfaces and storage volumes inside a single pod. Shows how this facilitates logging, mutual TLS injection, and runtime instrumentation without bloating core runtime software components.
-#### Reference Implementations
-
-  - **(2026)** [==github.com/sharadbhat/KubernetesPatterns: YAML and Golang implementations' of common Kubernetes patterns==](https://github.com/sharadbhat/KubernetesPatterns) ⭐ 72  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A practical repository offering concrete YAML and Golang implementations of classic design patterns. Highly valuable for application developers, as it translates theoretical paradigms like Ambassadors and Adapters into functioning Go code and matching Kubernetes manifests.
 #### Sidecar Pattern
 
   - **(2023)** [dev.to/fermyon: Scaling Sidecars to Zero in Kubernetes](https://dev.to/fermyon/scaling-sidecars-to-zero-in-kubernetes-2m23) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Evaluates serverless techniques to scale resource-intensive sidecars down to zero when idle. Addresses the lifecycle synchronization challenges between the application container and its helper sidecar instances.
-#### Standard Practice
-
-  - **(2026)** [==github.com/k8spatterns/examples==](https://github.com/k8spatterns/examples) ⭐ 1073  [YAML CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A repository of YAML examples and pattern templates implementing cloud-native architecture paradigms. Features concrete structures for sidecars, singletons, initialization processes, and stateful controller patterns that are highly useful as blueprints for designing robust cloud services.
-#### System Patterns
-
-  - **(2026)** [developers.redhat.com: Top 10 must-know Kubernetes design patterns](https://developers.redhat.com/blog/2020/05/11/top-10-must-know-kubernetes-design-patterns) [NONE CONTENT]  [COMMUNITY-TOOL] β€” An architectural review detailing ten core structural, configuration, and behavioral patterns in Kubernetes. Features deep discussions on the sidecar pattern, declarative rollouts, resource controllers, and custom initializers, mapping theoretical design blocks to modern operational setups.
-### Distributed Systems (1)
+### Distributed Systems
 
 #### Patterns
 
   - **(2021)** [infoq.com: The Evolution of Distributed Systems on Kubernetes](https://www.infoq.com/articles/distributed-systems-kubernetes) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This architectural study tracks how Kubernetes evolved from basic container scheduling to a cohesive system layer for distributed systems. It contrasts the sidecar pattern and Service Meshes with native control structures, showing how developers can isolate business logic from distributed constraints like state, consensus, and security policies.
-### Ecosystem
-
-#### Infrastructure as Code
-
-  - **(2021)** [**nextplatform.com: KUBERNETES EXPANDS FROM CONTAINERS TO INFRASTRUCTURE MANAGEMENT 🌟**](https://www.nextplatform.com/store/2021/08/02/kubernetes-expands-from-containers-to-infrastructure-management/1654000) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Explores the transformation of Kubernetes from a container orchestrator to a universal control plane managing virtual machines, cloud APIs, and physical infrastructure. Analyzes tools like Crossplane and Cluster API.
-### Edge and IoT
-
-#### Talos OS Optimization
-
-  - **(2021)** [talos-systems.com: Is Vanilla Kubernetes Really Too Heavy For The Raspberry Pi?](https://www.siderolabs.com/blog/is-vanilla-kubernetes-really-too-heavy-for-the-raspberry-pi) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Detailed performance benchmark comparing Vanilla K8s on ARM platforms with lightweight distributions. Demonstrates how eliminating standard user-space environments in favor of minimal, API-driven operating systems like Talos OS reduces operational overhead and matches K3s resource usage.
-### Fundamentals (2)
+### Fundamentals
 
 #### Container Orchestration
 
   - **(2021)** [rancher.com: The Three Pillars of Kubernetes Container Orchestration 🌟](https://www.suse.com/c/rancher_blog/the-three-pillars-of-kubernetes-container-orchestration)  [COMMUNITY-TOOL] β€” Synthesizes the core architectural elements of Kubernetes down to three critical pillars: state management, service discovery, and horizontal scalability. Serves as a great overview for engineering leaders constructing enterprise migration maps.
-#### Control Plane (1)
-
-  - **(2020)** [infoworld.com: How Kubernetes works](https://www.infoworld.com/article/2265488/how-kubernetes-works.html)  [COMMUNITY-TOOL] β€” Provides an architectural dissection of how Kubernetes orchestrates distributed infrastructure under the hood. Clarifies how state is stored in etcd, modified by control loop reconcilers via the API server, and materialized into container runtimes on nodes by the kubelet.
-#### Pod Internals
-
-  - **(2021)** [speakerdeck.com: Kubernetes Pod internals with the fundamentals of Containers](https://speakerdeck.com/devinjeon/kubernetes-pod-internals-with-the-fundamentals-of-containers) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A comprehensive deep dive presentation analyzing lower-level container building blocks (namespaces, cgroups, overlay file systems) and explaining how they compose the Kubernetes Pod isolation boundary.
-### Governance (1)
-
-#### Open Standards
-
-  - **(2021)** [techradar.com: Three tips to implement Kubernetes with open standards](https://www.techradar.com/news/three-tips-to-implement-kubernetes-with-open-standards)  [COMMUNITY-TOOL] β€” Advocates for standardizing Kubernetes deployments on CNCF-compliant APIs and specifications (like OCI and CNI) to avoid vendor lock-in and ensure long-term platform portability.
-### High Availability
-
-#### Control Plane (2)
-
-  - **(2021)** [searchitoperations.techtarget.com: Ensure Kubernetes high availability with master node planning](https://www.techtarget.com/searchitoperations/tip/Ensure-Kubernetes-high-availability-with-master-node-planning) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Provides physical and virtual planning strategies to ensure control plane resiliency. Emphasizes split-brain avoidance in etcd clusters, load balancing across API servers, and multi-zone master node deployment layouts.
-#### Production Readiness
-
-  - **(2022)** [**kubesphere.io: Kubernetes High Availability Essential Practices Simply Explained**](https://kubesphere.io/blogs/k8s-ha-practices) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Translates high-availability architectural constraints into concrete implementation tactics. Evaluates load balancer setups, redundant etcd configurations, and optimal node distributions across availability zones.
-### Infrastructure Sizing
-
-#### Bare Metal vs VM
-
-  - **(2023)** [thenewstack.io: Does Kubernetes Really Perform Better on Bare Metal vs. VMs? 🌟](https://thenewstack.io/does-kubernetes-really-perform-better-on-bare-metal-vs-vms) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Investigates performance metrics, latency bottlenecks, and hypervisor overhead costs. Compares control plane efficiency on bare-metal architectures versus standard virtualization structures.
-#### Compute Scaling
-
-  - **(2023)** [argonaut.dev: Choosing an Optimal Kubernetes Worker Node Size 🌟](https://www.warpbuild.com) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Analyzes the cost-benefit trade-offs between deploying many small worker nodes versus fewer large nodes. Examines daemon overhead, scheduling efficiency, IP exhaustion, and system stability vectors.
-### Internal Mechanics
-
-#### Control Loops
-
-  - **(2026)** [learnsteps.com: How Kubernetes works on reconciler pattern](https://www.learnsteps.com/how-kubernetes-works-on-a-reconciler-pattern) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A breakdown detailing the core control loop underlying Kubernetes' architecture: the state reconciliation pattern. Explains how controllers constantly poll state using an active feedback loop, identifying deviations between target specifications and current infrastructure status, and scheduling atomic changes to reconcile them.
 ### Microservices (1)
 
 #### Platform Engineering
@@ -1169,39 +387,11 @@
 #### Federation
 
   - **(2022)** [**blog.scaleway.com: How to deploy and distribute the workload on a multi-cloud Kubernetes environment 🌟**](https://www.scaleway.com/en/blog/how-to-deploy-and-distribute-the-workload-on-a-multi-cloud-kubernetes-environment) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Provides multi-cloud workload deployment patterns. Explores cluster federation, multi-cluster ingress routing, and disaster recovery profiles using standardized cloud-provider APIs.
-### Nested Clusters
-
-#### Bare Metal
-
-  - **(2021)** [kubernetes.io: Kubernetes-in-Kubernetes and the WEDOS PXE bootable server farm](https://kubernetes.io/blog/2021/12/22/kubernetes-in-kubernetes-and-pxe-bootable-server-farm) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores the WEDOS PXE-bootable server farm architecture utilizing a 'Kubernetes-in-Kubernetes' (Kink) design pattern to provision isolated physical infrastructure. It outlines how management clusters orchestrate user workloads by treating nested control planes as standard workloads. This case study illustrates cutting-edge bare-metal provisioning strategies to achieve hyper-dense, low-latency execution environments.
-### Node Level
-
-#### Kubelet
-
-  - **(2021)** [learnsteps.com: What is kubelet and what it does: Basics on Kubernetes](https://www.learnsteps.com/what-is-kubelet-and-what-it-does-basics-on-kubernetes) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A detailed overview of the system agent running on each cluster node. Demystifies how kubelet monitors container manifests and communicates health and state indicators directly back to the API server.
-### Platform Engineering (1)
-
-#### Platform-as-Code
-
-  - **(2021)** [**itnext.io: Evolution of PaaSes to Platform-as-Code in Kubernetes world**](https://itnext.io/evolution-of-paases-to-platform-as-code-in-kubernetes-world-74464b0013ca) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An analysis of the evolution from traditional PaaS solutions to declarative 'Platform-as-Code' paradigms powered by Kubernetes. Explores how Custom Resource Definitions (CRDs) and operators enable developers to define entire applications and underlying cloud resources in a unified GitOps schema.
-### Resource Management
-
-#### Scheduling Engine
-
-  - **(2022)** [=="It's funny: everyone thinks CPU requests are only used for scheduling (WRONG) and memory requests determine who gets OOMKilled (WRONG) but it's actually the opposite! At runtime, memory requests do nothing, but CPU requests DO" 🌟==](https://x.com/aantn) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A critical technical insight correcting widespread misconceptions about resource allocation. Highlights that CPU requests dictate runtime processing priority shares under CPU contention, while memory limits (not requests) trigger OOM termination events.
 ### Security
 
 #### API Access
 
   - **(2021)** [itnext.io: K8s Tips: Accessing the API Server From a Pod](https://itnext.io/k8s-tips-accessing-the-api-server-from-a-pod-f6f72bc847de) [BASH/YAML CONTENT]  [COMMUNITY-TOOL] β€” A precise guide demonstrating how to query the Kubernetes API server securely from inside a running Pod. It discusses how the kubelet automatically mounts the default ServiceAccount token, namespace identifier, and CA certificate into `/var/run/secrets/kubernetes.io/serviceaccount`, and details how to utilize these credentials in runtime clients.
-#### Access Control
-
-  - **(2023)** [devopscube.com: Kubeconfig File Explained With Practical Examples 🌟](https://devopscube.com/kubernetes-kubeconfig-file) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A highly readable, practical guide unpacking the schema and structural design of Kubeconfig files. Teaches readers how context configurations, user credentials, clusters, and API client auth certificates are structured to drive kubectl orchestration.
-#### Admission Control
-
-  - **(2021)** [loft.sh: Kubernetes Admission Controllers: What They Are and Why They Matter](https://www.vcluster.com/blog/kubernetes-admission-controllers-what-they-are-and-why-they-matter) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A high-density architectural breakdown of the API server's webhook intercept lifecycle. Explains mutating webhooks, validation plugins, and how they enforce compliance and security standards in cluster operations.
-  - **(2020)** [sysdig.com: Kubernetes admission controllers in 5 minutes](https://www.sysdig.com/blog/kubernetes-admission-controllers) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An introductory guide to Kubernetes admission controllers, explaining how validating and mutating webhooks interdict and modify resources before persistence to etcd, enhancing enterprise security.
-  - **(2020)** [pradeepl.com: Introduction to Kubernetes Admission Controllers](https://pradeepl.com/blog/kubernetes/introduction-to-kubernetes-admission-controllers) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An overview of native Kubernetes admission plugins like LimitRanger, ResourceQuota, and NodeRestriction. Shows how to activate and orchestrate them to maintain tenant boundaries.
 #### Container Drift
 
   - **(2021)** [kubernetes.io: Using Admission Controllers to Detect Container Drift at Runtime](https://kubernetes.io/blog/2021/12/21/admission-controllers-for-container-drift) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Describes techniques for enforcing resource immutability at runtime. Examines how custom validating webhooks prevent dynamic drifting from GitOps-defined states by blocking real-time image updates or process changes.
@@ -1214,80 +404,20 @@
 #### Application Lifecycle
 
   - **(2021)** [thenewstack.io: This Week in Programming: Kubernetes from Day One? 🌟](https://thenewstack.io/this-week-in-programming-kubernetes-from-day-one) 🌟🌟🌟 [LEGACY] β€” Debates the architectural trade-offs of starting projects on Kubernetes from inception versus migrating legacy monoliths. Evaluates how early adoption influences software delivery pipelines and containerizes early infrastructure.
-### System Administration
-
-#### Control Plane (3)
-
-  - **(2021)** [**redhat.com: Kubernetes Components - A sysadmin's guide to basic Kubernetes components 🌟**](https://www.redhat.com/en/blog/kubernetes-components) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Provides Linux administrators with a clear conceptual mapping of how Kubernetes daemons align with standard Linux systemd services. Focuses on system logging, socket binding, and memory management profiles.
-### Theory
-
-#### Complexity Analysis
-
-  - **(2021)** [**buttondown.email: Two reasons Kubernetes is so complex**](https://buttondown.com/nelhage/archive/two-reasons-kubernetes-is-so-complex) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An insightful essay attributing Kubernetes' inherent complexity to two core causes: its general-purpose platform-of-platforms architecture, and its commitment to solving the distributed consensus state problem globally.
-### Virtualization
-
-#### Multi-Tenancy
-
-  - **(2021)** [itnext.io: Kubernetes Sandbox Environments with Virtual Clusters](https://itnext.io/kubernetes-sandbox-environments-with-virtual-clusters-fb465b296777) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Analyzes the design and benefits of executing virtual Kubernetes clusters (vcluster) on shared physical hardware. It outlines patterns to isolate control planes (API Server, Controller Manager, etcd) inside regular namespaces to reduce management overhead and increase security tenant boundary density.
-### Visual Reference
-
-#### Control Plane (4)
-
-  - **(2021)** [**brennerm.github.io: Kubernetes Overview Diagrams 🌟**](https://shipit.dev/posts/kubernetes-overview-diagrams.html) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An exceptional visual and architectural map detailing the data flow and interconnectivity between the API server, etcd, controller manager, and worker nodes. Essential reference for understanding component-level communications and network policies.
 ### Workloads
 
 #### Enterprise Use-Cases
 
   - **(2021)** [thenewstack.io: What Workloads Do Businesses Run on Kubernetes?](https://thenewstack.io/what-workloads-do-businesses-run-on-kubernetes) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Surveys modern workload distribution patterns on Kubernetes. Identifies the progressive shift from purely stateless microservices to highly data-intensive stateful applications like database instances, AI/ML pipelines, and data queues.
-## Automation
+## CICD Pipelines
 
-### Configuration Management (1)
+### Security and Supply Chain
 
-#### Ansible
+#### Dependabot
 
-  - **(2021)** [itnext.io: Automating System Updates for Kubernetes Clusters using Ansible](https://itnext.io/automating-system-updates-for-kubernetes-clusters-using-ansible-94a70f4e1972)  [COMMUNITY-TOOL] β€” A technical guide detailing the orchestration of OS-level patch management across Kubernetes worker and control-plane nodes using Ansible playbooks. It presents safe operational practices, including automated draining and unscheduling of nodes prior to updates, followed by post-update validation and uncordoning. It minimizes workload disruptions through structured, serial host rolling-reboots.
-### Debugging (1)
-
-#### API Objects
-
-  - **(2020)** [==Get applied and effective apiVersion from Kubernetes objects==](https://gist.github.com/ninlil/affbf7514d4e74c7634e77f47e172236) [SHELL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A highly specialized GitHub Gist that details mechanisms to query and extract both the applied and effective apiVersion from active Kubernetes objects. This tool is vital for API deprecation migrations and multi-version cluster upgrades where Helm or GitOps manifests diverge from runtime configurations. It leverages native kubectl Go templates and JSONPath filters to expose internal cluster metadata.
-### Scripts
-
-#### Cluster Management
-
-  - **(2022)** [==Kubernetes Scripts==](https://github.com/eldada/kubernetes-scripts) [SHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A utility collection of bash and shell scripts designed to simplify day-to-day Kubernetes cluster administration, diagnostic queries, and resource debugging. These community-focused tools wrap kubectl commands to perform batch operations and log extractions quickly. Though useful for rapid command-line navigation, production operations typically encapsulate these processes into structured operator patterns.
-## CICD
-
-### Container Builds
-
-#### Shipwright
-
-  - **(2021)** [shipwrightio](https://x.com/shipwrightio) [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Official repository feed for Shipwright, an extensible container build framework on Kubernetes. Shipwright abstracts build techniques (like Buildpacks, Kaniko, or Buildah) under a unified Kubernetes-native API, integrating seamlessly into modern GitOps pipelines.
-### Deployment Speed
-
-#### Best Practices
-
-  - **(2020)** [hackernoon.com: How To Deploy Code Faster Using Kubernetes](https://hackernoon.com/how-to-deploy-code-faster-using-kubernetes-jh1y3ul0) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Focuses on optimizing continuous integration/continuous delivery deployment velocity. Discusses container build layer caching strategies, multi-stage Dockerfiles, and fine-tuning Kubernetes deployment rolling update specifications (maxSurge and maxUnavailable) to safely execute rapid iterations.
-### GitOps
-
-#### Policy and Compliance
-
-  - **(2021)** [**itnext.io: Measuring Patching Cadence on Kubernetes with GitOps**](https://itnext.io/measuring-patching-cadence-on-kubernetes-with-gitops-353bc4a1d25) [YAML CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Outlines a GitOps framework designed to measure, audit, and accelerate software patch delivery within Kubernetes clusters. Outlines the integration of automated image updates with PR-driven deployment logs to gauge team response velocity.
-## Capacity Management
-
-### Resource Optimization
-
-#### Node Allocation
-
-  - **(2026)** [==davidB/kubectl-view-allocations==](https://github.com/davidB/kubectl-view-allocations) ⭐ 796  [RUST CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A Rust-based CLI plugin used to aggregate and visualize resource allocations across namespaces and hardware groups. It contrasts actual CPU, memory, and GPU limits against the physical capacity of compute nodes, facilitating resource consolidation and density optimization.
+  - **(2025)** [Dependabot Version Updates in Azure DevOps](https://www.returngis.net/2025/02/dependabot-updates-en-azure-devops) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A configuration guide describing the implementation of automated Dependabot scanning mechanisms inside Azure DevOps repositories to detect and secure third-party dependencies.
 ## Career Development
 
-### Market Trends
-
-#### Historical Data
-
-  - **(2021)** [kube.careers: Kubernetes jobs market (Q2 2021)](https://kube.careers/report-2021-q2)  [CASE STUDY] [EMERGING] β€” A historical analysis of the cloud-native recruitment landscape in Q2 2021. Tracks emerging salary ranges, high-demand Kubernetes technical sub-skills (Helm, GitOps, Prometheus), and regional job opportunities across North America and Europe.
-  - **(2021)** [kube.careers: Kubernetes jobs market trends for 2021 (Q4)](https://kube.careers/report-2021-q4)  [CASE STUDY] [COMMUNITY-TOOL] β€” Tracks job market dynamics from the final quarter of 2021, revealing steady increases in salaries and highlighting GitOps, Service Mesh (Istio), and Kubernetes security specialties as highly valued engineering competencies.
 ### Skill Alignment
 
 #### Container Orchestration (1)
@@ -1295,47 +425,37 @@
   - **(2023)** [dev.to: Why Developers Should Learn Docker and Kubernetes in 2023 🌟](https://dev.to/javinpaul/why-developers-should-learn-docker-and-kubernetes-in-2023-4hof)  [COMMUNITY-TOOL] β€” An industry-focused piece advocating for developer mastery of containerization and orchestration. Highlights the paradigm shift toward cloud-native microservices, demonstrating why containerization and declarative API competency have become standard prerequisites for modern backend engineering positions.
 ## Case Studies
 
-### GKE Deployment
-
-#### Cost Management
-
-  - **(2021)** [itnext.io: Lessons learned from managing a Kubernetes cluster for side projects (GKE)](https://itnext.io/lessons-learned-from-managing-a-kubernetes-cluster-for-side-projects-780fbbacf36c)  [COMMUNITY-TOOL] β€” A pragmatic breakdown of cost-efficiency structures and management workloads on Google Kubernetes Engine (GKE) for non-enterprise developers. Offers hands-on advice on resource requests, limits, node pools, and custom ingress solutions.
 ### Large-Scale Migration
 
 #### Traffic Scaling
 
   - **(2019)** [**youtube: Tinder's Move to Kubernetes - Chris O'Brien & Chris Thomas, Tinder**](https://www.youtube.com/watch?app=desktop&v=o3WXPXDuCSU) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An in-depth presentation detailing Tinder’s migration of their massive monolithic architecture to Kubernetes. Discusses scaling issues, DNS latency challenges in CoreDNS, networking constraints, and how containerization reduced service footprint and accelerated deployments.
-### Multi-Cluster Architecture
-
-#### Scale Strategies
-
-  - **(2020)** [srcco.de: Zalando - Many Kubernetes Clusters instead of 1 huge cluster](https://srcco.de/posts/many-kubernetes-clusters.html) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Zalando's landmark architectural analysis of their decision to deploy hundreds of single-tenant, purpose-built clusters instead of one giant shared cluster. This text addresses multi-tenancy, blast radius containment, and automated control-plane orchestration.
-### Production Stories
-
-#### Troubleshooting
-
-  - **(2023)** [itnext.io: Successful & Short Kubernetes Stories For DevOps Architects](https://itnext.io/successful-short-kubernetes-stories-for-devops-architects-677f8bfed803)  [COMMUNITY-TOOL] β€” A compilation of brief, high-impact architectural case studies illustrating real-world engineering failures and subsequent triumphs. It covers troubleshooting container networking, node resource exhaustion, and complex ingress rules.
 ## Cloud Architecture
 
 ### NoOps and Serverless
 
 #### Overview
 
-  - **(2026)** [==Serverless Architectures==](https://nubenetes.com/serverless) [SPANISH CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” In-depth analysis exploring execution concepts, billing architectures, scalability curves, and performance tradeoffs inherent in Serverless patterns. Details key differences between FaaS, cloud-managed runtimes, and self-hosted Knative workloads.
+  - **(2026)** [==Serverless Architectures==](https://nubenetes.com/serverless/) [SPANISH CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” In-depth analysis exploring execution concepts, billing architectures, scalability curves, and performance tradeoffs inherent in Serverless patterns. Details key differences between FaaS, cloud-managed runtimes, and self-hosted Knative workloads.
 ## Cloud Infrastructure
 
+### Azure Networking
+
+#### Latency Optimization
+
+  - **(2025)** [Reduce Latency with Azure Proximity Placement Groups](https://hansencloud.com/2025/02/24/reduce-latency-with-azure-proximity-placement-groups) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Analyzes the utility of Azure Proximity Placement Groups (PPGs) to achieve sub-millisecond physical latency for interdependent compute resources. It outlines design considerations for co-locating VMs, Virtual Machine Scale Sets, and Kubernetes nodes within the same physical data center boundary to support high-performance microservices.
 ### Kubernetes (1)
 
 #### Workload Management
 
   - **(2021)** [K8s prevent queue worker Pod from being killed during deployment](https://itnext.io/k8s-prevent-queue-worker-pod-from-being-killed-during-deployment-4252ea7c13f6) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This operations guide details how to prevent queue-consuming pods from being killed mid-job during rolling deployments on Kubernetes. It explains how to coordinate preStop hooks and terminationGracePeriodSeconds configurations.
-## Cloud Native
+## Cloud Infrastructure and Orchestration
 
-### Community
+### Container Orchestration (2)
 
-#### Directory
+#### Helm and Packaging
 
-  - **(2021)** [techbeacon.com: 25 Kubernetes experts you should follow on Twitter](https://techbeacon.com/enterprise-it/25-kubernetes-experts-you-should-follow-twitter) [MARKDOWN CONTENT]  [LEGACY] β€” A curated directory of 25 Kubernetes experts and thought leaders. While compiled in 2021, current 2026 analysis indicates that many highlighted figures have transitioned to wider Platform Engineering, AI infrastructure, and multi-cloud platform architectures, though their legacy core insights on orchestration remain highly foundational.
+  - **(2022)** [andrewlock.net: Series: Deploying ASP.NET Core applications to Kubernetes with Helm 🌟](https://andrewlock.net/series/deploying-asp-net-core-applications-to-kubernetes) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive deep-dive tutorial series on orchestrating .NET applications inside Kubernetes using Helm. Analyzes templating, YAML manifests, dependency injections, dynamic secret handling, and values customization patterns.
 ## Cloud Native Platforms
 
 ### Kubernetes (2)
@@ -1343,182 +463,30 @@
 #### Telemetry Bundles
 
   - **(2026)** [==kube-prometheus==](https://github.com/prometheus-operator/kube-prometheus) ⭐ 7673  [JSONNET CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The reference monitoring deployment for Kubernetes. Orchestrates the Prometheus Operator, Grafana, Alertmanager, and a collection of native exporters designed to monitor master control plane components.
-## Cluster Architecture
+## Cluster Management
 
-### Deployment Models
-
-#### Operations
-
-  - **(2022)** [thenewstack.io: 4 ways to run kubernetes in production](https://thenewstack.io/4-ways-to-run-kubernetes-in-production) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Compares major approaches to operating production clusters. Evaluates self-hosted bare metal implementations, public-cloud managed systems, bootstrap frameworks, and fully managed hybrid topologies.
-### Design Patterns (1)
-
-#### Terminology (1)
-
-  - **(2022)** [platform9.com: Difference Between multi-cluster, multi-master, multi-tenant & federated Kubernetes](https://platform9.com/blog/difference-between-multi-cluster-multi-master-multi-tenant-federated-kubernetes) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Clarifies foundational definitions in the scaling landscape. Contrasts multi-cluster partitioning, master redundancy layers, virtual namespace multi-tenancy, and cluster federation engines.
-### Design Principles
-
-#### Infrastructure
-
-  - **(2022)** [thenewstack.io: A Deep Dive into Architecting a Kubernetes Infrastructure](https://thenewstack.io/a-deep-dive-into-architecting-a-kubernetes-infrastructure) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Examines core design components for highly available, resilient enterprise platform engineering. Covers production networking, stateful storage configurations, external telemetry integrations, and security foundations.
-### Hybrid Cloud
-
-#### Strategy (1)
-
-  - **(2021)** [datacenterknowledge.com: The Pros and Cons of Kubernetes-Based Hybrid Cloud](https://www.datacenterknowledge.com/cloud/the-pros-and-cons-of-kubernetes-based-hybrid-cloud) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Details structural advantages and operational challenges of maintaining a hybrid-cloud Kubernetes topology. Analyzes network latency bottlenecks, data compliance demands, and cluster tooling unified control setups.
-### Multi-Cluster
-
-#### Management
-
-  - **(2022)** [thenewstack.io: Manage Multicluster Kubernetes with Operators](https://thenewstack.io/manage-multicluster-kubernetes-with-operators) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Investigates deployment techniques using Kubernetes Operators to automate global configurations. Explores fleet-wide policy synchronization, drift detection, and multi-tenant control plane patterns.
-#### Strategy (2)
-
-  - **(2023)** [learnk8s.io: Architecting Kubernetes clusters β€” how many should you have?](https://learnkube.com/how-many-clusters) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Investigates the design choices behind multi-cluster deployments versus expansive single-cluster topologies. Explores security zoning, geo-location latency requirements, blast radius mitigation, and operational complexity limits.
-  - **(2021)** [redhat.com: 3 questions to answer when considering a multi-cluster Kubernetes architecture](https://www.redhat.com/en/blog/multi-cluster-kubernetes-architecture) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A decision framework for assessing multi-cluster infrastructures. Guides administrators through considerations of global routing setup, uniform access management across clusters, and fleet management overhead.
-  - **(2021)** [itnext.io: Do You Need Multi-Clusters? 🌟](https://itnext.io/do-you-need-multi-clusters-6e58556f7f06) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A structured assessment evaluating business requirements against multi-cluster complexity. Highlights isolation properties, compliance partitioning requirements, and cross-cluster resource sharing overhead.
-  - **(2021)** [itnext.io: 3 Reasons to Choose a Wide Cluster over Multi-Cluster with Kubernetes](https://itnext.io/3-reasons-to-choose-a-wide-cluster-over-multi-cluster-with-kubernetes-c923fecf4644) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Presents core technical rationales supporting single wide clusters instead of segmented multi-cluster footprints. Highlights simplified deployment setups, decreased licensing/overhead expenses, and streamlined internal networking models.
-### On-Premises
-
-#### Infrastructure (1)
-
-  - **(2018)** [kubernetes.io: Out of the Clouds onto the Ground: How to Make Kubernetes Production Grade Anywhere](https://kubernetes.io/blog/2018/08/03/out-of-the-clouds-onto-the-ground-how-to-make-kubernetes-production-grade-anywhere) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Classic architectural review detailing how to host production-grade Kubernetes outside public cloud boundaries. Addresses high-availability physical networking, load balancer layers, and resilient persistent storage backends.
-### Sizing
-
-#### Node Allocatable
-
-  - **(2023)** [learnk8s.io: Allocatable memory and CPU in Kubernetes Nodes](https://learnkube.com/allocatable-resources) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Demystifies how Kubernetes computes physical allocatable resources. Deeply details the underlying formulas for `kube-reserved`, `system-reserved`, and eviction thresholds to ensure cluster stability under heavy workloads.
-#### Research
-
-  - **(2022)** [docs.google.com - learnk8s.io: Research on the trade offs when choosing an instance type for a kubernetes cluster](https://docs.google.com/spreadsheets/d/1yhkuBJBY2iO2Ax5FcbDMdWD5QLTVO6Y_kYt_VumnEtI/edit) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A comprehensive reference spreadsheet mapping public cloud compute options. Analyzes network limits, local disks performance, memory ratios, and OS-reserved compute resources to guide infrastructure designers.
-#### Worker Nodes
-
-  - **(2023)** [learnk8s.io: Architecting Kubernetes clusters β€” choosing a worker node size](https://learnkube.com/kubernetes-node-size) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Analyzes the trade-offs of choosing small versus large instance types for Kubernetes worker nodes. Discusses pod density limits, network interfaces, control plane overhead, and daemon-set resource allocation footprint.
-  - **(2022)** [itnext.io: Architecting Kubernetes clusters β€” choosing a worker node size](https://itnext.io/architecting-kubernetes-clusters-choosing-a-worker-node-size-b3729cc0c78f) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Provides a practical framework for selecting compute instance sizes based on workload behavior. Compares reliability, failure-domain risk mitigation, container scheduling performance, and OS resources limits.
-  - **(2022)** [itnext.io: Architecting Kubernetes clusters β€” choosing a cluster size](https://itnext.io/architecting-kubernetes-clusters-choosing-a-cluster-size-92f6feaa2908) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Evaluates control plane limits when scaling out node counts. Offers architectural guidance on managing etcd latency, sizing API servers, and planning node-pool capacities for high-throughput container platforms.
-  - **(2021)** [platform9.com: Kubernetes Cluster Sizing – How Large Should a Kubernetes Cluster Be?](https://platform9.com/blog/kubernetes-cluster-sizing-how-large-should-a-kubernetes-cluster-be) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Explores calculation parameters used to size enterprise Kubernetes control environments. Reviews scaling limits of the internal etc database, virtual overlay network topologies, and standard scheduler limits.
-## Cluster Management (1)
-
-### Cluster API
-
-#### Declarative Infrastructure
-
-  - **(2021)** [==kubernetes.io: Introducing ClusterClass and Managed Topologies in Cluster API==](https://kubernetes.io/blog/2021/10/08/capi-clusterclass-and-managed-topologies) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Introduces ClusterClass and managed topologies inside Cluster API (CAPI). Explains how to scale bare-metal or cloud platforms using declarative templates and structured configurations.
 ### Deployments (1)
 
-#### Rollbacks
-
-  - **(2021)** [**learnk8s.io: How do you rollback deployments in Kubernetes? 🌟**](https://learnkube.com/kubernetes-rollbacks) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Details the internal revision history mechanics of the Kubernetes Deployment API. Explains how the controller tracks replicaset generations and provides techniques for coordinating configmap and secret changes during unexpected application rollbacks.
-#### Rolling Updates
-
-  - **(2021)** [**fosstechnix.com: Rolling out and Rolling back updates with Zero Downtime on Kubernetes Cluster**](https://www.fosstechnix.com/rolling-out-and-rolling-back-updates-with-zero-downtime-on-kubernetes-cluster) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Provides a hands-on walk-through of Kubernetes deployment rollout controls. Demonstrates CLI paradigms (`kubectl rollout status`, `undo`, `history`) alongside YAML manifest strategies to achieve safe, reversible cluster states during app upgrades.
-#### Strategies
-
-  - **(2021)** [**youtube: deployment strategies in kubernetes | recreate | rolling update | blue/green | canary**](https://www.youtube.com/watch?v=efiMiaFjtn8&feature=youtu.be) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An illustrative tutorial reviewing deployment paradigms. Compares Recreate, Rolling Update, Blue-Green, and Canary rollout strategies alongside architectural trade-offs.
-  - **(2021)** [**educative.io: A deep dive into Kubernetes Deployment strategies**](https://www.educative.io/blog/kubernetes-deployments-strategies) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Provides deep-dive comparative matrices on deployment patterns. Evaluates application compatibility, infrastructure overhead, traffic routing, and rollout speeds.
-  - **(2021)** [**weave.works: Kubernetes Deployment Strategies 🌟**](https://www.weave.works/blog/kubernetes-deployment-strategies) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A classic GitOps and Progressive Delivery reference guide. Details how to coordinate deployment updates, using Git repositories as the source of truth, alongside progressive delivery tools like Flagger.
-  - **(2020)** [**auth0.com: Deployment Strategies In Kubernetes**](https://auth0.com/blog/deployment-strategies-in-kubernetes) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Explores production-grade Kubernetes deployment models. Analyzes rolling update nuances, proxy-level routing switches, and the integration of automated rollback hooks to isolate deployment errors.
 #### Zero Downtime
 
   - **(2021)** [==learnk8s.io: Graceful shutdown and zero downtime deployments in Kubernetes==](https://learnkube.com/graceful-shutdown) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” This reference analyzes pod termination lifecycles (SIGTERM, preStop hooks, and endpoint slice propagation delay). It contrasts standard rolling updates with the necessity of configuring a preStop hook to handle delayed traffic shifts, resolving the classic race condition between kubernetes API endpoint updates and pod eviction.
-### GUI Tools
-
-#### Desktop Clients
-
-  - **(2024)** [**FreeLens**](https://github.com/freelensapp/freelens) ⭐ 5146  [JAVASCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” FreeLens is a lightweight, open-source alternative desktop client for managing Kubernetes clusters. It provides platform operators with real-time visual telemetry and container log streams, optimizing daily operational tasks without complex terminal overhead.
-  - **(2025)** [Kubeterm: Graphical Management Tool for Kubernetes](https://github.com/kbterm/kubeterm) ⭐ 211  [TYPESCRIPT CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An open-source desktop client designed to simplify Kubernetes administration and performance monitoring. By rendering graphical resource mappings, it significantly lowers the cognitive load required to debug deployments, services, and complex namespaces.
-### Multi-Cluster (1)
-
-#### Lifecycle Automation
-
-  - **(2025)** [kubermatic.com](https://www.kubermatic.com/tags/kubernetes) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Kubermatic provides highly professional technical resources examining multi-cloud management, declarative control planes, and automated Day-2 operations. It focuses heavily on handling heterogenous infrastructure at scale using advanced operator patterns.
-### Virtual Clusters
-
-#### Tenant Isolation
-
-  - **(2022)** [**loft.sh: Kubernetes: Virtual Clusters For CI/CD & Testing**](https://www.vcluster.com/blog/kubernetes-virtual-clusters-for-ci-cd-testing) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Demystifies the deployment of virtual clusters (vcluster) on shared physical hardware to support rapid testing. It explains how virtual control planes significantly minimize cloud bills while providing namespace segregation and administrative freedom.
-## Community (1)
-
-### Communication
-
-#### Onboarding
-
-  - **(2025)** [slack.kubernetes.io](https://slack.kubernetes.io)  [COMMUNITY-TOOL] β€” The official automated invitation portal designed to seamlessly onboard developers, system administrators, and technology partners into the global Kubernetes Slack organization. By simplifying community entry, it serves as the foundational doorway to direct collaborative engineering across SIG working groups.
-#### Real-time Support
-
-  - **(2025)** [kubernetes.slack.com](https://kubernetes.slack.com)  [COMMUNITY-TOOL] β€” The official Slack community space for the global Kubernetes ecosystem, hosting hundreds of thousands of developers, SREs, and cluster administrators. Organized into channels (e.g., #sig-network, #sig-storage, #kubernetes-users), it provides an unparalleled collaborative hub for solving technical issues and driving project governance.
-### Trends
-
-#### Industry Analysis
-
-  - **(2023)** [silverliningsinfo.com: KubeCon: Five biggest trends from the Kubernetes love fest in Amsterdam](https://www.fierce-network.com/multi-cloud/cloud-9-lunch-ladies-news-wrap-live-cloud-executive-summit)  [COMMUNITY-TOOL] β€” Synthesizes the major technological shifts post-KubeCon Amsterdam. Pinpoints crucial patterns in cloud-native platforms, highlighting sustainable computing, developer experience (Platform Engineering), and the consolidation of runtime security layers.
-### Visual Resources
-
-#### Wallpapers
-
-  - **(2021)** [learnk8s.io: Kubernetes wallpapers](https://learnkube.com/kubernetes-wallpapers) [NONE CONTENT] 🌟 [COMMUNITY-TOOL] β€” A collection of high-resolution, visually rich architectural diagrams and wallpaper guides designed to help developers visualize complex Kubernetes ecosystems, control plane interactions, and object lifecycles.
-## Community and Governance
-
-### Communication (1)
-
-#### Forums
-
-  - **(2024)** [Community Forums 🌟](https://discuss.kubernetes.io) [N/A CONTENT]  [COMMUNITY-TOOL] β€” The primary discussion forum for the global Kubernetes community. Houses technical discussion threads, design reviews, ecosystem updates, and collaborative troubleshooting conversations.
-### SIGs
-
-#### Repositories
-
-  - **(2024)** [Kubernetes SIGs](https://github.com/kubernetes-sigs) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The official repository collection managed by Special Interest Groups. It acts as the home for core ecosystem tools, testing frameworks, API extensions, and auxiliary automation packages.
-#### SIG Apps
-
-  - **(2016)** [SIG Apps: build apps for and operate them in Kubernetes](https://kubernetes.io/blog/2016/08/sig-apps-running-apps-in-kubernetes) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Classic introduction to the SIG Apps group, which is responsible for defining core application workload schemas (Deployments, StatefulSets, DaemonSets) and maintaining standards for running workloads.
-## Community and Learning
-
-### Developer Platforms
-
-#### Community Feeds
-
-  - **(2026)** [dev.to/t/kubernetes](https://dev.to/t/kubernetes)  [COMMUNITY-TOOL] β€” The Dev.to Kubernetes community tag hosts a high volume of community-contributed tutorials, troubleshooting steps, and configurations. While varyingly rigorous, it represents a vast, real-time repository of peer-to-peer troubleshooting and architectural experimentation.
-### Media
-
-#### Podcasts
-
-  - **(2020)** [kubelist.com/podcast: The Kubelist Podcast](https://kubelist.com/podcast)  [COMMUNITY-TOOL] β€” The Kubelist Podcast serves as an architectural sounding board for the cloud-native ecosystem. It features deep-dive technical interviews with upstream contributors and platform creators, bridging the gap between infrastructure software developers and systems engineering design.
-### Open Source
-
-#### Ecosystem Guides
-
-  - **(2023)** [opensource.com/tags/kubernetes](https://opensource.com/tags/kubernetes)  [COMMUNITY-TOOL] β€” This repository presents practical guides and conceptual overviews highlighting open-source tools within the Kubernetes ecosystem. It serves as a pedagogical gateway for system administrators transitioning to cloud-native orchestration models.
 ## Compute
 
 ### Pod Scheduling
 
-#### Node Affinity
-
-  - **(2021)** [trstringer.com: Kubernetes Taints, Tolerations, and Understanding the PreferNoSchedule Effect](https://trstringer.com/understanding-prefernoschedule) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Investigates the mechanics of taints and tolerations, focusing on the PreferNoSchedule effect. Illustrates scheduling decisions under compute pressure when taints act as soft constraints.
 #### Priority and Eviction
 
   - **(2023)** [kubernetes.io: Protect Your Mission-Critical Pods From Eviction With PriorityClass](https://kubernetes.io/blog/2023/01/12/protect-mission-critical-pods-priorityclass) [YAML CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Explains how to prevent critical microservice pods from being terminated during cluster node pressure events using PriorityClass resources. Outlines scheduling preemption paths and best practices for establishing pod execution guarantees.
 #### Resource Allocation
 
   - **(2023)** [itnext.io: POD rebalancing and allocations in kubernetes | Daniele Polencic 🌟🌟](https://itnext.io/pod-rebalancing-and-allocations-in-kubernetes-df3dbfb1e2f9) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” Analyzes Kubernetes eviction mechanisms, voluntary/involuntary pod disruption patterns, and descheduling strategies. Highlights the critical operational trade-offs of pod rebalancing and how Kubelet triggers evictions under memory and disk pressure scenarios.
-#### Scheduler Internals
-
-  - **(2023)** [itnext.io: Kubernetes Scheduler Deep Dive | Daniele Polencic](https://itnext.io/kubernetes-scheduler-deep-dive-fdfcb516be30) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep dive into the Kubernetes scheduler's two-phase framework: filtering (predicates) and scoring (priorities). Explains binding execution loops and customized scheduling extension points for advanced topologies.
 ### Pods
 
-#### Core Concepts (1)
+#### Core Concepts
 
   - **(2023)** [devopscube.com/kubernetes-pod](https://devopscube.com/kubernetes-pod) [YAML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A foundational, end-to-end technical reference manual mapping the Pod lifecycle, container initialization vectors, probe configurations, and common workload operational runbooks.
 ## Configuration
 
-### CDK and DSLs
-
-#### CDK8s
-
-  - **(2026)** [cdk8s.io](https://cdk8s.io) [TYPESCRIPT CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official homepage for Cloud Development Kit for Kubernetes (cdk8s), an open-source framework for defining Kubernetes applications using familiar programming languages. It compiles object-oriented code into standards-compliant YAML manifests, bringing programming patterns like classes, loops, and conditions to configuration management.
-  - **(2026)** [AWS: Introducing CDK for Kubernetes](https://aws.amazon.com/blogs/containers/introducing-cdk-for-kubernetes) [NONE CONTENT]  [COMMUNITY-TOOL] β€” AWS technical launch post announcing CDK for Kubernetes (cdk8s). It outlines the core architectural principles, detailing how software developers can use general-purpose programming interfaces to output strongly-typed, verifiable raw YAML files for any Kubernetes cluster.
-#### Jsonnet
-
-  - **(2026)** [==jsonnet data templating language==](https://github.com/google/jsonnet/tree/master/case_studies/kubernetes) ⭐ 7517  [JSONNET CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A data templating language designed for application configurations. This case study demonstrates how Jsonnet models complex Kubernetes resources through variables, imports, conditionals, and functions, generating valid JSON configurations that compile directly into clean Kubernetes YAML.
 ### ConfigMaps
 
 #### Application State
@@ -1548,44 +516,20 @@
 #### Config and Secrets
 
   - **(2023)** [k21academy.com: Kubernetes ConfigMaps and Secrets: Guide to Create and Update 🌟](https://k21academy.com/kubernetes/configmaps-secrets) [YAML CONTENT] 🌟 [COMMUNITY-TOOL] [GUIDE] β€” A fundamental playbook illustrating the lifecycle, generation, and updates of ConfigMaps and Secrets. Establishes the core differences in creation mechanisms and direct manifest applications.
-### Templating and Engine
+## Container Orchestration (3)
 
-#### Kustomize
+### Azure Kubernetes Service
 
-  - **(2026)** [==kustomize==](https://github.com/kubernetes-sigs/kustomize) ⭐ 12070  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Duplicate entry for Kustomize, highlighting its role as a CNCF-backed declarative customization engine. It uses a composition-based system to configure variations of YAML files without standard template parameters, serving as a clean alternative to Helm.
-## Configuration Management (2)
+#### Well-Architected Framework
 
-### Declarative Templates
-
-#### Programmatic Generation
-
-  - **(2023)** [Templating YAML in Kubernetes with real code](https://learnkube.com/templating-yaml-with-code) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Advocates for programmatic Kubernetes resource generation in real-world programming languages (Go, Python, Java) over raw text-interpolated tools like Helm. Details static typing validation advantages, testing, and GitOps orchestration scale benefits.
-## Container Orchestration (2)
-
-### Kubernetes (3)
-
-#### Community Platforms
-
-  - **(2024)** [twitter.com/kubernetesio](https://x.com/kubernetesio)  [COMMUNITY-TOOL] β€” The main public community stream for the Kubernetes ecosystem on X/Twitter. Acts as a critical communication source for real-time security disclosures, new releases, SIG events, and system deprecation reports.
-## Container Runtime (1)
-
-### Core Infrastructure
-
-#### Execution Engines
-
-  - **(2026)** [==containerd - An open and reliable container runtime==](https://github.com/containerd/containerd) ⭐ 20835  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” containerd is an industry-standard container runtime designed to be embedded into larger systems like Kubernetes. Following the deprecation of Docker's native runtime engine in Kubernetes, containerd has emerged as the de facto execution engine for production-grade orchestrators.
+  - **(2026)** [Architecture Best Practices for Azure Kubernetes Service (AKS)](https://learn.microsoft.com/en-us/azure/well-architected/service-guides/azure-kubernetes-service) [MARKDOWN CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official technical guide mapping Azure Well-Architected Framework (WAF) principles to Azure Kubernetes Service (AKS). It details architectural guidance on cluster networking, high availability, node pools, security integration, and cost management. This serves as the definitive reference for engineering enterprise-grade, highly resilient Kubernetes control and data planes on Azure.
 ## Containers and Orchestration
 
-### Container Concepts
-
-#### Pods Deep Dive
-
-  - **(2025)** [==iximiuz.com: Containers vs. Pods - Taking a Deeper Look==](https://labs.iximiuz.com/tutorials/containers-vs-pods) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” Deep technical review of the boundaries separating a standard Linux container from a Kubernetes Pod. Illustrates namespace sharing, IPC barriers, loopback network interfaces, and volume mounting mechanics between multi-container structures.
 ### Kubernetes Development
 
 #### API Client Libraries
 
-  - **(2026)** [==Client Libraries for Kubernetes==](https://nubenetes.com/kubernetes-client-libraries) [SPANISH CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Complete directory of supported Kubernetes API client libraries (Python, Go, Java, JavaScript, etc.). Details patterns for programmatic service discovery, controller building, and custom automation direct from application runtime code.
+  - **(2026)** [==Client Libraries for Kubernetes==](https://nubenetes.com/kubernetes-client-libraries/) [SPANISH CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Complete directory of supported Kubernetes API client libraries (Python, Go, Java, JavaScript, etc.). Details patterns for programmatic service discovery, controller building, and custom automation direct from application runtime code.
 ### Kubernetes Operations
 
 #### Pod Restarts
@@ -1595,109 +539,27 @@
 
 #### Volumes Overview
 
-  - **(2026)** [==Kubernetes Storage - Volumes==](https://nubenetes.com/kubernetes-storage) [SPANISH CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Detailed catalog explaining stateful execution patterns inside Kubernetes. Focuses on lifecycle dynamics of Ephemeral, Persistent (PV), and PersistentVolumeClaims (PVC), alongside container storage interfaces (CSI) used to integrate modern storage backends.
-### Virtualization VS Containers
+  - **(2026)** [==Kubernetes Storage - Volumes==](https://nubenetes.com/kubernetes-storage/#kubernetes-volumes) [SPANISH CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Detailed catalog explaining stateful execution patterns inside Kubernetes. Focuses on lifecycle dynamics of Ephemeral, Persistent (PV), and PersistentVolumeClaims (PVC), alongside container storage interfaces (CSI) used to integrate modern storage backends.
+## Core Concepts (1)
 
-#### Kubernetes Concept
-
-  - **(2025)** [==iximiuz.com: How Kubernetes Reinvented Virtual Machines (in a good sense) 🌟🌟==](https://labs.iximiuz.com/tutorials/kubernetes-vs-virtual-machines) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” Insightful analysis explaining how Kubernetes replicates hypervisor features through API-driven isolation, network namespaces, and cgroups. Demonstrates how K8s serves as the cloud operating system, abstraction layer, and software-defined datacenter.
-## Core Architecture
-
-### Controller Manager
-
-#### ReplicaSet
-
-  - **(2021)** [learnsteps.com: Basics on Kubernetes: What exactly is a ReplicaSet](https://www.learnsteps.com/basics-on-kubernetes-what-exactly-is-a-replicaset) 🌟🌟 [COMMUNITY-TOOL] β€” A foundational breakdown of the ReplicaSet controller in Kubernetes. Explains how a ReplicaSet ensures the specified number of pod replicas are running at any given time, discussing reconciliation loops and pod label selector strategies.
-#### ReplicationController
-
-  - **(2021)** [opensource.com: How the Kubernetes ReplicationController works](https://opensource.com/article/21/11/kubernetes-replicationcontroller) 🌟 [LEGACY] β€” An analysis of the historical ReplicationController object in Kubernetes. Contrast Curator Insight (analyzing the tool's mechanics) with Live Grounding (the ReplicationController is legacy, replaced entirely by Deployments and ReplicaSets for modern container orchestration).
-### Extensibility (1)
-
-#### Admission Webhooks
-
-  - **(2021)** [**kmitevski.com: Writing a Kubernetes Validating Webhook using Python**](https://kmitevski.com/writing-a-kubernetes-validating-webhook-using-python) [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A guide on developing custom Validating Admission Webhooks in Kubernetes using Python and Flask. Instructs on parsing AdmissionReview requests, applying institutional validation rules, and structuring JSON responses for the API server.
-#### Custom Resource Validation
-
-  - **(2021)** [**danielmangum.com: How Kubernetes validates custom resources**](https://danielmangum.com/posts/how-kubernetes-validates-custom-resources) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Deep-dive technical post tracking how the Kubernetes API server validates Custom Resource Definitions (CRDs). Analyzes structural OpenAPI schemas, admission webhooks, and the validation pipeline of kube-apiserver.
-#### Operator Pattern
-
-  - **(2021)** [itnext.io: Introduction to Kubernetes extensibility](https://itnext.io/kubernetes-extensibility-c5fed27f0952) [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An introductory review of how to extend the native Kubernetes control plane. Details the custom resource lifecycle, webhook integrations, API aggregation layers, and custom control loop logic that underpins the Kubernetes operator ecosystem.
-### Node Operations
-
-#### Cluster Capacity
-
-  - **(2021)** [komodor.com: Kubernetes Nodes – The Complete Guide](https://komodor.com/learn/kubernetes-nodes-complete-guide) 🌟🌟🌟 [COMMUNITY-TOOL] β€” An operational compendium covering Kubernetes node design, including control plane interfaces, kubelet interactions, and lifecycle states. Explores memory pressure reclamation, node conditions, and scheduling optimizations using taints, tolerations, and affinities.
-### Object Identification
-
-#### Labels and Selectors
-
-  - **(2021)** [Kubernetes. Label and Selector. Important Topic. Identify object in cluster. CKA Exam Tips](https://www.youtube.com/watch?app=desktop&v=Vh3piGAxcf8&ab_channel=AlokKumar) 🌟🌟🌟 [COMMUNITY-TOOL] β€” An instructional guide analyzing Kubernetes labels and selectors, essential for object identification and scheduling criteria. Focuses on practical CKA exam tactics, highlighting label syntax, set-based selectors, and decoupling mechanisms.
-### Visual Resources (1)
-
-#### Deployment Map
-
-  - **(2022)** [opensource.com: A visual map of a Kubernetes deployment](https://opensource.com/article/22/3/visual-map-kubernetes-deployment) 🌟🌟 [COMMUNITY-TOOL] β€” An architectural guide that maps out a Kubernetes deployment lifecycle. Provides dynamic, step-by-step visual blueprints that trace an API request from its initial ingress point down through pod scheduling and dynamic IP allocation.
-## Core Concepts (2)
-
-### Containerization
-
-#### Fundamentals (3)
-
-  - **(2023)** [geeksforgeeks.org: Kubernetes – Concept of Containers](https://www.geeksforgeeks.org/cloud-computing/kubernetes-concept-of-containers)  [COMMUNITY-TOOL] [GUIDE] β€” An educational resource decomposing container primitives within cloud computing environments. Details namespace isolation, cgroups resource enforcement, and how Kubernetes orchestrates these isolated Linux runtimes across virtual and physical bare-metal hardware.
-#### Virtualization Layers
-
-  - **(2022)** [blogs.opentext.com: Understanding Kubernetes within containers](https://blogs.opentext.com/understanding-kubernetes-within-containers)  [COMMUNITY-TOOL] β€” Explains the nested relationship between containers, container runtimes (CRI), and Kubernetes orchestration. Explores how OCI-compliant container engines interface with the Kubelet daemon to implement declarative scaling, self-healing, and lifecycle management within decoupled distributed systems.
 ### Introduction
 
-#### Orchestration Basics
-
-  - **(2022)** [enterprisersproject.com: A 15-minute primer on Kubernetes](https://enterprisersproject.com/article/2022/11/15-minute-primer-kubernetes)  [COMMUNITY-TOOL] β€” A concise executive and technical overview of Kubernetes architecture, discussing its role as an operating system for containerized workloads. Explains cluster topologies, the declarative state reconciliation model, and how it abstracts underlying physical infrastructure to achieve high availability and auto-scaling.
 #### Orchestration Concepts
 
   - **(2023)** [serokell.io/blog/kubernetes-guide: A Guide to Kubernetes](https://serokell.io/blog/kubernetes-guide)  [LEGACY] β€” A detailed conceptual primer exploring the architecture, core constructs, and real-world deployment mechanisms of Kubernetes. Discusses basic cluster layout, continuous reconciliation loops, scaling commands, and the historical pivot from legacy monolithic hosts to orchestrated microservices.
-### Official Documentation
-
-#### Reference Portal
-
-  - **(2026)** [kubernetes.io](https://kubernetes.io)  [COMMUNITY-TOOL] β€” The primary, authoritative repository of official Kubernetes documentation, design specifications, API references, and conceptual frameworks. Serves as the ultimate industry source for core features, release notes, security advisories, and architectural blueprints.
-### Reliability (1)
-
-#### Probes
-
-  - **(2020)** [Kubernetes Liveness and Readiness Probes](https://theithollow.com/2020/05/18/kubernetes-liveness-and-readiness-probes) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A thorough guide covering the purpose of Liveness and Readiness probes. Details execution modes (HTTP, TCP, Exec) to orchestrate self-healing pods.
 ### Workload Resources
 
 #### Controller Comparison
 
   - **(2023)** [semaphoreci.com: Understanding ReplicaSet vs. StatefulSet vs. DaemonSet vs. Deployments](https://semaphore.io/blog/replicaset-statefulset-daemonset-deployments)  [COMMUNITY-TOOL] β€” A rigorous comparative guide contrasting Kubernetes workload controllers. Outlines when to use Deployments (stateless scaling), StatefulSets (stable network IDs, persistent disk-to-pod mappings), DaemonSets (single instance per node), and ReplicaSets, explaining how scheduling algorithms process each type differently.
-#### DaemonSets
-
-  - **(2023)** [devopscube.com: Kubernetes Daemonset: A Comprehensive Guide](https://devopscube.com/kubernetes-daemonset)  [COMMUNITY-TOOL] [GUIDE] β€” A detailed engineering breakdown of the DaemonSet controller pattern. Explains how to deploy system-level agents (like log collectors, CNI daemons, and monitoring agents) on every cluster node, specifying advanced scheduling techniques, tolerations, node affinity, and resource constraints.
 #### Pod and Controllers
 
   - **(2023)** [dev.to/leandronsp: Kubernetes 101, part I, the fundamentals](https://dev.to/leandronsp/kubernetes-101-part-i-the-fundamentals-23a1)  [COMMUNITY-TOOL] [GUIDE] β€” An extensive multi-part guide covering the full spectrum of core Kubernetes objects: Pods, Controllers (ReplicaSets, Deployments), StatefulSets, DaemonSets, Jobs, CronJobs, and Networking fundamentals. Serves as a deep, hands-on syllabus detailing state synchronization, storage persistence, and internal service communication patterns.
-### Workloads (1)
-
-#### Batch Jobs
-
-  - **(2020)** [opensource.com: A beginner's guide to Kubernetes Jobs and CronJobs](https://opensource.com/article/20/11/kubernetes-jobs-cronjobs) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” An introduction to batch processing in Kubernetes. Clarifies the design principles behind run-to-completion Jobs and schedules periodic workloads using CronJobs.
-#### DaemonSets (1)
-
-  - **(2021)** [thenewstack.io: Kubernetes DaemonSets: A Detailed Introductory Tutorial](https://thenewstack.io/kubernetes-daemonsets-a-detailed-introductory-tutorial) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Provides a comprehensive overview of DaemonSet workloads in Kubernetes. Discusses daemon placement, tolerations for node taints, and classic infrastructure use cases like logging collectors and metric daemons.
-#### Deployments (2)
-
-  - **(2020)** [learnsteps.com: Basics on Kubernetes: What exactly is a deployment?](https://www.learnsteps.com/basics-on-kubernetes-what-exactly-is-a-deployment) 🌟🌟 [COMMUNITY-TOOL] β€” Deconstructs the conceptual boundaries between Pods, ReplicaSets, and Deployments. Explains the continuous declarative loop run by the deployment controller to maintain the desired pod replicas count.
-#### Pods (1)
-
-  - **(2021)** [**martinheinz.dev: Could Kubernetes Pods Ever Become Deprecated? 🌟**](https://martinheinz.dev/blog/53) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An intellectual exploration of the foundational Pod abstraction. Outlines the technical realities of shared network namespaces and disk storage, and why Pods will remain the atomic unit of the cluster scheduler.
-#### StatefulSets
-
-  - **(2020)** [kubermatic.com: Keeping the State of Apps 6: Introduction to StatefulSets](https://www.kubermatic.com/blog/keeping-the-state-of-apps-6-introduction-to-statefulsets) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Introduces the structural differences between Deployments and StatefulSets. Explores why databases and distributed systems demand unique host networks, persistent volumes, and ordered orchestration topologies.
 ## Core Kubernetes
 
-### Architecture (3)
+### Architecture (1)
 
-#### Control Plane (5)
+#### Control Plane
 
   - **(2022)** [padok.fr: Kubernetes’ Architecture: Understanding the components and structure of clusters 🌟](https://www.theodo.com/en-fr/blog/kubernetes-architecture-understanding-the-components-and-structure-of-clusters)  [COMMUNITY-TOOL] β€” Superb architectural analysis of Kubernetes node components. Details the control-loop interactions between API Server, etcd, Scheduler, Controller Manager, and Kubelet.
 #### Edge Computing
@@ -1705,28 +567,17 @@
   - **(2021)** [thenewstack.io: Kubernetes Is the New Standard for Computing, Including the Edge](https://thenewstack.io/kubernetes-is-the-new-standard-for-computing-including-the-edge)  [COMMUNITY-TOOL] β€” Examines the industry shift to deploy lightweight Kubernetes frameworks (like K3s) at edge computation nodes, establishing a uniform runtime fabric.
 ### Basics
 
-#### Critique
-
-  - **(2021)** [itnext.io: Kubernetes is Hard! 🌟](https://itnext.io/kubernetes-is-hard-190f1d0c6d36)  [COMMUNITY-TOOL] β€” Critical evaluation of the operational complexities, steep training curves, and configuration management challenges inherent in enterprise Kubernetes deployments.
 #### Introduction (1)
 
   - **(2021)** [thenewstack.io: How does kubernetes work?](https://thenewstack.io/how-does-kubernetes-work)  [COMMUNITY-TOOL] β€” Clear, programmatic step-by-step breakdown of container deployment orchestration, detailing controller reconciliations, network namespaces, and service routing.
   - **(2020)** [enterprisersproject.com: Kubernetes: Everything you need to know (2020) 🌟](https://enterprisersproject.com/article/2020/4/kubernetes-everything-you-need-know)  [COMMUNITY-TOOL] β€” An enterprise-focused operational review of Kubernetes adoption benefits. Distills high-level business logic, cost optimizations, and development agility improvements.
-  - **(2020)** [opensource.com: Explaining Kubernetes in 10 minutes using an analogy](https://opensource.com/article/20/7/kubernetes-analogy)  [COMMUNITY-TOOL] β€” A classic conceptual introduction that uses a shipping port analogy to clarify container orchestration dynamics and state synchronization for beginners.
 ## Cost Optimization
 
-### Infrastructure (2)
+### Infrastructure
 
 #### FinOps
 
   - **(2021)** [itnext.io: Embracing failures and cutting infrastructure costs: Spot instances in Kubernetes](https://itnext.io/embracing-failures-and-cutting-infrastructure-costs-spot-instances-in-kubernetes-6976781beacc)  [COMMUNITY-TOOL] β€” A strategic engineering guide detailing how to harness AWS Spot Instances or GCP Preemptible VMs safely within Kubernetes clusters to slash compute spend. It provides design patterns for node affinity, tolerations, and Karpenter/Cluster-Autoscaler configurations that handle sudden, 2-minute instance termination warnings. It presents architectural methods to isolate fault-tolerant batch or microservice workloads from critical stateful systems.
-## Curation
-
-### Reference Guides
-
-#### Awesome Lists
-
-  - **(2026)** [==ramitsurana/awesome-kubernetes: Tools 🌟==](https://github.com/ramitsurana/awesome-kubernetes) ⭐ 15992  [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An exhaustive resource collection tracking ecosystem projects, documentation, configurations, and utilities. It serves as a comprehensive reference guide for cloud-native architects looking to select vetted tooling across networking, storage, security, and developer platforms.
 ## Data Management
 
 ### Databases
@@ -1734,25 +585,27 @@
 #### Microservices Datastores
 
   - **(2021)** [**itnext.io: How to Add MySql & MongoDB to a Kubernetes .Net Core Microservice Architecture**](https://itnext.io/databases-in-a-kubernetes-angular-net-core-microservice-arch-a0c0ae23dca9) [C# CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Detailing the integration of relational (MySQL) and non-relational (MongoDB) databases into a .NET Core microservices framework on Kubernetes. Examines stateful storage requirements, connection string injection, and the architectural trade-offs of running databases inside versus outside the cluster boundary.
+## Deployment and Delivery
+
+### Deployment Strategies
+
+#### Blue-Green and Canary
+
+  - **(2024)** [semaphoreci.com: Continuous Blue-Green Deployments With Kubernetes 🌟](https://semaphore.io/blog/continuous-blue-green-deployments-with-kubernetes)  [COMMUNITY-TOOL] [GUIDE] β€” Technical tutorial illustrating native implementation of blue-green deployments on Kubernetes. Demonstrates how to manipulate service selectors, manage ingress controllers, and swap traffic dynamically with zero application downtime.
 ## DevOps
 
-### CICD (1)
+### CICD
 
 #### Reference Architecture
 
   - **(2022)** [github.com/metaleapca: metaleap-devops-in-k8s.pdf](https://github.com/metaleapca/metaleap-devops-in-k8s/blob/main/metaleap-devops-in-k8s.pdf) ⭐ 30  [SHELL CONTENT] 🌟 [CASE STUDY] [COMMUNITY-TOOL] β€” A cohesive architectural reference document detailing modern DevOps automation workflows within Kubernetes. It covers pipeline construction, automated manifest validation, and GitOps-driven application lifecycle patterns.
-## Developer Experience (1)
+## Developer Experience
 
 ### Local Development
 
 #### Telepresence
 
   - **(2021)** [==telepresenceio==](https://x.com/telepresenceio) [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Community resources for Telepresence (CNCF Sandbox), a critical developer tool for fast-loop local microservice debugging against remote Kubernetes clusters. Telepresence establishes a bidirectional network proxy, bridging local IDEs with in-cluster dependencies.
-### PaaS
-
-#### Developer Ergonomics
-
-  - **(2020)** [thenewstack.io: Cloud Foundry Summit: Kubernetes Must Do Better by Developers](https://thenewstack.io/cloud-foundry-summit-kubernetes-must-do-better-by-developers) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Critique of the Kubernetes developer experience from the Cloud Foundry Summit, highlighting the platform's high cognitive load. Contrast Curator Insight (advocating for PaaS-like abstraction layers) with Live Grounding (the evolution toward Platform Engineering and internal developer portals like Backstage).
 ## Development
 
 ### Deployment
@@ -1775,89 +628,20 @@
 #### CICD Integration (1)
 
   - **(2021)** [dev.to: A Deep Dive Into Kubernetes Schema Validation](https://dev.to/datreeio/a-deep-dive-into-kubernetes-schema-validation-39ll)  [COMMUNITY-TOOL] β€” Breaks down how the API server processes client submissions through OpenAPI schema validators. Details how developers can use automated validation frameworks in CI/CD chains to catch bad resource specs before applying manifests to clusters.
-  - **(2021)** [datree.io: A Deep Dive Into Kubernetes Schema Validation 🌟](https://www.datree.io/resources/kubernetes-schema-validation)  [COMMUNITY-TOOL] β€” Deep dive into schema parsing and structural checking of Kubernetes manifests. Compares static scanning utilities with dynamic admission controllers, and outlines strategies for integrating automated validation policies into development pipelines.
-## Education
-
-### Backend Development
-
-#### Containerization (1)
-
-  - **(2023)** [iximiuz.ck.page: Ivan on Containers, Kubernetes, and Backend Development](https://iximiuz.kit.com/posts/ivan-on-containers-kubernetes-and-backend-development-12)  [COMMUNITY-TOOL] β€” A highly educational newsletter series focusing on the deep-dive mechanics of container runtimes, Kubernetes API orchestration, and backend architecture. It bridges backend software engineering with low-level container execution models, explaining kernel-level primitives crucial for building resilient cloud-native systems.
-### Certifications
-
-#### CKA Laboratory
-
-  - **(2021)** [devopshubproject/cka-lab](https://github.com/devopshubproject/cka-lab) [SHELL CONTENT] 🌟 [COMMUNITY-TOOL] β€” A hands-on, simulated environment tailored for candidates preparing for the Certified Kubernetes Administrator (CKA) exam. Offers structural lab setups to learn cluster operations, control plane maintenance, networking configuration, and active troubleshooting.
-### Hands-on Labs
-
-#### Reference Architectures
-
-  - **(2024)** [Kubebyexample.com - kubernetesbyexample.com 🌟🌟](https://kubebyexample.com)  [COMMUNITY-TOOL] β€” A highly structured, hands-on learning hub created by Red Hat. Offers extensive, walk-through-based paths covering container building blocks, deployment configurations, security vectors, networking interfaces, operators, and stateful storage structures in a code-first, interactive learning interface.
-#### System Implementation
-
-  - **(2023)** [dev.to: Build my own Kubernetes journey (10 Part Series) | Jonatan Ezron](https://dev.to/jonatan5524/build-my-own-kubernetes-journey-1a3j)  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive, ten-part engineering chronicle detailing the step-by-step setup and configuration of a home-lab Kubernetes cluster. Walks through local storage provisioners, container network interfaces (CNIs), ingress setup, and application deployment configurations, serving as a pragmatic guide for practitioners.
-### Reference Guides (1)
-
-#### API Reference
-
-  - **(2023)** [dev-k8sref-io.web.app](https://dev-k8sref-io.web.app)  [COMMUNITY-TOOL] β€” An alternative interactive API schema browser and resource reference for Kubernetes. Delivers structured, searchable navigation for complex API objects, making it easier for platform engineers to write clean yaml manifests and validate schema specifications across different versions.
-#### Interactive Portal
-
-  - **(2023)** [Kubernetes README: kubernetesreadme.com](https://kubernetesreadme.com)  [COMMUNITY-TOOL] β€” A curated interactive reference directory compiling foundational Kubernetes conceptual structures in an easy-to-read format. Facilitates rapid onboarding of developers by simplifying complex orchestration mechanics, deployment structures, and standard YAML configurations.
-## Extending Kubernetes
-
-### CLI Plugins
-
-#### Tooling (1)
-
-  - **(2022)** [github.com/jordanwilson230: kubectl-plugins](https://github.com/jordanwilson230/kubectl-plugins/tree/krew) ⭐ 637  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A collection of highly interactive `kubectl` CLI utilities. Offers streamlined troubleshooting scripts to rapidly extract environment variables, debug network states, and audit active container definitions.
-  - **(2024)** [Krew](https://krew.sigs.k8s.io) [GO CONTENT]  [COMMUNITY-TOOL] β€” The official packaging system for `kubectl` command-line plugins. Manages discovery, secure checksum installations, and version lifecycle operations of helper tools used to simplify complex operations tasks.
-  - **(2022)** [darumatic.com: Improve Kubectl Command with Krew](https://darumatic.com/blog/improve_kubectl_command_with_krew) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Explains how to customize and extend terminal capabilities using Krew. Explores critical plugins for viewing namespace relationships, debugging pod issues, and auditing configurations.
-### Custom Resources
-
-#### Architecture (4)
-
-  - **(2024)** [Custom Resources](https://kubernetes.io/docs/concepts/extend-kubernetes/api-extension/custom-resources) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The official documentation detailing Custom Resource Definitions (CRDs). Explores dynamic API registration patterns, OpenAPI schema validation, custom status fields, controller loops, and etcd data lifecycle management.
-#### Catalog
-
-  - **(2023)** [github.com/datreeio/CRDs-catalog: CRDs Catalog](https://github.com/datreeio/CRDs-catalog) ⭐ 830  [JSON CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An extensive centralized catalog of raw JSON schemas mapping popular Kubernetes CRDs. Helps development teams configure automated YAML validation engines in continuous integration pipelines prior to API server execution.
-#### Concept
-
-  - **(2021)** [itnext.io: CRD is just a table in Kubernetes](https://itnext.io/crd-is-just-a-table-in-kubernetes-13e15367bbe4) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A conceptual guide illustrating CRD schemas by comparing them to standard relational database tables. Details validation rules, standard controller reconcilers, and the structural pathways through which resources interact with etcd.
-#### Tutorial
-
-  - **(2020)** [dev.to: Creating a Custom Resource Definition In Kubernetes | Michael Levan](https://dev.to/thenjdevopsguy/creating-a-custom-resource-definition-in-kubernetes-2k7o) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A practical walk-through detailing how to construct and deploy Custom Resource Definitions. Explores API versioning schema fields, spec declarations, and the foundational design of corresponding controller reconciliation loops.
-## Extensibility (2)
-
-### Operators
-
-#### Lifecycle Management
-
-  - **(2024)** [==Red Hat OLM==](https://github.com/operator-framework/operator-lifecycle-manager) ⭐ 1857  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Part of the Operator Framework, OLM manages the installation, updates, and role-based access control of Operators running inside a cluster. It acts as an orchestrator for custom resource definitions (CRDs) and controller versions, ensuring dependencies are resolved safely. This tool is standard infrastructure across Red Hat OpenShift and enterprise Kubernetes configurations to scale operations reliably.
 ## FinOps (1)
 
-### Resource Optimization (1)
+### Resource Optimization
 
 #### API Usage
 
   - **(2021)** [harness.io: Introducing Recommendations API: Find Potential Cost Savings Programmatically](https://www.harness.io/blog/recommendations-api)  [COMMUNITY-TOOL] β€” Outlines programmatic cost reduction strategies utilizing Harness's Recommendations API. Shows how development teams can continuously query and apply optimized CPU/Memory resource constraints to reconcile performance with budget limits.
-## Fundamentals (4)
+## Fundamentals (1)
 
 ### Advocacy
 
 #### Developer Workflows
 
   - **(2021)** [thenewstack.io: Why developers should learn kubernetes](https://thenewstack.io/why-developers-should-learn-kubernetes) 🌟🌟 [COMMUNITY-TOOL] β€” Analyzes the business and architectural reasons developers must understand container orchestrators. Highlights how local-to-cloud parity and declarative environment configurations boost team velocity and service reliability.
-### Architecture (5)
-
-#### Core Concepts (3)
-
-  - **(2021)** [maximilianmichels.com: Kubernetes in a Nutshell: 10 Things You Need to Know](https://maximilianmichels.com/2021/kubernetes-what-you-need-to-know) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A comprehensive structural overview outlining ten foundational pillars of Kubernetes architecture, including declarative state, reconciliation loops, and decoupled storage abstractions. Offers concrete insights for systems architects transitioning to containerized workloads.
-### Career Development (1)
-
-#### Skill Mapping
-
-  - **(2021)** [learnsteps.com: Kubernetes: What to learn from a long term perspective](https://www.learnsteps.com/kubernetes-what-to-learn-from-a-long-term-perspective) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Guides platform engineers on which core Kubernetes competencies stand the test of time. Advises focusing on networking constructs (CNI), controller patterns, and security layers over ephemeral tools.
 ### Community Resources
 
 #### Reference Manuals
@@ -1865,741 +649,66 @@
   - **(2022)** [==docs.google.com: Kubernetes For Everyone 🌟🌟==](https://docs.google.com/document/d/1p4ZYQYM2VrMCR8K3T68JOMzWHlV-C8Jogrl9Ces77OA/edit) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A collaborative, highly comprehensive community guide detailing core mechanics, networking layers, API objects, and day-to-day kubectl recipes. Essential for deep conceptual comprehension of the Kubernetes api-driven design.
 ### Developer Workflows (1)
 
-#### API Objects (1)
+#### API Objects
 
   - **(2022)** [developers.redhat.com: Kubernetes 101 for developers: Names, ports, YAML files, and more](https://developers.redhat.com/articles/2022/08/30/kubernetes-101-developers-names-ports-yaml-files-and-more) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A tactical developer-focused tutorial outlining basic components inside YAML manifests. Focuses on proper configuration of port mappings, naming strategies, and setting selector fields to establish stable intra-cluster communication.
-#### Operations (1)
+#### Architecture (2)
+
+  - **(2020)** [millionvisit.blogspot.com: Kubernetes for Developers #1: Kubernetes Architecture and Features 🌟](https://millionvisit.blogspot.com/2020/12/kubernetes-for-developers-1-kubernetes-architecture.html) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A developer-first manual illustrating structural components and cluster design properties. Guides programmers to understand how their API payload deployments translates to actual container lifecycle actions on physical machines.
+#### Operations
 
   - **(2021)** [thenewstack.io: 5 Things Developers Need to Know About Kubernetes Management](https://thenewstack.io/5-things-developers-need-to-know-about-kubernetes-management) 🌟🌟 [COMMUNITY-TOOL] β€” Outlines key operational considerations for developers writing cloud-native code. Covers statefulness, liveness/readiness probes, and environment variables configurations to leverage the self-healing cluster features.
-### Industry Trends
-
-#### Yearly Reviews
-
-  - **(2021)** [thenewstack.io: The New Stack’s Top Kubernetes Stories of 2021](https://thenewstack.io/the-new-stacks-top-kubernetes-stories-of-2021) 🌟🌟 [COMMUNITY-TOOL] β€” A retro collection of tech journalism covering Kubernetes security vulnerabilities, runtime deprecations, and API improvements. Essential history context of cloud-native developments.
 ### Introduction (2)
 
-#### Best Practices (1)
+#### Best Practices
 
   - **(2022)** [spiceworks.com: How to Get Started With Kubernetes the Right Way: DevOps Experts Weigh In 🌟](https://www.spiceworks.com/tech/cloud/articles/how-to-get-started-with-kubernetes) 🌟🌟🌟 [COMMUNITY-TOOL] β€” DevOps thought leaders provide tactical advice on adopting Kubernetes. Key suggestions include containerizing microservices adequately, deploying proper observability early, and starting with managed cloud products.
-#### Complete Guides
-
-  - **(2022)** [==cloudtechtwitter.com: Introduction to Kubernetes 🌟🌟🌟==](https://www.cloudtechtwitter.com/2022/05/dont-miss-next-article-be-first-to-be.html) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A robust technical introduction mapping out basic abstractions and cluster deployment strategies. Serves as a great portal reference guide for standard definitions of services, controllers, and volumes.
-#### Conceptual Explanations
-
-  - **(2017)** [enterprisersproject.com: How to explain Kubernetes in plain English](https://enterprisersproject.com/article/2017/10/how-explain-kubernetes-plain-english) 🌟 [COMMUNITY-TOOL] β€” An executive-level conceptual guide explaining Kubernetes orchestration concepts through real-world analogies. Ideal for bridging communication between technical architects and business stakeholders regarding cloud-native resource optimization.
 #### Container Runtimes
 
   - **(2020)** [css-tricks.com: Kubernetes Explained Simply: Containers, Pods and Images](https://css-tricks.com/kubernetes-explained-simply-containers-pods-and-images) 🌟🌟 [COMMUNITY-TOOL] β€” A highly accessible guide targeting front-end and full-stack developers. It traces the hierarchy from container images and isolated container layers up to multi-container Pod topologies and network configuration.
-#### Core Abstractions
-
-  - **(2020)** [luminousmen.com: Kubernetes 101](https://luminousmen.com/post/kubernetes-101) 🌟🌟 [COMMUNITY-TOOL] β€” An introductory deep dive focusing on basic Kubernetes resource abstractions like Pods, ReplicaSets, and Deployments. Helps developers transition from docker-compose paradigms to orchestrator-centric declarative specifications.
-#### Entrypoints
-
-  - **(2021)** [dev.to: How to start with Kubernetes for begginer](https://dev.to/dhirajpatra/how-to-start-with-kubernetes-for-begginer-309e) 🌟 [COMMUNITY-TOOL] β€” A simplified learning roadmap for beginners. Details foundational prerequisites like Docker containerization concepts, basic Linux terminal operations, and introductory networking mechanics.
-#### History
-
-  - **(2019)** [hackernoon.com: The Ultimate Beginners Guide To Kubernetes and Container Orchestration](https://hackernoon.com/the-ultimate-beginners-guide-to-kubernetes-and-container-orchestration-5d83354y) 🌟🌟 [COMMUNITY-TOOL] β€” Traces the evolution of software hosting environments from physical bare-metal servers, through hypervisor-based virtualization, to lightweight OCI containers orchestrated dynamically by Kubernetes.
-#### Networking
-
-  - **(2020)** [devcentral.f5.com: What is Kubernetes?](https://community.f5.com/kb/technicalarticles/what-is-kubernetes/281010) 🌟🌟 [COMMUNITY-TOOL] β€” Explains basic Kubernetes capabilities from a high-performance application delivery and network security perspective. Covers traffic management, container runtimes, and ingress controller integrations.
-#### Orchestration Basics (1)
-
-  - **(2020)** [opensource.com: A beginner's guide to Kubernetes container orchestration](https://opensource.com/article/20/6/container-orchestration) 🌟🌟 [COMMUNITY-TOOL] β€” A foundational overview of container orchestration and its necessity in modern distributed systems. Examines how Kubernetes automates scheduling, self-healing, scaling, and load balancing across cluster nodes.
-### Local Environments
-
-#### Developer Tools
-
-  - **(2021)** [redhat.com: Start learning Kubernetes from your local machine](https://www.redhat.com/en/blog/start-learning-kubernetes) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Evaluates diverse methods for deploying local Kubernetes test environments. Compares minikube, Kind, and CodeReady Containers (CRC) to provide developers with stable environments tailored for specific development patterns.
-### Problem Solving
-
-#### Architecture Strategy
-
-  - **(2022)** [dev.to: What Problem Is Kubernetes Actually Trying To Solve? 🌟](https://dev.to/thenjdevopsguy/what-problem-is-kubernetes-actually-trying-to-solve-3g1n) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Unpacks the historical operational challenges that led to the creation of Kubernetes. Evaluates how it resolves complex issues like server resource under-utilization, environment drifts, and manual application health tracking.
-### Spanish Resources
-
-#### Practical Guides
-
-  - **(2020)** [elmanytas.es: Kubernetes para impostores III](https://elmanytas.es/?q=node/358) [SPANISH CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A highly practical Spanish-language guide dissecting Kubernetes primitives and runtime structures. It demystifies the steep learning curve by explaining pods, services, and deployments with a pragmatic, developer-focused narrative.
 ### Tutorials
 
 #### Deployment Workflow
 
   - **(2020)** [auth0.com: Kubernetes Tutorial - Step by Step Introduction to Basic Concepts](https://auth0.com/blog/kubernetes-tutorial-step-by-step-introduction-to-basic-concepts) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A structured, hands-on tutorial guiding users through local cluster deployment using Minikube. Explains crucial developer concepts including cluster networking, Service discovery, and managing persistent application states.
-#### Practical Handson
+## Industry Analysis
 
-  - **(2021)** [dev.to: Getting Started Tutorial for Learning Kubernetes 🌟](https://dev.to/chefgs/getting-started-tutorial-for-learning-kubernetes-455e) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” An introductory technical tutorial outlining basic kubectl commands, resource deployments, and cluster interactions. Provides practical commands for spinning up, monitoring, and debugging test pods.
-## GitOps and Delivery
-
-### Enterprise CICD
-
-#### Delivery Pipelines
-
-  - **(2023)** [platform9.com: Kubernetes CI/CD Pipelines at Scale](https://platform9.com/blog/kubernetes-ci-cd-pipelines-at-scale) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Discusses architectural blueprints for implementing scalable CI/CD pipelines across enterprise Kubernetes deployments. It reviews toolchains like Jenkins, GitLab CI, and ArgoCD, analyzing bottlenecks in scaling automated delivery.
-## History and Evolution
-
-### Core Philosophy
-
-#### Borg to Kubernetes
-
-  - **(2021)** [cloud.google.com: The past, present, and future of Kubernetes with Eric Brewer](https://cloud.google.com/blog/products/containers-kubernetes/the-rise-and-future-of-kubernetes-and-open-source-at-google) 🌟🌟 [COMMUNITY-TOOL] β€” An interview with Eric Brewer tracing the lineage of Kubernetes back to Google's internal cluster management engine, Borg. Explores open-source governance strategies, community scaling, and the evolving direction of container virtualization.
-## Industry Analysis (1)
-
-### Cloud Native Ecosystem
-
-#### News
-
-  - **(2025)** [containerjournal.com](https://cloudnativenow.com)  [COMMUNITY-TOOL] β€” Cloud Native Now (formerly Container Journal) delivers broad architectural coverage of the ecosystem's evolution, focusing on container security, service meshes, and GitOps workflows. It synthesizes enterprise migration challenges and real-world implementation paradigms for platform teams.
-### Ecosystem Trends
-
-#### Historical Analysis
-
-  - **(2021)** [opensource.com: 8 Kubernetes insights for 2021](https://opensource.com/article/21/1/kubernetes)  [COMMUNITY-TOOL] β€” Synthesizes expert opinions on cloud-native security, developer experience improvements, and edge-computing applications for 2021. Offers context on how early architectures adapted to support remote infrastructure footprints.
-  - **(2020)** [4 trends for Kubernetes cloud-native teams to watch in 2020](https://www.techtarget.com/searchapparchitecture/tip/4-trends-for-Kubernetes-cloud-native-teams-to-watch-in-2020)  [COMMUNITY-TOOL] β€” Explores structural transitions within container orchestrations circa 2020. This historical piece covers the nascent consolidation around service meshes and the industrialization of Kubernetes operators across production landscapes.
-  - **(2020)** [blog.container-solutions.com: 7 Cloud Native Trends to Watch in 2020](https://blog.container-solutions.com/7-cloud-native-trends-to-watch-in-2020)  [COMMUNITY-TOOL] β€” Offers retrospective insight into cloud-native dynamics, analyzing service mesh scaling, security instrumentation, and multi-tenant architectures. It serves as a marker for how enterprise patterns have settled over the years.
 ### Enterprise Panel
 
 #### Production Challenges
 
   - **(2021)** [infoq.com: Experts Discuss Top Kubernetes Trends and Production Challenges](https://www.infoq.com/articles/kubernetes-trends-and-challenges) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A panel of top cloud architects discussing operational friction, scale limitations, and the evolution of cloud-native storage interfaces. Serves as a great snapshot of structural difficulties in managing large-scale enterprise microservices.
-### Orchestration Comparison
+## Infrastructure (1)
 
-#### AWS Ecosystem
-
-  - **(2021)** [lastweekinaws.com: Is ECS deprecated? Has Kubernetes won?](https://www.lastweekinaws.com/blog/reader-mailbag-is-ecs-deprecated)  [COMMUNITY-TOOL] β€” A witty, incisive comparison between AWS Elastic Container Service (ECS) and Kubernetes. It contrasts the operational simplicity of AWS-native orchestration with the global flexibility and extensibility offered by the Kubernetes ecosystem.
-## Industry Trends (1)
-
-### AI Operations
-
-#### Kubernetes Management
-
-  - **(2023)** [thenewstack.io: The State of Kubernetes: Key Challenges and the Role of AI](https://thenewstack.io/the-state-of-kubernetes-key-challenges-and-the-role-of-ai) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Examines the growing operational complexities in Kubernetes and the emergence of Artificial Intelligence for IT Operations (AIOps). Discusses how machine learning can automate anomaly detection, resource sizing recommendations, and automated troubleshooting.
-### Cloud Operating System
-
-#### Architecture Evolution
-
-  - **(2023)** [thenewstack.io: Why Kubernetes Has Emerged as the β€˜OS’ of the Cloud](https://thenewstack.io/why-kubernetes-has-emerged-as-the-os-of-the-cloud)  [COMMUNITY-TOOL] β€” A conceptual piece detailing how Kubernetes has evolved from a container scheduler into the universal control plane for modern cloud infrastructure. Analyzes its extensible API design (CRDs) and operator pattern as the core mechanisms enabling it to manage storage, VMs, databases, and network topologies uniformly.
-### Market Surveys
-
-#### Historical Data (1)
-
-  - **(2020)** [Cloud-Native Development Survey Details Kubernetes, Serverless Data](https://virtualizationreview.com/articles/2020/05/08/cloud-native-dev-survey.aspx)  [CASE STUDY] [COMMUNITY-TOOL] β€” A retrospective review of a CNCF-sponsored developer survey from 2020. Documents early inflection points of public cloud adoption, serverless architecture scaling, container usage trends, and initial production challenges with persistent storage on stateful container setups.
-### Media (1)
-
-#### Interviews
-
-  - **(2026)** [kubernetespodcast.com](https://kubernetespodcast.com)  [COMMUNITY-TOOL] β€” A premium technical podcast detailing weekly trends, releases, community transitions, and architectural evolutions within the Cloud-Native computing space. Features conversations with core contributors, software creators, and system engineers regarding production successes and challenges.
-## Infrastructure (3)
-
-### AWS Integration
-
-#### Reference Designs
-
-  - **(2023)** [kubernetes-on-aws.readthedocs.io](https://kubernetes-on-aws.readthedocs.io/en/latest) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” A comprehensive technical playbook detailing the architectural nuances of deploying Kubernetes on Amazon Web Services. It offers production-grade setups utilizing EC2, EBS, VPC, and IAM integration before the widespread consolidation under managed EKS.
-### Bare-Metal Setup
-
-#### Device Plugins
-
-  - **(2021)** [blog.brujordet.no: Using custom hardware in kubernetes](https://blog.brujordet.no/post/homelab/using_custom_hardware_in_kubernetes) [YAML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Details how to configure Kubernetes to detect and consume custom hardware resources like GPUs, specialized USB controllers, and serial devices. Explains device plugin setups, node labels, and mounting pathways for host paths into targeted containers.
-#### Self-Hosted Clusters
-
-  - **(2021)** [==hobby-kube/guide 🌟==](https://github.com/hobby-kube/guide) ⭐ 5658  [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” A comprehensive guide on bootstrapping an fully production-ready, highly available Kubernetes cluster on bare-metal or cheap cloud providers using CoreOS (Flatcar) and kubeadm. Outlines security hardening, manual network provisioning, and declarative automation.
-### CRI
-
-#### Alternative Runtimes
-
-  - **(2020)** [blog.sighup.io: How to run Kubernetes without Docker](https://blog.sighup.io/how-to-run-kubernetes-without-docker) [BASH CONTENT] [ADVANCED LEVEL]  [LEGACY] β€” Demonstrates runtime decoupling by running a fully functional Kubernetes cluster without the legacy Docker engine. Leverages Container Runtime Interface (CRI) options like Containerd or CRI-O directly to optimize cluster performance.
-#### Container Runtimes (1)
-
-  - **(2021)** [kruyt.org: Migrate from Docker to Containerd in Kubernetes](https://kruyt.org/migrate-docker-containerd-kubernetes) [BASH CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Walks engineers through swapping the Docker container engine for Containerd inside a running Kubernetes node group, addressing the DockerShim deprecation and explaining runtime socket migration.
-### Container Runtime (2)
-
-#### Dockershim Deprecation
-
-  - **(2022)** [==kubernetes.io: Kubernetes is Moving on From Dockershim: Commitments and Next Steps==](https://kubernetes.io/blog/2022/01/07/kubernetes-is-moving-on-from-dockershim) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An official advisory detailing the definitive deprecation and removal of Dockershim in Kubernetes 1.24. Instructs cluster administrators on migrating node environments to direct CNI/CRI engines like containerd or CRI-O.
-#### RuntimeClass
-
-  - **(2021)** [**itnext.io: Kubernetes β€” Running Multiple Container Runtimes**](https://itnext.io/kubernetes-running-multiple-container-runtimes-65220b4f9ef4) [YAML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A guide on configuring multiple container runtimes (such as runc and Kata Containers) within a single Kubernetes cluster using RuntimeClass. Enables operators to tailor performance and security isolation environments according to specific workload profiles.
-### Container Runtime Interface
-
-#### CRI Migration
-
-  - **(2020)** [kubernetes.io: Don't Panic: Kubernetes and Docker](https://kubernetes.io/blog/2020/12/02/dont-panic-kubernetes-and-docker)  [COMMUNITY-TOOL] β€” The landmark official announcement explaining the deprecation and final removal of Docker shim inside Kubernetes. Explains how the Container Runtime Interface (CRI) functions and clarifies why existing OCI/Docker container images run seamlessly on direct engines like containerd.
-#### CRI-O Setup
-
-  - **(2021)** [Kubernetes setup with CRI-O Runtime](https://github.com/msfidelis/kubernetes-with-cri-o) ⭐ 93  [SHELL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A practical hands-on repository outlining the exact deployment and structural configuration needed to run Kubernetes with CRI-O. An invaluable asset for engineers aiming to drop Docker overhead in favor of pure, security-hardened, OCI-compliant system container operations.
-### Custom Cloud Provider
-
-#### Platform Extension
-
-  - **(2020)** [Creating a Kubernetes cloud provider, doesn't required boiling the ocean](https://thebsdbox.co.uk/2020/03/18/Creating-a-Kubernetes-cloud-doesn-t-required-boiling-the-ocean) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A detailed structural breakdown explaining how to implement a custom cloud-controller-manager (CCM) without rebuilding upstream infrastructure. It provides foundational guidance for cloud providers wishing to offer specialized bare-metal orchestrations.
-### Data Store
-
-#### etcd Administration
-
-  - **(2023)** [kubernetes.io: Operating etcd clusters for Kubernetes](https://kubernetes.io/docs/tasks/administer-cluster/configure-upgrade-etcd) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official operational guidelines for running production etcd clusters. Focuses on cluster deployment, securing communication with mutual TLS (mTLS), performance tuning, and performing safe backup and restore operations.
-#### etcd Core Concepts
-
-  - **(2022)** [learnk8s.io: How etcd works with and without Kubernetes](https://learnkube.com/etcd-kubernetes) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Compares the execution of etcd as a standalone key-value store with its role as Kubernetes' single source of truth. Investigates Raft consensus mechanics, write paths, and how the API server serializes resource states.
-#### etcd Monitoring
-
-  - **(2022)** [sysdig.com: How to monitor etcd](https://www.sysdig.com/blog/monitor-etcd)  [COMMUNITY-TOOL] β€” A comprehensive guide detailing key metrics (consensus latency, database size, and leader changes) required for monitoring etcd's health. Covers Prometheus integration and alerting strategies to prevent cluster downtime.
-### Etcd
-
-#### Performance Tuning
-
-  - **(2021)** [blog.px.dev: How etcd works and 6 tips to keep in mind](https://blog.px.dev/etcd-6-tips) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep-dive analyzing etcd internals under the Raft consensus mechanism. Provides six optimization techniques covering disk partition isolating, compact tasks, db sizing, lease scaling, and defragmentation routines necessary to protect cluster health.
-### Fundamentals (5)
-
-#### Comparisons
-
-  - **(2022)** [kinsta.com: Kubernetes vs Docker: The Difference Explained](https://kinsta.com/blog/kubernetes-vs-docker) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Provides a high-level educational roadmap comparing container isolation formats (Docker) to multi-node container schedulers (Kubernetes), explaining how they function and interlink in modern CI/CD systems.
-  - **(2021)** [dynatrace.com: Kubernetes vs Docker: What’s the difference?](https://www.dynatrace.com/news/blog/kubernetes-vs-docker) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A structural overview of Docker packaging standards and Kubernetes cluster orchestration. Breaks down runtimes, images, volume abstraction, and networking architectures in cloud deployments.
-  - **(2021)** [imaginarycloud.com: Docker VS Kubernetes? It should be Docker + Kubernetes](https://www.imaginarycloud.com/blog/docker-vs-kubernetes) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An industry perspective arguing against treating Docker and Kubernetes as mutually exclusive entities. It demonstrates how standardizing container execution formats synergizes with enterprise scaling.
-  - **(2021)** [stackify.com: The Advantages of Using Kubernetes and Docker Together](https://stackify.com/kubernetes-docker-deployments) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An industry report analyzing the concrete business and performance benefits of leveraging containerized execution standards alongside automated distributed resource schedulers.
-#### Orchestration Comparisons
-
-  - **(2021)** [decipherzone.com: Kubernetes vs Docker Swarm: A Container Orchestration Tools Comparison](https://www.decipherzone.com/blog-detail/kubernetes-vs-docker-swarm) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Contrasts the architecture of Docker Swarm and Kubernetes. Compares the ease of setup, operational simplicity, and limited feature-set of Swarm with the deep customizability, security layers, and advanced scheduling of Kubernetes.
-### Kernel Namespaces
-
-#### Container Internals
-
-  - **(2020)** [redhat.com: Building containers by hand: The PID namespace](https://www.redhat.com/en/blog/pid-namespace) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A granular kernel-level tutorial demonstrating how to construct process isolation wrappers manually. Shows the inner workings of Linux PID namespaces to illustrate how Kubernetes models process trees and isolates resources inside a Pod boundary.
-### Lightweight Kubernetes
-
-#### k0s
-
-  - **(2021)** [**k0sproject**](https://x.com/k0sproject) [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Project tracker for k0s, a zero-friction, single-binary Kubernetes distribution designed by Mirantis. k0s strips away operational complexity by packaging control plane components together, optimizing for resource-constrained edge, IoT, and bare-metal environments.
-### Local Clusters
-
-#### K3s
-
-  - **(2020)** [itnext.io: How to create Kubernetes home lab on an old laptop with K3s](https://itnext.io/how-to-create-kubernetes-home-lab-on-an-old-laptop-1de6cc12c13e) [BASH CONTENT] 🌟🌟🌟 [GUIDE] [LEGACY] β€” A guide on repurposing legacy consumer hardware into a functional home lab using K3s. Outlines OS preparation, single-node cluster bootstrapping, and power-management optimizations, making it an affordable alternative to cloud staging sandboxes.
-#### MicroK8s
-
-  - **(2021)** [ubuntu.com: How to test the latest Kubernetes 1.22 release candidate with MicroK8s](https://ubuntu.com/blog/how-to-test-the-latest-kubernetes-with-microk8s) [BASH CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A practical walkthrough on leveraging MicroK8s to evaluate Kubernetes release candidates. This resource demonstrates the minimal configuration overhead required to spin up lightweight clusters on local workstations, enabling early-stage API compatibility validation.
-### Managed Offerings
-
-#### Provider Comparison
-
-  - **(2020)** [revistacloudcomputing.com: Los mejores proveedores de Kubernetes](https://www.revistacloudcomputing.com/2020/09/los-mejores-proveedores-de-kubernetes) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” A comparison of leading managed Kubernetes providers (EKS, GKE, AKS) assessing features such as control plane pricing, scaling responsiveness, and upgrade paths. Extremely useful for infrastructure strategists.
 ### Migration (1)
 
-#### Container Orchestration (3)
+#### Container Orchestration (4)
 
   - **(2021)** [opensourcerers.org: How to go from Docker to Kubernetes the right way 🌟](https://www.opensourcerers.org/2021/02/01/how-to-go-from-docker-to-kubernetes-the-right-way) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive migration roadmap targeting teams transitioning from local Docker-centric environments to multi-node Kubernetes topologies. Focuses on rewriting network exposes, volume mounts, and orchestrating stateful workloads.
 #### Dev Environments
 
   - **(2022)** [loft.sh: Docker Compose to Kubernetes: Step-by-Step Migration 🌟](https://www.vcluster.com/blog/docker-compose-to-kubernetes-step-by-step-migration) [YAML CONTENT]  [COMMUNITY-TOOL] β€” An operations guide detailing step-by-step conversion methodologies for migrating multi-container applications from Docker Compose to production-ready Kubernetes manifests. Emphasizes declarative object creation and service mapping.
-### OS
-
-#### Immutable Infrastructure
-
-  - **(2023)** [==github.com/kairos-io/kairos: Kairos - Kubernetes-focused, Cloud Native Linux' meta-distribution==](https://github.com/kairos-io/kairos) ⭐ 1739  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kairos is an open-source, immutable Linux meta-distribution optimized specifically for edge and cloud-native Kubernetes deployments. It treats the base operating system as an appliance, allowing declarative, zero-touch provisioning and atomic node upgrades.
-### Private Cloud
-
-#### OpenStack Integration
-
-  - **(2021)** [superuser.openstack.org: Run Your Kubernetes Cluster on OpenStack in Production](https://superuser.openinfra.org/articles/run-your-kubernetes-cluster-on-openstack-in-production) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A technical playbook outlining how to marry OpenStack's bare-metal/VM resources with Kubernetes automation. Outlines storage mapping through Cinder, network integration via Octavia/Neutron, and high-performance production topologies.
-### Registry
-
-#### Security (1)
-
-  - **(2022)** [linuxtechi.com: How to Setup Private Docker Registry in Kubernetes (k8s)](https://www.linuxtechi.com/setup-private-docker-registry-kubernetes) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Presents the setup process for a secure private container registry deployed directly inside a target Kubernetes cluster. Details registry credentials, PersistentVolume storage attachments, TLS configurations, and Ingress routing rules.
 ## Infrastructure Optimization
 
-### Cluster Architecture (1)
+### Cost Management
 
-#### Sizing (1)
-
-  - **(2022)** [learnk8s.io: Kubernetes Instance Calculator 🌟🌟](https://learnkube.com/kubernetes-instance-calculator) [N/A CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An interactive utility designed to calculate the most efficient node configurations based on target workloads. Guides architects in choosing between a fleet of low-resource VM instances or a dense pool of high-capacity compute nodes.
-### Cost Management (1)
-
-#### Alternative Infrastructure
-
-  - **(2022)** [ubuntu.com: Kubernetes Fully Managed – half the cost of AWS](https://ubuntu.com/blog/managed-kubernetes-cheaper-than-aws) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Examines Canonical's enterprise managed Kubernetes value proposition, contrasting bare-metal and private cloud deployments against public cloud managed options. Provides an architecture-level financial assessment comparing capital expenses versus operating expenses.
-#### Commercial Tooling
-
-  - **(2023)** [infoworld.com: Sysdig’s new Cost Advisor aims to cut Kubernetes costs](https://www.infoworld.com/article/2337192/sysdigs-new-cost-advisor-aims-to-cut-kubernetes-costs.html) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Evaluates the design of Sysdig's cost-auditing features. Analyzes how combining deep runtime-security agent telemetry with resource allocation profiling can generate highly accurate workload rightsizing calculations.
-#### EKS Integration
-
-  - **(2022)** [How to track costs in multi-tenant Amazon EKS clusters using Kubecost](https://aws.amazon.com/blogs/containers/how-to-track-costs-in-multi-tenant-amazon-eks-clusters-using-kubecost) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Step-by-step implementation guide detailing how to run Kubecost within AWS EKS environments. Explains namespace-level attribution, handling shared load balancers, and calculating storage and compute resources accurately against live AWS billing registers.
-#### FinOps Practices
-
-  - **(2021)** [dev.to: Kubernetes Cost Management and Analysis Guide 🌟](https://dev.to/cloudforecast/kubernetes-cost-management-and-analysis-guide-1e1b) [N/A CONTENT] 🌟 [COMMUNITY-TOOL] β€” A deep dive tutorial focusing on structural cost-tracking and capacity planning. Explains how to establish cross-team namespace boundaries and dynamically aggregate infrastructure metrics to build readable corporate finance reports.
-  - **(2021)** [thenewstack.io: 5 Essential Tips to Manage Kubernetes Costs](https://thenewstack.io/5-essential-tips-to-manage-kubernetes-costs) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Presents a strategic blueprint for limiting resource waste within cloud-native infrastructures. It focuses on setting realistic resource request and limit boundaries, utilizing horizontal and vertical autoscaling mechanisms, and eliminating orphaned volume structures.
-  - **(2021)** [thenewstack.io: 5 Expensive Kubernetes Cost Traps and How to Deal with Them](https://thenewstack.io/5-expensive-kubernetes-cost-traps-and-how-to-deal-with-them) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Identifies the core operational anti-patterns that lead to rapid cluster cost inflation. Offers actionable patterns to address over-provisioning, unthrottled non-production environments, and structural failures to leverage public cloud savings plans.
-  - **(2021)** [containerjournal.com: Assessing the True Cost of Kubernetes](https://cloudnativenow.com/features/assessing-the-true-cost-of-kubernetes) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An analytical guide addressing the total cost of ownership (TCO) of maintaining enterprise-scale Kubernetes installations. Explores hidden cost vectors, including data transfer fees, multi-zone control plane redundancies, and internal operational overhead.
-  - **(2021)** [hackernoon.com: Reducing Kubernetes Costs](https://hackernoon.com/reducing-kubernetes-costs) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Explores pragmatic optimization techniques to trim compute waste. Focuses on standard auto-scaling mechanisms (HPA, VPA, Karpenter) and leveraging pre-emptible instances for elastic background processing.
-  - **(2020)** [opensource.com: 3 ways Kubernetes optimizes your IT budget](https://opensource.com/article/20/12/it-budget-kubernetes) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Outlines how Kubernetes native capabilities can be systematically leveraged to optimize enterprise IT spend. Focuses on orchestrating high-density container packing, using spot instances for fault-tolerant workloads, and implementing automated cluster-scale modifications.
-#### Tooling (2)
+#### Tooling
 
   - **(2024)** [==github.com/kubecost: kubecost-exporter - Running Kubecost as a Prometheus metric exporter==](https://github.com/opencost/opencost) ⭐ 6590  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official repository for OpenCost, the CNCF sandbox standard defining vendor-neutral APIs for cloud-native cost allocation. Operates as an open-source real-time metrics exporter for Prometheus, serving as the industry standard benchmark across multi-cloud deployments.
-  - **(2023)** [kubectl-cost](https://github.com/kubecost/kubectl-cost) ⭐ 1041  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A dedicated `kubectl` command-line plugin designed to interact directly with Kubecost APIs. Enables cluster administrators to quickly fetch real-time and historical financial metrics without accessing external graphical dashboards.
-  - **(2022)** [KubeSurvival 🌟](https://github.com/aporia-ai/kubesurvival) ⭐ 187  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” A scanning utility that audits existing clusters to determine the absolute cheapest VM instance shapes capable of hosting current workloads. Ensures high-availability parameters and compute requirements are fully met before suggesting migration profiles.
-  - **(2022)** [infracloud.io: Kubernetes Cost Reporting using Kubecost](https://www.infracloud.io/blogs/kubernetes-cost-reporting-using-kubecost) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An operations-focused walk-through for integrating Kubecost into enterprise environments. Covers capturing Prometheus-formatted infrastructure telemetry and leveraging internal dashboards to visualize actual cost structures.
-  - **(2021)** [thenewstack.io: KubeCost: Monitor Kubernetes Costs with kubectl](https://thenewstack.io/kubecost-monitor-kubernetes-costs-with-kubectl) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Introduces CLI-driven financial observability workflows via the `kubectl-cost` plugin. Teaches engineers to quickly isolate resource-heavy configurations and run cost analysis commands directly within terminal shells.
-  - **(2021)** [rtfm.co.ua: Kubernetes: Cluster Cost Monitoring – Kubernetes Resource Report and Kubecost](https://rtfm.co.ua/en/kubernetes-cluster-cost-monitoring-kubernetes-resource-report-and-kubecost) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Contrasts the resource-efficient 'Kubernetes Resource Report' project with the full-featured analytical depth of Kubecost. Assists engineers in finding the ideal balance between low deployment overhead and comprehensive reporting capability.
-## Infrastructure as Code (1)
+## Kubernetes Platform Engine
 
-### Crossplane and Control Planes
+### Cluster Operations
 
-#### Overview (1)
+#### Memory Management
 
-  - **(2026)** [==Crossplane==](https://nubenetes.com/crossplane) [SPANISH CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Comprehensive review of Crossplane, a CNCF control-plane framework transforming Kubernetes clusters into universal infrastructure schedulers. Permits declarative definition of cloud resources (RDS, S3, VMs) alongside native Kubernetes schemas.
-## Introductory
+  - **(2025)** [OOMKilled in Kubernetes: Understanding and Preventing Hidden Memory Leaks](https://unixarena.com/2025/04/oomkilled-in-kubernetes-the-hidden-memory-leaks-youre-missing.html) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Diagnoses Kubernetes `OOMKilled` (Exit Code 137) events caused by memory leaks, misconfigured resource limits, and JVM heap management issues. Explains how to set appropriate limits/requests while implementing profiling tools to prevent container churn.
+## Networking
 
-### Concepts (1)
-
-#### Kubernetes Basics
-
-  - **(2021)** [qwinix.io: What Is Kubernetes? K8s Uses, Benefits, & More](https://www.qwinix.io/blog-what-is-kubernetes)  [COMMUNITY-TOOL] β€” High-level review detailing containerization benefits, resource allocation, self-healing architectures, and declarative desired states. Aimed at introducing product leads and junior engineers to the core patterns of K8s orchestration.
-## Kubernetes Tools
-
-### General Reference
-
-  - [docs.google.com: Kubernetes For Everyone](https://docs.google.com/document/d/1p4ZYQYM2VrMCR8K3T68JOMzWHlV-C8Jogrl9Ces77OA/edit/edit)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.google.com in the Kubernetes Tools ecosystem.
-  - [platform9.com: The Gorilla Guide to Kubernetes in the Enterprise](https://platform9.com/blog/kubernetes-service-mesh)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering platform9.com in the Kubernetes Tools ecosystem.
-  - [containerjournal.com: The Rise of the KubeMaster 🌟](https://cloudnativenow.com/features/the-rise-of-the-kubemaster)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudnativenow.com in the Kubernetes Tools ecosystem.
-  - [geekflare.com: 10 Kubernetes Best Practices for Better Container Orchestration](https://geekflare.com/cybersecurity/kubernetes-security-scanner)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering geekflare.com in the Kubernetes Tools ecosystem.
-  - [blog.kubecost.com: Kubecost raises $5.5 million to help teams monitor and reduce their Kubernetes spend](https://blog.kubecost.com/blog/announcing-kubecost-first-round)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.kubecost.com in the Kubernetes Tools ecosystem.
-  - [reddit.com/r/kubernetes](https://www.reddit.com/r/kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/kubernetes in the Kubernetes Tools ecosystem.
-  - [nativecloud.dev 🌟](https://nativecloud.dev)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==nativecloud.dev== 🌟 in the Kubernetes Tools ecosystem.
-  - [Introducing Kiro: AWS Agentic AI-Based IDE](https://markrosscloud.medium.com/introducing-kiro-aws-agentic-ai-based-ide-cded711b1409)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Introducing Kiro: AWS Agentic AI-Based IDE in the Kubernetes Tools ecosystem.
-  - [k8sref.io](https://www.k8sref.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering k8sref.io in the Kubernetes Tools ecosystem.
-  - [Docker Hardened Images for Every Developer](https://www.docker.com/blog/docker-hardened-images-for-every-developer)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Docker Hardened Images for Every Developer in the Kubernetes Tools ecosystem.
-  - [medium.com/@danielepolencic: In Kubernetes, are there hidden costs to' running many cluster nodes?](https://medium.com/@danielepolencic/reserved-cpu-and-memory-in-kubernetes-nodes-65aee1946afd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@danielepolencic: In Kubernetes, are there hidden costs to' running many cluster nodes?== in the Kubernetes Tools ecosystem.
-  - [Kubernetes Troubleshooting: A Step-by-Step Guide](https://www.cncf.io/blog/2025/03/13/kubernetes-troubleshooting-a-step-by-step-guide)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Kubernetes Troubleshooting: A Step-by-Step Guide in the Kubernetes Tools ecosystem.
-  - [medium.com/javarevisited: 8 Best Free Kubernetes Courses for Beginners in' 2022](https://medium.com/javarevisited/7-free-online-courses-to-learn-kubernetes-in-2020-3b8a68ec7abc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/javarevisited: 8 Best Free Kubernetes Courses for Beginners in' 2022 in the Kubernetes Tools ecosystem.
-  - [Wikipedia.org: Kubernetes](https://en.wikipedia.org/wiki/Kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia.org: Kubernetes in the Kubernetes Tools ecosystem.
-  - [Kubernetes magic is in enterprise standardization, not app portability](https://www.techrepublic.com/article/kubernetes-magic-is-in-enterprise-standardization-not-app-portability)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==Kubernetes magic is in enterprise standardization, not app portability== in the Kubernetes Tools ecosystem.
-  - [medium: A Practical Step-by-Step Guide to Understanding Kubernetes](https://medium.com/better-programming/a-practical-step-by-step-guide-to-understanding-kubernetes-d8be7f82e533)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: A Practical Step-by-Step Guide to Understanding Kubernetes in the Kubernetes Tools ecosystem.
-  - [medium: Kubernetes, a practical introduction](https://medium.com/nexton/kubernetes-a-practical-introduction-18a5b69e7763)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes, a practical introduction in the Kubernetes Tools ecosystem.
-  - [medium: Starting with kubernetes](https://medium.com/@thomaspoignant/starting-with-kubernetes-db121b09fd4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Starting with kubernetes in the Kubernetes Tools ecosystem.
-  - [cloudsavvyit.com: How Does Kubernetes Work?](https://www.cloudsavvyit.com/10110/how-does-kubernetes-work)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: How Does Kubernetes Work? in the Kubernetes Tools ecosystem.
-  - [tech.showmax.com: Developers' basic guide to kubernetes](https://tech.showmax.com/2021/08/developers-101-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering tech.showmax.com: Developers' basic guide to kubernetes in the Kubernetes Tools ecosystem.
-  - [dzone: Introduction To Kubernetes 🌟](https://dzone.com/articles/introduction-to-kubernetes-part-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Introduction To Kubernetes 🌟 in the Kubernetes Tools ecosystem.
-  - [dzone refcard: Advanced kubernetes 🌟](https://dzone.com/refcardz/advanced-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone refcard: Advanced kubernetes 🌟 in the Kubernetes Tools ecosystem.
-  - [devopsunlocked.com: Kubernetes: Learning Material](https://devopsunlocked.com/kubernetes-learning-material)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devopsunlocked.com: Kubernetes: Learning Material in the Kubernetes Tools ecosystem.
-  - [cncf.io: Kubernetes 101: An Introduction 🌟](https://www.cncf.io/blog/2020/12/14/kubernetes-101-an-introduction)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Kubernetes 101: An Introduction 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: Pratyush Mathur - Kubernetes Architecture](https://medium.com/@pratyush.mathur/kubernetes-architecture-82e9bc8324f1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Pratyush Mathur - Kubernetes Architecture in the Kubernetes Tools ecosystem.
-  - [medium: Kubernetes Fundamentals For Absolute Beginners: Architecture & Components](https://medium.com/the-programmer/kubernetes-fundamentals-for-absolute-beginners-architecture-components-1f7cda8ea536)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes Fundamentals For Absolute Beginners: Architecture & Components in the Kubernetes Tools ecosystem.
-  - [eximiaco.tech: when to choose Kubernetes? 🌟](https://www.eximiaco.tech/en/2020/06/03/3-facts-to-consider-before-adopting-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering eximiaco.tech: when to choose Kubernetes? 🌟 in the Kubernetes Tools ecosystem.
-  - [The Rise of Modern Day Kubernetes Operations](https://vmblog.com/archive/2021/10/07/the-rise-of-modern-day-kubernetes-operations.aspx)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering The Rise of Modern Day Kubernetes Operations in the Kubernetes Tools ecosystem.
-  - [ostechnix.com: Kubernetes Features Explained In Detail](https://ostechnix.com/kubernetes-features)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ostechnix.com: Kubernetes Features Explained In Detail in the Kubernetes Tools ecosystem.
-  - [medium: Do I need to learn Kubernetes?](https://medium.com/devops-dudes/do-i-need-to-learn-kubernetes-a3dd9a7f9e9b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Do I need to learn Kubernetes? in the Kubernetes Tools ecosystem.
-  - [divya-mohan0209.medium.com: Getting started with K8s in 2022](https://divya-mohan0209.medium.com/getting-started-with-k8s-in-2022-1dfeb4bdc112)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering divya-mohan0209.medium.com: Getting started with K8s in 2022 in the Kubernetes Tools ecosystem.
-  - [medium.com/paypal-tech: Scaling Kubernetes to Over 4k Nodes and 200k Pods](https://medium.com/paypal-tech/scaling-kubernetes-to-over-4k-nodes-and-200k-pods-29988fad6ed)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/paypal-tech: Scaling Kubernetes to Over 4k Nodes and 200k Pods in the Kubernetes Tools ecosystem.
-  - [pauldally.medium.com: Kubernetes Application High-Availability β€” Part 1' (The Very-Basic Basics)](https://pauldally.medium.com/kubernetes-application-high-availability-part-1-the-very-basic-basics-660a14fa81c7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering pauldally.medium.com: Kubernetes Application High-Availability β€” Part 1' (The Very-Basic Basics) in the Kubernetes Tools ecosystem.
-  - [medium.com/@olivier.gaumond: Why am I able to bind a privileged port in' my container without the NET_BIND_SERVICE capability?](https://medium.com/@olivier.gaumond/why-am-i-able-to-bind-a-privileged-port-in-my-container-without-the-net-bind-service-capability-60972a4d5496)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@olivier.gaumond: Why am I able to bind a privileged port in' my container without the NET_BIND_SERVICE capability? in the Kubernetes Tools ecosystem.
-  - [ecem.dev: Kubernetes Basics, Core Components & Yaml Files](https://ecem.dev/kubernetes-basics-core-components-yaml-files-2a11841eb72a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ecem.dev: Kubernetes Basics, Core Components & Yaml Files in the Kubernetes Tools ecosystem.
-  - [medium.com/netcracker: Version Control of Configuration Files Using Kubernetes](https://medium.com/netcracker/version-control-of-configuration-files-using-kubernetes-21673766203)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/netcracker: Version Control of Configuration Files Using Kubernetes in the Kubernetes Tools ecosystem.
-  - [blog.devgenius.io: Choosing an Optimal Kubernetes Worker Node Size for' Your Startup 🌟](https://blog.devgenius.io/choosing-an-optimal-kubernetes-worker-node-size-e0eacab408c4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==blog.devgenius.io: Choosing an Optimal Kubernetes Worker Node Size for' Your Startup== 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/@portainerio: Kubernetes, the ultimate enabler of automation](https://medium.com/@portainerio/kubernetes-the-ultimate-enabler-of-automation-27d5a3502807)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@portainerio: Kubernetes, the ultimate enabler of automation in the Kubernetes Tools ecosystem.
-  - [medium.com/@kajan26: The Myth of scalability in Kubernetes](https://medium.com/@kajan26/the-myth-of-scalability-in-kubernetes-e49953944b8e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@kajan26: The Myth of scalability in Kubernetes in the Kubernetes Tools ecosystem.
-  - [medium.com/@raymon_dut: What’s the relationShip between Pod, Deployment,' ReplicaSet, and Service in Kubernetes? 🌟](https://medium.com/@raymon_dut/whats-the-relationship-between-pod-deployment-replicaset-and-service-in-kubernetes-57bf3be22abb 🌟)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@raymon_dut: What’s the relationShip between Pod, Deployment,' ReplicaSet, and Service in Kubernetes? 🌟 in the Kubernetes Tools ecosystem.
-  - [cloudnatively.com: The State of Stateful apps on Kubernetes 🌟](https://www.cloudnatively.com/stateful-apps-on-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudnatively.com: The State of Stateful apps on Kubernetes 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/@litombeg: Kubernetes High-Level Architecture](https://medium.com/@litombeg/kubernetes-high-level-architecture-8a39456c2023)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@litombeg: Kubernetes High-Level Architecture in the Kubernetes Tools ecosystem.
-  - [jaffarshaik.medium.com: Kubernetes Architecture and components 🌟](https://jaffarshaik.medium.com/kubernetes-architecture-and-components-bf637dbd0526)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==jaffarshaik.medium.com: Kubernetes Architecture and components== 🌟 in the Kubernetes Tools ecosystem.
-  - [syedasadrazadevops.medium.com: Deep Dive Into Kubernetes: Who to run pod,' node container in Kubernetes (K8s)](https://syedasadrazadevops.medium.com/deep-dive-into-kubernetes-way-to-know-about-kubernetes-6a423c262b61)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering syedasadrazadevops.medium.com: Deep Dive Into Kubernetes: Who to run pod,' node container in Kubernetes (K8s) in the Kubernetes Tools ecosystem.
-  - [dzone.com: Kubernetes Architecture Diagram 🌟🌟🌟](https://dzone.com/articles/kubernetes-architecture-diagram)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==dzone.com: Kubernetes Architecture Diagram== 🌟🌟🌟 in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: 5 Tricks to take your Kubernetes skills to the' next level](https://levelup.gitconnected.com/5-tricks-to-take-your-kubernetes-skills-to-the-next-level-a5541baeb18e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: 5 Tricks to take your Kubernetes skills to the' next level in the Kubernetes Tools ecosystem.
-  - [blog.devgenius.io: Kubernetes(k8) High-level overview](https://blog.devgenius.io/kubernetes-k8-high-level-overview-d4e8ef59de00)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Kubernetes(k8) High-level overview in the Kubernetes Tools ecosystem.
-  - [waltercode.medium.com: Understanding Kubernetes](https://waltercode.medium.com/understanding-kubernetes-a68bca45c9ce)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering waltercode.medium.com: Understanding Kubernetes in the Kubernetes Tools ecosystem.
-  - [anirudhdaya.hashnode.dev: Kubernetes Explained- Part 1](https://anirudhdaya.hashnode.dev/kubernetes-explained-part-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering anirudhdaya.hashnode.dev: Kubernetes Explained- Part 1 in the Kubernetes Tools ecosystem.
-  - [medium.com/@sakshampaliwal: What is Kubernetes(in short)?](https://medium.com/@sakshampaliwal/what-is-kubernetes-in-short-e92f2b81248a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@sakshampaliwal: What is Kubernetes(in short)? in the Kubernetes Tools ecosystem.
-  - [medium.com/@hnaveed221: A Quick Intro To Kubernetes](https://medium.com/@hnaveed221/starting-out-with-kubernetes-21d0bd03c956)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@hnaveed221: A Quick Intro To Kubernetes in the Kubernetes Tools ecosystem.
-  - [medium.com/the-techlife: Application life cycle management | Kubernetes](https://medium.com/the-techlife/application-life-cycle-management-kubernetes-4a52a6f8e5d8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/the-techlife: Application life cycle management | Kubernetes in the Kubernetes Tools ecosystem.
-  - [hamees.hashnode.dev: Kubernetes: Explain like I'm 5](https://hamees.hashnode.dev/kubernetes-explain-like-im-5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hamees.hashnode.dev: Kubernetes: Explain like I'm 5 in the Kubernetes Tools ecosystem.
-  - [medium.com/siot-govtech: Kubernetes from Scratch](https://medium.com/siot-govtech/kubernetes-from-scratch-35add70e8b7f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/siot-govtech: Kubernetes from Scratch in the Kubernetes Tools ecosystem.
-  - [blog.learncodeonline.in: Kubernetes! An Architectural Overview](https://blog.learncodeonline.in/kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.learncodeonline.in: Kubernetes! An Architectural Overview in the Kubernetes Tools ecosystem.
-  - [ajay-yadav.medium.com: Internals of Kubernetes](https://ajay-yadav.medium.com/internals-of-kubernetes-aff264063e91)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ajay-yadav.medium.com: Internals of Kubernetes in the Kubernetes Tools ecosystem.
-  - [faun.pub: Kubernetes Architecture Explained β€” Under 5 Minutes](https://faun.pub/kubernetes-architecture-explained-under-5-minutes-e35277c4b6bc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Kubernetes Architecture Explained β€” Under 5 Minutes in the Kubernetes Tools ecosystem.
-  - [blog.acethecloud.com: The Kubernetes Handbook: A Comprehensive guide of' 100 Q&A 🌟](https://blog.acethecloud.com/the-kubernetes-handbook-a-comprehensive-guide-of-100-q-a-e680199e6e22)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.acethecloud.com: The Kubernetes Handbook: A Comprehensive guide of' 100 Q&A 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/@madhankannan7: Kubernetes in Production: Key Considerations](https://medium.com/@madhankannan7/kubernetes-in-production-key-considerations-b2ead677fd78)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@madhankannan7: Kubernetes in Production: Key Considerations in the Kubernetes Tools ecosystem.
-  - [medium.com/@harsh.manvar111: Don’t confuse the difference between stateless' and stateful 🌟](https://medium.com/@harsh.manvar111/dont-confuse-the-difference-between-stateless-and-stateful-9f253efe3ebd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@harsh.manvar111: Don’t confuse the difference between stateless' and stateful== 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/@deepeshjaiswal6734: An Introduction to Kubernetes Architecture' && Kubernetes Object deep dive-1 🌟](https://medium.com/@deepeshjaiswal6734/an-introduction-to-kubernetes-architecture-kubernetes-object-deep-dive-1-77205e56db5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@deepeshjaiswal6734: An Introduction to Kubernetes Architecture' && Kubernetes Object deep dive-1== 🌟 in the Kubernetes Tools ecosystem.
-  - [cncf.io: THE ILLUSTRATED CHILDREN’S GUIDE TO KUBERNETES 🌟](https://www.cncf.io/phippy/the-childrens-illustrated-guide-to-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: THE ILLUSTRATED CHILDREN’S GUIDE TO KUBERNETES 🌟 in the Kubernetes Tools ecosystem.
-  - [yuminlee2.medium.com: Kubernetes: Understanding Kubernetes Architecture' through a Restaurant Chef’s Analogy](https://yuminlee2.medium.com/kubernetes-understanding-kubernetes-architecture-through-a-restaurant-chefs-analogy-b89f38d8b95a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering yuminlee2.medium.com: Kubernetes: Understanding Kubernetes Architecture' through a Restaurant Chef’s Analogy in the Kubernetes Tools ecosystem.
-  - [medium.com/jamf-engineering: How three lines of configuration solved our' gRPC scaling issues in Kubernetes 🌟](https://medium.com/jamf-engineering/how-three-lines-of-configuration-solved-our-grpc-scaling-issues-in-kubernetes-ca1ff13f7f06)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/jamf-engineering: How three lines of configuration solved our' gRPC scaling issues in Kubernetes== 🌟 in the Kubernetes Tools ecosystem.
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-  - [blog.axiomio.com: Seven Kubernetes Trends to Watch in Upcoming Years](https://blog.axiomio.com/seven-kubernetes-trends-to-watch-in-upcoming-years-e7d48e86c614)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.axiomio.com: Seven Kubernetes Trends to Watch in Upcoming Years in the Kubernetes Tools ecosystem.
-  - [medium.com/@Paddy_Adallah: How to Choose Kubernetes Platforms for Enterprise' Deployments](https://medium.com/@Paddy_Adallah/how-to-choose-kubernetes-platforms-for-enterprise-deployments-c04d5e436543)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@Paddy_Adallah: How to Choose Kubernetes Platforms for Enterprise' Deployments in the Kubernetes Tools ecosystem.
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-  - [medium: Kubernetes: Evenly Distribution of Pods Across Cluster Nodes' |Puru Tuladhar](https://medium.com/geekculture/kubernetes-distributing-pods-evenly-across-cluster-c6bdc9b49699)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium: Kubernetes: Evenly Distribution of Pods Across Cluster Nodes==' |Puru Tuladhar in the Kubernetes Tools ecosystem.
-  - [medium: Understanding PodSecurity in Kubernetes](https://medium.com/@orangecola3/understanding-podsecurity-in-kubernetes-e58a65102056)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Understanding PodSecurity in Kubernetes in the Kubernetes Tools ecosystem.
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-  - [guyzsarun.medium.com: Kubernetes Liveness, Readiness Probe Explained](https://guyzsarun.medium.com/kubernetes-liveness-readiness-probe-explained-352691dcccf1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering guyzsarun.medium.com: Kubernetes Liveness, Readiness Probe Explained in the Kubernetes Tools ecosystem.
-  - [medium.com/devops-mojo: Kubernetes β€” Probes (Liveness, Readiness, and Startup)' Overview](https://medium.com/devops-mojo/kubernetes-probes-liveness-readiness-startup-overview-introduction-to-probes-types-configure-health-checks-206ff7c24487)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/devops-mojo: Kubernetes β€” Probes (Liveness, Readiness, and Startup)' Overview in the Kubernetes Tools ecosystem.
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-  - [medium: Understanding resource limits in kubernetes: cpu time](https://medium.com/@betz.mark/understanding-resource-limits-in-kubernetes-cpu-time-9eff74d3161b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Understanding resource limits in kubernetes: cpu time in the Kubernetes Tools ecosystem.
-  - [john-tucker.medium.com: Kubernetes CPU Resource Requests at Runtime](https://john-tucker.medium.com/kubernetes-cpu-resource-requests-at-runtime-c4df668d1c5c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering john-tucker.medium.com: Kubernetes CPU Resource Requests at Runtime in the Kubernetes Tools ecosystem.
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-  - [medium.com/omio-engineering: CPU limits and aggressive throttling in Kubernetes](https://medium.com/omio-engineering/cpu-limits-and-aggressive-throttling-in-kubernetes-c5b20bd8a718)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/omio-engineering: CPU limits and aggressive throttling in Kubernetes in the Kubernetes Tools ecosystem.
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-  - [medium.com/@mark.andreev: How to configure Kubernetes memory limits for' Java application](https://medium.com/@mark.andreev/how-to-configure-kubernetes-memory-limits-for-java-application-ec0cc5a68c24)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@mark.andreev: How to configure Kubernetes memory limits for' Java application in the Kubernetes Tools ecosystem.
-  - [medium.com/pipedrive-engineering: How we choked our Kubernetes NodeJS services](https://medium.com/pipedrive-engineering/how-we-choked-our-kubernetes-nodejs-services-932acc8cc2be)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/pipedrive-engineering: How we choked our Kubernetes NodeJS services in the Kubernetes Tools ecosystem.
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-  - [medium.com/directeam: Kubernetes resources under the hood β€” Part 1 🌟](https://medium.com/directeam/kubernetes-resources-under-the-hood-part-1-4f2400b6bb96)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/directeam: Kubernetes resources under the hood β€” Part 1== 🌟 in the Kubernetes Tools ecosystem.
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-  - [medium: Kubernetes β€” Learn Sidecar Container Pattern](https://medium.com/bb-tutorials-and-thoughts/kubernetes-learn-sidecar-container-pattern-6d8c21f873d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes β€” Learn Sidecar Container Pattern in the Kubernetes Tools ecosystem.
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-  - [blog.runx.dev: 5 Common Kubernetes Mistakes and how to avoid them](https://blog.runx.dev/5-common-kubernetes-mistakes-and-how-to-avoid-them-150607beb475)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.runx.dev: 5 Common Kubernetes Mistakes and how to avoid them in the Kubernetes Tools ecosystem.
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-  - [medium.com/@krishnendupatra: Best practices to achieve Zero downtime on' Kubernetes deployments](https://medium.com/@krishnendupatra/best-practices-to-achieve-zero-downtime-on-kubernetes-deployments-438f15cd811e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@krishnendupatra: Best practices to achieve Zero downtime on' Kubernetes deployments in the Kubernetes Tools ecosystem.
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-  - [medium: Deploying Kubernetes β€” Deciding the size of your nodes](https://medium.com/swlh/deploying-kubernetes-deciding-the-size-of-your-nodes-a115e770e09)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Deploying Kubernetes β€” Deciding the size of your nodes in the Kubernetes Tools ecosystem.
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-  - [medium: Individual Kubernetes Clusters vs. Shared Kubernetes Clusters for' Development](https://medium.com/faun/individual-kubernetes-clusters-vs-shared-kubernetes-clusters-for-development-3399576b0f1f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Individual Kubernetes Clusters vs. Shared Kubernetes Clusters for' Development in the Kubernetes Tools ecosystem.
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-  - [tonylixu.medium.com: Kubectl β€” Plugins Operation](https://tonylixu.medium.com/kubectl-plugins-operation-f93274622447)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==tonylixu.medium.com: Kubectl β€” Plugins Operation== in the Kubernetes Tools ecosystem.
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-  - [dzone.com: Performance Patterns in Microservices-Based Integrations](https://dzone.com/articles/performance-patterns-in-microservices-based-integr-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: Performance Patterns in Microservices-Based Integrations in the Kubernetes Tools ecosystem.
-  - [medium: 10 Anti-Patterns for Kubernetes Deployments](https://medium.com/better-programming/10-antipatterns-for-kubernetes-deployments-e97ce1199f2d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: 10 Anti-Patterns for Kubernetes Deployments in the Kubernetes Tools ecosystem.
-  - [ishantgaurav.in: Kubernetes – Sidecar Container Pattern](https://ishantgaurav.in/2021/07/18/kubernetes-sidecar-container-pattern)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ishantgaurav.in: Kubernetes – Sidecar Container Pattern in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: 10 Anti-Patterns for Kubernetes Deployments](https://betterprogramming.pub/10-antipatterns-for-kubernetes-deployments-e97ce1199f2d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: 10 Anti-Patterns for Kubernetes Deployments in the Kubernetes Tools ecosystem.
-  - [medium: Kubernetes β€” Learn Init Container Pattern](https://medium.com/bb-tutorials-and-thoughts/kubernetes-learn-init-container-pattern-7a757742de6b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes β€” Learn Init Container Pattern in the Kubernetes Tools ecosystem.
-  - [dzone: Microservices Patterns: Sidecar](https://dzone.com/articles/microservices-patterns-sidecar)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Microservices Patterns: Sidecar in the Kubernetes Tools ecosystem.
-  - [dzone: Multi-Container Pod Design Patterns in Kubernetes](https://dzone.com/articles/multi-container-pod-design-patterns-in-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Multi-Container Pod Design Patterns in Kubernetes in the Kubernetes Tools ecosystem.
-  - [medium.com/@ehsan-khodadadi: Patterns and anti-patterns for a reliable Kubernetes' infra deployment](https://medium.com/@ehsan-khodadadi/patterns-and-anti-patterns-for-a-reliable-kubernetes-infra-deployment-5724f6749b7a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@ehsan-khodadadi: Patterns and anti-patterns for a reliable Kubernetes' infra deployment in the Kubernetes Tools ecosystem.
-  - [granulate.io: A Deep Dive into Kubernetes Scheduling](https://granulate.io/a-deep-dive-into-kubernetes-scheduling)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering granulate.io: A Deep Dive into Kubernetes Scheduling in the Kubernetes Tools ecosystem.
-  - [blog.kubecost.com: Kubernetes node affinity: examples & instructions](https://blog.kubecost.com/blog/kubernetes-node-affinity)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.kubecost.com: Kubernetes node affinity: examples & instructions in the Kubernetes Tools ecosystem.
-  - [medium.com/dlt-labs-publication: Kubernetes: Understanding Pod Affinity,' Taint & Toleration](https://medium.com/dlt-labs-publication/kubernetes-understanding-pod-affinity-taint-toleration-2f9b9b218dd5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/dlt-labs-publication: Kubernetes: Understanding Pod Affinity,' Taint & Toleration in the Kubernetes Tools ecosystem.
-  - [medium.com/@pbijjala: reCap: Elasticity in Kubernetes/GKE 🌟🌟](https://medium.com/@pbijjala/recap-elasticity-in-kubernetes-gke-543d8523d3c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@pbijjala: reCap: Elasticity in Kubernetes/GKE== 🌟🌟 in the Kubernetes Tools ecosystem.
-  - [4sysops.com: Node selector and node affinity in Kubernetes](https://4sysops.com/archives/kubernetes-guide-node-selector-and-node-affinity-in-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering 4sysops.com: Node selector and node affinity in Kubernetes in the Kubernetes Tools ecosystem.
-  - [Virtual Clusters for Kubernetes β€” Benefits and Use Cases](https://medium.com/better-programming/virtual-clusters-for-kubernetes-benefits-use-cases-a4eee1c5c5a5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Virtual Clusters for Kubernetes β€” Benefits and Use Cases in the Kubernetes Tools ecosystem.
-  - [loft-sh.medium.com: How Virtual Kubernetes Clusters Can Speed Up Your Local' Development](https://loft-sh.medium.com/how-virtual-kubernetes-clusters-can-speed-up-your-local-development-e5645614a3c5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering loft-sh.medium.com: How Virtual Kubernetes Clusters Can Speed Up Your Local' Development in the Kubernetes Tools ecosystem.
-  - [medium.com/expedia-group-tech: Manage multi-cluster Kubernetes infrastructure' with Kubefed v2](https://medium.com/expedia-group-tech/managing-a-federated-kubernetes-cluster-using-kubefed-v2-5f115dbdbe05)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/expedia-group-tech: Manage multi-cluster Kubernetes infrastructure' with Kubefed v2 in the Kubernetes Tools ecosystem.
-  - [medium.com/@cloud_tips: Kubernetes Incident Response](https://medium.com/@cloud_tips/kubernetes-incident-response-94daac6d7a2b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@cloud_tips: Kubernetes Incident Response in the Kubernetes Tools ecosystem.
-  - [cncf.io: Certified Kubernetes Application Developer (CKAD)](https://www.cncf.io/certification/ckad)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Certified Kubernetes Application Developer (CKAD) in the Kubernetes Tools ecosystem.
-  - [reddit.com/r/kubernetes: CKAD - free materials](https://www.reddit.com/r/kubernetes/comments/r4q1ec/ckad_free_materials)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/kubernetes: CKAD - free materials in the Kubernetes Tools ecosystem.
-  - [blog.jcprz.com: My tips to pass the CKA exam and what’s next](https://blog.jcprz.com/my-tips-to-pass-the-cka-exam-and-whats-next-8df2c3d38a7e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.jcprz.com: My tips to pass the CKA exam and what’s next in the Kubernetes Tools ecosystem.
-  - [medium.com/@vamshisuram: How to crack CKAD exam (part β€” 2)](https://medium.com/@vamshisuram/how-to-crack-ckad-exam-part-2-26330c32a4e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@vamshisuram: How to crack CKAD exam (part β€” 2) in the Kubernetes Tools ecosystem.
-  - [blog.devgenius.io: Passing the 2023 Certified Kubernetes Administrator (CKA)' Exam](https://blog.devgenius.io/passing-the-2023-certified-kubernetes-administrator-cka-exam-693d8f9bc711)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Passing the 2023 Certified Kubernetes Administrator (CKA)' Exam in the Kubernetes Tools ecosystem.
-  - [cloudnativeengineer.substack.com: Prepare for your Certified Kubernetes' Administrator exam](https://cloudnativeengineer.substack.com/p/prepare-for-your-cka-exam-e1c33883eaf2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudnativeengineer.substack.com: Prepare for your Certified Kubernetes' Administrator exam in the Kubernetes Tools ecosystem.
-  - [developers.redhat.com: Kubernetes Operators](https://developers.redhat.com/books/kubernetes-operators)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com: Kubernetes Operators in the Kubernetes Tools ecosystem.
-  - [k8spatterns.io: Free Kubernetes Patterns e-book](https://k8spatterns.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering k8spatterns.io: Free Kubernetes Patterns e-book in the Kubernetes Tools ecosystem.
-  - [magalix.com: Free Kubernetes Application Architecture Patterns eBook](https://www.magalix.com/kubernetes-application-patterns-e-book-download)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering magalix.com: Free Kubernetes Application Architecture Patterns eBook in the Kubernetes Tools ecosystem.
-  - [Kubernetes essentials E-book](https://images.linoxide.com/ebook-kubernetes-essentials.pdf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Kubernetes essentials E-book in the Kubernetes Tools ecosystem.
-  - [Kubernetes for developers](https://www.udemy.com/course/kubernetes-for-developers)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Kubernetes for developers in the Kubernetes Tools ecosystem.
-  - [Kubernetes for the Absolute Beginners](https://www.udemy.com/course/learn-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Kubernetes for the Absolute Beginners in the Kubernetes Tools ecosystem.
-  - [Kubernetes: Getting Started (Free)](https://www.udemy.com/course/kubernetes-getting-started)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Kubernetes: Getting Started (Free) in the Kubernetes Tools ecosystem.
-  - [medium.com: Top 15 Online Courses to Learn Docker, Kubernetes, and AWS for' Fullstack Developers and DevOps Engineers](https://medium.com/javarevisited/top-15-online-courses-to-learn-docker-kubernetes-and-aws-for-fullstack-developers-and-devops-d8cc4f16e773)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Top 15 Online Courses to Learn Docker, Kubernetes, and AWS for' Fullstack Developers and DevOps Engineers in the Kubernetes Tools ecosystem.
-  - [en.wikipedia.org: Payment Card Industry Data Security Standard](https://en.wikipedia.org/wiki/Payment_Card_Industry_Data_Security_Standard)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering en.wikipedia.org: Payment Card Industry Data Security Standard in the Kubernetes Tools ecosystem.
-## Machine Learning
-
-### Kubeflow
-
-#### MLOps Infrastructure
-
-  - **(2021)** [civo.com: Get up and running with Kubeflow on Civo Kubernetes](https://www.civo.com/learn/get-up-and-running-with-kubeflow-on-civo-kubernetes)  [COMMUNITY-TOOL] β€” A detailed installation and operations guide showing how to deploy Kubeflow pipelines onto lightweight managed Civo K3s clusters. Covers setting up deep learning environments, model pipelines, and monitoring routines.
-## Multi-Cluster (2)
-
-### Federation (1)
-
-#### Architecture (6)
-
-  - **(2022)** [aquasec.com: Kubernetes Federation: The Basics and a 5-Step Tutorial](https://www.aquasec.com/cloud-native-academy/kubernetes-in-production/kubernetes-federation)  [COMMUNITY-TOOL] β€” A comprehensive technical overview of Kubernetes Federation (KubeFed), detailing its architectural concepts and synchronization mechanisms. It covers the evolution from Fed v1 to v2, explaining how multi-cluster environments control and distribute configuration. While the community has shifted focus to alternatives like Karmada or OCM, this remains a foundational guide for understanding multi-cluster control planes.
-### Service Management
-
-#### Operator Framework
-
-  - **(2023)** [==KubeCarrier - Service Management at Scale==](https://github.com/kubermatic/kubecarrier) ⭐ 291  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” KubeCarrier is an open-source system designed for managing services across multiple Kubernetes clusters using a Service App Store model based on CRDs. Curator insights framed it as an enterprise-ready hub for multi-tenant services; however, live grounding reveals the project has been archived by Kubermatic. It remains academically and architecturally notable for showing how to use Hub-and-Spoke cluster patterns to automate service provisioning.
-## Networking (1)
-
-### Multi-Cloud Networking
-
-#### VPN Overlay
-
-  - **(2021)** [**itnext.io: How to deploy a single Kubernetes cluster across multiple clouds using k3s and WireGuard**](https://itnext.io/how-to-deploy-a-single-kubernetes-cluster-across-multiple-clouds-using-k3s-and-wireguard-a5ae176a6e81) [BASH CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” An architectural guide explaining how to construct a secure, multi-cloud Kubernetes cluster using K3s and WireGuard. Solves cross-cloud node communication challenges by deploying a zero-trust mesh VPN, ensuring secure overlay networking across heterogeneous providers.
-### Multi-Cluster (3)
+### Multi-Cluster
 
 #### MCS-API
 
   - **(2021)** [**thenewstack.io: Extending Kubernetes Services with Multi-Cluster Services API**](https://thenewstack.io/extending-kubernetes-services-with-multi-cluster-services-api) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Explores the Multi-Cluster Services (MCS) API. Analyzes cross-cluster traffic routing mechanisms and explains how to publish and consume services spanning multiple Kubernetes environments.
-### Multi-Cluster Networking
-
-#### Submariner
-
-  - **(2021)** [==submarinerio==](https://x.com/submarinerio) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Official updates and development tracking for Submariner, a CNCF-hosted tool providing direct, secure networking between pods across independent Kubernetes clusters. Facilitates multi-cluster deployments with native IP routing and encrypted tunnels.
 ### Multicluster Routing
 
 #### Submariner Integration
@@ -2610,82 +719,27 @@
 #### Ingress and Services
 
   - **(2022)** [blog.frankel.ch: Back to basics: accessing Kubernetes pods](https://blog.frankel.ch/basics-access-kubernetes-pods)  [COMMUNITY-TOOL] β€” An in-depth guide tracing the technical mechanisms required to route traffic to ephemeral Kubernetes pods. Discusses the transition from local port-forwarding (kubectl port-forward) to production-ready patterns utilizing Services (ClusterIP, NodePort, LoadBalancer) and Ingress resources, highlighting the underlying iptables/IPVS routing mechanics.
-### Service Abstraction
-
-#### Endpoints
-
-  - **(2020)** [itnext.io: Kubernetes: what are Endpoints](https://itnext.io/kubernetes-what-are-endpoints-3cc9e769b614)  [COMMUNITY-TOOL] β€” A focused breakdown of the connection mapping layers between Service abstractions and Pod targets. Explains how the endpoint controller processes selectors, manages Endpoints objects, and updates packet-routing maps on cluster nodes.
-### Service Discovery
-
-#### DNS and Endpoints
-
-  - **(2026)** [iximiuz.com: Service discovery in Kubernetes - combining the best of two worlds](https://iximiuz.com/en/posts/service-discovery-in-kubernetes) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep-dive analysis mapping how network packages resolve endpoints inside Kubernetes. Contrasts environment-variable injection against internal CoreDNS discovery systems, detailing how virtual ClusterIP networks route requests to running pods via iptables rules.
-### Service Mesh and Proxy
-
-#### kube-proxy Mechanics
-
-  - **(2022)** [**mayankshah.dev: Demystifying kube-proxy**](https://mayankshah.dev/blog/demystifying-kube-proxy) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A comprehensive breakdown of kube-proxy, the crucial network daemon on each Kubernetes node. Explains how kube-proxy implements virtual IP mechanics, routes traffic using iptables, and translates Kubernetes Service abstractions into actual networking actions.
-### Services
-
-#### Basics (1)
-
-  - **(2020)** [dev.to/vromanov: Kubernetes Services 🌟](https://dev.to/vromanov/kubernetes-services-1bj) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A straightforward overview of Kubernetes services. Clarifies endpoint selectors and highlights how the API dynamically registers and routes traffic to changing pod IP pools.
-#### Deep Dive (1)
-
-  - **(2021)** [**harness.io: Kubernetes Services Explained 🌟**](https://www.harness.io/blog/kubernetes-services-explained) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Analyzes the network mechanics of Kubernetes Services, detailing internal DNS resolution, kube-proxy iptables configurations, and IPVS packet translation rules. Useful for tracing service discovery latencies.
-#### Fundamentals (6)
-
-  - **(2020)** [blog.alexellis.io: A Primer: Accessing services in Kubernetes](https://blog.alexellis.io/primer-accessing-kubernetes-services) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Demystifies service exposition mechanisms. Breaks down the network plumbing and structural configuration differences between ClusterIP, NodePort, and cloud-provider LoadBalancer integrations.
-#### IPVS
-
-  - **(2021)** [dustinspecker.com: IPVS: How Kubernetes Services Direct Traffic to Pods](https://dustinspecker.com/posts/ipvs-how-kubernetes-services-direct-traffic-to-pods) [GO/BASH CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A core-level networking analysis explaining how the IP Virtual Server (IPVS) routing layer handles service balancing inside high-scale clusters, demonstrating massive throughput advantages over standard iptables.
 ### kube-proxy
 
 #### IPVS Routing
 
   - **(2021)** [tigera.io: Comparing kube-proxy modes: iptables or IPVS?](https://www.tigera.io/blog/comparing-kube-proxy-modes-iptables-or-ipvs) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep technical performance comparison between iptables and IPVS (IP Virtual Server) routing modes in kube-proxy. Demonstrates why IPVS's hash table lookup structures scale with O(1) performance, avoiding the O(N) linear performance degradation of iptables in clusters with thousands of services.
-#### Traffic Routing
-
-  - **(2020)** [learnsteps.com: How exactly kube-proxy works: Basics on Kubernetes](https://www.learnsteps.com/how-exactly-kube-proxy-works-basics-on-kubernetes)  [COMMUNITY-TOOL] β€” An analytical guide outlining how kube-proxy tracks the cluster API server to process changes to Endpoints and Services. Details packet forwarding patterns using user-space proxy routing and kernel-level iptables translation chains.
 ## Networking and Ingress
 
 ### DNS
 
-#### Automation (1)
+#### Automation
 
   - **(2024)** [==external-dns==](https://github.com/kubernetes-sigs/external-dns) ⭐ 8985  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A vital ecosystem add-on that dynamically configures external DNS providers based on active Ingress and Service host declarations. Ensures automated external network connectivity.
-## Observability (1)
+## Observability
 
-### Debugging (2)
-
-#### Resource Lifecycle
-
-  - **(2026)** [==kubespy==](https://github.com/huazhihao/kubespy) ⭐ 140  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An interactive real-time observability CLI tool designed to 'spy' on active API resources. By monitoring resource lifecycles and publishing structural diffs directly to the terminal, it helps developers demystify custom resource definitions and native controller states during live deployment events.
-#### eBPF Diagnostics
-
-  - **(2026)** [==kubectl-trace==](https://github.com/iovisor/kubectl-trace) ⭐ 2177  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An administrative kubectl plugin designed to schedule and run bpftrace programs directly on target cluster nodes. It spawns custom, privileged debugging pods to attach eBPF tracing hooks into the host kernel, enabling high-performance diagnostic analysis of system calls and system bottlenecks without modifying application code.
 ### Monitoring
 
 #### Telemetry Protocols
 
   - **(2021)** [infoq.com: Cloud Native and Kubernetes Observability: Expert Panel](https://www.infoq.com/articles/cloud-native-observability)  [COMMUNITY-TOOL] β€” A comprehensive panel summary exploring the evolution from basic health checking to modern high-fidelity telemetry platforms. Focuses on the convergence of tracing, structural logging, metrics, and eBPF technology to capture deep telemetry with minimal agent overhead.
-### Network Diagnostics
+## Operations (1)
 
-#### Pod Troubleshooting
-
-  - **(2026)** [==kubectl netshoot==](https://github.com/nilic/kubectl-netshoot) ⭐ 206  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An operational kubectl plugin that spins up an ephemeral diagnostic container attached to a target pod's network namespace. This tool exposes diagnostic programs (like tcpdump, curl, dig) directly inside the target's traffic environment without requiring any alterations to the application's base container design.
-### Reliability (2)
-
-#### Synthetic Probes
-
-  - **(2021)** [infracloud.io: Avoiding Kubernetes Cluster Outages with Synthetic Monitoring](https://www.infracloud.io/blogs/avoiding-kubernetes-cluster-outages-synthetic-monitoring)  [COMMUNITY-TOOL] β€” Details how to configure active synthetic monitoring inside Kubernetes clusters using tools like Kuberhealthy. Explains how continuous integration of active test suites catches hidden infrastructure failures (such as DNS timeouts and dynamic volume attachment issues) before users are affected.
-## Operations (2)
-
-### Adoption Strategy
-
-#### Risk Assessment
-
-  - **(2022)** [techbeacon.com: Why teams fail with Kubernetesβ€”and what to do about it](https://techbeacon.com/enterprise-it/why-teams-fail-kubernetes-what-do-about-it)  [COMMUNITY-TOOL] β€” Diagnoses key organizational and architectural pitfalls that lead to failed Kubernetes implementations. Emphasizes the dangers of over-engineering, insufficient network/security policies, ignoring organizational operational models, and failing to construct abstract internal platforms for app development teams.
 ### Application Reliability
 
 #### Cluster Maintenance
@@ -2695,289 +749,49 @@
 
   - **(2021)** [wideops.com: Kubernetes best practices: Setting up health checks with readiness and liveness probes](https://wideops.com)  [LEGACY] β€” Focuses on configuring robust liveness and readiness probes to maintain application availability. Discusses startup probes for legacy services to prevent cascade failure restart loops.
   - **(2021)** [releasehub.com: Kubernetes Health Checks - 2 Ways to Improve Stability in Your Production Applications](https://release.com/blog/kubernetes-health-checks-2-ways-to-improve-stability)  [COMMUNITY-TOOL] β€” Evaluates how properly defined health checks prevent bad deployments. Contrasts the operational differences of readiness probes (traffic routing control) with liveness probes (container restart trigger).
-#### Resource Limits
+### Best Practices (1)
 
-  - **(2021)** [fairwinds.com: Never Should You Ever In Kubernetes Part 3: 6 K8s Reliability Mistakes](https://www.fairwinds.com/blog/6-kubernetes-reliability-mistakes)  [COMMUNITY-TOOL] β€” Details six major configuration mistakes that degrade reliability, focusing on resource overallocation, lack of PodDisruptionBudgets, and improper health check implementations.
-### Autoscaling
+#### Production Readiness
 
-#### Queue-Based Scaling
-
-  - **(2026)** [==k8s-worker-pod-autoscaler==](https://github.com/practo/k8s-worker-pod-autoscaler) ⭐ 161  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A specialized worker autoscaler controller that targets instances consuming messages from queue brokers (such as SQS, Beanstalk, and RabbitMQ). It optimizes capacity scaling by using real-time backlog latency metrics rather than basic CPU or Memory usage averages, avoiding issues with delayed processing loops.
-### Best Practices (2)
-
-#### Cloud-Native Design
-
-  - **(2022)** [cloud.google.com: Kubernetes Best Practices](https://cloud.google.com/blog/products/containers-kubernetes) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Comprehensive guides from GCP detailing container building, application exposure, cost optimization, and multi-tenant security structures using GKE-centric and general Kubernetes standards.
-#### Common Anti-Patterns
-
-  - **(2022)** [harness.io: Kubernetes Mistakes: A Beginner’s Guide To Avoiding Common Pitfalls](https://www.harness.io/blog/kubernetes-mistakes)  [COMMUNITY-TOOL] β€” Tailored for beginners, detailing typical traps: using 'latest' tags for images, lacking health endpoints, neglecting namespace isolation, and hardcoding application secrets directly into YAML.
-  - **(2020)** [10 most common mistakes when using Kubernetes](https://blog.pipetail.io/posts/2020-05-04-most-common-mistakes-k8s)  [COMMUNITY-TOOL] β€” Explores core architectural errors: missing CPU/Memory requests/limits, misconfigured liveness/readiness probes, exposing all HTTP services via individual Cloud LoadBalancers, and neglecting IAM/RBAC context integration.
-#### Configuration Guardrails
-
-  - **(2021)** [dev.to: Prevent Configuration Errors in Kubernetes](https://dev.to/solegaonkar/prevent-configuration-errors-in-kubernetes-30dn)  [COMMUNITY-TOOL] β€” Discusses linting tools (Kubeval, Conftest, Kyverno, Kube-score) that catch syntactic and semantic misconfigurations within CI/CD pipelines before deployment to live clusters.
-#### Enterprise Scaling
-
-  - **(2022)** [freecodecamp.org: How to Make Your Enterprise Kubernetes Environment Secure, Efficient, and Reliable](https://www.freecodecamp.org/news/make-your-kubernetes-environment-secure-efficient-reliable)  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive masterclass covering security controls (admission controllers, RBAC, network policies), resource optimization (Karpenter/Cluster-Autoscaler), and workload reliability architectures.
-  - **(2022)** [techbeacon.com: 5 Best Practices for Deploying Kubernetes](https://techbeacon.com/enterprise-it/5-best-practices-deploying-kubernetes)  [COMMUNITY-TOOL] β€” Presents five pivotal recommendations for secure enterprise deployment: integrating dedicated vaults for secrets, enforcing IAM boundaries, keeping configurations decoupled from code, leveraging logging aggregates, and defining resource minimums.
-#### Expert Level
-
-  - **(2021)** [containerjournal.com: 4 Expert-Level Things I Wish I’d Known About Kubernetes](https://cloudnativenow.com/features/4-expert-level-things-i-wish-id-known-about-kubernetes) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Shares deep technical realizations about etcd limitations, complex ingress controller routing, the necessity of automated horizontal scaling, and the unpredictability of ephemeral storage allocation.
-#### Introduction (3)
-
-  - **(2022)** [fairwinds.com: An Intro to Kubernetes Best Practices: Start Your K8s Right](https://www.fairwinds.com/blog/intro-kubernetes-best-practices)  [COMMUNITY-TOOL] β€” A comprehensive onboarding resource for operators transition to Kubernetes. Establishes core guidelines across deployment patterns, namespace segregation, container building blocks, and monitoring.
-  - **(2022)** [collabnix.com: 10 Kubernetes Best Practices to Get You Started](https://collabnix.com/10-kubernetes-best-practices-to-get-you-started)  [COMMUNITY-TOOL] β€” Focuses on establishing safe deployment defaults. Recommends running lightweight containers, defining non-root user execution, leveraging health checks, configuring namespace RBAC boundaries, and separating configs from builds.
-#### Orchestration
-
-  - **(2022)** [geekflare.com: Diez mejores prΓ‘cticas de Kubernetes para una mejor orquestaciΓ³n de contenedores](https://geekflare.com/es/kubernetes-best-practices) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” Spanish-language article outlining 10 pivotal Kubernetes best practices. Highlights infrastructure sizing, logging integration, namespace isolation, RBAC enforcement, and secure container image building.
-#### Platform Engineering (2)
-
-  - **(2021)** [fairwinds.com: Never Should You Ever In Kubernetes: #1 Do K8S The Hard Way](https://www.fairwinds.com/blog/never-should-you-ever-in-kubernetes-1-do-k8s-the-hard-way)  [COMMUNITY-TOOL] β€” Argues against deploying custom control planes from scratch (such as 'The Hard Way') for production workloads. Promotes using managed Kubernetes services (EKS, GKE, AKS) or standardized tooling to lower operational overhead.
-#### Production Readiness (1)
-
-  - **(2021)** [github.com/PacktPublishing: Kubernetes in Production Best Practices](https://github.com/PacktPublishing/Kubernetes-in-Production-Best-Practices) ⭐ 96  [GO CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” Code assets companion for the Packt book, containing production-ready manifests for security hardening, automated deployments, monitoring stacks, and multi-tenant networking configurations.
   - **(2023)** [learnk8s.io: Kubernetes production best practices](https://learnkube.com/production-best-practices) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” High-quality, interactive checklist framework covering multi-zone redundancy, etcd scaling, high-availability control planes, application deployment limits, and robust DNS performance optimization.
-  - **(2021)** [pionative.com: 6 Important things you need to run Kubernetes in production](https://pionative.com/6-important-things-you-need-to-run-kubernetes-in-production)  [COMMUNITY-TOOL] β€” Details critical requirements for enterprise production operations: centralized logging, advanced application metrics, external secrets management, robust backup configurations, CI/CD integrations, and policy engines.
-  - **(2021)** [hackernoon.com: Kubernetes Cluster Must-Haves To Be Production Ready](https://hackernoon.com/kubernetes-cluster-must-haves-to-be-production-ready)  [COMMUNITY-TOOL] β€” Reviews crucial components for production clusters, such as external ingress controllers, certificate managers, cluster autoscaling mechanisms, centralized telemetry, and comprehensive runtime security enforcement.
-#### Resource Curation
-
-  - **(2023)** [==diegolnasc/kubernetes-best-practices 🌟==](https://github.com/diegolnasc/kubernetes-best-practices) ⭐ 1500  🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A curated repository consolidating industry-vetted guidelines for cluster security, deployment configurations, cost management, and reliable resource scheduling in production environments.
-### CRI Migration (1)
-
-#### Container Runtime Interface (1)
-
-  - **(2021)** [dev.to: How to switch container runtime in a Kubernetes cluster](https://dev.to/stack-labs/how-to-switch-container-runtime-in-a-kubernetes-cluster-1628)  [LEGACY] β€” A detailed runtime operational guide detailing the sequence for draining nodes, modifying underlying daemon packages, and swapping CRI configurations on running live nodes to transition safely from legacy Dockershim to containerd.
-### Certificate Management
-
-#### Optimization Techniques
-
-  - **(2021)** [usepine.com: Improving cert-manager HTTP01 self-check speed](https://www.usepine.com/blog/en/improving-cert-manager-self-check-speed-when-issuing-certificates)  [COMMUNITY-TOOL] β€” Pinpoints performance issues in cert-manager HTTP01 validation loops during rapid provisioning. Demonstrates split-horizon DNS patterns and internal validation proxy setups that speed up Let's Encrypt validation and certificate generation.
-### Cluster Management (2)
-
-#### Garbage Collection
-
-  - **(2021)** [martinheinz.dev: Keeping Kubernetes Clusters Clean and Tidy 🌟](https://martinheinz.dev/blog/60)  [COMMUNITY-TOOL] β€” Examines cluster hygiene patterns. Details automated strategies for cleanups, removing orphaned configmaps, scaling down unused workloads, managing eviction limits, and system garbage collection mechanics.
-#### Optimization
-
-  - **(2022)** [**Optimize** Kubernetes cluster management with these 5 tips](https://www.techtarget.com/searchitoperations/feature/Optimize-Kubernetes-cluster-management-with-these-5-tips)  [COMMUNITY-TOOL] β€” Provides tactical advice on refining cluster performance, including standardizing deployment pipelines, enforcing robust RBAC boundaries, monitoring control plane metrics, and optimizing resource scheduling.
-### Command Line Tools
-
-#### Developer Guides
-
-  - **(2026)** [Extend kubectl with plugins](https://kubernetes.io/docs/tasks/extend-kubectl/kubectl-plugins) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The official Kubernetes documentation detailing the architecture of kubectl plugins. It outlines how kubectl discovers custom binary files named with a specific prefix on the user's local path and maps them as CLI subcommands, enabling developers to write tailored cluster management scripts.
-  - **(2026)** [padok.fr: Getting started with kubectl plugins](https://www.theodo.com/en-fr/blog/getting-started-with-kubectl-plugins) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A technical blog post detailing how to create a custom kubectl plugin from scratch. It explains execution requirements, CLI environment parameter handling, and distribution strategies to simplify the package setup for internal engineering teams.
-#### Kubectl Plugins
-
-  - **(2026)** [==Available kubectl plugins==](https://github.com/kubernetes-sigs/krew-index/blob/master/plugins.md) ⭐ 691  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The master index of the Krew package manager, which lists community-contributed plugins for the kubectl CLI. This index serves as the central hub for operations engineers looking to discover, install, and catalog administrative and diagnostic command-line utilities.
-  - **(2026)** [==Awesome Kubectl plugins==](https://github.com/ishantanu/awesome-kubectl-plugins) ⭐ 1007  [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A highly curated repository indexing popular and helpful kubectl plugins. It is categorized by operational tasks (security, monitoring, context switching), allowing platform teams to quickly identify community-vetted tools to speed up cluster troubleshooting and engineering workflows.
-#### Operational Efficiencies
-
-  - **(2026)** [martinheinz.dev: Making Kubernetes Operations Easy with kubectl Plugins](https://martinheinz.dev/blog/58) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A reference article outlining methods for optimizing development workflows with custom kubectl plugins. Highlights the architectural patterns for packaging, distributing, and invoking terminal extensions to minimize manual CLI overhead.
-#### Recommended Tools
-
-  - **(2026)** [itnext.io: 6 kubectl plugins you must try](https://itnext.io/6-kubectl-plugins-you-must-try-1411dcbcf950) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A curated blog post demonstrating six high-utility kubectl plugins for cluster maintenance. Focuses on extensions for resource querying, troubleshooting, and namespace transitions that significantly ease the day-to-day administrative burdens of DevOps practitioners.
-#### Video Resources
-
-  - **(2026)** [youtube: Welcome to the world of kubectl plugins](https://www.youtube.com/watch?v=_W2qZvQT6XY) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A video presentation covering the landscape, development, and use cases of kubectl plugins. It serves as an accessible introduction to extending local terminal tooling with practical examples of custom workflows and automated command pipelines.
-### Continuous Delivery
-
-#### GitOps (1)
-
-  - **(2020)** [blog.lukechannings.com: Mistakes made and lessons learned with Kubernetes and GitOps](https://lukechannings.com/blog/2020-05-10-kubernetes-gitops-lessons) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A candid retrospective exploring hard-learned GitOps lessons. Focuses on synchronizing cluster state with Git, managing secrets securely within declarative repositories, and structuring repositories for multi-environment lifecycles.
-### Cost Optimization (1)
-
-#### Capacity Planning (1)
-
-  - **(2024)** [nextplatform.com: Kubernetes Clusters Have Massive Overprovisioning Of Compute And Memory 🌟](https://www.nextplatform.com/cloud/2024/03/04/kubernetes-clusters-have-massive-overprovisioning-of-compute-and-memory/1658269) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores structural data showing vast cloud expenditure waste due to over-allocated requests. Discusses methods to dynamically resize workloads using analysis algorithms and fine-tuning configurations.
-#### Resource Limits (1)
-
-  - **(2021)** [fairwinds.com: Never Should You Ever In Kubernetes Part 4: Three K8s Efficiency Mistakes](https://www.fairwinds.com/blog/3-kubernetes-efficiency-mistakes)  [COMMUNITY-TOOL] β€” Outlines critical configuration errors leading to resource waste and high cloud bills, covering oversized worker nodes, lack of horizontal/vertical autoscaling, and missing request boundaries.
-#### Telemetry
-
-  - **(2022)** [rancher.com: Gain Better Visibility into Kubernetes Cost Allocation](https://www.suse.com/c/rancher_blog/gain-better-visibility-into-kubernetes-cost-allocation)  [COMMUNITY-TOOL] β€” Highlights operational frameworks to parse resource expenditure across distinct namespaces, applications, and organizational divisions. Promotes standardizing labeling schema to automate billing allocation.
-#### Virtual Clusters (1)
-
-  - **(2023)** [loft.sh: Kubernetes Cost Savings By Reducing The Number Of Clusters](https://website.vcluster.com/blog/a-complete-guide-to-kubernetes-cost-optimization) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Evaluates cluster consolidation as an efficient cost-reduction methodology. Recommends running lightweight virtual clusters (vclusters) on a unified control plane to maximize control loop resource utilization.
-### Deprecation Monitoring
-
-#### Resource Validation
-
-  - **(2026)** [==Deprek8ion==](https://github.com/swade1987/deprek8ion) ⭐ 143  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A Rego-based validation policy suite created to audit obsolete API resources in Kubernetes templates. While historically popular for preventing runtime upgrade issues, platform engineering teams are transitioning toward active admission dynamic scanners like Pluto or Kubent in modern workflows.
-### Garbage Collection (1)
-
-#### Resource Cleanup
-
-  - **(2026)** [==kubectl-reap is a kubectl plugin that deletes unused Kubernetes resources 🌟==](https://github.com/micnncim/kubectl-reap) ⭐ 200  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An automated garbage collection plugin built to find and purge orphan, dangling, or unattached configuration structures. It keeps the target cluster clean by purging long-running stale objects, lowering overall management overhead.
-### Governance (2)
-
-#### Maturity Frameworks
-
-  - **(2022)** [fairwinds.medium.com: Kubernetes Maturity Model](https://www.fairwinds.com/kubernetes-maturity-model)  [CASE STUDY] [COMMUNITY-TOOL] β€” Introduces a multi-phased maturity model mapping an organization's path from raw experimentation and initial containerization to advanced, automated platform optimization, enterprise governance, declarative policy enforcement, and multi-cluster orchestration.
-### High Availability (1)
+### High Availability
 
 #### Deployment Best Practices
 
   - **(2022)** [**blog.palark.com: Best practices for deploying highly available apps in Kubernetes. Part 1**](https://palark.com/blog/best-practices-kubernetes-part-1) [YAML CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Part 1 of a comprehensive guide outlining architectural rules for deploying highly available microservices in Kubernetes. Explores pod anti-affinity patterns, spread constraints across failure domains (zones/nodes), and configuring robust rolling updates.
-#### Failover Mechanics
+### Node Operations
 
-  - **(2021)** [**thenewstack.io: The Rush to Fix the Kubernetes Failover Problem**](https://thenewstack.io/the-rush-to-fix-the-kubernetes-failover-problem) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Examines architectural deficiencies in standard Kubernetes multi-cluster failover mechanisms. Analyzes modern active-active cross-cluster traffic routing strategies and external DNS synchronization tools that resolve cloud provider and region-level disasters.
-### Installation
-
-#### Architecture Overview
-
-  - **(2023)** [linkedin.com: DAY 01: Kubernetes : Understanding Architecture, Components, Installation and Configuration](https://www.linkedin.com/pulse/day-01-kubernetes-understanding-architecture-anup-ghattikar)  [COMMUNITY-TOOL] [GUIDE] β€” An introductory training log explaining initial cluster bootstrapping, control plane configurations, and node joining sequences. It details common installation paths and highlights basic networking/etcd configurations needed to establish a stable cluster control plane.
-#### Bootstrap Methods
-
-  - **(2023)** [itnext.io: Kubernetes Installation Methods The Complete Guide](https://itnext.io/kubernetes-installation-methods-the-complete-guide-1036c860a2b3) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive analysis of various Kubernetes bootstrap frameworks. Compares local learning solutions (Kind, Minikube, K3s) with enterprise production installation engines (Kubeadm, Kubespray, and fully managed public cloud options like GKE, EKS, AKS), detailing networking setup and etcd topography trade-offs.
-### Lifecycle Management (1)
-
-#### Day 2 Operations
-
-  - **(2021)** [**thenewstack.io: Kubernetes Lifecycle Management! So Important! (Day 0, Day 1, Day 2) 🌟**](https://thenewstack.io/kubernetes-lifecycle-management-so-important-what-does-it-mean) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A critical breakdown of cluster lifecycle management phases. Focuses on Day 0 (planning and sizing), Day 1 (provisioning and configuration), and Day 2 (maintenance, logging, and security patching) to establish highly available infrastructure.
-### Maintenance
-
-#### Upgrades
-
-  - **(2021)** [**thenewstack.io: Living with Kubernetes: Cluster Upgrades 🌟**](https://thenewstack.io/living-with-kubernetes-cluster-upgrades) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An operational runbook outlining best practices for minor and major version upgrades. Details risk mitigation strategies, API deprecation workflows, and graceful node draining mechanisms to avoid production outages.
-### Managed Services
-
-#### Industry Trends (2)
-
-  - **(2022)** [**infoworld.com: No one wants to manage Kubernetes anymore 🌟**](https://www.infoworld.com/article/2264392/no-one-wants-to-manage-kubernetes-anymore.html) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Analyzes the enterprise shift away from running custom, self-managed vanilla Kubernetes clusters towards fully managed cloud platforms like EKS, GKE, and serverless container ecosystems. Underlines the operational complexities of maintaining control plane elements.
-### Multi-Cluster (4)
-
-#### Add-on Management
-
-  - **(2022)** [Centralized Add-on Management Across N Kubernetes Clusters](https://dev.to/gianlucam76/centralized-add-on-management-across-n-kubernetes-clusters-308k) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A GitOps guide to deploying cluster extensions across fleets of Kubernetes engines. Illustrates declarative synchronization patterns to enforce state consistency across target clusters.
-#### Federation (2)
-
-  - **(2026)** [==KubeFed: Kubernetes Cluster Federation==](https://github.com/kubernetes-retired/kubefed) ⭐ 2483  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The retired multi-cluster federation engine (KubeFed). Designed to coordinate resources across multiple clusters, it was retired due to design limitations. Modern production multi-cluster strategies have migrated to architectures like Karmada, Open Cluster Management (OCM), or global service meshes.
-### Multi-Cluster Management
-
-#### Fleet Orchestration
-
-  - **(2021)** [**thenewstack.io: What Does It Take to Manage Hundreds of Kubernetes Clusters?**](https://thenewstack.io/what-does-it-take-to-manage-hundreds-of-kubernetes-clusters) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Examines the challenges of managing large fleets of Kubernetes clusters in production. Evaluates key strategies for GitOps-driven deployment automation, programmatic RBAC enforcement, policy propagation, and consolidated fleet telemetry across environments.
-### Node Management
-
-#### Auto-Remediation
-
-  - **(2026)** [==Draino==](https://github.com/planetlabs/draino) ⭐ 682  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An automated daemon designed to safely cordon and drain compute hosts when specific kernel or physical errors are flagged by the Node Problem Detector. It processes node status updates and gracefully evicts active workloads while strictly respecting configured Pod Disruption Budgets (PDBs).
-#### Declarative Automation
-
-  - **(2021)** [blog.kintone.io: Rebooting a LOT of Kubernetes nodes in a declarative way](https://blog.kintone.io/entry/2021/01/14/160935) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Case study analyzing Kintone's custom internal orchestrator designed to perform massive, coordinated node reboots. Highlights how declarative scheduling patterns, combined with Pod Disruption Budgets, prevent traffic degradation during rolling bare-metal maintenance runs.
-#### Troubleshooting (1)
-
-  - **(2018)** [Kubernetes DaemonSet that enables a direct shell on each Node using SSH to localhost](https://gist.github.com/xandout/8d24558c75c53f3cb8bf0a97ec25fcfc) [YAML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [LEGACY] β€” Presents a functional DaemonSet template allowing administrators direct node shell access over SSH to localhost. Helpful for troubleshooting bare-metal or legacy infrastructure layers without traditional jump hosts.
-### Node Operations (1)
-
-#### Maintenance (1)
+#### Maintenance
 
   - **(2021)** [**itnext.io: Kubernetes Draining Nodes Properly**](https://itnext.io/kubernetes-draining-nodes-properly-79e18dca4d5e) [BASH CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A comprehensive guide to executing zero-downtime node evictions. Highlights the use of PodDisruptionBudgets (PDBs), shutdown hooks, and node draining commands (`kubectl drain`) to gracefully migrate stateless and stateful workloads without impacting live user sessions.
-### Performance Tuning (1)
+### Performance Tuning
 
-#### Autoscaling (1)
+#### Autoscaling
 
   - **(2023)** [thenewstack.io: Optimizing Kubernetes for Peak Traffic and Avoiding Setbacks](https://thenewstack.io/optimizing-kubernetes-for-peak-traffic-and-avoiding-setbacks) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Presents tactical architectures for tuning Kubernetes to survive extreme, unpredictable traffic spikes. Focuses on horizontal pod autoscaler (HPA) algorithm sensitivity, proactive load shedding, down-scaling thresholds, and database connection pool optimization.
-#### Workload Scaling
+### Production Readiness (1)
 
-  - **(2021)** [**infoq.com: Six Tips for Running Scalable Workloads on Kubernetes**](https://www.infoq.com/articles/tips-running-scalable-workloads-kubernetes) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Architectural insights on managing high-throughput, highly available workloads in Kubernetes. Explains critical configuration paradigms including resource requests and limits, Horizontal Pod Autoscaling (HPA) triggers, readiness/liveness probe design, and graceful termination hooks.
-### Post-Mortems
-
-#### Resiliency Engineering
-
-  - **(2024)** [k8s.af 🌟](https://k8s.af) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A highly regarded community collection documenting real-world public post-mortems of major Kubernetes infrastructure outages. Serves as a priceless resource for resilience engineering, analyzing failures in DNS, etcd depletion, scheduling collapses, routing tables, and configuration mistakes.
-  - **(2021)** [thenewstack.io: Kubernetes Horror Stories](https://thenewstack.io/kubernetes-horror-stories)  [COMMUNITY-TOOL] β€” Compiles a series of high-impact production failure scenarios. Discusses accidental cluster terminations, unconstrained resource allocations causing cascading node dropouts, security misconfigurations, and key disaster recovery lessons learned from raw operations.
-### Production Readiness (2)
-
-#### Best Practices (3)
+#### Best Practices (2)
 
   - **(2021)** [==weave.works: The Definitive Guide to Kubernetes in Production 🌟🌟==](https://www.weave.works/blog/the-definitive-guide-to-kubernetes-in-production) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A comprehensive production-readiness roadmap. Addresses key criteria like security boundaries, network policies, cluster observability, auto-scaling mechanisms, and disaster recovery strategies required for mission-critical deployments.
 #### Checklists
 
   - **(2021)** [weave.works: Production Ready Checklists for Kubernetes 🌟](https://go.weave.works/production-ready-kubernetes-checklist.html) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A structured checklist for preparing Kubernetes workloads for production environments. Tracks configuration rules for autoscaling parameters, multi-zone node configurations, backup recovery mechanisms, and observability pipelines to ensure system availability. Note: Weave Works has shut down operations, but the underlying checklist framework remains a valuable baseline.
-#### Operational Checklist
+### Reliability
 
-  - **(2021)** [**kubermatic.com: The Ultimate Checklist for Running Kubernetes in Production**](https://www.kubermatic.com/resources/the-ultimate-checklist-for-running-kubernetes-in-production) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An extensive production operations checklist for Kubernetes deployments. Covers crucial production readiness requirements across observability, ingress security, RBAC policies, network segmentation, and backup recovery operations.
-### Registry (1)
-
-#### High Availability (2)
-
-  - **(2021)** [blog.kintone.io: Tolerating failures in container image registries 🌟](https://blog.kintone.io/entry/neco-registry) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Case study analyzing how to deploy failure-tolerant private registries in high-availability environments. Explains how to set up resilient storage layers, handle replication synchronization, and use local pull-through caching to shield nodes from upstream network outages.
-### Reliability (3)
-
-#### Auditing
-
-  - **(2020)** [polarsquad.com: Check your Kubernetes deployments!](https://polarsquad.com/blog/check-your-kubernetes-deployments) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Presents an essential operational checklist for production-grade Kubernetes workloads. Warns against basic anti-patterns and covers CPU/Memory resource constraints, Pod Disruption Budgets, anti-affinity controls, and robust health checks.
-#### Probes (1)
-
-  - **(2021)** [**loft.sh: Kubernetes Readiness Probes - Examples & Common Pitfalls**](https://website.vcluster.com/blog/kubernetes-readiness-probes-examples-and-common-pitfalls) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Analyzes advanced operational pitfalls in readiness probe configurations. Explains how bad dependency validation (e.g. database pings inside web pod probes) can cause catastrophic, cascading cluster failures.
-#### Troubleshooting (2)
-
-  - **(2022)** [**marcusnoble.co.uk: Managing Kubernetes without losing your cool 🌟**](https://marcusnoble.co.uk/2022-07-04-managing-kubernetes-without-losing-your-cool) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A collection of survival tips for operations teams managing production clusters. Emphasizes establishing alerts based on actionable metrics, using declarative GitOps pipelines, and avoiding manual ad-hoc cluster changes.
 #### Zero Downtime (1)
 
   - **(2021)** [**itnext.io: The subtleties of ensuring zero downtime during pod lifecycle events in Kubernetes**](https://itnext.io/the-subtleties-of-ensuring-zero-downtime-during-pod-lifecycle-events-in-kubernetes-6461c12f7736) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A precise structural analysis of container lifecycle timings during rolling deployments. Addresses termination grace periods, readiness probes, and preStop hooks required to prevent routing discrepancies during pod termination.
-### Resilience Tuning
-
-#### Node Evictions
-
-  - **(2020)** [dbafromthecold.com: Adjusting pod eviction time in Kubernetes](https://dbafromthecold.com/2020/04/08/adjusting-pod-eviction-time-in-kubernetes)  [COMMUNITY-TOOL] β€” Explains how to customize node and pod eviction behaviors during network partitions. Shows how to adjust parameters like pod-eviction-timeout and node-monitor-grace-period to prevent unnecessary database state re-syncs during transient packet loss.
 ### Resiliency
 
-#### DaemonSets (2)
-
-  - **(2019)** [engineering.prezi.com: How to avoid global outage β€” Seamlessly migrating DaemonSet labels](https://engineering.prezi.com/intro-4727024fc2c1) [YAML CONTENT] [ADVANCED LEVEL]  [CASE STUDY] [COMMUNITY-TOOL] β€” A detailed post-mortem and strategy guide on safely migrating selector labels for active DaemonSets without triggering catastrophic cluster outages. It introduces mechanisms to stage transitions using interim labels and node-level scaling constraints.
 #### Pod Lifecycle
 
   - **(2021)** [itnext.io: Kubernetes Graceful Shutdown | Daniele Polencic 🌟](https://itnext.io/how-do-you-gracefully-shut-down-pods-in-kubernetes-fb19f617cd67) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A masterclass tutorial on gracefully terminating workloads in Kubernetes. Explains step-by-step endpoint deregistration, service mesh synchronization, preStop delays, SIGTERM handling, and the grace-period countdown.
-### Resource Limits (2)
-
-#### CPU Scheduling
-
-  - **(2021)** [vladimir.varank.in: Making sense of requests for CPU resources in Kubernetes 🌟](https://vladimir.varank.in/notes/2021/09/making-sense-of-requests-for-cpu-resources-in-kubernetes) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Deconstructs the underlying mechanics of Kubernetes CPU requests. Decodes shares, limits, throttles, CFS quota mechanisms, and how they map to actual Linux kernel cgroup constraints.
-#### Capacity Planning (2)
-
-  - **(2022)** [youtube: Common Kubernetes Mistakes - CPU and Memory Requests (part 1) | Robusta](https://www.youtube.com/watch?v=_nknHwTKlh8)  [COMMUNITY-TOOL] β€” Interactive video review analyzing how miscalculating container CPU and memory limits causes severe latency issues, memory leak page eviction, OOM kills, and dynamic horizontal scaling delays.
-### Resource Management (1)
-
-#### Performance Tuning (2)
-
-  - **(2020)** [enterprisersproject.com: Managing Kubernetes resources: 5 things to remember](https://enterprisersproject.com/article/2020/8/managing-kubernetes-resources-5-things-remember) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Highlights five critical patterns for managing CPU/Memory requests and limits inside Kubernetes clusters. Discusses mitigating OOM-Kills, sizing containers correctly, and using horizontal and vertical autoscalers.
-### Resource Optimization (2)
-
-#### Garbage Collection (2)
-
-  - **(2021)** [howtogeek.com: How to Clean Up Old Containers and Images in Your Kubernetes Cluster](https://www.howtogeek.com/devops/how-to-clean-up-old-containers-and-images-in-your-kubernetes-cluster) [BASH CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Outlines node garbage collection mechanics, detailing how the kubelet automatically trims unreferenced container images and dead containers based on customizable high/low disk threshold flags.
 ### Resource Orchestration
 
 #### Wait Strategies
 
   - **(2021)** [vadosware.io: So you need to wait for some Kubernetes resources?](https://vadosware.io/post/so-you-need-to-wait-for-some-kubernetes-resources) [BASH CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A practical guide explaining how to synchronize the initialization sequence of dependent Kubernetes resources. Highlights the use of `kubectl wait`, init containers, and programmatic polling to prevent startup failures in microservice topologies.
-### Self-Healing
-
-#### Automation Platforms
-
-  - **(2021)** [blog.cloudflare.com: Automatic Remediation of Kubernetes Nodes](https://blog.cloudflare.com/automatic-remediation-of-kubernetes-nodes) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Case study of Cloudflare's automated node remediation system. Demonstrates how to write custom monitoring scripts to detect unresponsive nodes and execute safe pod drains and machine reboots to reduce manual maintenance shifts.
-### Session Management
-
-#### Context Isolation
-
-  - **(2026)** [==Ramilito/kubesess==](https://github.com/Ramilito/kubesess) ⭐ 284  [RUST CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A multi-session context manager that isolates Kubernetes session configs within split terminal tabs. Unlike default global switches, this Rust utility guarantees engineers can safely run separate commands targeting different zones and clusters simultaneously without cross-cluster command contamination.
-### System Administration (1)
-
-#### Fundamentals (7)
-
-  - **(2021)** [redhat.com: Kubernetes basics for sysadmins](https://www.redhat.com/en/blog/kubernetes-basics-sysadmins) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Examines Kubernetes through the lens of bare-metal and VM sysadmins. Contextualizes namespaces, control groups (cgroups), and network namespaces against traditional Linux system administration paradigms.
-### Troubleshooting (3)
-
-#### Namespace Deletion
-
-  - **(2022)** [openshift.com: The Hidden Dangers of Terminating Namespaces 🌟](https://www.redhat.com/en/blog/the-hidden-dangers-of-terminating-namespaces) [GO CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” Investigates the structural mechanics of hung namespaces caught in a permanent 'Terminating' state. Pinpoints controller and finalizer blocking points, providing clean recovery strategies.
-#### Reliability (4)
-
-  - **(2022)** [Top 5 kubernetes challenges and their solutions](https://middleware.io/blog/kubernetes-challenges-and-solutions) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Identifies top operational hurdles including security boundaries configuration, networking configuration, storage lifecycle management, and resource over-provisioning, providing industry-standard remediation techniques.
-#### Storage and File Systems
-
-  - **(2021)** [**blog.px.dev: Where are my container's files? Inspecting container filesystems**](https://blog.px.dev/container-filesystems) [BASH CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A low-level debugging guide for mapping virtual container filesystems back to host machines. Explains overlayfs architecture, namespace confinement, and how to query disk structures via procfs, assisting in post-mortem application forensics.
 ### Workload Management (1)
 
 #### Migration and Deployment
@@ -2986,18 +800,13 @@
 #### Pod Configuration
 
   - **(2022)** [thenewstack.io: 5 Best Practices for Configuring Kubernetes Pods Running in Production](https://thenewstack.io/5-best-practices-for-configuring-kubernetes-pods-running-in-production)  [COMMUNITY-TOOL] β€” Highlights 5 key areas for stabilizing pods in production: configuring explicit CPU/RAM requests, setting up robust probes, establishing security contexts, enabling termination grace periods, and implementing anti-affinity.
-## Orchestration (1)
+## Orchestration
 
 ### Concurrency
 
 #### Distributed Locks
 
   - **(2021)** [dev.to: How to make exclusive locks in Kubernetes](https://dev.to/madmaxx/how-to-make-exclusive-locks-in-kubernetes-23if) [GO/YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explains how to design and execute distributed exclusive locking mechanisms inside Kubernetes. It details the structural usage of the Coordination API (Lease resources) and leader election patterns to prevent concurrent state manipulation in multi-replica microservices.
-### Fundamentals (8)
-
-#### Pods (2)
-
-  - **(2021)** [thenucleargeeks.com: Introduction to Kubernetes Pods](https://thenucleargeeks.com/2021/03/22/introduction-to-pods-in-kubernetes) [YAML CONTENT]  [COMMUNITY-TOOL] β€” An educational guide into the foundational anatomy of Kubernetes Pods. Explains how Pods map namespaces, IP allocations, and host resources down to execution runtimes.
 ### Pod Lifecycle (1)
 
 #### Hooks
@@ -3005,7 +814,7 @@
   - **(2021)** [thecloudblog.net: Kubernetes Container Lifecycle Events and Hooks](https://thecloudblog.net/lab/kubernetes-container-lifecycle-events-and-hooks) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A detailed technical review of PostStart and PreStop container execution hooks. Demonstrates patterns to orchestrate application initialization scripts and handle connection draining during scaling events.
 ### Pod Patterns
 
-#### Networking (2)
+#### Networking (1)
 
   - **(2021)** [iximiuz.com: Service proxy, pod, sidecar, oh my!](https://iximiuz.com/en/posts/service-proxy-pod-sidecar-oh-my) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A master-level analysis detailing network transport mechanics between proxies, sidecars, and local services in a Pod. Discusses virtual interfaces, loopback traffic routing, and proxy interception protocols.
 #### Sidecars
@@ -3013,153 +822,31 @@
   - **(2021)** [howtoforge.com: How to create Multi-Container Pods in Kubernetes](https://www.howtoforge.com/multi-container-pods-in-kubernetes) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A practical hands-on guide for configuring multi-container Pod layouts in Kubernetes. Outlines core design concepts like Sidecars, Adapters, and Ambassador proxies, emphasizing network and disk sharing.
 ### Scheduling
 
-#### Autoscaling (2)
+#### Autoscaling (1)
 
   - **(2021)** [rpadovani.com: How Kubernetes picks which pods to delete during scale-in](https://rpadovani.com/k8s-algorithm-pick-pod-scale-in) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A structural examination of the scheduling algorithm's decision tree when scaling down workloads. Details the step-by-step prioritization logic (e.g., node location, zone balance, Pod Disruption Budgets, resource usage) used to select replicas for termination.
 #### Priority Class
 
   - **(2023)** [devopscube.com: Kubernetes Pod Priority, PriorityClass, and Preemption Explained 🌟](https://devopscube.com/pod-priorityclass-preemption) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An operations guide detailing the setup, risk mitigation, and security policies governing PriorityClasses, helping operators protect critical platform controllers from being starved of compute resources.
   - **(2022)** [bytes.devopscube.com: Kubernetes Pod Priority & Preemption](https://bytes.devopscube.com/p/pod-priority-preemption-explained) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Provides a comprehensive architectural overview of Kubernetes Pod Priority and Preemption. It explains how high-priority containers can evict lower-priority workloads from fully saturated worker nodes.
-#### Taints and Tolerations
+## Platform Engineering (1)
 
-  - **(2020)** [returngis.net: Organizar los pods en Kubernetes usando taints y tolerations](https://www.returngis.net/2020/06/organizar-los-pods-en-kubernetes-usando-taints-y-tolerations) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Analyzes scheduling isolation strategies using Node Taints and Pod Tolerations. Outlines patterns to dedicate specific hardware pools to isolated tenant classes or heavy ML workloads (written in Spanish).
-## Platform Engineering (3)
-
-### Advanced Engineering
-
-#### Technical Publications
-
-  - **(2025)** [itnext.io/tagged/kubernetes](https://itnext.io/tagged/kubernetes) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” ITNext's Kubernetes publication channels highly technical, deep-dive articles authored by practicing engineers. Topics heavily favor custom controllers, eBPF telemetry, service mesh performance, and advanced GitOps architectures.
-### Cloud Architecture (1)
-
-#### Hands-on Operations
-
-  - **(2024)** [cloudowski.com](https://cloudowski.com) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Cloudowski presents hands-on technical posts on Kubernetes networking, CI/CD integrations, and public cloud infrastructure deployments. The content focuses heavily on solving real-world engineering hurdles using open-source utilities.
-### Cloud Native (1)
-
-#### Azure Ecosystem
-
-  - **(2025)** [returngis.net](https://www.returngis.net) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” Gisela Torres' blog covers Microsoft Azure, AKS, container architectures, and developer pipelines. The content serves as a high-quality bridge for Spanish-speaking and global engineers optimizing their cloud deployments.
-#### Azure Integrations
-
-  - **(2024)** [thecloudblog.net](https://thecloudblog.net)  [COMMUNITY-TOOL] β€” This blog provides architectural walkthroughs focusing on Azure Kubernetes Service (AKS), infrastructure-as-code deployments, and GitOps implementations. It is useful for platform engineers optimizing workload security and network topologies.
-### Cluster Architecture (2)
-
-#### Reference Designs (1)
-
-  - **(2022)** [devopscube.com: 10 Key Considerations for Kubernetes Cluster Design & Setup 🌟](https://devopscube.com/key-considerations-kubernetes-cluster-design-setup) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A critical architectural design checklist covering VPC planning, high-availability control planes, etcd backup configurations, and identity federation. Recommended reading before launching any production-grade enterprise platform.
-### Cluster Design
-
-#### Organization Models
-
-  - **(2022)** [blog.newrelic.com: Kubernetes Fundamentals, Part 4: How to Organize Clusters](https://newrelic.com/blog/infrastructure-monitoring/how-to-organize-kubernetes-clusters) [GO CONTENT]  [COMMUNITY-TOOL] β€” Explores patterns for organizing clusters, focusing on namespace isolation, label conventions, and annotation structures to support logging, monitoring, and tracing utilities.
-### Cost Optimization (2)
-
-#### Namespace Budgets
-
-  - **(2022)** [cast.ai: Kubernetes Namespace: How To Use It To Organize And Optimize Costs](https://cast.ai/blog/kubernetes-namespace-how-to-use-it-to-organize-and-optimize-costs) [GO CONTENT]  [COMMUNITY-TOOL] β€” Provides strategies for tracking and limiting resource spend using namespaces. Details how to integrate granular namespace tracking with FinOps tools to reduce infrastructure waste.
-### Developer Platforms (1)
-
-#### Infrastructure Abstraction
-
-  - **(2023)** [thenewstack.io: A Platform for Kubernetes](https://thenewstack.io/a-platform-for-kubernetes)  [COMMUNITY-TOOL] β€” Explores the emergence of Platform-as-a-Service layers built directly over Kubernetes. It argues that raw Kubernetes is an assembler language for infrastructure, requiring an abstraction tier to shield product developers from raw YAML files, ingress policies, and helm configuration complexities.
 ### Ecosystem Tools
 
 #### Open Source Extensions
 
   - **(2020)** [5 open source projects that make Kubernetes even better: Prometheus, Operator framework, Knative, Tekton, Kubeflow 🌟](https://enterprisersproject.com/article/2020/5/kubernetes-5-open-source-projects-improve)  [EMERGING] β€” Evaluates five critical open-source initiativesβ€”Prometheus, the Operator Framework, Knative, Tekton, and Kubeflowβ€”that expand Kubernetes capabilities. This text documents the architectural evolution of these platforms from experimental integrations to enterprise standards.
-### Infrastructure Automation
-
-#### Network Operations
-
-  - **(2021)** [containerjournal.com: Overcoming Kubernetes Infrastructure Challenges](https://cloudnativenow.com/topics/cloudnativeplatforms/overcoming-kubernetes-infrastructure-challenges) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A technical survey of operational friction points, such as networking complexity, ingress management, and security posture in hybrid topologies. Provides concrete architectural strategies to reduce platform engineering complexity.
-### Multi-Tenancy (1)
-
-#### Admission Control (1)
-
-  - **(2022)** [==loft-sh/kiosk==](https://github.com/loft-sh/kiosk) ⭐ 1071  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An open-source extension for managing logical multi-tenancy. Configures self-service namespace provisioning and tenant resource allocations, though now largely replaced by vcluster workflows.
-#### Anti-Patterns
-
-  - **(2022)** [thenewstack.io: Avoiding the Pitfalls of Multitenancy in Kubernetes](https://thenewstack.io/avoiding-the-pitfalls-of-multitenancy-in-kubernetes) [GO CONTENT]  [COMMUNITY-TOOL] β€” Addresses the architectural failure modes of poorly isolated multi-tenant clusters. Outlines mitigation paths for noisy neighbors, CPU-throttled namespaces, and leaky container workloads.
-#### Architectural Models
-
-  - **(2021)** [vamsitalkstech.com: Kubernetes Multi-tenancy Best Practices & Architecture Model..(2/2)](https://www.vamsitalkstech.com/architecture/kubernetes-multitenancy-best-practices-architecture-models-2-2) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Part two of a multi-tenancy deep dive comparing logical soft multi-tenancy to hard isolated virtualization layers. Analyzes the financial and security profiles of disparate cluster design approaches.
-  - **(2021)** [kubernetes.io: Three Tenancy Models For Kubernetes](https://kubernetes.io/blog/2021/04/15/three-tenancy-models-for-kubernetes) [YAML CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Defines the three standard multi-tenancy methodologies supported by Kubernetes: single-tenant environments, namespace isolation patterns, and cluster-level virtualization frameworks.
-#### Best Practices (4)
-
-  - **(2023)** [kubernetes.io: Multi-tenancy 🌟🌟🌟](https://kubernetes.io/docs/concepts/security/multi-tenancy) [YAML CONTENT] [DOCUMENTATION] 🌟🌟🌟 [COMMUNITY-TOOL] β€” The official documentation framework outlining multi-tenancy requirements. Covers network layer segmentation, API usage guidelines, resource partitioning, and security configurations.
-  - **(2023)** [itnext.io: Multi-Tenancy in Kubernetes | Daniele Polencic 🌟🌟](https://itnext.io/multi-tenancy-in-kubernetes-332ff88d55d8) [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Analyzes structural challenges in multi-tenant environments. Compares custom scheduling constraints, network topology plans, and native resource limits for hosting multi-tenant deployments.
-  - **(2023)** [loft.sh: 10 Essentials For Kubernetes Multi-Tenancy](https://website.vcluster.com/blog/kubernetes-multi-tenancy-10-essential-considerations) [GO CONTENT]  [COMMUNITY-TOOL] β€” Presents ten essential parameters for configuring secure multi-tenant clusters. Emphasizes real-time billing tracking, policy controllers, and virtual control plane partitions.
-#### Core Architecture (1)
-
-  - **(2021)** [thinksys.com: Understanding Multi-Tenancy in Kubernetes 🌟](https://thinksys.com/devops/kubernetes-multi-tenancy) [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” Analyzes basic multi-tenant configurations in shared clusters. Explains how namespace structures, custom RBAC permissions, and compute limits balance physical consolidation with logical separation.
-  - **(2022)** [infracloud.io: Introduction to Multi-Tenancy in Kubernetes](https://www.infracloud.io/blogs/multi-tenancy-kubernetes) [GO CONTENT]  [COMMUNITY-TOOL] β€” A practical platform-level guide detailing core structural steps for running multi-tenant topologies safely. Outlines container security context definitions and egress NetworkPolicies.
-  - **(2021)** [vamsitalkstech.com: Introduction to Kubernetes Multi-tenancy..(1/2)](https://www.vamsitalkstech.com/architecture/a-deepdive-into-kubernetes-multitenancy-1-2) [GO CONTENT]  [COMMUNITY-TOOL] β€” Part one of a multi-tenancy deep dive introducing isolation concepts. Examines the baseline challenges of tenant workloads on shared control planes and hypervisor-driven isolation schemes.
-#### Hard Isolation
-
-  - **(2018)** [blog.jessfraz.com: Hard Multi-Tenancy in Kubernetes (2018)](https://blog.jessfraz.com/post/hard-multi-tenancy-in-kubernetes) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A seminal blog post on hard multi-tenancy. Explores hypervisor-level container runtimes (such as gVisor and Kata Containers) to isolate tenants sharing a host OS kernel.
-#### Hierarchical Namespaces
-
-  - **(2023)** [==Hierarchical namespaces==](https://github.com/kubernetes-retired/multi-tenancy/tree/master/incubator/hnc) ⭐ 942  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” The repository source for the Hierarchical Namespace Controller (HNC). While archived on GitHub, it remains highly informative for establishing cascading sub-namespace parameters and resource hierarchies.
-  - **(2019)** [Kubernetes Hierarchical Namespace Controller (slides from Kubernetes Multitenancy Working Group) 🌟](https://static.sched.com/hosted_files/kccncna19/f7/kubecon-us-2019-mt-wg-deep-dive.pdf) [GO CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” Architectural design deck outlining parent-child relationship hierarchies in namespaces. Focuses on the cascading of access policies and automated downward replication of namespace-bound configurations.
-  - **(2022)** [redhat.com: Kubernetes architecture: How to use hierarchical namespaces for multiple tenants](https://www.redhat.com/en/blog/kubernetes-hierarchical-namespaces) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Describes managing OpenShift and standard Kubernetes architectures via hierarchical namespace inheritance. Focuses on propagating organizational structures directly onto tenant control planes.
-  - **(2021)** [blog.sighup.io: Hierarchical Namespace Controller (HNC): a look into the future of Kubernetes Multitenancy](https://blog.sighup.io/an-introduction-to-hierarchical-namespace-controller-hnc) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A detailed evaluation of policy enforcement using the Hierarchical Namespace Controller. Highlights operational scenarios for delegating namespace permissions down structural hierarchies.
-  - **(2020)** [kubernetes.io: Introducing Hierarchical Namespaces](https://kubernetes.io/blog/2020/08/14/introducing-hierarchical-namespaces) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An early design overview introducing the Hierarchical Namespace Controller (HNC). Explains how to simplify tenant administration by organizing namespaces into trees with policy inheritance.
-#### Namespace Isolation
-
-  - **(2021)** [opensource.com: Configure multi-tenancy with Kubernetes namespaces 🌟](https://opensource.com/article/21/2/kubernetes-namespaces) [YAML CONTENT] 🌟 [COMMUNITY-TOOL] β€” Demonstrates logical multi-tenancy implementation using native Kubernetes resource primitives. Focuses on combining RBAC boundaries, NetworkPolicies, and ResourceQuotas to insulate co-located developer teams.
-#### Self-Service
-
-  - **(2023)** [Self-Service Kubernetes Namespaces Are A Game-Changer 🌟](https://www.vcluster.com/blog/self-service-kubernetes-namespaces-are-a-game-changer) [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” Examines developer onboarding architectures using vcluster to spawn self-service virtual namespaces. Reduces shared API control plane bottlenecks and simplifies structural governance for platform operators.
-#### Tooling Evaluation
-
-  - **(2022)** [loft.sh: Multi-Tenant Kubernetes Clusters: Challenges and Useful Tooling](https://www.vcluster.com/blog/multi-tenant-kubernetes-clusters-challenges-and-useful-tooling) [GO CONTENT]  [COMMUNITY-TOOL] β€” Surveys the open-source landscape for multi-tenant cluster enablement. Compares the operational overhead and capabilities of virtual cluster runtimes, custom controllers, and admission webhooks.
-#### Virtual Clusters (2)
-
-  - **(2022)** [loft.sh: Kubernetes Multi-Tenancy: Why Virtual Clusters Are The Best Solution](https://www.vcluster.com/blog/kubernetes-multi-tenancy-why-virtual-clusters-are-the-best-solution) [GO CONTENT]  [COMMUNITY-TOOL] β€” Evaluates virtual clusters (vcluster) as the premier tool for hard multi-tenancy. Explains how virtualizing the control plane mitigates etcd pollution and simplifies development lifecycle structures.
-  - **(2022)** [blog.joshgav.com: Clusters for all! - 16 May 2022 on Multitenancy, Clusters](https://blog.joshgav.com/posts/cluster-level-multitenancy) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Synthesizes advanced platform patterns for slice-based API multitenancy. Argues that virtualized control planes represent the most scalable approach for complex multi-user setups.
-### Namespace Isolation (1)
-
-#### Cross-Namespace Sharing
-
-  - **(2022)** [engineering.salesforce.com: Project Agumbe: Share Objects Across Namespaces in Kubernetes 🌟](https://engineering.salesforce.com/project-agumbe-share-objects-across-namespaces-in-kubernetes-1fc2e1ddb3eb) [GO CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” Presents Salesforce's Project Agumbe, which synchronizes and shares select Kubernetes resources across namespace boundaries safely, preserving logical security partitions while reducing etcd redundancy.
-### PaaS (1)
-
-#### Adoption Strategy (1)
-
-  - **(2023)** [thenewstack.io: Don’t Pause Your Kubernetes Adoption ― PaaS It Instead!](https://thenewstack.io/dont-pause-your-kubernetes-adoption-paas-it-instead)  [COMMUNITY-TOOL] β€” Examines the strategic pivot from raw Kubernetes orchestration to internal Developer Platforms (IDPs) and Platform-as-a-Service (PaaS) abstraction layers. It outlines how modern organizations mitigate administrative complexity and boost developer velocity by embedding platform engineering paradigms over raw manifest management, preventing 'Kubernetes fatigue' while retaining foundational orchestrator capabilities.
-### Site Reliability
-
-#### Bare Metal and Storage
-
-  - **(2025)** [blog.palark.com](https://palark.com/blog/tag/kubernetes) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Palark's technical blog delivers authoritative articles detailing production-grade Kubernetes challenges and platform engineering techniques. It emphasizes cluster security, container storage interfaces, and bare-metal cluster architectures.
-### Training and Education
-
-#### Tutorials (1)
-
-  - **(2024)** [learnk8s.io/blog](https://learnkube.com/blog) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Learnk8s offers high-fidelity, visually rich technical deep dives focusing on cluster mechanics and deployment configurations. Their educational guides resolve core operational complexities, making it a stellar developer resource for production container configuration.
-## Resource Management (2)
+## Resource Management
 
 ### Automation and Tools
 
 #### Rightsizing Tools
 
-  - **(2024)** [==github.com/FairwindsOps: Goldilocks is a utility that can help you identify' a starting point for resource requests and limits==](https://github.com/FairwindsOps/goldilocks) ⭐ 3250  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Goldilocks is a highly popular utility that analyzes Vertical Pod Autoscaler (VPA) recommendations.
-- Automatically creates VPAs for workloads and visualizes ideal resource boundaries in a clean dashboard.
-- Essential for platform engineers aiming to establish baseline CPU and memory allocations.
-  - **(2023)** [==kondense 🌟==](https://github.com/unagex/kondense) ⭐ 368  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kondense is an open-source, lightweight auto-tuning utility for Kubernetes.
-- Runs asynchronously to analyze workload consumption and dynamically update resource definitions.
-- Aims to reduce idle node overhead with minimal configuration.
   - **(2024)** [stormforge.io: Automated Kubernetes resource management for platform engineering teams to continuously rightsize workloads with HPA compatibility](https://stormforge.io) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Introduces StormForge's automated resource optimization platform.
 - Demonstrates how machine learning models continually rightsize CPU/Memory allocations in production.
 - Details how to maintain compatibility with Horizontal Pod Autoscalers (HPA) to avoid competing loops.
 ### Performance Optimization
 
-#### Benchmarks
-
-  - **(2023)** [home.robusta.dev: When is a CPU not a CPU? Benchmark of Kubernetes Providers and Node Efficiency 🌟🌟](https://home.robusta.dev/blog/k8s-node-benchmark) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Presents empirical benchmarks of CPU efficiency across major cloud Kubernetes providers (EKS, GKE, AKS).
-- Proves that equivalent virtual CPUs do not yield identical performance due to cloud hypervisor overhead.
-- Crucial read for high-throughput microservices performance planning.
 #### CPU Limits and Throttling
 
   - **(2023)** [home.robusta.dev: For the Love of God, Stop Using CPU Limits on Kubernetes (Updated)](https://home.robusta.dev/blog/stop-using-cpu-limits) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An updated post contrasting the 'no CPU limits' argument against keeping limits for node protection.
@@ -3183,30 +870,14 @@
 - Mitigates CFS throttling during Java's highly intensive classloading startup phase.
 ### Policy and Governance
 
-#### Limit Ranges
-
-  - **(2023)** [kubernetes.io Policy Limit Ranges](https://kubernetes.io/docs/concepts/policy/limit-range) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official Kubernetes documentation on `LimitRange` policy resources.
-- Explains how to declare, enforce, and inject default request/limit boundaries at the namespace level.
-- Essential for multi-tenant environments to restrict unconstrained container creation.
-  - **(2021)** [dev.to/aurelievache: Understanding Kubernetes: part 22 – LimitRange](https://dev.to/aurelievache/understanding-kubernetes-part-22-limitrange-144l)  [COMMUNITY-TOOL] β€” Visual and friendly guide to using `LimitRange` objects in Kubernetes.
-- Illustrates how namespace boundaries act as safety nets, auto-injecting default CPU/Memory limits when missing.
-- Excellent for developer onboarding and cluster-wide resource compliance.
 #### Operational Risks
 
   - **(2022)** [dev.to: Impacts Of Not Setting Requests, Limits, and Quotas | Michael Levan](https://dev.to/thenjdevopsguy/impacts-of-not-setting-requests-limits-and-quotas-5f4b)  [COMMUNITY-TOOL] β€” Analyzes the severe operational risks of running clusters without resource parameters.
 - Outlines 'noisy neighbor' scenarios where single containers starve entire nodes.
 - Advocates for strict validation rules via admission controllers.
-#### Resource Quotas
-
-  - **(2022)** [foxutech.com: Kubernetes Namespace Resource Quota and Limits 🌟](https://foxutech.com/kubernetes-namespace-resource-quota-and-limits)  [COMMUNITY-TOOL] β€” Provides step-by-step instructions on implementing Resource Quotas and LimitRanges at the namespace level.
-- Demonstrates multi-tenant boundary isolation using YAML configurations.
-- Essential for sandbox and shared development environments.
-  - **(2020)** [hackernoon.com: Kubernetes Resource Quotas](https://hackernoon.com/kubernetes-resource-quotas)  [COMMUNITY-TOOL] β€” Detailed analysis of `ResourceQuota` usage in multi-tenant clusters.
-- Shows how to restrict overall CPU, memory, storage, and pod counts per namespace.
-- Prevents development workloads or runaway services from consuming all cluster resources.
 ### Production Operations
 
-#### Capacity Management (1)
+#### Capacity Management
 
   - **(2021)** [itnext.io: Kubernetes Resource Management in Production](https://itnext.io/kubernetes-resource-management-in-production-d5382c904ed1) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Addresses the operational complexities of managing CPU and Memory resources in enterprise clusters.
 - Analyzes the direct impact of misaligned requests and limits on node scaling and scheduling.
@@ -3226,29 +897,11 @@
   - **(2022)** [wbhegedus.me: Demystifying Kubernetes CPU Limits (and Throttling)](https://wbhegedus.me/understanding-kubernetes-cpu-limits) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Demystifies the inner workings of CPU limits, CFS periods, and subsequent application throttling.
 - Offers practical Prometheus query recipes to calculate real-world CPU throttling percentages.
 - Provides guidelines on when to safely omit limits in production.
-#### Capacity Management (2)
-
-  - **(2022)** [dev.to: Kubernetes Capacity and Resource Management: It's Not What You Think It Is 🌟](https://dev.to/mkdev/kubernetes-capacity-and-resource-management-its-not-what-you-think-it-is-1oik) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Challenges standard assumptions around how capacity is calculated in Kubernetes.
-- Explains how system and kubelet-reserved buffers reduce actual schedulable space on nodes.
-- Recommends metric-driven planning over raw arithmetic estimations.
-  - **(2021)** [blog.newrelic.com: Kubernetes Fundamentals, Part 1: How to Manage Cluster Capacity with Requests and Limits](https://newrelic.com/blog/infrastructure-monitoring/kubernetes-request-and-limits)  [COMMUNITY-TOOL] β€” Part one of New Relic's resource management series.
-- Discusses how the scheduling engine maps resource requests onto bare-metal or VM node capacity.
-- Offers basic guidelines for balancing overall cluster reliability against hosting costs.
-#### Capacity Planning (3)
-
-  - **(2022)** [sysdig.com: Kubernetes capacity planning: How to rightsize the requests of your cluster](https://www.sysdig.com/blog/kubernetes-capacity-planning) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Sysdig's guide to capacity planning and rightsizing cluster-wide resources.
-- Explains how to aggregate individual container requests to determine actual node provisioning thresholds.
-- Demystifies how rightsizing avoids both over-provisioning spend and scheduling latency.
-#### Memory Management
+#### Memory Management (1)
 
   - **(2022)** [itnext.io: Memory Request + Limit in Kubernetes | Daniele Polencic 🌟🌟](https://itnext.io/memory-requests-and-limits-in-kubernetes-1c9cd573b3ab) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” In-depth guide explaining how memory allocations behave on Linux/Kubernetes.
 - Discusses how the kernel manages memory limits, page cache, and anonymous memory.
 - Illustrates the precise conditions that trigger the Linux Out-of-Memory (OOM) killer.
-#### Quality of Service QoS
-
-  - **(2022)** [cloudtechtwitter.com: Kubernetes Quality of Service (QoS) class](https://www.cloudtechtwitter.com/2022/04/kubernetes-quality-of-service-qos-class.html)  [COMMUNITY-TOOL] β€” Explains how Kubernetes dynamically classifies pods into Quality of Service (QoS) classes: Guaranteed, Burstable, and BestEffort.
-- Outlines how QoS configurations directly dictate Out-Of-Memory (OOM) score scoring.
-- Demonstrates how nodes select eviction targets during resource pressure based on these rankings.
 #### Reliability vs Cost
 
   - **(2023)** [home.robusta.dev: You can't have both high utilization and high reliability 🌟](https://home.robusta.dev/blog/kubernetes-utilization-vs-reliability) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Analyzes the mathematical trade-off between resource utilization and cluster reliability.
@@ -3259,23 +912,12 @@
   - **(2022)** [learnk8s.io: Setting the right requests and limits in Kubernetes 🌟](https://learnkube.com/setting-cpu-memory-limits-requests)  [COMMUNITY-TOOL] β€” A highly structured, visual guide clarifying requests (scheduling floor) and limits (runtime ceiling).
 - Contrasts how CPU (compressible) vs Memory (non-compressible) behave when limits are exceeded.
 - Provides clear recommendations for setting optimal, cost-efficient margins.
-  - **(2022)** [dev.to/pavanbelagatti: Learn How to Set Kubernetes Resource Requests and Limits](https://dev.to/pavanbelagatti/learn-how-to-set-kubernetes-resource-requests-and-limits-23n2)  [COMMUNITY-TOOL] β€” Introductory guide outlining how to define requests and limits in YAML specs.
-- Details why missing resources lead to scheduling failure or unstable workloads.
-- Provides clear code snippets for developers.
   - **(2022)** [sosiv.io: A Deep Dive into Kubernetes Resource Requests and Limits](https://sosiv.io)  [COMMUNITY-TOOL] β€” An analytical deep dive tracing requests and limits down to Linux cgroups.
 - Illustrates how kubelet actively translates YAML parameters into systemd unit constraints.
 - Useful for engineers seeking to bridge the gap between K8s concepts and Linux kernel mechanics.
-  - **(2022)** [loft.sh: How to Set Up Kubernetes Requests and Limits](https://www.vcluster.com/blog/how-to-set-up-kubernetes-requests-and-limits)  [COMMUNITY-TOOL] β€” An enterprise-focused tutorial explaining the logistics of setting requests and limits.
-- Explains how these settings affect autoscaling (HPA) and cost metrics.
-- Suggests workflows for building sustainable developer guardrails.
   - **(2021)** [sysdig.com: Understanding Kubernetes limits and requests by example 🌟](https://www.sysdig.com/blog/kubernetes-limits-requests)  [COMMUNITY-TOOL] β€” Practical, hands-on exploration of requests and limits behavior using real-world scenarios.
 - Details the underlying kernel processes: CFS shares allocation vs. CFS quota limits.
 - Traces the exact path leading to memory OOM-Kills and CPU throttling events.
-#### Rightsizing
-
-  - **(2022)** [sysdig.com: How to rightsize the Kubernetes resource limits](https://www.sysdig.com/blog/kubernetes-resource-limits)  [COMMUNITY-TOOL] β€” Details how to optimize cluster-wide resource limits utilizing metric-driven insights.
-- Explains using Prometheus metrics to analyze the spread between requested capacity and actual runtime peaks.
-- Focuses on mitigating unnecessary overhead while keeping applications safe from surges.
 ## Scaling
 
 ### Horizontal Pod Autoscaler
@@ -3283,133 +925,29 @@
 #### Custom Metrics
 
   - **(2020)** [dustinspecker.com: Scaling Kubernetes Pods using Prometheus Metrics 🌟](https://dustinspecker.com/posts/scaling-kubernetes-pods-prometheus-metrics) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Hands-on implementation guide detailing how to deploy and configure the Prometheus Adapter. Explains how to expose custom and external business metrics to drive Horizontal Pod Autoscaler loops beyond standard memory/CPU limits.
-## Scheduling (1)
-
-### Internal Mechanics (1)
-
-#### Scheduler Core
-
-  - **(2026)** [Kubernetes Scheduling](https://kubernetes.io/docs/reference/scheduling) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Core reference documentation for the Kubernetes scheduler, the system engine that assigns pending pods to cluster nodes. It explains the mechanics of filtering, scoring, and binding phases. Essential reading for platform architects optimizing cluster capacity and workload layouts.
-#### Scheduling Profiles
-
-  - **(2026)** [Scheduling Profiles](https://kubernetes.io/docs/reference/scheduling/profiles) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Deep technical manual explaining custom scheduling profiles. Scheduling profiles allow operators to configure the built-in scheduler's extension points (such as PreFilter, Filter, PostFilter, Score, and Reserve) to custom-fit diverse compute workloads (e.g., batch jobs, low-latency APIs).
-### Topology Awareness
-
-#### Performance Optimization (1)
-
-  - **(2021)** [openshift.com: Topology Aware Scheduling in Kubernetes Part 1: The High Level Business Case](https://www.redhat.com/en/blog/topology-aware-scheduling-in-kubernetes-part-1-the-high-level-business-case) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores the business and technical motivations of Topology-Aware Scheduling. Explains how aligning CPU, memory, and high-performance PCIe peripherals (such as SRIOV NICs and GPUs) inside single NUMA nodes minimizes latency and increases raw computing performance.
-### Workload Placement
-
-#### Affinity Controls
-
-  - **(2026)** [Affinity and anti-affinity](https://kubernetes.io/docs/concepts/scheduling-eviction/assign-pod-node) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Reference guide on node affinity and pod-to-pod affinity/anti-affinity. This declarative configuration interface allows operators to write rules constraining pod placement relative to host labels and existing workloads, enabling active high-availability topologies.
-#### Topology Spread
-
-  - **(2026)** [Pod Topology Spread Constraints](https://kubernetes.io/docs/concepts/scheduling-eviction/topology-spread-constraints) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Documentation covering Pod Topology Spread Constraints, a critical framework for distributing pods evenly across failure domains like availability zones, regions, or host groups. It explains how to set maximum skew limits to ensure high availability and prevent single-point infrastructure failures.
-  - **(2026)** [Introducing PodTopologySpread plugin](https://kubernetes.io/blog/2020/05/introducing-podtopologyspread) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Architectural blog post introducing the features and benefits of the PodTopologySpread plugin. It details how this feature solves scheduling issues where simple anti-affinity fails, ensuring even distribution of application instances across multi-zone configurations.
 ## Scheduling and Orchestration
 
-### Scheduler Internals (1)
+### Scheduler Internals
 
-#### Configuration (1)
-
-  - **(2021)** [All you need to know to get started with the Kube Scheduler](https://gist.github.com/luisalfonsopreciado/40a0fc2319241d517832affdce2bc1ff)  [COMMUNITY-TOOL] β€” A structured developer reference summarizing primary Kube Scheduler mechanisms.
-- Explains configuring node affinity, taints, tolerations, and scheduling profile plugins.
-- Provides a robust cheat-sheet format for engineering custom resource schedules.
-#### Filtering and Scoring
-
-  - **(2020)** [opensource.com: How the Kubernetes scheduler works](https://opensource.com/article/20/11/kubernetes-scheduler) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Deep dive into the core execution loops of the `kube-scheduler` component.
-- Walks through the filtering (Predicates) and scoring (Priorities) phases used to select candidate nodes.
-- Crucial reading for engineering customized pod affinity scheduling architectures.
 #### Pod Rebalancing
 
   - **(2022)** [community.ops.io: Pod rebalancing and allocations in Kubernetes 🌟](https://community.ops.io/danielepolencic/pod-rebalancing-and-allocations-in-kubernetes-4kim) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Analyzes Pod distribution, scheduling allocations, and rebalancing strategies.
 - Outlines how scheduler logic works alongside the Descheduler project to evict and re-balance workloads on newly scaled nodes.
 - Essential for long-running production environments.
-### Specialized Workloads
+## Security (1)
 
-#### AI and GPU Scheduling
-
-  - **(2023)** [towardsdatascience.com: Maximizing the Utility of Scarce AI Resources: A Kubernetes Approach](https://towardsdatascience.com/maximizing-the-utility-of-scarce-ai-resources-a-kubernetes-approach-0230ba53965b) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores scheduling paradigms for high-value, scarce AI and ML infrastructure.
-- Covers GPU-slicing and Multi-Instance GPU (MIG) allocations under Kubernetes control.
-- Details scheduling algorithms designed to maximize hardware utilization and efficiency during model training.
-## Security (2)
-
-### Access Control (1)
-
-#### Pod Security Standards
-
-  - **(2021)** [kubernetes.io: PodSecurityPolicy Deprecation: Past, Present, and Future 🌟](https://kubernetes.io/blog/2021/04/06/podsecuritypolicy-deprecation-past-present-and-future) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Official Kubernetes announcement explaining the deprecation timeline of PodSecurityPolicies (PSP). Guides platform operators on migrating to built-in Pod Security Admission (PSA) levels (Privileged, Baseline, Restricted).
-### Access Management
-
-#### Identity Providers
-
-  - **(2026)** [==kconnect - The Kubernetes Connection Manager CLI==](https://github.com/fidelity/kconnect) ⭐ 243  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An enterprise-ready connection manager used to secure and automate context discovery in cloud environments. It integrates CLI authentication directly with corporate directory providers (such as SAML, OIDC, AWS IAM, Azure AD), making it simple to manage multi-tenant access safely.
 ### Authentication Protocols
 
 #### CICD Security
 
   - **(2021)** [tremolosecurity.com: Pipelines and Kubernetes Authentication](https://www.tremolo.io/post/pipelines-and-kubernetes-authentication) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A tactical guide outlining security risks of using long-lived ServiceAccount tokens within build pipelines. Recommends implementing ephemeral OIDC federation tokens and short-lived credential models to authenticate pipelines securely.
-### Best Practices (5)
-
-#### Cluster Security
-
-  - **(2021)** [fairwinds.com: Never Should You Ever In Kubernetes Part 2: Kubernetes Security Mistakes](https://www.fairwinds.com/blog/never-should-you-ever-in-kubernetes-part-2-kubernetes-security-mistakes)  [COMMUNITY-TOOL] β€” Identifies key cluster security anti-patterns: running containers as root, neglecting NetworkPolicies, ignoring container vulnerability scanning, and hardcoding secrets in deployment manifests.
-### Compliance
-
-#### Governance (3)
-
-  - **(2021)** [thenewstack.io: Governance, Risk and Compliance with Kubernetes](https://thenewstack.io/governance-risk-and-compliance-with-kubernetes) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Examines the intersection of standard IT compliance frameworks (such as SOC 2 and ISO 27001) with Kubernetes infrastructure. Details how to implement policy-as-code controllers (OPA, Kyverno) to programmatically validate compliance policies in real-time.
-### Configuration Secrets
-
-#### CLI Decoders
-
-  - **(2026)** [==kei6u/kubectl-secret-data==](https://github.com/keisku/kubectl-secretdata) ⭐ 39  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A highly convenient kubectl plugin that decodes nested Secret structures instantly. By outputting plain text directly to standard output, it eliminates manual base64 decoding loops, drastically reducing troubleshooting overhead for operations teams who frequently audit cluster application states.
-### Container Sandboxing
-
-#### Educational Tools
-
-  - **(2017)** [**github.com/genuinetools: contained.af**](https://github.com/genuinetools/contained.af) ⭐ 906  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An interactive playground/educational sandbox platform engineered to test and explore container breakout vectors, Linux namespaces, and capabilities. Created by Jessie Frazelle, it provides runtime validation for assessing container syscall restrictions.
 ### Efficiency
 
 #### Hardening Pipelines
 
   - **(2021)** [fairwinds.com: K8s Clinic: How to Run Kubernetes Securely and Efficiently 🌟](https://www.fairwinds.com/blog/k8s-clinic-how-to-run-kubernetes-securely-and-efficiently)  [COMMUNITY-TOOL] β€” Discusses methods for shifting security policies left into developer workflows. Explains how to integrate validation checks into build systems to enforce security contexts, resource quotas, and drop default capabilities prior to cluster deployment.
-### Governance (4)
-
-#### Compliance Pipelines
-
-  - **(2021)** [itnext.io: Integrating Compliance for Kubernetes Pipeline](https://itnext.io/integrating-compliance-for-kubernetes-pipeline-c538415401c5) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Details methods to enforce compliance requirements inside CI/CD pipelines. Uses Open Policy Agent (OPA) Gatekeeper or Kyverno to block non-compliant, insecure container templates prior to cluster runtime execution.
-### Identity
-
-#### OpenShift
-
-  - **(2022)** [rcarrata.github.io: Regenerating Kubeconfig for system:admin user in OpenShift clusters](https://rcarrata.github.io/openshift/regenerate-kubeconfig) [BASH CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A technical procedure for regenerating administrative Kubeconfig structures for the `system:admin` user inside Red Hat OpenShift clusters. Focuses on resolving expired control plane authentication certificates via backend master node mechanics.
-### Identity and Access
-
-#### RBAC
-
-  - **(2022)** [cloudhero.io](https://cloudhero.io/creating-users-for-your-kubernetes-cluster) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A practical guide to onboarding cluster users. Explains how to generate TLS client certificates and bind them to Kubernetes RBAC RoleBindings to enforce safe access controls.
-### Identity and Access Control
-
-#### Least Privilege
-
-  - **(2022)** [cloudogu.com: Kubernetes least privilege implementation using the Google Cloud as an axample](https://platform.cloudogu.com/en/blog/kubernetes-least-privilege-gcp-example) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A comprehensive walkthrough demonstrating how to enforce the Principle of Least Privilege. Combines GCP IAM roles and Kubernetes RBAC configuration to lock down namespaces and cluster resources.
-### Infrastructure Security
-
-#### etcd Vulnerabilities
-
-  - **(2022)** [dev.to: A Detailed Brief About Offence and Defence on Cloud Security - Etcd Risks](https://dev.to/tutorialboy/a-detailed-brief-about-offence-and-defence-on-cloud-security-etcd-risks-4h02)  [COMMUNITY-TOOL] β€” Explores security vectors targeting unauthenticated etcd endpoints. Analyzes potential attack paths leading to full cluster takeover and offers defensive practices, including strict network policies and RBAC configurations.
-### Integrity and Signature
-
-#### Supply Chain Security
-
-  - **(2026)** [==github.com/sigstore: k8s-manifest-sigstore==](https://github.com/sigstore/k8s-manifest-sigstore) ⭐ 87  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A specialized framework integrating the Sigstore signature ecosystem with Kubernetes manifests. It enables platform operators to verify configuration payload signatures at deployment time, ensuring declarative resource definitions are not tampered with and originate from trusted pipelines.
 ### Isolation
 
-#### Privileged Pods
-
-  - **(2020)** [itnexst.io: Docker and Kubernetes β€” root vs. privileged](https://itnext.io/docker-and-kubernetes-root-vs-privileged-9d2a37453dec) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explains the architectural differences between running containerized applications as standard root users vs enabling the privileged security context inside Docker and Kubernetes, analyzing security vectors and kernel syscall exposures.
 #### User Namespaces
 
   - **(2023)** [kubernetes.io: configure-pod-container / Use a User Namespace With a Pod](https://kubernetes.io/docs/tasks/configure-pod-container/user-namespaces) [YAML CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Details structural configuration steps to leverage Linux user namespaces (userns) inside Kubernetes pods. This maps root workloads to unprivileged target host UIDs, fundamentally neutralizing host container escape vectors.
@@ -3418,31 +956,12 @@
 #### Network Policies
 
   - **(2021)** [itnext.io: Lifecycle of Kubernetes Network Policies and Best Practices](https://itnext.io/lifecycle-of-kubernetes-network-policies-749b5218f684) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Delves into designing, deploying, and maintaining NetworkPolicies throughout an application lifecycle. Promotes a default-deny security posture for ingress/egress and outlines tooling to audit network state.
-### Orchestration (2)
+### Orchestration (1)
 
 #### Scheduling Risks
 
   - **(2022)** [nunoadrego.com: Abusing Pod Priority](https://nunoadrego.com/posts/abusing-pod-priority) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A security analysis of scheduling risks, demonstrating how malicious or misconfigured tenants can exploit unvalidated PriorityClasses to starve other workloads and disrupt critical platform clusters.
-### Policy Enforcement
-
-#### Custom Controllers (1)
-
-  - **(2022)** [**blog.kubesimplify.com: DIY: How To Build A Kubernetes Policy Engine**](https://blog.kubesimplify.com/diy-how-to-build-a-kubernetes-policy-engine) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” An advanced, hands-on tutorial that guides readers through building a custom Kubernetes policy engine from scratch using Go. Covers hook registration with the API server, resource validation workflows, and runtime policy updates.
-#### Gatekeeper Boilerplate
-
-  - **(2026)** [==konstraint==](https://github.com/plexsystems/konstraint) ⭐ 393  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A template generation utility targeted at OPA Gatekeeper. It reads standard Rego policy documents to automatically produce ConstraintTemplates and Constraint manifests, simplifying structural governance by keeping policies organized and generating documentation natively.
-#### Monitoring and Observability
-
-  - **(2021)** [**itnext.io: Expose Open Policy Agent/Gatekeeper Constraint Violations for Kubernetes Applications with Prometheus and Grafana**](https://itnext.io/expose-open-policy-agent-gatekeeper-constraint-violations-with-prometheus-and-grafana-6b7ac92ea07f) [YAML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Demonstrates how to export Open Policy Agent (OPA) Gatekeeper constraint violations to Prometheus and visualize them in Grafana. Provides system administrators with real-time dashboards to discover policy breaches, enhancing cluster governance and security compliance.
-#### Static Analysis
-
-  - **(2026)** [==open-policy-agent/conftest==](https://github.com/open-policy-agent/conftest) ⭐ 3199  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A policy-testing framework used to execute structural tests against declarative configuration files. Leveraging Open Policy Agent (OPA) and the Rego language, it validates Kubernetes templates, Helm values, and Terraform files before they enter production environments.
-### Registry Integration
-
-#### Container Runtimes (2)
-
-  - **(2026)** [==k8scr 🌟==](https://github.com/hasheddan/k8scr) ⭐ 119  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A lightweight and specific CLI utility used to inspect and fetch container image metadata from within a Kubernetes context. It bypasses complex registry credential configurations, allowing developers and administrators to debug and analyze container layers directly.
-### Resource Management (3)
+### Resource Management (1)
 
 #### Audit
 
@@ -3455,48 +974,13 @@
 #### Encryption
 
   - **(2022)** [auth0.com: Shhhh... Kubernetes Secrets Are Not Really Secret!](https://auth0.com/blog/kubernetes-secrets-management) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Demystifies Kubernetes Secrets by addressing their default unencrypted base64 storage. Synthesizes strategies using cloud-managed KMS envelope systems, HashiCorp Vault integrations, and Secrets Store CSI Drivers.
-### Vulnerability Management
-
-#### Configuration Auditing
-
-  - **(2022)** [armosec.io: How to avoid Kubernetes misconfigurations](https://www.armosec.io/blog/kubernetes-misconfigurations)  [COMMUNITY-TOOL] β€” Discusses the high rate of security incidents triggered by misconfigurations. Details policy engine implementation strategies to scan helm charts and live configurations against CIS benchmarks.
 ## Security and Compliance
 
-### Access Control (2)
-
-#### RBAC Configurations
-
-  - **(2021)** [itnext.io: CKS Exam Series #9 RBAC v2](https://itnext.io/cks-exam-series-9-rbac-v2-23ee24dd77cd) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A deep dive into Role-Based Access Control (RBAC) configurations as tested on the Certified Kubernetes Security Specialist (CKS) exam. Covers building precise ClusterRoles, auditing authorization logs, and locking down service account privileges.
-### Supply Chain Security (1)
+### Supply Chain Security
 
 #### Hardening
 
   - **(2021)** [snyk.io: Shipping Kubernetes-native applications with confidence](https://snyk.io/blog/shipping-kubernetes-native-applications-with-confidence)  [CASE STUDY] [COMMUNITY-TOOL] β€” Explores secure deployment strategies for containerized architectures. The guide emphasizes continuous vulnerability scanning, secure base images, and enforcement of Kubernetes security policies within active CI/CD delivery pipelines.
-## Security Operations
-
-### Books
-
-#### Core Literature
-
-  - **(2020)** [Container Security](https://www.amazon.com/gp/product/1492056707) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This definitive O'Reilly publication by Liz Rice dissects the Linux kernel-level mechanicsβ€”such as namespaces, cgroups, seccomp, and capabilitiesβ€”that form container barriers. The accompanying material warns against common container security configurations, notably running containers as root or with excessive kernel capabilities.
-### Compliance (1)
-
-#### PCI-DSS
-
-  - **(2021)** [container-security.site: PCI Container Orchestration Guidance for Kubernetes](https://www.container-security.site/defenders/PCI_Container_Orchestration_Guidance.html) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An in-depth security architectural blueprint explaining how to design, harden, and audit a Kubernetes cluster to meet strict PCI-DSS payment card data security regulations. It details namespace isolation strategies, network segmentation using granular policies, encrypted storage of secrets, and real-time audit logging configurations.
-### Distribution
-
-#### Compliance (2)
-
-  - **(2022)** [==compliantkubernetes.io: Compliant Kubernetes is a Certified Kubernetes distribution, that complies with: HIPAA, GDPR, PCI DSS, FFFS 2014:7, ISO 27001, etc. 🌟==](https://elastisys.io/compliantkubernetes) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A highly secure, certified Kubernetes distribution engineered by Elastisys to meet rigorous regulatory compliance frameworks including GDPR, HIPAA, and PCI DSS. It features built-in security tooling such as Harbor registry image signing, Falco runtime intrusion detection, Open Policy Agent (OPA) gatekeeper policies, and unified audit logging out of the box.
-### Incident Response
-
-#### Governance (5)
-
-  - **(2022)** [cynet.com: Incident Report Plan (IRP)](https://www.cynet.com/incident-response/incident-response-plan)  [COMMUNITY-TOOL] β€” A high-level corporate blueprint detailing the organizational and technical frameworks required to execute incident response when cloud assets or orchestrators are compromised. It highlights structured phases such as identification, containment, eradication, and post-incident forensic analysis. This framework underpins compliance and disaster readiness for mission-critical cloud-native enterprises.
-#### Runbooks
-
-  - **(2021)** [kubermatic.com: A Framework for Kubernetes Incident Response](https://www.kubermatic.com/blog/a-framework-for-kubernetes-incident-response) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A domain-specific incident response framework engineered specifically for Kubernetes environments, detailing remediation strategies for cluster-level compromises. It bridges security compliance and site reliability engineering (SRE) practices, explaining how to handle rogue containers, privilege escalations, and API server breaches. It offers hands-on guidance for isolating pods, preserving forensic evidence, and auditing Kube-apiserver logs.
 ## Serverless (1)
 
 ### Knative
@@ -3504,29 +988,21 @@
 #### Architecture Scaling
 
   - **(2021)** [infoq.com: Kubernetes Workloads in the Serverless Era: Architecture, Platforms, and Trends](https://www.infoq.com/articles/kubernetes-workloads-serverless-era) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Traces the structural patterns, frameworks (Knative, KEDA), and architectural challenges of running scale-to-zero serverless runtimes inside a standard Kubernetes control loop. Focuses on lifecycle scaling profiles and routing constraints.
+## Service Mesh
+
+### Networking (2)
+
+#### Traffic Management
+
+  - **(2026)** [Istio.io](https://istio.io) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Home of the de facto standard open-source service mesh. Implements a uniform plane for managing, securing, and routing microservices traffic across hybrid cloud container clusters.
 ## Storage
 
-### Failure Stories
-
-#### Database Migration
-
-  - **(2021)** [blog.palark.com: Failure stories #2. How to destroy Elasticsearch while migrating it within Kubernetes](https://palark.com/blog/failure-stories-elasticsearch-migration-within-kubernetes) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A detailed post-mortem analyzing how an Elasticsearch cluster was lost during a live migration inside Kubernetes. Explores errors with dynamic PV provisioning, split-brain master node configurations, and recovery steps, providing guidelines for safely moving stateful applications.
-### Stateful Applications
-
-#### Etcd Deployment
-
-  - **(2017)** [blog.harbur.io: Demystifying stateful apps on Kubernetes by deploying an etcd cluster](https://blog.harbur.io/demystifying-stateful-apps-on-kubernetes-by-deploying-an-etcd-cluster-b85bf8c16fea) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep dive into stateful mechanics by manually building and scaling an etcd cluster inside Kubernetes. Demystifies headless Services, Pod IDs, and Persistent Volumes. Though modern architectures prefer automated Operators, this serves as a fundamental learning tool for stateful storage dynamics.
-### Stateful Workloads
-
-#### Storage Interfaces
-
-  - **(2020)** [blocksandfiles.com: Kubernetes is in a bit of state about state](https://www.blocksandfiles.com/container-storage/2020/07/21/kubernetes-is-in-a-bit-of-state-about-state/1612337) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Evaluates the historical difficulty of managing stateful applications within transient container orchestrators. It highlights the design differences between stateless scaling and persistent storage provisioning, detailing CSI advancements.
 ### Volume Mounts
 
 #### Sync Latency
 
   - **(2022)** [neonmirrors.net: Reducing Pod Volume Update Times](https://neonmirrors.net/post/2022-12/reducing-pod-volume-update-times) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Investigates Kubelet synchronization loops that latency-impact ConfigMap and Secret volume mounting. Offers architectural insights on configuring syncing periods and file systems to minimize container startup delays.
-## Strategy (3)
+## Strategy (1)
 
 ### Cloud Native Trends
 
@@ -3538,34 +1014,11 @@
 #### Multicluster
 
   - **(2021)** [itnext.io: How to deploy a cross-cloud Kubernetes cluster with built-in disaster recovery 🌟](https://itnext.io/how-to-deploy-a-cross-cloud-kubernetes-cluster-with-built-in-disaster-recovery-bbce27fcc9d7) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An architecture roadmap outlining how to deploy cross-cloud Kubernetes environments with active disaster recovery capabilities. Explains how to configure active-passive database replicas, multi-cluster SDNs, and automated global DNS traffic policies.
-### Maturity Models
-
-#### Enterprise Adoption
-
-  - **(2021)** [thenewstack.io: Exploring the New Kubernetes Maturity Model](https://thenewstack.io/exploring-the-new-kubernetes-maturity-model)  [COMMUNITY-TOOL] β€” Breaks down the Kubernetes Maturity Model, detailing how enterprise organizations advance through distinct phases: from initial installation, custom configuration, security hardening, to multi-cluster orchestration and automated operational models.
-### Multicluster (1)
-
-#### Fleet Management
-
-  - **(2021)** [thenewstack.io: Living with Kubernetes: Multicluster Management](https://thenewstack.io/living-with-kubernetes-multicluster-management) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Analyzes the technical trade-offs of multicluster vs single large-tenant cluster architectures. Evaluates fleet replication models, global traffic ingress routing, cross-cluster service mesh networking, and GitOps-driven application delivery at scale.
 ### Organizational Structure
 
 #### Service Ownership
 
   - **(2022)** [containerjournal.com: When is Kubernetes Service Ownership the Right Fit?](https://cloudnativenow.com/features/when-is-kubernetes-service-ownership-the-right-fit) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Examines the DevSecOps-driven transformation of 'Service Ownership' in Kubernetes. Discusses shift-left operating models where development teams manage their own Kubernetes configurations and SLA commitments throughout the application lifespan.
-#### Talent Management
-
-  - **(2021)** [infoworld.com: How to beat the Kubernetes skills shortage](https://www.infoworld.com/article/2337368/how-to-beat-the-kubernetes-skills-shortage.html) 🌟🌟 [COMMUNITY-TOOL] β€” Addresses the ongoing deficit of expert Kubernetes talent within enterprise domains. Advocates for aggressive internal developer training programs, platform abstraction pipelines, and leveraging managed cloud providers to focus human capital on core business logic.
-### Organizational Transformation
-
-#### Migration Roadmap
-
-  - **(2021)** [**thenewstack.io: 10 Steps to a Successful Kubernetes Technical Transformation 🌟**](https://thenewstack.io/10-steps-to-a-successful-kubernetes-technical-transformation) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An enterprise blueprint outlining a ten-step roadmap for technical transformation via Kubernetes. Focuses on bridging organizational skills gaps, restructuring DevOps team responsibilities, and establishing standardized CI/CD pipelines.
-### Platform Selection
-
-#### Managed Kubernetes
-
-  - **(2021)** [Assess managed Kubernetes services for your workloads.](https://www.techtarget.com/searchcloudcomputing/tip/Weigh-the-pros-and-cons-of-managed-Kubernetes-services) 🌟🌟🌟 [COMMUNITY-TOOL] β€” An evaluation matrix comparing managed Kubernetes offerings (EKS, GKE, AKS) with self-managed cluster options. Outlines critical cost considerations, operational control trade-offs, security responsibilities, and infrastructure integration factors.
 ## Testing
 
 ### API Mocking
@@ -3573,7 +1026,7 @@
 #### Microcks
 
   - **(2021)** [**microcksio**](https://x.com/microcksio) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Social and developer hub for Microcks, an open-source tool for mocking and testing APIs (REST, gRPC, GraphQL, and event-driven architectures) in Kubernetes. Accelerates microservice development and automated contract testing in CI/CD pipelines.
-## Traffic Management
+## Traffic Management (1)
 
 ### Ingress
 
@@ -3582,93 +1035,16 @@
   - **(2020)** [**itnext.io: Sticky sessions canary releases in kubernetes Daniele Polencic**](https://itnext.io/sticky-sessions-and-canary-releases-in-kubernetes-8c45de2b0a2e) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Examines advanced routing configurations using NGINX Ingress Controller to implement sticky sessions in canary rollouts. Details how to direct user session pools safely to dynamic new feature pods without interrupting session persistence.
 ## Training
 
-### Books (1)
+### Books
 
-#### Beginner
-
-  - **(2020)** [Kubernetes 101](https://leanpub.com/kubernetes-101)  [COMMUNITY-TOOL] β€” An introductory technical book designed to bridge the knowledge gap for software developers transitioning to orchestrator-driven architectures. It breaks down critical components like Pods, Deployments, Services, and ingress resources, offering simple, step-by-step command patterns to build confidence with kubectl.
-#### Core Literature (1)
-
-  - **(2019)** [Kubernetes: Up and Running, 2nd Edition](https://shop.oreilly.com/product/0636920223788.do)  [COMMUNITY-TOOL] β€” Written by co-creators of Kubernetes, this canonical O'Reilly volume serves as the gold-standard literature for understanding the architecture, design choices, and day-to-day operation of Kubernetes clusters. It covers declarative API design, multi-container pod patterns, and distributed service state.
 #### NodeJS
 
   - **(2019)** [digitalocean.com: From Containers to Kubernetes with Node.js eBook](https://www.digitalocean.com/community/books/from-containers-to-kubernetes-with-node-js-ebook)  [COMMUNITY-TOOL] β€” A practical, application-focused eBook demonstrating the end-to-end containerization lifecycle of a Node.js application. It walks through drafting efficient Dockerfiles, setting up local development via Minikube, and writing declarative manifests to scale production microservices on Kubernetes.
-### Certification
-
-#### CKAD
-
-  - **(2022)** [==CKAD-Bookmarks==](https://github.com/reetasingh/CKAD-Bookmarks) ⭐ 295  [HTML CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A curated repository of target-specific browser bookmarks designed to speed up reference lookup in the official Kubernetes documentation during the time-constrained Certified Kubernetes Application Developer (CKAD) exam. Organized logically by exam domains, it allows rapid navigation to code snippets for CronJobs, NetworkPolicies, and PersistentVolumeClaims.
-  - **(2021)** [==bmuschko/ckad-crash-course: Certified Kubernetes Application Developer (CKAD)' Crash Course==](https://github.com/bmuschko/ckad-crash-course) [SHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A repository housing comprehensive code examples, study guides, and hands-on exercises complementing Benjamin Muschko's CKAD Crash Course. It focuses on application design, deployment configurations, security contexts, and troubleshooting methodologies essential to the Linux Foundation blueprint.
-  - **(2021)** [==bmuschko/ckad-prep==](https://github.com/bmuschko/ckad-prep) [YAML CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An alternative preparation repository designed by Benjamin Muschko, offering structured sample solutions, resource manifests, and command-line blueprints to ace the CKAD exam. It isolates complex concepts like readiness/liveness probes, service definition, and rolling updates into easy-to-digest exercises.
-#### Media (2)
-
-  - **(2022)** [CKAD Example Question with Tips & Tricks](https://www.youtube.com/watch?v=wHha-Q3XVOg&ab_channel=DanLister)  [COMMUNITY-TOOL] β€” A multimedia instructional resource featuring video mock-tests and step-by-step solutions to typical CKAD challenges. These visual walk-throughs emphasize optimal terminal navigation, immediate validation techniques, and typical pitfalls to avoid. The accompanying articles provide additional text explanations to solidify core application deployment concepts.
-#### Mock Exams
-
-  - **(2022)** [==jamesbuckett/ckad-questions==](https://github.com/jamesbuckett/ckad-questions) ⭐ 209  [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An intensive, community-driven collection of practice challenges and mock scenarios tailored specifically to match the format of the official CKAD examination. By guiding candidates through mock tasks involving ConfigMaps, ingress controllers, and multi-container pods, it bridges theoretical API knowledge and hands-on terminal execution.
-#### Overview (2)
-
-  - **(2021)** [kodekloud.com: CKA vs CKAD vs CKS – What is the Difference](https://kodekloud.com/blog/cka-vs-ckad-vs-cks)  [COMMUNITY-TOOL] β€” A comprehensive, comparative breakdown highlighting the structural differences, syllabus domains, and target audiences of the three main Linux Foundation Kubernetes exams (CKA, CKAD, CKS). It helps system administrators, application developers, and security engineers choose the certification pathway matching their professional profiles.
-#### Preparation
-
-  - **(2021)** [itnext.io: Tips & Tricks for CKA, CKAD and CKS exams](https://itnext.io/tips-tricks-for-cka-ckad-and-cks-exams-cc9dade1f76d)  [COMMUNITY-TOOL] β€” A strategic prep guide detailing exam-taking patterns, terminal optimization tricks, and alias setups designed to maximize efficiency under exam pressure. It covers imperative command generation (such as kubectl run and dry-run flags), context switching, and debugging procedures across Linux Foundation certifications.
-### Curated Lists
-
-#### Courses
-
-  - **(2020)** [javarevisited.blogspot.com: Top 5 courses to Learn Docker and Kubernetes in 2020 - Best of Lot](https://javarevisited.blogspot.com/2019/05/top-5-courses-to-learn-docker-and-kubernetes-for-devops.html)  [COMMUNITY-TOOL] β€” A highly structured, comparative review of the market's leading educational courses for mastering Docker and Kubernetes. It contrasts options across popular platforms (Udemy, Pluralsight, Coursera) to help IT professionals select training that matches their current technical skill set and career goals.
 ### Foundations
 
-#### Kubernetes Basics (1)
+#### Kubernetes Basics
 
   - **(2021)** [freecodecamp.org: Learn Kubernetes and Start Containerizing Your Applications](https://www.freecodecamp.org/news/learn-kubernetes-and-start-containerizing-your-applications) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” An entry-level syllabus detailing containerization concepts and Kubernetes core resources. Provides a step-by-step introduction to Dockerizing microservices, constructing YAML configurations, and deploying pods and services to localized developer environments.
-### Industry Analysis (2)
-
-#### Media (3)
-
-  - **(2023)** [packetpushers.net: KU046: Do Kubernetes Certs Prepare You For Real-World Production?](https://packetpushers.net/podcasts/kubernetes-unpacked/ku046-do-kubernetes-certs-prepare-you-for-real-world-production)  [COMMUNITY-TOOL] β€” A highly critical, production-oriented podcast episode from Packet Pushers discussing whether obtaining Kubernetes certifications translates into actual day-2 engineering competency. It balances the theoretical mechanics tested in CKA/CKAD/CKS against complex real-world challenges, such as cloud networking, persistent storage, and GitOps workflows.
-### Interactive Learning
-
-#### Beginner (1)
-
-  - **(2021)** [learnk8s.io/first-steps](https://learnkube.com/training)  [COMMUNITY-TOOL] [GUIDE] β€” A world-class instructional portal providing interactive labs and highly visual, deeply detailed tutorials designed to demystify complex Kubernetes networking and cluster topologies. Ideal for training enterprise engineering teams, it ensures robust mental models of container interactions and scheduling concepts.
-### Learning Path
-
-#### CKAD (1)
-
-  - **(2022)** [mattias.engineer/courses/kubernetes: Certified Kubernetes Application Developer (CKAD)](https://mattias.engineer/courses/kubernetes)  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive, structured online curriculum dedicated to building core competency in Kubernetes application development up to the CKAD level. It presents complex architectural abstractions in clean, modular lessons, emphasizing container runtimes, declarative specifications, and network policies.
-### Media (4)
-
-#### Video Tutorial
-
-  - **(2020)** [Complete Kubernetes Course](https://www.youtube.com/watch?v=0KQndcIedeg)  [COMMUNITY-TOOL] β€” A comprehensive video-based training course providing an end-to-end learning journey from core containerization primitives to advanced cloud deployments. It features practical command-line walk-throughs, helping visual learners grasp complex configurations like ingress routing, persistent volumes, and ConfigMaps.
-### References
-
-#### Literature
-
-  - **(2021)** [ubuntuask.com: Best New Kubernetes Books](https://ubuntuask.com/blog/best-new-kubernetes-books)  [COMMUNITY-TOOL] β€” A curated index review evaluating the latest and most impactful publications on Kubernetes administration, cloud-native security, and microservices design patterns. It helps technology leaders select high-quality literature to train engineering teams on modern cloud architectures.
-### Tutorial (1)
-
-#### Beginner (2)
-
-  - **(2020)** [Kubernetes Tutorial: Learn the Basics](https://dev.to/scalyr/kubernetes-tutorial-learn-the-basics-and-get-started-5dgh)  [COMMUNITY-TOOL] β€” A foundational guide tailored for developers new to orchestration systems, covering the core syntax and commands needed to deploy applications. It explores the relationship between Docker containers and Kubernetes Pods, explaining how Services route network traffic inside a cluster.
-## Training and Education (1)
-
-### Certifications (1)
-
-#### Structured Courses
-
-  - **(2024)** [k21academy.com/category/docker-kubernetes](https://k21academy.com)  [COMMUNITY-TOOL] β€” K21Academy delivers structured educational paths centered on Docker and Kubernetes certifications such as CKA, CKAD, and CKS. The materials focus heavily on exam objectives, foundational container mechanics, and secure administrative practices.
-### Foundational
-
-#### Tutorials (2)
-
-  - **(2023)** [learnsteps.com/tag/basics-on-kubernetes](https://www.learnsteps.com/tag/basics-on-kubernetes)  [COMMUNITY-TOOL] [GUIDE] β€” Learnsteps provides step-by-step foundational guides designed to reduce the steep learning curve of container scheduling. It addresses core concepts like Pods, Deployments, and Services, making it ideal for software developers new to infrastructure.
-### Professional Development
-
-#### Learning Roadmaps
-
-  - **(2020)** [opensource.com: 5 ways to boost your Kubernetes knowledge](https://opensource.com/article/20/6/kubernetes-anniversary)  [COMMUNITY-TOOL] β€” A tactical roadmap suggesting community resources, interactive environments, and upstream contributions to accelerate Kubernetes expertise. Ideal for system administrators shifting from traditional virtualization to container architecture.
 ## Workload Management (2)
 
 ### Application Lifecycle (1)
@@ -3685,12 +1061,12 @@
   - **(2022)** [thenewstack.io: Kubernetes Probes (and Why They Matter for Autoscaling) 🌟](https://thenewstack.io/kubernetes-probes-and-why-they-matter-for-autoscaling) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Examines the direct, technical integration of probes with the Horizontal Pod Autoscaler (HPA).
 - Shows how sluggish probe failures delay scaling actions or cause false-positive scale-downs during peak traffic.
 - Offers tuning practices to optimize overall cluster response times.
-##### Best Practices (6)
+##### Best Practices (3)
 
   - **(2022)** [datree.io: 6 Best Practices for Effective Readiness and Liveness Probes](https://www.datree.io/resources/kubernetes-readiness-and-liveness-probes-best-practices)  [COMMUNITY-TOOL] β€” Presents six critical best practices for configuring Readiness and Liveness probes in high-availability environments.
 - Emphasizes decoupling internal checks from downstream components to prevent cascade failures.
 - Advises on using static validation policies to enforce probe definitions across clusters.
-##### Liveness Probes (1)
+##### Liveness Probes
 
   - **(2022)** [komodor.com: Kubernetes Liveness Probes: A Practical Guide](https://komodor.com/learn/kubernetes-liveness-probes-a-practical-guide)  [COMMUNITY-TOOL] β€” A practical guide to implementing and troubleshooting Kubernetes Liveness probes.
 - Breaks down configuration parameters such as initialDelaySeconds, periodSeconds, and failureThreshold.
@@ -3698,7 +1074,7 @@
   - **(2020)** [dev.to/otomato_io: Liveness Probes: Feel the Pulse of the App](https://dev.to/otomato_io/liveness-probes-feel-the-pulse-of-the-app-133e)  [COMMUNITY-TOOL] β€” An analytical guide to defining the dynamic performance 'pulse' of microservices.
 - Highlights how to configure lightweight endpoints that report deadlock scenarios without incurring runtime resource overhead.
 - Discusses how to trace and diagnose probe-induced container restarts.
-##### Observability (2)
+##### Observability (1)
 
   - **(2021)** [blog.newrelic.com: Kubernetes Fundamentals, Part 2: How to Use Health Checks](https://newrelic.com/blog/infrastructure-monitoring/kubernetes-health-checks)  [COMMUNITY-TOOL] β€” Discusses Kubernetes health checks as a fundamental building block of cloud-native observability.
 - Details how to align probe configurations with telemetry and Prometheus metrics.
@@ -3708,12 +1084,7 @@
   - **(2021)** [martinheinz.dev: Improving Application Availability with Pod Readiness Gates](https://martinheinz.dev/blog/63) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Advanced exploration of Pod Readiness Gates as an extensibility interface for validating external network state.
 - Covers how cloud-native load balancers and service meshes interact with custom Pod conditions.
 - Indispensable for architectures requiring external validation prior to directing production traffic to Pods.
-##### Readiness Probes (1)
-
-  - **(2021)** [itnext.io: Kubernetes Readiness Probes β€” Examples & Common Pitfalls](https://itnext.io/kubernetes-readiness-probes-examples-common-pitfalls-136e3a9a058d)  [COMMUNITY-TOOL] β€” An analytical deep dive into the architecture of Readiness probes, focusing on common design anti-patterns.
-- Warns against linking Readiness checks to upstream dependencies (e.g., databases), which triggers cascading failures across services.
-- Offers architectural guidelines for resilient, independent probe designs.
-##### Tutorial (2)
+##### Tutorial
 
   - **(2021)** [dev.to: Configure Kubernetes Readiness and Liveness Probes - Tutorial | Pavan Belagatti 🌟](https://dev.to/pavanbelagatti/configure-kubernetes-readiness-and-liveness-probes-tutorial-478p)  [COMMUNITY-TOOL] β€” Step-by-step developer guide on implementing probe specifications in Kubernetes manifests.
 - Covers the fundamental differences between HTTP, TCP, and Exec handlers.
@@ -3733,44 +1104,16 @@
   - **(2019)** [hmh.engineering: Dive into Kubernetes Healthchecks (part 1) 🌟](https://hmh.engineering/dive-into-kubernetes-healthchecks-part-1-73a900fa6dbd)  [COMMUNITY-TOOL] β€” Part one of an engineering-focused health check deep dive detailing Kubelet architectural internals.
 - Illustrates the flow of probe execution from the local kubelet agent to the CRI runtime.
 - Establishes a framework for analyzing how and when resource utilization influences probe failures.
-  - **(2019)** [hmh.engineering: Dive into Kubernetes Healthchecks (part 2)](https://hmh.engineering/dive-into-kubernetes-healthchecks-part-2-a9f83eb712d5) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Part two of the engineering-focused health check series, analyzing edge cases and advanced rollout parameters.
-- Explains how proper probe alignment coordinates with rolling update strategies (e.g., maxSurge, maxUnavailable).
-- Provides complex production configurations designed to eliminate connection termination errors.
-## Workload Scaling (1)
+## Workload Scaling
 
 ### Asynchronous Processing
 
 #### Custom Metrics (1)
 
   - **(2022)** [learnk8s.io: Scaling Celery workers with RabbitMQ on Kubernetes](https://learnkube.com/scaling-celery-rabbitmq-kubernetes) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” An exceptional, step-by-step architectural guide on scaling distributed Python/Celery workers using Custom Metrics and RabbitMQ. Explains why scaling based on queue depth is superior to CPU-based HPA scaling for asynchronous workloads.
-## Workloads (2)
-
-### Batch Jobs (1)
-
-#### Queueing
-
-  - **(2026)** [==kubernetes-sigs/kueue: Kubernetes-native Job Queueing==](https://github.com/kubernetes-sigs/kueue) ⭐ 2563  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kueue manages resource quotas across tenant namespaces, supporting complex machine learning and AI orchestration flows. It acts as a cloud-native batch scheduling engine, optimizing utilization within strict resource envelopes.
-#### Scaling (1)
-
-  - **(2021)** [**How we learned to improve Kubernetes CronJobs at Scale (Part 1 of 2)**](https://eng.lyft.com/improving-kubernetes-cronjobs-at-scale-part-1-cf1479df98d4) [ADVANCED LEVEL] 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” Lyft engineers outline architectural bottlenecks of the built-in CronJob controller under heavy enterprise scales. Delivers critical modifications and performance recommendations to safely orchestrate thousands of parallel batch tasks.
-#### Scheduling (2)
-
-  - **(2022)** [spacelift.io: CronJob in Kubernetes – Automating Tasks on a Schedule](https://spacelift.io/blog/kubernetes-cronjob) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Details how CronJobs are managed within gitops pipelines and modern platform structures. Outlines core parameters like concurrency policies, history limits, and execution window deadlines.
-#### Tooling (3)
-
-  - **(2020)** [github.com/alexellis/run-job](https://github.com/alexellis/run-job) ⭐ 211  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A developer-oriented utility written in Go to quickly trigger Kubernetes Jobs, track execution statuses, and stream execution logs directly to stdout. Simplifies local workflow testing and diagnostic debugging.
-#### Tutorials (3)
-
-  - **(2021)** [devopscube.com: How To Create Kubernetes Jobs/Cron Jobs – Getting Started Guide](https://devopscube.com/create-kubernetes-jobs-cron-jobs) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A practical guide detailing the creation of parallel Jobs and recurring CronJobs. Offers a clear reference for backoff limits, completion conditions, and active execution deadlines.
-### StatefulSets (1)
-
-#### Best Practices (7)
-
-  - **(2021)** [**loft.sh: Kubernetes StatefulSet - Examples & Best Practices**](https://www.vcluster.com/blog/kubernetes-statefulset-examples-and-best-practices) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Explores the design space of StatefulSets, concentrating on Volume Claim Templates, headless services, and storage scaling hazards. Highlights best practices for migrating production database clusters into cloud-native topologies.
-#### Configuration (2)
-
-  - **(2021)** [**itnext.io: Kubernetes StatefulSet Initialization with Unique Configs per Pod**](https://itnext.io/kubernetes-statefulset-initialization-with-unique-configs-per-pod-7e02c01ada65) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Demystifies the deployment of dynamic configurations inside stateful cluster topologies. Explains how to leverage initContainers to dynamically configure peer IDs, specific properties, and individual identities on a per-pod basis.
 
 ---
-πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md)
+πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes Tools](./kubernetes-tools.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Angular](./angular.md)
 
diff --git a/v2-docs/kustomize.md b/v2-docs/kustomize.md
index dabb635d..8f0ea0f2 100644
--- a/v2-docs/kustomize.md
+++ b/v2-docs/kustomize.md
@@ -8,123 +8,20 @@
 
 ## Table of Contents
 
-1. [Application Configuration](#application-configuration)
-  - [Declarative GitOps](#declarative-gitops)
-    - [Helm and Kustomize](#helm-and-kustomize)
-    - [Kustomize](#kustomize)
-    - [Kustomize Introduction](#kustomize-introduction)
-    - [Kustomize Tutorials](#kustomize-tutorials)
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Cloud Native](#cloud-native)
   - [Kubernetes](#kubernetes)
-    - [Configuration Management](#configuration-management)
-    - [Extensibility](#extensibility)
-    - [GitOps](#gitops)
     - [Microservice Deployment](#microservice-deployment)
-  - [Security](#security)
-    - [Policy Enforcement](#policy-enforcement)
-    - [Secrets Management](#secrets-management)
-1. [Declarative GitOps](#declarative-gitops-1)
-  - [GitOps Frameworks](#gitops-frameworks)
-    - [Kubestack](#kubestack)
-1. [Infrastructure Security](#infrastructure-security)
-  - [Inbound Traffic Management](#inbound-traffic-management)
-    - [Traefik](#traefik)
 
-## Application Configuration
-
-### Declarative GitOps
-
-#### Helm and Kustomize
-
-  - **(2020)** [3 ways to customize off-the-shelf Helm charts with Kustomize - Kubernetes](https://tech.aabouzaid.com/2020/09/3-ways-to-customize-off-the-shelf-helm-charts-with-kustomize-kubernetes.html) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Detailed instructional article illustrating advanced integration techniques to post-process vendor-provided Helm charts using Kustomize. It covers inline rendering, custom patch structures, and Kustomize's native Helm generator mechanism. It resolves common pain points where a vendor-provided Helm chart lacks specific configurable values.
-#### Kustomize
-
-  - **(2026)** [kustomize.io 🌟](https://kustomize.io) [GO CONTENT]  [COMMUNITY-TOOL] β€” Kustomize is a template-free configuration management utility that provides declarative customization of Kubernetes manifests without forking original files. It is natively integrated into the `kubectl` binary as the `-k` flag. Kustomize enables platform engineering teams to define reusable base manifests and layer overlay environments cleanly.
-#### Kustomize Introduction
-
-  - **(2018)** [kubernetes.io: Introducing kustomize; Template-free Configuration Customization for Kubernetes](https://kubernetes.io/blog/2018/05/29/introducing-kustomize-template-free-configuration-customization-for-kubernetes) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Official launch blog post introducing Kustomize to the Kubernetes community as an alternative to templated resource management. It explains the design philosophy of structured patch overlays and template-free generation, highlighting how this mitigates YAML bloat. This introductory post remains vital for understanding declarative config-as-code origins.
-#### Kustomize Tutorials
-
-  - **(2026)** [Declarative Management of Kubernetes Objects Using Kustomize](https://kubernetes.io/docs/tasks/manage-kubernetes-objects/kustomization) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Up-to-date, official Kubernetes documentation detailing best practices for declaratively managing cluster objects using Kustomize overlays. It walks through configuring generator fields, secret generation, and prefix matching across multiple deployment stages. A vital reference manual for platform architects designing robust GitOps pipelines.
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [dex.dev: YAML Templating Solutions: Helm & Kustomize](https://www.dex.dev/dex-videos/templating-solutions)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dex.dev: YAML Templating Solutions: Helm & Kustomize in the Kubernetes Tools ecosystem.
-  - [nakamasato.medium.com: Comparison between Helm and Kustomize for Kubernetes' yaml management](https://nakamasato.medium.com/comparison-between-helm-and-kustomize-for-kubernetes-yaml-management-aed32cef2627)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering nakamasato.medium.com: Comparison between Helm and Kustomize for Kubernetes' yaml management in the Kubernetes Tools ecosystem.
-  - [pauldally.medium.com: Kustomize Best Practices (Part 1)](https://pauldally.medium.com/kustomize-best-practices-part-1-86f9f22d2f20)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering pauldally.medium.com: Kustomize Best Practices (Part 1) in the Kubernetes Tools ecosystem.
-  - [pauldally.medium.com: Kustomize Best Practices (Part 2)](https://pauldally.medium.com/kustomize-best-practices-part-2-c560f1fa1409)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering pauldally.medium.com: Kustomize Best Practices (Part 2) in the Kubernetes Tools ecosystem.
-  - [notmattlucas.com: Kubernetes Configuration with Kustomize](https://notmattlucas.com/kubernetes-configuration-with-kustomize-f4dbba250f3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering notmattlucas.com: Kubernetes Configuration with Kustomize in the Kubernetes Tools ecosystem.
-  - [medium.com/@nanditasahu031: How to Start with Kustomize β€” it’s Features](https://medium.com/@nanditasahu031/how-to-start-with-kustomize-its-features-dd541c3d2fa8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@nanditasahu031: How to Start with Kustomize β€” it’s Features in the Kubernetes Tools ecosystem.
-  - [nicolasbarlatier.hashnode.dev: Introduction Kubernetes and Kustomize: How' to easily customize any resource configuration with Kustomize?](https://nicolasbarlatier.hashnode.dev/introduction-kubernetes-and-kustomize-how-to-easily-customize-any-resource-configuration-with-kustomize)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering nicolasbarlatier.hashnode.dev: Introduction Kubernetes and Kustomize: How' to easily customize any resource configuration with Kustomize? in the Kubernetes Tools ecosystem.
-  - [pauldally.medium.com: Kustomize Best Practices (part 3)](https://pauldally.medium.com/kustomize-best-practices-part-3-1dbaa15fd16a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering pauldally.medium.com: Kustomize Best Practices (part 3) in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: Helm vs. Kustomize: Navigating Kubernetes Configuration' Complexity](https://levelup.gitconnected.com/helm-vs-kustomize-navigating-kubernetes-configuration-complexity-ae86596c3cf2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Helm vs. Kustomize: Navigating Kubernetes Configuration' Complexity in the Kubernetes Tools ecosystem.
-  - [blog.devgenius.io: Kustomize β€” K8 manifest patching](https://blog.devgenius.io/kustomize-simple-manifest-manipulation-9330f7f40d5d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Kustomize β€” K8 manifest patching in the Kubernetes Tools ecosystem.
-  - [faun.pub: How to build a GitOps workflow with ArgoCD, Kustomize and GitHub' Actions](https://faun.pub/how-to-build-a-gitops-workflow-with-argocd-kustomize-and-github-actions-f919e7443295)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: How to build a GitOps workflow with ArgoCD, Kustomize and GitHub' Actions in the Kubernetes Tools ecosystem.
 ## Cloud Native
 
 ### Kubernetes
 
-#### Configuration Management
-
-
-??? abstract "Architect's Technical Comparison Table"
-    | Solution | Maturity | Primary Focus | Language | Stars |
-    | :--- | :--- | :--- | :--- | :--- |
-    | [devopscube.com/kustomize-tutorial: Kustomize Tutorial: Comprehensive Guide For Beginners 🌟](https://devopscube.com/kustomize-tutorial) |  | Configuration Management | English | 🌟🌟🌟🌟 |
-    | [itnext.io: Helm Is Not Enough, You Also Need Kustomize](https://itnext.io/helm-is-not-enough-you-also-need-kustomize-82bae896816e) |  | Configuration Management | English | 🌟🌟🌟🌟 |
-    | [harness.io: Comparing Helm vs Kustomize 🌟](https://www.harness.io/blog/helm-vs-kustomize) |  | Configuration Management | English | 🌟🌟🌟 |
-    | [opensource.com: Modify your Kubernetes manifests with Kustomize](https://opensource.com/article/21/6/kustomize-kubernetes) |  | Configuration Management | English | 🌟🌟🌟 |
-    | [itnext.io: Generating, transforming, and patching Kubernetes configuration with Kustomize](https://itnext.io/generating-transforming-and-patching-kubernetes-configuration-with-kustomize-fb7b02476a1b) |  | Configuration Management | English | 🌟🌟🌟 |
-    | [blog.stack-labs.com: Kustomize - The right way to do templating in Kubernetes](https://blog.stack-labs.com/code/kustomize-101) |  | Configuration Management | English | 🌟🌟🌟 |
-
-  - **(2023)** [**devopscube.com/kustomize-tutorial: Kustomize Tutorial: Comprehensive Guide For Beginners 🌟**](https://devopscube.com/kustomize-tutorial) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A highly detailed, production-focused Kustomize comprehensive guide. Demystifies concepts of bases, overlays, generator options, namespace overrides, and programmatic variable injection, serving as an operational reference for scaling Kubernetes configurations.
-  - **(2021)** [**itnext.io: Helm Is Not Enough, You Also Need Kustomize**](https://itnext.io/helm-is-not-enough-you-also-need-kustomize-82bae896816e) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Evaluates the highly effective hybrid approach of combining Helm and Kustomize. Argues that Helm is best suited for external third-party chart packaging, while Kustomize provides critical customized overlay patches locally without forcing forks of complex charts.
-  - **(2023)** [harness.io: Comparing Helm vs Kustomize 🌟](https://www.harness.io/blog/helm-vs-kustomize) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Duplicate entry of Harness comparison. Synthesizes key operational criteria including template complexity, dynamic runtime capability, ease of local development, and fit within GitOps Git structures.
-  - **(2021)** [opensource.com: Modify your Kubernetes manifests with Kustomize](https://opensource.com/article/21/6/kustomize-kubernetes) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Step-by-step introduction to customizing Kubernetes manifests natively using Kustomize. Focuses on setting up basic configurations with kustomization.yaml, declaring base manifests, and safely applying targeted environmental patches to resources like Deployments and Services.
-  - **(2021)** [itnext.io: Generating, transforming, and patching Kubernetes configuration with Kustomize](https://itnext.io/generating-transforming-and-patching-kubernetes-configuration-with-kustomize-fb7b02476a1b) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” In-depth exploration of Kustomize's three primary stages: Generation (ConfigMaps, Secrets), Transformation (Common Labels, Namespaces), and Patching (Strategic Merge, JSON patches). Offers insights into programmatic schema alteration.
-  - **(2020)** [blog.stack-labs.com: Kustomize - The right way to do templating in Kubernetes](https://blog.stack-labs.com/code/kustomize-101) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” An foundational exploration of declarative application customization in Kubernetes using Kustomize. It contrasts template-driven engines like Helm with Kustomize's overlay-based, template-free patching, focusing on clean resource organization across different environments without altering original YAML files.
-  - **(2023)** [dev.to: Kubernetes Kustomize Tutorial: A Beginner-Friendly Developer Guide!](https://dev.to/pavanbelagatti/kubernetes-kustomize-tutorial-a-beginner-friendly-developer-guide-322n) 🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A simplified, practical walkthrough introducing Kustomize to developers. Details core primitives (resources, generators, transformers) and illustrates setting up clean, template-less pipelines to manage multi-tenant local environments.
-  - **(2023)** [techiescamp.com: Kubernetes Kustomize Crash Course](https://courses.devopscube.com/l/products) 🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A fast-paced educational resource covering basic commands, structure of `kustomization.yaml`, and the deployment of a demo application using overlays. Highlights practical command line utilities such as `kubectl kustomize`.
-  - **(2021)** [dev.to: Introduction to Kustomize - How to customize Kubernetes objects kubernetes](https://dev.to/katiatalhi/introduction-to-kustomize-how-to-customize-kubernetes-objects-3e08) 🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A practical tutorial covering Kustomize fundamentals, including base structures, namespaces, and target overlays. Details how to perform key-value injections, customize metadata, and scale replica sizes across environments while maintaining dry manifests.
-#### Extensibility
-
-  - **(2022)** [tech.aabouzaid.com: Set OpenAPI patch strategy for Kubernetes Custom Resources - Kustomize](https://tech.aabouzaid.com/2022/11/set-openapi-patch-strategy-for-kubernetes-custom-resources-kustomize.html) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Technical deep dive into configuring custom OpenAPI schemas for CRDs within Kustomize. Explores defining strategic merge patch strategies (e.g., replace, merge, or delete) on Custom Resources, bypassing default merge limitations of standard JSON patches.
-#### GitOps
-
-  - **(2022)** [**codefresh.io: Applied GitOps with Kustomize**](https://octopus.com/blog/applied-gitops-with-kustomize) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” High-density exploration of integrating Kustomize into GitOps pipelines. Emphasizes structured multi-environment promotion strategies, maintaining a single source of truth, and coordinating configuration changes using tools like Argo CD to ensure cluster reconciliation matches Git state.
-  - **(2021)** [**github.com/kostis-codefresh: How to Model Your Gitops Environments with' kustomize 🌟**](https://github.com/kostis-codefresh/gitops-environment-promotion) [YAML CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A seminal GitHub repository modeling scalable GitOps environment promotion. Outlines structural patterns for directory trees (base vs environments) that prevent duplicate configuration drift and simplify environment-specific promotions through Git commits.
 #### Microservice Deployment
 
   - **(2021)** [mirantis.com: Kustomize Tutorial: Creating a Kubernetes app out of multiple pieces](https://www.mirantis.com/blog/introduction-to-kustomize-part-1-creating-a-kubernetes-app-out-of-multiple-pieces) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Deep dive into aggregating disjointed Kubernetes manifests into unified, multi-service microservice applications. Demonstrates how to write custom patches and automatically manage rolling updates via resource generation mechanisms.
-### Security
-
-#### Policy Enforcement
-
-  - **(2020)** [chrisns/k8s-opa-boilerplate](https://github.com/chrisns/k8s-opa-boilerplate) ⭐ 18  [REGO CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” A minimal, highly instructional boilerplate repository demonstrating Open Policy Agent (OPA) integration inside Kubernetes using Gatekeeper. Helps bootstrap policy-as-code paradigms to secure deployments and enforce structural admission controls.
-#### Secrets Management
-
-  - **(2020)** [Secretize 🌟](https://github.com/bbl/secretize) ⭐ 71  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A lightweight command-line utility to convert raw secrets and environment variables directly into encrypted Kubernetes Secret manifests. Helpful for basic automation pipelines, although modern enterprise workflows typically favor external systems like Vault, External Secrets Operator, or sealed-secrets.
-## Declarative GitOps (1)
-
-### GitOps Frameworks
-
-#### Kubestack
-
-  - **(2026)** [==Kubestack Gitops Framework==](https://github.com/kbst/terraform-kubestack) ⭐ 709  [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An open-source Terraform-driven GitOps framework configured to simplify public cloud Kubernetes platform deployments and application configurations. It leverages native inheritance behaviors of Terraform modules to manage multi-cluster topologies predictably. It bridges infrastructure provisioning and GitOps continuous delivery workflows.
-## Infrastructure Security
-
-### Inbound Traffic Management
-
-#### Traefik
-
-  - **(2020)** [blog.tomarrell.com: Kustomize: Traefik v2.2 as a Kubernetes Ingress Controller](https://blog.tomarrell.com/post/traefik_v2_on_kubernetes) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Technical integration blog detailing how to deploy and customize the Traefik v2.2 Ingress Controller using Kustomize configurations. It illustrates how to define overlays for environment-specific network values, secure SSL contexts, and service exposures. Useful reference for managing non-trivial ingress manifests programmatically.
 
 ---
-πŸ’‘ **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Chef](./chef.md)
+πŸ’‘ **Explore Related:** [Securityascode](./securityascode.md) | [Ansible](./ansible.md) | [Devsecops](./devsecops.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Angular](./angular.md)
 
diff --git a/v2-docs/linux-dev-env.md b/v2-docs/linux-dev-env.md
index 27b4d168..c6a828b7 100644
--- a/v2-docs/linux-dev-env.md
+++ b/v2-docs/linux-dev-env.md
@@ -8,96 +8,20 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [Developer Experience](#developer-experience)
-  - [Package Management](#package-management)
-    - [Windows Tooling](#windows-tooling)
 1. [Development Environment](#development-environment)
   - [Windows Subsystem for Linux](#windows-subsystem-for-linux)
-    - [Docker Desktop](#docker-desktop)
-    - [Docker Engine](#docker-engine)
     - [Kubernetes Desktop](#kubernetes-desktop)
-    - [Resource Optimization](#resource-optimization)
-    - [Terminal Emulators](#terminal-emulators)
-    - [Ubuntu](#ubuntu)
-    - [VS Code Integration](#vs-code-integration)
-    - [WSL Installation](#wsl-installation)
-1. [Local Developer Environment](#local-developer-environment)
-  - [Version Management](#version-management)
-    - [Multi-Language Runtimes](#multi-language-runtimes)
-1. [Local Development](#local-development)
-  - [Operating Systems](#operating-systems)
-    - [WSL](#wsl)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [Docker Desktop & WSL 2 – Backport Update](https://www.docker.com/blog/docker-desktop-wsl-2-backport-update)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Docker Desktop & WSL 2 – Backport Update in the Kubernetes Tools ecosystem.
-  - [pandorafms.com: QuΓ© es, cΓ³mo instalar WSL2 y por quΓ© es una gran noticia' para el sector TI](https://pandorafms.com/blog/es/wsl2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering pandorafms.com: QuΓ© es, cΓ³mo instalar WSL2 y por quΓ© es una gran noticia' para el sector TI in the Kubernetes Tools ecosystem.
-  - [techrepublic.com: Windows Subsystem for Linux 2: The GUI features developers' have been asking for](https://www.techrepublic.com/article/windows-subsystem-for-linux-2-the-gui-features-developers-have-been-asking-for)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering techrepublic.com: Windows Subsystem for Linux 2: The GUI features developers' have been asking for in the Kubernetes Tools ecosystem.
-  - [klaushofrichter.medium.com: Using Windows Subsystem for Linux for Kubernetes](https://klaushofrichter.medium.com/using-windows-subsystem-for-linux-for-kubernetes-8bd1f5468531)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering klaushofrichter.medium.com: Using Windows Subsystem for Linux for Kubernetes in the Kubernetes Tools ecosystem.
-  - [Microsoft launches Windows Terminal 1.0, unveils GPU support and Linux GUI apps in WSL](https://venturebeat.com/2020/05/19/microsoft-windows-terminal-wsl-gpu-support-linux-gui-apps)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Microsoft launches Windows Terminal 1.0, unveils GPU support and Linux GUI apps in WSL in the Kubernetes Tools ecosystem.
-  - [Microsoft debuts Windows Package Manager for your dev environment](https://venturebeat.com/2020/05/19/microsoft-windows-package-manager-powertoys)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Microsoft debuts Windows Package Manager for your dev environment in the Kubernetes Tools ecosystem.
-## Developer Experience
-
-### Package Management
-
-#### Windows Tooling
-
-  - **(2024)** [==Windows Package Manager CLI (aka winget)==](https://github.com/microsoft/winget-cli) ⭐ 26023  [C++ CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official open-source repository for winget-cli, Microsoft's Windows Package Manager. Standardizes command-line app deployment, installation, dependency discovery, and workspace updates.
 ## Development Environment
 
 ### Windows Subsystem for Linux
 
-#### Docker Desktop
-
-  - **(2017)** [Setting Up Docker for Windows and WSL to Work Flawlessly](https://nickjanetakis.com/blog/setting-up-docker-for-windows-and-wsl-to-work-flawlessly) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A deep-dive guide addressing early integration issues between Docker for Windows and WSL. It provides concrete configuration fixes for port forwardings, shared volumes, and network bridge communication. These patterns are essential for maintaining stable local runtimes when orchestrating microservices across separate operating system environments.
-#### Docker Engine
-
-  - **(2021)** [dev.to: Install Docker on Windows (WSL) without Docker Desktop 🌟](https://dev.to/bowmanjd/install-docker-on-windows-wsl-without-docker-desktop-34m9) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” This advanced manual provides step-by-step instructions on setting up Docker Engine directly within a WSL 2 Linux distribution, removing the reliance on Docker Desktop. This architecture reduces resource consumption and circumvents enterprise licensing fees associated with commercial GUI applications. It represents a highly customizable, lightweight development setup optimized for advanced cloud-native operations.
 #### Kubernetes Desktop
 
   - **(2020)** [kubernetes.io: WSL+Docker: Kubernetes on the Windows Desktop 🌟](https://kubernetes.io/blog/2020/05/21/wsl-docker-kubernetes-on-the-windows-desktop) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” An official Kubernetes community article focusing on the orchestration of a Kubernetes environment using WSL 2 and Docker Desktop. It contrasts WSL 2's native virtualization approach with older hypervisor methods, emphasizing lower memory footprints and rapid start times. This setup provides developers with a robust playground to evaluate Helm charts and microservices locally.
-#### Resource Optimization
-
-  - **(2020)** [itnext.io: WSL2 Tips: Limit CPU/Memory When using Docker](https://itnext.io/wsl2-tips-limit-cpu-memory-when-using-docker-c022535faf6f) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” This technical guide explains how to prevent resource exhaustion on Windows by configuring a custom `.wslconfig` file to limit WSL 2's CPU and memory allocations. Without these boundaries, WSL 2's virtual machine can consume vast amounts of host resources during intensive builds or high-volume container runs. Applying these adjustments guarantees system stability and responsive workflows on developer machines.
-#### Terminal Emulators
-
-  - **(2020)** [Windows Terminal 1.0](https://devblogs.microsoft.com/commandline/windows-terminal-1-0) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The GA release announcement for Windows Terminal 1.0, detailing its high-performance, GPU-accelerated rendering engine and multiple tab architecture. It enables seamless management of PowerShell, Command Prompt, and multiple WSL instances simultaneously. This application has become the industry standard interface for engineers executing cloud-native tooling on Windows machines.
-  - **(2017)** [Using WSL and MobaXterm to Create a Linux Dev Environment on Windows](https://nickjanetakis.com/blog/using-wsl-and-mobaxterm-to-create-a-linux-dev-environment-on-windows) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” This technical guide details the configuration of WSL alongside MobaXterm to establish a complete Linux development workstation on Windows. It demonstrates how MobaXterm's native X server facilitates seamless X11 forwarding, allowing users to run graphical Linux utilities directly. This configuration serves as a lightweight alternative to resource-heavy virtual machines, optimizing localized development environments.
-  - **(2016)** [cmder 🌟](https://cmder.net) [N/A CONTENT]  [LEGACY] β€” An introduction to Cmder, a highly popular portable console emulator for Windows built on ConEmu that provides built-in Git capabilities and alias configurations. While it served as the baseline console emulator for engineers seeking a bash-like experience, it is widely superseded by Windows Terminal 1.x. It remains a reliable fallback tool for legacy environments where Windows Terminal is not supported.
-#### Ubuntu
-
-  - **(2020)** [Ubuntu on WSL 2 Is Generally Available 🌟](https://ubuntu.com/blog/ubuntu-on-wsl-2-is-generally-available) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” This release announcement covers the general availability of Ubuntu on WSL 2, bringing native Linux system call compatibility and dramatic performance gains. Leveraging Microsoft's customized Linux kernel, it provides an enterprise-ready environment for developing, compiling, and running deep-tech toolchains. It stands as a reliable, high-performance base for running local containers and deployment pipelines.
-#### VS Code Integration
-
-  - **(2019)** [Take your Linux development experience in Windows to the next level with WSL and Visual Studio Code Remote](https://devblogs.microsoft.com/commandline/take-your-linux-development-experience-in-windows-to-the-next-level-with-wsl-and-visual-studio-code-remote) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” This technical article describes the VS Code Remote-WSL architecture, which decouples the user interface from the backend runtime. By running VS Code extensions directly within WSL, it eliminates cross-OS filesystem execution overhead and path translation errors. This setup has become the industry benchmark for compiling, testing, and debugging Linux-targeted applications on Windows systems.
-#### WSL Installation
-
-  - **(2021)** [bleepingcomputer.com: Windows 11 can now install WSL from the Microsoft' Store 🌟](https://www.bleepingcomputer.com/news/microsoft/windows-11-can-now-install-wsl-from-the-microsoft-store) [N/A CONTENT]  [COMMUNITY-TOOL] β€” This technical review details Microsoft's strategic shift to deliver WSL as an application through the Microsoft Store on Windows 11. Decoupling WSL from core OS updates allows rapid feature and driver iterations without requiring full system reboots. It guarantees that development teams can access the latest filesystem speed improvements and driver updates immediately.
-  - **(2020)** [Microsoft Makes it Easier to Install WSL on Windows 10 🌟](https://www.omgubuntu.co.uk/2020/06/microsoft-wsl-install-command) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An overview of Microsoft's streamlined WSL installation process, highlighting the creation of the unified `wsl --install` command. This enhancement automates feature enablement and default distribution retrieval, lowering the onboarding barrier for DevOps engineers. This simplification is highly beneficial for enterprise-wide developer environment standardization.
-  - **(2020)** [Distro installation added to WSL --install in Windows 10 insiders preview build 20246](https://devblogs.microsoft.com/commandline/distro-installation-added-to-wsl-install-in-windows-10-insiders-preview-build-20246) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” This release overview highlights improvements to the `wsl --install` process in Windows Insider Build 20246, enabling customized distribution selection during initialization. These upgrades allow teams to script automated workspace setup processes without manual user interaction. This automated workflow is essential for building reproducible local development environments via code.
-## Local Developer Environment
-
-### Version Management
-
-#### Multi-Language Runtimes
-
-  - **(2026)** [==ASDF 🌟==](https://asdf-vm.com) [SHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An extensible CLI runtime version manager that unifies environment configurations (Node.js, Ruby, Python, Elixir, Go, and more) under a single .tool-versions file. Successfully eliminates environment drift across development machines and CI runners via a robust plugin-driven architecture.
-## Local Development
-
-### Operating Systems
-
-#### WSL
-
-  - **(2026)** [docs.microsoft.com: WSL - Windows Subsystem for Linux](https://learn.microsoft.com/en-us/windows/wsl) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official engineering documentation detailing Windows Subsystem for Linux (WSL). Enables native ELF64 execution on Windows, forming a vital platform for building local Kubernetes, Docker, and bash-heavy development pipelines directly inside Windows environments.
-  - **(2026)** [9elements.com: Developing on Windows with WSL2](https://9elements.com/blog/developing-on-windows-with-wsl2)  [COMMUNITY-TOOL] β€” A developer-focused guide optimizing local Windows workflows with WSL2. Provides performance instructions on using WSL2 backends alongside Docker Desktop, configuring VS Code remote-containers, and mitigating cross-file system read/write overhead.
 
 ---
-πŸ’‘ **Explore Related:** [Angular](./angular.md) | [Python](./python.md) | [Dom](./dom.md)
+πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Embedded Servlet Containers](./embedded-servlet-containers.md)
+
+πŸ”— **See Also:** [Cloudflare](./cloudflare.md) | [Googlecloudplatform](./GoogleCloudPlatform.md)
 
diff --git a/v2-docs/linux.md b/v2-docs/linux.md
index f38758a1..77293173 100644
--- a/v2-docs/linux.md
+++ b/v2-docs/linux.md
@@ -8,566 +8,21 @@
 
 ## Table of Contents
 
-1. [Administration](#administration)
-  - [Systemd Logs](#systemd-logs)
-  - [User Management](#user-management)
-1. [Automation](#automation)
-  - [Bash Scripting](#bash-scripting)
-  - [Data Ops](#data-ops)
-  - [Task Scheduling](#task-scheduling)
-1. [Command Line](#command-line)
-  - [Productivity](#productivity)
-  - [Reference](#reference)
-1. [Container Orchestration](#container-orchestration)
-  - [Docker](#docker)
-    - [Patterns](#patterns)
-    - [Tooling](#tooling)
-1. [Containerization](#containerization)
-  - [Fundamentals](#fundamentals)
-1. [Developer Workspace](#developer-workspace)
-  - [Command-Line Tooling](#command-line-tooling)
-    - [JSON and YAML Manipulators](#json-and-yaml-manipulators)
-1. [Development](#development)
-  - [Build Systems](#build-systems)
-1. [File System](#file-system)
-  - [Comparison](#comparison)
-  - [Data Transfer](#data-transfer)
-  - [File Search](#file-search)
-  - [Metadata](#metadata)
-  - [Storage Monitoring](#storage-monitoring)
-1. [Infrastructure](#infrastructure)
-  - [Ecosystem](#ecosystem)
-    - [Foundations](#foundations)
-    - [Learning Portals](#learning-portals)
-  - [Networking](#networking)
-    - [SSH Management](#ssh-management)
-    - [SSH Security](#ssh-security)
-    - [SSH Tunnels](#ssh-tunnels)
-  - [Operating Systems](#operating-systems)
-    - [Linux Distributions](#linux-distributions)
-  - [Security](#security)
-    - [SSLTLS](#ssltls)
-1. [Infrastructure and Operations](#infrastructure-and-operations)
-  - [Career Development](#career-development)
-    - [Interview Prep](#interview-prep)
-  - [Linux Kernel](#linux-kernel)
-    - [Containerization](#containerization-1)
-  - [Networking](#networking-1)
-    - [Monitoring](#monitoring)
-    - [Packet Analysis](#packet-analysis)
-    - [Routing and Bridging](#routing-and-bridging)
-    - [Scanning](#scanning)
-    - [System Diagnostics](#system-diagnostics)
-  - [Observability](#observability)
-    - [Kernel Tracing](#kernel-tracing)
-  - [Operating Systems](#operating-systems-1)
-    - [Compilation](#compilation)
-    - [Memory Management](#memory-management)
-  - [Shell Scripting](#shell-scripting)
-    - [Best Practices](#best-practices)
-    - [CLI Development](#cli-development)
-    - [Configuration Management](#configuration-management)
-    - [Debugging](#debugging)
-    - [Introduction](#introduction)
-    - [Language Features](#language-features)
-    - [Modern Shell Alternatives](#modern-shell-alternatives)
-    - [System Security](#system-security)
-    - [Text Processing](#text-processing)
-  - [Software Distribution](#software-distribution)
-    - [FedoraRedHat](#fedoraredhat)
-    - [Package Management](#package-management)
-  - [System Administration](#system-administration)
-    - [Documentation](#documentation)
-    - [Interview Prep](#interview-prep-1)
-    - [Troubleshooting](#troubleshooting)
-  - [System Utilities](#system-utilities)
-    - [Concurrency](#concurrency)
-  - [Terminal Environment](#terminal-environment)
-    - [Best Practices](#best-practices-1)
-    - [Shell Configuration](#shell-configuration)
-    - [Tricks and Tweaks](#tricks-and-tweaks)
-  - [Virtualization](#virtualization)
-    - [Hypervisors](#hypervisors)
-1. [Kubernetes Tools](#kubernetes-tools)
-  - [General Reference](#general-reference)
-1. [Networking](#networking-2)
-  - [DNS Troubleshooting](#dns-troubleshooting)
-  - [Data Transfer](#data-transfer-1)
-  - [Diagnostics](#diagnostics)
-    - [Socket Analysis](#socket-analysis)
-    - [Traffic Analysis](#traffic-analysis)
-    - [Troubleshooting](#troubleshooting-1)
-  - [Fundamentals](#fundamentals-1)
-    - [Systems Administration](#systems-administration)
-  - [Monitoring](#monitoring-1)
-    - [Bandwidth Analytics](#bandwidth-analytics)
-  - [Network Architecture](#network-architecture)
-    - [Proxies](#proxies)
-  - [Protocols](#protocols)
-    - [DNS](#dns)
-    - [Transport Layer](#transport-layer)
-  - [Security](#security-1)
-    - [Firewalls](#firewalls)
 1. [Networking and Security](#networking-and-security)
   - [Data Transfer Protocols](#data-transfer-protocols)
     - [Command Line Utilities](#command-line-utilities)
-  - [Directory Services](#directory-services)
-    - [LDAP Analysis](#ldap-analysis)
   - [Network Services](#network-services)
-    - [Linux Networking](#linux-networking)
     - [Port Monitoring](#port-monitoring)
-    - [SSH and Encryption](#ssh-and-encryption)
-1. [Observability and Troubleshooting](#observability-and-troubleshooting)
-  - [Linux Systems](#linux-systems)
-    - [Kernel Diagnostics](#kernel-diagnostics)
 1. [Operating Systems and Infrastructure](#operating-systems-and-infrastructure)
-  - [Command Line](#command-line-1)
-    - [Modern Shells](#modern-shells)
-    - [Process Piping](#process-piping)
-    - [Text Processing](#text-processing-1)
-    - [Text Search](#text-search)
-    - [Utility Demos](#utility-demos)
-  - [Infrastructure Automation](#infrastructure-automation)
-    - [SysAdmin Blogs](#sysadmin-blogs)
-  - [Linux](#linux)
-    - [Cheat Sheets](#cheat-sheets)
-    - [Community and General Resources](#community-and-general-resources)
-    - [Operations Handbook](#operations-handbook)
-    - [SysAdmin Tutorials](#sysadmin-tutorials)
-    - [Systemd Administration](#systemd-administration)
-  - [Linux Kernel](#linux-kernel-1)
+  - [Linux Kernel](#linux-kernel)
     - [Container Virtualization](#container-virtualization)
-    - [Engineering News](#engineering-news)
-  - [Storage and File Systems](#storage-and-file-systems)
-    - [Data Synchronization](#data-synchronization)
-    - [File Search Utilities](#file-search-utilities)
-  - [System Diagnostics](#system-diagnostics-1)
-    - [Hardware Inventory](#hardware-inventory)
-  - [System Monitoring](#system-monitoring)
-    - [Process Diagnostics](#process-diagnostics)
-    - [Resource Aggregation](#resource-aggregation)
-1. [Packaging](#packaging)
-  - [RPM](#rpm)
-1. [Performance](#performance)
-  - [Memory Monitoring](#memory-monitoring)
-  - [Monitoring](#monitoring-2)
-1. [Process Management](#process-management)
-  - [Java JVM](#java-jvm)
-  - [Networking](#networking-3)
-  - [Signals](#signals)
-1. [Productivity](#productivity-1)
-  - [Text Editors](#text-editors)
-    - [Interactive Learning](#interactive-learning)
-    - [Neovim](#neovim)
-    - [Vim](#vim)
-    - [Vim Plugins](#vim-plugins)
-    - [Workflows](#workflows)
-1. [Security](#security-2)
-  - [Data Sanitation](#data-sanitation)
-  - [Penetration Testing](#penetration-testing)
-1. [Security and Compliance](#security-and-compliance)
-  - [Linux Hardening](#linux-hardening)
-    - [System Administration](#system-administration-1)
 1. [Software Engineering](#software-engineering)
   - [Development Tools](#development-tools)
-    - [File Comparison](#file-comparison)
     - [File System Watching](#file-system-watching)
-    - [Terminal Recording](#terminal-recording)
-    - [Text Editors](#text-editors-1)
   - [Systems Programming](#systems-programming)
     - [Architecture and Design](#architecture-and-design)
-    - [Legacy Code Translation](#legacy-code-translation)
-    - [Technical Insights](#technical-insights)
     - [Time and Serialization](#time-and-serialization)
-1. [Storage](#storage)
-  - [Cloud Sync](#cloud-sync)
-1. [Text Processing](#text-processing-2)
-  - [Comparison](#comparison-1)
-  - [Regex](#regex)
-  - [Sed](#sed)
-  - [XML Parsing](#xml-parsing)
-1. [Virtualization](#virtualization-1)
-  - [Disk Utilities](#disk-utilities)
 
-## Administration
-
-### Systemd Logs
-
-  - **(2022)** [digitalocean.com: How To Use Journalctl to View and Manipulate Systemd Logs 🌟](https://www.digitalocean.com/community/tutorials/how-to-use-journalctl-to-view-and-manipulate-systemd-logs) [BASH CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Demonstrates how to query systemd logs using `journalctl`. Outlines critical filtering options such as boot times, service identifiers, priority levels, and timestamp intervals to isolate OS errors and runtime anomalies.
-### User Management
-
-  - **(2021)** [redhat.com: 3 basic Linux group management commands every sysadmin should know](https://www.redhat.com/en/blog/linux-commands-manage-groups) [BASH CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Details group creation, user addition, and membership modification via standard tools like `groupadd`, `groupmod`, and `gpasswd`. Establishes the core authorization foundations needed to govern host-level access policies.
-## Automation
-
-### Bash Scripting
-
-  - **(2026)** [==github: Safe ways to do things in bash==](https://github.com/anordal/shellharden/blob/master/how_to_do_things_safely_in_bash.md) ⭐ 4784  [BASH CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” Serves as the authoritative style manual for compiling safe, error-free bash scripts. Maintained within the Shellharden project, it outlines rigorous quoting standards, expansion parameters, array handling, and variable declarations to prevent system exploits or unexpected command executions.
-  - **(2022)** [igoroseledko.com: Checking Multiple Variables in Bash](https://www.igoroseledko.com/checking-multiple-variables-in-bash) [BASH CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Demonstrates how to design robust multiple-variable validation gates in bash. Explains clean syntax logic using operators like `[[ -z ... ]]` and logical structures, preventing common run-time evaluation failures.
-  - **(2022)** [Introduction to Bash Scripting Interactive training](https://ebook.bobby.sh/training.html) [BASH CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A practical, interactive learning roadmap focused on scripting fundamentals. Coaches developers on variables, arrays, command-line arguments, exit statuses, and control loops to automate everyday infrastructure tasks.
-  - **(2022)** [redhat.com: Bash scripting: How to read data from text files](https://www.redhat.com/en/blog/data-text-files) [BASH CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Guides developers on parsing files safely within bash loops. Emphasizes the use of the Internal Field Separator (IFS) and the `read -r` command to prevent inadvertent character modifications and backslash evaluations.
-### Data Ops
-
-  - **(2022)** [datafix.com.au: BASHing data - Data ops on the Linux command line 🌟](https://datafix.com.au/BASHing) [BASH CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Curated advanced, production-grade techniques for executing heavy ETL, data cleaning, and CSV parsing operations utilizing pure terminal commands. Explores highly optimized pipelines built on sed, awk, grep, and shell scripts.
-### Task Scheduling
-
-  - **(2021)** [opensource.com: Linux tips for using cron to schedule tasks](https://opensource.com/article/21/11/cron-linux) [BASH CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Explains the syntactic composition of crontabs, scheduling structures, and environment constraints. Crucial for designing local host cleanups, log rotations, and scheduled backup strategies outside dedicated cloud orchestration planes.
-## Command Line
-
-### Productivity
-
-  - **(2022)** [opensource.com: Record your terminal session with Asciinema](https://opensource.com/article/22/1/record-terminal-session-asciinema) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Guides teams on utilizing `asciinema` to record text-based terminal outputs instead of bulky, pixelated video captures. Facilitates interactive, copy-pasteable documentation sharing for technical runs, tutorials, and engineering handovers.
-  - **(2021)** [redhat.com: 5 Linux commands I'm going to start using](https://www.redhat.com/en/blog/5-linux-commands) [BASH CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A productivity-focused analysis highlighting underrated Linux commands designed to optimize system administration workflows. Includes functional breakdowns of tools for disk monitoring, memory tracking, and terminal session multiplexing, simplifying complex system state inspections.
-  - **(2021)** [itsfoss.com/exa](https://itsfoss.com/exa) [RUST CONTENT]  [GUIDE] [LEGACY] β€” Curator insight outlines `exa` as a rust-based colorized replacement for the traditional `ls` command. Live grounding signals that `exa` is now archived and deprecated; modern systems deploy `eza` to preserve safe directory printing and performance traits.
-  - **(2021)** [redhat.com: 20 one-line Linux commands to add to your toolbox](https://www.redhat.com/en/blog/one-line-linux-commands) [BASH CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A selection of rapid one-line terminal commands covering disk audits, environment formatting, quick-check diagnostics, and recursive string manipulation. Useful for building personal developer dotfile toolsets.
-### Reference
-
-  - **(2022)** [dev.to: 50 Linux Commands every developer NEED to know with example](https://dev.to/kanani_nirav/50-linux-commands-every-developer-need-to-know-with-example-mc) [BASH CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive directory detailing basic, intermediate, and advanced CLI operations. Translates abstract Linux patterns into functional scripts for managing permissions, finding logs, and inspecting networks.
-  - **(2020)** [freecodecamp.org: The Linux Command Handbook 🌟](https://www.freecodecamp.org/news/the-linux-commands-handbook) [BASH CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An exhaustive reference manual containing primary command patterns, user permissions, shell navigation commands, and simple scripting techniques. Ideal for junior developers or administrators seeking to build a robust mental model of standard UNIX/Linux environments.
-## Container Orchestration
-
-### Docker
-
-#### Patterns
-
-  - **(2016)** [Wait until Your Dockerized Database Is Ready before Continuing](https://nickjanetakis.com/blog/wait-until-your-dockerized-database-is-ready-before-continuing) [SHELL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An engineering guide detail routing startup procedures in Docker systems. It details wait-for patterns to ensure databases are fully accepting connections prior to application initialization. Live Grounding emphasizes this pattern as crucial for avoiding container crash loops in Kubernetes environments.
-#### Tooling
-
-  - **(2016)** [github.com/nickjj/wait-until](https://github.com/nickjj/wait-until) ⭐ 65  [SHELL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A lightweight shell utility designed to pause execution scripts until a target TCP port or system command registers a successful response. It is highly optimized for CI/CD pipeline synchronicity. Live Grounding confirms its role in orchestrating sequential container boots.
-## Containerization
-
-### Fundamentals
-
-  - **(2026)** [busybox.net](https://www.busybox.net) [C CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Known as the 'Swiss Army Knife of Embedded Linux,' BusyBox aggregates tiny versions of many common UNIX utilities into a single, highly-optimized executable. This approach minimizes disk and memory overhead, making it ideal for distroless Docker base images, initramfs platforms, and minimal IoT architectures.
-  - **(2022)** [genbeta.com: BusyBox, el ejecutable que agrupa casi 200 utilidades Unix de lΓ­nea de comandos (y que puedes usar tambiΓ©n en Windows o Android)](https://www.genbeta.com/herramientas/busybox-ejecutable-que-agrupa-casi-200-utilidades-gnu-linea-comandos-que-puedes-usar-tambien-windows-android) [C CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive technical overview of BusyBox, detailing its architecture and utility compilation strategy. Explores how it delivers complete, lightweight POSIX environments on Android, recovery disks, and container deployments.
-## Developer Workspace
-
-### Command-Line Tooling
-
-#### JSON and YAML Manipulators
-
-  - **(2022)** [jvns.ca: A list of new(ish) command line tools](https://jvns.ca/blog/2022/04/12/a-list-of-new-ish--command-line-tools) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A handpicked inventory of modern terminal applications (jq, jc, fx, yq, and jless). Simplifies querying, visualizes nested payloads, and reformats plain configuration text directly in local shell environments.
-## Development
-
-### Build Systems
-
-  - **(2026)** [makefiletutorial.com 🌟](https://makefiletutorial.com) [MAKEFILE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” An intensive reference manual detailing Makefile rules, pattern matching, dependencies, and shell automation. Vital for designing deterministic local compilation processes, testing flows, and Docker building protocols.
-## File System
-
-### Comparison
-
-  - **(2021)** [commandlinefu.com: Compare directories via diff](https://www.commandlinefu.com/commands/browse/commands/view/9116/compare-directories-via-diff) [BASH CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An elegant one-liner approach using the standard `diff` tool to traverse and compare entire directories recursively. Valuable for validating environment consistency or file structural drift on high-density production nodes.
-### Data Transfer
-
-  - **(2021)** [tecmint.com: 10 Practical Examples of Rsync Command in Linux](https://www.tecmint.com/rsync-local-remote-file-synchronization-commands) [BASH CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Highlights the power of the `rsync` protocol for remote file transfers, delta-transfers, and local directory mirroring. Demonstrates optimization arguments such as `-z` (compression) and `--partial` to guarantee robust synchronization over flakey WAN pipelines.
-### File Search
-
-  - **(2021)** [tecmint.com: How to Find Recent or Today’s Modified Files in Linux 🌟](https://www.tecmint.com/find-recent-modified-files-in-linux) [BASH CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive practical guide illustrating how to leverage the `find` command to track filesystem state changes. It details using temporal flags like `-mtime`, `-atime`, and `-mmin` to pinpoint anomalies, verify system updates, or isolate compromised artifacts in high-density environments.
-### Metadata
-
-  - **(2021)** [opensource.com: Check file status on Linux with the stat command](https://opensource.com/article/21/8/linux-stat-file-status) [BASH CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Outlines the usage of `stat` to fetch highly detailed filesystem metadata. Explains decoding octal permissions, inode reference indexes, and birth-time/modification timestamps, aiding forensics and system auditing pipelines.
-### Storage Monitoring
-
-  - **(2021)** [opensource.com: Check used disk space on Linux with du](https://opensource.com/article/21/7/check-disk-space-linux-du) [BASH CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A baseline guide illustrating how to audit file systems with the `du` command. Demonstrates parsing options like `--max-depth` and human-readable flags to quickly diagnose partition saturation events, an indispensable skill for maintaining container hosts and database nodes.
-  - **(2021)** [tecmint.com: 10 Useful du (Disk Usage) Commands to Find Disk Usage of Files and Directories](https://www.tecmint.com/check-linux-disk-usage-of-files-and-directories) [BASH CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Curates advanced `du` patterns to locate bulky log files or system dumps. Features patterns for sorting output, excluding active directories, and identifying the largest consumers of block storage directly from the terminal console.
-## Infrastructure
-
-### Ecosystem
-
-#### Foundations
-
-  - **(2025)** [==The Linux Foundation==](https://www.linuxfoundation.org) [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Official landing portal for the Linux Foundation, the leading non-profit organization promoting open-source software, standards, and cloud-native computing development globally.
-#### Learning Portals
-
-  - **(2025)** [tecmint.com 🌟](https://www.tecmint.com) [DOCUMENTATION] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Educational Linux ecosystem portal offering high-quality command line, tool setup, and server administration guides designed for system administrators and DevOps engineers.
-  - **(2025)** [unixmen.com 🌟](https://www.unixmen.com) [DOCUMENTATION] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Linux and UNIX ecosystem repository hosting comprehensive system configuration walkthroughs, software integrations, and general operating system guides for infrastructure engineers.
-### Networking
-
-#### SSH Management
-
-  - **(2023)** [commandlinefu.com/commands/matching/ssh](https://www.commandlinefu.com/commands/browse/commands/matching/ssh/c3No/sort-by-votes) [BASH CONTENT] [DOCUMENTATION] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A community-sourced repository of unique and esoteric one-liner shell commands for SSH. Provides tricks for dynamic port forwarding, complex tunnel configurations, and automation hacks.
-  - **(2022)** [thenewstack.io: SSH Made Easy with SSH Agent and SSH Config](https://thenewstack.io/ssh-made-easy-with-ssh-agent-and-ssh-config) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Hands-on walk-through explaining SSH Agent operation, keystore lifecycle management, and optimizing the SSH client using advanced configuration constructs to minimize verbose CLI flags.
-  - **(2022)** [19 Common SSH Commands In Linux With Examples](https://phoenixnap.com/kb/linux-ssh-commands) 🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Practical quick-reference sheet illustrating 19 critical SSH commands. Features port configuration, key generation, background execution, and remote terminal emulation examples for day-to-day operations.
-  - **(2021)** [dev.to: How to Manage Multiple SSH Key Pairs](https://dev.to/josephmidura/how-to-manage-multiple-ssh-key-pairs-1ik) 🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Focuses on mapping multiple distinct SSH credentials on a single host. Guides the user in creating robust `~/.ssh/config` blocks to automatically select specific keys based on host names.
-  - **(2021)** [linuxteck.com: 10 basic and most useful 'ssh' client commands in Linux](https://www.linuxteck.com/basic-ssh-client-commands-in-linux) 🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Educational checklist covering core SSH options like disabling agent forwarding, binding specific ports, altering debug verbosity, and piping command output directly across hosts.
-  - **(2021)** [Auto-SSH for Linux security](https://github.com/mohanad86/secure-ssh-python) [PYTHON CONTENT] 🌟 [COMMUNITY-TOOL] β€” A lightweight Python-based wrapper designed to manage, secure, and automate SSH connections, preventing session dropouts and hardening connection authentication parameters dynamically. Double-Evidence: This utility provides automated terminal tunnels, while live grounding indicates it serves as an excellent reference for custom connection-recovery scripts inside edge-computing and remote node installations.
-#### SSH Security
-
-  - **(2022)** [**gravitational.com: How to SSH Properly 🌟**](https://goteleport.com/blog/how-to-ssh-properly) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Deep technical reference on modern SSH architecture and key rotation practices. Explores proper configuration, disabling password authentication, managing multiple profiles, and transitioning towards certificate-based SSH access models.
-  - **(2022)** [**goteleport.com: SSH Certificates Security. SSH Access Hardening 🌟**](https://goteleport.com/blog/ssh-certificates) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” In-depth structural review of SSH Certificates compared to public/private keys. Explains how SSH CAs sign cryptographic certificates to eliminate interactive public key management and enforce strict access expiry.
-  - **(2021)** [How to use SSH properly and what is SSH Agent Forwarding](https://dev.to/levivm/how-to-use-ssh-and-ssh-agent-forwarding-more-secure-ssh-2c32) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Investigates the security mechanics of SSH Agent Forwarding. Evaluates risk profiles (such as root access vulnerabilities on intermediary hosts) and suggests safer patterns like ProxyJump and modern bastion practices.
-  - **(2021)** [paepper.com: How to properly manage ssh keys for server access](https://www.paepper.com/blog/posts/how-to-properly-manage-ssh-keys-for-server-access) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Architectural best practices on ssh key distribution, passphrase policy, and SSH certificate authorities. Discusses limitations of manual key sync and keys in Git compared to certificate-based solutions.
-  - **(2021)** [Grant-Revoke-ssh-access](https://github.com/suraksha-123/Grant-Revoke-ssh-access) [SHELL CONTENT] 🌟 [COMMUNITY-TOOL] β€” A security-focused shell scripting utility designed to automate user provisioning, key assignment, and subsequent access revocation across distributed Linux server deployments. Double-Evidence: This tool simplifies standard access controls, while live grounding suggests it is best suited for small-scale operations that do not yet warrant complex Identity and Access Management (IAM) platforms or SSH CA infrastructures.
-#### SSH Tunnels
-
-  - **(2021)** [**iximiuz.com: A Visual Guide to SSH Tunnels: Local and Remote Port Forwarding 🌟**](https://iximiuz.com/en/posts/ssh-tunnels) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Exceptionally clear visual exploration of SSH tunneling mechanics. Uses detailed diagrams to illustrate local forwarding, remote reverse-tunnels, and dynamic SOCKS proxying, making it an essential reference for systems engineers.
-  - **(2020)** [opensource.com: Bypass your Linux firewall with SSH over HTTP](https://opensource.com/article/20/7/linux-shellhub) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Describes tunneling SSH payloads over HTTP using modern tools such as ShellHub. Enables administrators to bypass strict corporate firewalls and access remote terminals securely over HTTPS ports.
-  - **(2021)** [TΓΊneles SSH](https://atareao.es/ubuntu/tuneles-ssh) [SPANISH CONTENT] 🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Practical guide in Spanish focusing on local, remote, and dynamic SSH port forwarding. Clarifies complex traffic redirection patterns to bypass firewall obstacles and secure local development setups.
-### Operating Systems
-
-#### Linux Distributions
-
-  - **(2021)** [centos.org: Comparing Centos Linux and CentOS Stream](https://www.centos.org/cl-vs-cs) [DOCUMENTATION] 🌟🌟🌟 [LEGACY] β€” Official architectural matrix contrasting legacy CentOS Linux (downstream build of RHEL) with CentOS Stream (upstream pipeline of RHEL), highlighting the shift in release cycles and patch distribution strategies.
-  - **(2022)** [makeuseof.com: The 4 Best RHEL-Based Alternatives to CentOS](https://www.makeuseof.com/best-centos-alternatives) 🌟🌟 [COMMUNITY-TOOL] β€” A comprehensive evaluation of modern RHEL-compatible distributions born out of the CentOS disruption, focusing specifically on Rocky Linux, AlmaLinux, Oracle Linux, and CentOS Stream.
-  - **(2022)** [makeuseof.com: The 7 Best Red Hat-Based Linux Distributions](https://www.makeuseof.com/best-red-hat-based-linux-distros) 🌟🌟 [COMMUNITY-TOOL] β€” Evaluates major distros inside the Red Hat ecosystem. Compares Rocky, Alma, Oracle, Fedora, and others, detailing hardware compatibility, package management (dnf/rpm), and target enterprise environments.
-  - **(2021)** [arstechnica.com: CentOS is goneβ€”but RHEL is now free for up to 16 production servers](https://arstechnica.com/gadgets/2021/01/centos-is-gone-but-rhel-is-now-free-for-up-to-16-production-servers) 🌟🌟 [COMMUNITY-TOOL] β€” Report on Red Hat's post-CentOS mitigation strategy, which expanded free Red Hat Enterprise Linux (RHEL) individual developer subscriptions to support up to 16 production nodes, easing the transition for small operations.
-  - **(2021)** [arstechnica.com: Why Red Hat killed CentOSβ€”a CentOS board member speaks](https://arstechnica.com/gadgets/2021/01/on-the-death-of-centos-red-hat-liaison-brian-exelbierd-speaks) 🌟🌟 [COMMUNITY-TOOL] β€” Behind-the-scenes perspective on the transition to CentOS Stream. Argues that CentOS Linux was a dead end that did not contribute back to RHEL, while CentOS Stream serves as an active, collaborative innovation platform.
-  - **(2021)** [zdnet.com: Red Hat introduces free RHEL for open-source, non-profit organizations](https://www.zdnet.com/article/free-red-hat-enterprise-linux-for-open-source-non-profit-organizations) 🌟🌟 [COMMUNITY-TOOL] β€” Informative piece detailing Red Hat's expansion of free RHEL access to non-profit groups, open-source communities, and scientific organizations to mitigate negative sentiment following the pivot from CentOS Linux.
-  - **(2021)** [genbeta.com: Red Hat Enterprise Linux lanza una versiΓ³n a bajo costo para llegar a mΓ‘s pΓΊblico de sectores de investigaciΓ³n y acadΓ©mico](https://www.genbeta.com/actualidad/red-hat-enterprise-linux-lanza-version-a-costo-para-llegar-a-publico-sectores-investigacion-academico) [SPANISH CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Spanish language report analyzing Red Hat's low-cost RHEL licensing targeting research facilities, academic bodies, and testing environments, aimed at retaining institutional loyalty post-CentOS shift.
-  - **(2021)** [infoworld.com: Red Hat’s crime against CentOS](https://www.infoworld.com/article/2261531/red-hats-crime-against-centos.html) 🌟 [COMMUNITY-TOOL] β€” Opinionated analysis of Red Hat's decision to discontinue the traditional stable downstream CentOS Linux release model in favor of the upstream CentOS Stream, triggering massive fragmentation in the enterprise Linux landscape.
-### Security
-
-#### SSLTLS
-
-  - **(2022)** [tecmint.com: Testssl.sh – Testing TLS/SSL Encryption Anywhere on Any Port](https://www.tecmint.com/testssl-sh-test-tls-ssl-encryption-in-linux-commandline) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Deep look at `testssl.sh`, a command-line script that analyzes servers for SSL/TLS vulnerabilities. Assesses cipher suites, protocol flaws (such as Heartbleed/POODLE), and validates active certificate validity.
-  - **(2021)** [redhat.com: 6 OpenSSL command options that every sysadmin should know](https://www.redhat.com/en/blog/6-openssl-commands) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” An essential administrative guide for OpenSSL. Covers generating CSRs, self-signing certificates, validating active SSL connections over the network, and inspecting local PEM certificate metadata formats.
-## Infrastructure and Operations
-
-### Career Development
-
-#### Interview Prep
-
-  - **(2021)** [redhat.com: 5 questions to ask during your next sysadmin interview](https://www.redhat.com/en/blog/5-questions-interview) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An analytical guide designed to assist engineering teams during interviewing processes for system operations roles. It provides deep architectural vetting strategies. Live Grounding confirms its usefulness for evaluating system design principles and administrative practices.
-### Linux Kernel
-
-#### Containerization (1)
-
-  - **(2020)** [**How Linux PID namespaces work with containers 🌟**](https://www.redhat.com/en/blog/linux-pid-namespaces) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An exploration detailing how the Linux kernel leverages PID namespaces to isolate processes inside modern container runtimes. It maps kernel data structures to real container environments. Live Grounding validates this article as an essential guide for debugging container processes.
-### Networking (1)
-
-#### Monitoring
-
-  - **(1998)** [==ntop==](https://www.ntop.org) [C++ CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” ntop (ntopng) is a premier web-based network traffic analysis suite providing deep packet inspection, usage trends, and system bandwidth tracing. Live Grounding confirms ntopng as a foundational tool for live network analysis and anomaly detection in large datacenters.
-#### Packet Analysis
-
-  - **(2002)** [**ngrep**](https://ngrep.sourceforge.net) [C CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A network analysis utility that matches regular expressions to packets on network interfaces. It provides a familiar grep-like interface for analyzing raw wire payloads. Live Grounding verifies its critical role in live debugging, packet tracing, and network system forensics.
-#### Routing and Bridging
-
-  - **(2014)** [**Linux networking examples and tutorials for advanced users**](https://github.com/knorrie/network-examples) ⭐ 972  [SHELL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A highly technical repository detailing configurations for advanced Linux routing, bridging, and virtual networking (VLAN, VXLAN, VRF). Live Grounding highlights its tremendous value for systems architects implementing Software-Defined Networking (SDN) solutions natively in Linux.
-#### Scanning
-
-  - **(2001)** [**Angry IP Scanner (or simply ipscan)**](https://angryip.org) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An extremely fast, multi-threaded IP and port scanner. It queries device attributes, MAC addresses, and open ports across subnets. Live Grounding tracks it as an essential tool for rapid physical infrastructure auditing.
-#### System Diagnostics
-
-  - **(2014)** [binarytides.com - 10 examples of Linux ss command to monitor network connections](https://www.binarytides.com/linux-ss-command) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A practical reference manual outlining commands for using the modern Linux socket statistics utility (ss). It lists syntax for monitoring socket queues and TCP connections. Live Grounding highlights ss as the replacement for the obsolete netstat utility.
-### Observability
-
-#### Kernel Tracing
-
-  - **(2018)** [==bpftrace==](https://github.com/bpftrace/bpftrace) ⭐ 10160  [C++ CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A high-level tracing language and diagnostic toolkit built on top of the Linux eBPF subsystem. It allows system engineers to dynamically probe kernel modules, trace memory allocations, and analyze latency. Live Grounding shows that bpftrace is a core diagnostic pillar in production engineering.
-### Operating Systems (1)
-
-#### Compilation
-
-  - **(2020)** [How to handle dynamic and static libraries in Linux](https://opensource.com/article/20/6/linux-libraries) [C CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An in-depth guide detailing compiler linkages, distinguishing between static (.a) and dynamic (.so) library handling in Linux systems. It explains loading patterns and pathing options (LD_LIBRARY_PATH). Live Grounding highlights its importance for configuring isolated dependencies within containers.
-#### Memory Management
-
-  - **(2020)** [**percona.com: How Much Memory Does the Process Really Take on Linux? 🌟**](https://www.percona.com/blog/how-much-memory-does-the-process-really-take-on-linux) [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An authoritative diagnostic deep dive examining virtual memory allocation models, residential set sizes (RSS), and proportional set sizes (PSS) in Linux environments. Live Grounding verifies this guide as a key resource for optimizing container overheads and resource configurations.
-  - **(2020)** [learnsteps.com: Difference between minor page faults vs major page faults](https://www.learnsteps.com/difference-between-minor-page-faults-vs-major-page-faults) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An analytical description explaining memory subsystem mechanisms, particularly contrasting minor page faults with major disk I/O interrupts. It details system performance implications. Live Grounding shows its high relevance for optimizing performance-critical data stores.
-### Shell Scripting
-
-#### Best Practices
-
-  - **(2020)** [**pythonspeed.com: Please stop writing shell scripts**](https://pythonspeed.com/articles/shell-scripts) [PYTHON CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A provocative architectural critique outlining the systematic failure modes of complex bash scripts in enterprise environments. It advocates for transitioning back to robust, typed languages like Python for complex logic. Live Grounding highlights this paradigm shift in DevOps, where script complexity mandates structured programming.
-  - **(2021)** [dev.to: Writing Bash Scripts Like A Pro - Part 1 - Styling Guide](https://dev.to/unfor19/writing-bash-scripts-like-a-pro-part-1-styling-guide-4bin) [BASH CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” This operational guide presents structured design patterns, formatting protocols, and linting guidelines for creating industrial-grade Bash scripts. It prioritizes codebase legibility and predictive execution paths. Live Grounding emphasizes its synergy with contemporary static analysis tools to maintain complex configuration scripts.
-  - **(2012)** [robertmuth.blogspot.com: Better Bash Scripting in 15 Minutes](https://robertmuth.blogspot.com/2012/08/better-bash-scripting-in-15-minutes.html) [BASH CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A concise framework detailing critical Bash execution policies, command parsing strategies, and error mitigation techniques. It emphasizes the structural shift from rapid prototyping to production-grade shell scripting. While historically useful, Live Grounding indicates that modern environments frequently augment these guidelines with automated linters like ShellCheck.
-#### CLI Development
-
-  - **(2021)** [opensource.com: How to include options in your Bash shell scripts](https://opensource.com/article/21/8/option-parsing-bash) [BASH CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A hands-on methodology for standardizing command-line interface (CLI) parameters in Bash using getopt and getopts. It breaks down dynamic argument parsing, flag grouping, and parameter isolation. Live Grounding shows that utilizing getopts is a critical pattern for establishing robust, human-centric shell utilities in operational scripts.
-#### Configuration Management
-
-  - **(2021)** [opensource.com: Parsing config files with Bash](https://opensource.com/article/21/6/bash-config) [BASH CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An analytical guide to parsing structural configuration files natively inside Bash environments. This resource explores tokenization, parameter substitution, and sandboxing inputs to avoid arbitrary command execution. Live Grounding demonstrates its utility in lightweight edge systems where standard runtimes like Python or jq are unavailable.
-#### Debugging
-
-  - **(2016)** [zshdb.readthedocs.io](https://zshdb.readthedocs.io/en/latest) [SHELL CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A specialized debugger tailored for auditing Zsh script execution pipelines. It offers advanced trace patterns, breakpoint configurations, and state inspections. Live Grounding notes its high utility in diagnostic shell configurations where standard outputs fall short.
-#### Introduction
-
-  - **(2021)** [**opensource.com: An introduction to programming with Bash (eBook)**](https://opensource.com/downloads/bash-programming-guide) [BASH CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An exhaustive, publication-grade manual introducing Shell programming concepts, from simple pipelines to structured error handling. It serves as a comprehensive onboarding blueprint for site reliability engineering teams. Live Grounding tracks it as an essential textbook reference for terminal mastery.
-  - **(2021)** [fedoramagazine.org: Bash Shell Scripting for beginners (Part 1)](https://fedoramagazine.org/bash-shell-scripting-for-beginners-part-1) [BASH CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A foundational educational resource mapping core concepts of shell execution, scripting environments, and flow control. Designed for system administrators shifting into DevOps workflows. Live Grounding validates its structured pedagogy for internal engineering onboarding.
-  - **(2021)** [youtube: Bash for Beginners](https://www.youtube.com/playlist?list=PLlrxD0HtieHh9ZhrnEbZKhzk0cetzuX7l) [BASH CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A high-quality introductory video series charting terminal execution, file system interaction, and variables. Developed to bridge gaps in foundational scripting knowledge. Live Grounding recognizes it as a highly accessible educational resource for early-career platform engineers.
-#### Language Features
-
-  - **(2021)** [linuxhandbook.com: Unusual Ways to Use Variables Inside Bash Scripts](https://linuxhandbook.com/variables-bash-script) [BASH CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An analytical deep dive into advanced variable assignments, dereferencing, and parameter expansions inside Bash. The text uncovers obscure but powerful syntax options to streamline operations without subprocesses. Live Grounding demonstrates how these strategies avoid performance degradation during execution loops.
-  - **(2021)** [linuxshelltips.com: What’s the Difference Between ${} and $() in Bash](https://www.linuxshelltips.com/difference-between-and-in-bash) [BASH CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A practical exploration delineating the execution boundaries of parameter expansion vs. process substitution inside POSIX shells. It details variable isolation and command replacement execution paths. Live Grounding confirms understanding this distinction is crucial to prevent runtime execution bugs.
-#### Modern Shell Alternatives
-
-  - **(2021)** [==zx==](https://github.com/google/zx) ⭐ 45534  [JAVASCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A modern execution tool built by Google that lets developers write robust scripting pipelines using JavaScript or TypeScript. It automates child-process management, string escaping, and error checks. Live Grounding validates it as a major evolutionary replacement for unwieldy Bash scripts in contemporary pipelines.
-#### System Security
-
-  - **(2021)** [redhat.com: Audit user accounts for never-expiring passwords with a Bash script](https://www.redhat.com/en/blog/find-non-expiring-passwords) [BASH CONTENT] 🌟🌟🌟 [LEGACY] β€” An operational guide focusing on security compliance pipelines by leveraging Bash to query and audit Linux system user stores. It highlights methods to trace non-expiring passwords and security holes. Live Grounding confirms its tactical value in legacy compliance auditing and quick infrastructure scans.
-#### Text Processing
-
-  - **(2004)** [**pement.org: Handy one-line scripts for AWK**](https://www.pement.org/awk/awk1line.txt) [AWK CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” This legendary compilation offers an exhaustive index of single-line AWK scripts tailored for data manipulation, format conversion, and system auditing. It serves as an architectural design guide for low-overhead shell processing. Curator Insight values its raw utility, while Live Grounding confirms it remains a foundational syntax reference for systems engineers optimizing text processing in pipeline constraints.
-  - **(2021)** [thenewstack.io: An Introduction to AWK](https://thenewstack.io/an-introduction-to-awk) [AWK CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An architectural introduction to the AWK programming language, emphasizing structural pattern scanning and processing engines. It details built-in variables, field extraction, and pipeline integration. Live Grounding notes its critical role in high-volume log parsing and on-the-fly analytical pipelines within container runtimes.
-  - **(2021)** [redhat.com: 2 Bash commands to change strings in multiple files at once](https://www.redhat.com/en/blog/edit-text-bash-command) [BASH CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” This reference highlights core techniques using sed and awk to perform multi-file in-place string replacements. It walks through streaming substitutions and standard regex compliance. Live Grounding validates these commands as highly reliable utilities for configuration management tasks inside declarative deployments.
-  - **(2020)** [igoroseledko.com: Awk & sed Snippets for SysAdmins](https://www.igoroseledko.com/awk-sed-snippets-for-sysadmins) [AWK CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A highly functional repository of production-ready AWK and sed snippets curated for rapid sysadmin operations. It covers log analysis, system parameter adjustments, and CSV structuring. Live Grounding validates these code snippets as efficient utility blueprints for fast troubleshooting.
-### Software Distribution
-
-#### FedoraRedHat
-
-  - **(2013)** [**copr.fedorainfracloud.org**](https://copr.fedorainfracloud.org/coprs) [PYTHON CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The Fedora community platform allowing builders to easily deploy and distribute customized package repositories. It provides automatic RPM builds from source. Live Grounding proves its critical function in Fedora and RHEL testing pipelines.
-  - **(2013)** [Copr](https://pagure.io/copr/copr) [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” The source repository of the Copr distribution backend. It exposes the engine powering remote source builds and repository package generation. Live Grounding highlights its architectural value for private packaging pipelines.
-#### Package Management
-
-  - **(2010)** [**pulpproject.org**](https://pulpproject.org) [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An enterprise-grade repository platform designed to host, manage, and distribute software packages and container images. Pulp supports multiple content formats (RPM, Python, Debian). Live Grounding establishes Pulp as a central piece of software supply chain security.
-### System Administration
-
-#### Documentation
-
-  - **(2004)** [tldp.org: The Linux System Administrator's Guide 🌟](https://tldp.org/LDP/sag/html/index.html) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A historic, comprehensive manual detailing Linux system initialization, filesystem structure, and low-level administrative operations. While modern systemd paradigms have evolved, Live Grounding confirms it still offers critical theoretical fundamentals of POSIX architecture.
-#### Interview Prep (1)
-
-  - **(2018)** [**trimstray/test-your-sysadmin-skills**](https://github.com/trimstray/test-your-sysadmin-skills) ⭐ 11657  [SHELL CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An intensive, community-driven collection of system administration questions covering Linux kernel parameters, networking, security controls, and CI/CD pipelines. Curator Insight flags it as an essential baseline framework. Live Grounding notes that while static, it remains a fantastic benchmarking schema.
-#### Troubleshooting
-
-  - **(2020)** [Start using systemd as a troubleshooting tool](https://opensource.com/article/20/5/systemd-troubleshooting-tool) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A diagnostic guide outlining how to use systemd commands for deep service tracing, failure analysis, and system boot sequence optimization. It details journalctl options and state tracing. Live Grounding shows its practical value in production systems where systemd is the standard supervisor.
-### System Utilities
-
-#### Concurrency
-
-  - **(2011)** [==gnu.org/software/parallel==](https://www.gnu.org/software/parallel) [PERL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” GNU Parallel is a high-performance command-line tool designed for executing jobs in parallel across multi-core processors. It acts as an optimization engine for streaming processing pipelines. Live Grounding establishes its foundational role in mass data transformation, performance analysis, and high-density shell workloads.
-### Terminal Environment
-
-#### Best Practices (1)
-
-  - **(2015)** [==The Art of Command Line==](https://github.com/jlevy/the-art-of-command-line) [MARKDOWN CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premium, single-page reference for command-line mastery. Highly dense and comprehensive, it details advanced processes, pipeline debugging, and cloud utility integrations. Live Grounding establishes this repository as a global industry standard for technical terminal operations.
-#### Shell Configuration
-
-  - **(2013)** [==github.com/zsh-users/zsh-autosuggestions 🌟==](https://github.com/zsh-users/zsh-autosuggestions) ⭐ 35690  [SHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A high-efficiency plugin that suggest terminal execution commands as you type, pulling context dynamically from local shells. It drastically reduces keystrokes and context switching. Live Grounding demonstrates that it has become an essential productivity tool across modern engineering environments.
-  - **(2009)** [==Oh My Zsh==](https://ohmyz.sh) [SHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier framework for managing Zsh shell configurations. It comes packaged with thousands of community-authored helper functions, themes, and CLI integrations. Live Grounding highlights its unparalleled adoption across developer workstations, standardizing interactive command-line interfaces.
-#### Tricks and Tweaks
-
-  - **(2011)** [climagic.org](https://www.climagic.org) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An interactive, community-curated archive demonstrating shell scripting snippets, terminal jokes, and advanced command-line recipes. Live Grounding indicates it serves as an educational repository for shell optimization.
-  - **(2009)** [Linux 101 Hacks](https://linux.101hacks.com) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An extensive list of command-line shortcuts, system configurations, and utility operations designed to optimize server interactions. Live Grounding notes that while command defaults have updated, the fundamentals of text manipulation remain relevant.
-  - **(2009)** [twitter.com/commandlinefu](https://x.com/commandlinefu) [N/A CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Social feed broadcasting community-curated bash commands, scripting shortcuts, and performance debugging tips. Live Grounding shows it acts as an informative micro-learning stream for system operations professionals.
-  - **(2011)** [twitter.com/commandlinefu10](https://x.com/commandlinefu10) [N/A CONTENT] 🌟 [LEGACY] β€” A secondary social feed offering specific terminal usage recipes and command-line automation tricks. Live Grounding notes its legacy value for scripting references.
-  - **(2010)** [twitter.com/commandlinefu3](https://x.com/commandlinefu3) [N/A CONTENT] 🌟 [COMMUNITY-TOOL] β€” An auxiliary community feed archiving terminal tricks, syntax configurations, and utility scripts. Live Grounding tracks it as a historical index of creative shell engineering paradigms.
-### Virtualization
-
-#### Hypervisors
-
-  - **(2023)** [**github.com/cyberus-technology/virtualbox-kvm: KVM Backend for VirtualBox' 🌟**](https://github.com/cyberus-technology/virtualbox-kvm) ⭐ 1113  [C CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A performance-focused extension enabling Oracle VirtualBox to delegate execution directly to the native Linux Kernel-based Virtual Machine (KVM) backend. It removes proprietary kernel module requirements. Live Grounding highlights its architectural value for running clean virtualization loops inside Linux workstations.
-## Kubernetes Tools
-
-### General Reference
-
-  - [linuxtoday.com](https://www.linuxtoday.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.linuxtoday.com in the Kubernetes Tools ecosystem.
-  - [cyberciti.biz - ss: Display Linux TCP / UDP Network and Socket Information](https://www.cyberciti.biz/tips/linux-investigate-sockets-network-connections.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.cyberciti.biz in the Kubernetes Tools ecosystem.
-  - [cyberciti.biz - SS Utility: Quick Intro](https://www.cyberciti.biz/files/ss.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.cyberciti.biz in the Kubernetes Tools ecosystem.
-  - [unix.stackexchange.com: ss - linux socket statistics utility output format](https://unix.stackexchange.com/questions/252744/ss-linux-socket-statistics-utility-output-format)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering unix.stackexchange.com in the Kubernetes Tools ecosystem.
-  - [stackoverflow.com: difference between netstat and ss in linux?](https://stackoverflow.com/questions/11763376/difference-between-netstat-and-ss-in-linux)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stackoverflow.com in the Kubernetes Tools ecosystem.
-  - [cyberciti.biz: Linux ip Command Examples](https://www.cyberciti.biz/faq/linux-ip-command-examples-usage-syntax)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: Linux ip Command Examples in the Kubernetes Tools ecosystem.
-  - [blog.flipkart.tech: The Art of System Debugging β€” Decoding CPU Utilization' 🌟](https://blog.flipkart.tech/the-art-of-system-debugging-decoding-cpu-utilization-da75f09ef1ff)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.flipkart.tech: The Art of System Debugging β€” Decoding CPU Utilization' 🌟 in the Kubernetes Tools ecosystem.
-  - [cyberciti.biz: Red Hat introduces new no-cost RHEL option](https://www.cyberciti.biz/linux-news/red-hat-introduces-new-no-cost-rhel-option)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: Red Hat introduces new no-cost RHEL option in the Kubernetes Tools ecosystem.
-  - [enterpriseai.news: Red Hat’s Disruption of CentOS Unleashes Storm of Dissent](https://www.enterpriseai.news/2021/01/22/red-hats-disruption-of-centos-unleashes-storm-of-dissent)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering enterpriseai.news: Red Hat’s Disruption of CentOS Unleashes Storm of Dissent in the Kubernetes Tools ecosystem.
-  - [cloudsavvyit.com: Is Rocky Linux the new CentOS?](https://www.cloudsavvyit.com/13092/is-rocky-linux-the-new-centos)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: Is Rocky Linux the new CentOS? in the Kubernetes Tools ecosystem.
-  - [9to5linux.com: CentOS Alternative Rocky Linux 8.5 Is Out Now with Secure' Boot Support, Updated Components](https://9to5linux.com/centos-alternative-rocky-linux-8-5-is-out-now-with-secure-boot-support-updated-components)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering 9to5linux.com: CentOS Alternative Rocky Linux 8.5 Is Out Now with Secure' Boot Support, Updated Components in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: Vim: A How-To Guide](https://levelup.gitconnected.com/vim-a-how-to-guide-55f63bfdcff)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Vim: A How-To Guide in the Kubernetes Tools ecosystem.
-  - [How To Set up SSH Keys on a Linux / Unix System](https://www.cyberciti.biz/faq/how-to-set-up-ssh-keys-on-linux-unix)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering How To Set up SSH Keys on a Linux / Unix System in the Kubernetes Tools ecosystem.
-  - [cyberciti.biz: Top 20 OpenSSH Server Best Security Practices](https://www.cyberciti.biz/tips/linux-unix-bsd-openssh-server-best-practices.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: Top 20 OpenSSH Server Best Security Practices in the Kubernetes Tools ecosystem.
-  - [cyberciti.biz: How To Reuse SSH Connection To Speed Up Remote Login Process' Using Multiplexing](https://www.cyberciti.biz/faq/linux-unix-reuse-openssh-connection)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: How To Reuse SSH Connection To Speed Up Remote Login Process' Using Multiplexing in the Kubernetes Tools ecosystem.
-  - [cyberciti.biz: OpenSSH Change a Passphrase With ssh-keygen command](https://www.cyberciti.biz/faq/howto-ssh-changing-passphrase)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: OpenSSH Change a Passphrase With ssh-keygen command in the Kubernetes Tools ecosystem.
-  - [cyberciti.biz: How to audit SSH server and client config on Linux/Unix](https://www.cyberciti.biz/tips/how-to-audit-ssh-server-and-client-config-on-linux-unix.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: How to audit SSH server and client config on Linux/Unix in the Kubernetes Tools ecosystem.
-  - [nixCraft 🌟](https://www.cyberciti.biz)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering nixCraft 🌟 in the Kubernetes Tools ecosystem.
-  - [linux.com 🌟](https://www.linux.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering linux.com 🌟 in the Kubernetes Tools ecosystem.
-  - [linoxide.com 🌟](https://linoxide.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering linoxide.com 🌟 in the Kubernetes Tools ecosystem.
-  - [linuxjourney.com](https://linuxjourney.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering linuxjourney.com in the Kubernetes Tools ecosystem.
-  - [linuxnix.com](https://www.linuxnix.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering linuxnix.com in the Kubernetes Tools ecosystem.
-  - [reddit.com/r/linuxadmin](https://www.reddit.com/r/linuxadmin)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/linuxadmin in the Kubernetes Tools ecosystem.
-  - [**ip command**: How to use IP Command in Linux with Examples](https://linoxide.com/linux-command/use-ip-command-linux)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering **ip command**: How to use IP Command in Linux with Examples in the Kubernetes Tools ecosystem.
-  - [How To Use grep Command In Linux / UNIX 🌟](https://www.cyberciti.biz/faq/howto-use-grep-command-in-linux-unix)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering How To Use grep Command In Linux / UNIX 🌟 in the Kubernetes Tools ecosystem.
-  - [cyberciti.biz: bpytop – Awesome Linux, macOS and FreeBSD resource monitor](https://www.cyberciti.biz/open-source/command-line-hacks/bpytop-awesome-linux-macos-and-freebsd-resource-monitor)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: bpytop – Awesome Linux, macOS and FreeBSD resource monitor in the Kubernetes Tools ecosystem.
-  - [cyberciti.biz: How to configure pfSense as multi wan (DUAL WAN) load balance' failover router](https://www.cyberciti.biz/faq/howto-configure-dual-wan-load-balance-failover-pfsense-router)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: How to configure pfSense as multi wan (DUAL WAN) load balance' failover router in the Kubernetes Tools ecosystem.
-  - [cyberciti.biz: BASH Shell Change The Color of Shell Prompt on Linux or UNIX](https://www.cyberciti.biz/faq/bash-shell-change-the-color-of-my-shell-prompt-under-linux-or-unix)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: BASH Shell Change The Color of Shell Prompt on Linux or UNIX in the Kubernetes Tools ecosystem.
-  - [cyberciti.biz: How to check TLS/SSL certificate expiration date from command-line](https://www.cyberciti.biz/faq/find-check-tls-ssl-certificate-expiry-date-from-linux-unix)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: How to check TLS/SSL certificate expiration date from command-line in the Kubernetes Tools ecosystem.
-  - [cyberciti.biz: How to check memory utilization in Linux](https://www.cyberciti.biz/faq/how-to-check-memory-utilization-in-linux)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: How to check memory utilization in Linux in the Kubernetes Tools ecosystem.
-  - [dnschecker.org 🌟](https://dnschecker.org)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dnschecker.org 🌟 in the Kubernetes Tools ecosystem.
-  - [cyberciti.biz: How To Find Largest Top 10 Files and Directories On Linux' / UNIX / BSD](https://www.cyberciti.biz/faq/how-do-i-find-the-largest-filesdirectories-on-a-linuxunixbsd-filesystem)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: How To Find Largest Top 10 Files and Directories On Linux' / UNIX / BSD in the Kubernetes Tools ecosystem.
-  - [cyberciti.biz: How to restart systemd without rebooting Linux when critical' libraries installed](https://www.cyberciti.biz/faq/how-to-restart-systemd-without-rebooting-linux-when-critical-libraries-installed)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: How to restart systemd without rebooting Linux when critical' libraries installed in the Kubernetes Tools ecosystem.
-  - [cyberciti.biz: How to install ncdu on Linux / Unix to see disk usage](https://www.cyberciti.biz/open-source/install-ncdu-on-linux-unix-ncurses-disk-usage)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: How to install ncdu on Linux / Unix to see disk usage in the Kubernetes Tools ecosystem.
-  - [cyberciti.biz: 21 Examples To Make Sure Unix / Linux Configuration Files' Are Free From Syntax Errors](https://www.cyberciti.biz/tips/check-unix-linux-configuration-file-for-syntax-errors.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: 21 Examples To Make Sure Unix / Linux Configuration Files' Are Free From Syntax Errors in the Kubernetes Tools ecosystem.
-  - [medium: Useful Commands/Solutions](https://medium.com/cloud-techies/useful-commands-solutions-49f1c1b4e033)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Useful Commands/Solutions in the Kubernetes Tools ecosystem.
-  - [CLImagic subscription](https://www.patreon.com/climagic)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering CLImagic subscription in the Kubernetes Tools ecosystem.
-  - [cyberciti.biz: How to save terminal output to a file under Linux/Unix](https://www.cyberciti.biz/faq/how-to-save-terminal-output-to-a-file-under-linux-unix)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: How to save terminal output to a file under Linux/Unix in the Kubernetes Tools ecosystem.
-  - [cyberciti.biz: ls* Commands Are Even More Useful Than You May Have Thought](https://www.cyberciti.biz/open-source/command-line-hacks/linux-ls-commands-examples)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: ls* Commands Are Even More Useful Than You May Have Thought in the Kubernetes Tools ecosystem.
-  - [cyberciti.biz: How to flush Redis cache and delete everything using the' CLI](https://www.cyberciti.biz/faq/how-to-flush-redis-cache-and-delete-everything-using-the-cli)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: How to flush Redis cache and delete everything using the' CLI in the Kubernetes Tools ecosystem.
-  - [cyberciti.biz: How To: Linux Find Large Files in a Directory](https://www.cyberciti.biz/faq/find-large-files-linux)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: How To: Linux Find Large Files in a Directory in the Kubernetes Tools ecosystem.
-  - [cyberciti.biz: 8 Tips to Solve Linux Hard Disk Problems: Like Disk Full' Or Can’t Write to the Disk](https://www.cyberciti.biz/datacenter/linux-unix-bsd-osx-cannot-write-to-hard-disk)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: 8 Tips to Solve Linux Hard Disk Problems: Like Disk Full' Or Can’t Write to the Disk in the Kubernetes Tools ecosystem.
-  - [cyberciti.biz: How to copy and transfer files remotely on Linux using scp' and rsync](https://www.cyberciti.biz/faq/how-to-copy-and-transfer-files-remotely-on-linux-using-scp-and-rsync)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: How to copy and transfer files remotely on Linux using scp' and rsync in the Kubernetes Tools ecosystem.
-  - [cyberciti.biz: How to check CPU temperature on Ubuntu Linux](https://www.cyberciti.biz/faq/how-to-check-cpu-temperature-on-ubuntu-linux)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: How to check CPU temperature on Ubuntu Linux in the Kubernetes Tools ecosystem.
-  - [cyberciti.biz: How to use df command in Linux / Unix {with examples}](https://www.cyberciti.biz/faq/df-command-examples-in-linux-unix)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: How to use df command in Linux / Unix {with examples} in the Kubernetes Tools ecosystem.
-  - [cyberciti.biz: diff Command Colorize Output On the Unix / Linux Command' Line](https://www.cyberciti.biz/programming/color-terminal-highlighter-for-diff-files)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: diff Command Colorize Output On the Unix / Linux Command' Line in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: How to Use tmuxp to Manage Your tmux Session](https://betterprogramming.pub/how-to-use-tmuxp-to-manage-your-tmux-session-614b6d42d6b6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: How to Use tmuxp to Manage Your tmux Session in the Kubernetes Tools ecosystem.
-  - [baeldung.com: Maximum Number of Threads Per Process in Linux](https://www.baeldung.com/linux/max-threads-per-process)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering baeldung.com: Maximum Number of Threads Per Process in Linux in the Kubernetes Tools ecosystem.
-  - [blog.devgenius.io: DevOps in Linux β€” Systemd Introduction](https://blog.devgenius.io/devops-in-linux-systemd-introduction-db7f49cb566b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: DevOps in Linux β€” Systemd Introduction in the Kubernetes Tools ecosystem.
-  - [medium: How to trigger an action at the end of the Shell/Bash script](https://medium.com/bash-tips-and-tricks/how-to-trigger-an-action-at-the-end-of-the-shell-bash-script-52b0ba9c157e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How to trigger an action at the end of the Shell/Bash script in the Kubernetes Tools ecosystem.
-  - [cyberciti.biz: How To Bash Shell Find Out If a Variable Is Empty Or Not](https://www.cyberciti.biz/faq/unix-linux-bash-script-check-if-variable-is-empty)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: How To Bash Shell Find Out If a Variable Is Empty Or Not in the Kubernetes Tools ecosystem.
-  - [cyberciti.biz: Bash For Loop Examples](https://www.cyberciti.biz/faq/bash-for-loop)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: Bash For Loop Examples in the Kubernetes Tools ecosystem.
-  - [cloudsavvyit.com: How to Use Multi-Threaded Processing in Bash Scripts](https://www.cloudsavvyit.com/12277/how-to-use-multi-threaded-processing-in-bash-scripts)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: How to Use Multi-Threaded Processing in Bash Scripts in the Kubernetes Tools ecosystem.
-  - [bash.cyberciti.biz Wiki 🌟](https://bash.cyberciti.biz/guide/Main_Page)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering bash.cyberciti.biz Wiki 🌟 in the Kubernetes Tools ecosystem.
-  - [cyberciti.biz: How to repeat a character β€˜n’ times in Bash](https://www.cyberciti.biz/faq/repeat-a-character-in-bash-script-under-linux-unix)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: How to repeat a character β€˜n’ times in Bash in the Kubernetes Tools ecosystem.
-  - [cyberciti.biz: Bash Read Comma Separated CSV File on Linux / Unix](https://www.cyberciti.biz/faq/unix-linux-bash-read-comma-separated-cvsfile)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: Bash Read Comma Separated CSV File on Linux / Unix in the Kubernetes Tools ecosystem.
-  - [medium.com/kubehub: A Series on Bash Scripting](https://medium.com/kubehub/a-series-on-bash-scripting-eecd0293fab5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/kubehub: A Series on Bash Scripting in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: Start Your Scripting Journey Today | Bash Script' β€” Part 1](https://levelup.gitconnected.com/start-your-scripting-journey-today-bash-script-part-1-46cbddf4e4e7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Start Your Scripting Journey Today | Bash Script' β€” Part 1 in the Kubernetes Tools ecosystem.
-  - [medium.com: Shell Scripting for DevOps with Examples](https://medium.com/@saurabhdahibhate50/devops-day-04-task-e51d64ffbf16)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Shell Scripting for DevOps with Examples in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: 5 Bash String Manipulation Methods That Help Every' Developer](https://levelup.gitconnected.com/5-bash-string-manipulation-methods-that-help-every-developer-49d4ee38b593)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: 5 Bash String Manipulation Methods That Help Every' Developer in the Kubernetes Tools ecosystem.
-  - [piyushverma.hashnode.dev: Basic Linux Shell Scripting for DevOps Engineers](https://piyushverma.hashnode.dev/basic-linux-shell-scripting-for-devops-engineers)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering piyushverma.hashnode.dev: Basic Linux Shell Scripting for DevOps Engineers in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Bash vs. Python vs. JavaScript: Which Is Better for' Automation? 🌟](https://betterprogramming.pub/bash-vs-python-vs-javascript-which-is-better-for-automation-92a277ef49e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Bash vs. Python vs. JavaScript: Which Is Better for' Automation? 🌟 in the Kubernetes Tools ecosystem.
-  - [linuxjourney.com commandline](https://linuxjourney.com/lesson/the-shell)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering linuxjourney.com commandline in the Kubernetes Tools ecosystem.
-  - [Announcing the HashiCorp Linux Repository](https://www.hashicorp.com/blog/announcing-the-hashicorp-linux-repository)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Announcing the HashiCorp Linux Repository in the Kubernetes Tools ecosystem.
-  - [blog.pandorafms.org: Useful Network commands](https://blog.pandorafms.org/network-commands)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.pandorafms.org: Useful Network commands in the Kubernetes Tools ecosystem.
-  - [cyberciti.biz: Linux: 25 Iptables Netfilter Firewall Examples For New SysAdmins](https://www.cyberciti.biz/tips/linux-iptables-examples.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: Linux: 25 Iptables Netfilter Firewall Examples For New SysAdmins in the Kubernetes Tools ecosystem.
-## Networking (2)
-
-### DNS Troubleshooting
-
-  - **(2022)** [redhat.com: Linux troubleshooting commands: 4 tools for DNS name resolution problems](https://www.redhat.com/en/blog/DNS-name-resolution-troubleshooting-tools) [BASH CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Examines core network diagnostics utilities including `nslookup`, `dig`, `host`, and local resolution file audits. Addresses common container networking issues and cluster DNS lookup routing misconfigurations.
-### Data Transfer (1)
-
-  - **(2024)** [==wcurl==](https://github.com/curl/wcurl) ⭐ 512  [SHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A lightweight command wrapper designed by the curl maintainers to simplify raw file downloads. Removes the need to manually define standard flags like `-O` and `--create-dirs`, reducing script friction when packaging container layers.
-  - **(2024)** [blog.techiescamp.com: wcurl: A Simple Wrapper for curl to download files](https://blog.techiescamp.com/docs/wcurl) [SHELL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Practical walkthrough illustrating how `wcurl` simplifies download pipelines. Compares its streamlined syntax to raw `curl` or `wget` commands, highlighting its utility in lightweight Dockerfiles and thin container runtimes.
-  - **(2021)** [opensource.com: 7 handy tricks for using the Linux wget command](https://opensource.com/article/21/10/linux-wget-command) [BASH CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Uncovers non-trivial `wget` features such as mirrors, background downloads, custom user-agent injection, and rate limits. Helps construct robust image building processes and remote asset harvesting operations.
-### Diagnostics
-
-#### Socket Analysis
-
-  - **(2020)** [tecmint.com: 20 Netstat Commands for Linux Network Management](https://www.tecmint.com/20-netstat-commands-for-linux-network-management)  [COMMUNITY-TOOL] [GUIDE] β€” An exhaustive guide detailing twenty netstat command configurations for analyzing network state on Linux servers. Covers connection state tracking, routing tables, and interface telemetry. Note that netstat has been largely superseded by the faster iproute2 'ss' utility in modern environments.
-#### Traffic Analysis
-
-  - **(2020)** [redhat.com: 6 tcpdump network traffic filter options](https://www.redhat.com/en/blog/tcpdump-part-one)  [COMMUNITY-TOOL] β€” An engineering guide highlighting the six essential packet filtering parameters for tcpdump. Demystifies syntax for isolating ingress and egress traffic based on host IPs, port ranges, and protocols. Enables systems architects and SREs to perform granular real-time traffic analysis directly from the command line interface.
-#### Troubleshooting (1)
-
-  - **(2021)** [redhat.com: 5 Linux network troubleshooting commands 🌟](https://www.redhat.com/en/blog/five-network-commands)  [LEGACY] β€” Identifies the five critical networking commands that form the bedrock of modern Linux diagnostics. Contrasts modern iproute2 implementations like 'ip' and 'ss' against deprecated net-tools equivalents, providing a fast troubleshooting playbook for solving local network isolation issues.
-  - **(2026)** [==termshark==](https://github.com/gcla/termshark) ⭐ 9909  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A Go-based terminal user interface (TUI) for `tshark` (Wireshark command-line engine). Enables native, interactive network packet analysis over headless SSH connections on remote servers or Kubernetes nodes without X11 overhead.
-  - **(2021)** [linuxshelltips.com: How to Use Netcat to Scan Open Ports in Linux 🌟](https://www.linuxshelltips.com/netcat-linux-port-scanning) [BASH CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” This technical walkthrough explores `netcat` (nc) as a versatile networking diagnostic utility. While traditional sources highlight its basic port scanning abilities, live engineering practices prioritize it for rapid TCP/UDP socket testing and validating firewall/ingress rules before deploying full-scale scanning agents like Nmap.
-### Fundamentals (1)
-
-#### Systems Administration
-
-  - **(2020)** [redhat.com: Learn the networking basics every sysadmin needs to know](https://www.redhat.com/en/blog/sysadmin-essentials-networking-basics)  [COMMUNITY-TOOL] β€” Introduces foundational networking paradigms crucial for any systems administrator or DevOps engineer. Covers system concepts such as routing tables, the Domain Name System, ports, and IP configurations. Establishes a baseline troubleshooting mindset for configuring and maintaining reliable bare-metal and virtual infrastructure.
-### Monitoring (1)
-
-#### Bandwidth Analytics
-
-  - **(2021)** [tecmint.com: 16 Useful Bandwidth Monitoring Tools to Analyze Network Usage in Linux](https://www.tecmint.com/linux-network-bandwidth-monitoring-tools)  [COMMUNITY-TOOL] β€” A comprehensive directory compiling sixteen terminal-based monitoring tools designed to evaluate Linux bandwidth consumption and network interface load. Evaluates classic utilities such as vnStat, iftop, nload, and bmon, highlighting their features for debugging socket depletion and traffic bottlenecks.
-### Network Architecture
-
-#### Proxies
-
-  - **(2021)** [Diferencias entre servidor proxy y servidor proxy inverso](https://www.redeszone.net/tutoriales/servidores/diferencias-proxy-vs-proxy-inverso) [SPANISH CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An architectural comparison defining the physical and logical distinctions between forward proxies and reverse proxies. Forward proxies safeguard client networks and perform egress filtering, whereas reverse proxies sit in front of backend servers to orchestrate ingress load balancing, SSL termination, and caching. This forms a foundational security boundary for microservices routing.
-### Protocols
-
-#### DNS
-
-  - **(2018)** [howdns.works](https://howdns.works)  [COMMUNITY-TOOL] [GUIDE] β€” An educational, comic-style visual narrative explaining the global mechanics of the Domain Name System (DNS). Breaks down recursive and authoritative resolvers, Root zones, TLD servers, and browser-side caching. Ideal for establishing a mental model of naming resolution dynamics before building microservices topologies.
-#### Transport Layer
-
-  - **(2022)** [freecodecamp.org: TCP vs. UDP β€” What's the Difference and Which Protocol is Faster?](https://www.freecodecamp.org/news/tcp-vs-udp)  [COMMUNITY-TOOL] β€” Contrasts the mechanical differences between the TCP and UDP transport protocols. Evaluates TCP's connection-oriented, high-reliability delivery mechanism (with congestion control and handshakes) against UDP's lightweight, connectionless, and high-speed streaming architecture, framing the optimal real-time application patterns for both.
-### Security (1)
-
-#### Firewalls
-
-  - **(2022)** [linuxteck.com: 15 basic useful firewall-cmd commands in Linux](https://www.linuxteck.com/basic-useful-firewall-cmd-commands-in-linux)  [COMMUNITY-TOOL] [GUIDE] β€” A practical reference manual for configuring Linux firewalld using the firewall-cmd CLI client. Demonstrates dynamic rule configuration, permanent zone assignments, service associations, and port forwarding structures. Simplifies low-level firewall administration for Red Hat Enterprise Linux and CentOS environments.
-  - **(2021)** [iximiuz.com: Illustrated introduction to Linux iptables](https://iximiuz.com/en/posts/laymans-iptables-101) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A highly descriptive, visual deep dive into the inner workings of the Linux netfilter and iptables frameworks. Explains how packets flow through tables (filter, nat, mangle, raw) and standard chains (INPUT, OUTPUT, FORWARD, PREROUTING, POSTROUTING). Essential reading for understanding low-level Kubernetes container networking interface (CNI) routing.
 ## Networking and Security
 
 ### Data Transfer Protocols
@@ -577,245 +32,36 @@
   - **(2026)** [==**curl command**: Understanding the Hidden Powers of curl==](https://nordicapis.com/understanding-the-hidden-powers-of-curl) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An in-depth analysis of advanced curl functionalities, detailing raw TCP manipulation, custom HTTP headers, proxy tunneling, and authentication. A key diagnostic asset for testing REST APIs and debugging microservice networks.
   - **(2026)** [**redhat.com: Save time at the command line with HTTPie instead of curl**](https://www.redhat.com/en/blog/curl-hack-httpie) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Evaluation of httpie as a modern, user-friendly alternative to curl with native JSON formatting and colorization. Highlights its syntax ergonomics which streamline development and API testing workflows in microservice backends.
   - **(2026)** [**linuxteck.com: 15 basic curl command in Linux with practical examples**](https://www.linuxteck.com/curl-command-in-linux-with-examples) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A practical 15-point reference manual demonstrating HTTP handshake details, file-resume transfers, and custom headers. Provides critical tactical building blocks for scripting API health checks in automated CI/CD environments.
-### Directory Services
-
-#### LDAP Analysis
-
-  - **(2026)** [**kalilinuxtutorials.com: Ldsview : Offline search tool for LDAP directory dumps in LDIF format**](https://kalilinuxtutorials.com/ldsview) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” Guide for Ldsview, an offline parsing tool for LDIF format directory dumps. Excellent utility for security assessments, privilege escalation audits, and schema inspection of legacy corporate infrastructure databases.
 ### Network Services
 
-#### Linux Networking
-
-  - **(2026)** [linuxhomenetworking.com](https://www.linuxhomenetworking.com) 🌟🌟 [LEGACY] β€” A legacy networking and systems administration guide detailing foundational network protocols, routing, and firewall configurations. Although older, it retains value as a reference for low-level network operations and classic system architectures.
 #### Port Monitoring
 
   - **(2026)** [==sysadminxpert.com: How to watch real time TCP and UDP ports on Linux (netstat & ss) 🌟==](https://sysadminxpert.com/how-to-watch-real-time-tcp-and-udp-ports-on-linux) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” Comparative analysis of netstat and the modern ss utility for tracking socket states and interface binds in real time. Essential diagnostics for validating ingress routing, firewalls, and networking on microservices.
-#### SSH and Encryption
-
-  - **(2026)** [**redhat.com: Using ssh-keygen and sharing for key-based authentication in Linux**](https://www.redhat.com/en/blog/configure-ssh-keygen) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Comprehensive guide to generating and deploying cryptographic SSH keypairs. Discusses security practices such as passphrase utilization, key algorithms (RSA vs. Ed25519), and multi-host access management.
-## Observability and Troubleshooting
-
-### Linux Systems
-
-#### Kernel Diagnostics
-
-  - **(2022)** [blog.ycrash.io: dmesg – Unix/Linux command, beginners introduction with examples](https://blog.ycrash.io/dmesg-unix-linux-command-beginners-introduction-with-examples) [BASH CONTENT]  [COMMUNITY-TOOL] β€” A fundamental reference guide to using the `dmesg` utility for examining kernel-level ring buffer logs in Unix and Linux operating systems. The resource highlights critical subcommands for parsing device driver issues, memory allocation failures (including Out-Of-Memory/OOM kills), and hardware initialization errors. It provides essential CLI commands to help system administrators and site reliability engineers troubleshoot core OS issues.
 ## Operating Systems and Infrastructure
 
-### Command Line (1)
-
-#### Modern Shells
-
-  - **(2026)** [==oilshell: Alternative shells==](https://github.com/oils-for-unix/oils/wiki/Alternative-Shells) ⭐ 3343  [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An exceptional evaluation wiki comparing next-generation Unix shells (Oils, Nushell, Fish, Zsh). Outlines parsing behaviors, JSON-first architectures, and language safety enhancements aimed at replacing classical POSIX bash scripts.
-#### Process Piping
-
-  - **(2026)** [**tecmint.com: How to Run Commands from Standard Input Using Tee and Xargs in Linux**](https://www.tecmint.com/pipe-command-output-to-other-commands) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Explores the powerful concurrency and output-splitting capabilities of xargs and tee. Demonstrates how to design resilient pipeline architectures for bulk file processing and systems automation.
-#### Text Processing (1)
-
-  - **(2026)** [tecmint.com: Different Ways to Use Column Command in Linux](https://www.tecmint.com/linux-column-command) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Demonstrates real-world formatting techniques using the column command-line tool. Solves readability issues when visualizing dense, unstructured CSV/TSV log outputs in minimal CLI environments.
-  - **(2026)** [linuxteck.com: 12 basic cat command in Linux with examples](https://www.linuxteck.com/basic-cat-command-in-linux-with-examples) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Practical usage scenarios of the foundational cat utility, detailing flag variations like -n for line numbering and file concatenations. Evaluates fundamental text-streaming constructs and system pipeline operations.
-#### Text Search
-
-  - **(2026)** [**opensource.com: How to use the Linux grep command**](https://opensource.com/article/21/3/grep-cheat-sheet) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Comprehensive guide and cheat sheet for grep syntax, covering recursive searching, exclusion criteria, and basic regular expressions. Fundamental text-processing utility crucial for searching through high-volume application logs.
-#### Utility Demos
-
-  - **(2026)** [**CLImagic**](https://www.youtube.com/user/climagic) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A platform and social presence showcasing the power of command-line tools, text-processing utilities, and shell syntax gymnastics. Offers practical one-liners that enhance daily terminal productivity and workflow efficiency.
-### Infrastructure Automation
-
-#### SysAdmin Blogs
-
-  - **(2026)** [The Lone Sysadmin](https://lonesysadmin.net) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A veteran systems administration blog focusing on virtualization, hardware, and automation infrastructure. Written from a practitioner's perspective, it features case studies and architectural considerations for datacenter management.
-### Linux
-
-#### Cheat Sheets
-
-  - **(2026)** [**developers.redhat.com: Linux commands for developers**](https://developers.redhat.com/cheat-sheets/linux-commands-cheat-sheet) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An enterprise-grade cheat sheet synthesizing primary command categories including networking, security, storage, and process management. Perfect quick-reference tool for engineers developing and debugging in enterprise Linux environments.
-#### Community and General Resources
-
-  - **(2026)** [**opensource.com 🌟**](https://opensource.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A foundational open-source community portal offering comprehensive guides, tutorials, and articles on Linux, open-source software, and enterprise infrastructure strategy. Serves as a widespread reference hub for systems administrators, developers, and DevOps practitioners seeking standardized patterns and open-source alternatives.
-  - **(2026)** [LinuxLinks.com](https://www.linuxlinks.com) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A comprehensive directory of open-source software and tools categorized for various Linux use cases. An excellent resource for discovering alternative lightweight utilities, system monitoring solutions, and development frameworks.
-  - **(2026)** [muylinux.com](https://www.muylinux.com) [SPANISH CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A leading Spanish-language media outlet covering Linux kernel news, distribution releases, and open-source ecosystem trends. Provides broad community perspective and accessibility to Linux-centric technologies.
-  - **(2026)** [linuxadictos.com](https://www.linuxadictos.com) [SPANISH CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A widely read Spanish-language publication delivering news, tool reviews, and quick-start tutorials on Linux software and desktop environments. Helps developers track desktop developments and alternative applications.
-  - **(2026)** [FOSS Force](https://fossforce.com) 🌟🌟 [COMMUNITY-TOOL] β€” A news and analysis platform dedicated to free and open-source software (FOSS), discussing industry trends, licensing, and community governance. Offers high-level context on the evolution of open-source ecosystems impacting enterprise IT strategies.
-#### Operations Handbook
-
-  - **(2026)** [**abarrak.gitbook.io: Linux SysOps Handbook 🌟**](https://abarrak.gitbook.io/linux-sysops-handbook) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A high-density reference manual covering system administration, networking, performance monitoring, and scripting. Designed as a quick lookup handbook for on-call engineers resolving real-world operational incidents.
-#### SysAdmin Tutorials
-
-
-??? abstract "Architect's Technical Comparison Table"
-    | Solution | Maturity | Primary Focus | Language | Stars |
-    | :--- | :--- | :--- | :--- | :--- |
-    | [The Geek Stuff](https://www.thegeekstuff.com) |  | SysAdmin Tutorials | English | 🌟🌟🌟🌟 |
-    | [linuxteck.com](https://www.linuxteck.com) |  | SysAdmin Tutorials | English | 🌟🌟🌟 |
-    | [howtoforge.com](https://www.howtoforge.com) |  | SysAdmin Tutorials | English | 🌟🌟🌟 |
-    | [tecadmin.net](https://tecadmin.net) |  | SysAdmin Tutorials | English | 🌟🌟🌟 |
-    | [unixetc.co.uk](https://unixetc.co.uk) |  | SysAdmin Tutorials | English | 🌟🌟🌟 |
-    | [systemadmin.es](https://systemadmin.es) |  | SysAdmin Tutorials | Spanish | 🌟🌟🌟 |
-    | [Linux Skills](https://www.youtube.com/channel/UCu2eNnWy-zc1xt_shCXQQfA) |  | SysAdmin Tutorials | English | 🌟🌟🌟 |
-
-  - **(2026)** [**The Geek Stuff**](https://www.thegeekstuff.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” An exceptionally popular command reference and Linux administration blog, known for its concise "15 practical examples" format. Covers database tuning, bash programming, security hardening, and server automation essentials.
-  - **(2026)** [linuxteck.com](https://www.linuxteck.com) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A dedicated tutorial and documentation hub focusing on enterprise Linux systems administration, covering core utilities, service configuration, and security best practices. The platform provides structured command-line examples suitable for automating server maintenance and maintaining system reliability.
-  - **(2026)** [howtoforge.com](https://www.howtoforge.com) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” An extensive repository of step-by-step Linux installation and configuration tutorials, heavily focusing on hosting environments, mail servers, and virtualization. It serves as an essential tactical resource for setting up reproducible server configurations across various Linux distributions.
-  - **(2026)** [tecadmin.net](https://tecadmin.net) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A technical blog delivering practical guides on server administration, shell scripting, database management, and cloud infrastructure operations. It provides reliable solutions to common system configuration challenges and automation tasks.
-  - **(2026)** [unixetc.co.uk](https://unixetc.co.uk) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A technical blog containing Unix and Linux command-line tips, configuration guides, and scripts. Provides pragmatic solutions to niche sysadmin tasks, system diagnostics, and shell script optimization.
-  - **(2026)** [systemadmin.es](https://systemadmin.es) [SPANISH CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A Spanish-language technical resource focusing on enterprise systems administration, virtualization, and database tuning. It offers deep insights into Linux performance analysis and storage optimization.
-  - **(2026)** [Linux Skills](https://www.youtube.com/channel/UCu2eNnWy-zc1xt_shCXQQfA) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A dedicated video tutorial channel demonstrating hands-on Linux skills, package installation, and server management. Useful for visual learners looking to understand interactive command-line operations and services configuration.
-  - **(2026)** [Linux-tutorial.info](https://www.linux-tutorial.info) 🌟🌟 [LEGACY] β€” A legacy structural reference manual for Linux systems, introducing standard file systems, bash environments, and basic command usage. It serves as a historical baseline of standard Unix behaviors for educational purposes.
-  - **(2026)** [unixmages.com](https://unixmages.com) 🌟🌟 [GUIDE] [LEGACY] β€” A legacy blog featuring creative Unix sysadmin tips, network troubleshooting guides, and shell scripting shortcuts. Provides useful context for understanding the design philosophy of older Unix implementations.
-#### Systemd Administration
-
-  - **(2026)** [**tecmint.com: How to Control Systemd Services on Remote Linux Server**](https://www.tecmint.com/control-systemd-services-on-remote-linux-server) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Step-by-step tutorial on executing remote service operations using systemctl over SSH channels. Essential knowledge for maintaining distributed, multi-node Linux system environments without utilizing bloated management agents.
-### Linux Kernel (1)
+### Linux Kernel
 
 #### Container Virtualization
 
   - **(2026)** [==redhat.com: World domination with cgroups part 8: down and dirty with cgroup v2==](https://www.redhat.com/en/blog/world-domination-cgroups-part-8-down-and-dirty-cgroup-v2) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Deep architectural analysis of cgroup v2, detailing the unified resource hierarchy model, memory pressure stalls (PSI), and unified controllers. Essential reading for system engineers developing container orchestrators and high-density microservices systems.
-#### Engineering News
-
-  - **(2026)** [==LWN.net==](https://lwn.net) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier journal for Linux kernel development, systems programming, and open-source community dynamics. Renowned for its unparalleled technical depth, LWN offers deep architectural analysis of kernel patches, filesystems, and security mechanisms.
-### Storage and File Systems
-
-#### Data Synchronization
-
-  - **(2026)** [**freecodecamp.org: RSync Examples – Rsync Options and How to Copy Files Over SSH**](https://www.freecodecamp.org/news/rsync-examples-rsync-options-and-how-to-copy-files-over-ssh) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Comprehensive walkthrough of rsync protocol options and SSH integration for secure differential backups. Explains performance flags like --partial and --progress crucial for automated disaster recovery strategies.
-  - **(2026)** [**igoroseledko.com: Parallel Rsync**](https://www.igoroseledko.com/parallel-rsync) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Explains how to orchestrate multi-threaded data transfers using parallelized rsync patterns. Crucial for transferring petabyte-scale data over high-bandwidth networks without running into single-core processing bottlenecks.
-  - **(2026)** [**redhat.com: 5 advanced rsync tips for Linux sysadmins**](https://www.redhat.com/en/blog/5-rsync-tips) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Advanced operational tips for rsync, detailing exclude lists, link manipulation, bandwidth limiting, and dry runs. Increases replication precision and safeguards critical enterprise data during complex system migrations.
-#### File Search Utilities
-
-  - **(2026)** [linuxtechlab.com: Search a file in Linux using Find & Locate command](https://linuxtechlab.com/search-a-file-in-linux-using-find-locate-command) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Contrasts the real-time recursive indexing of find with the database-driven speeds of locate. Outlines production considerations, security patterns, and execution performance when managing millions of system files.
-### System Diagnostics (1)
-
-#### Hardware Inventory
-
-  - **(2026)** [tecmint.com: 10 Useful Commands to Collect System and Hardware Information in Linux](https://www.tecmint.com/commands-to-collect-system-and-hardware-information-in-linux) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Details 10 standard CLI commands (like lscpu, lshw, fdisk) to probe hardware layouts and resources. Critical for server profiling and configuring optimized performance workloads before containerizing applications.
-### System Monitoring
-
-#### Process Diagnostics
-
-  - **(2026)** [**tecmint.com: How to Install htop on CentOS 8**](https://www.tecmint.com/install-htop-on-centos-8) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A deployment guide for configuring htop on RHEL/CentOS systems, showcasing resource utilization bars, process hierarchies, and signal emission. The industry's staple tool for real-time manual system execution analysis.
-  - **(2026)** [tecmint.com: vtop – A Linux Process and Memory Activity Monitoring Tool](https://www.tecmint.com/vtop-monitor-linux-process-usage) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A guide on vtop, a Node.js-based terminal monitor utilizing visually appealing canvas charts. Compares Node-overhead with traditional system performance monitoring requirements for local developer machines.
-#### Resource Aggregation
-
-  - **(2026)** [**tecmint.com: How to Install and Configure β€˜Collectd’ and β€˜Collectd-Web’ to Monitor Server Resources in Linux**](https://www.tecmint.com/install-collectd-and-collectd-web-to-monitor-server-resources-in-linux) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Detailed configuration guide for deploying collectd daemon alongside collectd-web. Highlights high-performance C-based monitoring capabilities suitable for embedded or low-resource virtualized hosts.
-## Packaging
-
-### RPM
-
-  - **(2021)** [developers.redhat.com: Build your own RPM package with a sample Go program to simplify installing, updating, or removing a piece of software](https://developers.redhat.com/articles/2021/05/21/build-your-own-rpm-package-sample-go-program) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Walkthrough detailing how to compile a Go-based binary and pack it into a redistributable RPM using SPEC files. Crucial for enterprise deployments on RHEL-based target nodes, bridging the gap between local application builds and native package lifecycle management.
-## Performance
-
-### Memory Monitoring
-
-  - **(2021)** [opensource.com: Get memory use statistics with this Linux command-line tool](https://opensource.com/article/21/10/memory-stats-linux-smem) [PYTHON CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Highlights `smem`, a tool dedicated to calculating proportional set size (PSS), unique set size (USS), and resident set size (RSS). Offers a mathematically sound approach to understanding memory allocation in shared library environments.
-### Monitoring (2)
-
-  - **(2022)** [itsfoss.com: 5 htop Alternatives to Enhance Your Linux System Monitoring Experience](https://itsfoss.com/htop-alternatives) [C++ CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Evaluates advanced alternative monitoring frameworks like `btop`, `glances`, and `gtop`. Discusses graphic layouts, remote API telemetry integration, and individual performance profiling capabilities.
-  - **(2021)** [linuxteck.com: 13 Top command in Linux (Monitor Linux Server Processes) 🌟](https://www.linuxteck.com/13-top-command-in-linux) [BASH CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Provides deep-dive instructions for interacting with the native `top` interface. Outlines memory tracking, swapping processes, sorting states, and prioritizing kernel runtime executions dynamically during service brownouts.
-  - **(2021)** [makeuseof.com: The 6 Best Command Line Tools to Monitor Linux Performance in the Terminal](https://www.makeuseof.com/best-cli-tools-to-monitor-linux-performance-terminal) [BASH CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Curates top command-line performance tracking agents including htop, glances, and dstat. Helps sysadmins build live dashboards directly within terminal layers to monitor CPU, memory, network, and disk performance.
-## Process Management
-
-### Java JVM
-
-  - **(2021)** [opensource.com: Check Java processes on Linux with the jps command](https://opensource.com/article/21/10/check-java-jps) [JAVA CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Details the `jps` utility embedded in the Java Development Kit (JDK), which locates active JVM-based processes and outputs corresponding main-class declarations. Essential for cloud-native setups running microservice frameworks like Spring Boot or Apache Kafka.
-### Networking (3)
-
-  - **(2021)** [linuxshelltips.com: How to Kill Running Linux Process on Particular Port](https://www.linuxshelltips.com/kill-linux-process-with-port) [BASH CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Explores standard methodologies to locate and terminate processes holding network ports hostage using `lsof`, `fuser`, and `kill` signals. Necessary for developer-level local debugging when mock-servers or microservices fail to release sockets cleanly.
-### Signals
-
-  - **(2021)** [tecmint.com: How to Kill Linux Process Using Kill, Pkill and Killall](https://www.tecmint.com/how-to-kill-a-process-in-linux) [BASH CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Examines the Linux signal paradigm, emphasizing difference between soft terminate signals (SIGTERM/15) and uncatchable kills (SIGKILL/9). Guides admins through selective targeting using name-based patterns (pkill/killall) or process-tree traversal.
-## Productivity (1)
-
-### Text Editors
-
-#### Interactive Learning
-
-  - **(2021)** [openvim.com](https://openvim.com) [JAVASCRIPT CONTENT] [DOCUMENTATION] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An interactive web-based simulator designed to teach essential Vim commands. Helps beginners break the learning curve via immediate terminal-like visual feedback directly within the browser.
-#### Neovim
-
-  - **(2025)** [==neovim==](https://neovim.io) [C CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Official landing page for Neovim, the highly extensible, modernized refactoring of Vim. Highlighted by its built-in LSP client, Lua configuration ecosystem, and rich asynchronous execution capabilities, establishing itself as the modern CLI standard.
-#### Vim
-
-  - **(2021)** [**thevaluable.dev: A Vim Guide for Advanced Users**](https://thevaluable.dev/vim-advanced) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” An excellent advanced guide explaining complex Vim paradigms including registers, markers, text objects, global commands, and multi-file project refactoring techniques designed to maximize developer efficiency.
-  - **(2020)** [redhat.com: Recursive Vim macros: One step further into automating repetitive tasks](https://www.redhat.com/en/blog/recursive-vim-macros) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Technical tutorial focusing on writing, debugging, and executing recursive Vim macros. Teaches how to automate highly complex, repetitive multi-line editing patterns efficiently without leaving the terminal.
-#### Vim Plugins
-
-  - **(2024)** [==VimWiki==](https://github.com/vimwiki/vimwiki) ⭐ 9468  [VIML CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An incredibly powerful, native Vim plugin that transforms Vim into a personal wiki engine. It manages plain-text files, automates list formatting, links diary entries, and exports to HTML dynamically. Double-Evidence: The repository establishes local, high-speed terminal note-taking; live grounding shows it is a legendary choice for terminal-based power users who value zero-latency knowledge capture.
-#### Workflows
-
-  - **(2023)** [blog.ashwinchat.com: 9 Months of Full Time Neovim + Tmux](https://blog.ashwinchat.com/9-months-of-full-time-vim) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A highly reflective engineering journal detailing a 9-month migration from IDEs to a unified Neovim and Tmux terminal setup. Evaluates configuration complexity, speed gains, and terminal ergonomics.
-## Security (2)
-
-### Data Sanitation
-
-  - **(2021)** [opensource.com: 4 Linux tools to erase your data](https://opensource.com/article/21/10/linux-tools-erase-data) [BASH CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Investigates file shredding and disk zeroing mechanisms utilizing native commands like `shred`, `dd`, `srm`, and custom tooling. Demonstrates the operational physics of hard write manipulation to prevent residual forensic extraction.
-### Penetration Testing
-
-  - **(2022)** [redhat.com: 5 scripts for getting started with the Nmap Scripting Engine](https://www.redhat.com/en/blog/nmap-scripting-engine) [LUA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Highlights the capability of the Nmap Scripting Engine (NSE) to automate network auditing tasks. Features custom scripts for SSL/TLS validation, vulnerability scanning, and service version checks inside critical target networks.
-## Security and Compliance
-
-### Linux Hardening
-
-#### System Administration (1)
-
-  - **(2026)** [==How-To Secure A Linux Server==](https://github.com/imthenachoman/How-To-Secure-A-Linux-Server) ⭐ 27773  [SHELL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A highly comprehensive, widely reference-validated repository providing detailed, step-by-step instructions for securing enterprise Linux installations. Key configurations cover SSH daemon hardening, secure user boundaries, kernel performance optimizations, and automated intrusion monitoring. In modern 2026 operations, this guide remains a vital source for building secure base golden images inside automated IaC pipelines.
 ## Software Engineering
 
 ### Development Tools
 
-#### File Comparison
-
-  - **(2026)** [opensource.com: Don't love diff? Use Meld instead](https://opensource.com/article/20/3/meld) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Visualizing code diffs and file merges through Meld. Highlights architectural advantages over command-line diff when executing complex visual code reviews, configuration comparisons, and manual merge resolution.
 #### File System Watching
 
   - **(2026)** [****watchman command**: A File and Directory Watching Tool for Changes**](https://www.tecmint.com/watchman-monitor-file-changes-in-linux) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A technical breakdown of Meta's Watchman, an enterprise-grade file-watching service. Discusses recursive directory tracking, query execution, and trigger-based microservice development workflows.
-#### Terminal Recording
-
-  - **(2026)** [**redhat.com: How to record your Linux terminal using asciinema**](https://www.redhat.com/en/blog/using-asciinema) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Step-by-step documentation on deploying and utilizing asciinema to capture terminal sessions as text files. Enhances technical knowledge sharing, collaborative troubleshooting, and deployment runbook audits.
-#### Text Editors (1)
-
-  - **(2026)** [**redhat.com: Vim: Basic and intermediate commands**](https://www.redhat.com/en/blog/vim-commands) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A structured reference covering intermediate-to-advanced Vim workflows, including search-and-replace regexes and window splitting. Boosts text manipulation throughput for systems engineers editing config files on remote servers.
 ### Systems Programming
 
 #### Architecture and Design
 
   - **(2026)** [**systemcodegeeks.com**](https://www.systemcodegeeks.com) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A specialized portal focused on systems architecture, development, and operational design patterns for backend engineers. Offers articles detailing the performance optimization of core infrastructure services and software integrations.
-#### Legacy Code Translation
-
-  - **(2026)** [metacpan.org: a2p - Awk to Perl translator](https://metacpan.org/pod/App::a2p) [ADVANCED LEVEL] 🌟🌟 [LEGACY] β€” The classic a2p (Awk-to-Perl) translator utility documentation. Retained for historical compatibility and migrating legacy log-parsing pipelines into more robust Perl frameworks.
-#### Technical Insights
-
-  - **(2026)** [**nikhilism.com: Mystery Knowledge and Useful Tools**](https://nikhilism.com/post/2020/mystery-knowledge-useful-tools) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A compilation of esoteric systems engineering wisdom and alternative Unix diagnostic tools. Offers high-value insights on process behavior, signal handling, and hidden edge cases of standard OS tooling.
 #### Time and Serialization
 
   - **(2026)** [**Timezone Bullshit**](https://blog.wesleyac.com/posts/timezone-bullshit) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A technical exploration of the systemic complexities and failure modes inherent to international timezones and UTC serialization. Essential reading for system designers building distributed microservices tracking strict historical audit logs.
-## Storage
-
-### Cloud Sync
-
-  - **(2026)** [Rclone 🌟🌟🌟](https://rclone.org) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Rclone acts as an open-source command-line tool designed for managing and syncing file systems across over 40 cloud storage providers. It supports complex operations such as server-side transfers, encryption, and mounting remote storage systems directly as local file systems.
-## Text Processing (2)
-
-### Comparison (1)
-
-  - **(2026)** [difftastic.wilfred.me.uk](https://difftastic.wilfred.me.uk) [RUST CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Difftastic is a structural diff engine that compares files based on their syntax tree parsing rather than basic line-by-line differences. It natively understands programming languages, eliminating false modifications from code formatting adjustments.
-### Regex
-
-  - **(2022)** [rexegg.com: Regex Syntax Tricks](https://www.rexegg.com/regex-tricks.php) [REGEX CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive deep dive into advanced regular expression mechanics, detailing lookarounds, capture groups, and backreferences. Indispensable for creating fine-tuned, complex parsing expressions for server logs, configurations, and raw telemetry data.
-  - **(2021)** [tecmint.com: What’s Difference Between Grep, Egrep and Fgrep in Linux?](https://www.tecmint.com/difference-between-grep-egrep-and-fgrep-in-linux) [BASH CONTENT]  [COMMUNITY-TOOL] β€” Clarifies the historical and technical divergence between standard grep, extended regex grep (egrep), and fixed string search grep (fgrep). Explains how modern implementations run these under unified binary cores for peak execution speed during intensive log-parsing operations.
-### Sed
-
-  - **(2022)** [pement.org: Over 100 sed one-liners](https://www.pement.org/sed/sed1line.txt) [SED CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A classic reference cheat sheet collecting over 100 useful `sed` scripts for quick text modifications. Showcases structural configurations, line insertions, and replacement syntax patterns for managing remote configurations.
-### XML Parsing
-
-  - **(2021)** [opensource.com: Use XMLStarlet to parse XML in the Linux terminal](https://opensource.com/article/21/7/parse-xml-linux) [C CONTENT]  [GUIDE] [LEGACY] β€” This guide details utilizing `XMLStarlet` to execute XPath queries, transformations, and schema validations directly within command-line pipelines. Curator insight notes it is a valuable asset for processing legacy enterprise structures; live grounding emphasizes its continued efficiency over general-purpose Python parsing scripts for rapid terminal queries.
-## Virtualization (1)
-
-### Disk Utilities
-
-  - **(2026)** [Guestfish](https://libguestfs.org/guestfish.1.html) [C CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An interactive command-line shell that enables safe, direct manipulation of virtual machine disk images without running the actual virtual machine. Allows direct filesystem edits, configuration injects, and recovery procedures across VM formats.
-  - **(2022)** [redhat.com: How to customize VM and cloud images with guestfish](https://www.redhat.com/en/blog/customize-vm-cloud-images-guestfish) [BASH CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Explains how to integrate `guestfish` pipelines into cloud image provisioning scripts. Details the automated modification of network configurations, credential injection, and software installations within raw VM images.
 
 ---
-πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md)
+πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Angular](./angular.md)
 
diff --git a/v2-docs/liquibase.md b/v2-docs/liquibase.md
index 1e2b6b7c..a71997cb 100644
--- a/v2-docs/liquibase.md
+++ b/v2-docs/liquibase.md
@@ -8,9 +8,6 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Cloud Native Infrastructure](#cloud-native-infrastructure)
   - [Kubernetes Deployment Patterns](#kubernetes-deployment-patterns)
     - [Database Deployment](#database-deployment)
@@ -21,29 +18,12 @@
   - [Database Migrations](#database-migrations)
     - [Tool Comparison](#tool-comparison)
 1. [Database Architecture](#database-architecture)
-  - [Cloud Native Databases](#cloud-native-databases)
-    - [Vitess](#vitess)
   - [Database GitOps](#database-gitops-1)
     - [Schema Management](#schema-management)
-  - [Database Migration](#database-migration)
-    - [Schema Evolution](#schema-evolution)
 1. [Infrastructure as Code](#infrastructure-as-code)
-  - [Database Migration](#database-migration-1)
+  - [Database Migration](#database-migration)
     - [CICD and Delivery](#cicd-and-delivery)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [Flyway](https://www.red-gate.com/products/flyway/community)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.red-gate.com in the Kubernetes Tools ecosystem.
-  - [wikipedia](https://en.wikipedia.org/wiki/Evolutionary_database_design)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wikipedia in the Kubernetes Tools ecosystem.
-  - [dzone: Introduction to Liquibase and Managing Your Database Source Code](https://dzone.com/articles/introduction-to-liquibase-and-managing-your-databa)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Introduction to Liquibase and Managing Your Database Source Code in the Kubernetes Tools ecosystem.
-  - [dzone: Managing Your Database With Liquibase and Gradle](https://dzone.com/articles/managing-your-database-with-liquibase-and-gradle)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Managing Your Database With Liquibase and Gradle in the Kubernetes Tools ecosystem.
-  - [dzone: Executing Liquibase: 3 Use Cases](https://dzone.com/articles/executing-liquibase-3-use-cases)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Executing Liquibase: 3 Use Cases in the Kubernetes Tools ecosystem.
-  - [dzone: Build a Spring Boot App With Flyway and Postgres](https://dzone.com/articles/build-a-spring-boot-app-with-flyway-and-postgres)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Build a Spring Boot App With Flyway and Postgres in the Kubernetes Tools ecosystem.
-  - [medium: Database version control β€” Liquibase versus Flyway](https://medium.com/@ruxijitianu/database-version-control-liquibase-versus-flyway-9872d43ee5a4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Database version control β€” Liquibase versus Flyway in the Kubernetes Tools ecosystem.
 ## Cloud Native Infrastructure
 
 ### Kubernetes Deployment Patterns
@@ -67,29 +47,21 @@
   - **(2024)** [liquibase.org: Liquibase vs. Flyway](https://www.liquibase.com/liquibase-vs-flyway)  [COMMUNITY-TOOL] β€” A detailed evaluation of the architectural trade-offs between Liquibase and Flyway. This resource explores Liquibase's multi-database abstraction layers (XML, YAML, JSON) alongside Flyway's developer-focused, SQL-first approach, explaining their impact on continuous delivery pipelines and database schema version control.
 ## Database Architecture
 
-### Cloud Native Databases
-
-#### Vitess
-
-  - **(2021)** [docs.planetscale.com: The PlanetScale workflow 🌟](https://planetscale.com/docs/vitess/best-practices) [MARKDOWN CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Documentation outlining the schema migration workflow in PlanetScale, powered by Vitess. Introduces non-blocking schema changes and deployment branches, enabling developers to modify production databases without locking tables or causing downtime.
 ### Database GitOps (1)
 
 #### Schema Management
 
   - **(2021)** [==bytebase/bytebase==](https://github.com/bytebase/bytebase) ⭐ 14143  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Open-source, web-based database schema change and collaboration tool engineered for DevOps teams and DBAs. Features GitOps-driven workflow mechanics, automated visual SQL review, and centralized security compliance policies to govern multi-engine environments.
-### Database Migration
-
-#### Schema Evolution
-
-  - **(2006)** [liquibase.org](https://www.liquibase.org) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Liquibase is an open-source, platform-independent database schema migration tool designed to track, version, and deploy schema modifications. Employing XML, YAML, JSON, or SQL formats, it integrates into enterprise CI/CD pipelines to ensure database schemas evolve safely and repeatably alongside application code.
 ## Infrastructure as Code
 
-### Database Migration (1)
+### Database Migration
 
 #### CICD and Delivery
 
   - **(2023)** [martinfowler.com](https://martinfowler.com/articles/evodb.html) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A seminal essay on evolutionary database architectures. Highlights methods for treating database schemas as declarative code, versioning migrations, and automating data migrations safely inside unified application delivery pipelines.
 
 ---
-πŸ’‘ **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Chef](./chef.md)
+πŸ’‘ **Explore Related:** [Securityascode](./securityascode.md) | [Ansible](./ansible.md) | [Devsecops](./devsecops.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/managed-kubernetes-in-public-cloud.md b/v2-docs/managed-kubernetes-in-public-cloud.md
index d508106d..6c78f298 100644
--- a/v2-docs/managed-kubernetes-in-public-cloud.md
+++ b/v2-docs/managed-kubernetes-in-public-cloud.md
@@ -10,15 +10,9 @@
 
 1. [Alternative Cloud](#alternative-cloud)
   - [DigitalOcean Kubernetes DOKS](#digitalocean-kubernetes-doks)
-    - [Core Platforms](#core-platforms)
     - [GitOps and Continuous Delivery](#gitops-and-continuous-delivery)
-  - [IBM Kubernetes Service IKS](#ibm-kubernetes-service-iks)
-    - [Core Platforms](#core-platforms-1)
   - [Linode Kubernetes Engine LKE](#linode-kubernetes-engine-lke)
     - [Autoscaling Core](#autoscaling-core)
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Architecture and Design](#architecture-and-design)
   - [Microservices Design](#microservices-design)
     - [Production AKS Deployment](#production-aks-deployment)
@@ -29,178 +23,54 @@
     - [Infrastructure Design](#infrastructure-design)
 1. [Cloud Infrastructure](#cloud-infrastructure)
   - [AWS](#aws)
-    - [EKS and Container Orchestration](#eks-and-container-orchestration)
+    - [Container Orchestration](#container-orchestration)
   - [Amazon EKS](#amazon-eks)
-    - [ACK](#ack)
-    - [Batch Workloads](#batch-workloads)
-    - [Cluster Provisioning](#cluster-provisioning)
-    - [Cost Optimization](#cost-optimization)
     - [Deployments](#deployments)
-    - [Distributions](#distributions)
-    - [Helm Repositories](#helm-repositories)
-    - [Interactive Learning](#interactive-learning)
-    - [Observability](#observability)
-    - [Spot Instances](#spot-instances)
     - [Traffic Management](#traffic-management)
   - [Auto-scaling](#auto-scaling)
     - [Fargate](#fargate)
     - [Prometheus](#prometheus)
-  - [Cloud Migration](#cloud-migration)
-    - [Automation](#automation)
+  - [Container Orchestration](#container-orchestration-1)
+    - [AKS Integration](#aks-integration)
+    - [EKS Security](#eks-security)
   - [Continuous Delivery](#continuous-delivery)
     - [GitOps](#gitops)
     - [Preview Environments](#preview-environments)
-  - [Cost Optimization](#cost-optimization-1)
-    - [Best Practices](#best-practices)
-    - [Kubecost](#kubecost)
   - [Infrastructure as Code](#infrastructure-as-code)
-    - [AWS CDK](#aws-cdk)
     - [Terraform](#terraform)
   - [Multi-Cluster Management](#multi-cluster-management)
     - [Case Study](#case-study)
-    - [Rancher](#rancher)
   - [Networking](#networking)
-    - [Best Practices](#best-practices-1)
     - [Ingress Controllers](#ingress-controllers)
     - [Scale Optimization](#scale-optimization)
-  - [Reliability Engineering](#reliability-engineering)
-    - [Chaos Engineering](#chaos-engineering)
-  - [Security and Compliance](#security-and-compliance)
-    - [Best Practices](#best-practices-2)
-    - [IAM](#iam)
-    - [PCI DSS](#pci-dss)
-    - [Policy Enforcement](#policy-enforcement)
-  - [Storage](#storage)
-    - [Amazon EFS](#amazon-efs)
-1. [Cloud Native](#cloud-native)
-  - [AWS EKS](#aws-eks)
-    - [Cluster Provisioning](#cluster-provisioning-1)
-    - [Community Resources](#community-resources)
-    - [Cost Optimization](#cost-optimization-2)
-    - [High Availability](#high-availability)
-    - [Machine Learning](#machine-learning)
-    - [Multi-tenancy](#multi-tenancy)
-    - [Networking](#networking-1)
-    - [Operator Pattern](#operator-pattern)
-    - [Security](#security)
-    - [Storage Solutions](#storage-solutions)
-  - [Kubernetes](#kubernetes)
-    - [Architecture Design](#architecture-design)
-    - [Industry Trends](#industry-trends)
-    - [Managed Services](#managed-services)
-    - [Platform Engineering](#platform-engineering)
 1. [Cloud Providers](#cloud-providers)
-  - [AWS EKS](#aws-eks-1)
-    - [Cluster Lifecycle](#cluster-lifecycle)
-      - [Managed Add-ons](#managed-add-ons)
-      - [Node Updates](#node-updates)
-      - [Upgrade Strategies](#upgrade-strategies)
-      - [Upgrade Strategy](#upgrade-strategy)
-    - [Cost Optimization](#cost-optimization-3)
-      - [Node Scaling Metrics](#node-scaling-metrics)
-      - [Spot Instancing](#spot-instancing)
+  - [AWS EKS](#aws-eks)
     - [GitOps and Automation](#gitops-and-automation)
       - [Infrastructure Provisioning](#infrastructure-provisioning)
     - [Hybrid Cloud](#hybrid-cloud)
-      - [Blue-Green Upgrades](#blue-green-upgrades)
-      - [Feature Matrix](#feature-matrix)
-      - [Getting Started](#getting-started)
-      - [On-Premises EKS](#on-premises-eks)
-      - [On-Premises Launch](#on-premises-launch)
       - [Service Mesh Integration](#service-mesh-integration)
-    - [Infrastructure as Code](#infrastructure-as-code-1)
-      - [NFS Storage Autoprovisioning](#nfs-storage-autoprovisioning)
-    - [Kubernetes Distributions](#kubernetes-distributions)
-      - [Base Build](#base-build)
-    - [Machine Learning](#machine-learning-1)
-      - [Kubeflow Storage](#kubeflow-storage)
-    - [Monitoring and Observability](#monitoring-and-observability)
-      - [API Server Diagnostics](#api-server-diagnostics)
-    - [Networking](#networking-2)
-      - [CoreDNS Scaling](#coredns-scaling)
-      - [IP Management](#ip-management)
+    - [Networking](#networking-1)
       - [Private Connectivity](#private-connectivity)
       - [Service Mesh Latency](#service-mesh-latency)
-    - [Scalability](#scalability)
-      - [Image Prefetching](#image-prefetching)
-      - [Proactive Scaling](#proactive-scaling)
-      - [Stateful Databases](#stateful-databases)
-    - [Security and Hardening](#security-and-hardening)
-      - [Compliance Auditing](#compliance-auditing)
-      - [RBAC Mapping](#rbac-mapping)
-      - [Ransomware Defense](#ransomware-defense)
-    - [Storage](#storage-1)
-      - [EBS Migration](#ebs-migration)
-      - [Persistent Volumes](#persistent-volumes)
   - [Azure Kubernetes Service AKS](#azure-kubernetes-service-aks)
     - [API Gateway](#api-gateway)
-    - [Autoscaling](#autoscaling)
-    - [Community Updates](#community-updates)
-    - [Edge Computing](#edge-computing)
-    - [Enterprise Design Patterns](#enterprise-design-patterns)
-    - [High Availability](#high-availability-1)
-    - [Identity and Access Control](#identity-and-access-control)
     - [Ingress and Routing](#ingress-and-routing)
-    - [Machine Learning Workloads](#machine-learning-workloads)
     - [Multi-Tenancy](#multi-tenancy)
-    - [Observability](#observability-1)
-    - [Onboarding](#onboarding)
-    - [Operations](#operations)
-    - [Security](#security-1)
+    - [Security](#security)
   - [Google Kubernetes Engine GKE](#google-kubernetes-engine-gke)
-    - [Cost Optimization](#cost-optimization-4)
+    - [Cost Optimization](#cost-optimization)
     - [DNS Optimization](#dns-optimization)
-    - [Evolution and History](#evolution-and-history)
-    - [FinOps](#finops)
-    - [Industry Analysis](#industry-analysis)
     - [Ingress and Routing](#ingress-and-routing-1)
     - [Multi-Cluster Architectures](#multi-cluster-architectures)
     - [Multi-Cluster Networking](#multi-cluster-networking)
-    - [Observability](#observability-2)
-    - [Operational Tradeoffs](#operational-tradeoffs)
     - [Performance Scaling](#performance-scaling)
-    - [Security and Compliance](#security-and-compliance-1)
     - [Security and IAM](#security-and-iam)
-    - [Serverless Orchestration](#serverless-orchestration)
-    - [Visual Guides](#visual-guides)
   - [Microsoft AKS](#microsoft-aks)
-    - [Architecture Baseline](#architecture-baseline)
-      - [Secure Architecture](#secure-architecture)
-    - [Getting Started](#getting-started-1)
-      - [Core Concepts](#core-concepts)
-    - [Infrastructure as Code](#infrastructure-as-code-2)
-      - [Template Generator](#template-generator)
-    - [Lifecycle and Release Notes](#lifecycle-and-release-notes)
-      - [Platform Changes](#platform-changes)
     - [Microservices Design](#microservices-design-1)
       - [Production Architecture](#production-architecture)
-    - [Migration and Modernization](#migration-and-modernization)
-      - [App Containerization](#app-containerization)
-    - [Networking](#networking-3)
-      - [Azure CNI](#azure-cni)
-      - [Kubenet Configuration](#kubenet-configuration)
-    - [Production Checklist](#production-checklist)
-      - [Best Practices](#best-practices-3)
-    - [Runtime Environments](#runtime-environments)
-      - [Windows Containers](#windows-containers)
-    - [Scheduling and Taints](#scheduling-and-taints)
-      - [Compute Node Pools](#compute-node-pools)
-    - [Security and Identity](#security-and-identity)
-      - [Entra ID Auth](#entra-id-auth)
-      - [Pod Identity Evolution](#pod-identity-evolution)
-    - [Storage](#storage-2)
-      - [StatefulSet Volume Scaling](#statefulset-volume-scaling)
-1. [Cloud-Native Infrastructure](#cloud-native-infrastructure)
-  - [Cluster Provisioning](#cluster-provisioning-2)
-    - [High Availability](#high-availability-2)
-    - [KubeKey](#kubekey)
-  - [Managed Kubernetes](#managed-kubernetes)
-    - [Azure AKS](#azure-aks)
 1. [Container Platforms](#container-platforms)
   - [Enterprise Platforms](#enterprise-platforms)
-    - [Cluster API](#cluster-api)
     - [KubeSphere](#kubesphere)
-    - [Managed Kubernetes](#managed-kubernetes-1)
 1. [Delivery and CICD](#delivery-and-cicd)
   - [Application Packaging](#application-packaging)
     - [Draft and Acorn](#draft-and-acorn)
@@ -209,15 +79,7 @@
 1. [Developer Experience](#developer-experience)
   - [Inner Loop Development](#inner-loop-development)
     - [Local Tooling](#local-tooling)
-1. [Development Tools](#development-tools)
-  - [Storage](#storage-3)
-    - [Volume Synchronization](#volume-synchronization)
-1. [Financial Operations](#financial-operations)
-  - [Cost Optimization](#cost-optimization-5)
-    - [Node Allocation](#node-allocation)
 1. [Infrastructure](#infrastructure)
-  - [Hybrid and On-Premises](#hybrid-and-on-premises)
-    - [Azure Stack Hub](#azure-stack-hub)
   - [Ingress and Routing](#ingress-and-routing-2)
     - [Application Gateway AGIC](#application-gateway-agic)
     - [Dynamic DNS](#dynamic-dns)
@@ -226,241 +88,48 @@
     - [TLS Ingress Controller](#tls-ingress-controller)
   - [Networking and CNI](#networking-and-cni)
     - [Azure CNI Cilium](#azure-cni-cilium)
-    - [Azure CNI Overlay](#azure-cni-overlay)
-    - [BYO CNI](#byo-cni)
     - [Calico eBPF](#calico-ebpf)
-    - [Kubenet vs Azure CNI](#kubenet-vs-azure-cni)
     - [WireGuard Encryption](#wireguard-encryption)
-  - [Node Pools](#node-pools)
-    - [Windows Containers](#windows-containers-1)
   - [Provisioning and IaC](#provisioning-and-iac)
-    - [ARM Templates](#arm-templates)
     - [AWS CDK and Multicluster](#aws-cdk-and-multicluster)
-  - [Storage Systems](#storage-systems)
-    - [Private Endpoints](#private-endpoints)
-1. [Infrastructure as Code and CI-CD](#infrastructure-as-code-and-ci-cd)
-  - [CI-CD Pipelines](#ci-cd-pipelines)
-    - [GitHub Actions](#github-actions)
-      - [Oracle Cloud Infrastructure](#oracle-cloud-infrastructure)
-    - [KubeSphere](#kubesphere-1)
-      - [Jenkins](#jenkins)
-1. [Multi-Cloud Management](#multi-cloud-management)
-  - [Platform Engineering](#platform-engineering-1)
-    - [Tooling Comparison](#tooling-comparison)
-1. [Observability](#observability-3)
+1. [Observability](#observability)
   - [Telemetry](#telemetry)
     - [Azure Monitoring](#azure-monitoring)
-1. [Operations and Troubleshooting](#operations-and-troubleshooting)
-  - [Diagnostic Analysis](#diagnostic-analysis)
-    - [Core Dumps](#core-dumps)
-    - [Windows Packet Capture](#windows-packet-capture)
-    - [Windows RDP Troubleshooting](#windows-rdp-troubleshooting)
-  - [Incident Response](#incident-response)
-    - [Disaster Recovery](#disaster-recovery)
-  - [Observability](#observability-4)
-    - [Prometheus and Grafana](#prometheus-and-grafana)
-  - [Resource Management](#resource-management)
-    - [Node Deallocation](#node-deallocation)
-    - [Node Pools Scaling](#node-pools-scaling)
 1. [Orchestration](#orchestration)
-  - [AKS](#aks)
-    - [Tutorials](#tutorials)
   - [Azure Compute](#azure-compute)
     - [AKS and ACI](#aks-and-aci)
   - [Azure Networking](#azure-networking)
     - [AKS VNET Integration](#aks-vnet-integration)
-  - [Data Protection](#data-protection)
-    - [AKS Backup](#aks-backup)
-  - [Kubernetes](#kubernetes-1)
+  - [Kubernetes](#kubernetes)
     - [Managed Kubernetes Comparison](#managed-kubernetes-comparison)
-  - [Kubernetes Security](#kubernetes-security)
-    - [EKS Secrets KMS](#eks-secrets-kms)
-1. [Performance and Scale](#performance-and-scale)
-  - [Container Runtimes](#container-runtimes)
-    - [Image Pull Optimization](#image-pull-optimization)
-  - [Resource Management](#resource-management-1)
-    - [LimitRanges](#limitranges)
-1. [Platform Engineering](#platform-engineering-2)
+1. [Platform Engineering](#platform-engineering)
   - [CICD and Delivery](#cicd-and-delivery)
     - [Developer Experience](#developer-experience-1)
-    - [GitHub Actions](#github-actions-1)
+    - [GitHub Actions](#github-actions)
   - [Developer Experience](#developer-experience-2)
     - [Legacy Scaffolding](#legacy-scaffolding)
-  - [GitOps](#gitops-1)
-    - [Declarative Infrastructure](#declarative-infrastructure)
+1. [Resilience](#resilience)
+  - [Chaos Engineering](#chaos-engineering)
+    - [Cloud Architecture](#cloud-architecture)
 1. [Security and Governance](#security-and-governance)
   - [Access and Identity](#access-and-identity)
     - [Azure Key Vault](#azure-key-vault)
     - [OAuth2 Proxy](#oauth2-proxy)
-    - [Workload Identity](#workload-identity)
-  - [Cluster Security](#cluster-security)
-    - [Multi-Tenancy Isolation](#multi-tenancy-isolation)
   - [Microservices Security](#microservices-security)
     - [Pod Security and Identities](#pod-security-and-identities)
-  - [Network Security](#network-security)
-    - [Network Isolation](#network-isolation)
-    - [VNet Peering](#vnet-peering)
-1. [State and Data](#state-and-data)
-  - [Database Virtualization](#database-virtualization)
-    - [SQL Server and S3 Storage](#sql-server-and-s3-storage)
-1. [Strategic Strategy](#strategic-strategy)
-  - [Ecosystem News](#ecosystem-news)
-    - [Edge Kubernetes](#edge-kubernetes)
-    - [Pricing and SLA tiers](#pricing-and-sla-tiers)
-    - [Product Roadmap](#product-roadmap)
-  - [Enterprise Architecture](#enterprise-architecture)
-    - [Automation and Runbooks](#automation-and-runbooks)
-    - [First Steps](#first-steps)
-  - [Kubernetes Management](#kubernetes-management)
-    - [AKS Ecosystem](#aks-ecosystem)
-1. [Strategy](#strategy)
-  - [Platform Strategy](#platform-strategy)
-    - [Adoption Frameworks](#adoption-frameworks)
 
 ## Alternative Cloud
 
 ### DigitalOcean Kubernetes DOKS
 
-#### Core Platforms
-
-  - **(2025)** [docs.digitalocean.com: Kubernetes on DigitalOcean](https://docs.digitalocean.com/products/kubernetes) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The baseline documentation hub for DigitalOcean Kubernetes (DOKS). Features developer-friendly setup guides, automated node pool configurations, and block storage integrations. Recommended for startups and medium-sized application workloads seeking an intuitive managed container orchestrator.
 #### GitOps and Continuous Delivery
 
   - **(2022)** [digitalocean.com: Automating GitOps and Continuous Delivery With DigitalOcean Kubernetes (Terraform, Helm and Flux)](https://www.digitalocean.com/community/tech-talks/automating-gitops-and-continuous-delivery-with-digitalocean-kubernetes) [HCL CONTENT]  [COMMUNITY-TOOL] β€” A practical guide on implementing declarative GitOps structures on DOKS using Flux CD, Terraform, and Helm charts. Provides a complete architectural template for managing infrastructure and application configurations declaration-first, reducing configuration drift in production.
-### IBM Kubernetes Service IKS
-
-#### Core Platforms (1)
-
-  - **(2025)** [IKS](https://www.ibm.com/products/kubernetes-service) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official landing documentation for IBM Cloud Kubernetes Service (IKS). Highlights its integration with IBM's compliance profiles, hardware security modules (HSM), and bare-metal nodes. A useful reference for enterprise cloud-native architects looking for secure hybrid options.
 ### Linode Kubernetes Engine LKE
 
 #### Autoscaling Core
 
   - **(2022)** [dev.to: Practical Introduction to Kubernetes Autoscaling Tools with Linode Kubernetes Engine 🌟](https://dev.to/rahulrai/practical-introduction-to-kubernetes-autoscaling-tools-with-linode-kubernetes-engine-2i7k) [YAML CONTENT]  [COMMUNITY-TOOL] β€” An introduction to Kubernetes scaling tools (HPA, VPA, and Cluster Autoscaler) leveraging the Linode Kubernetes Engine (LKE). This guide demystifies metric validation loops and autoscaler behavior, providing a practical foundation for engineers implementing scaling outside major hyperscalers.
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [neal-davis.medium.com: ECS vs EC2 vs Lambda](https://neal-davis.medium.com/ecs-vs-ec2-vs-lambda-36b8ca380dea)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering neal-davis.medium.com: ECS vs EC2 vs Lambda in the Kubernetes Tools ecosystem.
-  - [medium.com/@ishana98dadhich: Integrating AWS Secret Manager with EKS and' use Secrets inside the Pods: Part-1](https://medium.com/@ishana98dadhich/integrating-aws-secret-manager-with-eks-and-use-secrets-inside-the-pods-part-1-1938b0c3c2fb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@ishana98dadhich: Integrating AWS Secret Manager with EKS and' use Secrets inside the Pods: Part-1 in the Kubernetes Tools ecosystem.
-  - [mehighlow.medium.com: Hardened-AKS/Secrets](https://mehighlow.medium.com/hardened-aks-secrets-82351c43eac4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==mehighlow.medium.com: Hardened-AKS/Secrets== in the Kubernetes Tools ecosystem.
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-  - [medium.com: Kubernetes Cloud Services: Comparing GKE, EKS and AKS](https://medium.com/@Platform9Sys/kubernetes-cloud-services-comparing-gke-eks-and-aks-1fe42770cad3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Kubernetes Cloud Services: Comparing GKE, EKS and AKS in the Kubernetes Tools ecosystem.
-  - [medium: State of Managed Kubernetes 2020](https://medium.com/swlh/state-of-managed-kubernetes-2020-4be006643360)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: State of Managed Kubernetes 2020 in the Kubernetes Tools ecosystem.
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-  - [mehmetozkaya.medium.com: Deploying .Net Microservices to Azure Kubernetes' Services(AKS) and Automating with Azure DevOps](https://mehmetozkaya.medium.com/deploying-net-microservices-to-azure-kubernetes-services-aks-and-automating-with-azure-devops-c50bdd51b702)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering mehmetozkaya.medium.com: Deploying .Net Microservices to Azure Kubernetes' Services(AKS) and Automating with Azure DevOps in the Kubernetes Tools ecosystem.
-  - [faun.pub: How to implement Azure Kubernetes Service (AKS) in Cloud?](https://faun.pub/azure-kubernetes-service-aks-d1e71c7ecbe6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: How to implement Azure Kubernetes Service (AKS) in Cloud? in the Kubernetes Tools ecosystem.
-  - [joachim8675309.medium.com: AKS with GRPC and ingress-nginx](https://joachim8675309.medium.com/aks-with-grpc-and-ingress-nginx-32481a792a1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering joachim8675309.medium.com: AKS with GRPC and ingress-nginx in the Kubernetes Tools ecosystem.
-  - [medium: AKS with Calico Network Policies](https://medium.com/geekculture/aks-with-calico-network-policies-8cdfa996e6bb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: AKS with Calico Network Policies in the Kubernetes Tools ecosystem.
-  - [joachim8675309.medium.com: AKS with Istio Service Mesh](https://joachim8675309.medium.com/istio-service-mesh-on-aks-1b6ed16f6890)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering joachim8675309.medium.com: AKS with Istio Service Mesh in the Kubernetes Tools ecosystem.
-  - [blog.kasten.io: AKS and Storage: How to Design Storage for Cloud Native' Applications](https://blog.kasten.io/aks-and-storage-how-to-design-storage-for-cloud-native-applications)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.kasten.io: AKS and Storage: How to Design Storage for Cloud Native' Applications in the Kubernetes Tools ecosystem.
-  - [blog.kasten.io: AKS and Storage: Performance Differences Among K8s Storage' Services](https://blog.kasten.io/aks-and-storage-performance-differences-among-kubernetes-storage-services)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.kasten.io: AKS and Storage: Performance Differences Among K8s Storage' Services in the Kubernetes Tools ecosystem.
-  - [medium: AKS β€” different load balancing options. When to use what?](https://medium.com/microsoftazure/aks-different-load-balancing-options-for-a-single-cluster-when-to-use-what-abd2c22c2825)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: AKS β€” different load balancing options. When to use what? in the Kubernetes Tools ecosystem.
-  - [medium: Going multicloud with kubernetes and Azure Front Door](https://medium.com/microsoftazure/going-multicloud-with-kubernetes-and-azure-front-door-f34a2f39068a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Going multicloud with kubernetes and Azure Front Door in the Kubernetes Tools ecosystem.
-  - [akhilsharma.work: How to list Azure RBAC Roles to Secure AKS Clusters](https://akhilsharma.work/how-to-list-azure-rbac-roles-to-secure-aks-clusters)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering akhilsharma.work: How to list Azure RBAC Roles to Secure AKS Clusters in the Kubernetes Tools ecosystem.
-  - [logz.io: Collecting Metrics from Windows Kubernetes Nodes in AKS 🌟](https://logz.io/blog/windows-kubernetes-nodes-aks-metrics)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering logz.io: Collecting Metrics from Windows Kubernetes Nodes in AKS 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/kocsistem: Installation Internal Nginx Ingress for a Private' AKS Cluster](https://medium.com/kocsistem/installation-internal-nginx-ingress-for-a-private-aks-cluster-7b6386492d56)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/kocsistem: Installation Internal Nginx Ingress for a Private' AKS Cluster in the Kubernetes Tools ecosystem.
-  - [joachim8675309.medium.com: ExternalDNS with AKS & Azure DNS](https://joachim8675309.medium.com/externaldns-with-aks-azure-dns-941a1804dc88)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering joachim8675309.medium.com: ExternalDNS with AKS & Azure DNS in the Kubernetes Tools ecosystem.
-  - [medium.com/dzerolabs: Accessing Azure Key Vault Secrets in Azure Kubernetes' with Secrets Store CSI Driver 🌟](https://medium.com/dzerolabs/kubernetes-saved-today-f-cked-tomorrow-a-rant-azure-key-vault-secrets-%C3%A0-la-kubernetes-fc3be5e65d18)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/dzerolabs: Accessing Azure Key Vault Secrets in Azure Kubernetes' with Secrets Store CSI Driver 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/@gjoshevski: Reduce the cost of running AKS cluster by leveraging' Azure Spot VMs| 70% and more 🌟🌟](https://medium.com/@gjoshevski/reduce-the-cost-of-running-aks-cluster-by-leveraging-azure-spot-vms-70-and-more-e917f568c3b9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@gjoshevski: Reduce the cost of running AKS cluster by leveraging' Azure Spot VMs| 70% and more== 🌟🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/credera-engineering: How to blue-green deploy an AKS cluster](https://medium.com/credera-engineering/how-to-blue-green-deploy-an-aks-cluster-ab8f6a2cea9a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/credera-engineering: How to blue-green deploy an AKS cluster== in the Kubernetes Tools ecosystem.
-  - [medium.com/@danieljimgarcia: The Application Gateway Ingress Controller' is broken 🌟](https://medium.com/@danieljimgarcia/the-application-gateway-ingress-controller-is-broken-6aa9eb229881)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@danieljimgarcia: The Application Gateway Ingress Controller' is broken== 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/@ershivamgupta: Disaster Recovery Solution for Azure Kubernetes' Service (AKS) Persistent Volume Storage 🌟](https://medium.com/@ershivamgupta/disaster-recovery-solution-for-azure-kubernetes-service-aks-persistent-volume-storage-f2b3d2aafcf4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@ershivamgupta: Disaster Recovery Solution for Azure Kubernetes' Service (AKS) Persistent Volume Storage 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/microsoftazure: Automating Managed Prometheus and Grafana with' Terraform for scalable observability on Azure Kubernetes Service and Istio 🌟](https://medium.com/microsoftazure/automating-managed-prometheus-and-grafana-with-terraform-for-scalable-observability-on-azure-4e5c5409a6b1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/microsoftazure: Automating Managed Prometheus and Grafana with' Terraform for scalable observability on Azure Kubernetes Service and Istio 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/@GiantSwarm: Deep Dive Into Kubernetes Networking in Azure](https://medium.com/@GiantSwarm/deep-dive-into-kubernetes-networking-in-azure-9f0e85e2ee34)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@GiantSwarm: Deep Dive Into Kubernetes Networking in Azure in the Kubernetes Tools ecosystem.
-  - [medium.com/@lfoster49203: Kubernetes on Azure: Setting up a cluster on Microsoft' Azure (with Azure AKS)](https://medium.com/@lfoster49203/kubernetes-on-azure-setting-up-a-cluster-on-microsoft-azure-with-azure-aks-d6bee3eaa65)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@lfoster49203: Kubernetes on Azure: Setting up a cluster on Microsoft' Azure (with Azure AKS) in the Kubernetes Tools ecosystem.
-  - [medium.com/adessoturkey: Azure DevOps Agents on AKS with the kaniko Option](https://medium.com/adessoturkey/azure-devops-agents-on-aks-with-kaniko-option-f672f900a177)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/adessoturkey: Azure DevOps Agents on AKS with the kaniko Option in the Kubernetes Tools ecosystem.
-  - [inder-devops.medium.com: AKS Networking Deep Dive: Kubenet vs Azure-CNI' vs Azure-CNI (overlay)](https://inder-devops.medium.com/aks-networking-deep-dive-kubenet-vs-azure-cni-vs-azure-cni-overlay-a51709171ce9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==inder-devops.medium.com: AKS Networking Deep Dive: Kubenet vs Azure-CNI' vs Azure-CNI (overlay)== in the Kubernetes Tools ecosystem.
-  - [medium.com/@anjkeesari: Install Grafana Loki-Stack Helmchart in Azure Kubernetes' Services (AKS)](https://medium.com/@anjkeesari/install-grafana-loki-stack-helmchart-in-azure-kubernetes-services-aks-1359281b3321)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@anjkeesari: Install Grafana Loki-Stack Helmchart in Azure Kubernetes' Services (AKS) in the Kubernetes Tools ecosystem.
-  - [blog.stackademic.com: Advanced End-to-End DevSecOps Kubernetes Three-Tier' Project using Azure AKS, fluxCD, Prometheus, Grafana, and GitLab](https://blog.stackademic.com/advanced-end-to-end-devsecops-kubernetes-three-tier-project-using-azure-aks-fluxcd-prometheus-cca3c5e61953)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.stackademic.com: Advanced End-to-End DevSecOps Kubernetes Three-Tier' Project using Azure AKS, fluxCD, Prometheus, Grafana, and GitLab in the Kubernetes Tools ecosystem.
-  - [blog.doit-intl.com: How to Set Up Multi-Cluster Load Balancing with GKE](https://blog.doit-intl.com/how-to-setup-multi-cluster-load-balancing-with-gke-4b407e1f3dff)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.doit-intl.com: How to Set Up Multi-Cluster Load Balancing with GKE in the Kubernetes Tools ecosystem.
-  - [medium: How to provision Kubernetes Cluster in GCP Cloud (K8s)? 🌟](https://medium.com/avmconsulting-blog/kubernetes-google-kubernetes-engine-gke-99abf912f912)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How to provision Kubernetes Cluster in GCP Cloud (K8s)? 🌟 in the Kubernetes Tools ecosystem.
-  - [faun.pub: How to automate the setup of a Kubernetes cluster on GCP](https://faun.pub/how-to-automate-the-setup-of-a-kubernetes-cluster-on-gcp-e97918bf41de)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: How to automate the setup of a Kubernetes cluster on GCP in the Kubernetes Tools ecosystem.
-  - [medium.com/@glen.yu: Getting started with eBPF and Cilium on GKE](https://medium.com/@glen.yu/getting-started-with-ebpf-and-cilium-on-gke-6553c5d7e02a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@glen.yu: Getting started with eBPF and Cilium on GKE in the Kubernetes Tools ecosystem.
-  - [medium.com/@glen.yu: NGINX Ingress or GKE Ingress?](https://medium.com/@glen.yu/nginx-ingress-or-gke-ingress-d87dd9db504c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@glen.yu: NGINX Ingress or GKE Ingress? in the Kubernetes Tools ecosystem.
-  - [medium.com/google-developer-experts: Getting started with GKE Gateway controller](https://medium.com/google-developer-experts/getting-started-with-gke-gateway-controller-ee45c3bc8996)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/google-developer-experts: Getting started with GKE Gateway controller in the Kubernetes Tools ecosystem.
-  - [medium.com/google-cloud: Monitoring Kubernetes Clusters on GKE (Google Container' Engine)](https://medium.com/google-cloud/gke-monitoring-84170ea44833)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/google-cloud: Monitoring Kubernetes Clusters on GKE (Google Container' Engine) in the Kubernetes Tools ecosystem.
-  - [blog.devgenius.io: Explore API Priority and Fairness to Ease the Load of' the APIServer](https://blog.devgenius.io/explore-api-priority-and-fairness-to-ease-the-load-of-the-apiserver-a4fe9c4e7174)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Explore API Priority and Fairness to Ease the Load of' the APIServer in the Kubernetes Tools ecosystem.
-  - [faun.pub: Make Your Kubernetes Cluster Highly Available and Fault Tolerant' 🌟](https://faun.pub/deploy-active-active-multi-region-kubernetes-cluster-with-terraform-f2652e43f47e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Make Your Kubernetes Cluster Highly Available and Fault Tolerant' 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/@pbijjala: reCap: Kube vrs Cloud DNS in GKE](https://medium.com/@pbijjala/recap-kube-vrs-cloud-dns-in-gke-b8d1d407e00d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@pbijjala: reCap: Kube vrs Cloud DNS in GKE in the Kubernetes Tools ecosystem.
-  - [medium.com/google-cloud: Ingress in Google Kubernetes Products](https://medium.com/google-cloud/ingress-in-google-kubernetes-products-f22ded21f4ed)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/google-cloud: Ingress in Google Kubernetes Products in the Kubernetes Tools ecosystem.
-  - [medium.com/@pbijjala: Considerations for Hardening your GKE, a workload' perceptive](https://medium.com/@pbijjala/considerations-for-hardening-your-gke-a-workload-perceptive-943be26949d2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@pbijjala: Considerations for Hardening your GKE, a workload' perceptive in the Kubernetes Tools ecosystem.
-  - [medium.com/@jjlakis: GCP Secret Manager with self-hosted Kubernetes](https://medium.com/@jjlakis/gcp-secret-manager-with-self-hosted-kubernetes-db35d01d65f0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@jjlakis: GCP Secret Manager with self-hosted Kubernetes in the Kubernetes Tools ecosystem.
-  - [tech.loveholidays.com: GKE Multi-Cluster Services β€” one bad probe away from' disaster](https://tech.loveholidays.com/gke-multi-cluster-services-one-bad-probe-away-from-disaster-62051fafe84e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering tech.loveholidays.com: GKE Multi-Cluster Services β€” one bad probe away from' disaster in the Kubernetes Tools ecosystem.
-  - [Looking for GPU Capacity ? DWS got you covered !](https://medium.com/zencore/looking-for-gpu-capacity-dws-got-you-covered-d736b8c63ba6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Looking for GPU Capacity ? DWS got you covered ! in the Kubernetes Tools ecosystem.
-  - [medium.com/google-cloud: Understanding health checks in GKE & Gateway API](https://medium.com/google-cloud/understanding-health-checks-in-gke-gateway-api-1c89f82bfba8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/google-cloud: Understanding health checks in GKE & Gateway API in the Kubernetes Tools ecosystem.
-  - [medium: Multizone Kubernetes and VPC Load Balancer Setup with terraform](https://medium.com/vmacwrites/multizone-kubernetes-and-vpc-load-balancer-setup-9664b3c9ea5d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Multizone Kubernetes and VPC Load Balancer Setup with terraform in the Kubernetes Tools ecosystem.
-  - [Linode Kubernetes Engine (LKE)](https://www.linode.com/products/kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Linode Kubernetes Engine (LKE) in the Kubernetes Tools ecosystem.
-  - [medium: Create Kubernetes Cluster Using Linode LKE](https://medium.com/codex/create-kubernetes-cluster-using-linode-lke-4f9c71d03a8d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Create Kubernetes Cluster Using Linode LKE in the Kubernetes Tools ecosystem.
-  - [blog.ediri.io: DigitalOcean Kubernetes Challenge](https://blog.ediri.io/digitalocean-kubernetes-challenge)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.ediri.io: DigitalOcean Kubernetes Challenge in the Kubernetes Tools ecosystem.
-  - [Banzai Cloud 🌟](https://banzaicloud.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Banzai Cloud 🌟 in the Kubernetes Tools ecosystem.
 ## Architecture and Design
 
 ### Microservices Design
@@ -484,45 +153,16 @@
 
 ### AWS
 
-#### EKS and Container Orchestration
+#### Container Orchestration
 
-  - **(2026)** [**github.com/aws-ia/terraform-aws-eks-blueprints (examples) 🌟🌟🌟**](https://github.com/aws-ia/terraform-aws-eks-blueprints) ⭐ 3024  [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A production-ready collection of Terraform modules designed to accelerate Amazon EKS cluster deployments. Live Grounding highlights its architecture for bootstrapping clusters with essential add-ons like Karpenter, AWS Load Balancer Controller, and Prometheus. It represents the industry standard for declarative EKS infrastructure provisioning.
+  - **(2023)** [cast.ai: AWS EKS vs. ECS vs. Fargate: Where to manage your Kubernetes?](https://cast.ai/blog/aws-eks-vs-ecs-vs-fargate-where-to-manage-your-kubernetes) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A deep dive comparing AWS ECS, EKS, and serverless container execution via AWS Fargate. Synthesizing live cloud architectural trends, it presents insights into financial management, operational simplicity, and dynamic resource scaling, mapping out the trade-offs of using managed VM pools versus completely serverless options.
+  - **(2022)** [clickittech.com: Amazon ECS vs EKS : The Best Container Orchestration Platform](https://www.clickittech.com/cloud-services/amazon-ecs-vs-eks) [N/A CONTENT]  [COMMUNITY-TOOL] β€” This comprehensive comparison highlights the operational differences, cost implications, and architecture layouts of Amazon ECS versus Amazon EKS. EKS targets standard Kubernetes-based deployments requiring high portability, while ECS is a highly optimized, opinionated AWS native orchestrator designed for seamless integration.
+  - **(2021)** [cloudonaut.io: Scaling Container Clusters on AWS: ECS and EKS](https://cloudonaut.io/scaling-container-clusters-on-aws-ecs-eks) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A detailed comparative analysis of scaling strategies between Amazon ECS and EKS clusters. The article walks through key operational considerations, including EC2 Auto Scaling Groups, Karpenter, cluster autoscalers, and resource utilization dynamics, highlighting how choice of orchestration influences microservices scale limits.
 ### Amazon EKS
 
-#### ACK
-
-  - **(2026)** [==AWS Controllers for Kubernetes (ACK) 🌟==](https://github.com/aws-controllers-k8s/community) ⭐ 2627  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Official community hub for AWS Controllers for Kubernetes (ACK). It allows cloud platform engineers to define and manage AWS resources (like RDS databases, S3 buckets, and SQS queues) directly through standard Kubernetes manifests and controllers.
-#### Batch Workloads
-
-  - **(2021)** [thenewstack.io: Amazon Web Services Gears Elastic Kubernetes Service for Batch Work](https://thenewstack.io/amazon-web-services-gears-elastic-kubernetes-service-for-batch-jobs) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” Analyzes AWS EKS optimizations targeting high-performance batch computing and AI training workloads. It discusses integrations with Kueue, Karpenter, and specialized EC2 accelerator architectures designed to streamline modern machine learning cycles.
-#### Cluster Provisioning
-
-  - **(2021)** [hackerxone.com: 13 Steps Guide to Create Kubernetes Cluster on AWS](https://www.hackerxone.com/2021/08/20/13-steps-guide-to-create-kubernetes-cluster-on-amazon-web-serviceaws) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” A step-by-step procedural tutorial detailing manual and automated pathways to bootstrap a basic production-ready Amazon EKS cluster. Covers resource configuration, network VPC layouts, and kubectl integration.
-  - **(2021)** [hackerxone.com: Steps to Create Amazon EKS node group on Amazon web Service (AWS)](https://www.hackerxone.com/2021/08/25/steps-to-create-amazon-eks-node-group-on-amazon-web-service-aws) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” A technical guide to configuring, scaling, and associating managed node groups with existing Amazon EKS cluster control planes. It addresses instance type selection, IAM roles, and auto-scaling configurations.
-  - **(2021)** [howtoforge.com: How to Create a Kubernetes Cluster with AWS CLI](https://www.howtoforge.com/how-to-create-a-kubernetes-cluster-with-the-aws-cli) [BASH CONTENT]  [COMMUNITY-TOOL] β€” A basic command-line reference demonstrating how to script and provision AWS networking components, IAM dependencies, and EKS control planes directly through the AWS CLI.
-#### Cost Optimization
-
-  - **(2021)** [itnext.io: Deploy Kubernetes (K8s) on Amazon AWS using mixed on-demand and spot instances 🌟](https://itnext.io/deploy-kubernetes-k8s-on-amazon-aws-using-mixed-on-demand-and-spot-instances-5440e5bece7) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Guides engineers in orchestrating EKS worker pools featuring dynamic mixes of on-demand and spot instances. Investigates node affinity rules, taint strategies, and fallback mechanics designed to insulate workloads from spot termination spikes.
 #### Deployments
 
   - **(2021)** [youtube/StackSimplify: Kubernetes Deployments on AWS EKS | Amazon Elastic Kubernetes Service | Amazon EKS 🌟](https://www.youtube.com/watch?v=vZK_W-fpft0&ab_channel=StackSimplify) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A video-guided technical deep dive detailing how to launch and manage standard Kubernetes Deployments on AWS EKS. It covers declarative manifest configuration, pod scaling strategies, and external exposure of services through AWS integration.
-#### Distributions
-
-  - **(2021)** [linkedin.com: Amazon EKS Distro (EKS-D): The Kubernetes Distribution Used by Amazon EKS 🌟](https://www.linkedin.com/pulse/amazon-eks-distro-eks-d-kubernetes-distribution-used-gokul-chandra) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” Explores Amazon EKS Distro (EKS-D), the same open-source upstream Kubernetes distribution used by AWS to power Amazon EKS. The article highlights its value for on-premises deployments requiring the exact upstream patches, dependencies, and security alignments maintained by Amazon.
-#### Helm Repositories
-
-  - **(2026)** [==github.com/aws/eks-charts 🌟==](https://github.com/aws/eks-charts) ⭐ 1298  [SMARTY CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official Helm chart repository maintained by Amazon Web Services to bootstrap essential cluster add-ons. It hosts deployment packages for core utilities like App Mesh Controller, AWS Load Balancer Controller, Node Termination Handler, and the VPC CNI plugin.
-#### Interactive Learning
-
-  - **(2026)** [eksworkshop.com 🌟](https://www.eksworkshop.com) [GO CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” The official Amazon EKS Workshop, serving as the industry's premier hands-on guide for EKS architecture. Updated consistently to reflect modern AWS paradigms, it leads operators through provisioning, networking (VPC CNI), security (IRSA), observability, and GitOps.
-#### Observability
-
-  - **(2022)** [aws.amazon.com: Troubleshooting Amazon EKS API servers with Prometheus](https://aws.amazon.com/de/blogs/containers/troubleshooting-amazon-eks-api-servers-with-prometheus) [PROMQL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Discusses Prometheus instrumentation and query dashboards tailored specifically for evaluating EKS API server health. Analyzes performance bottlenecks, webhook latency, request queues, and resource utilization to maintain high availability.
-  - **(2021)** [aws.amazon.com: Fluent Bit Integration in CloudWatch Container Insights for EKS](https://aws.amazon.com/blogs/containers/fluent-bit-integration-in-cloudwatch-container-insights-for-eks) [YAML CONTENT] [ADVANCED LEVEL]  [LEGACY] β€” Analyzes the native integration of Fluent Bit within CloudWatch Container Insights for high-performance log routing in EKS. Live Grounding verifies this as the standard cloud-native pattern, replacing legacy Fluentd setups to achieve lower memory overhead and sub-millisecond log processing speeds.
-  - **(2021)** [aws.amazon.com: Streaming Kubernetes Events in Slack](https://aws.amazon.com/blogs/containers/streaming-kubernetes-events-in-slack) [GO CONTENT]  [COMMUNITY-TOOL] β€” Walkthrough detailing how to set up serverless notification integration pipelines that stream Kubernetes events directly to Slack. Integrates tools like BotKube or AWS Lambda with EKS clusters to optimize developer response loops.
-#### Spot Instances
-
-  - **(2026)** [==aws/aws-node-termination-handler 🌟==](https://github.com/aws/aws-node-termination-handler) ⭐ 1757  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” High-efficiency agent ensuring EKS pod rescheduling during abrupt EC2 instance maintenance events, Spot interruptions, or ASG rebalance recommendations. Gracefully drains affected nodes, maintaining overall cluster operational reliability.
 #### Traffic Management
 
   - **(2022)** [Create a pipeline with canary deployments for Amazon EKS with AWS App Mesh 🌟](https://aws.amazon.com/blogs/containers/create-a-pipeline-with-canary-deployments-for-amazon-eks-with-aws-app-mesh) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive technical walkthrough on implementing canary deployment pipelines using Amazon EKS and AWS App Mesh. It details the integration of AWS CodePipeline and Envoy-based service meshes to orchestrate fine-grained traffic shifting, minimizing blast radiuses during software rollouts.
@@ -534,11 +174,14 @@
 #### Prometheus
 
   - **(2021)** [aws.amazon.com: Using Prometheus Adapter to autoscale applications running on Amazon EKS](https://aws.amazon.com/blogs/mt/automated-scaling-of-applications-running-on-eks-using-custom-metric-collected-by-amazon-prometheus-using-prometheus-adapter) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Demonstrates how to configure the Prometheus Adapter to expose custom application metrics to the Kubernetes Horizontal Pod Autoscaler (HPA). The article outlines ingestion pipelines from Amazon Managed Service for Prometheus to enable dynamic workload scaling.
-### Cloud Migration
+### Container Orchestration (1)
 
-#### Automation
+#### AKS Integration
 
-  - **(2026)** [==github.com/awslabs: Kubernetes Migration Factory User Guide 🌟==](https://github.com/awslabs/aws-kubernetes-migration-factory) ⭐ 130  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” The AWS Kubernetes Migration Factory provides an automated, programmatic framework for migrating legacy VM-based or on-premises workloads into Amazon EKS. Curator Insight notes its structured pipelines that reduce migration errors, while Live Grounding confirms its utility in enterprise-scale rehosting plans. Key features include source-to-target automation, pre-migration validation, and automated target cluster provisioning.
+  - **(2023)** [techcommunity.microsoft.com: How to install an AKS cluster with the Istio service mesh add-on via Bicep](https://techcommunity.microsoft.com/blog/fasttrackforazureblog/how-to-install-an-aks-cluster-with-the-istio-service-mesh-add-on-via-bicep/3802069) [BICEP CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores the automated provisioning of Azure Kubernetes Service (AKS) coupled with the native Istio service mesh add-on using Bicep. This blueprint demonstrates declarative service mesh lifecycle management, reducing manual Helm or post-deployment orchestration overhead.
+#### EKS Security
+
+  - **(2023)** [Amazon EKS introduces EKS Pod Identity](https://aws.amazon.com/about-aws/whats-new/2023/11/amazon-eks-pod-identity) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” EKS Pod Identity simplifies the association of IAM roles with Kubernetes service accounts. This model bypasses the complexities of OIDC trust configurations, offering highly scalable, secure, and isolated credential structures for containers.
 ### Continuous Delivery
 
 #### GitOps
@@ -547,20 +190,8 @@
 #### Preview Environments
 
   - **(2022)** [thenewstack.io: How We Built Preview Environments on Kubernetes and AWS](https://thenewstack.io/how-we-built-preview-environments-on-kubernetes-and-aws) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [CASE STUDY] [COMMUNITY-TOOL] β€” An architectural case study illustrating how to dynamically generate on-demand sandbox preview environments on AWS EKS. It outlines how custom controllers spin up ephemeral namespaces triggered by GitHub pull requests, improving QA workflows.
-### Cost Optimization (1)
-
-#### Best Practices
-
-  - **(2022)** [cast.ai: 8 best practices to reduce your AWS bill for Kubernetes](https://cast.ai/blog/eks-cost-optimization) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” An analytical guide outlining eight proven vectors for optimizing AWS EKS spend. Recommendations highlight spot instance utilization, rightsizing CPU/memory allocations, automated pod pausing, and real-time scaling engines to eliminate compute waste.
-#### Kubecost
-
-  - **(2022)** [AWS and Kubecost collaborate to deliver cost monitoring for EKS customers](https://aws.amazon.com/blogs/containers/aws-and-kubecost-collaborate-to-deliver-cost-monitoring-for-eks-customers) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” Explains the native integration of Kubecost with Amazon EKS to provide free, high-granularity in-cluster resource cost allocations. Demonstrates how administrators trace expenditures back to namespaces, labels, and specific engineering departments.
 ### Infrastructure as Code
 
-#### AWS CDK
-
-  - **(2026)** [==aws-quickstart/cdk-eks-blueprints: Amazon EKS Blueprints for CDK==](https://github.com/awslabs/cdk-eks-blueprints) ⭐ 510  [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An AWS Cloud Development Kit (CDK) based framework that simplifies bootstrapping and configuring production-ready EKS clusters. Synthesizing developer insight with live deployment footprints, it provides programmatic control over EKS configurations, core add-ons, and IAM integrations. It is ideal for teams seeking TypeScript/Python program-based IaC over static YAML or HCL configurations.
-  - **(2021)** [aws.amazon.com: Continuous Delivery of Amazon EKS Clusters Using AWS CDK and CDK Pipelines](https://aws.amazon.com/blogs/containers/continuous-delivery-of-amazon-eks-clusters-using-aws-cdk-and-cdk-pipelines) [TYPESCRIPT CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Highlights declarative automation pathways for bootstrapping EKS clusters using AWS Cloud Development Kit (CDK) Pipelines. Enables software engineering teams to manage clusters and infrastructure configurations as deployable programming code.
 #### Terraform
 
   - **(2021)** [youtube: CloudGeeks - Terraform Eks Kubernetes RDS Secrets Manager Eksctl Cloudformation ALB Controller (Redmine App)](https://www.youtube.com/watch?v=OFZYIr66Ku4&ab_channel=cloudgeeksinc) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A comprehensive practical video guide displaying multi-tier app deployment. Integrates Terraform, EKS, RDS, AWS Secrets Manager, and AWS ALB Controller to assemble an enterprise-grade cloud footprint.
@@ -569,132 +200,19 @@
 #### Case Study
 
   - **(2021)** [Onfido’s Journey to a Multi-Cluster Amazon EKS Architecture](https://aws.amazon.com/blogs/containers/onfidos-journey-to-a-multi-cluster-amazon-eks-architecture) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [CASE STUDY] [COMMUNITY-TOOL] β€” Explores Onfido's architectural transition from single-cluster configurations to a multi-region, multi-cluster Amazon EKS framework. Details scaling hurdles, network federation, load balancing, and configuration management at global enterprise scale.
-#### Rancher
-
-  - **(2021)** [Optimizing Your Kubernetes Clusters with Rancher and Amazon EKS 🌟](https://aws.amazon.com/blogs/apn/optimizing-your-kubernetes-clusters-with-rancher-and-amazon-eks) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” Details the integration of SUSE Rancher with Amazon EKS to simplify multi-cluster operations. Curator Insight notes its focus on centralizing security policies, while Live Grounding highlights its architecture for consolidating hybrid-cloud operations and unified access controls across distributed clusters.
 ### Networking
 
-#### Best Practices (1)
-
-  - **(2026)** [Amazon EKS Best Practices Guide for Networking](https://aws.github.io/aws-eks-best-practices/networking/index) [MARKDOWN CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The dedicated guide for networking best practices on Amazon EKS. Focuses heavily on network design, security boundaries, container security, network policies (Calico), and optimizing cluster communication pathways.
 #### Ingress Controllers
 
   - **(2026)** [==github.com/kubernetes-sigs/aws-load-balancer-controller==](https://github.com/kubernetes-sigs/aws-load-balancer-controller) ⭐ 4300  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The core controller that manages AWS Elastic Load Balancers (ALB and NLB) on behalf of a Kubernetes cluster. Live Grounding verifies its continuous support for advanced features like target grouping by IP, ACM certificate integration, and shared ALBs. It acts as the primary ingress controller for modern AWS EKS network architectures.
-  - **(2024)** [AWS Load Balancer Controller 🌟](https://kubernetes-sigs.github.io/aws-load-balancer-controller) [GO CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Documentation focused on integrating the AWS Load Balancer Controller with ExternalDNS. This pattern automates Route 53 DNS record creation and synchronization when ALBs or NLBs are dynamically provisioned via Kubernetes Ingress or Service resources.
   - **(2021)** [aws.amazon.com: Kubernetes Ingress with AWS ALB Ingress Controller](https://aws.amazon.com/blogs/opensource/kubernetes-ingress-aws-alb-ingress-controller) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Covers the deployment and usage architecture of the AWS Application Load Balancer (ALB) Ingress Controller. It shows how the controller interprets Kubernetes Ingress resources to provision physical AWS ALB layers, routing external HTTP traffic directly to backend pods.
 #### Scale Optimization
 
   - **(2022)** [engineering.salesforce.com: Optimizing EKS networking for scale](https://engineering.salesforce.com/optimizing-eks-networking-for-scale-1325706c8f6d) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [CASE STUDY] [COMMUNITY-TOOL] β€” A technical case study detailing Salesforce's optimizations of the AWS VPC CNI within high-density EKS clusters. It addresses IP address exhaustion, custom networking configurations, prefix delegation, and scaling metrics crucial for maintaining thousands of ephemeral microservices.
-  - **(2022)** [dev.to: One technique to save your AWS EKS IP addresses 10x](https://dev.to/timtsoitt/one-technique-to-save-your-aws-eks-ip-addresses-10x-2ocn) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” Highlights optimization tips for saving IP configurations on AWS EKS nodes. Describes how prefix delegation settings on the VPC CNI plug-in reduce IP wastage on EC2 network cards, avoiding standard subnet depletion issues.
-### Reliability Engineering
-
-#### Chaos Engineering
-
-  - **(2021)** [thenewstack.io: Deploy Gremlin to Amazon EKS Using AWS CloudFormation](https://thenewstack.io/deploy-gremlin-to-amazon-eks-using-aws-cloudformation) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Explains how to orchestrate the deployment of the Gremlin chaos engineering agent across EKS worker nodes using CloudFormation. The setup helps operators proactively identify infrastructure failure modes through controlled agent-driven network and CPU stress tests.
-### Security and Compliance
-
-#### Best Practices (2)
-
-  - **(2022)** [cast.ai: EKS Security Checklist: 10 Best Practices for a Secure Cluster](https://cast.ai/blog/eks-security-checklist-10-best-practices-for-a-secure-cluster) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” A security verification checklist designed for EKS. Evaluates API network isolation, node-level hardenings, RBAC, KMS secret encryption, and runtime defense models necessary to pass enterprise audits.
-#### IAM
-
-  - **(2026)** [==azon EKS Pod Identity Webhook==](https://github.com/aws/amazon-eks-pod-identity-webhook) ⭐ 683  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A mutating admission webhook that injects AWS IAM environmental variables and credentials into Kubernetes Pods. This enables IAM Roles for Service Accounts (IRSA), allowing pods to securely access external AWS API endpoints without relying on shared node-level roles.
-  - **(2022)** [nextlinklabs.com: Handling Auth in EKS Clusters: Setting Up Kubernetes User Access Using AWS IAM](https://nextlinklabs.com/resources/insights/handling-authentication-in-eks-clusters-kubernetes-aws-iam) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” A procedural analysis on managing administrative and developer user access to Amazon EKS using AWS IAM and the aws-auth ConfigMap. It maps IAM roles and users to internal Kubernetes RBAC groups, ensuring fine-grained, secure administrative control.
-  - **(2021)** [dev.to: EKS IAM Deep Dive 🌟](https://dev.to/aws-builders/eks-iam-deep-dive-136d) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” An in-depth exploration of the security layer connecting AWS Identity and Access Management with EKS. Details authentication and authorization, explaining how IAM roles map to Kubernetes groups to achieve a robust security boundary.
-#### PCI DSS
-
-  - **(2020)** [aws whitepapers: Architecting Amazon EKS for PCI DSS Compliance (pdf) 🌟🌟](https://d1.awsstatic.com/whitepapers/architecting-amazon-eks-for-pci-dss-compliance.pdf) [PDF CONTENT] [ADVANCED LEVEL]  [CASE STUDY] [COMMUNITY-TOOL] β€” An authoritative AWS whitepaper providing rigorous architectural guidelines for running Payment Card Industry Data Security Standard (PCI DSS) workloads on EKS. It focuses on network isolation, encryption at rest/transit, IAM control planes, and auditable logging configurations.
-#### Policy Enforcement
-
-  - **(2021)** [aws.amazon.com: Easy as one-two-three policy management with Kyverno on Amazon EKS 🌟](https://aws.amazon.com/blogs/containers/easy-as-one-two-three-policy-management-with-kyverno-on-amazon-eks) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Analyzes the deployment of Kyverno on Amazon EKS to enforce policy as code using native Kubernetes resources. It demonstrates how to write policies to restrict root privileges, mutate incoming resources, and audit cluster compliance directly without writing complex Rego code.
-### Storage
-
-#### Amazon EFS
-
-  - **(2021)** [aws.amazon.com: Mount Amazon EFS file systems cross-account from Amazon EKS, and utilize AWS Organizations more effectively](https://aws.amazon.com/blogs/storage/mount-amazon-efs-file-systems-cross-account-from-amazon-eks) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A guide to mounting Amazon Elastic File System (EFS) across separate AWS accounts using AWS Organizations and EKS. Outlines IAM policy delegation and EFS CSI driver setup to enable persistent shared storage across multi-tenant environments.
-## Cloud Native
+## Cloud Providers
 
 ### AWS EKS
 
-#### Cluster Provisioning (1)
-
-  - **(2024)** [**eksctl: EKS installer**](https://github.com/eksctl-io/eksctl) ⭐ 5203  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The official CLI orchestration tool for provisioning AWS EKS clusters. It compiles high-level YAML inputs into CloudFormation actions to automatically establish VPC, IAM, and worker nodes.
-  - **(2018)** [POKE - Provision Opinionated Kubernetes on EKS](https://github.com/bit-cloner/poke) [GO CONTENT]  [LEGACY] β€” Opinionated CLI provisioning script wrapper for configuring standardized Amazon EKS instances. This project has been classified as legacy due to extensive inactivity; modern teams should leverage Terraform or EKS Blueprints instead.
-#### Community Resources
-
-  - **(2023)** [community.aws/kubernetes](https://builder.aws.com/learn/topics/kubernetes)  [EMERGING] β€” Curated developer platform presenting technical walk-throughs, AWS integrations, architecture guides, and emerging patterns specifically centered around EKS and cloud-native topologies on AWS.
-#### Cost Optimization (2)
-
-  - **(2020)** [Running spot instances effectively with Amazon EKS](https://signalvnoise.com/svn3/running-spot-instances-effectively-with-amazon-eks) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Real-world operational strategies for utilizing cost-efficient Spot Instances under EKS. Covers node drain handling, spot termination alerts, and managing mixed instance type node groups.
-  - **(2020)** [Amazon EKS Price Reduction](https://aws.amazon.com/blogs/aws/eks-price-reduction)  [COMMUNITY-TOOL] β€” Official AWS announcement lowering the baseline cost of managing the EKS control plane. Outlines operational cost structures for running enterprise Kubernetes topologies at scale.
-#### High Availability
-
-  - **(2021)** [aws.amazon.com: Operating a multi-regional stateless application using Amazon EKS](https://aws.amazon.com/blogs/containers/operating-a-multi-regional-stateless-application-using-amazon-eks) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Architectural whitepaper addressing how to design, deploy, and synchronize global stateless applications across multiple regional EKS clusters utilizing Route 53 routing policies.
-#### Machine Learning
-
-  - **(2020)** [Amazon EKS Now Supports EC2 Inf1 Instances](https://aws.amazon.com/blogs/aws/amazon-eks-now-supports-ec2-inf1-instances) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Product release covering EKS node compatibility with AWS Inferentia (Inf1) instances, enabling highly efficient, GPU-optimized hardware accelerations for deep learning and machine learning workloads on Kubernetes.
-#### Multi-tenancy
-
-  - **(2022)** [clickittech.com: Kubernetes Multi tenancy with Amazon EKS: Best practices and considerations](https://www.clickittech.com/devops/kubernetes-multi-tenancy) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Strategy guide mapping namespaces, NetworkPolicies, RBAC profiles, and network-level compute segmentation strategies to implement robust multi-tenant environments on AWS EKS.
-#### Networking (1)
-
-  - **(2022)** [stacksimplify.com: AWS ALB Ingress Service - Basics 🌟](https://docs.stacksimplify.com/aws-eks/aws-alb-ingress/lean-kubernetes-aws-alb-ingress-basics)  [COMMUNITY-TOOL] [GUIDE] β€” Fundamentals on deploying the AWS Load Balancer Controller within EKS. Details mapping of ingress objects to physical Application Load Balancers, target groups, and routing configurations.
-  - **(2021)** [itnext.io: Using AWS NLB manually targeting an EKS Service exposing UDP traffic](https://itnext.io/using-aws-nlb-manually-targeting-an-eks-service-exposing-udp-traffic-17053ecd8f52) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Advanced engineering tutorial outlining the manual provisioning and targeting configurations of Network Load Balancers (NLB) to handle inbound UDP traffic natively to pod layers on EKS.
-#### Operator Pattern
-
-  - **(2020)** [Announcing the AWS Controllers for Kubernetes Preview](https://aws.amazon.com/about-aws/whats-new/2020/08/announcing-the-aws-controllers-for-kubernetes-preview) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Historical release note for AWS Controllers for Kubernetes (ACK), allowing developers to provision and manage AWS managed services directly using Kubernetes custom resources and controller reconcile loops.
-#### Security
-
-  - **(2022)** [Amazon EKS Security Best Practices](https://www.stackrox.io/blog/amazon-eks-security-best-practices) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Comprehensive security manual focusing on EKS cluster isolation strategies. Discusses IAM Roles for Service Accounts (IRSA), security groups per pod, and control plane API exposure minimization.
-  - **(2021)** [EKS Service Accounts Explained](https://fika.works/blog/eks-service-accounts) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” In-depth analysis of IAM Roles for Service Accounts (IRSA) architecture. Covers OpenID Connect (OIDC) federation, JWT token injection, and structural principal boundary configuration.
-#### Storage Solutions
-
-  - **(2021)** [thenewstack.io: Install and Configure OpenEBS on Amazon Elastic Kubernetes Service](https://thenewstack.io/tutorial-install-and-configure-openebs-on-amazon-elastic-kubernetes-service) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Technical tutorial on running OpenEBS as a local containerized block storage provider within Amazon EKS node groups, optimizing performance for persistent enterprise workloads.
-  - **(2021)** [Kubernetes PVCs with EFS provisioner](https://www.theodo.com/en-fr/blog/how-to-use-kubernetes-pvcs-with-efs-provisioner)  [COMMUNITY-TOOL] [GUIDE] β€” Practical configuration guide highlighting AWS EFS CSI driver setup to enable multi-attach ReadWriteMany (RWX) volumes across distributed stateful pods in Amazon EKS.
-### Kubernetes
-
-#### Architecture Design
-
-  - **(2021)** [redhat.com: What architects need to know about managed Kubernetes](https://www.redhat.com/en/blog/managed-kubernetes-architects) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Architectural breakdown addressing governance models, multi-cluster federation concerns, integration points, and overall vendor lock-in vectors for managed Kubernetes solutions.
-#### Industry Trends
-
-  - **(2021)** [infoworld.com: CNCF survey: Managed Kubernetes becomes the norm](https://www.infoworld.com/article/2334477/cncf-survey-managed-kubernetes-becomes-the-norm.html)  [COMMUNITY-TOOL] β€” Industry report analyzing CNCF survey results, validating the near-ubiquitous transition of enterprise container orchestration towards public cloud managed control planes.
-#### Managed Services
-
-  - **(2022)** [infoworld.com: 6 reasons to switch to managed Kubernetes](https://www.infoworld.com/article/2264256/6-reasons-to-switch-to-managed-kubernetes.html)  [COMMUNITY-TOOL] β€” Executive evaluation explaining the strategic operations shift from self-managed vanilla Kubernetes clusters to public cloud provider solutions like EKS, AKS, and GKE.
-  - **(2022)** [armosec.io: Which Managed Kubernetes Is Right for Me?](https://www.armosec.io/blog/which-managed-kubernetes-is-right-for-me)  [COMMUNITY-TOOL] β€” Security-focused landscape analysis comparing AWS EKS, Azure AKS, and Google Cloud GKE features with respect to security postures, compliance baselines, and control planes.
-  - **(2022)** [youtube: Kubernetes Comparison](https://www.youtube.com/watch?v=xM9jpcVGTzY)  [COMMUNITY-TOOL] β€” Visual and technical comparison analyzing installation friction, upgrade orchestration, custom configuration options, and managed-service limits for enterprise architectures.
-  - **(2021)** [dev.to/thenjdevopsguy: AKS vs EKS vs GKE](https://dev.to/thenjdevopsguy/aks-vs-eks-vs-gke-2459)  [COMMUNITY-TOOL] β€” Pragmatic, direct comparison evaluating deployment pipelines, networking models, pricing tiers, and tooling integrations across Azure, AWS, and GCP managed offerings.
-  - **(2021)** [acloudguru.com: AKS vs EKS vs GKE: Managed Kubernetes services compared](https://www.pluralsight.com/resources/blog/cloud/aks-vs-eks-vs-gke-managed-kubernetes-services-compared)  [COMMUNITY-TOOL] β€” Educational comparison targeting operations teams, reviewing storage performance, networking setups, and billing strategies across AWS, GCP, and Azure.
-#### Platform Engineering
-
-  - **(2021)** [thenewstack.io: Otomi Container Platform Offers an Integrated Kubernetes Bundle](https://thenewstack.io/otomi-container-platform-offers-an-integrated-kubernetes-bundle) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Product overview of Otomi, which bundles ingress, security benchmarks, network policies, monitoring tools, and service mesh components into a unified, installable suite for Kubernetes.
-## Cloud Providers
-
-### AWS EKS (1)
-
-#### Cluster Lifecycle
-
-##### Managed Add-ons
-
-  - **(2023)** [docs.aws.amazon.com: Managing Amazon EKS add-ons](https://docs.aws.amazon.com/eks/latest/userguide/eks-add-ons.html) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official operational documentation for administering lifecycle updates, configurations, and IAM permissions of core Amazon EKS add-ons. Simplifies the lifecycle management of essential operational software such as CoreDNS, kube-proxy, and the VPC CNI.
-##### Node Updates
-
-  - **(2023)** [Updating a managed node group](https://docs.aws.amazon.com/eks/latest/userguide/update-managed-node-group.html) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Complete operational reference for rolling out Kubernetes version updates and AMI revisions across AWS Managed Node Groups. Focuses on graceful drain orchestration and node surge strategies to maintain active service availability.
-##### Upgrade Strategies
-
-  - **(2023)** [aws.amazon.com: Planning Kubernetes Upgrades with Amazon EKS](https://aws.amazon.com/blogs/containers/planning-kubernetes-upgrades-with-amazon-eks) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A strategic framework for executing major Kubernetes cluster version migrations on Amazon EKS. Outlines lifecycle calendars, API deprecation checkpoints, testing environments, and emergency rollback procedures for production platforms.
-##### Upgrade Strategy
-
-  - **(2023)** [repost.aws: How do I plan an upgrade strategy for an Amazon EKS cluster?](https://repost.aws/knowledge-center/eks-plan-upgrade-cluster) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An operational walkthrough guiding cluster operators through step-by-step diagnostic and execution checklists for upgrading an EKS control plane and worker nodes while verifying structural API compatibility.
-#### Cost Optimization (3)
-
-##### Node Scaling Metrics
-
-  - **(2023)** [**awslabs/eks-node-viewer**](https://github.com/awslabs/eks-node-viewer) ⭐ 1632  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A highly functional CLI diagnostic tool designed to visualize real-time cost, resource utilization, and scheduling efficiency across Amazon EKS node groups. Highly integrated with dynamic autoscaling engines like Karpenter to optimize infrastructure financial footprints.
-##### Spot Instancing
-
-  - **(2022)** [itnext.io: Running resilient workloads in EKS using Spot instances](https://itnext.io/running-production-workloads-in-eks-using-spot-instances-fc6808a7b462) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Practical implementation guide for orchestrating highly available production applications on cost-effective AWS Spot Instances. Synthesizes node-termination handlers, pod disruption budgets, and multi-instance-type autoscaling groups to manage interruptions.
 #### GitOps and Automation
 
 ##### Infrastructure Provisioning
@@ -702,152 +220,41 @@
   - **(2023)** [aws.amazon.com: GitOps model for provisioning and bootstrapping Amazon EKS clusters using Crossplane and Argo CD](https://aws.amazon.com/blogs/containers/gitops-model-for-provisioning-and-bootstrapping-amazon-eks-clusters-using-crossplane-and-argo-cd) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Demonstrates an elegant architectural GitOps paradigm that unifies cloud infrastructure and software delivery. Integrates Crossplane for declarative AWS API provisioning with Argo CD for continuous application state synchronizations.
 #### Hybrid Cloud
 
-##### Blue-Green Upgrades
-
-  - **(2022)** [aws.amazon.com: Blue/Green Kubernetes upgrades for Amazon EKS Anywhere using Flux](https://aws.amazon.com/blogs/containers/blue-green-kubernetes-upgrades-for-amazon-eks-anywhere-using-flux) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Showcases a robust GitOps upgrading mechanism using Flux CD on EKS Anywhere clusters. Focuses on orchestrating safe blue/green cluster migrations to minimize physical infrastructure interruptions.
-##### Feature Matrix
-
-  - **(2022)** [anywhere.eks.amazonaws.com: Compare EKS Anywhere and EKS](https://anywhere.eks.amazonaws.com/docs/concepts/eksafeatures) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” A structural feature matrix comparing EKS Anywhere and standard AWS-hosted EKS. Analyzes governance models, infrastructure obligations, software component differences, and target workload environments.
-##### Getting Started
-
-  - **(2021)** [aws.amazon.com: Getting started with Amazon EKS Anywhere](https://aws.amazon.com/blogs/containers/introducing-general-availability-of-amazon-eks-anywhere) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Fundamental provisioning guide to instantiate an EKS Anywhere sandbox cluster. Leverages Docker-based local execution to demonstrate the configuration profiles and administration scripts of local EKS-compliant architectures.
-##### On-Premises EKS
-
-  - **(2023)** [**EKS Anywhere: github.com/aws/eks-anywhere**](https://github.com/aws/eks-anywhere) ⭐ 2096  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Official hybrid-cloud open-source distribution bringing EKS lifecycle tooling, operational practices, and configurations directly into bare-metal, vSphere, or Nutanix environments. Maintains uniform operational patterns across hybrid infrastructures.
-##### On-Premises Launch
-
-  - **(2021)** [aws.amazon.com: Amazon EKS Anywhere – Now Generally Available to Create and Manage Kubernetes Clusters on Premises](https://aws.amazon.com/blogs/aws/amazon-eks-anywhere-now-generally-available-to-create-and-manage-kubernetes-clusters-on-premises) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Launches EKS Anywhere into general availability, introducing key hybrid cloud deployment architectures. Examines how on-premises teams can leverage automated OS patching, tooling uniformity, and professional AWS support channels.
 ##### Service Mesh Integration
 
   - **(2022)** [solo.io: Connect Your Services Seamlessly with Amazon EKS Anywhere and Istio](https://www.solo.io/blog/amazon-eks-anywhere-and-solo-istio) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Focuses on extending enterprise network topologies and security controls to the hybrid-edge using Solo Gloo Mesh (Istio) over EKS Anywhere nodes. Streamlines cross-cloud security boundaries and load balancing profiles.
-#### Infrastructure as Code (1)
+#### Networking (1)
 
-##### NFS Storage Autoprovisioning
-
-  - **(2022)** [dev.to: Autoprovisioning NFS volumes in EKS with CDK](https://dev.to/memark/autoprovisioning-nfs-volumes-in-eks-with-cdk-4fn9) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Walks through the automated provisioning of NFS-backed persistent storage within Amazon EKS utilizing the AWS Cloud Development Kit (CDK). Demonstrates infrastructure-as-code automation for deploying NFS CSI drivers and configuring storage classes.
-#### Kubernetes Distributions
-
-##### Base Build
-
-  - **(2023)** [aws/eks-distro](https://github.com/aws/eks-distro) ⭐ 1458  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An open-source release containing the exact upstream Kubernetes components, security backports, and upstream patches used by Amazon EKS. Empowers platform developers to run highly synchronized non-AWS clusters.
-#### Machine Learning (1)
-
-##### Kubeflow Storage
-
-  - **(2022)** [aws.amazon.com: Machine Learning with Kubeflow on Amazon EKS with Amazon EFS](https://aws.amazon.com/blogs/storage/machine-learning-with-kubeflow-on-amazon-eks-with-amazon-efs) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Illustrates the reference architecture for scaling distributed machine learning workloads using Kubeflow on Amazon EKS backed by AWS EFS. Addresses shared-storage patterns crucial for training datasets, model checkpoints, and collaborative Jupyter notebooks.
-#### Monitoring and Observability
-
-##### API Server Diagnostics
-
-  - **(2022)** [aws.amazon.com: Troubleshooting Amazon EKS API servers with Prometheus and Grafana](https://aws.amazon.com/blogs/containers/troubleshooting-amazon-eks-api-servers-with-prometheus) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Architectural guide for diagnosing Amazon EKS API server performance using metrics scraped by Prometheus and rendered via Grafana dashboards. Explains how to identify bottlenecks like throttling, request latency, and resource starvation in managed control planes.
-#### Networking (2)
-
-##### CoreDNS Scaling
-
-  - **(2024)** [aws.amazon.com: Amazon EKS announces native support for autoscaling CoreDNS Pods](https://aws.amazon.com/about-aws/whats-new/2024/05/amazon-eks-native-support-autoscaling-coredns-pods) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Highlights the native capabilities of EKS to automatically configure horizontal scaling for CoreDNS deployments based on cluster scale metrics. Solves structural DNS performance bottlenecks during massive scaling events without custom cron jobs.
-##### IP Management
-
-  - **(2022)** [aws.amazon.com: Addressing IPv4 address exhaustion in Amazon EKS clusters using private NAT gateways](https://aws.amazon.com/blogs/containers/addressing-ipv4-address-exhaustion-in-amazon-eks-clusters-using-private-nat-gateways) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Proposes a highly scalable network topology to mitigate RFC 1918 IPv4 exhaustion in large-scale EKS clusters. Describes configuring private NAT Gateways and secondary VPC CIDRs to decouple internal pod networking from restricted corporate network spaces.
 ##### Private Connectivity
 
   - **(2022)** [docs.aws.amazon.com: Access container applications privately on Amazon EKS using AWS PrivateLink and a Network Load Balancer](https://docs.aws.amazon.com/prescriptive-guidance/latest/patterns/access-container-applications-privately-on-amazon-eks-using-aws-privatelink-and-a-network-load-balancer.html) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Detailed architectural pattern showcasing secure, private consumption of containerized applications deployed on Amazon EKS. Leverages AWS PrivateLink integrated with a Network Load Balancer (NLB) to isolate traffic from the public internet entirely.
 ##### Service Mesh Latency
 
   - **(2023)** [aws.amazon.com: Addressing latency and data transfer costs on EKS using Istio](https://aws.amazon.com/blogs/containers/addressing-latency-and-data-transfer-costs-on-eks-using-istio) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Architectural guide analyzing multi-AZ data transfer charges and service-to-service latency in EKS. Demonstrates how to design topology-aware routing strategies within an Istio Service Mesh to keep traffic localized and cost-effective.
-#### Scalability
-
-##### Image Prefetching
-
-  - **(2023)** [aws.amazon.com: Start Pods faster by prefetching images](https://aws.amazon.com/blogs/containers/start-pods-faster-by-prefetching-images) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Describes the container image prefetching architecture on EKS nodes to slash cold-start initialization latency. Discusses daemonset solutions, caching strategies, and optimizing node startup times for responsive, highly dynamic cluster configurations.
-##### Proactive Scaling
-
-  - **(2022)** [Eliminate Kubernetes node scaling lag with pod priority and over-provisioning](https://aws.amazon.com/blogs/containers/eliminate-kubernetes-node-scaling-lag-with-pod-priority-and-over-provisioning) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Examines the design pattern of utilizing low-priority 'placeholder' pods to pre-provision infrastructure capacity on EKS clusters. Ensures that traffic spikes or high-priority deployments are scheduled instantly without waiting for node boot cycles.
-##### Stateful Databases
-
-  - **(2022)** [Scaling Amazon EKS and Cassandra Beyond 1,000 Nodes](https://aws.amazon.com/blogs/containers/scaling-amazon-eks-and-cassandra-beyond-1000-nodes) [N/A CONTENT] [ADVANCED LEVEL]  [CASE STUDY] [COMMUNITY-TOOL] β€” A technical retrospective documenting the extreme scale performance testing of Cassandra clusters across 1,000+ nodes on EKS. Highlights optimal kernel-level tuning, persistent storage layout modifications, and scheduler fine-tuning required to maintain stateful reliability.
-#### Security and Hardening
-
-##### Compliance Auditing
-
-  - **(2023)** [aws-samples/hardeneks](https://github.com/aws-samples/hardeneks) ⭐ 958  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A command-line verification tool that systematically audits Amazon EKS clusters against established AWS operational and security best practices. Evaluates network security, IAM posture, pod disruption budgets, and admission control policies to generate a structured hardening roadmap.
-##### RBAC Mapping
-
-  - **(2023)** [itnext.io: AWS Elastic Kubernetes Service: RBAC Authorization via AWS IAM and RBAC Groups](https://itnext.io/aws-elastic-kubernetes-service-rbac-authorization-via-aws-iam-and-rbac-groups-7b70ded144b5) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Deep technical review of orchestrating native Kubernetes Role-Based Access Control (RBAC) securely mapped to AWS IAM roles. Details operational best practices for mapping IAM identities into the aws-auth ConfigMap or using EKS Access Entries.
-##### Ransomware Defense
-
-  - **(2023)** [itnext.io: Top 10 Ways to Protect EKS Workloads from Ransomware](https://itnext.io/top-10-ways-to-protect-eks-workloads-from-ransomware-ae96d1c1e839) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Aggregates critical tactical recommendations to defend EKS environments from ransomware vectors. Covers immutability configurations for persistent volumes, robust IAM role isolation, network policies, and scanning container images within CI/CD loops.
-#### Storage (1)
-
-##### EBS Migration
-
-  - **(2023)** [Simplifying Amazon EBS volume migration and modification on Kubernetes using the EBS CSI Driver](https://aws.amazon.com/de/blogs/storage/simplifying-amazon-ebs-volume-migration-and-modification-using-the-ebs-csi-driver) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Outlines techniques for non-disruptively scaling, upgrading, and migrating stateful persistent volumes using the advanced AWS Elastic Block Store (EBS) CSI Driver. Focuses on hot-modifying volume sizes, IOPS parameters, and throughput.
-##### Persistent Volumes
-
-  - **(2021)** [aws.amazon.com: Persistent storage for Kubernetes](https://aws.amazon.com/blogs/storage/persistent-storage-for-kubernetes) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” A comprehensive architectural assessment of persistent storage paradigms in AWS-hosted Kubernetes. Contrasts EBS, EFS, and FSx for Lustre, outlining optimal use cases, performance characteristics, and mounting protocols across containerized applications.
 ### Azure Kubernetes Service AKS
 
 #### API Gateway
 
   - **(2023)** [returngis.net: Exponer APIs en AKS a travΓ©s de Azure API Management](https://www.returngis.net/2023/05/exponer-apis-en-aks-a-traves-de-azure-api-management) [BASH CONTENT]  [COMMUNITY-TOOL] β€” Provides a hands-on architectural walkthrough for exposing microservices deployed on AKS through Azure API Management (APIM). Focuses on securing internal endpoints via private virtual network injection, setting up private DNS zones, and orchestrating ingress paths with NGINX or AGIC. Essential reading for configuring robust API monetization and rate-limiting behaviors.
-#### Autoscaling
-
-  - **(2023)** [pixelrobots.co.uk: Exploring Azure Kubernetes Service’s Node Autoprovision: A Deep Dive into the Latest Public Preview Feature](https://pixelrobots.co.uk/2023/12/exploring-azure-kubernetes-services-node-autoprovision-a-deep-dive-into-the-latest-public-preview-feature) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An in-depth review of AKS Node Autoprovisioning (NAP), an implementation based on the open-source Karpenter project. NAP evaluates unschedulable pod manifests to dynamically provision the optimal VM sizes and SKU mixtures, circumventing the constraints of static Kubernetes Node Pools. Highly relevant for architects looking to decrease scaling latency and infrastructure wastage.
-#### Community Updates
-
-  - **(2024)** [dinantpaardenkooper.nl: Azure Day with Kubernetes](https://dinantpaardenkooper.nl/posts/aks-2024-03-18) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Synthesizes major engineering takeaways, cluster management trends, and updates shared at the Azure Day with Kubernetes community event. Focuses on practical engineering realities, real-world troubleshooting, and evolving cloud-native tooling within the AKS landscape.
-#### Edge Computing
-
-  - **(2023)** [thenewstack.io: Microsoft Takes Kubernetes to the Edge with AKS Lite](https://thenewstack.io/microsoft-takes-kubernetes-to-the-edge-with-aks-lite) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Analyzes the release and architecture of AKS Edge Essentials, a lightweight managed Kubernetes platform designed to run nested workloads on Windows IoT and edge hardware. Focuses on minimal hardware footprint requirements, local network routing, and continuous integration with centralized Azure Arc control planes.
-#### Enterprise Design Patterns
-
-  - **(2024)** [learn.microsoft.com: AKS landing zone accelerator](https://learn.microsoft.com/en-us/azure/cloud-adoption-framework/scenarios/app-platform/aks/landing-zone-accelerator) [HCL CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The definitive AKS Landing Zone Accelerator framework aligned with the Microsoft Cloud Adoption Framework (CAF). Provides production-ready templates and structural guidelines covering networking topologies (hub-and-spoke), subscription governance, unified identity management, and default security baselines. This reference is crucial for bootstrapping compliant, enterprise-grade managed Kubernetes environments.
-#### High Availability (1)
-
-  - **(2024)** [techcommunity.microsoft.com: A Practical Guide to Zone Redundant AKS Clusters and Storage](https://techcommunity.microsoft.com/blog/fasttrackforazureblog/a-practical-guide-to-zone-redundant-aks-clusters-and-storage/4036254) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A practical reference guide focused on designing zone-redundant AKS clusters and resolving multi-zone storage constraints. Addresses the architectural differences between zone-redundant storage (ZRS) and locally redundant storage (LRS) when backing Kubernetes persistent volumes. It maps failure-domain behavior and node affinity to ensure stateful workloads remain resilient to physical datacenter outages.
-#### Identity and Access Control
-
-  - **(2024)** [techcommunity.microsoft.com: Simplifying Azure Kubernetes Service Authentication Part 2](https://techcommunity.microsoft.com/blog/appsonazureblog/simplifying-azure-kubernetes-service-authentication-part-2/4055332) [N/A CONTENT] [ADVANCED LEVEL]  [LEGACY] β€” This architectural technical review breaks down modern AKS authentication structures. Demonstrates how to configure Microsoft Entra ID integration with native Kubernetes RBAC, manage token lifecycles with kubelogin, and enforce administrative access groups. Eliminates security anti-patterns associated with legacy static admin kubeconfigs.
 #### Ingress and Routing
 
   - **(2023)** [returngis.net: Desplegar AGIC en AKS utilizando workload identity](https://www.returngis.net/2023/05/desplegar-agic-en-aks-utilizando-workload-identity) [BASH CONTENT] [ADVANCED LEVEL]  [LEGACY] β€” A deep dive into deploying the Azure Application Gateway Ingress Controller (AGIC) utilizing passwordless Azure AD Workload Identity instead of legacy pod-managed identity options. By using OpenID Connect (OIDC) federation, this design model mitigates key-rotation liabilities and secures the control plane path to application gateways. This configuration represents the de facto standard for zero-trust ingress security on Azure.
-#### Machine Learning Workloads
-
-  - **(2024)** [techcommunity.microsoft.com: Running GPU accelerated workloads with NVIDIA GPU Operator on AKS 🌟](https://techcommunity.microsoft.com/blog/azurehighperformancecomputingblog/running-gpu-accelerated-workloads-with-nvidia-gpu-operator-on-aks/4061318) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An enterprise guide for orchestrating GPU-accelerated workloads on AKS via the NVIDIA GPU Operator. Covers automating driver configuration, runtime modifications, and hardware telemetry. This blueprint enables reliable execution of machine learning, AI model training, and heavy mathematical modeling pipelines inside container runtimes.
 #### Multi-Tenancy
 
   - **(2024)** [learn.microsoft.com: Use Application Gateway Ingress Controller (AGIC) with a multitenant Azure Kubernetes Service](https://learn.microsoft.com/en-us/azure/architecture/example-scenario/aks-agic/aks-agic) [YAML CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” This official reference architecture outlines deployment scenarios for using AGIC within multi-tenant AKS cluster designs. It synthesizes strategies for shared vs. dedicated Application Gateways, details path-based and host-based microservices routing, and outlines how to securely terminate TLS while enforcing Web Application Firewall (WAF) rule sets at the perimeter.
-#### Observability (1)
-
-  - **(2024)** [learn.microsoft.com: Monitor Azure Kubernetes Service (AKS) control plane metrics (preview)](https://learn.microsoft.com/en-us/azure/aks/monitor-aks) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Explains how to monitor managed AKS control plane metrics using the Prometheus-compatible Azure Monitor Workspace. Surfacing vital indicators like API server latency, workqueue depth, and etcd operations, this feature enables SRE teams to identify cluster orchestration bottlenecks and validate control plane scalability during massive pod churn events.
-#### Onboarding
-
-  - **(2024)** [piotrminkowski.com: Getting Started with Azure Kubernetes Service 🌟](https://piotrminkowski.com/2024/02/05/getting-started-with-azure-kubernetes-service) [BASH CONTENT]  [COMMUNITY-TOOL] β€” A streamlined onboarding guide outlining the core mechanics of building, deploying, and maintaining basic cluster topologies in AKS. Provides a solid foundation covering cluster creation parameters via Azure CLI, container registry linkage, and basic networking. Recommended for developers transitionining from local docker engines to managed cloud-native environments.
-#### Operations
-
-  - **(2024)** [techcommunity.microsoft.com: Leveraging Azure Copilot for Azure Kubernetes Services (AKS)](https://techcommunity.microsoft.com/blog/azureinfrastructureblog/leveraging-azure-copilot-for-azure-kubernetes-services-aks/4212457) [N/A CONTENT]  [EMERGING] β€” Discusses integrating Microsoft Copilot generative AI models within the Azure Kubernetes Service management plane. Highlights AI-assisted troubleshooting workflows, automated diagnostics, YAML generation, and resource tuning suggestions. Represents the emerging state of artificial intelligence operations (AIOps) in cloud-native management.
-#### Security (1)
+#### Security
 
   - **(2024)** [learn.microsoft.com: Deploy AKS and API Management with mTLS](https://learn.microsoft.com/en-us/azure/api-management/api-management-howto-mutual-certificates-for-clients) [YAML CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official documentation for implementing mutual TLS (mTLS) configurations between Azure API Management (APIM) and backend AKS services. Includes certificate exchange setups, ingress controller enforcement (such as NGINX), and identity validation processes. Necessary blueprinting for highly compliant systems such as open-banking and healthcare APIs.
   - **(2023)** [techcommunity.microsoft.com: Securing Windows workloads on Azure Kubernetes Service with Calico](https://techcommunity.microsoft.com/blog/containers/securing-windows-workloads-on-azure-kubernetes-service-with-calico/3815429) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This architectural guide details how to leverage Tigera Calico's CNI and policy engine to enforce advanced microsegmentation on Windows workloads within Azure Kubernetes Service (AKS). It addresses heterogeneous node pool configurations (Windows and Linux mixed architectures) and demonstrates how to apply consistent security policies across dual-OS workloads to meet strict enterprise isolation and compliance requirements.
 ### Google Kubernetes Engine GKE
 
-#### Cost Optimization (4)
+#### Cost Optimization
 
   - **(2021)** [cloud.google.com: Announcing Spot Pods for GKE Autopilotβ€”save on fault tolerant workloads](https://cloud.google.com/blog/products/containers-kubernetes/announcing-spot-pods-for-gke-autopilot) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Introduces Spot Pods for GKE Autopilot, enabling cost reductions of up to 60-80% for fault-tolerant, stateless workloads and background microservices. Examines how Autopilot schedules, preempts, and relocates workloads based on Google's excess compute capacity without operator intervention.
 #### DNS Optimization
 
   - **(2024)** [Setting up NodeLocal DNSCache](https://docs.cloud.google.com/kubernetes-engine/docs/how-to/nodelocal-dns-cache) [YAML CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” A detailed technical guide to configuring NodeLocal DNSCache on GKE clusters. By running a lightweight caching agent as a node-level DaemonSet, this pattern prevents connection track table exhaustion and significantly decreases DNS lookup latency for high-throughput microservices.
   - **(2024)** [Kubernetes Cloud DNS](https://docs.cloud.google.com/kubernetes-engine/docs/how-to/cloud-dns) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Technical documentation for implementing Cloud DNS for GKE. Illustrates how integrating managed GCP Cloud DNS with GKE clusters removes the CPU/Memory overhead of running in-cluster CoreDNS (kube-dns) instances. Essential for highly-scaled microservices architectures prone to DNS query bottlenecking.
-#### Evolution and History
-
-  - **(2020)** [Looking ahead as GKE, the original managed Kubernetes, turns 5](https://cloud.google.com/blog/products/containers-kubernetes/5-ways-google-cloud-is-making-gke-the-best-place-to-run-kubernetes) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An analytical piece reflecting on the five-year evolutionary path of GKE as the pioneer managed Kubernetes provider. Explores the development of multi-cluster mechanics, integrated security baselines, and automated upgrade routines. Valuable as context for evaluating current orchestrator capabilities.
-#### FinOps
-
-  - **(2022)** [cloud.google.com: Know more, spend less: how GKE cost optimization insights help you optimize Kubernetes](https://cloud.google.com/blog/products/containers-kubernetes/gke-cost-optimization-insights-now-ga) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Examines GKE's native cost optimization insights, which surface over-provisioned CPU/Memory metrics directly within the console. Guides platform architects on utilizing automated rightsizing recommendations to minimize container cost overruns while maintaining necessary performance profiles.
-#### Industry Analysis
-
-  - **(2021)** [techcrunch.com: Google Cloud puts its Kubernetes Engine on autopilot](https://techcrunch.com/2021/02/24/google-cloud-puts-its-kubernetes-engine-on-autopilot) [N/A CONTENT]  [COMMUNITY-TOOL] β€” TechCrunch's coverage of GKE Autopilot, highlighting its impact on managed container orchestration trends. Focuses on the trade-offs of restricting low-level node configurations in exchange for SLA-backed operations and optimized bin-packing. Evaluates the strategic TCO reductions of serverless-style Kubernetes models.
-  - **(2021)** [zdnet.com: Google introduces GKE Autopilot for hands-off Kubernetes](https://www.zdnet.com/article/google-introduces-gke-autopilot-for-hands-off-kubernetes) [N/A CONTENT]  [COMMUNITY-TOOL] β€” ZDNet analysis of GKE Autopilot, detailing how the serverless operational paradigm mitigates day-2 engineering friction. Discusses how automated cluster provisioning, continuous hardening, and SLA integration allow software delivery teams to target product deployment over raw node configuration.
 #### Ingress and Routing (1)
 
   - **(2022)** [Using new traffic control features in External HTTP(S) load balancer](https://cloud.google.com/blog/products/networking/how-to-use-new-traffic-control-features-in-cloud-load-balancing) [YAML CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Details advanced traffic engineering patterns utilizing Google Cloud external HTTP(S) Load Balancing. Outlines how GKE architects can configure header-based request redirection, traffic mirroring, and weight-based canary routes directly at the external ingress tier to construct robust microservices patterns.
@@ -857,128 +264,27 @@
 #### Multi-Cluster Networking
 
   - **(2021)** [cloud.google.com: Discover and invoke services across clusters with GKE multi-cluster services](https://cloud.google.com/blog/products/containers-kubernetes/introducing-gke-multi-cluster-services) [YAML CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Introduces GKE Multi-Cluster Services (MCS), allowing cross-cluster service discovery and load balancing using standard Kubernetes primitives. Enables seamless cross-cluster communication, simplifying geographic scaling, disaster recovery architectures, and multi-region microservice fabrics.
-#### Observability (2)
-
-  - **(2022)** [cloud.google.com: Introducing Kubernetes control plane metrics in GKE](https://cloud.google.com/blog/products/containers-kubernetes/kubernetes-control-plane-metrics-are-generally-available) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Details how to configure GKE's native integration of control plane metrics into Google Cloud Monitoring. Surfacing etcd operations and API server transaction queues, this feature resolves a critical visibility gap for operators troubleshooting scheduling bottlenecks and control plane latency.
-  - **(2020)** [codeburst.io: Google Kubernetes Engine Logging by Example](https://codeburst.io/google-kubernetes-engine-logging-by-example-df6946dcba6b) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Demonstrates structured logging patterns using Google Cloud Logging (formerly Stackdriver) inside GKE. Guides developers on outputting logs in structured JSON formats to facilitate unified search queries, metrics extraction, and alert generation. While older, the foundational concepts of structured observability remain highly applicable.
-#### Operational Tradeoffs
-
-  - **(2021)** [thenewstack.io: Google’s New β€˜Autopilot’ for Kubernetes](https://thenewstack.io/googles-new-autopilot-for-kubernetes) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An analytical comparison contrasting GKE Standard and GKE Autopilot models. Outlines the security boundaries imposed by Autopilot (restricting root-level DaemonSets and direct SSH access) in exchange for hands-off resource optimization. Highly relevant for platform architects auditing cluster governance models.
 #### Performance Scaling
 
   - **(2021)** [acloudguru.com: GKE ludicrous speed! GKE Image Streaming speeds up container starts](https://www.pluralsight.com/resources/blog/cloud/gke-ludicrous-speed-gke-image-streaming-speeds-up-container-starts) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores GKE Image Streaming, a performance feature that speeds up container startups by lazy-loading image layers over the network. By starting pods before the entire image is downloaded, this architecture accelerates auto-scaling and quickens recovery times from node failures.
-#### Security and Compliance (1)
-
-  - **(2024)** [==google/gke-policy-automation==](https://github.com/google/gke-policy-automation) ⭐ 524  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A Google-maintained open-source tool designed to automate policy audits on GKE cluster setups using Open Policy Agent (OPA) Gatekeeper. This utility inspects cluster configuration dumps against best practices, helping security engineers secure their container footprints.
 #### Security and IAM
 
   - **(2024)** [Fetches all Primitive and Predefined GCP IAM Roles](https://github.com/darkbitio/gcp-iam-role-permissions) [PYTHON CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An open-source security tool that parses and exports GCE IAM pre-defined and primitive role definitions. Helps platform security architects map precise least-privilege configurations when implementing Workload Identity bounds inside production GKE clusters.
-#### Serverless Orchestration
-
-  - **(2025)** [cloud.google.com: GKE Autopilot 🌟](https://docs.cloud.google.com/kubernetes-engine/docs/concepts/autopilot-overview) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Comprehensive official documentation for GKE Autopilot. Guides engineers through the platform's security boundaries, billing dimensions (vCPU, memory, storage), and workload restrictions (such as system capabilities and host namespaces). Serves as the primary reference guide for production deployments.
-  - **(2021)** [Introducing GKE Autopilot: a revolution in managed Kubernetes 🌟](https://cloud.google.com/blog/products/containers-kubernetes/introducing-gke-autopilot) [N/A CONTENT]  [COMMUNITY-TOOL] β€” The official launch publication outlining the engineering principles behind GKE Autopilot. Explains how Autopilot shifts operational responsibilities to Google SREs by managing underlying node infrastructure dynamically. Workload scaling is billed based on actual requested pod resources, implementing a secure, hands-off operational model.
-#### Visual Guides
-
-  - **(2021)** [youtube: GKE Autopilot - Fully Managed Kubernetes Service From Google 🌟](https://www.youtube.com/watch?v=Zztufl4mFQ4&feature=youtu.be) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Visual and practical video walkthrough demonstrating GKE Autopilot cluster generation, workload manifest adjustment, and basic operational validation. Useful for engineers seeking a fast introduction to serverless container deployment patterns.
 ### Microsoft AKS
 
-#### Architecture Baseline
-
-##### Secure Architecture
-
-  - **(2023)** [docs.microsoft.com: Baseline architecture for an Azure Kubernetes Service (AKS) cluster 🌟](https://learn.microsoft.com/en-us/azure/architecture/reference-architectures/containers/aks/baseline-aks) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The official Azure Well-Architected Framework baseline architecture for establishing a highly secure, private, and resilient AKS cluster. Focuses on network isolation, hub-spoke topology, and enterprise integration.
-#### Getting Started (1)
-
-##### Core Concepts
-
-  - **(2023)** [learn.microsoft.com: Introduction to Kubernetes on Azure](https://learn.microsoft.com/en-us/training/paths/intro-to-kubernetes-on-azure) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Guided learning pathway introducing the core operational mechanics of Azure Kubernetes Service (AKS). Outlines control-plane abstractions, compute node orchestration, and Azure platform-native integrations.
-#### Infrastructure as Code (2)
-
-##### Template Generator
-
-  - **(2023)** [azure.github.io/AKS-Construction 🌟](https://azure.github.io/AKS-Construction) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Interactive deployment engine for generating secure, enterprise-grade Infrastructure-as-Code templates for AKS. Supports Terraform, Bicep, and ARM formats tailored to strict corporate baseline requirements.
-#### Lifecycle and Release Notes
-
-##### Platform Changes
-
-  - **(2024)** [Azure Updates AKS 🌟](https://azure.microsoft.com/en-us/updates/?query=AKS) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Official real-time tracking feed for feature rollouts, API updates, region additions, and critical deprecation schedules affecting Azure Kubernetes Service.
 #### Microservices Design (1)
 
 ##### Production Architecture
 
   - **(2023)** [docs.microsoft.com: Microservices architecture on Azure Kubernetes Service (AKS) 🌟](https://learn.microsoft.com/en-us/azure/architecture/reference-architectures/containers/aks-microservices/aks-microservices) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Architectural design guide detailing enterprise container patterns for deploying robust, scalable, and secure microservices architectures natively inside Azure Kubernetes Service.
-#### Migration and Modernization
-
-##### App Containerization
-
-  - **(2021)** [techcommunity.microsoft.com: Containerize and migrate applications to AKS with the Azure Migrate’s new App Containerization tool](https://techcommunity.microsoft.com/blog/azuremigrationblog/containerize-and-migrate-applications-to-aks-with-the-azure-migrate%e2%80%99s-new-app-co/2178551) [N/A CONTENT]  [LEGACY] β€” Introduces Microsoft's built-in App Containerization tool to streamline migrating legacy ASP.NET and Java web servers into AKS-compatible containerized deployments.
-#### Networking (3)
-
-##### Azure CNI
-
-  - **(2023)** [docs.microsoft.com: Configure Azure CNI networking in Azure Kubernetes Service (AKS)](https://learn.microsoft.com/en-us/azure/aks/configure-azure-cni) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” In-depth technical configuration specifications for implementing the high-performance Azure CNI plugin on AKS clusters. Analyzes structural routing paths, IP allocation dynamics, and integration configurations.
-##### Kubenet Configuration
-
-  - **(2023)** [docs.microsoft.com: Use kubenet networking with your own IP address ranges in Azure Kubernetes Service (AKS) 🌟](https://learn.microsoft.com/en-us/azure/aks/configure-kubenet) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Comprehensive configuration guide describing how to implement Kubenet networking in AKS using optimized, restricted IP boundaries. Balances IP consumption limitations with operational simplicity.
-#### Production Checklist
-
-##### Best Practices (3)
-
-  - **(2023)** [the-aks-checklist.com: The Azure Kubernetes Service Checklist 🌟🌟🌟](https://www.the-aks-checklist.com) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive diagnostic tool assisting operators in preparing AKS environments for production. Covers critical checkboxes across scalability, network layouts, security configurations, and cost efficiency.
-#### Runtime Environments
-
-##### Windows Containers
-
-  - **(2020)** [nillsf.com: Running Windows containers on the Azure Kubernetes Service (AKS)](https://nillsf.com/index.php/2020/11/17/running-windows-containers-on-the-azure-kubernetes-service-aks) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Operational overview detailing how to build, deploy, scale, and manage traditional Windows Server workload containers securely on dedicated Windows node pools in AKS.
-#### Scheduling and Taints
-
-##### Compute Node Pools
-
-  - **(2022)** [trstringer.com: Run Kubernetes Pods on Specific VM Types in AKS](https://trstringer.com/run-kubernetes-pods-on-vm-types) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Explores structural scheduling patterns inside AKS to assign dedicated workloads onto specific VM sizes using node selectors, taints, tolerations, and node affinity rules.
-#### Security and Identity
-
-##### Entra ID Auth
-
-  - **(2023)** [docs.microsoft.com: AKS-managed Azure Active Directory integration](https://learn.microsoft.com/en-us/azure/aks/entra-id-control-plane-authentication) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Guides engineers in utilizing integrated Microsoft Entra ID (formerly Azure AD) to control access to AKS cluster operations via RBAC mappings and active identity directory validation.
-##### Pod Identity Evolution
-
-  - **(2021)** [github.com: AKS: Use AAD identity for pods and make your SecOps happy](https://github.com/dfrappart/articles/blob/master/podidentityjourney.md) ⭐ 6  [MARKDOWN CONTENT] 🌟 [COMMUNITY-TOOL] β€” Journal exploring Azure AD Pod Identity to authorize pods. Note: While historically significant, modern live grounding indicates this pattern has been succeeded by Microsoft Entra Workload Identity.
-#### Storage (2)
-
-##### StatefulSet Volume Scaling
-
-  - **(2022)** [adamrushuk.github.io: Increasing the volumeClaimTemplates Disk Size in a Statefulset on AKS](https://adamrushuk.github.io/increasing-the-volumeclaimtemplates-disk-size-in-a-statefulset-on-aks) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Addresses technical hurdles and step-by-step procedures when attempting to live-resize Persistent Volumes linked to stateful applications orchestrated via StatefulSets inside AKS.
-## Cloud-Native Infrastructure
-
-### Cluster Provisioning (2)
-
-#### High Availability (2)
-
-  - **(2021)** [itnext.io: Adding Master Nodes to Achieve HA: One of the Best Practices for Using KubeKey](https://itnext.io/adding-master-nodes-to-achieve-ha-one-of-the-best-practices-for-using-kubekey-6207e94b0bdd) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Highlights the deployment patterns needed to scale control-plane nodes from single instances to high-availability multi-master architectures using KubeKey. It covers load-balancer integrations, internal ETCD cluster configurations, and control-plane state replication. (Live Grounding: Provides practical blueprints for production-grade self-managed control plane environments).
-#### KubeKey
-
-  - **(2025)** [**kubekey**](https://github.com/kubesphere/kubekey) ⭐ 2821  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A Go-based command-line utility engineered to rapidly install, configure, and upgrade Kubernetes clusters, KubeSphere components, and runtime layers (containerd, Docker) on bare-metal and cloud environments. It highly excels in air-gapped, offline installations using custom artifact packages. (Live Grounding: KubeKey remains a highly-rated installer alternative to Kubeadm, especially popular in hybrid/on-prem environments requiring deterministic runtime setups).
-  - **(2021)** [kubesphere.io: Install Kubernetes 1.22 and containerd the Easy Way with kubekey](https://kubesphere.io/blogs/install-kubernetes-containerd) [GO/YAML CONTENT]  [GUIDE] [LEGACY] β€” Outlines a streamlined procedural approach to installing Kubernetes 1.22 and containerd using the KubeKey engine. The guide emphasizes the migration away from Docker shim and configures high-performance runtime options using bare-metal architecture targets. (Live Grounding: Although v1.22 is legacy by 2026 standards, the architectural concepts of containerd orchestration and bare-metal bootstrapping via KubeKey remain highly instructional).
-  - **(2021)** [kubesphere.io: Scaling a Kubernetes Cluster: One of the Best Practices for Using KubeKey](https://kubesphere.io/blogs/scale-kubernetes-cluster-using-kubekey) [YAML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A technical guide demonstrating how to horizontally scale existing Kubernetes compute capacities using KubeKey execution manifests. Focuses on declarative modifications of cluster-configuration files to dynamically append new worker nodes without service disruptions. (Live Grounding: Vital operations reference for cluster administrators managing hardware expansions within hybrid/private clouds).
-### Managed Kubernetes
-
-#### Azure AKS
-
-  - **(2025)** [youtube: The AKS Community](https://www.youtube.com/@theakscommunity) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A dedicated developer and operator community resource focusing on Azure Kubernetes Service (AKS). Tracks the evolution of enterprise-ready features, including node autoscale profiles, azure-cni overlays, Workload Identity, and cost optimization practices. (Live Grounding: Serves as an invaluable hub for tracking live updates directly from Microsoft engineers).
 ## Container Platforms
 
 ### Enterprise Platforms
 
-#### Cluster API
-
-  - **(2022)** [giantswarm.io:](https://www.giantswarm.io/blog/turtles-all-the-way-down-are-still-just-turtles-giant-swarm) [GO/YAML CONTENT] [ADVANCED LEVEL]  [LEGACY] β€” An in-depth post detailing Giant Swarm's operational adoption of Cluster API (CAPI) for provisioning 'clusters within clusters.' It breaks down the philosophical and technical paradigms of declarative multi-cluster orchestration where management planes treat tenant clusters as Kubernetes resources. (Live Grounding: Illustrates the robust shift away from legacy custom provisioning scripts toward cloud-native standard CAPI specifications).
 #### KubeSphere
 
   - **(2026)** [kubesphere.io](https://kubesphere.io) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” KubeSphere is a distributed, multi-tenant enterprise container platform built on top of Kubernetes. It provides an intuitive GUI dashboard for managing multi-cloud container orchestration, DevOps pipelines (Jenkins-based), service meshes (Istio), observability, and microservice governance. (Live Grounding: Actively developed in 2026, offering a complete, modular, cloud-agnostic platform alternative to OpenShift).
   - **(2020)** [itnext.io: KubeSphere: A New Pluggable Kubernetes Application Management Platform](https://itnext.io/kubesphere-a-new-pluggable-kubernetes-application-management-platform-bf078b9f3330) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores the modular and pluggable architecture of KubeSphere, showing how enterprises can customize their deployments by enabling or disabling components like DevOps, Service Mesh, and Logging/Monitoring. Discusses native application lifecycle management integrations. (Live Grounding: Underlines KubeSphere's strategic market position as a flexible, lower-overhead alternative to Red Hat OpenShift).
-#### Managed Kubernetes (1)
-
-  - **(2026)** [Giant Swarm](https://www.giantswarm.io) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Giant Swarm is an enterprise-tier fully managed Kubernetes platform that emphasizes cluster lifecycle management across multi-cloud environments (AWS, Azure) and bare-metal setups. Known for utilizing the Cluster API (CAPI) pattern to automate cluster lifecycle management natively. (Live Grounding: Solidly positioned as a premium provider of GitOps-driven, multi-tenant container orchestration architectures in 2026).
 ## Delivery and CICD
 
 ### Application Packaging
@@ -998,27 +304,8 @@
 #### Local Tooling
 
   - **(2023)** [==Azure/Draft 🌟==](https://github.com/Azure/draft) ⭐ 642  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Azure Draft simplifies early-stage developer onboarding onto Kubernetes. By scanning source code directories, it automatically generates containerization assets including Dockerfiles, Kubernetes manifests, Helm charts, and deployment workflows.
-## Development Tools
-
-### Storage (3)
-
-#### Volume Synchronization
-
-  - **(2026)** [==github.com/rebataur/djkube==](https://github.com/rebataur/fskube) ⭐ 27  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” A lightweight, community-driven development aid designed to bridge local filesystems with Kubernetes volumes. Live Grounding indicates the project has had minimal recent activity, classifying it as a legacy utility. It may serve as a historical reference implementation for simple synchronization mechanisms.
-## Financial Operations
-
-### Cost Optimization (5)
-
-#### Node Allocation
-
-  - **(2021)** [zartis.com: How To Save A Fortune On Azure Kubernetes Service](https://www.zartis.com/minimizing-costs-aks) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” Details structural cost optimization methods for AKS deployment. Discusses right-sizing node configurations, deploying Azure Spot instances for non-critical environments, and configuring cluster autoscalers. Grounding confirms these strategies are essential in architectural cost-governance pipelines.
 ## Infrastructure
 
-### Hybrid and On-Premises
-
-#### Azure Stack Hub
-
-  - **(2021)** [techcommunity.microsoft.com: Azure Kubernetes Service and Azure Container Registry Service on Azure Stack Hub](https://techcommunity.microsoft.com/blog/azurestackblog/azure-kubernetes-service-and-azure-container-registry-service-on-azure-stack-hub/3075932) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Outlines deploying managed AKS and container registries (ACR) onto Azure Stack Hub, which acts as a hybrid infrastructure setup. Solves data sovereignty, regulatory compliance, and low-latency challenges for edge deployments inside closed datacenters.
 ### Ingress and Routing (2)
 
 #### Application Gateway AGIC
@@ -1042,106 +329,26 @@
 #### Azure CNI Cilium
 
   - **(2022)** [isovalent.com: Announcing Azure CNI Powered by Cilium](https://isovalent.com/blog/post/azure-cni-cilium) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Isovalent's technical summary showcasing Azure CNI powered by Cilium integration. This architecture combines Azure's high-performance native routing fabrics with the advanced, secure eBPF-driven networking layer of Cilium. Represents the modern standard for fast AKS networking in 2026.
-#### Azure CNI Overlay
-
-  - **(2023)** [azure.microsoft.com: Announcing the general availability of Azure CNI Overlay in Azure Kubernetes Service](https://azure.microsoft.com/en-us/blog/announcing-the-general-availability-of-azure-cni-overlay-in-azure-kubernetes-service) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” Analyzes Microsoft's GA release of Azure CNI Overlay in AKS. This network model decouples Pod IPs from VM subnets, mitigating private IP depletion issues and enabling clusters to scale to thousands of nodes without complex virtual network refactoring.
-#### BYO CNI
-
-  - **(2022)** [pixelrobots.co.uk: Bring your own Container Network Interface (CNI) plugin with Azure Kubernetes Service (AKS) (PREVIEW)](https://pixelrobots.co.uk/2022/04/bring-your-own-container-network-interface-cni-plugin-with-azure-kubernetes-service-aks-preview) [BASH CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Outlines utilizing the Bring Your Own CNI (BYO CNI) preview option in AKS. Allows engineering teams to manage and run their own custom CNI platforms (such as custom Cilium structures) while still leveraging the managed control plane benefits of AKS.
 #### Calico eBPF
 
   - **(2021)** [thenewstack.io: Turbocharging AKS Networking with Calico eBPF](https://thenewstack.io/turbocharging-aks-networking-with-calico-ebpf) [BASH CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores the performance enhancements derived from running Calico's eBPF data plane over AKS cluster topologies. Discusses how bypassing traditional iptables routing overhead reduces connection latency and CPU usage. It remains a relevant comparative benchmark for high-performance networks.
-  - **(2021)** [tigera.io: Turbocharging AKS networking with Calico eBPF](https://www.tigera.io/blog/turbocharging-aks-networking-with-calico-ebpf) [BASH CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An official Tigera blog post covering the implementation steps for deploying the Calico eBPF data plane on AKS networks. Shows direct performance comparison over standard networking schemes. Highlights resource savings, security enforcement, and high-speed data planes.
-#### Kubenet vs Azure CNI
-
-  - **(2022)** [medium.com/@vamsi.lakshman: Overview of Azure Kubernetes Services Networking Models](https://medium.com/@vamsi.lakshman/overview-of-azure-kubernetes-services-networking-models-e3ca0591aebe) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” Provides a comprehensive architectural overview contrasting AKS's native CNI models: Kubenet versus Azure CNI. Analyzes the trade-offs of IP space consumption, routing tables, and overall performance dynamics across large clusters.
 #### WireGuard Encryption
 
   - **(2021)** [tigera.io: Calico WireGuard support with Azure CNI](https://www.tigera.io/blog/calico-wireguard-support-with-azure-cni) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Examines configuring Calico WireGuard encryption overlaying Azure CNI networks. Details setting up highly secure node-to-node transport layer encryption with minimal CPU overhead. Grounding points to this as an excellent alternative to heavy IPsec deployments.
-### Node Pools
-
-#### Windows Containers (1)
-
-  - **(2022)** [dev.to: Getting started with Windows Containers on Azure Kubernetes Service](https://dev.to/rdvansloten/getting-started-with-windows-containers-on-azure-kubernetes-service-46ce) [BASH CONTENT]  [COMMUNITY-TOOL] β€” A fundamental playbook illustrating setup tasks for hosting Windows Server containers inside AKS node pools. Explains common pitfalls including licensing, customized networking modes, and configuring dual-OS deployments alongside Linux nodes.
 ### Provisioning and IaC
 
-#### ARM Templates
-
-  - **(2020)** [docs.cloudblue.com: Deploying an AKS Cluster with Custom IP Ranges (ARM template)](https://docs.cloudblue.com/cbc/20.5/premium/content/Deployment-of-Product-to-Azure-Cloud-Guide/Deploying-AKS-Cluster-with-Custom-IP-Ranges.htm) [JSON CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Details the construction of ARM templates to deploy AKS clusters containing custom network IP range allocations. Ensures smooth compliance within pre-defined enterprise internal network spaces. Grounding shows ARM is stable, although Bicep and Terraform are dominant in 2026.
 #### AWS CDK and Multicluster
 
   - **(2022)** [Using CDK to perform continuous deployments in multi-region Kubernetes environments](https://aws.amazon.com/blogs/containers/using-cdk-to-perform-continuous-deployments-in-multi-region-kubernetes-environments) [TYPESCRIPT CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores the use of AWS Cloud Development Kit (CDK) to model continuous delivery systems across multi-region Kubernetes deployments. Highly relevant for cloud engineers designing hybrid-cloud architectures that span AKS and EKS infrastructure.
-### Storage Systems
-
-#### Private Endpoints
-
-  - **(2021)** [carlos.mendible.com: AKS: Persistent Volume Claim with an Azure File Storage protected with a Private Endpoint](https://carlos.mendible.com/2021/08/02/aks-persistent-volume-claim-with-an-azure-file-storage-protected-with-a-private-endpoint) [YAML/TERRAFORM CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Examines configuring a Persistent Volume Claim (PVC) using Azure Files storage secured with a Private Endpoint in AKS. Prevents the storage accounts from being exposed to the public internet. Grounding confirms this is a critical enterprise pattern for storage layer hardening.
-## Infrastructure as Code and CI-CD
-
-### CI-CD Pipelines
-
-#### GitHub Actions
-
-##### Oracle Cloud Infrastructure
-
-  - **(2021)** [arnoldgalovics.com: GitHub Actions CI/CD For Oracle Cloud Kubernetes](https://arnoldgalovics.com/github-actions-oracle-cloud-kubernetes) [YAML/SHELL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A detailed technical walkthrough showcasing the implementation of automated deployment pipelines using GitHub Actions to target Oracle Cloud Infrastructure Container Engine for Kubernetes (OKE). It delineates secure OCI API authentication configurations, container image construction, and rollout orchestrations. (Live Grounding: Represents a standard, practical approach to OKE deployments using runners, contrasting with traditional enterprise Jenkins setups).
-#### KubeSphere (1)
-
-##### Jenkins
-
-  - **(2022)** [youtube: Create a Jenkins Pipeline on Kubernetes with CI/CD Pipeline Template in KubeSphere](https://www.youtube.com/watch?v=MU5LdM83x9s&ab_channel=KubeSphere) [GROOVY/YAML CONTENT]  [GUIDE] [LEGACY] β€” A visual demonstration detailing the creation of declarative Jenkins pipelines within the KubeSphere platform interface. Covers pipeline templates, integrated credential stores, and multi-stage container build-to-deploy workflows inside Kubernetes namespaces. (Live Grounding: Demonstrates how KubeSphere bridges legacy Jenkins pipelines with cloud-native execution runners).
-## Multi-Cloud Management
-
-### Platform Engineering (1)
-
-#### Tooling Comparison
-
-  - **(2021)** [Compare tools for multi-cloud Kubernetes management 🌟](https://www.techtarget.com/searchcloudcomputing/tip/Compare-tools-for-multi-cloud-Kubernetes-management) [N/A CONTENT]  [LEGACY] β€” Synthesizes and contrasts several enterprise-grade multi-cloud Kubernetes management suites including Red Hat OpenShift, Rancher, Platform9, and Terraform. Highlights the design trade-offs between hypervisor-style centralized management interfaces and modular GitOps delivery systems. (Live Grounding: While some listed tools like StackPointCloud are defunct or archived, the architectural comparison criteria remains critical for multi-cluster evaluations in 2026).
-## Observability (3)
+## Observability
 
 ### Telemetry
 
 #### Azure Monitoring
 
   - **(2022)** [grafana.com: Scrape Azure metrics and monitor AKS using Grafana Agent 🌟](https://grafana.com/blog/scrape-azure-metrics-and-monitor-aks-using-grafana-agent) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A telemetry extraction guide focused on deploying Grafana Agent inside AKS to scrape and forward metrics directly to Grafana Cloud. Avoids expensive, proprietary log-forwarding configurations and maintains unified telemetry visualization dashboards.
-## Operations and Troubleshooting
-
-### Diagnostic Analysis
-
-#### Core Dumps
-
-  - **(2020)** [blog.nillsf.com: Customize core dump in Azure Kubernetes](https://blog.nillsf.com/index.php/2020/12/06/customize-core-dump-in-azure-kubernetes) [BASH/YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Analyzes advanced kernel-level customizations required to capture core dumps from Linux containers running on AKS. Focuses on configuring host path directories, container filesystem capabilities, and kernel variables. Grounding shows this is vital for diagnostic debugging in low-level runtime environments (C++/.NET) where standard logs fail during sudden container restarts.
-#### Windows Packet Capture
-
-  - **(2020)** [github.com/OvidiuBorlean/kubectl-windumps](https://github.com/OvidiuBorlean/kubectl-windumps) ⭐ 7  [GO CONTENT] [ADVANCED LEVEL]  [LEGACY] β€” A legacy kubectl command-line utility facilitating TCP packet captures directly on Windows Server nodes within AKS clusters. Live grounding shows the project has been inactive for several years, yet it serves as a valuable conceptual reference for troubleshooting deep network issues.
-#### Windows RDP Troubleshooting
-
-  - **(2023)** [learn.microsoft.com: Connect with RDP to Azure Kubernetes Service (AKS) cluster Windows Server nodes for maintenance or troubleshooting](https://learn.microsoft.com/en-us/azure/aks/rdp) [BASH CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Explains the official configuration workflows to safely establish RDP (Remote Desktop Protocol) connections into AKS Windows Server nodes. Facilitates deep system-level maintenance, networking diagnostics, and container execution debugging.
-### Incident Response
-
-#### Disaster Recovery
-
-  - **(2022)** [community.ops.io: One day I woke up to a crashed AKS cluster and this is what I did to get it back to life](https://community.ops.io/javi_labs/one-day-wake-up-to-a-crashed-aks-cluster-and-this-is-what-i-did-to-get-it-back-to-life-1592) [BASH CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An educational post-mortem detailing disaster recovery of a critically degraded AKS cluster. Highlights issues with custom DNS resolution, routing, and dynamic debugging tools. Serves as a great diagnostic checklist for production failures.
-### Observability (4)
-
-#### Prometheus and Grafana
-
-  - **(2022)** [dev.to/thenjdevopsguy: Monitoring AKS With Prometheus and Grafana 🌟](https://dev.to/thenjdevopsguy/monitoring-aks-with-prometheus-and-grafana-9o8) [YAML/HELM CONTENT]  [COMMUNITY-TOOL] β€” A hands-on manual demonstrating the setup of Prometheus and Grafana on AKS using Helm charts. Details the construction of monitoring pipelines, collection of custom performance metrics, and configuration of alert conditions.
-### Resource Management
-
-#### Node Deallocation
-
-  - **(2022)** [returngis.net: Desescalar nodos de AKS apagando las mΓ‘quinas en lugar de eliminarlas](https://www.returngis.net/2022/04/desescalar-nodos-de-aks-apagando-las-maquinas-en-lugar-de-eliminarlas) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” This technical Spanish article describes an alternate cost-savings scaling mechanism in AKS. Suggests stopping/deallocating underlying node virtual machines inside scale sets instead of deleting them. Grounding notes this retains local system disk caches for fast restart times.
-#### Node Pools Scaling
-
-  - **(2022)** [docs.microsoft.com: Start and stop an Azure Kubernetes Service (AKS) node pool 🌟](https://learn.microsoft.com/en-us/azure/aks/start-stop-nodepools) [BASH CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” An official Microsoft technical guide documenting native start/stop capabilities inside AKS user node pools. Simplifies operational management by shutting down scaling instances to minimize computing costs during inactive schedules.
 ## Orchestration
 
-### AKS
-
-#### Tutorials
-
-  - **(2022)** [build5nines.com: Terraform: Create an AKS Cluster 🌟](https://build5nines.com/terraform-create-an-aks-cluster) [HCL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A step-by-step practical guide detailing the construction of an AKS cluster using Terraform. Walks through basic variables, resource groups, virtual networks, and node configuration blocks.
 ### Azure Compute
 
 #### AKS and ACI
@@ -1152,41 +359,19 @@
 #### AKS VNET Integration
 
   - **(2021)** [azurecloudai.blog: Deploy Azure Kubernetes Service (AKS) to a preexisting VNET](https://azurecloudai.blog/verify.html) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Technical guide outlining the architectural parameters needed to deploy Azure Kubernetes Service (AKS) within a custom, pre-existing Virtual Network (VNET). Addresses CIDR constraints, subnet delegation, and Azure CNI configurations.
-### Data Protection
-
-#### AKS Backup
-
-  - **(2022)** [azure.microsoft.com: Private preview: Azure Kubernetes Service (AKS) Backup 🌟](https://azure.microsoft.com/en-us/updates?id=private-preview-aks-backup) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Announcement details for Azure Kubernetes Service (AKS) Backup. Highlights native recovery features for stateful PVs and configuration states. Note: Now fully GA and enterprise-stable, this backup protocol integrates securely with Azure Backup Center.
-### Kubernetes (1)
+### Kubernetes
 
 #### Managed Kubernetes Comparison
 
   - **(2021)** [stackrox.com: EKS vs GKE vs AKS - Evaluating Kubernetes in the Cloud](https://www.stackrox.io/blog/eks-vs-gke-vs-aks-jan2021) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A multi-dimensional comparison of the three primary managed Kubernetes services: AWS EKS, Google GKE, and Azure AKS. Weighs crucial metrics including control plane management fees, SLA guarantees, automated master scaling, and IAM-to-K8s role bindings.
-### Kubernetes Security
-
-#### EKS Secrets KMS
-
-  - **(2021)** [devoriales.com: AWS EKS Secret Encryption: Securing Your EKS Secrets At Rest with AWS KMS](https://devoriales.com/aws-eks-secret-encryption-securing-your-eks-secrets-at-rest-with-aws-kms) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A security hardening guide detailing the setup of envelope encryption for Kubernetes Secrets within AWS EKS using Key Management Service (KMS) integrations. Crucial for complying with enterprise-grade data-at-rest protection standards.
-## Performance and Scale
-
-### Container Runtimes
-
-#### Image Pull Optimization
-
-  - **(2023)** [danielstechblog.io: Mitigating slow container image pulls on Azure Kubernetes Service](https://www.danielstechblog.io/mitigating-slow-container-image-pulls-on-azure-kubernetes-service) [BASH CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Details concrete strategies to accelerate slow container image pull durations on AKS. Discusses configuring Azure Container Registry (ACR) replica caches, optimizing network speeds, and tuning persistent storage configs.
-### Resource Management (1)
-
-#### LimitRanges
-
-  - **(2021)** [itnext.io: AKS Performance: Limit Ranges](https://itnext.io/aks-performance-limit-ranges-8e18cbebe351) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Focuses on utilizing Kubernetes LimitRanges inside AKS to enforce resource quotas on CPU and memory usage. Explains how implementing default limits mitigates raw 'noisy neighbor' resource starvation. This is a foundational practice for sustaining stability in multi-tenant environments.
-## Platform Engineering (2)
+## Platform Engineering
 
 ### CICD and Delivery
 
 #### Developer Experience (1)
 
   - **(2023)** [youtube: Day -25 | No Dockerfile, No K8s Manifests | Setup CI/CD in 5 minutes for any programming language](https://www.youtube.com/watch?v=io_yBU7vhIo) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Demonstrates rapid deployment flows to Kubernetes bypassing standard manual Dockerfile and YAML manifest configurations. Showcases automated scaffolding utilities like Draft and Cloud Native Buildpacks. Targeted at reducing onboarding friction for software developers moving applications to production orchestrators.
-#### GitHub Actions (1)
+#### GitHub Actions
 
   - **(2023)** [insights.project-a.com: Using GitHub Actions to deploy to Kubernetes in GKE 🌟](https://www.project-a.vc/perspectives) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A practical roadmap for setting up secure Continuous Delivery pipelines to GKE using GitHub Actions. Specifically covers passwordless identity validation utilizing GCP Workload Identity Federation (WIF) to eliminate long-lived GCP service account JSON keys. Walks through Docker builds, GCR/GAR pushes, and Helm deployments.
 ### Developer Experience (2)
@@ -1194,86 +379,31 @@
 #### Legacy Scaffolding
 
   - **(2022)** [blog.baeke.info: Trying out Draft 2 on AKS](https://baeke.info/2022/06/02/trying-out-draft-2-on-aks) [BASH CONTENT]  [COMMUNITY-TOOL] β€” An early evaluation testing out the Draft v2 workflow within AKS environments. Evaluates standard dev loops and notes architectural changes between initial Draft implementations and subsequent buildpack-driven tools. Modern architects should target standard buildpacks and OCI artifacts over older Draft versions.
-### GitOps (1)
+## Resilience
 
-#### Declarative Infrastructure
+### Chaos Engineering
 
-  - **(2021)** [seroter.com: Using the new Google Cloud Config Controller to provision and manage cloud services via the Kubernetes Resource Model](https://seroter.com/2021/08/18/using-the-new-google-cloud-config-controller-to-provision-and-manage-cloud-services-via-the-kubernetes-resource-model) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Introduces the Google Cloud Config Controller, highlighting its use of the Kubernetes Resource Model (KRM) to declare and govern external GCP services. Allows platform teams to enforce stateful GitOps practices, treating cloud resources (like databases and networking) identical to standard Kubernetes manifests.
+#### Cloud Architecture
+
+  - **(2021)** [Chaos engineering on Amazon EKS using AWS Fault Injection Simulator](https://aws.amazon.com/blogs/devops/chaos-engineering-on-amazon-eks-using-aws-fault-injection-simulator) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A technical walkthrough demonstrating how to orchestrate chaos experiments on Amazon EKS using AWS Fault Injection Simulator (FIS). Highlights configuring managed cluster actions to trigger node terminations, API failures, and container termination within isolated namespaces.
 ## Security and Governance
 
 ### Access and Identity
 
 #### Azure Key Vault
 
-  - **(2023)** [community.ops.io: Configuring AKS to read secrets and certificates from Azure KeyVaults](https://community.ops.io/javi_labs/configuring-aks-to-read-secrets-and-certificates-from-azure-keyvaults-17o1) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A practical reference manual demonstrating integration patterns using Secrets Store CSI Driver inside AKS. Focuses on dynamically injecting certificates, keys, and operational credentials from Azure Key Vault into container workloads.
   - **(2022)** [dev.to: Access Secrets in AKV using Managed identities for AKS 🌟](https://dev.to/vivekanandrapaka/access-secrets-from-akv-using-managed-identities-for-aks-91p) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Shows how to retrieve and access secrets securely within AKS workloads using Managed Identities and Azure Key Vault CSI Provider. Avoids persisting plaintext credentials in cluster definitions, mounting secrets as secure volumes instead.
 #### OAuth2 Proxy
 
-  - **(2022)** [kristhecodingunicorn.com: Setting Up OAuth 2.0 Authentication for Applications in AKS With NGINX and OAuth2 Proxy 🌟🌟](https://www.kristhecodingunicorn.com/post/k8s_nginx_oauth) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Illustrates how to secure web applications running on AKS by configuring an NGINX Ingress controller alongside OAuth2 Proxy. Outlines setup patterns for integrating external identity providers (OIDC) to protect internal APIs and microservices.
   - **(2022)** [kristhecodingunicorn.com: Setting Up OAuth 2.0 Authentication for Applications in AKS With NGINX and OAuth2 Proxy](https://www.kristhecodingunicorn.com/post/aks-oauth2-proxy-with-nginx-ingress-controller) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Provides detailed YAML deployment specs for running OAuth2 Proxy alongside NGINX on AKS. Demonstrates configuring ingress annotations and token validation loops, creating a robust baseline for securing production routes.
-#### Workload Identity
-
-  - **(2022)** [dev.to: Implement Azure AD Workload Identity on AKS with terraform](https://dev.to/maxx_don/implement-azure-ad-workload-identity-on-aks-with-terraform-3oho) [TERRAFORM CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A detailed playbook implementing Azure AD Workload Identity on AKS utilizing Terraform templates. Eliminates static secrets by mapping Azure Managed Identities with Kubernetes Service Accounts via federated OIDC token exchanges.
-  - **(2022)** [blog.baeke.info: AKS Workload Identity Revisited](https://baeke.info/2022/11/24/aks-workload-identity-revisited) [BASH CONTENT] [ADVANCED LEVEL]  [LEGACY] β€” A deep-dive analyzing Azure AD Workload Identity mechanics. Compares this modern OIDC token-exchange flow against legacy pod identities. Essential reading for secure application migrations requiring direct integration with Azure Cloud resources.
-### Cluster Security
-
-#### Multi-Tenancy Isolation
-
-  - **(2022)** [docs.microsoft.com: Best practices for cluster isolation in Azure Kubernetes Service (AKS)](https://learn.microsoft.com/en-us/azure/aks/operator-best-practices-cluster-isolation) [YAML/MARKDOWN CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Provides official architectural best practices regarding logical and physical multi-tenant isolation in AKS. Details utilizing network policies, namespaces, and Kubernetes RBAC. A crucial resource for enterprise operators planning multi-team cluster sharing models.
 ### Microservices Security
 
 #### Pod Security and Identities
 
   - **(2020)** [medium: Secure your Microservices on AKS β€” Part 1 🌟](https://itnext.io/running-your-microservices-securely-on-aks-417a110b2e76) [TERRAFORM/YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An in-depth security architecture guide covering secure microservices deployment on AKS. Leverages Azure Active Directory (AAD) Pod Identity (and modern Workload Identity shifts) along with network security policies. Details methods to restrict pod-to-pod communications, configure secret vaults, and enforce security baselines at the runtime layer.
-### Network Security
-
-#### Network Isolation
-
-  - **(2021)** [itnext.io: Network Isolated AKS β€” Part 1: Controlling network traffic](https://itnext.io/network-isolated-aks-part-1-controlling-network-traffic-2cd0e045352d) [TERRAFORM/BASH CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Details architectural considerations for building network-isolated AKS clusters. Explains integrating custom User-Defined Routes (UDR) and Azure Firewall to handle and monitor egress traffic. Essential for compliant financial or healthcare setups demanding rigorous data isolation.
-#### VNet Peering
-
-  - **(2022)** [blog.coffeeapplied.com: Securing AKS in peered virtual networks using only network security groups (NSGs)](https://blog.coffeeapplied.com/securing-aks-in-peered-virtual-networks-using-only-network-security-groups-nsgs-c43d6a215f32) [BASH/ARM CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Demonstrates locking down traffic inside peered Azure virtual networks utilizing Network Security Groups (NSGs) exclusively. Shows how to avoid routing complexity and high firewall transit charges in multi-tenant hub-and-spoke virtual environments.
-## State and Data
-
-### Database Virtualization
-
-#### SQL Server and S3 Storage
-
-  - **(2023)** [techcommunity.microsoft.com: SQL Server containers on Kubernetes with S3-compatible object storage - Getting started](https://techcommunity.microsoft.com/blog/sqlserver/sql-server-containers-on-kubernetes-with-s3-compatible-object-storage---getting-/3717003) [SQL/YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Walks through deploying SQL Server containers inside Kubernetes using S3-compatible object storage for backups. Outlines durable storage configuration methods and provides an optimal blueprint for stateful data layer setups.
-## Strategic Strategy
-
-### Ecosystem News
-
-#### Edge Kubernetes
-
-  - **(2023)** [infoq.com: Microsoft Brings Kubernetes to the Edge with AKS Edge Essentials](https://www.infoq.com/news/2023/03/aks-edge-essentials-ga) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” Reviews the release of AKS Edge Essentials, Microsoft's lightweight managed Kubernetes distribution optimized for resource-constrained edge machines and industrial OT setups. Outlines how this strategy extends cloud-native operations directly to factory floors.
-#### Pricing and SLA tiers
-
-  - **(2023)** [techcommunity.microsoft.com: Azure Kubernetes Service Free tier and Standard tier](https://techcommunity.microsoft.com/blog/appsonazureblog/azure-kubernetes-service-free-tier-and-standard-tier/3731432) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” Details the structural and performance differences between the AKS Free and Standard pricing tiers. Analyzes the financial guarantees (SLAs), auto-scaler boundaries, and support systems required when migrating workloads to production environments.
-#### Product Roadmap
-
-  - **(2022)** [techcommunity.microsoft.com: Azure Kubernetes Service Microsoft Ignite announcements](https://techcommunity.microsoft.com/blog/appsonazureblog/azure-kubernetes-service-microsoft-ignite-announcements/3650443) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” Aggregates key product announcements, feature updates, and engineering roadmap directions announced at Microsoft Ignite targeting the AKS ecosystem. Discusses improved fleet operations, container scale, and identity controls.
-### Enterprise Architecture
-
-#### Automation and Runbooks
-
-  - **(2022)** [buchatech.com/2022: A Guide to Navigating the AKS Enterprise Documentation & Scripts 🌟🌟](https://www.buchatech.com/2022/08/a-guide-to-navigating-the-aks-enterprise-documentation-scripts) [POWERSHELL/BASH CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive index highlighting central enterprise architecture runbooks, scripts, and Azure landing zone deployment models. Solves standard directory discovery hurdles for infrastructure teams architecting multi-cluster production layers.
-#### First Steps
-
-  - **(2021)** [adamtheautomator.com: Getting Started with the Azure Kubernetes Service (AKS)](https://adamtheautomator.com/azure-kubernetes-service) [BASH CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive onboarding guide teaching foundational skills for deploying and managing an AKS cluster. Covers cluster creation, node pool verification, and basic CLI interactions. Designed to minimize onboarding friction for junior operators.
-### Kubernetes Management
-
-#### AKS Ecosystem
-
-  - **(2021)** [thenewstack.io: Microsoft’s Practical Approach to Kubernetes Management](https://thenewstack.io/microsoft-takes-practical-approach-to-kubernetes-management) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” An executive-level analysis exploring Microsoft's architecture philosophy in streamlining managed Kubernetes operations. Highlights historical shifts towards abstraction, fully managed control planes, and hybrid-cloud support via Azure Arc. Provides insight into AKS ecosystem management strategies.
-## Strategy
-
-### Platform Strategy
-
-#### Adoption Frameworks
-
-  - **(2022)** [digitalocean.com: Kubernetes for startups: Why, when, and how to adopt](https://www.digitalocean.com/resources/articles/kubernetes-for-startups) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An architectural strategy guide assessing the costs and benefits of introducing Kubernetes inside early-stage startup ecosystems. Covers common mistakes like over-engineering cluster setups early on and maps out criteria for when to transition from PaaS tools to fully-managed Kubernetes environments.
 
 ---
-πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md)
+πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Oraclecloud](./oraclecloud.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/matrix-table.md b/v2-docs/matrix-table.md
index bdfc9494..c9ea2b84 100644
--- a/v2-docs/matrix-table.md
+++ b/v2-docs/matrix-table.md
@@ -6,100 +6,16 @@
 !!! info "Architectural Context"
     Detailed reference for Kubernetes Distributions and Installers Matrix Table in the context of Architectural Foundations.
 
-## Container Engines
-
-### Lightweight Runtimes
-
-#### Archived Projects
-
-  - **(2021)** [K3C](https://github.com/rancher/k3c) ⭐ 564  [GO CONTENT] 🌟🌟 [LEGACY] β€” Curator Insight features K3C as a classic lightweight container engine. Live grounding in 2026 confirms that K3C is an archived repository, serving primarily as an intellectual precursor to container daemon simplification and modular containerd patterns.
-## Edge and IoT
-
-### Cluster Provisioning
-
-#### SSH Bootstrapping
-
-  - **(2026)** [****k3sup (said 'ketchup')****](https://github.com/alexellis/k3sup) ⭐ 7383  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An utility by Alex Ellis using SSH to provision K3s directly from local machines. It sets up secure, direct API configurations, bridges cluster nodes instantly, and configures target servers for operational readiness.
-## Edge Computing
-
-### Operating Systems
-
-#### Archived Projects (1)
-
-  - **(2022)** [****k3OS****](https://github.com/rancher/k3os) ⭐ 3490  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” Curator Insight highlights k3OS as a purpose-built operating system designed for K3s. Live engineering truth in 2026 confirms k3OS has been officially archived by Rancher. Platform engineers seeking an active declarative OS for container workloads have transitioned to alternatives like Talos Linux or MicroOS.
 ## Infrastructure
 
-### Cluster Provisioning (1)
-
-#### Bare Metal
-
-  - **(2026)** [==poseidon/typhoon==](https://github.com/poseidon/typhoon) ⭐ 2044  [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Typhoon is a minimalist, secure, and performant bare-metal and multi-cloud Kubernetes distribution built entirely with Terraform. It bootstraps standard, upstream CNCF-compliant Kubernetes onto Flatcar Container Linux (and historically CoreOS), providing an excellent reference model for git-driven infrastructure without vendor lock-in.
 ### Kubernetes Distributions
 
-#### Edge and IoT (1)
+#### Edge and IoT
 
   - **(2023)** [==xiaods/k8e==](https://github.com/xiaods/k8e) ⭐ 449  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A lightweight Kubernetes distribution (k8e, standing for "k8s easy") modeled after K3s but strictly adhering to standard upstream components. It is tailored for low-resource edge architectures, CI environments, and hobbyist networks requiring low memory profiles and simple setups.
-## Kubernetes Tools
-
-### General Reference
-
-  - [napo.io: Kubernetes The (real) Hard Way on AWS](https://napo.io/posts/kubernetes-the-real-hard-way-on-aws)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering napo.io: Kubernetes The (real) Hard Way on AWS in the Kubernetes Tools ecosystem.
-  - [**VMware Kubernetes Tanzu**](https://cloud.vmware.com/tanzu)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering **VMware Kubernetes Tanzu** in the Kubernetes Tools ecosystem.
-  - [Pharos 🌟](https://k8spharos.dev)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Pharos 🌟 in the Kubernetes Tools ecosystem.
-  - [Linode Kubernetes Engine (LKE)](https://www.linode.com/products/kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Linode Kubernetes Engine (LKE) in the Kubernetes Tools ecosystem.
-## Local Development
-
-### Kubernetes Environments
-
-#### k3d
-
-  - **(2025)** [==**k3d**==](https://github.com/k3d-io/k3d) ⭐ 6458  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight features k3d as an indispensable utility for launching multi-node K3s clusters inside Docker containers. Live grounding in 2026 affirms k3d remains the leading choice for local multi-node Kubernetes orchestration, integration testing, and local CI/CD pipelines due to its rapid spin-up speeds and minimal resource footprint.
-## Local Kubernetes Environments
-
-### Containerized Clusters
-
-#### KIND
-
-  - **(2026)** [****kind****](https://github.com/kubernetes-sigs/kind) ⭐ 15299  [GO CONTENT] 🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kubernetes in Docker (kind) is an indispensable ecosystem framework utilizing Docker container nodes to model multi-node clusters. Widely favored for continuous integration (CI) workflows and high-speed local control plane validation.
-### Single-Node Clusters
-
-#### Minikube
-
-  - **(2026)** [==Minikube==](https://github.com/kubernetes/minikube) ⭐ 31871  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Minikube remains an industry-standard sandbox for launching local single-node Kubernetes clusters. Supports diverse VM drivers, bare-metal deployment modes, and native Docker-in-Docker execution environments tailored for application testing.
-## Platform Architecture
-
-### Cloud Providers
-
-#### Managed Kubernetes Comparison
-
-  - **(2021)** [Learnk8s: Comparison of Kubernetes Managed Services 🌟](https://docs.google.com/spreadsheets/d/1RPpyDOLFmcgxMCpABDzrsBYWpPYCIBuvAoUQLwOGoQw/edit) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A highly granular, community-maintained matrix tracking managed Kubernetes services across both major and minor cloud vendors. It details network capabilities, autoscaler integration, upgrades, security profiles, and persistent volume support. It represents an essential industry benchmark used by platform architects designing global cluster patterns.
-  - **(2020)** [atodorov.me: Comparing Kubernetes managed services across Digital Ocean, Scaleway, OVHCloud and Linode](https://atodorov.me/2020/06/14/comparing-kubernetes-managed-services-across-digital-ocean-scaleway-ovhcloud-and-linode) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Compares managed Kubernetes offerings from secondary cloud providers: DigitalOcean, Scaleway, OVHCloud, and Linode. It analyzes storage driver speeds, control plane SLA pricing, and API version support. This evaluation helps teams design multi-cloud setups and avoid the cost overhead associated with tier-1 hyperscalers.
-## Provisioning
-
-### Ansible
-
-#### Enterprise Playbooks
-
-  - **(2026)** [==**Kubespray**==](https://github.com/kubernetes-sigs/kubespray) ⭐ 18556  [PYTHON/ANSIBLE CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The industry standard Ansible automation framework for deploying enterprise-ready, production-grade clusters. Combining Kubeadm with highly flexible, battle-tested playbooks, it handles network policy deployment (CNIs like Calico/Cilium), storage classes, node lifecycle operations, and multi-distribution OS configurations.
-#### Roles
-
-  - **(2026)** [==Ansible Role - Kubernetes (Jeff Geerling)==](https://github.com/geerlingguy/ansible-role-kubernetes) ⭐ 626  [YAML CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Jeff Geerling's highly popular, community-standard Ansible role designed to automate core system dependencies, swap disabling, package installations, and initial Kubeadm commands on Debian and RedHat distributions, simplifying playbooks deployment.
-### Bootstrapping
-
-#### Core Engine
-
-  - **(2026)** [==Kubernetes Cluster with **Kubeadm**==](https://github.com/kubernetes/kubeadm) ⭐ 3981  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The standard bootstrapping engine for establishing conformant clusters, maintained by Kubernetes SIG-Cluster-Lifecycle. It abstracts certificate generation, etcd cluster building, and node onboarding into simplified `kubeadm init` and `kubeadm join` commands. It serves as the foundation for higher-level platform controllers.
-### Deployment Tools
-
-#### AWS
-
-  - **(2026)** [==GitHub: Kubernetes Cluster with Kops==](https://github.com/kubernetes/kops) ⭐ 16625  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kubernetes Operations (kops) is a production-grade orchestration tool designed to configure, scale, and manage highly available clusters on public cloud environments. Its declarative structure manages cloud instances, security groups, route tables, and internal etcd scaling configurations directly, primarily focusing on AWS.
-### GitOps
-
-#### Legacy Tools
-
-  - **(2026)** [==Weave Kubernetes System Control - wksctl==](https://github.com/weaveworks/wksctl) ⭐ 389  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” Weaveworks' Weave Kubernetes System Control (wksctl) was a GitOps-based tool for cluster creation, configuring infrastructure directly from a declared state stored in git. Curator Insight vs Live Grounding: Following Weaveworks' operational shutdown, this tool has been archived and is considered historical legacy.
 
 ---
-πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md)
+πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Googlecloudplatform](./GoogleCloudPlatform.md)
 
diff --git a/v2-docs/maven-gradle.md b/v2-docs/maven-gradle.md
index d48fbc30..df2902db 100644
--- a/v2-docs/maven-gradle.md
+++ b/v2-docs/maven-gradle.md
@@ -8,124 +8,35 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Build Systems](#build-systems)
   - [JVM Ecosystem](#jvm-ecosystem)
-    - [Apache Maven](#apache-maven)
-    - [Apache Maven Standards](#apache-maven-standards)
-    - [Build Daemon Optimization](#build-daemon-optimization)
-    - [Community Channels](#community-channels)
-    - [Comparative Analysis](#comparative-analysis)
     - [Container Packaging](#container-packaging)
-    - [Framework Evolution](#framework-evolution)
-    - [Plugin Deep Dives](#plugin-deep-dives)
     - [Project Templating](#project-templating)
-    - [Release and Reporting Plugins](#release-and-reporting-plugins)
-    - [Security and Code Quality](#security-and-code-quality)
-    - [Testing Frameworks](#testing-frameworks)
-    - [Tutorials and Guides](#tutorials-and-guides)
 1. [Cloud Providers](#cloud-providers)
   - [OpenShift and RedHat](#openshift-and-redhat)
     - [JVM Deployment Patterns](#jvm-deployment-patterns)
 1. [Cloud-Native Java](#cloud-native-java)
   - [Build Tools](#build-tools)
     - [Eclipse JKube](#eclipse-jkube)
+      - [Developer Workflow](#developer-workflow)
+      - [Migration](#migration)
       - [Overview](#overview)
+      - [Quarkus Integration](#quarkus-integration)
+      - [Release Announcement](#release-announcement)
       - [Release Notes](#release-notes)
       - [Source Code](#source-code)
-  - [Package Management](#package-management)
-    - [JitPack](#jitpack)
-  - [Scripting](#scripting)
-    - [JBang](#jbang)
-1. [DevOps](#devops)
-  - [Build Tools](#build-tools-1)
-    - [Gradle](#gradle)
-      - [Documentation](#documentation)
-      - [Historical Perspective](#historical-perspective)
-1. [Developer Productivity](#developer-productivity)
-  - [IDE Integrations](#ide-integrations)
-    - [IntelliJ IDEA](#intellij-idea)
-    - [VS Code Java](#vs-code-java)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [Create the scaffolding for your microservice](https://fuse.labs.osecloud.com/fuse/creating-a-microservices-project-with-maven)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering fuse.labs.osecloud.com in the Kubernetes Tools ecosystem.
-  - [Wikipedia.org: Apache Maven](https://en.wikipedia.org/wiki/Apache_Maven)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia.org: Apache Maven in the Kubernetes Tools ecosystem.
-  - [Dzone.com: Creating a Maven Archetype](https://dzone.com/articles/create-maven-archetype-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone.com: Creating a Maven Archetype in the Kubernetes Tools ecosystem.
-  - [Dzone refcard: Apache Maven 2](https://dzone.com/asset/download/212)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone refcard: Apache Maven 2 in the Kubernetes Tools ecosystem.
-  - [Dzone refcard: Getting Started with Maven Repository Management](https://dzone.com/asset/download/223)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone refcard: Getting Started with Maven Repository Management in the Kubernetes Tools ecosystem.
-  - [Dzone: Installing Maven With Your JDK](https://dzone.com/articles/installing-maven)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Installing Maven With Your JDK in the Kubernetes Tools ecosystem.
-  - [Dzone: 10 Effective Tips on Using Maven](https://dzone.com/articles/10-effective-tips-on-using-maven)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: 10 Effective Tips on Using Maven in the Kubernetes Tools ecosystem.
-  - [Dzone: Building Java Applications With Maven](https://dzone.com/articles/building-java-applications-with-maven)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Building Java Applications With Maven in the Kubernetes Tools ecosystem.
-  - [Dzone: 7 Tips to Achieve High-Availability(HA) For Your Maven Repository](https://dzone.com/articles/7-tips-to-achieve-high-availabilityha-for-your-mav-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: 7 Tips to Achieve High-Availability(HA) For Your Maven Repository in the Kubernetes Tools ecosystem.
-  - [baeldung.com: Remove Duplicate Dependencies with Maven](https://www.baeldung.com/maven-duplicate-dependencies)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering baeldung.com: Remove Duplicate Dependencies with Maven in the Kubernetes Tools ecosystem.
-  - [programmer.ink: Maven scaffolding best practices](https://programmer.ink/think/maven-scaffolding-best-practices.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering programmer.ink: Maven scaffolding best practices in the Kubernetes Tools ecosystem.
-  - [Dzone: Maven Skipping Tests](https://dzone.com/articles/maven-skipping-tests)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Maven Skipping Tests in the Kubernetes Tools ecosystem.
-  - [Dzone: Integration Tests with Maven](https://dzone.com/articles/integration-tests-with-maven)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Integration Tests with Maven in the Kubernetes Tools ecosystem.
-  - [Dzone.com: Running Cucumber with Maven](https://dzone.com/articles/running-cucumber-with-maven)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone.com: Running Cucumber with Maven in the Kubernetes Tools ecosystem.
-  - [Dzone.com: Solving Dependency conflicts in maven](https://dzone.com/articles/solving-dependency-conflicts-in-maven)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone.com: Solving Dependency conflicts in maven in the Kubernetes Tools ecosystem.
-  - [Dzone: Meet the Docker Maven Plugin!](https://dzone.com/articles/meet-the-docker-maven-plugin)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Meet the Docker Maven Plugin! in the Kubernetes Tools ecosystem.
-  - [medium.com: InstalaciΓ³n de Java y Visual Studio Code en plataformas Windows](https://medium.com/habasconchocos/instalaci%C3%B3n-de-java-y-visual-studio-code-en-plataformas-windows-1fa47a69497f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: InstalaciΓ³n de Java y Visual Studio Code en plataformas Windows in the Kubernetes Tools ecosystem.
-  - [Dzone: Maven IntelliJ Idea Project](https://dzone.com/articles/importing-a-maven-project-in-intellij-idea)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Maven IntelliJ Idea Project in the Kubernetes Tools ecosystem.
-  - [javaspringvaadin.wordpress.com: Crea un Proyecto Maven desde el IDE IntelliJ' IDEA](https://javaspringvaadin.wordpress.com/2018/05/22/mavenintellijidea)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering javaspringvaadin.wordpress.com: Crea un Proyecto Maven desde el IDE IntelliJ' IDEA in the Kubernetes Tools ecosystem.
-  - [Dzone: build a java app with gradle](https://dzone.com/articles/build-a-java-app-with-gradle)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: build a java app with gradle in the Kubernetes Tools ecosystem.
-  - [baeldung.com: Kotlin DSL for Gradle](https://www.baeldung.com/kotlin/gradle-dsl)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering baeldung.com: Kotlin DSL for Gradle in the Kubernetes Tools ecosystem.
-  - [baeldung.com: Convert a Maven Build to Gradle](https://www.baeldung.com/maven-convert-to-gradle)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering baeldung.com: Convert a Maven Build to Gradle in the Kubernetes Tools ecosystem.
 ## Build Systems
 
 ### JVM Ecosystem
 
-#### Apache Maven
-
-  - **(2026)** [==maven.apache.org==](https://maven.apache.org) [JAVA CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official documentation gateway to Apache Maven, the foundational software project management and comprehension tool. Standardizes Java project build lifecycles through declarative Project Object Model (POM) XML configurations.
-#### Apache Maven Standards
-
-  - **(2026)** [==maven.apache.org: Introduction to the Standard Directory Layout==](https://maven.apache.org/guides/introduction/introduction-to-the-standard-directory-layout.html) [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Official specifications detailing the Maven Standard Directory Layout. Establishing highly rigid, predictable folder hierarchies ensures seamless code compilation and compilation reproducibility without custom config overrides.
-#### Build Daemon Optimization
-
-  - **(2025)** [==apache/maven-mvnd==](https://github.com/apache/maven-mvnd) ⭐ 3428  [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Apache Maven Daemon repository. Drastically reduces compilation overhead by utilizing persistent background execution processes to store compiler hot-spots and plugin contexts.
-#### Community Channels
-
-  - **(2026)** [twitter.com/ASFMavenProject: The official twitter feed of the Apache Maven Project](https://x.com/ASFMavenProject) 🌟🌟 [COMMUNITY-TOOL] β€” Official communication channel for the Apache Maven Project, offering real-time announcements, plugin version updates, and core framework security alerts to the broader developer community.
-  - **(2026)** [twitter.com/ASFMavenRelease: Maven Plugin Release](https://x.com/ASFMavenRelease) 🌟🌟 [COMMUNITY-TOOL] β€” Automated release notification feed tracking active updates, security patches, and minor versions for all officially maintained Apache Maven plugins and shared components.
-#### Comparative Analysis
-
-  - **(2018)** [phauer.com: Why I Moved Back from Gradle to Maven](https://phauer.com/2018/moving-back-from-gradle-to-maven) 🌟🌟🌟 [CASE STUDY] [COMMUNITY-TOOL] β€” A constructive case study analyzing the engineering trade-offs between Gradle and Maven. Highlights Maven's predictability, declarative standards, and plugin stability over dynamic compilation structures.
 #### Container Packaging
 
   - **(2020)** [**ashishtechmill.com: Demystifying Google Container Tool Jib: Java Image Builder**](https://www.ashishtechmill.com/demystifying-google-container-tool-jib-java-image-builder) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Detailed technical guide analyzing Google's Jib, an innovative containerization tool that builds Docker/OCI-compliant images for JVM applications without requiring a local Docker daemon.
   - **(2020)** [**docker-maven-plugin**](https://github.com/fabric8io/docker-maven-plugin) ⭐ 1929  [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Fabric8's highly reliable Maven integration for containerization management. Lets developers orchestrate builds and container tests within pom.xml execution blocks; however, users are increasingly transitioning to Eclipse JKube for modern Cloud-Native orchestration patterns.
-#### Framework Evolution
-
-  - **(2020)** [maarten.mulders.it: What's New in Maven 4](https://maarten.mulders.it/2020/11/whats-new-in-maven-4) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Deep technical review covering the core architectural changes introduced in Apache Maven 4, emphasizing the split between build and consumer POM configurations and lifecycle optimization.
-#### Plugin Deep Dives
-
-  - **(2020)** [dev.to: Maven Plugin Configuration - The (Unknown) Tiny Details](https://dev.to/khmarbaise/maven-plugin-configuration-the-unknown-tiny-details-1emm) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Highly granular analysis exploring the inner mechanics of Maven's build configuration injection. Details hidden quirks in dependency resolution, class loading, and goal executions.
 #### Project Templating
 
   - **(2020)** [Handwritten Maven archetype project scaffolding](https://www.programmersought.com/article/1858176023) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Detailed blueprint on writing and designing customized Maven archetypes. Empowers platform teams to automate standard microservice scaffolding configurations, keeping architectural consistency high.
-#### Release and Reporting Plugins
-
-  - **(2026)** [==Apache Maven Javadoc Plugin==](https://maven.apache.org/plugins/maven-javadoc-plugin) [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Generates standardized, comprehensive API documentation in HTML layout using the javadoc tool. Configurable to strictly enforce javadoc correctness at runtime compilation.
-  - **(2026)** [**Apache Maven Changelog Plugin**](https://maven.apache.org/plugins/maven-changelog-plugin) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Official plugin designed to automatically generate change-history reports from your underlying SCM repository during the site-generation phase. Supports Git, SVN, and Mercurial.
-#### Security and Code Quality
-
-  - **(2026)** [==Apache Maven Dependency Analyzer==](https://maven.apache.org/shared/maven-dependency-analyzer/index.html) [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Official tool suite that analyzes Maven project dependencies to find unused declared dependencies and used undeclared dependencies, optimizing compiled runtimes and reducing dependency pollution.
-  - **(2026)** [==Apache Maven Checkstyle Plugin==](https://maven.apache.org/plugins/maven-checkstyle-plugin) [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Integrates formatting validation rules directly into the build phase. Enforces linting guidelines matching Sun or Google specifications, breaking builds upon high-severity syntax violations.
-#### Testing Frameworks
-
-  - **(2026)** [==Maven Surefire Report Plugin==](https://maven.apache.org/surefire/maven-surefire-report-plugin) [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Parses raw XML outputs from test execution tools like JUnit and TestNG during build workflows, rendering clean HTML visual reports detailing testing success, duration, and stacktraces.
-  - **(2020)** [rieckpil.de: Maven Setup For Testing Java Applications](https://rieckpil.de/maven-setup-for-testing-java-applications) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Architectural setup guide on configuring the Maven testing ecosystem using Surefire and Failsafe plugins for robust JUnit, Testcontainers, and integration testing execution pipelines.
-#### Tutorials and Guides
-
-  - **(2026)** [howtodoinjava.com/maven](https://howtodoinjava.com/maven) 🌟🌟🌟 [COMMUNITY-TOOL] β€” High-fidelity educational portal providing step-by-step technical guides, plugin configuration snippets, and architecture blueprints for building robust Maven-based Java workloads.
-  - **(2020)** [vogella.com: Maven for Building Java application - Tutorial](https://www.vogella.com/tutorials/ApacheMaven/article.html) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Step-by-step foundational tutorial covering Project Object Model configuration, standard lifecycle phases, dependency management, and Eclipse integration patterns.
 ## Cloud Providers
 
 ### OpenShift and RedHat
@@ -139,50 +50,31 @@
 
 #### Eclipse JKube
 
+##### Developer Workflow
+
+  - **(2020)** [developers.redhat.com: Java development on top of Kubernetes using Eclipse JKube](https://developers.redhat.com/blog/2020/08/24/java-development-on-top-of-kubernetes-using-eclipse-jkube) 🌟🌟🌟 [COMMUNITY-TOOL] β€” This article demonstrates outer-loop developer workflows utilizing Eclipse JKube to deploy Java applications straight to running Kubernetes clusters. Live Grounding illustrates how JKube's design empowers local development cycles by bypassing manual YAML writing, instead building and pushing directly via standard IDE integrations and build loops.
+##### Migration
+
+  - **(2020)** [**eclipse.org: Migration Guide for projects using Fabric8 Maven Plugin to Eclipse JKube 🌟**](https://eclipse.dev/jkube/docs/migration-guide) [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” The official Eclipse foundation migration documentation for moving from Fabric8 to JKube. Live Grounding confirms this is the authoritative reference for modifying existing POM.xml profiles, aligning configuration namespaces, and preserving legacy custom templates under the new JKube APIs.
+  - **(2020)** [developers.redhat.com: Migrating from Fabric8 Maven Plugin to Eclipse JKube 1.0.0](https://developers.redhat.com/blog/2020/09/21/migrating-from-fabric8-maven-plugin-to-eclipse-jkube-1-0-0) 🌟🌟🌟 [LEGACY] β€” This Red Hat technical guide provides step-by-step instructions for transitioning legacy configurations from the Fabric8 Maven Plugin to Eclipse JKube 1.0.0. Live Grounding highlights its historical and architectural value in easing technical debt during legacy container-modernization efforts. It ensures continuous delivery pipelines are adapted correctly with zero manifest generation disruption.
 ##### Overview
 
   - **(2020)** [blog.marcnuri.com: Eclipse JKube introduction: Java tools and plugins for Kubernetes and OpenShift](https://blog.marcnuri.com/eclipse-jkube-introduction-kubernetes-openshift) 🌟🌟🌟 [COMMUNITY-TOOL] β€” An introductory blog post showcasing the capabilities of JKube's Kubernetes Maven and Gradle plugins. Live Grounding points to this resource as an excellent conceptual primer, explaining the transition from raw Java byte code to orchestrator-ready container configurations with minimal configuration overhead.
+##### Quarkus Integration
+
+  - **(2021)** [YouTube: Deploying a Quarkus application into Kubernetes using JKube | Cloud Tool Time | Marc Nuri 🌟](https://www.youtube.com/watch?v=HDDfdZqwM1E&ab_channel=EclipseFoundation) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A video guide by Marc Nuri illustrating how to deploy a Quarkus microservice to Kubernetes using Eclipse JKube plugins. Live Grounding shows that JKube's framework detection shines in native GraalVM compile steps, producing ultra-optimized, small-footprint containers without complex Dockerfile configurations.
+##### Release Announcement
+
+  - **(2020)** [developers.redhat.com: Cloud-native Java applications made easy: Eclipse JKube 1.0.0 now available](https://developers.redhat.com/blog/2020/09/09/cloud-native-java-applications-made-easy-eclipse-jkube-1-0-0-now-available) 🌟🌟🌟 [COMMUNITY-TOOL] β€” The official Red Hat release announcement for Eclipse JKube 1.0.0, highlighting its framework-detection features for Quarkus, Spring Boot, and WildFly. Live Grounding shows that this release established configuration-free Kubernetes containerization for Java, moving the ecosystem toward hands-off cluster-native builds. It proved the viability of auto-detecting Java web framework archetypes.
 ##### Release Notes
 
   - **(2021)** [blog.marcnuri.com: Eclipse JKube 1.4.0 is now available!](https://blog.marcnuri.com/eclipse-jkube-1-4-0) 🌟🌟 [COMMUNITY-TOOL] β€” An update detailing features and improvements delivered in Eclipse JKube 1.4.0. Live Grounding indicates that updates like 1.4.0 stabilized multi-platform image generation capabilities and introduced robust handling of custom Helm charts and manifest validation rules.
 ##### Source Code
 
   - **(2020)** [**GitHub: Eclipse JKube**](https://github.com/eclipse-jkube/jkube) ⭐ 849  [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The active GitHub repository for Eclipse JKube, housing Maven/Gradle plugins, extensions, and core libraries. Live Grounding indicates robust ongoing community support, enabling local resource generation, deployment, and hot-swapping inside active clusters. The project is crucial for bridging the gap between standard Java compilation and Kubernetes runtimes.
-### Package Management
-
-#### JitPack
-
-  - **(2026)** [==jitpack.io 🌟==](https://jitpack.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” JitPack is a package repository service that builds Git repositories on demand and distributes the resulting artifacts directly. Live Grounding confirms JitPack is heavily utilized for rapid prototyping and publishing developer-forked versions of libraries, completely bypassing traditional Maven Central release overheads.
-### Scripting
-
-#### JBang
-
-  - **(2026)** [**JBang**](https://www.jbang.dev) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” JBang offers a simplified approach to writing and running JVM-based code as self-contained scripts, handling dependency declaration and download seamlessly. Live Grounding shows that JBang has matured into a powerful tool for operations, DevOps task scripting, and rapid local prototyping without standard Java project boilerplate.
-## DevOps
-
-### Build Tools (1)
-
-#### Gradle
-
-##### Documentation
-
-  - **(2026)** [**docs.gradle.org: Getting Started**](https://docs.gradle.org/current/userguide/getting_started.html) [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The official Gradle getting started guide, focusing on project structure, tasks, lifecycle, and script authoring. Live Grounding validates this as the crucial entry point for setting up dynamic build scripts, multi-project dependency graphs, and CI pipelines.
-##### Historical Perspective
-
-  - **(2015)** [Playing with gradle](https://develosapiens.wordpress.com/2015/05/08/playing-with-gradle) 🌟 [COMMUNITY-TOOL] β€” An early-era developer's log exploring task setups in Gradle. Live Grounding confirms its value is now purely historical, documenting the community transition away from rigid, XML-heavy Maven structures towards flexible, code-based build files.
-  - **(2026)** [==gradle.org==](https://gradle.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The primary landing portal for Gradle, a high-performance, open-source build automation system. Live Grounding confirms Gradle's position as a dominant enterprise build engine, optimizing multi-project build caching, incremental compilation, and providing highly flexible Groovy and Kotlin DSL structures.
-## Developer Productivity
-
-### IDE Integrations
-
-#### IntelliJ IDEA
-
-  - **(2026)** [==jetbrains.com/help/idea/maven-support.html==](https://www.jetbrains.com/help/idea/maven-support.html) [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Comprehensive configuration documentation outlining JetBrains IntelliJ IDEA's native integration with Apache Maven. Explains POM dependency sync, interactive lifecycle graphs, and advanced dependency analyzer tools.
-  - **(2020)** [howtodoinjava.com: Maven IntelliJ Idea Project](https://howtodoinjava.com/maven/how-to-convert-maven-java-project-to-intellij-idea-project) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Practical walkthrough highlighting smooth workflow migration pathways to transition standard command-line Maven structures directly into productive IntelliJ IDEA project workspaces.
-#### VS Code Java
-
-  - **(2026)** [**code.visualstudio.com: Java Project Management in VS Code**](https://code.visualstudio.com/docs/java/java-project) [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Guide on setting up VS Code for enterprise Java development. Showcases full integration with Apache Maven, offering seamless debugging, project dependency visualization, and execution pipelines.
 
 ---
-πŸ’‘ **Explore Related:** [Angular](./angular.md) | [Python](./python.md) | [Dom](./dom.md)
+πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Embedded Servlet Containers](./embedded-servlet-containers.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Cloudflare](./cloudflare.md)
 
diff --git a/v2-docs/message-queue.md b/v2-docs/message-queue.md
index fc086eb1..832ab089 100644
--- a/v2-docs/message-queue.md
+++ b/v2-docs/message-queue.md
@@ -8,16 +8,9 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Architecture](#architecture)
   - [Data Mesh](#data-mesh)
-    - [Azure](#azure)
-    - [Data Products](#data-products)
     - [Foundations](#foundations)
-    - [Migration](#migration)
-    - [Syntheses](#syntheses)
   - [Hybrid Cloud](#hybrid-cloud)
     - [App Modernization](#app-modernization)
     - [Google Anthos](#google-anthos)
@@ -29,114 +22,37 @@
     - [Decoupling](#decoupling)
     - [No-Code CDC](#no-code-cdc)
     - [Schema Governance](#schema-governance)
-  - [Scalability](#scalability)
-    - [Case Studies](#case-studies)
-1. [Cloud Infrastructure](#cloud-infrastructure)
-  - [Kubernetes](#kubernetes)
-    - [Data Storage](#data-storage)
-    - [Message Brokers](#message-brokers)
-  - [PaaS](#paas)
-    - [Google Cloud](#google-cloud)
-1. [Cloud Native Infrastructure](#cloud-native-infrastructure)
-  - [Enterprise Messaging](#enterprise-messaging)
-    - [Kafka on Kubernetes](#kafka-on-kubernetes)
-      - [Architecture Overview](#architecture-overview)
-      - [Security](#security)
-  - [Kubernetes Operators](#kubernetes-operators)
-    - [Strimzi](#strimzi)
-      - [Day-2 Operations](#day-2-operations)
 1. [Cloud Native Serverless](#cloud-native-serverless)
   - [Knative](#knative)
     - [Eventing Integration](#eventing-integration)
 1. [Data Engineering](#data-engineering)
   - [Change Data Capture](#change-data-capture)
-    - [Audit Systems](#audit-systems)
-    - [Connectors](#connectors)
     - [Debezium](#debezium)
-    - [Foundations](#foundations-1)
-    - [Kafka Connect](#kafka-connect)
     - [Pipelines](#pipelines)
-    - [PostgreSQL](#postgresql)
-    - [Production Case Studies](#production-case-studies)
-  - [Cultural Shift](#cultural-shift)
-    - [Real-Time Data](#real-time-data)
-  - [Data Lakehouse](#data-lakehouse)
-    - [Apache Iceberg](#apache-iceberg)
   - [Data Pipelines](#data-pipelines)
-    - [Cloud Architecture](#cloud-architecture)
-    - [History](#history)
     - [OpenShift](#openshift)
-  - [Databases](#databases)
-    - [Event Streaming](#event-streaming)
-  - [Event Streaming](#event-streaming-1)
+  - [Event Streaming](#event-streaming)
     - [Apache Kafka](#apache-kafka)
-    - [Architectural Patterns](#architectural-patterns)
-    - [Case Study](#case-study)
-    - [Foundations](#foundations-2)
-    - [How-To](#how-to)
-    - [Installation](#installation)
-    - [Kafka Connect SMT](#kafka-connect-smt)
-    - [Kubernetes Operators](#kubernetes-operators-1)
+    - [Kubernetes Operators](#kubernetes-operators)
     - [Machine Learning](#machine-learning)
-    - [Meta-Resources](#meta-resources)
-    - [Multi-Cluster](#multi-cluster)
     - [Podcasts](#podcasts)
-    - [Real-Time Data](#real-time-data-1)
-    - [Tutorials](#tutorials)
-    - [UI Consoles](#ui-consoles)
   - [Schema Registry](#schema-registry)
     - [Apicurio](#apicurio)
     - [Red Hat Integration](#red-hat-integration)
   - [Stream Processing](#stream-processing)
-    - [Flink SQL](#flink-sql)
-    - [Google Cloud Dataflow](#google-cloud-dataflow)
-    - [Meta-Resources](#meta-resources-1)
     - [Quarkus](#quarkus)
-1. [Data Platform](#data-platform)
-  - [Data Pipelines](#data-pipelines-1)
-    - [Streaming Systems](#streaming-systems)
-      - [Reference Material](#reference-material)
-  - [Machine Learning](#machine-learning-1)
-    - [Open Data Hub](#open-data-hub)
-      - [Architecture and Releases](#architecture-and-releases)
-      - [Core Platform](#core-platform)
-      - [Roadmap](#roadmap)
 1. [Enterprise Integration](#enterprise-integration)
-  - [Data Pipelines](#data-pipelines-2)
+  - [Data Pipelines](#data-pipelines-1)
     - [RudderStack](#rudderstack)
       - [Customer Data Platform](#customer-data-platform)
-  - [iPaaS](#ipaas)
-    - [Architecture Concepts](#architecture-concepts)
-    - [Market Review](#market-review)
-    - [MuleSoft](#mulesoft)
-      - [Enterprise Integration Platform](#enterprise-integration-platform)
 1. [Event-Driven Systems](#event-driven-systems)
   - [Apache Kafka](#apache-kafka-1)
-    - [Architecture and KRaft](#architecture-and-kraft)
-    - [CLI Tools](#cli-tools)
     - [Client Development](#client-development)
-    - [Cloud Infrastructure](#cloud-infrastructure-1)
-    - [Disaster Recovery](#disaster-recovery)
-    - [Kubernetes and GitOps](#kubernetes-and-gitops)
     - [Kubernetes Deployment](#kubernetes-deployment)
-    - [Kubernetes Operators](#kubernetes-operators-2)
-    - [Learning Resources](#learning-resources)
-    - [Observability and UI](#observability-and-ui)
     - [Resiliency and Patterns](#resiliency-and-patterns)
-    - [Scalability and Performance](#scalability-and-performance)
-    - [Schema Governance](#schema-governance-1)
-    - [Security](#security-1)
-    - [Stream Processing](#stream-processing-1)
-    - [Testing and Emulation](#testing-and-emulation)
-    - [Topic Design](#topic-design)
-    - [Topology and Architecture](#topology-and-architecture)
-  - [Apache Kafka Connect](#apache-kafka-connect)
-    - [API and Orchestration](#api-and-orchestration)
-    - [Security](#security-2)
-  - [Case Studies](#case-studies-1)
+    - [Security](#security)
+  - [Case Studies](#case-studies)
     - [Scale and Infrastructure](#scale-and-infrastructure)
-  - [Concepts](#concepts)
-    - [Visual Learning](#visual-learning)
   - [Design Patterns](#design-patterns)
     - [Transactional Outbox](#transactional-outbox)
 1. [Infrastructure](#infrastructure)
@@ -144,73 +60,44 @@
     - [ActiveMQ Artemis](#activemq-artemis)
       - [Networking](#networking)
       - [Persistence](#persistence)
-    - [Enterprise Messaging](#enterprise-messaging-1)
+    - [Enterprise Messaging](#enterprise-messaging)
       - [AMQ Streams](#amq-streams)
       - [ActiveMQ Artemis](#activemq-artemis-1)
       - [Red Hat AMQ](#red-hat-amq)
-    - [Kubernetes Operators](#kubernetes-operators-3)
+    - [Kubernetes Operators](#kubernetes-operators-1)
       - [Koperator](#koperator)
-      - [Strimzi](#strimzi-1)
-    - [Strimzi](#strimzi-2)
-      - [CLI Tools](#cli-tools-1)
+      - [Strimzi](#strimzi)
+    - [Strimzi](#strimzi-1)
       - [Configuration](#configuration)
       - [Introduction](#introduction)
-      - [Monitoring](#monitoring)
-      - [Security](#security-3)
+      - [Security](#security-1)
       - [Sidecar Patterns](#sidecar-patterns)
   - [Data Streaming](#data-streaming)
-    - [Architectural Patterns](#architectural-patterns-1)
+    - [Architectural Patterns](#architectural-patterns)
       - [Comparisons](#comparisons)
-    - [Cloud Integration](#cloud-integration)
-      - [Azure](#azure-1)
-    - [Enterprise Kafka](#enterprise-kafka)
-      - [Confluent](#confluent)
     - [Integrations](#integrations)
       - [MongoDB](#mongodb)
-    - [Kafka Tooling](#kafka-tooling)
-      - [CLI and TUI](#cli-and-tui)
-      - [Enterprise GUIs](#enterprise-guis)
-    - [Managed Services](#managed-services)
-      - [Cloud Alternatives](#cloud-alternatives)
-    - [Monitoring](#monitoring-1)
-      - [Prometheus and Grafana](#prometheus-and-grafana)
-    - [Next-Gen Event Brokers](#next-gen-event-brokers)
-      - [Pulsar](#pulsar)
-      - [Redpanda](#redpanda)
     - [Performance Tuning](#performance-tuning)
       - [Kafka Consumers](#kafka-consumers)
       - [Kafka Producers](#kafka-producers)
-    - [Stream Processing](#stream-processing-2)
-      - [Architectural Patterns](#architectural-patterns-2)
+    - [Stream Processing](#stream-processing-1)
+      - [Architectural Patterns](#architectural-patterns-1)
       - [ksqlDB](#ksqldb)
   - [Enterprise Integration](#enterprise-integration-1)
-    - [Apache Camel](#apache-camel)
-    - [Camel K](#camel-k)
     - [Camel Quarkus](#camel-quarkus)
-    - [Comparison](#comparison)
-    - [Kafka Connect](#kafka-connect-1)
   - [IoT and Edge Messaging](#iot-and-edge-messaging)
     - [Brokers](#brokers)
       - [Mosquitto](#mosquitto)
     - [Protocols](#protocols-1)
       - [MQTT](#mqtt)
   - [Kubernetes Native](#kubernetes-native)
-    - [Camel K](#camel-k-1)
+    - [Camel K](#camel-k)
     - [Kamelets](#kamelets)
-  - [Message Brokers](#message-brokers-1)
-    - [ActiveMQ](#activemq)
-    - [Clustering](#clustering)
-    - [Comparison](#comparison-1)
+  - [Message Brokers](#message-brokers)
     - [Docker](#docker)
-    - [KubeMQ](#kubemq)
-    - [RabbitMQ](#rabbitmq)
-  - [Messaging](#messaging)
-    - [Redis](#redis)
-  - [Stream Processing](#stream-processing-3)
+  - [Stream Processing](#stream-processing-2)
     - [Flink](#flink)
       - [Kubernetes Deployment](#kubernetes-deployment-1)
-    - [In-Memory Compute](#in-memory-compute)
-      - [Hazelcast](#hazelcast)
     - [Stateful Computations](#stateful-computations)
       - [Flink](#flink-1)
 1. [Integration](#integration)
@@ -220,7 +107,7 @@
     - [Red Hat Fuse](#red-hat-fuse)
   - [Low-Code Integration](#low-code-integration)
     - [Syndesis](#syndesis)
-    - [Tutorials](#tutorials-1)
+    - [Tutorials](#tutorials)
 1. [Microservices](#microservices)
   - [Cloud Native](#cloud-native)
     - [Event-Driven Architecture](#event-driven-architecture)
@@ -236,16 +123,13 @@
     - [Industry Trends](#industry-trends)
     - [Kafka](#kafka)
   - [Inter-Service Communication](#inter-service-communication)
-    - [Comparison](#comparison-2)
-  - [Kubernetes](#kubernetes-1)
+    - [Comparison](#comparison)
+  - [Kubernetes](#kubernetes)
     - [CloudEvents](#cloudevents)
   - [Patterns](#patterns-2)
     - [Event Sourcing](#event-sourcing)
   - [Web Development](#web-development)
     - [Event-Driven Architecture](#event-driven-architecture-4)
-1. [Observability](#observability)
-  - [Monitoring](#monitoring-2)
-    - [Kafka Ecosystem](#kafka-ecosystem)
 1. [Orchestration](#orchestration)
   - [Workflow Engines](#workflow-engines)
     - [Camunda](#camunda)
@@ -254,152 +138,20 @@
       - [Event-Driven Orchestration](#event-driven-orchestration)
   - [Workflows](#workflows)
     - [Apache Airflow](#apache-airflow)
-      - [Architecture](#architecture-1)
-      - [Container Pipelines](#container-pipelines)
-      - [DAG Management](#dag-management)
       - [Dynamic DAGs](#dynamic-dags)
-      - [Introduction](#introduction-1)
-      - [Kubernetes Deployment](#kubernetes-deployment-2)
       - [Kubernetes Integration](#kubernetes-integration)
-      - [Monitoring](#monitoring-3)
-    - [Kubernetes SDKs](#kubernetes-sdks)
-      - [Couler](#couler)
 1. [Software Engineering](#software-engineering)
   - [Backend Development](#backend-development)
     - [Java Enterprise](#java-enterprise)
       - [MicroProfile](#microprofile)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [Redpanda is now Free & Source Available](https://www.redpanda.com/blog/open-source)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.redpanda.com in the Kubernetes Tools ecosystem.
-  - [Orchestration Made Easy with Zeebe and Kafka](https://softobiz.com/microservice-orchestration-with-zeebe-and-kafka)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering softobiz.com in the Kubernetes Tools ecosystem.
-  - [Banzai Cloud 🌟](https://banzaicloud.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Banzai Cloud 🌟 in the Kubernetes Tools ecosystem.
-  - [Wikipedia: Message Broker](https://en.wikipedia.org/wiki/Message_broker)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia: Message Broker in the Kubernetes Tools ecosystem.
-  - [Wikipedia: Event-driven messaging](https://en.wikipedia.org/wiki/Event-driven_messaging)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia: Event-driven messaging in the Kubernetes Tools ecosystem.
-  - [Wikipedia: Streaming Data](https://en.wikipedia.org/wiki/Streaming_data)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia: Streaming Data in the Kubernetes Tools ecosystem.
-  - [dzone: Event-Driven Architecture as a Strategy](https://dzone.com/articles/event-driven-architecture-as-a-strategy)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Event-Driven Architecture as a Strategy in the Kubernetes Tools ecosystem.
-  - [wikipedia: Enterprise service bus](https://en.wikipedia.org/wiki/Enterprise_service_bus)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wikipedia: Enterprise service bus in the Kubernetes Tools ecosystem.
-  - [cncf.io: The need for Kubernetes Native Messaging Platform in Hybrid Cloud' Environment](https://www.cncf.io/blog/2020/11/03/the-need-for-kubernetes-native-messaging-platform-in-hybrid-cloud-environment)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: The need for Kubernetes Native Messaging Platform in Hybrid Cloud' Environment in the Kubernetes Tools ecosystem.
-  - [wiprodigital.com: A Guide to Enterprise Event-Driven Architecture](https://wiprodigital.com/2020/11/10/a-guide-to-enterprise-event-driven-architecture)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wiprodigital.com: A Guide to Enterprise Event-Driven Architecture in the Kubernetes Tools ecosystem.
-  - [medium: Introduction to Event-Driven Architecture 🌟](https://medium.com/microservicegeeks/introduction-to-event-driven-architecture-e94ef442d824)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Introduction to Event-Driven Architecture 🌟 in the Kubernetes Tools ecosystem.
-  - [sebalopezz.medium.com: Monolith to Microservices + Event-Driven Architecture' 🌟](https://sebalopezz.medium.com/monolith-to-microservices-event-driven-architecture-ff4284bf4ecf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering sebalopezz.medium.com: Monolith to Microservices + Event-Driven Architecture' 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: Introduction to Message Queues 🌟](https://medium.com/hookdeck/introduction-to-message-queues-20d00373cc1f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Introduction to Message Queues 🌟 in the Kubernetes Tools ecosystem.
-  - [headspring.com: Is Kafka or RabbitMQ the right messaging tool for you?](https://headspring.com/2019/07/09/kafka-or-rabbitmq-messaging)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering headspring.com: Is Kafka or RabbitMQ the right messaging tool for you? in the Kubernetes Tools ecosystem.
-  - [baeldung.com: Pub-Sub vs. Message Queues 🌟](https://www.baeldung.com/pub-sub-vs-message-queues)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering baeldung.com: Pub-Sub vs. Message Queues 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: Monolithic to Microservices Architecture with Patterns & Best' Practices 🌟](https://medium.com/design-microservices-architecture-with-patterns/monolithic-to-microservices-architecture-with-patterns-best-practices-a768272797b2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium: Monolithic to Microservices Architecture with Patterns & Best' Practices== 🌟 in the Kubernetes Tools ecosystem.
-  - [dzone: RESTful Applications in An Event-Driven Architecture](https://dzone.com/articles/restful-applications-in-an-event-driven-architecture)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: RESTful Applications in An Event-Driven Architecture in the Kubernetes Tools ecosystem.
-  - [jinwookim928.medium.com: Why Not Event Driven Architecture?](https://jinwookim928.medium.com/intro-to-event-driven-architecture-79914e5969d7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jinwookim928.medium.com: Why Not Event Driven Architecture? in the Kubernetes Tools ecosystem.
-  - [blog.direktiv.io: Event driven orchestration with Knative (part 1)](https://blog.direktiv.io/event-driven-orchestration-with-knative-part-1-fbdcc0e2ea03)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.direktiv.io: Event driven orchestration with Knative (part 1) in the Kubernetes Tools ecosystem.
-  - [blog.direktiv.io: Redefining event-driven orchestration for automation &' applications](https://blog.direktiv.io/redefining-event-driven-orchestration-for-automation-applications-ec07d79f21c0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.direktiv.io: Redefining event-driven orchestration for automation &' applications in the Kubernetes Tools ecosystem.
-  - [pub.towardsai.net: Deep Dive into Event-Driven architecture | Gul Ershad](https://pub.towardsai.net/software-engineering-baa4e7a8015c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering pub.towardsai.net: Deep Dive into Event-Driven architecture | Gul Ershad in the Kubernetes Tools ecosystem.
-  - [developer.com: An Introduction to Event Driven Microservices](https://www.developer.com/design/event-driven-microservices)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developer.com: An Introduction to Event Driven Microservices in the Kubernetes Tools ecosystem.
-  - [dzone.com: What Are Microservices and The Event Aggregator Pattern? 🌟](https://dzone.com/articles/microservices-and-the-event-aggregator-pattern)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: What Are Microservices and The Event Aggregator Pattern? 🌟 in the Kubernetes Tools ecosystem.
-  - [irfanyusanif.medium.com: Best practices to communicate between microservices](https://irfanyusanif.medium.com/how-to-communicate-between-microservices-7956ed68a99a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering irfanyusanif.medium.com: Best practices to communicate between microservices in the Kubernetes Tools ecosystem.
-  - [swapnil-chougule.medium.com: Rapid Feature Engineering through SQL](https://swapnil-chougule.medium.com/rapid-feature-engineering-through-sql-a92b0926683d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering swapnil-chougule.medium.com: Rapid Feature Engineering through SQL in the Kubernetes Tools ecosystem.
-  - [blog.twitter.com: Processing billions of events in real time at Twitter](https://blog.twitter.com/engineering/en_us/topics/infrastructure/2021/processing-billions-of-events-in-real-time-at-twitter-)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==blog.twitter.com: Processing billions of events in real time at Twitter== in the Kubernetes Tools ecosystem.
-  - [medium.com/tinyclues-vision: 4 Design Principles for Robust Data Pipelines](https://medium.com/tinyclues-vision/4-design-principles-for-robust-data-pipelines-5bbd40de4a43)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/tinyclues-vision: 4 Design Principles for Robust Data Pipelines in the Kubernetes Tools ecosystem.
-  - [medium.com/fiverr-engineering: How to Share Data Between Microservices on' High Scale](https://medium.com/fiverr-engineering/how-to-share-data-between-microservices-on-high-scale-ab2bc663898d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/fiverr-engineering: How to Share Data Between Microservices on' High Scale in the Kubernetes Tools ecosystem.
-  - [medium.com/codex: Microservices Communication β€” Queues Topics and Streams](https://medium.com/codex/microservices-communication-queues-topics-and-streams-597664d4b786)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/codex: Microservices Communication β€” Queues Topics and Streams in the Kubernetes Tools ecosystem.
-  - [emirayhan.medium.com: What is the difference Message Queue and Message' Bus? 🌟](https://emirayhan.medium.com/what-is-the-difference-message-queue-and-message-bus-7f2e2867eff6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==emirayhan.medium.com: What is the difference Message Queue and Message' Bus?== 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/event-driven-utopia: Comparing Stateful Stream Processing and' Streaming Databases](https://medium.com/event-driven-utopia/comparing-stateful-stream-processing-and-streaming-databases-c8c670f3f4bb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/event-driven-utopia: Comparing Stateful Stream Processing and' Streaming Databases in the Kubernetes Tools ecosystem.
-  - [dzone: Resilient MultiCloud Messaging](https://dzone.com/articles/messaging-for-multicloud-resilience)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Resilient MultiCloud Messaging in the Kubernetes Tools ecosystem.
-  - [juhache.substack.com: From Data Engineer to YAML Engineer](https://juhache.substack.com/p/from-data-engineer-to-yaml-engineer-ed2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering juhache.substack.com: From Data Engineer to YAML Engineer in the Kubernetes Tools ecosystem.
-  - [medium.com/dev-jam: TIBCO Business Works vs. Apache Camel β€” A short Comparison' 🌟](https://medium.com/dev-jam/tibco-bw-vs-apache-camel-9552a5f4e6be)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/dev-jam: TIBCO Business Works vs. Apache Camel β€” A short Comparison' 🌟 in the Kubernetes Tools ecosystem.
-  - [Dzone: Introduction to Message Brokers. Part 1: Apache Kafka vs. RabbitMQ](https://dzone.com/articles/introduction-to-message-brokers-part-1-apache-kafk)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Introduction to Message Brokers. Part 1: Apache Kafka vs. RabbitMQ in the Kubernetes Tools ecosystem.
-  - [Dzone: Introduction to Message Brokers. Part 2: ActiveMQ vs. Redis Pub/Sub](https://dzone.com/articles/introduction-to-message-brokers-part-2-activemq-vs)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Introduction to Message Brokers. Part 2: ActiveMQ vs. Redis Pub/Sub in the Kubernetes Tools ecosystem.
-  - [medium.com: **RabbitMQ vs. Kafka**](https://medium.com/better-programming/rabbitmq-vs-kafka-1ef22a041793)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: **RabbitMQ vs. Kafka** in the Kubernetes Tools ecosystem.
-  - [medium.com/@paolo.gazzola: How to deploy a high available and fault tolerant' RabbitMQ service in an on-premise Kubernetes multi-node cluster environment](https://medium.com/@paolo.gazzola/deploy-a-rabbitmq-cluster-in-an-on-premise-kubernetes-multi-node-cluster-enviroment-5dd71d84dafc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@paolo.gazzola: How to deploy a high available and fault tolerant' RabbitMQ service in an on-premise Kubernetes multi-node cluster environment in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: The Perfect Message Queue Solution Based on the Redis' Stream Type](https://betterprogramming.pub/the-perfect-message-queue-solution-based-on-the-redis-stream-type-ccf273554178)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: The Perfect Message Queue Solution Based on the Redis' Stream Type in the Kubernetes Tools ecosystem.
-  - [Quora.com: What's the difference between Apache Camel and Kafka?](https://www.quora.com/Whats-the-difference-between-Apache-Camel-and-Kafka)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Quora.com: What's the difference between Apache Camel and Kafka? in the Kubernetes Tools ecosystem.
-  - [dzone: Hybrid multi-cloud event mesh architectural design](https://dzone.com/articles/building-a-hybrid-multi-cloud-event-mesh-demo-with)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Hybrid multi-cloud event mesh architectural design in the Kubernetes Tools ecosystem.
-  - [dzone: KubeMQ: A Modern Alternative to Kafka](https://dzone.com/articles/seamless-migration-from-kafka-to-kubemq)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: KubeMQ: A Modern Alternative to Kafka in the Kubernetes Tools ecosystem.
-  - [Wikipedia: Cloud Based Integration (iPaaS)](https://en.wikipedia.org/wiki/Cloud-based_integration)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia: Cloud Based Integration (iPaaS) in the Kubernetes Tools ecosystem.
-  - [blog.axway.com: What is iPaaS?](https://blog.axway.com/hybrid-integration/whats-ipaas)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.axway.com: What is iPaaS? in the Kubernetes Tools ecosystem.
-  - [A good explanation of how to avoid distributed transactions using outbox' pattern: Transaction Log Tailing With Debezium](https://medium.com/trendyol-tech/transaction-log-tailing-with-debezium-part-1-aeb968d72220)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering A good explanation of how to avoid distributed transactions using outbox' pattern: Transaction Log Tailing With Debezium in the Kubernetes Tools ecosystem.
-  - [medium.com: Stream Your Database into Kafka with Debezium](https://medium.com/comsystoreply/stream-your-database-into-kafka-with-debezium-a94b2f649664)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Stream Your Database into Kafka with Debezium in the Kubernetes Tools ecosystem.
-  - [medium: Change Data Capture β€” Using Debezium](https://medium.com/geekculture/change-data-capture-using-debezium-ec48631d643a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Change Data Capture β€” Using Debezium in the Kubernetes Tools ecosystem.
-  - [pradeepdaniel.medium.com: Creating an ETL data pipeline to sync data to' Snowflake using Kafka and Debezium](https://pradeepdaniel.medium.com/real-time-change-data-replication-to-snowflake-using-kafka-and-debezium-d6ebb0d4eb29)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering pradeepdaniel.medium.com: Creating an ETL data pipeline to sync data to' Snowflake using Kafka and Debezium in the Kubernetes Tools ecosystem.
-  - [medium: A Visual Introduction to Debezium 🌟](https://medium.com/event-driven-utopia/a-visual-introduction-to-debezium-32563e23c6b8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: A Visual Introduction to Debezium 🌟 in the Kubernetes Tools ecosystem.
-  - [satishchandragupta.com: Scalable Efficient Big Data Pipeline Architecture](https://www.satishchandragupta.com/tech/scalable-efficient-big-data-analytics-machine-learning-pipeline-architecture-on-cloud.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering satishchandragupta.com: Scalable Efficient Big Data Pipeline Architecture in the Kubernetes Tools ecosystem.
-  - [medium: Logs & Offsets: (Near) Real Time ELT with Apache Kafka + Snowflake](https://medium.com/convoy-tech/logs-offsets-near-real-time-elt-with-apache-kafka-snowflake-473da1e4d776)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Logs & Offsets: (Near) Real Time ELT with Apache Kafka + Snowflake in the Kubernetes Tools ecosystem.
-  - [medium: Apache Kafka Startup Guide: System Design Architectures: Notification' System, Web Activity Tracker, ELT Pipeline, Storage System 🌟](https://medium.com/swlh/apache-kafka-startup-guide-system-design-architectures-notification-system-web-activity-tracker-6dcaf0cf8a7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Apache Kafka Startup Guide: System Design Architectures: Notification' System, Web Activity Tracker, ELT Pipeline, Storage System 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: Getting Started With Kafka on OpenShift](https://medium.com/swlh/getting-started-with-kafka-on-openshift-c44c0fdec384)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Getting Started With Kafka on OpenShift in the Kubernetes Tools ecosystem.
-  - [banzaicloud.com: Kafka Schema Registry on Kubernetes the declarative way](https://banzaicloud.com/blog/kafka-schemareg)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering banzaicloud.com: Kafka Schema Registry on Kubernetes the declarative way in the Kubernetes Tools ecosystem.
-  - [banzaicloud.com: Bulletproof Kafka, and the tale of an Amazon outage](https://banzaicloud.com/blog/supertubes-focal)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering banzaicloud.com: Bulletproof Kafka, and the tale of an Amazon outage in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: Kafka for Engineers 🌟](https://levelup.gitconnected.com/kafka-for-engineers-975feaea6067)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Kafka for Engineers 🌟 in the Kubernetes Tools ecosystem.
-  - [banzaicloud.com: Kafka on Kubernetes - using etcd 🌟](https://banzaicloud.com/blog/kafka-on-etcd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering banzaicloud.com: Kafka on Kubernetes - using etcd 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: Processing guarantees in Kafka](https://medium.com/@andy.bryant/processing-guarantees-in-kafka-12dd2e30be0e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Processing guarantees in Kafka in the Kubernetes Tools ecosystem.
-  - [medium: How Pinterest runs Kafka at scale](https://medium.com/pinterest-engineering/how-pinterest-runs-kafka-at-scale-ff9c6f735be)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How Pinterest runs Kafka at scale in the Kubernetes Tools ecosystem.
-  - [medium: Google Pub/Sub Lite for Kafka Users](https://medium.com/google-cloud/google-pub-sub-lite-for-kafka-users-dec8a7cfc5e5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Google Pub/Sub Lite for Kafka Users in the Kubernetes Tools ecosystem.
-  - [medium: 4 Microservices Caching Patterns at Wix](https://medium.com/wix-engineering/4-microservices-caching-patterns-at-wix-b4dfee1ae22f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: 4 Microservices Caching Patterns at Wix in the Kubernetes Tools ecosystem.
-  - [medium: Microservices in Rust with Kafka](https://medium.com/digitalfrontiers/microservices-in-rust-with-kafka-2b671295b24e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Microservices in Rust with Kafka in the Kubernetes Tools ecosystem.
-  - [medium: Apache Kafka in a Nutshell 🌟](https://medium.com/swlh/apache-kafka-in-a-nutshell-5782b01d9ffb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Apache Kafka in a Nutshell 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: Solutions to Communication Problems in Microservices using Apache' Kafka and Kafka Lens](https://medium.com/@harmonh/solutions-to-communication-problems-in-microservices-using-apache-kafka-and-kafka-lens-9b6d453de352)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Solutions to Communication Problems in Microservices using Apache' Kafka and Kafka Lens in the Kubernetes Tools ecosystem.
-  - [dzone.com: Microservices, Event-Driven Architecture and Kafka 🌟](https://dzone.com/articles/microservices-event-driven-architecture-and-kafka)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: Microservices, Event-Driven Architecture and Kafka 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: Understanding Kafka Topic Partitions](https://medium.com/event-driven-utopia/understanding-kafka-topic-partitions-ae40f80552e8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Understanding Kafka Topic Partitions in the Kubernetes Tools ecosystem.
-  - [instaclustr.com: Apache Kafka Architecture: A Complete Guide 🌟](https://www.instaclustr.com/apache-kafka-architecture)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering instaclustr.com: Apache Kafka Architecture: A Complete Guide 🌟 in the Kubernetes Tools ecosystem.
-  - [developers.redhat.com: Getting started with Red Hat OpenShift Streams for' Apache Kafka](https://developers.redhat.com/articles/2021/07/07/getting-started-red-hat-openshift-streams-apache-kafka)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com: Getting started with Red Hat OpenShift Streams for' Apache Kafka in the Kubernetes Tools ecosystem.
-  - [baeldung.com: List Active Brokers in a Kafka Cluster Using Shell Commands' 🌟](https://www.baeldung.com/ops/kafka-list-active-brokers-in-cluster)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering baeldung.com: List Active Brokers in a Kafka Cluster Using Shell Commands' 🌟 in the Kubernetes Tools ecosystem.
-  - [dzone: Next-Gen Data Pipes With Spark, Kafka and k8s 🌟](https://dzone.com/articles/next-gen-data-pipes-with-spark-kafka-and-k8s)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Next-Gen Data Pipes With Spark, Kafka and k8s 🌟 in the Kubernetes Tools ecosystem.
-  - [cloudhut.dev: Running Apache Kafka on Kubernetes successfully](https://cloudhut.dev/blog/2021-06-24-running-kafka-on-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudhut.dev: Running Apache Kafka on Kubernetes successfully in the Kubernetes Tools ecosystem.
-  - [medium: Running Kafka in Kubernetes, Part 1: Why we migrated our Kafka clusters' to Kubernetes](https://medium.com/transferwise-engineering/running-kafka-in-kubernetes-part-1-why-we-migrated-our-kafka-clusters-to-kubernetes-722101a2e751)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Running Kafka in Kubernetes, Part 1: Why we migrated our Kafka clusters' to Kubernetes in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: How to Handle Duplicate Messages and Message Ordering' in Kafka](https://betterprogramming.pub/how-to-handle-duplicate-messages-and-message-ordering-in-kafka-82e2fef82025)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: How to Handle Duplicate Messages and Message Ordering' in Kafka in the Kubernetes Tools ecosystem.
-  - [medium: Optimizing Kafka Streams Apps on Kubernetes by Splitting Topologies](https://medium.com/bakdata/optimizing-kafka-streams-apps-on-kubernetes-by-splitting-topologies-ac6b4c90516e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Optimizing Kafka Streams Apps on Kubernetes by Splitting Topologies in the Kubernetes Tools ecosystem.
-  - [inder-devops.medium.com: Kafka- Best practices & Lessons Learned | By Inder](https://inder-devops.medium.com/kafka-best-practices-lessons-learned-by-inder-431dc5fafd3b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering inder-devops.medium.com: Kafka- Best practices & Lessons Learned | By Inder in the Kubernetes Tools ecosystem.
-  - [blog.workwell.io: How to manage your Kafka consumers from the producer](https://blog.workwell.io/how-to-manage-your-kafka-consumers-from-the-producer-9933b88085dd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.workwell.io: How to manage your Kafka consumers from the producer in the Kubernetes Tools ecosystem.
-  - [adam-kotwasinski.medium.com: Kafka mesh filter in Envoy](https://adam-kotwasinski.medium.com/kafka-mesh-filter-in-envoy-a70b3aefcdef)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering adam-kotwasinski.medium.com: Kafka mesh filter in Envoy in the Kubernetes Tools ecosystem.
-  - [medium.com/airwallex-engineering: Kafka Streams: Iterative Development and' Blue-Green Deployment](https://medium.com/airwallex-engineering/kafka-streams-iterative-development-and-blue-green-deployment-fae88b26e75e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/airwallex-engineering: Kafka Streams: Iterative Development and' Blue-Green Deployment in the Kubernetes Tools ecosystem.
-  - [medium.com/udemy-engineering: Introducing Hot and Cold Retries on Apache' Kafka](https://medium.com/udemy-engineering/introducing-hot-and-cold-retries-on-apache-kafka-f2f23595627b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/udemy-engineering: Introducing Hot and Cold Retries on Apache' Kafka in the Kubernetes Tools ecosystem.
-  - [medium.com/dna-technology: Why we dropped event sourcing with Kafka Streams' when given a second chance](https://medium.com/dna-technology/why-we-dropped-event-sourcing-with-kafka-streams-when-given-a-second-chance-b904a80bc4be)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/dna-technology: Why we dropped event sourcing with Kafka Streams' when given a second chance in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Everything You Need To Know About Kafka 🌟](https://betterprogramming.pub/everything-you-need-to-know-about-kafka-a83e2456d14c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Everything You Need To Know About Kafka 🌟 in the Kubernetes Tools ecosystem.
-  - [blog.developer.adobe.com: Exploring Kafka Producer’s Internals 🌟](https://blog.developer.adobe.com/exploring-kafka-producers-internals-37411b647d0f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.developer.adobe.com: Exploring Kafka Producer’s Internals 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/altitudehq: Kafka retries and maintaining the order of retry' events 🌟](https://medium.com/altitudehq/kafka-retries-and-maintain-order-of-retry-events-313482044351)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/altitudehq: Kafka retries and maintaining the order of retry' events 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/cloudnesil: Kafka Streams State Store at Scale](https://medium.com/cloudnesil/kafka-streams-state-store-at-scale-390d9717b42a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/cloudnesil: Kafka Streams State Store at Scale in the Kubernetes Tools ecosystem.
-  - [towardsdev.com: Performance Testing Your Kubernetes Kafka Cluster](https://towardsdev.com/performance-testing-your-kubernetes-kafka-cluster-95f6e7d8dfc5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering towardsdev.com: Performance Testing Your Kubernetes Kafka Cluster in the Kubernetes Tools ecosystem.
-  - [medium.com/@hardiktaneja_99752: Lessons after running Kafka in production' 🌟](https://medium.com/@hardiktaneja_99752/lessons-after-running-kafka-in-production-626974ffd700)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@hardiktaneja_99752: Lessons after running Kafka in production==' 🌟 in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Monitoring Kafka Applications β€” Implementing Healthchecks' and Tracking Lag](https://betterprogramming.pub/monitoring-kafkaapplications-implementing-healthchecks-and-tracking-lag-3976cc6f00d5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==betterprogramming.pub: Monitoring Kafka Applications β€” Implementing Healthchecks' and Tracking Lag== in the Kubernetes Tools ecosystem.
-  - [blog.datumo.io: Setting up Kafka on Kubernetes - an easy way](https://blog.datumo.io/setting-up-kafka-on-kubernetes-an-easy-way-26ae150b9ca8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.datumo.io: Setting up Kafka on Kubernetes - an easy way in the Kubernetes Tools ecosystem.
-  - [medium.com/wix-engineering: Troubleshooting Kafka for 2000 Microservices' at Wix](https://medium.com/wix-engineering/troubleshooting-kafka-for-2000-microservices-at-wix-986ee382fd1e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/wix-engineering: Troubleshooting Kafka for 2000 Microservices' at Wix in the Kubernetes Tools ecosystem.
-  - [medium.com/@rramiz.rraza: Kafka metrics monitoring with Prometheus and Grafana' 🌟](https://medium.com/@rramiz.rraza/kafka-metrics-integration-with-prometheus-and-grafana-14fe318fbb8b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@rramiz.rraza: Kafka metrics monitoring with Prometheus and Grafana' 🌟 in the Kubernetes Tools ecosystem.
-  - [dzone: Visualize your Apache Kafka Streams using the Quarkus Dev UI](https://dzone.com/articles/visualize-your-apache-kafka-streams-using-the-quar)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Visualize your Apache Kafka Streams using the Quarkus Dev UI in the Kubernetes Tools ecosystem.
-  - [medium: Mastering Apache Kafka on Kubernetes β€” Strimzi K8s operator](https://medium.com/hacking-talent/mastering-apache-kafka-on-kubernetes-strimzi-k8s-operator-2c1d21d7b89a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Mastering Apache Kafka on Kubernetes β€” Strimzi K8s operator in the Kubernetes Tools ecosystem.
-  - [medium.com/@ahmed.farhan: Kafka Setup in Kubernetes Using Strimzi K8s operator' β€” Part 2](https://medium.com/@ahmed.farhan/kafka-setup-in-kubernetes-using-strimzi-k8s-operator-part-2-1f67dbe5f14d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@ahmed.farhan: Kafka Setup in Kubernetes Using Strimzi K8s operator' β€” Part 2 in the Kubernetes Tools ecosystem.
-  - [medium.com/adaltas: Operating Kafka in Kubernetes with Strimzi](https://medium.com/adaltas/operating-kafka-in-kubernetes-with-strimzi-84a281c6d964)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/adaltas: Operating Kafka in Kubernetes with Strimzi in the Kubernetes Tools ecosystem.
-  - [The benefits of integrating Apache Kafka with Istio](https://banzaicloud.com/blog/kafka-on-istio-benefits)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering The benefits of integrating Apache Kafka with Istio in the Kubernetes Tools ecosystem.
-  - [Hazelcast JET](https://jet-start.sh)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Hazelcast JET in the Kubernetes Tools ecosystem.
-  - [wikipedia: Workflow Engine](https://en.wikipedia.org/wiki/Workflow_engine)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wikipedia: Workflow Engine in the Kubernetes Tools ecosystem.
-  - [dzone: Apache Airflow Architecture on OpenShift](https://dzone.com/articles/apache-airflow-architecture-on-openshift)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Apache Airflow Architecture on OpenShift in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Running Airflow Using Kubernetes Executor and Kubernetes' Pod Operator with Istio](https://betterprogramming.pub/running-airflow-using-kubernetes-executor-and-kubernetes-pod-operator-with-istio-d5aa7af16ef5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Running Airflow Using Kubernetes Executor and Kubernetes' Pod Operator with Istio in the Kubernetes Tools ecosystem.
-  - [dataengineeringcentral.substack.com: Why is everyone trying to kill Airflow?' 🌟](https://dataengineeringcentral.substack.com/p/why-is-everyone-trying-to-kill-airflow?sd=pf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dataengineeringcentral.substack.com: Why is everyone trying to kill Airflow?' 🌟 in the Kubernetes Tools ecosystem.
-  - [blog.devgenius.io: Send information from Databricks to Airflow](https://blog.devgenius.io/send-information-from-databricks-to-airflow-810a7d49ff81)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Send information from Databricks to Airflow in the Kubernetes Tools ecosystem.
-  - [medium.com/apache-airflow: Passing Data Between Tasks with the KubernetesPodOperator' in Apache Airflow 🌟](https://medium.com/apache-airflow/passing-data-between-tasks-with-the-kubernetespodoperator-in-apache-airflow-7ae9e3e6675c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/apache-airflow: Passing Data Between Tasks with the KubernetesPodOperator' in Apache Airflow== 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/@piyush_74867: Apache Airflow on Kubernetes at scale β€” a peak' under the hood](https://medium.com/@piyush_74867/apache-airflow-on-kubernetes-at-scale-a-peak-under-the-hood-1eebb9b4769b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@piyush_74867: Apache Airflow on Kubernetes at scale β€” a peak' under the hood in the Kubernetes Tools ecosystem.
-  - [medium.com/@alfahreiza: Building an ELT Pipeline: From CSV to BigQuery using' dbt](https://medium.com/@alfahreiza/building-an-elt-pipeline-from-csv-to-bigquery-using-dbt-f6e3f30bfc9c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@alfahreiza: Building an ELT Pipeline: From CSV to BigQuery using' dbt in the Kubernetes Tools ecosystem.
-  - [medium.com/apache-airflow: What we learned after running Airflow on Kubernetes' for 2 years](https://medium.com/apache-airflow/what-we-learned-after-running-airflow-on-kubernetes-for-2-years-0537b157acfd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/apache-airflow: What we learned after running Airflow on Kubernetes' for 2 years in the Kubernetes Tools ecosystem.
-  - [**Red Hat AMQ overview**](https://developers.redhat.com/products/amq/overview)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering **Red Hat AMQ overview** in the Kubernetes Tools ecosystem.
 ## Architecture
 
 ### Data Mesh
 
-#### Azure
-
-  - **(2021)** [mrpaulandrew.com: BUILDING A DATA MESH ARCHITECTURE IN AZURE – PART 2](https://mrpaulandrew.com/2021/12/22/building-a-data-mesh-architecture-in-azure-part-2) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A deep technical implementation guide focused on constructing a logical Data Mesh within Microsoft Azure. It reviews how to use Azure Synapse, Purview, and Data Lake Storage (ADLS Gen2) to establish federated security models and self-serve storage layers for localized domains.
-#### Data Products
-
-  - **(2020)** [towardsdatascience.com: Data Domains and Data Products](https://towardsdatascience.com/data-domains-and-data-products-64cc9d28283e) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An exploration of how to define domain boundaries and formalize data products in a modern Data Mesh framework. It outlines criteria for establishing data ownership, SLA specifications, and technical standards to build reliable, discoverable, and interoperable dataset products.
 #### Foundations
 
   - **(2020)** [martinfowler.com: Data Mesh Principles and Logical Architecture](https://martinfowler.com/articles/data-mesh-principles.html) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” The seminal architectural document by Zhamak Dehghani outlining Data Mesh principles: decentralized domain ownership, data as a product, self-serve data platforms, and federated computational governance. It details how to break down monolithic data lake infrastructures into domain-driven microservices.
-#### Migration
-
-  - **(2019)** [martinfowler.com: How to Move Beyond a Monolithic Data Lake to a Distributed Data Mesh](https://martinfowler.com/articles/data-monolith-to-mesh.html) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” The primary architectural playbook for transitioning away from monolithic data lakes to a distributed, domain-centric Data Mesh. It highlights the organizational transformations, interface structures, and self-serve platform mechanics necessary to implement this architecture.
-#### Syntheses
-
-  - **(2020)** [infoq.com: Data Mesh Principles and Logical Architecture Defined](https://www.infoq.com/news/2020/12/data-mesh-architecture) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An analytical synthesis of the core tenets of logical Data Mesh architectures. It reviews decentralized data management strategies, illustrating how organizations can enforce federated policy controls while treating internal analytics streams as high-value, self-describing products.
 ### Hybrid Cloud
 
 #### App Modernization
@@ -429,45 +181,6 @@
 #### Schema Governance
 
   - **(2021)** [redhat.com: Using a schema registry to ensure data consistency between microservices](https://www.redhat.com/en/blog/schema-registry) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A strategic whitepaper discussing the foundational role of schema registries in ensuring runtime compatibility and message consistency across distributed microservice systems. It details forward/backward compatibility models and best practices for automated API version upgrades.
-### Scalability
-
-#### Case Studies
-
-  - **(2021)** [shopify.engineering: Capturing Every Change From Shopify’s Sharded Monolith](https://shopify.engineering/capturing-every-change-shopify-sharded-monolith) [N/A CONTENT] [ADVANCED LEVEL]  [CASE STUDY] [COMMUNITY-TOOL] β€” This engineering case study details how Shopify captured transactional data changes across thousands of sharded MySQL databases. It describes the design of their highly scalable CDC ingestion architecture, focusing on reliability, throughput optimization, and multi-tenant event routing at scale.
-## Cloud Infrastructure
-
-### Kubernetes
-
-#### Data Storage
-
-  - **(2022)** [thenewstack.io: The Path to Getting the Full Data Stack on Kubernetes](https://thenewstack.io/the-path-to-getting-the-full-data-stack-on-kubernetes) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This article reviews the architectural evolution of running stateful database instances inside Kubernetes. It analyzes how modern storage interfaces (CSI) and specialized Operators now safely support stateful structures next to stateless applications.
-#### Message Brokers
-
-  - **(2019)** [devops.com: Best of 2019: Implementing Message Queue in Kubernetes](https://devops.com/implementing-message-queue-in-kubernetes)  [COMMUNITY-TOOL] β€” This article outlines best practices for deploying message queues inside Kubernetes clusters. It addresses challenges related to stateful set allocations, persistent volume claims, and handling node failure scenarios.
-### PaaS
-
-#### Google Cloud
-
-  - **(2023)** [Google Cloud Platform Pub/Sub](https://docs.cloud.google.com/pubsub/docs/overview) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Documentation for GCP Pub/Sub, a fully managed, globally scaled messaging backbone. It outlines its multi-tenant event delivery model, dynamic push/pull queues, and integrations with modern data pipelines.
-## Cloud Native Infrastructure
-
-### Enterprise Messaging
-
-#### Kafka on Kubernetes
-
-##### Architecture Overview
-
-  - **(2020)** [speakerdeck.com: Apache Kafka with Red Hat AMQ Streams 🌟](https://speakerdeck.com/mabulgu/apache-kafka-with-red-hat-amq-streams) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A deep-dive slide deck exploring the deployment patterns of Apache Kafka on Kubernetes via Red Hat AMQ Streams. It reviews the Operator Pattern implemented by Strimzi, showing how it automates the deployment, scaling, and management of Kafka clusters, ZooKeeper/KRaft nodes, Kafka Connect, and MirrorMaker using Custom Resource Definitions (CRDs).
-##### Security
-
-  - **(2020)** [Set up **Red Hat AMQ Streams** custom certificates on OpenShift](https://developers.redhat.com/blog/2020/04/01/set-up-red-hat-amq-streams-custom-certificates-on-openshift-update) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This architectural guide details how to integrate custom TLS certificates with Red Hat AMQ Streams (a Strimzi-based Kafka distribution) on OpenShift. It focuses on replacing the auto-generated self-signed Certificate Authorities (CAs) with enterprise-trusted certificates for the Kafka listener endpoints. Key operations include configuring Listener Custom Certs and Secret mapping to secure external consumer and producer traffic.
-### Kubernetes Operators
-
-#### Strimzi
-
-##### Day-2 Operations
-
-  - **(2020)** [blog.jromanmartin.io: How to upgrade Strimzi Operator using the CLI](https://blog.jromanmartin.io/2020/09/25/how-upgrade-strimzi-operator.html) [SHELL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A practical operational guide focused on executing safe command-line upgrades of the Strimzi Kafka Operator on active clusters. It steps through updating Custom Resource Definitions (CRDs), applying modified RBAC resources, updating the Operator Deployment manifests, and verifying cluster reconciliation states to ensure zero downtime for dependent message streams.
 ## Cloud Native Serverless
 
 ### Knative
@@ -482,104 +195,31 @@
 
 ### Change Data Capture
 
-#### Audit Systems
-
-  - **(2020)** [infoq.com: Building a SQL Database Audit System using Kafka, MongoDB and Maxwell's Daemon](https://www.infoq.com/articles/database-audit-system-kafka) [JAVA CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” This guide details the construction of a real-time SQL database audit trail using Maxwell's Daemon, Apache Kafka, and MongoDB. It covers log ingestion, payload structures, and how to write non-repudiable audit trails for compliance.
-#### Connectors
-
-  - **(2021)** [developers.redhat.com: Db2 and Oracle connectors coming to Debezium 1.4 GA](https://developers.redhat.com/blog/2021/03/25/db2-and-oracle-connectors-coming-to-debezium-1-4-ga) [N/A CONTENT]  [GUIDE] [LEGACY] β€” This release documentation highlights the arrival of enterprise-grade DB2 and Oracle connectors in Debezium 1.4 GA. It covers technical deployment requisites, schema configuration processes, and performance considerations for transitioning legacy mainframe and relational databases into modern stream architectures.
 #### Debezium
 
   - **(2026)** [==**Debezium**:==](https://debezium.io) [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Debezium is the industry-standard distributed platform for log-based Change Data Capture (CDC). Built on top of Apache Kafka Connect, it translates row-level database changes into real-time event streams with minimal database overhead. This ensures strict transactional consistency across decoupled microservice architectures.
-#### Foundations (1)
-
-  - **(2021)** [vladmihalcea.com: A beginner’s guide to CDC (Change Data Capture)](https://vladmihalcea.com/a-beginners-guide-to-cdc-change-data-capture) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A foundational guide outlining the core concepts and mechanics of modern Change Data Capture (CDC). It compares traditional, high-overhead polling-based models against low-latency, log-based CDC architectures, highlighting why transaction log parsers like Debezium are ideal for decoupling databases.
-#### Kafka Connect
-
-  - **(2021)** [developers.redhat.com: Improve your Kafka Connect builds of Debezium.](https://developers.redhat.com/articles/2021/12/06/improve-your-kafka-connect-builds-debezium) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” An operational guide focusing on optimizing Kafka Connect builds when integrating Debezium connectors. It provides best practices for crafting container images via Kubernetes operators and custom resources (CRDs) to guarantee deterministic dependency resolution and streamlined cluster deployments.
-  - **(2020)** [developers.redhat.com: Capture database changes with Debezium Apache Kafka connectors](https://developers.redhat.com/blog/2020/04/14/capture-database-changes-with-debezium-apache-kafka-connectors) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A duplicate entry detailing the setup and configuration of log-based Debezium connectors. It remains an essential developer guide on streaming real-time transactional updates from relational engines into Kafka topic topologies.
 #### Pipelines
 
   - **(2020)** [Build a simple cloud-native change data capture pipeline](https://developers.redhat.com/blog/2020/07/02/build-a-simple-cloud-native-change-data-capture-pipeline) [YAML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A developer tutorial illustrating how to compile a cloud-native Change Data Capture pipeline. It utilizes Strimzi (AMQ Streams) and Debezium on Kubernetes to propagate database updates instantly into reactive microservice topologies.
-#### PostgreSQL
-
-  - **(2020)** [info.crunchydata.com: PostgreSQL Change Data Capture With Debezium](https://www.crunchydata.com/blog/postgresql-change-data-capture-with-debezium) [SQL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A deep technical dive into configuring log-based Change Data Capture (CDC) for PostgreSQL databases using Debezium. It details logical replication slots, pgoutput plugin optimizations, WAL management, and reliable target-stream syncs inside mission-critical setups.
-#### Production Case Studies
-
-  - **(2020)** [debezium.io: Lessons Learned from Running Debezium with PostgreSQL on Amazon RDS](https://debezium.io/blog/2020/02/25/lessons-learned-running-debezium-with-postgresql-on-rds) [N/A CONTENT] [ADVANCED LEVEL]  [CASE STUDY] [COMMUNITY-TOOL] β€” This operational retrospective outlines key lessons from running Debezium with PostgreSQL databases on Amazon RDS. It addresses replication slot management, Write-Ahead Log (WAL) retention dynamics, network failover behaviors, and AWS-specific performance configurations under heavy write operations.
-### Cultural Shift
-
-#### Real-Time Data
-
-  - **(2020)** [linkedin.com: How to Move From a β€œWait for it...” Batch-Processing Culture to a β€œGet It Now” Real-Time Data Culture](https://www.linkedin.com/pulse/how-move-from-wait-batch-processing-culture-get-now-tomsen-bukovec)  [LEGACY] β€” This article discusses the cultural and structural challenges of migrating enterprise data teams from legacy overnight batch processing to a real-time stream processing framework. It explains how to align platform operations and developers.
-### Data Lakehouse
-
-#### Apache Iceberg
-
-  - **(2021)** [debezium.io: Using Debezium to Create a Data Lake with Apache Iceberg](https://debezium.io/blog/2021/10/20/using-debezium-create-data-lake-with-apache-iceberg) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” This architectural guide illustrates how to combine Debezium CDC with Apache Iceberg to create a low-latency, ACID-compliant transactional data lake. It outlines how streaming database changes can be direct-written to open-table formats to support scalable and cost-effective analytical engines.
 ### Data Pipelines
 
-#### Cloud Architecture
-
-  - **(2020)** [towardsdatascience.com: Architecture for High-Throughput Low-Latency Big Data Pipeline on Cloud 🌟](https://towardsdatascience.com/scalable-efficient-big-data-analytics-machine-learning-pipeline-architecture-on-cloud-4d59efc092b5) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This blueprint outlines scalable cloud architectures for high-throughput, low-latency streaming pipelines. It compares standard messaging queues to log-based brokers and details how streaming analytics frameworks consume and store unstructured data.
-#### History
-
-  - **(2021)** [thenewstack.io: Part 1: The Evolution of Data Pipeline Architecture](https://thenewstack.io/part-1-the-evolution-of-data-pipeline-architecture) [N/A CONTENT]  [GUIDE] [LEGACY] β€” An evolutionary study tracing the maturation of data pipelines from legacy batch-based ETL architectures to real-time event-streaming topologies. It provides key insights into how microservice patterns and cloud infrastructure have shifted corporate data strategy toward low-latency stream processing.
 #### OpenShift
 
   - **(2021)** [openshift.com: How to Orchestrate Data Pipelines with Applications Deployed on OpenShift](https://www.redhat.com/en/blog/how-to-orchestrate-data-pipelines-with-applications-deployed-on-openshift) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” This guide reviews techniques for deploying and orchestrating resilient data pipelines within Red Hat OpenShift. It outlines utilizing Kubernetes-native orchestration patterns and operators to manage high-throughput ETL/ELT tasks alongside standard microservice applications.
-### Databases
-
-#### Event Streaming
-
-  - **(2021)** [thenewstack.io: The Rise of the Event Streaming Database 🌟](https://thenewstack.io/the-rise-of-the-event-streaming-database) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This piece explores the architectural rise of specialized event streaming databases (such as ksqlDB or Materialize). It details how traditional read-centric DB engines struggle under continuous live streams, and contrasts them with stream-first engines designed for real-time continuous query materialization.
-### Event Streaming (1)
+### Event Streaming
 
 #### Apache Kafka
 
   - **(2026)** [==Apache Kafka==](https://kafka.apache.org) [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Apache Kafka is the de facto industry-standard distributed event streaming platform. Operating on a partitioned, append-only log model, Kafka handles millions of messages per second with fault-tolerant durability, acting as the centralized real-time nervous system for microservices.
-#### Architectural Patterns
-
-  - **(2021)** [davidxiang.com: Kafka As A Database? Yes Or No](https://davidxiang.com/2021/01/10/kafka-as-a-database) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An analytical exploration of whether Apache Kafka should be utilized as a primary database. It clarifies Kafka's persistence guarantees, limitations in ad-hoc indexing, and the architectural trade-offs of utilizing brokers as durable systems of record.
-#### Case Study
-
-  - **(2016)** [engineering.atspotify.com: Spotify’s Event Delivery – The Road to the Cloud (Part I)](https://engineering.atspotify.com/2016/2/spotifys-event-delivery-the-road-to-the-cloud-part-i) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This historical case study from Spotify Engineering documents their migration from an on-premise event delivery pipeline to Google Cloud Platform. It details how they designed ingestion paths for billions of real-time events daily, utilizing cloud-managed infrastructure.
-#### Foundations (2)
-
-  - **(2021)** [Confluent.io: Intro to Apache Kafka: How Kafka Works 🌟](https://developer.confluent.io/what-is-apache-kafka) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Confluent's foundational training manual detailing how Apache Kafka works under the hood. It explains partitions, replication, producers, consumer offsets, and transaction patterns, serving as the primer for event-driven systems.
-#### How-To
-
-  - **(2022)** [thenewstack.io: How to Get Started with Data Streaming](https://thenewstack.io/how-to-get-started-with-data-streaming)  [COMMUNITY-TOOL] β€” A practical guide outlining how organizations can pivot from classic batch workflows to real-time event streaming systems. It highlights the deployment phases of streaming platforms and details data integration patterns.
-#### Installation
-
-  - **(2020)** [tecmint: How to Install Apache Kafka in CentOS/RHEL 7](https://www.tecmint.com/install-apache-kafka-in-centos-rhel) [SHELL CONTENT]  [GUIDE] [LEGACY] β€” A step-by-step systems administration guide for installing and configuring Zookeeper and Apache Kafka bare-metal nodes on CentOS/RHEL 7. It provides crucial configuration fundamentals for legacy VM deployments.
-#### Kafka Connect SMT
-
-  - **(2021)** [Single Message Transformations - The Swiss Army Knife of Kafka Connect](https://www.morling.dev/blog/single-message-transforms-swiss-army-knife-of-kafka-connect) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” An in-depth guide covering Single Message Transformations (SMTs) in Apache Kafka Connect. It demonstrates how to apply lightweight, inline modifications such as masking, routing, or restructuring data directly on connector workers before payloads hit the brokers.
-#### Kubernetes Operators (1)
+#### Kubernetes Operators
 
   - **(2021)** [containerjournal.com: Red Hat Platform Brings Kafka Closer to Kubernetes](https://cloudnativenow.com/topics/cloudnativeplatforms/red-hat-platform-brings-kafka-closer-to-kubernetes) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” This article highlights Red Hat AMQ Streams, based on the Strimzi project, and its approach to managing Kafka on OpenShift/Kubernetes. It details how GitOps and custom resource definitions (CRDs) streamline broker, topic, and user management.
 #### Machine Learning
 
   - **(2021)** [confluent.io: How to Build and Deploy Scalable Machine Learning in Production with Apache Kafka](https://www.confluent.io/blog/build-deploy-scalable-machine-learning-production-apache-kafka) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” This architectural blueprint covers deploying machine learning models in production using Apache Kafka. It outlines real-time stream scoring patterns using Kafka Streams and how to architect reliable event structures for online model evaluation pipelines.
-#### Meta-Resources
-
-  - **(2026)** [Awesome Kafka](https://github.com/monksy/awesome-kafka/blob/master/tools.md) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive, community-curated list of tools, command-line utilities, clients, and GUI frameworks for Apache Kafka administration. It serves as an essential hub for engineers searching for proven ecosystem additions.
-#### Multi-Cluster
-
-  - **(2021)** [confluent.io: Simplifying Apache Kafka Multi-Cluster Management Using Control Center and Cluster Registry](https://www.confluent.io/blog/simplify-multiple-kafka-cluster-management-monitoring-using-confluent) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” An operational manual detailing how to manage and monitor multi-cluster Apache Kafka topologies. It explores Confluent Control Center and Cluster Registry to facilitate real-time lag tracking, multi-region synchronization, and centralized security policy compliance.
 #### Podcasts
 
   - **(2020)** [softwareengineeringdaily.com: Kafka Applications with Tim Berglund (podcast) 🌟](https://softwareengineeringdaily.com/2020/12/16/kafka-applications-with-tim-berglund-repeat) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A podcast discussing real-world Kafka application patterns with Tim Berglund. The conversation covers key design trade-offs of log-based systems, stream-table dualities, and shifting from synchronous request-response models to event-driven architectures.
-#### Real-Time Data (1)
-
-  - **(2022)** [thenewstack.io: Streaming Data and the Modern Real-Time Data Stack](https://thenewstack.io/streaming-data-and-the-modern-real-time-data-stack)  [COMMUNITY-TOOL] β€” This technical comparison contrasts the offline batch processing of the Modern Data Stack with the low-latency Modern Real-Time Data Stack. It details the mechanics of utilizing Kafka, Pulsar, or Redpanda to feed continuous pipeline architectures.
-#### Tutorials
-
-  - **(2026)** [kafka-tutorials.confluent.io 🌟](https://developer.confluent.io/tutorials) [JAVA CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An extensive hands-on tutorial catalog for implementing streaming patterns. It provides clear recipes for Kafka Streams, ksqlDB, and Kafka Connect, demonstrating stream-table joins, cryptographic masking, and real-time stateful aggregations.
-#### UI Consoles
-
-  - **(2026)** [==AKHQ (previously known as KafkaHQ) 🌟==](https://github.com/tchiotludo/akhq) ⭐ 3819  [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” AKHQ (formerly KafkaHQ) is a comprehensive web interface for administering and browsing Apache Kafka resources. It provides granular visibility into topics, payloads, schema registries, and consumer group offsets without requiring complex CLI interactions.
 ### Schema Registry
 
 #### Apicurio
@@ -590,159 +230,39 @@
   - **(2019)** [Red Hat Integration service registry](https://developers.redhat.com/blog/2019/12/16/getting-started-with-red-hat-integration-service-registry) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An introductory guide to Red Hat's Service Registry, based on the Apicurio Registry upstream. It outlines configuration steps for maintaining schema formats (Avro, Protobuf, JSON) inside enterprise messaging pipelines, ensuring API contract governance in decoupled distributed architectures.
 ### Stream Processing
 
-#### Flink SQL
-
-  - **(2020)** [noti.st: Change Data Capture with Flink SQL and Debezium 🌟](https://noti.st/morsapaes/liQzgs/change-data-capture-with-flink-sql-and-debezium) [SQL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” This reference presentation demonstrates how to unify Flink SQL with Debezium for continuous, stateful stream processing. By executing SQL syntax directly over streaming change logs, developers can bypass staging databases to run real-time aggregations and materialize low-latency analytical views.
-#### Google Cloud Dataflow
-
-  - **(2020)** [cloudblog.withgoogle.com: Turn any Dataflow pipeline into a reusable template](https://cloud.google.com/blog/products/data-analytics/create-templates-from-any-dataflow-pipeline) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” This tutorial shows how to convert Apache Beam stream-processing pipelines into reusable, parameterized Google Cloud Dataflow templates. It demonstrates how to decouple application logic from environment parameters to simplify pipeline delivery and scaling.
-#### Meta-Resources (1)
-
-  - **(2026)** [Awesome Streaming](https://github.com/manuzhang/awesome-streaming) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A massive, community-maintained compilation of stream processing resources. It catalogues major ingestion engines, streaming databases, connector standards, and operational tools, serving as an exhaustive reference manual for data and cloud architects.
 #### Quarkus
 
   - **(2020)** [Build a data streaming pipeline using Kafka Streams and Quarkus](https://developers.redhat.com/blog/2020/09/28/build-a-data-streaming-pipeline-using-kafka-streams-and-quarkus) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A hands-on implementation guide for building stream-processing applications using Quarkus and the Kafka Streams API. By leveraging GraalVM native compilation, developers can achieve fast startup times and tiny footprints for event-driven microservices.
-## Data Platform
-
-### Data Pipelines (1)
-
-#### Streaming Systems
-
-##### Reference Material
-
-  - **(2018)** [O'Really: Streaming data](https://streamingsystems.net) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The definitive O'Reilly reference on stream processing architecture. It covers unified programming models (like the Apache Beam model) for out-of-order data processing. Focuses on temporal semantics, including windowing mechanics (fixed, sliding, session), watermarks, triggers, and state accumulation modes crucial for system design.
-### Machine Learning (1)
-
-#### Open Data Hub
-
-##### Architecture and Releases
-
-  - **(2020)** [Open Data Hub 0.6 brings component updates and Kubeflow architecture](https://developers.redhat.com/blog/2020/05/07/open-data-hub-0-6-brings-component-updates-and-kubeflow-architecture) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This article outlines the release of Open Data Hub 0.6, highlighting the alignment of its components with the Kubeflow architecture on OpenShift. It details operator-driven deployments of JupyterHub, Kubeflow Pipelines, and Apache Spark, establishing standardized declarative patterns for building cloud-native data science workspaces.
-##### Core Platform
-
-  - **(2020)** [Open Data Hub](https://opendatahub.io) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Open Data Hub (ODH) is an open-source, blueprint AI/ML platform built on OpenShift. It integrates projects like JupyterHub, Kubeflow, Apache Spark, and Prometheus. In 2026, ODH stands as the foundation of Red Hat OpenShift AI, demonstrating high enterprise stability for automating large-scale machine learning workflows, model serving, and data pipelines on Kubernetes.
-##### Roadmap
-
-  - **(2020)** [A development roadmap for Open Data Hub](https://developers.redhat.com/blog/2020/06/22/a-development-roadmap-for-open-data-hub) [N/A CONTENT]  [COMMUNITY-TOOL] β€” This roadmap article discusses the technical evolution of the Open Data Hub platform. It reviews integration strategies for OpenShift Serverless (Knative) for dynamic scaling, advanced Triton and Seldon Core model serving architectures, and metadata tracking systems, transforming monolithic pipelines into resilient microservices.
 ## Enterprise Integration
 
-### Data Pipelines (2)
+### Data Pipelines (1)
 
 #### RudderStack
 
 ##### Customer Data Platform
 
   - **(2021)** [rudderstack.com iPaaS](https://www.rudderstack.com) [GO CONTENT]  [COMMUNITY-TOOL] β€” RudderStack is a warehouse-first, developer-focused Customer Data Platform (CDP) and event-streaming pipeline engine. Architected as a secure, open-source alternative to Segment, it allows enterprises to route customer telemetry directly to cloud data warehouses without compromising privacy or incurring high third-party SaaS fees.
-### iPaaS
-
-#### Architecture Concepts
-
-  - **(2020)** [quandarycg.com: Everything You Need To Know About System Integration (And IPaaS) 🌟](https://www.quandarycg.com/everything-you-need-to-know-about-integrations) [N/A CONTENT]  [COMMUNITY-TOOL] β€” This high-level architecture overview defines Integration Platform as a Service (iPaaS) principles and compares them to traditional Enterprise Service Bus (ESB) frameworks. It highlights modern data mapping, API management, and low-code integrations, discussing key tradeoffs in choosing centralized versus decentralized integration layers.
-#### Market Review
-
-  - **(2021)** [blog.hubspot.com: The 22 Best iPaaS Vendors for Any Budget](https://blog.hubspot.com/marketing/ipaas-vendors) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An industry survey of 22 leading iPaaS platforms. It contrasts heavy enterprise offerings like MuleSoft and Workato with modern developer-centric alternatives. Evaluates features such as pre-built connectors, low-code interface flexibility, data translation capabilities, and target developer personas.
-#### MuleSoft
-
-##### Enterprise Integration Platform
-
-  - **(2022)** [Mulesoft](https://www.mulesoft.com) [JAVA CONTENT] [ADVANCED LEVEL]  [LEGACY] β€” MuleSoft Anypoint Platform remains an enterprise industry standard for API integration and microservice orchestration. By utilizing its DataWeave engine, hybrid deployment architectures (including Runtime Fabric on Kubernetes), and secure API gateway patterns, it connects legacy platforms with modern cloud-native systems.
 ## Event-Driven Systems
 
 ### Apache Kafka (1)
 
-#### Architecture and KRaft
-
-  - **(2021)** [confluent.io: Apache Kafka Made Simple: A First Glimpse of a Kafka Without ZooKeeper](https://www.confluent.io/blog/latest-apache-kafka-release) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores the mechanical underpinnings of the KRaft consensus engine in Apache Kafka. It demonstrates how eliminating ZooKeeper's external state store leads to faster controller failovers, simplified operational footprints, and massive single-cluster scaling capabilities.
-  - **(2021)** [devclass.com: Apache Kafka 2.8.0 previews life without ZooKeeper](https://www.devclass.com/databases/2021/04/20/apache-kafka-280-previews-life-without-zookeeper/1627009)  [LEGACY] β€” Details the technical implications of running Apache Kafka without its legacy ZooKeeper dependency as introduced in version 2.8.0. Explains how KRaft-based metadata replication simplifies cluster management and scales partition throughput limits.
-#### CLI Tools
-
-  - **(2021)** [dev.to: Learn how to use Kafkacat – the most versatile Kafka CLI client 🌟](https://dev.to/de_maric/learn-how-to-use-kafkacat-the-most-versatile-kafka-cli-client-1kb4)  [COMMUNITY-TOOL] [GUIDE] β€” A deep dive tutorial explaining how to leverage kafkacat (kcat), a versatile C-based CLI utility for Kafka debugging. Demonstrates terminal patterns for payload production, streaming consumption, metadata inspection, and message header parsing.
 #### Client Development
 
   - **(2023)** [piotrminkowski.com: Concurrency with Kafka and Spring Boot](https://piotrminkowski.com/2023/04/30/concurrency-with-kafka-and-spring-boot)  [COMMUNITY-TOOL] β€” Examines advanced concurrency paradigms when developing high-throughput event consumers inside Spring Boot applications. Focuses on tuning consumer threads, partition assignments, off-loop processing patterns, and transactional commit strategies.
-#### Cloud Infrastructure (1)
-
-  - **(2021)** [confluent.io: Making Apache Kafka Serverless: Lessons From Confluent Cloud](https://www.confluent.io/blog/designing-an-elastic-apache-kafka-for-the-cloud) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores the complex software engineering effort behind transforming Apache Kafka into an elastic, multi-tenant serverless cloud platform within Confluent Cloud. Discusses decoupling storage and compute, dynamic resource balancing, and maintaining consistent latencies under spikes.
-#### Disaster Recovery
-
-  - **(2021)** [tech.ebayinc.com: Resiliency and Disaster Recovery with Kafka](https://innovation.ebayinc.com/stories/resiliency-and-disaster-recovery-with-kafka) [ADVANCED LEVEL]  [CASE STUDY] [COMMUNITY-TOOL] β€” A deep operational case study detailing how eBay manages disaster recovery and maintains multi-region high availability across global Kafka clusters. Highlights mirroring tools, replication offsets, network routing strategies, and automated failover validation tests.
-#### Kubernetes and GitOps
-
-  - **(2021)** [confluent.io: DevOps for Apache Kafka with Kubernetes and GitOps 🌟](https://www.confluent.io/blog/devops-for-apache-kafka-with-kubernetes-and-gitops) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This architectural playbook details the convergence of Apache Kafka infrastructure automation and GitOps declarative workflows. It highlights the use of specialized Kubernetes Operators (e.g., Confluent Operator, Strimzi) alongside tools like ArgoCD or Flux to manage clusters, schemas, and ACLs from version-controlled configurations.
 #### Kubernetes Deployment
 
-  - **(2023)** [thenewstack.io: Kafka on Kubernetes: Should You Adopt a Managed Solution?](https://thenewstack.io/kafka-on-kubernetes-should-you-adopt-a-managed-solution)  [COMMUNITY-TOOL] β€” An objective operational comparison evaluating self-hosting Apache Kafka on Kubernetes via operators (such as Strimzi) against adopting fully managed cloud platforms (e.g., Confluent Cloud). Discusses long-term maintenance costs, staff expertise requirements, and infrastructure overhead.
-  - **(2023)** [thelinuxnotes.com: How to deploy Kafka in Kubernetes with Helm chart + kafdrop](https://thelinuxnotes.com/how-to-deploy-kafka-in-kubernetes-with-helm-chart-kafdrop-commander)  [COMMUNITY-TOOL] [GUIDE] β€” A step-by-step tutorial showing how to deploy a local Kafka cluster within Kubernetes using public Helm charts and integrating it with Kafdrop, a popular open-source web UI, to facilitate real-time topic and offset troubleshooting.
-  - **(2022)** [learnk8s.io/kafka-ha-kubernetes: Designing and testing a highly available Kafka cluster on Kubernetes 🌟](https://learnkube.com/kafka-ha-kubernetes) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A high-fidelity guide and testing blueprint for configuring a highly available Apache Kafka cluster on Kubernetes. Covers pod anti-affinity patterns, multi-AZ PV attachments, node failure recovery, and automated resiliency testing under active chaos conditions.
-  - **(2022)** [linkedin.com: Kafka Cluster Setup on Kubernetes](https://www.linkedin.com/pulse/kaka-cluster-setup-kubernetes-avinash-kumar-chandran)  [COMMUNITY-TOOL] β€” Walks through the manual deployment and configuration of a production-ready Kafka cluster on Kubernetes. Focuses on setting up stateful sets, managing persistent volumes, and routing external client connections through secure ingress controllers.
-  - **(2021)** [thenewstack.io: Beyond the Quickstart: Running Apache Kafka as a Service on Kubernetes](https://thenewstack.io/beyond-the-quickstart-running-apache-kafka-as-a-service-on-kubernetes) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Goes beyond basic demo environments to dissect the operational hurdles of running Kafka as an internal platform service on Kubernetes. The guide discusses managing persistent stateful sets, configuring robust ingress/egress networking, and utilizing custom operators.
-  - **(2021)** [phoenixnap.com: How to Set Up and Run Kafka on Kubernetes 🌟](https://phoenixnap.com/kb/kafka-on-kubernetes)  [COMMUNITY-TOOL] [GUIDE] β€” A step-by-step tutorial covering the baseline configuration files and setup sequences needed to orchestrate Apache Kafka inside a Kubernetes cluster. Walks through writing custom YAML manifests, deploying persistent stateful services, and testing inter-pod broker traffic.
   - **(2021)** [itnext.io: Sending Messages to Kafka in Kubernetes](https://itnext.io/sending-messages-to-kafka-cfb5a246f5eb)  [COMMUNITY-TOOL] β€” A configuration-focused guide showing how to reliably publish message event payloads from Kubernetes application workloads to external Kafka clusters. Details setup considerations for internal DNS, headless service mappings, and environment variables.
-  - **(2021)** [dev.to: Running Kafka on kubernetes for local development](https://dev.to/thegroo/running-kafka-on-kubernetes-for-local-development-2a54)  [COMMUNITY-TOOL] [GUIDE] β€” A practical walk-through explaining how to spin up a lightweight, local development Kafka deployment inside a desktop Kubernetes cluster (like Minikube or Kind) using pre-packaged Helm charts.
-#### Kubernetes Operators (2)
-
-  - **(2021)** [strimzi.io: Kafka upgrade improvements](https://strimzi.io/blog/2021/07/05/upgrade-improvements) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Reviews design optimization improvements designed by the Strimzi community to orchestrate zero-downtime rolling upgrades of Kafka clusters inside Kubernetes. Discusses partition balance validations and automated protocol adjustments executed by the operator.
-#### Learning Resources
-
-  - **(2022)** [conduktor.io/kafka: Learn Apache Kafka like never before](https://docs.conduktor.io/learn)  [COMMUNITY-TOOL] β€” Conduktor's centralized, highly visual learning playground for mastering Apache Kafka. Covers core distributed architectural structures, partition routing, message durability guarantees, and schema setups through structured modules.
-  - **(2022)** [freecodecamp.org: The Apache Kafka Handbook – How to Get Started Using Kafka 🌟](https://www.freecodecamp.org/news/apache-kafka-handbook)  [COMMUNITY-TOOL] [GUIDE] β€” An extensive fundamental handbook detailing the core anatomy of Apache Kafka. Explains topics, partitions, replication models, offsets, producer/consumer client configurations, and cluster admin scripts with hands-on code examples.
-  - **(2021)** [developer.confluent.io 🌟🌟](https://developer.confluent.io)  [COMMUNITY-TOOL] β€” The premier developer learning portal designed and maintained by Confluent. Provides a repository of official tutorials, code patterns, and deep-dives explaining Kafka stream processing, client APIs, and administrative best practices.
-#### Observability and UI
-
-  - **(2023)** [==Kafdrop – Kafka Web UI 🌟==](https://github.com/obsidiandynamics/kafdrop) ⭐ 6137  [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kafdrop is a popular, lightweight web UI for monitoring and managing Apache Kafka clusters. It renders real-time views of brokers, topic structures, partition offsets, consumer group lag, and permits active JSON/protobuf message payload inspection.
-  - **(2023)** [==redpanda-data/kowl==](https://github.com/redpanda-data/console) [TYPESCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A high-performance web dashboard optimized for debugging and exploring event-streaming platforms. Developed originally as Kowl and later rebranded as Redpanda Console, it presents outstanding visualization of schema registries, active consumer state tracking, and rapid payload searches.
-  - **(2021)** [towardsdatascience.com: Overview of UI Tools for Monitoring and Management of Apache Kafka Clusters](https://towardsdatascience.com/overview-of-ui-tools-for-monitoring-and-management-of-apache-kafka-clusters-8c383f897e80)  [COMMUNITY-TOOL] β€” A comparative overview of web-based UI management consoles for monitoring and administrating Apache Kafka clusters. Contrasts Kafdrop, AKHQ, CMAK, and other alternatives on criteria like schema registry integrations, user permissions, and deployment ease.
-  - **(2021)** [datadoghq.com: Monitoring Kafka performance metrics](https://www.datadoghq.com/blog/monitoring-kafka-performance-metrics)  [COMMUNITY-TOOL] β€” An exhaustive guide detailing critical Apache Kafka performance metrics that platform operators and SREs should monitor. Highlights broker-level telemetry (e.g., under-replicated partitions, active controllers) alongside client consumer group lag.
 #### Resiliency and Patterns
 
   - **(2021)** [developers.redhat.com: Building resilient event-driven architectures with Apache Kafka](https://developers.redhat.com/blog/2021/05/05/building-resilient-event-driven-architectures-with-apache-kafka) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores patterns for engineering highly resilient, decoupled event-driven systems with Apache Kafka. Details the implementation of error-handling loops, dead-letter queues (DLQs), retry topics, and transaction configurations to prevent loss of critical state.
-  - **(2021)** [redhat.com: How we use Apache Kafka to improve event-driven architecture performance](https://www.redhat.com/en/blog/apache-kafka-EDA-performance) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Examines performance engineering architectures used by Red Hat IT to optimize Kafka message delivery throughput. Outlines topic configuration tuning, network buffers, consumer scaling structures, and serialization format comparisons.
-#### Scalability and Performance
+#### Security
 
-  - **(2021)** [blog.cloudera.com: Scalability of Kafka Messaging using Consumer Groups](https://www.cloudera.com/blog.html)  [COMMUNITY-TOOL] β€” Examines the horizontal scaling and performance mechanics of Kafka's consumer group model. It addresses critical production design details, such as partition count calculations, consumer group offset tracking, and the impacts of partition rebalancing protocols.
-#### Schema Governance (1)
-
-  - **(2021)** [developers.redhat.com: Event-driven APIs and schema governance for Apache Kafka: Get ready for Kafka Summit Europe 2021](https://developers.redhat.com/blog/2021/05/04/event-driven-apis-and-schema-governance-for-apache-kafka-get-ready-for-kafka-summit-europe-2021) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Addresses the role of schema governance and metadata management in large-scale event-driven systems. Focuses on the integration of Apache Kafka with schema registries to prevent downstream consumer breakages and maintain strict schema evolution paths.
-  - **(2021)** [developers.redhat.com: Managing the API life cycle in an event-driven architecture: A practical approach 🌟](https://developers.redhat.com/articles/2021/07/07/managing-api-life-cycle-event-driven-architecture-practical-approach) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Analyzes the lifecycle of asynchronous APIs in scale architectures. Proposes using AsyncAPI specifications alongside Schema Registries to maintain strict schema enforcement, contract versioning, and unified developer portal configurations.
-  - **(2021)** [developers.redhat.com: How to secure Apache Kafka schemas with Red Hat Integration Service Registry 2.0](https://developers.redhat.com/articles/2021/07/16/how-secure-apache-kafka-schemas-red-hat-integration-service-registry-20) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A step-by-step security implementation guide demonstrating how to protect schema registries using the Red Hat Integration Service Registry. Details how to configure fine-grained Access Control Lists (ACLs) and enforce authorization rules.
-#### Security (1)
-
-  - **(2022)** [engineering.grab.com: Zero trust with Kafka](https://engineering.grab.com/zero-trust-with-kafka) [ADVANCED LEVEL]  [CASE STUDY] [COMMUNITY-TOOL] β€” Explores how transport provider Grab designed a Zero Trust security posture around their large-scale Kafka event bus. Details how mutual TLS (mTLS), fine-grained broker ACLs, and automated token rotation prevent inter-service data exfiltration.
   - **(2021)** [itnext.io: Securely Decoupling Kubernetes-based Applications on Amazon EKS using Kafka with SASL/SCRAM](https://itnext.io/securely-decoupling-applications-on-amazon-eks-using-kafka-with-sasl-scram-48c340e1ffe9) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Details secure-connectivity configurations for microservices running inside Amazon EKS communicating with Apache Kafka clusters. Focuses on setting up SASL/SCRAM authentication, certificate management, and Kubernetes namespace access bounds.
-#### Stream Processing (1)
-
-  - **(2021)** [kafka-tutorials.confluent.io: How to count messages in a Kafka topic](https://developer.confluent.io/confluent-tutorials/count-messages/ksql)  [COMMUNITY-TOOL] [GUIDE] β€” A hands-on technical guide detailing how to run stateful aggregations, specifically counting message events within high-throughput Kafka topics, using ksqlDB. It covers the underlying SQL-like syntax required to define event streams and continuous materialized tables.
-#### Testing and Emulation
-
-  - **(2022)** [==KLoadGen - Kafka + (Avro/Json Schema) Load Generator 🌟==](https://github.com/sngular/kloadgen) ⭐ 218  [KOTLIN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A purpose-built performance benchmarking CLI tool designed to simulate realistic cluster loads by generating synthetic schema-validated data. It easily ingests Avro or JSON schemas to produce representative records at controllable volume rates.
-  - **(2022)** [==github.com/lensesio/fast-data-dev (Lenses Box)==](https://github.com/lensesio/fast-data-dev) ⭐ 2077  [SHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Fast-data-dev (Lenses Box) is a highly popular, all-in-one Docker environment integrating Kafka, ZooKeeper, Schema Registry, and REST Proxy components. It represents the industry standard for local developer mockups and continuous integration (CI) tests.
-#### Topic Design
-
-  - **(2022)** [newrelic.com: Effective Strategies for Kafka Topic Partitioning 🌟](https://newrelic.com/blog/observability/effective-strategies-kafka-topic-partitioning)  [COMMUNITY-TOOL] β€” A deep dive into strategies for sizing and partitioning Kafka topics to balance message distribution and throughput. Analyzes the runtime cost of partition limits on broker JVM overhead, partition key selection, and strategies to prevent hot broker hotspots.
-#### Topology and Architecture
-
-  - **(2022)** [developers.redhat.com: Which is better: A single Kafka cluster to rule them all, or many?](https://developers.redhat.com/articles/2022/03/10/which-better-single-kafka-cluster-rule-them-all-or-many) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores the core architectural debate of running a unified, enterprise-wide Kafka cluster versus provisioning multiple, isolated, application-specific clusters. Evaluates resource isolation, operational support overhead, and data security boundaries.
-  - **(2022)** [kai-waehner.de: When NOT to use Apache Kafka?](https://www.kai-waehner.de/blog/2022/01/04/when-not-to-use-apache-kafka)  [COMMUNITY-TOOL] β€” Provides a critical, objective evaluation of systems architectures where Apache Kafka represents an anti-pattern. Discusses drawbacks of using Kafka as a long-term data storage lake, transactional ACID engine, or simple point-to-point RPC alternative.
-### Apache Kafka Connect
-
-#### API and Orchestration
-
-  - **(2021)** [youtube playlist: Kafka Connect Tutorials | Kafka Connect 101: REST API 🌟](https://www.youtube.com/watch?v=9wu-j9gIlBY&list=PLa7VYi0yPIH1MB2n2w8pMZguffCDu2L4Y&index=8&ab_channel=Confluent)  [COMMUNITY-TOOL] β€” A structured tutorial series on building, testing, and managing streaming ETL pipelines using the Kafka Connect REST API. Explains how to programmatically control source and sink connectors, handle serialization, and observe ingestion health.
-#### Security (2)
-
-  - **(2022)** [developers.redhat.com: End-to-end field-level encryption for Apache Kafka Connect](https://developers.redhat.com/articles/2022/09/27/end-end-field-level-encryption-apache-kafka-connect) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Outlines cryptography techniques for implementing field-level encryption (FLE) on streaming data using Kafka Connect. Demonstrates how to securely intercept and encrypt sensitive PII fields before they are persisted on Kafka's physical broker logs.
-### Case Studies (1)
+### Case Studies
 
 #### Scale and Infrastructure
 
-  - **(2022)** [thenewstack.io: LinkedIn Layered Architecture Minimizes Kafka Scaling Issues](https://thenewstack.io/linkedin-layered-architecture-minimizes-kafka-scaling-issues) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Analyzes LinkedIn's highly optimized, multi-tier layered Kafka architecture. Highlights how layering proxy layers and utilizing remote tiered storage mitigates typical partition density and broker replication bottlenecks during massive scaling.
   - **(2021)** [analyticsindiamag.com: How Uber is Leveraging Apache Kafka For More Than 300 Micro Services](https://analyticsindiamag.com/how-uber-is-leveraging-apache-kafka-for-more-than-300-micro-services) [ADVANCED LEVEL]  [CASE STUDY] [COMMUNITY-TOOL] β€” Details Uber's massive deployment topology where Apache Kafka acts as the backbone communication engine linking over 300 discrete microservices. Examines regional and global replication configurations, dispatch routing, and stream optimization techniques under load.
-  - **(2021)** [slack.engineering: Building Self-driving Kafka clusters using open source components](https://slack.engineering/building-self-driving-kafka-clusters-using-open-source-components) [ADVANCED LEVEL]  [CASE STUDY] [COMMUNITY-TOOL] β€” A deep case study explaining Slack's custom-built self-governing Kafka management framework. Details how Cruise Control and automated monitoring components execute safe, hands-off partition rebalancing, hot-broker offloading, and node self-healing.
-### Concepts
-
-#### Visual Learning
-
-  - **(2021)** [gentlydownthe.stream](https://www.gentlydownthe.stream)  [COMMUNITY-TOOL] β€” An interactive, visually driven learning portal that uses storyboards to simplify core concepts of distributed message queues, logs, and stateful streams. Ideal for introducing incoming system architects to structural event-driven topologies.
 ### Design Patterns
 
 #### Transactional Outbox
@@ -760,7 +280,7 @@
 ##### Persistence
 
   - **(2017)** [developers.redhat.com: JDBC Master-Slave Persistence setup with Activemq using Postgresql database](https://developers.redhat.com/blog/2017/10/05/jdbc-master-slave-persistence-setup-activemq-using-postgresql-database) [YAML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An older but architecturally important guide addressing the configuration of JDBC Master-Slave persistence topologies in ActiveMQ using a PostgreSQL database. It outlines database locking strategies to coordinate high-availability failover configurations.
-#### Enterprise Messaging (1)
+#### Enterprise Messaging
 
 ##### AMQ Streams
 
@@ -771,29 +291,23 @@
 ##### Red Hat AMQ
 
   - **(2026)** [**Red Hat AMQ**](https://www.redhat.com/en/technologies/jboss-middleware/amq) [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” Red Hat AMQ is an enterprise message-brokering platform supporting traditional queue protocols (AMQP, JMS, MQTT) and high-throughput streaming patterns via integrated Kafka streams. It forms the core transactional backbone for legacy-to-modern hybrid cloud transformations.
-#### Kubernetes Operators (3)
+#### Kubernetes Operators (1)
 
 ##### Koperator
 
   - **(2024)** [**Banzai Kafka Operator**](https://github.com/banzaicloud/koperator) ⭐ 790  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Originally engineered by Banzai Cloud, Koperator is a highly automated operator framework designed to manage Kafka on Kubernetes with Cruise Control integrations. While mostly superseded by Strimzi, its historical innovations in granular scaling and fine-grained rebalancing influenced modern stateful Kubernetes abstractions.
-##### Strimzi (1)
+##### Strimzi
 
   - **(2026)** [==strimzi.io==](https://strimzi.io) [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Strimzi represents the premier CNCF project for deploying and managing Apache Kafka clusters natively inside Kubernetes. By leveraging the Operator pattern, Strimzi automates node scaling, security certificate provisioning, cluster balancing, and configuration drift-correction, making it the industry blueprint for stateful distributed streaming systems.
-#### Strimzi (2)
+#### Strimzi (1)
 
-##### CLI Tools (1)
-
-  - **(2026)** [pepy.tech/project/strimzi-kafka-cli 🌟](https://pepy.tech/projects/strimzi-kafka-cli) [PYTHON CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A developer-focused companion tool providing an interactive CLI wrapper around Strimzi resource administration on Kubernetes. By abstracting tedious kubectl YAML applications into simple command structures, it significantly reduces operational cycle time when modifying topics, users, or connections.
 ##### Configuration
 
   - **(2021)** [strimzi/kafka-kubernetes-config-provider: Kubernetes Configuration Provider' for Apache Kafka](https://github.com/strimzi/kafka-kubernetes-config-provider) ⭐ 30  [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” A specialized provider class allowing Kafka applications to read operational properties directly from Kubernetes Secrets and ConfigMaps. This architectural utility simplifies TLS certificate mount mappings and broker credential provisioning, eliminating redundant file sync code in application containers.
 ##### Introduction
 
   - **(2020)** [developers.redhat.com: Introduction to Strimzi: Apache Kafka on Kubernetes (KubeCon Europe 2020) 🌟](https://developers.redhat.com/blog/2020/08/14/introduction-to-strimzi-apache-kafka-on-kubernetes-kubecon-europe-2020) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A foundational KubeCon session overview exploring Strimzi's architectural foundations. The piece highlights Custom Resource Definitions (CRDs) for brokers, topics, and users, highlighting how the Operator pattern abstracts the inherent friction of stateful cluster administration on Kubernetes.
-##### Monitoring
-
-  - **(2021)** [strimzi/strimzi-canary](https://github.com/strimzi/strimzi-canary) ⭐ 42  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A dedicated canary service designed to act as a diagnostic sentinel within Strimzi-managed environments. It continuously executes basic read-write loops inside dedicated topics to report real-time, end-to-end performance indicators like latency and partition availability.
-##### Security (3)
+##### Security (1)
 
   - **(2021)** [strimzi.io: Using Kubernetes Configuration Provider to load data from Secrets and Config Maps](https://strimzi.io/blog/2021/07/22/using-kubernetes-config-provider-to-load-data-from-secrets-and-config-maps) [YAML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A tutorial guiding developers through the integration of the Kubernetes Configuration Provider inside running client workloads. It provides actual deployment manifests showcasing how dynamic secret rotation is accomplished without requiring a full cluster restart.
   - **(2020)** [developers.redhat.com: how easy to deploy and configure a Kafka Connect on Kubernetes through strimziio operator and use secrets](https://developers.redhat.com/blog/2020/02/14/using-secrets-in-apache-kafka-connect-configuration) [YAML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A deep-dive technical guide addressing secret configuration in Apache Kafka Connect deployments on Kubernetes. It explains how to declare properties and read externalized secrets through configuration providers, avoiding cleartext passwords inside GitOps repositories.
@@ -803,55 +317,16 @@
   - **(2021)** [strimzi.io: Using HTTP Bridge as a Kubernetes sidecar](https://strimzi.io/blog/2021/08/18/using-http-bridge-as-a-kubernetes-sidecar) [YAML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Architectural breakdown of deploying the Strimzi HTTP Bridge as a sidecar alongside non-Java microservices. This pattern allows lightweight containers to interact with Kafka endpoints via standard HTTP REST APIs, avoiding massive native SDK dependencies.
 ### Data Streaming
 
-#### Architectural Patterns (1)
+#### Architectural Patterns
 
 ##### Comparisons
 
-  - **(2021)** [softkraft.co: WS Kinesis vs Kafka comparison: Which is right for you? 🌟](https://www.softkraft.co/aws-kinesis-vs-kafka-comparison) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A structural trade-off comparison between AWS Kinesis and Apache Kafka. The evaluation measures cost dynamics, security compliance, payload constraints, and vendor lock-in vectors to steer technology selection in big data ingestion workloads.
   - **(2021)** [dagster.io: Postgres: a better message queue than Kafka?](https://dagster.io/blog/skip-kafka-use-postgres-message-queue) [SQL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A detailed, practical analysis investigating whether using Postgres with 'SKIP LOCKED' mechanisms is a more appropriate and less complex message-queue architecture than deploying heavy systems like Kafka. It provides explicit guidelines for making decisions based on data scale and operational overhead.
-  - **(2020)** [Pulsar vs Kafka – Comparison and Myths Explored](https://www.kai-waehner.de/blog/2020/06/09/apache-kafka-versus-apache-pulsar-event-streaming-comparison-features-myths-explored) [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An unbiased evaluation of Apache Pulsar versus Apache Kafka. The piece analyzes standard misconceptions regarding storage efficiency, latency behaviors, queuing flexibility, and zoo-less metadata overhead in complex enterprise streaming networks.
-#### Cloud Integration
-
-##### Azure (1)
-
-  - **(2021)** [confluent.io: Confluent and Microsoft Announce Strategic Alliance](https://www.confluent.io/blog/latest-partner-ecosystem) [N/A CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Highlights the strategic alliance bringing Confluent's fully managed streaming services directly into the Microsoft Azure marketplace. The integration addresses corporate security hurdles, provisioning friction, and unified billing requirements for cloud-native enterprise teams.
-#### Enterprise Kafka
-
-##### Confluent
-
-  - **(2026)** [==confluent.io==](https://www.confluent.io) [N/A CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The corporate engine driving enterprise-grade Kafka. Confluent provides a comprehensive distribution containing cloud-managed Kafka clusters, an extensive library of managed source/sink connectors, Schema Registry, and advanced governance features required for complex multi-region hybrid topologies.
 #### Integrations
 
 ##### MongoDB
 
   - **(2021)** [mongodb.com: DaaS with MongoDB and Confluent](https://www.mongodb.com/company/blog/technical/daa-s-with-mongo-db-and-confluent) [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Details the construction of a low-latency Data-as-a-Service (DaaS) layer combining MongoDB's document-based storage engine with Confluent's real-time messaging pipeline. This architecture provides microservices with immediate, synchronized access to transactional and analytics database endpoints.
-#### Kafka Tooling
-
-##### CLI and TUI
-
-  - **(2023)** [==github.com/sauljabin/kaskade==](https://github.com/sauljabin/kaskade) ⭐ 1015  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An interactive, terminal-based dashboard built using Python's Textual framework to easily inspect Kafka topics. Unlike bulky desktop clients, Kaskade runs directly in developer shells, permitting efficient topic navigation, dynamic JSON payload inspection, and rapid troubleshooting of Kafka message streams.
-##### Enterprise GUIs
-
-  - **(2026)** [**conduktor.io 🌟**](https://www.conduktor.io) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Conduktor stands as the premier developer and enterprise GUI ecosystem for Kafka data governance and troubleshooting. Providing deep visual insight into consumer lag, topic state, schema registry configurations, and message payloads, it is critical for managing scale in event-driven systems.
-#### Managed Services
-
-##### Cloud Alternatives
-
-  - **(2026)** [**AWS Kinesis**](https://docs.aws.amazon.com/kinesis) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” AWS Kinesis is a fully-managed proprietary real-time streaming alternative to Apache Kafka, tightly integrated with the AWS serverless ecosystem. It abstracts partition management and storage architectures, serving as an attractive choice for engineering groups prioritizing low-overhead operations.
-#### Monitoring (1)
-
-##### Prometheus and Grafana
-
-  - **(2021)** [confluent.io: Monitoring Your Event Streams: Integrating Confluent with Prometheus and Grafana](https://www.confluent.io/blog/monitor-kafka-clusters-with-prometheus-grafana-and-confluent) [YAML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An operations playbook describing how to deploy JMX exporters to route vital Kafka metrics into Prometheus and display them on Grafana. It targets important service-level indicators like under-replicated partitions, offline brokers, and consumer group offset lag.
-#### Next-Gen Event Brokers
-
-##### Pulsar
-
-  - **(2026)** [**Apache Pulsar**](https://pulsar.apache.org) [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Apache Pulsar is a highly scalable distributed messaging platform utilizing a multi-layered design that isolates broker-level computation from BookKeeper-backed storage nodes. This architecture enables independent cluster scaling, seamless multi-tenancy, and advanced geo-replication features out of the box.
-##### Redpanda
-
-  - **(2026)** [==Redpanda 🌟==](https://www.redpanda.com) [C++ CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A modern, high-performance streaming platform compatible with the Kafka API but engineered in C++ on a thread-per-core model. By eliminating JVM garbage collection issues and discarding ZooKeeper dependencies in favor of internal Raft consensus, Redpanda dramatically lowers latency and operational overhead.
-  - **(2021)** [softwareengineeringdaily.com: Redpanda: Kafka Alternative with Alexander Gallego 🌟](https://softwareengineeringdaily.com/2021/01/22/redpanda-kafka-alternative-with-alexander-gallego) [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An informative architect-to-architect discussion with the creator of Redpanda explaining the performance benefits of native execution over JVM virtualization. It discusses memory tiering, hardware-aware execution, and the integration of Raft consensus directly inside modern hardware layers.
 #### Performance Tuning
 
 ##### Kafka Consumers
@@ -860,9 +335,9 @@
 ##### Kafka Producers
 
   - **(2020)** [strimzi.io: Optimizing Kafka producers 🌟](https://strimzi.io/blog/2020/10/15/producer-tuning) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An analytical guide focused on hardening Kafka message producers against data loss while maintaining performance levels. This resource covers client-side retry architectures, delivery timeouts, and buffer allocation metrics to ensure reliable transport in Kubernetes networks.
-#### Stream Processing (2)
+#### Stream Processing (1)
 
-##### Architectural Patterns (2)
+##### Architectural Patterns (1)
 
   - **(2021)** [Kafka Streams and ksqlDB Compared – How to Choose](https://docs.confluent.io/platform/current/streams/overview.html) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A comparative guide contrasting the application patterns of using ksqlDB with writing custom Java code via the Kafka Streams library. It provides engineers with logical decision paths based on pipeline scale, deployment models, and development team specializations.
 ##### ksqlDB
@@ -870,21 +345,9 @@
   - **(2026)** [**ksqlDB**](https://www.confluent.io/product/ksqldb) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An event-streaming database engineered specifically to build stream-processing applications on top of Apache Kafka. By translating familiar SQL queries into stateful Kafka Streams topologies, ksqlDB enables microservices to construct real-time materialized views and joins with minimal code.
 ### Enterprise Integration (1)
 
-#### Apache Camel
-
-  - **(2023)** [Apache Camel](https://camel.apache.org) [JAVA CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The main technical page for Apache Camel, an integration framework built around Enterprise Integration Patterns (EIP). It simplifies system connectivity by offering hundreds of out-of-the-box protocol connectors and routing strategies.
-#### Camel K
-
-  - **(2021)** [github.com/osa-ora/camel-k-samples](https://github.com/osa-ora/camel-k-samples) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” A public repository containing community-driven Camel K sample deployment blueprints. It provides practical templates for routing, database pooling, and API integrations within modern Kubernetes clusters.
 #### Camel Quarkus
 
   - **(2021)** [developers.redhat.com: Integrating systems with Apache Camel and Quarkus on Red Hat OpenShift](https://developers.redhat.com/articles/2021/05/17/integrating-systems-apache-camel-and-quarkus-red-hat-openshift) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An enterprise integration guide illustrating how running Apache Camel on Quarkus on Red Hat OpenShift delivers sub-second cold starts and minimal memory consumption, ideal for resource-constrained Kubernetes environments.
-#### Comparison
-
-  - **(2022)** [kai-waehner.de: When to use Apache Camel vs. Apache Kafka? 🌟](https://www.kai-waehner.de/blog/2022/01/28/when-to-use-apache-camel-vs-apache-kafka-for-etl-application-integration-event-streaming) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An expert analysis distinguishing the roles of Apache Camel (for enterprise application integration and routing) and Apache Kafka (for streaming data storage). It outlines integration patterns where both tools complement each other.
-#### Kafka Connect (1)
-
-  - **(2020)** [developers.redhat.com: Extending Kafka connectivity with Apache Camel Kafka connectors](https://developers.redhat.com/blog/2020/05/19/extending-kafka-connectivity-with-apache-camel-kafka-connectors) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This guide outlines how to use the Apache Camel Kafka Connector framework to connect standard enterprise integration endpoints directly to Kafka topics, eliminating the need to write custom connector code.
 ### IoT and Edge Messaging
 
 #### Brokers
@@ -899,7 +362,7 @@
   - **(2026)** [**mqtt.org**](https://mqtt.org) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The home of MQTT, the industry-standard lightweight publish-subscribe transport protocol designed specifically for extreme remote locations and low-bandwidth channels. It constitutes the primary communication format for edge nodes and mobile endpoints bridging into central event-streaming backbones.
 ### Kubernetes Native
 
-#### Camel K (1)
+#### Camel K
 
   - **(2023)** [Apache Camel K](https://camel.apache.org/camel-k/2.10.x) [GO CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The homepage for Apache Camel K, a lightweight integration framework optimized for Kubernetes. Built on Knative, Camel K runs integration code natively, using custom operators to automate building and scaling processes.
   - **(2021)** [thenewstack.io: Camel K Brings Apache Camel to Kubernetes for Event-Driven Architectures](https://thenewstack.io/camel-k-brings-apache-camel-to-kubernetes-for-event-driven-architectures)  [COMMUNITY-TOOL] β€” This article documents the architectural impact of Camel K, explaining how it extends Kubernetes to support enterprise integration workflows. It highlights its runtime environment and integration with Knative and serverless architectures.
@@ -907,48 +370,18 @@
 #### Kamelets
 
   - **(2021)** [developers.redhat.com: Design event-driven integrations with Kamelets and Camel K](https://developers.redhat.com/blog/2021/04/02/design-event-driven-integrations-with-kamelets-and-camel-k) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This article demonstrates how to build integration paths utilizing Kamelets (Camel Route Snippets) and Camel K. It explains how Kamelets allow developers to configure complex system integrations via standard Kubernetes Custom Resources (CRDs).
-### Message Brokers (1)
+### Message Brokers
 
-#### ActiveMQ
-
-  - **(2024)** [==Apache Artemis JMeter==](https://github.com/apache/artemis) ⭐ 1024  [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official source repository for Apache ActiveMQ Artemis. Built with Netty, this broker delivers low-latency messaging, supports AMQP, MQTT, and STOMP, and provides an efficient data distribution engine for high-density architectures.
-  - **(2023)** [Apache ActiveMQ](https://activemq.apache.org) [JAVA CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The main technical reference for Apache ActiveMQ, a classic multi-protocol message broker. It supports standard messaging protocols such as AMQP, MQTT, and OpenWire, making it a reliable choice for enterprise JMS applications.
-  - **(2023)** [ActiveMQ 5.x "classic"](https://activemq.apache.org/components/classic) [JAVA CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Reference page for the classic Apache ActiveMQ 5.x architecture. While stable and widely deployed across global enterprises, it is gradually being superseded by the non-blocking ActiveMQ Artemis engine.
-#### Clustering
-
-  - **(2021)** [developers.redhat.com: Implementing Apache ActiveMQ-style broker meshes with Apache Artemis](https://developers.redhat.com/articles/2021/06/30/implementing-apache-activemq-style-broker-meshes-apache-artemis) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A technical guide on constructing high-availability broker meshes using Apache Artemis on enterprise infrastructure. It details configuration strategies for clustering, store-and-forward replication, and dynamic queue load balancing.
-#### Comparison (1)
-
-  - **(2022)** [kubemq.io: Kafka VS KubeMQ 🌟](https://kubemq.io/kafka-vs-kubemq) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A technical comparison detailing the differences between Apache Kafka and KubeMQ. It contrasts KubeMQ's Kubernetes-native operator architecture and low-overhead design with Kafka's distributed streaming log structure.
-  - **(2022)** [kai-waehner.de: Comparison: JMS Message Queue vs. Apache Kafka](https://www.kai-waehner.de/blog/2022/05/12/comparison-jms-api-message-broker-mq-vs-apache-kafka) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A comprehensive comparison contrasting JMS message queues (like ActiveMQ or RabbitMQ) with event streaming networks (like Apache Kafka). It outlines the trade-offs between complex consumer-side routing and immutable stream logging.
-  - **(2020)** [developers.redhat.com: Choosing the right asynchronous-messaging infrastructure for the job](https://developers.redhat.com/blog/2020/07/31/choosing-the-right-asynchronous-messaging-infrastructure-for-the-job) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This Red Hat article guides architects through selecting the appropriate messaging infrastructure. It contrasts traditional message brokers (like RabbitMQ and ActiveMQ) with distributed stream processing systems (like Kafka).
 #### Docker
 
   - **(2021)** [geshan.com.np: How to use RabbitMQ and Node.js with Docker and Docker-compose](https://geshan.com.np/blog/2021/07/rabbitmq-docker-nodejs) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” A practical tutorial for orchestrating RabbitMQ alongside Node.js microservices using Docker Compose. It outlines steps to build local development environments and configure basic exchange-bound AMQP workflows.
-#### KubeMQ
-
-  - **(2024)** [==github.com/kubemq-io/kubemq-community 🌟==](https://github.com/kubemq-io/kubemq-community) ⭐ 667  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The primary community codebase for KubeMQ. It showcases a lightweight, high-throughput message broker written in Go, specifically optimized for containerized microservice routing patterns inside Kubernetes.
-  - **(2023)** [KubeMQ.io: Kubernetes Native Message Queue Broker](https://kubemq.io) [GO CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The main page for KubeMQ, an enterprise-grade message broker built container-first for Kubernetes. KubeMQ provides queuing, pub/sub, and gRPC patterns with low CPU and memory footprints.
-#### RabbitMQ
-
-  - **(2021)** [blog.rabbitmq.com: First Application With RabbitMQ Streams](https://www.rabbitmq.com/blog/2021/07/19/rabbitmq-streams-first-application) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An introduction to RabbitMQ Streams, a protocol addition designed to bring high-performance append-only log capabilities directly to traditional RabbitMQ setups, enabling message replay and high throughput.
-### Messaging
-
-#### Redis
-
-  - **(2023)** [Redis Pub/sub](https://redis.io/docs/latest/develop) [C CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Documentation for the Redis Pub/Sub subsystem. It explains the fast, fire-and-forget messaging topology, highlighting its advantages for real-time notifications alongside limitations like lack of message persistence.
-### Stream Processing (3)
+### Stream Processing (2)
 
 #### Flink
 
 ##### Kubernetes Deployment (1)
 
   - **(2021)** [**flink.apache.org: How to natively deploy Flink on Kubernetes with High-Availability (HA)**](https://flink.apache.org/2021/02/10/native-k8s-with-ha.html) [YAML CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A detailed technical guide explaining how to deploy stateful Flink jobs natively on Kubernetes with High Availability (HA). It details integration patterns using ZooKeeper or Kubernetes API endpoints to coordinate active leader election and prevent split-brain states.
-#### In-Memory Compute
-
-##### Hazelcast
-
-  - **(2021)** [devops.com: Hazelcast Simplifies Streaming for Extremely Fast Event Processing in IoT, Edge and Cloud Environments](https://devops.com/hazelcast-simplifies-streaming-for-extremely-fast-event-processing-in-iot-edge-and-cloud-environments) [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Details Hazelcast's real-time, in-memory stream processing platform optimized for extreme high-speed low-latency computations. By unifying in-memory storage capabilities with a declarative streaming engine, it represents an outstanding option for real-time fraud detection and high-frequency trading.
 #### Stateful Computations
 
 ##### Flink (1)
@@ -971,7 +404,7 @@
 #### Syndesis
 
   - **(2026)** [**Syndesis** open source integration platform](https://syndesis.io) [JAVA CONTENT]  [LEGACY] β€” Syndesis was an open-source, cloud-native low-code integration platform built natively for Kubernetes. Though currently archived, it historically facilitated rapid microservice orchestration and API visual design with prebuilt connectors. Its architectural concepts paved the way for modern cloud-native iPaaS systems.
-#### Tutorials (1)
+#### Tutorials
 
   - **(2020)** [developers.redhat.com: Low-code microservices orchestration with Syndesis](https://developers.redhat.com/blog/2020/03/25/low-code-microservices-orchestration-with-syndesis) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” This architectural guide demonstrates how to construct and orchestrate low-code microservices integrations using the Syndesis platform on OpenShift. It highlights developer productivity pathways, showcasing visual data mapping and cloud-native connector deployments that bypass traditional integration boilerplate.
 ## Microservices
@@ -1011,10 +444,10 @@
   - **(2021)** [confluent.io: Event-Driven Microservices Architecture (white paper) 🌟](https://www.confluent.io/resources/white-paper/event-driven-microservices) [ADVANCED LEVEL]  [CASE STUDY] [COMMUNITY-TOOL] β€” A comprehensive Confluent white paper establishing design principles for event-driven microservices. It highlights Apache Kafka as an immutable commit log, detailing exact execution models for Event Sourcing and Command Query Responsibility Segregation (CQRS).
 ### Inter-Service Communication
 
-#### Comparison (2)
+#### Comparison
 
   - **(2021)** [particular.net: RPC vs. Messaging – which is faster?](https://particular.net/blog/rpc-vs-messaging-which-is-faster) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This performance analysis evaluates the trade-offs of RPC-style communication patterns against broker-mediated messaging. It details the impact of synchronous blocking calls on microservice performance and explains how message queues improve reliability.
-### Kubernetes (1)
+### Kubernetes
 
 #### CloudEvents
 
@@ -1030,13 +463,6 @@
 #### Event-Driven Architecture (4)
 
   - **(2020)** [stackoverflow.blog: How event-driven architecture solves modern web app problems 🌟](https://stackoverflow.blog/2020/03/16/how-event-driven-architecture-solves-modern-web-app-problems)  [COMMUNITY-TOOL] β€” This study from StackOverflow contrasts traditional request-response architectures with asynchronous event structures. It explains how shifting to non-blocking patterns resolves high-concurrency web app bottlenecks, increasing system fault tolerance.
-## Observability
-
-### Monitoring (2)
-
-#### Kafka Ecosystem
-
-  - **(2023)** [grafana.com: Get comprehensive monitoring for your Apache Kafka ecosystem instances quickly with Grafana Cloud](https://grafana.com/blog/get-comprehensive-monitoring-for-your-apache-kafka-ecosystem-instances-quickly-with-grafana-cloud)  [COMMUNITY-TOOL] β€” A guide to implementing telemetry tracking for Apache Kafka clusters inside Grafana Cloud. Demonstrates telemetry ingestion setups for monitoring broker memory pools, throughput levels, and consumer offsets.
 ## Orchestration
 
 ### Workflow Engines
@@ -1055,36 +481,12 @@
 
 #### Apache Airflow
 
-##### Architecture (1)
-
-  - **(2020)** [towardsdatascience.com: Apache Airflow Architecture 🌟](https://towardsdatascience.com/apache-airflow-architecture-496b9cb28288) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An architectural breakdown exploring the foundational components of Airflow, including the metadata database, scheduler engine, and task executor options (Celery, Local, Kubernetes). Essential reading for understanding runtime orchestration.
-##### Container Pipelines
-
-  - **(2020)** [towardsdatascience.com: Apache Airflow for containerized data-pipelines](https://towardsdatascience.com/apache-airflow-for-containerized-data-pipelines-4d7a3c385bd) [PYTHON CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Explains how to design modern, isolated data ingestion pipelines inside Apache Airflow utilizing container environments. Isolating tasks inside dedicated containers prevents python library collisions, ensuring deterministic scheduling and robust operational execution.
-##### DAG Management
-
-  - **(2022)** [airflow.apache.org: Add Owner Links to DAG](https://airflow.apache.org/docs/apache-airflow/stable/howto/add-owner-links.html) [PYTHON CONTENT] [DOCUMENTATION] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Explains how to add dynamic owner links inside Airflow's user interface to map custom DAGs back to responsible engineering teams, monitoring channels, or contact points. This is highly useful for organizing multi-tenant team systems.
 ##### Dynamic DAGs
 
   - **(2026)** [**docs.astronomer.io: Dynamically generating DAGs in Airflow**](https://www.astronomer.io/docs/learn/dynamically-generating-dags) [PYTHON CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A deep dive on building dynamically-generated DAGs in Airflow. This blueprint showcases how to dynamically compile hundreds of different workflows from external JSON or YAML configurations, dramatically reducing redundant code in large-scale platform teams.
-##### Introduction (1)
-
-  - **(2021)** [dev.to: Get started with Apache Airflow](https://dev.to/arunkc/get-started-with-apache-airflow-1218) [PYTHON CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An introductory guide covering the fundamental architecture of Apache Airflow. It helps developers write their first Python-based Directed Acyclic Graphs (DAGs) using basic Operators, sensors, and scheduling definitions.
-##### Kubernetes Deployment (2)
-
-  - **(2026)** [==Apache Airflow official helm chart 🌟==](https://airflow.apache.org/docs/helm-chart) [YAML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official Helm chart for deploying Apache Airflow securely on Kubernetes. This package coordinates the complex interactions between scheduler, web server, worker nodes, and backend database deployments, offering extensive options for customizing pod parameters and cluster autoscaling.
-  - **(2021)** [youtube: Airflow Helm Chart : Quick Start For Beginners in 10mins](https://www.youtube.com/watch?v=GDOw8ByzMyY&ab_channel=MarcLamberti) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A beginner-friendly quickstart video highlighting how to set up the official Airflow Helm chart on a local development Kubernetes cluster in under ten minutes. The video covers basic value overrides, ingress setups, and initial worker deployment patterns.
 ##### Kubernetes Integration
 
   - **(2026)** [==airflow.apache.org: KubernetesPodOperator 🌟🌟🌟==](https://airflow.apache.org/docs/apache-airflow-providers-cncf-kubernetes/stable/operators.html) [PYTHON CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The KubernetesPodOperator allows Airflow tasks to execute dynamically inside isolated, single-use Kubernetes Pods. By isolating runtime dependencies, it lets developers execute pipeline tasks of any language or version without changing parent worker system environments.
-##### Monitoring (3)
-
-  - **(2021)** [redhat.com: Monitoring Apache Airflow using Prometheus](https://www.redhat.com/en/blog/monitoring-apache-airflow-using-prometheus) [YAML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A practical walk-through detailing the integration of Apache Airflow metrics with Prometheus and Grafana dashboards. By leveraging StatsD exporters to capture worker runs and task duration logs, platform engineers can proactively identify bottlenecks in data ingestion pipelines.
-#### Kubernetes SDKs
-
-##### Couler
-
-  - **(2023)** [**Couler**](https://github.com/couler-proj/couler) ⭐ 944  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Couler is an open-source Python SDK built to simplify programming native Kubernetes workflow engines like Argo or Tekton. It allows machine learning and data engineering teams to construct complex workflows via intuitive Python code instead of hand-writing endless YAML sheets.
 ## Software Engineering
 
 ### Backend Development
@@ -1096,5 +498,7 @@
   - **(2020)** [adambien.blog - 75th **airhacks.tv** Questions and Answers: Kafka, JAX-RS, MicroProfile, JSON-B, GSON, JWT, VSC, NetBeans, Java Fullstack](https://adambien.blog/roller/abien/entry/kafka_jax_rs_microprofile_json) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” An edition of Adam Bien's 'airhacks.tv' Q&A series focusing on modern enterprise Java backend architectures. Key engineering discussions cover reactive Kafka messaging integration using MicroProfile, JAX-RS REST endpoint implementations, and a comparison of JSON serialization libraries (JSON-B vs GSON).
 
 ---
-πŸ’‘ **Explore Related:** [Yaml](./yaml.md) | [Newsql](./newsql.md) | [NoSQL](./nosql.md)
+πŸ’‘ **Explore Related:** [Yaml](./yaml.md) | [Databases](./databases.md) | [Crunchydata](./crunchydata.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/mkdocs.md b/v2-docs/mkdocs.md
index f4d74e43..cfdf60a5 100644
--- a/v2-docs/mkdocs.md
+++ b/v2-docs/mkdocs.md
@@ -13,101 +13,9 @@
 #### Traefik
 
   - **(2026)** [docs.traefik.io](https://doc.traefik.io/traefik)  [COMMUNITY-TOOL] β€” The production documentation portal of Traefik Proxy, itself a prime real-world showcase of dynamic MkDocs engineering. Details configuration of ingress routing, TLS terminations, and middleware inside Kubernetes. In 2026, it represents a standard design pattern for deploying zero-trust edge proxies.
-## Data Engineering and Science
-
-### Scientific Documentation
-
-#### R Markdown
-
-  - **(2022)** [r-bloggers.com: How to use R Markdown (part one)](https://www.r-bloggers.com/2022/02/how-to-use-r-markdown-part-one) [R CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive practical guide on R Markdown implementation strategies. Illustrates how to merge active mathematical scripts (R, Python, SQL) with clean prose to compile beautiful reproducible reports. Essential knowledge for building data pipeline documentation platforms.
-## Documentation and Workflow
-
-### CICD Pipelines
-
-#### Pandoc Conversions
-
-  - **(2022)** [build5nines.com: GitHub Actions: Run Pandoc to convert Markdown to Word Document](https://build5nines.com/github-actions-run-pandoc-to-convert-markdown-to-word-document) [YAML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A practical CI/CD automation guide explaining how to integrate Pandoc within GitHub Actions workflows to programmatically convert Markdown documentation into Microsoft Word format. Solves friction points in corporate pipelines where business stakeholders require standard office documents built directly from Git repositories.
-#### Static Hosting
-
-  - **(2022)** [thomasthornton.cloud: Deploying MkDocs to GitHub Pages with GitHub Actions](https://thomasthornton.cloud/deploying-mkdocs-to-github-pages-with-github-actions) [YAML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A pipeline tutorial detailing GitHub Actions workflows configured to auto-compile MkDocs sources and deploy the generated static pages to GitHub Pages. It highlights secure token usage, automated branch creation, and caching mechanisms to optimize documentation build speeds.
-### Knowledge Management
-
-#### GitOps Docs
-
-  - **(2022)** [dev.to: An amazing note-taking system with Markdown and Git Series' Articles](https://dev.to/scottshipp/series/15100)  [COMMUNITY-TOOL] β€” An innovative developer series exploring the construction of a personalized knowledge-base built using Git repository version control and plain-text Markdown. Establishes the organizational structures needed to run rapid note-taking workflows with low operational overhead.
-### SaaS Portals
-
-#### GitBook
-
-  - **(2026)** [gitbook.com](https://www.gitbook.com)  [COMMUNITY-TOOL] β€” The main portal for GitBook, a cloud SaaS platform designed for high-performance team knowledge bases and collaborative API hubs. Bridges the gap between git-based developers and non-technical document writers with live bi-directional sync tools.
-### Static Site Generators
-
-#### Access Security
-
-  - **(2021)** [Access control for GitHub Pages](https://github.blog/changelog/2021-01-21-access-control-for-github-pages)  [COMMUNITY-TOOL] β€” Release details for managing fine-grained access authentication layers on top of hosted GitHub Pages sites. Solves critical compliance requirements for enterprise teams wanting to utilize cost-effective static hosting pipelines for sensitive internal technical guides.
-#### Build Troubleshooting
-
-  - **(2021)** [dev.to: How to View Build Logs for GitHub Pages](https://dev.to/github/visualize-github-pages-build-logs-1mc1)  [COMMUNITY-TOOL] [GUIDE] β€” An operations guide detailing how to inspect, analyze, and troubleshoot build logs for site deployments within GitHub Pages pipelines. Highly valuable for debugging custom Jekyll configurations, missing node dependencies, or YAML syntax errors.
-#### Case Study
-
-  - **(2026)** [websites that use MkDocs](https://www.wappalyzer.com/technologies/documentation-tools/mkdocs)  [COMMUNITY-TOOL] β€” Wappalyzer's web-telemetry tracking the enterprise-scale adoption of the MkDocs engine. It demonstrates that the 'Docs-as-Code' model has captured a massive share of internal and external API reference portals, proving that engineering teams prefer version-controlled Markdown over traditional SaaS wikis.
-#### Docsify Hosting
-
-  - **(2020)** [opensource.com: How to create a documentation site with Docsify and GitHub Pages](https://opensource.com/article/20/7/docsify-github-pages) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A tutorial explaining how to build light, dynamic document systems using Docsify on GitHub Pages. Contrasts static compilers with Docsify's model, which parses Markdown files dynamically in the browser without build compile loops, offering zero-setup developer portals.
-#### Jekyll
-
-  - **(2021)** [opensource.com: Build your website with Jekyll](https://opensource.com/article/21/9/build-website-jekyll) [RUBY CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A practical guide outlining how to design, customize, and publish responsive websites using Jekyll, the Ruby-based static site compiler. Details Liquid template structures, metadata variables, and seamless integrations with default GitHub Pages pipelines.
-#### MkDocs
-
-  - **(2026)** [MkDocs](https://www.mkdocs.org) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” The home of the MkDocs static site generator, a highly extensible Python-based system built specifically for developer documentation compiled from Markdown. It supports continuous integration workflows perfectly, rendering light, lightning-fast static assets optimized for standard search engine indexing.
-#### MkDocs Themes
-
-  - **(2026)** [Material for MkDocs](https://squidfunk.github.io/mkdocs-material) [HTML CONTENT]  [COMMUNITY-TOOL] β€” The documentation portal for Material for MkDocs, the industry-standard UI layout for engineering document sites. Highlights integrated site search, dark-mode styling, responsive navigation layouts, and rich plugin customization features. In 2026, it is the standard base for global developer portals.
-#### Static Hosting (1)
-
-  - **(2026)** [pages.github.com](https://pages.github.com)  [COMMUNITY-TOOL] β€” A static site hosting service offered directly by GitHub that takes HTML, CSS, and JavaScript files straight from a repository. The primary deployment target for documentation sites, live grounding confirms GitHub Pages remains the most integrated, reliable, and cost-effective hosting layer.
-### Writing Tools
-
-#### Diagrams as Code
-
-  - **(2022)** [github.blog: Include diagrams in your Markdown files with Mermaid](https://github.blog/developer-skills/github/include-diagrams-markdown-files-mermaid)  [COMMUNITY-TOOL] β€” Announcement of the native integration of Mermaid.js rendering directly inside GitHub repository Markdown parsers. Enables platform teams to compile architectures, flowcharts, and sequence diagrams programmatically using simple text syntax inside Git documentation files.
-#### Documentation Libraries
-
-  - **(2021)** [freecodecamp.org: Documentation Libraries to Help You Write Good Docs](https://www.freecodecamp.org/news/documentation-libraries-to-help-you-write-good-docs)  [COMMUNITY-TOOL] β€” An analytical directory detailing various open-source platforms and styling systems built specifically for drafting great software documentation. Evaluates and compares structures like Docusaurus, MkDocs, and VuePress to guide project teams.
-#### Interactive Readmes
-
-  - **(2026)** [readme.so](https://readme.so) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” An interactive, web-based visual generator allowing developers to compose clean, formatted repository README files using drag-and-drop structural elements. Streamlines onboarding and standardizes presentation layouts across open-source initiatives.
-#### Markdown Reference
-
-  - **(2019)** [opensource.com: An introduction to Markdown](https://opensource.com/article/19/9/introduction-markdown)  [LEGACY] β€” An early introduction detailing why open-source projects adopt Markdown over legacy visual editors. Emphasizes parsing efficiency, cross-platform compatibility, and the ease of managing text-based version control in git workflows.
-#### Markdown Utilities
-
-  - **(2026)** [Markdown Tables Generator](https://www.tablesgenerator.com/markdown_tables) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” An essential web utility for programmatically building, editing, and converting complex data tables into clean Markdown code block matrices. Dramatically reduces manual formatting pain points for technical writers and catalog builders globally.
-#### Metadata Badges
-
-  - **(2026)** [==github.com/Ileriayo/markdown-badges: Markdown Badges==](https://github.com/Ileriayo/markdown-badges) ⭐ 16701  [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A massive curated catalog of dynamic, consistent, and beautiful SVG shields and badges for GitHub repositories. It supports a wide array of languages, frameworks, cloud providers, and developer tools. Live grounding confirms it is standard practice for enriching project READMEs.
-#### WYSIWYG Integrations
-
-  - **(2022)** [theverge.com: Google Docs is getting more Markdown support](https://www.theverge.com/2022/3/29/23002138/google-docs-markdown-support-formatting-update)  [COMMUNITY-TOOL] β€” An industry report covering the expansion of native Markdown auto-formatting support in Google Docs. Signals the increasing migration of engineering documentation workflows into mainstream, corporate office applications, bridging the gap between developers and business analysts.
-  - **(2022)** [popsci.com: Google’s expanded Markdown feature could change how you work](https://www.popsci.com/diy/use-markdown-google)  [COMMUNITY-TOOL] β€” A practical exploration of Google's Markdown shortcut updates. Details productivity benefits for technical writers who need to seamlessly transition text-based formats between IDE files and collaborative company workspaces.
-#### Web Editors
-
-  - **(2020)** [dev.to: How we made the __markdown toolbar__](https://dev.to/devteam/how-we-made-the-markdown-toolbar-4f09) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” A deep developer retrospective explaining how the Forem engineering team built their optimized web markdown toolbar. Explores UI/UX constraints, raw JS selection insertion techniques, and accessibility-compliant inputs. Highly valuable for front-end platform architects building internal developer tools.
-## Software Development
-
-### Documentation Tools
-
-#### Markdown
-
-  - **(2026)** [==Markdown Cheat Sheet 4==](https://github.com/adam-p/markdown-here/wiki/Markdown-Cheatsheet) ⭐ 60214  [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” One of the most starred and utilized Markdown references on GitHub. Curator Insight emphasizes its extreme offline utility. Live Grounding validates its legacy status as the primary standard for formatting across modern source code platforms.
-## Software Engineering
-
-### Documentation
-
-#### Markup Languages
-
-  - **(2026)** [**guides.github.com: Markdown Cheat Sheet 2**](https://docs.github.com/en) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” The authoritative reference guide for GitHub Flavored Markdown (GFM). Essential for managing documentation structures, creating rich README files, formatting issue trackers, and building interactive templates within the developer workflow.
 
 ---
-πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md)
+πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Cloudflare](./cloudflare.md)
 
diff --git a/v2-docs/mlops.md b/v2-docs/mlops.md
index 4d5e89de..c6ce9e3c 100644
--- a/v2-docs/mlops.md
+++ b/v2-docs/mlops.md
@@ -8,121 +8,50 @@
 
 ## Table of Contents
 
-1. [AI and Machine Learning](#ai-and-machine-learning)
-  - [Bio-Computing](#bio-computing)
-    - [Protein Folding](#protein-folding)
-  - [Foundations](#foundations)
-    - [Decision Intelligence](#decision-intelligence)
-    - [Neural Networks](#neural-networks)
-  - [Open Source](#open-source)
-    - [Landscape Evaluation](#landscape-evaluation)
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [AutoML](#automl)
-  - [Low-Code](#low-code)
-    - [Code Generation](#code-generation)
-1. [CI-CD](#ci-cd)
-  - [DevOps](#devops)
 1. [CICD](#cicd)
   - [Containers](#containers)
 1. [Cloud Platforms](#cloud-platforms)
   - [AWS](#aws)
     - [SageMaker](#sagemaker)
   - [Azure](#azure)
-    - [MLflow](#mlflow)
     - [Model Serving](#model-serving)
-    - [System Design](#system-design)
   - [Flyte Managed](#flyte-managed)
-  - [Google Cloud](#google-cloud)
-    - [Data Analytics](#data-analytics)
-  - [OpenShift](#openshift)
-    - [Enterprise Platforms](#enterprise-platforms)
 1. [Data Engineering](#data-engineering)
-  - [Data Labeling](#data-labeling)
-    - [Human-In-The-Loop](#human-in-the-loop)
-  - [Data Ops](#data-ops)
-    - [CI-CD](#ci-cd-1)
-  - [Learning Roadmap](#learning-roadmap)
-    - [Machine Learning](#machine-learning)
   - [Streaming](#streaming)
     - [Kafka](#kafka)
-1. [Data Science](#data-science)
-  - [Career Guidance](#career-guidance)
-    - [Industry Trends](#industry-trends)
-  - [Cloud Notebooks](#cloud-notebooks)
-    - [Data Engineering](#data-engineering-1)
-  - [Data Frames](#data-frames)
-    - [Out-of-Core Processing](#out-of-core-processing)
-  - [Datasets](#datasets)
-    - [Medical Imaging](#medical-imaging)
-    - [Regression Analysis](#regression-analysis)
-  - [Developer Tooling](#developer-tooling)
-    - [Python Ecosystem](#python-ecosystem)
-1. [Data Version Control](#data-version-control)
-  - [Developer Tooling](#developer-tooling-1)
 1. [Deployment](#deployment)
   - [Kubernetes Orchestration](#kubernetes-orchestration)
-1. [Development Environments](#development-environments)
-  - [Containerization](#containerization)
 1. [Distributed Systems](#distributed-systems)
   - [Compute Engines](#compute-engines)
     - [Ray](#ray)
 1. [Experiment Tracking](#experiment-tracking)
   - [Visualization](#visualization)
 1. [Generative AI](#generative-ai)
-  - [Distributed Systems](#distributed-systems-1)
-    - [Case Studies](#case-studies)
   - [LLM Ops](#llm-ops)
     - [AWS](#aws-1)
-    - [Self-Assessment](#self-assessment)
-    - [System Design](#system-design-1)
-1. [Governance](#governance)
-  - [Maturity Models](#maturity-models)
+    - [System Design](#system-design)
 1. [Infrastructure](#infrastructure)
-  - [Container Runtimes](#container-runtimes)
-    - [GPU Drivers](#gpu-drivers)
-  - [GPU Monitoring](#gpu-monitoring)
-    - [Command Line Tools](#command-line-tools)
   - [GPU Orchestration](#gpu-orchestration)
     - [Kubernetes Operators](#kubernetes-operators)
-    - [Kubernetes Setup](#kubernetes-setup)
-    - [Nix Package Manager](#nix-package-manager)
-    - [Resource Allocation](#resource-allocation)
 1. [Kubernetes](#kubernetes)
   - [Architectural Patterns](#architectural-patterns)
   - [Artifact Registration](#artifact-registration)
   - [Component Engineering](#component-engineering)
   - [Deployment Guides](#deployment-guides)
   - [Kubeflow](#kubeflow)
-1. [Learning Roadmap](#learning-roadmap-1)
+1. [Learning Roadmap](#learning-roadmap)
   - [Courses](#courses)
-  - [Curated Reference](#curated-reference)
-1. [Machine Learning](#machine-learning-1)
-  - [Competitions](#competitions)
-    - [Datasets](#datasets-1)
+1. [Machine Learning](#machine-learning)
   - [Computer Vision](#computer-vision)
     - [Instance Segmentation](#instance-segmentation)
   - [Databases](#databases)
     - [In-database ML](#in-database-ml)
-  - [Distributed Training](#distributed-training)
-    - [Fault Tolerance](#fault-tolerance)
   - [Document Analysis](#document-analysis)
     - [OCR](#ocr)
-  - [Education](#education)
-    - [Study Materials](#study-materials)
-  - [Foundations](#foundations-1)
-    - [Scratch Implementations](#scratch-implementations)
   - [Information Retrieval](#information-retrieval)
     - [RAG Pipelines](#rag-pipelines)
   - [Large Language Models](#large-language-models)
     - [Fine-tuning](#fine-tuning)
-  - [MLOps](#mlops)
-    - [Model Pipelines](#model-pipelines)
-  - [Medical Imaging](#medical-imaging-1)
-    - [Computer Vision](#computer-vision-1)
-1. [Medical Imaging](#medical-imaging-2)
-  - [End-to-End Pipeline](#end-to-end-pipeline)
 1. [Model Life Cycle](#model-life-cycle)
   - [AWS](#aws-2)
   - [Enterprise Patterns](#enterprise-patterns)
@@ -136,96 +65,12 @@
   - [Microservices](#microservices)
 1. [Orchestration](#orchestration)
   - [Airflow](#airflow)
-  - [Airflow Providers](#airflow-providers)
-  - [Comparative Analysis](#comparative-analysis)
   - [Flyte](#flyte)
   - [Frameworks](#frameworks)
   - [Workflows](#workflows)
-1. [Software Engineering](#software-engineering)
-  - [DevOps](#devops-1)
-    - [AI-Assisted Workflows](#ai-assisted-workflows)
-1. [Workflow Transition](#workflow-transition)
-  - [Best Practices](#best-practices)
 1. [Workshops](#workshops)
   - [Infrastructure](#infrastructure-1)
 
-## AI and Machine Learning
-
-### Bio-Computing
-
-#### Protein Folding
-
-  - **(2022)** [elconfidencial.com: La batalla entre Google y Meta que nadie esperaba: revolucionar la biologΓ­a 🌟](https://www.elconfidencial.com/tecnologia/ciencia/2022-11-18/carrera-google-meta-revolucionar-biologia_3520865) [SPANISH CONTENT] 🌟🌟 [EMERGING] β€” A deep journalistic analysis exploring the intense scientific competition between Google's DeepMind (AlphaFold) and Meta AI (ESMFold) in protein folding. Highlights the tectonic shift of biological science into a computationally intensive machine learning domain with staggering computing architecture demands.
-### Foundations
-
-#### Decision Intelligence
-
-  - **(2020)** [**youtube: Making Friends with Machine Learning | Cassie Kozyrkov | playlist 🌟**](https://www.youtube.com/playlist?list=PLRKtJ4IpxJpDxl0NTvNYQWKCYzHNuy2xG) [NONE CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A foundational lecture series on structural decision-making and pragmatism in machine learning by Cassie Kozyrkov. Focuses on framing analytics problems, mitigating cognitive biases in model creation, and designing human-centric metrics to measure real business impact.
-#### Neural Networks
-
-  - **(2023)** [marvelousmlops.substack.com: Learn Machine Learning and Neural Networks without Frameworks](https://www.freecodecamp.org/news/learn-machine-learning-and-neural-networks-without-frameworks) [PYTHON CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A technical exploration of the math and implementation mechanics of neural networks from pure scratch, avoiding PyTorch or TensorFlow abstraction layers. Focuses on matrix operations, backpropagation algorithms, and loss optimizations to build strong foundational knowledge.
-### Open Source
-
-#### Landscape Evaluation
-
-  - **(2022)** [infoworld.com: 13 open source projects transforming AI and machine learning](https://www.infoworld.com/article/2336757/16-open-source-projects-transforming-ai-and-machine-learning.html) [NONE CONTENT] 🌟🌟🌟 [EMERGING] β€” An analytical review of thirteen disruptive open-source initiatives restructuring the artificial intelligence and machine learning paradigm. Covers emerging runtimes, foundational data lakes, model-serving layers, and high-performance training acceleration engines that dominate the landscape.
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [cd.foundation: Announcing the CD Foundation MLOps SIG](https://cd.foundation/blog/2020/02/11/announcing-the-cd-foundation-mlops-sig)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cd.foundation: Announcing the CD Foundation MLOps SIG in the Kubernetes Tools ecosystem.
-  - [ravirajag.dev: MLOps Basics - Week 10: Summary](https://www.ravirajag.dev/blog/mlops-summary)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ravirajag.dev: MLOps Basics - Week 10: Summary in the Kubernetes Tools ecosystem.
-  - [medium.com/workday-engineering: Implementing a Fully Automated Sharding' Strategy on Kubernetes for Multi-tenanted Machine Learning Applications](https://medium.com/workday-engineering/implementing-a-fully-automated-sharding-strategy-on-kubernetes-for-multi-tenanted-machine-learning-4371c48122ae)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/workday-engineering: Implementing a Fully Automated Sharding' Strategy on Kubernetes for Multi-tenanted Machine Learning Applications in the Kubernetes Tools ecosystem.
-  - [medium.com/globant: Advantages of Deploying Machine Learning models with' Kubernetes 🌟](https://medium.com/globant/advantages-of-deploying-machine-learning-models-with-kubernetes-8454cc7c565e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/globant: Advantages of Deploying Machine Learning models with' Kubernetes== 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/pythoneers: MLOps: Tool Stack Requirement in Machine Learning' Pipeline](https://medium.com/pythoneers/mlops-tool-stack-requirement-in-machine-learning-pipeline-474b39f09dfc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/pythoneers: MLOps: Tool Stack Requirement in Machine Learning' Pipeline in the Kubernetes Tools ecosystem.
-  - [medium.com/formaloo: How no-code platforms are democratizing data science' and software development 🌟](https://medium.com/formaloo/making-databases-as-easy-as-playing-with-legos-no-code-no-problem-ed41d4fde269)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/formaloo: How no-code platforms are democratizing data science' and software development 🌟 in the Kubernetes Tools ecosystem.
-  - [datarevenue.com: Airflow vs. Luigi vs. Argo vs. MLFlow vs. KubeFlow](https://www.datarevenue.com/en-blog/airflow-vs-luigi-vs-argo-vs-mlflow-vs-kubeflow)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering datarevenue.com: Airflow vs. Luigi vs. Argo vs. MLFlow vs. KubeFlow in the Kubernetes Tools ecosystem.
-  - [swirlai.substack.com: SAI #08: Request-Response Model Deployment - The MLOps' Way, Spark - Executor Memory Structure and more... 🌟](https://swirlai.substack.com/p/sai-08-request-response-model-deployment)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering swirlai.substack.com: SAI #08: Request-Response Model Deployment - The MLOps' Way, Spark - Executor Memory Structure and more... 🌟 in the Kubernetes Tools ecosystem.
-  - [openai.com: Scaling Kubernetes to 7,500 nodes 🌟](https://openai.com/research/scaling-kubernetes-to-7500-nodes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering openai.com: Scaling Kubernetes to 7,500 nodes 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/@study.uttam: Main Challenges of Machine Learning](https://medium.com/@study.uttam/main-challenges-of-machine-learning-eb06dffac3da)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@study.uttam: Main Challenges of Machine Learning in the Kubernetes Tools ecosystem.
-  - [medium.com/ai-hero: Streamlining Machine Learning Operations (MLOps) with' Kubernetes and Terraform](https://medium.com/ai-hero/streamlining-machine-learning-operations-with-kubernetes-and-terraform-41baad37998e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/ai-hero: Streamlining Machine Learning Operations (MLOps) with' Kubernetes and Terraform in the Kubernetes Tools ecosystem.
-  - [medium.com/@karanshingde: Machine Learning in Productionβ€”β€ŠYour Comprehensive' 101 Practical Guide](https://medium.com/@karanshingde/machine-learning-in-production-your-comprehensive-101-practical-guide-c7de0b5ad011)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@karanshingde: Machine Learning in Productionβ€”β€ŠYour Comprehensive' 101 Practical Guide in the Kubernetes Tools ecosystem.
-  - [marvelousmlops.substack.com: CI/CD for MLOps on GitLab (part 1)](https://marvelousmlops.substack.com/p/cicd-for-mlops-on-gitlab-part-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering marvelousmlops.substack.com: CI/CD for MLOps on GitLab (part 1) in the Kubernetes Tools ecosystem.
-  - [medium.com/aiguys: MLOps: Serving AI apps to million users](https://medium.com/aiguys/mlops-serving-ai-to-million-users-c77ed718b7ed)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/aiguys: MLOps: Serving AI apps to million users in the Kubernetes Tools ecosystem.
-  - [marvelousmlops.substack.com: How to sell MLOps in large Organizations](https://marvelousmlops.substack.com/p/how-to-sell-mlops-in-large-organizations)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering marvelousmlops.substack.com: How to sell MLOps in large Organizations in the Kubernetes Tools ecosystem.
-  - [marvelousmlops.substack.com: MLOps roadmap 2024](https://marvelousmlops.substack.com/p/mlops-roadmap-2024)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering marvelousmlops.substack.com: MLOps roadmap 2024 in the Kubernetes Tools ecosystem.
-  - [marvelousmlops.substack.com: Technical roles in Data Science: Who is doing' what?](https://marvelousmlops.substack.com/p/technical-roles-in-data-science-who)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering marvelousmlops.substack.com: Technical roles in Data Science: Who is doing' what? in the Kubernetes Tools ecosystem.
-  - [marvelousmlops.substack.com: Traceability & Reproducibility](https://marvelousmlops.substack.com/p/traceability-and-reproducibility)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering marvelousmlops.substack.com: Traceability & Reproducibility in the Kubernetes Tools ecosystem.
-  - [seattledataguy.substack.com: Data Engineering Vs Machine Learning Pipelines](https://seattledataguy.substack.com/p/data-engineering-vs-machine-learning)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==seattledataguy.substack.com: Data Engineering Vs Machine Learning Pipelines== in the Kubernetes Tools ecosystem.
-  - [medium.com/@samiullah6799: Different Roles in MLOps](https://medium.com/@samiullah6799/different-roles-in-mlops-0918de5321a4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@samiullah6799: Different Roles in MLOps== in the Kubernetes Tools ecosystem.
-  - [marvelousmlops.substack.com: Sharpen your cookiecutter: speed up repo creation' with workflows](https://marvelousmlops.substack.com/p/sharpen-your-cookiecutter-speed-up)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering marvelousmlops.substack.com: Sharpen your cookiecutter: speed up repo creation' with workflows in the Kubernetes Tools ecosystem.
-  - [decodingml.substack.com: How to ensure your models are fail-safe in production?](https://decodingml.substack.com/p/how-to-ensure-your-models-are-fail)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering decodingml.substack.com: How to ensure your models are fail-safe in production? in the Kubernetes Tools ecosystem.
-  - [medium.com/@kevin30101999: Machine Learning Pipeline using Argo workflow' 🌟](https://medium.com/@kevin30101999/machine-learning-pipeline-using-argo-workflow-be91feb07c41)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@kevin30101999: Machine Learning Pipeline using Argo workflow' 🌟 in the Kubernetes Tools ecosystem.
-  - [Marvelous MLOps Substack](https://marvelousmlops.substack.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Marvelous MLOps Substack in the Kubernetes Tools ecosystem.
-  - [decodingml.substack.com: Decoding ML Newsletter](https://decodingml.substack.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering decodingml.substack.com: Decoding ML Newsletter in the Kubernetes Tools ecosystem.
-  - [medium.com/mlearning-ai: The Best Object Detection Libraries That I Work' With](https://medium.com/mlearning-ai/the-best-object-detection-libraries-that-i-work-with-835428a1e01e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/mlearning-ai: The Best Object Detection Libraries That I Work' With in the Kubernetes Tools ecosystem.
-  - [blog.devgenius.io: Kubeflow Cloud Deployment (AWS)](https://blog.devgenius.io/kubeflow-cloud-deployment-aws-46f739ccbb32)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Kubeflow Cloud Deployment (AWS) in the Kubernetes Tools ecosystem.
-  - [joseprsm.medium.com: How to build Machine Learning models that train themselves](https://joseprsm.medium.com/how-to-build-machine-learning-models-that-train-themselves-bbc87499ca5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering joseprsm.medium.com: How to build Machine Learning models that train themselves in the Kubernetes Tools ecosystem.
-  - [medium.com/dkatalis: Creating a Mutating Webhook for Great Good! Or: how' to automatically provision Pods on a specific node pool](https://medium.com/dkatalis/creating-a-mutating-webhook-for-great-good-b21acb941207)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/dkatalis: Creating a Mutating Webhook for Great Good! Or: how' to automatically provision Pods on a specific node pool in the Kubernetes Tools ecosystem.
-  - [stackoverflow.com: How is Flyte tailored to "Data and Machine Learning"?](https://stackoverflow.com/questions/72657318/how-is-flyte-tailored-to-data-and-machine-learning)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stackoverflow.com: How is Flyte tailored to "Data and Machine Learning"? in the Kubernetes Tools ecosystem.
-  - [medium.com/@timleonardDS: Who Let the DAGs out? Register an External DAG' with Flyte (Chapter 3)](https://medium.com/@timleonardDS/who-lets-the-dags-out-register-an-external-dag-with-flyte-chapter-3-bad0ea781119)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@timleonardDS: Who Let the DAGs out? Register an External DAG' with Flyte (Chapter 3) in the Kubernetes Tools ecosystem.
-  - [blog.devops.dev: Mastering Machine Learning at Scale with Azure Machine' Learning](https://blog.devops.dev/mastering-machine-learning-at-scale-with-azure-machine-learning-dfaa4bf4353c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: Mastering Machine Learning at Scale with Azure Machine' Learning in the Kubernetes Tools ecosystem.
-  - [marvelousmlops.substack.com: Model serving architectures on Databricks](https://marvelousmlops.substack.com/p/model-serving-architectures-on-databricks)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering marvelousmlops.substack.com: Model serving architectures on Databricks in the Kubernetes Tools ecosystem.
-  - [medium.com/sync-computing: Top 9 Lessons Learned about Databricks Jobs Serverless](https://medium.com/sync-computing/top-9-lessons-learned-about-databricks-jobs-serverless-41a43e99ded5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/sync-computing: Top 9 Lessons Learned about Databricks Jobs Serverless in the Kubernetes Tools ecosystem.
-  - [medium.com/bakdata: Scalable Machine Learning with Kafka Streams and KServe](https://medium.com/bakdata/scalable-machine-learning-with-kafka-streams-and-kserve-85308858d867)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/bakdata: Scalable Machine Learning with Kafka Streams and KServe in the Kubernetes Tools ecosystem.
-  - [medium.com/@bchenjh: Distributed full fine-tuning of Llama2 on Kubernetes](https://medium.com/@bchenjh/full-fine-tuning-of-llama2-on-kubernetes-a983e1eb2259)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@bchenjh: Distributed full fine-tuning of Llama2 on Kubernetes in the Kubernetes Tools ecosystem.
-  - [learn.iterative.ai: Iterative Tools for Data Scientists & Analysts](https://learn.iterative.ai)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering learn.iterative.ai: Iterative Tools for Data Scientists & Analysts in the Kubernetes Tools ecosystem.
-  - [blog.devgenius.io: Training model with Jenkins using docker: MLOPS](https://blog.devgenius.io/training-model-with-jenkins-using-docker-mlops-b18579ddb677)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Training model with Jenkins using docker: MLOPS in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Attach a Visual Debugger to ML-training Jobs on Kubernetes](https://betterprogramming.pub/attach-a-visual-debugger-to-ml-training-jobs-on-kubernetes-eb9678389f1f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Attach a Visual Debugger to ML-training Jobs on Kubernetes in the Kubernetes Tools ecosystem.
-## AutoML
-
-### Low-Code
-
-#### Code Generation
-
-  - **(2021)** [towardsdatascience.com: Automatically Generate Machine Learning Code with Just a Few Clicks](https://towardsdatascience.com/automatically-generate-machine-learning-code-with-just-a-few-clicks-7901b2334f97) [PYTHON CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Explores early AutoML and automated code-generation tools designed to accelerate the model-building lifecycle. Evaluates the architectural benefits of removing manual scaffolding from pipeline creation, while stressing the long-term necessity of custom code refactoring for performance-critical production systems.
-## CI-CD
-
-### DevOps
-
-  - **(2021)** [analyticsindiamag.com: Top tools for enabling CI/CD in ML pipelines](https://analyticsindiamag.com/top-tools-for-enabling-ci-cd-in-ml-pipelines) [NONE CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Evaluates prominent orchestration and CI/CD tools targeted at ML pipelines, comparing systems like Jenkins, GitHub Actions, and specialized MLOps runners. Discusses the fundamental differences between traditional software compilation and ML pipelines that require data versioning and model validation.
 ## CICD
 
 ### Containers
@@ -241,97 +86,25 @@
   - **(2022)** [**aws.amazon.com: Promote pipelines in a multi-environment setup using Amazon SageMaker Model Registry, HashiCorp Terraform, GitHub, and Jenkins CI/CD**](https://aws.amazon.com/blogs/machine-learning/promote-pipelines-in-a-multi-environment-setup-using-amazon-sagemaker-model-registry-hashicorp-terraform-github-and-jenkins-ci-cd) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An advanced infrastructure-as-code deployment blueprint for multi-environment (Dev, Stage, Prod) MLOps promotion. Orchestrates SageMaker Model Registry with HashiCorp Terraform, GitHub Actions, and Jenkins, demonstrating an enterprise-grade, highly-secured CI/CD model delivery loop.
 ### Azure
 
-#### MLflow
-
-  - **(2022)** [**docs.microsoft.com: MLflow and Azure Machine Learning**](https://learn.microsoft.com/en-us/azure/machine-learning/concept-mlflow?view=azureml-api-2) [PYTHON CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” Detailed technical guide illustrating the native integration between MLflow APIs and Azure Machine Learning workspaces. Explains how developers can track local experiments directly to Azure ML cloud runs and publish models to Azure managed registries without rewriting legacy MLflow scripts.
 #### Model Serving
 
   - **(2022)** [bea.stollnitz.com: Creating batch endpoints in Azure ML](https://bea.stollnitz.com/blog/aml-batch-endpoint) [PYTHON CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Demystifies Azure ML batch endpoint configurations, highlighting the differences between batch and low-latency real-time managed endpoints. Covers execution environments, partition configurations, storage connections, and scaling parameters needed to serve heavy computational batch datasets efficiently.
   - **(2021)** [youtube: Deploy Convolutional Neural Network (CNN) on Azure with Python | Deep Learning Deployment | MLOPS](https://www.youtube.com/watch?v=6sqGxVI3X1w) [PYTHON CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A practical video tutorial showing step-by-step preparation, containerization, and hosting of a Convolutional Neural Network (CNN) on Azure container endpoints. Demonstrates writing score scripts, declaring environment dependencies, and triggering predictions via REST APIs.
-#### System Design
-
-  - **(2023)** [**learn.microsoft.com: Azure Well-Architected Framework perspective on Azure Machine Learning**](https://learn.microsoft.com/en-us/azure/well-architected/service-guides/azure-machine-learning) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Detailed architecture guidance map aligned to Azure's Well-Architected Framework, focused on Azure Machine Learning. Evaluates cost optimization, operational excellence, reliability, security architectures, and resource management models crucial for enterprise system compliance.
 ### Flyte Managed
 
   - **(2024)** [**Union Cloud**](https://www.union.ai) [NONE CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A managed enterprise platform powered by Flyte, designed to orchestrate complex machine learning and data engineering workloads. It delivers serverless operational abstraction, dynamic scaling, robust isolation structures, and unified lineage tracing across multi-cloud environments.
-### Google Cloud
-
-#### Data Analytics
-
-  - **(2021)** [cloud.google.com: How to use a machine learning model from a Google Sheet using BigQuery ML](https://cloud.google.com/blog/topics/developers-practitioners/how-use-machine-learning-model-google-sheet-using-bigquery-ml) [SQL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Explains how to integrate BigQuery ML model inferences directly within Google Sheets using connected sheets and SQL. This bridging pattern democratizes access to complex analytical models for non-technical stakeholders. Eliminates standard ETL overhead by pushing computation directly into Google's scalable data warehouse infrastructure.
-### OpenShift
-
-#### Enterprise Platforms
-
-  - **(2021)** [**redhat.com: Introducing Red Hat OpenShift Data Science**](https://www.redhat.com/en/blog/introducing-red-hat-openshift-data-science) [NONE CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Technical introduction of Red Hat OpenShift Data Science (RHODS), a managed hybrid-cloud service leveraging OpenShift Kubernetes. Details out-of-the-box configurations for JupyterHub, PyTorch, TensorFlow, and partner tools like Starburst or Anaconda to simplify operational enterprise scaling.
 ## Data Engineering
 
-### Data Labeling
-
-#### Human-In-The-Loop
-
-  - **(2023)** [==rubrix==](https://github.com/argilla-io/argilla) ⭐ 5002  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Formerly Rubrix, Argilla is a premier open-source data curation platform designed for AI and LLM workflows. Enables continuous human-in-the-loop (HITL) fine-tuning cycles. It seamlessly integrates with Hugging Face, SpaCy, and LangChain, optimizing training data quality through iterative annotation, validation, and curation mechanisms.
-### Data Ops
-
-#### CI-CD (1)
-
-  - **(2022)** [semaphoreci.com: Why Do We Need DevOps for ML Data?](https://semaphore.io/blog/devops-ml-data) [NONE CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Argues for the rigorous application of DevOps fundamentals to machine learning training data. Discusses concepts such as immutable data pipelines, data-drift unit testing, semantic versioning of large binary stores, and continuous integration validation applied specifically to high-volume datasets.
-### Learning Roadmap
-
-#### Machine Learning
-
-  - **(2023)** [github: A very Long never ending Learning around Data Engineering & Machine' Learning](https://github.com/abhishek-ch/around-dataengineering) [PYTHON CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A comprehensive curated repository documenting data engineering pipelines, distributed computing principles, and machine learning foundations. It aggregates core concepts of large-scale data systems, covering ingest-to-model-delivery workflows. Essential for developers transitioning from traditional software engineering to data-intensive systems.
 ### Streaming
 
 #### Kafka
 
   - **(2021)** [towardsdatascience.com: Schemafull streaming data processing in ML pipelines](https://towardsdatascience.com/using-kafka-with-avro-in-python-da85b3e0f966) [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Technical analysis of schema-driven streaming pipelines using Apache Kafka and Apache Avro in Python. Demonstrates how strict schema enforcement prevents downstream ML model ingestion errors. Crucial for designing real-time feature stores and maintaining strong structural contracts across distributed data microservices.
-## Data Science
-
-### Career Guidance
-
-#### Industry Trends
-
-  - **(2021)** [analyticsindiamag.com: Is coding necessary to work as a data scientist?](https://analyticsindiamag.com/is-coding-necessary-to-work-as-a-data-scientist) [NONE CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Analyzes the tension between low-code/no-code ML frameworks and custom code solutions. Synthesizes why advanced programming remains essential for architectural optimization, pipeline reliability, custom deployment debugging, and deep system engineering.
-### Cloud Notebooks
-
-#### Data Engineering (1)
-
-  - **(2022)** [freecodecamp.org: How to Download a Kaggle Dataset Directly to a Google Colab Notebook](https://www.freecodecamp.org/news/how-to-download-kaggle-dataset-to-google-colab) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” A practical walk-through detailing how to pull datasets from Kaggle directly into Google Colab instances via the command line. This method bypasses local download bottlenecks, optimizing workspace staging workflows.
-### Data Frames
-
-#### Out-of-Core Processing
-
-  - **(2023)** [**vaex.io**](https://vaex.io) [PYTHON CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A highly efficient out-of-core DataFrame library designed to analyze, visualize, and map massive tabular datasets containing billions of rows. By using memory mapping and zero-copy concepts, it executes complex computations without exhausting local RAM.
-### Datasets
-
-#### Medical Imaging
-
-  - **(2024)** [isic-archive.com](https://www.isic-archive.com) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The International Skin Imaging Collaboration (ISIC) hosts the world's largest open clinical image archive for dermatological AI research. This platform is a critical resource for clinical validation, transfer learning, and training diagnostic computer vision architectures.
-#### Regression Analysis
-
-  - **(2023)** [kaggle.com: Sports Car Prices dataset](https://www.kaggle.com/datasets/rkiattisak/sports-car-prices-dataset) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” A multivariate tabular dataset cataloging sports car configurations alongside retail pricing. Ideal for baseline testing of regression models, feature encoding exercises, and setting up clean tabular learning pipelines.
-### Developer Tooling
-
-#### Python Ecosystem
-
-  - **(2023)** [thenewstack.io: 7 Must-Have Python Tools for ML Devs and Data Scientists 🌟](https://thenewstack.io/7-must-have-python-tools-for-ml-devs-and-data-scientists) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” A technical article highlighting the top Python tools and libraries that modern data scientists use to build and optimize their models. It evaluates features across libraries focused on performance, profiling, testing, and memory usage.
-## Data Version Control
-
-### Developer Tooling (1)
-
-  - **(2024)** [**DVC**](https://marketplace.visualstudio.com/items?itemName=Iterative.dvc) [TYPESCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The VS Code extension for Data Version Control (DVC) enables developers to view experiments, visual graphs, and dataset versions natively from their editor. By simplifying visual pipelines, it streamlines collaborative feature engineering and reproducible experimentation.
-  - **(2023)** [docs.microsoft.com: Machine Learning Experimentation in VS Code with DVC Extension](https://learn.microsoft.com/en-us/shows/vs-code-livestreams/machine-learning-experimentation-in-vs-code-with-dvc-extension) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” A video walk-through and documentation highlighting DVC-based model experimentation processes in VS Code. Shows how database tracking and Git-based data configuration workflows are visualised, resolving typical data-drift tracking issues.
 ## Deployment
 
 ### Kubernetes Orchestration
 
   - **(2022)** [bodywork-ml/bodywork-core: Bodywork](https://github.com/bodywork-ml/bodywork-core) ⭐ 436  [PYTHON CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Bodywork acts as a pipeline orchestrator and deployment tool focused on shipping machine learning systems directly into Kubernetes. While currently seeing low developer activity, it remains a valuable conceptual blueprint for running serverless, stateful, and batch-oriented ML pipelines.
-## Development Environments
-
-### Containerization
-
-  - **(2023)** [tensorchord/envd: Reproducible development environment for AI/ML 🌟](https://github.com/tensorchord/envd) ⭐ 2209  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An innovative local development environment generator for ML engineering. Envd translates Python declarations into isolated container definitions, ensuring high reproducibility for CUDA packages, pip dependency trees, and IDE plugins without writing complex Dockerfiles.
 ## Distributed Systems
 
 ### Compute Engines
@@ -346,53 +119,21 @@
   - **(2024)** [**github.com/aimhubio/aim**](https://github.com/aimhubio/aim) ⭐ 6154  [PYTHON CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Aim is an open-source, highly responsive experiment tracking and visualization dashboard for machine learning. It provides a robust query language and a user-friendly UI to compare thousands of metrics, hyperparameters, and logs across deep learning runs.
 ## Generative AI
 
-### Distributed Systems (1)
-
-#### Case Studies
-
-  - **(2023)** [**youtube.com: Optimizing LLM Training with Airbnb's Next-Gen ML Platform**](https://www.youtube.com/watch?v=-sZvzW40NrM&ab_channel=Anyscale) [NONE CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Technical presentation on scaling Large Language Model (LLM) fine-tuning pipelines using Airbnb's state-of-the-art ML platform. Deep dives into high-performance distributed training clusters, dynamic resource balancing, and optimizations implemented to overcome GPU memory scaling bottlenecks.
 ### LLM Ops
 
 #### AWS (1)
 
   - **(2023)** [**towardsdatascience.com: Deploying LLM Apps to AWS, the Open-Source Self-Service Way**](https://towardsdatascience.com/deploying-llm-apps-to-aws-the-open-source-self-service-way-c54b8667d829) [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Presents a self-service architectural framework for deploying LLM microservices to AWS with open-source infrastructure-as-code tools. Outlines the provisioning of specialized GPU-backed instances, serverless scaling mechanics, and custom embedding cache deployments to balance performance with operating costs.
-#### Self-Assessment
-
-  - **(2023)** [aiml.com: Large Language Models Quiz (Medium)](https://aiml.com/quizzes/deep-learning-large-language-models-quiz-medium) [NONE CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A structured self-assessment covering core concepts of Transformer architectures, attention layers, tokenization mechanisms, and transfer learning fundamentals. Designed to benchmark engineering comprehension of large language model internal mechanics.
-#### System Design (1)
+#### System Design
 
   - **(2023)** [==huyenchip.com: Building LLM applications for production==](https://huyenchip.com/2023/04/11/llm-engineering.html) [NONE CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A seminal, highly-cited framework for deploying Large Language Model applications in production environments. Addresses technical hurdles such as context window management, prompting reliability, latency optimization, cost-efficiency trade-offs, and structural output sanitization. Essential reading for modern generative AI architects.
-## Governance
-
-### Maturity Models
-
-  - **(2022)** [**learn.microsoft.com: Machine Learning operations maturity model 🌟**](https://learn.microsoft.com/en-us/azure/architecture/ai-ml/guide/mlops-maturity-model) [NONE CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Detail-rich architectural framework defining the five levels of MLOps organizational maturity. Translates nebulous operational tasks into concrete capabilities encompassing model versioning, automated deployments, feature stores, drift alerts, and cross-functional continuous feedback loops.
 ## Infrastructure
 
-### Container Runtimes
-
-#### GPU Drivers
-
-  - **(2024)** [Nix](https://nix.dev/manual/nix/2.28) [GO CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” This reference analysis investigates how nvidia-docker mounts and exposes host driver layers to application runtimes. By diving directly into the underlying Go implementation, it uncovers runtime volume mounting patterns that official NVIDIA documentation often obscures.
-### GPU Monitoring
-
-#### Command Line Tools
-
-  - **(2024)** [**github.com/XuehaiPan/nvitop 🌟**](https://github.com/XuehaiPan/nvitop) ⭐ 6957  [PYTHON CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An interactive, terminal-based GPU monitoring tool that acts as a modern replacement for nvidia-smi. It provides real-time tracking of GPU resource consumption, memory configurations, process owners, and historical usage diagrams directly in the shell.
 ### GPU Orchestration
 
 #### Kubernetes Operators
 
   - **(2024)** [==catalog.ngc.nvidia.com: NVIDIA GPU Operator - Helm chart 🌟🌟🌟==](https://catalog.ngc.nvidia.com/orgs/nvidia/helm-charts/gpu-operator) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official NVIDIA GPU Operator Helm Chart coordinates all physical driver configurations, container engine runtimes, device plugins, and monitoring layers on Kubernetes. This is the industry-standard approach to automated provisioning of GPU compute capabilities across massive cloud and on-premise clusters.
-#### Kubernetes Setup
-
-  - **(2023)** [jimangel.io: A Practical Guide to Running NVIDIA GPUs on Kubernetes](https://www.jimangel.io/posts/nvidia-rtx-gpu-kubernetes-setup) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A hands-on, practical engineering guide details running native NVIDIA RTX graphics units within a custom-built Kubernetes cluster. It walks through low-level container runtime configurations, containerd settings, and the validation steps required for robust resource scheduling.
-#### Nix Package Manager
-
-  - **(2023)** [canvatechblog.com: Supporting GPU-accelerated Machine Learning with Kubernetes and Nix](https://www.canva.dev/blog/engineering/supporting-gpu-accelerated-machine-learning-with-kubernetes-and-nix) [NIX CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An in-depth engineering review from Canva detailing their architectural transition to using Nix for managing complex, GPU-accelerated machine learning workloads inside Kubernetes. It addresses the limits of typical container images by relying on Nix to guarantee deterministic and highly reproducible C-library and CUDA dependencies.
-#### Resource Allocation
-
-  - **(2024)** [huggingface.co: Implementing Fractional GPUs in Kubernetes with Aliyun Scheduler](https://huggingface.co/blog/NileshInfer/implementing-fractional-gpus-in-kubernetes) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep dive into fractional GPU scheduling policies on Kubernetes using the open-source Aliyun Scheduler. It showcases strategies for maximizing resource utility and lowering infrastructure bills by sharing single physical hardware resources across smaller model-serving pods.
 ## Kubernetes
 
 ### Architectural Patterns
@@ -409,22 +150,15 @@
   - **(2023)** [dev.to/pavanbelagatti: Deploy Any AI/ML Application On Kubernetes: A Step-by-Step Guide!](https://dev.to/pavanbelagatti/deploy-any-aiml-application-on-kubernetes-a-step-by-step-guide-2i37) [YAML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Hands-on guide showing how to package, deploy, and scale diverse machine learning applications using Kubernetes manifests. Focuses on establishing proper ingress routing, service definitions, CPU/GPU resource constraints, and continuous monitoring sidecars within a native cluster environment.
 ### Kubeflow
 
+  - **(2026)** [==kubeflow==](https://www.kubeflow.org) [GO CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kubeflow is the leading cloud-native open-source MLOps suite designed to construct, deploy, and run modular machine learning workflows on Kubernetes clusters. Provides a comprehensive platform for managing Jupyter notebooks, workflow pipelines, and highly optimized inference deployments.
   - **(2021)** [infracloud.io: Machine Learning Orchestration on Kubernetes using Kubeflow](https://www.infracloud.io/blogs/machine-learning-orchestration-kubernetes-kubeflow) [NONE CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Explores the practical orchestration of complex ML workflows using Kubeflow pipelines on Kubernetes. Outlines the underlying architecture, components (e.g., pipelines, notebook servers, metadata), and strategic advantages over non-containerized distributed ML setups.
-## Learning Roadmap (1)
+## Learning Roadmap
 
 ### Courses
 
   - **(2023)** [**freecodecamp.org: MLOps Course – Learn to Build Machine Learning Production Grade Projects**](https://www.freecodecamp.org/news/mlops-course-learn-to-build-machine-learning-production-grade-projects) [PYTHON CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A complete, production-grade syllabus designed to guide engineers through model training, automated deployment strategies, CI/CD, and system monitoring. Emphasizes building production-ready architectures with clear structural boundaries rather than pure algorithmic modeling.
-### Curated Reference
+## Machine Learning
 
-  - **(2024)** [==roadmap.sh: MLOps roadmap==](https://roadmap.sh/r?id=65a112f2b8633950ffcf38b6) [NONE CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An interactive, structured roadmap detailing the precise skills, methodologies, and technologies required to master modern MLOps. Covers foundational software engineering, distributed system design, data pipelines, model orchestration, and telemetry architectures.
-## Machine Learning (1)
-
-### Competitions
-
-#### Datasets (1)
-
-  - **(2024)** [==Kaggle Competitions==](https://www.kaggle.com/competitions) [NONE CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [EMERGING] β€” Kaggle stands as the premier community catalog and competition hub for data science. It enables engineers to extract real-world datasets, benchmark their model configurations, and leverage managed GPU runtimes for experimental validation.
 ### Computer Vision
 
 #### Instance Segmentation
@@ -435,26 +169,11 @@
 #### In-database ML
 
   - **(2024)** [**postgresml/postgresml 🌟**](https://github.com/postgresml/postgresml) ⭐ 6800  [RUST CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An extension that integrates machine learning directly inside PostgreSQL, written in Rust. It enables developers to train and run real-time inference using classic models or LLMs natively through SQL, entirely bypassing external ETL and API pipeline latency.
-### Distributed Training
-
-#### Fault Tolerance
-
-  - **(2024)** [github.com/SymbioticLab/Oobleck: Oobleck - Resilient Distributed Training' Framework](https://github.com/SymbioticLab/Oobleck) ⭐ 100  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” An open-source distributed training framework designed with native fault-tolerant characteristics. It mitigates expensive spot-instance preemption delays by dynamically and rapidly reorganizing parallel communication pipelines on-the-fly.
 ### Document Analysis
 
 #### OCR
 
   - **(2024)** [==github.com/VikParuchuri/surya==](https://github.com/datalab-to/surya) ⭐ 20801  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” Surya provides multi-lingual document OCR and accurate layout analysis powered by deep learning. It delivers high-fidelity reading and structuring of dense scientific papers, tables, and financial layouts, serving as a lighter, open substitute for legacy systems.
-### Education
-
-#### Study Materials
-
-  - **(2023)** [**dair-ai/ML-Course-Notes: ML Course Notes 🌟**](https://github.com/dair-ai/ML-Course-Notes) ⭐ 6568  [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A comprehensive collection of study notes, mathematical backgrounds, and algorithmic outlines covering modern machine learning. It is an exceptional resource for developers transitioning to production AI, offering clear reviews of model structures and deep learning theory.
-### Foundations (1)
-
-#### Scratch Implementations
-
-  - **(2021)** [dafriedman97.github.io: Machine Learning from Scratch](https://dafriedman97.github.io/mlbook/content/introduction.html) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” An interactive digital textbook covering foundational machine learning algorithms implemented entirely from scratch in Python. Ideal for engineers seeking underlying model math.
 ### Information Retrieval
 
 #### RAG Pipelines
@@ -465,21 +184,6 @@
 #### Fine-tuning
 
   - **(2023)** [==github.com/meta-llama/llama-recipes==](https://github.com/meta-llama/llama-cookbook) ⭐ 18353  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Meta's core repository for scaling LLM deployments. It offers highly robust templates for PEFT (Parameter-Efficient Fine-Tuning) such as LoRA, model quantization, and optimization strategies that enable low-latency inference setups inside microservices frameworks.
-### MLOps
-
-#### Model Pipelines
-
-  - **(2021)** [cortex.dev: How to build a pipeline to retrain and deploy models](https://www.cortex.dev/post/how-to-build-a-pipeline-to-retrain-and-deploy-models) [NONE CONTENT] [ADVANCED LEVEL]  [LEGACY] β€” Outlines pipeline architectures to automate ML model retraining and deployment. Since the underlying Cortex project has been archived, it is preserved here primarily for historical MLOps framework reference.
-### Medical Imaging (1)
-
-#### Computer Vision (1)
-
-  - **(2022)** [fepegar/vesseg](https://github.com/fepegar/vesseg) ⭐ 44  [PYTHON CONTENT] 🌟 [COMMUNITY-TOOL] β€” A specialized neural segmentation repository targeting retinal vessel identification on ocular datasets. Built with PyTorch, it provides ready-to-run inference architectures, custom dataset preprocessors, and benchmarking tests tailored for ocular imaging.
-## Medical Imaging (2)
-
-### End-to-End Pipeline
-
-  - **(2023)** [github.com/10tanmay100: MEDICAL-DATA-PROJECT-END2END-WITH-FEW-MLOPS](https://github.com/10tanmay100/MEDICAL-DATA-PROJECT-END2END-WITH-FEW-MLOPS) ⭐ 3  [PYTHON CONTENT] 🌟 [COMMUNITY-TOOL] β€” A template project exploring end-to-end MLOps strategies for medical imaging classifications. Built to serve as a baseline architectural guide, it shows how to parse medical image sets, structure training scripts, and deploy models as queryable endpoints.
 ## Model Life Cycle
 
 ### AWS (2)
@@ -514,15 +218,8 @@
 ### Airflow
 
   - **(2021)** [towardsdatascience.com: Build Machine Learning Pipelines with Airflow and Mlflow: Reservation Cancellation Forecasting](https://towardsdatascience.com/build-machine-learning-pipelines-with-airflow-and-mlflow-reservation-cancellation-forecasting-da675d409842) [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Describes the convergence of Apache Airflow DAG orchestration with MLflow execution and model-tracking servers. Uses a concrete business use case (reservation forecasting) to illustrate scheduled dataset ingestion, remote training validation, and model artifact logging.
-### Airflow Providers
-
-  - **(2023)** [pypi.org/project/airflow-provider-mlflow](https://pypi.org/project/airflow-provider-mlflow) [PYTHON CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An official PyPI integration package bridging Apache Airflow workflows and MLflow experiment runs. Provides customized operators and hooks to dynamically log metrics, register models, and fetch operational parameters inside enterprise scheduled orchestration DAGs.
-### Comparative Analysis
-
-  - **(2023)** [**union.ai: Production-Grade ML Pipelines: Flyteβ„’ vs. Kubeflow**](https://www.union.ai/blog-post/production-grade-ml-pipelines-flyte-vs-kubeflow) [NONE CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A direct, architecture-focused comparison between Flyte and Kubeflow for building enterprise-grade pipelines. Evaluates core architectural differences, trade-offs in structural state management, ease of local development, compile-time type validation, and deployment complexity on Kubernetes.
 ### Flyte
 
-  - **(2022)** [mlops.community: MLOps with Flyte: The Convergence of Workflows Between Machine Learning and Engineering](https://mlops.community/blog/mlops-with-flyte-the-convergence-of-workflows-between-machine-learning-and-engineering) [NONE CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Deeply discusses how Flyte unifies software engineering workflows with rigorous data science experiments. Emphasizes strict typing, local mock testing, deterministic execution environments, and dynamic workflow generation as essential mechanisms for building resilient production-level AI systems.
   - **(2022)** [mlops.community: MLOps Simplified: orchestrating ML pipelines with infrastructure abstraction. Enabled by Flyte](https://mlops.community/blog/flyte-mlops-simplified) [NONE CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Highlights Flyte's capability to isolate infrastructure concerns from data science domains via clean abstract interfaces. Discusses how Flyte's structural containerized execution guarantees clean, versioned deployments without requiring data scientists to directly configure complex Kubernetes parameters.
 ### Frameworks
 
@@ -530,19 +227,6 @@
 ### Workflows
 
   - **(2024)** [==github.com/Netflix/metaflow 🌟==](https://github.com/Netflix/metaflow) ⭐ 10128  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Metaflow is Netflix's human-centric framework designed for building and managing production-grade data science pipelines. It seamlessly integrates local development with enterprise-scale cloud infrastructures, handling data caching, model versioning, and compute scaling automatically.
-## Software Engineering
-
-### DevOps (1)
-
-#### AI-Assisted Workflows
-
-  - **(2023)** [about.gitlab.com: How is AI/ML changing DevOps?](https://about.gitlab.com/blog/how-is-ai-ml-changing-devops) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Investigates the evolving integration of AI and Machine Learning inside DevSecOps pipelines. Discusses automated code suggestion mechanisms, ML-driven vulnerability remediation, and predictive diagnostic models, outlining the performance gains and code-security shifts this creates inside delivery loops.
-## Workflow Transition
-
-### Best Practices
-
-  - **(2021)** [towardsdatascience.com: From Jupyter Notebooks to Real-life: MLOps 🌟](https://towardsdatascience.com/from-jupyter-notebooks-to-real-life-mlops-9f590a7b5faa) [PYTHON CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Addresses the operational chasm between exploratory research in Jupyter notebooks and reliable, production-grade model deployments. Outlines a structured strategy for code modularization, environmental reproducibility, continuous monitoring, and automated retraining architectures.
-  - **(2021)** [analyticsvidhya.com: Bring DevOps To Data Science With MLOps](https://www.analyticsvidhya.com/blog/2021/04/bring-devops-to-data-science-with-continuous-mlops) [NONE CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Examines the application of classic software engineering DevOps disciplinesβ€”such as unit testing, infrastructure-as-code, and active monitoringβ€”to machine learning life cycles. Outlines strategies to dismantle structural friction between software engineering teams and research labs.
 ## Workshops
 
 ### Infrastructure (1)
@@ -550,5 +234,7 @@
   - **(2022)** [**ML Platform Workshop**](https://github.com/aporia-ai/mlplatform-workshop) ⭐ 445  [PYTHON CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A hands-on technical workshop repository showcasing the design of an end-to-end Machine Learning Platform. Demonstrates real-world integration of model registries, tracking servers, and deployment mechanisms under production-like conditions. Excellent educational resource for learning the architectural glue of modern MLOps frameworks.
 
 ---
-πŸ’‘ **Explore Related:** [AI](./ai.md) | [ChatGPT](./chatgpt.md) | [AI Agents MCP](./ai-agents-mcp.md)
+πŸ’‘ **Explore Related:** [AI](./ai.md) | [AI Agents MCP](./ai-agents-mcp.md) | [ChatGPT](./chatgpt.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/monitoring.md b/v2-docs/monitoring.md
index 07f6cb8b..2a6f3d83 100644
--- a/v2-docs/monitoring.md
+++ b/v2-docs/monitoring.md
@@ -12,28 +12,18 @@
   - [Microservices](#microservices)
     - [Observability](#observability)
       - [Distributed Tracing](#distributed-tracing)
-1. [Automation](#automation)
-  - [Workflows](#workflows)
-    - [Agent Frameworks](#agent-frameworks)
-1. [Business Strategy](#business-strategy)
-  - [Management](#management)
-    - [Metrics](#metrics)
-      - [KPIs](#kpis)
+1. [Cloud Application Platforms](#cloud-application-platforms)
+  - [Azure App Service](#azure-app-service)
+    - [App Service Diagnostics](#app-service-diagnostics)
 1. [Cloud Edge and IoT](#cloud-edge-and-iot)
   - [Healthcare IoT Integration](#healthcare-iot-integration)
     - [IoT Security Pitfalls](#iot-security-pitfalls)
 1. [Cloud Native](#cloud-native)
-  - [Cloud Providers](#cloud-providers)
-    - [AWS Observability](#aws-observability)
-  - [Kubernetes](#kubernetes)
-    - [Multi-Cluster Management](#multi-cluster-management)
   - [Observability](#observability-1)
     - [APM](#apm)
     - [Distributed Tracing](#distributed-tracing-1)
     - [Elastic APM](#elastic-apm)
     - [Elastic Stack](#elastic-stack)
-    - [ITOM](#itom)
-    - [Infrastructure Monitoring](#infrastructure-monitoring)
     - [Kubernetes Monitoring](#kubernetes-monitoring)
     - [Kubernetes Operators](#kubernetes-operators)
     - [Log Correlation](#log-correlation)
@@ -49,7 +39,7 @@
   - [Containers](#containers)
     - [Observability](#observability-2)
       - [Basics](#basics)
-  - [Kubernetes](#kubernetes-1)
+  - [Kubernetes](#kubernetes)
     - [Logging](#logging)
       - [Docker Logs](#docker-logs)
     - [Observability](#observability-3)
@@ -69,62 +59,26 @@
     - [Observability](#observability-4)
       - [Prometheus](#prometheus-1)
         - [Grafana](#grafana-1)
-    - [Releases](#releases)
-      - [Enterprise Kubernetes](#enterprise-kubernetes)
-1. [Data Engineering](#data-engineering)
-  - [Stream Processing](#stream-processing)
-  - [Time Series Databases](#time-series-databases)
-1. [Data Stores](#data-stores)
-  - [Elasticsearch](#elasticsearch)
-    - [Performance Tuning](#performance-tuning)
 1. [DevOps](#devops)
-  - [Automation](#automation-1)
-    - [CICD](#cicd)
-      - [Performance Metrics](#performance-metrics)
+  - [Automation](#automation)
     - [Monitoring as Code](#monitoring-as-code)
       - [GitOps](#gitops)
-  - [CICD](#cicd-1)
+  - [CICD](#cicd)
     - [Continuous Delivery](#continuous-delivery)
-    - [Jenkins](#jenkins)
   - [Infrastructure as Code](#infrastructure-as-code)
     - [GitOps](#gitops-1)
   - [Observability](#observability-5)
     - [APIs](#apis)
       - [Latency](#latency)
-        - [Releases](#releases-1)
-    - [CICD](#cicd-2)
-      - [Change Management](#change-management)
-    - [Careers](#careers)
-      - [Culture](#culture)
+        - [Releases](#releases)
     - [Continuous Telemetry](#continuous-telemetry)
       - [Code to Cloud](#code-to-cloud)
-    - [Tooling](#tooling)
-      - [Comparisons](#comparisons)
-  - [Site Reliability Engineering](#site-reliability-engineering)
-    - [Infrastructure](#infrastructure)
-      - [Observability](#observability-6)
-        - [Best Practices](#best-practices)
 1. [Development](#development)
   - [Runtime](#runtime)
     - [Node.js](#nodejs)
-1. [Event-Driven Systems](#event-driven-systems)
-  - [Apache Kafka](#apache-kafka)
-    - [Observability and UI](#observability-and-ui)
-1. [Infrastructure](#infrastructure-1)
-  - [Performance Testing](#performance-testing)
-    - [Kubernetes and OpenShift](#kubernetes-and-openshift)
-    - [Observability](#observability-7)
-  - [Sysadmin](#sysadmin)
-    - [Resources](#resources)
-1. [Kubernetes Management](#kubernetes-management)
-  - [Monitoring and Observability](#monitoring-and-observability)
-    - [etcd Monitoring](#etcd-monitoring)
-1. [Kubernetes Tools](#kubernetes-tools)
-  - [General Reference](#general-reference)
-1. [Observability](#observability-8)
+1. [Observability](#observability-6)
   - [APM](#apm-1)
     - [Analysis](#analysis)
-    - [Commercial Observability](#commercial-observability)
   - [APM and Logging](#apm-and-logging)
     - [Application Performance Monitoring](#application-performance-monitoring)
     - [Dynatrace APM](#dynatrace-apm)
@@ -136,45 +90,17 @@
   - [Application Monitoring](#application-monitoring)
     - [.NET Core](#net-core)
     - [Java Diagnostics](#java-diagnostics)
-    - [Java JMX](#java-jmx)
     - [Java Spring Boot](#java-spring-boot)
-  - [Business Strategy](#business-strategy-1)
-    - [Adoption](#adoption)
-      - [Value Realization](#value-realization)
-    - [Governance](#governance)
-      - [Metrics](#metrics-1)
   - [Distributed Tracing](#distributed-tracing-2)
     - [Data Pipelines](#data-pipelines)
-    - [Evolution](#evolution)
     - [Kubernetes Testing](#kubernetes-testing)
     - [Methodology](#methodology)
     - [OpenTelemetry Operator](#opentelemetry-operator)
     - [Research](#research)
-    - [Specifications](#specifications)
     - [Tool Comparison](#tool-comparison)
     - [Zipkin](#zipkin)
-  - [Industry Trends](#industry-trends)
-    - [AI](#ai)
-      - [AIOps](#aiops)
-    - [Technology Evolution](#technology-evolution)
-  - [Infrastructure Monitoring](#infrastructure-monitoring-1)
-    - [Zabbix and OpenShift](#zabbix-and-openshift)
-    - [Zabbix and Prometheus](#zabbix-and-prometheus)
-  - [Log Management](#log-management)
-    - [Alerting](#alerting)
-    - [Elastic Stack](#elastic-stack-1)
-    - [Industry Shifts](#industry-shifts)
-    - [Kubernetes Operators](#kubernetes-operators-1)
-    - [Local Development](#local-development)
-    - [OpenSearch](#opensearch)
-    - [Search Mechanics](#search-mechanics)
-    - [Strategy](#strategy)
-    - [Training](#training)
-  - [Metrics](#metrics-2)
-    - [Core Stack](#core-stack)
+  - [Metrics](#metrics)
     - [Prometheus Scale](#prometheus-scale)
-  - [Monitoring](#monitoring)
-    - [Metrics Collection](#metrics-collection)
   - [OpenTelemetry](#opentelemetry-1)
     - [Collector Infrastructure](#collector-infrastructure)
   - [Platform Monitoring](#platform-monitoring)
@@ -182,54 +108,31 @@
     - [Dynatrace OpenShift](#dynatrace-openshift)
     - [Dynatrace OpenShift Integration](#dynatrace-openshift-integration)
     - [Kubernetes Day 2](#kubernetes-day-2)
-  - [Scraping and Exporters](#scraping-and-exporters)
-    - [JVM Monitoring](#jvm-monitoring)
-  - [Standards](#standards)
-    - [Metrics Comparison](#metrics-comparison)
   - [Tracing](#tracing)
     - [Distributed Tracing](#distributed-tracing-3)
-    - [Grafana Tempo](#grafana-tempo)
-  - [Visualization](#visualization)
-    - [Dashboards](#dashboards)
 1. [Observability and Monitoring](#observability-and-monitoring)
   - [Application Performance Monitoring](#application-performance-monitoring-1)
     - [APM Curated Resources](#apm-curated-resources)
-  - [Synthetic Monitoring](#synthetic-monitoring)
-    - [Uptime-Kuma](#uptime-kuma)
 1. [Performance Engineering](#performance-engineering-1)
   - [Profiling](#profiling)
     - [Development Workflow](#development-workflow)
       - [Continuous Profiling](#continuous-profiling)
-  - [Testing](#testing)
-    - [Benchmarking](#benchmarking)
-      - [HTTP Tools](#http-tools)
-1. [Security](#security-1)
-  - [Monitoring](#monitoring-1)
-    - [Host Security](#host-security)
-1. [Site Reliability Engineering](#site-reliability-engineering-1)
-  - [Observability](#observability-9)
-    - [Guides](#guides-1)
-      - [Beginners](#beginners)
+1. [Site Reliability Engineering](#site-reliability-engineering)
+  - [Observability](#observability-7)
     - [Methodologies](#methodologies)
       - [Advanced Monitoring](#advanced-monitoring)
     - [Monitoring Methodologies](#monitoring-methodologies)
       - [RED Method](#red-method)
+    - [Monitoring Theory](#monitoring-theory)
+      - [Distributed Systems](#distributed-systems)
     - [Terminology](#terminology)
       - [Monitoring vs Observability](#monitoring-vs-observability)
     - [Theory](#theory)
       - [APM](#apm-2)
-      - [Monitoring vs Observability](#monitoring-vs-observability-1)
-1. [Software Engineering](#software-engineering)
-  - [CICD](#cicd-3)
-    - [Methodology](#methodology-1)
 1. [Systems Design](#systems-design)
-  - [Observability](#observability-10)
+  - [Observability](#observability-8)
     - [Data Pipelines](#data-pipelines-1)
       - [Telemetry Routing](#telemetry-routing)
-    - [Infrastructure Design](#infrastructure-design)
-      - [Telemetry Pipelines](#telemetry-pipelines)
-    - [Logging Systems](#logging-systems)
-      - [Architecture](#architecture-1)
 
 ## Architecture
 
@@ -240,22 +143,13 @@
 ##### Distributed Tracing
 
   - **(2021)** [hmh.engineering: Musings on microservice observability!](https://hmh.engineering/musings-on-microservice-observability-f7052ac42f04) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Real-world engineering reflections detailing the trials of tracing asynchronous message brokers and API routes inside a sprawling distributed microservice ecosystem. Curator Insight: Real-world microservices field guide. Live Grounding: Offers invaluable real-world insights on handling high distributed trace sampling rates under production load.
-## Automation
+## Cloud Application Platforms
 
-### Workflows
+### Azure App Service
 
-#### Agent Frameworks
+#### App Service Diagnostics
 
-  - **(2026)** [==Huginn==](https://github.com/huginn/huginn) ⭐ 49468  [RUBY CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A highly versatile open-source system designed for orchestrating automated web-scraping, webhook handling, and event-driven tasks. In 2026, Huginn serves as a vital tool for engineers seeking a self-hosted, deterministic agent network to automate security and integration pipelines.
-## Business Strategy
-
-### Management
-
-#### Metrics
-
-##### KPIs
-
-  - **(2023)** [KPIs](https://www.kpi.org/KPI-Basics) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” An introduction to Key Performance Indicators (KPIs). Outlines strategic planning models, execution metrics, and balanced scorecard methodologies. Curator Insight: Core definitions of execution KPIs. Live Grounding: Provides the context needed to map infrastructure metrics to organizational OKRs.
+  - **(2025)** [**Azure App Service Auto-Heal: Capturing Relevant Data During Performance Issues**](https://techcommunity.microsoft.com/blog/appsonazureblog/azure-app-service-auto-heal-capturing-relevant-data-during-performance-issues/4390351) [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A technical breakdown of the Azure App Service Auto-Heal capability, showing how to trigger automated mitigation actions during performance regressions. It explains how to collect diagnostic artifacts, such as thread dumps, memory dumps, and profiler traces, right before an instance restarts. This proactive debugging practice prevents transient microservice failures from escalating into major outages.
 ## Cloud Edge and IoT
 
 ### Healthcare IoT Integration
@@ -265,16 +159,6 @@
   - **(2020)** [network-king.net: IoT use in healthcare grows but has some pitfalls](https://network-king.net/iot-use-in-healthcare-grows-but-has-its-pitfalls) [N/A CONTENT]  [LEGACY] β€” Analyzes the architectural and operational challenges of implementing IoT networks in healthcare settings. Focuses on clinical workflows, legacy medical device integration, and mitigating security vectors in connected biomedical ecosystems.
 ## Cloud Native
 
-### Cloud Providers
-
-#### AWS Observability
-
-  - **(2021)** [dynatrace.com: Analyze all AWS data in minutes with Amazon CloudWatch Metric' Streams available in Dynatrace](https://www.dynatrace.com/news/blog/amazon-cloudwatch-metric-streams-launch-partnership) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” Explores the integration of Amazon CloudWatch Metric Streams into external observability engines like Dynatrace. This streaming paradigm bypasses high-latency API polling, allowing real-time ingestion of cloud infrastructure health indicators. Highly relevant for large hybrid-cloud architectures in 2026.
-### Kubernetes
-
-#### Multi-Cluster Management
-
-  - **(2021)** [Krossboard](https://krossboard.app) [GO CONTENT]  [COMMUNITY-TOOL] β€” A lightweight multi-cluster Kubernetes usage analytics and tracking dashboard tool. In 2026, while larger players like Rancher and Tanzu dominate enterprise multi-cluster control, Krossboard remains a lightweight option for rapid multi-cloud cluster resource auditing.
 ### Observability (1)
 
 #### APM
@@ -293,13 +177,6 @@
 
   - **(2021)** [Mininimum elasticsearch requirement is 6.2.x or higher](https://www.elastic.co/support/matrix) [MARKDOWN CONTENT] [DOCUMENTATION]  [LEGACY] β€” A technical specification denoting the minimum Elasticsearch requirement (6.2.x) for early Elastic APM deployments. From a 2026 engineering perspective, this represents a legacy baseline; contemporary systems rely heavily on Elasticsearch 8.x+ or OpenSearch to leverage advanced vector-search and schema-on-read capabilities.
   - **(2021)** [Elastic APM Server Docker image](https://github.com/sls-dev1/openshift-elastic-apm-server) [DOCKERFILE CONTENT]  [LEGACY] β€” A Dockerized configuration tailored to deploy Elastic APM Server on Red Hat OpenShift. While still relevant for highly restricted, air-gapped legacy OpenShift setups, modern 2026 deployments prefer using the official Elastic Cloud on Kubernetes (ECK) operator for automated scaling and lifecycle management.
-#### ITOM
-
-  - **(2021)** [dynatrace.com: 4 steps to modernize your IT service operations with Dynatrace](https://www.dynatrace.com/news/blog/4-steps-to-modernize-your-it-service-operations-with-dynatrace) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” Strategic blueprint mapping out IT Service Operations (ITOM) modernization using AIOps. In 2026, this process focuses on replacing manual service tickets with self-healing scripts triggered directly by real-time telemetry, correlating runtime context with topological dependencies.
-#### Infrastructure Monitoring
-
-  - **(2026)** [==Netdata==](https://github.com/netdata/netdata) ⭐ 79146  [C CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An ultra-high-performance, zero-configuration system monitoring agent boasting over 79k stars on GitHub. Netdata provides real-time, per-second metrics directly from physical hosts, virtual machines, and container endpoints, making it a stellar edge diagnostics tool in 2026.
-  - **(2026)** [==Glances==](https://github.com/nicolargo/glances) ⭐ 32824  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A Python-based CLI and web tool providing real-time system resource visualization. Glances remains a beloved utility for terminal-driven infrastructure debugging and fast diagnostics on container platforms in 2026, without needing heavy visualization suites.
 #### Kubernetes Monitoring
 
   - **(2021)** [Successful Kubernetes Monitoring – Three Pitfalls to Avoid](https://www.dynatrace.com/news/blog/successful-kubernetes-monitoring-3-pitfalls-to-avoid) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” An analysis of critical pitfalls in Kubernetes monitoring, focusing on metric explosion, siloed data pools, and lack of correlation. 2026 engineering solutions resolve these issues by relying on automated, sidecar-less auto-injection and intelligent AIOps platforms to trace short-lived ephemeral containers.
@@ -341,7 +218,7 @@
 ##### Basics
 
   - **(2022)** [thenewstack.io: What Is Container Monitoring?](https://thenewstack.io/what-is-container-monitoring)  [COMMUNITY-TOOL] β€” Details the core components of container-level metric collection, explaining the collection layers between host OS kernels, container runtimes (containerd), and container orchestrators. Curator Insight: Structural baseline for container runtimes. Live Grounding: Invaluable context for engineers trying to diagnose performance issues when transitioning from VMs to bare-metal containers.
-### Kubernetes (1)
+### Kubernetes
 
 #### Logging
 
@@ -392,49 +269,20 @@
 ###### Grafana (1)
 
   - **(2022)** [redhat.com: **How to gather and display metrics in Red Hat OpenShift** (Prometheus + Grafana)](https://www.redhat.com/en/blog/how-gather-and-display-metrics-red-hat-openshift)  [COMMUNITY-TOOL] β€” Step-by-step guide for monitoring system resource utilization using Red Hat OpenShift’s native, built-in Prometheus and Grafana instances. Curator Insight: Platform-specific metrics guide. Live Grounding: Highly critical reference for system engineers configuring monitoring parameters within OpenShift clusters.
-#### Releases
-
-##### Enterprise Kubernetes
-
-  - **(2018)** [Generally Available today: Red Hat OpenShift Container Platform 3.11 is ready to power enterprise Kubernetes deployments 🌟](https://www.redhat.com/en/blog/generally-available-today-red-hat-openshift-container-platform-311-ready-power-enterprise-kubernetes-deployments)  [LEGACY] β€” Announcement of OpenShift 3.11 container platform, detailing its core features like cluster administration consoles and native Kubernetes integration. Curator Insight: Historical release notes for OpenShift 3.11. Live Grounding: Now considered legacy compared to current version 4.x deployments, but represents a key historical milestone.
-## Data Engineering
-
-### Stream Processing
-
-  - **(2026)** [Apache Beam](https://beam.apache.org) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An advanced unified programming model for batch and stream processing pipelines. Running natively on Kubernetes via Apache Flink or Spark runners, Beam remains a fundamental framework in 2026 for high-concurrency event-driven architectures and real-time telemetry stream ingestion.
-### Time Series Databases
-
-  - **(2026)** [==TDengine==](https://github.com/taosdata/TDengine) ⭐ 24903  [C CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An open-source time-series database optimized specifically for IoT and telemetry data storage. Utilizing a unique 'one table per data source' structure, TDengine offers extremely fast writing speeds and high-efficiency query execution, challenging traditional solutions in 2026.
-## Data Stores
-
-### Elasticsearch
-
-#### Performance Tuning
-
-  - **(2022)** [blog.bigdataboutique.com: Tuning Elasticsearch: The Ideal Java Heap Size](https://bigdataboutique.com/blog/tuning-elasticsearch-the-ideal-java-heap-size-2toq2j) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This technical guide details memory allocation strategies for JVM-based Elasticsearch nodes. It focuses on the critical rule of thumb of setting JVM heap sizes to 50% of available physical RAM (capping at 32GB to avoid breaking compressed ordinary object pointers / OOPs) while leaving the remainder for OS file system caching. Correct heap configuration directly prevents garbage collection pauses and OOM crashes in high-throughput indexing setups.
 ## DevOps
 
-### Automation (1)
+### Automation
 
-#### CICD
-
-##### Performance Metrics
-
-  - **(2023)** [harness.io: Metrics to Improve Continuous Integration Performance](https://www.harness.io/blog/continuous-integration-performance-metrics)  [COMMUNITY-TOOL] β€” Focuses on key telemetry indicators required to measure and optimize the health and speed of CI pipelines (e.g., build duration, failure rates, queue time). Curator Insight: Performance guide for development loops. Live Grounding: Essential for engineering managers aiming to reduce feedback cycle times and improve system efficiency.
 #### Monitoring as Code
 
 ##### GitOps
 
   - **(2023)** [thenewstack.io: Monitoring as Code: What It Is and Why You Need It 🌟](https://thenewstack.io/monitoring-as-code-what-it-is-and-why-you-need-it)  [COMMUNITY-TOOL] β€” Explains the paradigm of Monitoring as Code (MaC), allowing engineering teams to define dashboard schemas, synthetic tests, and alerting thresholds using declarative configurations in VCS systems. Curator Insight: Paradigm shift from manual dashboard configuration. Live Grounding: Crucial for aligning platform metrics with standard CI/CD and GitOps delivery models.
-  - **(2023)** [devops.com: Why Monitoring-as-Code Will be a Must for DevOps Teams](https://devops.com/why-monitoring-as-code-will-be-a-must-for-devops-teams)  [COMMUNITY-TOOL] β€” Examines the strategic necessity of Monitoring as Code (MaC) within highly automated enterprises, highlighting its ability to prevent manual dashboard decay and streamline alert maintenance. Curator Insight: Organizational transition to MaC. Live Grounding: Essential reading for scaling observability policies uniformly across enterprise development teams.
-### CICD (1)
+### CICD
 
 #### Continuous Delivery
 
   - **(2021)** [cloudbees.com: Automated Build and Deploy Feedback Using Jenkins and Instana' 🌟](https://www.cloudbees.com/blog/automated-build-deploy-feedback-using-instana) [GROOVY CONTENT]  [COMMUNITY-TOOL] β€” Explores automating real-time CI/CD pipeline deployment feedback by feeding Jenkins build metadata directly to Instana. In 2026, continuous delivery frameworks rely heavily on these auto-marked release timelines to immediately detect and isolate performance regressions on cluster nodes.
-#### Jenkins
-
-  - **(2021)** [==Jenkins pipeline shared library for the project Elastic APM 🌟==](https://github.com/elastic/apm-pipeline-library) ⭐ 11  [GROOVY CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” A Jenkins Pipeline Shared Library designed to standardize Elastic APM component deployments. While modern GitOps (e.g., ArgoCD) has largely replaced Jenkins for cloud-native delivery, this Groovy library remains highly valuable for organizations maintaining complex, legacy Jenkins-centric pipelines.
 ### Infrastructure as Code
 
 #### GitOps (1)
@@ -446,38 +294,14 @@
 
 ##### Latency
 
-###### Releases (1)
+###### Releases
 
   - **(2023)** [thenewstack.io: Monitoring API Latencies After Releases: 4 Mistakes to Avoid](https://thenewstack.io/monitoring-api-latencies-after-releases-4-mistakes-to-avoid)  [COMMUNITY-TOOL] β€” Deep technical analysis warning teams against core deployment pitfalls, including the misuse of mathematical averages over high-resolution percentile histograms (P99/P99.9). Curator Insight: Identical post-release performance warning. Live Grounding: Focuses heavily on the structural telemetry issues during rolling upgrades.
-#### CICD (2)
-
-##### Change Management
-
-  - **(2023)** [thenewstack.io: CI Observability for Effective Change Management 🌟](https://thenewstack.io/ci-observability-for-effective-change-management)  [COMMUNITY-TOOL] β€” Looks closely at the growing sub-discipline of CI Observability, tracing execution states and bottleneck points in dynamic builds, test suites, and multi-stage pipelines. Curator Insight: Innovative expansion of observability into pipelines. Live Grounding: Key reference for reducing flaky tests and ensuring stable integration gates.
-#### Careers
-
-##### Culture
-
-  - **(2021)** [stackoverflow.blog: Observability is key to the future of software (and your DevOps career)](https://stackoverflow.blog/2021/09/08/observability-is-key-to-the-future-of-software-and-your-devops-career)  [COMMUNITY-TOOL] β€” Illustrates the strategic career path for DevOps and Platform Engineers who master distributed tracing, alerting design, and runtime telemetry parsing. Curator Insight: Career advancement through telemetry excellence. Live Grounding: Identifies active observability expertise as a core modern differentiator in high-value platform roles.
 #### Continuous Telemetry
 
 ##### Code to Cloud
 
   - **(2023)** [thenewstack.io: DevOps Observability from Code to Cloud](https://thenewstack.io/devops-observability-from-code-to-cloud)  [COMMUNITY-TOOL] β€” Explores the end-to-end integration of monitoring from local development runtime environments, continuous integration tests, through final production multi-cluster footprints. Curator Insight: Comprehensive code-to-runtime lineage. Live Grounding: Provides the model for developers looking to add tracing metrics directly into source code repos.
-#### Tooling
-
-##### Comparisons
-
-  - **(2023)** [intellipaat.com: Top 10 DevOps Monitoring Tools](https://intellipaat.com/blog/devops-monitoring-tools)  [COMMUNITY-TOOL] β€” A comparison review of the top 10 DevOps monitoring systems, including Prometheus, Nagios, Grafana, Datadog, and ELK Stack. Curator Insight: Broad overview of tool options. Live Grounding: Good entry-level comparison matrix for engineering managers planning initial tool stacks.
-### Site Reliability Engineering
-
-#### Infrastructure
-
-##### Observability (6)
-
-###### Best Practices
-
-  - **(2022)** [thenewstack.io: Best Practices to Optimize Infrastructure Monitoring within DevOps Teams](https://thenewstack.io/best-practices-to-optimize-infrastructure-monitoring-within-devops-teams)  [COMMUNITY-TOOL] β€” Delves into establishing robust, team-wide ownership of monitoring pipelines, setting up actionable alerting paths, and building comprehensive dashboards. Curator Insight: Organizational practices for infrastructure ops. Live Grounding: Helps bridging operational silos through collective ownership of SLIs/SLOs.
 ## Development
 
 ### Runtime
@@ -485,122 +309,13 @@
 #### Node.js
 
   - **(2026)** [==PM2==](https://github.com/Unitech/pm2) ⭐ 43210  [JAVASCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An industry-standard production process manager for Node.js workloads. Despite the rise of Kubernetes-native process management, PM2 remains the preferred daemon for bare-metal Node.js apps, VM-based services, and IoT microservices running at the edge in 2026.
-## Event-Driven Systems
-
-### Apache Kafka
-
-#### Observability and UI
-
-  - **(2023)** [==Kafdrop – Kafka Web UI 🌟==](https://github.com/obsidiandynamics/kafdrop) ⭐ 6137  [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kafdrop is a popular, lightweight web UI for monitoring and managing Apache Kafka clusters. It renders real-time views of brokers, topic structures, partition offsets, consumer group lag, and permits active JSON/protobuf message payload inspection.
-## Infrastructure (1)
-
-### Performance Testing
-
-#### Kubernetes and OpenShift
-
-  - **(2018)** [Leveraging Kubernetes and OpenShift for automated performance tests (part 1)](https://developers.redhat.com/blog/2018/11/22/automated-performance-testing-kubernetes-openshift) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Outlines architectural strategies for automating load and performance testing within Kubernetes and Red Hat OpenShift environments. Focuses on orchestrating distributed test runners (like JMeter or Gatling) as cloud-native jobs, ensuring consistent test execution alongside CI/CD pipelines to validate platform scalability under synthetic load.
-#### Observability (7)
-
-  - **(2019)** [Building an observability stack for automated performance tests on Kubernetes and OpenShift (part 2) 🌟](https://developers.redhat.com/blog/2019/01/03/leveraging-openshift-or-kubernetes-for-automated-performance-tests-part-2) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores the construction of an end-to-end monitoring pipeline using Prometheus and Grafana to capture system-level and application-level metrics during automated load tests. Enables developers to pinpoint resource bottlenecks, track container resource usage, and analyze performance regressions dynamically.
-### Sysadmin
-
-#### Resources
-
-  - **(2026)** [==Awesome Sysadmin==](https://github.com/awesome-foss/awesome-sysadmin) ⭐ 34277  [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An exhaustive curation of open-source sysadmin resources, listing production-ready system monitors, configuration management tools, security suites, and virtualization frameworks used globally by SREs.
-## Kubernetes Management
-
-### Monitoring and Observability
-
-#### etcd Monitoring
-
-  - **(2023)** [Monitor Etcd with Prometheus and Grafana using Rancher](https://www.suse.com/c/rancher_blog/monitor-etcd-with-prometheus-and-grafana-using-rancher) [NONE CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An operational runbook explaining how to configure Prometheus and Grafana within SUSE Rancher to audit and visualize etcd status. Evaluates critical etcd parameters including database size, disk synchronization latency, and peer communication health.
-## Kubernetes Tools
-
-### General Reference
-
-  - [Transitive blocks](https://fastthread.io/ft-error.jsp)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering fastthread.io in the Kubernetes Tools ecosystem.
-  - [Zebrium](https://www.zebrium.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Zebrium in the Kubernetes Tools ecosystem.
-  - [magalix.com: Monitoring Kubernetes Clusters Through Prometheus & Grafana' 🌟](https://www.magalix.com/blog/monitoring-of-kubernetes-cluster-through-prometheus-and-grafana)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering magalix.com: Monitoring Kubernetes Clusters Through Prometheus & Grafana' 🌟 in the Kubernetes Tools ecosystem.
-  - [en.wikipedia.org/wiki/List_of_performance_analysis_tools](https://en.wikipedia.org/wiki/List_of_performance_analysis_tools)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering en.wikipedia.org/wiki/List_of_performance_analysis_tools in the Kubernetes Tools ecosystem.
-  - [InspectIT](https://en.wikipedia.org/wiki/InspectIT)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering InspectIT in the Kubernetes Tools ecosystem.
-  - [VisualVM](https://en.wikipedia.org/wiki/VisualVM)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering VisualVM in the Kubernetes Tools ecosystem.
-  - [OverOps](https://en.wikipedia.org/wiki/OverOps)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering OverOps in the Kubernetes Tools ecosystem.
-  - [medium.com/@magstherdev: OpenTelemetry Operator](https://medium.com/@magstherdev/opentelemetry-operator-d3d407354cbf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@magstherdev: OpenTelemetry Operator in the Kubernetes Tools ecosystem.
-  - [dzone.com: Performance Patterns in Microservices-Based Integrations](https://dzone.com/articles/performance-patterns-in-microservices-based-integr-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: Performance Patterns in Microservices-Based Integrations in the Kubernetes Tools ecosystem.
-  - [Wikipedia: Application Performance Index](https://en.wikipedia.org/wiki/Apdex)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia: Application Performance Index in the Kubernetes Tools ecosystem.
-  - [dzone.com: Kubernetes Monitoring: Best Practices, Methods, and Existing' Solutions](https://dzone.com/articles/kubernetes-monitoring-best-practices-methods-and-e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: Kubernetes Monitoring: Best Practices, Methods, and Existing' Solutions in the Kubernetes Tools ecosystem.
-  - [CNCF End User Technology Radar: Observability, September 2020 🌟](https://www.cncf.io/blog/2020/09/11/cncf-end-user-technology-radar-observability-september-2020)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering CNCF End User Technology Radar: Observability, September 2020 🌟 in the Kubernetes Tools ecosystem.
-  - [matiasmct.medium.com: Observability at Scale](https://matiasmct.medium.com/observability-at-scale-52d0d9a5fb9b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering matiasmct.medium.com: Observability at Scale in the Kubernetes Tools ecosystem.
-  - [logz.io: Top 11 Open Source Monitoring Tools for Kubernetes 🌟](https://logz.io/blog/open-source-monitoring-tools-for-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering logz.io: Top 11 Open Source Monitoring Tools for Kubernetes 🌟 in the Kubernetes Tools ecosystem.
-  - [faun.pub: DevOps Meets Observability 🌟](https://faun.pub/devops-meets-observability-78775c021b0e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: DevOps Meets Observability 🌟 in the Kubernetes Tools ecosystem.
-  - [blog.thundra.io: What CI Observability Means for DevOps 🌟](https://blog.thundra.io/what-ci-observability-means-for-devops)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.thundra.io: What CI Observability Means for DevOps 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com: Monitoring Microservices - Part 1: Observability | Anderson' Carvalho](https://medium.com/geekculture/monitoring-microservices-part-1-observability-b2b44fa3e67e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Monitoring Microservices - Part 1: Observability | Anderson' Carvalho in the Kubernetes Tools ecosystem.
-  - [cncf.io: How to add observability to your application pipeline](https://www.cncf.io/blog/2021/11/23/how-to-add-observability-to-your-application-pipeline)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==cncf.io: How to add observability to your application pipeline== in the Kubernetes Tools ecosystem.
-  - [storiesfromtheherd.com: Unpacking Observability](https://storiesfromtheherd.com/unpacking-observability-a-beginners-guide-833258a0591f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering storiesfromtheherd.com: Unpacking Observability in the Kubernetes Tools ecosystem.
-  - [logz.io: A Monitoring Reality Check: More of the Same Won’t Work](https://logz.io/blog/monitoring-reality-check)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering logz.io: A Monitoring Reality Check: More of the Same Won’t Work in the Kubernetes Tools ecosystem.
-  - [medium.com/buildpiper: Observability for Monitoring Microservices β€” Top' 5 Ways!](https://medium.com/buildpiper/observability-for-monitoring-microservices-top-5-ways-587871e726d0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/buildpiper: Observability for Monitoring Microservices β€” Top' 5 Ways! in the Kubernetes Tools ecosystem.
-  - [medium.com/@cbkwgl: Continuous Monitoring in DevOps 🌟](https://medium.com/@cbkwgl/continuous-monitoring-in-devops-8d4db48a0e24)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@cbkwgl: Continuous Monitoring in DevOps 🌟 in the Kubernetes Tools ecosystem.
-  - [logz.io: The Open Source Observability Adoption and Migration Curve](https://logz.io/blog/open-source-observability-adoption-migration-curve)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering logz.io: The Open Source Observability Adoption and Migration Curve in the Kubernetes Tools ecosystem.
-  - [tiagodiasgeneroso.medium.com: Observability Concepts you should know](https://tiagodiasgeneroso.medium.com/observability-concepts-you-should-know-943fc057b208)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering tiagodiasgeneroso.medium.com: Observability Concepts you should know in the Kubernetes Tools ecosystem.
-  - [faun.pub: Getting started with Observability](https://faun.pub/getting-started-with-observability-657d57aab1c7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Getting started with Observability in the Kubernetes Tools ecosystem.
-  - [medium.com/@badawekoo: Monitoring in DevOps lifecycle](https://medium.com/@badawekoo/monitoring-in-devops-lifecycle-4d9a2f277eb0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@badawekoo: Monitoring in DevOps lifecycle in the Kubernetes Tools ecosystem.
-  - [laduram.medium.com: The Future of Observability](https://laduram.medium.com/the-future-of-observability-c33cd7ff644a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering laduram.medium.com: The Future of Observability in the Kubernetes Tools ecosystem.
-  - [medium.com/kubeshop-i: Top 8 Open-Source Observability & Testing Tools](https://medium.com/kubeshop-i/top-8-open-source-observability-testing-tools-9341a361a634)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/kubeshop-i: Top 8 Open-Source Observability & Testing Tools in the Kubernetes Tools ecosystem.
-  - [dzone: 11 Observability Tools You Should Know 🌟](https://dzone.com/articles/11-observability-tools-you-should-know-in-2023)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==dzone: 11 Observability Tools You Should Know== 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/devops-techable: Setup monitoring with Prometheus and Grafana' in Kubernetes β€” Start monitoring your Kubernetes cluster resources](https://medium.com/devops-techable/setup-monitoring-with-prometheus-and-grafana-in-kubernetes-start-monitoring-your-kubernetes-a3071f083fa6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/devops-techable: Setup monitoring with Prometheus and Grafana' in Kubernetes β€” Start monitoring your Kubernetes cluster resources in the Kubernetes Tools ecosystem.
-  - [medium.com/cloud-native-daily: Why You Shouldn’t Fear to Adopt OpenTelemetry' for Observability](https://medium.com/cloud-native-daily/why-you-shouldnt-fear-to-adopt-opentelemetry-for-observability-fcb6371ea8fe)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/cloud-native-daily: Why You Shouldn’t Fear to Adopt OpenTelemetry' for Observability in the Kubernetes Tools ecosystem.
-  - [medium.com/@bijit211987: Observability Driven Development (ODD)-Enhancing' System Reliability](https://medium.com/@bijit211987/observability-driven-development-2bc2cdde8661)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@bijit211987: Observability Driven Development (ODD)-Enhancing' System Reliability in the Kubernetes Tools ecosystem.
-  - [OCP 3.11 Metrics and Logging](https://docs.openshift.com/container-platform/3.11/release_notes/ocp_3_11_release_notes.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering OCP 3.11 Metrics and Logging in the Kubernetes Tools ecosystem.
-  - [Prometheus Cluster Monitoring 🌟](https://docs.openshift.com/container-platform/3.11/install_config/prometheus_cluster_monitoring.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Prometheus Cluster Monitoring 🌟 in the Kubernetes Tools ecosystem.
-  - [cncf.io: Monitoring micro-front ends on Kubernetes with NGINX 🌟](https://www.cncf.io/blog/2023/02/01/monitoring-micro-front-ends-on-kubernetes-with-nginx)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==cncf.io: Monitoring micro-front ends on Kubernetes with NGINX== 🌟 in the Kubernetes Tools ecosystem.
-  - [dzone: Getting Started With Kibana Advanced Searches](https://dzone.com/articles/getting-started-with-kibana-advanced-searches)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Getting Started With Kibana Advanced Searches in the Kubernetes Tools ecosystem.
-  - [dzone: Kibana Hacks: 5 Tips and Tricks](https://dzone.com/articles/kibana-hacks-5-tips-and-tricks)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Kibana Hacks: 5 Tips and Tricks in the Kubernetes Tools ecosystem.
-  - [juanonlab.com: Dashboards de Kibana](https://www.juanonlab.com/blog/es/dashboards-de-kibana)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering juanonlab.com: Dashboards de Kibana in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: The Art of Logging](https://betterprogramming.pub/creating-a-human-and-machine-freindly-logging-format-bb6d4bb01dca)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: The Art of Logging in the Kubernetes Tools ecosystem.
-  - [Store NGINX access logs in Elasticsearch with Logging operator 🌟](https://banzaicloud.com/docs/one-eye/logging-operator/quickstarts/es-nginx)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Store NGINX access logs in Elasticsearch with Logging operator 🌟 in the Kubernetes Tools ecosystem.
-  - [blog.streammonkey.com: How We Serverlessly Migrated 1.58 Billion Elasticsearch' Documents](https://blog.streammonkey.com/how-we-serverlessly-migrated-1-58-billion-elasticsearch-documents-33ad3d0d7c4f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.streammonkey.com: How We Serverlessly Migrated 1.58 Billion Elasticsearch' Documents in the Kubernetes Tools ecosystem.
-  - [dzone: Running Elasticsearch on Kubernetes](https://dzone.com/articles/running-elasticsearch-on-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Running Elasticsearch on Kubernetes in the Kubernetes Tools ecosystem.
-  - [medium: Which Elasticsearch Provider is Right For You? 🌟](https://medium.com/gigasearch/which-elasticsearch-provider-is-right-for-you-3d596a65e704)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium: Which Elasticsearch Provider is Right For You?== 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/hepsiburadatech: Hepsiburada Search Engine on Kubernetes](https://medium.com/hepsiburadatech/hepsiburada-search-engine-on-kubernetes-1fe03a3e71a3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/hepsiburadatech: Hepsiburada Search Engine on Kubernetes in the Kubernetes Tools ecosystem.
-  - [search-guard.com/sgctl-elasticsearch: SGCTL - TAKE BACK CONTROL](https://search-guard.com/sgctl-elasticsearch)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering search-guard.com/sgctl-elasticsearch: SGCTL - TAKE BACK CONTROL in the Kubernetes Tools ecosystem.
-  - [medium: A detailed guide to deploying Elasticsearch on Elastic Cloud on' Kubernetes (ECK)](https://medium.com/99dotco/a-detail-guide-to-deploying-elasticsearch-on-elastic-cloud-on-kubernetes-eck-31808ac60466)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: A detailed guide to deploying Elasticsearch on Elastic Cloud on' Kubernetes (ECK) in the Kubernetes Tools ecosystem.
-  - [opensearch.org 🌟](https://opensearch.org)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering opensearch.org 🌟 in the Kubernetes Tools ecosystem.
-  - [logz.io: Logz.io Announces Support for OpenSearch; A Community-driven Open' Source Fork of Elasticsearch and Kibana](https://logz.io/news-posts/logz-io-announces-support-for-opensearch-a-community-driven-open-source-fork-of-elasticsearch-and-kibana)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering logz.io: Logz.io Announces Support for OpenSearch; A Community-driven Open' Source Fork of Elasticsearch and Kibana in the Kubernetes Tools ecosystem.
-  - [techrepublic.com: OpenSearch: AWS rolls out its open source Elasticsearch' fork](https://www.techrepublic.com/article/opensearch-aws-rolls-out-its-open-source-elasticsearch-fork)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering techrepublic.com: OpenSearch: AWS rolls out its open source Elasticsearch' fork in the Kubernetes Tools ecosystem.
-  - [logz.io: OpenSearch Is Now Generally Available!](https://logz.io/blog/opensearch-1-0-ga-generally-available-elasticsearch-kibana-fork)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering logz.io: OpenSearch Is Now Generally Available! in the Kubernetes Tools ecosystem.
-  - [medium: Logging with EFK - Pratyush Mathur](https://medium.com/@pratyush.mathur/logging-with-efk-1c2e131496d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Logging with EFK - Pratyush Mathur in the Kubernetes Tools ecosystem.
-  - [medium.com/@CuriousLearner: Deploying EFK stack on Kubernetes](https://medium.com/@CuriousLearner/deploying-efk-stack-on-kubernetes-c25ba2682c99)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@CuriousLearner: Deploying EFK stack on Kubernetes in the Kubernetes Tools ecosystem.
-  - [medium.com/@tech_18484: Simplifying Kubernetes Logging with EFK Stack](https://medium.com/@tech_18484/simplifying-kubernetes-logging-with-efk-stack-158da47ce982)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@tech_18484: Simplifying Kubernetes Logging with EFK Stack in the Kubernetes Tools ecosystem.
-  - [logz.io: A Beginner’s Guide to Logstash Grok](https://logz.io/blog/logstash-grok)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering logz.io: A Beginner’s Guide to Logstash Grok in the Kubernetes Tools ecosystem.
-  - [logz.io: Grok Pattern Examples for Log Parsing](https://logz.io/blog/grok-pattern-examples-for-log-parsing)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering logz.io: Grok Pattern Examples for Log Parsing in the Kubernetes Tools ecosystem.
-  - [dzone.com: The Keys to Performance Tuning and Testing](https://dzone.com/articles/the-keys-to-performance-tuning-and-testing)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: The Keys to Performance Tuning and Testing in the Kubernetes Tools ecosystem.
-  - [How to read a Thread Dump](https://dzone.com/articles/how-to-read-a-thread-dump)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering How to read a Thread Dump in the Kubernetes Tools ecosystem.
-  - [dzone: 8 Options for Capturing Thread Dumps](https://dzone.com/articles/how-to-take-thread-dumps-7-options)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: 8 Options for Capturing Thread Dumps in the Kubernetes Tools ecosystem.
-  - [awkwardferny.medium.com: Setting up Distributed Tracing in Kubernetes with' OpenTracing, Jaeger, and Ingress-NGINX](https://awkwardferny.medium.com/setting-up-distributed-tracing-with-opentelemetry-jaeger-in-kubernetes-ingress-nginx-cfdda7d9441d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering awkwardferny.medium.com: Setting up Distributed Tracing in Kubernetes with' OpenTracing, Jaeger, and Ingress-NGINX in the Kubernetes Tools ecosystem.
-  - [ploffay.medium.com: Five years evolution of open-source distributed tracing' 🌟](https://ploffay.medium.com/five-years-evolution-of-open-source-distributed-tracing-ec1c5a5dd1ac)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ploffay.medium.com: Five years evolution of open-source distributed tracing' 🌟 in the Kubernetes Tools ecosystem.
-  - [Medium: Distributed Tracing and Monitoring using OpenCensus](https://medium.com/@rghetia/distributed-tracing-and-monitoring-using-opencensus-fe5f6e9479fb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Medium: Distributed Tracing and Monitoring using OpenCensus in the Kubernetes Tools ecosystem.
-  - [Dzone: Zipkin vs. Jaeger: Getting Started With Tracing](https://dzone.com/articles/zipkin-vs-jaeger-getting-started-with-tracing)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Zipkin vs. Jaeger: Getting Started With Tracing in the Kubernetes Tools ecosystem.
-  - [medium.com/@bijit211987: Grafana with OpenTelemetry, Vendor-neutral and' open-source approach](https://medium.com/@bijit211987/grafana-with-opentelemetry-vendor-neutral-and-open-source-approach-ab4bc08f67e9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@bijit211987: Grafana with OpenTelemetry, Vendor-neutral and' open-source approach in the Kubernetes Tools ecosystem.
-  - [medium: Jaeger VS OpenTracing VS OpenTelemetry](https://medium.com/jaegertracing/jaeger-and-opentelemetry-1846f701d9f2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Jaeger VS OpenTracing VS OpenTelemetry in the Kubernetes Tools ecosystem.
-  - [medium: Using Jaeger and OpenTelemetry SDKs in a mixed environment with' W3C Trace-Context](https://medium.com/jaegertracing/jaeger-clients-and-w3c-trace-context-c2ce1b9dc390)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Using Jaeger and OpenTelemetry SDKs in a mixed environment with' W3C Trace-Context in the Kubernetes Tools ecosystem.
-  - [APM in wikipedia](https://en.wikipedia.org/wiki/Application_performance_management)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering APM in wikipedia in the Kubernetes Tools ecosystem.
-  - [dzone.com: APM Tools Comparison](https://dzone.com/articles/apm-tools-comparison-which-one-should-you-choose)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: APM Tools Comparison in the Kubernetes Tools ecosystem.
-  - [dzone.com: Java Performance Monitoring: 5 Open Source Tools You Should Know](https://dzone.com/articles/java-performance-monitoring-5-open-source-tools-you-should-know)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: Java Performance Monitoring: 5 Open Source Tools You Should Know in the Kubernetes Tools ecosystem.
-  - [Dzone: 14 Best Performance Testing Tools and APM Solutions](https://dzone.com/articles/14-best-performance-testing-tools-and-apm-solution)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: 14 Best Performance Testing Tools and APM Solutions in the Kubernetes Tools ecosystem.
-  - [Krossboard: A centralized usage analytics approach for multiple Kubernetes](https://itnext.io/in-search-of-converged-usage-analytics-for-multiple-managed-kubernetes-c5108cb7f0e1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Krossboard: A centralized usage analytics approach for multiple Kubernetes in the Kubernetes Tools ecosystem.
-  - [stackpulse.com: Automated Kubernetes Pod Restarting Analysis with StackPulse](https://stackpulse.com/blog/automated-kubernetes-pod-restarting-analysis-with-stackpulse)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stackpulse.com: Automated Kubernetes Pod Restarting Analysis with StackPulse in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Monitoring as Code with Terraform Cloud and Checkly](https://www.hashicorp.com/blog/monitoring-as-code-with-terraform-cloud-and-checkly)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Monitoring as Code with Terraform Cloud and Checkly in the Kubernetes Tools ecosystem.
-  - [OpenTelemetry (OTel) vs Application Performance Monitoring (APM)](https://medium.com/@rahul.fiem/opentelemetry-otel-vs-application-performance-monitoring-apm-86ae829877cf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering OpenTelemetry (OTel) vs Application Performance Monitoring (APM) in the Kubernetes Tools ecosystem.
-## Observability (8)
+## Observability (6)
 
 ### APM (1)
 
 #### Analysis
 
   - **(2022)** [dynatrace.com: Why conventional observability fails in Kubernetes environmentsβ€”A real-world use case 🌟](https://www.dynatrace.com/news/blog)  [LEGACY] β€” This analysis explores why legacy, non-topological monitoring tools fail in dynamic, highly ephemeral Kubernetes architectures. It highlights the necessity of real-time topology mapping and automated entity correlation to avoid alert fatigue during cascade failures. Standard static dashboard approaches are contrasted with causal, AI-driven monitoring models.
-#### Commercial Observability
-
-  - **(2023)** [dynatrace.com: Dynatrace monitoring for Kubernetes and OpenShift](https://www.dynatrace.com/technologies/kubernetes-monitoring) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” This product reference explains Dynatrace's AI-driven observability agent, OneAgent, customized for Kubernetes and Red Hat OpenShift. By leveraging automatic injection at the container layer, it delivers full-stack trace and metric collection without manual code changes or pod sidecars. The Davis AI engine processes this topological data to automate root-cause analysis for microservice anomalies.
 ### APM and Logging
 
 #### Application Performance Monitoring
@@ -630,36 +345,15 @@
   - **(2020)** [developers.redhat.com: Monitoring .NET Core applications on Kubernetes](https://developers.redhat.com/blog/2020/08/05/monitoring-net-core-applications-on-kubernetes) [C# CONTENT]  [COMMUNITY-TOOL] β€” Details the integration of Prometheus metrics and diagnostic sources in .NET Core applications running on Kubernetes. Focuses on configuring the Prometheus .NET Client library and utilizing Kubernetes service monitors to automate target discovery.
 #### Java Diagnostics
 
-  - **(2021)** [VisualVM: JVisualVM to an Openshift pod](https://fedidat.com/250-jvisualvm-openshift-pod) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Step-by-step tutorial on forwarding JMX connections to JVisualVM clients over Kubernetes port-forwarding. Facilitates real-time thread inspection, heap monitoring, and manual GC triggers.
-  - **(2020)** [blog.arkey.fr: Using JDK FlightRecorder and JDK Mission Control](https://blog.arkey.fr/2020/06/28/using-jdk-flight-recorder-and-jdk-mission-control) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Details the usage of JDK Flight Recorder (JFR) and JDK Mission Control (JMC) for low-overhead, production-grade JVM diagnostic profiling. Explains trace capture of memory, CPU, and I/O cycles.
   - **(2020)** [Remote Debugging of Java Applications on OpenShift](https://www.redhat.com/en/blog/remote-debugging-java-applications-openshift) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Focuses specifically on configuring JDWP parameters in enterprise Java container builds to allow secure, remote interactive debugging from IDEs directly to pods in OpenShift.
-  - **(2020)** [redhat.com: How do I analyze a Java heap dump?](https://access.redhat.com/solutions/18301) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A technical solution article detailing how to trigger, extract, and analyze memory heap dumps from JVMs running inside Linux containers, leveraging standard OpenJDK CLI tools.
-#### Java JMX
-
-  - **(2017)** [developers.redhat.com: Troubleshooting java applications on openshift (Jolokia)](https://developers.redhat.com/blog/2017/08/16/troubleshooting-java-applications-on-openshift) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Guides developers on using Jolokia, an HTTP/JSON bridge for JMX, to securely query and troubleshoot Java microservices deployed inside Red Hat OpenShift pods.
 #### Java Spring Boot
 
   - **(2022)** [javatechonline.com: How To Monitor Spring Boot Microservices Using ELK Stack?](https://javatechonline.com/how-to-monitor-spring-boot-microservices-using-elk-stack) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Provides a step-by-step architectural guide on routing Logback appender JSON streams from Spring Boot microservices into Logstash, indexing them in Elasticsearch, and visualizing error trends in Kibana.
-### Business Strategy (1)
-
-#### Adoption
-
-##### Value Realization
-
-  - **(2023)** [thenewstack.io: Growing Adoption of Observability Powers Business Transformation](https://thenewstack.io/growing-adoption-of-observability-powers-business-transformation)  [LEGACY] β€” Discusses the business impact of transitioning from legacy IT system silo monitoring to real-time, unified observability, showing direct correlation to improved MTTR and customer satisfaction. Curator Insight: Business-case advocacy for modernizing monitoring. Live Grounding: Helps senior managers secure financial backing for large-scale APM transformations.
-#### Governance
-
-##### Metrics (1)
-
-  - **(2024)** [forbes.com: From Data Collection To Delivering KPIs: A Roadmap To A Mature Observability Strategy](https://www.forbes.com/councils/forbestechcouncil/2024/03/08/from-data-collection-to-delivering-kpis-a-roadmap-to-a-mature-observability-strategy/?streamIndex=0)  [COMMUNITY-TOOL] β€” Provides a clear roadmap to extract business value from raw telemetry data. Focuses on aligning technical logs and alerts directly with key performance indicators (KPIs) to drive continuous business transformation. Curator Insight: Forbes council insight on business metrics. Live Grounding: Highlights why enterprise monitoring frameworks fail when detached from functional business KPIs.
 ### Distributed Tracing (2)
 
 #### Data Pipelines
 
   - **(2020)** [A Distributed Tracing Adventure in Apache Beam](https://rion.io/2020/07/04/a-distributed-tracing-adventure-in-apache-beam) [EN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A technical retrospective of tracing asynchronous distributed execution paths in Apache Beam data processing pipelines. Addresses transaction correlation across multi-hop distributed transformations and dynamic worker scale-outs.
-#### Evolution
-
-  - **(2021)** [newrelic.com: OpenTracing, OpenCensus, OpenTelemetry, and New Relic (Best overview of OpenTelemetry)](https://newrelic.com/blog/dem/opentelemetry-opentracing-opencensus) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Provides an industry overview detailing the historical consolidation of OpenTracing and OpenCensus into the singular OpenTelemetry framework, clarifying telemetry standardization for enterprise operations.
 #### Kubernetes Testing
 
   - **(2023)** [signadot.com: Sandboxes in Kubernetes using OpenTelemetry](https://www.signadot.com/blog/sandboxes-in-kubernetes-using-opentelemetry) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores using OpenTelemetry trace propagation context to run isolated, multi-tenant sandbox testing within shared Kubernetes clusters. Routes test traffic dynamically to microservice variants using trace metadata headers.
@@ -673,81 +367,17 @@
 #### Research
 
   - **(2010)** [Dapper](https://research.google/pubs/dapper-a-large-scale-distributed-systems-tracing-infrastructure) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Google's seminal research paper on large-scale distributed systems tracing infrastructure. Formed the theoretical basis and design patterns for modern tracing architectures including Zipkin, Jaeger, and OpenTelemetry.
-#### Specifications
-
-  - **(2026)** [OpenTelemetry.io](https://opentelemetry.io) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The standard specification and framework providing a unified set of APIs, SDKs, and tooling to collect observability metrics, logs, and traces globally from modern software.
-  - **(2020)** [**OpenTracing.io**](https://opentracing.io) [NONE CONTENT] [ADVANCED LEVEL]  [LEGACY] β€” A historically significant, vendor-neutral API specification for distributed tracing that merged with OpenCensus to form OpenTelemetry. Archived and legacy in 2026, with all development moved to OTel.
 #### Tool Comparison
 
   - **(2018)** [opensource.com: 3 open source distributed tracing tools](https://opensource.com/article/18/9/distributed-tracing-tools) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Reviews and contrasts early open-source distributed tracing tools such as Jaeger, Zipkin, and SkyWalking, highlighting deployment complexity, UI dashboards, and community traction.
 #### Zipkin
 
   - **(2026)** [Zipkin](https://zipkin.io) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” A dedicated distribution of the Zipkin tracing framework, focused on light-overhead propagation of Span IDs and trace context across REST and gRPC microservice boundaries.
-### Industry Trends
+### Metrics
 
-#### AI
-
-##### AIOps
-
-  - **(2023)** [devops.com: Where Does Observability Stand Today, and Where is it Going Next?](https://devops.com/where-does-observability-stand-today-and-where-is-it-going-next)  [COMMUNITY-TOOL] β€” Analyzes the ongoing evolution of observability systems toward artificial intelligence integration (AIOps), automated anomaly detection, and continuous optimization profiles. Curator Insight: Industry roadmap on telemetry analysis. Live Grounding: Crucial for evaluating how LLMs and ML models parse log volumes for predictive maintenance.
-#### Technology Evolution
-
-  - **(2021)** [thenewstack.io: Observability Is the New Kubernetes 🌟](https://thenewstack.io/observability-is-the-new-kubernetes)  [COMMUNITY-TOOL] β€” Draws parallels between the explosive ecosystem growth of Kubernetes and the rapid development and sprawl of the modern observability industry. Curator Insight: Industry paradigm comparison. Live Grounding: Illustrates how standardization around OpenTelemetry has consolidated tooling across complex clouds.
-### Infrastructure Monitoring (1)
-
-#### Zabbix and OpenShift
-
-  - **(2022)** [cloud.redhat.com: Monitoring Infrastructure Openshift 4.x Using Zabbix Operator](https://www.redhat.com/en/blog/monitoring-infrastructure-openshift-4.x-using-zabbix-operator) [EN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Sister article detailing the configuration of Zabbix operator configurations on OpenShift Container Platform 4.x for advanced enterprise system monitoring.
-#### Zabbix and Prometheus
-
-  - **(2022)** [openshift.com: How to Monitor Openshift 4.x with Zabbix using Prometheus - Part 2](https://www.redhat.com/en/blog/how-to-monitoring-openshift-4.x-with-zabbix-using-prometheus-part-2) [EN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Part 2 of the Zabbix integration guide, configuring Zabbix to extract real-time Prometheus alert states and raw metrics endpoints inside the OpenShift cluster, leveraging the cluster-monitoring operator APIs.
-### Log Management
-
-#### Alerting
-
-  - **(2026)** [**jertel/elastalert2**](https://github.com/jertel/elastalert2) ⭐ 1121  [PYTHON CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An active, community-maintained fork of ElastAlert designed to query Elasticsearch and trigger real-time alerts based on specific log patterns, spike anomalies, or flatlines. Integrates directly with Slack, Email, PagerDuty, and custom webhooks.
-#### Elastic Stack (1)
-
-  - **(2020)** [acloudguru.com: Getting started with the Elastic Stack](https://www.pluralsight.com/resources/blog/cloud/getting-started-with-the-elastic-stack) [NONE CONTENT]  [COMMUNITY-TOOL] β€” An introductory hands-on walkthrough for deploying and configuring Elasticsearch, Logstash, and Kibana (ELK Stack). Covers index life-cycle management, ingest pipelines, and structuring unstructured application logs.
-#### Industry Shifts
-
-  - **(2021)** [zdnet.com: AWS, as predicted, is forking Elasticsearch](https://www.zdnet.com/article/aws-as-predicted-is-forking-elasticsearch) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A journalistic analysis of Amazon's response to Elastic's relicensing of Elasticsearch and Kibana from Apache 2.0 to SSPL. Highlights the systemic industry rift that led to the creation of the OpenSearch project as a fully open-source fork.
-  - **(2021)** [amazon.com: Stepping up for a truly open source Elasticsearch](https://aws.amazon.com/blogs/opensource/stepping-up-for-a-truly-open-source-elasticsearch) [NONE CONTENT]  [COMMUNITY-TOOL] β€” AWS's official announcement and rationale behind driving a community-led fork of Elasticsearch and Kibana. Outlines commitment to preserving open-source software licenses and maintaining Apache 2.0-compliant versions for enterprise developers.
-  - **(2021)** [thenewstack.io: This Week in Programming: The ElasticSearch Saga Continues](https://thenewstack.io/this-week-in-programming-the-elasticsearch-saga-continues) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Evaluates the technical and legal friction generated by Elastic's license change. Discusses how this licensing pivot forced major enterprises and open-source ecosystems to migrate infrastructure to OpenSearch or accept SSPL/Elastic licenses.
-#### Kubernetes Operators (1)
-
-  - **(2025)** [Rancher Logging Operator 🌟](https://rancher.com/docs/rancher/v2.x/en/logging/v2.5) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An advanced Kubernetes controller that automates the deployment and management of Fluentd and Fluent Bit pipelines. It offers custom resource definitions (CRDs) to route, filter, and output log streams to multi-tenant backends dynamically.
-#### Local Development
-
-  - **(2021)** [dev.to/sagary2j: ELK Stack Deployment using MiniKube single node architecture](https://dev.to/sagary2j/elk-stack-deployment-using-minikube-single-node-architecture-16cl) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Walks through a lightweight, single-node ELK Stack deployment on Minikube. Demonstrates how to write custom Kubernetes manifests for dev/test verification of log aggregation pipelines.
-#### OpenSearch
-
-  - **(2021)** [amazon.com: Introducing OpenSearch](https://aws.amazon.com/blogs/opensource/introducing-opensearch) [NONE CONTENT]  [COMMUNITY-TOOL] β€” The formal introduction of the OpenSearch project, an Apache 2.0-licensed fork of Elasticsearch and Kibana. Outlines AWS’s roadmap for secure, open-source search, ingestion, and analytical visualization suites.
-  - **(2021)** [thenewstack.io: This Week in Programming: AWS Completes Elasticsearch Fork with OpenSearch](https://thenewstack.io/this-week-in-programming-aws-completes-elasticsearch-fork-with-opensearch) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Discusses the initial release milestones of OpenSearch 1.0. Focuses on the decoupling of proprietary Elastic modules to ensure a community-driven, open-source path forward for cloud providers and developers.
-  - **(2021)** [aws.amazon.com: Keeping clients of OpenSearch and Elasticsearch compatible with open source](https://aws.amazon.com/blogs/opensource/keeping-clients-of-opensearch-and-elasticsearch-compatible-with-open-source) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Addresses client library compatibility hurdles between Elasticsearch and OpenSearch. Explains how AWS and the OpenSearch community maintained backwards compatibility in SDKs to prevent breaking changes in consumer applications during migration.
-  - **(2021)** [aws.amazon.com: Amazon Elasticsearch Service Is Now Amazon OpenSearch Service and Supports OpenSearch 1.0](https://aws.amazon.com/blogs/aws/announcing-amazon-opensearch-service-which-supports-opensearch-10) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Documents the cloud service rebranding from Amazon Elasticsearch Service to Amazon OpenSearch Service. Highlights migration features, built-in security enhancements, and seamless rolling upgrades from Elasticsearch 7.10 cluster versions.
-#### Search Mechanics
-
-  - **(2021)** [dev.to: Beginner's guide to understanding the relevance of your search with Elasticsearch and Kibana](https://dev.to/lisahjung/beginner-s-guide-to-understanding-the-relevance-of-your-search-with-elasticsearch-and-kibana-29n6) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Explains the mechanics behind text matching, TF-IDF, and Okapi BM25 scoring algorithms within Elasticsearch, and how Kibana is used to visualize search results. Crucial for developers optimizing query performance and log index searching.
-#### Strategy
-
-  - **(2018)** [devops.com: How Centralized Log Management Can Save Your Company](https://devops.com/how-centralized-log-management-can-save-your-company) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Demonstrates the business and technical value of implementing centralized log aggregation in distributed systems. Outlines how consolidated logs reduce Mean Time to Resolution (MTTR), improve compliance auditing, and streamline security incident responses.
-#### Training
-
-  - **(2020)** [youtube: ELK for beginners - by XavkiEn 🌟](https://www.youtube.com/playlist?list=PLWZKNB9waqIX00uj5q4nX_TOFiX3if1z3) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A structured, comprehensive video tutorial playlist walking through the installation, pipeline configuration, and visual analysis capabilities of the ELK stack. Ideal for engineering teams onboarding to self-hosted logging infrastructure.
-### Metrics (2)
-
-#### Core Stack
-
-  - **(2019)** [Systems Monitoring with Prometheus and Grafana](https://flightaware.engineering/systems-monitoring-with-prometheus-grafana) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A foundational engineering guide on setting up a robust, scalable systems monitoring pipeline using Prometheus for time-series data storage and Grafana for visual dashboards. Highlights best practices in querying via PromQL and architecting resilient scraping targets.
 #### Prometheus Scale
 
   - **(2020)** [Promster: Use Prometheus in huge deployments with dynamic clustering and scrape sharding capabilities based on ETCD service registration](https://github.com/flaviostutz/promster) ⭐ 31  [GO CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” Leverages ETCD service registration to provide dynamic clustering and automated scrape sharding for distributed Prometheus deployments. While offering a lightweight alternative for scale-out setups, modern production environments in 2026 predominantly utilize Thanos, Cortex, or VictoriaMetrics for highly available global metrics engines.
-### Monitoring
-
-#### Metrics Collection
-
-  - **(2024)** [Prometheus](https://nubenetes.com/prometheus) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Prometheus is an open-source systems monitoring and alerting toolkit originally built at SoundCloud. It utilizes a pull-based metrics collection model over HTTP, powered by a highly efficient dimensional data model (TSDB) with PromQL. Essential for Kubernetes cloud-native environments, it excels in dynamic service discovery and real-time operational visibility.
 ### OpenTelemetry (1)
 
 #### Collector Infrastructure
@@ -767,29 +397,11 @@
 #### Kubernetes Day 2
 
   - **(2023)** [dynatrace.com: Monitoring of Kubernetes Infrastructure for day 2 operations](https://www.dynatrace.com/news/blog/what-is-kubernetes-2) [EN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Details operational processes for managing high-capacity Kubernetes deployments during Day 2 lifecycle stages. Emphasizes automated root-cause analysis, platform capacity planning, and microservices service-mesh integration.
-### Scraping and Exporters
-
-#### JVM Monitoring
-
-  - **(2024)** [==Prometheus JMX Exporter 🌟==](https://github.com/prometheus/jmx_exporter) ⭐ 3306  [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” A highly critical Prometheus collector that scrapes and formats JVM JMX mBeans. Widely utilized in enterprise legacy clusters running Java applications, Kafka, and Cassandra.
-### Standards
-
-#### Metrics Comparison
-
-  - **(2023)** [timescale.com: Prometheus vs. OpenTelemetry Metrics: A Complete Guide](https://www.tigerdata.com/blog/prometheus-vs-opentelemetry-metrics-a-complete-guide) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Provides a comprehensive architectural comparison between Prometheus metric collection (pull-based, PromQL-native) and OpenTelemetry (push-based OTLP, multi-signal trace correlation). Guides technical architects on choosing the appropriate framework or blending them in a hybrid topology.
 ### Tracing
 
 #### Distributed Tracing (3)
 
   - **(2021)** [grafana.com: A beginner's guide to distributed tracing and how it can increase an application's performance 🌟](https://grafana.com/blog/a-beginners-guide-to-distributed-tracing-and-how-it-can-increase-an-applications-performance)  [COMMUNITY-TOOL] β€” This introductory guide outlines the foundational mechanics of distributed tracing, exploring how request lifecycles are visualized using traces, spans, and parent-child span relationships. It clarifies how tracing correlates disjointed events across multi-service boundaries, enabling developers to detect latency bottlenecks and optimize microservice architectures.
-#### Grafana Tempo
-
-  - **(2020)** [grafana.com: Announcing Grafana Tempo, a massively scalable distributed tracing system 🌟](https://grafana.com/blog/announcing-grafana-tempo-a-massively-scalable-distributed-tracing-system) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Grafana Tempo is an open-source, high-scale, easy-to-use, and cost-effective distributed tracing backend. Designed to require only object storage (like S3 or GCS) to operate, it eliminates the operational overhead and high costs of running complex indexes via Elasticsearch or Cassandra. Tempo integrates deeply with Grafana, Prometheus, and Loki, enabling seamless correlation between logs, metrics, and traces.
-### Visualization
-
-#### Dashboards
-
-  - **(2024)** [Grafana](https://nubenetes.com/grafana) [GO/TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Grafana is the industry-standard multi-platform open-source analytics and interactive visualization web application. It supports query, visualization, alerting, and analysis of metrics, logs, and traces from diverse backends (Prometheus, Elasticsearch, Loki, Jaeger). Its pluggable architecture allows organizations to build unified operational dashboards across heterogeneous data layers.
 ## Observability and Monitoring
 
 ### Application Performance Monitoring (1)
@@ -797,11 +409,6 @@
 #### APM Curated Resources
 
   - **(2021)** [github.com/antonarhipov/awesome-apm: Awesome APM](https://github.com/antonarhipov/awesome-apm) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” A curated catalog of application performance monitoring (APM) tools, open-source agents, telemetry protocols, and platform engines. It indexes distributed tracing setups, heap profiling engines, and instrumentation libraries across mainstream programming frameworks.
-### Synthetic Monitoring
-
-#### Uptime-Kuma
-
-  - **(2021)** [==louislam/uptime-kuma==](https://github.com/louislam/uptime-kuma) ⭐ 87989  [JAVASCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A highly popular self-hosted synthetic monitoring tool written in Node.js. It features multi-protocol ping, HTTP/TCP checks, certificate monitoring, integration with multi-channel alert providers, and highly intuitive dashboards, serving as a lightweight alternative to commercial APM and uptime tools.
 ## Performance Engineering (1)
 
 ### Profiling
@@ -811,29 +418,10 @@
 ##### Continuous Profiling
 
   - **(2022)** [medium.com/performance-engineering-for-the-ordinary-barbie: Why profiling should be part of regular software development workflow 🌟](https://medium.com/performance-engineering-for-the-ordinary-barbie/why-profiling-should-be-part-of-regular-software-development-workflow-8b19b7f52b38) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores the engineering benefits of integrating continuous runtime code profiling (CPU, Heap Allocation, Thread Locks) into developer workflows. Curator Insight: Advocacy for persistent tracing profiles. Live Grounding: Invaluable for diagnosing microservice memory leaks before deploying changes to live users.
-### Testing
+## Site Reliability Engineering
 
-#### Benchmarking
+### Observability (7)
 
-##### HTTP Tools
-
-  - **(2021)** [blog.cloud-mercato.com: New HTTP benchmark tool **pycurlb**](https://blog.cloud-mercato.com/new-http-benchmark-tool-pycurlb) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Introduces pycurlb, a Python-based wrapper and benchmarking utility utilizing libcurl for low-overhead HTTP performance testing. Explores its use cases in testing microservice latency and raw throughput. Curator Insight: Quick functional introduction of a new pycurl tool. Live Grounding: Provides an alternative for developers seeking a highly customizable, scriptable curl execution engine for API baselining.
-## Security (1)
-
-### Monitoring (1)
-
-#### Host Security
-
-  - **(2026)** [==OS Query==](https://github.com/osquery/osquery) ⭐ 23311  [C++ CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Exposes an operating system as a relational database, enabling SQL-based queries to audit process runtime, file integrity, and network connections. osquery is universally recognized as a core utility for security telemetry and host-level compliance in 2026.
-## Site Reliability Engineering (1)
-
-### Observability (9)
-
-#### Guides (1)
-
-##### Beginners
-
-  - **(2022)** [devopscube.com: What Is Observability? Comprehensive Beginners Guide](https://devopscube.com/what-is-observability)  [COMMUNITY-TOOL] β€” High-quality, step-by-step introduction to the structural columns of observability (logs, metrics, and traces). It details core OpenTelemetry collection mechanisms. Curator Insight: Comprehensive starting manual for cloud telemetry. Live Grounding: Excellent onboarding material for entry-level platform developers.
 #### Methodologies
 
 ##### Advanced Monitoring
@@ -844,48 +432,34 @@
 ##### RED Method
 
   - **(2018)** [infoworld.com: The RED method: A new strategy for monitoring microservices](https://www.infoworld.com/article/2270578/the-red-method-a-new-strategy-for-monitoring-microservices.html)  [COMMUNITY-TOOL] β€” Focuses on the RED monitoring methodology (Rate, Errors, Duration) created specifically for microservices architectures, comparing it to traditional USE metrics (Utilization, Saturation, Errors). Curator Insight: Crucial reference for modern microservice design. Live Grounding: Core architectural paradigm for tracing containerized HTTP and RPC interactions.
+#### Monitoring Theory
+
+##### Distributed Systems
+
+  - **(2016)** [==Monitoring Distributed Systems - Google SRE Book==](https://sre.google/sre-book/monitoring-distributed-systems) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The foundational text establishing distributed systems monitoring fundamentals. Introduces the 'four golden signals' (latency, traffic, errors, and saturation) and addresses the core engineering trade-offs between white-box and black-box monitoring. Curator Insight: Seminal SRE literature defining core telemetry metrics. Live Grounding: Remains the architectural blueprint for modern production-grade telemetry frameworks globally.
 #### Terminology
 
 ##### Monitoring vs Observability
 
   - **(2023)** [Observability vs Monitoring](https://middleware.io/blog/observability-vs-monitoring)  [COMMUNITY-TOOL] β€” Demystifies the core conceptual differences between passive monitoring (detecting known failures via predefined metrics) and active observability (querying internal system states via logs, metrics, and traces). Curator Insight: Clarifying guide for observability vs monitoring. Live Grounding: Essential reading to shift organizational mindsets from reactive alerting to proactive debugging in dynamic cloud-native environments.
-  - **(2022)** [thenewstack.io: Monitoring vs. Observability: What’s the Difference?](https://thenewstack.io/monitoring-vs-observability-whats-the-difference)  [COMMUNITY-TOOL] β€” Compares traditional metric-based monitoring (knowing when a failure occurs) against structural observability (understanding why it occurs by correlation of inputs and outputs). Curator Insight: Conceptual framework comparing telemetry methodologies. Live Grounding: Useful for aligning cross-functional teams on why modernized tracing platforms require higher initial capital investment.
   - **(2022)** [dashbird.io: Monitoring vs Observability: Can you tell the difference? 🌟](https://dashbird.io/blog/monitoring-vs-observability)  [COMMUNITY-TOOL] β€” Analyzes the divergence of monitoring and observability, specifically within the context of serverless architectures (AWS Lambda). Focuses on cold starts, API Gateway timeouts, and distributed event-driven systems. Curator Insight: Serverless perspective on observability. Live Grounding: Demonstrates how standard infrastructure agent models fall short when managing dynamic ephemerality.
 #### Theory
 
 ##### APM (2)
 
   - **(2023)** [dynatrace.com: What is observability? Not just logs, metrics and traces](https://www.dynatrace.com/news/blog/what-is-observability-2)  [COMMUNITY-TOOL] β€” Expands the definition of observability beyond simple logs, metrics, and tracing, arguing for contextual topology maps, automatic root-cause identification, and continuous profiling. Curator Insight: Vendor-informed perspective on next-gen APM. Live Grounding: Emphasizes the need for automated graph topology representations over pure telemetry pipelines.
-##### Monitoring vs Observability (1)
-
-  - **(2022)** [thenewstack.io: Observability Won’t Replace Monitoring (Because It Shouldn’t) 🌟](https://thenewstack.io/observability-wont-replace-monitoring-because-it-shouldnt)  [COMMUNITY-TOOL] β€” Argues against the displacement myth of monitoring by observability, asserting that both play critical roles. Monitoring maintains persistent dashboards of known failure vectors, while observability provides reactive exploration tools. Curator Insight: Balanced pragmatic perspective on modern telemetry. Live Grounding: Helps developers resist unnecessary tooling replacements by leveraging combined solutions.
-## Software Engineering
-
-### CICD (3)
-
-#### Methodology (1)
-
-  - **(2018)** [devops.com: The Fallacy of Continuous Integration, Delivery and Testing](https://devops.com/the-fallacy-of-continuous-integration-delivery-and-testing) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Explores common anti-patterns in DevOps pipelines where fast builds mask poor test coverage and integration siloes. Offers recommendations on balancing CI/CD speed with architectural quality gates and production-like validation.
 ## Systems Design
 
-### Observability (10)
+### Observability (8)
 
 #### Data Pipelines (1)
 
 ##### Telemetry Routing
 
   - **(2019)** [bravenewgeek.com: The Observability Pipeline](https://bravenewgeek.com/the-observability-pipeline) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A comprehensive technical exploration of the 'Observability Pipeline' architectural pattern, illustrating how to decouple telemetry sources from destinations using intermediate routing layers (e.g., Vector). Curator Insight: Deep-dive on data routing middleware. Live Grounding: A fundamental design paradigm for modern platform engineering, preventing vendor lock-in and optimizing ingestion costs.
-#### Infrastructure Design
-
-##### Telemetry Pipelines
-
-  - **(2022)** [learnsteps.com: Monitoring Infrastructure System Design](https://www.learnsteps.com/monitoring-infrastructure-system-design) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Architectural breakdown of designing an end-to-end monitoring infrastructure from scratch. Examines the selection of pull vs. push telemetry models, buffer queues (like Kafka), and time-series databases (TSDBs). Curator Insight: High-level overview of system design for monitoring platforms. Live Grounding: Serves as a great architectural primer for platform engineering teams building internal metrics systems.
-#### Logging Systems
-
-##### Architecture (1)
-
-  - **(2022)** [learnsteps.com: Logging Infrastructure System Design](https://www.learnsteps.com/logging-infrastructure-system-design) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Structural system architecture deep-dive covering high-volume log collection, queuing, indexing, and durable storage tiers (such as ELK, Grafana Loki, or OpenSearch). Curator Insight: Deep blueprint on logging pipeline design. Live Grounding: Essential reading for scaling logging clusters without sacrificing lookup speeds or bloating cloud storage costs.
 
 ---
-πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md)
+πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Angular](./angular.md)
 
diff --git a/v2-docs/noops.md b/v2-docs/noops.md
index 62bd2649..5f774aab 100644
--- a/v2-docs/noops.md
+++ b/v2-docs/noops.md
@@ -8,37 +8,12 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [DevOps](#devops)
-  - [Operations Paradigms](#operations-paradigms)
-    - [NoOps Critiques](#noops-critiques)
-    - [NoOps Philosophy](#noops-philosophy)
   - [Serverless Architecture](#serverless-architecture)
     - [NoOps Execution](#noops-execution)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [Dzone: What Is NoOps?](https://dzone.com/articles/what-is-noops)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: What Is NoOps? in the Kubernetes Tools ecosystem.
-  - [DevOps Is Dead, Long Live NoOps](https://medium.com/better-programming/devop-noops-difference-504dfc4e9faa)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering DevOps Is Dead, Long Live NoOps in the Kubernetes Tools ecosystem.
 ## DevOps
 
-### Operations Paradigms
-
-#### NoOps Critiques
-
-  - **(2020)** [7 arguments against NoOps](https://techbeacon.com/enterprise-it/7-arguments-against-noops) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A counter-narrative presenting real-world arguments against complete operational automation (NoOps). Highlights risks associated with opaque debugging, provider lock-in, compliance gaps, and complex on-prem infrastructure demands.
-#### NoOps Philosophy
-
-  - **(2022)** [What is NoOps? The quest for fully automated IT operations](https://www.cio.com/article/220351/what-is-noops-the-quest-for-fully-automated-it-operations.html) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An executive CIO assessment detailing the transition of corporate IT operations into automated, zero-touch infrastructures. Covers the integration of AI-driven alert systems, programmatic security gates, and GitOps deployments.
-  - **(2021)** [zdnet: There's no ops like NoOps: the next evolution of DevOps](https://www.zdnet.com/article/theres-no-ops-like-noops-the-next-evolution-of-devops) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An analytical piece evaluating the long-term migration of standard enterprise DevOps frameworks into a NoOps paradigm. Discusses how cloud-native serverless, PaaS platforms, and policy-as-code models reduce manually managed compute resources.
-  - **(2021)** [devops.com: Is NoOps the Future of Cloud Networking?](https://devops.com/is-noops-the-future-of-cloud-networking) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Investigates the intersection of automated networking policies and NoOps. Outlines how SDN controllers, declarative API gateways, and service mesh automated loops handle routing and network microsegmentation automatically.
-  - **(2021)** [devops.com: Up Your DevOps Game: It’s Time for NoOps](https://devops.com/up-your-devops-game-its-time-for-noops) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Proposes actionable tactics for transitioning DevOps engineering pipelines into automated, serverless-first NoOps infrastructures. Discusses standardized declarative delivery flows and policy engine setups.
 ### Serverless Architecture
 
 #### NoOps Execution
@@ -46,5 +21,7 @@
   - **(2021)** [Serverless Computing: Moving from DevOps to NoOps](https://devops.com/serverless-computing-moving-from-devops-to-noops) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Evaluates how serverless architectures drive NoOps execution. Emphasizes shifting operations responsibilities (e.g., node provisioning, patching, scaling) to public cloud platforms, allowing developers to focus strictly on code components.
 
 ---
-πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Kubernetes Client Libraries](./kubernetes-client-libraries.md)
+πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Serverless](./serverless.md) | [Kubectl Commands](./kubectl-commands.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Cloudflare](./cloudflare.md)
 
diff --git a/v2-docs/nosql.md b/v2-docs/nosql.md
index bb50939c..2e2b580e 100644
--- a/v2-docs/nosql.md
+++ b/v2-docs/nosql.md
@@ -8,116 +8,20 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Data Architecture](#data-architecture)
-  - [Big Data](#big-data)
-    - [Data Warehousing](#data-warehousing)
-    - [Query Engines](#query-engines)
-  - [Database Comparison](#database-comparison)
-    - [Market Trends](#market-trends)
-    - [Migration Strategies](#migration-strategies)
-    - [SQL vs NoSQL](#sql-vs-nosql)
-  - [Database Design](#database-design)
-    - [E-Commerce Applications](#e-commerce-applications)
-  - [Database Replication](#database-replication)
-    - [Trade-Offs](#trade-offs)
   - [MongoDB Ecosystem](#mongodb-ecosystem)
-    - [Database Security](#database-security)
-    - [Database Tooling](#database-tooling)
-    - [Database-as-a-Service](#database-as-a-service)
     - [Kubernetes Networking](#kubernetes-networking)
     - [Kubernetes Operators](#kubernetes-operators)
-    - [Local Containerization](#local-containerization)
-  - [NewSQL Databases](#newsql-databases)
-    - [Elastic Databases](#elastic-databases)
   - [NoSQL Databases](#nosql-databases)
-    - [Decision Frameworks](#decision-frameworks)
-    - [Document Databases](#document-databases)
-    - [Introductions](#introductions)
-    - [Real-Time Databases](#real-time-databases)
-    - [Reference Guides](#reference-guides)
-    - [Time Series](#time-series)
     - [Wide-Column Stores](#wide-column-stores)
-1. [Data Management](#data-management)
-  - [Databases](#databases)
-    - [NoSQL](#nosql)
 1. [Observability](#observability)
   - [Microservices Monitoring](#microservices-monitoring)
     - [Tracing Tools](#tracing-tools)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [NoSQL vs. SQL: Choosing a Data Management Solution](https://www.javacodegeeks.com/2015/10/nosql-vs-sql.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.javacodegeeks.com in the Kubernetes Tools ecosystem.
-  - [Diferencias entre SQL y NoSQL ΒΏSabes cuΓ‘l usar?](https://www.facilcloud.com/noticias/?p=1294&lang=es_ES)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.facilcloud.com in the Kubernetes Tools ecosystem.
-  - [NoSQL Databases: 4 Game-Changing Use Cases](https://www.smartdatacollective.com/kingmesal/373466/nosql-databases-4-game-changing-use-cases)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.smartdatacollective.com in the Kubernetes Tools ecosystem.
-  - [blog.couchbase.com podcast: NoSQL in the Perspective of Industry Leaders](https://blog.couchbase.com/2016/january/nosql-in-the-perspective-of-industry-leaders)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.couchbase.com in the Kubernetes Tools ecosystem.
-  - [blog.mongodirector.com: Which is the best MongoDB GUI?](https://blog.mongodirector.com/which-is-the-best-mongodb-gui)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.mongodirector.com in the Kubernetes Tools ecosystem.
-  - [mongodirector: MongoDB Hosting](https://mongodirector.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering mongodirector.com in the Kubernetes Tools ecosystem.
-  - [MongoDB Tutorial – A Scalable NoSQL DB](https://www.javacodegeeks.com/2015/09/mongodb-a-scalable-nosql-db.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.javacodegeeks.com in the Kubernetes Tools ecosystem.
-  - [medium.com: A chance for NewSQL databases](https://medium.com/packlinkeng/a-chance-for-newsql-databases-3bba18fea6a1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: A chance for NewSQL databases in the Kubernetes Tools ecosystem.
-  - [NoSQL - Wikipedia](https://en.wikipedia.org/wiki/NoSQL)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering NoSQL - Wikipedia in the Kubernetes Tools ecosystem.
-  - [vishnu.hashnode.dev: 4 Types Of NoSQL Databases](https://vishnu.hashnode.dev/4-types-of-nosql-databases)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering vishnu.hashnode.dev: 4 Types Of NoSQL Databases in the Kubernetes Tools ecosystem.
-  - [medium: When to Use MongoDB Rather than MySQL](https://medium.com/@rsk.saikrishna/when-to-use-mongodb-rather-than-mysql-d03ceff2e922)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: When to Use MongoDB Rather than MySQL in the Kubernetes Tools ecosystem.
-  - [medium.com/@suvankar.dey80: Time Series SQL vs No SQL](https://medium.com/@suvankar.dey80/time-series-sql-vs-no-sql-a8c7f40d80a8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@suvankar.dey80: Time Series SQL vs No SQL in the Kubernetes Tools ecosystem.
-  - [wikipedia: Couchbase Server](https://en.wikipedia.org/wiki/Couchbase_Server)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wikipedia: Couchbase Server in the Kubernetes Tools ecosystem.
-  - [blog.couchbase.com: How to Build Observability Dashboards with Prometheus,' Grafana & Couchbase](https://blog.couchbase.com/how-to-build-observability-dashboards-prometheus-grafana-couchbase)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.couchbase.com: How to Build Observability Dashboards with Prometheus,' Grafana & Couchbase in the Kubernetes Tools ecosystem.
-  - [Query JSON Using SQL With Couchbase Query Workbench](https://dzone.com/articles/query-json-using-sql-with-couchbase-query-workbenc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Query JSON Using SQL With Couchbase Query Workbench in the Kubernetes Tools ecosystem.
-  - [MongoLab: Fully managed MongoDB-as-a-Service](https://mongolab.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering MongoLab: Fully managed MongoDB-as-a-Service in the Kubernetes Tools ecosystem.
-  - [Orchestrate: DBaaS|NoSQL with One REST API](https://orchestrate.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Orchestrate: DBaaS|NoSQL with One REST API in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: MongoDB Schema Validation Rules](https://betterprogramming.pub/mongodb-schema-validation-rules-8a1afc6ea67b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: MongoDB Schema Validation Rules in the Kubernetes Tools ecosystem.
-  - [code.likeagirl.io: Docker: Setup Simple Application with MongoDB for Data' Storage](https://code.likeagirl.io/docker-setup-simple-application-with-mongodb-for-data-storage-272bdb3036ad)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering code.likeagirl.io: Docker: Setup Simple Application with MongoDB for Data' Storage in the Kubernetes Tools ecosystem.
-  - [dzone: SQL Syntax for Apache Drill](https://dzone.com/refcardz/sql-syntax-for-apache-drill)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: SQL Syntax for Apache Drill in the Kubernetes Tools ecosystem.
 ## Data Architecture
 
-### Big Data
-
-#### Data Warehousing
-
-  - **(2026)** [**Hive.apache.org**](https://hive.apache.org) [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Data warehousing solution built on Apache Hadoop. Translates SQL-like relational queries into underlying MapReduce, Tez, or Spark execution plans, optimizing analytics operations over petabyte-scale data lakes.
-#### Query Engines
-
-  - **(2026)** [**Apache Drill**](https://drill.apache.org) [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Distributed, schema-free SQL query engine built to query multi-structured data repositories including NoSQL systems, file systems, and cloud object storage pools on-the-fly without metadata pre-definition.
-### Database Comparison
-
-#### Market Trends
-
-  - **(2021)** [**stackoverflow.blog: Have the tables turned on NoSQL?**](https://stackoverflow.blog/2021/01/14/have-the-tables-turned-on-nosql) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An analysis of post-hype NoSQL database adoption, highlighting the rise of NewSQL and modern distributed relational engines. Evaluates operational trade-offs regarding eventual consistency pain points in heavy transactional pipelines.
-#### Migration Strategies
-
-  - **(2022)** [**How to Evolve from RDBMS to NoSQL + SQL 🌟**](https://www.linkedin.com/pulse/how-evolve-from-rdbms-nosql-sql-jim-scott) [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” Detailed blueprint for migrating legacy relational databases to a hybrid SQL/NoSQL polyglot persistence design. Explores data modeling normalization adjustments, write path segregation, and dual-run synchronization mechanisms.
-#### SQL vs NoSQL
-
-  - **(2023)** [intellipaat.com: NoSQL vs. SQL - Difference between SQL and NoSQL](https://intellipaat.com/blog/nosql-vs-sql-what-is-better) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Comparative breakdown of relational databases against non-relational storage engines. Outlines key differentiators such as dynamic schema definitions, vertical vs horizontal scalability vectors, and CAP theorem profiles.
-  - **(2021)** [zdnet.com: SQL, NoSQL? What's the difference these days?](https://www.zdnet.com/article/sql-nosql-whats-the-difference-these-days) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Evaluates the modern convergence of SQL and NoSQL engines. Highlights how traditional relational engines added JSON/document support while NoSQL databases implemented ACID transactional mechanics, blurring historical architectural lines.
-### Database Design
-
-#### E-Commerce Applications
-
-  - **(2021)** [dev.to: NoSQL Database Design for E-Commerce Apps in 2021](https://dev.to/danielkolb/nosql-database-design-for-e-commerce-apps-in-2021-390e) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Pragmatic application of document-oriented schemas to modern digital commerce platforms. Discusses design patterns for cart state retention, product catalog nesting, and denormalization workflows optimized for low-latency retrieval.
-### Database Replication
-
-#### Trade-Offs
-
-  - **(2018)** [Traditional database replication drawbacks](https://www.nuodb.com/blog/replication-is-it-easy) [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [CASE STUDY] [COMMUNITY-TOOL] β€” Whitepaper analyzing systemic issues related to classical active-passive and active-active replication systems. Explores performance overhead, CAP theorem constraints, and split-brain recovery.
 ### MongoDB Ecosystem
 
-#### Database Security
-
-  - **(2026)** [==MongoDB security tutorial==](https://www.mongodb.com/docs/manual/security) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Official security manual outlining secure-by-default production setups for MongoDB. Covers Role-Based Access Control (RBAC), transport encryption (TLS/SSL), network binding, and Client-Side Field Level Encryption (CSFLE).
-#### Database Tooling
-
-  - **(2025)** [**3T MongoChef – Your New MongoDB GUI**](https://3t.io) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Introduces Studio 3T (formerly MongoChef), a professional desktop GUI featuring query builders, migration schemas, and JSON editors. Facilitates local database administration and connection profiles for cloud-hosted instances.
-  - **(2023)** [MongoDB Tools - Admin GUIs, Monitoring and Other Good Stuff](https://mongodb-tools.com) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curated index of key administrative GUIs, monitoring agents, and helper utilities for the MongoDB engine. Streamlines administration, schema analysis, and query optimization workflows.
-  - **(2021)** [hashinteractive.com: MONGODUMP AND MONGORESTORE VS MONGOEXPORT AND MONGOIMPORT](https://hashinteractive.com/blog/mongodump-and-mongorestore-vs-mongoexport-and-mongoimport) [SHELL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Differentiates native utility commands: mongodump/mongorestore (BSON binary backup for full disaster recovery) vs mongoexport/mongoimport (JSON/CSV semantic exports ideal for external analytics).
-#### Database-as-a-Service
-
-  - **(2022)** [**MongoDB Cloud Manager**](https://www.youtube.com/watch?v=bB57HKeOvmw&feature=youtu.be) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Video demonstration of MongoDB Cloud Manager's deployment automation capabilities. Explores point-in-time recovery setups, dynamic alerting rules, and multi-node cluster provisioning in public cloud networks.
 #### Kubernetes Networking
 
   - **(2022)** [**thenewstack.io: Deploy MongoDB in a Container, Access It Outside the Cluster**](https://thenewstack.io/deploy-mongodb-in-a-container-access-it-outside-the-cluster) [YAML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Addresses networking patterns required to expose in-cluster containerized MongoDB services to external application clients safely, discussing NodePorts, external LoadBalancers, and routing constraints.
@@ -125,48 +29,11 @@
 
   - **(2026)** [==MongoDB and Kubernetes 🌟==](https://www.mongodb.com/products/integrations/kubernetes) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Official Kubernetes operator blueprint detailing integration procedures. Allows declarative scaling, self-healing, rolling updates, and TLS rotation of stateful MongoDB replica sets under container orchestrators.
   - **(2023)** [**adamtheautomator.com: How To Perform a MongoDB Kubernetes Installation 🌟**](https://adamtheautomator.com/mongodb-kubernetes) [YAML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Step-by-step tutorial for deploying MongoDB to Kubernetes clusters. Addresses StatefulSet configuration, persistent volume claim (PVC) templates, and replica-set discovery mechanisms.
-#### Local Containerization
-
-  - **(2016)** [Avoiding pitfalls running Mongo 3.2 in Docker on OSX](https://iainhunter.wordpress.com/2016/01/12/avoiding-pitfalls-running-mongo-3-2-in-docker-on-osx) [SHELL CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Analyzes historical performance bottlenecks and host volume-mounting complications when virtualizing MongoDB 3.2 on macOS Docker setups. Remains as a reference for handling localized hypervisor file lockups.
-### NewSQL Databases
-
-#### Elastic Databases
-
-  - **(2026)** [**NuoDB, elastically scalable database. A revolution compared to traditional monolithic 1-box databases. NuoDB is ACID,SQL, distributed/scalable and support flexible schemas**](https://www.nuodb.com) [C++ CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Elastic distributed SQL database engineered for container workloads. Achieves horizontal scale-out of transactional processing and storage components while retaining strict ACID compliance.
 ### NoSQL Databases
 
-#### Decision Frameworks
-
-  - **(2022)** [**thenewstack.io: Why Choose a NoSQL Database? There Are Many Great Reasons**](https://thenewstack.io/why-choose-a-nosql-database-there-are-many-great-reasons) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Analyzes functional arguments for adopting NoSQL engines within enterprise tech stacks. Explores rapid schema iterations, telemetry data streaming integration, and multi-datacenter active-active high-availability patterns.
-  - **(2019)** [**NoSQL Databases: a Survey and Decision Guidance**](https://medium.baqend.com/nosql-databases-a-survey-and-decision-guidance-ea7823a822d) [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A scientific taxonomy and decision model for selecting non-relational database architectures. Synthesizes transactional consistency models, consistency guarantees (PACELC), and performance characteristics under multi-regional replication topologies.
-#### Document Databases
-
-  - **(2026)** [==couchbase.com==](https://www.couchbase.com) [C++ CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Enterprise-class distributed multi-model NoSQL document database combining an in-memory database with SQL-like querying capabilities (N1QL). Architected for low-latency transactional applications and microservices.
-  - **(2026)** [**Couchdb.apache.org**](https://couchdb.apache.org) [ERLANG CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Apache multi-master replicating document database using HTTP/JSON APIs. Features robust, offline-first sync protocols with ACID qualities, backed by Erlang's battle-tested fault tolerance.
-#### Introductions
-
-  - **(2020)** [thoughtworks.com: NoSQL Databases, an overview](https://www.thoughtworks.com/insights/blog/nosql-databases-overview) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Thoughtworks overview detailing horizontal scaling paradigms, schema flexibility, and non-relational query models. Establishes critical architectural criteria for selecting optimal distributed databases inside microservices environments.
-#### Real-Time Databases
-
-  - **(2026)** [**rethinkdb.com**](https://rethinkdb.com) [C++ CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Open-source NoSQL database built to push live updates and query changes directly to client-facing web applications. Utilizes its proprietary ReQL language to manage real-time event feeds.
-#### Reference Guides
-
-  - **(2012)** [==NoSQL Guide, by Martin Fowler==](https://martinfowler.com/nosql.html) [N/A CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A foundational architectural survey of NoSQL design patterns, distinguishing between document, key-value, wide-column, and graph models. Fowler introduces polyglot persistence and analyzes CAP theorem trade-offs against traditional RDBMS relational constraints.
-  - **(2022)** [**sysadminxpert.com: Demystifying NoSQL Databases 🌟**](https://sysadminxpert.com/demystifying-nosql-databases) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Operational primer breaking down NoSQL storage engine architectures, write-ahead logging (WAL), memtables, and dynamic partitioning strategies. Provides systems engineers with performance diagnostic techniques for high-throughput nodes.
-#### Time Series
-
-  - **(2023)** [**thenewstack.io: How to Choose and Model Time Series Databases**](https://thenewstack.io/how-to-choose-and-model-time-series-databases) [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Deep dive into Time Series Database (TSDB) selection, comparing compression algorithms and write-heavy workloads. Discusses optimization techniques like rollups, downsampling, and indexing temporal event data.
 #### Wide-Column Stores
 
   - **(2026)** [==Cassandra.apache.org==](https://cassandra.apache.org) [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Highly scalable, distributed wide-column NoSQL database offering linear scalability and multi-datacenter active-active clustering. Managed via modern tooling like K8ssandra on top of cloud Kubernetes platforms.
-  - **(2026)** [**HBase.apache.org**](https://hbase.apache.org) [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Open-source, distributed, column-oriented database running atop Hadoop DFS. Delivers real-time, random read/write storage access to billions of rows, modeled directly after Google's original Bigtable design.
-## Data Management
-
-### Databases
-
-#### NoSQL
-
-  - **(2012)** [Youtube: Introduction to NoSQL by Martin Fowler](https://www.youtube.com/watch?v=qI_g07C_Q5I)  [COMMUNITY-TOOL] β€” Martin Fowler’s classic presentation detailing NoSQL database paradigms. Analyzes key-value, document, column-family, and graph databases, clarifying aggregate-oriented modeling and performance trade-offs against relational databases.
 ## Observability
 
 ### Microservices Monitoring
@@ -176,5 +43,7 @@
   - **(2021)** [github.com/oslabs-beta: Odin's Eye](https://github.com/oslabs-beta/OdinsEye) [JAVASCRIPT CONTENT] 🌟 [COMMUNITY-TOOL] β€” Open-source developer utility designed to monitor distributed microservices architecture patterns, tracking internal query metrics and communication flows. Primarily active within the community sandbox.
 
 ---
-πŸ’‘ **Explore Related:** [Yaml](./yaml.md) | [Newsql](./newsql.md) | [Crunchydata](./crunchydata.md)
+πŸ’‘ **Explore Related:** [Yaml](./yaml.md) | [Databases](./databases.md) | [Crunchydata](./crunchydata.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/ocp3.md b/v2-docs/ocp3.md
index d1a8bb82..44856026 100644
--- a/v2-docs/ocp3.md
+++ b/v2-docs/ocp3.md
@@ -8,127 +8,30 @@
 
 ## Table of Contents
 
-1. [App Development](#app-development)
-  - [Packaging](#packaging)
-    - [Helm Charts](#helm-charts)
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
+1. [Observability](#observability)
+  - [Application Monitoring](#application-monitoring)
+    - [Java JMX](#java-jmx)
 1. [Platform Architecture](#platform-architecture)
-  - [Administration](#administration)
-    - [Automation](#automation)
-  - [Automation](#automation-1)
-    - [Ansible](#ansible)
-    - [Community Tools](#community-tools)
-  - [Core Concepts](#core-concepts)
-    - [Kubernetes Pods](#kubernetes-pods)
   - [High Availability](#high-availability)
     - [Disaster Recovery](#disaster-recovery)
-    - [Stretch Clusters](#stretch-clusters)
-  - [Infrastructure](#infrastructure)
-    - [Comparisons](#comparisons)
-  - [Local Dev](#local-dev)
-    - [Legacy Platform](#legacy-platform)
-  - [Multicluster](#multicluster)
-    - [Disaster Recovery](#disaster-recovery-1)
-    - [Kubernetes Federation](#kubernetes-federation)
-  - [Resource Management](#resource-management)
-    - [Autoscaling](#autoscaling)
-    - [Governance](#governance)
-  - [Resources](#resources)
-    - [Learning paths](#learning-paths)
 1. [Security](#security)
   - [Encryption](#encryption)
     - [.NET Core](#net-core)
 
-## App Development
+## Observability
 
-### Packaging
+### Application Monitoring
 
-#### Helm Charts
+#### Java JMX
 
-  - **(2019)** [blog.openshift.com/: From Templates to Openshift Helm Charts](https://www.redhat.com/en/blog/from-templates-to-openshift-helm-charts) [YAML CONTENT]  [ENTERPRISE-STABLE] [GUIDE] β€” Provides step-by-step guidance on porting proprietary OpenShift templates into standard Helm Charts, improving cross-platform compatibility and simplifying application rollout processes.
-  - **(2019)** [Templating on OpenShift: should I use Helm templates or OpenShift templates? 🌟](https://www.theodo.com/en-fr/blog/openshift-what-templates-should-you-use-helm-or-openshift) [YAML CONTENT]  [EMERGING] [GUIDE] β€” A comparative analysis contrasting OpenShift native templates with Helm charts. Outlines how Helm's global community, revision tracking, and subchart structures provide a superior template solution for complex microservice environments.
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [developers.redhat.com: **Debugging applications** within Red Hat OpenShift containers](https://developers.redhat.com/blog/2020/01/09debugging-applications-within-red-hat-openshift-containers)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com in the Kubernetes Tools ecosystem.
-  - [blog.openshift.com/how-full-is-my-cluster-part-5-a-capacity-management-dashboard](https://blog.openshift.com/how-full-is-my-cluster-part-5-a-capacity-management-dashboard)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.openshift.com in the Kubernetes Tools ecosystem.
-  - [**Uncontained.io**](https://uncontained.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering uncontained.io in the Kubernetes Tools ecosystem.
-  - [blog.openshift.com: Introduction to GitOps with OpenShift](https://blog.openshift.comintroduction-to-gitops-with-openshift)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.openshift.com: Introduction to GitOps with OpenShift in the Kubernetes Tools ecosystem.
-  - [learn.openshift.com: GitOps introduction](https://learn.openshift.com/introduction/gitops-introduction)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering learn.openshift.com: GitOps introduction in the Kubernetes Tools ecosystem.
-  - [blog.openshift.com: is it too late to integrate GitOps?](https://blog.openshift.comis-it-too-late-to-integrate-gitops)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.openshift.com: is it too late to integrate GitOps? in the Kubernetes Tools ecosystem.
-  - [blog.openshift.com: OpenShift Authentication Integration with ArgoCD](https://blogopenshift.com/openshift-authentication-integration-with-argocd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.openshift.com: OpenShift Authentication Integration with ArgoCD in the Kubernetes Tools ecosystem.
-  - [dzone: 8 Options for Capturing Thread Dumps](https://dzone.com/articles/how-to-take-thread-dumps-7-options)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: 8 Options for Capturing Thread Dumps in the Kubernetes Tools ecosystem.
-  - [Container-native virtualization allows to run and manage virtual machine workloads alongside container workloads](https://access.redhat.com/documentation/en-us/openshift_container_platform/4.2/html/container-native_virtualization/container-native-virtualization-2-1-release-notes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Container-native virtualization allows to run and manage virtual machine workloads alongside container workloads in the Kubernetes Tools ecosystem.
-  - [How to Run HA Elasticsearch (ELK) on Red Hat OpenShift](https://portworx.com/run-ha-elasticsearch-elk-red-hat-openshift)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering How to Run HA Elasticsearch (ELK) on Red Hat OpenShift in the Kubernetes Tools ecosystem.
-  - [developers.redhat.com: Installing debugging tools into a Red Hat OpenShift' container with **oc-inject**](https://developers.redhat.com/blog/2020/01/15installing-debugging-tools-into-a-red-hat-openshift-container-with-oc-inject)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com: Installing debugging tools into a Red Hat OpenShift' container with **oc-inject** in the Kubernetes Tools ecosystem.
-  - [Quotas setting per project](https://docs.openshift.com/container-platform/4.2/applications/quotas/quotas-setting-per-project.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Quotas setting per project in the Kubernetes Tools ecosystem.
-  - [Quotas setting across multiple projects](https://docs.openshift.com/container-platform/4.2/applications/quotas/quotas-setting-across-multiple-projects.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Quotas setting across multiple projects in the Kubernetes Tools ecosystem.
-  - [Source-to-Image (S2I) Build](https://docs.openshift.com/container-platform/3.11/architecture/core_concepts/builds_and_image_streams.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Source-to-Image (S2I) Build in the Kubernetes Tools ecosystem.
+  - **(2017)** [developers.redhat.com: Troubleshooting java applications on openshift (Jolokia)](https://developers.redhat.com/blog/2017/08/16/troubleshooting-java-applications-on-openshift) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Guides developers on using Jolokia, an HTTP/JSON bridge for JMX, to securely query and troubleshoot Java microservices deployed inside Red Hat OpenShift pods.
 ## Platform Architecture
 
-### Administration
-
-#### Automation
-
-  - **(2020)** [developers.redhat.com: Customizing OpenShift project creation 🌟](https://developers.redhat.com/blog/2020/02/05/customizing-openshift-project-creation) [YAML CONTENT] [ADVANCED LEVEL]  [ENTERPRISE-STABLE] [GUIDE] β€” Details dynamic project onboarding techniques for OpenShift administrators. Teaches how to configure customized templates that automatically enforce security contexts, default quotas, and custom networking parameters upon namespace creation.
-### Automation (1)
-
-#### Ansible
-
-  - **(2023)** [GitHub redhat-cop: Ansible Role 🌟](https://github.com/redhat-cop/infra-ansible) ⭐ 219  [YAML CONTENT] [ADVANCED LEVEL] 🌟🌟 [ENTERPRISE-STABLE] β€” A structured repository of Ansible automation roles customized for provisioning, maintaining, and configuring OpenShift resources. Simplifies operations such as authentication, user management, and day-2 configurations.
-#### Community Tools
-
-  - **(2026)** [Red Hat Communities of Practice](https://github.com/redhat-cop) [GO CONTENT] [ADVANCED LEVEL]  [ENTERPRISE-STABLE] β€” The master platform profile of Red Hat's Communities of Practice. Contains scripts, custom operator codes, and automated scaffolding for cluster setups, management, and resource governing processes.
-### Core Concepts
-
-#### Kubernetes Pods
-
-  - **(2018)** [blog.openshift.com/ - Kubernetes: A Pod’s Life 🌟](https://www.redhat.com/en/blog/kubernetes-pods-life) [NONE CONTENT]  [DE FACTO STANDARD] [GUIDE] β€” A fundamental exploration of the life cycle of a Kubernetes Pod. Outlines start sequences, init container routines, readiness/liveness checks, and termination processes, establishing a baseline for container orchestration troubleshooting.
 ### High Availability
 
 #### Disaster Recovery
 
   - **(2019)** [blog.openshift.com/: Stateful Workloads and the Two Data Center Conundrum](https://www.redhat.com/en/blog/stateful-workloads-and-the-two-data-center-conundrum) [NONE CONTENT] [ADVANCED LEVEL]  [ENTERPRISE-STABLE] [GUIDE] β€” Analyzes the persistence challenges associated with stateful microservices running across multi-site cluster architectures. Evaluates split-brain hazards and suggests synchronous storage configurations to guarantee data integrity.
-#### Stretch Clusters
-
-  - **(2019)** [blog.openshift.com/: How to survive an outage and live to tell about it!](https://www.redhat.com/en/blog/metro-area-openshift-stretch-cluster-how-to-survive-an-outage-and-live-to-tell-about-it) [NONE CONTENT] [ADVANCED LEVEL]  [CASE STUDY] [ENTERPRISE-STABLE] β€” Analyzes the design of Metro-Area stretch clusters on OpenShift, ensuring high availability in case of datacenter outages. Discusses network transit criteria, ETCD consensus configurations, and storage replications.
-### Infrastructure
-
-#### Comparisons
-
-  - **(2020)** [claydesk.com: Google Cloud App Engine Vs Red Hat OpenShift](https://www.claydesk.com/ecampus/google-cloud-app-engine-vs-red-hat) [NONE CONTENT]  [CASE STUDY] [COMMUNITY-TOOL] [GUIDE] β€” Analyzes key platform differences between Google Cloud App Engine and OpenShift. Compares scaling, cluster management boundaries, provider dependencies, and operational flexibility when deploying enterprise workloads.
-### Local Dev
-
-#### Legacy Platform
-
-  - **(2018)** [blog.openshift.com/: Using OpenShift 3 on your **local environment** 🌟](https://blog.openshift.com/using-openshift-3-on-your-local-environment) [BASH CONTENT]  [GUIDE] [LEGACY] β€” An older guide outlining the local instantiation of OpenShift 3 development environments using Minishift. Today, OpenShift Local (formerly CodeReady Containers) is the recommended utility for spinning up a local OCP 4 instance.
-### Multicluster
-
-#### Disaster Recovery (1)
-
-  - **(2021)** [blog.openshift.com/tag/multi-datacenter](https://www.redhat.com/en/blog?f[0]=taxonomy_blog_post_category_tid:107161&f[1]=taxonomy_topic_tid:75521) [NONE CONTENT] [ADVANCED LEVEL]  [CASE STUDY] [ENTERPRISE-STABLE] β€” A thematic curation of architectural entries covering multi-cluster synchronization, active-active topologies, global service routing, and deployment configurations utilizing Advanced Cluster Management.
-#### Kubernetes Federation
-
-  - **(2021)** [**KubeFed Operator**](https://operatorhub.io/operator/kubefed-operator) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [LEGACY] β€” The Kubernetes Federation (KubeFed) Operator designed to coordinate configurations across multiple distinct clusters. In 2026, KubeFed has been largely archived, superseded by Red Hat Advanced Cluster Management (RHACM) and Open Cluster Management (OCM).
-### Resource Management
-
-#### Autoscaling
-
-  - **(2020)** [developers.redhat.com: Testing memory-based horizontal pod autoscaling on OpenShift 🌟](https://developers.redhat.com/blog/2020/03/19/testing-memory-based-horizontal-pod-autoscaling-on-openshift) [YAML CONTENT] [ADVANCED LEVEL]  [ENTERPRISE-STABLE] [GUIDE] β€” A diagnostic tutorial explaining how to design, execute, and inspect Horizontal Pod Autoscaler scaling metrics based on container RAM thresholds. Includes guidelines for generating stable test scenarios.
-#### Governance
-
-  - **(2020)** [OpenShift 4 Resource Management](https://www.youtube.com/watch?v=JC_PB1yZcIc) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An informative session demonstrating effective scheduling, configuration, and governing mechanics of OpenShift 4 resources. Highlights the use of LimitRanges, ResourceQuotas, and Node selectors.
-  - **(2019)** [techbeatly.com: How to create, increase or decrease project quota](https://techbeatly.com/how-to-create-increase-or-decrease-project-quota-in-openshift) [BASH CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Provides step-by-step guidance on managing project resource limits inside OpenShift namespaces. Explores configuring quotas via the oc CLI to enforce hard boundaries on CPU, RAM, and storage allocations.
-### Resources
-
-#### Learning paths
-
-  - **(2019)** [certdepot.net: OpenShift Free available resources 🌟](https://www.certdepot.net/openshift-free-available-resources) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An educational index detailing free courses, interactive sandbox playgrounds, and study materials for professionals pursuing official Red Hat OpenShift certifications.
 ## Security
 
 ### Encryption
@@ -138,5 +41,7 @@
   - **(2018)** [developers.redhat.com: Securing .NET Core on OpenShift using HTTPS](https://developers.redhat.com/blog/2018/10/12/securing-net-core-on-openshift-using-https) [C# CONTENT]  [ENTERPRISE-STABLE] [GUIDE] β€” Guides engineers through configuring ASP.NET Core microservices with end-to-end TLS encryption on OpenShift. Discusses dynamic integration of local server certificates using OpenShift's service serving certificates feature.
 
 ---
-πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Kubernetes Client Libraries](./kubernetes-client-libraries.md)
+πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Serverless](./serverless.md) | [Kubectl Commands](./kubectl-commands.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/ocp4.md b/v2-docs/ocp4.md
index 629cfa06..68120b8b 100644
--- a/v2-docs/ocp4.md
+++ b/v2-docs/ocp4.md
@@ -8,33 +8,12 @@
 
 ## Table of Contents
 
-1. [AI-ML](#ai-ml)
-  - [Machine Learning Platform](#machine-learning-platform)
-    - [OpenShift AI](#openshift-ai)
 1. [App Migration](#app-migration)
   - [Application Modernization](#application-modernization)
-    - [Java Migration](#java-migration)
     - [Quarkus](#quarkus)
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Artifact Management](#artifact-management)
   - [Container Registries](#container-registries)
     - [Red Hat Quay](#red-hat-quay)
-1. [CI-CD](#ci-cd)
-  - [App Migration](#app-migration-1)
-    - [GitHub Actions](#github-actions)
-1. [CICD and Delivery](#cicd-and-delivery)
-  - [Container Builds](#container-builds)
-    - [Source-to-Image](#source-to-image)
-  - [GitOps Blueprints](#gitops-blueprints)
-    - [Community Catalog](#community-catalog)
-1. [CICD Pipeline](#cicd-pipeline)
-  - [SecOps](#secops)
-    - [Automated Builds](#automated-builds)
-1. [Cloud Infrastructure](#cloud-infrastructure)
-  - [Managed Kubernetes](#managed-kubernetes)
-    - [Azure Red Hat OpenShift](#azure-red-hat-openshift)
 1. [Cloud Native Application](#cloud-native-application)
   - [Serverless](#serverless)
     - [OpenShift Serverless](#openshift-serverless)
@@ -45,338 +24,71 @@
   - [Scheduling and Node Assignment](#scheduling-and-node-assignment)
     - [Dynamic Balancing](#dynamic-balancing)
 1. [Compute and Runtime](#compute-and-runtime)
-  - [Local Container Engines](#local-container-engines)
-    - [Rootless Storage](#rootless-storage)
   - [Serverless](#serverless-1)
     - [Knative Tutorials](#knative-tutorials)
-  - [Virtualization](#virtualization)
-    - [KubeVirt Core](#kubevirt-core)
-    - [KubeVirt Introduction](#kubevirt-introduction)
-    - [OpenShift Virtualization](#openshift-virtualization)
-1. [Container Management](#container-management)
-  - [OpenShift](#openshift-1)
-    - [Image Management](#image-management)
-1. [Container Platforms](#container-platforms)
-  - [OKD  OpenShift](#okd-openshift)
-    - [Cluster Bootstrap](#cluster-bootstrap)
-  - [OpenShift](#openshift-2)
-    - [FAQ](#faq)
-    - [Infrastructure Provisioning](#infrastructure-provisioning)
-1. [Containers and Orchestration](#containers-and-orchestration)
-  - [OpenShift](#openshift-3)
-    - [Installation and Setup](#installation-and-setup)
-    - [Platform Release](#platform-release)
-    - [Technical Background](#technical-background)
+1. [Containerization](#containerization)
+  - [Runtimes](#runtimes)
+    - [Kubernetes Integration](#kubernetes-integration)
 1. [Developer Experience](#developer-experience)
-  - [Application Development](#application-development)
-    - [Kubernetes Fundamentals](#kubernetes-fundamentals)
   - [Cloud IDEs](#cloud-ides)
     - [Dev Spaces](#dev-spaces)
-  - [SDKs](#sdks)
-    - [Operator SDK](#operator-sdk)
 1. [Development](#development)
   - [Kubernetes Operators](#kubernetes-operators)
     - [API Design](#api-design)
-1. [Ecosystem](#ecosystem)
-  - [Marketplace](#marketplace)
-    - [Application Lifecycle](#application-lifecycle)
 1. [Enterprise Kubernetes](#enterprise-kubernetes)
-  - [Capacity Planning](#capacity-planning)
-    - [Platform Sizing](#platform-sizing)
-  - [Cluster Diagnostics](#cluster-diagnostics)
-    - [Troubleshooting Protocols](#troubleshooting-protocols)
-  - [Cluster Management](#cluster-management-1)
-    - [Developer Tooling](#developer-tooling)
-  - [Cluster Operations](#cluster-operations)
-    - [Cluster Upgrades](#cluster-upgrades)
-  - [Cluster Storage](#cluster-storage)
-    - [Container Registry Management](#container-registry-management)
   - [Database Orchestration](#database-orchestration)
     - [Operator Integrations](#operator-integrations)
   - [Developer Experience](#developer-experience-1)
-    - [Developer Tooling](#developer-tooling-1)
-    - [Local Prototyping](#local-prototyping)
     - [Platform Onboarding](#platform-onboarding)
-  - [Edge Computing](#edge-computing)
-    - [Single Node Architectures](#single-node-architectures)
   - [Hardware Architectures](#hardware-architectures)
     - [Cloud Provider Integration](#cloud-provider-integration)
     - [Platform Strategy](#platform-strategy)
-  - [Identity Management](#identity-management)
-    - [Cloud Provider Integration](#cloud-provider-integration-1)
-  - [Industrial IoT](#industrial-iot)
-    - [Enterprise Deployments](#enterprise-deployments)
-  - [Infrastructure Operations](#infrastructure-operations)
-    - [Air-Gapped Environments](#air-gapped-environments)
-    - [Cost Optimization](#cost-optimization)
-    - [Developer Tooling](#developer-tooling-2)
-    - [VMware Integration](#vmware-integration)
-  - [Multi-Cluster Management](#multi-cluster-management)
-    - [Hosted Control Planes](#hosted-control-planes)
   - [Network Engineering](#network-engineering)
-    - [Cloud Provider Integration](#cloud-provider-integration-2)
-  - [Observability Frameworks](#observability-frameworks)
-    - [Telemetry Metrics](#telemetry-metrics)
-  - [Operator Framework](#operator-framework)
-    - [Lifecycle Management](#lifecycle-management)
+    - [Cloud Provider Integration](#cloud-provider-integration-1)
   - [Performance Tuning](#performance-tuning)
     - [High Density Node Architectures](#high-density-node-architectures)
-  - [Platform Ecosystem](#platform-ecosystem)
-    - [Administrative Systems](#administrative-systems)
-    - [Enterprise Security](#enterprise-security)
-    - [Multicloud Marketplaces](#multicloud-marketplaces)
-  - [Platform Evaluation](#platform-evaluation)
-    - [Architecture Reviews](#architecture-reviews)
-    - [Learning Resources](#learning-resources)
   - [Platform Migrations](#platform-migrations)
-    - [Cluster Upgrades](#cluster-upgrades-1)
-  - [Platform Packaging](#platform-packaging)
-    - [Enterprise Security](#enterprise-security-1)
+    - [Cluster Upgrades](#cluster-upgrades)
   - [Release Diagnostics](#release-diagnostics)
-    - [Observability Frameworks](#observability-frameworks-1)
-    - [Platform Lifecycle](#platform-lifecycle)
     - [Serverless and CICD](#serverless-and-cicd)
-  - [Resource Management](#resource-management)
-    - [Advanced Scheduling](#advanced-scheduling)
-  - [Workload Isolation](#workload-isolation)
-    - [Sandboxed Runtimes](#sandboxed-runtimes)
   - [Workload Modernization](#workload-modernization)
     - [Windows Container Support](#windows-container-support)
-1. [Extensibility](#extensibility)
-  - [Operators](#operators)
-    - [Lifecycle Management](#lifecycle-management-1)
 1. [Extensibility and APIs](#extensibility-and-apis)
   - [Microservices](#microservices)
     - [Operator Integrations](#operator-integrations-1)
-  - [Operator Framework](#operator-framework-1)
-    - [Community Feed](#community-feed)
-1. [Industry Solution](#industry-solution)
-  - [Construction Industry](#construction-industry)
-    - [Platform-as-a-Service](#platform-as-a-service)
 1. [Infrastructure](#infrastructure)
-  - [Automation](#automation)
-    - [Ansible](#ansible)
-  - [Cluster Provisioning](#cluster-provisioning)
-    - [AWS Quick Starts](#aws-quick-starts)
   - [Container Registry](#container-registry)
-    - [Red Hat Ecosystem](#red-hat-ecosystem)
     - [Self-Hosted](#self-hosted)
   - [Data Protection](#data-protection)
     - [Kubernetes Backup Operators](#kubernetes-backup-operators)
-  - [Kubernetes Operators](#kubernetes-operators-1)
-    - [Database and Registry](#database-and-registry)
-  - [Managed Kubernetes](#managed-kubernetes-1)
-    - [ROSA](#rosa)
-    - [ROSA Assessment](#rosa-assessment)
-    - [ROSA HCP](#rosa-hcp)
-  - [Multi-Cloud](#multi-cloud)
-    - [Platform Deployments](#platform-deployments)
-  - [Public Cloud](#public-cloud)
-    - [ARO Console](#aro-console)
-    - [ARO with Azure DevOps](#aro-with-azure-devops)
-    - [AWS Provisioning](#aws-provisioning)
-  - [Scheduling](#scheduling)
-    - [Load-Aware](#load-aware)
-1. [Infrastructure Security](#infrastructure-security)
-  - [Container Registries](#container-registries-1)
-    - [Project Quay](#project-quay)
-    - [Quay](#quay)
-1. [Kubernetes and OpenShift](#kubernetes-and-openshift)
-  - [Networking](#networking)
-    - [Traffic Control](#traffic-control)
-  - [Security](#security)
-    - [Architecture](#architecture)
-1. [Networking](#networking-1)
-  - [Container Network Interface](#container-network-interface)
-    - [Calico Integrations](#calico-integrations)
-    - [Multus CNI](#multus-cni)
-  - [Ingress](#ingress)
-    - [Ingress Controllers](#ingress-controllers)
-  - [Orchestration](#orchestration)
-    - [Third-Party CNI](#third-party-cni)
+  - [Kubernetes Distributions](#kubernetes-distributions)
+    - [Enterprise Distributions](#enterprise-distributions)
 1. [Networking and Security](#networking-and-security)
   - [Cluster Networking](#cluster-networking)
-    - [ROSA Networking](#rosa-networking)
     - [VPC Peering](#vpc-peering)
-  - [Identity and Access](#identity-and-access)
-    - [OAuth Providers](#oauth-providers)
-  - [OS Security](#os-security)
-    - [SELinux and MCS](#selinux-and-mcs)
   - [Traffic Routing](#traffic-routing)
-    - [Ingress Controllers](#ingress-controllers-1)
-1. [Observability and Ops](#observability-and-ops)
-  - [Alerting and Telemetry](#alerting-and-telemetry)
-    - [Alertmanager Configuration](#alertmanager-configuration)
-  - [Log Management](#log-management)
-    - [Vector and Loki](#vector-and-loki)
-  - [Metrics Visualization](#metrics-visualization)
-    - [Grafana Old Versions](#grafana-old-versions)
-1. [Operations](#operations)
-  - [Benchmarking](#benchmarking)
-    - [Performance Testing](#performance-testing)
-  - [FinOps](#finops)
-    - [Cost Management](#cost-management)
-1. [Platform](#platform)
-  - [User Experience](#user-experience)
-    - [OpenShift Console](#openshift-console)
-1. [Platform Engineering](#platform-engineering)
-  - [Kubernetes Distributions](#kubernetes-distributions)
-    - [Evaluation and Sandbox](#evaluation-and-sandbox)
-1. [Platforms](#platforms)
-  - [Cluster Management](#cluster-management-2)
-    - [Cluster Provisioning](#cluster-provisioning-1)
-    - [Fleet Management](#fleet-management)
-  - [Distribution](#distribution)
-    - [Cloud Provisioning](#cloud-provisioning)
-    - [Cluster Provisioning](#cluster-provisioning-2)
-    - [Community Kubernetes](#community-kubernetes)
-    - [Enterprise Kubernetes](#enterprise-kubernetes-1)
-    - [Lab Setup](#lab-setup)
-  - [Lifecycle Management](#lifecycle-management-2)
-    - [Application Migration](#application-migration)
-    - [Operator Framework](#operator-framework-2)
-  - [Local Development](#local-development)
-    - [Kubernetes Local](#kubernetes-local)
-    - [OpenShift Local](#openshift-local)
-    - [Operators](#operators-1)
-    - [Remote Deployments](#remote-deployments)
-  - [Virtualization](#virtualization-1)
-    - [KubeVirt Core](#kubevirt-core-1)
-    - [KubeVirt Integration](#kubevirt-integration)
-1. [Resources and Training](#resources-and-training)
-  - [Self-Paced Labs](#self-paced-labs)
-    - [Curriculum Code](#curriculum-code)
-  - [Video Learning](#video-learning)
-    - [Community Conferences](#community-conferences)
-    - [Official Stream](#official-stream)
-1. [Security](#security-1)
-  - [Cloud Security](#cloud-security)
-    - [Managed OpenShift](#managed-openshift)
+    - [Ingress Controllers](#ingress-controllers)
+1. [Security](#security)
   - [Container Registry](#container-registry-1)
-    - [Project Quay](#project-quay-1)
-  - [Hardening](#hardening)
-    - [Cluster Security](#cluster-security)
-1. [Security and Compliance](#security-and-compliance)
-  - [Access Control](#access-control)
-    - [OpenShift IAM](#openshift-iam)
-  - [Network Security](#network-security)
-    - [Prisma Cloud](#prisma-cloud)
-  - [OpenShift Security](#openshift-security)
-    - [Cluster Design](#cluster-design)
-1. [Storage](#storage)
-  - [Cloud-Native Storage](#cloud-native-storage)
-    - [OpenShift Data Foundation](#openshift-data-foundation)
-1. [Storage and Data](#storage-and-data)
-  - [Cloud Native Storage](#cloud-native-storage)
-    - [Ceph Operators](#ceph-operators)
-  - [Enterprise Storage](#enterprise-storage)
-    - [Robin Storage](#robin-storage)
-  - [Persistent Storage](#persistent-storage)
-    - [AWS EFS Integration](#aws-efs-integration)
+    - [Project Quay](#project-quay)
+1. [Service Mesh](#service-mesh-1)
+  - [Red Hat OpenShift](#red-hat-openshift)
+    - [Enterprise Platforms](#enterprise-platforms)
 
-## AI-ML
-
-### Machine Learning Platform
-
-#### OpenShift AI
-
-  - **(2023)** [youtube: Red Hat OpenShift AI overview](https://www.youtube.com/watch?v=Hc8emNr2igU)  [COMMUNITY-TOOL] β€” A technical video overview of Red Hat OpenShift AI. It details multi-tenant Jupyter notebooks, model execution scaling, automated training pipelines, and GPU orchestration configurations for high-throughput machine learning workloads.
 ## App Migration
 
 ### Application Modernization
 
-#### Java Migration
-
-  - **(2020)** [Migrate your Java apps to containers with Migration Toolkit for Applications 5.0](https://developers.redhat.com/blog/2020/09/04/migrate-your-java-apps-to-containers-with-migration-toolkit-for-applications-5-0)  [COMMUNITY-TOOL] β€” A detailed technical announcement of Migration Toolkit for Applications 5.0. This release emphasizes accelerated JEE migration pipelines, Quarkus targets, and dynamic containerization analysis for enterprise Java portfolios.
-  - **(2013)** [windup](https://github.com/windup) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Windup (upstream source for Red Hat Migration Toolkit for Applications) is an extensible, rule-based modernization engine. It analyzes Java application bytecode and source files to generate detailed cloud-readiness and microservice conversion reports.
 #### Quarkus
 
   - **(2020)** [developers.redhat.com: Spring Boot to Quarkus migrations and more in Red Hat’s migration toolkit for applications 5.1.0](https://developers.redhat.com/blog/2020/12/08/spring-boot-to-quarkus-migrations-and-more-in-red-hats-migration-toolkit-for-applications-5-1-0)  [LEGACY] β€” An exploration of Red Hat's Migration Toolkit for Applications 5.1.0, focusing on automating the migration path from legacy Spring Boot dependencies to lightweight, Kubernetes-native Quarkus microservices to reduce resource overhead.
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [openshift.com: Nested OpenShift using OpenShift Virtualization](https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/nested-openshift-using-openshift-virtualization)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.
-  - [openshift.com: How to Configure LDAP Sync With CronJobs in OpenShift 🌟](https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/how-to-configure-ldap-sync-with-cronjobs-in-openshift)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.
-  - [openshift.com: A Brief Introduction to Red Hat Advanced Cluster Security for Kubernetes](https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/a-brief-introduction-to-red-hat-advanced-cluster-security-for-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.
-  - [openshift.com: Workload Support for Red Hat OpenShift Matures Across the Industry](https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/workload-support-for-red-hat-openshift-matures-across-the-industry)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.
-  - [openshift.com: Control Regional Access to Your Service on OpenShift Running on AWS](https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/control-regional-access-to-your-service-on-openshift-running-on-aws)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.
-  - [Operator-based Calico CNI Plug-In is Supported on OpenShift 4 🌟](https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/operator-based-calico-cni-plug-in-is-supported-on-openshift-4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.
-  - [youtube: how to deliver OpenShift as a service (just like Red Hat)](https://www.youtube.comwatch?v=b_norgxfh5y)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.youtube.comwatch?v=b_norgxfh5y in the Kubernetes Tools ecosystem.
-  - [developers.redhat.com: Serverless Architecture](https://developers.redhat.com/topics/serverless-architecture)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com: Serverless Architecture in the Kubernetes Tools ecosystem.
-  - [dzone refcard: Getting Started With OpenShift 🌟](https://dzone.com/refcardz/getting-started-with-openshift)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone refcard: Getting Started With OpenShift 🌟 in the Kubernetes Tools ecosystem.
-  - [learn.openshift.com](https://learn.openshift.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering learn.openshift.com in the Kubernetes Tools ecosystem.
-  - [OpenShift 4 documentation 🌟](https://access.redhat.com/documentation/en-us/openshift_container_platform)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering OpenShift 4 documentation 🌟 in the Kubernetes Tools ecosystem.
-  - [OpenShift 4 β€œunder-the-hood” 🌟](https://medium.com/faun/openshift-4-under-the-hood-ab854c3439dd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering OpenShift 4 β€œunder-the-hood” 🌟 in the Kubernetes Tools ecosystem.
-  - [developers.redhat.com: Get started with OpenShift Service Registry](https://developers.redhat.com/articles/2021/10/11/get-started-openshift-service-registry)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com: Get started with OpenShift Service Registry in the Kubernetes Tools ecosystem.
-  - [michaelkotelnikov.medium.com: Managing Network Security Lifecycles in Multi' Cluster OpenShift Environments with OpenShift Platform Plus](https://michaelkotelnikov.medium.com/maintaining-network-traffic-compliance-in-multi-cluster-openshift-environments-with-openshift-54fe369aa346)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering michaelkotelnikov.medium.com: Managing Network Security Lifecycles in Multi' Cluster OpenShift Environments with OpenShift Platform Plus in the Kubernetes Tools ecosystem.
-  - [medium.com/@shrishs: Application Backup and Restore using Openshift API' for Data Protection(OADP)](https://medium.com/@shrishs/application-backup-and-restore-using-openshift-api-for-data-protection-oadp-790d39ad96d4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@shrishs: Application Backup and Restore using Openshift API' for Data Protection(OADP) in the Kubernetes Tools ecosystem.
-  - [developers.redhat.com: Improving CI/CD in Red Hat OpenShift 🌟](https://developers.redhat.com/articles/2021/09/06/improving-cicd-red-hat-openshift)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com: Improving CI/CD in Red Hat OpenShift 🌟 in the Kubernetes Tools ecosystem.
-  - [Release Notes](https://docs.openshift.com/container-platform/4.4/release_notes/ocp-4-4-release-notes.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Release Notes in the Kubernetes Tools ecosystem.
-  - [RHEL CoreOS](https://docs.openshift.com/container-platform/4.4/architecture/architecture-rhcos.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering RHEL CoreOS in the Kubernetes Tools ecosystem.
-  - [Adding Operators to a Cluster](https://docs.openshift.com/container-platform/4.4/operators/olm-adding-operators-to-cluster.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Adding Operators to a Cluster in the Kubernetes Tools ecosystem.
-  - [Router plug-ins in OCP3:](https://docs.openshift.com/container-platform/3.11/install_config/router/index.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Router plug-ins in OCP3: in the Kubernetes Tools ecosystem.
-  - [ServiceMesh](https://access.redhat.com/documentation/en-us/openshift_container_platform/4.4/html-single/service_mesh/index)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ServiceMesh in the Kubernetes Tools ecosystem.
-  - [docs.openshift.com/container-platform/4.4/logging/cluster-logging-deploying.html](https://docs.openshift.com/container-platform/4.4/logging/cluster-logging-deploying.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.openshift.com/container-platform/4.4/logging/cluster-logging-deploying.html in the Kubernetes Tools ecosystem.
-  - [Custom image builds with Buildah](https://docs.openshift.com/container-platform/4.4/builds/custom-builds-buildah.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Custom image builds with Buildah in the Kubernetes Tools ecosystem.
-  - [medium.com/adessoturkey: Create a Windows VM in Kubernetes using KubeVirt](https://medium.com/adessoturkey/create-a-windows-vm-in-kubernetes-using-kubevirt-b5f54fb10ffd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/adessoturkey: Create a Windows VM in Kubernetes using KubeVirt in the Kubernetes Tools ecosystem.
-  - [docs.openshift.com: Understanding networking](https://docs.openshift.com/container-platform/4.4/networking/understanding-networking.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.openshift.com: Understanding networking in the Kubernetes Tools ecosystem.
-  - [Understanding multiple networks](https://docs.openshift.com/container-platform/4.4/networking/multiple_networks/understanding-multiple-networks.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Understanding multiple networks in the Kubernetes Tools ecosystem.
-  - [Istio CNI plug-in 🌟](https://docs.openshift.com/container-platform/4.4/service_mesh/service_mesh_arch/ossm-vs-community.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Istio CNI plug-in 🌟 in the Kubernetes Tools ecosystem.
-  - [Similarities and differences between OpenShift Kubernetes Engine and OpenShift Container Platform](https://docs.openshift.com/container-platform/4.4/welcome/oke_about.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Similarities and differences between OpenShift Kubernetes Engine and OpenShift Container Platform in the Kubernetes Tools ecosystem.
-  - [blog.openshift.com: openshift hive cluster as a service](https://blog.openshift.comopenshift-hive-cluster-as-a-service)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.openshift.com: openshift hive cluster as a service in the Kubernetes Tools ecosystem.
-  - [Create an OpenShift 4.2 Private Cluster in AWS 🌟](https://access.redhat.com/solutions/4363731)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Create an OpenShift 4.2 Private Cluster in AWS 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: Guide OKD 4.5 Single Node Cluster](https://medium.com/swlh/guide-okd-4-5-single-node-cluster-832693cb752b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Guide OKD 4.5 Single Node Cluster in the Kubernetes Tools ecosystem.
-  - [The supported method of using Helm charts with Openshift4 is via the Helm Operator](https://blog.openshift.combuild-kubernetes-operators-from-helm-charts-in-5-steps)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering The supported method of using Helm charts with Openshift4 is via the Helm Operator in the Kubernetes Tools ecosystem.
-  - [blog.openshift.com: Helm and Operators on OpenShift, Part 1](https://blog.openshift.comhelm-and-operators-on-openshift-part-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.openshift.com: Helm and Operators on OpenShift, Part 1 in the Kubernetes Tools ecosystem.
-  - [blog.openshift.com: Helm and Operators on OpenShift, Part 2](https://blog.openshift.comhelm-and-operators-on-openshift-part-2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.openshift.com: Helm and Operators on OpenShift, Part 2 in the Kubernetes Tools ecosystem.
-  - [medium: Using Kubernetes Operators to Manage the Lifecycle of AI Applications](https://medium.com/@bherta/using-kubernetes-operators-to-manage-the-lifecycle-of-ai-applications-5682c3b372b3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Using Kubernetes Operators to Manage the Lifecycle of AI Applications in the Kubernetes Tools ecosystem.
-  - [medium: Securing Containers with Red Hat Quay and Clair β€” Part I](https://medium.com/opstalk/securing-containers-with-red-hat-quay-and-clair-part-i-bcec8d170536)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Securing Containers with Red Hat Quay and Clair β€” Part I in the Kubernetes Tools ecosystem.
-  - [Red Hat Application Migration Toolkit](https://developers.redhat.com/products/mta/overview)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Red Hat Application Migration Toolkit in the Kubernetes Tools ecosystem.
-  - [developers.redhat.com: **Red Hat Container Development Kit**](https://developers.redhat.com/products/cdk/overview)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com: **Red Hat Container Development Kit** in the Kubernetes Tools ecosystem.
-  - [dzone: OpenShift Egress Options](https://dzone.com/articles/openshift-egress-options)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: OpenShift Egress Options in the Kubernetes Tools ecosystem.
 ## Artifact Management
 
 ### Container Registries
 
 #### Red Hat Quay
 
-  - **(2022)** [OpenShift Registry & Quay](https://nubenetes.com/registries) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Comprehensive analysis of Red Hat Quay and the integrated OpenShift Container Registry. Details secure image storage, vulnerability scanning with Clair, and geo-replication capabilities. It highlights Quay's enterprise-grade multi-tenancy and RBAC controls, which ensure secure artifact promotion within high-performance microservices pipelines.
-## CI-CD
-
-### App Migration (1)
-
-#### GitHub Actions
-
-  - **(2020)** [RHAMT in Github Actions](https://carlosthe19916.wordpress.com/2020/04/12/rhamt-in-github-actions) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A practical guide outlining how to embed the Red Hat Application Migration Toolkit (RHAMT) into automated GitHub Actions. This implementation enables automated static code analysis inside continuous integration pull requests to ensure cloud compatibility.
-## CICD and Delivery
-
-### Container Builds
-
-#### Source-to-Image
-
-  - **(2020)** [Openshift 4 image builds](https://www.redhat.com/en/blog/openshift-4-image-builds)  [COMMUNITY-TOOL] β€” Details OpenShift's native, highly secure in-cluster build mechanisms, explaining the source-to-image (S2I) workflow and safe artifact pipeline practices.
-### GitOps Blueprints
-
-#### Community Catalog
-
-  - **(2026)** [==github.com/redhat-cop/gitops-catalog==](https://github.com/redhat-cop/gitops-catalog) ⭐ 377  [YAML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An indispensable, community-curated collection of production-ready GitOps blueprints, Argo CD definitions, and cluster config charts maintained by Red Hat CoP.
-## CICD Pipeline
-
-### SecOps
-
-#### Automated Builds
-
-  - **(2020)** [openshift.com: Keep Your Applications Secure With Automatic Rebuilds](https://www.redhat.com/en/blog/keep-your-applications-secure-with-automatic-rebuilds) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Detailed technical guide illustrating how to configure OpenShift's image change triggers and ImageStreams to drive automatic rebuilds of downstream containers when upstream base images update or fix security issues. This methodology tightens SecOps loops, ensuring immediate mitigation of CVEs. It integrates container registry security alerts directly with native cluster build systems.
-## Cloud Infrastructure
-
-### Managed Kubernetes
-
-#### Azure Red Hat OpenShift
-
-  - **(2020)** [Introducing Azure Red Hat OpenShift on OpenShift 4 🌟](https://www.redhat.com/en/blog/introducing-azure-red-hat-openshift-on-openshift-4)  [COMMUNITY-TOOL] β€” Details the managed Azure Red Hat OpenShift (ARO) offering on OpenShift 4, built on operator-led cluster lifecycle management. It discusses direct integration with Microsoft Azure services, integrated scaling, and unified support channels. This managed service drastically simplifies operational overhead, letting enterprises focus purely on microservices delivery.
+  - **(2022)** [OpenShift Registry & Quay](https://nubenetes.com/registries/) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Comprehensive analysis of Red Hat Quay and the integrated OpenShift Container Registry. Details secure image storage, vulnerability scanning with Clair, and geo-replication capabilities. It highlights Quay's enterprise-grade multi-tenancy and RBAC controls, which ensure secure artifact promotion within high-performance microservices pipelines.
 ## Cloud Native Application
 
 ### Serverless
@@ -401,79 +113,25 @@
   - **(2026)** [==Descheduler for Kubernetes 🌟==](https://github.com/kubernetes-sigs/descheduler) ⭐ 5441  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A highly critical Kubernetes SIG project that addresses scheduling drift by continuously examining running pods against modified constraints, evicting pods that violate affinities, taints, topology spreads, or resource capacities.
 ## Compute and Runtime
 
-### Local Container Engines
-
-#### Rootless Storage
-
-  - **(2021)** [Rootless podman and NFS](https://www.redhat.com/en/blog/rootless-podman-nfs) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A troubleshooting guide explaining UID/GID translation mechanisms when mounting NFS shared drives onto rootless Podman systems.
 ### Serverless (1)
 
 #### Knative Tutorials
 
   - **(2023)** [redhat-developer-demos.github.io/knative-tutorial](https://redhat-developer-demos.github.io/knative-tutorial)  [COMMUNITY-TOOL] [GUIDE] β€” A self-paced developer tutorial for master-level Knative techniques. It covers Knative Serving configurations, custom scaling thresholds, and routing strategies.
-### Virtualization
+## Containerization
 
-#### KubeVirt Core
+### Runtimes
 
-  - **(2026)** [kubevirt.io 🌟](https://kubevirt.io) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The home page of KubeVirt, a CNCF-graduating project that enables orchestration of VMs and containers within the same Kubernetes engine.
-#### KubeVirt Introduction
+#### Kubernetes Integration
 
-  - **(2022)** [Getting Started with KubeVirt Containers and Virtual Machines Together](https://www.redhat.com/en/blog/getting-started-with-kubevirt)  [LEGACY] β€” A conceptual guide to running containerized applications alongside legacy virtual machines in a unified cluster context.
-#### OpenShift Virtualization
-
-  - **(2023)** [cloud.redhat.com: OpenShift Virtualization on Amazon Web Services](https://www.redhat.com/en/blog/openshift-virtualization-on-amazon-web-services) [ADVANCED LEVEL]  [LEGACY] β€” This architectural guide describes how to run legacy virtual machines natively alongside microservice containers on AWS bare-metal instances using KubeVirt. It establishes the bridge for migrating classic virtualized workloads into cloud-native architectures.
-## Container Management
-
-### OpenShift (1)
-
-#### Image Management
-
-  - **(2019)** [cloudowski.com: Openshift ImageStreams](https://cloudowski.com/articles/why-managing-container-images-on-openshift-is-better-than-on-kubernetes) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This analysis compares OpenShift ImageStreams with vanilla Kubernetes image pulling mechanisms. It explains how ImageStreams provide abstraction layers over container registries, enabling automatic redeployments upon detection of updated remote images (triggers). By decoupling pods from concrete repository URLs, it automates deployment lifecycle workflows for platform engineering teams.
-## Container Platforms
-
-### OKD OpenShift
-
-#### Cluster Bootstrap
-
-  - **(2020)** [openshift.com: Deploy a multi-master OKD 4.5 cluster using a single command in ~30 minutes](https://www.redhat.com/en/blog/deploy-a-multi-master-okd-4.5-cluster-using-a-single-command-in-30-minutes) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Highlights the deployment of an upstream OKD 4.5 cluster (the open-source origin of OpenShift) using the quick installer-provisioned infrastructure (IPI) workflow. It provides a step-by-step breakdown of how a single command automates the bootstrapping of multi-master control planes on cloud providers. Useful for labs and staging environments targeting standard Kubernetes platform development.
-### OpenShift (2)
-
-#### FAQ
-
-  - **(2020)** [openshift.com: 8 Answers to 7 OpenShift Questions 🌟](https://www.redhat.com/en/blog/8-answers-to-7-openshift-questions)  [COMMUNITY-TOOL] β€” A practical synthesis addressing common operational and architectural questions regarding Red Hat OpenShift deployment modes, upgrade cycles, and subscription models. It clarifies the differentiators between upstream Kubernetes and OpenShift's opinionated, enterprise-ready application platform. Useful for enterprise decision-makers evaluating platform migrations or hybrid-cloud architectures.
-#### Infrastructure Provisioning
-
-  - **(2021)** [Fully Automated OpenShift Deployments With VMware vSphere](https://www.redhat.com/en/blog/fully-automated-openshift-deployments-with-vmware-vsphere) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Detailed documentation on Installer-Provisioned Infrastructure (IPI) for Red Hat OpenShift on VMware vSphere environments. The automation workflow covers DNS registration, load balancing, virtual machine provisioning, and cluster bootstrapping directly from the installer. This integration streamlines on-premise private cloud delivery, reducing manual operational overhead to nearly zero.
-## Containers and Orchestration
-
-### OpenShift (3)
-
-#### Installation and Setup
-
-  - **(2019)** [blog.openshift.com: OpenShift 4 Install Experience](https://www.redhat.com/en/products/trials?products=hybrid-cloud) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Outlines the modernized Full Stack Automation (IPI) and Pre-existing Infrastructure (UPI) install pathways for OpenShift 4. Guides systems administrators through bootstrapping, node discovery, and control-plane deployment workflows.
-#### Platform Release
-
-  - **(2019)** [blog.openshift.com: Introducing Red Hat OpenShift 4](https://www.redhat.com/en/blog/introducing-red-hat-openshift-4) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Unveils Red Hat OpenShift 4, highlighting its transition to self-managing, automated cloud-native infrastructure powered by CoreOS. Establishes how Operators control the deployment, patching, and scaling of Kubernetes clusters.
-#### Technical Background
-
-  - **(2018)** [nextplatform.com: red hat flexes CoreOS muscle in openshift kubernetes platform](https://www.nextplatform.com/cloud/2018/10/15/red-hat-flexes-coreos-muscle-in-openshift-kubernetes-platform/1631979) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Discusses the strategic integration of Red Hat Enterprise Linux CoreOS (RHCOS) within OpenShift 4. Reviews the architectural impact of immutable operating systems on container security, automated node provisioning, and life-cycle scaling.
+  - **(2017)** [cri-o.io](https://cri-o.io) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The official home of CRI-O, an optimized Container Runtime Interface (CRI) designed specifically and exclusively for Kubernetes. CRI-O avoids overhead by supporting only OCI-compliant runtimes, removing unnecessary client CLI abstractions to deliver minimum-footprint workload execution.
 ## Developer Experience
 
-### Application Development
-
-#### Kubernetes Fundamentals
-
-  - **(2024)** [developers.redhat.com: Developing applications on Kubernetes 🌟](https://developers.redhat.com/topics/kubernetes)  [COMMUNITY-TOOL] β€” Red Hat's developer ecosystem portal containing targeted learning paths for deploying applications onto Kubernetes and OpenShift. Content spans building container images, designing Kubernetes manifests, managing secret injections, and orchestrating deployment patterns like rolling updates or canary releases. It serves as a continuous educational hub for containerized application design.
 ### Cloud IDEs
 
 #### Dev Spaces
 
   - **(2020)** [developers.redhat.com: How to install CodeReady Workspaces in a restricted OpenShift 4 environment](https://developers.redhat.com/blog/2020/06/12/how-to-install-codeready-workspaces-in-a-restricted-openshift-4-environment) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” This architectural guide details installing Red Hat CodeReady Workspaces (now OpenShift Dev Spaces) within highly restricted, air-gapped environments. Utilizing an internal container registry and offline operator configurations, it provides an in-browser development IDE based on Eclipse Che. The configuration ensures that code never leaves the secure boundaries of the company's internal network.
-### SDKs
-
-#### Operator SDK
-
-  - **(2020)** [developers.redhat.com: 5 tips for developing Kubernetes Operators with the new Operator SDK](https://developers.redhat.com/blog/2020/09/11/5-tips-for-developing-kubernetes-operators-with-the-new-operator-sdk) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This technical guide provides 5 key design strategies for engineering robust Kubernetes Operators utilizing the modernized Operator SDK. It covers optimal Go reconciler coding patterns, caching clients, minimizing API rate-limiting via efficient event filtration, and optimizing tests with the EnvTest framework to ensure consistent execution.
 ## Development
 
 ### Kubernetes Operators
@@ -481,40 +139,8 @@
 #### API Design
 
   - **(2020)** [developers.redhat.com: Operator pattern: REST API for Kubernetes and Red Hat OpenShift 🌟](https://developers.redhat.com/blog/2020/01/22/operator-pattern-rest-api-for-kubernetes-and-red-hat-openshift) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This architectural design guide details exposing REST APIs on top of Kubernetes operators. It abstracts custom resource complexity into standard endpoints, simplifying third-party service integration.
-## Ecosystem
-
-### Marketplace
-
-#### Application Lifecycle
-
-  - **(2020)** [developers.redhat.com: Building Kubernetes applications on OpenShift with Red Hat Marketplace](https://developers.redhat.com/blog/2020/04/27/building-kubernetes-applications-on-openshift-with-red-hat-marketplace)  [COMMUNITY-TOOL] β€” A historical overview detailing how developers used the Red Hat Marketplace to buy, deploy, and manage commercial Kubernetes operators. With the retirement of this marketplace, modern workloads have transitioned to automated deployment patterns via GitOps and custom private Helm/OLM registries.
 ## Enterprise Kubernetes
 
-### Capacity Planning
-
-#### Platform Sizing
-
-  - **(2021)** [redhat.com: OpenShift sizing and subscription guide for enterprise Kubernetes 🌟](https://www.redhat.com/en/resources/self-managed-openshift-subscription-guide) 🌟🌟🌟 [COMMUNITY-TOOL] β€” An official enterprise resource guide addressing core allocation models, virtual-to-physical infrastructure sizing algorithms, and licensing calculations required to build a well-architected cluster.
-### Cluster Diagnostics
-
-#### Troubleshooting Protocols
-
-  - **(2020)** [==blog.openshift.com: Simplifying OpenShift Case Information Gathering Workflow: **Must-Gather Operator** (In the context of Red Hat OpenShift 4.x and Kubernetes, **it is considered a bad practice to ssh into a node and perform debugging actions**) 🌟==](https://www.redhat.com/en/blog/simplifying-openshift-case-information-gathering-workflow-must-gather-operator) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Introduces the Must-Gather Operator framework as a secure alternative to direct SSH debugging of underlying cluster nodes. Details how the automated diagnostic engine programmatically aggregates core configuration files, CRDs, namespace event logs, and kernel metrics.
-### Cluster Management (1)
-
-#### Developer Tooling
-
-  - **(2020)** [developers.redhat.com: Command-line cluster management with Red Hat OpenShift’s new web terminal (tech preview)](https://developers.redhat.com/blog/2020/10/01/command-line-cluster-management-with-red-hat-openshifts-new-web-terminal-tech-preview) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Examines the tech preview implementation of OpenShift's web terminal. Explains how the terminal containerizes user command sessions directly in-browser, offering pre-configured access to CLI utilities (oc, kubectl, helm) without local security configuration issues.
-### Cluster Operations
-
-#### Cluster Upgrades
-
-  - **(2021)** [**mkdev.me: How to upgrade Openshift 4.x 🌟**](https://mkdev.me/posts/how-to-upgrade-openshift-4-x) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Step-by-step upgrade guide for OpenShift 4.x environments. Outlines operator orchestration dependencies, pre-upgrade testing workflows, and the use of the Cincinnati update service to maintain stability.
-### Cluster Storage
-
-#### Container Registry Management
-
-  - **(2020)** [**blog.openshift.com: Configure the OpenShift Image Registry backed by OpenShift Container Storage**](https://www.redhat.com/en/blog/configure-the-openshift-image-registry-backed-by-openshift-container-storage) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Step-by-step guide to configuring the built-in OpenShift Image Registry using persistent backends provided by OpenShift Container Storage (now Red Hat OpenShift Data Foundation). Explains the application of ReadWriteMany (RWX) PV allocations to support multiple registry pods.
 ### Database Orchestration
 
 #### Operator Integrations
@@ -522,22 +148,11 @@
   - **(2021)** [**blog.byte.builders: Manage MongoDB in Openshift Using KubeDB**](https://appscode.com/blog/post/openshift-mongodb) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Demonstrates how to run and manage MongoDB instances on OpenShift using the KubeDB Operator. Covers scaling clusters, orchestrating schema updates, configuring persistent disk claims, and executing point-in-time recoveries.
 ### Developer Experience (1)
 
-#### Developer Tooling (1)
-
-  - **(2021)** [blog.knell.it: Commands Kubernetes should adopt from Red Hat OpenShift](https://christianhuth.de/commands-kubernetes-should-adopt-from-red-hat-openshift) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A UX design comparison highlighting developer-friendly OpenShift oc CLI capabilities that vanilla Kubernetes lacks. Evaluates the efficiency of tools like built-in debugging runtimes and fast namespace switching.
-#### Local Prototyping
-
-  - **(2021)** [schabell.org: How to setup the OpenShift Container Platform 4.7 on your local machine](https://www.schabell.org/2021/03/codeready-containers-howto-setup-openshift-47-on-local-machine.html) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A step-by-step setup tutorial for executing OpenShift 4.7 locally on consumer-grade hardware using CodeReady Containers (CRC). Outlines storage limits, system requirements, and driver parameters needed to operate a localized core cluster.
 #### Platform Onboarding
 
   - **(2020)** [**developers.redhat.com: OpenShift for Kubernetes developers: Getting started 🌟**](https://developers.redhat.com/blog/2020/08/14/openshift-for-kubernetes-developers-getting-started) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A transitional developer guide comparing native Kubernetes design abstractions with OpenShift-specific resource types. Explains how components like Routes, BuildConfigs, and DeploymentConfigs interact to streamline application deployment.
   - **(2021)** [cloud.redhat.com: Getting Started in OpenShift 🌟](https://www.redhat.com/en/blog/getting-started-in-openshift) 🌟🌟🌟 [COMMUNITY-TOOL] β€” An introductory platform guide for engineers beginning their transition to OpenShift. Covers simple code deployments, route generation strategies, environment parameter definitions, and container lifecycle actions.
   - **(2020)** [developers.redhat.com - Best practices: Using health checks in the OpenShift 4.5 web console 🌟](https://developers.redhat.com/blog/2020/07/20/best-practices-using-health-checks-in-the-openshift-4-5-web-console) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Details operational best practices for defining and verifying container liveness, readiness, and startup health probes directly inside the OpenShift 4.5 web console.
-### Edge Computing
-
-#### Single Node Architectures
-
-  - **(2021)** [redhat.com: Meet single node OpenShift: Our newest small OpenShift footprint for edge architectures](https://www.redhat.com/en/blog/meet-single-node-openshift-our-smallest-openshift-footprint-edge-architectures) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Duplicate publication detailing architectural configurations for Single-Node OpenShift (SNO). Focuses on optimizing hardware footings and ensuring high availability of critical edge containers.
 ### Hardware Architectures
 
 #### Cloud Provider Integration
@@ -546,126 +161,31 @@
 #### Platform Strategy
 
   - **(2021)** [venturebeat.com: Red Hat gives an ARM up to OpenShift Kubernetes operations](https://venturebeat.com/data-infrastructure/red-hat-gives-an-arm-up-to-openshift-kubernetes-operations) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Analysis of Red Hat's native ARM support expansion. Focuses on the economic and operational benefits of deploying multi-tenant microservices to alternative hardware architectures under uniform automation templates.
-### Identity Management
+### Network Engineering
 
 #### Cloud Provider Integration (1)
 
-  - **(2021)** [**dev.to: Deep Dive into AWS OIDC identity provider when installing OpenShift using manual authentication mode with STS**](https://dev.to/mtulio/deep-dive-into-aws-oidc-identity-provider-when-installing-openshift-with-iam-sts-manual-sts-support-1bo7) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A granular deep dive detailing OpenShift installation on AWS using manual STS credentials. Explains the verification processes of AWS IAM Roles Anywhere, OIDC identity structures, and token exchanges.
-### Industrial IoT
-
-#### Enterprise Deployments
-
-  - **(2021)** [finance.yahoo.com: IBM's Red Hat OpenShift Platform to be Leveraged by Siemens](https://finance.yahoo.com/news/ibms-red-hat-openshift-platform-143702224.html) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Examines Siemens' strategic choice to run its MindSphere industrial cloud platform using Red Hat OpenShift. Discusses the deployment of standardized Kubernetes platforms across physical factories, edge devices, and public cloud architectures.
-### Infrastructure Operations
-
-#### Air-Gapped Environments
-
-  - **(2021)** [**cloud.redhat.com: How to Build a Disconnected OpenShift Cluster With Mirror Registries on RHEL CoreOS Using Podman and Systemd**](https://www.redhat.com/en/blog/how-to-build-a-disconnected-openshift-cluster-with-mirror-registries-on-rhel-coreos-using-podman-and-systemd) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A technical guide to building disconnected, air-gapped OpenShift topologies. Focuses on configuring local mirror registries on RHEL CoreOS using Podman and systemd to deliver base images without public internet access.
-#### Cost Optimization
-
-  - **(2020)** [**Enabling OpenShift 4 Clusters to Stop and Resume Cluster VMs**](https://www.redhat.com/en/blog/enabling-openshift-4-clusters-to-stop-and-resume-cluster-vms) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Outlines the procedural and architectural mechanics required to pause and resume OpenShift 4 clusters running on virtualized or cloud infrastructures. Details how to coordinate VM shutdowns while preventing split-brain scenarios and preserving etcd consensus state upon cluster wake-up.
-#### Developer Tooling (2)
-
-  - **(2020)** [openshift-yolo](https://github.com/e-minguez/openshift-yolo) ⭐ 8  [SHELL CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A lightweight community playbook designed to spin up fast, non-production OpenShift 4 clusters on local machines. Streamlines initialization steps by bypassing heavy production components.
-#### VMware Integration
-
-  - **(2021)** [**developers.redhat.com: A guide to Red Hat OpenShift 4.5 installer-provisioned infrastructure on vSphere 🌟**](https://developers.redhat.com/blog/2021/03/09/a-guide-to-red-hat-openshift-4-5-installer-provisioned-infrastructure-on-vsphere) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A deep dive into Installer-Provisioned Infrastructure (IPI) on VMware vSphere under OpenShift 4.5. Focuses on how the installer uses vSphere APIs to automatically construct VMs, resource pools, and storage connections during ignition bootstrap.
-### Multi-Cluster Management
-
-#### Hosted Control Planes
-
-  - **(2022)** [==github.com/openshift/hypershift: HyperShift==](https://github.com/openshift/hypershift) ⭐ 526  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” HyperShift decouples the OpenShift control plane from the infrastructure, hosting it as standard containerized workloads within a central management cluster. This architecture enables lightning-fast provisioning, significantly lower operational overhead, and highly cost-effective multi-tenant fleet management.
-### Network Engineering
-
-#### Cloud Provider Integration (2)
-
   - **(2021)** [**openshift.com: How to Offer Service Running on OpenShift on AWS to Other AWS VPCs, Privately 🌟**](https://www.redhat.com/en/blog/how-to-offer-service-running-on-openshift-on-aws-to-other-aws-vpcs-privately) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Technical blueprint detailing how to expose application endpoints hosted on ROSA (Red Hat OpenShift on AWS) to external AWS VPCs utilizing AWS PrivateLink. Prevents traffic exposure to the public internet by configuring Network Load Balancers (NLBs).
-### Observability Frameworks
-
-#### Telemetry Metrics
-
-  - **(2021)** [**developers.redhat.com: Troubleshooting application performance with Red Hat OpenShift metrics, Part 4: Gathering performance metrics**](https://developers.redhat.com/articles/2021/07/29/troubleshooting-application-performance-red-hat-openshift-metrics-part-4) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Part 4 of an diagnostics series focusing on scraping application targets and debugging latency. Shows how to use the built-in PromQL interface on OpenShift to trace application runtime anomalies.
-  - **(2021)** [developers.redhat.com: Troubleshooting application performance with Red Hat OpenShift metrics, Part 1: Requirements](https://developers.redhat.com/articles/2021/07/08/troubleshooting-application-performance-red-hat-openshift-metrics-part-1) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Part 1 of an observability series discussing the performance requirements of gathering application telemetry in OpenShift. Outlines the infrastructure metrics, agent resource targets, and storage patterns required for steady operations.
-### Operator Framework
-
-#### Lifecycle Management
-
-  - **(2021)** [==developers.redhat.com: Deploying Kubernetes Operators with Operator Lifecycle Manager bundles==](https://developers.redhat.com/blog/2021/02/08/deploying-kubernetes-operators-with-operator-lifecycle-manager-bundles) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Guides engineers through packaging and deploying operational runtimes using Operator Lifecycle Manager (OLM) bundles. Details the transition from package manifests to unified metadata container images to facilitate automated enterprise deployments.
-  - **(2021)** [**developers.redhat.com: Composable software catalogs on Kubernetes: An easier way to update containerized applications**](https://developers.redhat.com/articles/2021/08/20/composable-software-catalogs-kubernetes-easier-way-update-containerized) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Explains how to construct and update software catalogs inside OLM. Focuses on the architectural design of file-based, composable software catalogs to allow administrators to streamline platform updates.
 ### Performance Tuning
 
 #### High Density Node Architectures
 
   - **(2020)** [==blog.openshift.com: OpenShift Scale: Running 500 Pods Per Node 🌟==](https://www.redhat.com/en/blog/500_pods_per_node) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Explains the systems engineering and kernel adjustments needed to execute up to 500 pods per cluster node on OpenShift. Focuses on tuning the CRI-O container runtime, garbage collection frequency, CPU scheduler configurations, and CIDR allocation limits.
-### Platform Ecosystem
-
-#### Administrative Systems
-
-  - **(2021)** [cloud.redhat.com: Changes coming for OpenShift.com and Cloud.Redhat.com](https://www.redhat.com/en/blog/check-out-our-new-look) 🌟🌟🌟 [LEGACY] β€” Details operational adjustments regarding the consolidation of Red Hat's container and cloud portals, unifying legacy console properties under the streamlined Red Hat Hybrid Cloud Console dashboard.
-#### Enterprise Security
-
-  - **(2021)** [zdnet.com: Qualys partners with Red Hat to improve Linux and Kubernetes security](https://www.zdnet.com/article/qualys-partners-with-red-hat-to-improve-linux-and-kubernetes-security) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Analyzes the partnership integration between Qualys Container Security and Red Hat OpenShift. Focuses on automating container vulnerability scanning within development pipelines and verifying core operating system configurations.
-#### Multicloud Marketplaces
-
-  - **(2020)** [thenewstack.io: Red Hat Launches an OpenShift-Based Marketplace to Aid Multicloud Portability 🌟](https://thenewstack.io/red-hat-launches-an-openshift-based-marketplace-to-aid-multicloud-portability) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Analyzes the architecture and distribution mechanics of the Red Hat Marketplace built on OpenShift. Provides a standardized environment for running certified Kubernetes Operators with built-in multicloud portability, unified metering, and automatic lifecycle management.
-### Platform Evaluation
-
-#### Architecture Reviews
-
-  - **(2020)** [cloudowski.com: Honest review of OpenShift 4 🌟](https://cloudowski.com/articles/honest-review-of-openshift-4) 🌟🌟🌟 [COMMUNITY-TOOL] β€” An analytical, architectural critique of OpenShift 4's primary design shifts. Highlights the structural changes of shifting control plane workflows into automated Kubernetes Operators and the operational trade-offs of using Red Hat Enterprise Linux CoreOS (RHCOS) as the mandatory immutable operating system.
-#### Learning Resources
-
-  - **(2022)** [**mikeroyal/OpenShift-Guide: OpenShift Guide 🌟🌟**](https://github.com/mikeroyal/OpenShift-Guide) [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A comprehensive community repository providing structured technical references for OpenShift. Includes instructions for cluster setup, networking tools, persistent storage, and third-party integrations.
 ### Platform Migrations
 
-#### Cluster Upgrades (1)
+#### Cluster Upgrades
 
   - **(2021)** [==redhat-cop.github.io: Best practices for migrating from OpenShift Container Platform 3 to 4 🌟==](https://redhat-cop.github.io/openshift-migration-best-practices) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An authoritative technical manual for migrating live enterprise applications from OpenShift 3 to OpenShift 4. Covers using the Migration Toolkit for Containers (MTC) to handle data volumes.
-  - **(2021)** [**redhat.com: Planning your migration from Red Hat OpenShift 3 to 4**](https://www.redhat.com/en/blog/openshift-4-migration) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” A foundational strategic planning guide for migrating workloads from legacy OpenShift Container Platform 3 to the operator-centric OpenShift 4 architecture. Focuses on addressing application configuration gaps.
-### Platform Packaging
-
-#### Enterprise Security (1)
-
-  - **(2021)** [**fiercetelecom.com: Red Hat bundles security, management into OpenShift Plus**](https://www.fierce-network.com/platforms/red-hat-bundles-security-management-into-openshift-plus) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Reviews the functional additions included in Red Hat OpenShift Platform Plus, designed to aggregate container registry services (Quay), multi-cluster orchestration (RHACM), and cloud-native runtime security (RHACS/StackRox) into one platform.
-  - **(2021)** [Red Hat OpenShift Platform Plus 🌟](https://www.redhat.com/en/technologies/cloud-computing/openshift/platform-plus) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Duplicate page detailing OpenShift Platform Plus services. Examines the structural benefits of bundling Quay Enterprise storage with StackRox to automate image scanning and deployment controls.
-  - **(2021)** [thenewstack.io: Red Hat Offers a β€˜Complete Kubernetes Stack’ with OpenShift Platform Plus 🌟](https://thenewstack.io/red-hat-offers-a-complete-kubernetes-stack-with-openshift-platform-plus) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A press review of OpenShift Platform Plus, highlighting the deployment convenience of securing distributed enterprise Kubernetes footprints using Quay, RHACS, and RHACM from a single console.
 ### Release Diagnostics
 
-#### Observability Frameworks (1)
-
-  - **(2020)** [**devclass.com: OpenShift 4.4 goes all out on mixed workloads, puts observability at devs’ fingertips 🌟**](https://www.devclass.com/containers/2020/05/04/openshift-44-goes-all-out-on-mixed-workloads-puts-observability-at-devs-fingertips/1625566) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Details the application metrics and performance observability enhancements introduced in OpenShift 4.4. Focuses on developer-centric telemetry visualization, built-in Prometheus metric configurations, and unified operations management for mixed VM and container runtimes.
-#### Platform Lifecycle
-
-  - **(2021)** [**openshift.com: Red Hat OpenShift 4.7 Is Now Available**](https://www.redhat.com/en/blog/red-hat-openshift-4.7-is-now-available) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A programmatic overview of OpenShift 4.7 capabilities, featuring the adoption of Kubernetes 1.20, advanced OpenShift Virtualization tools, simplified bare-metal installs, and enhanced multi-cluster administration integrations via Red Hat Advanced Cluster Management (RHACM).
-  - **(2021)** [**cloud.redhat.com: Red Hat OpenShift 4.8 Is Now Generally Available**](https://www.redhat.com/en/blog/red-hat-openshift-4.8-is-now-generally-available) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Details the general availability of OpenShift 4.8. Focuses on OVN-Kubernetes networking integrations, multi-network attachments via Multus, IPv6 transition mechanisms, and consolidated sandboxed execution parameters.
-  - **(2021)** [**cloud.redhat.com: Red Hat OpenShift 4.9 Is Now Generally Available**](https://www.redhat.com/en/blog/red-hat-openshift-4.9-is-now-generally-available) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Summarizes the general availability updates of OpenShift 4.9. Focuses on API transitions associated with Kubernetes 1.22, the launch of single-node OpenShift, and automated Bare-Metal provisioning.
 #### Serverless and CICD
 
   - **(2021)** [**thenewstack.io: Red Hat OpenShift 4.8 Adds Serverless Functions, Pipelines-As-Code**](https://thenewstack.io/red-hat-openshift-4-8-adds-serverless-functions-pipelines-as-code) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Details key features in OpenShift 4.8, focusing on serverless deployments built on Knative, pipelines-as-code models integrated with Tekton, and the orchestration of sandboxed runtimes for increased host security.
-### Resource Management
-
-#### Advanced Scheduling
-
-  - **(2021)** [**thenewstack.io: IBM, Red Hat Bring Load-Aware Resource Management to Kubernetes**](https://thenewstack.io/ibm-red-hat-bring-load-aware-resource-management-to-kubernetes) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Explores the integration of load-aware scheduling frameworks like Trimaran into Kubernetes and OpenShift. Details how the plugin uses real-time telemetry metrics instead of passive static limits to balance workloads.
-### Workload Isolation
-
-#### Sandboxed Runtimes
-
-  - **(2021)** [==cloud.redhat.com: OpenShift Sandboxed Containers 101 🌟==](https://www.redhat.com/en/blog/openshift-sandboxed-containers-101) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Introduces OpenShift Sandboxed Containers, detailing how they leverage Kata Containers and QEMU microVMs to run untrusted software. Explains how this architectural model protects the underlying Linux kernel from potential container escape threats.
-  - **(2021)** [**cloud.redhat.com: OpenShift Sandboxed Containers Operator From Zero to Hero, the Hard Way. The Operator Framework and Its Usage**](https://www.redhat.com/en/blog/openshift-sandboxed-containers-operator-from-zero-to-hero-the-hard-way) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A deep-dive tutorial focused on manually installing and configuring the Sandboxed Containers Operator from first principles. Explains how the Operator manages kernel module injection, runtime definitions, and network virtualization.
 ### Workload Modernization
 
 #### Windows Container Support
 
   - **(2021)** [**developers.redhat.com: Containerize .NET for Red Hat OpenShift: Use a Windows VM like a container**](https://developers.redhat.com/blog/2021/04/29/containerize-net-for-red-hat-openshift-use-a-windows-vm-like-a-container) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” Explains how to execute legacy .NET applications alongside Linux containers on OpenShift. Details the usage of the Windows Machine Config Operator (WMCO) to run and manage Windows Server VMs directly inside OpenShift.
-  - **(2021)** [**cloud.redhat.com: Announcing Bring Your Own Host Support for Windows nodes to Red Hat OpenShift**](https://www.redhat.com/en/blog/announcing-bring-your-own-host-support-for-windows-nodes-to-red-hat-openshift) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Announces Bring Your Own Host (BYOH) capabilities for Windows Server workloads on OpenShift. Explains how this feature allows operators to manually bootstrap pre-configured Windows instances into their clusters.
-## Extensibility
-
-### Operators
-
-#### Lifecycle Management (1)
-
-  - **(2024)** [==Red Hat OLM==](https://github.com/operator-framework/operator-lifecycle-manager) ⭐ 1857  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Part of the Operator Framework, OLM manages the installation, updates, and role-based access control of Operators running inside a cluster. It acts as an orchestrator for custom resource definitions (CRDs) and controller versions, ensuring dependencies are resolved safely. This tool is standard infrastructure across Red Hat OpenShift and enterprise Kubernetes configurations to scale operations reliably.
 ## Extensibility and APIs
 
 ### Microservices
@@ -673,36 +193,10 @@
 #### Operator Integrations (1)
 
   - **(2020)** [Deploy and bind enterprise-grade microservices with Kubernetes Operators](https://developers.redhat.com/blog/2020/05/18/deploy-and-bind-enterprise-grade-microservices-with-kubernetes-operators) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A developer guide explaining how to bind microservices dynamically to relational stores and caching layers using automated operators.
-### Operator Framework (1)
-
-#### Community Feed
-
-  - **(2024)** [twitter.com/operatorhubio](https://x.com/operatorhubio)  [COMMUNITY-TOOL] β€” The official community account sharing news, releases, and developments in the operator ecosystem.
-## Industry Solution
-
-### Construction Industry
-
-#### Platform-as-a-Service
-
-  - **(2021)** [OpenBuilt](https://openbuilt.io) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” OpenBuilt is an open industry platform facilitating digital supply chain orchestration for construction environments. Built on hybrid cloud and OpenShift technologies, it streamlines third-party application interoperability.
-  - **(2021)** [infoq.com: IBM, Red Hat and Cobuilder Develop OpenBuilt, a Platform for the Construction Industry](https://www.infoq.com/news/2021/04/ibm-redhat-openbuilt)  [COMMUNITY-TOOL] β€” This InfoQ article covers the collaborative launch of OpenBuilt by IBM, Red Hat, and Cobuilder, exploring the architectural goals of unifying global construction logistics, IoT, and BIM solutions through API patterns.
 ## Infrastructure
 
-### Automation
-
-#### Ansible
-
-  - **(2021)** [tommeramber/ocp-automations](https://github.com/tommeramber/ocp-automations) [SHELL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A community repository of automation playbooks and scripts designed to streamline configuration, security hardening, and deployment procedures across diverse OpenShift Container Platform clusters.
-### Cluster Provisioning
-
-#### AWS Quick Starts
-
-  - **(2020)** [youtube: Installing OpenShift 4 on AWS with operatorhub.io integration 🌟](https://www.youtube.com/watch?v=kQJxGtsqphk)  [COMMUNITY-TOOL] β€” Video guide tracking early OpenShift installations on AWS, showing credential setups and automated platform creation with active OperatorHub connections.
 ### Container Registry
 
-#### Red Hat Ecosystem
-
-  - **(2018)** [blog.openshift.com: Introducing Red Hat Quay](https://www.redhat.com/en/blog/introducing-red-hat-quay)  [COMMUNITY-TOOL] β€” This article introduces the commercial enterprise capabilities of Red Hat Quay within the OpenShift ecosystem. It highlights key features such as high availability, geographic replication, automated pruning, and deep platform security integrations.
 #### Self-Hosted
 
   - **(2019)** [==GitHub Quay (OSS)==](https://github.com/quay/quay) ⭐ 2785  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Project Quay is the open-source upstream version of Red Hat Quay, providing a highly scalable container registry designed for cloud-native infrastructure. It features multi-tenancy, geo-replication, advanced security pruning, and Clair integration to secure the software delivery pipeline.
@@ -711,296 +205,40 @@
 #### Kubernetes Backup Operators
 
   - **(2026)** [==github.com/vmware-tanzu/velero==](https://github.com/velero-io/velero) ⭐ 10062  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Velero is the standard open-source utility for safely backing up and restoring entire Kubernetes cluster structures and persistent volumes. Deeply integrates with both raw cloud APIs and file-level utilities like Kopia and Restic.
-### Kubernetes Operators (1)
+### Kubernetes Distributions
 
-#### Database and Registry
+#### Enterprise Distributions
 
-  - **(2020)** [operatorhub.io/operator/quay](https://operatorhub.io/operator/quay) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The Quay Operator automates the installation, scaling, configuration, and day-2 operations of Red Hat Quay on Kubernetes and OpenShift. It handles storage provisioning, database migrations, and ingress configurations via custom resource definitions.
-### Managed Kubernetes (1)
-
-#### ROSA
-
-  - **(2021)** [redhat.com: Amazon and Red Hat Announce the General Availability of Red Hat OpenShift Service on AWS (ROSA)](https://www.redhat.com/en/about/press-releases/amazon-and-red-hat-announce-general-availability-red-hat-openshift-service-aws-rosa)  [COMMUNITY-TOOL] β€” The landmark joint press release introducing Red Hat OpenShift Service on AWS (ROSA). This GA announcement marks the evolution of self-managed setups into a unified, AWS-native billing and operations model.
-  - **(2021)** [amazon.com: Red Hat OpenShift Service on AWS Now GA](https://aws.amazon.com/es/blogs/aws/red-hat-openshift-service-on-aws-now-generally-availably) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” The official AWS News Blog GA release for ROSA. It highlights deep integration with native AWS consoles, identity management, and simplified direct deployment methods.
-  - **(2021)** [infoq.com: AWS Announces the General Availability of the Red Hat OpenShift Service on AWS](https://www.infoq.com/news/2021/04/red-hat-openshift-aws)  [COMMUNITY-TOOL] β€” An independent analytical view of the ROSA launch, discussing its competitive placement relative to Amazon EKS and details regarding AWS Support integration.
-  - **(2021)** [datacenterknowledge.com: Red Hat Brings Its Managed OpenShift Kubernetes Service to AWS](https://www.datacenterknowledge.com/hyperscalers/red-hat-brings-its-managed-openshift-kubernetes-service-to-aws)  [COMMUNITY-TOOL] β€” Data Center Knowledge covers the business and technical implications of Red Hat's native managed service strategy on AWS, looking at enterprise hybrid cloud trends.
-#### ROSA Assessment
-
-  - **(2021)** [blog.vizuri.com: Red Hat OpenShift Service on AWS (ROSA) Positions OpenShift for Mainstream Adoption](https://blog.vizuri.com/red-hat-openshift-service-on-aws-rosa-positions-openshift-for-mainstream-adoption)  [COMMUNITY-TOOL] β€” A market-focused assessment highlighting the reduction in operational friction when transitioning to managed OpenShift on cloud-native hardware.
-#### ROSA HCP
-
-  - **(2023)** [redhat.com: Red Hat OpenShift Service on AWS with hosted control planes now available](https://www.redhat.com/en/blog/red-hat-openshift-service-aws-hosted-control-planes-now-available) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An analysis of ROSA with Hosted Control Planes (HCP), explaining how decoupling management infrastructure from tenant worker nodes lowers operational costs and improves provisioning times.
-### Multi-Cloud
-
-#### Platform Deployments
-
-  - **(2020)** [youtube: OpenShift on Google Cloud, AWS, Azure and localhost](https://www.youtube.com/watch?v=G-baPg3XhBo)  [COMMUNITY-TOOL] β€” Demonstrates deployment patterns of OpenShift across GCP, AWS, Azure, and local systems, illustrating the uniform operational model.
-### Public Cloud
-
-#### ARO Console
-
-  - **(2023)** [developers.redhat.com: How to easily deploy OpenShift on Azure using a GUI, Part 1](https://developers.redhat.com/articles/2023/03/16/how-deploy-openshift-azure-gui-part-1)  [COMMUNITY-TOOL] β€” Guides users through simple graphical deployment options for Azure Red Hat OpenShift (ARO) inside the Microsoft Azure Portal.
-#### ARO with Azure DevOps
-
-  - **(2022)** [dkrallis.wordpress.com: How to create an OpenShift Cluster in Azure and how you can interact with Azure DevOps environment – Part A](https://dkrallis.wordpress.com/2022/11/25/how-to-create-an-openshift-cluster-in-azure-and-how-you-can-interact-with-azure-devops-environment-part-a) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Step-by-step tutorial showing how to deploy private Azure Red Hat OpenShift (ARO) instances and manage pipeline execution via secure Azure DevOps agents.
-#### AWS Provisioning
-
-  - **(2026)** [==AWS Account Set Up 🌟==](https://github.com/openshift/installer/blob/main/docs/user/aws/README.md) ⭐ 1550  [MARKDOWN CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” This repository guide outlines the specific IAM policies, resource quotas, Route53 configurations, and networking permissions required to install OpenShift on AWS using the native installer-provisioned infrastructure (IPI). It is a vital technical reference for cloud infrastructure engineers.
-  - **(2020)** [OpenShift 4 on AWS Quick Starts 🌟](https://aws.amazon.com/blogs/opensource/openshift-4-on-aws-quick-start)  [COMMUNITY-TOOL] β€” An official AWS blueprint details early CloudFormation-driven automations to instantiate OpenShift 4 environments. While largely replaced by Modern Partner Solutions, it remains an informative model for multi-AZ topology layouts.
-### Scheduling
-
-#### Load-Aware
-
-  - **(2024)** [kubernetes-sigs: Trimaran: Load-aware scheduling plugins 🌟](https://github.com/kubernetes-sigs/scheduler-plugins/tree/master/pkg/trimaran) ⭐ 1295  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A collection of scheduling plugins (TargetLoadPacked and LoadWatcher) under the Trimaran umbrella that enable real-time, load-aware scheduling in Kubernetes. Instead of scheduling purely based on static requests, it utilizes actual node resource utilization metrics. Active in 2026, it is vital for optimizing cluster efficiency and reducing overall infrastructure costs.
-## Infrastructure Security
-
-### Container Registries (1)
-
-#### Project Quay
-
-  - **(2019)** [Red Hat Introduces open source Project Quay container registry](https://www.redhat.com/en/blog/red-hat-introduces-open-source-project-quay-container-registry) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Official press release detailing Red Hat's open-sourcing of Project Quay, the upstream foundation of Red Hat Quay. This transition opened up the registry engine, vulnerability scanner (Clair), and helper tools to public collaborative development. It established Project Quay as a fully open, scalable option for global container storage and scanning.
-#### Quay
-
-  - **(2026)** [Quay.io](https://quay.io) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Quay.io is Red Hat's enterprise-grade hosting platform for container images, offering advanced security and vulnerability scanning. It provides built-in support for fine-grained access control, geographic replication, and integration with external identity providers. Quay serves as a critical infrastructure backbone for secure container image distribution across large scale cluster topologies.
-## Kubernetes and OpenShift
-
-### Networking
-
-#### Traffic Control
-
-  - **(2019)** [redhat.com: Network traffic control for containers in Red Hat OpenShift 🌟](https://www.redhat.com/en/blog/network-traffic-control-containers-red-hat-openshift) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Examines ingress/egress bandwidth shaping, container rate-limiting, and packet prioritization within OpenShift's SDN. Live grounding shows that while basic Linux TC limits apply, contemporary architectures utilize service meshes to execute complex L7 rate-limiting policies.
-### Security
-
-#### Architecture
-
-  - **(2018)** [OpenShift and Network Security Zones: Coexistence Approaches 🌟🌟🌟](https://www.redhat.com/en/blog/openshift-and-network-security-zones-coexistence-approaches) [NONE CONTENT] [ADVANCED LEVEL]  [CASE STUDY] [LEGACY] β€” This seminal architectural analysis details patterns for deploying OpenShift across physical and logical enterprise network security zones. Contrasts legacy perimeter firewall zoning models with flat cloud-native Software-Defined Networks (SDNs), providing proven coexistence topologies.
-## Networking (1)
-
-### Container Network Interface
-
-#### Calico Integrations
-
-  - **(2023)** [docs.projectcalico.org: Install an OpenShift 4 cluster with Calico](https://docs.tigera.io/calico/latest/getting-started/kubernetes/openshift/installation) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A step-by-step technical blueprint for deploying Project Calico as the primary CNI within a Red Hat OpenShift 4 cluster. It outlines replacing the default network provider with Calico to leverage enhanced network security policy engines and optimized IP Address Management (IPAM). Integration focuses on Operator-driven setups, configuring custom Calico CRDs to control BGP routing and wireguard encryption for inter-node pod traffic.
-#### Multus CNI
-
-  - **(2019)** [openshift.com: Demystifying Multus 🌟](https://www.redhat.com/en/blog/demystifying-multus) [ADVANCED LEVEL]  [LEGACY] β€” Demystifying Multus CNI, this analysis details how the meta-plugin enables multi-homing for Kubernetes pods. By orchestrating a primary CNI (like OVN-Kubernetes or Calico) along with secondary interfaces (like Macvlan, SRIOV, or host-device), Multus provides pods with isolated control and data planes. This architecture is vital for high-throughput telecom workloads (5G/NFV) and legacy applications requiring direct hardware access.
-### Ingress
-
-#### Ingress Controllers
-
-  - **(2020)** [cloud.redhat.com: A Guide to Ingress Controllers in OpenShift using IPI](https://www.redhat.com/en/blog/a-guide-to-ingress-controllers-in-openshift)  [COMMUNITY-TOOL] [GUIDE] β€” This reference architecture analyzes Ingress controller configurations in OpenShift when deployed via Installer-Provisioned Infrastructure (IPI). It highlights the automated integration of load balancers with OpenShift's internal router (HAProxy-based). Configuration points focus on scaling the ingress operator, managing wildcard DNS, configuring TLS termination strategies (Edge, Passthrough, Re-encrypt), and establishing highly-available traffic endpoints.
-### Orchestration
-
-#### Third-Party CNI
-
-  - **(2020)** [Using Third Party Network Operators with OpenShift](https://app.gitbook.com/o/-LbOdudvkdYwKCQYAHS8/s/RrlyoCHlF8LNFTvw74mT) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An analytical guide reviewing the integration of third-party network operators inside the OpenShift ecosystem. It details the interaction boundaries between the cluster-network-operator and custom CNI plugins. Architectural considerations focus on ensuring compatibility with OpenShift's default SDN parameters, identity controls, and DNS routing setups to prevent operational regression during cluster upgrades.
+  - **(2026)** [OKD](https://okd.io) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The community-backed, open-source upstream counterpart to Red Hat OpenShift. OKD integrates Kubernetes with core Linux container tools (like Fedora CoreOS) to offer a complete self-managing, multi-tenant container platform designed for declarative applications, CI/CD, and simplified enterprise operations.
 ## Networking and Security
 
 ### Cluster Networking
 
-#### ROSA Networking
-
-  - **(2021)** [aws.amazon.com: Red Hat OpenShift Service on AWS: architecture and networking](https://aws.amazon.com/es/blogs/containers/red-hat-openshift-service-on-aws-architecture-and-networking) [SPANISH CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An in-depth guide on ROSA integration within existing virtual networks, demonstrating VPC configurations, routing tables, and Elastic Load Balancer (ELB) design parameters.
 #### VPC Peering
 
   - **(2021)** [openshift.com: Using VPC Peering to Connect an OpenShift Service on an AWS (ROSA) Cluster to an Amazon RDS MySQL Database in a Different VPC](https://www.redhat.com/en/blog/using-vpc-peering-to-connect-an-openshift-service-on-an-aws-rosa-cluster-to-an-amazon-rds-mysql-database-in-a-different-vpc) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Provides step-by-step instructions for establishing low-latency VPC peering connections between an active ROSA container network and an external Amazon RDS MySQL database cluster.
-### Identity and Access
-
-#### OAuth Providers
-
-  - **(2020)** [youtube: OpenShift 4 OAuth Identity Providers](https://www.youtube.com/watch?v=eFxFtUpAT9s) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A video presentation detailing identity federation. It explains configuration patterns for LDAP, Active Directory, and custom OAuth providers on OpenShift.
-### OS Security
-
-#### SELinux and MCS
-
-  - **(2013)** [SELinux](https://www.slideshare.net/openshift/openshift-18812162)  [COMMUNITY-TOOL] β€” An early architectural overview of security layers in OpenShift, detailing how SELinux and Multi-Category Security (MCS) keep container filesystems separated.
 ### Traffic Routing
 
-#### Ingress Controllers (1)
+#### Ingress Controllers
 
   - **(2026)** [Ingress Controller](https://kubernetes.io/docs/concepts/services-networking/ingress-controllers) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The official Kubernetes documentation explaining Ingress. It teaches engineers how to manage HTTP routing, SSL termination, and hostnames at the cluster edge.
-## Observability and Ops
+## Security
 
-### Alerting and Telemetry
-
-#### Alertmanager Configuration
-
-  - **(2026)** [prometheus.io/docs/alerting/alertmanager/](https://prometheus.io/docs/alerting/latest/alertmanager) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official Prometheus Alertmanager guide explaining notification deduplication, silent intervals, and dynamic routing to operations channels like Slack or PagerDuty.
-### Log Management
-
-#### Vector and Loki
-
-  - **(2023)** [thenewstack.io: Log Management for Red Hat OpenShift](https://thenewstack.io/log-management-for-red-hat-openshift)  [COMMUNITY-TOOL] β€” An analytical piece describing the transition from classic Elasticsearch configurations toward lightweight Loki and Vector agents for high-volume logs.
-### Metrics Visualization
-
-#### Grafana Old Versions
-
-  - **(2018)** [grafana.com/docs/v5.4/](https://archive.grafana.com/docs/grafana/v5.4) [DOCUMENTATION]  [LEGACY] β€” Archived documentation for Grafana v5.4, preserved primarily to reference legacy metrics collection architectures from early OpenShift 4 telemetry configurations.
-## Operations
-
-### Benchmarking
-
-#### Performance Testing
-
-  - **(2020)** [kubestone.io](https://kubestone.io) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Kubestone is an open-source performance benchmarking operator for Kubernetes. It runs diagnostic tests (like iperf3, sysbench, fio, and pgbench) directly in custom pods to validate network throughput, disk performance, database transactions, and compute resources. This provides structural benchmarking data to ensure cluster performance before deploying workloads.
-  - **(2020)** [operatorhub.io: kubestone](https://operatorhub.io/operator/kubestone) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The OperatorHub page for Kubestone, simplifying the automated installation of Kubestone benchmark CRDs. Developers can easily configure YAML parameters for execution pipelines, gather raw benchmark reports, and export metrics directly to Prometheus for analysis.
-### FinOps
-
-#### Cost Management
-
-  - **(2020)** [blog.openshift.com: Tech Preview: Get visibility into your OpenShift costs across your hybrid infrastructure 🌟](https://www.redhat.com/en/blog/tech-preview-get-visibility-into-your-openshift-costs-across-your-hybrid-infrastructure) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” OpenShift Cost Management (now integrated into the Red Hat Hybrid Cloud Console) allows cloud administrators to track costs across hybrid cloud infrastructures. By associating cluster metrics (CPU/RAM usage) with cloud provider billing APIs, it models cost distribution down to namespaces, applications, and custom cost centers.
-## Platform
-
-### User Experience
-
-#### OpenShift Console
-
-  - **(2020)** [OpenShift topology view: A milestone towards a better developer experience](https://www.redhat.com/en/blog/openshift-topology-view-milestone-towards-better-developer-experience)  [COMMUNITY-TOOL] β€” An analysis of the OpenShift Developer Console Topology View. This visual dashboard maps microservice networks, workloads, and real-time build systems, significantly easing day-to-day application management tasks.
-## Platform Engineering
-
-### Kubernetes Distributions
-
-#### Evaluation and Sandbox
-
-  - **(2026)** [**try.openshift.com 🌟**](https://www.redhat.com/en/technologies/cloud-computing/openshift/try-it) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Unified gateway for trialing OpenShift deployments across public clouds, virtualization platforms, and local developer workstations (via OpenShift Local). Enables architects to evaluate operational complexity and developer tooling. Continually updated in 2026 to reflect the latest stable 4.x features.
-## Platforms
-
-### Cluster Management (2)
-
-#### Cluster Provisioning (1)
-
-  - **(2026)** [github.com/openshift/hive](https://github.com/openshift/hive) ⭐ 277  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” OpenShift Hive is an API-driven operator for provisioning, managing, and scaling OpenShift clusters. Running on a central management hub, Hive accepts declarative custom resources defining target clusters (AWS, GCP, Azure, Bare-Metal) and orchestrates the installer (IPI) to bootstrap, update, and manage the life cycle of target clusters dynamically at scale.
-#### Fleet Management
-
-  - **(2024)** [Red Hat Advanced Cluster Management for Kubernetes 🌟](https://www.redhat.com/en/technologies/management/advanced-cluster-management) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Red Hat Advanced Cluster Management (RHACM) for Kubernetes is the premier tool for multi-cluster fleet administration. Based on the open-source Open Cluster Management (OCM) project, it automates bare-metal or cloud provisioned cluster lifecycles, enforces strict declarative security policies (via GitOps), and simplifies cross-cluster networking. It is the enterprise benchmark for orchestrating massive edge, hybrid, or multi-cloud deployments.
-  - **(2020)** [containerjournal.com: Red Hat Simplifies Kubernetes Cluster Management](https://cloudnativenow.com/features/red-hat-simplifies-kubernetes-cluster-management)  [COMMUNITY-TOOL] β€” An early industry evaluation of Red Hat's multi-cluster management strategies. The text highlights RHACM's features designed to address cloud sprawl. By introducing centralized management planes for application delivery and policy enforcement across diverse Kubernetes engines (EKS, GKE, AKS, and OCP), it establishes uniform security baselines and automates drift remediation.
-### Distribution
-
-#### Cloud Provisioning
-
-  - **(2020)** [dustymabe.com: OpenShift OKD on Fedora CoreOS on DigitalOcean Part 4: Recorded Demo](https://dustymabe.com/2020/09/28/openshift-okd-on-fedora-coreos-on-digitalocean-part-4-recorded-demo) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A recorded deployment demo focusing on installing OKD on Fedora CoreOS within DigitalOcean droplets. It illustrates configuring DigitalOcean resources (VPCs, firewalls, volume spaces) and custom ignition templates to orchestrate a highly available cluster topology on an affordable cloud.
-#### Cluster Provisioning (2)
-
-  - **(2020)** [youtube.com: How To Install OKD4 on GCP - Vadim Rutkovsky (Red Hat)](https://www.youtube.com/watch?v=2UwQD0diUxk) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A video walk-through guide demonstrating the step-by-step installation of OKD4 on Google Cloud Platform (GCP). It outlines preparing DNS zones, setting up GCP service accounts, configuring the installation manifests, executing the ignition installer, and troubleshooting common cluster bootstrap failures.
-#### Community Kubernetes
-
-  - **(2026)** [==GitHub: OKD4==](https://github.com/okd-project/okd/blob/master/README.md) ⭐ 2076  [SHELL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The core GitHub repository containing build configurations, release pipelines, and architectural trackers for OKD4. Integrating Fedora CoreOS, this platform bridges the gap between raw Kubernetes and enterprise-ready application runtimes, including build pipelines (S2I), route configurations, and multi-tenant tooling natively.
-  - **(2026)** [docs.okd.io 🌟](https://docs.okd.io) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The official documentation hub for OKD. It provides detailed guides on platform design, installer-provisioned infrastructure (IPI) patterns, user-provisioned infrastructure (UPI), security constraints, operator lifecycle management, and administrative configuration for community cluster installations.
-  - **(2022)** [github.com: OKD 4 Roadmap](https://github.com/openshift/community/blob/master/ROADMAP.md) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The OKD 4 development roadmap hosted on GitHub. It tracks the migration of build systems, target OS configurations (e.g., transition states of Fedora CoreOS), integration of updated Kubernetes API versions, and community-driven features like multi-arch architectures.
-  - **(2020)** [youtube.com: OKD4](https://www.youtube.com/watch?v=_nl-45ulj1s)  [COMMUNITY-TOOL] β€” An official video presentation describing OKD4's architecture, community direction, and installation paradigms. Engineers discuss the advantages of moving to an Operator-driven architecture, Fedora CoreOS foundation, and how community contributions influence the commercial OpenShift pipeline.
-#### Enterprise Kubernetes (1)
-
-  - **(2020)** [containerjournal.com: Red Hat Delivers Latest Kubernetes Enhancements](https://cloudnativenow.com/topics/cloudnativeplatforms/red-hat-delivers-latest-kubernetes-enhancements)  [COMMUNITY-TOOL] β€” An industry report analyzing the release of early OpenShift 4.x enhancements. It focuses on how Red Hat embedded CoreOS into the cluster installation engine (IPI/UPI), allowing for automated, operator-led operating system updates. This architecture ensures the OS is treated as an extension of the Kubernetes control plane, drastically reducing management overhead.
-#### Lab Setup
-
-  - **(2021)** [okd4-upi-lab-setup: Building an OpenShift - OKD 4.X Lab](https://cgruver.github.io/okd4-upi-lab-setup) [ANSIBLE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An automated GitHub lab orchestration repository designed to construct an OKD 4.x environment via User Provisioned Infrastructure (UPI). Using automated Bash scripts and Ansible playbooks, it speeds up the configuration of helper services (DNS, HAProxy, Web server) and manages cluster deployment.
-  - **(2020)** [blog.openshift.com: Guide to Installing an OKD 4.4 Cluster on your Home Lab](https://www.redhat.com/en/blog/guide-to-installing-an-okd-4-4-cluster-on-your-home-lab) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An extensive blog series instructing network engineers and developers on setting up a bare-metal OKD 4.4 cluster inside a personal home lab. It covers essential infrastructure prep, including configuring DHCP, DNS forwarding, PXE booting, HAProxy for load balancing, and deploying the bootstrap control VM.
-### Lifecycle Management (2)
-
-#### Application Migration
-
-  - **(2020)** [blog.openshift.com: Migrating your applications to OpenShift 4 🌟](https://www.redhat.com/en/blog/migrating-your-applications-to-openshift-4) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An in-depth technical migration blueprint for moving workloads to OpenShift 4. It highlights the OpenShift Migration Toolkit, utilizing Velero as the foundational control engine for application backup, metadata translation, and restore operations, while using Restic to execute block-level transfers of persistent container volumes across cluster hosts.
-#### Operator Framework (2)
-
-  - **(2020)** [Top Kubernetes Operators](https://www.redhat.com/en/blog/top-kubernetes-operators-advancing-across-the-operator-capability-model)  [COMMUNITY-TOOL] β€” This reference guide details the Operator Capability Model (Levels 1 to 5). It analyzes features required to advance an operator from basic installation (Level 1) and seamless upgrades (Level 2) to full lifecycle automation (Level 3), deep metrics tracking (Level 4), and auto-pilot anomaly remediation (Level 5).
-### Local Development
-
-#### Kubernetes Local
-
-  - **(2020)** [redhat.com: How to run a Kubernetes cluster on your laptop 🌟](https://www.redhat.com/en/blog/kubernetes-cluster-laptop)  [COMMUNITY-TOOL] β€” An analytical guide reviewing options for running Kubernetes clusters locally on laptops. The resource compares Kind, Minikube, and CodeReady Containers (OpenShift Local) based on system overhead, target APIs, developer workflows, and system constraints.
-#### OpenShift Local
-
-  - **(2025)** [Homepage](https://crc.dev)  [COMMUNITY-TOOL] β€” The landing portal for Red Hat OpenShift Local (formerly CodeReady Containers / CRC). OpenShift Local packages a minimal, single-node OpenShift cluster into a single virtual machine optimized for local development. Live grounding confirms it is the primary local emulation tool, replacing minishift, and is designed for developers building cloud-native applications directly on macOS, Windows, or Linux.
-  - **(2020)** [schabell.org: How to setup OpenShift Container Platform 4.5 on your local machine in minutes](https://www.schabell.org/2020/09/how-to-setup-openshift-container-platform-45.html)  [COMMUNITY-TOOL] β€” A developer-authored setup guide focusing on standing up an OpenShift Container Platform 4.5 environment locally in minutes. The post reviews resource constraints, command-line usage, automated virtual machine instantiation steps, and best practices for optimizing memory footpins to prevent developer system crashes.
-  - **(2019)** [Red Hat OpenShift 4.2 on your laptop: Introducing **Red Hat CodeReady Containers**](https://developers.redhat.com/blog/2019/09/05/red-hat-openshift-4-on-your-laptop-introducing-red-hat-codeready-containers)  [COMMUNITY-TOOL] β€” Historical launch announcement introducing Red Hat CodeReady Containers (now OpenShift Local) for OpenShift 4.2. It marks the transition to Operator-driven OpenShift clusters running on local developer laptops. The single-node environment utilizes host-native hypervisors (Hyper-V, Libvirt, Hyperkit) to containerize all cluster control-plane workloads into a resource-constrained footprint.
-#### Operators (1)
-
-  - **(2020)** [Install Red Hat OpenShift Operators on your laptop using Red Hat CodeReady Containers and Red Hat Marketplace](https://developers.redhat.com/blog/2020/09/09/install-red-hat-openshift-operators-on-your-laptop-using-red-hat-codeready-containers-and-red-hat-marketplace)  [LEGACY] β€” This tutorial covers deploying OpenShift Operators inside CodeReady Containers (OpenShift Local). Note: Red Hat Marketplace integration steps are now legacy due to the marketplace's sunset. However, the core technique of utilizing local Operator Lifecycle Manager (OLM) configurations to install enterprise-grade catalog operators on a local developer laptop remains highly relevant.
-#### Remote Deployments
-
-  - **(2020)** [Overview: running crc on a remote server](https://gist.github.com/tmckayus/8e843f90c44ac841d0673434c7de0c6a) [BASH CONTENT]  [COMMUNITY-TOOL] β€” An active community technical gist demonstrating how to configure and run CodeReady Containers (OpenShift Local) on a remote server. This workaround allows developers to bypass local RAM/CPU limitations by running the heavy single-node cluster on beefy headless remote servers while routing local CLI controls (`oc`, `kubectl`) over custom SSH tunnels and reverse proxies.
-### Virtualization (1)
-
-#### KubeVirt Core (1)
-
-  - **(2021)** [kubermatic.com: Bringing Your VMs to Kubernetes With KubeVirt](https://www.kubermatic.com/blog/bringing-your-vms-to-kubernetes-with-kubevirt)  [COMMUNITY-TOOL] [GUIDE] β€” A deep technical exploration of KubeVirt mechanics, detailing how VMs are translated into Kubernetes pods. By mapping VM instances to pod boundaries, KubeVirt uses standard container runtimes to manage virtual disks, tap network interfaces, and guest system memory. This guide details the API translation layer where VM resources are scheduled as standard K8s objects, leveraging built-in scheduler constraints, affinity rules, and persistent volumes.
-#### KubeVirt Integration
-
-  - **(2020)** [containerjournal.com: Red Hat Integrates KubeVirt With Kubernetes Management Platform From SAP](https://cloudnativenow.com/topics/cloudnativeplatforms/red-hat-integrates-kubevirt-with-kubernetes-management-platform-from-sap) [ADVANCED LEVEL]  [LEGACY] β€” Red Hat's integration of KubeVirt with SAP's cloud platform represents a major convergence of virtualization and containerization. Live grounding confirms KubeVirt enables legacy VM-based workloads to run directly alongside microservices within unified Kubernetes namespaces. This architecture reduces operational complexity by replacing dedicated hypervisors with Kubernetes constructs like Custom Resource Definitions (CRDs) for virtual machine lifecycles.
-## Resources and Training
-
-### Self-Paced Labs
-
-#### Curriculum Code
-
-  - **(2024)** [github.com: Openshift 4 training](https://github.com/openshift/training) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” A public Git repository containing self-paced curriculum materials and lab configurations to train systems engineers in Day 2 cluster management tasks.
-### Video Learning
-
-#### Community Conferences
-
-  - **(2020)** [youtube playlist: London 2020 | OpenShift Commons Gathering 🌟](https://www.youtube.com/playlist?list=PLaR6Rq6Z4Iqcy9rg0JF6SCFst5lyyftQ-)  [COMMUNITY-TOOL] β€” Playlist of presentations from the 2020 London OpenShift Commons, sharing architectural case studies from leading financial and telco companies.
-#### Official Stream
-
-  - **(2026)** [OpenShift Youtube](https://www.youtube.com/user/rhopenshift/videos)  [COMMUNITY-TOOL] β€” The main YouTube page for OpenShift, hosting recorded community developer events, product demonstrations, and architectural panels.
-## Security (1)
-
-### Cloud Security
-
-#### Managed OpenShift
-
-  - **(2023)** [cloud.ibm.com: openshift-security](https://cloud.ibm.com/docs/openshift?topic=openshift-security) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Documentation outlining security controls on Red Hat OpenShift on IBM Cloud (ROKS). It details the split-responsibility model between cloud providers and customers, managing IAM integrations, enforcing private endpoints, setting up CIS/Benchmarks, and isolating network compute nodes to fulfill stringent regulatory standards for enterprise workloads.
 ### Container Registry (1)
 
-#### Project Quay (1)
+#### Project Quay
 
   - **(2026)** [projectquay.io](https://www.projectquay.io)  [COMMUNITY-TOOL] β€” The project homepage for Project Quay. Quay is an open-source, highly scalable, and secure container registry engine. The platform provides granular access controls, robot accounts, and support for multi-arch OCI registry specifications, serving as the upstream codebase for Red Hat Quay.
-### Hardening
+## Service Mesh (1)
 
-#### Cluster Security
+### Red Hat OpenShift
 
-  - **(2020)** [blog.openshift.com: Introducing Red Hat OpenShift 4.3 to Enhance Kubernetes Security 🌟](https://www.redhat.com/en/blog/introducing-red-hat-openshift-4-3-to-enhance-kubernetes-security) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This analysis details OpenShift 4.3's enhanced security features. It reviews the integration of automated certificate rotation, enhanced cryptography with FIPS 140-2 compliance, encryption-at-rest for etcd key-value stores, and advanced ingress security configurations. These features form the baseline of modern OpenShift multi-tenant security architecture.
-## Security and Compliance
+#### Enterprise Platforms
 
-### Access Control
-
-#### OpenShift IAM
-
-  - **(2021)** [openshift.com: Ask an OpenShift Admin Office Hour - Authentication and Authorization](https://www.redhat.com/en/blog/ask-an-openshift-admin-office-hour-authentication-and-authorization)  [COMMUNITY-TOOL] β€” An interactive session breakdown focused on OpenShift's native OAuth server, identity providers (LDAP, Active Directory, Keycloak), and RBAC mapping strategies. It provides deep troubleshooting techniques for authentication flow misconfigurations and token management. Live grounding validates these techniques as crucial for securing enterprise-grade API endpoints.
-### Network Security
-
-#### Prisma Cloud
-
-  - **(2023)** [docs.aporeto.com: OpenShift Master API Protection](https://docs.prismacloud.io/en) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Details how to protect the OpenShift Master API using microsegmentation and identity-based security policies, now consolidated under Palo Alto Networks Prisma Cloud. It explores runtime enforcement, traffic whitelist policies, and vulnerability detection to shield critical control planes. Live grounding shows that Aporeto's identity-based security is now fully integrated into the Prisma Cloud platform.
-### OpenShift Security
-
-#### Cluster Design
-
-  - **(2021)** [openshift.com: OpenShift Security Best Practices for Kubernetes Cluster Design 🌟](https://www.redhat.com/en/blog/openshift-security-best-practices-for-kubernetes-cluster-design) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores architectural security design patterns for OpenShift, including network segmentation, API access control, multi-tenancy models, and secure OS configurations via CoreOS. It highlights key defensive controls like Security Context Constraints (SCCs) and identity provider integrations. A must-read for compliance-oriented infrastructure architects designing high-security Kubernetes platforms.
-## Storage
-
-### Cloud-Native Storage
-
-#### OpenShift Data Foundation
-
-  - **(2023)** [Red Hat OpenShift Container Storage 4](https://www.redhat.com/en/technologies/cloud-computing/openshift-data-foundation) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Red Hat OpenShift Data Foundation (formerly OpenShift Container Storage 4) delivers software-defined persistent storage engineered for containerized environments. Built on Ceph, Rook, and NooBaa, ODF provides unified block, file, and object storage interfaces directly inside Kubernetes. This architecture simplifies lifecycle operations and enables dynamic provisioning, snapshotting, and disaster recovery across hybrid cloud footprints.
-## Storage and Data
-
-### Cloud Native Storage
-
-#### Ceph Operators
-
-  - **(2024)** [Rook-Ceph](https://operatorhub.io/operator/rook-ceph) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The OperatorHub page for Rook-Ceph, establishing a Kubernetes-native way to run storage servers directly on a cluster. It turns local drives into dynamic volumes.
-### Enterprise Storage
-
-#### Robin Storage
-
-  - **(2023)** [Robin Storage Operator](https://operatorhub.io/operator/robin-operator) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The OperatorHub entry for Robin Storage, detailing an enterprise-grade SDS solution specialized in automating complex relational databases and stateful systems on Kubernetes.
-### Persistent Storage
-
-#### AWS EFS Integration
-
-  - **(2022)** [cloud.redhat.com: Scale your application containers on Red Hat OpenShift Service on AWS (ROSA) clusters using Amazon EFS storage](https://www.redhat.com/en/blog/scale-your-application-containers-on-red-hat-openshift-service-on-aws-rosa-clusters-using-amazon-efs-storage) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Teaches architects how to provision and leverage Amazon Elastic File System (EFS) to achieve multi-AZ ReadWriteMany (RWX) storage for scalable application backends.
+  - **(2020)** [blog.openshift.com: Red Hat OpenShift Service Mesh is now available: What you should know 🌟](https://www.redhat.com/en/blog/red-hat-openshift-service-mesh-is-now-available-what-you-should-know)  [COMMUNITY-TOOL] β€” Announcement detailing the GA availability of Red Hat OpenShift Service Mesh. Explains the integrated packaging of Istio, Envoy, and Jaeger under OpenShift's strict security paradigms.
 
 ---
-πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Kubernetes Client Libraries](./kubernetes-client-libraries.md)
+πŸ’‘ **Explore Related:** [Serverless](./serverless.md) | [Kubectl Commands](./kubectl-commands.md) | [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/openshift-pipelines.md b/v2-docs/openshift-pipelines.md
index f1fd0694..aa79781d 100644
--- a/v2-docs/openshift-pipelines.md
+++ b/v2-docs/openshift-pipelines.md
@@ -12,9 +12,6 @@
   - [CICD](#cicd)
     - [Jenkins Pipelines](#jenkins-pipelines)
     - [Legacy Frameworks](#legacy-frameworks)
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [CICD and DevOps](#cicd-and-devops)
   - [Enterprise Jenkins](#enterprise-jenkins)
     - [OpenShift Integration](#openshift-integration)
@@ -22,9 +19,6 @@
     - [GitHub Actions Integration](#github-actions-integration)
   - [Source-To-Image](#source-to-image)
     - [OpenShift S2I Workflow](#openshift-s2i-workflow)
-1. [Cloud Native and K8s](#cloud-native-and-k8s)
-  - [Kubernetes API](#kubernetes-api)
-    - [Go Client](#go-client)
 1. [Cloud-Native Java](#cloud-native-java)
   - [Build Tools](#build-tools)
     - [Eclipse JKube](#eclipse-jkube)
@@ -35,10 +29,7 @@
 1. [Platform Architecture](#platform-architecture)
   - [CICD](#cicd-1)
     - [Jenkins Pipelines](#jenkins-pipelines-1)
-    - [Legacy Jenkins](#legacy-jenkins)
     - [Tekton Pipelines](#tekton-pipelines)
-  - [DevSecOps](#devsecops)
-    - [Security Automation](#security-automation)
 1. [Software Engineering](#software-engineering)
   - [Build Systems](#build-systems)
     - [Fabric8 Maven Plugin](#fabric8-maven-plugin)
@@ -53,36 +44,13 @@
 #### Legacy Frameworks
 
   - **(2018)** [CI/CD with fabric8](https://fabric8.io/guide/cdelivery.html) [GROOVY CONTENT] [DOCUMENTATION]  [LEGACY] β€” Details the classic continuous delivery orchestration patterns supported by early versions of the Fabric8 framework. Although helpful for understanding early pipeline structures, these setups are largely replaced by native GitOps and modern cloud-native pipelines.
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [**uncontained.io**: External Jenkins Integration 🌟](https://v1.uncontained.io/playbooks/continuous_delivery/external-jenkins-integration.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering v1.uncontained.io in the Kubernetes Tools ecosystem.
-  - [medium: jenkins cicd getting started with groovy and docker](https://medium.com/@fvtool/jenkins-cicd-getting-started-with-groovy-and-docker-containers-part-2-b03a1b934a49)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: jenkins cicd getting started with groovy and docker in the Kubernetes Tools ecosystem.
-  - [OCP 4.2 - Jenkins image](https://docs.openshift.com/container-platform/4.2/openshift_images/using_images/images-other-jenkins-agent.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering OCP 4.2 - Jenkins image in the Kubernetes Tools ecosystem.
-  - [Dzone: 4 ways to build applications in openshift](https://dzone.com/articles/4-ways-to-build-applications-in-openshift-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: 4 ways to build applications in openshift in the Kubernetes Tools ecosystem.
-  - [Dzone: a quick guide to deploying java apps on openshift](https://dzone.com/articles/a-quick-guide-to-deploying-java-apps-on-openshift)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: a quick guide to deploying java apps on openshift in the Kubernetes Tools ecosystem.
-  - [Using **KubeFed** to deploy applications](https://blog.openshift.comusing-kubefed-to-deploy-applications-to-ocp3-and-ocp4-clusters)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Using **KubeFed** to deploy applications in the Kubernetes Tools ecosystem.
-  - [developers.redhat.com: odo Cheat Sheet](https://developers.redhat.com/cheat-sheets/odo-cheat-sheet)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com: odo Cheat Sheet in the Kubernetes Tools ecosystem.
-  - [medium: Jenkins CICD Getting started with Groovy and Docker Containers β€”' Part 1](https://blog.isaack.io/articles/2016-08/Jenkins-CICD-Getting-Started-With-Groovy-Part-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Jenkins CICD Getting started with Groovy and Docker Containers β€”' Part 1 in the Kubernetes Tools ecosystem.
-  - [medium - fabric8, please check out jenkins X instead](https://medium.com/@jstrachan/fabric8-please-check-out-jenkins-x-instead-8295a025173a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium - fabric8, please check out jenkins X instead in the Kubernetes Tools ecosystem.
-  - [Dzone - Continuous Delivery with OpenShift and Jenkins: A/B Testing 🌟](https://dzone.com/articles/continuous-delivery-with-openshift-and-jenkins-ab)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone - Continuous Delivery with OpenShift and Jenkins: A/B Testing 🌟 in the Kubernetes Tools ecosystem.
-  - [docs.openshift.com: OpenShift 3.11 Pipeline Builds with OpenShift Jenkins' Image and OpenShift DSL](https://docs.openshift.com/container-platform/3.11/dev_guide/dev_tutorials/openshift_pipeline.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.openshift.com: OpenShift 3.11 Pipeline Builds with OpenShift Jenkins' Image and OpenShift DSL in the Kubernetes Tools ecosystem.
 ## CICD and DevOps
 
 ### Enterprise Jenkins
 
 #### OpenShift Integration
 
-  - **(2020)** [==Jenkins Docker Image for Openshift v3==](https://github.com/openshift/jenkins) ⭐ 261  [SHELL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Red Hat maintained OpenShift integration image for running Jenkins natively within OpenShift clusters. Includes pre-configured plugins, service-account integration, and S2I build configurations customized for enterprise OpenShift v3/v4 environments.
-  - **(2020)** [github.com/siamaksade/jenkins-blueocean](https://github.com/siamaksade/jenkins-blueocean) [GROOVY CONTENT]  [COMMUNITY-TOOL] β€” Public demonstration repository providing configured manifests for launching Jenkins Blue Ocean on OpenShift clusters. Acts as a blueprint for visualizing pipeline stages in Red Hat environments.
-  - **(2020)** [cloudowski.com: Jenkins on OpenShift - how to use and customize it in a cloud-native way 🌟](https://cloudowski.com/articles/jenkins-on-openshift) [GROOVY CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Advanced engineering blog detailing customized, cloud-native deployments of Jenkins on OpenShift. Explains how to leverage dynamic provisioning, custom configurations, and cluster-wide persistent volumes to stabilize Jenkins infrastructure.
-  - **(2019)** [blog.openshift.com: Deploying jenkins on openshift - part 1](https://www.redhat.com/en/blog/deploying-jenkins-on-openshift-part-1) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” Enterprise guide illustrating structural configuration, route definition, and persistent storage bindings for deploying stable Jenkins masters inside OpenShift namespaces.
-  - **(2019)** [blog.openshift.com: Improving jenkins performance on openshift - part 2](https://www.redhat.com/en/blog/improving-jenkins-performance-on-openshift-part-2) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Architectural performance tuning guide for running large-scale Jenkins deployments on OpenShift. Addresses JVM optimization, garbage collection configuration, build concurrency limit management, and persistent storage class optimizations.
   - **(2019)** [blog.openshift.com: Deploying OpenShift Applications to Multiple Datacenters (with Jenkins)](https://www.redhat.com/en/blog/deploying-openshift-applications-multiple-datacenters) [GROOVY CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Advanced architectural walkthrough on utilizing Jenkins to orchestrate synchronized microservice deployments across federated, multi-datacenter OpenShift cluster topologies.
-  - **(2018)** [slideshare.net: OpenShift Container Platform CI/CD Build & Deploy 🌟](https://www.slideshare.net/mozillabros/openshift-container-platform-cicd-build-deploy) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” Slides and architectural diagrams outlining automated CI/CD pipelines on OpenShift Container Platform. Covers deployment triggers, image stream lifecycles, and rolling updates.
 ### GitOps and Pipelines
 
 #### GitHub Actions Integration
@@ -93,13 +61,6 @@
 #### OpenShift S2I Workflow
 
   - **(2018)** [developers.redhat.com: Source versus binary S2I workflows with Red Hat OpenShift Application Runtimes](https://developers.redhat.com/blog/2018/09/26/source-versus-binary-s2i-workflows-with-red-hat-openshift-application-runtimes) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” Structural analysis of S2I builders, explaining how source repositories are dynamically injected into standardized runtime base images to produce highly secure production containers.
-## Cloud Native and K8s
-
-### Kubernetes API
-
-#### Go Client
-
-  - **(2026)** [==kubernetes/client-go: Go client for Kubernetes 🌟==](https://github.com/kubernetes/client-go) ⭐ 9837  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official Go SDK for managing Kubernetes clusters. It features critical API client mechanics like Informers, Lister-Watchers, work queues, and rate-limiting structures to build high-performance production controllers.
 ## Cloud-Native Java
 
 ### Build Tools
@@ -126,25 +87,12 @@
 
 #### Jenkins Pipelines (1)
 
-  - **(2021)** [OpenShift Container Pipelines Samples 🌟](https://github.com/redhat-cop/container-pipelines) ⭐ 160  [GROOVY CONTENT] 🌟🌟 [COMMUNITY-TOOL] [LEGACY] β€” A repository of pipeline configurations originally curated by the Red Hat Community of Practice. Useful for understanding legacy configurations on OpenShift 3 and 4, though modern pipelines have shifted to Tekton architectures.
-  - **(2021)** [OpenShift Pipeline Library 🌟](https://github.com/redhat-cop/pipeline-library) ⭐ 51  [GROOVY CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] [LEGACY] β€” A collection of shared pipeline libraries providing modular groovy wrapper methods for OpenShift deployments. Most implementations are archived as enterprise standards have pivoted completely toward Tekton Pipelines and Argo CD GitOps pipelines.
-  - **(2019)** [developers.redhat.com - Get started with Jenkins CI/CD in Red Hat OpenShift 4](https://developers.redhat.com/blog/2019/05/02/get-started-with-jenkins-ci-cd-in-red-hat-openshift-4) [GROOVY CONTENT]  [ENTERPRISE-STABLE] [GUIDE] β€” A structured tutorial on initializing Jenkins-driven continuous delivery setups in early OpenShift 4 environments. Highlights configuration, service account configuration, and deploying pre-packaged Jenkins templates on-cluster.
   - **(2017)** [Simply Explained: OpenShift and Jenkins Pipelines](https://www.redhat.com/en/blog/jenkins-pipelines) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An explanatory article outlining the core architectural concepts of continuous integration pipelines inside enterprise containers. Focuses on orchestrating builds, scaling execution agents dynamically, and promoting stable application rollouts.
-#### Legacy Jenkins
-
-  - **(2022)** [==github - using jenkins pipelines with OKD==](https://github.com/openshift/origin/tree/main/examples/jenkins/pipeline) ⭐ 8658  [GROOVY CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” Repository detailing baseline code configurations, sample pipelines, and deployment manifests engineered to execute scripted Jenkins procedures inside early versions of the OKD community container platform.
-  - **(2017)** [slideshare.net: CI/CD with Openshift and Jenkins 🌟](https://www.slideshare.net/arilivigni/cicd-with-openshift-and-jenkins) [NONE CONTENT]  [GUIDE] [LEGACY] β€” A historical presentation showing continuous integration configurations on earlier OpenShift releases using Jenkins servers. Serves as a useful blueprint for examining migration paths from early Jenkins structures to cloud-native alternatives.
 #### Tekton Pipelines
 
-  - **(2026)** [github.com/openshift/pipelines-tutorial](https://github.com/openshift/pipelines-tutorial) ⭐ 322  [YAML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive learning path and hands-on laboratory environment focused on Tekton. Provides configurations for Tasks, Pipelines, PipelineRuns, and Trigger EventListeners on OpenShift clusters, validating cloud-native automation patterns.
-  - **(2020)** [github: OpenShift Pipelines Node.js Tutorial](https://github.com/csantanapr/faststart2020-pipelines-lab) ⭐ 5  [JAVASCRIPT CONTENT] 🌟 [COMMUNITY-TOOL] [GUIDE] β€” Specialized quick-start laboratory focusing on Node.js application continuous delivery with OpenShift Pipelines. Guides developers through configuring trigger conditions and executing basic Source-to-Image (S2I) build pipelines.
   - **(2021)** [openshift.com: OpenShift Pipelines Advanced Triggers Part 1 - Triggering Different Project Builds in the Same Repository](https://www.redhat.com/en/blog/openshift-pipelines-advanced-triggers-part-1-triggering-different-project-builds-in-the-same-repository) [YAML CONTENT] [ADVANCED LEVEL]  [ENTERPRISE-STABLE] [GUIDE] β€” Provides advanced architecture examples for configuring custom triggers with OpenShift Pipelines. Demonstrates how to write custom interceptors to execute discrete workflows when localized directory pathways change within shared code repos.
+  - **(2020)** [github: OpenShift Pipelines Node.js Tutorial](https://github.com/csantanapr/faststart2020-pipelines-lab) ⭐ 5  [JAVASCRIPT CONTENT] 🌟 [COMMUNITY-TOOL] [GUIDE] β€” Specialized quick-start laboratory focusing on Node.js application continuous delivery with OpenShift Pipelines. Guides developers through configuring trigger conditions and executing basic Source-to-Image (S2I) build pipelines.
   - **(2020)** [developers.redhat.com: Modern web applications on OpenShift, Part 4: Openshift Pipelines](https://developers.redhat.com/blog/2020/04/27/modern-web-applications-on-openshift-part-4-openshift-pipelines) [YAML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Part of a series detailing modern web application architectures on OpenShift. Explores configuring Tekton pipelines to construct, optimize, and serve static frontend code alongside active microservices.
-### DevSecOps
-
-#### Security Automation
-
-  - **(2022)** [openshift.com: Using OpenShift Pipelines to Automate Red Hat Advanced Cluster Security for Kubernetes](https://www.redhat.com/en/blog/using-openshift-pipelines-to-automate-red-hat-advanced-cluster-security-for-kubernetes) [YAML CONTENT] [ADVANCED LEVEL]  [ENTERPRISE-STABLE] [GUIDE] β€” This architectural resource focuses on integrating container security scans directly into OpenShift Pipelines (Tekton) using Red Hat Advanced Cluster Security (RHACS). It provides continuous security analysis by scanning build environments and deployment configurations, automatically blocking vulnerable code prior to final deployment phases.
 ## Software Engineering
 
 ### Build Systems
@@ -154,5 +102,7 @@
   - **(2023)** [==github - fabric8, maven plugin==](https://github.com/fabric8io/fabric8-maven-plugin) ⭐ 334  [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” A Maven plugin designed to package Java projects into lightweight Docker/OCI images and generate corresponding Kubernetes resource manifests automatically. Double-Evidence: Note that this project is archived and superseded by Eclipse JKube in modern development environments.
 
 ---
-πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Sonarqube](./sonarqube.md) | [Stackstorm](./stackstorm.md)
+πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Tekton](./tekton.md) | [Argo](./argo.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/openshift.md b/v2-docs/openshift.md
index 7005baf9..edd38f9f 100644
--- a/v2-docs/openshift.md
+++ b/v2-docs/openshift.md
@@ -8,119 +8,24 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [CI-CD](#ci-cd)
   - [GitLab](#gitlab)
     - [OpenShift](#openshift)
-1. [Cloud Providers](#cloud-providers)
-  - [AWS](#aws)
-    - [Managed Services](#managed-services)
-  - [FinOps](#finops)
-    - [Cost Management](#cost-management)
 1. [Databases](#databases)
   - [Relational](#relational)
     - [MariaDB](#mariadb)
-1. [Infrastructure](#infrastructure)
-  - [Artifact Repositories](#artifact-repositories)
-    - [Sonatype Nexus](#sonatype-nexus)
-  - [Container Registries](#container-registries)
-    - [Community](#community)
-    - [Red Hat](#red-hat)
-  - [Enterprise Applications](#enterprise-applications)
-    - [Self-Hosting](#self-hosting)
-  - [Public Cloud](#public-cloud)
-    - [AWS Provisioning](#aws-provisioning)
 1. [Kubernetes and OpenShift](#kubernetes-and-openshift)
   - [Networking](#networking)
-    - [Debugging](#debugging)
-    - [IPAM](#ipam)
     - [Multi-Cluster](#multi-cluster)
-    - [Performance](#performance)
-  - [Platform Engineering](#platform-engineering)
-    - [Installation](#installation)
-  - [Resources](#resources)
-    - [Awesome Lists](#awesome-lists)
   - [Security](#security)
     - [Ingress](#ingress)
-    - [Network Policies](#network-policies)
-1. [Orchestration and Packaging](#orchestration-and-packaging)
-  - [Networking](#networking-1)
-    - [Egress Firewalls](#egress-firewalls)
-1. [Platform Engineering](#platform-engineering-1)
+1. [Platform Engineering](#platform-engineering)
   - [Architectural Insights](#architectural-insights)
     - [Personal Blog](#personal-blog)
-    - [Red Hat Ecosystem](#red-hat-ecosystem)
-  - [Community and Collaboration](#community-and-collaboration)
-    - [Media and Streaming](#media-and-streaming)
-    - [OpenShift Ecosystem](#openshift-ecosystem)
-    - [Social and Updates](#social-and-updates)
-  - [Developer Experience](#developer-experience)
-    - [Red Hat Ecosystem](#red-hat-ecosystem-1)
-  - [Kubernetes Distributions](#kubernetes-distributions)
-    - [Demos and Workshops](#demos-and-workshops)
-    - [Hybrid Cloud](#hybrid-cloud)
-    - [Legacy Sandboxes](#legacy-sandboxes)
-    - [OKD Core Legacy](#okd-core-legacy)
-    - [vSphere Deployments](#vsphere-deployments)
-  - [Managed Services](#managed-services-1)
-    - [ARO Azure](#aro-azure)
-    - [ARO GCP](#aro-gcp)
-    - [IBM Cloud](#ibm-cloud)
-    - [JBoss and Java EE](#jboss-and-java-ee)
-    - [ROSA AWS](#rosa-aws)
-  - [Resources and Ebooks](#resources-and-ebooks)
-    - [Core OpenShift](#core-openshift)
-    - [DevOps and CICD](#devops-and-cicd)
-    - [Kubernetes Ecosystem](#kubernetes-ecosystem)
-    - [Operators](#operators)
 1. [Software Engineering](#software-engineering)
-  - [Base Images](#base-images)
-    - [Software Collections](#software-collections)
   - [Collaboration](#collaboration)
     - [Rocket.Chat](#rocketchat)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [uncontained.io/articles/openshift-ha-installation](https://uncontained.io/articles/openshift-ha-installation)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering uncontained.io in the Kubernetes Tools ecosystem.
-  - [aroworkshop.io 🌟](https://aroworkshop.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aroworkshop.io in the Kubernetes Tools ecosystem.
-  - [O'Reilly Free Book: **Openshift for developers**](https://www.redhat.com/en/technologies/cloud-computing/openshift/for-developers)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.
-  - [NetworkPolicies and Microsegmentation](https://www.redhat.com/en/blog/channel/hybrid-cloud-infrastructure/networkpolicies-and-microsegmentation)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.
-  - [reddit.com/r/redhat](https://www.reddit.com/r/redhat)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/redhat in the Kubernetes Tools ecosystem.
-  - [reddit.com/r/openshift](https://www.reddit.com/r/openshift)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/openshift in the Kubernetes Tools ecosystem.
-  - [IBM Cloud Pak Playbook](https://cloudpak8s.io/apps/cp4a_overview)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering IBM Cloud Pak Playbook in the Kubernetes Tools ecosystem.
-  - [learn.openshift.com](https://learn.openshift.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering learn.openshift.com in the Kubernetes Tools ecosystem.
-  - [IBM Cloud Pak Playbook: cloudpak8s.io](https://cloudpak8s.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering IBM Cloud Pak Playbook: cloudpak8s.io in the Kubernetes Tools ecosystem.
-  - [OpenShift 3.11: Configuring the cluster auto-scaler in AWS](https://docs.openshift.com/container-platform/3.11/admin_guide/cluster-autoscaler.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering OpenShift 3.11: Configuring the cluster auto-scaler in AWS in the Kubernetes Tools ecosystem.
-  - [OpenShift 4.4: Applying autoscaling to an OpenShift Container Platform cluster](https://docs.openshift.com/container-platform/4.4/machine_management/applying-autoscaling.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering OpenShift 4.4: Applying autoscaling to an OpenShift Container Platform cluster in the Kubernetes Tools ecosystem.
-  - [docs.openshift.com: Understanding networking](https://docs.openshift.com/container-platform/4.4/networking/understanding-networking.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.openshift.com: Understanding networking in the Kubernetes Tools ecosystem.
-  - [Wikipedia.org: OpenShift](https://en.wikipedia.org/wiki/OpenShift)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia.org: OpenShift in the Kubernetes Tools ecosystem.
-  - [docs.openshift.com 🌟](https://docs.openshift.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.openshift.com 🌟 in the Kubernetes Tools ecosystem.
-  - [OpenShift.io](https://openshift.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering OpenShift.io in the Kubernetes Tools ecosystem.
-  - [openshift-ireland.com](https://openshift-ireland.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering openshift-ireland.com in the Kubernetes Tools ecosystem.
-  - [I’m So Sorry OpenShift, I’ve Taken You for Granted 🌟](https://medium.com/swlh/im-so-sorry-openshift-i-ve-taken-you-for-granted-f36fb47ea4d9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering I’m So Sorry OpenShift, I’ve Taken You for Granted 🌟 in the Kubernetes Tools ecosystem.
-  - [docs.openshift.com: Enabling tab completion](https://docs.openshift.com/container-platform/4.4/cli_reference/openshift_cli/configuring-cli.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.openshift.com: Enabling tab completion in the Kubernetes Tools ecosystem.
-  - [medium: How to enable OpenShift oc bash auto completion](https://medium.com/@ismailyenigul/how-to-enable-openshift-oc-bash-auto-completion-958b80e56e17)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How to enable OpenShift oc bash auto completion in the Kubernetes Tools ecosystem.
-  - [udemy.com: Red Hat OpenShift With Jenkins: DevOps For Beginners](https://www.udemy.com/red-hat-openshift)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering udemy.com: Red Hat OpenShift With Jenkins: DevOps For Beginners in the Kubernetes Tools ecosystem.
-  - [udemy.com: OpenShift Enterprise v3.2 Installation and Configuration](https://www.udemy.com/openshift-enterprise-installation-and-configuration/learn/v4/overview)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering udemy.com: OpenShift Enterprise v3.2 Installation and Configuration in the Kubernetes Tools ecosystem.
-  - [udemy.com: Ultimate Openshift (2018) Bootcamp by School of Devops 🌟](https://www.udemy.com/ultimate-openshift-bootcamp-by-school-of-devops)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering udemy.com: Ultimate Openshift (2018) Bootcamp by School of Devops 🌟 in the Kubernetes Tools ecosystem.
-  - [Udemy: OpenShift 4 desde cero 🌟](https://www.udemy.com/course/openshift-4-desde-cero)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Udemy: OpenShift 4 desde cero 🌟 in the Kubernetes Tools ecosystem.
-  - [developers.redhat.com: **Red Hat Container Development Kit**](https://developers.redhat.com/products/cdk/overview)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com: **Red Hat Container Development Kit** in the Kubernetes Tools ecosystem.
-  - [reddit](https://www.reddit.com/r/openshift/comments/e1kw48/openshift_42_vsphere_install)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit in the Kubernetes Tools ecosystem.
-  - [docs.openshift.com: OpenShift 3 Overview](https://docs.openshift.com/container-platform/3.11/architecture/index.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.openshift.com: OpenShift 3 Overview in the Kubernetes Tools ecosystem.
-  - [docs.openshift.com: OpenShift 3 Securing the Container Platform](https://docs.openshift.com/container-platform/3.11/security/securing_container_platform.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.openshift.com: OpenShift 3 Securing the Container Platform in the Kubernetes Tools ecosystem.
-  - [ocs.openshift.com: OpenShift 4 Understanding Authentication](https://docs.openshift.com/container-platform/4.4/authentication/understanding-authentication.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ocs.openshift.com: OpenShift 4 Understanding Authentication in the Kubernetes Tools ecosystem.
-  - [docs.openshift.com: Managing Security Context Constraints](https://docs.openshift.com/container-platform/3.11/admin_guide/manage_scc.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.openshift.com: Managing Security Context Constraints in the Kubernetes Tools ecosystem.
-  - [docs.openshift.com: Managing Security Context Constraints. Security Context' Constraints](https://docs.openshift.com/container-platform/3.11/architecture/additional_concepts/authorization.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.openshift.com: Managing Security Context Constraints. Security Context' Constraints in the Kubernetes Tools ecosystem.
-  - [ref3](https://dzone.com/articles/understanding-openshift-security-context-constrain)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ref3 in the Kubernetes Tools ecosystem.
-  - [stackoverflow.com: Is that possible to deploy an openshift or kubernetes' in DMZ zone? 🌟](https://stackoverflow.com/questions/59518363/is-that-possible-to-deploy-an-openshift-or-kubernetes-in-dmz-zone)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stackoverflow.com: Is that possible to deploy an openshift or kubernetes' in DMZ zone? 🌟 in the Kubernetes Tools ecosystem.
-  - [cloud.ibm.com: OpenShift Ingress](https://cloud.ibm.com/docs/openshift?topic=openshift-ingress)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloud.ibm.com: OpenShift Ingress in the Kubernetes Tools ecosystem.
-  - [dzone: OpenShift Egress Options](https://dzone.com/articles/openshift-egress-options)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: OpenShift Egress Options in the Kubernetes Tools ecosystem.
 ## CI-CD
 
 ### GitLab
@@ -128,18 +33,6 @@
 #### OpenShift
 
   - **(2017)** [Get started with OpenShift Origin 3 and GitLab](https://about.gitlab.com/blog/get-started-with-openshift-origin-3-and-gitlab) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Historical tutorial tracking early integration patterns between GitLab CI/CD and OpenShift Origin 3. Demonstrates pipeline orchestration, runner allocation, and deployment tasks. Replaced by GitOps-driven pipelines in contemporary architectures.
-## Cloud Providers
-
-### AWS
-
-#### Managed Services
-
-  - **(2020)** [openshift.com: Introducing Red Hat OpenShift Service on AWS](https://www.redhat.com/en/blog/introducing-red-hat-openshift-service-on-aws) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Seminal release article introducing ROSA (Red Hat OpenShift Service on AWS). Features direct API integration with AWS, fully managed lifecycle operations, unified billing, and robust hybrid connectivity.
-### FinOps
-
-#### Cost Management
-
-  - **(2021)** [Red Hat OpenShift Dedicated price reduction: Price lowered by 75% on average, SLA improved to 99.95% 🌟](https://www.redhat.com/en/blog/red-hat-openshift-dedicated-price-reduction) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Details the significant 75% pricing reduction and SLA upgrade to 99.95% for OpenShift Dedicated. Analyzes cloud licensing cost implications and enterprise planning strategies for multi-cloud deployments.
 ## Databases
 
 ### Relational
@@ -147,159 +40,27 @@
 #### MariaDB
 
   - **(2026)** [github.com/sclorg/mariadb-container](https://github.com/sclorg/mariadb-container) ⭐ 32  [SHELL CONTENT] 🌟 [COMMUNITY-TOOL] β€” The official SCLOrg MariaDB container image optimized specifically for Kubernetes platforms. Includes integrated security scripts, support for arbitrary non-root UID execution, and custom database initialization configurations.
-## Infrastructure
-
-### Artifact Repositories
-
-#### Sonatype Nexus
-
-  - **(2026)** [hub.docker.com/r/sonatype/nexus3/](https://hub.docker.com/r/sonatype/nexus3) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Official Docker repository containing Sonatype Nexus Repository Manager 3. Essential for hosting private software artifacts, dependency proxy caches (npm, NuGet, Maven), and localized container registries in enterprise platforms.
-### Container Registries
-
-#### Community
-
-  - **(2026)** [DockerHub OpenShift](https://hub.docker.com/u/openshift) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Public Docker Hub repository hosting community-built images for OpenShift. While still containing useful base reference tools, current 2026 best practices dictate migrating critical dependencies to secure, enterprise-scanned registries.
-#### Red Hat
-
-  - **(2026)** [Red Hat Container Catalog - RedHat Registry (registry.redhat.io) 🌟](https://catalog.redhat.com/en) [NONE CONTENT]  [COMMUNITY-TOOL] β€” The official enterprise repository registry hosted by Red Hat, containing continuously scanned, signed, and validated base images, middleware operators, and enterprise databases optimized for secure OpenShift cluster rollouts.
-### Enterprise Applications
-
-#### Self-Hosting
-
-  - **(2021)** [Atlassian Confluence6](https://github.com/nubenetes/confluence6-atlassian) [DOCKERFILE CONTENT]  [LEGACY] β€” Open-source Dockerization template and configuration manifest designed for self-hosting Atlassian Confluence 6.x within containerized environments. Relies on legacy baseline system configurations, serving as an interesting historical pattern for monolithic application containerization before Helm charts and operators became standard.
-### Public Cloud
-
-#### AWS Provisioning
-
-  - **(2026)** [==AWS Account Set Up 🌟==](https://github.com/openshift/installer/blob/main/docs/user/aws/README.md) ⭐ 1550  [MARKDOWN CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” This repository guide outlines the specific IAM policies, resource quotas, Route53 configurations, and networking permissions required to install OpenShift on AWS using the native installer-provisioned infrastructure (IPI). It is a vital technical reference for cloud infrastructure engineers.
 ## Kubernetes and OpenShift
 
 ### Networking
 
-#### Debugging
-
-  - **(2019)** [Using sidecars to analyze and debug network traffic in OpenShift and Kubernetes pods](https://developers.redhat.com/blog/2019/02/27/sidecars-analyze-debug-network-traffic-kubernetes-pod) [BASH/YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This architectural guide demonstrates how to deploy sidecar containers utilizing tcpdump and Wireshark inside a pod's network namespace. Curator Insight highlights this as a primary debugging mechanism, while Live Grounding validates that injecting ephemeral debug containers via native Kubernetes primitives has become the 2026 standard, drastically reducing runtime overhead.
-#### IPAM
-
-  - **(2022)** [Fully Automated Management of Egress IPs with the egressip-ipam-operator 🌟](https://www.redhat.com/en/blog/fully-automated-management-of-egress-ips-with-the-egressip-ipam-operator) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Details the egressip-ipam-operator, which automates and orchestrates the allocation of static Egress IPs for outbound Kubernetes traffic. Double-evidence synthesis shows this is critical for integrating cloud-native workloads with enterprise firewalls that require predictable IP whitelists.
 #### Multi-Cluster
 
   - **(2020)** [developers.redhat.com: Skupper.io: Let your services communicate across Kubernetes clusters](https://developers.redhat.com/blog/2020/01/01/skupper-io-let-your-services-communicate-across-kubernetes-clusters) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Skupper.io enables cross-cluster microservice communications through an application-level Virtual Application Network (VAN). Contrasting original claims of simple setups, live engineering consensus in 2026 demonstrates Skupper's high architectural value in enterprise hybrid clouds, routing traffic via AMQP without complex VPNs or firewall modifications.
-#### Performance
-
-  - **(2020)** [blog.openshift.com: Troubleshooting OpenShift network performance with a netperf DaemonSet](https://www.redhat.com/en/blog/troubleshooting-openshift-network-performance-with-a-netperf-daemonset) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This resource outlines how to run a netperf DaemonSet on Red Hat OpenShift to measure network throughput and latency boundaries between nodes. Double-evidence synthesis highlights its long-term diagnostic utility, though 2026 platforms favor automated eBPF-based instrumentation (like Cilium) for real-time latency mapping.
-### Platform Engineering
-
-#### Installation
-
-  - **(2021)** [blog.openshift.com: Advanced Network customizations for OpenShift Install](https://www.redhat.com/en/blog/advanced-network-customizations-for-openshift-install) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep-dive engineering blueprint outlining custom network CIDR sizing, MTU size tuning, and DNS overrides during OpenShift core installations. Essential for platform architects designing multi-tenant clusters within stringent corporate networks.
-### Resources
-
-#### Awesome Lists
-
-  - **(2020)** [Awesome Openshift 2](https://github.com/oscp/awesome-openshift3) ⭐ 27  [MARKDOWN CONTENT] 🌟 [COMMUNITY-TOOL] β€” A curated directory cataloging administration guides, tools, operators, and integration scripts specialized for Red Hat OpenShift 3.x cluster topologies.
 ### Security
 
 #### Ingress
 
   - **(2019)** [itnext.io: Adding security layers to your App on OpenShift β€” Part 1: Deployment and TLS Ingress 🌟](https://itnext.io/adding-security-layers-to-your-app-on-openshift-part-1-deployment-and-tls-ingress-9ef752835599) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Step-by-step tutorial addressing TLS edge termination and ingress security on Red Hat OpenShift. Demonstrates path-based routing configurations, SSL/TLS certificate integration, and header manipulation rules to secure microservices from perimeter ingress points.
-#### Network Policies
-
-  - **(2020)** [GitHub: redhat-cop OpenShift Toolkit Network Policy 🌟](https://github.com/redhat-cop/openshift-toolkit/tree/master/networkpolicy) ⭐ 236  [YAML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Developed by the Red Hat Community of Practice, this repository provides highly standardized, reusable NetworkPolicy templates. While early implementations relied on basic IP blocks, live engineering practices in 2026 demand these profiles for enforcing zero-trust namespaces.
-## Orchestration and Packaging
-
-### Networking (1)
-
-#### Egress Firewalls
-
-  - **(2024)** [**Accessing External Services Using Egress Router**](https://www.redhat.com/en/blog/accessing-external-services-using-egress-router) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” Deep-dive into configuring Red Hat OpenShift Egress Router pods to map outbound traffic to dedicated public IPs. This facilitates firewalled external resources (like legacy DBs) to authorize connections from fluid Kubernetes pods securely.
-## Platform Engineering (1)
+## Platform Engineering
 
 ### Architectural Insights
 
 #### Personal Blog
 
   - **(2020)** [schabell.org: Cloud-native development - A blueprint 🌟](https://www.schabell.org/2020/05/cloud-native-development-a-blueprint.html) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Architectural blueprints and patterns focusing on constructing container-native applications using modern microservices and API gateways. Written by a Red Hat technology evangelist. Extremely useful for understanding how early microservices evolved to cloud-native setups in 2026.
-#### Red Hat Ecosystem
-
-  - **(2026)** [==Red Hat's approach to Kubernetes 🌟==](https://www.redhat.com/en/solutions/kubernetes-approach) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Strategic whitepaper framing Red Hat's platform-centric philosophy towards Kubernetes, prioritizing automated host systems (RHCOS) and lifecycle operations via custom operators. Offers deep architectural reasoning for selecting unified platforms over highly fragmented DIY setups. Essential reading for system architects.
-  - **(2025)** [**gitlab.com: Portfolio Architecture Examples**](https://gitlab.com/redhatdemocentral/portfolio-architecture-examples) [YAML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Code repository hosting deployment configurations, GitOps profiles, and infrastructure-as-code scripts matching Red Hat's standardized portfolio architectures. Ideal for platform administrators looking to stand up robust multi-cloud environments rapidly.
-### Community and Collaboration
-
-#### Media and Streaming
-
-  - **(2026)** [**OpenShift.tv**](https://www.redhat.com/en/livestreaming) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curated video stream ecosystem featuring deep-dives, live installations, and architectural Q&As hosted by Red Hat engineers. It acts as a visual guide for engineers tackling complex network topologies, operator lifecycles, and cluster management with ACM (Advanced Cluster Management).
-  - **(2026)** [twitch.tv/redhatopenshift](https://www.twitch.tv/redhatopenshift) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Interactive Twitch channel showing weekly live engineering sessions, cluster debugging, and community architecture discussions. Allows platform engineers to interact directly with Red Hat designers, offering a unique venue for informal, high-fidelity technical Q&A.
-#### OpenShift Ecosystem
-
-  - **(2026)** [**OpenShift Commons**](https://commons.openshift.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” OpenShift Commons acts as a central ecosystem accelerator, connecting partners, upstream developers, and enterprise end-users. It hosts targeted working groups on virtualization, AI integrations, and infrastructure automation, ensuring real-world operational feedback loops directly influence product engineering.
-#### Social and Updates
-
-  - **(2026)** [twitter.com/openshift](https://x.com/openshift) 🌟🌟 [COMMUNITY-TOOL] β€” Official social feed for Red Hat OpenShift announcements, real-time event updates, and community alerts. While lacking deep structural code, it provides immediate telemetry on the ecosystem's public releases, events, and security bulletins.
-### Developer Experience
-
-#### Red Hat Ecosystem (1)
-
-  - **(2026)** [==developers.redhat.com 🌟==](https://developers.redhat.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Red Hat's dedicated developer portal providing comprehensive access to tools, sandboxes, and cloud-native frameworks like Quarkus and Spring on Kubernetes. It bridges the gap between raw cluster endpoints and developer workflows. In 2026, it serves as a cornerstone educational hub for enterprise software engineers.
-### Kubernetes Distributions
-
-#### Demos and Workshops
-
-  - **(2021)** [github.com/redhatdemocentral: OpenShift Container Platform Install Demo' 🌟](https://github.com/redhatdemocentral/ocp-install-demo) [SHELL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A repository of scripts for quick deployment demonstrations of the OpenShift Container Platform. Useful for sandboxing and architecture demos. However, 2026 production automation pipelines strictly favor the official OpenShift Installer (IPI) commands directly.
-#### Hybrid Cloud
-
-  - **(2026)** [**OpenShift blog 🌟**](https://www.redhat.com/en/blog/channel/hybrid-cloud-infrastructure) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Official blog sharing product updates, strategies, and engineering insights on hybrid cloud infrastructures. It details native integrations, security baselines, and virtualization upgrades. Essential reading for platform architects designing multi-cluster, multi-cloud enterprise footprints in 2026.
-#### Legacy Sandboxes
-
-  - **(2022)** [OpenShift Online](https://www.redhat.com/en/technologies/cloud-computing/openshift) 🌟🌟 [LEGACY] β€” Historically the first multi-tenant public cloud developer platform provided by Red Hat. In modern architectures, this service is fully deprecated and replaced by the modern Developer Sandbox and managed public cloud instances. Retained strictly for historical context.
-#### OKD Core Legacy
-
-  - **(2018)** [blog.openshift.com: Installing OKD 3.10 on a Single Host 🌟](https://www.redhat.com/en/blog/installing-okd-3-10-on-a-single-host) [ADVANCED LEVEL] 🌟🌟 [LEGACY] β€” Archival tutorial explaining the setup of OKD version 3.10 on a single server. Because modern OKD 4 uses Fedora CoreOS (FCOS) and Operator-based installers, the manual playbooks and Docker engine guidelines described in this post are deprecated and of historical interest only.
-  - **(2018)** [youtube.com: OpenShift Origin is now OKD. Installation of OKD 3.10 from start to finish](https://www.youtube.com/watch?v=ZkFIozGY0IA) [ADVANCED LEVEL] 🌟🌟 [LEGACY] β€” Archival video guide covering OKD 3.10 deployment and initial cluster operations. Demonstrates legacy host preparation and manual setup steps. Obsolete in 2026, where OKD relies entirely on automated cluster-api bootstrapping via CoreOS.
-  - **(2018)** [Install RedHat OKD 3.10 on your development box:](https://github.com/gshipley/installcentos) [SHELL CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” Community script repository designed to install CentOS-based OKD 3.10 on local workstations. These routines are entirely non-functional for modern platform operations in 2026, where local development is managed via OpenShift Local (CRC) or single-node (SNO) profiles.
-#### vSphere Deployments
-
-  - **(2020)** [youtube: Deploy OpenShift 4 to vSphere using OpenShift's UPI](https://www.youtube.com/watch?v=DLB9m17aGus) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Video guide focusing on User-Provisioned Infrastructure (UPI) installations of OpenShift on VMware vSphere. UPI remains a viable option for heavily restricted networks requiring custom storage/network bindings, although modern Installer-Provisioned Infrastructure (IPI) has become the de-facto standard.
-  - **(2019)** [blog.openshift.com: OpenShift 4.2 vSphere Install Quickstart](https://www.redhat.com/en/blog/openshift-4-2-vsphere-install-quickstart) [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” An early quickstart guide detailing the deployment of OpenShift 4.2 on VMware vSphere environments. Although the VMware integration remains a highly active enterprise deployment pattern, the technical versions and procedures listed here have been superseded by advanced, automated CPI/CSI integrations in 2026.
-  - **(2019)** [blog.openshift.com: OpenShift 4.2 vsphere install with static IPs 🌟](https://www.redhat.com/en/blog/openshift-4-2-vsphere-install-with-static-ips) [ADVANCED LEVEL] 🌟🌟 [LEGACY] β€” Detailed technical guide for implementing VMware vSphere installations of OpenShift 4.2 utilizing static IP configurations. Because modern OpenShift 4 installers support robust automated network allocation, these legacy manual configuration workflows are obsolete.
-### Managed Services (1)
-
-#### ARO Azure
-
-  - **(2026)** [==ARO==](https://www.redhat.com/en/technologies/cloud-computing/openshift/azure) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Direct landing point for Azure Red Hat OpenShift (ARO). It details co-engineered support networks, integrated billing mechanics, and seamless networking topologies with Azure virtual networks. Highly optimized for fast migration of enterprise Java and .NET workloads in 2026.
-#### ARO GCP
-
-  - **(2026)** [**OpenShift on Google Cloud**](https://docs.cloud.google.com/compute/docs/containers) [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Integration blueprints and managed architecture patterns for deploying Red Hat OpenShift on Google Cloud Platform. Merges Google Cloud's analytics, compute, and AI services with OpenShift's structured runtime platform. Highly relevant for enterprises operating unified hybrid GCP workloads.
-#### IBM Cloud
-
-  - **(2026)** [**Red Hat OpenShift on IBM Cloud**](https://www.ibm.com/products/openshift) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Architectural landing page for running Red Hat OpenShift as a managed service on IBM Cloud. Delivers bare-metal cluster deployments and extreme security compliance protocols. Frequently deployed in 2026 for mainframe migrations, WebSphere modernizations, and high-security financial applications.
-#### JBoss and Java EE
-
-  - **(2025)** [**docs.microsoft.com: JBoss deployment with Red Hat on Azure 🌟**](https://learn.microsoft.com/en-us/azure/developer/java/ee/jboss-eap-on-aro) [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Vetted deployment patterns for running clustered JBoss Enterprise Application Platform (EAP) workloads directly on Azure Red Hat OpenShift (ARO). Explains state replication, database persistence, and network topology translation. It represents a vital migration playbook for enterprise Java EE workloads moving to cloud-native platforms.
-#### ROSA AWS
-
-  - **(2026)** [==Amazon Red Hat OpenShift==](https://www.redhat.com/en/technologies/cloud-computing/openshift/aws) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Production landing page for ROSA (Red Hat OpenShift on AWS), a fully-managed, jointly-supported Kubernetes service. Offloads platform installation, control plane management, and upgrade logic to AWS and Red Hat. In 2026, it is a dominant architecture model for enterprises scaling workloads across hybrid AWS environments.
-### Resources and Ebooks
-
-#### Core OpenShift
-
-  - **(2018)** [Manning: **Openshift in action**](https://www.manning.com/books/openshift-in-action) 🌟🌟🌟 [LEGACY] β€” Step-by-step Manning publication covering the legacy OpenShift 3 infrastructure model, focusing on Ansible deployments and local Docker engines. Since OpenShift 4 shifted entirely to an Operator-driven CoreOS model, the book is considered deprecated for modern cluster administration, but excellent for conceptual history.
-#### DevOps and CICD
-
-  - **(2017)** [O'Reilly Free Book: **DevOps with OpenShift**](https://www.redhat.com/en/resources) 🌟🌟🌟 [LEGACY] β€” O'Reilly DevOps manual explaining legacy OpenShift pipeline integrations, build configurations, and container deployment pipelines. While the fundamental team topology and CI/CD concepts are outstanding, its technical recipes have been superseded by modern GitOps (Argo CD) and Tekton pipelines.
-#### Kubernetes Ecosystem
-
-  - **(2025)** [**Kubernetes e-Books**](https://awesome-kubernetes.readthedocs.io/kubernetes) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Vast repository of free high-quality Kubernetes ebooks, configuration sheets, and security manuals curated by the open-source community. Covers container security hardening, network topology routing, and scale limits. Highly recommended for continuous self-guided study.
-#### Operators
-
-  - **(2020)** [==O’Reilly: Free ebook: **Kubernetes Operators: Automating the Container Orchestration Platform**==](https://www.redhat.com/en/resources/oreilly-kubernetes-operators-automation-ebook) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Definitive O'Reilly ebook on building custom Kubernetes Operators using Go, Ansible, and Helm SDKs. Walks through reconciling controllers, writing CRDs, and managing custom states. Live 2026 analysis indicates this text remains the absolute standard for engineering platform automation layers.
 ## Software Engineering
 
-### Base Images
-
-#### Software Collections
-
-  - **(2026)** [github.com/sclorg/](https://github.com/sclorg) [SHELL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Alternative entry point for the SCLOrg software development group, driving standardization of the Source-to-Image (S2I) build methodology inside Red Hat container engines, abstracting Dockerfile creation for frontend and backend developers.
 ### Collaboration
 
 #### Rocket.Chat
@@ -307,5 +68,7 @@
   - **(2022)** [opensource.com: Why choose Rocket.Chat for your open source chat tool](https://opensource.com/article/22/1/rocketchat-data-privacy) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Technical review advocating for Rocket.Chat as a privacy-focused, scalable, open-source communication application. Provides design concepts for self-hosting chat infrastructure inside sandboxed container platforms.
 
 ---
-πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Kubernetes Client Libraries](./kubernetes-client-libraries.md)
+πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Serverless](./serverless.md) | [Kubectl Commands](./kubectl-commands.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Cloudflare](./cloudflare.md)
 
diff --git a/v2-docs/oraclecloud.md b/v2-docs/oraclecloud.md
index 32eb1d38..f19b1770 100644
--- a/v2-docs/oraclecloud.md
+++ b/v2-docs/oraclecloud.md
@@ -8,43 +8,10 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [Cloud Integrations](#cloud-integrations)
-  - [Oracle Cloud](#oracle-cloud)
-    - [Infrastructure](#infrastructure)
-    - [Open Source](#open-source)
-    - [Resource Management](#resource-management)
 1. [Databases](#databases)
   - [APIs](#apis)
     - [Best Practices](#best-practices)
-1. [Managed Kubernetes](#managed-kubernetes)
-  - [Oracle Cloud](#oracle-cloud-1)
-    - [OKE](#oke)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [blogs.oracle.com: Access hands-on exercises for Oracle Cloud Infrastructure' with ease](https://blogs.oracle.com/oracleuniversity/post/hands-on-labs-oci-training)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blogs.oracle.com: Access hands-on exercises for Oracle Cloud Infrastructure' with ease in the Kubernetes Tools ecosystem.
-  - [blogs.oracle.com: Oracle RAC on Docker - Now with Full Production Support](https://blogs.oracle.com/maa/post/oracle-rac-on-docker-now-with-full-production-support)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blogs.oracle.com: Oracle RAC on Docker - Now with Full Production Support in the Kubernetes Tools ecosystem.
-  - [blogs.oracle.com: Announcing private Kubernetes clusters](https://blogs.oracle.com/cloud-infrastructure/announcing-private-kubernetes-clusters)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blogs.oracle.com: Announcing private Kubernetes clusters in the Kubernetes Tools ecosystem.
-## Cloud Integrations
-
-### Oracle Cloud
-
-#### Infrastructure
-
-  - **(2023)** [Oracle Cloud Infrastructure (OCI)](https://docs.oracle.com/en-us/iaas/Content/GSG/Concepts/baremetalintro.htm) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Technical reference for Oracle Cloud Infrastructure (OCI) Bare Metal instances, highlighting how virtualized networking and direct hardware access can be utilized to host high-performance enterprise systems. Focuses on low-latency compute topologies ideal for massive Kubernetes databases and high-volume workloads.
-#### Open Source
-
-  - **(2023)** [==github.com/oracle==](https://github.com/oracle) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The main open-source hub hosting Oracle's cloud-native integrations, including the OCI Cloud Controller Manager (CCM) and CSI storage plugins. These modules enable standard cloud interactions and dynamic volume provisioning, bridging physical hardware capability with cloud-native platform control planes.
-#### Resource Management
-
-  - **(2023)** [docs.oracle.com: Overview of Resource Manager](https://docs.oracle.com/en-us/iaas/Content/ResourceManager/Concepts/resourcemanager.htm) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” An overview of Oracle Cloud Infrastructure Resource Manager, a managed service utilizing Terraform to orchestrate cloud-native resource provisioning. It enables platform developers to establish secure, repeatable GitOps workflows and state management natively across Oracle Cloud zones.
 ## Databases
 
 ### APIs
@@ -52,14 +19,9 @@
 #### Best Practices
 
   - **(2022)** [thatjeffsmith.com: Best Practices: REST APIs for your Database {Draft!}](https://www.thatjeffsmith.com/archive/2022/02/best-practices-rest-apis-for-your-database-draft)  [COMMUNITY-TOOL] β€” An in-depth draft outlining architectural patterns and best practices for creating secure, low-latency REST APIs on top of enterprise relational databases. It details serialization strategies, rate limiting, and optimization pathways using Oracle REST Data Services (ORDS) to construct highly resilient microservices backends.
-## Managed Kubernetes
-
-### Oracle Cloud (1)
-
-#### OKE
-
-  - **(2023)** [Oracle Container Engine for Kubernetes (OKE)](https://docs.oracle.com/en-us/iaas/Content/ContEng/Concepts/contengoverview.htm) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The official product documentation for Oracle Container Engine for Kubernetes (OKE). It highlights the architectural integration of managed master nodes, native storage arrays, virtual cloud networks, and IAM profiles, delivering an enterprise-ready environment for demanding production workloads.
 
 ---
-πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md)
+πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [AWS Architecture](./aws-architecture.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Cloudflare](./cloudflare.md)
 
diff --git a/v2-docs/other-awesome-lists.md b/v2-docs/other-awesome-lists.md
index 70dac9c7..0d33ca81 100644
--- a/v2-docs/other-awesome-lists.md
+++ b/v2-docs/other-awesome-lists.md
@@ -11,35 +11,14 @@
 1. [AI and Machine Learning](#ai-and-machine-learning)
   - [MLOps](#mlops)
     - [Resources](#resources)
-1. [AI Engineering](#ai-engineering)
-  - [Model Context Protocol](#model-context-protocol)
-    - [Awesome Lists](#awesome-lists-1)
 1. [API Development](#api-development)
   - [API Gateway](#api-gateway)
     - [Resources](#resources-1)
   - [API Management](#api-management)
     - [Resources](#resources-2)
 1. [Artificial Intelligence](#artificial-intelligence)
-  - [LLMOps and MLOps](#llmops-and-mlops)
-    - [Curated Ecosystems](#curated-ecosystems)
   - [MLOps](#mlops-1)
     - [Kubernetes Machine Learning](#kubernetes-machine-learning)
-1. [Backend Development](#backend-development)
-  - [Python Ecosystem](#python-ecosystem)
-    - [Resource Curation](#resource-curation)
-1. [Cloud Infrastructure](#cloud-infrastructure)
-  - [AWS](#aws)
-    - [Resources](#resources-3)
-  - [Azure](#azure)
-    - [Architecture](#architecture)
-    - [Resources](#resources-4)
-    - [Training](#training)
-  - [DigitalOcean](#digitalocean)
-    - [Resources](#resources-5)
-  - [GCP](#gcp)
-    - [Resources](#resources-6)
-  - [Resources](#resources-7)
-    - [Free Tiers](#free-tiers)
 1. [Cloud Native](#cloud-native)
   - [GitOps](#gitops)
     - [Argo Project Ecosystem](#argo-project-ecosystem)
@@ -56,189 +35,49 @@
     - [Runtime Threat Detection](#runtime-threat-detection)
   - [Serverless Architecture](#serverless-architecture)
     - [AWS Lambda Design](#aws-lambda-design)
-1. [Cloud Security](#cloud-security)
-  - [AWS](#aws-1)
-    - [SecOps](#secops)
-  - [Azure](#azure-1)
-    - [Governance](#governance)
-1. [Cloud-Native Platforms](#cloud-native-platforms)
-  - [Kubernetes Operations](#kubernetes-operations)
-    - [Curation](#curation)
-1. [Container Orchestration](#container-orchestration)
-  - [Kubernetes](#kubernetes)
-    - [EKS](#eks)
-1. [Containers](#containers)
-  - [Curation](#curation-1)
-    - [Reference Frameworks](#reference-frameworks)
-  - [Docker](#docker)
-    - [Extensions](#extensions)
 1. [Continuous Delivery](#continuous-delivery)
   - [CI-CD Pipelines](#ci-cd-pipelines)
-    - [GitHub Actions](#github-actions)
-    - [Jenkins Ecosystem](#jenkins-ecosystem)
     - [Multi-Cloud Continuous Delivery](#multi-cloud-continuous-delivery)
-  - [Security](#security-1)
-    - [Jenkins Vulnerabilities](#jenkins-vulnerabilities)
-1. [Curation](#curation-2)
-  - [Awesome Lists](#awesome-lists-2)
+1. [Curation](#curation)
+  - [Awesome Lists](#awesome-lists-1)
     - [Cloud Native](#cloud-native-1)
-    - [Containers](#containers-1)
-    - [General](#general)
-    - [Kubernetes](#kubernetes-1)
-    - [Kubernetes Tools](#kubernetes-tools)
-    - [Linux](#linux)
-    - [Meta-Analysis](#meta-analysis)
     - [Operators](#operators)
-    - [Productivity](#productivity)
     - [Scalability](#scalability)
-    - [Security](#security-2)
-    - [Training](#training-1)
-  - [Cheat Sheets](#cheat-sheets)
-    - [DevOps](#devops)
-  - [Educational Resources](#educational-resources)
-    - [Articles](#articles)
-  - [Guides](#guides)
-    - [Kubernetes](#kubernetes-2)
-1. [Data Engineering](#data-engineering)
-  - [Big Data](#big-data)
-    - [Resources](#resources-8)
-  - [Data Curation](#data-curation)
-    - [Web Scraping](#web-scraping)
-  - [Data Pipeline Systems](#data-pipeline-systems)
-    - [Workflow Engines](#workflow-engines)
-  - [Event Streaming](#event-streaming)
-    - [Meta-Resources](#meta-resources)
-  - [Learning Roadmap](#learning-roadmap)
-    - [Machine Learning](#machine-learning)
-  - [Methodology](#methodology)
-    - [Handbooks](#handbooks)
-  - [Stream Processing](#stream-processing)
-    - [Meta-Resources](#meta-resources-1)
 1. [Deployment and Delivery](#deployment-and-delivery)
   - [CICD and Delivery](#cicd-and-delivery)
     - [Resource Portals](#resource-portals)
-1. [DevOps](#devops-1)
-  - [Version Control](#version-control)
-    - [Reference Lists](#reference-lists)
 1. [DevOps and Platform Engineering](#devops-and-platform-engineering)
   - [Interview Preparation](#interview-preparation)
     - [Reference Guides](#reference-guides)
-1. [Developer Tools](#developer-tools)
-  - [IDE](#ide)
-    - [VS Code](#vs-code)
-  - [Methodology](#methodology-1)
-    - [Resources](#resources-9)
-  - [Open Source](#open-source)
-    - [Directories](#directories)
-  - [Scripts](#scripts)
-    - [Bash](#bash)
-    - [PowerShell](#powershell)
-1. [Documentation](#documentation)
-  - [Alternative Docs](#alternative-docs)
-    - [Kubernetes](#kubernetes-3)
 1. [Infrastructure](#infrastructure)
-  - [DevOps](#devops-2)
-    - [Education](#education)
   - [Docker Compose](#docker-compose)
     - [Reference Architectures](#reference-architectures)
 1. [Infrastructure and Operations](#infrastructure-and-operations)
-  - [Cloud Operations](#cloud-operations)
-    - [Resource Optimization](#resource-optimization)
   - [Containerization](#containerization)
     - [Container Internals](#container-internals)
   - [DevOps and SRE Engineering](#devops-and-sre-engineering)
     - [Best Practices](#best-practices)
-    - [Community Channels](#community-channels)
-    - [Educational Resources](#educational-resources-1)
-    - [General Tooling](#general-tooling)
-    - [Syllabus and Training](#syllabus-and-training)
-  - [Developer Productivity](#developer-productivity)
-    - [Shell Ecosystems](#shell-ecosystems)
   - [Infrastructure as Code](#infrastructure-as-code)
     - [Enterprise Documentation](#enterprise-documentation)
   - [Site Reliability Engineering](#site-reliability-engineering)
-    - [Case Studies](#case-studies)
-    - [General SRE](#general-sre)
-    - [Incident Management](#incident-management)
     - [Incident Management Tools](#incident-management-tools)
     - [SLOs and SLIs](#slos-and-slis)
-    - [SRE Reference](#sre-reference)
-  - [System Administration](#system-administration)
-    - [Interview Prep](#interview-prep)
-  - [Systems Administration](#systems-administration)
-    - [Tools and Infrastructure](#tools-and-infrastructure)
-1. [Infrastructure as Code](#infrastructure-as-code-1)
-  - [Ansible](#ansible)
-    - [Curated Lists](#curated-lists)
-  - [Azure](#azure-2)
-    - [Bicep](#bicep)
-  - [Curation](#curation-3)
-    - [Community Directories](#community-directories)
-  - [Packer](#packer)
-    - [Images](#images)
-1. [Kubernetes and OpenShift](#kubernetes-and-openshift)
-  - [Resources](#resources-10)
-    - [Awesome Lists](#awesome-lists-3)
-1. [Kubernetes Management](#kubernetes-management)
-  - [Multi-Cluster](#multi-cluster)
-    - [Search Engine](#search-engine)
-1. [Kubernetes Tools](#kubernetes-tools-1)
-  - [General Reference](#general-reference)
 1. [Observability and Monitoring](#observability-and-monitoring)
   - [Application Performance Monitoring](#application-performance-monitoring)
     - [APM Curated Resources](#apm-curated-resources)
-1. [Operations](#operations)
-  - [Best Practices](#best-practices-1)
-    - [Resource Curation](#resource-curation-1)
-  - [Command Line Tools](#command-line-tools)
-    - [Kubectl Plugins](#kubectl-plugins)
-1. [Process and Delivery](#process-and-delivery)
-  - [Agile Methodologies](#agile-methodologies)
-    - [Critiques and Perspectives](#critiques-and-perspectives)
-    - [Scrum and Kanban Frameworks](#scrum-and-kanban-frameworks)
-  - [Project Management](#project-management)
-    - [Agile Operations](#agile-operations)
 1. [Programming Languages](#programming-languages)
   - [C](#c)
     - [.NET Core](#net-core)
   - [Go](#go)
-    - [Resources](#resources-11)
+    - [Resources](#resources-3)
   - [Java](#java)
-    - [Resources](#resources-12)
-  - [JavaScript](#javascript)
-    - [Angular](#angular)
-1. [Security](#security-3)
-  - [Containers](#containers-2)
-    - [Docker](#docker-1)
-  - [Development](#development)
-    - [Defaults](#defaults)
-  - [General](#general-1)
-    - [Resources](#resources-13)
-  - [Policy as Code](#policy-as-code)
-    - [OPA](#opa)
+    - [Resources](#resources-4)
 1. [Software Engineering](#software-engineering)
-  - [Career Development](#career-development)
-    - [Interview Preparation](#interview-preparation-1)
-  - [Education](#education-1)
-    - [Foundations](#foundations)
-  - [Java Platform](#java-platform)
-    - [Cloud Native Frameworks](#cloud-native-frameworks)
   - [Open Source Software](#open-source-software)
     - [SaaS Alternatives](#saas-alternatives)
-  - [Quality Assurance](#quality-assurance)
-    - [SQA Frameworks](#sqa-frameworks)
-  - [Resource Collections](#resource-collections)
-    - [Developer Productivity](#developer-productivity-1)
   - [Software Architecture](#software-architecture)
     - [Design Patterns](#design-patterns)
     - [Microservices Design](#microservices-design)
-  - [Testing](#testing)
-    - [Test Automation Repositories](#test-automation-repositories)
-1. [Software Quality](#software-quality)
-  - [Testing](#testing-1)
-    - [JMeter](#jmeter)
-    - [QA](#qa)
-    - [Snippets](#snippets)
 
 ## AI and Machine Learning
 
@@ -247,13 +86,6 @@
 #### Resources
 
   - **(2026)** [visenger/awesome-mlops: Awesome MLOps](https://github.com/visenger/awesome-mlops) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A structured directory detailing operational machine learning (MLOps) packages, pipeline orchestrators (Kubeflow, MLflow), and feature store architectures. Essential for platform teams bridging data science workflows with production-grade Kubernetes automation frameworks.
-## AI Engineering
-
-### Model Context Protocol
-
-#### Awesome Lists (1)
-
-  - **(2025)** [==Awesome MCP Servers==](https://github.com/punkpeye/awesome-mcp-servers) ⭐ 89112  [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” Curator Insight: A community-curated collection of servers implementing the Model Context Protocol. Live Grounding: Aggregates verified integrations linking AI models to tools like relational databases, enterprise APIs, version control providers, and local execution runtimes.
 ## API Development
 
 ### API Gateway
@@ -268,57 +100,11 @@
   - **(2026)** [==Awesome API Management Tools==](https://github.com/mailtoharshit/Awesome-Api-Management-Tools) ⭐ 86  [N/A CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A directory focused on API design portals, lifecycle management tools, and specification utilities (like OpenAPI/Swagger). This list aids enterprise architects in establishing API-first development strategies and internal developer platform registries. It supports transition pathways from monolithic configurations to service meshes.
 ## Artificial Intelligence
 
-### LLMOps and MLOps
-
-#### Curated Ecosystems
-
-  - **(2023)** [github.com/tensorchord/Awesome-LLMOps: Awesome LLMOps](https://github.com/tensorchord/Awesome-LLMOps) ⭐ 5843  [MARKDOWN CONTENT] 🌟🌟🌟 [ENTERPRISE-STABLE] β€” An expansive, curated catalog of leading open-source LLMOps tooling, libraries, and frameworks. Curator Insight and Live Grounding validate this repository as a comprehensive roadmap for configuring production vector databases, distributed training trackers, model testing beds, and low-latency inference gateways.
 ### MLOps (1)
 
 #### Kubernetes Machine Learning
 
   - **(2026)** [github.com/terrytangyuan/awesome-kubeflow: Awesome Kubeflow 🌟](https://github.com/terrytangyuan/awesome-kubeflow) ⭐ 227  [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” A specialized resource index focusing on running machine learning operations (MLOps) natively on Kubernetes through Kubeflow. Detail-oriented guides cover automated model training, pipeline orchestration, hyperparameter tuning, and high-concurrency model serving.
-## Backend Development
-
-### Python Ecosystem
-
-#### Resource Curation
-
-  - **(2014)** [==Awesome Python 🌟==](https://github.com/vinta/awesome-python) ⭐ 302828  [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The quintessential curated directory indexing thousands of top-tier Python packages, libraries, frameworks, and tools across data science, web development, containerization, and networking.
-## Cloud Infrastructure
-
-### AWS
-
-#### Resources (3)
-
-  - **(2026)** [==Awesome AWS 🌟==](https://github.com/donnemartin/awesome-aws) ⭐ 14064  [N/A CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier reference catalog for Amazon Web Services (AWS), containing curated libraries, open-source utilities, and official whitepapers. It covers key compute, storage, networking, and serverless components. It is universally recognized as the gold standard resource for AWS-centric platform engineering teams seeking validated architectural patterns.
-### Azure
-
-#### Architecture
-
-  - **(2026)** [==github.com/lukemurraynz/awesome-azure-architecture 🌟==](https://github.com/lukemurraynz/awesome-azure-architecture) ⭐ 1709  [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An exhaustive mapping of architectural blueprints, enterprise landing zone templates, and reference designs for Microsoft Azure. Designed to bridge the gap between high-level architectural standards and actual resource configuration templates. Ideal for Principal Architects designing secure, scalable multi-region hybrid-cloud networks.
-#### Resources (4)
-
-  - **(2026)** [github.com/kristofferandreasen/awesome-azure: Awesome Azure](https://github.com/kristofferandreasen/awesome-azure) [N/A CONTENT]  [LEGACY] β€” A structured directory detailing Azure-focused scripts, arm templates, and services. It provides functional entry points for systems engineers navigating Microsoft's cloud ecosystem. While some elements lean towards legacy ARM configurations, it provides solid structural patterns for hybrid-cloud architects.
-  - **(2026)** [github.com/simhol/awesome-azure: Awesome Azure](https://github.com/simhol/awesome-azure) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A community-maintained resource collection for Azure deployments, automation scripts, and management frameworks. This index aggregates specialized tools and networking resources that complement official Microsoft documentation. It functions as a valuable secondary reference for enterprise cloud-migration pipelines.
-#### Training
-
-  - **(2026)** [==github.com/iam-veeramalla/Azure-zero-to-hero: Azure Zero to Hero Course==](https://github.com/iam-veeramalla/Azure-zero-to-hero) ⭐ 5104  [PYTHON/SHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A structured, hands-on learning roadmap tracking Azure Cloud Administration, DevOps architectures, and fundamental services. Focuses on practical engineering exercises, building CI/CD pipelines, and writing ARM/Bicep infrastructure templates. Serves as an exceptional onboarding tool for transition-phase cloud engineers.
-### DigitalOcean
-
-#### Resources (5)
-
-  - **(2026)** [==github.com/jonleibowitz/awesome-digitalocean: Awesome Digital Ocean==](https://github.com/jonleibowitz/awesome-digitalocean) ⭐ 379  [N/A CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A dedicated index of API clients, management tools, and deployment guides optimized for the DigitalOcean developer ecosystem. It focuses on simplifying VM provisionings, Droplet configurations, and managed Kubernetes setups (DOKS). It provides highly accessible options for startup-level and mid-scale staging environments.
-### GCP
-
-#### Resources (6)
-
-  - **(2026)** [==github.com/GoogleCloudPlatform/awesome-google-cloud: Awesome GCP==](https://github.com/GoogleCloudPlatform/awesome-google-cloud) ⭐ 904  [N/A CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official Google Cloud Platform curated ecosystem list, documenting key open-source modules, migration frameworks, and developer tools. It helps cloud engineers bootstrap GCP landing zones and optimize GKE environments. It serves as an authoritative bridge between enterprise multi-cloud setups and native Google engineering guidelines.
-### Resources (7)
-
-#### Free Tiers
-
-  - **(2026)** [free-for.dev](https://free-for.dev) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive community-driven directory indexing free development tiers from major infrastructure, platform, SaaS, and API providers. Highly useful for architects scoping zero-cost environments for development sandboxes and lightweight container testbeds.
 ## Cloud Native
 
 ### GitOps
@@ -361,159 +147,26 @@
 #### AWS Lambda Design
 
   - **(2026)** [github.com/ran-isenberg: AWS Lambda Handler Cookbook (Python) 🌟](https://github.com/ran-isenberg/aws-lambda-handler-cookbook) ⭐ 680  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” A production-grade Python template integrating modern serverless software development patterns. Outlines robust architectures for logs parsing, tracing using AWS X-Ray, input schemas validation, and fast deployment using AWS Lambda Powertools.
-## Cloud Security
-
-### AWS (1)
-
-#### SecOps
-
-  - **(2026)** [==github.com/toniblyx/my-arsenal-of-aws-security-tools==](https://github.com/toniblyx/my-arsenal-of-aws-security-tools) ⭐ 9458  [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An exceptional collection of open-source security tools, auditing frameworks, and penetration testing scripts specifically curated for AWS environments. It includes foundational systems for IAM scanning, network path analysis, and continuous compliance. This repository is widely recognized by security teams as a must-have resource for AWS vulnerability assessments.
-### Azure (1)
-
-#### Governance
-
-  - **(2026)** [==globalbao/awesome-azure-policy: AWESOME-Azure-Policy==](https://github.com/globalbao/awesome-azure-policy) ⭐ 539  [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A comprehensive collection of custom Azure Policy definitions, initiative templates, and execution scripts. This project enables cloud architects to enforce automated governance, compliance frameworks, and infrastructure standards across complex tenant hierarchies. Highly valuable for heavily regulated financial and healthcare cloud environments.
-## Cloud-Native Platforms
-
-### Kubernetes Operations
-
-#### Curation
-
-  - **(2026)** [==collabnix.github.io/kubetools 🌟==](https://collabnix.github.io/kubetools) [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An extensive community-driven index of Kubernetes open-source software, CLI wrappers, and development utilities. Acts as a prominent repository of engineering resources, classifying tools by functional domain from development platforms to production monitoring.
-## Container Orchestration
-
-### Kubernetes
-
-#### EKS
-
-  - **(2026)** [==realvz/awesome-eks: A curated list of awesome tools for Amazon EKS 🌟==](https://github.com/realvz/awesome-eks) ⭐ 340  [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A community-curated list of tools, security extensions, and configuration practices designed for Amazon EKS operators. It serves as a practical, hands-on repository for tuning ingress resources, Karpenter autoscaling, and CloudWatch agent integrations. Essential for SRE teams maintaining production-grade Kubernetes workloads on AWS.
-  - **(2026)** [christopherhein/awesome-eks: Awesome EKS](https://github.com/jimmyraywv/awesome-eks) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A highly focused directory of networking drivers, controller scripts, and utilities optimized for AWS Elastic Kubernetes Service (EKS). Crucial for platforms implementing AWS-CNI custom networking policies, security plugins, and IAM Roles for Service Accounts (IRSA). It assists engineering leads in bridging native AWS security primitives with Kubernetes service accounts.
-## Containers
-
-### Curation (1)
-
-#### Reference Frameworks
-
-  - **(2025)** [==Awesome Docker 🌟==](https://github.com/veggiemonk/awesome-docker) ⭐ 36214  [N/A CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier community directory compiling top-tier runtimes, base images, build extensions, registries, and runtime protection systems. An indispensable reference manual for Cloud Native architects.
-### Docker
-
-#### Extensions
-
-  - **(2026)** [collabnix.github.io: Docker Extensions 🌟](https://collabnix.github.io/docker-community-extensions) [JAVASCRIPT/TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” A community-driven catalog indexing Docker Desktop extensions, which expand container runtime tooling into IDEs and local dashboards. Assists engineering teams in building customized workflows directly within the Docker Desktop environment. Provides concrete examples of utility integrations for local testing of cloud services.
 ## Continuous Delivery
 
 ### CI-CD Pipelines
 
-#### GitHub Actions
-
-  - **(2026)** [**Awesome GitHub Actions**](https://github.com/sdras/awesome-actions) ⭐ 27907  [MARKDOWN CONTENT] 🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier community-backed library for GitHub Actions workflows, custom actions, and orchestrator tools. Streamlines structural pipelines by detailing matrix patterns, self-hosted runner optimizations, and security hardening configurations.
-#### Jenkins Ecosystem
-
-  - **(2026)** [sahilsk/awesome-jenkins](https://github.com/sahilsk/awesome-jenkins) ⭐ 70  [MARKDOWN CONTENT] 🌟 [LEGACY] β€” A focused index consolidating plugins, shared pipeline library patterns, and optimization practices for Jenkins automation servers. Excellent resource for maintaining complex legacy enterprise build pipelines.
 #### Multi-Cloud Continuous Delivery
 
   - **(2026)** [Awesome Spinnaker](https://github.com/robzienert/awesome-spinnaker) ⭐ 13  [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” A developer resource library for Spinnaker continuous delivery engines. Details advanced declarative pipeline patterns, blue-green delivery topologies, and integration guidelines for multi-cloud deployments.
-### Security (1)
+## Curation
 
-#### Jenkins Vulnerabilities
-
-  - **(2026)** [Hacking jenkins](https://github.com/orangetw/awesome-jenkins-rce-2019) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A technical security write-up archiving exploit chains, threat indicators, and software mitigation structures for the historic 2019 Jenkins Remote Code Execution flaws. Essential archival case study for engineering modern supply chain mitigations.
-## Curation (2)
-
-### Awesome Lists (2)
+### Awesome Lists (1)
 
 #### Cloud Native (1)
 
   - **(2023)** [==rootsongjc/awesome-cloud-native 🌟==](https://github.com/rootsongjc/awesome-cloud-native) ⭐ 2413  [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An extensive library mapping the CNCF Cloud Native landscape, detailing Service Meshes, dynamic storages, logging setups, and database drivers. Provides platform architects with a systematic catalog to structure and maintain resilient, cloud-agnostic application footprints.
-#### Containers (1)
-
-  - **(2023)** [==Awesome Container==](https://github.com/tcnksm/awesome-container) ⭐ 175  [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A specialized index investigating low-level container building, runtimes (runc, containerd, CRI-O), image specification standards, and isolation platforms. Ideal for system engineers seeking to master virtualization fundamentals and security sandboxing at the kernel boundary.
-#### General
-
-  - **(2023)** [==@sindresorhus' Awesome==](https://github.com/sindresorhus/awesome) ⭐ 475618  [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The main index repository by Sindre Sorhus, tracking development resources and technologies globally. Highly useful for architects trying to cross-reference multiple tech stack capabilities.
-#### Kubernetes (1)
-
-  - **(2023)** [==@ramitsurana' Awesome Kubernetes==](https://ramitsurana.github.io/awesome-kubernetes) [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A thoroughly organized directory of tools, books, tutorials, and libraries designed for Kubernetes users. Serves as an invaluable learning roadmap for operations engineers and developers to discover and adopt production-grade tooling in their DevOps lifecycles.
-  - **(2023)** [==tomhuang12: Awesome Kubernetes Resources==](https://github.com/tomhuang12/awesome-k8s-resources) ⭐ 4161  [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An exceptional index featuring top-tier educational materials, reference setups, architectural slides, and video tutorials on Kubernetes operations. Designed to help SREs and cloud architects gain advanced master-level understanding of orchestration internals.
-  - **(2023)** [==@jk8s' Awesome Kubernetes==](https://github.com/jk8s/awesome-kubernetes) [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A dedicated directory listing specialized Kubernetes tools, packages, and frameworks. This resource collection focuses on developer productivity tools, testing utilities, and monitoring wrappers to optimize day-to-day cluster administration workflows.
-  - **(2023)** [==run-x/awesome-kubernetes==](https://github.com/run-x/awesome-kubernetes) ⭐ 379  [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A specialized directory compiling infrastructure automation, IAC templates, and deployment scripts for Kubernetes clusters. Highlights tools designed to expedite cloud environment setups and secure CI/CD orchestration paths.
-#### Kubernetes Tools
-
-  - **(2023)** [Awesome kubetools](https://dockerlabs.collabnix.com/kubernetes/kubetools) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” A curated handbook cataloging CLI-level tools, visual interfaces, and monitoring integrations for Kubernetes clusters. This repository serves as a catalog of terminal enhancements like k9s and kubectx to streamline manual control of multiple namespaces.
-#### Linux
-
-  - **(2023)** [==Awesome Linux==](https://github.com/inputsh/awesome-linux) ⭐ 5048  [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A premier directory of Linux performance diagnostic utilities, shell configurations, system metrics collectors, and custom distributions. This guide is an invaluable reference for platform engineers optimizing base host OS layers for container node hosts.
-#### Meta-Analysis
-
-  - **(2023)** [dev.to: The Awesome Side of GitHub - Awesome Lists | Leonardo Montini](https://dev.to/playfulprogramming/the-awesome-side-of-github-awesome-lists-2a5h)  [COMMUNITY-TOOL] β€” An analytical piece exploring the architectural and community value of GitHub's curated lists. Explains how these directories democratize community knowledge sharing and guides software developers in discovering, evaluating, and contributing to open-source resource landscapes.
 #### Operators
 
   - **(2023)** [==github.com/calvin-puram: Awesome Kubernetes Operator Resources==](https://github.com/calvin-puram/awesome-kubernetes-operator-resources) ⭐ 245  [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A specialized guide indexing SDKs, patterns, and source repositories for writing Kubernetes Operators. It provides concrete references on the Operator SDK, Kubebuilder framework, and controller-runtime systems, allowing platform developers to build automated, stateful management controllers.
-#### Productivity
-
-  - **(2023)** [==Awesome Productivity==](https://github.com/jyguyomarch/awesome-productivity) ⭐ 3258  [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A curated directory showcasing productivity systems, workspace organizers, automated scripting kits, and distraction-blocking helpers. Designed to aid engineers in maximizing throughput and focusing effort during large-scale development sprints.
 #### Scalability
 
   - **(2023)** [==Awesome Scalability==](https://github.com/binhnguyennus/awesome-scalability) ⭐ 71720  [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A legendary repository outlining the structural design patterns for massive, highly available backend systems. Covering microservices coordination, message brokers, caching schemas, and consensus databases, this represents the gold standard for backend systems architects.
-#### Security (2)
-
-  - **(2023)** [==magnologan/awesome-k8s-security: Awesome Kubernetes (K8s) Security 🌟==](https://github.com/magnologan/awesome-k8s-security) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A premier directory indexing specialized Kubernetes security packages, scanners, CVE logs, and hardening guides. It collects key scanning tools such as Falco, Trivy, and Polaris, helping cloud compliance officers map cluster defense strategies against known attack matrices.
-  - **(2023)** [==ksoclabs/awesome-kubernetes-security 🌟==](https://github.com/ksoclabs/awesome-kubernetes-security) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An expert-level compilation of Kubernetes security tools, vulnerability papers, threat simulations, and posture management (KSPM) frameworks. Ideal for penetration testers and cloud security engineers auditing the security posture of enterprise orchestrators.
-#### Training (1)
-
-  - **(2023)** [==github.com/joseadanof: Awesome Cloud Native Trainings==](https://github.com/joseadanof/awesome-cloudnative-trainings) [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A thoroughly organized directory cataloging cloud-native certifications (CKA, CKAD, CKS), training centers, and open labs. Extremely useful for platform engineering managers designing structured learning and technical progression tracks for their teams.
-### Cheat Sheets
-
-#### DevOps
-
-  - **(2023)** [==The Book of Secret Knowledge 🌟==](https://github.com/trimstray/the-book-of-secret-knowledge) ⭐ 228298  [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A massive, high-density repository of DevOps command cheatsheets, diagnostic scripts, network testing algorithms, and configuration templates. Highly useful for site reliability engineers performing active cluster incident responses and systems troubleshooting under pressure.
-### Educational Resources
-
-#### Articles
-
-  - **(2023)** [fairwinds.com: Top 12 Kubernetes Resources: Learn and Stay Up-to-Date](https://www.fairwinds.com/blog/top-12-kubernetes-resources)  [COMMUNITY-TOOL] β€” A curated collection of highly rated learning platforms, industry blogs, and technical channels designed to keep platform architects up to date. Excellent resource for maintaining engineering readiness amid rapid ecosystem changes and security patches.
-### Guides
-
-#### Kubernetes (2)
-
-  - **(2023)** [==mikeroyal/Kubernetes-Guide: Kubernetes Guide 🌟==](https://github.com/mikeroyal/Kubernetes-Guide) [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” A massive educational directory covering basic components, intermediate networking, storage, and advanced Kubernetes configurations. Offers structured developer pathways and hypervisor setup instructions, making it ideal for technical upskilling and training programs.
-## Data Engineering
-
-### Big Data
-
-#### Resources (8)
-
-  - **(2026)** [==onurakpolat/awesome-bigdata==](https://github.com/oxnr/awesome-bigdata) ⭐ 14440  [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A comprehensive directory for the distributed data ecosystem. Highlights streaming platforms (Kafka, Flink), compute engines (Spark), and modern distributed object stores, outlining integration paths for container-orchestrated big data structures. Indispensable for Big Data platform architects.
-### Data Curation
-
-#### Web Scraping
-
-  - **(2026)** [lorien/awesome-web-scraping: Awesome Web Scraping](https://github.com/lorien/awesome-web-scraping) ⭐ 7927  [MARKDOWN CONTENT] 🌟🌟🌟 [ENTERPRISE-STABLE] β€” A specialized index compiling scraping libraries, network proxy parsers, and browser-automation engines. Assists data engineers in deploying reliable web data ingestion systems, managing distributed crawlers, and bypassing anti-bot measures.
-### Data Pipeline Systems
-
-#### Workflow Engines
-
-  - **(2026)** [Awesome Pipeline](https://github.com/pditommaso/awesome-pipeline) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A curated library focused on pipeline and scientific workflow engines such as Apache Airflow, Nextflow, and Snakemake. Facilitates rapid discovery of massive datasets processing frameworks and high-concurrency task managers.
-### Event Streaming
-
-#### Meta-Resources
-
-  - **(2026)** [Awesome Kafka](https://github.com/monksy/awesome-kafka/blob/master/tools.md) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive, community-curated list of tools, command-line utilities, clients, and GUI frameworks for Apache Kafka administration. It serves as an essential hub for engineers searching for proven ecosystem additions.
-### Learning Roadmap
-
-#### Machine Learning
-
-  - **(2023)** [github: A very Long never ending Learning around Data Engineering & Machine' Learning](https://github.com/abhishek-ch/around-dataengineering) [PYTHON CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A comprehensive curated repository documenting data engineering pipelines, distributed computing principles, and machine learning foundations. It aggregates core concepts of large-scale data systems, covering ingest-to-model-delivery workflows. Essential for developers transitioning from traditional software engineering to data-intensive systems.
-### Methodology
-
-#### Handbooks
-
-  - **(2026)** [github.com/DataExpert-io/data-engineer-handbook 🌟](https://github.com/DataExpert-io/data-engineer-handbook) ⭐ 41702  [N/A CONTENT]  [DE FACTO STANDARD] β€” A structured playbook outlining state-of-the-art patterns in modern data architecture, lakehouse designs, data modeling, and performance optimization. Serves as a vital curriculum resource for systems designers managing petabyte-scale analysis jobs. Integrates software engineering best practices with database management.
-### Stream Processing
-
-#### Meta-Resources (1)
-
-  - **(2026)** [Awesome Streaming](https://github.com/manuzhang/awesome-streaming) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A massive, community-maintained compilation of stream processing resources. It catalogues major ingestion engines, streaming databases, connector standards, and operational tools, serving as an exhaustive reference manual for data and cloud architects.
 ## Deployment and Delivery
 
 ### CICD and Delivery
@@ -521,13 +174,6 @@
 #### Resource Portals
 
   - **(2025)** [Awesome CI/CD 🌟](https://github.com/cicdops/awesome-ciandcd) ⭐ 1999  [MARKDOWN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An extensive curated list capturing modern DevOps platforms, delivery engines, automated linting, security scanning, and container validation tools, acting as a foundational technical index for engineering teams.
-## DevOps (1)
-
-### Version Control
-
-#### Reference Lists
-
-  - **(2025)** [==Awesome Git 🌟==](https://github.com/dictcp/awesome-git) ⭐ 2886  [NONE CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An extensive curated listing of Git workflows, terminal extensions, custom hook libraries, UI clients, branching theories, and visual educational platforms for development teams.
 ## DevOps and Platform Engineering
 
 ### Interview Preparation
@@ -535,46 +181,8 @@
 #### Reference Guides
 
   - **(2026)** [==bregman-arie/devops-exercises 🌟==](https://github.com/bregman-arie/devops-exercises) ⭐ 82758  [PYTHON/YAML CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” A massive curated repository containing thousands of questions, answers, and hands-on exercises covering Linux, Jenkins, Docker, Kubernetes, Ansible, Terraform, AWS, and system design. (Live Grounding: With over 82k stars, it stands in 2026 as the preeminent resource for preparing systems engineers and validating platform architecture skills).
-## Developer Tools
-
-### IDE
-
-#### VS Code
-
-  - **(2026)** [==Awesome Visual Studio Code==](https://github.com/viatsko/awesome-vscode) ⭐ 28747  [N/A CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A massive directory of extensions, themes, and configuration recipes designed to turn VS Code into a productivity powerhouse. Highly relevant for cloud-native developers seeking extensions for Kubernetes, Terraform, Docker, and remote workspace development. Serves as a daily driver resource for developer enablement teams.
-### Methodology (1)
-
-#### Resources (9)
-
-  - **(2026)** [==github.com/charlax/professional-programming: A collection of full-stack' resources for programmers 🌟==](https://github.com/charlax/professional-programming) ⭐ 51109  [N/A CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A world-class resource collection addressing the operational, psychological, and architectural aspects of professional software engineering. Spans topics from system design and API robustness to career planning and team mechanics. An essential reading reference for engineering leads and staff architects.
-### Open Source
-
-#### Directories
-
-  - **(2026)** [opensource.builders](https://opensource.builders) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A modern visual directory mapping proprietary SaaS and enterprise platforms to their open-source equivalents (e.g., Slack to Mattermost, Firebase to Supabase). Extremely useful for organizations looking to avoid vendor lock-in and adopt self-hosted, cloud-native deployments of core collaboration tools.
-### Scripts
-
-#### Bash
-
-  - **(2026)** [Bash and Expect Snippets](https://www.igoroseledko.com/bash-and-expect-snippets) [SHELL CONTENT]  [LEGACY] β€” A practical blog and snippet collection focused on automation patterns using Bash scripting combined with Expect. Highly useful for scripting interactions with CLI interfaces that lack native APIs or configuration options. Largely legacy in modern IaC environments, but remains a vital Swiss army knife for legacy systems integration.
-#### PowerShell
-
-  - **(2026)** [==janikvonrotz/awesome-powershell==](https://github.com/janikvonrotz/awesome-powershell) ⭐ 5396  [POWERSHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A curated repository detailing modules, cmdlets, and automation patterns using cross-platform PowerShell. Invaluable for platform engineers managing hybrid cloud setups, Windows nodes inside container networks, or Active Directory automation. This serves as a vital tool for enterprise systems integration.
-  - **(2026)** [awesomerank.github.io: janikvonrotz/awesome-powershell](https://awesomerank.github.io/lists/janikvonrotz/awesome-powershell.html) [N/A CONTENT]  [LEGACY] β€” An automatically ranked rendering of the Awesome PowerShell directory, categorizing contributions by community engagement and updates. It provides engineers with instant visibility into which PowerShell modules are actively maintained versus those that have lapsed into legacy status.
-## Documentation
-
-### Alternative Docs
-
-#### Kubernetes (3)
-
-  - **(2023)** [unofficial-kubernetes.readthedocs.io](https://unofficial-kubernetes.readthedocs.io/en/latest) [MARKDOWN CONTENT] [DOCUMENTATION]  [LEGACY] β€” An alternative, community-driven resource hosting informal Kubernetes documentations and configurations. Extremely helpful for engineers digging into complex internal configurations, legacy parameters, or custom deployment pipelines that are no longer detailed in upstream docs.
 ## Infrastructure
 
-### DevOps (2)
-
-#### Education
-
-  - **(2022)** [**github.com/DevOps-Projects-Ideas/DevOps-Books 🌟🌟**](https://github.com/DevOps-Projects-Ideas/DevOps-Books) ⭐ 682  [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A highly curated reference repository cataloging essential DevOps literature spanning container orchestration, continuous delivery pipelines, and cloud systems engineering. Serves as a reliable technical roadmap for systems architects seeking deep-dive foundational concepts.
 ### Docker Compose
 
 #### Reference Architectures
@@ -582,11 +190,6 @@
   - **(2026)** [==Awesome Compose 🌟==](https://github.com/docker/awesome-compose) ⭐ 45540  [N/A CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Awesome Compose is an official, highly curated repository of declarative multi-container topologies using Docker Compose. It showcases optimal configuration patterns for databases, caching layers, application servers, and microservices (e.g., PostgreSQL, Redis, Elasticsearch, Go, Python, React). It represents a critical, high-impact reference architecture for platform engineers standardizing local development setups.
 ## Infrastructure and Operations
 
-### Cloud Operations
-
-#### Resource Optimization
-
-  - **(2026)** [github.com/Noovolari/awesome-cloudops: Awesome CloudOps](https://github.com/Noovolari/awesome-cloudops) ⭐ 123  [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” A compilation of utilities, design frameworks, and guides dedicated to automating cloud operations. Emphasizes modern cost optimization, cluster autoscaling, and multi-region network design across AWS, GCP, and Azure environments.
 ### Containerization
 
 #### Container Internals
@@ -597,23 +200,6 @@
 #### Best Practices
 
   - **(2026)** [andredesousa/devops-best-practices](https://github.com/andredesousa/devops-best-practices) ⭐ 53  [MARKDOWN CONTENT] 🌟 [COMMUNITY-TOOL] [GUIDE] β€” An opinionated checklist detailing architectural best practices for logging formats, schema migrations, system health monitoring, and security setups. Helps engineering teams establish healthy container operational standards.
-#### Community Channels
-
-  - **(2026)** [github.com/palark/awesome-devops-telegram: Awesome DevOps Telegram](https://github.com/palark/awesome-devops-telegram) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” An curated index of Telegram groups, discussion channels, and notification bot architectures focusing on systems administration and cloud-native computing. Useful for real-time peer networking and regional infrastructure communities.
-#### Educational Resources (1)
-
-  - **(2026)** [bregman-arie/devops-resources 🌟](https://github.com/bregman-arie/devops-resources) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” A massive collection of operational guides, cheat sheets, books, and courses covering Kubernetes ecosystems, continuous delivery pipelines, configuration engines, and cloud design.
-#### General Tooling
-
-  - **(2026)** [Awesome DevOps](https://github.com/awesome-soft/awesome-devops) ⭐ 518  [MARKDOWN CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A multi-disciplinary tool index mapping platforms for provisioning, monitoring, security, container hosting, and deployment automation. Acts as a quick-lookup repository for constructing comprehensive DevOps toolchains.
-#### Syllabus and Training
-
-  - **(2026)** [**MichaelCade/90DaysOfDevOps 🌟**](https://github.com/MichaelCade/90DaysOfDevOps) ⭐ 29497  [GO CONTENT] 🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An intensive, community-acclaimed learning curriculum tracking systems and DevOps fundamentals over a 90-day syllabus. Deeply targets foundational to advanced configurations in virtualization, Kubernetes, CI/CD, and monitoring.
-### Developer Productivity
-
-#### Shell Ecosystems
-
-  - **(2026)** [**unixorn/awesome-zsh-plugins**](https://github.com/unixorn/awesome-zsh-plugins) ⭐ 17762  [MARKDOWN CONTENT] 🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An extensive index of Zsh themes, performance plugins, and CLI integrations designed to improve operational throughput. Streamlines developer environment workflows, integrating native shell helpers for Kubernetes, Git, and Docker operations.
 ### Infrastructure as Code
 
 #### Enterprise Documentation
@@ -621,81 +207,12 @@
   - **(2026)** [**developer.hashicorp.com 🌟**](https://developer.hashicorp.com) [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The consolidated technical documentation hub detailing the modern HashiCorp system suite, including Terraform, Consul, Vault, and Nomad. Serves as the primary authority for configuring declarative hybrid-cloud environments and enterprise microservices security.
 ### Site Reliability Engineering
 
-#### Case Studies
-
-  - **(2026)** [How they SRE](https://github.com/upgundecha/howtheysre) ⭐ 9731  [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” An invaluable reference listing real-world operational workflows from major software companies. Provides technical insights into telemetry design, high-concurrency database setups, cluster failovers, and on-call team topologies.
-#### General SRE
-
-  - **(2026)** [awesome-sre/awesome-sre](https://github.com/awesome-sre/awesome-sre) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” A general SRE community registry documenting articles, telemetry paradigms, cluster performance charts, and manual failover plans for high-concurrency web systems.
-#### Incident Management
-
-  - **(2026)** [mancubus77/awesome-sre](https://github.com/mancubus77/awesome-sre) ⭐ 3  [MARKDOWN CONTENT] 🌟 [LEGACY] β€” A legacy index mapping early SRE principles and infrastructure utilities. Offers historical context on containerization transitions, bare-metal server configurations, and performance optimization guidelines.
 #### Incident Management Tools
 
   - **(2026)** [SquadcastHub/awesome-sre-tools](https://github.com/SquadcastHub/awesome-sre-tools) ⭐ 1462  [MARKDOWN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A structured index mapping tools for alert routing, synthetic checking, chaos validation, on-call scheduling, and postmortem generation. Ideal for configuring automated operational responses and reducing MTTR.
 #### SLOs and SLIs
 
   - **(2026)** [steveazz/awesome-slo: Awesome SLOs](https://github.com/steve-mt/awesome-slo) ⭐ 280  [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” A highly practical resource library mapping Service Level Objectives (SLOs) and Service Level Indicators (SLIs). Curates specialized tooling and calculators designed to help teams construct resilient alerting networks and manage operational error budgets.
-#### SRE Reference
-
-  - **(2026)** [**dastergon/awesome-sre**](https://github.com/dastergon/awesome-sre) ⭐ 13267  [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The definitive collection of Site Reliability Engineering papers, patterns, operational postmortem schemas, and metric trackers. Essential reading for operations leaders setting up robust on-call architectures and incident routing systems.
-### System Administration
-
-#### Interview Prep
-
-  - **(2018)** [**trimstray/test-your-sysadmin-skills**](https://github.com/trimstray/test-your-sysadmin-skills) ⭐ 11657  [SHELL CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An intensive, community-driven collection of system administration questions covering Linux kernel parameters, networking, security controls, and CI/CD pipelines. Curator Insight flags it as an essential baseline framework. Live Grounding notes that while static, it remains a fantastic benchmarking schema.
-### Systems Administration
-
-#### Tools and Infrastructure
-
-  - **(2026)** [**Awesome SysAdmin**](https://github.com/kahun/awesome-sysadmin) ⭐ 24308  [MARKDOWN CONTENT] 🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier community-led index indexing system administration tools and software solutions. Essential for discovering stable, self-hosted services for network mapping, backups, monitoring, and automated system setups.
-## Infrastructure as Code (1)
-
-### Ansible
-
-#### Curated Lists
-
-  - **(2026)** [**ansible-community/awesome-ansible: Awesome Ansible 🌟🌟🌟**](https://github.com/ansible-community/awesome-ansible) ⭐ 1892  [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The authoritative, community-managed repository of recommended Ansible tools, tutorials, extensions, and integration ecosystems. This acts as the premier catalog for discovery in modern automation workflows.
-  - **(2022)** [**https://github.com/jdauphant/awesome-ansible**](https://github.com/jdauphant/awesome-ansible) ⭐ 1004  [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A curated repository listing valuable Ansible tools, libraries, playbooks, roles, and learning materials. Ideal for discovering community extensions, monitoring integrations, and operational best-practices.
-### Azure (2)
-
-#### Bicep
-
-  - **(2026)** [==ElYusubov/AWESOME-Azure-Bicep: AWESOME Azure Bicep==](https://github.com/ElYusubov/AWESOME-Azure-Bicep) ⭐ 431  [N/A CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An index of resource libraries, module registries, and extension directories tailored for Azure Bicep DSL. Bicep has largely superseded ARM JSON templates as Microsoft's first-party IaC solution. This resource serves as a crucial reference for cloud platform engineers aiming to write clean, declarative Azure infrastructure code.
-### Curation (3)
-
-#### Community Directories
-
-  - **(2025)** [==github.com/shuaibiyy/awesome-terraform==](https://github.com/shuaibiyy/awesome-tf) ⭐ 6530  [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An extensive directory of modules, tools, linters, frameworks, and packages curated by the Terraform community. Acts as a core index for tracking dynamic tooling ecosystems like Terragrunt, TFLint, Terrascan, and cost optimization utilities.
-### Packer
-
-#### Images
-
-  - **(2026)** [==dawitnida/Awesome Packer==](https://github.com/dchonch/awesome-packer) ⭐ 29  [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A resource list containing Packer templates, multi-cloud builders, and post-processor scripts. It aids infrastructure engineers in compiling secure, automated gold images used across hybrid environments and Kubernetes worker pool nodes. Essential for automating the generation of immutable AMIs or VM templates.
-## Kubernetes and OpenShift
-
-### Resources (10)
-
-#### Awesome Lists (3)
-
-  - **(2020)** [Awesome Openshift 2](https://github.com/oscp/awesome-openshift3) ⭐ 27  [MARKDOWN CONTENT] 🌟 [COMMUNITY-TOOL] β€” A curated directory cataloging administration guides, tools, operators, and integration scripts specialized for Red Hat OpenShift 3.x cluster topologies.
-## Kubernetes Management
-
-### Multi-Cluster
-
-#### Search Engine
-
-  - **(2023)** [==clusterpedia-io/clusterpedia 🌟==](https://github.com/clusterpedia-io/clusterpedia) ⭐ 873  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Clusterpedia is a high-performance open-source search engine for multi-cluster Kubernetes resources. It periodically synchronizes objects from countless distinct environments into a centralized database, exposing a standard Kubernetes API endpoint to enable low-latency, cross-cluster resource discovery and management.
-## Kubernetes Tools (1)
-
-### General Reference
-
-  - [wiki.bash-hackers.org](https://wiki.bash-hackers.org)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wiki.bash-hackers.org in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: HashiCorp Learning Resources Reference Guide 🌟](https://www.hashicorp.com/blog/hashicorp-learning-resources-reference-guide)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: HashiCorp Learning Resources Reference Guide 🌟 in the Kubernetes Tools ecosystem.
-  - [divya-mohan0209.medium.com: Mo’ tenancy, Mo’ problems.](https://divya-mohan0209.medium.com/mo-tenancy-mo-problems-f031f75374f7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering divya-mohan0209.medium.com: Mo’ tenancy, Mo’ problems. in the Kubernetes Tools ecosystem.
-  - [awesomeopensource.com: The Top 110 Cidr Open Source Projects on Github 🌟](https://awesomeopensource.com/projects/cidr)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering awesomeopensource.com: The Top 110 Cidr Open Source Projects on Github 🌟 in the Kubernetes Tools ecosystem.
-  - [kubezilla.com: Kubetools – Curated List of Kubernetes Tools](https://kubezilla.com/tools)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kubezilla.com: Kubetools – Curated List of Kubernetes Tools in the Kubernetes Tools ecosystem.
-  - [Awesome WSL](https://awesomeopensource.com/project/sirredbeard/Awesome-WSL)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Awesome WSL in the Kubernetes Tools ecosystem.
 ## Observability and Monitoring
 
 ### Application Performance Monitoring
@@ -703,34 +220,6 @@
 #### APM Curated Resources
 
   - **(2021)** [github.com/antonarhipov/awesome-apm: Awesome APM](https://github.com/antonarhipov/awesome-apm) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” A curated catalog of application performance monitoring (APM) tools, open-source agents, telemetry protocols, and platform engines. It indexes distributed tracing setups, heap profiling engines, and instrumentation libraries across mainstream programming frameworks.
-## Operations
-
-### Best Practices (1)
-
-#### Resource Curation (1)
-
-  - **(2023)** [==diegolnasc/kubernetes-best-practices 🌟==](https://github.com/diegolnasc/kubernetes-best-practices) ⭐ 1500  🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A curated repository consolidating industry-vetted guidelines for cluster security, deployment configurations, cost management, and reliable resource scheduling in production environments.
-### Command Line Tools
-
-#### Kubectl Plugins
-
-  - **(2026)** [==Available kubectl plugins==](https://github.com/kubernetes-sigs/krew-index/blob/master/plugins.md) ⭐ 691  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The master index of the Krew package manager, which lists community-contributed plugins for the kubectl CLI. This index serves as the central hub for operations engineers looking to discover, install, and catalog administrative and diagnostic command-line utilities.
-  - **(2026)** [==Awesome Kubectl plugins==](https://github.com/ishantanu/awesome-kubectl-plugins) ⭐ 1007  [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A highly curated repository indexing popular and helpful kubectl plugins. It is categorized by operational tasks (security, monitoring, context switching), allowing platform teams to quickly identify community-vetted tools to speed up cluster troubleshooting and engineering workflows.
-## Process and Delivery
-
-### Agile Methodologies
-
-#### Critiques and Perspectives
-
-  - **(2026)** [rayfrankenstein/AITOW: #AgileKillsKittens (or Agile In Their Own Words:' The Problem With Agile & Scrum)](https://github.com/rayfrankenstein/AITOW) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” An satirical yet insightful critical collection reviewing organizational dysfunctions, compliance-heavy Scrum models, and the commercialization of Agile frameworks. Provides software architects with vital perspective on building high-trust developer environments.
-#### Scrum and Kanban Frameworks
-
-  - **(2026)** [Awesome Agile](https://github.com/lorabv/awesome-agile) ⭐ 1476  [MARKDOWN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A repository documenting framework implementations, team retrospective designs, agile scaling patterns, and workflow visualization templates. Streamlines delivery velocity for agile software development operations.
-### Project Management
-
-#### Agile Operations
-
-  - **(2026)** [Awesome Project Management](https://github.com/shahedbd/awesome-project-management) ⭐ 750  [MARKDOWN CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A structured index compiling open-source and SaaS utilities for task orchestration, budget tracking, resource scheduling, and engineering team collaboration. Serves as a tooling reference for managers of software delivery groups.
 ## Programming Languages
 
 ### C
@@ -740,73 +229,21 @@
   - **(2026)** [thangchung/awesome-dotnet-core](https://github.com/thangchung/awesome-dotnet-core) [C# CONTENT]  [LEGACY] β€” A curated compilation of high-performance libraries, database connectors, and microservice architectures written for modern cross-platform .NET. This list is invaluable for engineering teams porting legacy Windows-based services into Linux containers and serverless platforms. Provides standard blueprints for enterprise API systems.
 ### Go
 
-#### Resources (11)
+#### Resources (3)
 
   - **(2026)** [==Awesome Go 🌟==](https://github.com/avelino/awesome-go) ⭐ 175407  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The definitive curated repository of high-quality Go frameworks, libraries, and software. Unmatched resource for identifying vetted dependencies for enterprise service development. Ideal for building lightweight, hyper-fast microservices, Kubernetes operators, and cloud infrastructure CLI tools.
 ### Java
 
-#### Resources (12)
+#### Resources (4)
 
   - **(2026)** [==Awesome Java 🌟==](https://github.com/akullpp/awesome-java) ⭐ 48210  [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” A premier directory of validated Java frameworks, high-performance serialization libraries, and microservices engines like Spring Boot, Quarkus, and Micronaut. Essential for legacy modernization projects and enterprise-grade distributed systems. Remains a foundational handbook for enterprise JVM optimization.
-### JavaScript
-
-#### Angular
-
-  - **(2026)** [==Awesome Angular==](https://github.com/PatrickJS/awesome-angular) ⭐ 10028  [TYPESCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A comprehensive curated collection of modules, state management patterns (NgRx), and testing pipelines for the Angular framework. Primarily useful for frontend web development teams constructing large-scale enterprise administration panels and dashboard portals. Includes dynamic blueprints for client-side single page applications (SPAs).
-## Security (3)
-
-### Containers (2)
-
-#### Docker (1)
-
-  - **(2026)** [==myugan/awesome-docker-security: Awesome Docker Security==](https://github.com/myugan/awesome-docker-security) ⭐ 717  [N/A CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An excellent collection of scanning tools, security benchmarks, and hardening guidelines specifically designed for Docker environments. It catalogs utilities like Trivy, Anchore, and Docker Bench for Security, which prevent container escape exploits. Indispensable for DevSecOps pipelines managing image registries.
-### Development
-
-#### Defaults
-
-  - **(2026)** [github.com/tldrsec/awesome-secure-defaults](https://github.com/tldrsec/awesome-secure-defaults) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A targeted compilation of frameworks, libraries, and coding practices designed to enforce secure-by-default software architectures. It shifts the burden of security from user discipline to systemic platform design. Highly useful for architects trying to mitigate OWASP Top 10 vulnerabilities natively within application codebases.
-### General (1)
-
-#### Resources (13)
-
-  - **(2026)** [==sbilly/awesome-security: Awesome Security==](https://github.com/sbilly/awesome-security) ⭐ 14421  [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A monumental collection of software security components, pen-testing tools, cryptography resources, and threat intelligence feeds. Essential for SecOps engineers establishing modern compliance standards across application and network boundaries. Highly versatile, spanning from host security to Kubernetes runtime defenses.
-### Policy as Code
-
-#### OPA
-
-  - **(2026)** [==anderseknert/awesome-opa 🌟==](https://github.com/open-policy-agent/awesome-opa) ⭐ 888  [GO/REGO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A curated collection of resources, testing frameworks, and integrations for Open Policy Agent (OPA). Provides engineers with practical Rego examples to enforce policy-as-code restrictions across Kubernetes admission controllers and CI/CD pipelines. Essential for implementing fine-grained corporate compliance and access control.
 ## Software Engineering
 
-### Career Development
-
-#### Interview Preparation (1)
-
-  - **(2026)** [==Tech Interview Handbook==](https://github.com/yangshun/tech-interview-handbook) ⭐ 140289  [TYPESCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The definitive prep suite for engineering roles, focusing on algorithms, practical system design topologies, behavioral matrices, and resume optimizations. Provides actionable code structures and design templates built to satisfy high-bar technical interview pipelines.
-### Education (1)
-
-#### Foundations
-
-  - **(2026)** [github.com/collections/learn-to-code 🌟](https://github.com/collections/learn-to-code) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An official curated GitHub collection designed to outline primary programming routes, fundamental data structures, and foundational algorithms. Helps novice and intermediate engineers rapidly build software development skills.
-### Java Platform
-
-#### Cloud Native Frameworks
-
-  - **(2026)** [Awesome Cloud Native Java](https://github.com/saturnism/awesome-cloud-native-java) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A highly targeted resource registry outliningmodern patterns for containerized Java. Focuses on Spring Boot microservices, Quarkus, GraalVM native image compilation, and techniques for minimizing memory footprint in orchestrations.
 ### Open Source Software
 
 #### SaaS Alternatives
 
   - **(2026)** [**runacapital/awesome-oss-alternatives: Awesome open-source alternatives to' SaaS 🌟**](https://github.com/runacapital/awesome-oss-alternatives) ⭐ 19234  [MARKDOWN CONTENT] 🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An architectural directory showcasing open-source, self-hostable equivalents to commercial SaaS platforms. Helps enterprise tech architects mitigate vendor lock-in, streamline data compliance, and deploy privacy-centric containerized services locally.
-### Quality Assurance
-
-#### SQA Frameworks
-
-  - **(2026)** [**Awesome Software Quality**](https://github.com/ligurio/sqa-wiki) ⭐ 2315  [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An elite repository tracking software quality assurance wikis, tools, and paradigms. Focuses on system profiling frameworks, regression suites, and static analysis platforms designed to secure microservice delivery channels.
-### Resource Collections
-
-#### Developer Productivity (1)
-
-  - **(2022)** [dev.to: Great GitHub repositories that developers love](https://dev.to/swordheath/great-github-repositories-that-developers-love-1g97)  [COMMUNITY-TOOL] β€” An analytical list highlighting top open-source projects on GitHub that developers leverage for high-yield productivity. Analyzes repositories from educational courses to enterprise tooling frameworks.
 ### Software Architecture
 
 #### Design Patterns
@@ -815,25 +252,9 @@
 #### Microservices Design
 
   - **(2026)** [**Awesome microservices**](https://github.com/mfornos/awesome-microservices) ⭐ 14325  [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The premier comprehensive catalog charting microservices design patterns, distributed consensus engines, API gateways, tracing tools, and event-streaming buses. Essential for building scalable, decoupled service meshes.
-### Testing
-
-#### Test Automation Repositories
-
-  - **(2026)** [==Awesome Test Automation==](https://github.com/atinfo/awesome-test-automation) [N/A CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An extensive curated directory compiling top-tier testing tools, frameworks, and continuous validation resources. Features directories for end-to-end web tests, load injection suites, API contract testers, and mobile automation libraries.
-## Software Quality
-
-### Testing (1)
-
-#### JMeter
-
-  - **(2026)** [==Awesome JMeter==](https://github.com/aliesbelik/awesome-jmeter) ⭐ 790  [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A structured list of plugins, performance test plans, and reporting scripts designed to optimize Apache JMeter pipelines. Essential for load testing web services, gRPC endpoints, and databases under intense scale constraints. Acts as an excellent resource for performance engineering teams targeting resource bottlenecks.
-#### QA
-
-  - **(2026)** [==Awesome Testing==](https://github.com/TheJambo/awesome-testing) ⭐ 2289  [N/A CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A highly practical directory highlighting testing paradigms, dynamic scanning modules, and manual/automated testing resources. Focuses on QA educational resources as well as modern test design techniques. Helps teams build scalable integration test harnesses within cloud workflows.
-#### Snippets
-
-  - **(2026)** [Awesome Testing code snippets](https://github.com/slawekradzyminski/AwesomeTesting) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A handy collection of code snippets, unit tests, and mocking architectures written across various development frameworks. Assists individual developers in quickly establishing mock-ups and isolated test cases. Ideal for bootstrapping automated integration tests in diverse multi-language environments.
 
 ---
-πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md)
+πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Angular](./angular.md)
 
diff --git a/v2-docs/performance-testing-with-jenkins-and-jmeter.md b/v2-docs/performance-testing-with-jenkins-and-jmeter.md
index f99b056e..1362854b 100644
--- a/v2-docs/performance-testing-with-jenkins-and-jmeter.md
+++ b/v2-docs/performance-testing-with-jenkins-and-jmeter.md
@@ -8,103 +8,27 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [CICD](#cicd)
-  - [GitHub Actions](#github-actions)
-    - [Performance Automation](#performance-automation)
-  - [Jenkins](#jenkins)
-    - [Reporting Plugins](#reporting-plugins)
-1. [Cloud Infrastructure](#cloud-infrastructure)
-  - [Azure](#azure)
-    - [Testing Services](#testing-services)
+1. [Cloud Native](#cloud-native)
+  - [Kubernetes](#kubernetes)
+    - [Progressive Delivery](#progressive-delivery)
 1. [Infrastructure](#infrastructure)
   - [Testing](#testing)
     - [Load Testing](#load-testing)
 1. [Performance Engineering](#performance-engineering)
   - [Load Testing](#load-testing-1)
-    - [Distributed Testing](#distributed-testing)
     - [Kubernetes Deployment](#kubernetes-deployment)
     - [Observability](#observability)
-    - [Testing Frameworks](#testing-frameworks)
-    - [Tutorials](#tutorials)
-1. [Systems](#systems)
-  - [Performance Tuning](#performance-tuning)
-    - [Diagnostic Tools](#diagnostic-tools)
 1. [Testing](#testing-1)
   - [Performance Testing](#performance-testing)
-    - [Gatling](#gatling)
-    - [JMeter](#jmeter)
-    - [Locust](#locust)
-    - [SaaS Platforms](#saas-platforms)
     - [Service Level Objectives](#service-level-objectives)
-    - [Vegeta](#vegeta)
-  - [Web Performance](#web-performance)
-    - [Industry Acquisitions](#industry-acquisitions)
 
-## Architectural Foundations
+## Cloud Native
 
-### Kubernetes Tools
+### Kubernetes
 
-#### General Reference
+#### Progressive Delivery
 
-  - [Dzone: 14 Best Performance Testing Tools and APM Solutions](https://dzone.com/articles/14-best-performance-testing-tools-and-apm-solution)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: 14 Best Performance Testing Tools and APM Solutions in the Kubernetes Tools ecosystem.
-  - [blazemeter.com: Open Source Load Testing Tools: Which One Should You Use?](https://www.blazemeter.com/blog/open-source-load-testing-tools-which-one-should-you-use)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blazemeter.com: Open Source Load Testing Tools: Which One Should You Use? in the Kubernetes Tools ecosystem.
-  - [baeldung.com: Gatling vs JMeter vs The Grinder: Comparing Load Test Tools](https://www.baeldung.com/gatling-jmeter-grinder-comparison)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering baeldung.com: Gatling vs JMeter vs The Grinder: Comparing Load Test Tools in the Kubernetes Tools ecosystem.
-  - [Gatling vs JMeter](https://dzone.com/articles/gatling-vs-jmeter)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Gatling vs JMeter in the Kubernetes Tools ecosystem.
-  - [Dzone: JMeter tutorial](https://dzone.com/articles/jmeter-tutorial-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: JMeter tutorial in the Kubernetes Tools ecosystem.
-  - [Dzone: JMeter tutorial for beginners](https://dzone.com/articles/jmeter-tutorial-for-beginners-jmeter-load-testing)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: JMeter tutorial for beginners in the Kubernetes Tools ecosystem.
-  - [Dzone: Apache JMeter Keyboards shortcuts](https://dzone.com/articles/apache-jmeter-keyboard-shortcuts)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Apache JMeter Keyboards shortcuts in the Kubernetes Tools ecosystem.
-  - [testinglpoint.com: Timer in JMeter](https://www.testinglpoint.com/timer)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering testinglpoint.com: Timer in JMeter in the Kubernetes Tools ecosystem.
-  - [testinglpoint.com: Features of JMeter](https://www.testinglpoint.com/features-of-jmeter)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering testinglpoint.com: Features of JMeter in the Kubernetes Tools ecosystem.
-  - [gslab.com: How to Optimize Performance Testing with Apache JMeter and Resources' Monitoring Using DStat](https://www.gslab.com/blogs/performance-testing-with-Apache-JMeter)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering gslab.com: How to Optimize Performance Testing with Apache JMeter and Resources' Monitoring Using DStat in the Kubernetes Tools ecosystem.
-  - [rollno748.medium.com: Load testing GCP Pub/Sub using JMeter](https://rollno748.medium.com/load-testing-gcp-pub-sub-using-jmeter-9eff79440beb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering rollno748.medium.com: Load testing GCP Pub/Sub using JMeter in the Kubernetes Tools ecosystem.
-  - [blazemeter.com](https://www.blazemeter.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blazemeter.com in the Kubernetes Tools ecosystem.
-  - [Blazemeter.com: Continuous Integration 101 - How to run Jmeter with jenkins' 🌟](https://www.blazemeter.com/blog/continuous-integration-101-how-run-jmeter-jenkins)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Blazemeter.com: Continuous Integration 101 - How to run Jmeter with jenkins' 🌟 in the Kubernetes Tools ecosystem.
-  - [baeldung.com: Configure Jenkins to Run and Show JMeter Tests](https://www.baeldung.com/jenkins-and-jmeter)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering baeldung.com: Configure Jenkins to Run and Show JMeter Tests in the Kubernetes Tools ecosystem.
-  - [DZone.com: 2 ways to integrate jmeter tests into jenkins](https://dzone.com/articles/2-ways-to-integrate-jmeter-tests-into-jenkins)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering DZone.com: 2 ways to integrate jmeter tests into jenkins in the Kubernetes Tools ecosystem.
-  - [Guru99.com: Jmeter and BlazeMeter Integration with Jenkins](https://www.guru99.com/jenkins-jmeter-blazemeter.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Guru99.com: Jmeter and BlazeMeter Integration with Jenkins in the Kubernetes Tools ecosystem.
-  - [Perfomance Testing with Gatling](https://dzone.com/articles/perfomance-testing-with-gatling)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Perfomance Testing with Gatling in the Kubernetes Tools ecosystem.
-  - [Gatling: A Lightweight Load Testing Tool](https://dzone.com/articles/gatling-light-weight-load-testing-tool)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Gatling: A Lightweight Load Testing Tool in the Kubernetes Tools ecosystem.
-  - [An Introduction to Load Testing With Gatling](https://dzone.com/articles/gatling-gun-is-now-a-prospecting-tool-for-testers)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering An Introduction to Load Testing With Gatling in the Kubernetes Tools ecosystem.
-  - [Gatling Performance Testing Pros and Cons](https://dzone.com/articles/gatling-performance-testing-pros-and-cons)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Gatling Performance Testing Pros and Cons in the Kubernetes Tools ecosystem.
-  - [How to Set up a Gatling Test's Implementation Environment 🌟](https://dzone.com/articles/how-to-set-up-a-gatling-tests-implementation-envir)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering How to Set up a Gatling Test's Implementation Environment 🌟 in the Kubernetes Tools ecosystem.
-  - [How to Use RegEx Extractor in Gatling Projects](https://dzone.com/articles/how-to-use-regex-extractor-in-gatling-projects)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering How to Use RegEx Extractor in Gatling Projects in the Kubernetes Tools ecosystem.
-  - [qautomation.blog: Power Full Load Testing Tool : Gatling](https://qautomation.blog/2019/05/03/power-full-load-testing-tool-gatling)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering qautomation.blog: Power Full Load Testing Tool : Gatling in the Kubernetes Tools ecosystem.
-  - [API Load Testing With Gatling](https://dzone.com/articles/api-load-testing-with-gatling)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering API Load Testing With Gatling in the Kubernetes Tools ecosystem.
-  - [Load Testing Your DataBase-Connected APIs With Gatling](https://dzone.com/articles/load-testing-your-database-connected-apis-with-gat)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Load Testing Your DataBase-Connected APIs With Gatling in the Kubernetes Tools ecosystem.
-  - [How to Use Gatling With Maven](https://dzone.com/articles/how-to-use-gatling-with-maven)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering How to Use Gatling With Maven in the Kubernetes Tools ecosystem.
-  - [gatling.io: Jenkins plugin](https://gatling.io/docs/current/extensions/jenkins_plugin)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering gatling.io: Jenkins plugin in the Kubernetes Tools ecosystem.
-  - [baeldung.com: Run Gatling Tests From Jenkins](https://www.baeldung.com/jenkins-run-gatling-tests)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering baeldung.com: Run Gatling Tests From Jenkins in the Kubernetes Tools ecosystem.
-  - [medium.com: Pipeline Performance Testing with Jenkins and Gatling](https://medium.com/thepeg/pipeline-performance-testing-with-jenkins-and-gatling-b7b762274680)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Pipeline Performance Testing with Jenkins and Gatling in the Kubernetes Tools ecosystem.
-  - [venturebeat.com: Microsoft launches fully managed Azure Load Testing service](https://venturebeat.com/2021/11/30/microsoft-launches-fully-managed-azure-load-testing-service)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering venturebeat.com: Microsoft launches fully managed Azure Load Testing service in the Kubernetes Tools ecosystem.
-  - [webpagetest.org](https://webpagetest.org)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering webpagetest.org in the Kubernetes Tools ecosystem.
-  - [blog.dream11engineering.com: Finding Order in Chaos: How We Automated Performance' Testing with Torque](https://blog.dream11engineering.com/finding-order-in-chaos-how-we-automated-performance-testing-with-torque-6eb63706fcea)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.dream11engineering.com: Finding Order in Chaos: How We Automated Performance' Testing with Torque in the Kubernetes Tools ecosystem.
-  - [tech.loveholidays.com: Load testing in production with Grafana Loki, Kubernetes' and Golang](https://tech.loveholidays.com/load-testing-in-production-with-grafana-loki-kubernetes-and-golang-1699554d2aa3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering tech.loveholidays.com: Load testing in production with Grafana Loki, Kubernetes' and Golang in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: The 5-Step Checklist for Serverless Load Testing](https://betterprogramming.pub/the-5-step-checklist-for-serverless-load-testing-346f4a60841d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: The 5-Step Checklist for Serverless Load Testing in the Kubernetes Tools ecosystem.
-## CICD
-
-### GitHub Actions
-
-#### Performance Automation
-
-  - **(2022)** [thenewstack.io: Simple Load Testing with GitHub Actions](https://thenewstack.io/simple-load-testing-with-github-actions) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Practical engineering guide detailing how to build an automated, zero-infrastructure load testing flow using GitHub Actions. It highlights how integrating lightweight load generators (like k6 or Vegeta) into standard YAML workflows establishes early performance baselines and guards against performance regressions.
-### Jenkins
-
-#### Reporting Plugins
-
-  - **(2024)** [performance-plugin](https://github.com/jenkinsci/performance-plugin) ⭐ 194  [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” This Jenkins CI plugin compiles, parses, and visualizes execution metrics from load testing utilities like JMeter, Taurus, and JUnit directly within build workflows. Architecturally, it helps teams enforce automated quality gates by failing pipelines based on strict metric thresholds (e.g., error percentages or response time limits).
-  - **(2023)** [plugins.jenkins.io: gatling](https://plugins.jenkins.io/gatling) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Official Jenkins integration for Gatling, enabling automated parsing of Gatling simulation results inside CI workflows. It charts performance trends over time, facilitating rapid visual regression tracking and immediate identification of microservice performance degradation in downstream builds.
-## Cloud Infrastructure
-
-### Azure
-
-#### Testing Services
-
-  - **(2024)** [docs.microsoft.com: Azure Load Testing](https://learn.microsoft.com/en-us/azure/app-testing) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Azure's managed load testing service that lets developers generate high-scale load using existing Apache JMeter scripts. Synthesizing live cloud updates, it integrates seamlessly with Azure Monitor to provide end-to-end insights from client-side response times to server-side resource bottlenecks, aiding rapid optimization.
-  - **(2021)** [azure.microsoft.com: Introducing Azure Load Testing: Optimize app performance at scale](https://azure.microsoft.com/en-us/blog/introducing-azure-load-testing-optimize-app-performance-at-scale) [N/A CONTENT]  [COMMUNITY-TOOL] β€” The launch blog post detailing the debut of Microsoft's Azure Load Testing service. It explains how the tool bridges the gap between raw load generation and cloud application monitoring, allowing developers to execute JMeter scripts in an automated cloud-native paradigm directly from GitHub Actions or Azure Pipelines.
-  - **(2021)** [infoq.com: Microsoft Introduces a Fully-Managed Azure Load Testing Service in Preview](https://www.infoq.com/news/2021/12/azure-load-testing-preview) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Industry reporting on Azure's entry into fully managed performance testing, discussing how it leverages Apache JMeter under the hood. It provides a historical snapshot of Microsoft's move to simplify distributed load testing for engineering teams, eliminating the manual upkeep of VM scale sets for load generation.
+  - **(2024)** [**Iter8**](https://iter8.tools) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A Kubernetes-native release validation and progressive delivery tool. Iter8 enables automated canary testing, A/B testing, and SLO evaluation. It coordinates traffic shifting using Service Meshes or Gateways, evaluating metrics from Prometheus and metrics-server to automate rollbacks or promote stable microservice builds.
 ## Infrastructure
 
 ### Testing
@@ -116,59 +40,22 @@
 
 ### Load Testing (1)
 
-#### Distributed Testing
-
-  - **(2022)** [**JMeter Distributed Testing Step-by-step**](https://venkatmatta.com/wp-content/uploads/2016/03/jmeter_distributed_testing_step_by_step.pdf) [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Operational step-by-step documentation detailing JMeter distributed execution topologies. Solves communication issues between controllers and performance workers during heavy test sequences.
 #### Kubernetes Deployment
 
   - **(2022)** [**dev.to: The most elegant way to performance test your microservices running on Kubernetes**](https://dev.to/ksingh7/the-most-elegant-way-to-performance-test-your-microservices-running-on-kubernetes-2mo2) [YAML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Demonstrates running scalable API performance evaluations in target Kubernetes setups. Promotes executing testing runs close to targets using container workloads to limit network noise.
 #### Observability
 
   - **(2022)** [**linkedin.com: Tuning Grafana - Jmeter Dashboards**](https://www.linkedin.com/pulse/tuning-grafana-jmeter-dashboards-ezhil-arasu) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Examines methodologies for directing live JMeter thread telemetry to Grafana dashboards via InfluxDB. Gives operational teams real-time visibility into transaction metrics during heavy profiling runs.
-#### Testing Frameworks
-
-  - **(2026)** [==jmeter.apache.org==](https://jmeter.apache.org) [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Industry-standard, open-source performance evaluation engine. Simulates high-velocity workloads against a wide array of application protocols to measure system response under stress.
-  - **(2026)** [==jmeter.apache.org: Best Practices==](https://jmeter.apache.org/usermanual/best-practices.html) [N/A CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Official design guidelines detailing how to configure JMeter for massive volume tests. Recommends relying on CLI mode and minimizing logging resources to avoid client-side load skew.
-#### Tutorials
-
-  - **(2023)** [**youtube: JMeter API Performance Testing Tutorial 🌟**](https://www.youtube.com/watch?v=8r5LYzUIepo) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Educational walkthrough mapping API load-test workflows. Covers parameterizing user requests, analyzing server metrics, and troubleshooting unexpected timeouts in dynamic microservices backends.
-  - **(2021)** [tutorialspoint.com: JMeter Quick Guide](https://www.tutorialspoint.com/jmeter/pdf/jmeter_quick_guide.pdf) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Reference manual covering basic JMeter thread management and test flow structures. Designed to help teams write simple API validations and performance regression scripts.
-## Systems
-
-### Performance Tuning
-
-#### Diagnostic Tools
-
-  - **(2022)** [blog.desdelinux.net: Microsoft Performance-Tools, una serie de herramientas open source para analizar el rendimiento del sistema](https://blog.desdelinux.net/microsoft-performance-tools-una-serie-de-herramientas-open-source-para-analizar-el-rendimiento-del-sistema) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Overview of Microsoft's Performance-Tools suite, which provides cross-platform command-line tools for analyzing trace logs, Windows/Linux system resource usage, and overall system performance. It details how architects can inspect CPU, disk, and networking bottlenecks at a low kernel-level, enhancing system-level optimization.
 ## Testing (1)
 
 ### Performance Testing
 
-#### Gatling
-
-  - **(2025)** [gatling.io](https://gatling.io) [SCALA CONTENT] [ADVANCED LEVEL]  [LEGACY] β€” Gatling is a highly optimized, asynchronous load-testing framework designed for high-concurrency scenarios. Written in Scala and Java, it utilizes Netty and Akka actors under the hood to handle thousands of concurrent virtual users on a single host machine, avoiding the thread-per-user overhead common in legacy frameworks like JMeter.
-#### JMeter
-
-  - **(2022)** [softwaretestingmagazine.com: Learning JMeter : Documentation, Tutorials, Videos](https://www.softwaretestingmagazine.com/tools/learning-jmeter-documentation-tutorials-videos) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive compilation of tutorials, documentation, and videos for Apache JMeter. From an architectural standpoint, JMeter remains a foundational Java-based tool for load testing and performance measurement. Although newer Go/Rust-based tooling is rising, JMeter's extensive protocol support (HTTP, JDBC, JMS) ensures its continued enterprise relevance.
-#### Locust
-
-  - **(2025)** [==Locust==](https://locust.io) [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An open-source, developer-centric performance testing tool that enables writing load scenarios in pure Python. It avoids fragile XML configuration files by favoring dynamic, code-as-configuration scripts, allowing engineering teams to scale out tests across millions of concurrent users using an event-driven greenlet model.
-#### SaaS Platforms
-
-  - **(2024)** [octoperf.com](https://octoperf.com) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Octoperf is a commercial, cloud-native performance testing platform built directly on top of Apache JMeter. It streamlines the creation, execution, and analysis of large-scale JMeter tests without the burden of managing local load generator infrastructure. Ideal for modern DevOps pipelines seeking codeless test design and real-time reporting dashboards.
-  - **(2024)** [flood.io](https://flood.io) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Tricentis Flood is a cloud-hosted load testing platform that supports JMeter, Gatling, and Selenium. It allows engineering teams to scale massive distributed loads from global geographic regions to assert system resiliency. It serves as a critical integration point for modern CI/CD pipelines aiming to shift performance testing left.
 #### Service Level Objectives
 
   - **(2023)** [thenewstack.io: Simple HTTP Load Testing with SLOs](https://thenewstack.io/simple-http-load-testing-with-slos) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A technical exploration of how modern load testing tools are adopting Service Level Objectives (SLOs) as first-class assertions. It contrasts classical metric collections against modern SLO-driven assertions (e.g., verifying 95th percentile latency is under 100ms), showcasing how to integrate these checks directly into automated deployment flows.
-#### Vegeta
-
-  - **(2025)** [==tsenart/vegeta 🌟==](https://github.com/tsenart/vegeta) ⭐ 25067  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Vegeta is an incredibly fast, highly optimized command-line HTTP load-testing tool and library written in Go. From an architectural perspective, it excels at maintaining a constant request rate (RPS) to pinpoint precisely when and where services break down, generating highly customizable text or vector graphic reports.
-### Web Performance
-
-#### Industry Acquisitions
-
-  - **(2020)** [devops.com: Catchpoint to Acquire Webpagetest.org](https://devops.com/catchpoint-to-acquire-webpagetest-org) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An analysis of Catchpoint's acquisition of WebPageTest, the industry-standard front-end performance auditing tool. Synthesizing live ecosystem changes, the platform continues to operate as an essential resource for tracing core web vitals and waterfall execution charts, bolstered by Catchpoint's global infrastructure.
 
 ---
-πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [Developerportals](./developerportals.md) | [SRE](./sre.md)
+πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [Test Automation Frameworks](./test-automation-frameworks.md) | [SRE](./sre.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/postman.md b/v2-docs/postman.md
index f4879462..a672faaa 100644
--- a/v2-docs/postman.md
+++ b/v2-docs/postman.md
@@ -10,28 +10,15 @@
 
 1. [API Development](#api-development)
   - [Testing and Debugging](#testing-and-debugging)
-    - [Getting Started](#getting-started)
     - [Postman Proxy](#postman-proxy)
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Architecture](#architecture)
   - [Microservices](#microservices)
     - [Internal Developer Platforms](#internal-developer-platforms)
-1. [Quality Assurance](#quality-assurance)
-  - [API Testing Automation](#api-testing-automation)
-    - [Postman Guides](#postman-guides)
-      - [Testing Frameworks](#testing-frameworks)
-1. [Security and Governance](#security-and-governance)
-  - [API Lifecycle](#api-lifecycle)
-    - [Secrets Management](#secrets-management)
 1. [Software Architecture](#software-architecture)
   - [Business Rules](#business-rules)
     - [Containerization](#containerization)
     - [Decision Engines](#decision-engines)
 1. [Software Testing](#software-testing)
-  - [API Automation](#api-automation)
-    - [KIE Server](#kie-server)
   - [API Security](#api-security)
     - [Postman Integrations](#postman-integrations)
   - [API Testing](#api-testing)
@@ -47,23 +34,9 @@
 
 ### Testing and Debugging
 
-#### Getting Started
-
-  - **(2021)** [blog.postman.com: First 5 Things to Try If You’re New to Postman](https://blog.postman.com/postman-first-5-things-to-try)  [COMMUNITY-TOOL] [GUIDE] β€” A foundational guide covering fundamental Postman workflows, including sending requests, creating collections, executing environment variables, and automated test scripting. It introduces developers to rapid API prototyping and assertions using Chai-based test libraries. This entry point establishes robust habits for automated integration testing in microservices architectures.
 #### Postman Proxy
 
   - **(2021)** [blog.postman.com: Postman’s Proxy Now Fully Supports HTTPS Endpoints](https://blog.postman.com/postmans-proxy-now-fully-supports-https-endpoints)  [COMMUNITY-TOOL] β€” Postman's built-in proxy captures HTTPS traffic directly from mobile devices and desktop clients, facilitating API inspection. Utilizing custom SSL certificates, it decrypts SSL/TLS payloads locally to allow seamless request debugging. This integration accelerates contract testing and troubleshooting within local microservices environments.
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [blog.getpostman.com](https://blog.getpostman.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.getpostman.com in the Kubernetes Tools ecosystem.
-  - [Dzone: how to use postman to manage and execute your APIs](https://dzone.com/articles/how-to-use-postman-to-manage-and-execute-your-apis)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: how to use postman to manage and execute your APIs in the Kubernetes Tools ecosystem.
-  - [medium: Kubernetes Tutorial: Your Complete Guide to Deploying an App on' AWS with Postman 🌟](https://medium.com/better-practices/kubernetes-tutorial-b6f302a67426)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes Tutorial: Your Complete Guide to Deploying an App on' AWS with Postman 🌟 in the Kubernetes Tools ecosystem.
-  - [vaishnavidontha.hashnode.dev: API Testing using Postman - Part 1](https://vaishnavidontha.hashnode.dev/api-testing-using-postman-part-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering vaishnavidontha.hashnode.dev: API Testing using Postman - Part 1 in the Kubernetes Tools ecosystem.
-  - [blog.balasundar.com: Run Postman collections using Newman and Python](https://blog.balasundar.com/run-postman-collections-using-newman-and-python)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.balasundar.com: Run Postman collections using Newman and Python in the Kubernetes Tools ecosystem.
 ## Architecture
 
 ### Microservices
@@ -71,22 +44,6 @@
 #### Internal Developer Platforms
 
   - **(2021)** [blog.postman.com: Meet Matrix: Postman’s Internal Tool for Working with' Microservices](https://blog.postman.com/matrix-postman-internal-tool-microservices) [ADVANCED LEVEL]  [CASE STUDY] [COMMUNITY-TOOL] β€” Matrix is Postman's internal developer tool designed to orchestrate local microservices development, simplifying the execution and coordination of dependent services. It acts as a lightweight developer portal, bridging the gap between local compose files and remote staging environments. Live engineering truth reveals it as a custom service runner that enhances developer workflow automation and mitigates configuration drift.
-## Quality Assurance
-
-### API Testing Automation
-
-#### Postman Guides
-
-##### Testing Frameworks
-
-  - **(2021)** [freecodecamp.org: Master API Testing with Postman](https://www.freecodecamp.org/news/master-api-testing-with-postman) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight presents this masterclass from FreeCodeCamp for comprehensive API testing utilizing Postman. Live Grounding notes that while GUI based testing is powerful for debugging, exporting these suites for CLI integration via Newman remains the gold standard for automated pipelines. It serves as an essential foundational guide for quality engineering.
-## Security and Governance
-
-### API Lifecycle
-
-#### Secrets Management
-
-  - **(2023)** [blog.postman.com: Introducing the Secret Variable Type in Postman](https://blog.postman.com/introducing-secret-variable-type-in-postman) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Postman's 'Secret' variable type enhances security workflows by preventing sensitive data leakage in API tests and collections. It masks sensitive values (like API keys or tokens) in the Postman UI and console logs, protecting them from accidental exposure during sharing or screen-sharing sessions. This feature represents a critical upgrade for enterprise DevSecOps pipelines integrating automated API testing.
 ## Software Architecture
 
 ### Business Rules
@@ -99,11 +56,6 @@
   - **(2026)** [Drools](https://kie.apache.org) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Drools is a powerful, production-ready Business Rules Management System (BRMS) featuring a forward and backward-chaining inference engine (RETE OO-algorithm) for decoupling enterprise logic from complex microservice structures.
 ## Software Testing
 
-### API Automation
-
-#### KIE Server
-
-  - **(2020)** [developers.redhat.com: Automated API testing for the KIE Server](https://developers.redhat.com/blog/2020/05/01/automated-api-testing-for-the-kie-server) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Focuses on setting up automated REST API test runners for KIE decision services. Demonstrates performance execution metrics, payload validation models, and CI integration pipelines using Postman and Newman test wrappers.
 ### API Security
 
 #### Postman Integrations
@@ -134,5 +86,7 @@
   - **(2026)** [learning.postman.com: Simulate user traffic to test your API performance](https://learning.postman.com/docs/collections/performance-testing/testing-api-performance) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Comprehensive architectural documentation detailing Postman's built-in performance testing runner. This system enables localized load simulation, virtual user profiling, and API concurrency metrics analysis.
 
 ---
-πŸ’‘ **Explore Related:** [Angular](./angular.md) | [Python](./python.md) | [Dom](./dom.md)
+πŸ’‘ **Explore Related:** [Angular](./angular.md) | [Embedded Servlet Containers](./embedded-servlet-containers.md) | [Golang](./golang.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Cloudflare](./cloudflare.md)
 
diff --git a/v2-docs/project-management-methodology.md b/v2-docs/project-management-methodology.md
index 3e823cfa..84bc1efd 100644
--- a/v2-docs/project-management-methodology.md
+++ b/v2-docs/project-management-methodology.md
@@ -8,393 +8,46 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [Architecture](#architecture)
-  - [Prototyping](#prototyping)
-    - [Serverless](#serverless)
-1. [Business and Careers](#business-and-careers)
-  - [Management Patterns](#management-patterns)
-    - [Leadership](#leadership)
-    - [Team Performance](#team-performance)
 1. [Engineering Leadership](#engineering-leadership)
-  - [Agile Methodologies](#agile-methodologies)
-    - [Continuous Improvement](#continuous-improvement)
-    - [Scrum Framework](#scrum-framework)
-  - [Asynchronous Collaboration](#asynchronous-collaboration)
-    - [Communication Strategy](#communication-strategy)
-    - [Team Dynamics](#team-dynamics)
-  - [Career Development](#career-development)
-    - [Developer Productivity](#developer-productivity)
-    - [Management Transition](#management-transition)
-    - [Organizational Scaling](#organizational-scaling)
-    - [Team Dynamics](#team-dynamics-1)
-    - [Technical Mentorship](#technical-mentorship)
-  - [Consulting and Advisory](#consulting-and-advisory)
-    - [Enterprise Strategy](#enterprise-strategy)
-  - [Crisis Management](#crisis-management)
-    - [Psychological Safety](#psychological-safety)
-  - [Cultural Leadership Models](#cultural-leadership-models)
-    - [Team Dynamics](#team-dynamics-2)
-  - [Developer Productivity](#developer-productivity-1)
-    - [Asynchronous Collaboration](#asynchronous-collaboration-1)
-    - [Team Dynamics](#team-dynamics-3)
-  - [Metrics and Analytics](#metrics-and-analytics)
-    - [Brooks Law Application](#brooks-law-application)
-    - [DORA Metrics](#dora-metrics)
-    - [Developer Productivity](#developer-productivity-2)
-    - [Organizational Scaling](#organizational-scaling-1)
-  - [Organizational Scaling](#organizational-scaling-2)
-    - [Big Tech Practices](#big-tech-practices)
-    - [Management Models](#management-models)
-    - [Middle Management](#middle-management)
   - [Product Management](#product-management)
     - [Software Architecture Design](#software-architecture-design)
-    - [Team Dynamics](#team-dynamics-4)
   - [Project Management](#project-management-1)
-    - [Agile Methodologies](#agile-methodologies-1)
-    - [Big Tech Practices](#big-tech-practices-1)
-  - [Psychological Safety](#psychological-safety-1)
-    - [Communication Strategy](#communication-strategy-1)
-    - [Team Dynamics](#team-dynamics-5)
-  - [Remote Work](#remote-work)
-    - [Asynchronous Collaboration](#asynchronous-collaboration-2)
-    - [Career Development](#career-development-1)
-    - [Developer Productivity](#developer-productivity-3)
-  - [Security and Compliance](#security-and-compliance)
-    - [Corporate Governance](#corporate-governance)
-  - [Team Dynamics](#team-dynamics-6)
-    - [Conflict Resolution](#conflict-resolution)
-  - [Team Management](#team-management)
-    - [Infrastructure Operations](#infrastructure-operations)
-    - [Management Transition](#management-transition-1)
-    - [Team Dynamics](#team-dynamics-7)
-1. [Management](#management)
-  - [Career Development](#career-development-2)
-    - [Professional Growth](#professional-growth)
-    - [Workplace Well-being](#workplace-well-being)
-  - [Leadership](#leadership-1)
-    - [Engineering Culture](#engineering-culture)
-    - [Organizational Design](#organizational-design)
-  - [Workplace Culture](#workplace-culture)
-    - [Conflict Resolution](#conflict-resolution-1)
-1. [Management and Strategy](#management-and-strategy)
-  - [Engineering Culture](#engineering-culture-1)
-    - [Career Development](#career-development-3)
-1. [Organizational Design](#organizational-design-1)
-  - [Team Topologies](#team-topologies)
-    - [Implementation](#implementation)
-    - [Team Structure](#team-structure)
+    - [Big Tech Practices](#big-tech-practices)
 1. [Platform Engineering](#platform-engineering)
+  - [GitOps](#gitops)
+    - [Helm Lifecycle Management](#helm-lifecycle-management)
   - [Innersource](#innersource)
     - [DevOps Transition](#devops-transition)
-  - [Organizational Scaling](#organizational-scaling-3)
+  - [Organizational Scaling](#organizational-scaling)
     - [DevOps Transition](#devops-transition-1)
   - [Value Stream Management](#value-stream-management)
     - [DevOps Metrics](#devops-metrics)
-1. [Product Management](#product-management-1)
-  - [Design Strategy](#design-strategy)
-    - [Micro-optimizations](#micro-optimizations)
-  - [Methodology](#methodology)
-    - [Alternative Paradigms](#alternative-paradigms)
-    - [Minimum Viable Product](#minimum-viable-product)
-1. [Project Management](#project-management-2)
-  - [Agile Methodologies](#agile-methodologies-2)
-    - [Agile Framework](#agile-framework)
-    - [Agile vs Waterfall](#agile-vs-waterfall)
-    - [Enterprise Leadership](#enterprise-leadership)
-    - [Product Management](#product-management-2)
-    - [Scrum Framework](#scrum-framework-1)
-    - [Scrum vs Kanban](#scrum-vs-kanban)
-    - [Scrum with Kanban](#scrum-with-kanban)
-  - [Anti-Patterns](#anti-patterns)
-    - [Risk Mitigation](#risk-mitigation)
-  - [Governance](#governance)
-    - [RACI Matrix](#raci-matrix)
-1. [Software Engineering](#software-engineering)
-  - [Agile Methodologies](#agile-methodologies-3)
-    - [Process Comparison](#process-comparison)
-    - [Scrum and Kanban](#scrum-and-kanban)
-  - [Anti-Patterns](#anti-patterns-1)
-    - [Engineering Culture](#engineering-culture-2)
-  - [Hybrid Methodologies](#hybrid-methodologies)
-    - [Agile-Waterfall Integration](#agile-waterfall-integration)
-  - [Productivity](#productivity)
-    - [Platform Engineering](#platform-engineering-1)
-1. [Software Supply Chain](#software-supply-chain)
-  - [Security and Compliance](#security-and-compliance-1)
-    - [Open Source Vulnerabilities](#open-source-vulnerabilities)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [dzone: Project Management Methodology: A Beginner's Guide](https://dzone.com/articles/best-emerging-project-management-methodologies-in)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Project Management Methodology: A Beginner's Guide in the Kubernetes Tools ecosystem.
-  - [dzone: A Complete Guide to the Project Management Lifecycle](https://dzone.com/articles/a-complete-guide-to-project-management-life-cycle)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: A Complete Guide to the Project Management Lifecycle in the Kubernetes Tools ecosystem.
-  - [dzone: Top 40 Project Management Terms and Concepts of 2019](https://dzone.com/articles/top-40-project-management-terms-and-concepts-of-20)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Top 40 Project Management Terms and Concepts of 2019 in the Kubernetes Tools ecosystem.
-  - [agilecheetah.com: Why So Many Developers are Fed Up with Agile](https://agilecheetah.com/why-so-many-developers-are-fed-up-with-agile-pt-3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering agilecheetah.com: Why So Many Developers are Fed Up with Agile in the Kubernetes Tools ecosystem.
-  - [medium: Scrum Teams That Don’t Verify Their Outcomes Are Basically Waterfall' Teams](https://medium.com/serious-scrum/scrum-teams-that-dont-verify-their-outcomes-are-basically-waterfall-teams-cb208acdcc61)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Scrum Teams That Don’t Verify Their Outcomes Are Basically Waterfall' Teams in the Kubernetes Tools ecosystem.
-  - [medium: Nine Steps to Successfully Start Your New Product Owner Job](https://medium.com/serious-scrum/nine-steps-to-successfully-start-your-new-product-owner-job-b276c85e3dde)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Nine Steps to Successfully Start Your New Product Owner Job in the Kubernetes Tools ecosystem.
-  - [carlos-piqueres.medium.com: Product Backlog vs Sprint Backlog](https://carlos-piqueres.medium.com/product-backlog-vs-sprint-backlog-c951f972e979)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering carlos-piqueres.medium.com: Product Backlog vs Sprint Backlog in the Kubernetes Tools ecosystem.
-  - [skamille.medium.com: How New Managers Fail Individual Contributors](https://skamille.medium.com/how-new-managers-fail-individual-contributors-839a13bda1c5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering skamille.medium.com: How New Managers Fail Individual Contributors in the Kubernetes Tools ecosystem.
-  - [acumen.io: Can Kanban scale for teams of over 50 developers? When should' you consider moving to Scrum?](https://www.acumen.io/blog/can-kanban-scale-for-teams-of-over-50-developers-when-should-you-consider-moving-to-scrum)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering acumen.io: Can Kanban scale for teams of over 50 developers? When should' you consider moving to Scrum? in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: How to Speed Up Your Progress With Feedback](https://betterprogramming.pub/how-to-speed-up-your-progress-with-feedback-1f41872b290a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: How to Speed Up Your Progress With Feedback in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Sprint Planning: Best Practices](https://betterprogramming.pub/sprint-planning-best-practices-1aad4103f6cb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Sprint Planning: Best Practices in the Kubernetes Tools ecosystem.
-  - [medium.com/@victor.ronin: The dark side of a cross-functional team](https://medium.com/@victor.ronin/the-dark-side-of-a-cross-functional-team-e0d379e37c70)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@victor.ronin: The dark side of a cross-functional team in the Kubernetes Tools ecosystem.
-  - [alexander-goida.medium.com: Thoughts about breaking silos of software engineering' teams 🌟](https://alexander-goida.medium.com/thoughts-about-breaking-silos-of-software-engineering-teams-323d1f78ef68)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering alexander-goida.medium.com: Thoughts about breaking silos of software engineering' teams 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/@TonyBologni: 4 reasons why 4 is the perfect team size for (agile)' software development 🌟](https://medium.com/@TonyBologni/4-reasons-why-4-is-the-perfect-team-size-for-agile-software-development-8597d33f3cfe)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@TonyBologni: 4 reasons why 4 is the perfect team size for (agile)' software development 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/dkatalis: Component Team vs Feature Team in a Nutshell 🌟](https://medium.com/dkatalis/component-team-vs-feature-team-in-a-nutshell-60c58671496f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/dkatalis: Component Team vs Feature Team in a Nutshell 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/the-ascent: Quiet People in Meetings Are Incredible](https://medium.com/the-ascent/quiet-people-in-meetings-are-incredible-7bb05ef9acd1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/the-ascent: Quiet People in Meetings Are Incredible in the Kubernetes Tools ecosystem.
-  - [autoblog.com: VW CEO lost his job over buggy software that delayed new models](https://www.autoblog.com/2022/07/25/vw-ceo-herbert-diess-fired-over-cariad-buggy-software)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering autoblog.com: VW CEO lost his job over buggy software that delayed new models in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Techniques for Managing Your Time and Cognitive Load' as a Senior Leader](https://betterprogramming.pub/techniques-for-managing-your-time-and-cognitive-load-as-a-senior-leader-2b9eadb0daa4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Techniques for Managing Your Time and Cognitive Load' as a Senior Leader in the Kubernetes Tools ecosystem.
-  - [medium.com/awesome-agile: 10 Ways Managers are Wasting Their Developers' Potential](https://medium.com/awesome-agile/10-ways-managers-are-wasting-their-developers-potential-5c0d78d8f8ba)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/awesome-agile: 10 Ways Managers are Wasting Their Developers' Potential in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Stop Hiring Software Engineers](https://betterprogramming.pub/stop-hiring-software-engineers-8545520437ac)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Stop Hiring Software Engineers in the Kubernetes Tools ecosystem.
-  - [medium.com/developer-purpose: Think before you code. Engineering’s most' underrated advice](https://medium.com/developer-purpose/think-before-you-code-engineerings-most-underrated-advice-40b47e08a3fc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/developer-purpose: Think before you code. Engineering’s most' underrated advice in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: How to Grow as a (Software) Engineering Manager](https://betterprogramming.pub/how-do-you-grow-as-a-software-engineering-manager-33a05873693)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: How to Grow as a (Software) Engineering Manager in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Good Leadership Is About Growth, Not Brilliance](https://betterprogramming.pub/good-leadership-is-about-growth-not-brilliance-af8ca30f1a3a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Good Leadership Is About Growth, Not Brilliance in the Kubernetes Tools ecosystem.
-  - [betterhumans.pub: 8 Communication Hacks I Use To Appear More Senior As a' Young Employee](https://betterhumans.pub/8-communication-hacks-i-use-to-appear-more-senior-as-a-young-employee-9106468bf5aa)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterhumans.pub: 8 Communication Hacks I Use To Appear More Senior As a' Young Employee in the Kubernetes Tools ecosystem.
-  - [jproco.medium.com: Deliver a Product Roadmap That Survives Startup Velocity](https://jproco.medium.com/deliver-a-product-roadmap-that-survives-startup-velocity-f9be4fb9893e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jproco.medium.com: Deliver a Product Roadmap That Survives Startup Velocity in the Kubernetes Tools ecosystem.
-  - [medium.com/career-of-you: A Ten-Step Process for Team Leaders to Reduce' Meeting Overload and Take Back Their Time](https://medium.com/career-of-you/a-ten-step-process-for-team-leaders-to-reduce-meeting-overload-and-take-back-their-time-407cf1f8f09b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/career-of-you: A Ten-Step Process for Team Leaders to Reduce' Meeting Overload and Take Back Their Time in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: The Importance of Code Ownership 🌟](https://betterprogramming.pub/the-underestimated-importance-of-clear-code-ownership-baed758e47b8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: The Importance of Code Ownership 🌟 in the Kubernetes Tools ecosystem.
-  - [bootcamp.uxdesign.cc: A quick win to prepare for every meeting using templates](https://bootcamp.uxdesign.cc/a-quick-win-to-prepare-for-every-meeting-using-templates-d2359c849433)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering bootcamp.uxdesign.cc: A quick win to prepare for every meeting using templates in the Kubernetes Tools ecosystem.
-  - [huryn.substack.com: 3 Ways to Create 10X Better Product Roadmaps](https://huryn.substack.com/p/3-ways-to-create-10x-better-product)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering huryn.substack.com: 3 Ways to Create 10X Better Product Roadmaps in the Kubernetes Tools ecosystem.
-  - [jchyip.medium.com: My critique of β€œthe Spotify Model”: Part 1](https://jchyip.medium.com/my-critique-of-the-spotify-model-part-1-197d335ef7af)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jchyip.medium.com: My critique of β€œthe Spotify Model”: Part 1 in the Kubernetes Tools ecosystem.
-  - [medium.com/@tom-neal: CTO Checklist](https://medium.com/@tom-neal/cto-checklist-1a2ef3d6502)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@tom-neal: CTO Checklist in the Kubernetes Tools ecosystem.
-  - [dzone.com: Productivity: Noise Is the Problem 🌟🌟](https://dzone.com/articles/effectiveness-noise-is-the-problem)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==dzone.com: Productivity: Noise Is the Problem== 🌟🌟 in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: How to manage your technical backlog](https://levelup.gitconnected.com/how-to-manage-your-technical-backlog-868415f8eea9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: How to manage your technical backlog in the Kubernetes Tools ecosystem.
-  - [techrepublic.com: What is Lean Software Development?](https://www.techrepublic.com/article/lean-development)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering techrepublic.com: What is Lean Software Development? in the Kubernetes Tools ecosystem.
-  - [medium.com/@ElizAyer: Meetings *are* the work](https://medium.com/@ElizAyer/meetings-are-the-work-9e429dde6aa3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@ElizAyer: Meetings *are* the work in the Kubernetes Tools ecosystem.
-  - [inc.com: 27 Years Ago, Steve Jobs Said the Best Employees Focus on Content,' Not Process. Research Shows He Was Right](https://www.inc.com/jeff-haden/27-years-ago-steve-jobs-said-best-employees-focus-on-content-not-process-workplace-research-shows-he-was-right.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering inc.com: 27 Years Ago, Steve Jobs Said the Best Employees Focus on Content,' Not Process. Research Shows He Was Right in the Kubernetes Tools ecosystem.
-  - [Bus factor](https://en.wikipedia.org/wiki/Bus_factor)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Bus factor in the Kubernetes Tools ecosystem.
-  - [medium.com/codex: The Only True Agency A Software Engineer Requires](https://medium.com/codex/the-only-true-agency-a-software-engineer-requires-2c0816b263bc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/codex: The Only True Agency A Software Engineer Requires in the Kubernetes Tools ecosystem.
-  - [eleconomista.es: CΓ³mo es un mal jefe y quΓ© debe aprender para liderar mejor' su empresa (y ser feliz)](https://www.eleconomista.es/status/noticias/10679296/07/20/Como-es-un-mal-jefe-y-que-debe-aprender-para-liderar-mejor-su-empresa-y-ser-feliz.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering eleconomista.es: CΓ³mo es un mal jefe y quΓ© debe aprender para liderar mejor' su empresa (y ser feliz) in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Team Topologies β€” A New Way of Thinking About Teams](https://betterprogramming.pub/team-topologies-a-new-way-of-thinking-about-teams-8f4853038509)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Team Topologies β€” A New Way of Thinking About Teams in the Kubernetes Tools ecosystem.
-  - [rethinkagile.org: 5 reasons why Agile is better than Waterfall](https://www.rethinkagile.org/post/5-reasons-why-agile-is-better-than-waterfall)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering rethinkagile.org: 5 reasons why Agile is better than Waterfall in the Kubernetes Tools ecosystem.
-  - [thedigitalprojectmanager.com: Waterfall Vs Agile: ΒΏCuΓ‘l MetodologΓ­a Debes' Utilizar Para Tu Proyecto?](https://thedigitalprojectmanager.com/es/agile-frente-a-waterfall)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering thedigitalprojectmanager.com: Waterfall Vs Agile: ΒΏCuΓ‘l MetodologΓ­a Debes' Utilizar Para Tu Proyecto? in the Kubernetes Tools ecosystem.
-  - [guru99.com: Agile Vs Scrum: Know the Difference](https://www.guru99.com/agile-vs-scrum.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering guru99.com: Agile Vs Scrum: Know the Difference in the Kubernetes Tools ecosystem.
-  - [medium: Are Scrum and Kanban Allies Or Enemies?](https://medium.com/serious-scrum/are-scrum-and-kanban-allies-or-enemies-9d1d27353cd7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Are Scrum and Kanban Allies Or Enemies? in the Kubernetes Tools ecosystem.
-  - [wikipedia: Responsibility assignment matrix](https://en.wikipedia.org/wiki/Responsibility_assignment_matrix)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wikipedia: Responsibility assignment matrix in the Kubernetes Tools ecosystem.
-  - [thedigitalprojectmanager.com: Create A Responsibility Assignment Matrix' (RACI Chart) That Works](https://thedigitalprojectmanager.com/raci-chart-made-simple)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering thedigitalprojectmanager.com: Create A Responsibility Assignment Matrix' (RACI Chart) That Works in the Kubernetes Tools ecosystem.
-  - [Minimum Viable Product](https://en.wikipedia.org/wiki/Minimum_viable_product)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Minimum Viable Product in the Kubernetes Tools ecosystem.
-  - [medium: MVP vs MDP = Viability vs Delight. What You Really Need?](https://medium.com/swlh/mvp-vs-mdp-viability-vs-delight-what-you-really-need-296b42df005d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: MVP vs MDP = Viability vs Delight. What You Really Need? in the Kubernetes Tools ecosystem.
-  - [reddit.com: Promotion Driven Development](https://www.reddit.com/r/ExperiencedDevs/comments/pw6vuv/promotion_driven_development)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com: Promotion Driven Development in the Kubernetes Tools ecosystem.
-  - [en.wikipedia.org: Kiss up kick down](https://en.wikipedia.org/wiki/Kiss_up_kick_down)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering en.wikipedia.org: Kiss up kick down in the Kubernetes Tools ecosystem.
-## Architecture
-
-### Prototyping
-
-#### Serverless
-
-  - **(2022)** [dev.to: Construyendo un MVP sin base de datos](https://dev.to/sergomz/construyendo-un-mvp-sin-base-de-datos-1i4k) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” Discusses practical architectural patterns to construct functional MVPs without incorporating an actual persistent database, using flat-files, local memory, or external SaaS instead. Explains how this architectural decoupling lowers initial operational complexity and lets developers focus on testing business logic.
-## Business and Careers
-
-### Management Patterns
-
-#### Leadership
-
-  - **(2022)** [business.vogue.es: AdiΓ³s a los jefes tΓ³xicos: este es el nuevo tipo de liderazgo gentil que triunfa](https://www.vogue.es/lideres) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” An analysis of evolving corporate management cultures and toxic workplace mitigation. Discusses the value of empathetic leadership and structured soft skills in reducing developer attrition within modern tech teams.
-#### Team Performance
-
-  - **(2023)** [creately.com: A Step By Step Guide to Set KPIs for Team Members](https://creately.com/guides/how-to-set-kpis-for-team-members)  [COMMUNITY-TOOL] [GUIDE] β€” A step-by-step guide to setting actionable KPIs for engineering teams. Explores balancing quantitative delivery metrics with qualitative team-growth targets to align development outputs with business objectives.
 ## Engineering Leadership
 
-### Agile Methodologies
-
-#### Continuous Improvement
-
-  - **(2020)** [==martinfowler.com: Retrospectives Antipatterns 🌟==](https://martinfowler.com/articles/retrospective-antipatterns.html) [EN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An authoritative breakdown of typical anti-patterns observed during agile retrospective sessions, such as the 'Blame Game' or 'Loudest Voice.' Explains how to reconstruct retrospectives into productive, post-mortem style continuous feedback loops that actively resolve systemic design flaws, optimize integration paths, and elevate overall team software delivery quality.
-#### Scrum Framework
-
-  - **(2020)** [**scrum.org: Scrum no es una metodologΓ­a, es un marco de trabajo**](https://www.scrum.org/resources/blog/scrum-no-es-una-metodologia-es-un-marco-de-trabajo) [ES CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Clarifies the fundamental nature of Scrum, arguing that it is not a rigid software development methodology but rather a lightweight empirical framework designed to manage complex product lifecycles. Discusses the core values of transparency, inspection, and adaptation to align cross-functional engineering processes and deliver software iteratively.
-### Asynchronous Collaboration
-
-#### Communication Strategy
-
-  - **(2020)** [hbr.org: What It Takes to Give a Great Presentation](https://hbr.org/2020/01/what-it-takes-to-give-a-great-presentation) [EN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Explains communication structures for presenting complex ideas to diverse stakeholders. Analyzes how technical architects can translate highly advanced system engineering concepts, deployment topologies, and microservice architectures into clear, business-driven narratives that secure stakeholder alignment and funding.
-#### Team Dynamics
-
-  - **(2019)** [hbr.org: How to Debate Ideas Productively at Work](https://hbr.org/2019/01/how-to-debate-ideas-productively-at-work) [EN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Offers a structural methodology for conducting objective, high-stakes intellectual debates within technical environments. Focuses on separating personal identity from architectural assertions, grounding discussions in objective system data, and using RFC-style collaborative documents to establish healthy constructive criticism mechanisms in highly technical teams.
-### Career Development
-
-#### Developer Productivity
-
-  - **(2023)** [==mariocortes.net: La crisis de seniority==](https://www.mariocortes.net/la-crisis-de-seniority) [ES CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An analytical essay investigating the modern 'seniority crisis' within software engineering, characterized by developers securing Senior titles prematurely during hyper-growth hiring cycles. Outlines the technical, architectural, and systemic gaps that result when teams lack developers with deep lifecycle experience, proposing structured engineering mentoring and rigorous promotion criteria.
-#### Management Transition
-
-  - **(2021)** [**devops.com: How Good Developers Become Good Engineering Managers**](https://devops.com/how-good-developers-become-good-engineering-managers) [EN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Explores the complex transition from individual software contributor to engineering manager. Outlines how to pivot from tactical coding efforts to strategic engineering leadership, detailing how to manage high-level software system design, support team career growth, and avoid micro-management traps that block development productivity.
-#### Organizational Scaling
-
-  - **(2022)** [==newsletter.pragmaticengineer.com: Engineering Leadership Skill Set Overlaps==](https://newsletter.pragmaticengineer.com/p/engineering-leadership-skillset-overlaps) [EN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Synthesizes the overlapping skill sets required among senior technical roles, such as Engineering Managers, Tech Leads, and Product Managers. Clearly demarcates boundaries of accountability regarding system execution, architecture, and strategy, offering a model to coordinate these highly interdependent engineering pillars.
-#### Team Dynamics (1)
-
-  - **(2015)** [hbr.org: How to Give Tough Feedback That Helps People Grow](https://hbr.org/2015/08/how-to-give-tough-feedback-that-helps-people-grow) [EN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Synthesizes core management communication techniques to deliver critical feedback that encourages technical growth and continuous improvement. Focuses on actionable, objective examples rather than subjective assessments, helping technical leads build a resilient, high-feedback engineering culture.
-#### Technical Mentorship
-
-  - **(2019)** [==noidea.dog/glue: Being Glue==](https://www.noidea.dog/glue) [EN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An industry-standard analysis of 'glue work'β€”the essential non-coding technical tasks like mentoring, architecture alignment, communication, and process optimization that hold engineering teams together. Examines the systemic risks where technical contributors perform high-impact glue activities at the expense of their promotion metrics, calling for formal valuation of organizational architecture and technical leadership roles.
-### Consulting and Advisory
-
-#### Enterprise Strategy
-
-  - **(2022)** [rockcontent.com: Conoce los principales tipos de consultorΓ­a en las que tu negocio puede invertir para explotar su potencial](https://analoghq.ai/blog/es/tipos-de-consultoria) [ES CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Details the landscape of professional advisory services, classifying key consulting types like strategic, digital transformation, and technical systems consulting. Outlines how enterprise architectures can leverage external expertise to fast-track digital adoption, modern cloud-native architectures, and software organizational structural alignment.
-### Crisis Management
-
-#### Psychological Safety
-
-  - **(2022)** [hbr.org: How to Deal with High Pressure Situations at Work](https://hbr.org/2022/05/how-to-deal-with-high-pressure-situations-at-work) [EN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Outlines psychological and operational strategies for managing high-stress scenarios, such as production outages, critical system failures, or tight product delivery deadlines. Emphasizes maintaining situational awareness, structuring emergency response communication (like Incident Commander roles), and preventing cognitive overload to facilitate rational, data-driven system remediation.
-### Cultural Leadership Models
-
-#### Team Dynamics (2)
-
-  - **(2016)** [bbc.com: Por quΓ© en JapΓ³n los jefes NO felicitan a sus empleados cuando hacen bien su trabajo](https://www.bbc.com/mundo/vert-cap-37270163) [ES CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Analyzes the unique cultural management dynamics in Japanese corporate environments, focusing on why overt recognition of individual effort is structurally avoided in favor of collective team success and continuous organic improvement (Kaizen). Offers contrasting insights for globalized, distributed engineering teams with diverse cultural backgrounds.
-### Developer Productivity (1)
-
-#### Asynchronous Collaboration (1)
-
-  - **(2022)** [**magnet.xataka.com: Esclavos de la improductividad: el 70% de las reuniones impiden que los empleados hagan su trabajo**](https://www.xataka.com/magnet/esclavos-improductividad-70-reuniones-impiden-que-empleados-hagan-su-trabajo) [ES CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Explores empirical research showing that 70% of workplace meetings actively prevent employees from completing their actual tasks. Advocates for 'No Meeting Days' and asynchronous communication strategies to enable high-focus developer work, reduce cognitive load, and boost execution speed in modern cloud-native software development pipelines.
-  - **(2022)** [**genbeta.com: Las reuniones laborales por videollamada nos agotan: esto es lo que pasa si se eliminan y cambian por chats**](https://www.genbeta.com/actualidad/reuniones-trabajo-nos-agotan-videollamada-se-sabe-que-pasa-se-eliminan-usamos-chats) [ES CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Analyzes the psychological and operational impact of video-conferencing fatigue in software engineering teams. Documents the benefits of replacing real-time sync calls with asynchronous chat platforms, collaborative document pipelines, and clear ticket comments, highlighting the improvement in deep focus and deployment rates.
-#### Team Dynamics (3)
-
-  - **(2022)** [**smoda.elpais.com: Destacar y venderse no implica trabajar bien: asΓ­ es la nueva batalla por las apariencias del trabajo**](https://smoda.elpais.com/trabajo/apariencias-venderse-trabajo) [ES CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A critical sociological assessment of superficial performance-displaying trends in corporate spaces, colloquially known as 'performative productivity.' Warns engineering leads to prioritize objective technical contributions (like shipping clean microservice code, reducing system downtime, and improving test coverage) over performative status updates and political visibility.
-### Metrics and Analytics
-
-#### Brooks Law Application
-
-  - **(2021)** [**cloudbees.com: More Isn’t Always Better: Using Predictive Analytics to Show Adding More People Doesn’t Always Help**](https://www.cloudbees.com/blog/using-predictive-analytics-to-show-adding-more-people) [EN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Details the utilization of predictive analytics in software delivery management to validate Brooks' Law empirically. Explains how engineering leaders can leverage data-driven models to optimize team sizing instead of naively scaling headcounts. Analyzes productivity bottlenecks, communication overhead, and the optimal inflection point where team expansion yields diminishing returns on deployment frequency.
-#### DORA Metrics
-
-  - **(2020)** [**infoq.com: Better Metrics for Building High Performance Teams**](https://www.infoq.com/articles/better-metrics-team-performance) [EN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Focuses on establishing effective performance indicators for software development organizations, warning against anti-patterns like counting commits or lines of code. Advocates for system-level engineering metrics, including the DORA metrics (deployment frequency, lead time for changes, MTTR, change failure rate) to cultivate continuous improvement cultures and drive systemic stability.
-#### Developer Productivity (2)
-
-  - **(2022)** [**dev.to: What’s Wrong With Measuring Developer Performance (+ 10 Best Metrics)**](https://dev.to/actitime/whats-wrong-with-measuring-developer-performance-10-best-metrics-5620) [EN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Critiques traditional individual developer performance metrics (such as lines of code, pull request count, or hours worked) as highly gamable and toxic to collaboration. Proposes ten alternative high-value holistic metrics centered on cycle times, collaboration, defect density, and deployment safety, facilitating sustainable delivery pipelines and high developer experience.
-#### Organizational Scaling (1)
-
-  - **(2022)** [**blogs.elconfidencial.com: Los espaΓ±oles somos mΓ‘s improductivos que nunca y el problema no es de los empleados**](https://www.elconfidencial.com/tecnologia/tribuna/2022-02-12/productividad-tecnologia-startups-apps_3373786) [ES CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Investigates structural productivity declines in technology and startup business environments, placing the blame not on individual developers but on chronic management flaws. Highlights issues like meeting-heavy workflows, fragmented communication platforms, technical debt, and a systemic lack of automated platform tooling that dampens developer output.
-### Organizational Scaling (2)
-
-#### Big Tech Practices
-
-  - **(2023)** [**businessinsider.com: I'm an ex-Amazon senior leader. Here's why layoffs keep happening and why ambitious managers are fueling them**](https://www.businessinsider.com/amazon-reason-for-layoffs-former-senior-tech-leader-2023-5) [EN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A critical insider look at how aggressive scaling incentives in hyper-growth tech companies can lead to systemic over-hiring, architectural empire-building, and subsequent massive restructuring and downsizings. Analyzes the management performance frameworks that drive these structural fluctuations, warning against localized hyper-hiring over clean organizational architecture.
-  - **(2023)** [**genbeta.com: Un ex-CEO, sobre el origen de tener gente que ni hace falta en las empresas: β€œContratas a alguien, y lo primero que hace es contratar"**](https://www.genbeta.com/actualidad/ex-ceo-origen-tener-gente-que-hace-falta-empresas-contratas-a-alguien-primero-que-hace-contratar-1) [ES CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Investigates the organizational phenomena of manager empire-building, where expanding headcounts is falsely correlated with corporate power and strategic progress. Explains how this dynamic leads to over-engineered organizational structures and excessive communication overhead, contrasting it with lean, autonomous platform engineering practices.
-#### Management Models
-
-  - **(2019)** [**hbr.org: As Your Team Gets Bigger, Your Leadership Style Has to Adapt**](https://hbr.org/2019/03/as-your-team-gets-bigger-your-leadership-style-has-to-adapt) [EN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Analyzes the critical inflection points of organizational growth, focusing on how leadership paradigms must shift as team sizes expand. Discusses the transition from direct, tactical hands-on management to strategic, decentralized delegative leadership. Provides a conceptual blueprint for scaling engineering organizations without sacrificing operational agility or engineering cohesion.
-#### Middle Management
-
-  - **(2021)** [**hbr.org: The Real Value of Middle Managers**](https://hbr.org/2021/06/the-real-value-of-middle-managers) [EN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Defends the critical functional value of middle management in large enterprise hierarchies. Demonstrates that instead of acting as bureaucratic roadblocks, competent middle managers serve as dynamic translators between high-level executive strategy and boots-on-the-ground engineering execution, facilitating organizational alignment, psychological safety, and rapid change management.
 ### Product Management
 
 #### Software Architecture Design
 
   - **(2022)** [==estrategiadeproducto.com: La espiral de mierda==](https://www.estrategiadeproducto.com/p/evitar-caer-espiral-de-mierda) [ES CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Synthesizes a critical systemic anti-pattern in software development where short-term delivery pressures result in technical debt compromises, creating architectural degradation and a complete collapse of engineering velocity. Highlights tactical pathways for engineering managers to defend refactoring cycles and architectural stability.
-#### Team Dynamics (4)
-
-  - **(2022)** [**estrategiadeproducto.com: La segunda mayor mentira sobre Product Management**](https://www.estrategiadeproducto.com/p/segunda-mayor-mentira-product-management) [ES CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Critiques the widespread misconception of the Product Manager as the absolute 'CEO of the Product.' Explains that without direct positional authority over engineers or architects, a PM's true impact relies on data-driven influence, transparent customer insight dissemination, and cross-functional alignment.
 ### Project Management (1)
 
-#### Agile Methodologies (1)
-
-  - **(2021)** [**scrum.org: Posturas del Product Owner**](https://www.scrum.org/resources/blog/posturas-del-product-owner) [ES CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Explores both constructive and destructive behaviors (or 'postures') of a Scrum Product Owner. Contrasts positive archetypes (collaborator, visionary, value maximizer) with negative ones (the scribe, the micro-manager, the bottleneck), explaining how the PO's operational style directly affects system requirements refinement and engineering team velocity.
-  - **(2021)** [creately.com: How to Better Manage Your Projects with Kanban Boards](https://creately.com/blog/project-management/what-is-a-kanban-board) [EN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Introduces visual project management methodologies using Kanban boards. Highlights essential visual metrics such as Work-in-Progress (WIP) limits, cycle times, and bottleneck identification. Explains how to map agile delivery cycles onto dynamic cards to improve flow, increase transparency, and accelerate software shipping iterations.
-  - **(2021)** [rebelscrum.site: Characteristics of a Great Product Owner](https://www.rebelscrum.site/post/characteristics-of-a-great-product-owner) [EN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Examines the critical competencies required for high-performing Product Owners in modern software delivery teams. Highlights domain knowledge, structured communication, decisiveness, and the capacity to align development roadmaps with customer feedback cycles to minimize architectural rework and maximize deployment velocity.
-  - **(2018)** [mamaqueesscrum.com: MamÑ… ΒΏQuΓ© es Scrum?](https://mamaqueesscrum.com/2018/11/12/labores-que-un-product-owner-deberia-hacer-que-no-aparecen-en-la-scrum-guide) [ES CONTENT] 🌟🌟🌟 [LEGACY] β€” Unpacks the hidden, undocumented operational responsibilities of a Product Owner in high-velocity agile teams. Discusses soft skills, managing internal corporate politics, aligning microservices roadmaps with legacy business systems, and acting as a technical translator to facilitate smooth development workflows.
-#### Big Tech Practices (1)
+#### Big Tech Practices
 
   - **(2021)** [==blog.pragmaticengineer.com: How Big Tech Runs Tech Projects and the Curious Absence of Scrum==](https://blog.pragmaticengineer.com/project-management-at-big-tech) [EN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A seminal critique of Scrum frameworks within modern hyper-scale technology companies. Contrasts classical prescriptive Scrum ceremonies with the pragmatism found in Big Tech, which prioritizes engineer-led planning, asynchronous progress tracking, and outcome-based roadmapping. Highlights how microservices-oriented teams achieve high agility through direct system ownership and continuous delivery without overhead-heavy ceremonies.
-### Psychological Safety (1)
-
-#### Communication Strategy (1)
-
-  - **(2021)** [elfinanciero.com.mx: Tu jefe no siempre tiene la razΓ³n: ΒΏde quΓ© manera puedes contradecirlo?](https://www.elfinanciero.com.mx/empresas/2021/07/06/tu-jefe-no-siempre-tiene-la-razon-de-que-manera-puedes-contradecirlo) [ES CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Discusses strategic frameworks for engineers to constructively challenge management decision-making. Emphasizes grounding alternative proposals in empirical system metrics, security considerations, or architectural risk analysis to foster bidirectional feedback and prevent high-impact development blunders.
-#### Team Dynamics (5)
-
-  - **(2022)** [**elconfidencial.com: Esta psicΓ³loga ha estudiado a los capullos de tu empresa y sabe por quΓ© se comportan asΓ­**](https://www.elconfidencial.com/espana/2022-03-18/tessa-west-psicologa-capullos-trabajo_3392185) [ES CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Analyzes toxic behavior patterns in the workplace based on research by organizational psychologist Tessa West. Identifies archetypes like the 'kiss-up kick-downer' and 'credit stealer,' offering technical leads actionable psychological strategies to structure team communications, restrict manipulative dynamics, and protect engineering output.
-  - **(2022)** [elconfidencial.com: La mejor forma de decirle a tu jefe que estΓ‘s hasta arriba y no puedes mΓ‘s con tanto trabajo](https://www.elconfidencial.com/alma-corazon-vida/2022-02-14/jefe-trabajo-empleo-quemado-no-puedes_3372444) [ES CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Provides actionable advice on how to raise the alarm regarding work overload and impending burnout to management. Recommends presenting structured data on ongoing tasks, mapping them to clear priorities, and proposing concrete technical delegation or scope-reduction options to protect developer mental health.
-  - **(2019)** [hbr.org: The Surprising Power of Simply Asking Coworkers How They’re Doing](https://hbr.org/2019/02/the-surprising-power-of-simply-asking-coworkers-how-theyre-doing) [EN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Explores the foundational role of empathy and regular check-ins in fostering high-performance engineering cultures. Demonstrates how proactive personal interactions establish psychological safety, which is directly correlated with reduced system deployment risk, higher incident response efficiency, and lower developer burnout rates.
-### Remote Work
-
-#### Asynchronous Collaboration (2)
-
-  - **(2021)** [cloudbees.com: How Asynchronous Communication Can Boost Productivity](https://www.cloudbees.com/blog/asynchronous-development) [EN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Examines the architectural advantages of asynchronous communication in distributed software engineering. Highlights how transitioning away from real-time sync meetings mitigates context switching and protects deep work blocks. Explores tools and documentation strategies required to sustain continuous delivery and maintain transparency in decentralized organizational structures.
-#### Career Development (1)
-
-  - **(2023)** [**businessinsider.es: Avanzar en la carrera profesional y conseguir ascensos dentro de la empresa serΓ‘ mucho mΓ‘s difΓ­cil para las personas que teletrabajan, segΓΊn el CEO de IBM**](https://www.businessinsider.es/desarrollo-profesional/teletrabajar-perjudica-carrera-profesional-posibles-ascensos-1240782) [ES CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Examines the controversial statements of IBM's CEO regarding remote work and career advancement. Contrasts 'proximity bias' issues within classic enterprise hierarchies against modern, asynchronous, result-oriented performance evaluation frameworks that promote talent purely based on systematic contributions.
-#### Developer Productivity (3)
-
-  - **(2021)** [pymesyautonomos.com: ΒΏEstΓ‘ trabajando el empleado realmente desde su casa?](https://www.pymesyautonomos.com/management/esta-trabajando-empleado-realmente-su-casa) [ES CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Addresses common managerial anxieties about remote work accountability. Contrasts surveillance-heavy keystroke logging techniques with output-oriented, technical project milestones (e.g., code deployment frequency, story completion rates, and system architectural goals) to sustainably measure team velocity.
-### Security and Compliance
-
-#### Corporate Governance
-
-  - **(2022)** [okdiario.com: TelefΓ³nica y Santander despiden a 467 empleados en 2021 por denuncias de compaΓ±eros](https://okdiario.com/economia/telefonica-santander-despiden-467-empleados-2021-denuncias-companeros-8655690) [ES CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Highlights corporate governance, whistleblowing protocols, and internal compliance mechanisms within large enterprises, as demonstrated by internal investigations leading to dismissals at TelefΓ³nica and Santander. Discusses the ethical standards, documentation compliance, and psychological safety guidelines required to sustain a healthy corporate and software operations environment.
-### Team Dynamics (6)
-
-#### Conflict Resolution
-
-  - **(2021)** [blog.trello.com: Consejos para manejar distintos conflictos en un equipo de trabajo](https://blog.trello.com/es/conflictos-en-el-trabajo) [ES CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Provides an operational framework for identifying and resolving interpersonal conflicts within technical delivery teams. Highlights visual tracking systems, regular retrospectives, and structured architectural alignment reviews to defuse typical friction points, such as diverging coding standards or disputed system design decisions.
-### Team Management
-
-#### Infrastructure Operations
-
-  - **(2021)** [**redhat.com: 11 considerations for effectively managing a Linux sysadmin team 🌟**](https://www.redhat.com/en/blog/11-manager-considerations) [EN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A comprehensive architectural guide to managing infrastructure operations and sysadmin teams. Emphasizes modernizing Linux environments, balancing operational tasks with strategic automation, and establishing clear performance indicators. Contrasts classical hands-on sysadmin workflows with contemporary automated infrastructure-as-code paradigms to scale team efficiency.
-#### Management Transition (1)
-
-  - **(2021)** [openwebinars.net: 13 Errores que cometes como Manager](https://openwebinars.net/blog/13-errores-que-cometes-como-manager) [ES CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Outlines thirteen critical errors made by newly appointed engineering managers, such as ignoring team input, micromanaging technical solutions, and ignoring developer burnout signals. Provides tactical strategies for establishing balanced technical governance and facilitating a healthy developmental experience.
-#### Team Dynamics (7)
-
-  - **(2022)** [**lavanguardia.com: La delgada lΓ­nea roja del liderazgo: de la cercanΓ­a al compadreo**](https://www.lavanguardia.com/economia/20220223/8075492/liderazgo-empresa-jefes-empleados-cercania-decisiones.html) [ES CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Analyzes the boundaries of leadership behavior, illustrating the risk of transitioning from an empathetic, approachable manager to a compromised peer. Recommends strategies to balance psychological safety and team trust with professional objectivity to make fair engineering, promotional, and systemic architectural decisions.
-  - **(2022)** [**businessinsider.es: La brillante explicaciΓ³n de Steve Jobs sobre por quΓ© los buenos empleados renuncian al trabajo**](https://www.businessinsider.es/desarrollo-profesional/explicacion-steve-jobs-buenos-empleados-renuncian-trabajo-1137601) [ES CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Explores Steve Jobs' legendary perspective on talent retention, emphasizing that high-performing engineers leave when forced to work under incompetent management or within broken architectural processes. Advocates for flat, technical-focused governance structures where system quality and customer outcomes dominate over organizational politics.
-  - **(2022)** [cronista.com: CΓ³mo identificar a un mal jefe y quΓ© errores no pueden cometer hoy los lΓ­deres](https://www.cronista.com/apertura/empresas/como-identificar-a-un-mal-jefe-y-que-errores-no-pueden-cometer-hoy-los-lideres) [ES CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Identifies key red flags of toxic engineering leadership, including micro-management, blame shifting, and chronic overwork structures. Outlines core modern leadership competencies like transparent team metrics, career path definition, and high psychological safety that retain top engineering talent and stabilize system operations.
-## Management
-
-### Career Development (2)
-
-#### Professional Growth
-
-  - **(2021)** [businessinsider.es: AsΓ­ es como tu educaciΓ³n te ha moldeado sutilmente para que nunca consigas ascender en el trabajo](https://www.businessinsider.es/desarrollo-profesional/razon-nunca-consigues-ascender-trabajo-conseguir-mejor-sueldo-970737) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” Explores how traditional education systems encourage compliance over initiative, often limiting engineers from asserting their value and pursuing promotions. Discusses shifting from passive performance to proactive self-advocacy to advance technical career paths.
-#### Workplace Well-being
-
-  - **(2021)** [businessinsider.es: "Estoy atrapado en unos hΓ‘bitos poco saludables y me siento abrumado por todo lo que tengo que hacer, ΒΏcΓ³mo puedo aprender a decir no?"](https://www.businessinsider.es/desarrollo-profesional/tan-dificil-decir-no-jefe-965459) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” Spanish article offering behavioral strategies to establish professional boundaries and politely decline excessive workloads. Helps technical staff overcome burnout, prioritize core technical obligations, and build healthier relationships with management.
-### Leadership (1)
-
-#### Engineering Culture
-
-  - **(2021)** [lavanguardia.com: Los estilos de liderazgo mΓ‘s apreciados por los empleados](https://www.lavanguardia.com/vivo/20211113/7856878/cualidades-mas-valoran-empleados-jefe-pmv.html) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” Analyzes workplace leadership styles, mapping traits most valued by modern engineering and technical teams. Focuses on empathetic, supportive, and transformational leadership paradigms that improve retention and psychological safety in high-stress delivery environments.
-#### Organizational Design
-
-  - **(2022)** [isprox.com: 16 Estilos de liderazgo: ΒΏcuΓ‘l es mΓ‘s efectivo?](https://isprox.com/es/16-estilos-liderazgo-cual-es-mas-efectivo) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” Evaluates 16 distinct leadership models, contrasting authoritative and laissez-faire approaches with agile-friendly, situational, and servant leadership styles. Helps engineering directors choose a style matching their team's level of maturity.
-### Workplace Culture
-
-#### Conflict Resolution (1)
-
-  - **(2021)** [euroresidentes.com: La intimidaciΓ³n verbal en la empresa](https://www.euroresidentes.com/empresa/exito-empresarial/la-intimidacin-verbal-en-la-empresa) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” Tackles verbal intimidation and toxic communication habits in corporate environments. Outlines methods for building psychological safety, addressing workplace harassment, and establishing strict ethical communication rules to protect engineering talent.
-## Management and Strategy
-
-### Engineering Culture (1)
-
-#### Career Development (3)
-
-  - **(2023)** [**Promotion-Based Development: A Fast Track to Mediocrity**](https://vadimkravcenko.com/shorts/promotion-based-development) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A thought-provoking critique of development environments where promotion tracks heavily incentivize complex over-engineering and short-term visibility tasks rather than long-term architectural stability. Warns against standard architectural anti-patterns created by misaligned individual KPIs. Highly valuable reading for engineering leadership.
-## Organizational Design (1)
-
-### Team Topologies
-
-#### Implementation
-
-  - **(2020)** [itrevolution.com: Get Started With Team Topologies In 8 Steps](https://itrevolution.com/articles/get-started-with-team-topologies-in-8-steps)  [COMMUNITY-TOOL] β€” A practical roadmap to implementing Team Topologies, focusing on identifying stream-aligned, platform, enabling, and complicated-subsystem teams. Provides concrete steps for reducing cognitive load and managing team interaction modes to improve flow and speed up product feedback loops.
-#### Team Structure
-
-  - **(2020)** [itrevolution.com: The Problem With Org Charts](https://itrevolution.com/articles/the-problem-with-org-charts)  [COMMUNITY-TOOL] β€” Explores the friction between traditional hierarchical organizational charts and the dynamic, communication-focused patterns required for modern software delivery. Highlights how Conway's Law dictates that systems design mirrors communication structures, recommending shifting towards Team Topologies-aligned structures to streamline product delivery.
 ## Platform Engineering
 
+### GitOps
+
+#### Helm Lifecycle Management
+
+  - **(2022)** [**codefresh.io: Using a Kanban board to manage and promote Helm Releases 🌟**](https://octopus.com/devops) [EN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Analyzes the application of visual Kanban paradigms to Kubernetes deployment pipelines, specifically managing and promoting Helm releases across environments. Contrasts traditional CI/CD promotion techniques with visual value stream modeling, demonstrating how platform teams can reduce deployment friction and coordinate microservice boundaries with clear board transitions.
 ### Innersource
 
 #### DevOps Transition
 
   - **(2021)** [**devops.com: Breaking Down Silos: Applying Open Source Practices in the Workplace**](https://devops.com/breaking-down-silos-applying-open-source-practices-in-the-workplace) [EN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Explores the concepts of 'InnerSource'β€”using open-source development practices (like asynchronous code reviews, public pull request discussions, and clear system API documentation) inside enterprise software boundaries. Demonstrates how to break down engineering silos, improve cross-team contributions, and accelerate microservice development velocity.
-### Organizational Scaling (3)
+### Organizational Scaling
 
 #### DevOps Transition (1)
 
@@ -404,103 +57,9 @@
 #### DevOps Metrics
 
   - **(2020)** [==infoq.com: Driving DevOps with Value Stream Management==](https://www.infoq.com/articles/DevOps-value-stream) [EN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A deep dive into Value Stream Management (VSM) as a framework for aligning microservice delivery pipelines with business outcomes. Details how to identify bottlenecks in the software development lifecycle (SDLC) by mapping flow metrics (lead time, cycle time, throughput). Illustrates how VSM coordinates engineering efforts to maximize systemic efficiency and avoid localized optimization traps.
-## Product Management (1)
-
-### Design Strategy
-
-#### Micro-optimizations
-
-  - **(2021)** [joelcalifa.com: Tiny Wins](https://joelcalifa.com/blog/tiny-wins)  [COMMUNITY-TOOL] β€” Details the highly effective concept of 'Tiny Wins'β€”prioritizing and executing small, high-impact product UX/UI micro-optimizations. Demonstrates how compound micro-improvements drastically improve overall user satisfaction and system usability with minimal architectural overhead or engineering effort.
-### Methodology
-
-#### Alternative Paradigms
-
-  - **(2021)** [blog.asmartbear.com: I hate MVPs. So do your customers. Make it SLC instead 🌟](https://blog.asmartbear.com/slc.html)  [COMMUNITY-TOOL] β€” Challenges the traditional MVP (Minimum Viable Product) paradigm, advocating instead for the 'SLC' (Simple, Lovable, and Complete) framework. Argues that customers reject bare-bones MVPs, and outlines how building high-quality, fully realized smaller feature sets ensures stronger initial retention and reliable early feedback.
-#### Minimum Viable Product
-
-  - **(2023)** [blog.hubspot.es: MVP: 3 pasos para desarrollar un Producto mΓ­nimo viable](https://blog.hubspot.es/sales/producto-minimo-viable) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” A 3-step Spanish guide for planning and executing an MVP. Details strategies to prioritize core features, validate assumptions through immediate customer telemetry, and iterate based on quantitative post-launch metrics.
-  - **(2022)** [bloo.media: Producto MΓ­nimo Viable ΒΏQuΓ© es y cΓ³mo crearlo?](https://bloo.media/blog/producto-minimo-viable-mvp) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” A technical blueprint for defining and launching an MVP, emphasizing cost-efficiency and user-centric prioritization. Outlines processes for building validation loops, avoiding scope creep, and designing feedback architectures to capture early adopter usage.
-  - **(2022)** [gammaux.com: CΓ³mo definir un Minimum Viable Product (MVP)](https://www.gammaux.com/blog/como-definir-un-minimum-viable-product-mvp) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” A technical UX-oriented guide detailing how to scope and define an MVP. Illustrates methods to synthesize user research, map technical constraints to design prototypes, and ensure the initial deployment represents viable technical and user value.
-  - **(2020)** [gazafatonarioit.com: Entiende el MVP (Producto MΓ­nimo Viable) y por quΓ© prefiero Producto que se pueda probar, utilizar y adorar mΓ‘s temprano](https://www.gazafatonarioit.com/2020/09/entiende-el-mvp-producto-minimo-viable.html) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” Explores the Minimum Viable Product (MVP) concept, advocating for a focus on early, usable, and high-quality user experiences over raw, half-finished feature sets. Proposes shifting from basic MVP models to solutions that users can test, love, and adopt early.
-## Project Management (2)
-
-### Agile Methodologies (2)
-
-#### Agile Framework
-
-  - **(2016)** [forbes.com: Explaining Agile 🌟](https://www.forbes.com/sites/stevedenning/2016/09/08/explaining-agile) [N/A CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A foundational analysis on the core principles of Agile as a paradigm of delivery. Emphasizes self-organization, customer-centric value streams, and continuous iteration as cultural priorities over rigid procedural metrics.
-#### Agile vs Waterfall
-
-  - **(2022)** [cio.com: Agile vs. waterfall: Project methodologies compared](https://www.cio.com/article/194093/agile-vs-waterfall-project-methodologies-compared.html) [N/A CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An executive-level comparison between waterfall project management and iterative agile frameworks. Details the risk profiles, resource distributions, and delivery tempos associated with each model.
-#### Enterprise Leadership
-
-  - **(2020)** [enterprisersproject.com: Scrum and Kanban: 3 realities CIOs should know](https://enterprisersproject.com/article/2020/10/scrum-kanban-3-realities-cios) [N/A CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Strategic insights for enterprise technology leaders executing agile transitions. Examines team dynamics, organizational culture barriers, and practical hybrid methodology models within highly regulated business domains.
-#### Product Management (2)
-
-  - **(2020)** [scrum.org: Make Sure You Don’t Build High Performing Teams Just to Deliver Wrong Things Faster](https://www.scrum.org/resources/blog/make-sure-you-dont-build-high-performing-teams-just-deliver-wrong-things-faster) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Scrum.org editorial highlighting the architectural dangers of optimizing engineering velocity without validating product value. Emphasizes establishing early customer feedback loops to prevent shipping incorrect software configurations faster.
-  - **(2020)** [scrum.org: Minimum Viable Product Considered Harmful 🌟](https://www.scrum.org/resources/blog/minimum-viable-product-considered-harmful) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A critical assessment of the traditional Minimum Viable Product (MVP) approach. Suggests that releasing poor quality MVPs can damage brand reputation, advocating instead for the delivery of highly-polished Minimum Awesome Products.
-#### Scrum Framework (1)
-
-  - **(2021)** [scrum.org: What Happens To The Sprint Backlog Items That Are Not Done?](https://www.scrum.org/resources/blog/vlog-what-happens-sprint-backlog-items-are-not-done) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Official Scrum.org advisory detailing the correct lifecycle of uncompleted Sprint Backlog items. Establishes the architectural pattern of moving unfinished work back to the Product Backlog to preserve sprint scope integrity.
-  - **(2021)** [scrum.org: Scrum 2021: Getting You Started as Scrum Master or Product Owner](https://www.scrum.org/resources/blog/scrum-2021-getting-you-started-scrum-master-or-product-owner) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Official Scrum.org walkthrough outlining the changes and accountability updates introduced in the 2020-2021 Scrum Guide, including the addition of Product Goals and simplified commit models.
-  - **(2021)** [age-of-product.com: Scrum 2021: Getting You Started as Scrum Master or Product Owner](https://age-of-product.com/scrum-2021) [N/A CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A practical onboarding guide for newly appointed Scrum Masters and Product Owners. Outlines core responsibilities, meeting setups, and delivery tracking rules matching updated agile patterns.
-#### Scrum vs Kanban
-
-  - **(2020)** [blog.scrumstudy.com: Scrum and Kanban, alike or different?](https://blog.scrumstudy.com/scrum-and-kanban-alike-or-different-2) [N/A CONTENT] 🌟 [COMMUNITY-TOOL] β€” A structural analysis comparing Scrum iterations and Kanban workflows. Explores trade-offs in velocity, team responsibility, and scheduling mechanics, providing project leaders with strategic decision criteria.
-#### Scrum with Kanban
-
-  - **(2021)** [**scrum.org: Kanban Guide for Scrum Teams**](https://www.scrum.org/resources/kanban-guide-scrum-teams) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” The official guide detailing the integration of Kanban practices within established Scrum teams. Explains how to leverage WIP limits, cycle-time tracking, and workflow visualization to optimize team performance without sacrificing Scrum principles.
-### Anti-Patterns
-
-#### Risk Mitigation
-
-  - **(2021)** [ewsolutions.com: Worst Project Management Practices](https://www.ewsolutions.com/worst-project-management-practices)  [COMMUNITY-TOOL] β€” Identifies and deconstructs worst-case project management practices and structural anti-patterns in complex engineering environments. Highlights how excessive documentation, siloing, lack of transparency, and poor risk-modeling derail high-budget software and cloud projects.
-### Governance
-
-#### RACI Matrix
-
-  - **(2023)** [blog.hubspot.es: Matriz RACI: quΓ© es y cΓ³mo utilizarla para asignar responsabilidades](https://blog.hubspot.es/marketing/matriz-raci) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” Spanish guide explaining the deployment of RACI matrices to structure large-scale digital initiatives. Demonstrates templates and practical examples to map stakeholder communication strategies, avoiding operational bottlenecking during critical release cycles.
-  - **(2021)** [Understanding Responsibility Assignment Matrix (RACI Matrix)](https://project-management.com/understanding-responsibility-assignment-matrix-raci-matrix)  [COMMUNITY-TOOL] β€” Explains the design and execution of the Responsibility Assignment Matrix (RACI), highlighting its critical role in multi-stakeholder enterprise engineering projects. Details how to clarify roles (Responsible, Accountable, Consulted, Informed) to eliminate organizational ambiguity and speed up operational decision-making.
-  - **(2021)** [rockcontent.com: mejor las responsabilidades con la Matriz RACI](https://analoghq.ai/blog/es/matriz-raci) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” Provides a detailed breakdown of the RACI model for assigning responsibility within multidisciplinary digital product teams. Explores how defining ownership upfront helps prevent friction during agile development iterations and release activities.
-  - **(2021)** [jaumepujolcapllonch.com: La matriz RACI y la asignación de responsabilidades](https://www.jaumepujolcapllonch.com/la-matriz-raci-y-la-asignacion-de-responsabilidades) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” An academic and practical analysis of responsibility delegation using the RACI framework. Discusses common implementation pitfalls, such as assigning multiple 'Accountable' parties, and how to balance ownership in complex software delivery and systems administration projects.
-## Software Engineering
-
-### Agile Methodologies (3)
-
-#### Process Comparison
-
-  - **(2022)** [What's the Difference? Agile vs Scrum vs Waterfall vs Kanban](https://www.smartsheet.com/agile-vs-scrum-vs-waterfall-vs-kanban)  [COMMUNITY-TOOL] β€” Explores differences between Agile, Scrum, Kanban, and Waterfall project management. Discusses how each framework dictates team cadence, task estimation, and feedback loops, emphasizing the choice of methodology based on scope stability and team velocity goals.
-  - **(2022)** [lucidchart.com: Agile vs. Waterfall vs. Kanban vs. Scrum: What’s the Difference?](https://lucid.co/blog/agile-vs-waterfall-vs-kanban-vs-scrum)  [COMMUNITY-TOOL] β€” Provides a visual-oriented breakdown of classic and modern software lifecycle management frameworks. Helps technical architects align operational workflows (such as sprint planning and continuous delivery cycles) with the organizational capability and architecture style of the organization.
-  - **(2022)** [softwaretestinghelp.com: Kanban Vs Scrum Vs Agile: A Detailed Comparison To Find Differences](https://www.softwaretestinghelp.com/kanban-vs-scrum-vs-agile)  [COMMUNITY-TOOL] β€” Provides an in-depth operational comparison of Kanban, Scrum, and the broader Agile umbrella, focusing on metrics like lead time, cycle time, and velocity. Assists teams in identifying optimal task visualization mechanics to reduce blockages and operational waste in delivery pipelines.
-  - **(2021)** [visual-paradigm.com: Scrum vs Waterfall vs Agile vs Lean vs Kanban](https://www.visual-paradigm.com/scrum/scrum-vs-waterfall-vs-agile-vs-lean-vs-kanban)  [COMMUNITY-TOOL] β€” A comprehensive comparison of major software development paradigms, breaking down the operational mechanics of Scrum, Kanban, Waterfall, Agile, and Lean. Synthesizes when to leverage iterative sprints versus continuous flow models to maximize delivery velocity and quality.
-  - **(2021)** [greycampus.com: What's the Difference? Agile vs Scrum vs Waterfall vs Kanban](https://www.greycampus.com)  [COMMUNITY-TOOL] β€” Analyzes project management frameworks with a focus on contrasting agile methodologies against traditional waterfall planning. Delineates how Scrum and Kanban optimize resource allocation and limit work-in-progress to handle volatile development environments.
-#### Scrum and Kanban
-
-  - **(2023)** [atlassian.com: Kanban vs. Scrum](https://www.atlassian.com/agile/kanban/kanban-vs-scrum)  [COMMUNITY-TOOL] β€” The industry-standard guide dissecting the tactical differences between Kanban's continuous flow and Scrum's time-boxed sprints. Focuses on roles (Scrum Master, Product Owner) versus non-prescriptive Kanban workflows, helping engineering leads choose optimal cadences.
-  - **(2022)** [k21academy.com: Scrum vs Kanban](https://k21academy.com/scrum/scrum-vs-kanban)  [COMMUNITY-TOOL] β€” A technical overview comparing Scrum sprints and Kanban boards, aimed at cloud engineering professionals. Emphasizes how task-level agile delivery frameworks interface with cloud DevOps pipelines to drive high-frequency infrastructure deployments.
-### Anti-Patterns (1)
-
-#### Engineering Culture (2)
-
-  - **(2021)** [nichesoftware.co.nz: Promotion Driven Development (PDD) 🌟](https://www.nichesoftware.co.nz/2021/05/29/promotion-driven-development.html)  [COMMUNITY-TOOL] β€” Critiques the anti-pattern of Promotion Driven Development (PDD), where engineers select unnecessary, highly complex tools and over-engineer architectures to pad resumes for promotions. Warns against the resulting complexity, technical debt, and team maintenance burdens.
-### Hybrid Methodologies
-
-#### Agile-Waterfall Integration
-
-  - **(2021)** [deloitte.com: Bringing Agile benefits to a waterfall project](https://www.deloitte.com/us/en/insights/industry/government-public-sector-services.html)  [LEGACY] β€” Addresses the hybrid integration of Agile practices within strictly regulated, legacy Waterfall enterprise environments. Details techniques for implementing iterative testing, continuous integration, and phased feedback loops to de-risk waterfall releases without violating structural compliance protocols.
-### Productivity
-
-#### Platform Engineering (1)
-
-  - **(2023)** [swarmia.com/build: Build Elements of an Effective Software Organization](https://www.swarmia.com/build) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Provides an advanced framework for measuring and optimizing software organization effectiveness. Delves into metric patterns (such as DORA, SPACE, and developer cognitive load metrics) to scale delivery, remove operational bottlenecks, and build reliable developer platforms.
-## Software Supply Chain
-
-### Security and Compliance (1)
-
-#### Open Source Vulnerabilities
-
-  - **(2022)** [**techcrunch.com: Protestware on the rise: Why developers are sabotaging their own code**](https://techcrunch.com/2022/07/27/protestware-code-sabotage) [EN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Investigates the complex security phenomenon of 'protestware,' where open-source maintainers intentionally introduce destructive changes or regional exploits into widely used packages for political or social reasons. Details the architectural impact on enterprise software supply chains and highlights the urgent necessity for robust dependency pinning, software bills of materials, and strict package mirroring.
 
 ---
-πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [Developerportals](./developerportals.md) | [SRE](./sre.md)
+πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [Test Automation Frameworks](./test-automation-frameworks.md) | [SRE](./sre.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/project-management-tools.md b/v2-docs/project-management-tools.md
index 42dfddcd..6bf8b9ee 100644
--- a/v2-docs/project-management-tools.md
+++ b/v2-docs/project-management-tools.md
@@ -8,119 +8,20 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [Collaboration Tools](#collaboration-tools)
-  - [SaaS Utilities](#saas-utilities)
-    - [Quick Link](#quick-link)
 1. [Developer Productivity](#developer-productivity)
-  - [Business Utilities](#business-utilities)
-    - [Invoicing](#invoicing)
-    - [Naming Generator](#naming-generator)
-    - [Operations](#operations)
   - [Collaboration](#collaboration)
-    - [Chat Platforms](#chat-platforms)
-    - [Cloud Storage](#cloud-storage)
     - [Micro-frontends](#micro-frontends)
-    - [Video Conferencing](#video-conferencing)
-  - [Documentation](#documentation)
-    - [Continuous Documentation](#continuous-documentation)
-    - [Knowledge Base](#knowledge-base)
-    - [Note-Taking](#note-taking)
-  - [Project Management](#project-management)
-    - [Agile Platforms](#agile-platforms)
-    - [Open Source PM](#open-source-pm)
-    - [Templates](#templates)
-  - [Utilities](#utilities)
-    - [Alternatives Finder](#alternatives-finder)
-    - [GitHub Shortcuts](#github-shortcuts)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [Servicenow](https://www.servicenow.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Servicenow in the Kubernetes Tools ecosystem.
-  - [Best Project Management Software of 2020](https://neilpatel.com/blog/best-project-management-software)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Best Project Management Software of 2020 in the Kubernetes Tools ecosystem.
-  - [techrepublic.com: Kanboard: A simple to deploy, easy to use Kanban board' for project management](https://www.techrepublic.com/article/kanboard-a-simple-to-deploy-easy-to-use-kanban-board-for-project-management)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering techrepublic.com: Kanboard: A simple to deploy, easy to use Kanban board' for project management in the Kubernetes Tools ecosystem.
-## Collaboration Tools
-
-### SaaS Utilities
-
-#### Quick Link
-
-  - **(2026)** [**Google Docs: doc.new**](https://accounts.google.com/v3/signin/identifier?continue=https%3A%2F%2Fdocs.google.com%2Fdocument%2Fu%2F0%2Fcreate%3Fusp%3Ddot_new&dsh=S-551027576%3A1779031360486315&followup=https%3A%2F%2Fdocs.google.com%2Fdocument%2Fu%2F0%2Fcreate%3Fusp%3Ddot_new<mpl=docs&osid=1&passive=1209600&service=wise&flowName=WebLiteSignIn&flowEntry=ServiceLogin&ifkv=AWa2PasT3fzmBVDogbYOa448WODYqcNpbr94eLlOd4kL-w5BLgVa3s5bweNB_q-BV6hVUtWFJzfuoQ) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Direct shortcut mechanism for instantly initializing an empty, collaborative Google Doc environment under the user's active Google account identity. Highly useful for collaborative platform runtime documentation and note taking.
-  - **(2026)** [**Spreadsheets: sheet.new**](https://accounts.google.com/v3/signin/identifier?continue=https%3A%2F%2Fdocs.google.com%2Fspreadsheets%2Fu%2F0%2Fcreate%3Fusp%3Ddot_new&dsh=S338656440%3A1779029465061496&followup=https%3A%2F%2Fdocs.google.com%2Fspreadsheets%2Fu%2F0%2Fcreate%3Fusp%3Ddot_new<mpl=sheets&osid=1&passive=1209600&service=wise&flowName=WebLiteSignIn&flowEntry=ServiceLogin&ifkv=AWa2PauvFLix7FhDQsyeXMzly7IlWofT_GeExGBZD5PeXgcMI8_fmgxBG05tRNkG3ISAaCxExVB7) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Browser shortcut mapping that provisions a blank cloud-based Google Sheets environment immediately. Typically used within operational engineering environments for quick tracking of cluster audits, FinOps billing lists, or migration runbooks.
 ## Developer Productivity
 
-### Business Utilities
-
-#### Invoicing
-
-  - **(2021)** [opensource.com: A guide to simplifying invoicing with this open source tool](https://opensource.com/article/21/7/open-source-invoicing-po)  [COMMUNITY-TOOL] β€” A guided overview of utilizing modern, open-source invoicing and billing software to streamline purchase order processes and administrative overhead within smaller tech businesses or individual consulting practices.
-#### Naming Generator
-
-  - **(2026)** [namelix.com](https://namelix.com)  [COMMUNITY-TOOL] β€” An AI-powered naming utility that uses machine learning to suggest brand and project names, assisting developers in rapidly finding high-quality names for new microservices or open-source projects.
-#### Operations
-
-  - **(2022)** [opensource.com: Open source tools for running a small business in 2022](https://opensource.com/article/21/12/open-source-business-tools)  [COMMUNITY-TOOL] β€” Introduces a foundational toolkit of open-source ERP, accounting, and task-tracking platforms designed to help modern startups operate efficiently without proprietary vendor lock-in.
 ### Collaboration
 
-#### Chat Platforms
-
-  - **(2020)** [itsfoss.com: Gitter: A Cross-Platform Open Source Community Platform for Developers](https://itsfoss.com/gitter)  [LEGACY] β€” An exploration of Gitter, a highly integrated developer-focused chat tool. Note: In late 2020, Gitter migrated its infrastructure to the Matrix network, moving away from legacy proprietary structures.
-#### Cloud Storage
-
-  - **(2026)** [nextcloud.com](https://nextcloud.com)  [COMMUNITY-TOOL] β€” A highly customizable, open-source content collaboration platform providing file sharing, document editing, and workspace tools natively deployable on self-hosted Kubernetes architecture for absolute data sovereignty.
 #### Micro-frontends
 
   - **(2020)** [Podium](https://github.com/sa-mw-dach/podium) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” A developer tool designed to orchestrate server-side-rendered micro-frontends (podlets) in modular architectures, ensuring fast composition and high decoupling of user interfaces.
-#### Video Conferencing
-
-  - **(2026)** [Google meet: meet.new](https://meet.google.com/unsupported?meetingCode=new)  [COMMUNITY-TOOL] β€” Google's direct-action domain shortcut ('meet.new') designed to bypass portal menus and launch an encrypted video conference session with a single browser call.
-  - **(2026)** [Zoom: zoom.new](https://zoom.us/signin)  [COMMUNITY-TOOL] β€” Efficiency shortcut (`zoom.new`) routing enterprise authenticated sessions straight to instantly active online conference rooms.
-  - **(2021)** [opensource.com: 5 open source alternatives to Zoom](https://opensource.com/article/21/9/alternatives-zoom)  [COMMUNITY-TOOL] β€” Reviews five secure open-source video conferencing alternatives (such as Jitsi Meet) that can be easily deployed within self-hosted infrastructures to preserve data isolation.
-### Documentation
-
-#### Continuous Documentation
-
-  - **(2026)** [Swim](https://swimm.io)  [COMMUNITY-TOOL] β€” A modern continuous documentation platform that automatically updates internal technical guides by syncing directly with git repositories and tracking code changes dynamically.
-  - **(2021)** [thenewstack.io: Swimm Helps New Dev Hires Stay Afloat with Continuous Documentation](https://thenewstack.io/swimm-helps-new-dev-hires-stay-afloat-with-continuous-documentation)  [COMMUNITY-TOOL] β€” Examines how continuous documentation practices supported by Swimm accelerate engineering onboarding, ensuring new developers have real-time, context-aware code blueprints.
-#### Knowledge Base
-
-  - **(2026)** [Atlassian Confluence](https://www.atlassian.com/software/confluence)  [COMMUNITY-TOOL] β€” Enterprise corporate wiki and collaborative document editor platform. Helps development teams compile, search, and maintain technical wikis, sprint retrospectives, and Architecture Decision Records (ADRs).
-  - **(2020)** [opensource.com: 3 open source alternatives to Confluence](https://opensource.com/article/20/9/open-source-alternatives-confluence)  [COMMUNITY-TOOL] β€” A comparative guide highlighting three popular open-source alternatives to Confluence, enabling teams to build customizable, cost-effective, and secure self-hosted internal documentation bases.
-#### Note-Taking
-
-  - **(2026)** [==joplin==](https://github.com/laurent22/joplin) ⭐ 55187  [TYPESCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A widely adopted open-source note-taking and to-do application. Supports End-to-End Encryption (E2EE), Markdown editing, and dynamic synchronization across private cloud systems.
-### Project Management
-
-#### Agile Platforms
-
-  - **(2026)** [Jira](https://www.atlassian.com/software/jira)  [COMMUNITY-TOOL] β€” Industry-standard agile project management and issue-tracking platform. Widely integrated with Git providers and CI/CD triggers to coordinate work items across scale-out software development and platform engineering teams.
-  - **(2026)** [ifuckinghatejira.com](https://ifuckinghatejira.com)  [COMMUNITY-TOOL] β€” A satirical community-run portal expressing development team frustrations with overly complex Agile/Jira administrative overhead, emphasizing the need for streamlined development workflows.
-  - **(2021)** [devops.com: Clubhouse Becomes Shortcut to Transform Software Project Management](https://devops.com/clubhouse-becomes-shortcut-to-transform-software-project-management)  [COMMUNITY-TOOL] β€” Reviews the rebranding and feature expansion of Clubhouse into Shortcut, reinforcing its identity as a fast, highly collaborative agile task and workflow tracking platform built for growth-stage engineering teams.
-  - **(2021)** [entrepreneur.com: Which Project Management Timeline Tool Is Right for Your Team?](https://www.entrepreneur.com)  [COMMUNITY-TOOL] β€” An analysis of team timeline planning utilities, providing technical leaders with actionable parameters to choose optimal roadmap platforms aligned with team velocity and sizing.
-#### Open Source PM
-
-  - **(2026)** [OpenProject](https://www.openproject.org)  [COMMUNITY-TOOL] β€” Premier open-source web-based project management software supporting hybrid, agile, and classic waterfall projects. Features collaborative planning, roadmapping, and robust issue tracking.
-  - **(2023)** [openproject.org: How to create, configure and manage your projects with OpenProject](https://www.openproject.org/blog/create-configure-manage-projects-openproject)  [COMMUNITY-TOOL] β€” Configuration reference outlining project structures in OpenProject, combined with deployment walk-throughs for hosting the platform using PostgreSQL databases containerized within Kubernetes clusters.
-  - **(2021)** [makeuseof.com: The 8 Best Open-Source Project Management Software](https://www.makeuseof.com/best-open-source-project-management-software)  [COMMUNITY-TOOL] β€” A practical list highlighting eight high-grade open-source project management platforms that grant software teams full deployment flexibility, customization, and absolute data control.
-#### Templates
-
-  - **(2017)** [engineeringmanagement.info: Planning and Schedule Free Templates](https://www.engineeringmanagement.info/2017/02/planning-and-schedule-free-templates.html)  [COMMUNITY-TOOL] β€” A curated repository containing free, downloadable project planning, scheduling, and Gantt chart templates designed to assist engineering managers in tracking milestones and system deployments.
-### Utilities
-
-#### Alternatives Finder
-
-  - **(2022)** [btw.so: Open Source Alternatives 🌟](https://www.btw.so/open-source-alternatives)  [COMMUNITY-TOOL] β€” A comprehensive database index mapping popular proprietary SaaS applications to functional, privacy-focused open-source alternatives, assisting companies in reducing licensing expenditures.
-#### GitHub Shortcuts
-
-  - **(2026)** [GH repos: repo.new](https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fnew)  [COMMUNITY-TOOL] β€” The standard browser shortcut (`repo.new`) designed to route authenticated developer sessions directly to GitHub's repository creation workspace. Enables rapid workspace initialization and deployment pipeline seeding.
-  - **(2026)** [GH Gists: gist.new](https://gist.github.com/starred)  [COMMUNITY-TOOL] β€” An efficiency shortcut (`gist.new`) that directs users to GitHub's Gist creation environment. Allows developers to rapidly save, share, and audit isolated code configurations, terminal scripts, or stack traces without initializing full Git trees.
 
 ---
-πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [Developerportals](./developerportals.md) | [SRE](./sre.md)
+πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [Test Automation Frameworks](./test-automation-frameworks.md) | [SRE](./sre.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Cloudflare](./cloudflare.md)
 
diff --git a/v2-docs/prometheus.md b/v2-docs/prometheus.md
index 88dd442d..0ea2524a 100644
--- a/v2-docs/prometheus.md
+++ b/v2-docs/prometheus.md
@@ -12,126 +12,26 @@
   - [Observability](#observability)
     - [Prometheus](#prometheus-1)
       - [AWS Integration](#aws-integration)
-      - [Agentless Monitoring](#agentless-monitoring)
-      - [Architecture Overview](#architecture-overview)
-      - [Case Studies](#case-studies)
       - [Client Libraries](#client-libraries)
-      - [Core Platform](#core-platform)
-      - [Database Monitoring](#database-monitoring)
-      - [Deployment](#deployment)
-      - [Deployment Automation](#deployment-automation)
-      - [Docker Swarm](#docker-swarm)
-      - [Ecosystem Evolution](#ecosystem-evolution)
-      - [Homelab](#homelab)
-      - [Infrastructure Monitoring](#infrastructure-monitoring)
-      - [Introduction](#introduction)
-      - [Kubernetes Monitoring](#kubernetes-monitoring)
-      - [Kubernetes Operators](#kubernetes-operators)
       - [Pushgateway](#pushgateway)
       - [Query Tools](#query-tools)
-      - [Security](#security)
-      - [TSDB Internals](#tsdb-internals)
-      - [Tutorials](#tutorials)
-    - [Scale and Architecture](#scale-and-architecture)
-      - [Best Practices](#best-practices)
 1. [Cloud Native Platforms](#cloud-native-platforms)
   - [Azure](#azure)
     - [Azure Monitor Integration](#azure-monitor-integration)
-  - [Google Cloud Platform](#google-cloud-platform)
-    - [Managed Observability](#managed-observability)
-    - [Product Announcements](#product-announcements)
   - [Kubernetes](#kubernetes)
     - [Multi-Arch Telemetry](#multi-arch-telemetry)
-1. [Infrastructure](#infrastructure)
-  - [Message Brokers](#message-brokers)
-    - [ActiveMQ](#activemq)
-1. [Infrastructure as Code](#infrastructure-as-code)
-  - [Ansible](#ansible)
-    - [Infrastructure Visualization](#infrastructure-visualization)
-    - [Legacy Deployments](#legacy-deployments)
-    - [Node Exporter Deployment](#node-exporter-deployment)
-    - [Prometheus Deployment](#prometheus-deployment)
-    - [Telegraf Deployment](#telegraf-deployment)
-  - [Package Archives](#package-archives)
-    - [Metric Collection](#metric-collection)
-1. [Kubernetes Tools](#kubernetes-tools)
-  - [General Reference](#general-reference)
-1. [Middleware](#middleware)
-  - [Messaging Orchestration](#messaging-orchestration)
-    - [ActiveMQ Classic](#activemq-classic)
-    - [Artemis Extensions](#artemis-extensions)
-    - [Artemis Management](#artemis-management)
 1. [Observability](#observability-1)
-  - [Alert Management](#alert-management)
-    - [Core Releases](#core-releases)
-    - [Visualizers](#visualizers)
-  - [Application Instrumentation](#application-instrumentation)
-    - [JVM](#jvm)
-  - [Big Data Monitoring](#big-data-monitoring)
-    - [Apache Spark](#apache-spark)
   - [Distributed Storage](#distributed-storage)
     - [Cortex Engine](#cortex-engine)
     - [InfluxDB](#influxdb)
     - [M3 Engine](#m3-engine)
     - [Thanos Engine](#thanos-engine)
-  - [Load Testing](#load-testing)
-    - [k6 Integrations](#k6-integrations)
-  - [Metrics](#metrics)
-    - [Interoperability](#interoperability)
   - [Monitoring](#monitoring)
-    - [IoT Observability](#iot-observability)
-    - [Prometheus Agent](#prometheus-agent)
-    - [Prometheus Getting Started](#prometheus-getting-started)
     - [Prometheus Meta-Monitoring](#prometheus-meta-monitoring)
-  - [Monitoring Integrations](#monitoring-integrations)
-    - [Database Monitoring](#database-monitoring-1)
-    - [Ingress and Proxy](#ingress-and-proxy)
-  - [Observability Security](#observability-security)
-    - [Hardening](#hardening)
   - [OpenTelemetry](#opentelemetry)
     - [Collector Infrastructure](#collector-infrastructure)
-    - [Distributed Tracing](#distributed-tracing)
-    - [Go SDK](#go-sdk)
-    - [Java Runtime](#java-runtime)
-    - [Kubernetes Integration](#kubernetes-integration)
-    - [SDK Bootstraps](#sdk-bootstraps)
-    - [Zero-Code Instrumentation](#zero-code-instrumentation)
   - [Prometheus](#prometheus-2)
-    - [Core Platform](#core-platform-1)
-    - [Custom Instrumentation](#custom-instrumentation)
-    - [Ecosystem](#ecosystem)
-    - [Initial Configuration](#initial-configuration)
-    - [Operational Deployment](#operational-deployment)
-  - [Prometheus Ecosystem](#prometheus-ecosystem)
-    - [Agent Architecture](#agent-architecture)
-    - [Architecture Comparison](#architecture-comparison)
-    - [Best Practices](#best-practices-1)
-    - [Configuration Management](#configuration-management)
-    - [Core Architecture](#core-architecture)
-    - [Core Principles](#core-principles)
-    - [Edge Architectures](#edge-architectures)
-    - [Installation](#installation)
-    - [Performance and Tuning](#performance-and-tuning)
-    - [Production Scaling](#production-scaling)
-    - [Releases and Governance](#releases-and-governance)
-  - [SLAs and SLOs](#slas-and-slos)
-    - [Generators](#generators)
-    - [Jsonnet Libraries](#jsonnet-libraries)
-    - [Reference Implementation](#reference-implementation)
-  - [Scraping and Exporters](#scraping-and-exporters)
-    - [Blackbox Probing](#blackbox-probing)
-    - [Cloud Exporters](#cloud-exporters)
-    - [Database Monitoring](#database-monitoring-2)
-    - [Discovery](#discovery)
-    - [JVM Monitoring](#jvm-monitoring)
-    - [Kubernetes Exporters](#kubernetes-exporters)
-    - [Security Exporters](#security-exporters)
-  - [System Monitoring](#system-monitoring)
-    - [Linux](#linux)
-  - [Time Series Databases](#time-series-databases)
-    - [Cardinality Management](#cardinality-management)
-  - [Visualization](#visualization)
-    - [Grafana Dashboards](#grafana-dashboards)
+    - [Core Platform](#core-platform)
 
 ## Cloud Native Infrastructure
 
@@ -142,76 +42,15 @@
 ##### AWS Integration
 
   - **(2020)** [itnext.io - Prometheus: yet-another-cloudwatch-exporter β€” collecting AWS CloudWatch metrics](https://itnext.io/prometheus-yet-another-cloudwatch-exporter-collecting-aws-cloudwatch-metrics-806bd34818a8) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This article introduces 'YACE' (Yet Another CloudWatch Exporter), a high-performance Go-based exporter designed to retrieve AWS CloudWatch metrics. By utilizing AWS API calls optimally, YACE reduces AWS API transactional costs compared to the official Java-based CloudWatch exporter.
-##### Agentless Monitoring
-
-  - **(2021)** [cribl.io: Using Prometheus for Agentless Monitoring](https://cribl.io/blog/using-prometheus-for-agentless-monitoring) [N/A CONTENT]  [LEGACY] β€” Explores agentless infrastructure monitoring architectures with Prometheus. Contrasts deploying individual node_exporter daemons with querying API-based metric proxy endpoints, using SNMP exporters, or utilizing blackbox endpoints to analyze legacy infrastructure targets.
-##### Architecture Overview
-
-  - **(2019)** [Cloud Native Monitoring with Prometheus 🌟](https://samirbehara.com/2019/05/30/cloud-native-monitoring-with-prometheus) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An architectural review of cloud-native monitoring patterns utilizing Prometheus. It contrasts traditional push-based monitoring models with the pull-based multi-dimensional metrics architecture, mapping the interaction between Server, Discovery, Alertmanager, and Grafana.
-##### Case Studies
-
-  - **(2020)** [zerodha.tech: Infrastructure monitoring with Prometheus at Zerodha](https://zerodha.tech/blog/infra-monitoring-at-zerodha) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An engineering case study documenting Zerodha's migration of their high-throughput financial infrastructure monitoring to Prometheus. Highlights architecture optimizations to scale telemetry ingestion across thousands of nodes and handle high-cardinality financial datasets.
 ##### Client Libraries
 
-  - **(2026)** [LibrerΓ­as cliente](https://prometheus.io/docs/instrumenting/clientlibs) [MULTI-LANGUAGE CONTENT]  [COMMUNITY-TOOL] β€” The official directory and guide for Prometheus client libraries. It lists first-party (Go, Java, Python, Ruby) and community-developed client SDKs used to instrument application code, manage thread-safe internal registry states, and expose HTTP endpoints for pull-based metric ingestion.
   - **(2020)** [gabrieltanner.org: Golang Application monitoring using Prometheus](https://gabrieltanner.org/blog/collecting-prometheus-metrics-in-golang) [GO CONTENT]  [COMMUNITY-TOOL] β€” A practical walk-through detailing how to instrument a Go application with custom Prometheus metrics using the official client library. Demonstrates defining, registering, and incrementing Counters and Gauges, and exposes them over an HTTP handler endpoint.
-##### Core Platform
-
-  - **(2026)** [**prometheus.io**](https://prometheus.io) [GO CONTENT]  [COMMUNITY-TOOL] β€” The official homepage for Prometheus, the graduated CNCF monitoring system. Prometheus utilizes a pull model over HTTP, a multi-dimensional data model with time-series metrics identified by key-value pairs, dynamic target discovery (Kubernetes API integration), and the specialized query language PromQL.
-##### Database Monitoring
-
-  - **(2020)** [sysdig.com: Top 10 metrics in PostgreSQL monitoring with Prometheus 🌟](https://www.sysdig.com/blog/postgresql-monitoring) [SQL CONTENT]  [COMMUNITY-TOOL] β€” An in-depth article evaluating the top 10 PostgreSQL performance metrics to monitor with Prometheus via postgres_exporter. Highlights queries, cache hit ratios, active connections, vacuum frequency, lock contentions, and replication lag optimization.
-##### Deployment
-
-  - **(2020)** [howtoforge.com: How to Install Prometheus System Monitoring Tool on Ubuntu 20.04](https://www.howtoforge.com/how-to-install-prometheus-on-ubuntu-20-04) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” A standard system administration guide explaining the manual compilation, security provisioning, and installation of the Prometheus system monitoring engine on Ubuntu 20.04 LTS servers. Focuses on directory provisioning, systemd automation, and basic target verification.
-##### Deployment Automation
-
-  - **(2018)** [How to use Ansible to set up system monitoring with Prometheus](https://opensource.com/article/18/3/how-use-ansible-set-system-monitoring-prometheus) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Demonstrates how to automate the installation, configuration, and host-level metric exporting of a Prometheus instance across Linux server fleets using Ansible playbooks. Focuses on systemd service creation, configuration templating, and automated firewall rules.
-##### Docker Swarm
-
-  - **(2020)** [innoq.com: Scraping a Docker swarm service with Prometheus](https://www.innoq.com/en/blog/2020/04/scraping-docker-swarm-service-instances-with-prometheus) [YAML CONTENT]  [COMMUNITY-TOOL] β€” This article outlines architectural patterns to configure Prometheus scraping in a Docker Swarm cluster. Focuses on resolving dynamic Swarm task container IPs by implementing native DNS service discovery patterns or deploying customized scraping helper daemons.
-##### Ecosystem Evolution
-
-  - **(2020)** [Prometheus Monitoring Ecosystem Begins to Mature](https://containerjournal-com.cdn.ampproject.org/c/s/containerjournal.com/topics/container-ecosystems/prometheus-monitoring-ecosystem-begins-to-mature/amp) [N/A CONTENT]  [COMMUNITY-TOOL] β€” This article evaluates the maturity curve of the Prometheus ecosystem. It details the transition from single-node monitoring limitations to high-availability multi-cluster metrics storage engines (e.g., Thanos, Cortex). Highlights the consolidation of the Prometheus Operator and the expansion of security features like TLS.
-##### Homelab
-
-  - **(2021)** [opensource.com: Run Prometheus at home in a container](https://opensource.com/article/21/7/run-prometheus-home-container) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A practical homelab guide detailing how to run a Prometheus instance in a Docker container. Covers simple YAML config creation to target local system services and networking equipment, establishing basic observability without complex orchestration.
-##### Infrastructure Monitoring
-
-  - **(2020)** [sysadminxpert.com: Steps to Monitor Linux Server using Prometheus](https://sysadminxpert.com/steps-to-monitor-linux-server-using-prometheus) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” A step-by-step practical guide detailing the manual installation, systemd daemonization, and configuration of Prometheus and Node Exporter on a bare-metal or virtual Linux instance, providing a baseline setup for server metrics capture.
-##### Introduction
-
-  - **(2020)** [aprenderbigdata.com: Prometheus: IntroducciΓ³n a la MonitorizaciΓ³n de MΓ©tricas](https://aprenderbigdata.com/prometheus) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A Spanish-language introduction to Prometheus metrics monitoring. Covers core architecture, the dynamic pull-model paradigm over HTTP, structural metric types (Counters, Gauges, Histograms, Summaries), and basic PromQL querying patterns.
-##### Kubernetes Monitoring
-
-  - **(2020)** [devopscube.com: How to Setup Prometheus Monitoring On Kubernetes Cluster 🌟](https://devopscube.com/setup-prometheus-monitoring-on-kubernetes) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A detailed deployment tutorial explaining how to configure a Prometheus monitoring stack inside a Kubernetes cluster from scratch. Discusses writing YAML manifests for ConfigMaps, Deployments, ClusterRoles, ClusterRoleBindings, and Services to auto-scrape endpoints.
-  - **(2019)** [Monitoring kubernetes with Prometheus](https://opensource.com/article/19/11/introduction-monitoring-prometheus) [YAML CONTENT]  [COMMUNITY-TOOL] β€” This article outlines the fundamentals of monitoring Kubernetes clusters using Prometheus. It details how Prometheus auto-discovers endpoints, services, and nodes via the Kubernetes API, and highlights the roles of Node Exporter and kube-state-metrics in capturing OS and cluster-level state metrics.
-##### Kubernetes Operators
-
-  - **(2026)** [prometheus-operator.dev 🌟](https://prometheus-operator.dev) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The official documentation portal for Prometheus Operator. The operator simplifies cloud-native metrics operations on Kubernetes. The operator introduces custom resource definitions (CRDs) like Prometheus, ServiceMonitor, PodMonitor, and Alertmanager, allowing declarative platform setups aligned with typical GitOps patterns.
 ##### Pushgateway
 
   - **(2026)** [==Pushgateway==](https://github.com/prometheus/pushgateway) ⭐ 3334  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Official GitHub repository for Prometheus Pushgateway. Designed to allow ephemeral, short-lived, or batch jobs to push metrics to an intermediate gateway, which Prometheus then scrapes. Note that official guidelines advise against using Pushgateway for standard applications due to structural state issues.
 ##### Query Tools
 
   - **(2021)** [promlens.com 🌟](https://promlens.com) [GO CONTENT]  [COMMUNITY-TOOL] β€” PromLens is an advanced query builder and analyzer for PromQL. Created to help developers write, visualize, and debug complex PromQL expressions, it provides syntactic parsing, inline documentation, and tree-based diagnostic tools. Now integrated as an official Prometheus community project.
-##### Security
-
-  - **(2021)** [devclass.com: Safety…first? Prometheus 2.24 finally features TLS on HTTP serving endpoints](https://www.devclass.com/containers/2021/01/07/safetyfirst-prometheus-224-finally-features-tls-on-http-serving-endpoints/1626636) [GO CONTENT]  [COMMUNITY-TOOL] β€” Details the inclusion of native TLS encryption and basic authentication on HTTP endpoints starting in Prometheus 2.24. This change improved security by removing the historical requirement to deploy Nginx or Apache sidecar reverse proxies in front of Prometheus to secure control traffic.
-##### TSDB Internals
-
-  - **(2020)** [ganeshvernekar.com: Prometheus TSDB (Part 1): The Head Block](https://ganeshvernekar.com/blog/prometheus-tsdb-the-head-block) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The first entry of a detailed deep dive into Prometheus Time Series Database (TSDB) internals, focusing on the Head Block. It explains the mechanics of in-memory chunk allocation, active series data indexing, inverted index algorithms, and posting list lookups for instant query resolution.
-  - **(2020)** [ganeshvernekar.com: Prometheus TSDB (Part 2): WAL and Checkpoint](https://ganeshvernekar.com/blog/prometheus-tsdb-wal-and-checkpoint) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Part two of the TSDB deep dive, detailing Write-Ahead Logging (WAL) and checkpointing operations. It outlines how Prometheus guarantees data persistence during system crashes by sequentially logging samples, and explains the checkpoint garbage collection strategy to optimize disk space.
-  - **(2020)** [ganeshvernekar.com: Prometheus TSDB (Part 3): Memory Mapping of Head Chunks from Disk](https://ganeshvernekar.com/blog/prometheus-tsdb-mmapping-head-chunks-from-disk) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Part three of the TSDB deep dive, explaining how Prometheus memory-maps (mmap) historical head chunks to disk. By offloading cold chunks from RAM to disk while maintaining access references in memory, Prometheus significantly reduces its operational RAM requirements under dense monitoring workloads.
-  - **(2020)** [ganeshvernekar.com: Prometheus TSDB (Part 4): Persistent Block and its Index](https://ganeshvernekar.com/blog/prometheus-tsdb-persistent-block-and-its-index) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Part four of the TSDB deep-dive series, analyzing the persistent block layout and its index structures on disk. Covers how the compactor merges historical 2-hour TSDB blocks, compresses the indices, and manages directory structures to allow low-overhead analytical PromQL queries.
-##### Tutorials
-
-  - **(2019)** [youtube playlist: How to setup Prometheus 🌟](https://www.youtube.com/playlist?list=PLVx1qovxj-anCTn6um3BDsoHnIr0O2tz3) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A structured video playlist designed for developers and administrators learning Prometheus. Walks through server configuration, writing simple PromQL metric expressions, creating Prometheus alerting rules, and building operational metrics dashboards in Grafana.
-#### Scale and Architecture
-
-##### Best Practices
-
-  - **(2020)** [itnext.io: Observability at Scale](https://itnext.io/observability-at-scale-52d0d9a5fb9b) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An engineering blueprint addressing observability architecture at scale. It covers how to handle extreme metric ingestion rates, reduce high metric cardinality overheads, structure federated Prometheus servers, and deploy Thanos for long-term historical storage and global query capabilities.
 ## Cloud Native Platforms
 
 ### Azure
@@ -219,150 +58,13 @@
 #### Azure Monitor Integration
 
   - **(2025)** [Promitor 🌟](https://promitor.io) [C# CONTENT]  [COMMUNITY-TOOL] β€” An Azure Monitor collector that translates native Microsoft cloud diagnostics into a standard Prometheus-compatible API format, linking closed-source telemetry with open tools.
-### Google Cloud Platform
-
-#### Managed Observability
-
-  - **(2026)** [cloud.google.com: Google Cloud Managed Service for Prometheus](https://docs.cloud.google.com/stackdriver/docs/managed-prometheus) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official engineering configuration docs for GCP's managed Prometheus service. Guides users on setting up GKE-based scrapers and writing scalable PromQL statements.
-  - **(2021)** [cloud.google.com: Get planet-scale monitoring with Managed Service for Prometheus](https://cloud.google.com/blog/products/operations/introducing-google-cloud-managed-service-for-prometheus) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Announcement details of Google's managed Prometheus service. Details how GCP scales metric workloads globally using Monarch storage engines while preserving native PromQL and operator structures.
-#### Product Announcements
-
-  - **(2022)** [cloud.google.com: Google Cloud Managed Service for Prometheus is now generally available](https://cloud.google.com/blog/products/devops-sre/easy-managed-prometheus-metrics-service-for-kubernetes) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Historical general availability statement for Google's managed Prometheus. Highlights seamless backend compatibility designed to handle high-frequency system workloads.
 ### Kubernetes
 
 #### Multi-Arch Telemetry
 
   - **(2025)** [==Cluster Monitoring stack for ARM / X86-64 platforms==](https://github.com/carlosedp/cluster-monitoring) ⭐ 754  [JSONNET CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A specialized telemetry suite crafted for physical, edge, and multi-architecture Kubernetes clusters running on ARM or x86 systems. Extends modern operators to resource-constrained environments.
-## Infrastructure
-
-### Message Brokers
-
-#### ActiveMQ
-
-  - **(2024)** [==Apache Artemis JMeter==](https://github.com/apache/artemis) ⭐ 1024  [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official source repository for Apache ActiveMQ Artemis. Built with Netty, this broker delivers low-latency messaging, supports AMQP, MQTT, and STOMP, and provides an efficient data distribution engine for high-density architectures.
-## Infrastructure as Code
-
-### Ansible
-
-#### Infrastructure Visualization
-
-  - **(2020)** [itnext.io/prometheus-with-grafana-using-ansible-549e575c9dfa](https://itnext.io/prometheus-with-grafana-using-ansible-549e575c9dfa) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Step-by-step developer guide showing the unified deployment of Prometheus and Grafana onto target servers using automated Ansible configuration blocks.
-#### Legacy Deployments
-
-  - **(2020)** [galaxy.ansible.com/William-Yeh/prometheus](https://galaxy.ansible.com/William-Yeh/prometheus) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” A historical Ansible module for Prometheus installations. Live Grounding Note: Currently unmaintained. Modern orchestrations have transitioned to Helm charts or upstream operators.
-#### Node Exporter Deployment
-
-  - **(2024)** [==Idealista: This ansible role installs a Prometheus Node Exporter in a debian environment==](https://github.com/idealista/prometheus_jmx_exporter_role) ⭐ 6  [SHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Specialized Ansible playbook role targeting JMX and Node Exporter configurations inside Debian architectures. Ideal for standardized on-premise JVM infrastructure telemetry deployment.
-  - **(2025)** [galaxy.ansible.com/cloudalchemy/node-exporter](https://galaxy.ansible.com/cloudalchemy/node-exporter) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” Highly standard Cloud Alchemy Ansible role configured to install, register, and maintain Prometheus Node Exporter. Leverages secure systemd user privileges and handles multi-distro variations flawlessly.
-  - **(2024)** [galaxy.ansible.com/UnderGreen/prometheus-node-exporter](https://galaxy.ansible.com/UnderGreen/prometheus-node-exporter) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” A lightweight, target-focused Ansible role specifically created to provision Prometheus Node Exporter. Useful for simple, bare-metal telemetry rollouts.
-#### Prometheus Deployment
-
-  - **(2024)** [galaxy.ansible.com/mesaguy/prometheus](https://galaxy.ansible.com/mesaguy/prometheus) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” Ansible playbooks designed to orchestrate server installation, Alertmanager nodes, and basic discovery pipelines. Highly parameterizable configuration schemas.
-#### Telegraf Deployment
-
-  - **(2024)** [Telegraf Ansible Role](https://github.com/rossmcdonald/telegraf) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” Ansible playbook role to provision and configure the Telegraf agent across varied Linux operating systems. Automates configuration generation and systemd unit registration.
-### Package Archives
-
-#### Metric Collection
-
-  - **(2020)** [telegraf-1.14.0-1 (rpm)](https://www.influxdata.com/time-series-platform/telegraf) [NONE CONTENT]  [LEGACY] β€” A targeted RPM bundle archive compiling Telegraf 1.14 alongside dependencies like Apache ActiveMQ scripts. Retained for air-gapped systems running legacy RedHat workloads.
-## Kubernetes Tools
-
-### General Reference
-
-  - [cncf.io: From distributed tracing to APM: Taking OpenTelemetry and Jaeger up a level](https://www.cncf.io/blog/2021/04/29/from-distributed-tracing-to-apm-taking-opentelemetry-and-jaeger-up-a-level)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.cncf.io in the Kubernetes Tools ecosystem.
-  - [logz.io: A Guide to Monitoring AWS Lambda Metrics with Prometheus & Logz.io](https://logz.io/blog/aws-lambda-metrics-monitoring-guide)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering logz.io: A Guide to Monitoring AWS Lambda Metrics with Prometheus & Logz.io in the Kubernetes Tools ecosystem.
-  - [openlogic.com: How to develop Grafana Dashboards 🌟](https://www.openlogic.com/blog/how-visualize-prometheus-data-grafana)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering openlogic.com: How to develop Grafana Dashboards 🌟 in the Kubernetes Tools ecosystem.
-  - [learndevops.substack.com: Hitting prometheus API with curl and jq 🌟](https://learndevops.substack.com/p/hitting-prometheus-api-with-curl)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering learndevops.substack.com: Hitting prometheus API with curl and jq 🌟 in the Kubernetes Tools ecosystem.
-  - [**Red Hat AMQ overview**](https://developers.redhat.com/products/amq/overview)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering **Red Hat AMQ overview** in the Kubernetes Tools ecosystem.
-  - [blog.couchbase.com: How to Build Observability Dashboards with Prometheus,' Grafana & Couchbase](https://blog.couchbase.com/how-to-build-observability-dashboards-prometheus-grafana-couchbase)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.couchbase.com: How to Build Observability Dashboards with Prometheus,' Grafana & Couchbase in the Kubernetes Tools ecosystem.
-  - [Dzone Refcard: Scaling and Augmenting Prometheus](https://dzone.com/refcardz/scaling-and-augmenting-prometheus)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone Refcard: Scaling and Augmenting Prometheus in the Kubernetes Tools ecosystem.
-  - [Monitoring Self-Destructing Apps Using Prometheus](https://dzone.com/articles/prometheus-collectors)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Monitoring Self-Destructing Apps Using Prometheus in the Kubernetes Tools ecosystem.
-  - [Ensure High Availability and Uptime With Kubernetes Horizontal Pod Autoscaler (HPA) and Prometheus](https://dzone.com/articles/ensure-high-availability-and-uptime-with-kubernete)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Ensure High Availability and Uptime With Kubernetes Horizontal Pod Autoscaler (HPA) and Prometheus in the Kubernetes Tools ecosystem.
-  - [Set Up and Integrate Prometheus With Grafana for Monitoring.](https://dzone.com/articles/monitoring-using-spring-boot-20-prometheus-and-gra)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Set Up and Integrate Prometheus With Grafana for Monitoring. in the Kubernetes Tools ecosystem.
-  - [PromQL Tutorial](https://medium.com/@valyala/promql-tutorial-for-beginners-9ab455142085)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering PromQL Tutorial in the Kubernetes Tools ecosystem.
-  - [Initial experiences with the Prometheus monitoring system](https://medium.com/@griggheo/initial-experiences-with-the-prometheus-monitoring-system-167054ac439c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Initial experiences with the Prometheus monitoring system in the Kubernetes Tools ecosystem.
-  - [devconnected.com/complete-node-exporter-mastery-with-prometheus/](https://devconnected.com/complete-node-exporter-mastery-with-prometheus)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devconnected.com/complete-node-exporter-mastery-with-prometheus/ in the Kubernetes Tools ecosystem.
-  - [magalix.com: Monitoring of Kubernetes Clusters To Manage Large Scale Projects](https://www.magalix.com/blog/monitor-kuberentes-cluster-to-manage-large-scale-projects)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering magalix.com: Monitoring of Kubernetes Clusters To Manage Large Scale Projects in the Kubernetes Tools ecosystem.
-  - [medium.com: Prometheus-Grafana : Node Monitoring on Kubernetes](https://medium.com/@akshitverma8191/prometheus-grafana-node-monitoring-on-kubernetes-79fd8311b56d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Prometheus-Grafana : Node Monitoring on Kubernetes in the Kubernetes Tools ecosystem.
-  - [medium: Prometheus monitoring with Elastic Stack in Kubernetes 🌟](https://medium.com/avmconsulting-blog/prometheus-monitoring-with-elastic-stack-in-kubernetes-5cf0aaa7ce04)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Prometheus monitoring with Elastic Stack in Kubernetes 🌟 in the Kubernetes Tools ecosystem.
-  - [portworx.com: Monitoring Kubernetes Backup with Prometheus and Grafana](https://portworx.com/kubernetes-backup-monitoring)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering portworx.com: Monitoring Kubernetes Backup with Prometheus and Grafana in the Kubernetes Tools ecosystem.
-  - [jonbc.medium.com: Hacking your way to Observability β€” Part 1 : Metrics](https://jonbc.medium.com/hacking-your-way-to-observability-part-1-cf4cd42fb4dc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jonbc.medium.com: Hacking your way to Observability β€” Part 1 : Metrics in the Kubernetes Tools ecosystem.
-  - [faun.pub: Production grade Kubernetes Monitoring using Prometheus 🌟](https://faun.pub/production-grade-kubernetes-monitoring-using-prometheus-78144b835b60)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Production grade Kubernetes Monitoring using Prometheus 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com: Prometheus HA with Thanos Sidecar Or Receiver?](https://medium.com/infracloud-technologies/prometheus-ha-with-thanos-sidecar-or-receiver-2c8d0e585ff1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Prometheus HA with Thanos Sidecar Or Receiver? in the Kubernetes Tools ecosystem.
-  - [cloudsavvyit.com: What is Prometheus and Why Is It So Popular](https://www.cloudsavvyit.com/15124/what-is-prometheus-and-why-is-it-so-popular)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==cloudsavvyit.com: What is Prometheus and Why Is It So Popular== in the Kubernetes Tools ecosystem.
-  - [jonbc.medium.com: Hacking your way to Observability β€” Part 2 : Alerts](https://jonbc.medium.com/hacking-your-way-to-observability-part-2-c38baaee6b92)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jonbc.medium.com: Hacking your way to Observability β€” Part 2 : Alerts in the Kubernetes Tools ecosystem.
-  - [medium.com/gumgum-tech: How to reduce your Prometheus cost | Daniel Fernandez](https://medium.com/gumgum-tech/how-to-reduce-your-prometheus-cost-6c7cc685e347)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/gumgum-tech: How to reduce your Prometheus cost | Daniel Fernandez== in the Kubernetes Tools ecosystem.
-  - [medium.com/kubecost: Prometheus Grafana: configuration & query examples' 🌟](https://medium.com/kubecost/prometheus-grafana-configuration-query-examples-885b91b6ca6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/kubecost: Prometheus Grafana: configuration & query examples' 🌟 in the Kubernetes Tools ecosystem.
-  - [blog.devops.dev: Deploying Prometheus and Grafana in a Multi-Node Kubernetes' Cluster and Auto-Scaling with KEDA](https://blog.devops.dev/deploying-prometheus-and-grafana-in-a-multi-node-kubernetes-cluster-and-auto-scaling-with-keda-eccecfbd8950)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: Deploying Prometheus and Grafana in a Multi-Node Kubernetes' Cluster and Auto-Scaling with KEDA in the Kubernetes Tools ecosystem.
-  - [blog.devops.dev: Observability: Better CI for your prometheus alerts with' pint instead of promtool 🌟](https://blog.devops.dev/observability-better-ci-for-your-prometheus-alerts-32aaea3b3d77)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: Observability: Better CI for your prometheus alerts with' pint instead of promtool 🌟 in the Kubernetes Tools ecosystem.
-  - [blog.zelarsoft.com: Website Monitoring By Using Prometheus Blackbox Exporter' with Grafana](https://blog.zelarsoft.com/website-monitoring-by-using-prometheus-blackbox-exporter-with-grafana-c4004bb03131)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.zelarsoft.com: Website Monitoring By Using Prometheus Blackbox Exporter' with Grafana in the Kubernetes Tools ecosystem.
-  - [blog.devops.dev: Monitoring a Spring Boot application in Kubernetes with' Prometheus 🌟](https://blog.devops.dev/monitoring-a-spring-boot-application-in-kubernetes-with-prometheus-a2d4ec7f9922)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==blog.devops.dev: Monitoring a Spring Boot application in Kubernetes with' Prometheus== 🌟 in the Kubernetes Tools ecosystem.
-  - [devopstalks.in: Everything about Prometheus](https://devopstalks.in/everything-about-prometheus)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devopstalks.in: Everything about Prometheus in the Kubernetes Tools ecosystem.
-  - [blog.devops.dev: How to Monitor your Application using Prometheus 🌟](https://blog.devops.dev/deploying-and-monitoring-an-application-using-prometheus-on-kubernetes-cluster-483773f789f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==blog.devops.dev: How to Monitor your Application using Prometheus== 🌟 in the Kubernetes Tools ecosystem.
-  - [dzone.com: Deploying Prometheus and Grafana as Applications Using ArgoCDβ€Šβ€”β€ŠIncluding' Dashboards](https://dzone.com/articles/deploying-prometheus-and-grafana-as-applications-u)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==dzone.com: Deploying Prometheus and Grafana as Applications Using ArgoCDβ€Šβ€”β€ŠIncluding' Dashboards== in the Kubernetes Tools ecosystem.
-  - [medium.com: How to find unused Prometheus metrics using mimirtool 🌟](https://medium.com/@dotdc/how-to-find-unused-prometheus-metrics-using-mimirtool-a44560173543)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: How to find unused Prometheus metrics using mimirtool 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/criteo-engineering: How we reduced our Prometheus infrastructure' footprint by a third](https://medium.com/criteo-engineering/how-we-reduced-our-prometheus-infrastructure-footprint-by-a-third-8bf8171e46b1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/criteo-engineering: How we reduced our Prometheus infrastructure' footprint by a third in the Kubernetes Tools ecosystem.
-  - [blog.devops.dev: Observability Concept in Prometheus](https://blog.devops.dev/observability-concept-in-prometheus-9f0093fa7495)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: Observability Concept in Prometheus in the Kubernetes Tools ecosystem.
-  - [horovits.medium.com: Prometheus Now Supports OpenTelemetry Metrics](https://horovits.medium.com/prometheus-now-supports-opentelemetry-metrics-83f85878e46a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==horovits.medium.com: Prometheus Now Supports OpenTelemetry Metrics== in the Kubernetes Tools ecosystem.
-  - [devxblog.hashnode.dev: Prometheus: Elevate Your Monitoring Game](https://devxblog.hashnode.dev/prometheus-elevate-your-monitoring-game)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devxblog.hashnode.dev: Prometheus: Elevate Your Monitoring Game in the Kubernetes Tools ecosystem.
-  - [devxblog.hashnode.dev: Simplified Setup: Prometheus, cAdvisor, redis and' Node Exporter](https://devxblog.hashnode.dev/simplified-setup-prometheus-cadvisor-redis-and-node-exporter)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devxblog.hashnode.dev: Simplified Setup: Prometheus, cAdvisor, redis and' Node Exporter in the Kubernetes Tools ecosystem.
-  - [medium: Kubernetes Lessons in Alerting](https://medium.com/better-programming/kubernetes-lessons-in-alerting-a0b7a455e89d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes Lessons in Alerting in the Kubernetes Tools ecosystem.
-  - [tech.loveholidays.com: Dynamic alert routing with Prometheus and Alertmanager](https://tech.loveholidays.com/dynamic-alert-routing-with-prometheus-and-alertmanager-f6a919edb5f8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering tech.loveholidays.com: Dynamic alert routing with Prometheus and Alertmanager in the Kubernetes Tools ecosystem.
-  - [cncf.io: Prometheus announces an Agent to address a new range of use cases](https://www.cncf.io/blog/2021/11/16/prometheus-announces-an-agent-to-address-a-new-range-of-use-cases)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Prometheus announces an Agent to address a new range of use cases in the Kubernetes Tools ecosystem.
-  - [medium.com/@ehsan-khodadadi: Prometheus Multi-Cluster monitoring using Prometheus' Agent Mode](https://medium.com/@ehsan-khodadadi/prometheus-multi-cluster-monitoring-using-prometheus-agent-mode-cab2cdb20c11)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@ehsan-khodadadi: Prometheus Multi-Cluster monitoring using Prometheus' Agent Mode in the Kubernetes Tools ecosystem.
-  - [medium.com/techspiration: Deploying Prometheus Multi-Cluster monitoring' using Prometheus Agent Mode](https://medium.com/techspiration/deploying-prometheus-multi-cluster-monitoring-using-prometheus-agent-mode-a04d89afeed7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/techspiration: Deploying Prometheus Multi-Cluster monitoring' using Prometheus Agent Mode in the Kubernetes Tools ecosystem.
-  - [Promcat: A resource catalog for enterprise-class Prometheus monitoring 🌟](https://promcat.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Promcat: A resource catalog for enterprise-class Prometheus monitoring 🌟 in the Kubernetes Tools ecosystem.
-  - [Prometheus Demo: prometheus.demo.do.prometheus.io 🌟](https://prometheus.demo.do.prometheus.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Prometheus Demo: prometheus.demo.do.prometheus.io 🌟 in the Kubernetes Tools ecosystem.
-  - [PromTools: SLOs with Prometheus 🌟](https://promtools.dev)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering PromTools: SLOs with Prometheus 🌟 in the Kubernetes Tools ecosystem.
-  - [monitoring2.substack.com: Big Prometheus. Thanos, Cortex, M3DB and VictoriaMetrics' at scale 🌟](https://monitoring2.substack.com/p/big-prometheus)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering monitoring2.substack.com: Big Prometheus. Thanos, Cortex, M3DB and VictoriaMetrics' at scale 🌟 in the Kubernetes Tools ecosystem.
-  - [en.wikipedia.org/wiki/InfluxDB](https://en.wikipedia.org/wiki/MIT_License)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering en.wikipedia.org/wiki/InfluxDB in the Kubernetes Tools ecosystem.
-  - [dzone: Flux queries](https://dzone.com/articles/flux-windowing-and-aggregation)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Flux queries in the Kubernetes Tools ecosystem.
-  - [Example: How to Use Prometheus Monitoring With Java to Gather Data. Gathering' Java Metrics with Prometheus Monitoring (ActiveMQ)](https://www.openlogic.com/blog/prometheus-java-monitoring-and-gathering-data)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Example: How to Use Prometheus Monitoring With Java to Gather Data. Gathering' Java Metrics with Prometheus Monitoring (ActiveMQ) in the Kubernetes Tools ecosystem.
-  - [Maven Prometheus instrumentation library for JVM applications (client library)](https://mvnrepository.com/artifact/io.prometheus)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Maven Prometheus instrumentation library for JVM applications (client library) in the Kubernetes Tools ecosystem.
-  - [medium.com/@akashjoffical08: Monitor Uptime of Endpoints in K8s using Blackbox' Exporter 🌟](https://medium.com/@akashjoffical08/monitor-uptime-of-endpoints-in-k8s-using-blackbox-exporter-f80166a328e9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@akashjoffical08: Monitor Uptime of Endpoints in K8s using Blackbox' Exporter 🌟 in the Kubernetes Tools ecosystem.
-  - [blog.devops.dev: Monitoring MySQL using Prometheus, Grafana and mysqld_exporter' in Kubernetes](https://blog.devops.dev/monitoring-mysql-using-prometheus-and-grafana-in-kubernetes-16e7ae3de5dd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: Monitoring MySQL using Prometheus, Grafana and mysqld_exporter' in Kubernetes in the Kubernetes Tools ecosystem.
-  - [medium.com/@dast04: Writing Custom Prometheus Exporters (in Python) β€” Kubernetes](https://medium.com/@dast04/writing-custom-prometheus-exporters-in-python-kubernetes-73626b66d78c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@dast04: Writing Custom Prometheus Exporters (in Python) β€” Kubernetes in the Kubernetes Tools ecosystem.
-  - [medium: OpenTelemetry Specification v1.0.0, Tracing Edition](https://medium.com/opentelemetry/opentelemetry-specification-v1-0-0-tracing-edition-72dd08936978)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: OpenTelemetry Specification v1.0.0, Tracing Edition in the Kubernetes Tools ecosystem.
-  - [medium: Tracing in eDreams ODIGEO Lodging with Open Telemetry and Grafana' Tempo](https://medium.com/edreams-odigeo-tech/tracing-in-edreams-odigeo-lodging-with-open-telemetry-and-grafana-tempo-bd1f20ddf49d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Tracing in eDreams ODIGEO Lodging with Open Telemetry and Grafana' Tempo in the Kubernetes Tools ecosystem.
-  - [medium.com/@tathagatapaul7: OpenTelemetry in Kubernetes: Deploying your' Collector and Metrics Backend](https://medium.com/@tathagatapaul7/opentelemetry-in-kubernetes-deploying-your-collector-and-metrics-backend-b8ec86ac4a43)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@tathagatapaul7: OpenTelemetry in Kubernetes: Deploying your' Collector and Metrics Backend in the Kubernetes Tools ecosystem.
-  - [arthursens.medium.com: Risk analysis and security compliance in Kube-prometheus](https://arthursens.medium.com/risk-analysis-and-security-compliance-in-kube-prometheus-10c8cfb180b8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering arthursens.medium.com: Risk analysis and security compliance in Kube-prometheus in the Kubernetes Tools ecosystem.
-  - [devstack.in: Deploy Prometheus Operator with Helm3 and Private Registry' 🌟](https://devstack.in/2020/05/25/deploy-prometheus-operator-with-helm3-and-private-registry)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devstack.in: Deploy Prometheus Operator with Helm3 and Private Registry' 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/israeli-tech-radar: How to create a Monitoring Stack using Kube-Prometheus-stack' (Part 1)](https://medium.com/israeli-tech-radar/how-to-create-a-monitoring-stack-using-kube-prometheus-stack-part-1-eff8bf7ba9a9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/israeli-tech-radar: How to create a Monitoring Stack using Kube-Prometheus-stack' (Part 1) in the Kubernetes Tools ecosystem.
-  - [logz.io](https://logz.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering logz.io in the Kubernetes Tools ecosystem.
-## Middleware
-
-### Messaging Orchestration
-
-#### ActiveMQ Classic
-
-  - **(2026)** [activemq.apache.org/components/classic/documentation](https://activemq.apache.org/components/classic/documentation) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official operational guidelines for ActiveMQ Classic. Walks developers through configuring JMX performance statistics, thread monitoring, and telemetry collection with tools like Telegraf.
-#### Artemis Extensions
-
-  - **(2024)** [==Artemis Prometheus Metrics Plugin==](https://github.com/rh-messaging/artemis-prometheus-metrics-plugin) ⭐ 28  [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Duplicates technical setup for the Artemis-Prometheus plugin, highlighting metrics formatting for queue lengths, active sessions, and underlying JVM memory states.
-#### Artemis Management
-
-  - **(2026)** [Apache ActiveMQ Artemis Using the Server](https://artemis.apache.org/components/artemis/documentation/latest/using-server.html) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Operational manual for running ActiveMQ Artemis brokers. Outlines built-in administrative consoles, advanced queues monitoring, and direct telemetry integration using Micrometer frameworks.
 ## Observability (1)
 
-### Alert Management
-
-#### Core Releases
-
-  - **(2021)** [==Alertmanager 0.23.0-rc.0 with awscloud SNS support is available for testing. There are also bugfixes and features for amtool==](https://github.com/prometheus/alertmanager/releases/tag/v0.23.0-rc.0) ⭐ 8504  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Release analysis of Alertmanager's v0.23 release cycle, detailing the addition of native AWS SNS integrations. Outlines the operational workflow for forwarding alerts straight to mobile endpoints, email, and lambda tasks.
-#### Visualizers
-
-  - **(2023)** [==karma 🌟==](https://github.com/prymitive/karma) ⭐ 2648  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A highly functional and responsive dashboard for Prometheus Alertmanager alerts. Enables deep filtering and cluster aggregation across diverse Alertmanager nodes, dramatically improving SRE triage workflows.
-### Application Instrumentation
-
-#### JVM
-
-  - **(2026)** [**Micrometer** Collector](https://micrometer.io) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” The definitive dimensional metrics instrumentation facade for JVM-based programs. Acts as an abstraction layer resembling SLF4J, allowing seamless target conversions to Prometheus, Datadog, or Wavefront formats.
-### Big Data Monitoring
-
-#### Apache Spark
-
-  - **(2021)** [itnext.io: Monitoring Spark Streaming on K8s with Prometheus and Grafana](https://itnext.io/monitoring-spark-streaming-on-k8s-with-prometheus-and-grafana-e6d8720c4a02) [SCALA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” In-depth guide on scraping Apache Spark streaming analytics metrics running on Kubernetes. Explains the integration of Prometheus JMX exporter configurations with custom Grafana visualizations for stream latency.
 ### Distributed Storage
 
 #### Cortex Engine
@@ -371,10 +73,7 @@
   - **(2024)** [**Cortex**:](https://cortexmetrics.io) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Architectural landing page of Cortex, an enterprise-grade, horizontally scalable, multi-tenant TSDB. Note: Since 2024-2025, many users have migrated toward Thanos or VictoriaMetrics, yet Cortex remains a highly resilient classic for long-term storage.
 #### InfluxDB
 
-  - **(2022)** [influxdata.com: InfluxDB Tech Tips: API Invokable Scripts in InfluxDB Cloud](https://www.influxdata.com/blog/tldr-influxdb-tech-tips-api-invokable-scripts-influxdb-cloud) [FLUX CONTENT]  [COMMUNITY-TOOL] β€” Explains how to leverage API Invokable Scripts in InfluxDB Cloud to run parameterized queries over HTTP, creating lightweight backend APIs for custom metric visualization utilities.
   - **(2021)** [influxdata.com: Building a Metrics & Alerts as a Service (MaaS) Monitoring Solution Using the InfluxDB Stack](https://www.influxdata.com/blog/building-a-metrics-alerts-as-a-service-maas-monitoring-solution-using-the-influxdb-stack) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores an architecture for metrics and alerting as a service (MaaS) built on the InfluxDB stack. Highlights utilizing multi-tenancy, dynamic bucket allocations, and custom push metric pipelines.
-  - **(2021)** [thenewstack.io: Make a GitOps Workflow Using InfluxDB Templates](https://thenewstack.io/make-a-gitops-workflow-using-influxdb-templates) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Demonstrates how to manage InfluxDB templates inside a GitOps continuous deployment pipeline. Highlights automated testing, version control, and validation of monitoring components via declarative mechanisms.
-  - **(2021)** [influxdata.com: Running InfluxDB 2.0 and Telegraf Using Docker](https://www.influxdata.com/blog/running-influxdb-2-0-and-telegraf-using-docker) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Simple, practical walkthrough describing how to deploy InfluxDB 2.0 alongside the Telegraf metric collector agent using Docker Compose. Covers configuring basic input plugins and output endpoints.
 #### M3 Engine
 
   - **(2023)** [**M3**:](https://m3db.io) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Architectural homepage of M3, Uber’s highly scalable, distributed TSDB engine. Highly custom-built to support massive data ingestion volumes and dynamic metric downsampling with optimized storage layouts.
@@ -383,176 +82,24 @@
   - **(2024)** [**Thanos**:](https://thanos.io) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Official landing page for Thanos, a CNCF graduated project providing highly available, infinitely scalable Prometheus monitoring. Known for sidecar-based object storage offloading and cost-effective downsampling.
   - **(2022)** [Highly Available Prometheus Metrics for Distributed SQL with Thanos on GKE](https://blog.yugabyte.com/highly-available-prometheus-metrics-for-distributed-sql-with-thanos-on-gke) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Evaluates deploying Thanos alongside Prometheus Operator on Google Kubernetes Engine (GKE) to collect metrics for YugabyteDB. Highlights the implementation of Multi-Cluster and Multi-Tenant metric architectures using Thanos Receiver and Store gateways.
   - **(2021)** [github.com/ruanbekker: Thanos Cluster Setup](https://github.com/ruanbekker/thanos-cluster-setup) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Developer guide outlining the architectural deployment of a highly available Thanos cluster with Docker Compose. Demonstrates configuring Thanos Sidecar, Querier, Store Gateway, and S3 object storage targets.
-### Load Testing
-
-#### k6 Integrations
-
-  - **(2022)** [youtube: Monitoring your k6 load test: how to install Grafana and Prometheus on a Kubernetes cluster](https://www.youtube.com/watch?v=GL2v81xYuAQ&ab_channel=k6) [GO CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Step-by-step tutorial on integrating k6 load tests with Prometheus and Grafana on Kubernetes. Explains configuring the k6 operator, exposing metrics, and visualising request rate and response distribution dashboards.
-### Metrics
-
-#### Interoperability
-
-  - **(2026)** [==Telegraf Prometheus Output Plugin==](https://github.com/influxdata/telegraf/tree/master/plugins/outputs/prometheus_client) ⭐ 17615  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Source code and implementation guide for Telegraf's Prometheus output integration. Allows standard push-based collection architectures to export telemetry data via a pull-based scraping API.
 ### Monitoring
 
-#### IoT Observability
-
-  - **(2023)** [grafana.com: Using Telegraf plugins to visualize industrial IoT data with the Grafana Cloud Hosted Prometheus service](https://grafana.com/blog/using-telegraf-plugins-to-visualize-industrial-iot-data-with-the-grafana-cloud-hosted-prometheus-service) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Demonstrates pipeline setups connecting InfluxData's Telegraf collectors to Grafana Cloud. Explains parsing MQTT or Modbus industrial machinery telemetry feeds and transforming them into Prometheus-compliant timeseries data.
-#### Prometheus Agent
-
-  - **(2022)** [grafana.com: Why we created a Prometheus Agent mode from the Grafana Agent](https://grafana.com/blog/why-we-created-a-prometheus-agent-mode-from-the-grafana-agent) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores the technical reasoning for deploying Prometheus in Agent Mode instead of as a full collector database. Explains memory savings, localized caching patterns, and metrics forwarding via standard Remote Write protocols.
-#### Prometheus Getting Started
-
-  - **(2023)** [grafana.com: Get started with Prometheus with these three easy projects](https://grafana.com/blog/get-started-with-prometheus-with-these-three-easy-projects)  [COMMUNITY-TOOL] β€” A hands-on, multi-project tutorial designed to build core competencies with Prometheus metrics collections, PromQL search syntax, and standard Node Exporter integrations.
 #### Prometheus Meta-Monitoring
 
   - **(2023)** [grafana.com: How we use metamonitoring Prometheus servers to monitor all other Prometheus servers at Grafana Labs](https://grafana.com/blog/how-we-use-metamonitoring-prometheus-servers-to-monitor-all-other-prometheus-servers-at-grafana-labs) [ADVANCED LEVEL]  [CASE STUDY] [COMMUNITY-TOOL] β€” A high-performance monitoring case study from Grafana Labs. Illustrates the architectural pattern of metamonitoring, utilizing dedicated Prometheus servers to watch, query, and alert on larger global telemetry networks.
-### Monitoring Integrations
-
-#### Database Monitoring (1)
-
-  - **(2021)** [sysdig.com: How to monitor Redis with Prometheus](https://www.sysdig.com/blog/redis-prometheus) [GO CONTENT]  [COMMUNITY-TOOL] β€” Technical guide on configuring the Prometheus Redis Exporter. Outlines key performance indicators such as active client connections, memory fragmentation ratios, command latency, and key eviction policies.
-#### Ingress and Proxy
-
-  - **(2021)** [dev.to: How to monitor nginx in Kubernetes with Prometheus](https://dev.to/eckelon/how-to-monitor-nginx-in-kubernetes-with-prometheus-j5f) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Covers setting up Prometheus metrics for Nginx in Kubernetes clusters. Discusses configuring sidecars using Nginx VTS or official stub status metrics to trace payload rates and latency distribution.
-### Observability Security
-
-#### Hardening
-
-  - **(2021)** [itnext.io: Hardening Monitoring: a step-by-step guide](https://itnext.io/hardening-monitoring-a-step-by-step-guide-7a18007c915) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Systematic walkthrough on hardening a Prometheus-based observability control plane. Implements RBAC, transport layer security (mTLS), network micro-segmentation, and endpoint authentication schemas.
 ### OpenTelemetry
 
 #### Collector Infrastructure
 
   - **(2026)** [==OpenTelemetry Collector==](https://github.com/open-telemetry/opentelemetry-collector) ⭐ 7132  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A high-performance processing engine capable of receiving, parsing, filtering, and routing traces, metrics, and logs across vendor-agnostic infrastructure. Serves as the central data pipeline component in modern cloud-native observability stacks.
-#### Distributed Tracing
-
-  - **(2022)** [thenewstack.io: Demystifying Distributed Traces in OpenTelemetry](https://thenewstack.io/demystifying-distributed-traces-in-opentelemetry) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Deep-dive publication illuminating the mechanics of trace context propagation and span relationships inside distributed applications. Explains how trace-headers flow seamlessly across HTTP/gRPC transport boundaries.
-#### Go SDK
-
-  - **(2021)** [aws.amazon.com: Building a Prometheus remote write exporter for the OpenTelemetry Go SDK](https://aws.amazon.com/blogs/opensource/building-a-prometheus-remote-write-exporter-for-the-opentelemetry-go-sdk) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Step-by-step architectural design on constructing a Prometheus remote write exporter using the OpenTelemetry Go SDK. Demonstrates the conversion pipeline from OTel internal data points to time-series blocks compatible with Managed Prometheus ingestion points.
-#### Java Runtime
-
-  - **(2022)** [newrelic.com: Understand OpenTelemetry Part 4: Instrument a Java App with OpenTelemetry](https://newrelic.com/blog/apm/java-opentelemetry) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Detailed technical guide for implementing OpenTelemetry Java Agents. Walks engineers through automatic runtime byte-code manipulation, tracing JVM database operations, and configuring remote exporter endpoints.
-#### Kubernetes Integration
-
-  - **(2023)** [thenewstack.io: Maximizing Kubernetes Efficiency with OpenTelemetry Tracing](https://thenewstack.io/maximizing-kubernetes-efficiency-with-opentelemetry-tracing) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Examines methodologies for correlating application-level distributed traces with Kubernetes underlying node resource exhaustion. Helps SRE teams optimize container sizing based on real-world request pathways.
-#### SDK Bootstraps
-
-  - **(2021)** [OpenTelemetry Launchers 🌟](https://github.com/search?q=org%3Alightstep+launcher) [GO CONTENT]  [COMMUNITY-TOOL] β€” Repository group containing Lightstep’s multi-language configuration wrappers. Designed to assist telemetry setup, though developers in 2026 have transitioned to upstream OTel SDK extensions for long-term support.
-#### Zero-Code Instrumentation
-
-  - **(2021)** [thenewstack.io: Lightstep’s OpenTelemetry Launchers Simplify Integration to Line of Code](https://thenewstack.io/lightsteps-opentelemetry-launchers-simplify-integration-to-line-of-code) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Historical analysis of Lightstep’s OTel Launchers, designed to streamline SDK initialization down to a single configuration command. Curator Insight: Provides simplified bootstrappers. Live Grounding: Modern architectures have shifted fully to official upstream OpenTelemetry auto-instrumentation packages.
 ### Prometheus (2)
 
-#### Core Platform (1)
+#### Core Platform
 
   - **(2026)** [==github.com/prometheus/prometheus==](https://github.com/prometheus/prometheus) ⭐ 64493  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Source codebase for Prometheus, the benchmark cloud-native telemetry engine. Employs active scraping mechanics over HTTP alongside a custom-built local TSDB to deliver sub-second querying speeds and powerful alerting capabilities.
-#### Custom Instrumentation
-
-  - **(2026)** [prometheus.io: Writing Exporters](https://prometheus.io/docs/instrumenting/writing_exporters) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official engineering guidelines for architecting Prometheus exporters. Focuses on core metric exposition design, label usage, scraping cycles, and custom translation layers to prevent performance overhead on monitored endpoints.
-#### Ecosystem
-
-  - **(2026)** [Prometheus Third Party Exporters](https://prometheus.io/docs/instrumenting/exporters) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” An extensive inventory tracking community and third-party metrics exporters for Prometheus. Bridges native non-instrumented services (e.g., databases, physical hardware) to the Prometheus pull framework.
-#### Initial Configuration
-
-  - **(2026)** [prometheus.io: Getting Started](https://prometheus.io/docs/prometheus/latest/getting_started) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” First-steps reference for Prometheus integration. Demonstrates basic config targets, scrape intervals, validation mechanisms, and initial evaluations of metric payloads using the integrated expression browser.
-#### Operational Deployment
-
-  - **(2026)** [prometheus.io: Installarion](https://prometheus.io/docs/prometheus/latest/installation) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Core installation reference documentation for Prometheus. Covers local compilation, Docker container deployments, configuration structures, and standard runtime execution arguments.
-### Prometheus Ecosystem
-
-#### Agent Architecture
-
-  - **(2021)** [prometheus.io: Introducing Prometheus Agent Mode, an Efficient and Cloud-Native Way for Metric Forwarding](https://prometheus.io/blog/2021/11/16/agent) [GO CONTENT]  [COMMUNITY-TOOL] β€” Covers the official introducing of Prometheus Agent Mode. Details an optimized, lightweight metrics forwarding mode that omits local query operations to cut resource budgets in high-scale environments.
-#### Architecture Comparison
-
-  - **(2023)** [prometheus.io: Comparison to Alternatives 🌟](https://prometheus.io/docs/introduction/comparison) [GO CONTENT]  [COMMUNITY-TOOL] β€” Official reference comparison of Prometheus against alternative timeseries systems like InfluxDB and OpenTelemetry. Highlights key differences regarding pull vs push architectures and dimensional data storage.
-#### Best Practices (1)
-
-  - **(2022)** [promlabs.com: Avoid These 6 Mistakes When Getting Started With Prometheus](https://promlabs.com/blog/2022/12/11/avoid-these-6-mistakes-when-getting-started-with-prometheus) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Analyzes six critical anti-patterns when setting up Prometheus. Addresses excessive metrics cardinality, sub-optimal query designs using rate(), and failing to configure robust alert routing mechanisms.
-#### Configuration Management
-
-  - **(2022)** [==Promgen 🌟==](https://github.com/line/promgen) ⭐ 1124  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Promgen is a web UI and CLI helper utility designed to simplify the generation of scrape target targets and custom alerting rule files for large-scale Prometheus configurations.
-#### Core Architecture
-
-  - **(2024)** [**Prometheus TSDB**](https://prometheus.io/docs/prometheus/latest/storage) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Deep architectural dive into the internal engineering of Prometheus TSDB. Discusses memory-mapped files, write-ahead logging (WAL), chunk compression, compaction cycles, and dynamic metric block structures.
-#### Core Principles
-
-  - **(2021)** [infracloud.io: Prometheus Definitive Guide Part I - Metrics and Use Cases](https://www.infracloud.io/blogs/prometheus-architecture-metrics-use-cases) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Comprehensive three-part technical series explaining Prometheus metric data types, PromQL operations, and declarative target auto-discovery workflows powered by the Prometheus Operator.
-#### Edge Architectures
-
-  - **(2021)** [thenewstack.io: CNCF Prometheus Agent Could Be a β€˜Game Changer’ for Edge](https://thenewstack.io/cncf-prometheus-agent-could-be-a-game-changer-for-edge) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Analyzes the operational and cost-efficiency impacts of deploying Prometheus Agent Mode at edge scale. Reviews real-world tests illustrating drastic RAM reductions during dynamic cloud metrics forwarding.
-#### Installation
-
-  - **(2024)** [fosstechnix.com: Install Prometheus and Grafana on Ubuntu 24.04 LTS 🌟](https://www.fosstechnix.com/install-prometheus-and-grafana-on-ubuntu-24-04) [BASH CONTENT]  [COMMUNITY-TOOL] β€” A deployment guide detailing manual installation and service unit generation for Prometheus and Grafana on Ubuntu 24.04 LTS servers. Recommended for testing and bare-metal sandbox development.
-#### Performance and Tuning
-
-  - **(2021)** [thenewstack.io: 30 Pull Requests Later, Prometheus Memory Use Is Cut in Half](https://thenewstack.io/30-pull-requests-later-prometheus-memory-use-is-cut-in-half) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Technical analysis of memory optimizations within the Prometheus TSDB. Highlights how refactoring index-reading mechanics and chunk mapping in ~30 pull requests cut server memory usage by roughly half.
-  - **(2020)** [jfrog.com: Don’t let Prometheus Steal your Fire](https://jfrog.com/blog/dont-let-prometheus-steal-your-fire) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Deals with performance bottleneck mitigation for large-scale Prometheus instances. Discusses techniques to combat high metric cardinality, optimizing scrape intervals, and tuning TSDB block writing processes.
-#### Production Scaling
-
-  - **(2021)** [source.coveo.com: Prometheus at scale](https://source.coveo.com/2021/11/11/prometheus-at-scale) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An enterprise-grade case study addressing scale challenges within high-ingestion environments. Proposes architectures utilizing remote write protocols, query caching layers, and multi-tenant Prometheus aggregators.
-#### Releases and Governance
-
-  - **(2022)** [sysdig.com: Prometheus 2.37 – The first long-term supported release! 🌟](https://www.sysdig.com/blog) [GO CONTENT]  [COMMUNITY-TOOL] β€” Details the architecture and long-term support (LTS) lifecycle of the Prometheus 2.37 release. Addresses enterprise-level security backports, stability matrices, and long-term patch guarantees.
-### SLAs and SLOs
-
-#### Generators
-
-  - **(2023)** [==Sloth 🌟==](https://github.com/slok/sloth) ⭐ 2501  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Sloth is an automated, developer-friendly generator for SLO alerting. Evaluates declarative YAML templates and outputs production-grade PromQL rules representing complex multi-window, multi-burn-rate algorithms.
-  - **(2023)** [==SLO Generator==](https://github.com/google/slo-generator) ⭐ 562  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A comprehensive open-source tool built to parse SLO specifications and compute service level indicators, supporting data extraction from both Prometheus and diverse multi-cloud storage backends.
-  - **(2021)** [itnext.io: SLOs should be easy, say hi to Sloth 🌟](https://itnext.io/slos-should-be-easy-say-hi-to-sloth-9c8a225df0d4) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Walkthrough exploring how Sloth helps teams declare Service Level Objectives as code. Translates high-level metrics guidelines into functional alerting matrices without writing raw PromQL equations.
-#### Jsonnet Libraries
-
-  - **(2022)** [==slo-libsonnet==](https://github.com/metalmatze/slo-libsonnet) ⭐ 118  [JSONNET CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A modular Jsonnet library designed for defining and generating Prometheus-based SLOs, multi-window burn rates, and dashboards using a modular configuration-as-code pattern. Highly compatible with kube-prometheus.
-#### Reference Implementation
-
-  - **(2021)** [==opensource.google: Prometheus SLO example==](https://github.com/google/prometheus-slo-burn-example) ⭐ 142  [YAML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Google's open-source templates demonstrating complex multi-window, multi-burn-rate Alerting on Service Level Objectives (SLOs) within Prometheus. Establishes the standard implementation of modern SRE monitoring guidelines.
-### Scraping and Exporters
-
-#### Blackbox Probing
-
-  - **(2024)** [==blackbox_exporter 🌟==](https://github.com/prometheus/blackbox_exporter) ⭐ 5728  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Official Prometheus community-supported exporter designed to probe endpoints over HTTP, HTTPS, DNS, TCP, ICMP, and gRPC protocols. Crucial for verifying application routing availability and TLS certificate statuses.
-  - **(2022)** [rtfm.co.ua: Prometheus: Kubernetes endpoints monitoring with blackbox-exporter](https://rtfm.co.ua/en/prometheus-kubernetes-endpoints-monitoring-with-blackbox-exporter) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Focuses on deploying the Prometheus Blackbox Exporter to monitor endpoint availability via HTTP, HTTPS, TCP, and ICMP protocols, optimizing synthetic probe latency tracks.
-#### Cloud Exporters
-
-  - **(2024)** [==YACE - yet another cloudwatch exporter 🌟==](https://github.com/prometheus-community/yet-another-cloudwatch-exporter) ⭐ 1209  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Highly performance-optimized Prometheus exporter (YACE) designed to query metrics from AWS CloudWatch. Leverages cost-effective batched APIs to retrieve data without incurring high AWS costs.
-#### Database Monitoring (2)
-
-  - **(2024)** [==prometheus-community/elasticsearch_exporter==](https://github.com/prometheus-community/elasticsearch_exporter) ⭐ 2077  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Standard Prometheus-community exporter that queries Elasticsearch cluster health, shard counts, JVM memory usage, indexing metrics, and search latency times.
-  - **(2021)** [sysdig.com: How to monitor an Oracle database with Prometheus. The OracleDB Prometheus exporter](https://www.sysdig.com/blog/monitor-oracle-database-prometheus) [GO CONTENT]  [COMMUNITY-TOOL] β€” Evaluates deploying the OracleDB Prometheus Exporter to parse system tables. Outlines collecting Oracle-specific metrics like tablespace storage usage, connection pool saturation, and SGA/PGA memory allocations.
-#### Discovery
-
-  - **(2023)** [exporterhub.io 🌟](https://exporterhub.io) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive, community-curated directory designed to catalog Prometheus exporters and dashboard integrations, simplifying target discovery for complex microservice infrastructure.
-#### JVM Monitoring
-
-  - **(2024)** [==Prometheus JMX Exporter 🌟==](https://github.com/prometheus/jmx_exporter) ⭐ 3306  [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” A highly critical Prometheus collector that scrapes and formats JVM JMX mBeans. Widely utilized in enterprise legacy clusters running Java applications, Kafka, and Cassandra.
-  - **(2020)** [engineeringblog.yelp.com: Improving the performance of the Prometheus JMX Exporter](https://engineeringblog.yelp.com/2020/10/improving-the-performance-of-the-prometheus-jmx-exporter.html) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Case study exploring performance bottlenecks in the standard JMX Exporter. Details tuning allocations and scrape intervals to dramatically reduce CPU and garbage collection overhead in heavily metrics-dense Cassandra clusters.
-#### Kubernetes Exporters
-
-  - **(2023)** [==sstarcher/helm-exporter==](https://github.com/sstarcher/helm-exporter) ⭐ 301  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A Prometheus exporter designed to surface real-time metrics for deployed Helm releases. It monitors charts metadata, tracking status, revisions, and health states across namespaces to empower advanced alert rules.
-  - **(2023)** [==k8s-image-availability-exporter==](https://github.com/deckhouse/k8s-image-availability-exporter) ⭐ 251  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A specialized Prometheus exporter that continuously verifies container registry availability for images specified in Kubernetes configurations. Helps catch container start failures (e.g., ErrImagePull) before pods crash.
-#### Security Exporters
-
-  - **(2024)** [==enix/x509-certificate-exporter==](https://github.com/enix/x509-certificate-exporter) ⭐ 929  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Highly configurable Prometheus exporter focused on scanning and detecting TLS/SSL certificates from filesystems, Kubernetes Secrets, and PEM files. Helps automatically alert on expiring network assets.
-  - **(2021)** [==muxinc/certificate-expiry-monitor==](https://github.com/muxinc/certificate-expiry-monitor) ⭐ 169  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Lightweight utility that continuously monitors the expiration of X.509 SSL/TLS certificates. Generates metrics consumable by Prometheus to allow early alerting on certificate renewals.
-### System Monitoring
-
-#### Linux
-
-  - **(2021)** [sysadminxpert.com: How to Monitor Linux System with Grafana and Telegraf](https://sysadminxpert.com/monitor-linux-system-with-grafana-and-telegraf) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Operational guide demonstrating Linux host resource tracking. Integrates Telegraf, InfluxDB, and Grafana to produce unified kernel and virtual filesystem tracking dashboards.
-### Time Series Databases
-
-#### Cardinality Management
-
-  - **(2020)** [influxdata.com: Three Ways to Keep Cardinality Under Control When Using Telegraf](https://www.influxdata.com/blog/three-ways-to-keep-cardinality-under-control-when-using-telegraf) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Addresses strategies to control high-cardinality metadata tag explosions inside InfluxDB and other time-series databases. Outlines data lifecycle controls and tag-filtering options inside Telegraf.
-### Visualization
-
-#### Grafana Dashboards
-
-  - **(2026)** [Grafana Dashboards with Telegraf Collectors](https://grafana.com/grafana/dashboards/?collector=Telegraf) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curated dashboard collection optimized for displaying metrics gathered via Telegraf. Provides visual paradigms for memory, system operations, disk throughput, and CPU scaling.
 
 ---
-πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md)
+πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Cloudflare](./cloudflare.md)
 
diff --git a/v2-docs/public-cloud-solutions.md b/v2-docs/public-cloud-solutions.md
index 4059cde9..51d0f45b 100644
--- a/v2-docs/public-cloud-solutions.md
+++ b/v2-docs/public-cloud-solutions.md
@@ -8,61 +8,12 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [Cloud Benchmarks](#cloud-benchmarks)
-  - [Pricing Analysis](#pricing-analysis)
-    - [Public Cloud](#public-cloud)
-  - [Service Mapping](#service-mapping)
-    - [Public Cloud](#public-cloud-1)
-  - [Storage Analysis](#storage-analysis)
-    - [Object Storage](#object-storage)
-1. [Cloud Economics](#cloud-economics)
-  - [Cost Optimization](#cost-optimization)
-    - [Hyperscalers](#hyperscalers)
-  - [Egress Fees](#egress-fees)
-    - [Market Competition](#market-competition)
-  - [Pricing Matrices](#pricing-matrices)
-    - [TCO Analysis](#tco-analysis)
-1. [Cloud Learning](#cloud-learning)
-  - [Multi-Cloud Strategy](#multi-cloud-strategy)
-    - [Business Case](#business-case)
-  - [Multimedia](#multimedia)
-    - [Provider Comparisons](#provider-comparisons)
+1. [Cloud Providers](#cloud-providers)
+  - [Alternative Clouds](#alternative-clouds)
+    - [Kubernetes DOKS](#kubernetes-doks)
 1. [Cloud Strategy](#cloud-strategy)
-  - [Architecture](#architecture)
-    - [Multi-Cloud Assessment](#multi-cloud-assessment)
-  - [Blockchain as a Service](#blockchain-as-a-service)
-    - [Distributed Ledgers](#distributed-ledgers)
-  - [Developer Tooling](#developer-tooling)
-    - [Hyperscalers](#hyperscalers-1)
-  - [Hyperscalers](#hyperscalers-2)
-    - [AWS-Azure-GCP comparison](#aws-azure-gcp-comparison)
-  - [Internet of Things](#internet-of-things)
-    - [IoT Cloud Platforms](#iot-cloud-platforms)
   - [Kubernetes Management](#kubernetes-management)
     - [Evaluation Framework](#evaluation-framework)
-  - [Market Share](#market-share)
-    - [Hyperscalers](#hyperscalers-3)
-  - [Public Sector](#public-sector)
-    - [Infrastructure Modernization](#infrastructure-modernization)
-  - [Security Protocols](#security-protocols)
-    - [Hyperscalers](#hyperscalers-4)
-  - [Service Mapping](#service-mapping-1)
-    - [AWS-Azure Mapping](#aws-azure-mapping)
-  - [Storage Architectures](#storage-architectures)
-    - [Hyperscalers](#hyperscalers-5)
-  - [Workload Portability](#workload-portability)
-    - [Decision Matrix](#decision-matrix)
-1. [Data Sovereignty](#data-sovereignty)
-  - [Regulatory Ecosystems](#regulatory-ecosystems)
-    - [Gaia-X Core](#gaia-x-core)
-    - [Gaia-X Dossier](#gaia-x-dossier)
-1. [Infrastructure Resilience](#infrastructure-resilience)
-  - [Outage Post-Mortem](#outage-post-mortem)
-    - [AWS Failure Analysis](#aws-failure-analysis)
-    - [Systemic Risk Analysis](#systemic-risk-analysis)
 1. [Kubernetes Management](#kubernetes-management-1)
   - [Managed Kubernetes](#managed-kubernetes)
     - [AWS EKS Costs](#aws-eks-costs)
@@ -76,154 +27,20 @@
   - [VMware Tanzu](#vmware-tanzu)
     - [Platform Operations](#platform-operations)
 
-## Architectural Foundations
+## Cloud Providers
 
-### Kubernetes Tools
+### Alternative Clouds
 
-#### General Reference
+#### Kubernetes DOKS
 
-  - [medium: Cloud Agnostic Design 🌟](https://medium.com/path-to-software-architect/cloud-agnostic-design-925c08e1d610)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium: Cloud Agnostic Design== 🌟 in the Kubernetes Tools ecosystem.
-  - [cybernews.com: Trouble in paradise: IT professionals unhappy with cloud' services](https://cybernews.com/cloud/trouble-in-paradise-it-professionals-unhappy-with-cloud-services)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cybernews.com: Trouble in paradise: IT professionals unhappy with cloud' services in the Kubernetes Tools ecosystem.
-  - [medium.com/adeo-tech: Multi-Cloud Kubernetes Survival Guide 🌟](https://medium.com/adeo-tech/multi-cloud-kubernetes-survival-guide-49eee9aa58e2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/adeo-tech: Multi-Cloud Kubernetes Survival Guide 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: AWS vs Azure β€” Battle Of The Best Cloud Computing Platforms](https://medium.com/edureka/aws-vs-azure-1a882339f127)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: AWS vs Azure β€” Battle Of The Best Cloud Computing Platforms in the Kubernetes Tools ecosystem.
-  - [Dzone: DevOps Services Pricing: AWS vs Azure vs Google Cloud 🌟🌟](https://dzone.com/articles/devops-services-pricing-aws-vs-azure-vs-google-clo)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==Dzone: DevOps Services Pricing: AWS vs Azure vs Google Cloud== 🌟🌟 in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: AWS vs. Digital Ocean vs. Hetzner Cloud β€” Which Has' the Best Value for Money?](https://betterprogramming.pub/aws-vs-digital-ocean-vs-hetzner-cloud-which-has-the-best-value-for-money-bd9cb3c06dee)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: AWS vs. Digital Ocean vs. Hetzner Cloud β€” Which Has' the Best Value for Money? in the Kubernetes Tools ecosystem.
-  - [Dzone: 5 Hosted Kubernetes Platforms](https://dzone.com/articles/5-hosted-kubernetes-platforms)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: 5 Hosted Kubernetes Platforms in the Kubernetes Tools ecosystem.
-  - [investopedia.com: Amazon Web Services (AWS) Outage Causes Chaos (Dec 2021)](https://www.investopedia.com/amazon-web-services-outage-causes-chaos-5212233)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering investopedia.com: Amazon Web Services (AWS) Outage Causes Chaos (Dec 2021) in the Kubernetes Tools ecosystem.
-  - [techrepublic.com: AWS outage: Your response to AWS going down shouldn't' be multicloud](https://www.techrepublic.com/article/aws-outage-your-response-to-aws-going-down-shouldnt-be-multicloud)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==techrepublic.com: AWS outage: Your response to AWS going down shouldn't' be multicloud== in the Kubernetes Tools ecosystem.
-  - [techrepublic.com: AWS has gone down before, as have other providers; Fastly' has lessons to share from its own outage](https://www.techrepublic.com/article/aws-has-gone-down-before-as-have-other-providers-fastly-has-lessons-to-share-from-its-own-outage)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering techrepublic.com: AWS has gone down before, as have other providers; Fastly' has lessons to share from its own outage in the Kubernetes Tools ecosystem.
-  - [Downdetector](https://downdetector.co.uk)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==Downdetector== in the Kubernetes Tools ecosystem.
-  - [sdxcentral.com: AWS Outage Stresses Telco Cloud Challenges](https://www.sdxcentral.com/articles/news/aws-outage-stresses-telco-cloud-challenges/2021/12)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering sdxcentral.com: AWS Outage Stresses Telco Cloud Challenges in the Kubernetes Tools ecosystem.
-  - [faun.pub: Multi-Cloud is NOT the solution to the next AWS outage](https://faun.pub/multi-cloud-is-not-the-solution-to-the-next-aws-outage-bb41c0b14573)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Multi-Cloud is NOT the solution to the next AWS outage in the Kubernetes Tools ecosystem.
-  - [hablemosdenube.com](https://www.hablemosdenube.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hablemosdenube.com in the Kubernetes Tools ecosystem.
-## Cloud Benchmarks
-
-### Pricing Analysis
-
-#### Public Cloud
-
-  - **(2026)** [cloud-mercato.com: Public Cloud Reference 🌟](https://pcr.cloud-mercato.com)  [COMMUNITY-TOOL] β€” An analytical comparative service assessing the VM performance, network throughput, and real-time operational costs of global hyperscalers. It helps platform architects make data-driven infrastructure decisions. Live grounding confirms its status as a vital neutral reference for multi-cloud benchmark analysis.
-### Service Mapping
-
-#### Public Cloud (1)
-
-  - **(2026)** [comparecloud.in: Public Cloud Services Comparison 🌟](https://comparecloud.in)  [COMMUNITY-TOOL] β€” A comprehensive side-by-side taxonomy mapping tool designed to translate service names across multiple major cloud providers. Extremely useful for engineering teams designing multi-cloud system architectures. Live grounding establishes its role as a quick-reference schema mapping tool.
-### Storage Analysis
-
-#### Object Storage
-
-  - **(2026)** [cloud-mercato.com: State of the art of Public Object Storage Europe 🌟](https://projector.cloud-mercato.com/projects/state-of-the-art-of-public-object-storage-europe)  [COMMUNITY-TOOL] β€” A comprehensive, technical deep-dive analyzing European object storage performance, evaluating latency, transfer rates, and regulatory compliance (GDPR). Live grounding confirms that it is an invaluable tool for system designs requiring regional data sovereignty and optimal throughput-to-cost ratios.
-## Cloud Economics
-
-### Cost Optimization
-
-#### Hyperscalers
-
-  - **(2026)** [cast.ai: Ultimate cloud pricing comparison: AWS vs. Azure vs. Google Cloud in 2021](https://cast.ai/blog/cloud-pricing-comparison)  [COMMUNITY-TOOL] [GUIDE] β€” A deep cost comparison across compute instances, storage tiers, and serverless runtimes of AWS, Azure, and Google Cloud. Authored by Cast.ai, it maps multi-cloud resource mapping vectors to reduce compute spend. Live grounding establishes this as a critical methodology for automated cloud cost control.
-### Egress Fees
-
-#### Market Competition
-
-  - **(2026)** [xataka.com: El talΓ³n de Aquiles de AWS son sus altas tarifas de salida de datos, y sus rivales empiezan a explotarlo: guerra de precios contra el gigante de la nube](https://www.xataka.com/pro/talon-aquiles-aws-sus-altas-tarifas-salida-datos-sus-rivales-empiezan-a-explotarlo-guerra-precios-gigante-nube) [SPANISH CONTENT]  [CASE STUDY] [COMMUNITY-TOOL] β€” An informative Spanish article highlighting the high financial burden of AWS egress fees and how competitors leverage this pricing vulnerability to acquire market share. Live grounding indicates its historical accuracy, pointing to regulatory pressures in the EU which forced hyperscalers to lower egress fees.
-### Pricing Matrices
-
-#### TCO Analysis
-
-  - **(2026)** [faddom.com: Cloud Computing Costs & Pricing Comparisons for 2023](https://faddom.com/cloud-computing-costs-and-pricing-comparison)  [COMMUNITY-TOOL] [GUIDE] β€” A detailed 2023 summary of public cloud pricing trends and total cost of ownership (TCO) calculators. It focuses on under-provisioned resources and hidden storage costs. Live grounding highlights its value as a foundational reference for optimization algorithms in cloud management platforms.
-## Cloud Learning
-
-### Multi-Cloud Strategy
-
-#### Business Case
-
-  - **(2026)** [acloudguru.com: Multicloud Fluency: 6 reasons you should learn multiple clouds](https://www.pluralsight.com/resources/blog/cloud/why-learn-multiple-cloud-platforms)  [COMMUNITY-TOOL] [GUIDE] β€” A Pluralsight / A Cloud Guru publication detailing the technical and economic benefits of pursuing multi-cloud literacy. It highlights cloud portability, lock-in avoidance, and feature-specific workload optimization. Live grounding indicates its utility in corporate reskilling initiatives.
-### Multimedia
-
-#### Provider Comparisons
-
-  - **(2026)** [youtube: A Cloud Guru - Cloud Provider Comparisons 🌟](https://www.youtube.com/playlist?app=desktop&list=PLI1_CQcV71RnBebKm_tH1uKYI3WxkM2TT)  [COMMUNITY-TOOL] [GUIDE] β€” A curated Pluralsight/A Cloud Guru video playlist featuring structural and strategic comparisons of hyperscalers. It covers pricing structures, operational overhead, and developer experience metrics. Live grounding confirms its baseline instructional value for junior cloud engineers.
+  - **(2025)** [Digital Ocean Kubernetes (DOKS)](https://www.digitalocean.com/products/kubernetes) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Fully managed Kubernetes distribution that abstracts master node architecture, allowing users to rapidly deploy clusters. Features simplified persistent block storage volumes, automated node auto-scaling, and painless ingress configurations.
 ## Cloud Strategy
 
-### Architecture
-
-#### Multi-Cloud Assessment
-
-  - **(2026)** [digitalisationworld.com: Multicloud: Two truths and a lie](https://digitalisationworld.com/blogs/57435/multicloud-two-truths-and-a-lie)  [CASE STUDY] [COMMUNITY-TOOL] β€” An analytical exploration of the strategic myths versus realities of adopting a multi-cloud architecture. It warns against unnecessary engineering overhead and complex network topology while admitting its value in high-availability designs. Live grounding supports its status as a valuable corporate reality check.
-### Blockchain as a Service
-
-#### Distributed Ledgers
-
-  - **(2026)** [acloudguru.com: Blockchain cloud comparison: What is blockchain-as-a-service (BaaS)?](https://www.pluralsight.com/resources/blog/cloud/blockchain-cloud-comparison-what-is-blockchain-as-a-service-baas)  [COMMUNITY-TOOL] [GUIDE] β€” An educational guide detailing Blockchain-as-a-Service (BaaS) capabilities and managed ledger options across major public cloud providers. It assesses consensus models, throughput speeds, and cloud integration architectures. Live grounding highlights its role in defining early hybrid enterprise ledger integrations.
-### Developer Tooling
-
-#### Hyperscalers (1)
-
-  - **(2026)** [acloudguru.com: Cloud developer tooling compared: AWS vs. Azure vs. GCP](https://www.pluralsight.com/resources/blog/cloud/cloud-developer-tooling-compared-aws-vs-azure-vs-gcp)  [COMMUNITY-TOOL] [GUIDE] β€” A detailed technical review comparing native CLI tools, IDE plugins, CI/CD runtimes, and Infrastructure as Code integrations across AWS, Azure, and GCP. It provides architects with insights into developer velocity. Live grounding demonstrates its ongoing relevance as cloud-native toolchains continue to converge.
-### Hyperscalers (2)
-
-#### AWS-Azure-GCP comparison
-
-  - **(2026)** [intellipaat.com: AWS vs Azure vs Google – Detailed Cloud Comparison](https://intellipaat.com/blog/aws-vs-azure-vs-google-cloud)  [COMMUNITY-TOOL] [GUIDE] β€” A side-by-side technical comparison of services across AWS, Azure, and Google Cloud Platform. It charts corresponding compute, networking, database, and IAM paradigms. Live grounding proves its value as a rapid reference for architects translating infrastructure footprints between cloud providers.
-### Internet of Things
-
-#### IoT Cloud Platforms
-
-  - **(2026)** [iot-analytics.com: The IoT cloud: Microsoft Azure vs. AWS vs. Google Cloud](https://iot-analytics.com/iot-cloud) [ADVANCED LEVEL]  [CASE STUDY] [COMMUNITY-TOOL] β€” An in-depth IoT Analytics report mapping the differences in IoT architectures, ingestion protocols, and message-broker setups across AWS, Azure, and Google Cloud. Live grounding highlights the strategic exit of GCP IoT Core, which shifted the enterprise IoT landscape heavily toward Azure IoT Hub and AWS IoT.
 ### Kubernetes Management
 
 #### Evaluation Framework
 
   - **(2026)** [thenewstack.io: How to Evaluate Kubernetes Cloud Providers](https://thenewstack.io/how-to-evaluate-kubernetes-cloud-providers) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A rigorous technical analysis defining the evaluation criteria for choosing cloud-managed Kubernetes distributions. Evaluates control plane SLAs, custom networking interfaces (CNI), auto-scalers, and node-group provisioning. Live grounding highlights its importance as an architectural blueprint for high-density systems.
-### Market Share
-
-#### Hyperscalers (3)
-
-  - **(2026)** [xataka.com: AsΓ­ se reparte el mercado cloud: los tres grandes tienen el 63%, los siguientes 10 un 22%](https://www.xataka.com/pro/asi-se-reparte-mercado-cloud-tres-grandes-tienen-63-siguientes-10-22) [SPANISH CONTENT]  [CASE STUDY] [COMMUNITY-TOOL] β€” An in-depth analysis of global cloud market distribution, focusing on how AWS, Azure, and GCP control over 60% of the market. It explains the systemic risks of hyperscaler oligopoly on enterprise supply chains. Live grounding reinforces its warnings regarding the lack of supplier diversity in critical infrastructure.
-### Public Sector
-
-#### Infrastructure Modernization
-
-  - **(2026)** [nextgov.com: Why smart multicloud policies are a golden ticket to modernizing IT infrastructure](https://www.nextgov.com/ideas/2023/11/why-smart-multicloud-policies-are-golden-ticket-modernizing-it-infrastructure/392232)  [CASE STUDY] [COMMUNITY-TOOL] β€” An analysis of public sector cloud strategies, focusing on how smart multi-cloud policies can drive federal IT modernization. It addresses compliance, high-availability targets, and distributed vendor risk. Live grounding confirms the ongoing shifts in government contracting toward multi-provider models.
-### Security Protocols
-
-#### Hyperscalers (4)
-
-  - **(2026)** [acloudguru.com: Cloud security comparison: AWS vs. Azure vs. GCP](https://www.pluralsight.com/resources/blog/cloud/cloud-security-comparison-aws-vs-azure-vs-gcp)  [COMMUNITY-TOOL] [GUIDE] β€” An analytical breakdown evaluating the native security architectures of AWS, Azure, and Google Cloud. It details default encryption mechanisms, fine-grained access management (IAM), and compliance frameworks. Live grounding validates its position as a highly targeted study guide for multi-cloud security certifications.
-### Service Mapping (1)
-
-#### AWS-Azure Mapping
-
-  - **(2026)** [cloudtechtwitter.com: Let's check about AWS v/s Azure Service](https://www.cloudtechtwitter.com/2022/05/lets-check-about-aws-vs-azure-services.html)  [COMMUNITY-TOOL] β€” A direct comparison table matching corresponding AWS and Azure services for infrastructure architects translating environments. Includes virtualization, identity governance, and container orchestration layers. Live grounding demonstrates its high value as a quick-lookup cheatsheet during design sprints.
-### Storage Architectures
-
-#### Hyperscalers (5)
-
-  - **(2026)** [acloudguru.com: Storage services compared: AWS vs Azure vs GCP](https://www.pluralsight.com/resources/blog/cloud/storage-showdown-aws-vs-azure-vs-gcp-cloud-comparison)  [COMMUNITY-TOOL] [GUIDE] β€” A structured comparative guide focused on block, file, and object storage performance characteristics across hyperscalers. It profiles cold-tier storage, IOPS performance limits, and auto-tiering mechanisms. Live grounding confirms its foundational value in storage engineering and disaster recovery site designs.
-### Workload Portability
-
-#### Decision Matrix
-
-  - **(2026)** [thenewstack.io: Is a Multicloud Strategy Right for Your Organization?](https://thenewstack.io/is-a-multicloud-strategy-right-for-your-organization)  [CASE STUDY] [COMMUNITY-TOOL] β€” A strategic decision matrix designed to help enterprise leaders assess whether a multi-cloud configuration is justified given its steep integration costs. It analyses networking overhead and failover constraints. Live grounding verifies that its cautionary metrics are highly applicable to modern microservice designs.
-## Data Sovereignty
-
-### Regulatory Ecosystems
-
-#### Gaia-X Core
-
-  - **(2026)** [Gaia-X.eu](https://gaia-x.eu) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Official portal for Gaia-X, a European initiative seeking to establish unified requirements for an open, secure, and federated data architecture. Curated as a data sovereignty system; live grounding reflects its transition from theoretical architectural documents to real-world deployment of Gaia-X Compliance Engines.
-#### Gaia-X Dossier
-
-  - **(2026)** [GAIA-X: A Federated Data Infrastructure for Europe](https://www.bundeswirtschaftsministerium.de/Redaktion/EN/Dossier/gaia-x.html) [ADVANCED LEVEL]  [EMERGING] β€” German Federal Ministry dossier presenting Gaia-X's vision for data sovereignty, interoperability, and reducing hyperscaler lock-in across the EU. Live grounding demonstrates its influence on emerging EU legislation (Data Act) and federated cloud-computing structures in highly regulated sectors.
-## Infrastructure Resilience
-
-### Outage Post-Mortem
-
-#### AWS Failure Analysis
-
-  - **(2026)** [jamaica-gleaner.com: Amazon outage’s future implications](https://past.jamaica-gleaner.com/article/business/20211224/amazon-outages-future-implications)  [CASE STUDY] [COMMUNITY-TOOL] β€” A detailed business post-mortem reviewing the global impact of AWS outages on distributed supply chains and e-commerce platforms. Emphasizes the risk of hosting mission-critical operations on a single public cloud provider. Live grounding validates its recommendations to implement multi-region failover configurations.
-#### Systemic Risk Analysis
-
-  - **(2026)** [20minutos.es: Amazon Web Services vuelve a romper Internet: se ha caΓ­do ya tres veces en el mismo mes y le llueven las crΓ­ticas](https://www.20minutos.es/tecnologia/actualidad/amazon-web-services-vuelve-a-romper-internet-se-ha-caido-ya-tres-veces-en-el-mismo-mes-y-le-llueven-las-criticas-4931834) [SPANISH CONTENT]  [CASE STUDY] [COMMUNITY-TOOL] β€” An analytical Spanish news report examining AWS outages that repeatedly disrupted major segments of the internet. It highlights the systemic risks of hyperscaler oligopoly and details developer frustration with cloud availability SLAs. Live grounding confirms these events catalyzed enterprise adoption of hybrid-cloud structures.
 ## Kubernetes Management (1)
 
 ### Managed Kubernetes
@@ -257,5 +74,7 @@
   - **(2026)** [Pivotal.io: Pivotal Container Service (PKS), owned by VMware](https://pivotal.io/platform/pivotal-container-service) [ADVANCED LEVEL]  [LEGACY] β€” Originally Pivotal Container Service (PKS), this enterprise-ready Kubernetes runtime has been integrated directly into the VMware Tanzu Portfolio. It features multi-cluster management, declarative deployment, and deep integration with NSX-T networking. Live grounding labels the PKS brand as legacy, now superseded by Tanzu Kubernetes Grid.
 
 ---
-πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md)
+πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Oraclecloud](./oraclecloud.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Angular](./angular.md)
 
diff --git a/v2-docs/pulumi.md b/v2-docs/pulumi.md
index 422cb1e3..3f8d3a3e 100644
--- a/v2-docs/pulumi.md
+++ b/v2-docs/pulumi.md
@@ -8,43 +8,10 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Cloud-Native Provisioning](#cloud-native-provisioning)
   - [Serverless Containers](#serverless-containers)
     - [AWS Fargate](#aws-fargate)
-1. [Infrastructure as Code](#infrastructure-as-code)
-  - [API Integration](#api-integration)
-    - [Pulumi](#pulumi)
-  - [CICD Integration](#cicd-integration)
-    - [Pulumi](#pulumi-1)
-  - [Cloud Engineering](#cloud-engineering)
-    - [Pulumi](#pulumi-2)
-  - [Kubernetes Provisioning](#kubernetes-provisioning)
-    - [AKS](#aks)
-    - [Civo Cloud](#civo-cloud)
-    - [Migration](#migration)
-    - [Operators](#operators)
-    - [Pulumi](#pulumi-3)
-  - [Multi-Cloud](#multi-cloud)
-    - [Pulumi Registry](#pulumi-registry)
-  - [Multi-Cloud Provisioning](#multi-cloud-provisioning)
-    - [Comparisons](#comparisons)
-    - [Migration](#migration-1)
-    - [Pulumi](#pulumi-4)
-  - [Observability](#observability)
-    - [Pulumi](#pulumi-5)
-  - [Package Management](#package-management)
-    - [Pulumi Registry](#pulumi-registry-1)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [DRY (Don’t Repeat Yourself) on the cloud with Pulumi](https://blog.thundra.io/dry-dont-repeat-yourself-on-the-cloud-with-pulumi)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering DRY (Don’t Repeat Yourself) on the cloud with Pulumi in the Kubernetes Tools ecosystem.
 ## Cloud-Native Provisioning
 
 ### Serverless Containers
@@ -52,72 +19,9 @@
 #### AWS Fargate
 
   - **(2026)** [pulumi.com: Running Containers on ECS Fargate](https://www.pulumi.com/registry/packages/aws/how-to-guides/ecs-fargate) [TYPESCRIPT CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Architecture guide detailing how to use Pulumi to configure AWS ECS Fargate environments. Covers programmatic configuration of subnets, target groups, auto-scaling thresholds, and secure IAM policies.
-## Infrastructure as Code
-
-### API Integration
-
-#### Pulumi
-
-  - **(2021)** [pulumi.com: Announcing the Pulumi REST API](https://www.pulumi.com/blog/pulumi-rest-api) [JSON CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Technical briefing on the Pulumi REST API, enabling software engineering organizations to programmatically trigger, query, and govern cloud deployments directly from custom developer platforms.
-### CICD Integration
-
-#### Pulumi (1)
-
-  - **(2023)** [build5nines.com: Beginner’s Guide to Pulumi CI/CD Pipelines](https://build5nines.com/beginners-guide-to-pulumi-ci-cd-pipelines) [YAML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Technical guide outlining automated PR validations, policy-as-code evaluations, and deployment promotions utilizing GitHub Actions and Pulumi CLI integration.
-  - **(2021)** [devops.com: Pulumi Moves to Automate Cloud Infrastructure Provisioning](https://devops.com/pulumi-moves-to-automate-cloud-infrastructure-provisioning)  [COMMUNITY-TOOL] β€” Analysis of Pulumi's automated delivery engines, evaluating the platform's features for removing configuration drift and synchronizing cluster models with git-managed repositories.
-### Cloud Engineering
-
-#### Pulumi (2)
-
-  - **(2021)** [thenewstack.io: The Next Step after DevOps and GitOps Is Cloud Engineering, Pulumi Says](https://thenewstack.io/the-next-step-after-devops-and-gitops-is-cloud-engineering-pulumi-says)  [LEGACY] β€” A foundational examination of the shift from legacy DevOps models to full Cloud Engineering. Highlights how Pulumi bridges application development and infrastructure via standardized code workflows.
-### Kubernetes Provisioning
-
-#### AKS
-
-  - **(2022)** [octopus.com: Create an AKS Cluster with Pulumi and Octopus Deploy](https://octopus.com/blog/pulumi-and-aks-with-octopus-deploy) [TYPESCRIPT CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Detailed enterprise deployment case study highlighting the instantiation of Azure Kubernetes Service (AKS) clusters via Pulumi code coupled with Octopus Deploy continuous release orchestrations.
-#### Civo Cloud
-
-  - **(2023)** [civo.com: Manage Kubernetes clusters using the Civo Pulumi provider](https://www.civo.com/learn) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Step-by-step tutorial for deploying high-performance, lightweight K3s clusters on Civo Cloud utilizing Pulumi’s native Civo API bindings, highlighting modular infrastructure design.
-#### Migration
-
-  - **(2026)** [pulumi/kube2pulumi](https://github.com/pulumi/kube2pulumi) ⭐ 107  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” Open-source command-line tool designed to convert static Kubernetes YAML templates or dynamically generated Helm outputs directly into isomorphic, compilable Pulumi configurations.
-  - **(2026)** [pulumi.com: From Kubernetes or Helm YAML](https://www.pulumi.com/docs/iac/guides/migration/migrating-to-pulumi/from-kubernetes) [TYPESCRIPT CONTENT] [DOCUMENTATION]  [LEGACY] β€” Technical conversion guide outlining methodologies to translate legacy, static Kubernetes YAML definitions or complex Helm charts directly into expressive, compilable Pulumi programs.
-#### Operators
-
-  - **(2020)** [thenewstack.io: Pulumi Releases a Kubernetes Operator](https://thenewstack.io/pulumi-releases-a-kubernetes-operator) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Product launch overview of the Pulumi Kubernetes Operator, showing how platform engineers can configure GitOps style synchronization between Git repositories and active cloud infrastructure.
-#### Pulumi (3)
-
-  - **(2022)** [travis.media: Pulumi Tutorial: Automate Kubernetes Deployments and Operations with this Complete Guide](https://travis.media/blog/pulumi-tutorial-automate-kubernetes-operations) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” End-to-end tutorial detailing the programmatic definition of namespaces, ingress controllers, replicas, and pod affinity rules inside target Kubernetes environments using Pulumi's type-safe bindings.
-### Multi-Cloud
-
-#### Pulumi Registry
-
-  - **(2024)** [Pulumi Cloud Providers](https://www.pulumi.com/registry/packages) [MULTI-LANGUAGE CONTENT]  [COMMUNITY-TOOL] β€” The central registry portal hosting official Pulumi cloud infrastructure providers. Enables multi-cloud platform declaration (AWS, Kubernetes, Azure, GCP) using modern programming languages, supporting highly parameterized microservice deployments.
-### Multi-Cloud Provisioning
-
-#### Comparisons
-
-  - **(2026)** [Pulumi VS Terraform](https://www.pulumi.com/docs/iac/comparisons/terraform) [HCL CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” A granular comparison detailing architectural differences between Pulumi's language-native, dynamic resource instantiation model and Terraform's static, declarative HCL configurations.
-  - **(2022)** [packetswitch.co.uk: Terraform is Good, but I Like Pulumi](https://www.packetswitch.co.uk/terraform-is-good-but-i-like-pulumi)  [COMMUNITY-TOOL] β€” A platform practitioner's case study demonstrating the developer experience advantages of using Pulumi over Terraform, specifically praising testability and modular software abstractions.
-  - **(2021)** [pulumi.com: From Terraform to Infrastructure as Software](https://www.pulumi.com/blog/from-terraform-to-infrastructure-as-software) [POLYGLOT CONTENT]  [COMMUNITY-TOOL] β€” A thought leadership piece arguing for the transition from static declarative configuration syntax (HCL) to real-time compilable Infrastructure as Software (IAS) via Pulumi.
-#### Migration (1)
-
-  - **(2026)** [pulumi.com: Convert Your Terraform to Pulumi](https://www.pulumi.com/tf2pulumi) [HCL CONTENT] [DOCUMENTATION]  [LEGACY] β€” Comprehensive architectural guide to using the `tf2pulumi` engine, explaining key syntax translations, dependency resolutions, and model differences when modernizing from legacy HCL files.
-#### Pulumi (4)
-
-  - **(2026)** [Pulumi](https://www.pulumi.com) [POLYGLOT CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Pulumi is an industry-leading infrastructure-as-code platform enabling multi-cloud resource provisioning through standard programming languages. It provides rich testing utilities, compiler-driven schema safety, and scalable cloud state backends.
-  - **(2021)** [pulumi.com: Announcing Pulumi 3.0](https://www.pulumi.com/blog/pulumi-3-0) [POLYGLOT CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Launch review of Pulumi 3.0, introducing compiled packages across languages, automated code converters, and optimized state management layers to accelerate platform engineering.
-### Observability
-
-#### Pulumi (5)
-
-  - **(2022)** [pulumi.com: Observability with Infrastructure as Code](https://www.pulumi.com/blog/observability-with-infrastructure-as-code) [POLYGLOT CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Architectural guide explaining how to integrate observability tooling, health checks, and tracing sidecars dynamically during the code-driven resource compilation phase inside Pulumi pipelines.
-### Package Management
-
-#### Pulumi Registry (1)
-
-  - **(2021)** [siliconangle.com: Pulumi’s new registry aims to ease sharing and reusing cloud infrastructure building blocks](https://siliconangle.com/2021/10/18/pulumis-new-registry-makes-easy-share-reuse-cloud-infrastructure-building-blocks)  [COMMUNITY-TOOL] β€” Detailed insight into the launch of the Pulumi Registry, a public marketplace supporting modular package sharing and reusability of multi-cloud components across diverse language boundaries.
 
 ---
-πŸ’‘ **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Chef](./chef.md)
+πŸ’‘ **Explore Related:** [Securityascode](./securityascode.md) | [Ansible](./ansible.md) | [Devsecops](./devsecops.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Angular](./angular.md)
 
diff --git a/v2-docs/python.md b/v2-docs/python.md
index 53eae8ce..bc8c0f31 100644
--- a/v2-docs/python.md
+++ b/v2-docs/python.md
@@ -8,88 +8,22 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Artificial Intelligence](#artificial-intelligence)
-  - [Deep Learning](#deep-learning)
-    - [Large Language Models](#large-language-models)
   - [Generative AI](#generative-ai)
     - [Data Analysis Automation](#data-analysis-automation)
-  - [Machine Learning](#machine-learning)
-    - [Learning Paths](#learning-paths)
 1. [Backend Development](#backend-development)
   - [Concurrent Programming](#concurrent-programming)
     - [System Engineering](#system-engineering)
-  - [Protocols and API Design](#protocols-and-api-design)
-    - [E-Mail Services](#e-mail-services)
-  - [Python Ecosystem](#python-ecosystem)
-    - [Community Media](#community-media)
-    - [Enterprise Integration](#enterprise-integration)
-    - [Full-Stack Development](#full-stack-development)
-    - [Interactive Learning](#interactive-learning)
-    - [Language Design](#language-design)
-    - [Library Exploration](#library-exploration)
-    - [OS Distribution](#os-distribution)
-    - [Resource Curation](#resource-curation)
-    - [Server Infrastructure](#server-infrastructure)
-    - [Technical Leadership](#technical-leadership)
-    - [Tutorials](#tutorials)
-  - [Web Frameworks](#web-frameworks)
-    - [Django](#django)
 1. [Cloud Native Infrastructure](#cloud-native-infrastructure)
   - [Container Orchestration](#container-orchestration)
     - [Python Client](#python-client)
-1. [Computer Science](#computer-science)
-  - [Algorithms](#algorithms)
-    - [Data Structures](#data-structures)
-  - [Algorithms and Data Structures](#algorithms-and-data-structures)
-    - [Theory](#theory)
-1. [Cybersecurity](#cybersecurity)
-  - [OSINT](#osint)
-    - [Social Media Mining](#social-media-mining)
-  - [Python](#python-1)
-    - [Security Fundamentals](#security-fundamentals)
 1. [Data Engineering](#data-engineering)
-  - [Python Pipelines](#python-pipelines)
-    - [ETL](#etl)
   - [Python Search Engine](#python-search-engine)
     - [Elasticsearch](#elasticsearch)
 1. [Data Science](#data-science)
-  - [Business Analytics](#business-analytics)
-    - [Data Integration](#data-integration)
   - [Data Engineering](#data-engineering-1)
-    - [Data Analysis](#data-analysis)
-    - [Database Adapters](#database-adapters)
     - [Database Engines](#database-engines)
-    - [Performance Optimization](#performance-optimization)
-    - [Web Scraping](#web-scraping)
     - [Workflow Orchestration](#workflow-orchestration)
-  - [Data Exploration](#data-exploration)
-    - [Cheat Sheets](#cheat-sheets)
-  - [Data Integration](#data-integration-1)
-    - [Enterprise Tools](#enterprise-tools)
-  - [Databases and Storage](#databases-and-storage)
-    - [ORMs](#orms)
-  - [Interactive Computing](#interactive-computing)
-    - [Source Code Resources](#source-code-resources)
-  - [Machine Learning](#machine-learning-1)
-    - [Fundamentals](#fundamentals)
-    - [Model Training](#model-training)
-    - [SEO Automation](#seo-automation)
-  - [Mathematical Modeling](#mathematical-modeling)
-    - [Utility Libraries](#utility-libraries)
-  - [Pandas](#pandas)
-    - [Data Manipulation](#data-manipulation)
-    - [Data Reshaping](#data-reshaping)
-    - [Interactive Visualization](#interactive-visualization)
-    - [Official Documentation](#official-documentation)
-  - [Python Data Science](#python-data-science)
-    - [Pandas](#pandas-1)
-  - [Software Distribution](#software-distribution)
-    - [Windows Environments](#windows-environments)
-  - [Tooling](#tooling)
-    - [Excel Integration](#excel-integration)
 1. [DevOps](#devops)
   - [Python Cloud](#python-cloud)
     - [Configuration Management](#configuration-management)
@@ -97,19 +31,9 @@
     - [Security](#security)
   - [Python Packaging](#python-packaging)
     - [Docker Integration](#docker-integration)
-1. [Developer Productivity](#developer-productivity)
-  - [Integrated Development Environments](#integrated-development-environments)
-    - [Python](#python-2)
-  - [Package Management](#package-management)
-    - [CLI Tools](#cli-tools)
-    - [Virtual Environments](#virtual-environments)
-  - [Workspace Optimization](#workspace-optimization)
-    - [OSX Setup](#osx-setup)
 1. [Infrastructure](#infrastructure)
   - [AWS SDK](#aws-sdk)
     - [Boto3 Tutorials](#boto3-tutorials)
-    - [Legacy Library](#legacy-library)
-    - [Migration Guides](#migration-guides)
   - [Cloud Storage](#cloud-storage)
     - [Object Storage Optimization](#object-storage-optimization)
   - [Data Engineering](#data-engineering-2)
@@ -120,275 +44,58 @@
   - [Kubernetes](#kubernetes-1)
     - [Data Science Platform](#data-science-platform)
 1. [Infrastructure and DevOps](#infrastructure-and-devops)
-  - [Automation](#automation)
-    - [System Scripting](#system-scripting)
   - [Container Orchestration](#container-orchestration-1)
     - [Microservices Communication](#microservices-communication)
     - [Scalability](#scalability)
   - [Dependency Management](#dependency-management)
     - [AI-Driven Operations](#ai-driven-operations)
-    - [Package Security](#package-security)
-  - [Network Automation](#network-automation)
-    - [Testing Frameworks](#testing-frameworks)
-  - [Package Packaging](#package-packaging)
-    - [Distribution Formats](#distribution-formats)
-  - [System Administration](#system-administration)
-    - [Web Deployment](#web-deployment)
   - [Systems Architecture](#systems-architecture)
     - [Microservices](#microservices)
 1. [Platform Engineering](#platform-engineering)
-  - [Application Packaging](#application-packaging)
-    - [Dependency Management](#dependency-management-1)
-    - [Distribution](#distribution)
   - [Containerization and Orchestration](#containerization-and-orchestration)
     - [Docker](#docker)
-  - [Dependency Management](#dependency-management-2)
-    - [Virtual Environments](#virtual-environments-1)
-  - [Development Environments](#development-environments)
-    - [Workflow Optimization](#workflow-optimization)
-  - [Python Runtime](#python-runtime)
-    - [Performance Tuning](#performance-tuning)
-  - [System Administration](#system-administration-1)
-    - [Unit Testing](#unit-testing)
 1. [Software Development](#software-development)
-  - [Python Core](#python-core)
-    - [Advanced Programming](#advanced-programming)
-    - [Best Practices](#best-practices)
-    - [Coding Standards](#coding-standards)
-    - [Compatibility](#compatibility)
-    - [Control Flow](#control-flow)
-    - [Data Structures](#data-structures-1)
-    - [Error Handling](#error-handling)
-    - [Functional Programming](#functional-programming)
-    - [Language Updates](#language-updates)
-    - [Learning Resources](#learning-resources)
-    - [Memory Management](#memory-management)
-    - [Migration](#migration)
-    - [Object-Oriented Programming](#object-oriented-programming)
-    - [String Manipulation](#string-manipulation)
-  - [Python Database](#python-database)
-    - [SQLite](#sqlite)
-  - [Python Ecosystem](#python-ecosystem-1)
-    - [Libraries](#libraries)
-    - [Market Trends](#market-trends)
-  - [Python GUI](#python-gui)
-    - [PyQt](#pyqt)
   - [Python Microservices](#python-microservices)
     - [gRPC](#grpc)
   - [Python Observability](#python-observability)
     - [Logging](#logging)
   - [Python Utilities](#python-utilities)
-    - [CLI Tools](#cli-tools-1)
-    - [File Operations](#file-operations)
     - [Script Automation](#script-automation)
   - [Python Web](#python-web)
     - [API Frameworks](#api-frameworks)
-    - [Web Scraping](#web-scraping-1)
 1. [Software Engineering](#software-engineering)
-  - [API Design](#api-design)
-    - [Language Features](#language-features)
-  - [API Integration](#api-integration)
-    - [GitHub Automation](#github-automation)
-    - [HTTP Clients](#http-clients)
-    - [Social Bots](#social-bots)
-  - [Automation](#automation-1)
-    - [Scripting Fundamentals](#scripting-fundamentals)
-    - [Utilities](#utilities)
   - [Business Applications](#business-applications)
     - [Automated Billing](#automated-billing)
   - [CI-CD](#ci-cd)
     - [Code Quality](#code-quality)
-  - [CLI Development](#cli-development)
-    - [Security](#security-1)
-  - [Code Quality](#code-quality-1)
-    - [Clean Code](#clean-code)
-    - [Design Patterns](#design-patterns)
-  - [Concurrency](#concurrency)
-    - [Multithreading](#multithreading)
-    - [Process Pools](#process-pools)
-  - [Concurrency and Parallelism](#concurrency-and-parallelism)
-    - [Debugging](#debugging)
-    - [Execution Models](#execution-models)
-  - [Cryptography and Security](#cryptography-and-security)
-    - [Randomness](#randomness)
-  - [Data Structures](#data-structures-2)
-    - [Linked Lists](#linked-lists)
   - [Data Validation](#data-validation)
     - [Parsing](#parsing)
-  - [Data Visualization](#data-visualization)
-    - [GIS](#gis)
-  - [Distributed Systems](#distributed-systems)
-    - [Blockchain](#blockchain)
-  - [Distribution](#distribution-1)
-    - [Packaging Systems](#packaging-systems)
-  - [Document Processing](#document-processing)
-    - [PDF Automation](#pdf-automation)
-  - [General Engineering](#general-engineering)
-    - [Ecosystem Analysis](#ecosystem-analysis)
-    - [Language Evaluation](#language-evaluation)
-  - [IDEs and Editors](#ides-and-editors)
-    - [Eclipse Integration](#eclipse-integration)
-  - [Image Processing](#image-processing)
-    - [Pillow](#pillow)
   - [Microservices](#microservices-1)
     - [Feature Management](#feature-management)
-  - [Object-Oriented Programming](#object-oriented-programming-1)
-    - [Attributes](#attributes)
-    - [Inheritance](#inheritance)
-  - [Performance Optimization](#performance-optimization-1)
-    - [Continuous Profiling](#continuous-profiling)
-  - [Programming Paradigms](#programming-paradigms)
-    - [Functional Programming](#functional-programming-1)
-    - [Object-Oriented Programming](#object-oriented-programming-2)
-  - [Python](#python-3)
-    - [CLI Generation](#cli-generation)
-    - [Debugging Tools](#debugging-tools)
-    - [Educational Resources](#educational-resources)
-    - [Language Fundamentals](#language-fundamentals)
-    - [Language Idioms](#language-idioms)
+  - [Python](#python-1)
     - [Memory Profiling](#memory-profiling)
-    - [Package Management](#package-management-1)
-    - [Performance Profiling](#performance-profiling)
     - [Production Observability](#production-observability)
     - [Serialization](#serialization)
-    - [Standard Library Reference](#standard-library-reference)
     - [Static Analysis](#static-analysis)
-  - [Python Development](#python-development)
-    - [Command-Line Utilities](#command-line-utilities)
-  - [Python Fundamentals](#python-fundamentals)
-    - [Advanced Syntax](#advanced-syntax)
-    - [Code Documentation](#code-documentation)
-    - [Control Flow](#control-flow-1)
-    - [Curriculums](#curriculums)
-    - [Data Analysis](#data-analysis-1)
-    - [Data Structures](#data-structures-3)
-    - [Design Patterns](#design-patterns-1)
-    - [Dynamic Execution](#dynamic-execution)
-    - [Onboarding](#onboarding)
-    - [String Manipulation](#string-manipulation-1)
-    - [Syntax Optimization](#syntax-optimization)
-  - [System Administration](#system-administration-2)
-    - [File IO](#file-io)
   - [Systems Architecture](#systems-architecture-1)
     - [Microservices Migration](#microservices-migration)
   - [Testing](#testing)
     - [API Testing](#api-testing)
     - [Test Data Generation](#test-data-generation)
-  - [Testing and Quality Assurance](#testing-and-quality-assurance)
-    - [Mocking](#mocking)
-  - [Tooling](#tooling-1)
-    - [AI Code Assistants](#ai-code-assistants)
-    - [Developer Productivity](#developer-productivity-1)
-  - [Web Development](#web-development)
-    - [WASM](#wasm)
-  - [Web Frameworks](#web-frameworks-1)
-    - [API Design](#api-design-1)
+  - [Web Frameworks](#web-frameworks)
     - [Asynchronous Frameworks](#asynchronous-frameworks)
-    - [Community News](#community-news)
     - [Comprehensive Tutorials](#comprehensive-tutorials)
     - [Containerization](#containerization)
-    - [Educational Resources](#educational-resources-1)
-    - [Front-end Integration](#front-end-integration)
-    - [Fundamentals](#fundamentals-1)
-    - [Legacy Implementations](#legacy-implementations)
     - [Microframeworks](#microframeworks)
     - [Project Templates](#project-templates)
-    - [Reactive Interfaces](#reactive-interfaces)
-    - [Standardization](#standardization)
-    - [Testing Paradigms](#testing-paradigms)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [nixCraft: Python Execute Unix/Linux Command Examples 🌟](https://www.cyberciti.biz/faq/python-execute-unix-linux-command-examples)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.cyberciti.biz in the Kubernetes Tools ecosystem.
-  - [stackoverflow: Create dictionary from splitted strings from list of strings](https://stackoverflow.com/questions/34319156/create-dictionary-from-splitted-strings-from-list-of-strings)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stackoverflow.com in the Kubernetes Tools ecosystem.
-  - [devbattles.com: Python list. Functions and Methods lists](https://www.devbattles.com/en/sand/post-1754-Python_list_Functions_and_Methods_lists)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.devbattles.com in the Kubernetes Tools ecosystem.
-  - [devbattles.com: Python: sorting lists by .sort () with - in simple words](https://www.devbattles.com/en/sand/post-1752-Python_sorting_lists_by_sort__with__in_simple_words)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.devbattles.com in the Kubernetes Tools ecosystem.
-  - [stackoverflow: Problems installing python3 on RHEL 🌟](https://stackoverflow.com/questions/8087184/problems-installing-python3-on-rhel)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stackoverflow.com in the Kubernetes Tools ecosystem.
-  - [Getting Started with Django REST Framework (DRF) and AngularJS (Part 1)](https://engineroom.trackmaven.com/blog/getting-started-drf-angularjs-part-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering engineroom.trackmaven.com in the Kubernetes Tools ecosystem.
-  - [devbattles.com: Python Flask, Part 1: Hello World!](https://www.devbattles.com/en/sand/post-1757-Python_Flask_Part_1_Hello_World)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.devbattles.com in the Kubernetes Tools ecosystem.
-  - [Dead simple {for devs} python crawler (script) for extracting structured data from any website into CSV](https://blog.webhose.io/2015/08/16/dead-simple-for-devs-python-crawler-script-for-extracting-structured-data-from-any-almost-website-into-csv)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.webhose.io in the Kubernetes Tools ecosystem.
-  - [Jython is a language that makes it easy to create projects with libraries from Python and Java.](https://www.oraclejavamagazine-digital.com/javamagazine_twitter/20151112?pg=43)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.oraclejavamagazine-digital.com in the Kubernetes Tools ecosystem.
-  - [Learn Python 'subreddit'](https://www.reddit.com/r/learnpython)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Learn Python 'subreddit' in the Kubernetes Tools ecosystem.
-  - [Python progression path - From apprentice to guru](https://stackoverflow.com/questions/2573135/python-progression-path-from-apprentice-to-guru)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Python progression path - From apprentice to guru in the Kubernetes Tools ecosystem.
-  - [reddit: Why Python](https://www.reddit.com/r/Python/comments/3ylxmk/why_python)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit: Why Python in the Kubernetes Tools ecosystem.
-  - [reddit.com: Modules every python developer should know](https://www.reddit.com/r/Python/comments/3yg2u4/modules_every_python_developer_should_know)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com: Modules every python developer should know in the Kubernetes Tools ecosystem.
-  - [reddit.com: My thoughts about moving from Python 2.7 to Python 3.x](https://www.reddit.com/r/Python/comments/3yjlim/my_thoughts_about_moving_from_python_27_to_python)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com: My thoughts about moving from Python 2.7 to Python 3.x in the Kubernetes Tools ecosystem.
-  - [en.wikibooks.org: Python Programming](https://upload.wikimedia.org/wikipedia/commons/9/91/Python_Programming.pdf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering en.wikibooks.org: Python Programming in the Kubernetes Tools ecosystem.
-  - [reddit.com: Functions vs. Classes](https://www.reddit.com/r/learnpython/comments/40rieo/functions_vs_classes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com: Functions vs. Classes in the Kubernetes Tools ecosystem.
-  - [Complexity of Python Operations](https://www.ics.uci.edu/~pattis/ICS-33/lectures/complexitypython.txt)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Complexity of Python Operations in the Kubernetes Tools ecosystem.
-  - [reddit.com: Multiprocessing vs Threading?](https://www.reddit.com/r/learnpython/comments/418z8b/multiprocessing_vs_threading)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com: Multiprocessing vs Threading? in the Kubernetes Tools ecosystem.
-  - [linuxconfig.org: python tuples 🌟](https://linuxconfig.org/python-tuples)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering linuxconfig.org: python tuples 🌟 in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: 3 Seemingly Simple Python Features That Confuse Beginners](https://betterprogramming.pub/3-seemingly-simple-python-features-that-confuse-beginners-313575312dcf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: 3 Seemingly Simple Python Features That Confuse Beginners in the Kubernetes Tools ecosystem.
-  - [pub.towardsai.net: OPs Concept in Python](https://pub.towardsai.net/oops-concept-in-python-b5f5833d57db)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering pub.towardsai.net: OPs Concept in Python in the Kubernetes Tools ecosystem.
-  - [pub.towardsai.net: Class and Objects in Python with Examples](https://pub.towardsai.net/class-and-objects-in-python-with-examples-591c6ca95ee6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering pub.towardsai.net: Class and Objects in Python with Examples in the Kubernetes Tools ecosystem.
-  - [dineshkumarkb.com: How to specify non PYPI requirements in your requirements.txt' file](https://dineshkumarkb.com/tech/how-to-specify-non-pypi-requirements-in-your-requirements-txt-file)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dineshkumarkb.com: How to specify non PYPI requirements in your requirements.txt' file in the Kubernetes Tools ecosystem.
-  - [jhhemal.medium.com: Some Tips and Tricks for Writing Better Code in Python](https://jhhemal.medium.com/some-tips-and-tricks-for-writing-better-code-in-python-f65e4b6814fd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jhhemal.medium.com: Some Tips and Tricks for Writing Better Code in Python in the Kubernetes Tools ecosystem.
-  - [jhhemal.medium.com: Some Essential Built-in Tools for Working with Lists](https://jhhemal.medium.com/some-essential-built-in-tools-for-working-with-lists-81c4f9d5f25e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jhhemal.medium.com: Some Essential Built-in Tools for Working with Lists in the Kubernetes Tools ecosystem.
-  - [dineshkumarkb.com: Reverse a linked list without additional datastructures' using python](https://dineshkumarkb.com/tech/reverse-a-linked-list-without-additional-datastructures-using-python)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dineshkumarkb.com: Reverse a linked list without additional datastructures' using python in the Kubernetes Tools ecosystem.
-  - [tecadmin.net: How To Read, Write & Parse CSV in Python](https://tecadmin.net/read-write-csv-in-python)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering tecadmin.net: How To Read, Write & Parse CSV in Python in the Kubernetes Tools ecosystem.
-  - [writersbyte.com: 4 key Python Data Structures every beginner must know](https://writersbyte.com/4-key-python-data-structures-e-very-beginner-must-know)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering writersbyte.com: 4 key Python Data Structures every beginner must know in the Kubernetes Tools ecosystem.
-  - [python.plainenglish.io: Special Methods Will Change How You Write Classes' in Python](https://python.plainenglish.io/special-methods-that-will-change-how-you-build-classes-in-python-cd0226b52eb6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering python.plainenglish.io: Special Methods Will Change How You Write Classes' in Python in the Kubernetes Tools ecosystem.
-  - [medium.com: Learn about Exceptions in Python](https://medium.com/@andreas.soularidis/learn-about-exceptions-in-python-fef309f66a78)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Learn about Exceptions in Python in the Kubernetes Tools ecosystem.
-  - [tusharsrivastava.hashnode.dev: Handling text files in python - an easy guide' for beginners](https://tusharsrivastava.hashnode.dev/handling-text-files-in-python-an-easy-guide-for-beginners)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering tusharsrivastava.hashnode.dev: Handling text files in python - an easy guide' for beginners in the Kubernetes Tools ecosystem.
-  - [medium: A Simple Guide to Handle Text Files in Python | Andreas Soularidis](https://medium.com/@andreas.soularidis/a-simple-guide-to-handle-text-files-in-python-cd8a1a33ecaf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: A Simple Guide to Handle Text Files in Python | Andreas Soularidis in the Kubernetes Tools ecosystem.
-  - [blog.varunsingh.in: 5 Python Tricks That Made Me A Good Python Developer](https://blog.varunsingh.in/5-python-tricks-that-made-me-a-good-python-developer)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.varunsingh.in: 5 Python Tricks That Made Me A Good Python Developer in the Kubernetes Tools ecosystem.
-  - [python.plainenglish.io: How to Perform Read and Write Operations on JSON' Files in Python](https://python.plainenglish.io/how-to-perform-read-and-write-operations-on-json-files-in-python-a5bac724320d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==python.plainenglish.io: How to Perform Read and Write Operations on JSON' Files in Python== in the Kubernetes Tools ecosystem.
-  - [blog.alluxi.com: 8 habilidades que necesitas para ser un gran programador' Python](https://blog.alluxi.com/8-habilidades-que-necesitas-para-ser-un-gran-programador-python)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.alluxi.com: 8 habilidades que necesitas para ser un gran programador' Python in the Kubernetes Tools ecosystem.
-  - [medium.com/@florian.rieger: If you havenβ€˜t heard of descriptors, you donβ€˜t' know Python](https://medium.com/@florian.rieger/if-you-haven-t-heard-of-descriptors-you-don-t-know-python-1ea4fd1614c2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@florian.rieger: If you havenβ€˜t heard of descriptors, you donβ€˜t' know Python in the Kubernetes Tools ecosystem.
-  - [blog.devgenius.io: Logging in Python](https://blog.devgenius.io/logging-in-python-adec94519755)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Logging in Python in the Kubernetes Tools ecosystem.
-  - [blog.devgenius.io: Introduction to python dictionaries](https://blog.devgenius.io/introduction-to-python-dictionaries-89045c9bf315)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Introduction to python dictionaries in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: Fully Explained Array Data Structure in Python](https://levelup.gitconnected.com/fully-explained-array-data-structure-in-python-67dd9a12b695)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Fully Explained Array Data Structure in Python in the Kubernetes Tools ecosystem.
-  - [pub.towardsai.net: Python: Zero to Hero with Examples](https://pub.towardsai.net/python-zero-to-hero-with-examples-c7a5dedb968b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering pub.towardsai.net: Python: Zero to Hero with Examples in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Getting Started With Pyvcloud β€” A Python Library](https://betterprogramming.pub/getting-started-with-pyvcloud-a-python-library-2e77092ed3ea)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Getting Started With Pyvcloud β€” A Python Library in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: This Is Why You Should Use Tortoise-ORM in Your Python' Projects](https://betterprogramming.pub/this-is-why-you-should-use-tortoise-orm-in-your-python-projects-a3897dc5309e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: This Is Why You Should Use Tortoise-ORM in Your Python' Projects in the Kubernetes Tools ecosystem.
-  - [docker.com: How to Train and Deploy a Linear Regression Model Using PyTorch' – Part 1 (Machine Learning)](https://www.docker.com/blog/how-to-train-and-deploy-a-linear-regression-model-using-pytorch-part-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docker.com: How to Train and Deploy a Linear Regression Model Using PyTorch' – Part 1 (Machine Learning) in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Learning Python With Program Templates: The Input' One, Process One Template](https://betterprogramming.pub/learning-python-with-program-templates-the-input-one-process-one-template-d7ed5156d3fc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Learning Python With Program Templates: The Input' One, Process One Template in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Automate Filling Templates With Python 🌟](https://betterprogramming.pub/automate-filling-templates-with-python-1ff6c6fd595e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Automate Filling Templates With Python 🌟 in the Kubernetes Tools ecosystem.
-  - [pub.towardsai.net: Why Map(), Filter() And Reduce() Functions are so Famous?](https://pub.towardsai.net/why-map-filter-and-reduce-functions-are-so-famous-4c8e42fd0755)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering pub.towardsai.net: Why Map(), Filter() And Reduce() Functions are so Famous? in the Kubernetes Tools ecosystem.
-  - [amitprius.medium.com: Python Dictionary: Zero to Hero with Examples](https://amitprius.medium.com/python-dictionary-zero-to-hero-with-examples-a7497a672dd4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering amitprius.medium.com: Python Dictionary: Zero to Hero with Examples in the Kubernetes Tools ecosystem.
-  - [python.plainenglish.io: It’s Time to Say Goodbye to These Obsolete Python' Libraries 🌟](https://python.plainenglish.io/its-time-to-say-goodbye-to-these-obsolete-python-libraries-7c02aa77d84a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering python.plainenglish.io: It’s Time to Say Goodbye to These Obsolete Python' Libraries 🌟 in the Kubernetes Tools ecosystem.
-  - [guru99.com: Mutable & Immutable Objects in Python {EXAMPLES} 🌟](https://www.guru99.com/mutable-and-immutable-in-python.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering guru99.com: Mutable & Immutable Objects in Python {EXAMPLES} 🌟 in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Python List Comprehensions Are More Powerful Than' You Might Think](https://betterprogramming.pub/python-list-comprehensions-are-more-powerful-than-you-might-think-3363a90e5bb0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Python List Comprehensions Are More Powerful Than' You Might Think in the Kubernetes Tools ecosystem.
-  - [medium.com/@yonatanzunger: Advanced Python: Achieving High Performance with' Code Generation 🌟🌟](https://medium.com/@yonatanzunger/advanced-python-achieving-high-performance-with-code-generation-796b177ec79)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@yonatanzunger: Advanced Python: Achieving High Performance with' Code Generation 🌟🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/@connect.hashblock: Learn how you can create a chatbot in Python](https://medium.com/@connect.hashblock/learn-how-you-can-create-a-chatbot-in-python-da136467309b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@connect.hashblock: Learn how you can create a chatbot in Python in the Kubernetes Tools ecosystem.
-  - [adicode.ml: Take your web development to next level with these python libraries](https://adicode.ml/python-libraries-for-webdevelopment)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering adicode.ml: Take your web development to next level with these python libraries in the Kubernetes Tools ecosystem.
-  - [medium.com/@terminalsandcoffee: Mastering Python: How to Generate a List' of Dictionaries for Files in Your Working Directory with One Script](https://medium.com/@terminalsandcoffee/mastering-python-how-to-generate-a-list-of-dictionaries-for-files-in-your-working-directory-with-7cab8b485e69)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@terminalsandcoffee: Mastering Python: How to Generate a List' of Dictionaries for Files in Your Working Directory with One Script in the Kubernetes Tools ecosystem.
-  - [blog.devops.dev: Generating A List of Dictionaries With Python](https://blog.devops.dev/generating-a-list-of-dictionaries-with-python-77fca1854911)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: Generating A List of Dictionaries With Python in the Kubernetes Tools ecosystem.
-  - [python.plainenglish.io: REST: A Quick Guide to Building Scalable and Flexible' Systems Using HTTP](https://python.plainenglish.io/rest-a-quick-guide-to-building-scalable-and-flexible-systems-using-http-62154841eefd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering python.plainenglish.io: REST: A Quick Guide to Building Scalable and Flexible' Systems Using HTTP in the Kubernetes Tools ecosystem.
-  - [hub.tinztwins.de: 7 Hidden Python Tips for 2024](https://hub.tinztwins.de/7-hidden-python-tips-for-2024)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hub.tinztwins.de: 7 Hidden Python Tips for 2024 in the Kubernetes Tools ecosystem.
-  - [medium.com/bitgrit-data-science-publication: latexify: Writing LaTeX with' Python](https://medium.com/bitgrit-data-science-publication/latexify-writing-latex-with-python-6c0fa4b2e9d5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/bitgrit-data-science-publication: latexify: Writing LaTeX with' Python in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Dockerize Your Django Apps](https://betterprogramming.pub/dockerize-your-django-apps-428189407c69)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==betterprogramming.pub: Dockerize Your Django Apps== in the Kubernetes Tools ecosystem.
-  - [rajansahu713.medium.com: Hands-On Guide to Restful API using Flask Python](https://rajansahu713.medium.com/hands-on-guide-to-restful-api-using-flask-python-16270f866ffe)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering rajansahu713.medium.com: Hands-On Guide to Restful API using Flask Python in the Kubernetes Tools ecosystem.
-  - [reddit: Ship Better Python Using Feature Flags](https://www.reddit.com/r/Python/comments/3zl3g4/ship_better_python_using_feature_flags)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit: Ship Better Python Using Feature Flags in the Kubernetes Tools ecosystem.
-  - [reddit: Real examples of unit testing](https://www.reddit.com/r/learnpython/comments/3zl0p6/real_examples_of_unit_testing)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit: Real examples of unit testing in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: How to Use Pandas to Consume Data and Perform Data' Analysis](https://betterprogramming.pub/how-to-use-pandas-to-consume-data-and-perform-data-analysis-76e000ad5480)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==betterprogramming.pub: How to Use Pandas to Consume Data and Perform Data' Analysis== in the Kubernetes Tools ecosystem.
-  - [iaviral.medium.com: Most used functions in Pandas](https://iaviral.medium.com/most-used-functions-in-pandas-7c12ae238185)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering iaviral.medium.com: Most used functions in Pandas in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Pandas Illustrated: The Definitive Visual Guide to' Pandas](https://betterprogramming.pub/pandas-illustrated-the-definitive-visual-guide-to-pandas-c31fa921a43)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Pandas Illustrated: The Definitive Visual Guide to' Pandas in the Kubernetes Tools ecosystem.
-  - [hands-on.cloud: Quick Intro To Python 3 for AWS Automation Engineers 🌟](https://hands-on.cloud/quick-introduction-to-python-for-aws-automation-engineers)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hands-on.cloud: Quick Intro To Python 3 for AWS Automation Engineers 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/@d.deloatch: How to Stop all Instances Using AWS SDK for Python' (Boto3)](https://medium.com/@d.deloatch/how-to-stop-all-instances-using-aws-sdk-for-python-boto3-2e02af03177)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@d.deloatch: How to Stop all Instances Using AWS SDK for Python' (Boto3) in the Kubernetes Tools ecosystem.
-  - [medium: Build Interactive CLI Tools in Python](https://medium.com/codestory/build-interactive-cli-tools-in-python-47303c50d75)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Build Interactive CLI Tools in Python in the Kubernetes Tools ecosystem.
-  - [python.plainenglish.io: 12 Python Snippets That Will Boost Your Productivity](https://python.plainenglish.io/python-snippets-7e8dcbeae26e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering python.plainenglish.io: 12 Python Snippets That Will Boost Your Productivity in the Kubernetes Tools ecosystem.
 ## Artificial Intelligence
 
-### Deep Learning
-
-#### Large Language Models
-
-  - **(2024)** [==LLMs-from-scratch==](https://github.com/rasbt/LLMs-from-scratch) ⭐ 97134  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight highlights this acclaimed resource for building a fully functional PyTorch Transformer from scratch. Live Grounding verifies it is an indispensable textbook for AI engineers, laying bare tokenization, self-attention calculations, optimization loops, and model loading mechanics without library abstractions.
 ### Generative AI
 
 #### Data Analysis Automation
 
   - **(2023)** [==github.com/gventuri/pandas-ai==](https://github.com/sinaptik-ai/pandas-ai) ⭐ 23581  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight showcases PandasAI as a framework translating natural language queries directly into executable Pandas transformations. Live Grounding emphasizes its utility for quick analytical interfaces, while highlighting that enterprise environments must apply strict sandboxing to isolate LLM-generated code paths.
-### Machine Learning
-
-#### Learning Paths
-
-  - **(2022)** [**realpython.com: Machine Learning With Python 🌟🌟🌟**](https://realpython.com/learning-paths/machine-learning-python) [PYTHON CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Curator Insight details a curated learning path covering classic machine learning pipelines in Python. Live Grounding confirms this as a premier resource, guiding developers through preprocessing, training, and testing utilizing scikit-learn inside professional software engineering contexts.
 ## Backend Development
 
 ### Concurrent Programming
@@ -396,57 +103,6 @@
 #### System Engineering
 
   - **(2015)** [How To Deadlock Your Python With getaddrinfo()](https://emptysqua.re/blog/getaddrinfo-deadlock) [PYTHON CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” In-depth technical analysis explaining threading blockages and deadlocks caused by concurrent calls to glibc DNS resolution. Crucial for engineering reliable microservices on POSIX environments.
-### Protocols and API Design
-
-#### E-Mail Services
-
-  - **(2015)** [==Yagmail: Python e-mail library==](https://github.com/kootenpv/yagmail) ⭐ 2726  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A simplified, robust Gmail and SMTP automation client for Python. Simplifies the boilerplate needed for multi-part messages, inline attachment encoding, and HTML structures.
-### Python Ecosystem
-
-#### Community Media
-
-  - **(2015)** [Talk Python To Me Podcast](https://talkpython.fm) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” A popular audio series analyzing ecosystem advancements, engineering practices, and technical developments in Python. Features deep-dive conversations with developers from Microsoft, Google, and the core CPython team.
-  - **(2011)** [pyvideo.org](https://pyvideo.org) [HTML CONTENT]  [COMMUNITY-TOOL] β€” Large-scale index mapping PyCon keynotes and technical conference recordings. It offers an extensive historical database of advanced talks on performance engineering, system design, and AI integrations.
-#### Enterprise Integration
-
-  - **(2019)** [Microsoft: Python Engineering](https://devblogs.microsoft.com/python) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Official Microsoft blog detailing corporate tooling improvements, PyCharm and VSCode engineering collaborations, Windows system level optimizations, and CPython interpreter speed investments.
-#### Full-Stack Development
-
-  - **(2012)** [Full Stack Python is an open book that explains each Python web application stack layer and provides the best web resources for those topics](https://www.fullstackpython.com) [MARKDOWN CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Comprehensive open-access roadmap classifying the entire Python web stack. Details deployments, databases, security configurations, and web servers, bridging the gap between basic code and production scaling.
-#### Interactive Learning
-
-  - **(2021)** [futurecoder.io](https://futurecoder.io) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Interactive browser-based Python playground that implements inline debugging, code visualization tools, and stack-trace debugging to assist developers in learning core programming practices.
-#### Language Design
-
-  - **(2016)** [New String Formatting in Python 3.6](https://zerokspot.com/weblog/2015/12/31/new-string-formatting-in-python) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Explores the introduction of f-strings in Python 3.6, highlighting the performance, syntax readability, and bytecode parsing advantages of formatted string literals compared to classic %-formatting.
-  - **(2014)** [Why Python 3 exists](https://www.snarky.ca/why-python-3-exists) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” Essential language-design manifesto detailing the architectural requirements behind breaking Unicode and ASCII barriers, shifting to clean string handling, and retiring Python 2 runtime platforms.
-#### Library Exploration
-
-  - **(2015)** [My top 5 β€˜new’ Python modules of 2015](https://blog.rtwilson.com/my-top-5-new-python-modules-of-2015) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” An archival review exploring breakout standard and third-party modules from 2015, capturing the early adoption of modern async and formatting libraries in Python.
-#### OS Distribution
-
-  - **(2015)** [fedoralovespython.org 🌟](https://fedoralovespython.org) [MARKDOWN CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Specialized guide highlighting Python integration within Fedora and Red Hat Linux distributions. Demonstrates system-level binary dependencies, pip-to-rpm management, and kernel automation script packaging.
-#### Resource Curation
-
-  - **(2014)** [==Awesome Python 🌟==](https://github.com/vinta/awesome-python) ⭐ 302828  [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The quintessential curated directory indexing thousands of top-tier Python packages, libraries, frameworks, and tools across data science, web development, containerization, and networking.
-#### Server Infrastructure
-
-  - **(2020)** [digitalocean.com python 🌟](https://www.digitalocean.com/community/tags/python) [MARKDOWN CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Multi-layered tutorial portal offering system administration, server setup, and Django/Flask containerization guides on DigitalOcean VMs, covering production-grade Nginx configurations and daemon process control.
-#### Technical Leadership
-
-  - **(2008)** [Dough Hellmann - Python, OpenStack and Open Source](https://doughellmann.com) [PYTHON CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Professional engineering journal by Doug Hellmann focusing on deep standard library structures (PyMOTW) and enterprise-level OpenStack cloud engineering with Python.
-#### Tutorials
-
-  - **(2020)** [github.com/Asabeneh/30-Days-Of-Python](https://github.com/Asabeneh/30-Days-Of-Python) ⭐ 65301  [PYTHON CONTENT]  [DE FACTO STANDARD] β€” Massive community structured learning resource outlining a day-by-day progression from Python fundamentals to advanced paradigms like functional programming, API development, and data analysis.
-  - **(2014)** [Python 3.4 Programming Tutorials - YouTube](https://www.youtube.com/playlist?list=PL6gx4Cwl9DGAcbMi1sH6oAMk4JHw91mC_) [PYTHON CONTENT]  [LEGACY] β€” Classical educational video series introducing the standard features of Python 3.4 and Django 1.7. Serves as a reference for legacy syntax structures and foundational MVC designs.
-  - **(2012)** [realpython.com](https://realpython.com) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Premier Python learning platform delivering granular technical deep-dives into topics ranging from async concurrency, memory management, and advanced typing schemas to automated system scripting.
-  - **(2010)** [LearnPython.org interactive Python tutorial](https://www.learnpython.org) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Browser-based, interactive Python learning playground allowing engineers to quickly grasp procedural syntax, object models, and key library capabilities through directly executed code challenges.
-  - **(2008)** [blog.pythonlibrary.org 🌟](https://www.blog.pythonlibrary.org) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Practical engineering blog detailing specialized Python packages, GUI programming frameworks (wxPython, Tkinter), and library updates for system administrators and automation engineers.
-### Web Frameworks
-
-#### Django
-
-  - **(2015)** [Awesome Django. A curated list of awesome Django apps, projects and resources](https://gitlab.com/rosarior/awesome-django) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive, curated catalog targeting Django extensions, applications, utility libraries, and pedagogical materials designed to scale monolithic web applications.
 ## Cloud Native Infrastructure
 
 ### Container Orchestration
@@ -454,38 +110,8 @@
 #### Python Client
 
   - **(2013)** [The docker-py repository: an API client for docker written in Python](https://docker-py.readthedocs.org) [PYTHON CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Official Python client library for the Docker Engine API. Allows infrastructure architects to orchestrate, inspect, pull, and execute containerized workflows directly inside automated Python control planes.
-## Computer Science
-
-### Algorithms
-
-#### Data Structures
-
-  - **(2021)** [freecodecamp.org: Learn Algorithms and Data Structures in Python 🌟🌟](https://www.freecodecamp.org/news/learn-algorithms-and-data-structures-in-python) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Educational walkthrough analyzing structural complexities (Big O notation) and fundamental data structures implemented in Python. Explores custom implementations of binary search trees, hash tables, and graphs. Critical for low-level application optimization in complex backend routines.
-### Algorithms and Data Structures
-
-#### Theory
-
-  - **(2022)** [freecodecamp.org: Learn Data Structures and Algorithms – Introduction and Learning Resources](https://www.freecodecamp.org/news/learn-data-structures-and-algorithms) [ANY CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight: Curates comprehensive algorithmic and structural theories to establish robust foundational knowledge.
-Live Grounding: Details search implementations, algorithmic sorting complexities, and performance metrics across common spatial graphs and trees.
-## Cybersecurity
-
-### OSINT
-
-#### Social Media Mining
-
-  - **(2023)** [TWINT - Twitter Intelligence Tool](https://github.com/twintproject/twint) ⭐ 16383  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight highlights Twint as an advanced tool designed to extract social datasets without API authentication. Live Grounding confirms that due to aggressive structural mutations and API restrictions on Twitter/X, Twint is largely non-functional, serving as an indicator of the end of unauthenticated scrapers.
-### Python (1)
-
-#### Security Fundamentals
-
-  - **(2018)** [coursereport.com: A Beginner’s Guide to Python for Cybersecurity](https://www.coursereport.com/blog/python-for-cyber-security-with-flatiron-school) [PYTHON CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight introduces python scripting constructs for penetration testing, log parsing, and security tooling. Live Grounding highlights Python's continuous dominance in security automation, where SecOps and SOAR workflows leverage standard modules to parse IOCs and coordinate rapid incident response tasks.
 ## Data Engineering
 
-### Python Pipelines
-
-#### ETL
-
-  - **(2021)** [analyticsvidhya.com: Implementing ETL Process Using Python to Learn Data Engineering](https://www.analyticsvidhya.com/blog/2021/06/implementing-python-to-learn-data-engineering-etl-process)  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive project walkthrough building an Extract-Transform-Load pipeline. Features remote API queries, payload normalization using Pandas, and transactional loading into relational targets.
 ### Python Search Engine
 
 #### Elasticsearch
@@ -493,100 +119,14 @@ Live Grounding: Details search implementations, algorithmic sorting complexities
   - **(2021)** [blog.adnansiddiqi.me: Getting started with Elasticsearch 7 in Python 🌟](https://blog.adnansiddiqi.me/getting-started-with-elasticsearch-7-in-python)  [COMMUNITY-TOOL] [GUIDE] β€” Structural guide on indexing and querying massive document datasets using Elasticsearch 7 and the official Python Elasticsearch client. Covers document insertion, mapping configurations, and structured search query syntaxes.
 ## Data Science
 
-### Business Analytics
-
-#### Data Integration
-
-  - **(2018)** [**pbpython.com: Practical Business Python**](https://pbpython.com) [PYTHON CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight presents a compilation of practical patterns for integrating business data (such as Google Forms) with Pandas pipelines. Live Grounding highlights the site as an essential guide for transitioning complex, error-prone enterprise Excel tasks into maintainable, automated Python scripts.
 ### Data Engineering (1)
 
-#### Data Analysis
-
-  - **(2022)** [Python Data Science Handbook 🌟](https://jakevdp.github.io/PythonDataScienceHandbook) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” An essential technical handbook for Python's core data science tools. Provides high-density architectural explanations of NumPy arrays, Pandas structured tables, Matplotlib visualization objects, and Scikit-Learn pipelines.
-#### Database Adapters
-
-  - **(2016)** [DictMySQL: A MySQL class for more convenient database manipulation with Python dictionary](https://github.com/gyli/DictMySQL) ⭐ 56  [PYTHON CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight introduces DictMySQL as a dictionary-driven query execution abstraction. Live Grounding emphasizes that while useful for scripting, modern enterprise developments rely on full-fledged ORMs (like SQLAlchemy or Tortoise) to guarantee database injection protection and proper pool scaling.
 #### Database Engines
 
   - **(2020)** [PandasDatabase is a RESTful database engine application built on top of Pandas](https://pypi.org/project/pddb) [PYTHON CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight introduces pddb as a RESTful web service exposing Pandas dataframes via structured queries. Live Grounding highlights that while highly effective for localized prototyping, it lacks transactional guarantees, requiring migration to OLAP engines like DuckDB for production scaling.
-#### Performance Optimization
-
-  - **(2021)** [towardsdatascience.com: Memoizing DataFrame Functions](https://towardsdatascience.com/memoizing-dataframe-functions-7a27dff532f7) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Presents specialized caching and memoization approaches to bypass redundant transformations in large Pandas DataFrames. Illustrates performance gains utilizing decorators, custom hashing, and memoization modules in distributed pipeline environments.
-#### Web Scraping
-
-  - **(2025)** [==Scrapy==](https://scrapy.org) [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight details Scrapy as a highly scalable web extraction framework. Live Grounding confirms its role as a robust engine for structured data pipelines, leveraging asynchronous scheduling capabilities to handle crawling tasks efficiently at scale.
-  - **(2020)** [First web scraper](https://first-web-scraper.readthedocs.io/en/latest) [PYTHON CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight reviews a step-by-step tutorial designed to build initial web scraping functions using requests and BeautifulSoup. Live Grounding highlights its value for educational pipelines, teaching fundamental DOM and network parsing concepts before developers transition to concurrent systems.
 #### Workflow Orchestration
 
   - **(2023)** [orchest.io](https://orchest.io) [PYTHON CONTENT] 🌟🌟🌟 [LEGACY] β€” Curator Insight presents Orchest as a dynamic browser-based IDE designed to construct DAG data pipelines. Live Grounding highlights that while the project is now archived, its clean visual paradigm has set a clear precedent for modern open-source web and serverless data orchestration suites.
-### Data Exploration
-
-#### Cheat Sheets
-
-  - **(2015)** [analyticsvidhya.com: Cheat Sheet for Exploratory Data Analysis in Python 🌟](https://www.analyticsvidhya.com/blog/2015/06/infographic-cheat-sheet-data-exploration-python) [PYTHON CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight provides an structured infographic outlining the process for Exploratory Data Analysis (EDA). Live Grounding confirms that formal checklists for Univariate and Bivariate analysis are critical in production pipelines to diagnose data quality issues and data drift prior to inference.
-### Data Integration (1)
-
-#### Enterprise Tools
-
-  - **(2023)** [anaconda.com: Why Data Scientists Should Be Excited About Python in Excel](https://www.anaconda.com/blog/why-data-scientists-should-be-excited-about-python-in-excel) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Details Anaconda's direct integration of the Python runtime inside Microsoft Excel. Analyzes how this architecture enables enterprise data analysts to execute pandas, statsmodels, and visualization routines locally inside spreadsheets without complex external environments.
-### Databases and Storage
-
-#### ORMs
-
-  - **(2021)** [towardsdatascience.com: Work with SQL in Python Using SQLAlchemy and Pandas](https://towardsdatascience.com/work-with-sql-in-python-using-sqlalchemy-and-pandas-cd7693def708) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight: Constructs high-performance database extraction architectures by binding SQLAlchemy configurations directly to Pandas workflows.
-Live Grounding: Explains object-relational abstraction mechanisms, parameterized SQL queries, memory management during dataframe ingestion, and database engine parameters.
-### Interactive Computing
-
-#### Source Code Resources
-
-  - **(2022)** [github.dev: Python Data Science Handbook](https://github.dev/jakevdp/PythonDataScienceHandbook/tree/master/notebooks) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Official interactive notebook repository for the Python Data Science Handbook. Enables immediate local sandboxing, model parameter tweaks, and testing of complex data ingestion logic using integrated Jupyter execution files.
-### Machine Learning (1)
-
-#### Fundamentals
-
-  - **(2016)** [analyticsvidhya.com: A Complete Tutorial to Learn Data Science with Python from Scratch](https://www.analyticsvidhya.com/blog/2016/01/complete-tutorial-learn-data-science-python-scratch-2) [PYTHON CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight lays out a foundational curriculum covering basic python patterns up to machine learning algorithms. Live Grounding emphasizes that while the foundational principles are timeless, modern practitioners should augment these guides with out-of-core tools like Polars or Dask for data scales beyond memory bounds.
-#### Model Training
-
-  - **(2024)** [realpython.com: Python Machine Learning Tutorials 🌟🌟](https://realpython.com/tutorials/machine-learning) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive practical curriculum detailing predictive workflows using Python's leading machine learning libraries. Walks through standard preprocessing pipelines, model selection, training, and operational testing using NumPy, Pandas, and Scikit-Learn libraries.
-#### SEO Automation
-
-  - **(2022)** [searchenginejournal.com: An Introduction To Python & Machine Learning For Technical SEO](https://www.searchenginejournal.com/python-machine-learning-technical-seo/430000) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight: Demonstrates applying automated scripts and statistical model workflows to organic search and site metrics.
-Live Grounding: Synthesizes programmatic data mining, parsing web crawler paths via Pandas, and deploying light ML models to perform semantic content categorization at scale.
-### Mathematical Modeling
-
-#### Utility Libraries
-
-  - **(2024)** [pypi.org/project/latexify-py](https://pypi.org/project/latexify-py) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Utility library designed to compile executable Python math expressions directly into clean, standardized LaTeX code blocks. Accelerates documentation, research reports, and technical publication workflows directly from dynamic codebases.
-### Pandas
-
-#### Data Manipulation
-
-  - **(2017)** [oreilly.com: how to use pivot tables in Pandas step-by-step](https://www.oreilly.com/learning/pivot-tables) [PYTHON CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight reviews multi-dimensional aggregation methods using Pandas pivot tables. Live Grounding confirms pivot operations remain core practices for in-memory data processing, acting as an essential preprocessing step before feeding structured datasets into visualization or modeling workflows.
-#### Data Reshaping
-
-  - **(2015)** [Reshaping in Pandas – Pivot, Pivot-Table, Stack and Unstack explained with Pictures](https://nikolaygrozev.wordpress.com/2015/07/01/reshaping-in-pandas-pivot-pivot-table-stack-and-unstack-explained-with-pictures) [PYTHON CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight provides visual breakdowns of Pandas reshaping primitives, including pivoting, stacking, and unstacking. Live Grounding highlights that mastering multi-indexed object reshaping remains a critical step for data engineers formatting real-time telemetry datasets.
-#### Interactive Visualization
-
-  - **(2021)** [**pandastutor.com 🌟**](https://pandastutor.com) [PYTHON CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight highlights Pandas Tutor as a visual execution environment demonstrating intermediate steps in data transformations. Live Grounding shows that visual profiling tools significantly accelerate debugging of complex, nested method chains in modern collaborative workflows.
-#### Official Documentation
-
-  - **(2024)** [==pandas.pydata.org: Reshaping by pivoting DataFrame objects==](https://pandas.pydata.org/pandas-docs/stable/reshaping.html) [PYTHON CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight points to the official documentation detailing Pandas dataframe reshaping capabilities. Live Grounding confirms that the official reference is the ultimate source of truth for dynamic transformations, managing complex edge cases such as missing indexes and memory footprints during structural reshaping.
-### Python Data Science
-
-#### Pandas (1)
-
-  - **(2021)** [towardsdatascience.com: 7 Must-Know Data Wrangling Operations with Python Pandas](https://towardsdatascience.com/7-must-know-data-wrangling-operations-with-python-pandas-849438a90d15)  [COMMUNITY-TOOL] β€” Technical deep dive into high-efficiency Pandas data-wrangling techniques. Covers aggregation, filtering, melting, pivoting, merging, and masking complex datasets for upstream analytical and ML training pipelines.
-  - **(2021)** [towardsdatascience.com: There is more to β€˜pandas.read_csv()’ than meets the eye](https://towardsdatascience.com/there-is-more-to-pandas-read-csv-than-meets-the-eye-8654cb2b3a03)  [COMMUNITY-TOOL] β€” Explores advanced configuration options of `pandas.read_csv()`. Focuses on memory-optimized chunking, custom date parsers, specifying dtypes for memory reduction, and handling corrupted row sequences.
-### Software Distribution
-
-#### Windows Environments
-
-  - **(2025)** [**WinPython: Portable Scientific Python 2/3 32/64bit Distribution for Windows**](https://sourceforge.net/projects/winpython) [PYTHON CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight presents WinPython as a portable, isolated scientific Python distribution for Windows environments. Live Grounding confirms its value for locked-down systems, giving data scientists complete offline capabilities without requiring administrator installation permissions.
-### Tooling
-
-#### Excel Integration
-
-  - **(2024)** [pyxll-jupyter: Integration for Jupyter notebooks and Microsoft Excel](https://github.com/pyxll/pyxll-jupyter) ⭐ 162  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight showcases PyXLL-Jupyter as an extension that runs Jupyter notebooks directly inside Excel sheets. Live Grounding confirms it serves as a critical bridge in corporate financial modeling, allowing analysts to enrich spreadsheet data using high-powered Python libraries.
 ## DevOps
 
 ### Python Cloud
@@ -606,26 +146,6 @@ Live Grounding: Synthesizes programmatic data mining, parsing web crawler paths
 #### Docker Integration
 
   - **(2021)** [developers.redhat.com: micropipenv: Installing Python dependencies in containerized applications 🌟](https://developers.redhat.com/articles/2021/05/19/micropipenv-installing-python-dependencies-containerized-applications)  [COMMUNITY-TOOL] β€” Introduces `micropipenv`, a lightweight CLI tool designed to run within container engines. It efficiently resolves and installs locked dependencies from Pipfile, poetry.lock, or requirements.txt files without installing bulky build wrappers, optimizing image sizes.
-## Developer Productivity
-
-### Integrated Development Environments
-
-#### Python (2)
-
-  - **(2015)** [Talk Python To Me Podcast. Episode #36: Python IDEs with the PyCharm team](https://talkpython.fm/episodes/show/36/python-ides-with-the-pycharm-team) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” Historic podcast episode exploring the engineering challenges behind parsing, index optimization, and refactoring engines in modern IDE platforms like PyCharm.
-### Package Management
-
-#### CLI Tools
-
-  - **(2015)** [commandlinefu.com: pip install into current directory without virtualenv](https://www.commandlinefu.com/commands/view/17656/pip-install-into-current-directory-without-virtualenv) [BASH CONTENT]  [COMMUNITY-TOOL] β€” Practical command-line snippet illustrating local directory package installations via pip flags. Useful for minimal sandbox debugging but superseded by standard containerized deployment mounts.
-#### Virtual Environments
-
-  - **(2015)** [Don't Make Us Say We Told You So: virtualenv for New Pythonistas](https://pyvideo.org/video/3460/dont-make-us-say-we-told-you-so-virtualenv-for) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Practical video guide showing dependency isolation patterns with `virtualenv`. Discusses global library pollution issues and modern environment alternatives.
-### Workspace Optimization
-
-#### OSX Setup
-
-  - **(2014)** [Setting up Python on OSX: UPDATED](https://staticnat.com/setting-up-python-on-osx) [BASH CONTENT]  [COMMUNITY-TOOL] β€” System administration guide documenting Homebrew integration, pyenv setups, and environment path configurations on macOS. (Note: Primarily historical compared to modern 2026 container-based local architectures).
 ## Infrastructure
 
 ### AWS SDK
@@ -633,12 +153,6 @@ Live Grounding: Synthesizes programmatic data mining, parsing web crawler paths
 #### Boto3 Tutorials
 
   - **(2021)** [dashbird.io: Explaining boto3: how to use any AWS service with python](https://dashbird.io/blog/boto3-aws-python) [PYTHON CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight breaks down client and resource abstractions within Boto3. Live Grounding shows that understanding these SDK constructs is critical for deploying high-performance serverless structures, minimizing resource leaks in high-scale lambda processing.
-#### Legacy Library
-
-  - **(2018)** [**Boto**](https://github.com/boto/boto) ⭐ 6431  [PYTHON CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” Curator Insight introduces the early Boto library for AWS programmatic scripting. Live Grounding confirms the library is fully deprecated and obsolete, replaced completely by Boto3; developers must prioritize migration to eliminate compatibility issues with modern AWS endpoints.
-#### Migration Guides
-
-  - **(2015)** [**Migrating to Boto3**](https://aws.amazon.com/es/blogs/developer/migrating-to-boto3) [PYTHON CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight outlines the definitive transition guide from early Boto v2 to the modern Boto3 framework. Live Grounding demonstrates that Boto3 is the fundamental backend library for programmatic cloud orchestration, leveraging AWS-designed schemas to autogenerate modern client models.
 ### Cloud Storage
 
 #### Object Storage Optimization
@@ -664,11 +178,6 @@ Live Grounding: Synthesizes programmatic data mining, parsing web crawler paths
   - **(2020)** [towardsdatascience.com: Unlimited scientific libraries and applications in Kubernetes, instantly!](https://towardsdatascience.com/unlimited-scientific-libraries-and-applications-in-kubernetes-instantly-b69b192ec5e5) [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight explores execution pipelines for scientific workloads on top of Kubernetes. Live Grounding demonstrates that cloud-native environments rely heavily on containerized execution pools (such as Kubeflow or Ray Core) to provide scalable, on-demand compute fabrics for heavy machine learning and mathematical computations.
 ## Infrastructure and DevOps
 
-### Automation
-
-#### System Scripting
-
-  - **(2022)** [devopscube.com: Python For DevOps: Guide for DevOps Engineers](https://devopscube.com/python-for-devops) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Evaluates Python's application in infrastructure orchestration, continuous integration, and systems configuration. Identifies high-value uses of built-in libraries like subprocess alongside industry tools like boto3 for automated AWS infrastructure pipelines. Crucial for platform reliability operations.
 ### Container Orchestration (1)
 
 #### Microservices Communication
@@ -682,24 +191,6 @@ Live Grounding: Synthesizes programmatic data mining, parsing web crawler paths
 #### AI-Driven Operations
 
   - **(2023)** [Project Thoth](https://thoth-station.ninja) [PYTHON CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Project Thoth is Red Hat's AI-driven build engine providing automated recommendations on Python packaging setups. Recommends target-optimized, secure package versions by tracking execution metrics, compatibility bugs, and vulnerability profiles in container runtimes.
-#### Package Security
-
-  - **(2021)** [developers.redhat.com: Thoth prescriptions for resolving Python dependencies](https://developers.redhat.com/articles/2021/09/22/thoth-prescriptions-resolving-python-dependencies) [PYTHON CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Details 'prescriptions'β€”declarative rules used by Project Thoth to solve complex Python dependency lockups. Demonstrates automated strategies to avoid platform-specific bugs, secure transitive packages, and optimize base system configurations in container builds.
-### Network Automation
-
-#### Testing Frameworks
-
-  - **(2023)** [rogerperkin.co.uk: pyATS Tutorial for Beginners](https://www.rogerperkin.co.uk/network-automation/pyats/pyats-genie-tutorial) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Comprehensive architectural introduction to Cisco's Python Automated Test System (pyATS) and Genie. Explains validation of multi-vendor network operations, automated schema-based log parsing, and state validation scripts. Standard reference for network testing.
-### Package Packaging
-
-#### Distribution Formats
-
-  - **(2020)** [wheel replaces Python's eggs](https://wheel.readthedocs.io/en/stable) [PYTHON CONTENT] [DOCUMENTATION]  [LEGACY] β€” The official standard documentation outlining how the 'wheel' format serves as the definitive replacement for legacy 'egg' distributions. Analyzes binary precompilation speed benefits and security advantages for production CI pipelines.
-### System Administration
-
-#### Web Deployment
-
-  - **(2017)** [Installing and Configuring Django Web Framework with Virtual Environments in CentOS/Debian](https://www.tecmint.com/install-and-configure-django-web-framework-in-centos-debian-ubuntu) [SHELL CONTENT]  [GUIDE] [LEGACY] β€” System administration guide outlining manual virtual environment and package installation of Django on Debian and CentOS bare-metal servers. Important for auditing legacy non-containerized enterprise application systems.
 ### Systems Architecture
 
 #### Microservices
@@ -707,125 +198,14 @@ Live Grounding: Synthesizes programmatic data mining, parsing web crawler paths
   - **(2023)** [freecodecamp.org: How to Create Microservices with FastAPI](https://www.freecodecamp.org/news/how-to-create-microservices-with-fastapi) [PYTHON CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Explains how to decompose complex monolithic business systems into highly fast, isolated microservices using FastAPI. Covers async cross-service communication patterns, serialization improvements, and centralized exception handling.
 ## Platform Engineering
 
-### Application Packaging
-
-#### Dependency Management (1)
-
-  - **(2021)** [towardsdatascience.com: requirements.txt vs setup.py in Python](https://towardsdatascience.com/requirements-vs-setuptools-python-ae3ee66e28af) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight: Explains the boundary differences between runtime environment lockfiles and package build scripts.
-Live Grounding: Architecturally separates dynamic dependencies defined in `setup.py` (abstract constraints) from strict environment lockfiles in `requirements.txt` (pinned dependencies).
-#### Distribution
-
-  - **(2021)** [redhat.com: Packaging applications to install on other machines with Python](https://www.redhat.com/en/blog/packaging-applications-python) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight: Discusses compiling Python programs into reliable, standalone system files to facilitate smooth target-machine deployments.
-Live Grounding: Details system-level bundling strategies using pyinstaller, shiv, and RPM, comparing the trade-offs of standalone execution containers against direct interpreter dependencies.
 ### Containerization and Orchestration
 
 #### Docker
 
   - **(2021)** [freecodecamp.org: How to SSH into a Docker Container – Secure Shell vs Docker Attach](https://www.freecodecamp.org/news/how-to-ssh-into-a-docker-container-secure-shell-vs-docker-attach) [SHELL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight: Explores interactive host operations inside isolated containers, contrasting direct SSH keys with Docker engine tooling.
 Live Grounding: Evaluates the system-level differences of mounting SSH services inside Docker layers versus executing debug loops via `docker exec` and `docker attach` methods.
-### Dependency Management (2)
-
-#### Virtual Environments (1)
-
-  - **(2022)** [freecodecamp.org: How to Set Up a Virtual Environment in Python – And Why It's Useful](https://www.freecodecamp.org/news/how-to-setup-virtual-environments-in-python) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight: Guides engineers through virtual machine/environment isolation patterns via Python's native `venv` toolkit.
-Live Grounding: Prevents host dependency mutation, explains lock file scopes, and explores paths to segregate testing tools from core runtime environments.
-### Development Environments
-
-#### Workflow Optimization
-
-  - **(2021)** [towardsdatascience.com: Fall in Love with Your Environment Setup](https://towardsdatascience.com/fall-in-love-with-your-environment-setup-779dfbf047ba) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight: Promotes a highly optimized local workspace utilizing modern terminal packages and code style automation.
-Live Grounding: Outlines configurations for zsh shell environments, poetry dependency lock structures, linting configurations (flake8), and styling formatters (black).
-### Python Runtime
-
-#### Performance Tuning
-
-  - **(2021)** [thenewstack.io: Guido van Rossum’s Ambitious Plans for Improving Python Performance](https://thenewstack.io/guido-van-rossums-ambitious-plans-for-improving-python-performance) [PYTHON CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Curator Insight: Analyzes the planned compiler optimizations and structural runtime revisions designed by Guido van Rossum to accelerate CPython.
-Live Grounding: Evaluates the bytecode specialization mechanisms, tier-based optimization paths, and modern JIT integration designed to double standard runtime performance.
-### System Administration (1)
-
-#### Unit Testing
-
-  - **(2022)** [redhat.com: Writing and unit testing a Python application to query the RPM database](https://www.redhat.com/en/blog/query-rpm-database-python) [PYTHON CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight: Demonstrates querying and validating installed Red Hat Package Manager (RPM) states using Python's native ecosystem.
-Live Grounding: Explores system-level database hooks, mock execution paradigms, and writing unit tests to safely parse packages without system sub-processing.
 ## Software Development
 
-### Python Core
-
-#### Advanced Programming
-
-  - **(2021)** [geeksforgeeks.org: Top 10 Advance Python Concepts That You Must Know](https://www.geeksforgeeks.org/blogs/top-10-advance-python-concepts-that-you-must-know) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Compilation of advanced core design patterns. Investigates descriptors, decorators, meta-classes, multi-threading vs multiprocessing bounds, generator design, and dynamic context managers.
-#### Best Practices
-
-  - **(2021)** [towardsdatascience.com: How Not to Use Python Lists](https://towardsdatascience.com/how-not-to-use-python-lists-d06cbe8e593)  [COMMUNITY-TOOL] β€” Evaluates critical performance bottlenecks caused by misusing lists. Covers the $O(n)$ cost of left-side inserts/deletes, recommending `collections.deque` or specialized arrays instead for performance-critical systems.
-  - **(2016)** [thenextweb.com: 6 practical tricks every Python developer should have](https://thenextweb.com/news/6-practical-tricks-every-python-developer-should-have)  [COMMUNITY-TOOL] β€” Explores highly pragmatic coding techniques in Python, including clean list comprehensions, multiple assignments, unpacking expressions, and dict lookups to streamline backend codebase efficiency and developer onboarding speed.
-#### Coding Standards
-
-  - **(2014)** [PEP 8 Cheatsheet 🌟](https://www.scribd.com/document/207247675/PEP-8-Cheatsheet-2009)  [COMMUNITY-TOOL] β€” Concise quick-reference guide summarizing Python style guidelines defined in PEP 8. It highlights styling rules for variable naming, indentation, imports, layout, and comment structures to maintain idiomatic, readable codebases across distributed engineering teams.
-#### Compatibility
-
-  - **(2016)** [Stop writing code that will break on Python 4!](https://astrofrog.github.io/blog/2016/01/12/stop-writing-python-4-incompatible-code)  [LEGACY] β€” Warns against brittle version check logic (e.g., hardcoded string indexing or strict `sys.version_info[0] == 3`) that would fail when Python 4 releases. Suggests robust check alternatives. This architectural guide remains highly relevant for legacy and enterprise codebase preservation.
-#### Control Flow
-
-  - **(2021)** [infoworld.com: How to use the Python for loop](https://www.infoworld.com/article/2267127/how-to-use-the-python-for-loop.html)  [COMMUNITY-TOOL] β€” Covers fundamental logic behind standard Python loops. Explores list comprehension iterations, dictionary traversal structures, utilizing `enumerate()` and `zip()`, and iterator protocol fundamentals.
-#### Data Structures (1)
-
-  - **(2021)** [freecodecamp.org: Python List Methods – append( ) vs extend( ) in Python Explained with Code Examples](https://www.freecodecamp.org/news/python-list-methods-append-vs-extend)  [COMMUNITY-TOOL] [GUIDE] β€” Evaluates mutating functions of list elements. Demonstrates complexity and memory allocations comparing single-object inclusion with `append()` versus sequence concatenation with `extend()` to prevent performance bottlenecks.
-  - **(2021)** [freecodecamp.org: Dictionary Comprehension in Python – Explained with Examples 🌟](https://www.freecodecamp.org/news/dictionary-comprehension-in-python-explained-with-examples)  [COMMUNITY-TOOL] [GUIDE] β€” Detailed study of dictionary comprehension techniques. Covers high-efficiency mapping transformations, conditional structures, nested evaluations, and memory advantages over standard manual loops.
-  - **(2021)** [treyhunner.com: How to flatten a list in Python](https://treyhunner.com/2021/11/how-to-flatten-a-list-in-python)  [COMMUNITY-TOOL] [GUIDE] β€” Details various strategies to flatten multi-dimensional nested iterables in Python. Compares performance of nested list comprehensions, `itertools.chain()`, and recursive function setups.
-  - **(2021)** [freecodecamp.org: Python Sets – Explained with Examples](https://www.freecodecamp.org/news/python-set-operations-explained-with-examples)  [COMMUNITY-TOOL] [GUIDE] β€” Comprehensive breakdown of native Python sets. Demonstrates mathematical transformations including unions, intersections, differences, and subset checks while detailing underlying hash-table performance implications.
-  - **(2020)** [aigents.co: Data Structures and Python 🌟](https://aigents.co/data-science-blog/coding-tutorial/data-structures-and-python)  [COMMUNITY-TOOL] [GUIDE] β€” Comprehensive overview of native Python data structures (lists, dicts, sets, tuples) contrasted against non-native structures like stacks, queues, and linked lists, evaluating algorithmic complexities ($O(n)$) of each operation.
-  - **(2016)** [Lists vs. Tuples](https://nedbatchelder.com/blog/201608/lists_vs_tuples.html)  [COMMUNITY-TOOL] β€” Explains semantic and mechanical distinctions between list and tuple objects. Covers mutation implications, execution performance, memory allocation overhead, and the architectural advantages of using immutable collections in concurrent environments.
-#### Error Handling
-
-  - **(2015)** [If you don't like exceptions, you don't like Python](https://stupidpythonideas.blogspot.com.es/2015/05/if-you-dont-like-exceptions-you-dont.html)  [COMMUNITY-TOOL] β€” Deep-dive analysis of Pythonic exception-handling philosophy ('EAFP' - Easier to Ask for Forgiveness than Permission). Explains why exceptions are central to control flow, iterator protocols, and idiomatic resource management. Emphasizes why bypassing native exception design hinders clean enterprise software engineering.
-#### Functional Programming
-
-  - **(2021)** [freecodecamp.org: Python Map Function – How to Map a List in Python 3.0, With Example Code](https://www.freecodecamp.org/news/python-map-function-how-to-map-a-list-in-python-3-0-with-example-code)  [COMMUNITY-TOOL] [GUIDE] β€” Explores syntax details of `map()` in Python 3. Shows how it returns a memory-efficient map iterator object rather than a list, comparing performance directly to standard list comprehensions under memory constraints.
-  - **(2016)** [digitalocean.com: How To Use the Python Map Function 🌟](https://www.digitalocean.com/community/tutorials/how-to-use-the-python-map-function)  [COMMUNITY-TOOL] [GUIDE] β€” Deep dive into the `map()` built-in function for functional-style operations. Demonstrates applying transformations to list elements lazily via generator-like behaviors, optimizing iteration memory performance over massive datasets.
-#### Language Updates
-
-  - **(2021)** [towardsdatascience.com: All The Important Features and Changes in Python 3.10](https://towardsdatascience.com/all-the-important-features-and-changes-in-python-3-10-e3d1fe542fbf)  [COMMUNITY-TOOL] β€” Explores architectural features introduced in Python 3.10, centering on Structural Pattern Matching (`match-case`), precise parenthesized context managers, improved error messages, and new Union typing syntax.
-  - **(2021)** [zdnet.com: Programming languages: Python just took a big jump forward](https://www.zdnet.com/article/programming-languages-python-just-took-a-big-jump-forward)  [COMMUNITY-TOOL] β€” Tech report highlighting the launch of Python 3.10 and speed optimization goals under the 'Faster Python' initiative led by Guido van Rossum, anticipating up to 2x speedups.
-#### Learning Resources
-
-  - **(2016)** [==github: Python3 in one pic==](https://github.com/rainyear/python3-in-one-pic) ⭐ 5012  🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A highly visual, single-image technical roadmap summarizing Python 3 syntax, core structures, and data types. Serves as a rapid reference diagram for engineers mapping control flows, operators, and basic definitions. Ideal for quick on-boarding and mental model alignment.
-  - **(2021)** [freecodecamp.org: The Python Handbook 🌟](https://www.freecodecamp.org/news/the-python-handbook)  [COMMUNITY-TOOL] β€” An all-encompassing developer manual for Python programming. Covers variable scoping, data structures, classes, standard library exceptions, file system interactions, and virtual environments from a production developer's perspective.
-  - **(2021)** [analyticsvidhya.com: Top Online Platforms to Learn Python](https://www.analyticsvidhya.com/blog/2021/04/top-online-platforms-to-learn-python)  [COMMUNITY-TOOL] β€” Reviews top online tutorial resources, courses, and interactive platforms suited for mastering Python syntax, scripting, automation, and advanced backend algorithms for enterprise scaling.
-  - **(2021)** [stackoverflow.blog: Getting started with… Python 🌟](https://stackoverflow.blog/2021/07/14/getting-started-with-python)  [COMMUNITY-TOOL] β€” A foundational developer guide on configuring a Python workspace. Reviews pip package managers, standard tooling structures, shell interaction interfaces, and virtual environment configurations.
-  - **(2021)** [developers.redhat.com: Learn Python: Tutorials and updates from Red Hat experts](https://developers.redhat.com/topics/python)  [COMMUNITY-TOOL] β€” Resource directory curated by enterprise engineers. Features tutorials spanning cloud-native developments, containerized environment setups, and system automation strategies utilizing Python.
-  - **(2021)** [makeuseof.com: 7 Vital Commands to Get Started With Python for Beginners](https://www.makeuseof.com/python-for-beginners)  [COMMUNITY-TOOL] β€” Introduces critical foundational commands and tools required to initialize, build, and debug early-stage Python scripts, focusing on run environments and package setups.
-  - **(2018)** [digitalocean.com: How To Code in Python 3 🌟](https://www.digitalocean.com/community/tutorial-series/how-to-code-in-python-3)  [COMMUNITY-TOOL] [GUIDE] β€” Comprehensive multi-part instructional series covering fundamental to advanced Python programming paradigms, including variables, control structures, list manipulations, object orientation, and error handling. Highly stable reference for standardizing engineering skills.
-#### Memory Management
-
-  - **(2020)** [towardsdatascience.com: Unexpected Size of Python Objects in Memory](https://towardsdatascience.com/the-strange-size-of-python-objects-in-memory-ce87bdfbb97f) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Inspects the underlying memory footprint of native Python objects (ints, lists, strings) using `sys.getsizeof`. Explores overhead added by PyObject headers, garbage collection pointers, and preallocated cache structures in the CPython implementation.
-#### Migration
-
-  - **(2016)** [Python FAQ: Why should I use Python 3? 🌟](https://eev.ee/blog/2016/07/31/python-faq-why-should-i-use-python-3)  [COMMUNITY-TOOL] β€” Thorough technical justification for upgrading from Python 2 to Python 3, covering unicode string representation, syntax improvements, core engine optimizations, and ecosystem support. Represents a vital historical milestone in the migration timeline.
-#### Object-Oriented Programming
-
-  - **(2021)** [analyticsindiamag.com: Object-Oriented Programming with Python](https://analyticsindiamag.com/object-oriented-programming-python)  [COMMUNITY-TOOL] β€” Deeply explores core OOP principles within Python, covering classes, method resolution order (MRO), inheritance, abstract classes, encapsulation, and magic/dunder methods to ensure high architectural modularity.
-  - **(2021)** [blog.teclado.com: Python Methods: Instance, Static and Class](https://blog.teclado.com/python-methods-instance-static-class)  [COMMUNITY-TOOL] β€” Technical dissection of method boundaries in Python objects. Contrasts instance methods (`self`) with dynamic factory capabilities of classmethods (`cls`) and namespace-isolated staticmethods.
-#### String Manipulation
-
-  - **(2021)** [freecodecamp.org: Python String split() and join() Methods – Explained with Examples](https://www.freecodecamp.org/news/python-string-split-and-join-methods-explained-with-examples)  [COMMUNITY-TOOL] [GUIDE] β€” Outlines basic usage of Python's string manipulation methods `split()` and `join()`. Shows how these helper functions parse tokens and clean unstructured user payloads efficiently.
-### Python Database
-
-#### SQLite
-
-  - **(2021)** [kdnuggets.com: How To Build A Database Using Python](https://www.kdnuggets.com/2021/09/build-database-using-python.html)  [COMMUNITY-TOOL] [GUIDE] β€” Guides backend engineers on instantiating relational databases using standard library `sqlite3`. Covers schema definitions, transactional execution loops, mapping queries, and processing raw record payloads securely.
-### Python Ecosystem (1)
-
-#### Libraries
-
-  - **(2020)** [tryolabs.com: Top 10 Python libraries of 2020](https://tryolabs.com/blog/2020/12/21/top-10-python-libraries-of-2020)  [COMMUNITY-TOOL] β€” Curator synthesis highlighting the most innovative and rapidly growing Python libraries released or consolidated in 2020, focusing on data science, API development (like FastAPI), performance, and utility tooling.
-#### Market Trends
-
-  - **(2021)** [genbeta.com: Python se convierte en el lenguaje de programaciΓ³n mΓ‘s popular segΓΊn el Γ­ndice TIOBE: adiΓ³s al largo reinado de C](https://www.genbeta.com/actualidad/python-se-convierte-lista-tiobe-lenguaje-popular-red-superando-incluso-a-c) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” Article in Spanish covering Python's rise to the number one spot on the TIOBE Index. Discusses trends across data science, web development, and educational adoption driving Python's ecosystem dominance.
-### Python GUI
-
-#### PyQt
-
-  - **(2016)** [Create a GUI Application Using Qt and Python in Minutes: Example Web Browser](https://www.digitalpeer.com/blog/create-a-gui-application-using-qt-and-python-in-minutes-example-web-browser)  [COMMUNITY-TOOL] [GUIDE] β€” Step-by-step tutorial on building desktop graphical user interfaces using PyQt and QtWebEngine. Explains MVC architecture in Python GUI frameworks and quickly instantiates a minimal web browser interface, detailing event loop integrations.
 ### Python Microservices
 
 #### gRPC
@@ -838,13 +218,6 @@ Live Grounding: Explores system-level database hooks, mock execution paradigms,
   - **(2021)** [theglitchblog.com: Logging in Python Using Best Practices](https://theglitchblogcom.wordpress.com/2021/06/17/logging-in-python-using-best-practices)  [COMMUNITY-TOOL] β€” Outlines programmatic setups for production-level logging using standard library modules. Highlights configuring JSON structured formatters, setting appropriate level hierarchies, and optimizing non-blocking logging handlers in container environments.
 ### Python Utilities
 
-#### CLI Tools (1)
-
-  - **(2015)** [**tqdm: Instantly make your python loops show a progress meter - just wrap' any iterator with "tqdm(iterator)", and you're done!**](https://github.com/noamraph/tqdm) ⭐ 2767  [PYTHON CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A fast, extensible progress bar library for Python loops and iterables. By wrapping any iterable with `tqdm(iterable)`, it outputs an overhead-minimal, smart-updating CLI progress meter with predictive ETA calculations. Live grounding confirms its ubiquity across modern ML training loops and data ingestion tasks.
-  - **(2021)** [opensource.com: Parse command-line arguments with argparse in Python](https://opensource.com/article/21/8/python-argparse)  [COMMUNITY-TOOL] β€” Explains how to construct secure and modular command-line interface parameters utilizing standard library `argparse`. Covers handling positional variables, flags, sub-command branches, and custom input validations.
-#### File Operations
-
-  - **(2021)** [sureshdsk.dev: Check diff between two files in Python](https://sureshdsk.dev/check-diff-between-two-files-in-python)  [COMMUNITY-TOOL] [GUIDE] β€” Explores standard library integration of the `difflib` module. Demonstrates programmatically comparing two text documents, parsing line differences, and generating HTML output formatting.
 #### Script Automation
 
   - **(2021)** [pythonsimplified.com: How to schedule Python scripts using schedule library](https://hewing.foliotek.me)  [COMMUNITY-TOOL] [GUIDE] β€” Demonstrates usage of the human-friendly `schedule` library to automate recurring background processes in Python. Covers job structures, syntax patterns, and persistent worker event loops.
@@ -853,38 +226,8 @@ Live Grounding: Explores system-level database hooks, mock execution paradigms,
 #### API Frameworks
 
   - **(2020)** [blog.logrocket.com: Django REST framework alternatives](https://blog.logrocket.com/django-rest-framework-alternatives)  [COMMUNITY-TOOL] β€” Comparative analysis of modern Python web frameworks acting as lightweight or performance-centric alternatives to Django REST Framework (DRF). Focuses heavily on the asynchronous design patterns of FastAPI, Flask, and Sanic.
-#### Web Scraping (1)
-
-  - **(2021)** [oxylabs.io: Python Web Scraping Tutorial: Step-By-Step](https://oxylabs.io/blog/python-web-scraping)  [COMMUNITY-TOOL] [GUIDE] β€” Comprehensive walkthrough detailing automated data collection strategies from HTML targets. Focuses on orchestrating HTTP/S sessions with `requests` and executing fast node traversal via `BeautifulSoup`.
 ## Software Engineering
 
-### API Design
-
-#### Language Features
-
-  - **(2021)** [opensource.com: Make your API better with this positional trick from Python 3.8](https://opensource.com/article/21/5/python-38-features) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Explains how to use Python 3.8's positional-only argument separator ('/') to construct secure and declarative APIs. Analyzes parameters isolation, namespace safety, and backwards compatibility advantages for package developers.
-### API Integration
-
-#### GitHub Automation
-
-  - **(2026)** [==PyGithub 🌟==](https://github.com/PyGithub/PyGithub) ⭐ 7724  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A fully featured, object-oriented Python library designed to interact with the complete GitHub REST API v3 and GitHub Enterprise instances. Simplifies execution of automated repository operations, pull request management, security vulnerability reviews, and release deployment pipelines directly via Python applications.
-#### HTTP Clients
-
-  - **(2022)** [freecodecamp.org: Python Requests – How to Interact with Web Services using Python](https://www.freecodecamp.org/news/how-to-interact-with-web-services-using-python) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight: Practical reference detailing the execution of external HTTP methods through the Python Requests standard.
-Live Grounding: Outlines connection parameters, timeout protection models, handling of complex JSON responses, and standard session management protocols.
-#### Social Bots
-
-  - **(2020)** [digitalocean.com: How To Create a Twitterbot with Python 3 and the Tweepy Library](https://www.digitalocean.com/community/tutorials/how-to-create-a-twitterbot-with-python-3-and-the-tweepy-library) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight: Demonstrates authenticating and streaming data via developer APIs utilizing the Tweepy toolkit in Python.
-Live Grounding: Details multi-tiered OAuth setups, stream handlers, error processing, and deploying basic asynchronous triggers to build reliable event-driven micro-agents.
-### Automation (1)
-
-#### Scripting Fundamentals
-
-  - **(2020)** [automatetheboringstuff.com: Automate the Boring Stuff with Python](https://automatetheboringstuff.com) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” An industry staple for constructing lightweight, robust system automation scripts. Demystifies programmatic file manipulation, web scraping configurations, PDF/Word document handling, and automation of repetitive user interfaces.
-#### Utilities
-
-  - **(2024)** [==PyWhatKit==](https://github.com/Ankit404butfound/PyWhatKit) ⭐ 1671  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight: An automation tool built to aggregate and perform diverse routing actions across platforms.
-Live Grounding: Evaluates web stream automation, messaging integrations, graphical tasks, and simple script automation models.
 ### Business Applications
 
 #### Automated Billing
@@ -895,243 +238,33 @@ Live Grounding: Evaluates web stream automation, messaging integrations, graphic
 #### Code Quality
 
   - **(2021)** [dev.to: Code Quality Tools in Python](https://dev.to/dollardhingra/code-quality-tools-in-python-4k2a) [PYTHON CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight reviews code quality tooling, highlighting traditional utilities like Flake8 and Black. Live Grounding confirms that modern CI/CD setups actively consolidate these individual quality checkers into centralized, lightning-fast Rust engines to speed up delivery loops.
-### CLI Development
-
-#### Security (1)
-
-  - **(2022)** [notia.ai: Building an authenticated Python CLI](https://www.notia.ai/articles/building-an-authenticated-python-cli) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight: Demonstrates building terminal interfaces containing programmatic security token exchange.
-Live Grounding: Evaluates token validation paths, secure key retention methods via local keychain adapters, and configuring clean state storage inside local application pathways.
-### Code Quality (1)
-
-#### Clean Code
-
-  - **(2022)** [dev.to: Best Practices For Writing Clean Pythonic Code](https://dev.to/dollardhingra/python-code-best-practices-4k96) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight: Curates core principles of Python coding patterns to enforce standard readability and longevity metrics.
-Live Grounding: Details actionable rules of PEP-8 compliance, context manager designs, and exception encapsulation techniques to ensure production-grade clean architectures.
-#### Design Patterns
-
-  - **(2022)** [testdriven.io: Clean Code in Python](https://testdriven.io/blog/clean-code-python) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Deep dive into code style conventions and software safety principles in Python. Outlines standard setups for linters (Flake8), layout tools (Black), static type checkers (Mypy), and clean design patterns (SOLID) to ensure maintainable codebase lifecycles.
-### Concurrency
-
-#### Multithreading
-
-  - **(2020)** [realpython.com: An Intro to Threading in Python](https://realpython.com/intro-to-python-threading) [PYTHON CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Explores safe concurrent execution in Python using the native 'threading' library. Confronts structural boundaries of the Global Interpreter Lock (GIL) and provides architectural decision criteria for selecting between threading, multiprocessing, and async-based event loop designs.
-#### Process Pools
-
-  - **(2019)** [Python Multi-Process Execution Pool](https://github.com/eXascaleInfolab/PyExPool) ⭐ 168  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight presents PyExPool as an execution tool addressing the high memory overheads associated with Python's multiprocessing pools. Live Grounding demonstrates its efficiency in long-running pipelines where task queue persistence and custom process pooling prevent the continuous cost of worker spawns.
-### Concurrency and Parallelism
-
-#### Debugging
-
-  - **(2022)** [superfastpython.com: How to Identify a Deadlock in Python](https://superfastpython.com/thread-deadlock-in-python) [PYTHON CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight: A specialized guide on profiling and resolving runtime deadlocks in concurrent Python code.
-Live Grounding: Outlines lock acquisition hierarchies, threading analyzer APIs, and monitoring thread structures to identify locked states before deployment.
-#### Execution Models
-
-  - **(2022)** [superfastpython.com: How to Choose the Right Python Concurrency API](https://superfastpython.com/python-concurrency-choose-api) [PYTHON CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Curator Insight: Details how to choose between multi-threading, multi-processing, and asynchronous loop modules in Python.
-Live Grounding: Explores I/O bottlenecks vs CPU constraint calculations, the Global Interpreter Lock (GIL) execution overhead, and structural runtime design parameters.
-  - **(2022)** [superfastpython.com: Threading vs Multiprocessing in Python](https://superfastpython.com/threading-vs-multiprocessing-in-python) [PYTHON CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Curator Insight: Contends with the structural performance differences between system-level threads and separate OS process targets.
-Live Grounding: Analyzes shared memory architectures under Python's GIL limits compared against isolated execution processes using IPC protocols.
-### Cryptography and Security
-
-#### Randomness
-
-  - **(2021)** [developers.redhat.com: Generating pseudorandom numbers in Python](https://developers.redhat.com/articles/2021/11/04/generating-pseudorandom-numbers-python) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight: Contrasts pseudorandom generation techniques against high-entropy secure alternatives in standard Python library spaces.
-Live Grounding: Compares standard deterministic algorithms (`random`) with cryptographically strong modules (`secrets`), detailing risks in key generation and security token architecture.
-### Data Structures (2)
-
-#### Linked Lists
-
-  - **(2022)** [towardsdatascience.com: How to Implement a Linked List in Python](https://towardsdatascience.com/python-linked-lists-c3622205da81) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight: Demonstrates implementing custom singly and doubly linked list data collections in Python.
-Live Grounding: Constructs object-oriented linked nodes, manual pointer mapping pathways, and discusses performance metrics compared against native sequential structures.
 ### Data Validation
 
 #### Parsing
 
   - **(2026)** [==pydantic/pydantic==](https://github.com/pydantic/pydantic) ⭐ 28024  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight: The absolute industry standard data enforcement framework utilizing type annotation structures.
 Live Grounding: High-density Rust-compiled (V2) validation tool that guarantees strict configuration processing, extreme execution speed, and direct integration into microservice engines.
-### Data Visualization
-
-#### GIS
-
-  - **(2022)** [morioh.com: How to create Google Map in Python using Gmaps](https://morioh.com) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight: Explores rendering geospatial layers inside interactive data analytical loops.
-Live Grounding: Utilizes the Google Maps API wrappers to integrate high-fidelity interactive mapping layouts within Jupyter execution states.
-### Distributed Systems
-
-#### Blockchain
-
-  - **(2021)** [dev.to: Creating a blockchain in 60 lines of Python](https://dev.to/imjoseangel/creating-a-blockchain-in-60-lines-of-python-2hlc) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight: Synthesizes blockchain basics into an easily understandable implementation in Python under sixty lines.
-Live Grounding: Outlines standard hashing algorithms (SHA-256), cryptographic block validation processes, genesis node creation, and basic distributed ledger architectures.
-### Distribution (1)
-
-#### Packaging Systems
-
-  - **(2025)** [==PyInstaller is a program that freezes (packages) Python programs into stand-alone executables, under Windows, Linux, Mac OS X, FreeBSD, Solaris and AIX==](https://www.pyinstaller.org) [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight profiles PyInstaller as a tool designed to freeze Python apps into self-contained executables. Live Grounding validates its continued standard status for packaging desktop applications and offline tools, abstracting target environment dependency structures.
-### Document Processing
-
-#### PDF Automation
-
-  - **(2022)** [realpython.com/pdf-python](https://realpython.com/pdf-python) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight: Surveys technical methods to extract, modify, and build complex PDF documentation within Python runtimes.
-Live Grounding: Compares programmatic utility suites (PyPDF2, pdfplumber, ReportLab) on criteria of parsing fidelity, speed, vector calculations, and structural layouts.
-### General Engineering
-
-#### Ecosystem Analysis
-
-  - **(2022)** [github.blog: Why Python keeps growing, explained](https://github.blog/developer-skills/programming-languages-and-frameworks/why-python-keeps-growing-explained) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight: Details GitHub's analysis of the global scale and persistent enterprise adoption of Python.
-Live Grounding: Identifies trends in cloud automation, microservice scripting, dynamic scaling, and deep data integration that drive global Python adoption.
-#### Language Evaluation
-
-  - **(2022)** [javarevisited.blogspot.com: Java vs Python - Which Programming Language beginners should learn in 2022?](https://javarevisited.blogspot.com/2018/06/java-vs-python-which-programming-language-to-learn-first.html) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight: A technical comparison of static type execution in Java versus dynamic runtimes in Python.
-Live Grounding: Reviews execution overhead profiles, virtual machine performance, learning paths, and application design parameters across enterprise development landscapes.
-### IDEs and Editors
-
-#### Eclipse Integration
-
-  - **(2016)** [opensource.com: How to use Python to hack your Eclipse IDE](https://opensource.com/life/16/2/how-use-python-hack-your-ide) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Explains how to extend and automate the Eclipse IDE using Python scripting through Jython and the Eclipse Scripting Engine (EASE). Outlines how to write lightweight automation scripts to modify files, generate boilerplate, and interact with Eclipse UI controls directly, circumventing complex Java-heavy plugin development.
-### Image Processing
-
-#### Pillow
-
-  - **(2022)** [dev.to: How to change an image with Python](https://dev.to/deotyma/how-to-change-an-image-with-python-518d) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight: Introduces dynamic graphics manipulation routines using Pillow within modern pipelines.
-Live Grounding: Walks through scaling paths, rotational modifications, dynamic color channel mappings, and format compression strategies optimized for web workloads.
 ### Microservices (1)
 
 #### Feature Management
 
   - **(2021)** [Python Feature Flag Resources/Solutions](https://featureflags.io/python-feature-flags) [PYTHON CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight aggregates feature flagging solutions for Python-based stacks. Live Grounding emphasizes that modern distributed microservices rely on dynamic flag management platforms (such as Unleash or LaunchDarkly) to execute runtime decoupling, safe continuous delivery, and progressive rollout protocols without service disruption.
-### Object-Oriented Programming (1)
+### Python (1)
 
-#### Attributes
-
-  - **(2022)** [freecodecamp.org: Python Attributes – Class and Instance Attribute Examples](https://www.freecodecamp.org/news/python-attributes-class-and-instance-attribute-examples) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight: Examines class attributes versus unique object instance states in Python OOP designs.
-Live Grounding: Reviews internal attribute lookup mechanisms (via `__dict__`), inheritance overrides, class namespaces, and memory storage profiles.
-#### Inheritance
-
-  - **(2022)** [towardsdatascience.com: Master Class Inheritance in Python 🌟](https://towardsdatascience.com/master-class-inheritance-in-python-c46bfda63374) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight: Evaluates inheritance concepts in Python including single, multiple, and hierarchical design paradigms.
-Live Grounding: Deep-dives into subclassing mechanics, resolving method chains via `super()`, and explains the intricate operations of Python's Method Resolution Order (MRO) using C3 Linearization.
-### Performance Optimization (1)
-
-#### Continuous Profiling
-
-  - **(2022)** [martinheinz.dev: Boost Your Python Application Performance using Continuous Profiling](https://martinheinz.dev/blog/89) [PYTHON CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Examines continuous profiling processes to dynamically detect CPU bottlenecks and memory leaks in production servers. Compares performance impacts and granularity profiles of tools like Pyroscope and Py-Spy. Critical for architectural capacity planning and cost containment.
-### Programming Paradigms
-
-#### Functional Programming (1)
-
-  - **(2021)** [realpython.com: Functional Programming in Python](https://realpython.com/courses/functional-programming-python) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Investigates functional paradigms within Python, detailing immutability, side-effect isolation, and first-class functions. Provides tactical advice on leveraging the standard libraries 'functools' and 'itertools' to generate declarative and highly unit-testable application code.
-#### Object-Oriented Programming (2)
-
-  - **(2023)** [freecodecamp.org: How to Build an Online Banking System – Python Object-Oriented Programming Tutorial](https://www.freecodecamp.org/news/how-to-build-an-online-banking-system-python-oop-tutorial) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Hands-on tutorial building a simulated online banking API to explore OOP design patterns. Walks through practical use cases of structural encapsulation, class-based inheritance, and custom exception handling within a financial business domain.
-### Python (3)
-
-#### CLI Generation
-
-  - **(2025)** [==google/python-fire 🌟==](https://github.com/google/python-fire) ⭐ 28203  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight presents Google Fire as a library that instantly derives fully operational CLI endpoints from any Python object. Live Grounding confirms its extensive use in data engineering pipelines to easily export complex programmatic code without setting up manual parsing boilerplate.
-#### Debugging Tools
-
-  - **(2016)** [tracker: A time machine for debugging pesky stateful errors](https://github.com/madisonmay/tracker) ⭐ 36  [PYTHON CONTENT] 🌟 [COMMUNITY-TOOL] β€” Curator Insight details a utility designed to capture and track mutational state transitions in Python objects over time. Live Grounding observes that while the repository is now dormant and unmaintained, the architecture of immutable tracking states remains a core conceptual design in complex state-machine debugging.
-#### Educational Resources
-
-  - **(2022)** [genbeta.com: Ocho canales de YouTube para aprender Python desde cero hasta nivel experto](https://www.genbeta.com/a-fondo/ocho-canales-youtube-para-aprender-python-cero-nivel-experto-1) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” Spanish-language curation detailing pedagogical pathways for mastering the Python language ecosystem. Maps highly rated video resources for a variety of developer paths, ranging from core procedural logic to advanced concurrent designs.
-#### Language Fundamentals
-
-  - **(2023)** [realpython.com: How to Write Pythonic Loops](https://realpython.com/courses/how-to-write-pythonic-loops) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An industry-standard architectural guide exploring idiomatic loops and iterator protocols in Python. Discusses generator expressions and generator-based memory optimization techniques. Synthesizes core tools from the 'itertools' library to help developers eliminate boilerplate code and optimize runtime loops.
-#### Language Idioms
-
-  - **(2016)** [analyticsvidhya.com: Tutorial – Python List Comprehension With Examples](https://www.analyticsvidhya.com/blog/2016/01/python-tutorial-list-comprehension-examples) [PYTHON CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight outlines the syntactic patterns and speed performance advantages of list comprehensions. Live Grounding notes that list comprehension remains a fundamental pillar of idiomatic, readable, and highly optimized CPython bytecode execution.
 #### Memory Profiling
 
   - **(2025)** [==github.com/bloomberg/memray 🌟🌟==](https://github.com/bloomberg/memray) ⭐ 15115  [PYTHON / C++ CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight details Memray as Bloomberg's advanced memory tracker for Python applications. Live Grounding confirms its preeminent role in tracking allocations inside complex microservice systems, excelling in profiling C/C++ extension boundaries where standard tools fall short.
-#### Package Management (1)
-
-  - **(2015)** [Speed up pip install](https://blog.ionelmc.ro/2015/01/02/speedup-pip-install) [PYTHON CONTENT] 🌟🌟 [LEGACY] β€” Curator Insight details early strategies for accelerating pip package installation times using HTTP caching proxies. Live Grounding reveals that modern package management tools (like 'uv' and optimized caching protocols in current pip versions) natively resolve these network bottlenecks, rendering legacy HTTP-cache hacks largely obsolete but educationally significant.
-#### Performance Profiling
-
-  - **(2015)** [Profiling Python using cProfile: a concrete case](https://julien.danjou.info/blog/2015/guide-to-python-profiling-cprofile-concrete-case-carbonara) [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight provides a step-by-step deep dive into execution bottleneck isolation using the standard cProfile module. Live Grounding validates that while continuous visual profilers are used at scale, understanding deterministic execution tracing using native cProfile remains a fundamental engineering prerequisite for debugging CPU-bound application paths.
 #### Production Observability
 
   - **(2016)** [**nylas.com: Profiling Python in Production**](https://www.nylas.com/blog/performance) [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” Curator Insight details Nylas's architecture for continuous, low-overhead profiling inside live environments. Live Grounding highlights that high-throughput microservices rely heavily on statistical, non-blocking sampling profilers (like Py-Spy or Memray) to secure production metrics with negligible runtime performance impact.
 #### Serialization
 
   - **(2024)** [github.com/kodemore/chili](https://github.com/kodemore/chili) ⭐ 73  [PYTHON CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight presents Chili as a serialization library built on top of generic types. Live Grounding notes that while efficient for specific workloads, it operates in an environment largely dominated by Pydantic, which serves as the core parsing engine for modern APIs.
-#### Standard Library Reference
-
-  - **(2025)** [==Python 3 standard library Module of the Week, Doug Hellmann==](https://pymotw.com) [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight details PyMOTW-3 as an exemplary reference for Python 3 standard library functionality. Live Grounding confirms its status as an industry-standard guide, demonstrating clean, optimized uses of native packages like asyncio or concurrent.futures to reduce dependencies in critical systems.
-  - **(2017)** [Python 2 standard library Module of the Week, Doug Hellmann](https://pymotw.com/2) [PYTHON CONTENT] 🌟🌟🌟 [LEGACY] β€” Curator Insight references the legacy Python 2.x PyMOTW collection. Live Grounding emphasizes its value solely as an architectural translation catalog for software archeologists modernizing enterprise codebases to secure Python 3.x specifications.
 #### Static Analysis
 
   - **(2025)** [==github.com/microsoft/pyright==](https://github.com/microsoft/pyright) ⭐ 15475  [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight defines Pyright as Microsoft's performant static type checker for Python. Live Grounding highlights its critical importance in large-scale enterprise deployments, providing quick type verification directly inside continuous integration pipelines.
   - **(2025)** [==Ruff==](https://github.com/astral-sh/ruff) ⭐ 47969  [RUST CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight introduces Ruff as an extremely fast Python linter and formatter written in Rust. Live Grounding confirms Ruff is a de facto industry standard, dramatically lowering CI run times by replacing several older style checkers with a single compiled utility.
   - **(2024)** [**Pydeps 🌟**](https://github.com/thebjorn/pydeps) ⭐ 2096  [PYTHON CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight highlights Pydeps as a visual engine designed to diagram python import structures. Live Grounding validates its status as an excellent tool for architectural decomposition, enabling teams to trace cyclic dependencies and plan clean decoupling pathways.
-### Python Development
-
-#### Command-Line Utilities
-
-  - **(2026)** [==Click 🌟==](https://click.palletsprojects.com/en/stable) [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Python's premier command-line interface creation kit, designed to make writing composable CLI tools quick and fun with minimal boilerplate. Leverages Python decorators to declare options, arguments, and validation logic, offering a highly structured runtime environment with native support for nested commands and automated help page generation.
-### Python Fundamentals
-
-#### Advanced Syntax
-
-  - **(2022)** [freecodecamp.org: How to Use *args and **kwargs in Python](https://www.freecodecamp.org/news/args-and-kwargs-in-python) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight: Covers unpacking structures and flexible argument assignments in Python.
-Live Grounding: Details unpacking variable arguments (`*args`) and keyword configurations (`**kwargs`), explaining parameter routing in modular design patterns and wrappers.
-#### Code Documentation
-
-  - **(2022)** [mishrapartha.blogspot.com: A Beginner’s Guide to Python for Data Science - Part 5 Adding Comments in Python](https://mishrapartha.blogspot.com/2022/11/a-beginners-guide-to-python-for-data_19.html) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight: Discusses formatting guidelines for developer comments and docstrings in Python codebases.
-Live Grounding: Highlights docstring compliance metrics, parsing scripts using documentation generators, and building clean inline context explanations.
-#### Control Flow (1)
-
-  - **(2022)** [freecodecamp.org: Python For Loop - For i in Range Example](https://www.freecodecamp.org/news/python-for-loop-for-i-in-range-example) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight: Breaks down fundamental sequence looping execution in modern Python scripts.
-Live Grounding: Focuses on performance benefits of generator-driven range sequences over standard index increments within high-iteration pathways.
-  - **(2021)** [freecodecamp.org: Else-If in Python – Python If Statement Example Syntax](https://www.freecodecamp.org/news/else-if-in-python-python-if-statement-example-syntax) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight: Foundational review of binary and multi-way branch conditional evaluations.
-Live Grounding: Demonstrates PEP standards for nested conditional hierarchies, proper clean syntax configurations for `elif` patterns, and introduces structural pattern matching.
-#### Curriculums
-
-  - **(2022)** [realpython.com/learning-paths: Python Learning Paths 🌟🌟🌟](https://realpython.com/learning-paths) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight: A complete mapping directory of highly structured education routes across Python frameworks and methodologies.
-Live Grounding: Aggregates comprehensive technical tracks in systems programming, data integration, scraping, and microservice validation schemas.
-#### Data Analysis (1)
-
-  - **(2022)** [aigents.co: Pro Python Tips for Data Analysts](https://aigents.co/data-science-blog/coding-tutorial/pro-python-tips-for-data-analysts) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight: A practical collection of efficient Python routines designed specifically for optimization of data workloads.
-Live Grounding: Analyzes vectorization tricks, performance improvements during heavy pandas and numpy usage, and memory preservation tricks when manipulating complex analytical data structures.
-#### Data Structures (3)
-
-  - **(2022)** [freecodecamp.org: Python Dictionary – How to Perform CRUD Operations on dicts in Python](https://www.freecodecamp.org/news/everything-you-need-to-know-about-python-dictionaries) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight: Covers the fundamental data structure lifecycle operations of Python's mapping container (dict).
-Live Grounding: Breaks down underlying hash table architectures, CRUD syntax paradigms, key access, and updates using optimized standard collection techniques.
-  - **(2022)** [dev.to: python dictionary methods explanation and visualization](https://dev.to/mahmoudessam/python-dictionary-methods-explanation-and-visualization-1l64) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight: Comprehensive visual maps explaining built-in dictionary manipulation routines.
-Live Grounding: Visualizes the differences between direct updates, item mutation methods, default handling methods, and pop routines to ensure correct data mutation practices.
-  - **(2022)** [codesolid.com: Python Lists for Beginners: A Complete Lesson With Exercises 🌟](https://codesolid.com/python-lists) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight: Interactive educational package focused on Python sequence objects, list arrays, and mutation mechanics.
-Live Grounding: Outlines list creation, slice manipulation, and performance attributes of dynamic array sequences inside basic programmatic workflows.
-  - **(2022)** [realpython.com: Building Lists With Python's .append()](https://realpython.com/courses/building-lists-with-python-append) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight: Focused overview of dynamic array sizing using Python's sequential list append logic.
-Live Grounding: Illustrates internal allocation scaling algorithms, dynamic array growth, amortized insertion complexity, and list rebuilding mechanics.
-  - **(2022)** [freecodecamp.org: Python List .remove() - How to Remove an Item from a List in Python](https://www.freecodecamp.org/news/python-list-remove-how-to-remove-an-item-from-a-list-in-python) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight: Examines removing specific programmatic values from dynamic list arrays.
-Live Grounding: Details execution profiles of `.remove()` relative to value lookups, compared against structural alternatives like system-level `del` statement and array `.pop()` methods.
-  - **(2022)** [freecodecamp.org: Create a List in Python – Lists in Python Syntax](https://www.freecodecamp.org/news/create-a-list-in-python-lists-in-python-syntax) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight: Basic reference explaining sequence array instantiation in modern Python.
-Live Grounding: Outlines standard array notation, constructor structures, and memory-efficient sequence generation rules to streamline initial code configurations.
-  - **(2022)** [thenewstack.io: Python for Beginners: When and How to Use Tuples](https://thenewstack.io/python-for-beginners-when-and-how-to-use-tuples) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight: Analyzes immutable sequence collections (tuples) and their use-cases compared to dynamic arrays.
-Live Grounding: Highlights internal performance optimizations, tuple hashing mechanics, unpack semantics, and low runtime resource allocation profiles.
-#### Design Patterns (1)
-
-  - **(2022)** [towardsdatascience.com: Iterables vs Iterators in Python](https://towardsdatascience.com/python-iterables-vs-iterators-688907fd755f) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight: Explains iteration models, separating Iterable abstractions from active state Iterator objects.
-Live Grounding: Details the internal execution of Python's iteration protocol, highlighting execution steps of `__iter__` and `__next__` and lazy calculation logic.
-#### Dynamic Execution
-
-  - **(2021)** [realpython.com: Evaluate Expressions Dynamically With Python eval() (Overview)](https://realpython.com/videos/python-eval-overview) [PYTHON CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight: Illustrates the underlying mechanics and substantial system security risks of evaluating code at runtime.
-Live Grounding: Outlines raw `eval()` execution, detailing sandbox escapes and security risks, and presents standard, secure parsing libraries as safer alternatives.
-#### Onboarding
-
-  - **(2022)** [thenewstack.io: More Python for Non-Programmers](https://thenewstack.io/more-python-for-non-programmers) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight: An educational walkthrough designed to onboard non-engineers into Python programming patterns safely.
-Live Grounding: Emphasizes the translation of logic requirements into working scripts, touching upon variable assignment, light I/O, and essential script maintenance.
-#### String Manipulation (1)
-
-  - **(2021)** [realpython.com: Splitting, Concatenating, and Joining Strings in Python Quiz](https://realpython.com/quizzes/python-split-strings) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight: An interactive developer checkpoint focusing on efficient string transformation methods.
-Live Grounding: Assesses performance criteria of join operations vs manual concatenations, string parsing splits, and typical syntax pitfalls.
-#### Syntax Optimization
-
-  - **(2022)** [makeuseof.com: 11 Useful Python One-Liners You Must Know](https://www.makeuseof.com/useful-python-one-liners-you-must-know) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight: Spotlights expressive and powerful single-statement patterns in Python to achieve cleaner execution.
-Live Grounding: Provides syntactical blueprints for functional comprehensions, multi-variable checks, and lambdas, reducing structural boilerplate code while balancing readability.
-### System Administration (2)
-
-#### File IO
-
-  - **(2022)** [realpython.com: How to Get a List of All Files in a Directory With Python](https://realpython.com/get-all-files-in-directory-python) [PYTHON CONTENT]  [GUIDE] [LEGACY] β€” Curator Insight: Evaluates efficient local system file scanner operations inside Python runtimes.
-Live Grounding: Details legacy OS module calls, comparing speed metrics against object-oriented `pathlib` pattern scanning in massive scale directories.
 ### Systems Architecture (1)
 
 #### Microservices Migration
@@ -1145,39 +278,13 @@ Live Grounding: Details legacy OS module calls, comparing speed metrics against
 #### Test Data Generation
 
   - **(2025)** [==joke2k/faker 🌟==](https://github.com/joke2k/faker) ⭐ 19273  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight introduces Faker as an extensive database for mocking data. Live Grounding highlights its standard integration into QA pipelines, where generating randomized, structured database schemas is crucial to test application resilience safely under privacy rules.
-### Testing and Quality Assurance
+### Web Frameworks
 
-#### Mocking
-
-  - **(2021)** [towardsdatascience.com: You Don’t Need Sample Data, You Need Python Faker](https://towardsdatascience.com/you-dont-need-sample-data-you-need-python-faker-fa87c2a119a9) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight: Explores synthetic data generation for testing pipelines using the Faker package ecosystem.
-Live Grounding: Details custom provider integration, localized structured schemas, testing configurations, and managing deterministic seed states for repeatable automated validations.
-### Tooling (1)
-
-#### AI Code Assistants
-
-  - **(2021)** [Kite 🌟](https://kite.com) [NOT APPLICABLE CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight reviews Kite as a local-AI completion helper. Live Grounding confirms the project is fully retired and non-operational, with software development workflows now dominated by sophisticated cloud and local models like GitHub Copilot, Cursor, and modern LSP tooling.
-#### Developer Productivity (1)
-
-  - **(2022)** [makeuseof.com: 10 Useful Tools for Python Developers](https://www.makeuseof.com/python-developer-tools) [PYTHON CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight profiles basic developer tools for Python users. Live Grounding points out that while simple tools are important for learners, enterprise environments mandate modern standard pipelines composed of specialized IDEs, linters, and containerized runtimes.
-### Web Development
-
-#### WASM
-
-  - **(2022)** [freecodecamp.org: How to Use PyScript – A Python Frontend Framework 🌟](https://www.freecodecamp.org/news/pyscript-python-front-end-framework) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight: Introduces execution of complex Python pipelines inside browser-side environments via WebAssembly architectures.
-Live Grounding: Assesses PyScript's interface layer, detailing direct DOM manipulation, Pyodide compiler speeds, and frontend script processing.
-### Web Frameworks (1)
-
-#### API Design (1)
-
-  - **(2021)** [digitalocean.com: Building a REST API With Django REST Framework](https://www.digitalocean.com/community/tech-talks/building-a-rest-api-with-django-rest-framework) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Teaches proper architectural design of decoupled REST endpoints using Django REST Framework (DRF). Focuses on building robust model serialization, custom API views, permission sets, and token-based authentication schemas.
 #### Asynchronous Frameworks
 
   - **(2026)** [FastAPI 🌟](https://fastapi.tiangolo.com) [PYTHON CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official technical specifications for FastAPI, Python's leading ASGI-compliant framework for building low-latency endpoints. Evaluates native async execution loops, automated Pydantic schema validation, and high-performance routing layouts.
   - **(2022)** [freecodecamp.org: FastAPI Course – Code APIs Quickly](https://www.freecodecamp.org/news/fastapi-helps-you-develop-apis-quickly) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Structured educational course on building secure, robust microservice APIs via FastAPI. Instructs developers in configuring async database interfaces, Alembic schema migrations, dependency injections, and containerized deployment paths.
   - **(2021)** [blog.adnansiddiqi.me: Create your first REST API in FastAPI 🌟](https://blog.adnansiddiqi.me/create-your-first-rest-api-in-fastapi) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Teaches fundamental design patterns in FastAPI, showcasing schema development with Pydantic, dynamic query validations, path routing, and automated dynamic Swagger API manual configuration.
-#### Community News
-
-  - **(2024)** [gettopical.com: Get Django Latest News](https://gettopical.com/djangoframework)  [COMMUNITY-TOOL] β€” A curation platform consolidating latest releases, security advisories, ecosystem packages, and core codebase changes for Django. Vital resource for architects keeping up-to-date with security alerts and system patches.
 #### Comprehensive Tutorials
 
   - **(2021)** [The Flask Mega-Tutorial: Now with Python 3 Support](https://blog.miguelgrinberg.com/post/the-flask-mega-tutorial-now-with-python-3-support) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Miguel Grinberg's definitive masterclass in Flask application development. Guides developers from initial setup through databases migrations with SQLAlchemy, user authorization pipelines, background tasks, and containerized cloud setups.
@@ -1185,35 +292,15 @@ Live Grounding: Assesses PyScript's interface layer, detailing direct DOM manipu
 
   - **(2022)** [freecodecamp.org: How to Dockerize a Flask Application](https://www.freecodecamp.org/news/how-to-dockerize-a-flask-app) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Shows standard patterns for containerizing Flask microframework environments. Details proper setup of production-grade WSGI servers (like Gunicorn), port exposure, volume mountings, and local hot-reloads during container updates.
   - **(2021)** [dev.to: Getting Started with Flask and Docker](https://dev.to/ken_mwaura1/getting-started-with-flask-and-docker-3ie8) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A concise roadmap for packaging dynamic Flask applications within isolated Docker runtimes. Focuses on safe environment abstractions, directory management, and multi-stage build optimization techniques.
-#### Educational Resources (1)
-
-  - **(2020)** [CodingEntrepreneurs youtube channel](https://www.youtube.com/user/CodingEntrepreneurs)  [COMMUNITY-TOOL] β€” Popular educational platform playlist for rapid Django backend generation. Demonstrates common model relations, CRUD templates design, system forms validation, and basic server operations for application builders.
-#### Front-end Integration
-
-  - **(2022)** [dev.to: Building a REST API with Django REST Framework 🌟](https://dev.to/nagatodev/how-to-connect-django-to-reactjs-part-2-2oje) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Teaches developers to link a Django REST Framework API backend to a React.js client frontend. Investigates handling CORS rules, configuring unified JSON communications, and setting up token-based session workflows.
-#### Fundamentals (1)
-
-  - **(2018)** [webcodegeeks.com: Python Django Tutorial](https://www.webcodegeeks.com/python/python-django-tutorial) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A foundational primer reviewing core MVC patterns inside Django. Details structure setups, standard templates design, model configurations, and administrative dashboard customization.
-#### Legacy Implementations
-
-  - **(2015)** [TaskBuster Django Tutorial, made with Django 1.8 and Python 3](https://www.marinamele.com/taskbuster-django-tutorial) [PYTHON CONTENT]  [GUIDE] [LEGACY] β€” A historic development walkthrough using Django 1.8 and early Python 3 patterns. Useful for understanding project layout history, legacy Django testing setups, and migration paths of older enterprise monolithic applications.
 #### Microframeworks
 
   - **(2026)** [Flask Documentation 🌟](https://flask.palletsprojects.com/en/stable) [PYTHON CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official technical specifications and documentation for Flask, Python's leading microframework. Details its extensible design, built-in WSGI compliance, routing structures, and strategies for configuring custom extensions in high-performance microservices.
-  - **(2020)** [realpython.com: Discover Flask, Part 1 - Setting Up a Static Site](https://realpython.com/learning-paths/flask-by-example) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Introductory guide covering early modular layouts, routes, and custom templating configurations inside the Flask framework. Essential blueprint for understanding simple WSGI layouts.
 #### Project Templates
 
   - **(2023)** [realpython.com: Development and Deployment of Cookiecutter-Django via Docker](https://realpython.com/learning-paths/django-web-development) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Explains the deployment of standard, industry-grade templates using Cookiecutter-Django and Docker. Integrates external elements like Celery queues, Redis caches, Sentry reporting, and automated multi-stage build systems out of the box.
-#### Reactive Interfaces
-
-  - **(2026)** [==github.com/reactive-python/reactpy==](https://github.com/reactive-python/reactpy) ⭐ 8138  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An innovative reactive framework bringing standard React-style component states, props, and virtual DOM handling directly into native Python code. Enables development of highly interactive user interfaces on the server without writing custom JavaScript engines.
-#### Standardization
-
-  - **(2024)** [==github.com: Django Sage Painless==](https://github.com/sageteamorg/django-sage-painless) ⭐ 60  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An opinionated community package designed to streamline Django project structuring, modular layouts, and database configuration templates. Helps minimize common configuration pain-points for enterprise applications. Ideal for teams seeking standard structural layout rules across various APIs.
-#### Testing Paradigms
-
-  - **(2015)** [TDD with Django, from scratch: a beginner's intro to testing and web development](https://www.pyvideo.org/video/3509/tdd-with-django-from-scratch-a-beginners-intro) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Historical tutorial introducing Test-Driven Development (TDD) concepts in Django. Evaluates assertion workflows, testing isolated model components, and unit test integrations within early Python CI environments.
 
 ---
-πŸ’‘ **Explore Related:** [Angular](./angular.md) | [Dom](./dom.md) | [Java_Frameworks](./java_frameworks.md)
+πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Embedded Servlet Containers](./embedded-servlet-containers.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Cloudflare](./cloudflare.md)
 
diff --git a/v2-docs/qa.md b/v2-docs/qa.md
index b663bef6..dd452ea5 100644
--- a/v2-docs/qa.md
+++ b/v2-docs/qa.md
@@ -8,119 +8,26 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Cloud Native](#cloud-native)
-  - [Kubernetes](#kubernetes)
-    - [Benchmarking](#benchmarking)
-    - [Compliance](#compliance)
-    - [Operator Testing](#operator-testing)
-  - [Kubernetes Internals](#kubernetes-internals)
-    - [Code Quality and Governance](#code-quality-and-governance)
   - [Microservices Architecture](#microservices-architecture)
     - [Component Testing](#component-testing)
     - [Quality Management](#quality-management)
   - [Multi-Cloud Strategies](#multi-cloud-strategies)
     - [Performance Engineering](#performance-engineering)
-1. [DevOps](#devops)
-  - [Testing Pipelines](#testing-pipelines)
-    - [Continuous Testing](#continuous-testing)
-1. [Developer Experience](#developer-experience)
-  - [Testing](#testing)
-    - [Integration Testing](#integration-testing)
-1. [Frontend Development](#frontend-development)
-  - [Testing Pipelines](#testing-pipelines-1)
-    - [CI Workflows](#ci-workflows)
-1. [Infrastructure](#infrastructure)
-  - [Containerization](#containerization)
-    - [Docker Testing](#docker-testing)
-  - [Diagnostics](#diagnostics)
-    - [Tracing](#tracing)
-1. [Security](#security)
-  - [CICD Integration](#cicd-integration)
-    - [Jenkins](#jenkins)
-  - [Static Analysis](#static-analysis)
-    - [AI-assisted](#ai-assisted)
-    - [Fuzzing](#fuzzing)
-    - [SAST](#sast)
 1. [Software Engineering](#software-engineering)
   - [Architecture](#architecture)
     - [Error Handling Paradigms](#error-handling-paradigms)
   - [Backend Development](#backend-development)
     - [Python Testing Workflows](#python-testing-workflows)
-  - [Methodology](#methodology)
-    - [Engineering Culture](#engineering-culture)
-  - [Quality Assurance](#quality-assurance)
-    - [SQA Frameworks](#sqa-frameworks)
-  - [Testing](#testing-1)
+  - [Testing](#testing)
     - [API Testing Principles](#api-testing-principles)
-    - [Code Review](#code-review)
-    - [Concepts](#concepts)
-    - [Industry Evolution](#industry-evolution)
-    - [Integration Testing](#integration-testing-1)
-    - [Performance](#performance)
-    - [Performance and AB Testing](#performance-and-ab-testing)
-    - [Release Testing](#release-testing)
-    - [Reporting](#reporting)
-    - [Satire](#satire)
-    - [Test Automation Repositories](#test-automation-repositories)
-    - [Test Management](#test-management)
-    - [Unit Testing](#unit-testing)
   - [Testing Frameworks](#testing-frameworks)
-    - [JVM Ecosystem](#jvm-ecosystem)
     - [Java Ecosystem](#java-ecosystem)
   - [Testing Methodology](#testing-methodology)
     - [Component Isolation](#component-isolation)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [softwaretestguideforu.com: What is system testing? How to perform system' testing?](https://www.softwaretestguideforu.com/2020/06/what-is-system-testinghow-to-perform.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering softwaretestguideforu.com: What is system testing? How to perform system' testing? in the Kubernetes Tools ecosystem.
-  - [botplayautomation.com: Automation Testing Implementation Guide](https://www.botplayautomation.com/post/what-is-automation-testing-the-need-for-automation-testing-automation-testing-implementation-guide)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering botplayautomation.com: Automation Testing Implementation Guide in the Kubernetes Tools ecosystem.
-  - [botplayautomation.com: Types of Software Testing](https://www.botplayautomation.com/post/types-of-software-testing)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering botplayautomation.com: Types of Software Testing in the Kubernetes Tools ecosystem.
-  - [botplayautomation.com: Automation & Manual Testing Best Practices](https://www.botplayautomation.com/post/best-practices-to-follow-in-software-testing-manual-and-automation-testing)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering botplayautomation.com: Automation & Manual Testing Best Practices in the Kubernetes Tools ecosystem.
-  - [botplayautomation.com: How to write a Software Test Plan?](https://www.botplayautomation.com/post/how-to-write-a-test-plan)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering botplayautomation.com: How to write a Software Test Plan? in the Kubernetes Tools ecosystem.
-  - [blog.thundra.io: 4 Software Testing Roles](https://blog.thundra.io/4-software-testing-roles)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.thundra.io: 4 Software Testing Roles in the Kubernetes Tools ecosystem.
-  - [botplayautomation.com: Common mistakes test teams make in automation testing' and how to fix them](https://www.botplayautomation.com/post/common-mistakes-test-teams-make-in-automation-testing-and-how-to-fix-them)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering botplayautomation.com: Common mistakes test teams make in automation testing' and how to fix them in the Kubernetes Tools ecosystem.
-  - [botplayautomation.com: Automation Test Plan](https://www.botplayautomation.com/post/automation-test-plan)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering botplayautomation.com: Automation Test Plan in the Kubernetes Tools ecosystem.
-  - [boozangfromthetrenches.com: Root Cause Analysis in Test Automation](https://boozangfromthetrenches.com/root-cause-analysis-in-test-automation/9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering boozangfromthetrenches.com: Root Cause Analysis in Test Automation in the Kubernetes Tools ecosystem.
-  - [copyconstruct.medium.com: Testing in Production, the safe way 🌟🌟🌟](https://copyconstruct.medium.com/testing-in-production-the-safe-way-18ca102d0ef1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering copyconstruct.medium.com: Testing in Production, the safe way 🌟🌟🌟 in the Kubernetes Tools ecosystem.
-  - [blog.thundra.io: How to Fix Your Failing End-to-End Tests?](https://blog.thundra.io/how-to-fix-your-failing-end-to-end-tests)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.thundra.io: How to Fix Your Failing End-to-End Tests? in the Kubernetes Tools ecosystem.
-  - [dzone: Checklist for API Verification 🌟](https://dzone.com/articles/checklist-for-api-verification)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Checklist for API Verification 🌟 in the Kubernetes Tools ecosystem.
-  - [dzone: We Are Testing Software Incorrectly and It's Costly](https://dzone.com/articles/we-are-testing-software-incorrectly-and-its-costly)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: We Are Testing Software Incorrectly and It's Costly in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Why We Quit Unit Testing Classes to Focus On a' Behavioral Approach](https://betterprogramming.pub/quit-unit-testing-classes-and-use-a-behavior-oriented-approach-306a667f9a31)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==betterprogramming.pub: Why We Quit Unit Testing Classes to Focus On a' Behavioral Approach== in the Kubernetes Tools ecosystem.
-  - [adequatica.medium.com: Principles of Writing Automated Tests](https://adequatica.medium.com/principles-of-writing-automated-tests-a2b72218264c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering adequatica.medium.com: Principles of Writing Automated Tests in the Kubernetes Tools ecosystem.
-  - [dzone: Testing the Untestable and Other Anti-Patterns](https://dzone.com/articles/testing-the-untestable-and-other-anti-patterns)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Testing the Untestable and Other Anti-Patterns in the Kubernetes Tools ecosystem.
-  - [testsvision.com: 6 Popular Automation Testing Frameworks & Tools](https://testsvision.com/6-popular-automation-testing-frameworks-tools)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering testsvision.com: 6 Popular Automation Testing Frameworks & Tools in the Kubernetes Tools ecosystem.
-  - [venturebeat.com: Reflect brings automated no-code web testing to the cloud](https://venturebeat.com/2021/01/22/reflect-brings-automated-no-code-web-testing-to-the-cloud)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering venturebeat.com: Reflect brings automated no-code web testing to the cloud in the Kubernetes Tools ecosystem.
-  - [dzone: Top Microservices Testing Tools Testers Should Know About](https://dzone.com/articles/top-microservices-testing-tools-testers-should-kno)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Top Microservices Testing Tools Testers Should Know About in the Kubernetes Tools ecosystem.
-  - [dzone: Component Tests for Spring Cloud Microservices](https://dzone.com/articles/component-tests-for-spring-cloud-microservices)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==dzone: Component Tests for Spring Cloud Microservices== in the Kubernetes Tools ecosystem.
-  - [beellz.hashnode.dev: Continuous Profiling in Kubernetes Using Pyroscope](https://beellz.hashnode.dev/continuous-profiling-in-kubernetes-using-pyroscope)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==beellz.hashnode.dev: Continuous Profiling in Kubernetes Using Pyroscope== in the Kubernetes Tools ecosystem.
-  - [softwarequickguide.com: What is performance testing and performance testing' tools](https://softwarequickguide.com/what-is-performance-testing-and-performance-testing-tools)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering softwarequickguide.com: What is performance testing and performance testing' tools in the Kubernetes Tools ecosystem.
-  - [botplayautomation.com](https://www.botplayautomation.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering botplayautomation.com in the Kubernetes Tools ecosystem.
-  - [botplayautomation.com: Benefits of Codeless (no code) Automation Testing](https://www.botplayautomation.com/post/benefits-of-codeless-automation-testing)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering botplayautomation.com: Benefits of Codeless (no code) Automation Testing in the Kubernetes Tools ecosystem.
 ## Cloud Native
 
-### Kubernetes
-
-#### Benchmarking
-
-  - **(2020)** [kubench](https://github.com/vincentserpoul/kubench) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Orchestration framework for benchmark testing execution on Kubernetes. Measures cluster CPU, memory, and network performance, though currently dormant.
-#### Compliance
-
-  - **(2023)** [sonobuoy](https://github.com/vmware-tanzu/sonobuoy) ⭐ 3043  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [ENTERPRISE-STABLE] β€” Diagnostic tool created by VMware Tanzu that facilitates understanding of Kubernetes cluster state by running conformance tests, security benchmarks, and custom extensions.
-#### Operator Testing
-
-  - **(2024)** [Chainsaw - The ultimate end to end testing tool for Kubernetes operators](https://github.com/kyverno/chainsaw) ⭐ 585  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” Kyverno Chainsaw is a specialized declarative end-to-end testing framework tailored for Kubernetes operators and controllers. It simplifies assertions, resource creation, and mutation validation without requiring complex Golang suite writing.
-### Kubernetes Internals
-
-#### Code Quality and Governance
-
-  - **(2020)** [speakerdeck.com/thockin: Code Review in Kubernetes](https://speakerdeck.com/thockin/code-review-in-kubernetes) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An informative slideshow by Kubernetes co-creator Tim Hockin on the review practices of the Kubernetes codebase. Evaluates API schema validations, backward compatibility rules, and development practices.
 ### Microservices Architecture
 
 #### Component Testing
@@ -134,58 +41,6 @@
 #### Performance Engineering
 
   - **(2022)** [thenewstack.io: Optimizing App Performance in a Multicloud Stack](https://thenewstack.io/optimizing-app-performance-in-a-multicloud-stack) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An architectural review addressing latency and replication bottlenecks across multi-cloud environments. Proposes specific patterns for distributed edge-caches, multi-cluster database setups, and smart load balancers.
-## DevOps
-
-### Testing Pipelines
-
-#### Continuous Testing
-
-  - **(2021)** [devops.com: Continuous Testing Practices (Part 1) 🌟](https://devops.com/continuous-testing-practices-part-1) [N/A CONTENT]  [COMMUNITY-TOOL] β€” First of a multi-part series examining the execution of continuous testing models within standard CI/CD deployment channels. Highlights test-automation strategies, test environments, and immediate feedback integration.
-## Developer Experience
-
-### Testing
-
-#### Integration Testing
-
-  - **(2025)** [==testcontainers-spring-boot 🌟==](https://github.com/PlaytikaOSS/testcontainers-spring-boot) ⭐ 876  [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A powerful open-source library that automates the lifecycle of Docker containers (PostgreSQL, Kafka, Redis) during JUnit test execution. It eliminates the need for shared database environments and mock frameworks, leading to high-fidelity integration tests. Today, this tool is universally recognized as a best-practice asset for CI/CD test suites across the Spring ecosystem.
-## Frontend Development
-
-### Testing Pipelines (1)
-
-#### CI Workflows
-
-  - **(2022)** [smashingmagazine.com: Testing Pipeline 101 For Frontend Testing](https://www.smashingmagazine.com/2022/02/testing-pipeline-101-frontend-testing) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” A detailed frontend testing handbook mapping out modern pipeline integrations. Recommends strategies for structuring linters, localized unit evaluations, visual regression checks, and end-to-end integration scripts.
-## Infrastructure
-
-### Containerization
-
-#### Docker Testing
-
-  - **(2021)** [collabnix.com: The Ultimate Docker Tutorial for Automation Testing](https://collabnix.com/the-ultimate-docker-tutorial-for-automation-testing)  [COMMUNITY-TOOL] [GUIDE] β€” A deep-dive guide focusing on leveraging Docker containers for automated test environments. Explains container lifecycle management, mounting volumes, networking configurations, and parallel test execution wrappers.
-### Diagnostics
-
-#### Tracing
-
-  - **(2021)** [SystemTap](https://sourceware.org/systemtap) [C CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Deep diagnostic software for Linux kernels allowing engineers to trace system calls and profile execution pathways in black-box binaries dynamically without recompilation.
-## Security
-
-### CICD Integration
-
-#### Jenkins
-
-  - **(2021)** [meetup.com: A single open-source security scanner for most languages on Jenkins](https://www.meetup.com/es-es/jenkins-online-meetup/events/276135789)  [COMMUNITY-TOOL] β€” Detailed talk recording and presentation outline exploring the integration of unified open-source security static analysis tools within classic Jenkins automation pipelines.
-### Static Analysis
-
-#### AI-assisted
-
-  - **(2023)** [Metabob](https://metabob.com) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” AI-assisted static code analysis platform designed to detect complex logical anomalies and security vulnerabilities in repositories using graph-based neural representations of code syntax.
-#### Fuzzing
-
-  - **(2021)** [google/clusterfuzzlite 🌟](https://github.com/google/clusterfuzzlite) ⭐ 528  [C++ CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” Lightweight alternative to ClusterFuzz designed specifically for CI/CD environments. Easily executes security fuzz testing on target APIs to find memory leaks, crashes, and buffer overflows.
-  - **(2021)** [thenewstack.io: Google Introduces ClusterFuzzLite Security Tool for CI/CD](https://thenewstack.io/google-introduces-clusterfuzzlite-security-tool-for-ci-cd)  [COMMUNITY-TOOL] β€” Architectural review covering Google's release of ClusterFuzzLite, highlighting its strategic value in shifting fuzz testing left directly into GitHub Actions or other CI runners.
-#### SAST
-
-  - **(2024)** [Semgrep](https://semgrep.dev) [OCAML CONTENT] [ADVANCED LEVEL]  [LEGACY] β€” Fast, open-source static analysis engine for searching code, finding bugs, and enforcing dependency policies. Syntactically aware engine makes it highly customizable and much faster than legacy AST scanners.
 ## Software Engineering
 
 ### Architecture
@@ -198,69 +53,16 @@
 #### Python Testing Workflows
 
   - **(2021)** [dev.to: Test-Driven-Development with Django: Unit Testing & Integration testing with Docker, Flask & Github Actions](https://dev.to/koladev/test-driven-development-with-django-unit-testing-integration-testing-with-docker-flask-github-actions-2047) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” A hands-on implementation guide showcasing Test-Driven Development (TDD) principles in Python. Employs Django, Flask, containerized Docker backends, and GitHub Actions to deploy validated code packages.
-### Methodology
-
-#### Engineering Culture
-
-  - **(2021)** [itnext.io: Software Development Is Misunderstood 🌟](https://itnext.io/software-development-is-misunderstood-quality-is-fastest-way-to-get-code-into-production-f1f5a0792c69) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A compelling thought piece highlighting software quality as an accelerator of release cycles. Argues that sound design patterns, unit-testing suites, and code refactoring reduce downstream bug resolution times.
-### Quality Assurance
-
-#### SQA Frameworks
-
-  - **(2026)** [**Awesome Software Quality**](https://github.com/ligurio/sqa-wiki) ⭐ 2315  [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An elite repository tracking software quality assurance wikis, tools, and paradigms. Focuses on system profiling frameworks, regression suites, and static analysis platforms designed to secure microservice delivery channels.
-### Testing (1)
+### Testing
 
 #### API Testing Principles
 
   - **(2023)** [linkedin.com/pulse: Importance of API Automation Testing 🌟](https://www.linkedin.com/pulse/importance-api-automation-testing-manish-saini) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An analytical piece framing automated API testing as a cornerstone of decoupled software architectures. Emphasizes continuous API verification to isolate business logic changes from UI presentation variations.
   - **(2022)** [softwaretestingsapiens.com: Roadmap to learn API Testing in Just 30 days](https://www.softwaretestingsapiens.com/roadmap-to-learn-api-testing) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A structured learning path for mastering API-level automation testing. Guides developers from core HTTP methods to building custom suite environments using modern testing engines.
-#### Code Review
-
-  - **(2023)** [**reviewdog - A code review dog who keeps your codebase healthy.**](https://github.com/reviewdog/reviewdog) ⭐ 9365  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Automated code review bot designed to parse error inputs from arbitrary linter systems and post inline comments directly back to pull requests on GitHub, GitLab, or Bitbucket.
-#### Concepts
-
-  - **(2021)** [circleci.com: Unit testing vs integration testing 🌟](https://circleci.com/blog/unit-testing-vs-integration-testing)  [COMMUNITY-TOOL] β€” Educational manual detailing fundamental core differences, performance trade-offs, and ROI metrics between rapid isolated unit tests and broader integrated system tests.
-#### Industry Evolution
-
-  - **(2022)** [getxray.app: The top 5 software testing trends of 2022](https://www.getxray.app/blog/the-top-5-software-testing-trends-of-2022) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Examines trends in QA automation, highlighting the adoption of QA-as-code patterns, automated visual tools, and Jira integration to coordinate agile deployment workflows.
-  - **(2021)** [lambdatest.com: Top Automation Testing Trends To Look Out In 2021](https://www.testmuai.com/blog/best-test-automation-trends) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A high-level forecast of automated testing trends. Analyzes shift-left security models, AI-driven validation generation, cloud testing grids, and the adoption of API-first automated pipelines.
-#### Integration Testing (1)
-
-  - **(2024)** [testcontainers 🌟](https://github.com/testcontainers) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” A robust multi-language ecosystem providing throwaway, lightweight instances of common databases, Selenium web browsers, or anything else that can run in a Docker container for integration testing.
-  - **(2023)** [testcontainers.org](https://testcontainers.com) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official web portal and learning nexus for Testcontainers. Outlines integration paths for Spring Boot via PlaytikaOSS autoconfigurations, commercial backing via AtomicJar (now Docker), and optimizations for running databases deterministically inside CI.
-#### Performance
-
-  - **(2021)** [devops.com: Best Practices for Application Performance Testing](https://devops.com/best-practices-for-application-performance-testing)  [COMMUNITY-TOOL] β€” High-level architectural roadmap outlining target strategies for establishing continuous, automated performance and stress testing metrics for cloud workloads.
-#### Performance and AB Testing
-
-  - **(2022)** [convert.com: Top 10 A/B Testing Tools That Are Good for the Next 5 Years (Vetted by Features, Privacy, Maturity & Price)](https://www.convert.com/blog/a-b-testing/a-b-testing-tools-2022-beyond)  [COMMUNITY-TOOL] β€” Market evaluation of premium and open-source A/B testing platforms alongside continuous testing tools like Grafana k6 for automated regression pipelines and performance simulation in Kubernetes.
-#### Release Testing
-
-  - **(2021)** [launchdarkly.com: Release Testing Explained 🌟](https://launchdarkly.com/blog/get-a-detailed-explanation-of-release-testing-several)  [COMMUNITY-TOOL] β€” Conceptual breakdown of release testing paradigms within CI/CD pipelines. Distinguishes between deployment and release phases, illustrating how progressive delivery and feature flag architectures mitigate systemic runtime risks in production.
-#### Reporting
-
-  - **(2023)** [**Allure Report 🌟**](https://github.com/allure-framework/allure2) ⭐ 5422  [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A flexible, multi-language test report tool providing clean hierarchical representation of execution steps, attachments, and historical telemetry. Integrates with standard test runners across modern ecosystems.
-#### Satire
-
-  - **(2016)** [==auchenberg/volkswagen==](https://github.com/auchenberg/volkswagen) ⭐ 15447  [JAVASCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A satirical utility that detects if a test suite is running inside a CI pipeline and automatically forces a green/passing status. A humorous warning on metrics tampering.
-#### Test Automation Repositories
-
-  - **(2026)** [==Awesome Test Automation==](https://github.com/atinfo/awesome-test-automation) [N/A CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An extensive curated directory compiling top-tier testing tools, frameworks, and continuous validation resources. Features directories for end-to-end web tests, load injection suites, API contract testers, and mobile automation libraries.
-#### Test Management
-
-  - **(2022)** [getxray.app: 7 benefits of using a Test Management App vs. Excel](https://www.getxray.app/blog/7-benefits-of-using-a-test-management-app-vs.-excel)  [COMMUNITY-TOOL] β€” Professional assessment advocating for native Jira-integrated test management platforms like Xray instead of manual tracking via Excel spreadsheets, detailing benefits in traceability, execution, and agility.
-#### Unit Testing
-
-  - **(2022)** [opensource.com: Perform unit tests using GoogleTest and CTest](https://opensource.com/article/22/1/unit-testing-googletest-ctest) [C++ CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive practical guide on configuring and executing unit tests in C++ utilizing GoogleTest combined with the CMake-integrated CTest test runner. Detail includes step-by-step compilation, test suite definition, and build automation orchestration.
 ### Testing Frameworks
 
-#### JVM Ecosystem
-
-  - **(2026)** [**Spock Framework**](https://spockframework.org) [GROOVY CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A highly expressive testing and specification framework optimized for Groovy and Java systems. Utilizes a domain-specific language (DSL) to deliver readable specs and reliable assertions.
 #### Java Ecosystem
 
-  - **(2026)** [==JUnit==](https://junit.org) [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The industry-standard unit testing library for the Java programming language. Utilizes a powerful, modern platform engine API with custom extension models (JUnit 5) for reliable test execution.
-  - **(2026)** [**TestNG**](https://testng.org) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An advanced testing framework for Java applications designed to manage intricate integration suites. Supports XML configuration mappings, parallel thread execution, and parameter injection mechanisms.
   - **(2023)** [lambdatest.com: TestNG vs JUnit : Which testing framework should you choose?](https://www.testmuai.com/blog/testng-vs-junit-which-testing-framework-should-you-choose) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” A deep technical comparison of JUnit and TestNG framework options for JVM apps. Explores parallel thread execution, parameterized input handlers, and custom testing loops ideal for microservice architectures.
 ### Testing Methodology
 
@@ -269,5 +71,7 @@
   - **(2022)** [thenewstack.io: 7 Benefits of Testing in Isolation](https://thenewstack.io/7-benefits-of-testing-in-isolation) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Outlines seven architectural advantages of isolated component testing. Details why using service mocks, localized databases, and sandboxed test environments accelerates regression tracking and simplifies dependency configurations.
 
 ---
-πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [Developerportals](./developerportals.md) | [SRE](./sre.md)
+πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [Test Automation Frameworks](./test-automation-frameworks.md) | [SRE](./sre.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Cloudflare](./cloudflare.md)
 
diff --git a/v2-docs/rancher.md b/v2-docs/rancher.md
index 47075b79..b421e642 100644
--- a/v2-docs/rancher.md
+++ b/v2-docs/rancher.md
@@ -8,207 +8,57 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [Container Engines](#container-engines)
-  - [Lightweight Runtimes](#lightweight-runtimes)
-    - [Archived Projects](#archived-projects)
-1. [DevSecOps](#devsecops)
-  - [GitOps](#gitops)
-    - [Rancher Fleet](#rancher-fleet)
+1. [Cloud Native](#cloud-native)
+  - [Kubernetes](#kubernetes)
+    - [Rancher Management](#rancher-management)
 1. [Edge and IoT](#edge-and-iot)
-  - [Application Lifecycle](#application-lifecycle)
-    - [Keptn](#keptn)
   - [Architecture Patterns](#architecture-patterns)
     - [Edge Data Store](#edge-data-store)
   - [Bare Metal](#bare-metal)
     - [Home Lab](#home-lab)
-    - [Infrastructure](#infrastructure)
   - [CICD Integration](#cicd-integration)
     - [GitLab Runners](#gitlab-runners)
-  - [Cluster Provisioning](#cluster-provisioning)
-    - [Ansible Roles](#ansible-roles)
-    - [Custom Bootstrappers](#custom-bootstrappers)
-    - [Hetzner Cloud](#hetzner-cloud)
-    - [SSH Bootstrapping](#ssh-bootstrapping)
-  - [Hardware](#hardware)
-    - [Raspberry Pi](#raspberry-pi)
-  - [High Availability](#high-availability)
-    - [Database Options](#database-options)
-  - [Infrastructure as Code](#infrastructure-as-code)
-    - [AWS CDK](#aws-cdk)
-  - [Introduction](#introduction)
-    - [Quick Starts](#quick-starts)
-  - [Lightweight Kubernetes](#lightweight-kubernetes)
-    - [Comparisons](#comparisons)
-    - [K3s](#k3s)
   - [Local Development](#local-development)
     - [Traefik Ingress](#traefik-ingress)
   - [Security](#security)
-    - [Hardening](#hardening)
     - [Runtime Auditing](#runtime-auditing)
-1. [Edge Computing](#edge-computing)
-  - [Kubernetes Orchestration](#kubernetes-orchestration)
-    - [Ansible Automation](#ansible-automation)
-  - [Kubernetes Provisioning](#kubernetes-provisioning)
-    - [AutoK3s](#autok3s)
-  - [Operating Systems](#operating-systems)
-    - [Archived Projects](#archived-projects-1)
 1. [Enterprise Infrastructure](#enterprise-infrastructure)
-  - [GitOps](#gitops-1)
+  - [GitOps](#gitops)
     - [Fleet Management](#fleet-management)
-    - [Tutorials](#tutorials)
+1. [Introductory](#introductory)
+  - [Concepts](#concepts)
+    - [Core Resources](#core-resources)
 1. [Kubernetes Management](#kubernetes-management)
-  - [Case Studies](#case-studies)
-    - [Finance](#finance)
-  - [Documentation](#documentation)
-    - [Enterprise Manuals](#enterprise-manuals)
-  - [Education](#education)
-    - [Training](#training)
-  - [Hyperconverged Infrastructure](#hyperconverged-infrastructure)
-    - [Harvester](#harvester)
-  - [Industry History](#industry-history)
-    - [Funding](#funding)
-  - [Infrastructure as Code](#infrastructure-as-code-1)
-    - [Government RKE2](#government-rke2)
-    - [RKE](#rke)
-  - [Introduction](#introduction-1)
-    - [Quick Starts](#quick-starts-1)
-  - [Monitoring and Observability](#monitoring-and-observability)
-    - [Alerting](#alerting)
-  - [Multi-Cluster Orchestration](#multi-cluster-orchestration)
-    - [Enterprise Management](#enterprise-management)
   - [Multi-Tenancy](#multi-tenancy)
     - [Projects](#projects)
-  - [Networking](#networking)
-    - [CNI](#cni)
-  - [Product Updates](#product-updates)
-    - [GitOps](#gitops-2)
-    - [Rancher 2.5](#rancher-25)
-    - [Rancher 2.6](#rancher-26)
-1. [Local Development](#local-development-1)
-  - [Container Runtimes](#container-runtimes)
-    - [Kubernetes Local](#kubernetes-local)
-  - [GitOps](#gitops-3)
-    - [Local Sandboxes](#local-sandboxes)
-  - [Kubernetes Environments](#kubernetes-environments)
-    - [Tutorials](#tutorials-1)
-    - [k3d](#k3d)
-  - [Platform Management](#platform-management)
-    - [Rancher Setup](#rancher-setup)
-  - [Product Updates](#product-updates-1)
-    - [Rancher Desktop](#rancher-desktop)
-  - [Tooling](#tooling)
-    - [Comparisons](#comparisons-1)
 1. [Platform Engineering](#platform-engineering)
-  - [Hyperconverged Infrastructure](#hyperconverged-infrastructure-1)
+  - [Hyperconverged Infrastructure](#hyperconverged-infrastructure)
     - [Harvester HCI](#harvester-hci)
 
-## Architectural Foundations
+## Cloud Native
 
-### Kubernetes Tools
+### Kubernetes
 
-#### General Reference
+#### Rancher Management
 
-  - [Certified Kubernetes offerings](https://www.cncf.io/certification/software-conformance)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Certified Kubernetes offerings in the Kubernetes Tools ecosystem.
-  - [medium: Quick Fix: Mounting a ConfigMap to an Existing Volume in Kubernetes' Using Rancher](https://medium.com/swlh/quick-fix-mounting-a-configmap-to-an-existing-volume-in-kubernetes-using-rancher-d01c472a10ad)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Quick Fix: Mounting a ConfigMap to an Existing Volume in Kubernetes' Using Rancher in the Kubernetes Tools ecosystem.
-  - [blog.kubecost.com: Rancher vs Kubernetes: It’s not either or](https://blog.kubecost.com/blog/rancher-vs-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==blog.kubecost.com: Rancher vs Kubernetes: It’s not either or== in the Kubernetes Tools ecosystem.
-  - [akyriako.medium.com: Provision an on-prems Kubernetes Cluster with Rancher,' Terraform and Ansible](https://akyriako.medium.com/provision-an-on-prems-kubernetes-cluster-with-rancher-terraform-and-ansible-e26e24059319)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==akyriako.medium.com: Provision an on-prems Kubernetes Cluster with Rancher,' Terraform and Ansible== in the Kubernetes Tools ecosystem.
-  - [Rancher Academy 🌟](https://academy.rancher.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Rancher Academy 🌟 in the Kubernetes Tools ecosystem.
-  - [Install Kubernetes with k3sup and k3s](https://medium.com/@alexellisuk/walk-through-install-kubernetes-to-your-raspberry-pi-in-15-minutes-84a8492dc95a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Install Kubernetes with k3sup and k3s in the Kubernetes Tools ecosystem.
-  - [en.sokube.ch: K3S + K3D = K8S : a new perfect match for dev and test](https://en.sokube.ch/post/k3s-k3d-k8s-a-new-perfect-match-for-dev-and-test-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering en.sokube.ch: K3S + K3D = K8S : a new perfect match for dev and test in the Kubernetes Tools ecosystem.
-  - [nativecloud.dev: Scale out your Raspberry-Pi Kubernetes cluster to the cloud](https://nativecloud.dev/scale-out-your-raspberry-pi-k3s-cluster-to-the-cloud)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering nativecloud.dev: Scale out your Raspberry-Pi Kubernetes cluster to the cloud in the Kubernetes Tools ecosystem.
-  - [medium.com/@ostridelabs: k8s vs k3s: The Comprehensive Difference](https://medium.com/@ostridelabs/k8s-vs-k3s-the-comprehensive-difference-f7667d141c0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@ostridelabs: k8s vs k3s: The Comprehensive Difference== in the Kubernetes Tools ecosystem.
-  - [justinpolidori.it: LDAP authentication with Dex on Kubernetes with Vcluster' (K3S)](https://www.justinpolidori.it/posts/20220611_vcluster_auth)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering justinpolidori.it: LDAP authentication with Dex on Kubernetes with Vcluster' (K3S) in the Kubernetes Tools ecosystem.
-  - [cncf.io: Introduction to k3d: Run K3s in Docker](https://www.cncf.io/blog/2021/03/16/introduction-to-k3d-run-k3s-in-docker)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Introduction to k3d: Run K3s in Docker in the Kubernetes Tools ecosystem.
-  - [akyriako.medium.com: Provision a Highly Available K3S Cluster with K3D](https://akyriako.medium.com/provision-a-high-availability-k3s-cluster-with-k3d-a7519f476c9c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering akyriako.medium.com: Provision a Highly Available K3S Cluster with K3D in the Kubernetes Tools ecosystem.
-  - [medium.com: OKE Clusters from Rancher 2.0](https://medium.com/swlh/oke-clusters-from-rancher-2-0-409131ad1293)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: OKE Clusters from Rancher 2.0 in the Kubernetes Tools ecosystem.
-  - [medium.com: Rancher deployed Kubernetes on Oracle Cloud Infrastructure](https://medium.com/@jlamillan/rancher-deployed-kubernetes-on-oracle-cloud-infrastructure-6b0656cdaec0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Rancher deployed Kubernetes on Oracle Cloud Infrastructure in the Kubernetes Tools ecosystem.
-  - [Kubernautic](https://kubernauts.sh)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Kubernautic in the Kubernetes Tools ecosystem.
-## Container Engines
-
-### Lightweight Runtimes
-
-#### Archived Projects
-
-  - **(2021)** [K3C](https://github.com/rancher/k3c) ⭐ 564  [GO CONTENT] 🌟🌟 [LEGACY] β€” Curator Insight features K3C as a classic lightweight container engine. Live grounding in 2026 confirms that K3C is an archived repository, serving primarily as an intellectual precursor to container daemon simplification and modular containerd patterns.
-## DevSecOps
-
-### GitOps
-
-#### Rancher Fleet
-
-  - **(2021)** [digitalis.io: Kubernetes GitOps Continuous Integration and Delivery with Fleet and Rancher](https://digitalis.io/post/kubernetes-gitops-continuous-integration-and-delivery-with-fleet-and-rancher) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Details deployment architectures using SUSE Rancher's Fleet to drive large-scale Kubernetes cluster configuration via GitOps. Focuses on orchestrating deployments across hundreds of isolated down-stream clusters with dynamic group mapping and drift reconciliation. Essential reference for operationalizing standardized environments at edge scale.
+  - **(2022)** [aws-quickstart.github.io: Rancher on the AWS Cloud. Quick Start Reference Deployment](https://aws-quickstart.github.io/quickstart-eks-rancher) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Official AWS Quick Start reference guide for standing up Rancher on AWS. This architecture installs Rancher on an Amazon EKS cluster, giving enterprise operations teams a unified interface to govern multiple downstream clusters, enforce unified RBAC models, and manage complex multi-tenant environments.
 ## Edge and IoT
 
-### Application Lifecycle
-
-#### Keptn
-
-  - **(2022)** [Keptn Control Plane on k3s](https://github.com/keptn-sandbox/keptn-on-k3s) ⭐ 29  [SHELL CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” A sandbox project demonstrating how to host Keptn's automated cloud-native application delivery and lifecycle control plane directly on a highly efficient K3s edge engine.
 ### Architecture Patterns
 
 #### Edge Data Store
 
   - **(2021)** [thenewstack.io: How K3s, Portworx, and Calico Can Serve as a Foundation of Cloud Native Edge Infrastructure](https://thenewstack.io/how-k3s-portworx-and-calico-can-serve-as-a-foundation-of-cloud-native-edge-infrastructure) [NONE CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” A systems design blueprint exploring how to combine the lightweight footprint of K3s with Calico's secure CNI network policies and Portworx's persistent distributed block storage at the edge.
-  - **(2021)** [thenewstack.io: Tutorial - Configure Cloud Native Edge Infrastructure with K3s, Calico, Portworx](https://thenewstack.io/tutorial-configure-cloud-native-edge-infrastructure-with-k3s-calico-portworx) [NONE CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” A step-by-step tutorial configuring a complete edge topology. Leverages K3s orchestration, Calico eBPF-driven networking policies, and resilient Portworx data storage systems.
 ### Bare Metal
 
 #### Home Lab
 
   - **(2020)** [blog.nootch.net: Kubernetes at Home With K3s](https://blog.nootch.net/post/kubernetes-at-home-with-k3s) [NONE CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A personal home-lab engineering log detailing bare-metal K3s installation, storage mounting strategies, and managing multi-tenant microservices on budget-friendly consumer hardware.
-  - **(2022)** [github.com/erebe/personal-server: Personal server configuration with k3s' 🌟](https://github.com/erebe/personal-server) [NIX CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” An infrastructure-as-code repository showcasing a highly efficient, custom home-lab or personal server automation template utilizing K3s and declarative configurations.
-#### Infrastructure
-
-  - **(2020)** [blog.alexellis.io: Bare-metal Kubernetes with K3s](https://blog.alexellis.io/bare-metal-kubernetes-with-k3s) [NONE CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A foundational tutorial by Alex Ellis on provisioning fully compliant bare-metal Kubernetes nodes on physical hardware using K3s, metalLB, and generic local network environments.
 ### CICD Integration
 
 #### GitLab Runners
 
   - **(2021)** [k3s-gitlab](https://github.com/apk8s/k3s-gitlab) [SHELL CONTENT] 🌟 [COMMUNITY-TOOL] β€” An automation repository dedicated to bootstrapping a local K3s runtime optimized for orchestrating GitLab CI runners, streamlining testing of containerized microservices.
-### Cluster Provisioning
-
-#### Ansible Roles
-
-  - **(2022)** [clanktron/k3s-ansible](https://github.com/clanktron/k3s-ansible) ⭐ 36  [YML CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A robust, multi-node Ansible playbook developed to cleanly orchestrate K3s setups, handle system dependencies, bind node components, and extract active kubeconfigs automatically.
-#### Custom Bootstrappers
-
-  - **(2021)** [tinyzimmer/k3p](https://github.com/tinyzimmer/k3p) ⭐ 13  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” A lightweight community helper tool designed to easily spin up and destroy transient K3s test structures inside local engineering environments or automated CI pipelines.
-#### Hetzner Cloud
-
-  - **(2024)** [k3s_hetzner](https://gitlab.com/k3s_hetzner/k3s_hetzner) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A highly optimized Terraform and shell module to quickly provision high-availability, low-cost K3s clusters on Hetzner Cloud virtual infrastructure, including private network bridging.
-#### SSH Bootstrapping
-
-  - **(2026)** [****k3sup (said 'ketchup')****](https://github.com/alexellis/k3sup) ⭐ 7383  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An utility by Alex Ellis using SSH to provision K3s directly from local machines. It sets up secure, direct API configurations, bridges cluster nodes instantly, and configures target servers for operational readiness.
-### Hardware
-
-#### Raspberry Pi
-
-  - **(2021)** [dev.to/dashaun: K3s on Raspberry Pi and ClusterHat](https://dev.to/dashaun/k3s-on-raspberry-pi-and-clusterhat-m6k) [NONE CONTENT] 🌟 [COMMUNITY-TOOL] β€” An exploration of setting up K3s clusters on clustered Raspberry Pi physical hardware boards, examining ARM-based architecture performance and low-power microservice hosting loops.
-### High Availability
-
-#### Database Options
-
-  - **(2021)** [gabrieltanner.org: Setting up a HA Kubernetes cluster using K3S](https://gabrieltanner.org/blog/ha-kubernetes-cluster-using-k3s) [NONE CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” A technical tutorial demonstrating how to install high-availability K3s clusters by leveraging external SQL databases (like PostgreSQL) to store states as an alternative to etcd.
-### Infrastructure as Code
-
-#### AWS CDK
-
-  - **(2023)** [github.com/aws-samples/cdk-k3s-cluster 🌟](https://github.com/aws-samples/aws-cdk-for-k3scluster) ⭐ 61  [TYPESCRIPT CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An AWS Cloud Development Kit (CDK) resource package that constructs complete K3s virtual machine clusters on EC2, offering a highly economical alternative to managed AWS EKS services.
-### Introduction
-
-#### Quick Starts
-
-  - **(2020)** [dev.to: All about k3s - Lightweight Kubernetes 🌟](https://dev.to/abhinavd26/all-about-k3s-lightweight-kubernetes-3ell) [NONE CONTENT] 🌟 [COMMUNITY-TOOL] β€” A basic primer reviewing K3s' lightweight design principles, highlighting how removing non-essential drivers allows it to run smoothly on minimal RAM configurations.
-### Lightweight Kubernetes
-
-#### Comparisons
-
-  - **(2023)** [K8s vs k3s](https://www.civo.com/blog/k8s-vs-k3s) [NONE CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An architectural breakdown comparing upstream K8s clusters to lightweight K3s deployments. Evaluates memory overhead, structural dependency removals, and optimal use cases for edge architectures.
-#### K3s
-
-  - **(2026)** [==**k3s**==](https://k3s.io) [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A highly popular, fully compliant, lightweight Kubernetes distribution designed specifically for Edge, IoT, and DevSecOps CI pipelines. Packaged as a single binary, it replaces heavy etcd processes with flexible database options.
 ### Local Development
 
 #### Traefik Ingress
@@ -216,155 +66,40 @@
   - **(2021)** [codeburst.io: Creating a Local Development Kubernetes Cluster with k3s and Traefik Proxy](https://codeburst.io/creating-a-local-development-kubernetes-cluster-with-k3s-and-traefik-proxy-7a5033cb1c2d) [NONE CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A quick-start configuration tutorial demonstrating how to build a responsive, low-footprint local testing cluster using K3s with the integrated Traefik proxy acting as the microservice ingress controller.
 ### Security
 
-#### Hardening
-
-  - **(2022)** [itnext.io: Running K3S workload in a restricted environment](https://itnext.io/running-k3s-workload-in-a-restricted-environment-c2f593d19005) [NONE CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” A specialized systems security post describing step-by-step procedures to configure K3s inside isolated, air-gapped corporate environments with strict proxy policies.
 #### Runtime Auditing
 
   - **(2021)** [sysdig.com: K3s + Sysdig: Deploying and securing your cluster… in less than 8 minutes! 🌟](https://www.sysdig.com/blog/k3s-sysdig-falco) [NONE CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A technical runtime safety guide showcasing integration of Sysdig monitoring agents and CNCF Falco threat detection engines inside light K3s edge frameworks.
-## Edge Computing
-
-### Kubernetes Orchestration
-
-#### Ansible Automation
-
-  - **(2024)** [**techno-tim/k3s-ansible**](https://github.com/timothystewart6/k3s-ansible) ⭐ 2986  [YAML CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight highlights k3s-ansible as a widely adopted playbook for HA K3s deployments. Live grounding in 2026 shows that while still highly useful for bare-metal home labs and edge clusters, active maintainer shifts require users to cross-verify configuration options against newer Ansible collections. It remains a reliable solution for provisioning multi-master etcd setups and edge nodes.
-### Kubernetes Provisioning
-
-#### AutoK3s
-
-  - **(2023)** [cnrancher/autok3s](https://github.com/cnrancher/autok3s) ⭐ 938  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight defines autok3s as a lightweight tool to provision and manage K3s clusters across various cloud providers. Live engineering truth in 2026 notes that its development has stabilized, functioning well for localized multi-cloud rapid prototyping. It provides an API and a CLI wrapper to simplify provisioning on AWS, Alibaba, and Tencent Cloud.
-### Operating Systems
-
-#### Archived Projects (1)
-
-  - **(2022)** [****k3OS****](https://github.com/rancher/k3os) ⭐ 3490  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” Curator Insight highlights k3OS as a purpose-built operating system designed for K3s. Live engineering truth in 2026 confirms k3OS has been officially archived by Rancher. Platform engineers seeking an active declarative OS for container workloads have transitioned to alternatives like Talos Linux or MicroOS.
-  - **(2020)** [**K3OS Value Add**](https://www.youtube.com/watch?v=2LNxGVS81mE)  [COMMUNITY-TOOL] β€” Curator Insight details the conceptual value add of k3OS. Live grounding in 2026 reviews this video for historical context on single-purpose OS design, emphasizing immutable infrastructure patterns that have now matured into modern OS initiatives.
 ## Enterprise Infrastructure
 
-### GitOps (1)
+### GitOps
 
 #### Fleet Management
 
   - **(2025)** [**github.com/rancher/fleet**](https://github.com/rancher/fleet) ⭐ 1708  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight presents Fleet as Rancher's GitOps engine for massive scale. Live grounding in 2026 verifies Fleet remains highly enterprise-stable, powering large-scale multi-cluster deployments across thousands of distributed edge devices by optimizing resource footprints compared to traditional GitOps operators.
-#### Tutorials
+## Introductory
 
-  - **(2021)** [itnext.io: Fleet Management of Kubernetes Clusters at Scale β€” Rancher’s Fleet](https://itnext.io/fleet-management-of-kubernetes-clusters-at-scale-ranchers-fleet-de161cc52325)  [COMMUNITY-TOOL] β€” Curator Insight reviews Fleet's design for multi-cluster scaling. Live engineering truth in 2026 confirms that the fundamental architectures of GitOps bundles and target custom resource definitions (CRDs) outlined here continue to dictate how Fleet scales in production setups.
+### Concepts
+
+#### Core Resources
+
+  - **(2021)** [community.suse.com: Stupid Simple Kubernetesβ€Šβ€”β€ŠDeployments, Services and Ingresses Explained](https://www.rancher.com/community)  [COMMUNITY-TOOL] β€” Provides a clean, foundational model detailing the relationship between Deployments, Services, and Ingress resources. Explains how these layers work together to manage container replicas, handle traffic distribution, and expose APIs to external users.
 ## Kubernetes Management
 
-### Case Studies
-
-#### Finance
-
-  - **(2022)** [rancher.com: Driving Kubernetes Adoption in Finance with Rancher](https://www.suse.com/c/rancher_blog/driving-kubernetes-adoption-in-finance-with-rancher) [NONE CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A deep dive case study exploring how banking and financial institutions adopt Rancher to support strict compliance requirements, air-gapped security deployments, and centralized multi-tenant access control.
-### Documentation
-
-#### Enterprise Manuals
-
-  - **(2026)** [****Rancher 2****](https://www.rancher.com/docs/rancher/v2.x/en) [MARKDOWN CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The comprehensive user manual and operational documentation for SUSE Rancher v2.x. This reference is indispensable for understanding cluster recovery plans, API integrations, and networking topology guidelines.
-### Education
-
-#### Training
-
-  - **(2020)** [Rancher Labs launches free training course to meet surging demand for Kubernetes skills](https://www.computing.co.uk/news/4015423/rancher-labs-launches-free-training-course-meet-surging-demand-kubernetes) [NONE CONTENT] 🌟 [COMMUNITY-TOOL] β€” News coverage highlighting Rancher Labs' release of free structural training academies designed to meet surging market demands for cloud-native orchestration and DevSecOps tooling expertise.
-### Hyperconverged Infrastructure
-
-#### Harvester
-
-  - **(2022)** [zdnet.com: SUSE Harvester: Deploying virtual machines with Kubernetes](https://www.zdnet.com/article/suse-harvester-deploying-virtual-machines-with-kubernetes) [NONE CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A technical assessment of SUSE Harvester, a modern hyperconverged infrastructure (HCI) solution built natively on Kubernetes components (using KubeVirt and Longhorn) to run virtual machines and containers simultaneously.
-### Industry History
-
-#### Funding
-
-  - **(2020)** [zdnet.com: Rancher Labs closes $40M funding round to "run Kubernetes everywhere"](https://www.zdnet.com/article/rancher-labs-closes-40m-funding-round-to-run-kubernetes-everywhere) [NONE CONTENT] 🌟 [COMMUNITY-TOOL] β€” Historical coverage of Rancher Labs' $40 million Series D funding round in 2020. This pivotal event accelerated global enterprise Kubernetes adoption and set the stage for its acquisition by SUSE.
-### Infrastructure as Code (1)
-
-#### Government RKE2
-
-  - **(2026)** [github.com/rancherfederal/rke2-aws-tf](https://github.com/ranchergovernment/rke2-aws-tf) ⭐ 91  [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A production-ready, highly secure Terraform configuration designed for deploying hardened RKE2 clusters inside AWS environments. Conforms to government security and strict CIS compliance benchmarks.
-#### RKE
-
-  - **(2021)** [Bootstrap RKE Kubernetes Cluster in AWS Environment](https://github.com/LukeMwila/bootstrap-rke-cluster-in-aws) ⭐ 19  [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” An automation playbook demonstrating how to bootstrap highly available Rancher Kubernetes Engine (RKE) clusters in an AWS infrastructure environment using structured Terraform configurations.
-### Introduction (1)
-
-#### Quick Starts (1)
-
-  - **(2021)** [dzone: Getting Started With Rancher 🌟](https://dzone.com/refcardz/getting-started-with-rancher) [NONE CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A quick-start Refcard outlining basic SUSE Rancher setup mechanisms, underlying architecture, CNI options, and step-by-step guidance on initial multi-cluster configuration.
-### Monitoring and Observability
-
-#### Alerting
-
-  - **(2023)** [rancher.com: Custom alerts using Prometheus queries](https://www.suse.com/c/rancher_blog/custom-alerts-using-prometheus-queries) [NONE CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An operational guide focusing on formulating custom alert conditions using PromQL queries in Rancher. Shows how to integrate metrics with alert systems and route notifications to modern receivers like Slack or PagerDuty.
-### Multi-Cluster Orchestration
-
-#### Enterprise Management
-
-  - **(2026)** [==rancher.com==](https://www.rancher.com) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A leading enterprise Kubernetes platform facilitating multi-cluster operations across bare-metal, private, and public clouds. It centralizes cluster provisioning, authentication policies, access control (RBAC), and observability under a unified interface.
 ### Multi-Tenancy
 
 #### Projects
 
   - **(2023)** [suse.com: My First Impressions with SUSE Rancher Kubernetes Projects](https://www.suse.com/c/rancher_blog/my-first-impressions-with-suse-rancher-kubernetes-projects) [NONE CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An exploration of SUSE Rancher's 'Projects' abstraction layer. It explains how Projects group namespaces together, enabling administrative actions, security compliance, and centralized RBAC limits across microservices.
-### Networking
-
-#### CNI
-
-  - **(2025)** [Rancher CNI Providers 🌟](https://www.rancher.com/docs/rancher/v2.x/en/faq/networking/cni-providers) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Centralized reference for configuring Container Network Interface (CNI) providers within Rancher clusters. Details the networking benefits, security policies, and eBPF routing properties of Canal, Calico, Flannel, and Cilium.
-### Product Updates
-
-#### GitOps (2)
-
-  - **(2020)** [thenewstack.io: Rancher 2.5 Sets out to Be the Stock Kubernetes Build for GitOps](https://thenewstack.io/rancher-2-5-sets-out-to-be-the-stock-kubernetes-build-for-gitops) [NONE CONTENT] 🌟 [COMMUNITY-TOOL] β€” An editorial evaluating Rancher 2.5's ambition to serve as the unified standard platform for GitOps continuous deployment, scaling from local systems up to millions of edge computing clusters.
-#### Rancher 2.5
-
-  - **(2020)** [devclass.com: Open sauce - Rancher 2.5 puts new UI forward, gets to continuously delivering](https://www.devclass.com/ci-cd/2020/10/06/open-sauce-rancher-25-puts-new-ui-forward-gets-to-continuously-delivering/1628365) [NONE CONTENT] 🌟 [COMMUNITY-TOOL] β€” An archival product review documenting the launch of Rancher 2.5, which redesigned the platform's dashboard UI and introduced automated multi-cluster application delivery powered by Fleet GitOps tools.
-#### Rancher 2.6
-
-  - **(2021)** [devclass.com: Rancher presents first big release after SUSE acquisition, ups game on hosted cluster provisioning](https://www.devclass.com/containers/2021/09/02/rancher-presents-first-big-release-after-suse-acquisition-ups-game-on-hosted-cluster-provisioning/1627301) [NONE CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A release overview tracking the launch of Rancher 2.6, the first landmark version following SUSE's acquisition. Highlights the platform's refined user experience and deep public cloud managed-cluster provisioning tools.
-  - **(2021)** [suse.com: SUSE Rancher 2.6 delivers interoperability across multi-cloud environments with redesigned user experience, hosted cluster support, and improved security posture](https://www.suse.com/c/intro-rancher-2-6-features) [NONE CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” The official SUSE release summary detailing Rancher 2.6's new features. Focuses on improved multi-cloud interoperability, centralized security scanning, and simplified provisioning loops for EKS and GKE engines.
-## Local Development (1)
-
-### Container Runtimes
-
-#### Kubernetes Local
-
-  - **(2026)** [**rancherdesktop.io**](https://rancherdesktop.io) [TYPESCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An open-source desktop application bringing Kubernetes and container management to macOS, Windows, and Linux. Built on K3s and nerdctl, it serves as a robust local developer alternative to commercial virtualization solutions.
-### GitOps (3)
-
-#### Local Sandboxes
-
-  - **(2021)** [github.com/gruberdev/local-gitops: Local Gitops 🌟](https://github.com/gruberdev/local-gitops) [SHELL CONTENT] 🌟 [COMMUNITY-TOOL] β€” A lightweight developer tool simulating local GitOps loops inside isolated testing frameworks. Ideal for testing Kubernetes state declarations on personal development hardware.
-### Kubernetes Environments
-
-#### Tutorials (1)
-
-  - **(2021)** [dev.to/iamunnip: Building a local Kubernetes cluster using k3d](https://dev.to/iamunnip/building-a-local-kubernetes-cluster-using-k3d-2p3d)  [COMMUNITY-TOOL] β€” Curator Insight provides a basic building block tutorial for local k3d clusters. Live grounding in 2026 confirms this guide is an excellent entry-level resource for developer onboarding, offering step-by-step instructions on setting up multi-node environments and local load balancers.
-#### k3d
-
-  - **(2025)** [==**k3d**==](https://github.com/k3d-io/k3d) ⭐ 6458  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight features k3d as an indispensable utility for launching multi-node K3s clusters inside Docker containers. Live grounding in 2026 affirms k3d remains the leading choice for local multi-node Kubernetes orchestration, integration testing, and local CI/CD pipelines due to its rapid spin-up speeds and minimal resource footprint.
-### Platform Management
-
-#### Rancher Setup
-
-  - **(2021)** [itnext.io: Kubernetes + Rancher Cluster Manager 2.6 on your macOS laptop with k3d/k3s in 5 min](https://itnext.io/kubernetes-rancher-cluster-manager-2-6-on-your-macos-laptop-with-k3d-k3s-in-5-min-8acdb94f3376)  [LEGACY] β€” Curator Insight presents a 5-minute guide to bootstrapping Rancher 2.6 on macOS using k3d. Live engineering review in 2026 notes that while versions have moved on to Rancher 2.x/3.x, the underlying orchestration concepts of nesting Rancher inside containerized K3s nodes remain relevant for legacy environments.
-### Product Updates (1)
-
-#### Rancher Desktop
-
-  - **(2022)** [suse.com: Rancher Desktop 1.0.0 Has Arrived](https://www.suse.com/c/rancher_blog/rancher-desktop-1-0-0-has-arrived) [NONE CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” The official product launch overview of Rancher Desktop 1.0.0. Explains its technical ability to dynamically toggle Kubernetes API versions and switch runtimes easily between containerd and dockerd.
-### Tooling
-
-#### Comparisons (1)
-
-  - **(2022)** [blog.getambassador.io: Best Tools for Kubernetes Local Development: A Comprehensive Guide](https://blog.getambassador.io/best-tools-for-kubernetes-local-development-a-comprehensive-guide-3577d351d31e) [NONE CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A comparative market review assessing local Kubernetes developer pipelines including Minikube, Kind, and K3s. Highlights developer speed, local resources consumption, and production parity.
 ## Platform Engineering
 
-### Hyperconverged Infrastructure (1)
+### Hyperconverged Infrastructure
 
 #### Harvester HCI
 
   - **(2025)** [==Harvester==](https://github.com/harvester/harvester) ⭐ 5054  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight showcases Harvester as a modern open-source HCI built on KubeVirt and Longhorn. Live grounding in 2026 confirms Harvester has fully matured into an enterprise-stable alternative to VMware ESXi, enabling seamless co-habitation of VM and container environments under unified Kubernetes control planes.
 
 ---
-πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Kubernetes Client Libraries](./kubernetes-client-libraries.md)
+πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Serverless](./serverless.md) | [Kubectl Commands](./kubectl-commands.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/registries.md b/v2-docs/registries.md
index 15aead66..2a094965 100644
--- a/v2-docs/registries.md
+++ b/v2-docs/registries.md
@@ -8,191 +8,10 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [Artifact Management](#artifact-management)
-  - [Package Repositories](#package-repositories)
-    - [JFrog Artifactory](#jfrog-artifactory)
-    - [JFrog Best Practices](#jfrog-best-practices)
-    - [Nexus](#nexus)
-    - [Nexus Automation](#nexus-automation)
-    - [Nexus Community](#nexus-community)
-    - [Nexus Configuration](#nexus-configuration)
-    - [Nexus Integrations](#nexus-integrations)
-    - [Nexus Operations](#nexus-operations)
-    - [Nexus Tooling](#nexus-tooling)
-    - [Nexus Tutorials](#nexus-tutorials)
-1. [CICD Pipeline](#cicd-pipeline)
-  - [Integration Tutorials](#integration-tutorials)
-    - [Jenkins and Nexus](#jenkins-and-nexus)
-  - [OpenShift and JFrog](#openshift-and-jfrog)
-    - [DevOps Integrations](#devops-integrations)
-1. [Container Management](#container-management)
-  - [Docker Security](#docker-security)
-    - [Insecure Registries](#insecure-registries)
-  - [P2P Container Distribution](#p2p-container-distribution)
-    - [Kraken](#kraken)
-1. [DevOps Platform Choices](#devops-platform-choices)
-  - [DevOps Comparison](#devops-comparison)
-    - [GitHub vs JFrog](#github-vs-jfrog)
-1. [DevSecOps and Registry](#devsecops-and-registry)
-  - [Artifact Management](#artifact-management-1)
-    - [Security Hardening](#security-hardening)
-  - [CICD Integration](#cicd-integration)
-    - [Sonatype Nexus](#sonatype-nexus)
-1. [Infrastructure Security](#infrastructure-security)
-  - [Container Registries](#container-registries)
-    - [Harbor](#harbor)
-    - [Harbor Automation](#harbor-automation)
-    - [Harbor Installation](#harbor-installation)
-    - [Project Quay](#project-quay)
-    - [Quay Licensing](#quay-licensing)
-    - [Quay Operators](#quay-operators)
-    - [Quay Releases](#quay-releases)
-1. [Market and Strategy](#market-and-strategy)
-  - [DevOps Platforms](#devops-platforms)
-    - [JFrog Strategy](#jfrog-strategy)
 1. [Orchestration and Packaging](#orchestration-and-packaging)
   - [Helm and GitOps](#helm-and-gitops)
     - [Artifactory](#artifactory)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [help.sonatype.com: Inbound SSL - Configuring to Serve Content via HTTPS](https://help.sonatype.com/en/sonatype-nexus-repository.html/security/configuring-ssl?_ga=2.250230211.411976214.1575978022-1513910029.1575978022)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering help.sonatype.com in the Kubernetes Tools ecosystem.
-  - [Dzone refcard: Using Repository Managers](https://dzone.com/refcardz/binary-repository-management)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone refcard: Using Repository Managers in the Kubernetes Tools ecosystem.
-  - [docs.openshift.com: Integrated OpenShift Container Platform registry](https://docs.openshift.com/container-platform/4.8/registry/architecture-component-imageregistry.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.openshift.com: Integrated OpenShift Container Platform registry in the Kubernetes Tools ecosystem.
-  - [Dzone: Getting started with Nexus](https://dzone.com/articles/getting-started-nexus-maven)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Getting started with Nexus in the Kubernetes Tools ecosystem.
-  - [stackoverflow: run nexus3 with docker in a kubernetes cluster](https://stackoverflow.com/questions/42766349/run-nexus-3-with-docker-in-a-kubernetes-cluster)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stackoverflow: run nexus3 with docker in a kubernetes cluster in the Kubernetes Tools ecosystem.
-  - [sonatype: how to delete docker images from Nexus Repository Manager](https://support.sonatype.com/hc/en-us/articles/360009696054-How-to-delete-docker-images-from-Nexus-Repository-Manager)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering sonatype: how to delete docker images from Nexus Repository Manager in the Kubernetes Tools ecosystem.
-  - [support.sonatype.com: Using self signed certificates with Nexus Repository' Manager and Docker Daemon](https://support.sonatype.com/hc/en-us/articles/217542177-Using-Self-Signed-Certificates-with-Nexus-Repository-Manager-and-Docker-Daemon)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering support.sonatype.com: Using self signed certificates with Nexus Repository' Manager and Docker Daemon in the Kubernetes Tools ecosystem.
-  - [support.sonatype.com: SSL Certificate Guide](https://support.sonatype.com/hc/en-us/articles/213465768-SSL-Certificate-Guide)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering support.sonatype.com: SSL Certificate Guide in the Kubernetes Tools ecosystem.
-  - [Jenkins: Publish Maven Artifacts to Nexus OSS Using Pipelines or Maven Jobs' 🌟](https://dzone.com/articles/jenkins-publish-maven-artifacts-to-nexus-oss-using)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Jenkins: Publish Maven Artifacts to Nexus OSS Using Pipelines or Maven Jobs' 🌟 in the Kubernetes Tools ecosystem.
-  - [blog.mimacom.com/automate-nexus](https://blog.mimacom.com/automate-nexus)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.mimacom.com/automate-nexus in the Kubernetes Tools ecosystem.
-  - [freesoft.dev: Ansible Role: Harbor API Codifying](https://freesoft.dev/program/126957220)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering freesoft.dev: Ansible Role: Harbor API Codifying in the Kubernetes Tools ecosystem.
-  - [medium.com/swlh: Deploy Your Private Docker Registry as a Pod in Kubernetes](https://medium.com/swlh/deploy-your-private-docker-registry-as-a-pod-in-kubernetes-f6a489bf0180)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/swlh: Deploy Your Private Docker Registry as a Pod in Kubernetes in the Kubernetes Tools ecosystem.
-## Artifact Management
-
-### Package Repositories
-
-#### JFrog Artifactory
-
-  - **(2026)** [JFrog Container Registry](https://jfrog.com/container-registry) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Focuses on the dedicated, free-tier edition of JFrog Container Registry built specifically for Docker, Helm, and OCI image curation. Powered by Artifactory engine mechanics, it delivers high performance and local caching. It offers a solid starting registry for developers transitioning to robust artifact tracking.
-  - **(2021)** [JFrog Artifactory: Your Kubernetes Registry](https://jfrog.com/blog/jfrog-artifactory-kubernetes-registry) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Detailed platform landing page showing how JFrog Artifactory serves as an enterprise-grade Kubernetes container registry. It highlights native support for helm charts, secure repository proxies, and geographical cluster mirroring. This product is a leading commercial solution for robust software artifact management.
-  - **(2021)** [jfrog.com: What Artifactory as your kubernetes docker registry means to you](https://jfrog.com/integrations/kubernetes-docker-registry) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Explores technical benefits of leveraging JFrog Artifactory as a Kubernetes-native registry, detailing how its universal binary repository engine supports multiple environments simultaneously. It covers secure image scanning, remote repository proxy configuration, and integration with Kubernetes cluster pull secrets. This guide assists architects in scaling their application runtimes securely.
-#### JFrog Best Practices
-
-  - **(2021)** [The JFrog journey to kubernetes: best practices for taking your containers all the way to production](https://jfrog.com/whitepaper/the-jfrog-journey-to-kubernetes-best-practices-for-taking-your-containers-all-the-way-to-production) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” An architectural whitepaper addressing modern methodologies and challenges when transitioning containerized systems from development to Kubernetes production. It explores concepts such as immutable builds, metadata tagging, and geo-replication of artifact registries. An essential document for platform architects planning large-scale rollouts.
-#### Nexus
-
-  - **(2026)** [sonatype.com/nexus-repository-oss](https://www.sonatype.com/products/sonatype-nexus-repository) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Homepage for Sonatype Nexus Repository OSS, a leading artifact repository manager supporting diverse formats including Maven, npm, Docker, and PyPI. It provides developer platforms with a unified proxy, host, and group layout for secure software development life cycles. As a critical component of CI/CD toolchains, it prevents localized build failures by caching public dependencies.
-  - **(2026)** [Nexus Repository Manager (NXRM) 3 🌟](https://help.sonatype.com/en/sonatype-nexus-repository.html) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Comprehensive technical documentation for Sonatype Nexus Repository Manager 3 (NXRM3), covering setup, configuration, API utilization, and integration hooks. It detail operations for configuring high-volume artifact staging, blob store provisioning, and granular security role configurations. It acts as the primary reference manual for platform and security engineering teams implementing modern repository topologies.
-#### Nexus Automation
-
-  - **(2021)** [==github.com/samrocketman/nexus3-config-as-code==](https://github.com/samrocketman/nexus3-config-as-code) ⭐ 62  [GROOVY CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A declarative Groovy-scripted configuration-as-code bootstrap utility designed for automating Sonatype Nexus 3 settings. Live grounding shows this repository has been unmaintained for over four years. While serving as an architectural blueprint for programmatic configuration management, modern operators have largely replaced direct scripting.
-#### Nexus Community
-
-  - **(2026)** [Sonatype Nexus Community 🌟](https://github.com/sonatype-nexus-community) [N/A CONTENT]  [COMMUNITY-TOOL] β€” The primary ecosystem landing organization for third-party integrations, developer plugins, and extension scripts built around Sonatype Nexus. It serves as a decentralized catalog of community resources. While containing many unmaintained or vintage projects, it represents an outstanding archival codebase for custom integrations.
-#### Nexus Configuration
-
-  - **(2019)** [blog.sonatype.com: Using Nexus 3 as Your Repository – Part 3: Docker Images 🌟](https://www.sonatype.com/blog/using-sonatype-nexus-repository-3-part-3-docker-images) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Technical blog post detailing the step-by-step setup of Sonatype Nexus 3 as a private Docker registry. It covers the creation of hosted, proxy, and group Docker repositories to control and optimize image distribution pipelines. The article explains port allocation strategies and security context mechanisms essential for registry configuration.
-#### Nexus Integrations
-
-  - **(2020)** [==Sonatype Nexus Community: Nexus Kubernetes OpenShift 🌟==](https://github.com/sonatype-nexus-community/nexus-kubernetes-openshift) ⭐ 8  [YAML CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” A community-driven GitHub repository containing Helm charts and manifest configurations designed to deploy Sonatype Nexus in OpenShift environments. Live grounding confirms this repository has been unmaintained for several years and is now marked legacy. Modern deployments should prioritize official Helm charts from the mainstream Sonatype organization for production use.
-  - **(2018)** [==github.com/cinhtau/sonatype-nexus-waffle==](https://github.com/cinhtau/sonatype-nexus-waffle) ⭐ 6  [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” An archived community plugin targeting Windows Active Directory single sign-on (SSO) authentication within Sonatype Nexus. Live grounding confirms it is obsolete, unmaintained, and legacy. Useful primarily as vintage integration code, modern Nexus deployments utilize modern OIDC and LDAP endpoints.
-#### Nexus Operations
-
-  - **(2019)** [hackermoon.com: cleanup old docker images from nexus repository](https://hackernoon.com/cleanup-old-docker-images-from-nexus-repository-617b1004dad8) [SHELL CONTENT]  [LEGACY] β€” Explores operational strategies and garbage collection scripts to prune legacy and unused container images from Sonatype Nexus repository databases. Over time, registry storage can bloat; this guide addresses cleanup tasks and configuration of scheduled maintenance tasks. It provides shell commands and API calls to maintain underlying storage health.
-#### Nexus Tooling
-
-  - **(2020)** [==GitHub: Nexus-CLI==](https://github.com/mlabouardy/nexus-cli) ⭐ 294  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” A command-line interface tool written in Go to interact with and manage Nexus repositories. Real-world grounding shows this repository has had no active maintenance in over four years, pointing to a legacy project. Platform operators should pivot to using official Nexus APIs or modern alternative tooling.
-  - **(2020)** [nexus3-cli.readthedocs.io](https://nexus3-cli.readthedocs.io/en/latest) [PYTHON CONTENT] [DOCUMENTATION]  [LEGACY] β€” Documentation portal for a Python-based third-party CLI wrapper targeting Sonatype Nexus 3 APIs. It outlines tasks such as repository setup, user configuration, and image manipulation via CLI scripts. Given modern orchestration shifts toward native declarative operators, this CLI library has transitioned into a legacy tool.
-#### Nexus Tutorials
-
-  - **(2021)** [Devopscube.com: Setup Nexus Kubernetes 🌟](https://devopscube.com/setup-nexus-kubernetes) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A detailed walk-through detailing how to install and configure Sonatype Nexus Repository Manager on a Kubernetes cluster. It breaks down persistent volume claims (PVCs), service exposes, and deployment manifest constructs. The guide simplifies the process of establishing a self-managed, centralized artifact cache on top of cloud-native infrastructure.
-## CICD Pipeline
-
-### Integration Tutorials
-
-#### Jenkins and Nexus
-
-  - **(2020)** [youtube: Jenkins Integration with Nexus](https://www.youtube.com/watch?v=qbO4MTESiJQ) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Video tutorial focusing on the integration of Jenkins CI servers with Sonatype Nexus Repository Manager. It explains plugin configurations, build step triggers, and authentication variables needed to securely push builds to repository hosts. This resource offers a visual walk-through of pipeline configurations.
-  - **(2020)** [youtube: uploading artifacts from jenkins to nexus](https://www.youtube.com/watch?v=7NmGSnqLd58) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Video tutorial demonstrating standard techniques for configuring Maven, Gradle, or shell scripts inside Jenkins pipelines to automate artifact delivery to Nexus targets. It details credential management and pipeline syntax. Perfect for developers transitioning from manual delivery configurations to pipeline-managed deliveries.
-### OpenShift and JFrog
-
-#### DevOps Integrations
-
-  - **(2020)** [openshift.com: Using JFrog's Artifactory and Red Hat OpenShift Together](https://www.redhat.com/en/blog/18333-2) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A technical tutorial demonstrating practical steps to configure and run JFrog Artifactory on Red Hat OpenShift container clusters. It guides platform engineers through deployment steps, operator configuration, and cluster-wide pull authorization parameters. It focuses on validating container origin trust within regulated enterprise clusters.
-## Container Management
-
-### Docker Security
-
-#### Insecure Registries
-
-  - **(2020)** [==Configure Docker Service To Use Insecure Registry==](https://github.com/Juniper/contrail-docker/wiki/Configure-docker-service-to-use-insecure-registry) ⭐ 48  [MARKDOWN CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” A legacy wiki repository explaining systems-level configurations required to allow the Docker daemon to communicate with insecure, self-hosted registries. It highlights modification of systemd services and the daemon.json config file. This historic resource has been unmaintained for several years and serves solely as a retro technical reference.
-  - **(2018)** [Running an insecure registry –insecure-registry](https://forums.docker.com/t/running-an-insecure-registry-insecure-registry/8159) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Community forum thread detailing user-submitted troubleshooting tips and configuration overrides for the `--insecure-registry` docker daemon parameter. This historical Q&A addresses common handshake and certificate mapping issues during registry prototyping. Modern security postures mandate avoiding insecure setups in production environments.
-### P2P Container Distribution
-
-#### Kraken
-
-  - **(2024)** [==uber/kraken==](https://github.com/uber/kraken) ⭐ 6699  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” Uber's peer-to-peer (P2P) Docker registry designed for ultra-high-throughput image distribution in highly distributed, large-scale container cluster environments. Real-world grounding shows this project is archived and legacy, with the industry shifting toward CNCF Dragonfly. It remains a historical reference for complex peer-to-peer registry orchestration patterns.
-## DevOps Platform Choices
-
-### DevOps Comparison
-
-#### GitHub vs JFrog
-
-  - **(2022)** [jfrog.com: GitHub vs JFrog: Who Can do the Job for DevOps?](https://jfrog.com/blog/github-vs-jfrog-who-can-do-the-job-for-devops) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A comparative analysis evaluating the technical capabilities, package registry performance, and CI/CD tools of GitHub (Actions and Packages) versus JFrog's dedicated artifact management ecosystem. It highlights differences in granular access, performance scalability, and enterprise regulatory support. The article advises when to rely on a hybrid model or dedicated artifact platform.
-## DevSecOps and Registry
-
-### Artifact Management (1)
-
-#### Security Hardening
-
-  - **(2025)** [**guides.sonatype.com: secure docker registries**](https://help.sonatype.com/index.html) [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Technical guide addressing safe configuration patterns for private container registries. Emphasizes proxy configurations, custom SSL certificate injection, and registry cleanup policies to reduce host storage demands.
-### CICD Integration
-
-#### Sonatype Nexus
-
-  - **(2025)** [Nexus Platform Plugin for Jenkins](https://help.sonatype.com/en/sonatype-platform-plugin-for-jenkins.html) [DOCUMENTATION] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A comprehensive integration guide for the Sonatype Nexus Platform plugin in Jenkins pipelines. It facilitates automated artifact publishing, component evaluation against security policies, and vulnerability reporting directly within the CI/CD execution pipeline.
-## Infrastructure Security
-
-### Container Registries
-
-#### Harbor
-
-  - **(2026)** [Harbor](https://goharbor.io) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Harbor is a CNCF Graduated, enterprise-class container registry that secures artifacts with role-based access control, vulnerability scanning (via Trivy), and cryptographic image signing (via Cosign/Notary). It provides multi-tenant capabilities, geographic replication, and advanced audit logging. As a de facto standard for private cloud registries, it is highly adopted globally.
-#### Harbor Automation
-
-  - **(2021)** [==nicholasamorim/ansible-role-harbor==](https://github.com/nicholasamorim/ansible-role-harbor) ⭐ 26  [YML CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An Ansible role built to deploy and configure Harbor container registries on virtual machine hosts. Real-world grounding shows this project is unmaintained, reflecting a classic VM-centric infrastructure-as-code deployment pattern. Modern container-centric deployments strongly favor Kubernetes-native Helm-based installation paths.
-  - **(2020)** [galaxy.ansible.com/mkgin/vmware-harbor](https://galaxy.ansible.com/mkgin/vmware-harbor) [N/A CONTENT]  [LEGACY] β€” An Ansible Galaxy integration hub targeting VMware's deployment instances of the Harbor container registry. This legacy role is built for deploying VM-hosted registries. Modern engineering workflows prioritize containerized cluster deployments instead of Ansible-orchestrated VM-level Harbor runtimes.
-  - **(2019)** [mramanathan/ansible-harbor](https://github.com/mramanathan/ansible-harbor) [YML CONTENT]  [LEGACY] β€” A legacy, inactive Ansible playbook repository configured to deploy a Harbor instance. Real-world grounding confirms zero recent updates, classifying it as obsolete. Platform engineers are encouraged to reference standard, actively maintained Kubernetes operator resources or Helm charts instead.
-#### Harbor Installation
-
-  - **(2021)** [goharbor.io: Deploy Harbor with the Quick Installation Script](https://goharbor.io/docs/2.0.0/install-config/quick-install-script) [SHELL CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Step-by-step instructions for deploying a Harbor container registry instance quickly using an automated install script. This setup is highly suited for developer local environments, evaluations, and rapid proof-of-concept deployments. In production environments, enterprise-ready architectures should use the official Harbor Helm Chart instead.
-#### Project Quay
-
-  - **(2026)** [github.com/quay](https://github.com/quay) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The master GitHub organization for Project Quay, hosting core engines, the Clair container vulnerability scanner, deployment operators, and custom storage connectors. This collective ecosystem delivers advanced container management utilities designed for high-availability environments. It represents the central technical repository for self-hosted, enterprise-ready image registries.
-#### Quay Licensing
-
-  - **(2019)** [Quay 3.1 Certified Operator is not available in Openshift and must be purchased](https://www.redhat.com/en/technologies/cloud-computing/quay) [N/A CONTENT] [DOCUMENTATION]  [LEGACY] β€” Historical reference regarding the commercial positioning and purchasing models of the Red Hat Quay 3.1 Certified Operator within OpenShift ecosystems. While previously highlighting commercial limitations, modern OpenShift ecosystems have integrated operators and community Project Quay alternatives smoothly. This documentation is legacy, detailing enterprise licensing landscapes of the 2019 era.
-#### Quay Operators
-
-  - **(2026)** [==Quay Community Edition operator==](https://github.com/quay/quay-operator) ⭐ 145  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official Kubernetes Operator designed to automate the lifecycle, database migrations, and SSL termination of Project Quay registries inside OpenShift and Kubernetes clusters. It handles storage setup, migration tracks, and configuration synchronization natively. Utilizing this operator dramatically reduces the operational overhead of running high-availability registry setups.
-#### Quay Releases
-
-  - **(2019)** [Quay 3.0 released in May 2019](https://www.redhat.com/en/blog/introducing-red-hat-quay-3-registry-your-linux-and-windows-containers) [N/A CONTENT] [DOCUMENTATION]  [LEGACY] β€” Announcement documentation marking the release of Red Hat Quay 3.0, introducing Windows Container support and a multi-architecture architecture overhaul. This release solidified Quay's capability to orchestrate high-availability registries across diverse operating system nodes. While conceptually informative, it is categorized as legacy given the continuous evolutionary releases of the v3.x and v4.x lineages in modern production.
-## Market and Strategy
-
-### DevOps Platforms
-
-#### JFrog Strategy
-
-  - **(2021)** [seekingalpha.com: JFrog Reminds Me Of MongoDB](https://seekingalpha.com/article/4427517-jfrog-reminds-me-of-mongodb) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An external market analysis tracing JFrog's economic trajectory and product adoption patterns, comparing its position in the DevOps ecosystem to MongoDB's disruptive influence in databases. It discusses developer adoption, platform consolidation, and commercial growth. The article presents a non-technical overview of JFrog's platform viability.
 ## Orchestration and Packaging
 
 ### Helm and GitOps
@@ -202,5 +21,7 @@
   - **(2025)** [==jfrog.com: Kubernetes Helm Chart Repositories 🌟==](https://docs.jfrog.com) [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Enterprise guide to leveraging JFrog Artifactory as a secure, high-availability Helm chart repository. Covers repository layout, role-based access control, package versioning, and integration with Kubernetes container execution steps.
 
 ---
-πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Sonarqube](./sonarqube.md) | [Stackstorm](./stackstorm.md)
+πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Tekton](./tekton.md) | [Argo](./argo.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/scaffolding.md b/v2-docs/scaffolding.md
index 900679ff..041b9c00 100644
--- a/v2-docs/scaffolding.md
+++ b/v2-docs/scaffolding.md
@@ -8,33 +8,12 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [Developer Experience](#developer-experience)
-  - [Inner Loop Development](#inner-loop-development)
-    - [Local Tooling](#local-tooling)
 1. [Software Engineering](#software-engineering)
   - [Application Scaffolding](#application-scaffolding)
     - [Boilerplate Tools](#boilerplate-tools)
   - [Build Systems](#build-systems)
     - [Java Ecosystem](#java-ecosystem)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [Wikipedia: Spring Roo](https://en.wikipedia.org/wiki/Spring_Roo)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia: Spring Roo in the Kubernetes Tools ecosystem.
-  - [Atomist](https://go.atomist.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Atomist in the Kubernetes Tools ecosystem.
-## Developer Experience
-
-### Inner Loop Development
-
-#### Local Tooling
-
-  - **(2023)** [cloud.google.com: configuring_with_snippets 🌟](https://docs.cloud.google.com/code/docs/vscode/yaml-editing) [YAML CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Reference manual for configuring IDE tooling with specialized cloud code snippets. Demonstrates how Cloud Code streamlines the creation of valid Kubernetes YAML definitions directly inside IDE environments like VS Code.
 ## Software Engineering
 
 ### Application Scaffolding
@@ -48,8 +27,10 @@
 
 #### Java Ecosystem
 
-  - **(2025)** [Maven](https://nubenetes.com/maven-gradle) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Comparative architectural overview of Maven and Gradle. Outlines declarative XML configurations versus programmatic Groovy/Kotlin Gradle DSL scripts, analyzing cache efficiency, parallel build runtimes, and enterprise dependency-resolution policies.
+  - **(2025)** [Maven](https://nubenetes.com/maven-gradle/) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Comparative architectural overview of Maven and Gradle. Outlines declarative XML configurations versus programmatic Groovy/Kotlin Gradle DSL scripts, analyzing cache efficiency, parallel build runtimes, and enterprise dependency-resolution policies.
 
 ---
-πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [Developerportals](./developerportals.md) | [SRE](./sre.md)
+πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [Test Automation Frameworks](./test-automation-frameworks.md) | [SRE](./sre.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Cloudflare](./cloudflare.md)
 
diff --git a/v2-docs/securityascode.md b/v2-docs/securityascode.md
index 421e2e16..b670a8f2 100644
--- a/v2-docs/securityascode.md
+++ b/v2-docs/securityascode.md
@@ -8,241 +8,27 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [Cloud Native Security](#cloud-native-security)
-  - [Infrastructure Security](#infrastructure-security)
-    - [IaC Scanning](#iac-scanning)
-    - [Mergers and Acquisitions](#mergers-and-acquisitions)
-    - [Runtime Analysis](#runtime-analysis)
-  - [Policy-as-Code](#policy-as-code)
-    - [Educational Video](#educational-video)
-    - [Governance](#governance)
-    - [Kyverno](#kyverno)
-    - [Kyverno Training](#kyverno-training)
-    - [OPA](#opa)
-    - [OPA Wasm](#opa-wasm)
-    - [Rego](#rego)
-1. [Cloud-Native Platforms](#cloud-native-platforms)
-  - [Infrastructure-as-Code](#infrastructure-as-code)
-    - [Tagging and Auditing](#tagging-and-auditing)
-  - [Kubernetes Reliability](#kubernetes-reliability)
-    - [High Availability](#high-availability)
-  - [Kubernetes Security](#kubernetes-security)
-    - [EKS](#eks)
-    - [GitOps](#gitops)
-    - [Governance](#governance-1)
-    - [Kyverno](#kyverno-1)
-    - [Kyverno Policies](#kyverno-policies)
-    - [Kyverno Releases](#kyverno-releases)
-    - [Policy-as-Code](#policy-as-code-1)
-    - [Upgrade Paths](#upgrade-paths)
-  - [Kubernetes Storage](#kubernetes-storage)
-    - [Policy-as-Code](#policy-as-code-2)
-  - [Multi-Cloud Governance](#multi-cloud-governance)
-    - [Compliance Engine](#compliance-engine)
-  - [Multi-Cluster Management](#multi-cluster-management)
-    - [Policy-as-Code](#policy-as-code-3)
-  - [Security and Compliance](#security-and-compliance)
-    - [Cloud Security](#cloud-security)
-    - [Developer Tooling](#developer-tooling)
-    - [IaC Security](#iac-security)
-    - [Policy Library](#policy-library)
-    - [Policy-as-Code](#policy-as-code-4)
-  - [Security Reporting](#security-reporting)
-    - [Observability](#observability)
-  - [Supply Chain Security](#supply-chain-security)
-    - [Container Governance](#container-governance)
-    - [Container Verifying](#container-verifying)
-    - [Cryptographic Signatures](#cryptographic-signatures)
-1. [Public Cloud](#public-cloud)
-  - [Azure Integration](#azure-integration)
-    - [Cloud Governance](#cloud-governance)
 1. [Security](#security)
+  - [IAM](#iam)
+    - [Protocols](#protocols)
+  - [Identity and Access](#identity-and-access)
+    - [Spring Security](#spring-security)
   - [Policy Enforcement](#policy-enforcement)
     - [Admission Control](#admission-control)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [IBM Vault 2.0 UI Enhancements and Reporting Improvements](https://t.co/cvOceuueCF)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering IBM Vault 2.0 UI Enhancements and Reporting Improvements in the Kubernetes Tools ecosystem.
-  - [Web-Check](https://web-check.xyz)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Web-Check in the Kubernetes Tools ecosystem.
-  - [Docker Hardened Images for Every Developer](https://www.docker.com/blog/docker-hardened-images-for-every-developer)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Docker Hardened Images for Every Developer in the Kubernetes Tools ecosystem.
-  - [IBM IAM for AI Agents](https://t.co/EKsVgKA4xn)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering IBM IAM for AI Agents in the Kubernetes Tools ecosystem.
-  - [medium: Automate policies enforcement with Policy-as-Code 🌟](https://medium.com/airwalk/automate-policies-enforcement-with-policy-as-code-2f20aac9e2b0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Automate policies enforcement with Policy-as-Code 🌟 in the Kubernetes Tools ecosystem.
-  - [magalix.com: Integrating Open Policy Agent (OPA) With Kubernetes 🌟](https://www.magalix.com/blog/integrating-open-policy-agent-opa-with-kubernetes-a-deep-dive-tutorial)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering magalix.com: Integrating Open Policy Agent (OPA) With Kubernetes 🌟 in the Kubernetes Tools ecosystem.
-  - [blog.styra.com: Integrating Identity: OAUTH2 and OPENID CONNECT in Open' Policy Agent](https://blog.styra.com/blog/integrating-identity-oauth2-and-openid-connect-in-open-policy-agent)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.styra.com: Integrating Identity: OAUTH2 and OPENID CONNECT in Open' Policy Agent in the Kubernetes Tools ecosystem.
-  - [blog.styra.com: Rego Unit Testing](https://blog.styra.com/blog/rego-unit-testing)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.styra.com: Rego Unit Testing in the Kubernetes Tools ecosystem.
-  - [blog.styra.com: Dynamic Policy Composition for OPA](https://blog.styra.com/blog/dynamic-policy-composition-for-opa)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.styra.com: Dynamic Policy Composition for OPA in the Kubernetes Tools ecosystem.
-  - [blog.styra.com: 5 OPA Deployment Performance Models for Microservices](https://blog.styra.com/blog/5-opa-deployment-performance-models-for-microservices)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.styra.com: 5 OPA Deployment Performance Models for Microservices in the Kubernetes Tools ecosystem.
-  - [blog.styra.com: Open Policy Agent: The Top 5 Kubernetes Admission Control' Policies](https://blog.styra.com/blog/open-policy-agent-the-top-5-kubernetes-admission-control-policies)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.styra.com: Open Policy Agent: The Top 5 Kubernetes Admission Control' Policies in the Kubernetes Tools ecosystem.
-  - [siegert-maximilian.medium.com: Ensure Content Trust on Kubernetes using' Notary and Open Policy Agent](https://siegert-maximilian.medium.com/ensure-content-trust-on-kubernetes-using-notary-and-open-policy-agent-485ab3a9423c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering siegert-maximilian.medium.com: Ensure Content Trust on Kubernetes using' Notary and Open Policy Agent in the Kubernetes Tools ecosystem.
-  - [blog.styra.com: Policy-based infrastructure guardrails with Terraform and' OPA 🌟](https://blog.styra.com/blog/policy-based-infrastructure-guardrails-with-terraform-and-opa)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.styra.com: Policy-based infrastructure guardrails with Terraform and' OPA 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: Automated Manifest File Validation Using Open Policy Agent and GitHub' Actions | Ravindu Sandeepa Rathugama](https://medium.com/@ravindursr/automated-manifest-file-validation-using-open-policy-agent-and-github-actions-697fa9fd74f0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Automated Manifest File Validation Using Open Policy Agent and GitHub' Actions | Ravindu Sandeepa Rathugama in the Kubernetes Tools ecosystem.
-  - [inspektor.cloud: Evaluating open policy agent in rust using wasm](https://inspektor.cloud/blog/evaluating-open-policy-agent-in-rust-using-wasm)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering inspektor.cloud: Evaluating open policy agent in rust using wasm in the Kubernetes Tools ecosystem.
-  - [medium.com/4th-coffee: What is Policy-as-Code? An Introduction to Open Policy' Agent](https://medium.com/4th-coffee/what-is-policy-as-code-an-introduction-to-open-policy-agent-6098463f8461)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/4th-coffee: What is Policy-as-Code? An Introduction to Open Policy' Agent in the Kubernetes Tools ecosystem.
-  - [banzaicloud.com: Istio and Kubernetes ft. OPA policies](https://banzaicloud.com/blog/istio-opa)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering banzaicloud.com: Istio and Kubernetes ft. OPA policies in the Kubernetes Tools ecosystem.
-  - [medium: Ensure Content Trust on Kubernetes using Notary and Open Policy' Agent](https://medium.com/@siegert.maximilian/ensure-content-trust-on-kubernetes-using-notary-and-open-policy-agent-485ab3a9423c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Ensure Content Trust on Kubernetes using Notary and Open Policy' Agent in the Kubernetes Tools ecosystem.
-  - [medium: Deploying Open Policy Agent (OPA) on a GKE cluster β€” Step by Step](https://medium.com/linkbynet/deploying-opa-on-a-gke-cluster-da4d3d77812c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Deploying Open Policy Agent (OPA) on a GKE cluster β€” Step by Step in the Kubernetes Tools ecosystem.
-  - [blog.styra.com: Using OPA with GitOps to speed Cloud-Native development](https://blog.styra.com/blog/using-opa-with-gitops-to-speed-cloud-native-development)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.styra.com: Using OPA with GitOps to speed Cloud-Native development in the Kubernetes Tools ecosystem.
-  - [medium.com/gitguardian: What is Policy-as-Code? An Introduction to Open' Policy Agent](https://medium.com/gitguardian/what-is-policy-as-code-an-introduction-to-open-policy-agent-dba1400bb030)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/gitguardian: What is Policy-as-Code? An Introduction to Open' Policy Agent in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Securing Infrastructure In Application Pipelines](https://www.hashicorp.com/resources/securing-infrastructure-in-application-pipelines)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Securing Infrastructure In Application Pipelines in the Kubernetes Tools ecosystem.
-  - [venturebeat.com: How Nirmata plans to β€˜conquer Kubernetes complexity’ with' open source Kyverno](https://venturebeat.com/2021/08/10/how-nirmata-plans-to-conquer-kubernetes-complexity-with-open-source-kyverno)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering venturebeat.com: How Nirmata plans to β€˜conquer Kubernetes complexity’ with' open source Kyverno in the Kubernetes Tools ecosystem.
-  - [movi.hashnode.dev: Simplify Kubernetes Cluster Management with Kyverno](https://movi.hashnode.dev/simplify-kubernetes-cluster-management-with-kyverno-ckt6yxjqy0duy95s14groe7h4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering movi.hashnode.dev: Simplify Kubernetes Cluster Management with Kyverno in the Kubernetes Tools ecosystem.
-  - [arun-sisodiya.medium.com: Kyvernoβ€Šβ€”β€ŠA Kubernetes native policy manager (Policy' as Code)](https://arun-sisodiya.medium.com/kyverno-a-policy-manager-for-kubernetes-286f6e082062)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering arun-sisodiya.medium.com: Kyvernoβ€Šβ€”β€ŠA Kubernetes native policy manager (Policy' as Code) in the Kubernetes Tools ecosystem.
-  - [medium.com/compass-true-north: Governing Multi-Tenant Kubernetes Clusters' with Kyverno](https://medium.com/compass-true-north/governing-multi-tenant-kubernetes-clusters-with-kyverno-3e11ba4a64ad)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/compass-true-north: Governing Multi-Tenant Kubernetes Clusters' with Kyverno in the Kubernetes Tools ecosystem.
-  - [medium.com/@haseebshaukat2: Kyverno β€” Policy Engine for Kubernetes | Muhammad' Haseeb Shaukat](https://medium.com/@haseebshaukat2/kyverno-policy-engine-for-kubernetes-b49f3fac43b9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@haseebshaukat2: Kyverno β€” Policy Engine for Kubernetes | Muhammad' Haseeb Shaukat in the Kubernetes Tools ecosystem.
-  - [medium.com/@glen.yu: Why I prefer Kyverno over Gatekeeper for native Kubernetes' policy management](https://medium.com/@glen.yu/why-i-prefer-kyverno-over-gatekeeper-for-native-kubernetes-policy-management-35a05bb94964)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@glen.yu: Why I prefer Kyverno over Gatekeeper for native Kubernetes' policy management in the Kubernetes Tools ecosystem.
-## Cloud Native Security
-
-### Infrastructure Security
-
-#### IaC Scanning
-
-  - **(2021)** [Apolicy](https://www.sysdig.com) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Apolicy (acquired by Sysdig) provides advanced policy-as-code governance designed for shifting cloud security left. Scans Infrastructure-as-Code (IaC) templates and automatically matches security rules to production deployment settings.
-#### Mergers and Acquisitions
-
-  - **(2021)** [sysdig.com: Sysdig and Apolicy join forces to help customers secure Infrastructure As Code and automate remediation](https://www.sysdig.com/blog/sysdig-and-apolicy-join-forces-to-help-customer-secure-infrastructure-as-code) [NONE CONTENT]  [COMMUNITY-TOOL] β€” An industry announcement detailing Sysdig's acquisition of Apolicy. Highlights the integration of IaC security analysis with runtime monitoring to establish unified, end-to-end security loops from Git commits to production containers.
-#### Runtime Analysis
-
-  - **(2024)** [Fugue: Container and Kubernetes. Runtime infrastructure security](https://snyk.io/product/container-vulnerability-management) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Fugue (now integrated under Snyk Container security suite) delivers continuous compliance and automated infrastructure monitoring for AWS, Azure, and Google Cloud alongside Kubernetes runtime configurations, mapping live states to CIS Benchmarks and SOC 2 frameworks.
-### Policy-as-Code
-
-#### Educational Video
-
-  - **(2021)** [youtube: The Rise of Kubernetes Policy Engine | Ep 57](https://www.youtube.com/watch?v=0TvhTXddRGE) [NONE CONTENT]  [COMMUNITY-TOOL] β€” An informative panel discussion examining the rise of Kubernetes policy engines. Tracks the evolution from manual auditing workflows to declarative, automated gatekeeping systems using OPA Gatekeeper and Kyverno.
-#### Governance
-
-  - **(2021)** [searchitoperations.techtarget.com: CNCF policy-as-code project bridges Kubernetes security gaps](https://www.techtarget.com/searchitoperations/news/252505548/CNCF-policy-as-code-project-bridges-Kubernetes-security-gaps) [NONE CONTENT]  [COMMUNITY-TOOL] β€” An industry report outlining CNCF policy-as-code initiatives designed to patch security deficiencies within container orchestration. Compares the operational paradigms of Rego-based OPA and YAML-native Kyverno for policy-driven environments.
-#### Kyverno
-
-  - **(2021)** [cloud.redhat.com: Automate Your Security Practices and Policies on OpenShift With Kyverno 🌟](https://www.redhat.com/en/blog/automate-your-security-practices-and-policies-on-openshift-with-kyverno) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Illustrates automated security practice implementation inside OpenShift clusters utilizing Kyverno. Explores Kyverno's YAML-native approach, highlighting how platform engineers write policies using standard Kubernetes resource models without learning new programming languages.
-#### Kyverno Training
-
-  - **(2023)** [appsecengineer.com: Kubernetes Policy Management with Kyverno](https://www.appsecengineer.com/courses-collection/kubernetes-policy-management-with-kyverno) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” An educational course focusing on Kyverno-driven Kubernetes policy engineering. Walks developers and SREs through writing advanced manifest mutation, generation, and validation policies with real-world scenarios.
-#### OPA
-
-  - **(2020)** [searchitoperations.techtarget.com: Kubernetes policy project takes enterprise IT by storm](https://www.techtarget.com/searchitoperations/news/252467102/Kubernetes-policy-project-takes-enterprise-IT-by-storm) [REGO CONTENT]  [COMMUNITY-TOOL] β€” Highlights the massive industry shift toward Open Policy Agent (OPA) for centralized, policy-as-code enforcement. Emphasizes OPA's ability to unify policy layers across different tools like Kubernetes admission controllers, API gateways, and CI/CD pipelines.
-  - **(2020)** [blog.openshift.com: Fine-Grained Policy Enforcement in OpenShift with Open Policy Agent 🌟](https://www.redhat.com/en/blog/fine-grained-policy-enforcement-in-openshift-with-open-policy-agent) [REGO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep-dive technical article by Red Hat showcasing fine-grained policy enforcement in OpenShift using Open Policy Agent. Details how to intercept Kubernetes API requests via admission controllers to block non-compliant resource deployments programmatically.
-#### OPA Wasm
-
-  - **(2025)** [==compile OpenPolicyAgent policies into WebAssembly and run them on the edge==](https://github.com/open-policy-agent/contrib/tree/main/wasm/cloudflare-worker) ⭐ 348  [WEBASSEMBLY CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An open-source utility that compiles declarative Open Policy Agent (Rego) policies into high-performance WebAssembly (Wasm) modules. Designed for lightning-fast security and routing decisions at edge platforms like Cloudflare Workers and Envoy proxies.
-#### Rego
-
-  - **(2021)** [fugue.co: 5 tips for using the Rego language for Open Policy Agent (OPA)](https://snyk.io/blog) [REGO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An additional collection of advanced Rego development practices, focusing on unit-testing frameworks, mock injections, and playground emulator tools to ensure policy robustness and security governance.
-## Cloud-Native Platforms
-
-### Infrastructure-as-Code
-
-#### Tagging and Auditing
-
-  - **(2026)** [==yor.io==](https://yor.io) [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An open-source, extensible auto-tagging tool designed to dynamically trace infrastructure-as-code from code to cloud. It automatically adds ownership, lineage, and environment metadata tags during pull requests, allowing operations teams to seamlessly trace production resources back to their source repository.
-  - **(2021)** [thenewstack.io: Yor Automates Tagging for Infrastructure as Code](https://thenewstack.io/yor-automates-tagging-for-infrastructure-as-code) [GO CONTENT]  [COMMUNITY-TOOL] β€” Outlines the capabilities of Yor, an automated tagging engine designed to apply consistent metadata to IaC assets (Terraform, CloudFormation). Tracks resource ownership, drift, and git commit history through auto-injected tags, improving traceability and cloud financial operations (FinOps).
-### Kubernetes Reliability
-
-#### High Availability
-
-  - **(2026)** [kyverno.io: Require PodDisruptionBudget](https://kyverno.io/policies/other/require_pdb) [YAML CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” A standardized Kyverno policy template ensuring that all mission-critical deployments are paired with active PodDisruptionBudgets (PDB). This governance rule guarantees cluster high-availability by guarding applications against node drain and cluster maintenance operations.
-### Kubernetes Security
-
-#### EKS
-
-  - **(2021)** [dev.to: Using Kyverno To Enforce EKS Best Practices](https://dev.to/rinkiyakedad/using-kyverno-to-enforce-eks-best-practices-cad) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Guided tutorial showing how platform engineers can utilize Kyverno to systematically lock down Amazon EKS clusters. Illustrates policy enforcement setups to enforce multi-tenant isolation, require standard resource limits, and disable host networking, using declarative Kubernetes manifests.
-#### GitOps
-
-  - **(2021)** [thenewstack.io: Weaveworks Adds Policy as Code to Secure Kubernetes Apps' (Magalix)](https://thenewstack.io/weaveworks-adds-policy-as-code-to-secure-kubernetes-apps) [GO CONTENT]  [COMMUNITY-TOOL] β€” Reports on Weaveworks' acquisition and integration of Magalix to embed Policy-as-Code directly into GitOps pipelines. Details how declarative governance policies can be evaluated in continuous-delivery cycles prior to deployment, preventing misconfigured resources from ever entering a live cluster.
-#### Governance (1)
-
-  - **(2022)** [dev.to: Using Kyverno Policies for Kubernetes Governance](https://dev.to/mda590/using-kyverno-policies-for-kubernetes-governance-3e17) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Explains how organizations can use Kyverno to establish governance guardrails across shared development environments. Covers automating labels, validating ownership configurations, and managing resource consumption rules to ensure multi-tenant hygiene.
-#### Kyverno (1)
-
-  - **(2026)** [kyverno.io: Mutating Resources](https://kyverno.io/docs/writing-policies/mutate) [YAML CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official documentation detailing how Kyverno modifies incoming resource specifications dynamically using JSON patch operations. It covers mutating rules such as auto-injecting sidecar containers, adding node affinity constraints, and enforcing default labels on namespaces at creation time.
-  - **(2026)** [kyverno.io: Generating resources into existing namespaces](https://kyverno.io/docs/writing-policies/generate) [YAML CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official guide on retroactively generating Kubernetes objects, such as secrets or network rules, across pre-existing namespaces using Kyverno's dynamic policy synchronization engine. Eliminates manually syncing resources across namespaces created prior to policy deployment.
-  - **(2026)** [kyverno.io: Auto-Gen Rules for Pod Controllers](https://kyverno.io/docs/writing-policies/autogen) [YAML CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Illustrates how Kyverno automatically propagates policies applied to raw Pod specs to downstream controllers (Deployments, DaemonSets, StatefulSets). Simplifies security operations by validating configurations at high-level workloads rather than only catching errors at low-level pod schedulers.
-  - **(2021)** [squadcast.com: Kyverno - Policy Management in Kubernetes 🌟](https://www.squadcast.com/blog/kyverno-policy-management-in-kubernetes) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Explores the design patterns of Kyverno as a Kubernetes-native policy engine that eliminates the need to learn specialized programming languages. Highlights how Kyverno manages resource validation, mutation, and generation using declarative YAML configurations designed to fit existing GitOps workflows.
-  - **(2020)** [neonmirrors.net: Exploring Kyverno: Part 3, Generation](https://neonmirrors.net/post/2020-12/exploring-kyverno-part3) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Deep-dive technical exploration into Kyverno's generation rules, demonstrating how the policy engine can automatically provision ancillary resources, like NetworkPolicies or ConfigMaps, whenever a new namespace is initialized. Optimizes cluster bootstrapping without custom operators.
-  - **(2020)** [neonmirrors.net: Exploring Kyverno: Introduction 🌟](https://neonmirrors.net/post/2020-11/exploring-kyverno-intro) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A foundational introductory article dissecting the architecture and operational benefits of adopting Kyverno. Contrasts it with custom-coded validating webhooks and details its direct design philosophy of aligning container policy administration with idiomatic Kubernetes constructs.
-#### Kyverno Policies
-
-  - **(2026)** [kyverno.io: Add Pod Proxies](https://kyverno.io/policies/other/add-pod-proxies) [YAML CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Technical documentation demonstrating how to use Kyverno to dynamically inject HTTP/HTTPS proxy environment variables into Pod containers upon admission. Solves enterprise proxy configuration demands automatically without requiring manual pod-by-pod updates from development teams.
-  - **(2026)** [kyverno.io: Implementing your best practices is simple with kyverno](https://kyverno.io/policies/best-practices/require_probes/require_probes) [YAML CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Standard Kyverno policy design pattern focused on enforcing health probe settings (liveness, readiness, startup) across all deployed container payloads. This rule enforces Kubernetes operations best practices, safeguarding application lifecycle management and endpoint routing.
-#### Kyverno Releases
-
-  - **(2021)** [nirmata.com: Introducing Kyverno 1.4.2: Trusted And More Efficient!](https://nirmata.com/2021/08/18/introducing-kyverno-1-4-2-trusted-and-more-efficient) [GO CONTENT]  [COMMUNITY-TOOL] β€” Reviews release-specific improvements introduced in Kyverno v1.4.2, highlighting optimizations in validation speeds, improved caching models, and expanded schema support. Provides performance benchmarks of Kyverno when subjected to scale workloads across massive enterprise orchestrators.
-#### Policy-as-Code (1)
-
-  - **(2022)** [==k8s-security-policies==](https://github.com/raspbernetes/k8s-security-policies) ⭐ 177  [YAML CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” A repository hosting robust and ready-to-use security configurations for Kubernetes clusters, heavily focused on replacing deprecated PodSecurityPolicies with Kyverno and OPA alternatives. It is a highly practical compliance baseline library for platform teams seeking rapid deployment of security controls.
-  - **(2021)** [amazon.com: Policy-based countermeasures for Kubernetes – Part 1](https://aws.amazon.com/blogs/containers/policy-based-countermeasures-for-kubernetes-part-1) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Detailed architectural guide on implementing declarative guardrails in EKS clusters to reduce attack surfaces. Focuses on the synergy between Kubernetes admission controllers and modern policy engines, illustrating how to validate and mutate payloads to block insecure configuration drift.
-  - **(2021)** [aws.amazon.com: Policy-based countermeasures for Kubernetes – Part 1](https://aws.amazon.com/es/blogs/containers/policy-based-countermeasures-for-kubernetes-part-1) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Spanish localized edition of AWS's architectural breakdown detailing policy-driven mitigations within Kubernetes runtime layers. Instructs platform engineers on configuring robust security guardrails using native Kubernetes controllers and cloud provider identity brokers to neutralize container vulnerabilities.
-  - **(2021)** [neonmirrors.net: Kubernetes Policy Comparison: OPA/Gatekeeper vs Kyverno' 🌟](https://neonmirrors.net/post/2021-02/kubernetes-policy-comparison-opa-gatekeeper-vs-kyverno) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A seminal technical comparison contrasting the architecture and design patterns of OPA Gatekeeper (relying on the domain-specific Rego language) against Kyverno (which uses native Kubernetes YAML). Helps engineers evaluate resource consumption, developer velocity, and cognitive overhead for both systems.
-  - **(2021)** [sesin.at: Securing Kubernetes with Kyverno: How to Protect Your Users From' Themselves by Ritesh Patel](https://www.sesin.at/2021/08/28/securing-kubernetes-with-kyverno-how-to-protect-your-users-from-themselves-by-ritesh-patel) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Explores security policy implementation using Kyverno to proactively safeguard users against unsafe configuration actions. Discusses deployment of best-practice guardrails, preventing privilege escalation, insecure mount paths, and other critical risks without impeding agile deployment workflows.
-#### Upgrade Paths
-
-  - **(2026)** [kyverno.io: Check deprecated APIs 🌟](https://kyverno.io/policies/best-practices/check_deprecated_apis) [YAML CONTENT] [DOCUMENTATION]  [LEGACY] β€” Outlines a pre-configured Kyverno policy targeted at scanning incoming manifests to detect and block deprecated or removed Kubernetes API groups. Indispensable for preventing cluster upgrade blockages, validating manifests before execution on newer API-driven orchestrators.
-### Kubernetes Storage
-
-#### Policy-as-Code (2)
-
-  - **(2021)** [dev.to: Default Kyverno Policies for OpenEBS](https://dev.to/niveditacoder/default-kyverno-policies-for-openebs-4abf) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Walks through establishing Kyverno policies optimized for workloads using OpenEBS as their persistent storage driver. Demonstrates how to automatically enforce volume attachment limits, dynamic volume provisioning policies, and validate container mount points for improved system stability.
-### Multi-Cloud Governance
-
-#### Compliance Engine
-
-  - **(2026)** [==Cloud Custodian==](https://github.com/cloud-custodian/cloud-custodian) ⭐ 6007  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A robust, YAML-configured rules engine used by enterprise platform engineers to manage multi-cloud compliance, cost control, and security posture across AWS, Azure, and GCP. Automates cost-saving resource deletions, tag compliance, and real-time security remediation.
-### Multi-Cluster Management
-
-#### Policy-as-Code (3)
-
-  - **(2021)** [kubermatic.com: Using Open Policy Agent With Kubermatic Kubernetes Platform](https://www.kubermatic.com/blog/using-open-policy-agent-with-kubermatic) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Examines the implementation of OPA Gatekeeper within Kubermatic Kubernetes Platform (KKP) for programmatic multi-cluster fleet management. Illustrates how operators can centrally define, distribute, and enforce admission controller policies across dozens of hybrid and multi-cloud Kubernetes deployments.
-### Security and Compliance
-
-#### Cloud Security
-
-  - **(2026)** [==Selefra: Selefra is an open-source policy-as-code software that provides' analytics for multi-cloud and SaaS.==](https://github.com/selefra/selefra) ⭐ 545  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An open-source policy-as-code platform engineered to analyze multi-cloud and SaaS configurations using SQL-based query patterns. This tool enables developers to scan cloud resources for compliance defects, security gaps, and operational overhead with rapid execution and modular plugins.
-#### Developer Tooling
-
-  - **(2021)** [==PolicyHub CLI, a CLI tool that makes Rego policies searchable 🌟==](https://github.com/policy-hub/policy-hub-cli) [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A lightweight command-line utility engineered to improve discoverability and usability of Rego-based policies. This tool parses and indexes shared policy repositories, enabling infrastructure and platform engineers to search, validate, and integrate standard compliance policies directly from local environments.
-#### IaC Security
-
-  - **(2026)** [==checkov.io==](https://www.checkov.io) [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A leading static code analysis utility designed to scan Infrastructure-as-Code configurations (Terraform, Kubernetes, CloudFormation, Helm, Dockerfile) for security misconfigurations. Features out-of-the-box policy libraries that enforce industry standards like CIS Benchmarks, SOC2, and HIPAA prior to deployment.
-#### Policy Library
-
-  - **(2021)** [==github.com/instrumenta/policies: A set of shared policies for use with Conftest' and other Open Policy Agent tools==](https://github.com/instrumenta/policies) ⭐ 66  [REGO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A structured directory of modular policy files for linting infrastructure-as-code deployments (Terraform, Kubernetes YAML, Helm charts). Designed to enforce standards like non-root container runs, memory limit boundaries, and forbidden network ingress setups early in CI/CD cycles.
-#### Policy-as-Code (4)
-
-  - **(2026)** [==OPA Open Policy Agent 🌟==](https://www.openpolicyagent.org) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” General-purpose policy engine designed to unify and enforce fine-grained authorization across microservices, Kubernetes, CI/CD, and API gateways. Uses the declarative query language Rego to decouple policy decisions from execution, serving as a critical cornerstone in modern Zero-Trust architectures.
-  - **(2022)** [blog.gitguardian.com: What is Policy-as-Code? An Introduction to Open Policy' Agent](https://blog.gitguardian.com/what-is-policy-as-code-an-introduction-to-open-policy-agent) [REGO CONTENT]  [COMMUNITY-TOOL] β€” Comprehensive introduction to Open Policy Agent (OPA) and its application of declarative, domain-agnostic policy enforcement using the Rego language. Evaluates the architectural shift of separating policy logic from application code, making security policies testable and auditable in Git repos.
-  - **(2022)** [dev.to: Load external data into OPA: The Good, The Bad, and The Ugly](https://dev.to/permit_io/load-external-data-into-opa-the-good-the-bad-and-the-ugly-26lc) [REGO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Analyses the complex architectural patterns required for injecting dynamic runtime datasets into Open Policy Agent (OPA). Evaluates caching strategies, JWT validation, HTTP pull-push mechanisms, and their relative trade-offs regarding latency, scalability, and network failure tolerance inside authorization pathways.
-  - **(2021)** [thenewstack.io: Getting Open Policy Agent Up and Running](https://thenewstack.io/getting-open-policy-agent-up-and-running) [REGO CONTENT]  [COMMUNITY-TOOL] β€” A pragmatic guide detailing bootstrap procedures for deploying Open Policy Agent (OPA) inside production systems. Guides the reader through daemon configuration, loading external data contexts, and integrating policy enforcement into Kubernetes via the Gatekeeper admission controller framework.
-### Security Reporting
-
-#### Observability
-
-  - **(2026)** [==Policy Reporter 🌟==](https://github.com/kyverno/policy-reporter) ⭐ 371  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A CNCF-recognized dashboard and reporter engineered to capture, aggregate, and visualize policy violations (like Kyverno or OPA findings) inside Kubernetes clusters. Converts abstract policy status reports into accessible web UI tables and distributes real-time alerts to Slack or Grafana.
-### Supply Chain Security
-
-#### Container Governance
-
-  - **(2026)** [kyverno.io: Restrict Image Registries](https://kyverno.io/policies/best-practices/restrict_image_registries/restrict_image_registries) [YAML CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official documentation outlining how to write Kyverno policies to block deployment of images from unapproved registries. Enforces a key tenant of secure container delivery by ensuring workloads only pull code from trusted, internally-vetted registry endpoints.
-#### Container Verifying
-
-  - **(2021)** [nirmata.com: Kubernetes Supply Chain Policy Management with Cosign and Kyverno](https://nirmata.com/2021/08/12/kubernetes-supply-chain-policy-management-with-cosign-and-kyverno) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Practical guide demonstrating how Nirmata utilizes Sigstore Cosign paired with Kyverno to authenticate digital signatures on incoming container images. Establishes programmatic cryptographic validation inside admission paths, preventing unverified or tampered binaries from launching in production environments.
-#### Cryptographic Signatures
-
-  - **(2022)** [blog.sigstore.dev: How to verify container images with Kyverno using KMS,' Cosign, and Workload Identity](https://blog.sigstore.dev/how-to-verify-container-images-with-kyverno-using-kms-cosign-and-workload-identity-1e07d2b85061) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An advanced technical exploration of enterprise container security architectures. Provides steps to construct a validation loop that verifies image signatures dynamically using Kyverno, integrated directly with KMS key stores, Sigstore Cosign, and OIDC-based Workload Identity.
-## Public Cloud
-
-### Azure Integration
-
-#### Cloud Governance
-
-  - **(2026)** [**Azure Policy**](https://nubenetes.com/azure) [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Specialized gateway and reference documentation for enforcing structural compliance, resource auditing, and governance across Azure resource environments. Explains custom definition policies, policy initiatives, and automated remediation workflows. Critical reference for maintaining operational guardrails in enterprise cloud architectures.
 ## Security
 
+### IAM
+
+#### Protocols
+
+  - **(2022)** [curity.io: OAuth 2.0 Overview](https://curity.io/resources/learn/oauth-overview)  [COMMUNITY-TOOL] β€” An industrial-grade review of the OAuth 2.0 protocol specifications, flows, and grant types. Provides system architects with core design criteria to safely establish authorization states between microservice deployments. Underlines secure handling of access, refresh, and id tokens.
+  - **(2022)** [curity.io: OpenID Connect Overview](https://curity.io/resources/learn/openid-connect-overview)  [COMMUNITY-TOOL] β€” Provides a comprehensive architecture overview of OpenID Connect (OIDC) acting as the authentication layer on top of OAuth 2.0. Analyzes ID token syntax, discovery endpoints, and flows for multi-tenant systems. Essential background knowledge for implementing cloud-native federated identities.
+### Identity and Access
+
+#### Spring Security
+
+  - **(2022)** [freecodecamp.org: How to Implement an OAuth2 Resource Server with Spring Security](https://www.freecodecamp.org/news/oauth2-resourceserver-with-spring-security) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” A hands-on implementation tutorial detailing the deployment of an OAuth2-compliant resource server using Spring Security. It guides through configuring middleware to parse and authenticate incoming JWT requests.
 ### Policy Enforcement
 
 #### Admission Control
@@ -250,5 +36,7 @@
   - **(2022)** [MagTape](https://github.com/tmobile/magtape) ⭐ 152  [JAVASCRIPT CONTENT] 🌟🌟 [LEGACY] β€” An admission controller developed by T-Mobile that evaluates resources against organizational policy constraints during creation. Written in Node.js, it offered a lightweight alternative to OPA for specific JSON schema validations. By 2026, it has been largely archived, with developers migrating to Gatekeeper or Kyverno.
 
 ---
-πŸ’‘ **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Chef](./chef.md)
+πŸ’‘ **Explore Related:** [Ansible](./ansible.md) | [Devsecops](./devsecops.md) | [Terraform](./terraform.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Cloudflare](./cloudflare.md)
 
diff --git a/v2-docs/serverless.md b/v2-docs/serverless.md
index fb962e31..5281bf3f 100644
--- a/v2-docs/serverless.md
+++ b/v2-docs/serverless.md
@@ -8,9 +8,6 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Architecture Decisions](#architecture-decisions)
   - [Comparisons](#comparisons)
     - [Containers vs Serverless](#containers-vs-serverless)
@@ -25,9 +22,11 @@
     - [Scalability](#scalability)
   - [Serverless](#serverless)
     - [Event-Driven Systems](#event-driven-systems)
-    - [Fundamentals](#fundamentals)
     - [Migration Patterns](#migration-patterns)
     - [Operational Cost](#operational-cost)
+1. [Cloud Infrastructure and Orchestration](#cloud-infrastructure-and-orchestration)
+  - [Serverless Architecture](#serverless-architecture)
+    - [Case Studies](#case-studies)
 1. [Cloud Native](#cloud-native)
   - [FaaS Basics](#faas-basics)
     - [Definitions](#definitions)
@@ -35,7 +34,6 @@
     - [Apache OpenWhisk](#apache-openwhisk)
     - [Framework Comparisons](#framework-comparisons)
     - [Knative](#knative)
-    - [Knative Tooling](#knative-tooling)
     - [Knative and API Gateways](#knative-and-api-gateways)
     - [OpenFaaS](#openfaas)
     - [OpenFunction](#openfunction)
@@ -43,18 +41,12 @@
     - [Dapr](#dapr)
   - [Serverless](#serverless-1)
     - [Advanced Best Practices](#advanced-best-practices)
-    - [Anti-patterns](#anti-patterns)
     - [CI-CD](#ci-cd)
-    - [Case Studies](#case-studies)
+    - [Case Studies](#case-studies-1)
     - [Design Patterns](#design-patterns)
-    - [Ecosystem Landscapes](#ecosystem-landscapes)
-    - [Enterprise Strategy](#enterprise-strategy)
-    - [Operational Guides](#operational-guides)
     - [Scaling Paradigms](#scaling-paradigms)
-    - [Visual Architectures](#visual-architectures)
   - [Serverless Platforms](#serverless-platforms)
     - [Azure Functions](#azure-functions)
-    - [Cost Optimization](#cost-optimization)
     - [Frameworks](#frameworks)
 1. [Cloud-Native](#cloud-native)
   - [Application Runtime](#application-runtime)
@@ -71,47 +63,11 @@
     - [OpenShift Serverless Integration](#openshift-serverless-integration)
     - [Serverless Workflows](#serverless-workflows)
 1. [Event Driven Architecture](#event-driven-architecture)
-  - [Data Processing](#data-processing)
-    - [Batch vs Streaming](#batch-vs-streaming)
   - [Design Patterns](#design-patterns-1)
     - [Enterprise Integration Patterns](#enterprise-integration-patterns)
-  - [Fundamentals](#fundamentals-1)
+  - [Fundamentals](#fundamentals)
     - [Concepts](#concepts)
-    - [Visuals](#visuals)
-1. [FinOps and Cloud Cost](#finops-and-cloud-cost)
-  - [Azure Optimization](#azure-optimization)
-    - [Serverless](#serverless-3)
-1. [Infrastructure as Code](#infrastructure-as-code)
-  - [Serverless Integration](#serverless-integration)
-    - [Hybrid Automation](#hybrid-automation)
-1. [Kubernetes](#kubernetes)
-  - [Tooling](#tooling)
-    - [Deployment Tools](#deployment-tools)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [developers.redhat.com: Serverless Architecture](https://developers.redhat.com/topics/serverless-architecture)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com: Serverless Architecture in the Kubernetes Tools ecosystem.
-  - [medium: What a typical 100% Serverless Architecture looks like in AWS!](https://medium.com/serverless-transformation/what-a-typical-100-serverless-architecture-looks-like-in-aws-40f252cd0ecb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: What a typical 100% Serverless Architecture looks like in AWS! in the Kubernetes Tools ecosystem.
-  - [dzone: Implementing Serverless Microservices Architecture on AWS](https://dzone.com/articles/implementing-serverless-microservices-architecture)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Implementing Serverless Microservices Architecture on AWS in the Kubernetes Tools ecosystem.
-  - [vimal-dwarampudi.medium.com: Serverless Architecture design on major clouds](https://vimal-dwarampudi.medium.com/serverless-architecture-design-on-major-clouds-8c53c2aa62d2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering vimal-dwarampudi.medium.com: Serverless Architecture design on major clouds in the Kubernetes Tools ecosystem.
-  - [dzone: When to Use Serverless, and When to Use Kubernetes 🌟](https://dzone.com/articles/when-to-use-serverless-when-to-use-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: When to Use Serverless, and When to Use Kubernetes 🌟 in the Kubernetes Tools ecosystem.
-  - [jeromevdl.medium.com: When to use a Lambda function, and when not? 🌟](https://jeromevdl.medium.com/when-to-use-a-lambda-function-and-when-not-9a225e6dd2dd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==jeromevdl.medium.com: When to use a Lambda function, and when not?== 🌟 in the Kubernetes Tools ecosystem.
-  - [dzone: When to Use Logic Apps and Azure Functions](https://dzone.com/articles/when-to-use-logic-apps-and-azure-functions)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: When to Use Logic Apps and Azure Functions in the Kubernetes Tools ecosystem.
-  - [medium.com/@marinradjenovic: Why do you still need to think of scalability' when architecting Serverless apps?](https://medium.com/@marinradjenovic/why-do-you-still-need-to-think-of-scalability-when-architecting-serverless-apps-a2e1f14e3eca)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@marinradjenovic: Why do you still need to think of scalability' when architecting Serverless apps? in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Going Serverless? Governance Is Everything](https://betterprogramming.pub/going-serverless-governance-is-everything-c70589c9cee9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Going Serverless? Governance Is Everything in the Kubernetes Tools ecosystem.
-  - [oliverjumpertz.medium.com: Serverless vs. Kubernetes](https://oliverjumpertz.medium.com/serverless-vs-kubernetes-58b0b387dc98)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering oliverjumpertz.medium.com: Serverless vs. Kubernetes in the Kubernetes Tools ecosystem.
-  - [wikipedia: FaaS Function as a Service](https://en.wikipedia.org/wiki/Function_as_a_service)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wikipedia: FaaS Function as a Service in the Kubernetes Tools ecosystem.
-  - [fauna.com: How does FaaS compare to PaaS and CaaS. A Comparison of Serverless' Function (FaaS) Providers](https://fauna.com/blog/comparison-faas-providers)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering fauna.com: How does FaaS compare to PaaS and CaaS. A Comparison of Serverless' Function (FaaS) Providers in the Kubernetes Tools ecosystem.
-  - [Docker for LLMs](https://www.docker.com/llm)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Docker for LLMs in the Kubernetes Tools ecosystem.
-  - [magalix.com: Implementing FaaS in Kubernetes Using Kubeless](https://www.magalix.com/blog/implementing-faas-in-kubernetes-using-kubeless)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering magalix.com: Implementing FaaS in Kubernetes Using Kubeless in the Kubernetes Tools ecosystem.
-  - [kubeless.io](https://kubeless.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kubeless.io in the Kubernetes Tools ecosystem.
-  - [medium.com: Serverless - Build a Serverless Simple Flask Application with' Kubeless on top of Kubernetes](https://medium.com/@peiruwang/serverless-build-a-serverless-simple-flask-application-with-kubeless-on-top-of-kubernetes-95c6682c3750)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Serverless - Build a Serverless Simple Flask Application with' Kubeless on top of Kubernetes in the Kubernetes Tools ecosystem.
-  - [headleysj.medium.com: Building event-driven systems at scale in Kubernetes' with Dapr β€” Part II: How does Dapr work?](https://headleysj.medium.com/building-event-driven-systems-at-scale-in-kubernetes-with-dapr-part-2-how-does-dapr-work-732ba7a0d652)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering headleysj.medium.com: Building event-driven systems at scale in Kubernetes' with Dapr β€” Part II: How does Dapr work? in the Kubernetes Tools ecosystem.
-  - [TriggerMesh](https://www.triggermesh.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering TriggerMesh in the Kubernetes Tools ecosystem.
 ## Architecture Decisions
 
 ### Comparisons
@@ -150,15 +106,19 @@
 #### Event-Driven Systems
 
   - **(2020)** [developers.redhat.com: Orchestrate event-driven, distributed services with Serverless Workflow and Kubernetes](https://developers.redhat.com/blog/2020/11/26/event-driven-distributed-service-orchestration-with-serverless-workflow) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Demonstrates how to build event-driven microservices workflows using the CNCF Serverless Workflow specification on Kubernetes. Explains configuring orchestration engines to coordinate stateful, multi-step actions across decoupled, serverless microservices.
-#### Fundamentals
-
-  - **(2018)** [martinfowler.com: Serverless Architectures](https://martinfowler.com/articles/serverless.html) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Martin Fowler's canonical analysis of serverless architectures. Compares Back-end-as-a-Service (BaaS) and Function-as-a-Service (FaaS) ecosystems, outlining core trade-offs regarding state management, horizontal scalability, operational costs, cold starts, security, and design complexity.
 #### Migration Patterns
 
   - **(2019)** [serverless.com: Why we switched from docker to serverless](https://www.serverless.com/blog/why-we-switched-from-docker-to-serverless)  [CASE STUDY] [COMMUNITY-TOOL] β€” An in-depth case study analyzing a migration journey from containerized environments on virtual hosts to a completely serverless FaaS architecture. Details lessons learned regarding dynamic scalability, deployment frequency, resource optimization, and cost savings.
 #### Operational Cost
 
   - **(2020)** [freecodecamp.org: Serverless is cheaper, not simpler](https://www.freecodecamp.org/news/serverless-is-cheaper-not-simpler-a10c4fc30e49)  [COMMUNITY-TOOL] β€” Challenges the popular industry narrative that serverless frameworks simplify system designs. While highlighting significant cost reductions, this case study warns about the operational complexities of distributed event routing, IAM configuration boundaries, and cold start mitigations.
+## Cloud Infrastructure and Orchestration
+
+### Serverless Architecture
+
+#### Case Studies
+
+  - **(2021)** [ServerlessHorrors: A Web Compiling Nightmares in the Serverless World](https://revistacloud.com/serverlesshorrors-la-web-que-recoge-las-peores-pesadillas-del-mundo-serverless) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A catalog documenting real-world runtime failures, billing anomalies, database connection exhaustion, cold start latency bottlenecks, and unexpected vendor configurations within modern serverless cloud setups.
 ## Cloud Native
 
 ### FaaS Basics
@@ -174,7 +134,6 @@
   - **(2026)** [**openwhisk.apache.org**](https://openwhisk.apache.org) [SCALA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An open-source distributed event-driven platform capable of executing discrete serverless logic. Utilizes container runtimes to isolate and invoke handlers in millisecond timelines.
 #### Framework Comparisons
 
-  - **(2021)** [**vshn.ch: A (Very!) Quick Comparison of Kubernetes Serverless Frameworks**](https://www.vshn.ch/en/blog/a-very-quick-comparison-of-kubernetes-serverless-frameworks) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A condensed comparative post evaluating resource profiles, container dependencies, and lifecycle abstractions for executing serverless frameworks on Kubernetes.
   - **(2021)** [**epsagon.com: Serverless Open-Source Frameworks: **OpenFaaS**, **Knative**, & More 🌟**](https://epsagon.com/blog/serverless-open-source-frameworks-openfaas-knative-more) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Compares open-source serverless frameworks like OpenFaaS and Knative, focusing on custom deployment controllers, API routing architectures, and native scale-to-zero capabilities.
   - **(2021)** [**winderresearch.com: A Comparison of Serverless Frameworks for Kubernetes: OpenFaas, OpenWhisk, Fission, Kubeless and more**](https://winder.ai/a-comparison-of-serverless-frameworks-for-kubernetes-openfaas-openwhisk-fission-kubeless-and-more) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Technical analysis of OpenFaaS, OpenWhisk, Fission, and Kubeless. Compares execution mechanics, custom resource dependencies, and cold start management profiles.
 #### Knative
@@ -182,9 +141,6 @@
   - **(2026)** [==knative.dev==](https://knative.dev) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier Kubernetes-native platform for serverless workloads. Offers enterprise-grade Serving (scale-to-zero, request-driven autoscaling) and highly decoupled Eventing models.
   - **(2021)** [**redhat.com: What is knative?**](https://www.redhat.com/en/topics/microservices/what-is-knative) [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Red Hat's baseline structural review of Knative, mapping its internal serving controllers, ingress routes, and cluster event models for enterprise operators.
   - **(2020)** [**datacenterknowledge.com: Explaining Knative, the Project to Liberate Serverless from Cloud Giants**](https://www.datacenterknowledge.com/servers/explaining-knative-the-project-to-liberate-serverless-from-cloud-giants) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Examines Knative's industry goal of creating an open, pluggable platform layer that frees enterprise organizations from public cloud vendor lock-in.
-#### Knative Tooling
-
-  - **(2026)** [**kn: knative client**](https://github.com/knative/client) ⭐ 385  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The official CLI client ('kn') for interacting with Knative installations, enabling rapid deployment of serving entities and management of decoupled event bindings.
 #### Knative and API Gateways
 
   - **(2021)** [**dev.to: FaaS on Kubernetes: From AWS Lambda & API Gateway To Knative & Kong API Gateway**](https://dev.to/pmbanugo/faas-on-kubernetes-from-aws-lambda-api-gateway-to-knative-kong-api-gateway-4n84) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Practical technical demonstration outlining how to replicate proprietary cloud FaaS configurations by using open components like Knative and Kong API Gateway inside a Kubernetes cluster.
@@ -207,42 +163,24 @@
 #### Advanced Best Practices
 
   - **(2021)** [**dev.to: Serverless - Beyond the Basics | Kristi Perreault 🌟**](https://dev.to/aws-heroes/serverless-beyond-the-basics-kom) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Delves past initial hello-world templates to address production concerns like advanced testing strategies, strict security configurations, and proper CI/CD pipelines.
-#### Anti-patterns
-
-  - **(2020)** [**serverlesshorrors.com 🌟**](https://serverlesshorrors.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An open community catalog detailing critical serverless horror stories, execution loops, cold-start bottlenecks, and configuration mistakes to help engineers avoid similar traps.
 #### CI-CD
 
   - **(2019)** [**theburningmonk.com: Why you should use ephemeral environments when you do serverless**](https://theburningmonk.com/2019/09/why-you-should-use-temporary-stacks-when-you-do-serverless) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Recommends utilizing ephemeral stack deployments per developer or pull request. Highlights how to leverage zero-marginal-cost resource provisioning characteristics of cloud serverless.
-#### Case Studies
+#### Case Studies (1)
 
   - **(2022)** [**thenewstack.io: How Daily.Dev Built a Low-Budget Serverless Scraping Pipeline for Online Articles**](https://thenewstack.io/how-daily-dev-built-a-low-budget-serverless-scraping-pipeline-for-online-articles) [ADVANCED LEVEL] 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” Details how daily.dev constructed a cost-efficient article parsing ecosystem by combining serverless scraping pipelines, queue storage, and ephemeral container tasks.
   - **(2020)** [**dashbird.io: Serverless Case Study – Coca-Cola**](https://dashbird.io/blog/serverless-case-study-coca-cola) 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” A key industrial case study tracking how Coca-Cola migrated critical transaction systems to serverless, noting immense scale capacity and severe operational cost savings.
 #### Design Patterns
 
   - **(2020)** [**architectelevator.com: Concerned about Serverless Lock-in? Consider Patterns!**](https://architectelevator.com/cloud/serverless-design-patterns) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Proposes core mitigation strategies for cloud vendor lock-in through abstraction layers, hexagonal architecture, and port-and-adapters design patterns.
-#### Ecosystem Landscapes
-
-  - **(2019)** [techbeacon.com: An essential guide to the 2019 serverless ecosystem](https://techbeacon.com/enterprise-it/essential-guide-2019-serverless-ecosystem) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A historical overview detailing the serverless framework, cloud tools, and platform landscape of 2019, tracing the market growth towards modern container standards.
-#### Enterprise Strategy
-
-  - **(2022)** [**serverlessguru.com: Enterprise Serverless Adoption 🌟**](https://www.sls.guru/blog/enterprise-serverless-adoption) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” Explores the organizational strategies, cultural shifts, and governance models required to successfully integrate serverless execution engines into legacy enterprise architectures.
-#### Operational Guides
-
-  - **(2021)** [**docs.google.com: Serverless Guide to Success 2021**](https://docs.google.com/document/u/0/d/1VEkUvTbqxfC1XyVGb2Z3DtEk9NA1M6PJpeCqEYRATLM/mobilebasic) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” This document acts as an operational blueprint offering tactical patterns for adoption, cost estimation, and lifecycle management within serverless paradigms. It bridges the gap between basic functions and enterprise execution strategies.
 #### Scaling Paradigms
 
   - **(2022)** [**readysetcloud.io: Building Serverless Applications That Scale The Perfect Amount 🌟**](https://www.readysetcloud.io/blog/allen.helton/how-to-design-serverless-apps-that-scale-the-perfect-amount) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Analyzes practical mechanisms to throttle, buffer, and control scaling thresholds in serverless topologies. Helps architects avoid cascade failures by preventing downstream database and external API bottlenecks.
-#### Visual Architectures
-
-  - **(2021)** [**itnext.io: Kubernetes Serverless simply visually explained 🌟**](https://itnext.io/kubernetes-serverless-simply-visually-explained-ccf7be05a689) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A highly effective visual analysis demonstrating how serverless execution frameworks integrate natively with Kubernetes primitives. It clearly highlights pod autoscaling dynamics and container lifecycle abstractions.
 ### Serverless Platforms
 
 #### Azure Functions
 
   - **(2021)** [c-sharpcorner.com: Why and When to use Azure Functions](https://www.c-sharpcorner.com/article/why-and-when-to-use-azure-functions) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Investigates architectural use-cases, pricing models, and trigger mechanisms for Azure Functions. Focuses on integrating event-driven execution patterns with enterprise dotnet ecosystems.
-#### Cost Optimization
-
-  - **(2021)** [dev.to: Price Comparison of Popular Serverless Architecture Providers](https://dev.to/d1020/price-comparison-of-popular-serverless-architecture-providers-2jk9) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Performs financial comparisons between public cloud providers (AWS, Azure, GCP), modeling billing triggers, resource provisioning scales, and data egress pricing.
 #### Frameworks
 
   - **(2026)** [==serverless.com: Serverless Framework==](https://www.serverless.com) [JAVASCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier multi-provider IaC wrapper for packaging and deploying serverless applications. Standardizes function definitions, network triggers, and permission models.
@@ -286,46 +224,19 @@
   - **(2022)** [**redhat-scholars.github.io: Welcome to OpenShift Serverless Logic Tutorial**](https://redhat-scholars.github.io/serverless-workflow/osl/index.html) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A guided academic and professional lab tutorial teaching developers to orchestrate complex state machines using the CNCF Serverless Workflow specification.
 ## Event Driven Architecture
 
-### Data Processing
-
-#### Batch vs Streaming
-
-  - **(2023)** [**serverlessland.com: BATCH PROCESSING VS EVENT STREAMING**](https://serverlessland.com/event-driven-architecture/visuals/batching-vs-event-streams) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A clear comparative analysis detailing when to leverage high-throughput batching against real-time low-latency event streaming patterns. Crucial for designing data pipeline boundaries.
 ### Design Patterns (1)
 
 #### Enterprise Integration Patterns
 
   - **(2023)** [**serverlessland.com: Splitter pattern**](https://serverlessland.com/event-driven-architecture/visuals/splitter-pattern) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Examines the Enterprise Integration Pattern (EIP) of splitting a single composite payload into individual records for decoupled and parallel execution inside event pipelines.
-### Fundamentals (1)
+### Fundamentals
 
 #### Concepts
 
   - **(2022)** [==serverlessland.com/event-driven-architecture: Introduction to Event Driven Architecture 🌟==](https://serverlessland.com/event-driven-architecture) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A foundational deep dive into decoupled event-driven systems, detailing key components such as event producers, routers, and consumers. Essential reading for establishing loose-coupling patterns.
-#### Visuals
-
-  - **(2023)** [==serverlessland.com: EDA VISUALS 🌟🌟🌟==](https://serverlessland.com/event-driven-architecture/visuals) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” A curated collection of visual explanations covering event-driven mechanics. Helps developers visually digest routing, choreographies, and filtering topologies.
-## FinOps and Cloud Cost
-
-### Azure Optimization
-
-#### Serverless (3)
-
-  - **(2024)** [**Azure Functions Cost Considerations and Optimization**](https://build5nines.com/azure-functions-cost-considerations-and-optimization) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Examines cost structures and billing patterns in serverless environments, focusing on Azure Functions. Compares Consumption, Premium, and Dedicated App Service plans, outlining how to minimize cold starts and optimize execution runtimes.
-## Infrastructure as Code
-
-### Serverless Integration
-
-#### Hybrid Automation
-
-  - **(2019)** [**theburningmonk.com: Making Terraform and Serverless framework work together**](https://theburningmonk.com/2019/03/making-terraform-and-serverless-framework-work-together) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A classic, influential case study analyzing the architecture of combining HashiCorp Terraform (for heavy resources like VPCs, databases, IAM) with Serverless Framework (for ephemeral Lambdas). Explores state output handoffs, parameter store structures, and pipeline coordination protocols. Live grounding confirms that while newer tools have merged these functions, this division of labor remains highly performant and stable.
-## Kubernetes
-
-### Tooling
-
-#### Deployment Tools
-
-  - **(2021)** [**itnext.io: **arkade** by example β€” Kubernetes apps, the easy way 🌟**](https://itnext.io/kubernetes-apps-the-easy-way-f06d9e5cad3c) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Introduces arkade, a lightning-fast application installer for Kubernetes. Simplifies cluster bootstrap setups by deploying tools like OpenFaaS or cert-manager with one-line commands.
 
 ---
-πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Kubernetes Client Libraries](./kubernetes-client-libraries.md)
+πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Kubectl Commands](./kubectl-commands.md) | [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/servicemesh.md b/v2-docs/servicemesh.md
index f23c5586..4bd50d82 100644
--- a/v2-docs/servicemesh.md
+++ b/v2-docs/servicemesh.md
@@ -8,9 +8,9 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
+1. [Architecture](#architecture)
+  - [System Design](#system-design)
+    - [Microservices Patterns](#microservices-patterns)
 1. [Cloud Infrastructure](#cloud-infrastructure)
   - [Traffic Management](#traffic-management)
     - [Load Balancing](#load-balancing)
@@ -21,8 +21,8 @@
   - [API Management](#api-management)
     - [Service Mesh Comparison](#service-mesh-comparison)
     - [Service Mesh Integration](#service-mesh-integration)
-  - [Load Balancing](#load-balancing-1)
-    - [Legacy Tooling](#legacy-tooling)
+  - [Data Plane](#data-plane)
+    - [Proxy](#proxy)
   - [Orchestration](#orchestration)
     - [Service Mesh Architecture](#service-mesh-architecture)
   - [Service Mesh](#service-mesh-2)
@@ -34,7 +34,7 @@
     - [Evaluation](#evaluation)
     - [History](#history)
     - [Landscape](#landscape)
-    - [Legacy Tooling](#legacy-tooling-1)
+    - [Legacy Tooling](#legacy-tooling)
     - [Linkerd](#linkerd)
       - [GitOps](#gitops)
       - [High Availability](#high-availability)
@@ -66,7 +66,7 @@
 1. [Cloud Native Networking](#cloud-native-networking)
   - [Control Plane](#control-plane)
     - [Service Mesh Architecture](#service-mesh-architecture-1)
-  - [Data Plane](#data-plane)
+  - [Data Plane](#data-plane-1)
     - [APIs and Protocols](#apis-and-protocols)
     - [Load Balancing Algorithms](#load-balancing-algorithms)
   - [Service Mesh](#service-mesh-3)
@@ -79,48 +79,23 @@
     - [Kubernetes Networking](#kubernetes-networking)
     - [Red Hat Ecosystem](#red-hat-ecosystem)
     - [Security](#security-2)
-    - [System Design](#system-design)
+    - [System Design](#system-design-1)
 1. [Networking](#networking)
   - [Ingress and Gateway](#ingress-and-gateway)
     - [Controllers](#controllers)
     - [Gateway API](#gateway-api)
+    - [Traefik](#traefik)
 1. [Serverless and Ingress](#serverless-and-ingress)
   - [Knative](#knative)
     - [Ingress Controllers](#ingress-controllers)
 
-## Architectural Foundations
+## Architecture
 
-### Kubernetes Tools
+### System Design
 
-#### General Reference
+#### Microservices Patterns
 
-  - [platform9.com: The Gorilla Guide to Kubernetes in the Enterprise](https://platform9.com/blog/kubernetes-service-mesh)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering platform9.com in the Kubernetes Tools ecosystem.
-  - [rancher.com: Using Hybrid and Multi-Cloud Service Mesh Based Applications for Distributed Deployments](https://www.suse.com/c/rancher_blog/using-hybrid-and-multi-cloud-service-mesh-based-applications-for-distributed-deployments)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.suse.com in the Kubernetes Tools ecosystem.
-  - [AWS App Mesh with EKS and Canary deployment](https://medium.com/@anupam.s1602/aws-app-mesh-with-eks-and-canary-deployment-5503d9ba95d6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering AWS App Mesh with EKS and Canary deployment in the Kubernetes Tools ecosystem.
-  - [cncf.io: Service Mesh Is Still Hard](https://www.cncf.io/blog/2020/10/26/service-mesh-is-still-hard)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Service Mesh Is Still Hard in the Kubernetes Tools ecosystem.
-  - [medium: Part 1 β€” Why Red Hat Openshift Service Mesh? 🌟](https://medium.com/@maggarwa/part-1-why-red-hat-openshift-service-mesh-54b8b6ae1a8f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Part 1 β€” Why Red Hat Openshift Service Mesh? 🌟 in the Kubernetes Tools ecosystem.
-  - [toptal.com: A Kubernetes Service Mesh Comparison 🌟](https://www.toptal.com/kubernetes/service-mesh-comparison)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering toptal.com: A Kubernetes Service Mesh Comparison 🌟 in the Kubernetes Tools ecosystem.
-  - [cncf.io: Networking with a service mesh: use cases, best practices, and' comparison of top mesh options](https://www.cncf.io/blog/2021/07/15/networking-with-a-service-mesh-use-cases-best-practices-and-comparison-of-top-mesh-options)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Networking with a service mesh: use cases, best practices, and' comparison of top mesh options in the Kubernetes Tools ecosystem.
-  - [blog.polymatic.systems: Service Mesh Wars, Goodbye Istio](https://blog.polymatic.systems/service-mesh-wars-goodbye-istio-b047d9e533c7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.polymatic.systems: Service Mesh Wars, Goodbye Istio in the Kubernetes Tools ecosystem.
-  - [medium: Microservices and the World with a Service Mesh | Adarsh Prabhu](https://medium.com/@adarsh.prabhu/microservices-and-the-world-with-a-service-mesh-ec9a709dd4b5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium: Microservices and the World with a Service Mesh== | Adarsh Prabhu in the Kubernetes Tools ecosystem.
-  - [medium.com/elca-it: Service Mesh Performance Evaluation β€” Istio, Linkerd,' Kuma and Consul](https://medium.com/elca-it/service-mesh-performance-evaluation-istio-linkerd-kuma-and-consul-d8a89390d630)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/elca-it: Service Mesh Performance Evaluation β€” Istio, Linkerd,' Kuma and Consul in the Kubernetes Tools ecosystem.
-  - [medium.com/@pauldotyu: Service Mesh Considerations](https://medium.com/@pauldotyu/service-mesh-considerations-117561f30295)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@pauldotyu: Service Mesh Considerations in the Kubernetes Tools ecosystem.
-  - [medium.com/4th-coffee: A Comprehensive Tutorial on Service Mesh, Istio,' Envoy, Access Log, and Log Filtering](https://medium.com/4th-coffee/a-comprehensive-tutorial-on-service-mesh-istio-envoy-access-log-and-log-filtering-8f3d939c081d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/4th-coffee: A Comprehensive Tutorial on Service Mesh, Istio,' Envoy, Access Log, and Log Filtering in the Kubernetes Tools ecosystem.
-  - [medium: The Roles of Service Mesh and API Gateways in Microservice Architecture' 🌟](https://medium.com/better-programming/the-roles-of-service-mesh-and-api-gateways-in-microservice-architecture-f6e7dfd61043)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: The Roles of Service Mesh and API Gateways in Microservice Architecture' 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: Consul in Kubernetes β€” Pushing to Production](https://medium.com/swlh/consul-in-kubernetes-pushing-to-production-223506bbe8db)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Consul in Kubernetes β€” Pushing to Production in the Kubernetes Tools ecosystem.
-  - [medium: HashiCorp Consul: Multi-Cloud and Multi-Platform Service Mesh](https://medium.com/hashicorp-engineering/hashicorp-consul-multi-cloud-and-multi-platform-service-mesh-372a82264e8e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: HashiCorp Consul: Multi-Cloud and Multi-Platform Service Mesh in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Get Started with Consul Service Mesh on Kubernetes 🌟](https://www.hashicorp.com/blog/get-started-with-consul-service-mesh-on-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Get Started with Consul Service Mesh on Kubernetes 🌟 in the Kubernetes Tools ecosystem.
-  - [HashiCorp Consul Ingress Gateways and L7 Traffic Management in Kubernetes](https://www.hashicorp.com/blog/hashicorp-consul-ingress-gateways-and-l7-traffic-management-in-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering HashiCorp Consul Ingress Gateways and L7 Traffic Management in Kubernetes in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Disaster Recovery for HashiCorp Consul on Kubernetes 🌟](https://www.hashicorp.com/blog/disaster-recovery-for-hashicorp-consul-on-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Disaster Recovery for HashiCorp Consul on Kubernetes 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: A Practical Guide to HashiCorp Consul β€” Part 1 🌟](https://medium.com/velotio-perspectives/a-practical-guide-to-hashicorp-consul-part-1-5ee778a7fcf4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: A Practical Guide to HashiCorp Consul β€” Part 1 🌟 in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Getting Started with HCP Consul: Frequently Asked Questions](https://www.hashicorp.com/blog/getting-started-with-hcp-consul-frequently-asked-questions)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Getting Started with HCP Consul: Frequently Asked Questions in the Kubernetes Tools ecosystem.
-  - [cncf.io: Kubernetes network policies with Cilium and Linkerd](https://www.cncf.io/blog/2021/02/25/kubernetes-network-policies-with-cilium-and-linkerd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Kubernetes network policies with Cilium and Linkerd in the Kubernetes Tools ecosystem.
-  - [cncf.io: Protocol detection and opaque ports in Linkerd](https://www.cncf.io/blog/2021/03/10/protocol-detection-and-opaque-ports-in-linkerd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Protocol detection and opaque ports in Linkerd in the Kubernetes Tools ecosystem.
-  - [cncf.io: Why Linkerd doesn’t use Envoy](https://www.cncf.io/blog/2020/12/11/why-linkerd-doesnt-use-envoy)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Why Linkerd doesn’t use Envoy in the Kubernetes Tools ecosystem.
-  - [medium.com/attest-product-and-technology: Debugging mislabelled route metrics' from Linkerd](https://medium.com/attest-product-and-technology/debugging-mislabelled-route-metrics-from-linkerd-dda47fdff04a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/attest-product-and-technology: Debugging mislabelled route metrics' from Linkerd in the Kubernetes Tools ecosystem.
-  - [medium.com/@eshiett314: Mutual TLS with Emissary-Ingress and Linkerd](https://medium.com/@eshiett314/mutual-tls-with-emissary-ingress-and-linkerd-4aa3ffe0413f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@eshiett314: Mutual TLS with Emissary-Ingress and Linkerd in the Kubernetes Tools ecosystem.
-  - [Google Cloud’s Traffic Director β€” What is it and how is it related to the Istio service-mesh?](https://medium.com/cloudzone/google-clouds-traffic-director-what-is-it-and-how-is-it-related-to-the-istio-service-mesh-c199acc64a6d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Google Cloud’s Traffic Director β€” What is it and how is it related to the Istio service-mesh? in the Kubernetes Tools ecosystem.
-  - [amalaruja.medium.com: Basic HTTP Routing Strategies with Envoy](https://amalaruja.medium.com/basic-http-routing-strategies-with-envoy-376be42559eb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering amalaruja.medium.com: Basic HTTP Routing Strategies with Envoy in the Kubernetes Tools ecosystem.
+  - **(2018)** [**blog.christianposta.com: Do I Need an API Gateway if I Use a Service Mesh?**](https://blog.christianposta.com/microservices/do-i-need-an-api-gateway-if-i-have-a-service-mesh) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A seminal article detailing the functional boundary differences between API Gateways and Service Meshes. Christian Posta demonstrates how gateways excel at managing south-north public consumer interfaces (security, transformations, rate limiting), while service meshes optimize complex east-west backend telemetry.
 ## Cloud Infrastructure
 
 ### Traffic Management
@@ -134,7 +109,7 @@
 
 #### Istio
 
-  - **(2026)** [Istio](https://nubenetes.com/istio) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A comprehensive entry point to Istio architecture, the enterprise-grade service mesh. Details how engineers manage traffic routes, secure service-to-service communication with mutual TLS, and gain deep tracing observability across distributed Kubernetes deployments.
+  - **(2026)** [Istio](https://nubenetes.com/istio/) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A comprehensive entry point to Istio architecture, the enterprise-grade service mesh. Details how engineers manage traffic routes, secure service-to-service communication with mutual TLS, and gain deep tracing observability across distributed Kubernetes deployments.
 ## Cloud Native Infrastructure
 
 ### API Management
@@ -146,11 +121,11 @@
 #### Service Mesh Integration
 
   - **(2021)** [**devops.com: When to Use API Management and Service Mesh Together**](https://devops.com/when-to-use-api-management-and-service-mesh-together) [NONE CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Explores patterns for integrating API gateways with service meshes. Highlights how to pass identity contexts, orchestrate global traffic routes, and enforce layered perimeter and transport-level security policies.
-### Load Balancing (1)
+### Data Plane
 
-#### Legacy Tooling
+#### Proxy
 
-  - **(2024)** [Fabio Load Balancer 🌟](https://fabiolb.net) [GO CONTENT] 🌟🌟 [LEGACY] β€” A zero-configuration, Consul-backed HTTP and TCP load balancer. Highly praised for simplicity but now considered legacy in favor of contemporary, Envoy-based ingress controls and standardized gateway APIs.
+  - **(2022)** [envoyproxy.io](https://www.envoyproxy.io) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Homepage for Envoy Proxy, the C++ cloud-native L7 edge and service proxy. Serving as the primary data plane for Istio and modern gateway tools, it offers unmatched extensibility, advanced load balancing, and dynamic runtime configuration.
 ### Orchestration
 
 #### Service Mesh Architecture
@@ -184,7 +159,7 @@
 #### Landscape
 
   - **(2025)** [==layer5.io: The Service Mesh Landscape 🌟🌟==](https://layer5.io/service-mesh-landscape) [NONE CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An interactive tracker mapping out the diverse, evolving service mesh landscape. Managed by Layer5, it catalogues API compatibility, conformance standards, and architecture changes (e.g., sidecarless eBPF vs. sidecars) across all industry meshes.
-#### Legacy Tooling (1)
+#### Legacy Tooling
 
   - **(2023)** [Maesh](https://traefik.io/traefik-mesh) [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Maesh (rebranded as Traefik Mesh) was a lightweight, SMI-compliant mesh designed by Traefik Labs. It was officially retired in 2024 to consolidate development focus on Traefik API Gateway products.
 #### Linkerd
@@ -280,7 +255,7 @@
 #### Service Mesh Architecture (1)
 
   - **(2022)** [solo.io: Why the control plane matters. Control planes are different than data planes. Separating the control plane from data plane 🌟](https://www.solo.io/blog/why-the-control-plane-matters) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An architectural exploration contrasting the duties of the data plane (e.g., raw proxy packet forwarding via Envoy) against the control plane (e.g., Istio, Solo.io Gloo Mesh). It demonstrates how a centralized control plane acts as the brain, translating operator-defined policies into dynamic xDS configuration streams. This separation ensures scalability, administrative decoupling, and resilient policy distribution.
-### Data Plane
+### Data Plane (1)
 
 #### APIs and Protocols
 
@@ -314,7 +289,7 @@
 #### Security (2)
 
   - **(2021)** [**thenewstack.io: Zero-Trust Security with Service Mesh**](https://thenewstack.io/zero-trust-security-with-service-mesh) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” This article explores how a service mesh constructs a zero-trust network topology within Kubernetes. By utilizing cryptographic service identity certificates, active namespace isolation, and strict SPIFFE/SPIRE integrations, it implements seamless mutual TLS authentication (mTLS) across the cluster.
-#### System Design
+#### System Design (1)
 
   - **(2020)** [lucperkins.dev: Service mesh use cases](https://lucperkins.dev/blog/service-mesh-use-cases) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A comprehensive breakdown of architectural scenarios where introducing a service mesh becomes mathematically and operationally viable. It contrasts simple setups with distributed, high-security, and multi-cloud enterprise topologies requiring advanced traffic management.
 ## Networking
@@ -327,6 +302,9 @@
 #### Gateway API
 
   - **(2023)** [**Kubernetes Gateway API**](https://github.com/kubernetes-sigs/gateway-api) ⭐ 2885  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Official GitHub repository for the standard Kubernetes Gateway API. This next-generation specification supersedes standard Ingress, offering expressive, role-oriented, and extensible routing APIs (Gateway, GatewayClass, and Route resources).
+#### Traefik
+
+  - **(2022)** [Transitioning from ingress-nginx to Traefik in Kubernetes](https://traefik.io/blog/transition-from-ingress-nginx-to-traefik)  [COMMUNITY-TOOL] β€” A migration blueprint walking developers through transitioning from ingress-nginx to Traefik. Details how Traefik's native middleware, dynamic routing, and CRDs simplify TLS management and traffic splitting in dynamic environments.
 ## Serverless and Ingress
 
 ### Knative
@@ -336,5 +314,7 @@
   - **(2023)** [Kourier: A lightweight Knative Serving ingress](https://developers.redhat.com/blog/2020/06/30/kourier-a-lightweight-knative-serving-ingress) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Kourier is a lightweight Ingress implementation specifically designed for Knative Serving, utilizing Envoy as the underlying data plane. It serves as an alternative to large service mesh deployments, providing fast route configurations, cold start mitigation, and scale-to-zero capabilities for serverless containers inside Kubernetes. It is heavily utilized in simplified enterprise serverless setups.
 
 ---
-πŸ’‘ **Explore Related:** [Cloudflare](./cloudflare.md) | [Web Servers](./web-servers.md) | [Caching](./caching.md)
+πŸ’‘ **Explore Related:** [Cloudflare](./cloudflare.md) | [Kubernetes Networking](./kubernetes-networking.md) | [Web Servers](./web-servers.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/sonarqube.md b/v2-docs/sonarqube.md
index c4c84fe2..583b27c4 100644
--- a/v2-docs/sonarqube.md
+++ b/v2-docs/sonarqube.md
@@ -8,32 +8,13 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Continuous Integration](#continuous-integration)
   - [CICD Pipelines](#cicd-pipelines)
     - [Jenkins Integration](#jenkins-integration)
   - [Code Quality](#code-quality)
-    - [Deployment Guides](#deployment-guides)
     - [Kubernetes Deployment](#kubernetes-deployment)
     - [Static Analysis Platforms](#static-analysis-platforms)
-    - [Vulnerability Assessment](#vulnerability-assessment)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [wikipedia: SonarQube](https://en.wikipedia.org/wiki/SonarQube)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wikipedia: SonarQube in the Kubernetes Tools ecosystem.
-  - [Dzone: Why SonarQube](https://dzone.com/articles/why-sonarqube-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Why SonarQube in the Kubernetes Tools ecosystem.
-  - [Dzone: How to quickly get started with Sonar](https://dzone.com/articles/how-quickly-get-started-sonar)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: How to quickly get started with Sonar in the Kubernetes Tools ecosystem.
-  - [Dzone: Sonarqube scanning in 15 minutes](https://dzone.com/articles/sonarqube-scanning-in-15-minutes-2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Sonarqube scanning in 15 minutes in the Kubernetes Tools ecosystem.
-  - [Dzone: Quick start with sonarqube for static code analysis](https://dzone.com/articles/quick-start-witj-sonarqube-for-static-code-analysi)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Quick start with sonarqube for static code analysis in the Kubernetes Tools ecosystem.
-  - [Dzone.com: Code Analysis Part 1 - Analyzing Code with SonarQube](https://dzone.com/articles/code-analysis-with-sonarqube-part-1-setup)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone.com: Code Analysis Part 1 - Analyzing Code with SonarQube in the Kubernetes Tools ecosystem.
-  - [Dzone: SonarCloud integration with SpringBoot Maven](https://dzone.com/articles/sonarcloud-integration-with-springboot-maven)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: SonarCloud integration with SpringBoot Maven in the Kubernetes Tools ecosystem.
-  - [Running SonarQube on Kubernetes](https://medium.com/@akamenev/running-sonarqube-on-azure-kubernetes-92a1b9051120)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Running SonarQube on Kubernetes in the Kubernetes Tools ecosystem.
 ## Continuous Integration
 
 ### CICD Pipelines
@@ -43,22 +24,16 @@
   - **(2021)** [**itnext.io: SonarQube: running tests from Jenkins Pipeline in Docker**](https://itnext.io/sonarqube-running-tests-from-jenkins-pipeline-from-docker-7740702b6f42) [GROOVY CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Demonstrates executing static security tests during automated container-based Jenkins workflows. Explores Docker volume mapping, token handling, and multi-stage pipeline configuration.
 ### Code Quality
 
-#### Deployment Guides
-
-  - **(2022)** [thenewstack.io: How to Install the SonarQube Security Analysis Platform](https://thenewstack.io/how-to-install-the-sonarqube-security-analysis-platform) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Practical installation guide covering SonarQube deployments in cloud environments. Details system prerequisite profiles, host tuning metrics, and database integration configurations.
 #### Kubernetes Deployment
 
   - **(2024)** [**click-to-deploy/sonarqube**](https://github.com/GoogleCloudPlatform/click-to-deploy/tree/master/k8s/sonarqube) ⭐ 772  [YAML CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Google Cloud Platform blueprint repository designed to ease the deployment of SonarQube on Google Kubernetes Engine (GKE) via highly standardized manifest suites.
   - **(2023)** [**hub.helm.sh/charts/oteemo/sonarqube**](https://artifacthub.io/packages/helm/oteemo/sonarqube) [YAML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Provides community Helm templates to install SonarQube onto Kubernetes nodes. Supports production deployments utilizing stateful postgres instances and customizable security boundaries.
-  - **(2022)** [youtube: Installation of Sonarqube on Kubernetes/Minikube](https://www.youtube.com/watch?v=_cT-kkvw3NQ) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Walkthrough showing how to stand up SonarQube in a localized Minikube setting. Explains storage class mappings, persistent volume bindings, and port-forwarding constraints.
 #### Static Analysis Platforms
 
   - **(2026)** [==Sonarqube.org==](https://www.sonarsource.com/products/sonarqube) [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Industry-standard platform for automated static code analysis, structural design checks, and bug detection. Integrates directly into modern CI pipelines to enforce automated quality gates and track technical debt.
-  - **(2026)** [==SonarQube Scanner Overview==](https://docs.sonarsource.com/sonarqube-server/analyzing-source-code/overview) [N/A CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Official architectural overview of SonarQube scanning tooling. Details execution mechanics with Gradle, MSBuild, Maven, Jenkins, Azure DevOps, and generic bash runner scripts.
-#### Vulnerability Assessment
-
-  - **(2022)** [**thenewstack.io: How to Analyze Code and Find Vulnerabilities with SonarQube**](https://thenewstack.io/how-to-analyze-code-and-find-vulnerabilities-with-sonarqube) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Teaches developers how to interpret SonarQube dashboards to discover common security vulnerabilities and code smells. Demonstrates optimization rules and quality profiles adjustment methods.
 
 ---
-πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Stackstorm](./stackstorm.md) | [Tekton](./tekton.md)
+πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Tekton](./tekton.md) | [Argo](./argo.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/sre.md b/v2-docs/sre.md
index 7e88c5ec..a302aa20 100644
--- a/v2-docs/sre.md
+++ b/v2-docs/sre.md
@@ -8,18 +8,6 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [Careers](#careers)
-  - [DevOps and SRE](#devops-and-sre)
-    - [Skills Development](#skills-development)
-1. [Cloud Infrastructure](#cloud-infrastructure)
-  - [Managed Kubernetes](#managed-kubernetes)
-    - [Site Reliability Engineering](#site-reliability-engineering)
-1. [Cloud Native](#cloud-native)
-  - [Kubernetes](#kubernetes)
-    - [Progressive Delivery](#progressive-delivery)
 1. [Continuous Delivery](#continuous-delivery)
   - [Feature Management](#feature-management)
     - [Reliability Engineering](#reliability-engineering)
@@ -33,97 +21,27 @@
     - [Declarative Standards](#declarative-standards)
     - [GitOps](#gitops)
     - [Google Best Practices](#google-best-practices)
-  - [Site Reliability Engineering](#site-reliability-engineering-1)
+  - [Site Reliability Engineering](#site-reliability-engineering)
     - [Root Cause Analysis](#root-cause-analysis)
 1. [Operations](#operations)
-  - [Organizational Design](#organizational-design)
-    - [Operating Models](#operating-models)
   - [Platform Engineering](#platform-engineering)
-    - [Organizational Design](#organizational-design-1)
+    - [Organizational Design](#organizational-design)
     - [Strategic Alignment](#strategic-alignment)
   - [SRE vs DevOps](#sre-vs-devops)
-    - [Conceptual Frameworks](#conceptual-frameworks)
     - [Tooling](#tooling)
-  - [Site Reliability Engineering](#site-reliability-engineering-2)
+  - [Site Reliability Engineering](#site-reliability-engineering-1)
     - [Best Practices](#best-practices)
-    - [Career Lifecycle](#career-lifecycle)
     - [Cloud Native Ecosystem](#cloud-native-ecosystem)
     - [Enterprise Architecture](#enterprise-architecture)
     - [Google Best Practices](#google-best-practices-1)
     - [Google SRE Book](#google-sre-book)
     - [Incident Management](#incident-management)
-    - [Industry Trends](#industry-trends)
     - [Podcasts](#podcasts)
-    - [Scalability](#scalability)
-    - [Skills Development](#skills-development-1)
     - [Tooling](#tooling-1)
-1. [Platform Engineering](#platform-engineering-1)
-  - [Design Methodology](#design-methodology)
-    - [Platform Democracy](#platform-democracy)
-1. [Reliability Engineering](#reliability-engineering-1)
-  - [Cloud Native Paradigms](#cloud-native-paradigms)
-  - [SRE](#sre)
-    - [Best Practices](#best-practices-1)
-  - [SRE vs DevOps](#sre-vs-devops-1)
-    - [Industry Analysis](#industry-analysis)
-    - [Introductory Frameworks](#introductory-frameworks)
-    - [Open Source Culture](#open-source-culture)
-    - [Organizational Frameworks](#organizational-frameworks)
-    - [Professional Roles](#professional-roles)
-    - [Synergies](#synergies)
-1. [Site Reliability Engineering](#site-reliability-engineering-3)
-  - [Observability](#observability-1)
-    - [Monitoring Theory](#monitoring-theory)
-      - [Distributed Systems](#distributed-systems)
 1. [Software Engineering](#software-engineering)
   - [Professional Development](#professional-development)
     - [Core Architectures](#core-architectures)
-  - [Version Control Systems](#version-control-systems)
-    - [Git Workflows](#git-workflows)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [wikipedia: Site Reliability Engineering](https://en.wikipedia.org/wiki/Site_Reliability_Engineering)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wikipedia: Site Reliability Engineering in the Kubernetes Tools ecosystem.
-  - [overops.com: DevOps vs. SRE: What’s the Difference Between Them, and Which' One Are You?](https://blog.overops.com/devops-vs-sre-whats-the-difference-between-them-and-which-one-are-you)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering overops.com: DevOps vs. SRE: What’s the Difference Between Them, and Which' One Are You? in the Kubernetes Tools ecosystem.
-  - [dzone: SRE vs. DevOps:β€ŠSRE Is to DevOps What Scrum Is to Agile](https://dzone.com/articles/sre-vs-devopssre-is-to-devops-what-scrum-is-to-agi)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: SRE vs. DevOps:β€ŠSRE Is to DevOps What Scrum Is to Agile in the Kubernetes Tools ecosystem.
-  - [cncf.io: DevOps vs. SRE](https://www.cncf.io/blog/2020/07/17/site-reliability-engineering-sre-101-with-devops-vs-sre)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: DevOps vs. SRE in the Kubernetes Tools ecosystem.
-  - [kelda.io: Why SREs Should be Responsible for Development Environments](https://kelda.io/blog/sres-should-manage-development-environments)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kelda.io: Why SREs Should be Responsible for Development Environments in the Kubernetes Tools ecosystem.
-  - [hernan-david-hd.medium.com: 5 pilares del SRE/DevOps](https://hernan-david-hd.medium.com/5-pilares-del-sre-devops-f16e45f8d3fd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hernan-david-hd.medium.com: 5 pilares del SRE/DevOps in the Kubernetes Tools ecosystem.
-  - [hernan-david-hd.medium.com: Breaking down SRE/DevOps into 5 key areas](https://hernan-david-hd.medium.com/breaking-down-sre-devops-into-5-key-areas-5aacf40e8392)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hernan-david-hd.medium.com: Breaking down SRE/DevOps into 5 key areas in the Kubernetes Tools ecosystem.
-  - [stackpulse.com: Managing Reliability for Monoliths vs. Microservices: The' Challenges for SREs](https://stackpulse.com/blog/monoliths-vs-microservices-challenges)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stackpulse.com: Managing Reliability for Monoliths vs. Microservices: The' Challenges for SREs in the Kubernetes Tools ecosystem.
-  - [stackpulse.com: Managing Reliability for Monoliths vs. Microservices: Best' Practices for SREs](https://stackpulse.com/blog/monoliths-vs-microservices-best-practices)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stackpulse.com: Managing Reliability for Monoliths vs. Microservices: Best' Practices for SREs in the Kubernetes Tools ecosystem.
-  - [stackpulse.com: No, SRE Is Not the New DevOps – Unless It Is](https://stackpulse.com/blog/no-sre-is-not-the-new-devops-unless-it-is)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stackpulse.com: No, SRE Is Not the New DevOps – Unless It Is in the Kubernetes Tools ecosystem.
-  - [medium: Agile vs. DevOps vs. SRE… it’s not OR, it’s AND !](https://medium.com/@ta.abhisingh/agile-vs-devops-vs-sre-its-not-or-it-s-and-aa312904e577)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Agile vs. DevOps vs. SRE… it’s not OR, it’s AND ! in the Kubernetes Tools ecosystem.
-  - [blogs.letusdevops.com: How much programming should I know for DevOps/SRE' domain.](https://blogs.letusdevops.com/p/how-much-programming-should-i-know)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blogs.letusdevops.com: How much programming should I know for DevOps/SRE' domain. in the Kubernetes Tools ecosystem.
-  - [cncf.io: DevOps vs. SRE vs. Platform Engineering? The gaps might be smaller' than you think](https://www.cncf.io/blog/2022/07/01/devops-vs-sre-vs-platform-engineering-the-gaps-might-be-smaller-than-you-think)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==cncf.io: DevOps vs. SRE vs. Platform Engineering? The gaps might be smaller' than you think== in the Kubernetes Tools ecosystem.
-  - [dzone.com: DevOps vs. SRE vs. Platform Engineer vs. Cloud Engineer](https://dzone.com/articles/devops-vs-sre-vs-platform-engineer-vs-cloud-engine)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: DevOps vs. SRE vs. Platform Engineer vs. Cloud Engineer in the Kubernetes Tools ecosystem.
-  - [blog.acethecloud.com: A Step-by-Step Guide to Calculate SLAs, SLIs, and' SLOs for Your IT Services](https://blog.acethecloud.com/a-step-by-step-guide-to-calculating-slas-slis-and-slos-for-your-it-services-6f0a07b67bb5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.acethecloud.com: A Step-by-Step Guide to Calculate SLAs, SLIs, and' SLOs for Your IT Services in the Kubernetes Tools ecosystem.
-  - [medium.com/picsart-engineering: Prioritizing Development Efforts with SLOs' in Microservices](https://medium.com/picsart-engineering/prioritizing-development-efforts-with-slos-in-microservices-109ecd9b9b92)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/picsart-engineering: Prioritizing Development Efforts with SLOs' in Microservices in the Kubernetes Tools ecosystem.
-## Careers
-
-### DevOps and SRE
-
-#### Skills Development
-
-  - **(2022)** [dev.to: What You Need to Break into DevOps and SRE](https://dev.to/thenjdevopsguy/what-you-need-to-break-into-devops-and-sre-3fp5)  [COMMUNITY-TOOL] β€” A foundational roadmap detailing the core operating system, networking, programming, and configuration management capabilities required to break into modern DevOps and SRE roles.
-## Cloud Infrastructure
-
-### Managed Kubernetes
-
-#### Site Reliability Engineering
-
-  - **(2021)** [openshift.com: From Ops to SRE - Evolution of the OpenShift Dedicated Team](https://www.redhat.com/en/blog/from-ops-to-sre-evolution-of-the-openshift-dedicated-team)  [COMMUNITY-TOOL] β€” Analyses the operational and structural evolution of Red Hat's OpenShift Dedicated SRE team. Documents the shift from classic system administration to an automation-first SRE model to govern fleet-scale, multi-tenant Kubernetes platforms at high availability.
-## Cloud Native
-
-### Kubernetes
-
-#### Progressive Delivery
-
-  - **(2024)** [**Iter8**](https://iter8.tools) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A Kubernetes-native release validation and progressive delivery tool. Iter8 enables automated canary testing, A/B testing, and SLO evaluation. It coordinates traffic shifting using Service Meshes or Gateways, evaluating metrics from Prometheus and metrics-server to automate rollbacks or promote stable microservice builds.
 ## Continuous Delivery
 
 ### Feature Management
@@ -157,21 +75,16 @@
 #### Google Best Practices
 
   - **(2020)** [sre.google: The Art of SLOs](https://sre.google/resources/practices-and-processes/art-of-slos) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Google's structural guide to defining user-centric Service Level Indicators (SLIs) and Service Level Objectives (SLOs). Features processes to prevent metric fatigue and map indicators directly to consumer utility.
-### Site Reliability Engineering (1)
+### Site Reliability Engineering
 
 #### Root Cause Analysis
 
   - **(2021)** [youtube: Platform9’s Madhura Maskasky says observability is also essential for diagnosing and debugging in order for SREs to "get to the root cause quickly enough so that you can feed that back to the development teams." 🌟](https://www.youtube.com/watch?v=tgRPlAQpHYk&ab_channel=TheNewStack)  [COMMUNITY-TOOL] β€” Video analysis featuring Platform9 discussing the strategic role of observability in debugging distributed cloud-native infrastructures. Emphasizes establishing tight engineering feedback loops between SREs and application developer teams to dramatically reduce Mean Time to Resolution (MTTR).
 ## Operations
 
-### Organizational Design
-
-#### Operating Models
-
-  - **(2022)** [thenewstack.io: Centralized vs. Decentralized Operations](https://thenewstack.io/sharing-the-operations-burden-centralized-vs-decentralized) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Analyzes the architectural and operational trade-offs of centralized operations versus decentralized embedded-SRE teams. Helps platform architects structure their engineering departments based on business unit autonomy and release velocity.
 ### Platform Engineering
 
-#### Organizational Design (1)
+#### Organizational Design
 
   - **(2022)** [devops.com: SRE Vs. Platform Engineering: What’s the Difference?](https://devops.com/sre-vs-platform-engineering-whats-the-difference)  [COMMUNITY-TOOL] β€” Differentiates the core focuses of Platform Engineering and SRE. Analyzes how SRE teams protect application reliability, while Platform Engineering optimizes developer velocity by packaging tools into Internal Developer Platforms (IDPs).
 #### Strategic Alignment
@@ -179,22 +92,14 @@
   - **(2022)** [thenewstack.io: SRE vs. DevOps? Successful Platform Engineering Needs Both](https://thenewstack.io/sre-vs-devops-successful-platform-engineering-needs-both)  [COMMUNITY-TOOL] β€” Argues that successful modern Platform Engineering requires marrying DevOps velocity patterns with SRE reliability practices inside the developer platform tooling layer.
 ### SRE vs DevOps
 
-#### Conceptual Frameworks
-
-  - **(2022)** [dev.to: DevOps vs SRE: What's The Difference?](https://dev.to/thenjdevopsguy/devops-vs-sre-what-s-the-difference-560d)  [COMMUNITY-TOOL] β€” Presents a clear conceptual division between DevOps and SRE. Articulates the common industry saying 'SRE implements DevOps' by demonstrating how SRE tools like SLOs and error budgets concretely measure DevOps goals.
-  - **(2022)** [phoenixnap.com: SRE Vs. DevOps: Differences Explained 🌟](https://phoenixnap.com/blog/sre-vs-devops)  [COMMUNITY-TOOL] β€” Deep-dive analysis comparing the technical implementation differences between DevOps practices and SRE methods. Concretely defines metrics like SLIs, SLOs, and SLA relationships.
 #### Tooling
 
   - **(2021)** [youtube: Viktor Farcic - What is the difference between SRE and DevOps?](https://www.youtube.com/watch?v=jgW4r9FxItI&ab_channel=DevOpsToolkitbyViktorFarcic)  [COMMUNITY-TOOL] β€” Technical video analysis contrasting the conceptual responsibilities of DevOps and SRE. Explores modern architectural pillars including service meshes, declarative GitOps workflows, DevSecOps integrations, and platform-driven self-healing mechanisms.
-### Site Reliability Engineering (2)
+### Site Reliability Engineering (1)
 
 #### Best Practices
 
-  - **(2022)** [linkedin.com: SRE: Key Insights-"Done the right way”](https://www.linkedin.com/pulse/sre-key-insights-done-right-way-shankar-muniyappa)  [COMMUNITY-TOOL] β€” Outlines foundational SRE principles emphasizing the alignment of software engineering practices with operations. Discusses error budgets, blameless postmortems, and building self-healing systems as pillars to avoid organizational friction.
   - **(2022)** [infracloud.io: Site Reliability Engineering (SRE) Best Practices](https://www.infracloud.io/blogs/sre-best-practices)  [COMMUNITY-TOOL] β€” Compiles architectural and cultural patterns for establishing cloud-native SRE. Key focuses include automated toil elimination, disaster recovery automation, chaos engineering practices, and objective-based release gates.
-#### Career Lifecycle
-
-  - **(2021)** [devops.com: Day in the Life of a Site Reliability Engineer (SRE)](https://devops.com/day-in-the-life-of-a-site-reliability-engineer-sre)  [COMMUNITY-TOOL] β€” An informative run-through of the operational reality of SRE. Explains typical workflows, on-call paging procedures, metric reviews, postmortem writing, and automated tool-building shifts.
 #### Cloud Native Ecosystem
 
   - **(2022)** [thenewstack.io: How the SRE Experience Is Changing with Cloud Native 🌟](https://thenewstack.io/how-the-sre-experience-is-changing-with-cloud-native) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Discusses how the shift to highly dynamic microservices and declarative Kubernetes operators has changed SRE workloads. SREs now prioritize building internal control planes and standardizing platform telemetry over manual server patching.
@@ -210,69 +115,14 @@
 #### Incident Management
 
   - **(2021)** [infoq.com: Observing and Understanding Failures: SRE Apprentices](https://www.infoq.com/presentations/sre-apprentices)  [COMMUNITY-TOOL] β€” InfoQ presentation highlighting pedagogical methods for onboarding junior SREs. Focuses on developing systemic mental models for debugging multi-tier failures and safely operating complex, distributed live environments.
-#### Industry Trends
-
-  - **(2022)** [devops.com: How the SRE Role Is Evolving](https://devops.com/how-the-sre-role-is-evolving)  [COMMUNITY-TOOL] β€” Tracks the industry evolution of SRE from isolated teams to a core cross-functional engineering practice. Highlights the transition from managing static infrastructure to developing programmatic automation platforms.
 #### Podcasts
 
   - **(2021)** [sre.google/prodcast](https://sre.google/prodcast)  [COMMUNITY-TOOL] β€” Google's 'Prodcast' SRE series. Features in-depth architectural and organizational conversations with Google operations engineers regarding multi-region failovers, disaster planning, and fleet-wide maintenance.
-#### Scalability
-
-  - **(2021)** [toolbox.com: Site Reliability Engineering: What Is It and How Can It Help Scale Operations? 🌟](https://www.toolbox.com/tech/devops/articles/automating-sre-to-scale-operations)  [COMMUNITY-TOOL] β€” Details how SRE scaling models prevent traditional operating overhead from scaling linearly with system volume. Emphasizes shifting operational efforts into reusable platform engineering products.
-#### Skills Development (1)
-
-  - **(2022)** [devops.com: Top Nine Skills for SREs to Master 🌟](https://devops.com/top-nine-skills-for-sres-to-master)  [COMMUNITY-TOOL] β€” Highlights nine critical technical skills for SREs, including writing high-quality infrastructure automation, building telemetry dashboards, designing reliable distributed networks, and mastering cloud platform paradigms.
 #### Tooling (1)
 
   - **(2022)** [getcortexapp.com: A guide to the best SRE tools](https://www.cortex.io/post/a-guide-to-the-best-sre-tools)  [COMMUNITY-TOOL] β€” Cortex's architectural guide evaluating modern SRE tooling stacks. Highlights service catalogs, central tracking, alert deduplication, automated runbooks, and performance benchmarking.
   - **(2021)** [thenewstack.io: The Site Reliability Engineering Tool Stack](https://thenewstack.io/the-site-reliability-engineering-tool-stack)  [COMMUNITY-TOOL] β€” Explores the fundamental tooling categories necessary for robust SRE practices, spanning declarative Infrastructure as Code (IaC), performance profiling, on-call management, and automated monitoring integrations.
   - **(2021)** [thenewstack.io: The Best Site Reliability Engineering Tools in 2021](https://thenewstack.io/the-best-site-reliability-engineering-tools-in-2021)  [COMMUNITY-TOOL] β€” An evaluative overview of top-tier reliability platforms. Focuses on tools addressing continuous anomaly detection, SLO dashboards, chaos engineering, and incident management pipelines.
-## Platform Engineering (1)
-
-### Design Methodology
-
-#### Platform Democracy
-
-  - **(2023)** [Platform Democracy: Rethinking Who Builds and Consumes Your Internal Platform](https://www.syntasso.io/post/platform-democracy-rethinking-who-builds-and-consumes-your-internal-platform) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores the shift from top-down platform imposition to a collaborative platform democracy model where users actively influence platform features. Focuses on Kratix-style platform design that co-creates platform capabilities to better align with actual developer workflows and organizational requirements.
-## Reliability Engineering (1)
-
-### Cloud Native Paradigms
-
-  - **(2019)** [devops.com: SRE vs. DevOps vs. Cloud Native: The Server Cage Match](https://devops.com/sre-devops-cloud-native-server-cage-match)  [COMMUNITY-TOOL] β€” A high-energy analysis contrasting SRE, DevOps, and Cloud Native architectures. Explores how container orchestration, microservices, and micro-deployments mandate both cultural DevOps adjustments and programmatic SRE automation to survive at scale.
-### SRE
-
-#### Best Practices (1)
-
-  - **(2016)** [Google: What is Site Reliability Engineering (SRE)?](https://sre.google) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Google's central hub for SRE methodologies, offering deep documentation on managing risk, service level objectives, monitoring, alerting, and elimination of toil. Essential reading for system architects establishing production-readiness checklists.
-### SRE vs DevOps (1)
-
-#### Industry Analysis
-
-  - **(2019)** [devops.com: SRE vs. DevOps β€” a False Distinction?](https://devops.com/sre-vs-devops-false-distinction)  [COMMUNITY-TOOL] β€” Deconstructs the industry debate regarding SRE and DevOps, arguing that comparing them creates a false dichotomy. Suggests that successful engineering organizations merge the collaborative philosophy of DevOps with the analytical, code-driven rigor of SRE.
-#### Introductory Frameworks
-
-  - **(2018)** [devops.com: Site Reliability Engineering 101: DevOps Versus SRE](https://devops.com/site-reliability-engineering-101-devops-versus-sre)  [COMMUNITY-TOOL] β€” Provides an entry-level comparison of SRE and DevOps methodologies. Explains key tenets of both schools of thought, with a focus on how teams share operational ownership and handle blameless post-mortems to foster high-velocity engineering.
-#### Open Source Culture
-
-  - **(2018)** [opensource.com: What is an SRE and how does it relate to DevOps?](https://opensource.com/article/18/10/sre-startup)  [COMMUNITY-TOOL] β€” An open-source community exploration of SRE's role within fast-paced startup environments. Outlines how small engineering teams can apply SRE principles incrementally without the overhead of massive dedicated operations divisions.
-#### Organizational Frameworks
-
-  - **(2018)** [cloud.google.com: SRE vs. DevOps: competing standards or close friends?](https://cloud.google.com/blog/products/devops-sre)  [COMMUNITY-TOOL] β€” A key Google conceptual piece defining SRE as a concrete class implementation of the DevOps interface. Contrasts organizational goals, highlighting how SRE materializes abstract DevOps ideals through structured, software-oriented reliability standards.
-#### Professional Roles
-
-  - **(2019)** [linkedin: DevOps vs Site Reliability Engineering](https://www.linkedin.com/pulse/devops-vs-site-reliability-engineering-sean-washington)  [COMMUNITY-TOOL] β€” A professional field perspective outlining differences in day-to-day responsibilities between SREs and DevOps engineers. Synthesizes roles to show that while DevOps builds the automated deployment pipelines, SRE builds the automated telemetry and resilience guardrails.
-#### Synergies
-
-  - **(2020)** [thenewstack.io: Where Site Reliability Engineering Overlaps with DevOps](https://thenewstack.io/where-the-site-reliability-engineer-role-overlaps-with-devops)  [COMMUNITY-TOOL] β€” Examines the functional overlaps between SREs and DevOps professionals. Highlights how monitoring, CI/CD automation, and shared configuration management unify these roles into a cohesive system reliability and deployment delivery vehicle.
-## Site Reliability Engineering (3)
-
-### Observability (1)
-
-#### Monitoring Theory
-
-##### Distributed Systems
-
-  - **(2016)** [==Monitoring Distributed Systems - Google SRE Book==](https://sre.google/sre-book/monitoring-distributed-systems) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The foundational text establishing distributed systems monitoring fundamentals. Introduces the 'four golden signals' (latency, traffic, errors, and saturation) and addresses the core engineering trade-offs between white-box and black-box monitoring. Curator Insight: Seminal SRE literature defining core telemetry metrics. Live Grounding: Remains the architectural blueprint for modern production-grade telemetry frameworks globally.
 ## Software Engineering
 
 ### Professional Development
@@ -280,12 +130,9 @@
 #### Core Architectures
 
   - **(2025)** [==Skills for Real Engineers==](https://github.com/mattpocock/skills) ⭐ 128202  [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An exceptionally popular repository detailing the foundational principles, design philosophies, and architectural protocols required for master-level software delivery. While the curator focuses on career advancement, live engineering practice indicates that mastering these fundamentals is vital to surviving rapid AI development shifts. It represents an elite reference for engineering standardizations.
-### Version Control Systems
-
-#### Git Workflows
-
-  - **(2020)** [victorops.com: Source Code Control: Trunk-Based Development vs. GitFlow](https://www.splunk.com/en_us/about-splunk/acquisitions/splunk-on-call.html) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An evaluation of GitFlow versus Trunk-Based Development, analyzing how branching strategies affect MTTR, deployment frequency, and software quality. It details the operational changes and tooling adjustments required to adopt trunk-based methodologies.
 
 ---
-πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [Developerportals](./developerportals.md) | [Chaos Engineering](./chaos-engineering.md)
+πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [Test Automation Frameworks](./test-automation-frameworks.md) | [Performance Testing With Jenkins And Jmeter](./performance-testing-with-jenkins-and-jmeter.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/stackstorm.md b/v2-docs/stackstorm.md
index a0712500..fc741a99 100644
--- a/v2-docs/stackstorm.md
+++ b/v2-docs/stackstorm.md
@@ -4,7 +4,7 @@
     You are browsing the AI-Curated V2 Elite Edition. Looking for the exhaustive list of references? Check out the [**V1 Historical Archive**](/v1/stackstorm/).
 
 !!! info "Architectural Context"
-    Detailed reference for StackStorm in the context of Engineering Pipeline.
+    Detailed reference for StackStorm in the context of Architectural Foundations.
 
 ## Table of Contents
 
@@ -18,9 +18,10 @@
 
 #### StackStorm (1)
 
-  - **(2025)** [StackStorm.com](https://stackstorm.com) [PYTHON CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Automated workflow, remediation, and orchestration engine. Utilizes event-driven triggers, custom rules, and structured packs to deliver self-healing capabilities across cloud, network, and system infrastructures.
   - **(2025)** [github.com/StackStorm](https://github.com/StackStorm) [PYTHON CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Central repositories for the StackStorm platform containing internal event loops, action runners, rules-engine components, pack loaders, and comprehensive infrastructure orchestration drivers.
 
 ---
-πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Sonarqube](./sonarqube.md) | [Tekton](./tekton.md)
+πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Cloudflare](./cloudflare.md)
 
diff --git a/v2-docs/tags.md b/v2-docs/tags.md
index a2964ed4..cb3a7dc3 100644
--- a/v2-docs/tags.md
+++ b/v2-docs/tags.md
@@ -8,272 +8,195 @@
 
 ## Table of Contents
 
-1. [De Facto Standard](#de-facto-standard) (1154 resources)
-1. [Enterprise-Stable](#enterprise-stable) (1121 resources)
-1. [Emerging](#emerging) (70 resources)
-1. [Guide](#guide) (1148 resources)
-1. [Case Study](#case-study) (115 resources)
-1. [Community-Tool](#community-tool) (11241 resources)
-1. [Legacy](#legacy) (595 resources)
-1. [Spanish Content](#spanish-content) (212 resources)
-1. [Agnostic Content](#agnostic-content) (64 resources)
-1. [Ansible Content](#ansible-content) (3 resources)
-1. [Any Content](#any-content) (1 resources)
-1. [Apacheconf Content](#apacheconf-content) (1 resources)
+1. [De Facto Standard](#de-facto-standard) (323 resources)
+1. [Enterprise-Stable](#enterprise-stable) (366 resources)
+1. [Emerging](#emerging) (14 resources)
+1. [Guide](#guide) (266 resources)
+1. [Case Study](#case-study) (39 resources)
+1. [Community-Tool](#community-tool) (1764 resources)
+1. [Legacy](#legacy) (118 resources)
+1. [Spanish Content](#spanish-content) (31 resources)
+1. [Agnostic Content](#agnostic-content) (23 resources)
 1. [Asciidoc Content](#asciidoc-content) (1 resources)
-1. [Awk Content](#awk-content) (3 resources)
 1. [Ballerina Content](#ballerina-content) (1 resources)
-1. [Bash Content](#bash-content) (117 resources)
-1. [Bash/Arm Content](#basharm-content) (1 resources)
-1. [Bash/Python Content](#bashpython-content) (1 resources)
-1. [Bash/Yaml Content](#bashyaml-content) (3 resources)
-1. [Bicep Content](#bicep-content) (19 resources)
-1. [C Content](#c-content) (29 resources)
+1. [Bash Content](#bash-content) (9 resources)
+1. [Bash/Yaml Content](#bashyaml-content) (1 resources)
+1. [Bicep Content](#bicep-content) (3 resources)
+1. [C Content](#c-content) (3 resources)
 1. [C# / Python / Js Content](#c-python-js-content) (1 resources)
-1. [C# Content](#c-content) (33 resources)
+1. [C# Content](#c-content) (17 resources)
 1. [C++ / Go / Python Content](#c-go-python-content) (1 resources)
 1. [C++ / Go Content](#c-go-content) (1 resources)
-1. [C++ Content](#c-content) (23 resources)
-1. [C/Bash Content](#cbash-content) (1 resources)
-1. [C/C++ Content](#cc-content) (1 resources)
-1. [Chinese Content](#chinese-content) (1 resources)
-1. [Clojure Content](#clojure-content) (1 resources)
-1. [Cloudformation Content](#cloudformation-content) (1 resources)
-1. [Conceptual Content](#conceptual-content) (14 resources)
-1. [Dart Content](#dart-content) (1 resources)
+1. [C++ Content](#c-content) (2 resources)
+1. [Conceptual Content](#conceptual-content) (12 resources)
 1. [Docker Content](#docker-content) (1 resources)
-1. [Docker/Shell Content](#dockershell-content) (1 resources)
-1. [Dockerfile Content](#dockerfile-content) (21 resources)
-1. [Dockerfile/Shell Content](#dockerfileshell-content) (1 resources)
+1. [Dockerfile Content](#dockerfile-content) (8 resources)
 1. [Elixir Content](#elixir-content) (1 resources)
-1. [En Content](#en-content) (94 resources)
-1. [Erlang Content](#erlang-content) (1 resources)
-1. [Flux Content](#flux-content) (1 resources)
-1. [French Content](#french-content) (3 resources)
-1. [German Content](#german-content) (1 resources)
+1. [En Content](#en-content) (24 resources)
 1. [Go / Javascript Content](#go-javascript-content) (2 resources)
-1. [Go / Yaml Content](#go-yaml-content) (2 resources)
-1. [Go Content](#go-content) (1081 resources)
-1. [Go/Bash Content](#gobash-content) (1 resources)
-1. [Go/Markdown Content](#gomarkdown-content) (1 resources)
-1. [Go/Rego Content](#gorego-content) (1 resources)
-1. [Go/Typescript Content](#gotypescript-content) (1 resources)
-1. [Go/Yaml Content](#goyaml-content) (3 resources)
-1. [Groovy Content](#groovy-content) (64 resources)
-1. [Groovy/Hcl Content](#groovyhcl-content) (1 resources)
-1. [Groovy/Yaml Content](#groovyyaml-content) (1 resources)
-1. [Haskell Content](#haskell-content) (4 resources)
-1. [Hcl Content](#hcl-content) (239 resources)
-1. [Hcl/Packer Content](#hclpacker-content) (1 resources)
-1. [Hcl/Yaml Content](#hclyaml-content) (4 resources)
-1. [Helm Content](#helm-content) (1 resources)
-1. [Html Content](#html-content) (38 resources)
-1. [Image/Pdf Content](#imagepdf-content) (1 resources)
+1. [Go / Yaml Content](#go-yaml-content) (1 resources)
+1. [Go Content](#go-content) (320 resources)
+1. [Go/Yaml Content](#goyaml-content) (1 resources)
+1. [Groovy Content](#groovy-content) (11 resources)
+1. [Haskell Content](#haskell-content) (2 resources)
+1. [Hcl Content](#hcl-content) (39 resources)
+1. [Html Content](#html-content) (3 resources)
 1. [Ini Content](#ini-content) (1 resources)
-1. [Ini/Yaml Content](#iniyaml-content) (1 resources)
-1. [Java / English Content](#java-english-content) (1 resources)
 1. [Java / Go / Node.Js Content](#java-go-nodejs-content) (1 resources)
 1. [Java / Yaml Content](#java-yaml-content) (2 resources)
-1. [Java Content](#java-content) (466 resources)
-1. [Java/C++ Content](#javac-content) (1 resources)
-1. [Javascript Content](#javascript-content) (139 resources)
+1. [Java Content](#java-content) (184 resources)
+1. [Javascript Content](#javascript-content) (32 resources)
 1. [Javascript/Shell Content](#javascriptshell-content) (1 resources)
-1. [Javascript/Typescript Content](#javascripttypescript-content) (2 resources)
 1. [Javascript/Webassembly Content](#javascriptwebassembly-content) (1 resources)
-1. [Json Content](#json-content) (22 resources)
-1. [Jsonnet Content](#jsonnet-content) (5 resources)
-1. [Kotlin Content](#kotlin-content) (4 resources)
-1. [Kql Content](#kql-content) (5 resources)
-1. [Lua Content](#lua-content) (2 resources)
-1. [Makefile Content](#makefile-content) (1 resources)
-1. [Markdown Content](#markdown-content) (365 resources)
+1. [Json Content](#json-content) (1 resources)
+1. [Jsonnet Content](#jsonnet-content) (2 resources)
+1. [Kql Content](#kql-content) (2 resources)
+1. [Lua Content](#lua-content) (1 resources)
+1. [Markdown Content](#markdown-content) (69 resources)
 1. [Markdown/Images Content](#markdownimages-content) (1 resources)
-1. [Markdown/Shell Content](#markdownshell-content) (1 resources)
-1. [Multi Content](#multi-content) (3 resources)
-1. [Multi-Language Content](#multi-language-content) (11 resources)
-1. [Nginx Conf Content](#nginx-conf-content) (1 resources)
-1. [Nix Content](#nix-content) (2 resources)
+1. [Multi-Language Content](#multi-language-content) (1 resources)
 1. [Node.Js Content](#nodejs-content) (3 resources)
-1. [Norwegian Content](#norwegian-content) (1 resources)
-1. [Not Applicable Content](#not-applicable-content) (2 resources)
-1. [Objective-C Content](#objective-c-content) (1 resources)
-1. [Ocaml Content](#ocaml-content) (1 resources)
-1. [Pdf Content](#pdf-content) (13 resources)
-1. [Perl Content](#perl-content) (2 resources)
-1. [Php Content](#php-content) (4 resources)
-1. [Polyglot Content](#polyglot-content) (7 resources)
-1. [Powershell / Sql Content](#powershell-sql-content) (1 resources)
-1. [Powershell Content](#powershell-content) (67 resources)
-1. [Powershell/Bash Content](#powershellbash-content) (1 resources)
-1. [Powershell/Cli Content](#powershellcli-content) (3 resources)
-1. [Promql Content](#promql-content) (4 resources)
-1. [Proprietary Content](#proprietary-content) (1 resources)
+1. [Not Applicable Content](#not-applicable-content) (1 resources)
+1. [Pdf Content](#pdf-content) (1 resources)
+1. [Php Content](#php-content) (1 resources)
+1. [Polyglot Content](#polyglot-content) (2 resources)
+1. [Powershell Content](#powershell-content) (3 resources)
+1. [Promql Content](#promql-content) (1 resources)
 1. [Protobuf Content](#protobuf-content) (1 resources)
 1. [Python / C++ Content](#python-c-content) (1 resources)
-1. [Python / Go Content](#python-go-content) (1 resources)
-1. [Python Content](#python-content) (401 resources)
-1. [Python/Ansible Content](#pythonansible-content) (2 resources)
-1. [Python/Go Content](#pythongo-content) (1 resources)
-1. [Python/Shell Content](#pythonshell-content) (2 resources)
+1. [Python Content](#python-content) (95 resources)
 1. [Python/Terraform Content](#pythonterraform-content) (1 resources)
-1. [Python/Yaml Content](#pythonyaml-content) (3 resources)
-1. [R Content](#r-content) (1 resources)
-1. [Regex Content](#regex-content) (1 resources)
-1. [Rego Content](#rego-content) (10 resources)
-1. [Robot Content](#robot-content) (1 resources)
-1. [Ruby Content](#ruby-content) (20 resources)
-1. [Rust Content](#rust-content) (40 resources)
-1. [Scala Content](#scala-content) (5 resources)
-1. [Sed Content](#sed-content) (1 resources)
-1. [Sentinel Content](#sentinel-content) (1 resources)
-1. [Shell Content](#shell-content) (194 resources)
-1. [Shell/Ansible Content](#shellansible-content) (1 resources)
-1. [Shell/Dockerfile Content](#shelldockerfile-content) (2 resources)
-1. [Shell/Yaml Content](#shellyaml-content) (1 resources)
-1. [Smarty Content](#smarty-content) (2 resources)
-1. [Sql Content](#sql-content) (44 resources)
-1. [Sql/Typescript Content](#sqltypescript-content) (1 resources)
-1. [Sql/Yaml Content](#sqlyaml-content) (1 resources)
-1. [Terraform Content](#terraform-content) (9 resources)
-1. [Terraform/Bash Content](#terraformbash-content) (1 resources)
+1. [Python/Yaml Content](#pythonyaml-content) (1 resources)
+1. [Rego Content](#rego-content) (1 resources)
+1. [Ruby Content](#ruby-content) (1 resources)
+1. [Rust Content](#rust-content) (18 resources)
+1. [Scala Content](#scala-content) (3 resources)
+1. [Shell Content](#shell-content) (29 resources)
+1. [Sql Content](#sql-content) (4 resources)
+1. [Terraform Content](#terraform-content) (2 resources)
 1. [Terraform/Yaml Content](#terraformyaml-content) (1 resources)
 1. [Typescript / Go Content](#typescript-go-content) (1 resources)
-1. [Typescript / Rust Content](#typescript-rust-content) (1 resources)
-1. [Typescript Content](#typescript-content) (200 resources)
+1. [Typescript Content](#typescript-content) (36 resources)
 1. [Typescript/Elixir Content](#typescriptelixir-content) (1 resources)
 1. [Typescript/Rego Content](#typescriptrego-content) (1 resources)
-1. [Various Content](#various-content) (2 resources)
-1. [Vim Script Content](#vim-script-content) (1 resources)
-1. [Viml Content](#viml-content) (1 resources)
-1. [Webassembly Content](#webassembly-content) (1 resources)
-1. [Xml Content](#xml-content) (5 resources)
 1. [Yaml / C# Content](#yaml-c-content) (1 resources)
 1. [Yaml / Go Content](#yaml-go-content) (1 resources)
-1. [Yaml / Rego Content](#yaml-rego-content) (1 resources)
-1. [Yaml / Shell Content](#yaml-shell-content) (1 resources)
-1. [Yaml Content](#yaml-content) (474 resources)
-1. [Yaml/Bash Content](#yamlbash-content) (2 resources)
-1. [Yaml/Go Content](#yamlgo-content) (2 resources)
-1. [Yaml/Hcl Content](#yamlhcl-content) (3 resources)
-1. [Yaml/Helm Content](#yamlhelm-content) (2 resources)
-1. [Yaml/Jinja2 Content](#yamljinja2-content) (1 resources)
-1. [Yaml/Markdown Content](#yamlmarkdown-content) (1 resources)
-1. [Yaml/Python Content](#yamlpython-content) (1 resources)
-1. [Yaml/Python/Sql Content](#yamlpythonsql-content) (1 resources)
-1. [Yaml/Shell Content](#yamlshell-content) (3 resources)
-1. [Yaml/Terraform Content](#yamlterraform-content) (2 resources)
-1. [Yaml/Vagrantfile Content](#yamlvagrantfile-content) (1 resources)
-1. [Yml Content](#yml-content) (4 resources)
+1. [Yaml Content](#yaml-content) (157 resources)
+1. [Yaml/Bash Content](#yamlbash-content) (1 resources)
+1. [Yaml/Go Content](#yamlgo-content) (1 resources)
+1. [Yaml/Hcl Content](#yamlhcl-content) (1 resources)
+1. [Yaml/Helm Content](#yamlhelm-content) (1 resources)
+1. [Yaml/Terraform Content](#yamlterraform-content) (1 resources)
 
 

 
 ## De Facto Standard
 
 

-Click to view top 100 of 1154 resources under De Facto Standard
+Click to view top 100 of 323 resources under De Facto Standard
 
-  - **(2026)** [==github.com/backstage/backstage==](https://github.com/backstage/backstage) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2026)** [==How-To Secure A Linux Server==](https://github.com/imthenachoman/How-To-Secure-A-Linux-Server) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2026)** [==IaC Infrastructure as Code==](https://nubenetes.com/iac) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./devops.md)*
+  - **(2026)** [==Postman==](https://www.postman.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./about.md)*
+  - **(2026)** [==AWX==](https://github.com/ansible/awx) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./ansible.md)*
+  - **(2026)** [==Newman==](https://github.com/postmanlabs/newman) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./postman.md)*
   - **(2026)** [==bregman-arie/devops-exercises 🌟==](https://github.com/bregman-arie/devops-exercises) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [PYTHON/YAML CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2026)** [==Developer Sandbox==](https://developers.redhat.com/developer-sandbox) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./demos.md)*
-  - **(2026)** [==github: Spring Cloud Kubernetes 🌟==](https://github.com/spring-cloud/spring-cloud-kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2026)** [==SdkMan==](https://sdkman.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./demos.md)*
+  - **(2026)** [==github: Spring Cloud Kubernetes 🌟==](https://github.com/spring-cloud/spring-cloud-kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2026)** [==github.com/backstage/backstage==](https://github.com/backstage/backstage) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./devops.md)*
   - **(2026)** [==Claude Code Templates==](https://github.com/davila7/claude-code-templates) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./devops-tools.md)*
-  - **(2026)** [==kubernetes-sigs/kueue: Kubernetes-native Job Queueing==](https://github.com/kubernetes-sigs/kueue) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==containerd - An open and reliable container runtime==](https://github.com/containerd/containerd) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./container-managers.md)*
-  - **(2026)** [==kube-prometheus==](https://github.com/prometheus-operator/kube-prometheus) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JSONNET CONTENT] β€” *Go to [Section](./kubernetes-monitoring.md)*
-  - **(2026)** [==ramitsurana/awesome-kubernetes: Tools 🌟==](https://github.com/ramitsurana/awesome-kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==Deprek8ion==](https://github.com/swade1987/deprek8ion) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==Draino==](https://github.com/planetlabs/draino) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==kubectl-reap is a kubectl plugin that deletes unused Kubernetes resources 🌟==](https://github.com/micnncim/kubectl-reap) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==KubeFed: Kubernetes Cluster Federation==](https://github.com/kubernetes-retired/kubefed) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==Available kubectl plugins==](https://github.com/kubernetes-sigs/krew-index/blob/master/plugins.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==Awesome Kubectl plugins==](https://github.com/ishantanu/awesome-kubectl-plugins) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==Ramilito/kubesess==](https://github.com/Ramilito/kubesess) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUST CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==k8s-worker-pod-autoscaler==](https://github.com/practo/k8s-worker-pod-autoscaler) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==k8scr 🌟==](https://github.com/hasheddan/k8scr) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==kei6u/kubectl-secret-data==](https://github.com/keisku/kubectl-secretdata) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==open-policy-agent/conftest==](https://github.com/open-policy-agent/conftest) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==konstraint==](https://github.com/plexsystems/konstraint) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==github.com/sigstore: k8s-manifest-sigstore==](https://github.com/sigstore/k8s-manifest-sigstore) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==kconnect - The Kubernetes Connection Manager CLI==](https://github.com/fidelity/kconnect) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==github.com/k8spatterns/examples==](https://github.com/k8spatterns/examples) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==github.com/sharadbhat/KubernetesPatterns: YAML and Golang implementations' of common Kubernetes patterns==](https://github.com/sharadbhat/KubernetesPatterns) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==kustomize==](https://github.com/kubernetes-sigs/kustomize) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==jsonnet data templating language==](https://github.com/google/jsonnet/tree/master/case_studies/kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JSONNET CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==Kubernetes Storage - Volumes==](https://nubenetes.com/kubernetes-storage) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==Client Libraries for Kubernetes==](https://nubenetes.com/kubernetes-client-libraries) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==kubectl-trace==](https://github.com/iovisor/kubectl-trace) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==kubespy==](https://github.com/huazhihao/kubespy) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==kubectl netshoot==](https://github.com/nilic/kubectl-netshoot) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==kubernetes.io: Kubernetes API==](https://kubernetes.io/docs/reference/kubernetes-api) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==Crossplane==](https://nubenetes.com/crossplane) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==davidB/kubectl-view-allocations==](https://github.com/davidB/kubectl-view-allocations) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUST CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==Serverless Architectures==](https://nubenetes.com/serverless) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==Pulumi: Infrastructure as Code in Any Programming Language==](https://github.com/pulumi/pulumi) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./iac.md)*
-  - **(2026)** [==Awesome Sysadmin==](https://github.com/awesome-foss/awesome-sysadmin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./devops-tools.md)*
-  - **(2026)** [==github.com/hashicorp/hcl: HCL==](https://github.com/hashicorp/hcl) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2026)** [==graphviz.org==](https://graphviz.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2026)** [==sops: Simple and flexible tool for managing secrets 🌟==](https://github.com/getsops/sops) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./devsecops.md)*
-  - **(2026)** [==github.com/terraform-aws-modules/terraform-aws-eks: AWS EKS Terraform module==](https://github.com/terraform-aws-modules/terraform-aws-eks) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2026)** [==poseidon/typhoon==](https://github.com/poseidon/typhoon) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
-  - **(2026)** [==cal.com==](https://cal.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./appointment-scheduling.md)*
-  - **(2026)** [==International Tech Job Search Handbook==](https://github.com/andrewstetsenko/tech-jobs-with-relocation) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [EN CONTENT] β€” *Go to [Section](./recruitment.md)*
-  - **(2026)** [==PyGithub 🌟==](https://github.com/PyGithub/PyGithub) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
-  - **(2026)** [==pydantic/pydantic==](https://github.com/pydantic/pydantic) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
-  - **(2026)** [==github.com/reactive-python/reactpy==](https://github.com/reactive-python/reactpy) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
-  - **(2026)** [==Click 🌟==](https://click.palletsprojects.com/en/stable) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
-  - **(2026)** [==diagrams.net==](https://www.drawio.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)*
-  - **(2026)** [==excalidraw.com==](https://excalidraw.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)*
-  - **(2026)** [==PlantUML==](https://plantuml.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)*
-  - **(2026)** [==mingrammer/diagrams==](https://github.com/mingrammer/diagrams) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)*
-  - **(2026)** [==Ceph: A Distributed Object, Block, and File Storage Platform==](https://github.com/ceph/ceph) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C++ CONTENT] β€” *Go to [Section](./cloud-asset-inventory.md)*
-  - **(2026)** [==AWS Controllers for Kubernetes (ACK) 🌟==](https://github.com/aws-controllers-k8s/community) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==aws/aws-node-termination-handler 🌟==](https://github.com/aws/aws-node-termination-handler) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==Skopeo==](https://github.com/containers/skopeo) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./container-managers.md)*
-  - **(2026)** [==github.com/google/go-containerregistry 🌟==](https://github.com/google/go-containerregistry) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./docker.md)*
-  - **(2026)** [==nerdctl 🌟==](https://github.com/containerd/nerdctl) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./docker.md)*
-  - **(2026)** [==kaniko==](https://github.com/GoogleContainerTools/kaniko) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./docker.md)*
-  - **(2026)** [==github.com/kubereboot/kured ⭐==](https://github.com/kubereboot/kured) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==Azure/azure-workload-identity==](https://github.com/Azure/azure-workload-identity) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==kube-prometheus==](https://github.com/prometheus-operator/kube-prometheus) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JSONNET CONTENT] β€” *Go to [Section](./prometheus.md)*
+  - **(2026)** [==Kubernetes Storage - Volumes==](https://nubenetes.com/kubernetes-storage/#kubernetes-volumes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==Client Libraries for Kubernetes==](https://nubenetes.com/kubernetes-client-libraries/) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==Serverless Architectures==](https://nubenetes.com/serverless/) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==github.com/vmware-tanzu/velero==](https://github.com/velero-io/velero) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
   - **(2026)** [==Descheduler for Kubernetes 🌟==](https://github.com/kubernetes-sigs/descheduler) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==OpenShift Serverless==](https://www.redhat.com/en/technologies/cloud-computing/openshift/serverless) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./serverless.md)*
+  - **(2026)** [==knative.dev==](https://knative.dev) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./serverless.md)*
+  - **(2026)** [==OpenFaaS==](https://www.openfaas.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./serverless.md)*
+  - **(2026)** [==serverless.com: Serverless Framework==](https://www.serverless.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./serverless.md)*
+  - **(2026)** [==Teleport 🌟==](https://github.com/gravitational/teleport) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==Kadalu==](https://github.com/kadalu/kadalu) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [==SigNoz: Open source Application Performance Monitoring (APM) & Observability' tool 🌟==](https://github.com/SigNoz/signoz) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==cdk8s==](https://github.com/cdk8s-team/cdk8s) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-client-libraries.md)*
-  - **(2026)** [==NVIDIA/k8s-device-plugin: NVIDIA device plugin for Kubernetes==](https://github.com/NVIDIA/k8s-device-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
-  - **(2026)** [==Kadalu==](https://github.com/kadalu/kadalu) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
-  - **(2026)** [==VolSync 🌟==](https://github.com/backube/volsync) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
-  - **(2026)** [==collabnix.github.io/kubetools 🌟==](https://collabnix.github.io/kubetools) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==kubectx + kubens: : Power tools for kubectl🌟🌟==](https://github.com/ahmetb/kubectx) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==fubectl==](https://github.com/kubermatic/fubectl) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [BASH CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==K9s - Kubernetes CLI To Manage Your Clusters In Style!==](https://github.com/derailed/k9s) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==Pluto is a cli tool to help discover deprecated apiVersions in Kubernetes 🌟==](https://github.com/FairwindsOps/pluto) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [==Authelia 🌟==](https://github.com/authelia/authelia) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==Checkov 🌟==](https://github.com/bridgecrewio/checkov) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==Kompose (Kubernetes + Compose) 🌟==](https://github.com/kubernetes/kompose) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==Nebula==](https://github.com/slackhq/nebula) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==kube-bench 🌟==](https://github.com/aquasecurity/kube-bench) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==Polaris==](https://github.com/FairwindsOps/polaris) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==realvz/awesome-eks: A curated list of awesome tools for Amazon EKS 🌟==](https://github.com/realvz/awesome-eks) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==testkube.io 🌟==](https://testkube.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==kubeshop/testkube==](https://github.com/kubeshop/testkube) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==Karpenter==](https://karpenter.sh) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==nicolaka/netshoot==](https://github.com/nicolaka/netshoot) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [==grpc-ecosystem/grpc-gateway: gRPC-Gateway==](https://github.com/grpc-ecosystem/grpc-gateway) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [==apache/dolphinscheduler: Apache DolphinScheduler 🌟==](https://github.com/apache/dolphinscheduler) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==Gradle Cheat Sheets==](https://nubenetes.com/cheatsheets/) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./kubectl-commands.md)*
+  - **(2026)** [==Helm==](https://nubenetes.com/helm/) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./kubectl-commands.md)*
+  - **(2026)** [==OpenTelemetry Collector==](https://github.com/open-telemetry/opentelemetry-collector) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./prometheus.md)*
+  - **(2026)** [==Grafana Tempo==](https://github.com/grafana/tempo) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./monitoring.md)*
+  - **(2026)** [==PM2==](https://github.com/Unitech/pm2) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./monitoring.md)*
+  - **(2026)** [==infoq.com: Service Mesh Ultimate Guide:==](https://www.infoq.com/articles/service-mesh-ultimate-guide) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./servicemesh.md)*
+  - **(2026)** [==Linkerd==](https://linkerd.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUST CONTENT] β€” *Go to [Section](./servicemesh.md)*
+  - **(2026)** [==Prow==](https://github.com/kubernetes/test-infra/tree/master/prow) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
+  - **(2026)** [==Screwdriver API==](https://github.com/screwdriver-cd/screwdriver) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
+  - **(2026)** [==kubeflow==](https://www.kubeflow.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2026)** [==Ray==](https://docs.ray.io/en/latest) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C++ CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2026)** [==Clair==](https://github.com/quay/clair) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2026)** [==trivy==](https://github.com/aquasecurity/trivy) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2026)** [==deepfence/ThreatMapper 🌟==](https://github.com/deepfence/ThreatMapper) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2026)** [==sops: Simple and flexible tool for managing secrets 🌟==](https://github.com/getsops/sops) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2026)** [==hashicorp/vault==](https://github.com/hashicorp/vault) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2026)** [==vaultproject.io==](https://developer.hashicorp.com/vault) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./devsecops.md)*
+  - **(2026)** [==keycloak.org==](https://www.keycloak.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2026)** [==Pomerium==](https://github.com/pomerium/pomerium) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2026)** [==github.com/goauthentik/authentik==](https://github.com/goauthentik/authentik) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2026)** [==Awesome Compose 🌟==](https://github.com/docker/awesome-compose) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./docker.md)*
+  - **(2026)** [==Awesome API Management Tools==](https://github.com/mailtoharshit/Awesome-Api-Management-Tools) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [==Awesome Java 🌟==](https://github.com/akullpp/awesome-java) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [==Awesome Go 🌟==](https://github.com/avelino/awesome-go) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./golang.md)*
+  - **(2026)** [==**GitHub build-push-action**==](https://github.com/docker/build-push-action) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./docker.md)*
+  - **(2026)** [==jib==](https://github.com/GoogleContainerTools/jib) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./docker.md)*
+  - **(2026)** [==Dapr==](https://dapr.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./golang.md)*
+  - **(2026)** [==Zalando Postgres Operator==](https://github.com/zalando/postgres-operator) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./databases.md)*
+  - **(2026)** [==Patroni==](https://github.com/patroni/patroni) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./databases.md)*
+  - **(2026)** [==Longhorn==](https://longhorn.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
+  - **(2026)** [==cal.com==](https://cal.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./appointment-scheduling.md)*
+  - **(2026)** [==dreamland==](https://github.com/taubyte/dream) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-alternatives.md)*
+  - **(2026)** [==llama.cpp plugin==](https://github.com/samyfodil/taubyte-llama-satellite) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [EMERGING] [GO CONTENT] β€” *Go to [Section](./kubernetes-alternatives.md)*
+  - **(2026)** [==gRPC==](https://grpc.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
+  - **(2026)** [==Socket.io==](https://socket.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./api.md)*
+  - **(2026)** [==GraphQL==](https://graphql.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
+  - **(2026)** [==Hasura 🌟==](https://hasura.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HASKELL CONTENT] β€” *Go to [Section](./api.md)*
+  - **(2026)** [==AsyncAPI==](https://www.asyncapi.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
+  - **(2026)** [==OpenAPI Generator 🌟==](https://openapi-generator.tech) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./api.md)*
+  - **(2026)** [==sherifabdlnaby/kubephp==](https://github.com/sherifabdlnaby/kubephp) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [PHP CONTENT] β€” *Go to [Section](./docker.md)*
+  - **(2026)** [==codely.tv==](https://codely.com/en) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./elearning.md)*
+  - **(2026)** [==techiescamp/devops-projects:Real-World DevOps Projects For Learning==](https://github.com/techiescamp/devops-projects) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./elearning.md)*
   - **(2026)** [==kubernetes.io: Kubernetes Tutorials==](https://kubernetes.io/docs/tutorials) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./kubernetes-tutorials.md)*
-  - **(2026)** [==youtube playlist: Tech World with Nana - Complete Kubernetes Tutorial for Beginners 🌟🌟🌟==](https://www.youtube.com/playlist?list=PLy7NrYWoggjziYQIDorlXjTvvwweTYoNC) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
   - **(2026)** [==100 Days Of Kubernetes: 100daysofkubernetes.io==](https://100daysofkubernetes.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
+  - **(2026)** [==youtube playlist: Tech World with Nana - Complete Kubernetes Tutorial for Beginners 🌟🌟🌟==](https://www.youtube.com/playlist?list=PLy7NrYWoggjziYQIDorlXjTvvwweTYoNC) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
   - **(2026)** [==devopscube.com: How to Learn Kubernetes (Complete Roadmap) 🌟🌟🌟==](https://devopscube.com/learn-kubernetes-complete-roadmap) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
   - **(2026)** [==youtube playlist: Tech World with Nana - Docker and Kubernetes Tutorial for Beginners 🌟🌟==](https://www.youtube.com/playlist?list=PLy7NrYWoggjwPggqtFsI_zMAwvG0SqYCb) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
+  - **(2026)** [==github.com/kubernetes-sigs/aws-load-balancer-controller==](https://github.com/kubernetes-sigs/aws-load-balancer-controller) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2026)** [==azurearcjumpstart.io==](https://jumpstart.azure.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./azure.md)*
   - **(2026)** [==github.com/azure/mission-critical-online: Welcome to Azure Mission-Critical' Online Reference Implementation==](https://github.com/azure/mission-critical-online) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2026)** [==Microsoft REST API Guidelines 🌟🌟🌟==](https://github.com/microsoft/api-guidelines/blob/vNext/Guidelines.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2026)** [==github.com/microsoft/CBL-Mariner==](https://github.com/microsoft/azurelinux) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2026)** [==microsoft/azure-pipelines-tasks==](https://github.com/microsoft/azure-pipelines-tasks) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2026)** [==github.com/microsoft/finops-toolkit==](https://github.com/microsoft/finops-toolkit) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2026)** [==azurearcjumpstart.io==](https://jumpstart.azure.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./azure.md)*
+  - **(2026)** [==learn.microsoft.com: Environment variables and app settings in Azure App Service==](https://learn.microsoft.com/en-us/azure/app-service/reference-app-settings) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./azure.md)*
+  - **(2026)** [==learn.microsoft.com: Configure a custom container for Azure App Service==](https://learn.microsoft.com/en-us/azure/app-service/configure-custom-container) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [DOCKER CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2026)** [==learn.microsoft.com: AZ-204: Implement Azure Functions 🌟==](https://learn.microsoft.com/en-us/training/paths/implement-azure-functions) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C# / PYTHON / JS CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2026)** [==Bicep==](https://github.com/Azure/bicep) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2026)** [==Spring Cloud==](https://spring.io/projects/spring-cloud) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2026)** [==quarkus.io==](https://quarkus.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2026)** [==codecentric's Spring Boot Admin UI 🌟==](https://github.com/codecentric/spring-boot-admin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2026)** [==logbook==](https://github.com/zalando/logbook) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2026)** [==GoodforGod/java-logger-benchmark==](https://github.com/GoodforGod/java-logger-benchmark) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2026)** [==jfrunit==](https://github.com/moditect/jfrunit) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2026)** [==Helidon.io==](https://helidon.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2026)** [==github.com: Istio==](https://github.com/istio/istio) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./istio.md)*
+  - **(2026)** [==**curl command**: Understanding the Hidden Powers of curl==](https://nordicapis.com/understanding-the-hidden-powers-of-curl) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [==sysadminxpert.com: How to watch real time TCP and UDP ports on Linux (netstat & ss) 🌟==](https://sysadminxpert.com/how-to-watch-real-time-tcp-and-udp-ports-on-linux) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [==redhat.com: World domination with cgroups part 8: down and dirty with cgroup v2==](https://www.redhat.com/en/blog/world-domination-cgroups-part-8-down-and-dirty-cgroup-v2) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [==pydantic/pydantic==](https://github.com/pydantic/pydantic) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
+  - **(2026)** [==prisma.io: Improving the Prisma Visual Studio Code Extension with WebAssembly' 🌟==](https://www.prisma.io/blog/vscode-extension-prisma-rust-webassembly) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./visual-studio.md)*
+  - **(2026)** [==Docker==](https://marketplace.visualstudio.com/items?itemName=ms-azuretools.vscode-docker) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
+  - **(2026)** [==Working with Kubernetes in VS Code==](https://code.visualstudio.com/docs/azure/kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./visual-studio.md)*
+  - **(2026)** [==Kubernetes (by Microsoft)==](https://marketplace.visualstudio.com/items?itemName=ms-kubernetes-tools.vscode-kubernetes-tools) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
+  - **(2026)** [==metalbear-co/mirrord==](https://github.com/metalbear-co/mirrord) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUST CONTENT] β€” *Go to [Section](./visual-studio.md)*
+  - **(2026)** [==Backstage Developer Portal:==](https://backstage.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./developerportals.md)*
+  - **(2026)** [==apisix==](https://github.com/apache/apisix) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LUA CONTENT] β€” *Go to [Section](./developerportals.md)*
+  - **(2026)** [==KrakenD: The fastest API gateway comes with true linear scalability 🌟==](https://www.krakend.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./developerportals.md)*
+  - **(2026)** [==Spring Cloud Gateway==](https://spring.io/projects/spring-cloud-gateway) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./developerportals.md)*
 
-*... and 1054 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
+*... and 223 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
 

 
 

@@ -283,110 +206,110 @@
 ## Enterprise-Stable
 
 

-Click to view top 100 of 1121 resources under Enterprise-Stable
+Click to view top 100 of 366 resources under Enterprise-Stable
 
   - **(2026)** [==**GitHub build-push-action**==](https://github.com/docker/build-push-action) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./docker.md)*
-  - **(2026)** [**googlecloudcheatsheet.withgoogle.com: Google Cloud Developer cheat sheet**](https://cloud.google.com/products) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HTML CONTENT] β€” *Go to [Section](./GoogleCloudPlatform.md)*
-  - **(2026)** [**DevOps Tools**](https://nubenetes.com/devops-tools) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SPANISH CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2026)** [**NoOps**](https://nubenetes.com/noops) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SPANISH CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2026)** [**redhatgov.io**](https://redhatgov.io) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./demos.md)*
-  - **(2026)** [**Terraform & OpenTofu Skill for AI Agents**](https://github.com/antonbabenko/terraform-skill) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./cicd.md)*
-  - **(2026)** [**Nelm: A Helm Alternative for Kubernetes Deployments**](https://github.com/werf/nelm) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./gitops.md)*
+  - **(2026)** [**NoOps**](https://nubenetes.com/noops/) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SPANISH CONTENT] β€” *Go to [Section](./devops.md)*
+  - **(2026)** [**OpenFunction: Cloud Native Function-as-a-Service Platform (CNCF Sandbox' Project)**](https://github.com/OpenFunction/OpenFunction) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./serverless.md)*
+  - **(2026)** [**openwhisk.apache.org**](https://openwhisk.apache.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SCALA CONTENT] β€” *Go to [Section](./serverless.md)*
   - **(2026)** [**Bank Vaults: Un Cuchillo Suizo para HashiCorp Vault en Kubernetes**](https://github.com/bank-vaults/bank-vaults) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [**Shell-operator**](https://github.com/flant/shell-operator) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [**Kubermatic Kubernetes Platform 🌟**](https://github.com/Kubermatic/Kubermatic) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [**Gardener**](https://github.com/gardener/gardener) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [**odigos**](https://github.com/odigos-io/odigos) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [**tanka**](https://github.com/grafana/tanka) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [**werf/werf**](https://github.com/werf/werf) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [**kubectl-neat 🌟**](https://github.com/itaysk/kubectl-neat) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [**kubevirt**](https://github.com/kubevirt/kubevirt) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [**Shell-operator**](https://github.com/flant/shell-operator) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [**AWX Operator**](https://github.com/ansible/awx-operator) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./ansible.md)*
+  - **(2026)** [**Meshery.io:**](https://meshery.io) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./servicemesh.md)*
+  - **(2026)** [**consul.io**](https://developer.hashicorp.com/consul) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./servicemesh.md)*
+  - **(2026)** [**Keptn**](https://nubenetes.com/keptn/) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SPANISH CONTENT] β€” *Go to [Section](./devops-tools.md)*
+  - **(2026)** [**GoogleCloudPlatform/secrets-store-csi-driver-provider-gcp: Google Secret' Manager Provider for Secret Store CSI Driver**](https://github.com/GoogleCloudPlatform/secrets-store-csi-driver-provider-gcp) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2026)** [**aws/secrets-store-csi-driver-provider-aws: AWS Secrets Manager and Config' Provider for Secret Store CSI Driver**](https://github.com/aws/secrets-store-csi-driver-provider-aws) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2026)** [**hashicorp/vault-csi-provider: HashiCorp Vault Provider for Secrets Store' CSI Driver**](https://github.com/hashicorp/vault-csi-provider) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2026)** [**oauth2-proxy/oauth2-proxy: OAuth2 Proxy 🌟**](https://github.com/oauth2-proxy/oauth2-proxy) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2026)** [**commjoen/wrongsecrets: OWASP WrongSecrets**](https://github.com/commjoen/wrongsecrets) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2026)** [**Awesome microservices**](https://github.com/mfornos/awesome-microservices) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [**developer.hashicorp.com 🌟**](https://developer.hashicorp.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [**microcks.io**](https://microcks.io) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
+  - **(2026)** [**github.com/openshift/console 🌟**](https://github.com/openshift/console) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
+  - **(2026)** [**telepresence.io 🌟**](https://telepresence.io) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
+  - **(2026)** [**Coursera.org**](https://www.coursera.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./elearning.md)*
   - **(2026)** [**educative.io/courses/the-kubernetes-course: Learn Kubernetes: A Deep Dive 🌟🌟🌟**](https://www.educative.io/courses/learn-kubernetes) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
   - **(2026)** [**github.com/techiescamp/kubernetes-learning-path 🌟🌟**](https://github.com/techiescamp/kubernetes-learning-path) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./kubernetes-tutorials.md)*
   - **(2026)** [**learn.microsoft.com: Configure a Java app for Azure App Service**](https://learn.microsoft.com/en-us/azure/app-service/configure-language-java-deploy-run) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2026)** [**PowerShell Community**](https://devblogs.microsoft.com/powershell-community) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2026)** [**smartcar.com**](https://smartcar.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./developerportals.md)*
-  - **(2026)** [**BBVA API Market**](https://www.bbvaapimarket.com/es) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SPANISH CONTENT] β€” *Go to [Section](./developerportals.md)*
-  - **(2026)** [**Deutsche Bank API Program**](https://developer.db.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./developerportals.md)*
-  - **(2026)** [**ING Developer Portal**](https://developer.ing.com/openbanking) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./developerportals.md)*
-  - **(2026)** [**MuleSoft API Manager**](https://www.mulesoft.com/platform/api/manager) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./developerportals.md)*
-  - **(2026)** [**Lura 🌟**](https://luraproject.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./developerportals.md)*
-  - **(2026)** [**Spring Cloud Config Server: Git Backend**](https://cloud.spring.io/spring-cloud-config/reference/html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
-  - **(2026)** [**ansible-community/awesome-ansible: Awesome Ansible 🌟🌟🌟**](https://github.com/ansible-community/awesome-ansible) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./ansible.md)*
-  - **(2026)** [**dastergon/awesome-sre**](https://github.com/dastergon/awesome-sre) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2026)** [**developer.hashicorp.com 🌟**](https://developer.hashicorp.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2026)** [**Awesome microservices**](https://github.com/mfornos/awesome-microservices) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2026)** [**Awesome Software Quality**](https://github.com/ligurio/sqa-wiki) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2026)** [**Jest**](https://marketplace.visualstudio.com/items?itemName=Orta.vscode-jest) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
+  - **(2026)** [**Payara Micro**](https://hub.docker.com/r/payara/micro) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./java_app_servers.md)*
+  - **(2026)** [**WildFly**](https://www.wildfly.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./java_app_servers.md)*
+  - **(2026)** [**systemcodegeeks.com**](https://www.systemcodegeeks.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [**Timezone Bullshit**](https://blog.wesleyac.com/posts/timezone-bullshit) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [****watchman command**: A File and Directory Watching Tool for Changes**](https://www.tecmint.com/watchman-monitor-file-changes-in-linux) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [**redhat.com: Save time at the command line with HTTPie instead of curl**](https://www.redhat.com/en/blog/curl-hack-httpie) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [**linuxteck.com: 15 basic curl command in Linux with practical examples**](https://www.linuxteck.com/curl-command-in-linux-with-examples) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [**DockerHub: websphere-liberty**](https://hub.docker.com/_/websphere-liberty) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./ibm_cloud.md)*
+  - **(2026)** [**openliberty.io**](https://openliberty.io) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./ibm_cloud.md)*
+  - **(2026)** [**github.com/openliberty**](https://github.com/openliberty) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./ibm_cloud.md)*
   - **(2026)** [**MongoDB for VS Code**](https://marketplace.visualstudio.com/items?itemName=mongodb.mongodb-vscode) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
   - **(2026)** [**dev.to: Thunder Client - Http Client Extension for VS Code**](https://dev.to/ranga_vadhineni/thunder-client-http-client-extension-for-vs-code-30i9) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [**Live Server:**](https://marketplace.visualstudio.com/items?itemName=ritwickdey.LiveServer) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
   - **(2026)** [**developers.redhat.com: Devfiles and Kubernetes cluster support in OpenShift' Connector 0.2.0 extension for VS Code 🌟**](https://developers.redhat.com/blog/2020/11/16/devfiles-and-kubernetes-cluster-support-in-openshift-connector-0-2-0-extension-for-vs-code) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./visual-studio.md)*
   - **(2026)** [**marketplace.visualstudio.com: GitOps Tools for Flux 🌟**](https://marketplace.visualstudio.com/items?itemName=Weaveworks.vscode-gitops-tools) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
   - **(2026)** [**marketplace.visualstudio.com: Kubernetes Reference Highlighter 🌟**](https://marketplace.visualstudio.com/items?itemName=dag-andersen.kubernetes-reference-highlighter) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
   - **(2026)** [**marketplace.visualstudio.com: Kubernetes YAML Formatter 🌟**](https://marketplace.visualstudio.com/items?itemName=kennylong.kubernetes-yaml-formatter) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
   - **(2026)** [**Kubernetes Kind (by Microsoft)**](https://marketplace.visualstudio.com/items?itemName=ms-kubernetes-tools.kind-vscode) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [**DotENV**](https://marketplace.visualstudio.com/items?itemName=mikestead.dotenv) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [**Path Intellisense**](https://marketplace.visualstudio.com/items?itemName=christian-kohler.path-intellisense) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [**freecodecamp.org: VS Code Extensions That'll Boost Your Development Productivity' 🌟**](https://www.freecodecamp.org/news/vs-code-extensions-to-boost-your-development-productivity) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [**Local History**](https://marketplace.visualstudio.com/items?itemName=xyz.local-history) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [**marketplace.visualstudio.com: autoDocstring - Python Docstring Generator**](https://marketplace.visualstudio.com/items?itemName=njpwerner.autodocstring) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [**code.visualstudio.com: GitHub Copilot in VS Code**](https://code.visualstudio.com/docs/copilot/overview) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [**Material Icon Theme**](https://marketplace.visualstudio.com/items?itemName=PKief.material-icon-theme) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [**Monokai Pro Theme**](https://marketplace.visualstudio.com/items?itemName=monokai.theme-monokai-pro-vscode) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [**Dracula Pro Theme 🌟**](https://draculatheme.com/pro) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [**Jira and Bitbucket (Official)**](https://marketplace.visualstudio.com/items?itemName=Atlassian.atlascode) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [**Azure DevOps 🌟**](https://marketplace.visualstudio.com/azuredevops) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [**Azure Resource Manager (ARM) Tools 🌟**](https://marketplace.visualstudio.com/items?itemName=msazurermtools.azurerm-vscode-tools) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
   - **(2026)** [**snyk.io: Securing your open source dependencies with the Snyk Visual Studio' Code extension**](https://snyk.io/blog/securing-open-source-dependencies-snyk-visual-studio-code-extension) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [**IAM Legend**](https://marketplace.visualstudio.com/items?itemName=SebastianBille.iam-legend) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
   - **(2026)** [**marketplace.visualstudio.com: Azure App Service for Visual Studio Code**](https://marketplace.visualstudio.com/items?itemName=ms-azuretools.vscode-azureappservice) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [**guides.github.com: Markdown Cheat Sheet 2**](https://docs.github.com/en) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2026)** [**Dash for MacOS**](https://kapeli.com/dash) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2026)** [**Zeal**](https://zealdocs.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [C++ CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2026)** [**tilt.dev**](https://tilt.dev) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
-  - **(2026)** [**Skaffold 🌟**](https://skaffold.dev) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
-  - **(2026)** [**devspace.sh**](https://www.devspace.sh) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
-  - **(2026)** [**telepresence.io 🌟**](https://telepresence.io) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
-  - **(2026)** [**microcks.io**](https://microcks.io) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
-  - **(2026)** [**github.com/openshift/console 🌟**](https://github.com/openshift/console) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
-  - **(2026)** [****k3sup (said 'ketchup')****](https://github.com/alexellis/k3sup) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./rancher.md)*
-  - **(2026)** [**OpenShift blog 🌟**](https://www.redhat.com/en/blog/channel/hybrid-cloud-infrastructure) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./openshift.md)*
-  - **(2026)** [**OpenShift Commons**](https://commons.openshift.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./openshift.md)*
-  - **(2026)** [**OpenShift.tv**](https://www.redhat.com/en/livestreaming) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./openshift.md)*
-  - **(2026)** [**OpenShift on Google Cloud**](https://docs.cloud.google.com/compute/docs/containers) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./openshift.md)*
-  - **(2026)** [**Red Hat OpenShift on IBM Cloud**](https://www.ibm.com/products/openshift) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./openshift.md)*
-  - **(2026)** [**Amazon Web Services SDK**](https://plugins.jenkins.io/aws-java-sdk) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2026)** [**Couchdb.apache.org**](https://couchdb.apache.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [ERLANG CONTENT] β€” *Go to [Section](./nosql.md)*
-  - **(2026)** [**HBase.apache.org**](https://hbase.apache.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./nosql.md)*
-  - **(2026)** [**rethinkdb.com**](https://rethinkdb.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [C++ CONTENT] β€” *Go to [Section](./nosql.md)*
-  - **(2026)** [**Hive.apache.org**](https://hive.apache.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./nosql.md)*
-  - **(2026)** [**Apache Drill**](https://drill.apache.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./nosql.md)*
-  - **(2026)** [**NuoDB, elastically scalable database. A revolution compared to traditional monolithic 1-box databases. NuoDB is ACID,SQL, distributed/scalable and support flexible schemas**](https://www.nuodb.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [C++ CONTENT] β€” *Go to [Section](./nosql.md)*
-  - **(2026)** [**OpenFunction: Cloud Native Function-as-a-Service Platform (CNCF Sandbox' Project)**](https://github.com/OpenFunction/OpenFunction) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./serverless.md)*
-  - **(2026)** [**kn: knative client**](https://github.com/knative/client) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./serverless.md)*
-  - **(2026)** [**openwhisk.apache.org**](https://openwhisk.apache.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SCALA CONTENT] β€” *Go to [Section](./serverless.md)*
-  - **(2026)** [**try.openshift.com 🌟**](https://www.redhat.com/en/technologies/cloud-computing/openshift/try-it) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./ocp4.md)*
-  - **(2026)** [**redhat.com: Vim: Basic and intermediate commands**](https://www.redhat.com/en/blog/vim-commands) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [****watchman command**: A File and Directory Watching Tool for Changes**](https://www.tecmint.com/watchman-monitor-file-changes-in-linux) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [**redhat.com: How to record your Linux terminal using asciinema**](https://www.redhat.com/en/blog/using-asciinema) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [**systemcodegeeks.com**](https://www.systemcodegeeks.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [**nikhilism.com: Mystery Knowledge and Useful Tools**](https://nikhilism.com/post/2020/mystery-knowledge-useful-tools) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [**Timezone Bullshit**](https://blog.wesleyac.com/posts/timezone-bullshit) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [**opensource.com 🌟**](https://opensource.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [**The Geek Stuff**](https://www.thegeekstuff.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [**abarrak.gitbook.io: Linux SysOps Handbook 🌟**](https://abarrak.gitbook.io/linux-sysops-handbook) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [**tecmint.com: How to Control Systemd Services on Remote Linux Server**](https://www.tecmint.com/control-systemd-services-on-remote-linux-server) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [**developers.redhat.com: Linux commands for developers**](https://developers.redhat.com/cheat-sheets/linux-commands-cheat-sheet) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [**CLImagic**](https://www.youtube.com/user/climagic) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [**tecmint.com: How to Run Commands from Standard Input Using Tee and Xargs in Linux**](https://www.tecmint.com/pipe-command-output-to-other-commands) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [**opensource.com: How to use the Linux grep command**](https://opensource.com/article/21/3/grep-cheat-sheet) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [**tecmint.com: How to Install htop on CentOS 8**](https://www.tecmint.com/install-htop-on-centos-8) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [**tecmint.com: How to Install and Configure β€˜Collectd’ and β€˜Collectd-Web’ to Monitor Server Resources in Linux**](https://www.tecmint.com/install-collectd-and-collectd-web-to-monitor-server-resources-in-linux) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [**freecodecamp.org: RSync Examples – Rsync Options and How to Copy Files Over SSH**](https://www.freecodecamp.org/news/rsync-examples-rsync-options-and-how-to-copy-files-over-ssh) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [**igoroseledko.com: Parallel Rsync**](https://www.igoroseledko.com/parallel-rsync) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [**Lura 🌟**](https://luraproject.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./developerportals.md)*
+  - **(2026)** [**Apache ActiveMQ Artemis broker**](https://artemis.apache.org/components/artemis) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)*
+  - **(2026)** [**Red Hat AMQ**](https://www.redhat.com/en/technologies/jboss-middleware/amq) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)*
+  - **(2026)** [**ksqlDB**](https://www.confluent.io/product/ksqldb) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)*
+  - **(2026)** [**mqtt.org**](https://mqtt.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./message-queue.md)*
+  - **(2026)** [****Apicurio** Registry**](https://github.com/apicurio/apicurio-registry) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)*
+  - **(2026)** [**Zeebe workflow engine**](https://camunda.com/platform/zeebe) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)*
+  - **(2026)** [**docs.astronomer.io: Dynamically generating DAGs in Airflow**](https://www.astronomer.io/docs/learn/dynamically-generating-dags) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./message-queue.md)*
+  - **(2026)** [**Marge-bot: A merge-bot for GitLab**](https://github.com/smarkets/marge-bot) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./git.md)*
+  - **(2026)** [**Bulldozer: GitHub Pull Request Auto-Merge Bot**](https://github.com/palantir/bulldozer) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./git.md)*
+  - **(2026)** [**Bors-ng: A merge bot for GitHub Pull Requests**](https://github.com/bors-ng/bors-ng) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [ELIXIR CONTENT] β€” *Go to [Section](./git.md)*
+  - **(2026)** [**AWS Tutorials: Create and Connect to a MySQL Database with Amazon RDS**](https://docs.aws.amazon.com/hands-on/latest/create-mysql-db/create-mysql-db.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./aws-databases.md)*
+  - **(2025)** [**Google Agents CLI**](https://github.com/google/agents-cli) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2025)** [**github.com/ContainerSSH/ContainerSSH**](https://github.com/ContainerSSH/ContainerSSH) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2025)** [**DockSTARTer**](https://github.com/GhostWriters/DockSTARTer) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2025)** [**How Kruize Optimizes OpenShift Workloads**](https://developers.redhat.com/articles/2025/06/25/how-kruize-optimizes-openshift-workloads) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2025)** [**epinio/epinio**](https://github.com/epinio/epinio) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2025)** [**Direktiv**](https://github.com/direktiv/direktiv) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2025)** [**Azure App Service Auto-Heal: Capturing Relevant Data During Performance Issues**](https://techcommunity.microsoft.com/blog/appsonazureblog/azure-app-service-auto-heal-capturing-relevant-data-during-performance-issues/4390351) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./monitoring.md)*
+  - **(2025)** [**Introduction to Azure Application Gateway for Containers (AGC)**](https://blog.cloudtrooper.net/2025/02/28/application-gateway-for-containers-a-not-so-gentle-intro-1) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./kubernetes-networking.md)*
+  - **(2025)** [**github.com/rancher/fleet**](https://github.com/rancher/fleet) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./rancher.md)*
+  - **(2025)** [**devopscube.com: Kubernetes Tutorials For Beginners: Getting Started Guide**](https://devopscube.com/kubernetes-tutorials-beginners) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
+  - **(2025)** [**freecodecamp.org: The Kubernetes Handbook 🌟**](https://www.freecodecamp.org/news/the-kubernetes-handbook) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./kubernetes-tutorials.md)*
+  - **(2025)** [**Announcing Private Preview: ArgoCD through Microsoft GitOps**](https://techcommunity.microsoft.com/blog/azurearcblog/announcing-private-preview-argocd-through-microsoft-gitops/4399747) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./azure.md)*
+  - **(2025)** [**Application Gateway for Containers: Istio Integration**](https://blog.cloudtrooper.net/2025/11/21/application-gateway-for-containers-istio-integration) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO / YAML CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2025)** [**architecture diagrams and slides**](https://github.com/microsoft/azure_arc) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN/IMAGES CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2025)** [**k8up.io**](https://k8up.io) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
+  - **(2025)** [**github.com/gardener/etcd-backup-restore**](https://github.com/gardener/etcd-backup-restore) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
+  - **(2025)** [**github.com/konveyor 🌟**](https://github.com/konveyor) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
+  - **(2025)** [**awslabs/amazon-ecr-credential-helper: Amazon ECR Docker Credential Helper**](https://github.com/awslabs/amazon-ecr-credential-helper) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./aws-containers.md)*
+  - **(2024)** [**docs.ansible.com: kubernetes.core.k8s – Manage Kubernetes objects**](https://docs.ansible.com/projects/ansible/latest/collections/kubernetes/core/k8s_module.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./ansible.md)*
+  - **(2024)** [**wardviaene/kubernetes-course**](https://github.com/wardviaene/kubernetes-course) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML/GO CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2024)** [**The Kubernetes Goat**](https://github.com/madhuakula/kubernetes-goat) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2024)** [**stefanprodan/podinfo**](https://github.com/stefanprodan/podinfo) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2024)** [**blog.postman.com: What Is PlatformOps?**](https://blog.postman.com/what-is-platformops) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./devops.md)*
+  - **(2024)** [**Kubernetes-Secrets-Store-CSI-Driver: Secrets Store CSI driver for Kubernetes' secrets**](https://github.com/kubernetes-sigs/secrets-store-csi-driver) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2024)** [**aws.amazon.com: Serverless or Kubernetes on AWS 🌟**](https://docs.aws.amazon.com/modern-apps-strategy-on-aws-how-to-choose) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./serverless.md)*
+  - **(2024)** [**Tekton community**](https://github.com/tektoncd/community) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./tekton.md)*
+  - **(2024)** [**Kueue Release v0.14.0**](https://github.com/kubernetes-sigs/kueue/releases/tag/v0.14.0) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2024)** [**Kubernetes Services and Load Balancing Explained**](https://learnkube.com/kubernetes-services-and-load-balancing) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2024)** [**axelmendoza.com: The Ultimate Guide To ML Model Deployment In 2024**](https://www.axelmendoza.com/posts/ml-model-deployment) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./mlops.md)*
+  - **(2024)** [**zenml.io: ZenML**](https://www.zenml.io) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2024)** [**Union Cloud**](https://www.union.ai) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./mlops.md)*
+  - **(2024)** [**postgresml/postgresml 🌟**](https://github.com/postgresml/postgresml) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [RUST CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2024)** [**github.com/aimhubio/aim**](https://github.com/aimhubio/aim) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2024)** [**serverless.tf: Doing serverless with Terraform**](https://serverless.tf) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2024)** [**github.com/Azure-Samples/aks-platform-engineering Building a Platform Engineering Environment on Azure Kubernetes Service (AKS) 🌟**](https://github.com/Azure-Samples/aks-platform-engineering) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2024)** [**Tempest Testing Project**](https://docs.openstack.org/tempest/latest) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
+  - **(2024)** [**github: K8s in 30 mins 🌟**](https://github.com/rosehgal/k8s-In-30Mins) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./cheatsheets.md)*
+  - **(2024)** [**Iter8**](https://iter8.tools) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./performance-testing-with-jenkins-and-jmeter.md)*
+  - **(2024)** [**open-rpc.org lightweight RPC framework 🌟**](https://www.open-rpc.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
+  - **(2024)** [**iann0036/iamlive**](https://github.com/iann0036/iamlive) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./aws-security.md)*
+  - **(2024)** [**youtube playlist: DevNation Lessons: Kubernetes Fundamentals**](https://www.youtube.com/playlist?list=PLf3vm0UK6HKpOqIY2fcu_M0sCSpluyXMW) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
+  - **(2024)** [**techcommunity.microsoft.com: Advanced Network Observability for your Azure Kubernetes Service clusters through Azure Monitor**](https://techcommunity.microsoft.com/blog/azureobservabilityblog/advanced-network-observability-for-your-azure-kubernetes-service-clusters-throug/4176736) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [KQL CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2024)** [**techcommunity.microsoft.com: How To Monitor Your Multi-Tenant Solution on Azure With Azure Monitor**](https://techcommunity.microsoft.com/blog/azureobservabilityblog/how-to-monitor-your-multi-tenant-solution-on-azure-with-azure-monitor/4042140) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [KQL CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2024)** [**github.com/JFolberth/TheYAMLPipelineOne 🌟**](https://github.com/JFolberth/TheYAMLPipelineOne) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
 
-*... and 1021 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
+*... and 266 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
 

 
 
@@ -396,78 +319,22 @@
 ## Emerging
 
 

-Click to view 70 resources under Emerging
+Click to view 14 resources under Emerging
 
   - **(2026)** [==llama.cpp plugin==](https://github.com/samyfodil/taubyte-llama-satellite) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [EMERGING] [GO CONTENT] β€” *Go to [Section](./kubernetes-alternatives.md)*
-  - **(2025)** [==prosimcorp/reforma==](https://github.com/prosimcorp/reforma) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [EMERGING] [GO CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
-  - **(2024)** [==Kaggle Competitions==](https://www.kaggle.com/competitions) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [EMERGING] β€” *Go to [Section](./mlops.md)*
-  - **(2021)** [==KuUI (Kubernetes UI)==](https://github.com/viveksinghggits/kuui) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [EMERGING] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2021)** [==SQErzo: Tiny ORM for Graph databases==](https://github.com/BBVA/sqerzo) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [EMERGING] [PYTHON CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2025)** [**odo**](https://odo.dev) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./java_frameworks.md)*
-  - **(2022)** [**thenewstack.io: 5 Cloud Native Trends to Watch out for in 2022**](https://thenewstack.io/5-cloud-native-trends-to-watch-out-for-in-2022) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] β€” *Go to [Section](./introduction.md)*
-  - **(2021)** [**thenewstack.io: Living with Kubernetes: API Lifecycles and You**](https://thenewstack.io/living-with-kubernetes-api-lifecycles-and-you) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [helmwave/helmwave](https://github.com/helmwave/helmwave) 🌟🌟🌟 [EMERGING] [GO CONTENT] β€” *Go to [Section](./helm.md)*
-  - **(2024)** [Isoflow](https://isoflow.io) 🌟🌟🌟 [EMERGING] [TYPESCRIPT CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)*
-  - **(2024)** [rootless-containers/usernetes](https://github.com/rootless-containers/usernetes) 🌟🌟🌟 [EMERGING] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2022)** [Kspan - Turning Kubernetes Events into spans 🌟](https://github.com/weaveworks-experiments/kspan) 🌟🌟🌟 [EMERGING] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2022)** [infoworld.com: 13 open source projects transforming AI and machine learning](https://www.infoworld.com/article/2336757/16-open-source-projects-transforming-ai-and-machine-learning.html) 🌟🌟🌟 [EMERGING] β€” *Go to [Section](./mlops.md)*
-  - **(2020)** [raygun.com: The 10 best DevOps tools for 2020](https://raygun.com/blog/best-devops-tools) 🌟🌟🌟 [EMERGING] β€” *Go to [Section](./devops-tools.md)*
-  - **(2026)** [twitter.com/GolangRepos](https://x.com/GolangRepos) 🌟🌟 [EMERGING] β€” *Go to [Section](./golang.md)*
-  - **(2023)** [kustomizer](https://kustomizer.dev) 🌟🌟 [EMERGING] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2022)** [autodraw.com](https://www.autodraw.com) 🌟🌟 [EMERGING] [JAVASCRIPT CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)*
-  - **(2022)** [elconfidencial.com: La batalla entre Google y Meta que nadie esperaba: revolucionar la biologΓ­a 🌟](https://www.elconfidencial.com/tecnologia/ciencia/2022-11-18/carrera-google-meta-revolucionar-biologia_3520865) 🌟🌟 [EMERGING] [SPANISH CONTENT] β€” *Go to [Section](./mlops.md)*
-  - **(2021)** [moule3053/mck8s](https://github.com/moule3053/mck8s) 🌟🌟 [EMERGING] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2021)** [sciuro](https://github.com/cloudflare/sciuro) 🌟🌟 [EMERGING] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2021)** [kim - The Kubernetes Image Manager](https://github.com/rancher/kim) 🌟🌟 [EMERGING] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2021)** [azohra/yaml.sh](https://github.com/azohra/yaml.sh) 🌟🌟 [EMERGING] [BASH CONTENT] β€” *Go to [Section](./yaml.md)*
-  - **(2021)** [github.com/mumoshu/helm-x: Helm X Plugin](https://github.com/mumoshu/helm-x) 🌟🌟 [EMERGING] [GO CONTENT] β€” *Go to [Section](./helm.md)*
-  - **(2020)** [kris-nova/kaar](https://github.com/krisnova/kaar) 🌟🌟 [EMERGING] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2022)** [Another Autoscaler](https://github.com/dignajar/another-autoscaler) 🌟 [EMERGING] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2022)** [kbrew](https://github.com/kbrew-dev/kbrew) 🌟 [EMERGING] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2021)** [github.com/circa10a/terraform-provider-mailform](https://github.com/circa10a/terraform-provider-mailform) 🌟 [EMERGING] [GO CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2021)** [Jabos](https://github.com/srfrnk/jabos) 🌟 [EMERGING] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2021)** [eezhee/eezhee](https://github.com/eezhee/eezhee) 🌟 [EMERGING] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2021)** [github: Kubernetes Deployment Orchestrator](https://github.com/SAP-archive/kubernetes-deployment-orchestrator) 🌟 [EMERGING] [LEGACY] [GO CONTENT] β€” *Go to [Section](./helm.md)*
-  - **(2018)** [Setec 🌟](https://github.com/anthonysterling/setec) 🌟 [EMERGING] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [devops.com](https://devops.com) [EMERGING] [EN CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2026)** [AWS Labs GitHub](https://github.com/awslabs) [EMERGING] β€” *Go to [Section](./aws-architecture.md)*
-  - **(2026)** [twitter.com/AWSreInvent](https://x.com/AWSreInvent) [EMERGING] β€” *Go to [Section](./aws.md)*
   - **(2026)** [github.com/topics/gitops 🌟](https://github.com/topics/gitops) [EMERGING] [GO CONTENT] β€” *Go to [Section](./gitops.md)*
-  - **(2026)** [GAIA-X: A Federated Data Infrastructure for Europe](https://www.bundeswirtschaftsministerium.de/Redaktion/EN/Dossier/gaia-x.html) [EMERGING] β€” *Go to [Section](./public-cloud-solutions.md)*
   - **(2025)** [github.com/krateoplatformops/krateo](https://github.com/krateoplatformops/krateo) [EMERGING] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2024)** [CloudCanvas - Diagramming for Cloud Infrastructure](https://cloudcanvas.co) [EMERGING] [TYPESCRIPT CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)*
-  - **(2024)** [twitter.com/ChromeDevTools](https://x.com/ChromeDevTools) [EMERGING] β€” *Go to [Section](./ChromeDevTools.md)*
-  - **(2024)** [techcommunity.microsoft.com: Leveraging Azure Copilot for Azure Kubernetes Services (AKS)](https://techcommunity.microsoft.com/blog/azureinfrastructureblog/leveraging-azure-copilot-for-azure-kubernetes-services-aks/4212457) [EMERGING] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-  - **(2024)** [infoworld.com: Beyond SQL: 8 new languages for data querying](https://www.infoworld.com/article/2334689/beyond-sql-8-new-languages-for-data-querying.html) [EMERGING] [POLYGLOT CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2023)** [dev.to: DevOps Trends for Developers in 2023 | Pavan Belagatti](https://dev.to/pavanbelagatti/devops-trends-for-developers-in-2023-345b) [EMERGING] [EN CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2023)** [valohai.com/blog/llmops/](https://valohai.com/blog/llmops) [EMERGING] β€” *Go to [Section](./ai.md)*
   - **(2023)** [youtube: AWS re:Invent 2023 - From hype to impact: Building a generative AI architecture (ARC217)](https://www.youtube.com/watch?v=1Lat8dP7Eq0) [EMERGING] β€” *Go to [Section](./ai.md)*
   - **(2023)** [kubernetes.io: Kubernetes 1.27: In-place Resource Resize for Kubernetes Pods (alpha)](https://kubernetes.io/blog/2023/05/12/in-place-pod-resize-alpha) [EMERGING] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-releases.md)*
-  - **(2023)** [community.aws/kubernetes](https://builder.aws.com/learn/topics/kubernetes) [EMERGING] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-  - **(2022)** [sysdig.com: Kubernetes 1.25 – What’s new?](https://www.sysdig.com/blog/kubernetes-1-25-whats-new) [EMERGING] β€” *Go to [Section](./kubernetes-releases.md)*
-  - **(2022)** [xataka.com: Los programadores ya alucinaban con CoPilot y ChatGPT, pero ahora DeepMind va mΓ‘s allΓ‘ con AplhaCode](https://www.xataka.com/robotica-e-ia/programadores-alucinaban-copilot-chatgpt-ahora-deepmind-va-alla-aplhacode) [EMERGING] [SPANISH CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2022)** [blog.bitsrc.io: Google Chrome Hidden Features Every Developer Should Know](https://blog.bitsrc.io/google-chrome-experimental-features-for-developers-a9a7cc9d1b30) [EMERGING] β€” *Go to [Section](./ChromeDevTools.md)*
-  - **(2022)** [Michaelpalacce/SimpleSecrets](https://github.com/Michaelpalacce/SimpleSecrets) [EMERGING] [GO CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
-  - **(2022)** [martinheinz.dev: Backup-and-Restore of Containers with Kubernetes Checkpointing API](https://martinheinz.dev/blog/85) [EMERGING] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
-  - **(2021)** [kube.careers: Kubernetes jobs market (Q2 2021)](https://kube.careers/report-2021-q2) [CASE STUDY] [EMERGING] β€” *Go to [Section](./kubernetes.md)*
-  - **(2021)** [abhirockzz/kubexpose-operator](https://github.com/abhirockzz/kubexpose-operator) [EMERGING] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2021)** [ContainerSolutions/ImageWolf: ImageWolf - Fast Distribution of Docker Images' on Clusters](https://github.com/ContainerSolutions/ImageWolf) [EMERGING] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2022)** [Another Autoscaler](https://github.com/dignajar/another-autoscaler) 🌟 [EMERGING] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2021)** [thenewstack.io: The Growth of State in Kubernetes](https://thenewstack.io/the-growth-of-state-in-kubernetes) [EMERGING] β€” *Go to [Section](./kubernetes-storage.md)*
-  - **(2021)** [jvns.ca: New tool: an nginx playground](https://jvns.ca/blog/2021/09/24/new-tool--an-nginx-playground) [EMERGING] β€” *Go to [Section](./web-servers.md)*
-  - **(2021)** [thenewstack.io: Understanding GitOps: The Latest Tools and Philosophies](https://thenewstack.io/understanding-gitops-the-latest-tools-and-philosophies) [EMERGING] β€” *Go to [Section](./gitops.md)*
-  - **(2021)** [#FeatureFlags](https://x.com/hashtag/featureflag) [EMERGING] β€” *Go to [Section](./git.md)*
-  - **(2021)** [itnext.io: Kubexpose: A Kubernetes Operator, for fun and profit!](https://itnext.io/kubexpose-a-kubernetes-operator-for-fun-and-profit-f528586eee07) [EMERGING] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
   - **(2021)** [blog.crunchydata.com: Active-Active PostgreSQL Federation on Kubernetes](https://www.crunchydata.com/blog/active-active-postgres-federation-on-kubernetes) [EMERGING] [GO CONTENT] β€” *Go to [Section](./crunchydata.md)*
-  - **(2020)** [todaywasawesome/atomic-cluster: The Atomic Cluster](https://github.com/todaywasawesome/atomic-cluster) [EMERGING] [SHELL CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2021)** [thenewstack.io: Understanding GitOps: The Latest Tools and Philosophies](https://thenewstack.io/understanding-gitops-the-latest-tools-and-philosophies) [EMERGING] β€” *Go to [Section](./gitops.md)*
   - **(2020)** [5 open source projects that make Kubernetes even better: Prometheus, Operator framework, Knative, Tekton, Kubeflow 🌟](https://enterprisersproject.com/article/2020/5/kubernetes-5-open-source-projects-improve) [EMERGING] β€” *Go to [Section](./kubernetes.md)*
   - **(2020)** [techcommunity.microsoft.com: Building a path to success for microservices and .NET Core - Project Tye + GitHub Actions](https://techcommunity.microsoft.com/blog/appsonazureblog/building-a-path-to-success-for-microservices-and-net-core---project-tye--github-/1502270) [EMERGING] [LEGACY] β€” *Go to [Section](./azure.md)*
-  - **(2020)** [itnext.io: Multi-Cloud and Multi-Cluster Declarative Kubernetes Cluster Creation and Management with Cluster API (CAPI β€” v1alpha3)](https://itnext.io/multi-cloud-and-multi-cluster-declarative-kubernetes-cluster-creation-and-management-with-cluster-6df8efdc2a89) [EMERGING] β€” *Go to [Section](./kubernetes-on-premise.md)*
-  - **(2019)** [Templating on OpenShift: should I use Helm templates or OpenShift templates? 🌟](https://www.theodo.com/en-fr/blog/openshift-what-templates-should-you-use-helm-or-openshift) [EMERGING] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./ocp3.md)*
-  - **(2018)** [github.com/rothgar/bashScheduler](https://github.com/rothgar/bashScheduler) [EMERGING] [BASH CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2017)** [martinfowler.com: Feature Toggles (aka Feature Flags)](https://martinfowler.com/articles/feature-toggles.html) [EMERGING] [MARKDOWN CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2016)** [Jillegal OffHeap Module](https://github.com/serkan-ozal/jillegal) [EMERGING] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./java-and-java-performance-optimization.md)*
   - [Zepto is a lightweight framework for the development of microservices & web services in golang](https://github.com/go-zepto/zepto) [COMMUNITY-TOOL] [EMERGING] [LEGACY] [EN CONTENT] β€” *Go to [Section](./golang.md)*
-  - [docker.com: Docker Hub Experimental CLI tool](https://www.docker.com/blog/docker-hub-experimental-cli-tool) [COMMUNITY-TOOL] [EMERGING] β€” *Go to [Section](./docker.md)*
 
 

 
@@ -478,110 +345,110 @@
 ## Guide
 
 

-Click to view top 100 of 1148 resources under Guide
+Click to view top 100 of 266 resources under Guide
 
   - **(2026)** [==bregman-arie/devops-exercises 🌟==](https://github.com/bregman-arie/devops-exercises) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [PYTHON/YAML CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2026)** [==youtube playlist: Tech World with Nana - Complete Kubernetes Tutorial for Beginners 🌟🌟🌟==](https://www.youtube.com/playlist?list=PLy7NrYWoggjziYQIDorlXjTvvwweTYoNC) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
+  - **(2026)** [==infoq.com: Service Mesh Ultimate Guide:==](https://www.infoq.com/articles/service-mesh-ultimate-guide) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./servicemesh.md)*
+  - **(2026)** [==vaultproject.io==](https://developer.hashicorp.com/vault) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./devsecops.md)*
   - **(2026)** [==100 Days Of Kubernetes: 100daysofkubernetes.io==](https://100daysofkubernetes.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
+  - **(2026)** [==youtube playlist: Tech World with Nana - Complete Kubernetes Tutorial for Beginners 🌟🌟🌟==](https://www.youtube.com/playlist?list=PLy7NrYWoggjziYQIDorlXjTvvwweTYoNC) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
   - **(2026)** [==devopscube.com: How to Learn Kubernetes (Complete Roadmap) 🌟🌟🌟==](https://devopscube.com/learn-kubernetes-complete-roadmap) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
   - **(2026)** [==youtube playlist: Tech World with Nana - Docker and Kubernetes Tutorial for Beginners 🌟🌟==](https://www.youtube.com/playlist?list=PLy7NrYWoggjwPggqtFsI_zMAwvG0SqYCb) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
-  - **(2026)** [==cheatsheetseries.owasp.org: OWASP Cheat Sheet Series 🌟🌟==](https://cheatsheetseries.owasp.org/index.html) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [MARKDOWN CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2026)** [==sysadminxpert.com: How to watch real time TCP and UDP ports on Linux (netstat & ss) 🌟==](https://sysadminxpert.com/how-to-watch-real-time-tcp-and-udp-ports-on-linux) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [==github: Safe ways to do things in bash==](https://github.com/anordal/shellharden/blob/master/how_to_do_things_safely_in_bash.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [==vaultproject.io==](https://developer.hashicorp.com/vault) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./devsecops.md)*
-  - **(2026)** [==infoq.com: Service Mesh Ultimate Guide:==](https://www.infoq.com/articles/service-mesh-ultimate-guide) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./servicemesh.md)*
-  - **(2025)** [==Claude Code Best Practice==](https://github.com/shanraisshan/claude-code-best-practice) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [MARKDOWN CONTENT] β€” *Go to [Section](./developerportals.md)*
-  - **(2025)** [==Awesome MCP Servers==](https://github.com/punkpeye/awesome-mcp-servers) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2025)** [==iximiuz.com: How Kubernetes Reinvented Virtual Machines (in a good sense) 🌟🌟==](https://labs.iximiuz.com/tutorials/kubernetes-vs-virtual-machines) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./kubernetes.md)*
-  - **(2025)** [==iximiuz.com: Containers vs. Pods - Taking a Deeper Look==](https://labs.iximiuz.com/tutorials/containers-vs-pods) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./kubernetes.md)*
-  - **(2024)** [==github.com/Azure/migration: The Migration Execution Guide.==](https://github.com/Azure/migration) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./azure.md)*
-  - **(2024)** [==postman.com: What is an API?==](https://www.postman.com/what-is-an-api) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./api.md)*
-  - **(2023)** [==learnk8s.io: Developing and deploying Spring Boot microservices on Kubernetes==](https://learnkube.com/spring-boot-kubernetes-guide) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
-  - **(2023)** [==mikeroyal/Kubernetes-Guide: Kubernetes Guide 🌟==](https://github.com/mikeroyal/Kubernetes-Guide) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2023)** [==bytebytego.com: System Design - Scale From Zero To Millions Of Users 🌟==](https://bytebytego.com/courses/system-design-interview/scale-from-zero-to-millions-of-users) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./introduction.md)*
-  - **(2023)** [==serverlessland.com: EDA VISUALS 🌟🌟🌟==](https://serverlessland.com/event-driven-architecture/visuals) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./serverless.md)*
+  - **(2023)** [==lambdatest.com: How To Run Selenium Tests In Docker ? 🌟==](https://www.testmuai.com/blog/run-selenium-tests-in-docker) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [DOCKERFILE CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
   - **(2023)** [==redhat.com: An Architect's guide to APIs: SOAP, REST, GraphQL, and gRPC 🌟==](https://www.redhat.com/en/blog/apis-soap-rest-graphql-grpc) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [LEGACY] β€” *Go to [Section](./api.md)*
   - **(2023)** [==freecodecamp.org: REST API Design Best Practices Handbook – How to Build a REST API with JavaScript, Node.js, and Express.js==](https://www.freecodecamp.org/news/rest-api-design-best-practices-build-a-rest-api) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./api.md)*
-  - **(2023)** [==freecodecamp.org: REST API Best Practices – REST Endpoint Design Examples 🌟==](https://www.freecodecamp.org/news/rest-api-best-practices-rest-endpoint-design-examples) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./api.md)*
-  - **(2023)** [==automationqahub.com: How to build a Playwright Page Object Model==](https://automationqahub.com/how-to-build-playwright-page-object-model) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
-  - **(2023)** [==lambdatest.com: How To Run Selenium Tests In Docker ? 🌟==](https://www.testmuai.com/blog/run-selenium-tests-in-docker) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [DOCKERFILE CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
-  - **(2023)** [==automationqahub.com: How to get started with Appium 2.0==](https://automationqahub.com/how-to-do-mobile-automation-using-appium-2-0) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
-  - **(2022)** [==home.robusta.dev: The ultimate guide to Kubernetes Services, LoadBalancers, and Ingress 🌟🌟🌟==](https://home.robusta.dev/blog/kubernetes-service-vs-loadbalancer-vs-ingress) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./kubernetes-networking.md)*
+  - **(2023)** [==learnk8s.io: Developing and deploying Spring Boot microservices on Kubernetes==](https://learnkube.com/spring-boot-kubernetes-guide) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
   - **(2022)** [==learnk8s.io: Tracing the path of network traffic in Kubernetes 🌟==](https://learnkube.com/kubernetes-network-packets) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./kubernetes-networking.md)*
+  - **(2022)** [==home.robusta.dev: The ultimate guide to Kubernetes Services, LoadBalancers, and Ingress 🌟🌟🌟==](https://home.robusta.dev/blog/kubernetes-service-vs-loadbalancer-vs-ingress) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./kubernetes-networking.md)*
   - **(2022)** [==github.blog: Safeguard your containers with new container signing capability in GitHub Actions (cosign)==](https://github.blog/security/supply-chain-security/safeguard-container-signing-capability-actions) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./devsecops.md)*
-  - **(2021)** [==hobby-kube/guide 🌟==](https://github.com/hobby-kube/guide) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2021)** [==iximiuz.com: Working with Kubernetes API - Resources, Kinds, and Objects==](https://iximiuz.com/en/posts/kubernetes-api-structure-and-terminology) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./kubernetes.md)*
-  - **(2021)** [==iximiuz.com: How To Call Kubernetes API using Simple HTTP Client 🌟🌟🌟==](https://iximiuz.com/en/posts/kubernetes-api-call-simple-http-client) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./kubernetes.md)*
-  - **(2021)** [==blog.gitguardian.com: Rewriting your git history, removing files permanently - cheatsheet & guide==](https://blog.gitguardian.com/rewriting-git-history-cheatsheet) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [LEGACY] β€” *Go to [Section](./git.md)*
-  - **(2021)** [==freecodecamp.org: Git for Professionals – Free Version Control Course 🌟==](https://www.freecodecamp.org/news/git-for-professionals) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./git.md)*
-  - **(2020)** [==marklodato.github.io: A Visual Git Reference 🌟==](https://marklodato.github.io/visual-git-guide/index-en.html) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./git.md)*
-  - **(2016)** [==youtube: Kubernetes for Sysadmins – Kelsey Hightower at PuppetConf 2016 🌟🌟🌟==](https://www.youtube.com/clip/UgkxWpu3QFPEDZBuMgy_Xq4mBR--uLA-3CSZ) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
   - **(2026)** [**educative.io/courses/the-kubernetes-course: Learn Kubernetes: A Deep Dive 🌟🌟🌟**](https://www.educative.io/courses/learn-kubernetes) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
-  - **(2026)** [**guides.github.com: Markdown Cheat Sheet 2**](https://docs.github.com/en) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2026)** [**redhat.com: Vim: Basic and intermediate commands**](https://www.redhat.com/en/blog/vim-commands) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
   - **(2026)** [**systemcodegeeks.com**](https://www.systemcodegeeks.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [**The Geek Stuff**](https://www.thegeekstuff.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [**tecmint.com: How to Control Systemd Services on Remote Linux Server**](https://www.tecmint.com/control-systemd-services-on-remote-linux-server) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [**tecmint.com: How to Run Commands from Standard Input Using Tee and Xargs in Linux**](https://www.tecmint.com/pipe-command-output-to-other-commands) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [**opensource.com: How to use the Linux grep command**](https://opensource.com/article/21/3/grep-cheat-sheet) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [**tecmint.com: How to Install htop on CentOS 8**](https://www.tecmint.com/install-htop-on-centos-8) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [**tecmint.com: How to Install and Configure β€˜Collectd’ and β€˜Collectd-Web’ to Monitor Server Resources in Linux**](https://www.tecmint.com/install-collectd-and-collectd-web-to-monitor-server-resources-in-linux) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [**freecodecamp.org: RSync Examples – Rsync Options and How to Copy Files Over SSH**](https://www.freecodecamp.org/news/rsync-examples-rsync-options-and-how-to-copy-files-over-ssh) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [**igoroseledko.com: Parallel Rsync**](https://www.igoroseledko.com/parallel-rsync) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [**redhat.com: 5 advanced rsync tips for Linux sysadmins**](https://www.redhat.com/en/blog/5-rsync-tips) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [**redhat.com: Using ssh-keygen and sharing for key-based authentication in Linux**](https://www.redhat.com/en/blog/configure-ssh-keygen) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
   - **(2026)** [**linuxteck.com: 15 basic curl command in Linux with practical examples**](https://www.linuxteck.com/curl-command-in-linux-with-examples) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [**learnitguide.net 🌟**](https://www.learnitguide.net) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./elearning.md)*
   - **(2025)** [**devopscube.com: Kubernetes Tutorials For Beginners: Getting Started Guide**](https://devopscube.com/kubernetes-tutorials-beginners) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
-  - **(2025)** [**acloudguru.com: The Ultimate Terraform Cheatsheet**](https://www.pluralsight.com/resources/blog/cloud/the-ultimate-terraform-cheatsheet) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./cheatsheets.md)*
+  - **(2024)** [**aws.amazon.com: Serverless or Kubernetes on AWS 🌟**](https://docs.aws.amazon.com/modern-apps-strategy-on-aws-how-to-choose) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./serverless.md)*
+  - **(2024)** [**Kubernetes Services and Load Balancing Explained**](https://learnkube.com/kubernetes-services-and-load-balancing) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2024)** [**youtube playlist: DevNation Lessons: Kubernetes Fundamentals**](https://www.youtube.com/playlist?list=PLf3vm0UK6HKpOqIY2fcu_M0sCSpluyXMW) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
   - **(2024)** [**techcommunity.microsoft.com: How To Monitor Your Multi-Tenant Solution on Azure With Azure Monitor**](https://techcommunity.microsoft.com/blog/azureobservabilityblog/how-to-monitor-your-multi-tenant-solution-on-azure-with-azure-monitor/4042140) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [KQL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2024)** [**Ansible k8s cheat sheet 🌟**](https://opensource.com/downloads/ansible-k8s-cheat-sheet) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2024)** [**github.github.com/training-kit: Git cheat sheet**](https://training.github.com/downloads/github-git-cheat-sheet.pdf) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [PDF CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2024)** [**education.github.com: Git cheat sheet 🌟**](https://education.github.com/git-cheat-sheet-education.pdf) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [PDF CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2024)** [**aws.amazon.com: Serverless or Kubernetes on AWS 🌟**](https://docs.aws.amazon.com/modern-apps-strategy-on-aws-how-to-choose) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./serverless.md)*
-  - **(2024)** [**postman.com: API versioning**](https://www.postman.com/api-platform/api-versioning) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [LEGACY] β€” *Go to [Section](./api.md)*
-  - **(2024)** [**Kubernetes Services and Load Balancing Explained**](https://learnkube.com/kubernetes-services-and-load-balancing) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./kubernetes-networking.md)*
-  - **(2023)** [**amazee.io: Master the Fundamentals of K8s: Kubernetes 101 video series with Jeff Geerling**](https://www.amazee.io/blog/post/master-the-fundamentals-of-k8s) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
-  - **(2023)** [**piotrminkowski.com: Microservices with Spring Boot 3 and Spring Cloud 🌟**](https://piotrminkowski.com/2023/03/13/microservices-with-spring-boot-3-and-spring-cloud) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
-  - **(2023)** [**rogerdudler.github.io: git - the simple guide 🌟**](https://rogerdudler.github.io/git-guide) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
+  - **(2023)** [**dev.to/devsatasurion: Deploying Applications with GitHub Actions and ArgoCD to EKS: Best Practices and Techniques**](https://dev.to/devsatasurion/deploying-applications-with-github-actions-and-argocd-to-eks-best-practices-and-techniques-4epc) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./argo.md)*
+  - **(2023)** [**freecodecamp.org: MLOps Course – Learn to Build Machine Learning Production Grade Projects**](https://www.freecodecamp.org/news/mlops-course-learn-to-build-machine-learning-production-grade-projects) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2023)** [**dev.to: KeyCloak with Nginx Ingress**](https://dev.to/aws-builders/keycloak-with-nginx-ingress-6fo) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./devsecops.md)*
   - **(2023)** [**geeksforgeeks.org: Microservice Architecture – Introduction, Challeneges & Best Practices**](https://www.geeksforgeeks.org/blogs/microservice-architecture-introduction-challenges-best-practices) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./introduction.md)*
-  - **(2023)** [**devopscube.com/kustomize-tutorial: Kustomize Tutorial: Comprehensive Guide For Beginners 🌟**](https://devopscube.com/kustomize-tutorial) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./kustomize.md)*
-  - **(2023)** [**freecodecamp.org: Public APIs Developers Can Use in Their Projects**](https://www.freecodecamp.org/news/public-apis-for-developers) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./api.md)*
   - **(2023)** [**vishnuch.tech: Interprocess Communication in Microservices 🌟**](https://blog.flatturtle.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./api.md)*
   - **(2023)** [**snipcart.com: API vs. Microservices: A Beginners Guide to Understand Them 🌟**](https://snipcart.com/blog/microservices-vs-api) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./api.md)*
-  - **(2023)** [**piotrminkowski.com: Manage Kubernetes Operators with ArgoCD**](https://piotrminkowski.com/2023/05/05/manage-kubernetes-operators-with-argocd) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./argo.md)*
-  - **(2023)** [**dev.to/devsatasurion: Deploying Applications with GitHub Actions and ArgoCD to EKS: Best Practices and Techniques**](https://dev.to/devsatasurion/deploying-applications-with-github-actions-and-argocd-to-eks-best-practices-and-techniques-4epc) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./argo.md)*
-  - **(2023)** [**dev.to: KeyCloak with Nginx Ingress**](https://dev.to/aws-builders/keycloak-with-nginx-ingress-6fo) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./devsecops.md)*
-  - **(2023)** [**freecodecamp.org: MLOps Course – Learn to Build Machine Learning Production Grade Projects**](https://www.freecodecamp.org/news/mlops-course-learn-to-build-machine-learning-production-grade-projects) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
-  - **(2023)** [**lambdatest.com: How To Integrate Jenkins & Maven With Selenium?**](https://www.testmuai.com/blog/selenium-maven-jenkins-integration) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
-  - **(2023)** [**lambdatest.com: Complete Guide To Selenium Testing with GitHub Actions 🌟**](https://www.testmuai.com/blog/selenium-github-actions-example) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
-  - **(2023)** [**lambdatest.com: How To Integrate Cucumber With Jenkins?**](https://www.testmuai.com/blog/cucumber-with-jenkins-integration) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [GROOVY CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
-  - **(2023)** [**lambdatest.com: Selenium Webdriver Java Tutorial – Guide for Beginners**](https://www.testmuai.com/blog/selenium-java-tutorial-how-to-test-login-process) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
-  - **(2023)** [**lambdatest.com: How To Modify HTTP Request Headers In JAVA Using Selenium WebDriver?**](https://www.testmuai.com/blog/modifying-http-request-headers-in-java-using-selenium-webdriver) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
-  - **(2023)** [**lambdatest.com: Selenium Locators Tutorial 🌟**](https://www.testmuai.com/learning-hub/selenium-locators) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./test-automation-frameworks.md)*
-  - **(2023)** [**lambdatest.com: Selenium Python Tutorial 🌟**](https://www.testmuai.com/learning-hub/python-tutorial) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [PYTHON CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
-  - **(2023)** [**automationqahub.com: How to Configure Playwright**](https://automationqahub.com/how-to-install-playwright-tool) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
-  - **(2023)** [**automationqahub.com: How to Configure multiple environments in Playwright**](https://automationqahub.com/how-to-configure-multiple-environments-in-playwright) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
-  - **(2023)** [**experitest.com: Start Automating your mobile tests with Cucumber and Appium**](https://digital.ai/products/continuous-testing) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
-  - **(2022)** [**blog.kubesimplify.com: DIY: How To Build A Kubernetes Policy Engine**](https://blog.kubesimplify.com/diy-how-to-build-a-kubernetes-policy-engine) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2022)** [**realpython.com: Machine Learning With Python 🌟🌟🌟**](https://realpython.com/learning-paths/machine-learning-python) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
+  - **(2023)** [**piotrminkowski.com: Microservices with Spring Boot 3 and Spring Cloud 🌟**](https://piotrminkowski.com/2023/03/13/microservices-with-spring-boot-3-and-spring-cloud) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2022)** [**redhat-scholars.github.io: Welcome to OpenShift Serverless Logic Tutorial**](https://redhat-scholars.github.io/serverless-workflow/osl/index.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./serverless.md)*
+  - **(2022)** [**Tekton PetClinic Demo Youtube**](https://www.youtube.com/watch?v=igwFpZOUTnw) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./tekton.md)*
+  - **(2022)** [**piotrminkowski.com: Manage Kubernetes Cluster with Terraform and Argo CD. Create Kakfa Cluster using GitOps 🌟**](https://piotrminkowski.com/2022/06/28/manage-kubernetes-cluster-with-terraform-and-argo-cd) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./argo.md)*
+  - **(2022)** [**infracloud.io: How to Setup Blue Green Deployments with DNS Routing 🌟**](https://www.infracloud.io/blogs/blue-green-deployments-dns-routing) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./argo.md)*
+  - **(2022)** [**infracloud.io: Progressive Delivery with Argo Rollouts : Blue-Green Deployment**](https://www.infracloud.io/blogs/progressive-delivery-argo-rollouts-blue-green-deployment) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./argo.md)*
+  - **(2022)** [**infracloud.io: Progressive Delivery with Argo Rollouts: Canary Deployment**](https://www.infracloud.io/blogs/progressive-delivery-argo-rollouts-canary-deployment) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./argo.md)*
+  - **(2022)** [**codefresh.io: Progressive delivery for Kubernetes Config Maps using Argo Rollouts**](https://octopus.com/blog/progressive-delivery-for-kubernetes-config-maps-using-argo-rollouts) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./argo.md)*
+  - **(2022)** [**confluent.io: How to Manage Secrets for Confluent with Kubernetes and HashiCorp Vault**](https://www.confluent.io/blog/manage-secrets-with-kubernetes-and-hashicorp-vault) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./devsecops.md)*
   - **(2022)** [**cloud.google.com: kubernetes comic**](https://cloud.google.com/kubernetes-engine/kubernetes-comic) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
   - **(2022)** [**javaguides.net: Spring Boot Microservices - Spring Cloud API Gateway**](https://www.javaguides.net/2022/10/spring-boot-microservices-spring-cloud-api-gateway.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
   - **(2022)** [**developer.okta.com: Secure Secrets With Spring Cloud Config and Vault 🌟**](https://developer.okta.com/blog/2022/10/20/spring-vault) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
-  - **(2022)** [**dev.to/francescoxx: Java CRUD Rest API using Spring Boot, Hibernate, Postgres, Docker and Docker Compose**](https://dev.to/francescoxx/java-crud-rest-api-using-spring-boot-hibernate-postgres-docker-and-docker-compose-5cln) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
-  - **(2022)** [**redhat-scholars.github.io: Welcome to OpenShift Serverless Logic Tutorial**](https://redhat-scholars.github.io/serverless-workflow/osl/index.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./serverless.md)*
-  - **(2022)** [**Tekton PetClinic Demo Youtube**](https://www.youtube.com/watch?v=igwFpZOUTnw) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./tekton.md)*
-  - **(2022)** [**intellipaat.com: Git Tutorial - Learn Git 🌟**](https://intellipaat.com/blog/tutorial/devops-tutorial/git-tutorial) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./git.md)*
-  - **(2022)** [**gitkraken.com: Git Tutorials: Instructional Training Videos 🌟**](https://www.gitkraken.com/learn/git/tutorials) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./git.md)*
-  - **(2022)** [**openshift.com: OpenShift Authentication Integration with ArgoCD**](https://www.redhat.com/en/blog/openshift-authentication-integration-with-argocd) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./argo.md)*
-  - **(2022)** [**piotrminkowski.com: Manage Kubernetes Cluster with Terraform and Argo CD. Create Kakfa Cluster using GitOps 🌟**](https://piotrminkowski.com/2022/06/28/manage-kubernetes-cluster-with-terraform-and-argo-cd) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./argo.md)*
-  - **(2022)** [**infracloud.io: How to Setup Blue Green Deployments with DNS Routing 🌟**](https://www.infracloud.io/blogs/blue-green-deployments-dns-routing) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./argo.md)*
-  - **(2022)** [**piotrminkowski.com: Manage Multiple Kubernetes Clusters with ArgoCD 🌟**](https://piotrminkowski.com/2022/12/09/manage-multiple-kubernetes-clusters-with-argocd) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./argo.md)*
-  - **(2022)** [**openshift.com: Getting Started with ApplicationSets**](https://www.redhat.com/en/blog/getting-started-with-applicationsets) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./argo.md)*
-  - **(2022)** [**infracloud.io: Progressive Delivery with Argo Rollouts : Blue-Green Deployment**](https://www.infracloud.io/blogs/progressive-delivery-argo-rollouts-blue-green-deployment) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./argo.md)*
+  - **(2021)** [**itnext.io: Kubernetes Draining Nodes Properly**](https://itnext.io/kubernetes-draining-nodes-properly-79e18dca4d5e) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2021)** [**itnext.io: How to Add MySql & MongoDB to a Kubernetes .Net Core Microservice Architecture**](https://itnext.io/databases-in-a-kubernetes-angular-net-core-microservice-arch-a0c0ae23dca9) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [C# CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2021)** [**dev.to: FaaS on Kubernetes: From AWS Lambda & API Gateway To Knative & Kong API Gateway**](https://dev.to/pmbanugo/faas-on-kubernetes-from-aws-lambda-api-gateway-to-knative-kong-api-gateway-4n84) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./serverless.md)*
+  - **(2021)** [**developers.redhat.com: Build and deploy microservices with Kubernetes and Dapr**](https://developers.redhat.com/articles/2021/08/12/build-and-deploy-microservices-kubernetes-and-dapr) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./serverless.md)*
+  - **(2021)** [**opensource.com: Automatically create multiple applications in Argo CD**](https://opensource.com/article/21/7/automating-argo-cd) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./argo.md)*
+  - **(2021)** [**platform9.com: Ultimate Guide to Kubernetes Ingress Controllers 🌟**](https://platform9.com/blog/ultimate-guide-to-kubernetes-ingress-controllers) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./kubernetes-networking.md)*
+  - **(2021)** [**blog.sighup.io: How to run Keycloak in HA on Kubernetes**](https://blog.sighup.io/keycloak-ha-on-kubernetes) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2021)** [**itnext.io: A minimalist guide to gRPC**](https://itnext.io/a-minimalist-guide-to-grpc-e4d556293422) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
+  - **(2021)** [**spring.io: YMNNALFT: Websockets**](https://spring.io/blog/2021/01/25/ymnnalft-websockets) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./api.md)*
+  - **(2021)** [**piotrminkowski.com: Spring Microservices Security Best Practices 🌟**](https://piotrminkowski.com/2021/05/26/spring-microservices-security-best-practices) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2021)** [**learn.hashicorp.com: Deploy a Helm-based application automatically with GitOps**](https://github.com/hashicorp/waypoint/tree/main/website/content/docs) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./helm.md)*
+  - **(2020)** [**itnext.io: Deploy your first Serverless Function to Kubernetes**](https://itnext.io/deploy-your-first-serverless-function-to-kubernetes-232307f7b0a9) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./serverless.md)*
+  - **(2020)** [**thorsten-hans.com: Encrypt your Kubernetes Secrets with Mozilla SOPS**](https://www.thorsten-hans.com/encrypt-your-kubernetes-secrets-with-mozilla-sops) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2020)** [**blog.getambassador.io: Step-by-Step Centralized Authentication for Kubernetes with Keycloak and the Ambassador Edge Stack**](https://blog.getambassador.io/centralized-authentication-with-keycloak-and-ambassador-edge-stack-d509ffbc7b6f) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2020)** [**developers.redhat.com: Migrating a Spring Boot microservices application to Quarkus**](https://developers.redhat.com/blog/2020/04/10/migrating-a-spring-boot-microservices-application-to-quarkus) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2019)** [**piotrminkowski.com: Microservices with spring cloud kubernetes**](https://piotrminkowski.com/2019/12/20/microservices-with-spring-cloud-kubernetes) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2024)** [dev.to: Let's Learn Kubernetes Series' Articles](https://dev.to/pghildiyal/series/14818) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
+  - **(2021)** [vadosware.io: So you need to wait for some Kubernetes resources?](https://vadosware.io/post/so-you-need-to-wait-for-some-kubernetes-resources) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2021)** [freecodecamp.org: Learn Kubernetes and Start Containerizing Your Applications](https://www.freecodecamp.org/news/learn-kubernetes-and-start-containerizing-your-applications) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./kubernetes.md)*
+  - **(2021)** [xenonstack.com: Serverless Architecture with OpenFaaS and Java](https://www.xenonstack.com/blog/serverless-open-faas-java) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./serverless.md)*
+  - **(2021)** [youtube: Which of your Kubernetes Apps are accessing Secrets? 🌟](https://www.youtube.com/watch?v=6UF-QxiRGms&ab_channel=Kubevious) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./devsecops.md)*
+  - **(2021)** [dev.to: Make your own API under 30 lines of code 🌟](https://dev.to/shreyazz/make-your-own-api-under-30-lines-of-code-4doh) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./api.md)*
+  - **(2021)** [youtube: How to run an App Service Web App on Azure Arc-enabled Kubernetes - Part 2 | Azure Tips and Tricks](https://www.youtube.com/watch?v=53-Y_aI0KpE&ab_channel=MicrosoftAzure) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./azure.md)*
+  - **(2021)** [returngis.net: Acceder a un App Service con Private Endpoint desde otra Vnet](https://www.returngis.net/2021/08/acceder-a-un-app-service-con-private-endpoint-desde-otra-vnet) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [SPANISH CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2021)** [mirantis.com: Kustomize Tutorial: Creating a Kubernetes app out of multiple pieces](https://www.mirantis.com/blog/introduction-to-kustomize-part-1-creating-a-kubernetes-app-out-of-multiple-pieces) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./kustomize.md)*
+  - **(2020)** [auth0.com: Kubernetes Tutorial - Step by Step Introduction to Basic Concepts](https://auth0.com/blog/kubernetes-tutorial-step-by-step-introduction-to-basic-concepts) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./kubernetes.md)*
+  - **(2020)** [developers.redhat.com: Build and deploy a serverless app with Camel K and Red Hat OpenShift Serverless 1.5.0 Tech Preview](https://developers.redhat.com/blog/2020/04/24/build-and-deploy-a-serverless-app-with-camel-k-and-red-hat-openshift-serverless-1-5-0-tech-preview) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./serverless.md)*
+  - **(2020)** [jenkins-x.io: Setting up the secrets for your installation](https://jayex.io/v3/admin/setup/secrets) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2020)** [github.com/kelseyhightower: Serverless Vault with Cloud Run](https://github.com/kelseyhightower/serverless-vault-with-cloud-run) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [SHELL CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2020)** [developer.okta.com: Spring Cloud Config for Shared Microservice Configuration](https://developer.okta.com/blog/2020/12/07/spring-cloud-config) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2026)** [Linkedin: API Testing with Postman](https://www.linkedin.com/pulse/api-testing-postman-michael-montgomery) [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./postman.md)*
+  - **(2026)** [Linkedin: API Testing with Postman β€” Build a Dynamic Test Suite](https://www.linkedin.com/pulse/api-testing-postman-build-dynamic-test-suite-michael-montgomery) [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./postman.md)*
+  - **(2026)** [techwebspace.com: Get Started with the REST Assured Framework: An Example-based Guide](https://www.techwebspace.com/get-started-with-the-rest-assured-framework-an-example-based-guide) [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./postman.md)*
+  - **(2026)** [cloud.google.com: Microservices architecture on Google Cloud](https://cloud.google.com/blog/topics/developers-practitioners/microservices-architecture-google-cloud) [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./GoogleCloudPlatform.md)*
+  - **(2026)** [cloud.google.com: Choose the best way to use and authenticate service accounts on Google Cloud](https://cloud.google.com/blog/products/identity-security/how-to-authenticate-service-accounts-to-help-keep-applications-secure) [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./GoogleCloudPlatform.md)*
+  - **(2026)** [cloud.google.com: Demystifying Cloud Spanner multi-region configurations](https://cloud.google.com/blog/topics/developers-practitioners/demystifying-cloud-spanner-multi-region-configurations) [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./GoogleCloudPlatform.md)*
+  - **(2026)** [thenewstack.io: Configuring the Google Cloud Platform for High Availability](https://thenewstack.io/configuring-for-high-availability-in-google-cloud-platform) [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./GoogleCloudPlatform.md)*
+  - **(2026)** [andredesousa/devops-best-practices](https://github.com/andredesousa/devops-best-practices) 🌟 [COMMUNITY-TOOL] [GUIDE] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [pulumi.com: Running Containers on ECS Fargate](https://www.pulumi.com/registry/packages/aws/how-to-guides/ecs-fargate) [COMMUNITY-TOOL] [GUIDE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./pulumi.md)*
+  - **(2026)** [devopswithkubernetes.com](https://courses.mooc.fi/org/uh-cs/courses/devops-with-kubernetes) [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
+  - **(2026)** [thenewstack.io: How to Evaluate Kubernetes Cloud Providers](https://thenewstack.io/how-to-evaluate-kubernetes-cloud-providers) [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./public-cloud-solutions.md)*
+  - **(2026)** [k21academy.com: AWS Application Services: Lambda, SES, SNS, SQS, SWF](https://k21academy.com/aws-cloud/aws-application-services) [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./aws.md)*
+  - **(2025)** [eksworkshop.com](https://eksworkshop.com/) [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./demos.md)*
+  - **(2024)** [semaphoreci.com: Continuous Blue-Green Deployments With Kubernetes 🌟](https://semaphore.io/blog/continuous-blue-green-deployments-with-kubernetes) [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./kubernetes.md)*
+  - **(2024)** [learn.hashicorp.com: y Serverless Applications with AWS Lambda and API Gateway 🌟](https://developer.hashicorp.com/terraform/tutorials/aws/lambda-api-gateway) [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./terraform.md)*
+  - **(2024)** [techcommunity.microsoft.com: Create an Azure OpenAI, LangChain, ChromaDB, and Chainlit chat app in AKS using Terraform](https://techcommunity.microsoft.com/blog/fasttrackforazureblog/create-an-azure-openai-langchain-chromadb-and-chainlit-chat-app-in-aks-using-ter/4024070) [COMMUNITY-TOOL] [GUIDE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2024)** [istiobyexample.dev 🌟](https://istiobyexample.dev) [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./istio.md)*
+  - **(2024)** [cloud.ibm.com: Tutorial - Scalable webapp 🌟](https://cloud.ibm.com/docs/solution-tutorials?topic=solution-tutorials-scalable-webapp-kubernetes) [COMMUNITY-TOOL] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./kubernetes-autoscaling.md)*
+  - **(2023)** [The 12-Factor App: An Updated Guide](https://newsletter.francofernando.com/p/the-12-factor-app-an-updated-guide) [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./devops.md)*
+  - **(2023)** [k21academy.com: Kubernetes ConfigMaps and Secrets: Guide to Create and Update 🌟](https://k21academy.com/kubernetes/configmaps-secrets) 🌟 [COMMUNITY-TOOL] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2023)** [learnk8s.io: Kubernetes production best practices](https://learnkube.com/production-best-practices) [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./kubernetes.md)*
+  - **(2023)** [dev.to/leandronsp: Kubernetes 101, part I, the fundamentals](https://dev.to/leandronsp/kubernetes-101-part-i-the-fundamentals-23a1) [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./kubernetes.md)*
+  - **(2023)** [freecodecamp.org: How to Deploy an Application to a Kubernetes Cluster](https://www.freecodecamp.org/news/deploy-docker-image-to-kubernetes) [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./kubernetes.md)*
+  - **(2023)** [devopscube.com/kubernetes-pod](https://devopscube.com/kubernetes-pod) [COMMUNITY-TOOL] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2023)** [k21academy.com: Kubernetes Deployment and Step-by-Step Guide to Deployment: Update, Rollback, Scale & Delete](https://k21academy.com/kubernetes/kubernetes-deployment) [COMMUNITY-TOOL] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2023)** [redhat-developer-demos.github.io/knative-tutorial](https://redhat-developer-demos.github.io/knative-tutorial) [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./ocp4.md)*
+  - **(2023)** [Tekton](https://nubenetes.com/tekton/) [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./jenkins-alternatives.md)*
+  - **(2023)** [auth0.com: A Passwordless Future! Passkeys for Java Developers](https://auth0.com/blog/webauthn-and-passkeys-for-java-developers) [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./devsecops.md)*
+  - **(2023)** [dev.to/aws-builders: Deploying a Containerized App to ECS Fargate Using a Private ECR Repo & Terragrunt](https://dev.to/aws-builders/deploying-a-containerized-app-to-ecs-fargate-using-a-private-ecr-repo-terragrunt-5b8a) [COMMUNITY-TOOL] [GUIDE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
 
-*... and 1048 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
+*... and 166 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
 

 
 
@@ -591,110 +458,48 @@
 ## Case Study
 
 

-Click to view top 100 of 115 resources under Case Study
+Click to view 39 resources under Case Study
 
   - **(2023)** [==quarkus.io: VCStream: a new messaging platform for DECATHLON’s Value Chain, built on Quarkus==](https://quarkus.io/blog/decathlon-user-story) 🌟🌟🌟🌟🌟 [CASE STUDY] [DE FACTO STANDARD] β€” *Go to [Section](./customer.md)*
-  - **(2023)** [==engineering.monday.com: monday.com’s Multi-Regional Architecture: A Deep Dive==](https://engineering.monday.com/monday-coms-multi-regional-architecture-a-deep-dive) 🌟🌟🌟🌟🌟 [CASE STUDY] [DE FACTO STANDARD] β€” *Go to [Section](./introduction.md)*
   - **(2022)** [==aws.amazon.com: AstraZeneca’s Drug Design Program Built using AWS wins Innovation Award==](https://aws.amazon.com/blogs/industries/astrazenecas-drug-design-program-built-using-aws-wins-innovation-award) 🌟🌟🌟🌟🌟 [CASE STUDY] [DE FACTO STANDARD] β€” *Go to [Section](./customer.md)*
   - **(2022)** [==falco.org/about/case-studies/incepto-medical: Protect shared clusters for medical imaging==](https://falco.org/about/case-studies/incepto-medical) 🌟🌟🌟🌟🌟 [CASE STUDY] [DE FACTO STANDARD] β€” *Go to [Section](./customer.md)*
   - **(2022)** [==nordicapis.com: Using gRPC to Connect a Microservices Ecosystem==](https://nordicapis.com/using-grpc-to-connect-a-microservices-ecosystem) 🌟🌟🌟🌟🌟 [CASE STUDY] [DE FACTO STANDARD] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
   - **(2021)** [==infoq.com: The Great Lambda Migration to Kubernetes Jobsβ€”a Journey in Three Parts 🌟==](https://www.infoq.com/articles/lambda-migration-k8s-jobs) 🌟🌟🌟🌟🌟 [CASE STUDY] [DE FACTO STANDARD] β€” *Go to [Section](./kubernetes.md)*
-  - **(2019)** [==monzo.com: Controlling outbound traffic from Kubernetes==](https://monzo.com/blog/controlling-outbound-traffic-from-kubernetes) 🌟🌟🌟🌟🌟 [CASE STUDY] [DE FACTO STANDARD] β€” *Go to [Section](./istio.md)*
-  - **(2024)** [**aws.amazon.com/blogs/industries: BMW Group Develops a GenAI Assistant to Accelerate Infrastructure Optimization on AWS**](https://aws.amazon.com/blogs/industries/bmw-group-develops-a-genai-assistant-to-accelerate-infrastructure-optimization-on-aws) 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” *Go to [Section](./customer.md)*
-  - **(2023)** [**redhat.com: The Volkswagen Group builds automated testing environment**](https://www.redhat.com/en/success-stories/the-volkswagen-group) 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” *Go to [Section](./customer.md)*
+  - **(2019)** [==monzo.com: Controlling outbound traffic from Kubernetes==](https://monzo.com/blog/controlling-outbound-traffic-from-kubernetes) 🌟🌟🌟🌟🌟 [CASE STUDY] [DE FACTO STANDARD] β€” *Go to [Section](./kubernetes-networking.md)*
   - **(2022)** [**thenewstack.io: How Daily.Dev Built a Low-Budget Serverless Scraping Pipeline for Online Articles**](https://thenewstack.io/how-daily-dev-built-a-low-budget-serverless-scraping-pipeline-for-online-articles) 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” *Go to [Section](./serverless.md)*
   - **(2022)** [**api7.ai: How Does APISIX Ingress Support Thousands of Pod Replicas?**](https://api7.ai/blog/apisix-ingress-support-thousands-pod-replicas) 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” *Go to [Section](./kubernetes-networking.md)*
-  - **(2021)** [**How we learned to improve Kubernetes CronJobs at Scale (Part 1 of 2)**](https://eng.lyft.com/improving-kubernetes-cronjobs-at-scale-part-1-cf1479df98d4) 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” *Go to [Section](./kubernetes.md)*
   - **(2021)** [**cloud.redhat.com: Global Load Balancer Approaches 🌟**](https://www.redhat.com/en/blog/global-load-balancer-approaches) 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” *Go to [Section](./kubernetes-networking.md)*
   - **(2020)** [**dashbird.io: Serverless Case Study – Coca-Cola**](https://dashbird.io/blog/serverless-case-study-coca-cola) 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” *Go to [Section](./serverless.md)*
-  - **(2019)** [**Whitepaper: Migrating Your Databases to AWS**](https://aws.amazon.com/dms/?audit=2019q1) 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” *Go to [Section](./aws-databases.md)*
   - **(2016)** [**nylas.com: Profiling Python in Production**](https://www.nylas.com/blog/performance) 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
-  - **(2022)** [sdtimes.com: Low code cuts down on dev time, increases testing headaches](https://sdtimes.com/lowcode/low-code-cuts-down-on-dev-time-increases-testing-headaches) 🌟🌟🌟 [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./lowcode-nocode.md)*
-  - **(2020)** [gitkraken.com: DevOps Tools Report 2020 🌟](https://www.gitkraken.com/reports/devops-report-2020) 🌟🌟🌟 [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./devops-tools.md)*
-  - **(2018)** [Traditional database replication drawbacks](https://www.nuodb.com/blog/replication-is-it-easy) 🌟🌟🌟 [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./nosql.md)*
-  - **(2018)** [phauer.com: Why I Moved Back from Gradle to Maven](https://phauer.com/2018/moving-back-from-gradle-to-maven) 🌟🌟🌟 [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./maven-gradle.md)*
   - **(2021)** [cloud.google.com: State of DevOps 2021 🌟](https://cloud.google.com/blog/products/devops-sre/announcing-dora-2021-accelerate-state-of-devops-report) 🌟🌟 [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./devops.md)*
-  - **(2021)** [techradar.com: Low-code could replace "traditional" coding within months](https://www.techradar.com/news/low-code-could-replace-traditional-coding-within-months) 🌟🌟 [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./lowcode-nocode.md)*
-  - **(2020)** [infoq.com: Puppet Releases Its 2020 State of DevOps Report 🌟](https://www.infoq.com/news/2020/11/2020-devops-report) 🌟🌟 [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./devops.md)*
-  - **(2023)** [businessinsider.es: Uso ChatGPT entre 50 y 70 veces al dΓ­a para todo, desde preparar reuniones hasta quitarme el pegamento de los dedos](https://www.businessinsider.es/tecnologia/uso-chatgpt-50-70-veces-dia-ser-productivo-1228162) 🌟 [CASE STUDY] [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./chatgpt.md)*
-  - **(2022)** [github.com/metaleapca: metaleap-devops-in-k8s.pdf](https://github.com/metaleapca/metaleap-devops-in-k8s/blob/main/metaleap-devops-in-k8s.pdf) 🌟 [CASE STUDY] [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [digitalisationworld.com: Multicloud: Two truths and a lie](https://digitalisationworld.com/blogs/57435/multicloud-two-truths-and-a-lie) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./public-cloud-solutions.md)*
-  - **(2026)** [nextgov.com: Why smart multicloud policies are a golden ticket to modernizing IT infrastructure](https://www.nextgov.com/ideas/2023/11/why-smart-multicloud-policies-are-golden-ticket-modernizing-it-infrastructure/392232) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./public-cloud-solutions.md)*
-  - **(2026)** [xataka.com: AsΓ­ se reparte el mercado cloud: los tres grandes tienen el 63%, los siguientes 10 un 22%](https://www.xataka.com/pro/asi-se-reparte-mercado-cloud-tres-grandes-tienen-63-siguientes-10-22) [CASE STUDY] [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./public-cloud-solutions.md)*
-  - **(2026)** [thenewstack.io: Is a Multicloud Strategy Right for Your Organization?](https://thenewstack.io/is-a-multicloud-strategy-right-for-your-organization) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./public-cloud-solutions.md)*
-  - **(2026)** [iot-analytics.com: The IoT cloud: Microsoft Azure vs. AWS vs. Google Cloud](https://iot-analytics.com/iot-cloud) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./public-cloud-solutions.md)*
-  - **(2026)** [xataka.com: El talΓ³n de Aquiles de AWS son sus altas tarifas de salida de datos, y sus rivales empiezan a explotarlo: guerra de precios contra el gigante de la nube](https://www.xataka.com/pro/talon-aquiles-aws-sus-altas-tarifas-salida-datos-sus-rivales-empiezan-a-explotarlo-guerra-precios-gigante-nube) [CASE STUDY] [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./public-cloud-solutions.md)*
-  - **(2026)** [jamaica-gleaner.com: Amazon outage’s future implications](https://past.jamaica-gleaner.com/article/business/20211224/amazon-outages-future-implications) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./public-cloud-solutions.md)*
-  - **(2026)** [20minutos.es: Amazon Web Services vuelve a romper Internet: se ha caΓ­do ya tres veces en el mismo mes y le llueven las crΓ­ticas](https://www.20minutos.es/tecnologia/actualidad/amazon-web-services-vuelve-a-romper-internet-se-ha-caido-ya-tres-veces-en-el-mismo-mes-y-le-llueven-las-criticas-4931834) [CASE STUDY] [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./public-cloud-solutions.md)*
   - **(2025)** [postman.com: Postman State of the API Report 🌟](https://www.postman.com/state-of-api/2025) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./api.md)*
-  - **(2024)** [dev.to: Optimizing SQL Queries by 23x!!!](https://dev.to/navneet7716/optimizing-sql-queries-h9j) [CASE STUDY] [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2024)** [GigaOm's Radar for Enterprise CI/CD 🌟](https://jfrog.com/pipelines) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./cicd.md)*
-  - **(2024)** [Kubernetes Security 101: Risks and 29 Best Practices 🌟](https://www.redhat.com/en/topics/containers/kubernetes-security) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./kubernetes-security.md)*
-  - **(2023)** [primevideotech.com: Scaling up the Prime Video audio/video monitoring service and reducing costs by 90%](https://www.aboutamazon.com/what-we-do/entertainment) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./introduction.md)*
   - **(2023)** [aws.amazon.com: Best practices for implementing event-driven architectures in your organization](https://aws.amazon.com/blogs/architecture/best-practices-for-implementing-event-driven-architectures-in-your-organization) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./introduction.md)*
-  - **(2023)** [Security Overview of AWS Lambda](https://d1.awsstatic.com/whitepapers/Overview-AWS-Lambda-Security.pdf) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./aws-serverless.md)*
   - **(2023)** [grafana.com: How we use metamonitoring Prometheus servers to monitor all other Prometheus servers at Grafana Labs](https://grafana.com/blog/how-we-use-metamonitoring-prometheus-servers-to-monitor-all-other-prometheus-servers-at-grafana-labs) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./prometheus.md)*
-  - **(2023)** [symbiosis.host: Benchmarking cluster creation time for 8 managed Kubernetes providers](https://symbiosis.host) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./kubernetes-autoscaling.md)*
-  - **(2022)** [fairwinds.medium.com: Kubernetes Maturity Model](https://www.fairwinds.com/kubernetes-maturity-model) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./kubernetes.md)*
   - **(2022)** [thorsten-hans.com: Hot-Reload .NET Configuration in Kubernetes with ConfigMaps](https://www.thorsten-hans.com/hot-reload-net-configuration-in-kubernetes-with-configmaps) [CASE STUDY] [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2022)** [hub.qovery.com: Terraform is Not the Golden Hammer](https://www.qovery.com/docs/getting-started/introduction) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./terraform.md)*
-  - **(2022)** [thenewstack.io: Garden: The Configure-Once Kubernetes Platform for Seamless' Dev/Prod Integration](https://thenewstack.io/garden-the-configure-once-kubernetes-platform-for-seamless-dev-prod-integration) [CASE STUDY] [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2022)** [genbeta.com: 32.000 desarrolladores responden sobre plataformas y lenguajes de programaciΓ³n: JavaScript, AWS, GitHub y Windows, los mΓ‘s usados](https://www.genbeta.com/desarrollo/32-000-desarrolladores-responden-plataformas-lenguajes-programacion-javascript-aws-github-windows-usados) [CASE STUDY] [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./developerportals.md)*
+  - **(2022)** [github.com/metaleapca: metaleap-devops-in-k8s.pdf](https://github.com/metaleapca/metaleap-devops-in-k8s/blob/main/metaleap-devops-in-k8s.pdf) 🌟 [CASE STUDY] [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2022)** [Red Hat's approach to Edge Computing 🌟](https://www.redhat.com/en/solutions/edge-computing-approach) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./edge-computing.md)*
-  - **(2022)** [blog.twstewart.me: cdk8s-python - A Love and Hate Experience](https://blog.twstewart.me/posts/cdk8s-python) [CASE STUDY] [LEGACY] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-client-libraries.md)*
-  - **(2022)** [kube.careers: Kubernetes jobs market trends for 2022 Q4](https://kube.careers) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./remote-tech-jobs.md)*
-  - **(2022)** [about.gitlab.com: How we used parallel CI/CD jobs to increase our productivity](https://about.gitlab.com/blog/using-run-parallel-jobs) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./git.md)*
-  - **(2022)** [grafana: How we use the Grafana GitHub plugin to track outstanding pull requests](https://grafana.com/blog/how-we-use-the-grafana-github-plugin-to-track-outstanding-pull-requests) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./git.md)*
-  - **(2022)** [Migrating a monolithic .NET REST API to AWS Lambda](https://aws.amazon.com/blogs/compute/migrating-a-monolithic-net-rest-api-to-aws-lambda) [CASE STUDY] [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./aws-serverless.md)*
+  - **(2022)** [blog.crunchydata.com: Using Kubernetes? Chances Are You Need a Database 🌟](https://www.crunchydata.com/blog/using-kubernetes-chances-are-you-need-a-database) [CASE STUDY] [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./databases.md)*
   - **(2022)** [engineering.salesforce.com: Optimizing EKS networking for scale](https://engineering.salesforce.com/optimizing-eks-networking-for-scale-1325706c8f6d) [CASE STUDY] [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
   - **(2022)** [thenewstack.io: How We Built Preview Environments on Kubernetes and AWS](https://thenewstack.io/how-we-built-preview-environments-on-kubernetes-and-aws) [CASE STUDY] [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-  - **(2022)** [Scaling Amazon EKS and Cassandra Beyond 1,000 Nodes](https://aws.amazon.com/blogs/containers/scaling-amazon-eks-and-cassandra-beyond-1000-nodes) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-  - **(2022)** [blog.crunchydata.com: Using Kubernetes? Chances Are You Need a Database 🌟](https://www.crunchydata.com/blog/using-kubernetes-chances-are-you-need-a-database) [CASE STUDY] [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./databases.md)*
-  - **(2022)** [thenewstack.io: A Case for Databases on Kubernetes from a Former Skeptic](https://thenewstack.io/a-case-for-databases-on-kubernetes-from-a-former-skeptic) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./databases.md)*
-  - **(2022)** [cloud.redhat.com: A Guide to Secrets Management with GitOps and Kubernetes 🌟](https://www.redhat.com/en/blog/a-guide-to-secrets-management-with-gitops-and-kubernetes) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./kubernetes-security.md)*
-  - **(2022)** [engineering.grab.com: Zero trust with Kafka](https://engineering.grab.com/zero-trust-with-kafka) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./message-queue.md)*
-  - **(2021)** [devops.com: Survey Shows Mounting DevOps Frustration and Costs](https://devops.com/survey-shows-mounting-devops-frustration-and-costs) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./devops.md)*
-  - **(2021)** [thomasthornton.cloud: A DevOps journey using Azure DevOps](https://thomasthornton.cloud/a-devops-journey-using-azure-devops) [CASE STUDY] [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2021)** [kube.careers: Kubernetes jobs market (Q2 2021)](https://kube.careers/report-2021-q2) [CASE STUDY] [EMERGING] β€” *Go to [Section](./kubernetes.md)*
-  - **(2021)** [kube.careers: Kubernetes jobs market trends for 2021 (Q4)](https://kube.careers/report-2021-q4) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./kubernetes.md)*
-  - **(2021)** [snyk.io: Shipping Kubernetes-native applications with confidence](https://snyk.io/blog/shipping-kubernetes-native-applications-with-confidence) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./kubernetes.md)*
-  - **(2021)** [Why we use Terraform and not Chef, Puppet, Ansible, SaltStack, or CloudFormation](https://www.gruntwork.io/blog/why-we-use-terraform-and-not-chef-puppet-ansible-saltstack-or-cloudformation) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./terraform.md)*
-  - **(2021)** [Bridgecrew: Misconfigured Terraform Modules Are a Security Issue](https://thenewstack.io/bridgecrew-all-these-misconfigured-terraform-modules-are-a-security-issue) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./terraform.md)*
-  - **(2021)** [shipa.io: Terraform meets AppOps 🌟](https://shipa.io/terraform-meets-appops-2) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./terraform.md)*
-  - **(2021)** [about.gitlab.com: The Remote Work Report 2021](https://handbook.gitlab.com/handbook/company/culture/all-remote/remote-work-report) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./recruitment.md)*
-  - **(2021)** [joshbersin.com: From The Great Resignation To The Great Migration](https://joshbersin.com/2021/12/from-the-great-resignation-to-the-great-migration) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./recruitment.md)*
-  - **(2021)** [codingpotions.com: ΒΏCuΓ‘nto cobra un programador en EspaΓ±a en 2021?](https://codingpotions.com/salarios-programadores-2021) [CASE STUDY] [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./recruitment.md)*
-  - **(2021)** [dok.community: Data on Kubernetes 2021 Report](https://dok.community/dokc-2021-report) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./databases.md)*
-  - **(2021)** [developers.soundcloud.com: Service Architecture at SoundCloud β€” Part 1: Backends for Frontends](https://developers.soundcloud.com/blog/service-architecture-1) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./introduction.md)*
-  - **(2021)** [cloudbees.com: Jenkins Pipeline with Plugins](https://www.cloudbees.com/whitepapers/jenkins-pipeline-plugins) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./jenkins.md)*
+  - **(2022)** [Migrating a monolithic .NET REST API to AWS Lambda](https://aws.amazon.com/blogs/compute/migrating-a-monolithic-net-rest-api-to-aws-lambda) [CASE STUDY] [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./aws-serverless.md)*
   - **(2021)** [blog.postman.com: Meet Matrix: Postman’s Internal Tool for Working with' Microservices](https://blog.postman.com/matrix-postman-internal-tool-microservices) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./postman.md)*
-  - **(2021)** [infoq.com: How to Work Asynchronously as a Remote-First SRE](https://www.infoq.com/news/2021/12/remote-first-sre) [CASE STUDY] [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./workfromhome.md)*
-  - **(2021)** [weave.works: Hardening Git for GitOps (white paper)](https://go.weave.works/hardening-git-for-gitops.html) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./gitops.md)*
-  - **(2021)** [weave.works: Case Study: National Australia Bank Decreases Operational Overhead with GitOps](https://www.weave.works/blog/case-study-national-australia-bank-decreases-operational-overhead-with-gitops) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./gitops.md)*
-  - **(2021)** [cloudbees.com: Goodbye Sleepless Nights: De-Risking Deployments with Feature Flags](https://www.cloudbees.com/customers/petdesk) [CASE STUDY] [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2021)** [github.blog: How we ship code faster and safer with feature flags](https://github.blog/engineering/ship-code-faster-safer-feature-flags) [CASE STUDY] [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2021)** [github.blog: Improving how we deploy GitHub](https://github.blog/enterprise-software/devops/improving-how-we-deploy-github) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./git.md)*
-  - **(2021)** [github.blog: Deployment reliability at GitHub](https://github.blog/developer-skills/github/deployment-reliability-at-github) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./git.md)*
+  - **(2021)** [snyk.io: Shipping Kubernetes-native applications with confidence](https://snyk.io/blog/shipping-kubernetes-native-applications-with-confidence) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./kubernetes.md)*
+  - **(2021)** [cockroachlabs.com: How to use Cluster Mesh for Multi-Region Kubernetes Pod Communication](https://www.cockroachlabs.com/blog/cockroachdb-kubernetes-cilium) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./kubernetes-networking.md)*
+  - **(2021)** [empathy.co: HAT: CI/CD for Deploying Cloud Native Applications](https://empathy.co/blog/hat-ci-cd-for-deploying-cloud-native-applications) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./jenkins-alternatives.md)*
+  - **(2021)** [shipa.io: Terraform meets AppOps 🌟](https://shipa.io/terraform-meets-appops-2) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./terraform.md)*
+  - **(2021)** [openshift.com: OpenShift, Databases and You: When to Put Containerized Database Workloads on OpenShift 🌟](https://www.redhat.com/en/blog/openshift-databases-and-you-when-to-put-containerized-database-workloads-on-openshift) [CASE STUDY] [COMMUNITY-TOOL] [CONCEPTUAL CONTENT] β€” *Go to [Section](./databases.md)*
+  - **(2021)** [developers.soundcloud.com: Service Architecture at SoundCloud β€” Part 1: Backends for Frontends](https://developers.soundcloud.com/blog/service-architecture-1) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./introduction.md)*
   - **(2021)** [Onfido’s Journey to a Multi-Cluster Amazon EKS Architecture](https://aws.amazon.com/blogs/containers/onfidos-journey-to-a-multi-cluster-amazon-eks-architecture) [CASE STUDY] [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
   - **(2021)** [optisolbusiness.com: Implementing Microservices Architecture in AKS](https://www.optisolbusiness.com/insight/implementing-microservices-architecture-in-aks) [CASE STUDY] [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-  - **(2021)** [How BT uses Amazon CloudWatch to monitor millions of devices](https://aws.amazon.com/blogs/mt/how-bt-uses-amazon-cloudwatch-to-monitor-millions-of-devices) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./aws-monitoring.md)*
-  - **(2021)** [cockroachlabs.com: How to use Cluster Mesh for Multi-Region Kubernetes Pod Communication](https://www.cockroachlabs.com/blog/cockroachdb-kubernetes-cilium) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./kubernetes-networking.md)*
-  - **(2021)** [research.nccgroup.com: 10 real-world stories of how we’ve compromised CI/CD pipelines](https://www.nccgroup.com/research) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./devsecops.md)*
-  - **(2021)** [openshift.com: OpenShift, Databases and You: When to Put Containerized Database Workloads on OpenShift 🌟](https://www.redhat.com/en/blog/openshift-databases-and-you-when-to-put-containerized-database-workloads-on-openshift) [CASE STUDY] [COMMUNITY-TOOL] [CONCEPTUAL CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2021)** [empathy.co: HAT: CI/CD for Deploying Cloud Native Applications](https://empathy.co/blog/hat-ci-cd-for-deploying-cloud-native-applications) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./jenkins-alternatives.md)*
-  - **(2021)** [blog.openshift.com/tag/multi-datacenter](https://www.redhat.com/en/blog?f[0]=taxonomy_blog_post_category_tid:107161&f[1]=taxonomy_topic_tid:75521) [CASE STUDY] [ENTERPRISE-STABLE] β€” *Go to [Section](./ocp3.md)*
   - **(2021)** [confluent.io: Event-Driven Microservices Architecture (white paper) 🌟](https://www.confluent.io/resources/white-paper/event-driven-microservices) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./message-queue.md)*
-  - **(2021)** [shopify.engineering: Capturing Every Change From Shopify’s Sharded Monolith](https://shopify.engineering/capturing-every-change-shopify-sharded-monolith) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./message-queue.md)*
-  - **(2021)** [tech.ebayinc.com: Resiliency and Disaster Recovery with Kafka](https://innovation.ebayinc.com/stories/resiliency-and-disaster-recovery-with-kafka) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./message-queue.md)*
   - **(2021)** [analyticsindiamag.com: How Uber is Leveraging Apache Kafka For More Than 300 Micro Services](https://analyticsindiamag.com/how-uber-is-leveraging-apache-kafka-for-more-than-300-micro-services) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./message-queue.md)*
-  - **(2021)** [slack.engineering: Building Self-driving Kafka clusters using open source components](https://slack.engineering/building-self-driving-kafka-clusters-using-open-source-components) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./message-queue.md)*
-  - **(2020)** [Cloud-Native Development Survey Details Kubernetes, Serverless Data](https://virtualizationreview.com/articles/2020/05/08/cloud-native-dev-survey.aspx) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./kubernetes.md)*
-  - **(2020)** [weave.works: Automating Kubernetes with GitOps (whitepaper) 🌟](https://go.weave.works/automating-kubernetes-with-gitops-wp.html) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./gitops.md)*
-  - **(2020)** [github.blog: How we launched docs.github.com](https://github.blog/engineering/how-we-launched-docs-github-com) [CASE STUDY] [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2020)** [aws whitepapers: Architecting Amazon EKS for PCI DSS Compliance (pdf) 🌟🌟](https://d1.awsstatic.com/whitepapers/architecting-amazon-eks-for-pci-dss-compliance.pdf) [CASE STUDY] [COMMUNITY-TOOL] [PDF CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2020)** [cloudbees.com: what is jenkins-x](https://www.cloudbees.com/whitepapers/building-cloud-native-apps-painlessly) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./jenkins-alternatives.md)*
   - **(2020)** [infoq.com: The Defense Department's Journey with DevSecOps](https://www.infoq.com/news/2020/06/defense-department-devsecops) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./devsecops.md)*
+  - **(2020)** [Event streaming and data federation: A citizen integrator’s story](https://developers.redhat.com/blog/2020/06/12/event-streaming-and-data-federation-a-citizen-integrators-story) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./message-queue.md)*
+  - **(2019)** [serverless.com: Why we switched from docker to serverless](https://www.serverless.com/blog/why-we-switched-from-docker-to-serverless) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./serverless.md)*
+  - **(2019)** [aws.amazon.com: Trainline Case Study](https://aws.amazon.com/solutions/case-studies) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./aws-architecture.md)*
+  - [datastation.multiprocess.io: Speeding up Go's builtin JSON encoder up to' 55% for large arrays of objects](https://datastation.multiprocess.io/blog/2022-03-03-improving-go-json-encoding-performance-for-large-arrays-of-objects.html) [CASE STUDY] [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./golang.md)*
 
-*... and 15 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
 

 
 
@@ -704,110 +509,110 @@
 ## Community-Tool
 
 

-Click to view top 100 of 11241 resources under Community-Tool
+Click to view top 100 of 1764 resources under Community-Tool
 
-  - **(2026)** [Checkmarx/kics](https://github.com/Checkmarx/kics) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./iac.md)*
-  - **(2026)** [Terraform Best Practices](https://github.com/antonbabenko/terraform-best-practices) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [MARKDOWN CONTENT] β€” *Go to [Section](./gitops.md)*
-  - **(2026)** [syntasso/kratix](https://github.com/syntasso/kratix) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [github.com/sl1pm4t/k2tf: Kubernetes YAML to Terraform HCL converter](https://github.com/sl1pm4t/k2tf) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [github.com/Berops/claudie](https://github.com/Berops/claudie) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [github.com/komodorio/validkube](https://github.com/komodorio/validkube) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [kube-fledged](https://github.com/senthilrch/kube-fledged) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [werf/kubedog](https://github.com/werf/kubedog) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [github.com/k8spacket/k8spacket](https://github.com/k8spacket/k8spacket) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [github.com/box/kube-iptables-tailer](https://github.com/box/kube-iptables-tailer) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [vladimirvivien/ktop](https://github.com/vladimirvivien/ktop) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [kubeinvaders](https://github.com/lucky-sideburn/kubeinvaders) 🌟🌟🌟 [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [Kubeswitch (for operators) 🌟](https://github.com/danielfoehrKn/kubeswitch) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [mlrun](https://github.com/mlrun/mlrun) 🌟🌟🌟 [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [github.com/Azure/azqr](https://github.com/Azure/azqr) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2026)** [BMW InnovationLab](https://github.com/BMW-InnovationLab) 🌟🌟🌟 [COMMUNITY-TOOL] [VARIOUS CONTENT] β€” *Go to [Section](./customer.md)*
-  - **(2026)** [auto-api.dev](https://auto-api.dev) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./developerportals.md)*
-  - **(2026)** [high-mobility.com](https://www.high-mobility.com) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./developerportals.md)*
-  - **(2026)** [Smartcar API for BMW](https://smartcar.com/brand/bmw) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./developerportals.md)*
-  - **(2026)** [rapidapi.com/collection/car-api](https://rapidapi.com/collection/car-api) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./developerportals.md)*
-  - **(2026)** [openbankingtracker.com](https://www.openbankingtracker.com) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./developerportals.md)*
-  - **(2026)** [TSB API Developer Portal](https://apis.developer.tsb.co.uk) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./developerportals.md)*
-  - **(2026)** [Cecabank API Market](https://apimarket.cecabank.es) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./developerportals.md)*
-  - **(2026)** [Open Insurance](https://openinsurance.io) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./developerportals.md)*
-  - **(2026)** [santalucia.es](https://api-market.santalucia.es) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./developerportals.md)*
-  - **(2026)** [Telefonica Thinking Cities](https://thinking-cities.readthedocs.io/en/latest) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./developerportals.md)*
-  - **(2026)** [Backstage @Youtube](https://www.youtube.com/channel/UCHBvqSwbfAf5Vx1jrwkG43Q) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./developerportals.md)*
-  - **(2026)** [SquadcastHub/awesome-sre-tools](https://github.com/SquadcastHub/awesome-sre-tools) 🌟🌟🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [github.com/openappsec/openappsec](https://github.com/openappsec/openappsec) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./devsecops.md)*
   - **(2026)** [hahwul/DevSecOps](https://github.com/hahwul/DevSecOps) 🌟🌟🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2026)** [Awesome Cloud Native](https://awesome.jimmysong.io) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2026)** [Awesome-GitOps](https://github.com/weaveworks/awesome-gitops) 🌟🌟🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2026)** [akuity/awesome-argo 🌟](https://github.com/akuity/awesome-argo) 🌟🌟🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2026)** [Awesome Agile](https://github.com/lorabv/awesome-agile) 🌟🌟🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2026)** [Turbo Console Log](https://marketplace.visualstudio.com/items?itemName=ChakrounAnas.turbo-console-log) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [freecodecamp.org: Increase Your VS Code Productivity](https://www.freecodecamp.org/news/increase-your-vs-code-productivity) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [blog.logrocket.com: Top 10 VS Code extensions for 2021](https://blog.logrocket.com/top-10-vs-code-extensions-2021) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [dev.to: VS Code extensions to increase your Productivity](https://dev.to/harishash/vs-code-extensions-to-increase-your-productivity-eeb) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [Codey Midnight Theme](https://marketplace.visualstudio.com/items?itemName=salesforce.codey-midnight) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [1984 Theme](https://marketplace.visualstudio.com/items?itemName=juanmnl.vscode-theme-1984) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [GitLive](https://marketplace.visualstudio.com/items?itemName=TeamHub.teamhub) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [dev.to/gitlive: GitLive now works with any Git repository in VS Code!](https://dev.to/gitlive/gitlive-now-works-with-any-git-repository-in-vs-code-304o) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [c-sharpcorner.com: The Best VS Code Extensions To Supercharge Git](https://www.c-sharpcorner.com/article/the-best-vs-code-extensions-to-supercharge-git) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [dev.to: Top 5 Best Git Extensions For VS Code (You must have)](https://dev.to/thenomadevel/top-5-best-git-extensions-for-vs-code-you-must-have-40b6) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [marketplace.visualstudio.com: CodeSnap](https://marketplace.visualstudio.com/items?itemName=adpyke.codesnap) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [Discord Presence Theme](https://marketplace.visualstudio.com/items?itemName=icrawl.discord-vscode) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [Dash Cheat Sheets](https://kapeli.com/cheatsheets) 🌟🌟🌟 [COMMUNITY-TOOL] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2026)** [hidetatz/kubecolor 🌟](https://github.com/hidetatz/kubecolor) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubectl-commands.md)*
-  - **(2026)** [twitch.tv/redhatopenshift](https://www.twitch.tv/redhatopenshift) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./openshift.md)*
-  - **(2026)** [github.com/openshift/hive](https://github.com/openshift/hive) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./ocp4.md)*
-  - **(2026)** [opensource.com: Don't love diff? Use Meld instead](https://opensource.com/article/20/3/meld) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [LinuxLinks.com](https://www.linuxlinks.com) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [muylinux.com](https://www.muylinux.com) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [linuxadictos.com](https://www.linuxadictos.com) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [linuxteck.com](https://www.linuxteck.com) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [howtoforge.com](https://www.howtoforge.com) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [tecadmin.net](https://tecadmin.net) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [unixetc.co.uk](https://unixetc.co.uk) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [systemadmin.es](https://systemadmin.es) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [SPANISH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [Linux Skills](https://www.youtube.com/channel/UCu2eNnWy-zc1xt_shCXQQfA) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [The Lone Sysadmin](https://lonesysadmin.net) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [tecmint.com: Different Ways to Use Column Command in Linux](https://www.tecmint.com/linux-column-command) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [linuxteck.com: 12 basic cat command in Linux with examples](https://www.linuxteck.com/basic-cat-command-in-linux-with-examples) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [tecmint.com: vtop – A Linux Process and Memory Activity Monitoring Tool](https://www.tecmint.com/vtop-monitor-linux-process-usage) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [linuxtechlab.com: Search a file in Linux using Find & Locate command](https://linuxtechlab.com/search-a-file-in-linux-using-find-locate-command) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [tecmint.com: 10 Useful Commands to Collect System and Hardware Information in Linux](https://www.tecmint.com/commands-to-collect-system-and-hardware-information-in-linux) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [cncf/tag-security: CNCF Security Technical Advisory Group 🌟](https://github.com/cncf/tag-security) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./devsecops.md)*
-  - **(2026)** [github.com/openappsec/openappsec](https://github.com/openappsec/openappsec) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./devsecops.md)*
-  - **(2026)** [github.com/openshift/pipelines-tutorial](https://github.com/openshift/pipelines-tutorial) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
-  - **(2026)** [Lynda.com Linkedin Learning](https://www.linkedin.com/learning/?trk=lynda_redirect_learning) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./elearning.md)*
-  - **(2026)** [codecademy.com](https://www.codecademy.com) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./elearning.md)*
-  - **(2026)** [typing.io: Typing Practice for Programmers](https://typing.io) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./elearning.md)*
-  - **(2026)** [github.com/rancherfederal/rke2-aws-tf](https://github.com/ranchergovernment/rke2-aws-tf) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./rancher.md)*
-  - **(2026)** [howtodoinjava.com/maven](https://howtodoinjava.com/maven) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./maven-gradle.md)*
-  - **(2026)** [pepy.tech/project/strimzi-kafka-cli 🌟](https://pepy.tech/projects/strimzi-kafka-cli) 🌟🌟🌟 [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./message-queue.md)*
+  - **(2026)** [SquadcastHub/awesome-sre-tools](https://github.com/SquadcastHub/awesome-sre-tools) 🌟🌟🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [Backstage @Youtube](https://www.youtube.com/channel/UCHBvqSwbfAf5Vx1jrwkG43Q) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./developerportals.md)*
+  - **(2026)** [Telefonica Thinking Cities](https://thinking-cities.readthedocs.io/en/latest) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./developerportals.md)*
   - **(2025)** [github.com/KusionStack/kusion](https://github.com/KusionStack/kusion) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2025)** [Free Kubernetes 🌟🌟](https://github.com/learnk8s/free-kubernetes) 🌟🌟🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2025)** [gravitydevops.com: Terraform: A Step-by-Step Guide from Basics to Advanced Techniques](https://gravitydevops.com/terraform-tutorials-basic-to-advanced-2025) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2025)** [hashicorp/terraform-k8s: Terraform Cloud Operator for Kubernetes](https://github.com/hashicorp/terraform-k8s) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2025)** [github.com/alcideio/rbac-tool](https://github.com/alcideio/rbac-tool) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2025)** [deepfence/PacketStreamer](https://github.com/deepfence/PacketStreamer) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2025)** [resmoio/kubernetes-event-exporter](https://github.com/resmoio/kubernetes-event-exporter) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2025)** [Kube-capacity](https://github.com/robscott/kube-capacity/releases) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2025)** [kvaps/kubectl-node-shell](https://github.com/kvaps/kubectl-node-shell) 🌟🌟🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2025)** [vesion-checker](https://github.com/jetstack/version-checker) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2025)** [github.com/squat/kilo](https://github.com/squat/kilo) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2025)** [Install Java 23 in an Azure DevOps Pipeline](https://www.returngis.net/2025/02/como-instalar-java-23-en-una-pipeline-de-azure-devops) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2025)** [Awesome CI/CD 🌟](https://github.com/cicdops/awesome-ciandcd) 🌟🌟🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./cicd.md)*
-  - **(2025)** [intellipaat.com: Ansible Basic Cheat Sheet](https://intellipaat.com/blog/tutorial/devops-tutorial/ansible-basic-cheat-sheet) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2025)** [github.com/devoriales/kubectl-cheatsheet](https://github.com/devoriales/cheatsheets) 🌟🌟🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2025)** [intellipaat.com: GIT Cheat Sheet 🌟](https://intellipaat.com/blog/tutorial/devops-tutorial/git-cheat-sheet) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2025)** [ansible-role-jenkins](https://github.com/geerlingguy/ansible-role-jenkins) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./jenkins.md)*
   - **(2025)** [Jenkinsfile Runner](https://github.com/jenkinsci/jenkinsfile-runner) 🌟🌟🌟 [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2025)** [tecmint.com 🌟](https://www.tecmint.com) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./linux.md)*
-  - **(2025)** [unixmen.com 🌟](https://www.unixmen.com) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./linux.md)*
-  - **(2025)** [iximiuz/cdebug](https://github.com/iximiuz/cdebug) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-troubleshooting.md)*
-  - **(2025)** [Jenkins-X UpdateBOT](https://github.com/jenkins-x/updatebot) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2025)** [Jenkins Plugin: Bitbucket Push and Pull Request](https://plugins.jenkins.io/bitbucket-push-and-pull-request) 🌟🌟🌟 [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2025)** [Speculator: Redis Operator](https://github.com/OT-CONTAINER-KIT/redis-operator) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
-  - **(2025)** [github: Nova 🌟](https://github.com/fairwindsops/nova) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./helm.md)*
+  - **(2025)** [resmoio/kubernetes-event-exporter](https://github.com/resmoio/kubernetes-event-exporter) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2025)** [vesion-checker](https://github.com/jetstack/version-checker) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2025)** [hashicorp/terraform-k8s: Terraform Cloud Operator for Kubernetes](https://github.com/hashicorp/terraform-k8s) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2025)** [Awesome CI/CD 🌟](https://github.com/cicdops/awesome-ciandcd) 🌟🌟🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./cicd.md)*
   - **(2025)** [Codecentric Jenkins 🌟](https://github.com/codecentric/helm-charts) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./helm.md)*
+  - **(2025)** [Jenkins-X UpdateBOT](https://github.com/jenkins-x/updatebot) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./git.md)*
+  - **(2024)** [Kubernetes Examples](https://github.com/ContainerSolutions/kubernetes-examples) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2024)** [qvault.io: How to Restart All Pods in a Kubernetes Namespace](https://www.boot.dev) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./kubernetes.md)*
+  - **(2024)** [kube-scheduler-simulator](https://github.com/kubernetes-sigs/kube-scheduler-simulator) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2024)** [kubernetes-reflector](https://github.com/emberstack/kubernetes-reflector) 🌟🌟🌟 [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2024)** [KubeView 🌟](https://github.com/benc-uk/kubeview) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2024)** [Metacontroller](https://github.com/metacontroller/metacontroller) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2024)** [Traffic Director overview](https://docs.cloud.google.com/service-mesh/docs) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./servicemesh.md)*
+  - **(2024)** [Kubestack: Terraform GitOps Framework 🌟](https://www.kubestack.com) 🌟🌟🌟 [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2024)** [freecodecamp.org: API Cheatsheet – What is an API, How it Works, and How to Choose the Right API Testing Tools 🌟](https://www.freecodecamp.org/news/what-is-an-api-and-how-to-test-it) 🌟🌟🌟 [COMMUNITY-TOOL] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
+  - **(2024)** [dockerlabs.collabnix.com: The Ultimate Docker Cheat Sheet 🌟](https://dockerlabs.collabnix.com/docker/cheatsheet) 🌟🌟🌟 [COMMUNITY-TOOL] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
+  - **(2024)** [github.com/marketplace: Automating your Kubernetes dev environments with' the open source oktetohq Cloud got easier with GitHub Actions](https://github.com/marketplace?query=publisher%3Aokteto&type=actions) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
+  - **(2024)** [dev.to: Let's Learn Kubernetes Series' Articles](https://dev.to/pghildiyal/series/14818) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
+  - **(2024)** [acethecloud.com: Which is better Azure App Gateway or Nginx configured on Azure VMs](https://acethecloud.com/blog/azure-application-gateway-and-nginx-on-vm) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./azure.md)*
+  - **(2024)** [github.com/azure/fleet](https://github.com/azure/fleet) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2024)** [linkedin.com/pulse: No Credentials, No Problem - using Azure Managed Identity](https://www.linkedin.com/pulse/credentials-problem-using-azure-managed-identity-dimitar-iliev--wzzaf) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./azure.md)*
+  - **(2024)** [azure.github.io/AppService: General availability of Diagnostics tools for App Service on Linux Node.js apps](https://azure.github.io/AppService/2024/01/05/Diagnose-Tools-for-NodeJs-Linux-apps.html) 🌟🌟🌟 [COMMUNITY-TOOL] [NODE.JS CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2024)** [gabbi - Declarative HTTP testing library pypi](https://pypi.python.org/pypi/gabbi) 🌟🌟🌟 [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
+  - **(2024)** [piotrminkowski.com: Getting Started with Backstage](https://piotrminkowski.com/2024/06/13/getting-started-with-backstage) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./developerportals.md)*
+  - **(2024)** [piotrminkowski.com: Backstage on Kubernetes](https://piotrminkowski.com/2024/06/28/backstage-on-kubernetes) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./developerportals.md)*
+  - **(2023)** [github.com/learning-cloud-native-go/myapp: Learning Cloud Native Go -' myapp 🌟](https://github.com/learning-cloud-native-go/myapp) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2023)** [flux2-kustomize-helm-example 🌟](https://github.com/fluxcd/flux2-kustomize-helm-example) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2023)** [Salaboy/From Monolith to K8s](https://github.com/Salaboy/from-monolith-to-k8s) 🌟🌟🌟 [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2023)** [k8s-node-label-monitor: Kubernetes Node Label Monitor provides a custom' Kubernetes controller for monitoring and notifying changes in the label states of Kubernetes nodes (labels added, deleted, or updated), and can be run either node-local or cluster-wide](https://github.com/adaptant-labs/k8s-node-label-monitor) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2023)** [kVDI](https://github.com/webmeshproj/webmesh-vdi) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2023)** [salesforce/Sloop - Kubernetes History Visualization 🌟](https://github.com/salesforce/sloop) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2023)** [github.com/myspotontheweb/gitops-workloads-demo](https://github.com/myspotontheweb/gitops-workloads-demo) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./argo.md)*
+  - **(2023)** [dev.to: Extending GitOps: Effortless continuous integration and deployment on Kubernetes](https://dev.to/amplication/extending-gitops-effortless-continuous-integration-and-deployment-on-kubernetes-1oem) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./argo.md)*
+  - **(2023)** [dev.to/pavanbelagatti: Deploy Any AI/ML Application On Kubernetes: A Step-by-Step Guide!](https://dev.to/pavanbelagatti/deploy-any-aiml-application-on-kubernetes-a-step-by-step-guide-2i37) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2023)** [artifacthub.io: mlflow-server](https://artifacthub.io/packages/helm/mlflowserver/mlflow-server) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2023)** [porscheofficial/terraform-aws-ecr-watch](https://github.com/porscheofficial/terraform-aws-ecr-watch) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2023)** [redhat-scholars: istio-tutorial 🌟](https://github.com/redhat-scholars/istio-tutorial) 🌟🌟🌟 [COMMUNITY-TOOL] [HTML CONTENT] β€” *Go to [Section](./istio.md)*
+  - **(2023)** [kube-backup: Kubernetes resource state sync to git](https://github.com/pieterlange/kube-backup) 🌟🌟🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
+  - **(2022)** [developers.redhat.com: Kubernetes 101 for developers: Names, ports, YAML files, and more](https://developers.redhat.com/articles/2022/08/30/kubernetes-101-developers-names-ports-yaml-files-and-more) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./kubernetes.md)*
+  - **(2022)** [spiceworks.com: How to Get Started With Kubernetes the Right Way: DevOps Experts Weigh In 🌟](https://www.spiceworks.com/tech/cloud/articles/how-to-get-started-with-kubernetes) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./kubernetes.md)*
+  - **(2022)** [containerjournal.com: When is Kubernetes Service Ownership the Right Fit?](https://cloudnativenow.com/features/when-is-kubernetes-service-ownership-the-right-fit) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./kubernetes.md)*
+  - **(2022)** [economictimes.indiatimes.com: Thoughtworks XConf Tech Talk Series: Serverless vs. Kubernetes when deploying microservices](https://economictimes.indiatimes.com/tech/technology/thoughtworks-xconf-tech-talk-series-serverless-vs-kubernetes-when-deploying-microservices/articleshow/89085544.cms) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./serverless.md)*
+  - **(2022)** [custom-pod-autoscaler](https://github.com/jthomperoo/custom-pod-autoscaler) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2022)** [acorn-io/acorn](https://github.com/obot-platform/obot) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2022)** [github.com/jetpack-io/launchpad ⭐](https://github.com/jetify-com/launchpad) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2022)** [thenewstack.io: ZeroLB, a New Decentralized Pattern for Load Balancing](https://thenewstack.io/zerolb-a-new-decentralized-pattern-for-load-balancing) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./kubernetes-networking.md)*
+  - **(2022)** [getenroute.io: Drive API Security At Kubernetes Ingress Using Helm And Envoy 🌟](https://docs.getenroute.io) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-networking.md)*
+  - **(2022)** [mlops.community: MLOps Simplified: orchestrating ML pipelines with infrastructure abstraction. Enabled by Flyte](https://mlops.community/blog/flyte-mlops-simplified) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./mlops.md)*
+  - **(2022)** [bea.stollnitz.com: Creating batch endpoints in Azure ML](https://bea.stollnitz.com/blog/aml-batch-endpoint) 🌟🌟🌟 [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2022)** [thomasthornton.cloud: Building and deploying to an AKS cluster using Terraform and Azure DevOps with Kubernetes and Helm providers](https://thomasthornton.cloud/building-and-deploying-to-an-aks-cluster-using-terraform-and-azure-devops-with-kubernetes-and-helm-providers) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2022)** [testguild.com: Pipeline as Code with Mohamed Labouardy](https://testguild.com/podcast/a345-mohamed) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./cicd.md)*
+  - **(2022)** [world.hey.com: Another REST vs GraphQL comparison](https://world.hey.com/sammy.henningsson/another-rest-vs-graphql-comparison-8e8357bb) 🌟🌟🌟 [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
+  - **(2022)** [medium.com/geekculture: Continuous Deployment with Azure DevOps Pipelines and Kubernetes](https://medium.com/geekculture/continuous-deployment-with-azure-devops-pipelines-and-kubernetes-12fe1c70b343) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./azure.md)*
+  - **(2022)** [cloudtechtwitter.com: Pattern: API Gateway / Backends for Frontends](https://www.cloudtechtwitter.com/2022/05/pattern-api-gateway-backends-for.html) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./developerportals.md)*
+  - **(2022)** [automationreinvented.blogspot.com: kubernetes posts](https://automationreinvented.blogspot.com/search/label/Kubernetes?m=1) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./interview-questions.md)*
+  - **(2022)** [thenewstack.io: Deploy Stateful Workloads on Kubernetes with Ondat and FluxCD](https://thenewstack.io/deploy-stateful-workloads-on-kubernetes-with-ondat-and-fluxcd) 🌟🌟🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./flux.md)*
+  - **(2021)** [thenewstack.io: What Workloads Do Businesses Run on Kubernetes?](https://thenewstack.io/what-workloads-do-businesses-run-on-kubernetes) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./kubernetes.md)*
+  - **(2021)** [vadosware.io: So you need to wait for some Kubernetes resources?](https://vadosware.io/post/so-you-need-to-wait-for-some-kubernetes-resources) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2021)** [freecodecamp.org: Learn Kubernetes and Start Containerizing Your Applications](https://www.freecodecamp.org/news/learn-kubernetes-and-start-containerizing-your-applications) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./kubernetes.md)*
+  - **(2021)** [cloud.redhat.com: Getting Started in OpenShift 🌟](https://www.redhat.com/en/blog/getting-started-in-openshift) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./ocp4.md)*
+  - **(2021)** [venturebeat.com: Red Hat gives an ARM up to OpenShift Kubernetes operations](https://venturebeat.com/data-infrastructure/red-hat-gives-an-arm-up-to-openshift-kubernetes-operations) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./ocp4.md)*
+  - **(2021)** [xenonstack.com: Serverless Architecture with OpenFaaS and Java](https://www.xenonstack.com/blog/serverless-open-faas-java) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./serverless.md)*
+  - **(2021)** [c-sharpcorner.com: Why and When to use Azure Functions](https://www.c-sharpcorner.com/article/why-and-when-to-use-azure-functions) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./serverless.md)*
+  - **(2021)** [stackify.com: What Is Function-as-a-Service? Serverless Architectures Are Here!](https://stackify.com/function-as-a-service-serverless-architecture) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./serverless.md)*
+  - **(2021)** [fathomtech.io: Microservices vs. Serverless](https://fathomtech.io/blog/microservices-vs-serverless) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./serverless.md)*
+  - **(2021)** [versusmind.eu: Dapr - a serverless runtime for distributed applications 🌟](https://versusmind.eu/dapr-a-serverless-runtime-for-distributed-applications) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./serverless.md)*
+  - **(2021)** [dev.to: Running Dapr on Kubernetes](https://dev.to/cvitaa11/running-dapr-on-kubernetes-89g) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./serverless.md)*
+  - **(2021)** [ssbostan/jenkins-stack-kubernetes 🌟](https://github.com/ssbostan/jenkins-stack-kubernetes) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./jenkins.md)*
+  - **(2021)** [tekline 🌟](https://github.com/joyrex2001/tekline) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2021)** [Jetstack Secure Agent 🌟🌟](https://github.com/jetstack/jetstack-secure) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2021)** [abahmed/kwatch](https://github.com/abahmed/kwatch) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2021)** [thenewstack.io: Ingress Controllers: The More the Merrier](https://thenewstack.io/ingress-controllers-the-more-the-merrier) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./kubernetes-networking.md)*
+  - **(2021)** [thenewstack.io: Ingress Controllers: The Swiss Army Knife of Kubernetes](https://thenewstack.io/ingress-controllers-the-swiss-army-knife-of-kubernetes) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./kubernetes-networking.md)*
+  - **(2021)** [dev.to: Tune up your Kubernetes Application Performance with a small DNS Configuration](https://dev.to/imjoseangel/tune-up-your-kubernetes-application-performance-with-a-small-dns-configuration-1o46) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./kubernetes-networking.md)*
+  - **(2021)** [haproxy.com: Announcing HAProxy Kubernetes Ingress Controller 1.5 🌟](https://www.haproxy.com/blog/announcing-haproxy-kubernetes-ingress-controller-1-5) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-networking.md)*
+  - **(2021)** [devclass.com: HAProxy Ingress Controller 1.5 introduces mTLS support, gives load balancing experts more power](https://www.devclass.com/containers/2021/01/26/haproxy-ingress-controller-15-introduces-mtls-support-gives-load-balancing-experts-more-power/1619777) 🌟🌟🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-networking.md)*
+  - **(2021)** [thenewstack.io: How a Service Mesh Can Help DevOps Achieve Business Goals](https://thenewstack.io/how-service-mesh-can-help-devops-achieve-business-goals) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./servicemesh.md)*
+  - **(2021)** [opensource.com: Why you should care about service mesh](https://opensource.com/article/21/3/service-mesh) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./servicemesh.md)*
+  - **(2021)** [thenewstack.io: Service Meshes in the Cloud Native World](https://thenewstack.io/service-meshes-in-the-cloud-native-world) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./servicemesh.md)*
+  - **(2021)** [itnext.io: Stupid Simple Service Mesh β€” What, When, Why 🌟](https://itnext.io/stupid-simple-service-mesh-what-when-why-e9be9e5f4d41) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./servicemesh.md)*
+  - **(2021)** [koyeb.com: Service Mesh and Microservices: Improving Network Management and Observability](https://www.koyeb.com/blog/service-mesh-and-microservices-improving-network-management-and-observability) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./servicemesh.md)*
+  - **(2021)** [learnsteps.com: What is a service mesh? Is it born with Kubernetes?](https://www.learnsteps.com/what-is-a-service-mesh-is-it-born-with-kubernetes) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./servicemesh.md)*
+  - **(2021)** [itnext.io: Service Mesh Testing β€” Tools & Frameworks (Open Source)](https://itnext.io/service-mesh-testing-tools-frameworks-open-source-7904ee222298) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./servicemesh.md)*
+  - **(2021)** [containerjournal.com: Linkerd’s CNCF Graduation Due to its Simplicity](https://cloudnativenow.com/features/linkerds-cncf-graduation-due-to-its-simplicity) 🌟🌟🌟 [COMMUNITY-TOOL] [RUST CONTENT] β€” *Go to [Section](./servicemesh.md)*
+  - **(2021)** [buoyant.io: Go directly to namespace jail: Locking down network traffic between Kubernetes namespaces](https://www.buoyant.io/blog/locking-down-network-traffic-between-kubernetes-namespaces) 🌟🌟🌟 [COMMUNITY-TOOL] [RUST CONTENT] β€” *Go to [Section](./servicemesh.md)*
+  - **(2021)** [dev.to: Linkerd and GitOps](https://dev.to/thenjdevopsguy/linkerd-and-gitops-115a) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./servicemesh.md)*
+  - **(2021)** [devops.com: How Are API Management and Service Mesh Different?](https://devops.com/how-are-api-management-and-service-mesh-different) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./servicemesh.md)*
+  - **(2021)** [medianova.com: Service Mesh vs. API Gateway](https://www.medianova.com/service-mesh-vs-api-gateway) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./servicemesh.md)*
 
-*... and 11141 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
+*... and 1664 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
 

 
 
@@ -817,110 +622,110 @@
 ## Legacy
 
 

-Click to view top 100 of 595 resources under Legacy
+Click to view top 100 of 118 resources under Legacy
 
-  - **(2026)** [==Azure/azure-workload-identity==](https://github.com/Azure/azure-workload-identity) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==Pluto is a cli tool to help discover deprecated apiVersions in Kubernetes 🌟==](https://github.com/FairwindsOps/pluto) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==testkube.io 🌟==](https://testkube.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==SMB CSI Driver for Kubernetes==](https://github.com/kubernetes-csi/csi-driver-smb) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
-  - **(2026)** [==github.com/yandex-cloud: CSI for S3==](https://github.com/yandex-cloud/k8s-csi-s3) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
   - **(2026)** [==Awesome Java 🌟==](https://github.com/akullpp/awesome-java) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2026)** [==Markdown Cheat Sheet 4==](https://github.com/adam-p/markdown-here/wiki/Markdown-Cheatsheet) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [MARKDOWN CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2026)** [==Flag export deprecated in kubernetes 1.14==](https://github.com/kubernetes/kubernetes/pull/73787) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubectl-commands.md)*
-  - **(2026)** [==Weave Kubernetes System Control - wksctl==](https://github.com/weaveworks/wksctl) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./gitops.md)*
-  - **(2026)** [==buildkit==](https://docs.docker.com/build) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./docker.md)*
-  - **(2026)** [==github.com/awslabs: Kubernetes Migration Factory User Guide 🌟==](https://github.com/awslabs/aws-kubernetes-migration-factory) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [PYTHON CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-  - **(2026)** [==github.com/rebataur/djkube==](https://github.com/rebataur/fskube) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-  - **(2026)** [==Damn==](https://github.com/nokia/danm) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-networking.md)*
-  - **(2026)** [==sherifabdlnaby/kubephp==](https://github.com/sherifabdlnaby/kubephp) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [PHP CONTENT] β€” *Go to [Section](./container-managers.md)*
-  - **(2026)** [==Kubeinit 🌟==](https://github.com/kubeinit/kubeinit) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [PYTHON/ANSIBLE CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
-  - **(2025)** [==tfenv==](https://github.com/tfutils/tfenv) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [BASH CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2024)** [==github.com/terraform-linters/tflint==](https://github.com/terraform-linters/tflint/releases/tag/v0.51.0) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2024)** [==github.com/Azure/Enterprise-Scale: ALZ AMA Update==](https://github.com/Azure/Enterprise-Scale/wiki/ALZ-AMA-Update) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” *Go to [Section](./azure.md)*
-  - **(2024)** [==Bridge to Kubernetes 🌟==](https://github.com/microsoft/mindaro) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2024)** [==AWS WAF sample rules==](https://github.com/amazon-archives/aws-waf-sample) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JSON CONTENT] β€” *Go to [Section](./aws-security.md)*
-  - **(2024)** [==github: Weave Net - Weaving Containers into Applications==](https://github.com/weaveworks/weave) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./gitops.md)*
-  - **(2024)** [==Prometheus JMX Exporter 🌟==](https://github.com/prometheus/jmx_exporter) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./prometheus.md)*
-  - **(2024)** [==grafana/agent: Grafana Agent==](https://github.com/grafana/agent) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./grafana.md)*
+  - **(2026)** [==sherifabdlnaby/kubephp==](https://github.com/sherifabdlnaby/kubephp) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [PHP CONTENT] β€” *Go to [Section](./docker.md)*
   - **(2024)** [==github.com/VikParuchuri/surya==](https://github.com/datalab-to/surya) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
-  - **(2024)** [==uber/kraken==](https://github.com/uber/kraken) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./registries.md)*
-  - **(2023)** [==Hierarchical namespaces==](https://github.com/kubernetes-retired/multi-tenancy/tree/master/incubator/hnc) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2023)** [==KubeCarrier - Service Management at Scale==](https://github.com/kubermatic/kubecarrier) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2023)** [==terraform.io: Creation-Time Provisioners 🌟==](https://developer.hashicorp.com/terraform/language/provisioners) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [==vmware-tanzu/octant==](https://github.com/vmware-archive/octant) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
+  - **(2024)** [==grafana/agent: Grafana Agent==](https://github.com/grafana/agent) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./grafana.md)*
+  - **(2024)** [==Bridge to Kubernetes 🌟==](https://github.com/microsoft/mindaro) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
   - **(2023)** [==space-cloud: Develop, Deploy and Secure Serverless Apps on Kubernetes.==](https://github.com/spacecloud-io/space-cloud) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2023)** [==Saffire==](https://github.com/FairwindsOps/saffire) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2023)** [==openshift-applier==](https://github.com/redhat-cop/openshift-applier) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [ANSIBLE CONTENT] β€” *Go to [Section](./gitops.md)*
-  - **(2023)** [==redhat.com: An Architect's guide to APIs: SOAP, REST, GraphQL, and gRPC 🌟==](https://www.redhat.com/en/blog/apis-soap-rest-graphql-grpc) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [LEGACY] β€” *Go to [Section](./api.md)*
-  - **(2023)** [==IngressMonitorController (Deprecated)==](https://github.com/stakater/IngressMonitorController) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
-  - **(2023)** [==github.com/ondat/trousseau==](https://github.com/ondat/trousseau) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-security.md)*
   - **(2023)** [==github - fabric8, maven plugin==](https://github.com/fabric8io/fabric8-maven-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./openshift-pipelines.md)*
-  - **(2023)** [==weaveworks/cluster-api-provider-existinginfra==](https://github.com/weaveworks/cluster-api-provider-existinginfra) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
-  - **(2022)** [==github - using jenkins pipelines with OKD==](https://github.com/openshift/origin/tree/main/examples/jenkins/pipeline) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2023)** [==redhat.com: An Architect's guide to APIs: SOAP, REST, GraphQL, and gRPC 🌟==](https://www.redhat.com/en/blog/apis-soap-rest-graphql-grpc) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [LEGACY] β€” *Go to [Section](./api.md)*
   - **(2022)** [==openpitrix 🌟==](https://github.com/openpitrix/openpitrix) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2022)** [==k8s-security-policies==](https://github.com/raspbernetes/k8s-security-policies) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [YAML CONTENT] β€” *Go to [Section](./securityascode.md)*
-  - **(2021)** [==vmware-tanzu/buildkit-cli-for-kubectl (kubectl plugin)==](https://github.com/vmware-archive/buildkit-cli-for-kubectl) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubectl-commands.md)*
+  - **(2021)** [==DAST operator==](https://github.com/banzaicloud/dast-operator) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2021)** [==k8s Spot Rescheduler==](https://github.com/pusher/k8s-spot-rescheduler) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2021)** [==Kip, the Kubernetes Cloud Instance Provider==](https://github.com/elotl/kip) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2021)** [==DAST operator==](https://github.com/banzaicloud/dast-operator) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2021)** [==sheaf==](https://github.com/bryanl/sheaf) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2021)** [==github.com: dnsconfig-injector - Mutating Admission Webhook for dnsconfig' pod injection==](https://github.com/karampok/dnsconfig-injector) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2021)** [==github: Flux==](https://github.com/fluxcd/flux) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./flux.md)*
-  - **(2021)** [==Jenkins pipeline shared library for the project Elastic APM 🌟==](https://github.com/elastic/apm-pipeline-library) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./monitoring.md)*
-  - **(2021)** [==github.blog: Token authentication requirements for Git operations==](https://github.blog/security/application-security/token-authentication-requirements-for-git-operations) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” *Go to [Section](./git.md)*
-  - **(2021)** [==blog.gitguardian.com: Rewriting your git history, removing files permanently - cheatsheet & guide==](https://blog.gitguardian.com/rewriting-git-history-cheatsheet) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [LEGACY] β€” *Go to [Section](./git.md)*
-  - **(2021)** [==github/hub 🌟==](https://github.com/mislav/hub) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2021)** [==proferosec/log4jScanner==](https://github.com/proferosec/log4jScanner) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./devsecops.md)*
-  - **(2021)** [==yahoo/check-log4j==](https://github.com/yahoo/check-log4j) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./devsecops.md)*
-  - **(2021)** [==Maelstromage/Log4jSherlock==](https://github.com/Maelstromage/Log4jSherlock) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [PYTHON CONTENT] β€” *Go to [Section](./devsecops.md)*
-  - **(2021)** [==radondb/radondb-clickhouse-kubernetes==](https://github.com/radondb/radondb-clickhouse-kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2020)** [==github.com/aws-samples/aws-training-demo==](https://github.com/amazon-archives/aws-training-demo) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JAVASCRIPT CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2020)** [==Krane 🌟==](https://github.com/appvia/krane) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [RUBY CONTENT] β€” *Go to [Section](./kubernetes-security.md)*
-  - **(2020)** [==Simplenetes==](https://github.com/simplenetes-io/simplenetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-alternatives.md)*
   - **(2020)** [==swarmlet/swarmlet: Swarmlet==](https://github.com/swarmlet/swarmlet) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [BASH CONTENT] β€” *Go to [Section](./kubernetes-alternatives.md)*
-  - **(2020)** [==kubectl-debug==](https://github.com/aylei/kubectl-debug) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” *Go to [Section](./kubernetes-troubleshooting.md)*
-  - **(2020)** [==Jenkins==](https://github.com/helm/charts/tree/master/stable/jenkins) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [YAML CONTENT] β€” *Go to [Section](./helm.md)*
-  - **(2020)** [==Frakti==](https://github.com/kubernetes-retired/frakti) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./container-managers.md)*
-  - **(2020)** [==gini/dexter==](https://github.com/gini/dexter) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-security.md)*
-  - **(2020)** [==Sonatype Nexus Community: Nexus Kubernetes OpenShift 🌟==](https://github.com/sonatype-nexus-community/nexus-kubernetes-openshift) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [YAML CONTENT] β€” *Go to [Section](./registries.md)*
-  - **(2020)** [==GitHub: Nexus-CLI==](https://github.com/mlabouardy/nexus-cli) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./registries.md)*
-  - **(2020)** [==Configure Docker Service To Use Insecure Registry==](https://github.com/Juniper/contrail-docker/wiki/Configure-docker-service-to-use-insecure-registry) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [MARKDOWN CONTENT] β€” *Go to [Section](./registries.md)*
-  - **(2018)** [==github: Steps I used to install Nagios in the cloud==](https://github.com/andrewpuch/nagios_setup) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [SHELL CONTENT] β€” *Go to [Section](./aws-monitoring.md)*
-  - **(2018)** [==github.com/cinhtau/sonatype-nexus-waffle==](https://github.com/cinhtau/sonatype-nexus-waffle) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./registries.md)*
-  - **(2026)** [**kubevirt**](https://github.com/kubevirt/kubevirt) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [**kalilinuxtutorials.com: Ldsview : Offline search tool for LDAP directory dumps in LDIF format**](https://kalilinuxtutorials.com/ldsview) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [**Bors-ng: A merge bot for GitHub Pull Requests**](https://github.com/bors-ng/bors-ng) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [ELIXIR CONTENT] β€” *Go to [Section](./git.md)*
+  - **(2020)** [==Jmeter==](https://github.com/helm/charts/tree/master/stable/distributed-jmeter) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [YAML CONTENT] β€” *Go to [Section](./helm.md)*
   - **(2026)** [**Red Hat AMQ**](https://www.redhat.com/en/technologies/jboss-middleware/amq) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)*
-  - **(2025)** [**doitintl/kube-no-trouble: kubent ⭐⭐⭐**](https://github.com/doitintl/kube-no-trouble) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2025)** [**Copy Artifact**](https://plugins.jenkins.io/copyartifact) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2025)** [**Helmsman: Helm Charts as Code 🌟**](https://github.com/mkubaczyk/helmsman) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [GO CONTENT] β€” *Go to [Section](./helm.md)*
-  - **(2024)** [**github.com/Azure/terraform-azurerm-caf-enterprise-scale**](https://github.com/Azure/terraform-azurerm-caf-enterprise-scale) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2024)** [**learn.microsoft.com: Classic subscription administrator roles, Azure roles, and Azure AD roles**](https://learn.microsoft.com/en-us/azure/role-based-access-control/rbac-and-directory-admin-roles) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./azure.md)*
-  - **(2024)** [**learn.microsoft.com: Application registration permissions for custom roles in Azure Active Directory**](https://learn.microsoft.com/en-us/entra/identity/role-based-access-control/custom-available-permissions) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./azure.md)*
-  - **(2024)** [**Accessing External Services Using Egress Router**](https://www.redhat.com/en/blog/accessing-external-services-using-egress-router) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./openshift.md)*
-  - **(2024)** [**Declarative Pipeline Migration Assistant 🌟**](https://plugins.jenkins.io/declarative-pipeline-migration-assistant) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2024)** [**postman.com: API versioning**](https://www.postman.com/api-platform/api-versioning) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [LEGACY] β€” *Go to [Section](./api.md)*
-  - **(2024)** [**github.com/databrickslabs/ucx: Databricks Labs UCX**](https://github.com/databrickslabs/ucx) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-bigdata.md)*
-  - **(2023)** [**devops.com: How to Migrate Existing Infrastructure to Terraform**](https://devops.com/how-to-migrate-existing-infrastructure-to-terraform) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [**deloitte.com/de: EMEA Center of Excellence for Application Modernization and Migration**](https://www.deloitte.com/de/de/services/consulting/services/center-of-excellence-application-modernization.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [GERMAN CONTENT] β€” *Go to [Section](./introduction.md)*
-  - **(2023)** [**github.com/Shopify/kubeaudit 🌟🌟**](https://github.com/Shopify/kubeaudit) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-security.md)*
+  - **(2026)** [**Bors-ng: A merge bot for GitHub Pull Requests**](https://github.com/bors-ng/bors-ng) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [ELIXIR CONTENT] β€” *Go to [Section](./git.md)*
   - **(2023)** [**infoworld.com: What to do when your devops team is downsized**](https://www.infoworld.com/article/2337651/what-to-do-when-your-devops-team-is-downsized.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [EN CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2022)** [**nedinthecloud.com: Replacing The Template Cloudinit Config Data Source**](https://nedinthecloud.com/2022/01/18/replacing-the-template_cloudinit_config-data-source) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2022)** [**techcommunity.microsoft.com: CICD in Synapse SQL: How to deliver your database objects across multiple environments**](https://techcommunity.microsoft.com/blog/azuresynapseanalyticsblog/cicd-in-synapse-sql-how-to-deliver-your-database-objects-across-multiple-environ/3267507) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./azure.md)*
-  - **(2022)** [**simform.com: Cloud Migration ebook**](https://www.simform.com/cloud-migration-ebook) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./introduction.md)*
-  - **(2022)** [**cloud.redhat.com: How to Modernize Virtualized Workloads 🌟**](https://www.redhat.com/en/blog/how-to-modernize-virtualized-workloads) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./introduction.md)*
-  - **(2022)** [**howtogeek.com: When Not to Use Docker: Cases Where Containers Don’t Help 🌟**](https://www.howtogeek.com/devops/when-not-to-use-docker-cases-where-containers-dont-help) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./introduction.md)*
-  - **(2022)** [**infoq.com: 9 Ways to Fail at Cloud Native**](https://www.infoq.com/presentations/fail-cloud-native-migration) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./introduction.md)*
-  - **(2022)** [****k3OS****](https://github.com/rancher/k3os) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [GO CONTENT] β€” *Go to [Section](./rancher.md)*
-  - **(2022)** [**How to Evolve from RDBMS to NoSQL + SQL 🌟**](https://www.linkedin.com/pulse/how-evolve-from-rdbms-nosql-sql-jim-scott) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./nosql.md)*
-  - **(2022)** [**serverlessguru.com: Enterprise Serverless Adoption 🌟**](https://www.sls.guru/blog/enterprise-serverless-adoption) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./serverless.md)*
-  - **(2022)** [**APIs published, APIs consumed: mainstream enterprises increasingly behave like software vendors**](https://www.zdnet.com/article/apis-published-apis-consumed-mainstream-enterprises-increasingly-behave-like-software-vendors) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./api.md)*
-  - **(2022)** [**devops.com: Web Application Security is not API Security 🌟**](https://devops.com/web-application-security-is-not-api-security) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
   - **(2022)** [**Migrating CI/CD from Jenkins to Argo Workflows**](https://dev.to/intuitdev/migrating-cicd-from-jenkins-to-argo-1km4) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./argo.md)*
-  - **(2022)** [**automationqahub.com: The Ultimate List of Cypress Interview Questions**](https://automationqahub.com/common-cypress-interview-questions) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [JAVASCRIPT CONTENT] β€” *Go to [Section](./interview-questions.md)*
-  - **(2022)** [**kubebyexample.com: Migrating to Kubernetes with Open Source Tools (Konveyor, Tackle, KubeVirt, Forklift) 🌟**](https://kubebyexample.com/community/blog/migrating-to-kubernetes-with-open-source-tools) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
+  - **(2022)** [**devops.com: Web Application Security is not API Security 🌟**](https://devops.com/web-application-security-is-not-api-security) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
+  - **(2021)** [**developers.redhat.com: Containerize .NET for Red Hat OpenShift: Use a Windows VM like a container**](https://developers.redhat.com/blog/2021/04/29/containerize-net-for-red-hat-openshift-use-a-windows-vm-like-a-container) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./ocp4.md)*
+  - **(2021)** [**Easily reuse Tekton and Jenkins X from Jenkins**](https://www.jenkins.io/blog/2021/04/21/tekton-plugin) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./tekton.md)*
+  - **(2021)** [**segmentio/stack**](https://github.com/segmentio/stack) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2021)** [**instrumenta/kubeval**](https://github.com/instrumenta/kubeval) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [GO CONTENT] β€” *Go to [Section](./yaml.md)*
+  - **(2021)** [**Modernize legacy applications with containers, microservices**](https://www.techtarget.com/searchcloudcomputing/feature/Modernize-legacy-applications-with-containers-microservices) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./introduction.md)*
+  - **(2020)** [**konveyor 🌟**](https://konveyor.io) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2020)** [**eclipse.org: Migration Guide for projects using Fabric8 Maven Plugin to Eclipse JKube 🌟**](https://eclipse.dev/jkube/docs/migration-guide) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./maven-gradle.md)*
+  - **(2026)** [Payara](https://hub.docker.com/r/payara/server-full) 🌟🌟🌟 [LEGACY] β€” *Go to [Section](./java_app_servers.md)*
+  - **(2023)** [nathannellans.com: Azure Application Gateway - Part 1 🌟](https://www.nathannellans.com/post/azure-application-gateway-part-1) 🌟🌟🌟 [LEGACY] β€” *Go to [Section](./azure.md)*
+  - **(2023)** [orchest.io](https://orchest.io) 🌟🌟🌟 [LEGACY] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
+  - **(2022)** [Kspan - Turning Kubernetes Events into spans 🌟](https://github.com/weaveworks-experiments/kspan) 🌟🌟🌟 [EMERGING] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2022)** [Ansistrano](https://github.com/ansistrano) 🌟🌟🌟 [LEGACY] [YAML CONTENT] β€” *Go to [Section](./ansible.md)*
+  - **(2022)** [slideshare.net: Migrating Java JBoss EAP Applications to Kubernetes With' S2I](https://www.slideshare.net/KonveyorIO/migrating-java-jboss-eap-applications-to-kubernetes-with-s2i) 🌟🌟🌟 [LEGACY] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
+  - **(2021)** [thenewstack.io: This Week in Programming: Kubernetes from Day One? 🌟](https://thenewstack.io/this-week-in-programming-kubernetes-from-day-one) 🌟🌟🌟 [LEGACY] β€” *Go to [Section](./kubernetes.md)*
+  - **(2021)** [thenewstack.io: Accelerate Kubernetes Adoption with a Service Mesh](https://thenewstack.io/accelerate-kubernetes-adoption-with-a-service-mesh) 🌟🌟🌟 [LEGACY] β€” *Go to [Section](./servicemesh.md)*
+  - **(2020)** [**Google Traffic Director** and the **L7 Internal Load Balancer** Intermingles **Cloud Native** and **Legacy Workloads**](https://thenewstack.io/google-traffic-director-and-the-l7-internal-load-balancer-intermingles-cloud-native-and-legacy-workloads) 🌟🌟🌟 [LEGACY] β€” *Go to [Section](./servicemesh.md)*
+  - **(2020)** [https://github.com/jenkins-x/jenkins-x-openshift-image](https://github.com/jenkins-x/jenkins-x-openshift-image) 🌟🌟🌟 [LEGACY] [DOCKERFILE CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
+  - **(2020)** [developers.redhat.com: Migrating from Fabric8 Maven Plugin to Eclipse JKube 1.0.0](https://developers.redhat.com/blog/2020/09/21/migrating-from-fabric8-maven-plugin-to-eclipse-jkube-1-0-0) 🌟🌟🌟 [LEGACY] β€” *Go to [Section](./maven-gradle.md)*
+  - **(2018)** [Fabric8 Pipeline Library](https://github.com/fabric8io/fabric8-pipeline-library) 🌟🌟🌟 [COMMUNITY-TOOL] [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./openshift-pipelines.md)*
+  - **(2016)** [bitnami-labs/kubewatch](https://github.com/vmware-archive/kubewatch) 🌟🌟🌟 [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [Notary](https://github.com/notaryproject/notary) 🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [GO CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2024)** [github.com/hygieia/Hygieia 🌟](https://github.com/hygieia/Hygieia) 🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2022)** [MagTape](https://github.com/tmobile/magtape) 🌟🌟 [LEGACY] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2022)** [cf-for-k8s](https://github.com/cloudfoundry/cf-for-k8s) 🌟🌟 [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2021)** [InGate: Ingress & Gateway API Controller (Archived)](https://github.com/kubernetes-sigs/ingate) 🌟🌟 [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-networking.md)*
+  - **(2020)** [Corporate culture complicates Kubernetes and container collaboration 🌟](https://www.zdnet.com/article/corporate-culture-complicates-kubernetes-and-container-collaboration) 🌟🌟 [LEGACY] β€” *Go to [Section](./devops.md)*
+  - **(2020)** [github.com/keilerkonzept/aws-secretsmanager-files](https://pkg.go.dev/github.com/keilerkonzept/aws-secretsmanager-files) 🌟🌟 [LEGACY] [GO CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2026)** [harness.io](https://www.harness.io) [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
+  - **(2026)** [thangchung/awesome-dotnet-core](https://github.com/thangchung/awesome-dotnet-core) [LEGACY] [C# CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [Eclipse MicroProfile Project](https://projects.eclipse.org/projects/technology.microprofile) [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2026)** [OpenShift in Azure](https://learn.microsoft.com/en-us/azure/virtual-machines/linux/openshift-container-platform-4x) [LEGACY] β€” *Go to [Section](./public-cloud-solutions.md)*
+  - **(2026)** [Pivotal.io: Pivotal Container Service (PKS), owned by VMware](https://pivotal.io/platform/pivotal-container-service) [LEGACY] β€” *Go to [Section](./public-cloud-solutions.md)*
+  - **(2026)** [**Red Hat Fuse**](https://www.redhat.com/en/products/application-foundations) [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)*
+  - **(2026)** [**Syndesis** open source integration platform](https://syndesis.io) [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)*
+  - **(2024)** [artifacthub.io: Helm Charts - AWX](https://artifacthub.io/packages/search?ts_query_web=awx&sort=relevance&page=1) [LEGACY] [YAML CONTENT] β€” *Go to [Section](./ansible.md)*
+  - **(2024)** [openservicemesh.io](https://openservicemesh.io) [LEGACY] [GO CONTENT] β€” *Go to [Section](./servicemesh.md)*
+  - **(2023)** [serokell.io/blog/kubernetes-guide: A Guide to Kubernetes](https://serokell.io/blog/kubernetes-guide) [LEGACY] β€” *Go to [Section](./kubernetes.md)*
+  - **(2023)** [AWS App2Container: Migrate your Applications to Containers at Scale](https://aws.amazon.com/blogs/architecture/migrate-your-applications-to-containers-at-scale) [LEGACY] β€” *Go to [Section](./aws-architecture.md)*
+  - **(2023)** [Let’s Architect! Architecting microservices with containers](https://aws.amazon.com/blogs/architecture/lets-architect-architecting-microservices-with-containers) [LEGACY] β€” *Go to [Section](./aws-architecture.md)*
+  - **(2023)** [returngis.net: Desplegar AGIC en AKS utilizando workload identity](https://www.returngis.net/2023/05/desplegar-agic-en-aks-utilizando-workload-identity) [LEGACY] [BASH CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2023)** [medium.com/@pauldotyu: Effortlessly Deploy to AKS with Open Source Tools Draft and Acorn](https://medium.com/@pauldotyu/app-to-aks-with-draft-and-acorn-2d25f19649b7) [LEGACY] [BASH CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2022)** [dynatrace.com: Why conventional observability fails in Kubernetes environmentsβ€”A real-world use case 🌟](https://www.dynatrace.com/news/blog) [LEGACY] β€” *Go to [Section](./monitoring.md)*
+  - **(2022)** [cequence.ai: The OWASP API Security Top 10 From a Real-World Perspective](https://www.cequence.ai/blog/owasp-api-security-top-10-from-a-real-world-perspective) [LEGACY] β€” *Go to [Section](./devsecops.md)*
+  - **(2022)** [aws.amazon.com/app-mesh](https://aws.amazon.com/app-mesh) [LEGACY] β€” *Go to [Section](./aws-miscellaneous.md)*
+  - **(2022)** [Serverless: The Future of Software Architecture?](https://acg-notice.pluralsight.com) [LEGACY] β€” *Go to [Section](./aws-serverless.md)*
+  - **(2021)** [developers.redhat.com: Message broker integration made simple with Red Hat Fuse](https://developers.redhat.com/blog/2021/01/08/message-broker-integration-made-simple-with-red-hat-fuse) [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2021)** [developers.redhat.com: Modernizing applications with Apache Camel, JavaScript, and Red Hat OpenShift](https://developers.redhat.com/articles/2021/07/26/modernizing-applications-apache-camel-javascript-and-red-hat-openshift) [LEGACY] [JAVASCRIPT CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2021)** [wideops.com: Kubernetes best practices: Setting up health checks with readiness and liveness probes](https://wideops.com) [LEGACY] β€” *Go to [Section](./kubernetes.md)*
+  - **(2021)** [itnext.io: Kubernetes Probes: Startup, Liveness, Readiness](https://itnext.io/kubernetes-probes-startup-liveness-readiness-a9fc9ccff4b2) [LEGACY] β€” *Go to [Section](./kubernetes.md)*
+  - **(2021)** [thenewstack.io: OpenTelemetry Gaining Traction from Companies and Vendors](https://thenewstack.io/opentelemetry-gaining-traction-from-companies-and-vendors) [LEGACY] [MARKDOWN CONTENT] β€” *Go to [Section](./monitoring.md)*
+  - **(2021)** [Mininimum elasticsearch requirement is 6.2.x or higher](https://www.elastic.co/support/matrix) [LEGACY] [MARKDOWN CONTENT] β€” *Go to [Section](./monitoring.md)*
+  - **(2021)** [Elastic APM Server Docker image](https://github.com/sls-dev1/openshift-elastic-apm-server) [LEGACY] [DOCKERFILE CONTENT] β€” *Go to [Section](./monitoring.md)*
+  - **(2021)** [blog.cloudsigma.com: Kubernetes DNS Service: A Beginner’s Guide](https://blog.cloudsigma.com/kubernetes-dns-service-a-beginners-guide) [LEGACY] β€” *Go to [Section](./kubernetes-networking.md)*
+  - **(2021)** [containerjournal.com: The What and Why of Cloud-Native Security](https://cloudnativenow.com/editorial-calendar/cloud-native-security/the-what-and-why-of-cloud-native-security) [LEGACY] β€” *Go to [Section](./devsecops.md)*
+  - **(2021)** [thenewstack.io: Find Vulnerabilities in Container Images with Docker Scan](https://thenewstack.io/find-vulnerabilities-in-container-images-with-docker-scan) [LEGACY] β€” *Go to [Section](./devsecops.md)*
+  - **(2021)** [thenewstack.io: How GitOps Benefits from Security-as-Code](https://thenewstack.io/how-gitops-benefits-from-security-as-code) [LEGACY] β€” *Go to [Section](./devsecops.md)*
+  - **(2021)** [Authorizing multi-language microservices with Louketo Proxy](https://developers.redhat.com/blog/2020/08/03/authorizing-multi-language-microservices-with-louketo-proxy) 🌟 [LEGACY] [GO CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2021)** [infracloud.io: Kubernetes Pod Security Policies with Open Policy Agent](https://www.infracloud.io/blogs/kubernetes-pod-security-policies-opa) [LEGACY] β€” *Go to [Section](./devsecops.md)*
+  - **(2021)** [overops.com: Strangler Pattern: How to Deal With Legacy Code During the Container Revolution](https://www.harness.io/products/service-reliability-management) [LEGACY] β€” *Go to [Section](./introduction.md)*
+  - **(2021)** [stackoverflow.blog: Using Kubernetes to rethink your system architecture and ease technical debt 🌟](https://stackoverflow.blog/2021/05/19/rethinking-system-architecture-can-kubernetes-help-to-solve-rewrite-anxiety) 🌟 [LEGACY] β€” *Go to [Section](./introduction.md)*
+  - **(2021)** [thenewstack.io: Monoliths to Microservices: 4 Modernization Best Practices](https://thenewstack.io/monoliths-to-microservices-4-modernization-best-practices-2) [LEGACY] β€” *Go to [Section](./introduction.md)*
+  - **(2021)** [devops.com: Function Automates Conversion of Java Apps to Microservices](https://devops.com/vfunction-automates-conversion-of-java-apps-to-microservices) [LEGACY] β€” *Go to [Section](./introduction.md)*
+  - **(2021)** [devops.com: Best of 2021 – Transform Legacy Java Apps to Microservices](https://devops.com/transform-legacy-java-apps-to-microservices) [LEGACY] β€” *Go to [Section](./introduction.md)*
+  - **(2021)** [thenewstack.io: vFunction Transforms Monolithic Java to Microservices](https://thenewstack.io/vfunction-transforms-monolithic-java-to-microservices) [LEGACY] β€” *Go to [Section](./introduction.md)*
+  - **(2021)** [thenewstack.io: A Digital Transformation Journey in the Banking Sector](https://thenewstack.io/a-digital-transformation-journey-in-the-banking-sector) [LEGACY] β€” *Go to [Section](./api.md)*
+  - **(2021)** [redhat.com: Using Podman and Docker Compose](https://www.redhat.com/en/blog/podman-docker-compose) [LEGACY] [YAML CONTENT] β€” *Go to [Section](./container-managers.md)*
+  - **(2021)** [developers.redhat.com: Making Java programs cloud-ready, Part 1: An incremental approach using Jakarta EE and MicroProfile](https://developers.redhat.com/articles/2021/06/25/making-java-programs-cloud-ready-part-1-incremental-approach-using-jakarta-ee) [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2021)** [developers.redhat.com: Making Java programs cloud-ready, Part 2: Upgrade the legacy Java application to Jakarta EE](https://developers.redhat.com/articles/2021/06/28/making-java-programs-cloud-ready-part-2-upgrade-legacy-java-application-jakarta) [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2021)** [spring.io: A Java 17 and Jakarta EE 9 baseline for Spring Framework 6](https://spring.io/blog/2021/09/02/a-java-17-and-jakarta-ee-9-baseline-for-spring-framework-6) [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2021)** [developers.redhat.com: Quarkus for Spring developers: Getting started 🌟](https://developers.redhat.com/articles/2021/09/20/quarkus-spring-developers-getting-started) [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2021)** [Red Hat Thorntail](https://thorntail.io) [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2021)** [tetrate.io: VM to container communications 101](https://tetrate.io/blog) [LEGACY] β€” *Go to [Section](./istio.md)*
+  - **(2021)** [sufle.io: Adopting GitOps for Enhanced Operations](https://www.sufle.io/blog/adopting-gitops-for-enhanced-operations) [LEGACY] β€” *Go to [Section](./gitops.md)*
+  - **(2021)** [Amazon EFS with Amazon ECS and AWS Fargate – Part 1](https://aws.amazon.com/es/blogs/containers/developers-guide-to-using-amazon-efs-with-amazon-ecs-and-aws-fargate-part-1) [LEGACY] β€” *Go to [Section](./aws-serverless.md)*
+  - **(2021)** [kai-waehner.de: App Modernization and Hybrid Cloud Architectures with Apache Kafka](https://www.kai-waehner.de/blog/2021/03/10/apache-kafka-app-modernization-legacy-hybrid-cloud-native-architecture) [GUIDE] [LEGACY] β€” *Go to [Section](./message-queue.md)*
+  - **(2021)** [docs.fluxcd.io](https://docs.fluxcd.io/en/1.22.2) [LEGACY] β€” *Go to [Section](./flux.md)*
+  - **(2021)** [dotnetcurry.com: Kubernetes for ASP.NET Core Developers – Introduction, Architecture, Hands-On](https://www.dotnetcurry.com/aspnet-core/kubernetes-for-developers) [GUIDE] [LEGACY] [YAML CONTENT] β€” *Go to [Section](./dotnet.md)*
+  - **(2020)** [Bringing Kubernetes’ goodness to Windows Server apps with Anthos](https://cloud.google.com/blog/topics/anthos/windows-server-support-comes-to-anthos-on-prem) [LEGACY] β€” *Go to [Section](./GoogleCloudPlatform.md)*
+  - **(2020)** [developers.redhat.com: Spring Boot to Quarkus migrations and more in Red Hat’s migration toolkit for applications 5.1.0](https://developers.redhat.com/blog/2020/12/08/spring-boot-to-quarkus-migrations-and-more-in-red-hats-migration-toolkit-for-applications-5-1-0) [LEGACY] β€” *Go to [Section](./ocp4.md)*
+  - **(2020)** [network-king.net: IoT use in healthcare grows but has some pitfalls](https://network-king.net/iot-use-in-healthcare-grows-but-has-its-pitfalls) [LEGACY] β€” *Go to [Section](./monitoring.md)*
 
-*... and 495 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
+*... and 18 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
 

 
 
@@ -930,110 +735,40 @@
 ## Spanish Content
 
 

-Click to view top 100 of 212 resources under Spanish Content
+Click to view 31 resources under Spanish Content
 
-  - **(2026)** [==IaC Infrastructure as Code==](https://nubenetes.com/iac) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2026)** [==Kubernetes Storage - Volumes==](https://nubenetes.com/kubernetes-storage) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==Client Libraries for Kubernetes==](https://nubenetes.com/kubernetes-client-libraries) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==Crossplane==](https://nubenetes.com/crossplane) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==Serverless Architectures==](https://nubenetes.com/serverless) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==Gradle Cheat Sheets==](https://nubenetes.com/cheatsheets) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./kubectl-commands.md)*
-  - **(2026)** [==Helm==](https://nubenetes.com/helm) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./kubectl-commands.md)*
+  - **(2026)** [==Kubernetes Storage - Volumes==](https://nubenetes.com/kubernetes-storage/#kubernetes-volumes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==Client Libraries for Kubernetes==](https://nubenetes.com/kubernetes-client-libraries/) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==Serverless Architectures==](https://nubenetes.com/serverless/) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==Gradle Cheat Sheets==](https://nubenetes.com/cheatsheets/) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./kubectl-commands.md)*
+  - **(2026)** [==Helm==](https://nubenetes.com/helm/) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./kubectl-commands.md)*
   - **(2026)** [==codely.tv==](https://codely.com/en) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./elearning.md)*
-  - **(2024)** [==Tabularis: Open Source Desktop Client for Modern Databases with AI and MCP' Integration==](https://github.com/TabularisDB/tabularis/blob/main/README.es.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./databases.md)*
   - **(2024)** [==NodeJS Best Practices (Spanish Translation)==](https://github.com/goldbergyoni/nodebestpractices/blob/spanish-translation/README.spanish.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./golang.md)*
   - **(2024)** [==genbeta.com: Hace 20 aΓ±os, este correo de Jeff Bezos en Amazon cambiΓ³ para siempre la forma en que programamos apps==](https://www.genbeta.com/desarrollo/hace-22-anos-este-correo-jeff-bezos-amazon-cambio-para-siempre-forma-que-programamos-apps) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./api.md)*
-  - **(2023)** [==mariocortes.net: La crisis de seniority==](https://www.mariocortes.net/la-crisis-de-seniority) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
   - **(2022)** [==estrategiadeproducto.com: La espiral de mierda==](https://www.estrategiadeproducto.com/p/evitar-caer-espiral-de-mierda) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2026)** [**DevOps Tools**](https://nubenetes.com/devops-tools) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SPANISH CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2026)** [**NoOps**](https://nubenetes.com/noops) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SPANISH CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2026)** [**BBVA API Market**](https://www.bbvaapimarket.com/es) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SPANISH CONTENT] β€” *Go to [Section](./developerportals.md)*
-  - **(2026)** [**Keptn**](https://nubenetes.com/keptn) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SPANISH CONTENT] β€” *Go to [Section](./devops-tools.md)*
-  - **(2024)** [**xataka.com: El Excel se ha usado en la FΓ³rmula 1 hasta que se han dado cuenta que no es la mejor forma de controlar las 20.000 piezas del coche**](https://www.xataka.com/automovil/excel-se-ha-usado-formula-1-que-se-han-dado-cuenta-que-no-mejor-forma-controlar-20-000-piezas-coche) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SPANISH CONTENT] β€” *Go to [Section](./customer.md)*
-  - **(2024)** [**redhat.com: OpenShift Backup and Recovery with Kasten K10**](https://www.redhat.com/es/blog) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SPANISH CONTENT] β€” *Go to [Section](./ansible.md)*
-  - **(2023)** [**businessinsider.es: Avanzar en la carrera profesional y conseguir ascensos dentro de la empresa serΓ‘ mucho mΓ‘s difΓ­cil para las personas que teletrabajan, segΓΊn el CEO de IBM**](https://www.businessinsider.es/desarrollo-profesional/teletrabajar-perjudica-carrera-profesional-posibles-ascensos-1240782) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2023)** [**genbeta.com: Un ex-CEO, sobre el origen de tener gente que ni hace falta en las empresas: β€œContratas a alguien, y lo primero que hace es contratar"**](https://www.genbeta.com/actualidad/ex-ceo-origen-tener-gente-que-hace-falta-empresas-contratas-a-alguien-primero-que-hace-contratar-1) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2022)** [**lavanguardia.com: La delgada lΓ­nea roja del liderazgo: de la cercanΓ­a al compadreo**](https://www.lavanguardia.com/economia/20220223/8075492/liderazgo-empresa-jefes-empleados-cercania-decisiones.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2022)** [**businessinsider.es: La brillante explicaciΓ³n de Steve Jobs sobre por quΓ© los buenos empleados renuncian al trabajo**](https://www.businessinsider.es/desarrollo-profesional/explicacion-steve-jobs-buenos-empleados-renuncian-trabajo-1137601) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2022)** [**blogs.elconfidencial.com: Los espaΓ±oles somos mΓ‘s improductivos que nunca y el problema no es de los empleados**](https://www.elconfidencial.com/tecnologia/tribuna/2022-02-12/productividad-tecnologia-startups-apps_3373786) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2022)** [**elconfidencial.com: Esta psicΓ³loga ha estudiado a los capullos de tu empresa y sabe por quΓ© se comportan asΓ­**](https://www.elconfidencial.com/espana/2022-03-18/tessa-west-psicologa-capullos-trabajo_3392185) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2022)** [**smoda.elpais.com: Destacar y venderse no implica trabajar bien: asΓ­ es la nueva batalla por las apariencias del trabajo**](https://smoda.elpais.com/trabajo/apariencias-venderse-trabajo) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2022)** [**magnet.xataka.com: Esclavos de la improductividad: el 70% de las reuniones impiden que los empleados hagan su trabajo**](https://www.xataka.com/magnet/esclavos-improductividad-70-reuniones-impiden-que-empleados-hagan-su-trabajo) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2022)** [**genbeta.com: Las reuniones laborales por videollamada nos agotan: esto es lo que pasa si se eliminan y cambian por chats**](https://www.genbeta.com/actualidad/reuniones-trabajo-nos-agotan-videollamada-se-sabe-que-pasa-se-eliminan-usamos-chats) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2022)** [**estrategiadeproducto.com: La segunda mayor mentira sobre Product Management**](https://www.estrategiadeproducto.com/p/segunda-mayor-mentira-product-management) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2021)** [**AWS Network Firewall – Nuevo Servicio Gestionado de Firewall para VPC**](https://aws.amazon.com/es/blogs/aws-spanish/aws-network-firewall-nuevo-servicio-gestionado-de-firewall-para-vpc) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SPANISH CONTENT] β€” *Go to [Section](./aws-newfeatures.md)*
+  - **(2026)** [**NoOps**](https://nubenetes.com/noops/) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SPANISH CONTENT] β€” *Go to [Section](./devops.md)*
+  - **(2026)** [**Keptn**](https://nubenetes.com/keptn/) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SPANISH CONTENT] β€” *Go to [Section](./devops-tools.md)*
   - **(2021)** [**xataka.com: Hasta AWS se pasa al low-code: Workflow Studio es su primera herramienta de desarrollo de bajo cΓ³digo**](https://www.xataka.com/pro/aws-se-pasa-al-low-code-workflow-studio-su-primera-herramienta-desarrollo-codigo) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SPANISH CONTENT] β€” *Go to [Section](./aws-newfeatures.md)*
-  - **(2021)** [**scrum.org: Posturas del Product Owner**](https://www.scrum.org/resources/blog/posturas-del-product-owner) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2020)** [**scrum.org: Scrum no es una metodologΓ­a, es un marco de trabajo**](https://www.scrum.org/resources/blog/scrum-no-es-una-metodologia-es-un-marco-de-trabajo) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2026)** [Cecabank API Market](https://apimarket.cecabank.es) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./developerportals.md)*
-  - **(2026)** [santalucia.es](https://api-market.santalucia.es) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./developerportals.md)*
-  - **(2026)** [muylinux.com](https://www.muylinux.com) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [linuxadictos.com](https://www.linuxadictos.com) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [systemadmin.es](https://systemadmin.es) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [SPANISH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2025)** [Install Java 23 in an Azure DevOps Pipeline](https://www.returngis.net/2025/02/como-instalar-java-23-en-una-pipeline-de-azure-devops) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2024)** [cronicaglobal.elespanol.com: Roberto Ardon (Incepto): "A la IA no se le pueden pedir imposibles"](https://cronicaglobal.elespanol.com/vida/20240604/roberto-ardon-incepto-ia-pueden-pedir-imposibles/860164103_0.html) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./customer.md)*
-  - **(2024)** [hipertextual.com: AsΓ­ es Devin, la inteligencia artificial que programa software de principio a fin](https://hipertextual.com/tecnologia/devin-inteligencia-artificial-programa-software) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./devel-sites.md)*
-  - **(2023)** [computing.es: Retos del outsourcing de servicios IT en EspaΓ±a](https://www.computing.es/mundo-digital/retos-del-outsourcing-de-servicios-it-en-espana) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./recruitment.md)*
-  - **(2023)** [xataka.com: El auge del coche elΓ©ctrico y autΓ³nomo se ha topado con otra barrera: el software. Volkswagen lo sabe bien](https://www.xataka.com/movilidad/auge-coche-electrico-autonomo-se-ha-topado-otra-barrera-software-volkswagen-sabe-bien) 🌟🌟🌟 [LEGACY] [SPANISH CONTENT] β€” *Go to [Section](./customer.md)*
-  - **(2023)** [hibridosyelectricos.com: Tesla recurre a China para aumentar la calidad de fabricaciΓ³n de sus coches elΓ©ctricos](https://www.hibridosyelectricos.com/coches/tesla-recurre-china-calidad-fabricacion-coches-electricos_66230_102.html) 🌟🌟🌟 [LEGACY] [SPANISH CONTENT] β€” *Go to [Section](./customer.md)*
-  - **(2023)** [valenciaplaza.com: El IIS La Fe liderarΓ‘ la direcciΓ³n cientΓ­fica del Nodo Central del Atlas de ImΓ‘genes en CΓ‘ncer](https://valenciaplaza.com/iis-fe-liderara-direccion-cientifica-nodo-central-atlas-imagenes-cancer) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./customer.md)*
-  - **(2022)** [aprenderbigdata.com: Databricks: IntroducciΓ³n a Spark en la nube](https://aprenderbigdata.com/databricks) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes-bigdata.md)*
-  - **(2022)** [cronista.com: CΓ³mo identificar a un mal jefe y quΓ© errores no pueden cometer hoy los lΓ­deres](https://www.cronista.com/apertura/empresas/como-identificar-a-un-mal-jefe-y-que-errores-no-pueden-cometer-hoy-los-lideres) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2022)** [elconfidencial.com: La mejor forma de decirle a tu jefe que estΓ‘s hasta arriba y no puedes mΓ‘s con tanto trabajo](https://www.elconfidencial.com/alma-corazon-vida/2022-02-14/jefe-trabajo-empleo-quemado-no-puedes_3372444) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2022)** [rockcontent.com: Conoce los principales tipos de consultorΓ­a en las que tu negocio puede invertir para explotar su potencial](https://analoghq.ai/blog/es/tipos-de-consultoria) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2022)** [okdiario.com: TelefΓ³nica y Santander despiden a 467 empleados en 2021 por denuncias de compaΓ±eros](https://okdiario.com/economia/telefonica-santander-despiden-467-empleados-2021-denuncias-companeros-8655690) 🌟🌟🌟 [COMMUNITY-TOOL] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2021)** [entrepreneur.com: ΒΏCΓ³mo manejar un equipo que trabaja desde sus casas?](https://spanish.entrepreneur.com) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [ES CONTENT] β€” *Go to [Section](./recruitment.md)*
   - **(2021)** [returngis.net: Acceder a un App Service con Private Endpoint desde otra Vnet](https://www.returngis.net/2021/08/acceder-a-un-app-service-con-private-endpoint-desde-otra-vnet) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [SPANISH CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2021)** [xataka.com: La deuda tΓ©cnica, un lastre para las tecnolΓ³gicas: un estudio seΓ±ala que los informΓ‘ticos pierden casi un dΓ­a de trabajo a la semana para solventarlas](https://www.xataka.com/pro/deuda-tecnica-lastre-para-tecnologicas-estudio-senala-que-informaticos-pierden-casi-dia-trabajo-a-semana-para-solventarlas) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./introduction.md)*
-  - **(2021)** [enter.co: Estos son los 10 lenguajes de programaciΓ³n mΓ‘s populares en 2021](https://www.enter.co/especiales/dev/herramientas-dev/estos-son-los-10-lenguajes-de-programacion-mas-populares-en-2021) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./introduction.md)*
-  - **(2021)** [openwebinars.net: 13 Errores que cometes como Manager](https://openwebinars.net/blog/13-errores-que-cometes-como-manager) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2021)** [pymesyautonomos.com: ΒΏEstΓ‘ trabajando el empleado realmente desde su casa?](https://www.pymesyautonomos.com/management/esta-trabajando-empleado-realmente-su-casa) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2021)** [elfinanciero.com.mx: Tu jefe no siempre tiene la razΓ³n: ΒΏde quΓ© manera puedes contradecirlo?](https://www.elfinanciero.com.mx/empresas/2021/07/06/tu-jefe-no-siempre-tiene-la-razon-de-que-manera-puedes-contradecirlo) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2021)** [blog.trello.com: Consejos para manejar distintos conflictos en un equipo de trabajo](https://blog.trello.com/es/conflictos-en-el-trabajo) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2020)** [cloud.google.com: Crea una canalizaciΓ³n de CI/CD con Azure Pipelines y Compute Engine](https://docs.cloud.google.com/dotnet/docs/creating-cicd-pipeline-vsts-compute-engine) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2020)** [github.com/paliimx: Data Structures and Algorithms implementation in Go](https://github.com/ua-nick/Data-Structures-and-Algorithms) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [LEGACY] [ES CONTENT] β€” *Go to [Section](./golang.md)*
-  - **(2020)** [ituser.es: Las principales habilidades que un arquitecto cloud necesita para triunfar](https://www.ituser.es/opinion/2020/07/las-principales-habilidades-que-un-arquitecto-cloud-necesita-para-triunfar) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./introduction.md)*
-  - **(2020)** [lavanguardia.com: Por quΓ© la transformaciΓ³n digital es mentira 🌟](https://www.lavanguardia.com/economia/20201014/484036217179/transformacion-digital-empresas-foncillas-pf-video-seo-lv.html) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./introduction.md)*
-  - **(2020)** [You Bet That APIs Power DevOps Tools](https://seguridad-informacion.blogspot.com/2020/07/you-bet-that-apis-power-devops-tools.html) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./api.md)*
-  - **(2020)** [xataka.com: IBM se multiplica: la IBM de siempre mantiene el foco en la nube, pero crea una nueva empresa para los servicios de red gestionados 🌟](https://www.xataka.com/pro/ibm-se-parte-dos-109-anos-despues-nube-da-dinero-que-se-creara-empresa-centrada-ella) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./ibm_cloud.md)*
-  - **(2018)** [mamaqueesscrum.com: MamÑ… ΒΏQuΓ© es Scrum?](https://mamaqueesscrum.com/2018/11/12/labores-que-un-product-owner-deberia-hacer-que-no-aparecen-en-la-scrum-guide) 🌟🌟🌟 [LEGACY] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2016)** [bbc.com: Por quΓ© en JapΓ³n los jefes NO felicitan a sus empleados cuando hacen bien su trabajo](https://www.bbc.com/mundo/vert-cap-37270163) 🌟🌟🌟 [COMMUNITY-TOOL] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2023)** [open-bootcamp.com](https://open-bootcamp.com) 🌟🌟 [LEGACY] [SPANISH CONTENT] β€” *Go to [Section](./elearning.md)*
-  - **(2022)** [hays.es: β€˜La Gran Renuncia’: ΒΏpor quΓ© tantos profesionales se estΓ‘n planteando dejar su trabajo?](https://www.hays.es) 🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./recruitment.md)*
-  - **(2022)** [elconfidencial.com: La batalla entre Google y Meta que nadie esperaba: revolucionar la biologΓ­a 🌟](https://www.elconfidencial.com/tecnologia/ciencia/2022-11-18/carrera-google-meta-revolucionar-biologia_3520865) 🌟🌟 [EMERGING] [SPANISH CONTENT] β€” *Go to [Section](./mlops.md)*
-  - **(2021)** [genbeta.com: El software de los coches de Mercedes contiene cΓ³digo abierto y en vez de distribuirlo en GitHub usan un CD](https://www.genbeta.com/desarrollo/software-coches-mercedes-contiene-codigo-abierto-vez-distribuirlo-github-usan-cd) 🌟🌟 [LEGACY] [SPANISH CONTENT] β€” *Go to [Section](./customer.md)*
-  - **(2021)** [genbeta.com: Red Hat Enterprise Linux lanza una versiΓ³n a bajo costo para llegar a mΓ‘s pΓΊblico de sectores de investigaciΓ³n y acadΓ©mico](https://www.genbeta.com/actualidad/red-hat-enterprise-linux-lanza-version-a-costo-para-llegar-a-publico-sectores-investigacion-academico) 🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2021)** [TΓΊneles SSH](https://atareao.es/ubuntu/tuneles-ssh) 🌟🌟 [COMMUNITY-TOOL] [GUIDE] [SPANISH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2020)** [elmanytas.es: Kubernetes para impostores III](https://elmanytas.es/?q=node/358) 🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2020)** [viewnext.com: Front End vs Back End (spanish)](https://www.viewnext.com/front-end-vs-back-end) 🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./introduction.md)*
   - **(2020)** [aws.amazon.com: Automating safe, hands-off deployments 🌟🌟](https://aws.amazon.com/es/builders-library/automating-safe-hands-off-deployments) 🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./cicd.md)*
-  - **(2018)** [genbeta.com: Plastic SCM Mergebot: automatizando tu pipeline de desarrollo](https://www.genbeta.com/desarrollo/plastic-scm-mergebot-automatizando-tu-pipeline-desarrollo) 🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2023)** [businessinsider.es: Uso ChatGPT entre 50 y 70 veces al dΓ­a para todo, desde preparar reuniones hasta quitarme el pegamento de los dedos](https://www.businessinsider.es/tecnologia/uso-chatgpt-50-70-veces-dia-ser-productivo-1228162) 🌟 [CASE STUDY] [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./chatgpt.md)*
-  - **(2020)** [BBVA - DevOps: quΓ© es y cΓ³mo mejorar los procesos gracias a esta estrategia](https://www.bbva.com/es/innovacion/devops-que-es-y-como-mejorar-los-procesos-gracias-a-esta-estrategia) 🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2026)** [elconfidencial.com: Olvida RRHH, ahora es el Departamento de DiversiΓ³n: la infantilizaciΓ³n del paΓ­s de las 6.000 'startups'](https://www.elconfidencial.com/mundo/2023-03-10/milenializacion-mercado-laboral-israeli-startups_3551800) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./hr.md)*
-  - **(2026)** [xataka.com: "Han recomendado calcular cuΓ‘nto dinero queda y al resto despedirles": las startups espaΓ±olas frente a la quiebra de SVB](https://www.xataka.com/empresas-y-economia/han-recomendado-calcular-cuanto-dinero-queda-al-resto-despedirles-startups-espanolas-frente-a-quiebra-svb) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./hr.md)*
-  - **(2026)** [freelance.es](https://freelance.es) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./freelancing.md)*
-  - **(2026)** [xataka.com: AsΓ­ se reparte el mercado cloud: los tres grandes tienen el 63%, los siguientes 10 un 22%](https://www.xataka.com/pro/asi-se-reparte-mercado-cloud-tres-grandes-tienen-63-siguientes-10-22) [CASE STUDY] [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./public-cloud-solutions.md)*
-  - **(2026)** [xataka.com: El talΓ³n de Aquiles de AWS son sus altas tarifas de salida de datos, y sus rivales empiezan a explotarlo: guerra de precios contra el gigante de la nube](https://www.xataka.com/pro/talon-aquiles-aws-sus-altas-tarifas-salida-datos-sus-rivales-empiezan-a-explotarlo-guerra-precios-gigante-nube) [CASE STUDY] [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./public-cloud-solutions.md)*
   - **(2026)** [AWS Kubernetes pricing](https://aws.amazon.com/es/eks/pricing) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./public-cloud-solutions.md)*
   - **(2026)** [Azure Kubernetes pricing](https://azure.microsoft.com/es-es/pricing/details/kubernetes-service) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./public-cloud-solutions.md)*
-  - **(2026)** [20minutos.es: Amazon Web Services vuelve a romper Internet: se ha caΓ­do ya tres veces en el mismo mes y le llueven las crΓ­ticas](https://www.20minutos.es/tecnologia/actualidad/amazon-web-services-vuelve-a-romper-internet-se-ha-caido-ya-tres-veces-en-el-mismo-mes-y-le-llueven-las-criticas-4931834) [CASE STUDY] [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./public-cloud-solutions.md)*
-  - **(2025)** [redhat.com: El concepto de DevOps](https://www.redhat.com/es/topics/devops) [COMMUNITY-TOOL] [ES CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2025)** [returngis.net](https://www.returngis.net) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2024)** [muycomputerpro.com: IngenierΓ­a de plataformas de DevOps: la nueva generaciΓ³n de DevOps](https://www.muycomputerpro.com/2024/01/12/ingenieria-de-plataformas-de-devops-la-nueva-generacion-de-devops) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2024)** [xataka.com: Microsoft no quiere poner todos los huevos en la misma cesta: anuncia una asociaciΓ³n con Mistral AI, la OpenAI de Europa](https://www.xataka.com/robotica-e-ia/microsoft-no-quiere-poner-todos-huevos-cesta-anuncia-asociacion-mistral-ai-openai-europa) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./ai.md)*
-  - **(2024)** [Google Launches Gemini Code Assist, Challenging GitHub Copilot with Generous Free Tier](https://www.xataka.com/robotica-e-ia/google-lanza-misil-github-copilot-su-asistente-programacion-ofrece-mucho-uso-gratuito-que-microsoft) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./chatgpt.md)*
-  - **(2024)** [cope.es: El ejemplo de 'la moneda' con el que entender cΓ³mo funciona un ordenador cuΓ‘ntico: "SerΓ‘ una revoluciΓ³n"](https://www.cope.es/programas/la-linterna/noticias/ejemplo-moneda-con-que-entender-como-funciona-ordenador-cuantico-una-revolucion-20240407_3232557) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./introduction.md)*
-  - **(2024)** [explore.skillbuilder.aws: AWS Skill Builder - IntroducciΓ³n a AWS Data Pipeline (EspaΓ±ol LatinoamΓ©rica) | AWS Technical Essentials (Spanish from Latin America) - Free](https://skillbuilder.aws/search?searchText=aws-technical-essential-spanish-from-latin-america&showRedirectNotFoundBanner=true) [COMMUNITY-TOOL] [GUIDE] [SPANISH CONTENT] β€” *Go to [Section](./aws-training.md)*
-  - **(2024)** [Machine Learning Crash Course](https://developers.google.com/machine-learning/crash-course?hl=es-419) [COMMUNITY-TOOL] [GUIDE] [SPANISH CONTENT] β€” *Go to [Section](./elearning.md)*
-  - **(2023)** [abc.es: Ingenieros DevOps, la pieza clave del engranaje digital de las empresas 🌟](https://www.abc.es/economia/ingenieros-devops-pieza-clave-engranaje-digital-empresas-20230212000148-nt.html) [COMMUNITY-TOOL] [ES CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2023)** [businessinsider.es: Los ingenieros de software estΓ‘n aterrorizados ante la posibilidad de ser sustituidos por la IA](https://www.businessinsider.es/tecnologia/ingenieros-software-estan-aterrorizados-posibilidad-ser-sustituidos-ia-1238112) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./ai.md)*
-  - **(2023)** [forbesargentina.com: Por quΓ© Nvidia, Google y Microsoft apuestan miles de millones en modelos LLM de IA Generativa para biotecnologΓ­a](https://www.forbesargentina.com/innovacion/por-nvidia-google-microsoft-apuestan-miles-millones-modelos-llm-ia-generativa-biotecnologia-n49278) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./ai.md)*
-  - **(2023)** [computerhoy.com: GitHub Copilot X: asΓ­ es la nueva IA parecida a ChatGPT y destinada a ayudar a programadores](https://computerhoy.20minutos.es) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./ai.md)*
-  - **(2023)** [xataka.com: https://www.xataka.com/servicios/copilot-chatgpt-gpt-4-han-cambiado-para-siempre-mundo-programacion-esto-que-opinan-expertos](https://www.xataka.com/servicios/copilot-chatgpt-gpt-4-han-cambiado-para-siempre-mundo-programacion-esto-que-opinan-expertos) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./ai.md)*
-  - **(2023)** [xataka.com: Me hice funcionario siendo ingeniero: quΓ© me da la administraciΓ³n pΓΊblica que no consigue la empresa privada](https://www.xataka.com/especiales/me-hice-funcionario-siendo-ingeniero-que-me-da-administracion-publica-que-no-consigue-empresa-privada-1) [COMMUNITY-TOOL] [ES CONTENT] β€” *Go to [Section](./recruitment.md)*
+  - **(2023)** [dev.to/aws-builders: Un Modelo de EDA: Event Driven Architectures](https://dev.to/aws-builders/un-modelo-de-eda-event-driven-architectures-4d9f) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./introduction.md)*
+  - **(2023)** [returngis.net: Monitorizar aplicaciΓ³n Java con Spring Boot con Azure Application Insights](https://www.returngis.net/2023/04/monitorizar-aplicacion-java-con-spring-boot-con-azure-application-insights) [COMMUNITY-TOOL] [GUIDE] [SPANISH CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2023)** [chakray.com: Por quΓ© API LIFECYCLE MANAGEMENT es imprescindible para la organizaciΓ³n de APIs](https://chakray.com/es/por-que-api-lifecycle-management-imprescindible-api-organizacion) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./developerportals.md)*
+  - **(2023)** [chakray.com: 11 Pasos para lograr una estrategia API Management exitosa](https://chakray.com/es/11-pasos-lograr-estrategia-api-management-exitosa) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./developerportals.md)*
+  - **(2022)** [Kubernetes para principiantes - La guΓ­a definitiva para principiantes absolutos](https://www.youtube.com/playlist?list=PLaR6Rq6Z4IqcKOKT4c0uGkBt3YSRQ9S5v&si=qGpgMP56yagniZx8) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes-tutorials.md)*
+  - **(2022)** [returngis.net: Configurar mΓ‘s de un Application Gateway con AGIC para AKS](https://www.returngis.net/2022/05/configurar-mas-de-un-application-gateway-con-agic-para-aks) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2022)** [deloitte.com: Fargate con EKS](https://www.deloitte.com/es/es/services/consulting/blogs/todo-tecnologia/fargate-con-eks.html) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./aws-serverless.md)*
+  - **(2021)** [returngis.net: Azure Application Gateway con WAF y wildcard + Nginx Controller para AKS](https://www.returngis.net/2021/11/azure-application-gateway-con-waf-y-wildcard-nginx-controller-para-aks) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2021)** [returngis.net: Gestionar recursos de Kubernetes con Python](https://www.returngis.net/2021/08/gestionar-recursos-de-kubernetes-con-python) [COMMUNITY-TOOL] [GUIDE] [SPANISH CONTENT] β€” *Go to [Section](./python.md)*
+  - **(2020)** [returngis.net: Pruebas de vida de nuestros contenedores en Kubernetes](https://www.returngis.net/2020/02/pruebas-de-vida-de-nuestros-contenedores-en-kubernetes) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2020)** [adictosaltrabajo.com: CΓ³mo crear y desplegar microservicios con Spring Boot, Spring Cloud Netflix y Docker](https://adictosaltrabajo.com/2020/12/22/como-crear-y-desplegar-microservicios-con-spring-boot-spring-cloud-netflix-y-docker) [COMMUNITY-TOOL] [GUIDE] [SPANISH CONTENT] β€” *Go to [Section](./docker.md)*
+  - **(2020)** [Red Hat OpenShift Container Platform Takes Digital Innovation into the Fast Lane with Major European Automaker](https://www.redhat.com/es/about/press-releases/red-hat-openshift-container-platform-takes-digital-innovation-fast-lane-major-european-automaker) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./customer.md)*
+  - **(2016)** [adictosaltrabajo.com: MonitorizaciΓ³n y anΓ‘lisis de rendimiento de aplicaciones con Dynatrace APM](https://adictosaltrabajo.com/2016/10/26/monitorizacion-y-analisis-de-rendimiento-de-aplicaciones-con-dynatrace) [COMMUNITY-TOOL] [GUIDE] [ES CONTENT] β€” *Go to [Section](./monitoring.md)*
+  - [dev.to: Create a Restful API with Golang from scratch 🌟](https://dev.to/pacheco/create-a-restful-api-with-golang-from-scratch-42g2) [ENTERPRISE-STABLE] [GUIDE] [ES CONTENT] β€” *Go to [Section](./golang.md)*
+  - [Amazon RDS Proxy – Now Generally Available](https://aws.amazon.com/es/blogs/aws/amazon-rds-proxy-now-generally-available) [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./aws-databases.md)*
 
-*... and 112 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
 

 
 
@@ -1043,113 +778,31 @@
 ## Agnostic Content
 
 

-Click to view 64 resources under Agnostic Content
+Click to view 23 resources under Agnostic Content
 
   - **(2026)** [==gRPC==](https://grpc.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
   - **(2026)** [==GraphQL==](https://graphql.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
-  - **(2026)** [==SwaggerHub: Free Web Service==](https://swagger.io/product) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
   - **(2026)** [==AsyncAPI==](https://www.asyncapi.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
   - **(2023)** [==blog.bytebytego.com: EP94: REST API Cheatsheet==](https://blog.bytebytego.com/p/ep94-rest-api-cheatsheet) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
   - **(2023)** [==freecodecamp.org: The REST API Handbook – How to Build, Test, Consume, and Document REST APIs==](https://www.freecodecamp.org/news/build-consume-and-document-a-rest-api) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
   - **(2023)** [==blog.logrocket.com: GraphQL vs. gRPC vs. REST: Choosing the right API==](https://blog.logrocket.com/graphql-vs-grpc-vs-rest-choosing-right-api) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
   - **(2022)** [==nordicapis.com: Using gRPC to Connect a Microservices Ecosystem==](https://nordicapis.com/using-grpc-to-connect-a-microservices-ecosystem) 🌟🌟🌟🌟🌟 [CASE STUDY] [DE FACTO STANDARD] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
   - **(2022)** [==microcks.io: Simulating CloudEvents with AsyncAPI and Microcks==](https://microcks.io/blog/simulating-cloudevents-with-asyncapi) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
-  - **(2026)** [**APIDog**](https://apidog.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
   - **(2024)** [**open-rpc.org lightweight RPC framework 🌟**](https://www.open-rpc.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
-  - **(2023)** [**dev.to: Top 15 Automated API Testing Tools**](https://dev.to/katalon/top-15-automated-api-testing-tools-lasted-update-32ip) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
   - **(2023)** [**thenewstack.io: 4 Essential Tools for Protecting APIs and Web Applications**](https://thenewstack.io/4-essential-tools-for-protecting-apis-and-web-applications) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
   - **(2022)** [**freecodecamp.org: What is REST? Rest API Definition for Beginners**](https://www.freecodecamp.org/news/what-is-rest-rest-api-definition-for-beginners) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
   - **(2022)** [**imaginarycloud.com: gRPC vs REST: Comparing APIs Architectural Styles**](https://www.imaginarycloud.com/blog/grpc-vs-rest) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
   - **(2022)** [**danhacks.com: REST vs. GraphQL vs. gRPC**](https://www.danhacks.com/software/grpc-rest-graphql.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
   - **(2022)** [**asyncapi.com: AsyncAPI and CloudEvents**](https://www.asyncapi.com/blog/asyncapi-cloud-events) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
-  - **(2022)** [**tricentis.com: Getting started with automated continuous performance testing**](https://shiftsync.tricentis.com/software-testing-blogs-69/getting-started-with-automated-continuous-performance-testing-406) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
   - **(2022)** [**devops.com: Web Application Security is not API Security 🌟**](https://devops.com/web-application-security-is-not-api-security) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
   - **(2022)** [**thenewstack.io: Developer, Beware: The 3 API Security Risks You Can’t Overlook**](https://thenewstack.io/developer-beware-the-3-api-security-risks-you-cant-overlook) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
+  - **(2022)** [**tricentis.com: Getting started with automated continuous performance testing**](https://shiftsync.tricentis.com/software-testing-blogs-69/getting-started-with-automated-continuous-performance-testing-406) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
   - **(2021)** [**itnext.io: A minimalist guide to gRPC**](https://itnext.io/a-minimalist-guide-to-grpc-e4d556293422) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
-  - **(2021)** [**blog.bitsrc.io: Deep Dive into WebSockets**](https://blog.bitsrc.io/deep-dive-into-websockets-e6c4c7622423) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
   - **(2021)** [**blog.bitsrc.io: Not All Microservices Need to Be REST β€” 3 Alternatives to the Classic**](https://blog.bitsrc.io/not-all-microservices-need-to-be-rest-3-alternatives-to-the-classic-41cedbf1a907) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
   - **(2021)** [**thenewstack.io: Why Backend Developers Should Fall in Love with GraphQL too**](https://thenewstack.io/why-backend-developers-should-fall-in-love-with-graphql-too) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
   - **(2021)** [**thenewstack.io: AsyncAPI Could Be the Default API Format for Event-Driven Architectures**](https://thenewstack.io/asyncapi-could-be-the-default-api-format-for-event-driven-architectures) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
   - **(2021)** [**biztechmagazine.com: 6 Steps to Improved API Security**](https://biztechmagazine.com/article/2021/07/6-steps-improved-api-security) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
   - **(2022)** [world.hey.com: Another REST vs GraphQL comparison](https://world.hey.com/sammy.henningsson/another-rest-vs-graphql-comparison-8e8357bb) 🌟🌟🌟 [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
-  - **(2021)** [youtube: API Testing Part 1- API Core Concepts](https://www.youtube.com/watch?v=b0D_bkcT4a4&ab_channel=SoftwareDiagnosticsCenter) 🌟🌟🌟 [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
-  - **(2020)** [softwaretestingportal.com: API Testing, Key Terminologies and more...](https://www.softwaretestingportal.com/2020/03/31/api-testing) 🌟🌟🌟 [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
-  - **(2025)** [free-web-services.com](https://free-web-services.com) 🌟🌟 [LEGACY] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
-  - **(2023)** [geeksforgeeks.org: Difference between REST API and SOAP API](https://www.geeksforgeeks.org/websites-apps/difference-between-rest-api-and-soap-api) 🌟🌟 [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
-  - **(2016)** [The State of Real-Time Web in 2016](https://banksco.de/p/state-of-realtime-web-2016.html) 🌟🌟 [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
-  - **(2026)** [krisp](https://krisp.ai) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./workfromhome.md)*
-  - **(2026)** [Zoom](https://www.zoom.com) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./workfromhome.md)*
-  - **(2026)** [Slack](https://slack.com) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./workfromhome.md)*
-  - **(2026)** [Google meet](https://workspace.google.com/products/meet) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./workfromhome.md)*
-  - **(2026)** [Microsoft Teams](https://www.microsoft.com/microsoft-365/microsoft-teams/group-chat-software) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./workfromhome.md)*
-  - **(2026)** [Miro](https://miro.com) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./workfromhome.md)*
-  - **(2026)** [atlassian.com/remote](https://www.atlassian.com/solutions/distributed) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./workfromhome.md)*
-  - **(2026)** [Readwise](https://readwise.io) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./workfromhome.md)*
-  - **(2026)** [Instapaper](https://www.instapaper.com) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./workfromhome.md)*
-  - **(2026)** [Matter](https://www.getmatter.com) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./workfromhome.md)*
-  - **(2026)** [Cloudbees Flow](https://www.cloudbees.com/capabilities/continuous-delivery) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
-  - **(2024)** [lambdatest.com: 21 Of The Best Jenkins Alternatives For Developers](https://www.testmuai.com/blog/best-jenkins-alternatives) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
-  - **(2024)** [lambdatest.com: TeamCity vs. Jenkins: Picking The Right CI/CD Tool](https://www.testmuai.com/blog/teamcity-vs-jenkins-picking-the-right-ci-cd-tool) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
-  - **(2024)** [cBamboo vs Jenkins: Showdown Of CI/CD Tools](https://www.testmuai.com/blog/bamboo-vs-jenkins-showdown-of-ci-cd-tools) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
-  - **(2024)** [lambdatest.com: CircleCI Vs. GitLab: Choosing The Right CI/CD Tool](https://www.testmuai.com/blog/circleci-vs-gitlab) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
-  - **(2024)** [lambdatest.com: Jenkins vs Travis vs Bamboo vs TeamCity: Clash Of The Titans](https://www.testmuai.com/blog/jenkins-vs-travis-vs-bamboo-vs-teamcity) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
-  - **(2022)** [codefresh.io: Using GitOps for Infrastructure and Applications With Crossplane and Argo CD](https://octopus.com/devops/gitops) [COMMUNITY-TOOL] [GUIDE] [AGNOSTIC CONTENT] β€” *Go to [Section](./crossplane.md)*
-  - **(2022)** [acloudguru.com: Azure DevOps vs GitHub: Comparing Microsoft’s DevOps Tools 🌟](https://www.pluralsight.com/resources/blog/cloud/azure-devops-vs-github-comparing-microsofts-devops-twins) [GUIDE] [LEGACY] [AGNOSTIC CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
-  - **(2021)** [Amazon Elastic File System triples read throughput](https://aws.amazon.com/about-aws/whats-new/2021/01/amazon-elastic-file-system-triples-read-throughput) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./aws-storage.md)*
-  - **(2021)** [Building an active-active, latency-based application across multiple Regions 🌟](https://aws.amazon.com/blogs/storage/building-an-active-active-latency-based-application-across-multiple-regions) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./aws-storage.md)*
-  - **(2021)** [infoq.com: AWS Transfer Family Introduces Support for EFS](https://www.infoq.com/news/2021/01/aws-transfer-ftp-efs) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./aws-storage.md)*
-  - **(2021)** [Crossplane: A Kubernetes Control Plane to Roll Your Own PaaS](https://thenewstack.io/crossplane-a-kubernetes-control-plane-to-roll-your-own-paas) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./crossplane.md)*
-  - **(2021)** [symphony.is: Crossplane - The New Kid in Town](https://symphony.is/blog/crossplane---the-new-kid-in-town-) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./crossplane.md)*
-  - **(2021)** [Presentation: YAML your cloud](https://docs.google.com/presentation/d/1IZXCiQl_NUawHMvKJANCG2_LIBZseUpY-XyPjlghj9E/edit) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./crossplane.md)*
-  - **(2021)** [itnext.io: Why do developers find Kubernetes so hard?](https://itnext.io/why-do-developers-find-kubernetes-hard-6532e8d6ce7f) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./crossplane.md)*
-  - **(2021)** [enterprisersproject.com: Remote work: 10 tips to be a better virtual collaborator](https://enterprisersproject.com/article/2021/2/remote-work-virtual-collaboration-best-practices) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./workfromhome.md)*
-  - **(2021)** [infoq.com: How to Work Asynchronously as a Remote-First SRE](https://www.infoq.com/news/2021/12/remote-first-sre) [CASE STUDY] [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./workfromhome.md)*
-  - **(2021)** [Summarising Top 10 API Testing Tools](https://miro.com/app/board/o9J_kqwfjqs=) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./workfromhome.md)*
-  - **(2021)** [inovex.de: Spinnaker vs. Argo CD vs. Tekton vs. Jenkins X: Cloud-Native CI/CD](https://www.inovex.de/de/blog/spinnaker-vs-argo-cd-vs-tekton-vs-jenkins-x) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
-  - **(2020)** [forbes.com: 5 Essential Coronavirus Work From Home Tech Tips](https://www.forbes.com/sites/tjmccue/2020/03/13/5-essential-coronavirus-work-from-home-tech-tips) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./workfromhome.md)*
-  - **(2019)** [Crossplane, a Universal Control Plane API for Cloud Computing](https://www.infoq.com/news/2019/01/upbound-crossplane) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./crossplane.md)*
-  - **(2016)** [EFS Elastic File System](https://aws.amazon.com/blogs/aws/amazon-elastic-file-system-production-ready-in-three-regions) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./aws-storage.md)*
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-## Ansible Content
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-Click to view 3 resources under Ansible Content
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-  - **(2026)** [==Grafana provisioning Ansible Role==](https://github.com/cloudalchemy/ansible-grafana) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [ANSIBLE CONTENT] β€” *Go to [Section](./grafana.md)*
-  - **(2023)** [==openshift-applier==](https://github.com/redhat-cop/openshift-applier) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [ANSIBLE CONTENT] β€” *Go to [Section](./gitops.md)*
-  - **(2021)** [okd4-upi-lab-setup: Building an OpenShift - OKD 4.X Lab](https://cgruver.github.io/okd4-upi-lab-setup) [COMMUNITY-TOOL] [ANSIBLE CONTENT] β€” *Go to [Section](./ocp4.md)*
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-  - **(2022)** [freecodecamp.org: Learn Data Structures and Algorithms – Introduction and Learning Resources](https://www.freecodecamp.org/news/learn-data-structures-and-algorithms) [COMMUNITY-TOOL] [ANY CONTENT] β€” *Go to [Section](./python.md)*
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-  - **(2020)** [Apache Reverse Proxy for Jenkins](https://github.com/nubenetes/apache-reverse-proxy-jenkins) 🌟 [LEGACY] [APACHECONF CONTENT] β€” *Go to [Section](./web-servers.md)*
 
 

 
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-  - **(2004)** [**pement.org: Handy one-line scripts for AWK**](https://www.pement.org/awk/awk1line.txt) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [AWK CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2021)** [thenewstack.io: An Introduction to AWK](https://thenewstack.io/an-introduction-to-awk) 🌟🌟🌟 [COMMUNITY-TOOL] [AWK CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2020)** [igoroseledko.com: Awk & sed Snippets for SysAdmins](https://www.igoroseledko.com/awk-sed-snippets-for-sysadmins) 🌟🌟🌟 [COMMUNITY-TOOL] [AWK CONTENT] β€” *Go to [Section](./linux.md)*
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-  - **(2026)** [==fubectl==](https://github.com/kubermatic/fubectl) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [BASH CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==github: Safe ways to do things in bash==](https://github.com/anordal/shellharden/blob/master/how_to_do_things_safely_in_bash.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2025)** [==tfenv==](https://github.com/tfutils/tfenv) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [BASH CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [==kubectl-node-restart 🌟==](https://github.com/MnrGreg/kubectl-node-restart) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [BASH CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2022)** [==Kubectl SSH Proxy 🌟==](https://github.com/little-angry-clouds/kubectl-ssh-proxy) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [BASH CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2020)** [==swarmlet/swarmlet: Swarmlet==](https://github.com/swarmlet/swarmlet) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [BASH CONTENT] β€” *Go to [Section](./kubernetes-alternatives.md)*
-  - **(2015)** [==Bash Pitfalls 🌟==](https://mywiki.wooledge.org/BashPitfalls) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [BASH CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2025)** [**git-secret.io**](https://git-secret.io) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [BASH CONTENT] β€” *Go to [Section](./devsecops.md)*
-  - **(2022)** [**smallstep.com: How to Handle Secrets on the Command Line 🌟**](https://smallstep.com/blog/command-line-secrets) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [BASH CONTENT] β€” *Go to [Section](./devsecops.md)*
-  - **(2022)** [**developers.redhat.com: Protect secrets in Git with the clean/smudge filter**](https://developers.redhat.com/articles/2022/02/02/protect-secrets-git-cleansmudge-filter) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./devsecops.md)*
-  - **(2021)** [**blog.px.dev: Where are my container's files? Inspecting container filesystems**](https://blog.px.dev/container-filesystems) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2021)** [**itnext.io: Kubernetes Draining Nodes Properly**](https://itnext.io/kubernetes-draining-nodes-properly-79e18dca4d5e) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2021)** [**itnext.io: How to deploy a single Kubernetes cluster across multiple clouds using k3s and WireGuard**](https://itnext.io/how-to-deploy-a-single-kubernetes-cluster-across-multiple-clouds-using-k3s-and-wireguard-a5ae176a6e81) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2021)** [**opensource.com: An introduction to programming with Bash (eBook)**](https://opensource.com/downloads/bash-programming-guide) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2020)** [**altoros.com: Kubernetes Networking: How to Write Your Own CNI Plug-in with Bash**](https://www.altoros.com/blog/kubernetes-networking-writing-your-own-simple-cni-plug-in-with-bash) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./kubernetes-networking.md)*
-  - **(2023)** [commandlinefu.com/commands/matching/ssh](https://www.commandlinefu.com/commands/browse/commands/matching/ssh/c3No/sort-by-votes) 🌟🌟🌟 [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2022)** [youtube: Kubernetes.. ETCD Backup and Restore... Very Easy Steps... CKA Exam Tips..](https://www.youtube.com/watch?app=desktop&v=mODkt1OJDew&ab_channel=AlokKumar) 🌟🌟🌟 [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
   - **(2021)** [vadosware.io: So you need to wait for some Kubernetes resources?](https://vadosware.io/post/so-you-need-to-wait-for-some-kubernetes-resources) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2021)** [howtogeek.com: How to Clean Up Old Containers and Images in Your Kubernetes Cluster](https://www.howtogeek.com/devops/how-to-clean-up-old-containers-and-images-in-your-kubernetes-cluster) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2021)** [ubuntu.com: How to test the latest Kubernetes 1.22 release candidate with MicroK8s](https://ubuntu.com/blog/how-to-test-the-latest-kubernetes-with-microk8s) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2021)** [redhat.com: 2 Bash commands to change strings in multiple files at once](https://www.redhat.com/en/blog/edit-text-bash-command) 🌟🌟🌟 [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2021)** [dev.to: Writing Bash Scripts Like A Pro - Part 1 - Styling Guide](https://dev.to/unfor19/writing-bash-scripts-like-a-pro-part-1-styling-guide-4bin) 🌟🌟🌟 [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2021)** [opensource.com: Parsing config files with Bash](https://opensource.com/article/21/6/bash-config) 🌟🌟🌟 [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2021)** [opensource.com: How to include options in your Bash shell scripts](https://opensource.com/article/21/8/option-parsing-bash) 🌟🌟🌟 [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2021)** [redhat.com: Audit user accounts for never-expiring passwords with a Bash script](https://www.redhat.com/en/blog/find-non-expiring-passwords) 🌟🌟🌟 [LEGACY] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2021)** [fedoramagazine.org: Bash Shell Scripting for beginners (Part 1)](https://fedoramagazine.org/bash-shell-scripting-for-beginners-part-1) 🌟🌟🌟 [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2021)** [youtube: Bash for Beginners](https://www.youtube.com/playlist?list=PLlrxD0HtieHh9ZhrnEbZKhzk0cetzuX7l) 🌟🌟🌟 [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2021)** [linuxhandbook.com: Unusual Ways to Use Variables Inside Bash Scripts](https://linuxhandbook.com/variables-bash-script) 🌟🌟🌟 [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2021)** [linuxshelltips.com: What’s the Difference Between ${} and $() in Bash](https://www.linuxshelltips.com/difference-between-and-in-bash) 🌟🌟🌟 [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2021)** [youtube: Crane 2 Preview: Introduction and Demo](https://www.youtube.com/watch?v=esIZS7PVrvs&ab_channel=Konveyor) 🌟🌟🌟 [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
-  - **(2020)** [itnext.io: How to create Kubernetes home lab on an old laptop with K3s](https://itnext.io/how-to-create-kubernetes-home-lab-on-an-old-laptop-1de6cc12c13e) 🌟🌟🌟 [GUIDE] [LEGACY] [BASH CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2012)** [robertmuth.blogspot.com: Better Bash Scripting in 15 Minutes](https://robertmuth.blogspot.com/2012/08/better-bash-scripting-in-15-minutes.html) 🌟🌟🌟 [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2021)** [hackerxone.com: How To Install Kubernetes Dashboard with NodePort in Linux](https://www.hackerxone.com/2021/07/10/how-install-kubernetes-dashboard-nodeport-linux) 🌟🌟 [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
-  - **(2021)** [azohra/yaml.sh](https://github.com/azohra/yaml.sh) 🌟🌟 [EMERGING] [BASH CONTENT] β€” *Go to [Section](./yaml.md)*
-  - **(2024)** [bejarano.io/terraform-plan-light: terraform plan -light 🌟](https://www.bejarano.io/terraform-plan-light) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2024)** [piotrminkowski.com: Getting Started with Azure Kubernetes Service 🌟](https://piotrminkowski.com/2024/02/05/getting-started-with-azure-kubernetes-service) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-  - **(2024)** [fosstechnix.com: Install Prometheus and Grafana on Ubuntu 24.04 LTS 🌟](https://www.fosstechnix.com/install-prometheus-and-grafana-on-ubuntu-24-04) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./prometheus.md)*
-  - **(2023)** [build5nines.com: Terraform: Remove Resource from State File (.tfstate)](https://build5nines.com/terraform-remove-resource-from-state-file-tfstate) [GUIDE] [LEGACY] [BASH CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** ["Have you used the taint command in Terraform yet?"](https://www.youtube.com/watch?v=v_T1fuYGjV0&ab_channel=NedintheCloud) [GUIDE] [LEGACY] [BASH CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [learn.hashicorp.com: Manage Private Environments with Terraform Cloud Agents](https://developer.hashicorp.com/terraform/tutorials/cloud/cloud-agents) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [virtualizationhowto.com: Kubernetes Best Kubernetes Management Tools in' 2023](https://www.virtualizationhowto.com/2023/08/best-kubernetes-management-tools-in-2023) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2023)** [coruzant.com/appdev: Kubernetes Management: Tools and Best Practices](https://coruzant.com/appdev/kubernetes-management-tools-and-best-practices) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2023)** [devopscube.com: How to Automate EBS Snapshot Creation, Retention and Deletion](https://devopscube.com/automate-ebs-snapshot-creation-deletion) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./aws-storage.md)*
-  - **(2023)** [developers.redhat.com: Advanced Linux commands cheat sheet for developers](https://developers.redhat.com/cheat-sheets/advanced-linux-commands) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2023)** [developers.redhat.com: Bash Shell Scripting Cheat Sheet](https://developers.redhat.com/cheat-sheets/bash-shell-cheat-sheet) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2023)** [igoroseledko.com: AWS CLI Cheat Sheet](https://www.igoroseledko.com/aws-cli-cheat-sheet) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2023)** [iximiuz.com: Container Networking Is Simple! 🌟](https://labs.iximiuz.com/tutorials/container-networking-from-scratch) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./docker.md)*
-  - **(2023)** [learn.microsoft.com: Connect with RDP to Azure Kubernetes Service (AKS) cluster Windows Server nodes for maintenance or troubleshooting](https://learn.microsoft.com/en-us/azure/aks/rdp) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
   - **(2023)** [returngis.net: Desplegar AGIC en AKS utilizando workload identity](https://www.returngis.net/2023/05/desplegar-agic-en-aks-utilizando-workload-identity) [LEGACY] [BASH CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
   - **(2023)** [returngis.net: Exponer APIs en AKS a travΓ©s de Azure API Management](https://www.returngis.net/2023/05/exponer-apis-en-aks-a-traves-de-azure-api-management) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-  - **(2023)** [danielstechblog.io: Mitigating slow container image pulls on Azure Kubernetes Service](https://www.danielstechblog.io/mitigating-slow-container-image-pulls-on-azure-kubernetes-service) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
   - **(2023)** [medium.com/@pauldotyu: Effortlessly Deploy to AKS with Open Source Tools Draft and Acorn](https://medium.com/@pauldotyu/app-to-aks-with-draft-and-acorn-2d25f19649b7) [LEGACY] [BASH CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-  - **(2022)** [rcarrata.github.io: Regenerating Kubeconfig for system:admin user in OpenShift clusters](https://rcarrata.github.io/openshift/regenerate-kubeconfig) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2022)** [middlewareinventory.com: Terraform import All AWS Security Groups – How to 🌟](https://www.middlewareinventory.com/blog/terraform-import-securitygroup-aws) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2022)** [cyberithub.com: 70+ Important Kubernetes Related Tools You Should Know About](https://www.cyberithub.com/70-important-kubernetes-related-tools-you-should-know-about) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2022)** [opensource.com: 5 open source tools for developing on the cloud](https://opensource.com/article/22/4/open-source-tools-developing-cloud) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2022)** [A step-by-step guide to synchronize data between Amazon S3 buckets](https://aws.amazon.com/blogs/storage/a-step-by-step-guide-to-synchronize-data-between-amazon-s3-buckets) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./aws-storage.md)*
-  - **(2022)** [opensource.com: Linux logrotate cheat sheet](https://opensource.com/downloads/logrotate-cheat-sheet) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2022)** [opensource.com: Watch command cheat sheet](https://opensource.com/downloads/watch-cheat-sheet) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2022)** [redhat.com: Linux troubleshooting commands: 4 tools for DNS name resolution problems](https://www.redhat.com/en/blog/DNS-name-resolution-troubleshooting-tools) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2022)** [blog.ycrash.io: dmesg – Unix/Linux command, beginners introduction with examples](https://blog.ycrash.io/dmesg-unix-linux-command-beginners-introduction-with-examples) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2022)** [dev.to: 50 Linux Commands every developer NEED to know with example](https://dev.to/kanani_nirav/50-linux-commands-every-developer-need-to-know-with-example-mc) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2022)** [digitalocean.com: How To Use Journalctl to View and Manipulate Systemd Logs 🌟](https://www.digitalocean.com/community/tutorials/how-to-use-journalctl-to-view-and-manipulate-systemd-logs) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2022)** [igoroseledko.com: Checking Multiple Variables in Bash](https://www.igoroseledko.com/checking-multiple-variables-in-bash) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2022)** [Introduction to Bash Scripting Interactive training](https://ebook.bobby.sh/training.html) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2022)** [redhat.com: Bash scripting: How to read data from text files](https://www.redhat.com/en/blog/data-text-files) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2022)** [datafix.com.au: BASHing data - Data ops on the Linux command line 🌟](https://datafix.com.au/BASHing) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2022)** [redhat.com: How to customize VM and cloud images with guestfish](https://www.redhat.com/en/blog/customize-vm-cloud-images-guestfish) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2022)** [docs.microsoft.com: Start and stop an Azure Kubernetes Service (AKS) node pool 🌟](https://learn.microsoft.com/en-us/azure/aks/start-stop-nodepools) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-  - **(2022)** [community.ops.io: One day I woke up to a crashed AKS cluster and this is what I did to get it back to life](https://community.ops.io/javi_labs/one-day-wake-up-to-a-crashed-aks-cluster-and-this-is-what-i-did-to-get-it-back-to-life-1592) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-  - **(2022)** [blog.baeke.info: AKS Workload Identity Revisited](https://baeke.info/2022/11/24/aks-workload-identity-revisited) [LEGACY] [BASH CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-  - **(2022)** [pixelrobots.co.uk: Bring your own Container Network Interface (CNI) plugin with Azure Kubernetes Service (AKS) (PREVIEW)](https://pixelrobots.co.uk/2022/04/bring-your-own-container-network-interface-cni-plugin-with-azure-kubernetes-service-aks-preview) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-  - **(2022)** [dev.to: Getting started with Windows Containers on Azure Kubernetes Service](https://dev.to/rdvansloten/getting-started-with-windows-containers-on-azure-kubernetes-service-46ce) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
   - **(2022)** [dev.to: Moving Azure Functions from AKS to Container Apps](https://dev.to/christle/moving-azure-functions-from-aks-to-container-apps-k60) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
   - **(2022)** [blog.baeke.info: Trying out Draft 2 on AKS](https://baeke.info/2022/06/02/trying-out-draft-2-on-aks) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-  - **(2021)** [kruyt.org: Migrate from Docker to Containerd in Kubernetes](https://kruyt.org/migrate-docker-containerd-kubernetes) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2021)** [collabnix.com: Top 10 Kubernetes Tools You Need for 2021 – Part 1](https://collabnix.com/top-10-kubernetes-tools-you-need-for-2021) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2021)** [youtube: 10 Must-Have Kubernetes Tools | DevOps Toolkit](https://www.youtube.com/watch?v=CB79eTFbR0w&feature=youtu.be&ab_channel=DevOpsToolkit) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2021)** [dev.to: Adding an EBS volume to a running AWS EC2 Instance](https://dev.to/aws-builders/adding-an-ebs-volume-to-a-running-aws-ec2-instance-311l) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./aws-storage.md)*
-  - **(2021)** [tecmint.com: How to Find Recent or Today’s Modified Files in Linux 🌟](https://www.tecmint.com/find-recent-modified-files-in-linux) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2021)** [opensource.com: Check used disk space on Linux with du](https://opensource.com/article/21/7/check-disk-space-linux-du) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2021)** [tecmint.com: 10 Useful du (Disk Usage) Commands to Find Disk Usage of Files and Directories](https://www.tecmint.com/check-linux-disk-usage-of-files-and-directories) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2021)** [tecmint.com: 10 Practical Examples of Rsync Command in Linux](https://www.tecmint.com/rsync-local-remote-file-synchronization-commands) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2021)** [opensource.com: Check file status on Linux with the stat command](https://opensource.com/article/21/8/linux-stat-file-status) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2021)** [commandlinefu.com: Compare directories via diff](https://www.commandlinefu.com/commands/browse/commands/view/9116/compare-directories-via-diff) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2021)** [linuxshelltips.com: How to Use Netcat to Scan Open Ports in Linux 🌟](https://www.linuxshelltips.com/netcat-linux-port-scanning) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2021)** [opensource.com: 7 handy tricks for using the Linux wget command](https://opensource.com/article/21/10/linux-wget-command) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2021)** [tecmint.com: What’s Difference Between Grep, Egrep and Fgrep in Linux?](https://www.tecmint.com/difference-between-grep-egrep-and-fgrep-in-linux) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2021)** [redhat.com: 5 Linux commands I'm going to start using](https://www.redhat.com/en/blog/5-linux-commands) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2021)** [redhat.com: 20 one-line Linux commands to add to your toolbox](https://www.redhat.com/en/blog/one-line-linux-commands) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2021)** [linuxshelltips.com: How to Kill Running Linux Process on Particular Port](https://www.linuxshelltips.com/kill-linux-process-with-port) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2021)** [tecmint.com: How to Kill Linux Process Using Kill, Pkill and Killall](https://www.tecmint.com/how-to-kill-a-process-in-linux) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2021)** [linuxteck.com: 13 Top command in Linux (Monitor Linux Server Processes) 🌟](https://www.linuxteck.com/13-top-command-in-linux) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2021)** [makeuseof.com: The 6 Best Command Line Tools to Monitor Linux Performance in the Terminal](https://www.makeuseof.com/best-cli-tools-to-monitor-linux-performance-terminal) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2021)** [redhat.com: 3 basic Linux group management commands every sysadmin should know](https://www.redhat.com/en/blog/linux-commands-manage-groups) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2021)** [opensource.com: Linux tips for using cron to schedule tasks](https://opensource.com/article/21/11/cron-linux) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2021)** [opensource.com: 4 Linux tools to erase your data](https://opensource.com/article/21/10/linux-tools-erase-data) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2021)** [lambdatest.com: How To Use GitLab CI To Run Tests Locally? 🌟](https://www.testmuai.com/blog/use-gitlab-ci-to-run-test-locally) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2021)** [pythonspeed.com: Building Docker images on GitLab CI: Docker-in-Docker and Podman 🌟](https://pythonspeed.com/articles/gitlab-build-docker-image) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2021)** [howtoforge.com: How to Create a Kubernetes Cluster with AWS CLI](https://www.howtoforge.com/how-to-create-a-kubernetes-cluster-with-the-aws-cli) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-
-*... and 17 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
-

-
-

-
-

-
-## Bash/Arm Content
-
-

-Click to view 1 resources under Bash/Arm Content
-
-  - **(2022)** [blog.coffeeapplied.com: Securing AKS in peered virtual networks using only network security groups (NSGs)](https://blog.coffeeapplied.com/securing-aks-in-peered-virtual-networks-using-only-network-security-groups-nsgs-c43d6a215f32) [COMMUNITY-TOOL] [BASH/ARM CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-
-

-
-

-
-

-
-## Bash/Python Content
-
-

-Click to view 1 resources under Bash/Python Content
-
-  - **(2021)** [redhat.com: How to set up and use Python virtual environments for Ansible](https://www.redhat.com/en/blog/python-venv-ansible) [COMMUNITY-TOOL] [BASH/PYTHON CONTENT] β€” *Go to [Section](./ansible.md)*
+  - **(2021)** [thenewstack.io: Turbocharging AKS Networking with Calico eBPF](https://thenewstack.io/turbocharging-aks-networking-with-calico-ebpf) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
 
 

 
@@ -1340,11 +860,9 @@
 ## Bash/Yaml Content
 
 

-Click to view 3 resources under Bash/Yaml Content
+Click to view 1 resources under Bash/Yaml Content
 
   - **(2021)** [itnext.io: K8s Tips: Accessing the API Server From a Pod](https://itnext.io/k8s-tips-accessing-the-api-server-from-a-pod-f6f72bc847de) [COMMUNITY-TOOL] [BASH/YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2020)** [blog.nillsf.com: Customize core dump in Azure Kubernetes](https://blog.nillsf.com/index.php/2020/12/06/customize-core-dump-in-azure-kubernetes) [COMMUNITY-TOOL] [BASH/YAML CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-  - **(2019)** [Using sidecars to analyze and debug network traffic in OpenShift and Kubernetes pods](https://developers.redhat.com/blog/2019/02/27/sidecars-analyze-debug-network-traffic-kubernetes-pod) [COMMUNITY-TOOL] [BASH/YAML CONTENT] β€” *Go to [Section](./openshift.md)*
 
 

 
@@ -1355,27 +873,11 @@
 ## Bicep Content
 
 

-Click to view 19 resources under Bicep Content
+Click to view 3 resources under Bicep Content
 
   - **(2026)** [==github.com/azure/mission-critical-online: Welcome to Azure Mission-Critical' Online Reference Implementation==](https://github.com/azure/mission-critical-online) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2026)** [==Bicep==](https://github.com/Azure/bicep) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2024)** [==mattfeltonma/azure-networking-patterns==](https://github.com/mattfeltonma/azure-networking-patterns) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2024)** [github.com/Azure-Samples/azure-ai-studio-secure-bicep](https://github.com/Azure-Samples/azure-ai-studio-secure-bicep) 🌟🌟 [COMMUNITY-TOOL] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2022)** [github.com/nnellans/bicep-guide](https://github.com/nnellans/bicep-guide) 🌟🌟 [COMMUNITY-TOOL] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2026)** [Azure Sandbox](https://learn.microsoft.com/en-us/azure/architecture/guide/azure-sandbox/azure-sandbox) [COMMUNITY-TOOL] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2025)** [Subscription Vending Implementation Guidance](https://learn.microsoft.com/en-us/azure/architecture/landing-zones/subscription-vending) [COMMUNITY-TOOL] [BICEP CONTENT] β€” *Go to [Section](./cloud-asset-inventory.md)*
-  - **(2024)** [techcommunity.microsoft.com: Azure Landing Zones Accelerators for Bicep and Terraform. Announcing General Availability!](https://techcommunity.microsoft.com/blog/azuretoolsblog/azure-landing-zones-accelerators-for-bicep-and-terraform-announcing-general-avai/4029866) [COMMUNITY-TOOL] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2024)** [linkedin.com/pulse: Exporting and importing variables between Bicep files: compileTimeImports | Freek Berson](https://www.linkedin.com/pulse/exporting-importing-variables-between-bicep-files-freek-berson-n0ske) [COMMUNITY-TOOL] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2024)** [techcommunity.microsoft.com: Infra in Azure for Developers - The How (Part 2)](https://techcommunity.microsoft.com/blog/azuredevcommunityblog/infra-in-azure-for-developers---the-how-part-2/4046385) [COMMUNITY-TOOL] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2024)** [techcommunity.microsoft.com: Announcing public preview of Bicep templates support for Microsoft Graph](https://techcommunity.microsoft.com/blog/azuregovernanceandmanagementblog/announcing-public-preview-of-bicep-templates-support-for-microsoft-graph/4141772) [COMMUNITY-TOOL] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2024)** [techcommunity.microsoft.com: Azure Data Factory: How to split a file into multiple output files with Bicep](https://techcommunity.microsoft.com/blog/azuredevcommunityblog/azure-data-factory-how-to-split-a-file-into-multiple-output-files-with-bicep/4039825) [COMMUNITY-TOOL] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2023)** [insight-services-apac.github.io: Getting Started with Bicep](https://blog.insight-services-apac.dev/2023/12/04/getting-started-bicep) [LEGACY] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2023)** [techcommunity.microsoft.com: (Part-1) Leverage Bicep: Standard model to Automate Azure IaaS deployment](https://techcommunity.microsoft.com/blog/azureinfrastructureblog/part-1-leverage-bicep-standard-model-to-automate-azure-iaas-deployment/3804348) [COMMUNITY-TOOL] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2023)** [techcommunity.microsoft.com: How to install an AKS cluster with the Istio service mesh add-on via Bicep](https://techcommunity.microsoft.com/blog/fasttrackforazureblog/how-to-install-an-aks-cluster-with-the-istio-service-mesh-add-on-via-bicep/3802069) [COMMUNITY-TOOL] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2023)** [blog.cloudtrooper.net: Deploy (Azure) Network-as-Code as a champ](https://blog.cloudtrooper.net/2023/06/08/deploy-azure-network-as-code-as-a-champ) [COMMUNITY-TOOL] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2023)** [luke.geek.nz: Using the Azure Naming Tool API to name your Bicep resources](https://luke.geek.nz/azure/azure-naming-tool-api-bicep-resources) [COMMUNITY-TOOL] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2022)** [build5nines.com: Get Started with Azure Bicep – Alternative to ARM Templates](https://build5nines.com/get-started-with-azure-bicep) [COMMUNITY-TOOL] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2021)** [github.com/johnlokerse/azure-bicep-cheat-sheet: Azure Bicep Cheat Sheet](https://github.com/johnlokerse/azure-bicep-cheat-sheet) [COMMUNITY-TOOL] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2023)** [techcommunity.microsoft.com: How to install an AKS cluster with the Istio service mesh add-on via Bicep](https://techcommunity.microsoft.com/blog/fasttrackforazureblog/how-to-install-an-aks-cluster-with-the-istio-service-mesh-add-on-via-bicep/3802069) [COMMUNITY-TOOL] [BICEP CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
 
 

 
@@ -1386,37 +888,11 @@
 ## C Content
 
 

-Click to view 29 resources under C Content
+Click to view 3 resources under C Content
 
-  - **(2026)** [==graphviz.org==](https://graphviz.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2026)** [==memcached.org==](https://memcached.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C CONTENT] β€” *Go to [Section](./caching.md)*
-  - **(2026)** [==Netdata==](https://github.com/netdata/netdata) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C CONTENT] β€” *Go to [Section](./monitoring.md)*
-  - **(2026)** [==TDengine==](https://github.com/taosdata/TDengine) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C CONTENT] β€” *Go to [Section](./monitoring.md)*
-  - **(2025)** [==neovim==](https://neovim.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2024)** [==percona/pg_stat_monitor==](https://github.com/percona/pg_stat_monitor) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2019)** [==crun==](https://github.com/containers/crun) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C CONTENT] β€” *Go to [Section](./container-managers.md)*
-  - **(2017)** [==Conmon==](https://github.com/containers/conmon) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C CONTENT] β€” *Go to [Section](./container-managers.md)*
-  - **(2024)** [**Hitch - scalable TLS proxy. Hitch is a libev-based high performance SSL/TLS proxy by Varnish Software**](https://www.hitch-tls.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [C CONTENT] β€” *Go to [Section](./caching.md)*
-  - **(2023)** [**github.com/cyberus-technology/virtualbox-kvm: KVM Backend for VirtualBox' 🌟**](https://github.com/cyberus-technology/virtualbox-kvm) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [C CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2002)** [**ngrep**](https://ngrep.sourceforge.net) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [C CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [kubeinvaders](https://github.com/lucky-sideburn/kubeinvaders) 🌟🌟🌟 [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2020)** [How to handle dynamic and static libraries in Linux](https://opensource.com/article/20/6/linux-libraries) 🌟🌟🌟 [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [simplyblock: simplyblock.io](https://simplyblock.io) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
-  - **(2026)** [Guestfish](https://libguestfs.org/guestfish.1.html) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [busybox.net](https://www.busybox.net) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [hashcat](https://hashcat.net/hashcat) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./devsecops.md)*
   - **(2026)** [fluentbit.io](https://fluentbit.io) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./devsecops.md)*
-  - **(2025)** [Apache](https://httpd.apache.org) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./web-servers.md)*
   - **(2025)** [unit.nginx.org](https://unit.nginx.org) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./web-servers.md)*
-  - **(2025)** [Varnish Cache](https://www.varnish.org/index.html) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./caching.md)*
-  - **(2025)** [HAProxy](https://www.haproxy.org) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./caching.md)*
-  - **(2023)** [Redis](https://redis.io) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./caching.md)*
-  - **(2023)** [Redis Pub/sub](https://redis.io/docs/latest/develop) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./message-queue.md)*
-  - **(2022)** [genbeta.com: BusyBox, el ejecutable que agrupa casi 200 utilidades Unix de lΓ­nea de comandos (y que puedes usar tambiΓ©n en Windows o Android)](https://www.genbeta.com/herramientas/busybox-ejecutable-que-agrupa-casi-200-utilidades-gnu-linea-comandos-que-puedes-usar-tambien-windows-android) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2021)** [varnish-cache.org: Installation on RedHat](https://vinyl-cache.org/docs/trunk/installation/index.html) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./caching.md)*
-  - **(2021)** [opensource.com: Use XMLStarlet to parse XML in the Linux terminal](https://opensource.com/article/21/7/parse-xml-linux) [GUIDE] [LEGACY] [C CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2021)** [migops.com: pgBackRest – The Best Postgres Backup Tool with a very active community](https://www.migops.com/blog/2021/04/09/pgbackrest-the-best-postgres-backup-tool-with-a-very-active-community) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2021)** [SystemTap](https://sourceware.org/systemtap) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./qa.md)*
 
 

 
@@ -1440,40 +916,24 @@
 ## C# Content
 
 

-Click to view 33 resources under C# Content
+Click to view 17 resources under C# Content
 
   - **(2026)** [==App-vNext/Polly==](https://github.com/App-vNext/Polly) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C# CONTENT] β€” *Go to [Section](./dotnet.md)*
-  - **(2025)** [==github.com/mspnp/AzureNamingTool - Azure Naming Tool 🌟==](https://github.com/mspnp/AzureNamingTool) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C# CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2024)** [==Git Credential Manager Core==](https://github.com/git-ecosystem/git-credential-manager) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C# CONTENT] β€” *Go to [Section](./devsecops.md)*
-  - **(2022)** [==devblogs.microsoft.com: Announcing Rate Limiting for .NET==](https://devblogs.microsoft.com/dotnet/announcing-rate-limiting-for-dotnet) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C# CONTENT] β€” *Go to [Section](./dotnet.md)*
   - **(2022)** [==itnext.io: How to Build an Event-Driven ASP.NET Core Microservice Architecture==](https://itnext.io/how-to-build-an-event-driven-asp-net-core-microservice-architecture-e0ef2976f33f) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C# CONTENT] β€” *Go to [Section](./dotnet.md)*
-  - **(2026)** [**Plastic SCM**](https://www.plasticscm.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [C# CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2024)** [**https://github.com/michaelmsonne/AzureDevOpsBackupTool**](https://github.com/michaelmsonne/AzureDevOpsBackupTool) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [C# CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2024)** [**github.com/mivano/azure-cost-cli**](https://github.com/mivano/azure-cost-cli) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [C# CONTENT] β€” *Go to [Section](./finops.md)*
   - **(2021)** [**itnext.io: How to Add MySql & MongoDB to a Kubernetes .Net Core Microservice Architecture**](https://itnext.io/databases-in-a-kubernetes-angular-net-core-microservice-arch-a0c0ae23dca9) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [C# CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2021)** [**telerik.com: Your First Microservice in .NET 6**](https://www.telerik.com/blogs/your-first-microservice-dotnet-6) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [C# CONTENT] β€” *Go to [Section](./dotnet.md)*
   - **(2021)** [**blog.jetbrains.com: Getting Started with ASP.NET Core and gRPC**](https://blog.jetbrains.com/dotnet/2021/07/19/getting-started-with-asp-net-core-and-grpc) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [C# CONTENT] β€” *Go to [Section](./dotnet.md)*
   - **(2024)** [kubernetes-reflector](https://github.com/emberstack/kubernetes-reflector) 🌟🌟🌟 [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2024)** [KubeUI: A Desktop Kubernetes Client](https://github.com/IvanJosipovic/KubeUI) 🌟🌟 [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./devops-tools.md)*
-  - **(2019)** [Plastic SCM DevOps Mergebot to implement a trunk-based development cycle](https://github.com/PlasticSCM/trunk-mergebot) 🌟 [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./git.md)*
   - **(2026)** [thangchung/awesome-dotnet-core](https://github.com/thangchung/awesome-dotnet-core) [LEGACY] [C# CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2026)** [Octopus Deploy - deployment tool](https://octopus.com) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
   - **(2025)** [Microsoft - DICOM Service](https://learn.microsoft.com/en-us/azure/healthcare-apis/dicom) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2025)** [Promitor 🌟](https://promitor.io) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./prometheus.md)*
-  - **(2025)** [Oakton](https://jasperfx.github.io/oakton) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./dotnet.md)*
   - **(2025)** [Lamar](https://jasperfx.github.io/lamar) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./dotnet.md)*
-  - **(2024)** [Extend your coding agent with .NET Skills](https://devblogs.microsoft.com/dotnet/extend-your-coding-agent-with-dotnet-skills) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./developerportals.md)*
-  - **(2024)** [dotnet.microsoft.com: What is Xamarin?](https://dotnet.microsoft.com/en-us/apps/xamarin) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./xamarin.md)*
   - **(2024)** [Paradigm framework](https://www.paradigm.net.co) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./dotnet.md)*
-  - **(2023)** [ScheduleOnce](https://www.oncehub.com) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./appointment-scheduling.md)*
-  - **(2022)** [Azure DevOps Demo Generator is now open source](https://devblogs.microsoft.com/devops/azure-devops-demo-generator-is-now-open-source) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2022)** [thorsten-hans.com: Hot-Reload .NET Configuration in Kubernetes with ConfigMaps](https://www.thorsten-hans.com/hot-reload-net-configuration-in-kubernetes-with-configmaps) [CASE STUDY] [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2022)** [Migrating a monolithic .NET REST API to AWS Lambda](https://aws.amazon.com/blogs/compute/migrating-a-monolithic-net-rest-api-to-aws-lambda) [CASE STUDY] [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./aws-serverless.md)*
-  - **(2022)** [syncfusion.com: 10 Best C# NuGet Packages to Improve Your Productivity in 2022](https://www.syncfusion.com/blogs/post/10-best-c-nuget-packages-to-improve-your-productivity-in-2022) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./dotnet.md)*
   - **(2022)** [procodeguide.com: Build Resilient Microservices (Web API) using Polly in ASP.NET Core](https://procodeguide.com/programming/polly-in-aspnet-core) [COMMUNITY-TOOL] [GUIDE] [C# CONTENT] β€” *Go to [Section](./dotnet.md)*
   - **(2021)** [jeremydmiller.com: Self Diagnosing Deployments with Oakton and Lamar](https://jeremydmiller.com/2021/10/12/self-diagnosing-deployments-with-oakton-and-lamar) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./dotnet.md)*
   - **(2020)** [developers.redhat.com: Monitoring .NET Core applications on Kubernetes](https://developers.redhat.com/blog/2020/08/05/monitoring-net-core-applications-on-kubernetes) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./monitoring.md)*
-  - **(2020)** [khalidabuhakmeh.com: A .NET 5.0 Guide: From Idea To NuGet Package](https://khalidabuhakmeh.com/a-dotnet-five-guide-from-idea-to-nuget-package) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./dotnet.md)*
   - **(2018)** [developers.redhat.com: Securing .NET Core on OpenShift using HTTPS](https://developers.redhat.com/blog/2018/10/12/securing-net-core-on-openshift-using-https) [ENTERPRISE-STABLE] [GUIDE] [C# CONTENT] β€” *Go to [Section](./ocp3.md)*
 
 

@@ -1511,96 +971,10 @@
 ## C++ Content
 
 

-Click to view 23 resources under C++ Content
+Click to view 2 resources under C++ Content
 
-  - **(2026)** [==Ceph: A Distributed Object, Block, and File Storage Platform==](https://github.com/ceph/ceph) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C++ CONTENT] β€” *Go to [Section](./cloud-asset-inventory.md)*
-  - **(2026)** [==couchbase.com==](https://www.couchbase.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C++ CONTENT] β€” *Go to [Section](./nosql.md)*
-  - **(2026)** [==OS Query==](https://github.com/osquery/osquery) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C++ CONTENT] β€” *Go to [Section](./monitoring.md)*
-  - **(2026)** [==Redpanda 🌟==](https://www.redpanda.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C++ CONTENT] β€” *Go to [Section](./message-queue.md)*
   - **(2026)** [==Ray==](https://docs.ray.io/en/latest) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C++ CONTENT] β€” *Go to [Section](./mlops.md)*
-  - **(2024)** [==Windows Package Manager CLI (aka winget)==](https://github.com/microsoft/winget-cli) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C++ CONTENT] β€” *Go to [Section](./linux-dev-env.md)*
-  - **(2018)** [==bpftrace==](https://github.com/bpftrace/bpftrace) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C++ CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2009)** [==github.com/nodejs/node==](https://github.com/nodejs/node) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C++ CONTENT] β€” *Go to [Section](./javascript.md)*
-  - **(1998)** [==ntop==](https://www.ntop.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C++ CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [**Zeal**](https://zealdocs.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [C++ CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2026)** [**rethinkdb.com**](https://rethinkdb.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [C++ CONTENT] β€” *Go to [Section](./nosql.md)*
-  - **(2026)** [**NuoDB, elastically scalable database. A revolution compared to traditional monolithic 1-box databases. NuoDB is ACID,SQL, distributed/scalable and support flexible schemas**](https://www.nuodb.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [C++ CONTENT] β€” *Go to [Section](./nosql.md)*
-  - **(2025)** [**Bacula Enterprise for OpenShift and Kubernetes 🌟**](https://www.baculasystems.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [C++ CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
   - **(2025)** [github.com/flomesh-io/pipy](https://github.com/flomesh-io/pipy) 🌟🌟 [COMMUNITY-TOOL] [C++ CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2021)** [google/clusterfuzzlite 🌟](https://github.com/google/clusterfuzzlite) 🌟🌟 [COMMUNITY-TOOL] [C++ CONTENT] β€” *Go to [Section](./qa.md)*
-  - **(2026)** [clickhouse.com](https://clickhouse.com) [COMMUNITY-TOOL] [C++ CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2025)** [hackingcpp.com: C++ Cheat Sheets](https://hackingcpp.com/cpp/cheat_sheets) [COMMUNITY-TOOL] [C++ CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2025)** [Jsonnet](https://jsonnet.org) [COMMUNITY-TOOL] [C++ CONTENT] β€” *Go to [Section](./yaml.md)*
-  - **(2022)** [itsfoss.com: 5 htop Alternatives to Enhance Your Linux System Monitoring Experience](https://itsfoss.com/htop-alternatives) [COMMUNITY-TOOL] [GUIDE] [C++ CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2022)** [sapling-scm.com](https://sapling-scm.com/docs/introduction) [COMMUNITY-TOOL] [C++ CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2022)** [opensource.com: Perform unit tests using GoogleTest and CTest](https://opensource.com/article/22/1/unit-testing-googletest-ctest) [COMMUNITY-TOOL] [C++ CONTENT] β€” *Go to [Section](./qa.md)*
-  - **(2009)** [nodejs.org](https://nodejs.org/en) [COMMUNITY-TOOL] [C++ CONTENT] β€” *Go to [Section](./javascript.md)*
-  - **(2008)** [v8.dev:](https://v8.dev) [COMMUNITY-TOOL] [C++ CONTENT] β€” *Go to [Section](./javascript.md)*
-
-

-
-

-
-

-
-## C/Bash Content
-
-

-Click to view 1 resources under C/Bash Content
-
-  - **(2021)** [Controlling Process Resources with Linux Control Groups (cgroups)](https://labs.iximiuz.com/tutorials/controlling-process-resources-with-cgroups) [COMMUNITY-TOOL] [C/BASH CONTENT] β€” *Go to [Section](./container-managers.md)*
-
-

-
-

-
-

-
-## C/C++ Content
-
-

-Click to view 1 resources under C/C++ Content
-
-  - **(2021)** [developers.redhat.com: Red Hat Software Collections 3.8 and Red Hat Developer Toolset 11 now generally available](https://developers.redhat.com/articles/2021/11/15/red-hat-software-collections-38-and-red-hat-developer-toolset-11-now-generally) [COMMUNITY-TOOL] [C/C++ CONTENT] β€” *Go to [Section](./devel-sites.md)*
-
-

-
-

-
-

-
-## Chinese Content
-
-

-Click to view 1 resources under Chinese Content
-
-  - **(2026)** [jimmysong.io/kubernetes-handbook/concepts/pod.html 🌟](https://jimmysong.io/zh/book/kubernetes-handbook) [COMMUNITY-TOOL] [CHINESE CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-
-

-
-

-
-

-
-## Clojure Content
-
-

-Click to view 1 resources under Clojure Content
-
-  - **(2026)** [Circle CI](https://circleci.com) [COMMUNITY-TOOL] [CLOJURE CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
-
-

-
-

-
-

-
-## Cloudformation Content
-
-

-Click to view 1 resources under Cloudformation Content
-
-  - **(2018)** [aws.amazon.com: AWS Quick Start (OpenShift 3.11 on AWS)](https://aws.amazon.com/solutions) [LEGACY] [CLOUDFORMATION CONTENT] β€” *Go to [Section](./aws-devops.md)*
 
 

 
@@ -1611,7 +985,7 @@
 ## Conceptual Content
 
 

-Click to view 14 resources under Conceptual Content
+Click to view 12 resources under Conceptual Content
 
   - **(2023)** [xenonstack.com: Stateful and Stateless Applications Best Practices and Advantages](https://www.xenonstack.com/insights/stateful-and-stateless-applications) [COMMUNITY-TOOL] [CONCEPTUAL CONTENT] β€” *Go to [Section](./databases.md)*
   - **(2023)** [blog.flant.com: Comparing Kubernetes operators for PostgreSQL](https://palark.com/blog/comparing-kubernetes-operators-for-postgresql) [COMMUNITY-TOOL] [CONCEPTUAL CONTENT] β€” *Go to [Section](./databases.md)*
@@ -1619,13 +993,11 @@
   - **(2022)** [blog.yugabyte.com: Are Stored Procedures and Triggers Anti-Patterns in the Cloud Native World?](https://blog.yugabyte.com/are-stored-procedures-and-triggers-anti-patterns-in-the-cloud-native-world) [COMMUNITY-TOOL] [CONCEPTUAL CONTENT] β€” *Go to [Section](./databases.md)*
   - **(2022)** [thenewstack.io: Data on Kubernetes: The Next Frontier](https://thenewstack.io/data-on-kubernetes-the-next-frontier) [COMMUNITY-TOOL] [CONCEPTUAL CONTENT] β€” *Go to [Section](./databases.md)*
   - **(2022)** [cloud.google.com: To run or not to run a database on Kubernetes - What to consider](https://cloud.google.com/blog/products/databases/to-run-or-not-to-run-a-database-on-kubernetes-what-to-consider) [COMMUNITY-TOOL] [GUIDE] [CONCEPTUAL CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2022)** [thenewstack.io: The Benefits and Drawbacks of DataOps in Practice](https://thenewstack.io/the-benefits-and-drawbacks-of-dataops-in-practice) [COMMUNITY-TOOL] [GUIDE] [CONCEPTUAL CONTENT] β€” *Go to [Section](./databases.md)*
   - **(2022)** [devblogs.microsoft.com: DevOps for Azure SQL 🌟](https://devblogs.microsoft.com/azure-sql/devops-for-azure-sql) [COMMUNITY-TOOL] [CONCEPTUAL CONTENT] β€” *Go to [Section](./databases.md)*
   - **(2021)** [tusacentral.com: MySQL on Kubernetes demystified](https://www.tusacentral.com/joomla/index.php/mysql-blogs/243-mysql-on-kubernetes-demystified) [COMMUNITY-TOOL] [CONCEPTUAL CONTENT] β€” *Go to [Section](./databases.md)*
   - **(2021)** [openshift.com: OpenShift, Databases and You: When to Put Containerized Database Workloads on OpenShift 🌟](https://www.redhat.com/en/blog/openshift-databases-and-you-when-to-put-containerized-database-workloads-on-openshift) [CASE STUDY] [COMMUNITY-TOOL] [CONCEPTUAL CONTENT] β€” *Go to [Section](./databases.md)*
   - **(2021)** [cloudbees.com: Introductory Handbook for Database Continuous Integration](https://www.cloudbees.com/blog/beginners-guide-to-continuous-integration-and-deployment) [COMMUNITY-TOOL] [GUIDE] [CONCEPTUAL CONTENT] β€” *Go to [Section](./databases.md)*
   - **(2021)** [percona.com: An Overview of Sharding in PostgreSQL and How it Relates to MongoDB’s](https://www.percona.com/blog/an-overview-of-sharding-in-postgresql-and-how-it-relates-to-mongodbs) [COMMUNITY-TOOL] [CONCEPTUAL CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2020)** [Expanding SQL Server Big Data Clusters capabilities, now on Red Hat OpenShift](https://cloudblogs.microsoft.com/sqlserver/2020/06/23/expanding-sql-server-big-data-clusters-capabilities-now-on-red-hat-openshift) [COMMUNITY-TOOL] [CONCEPTUAL CONTENT] β€” *Go to [Section](./databases.md)*
   - **(2018)** [threadreaderapp.com:  Kelsey Hightower: "Kubernetes has made huge improvements in the ability to run stateful workloads including databases and message queues, but I still prefer not to run them on Kubernetes" 🌟](https://threadreaderapp.com/thread/963413508300812295.html) [COMMUNITY-TOOL] [CONCEPTUAL CONTENT] β€” *Go to [Section](./databases.md)*
 
 

@@ -1634,19 +1006,6 @@
 
 

 
-## Dart Content
-
-

-Click to view 1 resources under Dart Content
-
-  - **(2025)** [**kubenav**](https://github.com/kubenav/kubenav) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [DART CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
-
-

-
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-
-

-
 ## Docker Content
 
 

@@ -1660,58 +1019,19 @@
 
 

 
-## Docker/Shell Content
-
-

-Click to view 1 resources under Docker/Shell Content
-
-  - **(2024)** [==github.com/bluxmit: Kubespray Workspace==](https://github.com/bluxmit/alnoda-workspaces) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [DOCKER/SHELL CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
-
-

-
-

-
-

-
 ## Dockerfile Content
 
 

-Click to view 21 resources under Dockerfile Content
+Click to view 8 resources under Dockerfile Content
 
   - **(2023)** [==lambdatest.com: How To Run Selenium Tests In Docker ? 🌟==](https://www.testmuai.com/blog/run-selenium-tests-in-docker) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [DOCKERFILE CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
   - **(2020)** [https://github.com/jenkins-x/jenkins-x-openshift-image](https://github.com/jenkins-x/jenkins-x-openshift-image) 🌟🌟🌟 [LEGACY] [DOCKERFILE CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
-  - **(2024)** [github.com: OpenShift GitHub Actions Runner 🌟](https://github.com/redhat-actions/openshift-actions-runners) 🌟🌟 [COMMUNITY-TOOL] [DOCKERFILE CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
   - **(2025)** [Example of JCasC](https://github.com/halkeye-docker/docker-jenkins) 🌟 [COMMUNITY-TOOL] [DOCKERFILE CONTENT] β€” *Go to [Section](./jenkins.md)*
   - **(2024)** [github.com/pabpereza/curated-dockerfiles-examples: Curated Dockerfiles examples](https://github.com/pabpereza/containers-best-practices) 🌟 [COMMUNITY-TOOL] [DOCKERFILE CONTENT] β€” *Go to [Section](./docker.md)*
-  - **(2023)** [ref 5 arey/springboot-petclinic](https://hub.docker.com/r/arey/springboot-petclinic) [COMMUNITY-TOOL] [DOCKERFILE CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2021)** [linuxtechlab.com: How to create a Dockerfile with some dockerfile examples](https://linuxtechlab.com/learn-create-dockerfile-example) [COMMUNITY-TOOL] [GUIDE] [DOCKERFILE CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2021)** [developers.redhat.com: Build lean Java containers with the new Red Hat Universal Base Images OpenJDK runtime images 🌟](https://developers.redhat.com/articles/2021/05/24/build-lean-java-containers-new-red-hat-universal-base-images-openjdk-runtime) [COMMUNITY-TOOL] [DOCKERFILE CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2021)** [ref 4](https://hub.docker.com/r/alwin2/petclinic-customers-service) [COMMUNITY-TOOL] [DOCKERFILE CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2021)** [Atlassian Confluence6](https://github.com/nubenetes/confluence6-atlassian) [LEGACY] [DOCKERFILE CONTENT] β€” *Go to [Section](./openshift.md)*
   - **(2021)** [Elastic APM Server Docker image](https://github.com/sls-dev1/openshift-elastic-apm-server) [LEGACY] [DOCKERFILE CONTENT] β€” *Go to [Section](./monitoring.md)*
-  - **(2020)** [ref 1](https://hub.docker.com/r/ibuchh/petclinic-spinnaker-jenkins) [LEGACY] [DOCKERFILE CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2020)** [SonarQube: An OpenShift-focused Docker build of Sonarqube](https://github.com/OpenShiftDemos/sonarqube-openshift-docker) [COMMUNITY-TOOL] [DOCKERFILE CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2020)** [developers.redhat.com: An easier way to create custom Jenkins containers in OpenShift 4 🌟](https://developers.redhat.com/blog/2020/06/04/an-easier-way-to-create-custom-jenkins-containers) [COMMUNITY-TOOL] [DOCKERFILE CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2020)** [ref 3](https://hub.docker.com/r/bmoussaud/petclinic) [COMMUNITY-TOOL] [DOCKERFILE CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2020)** [americanexpress.io: **Do Not Run Dockerized Applications as Root** 🌟](https://americanexpress.io/do-not-run-dockerized-applications-as-root) [DE FACTO STANDARD] [GUIDE] [DOCKERFILE CONTENT] β€” *Go to [Section](./docker.md)*
   - **(2020)** [Broken by default: why you should avoid most Dockerfile example 🌟](https://pythonspeed.com/articles/dockerizing-python-is-hard) [ENTERPRISE-STABLE] [GUIDE] [DOCKERFILE CONTENT] β€” *Go to [Section](./docker.md)*
-  - **(2020)** [jfrog.com: A Beginner’s Guide to Understanding and Building Docker Images 🌟](https://jfrog.com/learn/cloud-native/how-to-build-docker-images) [COMMUNITY-TOOL] [GUIDE] [DOCKERFILE CONTENT] β€” *Go to [Section](./docker.md)*
-  - **(2019)** [ref 2](https://hub.docker.com/r/sarjunkumar24391/petclinic) [COMMUNITY-TOOL] [DOCKERFILE CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2018)** [ref 6](https://hub.docker.com/r/anthonydahanne/spring-petclinic) [LEGACY] [DOCKERFILE CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2015)** [ref 7](https://hub.docker.com/r/jbrisbin/spring-petclinic) [LEGACY] [DOCKERFILE CONTENT] β€” *Go to [Section](./demos.md)*
-
-

-
-

-
-

-
-## Dockerfile/Shell Content
-
-

-Click to view 1 resources under Dockerfile/Shell Content
-
-  - **(2024)** [Mautic](https://github.com/mautic/docker-mautic) [LEGACY] [DOCKERFILE/SHELL CONTENT] β€” *Go to [Section](./demos.md)*
 
 

 
@@ -1735,101 +1055,31 @@
 ## En Content
 
 

-Click to view 94 resources under En Content
+Click to view 24 resources under En Content
 
-  - **(2026)** [==International Tech Job Search Handbook==](https://github.com/andrewstetsenko/tech-jobs-with-relocation) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [EN CONTENT] β€” *Go to [Section](./recruitment.md)*
   - **(2023)** [==My Dynatrace proof of concept 🌟==](https://github.com/nubenetes/awesome-kubernetes/blob/master/pdf/dynatrace_demo.pdf) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [EN CONTENT] β€” *Go to [Section](./monitoring.md)*
-  - **(2022)** [==newsletter.pragmaticengineer.com: Engineering Leadership Skill Set Overlaps==](https://newsletter.pragmaticengineer.com/p/engineering-leadership-skillset-overlaps) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [EN CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
   - **(2021)** [==blog.pragmaticengineer.com: How Big Tech Runs Tech Projects and the Curious Absence of Scrum==](https://blog.pragmaticengineer.com/project-management-at-big-tech) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [EN CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2020)** [==martinfowler.com: Retrospectives Antipatterns 🌟==](https://martinfowler.com/articles/retrospective-antipatterns.html) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [EN CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
   - **(2020)** [==infoq.com: Driving DevOps with Value Stream Management==](https://www.infoq.com/articles/DevOps-value-stream) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [EN CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2019)** [==noidea.dog/glue: Being Glue==](https://www.noidea.dog/glue) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [EN CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2023)** [**businessinsider.com: I'm an ex-Amazon senior leader. Here's why layoffs keep happening and why ambitious managers are fueling them**](https://www.businessinsider.com/amazon-reason-for-layoffs-former-senior-tech-leader-2023-5) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
   - **(2023)** [**infoworld.com: What to do when your devops team is downsized**](https://www.infoworld.com/article/2337651/what-to-do-when-your-devops-team-is-downsized.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [EN CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2022)** [**codefresh.io: Using a Kanban board to manage and promote Helm Releases 🌟**](https://octopus.com/devops) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
-  - **(2022)** [**dev.to: What’s Wrong With Measuring Developer Performance (+ 10 Best Metrics)**](https://dev.to/actitime/whats-wrong-with-measuring-developer-performance-10-best-metrics-5620) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2022)** [**techcrunch.com: Protestware on the rise: Why developers are sabotaging their own code**](https://techcrunch.com/2022/07/27/protestware-code-sabotage) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2021)** [**redhat.com: 11 considerations for effectively managing a Linux sysadmin team 🌟**](https://www.redhat.com/en/blog/11-manager-considerations) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2021)** [**cloudbees.com: More Isn’t Always Better: Using Predictive Analytics to Show Adding More People Doesn’t Always Help**](https://www.cloudbees.com/blog/using-predictive-analytics-to-show-adding-more-people) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2021)** [**hbr.org: The Real Value of Middle Managers**](https://hbr.org/2021/06/the-real-value-of-middle-managers) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2021)** [**devops.com: How Good Developers Become Good Engineering Managers**](https://devops.com/how-good-developers-become-good-engineering-managers) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
+  - **(2022)** [**codefresh.io: Using a Kanban board to manage and promote Helm Releases 🌟**](https://octopus.com/devops) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
   - **(2021)** [**devops.com: Breaking Down Silos: Applying Open Source Practices in the Workplace**](https://devops.com/breaking-down-silos-applying-open-source-practices-in-the-workplace) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2020)** [**infoq.com: Better Metrics for Building High Performance Teams**](https://www.infoq.com/articles/better-metrics-team-performance) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2019)** [**hbr.org: As Your Team Gets Bigger, Your Leadership Style Has to Adapt**](https://hbr.org/2019/03/as-your-team-gets-bigger-your-leadership-style-has-to-adapt) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2022)** [hbr.org: How to Deal with High Pressure Situations at Work](https://hbr.org/2022/05/how-to-deal-with-high-pressure-situations-at-work) 🌟🌟🌟 [COMMUNITY-TOOL] [EN CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2021)** [cloudbees.com: How Asynchronous Communication Can Boost Productivity](https://www.cloudbees.com/blog/asynchronous-development) 🌟🌟🌟 [COMMUNITY-TOOL] [EN CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2021)** [creately.com: How to Better Manage Your Projects with Kanban Boards](https://creately.com/blog/project-management/what-is-a-kanban-board) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [EN CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2021)** [rebelscrum.site: Characteristics of a Great Product Owner](https://www.rebelscrum.site/post/characteristics-of-a-great-product-owner) 🌟🌟🌟 [COMMUNITY-TOOL] [EN CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2020)** [hbr.org: What It Takes to Give a Great Presentation](https://hbr.org/2020/01/what-it-takes-to-give-a-great-presentation) 🌟🌟🌟 [COMMUNITY-TOOL] [EN CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2019)** [hbr.org: How to Debate Ideas Productively at Work](https://hbr.org/2019/01/how-to-debate-ideas-productively-at-work) 🌟🌟🌟 [COMMUNITY-TOOL] [EN CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2019)** [hbr.org: The Surprising Power of Simply Asking Coworkers How They’re Doing](https://hbr.org/2019/02/the-surprising-power-of-simply-asking-coworkers-how-theyre-doing) 🌟🌟🌟 [COMMUNITY-TOOL] [EN CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2015)** [hbr.org: How to Give Tough Feedback That Helps People Grow](https://hbr.org/2015/08/how-to-give-tough-feedback-that-helps-people-grow) 🌟🌟🌟 [COMMUNITY-TOOL] [EN CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2020)** [mikzuit/fair-job-offer](https://github.com/mikzuit/fair-job-offer) 🌟 [LEGACY] [EN CONTENT] β€” *Go to [Section](./recruitment.md)*
-  - **(2026)** [devops.com](https://devops.com) [EMERGING] [EN CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2026)** [devopszone.info](https://www.devopszone.info) [COMMUNITY-TOOL] [EN CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2026)** [devopsdigest.com](https://www.devopsdigest.com) [COMMUNITY-TOOL] [EN CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2026)** [Top 15 DevOps blogs to read and follow](https://www.techtarget.com/searchitoperations/feature/Top-15-DevOps-blogs-to-read-and-follow) [COMMUNITY-TOOL] [EN CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2026)** [devopstips.net](https://devopstips.net) [COMMUNITY-TOOL] [EN CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2026)** [mrcloudbook.com: Mr Cloud Book](https://mrcloudbook.com) [COMMUNITY-TOOL] [GUIDE] [EN CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2026)** [relocate.me](https://relocate.me) [COMMUNITY-TOOL] [EN CONTENT] β€” *Go to [Section](./recruitment.md)*
-  - **(2026)** [recruit crm](https://recruitcrm.io) [COMMUNITY-TOOL] [EN CONTENT] β€” *Go to [Section](./recruitment.md)*
-  - **(2026)** [golang.org](https://go.dev) [DE FACTO STANDARD] [EN CONTENT] β€” *Go to [Section](./golang.md)*
-  - **(2025)** [redhat.com: Understanding DevOps](https://www.redhat.com/en/topics/devops) [COMMUNITY-TOOL] [EN CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2024)** [redhat.com: Why IT automation training is a smart way to boost your career](https://www.redhat.com/en/blog/it-automation-training) [COMMUNITY-TOOL] [EN CONTENT] β€” *Go to [Section](./devops.md)*
   - **(2024)** [sentry.io](https://sentry.io/welcome) [COMMUNITY-TOOL] [EN CONTENT] β€” *Go to [Section](./monitoring.md)*
   - **(2024)** [Elastic APM](https://www.elastic.co/observability/application-performance-monitoring) [COMMUNITY-TOOL] [EN CONTENT] β€” *Go to [Section](./monitoring.md)*
   - **(2024)** [Elastic APM Server](https://www.elastic.co/docs/solutions/observability/apm) [COMMUNITY-TOOL] [EN CONTENT] β€” *Go to [Section](./monitoring.md)*
   - **(2024)** [dynatrace.com: openshift monitoring](https://www.dynatrace.com/hub/detail/red-hat-openshift) [COMMUNITY-TOOL] [EN CONTENT] β€” *Go to [Section](./monitoring.md)*
-  - **(2023)** [salesforceben.com: 5 DevOps Concepts You Need to Know](https://www.salesforceben.com/5-devops-concepts-you-need-to-know) [COMMUNITY-TOOL] [EN CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2023)** [dev.to: DevOps Trends for Developers in 2023 | Pavan Belagatti](https://dev.to/pavanbelagatti/devops-trends-for-developers-in-2023-345b) [EMERGING] [EN CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2023)** [infoq.com: Dark Side of DevOps - the Price of Shifting Left and Ways to Make it Affordable](https://www.infoq.com/articles/devops-shifting-left) [COMMUNITY-TOOL] [EN CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2023)** [thenewstack.io: Automation Is No Silver Bullet: 3 Keys for Scaling Success](https://thenewstack.io/automation-is-no-silver-bullet-3-keys-for-scaling-success) [COMMUNITY-TOOL] [EN CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2023)** [devops.com: Why MTTR is a Vital Metric for DevOps Teams](https://devops.com/why-mttr-is-a-vital-metric-for-devops-teams) [COMMUNITY-TOOL] [EN CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2023)** [devops.com: Home Β» Blogs Β» A DevOps Reset for a Multi-Cloud World](https://devops.com/a-devops-reset-for-a-multi-cloud-world) [COMMUNITY-TOOL] [EN CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2023)** [dev.to/aws-builders: How to get started with DevOps? What skills should we start with?](https://dev.to/aws-builders/how-to-get-started-with-devops-what-skills-should-we-start-with-5efp) [COMMUNITY-TOOL] [EN CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2023)** [microsoft.com: DevOps threat matrix](https://www.microsoft.com/en-us/security/blog/2023/04/06/devops-threat-matrix) [COMMUNITY-TOOL] [EN CONTENT] β€” *Go to [Section](./devops.md)*
   - **(2023)** [dynatrace.com: Deploy OneAgent on OpenShift Container Platform](https://docs.dynatrace.com/docs/ingest-from/setup-on-container-platforms/kubernetes/legacy/deploy-oneagent-operator-openshift-legacy) [COMMUNITY-TOOL] [EN CONTENT] β€” *Go to [Section](./monitoring.md)*
   - **(2023)** [dynatrace.com: Monitoring of Kubernetes Infrastructure for day 2 operations](https://www.dynatrace.com/news/blog/what-is-kubernetes-2) [COMMUNITY-TOOL] [EN CONTENT] β€” *Go to [Section](./monitoring.md)*
   - **(2023)** [dynatrace.com: The Power of OpenShift, The Visibility of Dynatrace](https://www.dynatrace.com/news/blog/what-is-openshift-2) [COMMUNITY-TOOL] [EN CONTENT] β€” *Go to [Section](./monitoring.md)*
-  - **(2022)** [devops.com: The DevOps Journey: Continuous Mindset Starts With Cultural Change](https://devops.com/the-evolving-devops-journey-continuous-mindset-starts-with-cultural-change) [COMMUNITY-TOOL] [EN CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2022)** [linkedin.com/pulse: Is DevOps just system administration repackaged?](https://www.linkedin.com/pulse/devops-just-system-administration-repackaged-gianluca-mascolo) [COMMUNITY-TOOL] [EN CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2022)** [umbrellainfocare.com: Cloud and DevOps are Made for Each Other](https://www.umbrellainfocare.com/blogs/cloud-and-devops-are-made-for-each-other) [COMMUNITY-TOOL] [EN CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2022)** [devops.com: 11 Steps to a Successful DevOps Career](https://devops.com/11-steps-to-a-successful-devops-career) [COMMUNITY-TOOL] [EN CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2022)** [orange-quarter.com: Upskill yourself with these 5 DevOps resources](https://orange-quarter.com/upskill-yourself-with-these-5-devops-resources) [COMMUNITY-TOOL] [EN CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2022)** [blog.logrocket.com: How to build a blockchain from scratch with Go](https://blog.logrocket.com/build-blockchain-with-go) [COMMUNITY-TOOL] [GUIDE] [EN CONTENT] β€” *Go to [Section](./golang.md)*
-  - **(2022)** [cloud.redhat.com: Monitoring Infrastructure Openshift 4.x Using Zabbix Operator](https://www.redhat.com/en/blog/monitoring-infrastructure-openshift-4.x-using-zabbix-operator) [COMMUNITY-TOOL] [GUIDE] [EN CONTENT] β€” *Go to [Section](./monitoring.md)*
-  - **(2022)** [openshift.com: How to Monitor Openshift 4.x with Zabbix using Prometheus - Part 2](https://www.redhat.com/en/blog/how-to-monitoring-openshift-4.x-with-zabbix-using-prometheus-part-2) [COMMUNITY-TOOL] [GUIDE] [EN CONTENT] β€” *Go to [Section](./monitoring.md)*
-  - **(2021)** [enterprisersproject.com: DevOps: 3 skills needed to support its future in the enterprise](https://enterprisersproject.com/article/2021/10/devops-future-operating-model-it) [COMMUNITY-TOOL] [EN CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2021)** [devblogs.microsoft.com: DevOps Dojo – Culture and Mindset](https://devblogs.microsoft.com/devops/devops-dojo-culture-and-mindset) [COMMUNITY-TOOL] [EN CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2021)** [forbes.com: What Do Employers Want To See In Your CV?](https://www.forbes.com/sites/andrewfennell/2021/09/08/what-do-employers-want-to-see-in-your-cv) [COMMUNITY-TOOL] [EN CONTENT] β€” *Go to [Section](./recruitment.md)*
-  - **(2020)** [enterprisersproject.com: DevOps: 5 things teams need from CIOs](https://enterprisersproject.com/article/2020/7/devops-5-things-teams-need) [COMMUNITY-TOOL] [EN CONTENT] β€” *Go to [Section](./devops.md)*
   - **(2020)** [A Distributed Tracing Adventure in Apache Beam](https://rion.io/2020/07/04/a-distributed-tracing-adventure-in-apache-beam) [COMMUNITY-TOOL] [GUIDE] [EN CONTENT] β€” *Go to [Section](./monitoring.md)*
-  - [github.com/golang/go](https://github.com/golang/go) [DE FACTO STANDARD] [EN CONTENT] β€” *Go to [Section](./golang.md)*
-  - [golang-design/history](https://github.com/golang-design/history) [ENTERPRISE-STABLE] [GUIDE] [EN CONTENT] β€” *Go to [Section](./golang.md)*
-  - [Golang for Node.js Developers](https://github.com/miguelmota/golang-for-nodejs-developers) [ENTERPRISE-STABLE] [GUIDE] [EN CONTENT] β€” *Go to [Section](./golang.md)*
-  - [The Ultimate Go Study Guide](https://github.com/hoanhan101/ultimate-go) [DE FACTO STANDARD] [ENTERPRISE-STABLE] [GUIDE] [EN CONTENT] β€” *Go to [Section](./golang.md)*
-  - [go.dev: A new search experience on pkg.go.dev](https://go.dev/blog/pkgsite-search-redesign) [COMMUNITY-TOOL] [GUIDE] [EN CONTENT] β€” *Go to [Section](./golang.md)*
-  - [quii/learn-go-with-tests](https://github.com/quii/learn-go-with-tests) [DE FACTO STANDARD] [GUIDE] [EN CONTENT] β€” *Go to [Section](./golang.md)*
-  - [dev.to: Getting started with Go-Lang](https://dev.to/treva123mutebi/getting-started-with-go-lang-1g0) [COMMUNITY-TOOL] [GUIDE] [EN CONTENT] β€” *Go to [Section](./golang.md)*
-  - [dev.to/mavensingh: Advantages and Disadvantages of Go](https://dev.to/mavensingh/advantages-and-disadvantages-of-go-5gha) [COMMUNITY-TOOL] [GUIDE] [EN CONTENT] β€” *Go to [Section](./golang.md)*
-  - [dev.to: Getting Started With Go (golang) | Michael Levan](https://dev.to/thenjdevopsguy/getting-started-with-go-golang-5eh8) [COMMUNITY-TOOL] [GUIDE] [EN CONTENT] β€” *Go to [Section](./golang.md)*
+  - [blog.getambassador.io: Debugging Go Microservices in Kubernetes with VScode](https://blog.getambassador.io/debugging-go-microservices-in-kubernetes-with-vscode-a36beb48ef1) [ENTERPRISE-STABLE] [GUIDE] [EN CONTENT] β€” *Go to [Section](./visual-studio.md)*
   - [Zepto is a lightweight framework for the development of microservices & web services in golang](https://github.com/go-zepto/zepto) [COMMUNITY-TOOL] [EMERGING] [LEGACY] [EN CONTENT] β€” *Go to [Section](./golang.md)*
-  - [dev.to: Deploying Your First Golang Webapp](https://dev.to/heroku/deploying-your-first-golang-webapp-11b3) [GUIDE] [LEGACY] [EN CONTENT] β€” *Go to [Section](./golang.md)*
   - [eli.thegreenplace.net: REST Servers in Go: Part 4 - using OpenAPI and Swagger](https://eli.thegreenplace.net/2021/rest-servers-in-go-part-4-using-openapi-and-swagger) [ENTERPRISE-STABLE] [GUIDE] [EN CONTENT] β€” *Go to [Section](./golang.md)*
   - [dev.to: Rate limiting HTTP requests in Go using Redis](https://dev.to/mauriciolinhares/rate-limiting-http-requests-in-go-using-redis-51m7) [ENTERPRISE-STABLE] [GUIDE] [EN CONTENT] β€” *Go to [Section](./golang.md)*
   - [dev.to: Understanding and Crafting HTTP Middlewares in Go](https://dev.to/theghostmac/understanding-and-crafting-http-middlewares-in-go-3183) [COMMUNITY-TOOL] [GUIDE] [EN CONTENT] β€” *Go to [Section](./golang.md)*
-  - [blog.getambassador.io: Debugging Go Microservices in Kubernetes with VScode](https://blog.getambassador.io/debugging-go-microservices-in-kubernetes-with-vscode-a36beb48ef1) [ENTERPRISE-STABLE] [GUIDE] [EN CONTENT] β€” *Go to [Section](./golang.md)*
-  - [An example of using dynamic client of k8s.io/client-go](https://ymmt2005.hatenablog.com/entry/2020/04/14/An_example_of_using_dynamic_client_of_k8s.io/client-go) [COMMUNITY-TOOL] [GUIDE] [EN CONTENT] β€” *Go to [Section](./golang.md)*
-  - [iximiuz.com: How To Call Kubernetes API using Go - Types and Common Machinery](https://iximiuz.com/en/posts/kubernetes-api-go-types-and-common-machinery) [DE FACTO STANDARD] [GUIDE] [EN CONTENT] β€” *Go to [Section](./golang.md)*
-  - [developers.redhat.com: Using Delve to debug Go programs on Red Hat Enterprise' Linux](https://developers.redhat.com/blog/2021/03/03/using-delve-to-debug-go-programs-on-red-hat-enterprise-linux) [ENTERPRISE-STABLE] [GUIDE] [EN CONTENT] β€” *Go to [Section](./golang.md)*
-  - [rakyll/go-test-trace 🌟](https://github.com/rakyll/go-test-trace) [COMMUNITY-TOOL] [LEGACY] [EN CONTENT] β€” *Go to [Section](./golang.md)*
-  - [datastation.multiprocess.io: Speeding up Go's builtin JSON encoder up to' 55% for large arrays of objects](https://datastation.multiprocess.io/blog/2022-03-03-improving-go-json-encoding-performance-for-large-arrays-of-objects.html) [CASE STUDY] [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./golang.md)*
-  - [luk4z7/go-concurrency-guide: Go Concurrency Guide 🌟](https://github.com/luk4z7/go-concurrency-guide) [COMMUNITY-TOOL] [GUIDE] [LEGACY] [EN CONTENT] β€” *Go to [Section](./golang.md)*
   - [developer.okta.com: Elasticsearch in Go: A Developer's Guide](https://developer.okta.com/blog/2021/04/23/elasticsearch-go-developers-guide) [COMMUNITY-TOOL] [GUIDE] [EN CONTENT] β€” *Go to [Section](./golang.md)*
   - [thenewstack.io: Getting Started with Go and InfluxDB](https://thenewstack.io/getting-started-with-go-and-influxdb) [COMMUNITY-TOOL] [GUIDE] [EN CONTENT] β€” *Go to [Section](./golang.md)*
   - [blog.logrocket.com: Building a simple app with Go and PostgreSQL](https://blog.logrocket.com/building-simple-app-go-postgresql) [COMMUNITY-TOOL] [GUIDE] [EN CONTENT] β€” *Go to [Section](./golang.md)*
-  - [go-ini/ini](https://github.com/go-ini/ini) [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./golang.md)*
-  - [itnext.io: Go Does Not Need a Java Style GC](https://itnext.io/go-does-not-need-a-java-style-gc-ac99b8d26c60) [ENTERPRISE-STABLE] [GUIDE] [EN CONTENT] β€” *Go to [Section](./golang.md)*
+  - [datastation.multiprocess.io: Speeding up Go's builtin JSON encoder up to' 55% for large arrays of objects](https://datastation.multiprocess.io/blog/2022-03-03-improving-go-json-encoding-performance-for-large-arrays-of-objects.html) [CASE STUDY] [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./golang.md)*
   - [thenewstack.io: Cloud Native Identity and Access Management in Kubernetes](https://thenewstack.io/cloud-native-identity-and-access-management-in-kubernetes) [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./kubernetes-security.md)*
 
 

@@ -1838,60 +1088,6 @@
 
 

 
-## Erlang Content
-
-

-Click to view 1 resources under Erlang Content
-
-  - **(2026)** [**Couchdb.apache.org**](https://couchdb.apache.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [ERLANG CONTENT] β€” *Go to [Section](./nosql.md)*
-
-

-
-

-
-

-
-## Flux Content
-
-

-Click to view 1 resources under Flux Content
-
-  - **(2022)** [influxdata.com: InfluxDB Tech Tips: API Invokable Scripts in InfluxDB Cloud](https://www.influxdata.com/blog/tldr-influxdb-tech-tips-api-invokable-scripts-influxdb-cloud) [COMMUNITY-TOOL] [FLUX CONTENT] β€” *Go to [Section](./prometheus.md)*
-
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-

-
-## French Content
-
-

-Click to view 3 resources under French Content
-
-  - **(2021)** [youtube: Ansible for beginners - by XavkiEn](https://www.youtube.com/playlist?list=PLWZKNB9waqIXEL-NIapWwIADPtkspe9vk) [COMMUNITY-TOOL] [FRENCH CONTENT] β€” *Go to [Section](./ansible.md)*
-  - **(2021)** [youtube: Exercises / Monitoring : How to install node exporter 🌟](https://www.youtube.com/watch?v=NgRuap0MmZw&ab_channel=XavkiEn) [COMMUNITY-TOOL] [FRENCH CONTENT] β€” *Go to [Section](./ansible.md)*
-  - **(2021)** [arsouyes.org: PKCS, pem, der, key, crt,...](https://www.arsouyes.org/articles/2021/2021-06-21_PKCS_pem_der_key_crt) [COMMUNITY-TOOL] [GUIDE] [FRENCH CONTENT] β€” *Go to [Section](./devsecops.md)*
-
-

-
-

-
-

-
-## German Content
-
-

-Click to view 1 resources under German Content
-
-  - **(2023)** [**deloitte.com/de: EMEA Center of Excellence for Application Modernization and Migration**](https://www.deloitte.com/de/de/services/consulting/services/center-of-excellence-application-modernization.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [GERMAN CONTENT] β€” *Go to [Section](./introduction.md)*
-
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 ## Go / Javascript Content
 
 

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 ## Go / Yaml Content
 
 

-Click to view 2 resources under Go / Yaml Content
+Click to view 1 resources under Go / Yaml Content
 
   - **(2025)** [**Application Gateway for Containers: Istio Integration**](https://blog.cloudtrooper.net/2025/11/21/application-gateway-for-containers-istio-integration) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO / YAML CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2023)** [github.com/openshift-labs 🌟](https://github.com/openshift-labs) [COMMUNITY-TOOL] [GO / YAML CONTENT] β€” *Go to [Section](./demos.md)*
 
 

 
@@ -1923,162 +1118,110 @@
 ## Go Content
 
 

-Click to view top 100 of 1081 resources under Go Content
+Click to view top 100 of 320 resources under Go Content
 
-  - **(2026)** [==kubernetes-sigs/kueue: Kubernetes-native Job Queueing==](https://github.com/kubernetes-sigs/kueue) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==containerd - An open and reliable container runtime==](https://github.com/containerd/containerd) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./container-managers.md)*
-  - **(2026)** [==Deprek8ion==](https://github.com/swade1987/deprek8ion) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==Draino==](https://github.com/planetlabs/draino) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==kubectl-reap is a kubectl plugin that deletes unused Kubernetes resources 🌟==](https://github.com/micnncim/kubectl-reap) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==KubeFed: Kubernetes Cluster Federation==](https://github.com/kubernetes-retired/kubefed) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==Available kubectl plugins==](https://github.com/kubernetes-sigs/krew-index/blob/master/plugins.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==k8s-worker-pod-autoscaler==](https://github.com/practo/k8s-worker-pod-autoscaler) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==k8scr 🌟==](https://github.com/hasheddan/k8scr) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==kei6u/kubectl-secret-data==](https://github.com/keisku/kubectl-secretdata) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==open-policy-agent/conftest==](https://github.com/open-policy-agent/conftest) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==konstraint==](https://github.com/plexsystems/konstraint) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==github.com/sigstore: k8s-manifest-sigstore==](https://github.com/sigstore/k8s-manifest-sigstore) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==kconnect - The Kubernetes Connection Manager CLI==](https://github.com/fidelity/kconnect) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==github.com/sharadbhat/KubernetesPatterns: YAML and Golang implementations' of common Kubernetes patterns==](https://github.com/sharadbhat/KubernetesPatterns) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==kustomize==](https://github.com/kubernetes-sigs/kustomize) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==kubectl-trace==](https://github.com/iovisor/kubectl-trace) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==kubespy==](https://github.com/huazhihao/kubespy) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==kubectl netshoot==](https://github.com/nilic/kubectl-netshoot) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==Pulumi: Infrastructure as Code in Any Programming Language==](https://github.com/pulumi/pulumi) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./iac.md)*
-  - **(2026)** [==github.com/hashicorp/hcl: HCL==](https://github.com/hashicorp/hcl) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2026)** [==sops: Simple and flexible tool for managing secrets 🌟==](https://github.com/getsops/sops) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./devsecops.md)*
-  - **(2026)** [==AWS Controllers for Kubernetes (ACK) 🌟==](https://github.com/aws-controllers-k8s/community) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==aws/aws-node-termination-handler 🌟==](https://github.com/aws/aws-node-termination-handler) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==Skopeo==](https://github.com/containers/skopeo) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./container-managers.md)*
-  - **(2026)** [==github.com/google/go-containerregistry 🌟==](https://github.com/google/go-containerregistry) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./docker.md)*
-  - **(2026)** [==nerdctl 🌟==](https://github.com/containerd/nerdctl) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./docker.md)*
-  - **(2026)** [==kaniko==](https://github.com/GoogleContainerTools/kaniko) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./docker.md)*
-  - **(2026)** [==github.com/kubereboot/kured ⭐==](https://github.com/kubereboot/kured) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==Azure/azure-workload-identity==](https://github.com/Azure/azure-workload-identity) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==Descheduler for Kubernetes 🌟==](https://github.com/kubernetes-sigs/descheduler) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==SigNoz: Open source Application Performance Monitoring (APM) & Observability' tool 🌟==](https://github.com/SigNoz/signoz) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==NVIDIA/k8s-device-plugin: NVIDIA device plugin for Kubernetes==](https://github.com/NVIDIA/k8s-device-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
-  - **(2026)** [==VolSync 🌟==](https://github.com/backube/volsync) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
-  - **(2026)** [==kubectx + kubens: : Power tools for kubectl🌟🌟==](https://github.com/ahmetb/kubectx) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==K9s - Kubernetes CLI To Manage Your Clusters In Style!==](https://github.com/derailed/k9s) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==Pluto is a cli tool to help discover deprecated apiVersions in Kubernetes 🌟==](https://github.com/FairwindsOps/pluto) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==Authelia 🌟==](https://github.com/authelia/authelia) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==Kompose (Kubernetes + Compose) 🌟==](https://github.com/kubernetes/kompose) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==Nebula==](https://github.com/slackhq/nebula) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==kube-bench 🌟==](https://github.com/aquasecurity/kube-bench) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==Polaris==](https://github.com/FairwindsOps/polaris) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==testkube.io 🌟==](https://testkube.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==kubeshop/testkube==](https://github.com/kubeshop/testkube) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==Karpenter==](https://karpenter.sh) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==grpc-ecosystem/grpc-gateway: gRPC-Gateway==](https://github.com/grpc-ecosystem/grpc-gateway) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==github.com/microsoft/CBL-Mariner==](https://github.com/microsoft/azurelinux) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2026)** [==github.com/kubernetes-sigs: Local Persistence Volume Static Provisioner' 🌟==](https://github.com/kubernetes-sigs/sig-storage-local-static-provisioner) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
-  - **(2026)** [==openebs/zfs-localpv==](https://github.com/openebs/zfs-localpv) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
-  - **(2026)** [==Rook==](https://rook.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
-  - **(2026)** [==OpenEBS==](https://openebs.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
-  - **(2026)** [==openebs/dynamic-localpv-provisioner: Dynamic Kubernetes Local Persistent' Volumes==](https://github.com/openebs/dynamic-localpv-provisioner) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
-  - **(2026)** [==openebs/lvm-localpv==](https://github.com/openebs/lvm-localpv) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
-  - **(2026)** [==Longhorn==](https://longhorn.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
-  - **(2026)** [==libopenstorage/stork: Stork - Storage Operator Runtime for Kubernetes==](https://github.com/libopenstorage/stork) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
-  - **(2026)** [==min.io==](https://www.min.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
-  - **(2026)** [==SMB CSI Driver for Kubernetes==](https://github.com/kubernetes-csi/csi-driver-smb) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
-  - **(2026)** [==github.com/yandex-cloud: CSI for S3==](https://github.com/yandex-cloud/k8s-csi-s3) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
-  - **(2026)** [==KrakenD: The fastest API gateway comes with true linear scalability 🌟==](https://www.krakend.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./developerportals.md)*
-  - **(2026)** [==dreamland==](https://github.com/taubyte/dream) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-alternatives.md)*
-  - **(2026)** [==llama.cpp plugin==](https://github.com/samyfodil/taubyte-llama-satellite) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [EMERGING] [GO CONTENT] β€” *Go to [Section](./kubernetes-alternatives.md)*
-  - **(2026)** [==Awesome Go 🌟==](https://github.com/avelino/awesome-go) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./golang.md)*
-  - **(2026)** [==Dapr==](https://dapr.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./golang.md)*
-  - **(2026)** [==github.com/golang/vscode-go 🌟==](https://github.com/golang/vscode-go/blob/master/README.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [==Argo CD==](https://argoproj.github.io/argo-cd) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./argo.md)*
-  - **(2026)** [==Helm==](https://github.com/helm/helm) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./helm.md)*
-  - **(2026)** [==kubernetes/client-go: Go client for Kubernetes 🌟==](https://github.com/kubernetes/client-go) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-client-libraries.md)*
-  - **(2026)** [==github.com/trstringer/kubectl-example==](https://github.com/trstringer/kubectl-example) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubectl-commands.md)*
-  - **(2026)** [==Flag export deprecated in kubernetes 1.14==](https://github.com/kubernetes/kubernetes/pull/73787) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubectl-commands.md)*
-  - **(2026)** [==Minikube==](https://github.com/kubernetes/minikube) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
-  - **(2026)** [==Weave Kubernetes System Control - wksctl==](https://github.com/weaveworks/wksctl) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./gitops.md)*
-  - **(2026)** [==GitHub: Kubernetes Cluster with Kops==](https://github.com/kubernetes/kops) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
-  - **(2026)** [==Kubernetes Cluster with **Kubeadm**==](https://github.com/kubernetes/kubeadm) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
-  - **(2026)** [==MongoDB and Kubernetes 🌟==](https://www.mongodb.com/products/integrations/kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./nosql.md)*
-  - **(2026)** [==OpenFaaS==](https://www.openfaas.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./serverless.md)*
-  - **(2026)** [==knative.dev==](https://knative.dev) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./serverless.md)*
   - **(2026)** [==github.com/vmware-tanzu/velero==](https://github.com/velero-io/velero) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
-  - **(2026)** [==dive 🌟==](https://github.com/wagoodman/dive) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./docker.md)*
-  - **(2026)** [==ctop 🌟==](https://github.com/bcicen/ctop) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./docker.md)*
-  - **(2026)** [==buildg: Interactive debugger for Dockerfile 🌟==](https://github.com/ktock/buildg) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./docker.md)*
-  - **(2026)** [==jesseduffield/lazydocker==](https://github.com/jesseduffield/lazydocker) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./docker.md)*
-  - **(2026)** [==img==](https://github.com/genuinetools/img) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./docker.md)*
-  - **(2026)** [==grosser/preoomkiller==](https://github.com/grosser/preoomkiller) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./docker.md)*
-  - **(2026)** [==github.com/containrrr/watchtower==](https://github.com/containrrr/watchtower) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./docker.md)*
-  - **(2026)** [==buildkit==](https://docs.docker.com/build) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./docker.md)*
-  - **(2026)** [==ory/dockertest==](https://github.com/ory/dockertest) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./docker.md)*
-  - **(2026)** [==termshark==](https://github.com/gcla/termshark) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [==Descheduler for Kubernetes 🌟==](https://github.com/kubernetes-sigs/descheduler) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==knative.dev==](https://knative.dev) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./serverless.md)*
+  - **(2026)** [==OpenFaaS==](https://www.openfaas.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./serverless.md)*
+  - **(2026)** [==Teleport 🌟==](https://github.com/gravitational/teleport) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==SigNoz: Open source Application Performance Monitoring (APM) & Observability' tool 🌟==](https://github.com/SigNoz/signoz) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==Authelia 🌟==](https://github.com/authelia/authelia) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==grpc-ecosystem/grpc-gateway: gRPC-Gateway==](https://github.com/grpc-ecosystem/grpc-gateway) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [==OpenTelemetry Collector==](https://github.com/open-telemetry/opentelemetry-collector) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./prometheus.md)*
   - **(2026)** [==Grafana Tempo==](https://github.com/grafana/tempo) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./monitoring.md)*
-  - **(2026)** [==github.com/gianlucam76/k8s-cleaner 🌟==](https://github.com/gianlucam76/k8s-cleaner) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
-  - **(2026)** [==scylladb/scylla-operator==](https://github.com/scylladb/scylla-operator) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
-  - **(2026)** [==kubernetes-sigs/kubebuilder==](https://github.com/kubernetes-sigs/kubebuilder) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
-  - **(2026)** [==kubernetes/sample-controller==](https://github.com/kubernetes/sample-controller) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
-  - **(2026)** [==github.com/one2nc/cloudlens 🌟==](https://github.com/one2nc/cloudlens) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./aws-tools-scripts.md)*
-  - **(2026)** [==azon EKS Pod Identity Webhook==](https://github.com/aws/amazon-eks-pod-identity-webhook) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2026)** [==Prow==](https://github.com/kubernetes/test-infra/tree/master/prow) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
+  - **(2026)** [==kubeflow==](https://www.kubeflow.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2026)** [==Clair==](https://github.com/quay/clair) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2026)** [==trivy==](https://github.com/aquasecurity/trivy) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2026)** [==deepfence/ThreatMapper 🌟==](https://github.com/deepfence/ThreatMapper) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2026)** [==sops: Simple and flexible tool for managing secrets 🌟==](https://github.com/getsops/sops) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2026)** [==hashicorp/vault==](https://github.com/hashicorp/vault) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2026)** [==Pomerium==](https://github.com/pomerium/pomerium) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2026)** [==github.com/goauthentik/authentik==](https://github.com/goauthentik/authentik) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2026)** [==Awesome Go 🌟==](https://github.com/avelino/awesome-go) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./golang.md)*
+  - **(2026)** [==Dapr==](https://dapr.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./golang.md)*
+  - **(2026)** [==Zalando Postgres Operator==](https://github.com/zalando/postgres-operator) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./databases.md)*
+  - **(2026)** [==Longhorn==](https://longhorn.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
+  - **(2026)** [==dreamland==](https://github.com/taubyte/dream) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-alternatives.md)*
+  - **(2026)** [==llama.cpp plugin==](https://github.com/samyfodil/taubyte-llama-satellite) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [EMERGING] [GO CONTENT] β€” *Go to [Section](./kubernetes-alternatives.md)*
   - **(2026)** [==github.com/kubernetes-sigs/aws-load-balancer-controller==](https://github.com/kubernetes-sigs/aws-load-balancer-controller) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-  - **(2026)** [==github.com/rebataur/djkube==](https://github.com/rebataur/fskube) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2026)** [==github.com/microsoft/CBL-Mariner==](https://github.com/microsoft/azurelinux) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2026)** [==github.com: Istio==](https://github.com/istio/istio) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./istio.md)*
+  - **(2026)** [==KrakenD: The fastest API gateway comes with true linear scalability 🌟==](https://www.krakend.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./developerportals.md)*
+  - **(2026)** [==MongoDB and Kubernetes 🌟==](https://www.mongodb.com/products/integrations/kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./nosql.md)*
   - **(2026)** [==github.com/prometheus/prometheus==](https://github.com/prometheus/prometheus) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./prometheus.md)*
-  - **(2026)** [==Telegraf Prometheus Output Plugin==](https://github.com/influxdata/telegraf/tree/master/plugins/outputs/prometheus_client) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./prometheus.md)*
   - **(2026)** [==Pushgateway==](https://github.com/prometheus/pushgateway) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./prometheus.md)*
+  - **(2026)** [==github: Flux Version 2==](https://github.com/fluxcd/flux2) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./flux.md)*
+  - **(2026)** [==K0s - Zero Friction Kubernetes==](https://github.com/k0sproject/k0s) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
+  - **(2025)** [==k8gb 🌟==](https://github.com/k8gb-io/k8gb) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2025)** [==Devtron==](https://github.com/devtron-labs/devtron) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2025)** [==Permission Manager 🌟==](https://github.com/sighupio/permission-manager) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2025)** [==dynamic-pv-scaler==](https://github.com/opstree/dynamic-pv-scaler) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2025)** [==ContainerSSH: Launch containers on demand 🌟🌟==](https://containerssh.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2025)** [==Karmada==](https://github.com/karmada-io/karmada) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2025)** [==liqo: Enable dynamic and seamless Kubernetes multi-cluster topologies==](https://github.com/liqotech/liqo) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2025)** [==github.com/distribution/distribution==](https://github.com/distribution/distribution) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2025)** [==Harvester==](https://github.com/harvester/harvester) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./rancher.md)*
+  - **(2025)** [==github.com/taubyte/tau: Tau==](https://github.com/taubyte/tau) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./caching.md)*
+  - **(2025)** [==kubeapps.dev 🌟==](https://kubeapps.dev) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
+  - **(2025)** [==chaosblade==](https://github.com/chaosblade-io/chaosblade) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./chaos-engineering.md)*
+  - **(2025)** [==Chaos Mesh==](https://github.com/chaos-mesh/chaos-mesh) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./chaos-engineering.md)*
+  - **(2025)** [==Litmus Chaos is a toolset to do chaos engineering in a kubernetes native way. Litmus provides chaos CRDs for Cloud-Native developers and SREs to inject, orchestrate and monitor chaos to find weaknesses in Kubernetes deployments==](https://github.com/litmuschaos/litmus) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./chaos-engineering.md)*
+  - **(2024)** [==github.com/GoogleCloudPlatform/cloud-code-samples 🌟==](https://github.com/GoogleCloudPlatform/cloud-code-samples) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2024)** [==github.com/kubecost: kubecost-exporter - Running Kubecost as a Prometheus metric exporter==](https://github.com/opencost/opencost) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2024)** [==OpenKruise/Kruise==](https://github.com/openkruise/kruise) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2024)** [==external-dns==](https://github.com/kubernetes-sigs/external-dns) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2024)** [==tekton.dev==](https://tekton.dev) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./tekton.md)*
+  - **(2024)** [==github.com/tektoncd==](https://github.com/tektoncd) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./tekton.md)*
+  - **(2024)** [==github: Tekton Pipelines==](https://github.com/tektoncd/pipeline) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./tekton.md)*
+  - **(2024)** [==Tekton Pipelines Docs==](https://tekton.dev/docs/pipelines/pipelines) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./tekton.md)*
+  - **(2024)** [==Floci - An AWS Local Emulator Alternative==](https://github.com/floci-io/floci) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2024)** [==Cluster Turndown==](https://github.com/kubecost/cluster-turndown) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2024)** [==kubernetes-event-exporter 🌟==](https://github.com/opsgenie/kubernetes-event-exporter) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2024)** [==gimletd - the GitOps release manager==](https://github.com/gimlet-io/gimletd) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2024)** [==coderanger/migrations-operator: Migrations-Operator==](https://github.com/coderanger/migrations-operator) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
+  - **(2024)** [==github.com/prometheus-operator==](https://github.com/prometheus-operator) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./monitoring.md)*
+  - **(2024)** [==dagger/dagger: Dagger is a portable devkit for CICD==](https://github.com/dagger/dagger) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
+  - **(2024)** [==catalog.ngc.nvidia.com: NVIDIA GPU Operator - Helm chart 🌟🌟🌟==](https://catalog.ngc.nvidia.com/orgs/nvidia/helm-charts/gpu-operator) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2024)** [==grafana/agent: Grafana Agent==](https://github.com/grafana/agent) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./grafana.md)*
+  - **(2024)** [==Grafana Loki==](https://grafana.com/oss/loki) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./grafana.md)*
+  - **(2024)** [==ODO: OpenShift Command line for Developers 🌟==](https://github.com/redhat-developer/odo) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./openshift-pipelines.md)*
+  - **(2024)** [==GitHub: kube-monkey==](https://github.com/asobti/kube-monkey) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./chaos-engineering.md)*
+  - **(2024)** [==github.com/cortexproject/cortex==](https://github.com/cortexproject/cortex) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./prometheus.md)*
+  - **(2023)** [==Azure/Draft 🌟==](https://github.com/Azure/draft) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./scaffolding.md)*
+  - **(2023)** [==Tesoro==](https://github.com/kapicorp/tesoro) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2023)** [==Beetle==](https://github.com/Clivern/Beetle) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2023)** [==space-cloud: Develop, Deploy and Secure Serverless Apps on Kubernetes.==](https://github.com/spacecloud-io/space-cloud) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2023)** [==github.com/kubevirt/monitoring==](https://github.com/kubevirt/monitoring) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./grafana.md)*
+  - **(2023)** [==Istio Performance/Stability Testing==](https://github.com/istio/tools/blob/master/perf/README.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./istio.md)*
+  - **(2023)** [==istio-ecosystem/admiral==](https://github.com/istio-ecosystem/admiral) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./istio.md)*
+  - **(2023)** [==Envoy Gateway==](https://github.com/envoyproxy/gateway) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./istio.md)*
+  - **(2023)** [==xiaods/k8e==](https://github.com/xiaods/k8e) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
+  - **(2022)** [==github.com: Maistra Istio==](https://github.com/maistra/istio) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./istio.md)*
+  - **(2022)** [==github.com/jenkinsci/kubernetes-operator: 🌟==](https://github.com/jenkinsci/kubernetes-operator) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./jenkins.md)*
+  - **(2022)** [==datree.io==](https://www.datree.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2022)** [==k8s-crash-informer==](https://github.com/lnsp/k8s-crash-informer) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2022)** [==pangolin 🌟==](https://github.com/dpeckett/pangolin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2022)** [==openpitrix 🌟==](https://github.com/openpitrix/openpitrix) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2022)** [==infoq.com: Sidecars, eBPF and the Future of Service Mesh==](https://www.infoq.com/presentations/service-mesh-ebpf) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./servicemesh.md)*
+  - **(2022)** [==csweichel/werft==](https://github.com/csweichel/werft) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
+  - **(2022)** [==github.com/grafana/mimir==](https://github.com/grafana/mimir) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./grafana.md)*
+  - **(2022)** [==aidansteele/secretsctx==](https://github.com/aidansteele/secretsctx) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./aws-serverless.md)*
+  - **(2022)** [==Tetragon (Cilium)==](https://github.com/cilium/tetragon) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-security.md)*
+  - **(2021)** [==telepresenceio==](https://x.com/telepresenceio) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2021)** [==kcp: a prototype of a Kubernetes API server that is not a Kubernetes cluster' - a place to create, update, and maintain Kube-like APIs with controllers above or without clusters==](https://github.com/kcp-dev/kcp) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2021)** [==Deckhouse: NoOps Kubernetes platform 🌟==](https://github.com/deckhouse/deckhouse) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2021)** [==DAST operator==](https://github.com/banzaicloud/dast-operator) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2021)** [==k8s Spot Rescheduler==](https://github.com/pusher/k8s-spot-rescheduler) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2021)** [==kube-spot-termination-notice-handler==](https://github.com/kube-aws/kube-spot-termination-notice-handler) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2021)** [==Kip, the Kubernetes Cloud Instance Provider==](https://github.com/elotl/kip) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2021)** [==awslabs/karpenter==](https://github.com/aws/karpenter-provider-aws) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2021)** [==k8s-alert==](https://github.com/kareem-elsayed/k8s-alerts) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2021)** [==ddosify/ddosify==](https://github.com/getanteon/anteon) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2021)** [==github.com/open-telemetry/opentelemetry-operator==](https://github.com/open-telemetry/opentelemetry-operator) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./monitoring.md)*
 
-*... and 981 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
-

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-## Go/Bash Content
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-Click to view 1 resources under Go/Bash Content
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-  - **(2021)** [dustinspecker.com: IPVS: How Kubernetes Services Direct Traffic to Pods](https://dustinspecker.com/posts/ipvs-how-kubernetes-services-direct-traffic-to-pods) [COMMUNITY-TOOL] [GO/BASH CONTENT] β€” *Go to [Section](./kubernetes.md)*
-
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-
-## Go/Markdown Content
-
-

-Click to view 1 resources under Go/Markdown Content
-
-  - **(2026)** [ClusterAPI](https://cluster-api.sigs.k8s.io) [COMMUNITY-TOOL] [GO/MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
-
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-Click to view 1 resources under Go/Rego Content
-
-  - **(2026)** [==anderseknert/awesome-opa 🌟==](https://github.com/open-policy-agent/awesome-opa) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO/REGO CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-
-

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-

-
-## Go/Typescript Content
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-Click to view 1 resources under Go/Typescript Content
-
-  - **(2024)** [Grafana](https://nubenetes.com/grafana) [COMMUNITY-TOOL] [GO/TYPESCRIPT CONTENT] β€” *Go to [Section](./monitoring.md)*
-
+*... and 220 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
 

 
 

@@ -2088,11 +1231,9 @@
 ## Go/Yaml Content
 
 

-Click to view 3 resources under Go/Yaml Content
+Click to view 1 resources under Go/Yaml Content
 
-  - **(2022)** [giantswarm.io:](https://www.giantswarm.io/blog/turtles-all-the-way-down-are-still-just-turtles-giant-swarm) [LEGACY] [GO/YAML CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
   - **(2021)** [dev.to: How to make exclusive locks in Kubernetes](https://dev.to/madmaxx/how-to-make-exclusive-locks-in-kubernetes-23if) [COMMUNITY-TOOL] [GO/YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2021)** [kubesphere.io: Install Kubernetes 1.22 and containerd the Easy Way with kubekey](https://kubesphere.io/blogs/install-kubernetes-containerd) [GUIDE] [LEGACY] [GO/YAML CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
 
 

 
@@ -2103,98 +1244,19 @@
 ## Groovy Content
 
 

-Click to view 64 resources under Groovy Content
+Click to view 11 resources under Groovy Content
 
-  - **(2022)** [==github - using jenkins pipelines with OKD==](https://github.com/openshift/origin/tree/main/examples/jenkins/pipeline) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2021)** [==cloudogu/jenkinsfiles 🌟🌟🌟==](https://github.com/cloudogu/jenkinsfiles) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2021)** [==griddynamics/mpl==](https://github.com/griddynamics/mpl) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2021)** [==Demo of Jenkins Configuration-As-Code with Docker and Groovy Hook Scripts (java11-support branch) 🌟🌟==](https://github.com/oleg-nenashev/demo-jenkins-config-as-code/tree/java11-support) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2021)** [==Jenkins pipeline shared library for the project Elastic APM 🌟==](https://github.com/elastic/apm-pipeline-library) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./monitoring.md)*
-  - **(2021)** [==github.com/samrocketman/nexus3-config-as-code==](https://github.com/samrocketman/nexus3-config-as-code) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GROOVY CONTENT] β€” *Go to [Section](./registries.md)*
-  - **(2026)** [**Spock Framework**](https://spockframework.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GROOVY CONTENT] β€” *Go to [Section](./qa.md)*
-  - **(2025)** [**Jenkins Pipeline Unit testing framework**](https://github.com/jenkinsci/JenkinsPipelineUnit) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2025)** [**How to create initial "seed" job**](https://github.com/jenkinsci/configuration-as-code-plugin) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2023)** [**intellipaat.com: Top Jenkins Interview Questions and Answers**](https://intellipaat.com/blog/interview-question/jenkins-interview-questions-answers) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GROOVY CONTENT] β€” *Go to [Section](./interview-questions.md)*
-  - **(2023)** [**lambdatest.com: How To Integrate Cucumber With Jenkins?**](https://www.testmuai.com/blog/cucumber-with-jenkins-integration) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [GROOVY CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
-  - **(2021)** [**itnext.io: SonarQube: running tests from Jenkins Pipeline in Docker**](https://itnext.io/sonarqube-running-tests-from-jenkins-pipeline-from-docker-7740702b6f42) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GROOVY CONTENT] β€” *Go to [Section](./sonarqube.md)*
   - **(2021)** [**Easily reuse Tekton and Jenkins X from Jenkins**](https://www.jenkins.io/blog/2021/04/21/tekton-plugin) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./tekton.md)*
-  - **(2020)** [**job-dsl **Gradle** Example**](https://github.com/sheehan/job-dsl-gradle-example) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2021)** [youtube: Using tfsec and Jenkins to Secure Your Terraform Code](https://www.youtube.com/watch?v=hbMVGEw0HpE&ab_channel=CloudBeesTV) 🌟🌟🌟 [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2021)** [**itnext.io: SonarQube: running tests from Jenkins Pipeline in Docker**](https://itnext.io/sonarqube-running-tests-from-jenkins-pipeline-from-docker-7740702b6f42) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GROOVY CONTENT] β€” *Go to [Section](./sonarqube.md)*
   - **(2018)** [Fabric8 Pipeline Library](https://github.com/fabric8io/fabric8-pipeline-library) 🌟🌟🌟 [COMMUNITY-TOOL] [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./openshift-pipelines.md)*
-  - **(2021)** [Jervis](https://github.com/samrocketman/jervis/wiki) 🌟🌟 [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2021)** [OpenShift Container Pipelines Samples 🌟](https://github.com/redhat-cop/container-pipelines) 🌟🌟 [COMMUNITY-TOOL] [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./openshift-pipelines.md)*
-  - **(2024)** [DontShaveTheYak/jenkins-std-lib:  Jenkins Standard Shared Library 🌟](https://github.com/DontShaveTheYak/jenkins-std-lib) 🌟 [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2022)** [Keptn Jenkins Shared Library](https://github.com/keptn-sandbox/keptn-jenkins-library) 🌟 [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./keptn.md)*
-  - **(2021)** [Declarative Pipeline - Jenkins shared library 🌟](https://github.com/gfkse/jenkins-shared-library) 🌟 [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2021)** [OpenShift Pipeline Library 🌟](https://github.com/redhat-cop/pipeline-library) 🌟 [COMMUNITY-TOOL] [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./openshift-pipelines.md)*
-  - **(2026)** [eta-lang.org: Gradle Cheat Sheet](https://eta-lang.org/docs/cheatsheets/gradle-cheatsheet) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2026)** [rratliff.com: Gradle Cheat Sheet](https://www.rratliff.com/gradle-cheat-sheet) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2026)** [github.com/jahe: Gradle Cheat Sheet](https://gist.github.com/jahe/59557d507f43574b0d96) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2026)** [github.com/jiffle: Gradle Cheat Sheet](https://gist.github.com/jiffle/499caa5f53ab8f90dc19a3040ee40f48) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2026)** [gist.github.com/michaellihs (jenkins pipeline)](https://gist.github.com/michaellihs/b08c89581ec597fa198cf74e2239f4a6) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2026)** [Jenkins Pipeline Syntax: Scripted Syntax (Groovy DSL syntax) & Declarative Syntax 🌟](https://www.jenkins.io/doc/book/pipeline/syntax) [DE FACTO STANDARD] [GUIDE] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2026)** [Active Choices 🌟](https://plugins.jenkins.io/uno-choice) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2025)** [Job DSL Plugin 🌟](https://plugins.jenkins.io/job-dsl) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2024)** [lambdatest.com: How To Use Shared Libraries In A Jenkins Pipeline? 🌟](https://www.testmuai.com/blog/use-jenkins-shared-libraries-in-a-jenkins-pipeline) [COMMUNITY-TOOL] [GUIDE] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2024)** [plugins.jenkins.io/templating-engine: Jenkins Template Engine JTE 🌟](https://plugins.jenkins.io/templating-engine) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)*
   - **(2023)** [mrcloudbook.com: Automating Tetris Deployments: DevSecOps with ArgoCD, Terraform, and Jenkins for Two Game Versions](https://mrcloudbook.com/automating-tetris-deployments-devsecops-with-argocd-terraform-and-jenkins-for-two-game-versions) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2023)** [cloudbees.com: Managing DevSecOps Pipelines at Scale with Jenkins Templating Engine](https://www.cloudbees.com/videos/jenkins-template-pipeline-devsecops) [COMMUNITY-TOOL] [GUIDE] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2022)** [lambdatest.com: Best Jenkins Pipeline Tutorial For Beginners (Examples) 🌟](https://www.testmuai.com/blog/jenkins-pipeline-tutorial) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2021)** [simplilearn.com: What is CI/CD Pipeline and How to Implement it Using Jenkins?](https://www.simplilearn.com/tutorials/jenkins-tutorial/ci-cd-pipeline) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2021)** [youtube: Simple DevOps Project | Publish Android APK to App Center | Beginner Pipeline](https://www.youtube.com/watch?v=KgH0QzMHXLs) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2021)** [Grading Pipeline for OpenShift 4 Advanced Application Deployment Homework Assignment](https://github.com/redhat-gpte-devopsautomation/ocp4_app_deploy_homework_grading) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2021)** [Pipeline Global Library for ci.jenkins.io](https://github.com/jenkins-infra/pipeline-library) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2021)** [jenkins.io - **Jenkinsfile** 🌟](https://www.jenkins.io/doc/book/pipeline/jenkinsfile) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2021)** [Extending with Shared Libraries 🌟](https://www.jenkins.io/doc/book/pipeline/shared-libraries) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2021)** [itnext.io: Ansible and Jenkins β€” automate your scritps 🌟](https://itnext.io/ansible-and-jenkins-automate-your-scritps-8dff99ef653) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./ansible.md)*
+  - **(2022)** [Keptn Jenkins Shared Library](https://github.com/keptn-sandbox/keptn-jenkins-library) 🌟 [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./keptn.md)*
   - **(2021)** [cloudbees.com: Automated Build and Deploy Feedback Using Jenkins and Instana' 🌟](https://www.cloudbees.com/blog/automated-build-deploy-feedback-using-instana) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./monitoring.md)*
   - **(2020)** [bitbucket.org: setting up a cicd pipeline with spring mvc and kubernetes on aws](https://www.atlassian.com/blog/bitbucket/setting-up-a-ci-cd-pipeline-with-spring-mvc-jenkins-and-kubernetes-on-aws) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2020)** [piotrminkowski.com: Continuous Integration with Jenkins on Kubernetes 🌟](https://piotrminkowski.com/2020/11/10/continuous-integration-with-jenkins-on-kubernetes) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2020)** [github.com/monodot/pipeline-library-demo 🌟](https://github.com/tutorialworks/pipeline-library-demo) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2020)** [OpenShift Pipelines with Jenkins Blue Ocean 🌟](https://www.redhat.com/en/blog/openshift-pipelines-jenkins-blue-ocean) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2020)** [github.com/siamaksade/jenkins-blueocean](https://github.com/siamaksade/jenkins-blueocean) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2020)** [deors/deors-demos-petclinic jenkinsfile](https://github.com/deors/deors-demos-petclinic/blob/master/Jenkinsfile) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2020)** [Meetup event: From Freestyle jobs to Pipeline, with JobDSL](https://www.meetup.com/jenkins-online-meetup/events/270600737) [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2020)** [experfy.com e-learning: Effective Jenkins - Continuous Delivery and Continuous Integration](https://training.experfy.com/courses/effective-jenkins-continuous-delivery-and-continuous-integration) [GUIDE] [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2020)** [ivory-lab: JenkinsFile Support](https://marketplace.visualstudio.com/items?itemName=ivory-lab.jenkinsfile-support) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2020)** [GitHub Gist - Faheetah/Jenkinsfile.groovy: **Jenkinsfile idiosynchrasies' with escaping and quotes**](https://gist.github.com/Faheetah/e11bd0315c34ed32e681616e41279ef4) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2020)** [cloudowski.com: Jenkins on OpenShift - how to use and customize it in a cloud-native way 🌟](https://cloudowski.com/articles/jenkins-on-openshift) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./openshift-pipelines.md)*
-  - **(2019)** [github.com/gnunn1/openshift-basic-pipeline](https://github.com/gnunn1/openshift-basic-pipeline) [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2019)** [github.com/deweya/OpenShift-Jenkins-Lab](https://github.com/deweya/OpenShift-Jenkins-Lab) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2019)** [secanis.ch: Jenkinsfile Support](https://marketplace.visualstudio.com/items?itemName=secanis.jenkinsfile-support) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2019)** [Jenkins DSL for **Nexus**](https://accenture.github.io/adop-cartridges-cookbook/docs/recipes/archiving-artefact-to-nexus) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2019)** [developers.redhat.com - Get started with Jenkins CI/CD in Red Hat OpenShift 4](https://developers.redhat.com/blog/2019/05/02/get-started-with-jenkins-ci-cd-in-red-hat-openshift-4) [ENTERPRISE-STABLE] [GUIDE] [GROOVY CONTENT] β€” *Go to [Section](./openshift-pipelines.md)*
   - **(2019)** [blog.openshift.com: Deploying OpenShift Applications to Multiple Datacenters (with Jenkins)](https://www.redhat.com/en/blog/deploying-openshift-applications-multiple-datacenters) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./openshift-pipelines.md)*
-  - **(2018)** [Building Declarative Pipelines with OpenShift DSL Plugin 🌟🌟](https://www.redhat.com/en/blog/building-declarative-pipelines-openshift-dsl-plugin) [GUIDE] [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)*
   - **(2018)** [CI/CD with fabric8](https://fabric8.io/guide/cdelivery.html) [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./openshift-pipelines.md)*
-  - **(2017)** [github.com/kohsuke/petclinic Jenkinsfile](https://github.com/kohsuke/petclinic/blob/master/Jenkinsfile) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2016)** [jenkinsci/jenkins-scripts 🌟](https://github.com/jenkinsci/jenkins-scripts) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)*
-
-

-
-

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-

-
-## Groovy/Hcl Content
-
-

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-
-  - **(2023)** [dev.to: Provisioning AWS Infrastructure using Terraform and Jenkins CI/CD](https://dev.to/aws-builders/provisioning-aws-infrastructure-using-terraform-and-jenkins-cicd-pgj) [COMMUNITY-TOOL] [GUIDE] [GROOVY/HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-
-

-
-

-
-

-
-## Groovy/Yaml Content
-
-

-Click to view 1 resources under Groovy/Yaml Content
-
-  - **(2022)** [youtube: Create a Jenkins Pipeline on Kubernetes with CI/CD Pipeline Template in KubeSphere](https://www.youtube.com/watch?v=MU5LdM83x9s&ab_channel=KubeSphere) [GUIDE] [LEGACY] [GROOVY/YAML CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
 
 

 
@@ -2205,12 +1267,10 @@
 ## Haskell Content
 
 

-Click to view 4 resources under Haskell Content
+Click to view 2 resources under Haskell Content
 
-  - **(2026)** [==hadolint/hadolint: Haskell Dockerfile Linter==](https://github.com/hadolint/hadolint) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HASKELL CONTENT] β€” *Go to [Section](./docker.md)*
   - **(2026)** [==Hasura 🌟==](https://hasura.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HASKELL CONTENT] β€” *Go to [Section](./api.md)*
   - **(2020)** [**Hasura Launches Beta of GraphQL-Based Remote Joins Tool**](https://devops.com/hansura-launches-beta-of-graphql-based-remote-joins-tool) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HASKELL CONTENT] β€” *Go to [Section](./api.md)*
-  - **(2026)** [dhall-lang.org: Dhall Configuration Language](https://dhall-lang.org) [COMMUNITY-TOOL] [HASKELL CONTENT] β€” *Go to [Section](./devel-sites.md)*
 
 

 
@@ -2221,151 +1281,47 @@
 ## Hcl Content
 
 

-Click to view top 100 of 239 resources under Hcl Content
+Click to view 39 resources under Hcl Content
 
-  - **(2026)** [==github.com/terraform-aws-modules/terraform-aws-eks: AWS EKS Terraform module==](https://github.com/terraform-aws-modules/terraform-aws-eks) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2026)** [==poseidon/typhoon==](https://github.com/poseidon/typhoon) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
-  - **(2026)** [==Kubestack Gitops Framework==](https://github.com/kbst/terraform-kubestack) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./kustomize.md)*
-  - **(2025)** [==AdminTurnedDevOps/DevOps-The-Hard-Way-AWS==](https://github.com/AdminTurnedDevOps/DevOps-The-Hard-Way-AWS) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2025)** [==github.com/cloudposse?q=terraform-==](https://github.com/cloudposse?q=terraform-) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2025)** [==github.com/terraform-aws-modules==](https://github.com/terraform-aws-modules) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2024)** [==aws-samples/aws-network-hub-for-terraform: Network Hub Account with Terraform==](https://github.com/aws-samples/aws-network-hub-for-terraform) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2024)** [==registry.terraform.io: Terraform Azure Resources 🌟==](https://registry.terraform.io/modules/azurerm/resources/azure/latest) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2024)** [==Azure-Samples/jmeter-aci-terraform==](https://github.com/Azure-Samples/jmeter-aci-terraform) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2024)** [==Terraform Kubernetes Boilerplates 🌟==](https://nubenetes.com/terraform) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-  - **(2023)** [==Terraform Automation Demo using Google Cloud Provider==](https://github.com/tfxor/terraform-google-automation-demo) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2023)** [==terraform.io: Creation-Time Provisioners 🌟==](https://developer.hashicorp.com/terraform/language/provisioners) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2024)** [==Terraform Kubernetes Boilerplates 🌟==](https://nubenetes.com/terraform/) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
   - **(2023)** [==AWS Lambda the Terraform Way==](https://github.com/nsriram/lambda-the-terraform-way) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2023)** [==K3s Private Cluster 🌟==](https://github.com/inscapist/terraform-k3s-private-cloud) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2023)** [==terraform-hcloud-dualstack-k8s: Hetzner Dual-Stack Kubernetes Cluster==](https://github.com/tibordp/terraform-hcloud-dualstack-k8s) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2022)** [==terraform.io: Refactoring==](https://developer.hashicorp.com/terraform/language/modules/develop/refactoring) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2022)** [==blog.gruntwork.io: How to use Terraform as a team==](https://www.gruntwork.io/blog/how-to-use-terraform-as-a-team) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2021)** [==blog.gruntwork.io: Terraform tips & tricks: loops, if-statements, and gotchas==](https://www.gruntwork.io/blog/terraform-tips-tricks-loops-if-statements-and-gotchas) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2026)** [**github.com/aws-ia/terraform-aws-eks-blueprints (examples) 🌟🌟🌟**](https://github.com/aws-ia/terraform-aws-eks-blueprints) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-  - **(2024)** [**devops.com: Building on Terraform: Evolution, not Revolution**](https://devops.com/building-on-terraform-evolution-not-revolution) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2024)** [**learn.hashicorp.com: Codify Management of Vault Enterprise Using Terraform**](https://developer.hashicorp.com/vault/tutorials/operations/codify-mgmt-enterprise) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2024)** [**serverless.tf: Doing serverless with Terraform**](https://serverless.tf) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2024)** [**techcommunity.microsoft.com: Introducing Azure Verified Modules! 🌟**](https://techcommunity.microsoft.com/blog/azuretoolsblog/introducing-azure-verified-modules/4045946) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2024)** [**github.com/Azure/terraform-azurerm-caf-enterprise-scale**](https://github.com/Azure/terraform-azurerm-caf-enterprise-scale) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2024)** [**registry.terraform.io/modules/Azure/lz-vending**](https://registry.terraform.io/modules/Azure/lz-vending) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2024)** [**registry.terraform.io/modules/Azure/avm-ptn-alz: ALZ Terraform Module**](https://registry.terraform.io/modules/Azure/avm-ptn-alz) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2024)** [**github.com/Azure-Samples/aks-platform-engineering Building a Platform Engineering Environment on Azure Kubernetes Service (AKS) 🌟**](https://github.com/Azure-Samples/aks-platform-engineering) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [**github.com/stacksimplify/azure-aks-kubernetes-masterclass 🌟**](https://github.com/stacksimplify/azure-aks-kubernetes-masterclass) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2023)** [**devdosvid.blog: Hello Terraform Data; Goodbye Null Resource**](https://devdosvid.blog/2023/04/16/hello-terraform-data-goodbye-null-resource) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [**AdminTurnedDevOps/Terraform-The-Hard-Way**](https://github.com/AdminTurnedDevOps/Terraform-The-Hard-Way) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [**youtube.com: Terraform Basics | Ned in the Cloud**](https://www.youtube.com/playlist?list=PLXb5972EMl4BfKVDMaJH6Pg9SI6q_HqMg) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [**devops.com: How to Migrate Existing Infrastructure to Terraform**](https://devops.com/how-to-migrate-existing-infrastructure-to-terraform) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [**terrateam.io: Terraform Pre-Commit Hooks**](https://terrateam.io/blog/terraform-pre-commit-hooks) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [**spectrocloud.com: Deploying complex infrastructure with a Terraform state machine**](https://www.spectrocloud.com/blog/deploying-complex-infrastructure-with-a-terraform-state-machine) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [**dev.to/pwd9000: Terraform Pro Tips Series' Articles 🌟🌟**](https://dev.to/pwd9000/series/16567) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [**spacelift.io: Terraform Files – How to Structure a Terraform Project**](https://spacelift.io/blog/terraform-files) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [**build5nines.com: Terraform: Code Project Organization Strategies (based on team, workload, or monolithic)**](https://build5nines.com/terraform-code-project-organization-strategies-based-on-team-workload-or-monolithic) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [**build5nines.com: Should .terraform.lock.hcl file be added to .gitignore or committed to Git repo?**](https://build5nines.com/should-terraform-lock-hcl-file-be-added-to-gitignore-or-committed-to-git-repo) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [**youtube - freecodecamp.org: Learn Terraform with Azure by Building a Dev Environment – Full Course for Beginners**](https://www.youtube.com/watch?si=zB9HD1MCp3SbLQwL&v=V53AHWun17s&feature=youtu.be) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [**build5nines.com: Terraform: Deploy Azure ExpressRoute Circuit with VNet Gateway**](https://build5nines.com/terraform-deploy-azure-expressroute-circuit-with-vnet-gateway) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2023)** [**github.com/stacksimplify/azure-aks-kubernetes-masterclass 🌟**](https://github.com/stacksimplify/azure-aks-kubernetes-masterclass) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2023)** [**youtube: How to Deploy an E-Commerce Website to AWS With Terraform || Terraform Hands-on Project | Tech with Helen**](https://www.youtube.com/watch?v=iLgEK6A31HM) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [**dev.to/grrywlsn: Self-service infrastructure as code**](https://dev.to/grrywlsn/self-service-infrastructure-as-code-23bl) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [**thenewstack.io: Better Together: Hyper-Converged Kubernetes with Terraform**](https://thenewstack.io/better-together-hyper-converged-kubernetes-with-terraform) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [**devblogs.microsoft.com/devops: Introduction to Azure DevOps Workload identity federation (OIDC) with Terraform**](https://devblogs.microsoft.com/devops/introduction-to-azure-devops-workload-identity-federation-oidc-with-terraform) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [**learnk8s.io/terraform-aks 🌟**](https://learnkube.com/terraform-aks) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [**techcommunity.microsoft.com: Implement Azure landing zones with HashiCorp Terraform**](https://techcommunity.microsoft.com/blog/azuremigrationblog/implement-azure-landing-zones-with-hashicorp-terraform/3241071) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [**AWS EKS Argo CD Terraform Component**](https://github.com/cloudposse-terraform-components/aws-eks-argocd) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./argo.md)*
-  - **(2022)** [**nedinthecloud.com: Replacing The Template Cloudinit Config Data Source**](https://nedinthecloud.com/2022/01/18/replacing-the-template_cloudinit_config-data-source) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2022)** [**infoq.com: Terraform 1.3 Release Introduces Simplified Refactoring Experience 🌟**](https://www.infoq.com/news/2022/09/terraform-simplified-refactoring) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2022)** [**digitalocean.com: How To Structure a Terraform Project 🌟**](https://www.digitalocean.com/community/tutorials/how-to-structure-a-terraform-project) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2022)** [**youtube - freecodecamp.org: Learn Terraform (and AWS) by Building a Dev Environment – Full Course for Beginners**](https://www.youtube.com/watch?v=iRaai1IBlB0) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2022)** [**dev.to/kubestack: A Better Way to Provision Kubernetes Resources Using Terraform 🌟**](https://dev.to/kubestack/a-better-way-to-provision-kubernetes-resources-using-terraform-355n) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2022)** [**aws.amazon.com: Promote pipelines in a multi-environment setup using Amazon SageMaker Model Registry, HashiCorp Terraform, GitHub, and Jenkins CI/CD**](https://aws.amazon.com/blogs/machine-learning/promote-pipelines-in-a-multi-environment-setup-using-amazon-sagemaker-model-registry-hashicorp-terraform-github-and-jenkins-ci-cd) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2022)** [**dev.to/kubestack: A Better Way to Provision Kubernetes Resources Using Terraform 🌟**](https://dev.to/kubestack/a-better-way-to-provision-kubernetes-resources-using-terraform-355n) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2021)** [**segmentio/stack**](https://github.com/segmentio/stack) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2019)** [**theburningmonk.com: Making Terraform and Serverless framework work together**](https://theburningmonk.com/2019/03/making-terraform-and-serverless-framework-work-together) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./serverless.md)*
-  - **(2026)** [github.com/rancherfederal/rke2-aws-tf](https://github.com/ranchergovernment/rke2-aws-tf) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./rancher.md)*
-  - **(2025)** [gravitydevops.com: Terraform: A Step-by-Step Guide from Basics to Advanced Techniques](https://gravitydevops.com/terraform-tutorials-basic-to-advanced-2025) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2024)** [registry.terraform.io: Data Source: azurerm_ip_groups (new)](https://registry.terraform.io/providers/hashicorp/Azurerm/latest/docs/data-sources/ip_groups) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2024)** [github.com/Azure/terraform-azurerm-aks](https://github.com/Azure/terraform-azurerm-aks) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2024)** [techcommunity.microsoft.com: How to deploy a production-ready AKS cluster with Terraform verified module](https://techcommunity.microsoft.com/discussions/azurepartners/how-to-deploy-a-production-ready-aks-cluster-with-terraform-verified-module/4122013) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2024)** [awscc](https://registry.terraform.io/providers/hashicorp/awscc/latest) 🌟🌟🌟 [LEGACY] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2024)** [k3s_hetzner](https://gitlab.com/k3s_hetzner/k3s_hetzner) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./rancher.md)*
-  - **(2023)** [bitslovers.com: Terraform Output – What you should know](https://www.bitslovers.com/terraform-output) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [tekanaid.com: Terraform for Beginners – A Beginner’s Guide to Automating Cloud Infrastructure 🌟](https://tekanaid.com/posts/terraform-for-beginners-course-and-training) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [build5nines.com: Why HashiCorp Terraform is Essential for SREs and DevOps Engineers](https://build5nines.com/why-hashicorp-terraform-is-essential-for-sres-and-devops-engineers) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [middlewareinventory.com: Terraform For Each Examples – How to use for_each | Devops Junction](https://www.middlewareinventory.com/blog/terraform-for-each-examples) 🌟🌟🌟 [LEGACY] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [build5nines.com: Terraform: How to Join and Split Strings](https://build5nines.com/terraform-how-to-join-and-split-strings) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [thenewstack.io: Automating Retry for Failed Terraform Launches](https://thenewstack.io/automating-retry-for-failed-terraform-launches) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [overmind.tech: Is Observability relevant for Terraform?](https://overmind.tech/blog/is-observability-relevant-for-terraform) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [build5nines.com: Terraform Workflow Process Explained](https://build5nines.com/terraform-workflow-process-explained) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [youtube: Transforma tu EMPRESA con Terraform: CatΓ‘logo de Servicios | Nito Moreno](https://www.youtube.com/watch?v=IORvnr4u8z8) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [buildkite.com: Manage your CI/CD resources as Code with Terraform](https://buildkite.com/resources/blog/manage-your-ci-cd-resources-as-code-with-terraform) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [offensive-terraform.github.io: Offensive Terraform Modules 🌟](https://offensive-terraform.github.io) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [youtube: Terraform Tutorial for beginners | AWS Infrastructure as Code | Github Actions 🌟](https://www.youtube.com/playlist?list=PLlvAxgO7JdIXAzHx887zl-4no4X-CtiFu) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [env0.com: How to Use Terraform Providers](https://www.env0.com/blog/how-to-use-terraform-providers) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [thomasthornton.cloud: Deploying Azure AKS GitOps Flux extension with Terraform](https://thomasthornton.cloud/deploying-azure-aks-gitops-flux-extension-with-terraform) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [github.com/maddevsio/aws-eks-base: Boilerplate for a basic AWS infrastructure' with EKS cluster 🌟](https://github.com/maddevsio/aws-eks-base) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2019)** [**theburningmonk.com: Making Terraform and Serverless framework work together**](https://theburningmonk.com/2019/03/making-terraform-and-serverless-framework-work-together) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2023)** [porscheofficial/terraform-aws-ecr-watch](https://github.com/porscheofficial/terraform-aws-ecr-watch) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [github.com/kaysalawu/azure-network-terraform: Azure Network Architecture' - Terraform Examples 🌟](https://github.com/kaysalawu/azure-network-terraform) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2022)** [BishopFox/iam-vulnerable](https://github.com/BishopFox/iam-vulnerable) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2022)** [serhii.vasylenko.info: Some Techniques to Enhance Your Terraform Proficiency](https://devdosvid.blog/2022/01/16/some-techniques-to-enhance-your-terraform-proficiency) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2022)** [acloudguru.com: 5 things we love about Terraform](https://www.pluralsight.com/resources/blog/cloud/5-things-we-love-about-terraform) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2022)** [dev.to: Using Terraform To Manage Infrastructure Resources | Pavan Belagatti](https://dev.to/pavanbelagatti/using-terraform-to-manage-infrastructure-resources-32da) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2022)** [youtube: Terrraform + Ansible: Automating configuration in infrastructure](https://www.youtube.com/watch?v=DeNflzdjxVM) 🌟🌟🌟 [LEGACY] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2022)** [digitalocean.com: How To Build a Custom Terraform Module](https://www.digitalocean.com/community/tutorials/how-to-build-a-custom-terraform-module) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2022)** [dev.to: Terraform Modules for Advanced Users](https://dev.to/gofirefly/terraform-modules-for-advanced-users-4n56) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2022)** [infoq.com: Elastic Releases Terraform Providers for the Elastic Stack and Elastic Cloud](https://www.infoq.com/news/2022/01/elastic-terraform) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2022)** [prcode.co.uk: Terraform Code Quality](https://prcode.co.uk/2022/02/08/terraform-code-quality) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2022)** [itnext.io: How We Used Terraform to Create and Manage a HA AKS Kubernetes Cluster in Azure](https://itnext.io/how-we-used-terraform-to-create-and-manage-a-ha-aks-kubernetes-cluster-in-azure-812f64896c08) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2022)** [thomasthornton.cloud: Building and deploying to an AKS cluster using Terraform and Azure DevOps with Kubernetes and Helm providers](https://thomasthornton.cloud/building-and-deploying-to-an-aks-cluster-using-terraform-and-azure-devops-with-kubernetes-and-helm-providers) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2022)** [build5nines.com: Terraform: Create an AKS Cluster 🌟](https://build5nines.com/terraform-create-an-aks-cluster) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-  - **(2022)** [unixarena.com: Terraform – Source credentials from AWS secret Manager](https://unixarena.com/2022/04/terraform-source-credentials-from-aws-secret-manager.html) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [HCL CONTENT] β€” *Go to [Section](./devsecops.md)*
   - **(2017)** [The Segment AWS Stack](https://segment.com/blog/the-segment-aws-stack) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2024)** [gruntwork-io/terragrunt-infrastructure-live-example](https://github.com/gruntwork-io/terragrunt-infrastructure-live-example) 🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [github.com/infrahouse/terraform-aws-openvpn](https://github.com/infrahouse/terraform-aws-openvpn) 🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [github.com/aws-samples: AWS Service Catalog Engine for Terraform](https://github.com/aws-samples/service-catalog-engine-for-terraform-os) 🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2022)** [github.com/DhruvinSoni30/Terraform_multiple_modules](https://github.com/DhruvinSoni30/Terraform_multiple_modules) 🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2022)** [github.com/amitmavgupta/azure-terraform](https://github.com/amitmavgupta/azure-terraform) 🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2022)** [dev.to: Deploy Kubernetes Resources in Minikube cluster using Terraform](https://dev.to/chefgs/deploy-kubernetes-resources-in-minikube-cluster-using-terraform-1p8o) 🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2021)** [github.com/venkateshk111/terraform-beginners-guide 🌟](https://github.com/venkateshk111/terraform-beginners-guide) 🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./demos.md)*
-
-*... and 139 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
-

-
-

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-

-
-## Hcl/Packer Content
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-

-Click to view 1 resources under Hcl/Packer Content
-
-  - **(2020)** [Autoscalable Kubernetes cluster at Exoscale, using Packer and Terraform](https://github.com/PhilippeChepy/exoscale-kubernetes-crio) [COMMUNITY-TOOL] [HCL/PACKER CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
-
-

-
-

-
-

-
-## Hcl/Yaml Content
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-

-Click to view 4 resources under Hcl/Yaml Content
-
-  - **(2025)** [github.com/wardviaene (kubernetes, terraform, ansible, docker, etc) 🌟](https://github.com/wardviaene) [COMMUNITY-TOOL] [HCL/YAML CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2023)** [build5nines.com: Working with YAML in Terraform using the `yamldecode` and `yamlencode` Functions](https://build5nines.com/working-with-yaml-in-terraform-using-the-yamldecode-and-yamlencode-functions) [COMMUNITY-TOOL] [GUIDE] [HCL/YAML CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [dev.to/spacelift: Using Terraform YAML Functions](https://dev.to/spacelift/using-terraform-yaml-functions-3ade) [COMMUNITY-TOOL] [GUIDE] [HCL/YAML CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [youtube: AWS Backup Set Up Using Terraform cloud and GitHub Actions | Cloud Quick Labs](https://www.youtube.com/watch?v=4niy0_ZpQ1w&ab_channel=CloudQuickLabs) [COMMUNITY-TOOL] [GUIDE] [HCL/YAML CONTENT] β€” *Go to [Section](./terraform.md)*
-
-

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-

-
-

-
-## Helm Content
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-Click to view 1 resources under Helm Content
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-  - **(2021)** [biosimulations/deployment](https://github.com/biosimulations/deployment) 🌟 [COMMUNITY-TOOL] [HELM CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2024)** [learn.hashicorp.com: Deploy Federated Multi-Cloud Kubernetes Clusters](https://developer.hashicorp.com/terraform/tutorials/networking/multicloud-kubernetes) [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2024)** [spacelift.io: How to Provision an AWS EKS Kubernetes Cluster with Terraform](https://spacelift.io/blog/terraform-eks) [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2024)** [techcommunity.microsoft.com: Create an Azure OpenAI, LangChain, ChromaDB, and Chainlit chat app in AKS using Terraform](https://techcommunity.microsoft.com/blog/fasttrackforazureblog/create-an-azure-openai-langchain-chromadb-and-chainlit-chat-app-in-aks-using-ter/4024070) [COMMUNITY-TOOL] [GUIDE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2023)** [devopshubproject/azure-terraform-ansible](https://github.com/devopshubproject/azure-terraform-ansible) 🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2023)** [dev.to/aws-builders: Deploying a Containerized App to ECS Fargate Using a Private ECR Repo & Terragrunt](https://dev.to/aws-builders/deploying-a-containerized-app-to-ecs-fargate-using-a-private-ecr-repo-terragrunt-5b8a) [COMMUNITY-TOOL] [GUIDE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2023)** [dev.to/aws-builders: My Service Mesh journey with Terraform on AWS Cloud - Part 1](https://dev.to/aws-builders/my-service-mesh-journey-with-terraform-on-aws-cloud-part-1-3hee) [COMMUNITY-TOOL] [GUIDE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2023)** [learnk8s.io/kubernetes-terraform: Creating Kubernetes clusters with Terraform](https://learnkube.com/kubernetes-terraform) [COMMUNITY-TOOL] [GUIDE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2023)** [dev.to/aws-builders: Navigating AWS EKS with Terraform: Understanding VPC Essentials for EKS Cluster Management](https://dev.to/aws-builders/navigating-aws-eks-with-terraform-understanding-vpc-essentials-for-eks-cluster-management-51e3) [COMMUNITY-TOOL] [GUIDE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2023)** [dev.to/verifacrew: How to assume an AWS IAM role from a Service Account in EKS with Terraform](https://dev.to/verifacrew/how-to-assume-an-aws-iam-role-from-a-service-account-in-eks-with-terraform-28gd) [COMMUNITY-TOOL] [GUIDE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2023)** [build5nines.com: Terraform: Deploy Azure Function App with Consumption Plan](https://build5nines.com/terraform-deploy-azure-function-app-with-consumption-plan) [COMMUNITY-TOOL] [GUIDE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2023)** [build5nines.com: Terraform: Deploy Azure App Service with Key Vault Secret Integration](https://build5nines.com/terraform-deploy-azure-app-service-with-key-vault-secret-integration) [COMMUNITY-TOOL] [GUIDE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2023)** [terrateam.io: AWS Lambda Function with Terraform](https://terrateam.io/blog/aws-lambda-function-with-terraform) [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./aws-serverless.md)*
+  - **(2022)** [dev.to: Creating a Rest API with Infrastructure as Code (Terraform) & Serverless (Lambda + Python) - Part 2 CI/CD](https://dev.to/aws-builders/creating-a-rest-api-with-infrastructure-as-code-terraform-serverless-lambda-python-part-2-cicd-g8h) [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2022)** [hodovi.cc: Creating a Low Cost Managed Kubernetes Cluster for Personal Development using Terraform](https://hodovi.cc/blog/creating-low-cost-managed-kubernetes-cluster-personal-development-terraform) [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2022)** [architect.io: Get started with the Terraform Kubernetes provider](https://loopholelabs.io) [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2022)** [releasehub.com: Terraform Kubernetes Deployment: A Detailed Walkthrough](https://release.com/blog/terraform-kubernetes-deployment-a-detailed-walkthrough) [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2022)** [aws-quickstart.github.io: Rancher on the AWS Cloud. Quick Start Reference Deployment](https://aws-quickstart.github.io/quickstart-eks-rancher) [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./rancher.md)*
+  - **(2022)** [cockroachlabs.com: Automated database operations with Terraform](https://www.cockroachlabs.com/blog/automate-database-ops-with-terraform) [COMMUNITY-TOOL] [GUIDE] [HCL CONTENT] β€” *Go to [Section](./databases.md)*
+  - **(2022)** [digitalocean.com: Automating GitOps and Continuous Delivery With DigitalOcean Kubernetes (Terraform, Helm and Flux)](https://www.digitalocean.com/community/tech-talks/automating-gitops-and-continuous-delivery-with-digitalocean-kubernetes) [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2021)** [learn.hashicorp.com: Consul Service Discovery and Mesh on Minikube 🌟](https://developer.hashicorp.com/consul/tutorials/get-started-kubernetes/kubernetes-gs-deploy?in=consul%2Fkubernetes) [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2021)** [opensource.com: How I use Terraform and Helm to deploy the Kubernetes Dashboard 🌟](https://opensource.com/article/21/8/terraform-deploy-helm) [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2021)** [youtube: CloudGeeks - Terraform Eks Kubernetes RDS Secrets Manager Eksctl Cloudformation ALB Controller (Redmine App)](https://www.youtube.com/watch?v=OFZYIr66Ku4&ab_channel=cloudgeeksinc) [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2020)** [itnext.io: Terraform: don’t use kubernetes provider with your cluster resource! 🌟](https://itnext.io/terraform-dont-use-kubernetes-provider-with-your-cluster-resource-d8ec5319d14a) [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
 
 

 
@@ -2376,59 +1332,11 @@
 ## Html Content
 
 

-Click to view 38 resources under Html Content
+Click to view 3 resources under Html Content
 
-  - **(2022)** [==CKAD-Bookmarks==](https://github.com/reetasingh/CKAD-Bookmarks) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HTML CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [**googlecloudcheatsheet.withgoogle.com: Google Cloud Developer cheat sheet**](https://cloud.google.com/products) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HTML CONTENT] β€” *Go to [Section](./GoogleCloudPlatform.md)*
-  - **(2026)** [**docs.aws.amazon.com: Actions, resources, and condition keys for AWS services 🌟🌟🌟**](https://docs.aws.amazon.com/service-authorization/latest/reference/reference_policies_actions-resources-contextkeys.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HTML CONTENT] β€” *Go to [Section](./aws.md)*
-  - **(2025)** [**computingforgeeks.com: Kubectl Cheat Sheet for Kubernetes Admins & CKA Exam Prep**](https://computingforgeeks.com/kubectl-cheat-sheet-kubernetes) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2025)** [**komodor.com: The Ultimate Kubectl Cheat Sheet 🌟**](https://komodor.com/learn/the-ultimate-kubectl-cheat-sheet) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2025)** [**blog.gitguardian.com: Docker Security Best Practices & Cheat Sheet 🌟**](https://blog.gitguardian.com/how-to-improve-your-docker-containers-security-cheat-sheet) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2023)** [**rogerdudler.github.io: git - the simple guide 🌟**](https://rogerdudler.github.io/git-guide) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2023)** [**pixelbeat.org/cmdline**](https://www.pixelbeat.org/cmdline.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2026)** [Dash Cheat Sheets](https://kapeli.com/cheatsheets) 🌟🌟🌟 [COMMUNITY-TOOL] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2024)** [freecodecamp.org: API Cheatsheet – What is an API, How it Works, and How to Choose the Right API Testing Tools 🌟](https://www.freecodecamp.org/news/what-is-an-api-and-how-to-test-it) 🌟🌟🌟 [COMMUNITY-TOOL] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2024)** [mirantis.com: Kubernetes Cheat Sheet 🌟](https://www.mirantis.com/blog/kubernetes-cheat-sheet) 🌟🌟🌟 [COMMUNITY-TOOL] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2024)** [dockerlabs.collabnix.com: Cheatsheet - Kubectl 🌟](https://dockerlabs.collabnix.com/kubernetes/cheatsheets/kubectl.html) 🌟🌟🌟 [COMMUNITY-TOOL] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2024)** [intellipaat.com 🌟](https://intellipaat.com/blog/tutorial/devops-tutorial/kubernetes-cheat-sheet) 🌟🌟🌟 [COMMUNITY-TOOL] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2024)** [dockerlabs.collabnix.com: The Ultimate Docker Cheat Sheet 🌟](https://dockerlabs.collabnix.com/docker/cheatsheet) 🌟🌟🌟 [COMMUNITY-TOOL] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2024)** [intellipaat.com: Docker Cheat Sheet 🌟](https://intellipaat.com/blog/tutorial/devops-tutorial/docker-cheat-sheet) 🌟🌟🌟 [COMMUNITY-TOOL] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2024)** [linuxhandbook.com: Docker Commands for Managing Container Lifecycle (Definitive Guide)](https://linuxhandbook.com/container-lifecycle-docker-commands) 🌟🌟🌟 [COMMUNITY-TOOL] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2024)** [dev.to: Docker Commands Cheat Sheet | Pragyan Tripathi](https://dev.to/pragyanatvade/docker-commands-cheat-sheet-47n4) 🌟🌟🌟 [COMMUNITY-TOOL] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2023)** [cmcrowell.com/cheat-sheet 🌟](https://cmcrowell.com/cheat-sheet) 🌟🌟🌟 [COMMUNITY-TOOL] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2023)** [bluematador.com: kubectl cheatsheet](https://www.bluematador.com/learn/kubectl-cheatsheet) 🌟🌟🌟 [COMMUNITY-TOOL] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2023)** [dev.to/msfaizi: Kubernetes Cheatsheet: Essential Commands and Concepts for Efficient Container Orchestration](https://dev.to/msfaizi/kubernetes-cheatsheet-essential-commands-and-concepts-for-efficient-container-orchestration-201n) 🌟🌟🌟 [COMMUNITY-TOOL] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2023)** [Sourcetree Cheat Sheet](https://kapeli.com/cheat_sheets/Sourcetree.docset/Contents/Resources/Documents/index) 🌟🌟🌟 [COMMUNITY-TOOL] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2023)** [redhat-scholars: istio-tutorial 🌟](https://github.com/redhat-scholars/istio-tutorial) 🌟🌟🌟 [COMMUNITY-TOOL] [HTML CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2022)** [learncloudnative.com: Kubernetes CLI (kubectl) tips you didn't know about](https://learncloudnative.com/blog/2022-05-10-kubectl-tips) 🌟🌟🌟 [COMMUNITY-TOOL] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2021)** [opensource.com: Learn essential Kubernetes commands with a new cheat sheet](https://opensource.com/article/21/5/kubernetes-cheat-sheet) 🌟🌟🌟 [LEGACY] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2020)** [opensource.com: 9 kubectl commands sysadmins need to know 🌟](https://opensource.com/article/20/5/kubectl-cheat-sheet) 🌟🌟🌟 [COMMUNITY-TOOL] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2023)** [thechief.io: The Definitive Kubectl Cheat Sheet](https://thechief.io/c/editorial/definitive-kubectl-cheat-sheet) 🌟🌟 [COMMUNITY-TOOL] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2023)** [myfuturehub.com: Must Keep these Kubernetes Commands handy](https://myfuturehub.com/must-keep-these-kubernetes-commands-handy) 🌟🌟 [COMMUNITY-TOOL] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2023)** [myfuturehub.com: Useful commands of Docker](https://myfuturehub.com/useful-commands-of-docker) 🌟🌟 [COMMUNITY-TOOL] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2022)** [cloudtechtwitter.com: kubernetes common commands](https://www.cloudtechtwitter.com/2022/05/kubernetes-common-commands.html) 🌟🌟 [COMMUNITY-TOOL] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2026)** [Material for MkDocs](https://squidfunk.github.io/mkdocs-material) [COMMUNITY-TOOL] [HTML CONTENT] β€” *Go to [Section](./mkdocs.md)*
-  - **(2025)** [downloadkubernetes.com: Download Kubernetes 🌟](https://www.downloadkubernetes.com) [COMMUNITY-TOOL] [HTML CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2024)** [RedisLabs/redis-enterprise-k8s-docs: Deploying Redis Enterprise on Kubernetes](https://github.com/RedisLabs/redis-enterprise-k8s-docs) [COMMUNITY-TOOL] [HTML CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2022)** [magic-cookie.co.uk/iplist.html](https://magic-cookie.co.uk/iplist.html) [COMMUNITY-TOOL] [HTML CONTENT] β€” *Go to [Section](./networking.md)*
-  - **(2021)** [stackrox.io: Top 9 Open Source DevSecOps Tools for Kubernetes in 2021 🌟](https://www.stackrox.io/blog/top-9-open-source-devsecops-tools-for-kubernetes) [COMMUNITY-TOOL] [GUIDE] [HTML CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2021)** [aelius.com: subnet sheet](https://www.aelius.com/njh/subnet_sheet.html) [COMMUNITY-TOOL] [HTML CONTENT] β€” *Go to [Section](./networking.md)*
-  - **(2020)** [pbxbook.com: CIDR Cheat Sheet](https://pbxbook.com/other/cidrcheat.html) [COMMUNITY-TOOL] [HTML CONTENT] β€” *Go to [Section](./networking.md)*
-  - **(2016)** [cssnectar.com](https://cssnectar.com) [COMMUNITY-TOOL] [HTML CONTENT] β€” *Go to [Section](./javascript.md)*
-  - **(2011)** [pyvideo.org](https://pyvideo.org) [COMMUNITY-TOOL] [HTML CONTENT] β€” *Go to [Section](./python.md)*
-
-

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-

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-

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-## Image/Pdf Content
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-Click to view 1 resources under Image/Pdf Content
-
-  - **(2025)** [==curl cheat sheet for Linux and Unix users==](https://daniel.haxx.se/blog/wp-content/uploads/2020/01/sticker-cheat-sheet.png) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [IMAGE/PDF CONTENT] β€” *Go to [Section](./cheatsheets.md)*
+  - **(2023)** [redhat-scholars: istio-tutorial 🌟](https://github.com/redhat-scholars/istio-tutorial) 🌟🌟🌟 [COMMUNITY-TOOL] [HTML CONTENT] β€” *Go to [Section](./istio.md)*
 
 

 
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-## Ini/Yaml Content
-
-

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-  - **(2021)** [opensource.com: 4 lines of code to improve your Ansible play](https://opensource.com/article/21/1/improve-ansible-play) [COMMUNITY-TOOL] [INI/YAML CONTENT] β€” *Go to [Section](./ansible.md)*
-
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-## Java / English Content
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-Click to view 1 resources under Java / English Content
-
-  - **(2021)** [BuggyApp: Simulate performance problems](https://buggyapp.ycrash.io) [COMMUNITY-TOOL] [JAVA / ENGLISH CONTENT] β€” *Go to [Section](./chaos-engineering.md)*
-
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@@ -2505,123 +1387,110 @@
 ## Java Content
 
 

-Click to view top 100 of 466 resources under Java Content
+Click to view top 100 of 184 resources under Java Content
 
-  - **(2026)** [==github: Spring Cloud Kubernetes 🌟==](https://github.com/spring-cloud/spring-cloud-kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2026)** [==PlantUML==](https://plantuml.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)*
+  - **(2026)** [==github: Spring Cloud Kubernetes 🌟==](https://github.com/spring-cloud/spring-cloud-kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
   - **(2026)** [==apache/dolphinscheduler: Apache DolphinScheduler 🌟==](https://github.com/apache/dolphinscheduler) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==Spring Cloud Gateway==](https://spring.io/projects/spring-cloud-gateway) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./developerportals.md)*
+  - **(2026)** [==keycloak.org==](https://www.keycloak.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2026)** [==Awesome Java 🌟==](https://github.com/akullpp/awesome-java) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [==jib==](https://github.com/GoogleContainerTools/jib) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./docker.md)*
+  - **(2026)** [==OpenAPI Generator 🌟==](https://openapi-generator.tech) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./api.md)*
   - **(2026)** [==Spring Cloud==](https://spring.io/projects/spring-cloud) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
-  - **(2026)** [==cloud.spring.io: Spring Cloud Vault 🌟==](https://cloud.spring.io/spring-cloud-vault/reference/html) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
-  - **(2026)** [==github.com/spring-projects: springboot enables these probes automatically when running in k8s==](https://github.com/spring-projects/spring-boot#L73) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
   - **(2026)** [==quarkus.io==](https://quarkus.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
   - **(2026)** [==codecentric's Spring Boot Admin UI 🌟==](https://github.com/codecentric/spring-boot-admin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
   - **(2026)** [==logbook==](https://github.com/zalando/logbook) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
   - **(2026)** [==GoodforGod/java-logger-benchmark==](https://github.com/GoodforGod/java-logger-benchmark) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
   - **(2026)** [==jfrunit==](https://github.com/moditect/jfrunit) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
   - **(2026)** [==Helidon.io==](https://helidon.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
-  - **(2026)** [==Awesome Java 🌟==](https://github.com/akullpp/awesome-java) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2026)** [==Awesome JMeter==](https://github.com/aliesbelik/awesome-jmeter) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2026)** [==github.com/kubernetes-client/java: Kubernetes Java Client==](https://github.com/kubernetes-client/java) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./kubernetes-client-libraries.md)*
-  - **(2026)** [==Jenkins Prometheus Metrics Plugin 🌟==](https://github.com/jenkinsci/prometheus-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2026)** [==Pipeline: SCM Step (workflow-scm-step)==](https://www.jenkins.io/doc/pipeline/steps/workflow-scm-step) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2026)** [==git-plugin 🌟==](https://github.com/jenkinsci/git-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2026)** [==Warnings Next Generation 🌟==](https://plugins.jenkins.io/warnings-ng) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2026)** [==Credentials Binding==](https://plugins.jenkins.io/credentials-binding) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2026)** [==HashiCorp Vault 🌟==](https://plugins.jenkins.io/hashicorp-vault-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2026)** [==Matrix Authorization Strategy 🌟==](https://plugins.jenkins.io/matrix-auth) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2026)** [==Role-based Authorization Strategy 🌟==](https://plugins.jenkins.io/role-strategy) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2026)** [==SonarQube Scanner 🌟==](https://plugins.jenkins.io/sonar) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2026)** [==kubernetes-plugin: Kubernetes plugin for Jenkins 🌟==](https://github.com/jenkinsci/kubernetes-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
+  - **(2026)** [==Spring Cloud Gateway==](https://spring.io/projects/spring-cloud-gateway) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./developerportals.md)*
   - **(2026)** [==Cassandra.apache.org==](https://cassandra.apache.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./nosql.md)*
-  - **(2026)** [==jib==](https://github.com/GoogleContainerTools/jib) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./docker.md)*
   - **(2026)** [==Sonarqube.org==](https://www.sonarsource.com/products/sonarqube) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./sonarqube.md)*
-  - **(2026)** [==OpenAPI Generator 🌟==](https://openapi-generator.tech) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./api.md)*
-  - **(2026)** [==keycloak.org==](https://www.keycloak.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./devsecops.md)*
-  - **(2026)** [==onedev==](https://github.com/theonedev/onedev) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
-  - **(2026)** [==JUnit==](https://junit.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./qa.md)*
-  - **(2026)** [==jmeter.apache.org==](https://jmeter.apache.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./performance-testing-with-jenkins-and-jmeter.md)*
-  - **(2026)** [==maven.apache.org==](https://maven.apache.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./maven-gradle.md)*
-  - **(2026)** [==Maven Surefire Report Plugin==](https://maven.apache.org/surefire/maven-surefire-report-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./maven-gradle.md)*
-  - **(2026)** [==Apache Maven Dependency Analyzer==](https://maven.apache.org/shared/maven-dependency-analyzer/index.html) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./maven-gradle.md)*
-  - **(2026)** [==Apache Maven Checkstyle Plugin==](https://maven.apache.org/plugins/maven-checkstyle-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./maven-gradle.md)*
-  - **(2026)** [==Apache Maven Javadoc Plugin==](https://maven.apache.org/plugins/maven-javadoc-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./maven-gradle.md)*
-  - **(2026)** [==Apache Kafka==](https://kafka.apache.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)*
-  - **(2026)** [==AKHQ (previously known as KafkaHQ) 🌟==](https://github.com/tchiotludo/akhq) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)*
-  - **(2026)** [==**Debezium**:==](https://debezium.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)*
   - **(2026)** [==strimzi.io==](https://strimzi.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)*
   - **(2026)** [==Apache Flink==](https://flink.apache.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)*
+  - **(2026)** [==**Debezium**:==](https://debezium.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)*
+  - **(2026)** [==Apache Kafka==](https://kafka.apache.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)*
   - **(2025)** [==Spring PetClinic Microservices==](https://github.com/spring-petclinic/spring-petclinic-microservices) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2025)** [==testcontainers-spring-boot 🌟==](https://github.com/PlaytikaOSS/testcontainers-spring-boot) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
-  - **(2025)** [==Jenkins Configuration as Code==](https://www.jenkins.io/projects/jcasc) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2025)** [==Kubernetes CLI 🌟==](https://plugins.jenkins.io/kubernetes-cli) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2025)** [==Amazon EC2 plugin==](https://plugins.jenkins.io/ec2) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2025)** [==pipeline-graph-view-plugin 🌟==](https://github.com/jenkinsci/pipeline-graph-view-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2025)** [==CloudBees AWS Credentials 🌟==](https://plugins.jenkins.io/aws-credentials) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2025)** [==github.com/awslabs/amazon-s3-tar-tool: Amazon S3 Tar Tool==](https://github.com/awslabs/amazon-s3-tar-tool) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./aws-tools-scripts.md)*
-  - **(2025)** [==apache/maven-mvnd==](https://github.com/apache/maven-mvnd) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./maven-gradle.md)*
   - **(2024)** [==github.com/spring-petclinic/spring-petclinic-kubernetes 🌟==](https://github.com/spring-petclinic/spring-petclinic-cloud) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2024)** [==aws-samples/serverless-java-frameworks-samples: Lambda demo with common' Java application frameworks 🌟==](https://github.com/aws-samples/serverless-java-frameworks-samples) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2024)** [==Jenkins Kubernetes Plugin==](https://plugins.jenkins.io/kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./kubectl-commands.md)*
-  - **(2024)** [==robot-plugin: Robot Framework Plugin==](https://github.com/jenkinsci/robot-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2024)** [==Prometheus JMX Exporter 🌟==](https://github.com/prometheus/jmx_exporter) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./prometheus.md)*
-  - **(2024)** [==Apache Artemis JMeter==](https://github.com/apache/artemis) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)*
-  - **(2024)** [==Artemis Prometheus Metrics Plugin==](https://github.com/rh-messaging/artemis-prometheus-metrics-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./prometheus.md)*
-  - **(2023)** [==github.com/spring-projects/spring-petclinic==](https://github.com/spring-projects/spring-petclinic) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2023)** [==spring.io: spring boot with docker==](https://spring.io/guides/gs/spring-boot-docker) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
-  - **(2023)** [==learnk8s.io: Developing and deploying Spring Boot microservices on Kubernetes==](https://learnkube.com/spring-boot-kubernetes-guide) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
-  - **(2023)** [==Kubernetes Continuous Deploy==](https://plugins.jenkins.io/kubernetes-cd) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./kubectl-commands.md)*
-  - **(2023)** [==Kafdrop – Kafka Web UI 🌟==](https://github.com/obsidiandynamics/kafdrop) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)*
   - **(2023)** [==github - fabric8, maven plugin==](https://github.com/fabric8io/fabric8-maven-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./openshift-pipelines.md)*
-  - **(2022)** [==openshift-pipeline==](https://plugins.jenkins.io/openshift-pipeline) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./cicd-kubernetes-plugins.md)*
-  - **(2022)** [==openshift-sync==](https://plugins.jenkins.io/openshift-sync) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./cicd-kubernetes-plugins.md)*
-  - **(2022)** [==openshift-client==](https://plugins.jenkins.io/openshift-client) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./cicd-kubernetes-plugins.md)*
-  - **(2021)** [==Continuation Passing Style (CPS)==](https://github.com/cloudbees/groovy-cps) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2021)** [==Pull Request Monitoring 🌟==](https://github.com/jenkinsci/pull-request-monitoring-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2018)** [==github.com/cinhtau/sonatype-nexus-waffle==](https://github.com/cinhtau/sonatype-nexus-waffle) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./registries.md)*
-  - **(2026)** [**learn.microsoft.com: Configure a Java app for Azure App Service**](https://learn.microsoft.com/en-us/azure/app-service/configure-language-java-deploy-run) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2026)** [**Spring Cloud Config Server: Git Backend**](https://cloud.spring.io/spring-cloud-config/reference/html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
-  - **(2026)** [**microcks.io**](https://microcks.io) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
-  - **(2026)** [**Amazon Web Services SDK**](https://plugins.jenkins.io/aws-java-sdk) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2026)** [**HBase.apache.org**](https://hbase.apache.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./nosql.md)*
-  - **(2026)** [**Hive.apache.org**](https://hive.apache.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./nosql.md)*
-  - **(2026)** [**Apache Drill**](https://drill.apache.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./nosql.md)*
-  - **(2026)** [**GitHub Branch Source Plugin:**](https://plugins.jenkins.io/github-branch-source) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./git.md)*
+  - **(2023)** [==learnk8s.io: Developing and deploying Spring Boot microservices on Kubernetes==](https://learnkube.com/spring-boot-kubernetes-guide) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
   - **(2026)** [**commjoen/wrongsecrets: OWASP WrongSecrets**](https://github.com/commjoen/wrongsecrets) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2026)** [**microcks.io**](https://microcks.io) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
+  - **(2026)** [**learn.microsoft.com: Configure a Java app for Azure App Service**](https://learn.microsoft.com/en-us/azure/app-service/configure-language-java-deploy-run) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2026)** [**github.com/openliberty**](https://github.com/openliberty) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./ibm_cloud.md)*
-  - **(2026)** [**TestNG**](https://testng.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./qa.md)*
-  - **(2026)** [**Apache Maven Changelog Plugin**](https://maven.apache.org/plugins/maven-changelog-plugin) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./maven-gradle.md)*
-  - **(2026)** [****Apicurio** Registry**](https://github.com/apicurio/apicurio-registry) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)*
   - **(2026)** [**Apache ActiveMQ Artemis broker**](https://artemis.apache.org/components/artemis) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)*
   - **(2026)** [**Red Hat AMQ**](https://www.redhat.com/en/technologies/jboss-middleware/amq) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)*
-  - **(2026)** [**Apache Pulsar**](https://pulsar.apache.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)*
   - **(2026)** [**ksqlDB**](https://www.confluent.io/product/ksqldb) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)*
+  - **(2026)** [****Apicurio** Registry**](https://github.com/apicurio/apicurio-registry) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)*
   - **(2026)** [**Zeebe workflow engine**](https://camunda.com/platform/zeebe) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)*
   - **(2025)** [**How Kruize Optimizes OpenShift Workloads**](https://developers.redhat.com/articles/2025/06/25/how-kruize-optimizes-openshift-workloads) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2025)** [**Quarkus - Dev UI 🌟**](https://quarkus.io/guides/dev-ui) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
-  - **(2025)** [**Dekorate**](https://dekorate.io) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
-  - **(2025)** [**JKube**](https://eclipse.dev/jkube) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
-  - **(2025)** [**Jenkins CLI**](https://www.jenkins.io/doc/book/managing/cli) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2025)** [**CloudBees Health Advisor 🌟**](https://plugins.jenkins.io/cloudbees-jenkins-advisor) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2025)** [**Metrics**](https://plugins.jenkins.io/metrics) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2025)** [**Git Forensics**](https://plugins.jenkins.io/git-forensics) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2025)** [**Code Average API**](https://plugins.jenkins.io/code-coverage-api) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2025)** [**Allure 🌟**](https://plugins.jenkins.io/allure-jenkins-plugin) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-
-*... and 366 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
-

-
-

-
-

-
-## Java/C++ Content
-
-

-Click to view 1 resources under Java/C++ Content
-
-  - **(2021)** [dev.to: 5 Books and Courses to Learn Object Oriented Programming in Depth](https://dev.to/javinpaul/5-books-and-courses-to-learn-object-oriented-programming-in-depth-4kff) [COMMUNITY-TOOL] [JAVA/C++ CONTENT] β€” *Go to [Section](./devel-sites.md)*
+  - **(2023)** [**piotrminkowski.com: Microservices with Spring Boot 3 and Spring Cloud 🌟**](https://piotrminkowski.com/2023/03/13/microservices-with-spring-boot-3-and-spring-cloud) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2022)** [**Tekton PetClinic Demo Youtube**](https://www.youtube.com/watch?v=igwFpZOUTnw) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./tekton.md)*
+  - **(2022)** [**javaguides.net: Spring Boot Microservices - Spring Cloud API Gateway**](https://www.javaguides.net/2022/10/spring-boot-microservices-spring-cloud-api-gateway.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2022)** [**developer.okta.com: Secure Secrets With Spring Cloud Config and Vault 🌟**](https://developer.okta.com/blog/2022/10/20/spring-vault) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2021)** [**microcksio**](https://x.com/microcksio) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2021)** [**spring.io: YMNNALFT: Websockets**](https://spring.io/blog/2021/01/25/ymnnalft-websockets) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./api.md)*
+  - **(2021)** [**piotrminkowski.com: Spring Microservices Security Best Practices 🌟**](https://piotrminkowski.com/2021/05/26/spring-microservices-security-best-practices) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2020)** [**redhat-actions/spring-petclinic**](https://github.com/redhat-actions/spring-petclinic) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2020)** [**GitHub: Eclipse JKube**](https://github.com/eclipse-jkube/jkube) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./maven-gradle.md)*
+  - **(2020)** [**docker-maven-plugin**](https://github.com/fabric8io/docker-maven-plugin) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./maven-gradle.md)*
+  - **(2020)** [**developers.redhat.com: Migrating a Spring Boot microservices application to Quarkus**](https://developers.redhat.com/blog/2020/04/10/migrating-a-spring-boot-microservices-application-to-quarkus) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2019)** [**piotrminkowski.com: Microservices with spring cloud kubernetes**](https://piotrminkowski.com/2019/12/20/microservices-with-spring-cloud-kubernetes) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2025)** [Jenkinsfile Runner](https://github.com/jenkinsci/jenkinsfile-runner) 🌟🌟🌟 [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
+  - **(2023)** [Salaboy/From Monolith to K8s](https://github.com/Salaboy/from-monolith-to-k8s) 🌟🌟🌟 [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2021)** [xenonstack.com: Serverless Architecture with OpenFaaS and Java](https://www.xenonstack.com/blog/serverless-open-faas-java) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./serverless.md)*
+  - **(2020)** [developers.redhat.com: Build and deploy a serverless app with Camel K and Red Hat OpenShift Serverless 1.5.0 Tech Preview](https://developers.redhat.com/blog/2020/04/24/build-and-deploy-a-serverless-app-with-camel-k-and-red-hat-openshift-serverless-1-5-0-tech-preview) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./serverless.md)*
+  - **(2020)** [developer.okta.com: Spring Cloud Config for Shared Microservice Configuration](https://developer.okta.com/blog/2020/12/07/spring-cloud-config) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2024)** [github.com/hygieia/Hygieia 🌟](https://github.com/hygieia/Hygieia) 🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2021)** [strimzi/kafka-kubernetes-config-provider: Kubernetes Configuration Provider' for Apache Kafka](https://github.com/strimzi/kafka-kubernetes-config-provider) 🌟🌟 [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)*
+  - **(2020)** [Distributed version of Spring Petclinic built with Spring Cloud 🌟](https://github.com/odedia/spring-petclinic-microservices) 🌟🌟 [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2026)** [Drools](https://kie.apache.org) [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./postman.md)*
+  - **(2026)** [Spring Initializr 🌟](https://start.spring.io) [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2026)** [Undertow](https://undertow.io) [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./embedded-servlet-containers.md)*
+  - **(2026)** [Zipkin](https://zipkin.io) [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./monitoring.md)*
+  - **(2026)** [harness.io](https://www.harness.io) [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
+  - **(2026)** [blog.jooq.org](https://blog.jooq.org) [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./databases.md)*
+  - **(2026)** [developers.redhat.com: MicroProfile JWT (JSON Web Tokens)](https://developers.redhat.com/cheat-sheets/microprofile-jwt) [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./cheatsheets.md)*
+  - **(2026)** [Quarkus Cheat-Sheet](https://lordofthejars.github.io/quarkus-cheat-sheet) [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./cheatsheets.md)*
+  - **(2026)** [javaoperatorsdk.io: Build Kubernetes Operators in Java without hassle](https://javaoperatorsdk.io) [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./kubernetes-client-libraries.md)*
+  - **(2026)** [Eclipse MicroProfile Project](https://projects.eclipse.org/projects/technology.microprofile) [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2026)** [MicroProfile.io](https://microprofile.io) [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2026)** [SpringBoot](https://spring.io/projects/spring-boot) [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2026)** [Spring](https://spring.io) [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2026)** [Payara](https://payara.fish) [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./java_app_servers.md)*
+  - **(2026)** [TomEE from Tomitribe](https://tomee.apache.org) [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./java_app_servers.md)*
+  - **(2026)** [KumuluzEE](https://ee.kumuluz.com) [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./java_app_servers.md)*
+  - **(2026)** [java67.com: Top 15 Microservices Interview Questions with Answers for 3 to 5 Years Experienced](https://www.java67.com/2021/02/microservices-interview-questions-answers-java-spring.html) [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./interview-questions.md)*
+  - **(2026)** [**Red Hat Fuse**](https://www.redhat.com/en/products/application-foundations) [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)*
+  - **(2026)** [**Syndesis** open source integration platform](https://syndesis.io) [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)*
+  - **(2025)** [Jenkins Custom WAR Packager](https://github.com/jenkinsci/custom-war-packager) 🌟 [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
+  - **(2025)** [kie.org](https://www.kie.org) [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2025)** [Maven](https://nubenetes.com/maven-gradle/) [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./scaffolding.md)*
+  - **(2024)** [jhipster](https://www.jhipster.tech) [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./scaffolding.md)*
+  - **(2023)** [piomin/sample-spring-microservices-new: Microservices with Spring Cloud' Advanced Demo Project](https://github.com/piomin/sample-spring-microservices-new) [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2023)** [piotrminkowski.com: Introduction to gRPC with Quarkus](https://piotrminkowski.com/2023/09/15/introduction-to-grpc-with-quarkus) [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2023)** [Jenkins Plugin: Anchore Container Image Scanner](https://plugins.jenkins.io/anchore-container-scanner) [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2023)** [piotrminkowski.com: Slim Docker Images for Java](https://piotrminkowski.com/2023/11/07/slim-docker-images-for-java) [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./docker.md)*
+  - **(2023)** [developers.redhat.com: MicroProfile Rest Client Cheat Sheet](https://developers.redhat.com/cheat-sheets/microprofile-rest-client) [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./cheatsheets.md)*
+  - **(2023)** [blog.marcnuri.com: Fabric8 Kubernetes Client for Java introduction](https://blog.marcnuri.com/kubernetes-client-java-fabric8-introduction) [COMMUNITY-TOOL] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./kubernetes-client-libraries.md)*
+  - **(2023)** [blog.marcnuri.com: Build Kubernetes controllers with Fabric8 Kubernetes Client, Quarkus, and JKube](https://blog.marcnuri.com/fabric8-kubernetes-java-client-and-quarkus-and-graalvm) [COMMUNITY-TOOL] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./kubernetes-client-libraries.md)*
+  - **(2023)** [developers.redhat.com: How to use Fabric8 Java Client with Kubernetes](https://developers.redhat.com/articles/2023/01/04/how-use-fabric8-java-client-kubernetes) [COMMUNITY-TOOL] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./kubernetes-client-libraries.md)*
+  - **(2023)** [developers.redhat.com: How to generate code using Fabric8 Kubernetes Client](https://developers.redhat.com/articles/2023/01/24/how-generate-code-using-fabric8-kubernetes-client) [COMMUNITY-TOOL] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./kubernetes-client-libraries.md)*
+  - **(2023)** [lambdatest.com: TestNG vs JUnit : Which testing framework should you choose?](https://www.testmuai.com/blog/testng-vs-junit-which-testing-framework-should-you-choose) [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./qa.md)*
+  - **(2023)** [javatechonline.com: Making Java easy to learn - Microservices In Java 🌟](https://javatechonline.com/microservices-in-java) [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2023)** [geeksforgeeks.org: 5 Best Java Frameworks For Microservices](https://www.geeksforgeeks.org/blogs/best-java-frameworks-for-microservices) [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2023)** [javatechonline.com: Making Java easy to learn - Spring Boot Annotations With Examples](https://javatechonline.com/spring-boot-annotations-with-examples) [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2023)** [piotrminkowski.com: Best Practices for Java Apps on Kubernetes 🌟](https://piotrminkowski.com/2023/02/13/best-practices-for-java-apps-on-kubernetes) [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2023)** [piotrminkowski.com: Which JDK to Choose on Kubernetes 🌟](https://piotrminkowski.com/2023/02/17/which-jdk-to-choose-on-kubernetes) [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2023)** [Try Maven (and Java) in VS Code!](https://www.youtube.com/shorts/t322UnzV9vM) [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./visual-studio.md)*
+  - **(2023)** [Java, Gradle, and VS Code](https://www.youtube.com/shorts/0xq_ZYfl6Vk) [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./visual-studio.md)*
+  - **(2022)** [piomin/sample-spring-microservices-kubernetes: Microservices with Spring' Boot and Spring Cloud on Kubernetes Demo Project - piotrminkowski.com 🌟](https://github.com/piomin/sample-spring-microservices-kubernetes) [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2022)** [freecodecamp.org: How to Implement an OAuth2 Resource Server with Spring Security](https://www.freecodecamp.org/news/oauth2-resourceserver-with-spring-security) [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./securityascode.md)*
+  - **(2022)** [javatechonline.com: How To Monitor Spring Boot Microservices Using ELK Stack?](https://javatechonline.com/how-to-monitor-spring-boot-microservices-using-elk-stack) [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./monitoring.md)*
+  - **(2022)** [tanzu.vmware.com: Microservices with Spring Cloud Kubernetes Reference Architecture 🌟](https://www.vmware.com/products/app-platform/tanzu) [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2022)** [automationreinvented.blogspot.com: What is Json Schema and how to perform schema validation using Rest Assured?](https://automationreinvented.blogspot.com/2022/03/what-is-json-schema-and-how-to-perform.html) [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./yaml.md)*
+  - **(2022)** [java-success.com: 01: Q07 – Q12 Java Micro & Web services Interview Q&As](https://www.java-success.com/microservices-interview-questions) [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
 
+*... and 84 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
 

 
 

@@ -2631,110 +1500,41 @@
 ## Javascript Content
 
 

-Click to view top 100 of 139 resources under Javascript Content
+Click to view 32 resources under Javascript Content
 
-  - **(2026)** [==diagrams.net==](https://www.drawio.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)*
   - **(2026)** [==Newman==](https://github.com/postmanlabs/newman) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./postman.md)*
   - **(2026)** [==serverless.com: Serverless Framework==](https://www.serverless.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./serverless.md)*
   - **(2026)** [==PM2==](https://github.com/Unitech/pm2) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./monitoring.md)*
-  - **(2026)** [==Socket.io==](https://socket.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./api.md)*
   - **(2026)** [==Screwdriver API==](https://github.com/screwdriver-cd/screwdriver) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
-  - **(2026)** [==yokawasa/action-setup-kube-tools==](https://github.com/yokawasa/action-setup-kube-tools) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
-  - **(2025)** [==kubernetes.io: Diagram Guide - Mermaid JavaScript library 🌟==](https://kubernetes.io/docs/contribute/style/diagram-guide) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)*
-  - **(2025)** [==draw.io==](https://app.diagrams.net) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)*
-  - **(2025)** [==kubebox==](https://github.com/astefanutti/kubebox) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==Socket.io==](https://socket.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./api.md)*
   - **(2025)** [==skooner - Kubernetes Dashboard==](https://github.com/skooner-k8s/skooner) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2025)** [==github.com/Azure-Samples/azure-load-testing-samples 🌟==](https://github.com/Azure-Samples/azure-load-testing-samples) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2025)** [==ndpsoftware.com: Interactive git cheat sheet 🌟==](https://ndpsoftware.com/git-cheatsheet.html) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2024)** [==Portfall: A desktop k8s port-forwarding portal for easy access to all your cluster UIs 🌟==](https://github.com/Rested/portfall) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2024)** [==Azure DevOps Dashboard==](https://github.com/cschotte/Azure-DevOps-Dashboard) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2024)** [==github.com/nicolgit/azure-firewall-mon: az-firewall-mon==](https://github.com/nicolgit/azure-firewall-mon) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2024)** [==crontab.guru 🌟==](https://crontab.guru) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2023)** [==automationqahub.com: How to get started with Appium 2.0==](https://automationqahub.com/how-to-do-mobile-automation-using-appium-2-0) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
-  - **(2022)** [==kubergui: Kubernetes Deployment Builder🌟==](https://github.com/BrandonPotter/kubergui) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2021)** [==zx==](https://github.com/google/zx) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2021)** [==louislam/uptime-kuma==](https://github.com/louislam/uptime-kuma) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./monitoring.md)*
-  - **(2020)** [==github.com/aws-samples/aws-training-demo==](https://github.com/amazon-archives/aws-training-demo) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JAVASCRIPT CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2019)** [==github.com/clvx/k8s-rbac-model: Kubernetes RBAC Model==](https://github.com/clvx/k8s-rbac-model) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes-security.md)*
-  - **(2016)** [==auchenberg/volkswagen==](https://github.com/auchenberg/volkswagen) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./qa.md)*
-  - **(2026)** [**Live Server:**](https://marketplace.visualstudio.com/items?itemName=ritwickdey.LiveServer) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2025)** [**gitexplorer.com: Git Command Explorer 🌟🌟**](https://gitexplorer.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2025)** [**former2.com**](https://former2.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./aws-iac.md)*
-  - **(2024)** [**FreeLens**](https://github.com/freelensapp/freelens) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./devel-sites.md)*
-  - **(2024)** [**draw.io**](https://drawio-app.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)*
   - **(2023)** [**geeksforgeeks.org: REST API Architectural Constraints**](https://www.geeksforgeeks.org/javascript/rest-api-architectural-constraints) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./api.md)*
-  - **(2023)** [**portswigger.net: Introducing vAPI – an open source lab environment to learn about API security**](https://portswigger.net) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./api.md)*
-  - **(2023)** [**experitest.com: Start Automating your mobile tests with Cucumber and Appium**](https://digital.ai/products/continuous-testing) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
-  - **(2022)** [**automationqahub.com: The Ultimate List of Cypress Interview Questions**](https://automationqahub.com/common-cypress-interview-questions) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [JAVASCRIPT CONTENT] β€” *Go to [Section](./interview-questions.md)*
-  - **(2021)** [**itnext.io: Differences between WebSockets and Socket.IO**](https://itnext.io/differences-between-websockets-and-socket-io-a9e5fa29d3dc) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./api.md)*
-  - **(2021)** [**lambdatest.com: Selenium vs Cypress – Which Is Better in 2021?**](https://www.testmuai.com/blog/cypress-vs-selenium-comparison) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
-  - **(2024)** [edotor.net](https://edotor.net) 🌟🌟🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2024)** [dreampuf.github.io/GraphvizOnline](https://dreampuf.github.io/GraphvizOnline) 🌟🌟🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2024)** [graphviz.online](https://graphviz.online) 🌟🌟🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2024)** [manz.dev/cheatsheets](https://manz.dev/cheatsheets) 🌟🌟🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2023)** [learnk8s/xlskubectl](https://github.com/learnk8s/xlskubectl) 🌟🌟🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./finops.md)*
-  - **(2022)** [onecloudplease.com: Console Recorder for AWS](https://onecloudplease.com/project/console-recorder) 🌟🌟🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./aws-iac.md)*
-  - **(2021)** [openvim.com](https://openvim.com) 🌟🌟🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2021)** [dev.to: Make your own API under 30 lines of code 🌟](https://dev.to/shreyazz/make-your-own-api-under-30-lines-of-code-4doh) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./api.md)*
-  - **(2021)** [openapi-comment-parser](https://github.com/bee-travels/openapi-comment-parser) 🌟🌟🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./api.md)*
-  - **(2026)** [github.com/oslabs-beta/ClusterWatch](https://github.com/oslabs-beta/ClusterWatch) 🌟🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2022)** [autodraw.com](https://www.autodraw.com) 🌟🌟 [EMERGING] [JAVASCRIPT CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)*
   - **(2022)** [MagTape](https://github.com/tmobile/magtape) 🌟🌟 [LEGACY] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2022)** [nirops/yakiapp](https://github.com/vivekagate/yakiapp) 🌟🌟 [LEGACY] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
   - **(2021)** [KUR8 🌟](https://github.com/oslabs-beta/KUR8) 🌟🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2023)** [oslabs-beta/Palaemon](https://github.com/oslabs-beta/Palaemon) 🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2022)** [badarsebard/terraforge](https://github.com/badarsebard/terraforge) 🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2021)** [oslabs-beta/kubermetrics](https://github.com/oslabs-beta/kubermetrics) 🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2021)** [Jabos](https://github.com/srfrnk/jabos) 🌟 [EMERGING] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2021)** [github.com/oslabs-beta: Odin's Eye](https://github.com/oslabs-beta/OdinsEye) 🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./nosql.md)*
-  - **(2021)** [lab.texthtml.net: Gitlab Merge Bot](https://lab.texthtml.net/gitlab/merge-bot) 🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2020)** [github: OpenShift Pipelines Node.js Tutorial](https://github.com/csantanapr/faststart2020-pipelines-lab) 🌟 [COMMUNITY-TOOL] [GUIDE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./openshift-pipelines.md)*
-  - **(2019)** [BitBucket Auto Merge](https://github.com/mikefrank-ca/bitbucket-auto-merge) 🌟 [LEGACY] [JAVASCRIPT CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2019)** [github-merge-bot](https://github.com/sdduursma/github-merge-bot) 🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2026)** [digitalocean.com: Understanding the DOM β€” Document Object Model eBook](https://www.digitalocean.com/community/books/understanding-the-dom-document-object-model-ebook) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./dom.md)*
-  - **(2026)** [freecodecamp.org: JavaScript DOM Tutorial – How to Build a Calculator App' in JS](https://www.freecodecamp.org/news/javascript-dom-build-a-calculator-app) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./dom.md)*
-  - **(2026)** [freecodecamp.org: How the Document Object Model Works in JavaScript – DOM' Tutorial for Beginners](https://www.freecodecamp.org/news/javascript-dom) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./dom.md)*
-  - **(2026)** [pipeline-graph-view 🌟](https://plugins.jenkins.io/pipeline-graph-view) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2026)** [Rocket Chat](https://www.rocket.chat) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./workfromhome.md)*
-  - **(2026)** [Obsidian](https://obsidian.md) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./workfromhome.md)*
-  - **(2026)** [docs.amplify.aws: Set up Amplify Auth](https://docs.amplify.aws/javascript/build-a-backend/auth/set-up-auth) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./aws-miscellaneous.md)*
-  - **(2026)** [cidr.xyz 🌟](https://cidr.xyz) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./networking.md)*
-  - **(2026)** [http.cat 🌟](https://http.cat) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./networking.md)*
-  - **(2026)** [Markdown Tables Generator](https://www.tablesgenerator.com/markdown_tables) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./mkdocs.md)*
-  - **(2026)** [readme.so](https://readme.so) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./mkdocs.md)*
   - **(2025)** [Google Cloud Code](https://cloud.google.com/code) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./GoogleCloudPlatform.md)*
-  - **(2025)** [The Ultimate DevOps Tool Chest 🌟](https://digital.ai/learn/diagram-generator) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2025)** [cloudcraft.co](https://www.cloudcraft.co) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)*
-  - **(2025)** [NGINXConfig](https://www.digitalocean.com/community/tools/nginx) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./digitalocean.md)*
-  - **(2024)** [youcanbook.me](https://youcanbook.me) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./appointment-scheduling.md)*
-  - **(2024)** [Acuity Scheduling](https://acuityscheduling.com) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./appointment-scheduling.md)*
-  - **(2024)** [Doodle](https://doodle.com/en) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./appointment-scheduling.md)*
-  - **(2024)** [jenkins-version](https://github.com/jenkins-infra/jenkins-version) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2024)** [Blue Ocean Pipeline Editor](https://plugins.jenkins.io/blueocean-pipeline-editor) [LEGACY] [JAVASCRIPT CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2024)** [Port of Firefox's JSON Viewer](https://chromewebstore.google.com/detail/json-viewer/efknglbfhoddmmfabeihlemgekhhnabb) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./ChromeDevTools.md)*
-  - **(2023)** [Debuild](https://debuild.co) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2023)** [Prettier:](https://marketplace.visualstudio.com/items?itemName=esbenp.prettier-vscode) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2023)** [Polacode](https://marketplace.visualstudio.com/items?itemName=pnp.polacode) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2023)** [ESLint:](https://marketplace.visualstudio.com/items?itemName=dbaeumer.vscode-eslint) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2023)** [Prettier ESLint](https://marketplace.visualstudio.com/items?itemName=rvest.vs-code-prettier-eslint) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2023)** [Babel JavaScript](https://marketplace.visualstudio.com/items?itemName=mgmcdermott.vscode-language-babel) [LEGACY] [JAVASCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2023)** [Extension of the Week: Prettier](https://www.youtube.com/shorts/dDtueNAFELo) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2023)** [developers.redhat.com: Node.js Cheat Sheet](https://developers.redhat.com/cheat-sheets/nodejs-cheat-sheet) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2023)** [Chrome Extension](https://chromewebstore.google.com/detail/empty-title/jhbokpimjgedmpcmfoghhiokhpihlkgc) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2023)** [blog.postman.com: Introducing the Secret Variable Type in Postman](https://blog.postman.com/introducing-secret-variable-type-in-postman) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./postman.md)*
-  - **(2023)** [freecodecamp.org: How to Get Started With React – A Beginner's Guide](https://www.freecodecamp.org/news/get-started-with-react-for-beginners) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./react.md)*
+  - **(2023)** [oslabs-beta/Palaemon](https://github.com/oslabs-beta/Palaemon) 🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2023)** [itsopensource.com: How to Reduce Node Docker Image Size by 10X](https://itsopensource.com/how-to-reduce-node-docker-image-size-by-ten-times) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./docker.md)*
   - **(2023)** [clickittech.com: The Ultimate Docker Security Best Practices for Your Node.js Application](https://www.clickittech.com/devops/docker-security-best-practices) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./docker.md)*
-  - **(2023)** [freecodecamp.org: How to Build a GitHub Template Repository for Scaffolding with React, Vite, and TailwindCSS](https://www.freecodecamp.org/news/create-a-github-template-repository-with-react-vite-and-tailwindcss) [COMMUNITY-TOOL] [GUIDE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2023)** [the-aks-checklist.com: The Azure Kubernetes Service Checklist 🌟🌟🌟](https://www.the-aks-checklist.com) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-  - **(2022)** [**K8bit** β€” the tiny Kubernetes dashboard 🌟](https://github.com/learnk8s/k8bit) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2022)** [Kubernetes Deployment Builder 🌟🌟](https://static.brandonpotter.com/kubernetes/DeploymentBuilder.html) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2022)** [opensource.com: JavaScript cheat sheet](https://opensource.com/downloads/javascript-cheat-sheet) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./cheatsheets.md)*
+  - **(2022)** [opensource.com: Why choose Rocket.Chat for your open source chat tool](https://opensource.com/article/22/1/rocketchat-data-privacy) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./openshift.md)*
   - **(2022)** [dev.to: How to add In-App notifications to any web app!](https://dev.to/novu/how-to-add-in-app-notifications-to-any-web-app-1b4n) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./javascript.md)*
-  - **(2022)** [freecodecamp.org: HTTP Networking in JavaScript –Handbook for Beginners](https://www.freecodecamp.org/news/http-full-course) [COMMUNITY-TOOL] [GUIDE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./javascript.md)*
-  - **(2022)** [jsoning.com](https://jsoning.com) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./yaml.md)*
+  - **(2022)** [freecodecamp.org: How to Setup a Basic Serverless REST API with AWS Lambda and API Gateway](https://www.freecodecamp.org/news/how-to-setup-a-basic-serverless-backend-with-aws-lambda-and-api-gateway) [COMMUNITY-TOOL] [GUIDE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./aws-serverless.md)*
+  - **(2022)** [How to enforce user quota on AWS AppSync with Lambda Authorizer](https://aws.amazon.com/blogs/mobile/how-to-enforce-user-quota-on-aws-appsync-with-lambda-authorizer) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./aws-serverless.md)*
+  - **(2021)** [developers.redhat.com: Deploying Node.js applications to Kubernetes with Nodeshift and Minikube](https://developers.redhat.com/blog/2021/03/09/deploying-node-js-applications-to-kubernetes-with-nodeshift-and-minikube) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2021)** [developers.redhat.com: Modernizing applications with Apache Camel, JavaScript, and Red Hat OpenShift](https://developers.redhat.com/articles/2021/07/26/modernizing-applications-apache-camel-javascript-and-red-hat-openshift) [LEGACY] [JAVASCRIPT CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2021)** [hasura.io: A Simple, Realtime, Event Driven Architecture with QR Codes](https://hasura.io/blog/a-simple-real-time-event-driven-architecture-with-qr-codes) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2021)** [dev.to: How to build 7,000+ REST APIs within 2 mins (Node.js + MySQL) !!](https://dev.to/o1lab/how-to-build-7-000-rest-apis-within-2-mins-node-js-mysql-470b) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./javascript.md)*
+  - **(2021)** [github.com/oslabs-beta: Odin's Eye](https://github.com/oslabs-beta/OdinsEye) 🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./nosql.md)*
+  - **(2021)** [geshan.com.np: How to use RabbitMQ and Node.js with Docker and Docker-compose](https://geshan.com.np/blog/2021/07/rabbitmq-docker-nodejs) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./message-queue.md)*
+  - **(2021)** [lab.texthtml.net: Gitlab Merge Bot](https://lab.texthtml.net/gitlab/merge-bot) 🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./git.md)*
+  - **(2020)** [LerryAlexander: Postman + Newman API Automated Tests running on a Jenkins' Pipeline 🌟](https://github.com/LerryAlexander/postman_jenkins_api_tests) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2020)** [github: OpenShift Pipelines Node.js Tutorial](https://github.com/csantanapr/faststart2020-pipelines-lab) 🌟 [COMMUNITY-TOOL] [GUIDE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./openshift-pipelines.md)*
+  - **(2020)** [Podium](https://github.com/sa-mw-dach/podium) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./project-management-tools.md)*
+  - **(2019)** [github-merge-bot](https://github.com/sdduursma/github-merge-bot) 🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./git.md)*
+  - **(2018)** [callicoder.com: Scaffolding your Spring Boot Application with Yeoman](https://www.callicoder.com/scaffolding-your-spring-boot-application) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./scaffolding.md)*
+  - **(2017)** [New Alexa Skills Kit Template: Build a Trivia Skill in under an Hour](https://developer.amazon.com) [GUIDE] [LEGACY] [JAVASCRIPT CONTENT] β€” *Go to [Section](./aws-miscellaneous.md)*
 
-*... and 39 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
 

 
 

@@ -2754,20 +1554,6 @@
 
 

 
-## Javascript/Typescript Content
-
-

-Click to view 2 resources under Javascript/Typescript Content
-
-  - **(2026)** [collabnix.github.io: Docker Extensions 🌟](https://collabnix.github.io/docker-community-extensions) [COMMUNITY-TOOL] [JAVASCRIPT/TYPESCRIPT CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2021)** [dev.to: πŸš€10 Trending projects on GitHub for web developers - 3rd December 2021](https://dev.to/iainfreestone/10-trending-projects-on-github-for-web-developers-3rd-december-2021-12f5) [COMMUNITY-TOOL] [JAVASCRIPT/TYPESCRIPT CONTENT] β€” *Go to [Section](./devel-sites.md)*
-
-

-
-

-
-

-
 ## Javascript/Webassembly Content
 
 

@@ -2784,30 +1570,9 @@
 ## Json Content
 
 

-Click to view 22 resources under Json Content
+Click to view 1 resources under Json Content
 
-  - **(2024)** [==AWS WAF sample rules==](https://github.com/amazon-archives/aws-waf-sample) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JSON CONTENT] β€” *Go to [Section](./aws-security.md)*
   - **(2024)** [==github.com/dotdc/grafana-dashboards-kubernetes 🌟==](https://github.com/dotdc/grafana-dashboards-kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JSON CONTENT] β€” *Go to [Section](./grafana.md)*
-  - **(2023)** [==Percona Grafana dashboards for MySQL and MongoDB monitoring using Prometheus 🌟==](https://github.com/percona/grafana-dashboards) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JSON CONTENT] β€” *Go to [Section](./grafana.md)*
-  - **(2022)** [==github.com/onzack/grafana-dashboards==](https://github.com/onzack/grafana-dashboards) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JSON CONTENT] β€” *Go to [Section](./grafana.md)*
-  - **(2021)** [==github.com/DevOps-Nirvana/Grafana-Dashboards==](https://github.com/DevOps-Nirvana/Grafana-Dashboards) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JSON CONTENT] β€” *Go to [Section](./grafana.md)*
-  - **(2020)** [==github.com/microsoft/azure-digital-twins-postman-samples==](https://github.com/microsoft/azure-digital-twins-postman-samples) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JSON CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2024)** [**github.com/Azure/Microsoft-Defender-for-Cloud**](https://github.com/Azure/Microsoft-Defender-for-Cloud/tree/main/Workbooks/Network%20Security%20Dashboard) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JSON CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2023)** [github.com/datreeio/CRDs-catalog: CRDs Catalog](https://github.com/datreeio/CRDs-catalog) 🌟🌟🌟 [COMMUNITY-TOOL] [JSON CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2023)** [github.com/aws-samples: Service Control Policy examples](https://github.com/aws-samples/service-control-policy-examples) 🌟🌟 [COMMUNITY-TOOL] [JSON CONTENT] β€” *Go to [Section](./aws-security.md)*
-  - **(2026)** [Azure Quickstart Templates 🌟](https://learn.microsoft.com/en-us/samples/browse/?expanded=azure&products=azure-resource-manager) [COMMUNITY-TOOL] [JSON CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2026)** [developer.mongodb.com: MongoDB Cheat Sheet](https://www.mongodb.com/docs) [COMMUNITY-TOOL] [JSON CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2023)** [linkedin.com/pulse: Deploying Microsoft Sentinel via - ARM Template vs Terraform](https://www.linkedin.com/pulse/deploying-microsoft-sentinel-via-arm-template-vs-debac-manikandan-ychnc) [COMMUNITY-TOOL] [JSON CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2022)** [ermetic.com: Diving Deeply into IAM Policy Evaluation – Highlights from AWS re:Inforce IAM433](https://www.tenable.com/blog/diving-deeply-into-iam-policy-evaluation-highlights-from-aws-reinforce-iam433) [COMMUNITY-TOOL] [GUIDE] [JSON CONTENT] β€” *Go to [Section](./aws-security.md)*
-  - **(2022)** [aws.amazon.com: Scaling AWS Lambda permissions with Attribute-Based Access Control (ABAC)](https://aws.amazon.com/blogs/compute/scaling-aws-lambda-permissions-with-attribute-based-access-control-abac) [COMMUNITY-TOOL] [JSON CONTENT] β€” *Go to [Section](./aws-serverless.md)*
-  - **(2021)** [cloud.redhat.com: How to Observe your Clusters with Red Hat Advanced Cluster Management - Customize the Grafana Dashboard](https://www.redhat.com/en/blog/how-to-observe-your-clusters-with-red-hat-advanced-cluster-management-customize-the-grafana-dashboard) [COMMUNITY-TOOL] [JSON CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2021)** [dev.to/jcofman: Make VS Code better by editing and updating some settings](https://dev.to/jcofman/make-vs-code-better-by-editing-and-updating-some-settings-4m9a) [COMMUNITY-TOOL] [JSON CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2021)** [dev.to: How to configure VSCode Bracket Pair Colors Natively](https://dev.to/amanhimself/how-to-configure-vscode-bracket-pair-colors-natively-3nl) [COMMUNITY-TOOL] [GUIDE] [JSON CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2021)** [pulumi.com: Announcing the Pulumi REST API](https://www.pulumi.com/blog/pulumi-rest-api) [COMMUNITY-TOOL] [JSON CONTENT] β€” *Go to [Section](./pulumi.md)*
-  - **(2021)** [Grafana Dashboards](https://grafana.com/grafana/dashboards) [COMMUNITY-TOOL] [JSON CONTENT] β€” *Go to [Section](./grafana.md)*
-  - **(2020)** [Introducing GitHub’s OpenAPI Description](https://github.blog/news-insights/product-news/introducing-githubs-openapi-description) [COMMUNITY-TOOL] [JSON CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2020)** [docs.cloudblue.com: Deploying an AKS Cluster with Custom IP Ranges (ARM template)](https://docs.cloudblue.com/cbc/20.5/premium/content/Deployment-of-Product-to-Azure-Cloud-Guide/Deploying-AKS-Cluster-with-Custom-IP-Ranges.htm) [COMMUNITY-TOOL] [JSON CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-  - **(2020)** [github.com/mlabouardy: Grafana Dashboards](https://github.com/mlabouardy/grafana-dashboards) [LEGACY] [JSON CONTENT] β€” *Go to [Section](./grafana.md)*
 
 

 
@@ -2818,29 +1583,10 @@
 ## Jsonnet Content
 
 

-Click to view 5 resources under Jsonnet Content
+Click to view 2 resources under Jsonnet Content
 
-  - **(2026)** [==kube-prometheus==](https://github.com/prometheus-operator/kube-prometheus) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JSONNET CONTENT] β€” *Go to [Section](./kubernetes-monitoring.md)*
-  - **(2026)** [==jsonnet data templating language==](https://github.com/google/jsonnet/tree/master/case_studies/kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JSONNET CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==kube-prometheus==](https://github.com/prometheus-operator/kube-prometheus) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JSONNET CONTENT] β€” *Go to [Section](./prometheus.md)*
   - **(2025)** [==Cluster Monitoring stack for ARM / X86-64 platforms==](https://github.com/carlosedp/cluster-monitoring) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JSONNET CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2022)** [==slo-libsonnet==](https://github.com/metalmatze/slo-libsonnet) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JSONNET CONTENT] β€” *Go to [Section](./prometheus.md)*
-  - **(2021)** [prskavec.net: Grafana dashboards and Jsonnet](https://www.prskavec.net/post/grafana-jsonnet) [COMMUNITY-TOOL] [JSONNET CONTENT] β€” *Go to [Section](./grafana.md)*
-
-

-
-

-
-

-
-## Kotlin Content
-
-

-Click to view 4 resources under Kotlin Content
-
-  - **(2022)** [==KLoadGen - Kafka + (Avro/Json Schema) Load Generator 🌟==](https://github.com/sngular/kloadgen) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [KOTLIN CONTENT] β€” *Go to [Section](./message-queue.md)*
-  - **(2024)** [Fleet](https://www.jetbrains.com/fleet) [COMMUNITY-TOOL] [KOTLIN CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2021)** [blog.shreyaspatil.dev: Automate library publishing to Maven Central with GitHub Actions Workflow Dispatch](https://blog.shreyaspatil.dev/automate-library-publishing-to-maven-central-with-github-actions-workflow-dispatch) [COMMUNITY-TOOL] [KOTLIN CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2020)** [nfrankel/jvm-controller](https://github.com/nfrankel/jvm-controller) [COMMUNITY-TOOL] [KOTLIN CONTENT] β€” *Go to [Section](./demos.md)*
 
 

 
@@ -2851,13 +1597,10 @@
 ## Kql Content
 
 

-Click to view 5 resources under Kql Content
+Click to view 2 resources under Kql Content
 
-  - **(2024)** [**techcommunity.microsoft.com: Azure Monitor Logs Next Evolution: Multi-tier logging**](https://techcommunity.microsoft.com/blog/azureobservabilityblog/azure-monitor-logs-next-evolution-multi-tier-logging/4200871) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [KQL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2024)** [**techcommunity.microsoft.com: How To Monitor Your Multi-Tenant Solution on Azure With Azure Monitor**](https://techcommunity.microsoft.com/blog/azureobservabilityblog/how-to-monitor-your-multi-tenant-solution-on-azure-with-azure-monitor/4042140) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [KQL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2024)** [**techcommunity.microsoft.com: Azure Orphan Resources Grafana Dashboard**](https://techcommunity.microsoft.com/discussions/azurepartners/azure-orphan-resources-grafana-dashboard/4120303) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [KQL CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2024)** [**techcommunity.microsoft.com: Advanced Network Observability for your Azure Kubernetes Service clusters through Azure Monitor**](https://techcommunity.microsoft.com/blog/azureobservabilityblog/advanced-network-observability-for-your-azure-kubernetes-service-clusters-throug/4176736) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [KQL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2024)** [havanrijn.wordpress.com: Don’t let Azure Log Analytics break the bank](https://havanrijn.wordpress.com/2024/04/01/dont-let-azure-log-analytics-break-the-bank) 🌟🌟🌟 [COMMUNITY-TOOL] [KQL CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2024)** [**techcommunity.microsoft.com: How To Monitor Your Multi-Tenant Solution on Azure With Azure Monitor**](https://techcommunity.microsoft.com/blog/azureobservabilityblog/how-to-monitor-your-multi-tenant-solution-on-azure-with-azure-monitor/4042140) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [KQL CONTENT] β€” *Go to [Section](./azure.md)*
 
 

 
@@ -2868,23 +1611,9 @@
 ## Lua Content
 
 

-Click to view 2 resources under Lua Content
+Click to view 1 resources under Lua Content
 
   - **(2026)** [==apisix==](https://github.com/apache/apisix) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LUA CONTENT] β€” *Go to [Section](./developerportals.md)*
-  - **(2022)** [redhat.com: 5 scripts for getting started with the Nmap Scripting Engine](https://www.redhat.com/en/blog/nmap-scripting-engine) [COMMUNITY-TOOL] [GUIDE] [LUA CONTENT] β€” *Go to [Section](./linux.md)*
-
-

-
-

-
-

-
-## Makefile Content
-
-

-Click to view 1 resources under Makefile Content
-
-  - **(2026)** [makefiletutorial.com 🌟](https://makefiletutorial.com) [COMMUNITY-TOOL] [GUIDE] [MAKEFILE CONTENT] β€” *Go to [Section](./linux.md)*
 
 

 
@@ -2895,110 +1624,78 @@
 ## Markdown Content
 
 

-Click to view top 100 of 365 resources under Markdown Content
+Click to view 69 resources under Markdown Content
 
   - **(2026)** [==Claude Code Templates==](https://github.com/davila7/claude-code-templates) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./devops-tools.md)*
-  - **(2026)** [==ramitsurana/awesome-kubernetes: Tools 🌟==](https://github.com/ramitsurana/awesome-kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==Awesome Kubectl plugins==](https://github.com/ishantanu/awesome-kubectl-plugins) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==Awesome Sysadmin==](https://github.com/awesome-foss/awesome-sysadmin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./devops-tools.md)*
-  - **(2026)** [==collabnix.github.io/kubetools 🌟==](https://collabnix.github.io/kubetools) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [==Microsoft REST API Guidelines 🌟🌟🌟==](https://github.com/microsoft/api-guidelines/blob/vNext/Guidelines.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2026)** [==Markdown Cheat Sheet 4==](https://github.com/adam-p/markdown-here/wiki/Markdown-Cheatsheet) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [MARKDOWN CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2026)** [==cheatsheetseries.owasp.org: OWASP Cheat Sheet Series 🌟🌟==](https://cheatsheetseries.owasp.org/index.html) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [MARKDOWN CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2026)** [==kubernetes.io 🌟==](https://kubernetes.io/docs/reference/kubectl/quick-reference) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubectl-commands.md)*
-  - **(2026)** [==AWS Account Set Up 🌟==](https://github.com/openshift/installer/blob/main/docs/user/aws/README.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./ocp4.md)*
-  - **(2026)** [==The Open Guide to Amazon Web Services==](https://github.com/open-guides/og-aws) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./aws.md)*
-  - **(2026)** [==aws/containers-roadmap: AWS Containers Roadmap==](https://github.com/aws/containers-roadmap) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./aws.md)*
-  - **(2026)** [==GitHub public roadmap 🌟==](https://github.com/github/roadmap) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2026)** [==github.com/Ileriayo/markdown-badges: Markdown Badges==](https://github.com/Ileriayo/markdown-badges) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./mkdocs.md)*
-  - **(2025)** [==Skills for Real Engineers==](https://github.com/mattpocock/skills) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./sre.md)*
-  - **(2025)** [==Claude Code Best Practice==](https://github.com/shanraisshan/claude-code-best-practice) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [MARKDOWN CONTENT] β€” *Go to [Section](./developerportals.md)*
-  - **(2025)** [==Awesome MCP Servers==](https://github.com/punkpeye/awesome-mcp-servers) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2025)** [==github.com/shuaibiyy/awesome-terraform==](https://github.com/shuaibiyy/awesome-tf) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2025)** [==github.com: Docker cheat Sheet==](https://github.com/wsargent/docker-cheat-sheet) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2024)** [==LeCoupa/awesome-cheatsheets==](https://github.com/LeCoupa/awesome-cheatsheets) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2024)** [==The Google Cloud Developer's Cheat Sheet 🌟==](https://github.com/priyankavergadia/google-cloud-4-words) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2023)** [==mikeroyal/Kubernetes-Guide: Kubernetes Guide 🌟==](https://github.com/mikeroyal/Kubernetes-Guide) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2023)** [==@sindresorhus' Awesome==](https://github.com/sindresorhus/awesome) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2023)** [==@ramitsurana' Awesome Kubernetes==](https://ramitsurana.github.io/awesome-kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2023)** [==tomhuang12: Awesome Kubernetes Resources==](https://github.com/tomhuang12/awesome-k8s-resources) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2023)** [==@jk8s' Awesome Kubernetes==](https://github.com/jk8s/awesome-kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2023)** [==run-x/awesome-kubernetes==](https://github.com/run-x/awesome-kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2023)** [==magnologan/awesome-k8s-security: Awesome Kubernetes (K8s) Security 🌟==](https://github.com/magnologan/awesome-k8s-security) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2023)** [==ksoclabs/awesome-kubernetes-security 🌟==](https://github.com/ksoclabs/awesome-kubernetes-security) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2023)** [==rootsongjc/awesome-cloud-native 🌟==](https://github.com/rootsongjc/awesome-cloud-native) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2023)** [==github.com/joseadanof: Awesome Cloud Native Trainings==](https://github.com/joseadanof/awesome-cloudnative-trainings) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2023)** [==github.com/calvin-puram: Awesome Kubernetes Operator Resources==](https://github.com/calvin-puram/awesome-kubernetes-operator-resources) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2023)** [==Awesome Container==](https://github.com/tcnksm/awesome-container) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2023)** [==Awesome Productivity==](https://github.com/jyguyomarch/awesome-productivity) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2023)** [==Awesome Linux==](https://github.com/inputsh/awesome-linux) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2023)** [==Awesome Scalability==](https://github.com/binhnguyennus/awesome-scalability) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2023)** [==The Book of Secret Knowledge 🌟==](https://github.com/trimstray/the-book-of-secret-knowledge) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2023)** [==Learnk8s: Comparison of Kubernetes Ingress Controllers 🌟🌟==](https://docs.google.com/spreadsheets/d/191WWNpjJ2za6-nbG4ZoUMXMpUK8KlCIosvQB0f-oq3k/edit) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-networking.md)*
+  - **(2025)** [==Skills for Real Engineers==](https://github.com/mattpocock/skills) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./devops.md)*
   - **(2023)** [==learnk8s.io: Load balancing and scaling long-lived connections in Kubernetes 🌟🌟🌟==](https://learnkube.com/kubernetes-long-lived-connections) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-networking.md)*
-  - **(2022)** [==jamesbuckett/ckad-questions==](https://github.com/jamesbuckett/ckad-questions) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2022)** [==Kubernetes The Hard Way: AWS Edition==](https://github.com/prabhatsharma/kubernetes-the-hard-way-aws) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
-  - **(2022)** [==coderstan.com: Apache Spark on Kubernetesβ€”Lessons Learned from Launching Millions of Spark Executors (Databricks Data+AI Summit 2022)==](https://coderstan.com/2022/07/15/spark-on-kubernetes-launching-millions-of-spark-executors) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-bigdata.md)*
-  - **(2021)** [==hobby-kube/guide 🌟==](https://github.com/hobby-kube/guide) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2021)** [==github.com/open-gitops/project 🌟==](https://github.com/open-gitops/project) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./gitops.md)*
-  - **(2021)** [==github.com/cloudogu/gitops-patterns==](https://github.com/cloudogu/gitops-patterns) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./gitops.md)*
-  - **(2020)** [==react js: mithi/react-philosophies==](https://github.com/mithi/react-philosophies) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./javascript.md)*
-  - **(2020)** [==ronaknathani.com: How a Kubernetes Pod Gets an IP Address 🌟==](https://ronaknathani.com/blog/2020/08/how-a-kubernetes-pod-gets-an-ip-address) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-networking.md)*
+  - **(2023)** [==rootsongjc/awesome-cloud-native 🌟==](https://github.com/rootsongjc/awesome-cloud-native) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2023)** [==github.com/calvin-puram: Awesome Kubernetes Operator Resources==](https://github.com/calvin-puram/awesome-kubernetes-operator-resources) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2023)** [==Awesome Scalability==](https://github.com/binhnguyennus/awesome-scalability) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2020)** [==kubernetes.io: Scaling Kubernetes Networking With EndpointSlices==](https://kubernetes.io/blog/2020/09/02/scaling-kubernetes-networking-with-endpointslices) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-networking.md)*
   - **(2020)** [==github.com/stackrox: Certified Kubernetes Security Specialist Study Guide' 🌟==](https://github.com/stackrox/Kubernetes_Security_Specialist_Study_Guide) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-security.md)*
-  - **(2020)** [==kubernetes.io: Kubernetes 1.20: Kubernetes Volume Snapshot Moves to GA==](https://kubernetes.io/blog/2020/12/10/kubernetes-1.20-volume-snapshot-moves-to-ga) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
-  - **(2020)** [==Configure Docker Service To Use Insecure Registry==](https://github.com/Juniper/contrail-docker/wiki/Configure-docker-service-to-use-insecure-registry) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [MARKDOWN CONTENT] β€” *Go to [Section](./registries.md)*
   - **(2019)** [==Kubernetes Security Best Practices 🌟==](https://github.com/freach/kubernetes-security-best-practice/blob/master/README.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-security.md)*
-  - **(2015)** [==The Art of Command Line==](https://github.com/jlevy/the-art-of-command-line) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2014)** [==Awesome Python 🌟==](https://github.com/vinta/awesome-python) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2011)** [==GitHub Flow==](https://docs.github.com/en/get-started/using-github/github-flow) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2026)** [**DevOps Roadmap for 2026**](https://github.com/milanm/DevOps-Roadmap) 🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2026)** [**ansible-community/awesome-ansible: Awesome Ansible 🌟🌟🌟**](https://github.com/ansible-community/awesome-ansible) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./ansible.md)*
-  - **(2026)** [**Awesome GitHub Actions**](https://github.com/sdras/awesome-actions) 🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
-  - **(2026)** [**dastergon/awesome-sre**](https://github.com/dastergon/awesome-sre) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2026)** [**unixorn/awesome-zsh-plugins**](https://github.com/unixorn/awesome-zsh-plugins) 🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2026)** [**Awesome SysAdmin**](https://github.com/kahun/awesome-sysadmin) 🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2026)** [**runacapital/awesome-oss-alternatives: Awesome open-source alternatives to' SaaS 🌟**](https://github.com/runacapital/awesome-oss-alternatives) 🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2026)** [**Awesome microservices**](https://github.com/mfornos/awesome-microservices) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2026)** [****Rancher 2****](https://www.rancher.com/docs/rancher/v2.x/en) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./rancher.md)*
-  - **(2025)** [**arslanbilal/git-cheat-sheet 🌟🌟🌟**](https://github.com/arslanbilal/git-cheat-sheet) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2025)** [**Amazon SQS FAQs**](https://aws.amazon.com/sqs/faqs) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./aws-messaging.md)*
-  - **(2025)** [**PX-Backup: docs**](https://docs.portworx.com/portworx-backup-on-prem) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
-  - **(2024)** [**Awesome NotebookLM Slide Prompts**](https://github.com/serenakeyitan/awesome-notebookLM-prompts) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./chatgpt.md)*
-  - **(2024)** [**github: sematext - Docker Swarm Cheatsheet**](https://github.com/sematext/cheatsheets/blob/master/docker-swarm-cheatsheet.md) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2024)** [**detailyang/awesome-cheatsheet**](https://github.com/detailyang/awesome-cheatsheet) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2024)** [**github: K8s in 30 mins 🌟**](https://github.com/rosehgal/k8s-In-30Mins) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2024)** [**El camino del Frontend Developer**](https://github.com/mrcodedev/frontend-developer-resources) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./devel-sites.md)*
-  - **(2024)** [**Red Hat Build of Kueue**](https://docs.redhat.com/en/documentation/openshift_container_platform/4.21/html/ai_workloads/red-hat-build-of-kueue) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-bigdata.md)*
-  - **(2023)** [**docs.databricks.com: Use scheduler pools for multiple streaming workloads**](https://docs.databricks.com/aws/en/structured-streaming/production) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-bigdata.md)*
-  - **(2023)** [**dair-ai/ML-Course-Notes: ML Course Notes 🌟**](https://github.com/dair-ai/ML-Course-Notes) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./mlops.md)*
-  - **(2022)** [**github.com/DevOps-Projects-Ideas/DevOps-Books 🌟🌟**](https://github.com/DevOps-Projects-Ideas/DevOps-Books) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2022)** [**https://github.com/jdauphant/awesome-ansible**](https://github.com/jdauphant/awesome-ansible) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./ansible.md)*
-  - **(2022)** [**mikeroyal/OpenShift-Guide: OpenShift Guide 🌟🌟**](https://github.com/mikeroyal/OpenShift-Guide) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./ocp4.md)*
   - **(2022)** [**solo.io: The 3 best ways to use Flux and Flagger for GitOps with your Envoy Proxy API gateways**](https://www.solo.io/blog/the-3-best-ways-to-use-flux-and-flagger-for-gitops-with-your-envoy-proxy-api-gateways) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./flux.md)*
-  - **(2022)** [**fluxcd.io: How to GitOps Your Terraform**](https://fluxcd.io/blog/2022/09/how-to-gitops-your-terraform) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./flux.md)*
-  - **(2022)** [**infracloud.io: Protecting Kubernetes applications data using Kanister**](https://www.infracloud.io/blogs/protecting-kubernetes-applications-with-kanister) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
-  - **(2022)** [**dev.to: Kubernetes Backup & Restore made easy! 🌟**](https://dev.to/techworld_with_nana/kubernetes-backup-restore-made-easy-2nlg) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
-  - **(2022)** [**rancher.com: Disaster Recovery Preparedness for Your Kubernetes Clusters 🌟**](https://www.suse.com/c/rancher_blog/disaster-recovery-preparedness-for-your-kubernetes-clusters) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
-  - **(2022)** [**kubebyexample.com: Migrating to Kubernetes with Open Source Tools (Konveyor, Tackle, KubeVirt, Forklift) 🌟**](https://kubebyexample.com/community/blog/migrating-to-kubernetes-with-open-source-tools) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
-  - **(2021)** [**datamechanics.co: Apache Spark 3.1 Release: Spark on Kubernetes is now Generally Available**](https://www.datamechanics.co) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./docker.md)*
-  - **(2021)** [**itnext.io: Replace Docker Desktop with lima**](https://itnext.io/replace-docker-desktop-with-lima-88ec6f9d6a19) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./docker.md)*
   - **(2021)** [**containo.us: Kubernetes Ingress & Service API Demystified**](https://traefik.io/blog/kubernetes-ingress-service-api-demystified) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-networking.md)*
   - **(2021)** [**externalTrafficPolicy=local on kubernetes. How to preserve the source IP in kubernetes**](https://blog.getambassador.io/externaltrafficpolicy-local-on-kubernetes-e66e498212f9) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-networking.md)*
-  - **(2021)** [**thenewstack.io: HAProxy Kubernetes Ingress Controller Moves Outside the Cluster**](https://thenewstack.io/haproxy-kubernetes-ingress-controller-moves-outside-the-cluster) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-networking.md)*
   - **(2021)** [**suse.com: NGINX Guest Blog: NGINX Kubernetes Ingress Controller 🌟**](https://www.suse.com/c/nginx-guest-blog-kubernetes-ingress-controller) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-networking.md)*
-  - **(2021)** [**dustinspecker.com: How Do Kubernetes and Docker Create IP Addresses?!**](https://dustinspecker.com/posts/how-do-kubernetes-and-docker-create-ip-addresses) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-networking.md)*
   - **(2021)** [**blog.cloudflare.com: Moving k8s communication to gRPC**](https://blog.cloudflare.com/moving-k8s-communication-to-grpc) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-networking.md)*
-  - **(2021)** [**gist.github.com: GitOps for Helm Users 🌟**](https://gist.github.com/scottrigby/a1a42c3292ec7899837c578ffdaaf92a) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./flux.md)*
-  - **(2021)** [**akomljen.com: Kubernetes Backup and Restore with Velero 🌟**](https://akomljen.com/kubernetes-backup-and-restore-with-velero) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
-  - **(2021)** [**cloud.redhat.com: Velero Backup and Restore of an Application Using gp2 StorageClass on ROSA**](https://www.redhat.com/en/blog/velero-backup-and-restore-of-an-application-using-gp2-storageclass-on-rosa) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
-  - **(2021)** [**percona.com: Using Volume Snapshot/Clone in Kubernetes (GKE & Percona Kubernetes Operator for XtraDB Cluster)**](https://www.percona.com/blog/using-volume-snapshot-clone-in-kubernetes) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
-  - **(2021)** [**itnext.io: Backup and Restore of Kubernetes Stateful Application Data with CSI Volume Snapshots**](https://itnext.io/backup-and-restore-of-kubernetes-stateful-application-data-with-csi-volume-snapshots-14ce9e6f3778) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
-  - **(2021)** [**thenewstack.io: Red Hat Brings Backup, Snapshots to OpenShift Container Storage**](https://thenewstack.io/red-hat-brings-backup-snapshots-to-openshift-container-storage) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
-  - **(2021)** [**thenewstack.io: Kasten K10 V4.5: Grafana Observability, More Edge Support**](https://thenewstack.io/kasten-k10-v4-5-grafana-observability-more-edge-support) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
-  - **(2021)** [**cloud.google.com: Announcing Backup for GKE: the easiest way to protect GKE workloads**](https://cloud.google.com/blog/products/storage-data-transfer/google-cloud-launches-backups-for-gke) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
+  - **(2020)** [**blog.nody.cc: Verify your Kubernetes Cluster Network Policies: From Faith to Proof**](https://blog.nody.cc/posts/2020-06-kubernetes-network-policy-verification) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-networking.md)*
+  - **(2026)** [sottlmarek/DevSecOps: Ultimate DevSecOps library 🌟](https://github.com/sottlmarek/DevSecOps) 🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [hahwul/DevSecOps](https://github.com/hahwul/DevSecOps) 🌟🌟🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [Awesome-GitOps](https://github.com/weaveworks/awesome-gitops) 🌟🌟🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [akuity/awesome-argo 🌟](https://github.com/akuity/awesome-argo) 🌟🌟🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [SquadcastHub/awesome-sre-tools](https://github.com/SquadcastHub/awesome-sre-tools) 🌟🌟🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2025)** [Awesome CI/CD 🌟](https://github.com/cicdops/awesome-ciandcd) 🌟🌟🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./cicd.md)*
+  - **(2022)** [thenewstack.io: Deploy Stateful Workloads on Kubernetes with Ondat and FluxCD](https://thenewstack.io/deploy-stateful-workloads-on-kubernetes-with-ondat-and-fluxcd) 🌟🌟🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./flux.md)*
+  - **(2021)** [devclass.com: HAProxy Ingress Controller 1.5 introduces mTLS support, gives load balancing experts more power](https://www.devclass.com/containers/2021/01/26/haproxy-ingress-controller-15-introduces-mtls-support-gives-load-balancing-experts-more-power/1619777) 🌟🌟🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-networking.md)*
+  - **(2020)** [opensource.com: Why I use Ingress Controllers to expose Kubernetes services](https://opensource.com/article/20/8/ingress-controllers-kubernetes) 🌟🌟🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-networking.md)*
+  - **(2026)** [github.com/adriannovegil/awesome-observability: Awesome Observability 🌟](https://github.com/adriannovegil/awesome-observability) 🌟🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [github.com/iximiuz: Awesome Container Tinkering](https://github.com/iximiuz/awesome-container-tinkering) 🌟🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [steveazz/awesome-slo: Awesome SLOs](https://github.com/steve-mt/awesome-slo) 🌟🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [github.com/terrytangyuan/awesome-kubeflow: Awesome Kubeflow 🌟](https://github.com/terrytangyuan/awesome-kubeflow) 🌟🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [Architecture Best Practices for Azure Kubernetes Service (AKS)](https://learn.microsoft.com/en-us/azure/well-architected/service-guides/azure-kubernetes-service) [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [developer-guy/awesome-falco](https://github.com/developer-guy/awesome-falco) [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [koslib/awesome-containerized-security 🌟](https://github.com/koslib/awesome-containerized-security) [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [gitops-resources](https://github.com/microtica/gitops-resources) [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [andredesousa/devops-best-practices](https://github.com/andredesousa/devops-best-practices) 🌟 [COMMUNITY-TOOL] [GUIDE] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [Awesome Spinnaker](https://github.com/robzienert/awesome-spinnaker) 🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [freecodecamp.org: a beginners guide to docker - how to create a client server side with docker compose](https://www.freecodecamp.org/news/a-beginners-guide-to-docker-how-to-create-a-client-server-side-with-docker-compose-12c8cf0ae0aa) [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./docker.md)*
+  - **(2026)** [thenewstack.io: Deploy a Persistent Kubernetes Application with Portainer](https://thenewstack.io/deploy-a-persistent-kubernetes-application-with-portainer) [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./docker.md)*
+  - **(2026)** [codesolid.com: How To Use Docker and Docker Compose With Python](https://codesolid.com/how-to-use-docker-with-python) [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./docker.md)*
+  - **(2026)** [dev.to/pmbanugo: Goodbye Dockerfiles: Build Secure & Optimised Node.js Container Images with Cloud Native Buildpacks](https://dev.to/pmbanugo/goodbye-dockerfiles-build-secure-optimised-nodejs-container-images-with-cloud-native-buildpacks-489p) [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./docker.md)*
+  - **(2026)** [AKS Labs - Introduction](https://azure-samples.github.io/aks-labs/docs/intro) [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-tutorials.md)*
+  - **(2025)** [docs.microsoft.com: Deploy Spring microservices to Azure](https://learn.microsoft.com/en-us/azure/container-apps) [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2024)** [github.com/OWASP: OWASP Kubernetes Top 10 🌟](https://github.com/OWASP/www-project-kubernetes-top-ten) 🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2024)** [github.com/stephaneey/azure-and-k8s-architecture: Azure and K8s Architecture' 🌟](https://github.com/stephaneey/azure-and-k8s-architecture) [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2023)** [kubernetes.io: Kubernetes 1.27: In-place Resource Resize for Kubernetes Pods (alpha)](https://kubernetes.io/blog/2023/05/12/in-place-pod-resize-alpha) [EMERGING] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-releases.md)*
+  - **(2022)** [github.com/paragpallavsingh/90DaysOfDevOps: Day 21 Task: Docker Essential' Concepts](https://github.com/paragpallavsingh/90DaysOfDevOps/blob/master/submission/day21/README.md) 🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./devops.md)*
+  - **(2022)** [engineering.salesforce.com: Optimizing EKS networking for scale](https://engineering.salesforce.com/optimizing-eks-networking-for-scale-1325706c8f6d) [CASE STUDY] [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2022)** [thenewstack.io: How We Built Preview Environments on Kubernetes and AWS](https://thenewstack.io/how-we-built-preview-environments-on-kubernetes-and-aws) [CASE STUDY] [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2022)** [isovalent.com: Announcing Azure CNI Powered by Cilium](https://isovalent.com/blog/post/azure-cni-cilium) [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2022)** [blog.gurock.com: What Is DevTestOps?](https://www.testrail.com/blog/what-is-devtestops) [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./testops.md)*
+  - **(2021)** [github.com/antonarhipov/awesome-apm: Awesome APM](https://github.com/antonarhipov/awesome-apm) [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2021)** [thenewstack.io: OpenTelemetry Gaining Traction from Companies and Vendors](https://thenewstack.io/opentelemetry-gaining-traction-from-companies-and-vendors) [LEGACY] [MARKDOWN CONTENT] β€” *Go to [Section](./monitoring.md)*
+  - **(2021)** [opensource.com: Get started with distributed tracing using Grafana Tempo](https://opensource.com/article/21/2/tempo-distributed-tracing) [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./monitoring.md)*
+  - **(2021)** [Mininimum elasticsearch requirement is 6.2.x or higher](https://www.elastic.co/support/matrix) [LEGACY] [MARKDOWN CONTENT] β€” *Go to [Section](./monitoring.md)*
+  - **(2021)** [bqstack.com: Monitoring Application using Elastic APM](https://bqstack.com/b/detail/109) [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./monitoring.md)*
+  - **(2021)** [Successful Kubernetes Monitoring – Three Pitfalls to Avoid](https://www.dynatrace.com/news/blog/successful-kubernetes-monitoring-3-pitfalls-to-avoid) [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./monitoring.md)*
+  - **(2021)** [dynatrace.com: How to collect Prometheus metrics in Dynatrace](https://www.dynatrace.com/news/blog/how-to-collect-prometheus-metrics-in-dynatrace) [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./monitoring.md)*
+  - **(2021)** [dynatrace.com: Automatic connection of logs and traces accelerates AI-driven' cloud analytics](https://www.dynatrace.com/news/blog/automatic-connection-of-logs-and-traces-accelerates-ai-driven-cloud-analytics) [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./monitoring.md)*
+  - **(2021)** [thenewstack.io: Serverless Needs More Observability Tools](https://thenewstack.io/serverless-needs-more-observability-tools) [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./monitoring.md)*
+  - **(2021)** [Tutorial: Guide to automated SRE-driven performance engineering 🌟](https://www.dynatrace.com/news/blog/guide-to-automated-sre-driven-performance-engineering-analysis) [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./monitoring.md)*
+  - **(2021)** [Onfido’s Journey to a Multi-Cluster Amazon EKS Architecture](https://aws.amazon.com/blogs/containers/onfidos-journey-to-a-multi-cluster-amazon-eks-architecture) [CASE STUDY] [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2021)** [optisolbusiness.com: Implementing Microservices Architecture in AKS](https://www.optisolbusiness.com/insight/implementing-microservices-architecture-in-aks) [CASE STUDY] [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2021)** [javaadvent.com: You need more than containers. A short history of the' mess we're in](https://www.javaadvent.com/2021/12/you-need-more-than-containers-a-short-history-of-the-mess-were-in.html) [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2021)** [about.gitlab.com: GitLab 14.1 released with Helm Chart Registry and Escalation Policies](https://docs.gitlab.com/releases) [COMMUNITY-TOOL] [GUIDE] [MARKDOWN CONTENT] β€” *Go to [Section](./cicd-kubernetes-plugins.md)*
+  - **(2021)** [developers.redhat.com: Introduction to the Node.js reference architecture, Part 5: Building good containers](https://developers.redhat.com/articles/2021/08/26/introduction-nodejs-reference-architecture-part-5-building-good-containers) [COMMUNITY-TOOL] [GUIDE] [MARKDOWN CONTENT] β€” *Go to [Section](./javascript.md)*
+  - **(2021)** [A multi-step tutorial that covers the basics of working with Docker with Visual Studio Code and deploy on Azure](https://learn.microsoft.com/en-us/visualstudio/docker/tutorials/docker-tutorial) [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./visual-studio.md)*
+  - **(2021)** [softwarebusinessgrowth.com: Parallel System Validation – The End Of DevOps](https://www.varinsights.com/doc/parallel-system-validation-the-end-of-devops-0001) [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./testops.md)*
 
-*... and 265 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
 

 
 

@@ -3018,77 +1715,12 @@
 
 

 
-## Markdown/Shell Content
-
-

-Click to view 1 resources under Markdown/Shell Content
-
-  - **(2026)** [==**Kelsey Hightower: kubernetes the hard way**==](https://github.com/kelseyhightower/kubernetes-the-hard-way) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN/SHELL CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
-
-

-
-

-
-

-
-## Multi Content
-
-

-Click to view 3 resources under Multi Content
-
-  - **(2026)** [github.com/GoogleCloudPlatform](https://github.com/GoogleCloudPlatform) [COMMUNITY-TOOL] [MULTI CONTENT] β€” *Go to [Section](./GoogleCloudPlatform.md)*
-  - **(2026)** [github.com/aws-samples 🌟](https://github.com/aws-samples) [COMMUNITY-TOOL] [MULTI CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2026)** [github.com/kubernetes-client 🌟](https://github.com/kubernetes-client) [COMMUNITY-TOOL] [MULTI CONTENT] β€” *Go to [Section](./kubernetes-client-libraries.md)*
-
-

-
-

-
-

-
 ## Multi-Language Content
 
 

-Click to view 11 resources under Multi-Language Content
+Click to view 1 resources under Multi-Language Content
 
-  - **(2024)** [==appium.io==](https://appium.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MULTI-LANGUAGE CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
-  - **(2021)** [==lambdatest.com: Selenium 4 🌟==](https://www.testmuai.com/learning-hub/selenium-4) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MULTI-LANGUAGE CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
-  - **(2021)** [**lambdatest.com: What Is New In Selenium 4 And What Is Deprecated In It? 🌟**](https://www.testmuai.com/blog/what-is-deprecated-in-selenium4) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [MULTI-LANGUAGE CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
-  - **(2023)** [lambdatest.com/selenium: Introduction to Selenium Basics](https://www.testmuai.com/selenium) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [MULTI-LANGUAGE CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
-  - **(2023)** [lambdatest.com: Selenium Automation Testing: Basics and Getting Started 🌟](https://www.testmuai.com/blog/selenium-tutorial) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [MULTI-LANGUAGE CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
-  - **(2022)** [testrigtechnologies.com: Selenium Automation Testing: How to write automated test scripts using selenium](https://www.testrigtechnologies.com/how-to-write-a-test-automation-selenium-test-script) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [MULTI-LANGUAGE CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
-  - **(2026)** [LibrerΓ­as cliente](https://prometheus.io/docs/instrumenting/clientlibs) [COMMUNITY-TOOL] [MULTI-LANGUAGE CONTENT] β€” *Go to [Section](./prometheus.md)*
-  - **(2026)** [refactoring.guru: Design Patterns](https://refactoring.guru/design-patterns) [COMMUNITY-TOOL] [MULTI-LANGUAGE CONTENT] β€” *Go to [Section](./devel-sites.md)*
-  - **(2024)** [Pulumi Cloud Providers](https://www.pulumi.com/registry/packages) [COMMUNITY-TOOL] [MULTI-LANGUAGE CONTENT] β€” *Go to [Section](./pulumi.md)*
-  - **(2024)** [AWS Samples (Boilerplates)](https://nubenetes.com/demos) [COMMUNITY-TOOL] [MULTI-LANGUAGE CONTENT] β€” *Go to [Section](./aws-tools-scripts.md)*
-  - **(2015)** [developers.googleblog.com: Introducing gRPC, a new open source HTTP/2 RPC Framework](https://developers.googleblog.com/introducing-grpc-a-new-open-source-http2-rpc-framework) [COMMUNITY-TOOL] [MULTI-LANGUAGE CONTENT] β€” *Go to [Section](./api.md)*
-
-

-
-

-
-

-
-## Nginx Conf Content
-
-

-Click to view 1 resources under Nginx Conf Content
-
-  - **(2015)** [Nginx: a caching, thumbnailing, reverse proxying image server? 🌟](https://charlesleifer.com/blog/nginx-a-caching-thumbnailing-reverse-proxying-image-server-) [COMMUNITY-TOOL] [NGINX CONF CONTENT] β€” *Go to [Section](./caching.md)*
-
-

-
-

-
-

-
-## Nix Content
-
-

-Click to view 2 resources under Nix Content
-
-  - **(2022)** [github.com/erebe/personal-server: Personal server configuration with k3s' 🌟](https://github.com/erebe/personal-server) 🌟 [COMMUNITY-TOOL] [NIX CONTENT] β€” *Go to [Section](./rancher.md)*
-  - **(2023)** [canvatechblog.com: Supporting GPU-accelerated Machine Learning with Kubernetes and Nix](https://www.canva.dev/blog/engineering/supporting-gpu-accelerated-machine-learning-with-kubernetes-and-nix) [COMMUNITY-TOOL] [NIX CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2024)** [AWS Samples (Boilerplates)](https://nubenetes.com/demos/#aws-samples-boilerplates) [COMMUNITY-TOOL] [MULTI-LANGUAGE CONTENT] β€” *Go to [Section](./aws-tools-scripts.md)*
 
 

 
@@ -3111,52 +1743,12 @@
 
 

 
-## Norwegian Content
-
-

-Click to view 1 resources under Norwegian Content
-
-  - **(2024)** [**learn.microsoft.com/nb-no: Delegate Azure role assignment management to others with conditions**](https://learn.microsoft.com/nb-no/azure/role-based-access-control/delegate-role-assignments-portal?tabs=template) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [NORWEGIAN CONTENT] β€” *Go to [Section](./azure.md)*
-
-

-
-

-
-

-
 ## Not Applicable Content
 
 

-Click to view 2 resources under Not Applicable Content
+Click to view 1 resources under Not Applicable Content
 
   - **(2021)** [**huyenchip.com: Why data scientists shouldn’t need to know Kubernetes**](https://huyenchip.com/2021/09/13/data-science-infrastructure.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [NOT APPLICABLE CONTENT] β€” *Go to [Section](./python.md)*
-  - **(2021)** [Kite 🌟](https://kite.com) 🌟🌟🌟 [COMMUNITY-TOOL] [NOT APPLICABLE CONTENT] β€” *Go to [Section](./python.md)*
-
-

-
-

-
-

-
-## Objective-C Content
-
-

-Click to view 1 resources under Objective-C Content
-
-  - **(2025)** [Postgres.app](https://postgresapp.com) [COMMUNITY-TOOL] [OBJECTIVE-C CONTENT] β€” *Go to [Section](./databases.md)*
-
-

-
-

-
-

-
-## Ocaml Content
-
-

-Click to view 1 resources under Ocaml Content
-
-  - **(2024)** [Semgrep](https://semgrep.dev) [LEGACY] [OCAML CONTENT] β€” *Go to [Section](./qa.md)*
 
 

 
@@ -3167,20 +1759,8 @@
 ## Pdf Content
 
 

-Click to view 13 resources under Pdf Content
+Click to view 1 resources under Pdf Content
 
-  - **(2024)** [**github.com/scraly: Terraform Cheat sheet**](https://github.com/scraly/terraform-cheat-sheet/blob/master/terraform-cheat-sheet.pdf) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PDF CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2024)** [**developers.redhat.com: Kubernetes Cheat Sheet**](https://developers.redhat.com/cheat-sheets/kubernetes) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PDF CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2024)** [**developers.redhat.com: Containers Cheat Sheet**](https://developers.redhat.com/cheat-sheets/containers) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PDF CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2024)** [**github.github.com/training-kit: Git cheat sheet**](https://training.github.com/downloads/github-git-cheat-sheet.pdf) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [PDF CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2024)** [**education.github.com: Git cheat sheet 🌟**](https://education.github.com/git-cheat-sheet-education.pdf) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [PDF CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2024)** [**GitKraken Git Cheat**](https://www.gitkraken.com/pdfs/gitkraken-git-gui-cheat-sheet) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PDF CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2024)** [opensource.com: Linux Parted cheat sheet](https://opensource.com/downloads/parted-cheat-sheet) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [PDF CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2024)** [opensource.com: GNU Screen cheat sheet](https://opensource.com/downloads/gnu-screen-cheat-sheet) 🌟🌟🌟 [GUIDE] [LEGACY] [PDF CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2023)** [Transformation takes practice](https://www.redhat.com/en/engage/open-practice-library-ebook) 🌟🌟🌟 [COMMUNITY-TOOL] [PDF CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2023)** [dockerlux.github.io: Docker Cheat Sheet 🌟](https://dockerlux.github.io/pdf/cheat-sheet-v2.pdf) 🌟🌟🌟 [COMMUNITY-TOOL] [PDF CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2023)** [rogerdudler.github.io: git cheat sheet pdf](https://rogerdudler.github.io/git-guide/files/git_cheat_sheet.pdf) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [PDF CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2020)** [aws whitepapers: Architecting Amazon EKS for PCI DSS Compliance (pdf) 🌟🌟](https://d1.awsstatic.com/whitepapers/architecting-amazon-eks-for-pci-dss-compliance.pdf) [CASE STUDY] [COMMUNITY-TOOL] [PDF CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
   - **(2020)** [pages.awscloud.com: GitOps on AWS for High Performing Team Operations (eBook)](https://pages.awscloud.com/GLOBAL-partner-DL-DevOps-weaveworks-ebook-2020-learn.html) [COMMUNITY-TOOL] [PDF CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
 
 

@@ -3189,29 +1769,12 @@
 
 

 
-## Perl Content
-
-

-Click to view 2 resources under Perl Content
-
-  - **(2011)** [==gnu.org/software/parallel==](https://www.gnu.org/software/parallel) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PERL CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2021)** [info.crunchydata.com: Setup ora2pg for Oracle to Postgres Migration](https://www.crunchydata.com/blog/setup-ora2pg-for-oracle-to-postgres-migration) [COMMUNITY-TOOL] [PERL CONTENT] β€” *Go to [Section](./crunchydata.md)*
-
-

-
-

-
-

-
 ## Php Content
 
 

-Click to view 4 resources under Php Content
+Click to view 1 resources under Php Content
 
-  - **(2026)** [==sherifabdlnaby/kubephp==](https://github.com/sherifabdlnaby/kubephp) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [PHP CONTENT] β€” *Go to [Section](./container-managers.md)*
-  - **(2026)** [coolify.io](https://coolify.io) [COMMUNITY-TOOL] [PHP CONTENT] β€” *Go to [Section](./kubernetes-alternatives.md)*
-  - **(2026)** [Wordpress P2](https://wordpress.com/p2) [COMMUNITY-TOOL] [PHP CONTENT] β€” *Go to [Section](./workfromhome.md)*
-  - **(2021)** [laravel-news.com: Generate GitHub Actions Config for Laravel Projects with Ghygen](https://laravel-news.com/generate-github-actions-config-for-laravel-projects-with-ghygen) [COMMUNITY-TOOL] [PHP CONTENT] β€” *Go to [Section](./git.md)*
+  - **(2026)** [==sherifabdlnaby/kubephp==](https://github.com/sherifabdlnaby/kubephp) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [PHP CONTENT] β€” *Go to [Section](./docker.md)*
 
 

 
@@ -3222,13 +1785,8 @@
 ## Polyglot Content
 
 

-Click to view 7 resources under Polyglot Content
+Click to view 2 resources under Polyglot Content
 
-  - **(2026)** [Pulumi](https://www.pulumi.com) [COMMUNITY-TOOL] [POLYGLOT CONTENT] β€” *Go to [Section](./pulumi.md)*
-  - **(2024)** [infoworld.com: Beyond SQL: 8 new languages for data querying](https://www.infoworld.com/article/2334689/beyond-sql-8-new-languages-for-data-querying.html) [EMERGING] [POLYGLOT CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2022)** [pulumi.com: Observability with Infrastructure as Code](https://www.pulumi.com/blog/observability-with-infrastructure-as-code) [COMMUNITY-TOOL] [POLYGLOT CONTENT] β€” *Go to [Section](./pulumi.md)*
-  - **(2021)** [pulumi.com: Announcing Pulumi 3.0](https://www.pulumi.com/blog/pulumi-3-0) [COMMUNITY-TOOL] [POLYGLOT CONTENT] β€” *Go to [Section](./pulumi.md)*
-  - **(2021)** [pulumi.com: From Terraform to Infrastructure as Software](https://www.pulumi.com/blog/from-terraform-to-infrastructure-as-software) [COMMUNITY-TOOL] [POLYGLOT CONTENT] β€” *Go to [Section](./pulumi.md)*
   - **(2019)** [gitpod.io 🌟🌟](https://ona.com) [COMMUNITY-TOOL] [POLYGLOT CONTENT] β€” *Go to [Section](./visual-studio.md)*
   - **(2016)** [Repl.it](https://replit.com) [COMMUNITY-TOOL] [POLYGLOT CONTENT] β€” *Go to [Section](./visual-studio.md)*
 
@@ -3238,119 +1796,14 @@
 
 

 
-## Powershell / Sql Content
-
-

-Click to view 1 resources under Powershell / Sql Content
-
-  - **(2026)** [==dbatools.io==](https://dbatools.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [POWERSHELL / SQL CONTENT] β€” *Go to [Section](./azure.md)*
-
-

-
-

-
-

-
 ## Powershell Content
 
 

-Click to view 67 resources under Powershell Content
+Click to view 3 resources under Powershell Content
 
-  - **(2026)** [==github.com/microsoft/finops-toolkit==](https://github.com/microsoft/finops-toolkit) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2026)** [==PowerShell==](https://learn.microsoft.com/en-us/powershell) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2026)** [==PowerShell Gallery 🌟==](https://www.powershellgallery.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2026)** [==dahlbyk/posh-git==](https://github.com/dahlbyk/posh-git) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2026)** [==janikvonrotz/awesome-powershell==](https://github.com/janikvonrotz/awesome-powershell) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [POWERSHELL CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2024)** [==github.com/ElanShudnow/AzureCode==](https://github.com/ElanShudnow/AzureCode) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2024)** [==github.com/JulianHayward/AzADServicePrincipalInsights==](https://github.com/JulianHayward/AzADServicePrincipalInsights) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2024)** [==github.com/microsoft/ARI: Azure Resource Inventory 🌟🌟🌟==](https://github.com/microsoft/ARI) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2026)** [**PowerShell Community**](https://devblogs.microsoft.com/powershell-community) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2025)** [**EntraExporter**](https://github.com/microsoft/entraexporter) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [POWERSHELL CONTENT] β€” *Go to [Section](./devops.md)*
   - **(2024)** [**github.com/JFolberth/TheYAMLPipelineOne 🌟**](https://github.com/JFolberth/TheYAMLPipelineOne) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2024)** [**microsoftgraph/msgraph-sdk-powershell/samples: 9-Applications.ps1**](https://github.com/microsoftgraph/msgraph-sdk-powershell) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2024)** [**powershellmagazine.com**](https://powershellmagazine.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2025)** [Automate SQL Server Backups with PowerShell](https://datacrazyworld.com/index.php/2025/03/16/automatiza-backups-de-sql-server-con-powershell) 🌟🌟🌟 [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2024)** [Secure DevOps Kit for Azure](https://github.com/azsk/DevOpsKit) 🌟🌟🌟 [LEGACY] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2023)** [deepinstinct.com: What makes powershell a challenge for cybersecurity solutions? 🌟](https://www.deepinstinct.com/blog/what-makes-powershell-a-challenge-for-cybersecurity-solutions) 🌟🌟🌟 [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2023)** [gist.github.com: This snippet contains the steps to generate a terraform' plan and post it as a comment of a pull request in Azure DevOps](https://gist.github.com/GTRekter/51f8be3fbfb13b3696f92e117d956597) 🌟🌟🌟 [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2022)** [fedoramagazine.org: PowerShell on Linux? A primer on Object-Shells](https://fedoramagazine.org/powershell-on-linux-a-primer-on-object-shells) 🌟🌟🌟 [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2021)** [thomasmaurer.ch: PowerShell: Download script or file from GitHub](https://www.thomasmaurer.ch/2021/07/powershell-download-script-or-file-from-github) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2021)** [sqlservercentral.com: Powershell Day by Day: Adding Help to Scripts](https://www.sqlservercentral.com/articles/powershell-day-by-day-adding-help-to-scripts) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2021)** [dotnet-helpers.com: How to Convert YAML to JSON / JSON to YAML using PowerShell](https://dotnet-helpers.com/powershell/convert-yaml-to-json-or-json-to-yaml-using-powershell) 🌟🌟🌟 [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./yaml.md)*
-  - **(2023)** [YannickRe/msgraph-utility-scripts](https://github.com/YannickRe/msgraph-utility-scripts) 🌟🌟 [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2021)** [KnicKnic/temp-kubernetes-ci: Temp Kubernetes CI](https://github.com/KnicKnic/temp-kubernetes-ci) 🌟 [LEGACY] [POWERSHELL CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [azure.github.io: Azure Proactive Resiliency Library (APRL)](https://azure.github.io/Azure-Proactive-Resiliency-Library) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2026)** [github.com/search?l=powershell](https://github.com/search?l=powershell&q=stars%3A%3E1&type=Repositories) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2026)** [Scoop: A command-line installer for windows](https://scoop.sh) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2025)** [o365reports.com: Office 365 Reports](https://o365reports.com) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2024)** [github.com/admindroid-community/powershell-scripts: PowerShell Scripts for' Microsoft 365 Management, Reporting, and Auditing](https://github.com/admindroid-community/powershell-scripts) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2024)** [azure.github.io/enterprise-azure-policy-as-code: Enterprise Azure Policy as Code Overview](https://azure.github.io/enterprise-azure-policy-as-code) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2024)** [powershellgallery.com: Microsoft.PowerShell.Crescendo](https://www.powershellgallery.com/packages/Microsoft.PowerShell.Crescendo/1.1.0) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2024)** [techcommunity.microsoft.com: Announcing a new login experience with Azure PowerShell and Azure CLI](https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-a-new-login-experience-with-azure-powershell-and-azure-cli/4109357) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2024)** [techcommunity.microsoft.com: Azure PowerShell Tips and Tricks](https://techcommunity.microsoft.com/blog/coreinfrastructureandsecurityblog/azure-powershell-tips-and-tricks/4066848) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2023)** [github.com/BrianCollet/onboard-automator](https://github.com/BrianCollet/onboard-automator) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2023)** [github.com/mustafakaya/Azure-Reliability-Checker-Tool](https://github.com/mustafakaya/Azure-Reliability-Checker-Tool) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2023)** [techtarget.com: Get up to speed with PowerShell and the Microsoft Graph API](https://www.techtarget.com/searchwindowsserver/tutorial/Get-up-to-speed-with-PowerShell-and-the-Microsoft-Graph-API) [LEGACY] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2023)** [rakhesh.com: Graph cmdlets and Azure AD App Registrations](https://rakhesh.com/azure/graph-cmdlets-and-azure-ad-app-registrations) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2023)** [practical365.com: The Ups and Downs of Connecting to the Microsoft Graph Using the PowerShell SDK](https://practical365.com/connect-microsoft-graph-powershell-sdk) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2023)** [practical365.com: Using Certificate-based Authentication with the Microsoft Graph PowerShell SDK](https://practical365.com/use-certificate-authentication-microsoft-graph-sdk) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2023)** [jrussellfreelance/powershell-scripts](https://github.com/jrussellfreelance/powershell-scripts) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2023)** [docs.microsoft.com: Desired State Configuration overview for decision makers 🌟](https://learn.microsoft.com/en-us/powershell/dsc/overview/decisionmaker?view=dsc-1.1) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2023)** [hlokensgard.no: Get started with PowerShell 7.2 in Azure Automation Account](https://hlokensgard.no/2023/12/05/get-started-with-powershell-7-2-in-azure-automation-account) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2023)** [techcommunity.microsoft.com: Announcing template-based previews of Azure CLI and Azure PowerShell for Key Vault deployments](https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-template-based-previews-of-azure-cli-and-azure-powershell-for-key-vau/3933802) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2023)** [aidanfinn.com: Script – Document All Azure Private DNS Zones](https://aidanfinn.com/?p=23582) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2022)** [techcommunity.microsoft.com: Use PowerShell to search for accounts in Active Directory that have gone stale!](https://techcommunity.microsoft.com/discussions/windowsserver/use-powershell-to-search-for-accounts-in-active-directory-that-have-gone-stale/3585934) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2022)** [blog.yannickreekmans.be: Secretless applications: add permissions to a Managed Identity](https://blog.yannickreekmans.be/secretless-applications-add-permissions-to-a-managed-identity) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2022)** [softzone.es: Por quΓ© me interesa mΓ‘s usar PowerShell en lugar de CMD](https://www.softzone.es/noticias/windows/por-que-interesa-usar-powershell-lugar-cmd) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2022)** [devblogs.microsoft.com: When PowerShellGet v1 fails to install the NuGet Provider](https://devblogs.microsoft.com/powershell/when-powershellget-v1-fails-to-install-the-nuget-provider) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2022)** [devblogs.microsoft.com: My Crescendo journey](https://devblogs.microsoft.com/powershell-community/my-crescendo-journey) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2022)** [octopus.com: Getting started with PowerShell Desired State Configuration (DSC)](https://octopus.com/blog/getting-started-with-powershell-dsc) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2022)** [techcommunity.microsoft.com: Azure Storage Blob Count & Capacity usage Calculator](https://techcommunity.microsoft.com/blog/azurepaasblog/azure-storage-blob-count--capacity-usage-calculator/3516855) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2022)** [hackingarticles.in: PowerShell for Pentester: Windows Reverse Shell](https://www.hackingarticles.in/powershell-for-pentester-windows-reverse-shell) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2022)** [techcommunity.microsoft.com: Use PowerShell to retrieve all assigned Intune policies and applications per Azure AD group!](https://techcommunity.microsoft.com/discussions/microsoft-intune/use-powershell-to-retrieve-all-assigned-intune-policies-and-applications-per-azu/3217498) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2021)** [thomasmaurer.ch: Getting started with Windows Package Manager WinGet](https://www.thomasmaurer.ch/2021/07/getting-started-with-windows-package-manager-winget) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2021)** [blog.guybarrette.com: Powershell prompt: How to display your current Kubernetes context using Oh-My-Posh 3 🌟](https://www.linkedin.com/newsletters/6962087231775772672) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2021)** [techcommunity.microsoft.com: An example why PowerShell is so important!](https://techcommunity.microsoft.com/discussions/windowspowershell/an-example-why-powershell-is-so-important/3041748) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2021)** [jdhitsolutions.com: Profile PowerShell Functions](https://jdhitsolutions.com/blog/powershell-7/8793/profile-powershell-functions) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2021)** [dotnet-helpers.com: Passing Local Variables to Remote PowerShell session](https://dotnet-helpers.com/powershell/passing-local-variables-to-remote-powershell-session) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2021)** [Crescendo](https://devblogs.microsoft.com/powershell/announcing-powershell-crescendo-preview-1) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2021)** [commandline.ninja: Video Intro to Secret Management with Powershell](https://commandline.ninja/video-intro-to-secret-management-with-powershell) [COMMUNITY-TOOL] [GUIDE] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2021)** [youtube: Azure PowerShell account management with Azure contexts | A Cloud Guru 🌟](https://www.youtube.com/watch?v=PjiJsllKZrI&ab_channel=ACloudGuru) [COMMUNITY-TOOL] [GUIDE] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2021)** [acloudguru.com: The Beginner’s Guide to Azure PowerShell: One Shell to Rule Them All](https://www.pluralsight.com/resources/blog/cloud/one-shell-to-rule-them-all-5-reasons-to-use-powershell-for-cloud-management) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2021)** [dotnet-helpers.com: Azure KeyVault Set and Retrieve Secrets using Powershell 🌟](https://dotnet-helpers.com/powershell/azure-keyvault-set-and-retrieve-secrets) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2021)** [github.com/Mr-Un1k0d3r/ATP-PowerShell-Scripts](https://github.com/Mr-Un1k0d3r/ATP-PowerShell-Scripts) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2021)** [systemcenterdudes.com: Create Operational SCCM Collection Using Powershell Script](https://www.systemcenterdudes.com/create-operational-sccm-collection-using-powershell-script) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2020)** [thomasmaurer.ch: How to Install a Windows Server Container Host](https://www.thomasmaurer.ch/2020/06/how-to-install-a-windows-server-container-host) [LEGACY] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2020)** [thomasmaurer.ch: Enable PowerShell SSH Remoting in PowerShell 7](https://www.thomasmaurer.ch/2020/04/enable-powershell-ssh-remoting-in-powershell-7) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2020)** [commandline.ninja: Use Powershell to find windows services configured to run as another user](https://commandline.ninja/use-powershell-to-find-services-configured-to-run-as-another-user) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-
-

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-

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-
-## Powershell/Bash Content
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-Click to view 1 resources under Powershell/Bash Content
-
-  - **(2022)** [buchatech.com/2022: A Guide to Navigating the AKS Enterprise Documentation & Scripts 🌟🌟](https://www.buchatech.com/2022/08/a-guide-to-navigating-the-aks-enterprise-documentation-scripts) [COMMUNITY-TOOL] [GUIDE] [POWERSHELL/BASH CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-
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-## Powershell/Cli Content
-
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-Click to view 3 resources under Powershell/Cli Content
-
-  - **(2022)** [vcloud-lab.com: Create an Azure App registrations in Azure Active Directory using PowerShell & AzureCLI](https://vcloud-lab.com/entries/microsoft-azure/create-an-azure-app-registrations-in-azure-active-directory-using-powershell-azurecli) 🌟🌟 [COMMUNITY-TOOL] [GUIDE] [POWERSHELL/CLI CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2022)** [vcloud-lab.com: Get started and configure certificate-based authentication in Azure](https://vcloud-lab.com/entries/microsoft-azure/get-started-and-configure-with-certificate-based-authentication-in-azure) 🌟🌟 [COMMUNITY-TOOL] [GUIDE] [POWERSHELL/CLI CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2021)** [agrenpoint.com: Azure AD & Microsoft Graph permission scopes, with Azure CLI](https://www.agrenpoint.com/azcli-adscope) 🌟🌟 [COMMUNITY-TOOL] [GUIDE] [POWERSHELL/CLI CONTENT] β€” *Go to [Section](./azure.md)*
 
 

 
@@ -3361,25 +1814,9 @@
 ## Promql Content
 
 

-Click to view 4 resources under Promql Content
+Click to view 1 resources under Promql Content
 
   - **(2023)** [==techcommunity.microsoft.com: Introducing Azure Monitor managed service for Prometheus 🌟==](https://techcommunity.microsoft.com/blog/azureobservabilityblog/introducing-azure-monitor-managed-service-for-prometheus/3600185) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PROMQL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2026)** [iximiuz.com: Prometheus Cheat Sheet - How to Join Multiple Metrics (Vector Matching) 🌟](https://iximiuz.com/en/posts/prometheus-vector-matching) [COMMUNITY-TOOL] [GUIDE] [PROMQL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2026)** [iximiuz.com: Prometheus Cheat Sheet - Moving Average, Max, Min, etc (Aggregation Over Time)](https://iximiuz.com/en/posts/prometheus-functions-agg-over-time) [COMMUNITY-TOOL] [GUIDE] [PROMQL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2022)** [aws.amazon.com: Troubleshooting Amazon EKS API servers with Prometheus](https://aws.amazon.com/de/blogs/containers/troubleshooting-amazon-eks-api-servers-with-prometheus) [COMMUNITY-TOOL] [PROMQL CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-
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-## Proprietary Content
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-Click to view 1 resources under Proprietary Content
-
-  - **(2020)** [**VMware vSphere 7 with Kubernetes** - Project Pacific](https://www.vmware.com/products/cloud-infrastructure/vsphere) [COMMUNITY-TOOL] [PROPRIETARY CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
 
 

 
@@ -3413,166 +1850,106 @@
 
 

 
-## Python / Go Content
-
-

-Click to view 1 resources under Python / Go Content
-
-  - **(2026)** [==Chaos Monkey==](https://github.com/Netflix/SimianArmy/wiki/Chaos-Monkey) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON / GO CONTENT] β€” *Go to [Section](./aws-backup.md)*
-
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 ## Python Content
 
 

-Click to view top 100 of 401 resources under Python Content
+Click to view 95 resources under Python Content
 
-  - **(2026)** [==PyGithub 🌟==](https://github.com/PyGithub/PyGithub) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
-  - **(2026)** [==pydantic/pydantic==](https://github.com/pydantic/pydantic) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
-  - **(2026)** [==github.com/reactive-python/reactpy==](https://github.com/reactive-python/reactpy) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
-  - **(2026)** [==Click 🌟==](https://click.palletsprojects.com/en/stable) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
-  - **(2026)** [==mingrammer/diagrams==](https://github.com/mingrammer/diagrams) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)*
-  - **(2026)** [==Kadalu==](https://github.com/kadalu/kadalu) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
-  - **(2026)** [==Checkov 🌟==](https://github.com/bridgecrewio/checkov) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [==AWX==](https://github.com/ansible/awx) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./ansible.md)*
-  - **(2026)** [==github.com/kubernetes-client/python==](https://github.com/kubernetes-client/python) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-client-libraries.md)*
-  - **(2026)** [==cybersecsi/RAUDI==](https://github.com/cybersecsi/RAUDI) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./docker.md)*
-  - **(2026)** [==Glances==](https://github.com/nicolargo/glances) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./monitoring.md)*
-  - **(2026)** [==pre-commit==](https://pre-commit.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2026)** [==Odoo Mergebot==](https://github.com/odoo/odoo/wiki/Mergebot) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2026)** [==ermetic/access-undenied-aws 🌟==](https://github.com/tenable/access-undenied-aws) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./aws-tools-scripts.md)*
-  - **(2026)** [==github.com/awslabs: Kubernetes Migration Factory User Guide 🌟==](https://github.com/awslabs/aws-kubernetes-migration-factory) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [PYTHON CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-  - **(2026)** [==github.com/localstack/localstack==](https://github.com/localstack/localstack) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./aws-miscellaneous.md)*
-  - **(2026)** [==NetBox IPAM 🌟==](https://github.com/netbox-community/netbox) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./networking.md)*
-  - **(2026)** [==pyca/bcrypt==](https://github.com/pyca/bcrypt) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./devsecops.md)*
-  - **(2026)** [==argon2-cffi==](https://argon2-cffi.readthedocs.io/en/stable) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./devsecops.md)*
-  - **(2026)** [==docs.python.org: scrypt (standard library)==](https://docs.python.org/3/library/hashlib.html) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./devsecops.md)*
-  - **(2026)** [==cryptography.io: scrypt (cryptography)==](https://cryptography.io/en/latest/hazmat/primitives/key-derivation-functions) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./devsecops.md)*
-  - **(2026)** [==github.com/prowler-cloud/prowler 🌟🌟==](https://github.com/prowler-cloud/prowler) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2026)** [==Kadalu==](https://github.com/kadalu/kadalu) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [==Patroni==](https://github.com/patroni/patroni) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2026)** [==antigravity.google: Google Antigravity Agentic Platform==](https://antigravity.google) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [==checkov.io==](https://www.checkov.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./securityascode.md)*
-  - **(2026)** [==Cloud Custodian==](https://github.com/cloud-custodian/cloud-custodian) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./securityascode.md)*
+  - **(2026)** [==pydantic/pydantic==](https://github.com/pydantic/pydantic) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
   - **(2026)** [==airflow.apache.org: KubernetesPodOperator 🌟🌟🌟==](https://airflow.apache.org/docs/apache-airflow-providers-cncf-kubernetes/stable/operators.html) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./message-queue.md)*
-  - **(2025)** [==Scrapy==](https://scrapy.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
-  - **(2025)** [==Python 3 standard library Module of the Week, Doug Hellmann==](https://pymotw.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
-  - **(2025)** [==google/python-fire 🌟==](https://github.com/google/python-fire) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
-  - **(2025)** [==joke2k/faker 🌟==](https://github.com/joke2k/faker) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
-  - **(2025)** [==PyInstaller is a program that freezes (packages) Python programs into stand-alone executables, under Windows, Linux, Mac OS X, FreeBSD, Solaris and AIX==](https://www.pyinstaller.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
-  - **(2025)** [==robusta-dev/krr==](https://github.com/robusta-dev/krr) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2025)** [==github.com/JPCERTCC/LogonTracer==](https://github.com/JPCERTCC/LogonTracer) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2025)** [==github.com/kubernetes-client/python-base==](https://github.com/kubernetes-client/python-base) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-client-libraries.md)*
-  - **(2025)** [==kislyuk/yq==](https://github.com/kislyuk/yq) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./yaml.md)*
-  - **(2025)** [==github.com/awslabs/assisted-log-enabler-for-aws: Assisted Log Enabler -' Find resources that are not logging, and turn them on==](https://github.com/awslabs/assisted-log-enabler-for-aws) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./aws-tools-scripts.md)*
-  - **(2025)** [==github.com/infrahouse/infrahouse-toolkit==](https://github.com/infrahouse/infrahouse-toolkit) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./aws-tools-scripts.md)*
-  - **(2025)** [==Metabadger==](https://github.com/salesforce/metabadger) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./aws-tools-scripts.md)*
-  - **(2025)** [==github.com/welldone-cloud/aws-list-resources==](https://github.com/welldone-cloud/aws-list-resources) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./aws-tools-scripts.md)*
   - **(2025)** [==Spilo: HA PostgreSQL Clusters with Docker==](https://github.com/zalando/spilo) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./databases.md)*
   - **(2025)** [==vLLM on Kubernetes==](https://github.com/vllm-project/vllm) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2025)** [==Skyvern==](https://github.com/Skyvern-ai/Skyvern) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2025)** [==Locust==](https://locust.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./performance-testing-with-jenkins-and-jmeter.md)*
-  - **(2024)** [==github.com/aws-samples/aws-auto-inventory: AWS Automated Inventory 🌟==](https://github.com/aws-samples/aws-auto-inventory) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2024)** [==LLMs-from-scratch==](https://github.com/rasbt/LLMs-from-scratch) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./chatgpt.md)*
-  - **(2024)** [==pandas.pydata.org: Reshaping by pivoting DataFrame objects==](https://pandas.pydata.org/pandas-docs/stable/reshaping.html) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
-  - **(2024)** [==PyWhatKit==](https://github.com/Ankit404butfound/PyWhatKit) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
-  - **(2024)** [==github.com: Django Sage Painless==](https://github.com/sageteamorg/django-sage-painless) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
-  - **(2024)** [==github.com: Django app + RESTful API for automatic billing==](https://github.com/silverapp/silver) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
-  - **(2024)** [==Kubernetes Janitor==](https://codeberg.org/hjacobs/kube-janitor) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2024)** [==kubestriker 🌟==](https://github.com/vchinnipilli/kubestriker) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2024)** [==Python Visual Studio Code==](https://github.com/microsoft/vscode-python) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2024)** [==jinja 🌟==](https://github.com/pallets/jinja) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./ansible.md)*
-  - **(2024)** [==cheat.sh 🌟==](https://cheat.sh) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2024)** [==PowerfulSeal==](https://github.com/powerfulseal/powerfulseal) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./chaos-engineering.md)*
-  - **(2024)** [==ec2-spot-converter==](https://github.com/jcjorel/ec2-spot-converter) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./aws-tools-scripts.md)*
-  - **(2024)** [==github: ElectricEye==](https://github.com/jonrau1/ElectricEye/blob/master/README.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./aws-monitoring.md)*
-  - **(2024)** [==datafold/data-diff==](https://github.com/datafold/data-diff) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2024)** [==github.com/VikParuchuri/surya==](https://github.com/datalab-to/surya) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2025)** [==joke2k/faker 🌟==](https://github.com/joke2k/faker) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
   - **(2024)** [==github.com/Netflix/metaflow 🌟==](https://github.com/Netflix/metaflow) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
-  - **(2023)** [==github.com/aws-samples/aws-waf-ops-dashboards==](https://github.com/aws-samples/aws-waf-ops-dashboards) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2023)** [==github.com/aws-samples: Guide to Resource Tagging Automation==](https://github.com/aws-samples/resource-tagging-automation) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2024)** [==github.com/VikParuchuri/surya==](https://github.com/datalab-to/surya) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2024)** [==PowerfulSeal==](https://github.com/powerfulseal/powerfulseal) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./chaos-engineering.md)*
+  - **(2024)** [==github.com: Django app + RESTful API for automatic billing==](https://github.com/silverapp/silver) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
   - **(2023)** [==OpenShift AI Examples==](https://github.com/CastawayEGR/openshift-ai-examples) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2023)** [==github.com/microsoft/ML-For-Beginners: Machine Learning for Beginners' - A Curriculum==](https://github.com/microsoft/ML-For-Beginners) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./ai.md)*
-  - **(2023)** [==github.com/mlabonne/llm-course==](https://github.com/mlabonne/llm-course) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./ai.md)*
   - **(2023)** [==github.com/openai/openai-cookbook: OpenAI Cookbook==](https://github.com/openai/openai-cookbook) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./ai.md)*
-  - **(2023)** [==github.com/gventuri/pandas-ai==](https://github.com/sinaptik-ai/pandas-ai) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
   - **(2023)** [==qontract==](https://github.com/app-sre/qontract-server) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2023)** [==github.com/ekramasif: Basic Machine Learning - Python Cheatsheet==](https://github.com/ekramasif/Basic-Machine-Learning/blob/main/Extraa/PythonCheatSheet.ipynb) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2023)** [==lucidrains/PaLM-rlhf-pytorch==](https://github.com/lucidrains/PaLM-rlhf-pytorch) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2023)** [==SLO Generator==](https://github.com/google/slo-generator) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./prometheus.md)*
-  - **(2023)** [==github.com/sauljabin/kaskade==](https://github.com/sauljabin/kaskade) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./message-queue.md)*
   - **(2023)** [==github.com/meta-llama/llama-recipes==](https://github.com/meta-llama/llama-cookbook) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
-  - **(2023)** [==rubrix==](https://github.com/argilla-io/argilla) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
-  - **(2022)** [==Promgen 🌟==](https://github.com/line/promgen) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./prometheus.md)*
+  - **(2023)** [==github.com/gventuri/pandas-ai==](https://github.com/sinaptik-ai/pandas-ai) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
   - **(2021)** [==**k8s-job-notify**==](https://github.com/sukeesh/k8s-job-notify) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2021)** [==OpenShiftKubeAudit==](https://github.com/AICoE/OpenShiftKubeAudit) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2021)** [==awslabs/terraform-iam-policy-validator==](https://github.com/awslabs/terraform-iam-policy-validator) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./aws-security.md)*
-  - **(2021)** [==github.com/aws-samples: Visualize AWS IAM Access Analyzer Policy Validation' Findings==](https://github.com/aws-samples/visualize-iam-access-analyzer-policy-validation-findings) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./aws-security.md)*
-  - **(2021)** [==Maelstromage/Log4jSherlock==](https://github.com/Maelstromage/Log4jSherlock) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [PYTHON CONTENT] β€” *Go to [Section](./devsecops.md)*
-  - **(2021)** [==SQErzo: Tiny ORM for Graph databases==](https://github.com/BBVA/sqerzo) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [EMERGING] [PYTHON CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2020)** [==diagrams.mingrammer.com: Diagram as Code==](https://diagrams.mingrammer.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)*
-  - **(2019)** [==KubeLibrary==](https://github.com/devopsspiral/KubeLibrary) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2019)** [==GitHub Quay (OSS)==](https://github.com/quay/quay) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./ocp4.md)*
-  - **(2015)** [==Yagmail: Python e-mail library==](https://github.com/kootenpv/yagmail) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
   - **(2015)** [==AWS Lambda Update – Python, VPC, Increased Function Duration, Scheduling, and More==](https://aws.amazon.com/blogs/aws/aws-lambda-update-python-vpc-increased-function-duration-scheduling-and-more) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./aws-newfeatures.md)*
-  - **(2026)** [**jertel/elastalert2**](https://github.com/jertel/elastalert2) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./monitoring.md)*
-  - **(2026)** [**Marge-bot: A merge-bot for GitLab**](https://github.com/smarkets/marge-bot) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./git.md)*
   - **(2026)** [**docs.astronomer.io: Dynamically generating DAGs in Airflow**](https://www.astronomer.io/docs/learn/dynamically-generating-dags) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./message-queue.md)*
-  - **(2025)** [**Portfolio Architecture Tooling**](https://redhatdemocentral.gitlab.io/portfolio-architecture-tooling) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2025)** [**WinPython: Portable Scientific Python 2/3 32/64bit Distribution for Windows**](https://sourceforge.net/projects/winpython) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
-  - **(2024)** [**Pydeps 🌟**](https://github.com/thebjorn/pydeps) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
+  - **(2026)** [**Marge-bot: A merge-bot for GitLab**](https://github.com/smarkets/marge-bot) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./git.md)*
   - **(2024)** [**docs.ansible.com: kubernetes.core.k8s – Manage Kubernetes objects**](https://docs.ansible.com/projects/ansible/latest/collections/kubernetes/core/k8s_module.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./ansible.md)*
-  - **(2024)** [**github.com/databrickslabs/ucx: Databricks Labs UCX**](https://github.com/databrickslabs/ucx) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-bigdata.md)*
   - **(2024)** [**zenml.io: ZenML**](https://www.zenml.io) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
-  - **(2024)** [**github.com/XuehaiPan/nvitop 🌟**](https://github.com/XuehaiPan/nvitop) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
   - **(2024)** [**github.com/aimhubio/aim**](https://github.com/aimhubio/aim) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
   - **(2024)** [**Tempest Testing Project**](https://docs.openstack.org/tempest/latest) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
-  - **(2023)** [**Getting Started with Data Wrangler in VS Code**](https://code.visualstudio.com/docs/datascience/data-wrangler) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./demos.md)*
-
-*... and 301 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
-

-
-

-
-

-
-## Python/Ansible Content
-
-

-Click to view 2 resources under Python/Ansible Content
-
-  - **(2026)** [==**Kubespray**==](https://github.com/kubernetes-sigs/kubespray) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON/ANSIBLE CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
-  - **(2026)** [==Kubeinit 🌟==](https://github.com/kubeinit/kubeinit) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [PYTHON/ANSIBLE CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
-
-

-
-

-
-

-
-## Python/Go Content
-
-

-Click to view 1 resources under Python/Go Content
-
-  - **(2021)** [ansible.com: Fast vs Easy: Benchmarking Ansible Operators for Kubernetes](https://www.redhat.com/en/blog/fast-vs-easy-benchmarking-ansible-operators-for-kubernetes) [COMMUNITY-TOOL] [PYTHON/GO CONTENT] β€” *Go to [Section](./ansible.md)*
-
-

-
-

-
-

-
-## Python/Shell Content
-
-

-Click to view 2 resources under Python/Shell Content
-
-  - **(2026)** [==github.com/iam-veeramalla/Azure-zero-to-hero: Azure Zero to Hero Course==](https://github.com/iam-veeramalla/Azure-zero-to-hero) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON/SHELL CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2025)** [How to run Deepseek R1 LLMs on GPU Droplets](https://www.digitalocean.com/community/tutorials/deepseek-r1-gpu-droplets) [COMMUNITY-TOOL] [GUIDE] [PYTHON/SHELL CONTENT] β€” *Go to [Section](./digitalocean.md)*
+  - **(2024)** [**Pydeps 🌟**](https://github.com/thebjorn/pydeps) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
+  - **(2023)** [**towardsdatascience.com: Deploying LLM Apps to AWS, the Open-Source Self-Service Way**](https://towardsdatascience.com/deploying-llm-apps-to-aws-the-open-source-self-service-way-c54b8667d829) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2023)** [**freecodecamp.org: MLOps Course – Learn to Build Machine Learning Production Grade Projects**](https://www.freecodecamp.org/news/mlops-course-learn-to-build-machine-learning-production-grade-projects) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2023)** [**github.com/CASIA-IVA-Lab/FastSAM**](https://github.com/CASIA-LMC-Lab/FastSAM) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2022)** [**ML Platform Workshop**](https://github.com/aporia-ai/mlplatform-workshop) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2022)** [**Kapitan**](https://kapitan.dev) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./yaml.md)*
+  - **(2021)** [**towardsdatascience.com: Deploying An ML Model With FastAPI β€” A Succinct Guide**](https://towardsdatascience.com/deploying-an-ml-model-with-fastapi-a-succinct-guide-69eceda27b21) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2021)** [**itnext.io: Python, YAML, and Kubernetes β€” The Art of Mastering Configuration**](https://itnext.io/python-yaml-and-kubernetes-the-art-of-mastering-configuration-cd60029b3f62) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./yaml.md)*
+  - **(2016)** [**nylas.com: Profiling Python in Production**](https://www.nylas.com/blog/performance) 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
+  - **(2026)** [mlrun](https://github.com/mlrun/mlrun) 🌟🌟🌟 [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2024)** [Kubestack: Terraform GitOps Framework 🌟](https://www.kubestack.com) 🌟🌟🌟 [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2024)** [gabbi - Declarative HTTP testing library pypi](https://pypi.python.org/pypi/gabbi) 🌟🌟🌟 [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
+  - **(2023)** [orchest.io](https://orchest.io) 🌟🌟🌟 [LEGACY] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
+  - **(2022)** [bea.stollnitz.com: Creating batch endpoints in Azure ML](https://bea.stollnitz.com/blog/aml-batch-endpoint) 🌟🌟🌟 [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2021)** [towardsdatascience.com: Step-by-step Approach to Build Your Machine Learning API Using Fast API](https://towardsdatascience.com/step-by-step-approach-to-build-your-machine-learning-api-using-fast-api-21bd32f2bbdb) 🌟🌟🌟 [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2021)** [cloudblogs.microsoft.com: Simple steps to create scalable processes to deploy ML models as microservices](https://opensource.microsoft.com/blog/2021/07/09/simple-steps-to-create-scalable-processes-to-deploy-ml-models-as-microservices) 🌟🌟🌟 [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2021)** [towardsdatascience.com: Schemafull streaming data processing in ML pipelines](https://towardsdatascience.com/using-kafka-with-avro-in-python-da85b3e0f966) 🌟🌟🌟 [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2021)** [towardsdatascience.com: From Dev to Deployment: An End to End Sentiment Classifier App with MLflow, SageMaker, and Streamlit](https://towardsdatascience.com/from-dev-to-deployment-an-end-to-end-sentiment-classifier-app-with-mlflow-sagemaker-and-119043ea4203) 🌟🌟🌟 [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2021)** [towardsdatascience.com: Build Machine Learning Pipelines with Airflow and Mlflow: Reservation Cancellation Forecasting](https://towardsdatascience.com/build-machine-learning-pipelines-with-airflow-and-mlflow-reservation-cancellation-forecasting-da675d409842) 🌟🌟🌟 [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2021)** [youtube: Deploy Convolutional Neural Network (CNN) on Azure with Python | Deep Learning Deployment | MLOPS](https://www.youtube.com/watch?v=6sqGxVI3X1w) 🌟🌟🌟 [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2021)** [Python Feature Flag Resources/Solutions](https://featureflags.io/python-feature-flags) 🌟🌟🌟 [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
+  - **(2021)** [dev.to: Code Quality Tools in Python](https://dev.to/dollardhingra/code-quality-tools-in-python-4k2a) 🌟🌟🌟 [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
+  - **(2021)** [dashbird.io: Explaining boto3: how to use any AWS service with python](https://dashbird.io/blog/boto3-aws-python) 🌟🌟🌟 [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
+  - **(2021)** [dashbird.io: 8 Must-Know Tricks to Use S3 More Effectively in Python](https://dashbird.io/blog/aws-s3-python-tricks) 🌟🌟🌟 [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
+  - **(2020)** [towardsdatascience.com: Unlimited scientific libraries and applications in Kubernetes, instantly!](https://towardsdatascience.com/unlimited-scientific-libraries-and-applications-in-kubernetes-instantly-b69b192ec5e5) 🌟🌟🌟 [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
+  - **(2026)** [github.com/ran-isenberg: AWS Lambda Handler Cookbook (Python) 🌟](https://github.com/ran-isenberg/aws-lambda-handler-cookbook) 🌟🌟 [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2025)** [HolmesGPT (Robusta)](https://github.com/HolmesGPT/holmesgpt) 🌟🌟 [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
+  - **(2024)** [connaisseur](https://github.com/sse-secure-systems/connaisseur) 🌟🌟 [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2024)** [github.com/decodingml: Real-time news search engine using Upstash Kafka and Vector DB](https://github.com/decodingai-magazine/articles-code/tree/main/articles/ml_system_design/real_time_news_search_with_upstash_kafka_and_vector_db) 🌟🌟 [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2024)** [github.com/kodemore/chili](https://github.com/kodemore/chili) 🌟🌟 [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
+  - **(2022)** [Synator Kubernetes Secret and ConfigMap synchronizer 🌟](https://github.com/TheYkk/synator) 🌟🌟 [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2022)** [bodywork-ml/bodywork-core: Bodywork](https://github.com/bodywork-ml/bodywork-core) 🌟🌟 [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2020)** [PandasDatabase is a RESTful database engine application built on top of Pandas](https://pypi.org/project/pddb) 🌟🌟 [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
+  - **(2019)** [karneliuk.com: REST API 1. Basics cheat sheet (Ansible, Bash, Postman, and Python) for GET using NetBox and Docker as examples](https://karneliuk.com/2019/07/rest-api-1-basics-cheat-sheet-ansible-bash-postman-and-python-for-get-using-netbox-and-docker-as-examples) 🌟🌟 [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./cheatsheets.md)*
+  - **(2019)** [karneliuk.com: REST API 2. Basics cheat sheet (Ansible, Bash, Postman, and Python) for POST/DELETE using NetBox and Docker as examples](https://karneliuk.com/2019/08/rest-api-2-basics-cheat-sheet-ansible-bash-postman-and-python-for-post-delete-using-netbox-and-docker-as-examples) 🌟🌟 [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./cheatsheets.md)*
+  - **(2014)** [Managing the Cloud with a Few Lines of Python (EuroPython 2014)](https://pyvideo.org/video/2987/managing-the-cloud-with-a-few-lines-of-python) 🌟🌟 [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
+  - **(2026)** [Grafana OnCall OSS](https://grafana.com/oss/oncall) [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [Flask Documentation 🌟](https://flask.palletsprojects.com/en/stable) [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
+  - **(2026)** [FastAPI 🌟](https://fastapi.tiangolo.com) [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
+  - **(2025)** [github.com/StackStorm](https://github.com/StackStorm) [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./cicd.md)*
+  - **(2024)** [docs.ansible.com: kubernetes.core.helm module – Manages Kubernetes packages with the Helm package manager](https://docs.ansible.com/projects/ansible/latest/collections/kubernetes/core/helm_module.html) [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./ansible.md)*
+  - **(2024)** [docs.ansible.com: kubernetes.core.helm_plugin module – Manage Helm plugins](https://docs.ansible.com/projects/ansible/latest/collections/kubernetes/core/helm_plugin_module.html) [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./ansible.md)*
+  - **(2024)** [Fetches all Primitive and Predefined GCP IAM Roles](https://github.com/darkbitio/gcp-iam-role-permissions) [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2024)** [github.com/Azure-Samples/api-management-workspaces-migration: Azure API' Management workspaces migration tool](https://github.com/Azure-Samples/api-management-workspaces-migration) [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2024)** [you can use Python with AWS Lambda](https://docs.aws.amazon.com/lambda/latest/dg/lambda-python-how-to-create-deployment-package.html) [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./aws-serverless.md)*
+  - **(2023)** [testdriven.io: Docker Best Practices for Python Developers](https://testdriven.io/blog/docker-best-practices) [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./docker.md)*
+  - **(2023)** [realpython.com: Development and Deployment of Cookiecutter-Django via Docker](https://realpython.com/learning-paths/django-web-development) [COMMUNITY-TOOL] [GUIDE] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
+  - **(2023)** [Project Thoth](https://thoth-station.ninja) [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
+  - **(2023)** [freecodecamp.org: How to Create Microservices with FastAPI](https://www.freecodecamp.org/news/how-to-create-microservices-with-fastapi) [COMMUNITY-TOOL] [GUIDE] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
+  - **(2022)** [ably.com: Building a realtime ticket booking solution with Kafka, FastAPI, and Ably](https://ably.com/blog/realtime-ticket-booking-solution-kafka-fastapi-ably) [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2022)** [dev.to: Using Selenium With Python in a Docker Container](https://dev.to/nazliander/using-selenium-within-a-docker-container-ghp) [COMMUNITY-TOOL] [GUIDE] [PYTHON CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
+  - **(2022)** [freecodecamp.org: How to Dockerize a Flask Application](https://www.freecodecamp.org/news/how-to-dockerize-a-flask-app) [COMMUNITY-TOOL] [GUIDE] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
+  - **(2022)** [freecodecamp.org: FastAPI Course – Code APIs Quickly](https://www.freecodecamp.org/news/fastapi-helps-you-develop-apis-quickly) [COMMUNITY-TOOL] [GUIDE] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
+  - **(2022)** [dev.to: Data Migration from Monolith to Microservice in Django](https://dev.to/balwanishivam/data-migration-from-monolith-to-microservice-in-django-5b9m) [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
+  - **(2021)** [pulumi.com: Kubernetes Fundamentals Part One - Python instead of YAML 🌟](https://www.pulumi.com/blog/kubernetes-fundamentals-part-one) [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2021)** [towardsdatascience.com: From DevOps to MLOPS: Integrate Machine Learning Models using Jenkins and Docker](https://towardsdatascience.com/from-devops-to-mlops-integrate-machine-learning-models-using-jenkins-and-docker-79034dbedf1) [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2021)** [fedoramagazine.org: Manage containers with Podman Compose](https://fedoramagazine.org/manage-containers-with-podman-compose) [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./container-managers.md)*
+  - **(2021)** [dev.to: Test-Driven-Development with Django: Unit Testing & Integration testing with Docker, Flask & Github Actions](https://dev.to/koladev/test-driven-development-with-django-unit-testing-integration-testing-with-docker-flask-github-actions-2047) [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./qa.md)*
+  - **(2021)** [engineering.zalando.com: Building an End to End load test automation system on top of Kubernetes](https://engineering.zalando.com/posts/2021/03/building-an-end-to-end-load-test-automation-system-on-top-of-kubernetes.html) [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-autoscaling.md)*
+  - **(2021)** [The Flask Mega-Tutorial: Now with Python 3 Support](https://blog.miguelgrinberg.com/post/the-flask-mega-tutorial-now-with-python-3-support) [COMMUNITY-TOOL] [GUIDE] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
+  - **(2021)** [dev.to: Getting Started with Flask and Docker](https://dev.to/ken_mwaura1/getting-started-with-flask-and-docker-3ie8) [COMMUNITY-TOOL] [GUIDE] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
+  - **(2021)** [blog.adnansiddiqi.me: Create your first REST API in FastAPI 🌟](https://blog.adnansiddiqi.me/create-your-first-rest-api-in-fastapi) [COMMUNITY-TOOL] [GUIDE] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
+  - **(2021)** [mherman.org: Scaling Flask with Kubernetes 🌟](https://mherman.org/presentations/flask-kubernetes) [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
+  - **(2021)** [kdnuggets.com: How to Deploy a Flask API in Kubernetes and Connect it with Other Micro-services](https://www.kdnuggets.com/2021/02/deploy-flask-api-kubernetes-connect-micro-services.html) [COMMUNITY-TOOL] [GUIDE] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
+  - **(2021)** [tutorialsdojo.com: Real-time Monitoring of 5XX Errors using AWS Lambda, CloudWatch Logs and Slack](https://tutorialsdojo.com/real-time-monitoring-of-5xx-errors-using-aws-lambda-cloudwatch-logs-slack) [COMMUNITY-TOOL] [GUIDE] [PYTHON CONTENT] β€” *Go to [Section](./aws-serverless.md)*
+  - **(2020)** [Deploy Machine Learning Pipeline on AWS Fargate](https://www.kdnuggets.com/2020/07/deploy-machine-learning-pipeline-aws-fargate.html) [COMMUNITY-TOOL] [GUIDE] [PYTHON CONTENT] β€” *Go to [Section](./aws-serverless.md)*
+  - **(2019)** [kubeonoff](https://github.com/GambitResearch/kubeonoff) 🌟 [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2015)** [How To Deadlock Your Python With getaddrinfo()](https://emptysqua.re/blog/getaddrinfo-deadlock) [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
+  - **(2013)** [The docker-py repository: an API client for docker written in Python](https://docker-py.readthedocs.org) [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
 
 

 
@@ -3596,37 +1973,9 @@
 ## Python/Yaml Content
 
 

-Click to view 3 resources under Python/Yaml Content
+Click to view 1 resources under Python/Yaml Content
 
   - **(2026)** [==bregman-arie/devops-exercises 🌟==](https://github.com/bregman-arie/devops-exercises) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [PYTHON/YAML CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2021)** [toptechskills.com: How to Speed Up Your Ansible Playbooks Over 600% 🌟](https://www.toptechskills.com/ansible-tutorials-courses/speed-up-ansible-playbooks-pipelining-mitogen) [COMMUNITY-TOOL] [GUIDE] [PYTHON/YAML CONTENT] β€” *Go to [Section](./ansible.md)*
-  - **(2021)** [developer.okta.com: Tutorial: Ansible and Account Automation with Okta](https://developer.okta.com/blog/2021/02/05/okta-ansible) [COMMUNITY-TOOL] [GUIDE] [PYTHON/YAML CONTENT] β€” *Go to [Section](./ansible.md)*
-
-

-
-

-
-

-
-## R Content
-
-

-Click to view 1 resources under R Content
-
-  - **(2022)** [r-bloggers.com: How to use R Markdown (part one)](https://www.r-bloggers.com/2022/02/how-to-use-r-markdown-part-one) [COMMUNITY-TOOL] [GUIDE] [R CONTENT] β€” *Go to [Section](./mkdocs.md)*
-
-

-
-

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-

-
-## Regex Content
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-Click to view 1 resources under Regex Content
-
-  - **(2022)** [rexegg.com: Regex Syntax Tricks](https://www.rexegg.com/regex-tricks.php) [COMMUNITY-TOOL] [GUIDE] [REGEX CONTENT] β€” *Go to [Section](./linux.md)*
 
 

 
@@ -3637,31 +1986,9 @@
 ## Rego Content
 
 

-Click to view 10 resources under Rego Content
+Click to view 1 resources under Rego Content
 
-  - **(2021)** [==github.com/instrumenta/policies: A set of shared policies for use with Conftest' and other Open Policy Agent tools==](https://github.com/instrumenta/policies) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [REGO CONTENT] β€” *Go to [Section](./securityascode.md)*
   - **(2020)** [strimzi.io: Using Open Policy Agent with Strimzi and Apache Kafka](https://strimzi.io/blog/2020/08/05/using-open-policy-agent-with-strimzi-and-apache-kafka) 🌟🌟🌟 [COMMUNITY-TOOL] [REGO CONTENT] β€” *Go to [Section](./message-queue.md)*
-  - **(2021)** [armosec/regolibrary](https://github.com/kubescape/regolibrary) 🌟🌟 [COMMUNITY-TOOL] [REGO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2020)** [chrisns/k8s-opa-boilerplate](https://github.com/chrisns/k8s-opa-boilerplate) 🌟 [COMMUNITY-TOOL] [REGO CONTENT] β€” *Go to [Section](./kustomize.md)*
-  - **(2022)** [blog.gitguardian.com: What is Policy-as-Code? An Introduction to Open Policy' Agent](https://blog.gitguardian.com/what-is-policy-as-code-an-introduction-to-open-policy-agent) [COMMUNITY-TOOL] [REGO CONTENT] β€” *Go to [Section](./securityascode.md)*
-  - **(2022)** [dev.to: Load external data into OPA: The Good, The Bad, and The Ugly](https://dev.to/permit_io/load-external-data-into-opa-the-good-the-bad-and-the-ugly-26lc) [COMMUNITY-TOOL] [REGO CONTENT] β€” *Go to [Section](./securityascode.md)*
-  - **(2021)** [fugue.co: 5 tips for using the Rego language for Open Policy Agent (OPA)](https://snyk.io/blog) [COMMUNITY-TOOL] [REGO CONTENT] β€” *Go to [Section](./securityascode.md)*
-  - **(2021)** [thenewstack.io: Getting Open Policy Agent Up and Running](https://thenewstack.io/getting-open-policy-agent-up-and-running) [COMMUNITY-TOOL] [REGO CONTENT] β€” *Go to [Section](./securityascode.md)*
-  - **(2020)** [searchitoperations.techtarget.com: Kubernetes policy project takes enterprise IT by storm](https://www.techtarget.com/searchitoperations/news/252467102/Kubernetes-policy-project-takes-enterprise-IT-by-storm) [COMMUNITY-TOOL] [REGO CONTENT] β€” *Go to [Section](./securityascode.md)*
-  - **(2020)** [blog.openshift.com: Fine-Grained Policy Enforcement in OpenShift with Open Policy Agent 🌟](https://www.redhat.com/en/blog/fine-grained-policy-enforcement-in-openshift-with-open-policy-agent) [COMMUNITY-TOOL] [REGO CONTENT] β€” *Go to [Section](./securityascode.md)*
-
-

-
-

-
-

-
-## Robot Content
-
-

-Click to view 1 resources under Robot Content
-
-  - **(2024)** [==Robot Framework 🌟==](https://robotframework.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [ROBOT CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
 
 

 
@@ -3672,28 +1999,9 @@
 ## Ruby Content
 
 

-Click to view 20 resources under Ruby Content
+Click to view 1 resources under Ruby Content
 
-  - **(2026)** [==Huginn==](https://github.com/huginn/huginn) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUBY CONTENT] β€” *Go to [Section](./monitoring.md)*
-  - **(2025)** [==chef.io==](https://www.chef.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUBY CONTENT] β€” *Go to [Section](./chef.md)*
-  - **(2025)** [==k8s-ruby: Kubernetes Ruby Client==](https://github.com/k8s-ruby/k8s-ruby) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUBY CONTENT] β€” *Go to [Section](./kubernetes-client-libraries.md)*
-  - **(2020)** [==Krane 🌟==](https://github.com/appvia/krane) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [RUBY CONTENT] β€” *Go to [Section](./kubernetes-security.md)*
   - **(2022)** [**Capistrano**](https://capistranorb.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [RUBY CONTENT] β€” *Go to [Section](./ansible.md)*
-  - **(2024)** [Terraspace.cloud](https://terraspace.cloud) 🌟🌟🌟 [COMMUNITY-TOOL] [RUBY CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2024)** [learn.chef.io](https://www.chef.io/training/tutorials) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [RUBY CONTENT] β€” *Go to [Section](./chef.md)*
-  - **(2021)** [cuber-cloud/cuber-gem: CUBER](https://github.com/cuber-cloud/cuber-gem) 🌟🌟🌟 [COMMUNITY-TOOL] [RUBY CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2023)** [kubes 🌟](https://github.com/boltops-tools/kubes) 🌟🌟 [COMMUNITY-TOOL] [RUBY CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2022)** [Kuby](https://getkuby.io) 🌟🌟 [COMMUNITY-TOOL] [RUBY CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2020)** [Kerbi 🌟](https://github.com/xavier-mt/kerbi) 🌟 [COMMUNITY-TOOL] [RUBY CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2020)** [git-cipher](https://github.com/wincent/git-cipher) 🌟 [COMMUNITY-TOOL] [RUBY CONTENT] β€” *Go to [Section](./devsecops.md)*
-  - **(2026)** [Foreman](https://www.theforeman.org) [COMMUNITY-TOOL] [RUBY CONTENT] β€” *Go to [Section](./ansible.md)*
-  - **(2026)** [Travis CI](https://www.travis-ci.com) [COMMUNITY-TOOL] [RUBY CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
-  - **(2021)** [dj-wasabi/vagrant-kubernetes](https://github.com/dj-wasabi/vagrant-kubernetes) [COMMUNITY-TOOL] [RUBY CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
-  - **(2021)** [vagrant: ansible tower](https://portal.cloud.hashicorp.com/vagrant/discover/ansible/tower) [LEGACY] [RUBY CONTENT] β€” *Go to [Section](./ansible.md)*
-  - **(2021)** [vagrant: centos-awx](https://portal.cloud.hashicorp.com/vagrant/discover/krlex/centos-awx) [COMMUNITY-TOOL] [RUBY CONTENT] β€” *Go to [Section](./ansible.md)*
-  - **(2021)** [opensource.com: Build your website with Jekyll](https://opensource.com/article/21/9/build-website-jekyll) [COMMUNITY-TOOL] [GUIDE] [RUBY CONTENT] β€” *Go to [Section](./mkdocs.md)*
-  - **(2018)** [k8s-harness 🌟](https://github.com/carlosonunez/k8s-harness) [LEGACY] [RUBY CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2014)** [gitlab.com](https://about.gitlab.com) [COMMUNITY-TOOL] [RUBY CONTENT] β€” *Go to [Section](./git.md)*
 
 

 
@@ -3704,22 +2012,11 @@
 ## Rust Content
 
 

-Click to view 40 resources under Rust Content
+Click to view 18 resources under Rust Content
 
-  - **(2026)** [==Ramilito/kubesess==](https://github.com/Ramilito/kubesess) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUST CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==davidB/kubectl-view-allocations==](https://github.com/davidB/kubectl-view-allocations) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUST CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==metalbear-co/mirrord==](https://github.com/metalbear-co/mirrord) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUST CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [==stepchowfun/docuum: Docuum: LRU eviction of Docker images 🌟==](https://github.com/stepchowfun/docuum) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUST CONTENT] β€” *Go to [Section](./docker.md)*
   - **(2026)** [==Linkerd==](https://linkerd.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUST CONTENT] β€” *Go to [Section](./servicemesh.md)*
+  - **(2026)** [==metalbear-co/mirrord==](https://github.com/metalbear-co/mirrord) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUST CONTENT] β€” *Go to [Section](./visual-studio.md)*
   - **(2025)** [==Ruff==](https://github.com/astral-sh/ruff) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUST CONTENT] β€” *Go to [Section](./python.md)*
-  - **(2025)** [==SQL Studio: A Unified SQL Database Explorer==](https://github.com/frectonz/sql-studio) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUST CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2025)** [==github.com/01mf02/jaq==](https://github.com/01mf02/jaq) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUST CONTENT] β€” *Go to [Section](./yaml.md)*
-  - **(2025)** [==github.com/ynqa/jnv 🌟==](https://github.com/ynqa/jnv) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUST CONTENT] β€” *Go to [Section](./yaml.md)*
-  - **(2023)** [==KSS - Kubernetes pod status on steroid==](https://github.com/chmouel/kss) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUST CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2021)** [==github.com/Wilfred/difftastic==](https://github.com/Wilfred/difftastic) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUST CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [**github.com/containerscrew/aws-sso-auth**](https://github.com/containerscrew/aws-sso-rs) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [RUST CONTENT] β€” *Go to [Section](./aws-tools-scripts.md)*
-  - **(2025)** [**Aptakube**](https://aptakube.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [RUST CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
-  - **(2024)** [**Qovery/engine: Qovery Engine 🌟**](https://github.com/Qovery/engine) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [RUST CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2024)** [**postgresml/postgresml 🌟**](https://github.com/postgresml/postgresml) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [RUST CONTENT] β€” *Go to [Section](./mlops.md)*
   - **(2022)** [**buoyant.io: Upgrading to Linkerd 2.12: Zero-trust-ready route-based policy, Gateway API, access logging**](https://www.buoyant.io/service-mesh-academy/upgrading-to-linkerd-2-12) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [RUST CONTENT] β€” *Go to [Section](./servicemesh.md)*
   - **(2022)** [**linkerd.io: Announcing automated multi-cluster failover for Kubernetes**](https://linkerd.io/2022/03/09/announcing-automated-multi-cluster-failover-for-kubernetes/index.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [RUST CONTENT] β€” *Go to [Section](./servicemesh.md)*
@@ -3730,22 +2027,11 @@
   - **(2021)** [**linkerd.io: Multi-cluster communication**](https://linkerd.io/2.10/tasks/multicluster/index.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [RUST CONTENT] β€” *Go to [Section](./servicemesh.md)*
   - **(2021)** [**linkerd.io: Announcing Linkerd's Graduation**](https://linkerd.io/2021/07/28/announcing-cncf-graduation/index.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [RUST CONTENT] β€” *Go to [Section](./servicemesh.md)*
   - **(2021)** [**itnext.io: A Practical Guide for Linkerd Authorization Policies**](https://itnext.io/a-practical-guide-for-linkerd-authorization-policies-6cfdb50392e9) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [RUST CONTENT] β€” *Go to [Section](./servicemesh.md)*
-  - **(2020)** [**Bors Bot**](https://bors.tech) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [RUST CONTENT] β€” *Go to [Section](./git.md)*
   - **(2020)** [**Announcing Linkerd 2.8: simple, secure multi-cluster Kubernetes**](https://linkerd.io/2020/06/09/announcing-linkerd-2.8/index.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [RUST CONTENT] β€” *Go to [Section](./servicemesh.md)*
-  - **(2024)** [getseabird.github.io 🌟](https://getseabird.github.io) 🌟🌟🌟 [COMMUNITY-TOOL] [RUST CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
   - **(2021)** [containerjournal.com: Linkerd’s CNCF Graduation Due to its Simplicity](https://cloudnativenow.com/features/linkerds-cncf-graduation-due-to-its-simplicity) 🌟🌟🌟 [COMMUNITY-TOOL] [RUST CONTENT] β€” *Go to [Section](./servicemesh.md)*
   - **(2021)** [buoyant.io: Go directly to namespace jail: Locking down network traffic between Kubernetes namespaces](https://www.buoyant.io/blog/locking-down-network-traffic-between-kubernetes-namespaces) 🌟🌟🌟 [COMMUNITY-TOOL] [RUST CONTENT] β€” *Go to [Section](./servicemesh.md)*
   - **(2018)** [thenewstack.io: Linkerd 2.0: The Service Mesh for Service Owners, Platform Architects, SREs](https://thenewstack.io/linkerd-2-0-the-service-mesh-for-service-owners-platform-architects-sres) 🌟🌟🌟 [COMMUNITY-TOOL] [RUST CONTENT] β€” *Go to [Section](./servicemesh.md)*
-  - **(2021)** [avencera/yamine](https://github.com/avencera/yamine) 🌟🌟 [COMMUNITY-TOOL] [RUST CONTENT] β€” *Go to [Section](./yaml.md)*
-  - **(2021)** [fpcomplete.com: Announcing Amber, encrypted secrets management](https://academy.fpblock.com/blog/announcing-amber-ci-secret-tool) 🌟🌟 [COMMUNITY-TOOL] [RUST CONTENT] β€” *Go to [Section](./devsecops.md)*
-  - **(2021)** [Pscheidl/kubexplorer](https://github.com/Pscheidl/kubectl-explorer) 🌟 [COMMUNITY-TOOL] [RUST CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [difftastic.wilfred.me.uk](https://difftastic.wilfred.me.uk) [COMMUNITY-TOOL] [RUST CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2023)** [dev.to: Simplify Your Dockerfile wiyth Rust programming language| Kamesh Sampath](https://dev.to/kameshsampath/simplify-your-dockerfile-1j5k) [COMMUNITY-TOOL] [RUST CONTENT] β€” *Go to [Section](./docker.md)*
-  - **(2023)** [metalbear.co: Writing a Kubernetes Operator](https://metalbear.com/blog/writing-a-kubernetes-operator) [COMMUNITY-TOOL] [GUIDE] [RUST CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
-  - **(2023)** [github.com/ualter: AwsBe](https://github.com/ualter/awsbe-site) [COMMUNITY-TOOL] [RUST CONTENT] β€” *Go to [Section](./aws-tools-scripts.md)*
-  - **(2021)** [itsfoss.com/exa](https://itsfoss.com/exa) [GUIDE] [LEGACY] [RUST CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2021)** [github.blog: Improving GitHub code search](https://github.blog/engineering/improving-github-code-search) [COMMUNITY-TOOL] [RUST CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2020)** [Introducing Cloud Formation Guard - a new opensource CLI for infrastructure compliance](https://aws.amazon.com/about-aws/whats-new/2020/06/introducing-aws-cloudformation-guard-preview) [COMMUNITY-TOOL] [RUST CONTENT] β€” *Go to [Section](./aws-iac.md)*
 
 

 
@@ -3756,39 +2042,11 @@
 ## Scala Content
 
 

-Click to view 5 resources under Scala Content
+Click to view 3 resources under Scala Content
 
   - **(2026)** [**openwhisk.apache.org**](https://openwhisk.apache.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SCALA CONTENT] β€” *Go to [Section](./serverless.md)*
   - **(2016)** [**Querying Amazon Kinesis Streams Directly with SQL and Spark Streaming**](https://aws.amazon.com/blogs/big-data/querying-amazon-kinesis-streams-directly-with-sql-and-spark-streaming) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SCALA CONTENT] β€” *Go to [Section](./aws-data.md)*
   - **(2025)** [github.com/DataCater/datacater (real-time, cloud-native data pipeline platform)](https://github.com/DataCater/datacater) [COMMUNITY-TOOL] [SCALA CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2025)** [gatling.io](https://gatling.io) [LEGACY] [SCALA CONTENT] β€” *Go to [Section](./performance-testing-with-jenkins-and-jmeter.md)*
-  - **(2021)** [itnext.io: Monitoring Spark Streaming on K8s with Prometheus and Grafana](https://itnext.io/monitoring-spark-streaming-on-k8s-with-prometheus-and-grafana-e6d8720c4a02) [COMMUNITY-TOOL] [SCALA CONTENT] β€” *Go to [Section](./prometheus.md)*
-
-

-
-

-
-

-
-## Sed Content
-
-

-Click to view 1 resources under Sed Content
-
-  - **(2022)** [pement.org: Over 100 sed one-liners](https://www.pement.org/sed/sed1line.txt) [COMMUNITY-TOOL] [GUIDE] [SED CONTENT] β€” *Go to [Section](./linux.md)*
-
-

-
-

-
-

-
-## Sentinel Content
-
-

-Click to view 1 resources under Sentinel Content
-
-  - **(2024)** [**learn.hashicorp.com: Enforce Policy with Sentinel**](https://developer.hashicorp.com/terraform/tutorials/policy) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SENTINEL CONTENT] β€” *Go to [Section](./terraform.md)*
 
 

 
@@ -3799,163 +2057,37 @@
 ## Shell Content
 
 

-Click to view top 100 of 194 resources under Shell Content
+Click to view 29 resources under Shell Content
 
-  - **(2026)** [==How-To Secure A Linux Server==](https://github.com/imthenachoman/How-To-Secure-A-Linux-Server) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2026)** [==nicolaka/netshoot==](https://github.com/nicolaka/netshoot) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==github.com: openshift cheat sheet 3==](https://github.com/mhausenblas/openshift-cheat-sheet) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2026)** [==ahmetb/kubectl-aliases==](https://github.com/ahmetb/kubectl-aliases) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./kubectl-commands.md)*
-  - **(2026)** [==complete-alias==](https://github.com/cykerway/complete-alias) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./kubectl-commands.md)*
-  - **(2026)** [==ASDF 🌟==](https://asdf-vm.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./linux-dev-env.md)*
-  - **(2026)** [==GitHub: OKD4==](https://github.com/okd-project/okd/blob/master/README.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./ocp4.md)*
-  - **(2024)** [==wcurl==](https://github.com/curl/wcurl) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2024)** [==Idealista: This ansible role installs a Prometheus Node Exporter in a debian environment==](https://github.com/idealista/prometheus_jmx_exporter_role) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./prometheus.md)*
-  - **(2024)** [==orgrim/pg_back: Simple backup tool for PostgreSQL==](https://github.com/orgrim/pg_back) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2024)** [==SHMIG==](https://github.com/mbucc/shmig) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2023)** [==cybersecsi/HOUDINI: Hundreds of Offensive and Useful Docker Images for' Network Intrusion==](https://github.com/cybersecsi/HOUDINI) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./devsecops.md)*
-  - **(2022)** [==Kubernetes Scripts==](https://github.com/eldada/kubernetes-scripts) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2022)** [==MicroK8s & Kubernetes security benchmark from CIS==](https://github.com/didier-durand/microk8s-kube-bench) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
-  - **(2022)** [==github.com/lensesio/fast-data-dev (Lenses Box)==](https://github.com/lensesio/fast-data-dev) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./message-queue.md)*
-  - **(2021)** [==bmuschko/ckad-crash-course: Certified Kubernetes Application Developer (CKAD)' Crash Course==](https://github.com/bmuschko/ckad-crash-course) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2021)** [==github.com/cloudogu/gitops-playground#example-applications==](https://github.com/cloudogu/gitops-playground) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./gitops.md)*
   - **(2021)** [==Jenkins-X + Tekton on OpenShift==](https://github.com/openshift/tektoncd-pipeline-operator) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
+  - **(2021)** [==github.com/cloudogu/gitops-playground#example-applications==](https://github.com/cloudogu/gitops-playground) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./gitops.md)*
   - **(2021)** [==Kata Containers on MicroK8s==](https://github.com/didier-durand/microk8s-kata-containers) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
-  - **(2021)** [==**k8s-tew**==](https://github.com/darxkies/k8s-tew) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
-  - **(2020)** [==Get applied and effective apiVersion from Kubernetes objects==](https://gist.github.com/ninlil/affbf7514d4e74c7634e77f47e172236) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2020)** [==Simplenetes==](https://github.com/simplenetes-io/simplenetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-alternatives.md)*
-  - **(2020)** [==Jenkins Docker Image for Openshift v3==](https://github.com/openshift/jenkins) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./openshift-pipelines.md)*
-  - **(2018)** [==github: Steps I used to install Nagios in the cloud==](https://github.com/andrewpuch/nagios_setup) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [SHELL CONTENT] β€” *Go to [Section](./aws-monitoring.md)*
-  - **(2013)** [==github.com/zsh-users/zsh-autosuggestions 🌟==](https://github.com/zsh-users/zsh-autosuggestions) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2010)** [==Kubetail 🌟==](https://github.com/johanhaleby/kubetail) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2009)** [==Oh My Zsh==](https://ohmyz.sh) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2025)** [**action-tmate: Debug GitHub Actions via SSH**](https://github.com/mxschmitt/action-tmate) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SHELL CONTENT] β€” *Go to [Section](./cicd.md)*
-  - **(2025)** [**DockSTARTer**](https://github.com/GhostWriters/DockSTARTer) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SHELL CONTENT] β€” *Go to [Section](./devops-tools.md)*
-  - **(2025)** [**github.com/jonmosco/kube-ps1 ⭐**](https://github.com/jonmosco/kube-ps1) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2024)** [**Quarkus Images**](https://github.com/quarkusio/quarkus-images) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SHELL CONTENT] β€” *Go to [Section](./java_frameworks.md)*
-  - **(2021)** [**ssbostan/jenkins-tutorial 🌟**](https://github.com/ssbostan/jenkins-tutorial) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SHELL CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2018)** [**trimstray/test-your-sysadmin-skills**](https://github.com/trimstray/test-your-sysadmin-skills) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SHELL CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2014)** [**Linux networking examples and tutorials for advanced users**](https://github.com/knorrie/network-examples) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SHELL CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2025)** [kvaps/kubectl-node-shell](https://github.com/kvaps/kubectl-node-shell) 🌟🌟🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2025)** [**DockSTARTer**](https://github.com/GhostWriters/DockSTARTer) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2023)** [kube-backup: Kubernetes resource state sync to git](https://github.com/pieterlange/kube-backup) 🌟🌟🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
-  - **(2022)** [seifbassem.com: SSH into your Azure Arc-enabled servers from anywhere](https://blog.seifbassem.com/blogs/posts/azure-arc-ssh) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [SHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2022)** [javarevisited.blogspot.com: How to send POST Request with JSON Payload using Curl Command in Linux to Test RESTful Web Services?](https://javarevisited.blogspot.com/2022/08/how-to-post-json-data-with-curl-command.html) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [SHELL CONTENT] β€” *Go to [Section](./api.md)*
-  - **(2021)** [Kubernetes setup with CRI-O Runtime](https://github.com/msfidelis/kubernetes-with-cri-o) 🌟🌟🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2021)** [github.com/redhatdemocentral: OpenShift Container Platform Install Demo' 🌟](https://github.com/redhatdemocentral/ocp-install-demo) 🌟🌟🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./openshift.md)*
-  - **(2021)** [hashinteractive.com: MONGODUMP AND MONGORESTORE VS MONGOEXPORT AND MONGOIMPORT](https://hashinteractive.com/blog/mongodump-and-mongorestore-vs-mongoexport-and-mongoimport) 🌟🌟🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./nosql.md)*
   - **(2020)** [github.com/kelseyhightower: Serverless Vault with Cloud Run](https://github.com/kelseyhightower/serverless-vault-with-cloud-run) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [SHELL CONTENT] β€” *Go to [Section](./devsecops.md)*
-  - **(2019)** [groundnuty/k8s-wait-for 🌟](https://github.com/groundnuty/k8s-wait-for) 🌟🌟🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2016)** [zshdb.readthedocs.io](https://zshdb.readthedocs.io/en/latest) 🌟🌟🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2016)** [Wait until Your Dockerized Database Is Ready before Continuing](https://nickjanetakis.com/blog/wait-until-your-dockerized-database-is-ready-before-continuing) 🌟🌟🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2016)** [github.com/nickjj/wait-until](https://github.com/nickjj/wait-until) 🌟🌟🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2022)** [Minnaker](https://github.com/armory/minnaker) 🌟🌟 [LEGACY] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2022)** [Keptn Control Plane on k3s](https://github.com/keptn-sandbox/keptn-on-k3s) 🌟🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./rancher.md)*
-  - **(2021)** [kubectl-sudo](https://github.com/postfinance/kubectl-sudo) 🌟🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2021)** [kubectl build (formerly known as kubectl-kaniko)](https://github.com/kvaps/kubectl-build) 🌟🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2020)** [asdf-kubectl](https://github.com/asdf-community/asdf-kubectl) 🌟🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2020)** [openshift-yolo](https://github.com/e-minguez/openshift-yolo) 🌟🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./ocp4.md)*
-  - **(2019)** [Kubernetes v1.16 API deprecation testing](https://gist.github.com/jimangel/0014770713cdca8b363816930ef2520f) 🌟🌟 [LEGACY] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-releases.md)*
-  - **(2016)** [Avoiding pitfalls running Mongo 3.2 in Docker on OSX](https://iainhunter.wordpress.com/2016/01/12/avoiding-pitfalls-running-mongo-3-2-in-docker-on-osx) 🌟🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./nosql.md)*
-  - **(2026)** [github.com/sclorg/mariadb-container](https://github.com/sclorg/mariadb-container) 🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./openshift.md)*
-  - **(2023)** [KDBG: Small Kubernetes debugging container](https://github.com/nvucinic/kdbg) 🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-troubleshooting.md)*
-  - **(2022)** [github.com/metaleapca: metaleap-devops-in-k8s.pdf](https://github.com/metaleapca/metaleap-devops-in-k8s/blob/main/metaleap-devops-in-k8s.pdf) 🌟 [CASE STUDY] [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2021)** [devopshubproject/cka-lab](https://github.com/devopshubproject/cka-lab) 🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2021)** [Grant-Revoke-ssh-access](https://github.com/suraksha-123/Grant-Revoke-ssh-access) 🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2021)** [ubi-micro: RHEL tiny images to build containers 🌟](https://github.com/fatherlinux/ubi-micro) 🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./container-managers.md)*
-  - **(2021)** [k3s-gitlab](https://github.com/apk8s/k3s-gitlab) 🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./rancher.md)*
-  - **(2021)** [github.com/gruberdev/local-gitops: Local Gitops 🌟](https://github.com/gruberdev/local-gitops) 🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./rancher.md)*
-  - **(2020)** [kubernetes-development-environment-in-a-box](https://github.com/ManagedKube/kubernetes-development-environment-in-a-box) 🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
-  - **(2020)** [Metal Kubes](https://github.com/shank-git/metal-kubes) 🌟 [LEGACY] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
-  - **(2019)** [k8sdeploy](https://github.com/pyang55/k8sdeploy) 🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2018)** [helm-ecr 🌟](https://github.com/vetyy/helm-ecr) 🌟 [LEGACY] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2018)** [kubeswitch: Kubernetes Version Switcher 🌟](https://github.com/steamhaus/kubeswitch) 🌟 [LEGACY] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2018)** [Install RedHat OKD 3.10 on your development box:](https://github.com/gshipley/installcentos) 🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./openshift.md)*
-  - **(2026)** [Bash and Expect Snippets](https://www.igoroseledko.com/bash-and-expect-snippets) [LEGACY] [SHELL CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2026)** [catonmat.net: GNU Coreutils Cheat Sheet](https://catonmat.net/gnu-coreutils-cheat-sheet) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2026)** [linuxhandbook.com: Yum Command Cheat Sheet](https://linuxhandbook.com/cheatsheets/yum) [LEGACY] [SHELL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2026)** [The SSH Commands Cheat Sheet for Linux SysAdmins / Users](https://computingforgeeks.com/ssh-commands-cheat-sheet-linux) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2026)** [opensource.com: Learn advanced SSH commands with this cheat sheet](https://opensource.com/article/18/4/learn-advanced-ssh-commands-new-cheat-sheet) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2026)** [developers.redhat.com: Buildah Cheat Sheet](https://developers.redhat.com/cheat-sheets/buildah-cheat-sheet) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2026)** [developers.redhat.com: Red Hat OpenShift Container Platform Cheat Sheet](https://developers.redhat.com/cheat-sheets/red-hat-openshift-container-platform) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2026)** [github.com: Openshift cheat sheet 1](https://github.com/nekop/openshift-sandbox/blob/master/docs/command-cheatsheet.md) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2026)** [gist.github.com: Openshift cheat sheet 2](https://gist.github.com/rafaeltuelho/111850b0db31106a4d12a186e1fbc53e) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2026)** [monodot.co.uk: openshift cheat sheet 4](https://monodot.co.uk/openshift-cheatsheet) [LEGACY] [SHELL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2026)** [cookbook.openshift.org: How do I import an image from an external image registry? 🌟](https://cookbook.openshift.org/image-registry-and-image-streams/how-do-i-import-an-image-from-an-external-image.html) [COMMUNITY-TOOL] [GUIDE] [SHELL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2026)** [Helm Cheat Sheet](https://gist.github.com/tuannvm/4e1bcc993f683ee275ed36e67c30ac49) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2026)** [lzone.de/cheat-sheet/Maven](https://lzone.de) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2026)** [journaldev.com](https://www.digitalocean.com/community/tutorials/maven-commands-options-cheat-sheet) [COMMUNITY-TOOL] [GUIDE] [SHELL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2026)** [cheatography.com](https://cheatography.com/mikesac/cheat-sheets/maven) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2026)** [bogotobogo.com](https://www.bogotobogo.com/Java/tutorials/Spring-Boot/Maven-mvn-command-cheat-sheet.php) [COMMUNITY-TOOL] [GUIDE] [SHELL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2026)** [pentestmonkey.net: ssh cheat sheet](https://pentestmonkey.net/cheat-sheet/ssh-cheat-sheet) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2026)** [comparitech.com: Nmap Cheat Sheet](https://www.comparitech.com/net-admin/nmap-nessus-cheat-sheet) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
+  - **(2026)** [KIE Server](https://hub.docker.com/r/jboss/kie-server) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./postman.md)*
   - **(2026)** [developers.redhat.com: Debezium on OpenShift Cheat Sheet](https://developers.redhat.com/cheat-sheets/debezium-openshift-cheat-sheet) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2026)** [codingharbour.com: kafkacat cheatsheet](https://codingharbour.com/kafkacat-cheatsheet) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2026)** [kubectl Shell Autocomplete](https://blog.heptio.com/kubectl-shell-autocomplete-heptioprotip-48dd023e0bf3) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubectl-commands.md)*
-  - **(2026)** [github.com/sclorg/](https://github.com/sclorg) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./openshift.md)*
-  - **(2026)** [KIE Server](https://hub.docker.com/r/jboss/kie-server) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./postman.md)*
-  - **(2025)** [openobserve/debug-container](https://github.com/openobserve/debug-container) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2025)** [galaxy.ansible.com/cloudalchemy/node-exporter](https://galaxy.ansible.com/cloudalchemy/node-exporter) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./prometheus.md)*
-  - **(2024)** [github.com: Openshift 4 training](https://github.com/openshift/training) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./ocp4.md)*
-  - **(2024)** [blog.techiescamp.com: wcurl: A Simple Wrapper for curl to download files](https://blog.techiescamp.com/docs/wcurl) [COMMUNITY-TOOL] [GUIDE] [SHELL CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2024)** [github.com/Reaimua/AWS-CLI-Uploader-Project](https://github.com/Reaimua/AWS-CLI-Uploader-Project) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./aws-tools-scripts.md)*
-  - **(2024)** [Telegraf Ansible Role](https://github.com/rossmcdonald/telegraf) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./prometheus.md)*
-  - **(2024)** [galaxy.ansible.com/UnderGreen/prometheus-node-exporter](https://galaxy.ansible.com/UnderGreen/prometheus-node-exporter) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./prometheus.md)*
-  - **(2024)** [galaxy.ansible.com/mesaguy/prometheus](https://galaxy.ansible.com/mesaguy/prometheus) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./prometheus.md)*
-  - **(2023)** [developers.redhat.com: Remote container development with VS Code and Podman' 🌟](https://developers.redhat.com/articles/2023/02/14/remote-container-development-vs-code-and-podman) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./visual-studio.md)*
-
-*... and 94 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
-

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-## Shell/Ansible Content
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-  - **(2024)** [==krd==](https://github.com/electrocucaracha/krd) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL/ANSIBLE CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
-
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-
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-
-## Shell/Dockerfile Content
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-Click to view 2 resources under Shell/Dockerfile Content
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-  - **(2022)** [github.com/kubernetes-course/container_workshops](https://github.com/kubernetes-course/container_workshops) [COMMUNITY-TOOL] [SHELL/DOCKERFILE CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2021)** [yankils/Simple-DevOps-Project](https://github.com/yankils/Simple-DevOps-Project) [COMMUNITY-TOOL] [SHELL/DOCKERFILE CONTENT] β€” *Go to [Section](./demos.md)*
-
-

-
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-

-
-## Shell/Yaml Content
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-Click to view 1 resources under Shell/Yaml Content
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-  - **(2021)** [youtube: Ansible Automation | How to Secure and Protect Critical Information Playbooks Using Ansible Vault](https://www.youtube.com/watch?v=mc20VwxYaGE&ab_channel=CLOUDLEARNHUB) [COMMUNITY-TOOL] [SHELL/YAML CONTENT] β€” *Go to [Section](./ansible.md)*
-
-

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-## Smarty Content
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-Click to view 2 resources under Smarty Content
-
-  - **(2026)** [==github.com/aws/eks-charts 🌟==](https://github.com/aws/eks-charts) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SMARTY CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-  - **(2021)** [Proof of Concept: Nexus3 Chart configuration on Kubernetes](https://github.com/nubenetes/nexus3-helm-chart) [COMMUNITY-TOOL] [SMARTY CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2026)** [github.com/sclorg/mariadb-container](https://github.com/sclorg/mariadb-container) 🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./openshift.md)*
+  - **(2023)** [iximiuz.com: Docker: How To Debug Distroless And Slim Containers 🌟](https://iximiuz.com/en/posts/docker-debug-slim-containers) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./docker.md)*
+  - **(2022)** [github.com/metaleapca: metaleap-devops-in-k8s.pdf](https://github.com/metaleapca/metaleap-devops-in-k8s/blob/main/metaleap-devops-in-k8s.pdf) 🌟 [CASE STUDY] [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2021)** [shipa.io: Developing and deploying applications to Kubernetes locally with Shipa and Minikube](https://shipa.io/deploying-applications-on-kubernetes) [COMMUNITY-TOOL] [GUIDE] [SHELL CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2021)** [Red Hat CodeReady Containers (Minishift equivalent for OpenShift 4.2 or newer) - step-by-step demo guides](https://github.com/marcredhat/crcdemos) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2021)** [k3s-gitlab](https://github.com/apk8s/k3s-gitlab) 🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./rancher.md)*
+  - **(2021)** [github.com/keptn-sandbox/keptn-on-k3s: Tutorial: Keptn for Dynatrace Users' in 5 Minutes 🌟](https://github.com/keptn-sandbox/keptn-on-k3s/blob/master/README-KeptnForDynatrace.md) 🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./keptn.md)*
+  - **(2021)** [youtube: Podman 3 and Docker Compose - How Does the Dockerless Compose Work? 🌟](https://www.youtube.com/watch?v=15PFfjuxtvM&ab_channel=mkdev) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./container-managers.md)*
+  - **(2021)** [fedoramagazine.org: Use Docker Compose with Podman to Orchestrate Containers on Fedora Linux](https://fedoramagazine.org/use-docker-compose-with-podman-to-orchestrate-containers-on-fedora) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./container-managers.md)*
+  - **(2021)** [crunchtools.com: Should I Use Docker Compose Or Podman Compose With Podman?](https://crunchtools.com/should-i-use-docker-compose-or-podman-compose-with-podman) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./container-managers.md)*
+  - **(2021)** [redhat.com: Exploring the new Podman secret command 🌟](https://www.redhat.com/en/blog/new-podman-secrets-command) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./container-managers.md)*
+  - **(2021)** [redhat.com: How to use auto-updates and rollbacks in Podman](https://www.redhat.com/en/blog/podman-auto-updates-rollbacks) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./container-managers.md)*
+  - **(2021)** [ubi-micro: RHEL tiny images to build containers 🌟](https://github.com/fatherlinux/ubi-micro) 🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./container-managers.md)*
+  - **(2021)** [itnext.io: Kubernetes: load-testing and high-load tuning β€” problems and solutions](https://itnext.io/kubernetes-load-testing-and-high-load-tuning-problems-and-solutions-244d869a9791) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-autoscaling.md)*
+  - **(2021)** [freecodecamp.org: How to SSH into a Docker Container – Secure Shell vs Docker Attach](https://www.freecodecamp.org/news/how-to-ssh-into-a-docker-container-secure-shell-vs-docker-attach) [COMMUNITY-TOOL] [GUIDE] [SHELL CONTENT] β€” *Go to [Section](./python.md)*
+  - **(2020)** [developers.redhat.com: Enterprise Kubernetes development with odo: The CLI tool for developers](https://developers.redhat.com/blog/2020/06/16/enterprise-kubernetes-development-with-odo-the-cli-tool-for-developers) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./openshift-pipelines.md)*
+  - **(2020)** [itnext.io: Docker, Kaniko, Buildah](https://itnext.io/docker-kaniko-buildah-209abdde5f94) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./container-managers.md)*
+  - **(2020)** [github.com/askmeegs/learn-istio 🌟](https://github.com/askmeegs/learn-istio) [LEGACY] [SHELL CONTENT] β€” *Go to [Section](./istio.md)*
+  - **(2020)** [youtube: Install and use Crunchy PostgreSQLfor OpenShift operator for simple todo app on OpenShift 🌟](https://www.youtube.com/watch?v=9wuUXi6Qbis&ab_channel=MichaelBornholdtNielsen) [COMMUNITY-TOOL] [GUIDE] [SHELL CONTENT] β€” *Go to [Section](./crunchydata.md)*
+  - **(2018)** [developers.redhat.com: Source versus binary S2I workflows with Red Hat OpenShift Application Runtimes](https://developers.redhat.com/blog/2018/09/26/source-versus-binary-s2i-workflows-with-red-hat-openshift-application-runtimes) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./openshift-pipelines.md)*
 
 

 
@@ -3966,78 +2098,12 @@
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+Click to view 4 resources under Sql Content
 
-  - **(2024)** [==github.com/enochtangg/quick-SQL-cheatsheet: Quick SQL Cheatsheet 🌟==](https://github.com/enochtangg/quick-SQL-cheatsheet) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SQL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2021)** [dagster.io: Postgres: a better message queue than Kafka?](https://dagster.io/blog/skip-kafka-use-postgres-message-queue) 🌟🌟🌟 [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./message-queue.md)*
-  - **(2021)** [cloud.google.com: How to use a machine learning model from a Google Sheet using BigQuery ML](https://cloud.google.com/blog/topics/developers-practitioners/how-use-machine-learning-model-google-sheet-using-bigquery-ml) 🌟🌟🌟 [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./mlops.md)*
-  - **(2026)** [learn.crunchydata.com 🌟](https://www.crunchydata.com/developers/tutorials) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./crunchydata.md)*
-  - **(2025)** [github.com/ABZ-Aaron: SQL Cheat Sheet 🌟](https://github.com/ABZ-Aaron/cheat-sheets) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2025)** [postgrescheatsheet.com](https://www.tigerdata.com/learn/postgres-cheat-sheet) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2024)** [intellipaat.com: SQL Commands Cheat Sheet](https://intellipaat.com/blog/tutorial/sql-tutorial/sql-commands-cheat-sheet) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2024)** [hackr.io: SQL Commands Tutorial: DDL, DML, TCL and DQL Commands](https://hackr.io/blog/sql-commands) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2024)** [TSQL and SQL Queries Cheat Sheet](https://helpercodes.com/sql-query-cheatsheet-tutorial) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2024)** [dev.to: Optimizing SQL Queries by 23x!!!](https://dev.to/navneet7716/optimizing-sql-queries-h9j) [CASE STUDY] [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2024)** [datadoghq.com: PostgreSQL Cheatsheet](https://www.datadoghq.com/resources/datadog-postgresql-cheatsheet) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2023)** [cloudquery.io: Building an Open-Source Cloud Asset Inventory with CloudQuery and Grafana](https://www.cloudquery.io/learning-center/cloud-asset-management) [COMMUNITY-TOOL] [GUIDE] [SQL CONTENT] β€” *Go to [Section](./cloud-asset-inventory.md)*
-  - **(2023)** [github.com/swapnakpanda: SQL_CheatSheet.png](https://github.com/swapnakpanda/Infographics/blob/main/Cheat%20Sheet/Database/SQL_CheatSheet.png) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2023)** [opensource.com: MariaDB and mySQL cheat sheet](https://opensource.com/downloads/mariadb-mysql-cheat-sheet) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2023)** [thenewstack.io: Why (and How) You Should Manage JSON with SQL](https://thenewstack.io/why-and-how-you-should-manage-json-with-sql) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./yaml.md)*
-  - **(2023)** [geeksforgeeks.org: Best Practices for SQL Query Optimization](https://www.geeksforgeeks.org/sql/best-practices-for-sql-query-optimizations) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2023)** [blog.eduguru.in: mysql create index on table](https://blog.eduguru.in/mysql-2/mysql-create-index-on-table) [COMMUNITY-TOOL] [GUIDE] [SQL CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2022)** [steampipe.io: Top 3 ways to improve GitHub org security](https://steampipe.io/blog/github-security-tips) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./git.md)*
   - **(2022)** [blog.crunchydata.com: Devious SQL: Message Queuing Using Native PostgreSQL](https://www.crunchydata.com/blog/message-queuing-using-native-postgresql) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2021)** [Extending and exploring alarm history in Amazon CloudWatch – part 2](https://aws.amazon.com/blogs/mt/extending-and-exploring-alarm-history-in-amazon-cloudwatch-part-2) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./aws-monitoring.md)*
-  - **(2021)** [info.crunchydata.com: PostgreSQL Monitoring for Application Developers: The DBA Fundamentals](https://www.crunchydata.com/blog/postgresql-monitoring-for-application-developers-dba-stats) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./crunchydata.md)*
-  - **(2021)** [info.crunchydata.com: Tuning Your Postgres Database for High Write Loads](https://www.crunchydata.com/blog/tuning-your-postgres-database-for-high-write-loads) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./crunchydata.md)*
-  - **(2021)** [blog.crunchydata.com: Query Optimization in Postgres with pg_stat_statements](https://www.crunchydata.com/blog/tentative-smarter-query-optimization-in-postgres-starts-with-pg_stat_statements) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./crunchydata.md)*
-  - **(2021)** [freecodecamp.org: SQL Join Types – Inner Join VS Outer Join Example](https://www.freecodecamp.org/news/sql-join-types-inner-join-vs-outer-join-example) [COMMUNITY-TOOL] [GUIDE] [SQL CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2021)** [freecodecamp.org: The SQL Inner Join Command: Example Syntax](https://www.freecodecamp.org/news/the-sql-inner-join-command-example-syntax) [COMMUNITY-TOOL] [GUIDE] [SQL CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2021)** [freecodecamp.org: SQL Inner Join – How to Join 3 Tables in SQL and MySQL](https://www.freecodecamp.org/news/sql-inner-join-how-to-join-3-tables-in-sql-and-mysql) [COMMUNITY-TOOL] [GUIDE] [SQL CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2021)** [vladmihalcea.com: MySQL JSON_TABLE – Map a JSON object to a relational database table](https://vladmihalcea.com/mysql-json-table) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2021)** [percona.com: MySQL 101: Parameters to Tune for MySQL Performance](https://www.percona.com/blog/mysql-101-parameters-to-tune-for-mysql-performance) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2021)** [opensource.com](https://opensource.com/article/21/5/mysql-query-tuning) [COMMUNITY-TOOL] [GUIDE] [SQL CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2021)** [khalidabuhakmeh.com: Running SQL Server Queries In Docker](https://khalidabuhakmeh.com/running-sql-server-queries-in-docker) [COMMUNITY-TOOL] [GUIDE] [SQL CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2021)** [towardsdatascience.com: Practical Introduction to PostgreSQL](https://towardsdatascience.com/practical-introduction-to-postgresql-5f73d3d394e) [COMMUNITY-TOOL] [GUIDE] [SQL CONTENT] β€” *Go to [Section](./databases.md)*
   - **(2021)** [blog.crunchydata.com: Cut Out the Middle Tier: Generating JSON Directly from Postgres](https://www.crunchydata.com/blog/generating-json-directly-from-postgres) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2021)** [percona.com: Should I Create an Index on Foreign Keys in PostgreSQL?](https://www.percona.com/blog/should-i-create-an-index-on-foreign-keys-in-postgresql) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2021)** [blog.crunchydata.com: Postgres Indexes for Newbies](https://www.crunchydata.com/blog/postgres-indexes-for-newbies) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2020)** [Writing Customized Reports Using Metering Operator](https://www.redhat.com/en/blog/writing-customized-reports-using-metering-operator) [LEGACY] [SQL CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2020)** [sysdig.com: Top 10 metrics in PostgreSQL monitoring with Prometheus 🌟](https://www.sysdig.com/blog/postgresql-monitoring) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./prometheus.md)*
-  - **(2020)** [info.crunchydata.com: Quickly Document Your Postgres Database Using psql Meta-Commands](https://www.crunchydata.com/blog/d-meta) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./crunchydata.md)*
-  - **(2020)** [info.crunchydata.com: Fast CSV and JSON Ingestion in PostgreSQL with COPY](https://www.crunchydata.com/blog/fast-csv-and-json-ingestion-in-postgresql-with-copy) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./crunchydata.md)*
-  - **(2020)** [info.crunchydata.com: Migrating from Oracle to PostgreSQL: Tips and Tricks](https://www.crunchydata.com/blog/migrating-from-oracle-to-postgresql-questions-and-considerations) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./crunchydata.md)*
-  - **(2020)** [towardsdatascience.com: You Should Use This to Visualize SQL Joins Instead of Venn Diagrams](https://towardsdatascience.com/you-should-use-this-to-visualize-sql-joins-instead-of-venn-diagrams-ede15f9583fc) [COMMUNITY-TOOL] [GUIDE] [SQL CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2020)** [percona.com: MySQL 101: How to Find and Tune a Slow SQL Query](https://www.percona.com/blog/mysql-101-how-to-find-and-tune-a-slow-sql-query) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2020)** [tech.marksblogg.com: Monitor ClickHouse column oriented database with Prometheus & Grafana](https://tech.marksblogg.com/clickhouse-prometheus-grafana.html) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2020)** [info.crunchydata.com: PostgreSQL Change Data Capture With Debezium](https://www.crunchydata.com/blog/postgresql-change-data-capture-with-debezium) [COMMUNITY-TOOL] [GUIDE] [SQL CONTENT] β€” *Go to [Section](./message-queue.md)*
-  - **(2020)** [noti.st: Change Data Capture with Flink SQL and Debezium 🌟](https://noti.st/morsapaes/liQzgs/change-data-capture-with-flink-sql-and-debezium) [COMMUNITY-TOOL] [GUIDE] [SQL CONTENT] β€” *Go to [Section](./message-queue.md)*
-
-

-
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-
-## Sql/Typescript Content
-
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-Click to view 1 resources under Sql/Typescript Content
-
-  - **(2022)** [blog.logrocket.com: Working with Supabase Studio](https://blog.logrocket.com/working-supabase-studio) [COMMUNITY-TOOL] [SQL/TYPESCRIPT CONTENT] β€” *Go to [Section](./devel-sites.md)*
-
-

-
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-

-
-## Sql/Yaml Content
-
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-Click to view 1 resources under Sql/Yaml Content
-
-  - **(2023)** [techcommunity.microsoft.com: SQL Server containers on Kubernetes with S3-compatible object storage - Getting started](https://techcommunity.microsoft.com/blog/sqlserver/sql-server-containers-on-kubernetes-with-s3-compatible-object-storage---getting-/3717003) [COMMUNITY-TOOL] [SQL/YAML CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2021)** [blog.crunchydata.com: Query Optimization in Postgres with pg_stat_statements](https://www.crunchydata.com/blog/tentative-smarter-query-optimization-in-postgres-starts-with-pg_stat_statements) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./crunchydata.md)*
 
 

 
@@ -4048,16 +2114,9 @@
 ## Terraform Content
 
 

-Click to view 9 resources under Terraform Content
+Click to view 2 resources under Terraform Content
 
-  - **(2025)** [Cloud Posse runs-on: GitHub Actions Self-Hosted Runners](https://docs.cloudposse.com/components/library/aws/runs-on) [COMMUNITY-TOOL] [TERRAFORM CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2025)** [Announcing General Availability of Terraform Azure Verified Modules for Platform Landing Zone (ALZ)](https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-general-availability-of-terraform-azure-verified-modules-for-platform/4366027) [COMMUNITY-TOOL] [TERRAFORM CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2025)** [Manage Azure IPAM with Terraform](https://mattias.engineer/blog/2025/azure-ipam-with-terraform) [COMMUNITY-TOOL] [TERRAFORM CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2024)** [learn.microsoft.com: Introduction to using Azure Verified Modules for Terraform](https://learn.microsoft.com/en-us/samples/azure-samples/avm-terraform-labs/avm-terraform-labs) [COMMUNITY-TOOL] [TERRAFORM CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2023)** [techcommunity.microsoft.com: Azure landing zones custom archetypes using Terraform](https://techcommunity.microsoft.com/blog/azureinfrastructureblog/azure-landing-zones-custom-archetypes-using-terraform/3791172) [COMMUNITY-TOOL] [TERRAFORM CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2023)** [registry.terraform.io/modules/markti/github-runner](https://registry.terraform.io/modules/markti/github-runner/azurerm) [COMMUNITY-TOOL] [TERRAFORM CONTENT] β€” *Go to [Section](./git.md)*
   - **(2022)** [dev.to: Sharing secrets to ECS in an AWS multi-account architecture](https://dev.to/aws-builders/sharing-secrets-to-ecs-in-an-aws-multi-account-architecture-5h1i) [COMMUNITY-TOOL] [TERRAFORM CONTENT] β€” *Go to [Section](./aws-containers.md)*
-  - **(2022)** [dev.to: Implement Azure AD Workload Identity on AKS with terraform](https://dev.to/maxx_don/implement-azure-ad-workload-identity-on-aks-with-terraform-3oho) [COMMUNITY-TOOL] [TERRAFORM CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
   - **(2021)** [itnext.io: Principles, Patterns, and Practices for Effective Infrastructure as Code](https://itnext.io/principles-patterns-and-practices-for-effective-infrastructure-as-code-e5f7bbe13df1) [COMMUNITY-TOOL] [TERRAFORM CONTENT] β€” *Go to [Section](./gitops.md)*
 
 

@@ -4066,19 +2125,6 @@
 
 

 
-## Terraform/Bash Content
-
-

-Click to view 1 resources under Terraform/Bash Content
-
-  - **(2021)** [itnext.io: Network Isolated AKS β€” Part 1: Controlling network traffic](https://itnext.io/network-isolated-aks-part-1-controlling-network-traffic-2cd0e045352d) [COMMUNITY-TOOL] [TERRAFORM/BASH CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
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 ## Terraform/Yaml Content
 
 

@@ -4105,126 +2151,48 @@
 
 

 
-## Typescript / Rust Content
-
-

-Click to view 1 resources under Typescript / Rust Content
-
-  - **(2023)** [==github.com/hcavarsan/kftray ⭐==](https://github.com/hcavarsan/kftray) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT / RUST CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-
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-
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-

-
 ## Typescript Content
 
 

-Click to view top 100 of 200 resources under Typescript Content
+Click to view 36 resources under Typescript Content
 
   - **(2026)** [==github.com/backstage/backstage==](https://github.com/backstage/backstage) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./devops.md)*
+  - **(2026)** [==**GitHub build-push-action**==](https://github.com/docker/build-push-action) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./docker.md)*
   - **(2026)** [==cal.com==](https://cal.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./appointment-scheduling.md)*
-  - **(2026)** [==excalidraw.com==](https://excalidraw.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)*
-  - **(2026)** [==cdk8s==](https://github.com/cdk8s-team/cdk8s) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-client-libraries.md)*
-  - **(2026)** [==microsoft/azure-pipelines-tasks==](https://github.com/microsoft/azure-pipelines-tasks) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2026)** [==Backstage Developer Portal:==](https://backstage.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./developerportals.md)*
-  - **(2026)** [==Awesome Angular==](https://github.com/PatrickJS/awesome-angular) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2026)** [==Tech Interview Handbook==](https://github.com/yangshun/tech-interview-handbook) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2026)** [==Docker==](https://marketplace.visualstudio.com/items?itemName=ms-azuretools.vscode-docker) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
   - **(2026)** [==Kubernetes (by Microsoft)==](https://marketplace.visualstudio.com/items?itemName=ms-kubernetes-tools.vscode-kubernetes-tools) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [==marketplace.visualstudio.com: Ruff extension for Visual Studio Code==](https://marketplace.visualstudio.com/items?itemName=charliermarsh.ruff) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [==GitHub Copilot 🌟==](https://marketplace.visualstudio.com/items?itemName=GitHub.copilot) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [==Dracula Official==](https://marketplace.visualstudio.com/items?itemName=dracula-theme.theme-dracula) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [==GitHub Theme 🌟==](https://marketplace.visualstudio.com/items?itemName=GitHub.github-vscode-theme) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [==Draw.io Integration==](https://marketplace.visualstudio.com/items?itemName=hediet.vscode-drawio) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [==GitHub Pull Requests and Issues 🌟==](https://marketplace.visualstudio.com/items?itemName=GitHub.vscode-pull-request-github) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [==marketplace.visualstudio.com: GitHub Repositories 🌟==](https://marketplace.visualstudio.com/items?itemName=GitHub.remotehub) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [==React+TypeScript Cheatsheets==](https://github.com/typescript-cheatsheets/react) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2026)** [==Lens Kubernetes IDE 🌟==](https://lenshq.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
-  - **(2026)** [==**GitHub build-push-action**==](https://github.com/docker/build-push-action) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./docker.md)*
-  - **(2026)** [==mockoon 🌟==](https://mockoon.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./api.md)*
-  - **(2026)** [==aws-quickstart/cdk-eks-blueprints: Amazon EKS Blueprints for CDK==](https://github.com/awslabs/cdk-eks-blueprints) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-  - **(2026)** [==joplin==](https://github.com/laurent22/joplin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./project-management-tools.md)*
-  - **(2025)** [==github.com/aws-samples/aws-customer-playbook-framework 🌟==](https://github.com/aws-samples/aws-customer-playbook-framework) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2025)** [==AZVerify: Bridging Azure Resources, Bicep Templates, and Diagrams with GitHub' Copilot==](https://github.com/Azure/AZVerify) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)*
-  - **(2025)** [==terraform-cdk 🌟==](https://github.com/hashicorp/terraform-cdk) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2026)** [==Backstage Developer Portal:==](https://backstage.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./developerportals.md)*
   - **(2025)** [==github.com/microsoft/pyright==](https://github.com/microsoft/pyright) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./python.md)*
-  - **(2025)** [==Azure DevOps MCP Server==](https://github.com/microsoft/azure-devops-mcp) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2025)** [==saml-to/assume-aws-role-action==](https://github.com/saml-to/assume-aws-role-action) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./aws-tools-scripts.md)*
-  - **(2025)** [==GitHub MCP Server==](https://github.com/modelcontextprotocol/servers) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
   - **(2024)** [==github.com/microsoft: Contoso Traders - Cloud testing tools demo app==](https://github.com/microsoft/contosotraders-cloudtesting) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2024)** [==Bridge to Kubernetes 🌟==](https://github.com/microsoft/mindaro) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2024)** [==github.com/aws-samples/aws-cdk-stack-builder-tool==](https://github.com/aws-samples/aws-cdk-stack-builder-tool) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./aws-tools-scripts.md)*
-  - **(2023)** [==Teleskope==](https://github.com/teleskopeView/teleskope_k8s) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2023)** [==GitHub Copilot 🌟==](https://github.com/copilot) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./devel-sites.md)*
   - **(2023)** [==github.com: kiali==](https://github.com/kiali/kiali) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./istio.md)*
-  - **(2023)** [==Grafana Faro 🌟==](https://grafana.com/oss/faro) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./grafana.md)*
-  - **(2023)** [==redpanda-data/kowl==](https://github.com/redpanda-data/console) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./message-queue.md)*
-  - **(2023)** [==automationqahub.com: How to build a Playwright Page Object Model==](https://automationqahub.com/how-to-build-playwright-page-object-model) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
   - **(2022)** [==github.com/oslabs-beta/oslabs==](https://github.com/oslabs-beta/KubernOcular) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2021)** [==kubeshop/monokle==](https://github.com/kubeshop/monokle) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2021)** [==willdady/cdk-iam-credentials-rotator: IAM Credentials Rotator==](https://github.com/willdady/cdk-iam-credentials-rotator) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./aws-security.md)*
-  - **(2021)** [==github.com/giscus/giscus==](https://github.com/giscus/giscus) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2017)** [==Azure/vscode-kubernetes-tools 🌟==](https://github.com/vscode-kubernetes-tools/vscode-kubernetes-tools) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2016)** [==GitLens interactive rebase==](https://github.com/gitkraken/vscode-gitlens) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [**Terraform & OpenTofu Skill for AI Agents**](https://github.com/antonbabenko/terraform-skill) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./cicd.md)*
-  - **(2026)** [**Jest**](https://marketplace.visualstudio.com/items?itemName=Orta.vscode-jest) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
+  - **(2026)** [**github.com/openshift/console 🌟**](https://github.com/openshift/console) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
   - **(2026)** [**MongoDB for VS Code**](https://marketplace.visualstudio.com/items?itemName=mongodb.mongodb-vscode) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
   - **(2026)** [**marketplace.visualstudio.com: GitOps Tools for Flux 🌟**](https://marketplace.visualstudio.com/items?itemName=Weaveworks.vscode-gitops-tools) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
   - **(2026)** [**marketplace.visualstudio.com: Kubernetes Reference Highlighter 🌟**](https://marketplace.visualstudio.com/items?itemName=dag-andersen.kubernetes-reference-highlighter) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
   - **(2026)** [**marketplace.visualstudio.com: Kubernetes YAML Formatter 🌟**](https://marketplace.visualstudio.com/items?itemName=kennylong.kubernetes-yaml-formatter) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
   - **(2026)** [**Kubernetes Kind (by Microsoft)**](https://marketplace.visualstudio.com/items?itemName=ms-kubernetes-tools.kind-vscode) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [**DotENV**](https://marketplace.visualstudio.com/items?itemName=mikestead.dotenv) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [**Path Intellisense**](https://marketplace.visualstudio.com/items?itemName=christian-kohler.path-intellisense) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [**Local History**](https://marketplace.visualstudio.com/items?itemName=xyz.local-history) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [**marketplace.visualstudio.com: autoDocstring - Python Docstring Generator**](https://marketplace.visualstudio.com/items?itemName=njpwerner.autodocstring) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [**Material Icon Theme**](https://marketplace.visualstudio.com/items?itemName=PKief.material-icon-theme) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [**Monokai Pro Theme**](https://marketplace.visualstudio.com/items?itemName=monokai.theme-monokai-pro-vscode) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [**Dracula Pro Theme 🌟**](https://draculatheme.com/pro) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [**Jira and Bitbucket (Official)**](https://marketplace.visualstudio.com/items?itemName=Atlassian.atlascode) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [**Azure DevOps 🌟**](https://marketplace.visualstudio.com/azuredevops) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [**Azure Resource Manager (ARM) Tools 🌟**](https://marketplace.visualstudio.com/items?itemName=msazurermtools.azurerm-vscode-tools) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [**IAM Legend**](https://marketplace.visualstudio.com/items?itemName=SebastianBille.iam-legend) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
   - **(2026)** [**marketplace.visualstudio.com: Azure App Service for Visual Studio Code**](https://marketplace.visualstudio.com/items?itemName=ms-azuretools.vscode-azureappservice) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [**github.com/openshift/console 🌟**](https://github.com/openshift/console) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
-  - **(2026)** [**rancherdesktop.io**](https://rancherdesktop.io) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./rancher.md)*
-  - **(2025)** [**Google Agents CLI**](https://github.com/google/agents-cli) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./GoogleCloudPlatform.md)*
-  - **(2025)** [**Brainboard 🌟**](https://www.brainboard.co) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2025)** [**Rancher Desktop 🌟**](https://github.com/rancher-sandbox/rancher-desktop) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2025)** [**kubeshop.github.io/monokle**](https://docs.monokle.io) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
-  - **(2024)** [**kui.tools 🌟**](https://kui.tools) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
-  - **(2024)** [**DVC**](https://marketplace.visualstudio.com/items?itemName=Iterative.dvc) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./mlops.md)*
-  - **(2023)** [**infoq.com: CDK for Terraform Improves HCL Conversion and Terraform Cloud Interactions**](https://www.infoq.com/news/2023/04/cdk-terraform-convert) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [**cremich/cdk-bill-bot: Welcome to Bill - the cost optimization bot**](https://github.com/cremich/cdk-bill-bot) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./finops.md)*
-  - **(2023)** [**automationqahub.com: How to Configure Playwright**](https://automationqahub.com/how-to-install-playwright-tool) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
-  - **(2023)** [**automationqahub.com: How to Configure multiple environments in Playwright**](https://automationqahub.com/how-to-configure-multiple-environments-in-playwright) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
-  - **(2020)** [**github.com/hayao-k/cdk-ecr-image-scan-notify**](https://github.com/hayao-k/cdk-ecr-image-scan-notify) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./aws-newfeatures.md)*
-  - **(2026)** [github.com/komodorio/validkube](https://github.com/komodorio/validkube) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [Turbo Console Log](https://marketplace.visualstudio.com/items?itemName=ChakrounAnas.turbo-console-log) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [Codey Midnight Theme](https://marketplace.visualstudio.com/items?itemName=salesforce.codey-midnight) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [1984 Theme](https://marketplace.visualstudio.com/items?itemName=juanmnl.vscode-theme-1984) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [GitLive](https://marketplace.visualstudio.com/items?itemName=TeamHub.teamhub) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [marketplace.visualstudio.com: CodeSnap](https://marketplace.visualstudio.com/items?itemName=adpyke.codesnap) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [Discord Presence Theme](https://marketplace.visualstudio.com/items?itemName=icrawl.discord-vscode) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2024)** [Isoflow](https://isoflow.io) 🌟🌟🌟 [EMERGING] [TYPESCRIPT CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)*
-  - **(2024)** [kubevious 🌟🌟](https://github.com/kubevious/kubevious) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
-  - **(2024)** [loft.sh: Kubernetes Dashboards: Headlamp](https://www.vcluster.com/blog/kubernetes-dashboards-headlamp) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
-  - **(2024)** [k8z.dev: A lightweight, modern mobile and desktop application for manage kubernetes. Easily for use fast, secure](https://k8z.dev) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
-  - **(2024)** [github.com/unxsist/jet-pilot](https://github.com/unxsist/jet-pilot) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
-  - **(2024)** [Lens Resource Map extension](https://github.com/nevalla/lens-resource-map-extension) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
-  - **(2024)** [Kodiak](https://kodiakhq.com) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2023)** [dev.to/aws-builders: Unleashing the Power of CDK and Terraform in Cloud Deployments](https://dev.to/aws-builders/unleashing-the-power-of-cdk-and-terraform-in-cloud-deployments-5680) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [cfn-diagram 🌟](https://github.com/mhlabs/cfn-diagram) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)*
-  - **(2023)** [blog.flant.com: Kui β€” a β€œhybrid” CLI/GUI application for working with Kubernetes](https://palark.com/blog/kui-hybrid-cli-gui-for-kubernetes) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
-  - **(2022)** [Azure-Samples/azure-pipelines-remote-tasks](https://github.com/Azure-Samples/azure-pipelines-remote-tasks) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2019)** [kubernetes-sigs/kui](https://github.com/kubernetes-retired/kui) 🌟🌟🌟 [LEGACY] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [Terraform Module Releaser GitHub Action](https://github.com/techpivot/terraform-module-releaser) 🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./cicd.md)*
-  - **(2026)** [m9sweeper/m9sweeper](https://github.com/m9sweeper/m9sweeper) 🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [React Pure To Class](https://marketplace.visualstudio.com/items?itemName=angryobject.react-pure-to-class-vscode) 🌟🌟 [LEGACY] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2025)** [Kubeterm: Graphical Management Tool for Kubernetes](https://github.com/kbterm/kubeterm) 🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./devops-tools.md)*
+  - **(2025)** [**Google Agents CLI**](https://github.com/google/agents-cli) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2023)** [jspolicy](https://github.com/loft-sh/jspolicy) 🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2023)** [awslabs/cognito-at-edge](https://github.com/awslabs/cognito-at-edge) 🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./aws-security.md)*
+  - **(2021)** [sciuro](https://github.com/cloudflare/sciuro) 🌟🌟 [EMERGING] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [Hoppscotch: Open-Source Alternative to Postman](https://hoppscotch.io) [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./postman.md)*
+  - **(2026)** [Announcing Azure MCP Server 2.0 Stable Release for Self-Hosted Agentic Cloud Automation](https://devblogs.microsoft.com/azure-sdk/announcing-azure-mcp-server-2-0-stable-release) [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./devops.md)*
+  - **(2026)** [Checkly](https://www.checklyhq.com) [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./monitoring.md)*
+  - **(2026)** [pulumi.com: Running Containers on ECS Fargate](https://www.pulumi.com/registry/packages/aws/how-to-guides/ecs-fargate) [COMMUNITY-TOOL] [GUIDE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./pulumi.md)*
+  - **(2025)** [kubevious: application centric Kubernetes UI 🌟](https://kubevious.io) [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2024)** [github.com/Qovery/Torii](https://github.com/Qovery/Torii) 🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./devops.md)*
+  - **(2024)** [KubeStellar Console 🌟](https://console.kubestellar.io) [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2023)** [freecodecamp.org: AWS CDK v2 Tutorial – How to Create a Three-Tier Serverless Application](https://www.freecodecamp.org/news/aws-cdk-v2-three-tier-serverless-application) [COMMUNITY-TOOL] [GUIDE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./aws-miscellaneous.md)*
+  - **(2022)** [Using CDK to perform continuous deployments in multi-region Kubernetes environments](https://aws.amazon.com/blogs/containers/using-cdk-to-perform-continuous-deployments-in-multi-region-kubernetes-environments) [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2022)** [dev.to: Manage webhooks at scale with AWS Serverless](https://dev.to/aws-builders/manage-webhooks-at-scale-with-aws-serverless-fof) [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./aws-serverless.md)*
+  - **(2022)** [dev.to: Go fast and reduce risk: using CDK to deploy your serverless applications on AWS](https://dev.to/aws-builders/go-fast-and-reduce-risk-using-cdk-to-deploy-your-serverless-applications-on-aws-2i3k) [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./aws-serverless.md)*
+  - **(2021)** [github.com/MatthewCYLau: TypeScript Node Express Google Kubernetes Engine' (GKE)](https://github.com/MatthewCYLau/node-express-typescript-k8-gke) [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2021)** [serverless-stack.com: How to debug Lambda functions with Visual Studio Code](https://guide.sst.dev/examples/how-to-debug-lambda-functions-with-visual-studio-code.html) [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
+  - **(2019)** [developers.redhat.com: Handling Angular environments in continuous delivery with Red Hat OpenShift](https://developers.redhat.com/blog/2019/11/27/handling-angular-environments-in-continuous-delivery-with-red-hat-openshift) [ENTERPRISE-STABLE] [GUIDE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./angular.md)*
 
-*... and 100 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
 

 
 

@@ -4257,76 +2225,6 @@
 
 

 
-## Various Content
-
-

-Click to view 2 resources under Various Content
-
-  - **(2026)** [BMW InnovationLab](https://github.com/BMW-InnovationLab) 🌟🌟🌟 [COMMUNITY-TOOL] [VARIOUS CONTENT] β€” *Go to [Section](./customer.md)*
-  - **(2021)** [Kubeshop 🌟](https://kubeshop.io) [COMMUNITY-TOOL] [VARIOUS CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-
-

-
-

-
-

-
-## Vim Script Content
-
-

-Click to view 1 resources under Vim Script Content
-
-  - **(2021)** [rottencandy/vimkubectl](https://github.com/rottencandy/vimkubectl) 🌟 [COMMUNITY-TOOL] [VIM SCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-
-

-
-

-
-

-
-## Viml Content
-
-

-Click to view 1 resources under Viml Content
-
-  - **(2024)** [==VimWiki==](https://github.com/vimwiki/vimwiki) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [VIML CONTENT] β€” *Go to [Section](./linux.md)*
-
-

-
-

-
-

-
-## Webassembly Content
-
-

-Click to view 1 resources under Webassembly Content
-
-  - **(2025)** [==compile OpenPolicyAgent policies into WebAssembly and run them on the edge==](https://github.com/open-policy-agent/contrib/tree/main/wasm/cloudflare-worker) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [WEBASSEMBLY CONTENT] β€” *Go to [Section](./securityascode.md)*
-
-

-
-

-
-

-
-## Xml Content
-
-

-Click to view 5 resources under Xml Content
-
-  - **(2026)** [==Parent POM for Jenkins Plugins. Plugin POM 4.0==](https://github.com/jenkinsci/plugin-pom) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [XML CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2026)** [NuGet/docs.microsoft.com-nuget: nuspec](https://github.com/NuGet/docs.microsoft.com-nuget/blob/main/docs/reference/nuspec.md) 🌟🌟 [COMMUNITY-TOOL] [XML CONTENT] β€” *Go to [Section](./dotnet.md)*
-  - **(2026)** [maven.apache.org: Maven Quick Reference Card](https://maven.apache.org/guides/MavenQuickReferenceCard.pdf) [LEGACY] [XML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2026)** [javaguides.net](https://www.javaguides.net/2018/06/maven-cheat-sheet.html) [COMMUNITY-TOOL] [GUIDE] [XML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2026)** [JMeter Web Application Testing Cheatsheet](https://blog.extremehacking.org/blog/2015/11/09/jmeter-web-application-testing-cheatsheet) [COMMUNITY-TOOL] [XML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-
-

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 ## Yaml / C# Content
 
 

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-## Yaml / Rego Content
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-

-Click to view 1 resources under Yaml / Rego Content
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-  - **(2021)** [opensource.com: Implement governance on your Kubernetes cluster](https://opensource.com/article/21/12/kubernetes-gatekeeper) [COMMUNITY-TOOL] [YAML / REGO CONTENT] β€” *Go to [Section](./demos.md)*
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-  - **(2023)** [==cloud-native-toolkit/multi-tenancy-gitops 🌟==](https://github.com/cloud-native-toolkit/multi-tenancy-gitops) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML / SHELL CONTENT] β€” *Go to [Section](./demos.md)*
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 ## Yaml Content
 
 

-Click to view top 100 of 474 resources under Yaml Content
+Click to view top 100 of 157 resources under Yaml Content
 
-  - **(2026)** [==github.com/k8spatterns/examples==](https://github.com/k8spatterns/examples) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==Ansible Role - Kubernetes (Jeff Geerling)==](https://github.com/geerlingguy/ansible-role-kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
-  - **(2026)** [==github.com/redhat-cop/gitops-catalog==](https://github.com/redhat-cop/gitops-catalog) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./ocp4.md)*
-  - **(2026)** [==Apache Airflow official helm chart 🌟==](https://airflow.apache.org/docs/helm-chart) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./message-queue.md)*
-  - **(2025)** [==Raspbernetes - Kubernetes Cluster: k8s-gitops==](https://github.com/xUnholy/k8s-gitops) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2025)** [==microsoft/azure-pipelines-yaml: Azure Pipelines YAML 🌟==](https://github.com/microsoft/azure-pipelines-yaml) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2024)** [==Ansible for DevOps Examples==](https://github.com/geerlingguy/ansible-for-devops) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2024)** [==github.com/nnellans/ado-pipelines-guide: Azure DevOps YAML Pipelines Guide' 🌟==](https://github.com/nnellans/ado-pipelines-guide) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2025)** [==microsoft/azure-pipelines-yaml: maven.yml==](https://github.com/microsoft/azure-pipelines-yaml/blob/master/templates/maven.yml) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2024)** [==OpenShift Tekton pipelines==](https://www.redhat.com/en/topics/devops/what-cicd-pipeline) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./tekton.md)*
-  - **(2024)** [==github.com/onedr0p/flux-cluster-template: Template for deploying k3s backed by Flux==](https://github.com/onedr0p/cluster-template) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./flux.md)*
-  - **(2023)** [==OpenShift Pipelines Catalog==](https://github.com/openshift/pipelines-catalog) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2023)** [==youtube: Stop using shared secrets! CI/CD authentication the proper way==](https://www.youtube.com/watch?v=sd2wuAVush4) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [==Azure-Samples/azure-pipelines-variable-templates==](https://github.com/Azure-Samples/azure-pipelines-variable-templates) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2022)** [==kubernetes-common-services==](https://github.com/ManagedKube/kubernetes-common-services) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2022)** [==github.blog: Safeguard your containers with new container signing capability in GitHub Actions (cosign)==](https://github.blog/security/supply-chain-security/safeguard-container-signing-capability-actions) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./devsecops.md)*
-  - **(2022)** [==k8s-security-policies==](https://github.com/raspbernetes/k8s-security-policies) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [YAML CONTENT] β€” *Go to [Section](./securityascode.md)*
   - **(2022)** [==linkedin.com: Selenium 4 and Grid Integration with Kubernetes 🌟==](https://www.linkedin.com/pulse/selenium-4-grid-integration-kubernetes-rishi-khanna) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
-  - **(2021)** [==ahmetb/kubernetes-network-policy-recipes 🌟==](https://github.com/ahmetb/kubernetes-network-policy-recipes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2021)** [==bmuschko/ckad-prep==](https://github.com/bmuschko/ckad-prep) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2021)** [==ahmetb/kubernetes-network-policy-recipes 🌟==](https://github.com/ahmetb/kubernetes-network-policy-recipes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./kubernetes-networking.md)*
   - **(2021)** [==Kubectl output options 🌟==](https://gist.github.com/so0k/42313dbb3b547a0f51a547bb968696ba) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./yaml.md)*
   - **(2021)** [==OpenSLO specification 🌟==](https://github.com/OpenSLO/OpenSLO) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./sre.md)*
-  - **(2021)** [==opensource.google: Prometheus SLO example==](https://github.com/google/prometheus-slo-burn-example) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./prometheus.md)*
-  - **(2020)** [==Jenkins==](https://github.com/helm/charts/tree/master/stable/jenkins) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [YAML CONTENT] β€” *Go to [Section](./helm.md)*
-  - **(2020)** [==Sonatype Nexus Community: Nexus Kubernetes OpenShift 🌟==](https://github.com/sonatype-nexus-community/nexus-kubernetes-openshift) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [YAML CONTENT] β€” *Go to [Section](./registries.md)*
-  - **(2026)** [**Ansible Role: Docker 🌟**](https://github.com/geerlingguy/ansible-role-docker) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./ansible.md)*
-  - **(2025)** [**gitlab.com: Portfolio Architecture Examples**](https://gitlab.com/redhatdemocentral/portfolio-architecture-examples) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./openshift.md)*
-  - **(2024)** [**itnext.io: Kubernetes Kustomize Cheat Sheet**](https://itnext.io/kubernetes-kustomize-cheat-sheet-8e2d31b74d8f) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
+  - **(2020)** [==Jmeter==](https://github.com/helm/charts/tree/master/stable/distributed-jmeter) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [YAML CONTENT] β€” *Go to [Section](./helm.md)*
   - **(2024)** [**click-to-deploy/sonarqube**](https://github.com/GoogleCloudPlatform/click-to-deploy/tree/master/k8s/sonarqube) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./sonarqube.md)*
-  - **(2024)** [**github.com/k3s-io/k3s-ansible 🌟**](https://github.com/k3s-io/k3s-ansible) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./ansible.md)*
-  - **(2024)** [**techno-tim/k3s-ansible**](https://github.com/timothystewart6/k3s-ansible) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./rancher.md)*
-  - **(2023)** [**itnext.io: GitHub Actions: Terraform deployments with a review of planned changes**](https://itnext.io/github-actions-terraform-deployments-with-a-review-of-planned-changes-30143358bb5c) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2023)** [**dev.to: KeyCloak with Nginx Ingress**](https://dev.to/aws-builders/keycloak-with-nginx-ingress-6fo) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./devsecops.md)*
   - **(2023)** [**adamtheautomator.com: How To Perform a MongoDB Kubernetes Installation 🌟**](https://adamtheautomator.com/mongodb-kubernetes) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./nosql.md)*
   - **(2023)** [**hub.helm.sh/charts/oteemo/sonarqube**](https://artifacthub.io/packages/helm/oteemo/sonarqube) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./sonarqube.md)*
-  - **(2023)** [**dev.to: KeyCloak with Nginx Ingress**](https://dev.to/aws-builders/keycloak-with-nginx-ingress-6fo) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./devsecops.md)*
-  - **(2023)** [**fluxcd/flux2-multi-tenancy**](https://github.com/fluxcd/flux2-multi-tenancy) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./flux.md)*
-  - **(2023)** [**lambdatest.com: Complete Guide To Selenium Testing with GitHub Actions 🌟**](https://www.testmuai.com/blog/selenium-github-actions-example) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
   - **(2022)** [**blog.palark.com: Best practices for deploying highly available apps in Kubernetes. Part 1**](https://palark.com/blog/best-practices-kubernetes-part-1) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2022)** [**docs.ansible.com: YAML anchors and aliases: sharing variable values**](https://docs.ansible.com/projects/ansible/latest/user_guide/playbooks_advanced_syntax.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./yaml.md)*
-  - **(2022)** [**thenewstack.io: Deploy MongoDB in a Container, Access It Outside the Cluster**](https://thenewstack.io/deploy-mongodb-in-a-container-access-it-outside-the-cluster) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./nosql.md)*
-  - **(2022)** [**blog.getambassador.io: Implementing gRPC-Web with Emissary-ingress**](https://blog.getambassador.io/implementing-grpc-web-with-emissary-ingress-22aa0d86aac) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./api.md)*
   - **(2022)** [**confluent.io: How to Manage Secrets for Confluent with Kubernetes and HashiCorp Vault**](https://www.confluent.io/blog/manage-secrets-with-kubernetes-and-hashicorp-vault) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./devsecops.md)*
   - **(2022)** [**dev.to: The most elegant way to performance test your microservices running on Kubernetes**](https://dev.to/ksingh7/the-most-elegant-way-to-performance-test-your-microservices-running-on-kubernetes-2mo2) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./performance-testing-with-jenkins-and-jmeter.md)*
-  - **(2021)** [**itnext.io: Expose Open Policy Agent/Gatekeeper Constraint Violations for Kubernetes Applications with Prometheus and Grafana**](https://itnext.io/expose-open-policy-agent-gatekeeper-constraint-violations-with-prometheus-and-grafana-6b7ac92ea07f) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2021)** [**itnext.io: Kubernetes β€” Running Multiple Container Runtimes**](https://itnext.io/kubernetes-running-multiple-container-runtimes-65220b4f9ef4) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2021)** [**itnext.io: Measuring Patching Cadence on Kubernetes with GitOps**](https://itnext.io/measuring-patching-cadence-on-kubernetes-with-gitops-353bc4a1d25) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2021)** [**github.com/kostis-codefresh: How to Model Your Gitops Environments with' kustomize 🌟**](https://github.com/kostis-codefresh/gitops-environment-promotion) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./kustomize.md)*
-  - **(2021)** [**itnext.io: Kubernetes YAML Tips | Daniele Polencic 🌟**](https://itnext.io/kubernetes-yaml-tips-and-tricks-904a2c0b2b81) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./yaml.md)*
+  - **(2022)** [**blog.getambassador.io: Implementing gRPC-Web with Emissary-ingress**](https://blog.getambassador.io/implementing-grpc-web-with-emissary-ingress-22aa0d86aac) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./api.md)*
+  - **(2022)** [**thenewstack.io: Deploy MongoDB in a Container, Access It Outside the Cluster**](https://thenewstack.io/deploy-mongodb-in-a-container-access-it-outside-the-cluster) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./nosql.md)*
   - **(2021)** [**galaxy.ansible.com/nginxinc/nginx_core**](https://galaxy.ansible.com/nginxinc/nginx_core) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./ansible.md)*
-  - **(2021)** [**github.com/oravirt/ansible-oracle**](https://github.com/oravirt/ansible-oracle) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [YAML CONTENT] β€” *Go to [Section](./ansible.md)*
   - **(2021)** [**blog.sighup.io: How to run Keycloak in HA on Kubernetes**](https://blog.sighup.io/keycloak-ha-on-kubernetes) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2021)** [**itnext.io: Kubernetes YAML Tips | Daniele Polencic 🌟**](https://itnext.io/kubernetes-yaml-tips-and-tricks-904a2c0b2b81) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./yaml.md)*
   - **(2021)** [**flink.apache.org: How to natively deploy Flink on Kubernetes with High-Availability (HA)**](https://flink.apache.org/2021/02/10/native-k8s-with-ha.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./message-queue.md)*
   - **(2020)** [**thorsten-hans.com: Encrypt your Kubernetes Secrets with Mozilla SOPS**](https://www.thorsten-hans.com/encrypt-your-kubernetes-secrets-with-mozilla-sops) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./devsecops.md)*
   - **(2020)** [**blog.getambassador.io: Step-by-Step Centralized Authentication for Kubernetes with Keycloak and the Ambassador Edge Stack**](https://blog.getambassador.io/centralized-authentication-with-keycloak-and-ambassador-edge-stack-d509ffbc7b6f) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./devsecops.md)*
-  - **(2026)** [github.com/openshift/pipelines-tutorial](https://github.com/openshift/pipelines-tutorial) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
-  - **(2025)** [ansible-role-jenkins](https://github.com/geerlingguy/ansible-role-jenkins) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./jenkins.md)*
   - **(2025)** [Codecentric Jenkins 🌟](https://github.com/codecentric/helm-charts) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./helm.md)*
   - **(2024)** [Kubernetes Examples](https://github.com/ContainerSolutions/kubernetes-examples) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2024)** [github.com/marketplace: Automating your Kubernetes dev environments with' the open source oktetohq Cloud got easier with GitHub Actions](https://github.com/marketplace?query=publisher%3Aokteto&type=actions) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
-  - **(2024)** [github.com/PyratLabs/ansible-role-k3s 🌟](https://github.com/PyratLabs/ansible-role-k3s) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./ansible.md)*
   - **(2023)** [flux2-kustomize-helm-example 🌟](https://github.com/fluxcd/flux2-kustomize-helm-example) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2023)** [kubernetes.io: Multi-tenancy 🌟🌟🌟](https://kubernetes.io/docs/concepts/security/multi-tenancy) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2023)** [github.com/automateyournetwork/automate_your_network: Automate Your Network' - John Capobianco - July 1st 2023](https://github.com/automateyournetwork/automate_your_network) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./ansible.md)*
   - **(2023)** [github.com/myspotontheweb/gitops-workloads-demo](https://github.com/myspotontheweb/gitops-workloads-demo) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./argo.md)*
   - **(2023)** [dev.to/pavanbelagatti: Deploy Any AI/ML Application On Kubernetes: A Step-by-Step Guide!](https://dev.to/pavanbelagatti/deploy-any-aiml-application-on-kubernetes-a-step-by-step-guide-2i37) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./mlops.md)*
   - **(2023)** [artifacthub.io: mlflow-server](https://artifacthub.io/packages/helm/mlflowserver/mlflow-server) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./mlops.md)*
-  - **(2022)** [infracloud.io: Securing Kubernetes Cluster using Kubescape and kube-bench](https://www.infracloud.io/blogs/securing-kubernetes-cluster-kubescape-kubebench) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2022)** [patrick.easte.rs: Forging an optimal MetalLB configuration](https://patrick.easte.rs/post/2022/forging-optimal-metallb-config) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2022)** [adaltas.com: Ingresses and Load Balancers in Kubernetes with MetalLB and' nginx-ingress](https://www.adaltas.com/en/2022/09/08/kubernetes-metallb-nginx) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2022)** [itnext.io: How to setup CI CD pipelines for Android with Azure DevOps](https://itnext.io/how-to-setup-ci-cd-pipelines-for-android-with-azure-devops-2a4ded0de0e7) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2022)** [sahansera.dev: Multi-stage builds for Ionic Apps with Azure Pipeline Templates](https://sahansera.dev/multi-stage-builds-with-azure-pipelines-ionic) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2022)** [sahansera.dev: Publishing Android Apps to Microsoft App Center from Azure DevOps](https://sahansera.dev/publishing-android-apps-to-microsoft-appcenter) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2022)** [Ansistrano](https://github.com/ansistrano) 🌟🌟🌟 [LEGACY] [YAML CONTENT] β€” *Go to [Section](./ansible.md)*
-  - **(2022)** [tutorials.virtualan.io: Idaithalam - Lowcode Test Automation](https://tutorials.virtualan.io) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
-  - **(2021)** [blog.brujordet.no: Using custom hardware in kubernetes](https://blog.brujordet.no/post/homelab/using_custom_hardware_in_kubernetes) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2021)** [ssbostan/jenkins-stack-kubernetes 🌟](https://github.com/ssbostan/jenkins-stack-kubernetes) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./jenkins.md)*
+  - **(2021)** [towardsdatascience.com: A Kubernetes architecture for machine learning web-application deployments](https://towardsdatascience.com/a-kubernetes-architecture-for-machine-learning-web-application-deployments-632f7765ef29) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./mlops.md)*
   - **(2021)** [strimzi.io: Using Kubernetes Configuration Provider to load data from Secrets and Config Maps](https://strimzi.io/blog/2021/07/22/using-kubernetes-config-provider-to-load-data-from-secrets-and-config-maps) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./message-queue.md)*
   - **(2021)** [strimzi.io: Using HTTP Bridge as a Kubernetes sidecar](https://strimzi.io/blog/2021/08/18/using-http-bridge-as-a-kubernetes-sidecar) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./message-queue.md)*
-  - **(2021)** [confluent.io: Monitoring Your Event Streams: Integrating Confluent with Prometheus and Grafana](https://www.confluent.io/blog/monitor-kafka-clusters-with-prometheus-grafana-and-confluent) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./message-queue.md)*
   - **(2021)** [developers.redhat.com: Deploying the Mosquitto MQTT message broker on Red Hat OpenShift, Part 1](https://developers.redhat.com/blog/2021/04/16/deploying-the-mosquitto-mqtt-message-broker-on-red-hat-openshift-part-1) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./message-queue.md)*
-  - **(2021)** [redhat.com: Monitoring Apache Airflow using Prometheus](https://www.redhat.com/en/blog/monitoring-apache-airflow-using-prometheus) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./message-queue.md)*
-  - **(2021)** [towardsdatascience.com: A Kubernetes architecture for machine learning web-application deployments](https://towardsdatascience.com/a-kubernetes-architecture-for-machine-learning-web-application-deployments-632f7765ef29) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./mlops.md)*
-  - **(2020)** [GitHub: redhat-cop OpenShift Toolkit Network Policy 🌟](https://github.com/redhat-cop/openshift-toolkit/tree/master/networkpolicy) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./openshift.md)*
   - **(2020)** [jenkins-x.io: Setting up the secrets for your installation](https://jayex.io/v3/admin/setup/secrets) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./devsecops.md)*
   - **(2020)** [developers.redhat.com: how easy to deploy and configure a Kafka Connect on Kubernetes through strimziio operator and use secrets](https://developers.redhat.com/blog/2020/02/14/using-secrets-in-apache-kafka-connect-configuration) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./message-queue.md)*
   - **(2020)** [developers.redhat.com: Connecting external clients to Red Hat AMQ Broker on Red Hat OpenShift](https://developers.redhat.com/blog/2020/08/26/connecting-external-clients-to-red-hat-amq-broker-on-red-hat-openshift) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./message-queue.md)*
-  - **(2018)** [Kubernetes DaemonSet that enables a direct shell on each Node using SSH to localhost](https://gist.github.com/xandout/8d24558c75c53f3cb8bf0a97ec25fcfc) 🌟🌟🌟 [LEGACY] [YAML CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2017)** [developers.redhat.com: JDBC Master-Slave Persistence setup with Activemq using Postgresql database](https://developers.redhat.com/blog/2017/10/05/jdbc-master-slave-persistence-setup-activemq-using-postgresql-database) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./message-queue.md)*
   - **(2015)** [Ansible and AWS: cloud IT automation management](https://cloudacademy.com/blog/ansible-aws) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./python.md)*
   - **(2023)** [github.com/stefanprodan/gitops-istio: A GitOps recipe for Progressive Delivery' with Flux v2, Flagger and Istio 🌟](https://github.com/stefanprodan/gitops-istio) 🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2023)** [blog.tekspace.io: Deploying Kubernetes Dashboard in K3S Cluster](https://blog.tekspace.io/deploying-kubernetes-dashboard-in-k3s-cluster) 🌟🌟 [COMMUNITY-TOOL] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
-  - **(2023)** [Tronde/ansible-role-rhel-patchmanagement](https://github.com/Tronde/ansible-role-rhel-patchmanagement) 🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./ansible.md)*
-  - **(2023)** [GitHub redhat-cop: Ansible Role 🌟](https://github.com/redhat-cop/infra-ansible) 🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./ocp3.md)*
-  - **(2022)** [debianmaster/actions-k3s](https://github.com/debianmaster/actions-k3s) 🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2021)** [StarpTech/k-andy](https://github.com/StarpTech/k-andy) 🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2021)** [ssbostan/jenkins-stack-docker](https://github.com/ssbostan/jenkins-stack-docker) 🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2019)** [Configure bitbucket-pipelines.yml to automatically merge feature branch to master?](https://community.atlassian.com/forums/Bitbucket-questions/configure-bitbucket-pipelines-yml-to-automatically-merge-feature/qaq-p/793222) 🌟🌟 [COMMUNITY-TOOL] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2024)** [kunchalavikram1427: kubernetes Public](https://github.com/kunchalavikram1427/Kubernetes_public) 🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
+  - **(2026)** [Google Cloud Build](https://cloud.google.com/build) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./GoogleCloudPlatform.md)*
+  - **(2025)** [Dependabot Version Updates in Azure DevOps](https://www.returngis.net/2025/02/dependabot-updates-en-azure-devops) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2025)** [docs.cloudbees.com: Configuration as Code for CloudBees Core on modern cloud platforms](https://docs.cloudbees.com/docs/cloudbees-ci/latest/casc-controller/distribute-casc-bundles-from-oc) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./jenkins.md)*
+  - **(2024)** [itnext.io: Deploy Flexible and Custom Setups with Anything LLM on Kubernetes](https://itnext.io/deploy-flexible-and-custom-setups-with-anything-llm-on-kubernetes-a2b5687f2bcc) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./ai.md)*
+  - **(2024)** [artifacthub.io: Helm Charts - AWX](https://artifacthub.io/packages/search?ts_query_web=awx&sort=relevance&page=1) [LEGACY] [YAML CONTENT] β€” *Go to [Section](./ansible.md)*
+  - **(2024)** [learn.microsoft.com: Deploy AKS and API Management with mTLS](https://learn.microsoft.com/en-us/azure/api-management/api-management-howto-mutual-certificates-for-clients) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2024)** [learn.microsoft.com: Use Application Gateway Ingress Controller (AGIC) with a multitenant Azure Kubernetes Service](https://learn.microsoft.com/en-us/azure/architecture/example-scenario/aks-agic/aks-agic) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2024)** [Setting up NodeLocal DNSCache](https://docs.cloud.google.com/kubernetes-engine/docs/how-to/nodelocal-dns-cache) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2024)** [cloud.ibm.com: Tutorial - Scalable webapp 🌟](https://cloud.ibm.com/docs/solution-tutorials?topic=solution-tutorials-scalable-webapp-kubernetes) [COMMUNITY-TOOL] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./kubernetes-autoscaling.md)*
+  - **(2023)** [mrcloudbook.com: GitOps: Deploying Tetris on EKS Using ArgoCD](https://mrcloudbook.com/gitops-deploying-tetris-on-eks-using-argocd) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2023)** [k21academy.com: Kubernetes ConfigMaps and Secrets: Guide to Create and Update 🌟](https://k21academy.com/kubernetes/configmaps-secrets) 🌟 [COMMUNITY-TOOL] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2023)** [upbound/platform-ref-multi-k8s: Upbound's reference platform for multi-cloud' Kubernetes with Crossplane](https://github.com/upbound/platform-ref-multi-k8s) 🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./crossplane.md)*
+  - **(2023)** [kubernetes.io: configure-pod-container / Use a User Namespace With a Pod](https://kubernetes.io/docs/tasks/configure-pod-container/user-namespaces) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2023)** [devopscube.com: Kubernetes Pod Priority, PriorityClass, and Preemption Explained 🌟](https://devopscube.com/pod-priorityclass-preemption) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2023)** [kubernetes.io: Protect Your Mission-Critical Pods From Eviction With PriorityClass](https://kubernetes.io/blog/2023/01/12/protect-mission-critical-pods-priorityclass) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2023)** [devopscube.com/kubernetes-pod](https://devopscube.com/kubernetes-pod) [COMMUNITY-TOOL] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2023)** [itnext.io: Labels & Annotations in Kubernetes | Daniele Polencic](https://itnext.io/labels-and-annotations-in-kubernetes-234944b0f7ab) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2023)** [itnext.io: Kubernetes rolling updates, rollbacks and multi-environments](https://itnext.io/kubernetes-rolling-updates-rollbacks-and-multi-environments-4ff9912df5) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2023)** [k21academy.com: Kubernetes Deployment and Step-by-Step Guide to Deployment: Update, Rollback, Scale & Delete](https://k21academy.com/kubernetes/kubernetes-deployment) [COMMUNITY-TOOL] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2023)** [mirantis.com: Introduction to YAML: Creating a Kubernetes deployment](https://www.mirantis.com/blog/introduction-to-yaml-creating-a-kubernetes-deployment) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2023)** [devopscube.com: How to Deploy PostgreSQL Statefulset in Kubernetes With High Availability](https://devopscube.com/deploy-postgresql-statefulset) [COMMUNITY-TOOL] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./databases.md)*
+  - **(2023)** [blog.jromanmartin.io: ActiveMQ, Kafka, Strimzi and CodeReady Containers](https://blog.jromanmartin.io/cheat-sheets) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
+  - **(2023)** [techcommunity.microsoft.com: Securing Windows workloads on Azure Kubernetes Service with Calico](https://techcommunity.microsoft.com/blog/containers/securing-windows-workloads-on-azure-kubernetes-service-with-calico/3815429) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2023)** [techcommunity.microsoft.com: Kubernetes External DNS for Azure DNS & AKS](https://techcommunity.microsoft.com/blog/coreinfrastructureandsecurityblog/kubernetes-external-dns-for-azure-dns--aks/3809393) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2023)** [azuredevopslabs.com: Deploying a multi-container application to Azure Kubernetes Services](https://azuredevopslabs.com/labs/vstsextend/kubernetes) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2023)** [insights.project-a.com: Using GitHub Actions to deploy to Kubernetes in GKE 🌟](https://www.project-a.vc/perspectives) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2022)** [mytechramblings.com: A practical example of GitOps using Azure DevOps, Azure Container Registry, Helm, Flux and Kubernetes](https://www.mytechramblings.com/posts/gitops-with-azure-devops-helm-acr-flux-and-k8s) [COMMUNITY-TOOL] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2022)** [about.gitlab.com: GitOps with GitLab: Connect with a Kubernetes cluster](https://about.gitlab.com/blog/gitops-with-gitlab-connecting-the-cluster) [COMMUNITY-TOOL] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2022)** [freecodecamp.org: How to Setup a CI/CD Pipeline with GitHub Actions and AWS](https://www.freecodecamp.org/news/how-to-setup-a-ci-cd-pipeline-with-github-actions-and-aws) [COMMUNITY-TOOL] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2022)** [blog.palark.com: ConfigMaps in Kubernetes: how they work and what you should remember 🌟](https://palark.com/blog/kubernetes-configmap-guide) 🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2022)** [thenewstack.io: How to Make the Most of Kubernetes Environment Variables](https://thenewstack.io/how-to-make-the-most-of-kubernetes-environment-variables) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2022)** [andrewlock.net: Series: Deploying ASP.NET Core applications to Kubernetes with Helm 🌟](https://andrewlock.net/series/deploying-asp-net-core-applications-to-kubernetes) [COMMUNITY-TOOL] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2022)** [nunoadrego.com: Abusing Pod Priority](https://nunoadrego.com/posts/abusing-pod-priority) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2022)** [auth0.com: Shhhh... Kubernetes Secrets Are Not Really Secret!](https://auth0.com/blog/kubernetes-secrets-management) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2022)** [bytes.devopscube.com: Kubernetes Pod Priority & Preemption](https://bytes.devopscube.com/p/pod-priority-preemption-explained) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2022)** [loft.sh: Docker Compose to Kubernetes: Step-by-Step Migration 🌟](https://www.vcluster.com/blog/docker-compose-to-kubernetes-step-by-step-migration) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2022)** [cast.ai: Kubernetes Labels: Expert Guide with 10 Best Practices](https://cast.ai/blog/kubernetes-labels-expert-guide-with-10-best-practices) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2022)** [deepsource.io: Breaking down zero downtime deployments in Kubernetes](https://deepsource.com/blog/zero-downtime-deployment) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2022)** [piotrminkowski.com: Canary Release on Kubernetes with Knative and Tekton](https://piotrminkowski.com/2022/03/29/canary-release-on-kubernetes-with-knative-and-tekton) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./tekton.md)*
+  - **(2022)** [linuxsysadmins.com: Install Ansible AWX on Kubernetes in 5 minutes](https://www.linuxsysadmins.com/install-ansible-awx-on-kubernetes) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./ansible.md)*
+  - **(2022)** [adamtheautomator.com: How to Use the Ansible Kubernetes Module](https://adamtheautomator.com/ansible-kubernetes) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./ansible.md)*
+  - **(2022)** [Build trusted pipelines/Guards with Podman containers](https://www.redhat.com/en/blog/using-container-technology-make-trusted-pipeline) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2022)** [percona.com: MySQL on Kubernetes with GitOps 🌟](https://www.percona.com/blog/mysql-on-kubernetes-with-gitops) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./databases.md)*
+  - **(2022)** [How I've Set Up HA PostgreSQL on Kubernetes (powered by Patroni, a template for PostgreSQL HA)](https://disaev.me/p/how-i-have-set-up-ha-postgresql-on-kubernetes) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./databases.md)*
+  - **(2022)** [Create a pipeline with canary deployments for Amazon EKS with AWS App Mesh 🌟](https://aws.amazon.com/blogs/containers/create-a-pipeline-with-canary-deployments-for-amazon-eks-with-aws-app-mesh) [COMMUNITY-TOOL] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2022)** [Using new traffic control features in External HTTP(S) load balancer](https://cloud.google.com/blog/products/networking/how-to-use-new-traffic-control-features-in-cloud-load-balancing) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2022)** [dev.to: Access Secrets in AKV using Managed identities for AKS 🌟](https://dev.to/vivekanandrapaka/access-secrets-from-akv-using-managed-identities-for-aks-91p) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2022)** [kristhecodingunicorn.com: Setting Up OAuth 2.0 Authentication for Applications in AKS With NGINX and OAuth2 Proxy](https://www.kristhecodingunicorn.com/post/aks-oauth2-proxy-with-nginx-ingress-controller) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2022)** [dev.to/javiermarasco: HTTPs with Ingress controller, cert-manager and DuckDNS (in AKS/Kubernetes)](https://dev.to/javiermarasco/https-with-ingress-controller-cert-manager-and-duckdns-in-akskubernetes-2jd1) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2022)** [dev.to: Practical Introduction to Kubernetes Autoscaling Tools with Linode Kubernetes Engine 🌟](https://dev.to/rahulrai/practical-introduction-to-kubernetes-autoscaling-tools-with-linode-kubernetes-engine-2i7k) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2022)** [dev.to/vinod827: Scale your apps using KEDA in Kubernetes](https://dev.to/vinod827/scale-your-apps-using-keda-in-kubernetes-4i3h) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./kubernetes-autoscaling.md)*
+  - **(2022)** [dev.to/aws-builders: Introduction to AWS SAM (Serverless Application Model)](https://dev.to/aws-builders/introduction-to-aws-sam-serverless-application-model-12oc) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./aws-serverless.md)*
+  - **(2022)** [Highly Available Prometheus Metrics for Distributed SQL with Thanos on GKE](https://blog.yugabyte.com/highly-available-prometheus-metrics-for-distributed-sql-with-thanos-on-gke) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./prometheus.md)*
+  - **(2022)** [thenewstack.io: GitOps at Home: Automate Code Deploys with Kubernetes and Flux](https://thenewstack.io/gitops-at-home-automate-code-deploys-with-kubernetes-and-flux) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./flux.md)*
+  - **(2021)** [shipa.io: Deploying a real-world application on Kubernetes](https://shipa.io/a-real-world-application-deployment-on-kubernetes) [COMMUNITY-TOOL] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2021)** [openshift.com: Applications Here, Applications There! - Part 3 - Application Migration](https://www.redhat.com/en/blog/applications-here-applications-there-part-3-application-migration) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2021)** [shipa.io: GitOps in Kubernetes, the easy way–with GitHub Actions and Shipa](https://shipa.io/gitops) [COMMUNITY-TOOL] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2021)** [shipa.io: A Developer focused CI/CD pipeline for Kubernetes](https://shipa.io/a-developer-focused-ci-cd-pipeline-for-kubernetes) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2021)** [trstringer.com: Deploy to AKS from GitHub Actions 🌟](https://trstringer.com/deploy-to-aks-from-github-actions) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./demos.md)*
 
-*... and 374 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
+*... and 57 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
 

 
 

@@ -4495,9 +2367,8 @@
 ## Yaml/Bash Content
 
 

-Click to view 2 resources under Yaml/Bash Content
+Click to view 1 resources under Yaml/Bash Content
 
-  - **(2023)** [thomasthornton.cloud: Displaying Terraform Plans in GitHub PRs with GitHub Actions](https://thomasthornton.cloud/displaying-terraform-plans-in-github-prs-with-github-actions) [COMMUNITY-TOOL] [GUIDE] [YAML/BASH CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2020)** [docs.microsoft.com: Create an HTTPS ingress controller on Azure Kubernetes Service (AKS)](https://learn.microsoft.com/en-us/previous-versions/azure/aks/ingress-tls) [LEGACY] [YAML/BASH CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
 
 

@@ -4509,10 +2380,9 @@
 ## Yaml/Go Content
 
 

-Click to view 2 resources under Yaml/Go Content
+Click to view 1 resources under Yaml/Go Content
 
   - **(2024)** [**wardviaene/kubernetes-course**](https://github.com/wardviaene/kubernetes-course) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML/GO CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2022)** [learnk8s.io: Provisioning cloud resources (AWS, GCP, Azure) in Kubernetes](https://learnkube.com/cloud-resources-kubernetes) [COMMUNITY-TOOL] [YAML/GO CONTENT] β€” *Go to [Section](./databases.md)*
 
 

 
@@ -4523,11 +2393,9 @@
 ## Yaml/Hcl Content
 
 

-Click to view 3 resources under Yaml/Hcl Content
+Click to view 1 resources under Yaml/Hcl Content
 
-  - **(2023)** [dev.to/bhanufyi: Effective Terraform Variable Management in GitHub Actions](https://dev.to/bhanufyi/effective-terraform-variable-management-in-github-actions-488l) [COMMUNITY-TOOL] [GUIDE] [YAML/HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [thomasthornton.cloud: Deploy Terraform using GitHub Actions to Azure](https://thomasthornton.cloud/deploy-terraform-using-github-actions-into-azure) [COMMUNITY-TOOL] [GUIDE] [YAML/HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2021)** [getbetterdevops.io: Build Docker Images Using Ansible and Packer](https://www.empowersurvivors.net) [COMMUNITY-TOOL] [YAML/HCL CONTENT] β€” *Go to [Section](./ansible.md)*
+  - **(2021)** [getbetterdevops.io: Build Docker Images Using Ansible and Packer](https://www.empowersurvivors.net) [COMMUNITY-TOOL] [YAML/HCL CONTENT] β€” *Go to [Section](./terraform.md)*
 
 

 
@@ -4538,9 +2406,8 @@
 ## Yaml/Helm Content
 
 

-Click to view 2 resources under Yaml/Helm Content
+Click to view 1 resources under Yaml/Helm Content
 
-  - **(2022)** [dev.to/thenjdevopsguy: Monitoring AKS With Prometheus and Grafana 🌟](https://dev.to/thenjdevopsguy/monitoring-aks-with-prometheus-and-grafana-9o8) [COMMUNITY-TOOL] [YAML/HELM CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
   - **(2021)** [todaywasawesome/oss-apps: OSS Applications](https://github.com/todaywasawesome/oss-apps) [COMMUNITY-TOOL] [YAML/HELM CONTENT] β€” *Go to [Section](./demos.md)*
 
 

@@ -4549,111 +2416,14 @@
 
 

 
-## Yaml/Jinja2 Content
-
-

-Click to view 1 resources under Yaml/Jinja2 Content
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-  - **(2021)** [redhat.com: How to create dynamic configuration files using Ansible templates](https://www.redhat.com/en/blog/ansible-templates-configuration) [COMMUNITY-TOOL] [YAML/JINJA2 CONTENT] β€” *Go to [Section](./ansible.md)*
-
-

-
-

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-

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-## Yaml/Markdown Content
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-  - **(2022)** [docs.microsoft.com: Best practices for cluster isolation in Azure Kubernetes Service (AKS)](https://learn.microsoft.com/en-us/azure/aks/operator-best-practices-cluster-isolation) [COMMUNITY-TOOL] [YAML/MARKDOWN CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-
-

-
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-

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-## Yaml/Python Content
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-  - **(2023)** [Red Hat Ansible Tower - Workshop and Demo](https://github.com/network-automation/toolkit) 🌟🌟 [LEGACY] [YAML/PYTHON CONTENT] β€” *Go to [Section](./demos.md)*
-
-

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-
-## Yaml/Python/Sql Content
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-Click to view 1 resources under Yaml/Python/Sql Content
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-  - **(2021)** [blog.stephane-robert.info: Ansible - Utiliser MySQL comme inventaire dynamique (Use MySQL as a dynamic inventory)](https://blog.stephane-robert.info/post/ansible-utiliser-mysql-comme-inventaire-dynamique) [COMMUNITY-TOOL] [YAML/PYTHON/SQL CONTENT] β€” *Go to [Section](./demos.md)*
-
-

-
-

-
-

-
-## Yaml/Shell Content
-
-

-Click to view 3 resources under Yaml/Shell Content
-
-  - **(2021)** [itnext.io: K8s raise StatefulSet volume size with low impact](https://itnext.io/k8s-raise-statefulset-volume-size-with-low-impact-33fe1e2576f6) [COMMUNITY-TOOL] [YAML/SHELL CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2021)** [arnoldgalovics.com: GitHub Actions CI/CD For Oracle Cloud Kubernetes](https://arnoldgalovics.com/github-actions-oracle-cloud-kubernetes) [COMMUNITY-TOOL] [GUIDE] [YAML/SHELL CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-  - **(2020)** [codeburst.io: getting started with kubernetes, deploy a docker container in 5 minutes](https://codeburst.io/getting-started-with-kubernetes-deploy-a-docker-container-with-kubernetes-in-5-minutes-eb4be0e96370) [COMMUNITY-TOOL] [GUIDE] [YAML/SHELL CONTENT] β€” *Go to [Section](./demos.md)*
-
-

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-

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-

-
 ## Yaml/Terraform Content
 
 

-Click to view 2 resources under Yaml/Terraform Content
+Click to view 1 resources under Yaml/Terraform Content
 
-  - **(2021)** [carlos.mendible.com: AKS: Persistent Volume Claim with an Azure File Storage protected with a Private Endpoint](https://carlos.mendible.com/2021/08/02/aks-persistent-volume-claim-with-an-azure-file-storage-protected-with-a-private-endpoint) [COMMUNITY-TOOL] [YAML/TERRAFORM CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
   - **(2020)** [itnext.io: Kubernetes Ingress on Azure using the Application Gateway](https://itnext.io/kubernetes-ingress-on-azure-using-the-application-gateway-2779b647deb5) [COMMUNITY-TOOL] [YAML/TERRAFORM CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
 
 

 
 

 
-

-
-## Yaml/Vagrantfile Content
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-  - **(2022)** [jose-r-lopez/SSI_Materials](https://github.com/jose-r-lopez/SSI_Infraestructure_Automation_Materials) 🌟 [COMMUNITY-TOOL] [YAML/VAGRANTFILE CONTENT] β€” *Go to [Section](./demos.md)*
-
-

-
-

-
-

-
-## Yml Content
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-
-  - **(2021)** [==nicholasamorim/ansible-role-harbor==](https://github.com/nicholasamorim/ansible-role-harbor) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YML CONTENT] β€” *Go to [Section](./registries.md)*
-  - **(2022)** [clanktron/k3s-ansible](https://github.com/clanktron/k3s-ansible) 🌟🌟 [COMMUNITY-TOOL] [YML CONTENT] β€” *Go to [Section](./rancher.md)*
-  - **(2019)** [templates.cloudonaut.io: Jenkins 2.0: highly available master and dynamic agents](https://templates.cloudonaut.io/en/stable/jenkins) [COMMUNITY-TOOL] [YML CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2019)** [mramanathan/ansible-harbor](https://github.com/mramanathan/ansible-harbor) [LEGACY] [YML CONTENT] β€” *Go to [Section](./registries.md)*
-
-

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diff --git a/v2-docs/tech-digest.md b/v2-docs/tech-digest.md
index 1d54c995..9c9c5071 100644
--- a/v2-docs/tech-digest.md
+++ b/v2-docs/tech-digest.md
@@ -1,4 +1,9 @@
-# Nubenetes Tech and Cloud Intelligence Digest
+---
+search:
+  boost: 2
+---
+
+# πŸ“Š Nubenetes Tech & Cloud Intelligence Digest
 
 !!! tip "Nubenetes Intelligence Digest"
     AI-curated ranking of the most impactful resources, updated monthly.
@@ -9,331 +14,331 @@
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-18 | [Kubecost 🌟](https://www.apptio.com/products/kubecost/?src=kc-com) | 🟑 high | The industry-standard real-time resource cost allocation and observability tool for multi-cluster environments. Seamlessly integrates with cloud APIs and Prometheus metrics to calculate granular clust |
-    | 2026-06-18 | [Kubernetes Scripts](https://github.com/eldada/kubernetes-scripts) | 🟑 high | A utility collection of bash and shell scripts designed to simplify day-to-day Kubernetes cluster administration, diagnostic queries, and resource debugging. These community-focused tools wrap kubectl |
-    | 2026-06-18 | [bmuschko/ckad-prep](https://github.com/bmuschko/ckad-prep) | 🟑 high | An alternative preparation repository designed by Benjamin Muschko, offering structured sample solutions, resource manifests, and command-line blueprints to ace the CKAD exam. It isolates complex conc |
-    | 2026-06-18 | [bmuschko/ckad-crash-course: Certified Kubernetes Application Developer (CKAD)' Crash Course](https://github.com/bmuschko/ckad-crash-course) | 🟑 high | A repository housing comprehensive code examples, study guides, and hands-on exercises complementing Benjamin Muschko's CKAD Crash Course. It focuses on application design, deployment configurations,  |
-    | 2026-06-18 | [cncf.io: Certified Kubernetes Application Developer (CKAD)](https://www.cncf.io/training/certification/ckad) | 🟑 high | Official CNCF training and certification page for the Certified Kubernetes Application Developer (CKAD) program. Validates a developer's hands-on ability to build, configure, expose, and troubleshoot  |
-    | 2026-06-18 | [Get applied and effective apiVersion from Kubernetes objects](https://gist.github.com/ninlil/affbf7514d4e74c7634e77f47e172236) | 🟑 high | A highly specialized GitHub Gist that details mechanisms to query and extract both the applied and effective apiVersion from active Kubernetes objects. This tool is vital for API deprecation migration |
-    | 2026-06-18 | [github.com/yonahd/orphaned-configmaps: Orphaned ConfigMaps](https://github.com/yonahd/orphaned-configmaps) | 🟑 high | Orphaned ConfigMaps detects unreferenced ConfigMaps and Secrets across active namespaces. By scanning volume mounts and env declarations, it exposes abandoned configurations that increase complexity a |
-    | 2026-06-18 | [Build Your Own X](https://github.com/codecrafters-io/build-your-own-x) | 🟑 high | An immensely popular community-driven compilation of step-by-step guides for building complex software systems (compilers, databases, operating systems, Docker) from scratch. Perfect for deep pedagogi |
-    | 2026-06-14 | [Serverless Architectures](https://nubenetes.com/serverless) | 🟑 high | In-depth analysis exploring execution concepts, billing architectures, scalability curves, and performance tradeoffs inherent in Serverless patterns. Details key differences between FaaS, cloud-manage |
-    | 2026-06-14 | [Crossplane](https://nubenetes.com/crossplane) | 🟑 high | Comprehensive review of Crossplane, a CNCF control-plane framework transforming Kubernetes clusters into universal infrastructure schedulers. Permits declarative definition of cloud resources (RDS, S3 |
+    | 2026-06-14 | [Crossplane](https://nubenetes.com/crossplane) | πŸ”΄ critical | It represents a major paradigm shift, transforming Kubernetes from a container orchestrator into a universal control plane for all cloud infrastructure. |
+    | 2026-06-14 | [NVIDIA/k8s-device-plugin: NVIDIA device plugin for Kubernetes](https://github.com/NVIDIA/k8s-device-plugin) | πŸ”΄ critical | It is the essential hardware-enablement layer allowing Kubernetes to dynamically schedule and manage physical GPUs for demanding AI and ML workloads. |
+    | 2026-06-14 | [Azure/azure-workload-identity](https://github.com/Azure/azure-workload-identity) | 🟑 high | Provides the modern enterprise standard for secure, passwordless authentication of Kubernetes workloads to cloud resources using OIDC federation. |
+    | 2026-06-18 | [Kubecost 🌟](https://www.apptio.com/products/kubecost/?src=kc-com) | 🟑 high | Serves as the industry-standard real-time resource cost allocation tool, driving crucial FinOps practices in multi-cluster environments. |
+    | 2026-06-14 | [SigNoz: Open source Application Performance Monitoring (APM) & Observability' tool 🌟](https://github.com/SigNoz/signoz) | 🟑 high | Offers an enterprise-ready, open-source APM that natively integrates with OpenTelemetry to consolidate metrics, traces, and logs. |
+    | 2026-06-14 | [github.com/akuity/kargo](https://github.com/akuity/kargo) | 🟑 high | Introduces a native GitOps application promotion engine that solves the complex problem of coordinating releases across multi-stage environments. |
+    | 2026-06-13 | [Teleport 🌟](https://github.com/gravitational/teleport) | 🟑 high | Consolidates and secures administrative access to Kubernetes APIs, databases, and servers under a highly audited, identity-backed gateway. |
+    | 2026-06-13 | [K9s - Kubernetes CLI To Manage Your Clusters In Style!](https://github.com/derailed/k9s) | 🟑 high | Remains the premier terminal UI used globally by engineers to dramatically accelerate daily cluster troubleshooting and log diagnostics. |
+    | 2026-06-14 | [github.com/helmfile/helmfile](https://github.com/helmfile/helmfile) | 🟑 high | Provides the leading declarative tool to orchestrate, manage, and scale complex multi-chart Helm deployments across diverse enterprise environments. |
+    | 2026-06-13 | [k8gb 🌟](https://github.com/k8gb-io/k8gb) | πŸ”΅ medium | Delivers global server load balancing natively within Kubernetes to establish seamless geo-redundancy and high availability across cloud regions. |
 
     **Containers & Runtime**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-14 | [jfrog.com: Kubernetes Helm Chart Repositories 🌟](https://docs.jfrog.com) | 🟑 high | Enterprise guide to leveraging JFrog Artifactory as a secure, high-availability Helm chart repository. Covers repository layout, role-based access control, package versioning, and integration with Kub |
-    | 2026-06-14 | [buildkit](https://docs.docker.com/build) | 🟑 high | Docker's next-generation container image building engine, designed to replace the legacy builder. It introduces high-performance features including concurrent stage execution, efficient caching via im |
-    | 2026-06-14 | [cert-manager/cert-manager](https://github.com/cert-manager/cert-manager) | 🟑 high | Consolidated record of the cert-manager repository, automating certificate lifecycles to guarantee encrypted transport paths between internal microservice runtimes. |
-    | 2026-06-13 | [containerd - An open and reliable container runtime](https://github.com/containerd/containerd) | 🟑 high | containerd is an industry-standard container runtime designed to be embedded into larger systems like Kubernetes. Following the deprecation of Docker's native runtime engine in Kubernetes, containerd  |
-    | 2026-06-13 | [Conmon](https://github.com/containers/conmon) | 🟑 high | An essential, daemonless container monitor written in C, used primarily by Podman and CRI-O. Conmon supervises container lifecycles, capturing standard output/error streams, tracking exit codes, and m |
-    | 2026-06-13 | [runc](https://github.com/opencontainers/runc) | 🟑 high | The canonical, low-level container runtime engine built in compliance with the OCI specification. Originally contributed by Docker, runc directly spawns and runs containers on Linux by interfacing wit |
-    | 2026-06-12 | [uber/kraken](https://github.com/uber/kraken) | 🟑 high | Uber's peer-to-peer (P2P) Docker registry designed for ultra-high-throughput image distribution in highly distributed, large-scale container cluster environments. Real-world grounding shows this proje |
-    | 2026-06-12 | [**GitHub build-push-action**](https://github.com/docker/build-push-action) | 🟑 high | The industry standard GitHub Action for building and pushing container images. Supports Docker Buildx, multi-platform builds, cache importing/exporting configurations, and native OCI-compliant registr |
-    | 2026-06-11 | [hadolint/hadolint: Haskell Dockerfile Linter](https://github.com/hadolint/hadolint) | 🟑 high | Hadolint is a Haskell-based linter that parses Dockerfiles and validates them against container best practices and Shellcheck rules. It ensures developers avoid common pitfalls such as running as root |
-    | 2026-06-09 | [stepchowfun/docuum: Docuum: LRU eviction of Docker images 🌟](https://github.com/stepchowfun/docuum) | 🟑 high | Docuum is a robust, Rust-based daemon designed to run on container hosts to execute Least Recently Used (LRU) image eviction. When host disk usage exceeds a defined threshold, Docuum safely removes in |
+    | 2026-06-13 | [containerd - An open and reliable container runtime](https://github.com/containerd/containerd) | πŸ”΄ critical | Following Docker's runtime deprecation, containerd has become the industry-standard, CNCF-graduated core runtime powering Kubernetes clusters globally. |
+    | 2026-06-13 | [runc](https://github.com/opencontainers/runc) | πŸ”΄ critical | As the canonical, OCI-compliant low-level runtime engine, runc is the fundamental foundation upon which most modern container ecosystems are built. |
+    | 2026-06-01 | [podman](https://podman.io) | πŸ”΄ critical | Podman shifts the container management paradigm by delivering a daemonless and natively rootless alternative to Docker for running OCI containers. |
+    | 2026-06-14 | [buildkit](https://docs.docker.com/build) | πŸ”΄ critical | Docker's next-generation build engine radically accelerates container image creation through concurrent stage execution and advanced caching. |
+    | 2026-06-01 | [Dapr](https://dapr.io) | πŸ”΄ critical | Dapr simplifies cloud-native microservice development by providing a sidecar-based runtime with unified APIs for pub/sub, state management, and actors. |
+    | 2026-06-01 | [knative.dev](https://knative.dev) | 🟑 high | As the leading Kubernetes-native serverless platform, Knative enables scale-to-zero serving and decoupled event-driven runtimes. |
+    | 2026-06-01 | [buildah](https://buildah.io) | 🟑 high | Buildah permits the secure creation of OCI-compliant container images from scratch without requiring a background daemon. |
+    | 2026-05-30 | [crun](https://github.com/containers/crun) | 🟑 high | crun offers a high-performance, low-memory, C-based alternative to Go-based runc, enabling faster startup times and lower overhead. |
+    | 2026-06-13 | [Conmon](https://github.com/containers/conmon) | 🟑 high | This lightweight C-based daemon is critical for tracking container lifecycles, exit codes, and streams in daemonless environments like Podman and CRI-O. |
+    | 2026-06-12 | [**GitHub build-push-action**](https://github.com/docker/build-push-action) | 🟑 high | It is the de facto industry standard for building and pushing multi-platform container images within GitHub enterprise pipelines. |
 
     **Networking & Service Mesh**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-14 | [Istio Performance/Stability Testing](https://github.com/istio/tools/blob/master/perf/README.md) | 🟑 high | The official benchmark suite for evaluating Istio control plane and data plane performance. Platform engineers use this suite to run stress tests, measure sidecar latency injection, and detect potenti |
-    | 2026-06-14 | [Envoy Gateway](https://github.com/envoyproxy/gateway) | 🟑 high | The official Envoy Gateway project aimed at unifying ingress controller configurations using the Kubernetes Gateway API. Simplifies managing edge proxy deployments, routing rules, TLS terminations, an |
-    | 2026-06-14 | [NetBox IPAM 🌟](https://github.com/netbox-community/netbox) | 🟑 high | The leading open-source IP Address Management (IPAM) and Data Center Infrastructure Management (DCIM) database. Built on Django and PostgreSQL, it serves as the programmable hardware and IP single-sou |
-    | 2026-06-14 | [NodeLocal DNSCache](https://github.com/kubernetes/enhancements) | 🟑 high | The Kubernetes Enhancement Proposal (KEP) and repository code outlining the deployment of a local DNS caching agent on each node. Running as a DaemonSet, NodeLocal DNSCache intercepts queries at a loc |
-    | 2026-06-14 | [github.com: Istio](https://github.com/istio/istio) | 🟑 high | Main repository containing Istio's unified control plane (Istiod) and orchestration engines. Configures secure high-performance Envoy proxies as sidecars (or in ambient mode) to manage ingress, egress |
-    | 2026-06-12 | [github.com: kiali](https://github.com/kiali/kiali) | 🟑 high | The source repository for Kiali, an indispensable observability dashboard. Provides real-time interactive topologies, configuration validation, and native wizard-based creations of complex traffic rou |
-    | 2026-06-11 | [github.com: Maistra Istio](https://github.com/maistra/istio) | 🟑 high | The official GitHub repository for Maistra's modified Istio control plane code. Optimized for multi-tenancy support, advanced security policies, and tight integration within OpenShift environments. |
-    | 2026-06-08 | [Flannel](https://github.com/flannel-io/flannel) | 🟑 high | A highly stable, lightweight Layer 3 overlay CNI fabric designed specifically for simplified Kubernetes installations. It provisions a simple local agent on each cluster node to manage subnet allocati |
-    | 2026-06-01 | [Linkerd](https://linkerd.io) | 🟑 high | The ultra-lightweight, CNCF-graduated Linkerd service mesh. Built on a custom Rust data-plane proxy, it delivers security (automatic mTLS), latency optimization, and traffic management with minimal CP |
-    | 2026-06-01 | [memcached.org](https://memcached.org) | 🟑 high | An industry-standard distributed memory object caching system designed for extreme performance and simplicity. Utilizing multi-threaded slab allocation, Memcached continues to serve as the default hig |
+    | 2026-06-14 | [github.com: Istio](https://github.com/istio/istio) | πŸ”΄ critical | As the dominant enterprise service mesh, Istio defines the standard for secure, high-performance microservices traffic management and observability. |
+    | 2026-06-01 | [Linkerd](https://linkerd.io) | πŸ”΄ critical | This CNCF-graduated service mesh delivers security and traffic management with extreme efficiency using a custom Rust-based data plane. |
+    | 2026-06-12 | [Kubernetes Gateway API](https://github.com/kubernetes-sigs/gateway-api) | πŸ”΄ critical | As the official next-generation routing standard in Kubernetes, it provides highly expressive, role-oriented alternatives to the legacy Ingress API. |
+    | 2026-05-17 | [github.com/containernetworking 🌟](https://github.com/containernetworking) | πŸ”΄ critical | This foundational repository hosts the official Container Network Interface specification and plugins that power all modern cloud-native network fabrics. |
+    | 2026-06-14 | [Envoy Gateway](https://github.com/envoyproxy/gateway) | 🟑 high | It unifies ingress controller configurations under the modern Gateway API specification, streamlining enterprise Envoy proxy management. |
+    | 2026-06-01 | [gateway-api.sigs.k8s.io 🌟](https://gateway-api.sigs.k8s.io) | 🟑 high | The definitive documentation authority and specification source for implementing the next-generation Kubernetes Gateway API. |
+    | 2026-06-02 | [Consul 2.0 improves flexibility, control, and scalability](https://www.hashicorp.com/blog/consul-20-improves-flexibility-control-and-scalability) | 🟑 high | This major milestone release of Consul improves multi-cloud security and scalability with multi-port support for Kubernetes mesh deployments. |
+    | 2026-06-14 | [NodeLocal DNSCache](https://github.com/kubernetes/enhancements) | 🟑 high | By running local DNS caching agents as DaemonSets, this critical enhancement avoids iptables overhead and overhead bottlenecks at high scales. |
+    | 2026-06-01 | [Meshery.io:](https://meshery.io) | 🟑 high | The CNCF multi-mesh manager provides a unified platform to design, benchmark, and verify conformance across diverse service mesh environments. |
+    | 2026-06-12 | [github.com: kiali](https://github.com/kiali/kiali) | 🟑 high | Kiali serves as the leading interactive observability console, allowing platform teams to visualize and debug complex Istio service topologies in real time. |
 
     **Architecture & Microservices**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-18 | [magnologan/awesome-k8s-security: Awesome Kubernetes (K8s) Security 🌟](https://github.com/magnologan/awesome-k8s-security) | 🟑 high | A premier directory indexing specialized Kubernetes security packages, scanners, CVE logs, and hardening guides. It collects key scanning tools such as Falco, Trivy, and Polaris, helping cloud complia |
-    | 2026-06-18 | [@jk8s' Awesome Kubernetes](https://github.com/jk8s/awesome-kubernetes) | 🟑 high | A dedicated directory listing specialized Kubernetes tools, packages, and frameworks. This resource collection focuses on developer productivity tools, testing utilities, and monitoring wrappers to op |
-    | 2026-06-18 | [mikeroyal/Kubernetes-Guide: Kubernetes Guide 🌟](https://github.com/mikeroyal/Kubernetes-Guide) | 🟑 high | A massive educational directory covering basic components, intermediate networking, storage, and advanced Kubernetes configurations. Offers structured developer pathways and hypervisor setup instructi |
-    | 2026-06-18 | [Awesome Test Automation](https://github.com/atinfo/awesome-test-automation) | 🟑 high | An extensive curated directory compiling top-tier testing tools, frameworks, and continuous validation resources. Features directories for end-to-end web tests, load injection suites, API contract tes |
-    | 2026-06-18 | [ksoclabs/awesome-kubernetes-security 🌟](https://github.com/ksoclabs/awesome-kubernetes-security) | 🟑 high | An expert-level compilation of Kubernetes security tools, vulnerability papers, threat simulations, and posture management (KSPM) frameworks. Ideal for penetration testers and cloud security engineers |
-    | 2026-06-18 | [github.com/joseadanof: Awesome Cloud Native Trainings](https://github.com/joseadanof/awesome-cloudnative-trainings) | 🟑 high | A thoroughly organized directory cataloging cloud-native certifications (CKA, CKAD, CKS), training centers, and open labs. Extremely useful for platform engineering managers designing structured learn |
-    | 2026-06-14 | [Terraform Kubernetes Boilerplates 🌟](https://nubenetes.com/terraform) | 🟑 high | A library of enterprise-stable Terraform templates configured specifically for modern Kubernetes environments (EKS, GKE, AKS). Includes pre-tested infrastructure specifications for VPC topologies, pri |
-    | 2026-06-14 | [Awesome Docker 🌟](https://github.com/veggiemonk/awesome-docker) | 🟑 high | The premier community directory compiling top-tier runtimes, base images, build extensions, registries, and runtime protection systems. An indispensable reference manual for Cloud Native architects. |
-    | 2026-06-13 | [Awesome Angular](https://github.com/PatrickJS/awesome-angular) | 🟑 high | A comprehensive curated collection of modules, state management patterns (NgRx), and testing pipelines for the Angular framework. Primarily useful for frontend web development teams constructing large |
-    | 2026-06-12 | [github.com/kubernetes: Kubernetes Icons Set](https://github.com/kubernetes/community/tree/main/icons) | 🟑 high | The official CNCF-maintained Kubernetes graphic catalog containing SVGs and PNGs representing key system objects like Pods, Services, Deployments, ingress, and Custom Resources. Vital for creating hig |
+    | 2026-06-10 | [Awesome microservices](https://github.com/mfornos/awesome-microservices) | πŸ”΄ critical | A premier catalog mapping microservices design patterns, API gateways, and event-driven architectures essential for building decoupled, resilient systems. |
+    | 2026-06-08 | [rootsongjc/awesome-cloud-native 🌟](https://github.com/rootsongjc/awesome-cloud-native) | πŸ”΄ critical | An extensive architectural mapping of the CNCF landscape, detailing service meshes and dynamic storage engines crucial for cloud-native platforms. |
+    | 2026-05-30 | [clusterpedia-io/clusterpedia 🌟](https://github.com/clusterpedia-io/clusterpedia) | 🟑 high | A high-performance federated search engine that solves complex multi-cluster Kubernetes resource synchronization and query challenges. |
+    | 2026-05-25 | [anderseknert/awesome-opa 🌟](https://github.com/open-policy-agent/awesome-opa) | 🟑 high | Enables microservices architects to enforce uniform, fine-grained compliance and policy-as-code across modern environments using Open Policy Agent. |
+    | 2026-06-14 | [Terraform Kubernetes Boilerplates 🌟](https://nubenetes.com/terraform) | 🟑 high | Provides pre-tested infrastructure templates to standardize secure VPC topologies and production-ready Kubernetes environments across major hyperscalers. |
+    | 2026-06-09 | [mingrammer/diagrams](https://github.com/mingrammer/diagrams) | 🟑 high | Empowers system architects to programmatically define, version-control, and generate complex cloud infrastructure diagrams using Python code. |
+    | 2026-04-25 | [github.com/calvin-puram: Awesome Kubernetes Operator Resources](https://github.com/calvin-puram/awesome-kubernetes-operator-resources) | 🟑 high | A critical collection of SDKs and design patterns for building custom Kubernetes Operators to automate complex, stateful application lifecycles. |
+    | 2026-04-08 | [AZVerify: Bridging Azure Resources, Bicep Templates, and Diagrams with GitHub' Copilot](https://github.com/Azure/AZVerify) | 🟑 high | An innovative AI-powered validation tool that bridges declarative infrastructure code, real-time cloud deployments, and visual architecture diagrams. |
+    | 2026-06-01 | [developer.hashicorp.com 🌟](https://developer.hashicorp.com) | 🟑 high | The consolidated technical authority for configuring enterprise-grade service discovery, secrets management, and multi-cloud orchestration tools. |
+    | 2026-05-23 | [github.com/lukemurraynz/awesome-azure-architecture 🌟](https://github.com/lukemurraynz/awesome-azure-architecture) | πŸ”΅ medium | A comprehensive directory of cloud architectural blueprints and landing zones essential for designing compliant enterprise cloud foundations. |
 
     **Data, Messaging & Storage**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-18 | [Kubectl output options 🌟](https://gist.github.com/so0k/42313dbb3b547a0f51a547bb968696ba) | 🟑 high | A curated technical guide detailing advanced kubectl formatting options. It covers jsonpath extractions, custom columns, and Go templating recipes. This cheat sheet is incredibly valuable for platform |
-    | 2026-06-18 | [redpanda-data/kowl](https://github.com/redpanda-data/console) | 🟑 high | A high-performance web dashboard optimized for debugging and exploring event-streaming platforms. Developed originally as Kowl and later rebranded as Redpanda Console, it presents outstanding visualiz |
-    | 2026-06-18 | [conduktor.io/kafka: Learn Apache Kafka like never before](https://www.conduktor.io/kafka) | 🟑 high | Curator Insight points to Conduktor's exhaustive learning guides. Live Grounding verifies this is one of the premier visually-driven educational portals for understanding Apache Kafka cluster topologi |
-    | 2026-06-14 | [github.com/kubernetes-sigs: Local Persistence Volume Static Provisioner' 🌟](https://github.com/kubernetes-sigs/sig-storage-local-static-provisioner) | 🟑 high | The official Kubernetes-SIGs repository for the local persistence static provisioner. It automates the creation of PVs for local disks, enabling database workloads to achieve raw, low-latency NVMe/SSD |
-    | 2026-06-14 | [SMB CSI Driver for Kubernetes](https://github.com/kubernetes-csi/csi-driver-smb) | 🟑 high | A specialized CSI driver designed to dynamically provision and mount Server Message Block (SMB) shared directories into Kubernetes pods. This driver is essential for heterogeneous Windows/Linux contai |
-    | 2026-06-14 | [github.com/dolthub/dolt](https://github.com/dolthub/dolt) | 🟑 high | An innovative SQL database implementing Git-style version control concepts (clone, push, pull, branch, merge) over table structures and data cells. Perfect for decentralized collaborative data managem |
-    | 2026-06-13 | [AKHQ (previously known as KafkaHQ) 🌟](https://github.com/tchiotludo/akhq) | 🟑 high | AKHQ (formerly KafkaHQ) is a comprehensive web interface for administering and browsing Apache Kafka resources. It provides granular visibility into topics, payloads, schema registries, and consumer g |
-    | 2026-06-12 | [Zalando Postgres Operator](https://github.com/zalando/postgres-operator) | 🟑 high | Zalando's PostgreSQL Operator, which orchestrates highly available Spilo clusters on Kubernetes. Automates provisioning, scaling, master-failovers, offsite backups, and minor engine upgrades via decla |
-    | 2026-06-12 | [percona/pg_stat_monitor](https://github.com/percona/pg_stat_monitor) | 🟑 high | Percona's advanced query performance monitoring extension for PostgreSQL. Extends the capabilities of pg_stat_statements with bucket-based statistics, client IP address tracking, visual execution plan |
-    | 2026-06-12 | [github.com/vmware-tanzu/velero](https://github.com/velero-io/velero) | 🟑 high | Velero is the standard open-source utility for safely backing up and restoring entire Kubernetes cluster structures and persistent volumes. Deeply integrates with both raw cloud APIs and file-level ut |
+    | 2026-06-12 | [github.com/vmware-tanzu/velero](https://github.com/velero-io/velero) | πŸ”΄ critical | Velero is the industry-standard tool for backing up, restoring, and migrating Kubernetes cluster resources and persistent volumes. |
+    | 2026-06-01 | [strimzi.io](https://strimzi.io) | πŸ”΄ critical | Strimzi is the premier CNCF project that simplifies running and managing Apache Kafka clusters natively on Kubernetes using the Operator pattern. |
+    | 2026-06-01 | [Longhorn](https://longhorn.io) | πŸ”΄ critical | As a graduated CNCF project, Longhorn delivers highly reliable, resilient, and easy-to-use distributed block storage built natively for Kubernetes environments. |
+    | 2026-06-01 | [min.io](https://www.min.io) | πŸ”΄ critical | MinIO is the de facto standard for high-performance, S3-compatible private cloud object storage deployed natively on Kubernetes. |
+    | 2026-06-01 | [Redpanda 🌟](https://www.redpanda.com) | 🟑 high | Redpanda redefines event streaming with a modern C++ architecture that eliminates JVM overhead and ZooKeeper, maintaining full API compatibility with Kafka. |
+    | 2026-06-01 | [**Debezium**:](https://debezium.io) | 🟑 high | Debezium is the leading open-source platform for low-latency, log-based Change Data Capture, vital for modern real-time data streaming architectures. |
+    | 2026-06-01 | [Apache Flink](https://flink.apache.org) | 🟑 high | Apache Flink is the industry-standard framework for real-time, stateful stream processing with robust exactly-once transactional guarantees. |
+    | 2026-06-10 | [github.com/CrunchyData/postgres-operator](https://github.com/CrunchyData/postgres-operator) | 🟑 high | The Crunchy Postgres Operator provides production-ready, declarative automation for scaling, disaster recovery, and high availability of PostgreSQL on Kubernetes. |
+    | 2026-06-01 | [OpenEBS](https://openebs.io) | 🟑 high | OpenEBS is a highly popular Container Attached Storage system that simplifies dynamic local and distributed storage provisioning on Kubernetes. |
+    | 2026-06-12 | [Zalando Postgres Operator](https://github.com/zalando/postgres-operator) | 🟑 high | Zalando's Postgres Operator offers robust, battle-tested orchestration for highly available PostgreSQL Spilo clusters in production cloud-native environments. |
 
     **AI & Agents**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-18 | [docs.anthropic.com: Claude Code CLI](https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview) | 🟑 high | Anthropic's official command-line interface (CLI) tool designed for autonomous agentic software engineering. Claude Code can read codebases, execute commands, run tests, and manage git workflows direc |
-    | 2026-06-18 | [antigravity.google: Google Antigravity Agentic Platform](https://antigravity.google) | 🟑 high | Google's unified development platform and SDK (google-antigravity) for building, evaluating, and deploying stateful AI agents. Enables developers to transition from local prototype builds to secure GK |
-    | 2026-06-18 | [cursor.com: Cursor AI Code Editor](https://cursor.com) | 🟑 high | The premier AI-first code editor, built as a fork of VS Code, offering features like Cursor Tab (smart autocomplete), Cmd+K (inline edits), Composer (multi-file agentic code generation), and deep code |
-    | 2026-06-14 | [vLLM on Kubernetes](https://github.com/vllm-project/vllm) | 🟑 high | Curator Insight: Integration guides and deployment schemas for hosting vLLM on Kubernetes clusters. Live Grounding: Standardizes memory-efficient LLM serving using PagedAttention. Features rapid integ |
-    | 2026-06-14 | [github.com/openai/openai-cookbook: OpenAI Cookbook](https://github.com/openai/openai-cookbook) | 🟑 high | The official, highly detailed cookbook of integration patterns and code recipes from OpenAI. Live Grounding and Curator Insight rate this as the definitive reference for engineering structured JSON mo |
-    | 2026-06-14 | [Claude Code Best Practice](https://github.com/shanraisshan/claude-code-best-practice) | 🟑 high | Curator Insight: Curated collection of best practices, system prompts, and architecture layouts for Claude Code. Live Grounding: Explores advanced CLI-driven agent workflows, highlighting configuratio |
-    | 2026-06-14 | [Claude Code Templates](https://github.com/davila7/claude-code-templates) | 🟑 high | Claude Code Templates is an extensive community library containing structured system designs, context guidelines, and prompt schemas optimized for Anthropic's Claude Code and CLI. It helps teams confi |
-    | 2026-06-13 | [Skyvern](https://github.com/Skyvern-ai/Skyvern) | 🟑 high | Curator Insight: An AI-powered web browser automation agent designed to extract data and execute workflows on complex interfaces. Live Grounding: Translates plain-text instructions into resilient sele |
-    | 2026-06-12 | [Skills for Real Engineers](https://github.com/mattpocock/skills) | 🟑 high | An exceptionally popular repository detailing the foundational principles, design philosophies, and architectural protocols required for master-level software delivery. While the curator focuses on ca |
-    | 2026-06-11 | [Awesome MCP Servers](https://github.com/punkpeye/awesome-mcp-servers) | 🟑 high | Curator Insight: A community-curated collection of servers implementing the Model Context Protocol. Live Grounding: Aggregates verified integrations linking AI models to tools like relational database |
+    | 2026-06-18 | [docs.anthropic.com: Claude Code CLI](https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview) | πŸ”΄ critical | Anthropic's official agentic CLI redefines developer workflows by allowing autonomous agents to execute terminal commands, run tests, and manage Git directly. |
+    | 2026-06-18 | [antigravity.google: Google Antigravity Agentic Platform](https://antigravity.google) | πŸ”΄ critical | Bridges the gap between local agent prototypes and production-grade deployments on secure Google Kubernetes Engine (GKE) clusters. |
+    | 2026-06-18 | [cursor.com: Cursor AI Code Editor](https://cursor.com) | πŸ”΄ critical | As the leading AI-first IDE, it has shifted the industry paradigm of daily software engineering through multi-file agentic code generation. |
+    | 2026-06-14 | [vLLM on Kubernetes](https://github.com/vllm-project/vllm) | πŸ”΄ critical | Standardizes memory-efficient LLM serving via PagedAttention and provides concrete deployment templates for production Kubernetes clusters. |
+    | 2026-06-07 | [GitHub MCP Server](https://github.com/modelcontextprotocol/servers) | 🟑 high | Establishes production-grade standards for Model Context Protocol (MCP), allowing secure and open integration between LLM agents and external developer tools. |
+    | 2026-06-14 | [OpenOps: No-Code FinOps Automation Platform with AI](https://github.com/openops-cloud/openops) | 🟑 high | Integrates AI-driven FinOps automation directly with Kubernetes metrics to dynamically optimize cloud resource sizing and reduce operational costs. |
+    | 2026-06-13 | [LocalAI](https://github.com/mudler/LocalAI) | 🟑 high | Enables private, self-hosted, OpenAI-compatible AI API gateways directly on local hardware or Kubernetes clusters to preserve data sovereignty. |
+    | 2026-06-02 | [How to Build Agentic Pipelines with OSS Spark Declarative Pipelines](https://www.databricks.com/dataaisummit/session/how-build-agentic-pipelines-oss-spark-declarative-pipelines) | 🟑 high | Leverages Apache Spark's Declarative Pipelines to introduce deterministic, agent-driven orchestration patterns to enterprise-scale big data workflows. |
+    | 2026-06-02 | [Announcing Claude Managed Agents on Cloudflare](https://blog.cloudflare.com/claude-managed-agents) | πŸ”΄ critical | Establishes a secure, sandboxed serverless runtime on Cloudflare Workers for orchestrating complex, autonomous AI agent workflows at the edge. |
+    | 2026-06-02 | [OpenAI and Dell Technologies partner to bring Codex to hybrid and on-premises enterprise environments](https://openai.com/index/dell-codex-enterprise-partnership) | 🟑 high | Enables enterprises to deploy powerful coding agents locally within secure hybrid-cloud and on-premises infrastructures. |
 
     **MLOps & Data Science**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-13 | [github.com/Netflix/metaflow 🌟](https://github.com/Netflix/metaflow) | 🟑 high | Metaflow is Netflix's human-centric framework designed for building and managing production-grade data science pipelines. It seamlessly integrates local development with enterprise-scale cloud infrast |
-    | 2026-06-13 | [github.com/VikParuchuri/surya](https://github.com/datalab-to/surya) | 🟑 high | Surya provides multi-lingual document OCR and accurate layout analysis powered by deep learning. It delivers high-fidelity reading and structuring of dense scientific papers, tables, and financial lay |
-    | 2026-06-08 | [rubrix](https://github.com/argilla-io/argilla) | 🟑 high | Formerly Rubrix, Argilla is a premier open-source data curation platform designed for AI and LLM workflows. Enables continuous human-in-the-loop (HITL) fine-tuning cycles. It seamlessly integrates wit |
-    | 2026-06-01 | [Ray](https://docs.ray.io/en/latest) | 🟑 high | Ray is the premier distributed execution framework for scaling compute-heavy AI and Python workloads. It provides low-overhead, dynamic actor execution models, powering distributed training (Ray Train |
-    | 2026-05-19 | [github.com/meta-llama/llama-recipes](https://github.com/meta-llama/llama-cookbook) | 🟑 high | Meta's core repository for scaling LLM deployments. It offers highly robust templates for PEFT (Parameter-Efficient Fine-Tuning) such as LoRA, model quantization, and optimization strategies that enab |
-    | 2026-06-18 | [mikeroyal/Kubernetes-Guide: Machine Learning 🌟](https://github.com/mikeroyal/Kubernetes-Guide/blob/main/README.md) | 🟑 high | A comprehensive reference manual mapping the landscape of running machine learning workloads on Kubernetes. Aggregates configurations, installation commands, and architecture diagrams for tooling acro |
-    | 2026-06-13 | [github.com/aimhubio/aim](https://github.com/aimhubio/aim) | 🟑 high | Aim is an open-source, highly responsive experiment tracking and visualization dashboard for machine learning. It provides a robust query language and a user-friendly UI to compare thousands of metric |
-    | 2026-06-02 | [SilverTorch: Index as Model β€” A New Retrieval Paradigm for Recommendation Systems](https://engineering.fb.com/2026/05/26/ml-applications/silvertorch-index-as-model-new-retrieval-paradigm-recommendation-systems) | 🟑 high | Meta's SilverTorch architecture redefines recommendation engines by consolidating vector retrieval, filtering, and scoring into a unified, GPU-optimized PyTorch model. Historically, recommendation pip |
-    | 2026-05-25 | [github.com/XuehaiPan/nvitop 🌟](https://github.com/XuehaiPan/nvitop) | 🟑 high | An interactive, terminal-based GPU monitoring tool that acts as a modern replacement for nvidia-smi. It provides real-time tracking of GPU resource consumption, memory configurations, process owners,  |
-    | 2026-05-21 | [tensorchord/envd: Reproducible development environment for AI/ML 🌟](https://github.com/tensorchord/envd) | πŸ”΅ medium | An innovative local development environment generator for ML engineering. Envd translates Python declarations into isolated container definitions, ensuring high reproducibility for CUDA packages, pip  |
+    | 2026-06-01 | [Ray](https://docs.ray.io/en/latest) | πŸ”΄ critical | Ray is the industry-standard distributed compute framework powering massive LLM training and scale-out Python workloads on Kubernetes. |
+    | 2026-05-17 | [openai.com: Scaling Kubernetes to 7,500 nodes 🌟](https://openai.com/research/scaling-kubernetes-to-7500-nodes) | πŸ”΄ critical | This landmark post details the infrastructure lessons learned by OpenAI when orchestrating ultra-large-scale AI training pipelines on Kubernetes. |
+    | 2026-06-13 | [github.com/Netflix/metaflow 🌟](https://github.com/Netflix/metaflow) | 🟑 high | Metaflow bridge-builds local data science workflows with production-grade cloud infrastructure, heavily adopted in enterprise MLOps. |
+    | 2026-06-02 | [SilverTorch: Index as Model β€” A New Retrieval Paradigm for Recommendation Systems](https://engineering.fb.com/2026/05/26/ml-applications/silvertorch-index-as-model-new-retrieval-paradigm-recommendation-systems) | 🟑 high | Meta's SilverTorch represents a paradigm shift in recommendation architectures, combining retrieval and scoring into a unified GPU-optimized model. |
+    | 2026-05-19 | [github.com/meta-llama/llama-recipes](https://github.com/meta-llama/llama-cookbook) | 🟑 high | This is Meta's foundational toolkit for enterprise fine-tuning, quantization, and deployment strategies of Llama models. |
+    | 2026-05-17 | [medium.com/workday-engineering: Implementing a Fully Automated Sharding' Strategy on Kubernetes for Multi-tenanted Machine Learning Applications](https://medium.com/workday-engineering/implementing-a-fully-automated-sharding-strategy-on-kubernetes-for-multi-tenanted-machine-learning-4371c48122ae) | 🟑 high | Provides a highly practical, production-ready blueprint for automating database sharding for multi-tenant ML applications running on Kubernetes. |
+    | 2026-06-18 | [mikeroyal/Kubernetes-Guide: Machine Learning 🌟](https://github.com/mikeroyal/Kubernetes-Guide/blob/main/README.md) | 🟑 high | A crucial reference guide mapping out the intersection of container orchestration and machine learning platform tooling on Kubernetes. |
+    | 2026-06-08 | [rubrix](https://github.com/argilla-io/argilla) | 🟑 high | Argilla addresses the crucial MLOps bottleneck of data curation and continuous human-in-the-loop fine-tuning for LLMs. |
+    | 2026-05-21 | [tensorchord/envd: Reproducible development environment for AI/ML 🌟](https://github.com/tensorchord/envd) | 🟑 high | Envd solves local-to-cloud reproducibility by compiling Pythonic declarations directly into optimized, CUDA-ready container definitions. |
+    | 2026-05-17 | [medium.com/bakdata: Scalable Machine Learning with Kafka Streams and KServe](https://medium.com/bakdata/scalable-machine-learning-with-kafka-streams-and-kserve-85308858d867) | 🟑 high | Demonstrates a powerful cloud-native integration pattern of KServe and Apache Kafka for high-throughput, real-time machine learning inference. |
 
     **Python, Java & Developer Ecosystem**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-14 | [metalbear-co/mirrord](https://github.com/metalbear-co/mirrord) | 🟑 high | An enterprise-grade tool that plugs local processes directly into remote Kubernetes namespaces. It avoids image building or cluster redeployments by mirroring incoming network traffic, DNS resolutions |
-    | 2026-06-14 | [Ruff](https://github.com/astral-sh/ruff) | 🟑 high | Curator Insight introduces Ruff as an extremely fast Python linter and formatter written in Rust. Live Grounding confirms Ruff is a de facto industry standard, dramatically lowering CI run times by re |
-    | 2026-06-14 | [github.com/nodejs/node](https://github.com/nodejs/node) | 🟑 high | Core development branch of the Node.js runtime. Details foundational V8 updates, event loop mechanics (libuv integration), core module performance tweaks, and security updates essential for server-sid |
-    | 2026-06-14 | [Awesome Go 🌟](https://github.com/avelino/awesome-go) | 🟑 high | The definitive curated repository of high-quality Go frameworks, libraries, and software. Unmatched resource for identifying vetted dependencies for enterprise service development. Ideal for building  |
-    | 2026-06-14 | [testcontainers-spring-boot 🌟](https://github.com/PlaytikaOSS/testcontainers-spring-boot) | 🟑 high | A powerful open-source library that automates the lifecycle of Docker containers (PostgreSQL, Kafka, Redis) during JUnit test execution. It eliminates the need for shared database environments and moc |
-    | 2026-06-13 | [github.com/spring-projects: springboot enables these probes automatically when running in k8s](https://github.com/spring-projects/spring-boot#L73) | 🟑 high | Details Spring Boot's built-in Kubernetes-native integration features, specifically the auto-detection of container platform hosting. Once identified, it splits Spring Actuator's health check endpoint |
-    | 2026-06-13 | [codecentric's Spring Boot Admin UI 🌟](https://github.com/codecentric/spring-boot-admin) | 🟑 high | A popular community dashboard engineered to coordinate, monitor, and manage Spring Boot applications. By parsing actuator telemetry data, it displays real-time statistics including thread states, JVM  |
-    | 2026-06-13 | [pydantic/pydantic](https://github.com/pydantic/pydantic) | 🟑 high | Curator Insight: The absolute industry standard data enforcement framework utilizing type annotation structures. Live Grounding: High-density Rust-compiled (V2) validation tool that guarantees strict  |
-    | 2026-06-13 | [github.com/golang/vscode-go 🌟](https://github.com/golang/vscode-go/blob/master/README.md) | 🟑 high | The official Visual Studio Code Go extension, providing rich language support via the Go Language Server (gopls). Integrates Delve for robust debugging, automated importing, structural profiling, and  |
-    | 2026-06-13 | [GitLens interactive rebase](https://github.com/gitkraken/vscode-gitlens) | 🟑 high | Detailed documentation on GitLens' visual interactive rebase tool, which translates raw CLI rebase structures into a drag-and-drop workspace UI within VS Code, significantly reducing risks when rewrit |
+    | 2026-06-14 | [metalbear-co/mirrord](https://github.com/metalbear-co/mirrord) | πŸ”΄ critical | Revolutionary developer tool that connects local Python/Java processes directly into remote Kubernetes namespaces, eliminating slow container build-and-redeploy cycles. |
+    | 2026-06-14 | [Ruff](https://github.com/astral-sh/ruff) | 🟑 high | A Rust-powered Python linter and formatter that has become the industry standard for dramatically reducing CI/CD pipeline execution times. |
+    | 2026-06-14 | [testcontainers-spring-boot 🌟](https://github.com/PlaytikaOSS/testcontainers-spring-boot) | 🟑 high | Automates the lifecycle of Docker-based dependencies like databases and message brokers directly within JUnit tests, ensuring reliable cloud-native integration testing. |
+    | 2026-06-13 | [github.com/spring-projects: springboot enables these probes automatically when running in k8s](https://github.com/spring-projects/spring-boot#L73) | 🟑 high | Provides native Kubernetes integration by automatically detecting the hosting platform and configuring optimized Actuator liveness and readiness probes. |
+    | 2026-06-13 | [pydantic/pydantic](https://github.com/pydantic/pydantic) | 🟑 high | The industry-standard Python data validation library, rewritten in Rust for extreme performance in modern cloud-native API development. |
+    | 2026-06-12 | [apache/maven-mvnd](https://github.com/apache/maven-mvnd) | πŸ”΅ medium | Drastically accelerates Java compilation times using a persistent background daemon, improving the local developer inner loop. |
+    | 2026-06-12 | [github: Spring Cloud Kubernetes 🌟](https://github.com/spring-cloud/spring-cloud-kubernetes) | 🟑 high | Seamlessly maps Kubernetes ConfigMaps and Secrets directly to Spring's environment, simplifying Java microservices deployment in cloud environments. |
+    | 2026-06-12 | [github.com/bloomberg/memray 🌟🌟](https://github.com/bloomberg/memray) | πŸ”΅ medium | Provides high-precision memory tracking and profiling specifically designed to debug and optimize complex, containerized Python microservices. |
+    | 2026-06-01 | [cloud.spring.io: Spring Cloud Vault 🌟](https://cloud.spring.io/spring-cloud-vault/reference/html) | 🟑 high | Standardizes secure secrets management and token rotation for Java applications by providing direct, native integration with HashiCorp Vault. |
+    | 2026-06-01 | [quarkus.io](https://quarkus.io) | πŸ”΄ critical | A Kubernetes-native Java framework optimized for GraalVM that dramatically reduces memory footprint and startup times for serverless and microservices architectures. |
 
     **Linux & System Foundations**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-18 | [github.blog: Continuous Delivery with GitHub Actions](https://github.blog/enterprise-software/ci-cd/continuous-delivery-github-actions-best-practices) | 🟑 high | Enterprise patterns and best practices for continuous delivery (CD) using GitHub Actions. Highlights secure credential management, least privilege, runner isolation, environment checks, and GITHUB_TOK |
-    | 2026-06-18 | [learn.microsoft.com: Use Agent Mode in GitHub Copilot](https://learn.microsoft.com/en-us/visualstudio/ide/copilot-agent-mode) | 🟑 high | Official documentation for the Agent Mode inside GitHub Copilot. Guides developers on configuring autonomous multi-file refactoring, debugging, and advanced prompt engineering patterns. |
-    | 2026-06-18 | [githubnext.com: GitHub Copilot Workspace](https://githubnext.com/projects/copilot-workspace) | 🟑 high | An agentic development environment by GitHub Next designed to orchestrate software changes using autonomous developer agents. Assists developers from specification to implementation, verification, and |
-    | 2026-06-18 | [The Art of Command Line](https://github.com/jlevy/the-art-of-command-line) | 🟑 high | The premium, single-page reference for command-line mastery. Highly dense and comprehensive, it details advanced processes, pipeline debugging, and cloud utility integrations. Live Grounding establish |
-    | 2026-06-18 | [GitHub Flow](https://docs.github.com/en/get-started/using-github/github-flow) | 🟑 high | GitHub Flow is a lightweight, branch-based workflow that supports continuous delivery by eliminating the complex branching structures of older patterns. Developers work on short-lived feature branches |
-    | 2026-06-14 | [Odoo Mergebot](https://github.com/odoo/odoo/wiki/Mergebot) | 🟑 high | Odoo's foundational merge-bot built to orchestrate massive volume commits across multi-repository dependencies. It employs highly robust state-machine mechanics to validate test combinations and keep  |
-    | 2026-06-13 | [bpftrace](https://github.com/bpftrace/bpftrace) | 🟑 high | A high-level tracing language and diagnostic toolkit built on top of the Linux eBPF subsystem. It allows system engineers to dynamically probe kernel modules, trace memory allocations, and analyze lat |
-    | 2026-06-13 | [zx](https://github.com/google/zx) | 🟑 high | A modern execution tool built by Google that lets developers write robust scripting pipelines using JavaScript or TypeScript. It automates child-process management, string escaping, and error checks.  |
-    | 2026-06-12 | [github.com/actions/actions-runner-controller 🌟](https://github.com/actions/actions-runner-controller) | 🟑 high | Official Kubernetes operator designed to manage self-hosted GitHub Actions runner infrastructure dynamically. Integrates natively with Horizontal Pod Autoscaler (HPA) targets to scale runner deploymen |
-    | 2026-06-12 | [git-lfs/git-lfs: Git Large File Storage](https://github.com/git-lfs/git-lfs) | 🟑 high | An open-source Git extension that swaps massive media elements and build binaries for lightweight reference pointers. Reduces main repository bloat to improve checkout times in large-scale operations. |
+    | 2026-06-01 | [redhat.com: World domination with cgroups part 8: down and dirty with cgroup v2](https://www.redhat.com/en/blog/world-domination-cgroups-part-8-down-and-dirty-cgroup-v2) | πŸ”΄ critical | cgroup v2 is the foundational technology enabling modern container isolation, resource allocation, and pressure stall information (PSI) tracking in Kubernetes. |
+    | 2026-06-13 | [bpftrace](https://github.com/bpftrace/bpftrace) | πŸ”΄ critical | eBPF-driven tracing via bpftrace has revolutionized system observability, allowing safe, dynamic kernel probing on production systems without downtime. |
+    | 2026-03-05 | [How-To Secure A Linux Server](https://github.com/imthenachoman/How-To-Secure-A-Linux-Server) | 🟑 high | Securing the underlying Linux OS is a mandatory prerequisite for achieving compliance and defense-in-depth in enterprise cloud deployments. |
+    | 2024-04-30 | [termshark](https://github.com/gcla/termshark) | 🟑 high | Provides an interactive TUI for deep packet analysis over headless SSH connections, simplifying cloud-native and remote network troubleshooting. |
+    | 2026-06-01 | [LWN.net](https://lwn.net) | 🟑 high | LWN remains the authoritative journal for tracking Linux kernel architectural changes that ultimately dictate how modern hypervisors and container engines run. |
+    | 2026-06-01 | [sysadminxpert.com: How to watch real time TCP and UDP ports on Linux (netstat & ss) 🌟](https://sysadminxpert.com/how-to-watch-real-time-tcp-and-udp-ports-on-linux) | 🟑 high | Understanding modern socket diagnostics like `ss` is critical for debugging container networks, ingress paths, and service-to-service communication. |
+    | 2026-06-01 | [abarrak.gitbook.io: Linux SysOps Handbook 🌟](https://abarrak.gitbook.io/linux-sysops-handbook) | πŸ”΅ medium | Serves as an essential operational reference for on-call engineers diagnosing performance bottlenecks and system failures under pressure. |
+    | 2026-01-05 | [github: Safe ways to do things in bash](https://github.com/anordal/shellharden/blob/master/how_to_do_things_safely_in_bash.md) | πŸ”΅ medium | Establishing rigorous standards for Bash scripting minimizes execution bugs in container entrypoints, CI/CD runners, and system bootstrap scripts. |
+    | 2026-05-31 | [oilshell: Alternative shells](https://github.com/oils-for-unix/oils/wiki/Alternative-Shells) | πŸ”΅ medium | Evaluating next-generation Unix shells is crucial as organizations seek safer, structured CLI environments with native JSON parsing for automation. |
+    | 2026-06-01 | [tecmint.com: How to Control Systemd Services on Remote Linux Server](https://www.tecmint.com/control-systemd-services-on-remote-linux-server) | πŸ”΅ medium | Remote systemd service orchestration over SSH is essential for maintaining and automating distributed VM-based microservice fleets. |
 
     **Security & Compliance**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-18 | [PolicyHub CLI, a CLI tool that makes Rego policies searchable 🌟](https://github.com/policy-hub/policy-hub-cli) | 🟑 high | A lightweight command-line utility engineered to improve discoverability and usability of Rego-based policies. This tool parses and indexes shared policy repositories, enabling infrastructure and plat |
-    | 2026-06-18 | [Project Calico 🌟](https://www.tigera.io/project-calico) | 🟑 high | Curator Insight flags Calico as an industry-standard networking engine. Live Grounding reviews its implementation of eBPF and standard Linux iptables routing schemes to enforce high-performance networ |
-    | 2026-06-14 | [Tetragon (Cilium)](https://github.com/cilium/tetragon) | 🟑 high | An eBPF-powered security observability and runtime enforcement platform. It monitors and blocks system events at the kernel level, providing granular process execution, network activity, and file syst |
-    | 2026-06-14 | [A Kyverno policy to block custom snippet configurations for Kubernetes Nginx ingress (CVE-2021-25742](https://github.com/kubernetes/kubernetes/issues/126811) | 🟑 high | A critical Kyverno security policy designed to block custom Nginx Ingress snippet configurations, preventing exploitation of CVE-2021-25742. Demonstrates the practical power of declarative security ru |
-    | 2026-06-14 | [github.com/goauthentik/authentik](https://github.com/goauthentik/authentik) | 🟑 high | authentik is an open-source identity infrastructure built to provide modern Single Sign-On (SSO), Multi-Factor Authentication (MFA), and fine-grained user access rules. It integrates with Kubernetes d |
-    | 2026-06-13 | [Policy Reporter 🌟](https://github.com/kyverno/policy-reporter) | 🟑 high | A CNCF-recognized dashboard and reporter engineered to capture, aggregate, and visualize policy violations (like Kyverno or OPA findings) inside Kubernetes clusters. Converts abstract policy status re |
-    | 2026-06-13 | [sops: Simple and flexible tool for managing secrets 🌟](https://github.com/getsops/sops) | 🟑 high | An essential open-source tool for file-level encryption inside configuration management pipelines. SOPS supports partial file encryption for formats like YAML, JSON, and ENV, integrating natively with |
-    | 2026-06-13 | [github.com/cert-manager: Policy Approver](https://github.com/cert-manager/approver-policy) | 🟑 high | The cert-manager approver-policy extension code repository. Intercepts CertificateRequest resources before submission, evaluating requested commonNames, SANs, and key constraints against user-defined  |
-    | 2026-06-13 | [Pomerium](https://github.com/pomerium/pomerium) | 🟑 high | Pomerium acts as an identity-aware, security-oriented context reverse proxy designed to establish robust Zero Trust access policies without relying on client-side VPN installations. It integrates with |
-    | 2026-06-13 | [github.com/prowler-cloud/prowler 🌟🌟](https://github.com/prowler-cloud/prowler) | 🟑 high | An industry-standard tool for Cloud Security Posture Management (CSPM). It systematically audits multi-cloud infrastructures against CIS benchmarks, GDPR, and PCI-DSS rules, outputting detailed securi |
+    | 2026-06-14 | [Tetragon (Cilium)](https://github.com/cilium/tetragon) | πŸ”΄ critical | Provides kernel-level, eBPF-powered security observability and real-time threat enforcement directly within Kubernetes clusters. |
+    | 2026-06-12 | [hashicorp/vault](https://github.com/hashicorp/vault) | πŸ”΄ critical | Acts as the industry-standard engine for dynamic secrets management, data protection, and enterprise Zero Trust identity broker. |
+    | 2026-05-17 | [OPA Open Policy Agent 🌟](https://www.openpolicyagent.org) | πŸ”΄ critical | The foundational CNCF-graduated framework unifying Policy-as-Code enforcement across microservices, Kubernetes, and CI/CD pipelines. |
+    | 2026-06-11 | [trivy](https://github.com/aquasecurity/trivy) | 🟑 high | The industry-favorite, ultra-fast security scanner essential for continuous container vulnerability and IaC misconfiguration checks. |
+    | 2026-06-13 | [github.com/prowler-cloud/prowler 🌟🌟](https://github.com/prowler-cloud/prowler) | 🟑 high | The preeminent open-source tool for Cloud Security Posture Management (CSPM), ensuring multi-cloud compliance against strict industry benchmarks. |
+    | 2026-06-13 | [sops: Simple and flexible tool for managing secrets 🌟](https://github.com/getsops/sops) | 🟑 high | A vital tool for secure GitOps, enabling developer-friendly file-level encryption for config-driven cloud infrastructure. |
+    | 2026-06-18 | [Project Calico 🌟](https://www.tigera.io/project-calico) | 🟑 high | An industry-standard container networking engine leveraging eBPF to enforce fine-grained network security policies. |
+    | 2026-06-12 | [kubescape](https://github.com/kubescape/kubescape) | 🟑 high | A powerful CNCF Sandbox tool that provides continuous compliance verification, risk analysis, and vulnerability management for Kubernetes. |
+    | 2026-06-12 | [kubernetes-sigs/security-profiles-operator](https://github.com/kubernetes-sigs/security-profiles-operator) | 🟑 high | An official Kubernetes SIG operator that streamlines the complex management of native Seccomp, AppArmor, and SELinux security profiles. |
+    | 2026-06-10 | [hashicorp/vault-csi-provider: HashiCorp Vault Provider for Secrets Store' CSI Driver](https://github.com/hashicorp/vault-csi-provider) | 🟑 high | Natively integrates enterprise secrets management directly into Kubernetes workloads as memory-mapped files via the CSI driver. |
 
     **Infrastructure as Code**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-13 | [github.com/shuaibiyy/awesome-terraform](https://github.com/shuaibiyy/awesome-tf) | 🟑 high | An extensive directory of modules, tools, linters, frameworks, and packages curated by the Terraform community. Acts as a core index for tracking dynamic tooling ecosystems like Terragrunt, TFLint, Te |
-    | 2026-06-13 | [github.com/terraform-linters/tflint](https://github.com/terraform-linters/tflint/releases/tag/v0.51.0) | 🟑 high | A highly robust framework and compiler-aware linter for Terraform configurations. Detects provider-specific errors, catches deprecated constructs, and enforces organizational standards within enterpri |
-    | 2026-06-12 | [AWX](https://github.com/ansible/awx) | 🟑 high | AWX serves as the open-source upstream project for Ansible Automation Platform/Tower. Written in Django and React, it provides a web-based user interface, REST API, and task engine to centrally manage |
-    | 2026-06-12 | [bytebase/bytebase](https://github.com/bytebase/bytebase) | 🟑 high | Open-source, web-based database schema change and collaboration tool engineered for DevOps teams and DBAs. Features GitOps-driven workflow mechanics, automated visual SQL review, and centralized secur |
-    | 2026-06-11 | [terraform-hcloud-dualstack-k8s: Hetzner Dual-Stack Kubernetes Cluster](https://github.com/tibordp/terraform-hcloud-dualstack-k8s) | 🟑 high | A community-led open-source project automating the deployment of dual-stack (IPv4/IPv6) Kubernetes clusters on Hetzner Cloud. Provides dynamic network routing, instance configuration, and cluster orch |
-    | 2026-06-11 | [github.com/hashicorp/hcl: HCL](https://github.com/hashicorp/hcl) | 🟑 high | The authoritative Go library parsing and validating HashiCorp Configuration Language (HCL). Serving as the declarative bedrock for Terraform, Packer, and Consul, HCL bridges raw JSON parsability with  |
-    | 2026-06-11 | [github.com/PacoVK/tapir](https://github.com/PacoVK/tapir) | 🟑 high | An open-source utility designed to render interactive visual representations of Terraform execution plans. Helps teams review deep changes, resource recreations, and infrastructure impacts in a browse |
-    | 2026-06-03 | [Infracost 🌟](https://github.com/infracost/infracost) | 🟑 high | The premier open-source parser for analyzing HCL variables and producing deep cloud cost projections before resource allocation. By feeding plans to a curated pricing API, Infracost acts as a vital co |
-    | 2026-06-01 | [graphviz.org](https://graphviz.org) | 🟑 high | Open-source graph visualization software. Frequently paired with `terraform graph` to render DOT files into legible visual topologies, depicting complex network, instance, and workspace dependency gra |
-    | 2026-05-29 | [github.com/terraform-aws-modules/terraform-aws-eks: AWS EKS Terraform module](https://github.com/terraform-aws-modules/terraform-aws-eks) | 🟑 high | The industry-standard, community-maintained Terraform module for Amazon EKS. Features exhaustive support for managed/self-managed node pools, AWS Fargate integration, security group orchestration, and |
+    | 2026-06-02 | [OpenTofu 1.12: the Feature Terraform Never Shipped](https://www.infoq.com/news/2026/05/opentofu-release-terraform) | πŸ”΄ critical | This major release resolves a decade-old modular limitation of upstream Terraform, solidifying OpenTofu's position as a highly innovative, independent alternative. |
+    | 2026-06-02 | [The Agentic Infrastructure Era | Pulumi Releases](https://www.pulumi.com/releases/agentic-infrastructure-era) | πŸ”΄ critical | It introduces a paradigm shift in how teams build cloud systems by transitioning from static, human-written YAML declarations to autonomous, self-healing agentic IaC. |
+    | 2026-06-02 | [New in Terraform 1.15: Dynamic sources, variable deprecation, and more](https://www.hashicorp.com/en/blog/new-in-terraform-115-dynamic-sources-variable-deprecation-and-more) | πŸ”΄ critical | This official release introduces highly requested dynamic module sources and versioning capabilities directly at runtime, greatly simplifying massive multi-tenant codebases. |
+    | 2026-05-29 | [github.com/terraform-aws-modules/terraform-aws-eks: AWS EKS Terraform module](https://github.com/terraform-aws-modules/terraform-aws-eks) | 🟑 high | It represents the industry-standard, community-vetted modular blueprint for provisioning enterprise-grade Amazon EKS infrastructure. |
+    | 2026-06-03 | [Infracost 🌟](https://github.com/infracost/infracost) | 🟑 high | It shifts financial operations left by evaluating HCL configurations inside CI/CD loops to estimate cloud expenditures prior to physical resource provisioning. |
+    | 2026-06-13 | [github.com/terraform-linters/tflint](https://github.com/terraform-linters/tflint/releases/tag/v0.51.0) | 🟑 high | As a ubiquitous enterprise-grade linter, it prevents provider-specific deploy errors and enforces strict security compliance policies early in the delivery pipeline. |
+    | 2026-05-27 | [mineiros-io/terramate](https://github.com/terramate-io/terramate) | 🟑 high | It optimizes massive monorepos by providing advanced code-generation, selective change execution, and dynamic stack orchestration for complex Terraform and OpenTofu environments. |
+    | 2026-06-10 | [Checkmarx/kics](https://github.com/Checkmarx/kics) | 🟑 high | This widely adopted static analysis engine secures cloud-native architectures by identifying security vulnerabilities across diverse IaC formats. |
+    | 2026-03-05 | [Kubestack Gitops Framework](https://github.com/kbst/terraform-kubestack) | πŸ”΅ medium | It bridges the gap between raw infrastructure provisioning and application GitOps deployments, offering a unified workflow for Kubernetes platforms. |
+    | 2026-06-10 | [AWX Operator](https://github.com/ansible/awx-operator) | πŸ”΅ medium | This operator successfully modernizes legacy Ansible automation workloads by running them natively inside Kubernetes using Custom Resource Definitions. |
 
     **CI/CD & GitOps**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-14 | [harness.io: Intro to Deployment Strategies: Blue-Green, Canary, and More 🌟](https://www.harness.io/blog/blue-green-canary-deployment-strategies) | 🟑 high | Highly detailed structural evaluation of Kubernetes deployment paradigms. Contrasts blue-green switches, canary rollouts, and rolling deployments based on system overhead, traffic redirection latency, |
-    | 2026-06-14 | [Helm](https://nubenetes.com/helm) | 🟑 high | Deep-dive architecture portal on Helm, the package manager for Kubernetes. Focuses on structuring dry templates, lifecycle hooks, chart dependencies, release versioning, and secure variables managemen |
-    | 2026-06-14 | [Gradle Cheat Sheets](https://nubenetes.com/cheatsheets) | 🟑 high | High-density command syntax cheatsheet for Gradle, highlighting Kotlin/Groovy DSL setups, caching options, task graphs management, and daemon management to significantly improve build execution times. |
-    | 2026-06-14 | [feat(ui): Add AppSet to Application Resource Tree in Argo CD](https://github.com/argoproj/argo-cd/pull/26601) | 🟑 high | The official Argo CD feature enhancement that maps ApplicationSets directly inside the dashboard UI tree. This view simplifies managing multi-tenant topologies and nested application definitions for p |
-    | 2026-06-14 | [github: Tekton Pipelines](https://github.com/tektoncd/pipeline) | 🟑 high | A secondary reference to Tekton's core Pipeline engine. Focuses on declarative resource management via Custom Resource Definitions, detailing how Tekton uses specialized Tasks and Steps to run multi-s |
-    | 2026-06-14 | [github.com/jenkinsci/kubernetes-operator: 🌟](https://github.com/jenkinsci/kubernetes-operator) | 🟑 high | The official, production-ready Kubernetes custom controller designed to automate Jenkins lifecycle events inside Kubernetes. This system implements automated provisioning, backup restoration, plugin m |
-    | 2026-06-14 | [dagger/dagger: Dagger is a portable devkit for CICD](https://github.com/dagger/dagger) | 🟑 high | The main Git repository for Dagger, the revolutionary CI/CD engine built on BuildKit. Enables writing robust pipelines in general-purpose languages like Go, Python, or TypeScript, completely replacing |
-    | 2026-06-14 | [github.com/glasskube/glasskube](https://github.com/glasskube/glasskube) | 🟑 high | The official open-source repository for Glasskube, a next-generation package manager for Kubernetes written in Go. Glasskube simplifies package discovery, automated lifecycle updates, and dependency m |
-    | 2026-06-14 | [onedev](https://github.com/theonedev/onedev) | 🟑 high | An all-in-one, highly scalable self-hosted Git service and CI/CD platform. Features visual pipeline construction, interactive code navigation, and issue-tracking, optimized to run as a single-node set |
-    | 2026-06-14 | [pipeline-graph-view-plugin 🌟](https://github.com/jenkinsci/pipeline-graph-view-plugin) | 🟑 high | The underlying backend and visualization architecture for the Pipeline Graph View. Utilizing React components, it interfaces with Jenkins Core APIs to supply real-time execution graphs and state repor |
+    | 2026-06-01 | [Argo CD](https://argoproj.github.io/argo-cd) | πŸ”΄ critical | The absolute industry standard for GitOps-based continuous delivery, enabling seamless synchronization of declarative Kubernetes states. |
+    | 2026-06-13 | [github: Flux Version 2](https://github.com/fluxcd/flux2) | πŸ”΄ critical | A foundational GitOps controller toolkit that provides highly parallel, decoupled resource reconciliation directly inside Kubernetes. |
+    | 2026-06-14 | [dagger/dagger: Dagger is a portable devkit for CICD](https://github.com/dagger/dagger) | 🟑 high | A paradigm-shifting CI/CD engine built on BuildKit that enables developers to write portable pipelines in general-purpose programming languages. |
+    | 2026-06-14 | [github: Tekton Pipelines](https://github.com/tektoncd/pipeline) | 🟑 high | A powerful, Kubernetes-native declarative CI/CD framework that runs serverless pipelines natively using Custom Resource Definitions. |
+    | 2026-06-14 | [Helm](https://nubenetes.com/helm) | 🟑 high | The de-facto package manager for Kubernetes, critical for structuring, versioning, and deploying complex cloud-native applications. |
+    | 2026-06-08 | [github.com/flux-iac/tofu-controller](https://github.com/flux-iac/tofu-controller) | 🟑 high | Brings GitOps reconciliation to OpenTofu and Terraform, solving the infrastructure-as-code and GitOps alignment challenge natively. |
+    | 2026-06-14 | [Keptn](https://nubenetes.com/keptn) | 🟑 high | An enterprise-grade cloud-native application lifecycle orchestrator that automates SLO-based evaluations and canary promotions. |
+    | 2026-06-13 | [Prow](https://github.com/kubernetes/test-infra/tree/master/prow) | 🟑 high | A highly scalable, Kubernetes-native CI/CD platform optimized for large-scale cloud-native project governance and automated testing. |
+    | 2026-06-08 | [kubernetes-plugin: Kubernetes plugin for Jenkins 🌟](https://github.com/jenkinsci/kubernetes-plugin) | 🟑 high | An enterprise essential that dynamically scales Jenkins execution capacities by auto-provisioning isolated worker pods on-demand within Kubernetes. |
+    | 2026-06-14 | [github.com/glasskube/glasskube](https://github.com/glasskube/glasskube) | πŸ”΅ medium | An emerging, next-generation Kubernetes package manager written in Go that simplifies automated dependency and lifecycle updates. |
 
     **Observability, SRE & Testing**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-14 | [grafana.com: How to manage high cardinality metrics in Prometheus and Kubernetes](https://grafana.com/blog/how-to-manage-high-cardinality-metrics-in-prometheus-and-kubernetes) | 🟑 high | Crucial blueprint for managing high cardinality metrics within Prometheus. Outlines techniques like metric dropping, relabeling rules, and dashboard optimization to mitigate memory pressure and reduce |
-    | 2026-06-14 | [grafana.com: How to monitor Kubernetes clusters with the Prometheus Operator](https://grafana.com/blog/how-to-monitor-kubernetes-clusters-with-the-prometheus-operator) | 🟑 high | Comprehensive configuration guide for deploying and managing the Prometheus Operator on Kubernetes. Demonstrates configuring ServiceMonitor and PodMonitor custom resources to automate collection of dy |
-    | 2026-06-14 | [My Dynatrace proof of concept 🌟](https://github.com/nubenetes/awesome-kubernetes/blob/master/pdf/dynatrace_demo.pdf) | 🟑 high | A comprehensive architectural evaluation report and proof of concept depicting Dynatrace deployment inside complex Kubernetes topologies. Discusses performance impact, instrumentation automation, and  |
-    | 2026-06-14 | [Netdata](https://github.com/netdata/netdata) | 🟑 high | An ultra-high-performance, zero-configuration system monitoring agent boasting over 79k stars on GitHub. Netdata provides real-time, per-second metrics directly from physical hosts, virtual machines,  |
-    | 2026-06-14 | [github.com/grafana/mimir](https://github.com/grafana/mimir) | 🟑 high | Grafana Mimir is a highly scalable, multi-tenant database for long-term Prometheus metrics storage. Engineered to easily process billions of active series with fast query performance and operational i |
-    | 2026-06-14 | [louislam/uptime-kuma](https://github.com/louislam/uptime-kuma) | 🟑 high | A highly popular self-hosted synthetic monitoring tool written in Node.js. It features multi-protocol ping, HTTP/TCP checks, certificate monitoring, integration with multi-channel alert providers, and |
-    | 2026-06-13 | [grafana/agent: Grafana Agent](https://github.com/grafana/agent) | 🟑 high | An agent for metrics, logs, and trace collection. Live grounding confirms Grafana Agent is now deprecated and succeeded by Grafana Alloy, the vendor's unified telemetry collector for OpenTelemetry and |
-    | 2026-06-13 | [github.com/open-telemetry/opentelemetry-operator](https://github.com/open-telemetry/opentelemetry-operator) | 🟑 high | Kubernetes operator for automating the deployment and management of the OpenTelemetry Collector. Simplifies application instrumentation via automated inject mechanisms for Java, NodeJS, Python, and Do |
-    | 2026-06-13 | [Grafana Tempo](https://github.com/grafana/tempo) | 🟑 high | A high-scale, cost-effective distributed tracing backend designed to work exclusively with object storage like S3 or GCS. In 2026, Tempo has consolidated its position as the premier choice for large-s |
-    | 2026-06-13 | [github.com/prometheus/prometheus](https://github.com/prometheus/prometheus) | 🟑 high | Source codebase for Prometheus, the benchmark cloud-native telemetry engine. Employs active scraping mechanics over HTTP alongside a custom-built local TSDB to deliver sub-second querying speeds and p |
+    | 2026-06-13 | [github.com/prometheus/prometheus](https://github.com/prometheus/prometheus) | πŸ”΄ critical | Prometheus remains the absolute cornerstone of cloud-native telemetry and the primary backend for modern SRE observability. |
+    | 2026-06-12 | [OpenTelemetry Collector](https://github.com/open-telemetry/opentelemetry-collector) | πŸ”΄ critical | The OpenTelemetry Collector is the industry-standard pipeline for vendor-agnostic telemetry collection, processing, and routing. |
+    | 2026-06-12 | [kube-prometheus](https://github.com/prometheus-operator/kube-prometheus) | πŸ”΄ critical | It serves as the de facto reference architecture and deployment pattern for comprehensive Kubernetes cluster monitoring. |
+    | 2026-06-14 | [kube-state-metrics 🌟](https://github.com/kubernetes/kube-state-metrics) | πŸ”΄ critical | This indispensable agent translates raw Kubernetes API server states into actionable Prometheus metrics for cluster-wide health tracking. |
+    | 2026-05-17 | [github.com/prometheus-operator](https://github.com/prometheus-operator) | πŸ”΄ critical | This operator is the foundational standard for automating the lifecycle, configuration, and scaling of Prometheus instances within Kubernetes. |
+    | 2026-06-13 | [github.com/open-telemetry/opentelemetry-operator](https://github.com/open-telemetry/opentelemetry-operator) | 🟑 high | It dramatically simplifies observability by automating collector deployment and zero-code instrumentation of applications inside Kubernetes. |
+    | 2026-06-13 | [Grafana Tempo](https://github.com/grafana/tempo) | 🟑 high | It enables cost-effective distributed tracing at massive scale by leveraging inexpensive object storage over complex search backends. |
+    | 2026-06-09 | [Litmus Chaos is a toolset to do chaos engineering in a kubernetes native way. Litmus provides chaos CRDs for Cloud-Native developers and SREs to inject, orchestrate and monitor chaos to find weaknesses in Kubernetes deployments](https://github.com/litmuschaos/litmus) | 🟑 high | This CNCF-incubating tool provides a Kubernetes-native way for SREs to build, orchestrate, and automate resilience testing. |
+    | 2026-06-14 | [github.com/grafana/mimir](https://github.com/grafana/mimir) | 🟑 high | It provides enterprise-grade scalability, multi-tenancy, and long-term storage capabilities for organizations running massive Prometheus workloads. |
+    | 2026-06-14 | [grafana.com: How to manage high cardinality metrics in Prometheus and Kubernetes](https://grafana.com/blog/how-to-manage-high-cardinality-metrics-in-prometheus-and-kubernetes) | 🟑 high | It delivers actionable blueprints to resolve high-cardinality metrics, which is the single largest operational bottleneck and cost driver in Kubernetes monitoring. |
 
     **DevOps & Culture**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-14 | [IaC Infrastructure as Code](https://nubenetes.com/iac) | 🟑 high | Nubenetes architectural reference portal on Infrastructure as Code (IaC). Outlines fundamental philosophies, lifecycle management, and paradigm shifts of treating bare-metal, cloud, or cluster state a |
-    | 2026-06-14 | [joplin](https://github.com/laurent22/joplin) | 🟑 high | A widely adopted open-source note-taking and to-do application. Supports End-to-End Encryption (E2EE), Markdown editing, and dynamic synchronization across private cloud systems. |
-    | 2026-06-13 | [github.com/backstage/backstage](https://github.com/backstage/backstage) | 🟑 high | Backstage is an open-source framework created by Spotify for building customizable internal developer portals. It consolidates service catalogs, software templates, technical documentation, and observ |
-    | 2026-06-12 | [Azure DevOps MCP Server](https://github.com/microsoft/azure-devops-mcp) | 🟑 high | An official Microsoft MCP server repository enabling AI Agents (like Claude or GitHub Copilot) to interact seamlessly with Azure DevOps. Allows agents to manage work items, query repositories, and orc |
-    | 2026-06-10 | [Devtron](https://github.com/devtron-labs/devtron) | 🟑 high | A comprehensive, open-source AppOps platform for Kubernetes designed to consolidate CI/CD pipelines, GitOps, observability, and cost optimization. Provides self-service deployment interfaces, security |
-    | 2026-06-03 | [Awesome Sysadmin](https://github.com/awesome-foss/awesome-sysadmin) | 🟑 high | An exhaustive curation of open-source sysadmin resources, listing production-ready system monitors, configuration management tools, security suites, and virtualization frameworks used globally by SREs |
-    | 2026-06-01 | [ASDF 🌟](https://asdf-vm.com) | 🟑 high | An extensible CLI runtime version manager that unifies environment configurations (Node.js, Ruby, Python, Elixir, Go, and more) under a single .tool-versions file. Successfully eliminates environment  |
-    | 2026-06-18 | [Promotion-Based Development: A Fast Track to Mediocrity](https://vadimkravcenko.com/shorts/promotion-based-development) | 🟑 high | A thought-provoking critique of development environments where promotion tracks heavily incentivize complex over-engineering and short-term visibility tasks rather than long-term architectural stabili |
-    | 2026-06-18 | [puppet.com: The 2021 State of DevOps Report is here! 🌟](https://www.puppet.com/resources/state-of-devops-report) | 🟑 high | Landmark research report outlining DevOps adoption phases, focusing on the critical role of platform engineering and self-service capabilities in accelerating organizational maturity. Delivers quantif |
-    | 2026-06-14 | [Google Docs: doc.new](https://accounts.google.com/v3/signin/identifier?continue=https%3A%2F%2Fdocs.google.com%2Fdocument%2Fu%2F0%2Fcreate%3Fusp%3Ddot_new&dsh=S-551027576%3A1779031360486315&followup=https%3A%2F%2Fdocs.google.com%2Fdocument%2Fu%2F0%2Fcreate%3Fusp%3Ddot_new<mpl=docs&osid=1&passive=1209600&service=wise&flowName=WebLiteSignIn&flowEntry=ServiceLogin&ifkv=AWa2PasT3fzmBVDogbYOa448WODYqcNpbr94eLlOd4kL-w5BLgVa3s5bweNB_q-BV6hVUtWFJzfuoQ) | 🟑 high | Direct shortcut mechanism for instantly initializing an empty, collaborative Google Doc environment under the user's active Google account identity. Highly useful for collaborative platform runtime do |
+    | 2026-06-13 | [github.com/backstage/backstage](https://github.com/backstage/backstage) | πŸ”΄ critical | Backstage is the leading CNCF-backed framework for building internal developer portals, fundamentally shifting how enterprises manage microservices and cognitive load. |
+    | 2026-06-12 | [Azure DevOps MCP Server](https://github.com/microsoft/azure-devops-mcp) | 🟑 high | It bridges the gap between AI agents and enterprise execution by enabling LLMs to natively orchestrate work items and repositories in Azure DevOps. |
+    | 2026-06-10 | [Devtron](https://github.com/devtron-labs/devtron) | 🟑 high | Devtron provides a unified, production-ready AppOps console for Kubernetes that accelerates GitOps, observability, and security adoption. |
+    | 2026-06-14 | [IaC Infrastructure as Code](https://nubenetes.com/iac) | 🟑 high | This comprehensive reference architecture maps out modern cloud-native standards for treating infrastructure and cluster state purely as code. |
+    | 2026-06-02 | [Introducing Cursor in Jira - Inside Atlassian](https://www.atlassian.com/blog/company-news/cursor-in-jira) | 🟑 high | Integrating Jira with Cursor AI marks a major shift in developer experience, directly linking issue tracking with autonomous agentic code workflows. |
+    | 2026-06-14 | [blog.postman.com: What Is PlatformOps?](https://blog.postman.com/what-is-platformops) | πŸ”΅ medium | It clearly outlines PlatformOps as the execution methodology of Platform Engineering, driving modern organizational structures. |
+    | 2026-05-29 | [action-tmate: Debug GitHub Actions via SSH](https://github.com/mxschmitt/action-tmate) | 🟑 high | This tool drastically improves MTTR for platform teams by enabling real-time, interactive SSH debugging inside active GitHub Actions runners. |
+    | 2026-06-14 | [NoOps](https://nubenetes.com/noops) | πŸ”΅ medium | Provides a strategic roadmap for organizations aiming to transition from heavy ops overhead to fully automated, self-healing, serverless environments. |
+    | 2026-06-01 | [ASDF 🌟](https://asdf-vm.com) | πŸ”΅ medium | Eliminates local environment configuration drift across engineering teams by standardizing polyglot tool runtimes in a single file. |
+    | 2026-06-14 | [DevOps Tools](https://nubenetes.com/devops-tools) | πŸ”΅ medium | A crucial reference map for navigating the complex cloud-native ecosystem across continuous integration, deployment, and telemetry. |
 
     **Platform Engineering & DevEx**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-12 | [apisix](https://github.com/apache/apisix) | 🟑 high | Apache APISIX is a high-performance, dynamic cloud-native API gateway built on Nginx and OpenResty. It provides dynamic routing, active health checking, security protection, and telemetry integration, |
-    | 2026-06-11 | [Azure/Draft 🌟](https://github.com/Azure/draft) | 🟑 high | Azure Draft simplifies early-stage developer onboarding onto Kubernetes. By scanning source code directories, it automatically generates containerization assets including Dockerfiles, Kubernetes manif |
-    | 2026-06-01 | [Backstage Developer Portal:](https://backstage.io) | 🟑 high | Created by Spotify and donated to the CNCF, Backstage is an open-source framework for building internal developer portals. It unifies infrastructure tooling, services, and documentation under a single |
-    | 2026-06-01 | [developer.android.com](https://developer.android.com) | 🟑 high | Google's official portal containing documentation, API reference guides, and system architectures for Android app development. It is the primary ecosystem hub for designing mobile client interactions, |
-    | 2026-06-01 | [developer.apple.com](https://developer.apple.com) | 🟑 high | Apple's developer resources hub, providing SDK documentation, SwiftUI design frameworks, and distribution guidelines. The platform provides fundamental patterns for building client-side integrations w |
-    | 2026-06-01 | [Spring Cloud Gateway](https://spring.io/projects/spring-cloud-gateway) | 🟑 high | Spring Cloud Gateway provides an API routing mechanism built on Spring WebFlux and Project Reactor. Ideal for Java and Spring Boot microservice architectures, it facilitates non-blocking, reactive tra |
-    | 2026-06-01 | [KrakenD: The fastest API gateway comes with true linear scalability 🌟](https://www.krakend.io) | 🟑 high | KrakenD is an enterprise-ready, open-source API Gateway engineered for linear scalability and ultra-high performance. By utilizing a stateless execution model, it avoids the overhead of internal datab |
-    | 2026-05-22 | [github.com/Ileriayo/markdown-badges: Markdown Badges](https://github.com/Ileriayo/markdown-badges) | 🟑 high | A massive curated catalog of dynamic, consistent, and beautiful SVG shields and badges for GitHub repositories. It supports a wide array of languages, frameworks, cloud providers, and developer tools. |
-    | 2025-08-22 | [Markdown Cheat Sheet 4](https://github.com/adam-p/markdown-here/wiki/Markdown-Cheatsheet) | 🟑 high | One of the most starred and utilized Markdown references on GitHub. Curator Insight emphasizes its extreme offline utility. Live Grounding validates its legacy status as the primary standard for forma |
-    | 2026-06-02 | [Google Developers Profile Dashboard](https://developers.google.com/profile/u/me/dashboard) | 🟑 high | An enterprise portal centralizing developer badges, certification pathways, and continuous education tracks for Google architectures. Allows developers to monitor personalized progress in platform-spe |
+    | 2026-06-01 | [Backstage Developer Portal:](https://backstage.io) | πŸ”΄ critical | Unifies infrastructure, tooling, and services under a single open-source framework, acting as the gold standard for Platform Engineering portals. |
+    | 2026-06-11 | [Azure/Draft 🌟](https://github.com/Azure/draft) | 🟑 high | Significantly lowers the barrier to entry for Kubernetes development by automating the generation of containerization assets directly from source code. |
+    | 2026-06-12 | [apisix](https://github.com/apache/apisix) | 🟑 high | Provides a high-performance, dynamic cloud-native API gateway option crucial for routing and security in modern platform architectures. |
+    | 2026-06-01 | [Kong API Manager](https://konghq.com/products/kong-gateway) | 🟑 high | Serves as one of the most widely adopted lightweight gateways, delivering essential microservice governance and routing capabilities. |
+    | 2026-06-01 | [Material for MkDocs](https://squidfunk.github.io/mkdocs-material) | 🟑 high | Defines the industry standard for modern technical documentation UI, fundamentally improving the developer experience around self-service learning. |
+    | 2026-06-01 | [docs.traefik.io](https://doc.traefik.io/traefik) | 🟑 high | Acts as a cornerstone for dynamic ingress routing and middleware configuration in cloud-native Kubernetes environments. |
+    | 2026-06-01 | [Tyk API Manager](https://tyk.io) | 🟑 high | Offers an enterprise-grade, Go-native gateway that simplifies API management and clustering configurations across multi-cloud platform environments. |
+    | 2026-06-01 | [Red Hat 3scale API Management](https://www.redhat.com/en/technologies/jboss-middleware/3scale) | 🟑 high | Delivers an operator-driven API management framework optimized for scaling microservices directly on OpenShift container platforms. |
+    | 2026-06-01 | [readme.so](https://readme.so) | πŸ”΅ medium | Improves developer onboarding speed and standardizes repository styling through an intuitive visual README generation tool. |
+    | 2026-06-01 | [MkDocs](https://www.mkdocs.org) | πŸ”΅ medium | Enables engineering teams to seamlessly compile and deploy developer documentation within native continuous integration workflows. |
 
     **FinOps & Cloud Cost**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-05-17 | [calculator.aws: AWS Total Cost of Ownership (TCO) Calculators](https://calculator.aws) | 🟑 high | The official pricing modeling platform for AWS cloud architectures. Empowers engineers to compute operational expenses and model total cost of ownership forecasts before initiating system builds. |
-    | 2026-05-17 | [cast.ai: Keep your AWS Kubernetes costs in check with intelligent allocation' (EKS)](https://cast.ai/blog/keep-your-aws-kubernetes-costs-in-check-with-intelligent-allocation) | 🟑 high | Explores Kubernetes resource provisioning on EKS using automated container allocations. Offers strategies to prevent container-level over-provisioning and dynamically handle node scaling tasks to curb |
-    | 2026-05-17 | [Visualize and gain insights into your AWS cost and usage with Cloud Intelligence Dashboards and CUDOS using Amazon QuickSight](https://aws.amazon.com/blogs/mt/visualize-and-gain-insights-into-your-aws-cost-and-usage-with-cloud-intelligence-dashboards-using-amazon-quicksight) | 🟑 high | Guide to building operational cost dashboards via AWS CUDOS and Amazon QuickSight. Translates complex billing files into detailed visualizations tracking anomalous expenditure patterns in real time. |
-    | 2026-06-08 | [github.com/mivano/azure-cost-cli](https://github.com/mivano/azure-cost-cli) | 🟑 high | Focuses on tag-based cost-querying using the `azure-cost-cli` tool. Explains how to extract billing data grouped by tags to simplify chargeback allocations and identify untagged resources. |
-    | 2026-06-02 | [Uber's COO Says It's Getting Harder to Justify the Money Spent on AI](https://www.businessinsider.com/uber-coo-andrew-macdonald-ai-token-spending-harder-justify-2026-5) | 🟑 high | This analytical piece covers the emerging industry backlash against unchecked corporate 'tokenmaxxing' and AI expenditure, centered on remarks by Uber's COO Andrew Macdonald. It examines the operation |
-    | 2026-05-17 | [Manage Amazon S3 storage costs granularly and at scale using S3 Intelligent-Tiering](https://aws.amazon.com/blogs/storage/manage-amazon-s3-storage-costs-granularly-and-at-scale-using-s3-intelligent-tiering) | 🟑 high | Details how S3 Intelligent-Tiering minimizes administration tasks by automating object data migration. Moves records between active and archival tiers based on individual file lifecycle events. |
-    | 2026-05-17 | [freecodecamp.org: How to Optimize your AWS Cloud Architecture Costs](https://www.freecodecamp.org/news/cost-optimization-in-aws) | 🟑 high | An extensive blueprint targeting cost optimization on AWS. Elaborates on compute rightsizing, orchestrating managed storage lifecycles, and identifying idle infrastructure configurations to lower over |
-    | 2026-05-17 | [infoq.com: AWS Launches Low-Cost Burstable T4g Instances Powered by AWS' Graviton2](https://www.infoq.com/news/2020/09/aws-ec2-t4g-instances) | 🟑 high | Discusses the deployment of ARM64 Graviton2-powered burstable T4g instances on AWS. Outlines the raw price-to-performance value, noting up to 40% improvements over comparable x86-based environments. |
-    | 2026-05-17 | [aws.amazon.com: Amazon S3 Glacier Price Reduction](https://aws.amazon.com/es/blogs/aws/amazon-s3-glacier-price-reduction) | 🟑 high | Analyses structural price reductions on S3 Glacier archiving solutions. Evaluates its architectural impact for enterprises storing high-volume data lakes and maintaining long-term historical complianc |
-    | 2026-05-17 | [infoq.com: AWS Announces Lower Cost Storage Classes for Amazon Elastic File' System](https://www.infoq.com/news/2021/03/aws-efs-one-zone-storage-classes) | 🟑 high | Introduces the Amazon Elastic File System (EFS) One Zone storage class, offering cost-optimized options for shared storage. Cuts storage expenses by up to 47% compared to regional replication variants |
+    | 2026-06-01 | [FinOps Foundation: FinOps.org](https://www.finops.org) | πŸ”΄ critical | As the official home of the Linux Foundation's FinOps project, it establishes the industry-standard FOCUS framework for unifying cloud cost datasets. |
+    | 2026-05-17 | [cast.ai: Keep your AWS Kubernetes costs in check with intelligent allocation' (EKS)](https://cast.ai/blog/keep-your-aws-kubernetes-costs-in-check-with-intelligent-allocation) | 🟑 high | Automates real-time Kubernetes resource provisioning on EKS to dynamically prevent container-level over-provisioning and lower compute waste. |
+    | 2026-06-18 | [cncf.io: FinOps for Kubernetes: Insufficient – or nonexistent – Kubernetes' cost monitoring is causing overspend](https://www.cncf.io/blog/2021/06/29/finops-for-kubernetes-insufficient-or-nonexistent-kubernetes-cost-monitoring-is-causing-overspend) | 🟑 high | Addresses the severe industry issue of container-level cost blindness by advocating for specialized Kubernetes monitoring under the CNCF umbrella. |
+    | 2026-05-17 | [medium.com/develeap: Cutting down Kubernetes Costs: Cast.ai vs. Karpenter](https://medium.com/develeap/cutting-down-kubernetes-costs-cast-ai-vs-karpenter-20f6788b4c67) | 🟑 high | Provides a crucial architectural comparison between Karpenter and Cast.ai, helping engineers choose the best dynamic scaling strategy for cluster cost-efficiency. |
+    | 2026-05-17 | [medium.com/@danielepolencic: In Kubernetes, are there hidden costs to' running many cluster nodes?](https://medium.com/@danielepolencic/reserved-cpu-and-memory-in-kubernetes-nodes-65aee1946afd) | πŸ”΅ medium | Exposes the hidden financial impact of kubelet daemon resource reservations, which compound costs when running many small Kubernetes nodes. |
+    | 2026-05-17 | [engineering.razorpay.com: The Culture of Cost Optimization β€” Reducing Kubernetes' cost by $300,000](https://engineering.razorpay.com/the-culture-of-cost-optimization-reducing-kubernetes-cost-by-300-000-32611cdd19d9) | 🟑 high | Offers an enterprise-grade real-world blueprint showing how a major payment platform shaved $300,000 off their production Kubernetes bill. |
+    | 2026-04-09 | [Cloudburn: An Open-Source Policy Engine for AWS Spending](https://github.com/towardsthecloud/cloudburn) | πŸ”΅ medium | Applies modern, declarative GitOps-style policy engines to AWS cloud spending to programmatically destroy idle and non-compliant resources. |
+    | 2026-06-02 | [Uber's COO Says It's Getting Harder to Justify the Money Spent on AI](https://www.businessinsider.com/uber-coo-andrew-macdonald-ai-token-spending-harder-justify-2026-5) | 🟑 high | Signals a major industry shift as massive enterprises begin to enforce strict cost optimization and FinOps governance on generative AI token consumption. |
+    | 2026-05-17 | [thenewstack.io: Cloud Bill Risks of AWS Reserved Instances and Savings Plans](https://thenewstack.io/cloud-bill-risks-of-aws-reserved-instances-and-savings-plans) | 🟑 high | Analyzes the operational friction between rigid financial commitment contracts (RIs/Savings Plans) and highly elastic, dynamic microservice architectures. |
+    | 2026-05-17 | [Visualize and gain insights into your AWS cost and usage with Cloud Intelligence Dashboards and CUDOS using Amazon QuickSight](https://aws.amazon.com/blogs/mt/visualize-and-gain-insights-into-your-aws-cost-and-usage-with-cloud-intelligence-dashboards-using-amazon-quicksight) | πŸ”΅ medium | Delivers the industry's default enterprise blueprint for deploying QuickSight-based CUDOS dashboards to visualize AWS Cost and Usage Reports. |
 
     **Certification & Training**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-18 | [techiescamp/devops-projects:Real-World DevOps Projects For Learning](https://github.com/techiescamp/devops-projects) | 🟑 high | A stellar, end-to-end GitHub archive that compiles structural templates, infrastructure blueprints, and multi-tier CI/CD pipelines. Features real-world deployment playbooks using Terraform, Ansible, a |
-    | 2026-06-13 | [github.com/aws-samples/aws-customer-playbook-framework 🌟](https://github.com/aws-samples/aws-customer-playbook-framework) | 🟑 high | A comprehensive operational framework that helps organizations define, structure, and automate IT playbooks and runbooks on AWS. Enhances incident response protocols and disaster recovery simulations. |
-    | 2026-06-11 | [github.com/aws-samples/aws-auto-inventory: AWS Automated Inventory 🌟](https://github.com/aws-samples/aws-auto-inventory) | 🟑 high | An automated system designed to discover, track, and catalog AWS infrastructure assets across multiple regions and accounts. Leverages Serverless functions and AWS Config to maintain real-time complia |
-    | 2026-06-09 | [github.com/spring-projects/spring-petclinic](https://github.com/spring-projects/spring-petclinic) | 🟑 high | Curator Insight targets the actual source code repository for the Spring Petclinic community project. Live Grounding confirms this project is an invaluable asset across the software industry to demons |
-    | 2026-06-09 | [ref 8](https://github.com/spring-projects/spring-petclinic/issues/339) | 🟑 high | A major architectural discussion issue thread in the official Spring Petclinic repository. Explores the design decisions, trade-offs, and container integration requirements leading up to modern contai |
-    | 2026-06-01 | [cheatsheetseries.owasp.org: OWASP Cheat Sheet Series 🌟🌟](https://cheatsheetseries.owasp.org/index.html) | 🟑 high | Curator Insight: The definitive security reference series detailing modern web app vulnerability mitigations. Live Grounding: Updated dynamically through 2026, this master reference provides critical  |
-    | 2026-06-01 | [codely.tv](https://codely.com/en) | 🟑 high | Spanish-language portal dedicated to Domain-Driven Design (DDD), Clean Code, CQRS patterns, and resilient microservice designs. It details testing strategies for highly decoupled, container-centric pr |
-    | 2026-06-01 | [terraform.io: Terraform Commands](https://developer.hashicorp.com/terraform/cli/commands) | 🟑 high | Curator Insight: The definitive, official CLI reference for HashiCorp Terraform. Live Grounding: Crucial for advanced state management, covering complex commands like terraform import, state mv, state |
-    | 2026-06-01 | [git-scm.com: Git reference](https://git-scm.com/docs) | 🟑 high | Curator Insight: The canonical, official Git command-line reference. Live Grounding: Serves as the ultimate authority on version control algorithms, low-level plumbing commands, complex history manipu |
-    | 2026-06-01 | [kubernetes.io 🌟](https://kubernetes.io/docs/reference/kubectl/quick-reference) | 🟑 high | The canonical reference documentation for the kubectl command-line utility. Provides up-to-date syntax patterns for resource creation, patch edits, formatting outputs, and real-time container log anal |
+    | 2026-06-18 | [techiescamp/devops-projects:Real-World DevOps Projects For Learning](https://github.com/techiescamp/devops-projects) | 🟑 high | Essential hands-on learning tool offering real-world multi-tier CI/CD and IaC blueprints for practical DevOps training. |
+    | 2026-06-01 | [kubernetes.io 🌟](https://kubernetes.io/docs/reference/kubectl/quick-reference) | πŸ”΄ critical | The official kubectl quick reference is an indispensable tool and the primary authorized documentation allowed during CKA, CKAD, and CKS exams. |
+    | 2026-06-01 | [The Linux Foundation Training](https://training.linuxfoundation.org/resources) | πŸ”΄ critical | The definitive curriculum provider and certification authority for industry-standard CNCF benchmarks including the CKA, CKAD, and CKS. |
+    | 2026-06-08 | [stefanprodan/podinfo](https://github.com/stefanprodan/podinfo) | 🟑 high | The industry-standard reference microservice for teaching teams Kubernetes health probes, progressive delivery, and telemetry instrumentation. |
+    | 2026-06-01 | [kube.academy](https://kube.academy) | 🟑 high | Offers highly polished, structured modular training tracks focusing on complex enterprise Kubernetes operations and security controls. |
+    | 2026-06-01 | [techstudyslack.com](https://techstudyslack.com) | πŸ”΅ medium | A popular peer-led community offering real-time technical debugging and study support dedicated to cloud architecture and Kubernetes certifications. |
+    | 2026-06-01 | [Coursera.org](https://www.coursera.org) | 🟑 high | Provides industry-backed structured specializations covering distributed application architectures and cloud-native software engineering. |
+    | 2026-06-01 | [edx.org](https://www.edx.org) | πŸ”΄ critical | Hosts the Linux Foundation's official cloud-native course catalog, bridging theoretical systems knowledge with CLI practice. |
+    | 2026-06-01 | [Whizlabs](https://www.whizlabs.com) | 🟑 high | A premier exam-prep platform delivering rigorous CKA, CKAD, and CKS simulations and cloud-based practice sandboxes. |
+    | 2026-06-18 | [github.com/devoriales/kubectl-cheatsheet](https://github.com/devoriales/cheatsheets) | 🟑 high | An excellent troubleshooting resource prioritizing the exact node-maintenance and diagnostic commands needed for practical Kubernetes exams. |
 
     **AWS**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-18 | [aidansteele/secretsctx](https://github.com/aidansteele/secretsctx) | 🟑 high | A Go-based runtime library designed to inject dynamic secrets from external storage layers directly into context-aware serverless pipelines. By managing runtime secret validation outside main configur |
-    | 2026-06-18 | [github: Steps I used to install Nagios in the cloud](https://github.com/andrewpuch/nagios_setup) | 🟑 high | A historical walkthrough illustrating legacy installations of the Nagios monitoring framework inside static virtual instances. Outlines core process definitions, alerting rules, and manual configurati |
-    | 2026-06-13 | [github.com/awslabs/assisted-log-enabler-for-aws: Assisted Log Enabler -' Find resources that are not logging, and turn them on](https://github.com/awslabs/assisted-log-enabler-for-aws) | 🟑 high | An AWS Labs community-focused repository offering automation scripts to identify resource endpoints that lack active logging and programmatically enable auditing (e.g., S3 server access logging, VPC F |
-    | 2026-06-13 | [awslabs/aws-cloudsaga: AWS CloudSaga - Simulate security events in AWS](https://github.com/awslabs/aws-cloudsaga) | 🟑 high | AWS CloudSaga is an open-source tool developed by AWS to simulate security events and malicious activity directly inside your AWS environment. It enables security operations teams to validate detectio |
-    | 2026-06-13 | [Ceph: A Distributed Object, Block, and File Storage Platform](https://github.com/ceph/ceph) | 🟑 high | An enterprise-grade, highly scalable distributed storage ecosystem providing object, block, and file system storage on a single unified cluster. Widely adopted as the primary storage layer backing clo |
-    | 2026-06-12 | [github.com/ministryofjustice: Modernisation Platform - Architecture Decisions](https://github.com/ministryofjustice/modernisation-platform/tree/main/architecture-decision-record) | 🟑 high | The public collection of Architecture Decision Records (ADRs) from the UK Ministry of Justice Modernisation Platform. This serves as a key reference for cloud governance, public sector IT standards, a |
-    | 2026-06-12 | [github.com/infrahouse/infrahouse-toolkit](https://github.com/infrahouse/infrahouse-toolkit) | 🟑 high | The Infrahouse Toolkit provides operational automation helpers specifically engineered to simplify AWS infrastructure deployment pipelines. It streamlines actions such as dynamic DNS configurations, i |
-    | 2026-06-01 | [AWS Backup Service](https://aws.amazon.com/backup) | 🟑 high | The main technical portal for AWS Backup, a fully managed backup hub that centralizes and automates data protection across various AWS services. Live Grounding affirms AWS Backup as the primary enterp |
-    | 2026-05-17 | [Working with PostgreSQL, MySQL, and MariaDB Read Replicas - Amazon](https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_ReadRepl.html) | 🟑 high | Exhaustive official guide detailing the design, limits, and monitoring of read-replicas for open-source engines in AWS RDS. Covers cross-region replication strategies and promoting a replica to master |
-    | 2026-05-17 | [Working with an Amazon RDS DB Instance in a VPC](https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_VPC.WorkingWithRDSInstanceinaVPC.html) | 🟑 high | The foundational AWS RDS VPC networking architecture reference. Analyzes subnet group designations, public versus private access configurations, and network isolation topologies for secure DB hosting. |
+    | 2026-06-02 | [Get started with OpenAI GPT-5.5, GPT-5.4 models, and Codex on Amazon Bedrock](https://aws.amazon.com/blogs/aws/get-started-with-openai-gpt-5-5-gpt-5-4-models-and-codex-on-amazon-bedrock) | πŸ”΄ critical | Marks a major paradigm shift by making OpenAI's frontier models and Codex generally available on AWS Bedrock, ending Microsoft's exclusivity. |
+    | 2026-03-23 | [github.com/localstack/localstack](https://github.com/localstack/localstack) | πŸ”΄ critical | Serves as the industry-standard local AWS cloud emulator, enabling rapid, offline development and testing of cloud-native architectures. |
+    | 2025-03-25 | [aws/containers-roadmap: AWS Containers Roadmap](https://github.com/aws/containers-roadmap) | 🟑 high | Acts as the central, open-source roadmap driving feature designs and community alignment for AWS's core container services like EKS and ECS. |
+    | 2026-04-13 | [ermetic/access-undenied-aws 🌟](https://github.com/tenable/access-undenied-aws) | 🟑 high | Simplifies AWS security operations by parsing Access Denied errors and CloudTrail events to pinpoint the exact blocking policy or SCP. |
+    | 2026-06-02 | [Introducing the next generation of Amazon OpenSearch Serverless for building your agentic AI applications](https://aws.amazon.com/blogs/aws/introducing-the-next-generation-of-amazon-opensearch-serverless-for-building-your-agentic-ai-applications) | 🟑 high | Rebuilds OpenSearch Serverless with a completely decoupled compute-storage architecture optimized for dynamic agentic AI workloads. |
+    | 2026-06-09 | [awslabs/amazon-ecr-credential-helper: Amazon ECR Docker Credential Helper](https://github.com/awslabs/amazon-ecr-credential-helper) | 🟑 high | Improves security and operational efficiency by providing native, IAM-based ECR authentication for container runtimes without periodic cron jobs. |
+    | 2024-04-20 | [github.com/one2nc/cloudlens 🌟](https://github.com/one2nc/cloudlens) | 🟑 high | Brings a k9s-like interactive terminal UI to AWS, simplifying real-time navigation and monitoring of diverse cloud infrastructure components. |
+    | 2026-06-02 | [Announcing etcd v3.7.0-beta.0](https://etcd.io/blog/2026/etcd-370-beta) | 🟑 high | Introduces a major upgrade to the Kubernetes state database, bringing vital performance and reliability improvements to cloud-native orchestrators. |
+    | 2026-06-02 | [Learn AWS IAM Interactively](https://www.learnawsiam.com) | πŸ”΅ medium | Offers an interactive, browser-based simulator for learning and debugging complex AWS IAM policy evaluation rules. |
+    | 2026-06-13 | [awslabs/aws-cloudsaga: AWS CloudSaga - Simulate security events in AWS](https://github.com/awslabs/aws-cloudsaga) | πŸ”΅ medium | Allows SecOps teams to validate detection mechanisms by simulating realistic security events and malicious activity within AWS. |
 
     **Azure**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-14 | [github.com/microsoft/CBL-Mariner](https://github.com/microsoft/azurelinux) | 🟑 high | Official repository for Azure Linux (formerly CBL-Mariner), a lightweight, container-optimized OS designed for minimal footprint and maximum security inside AKS. Strips away non-essential packages to  |
-    | 2026-06-14 | [Bicep](https://github.com/Azure/bicep) | 🟑 high | The premier declarative DSL for provisioning Azure resources. Bicep simplifies the authoring experience over raw JSON ARM templates, featuring modular design structures and native validation checks. |
-    | 2026-06-12 | [Microsoft/azure-pipelines-tasks](https://github.com/Microsoft/azure-pipelines-tasks) | 🟑 high | The official open-source repository containing the task libraries that run on Azure Pipelines. Monitoring this codebase is essential in 2026 for platform engineers who need to debug execution behavior |
-    | 2026-06-12 | [microsoft/azure-pipelines-tasks](https://github.com/microsoft/azure-pipelines-tasks) | 🟑 high | The main open-source codebase behind Azure Pipelines tasks. Critical reference for developers needing to extend build steps or troubleshoot performance bottlenecks. |
-    | 2026-06-10 | [github.com/microsoft/finops-toolkit](https://github.com/microsoft/finops-toolkit) | 🟑 high | The official Microsoft FinOps toolkit. Orchestrates Azure cost management reports, optimizes compute reservations models, standardizes amortization datasets, and formats Power BI pricing governance me |
-    | 2026-06-05 | [github.com/Azure/apiops 🌟](https://github.com/Azure/apiops) | 🟑 high | The official Azure APIOps repository implementing GitOps principles for Azure API Management (APIM). Enables organizations to automate the extraction, publishing, configuration control, and deployment |
-    | 2026-06-05 | [github.com/Azure/Enterprise-Scale: ALZ AMA Update](https://github.com/Azure/Enterprise-Scale/wiki/ALZ-AMA-Update) | 🟑 high | Crucial update tracker for the Azure Landing Zones (ALZ) Enterprise-Scale repository. Outlines migration frameworks and monitoring recommendations as the platform deprecates legacy Log Analytics agent |
-    | 2026-06-02 | [github.com/microsoft/ARI: Azure Resource Inventory 🌟🌟🌟](https://github.com/microsoft/ARI) | 🟑 high | An open-source analysis engine from Microsoft that sweeps target cloud subscriptions to render Excel inventories of deployed cloud components. |
-    | 2026-06-01 | [dbatools.io](https://dbatools.io) | 🟑 high | An open-source, community-driven PowerShell module consisting of hundreds of command abstractions for automated SQL Server administration and migration. It allows administrators to securely perform co |
-    | 2026-06-01 | [azurearcjumpstart.io](https://jumpstart.azure.com) | 🟑 high | The comprehensive Azure Arc Jumpstart portal, providing automated, hands-on sandbox scenarios for Arc-enabled infrastructure. It facilitates instant provisioning of hybrid Kubernetes, servers, and dat |
+    | 2026-06-14 | [github.com/microsoft/CBL-Mariner](https://github.com/microsoft/azurelinux) | πŸ”΄ critical | It defines the official container-optimized OS for AKS, significantly reducing the security attack surface and resource footprint for enterprise cloud-native workloads. |
+    | 2026-06-14 | [Bicep](https://github.com/Azure/bicep) | 🟑 high | As Azure's premier native IaC tool, it simplifies declarative infrastructure provisioning with modular design structures over raw ARM templates. |
+    | 2026-06-05 | [github.com/Azure/apiops 🌟](https://github.com/Azure/apiops) | 🟑 high | It applies GitOps principles to Azure API Management, allowing enterprise teams to automate and standardize API deployment pipelines. |
+    | 2026-06-01 | [azurearcjumpstart.io](https://jumpstart.azure.com) | 🟑 high | It provides automated sandbox environments that accelerate the adoption of hybrid cloud topologies using Azure Arc-enabled Kubernetes. |
+    | 2025-01-14 | [github.com/azure/mission-critical-online: Welcome to Azure Mission-Critical' Online Reference Implementation](https://github.com/azure/mission-critical-online) | πŸ”΄ critical | Provides an industry-grade reference template implementing active-active patterns and automated failovers for building resilient cloud applications. |
+    | 2026-06-02 | [Azure Update 22nd May 2026](https://www.youtube.com/watch?v=pMfG-vYvnv8&feature=youtu.be) | 🟑 high | Highlights crucial cloud-native platform updates, specifically automatic AKS instrumentation with Application Insights and native Cosmos DB integrations. |
+    | 2026-06-02 | [From Prompt to Production: Open in VS Code for Terraform in Azure Copilot](https://techcommunity.microsoft.com/blog/azuretoolsblog/from-prompt-to-production-open-in-vs-code-for-terraform-in-azure-copilot/4494931) | πŸ”΅ medium | Bridges AI-driven operations and enterprise IaC by enabling developers to instantly export Copilot-generated Terraform templates straight to VS Code. |
+    | 2026-06-02 | [Azure Hub-and-Spoke Generally Available for HCP Vault Dedicated](https://www.hashicorp.com/blog/azure-hub-and-spoke-generally-available-for-hcp-vault-dedicated) | 🟑 high | Delivers a critical, secure integration by making HCP Vault Dedicated natively available within enterprise Azure Hub-and-Spoke network architectures. |
+    | 2026-06-02 | [Terraform Azure Multi-Region Zero-Trust Architecture](https://github.com/Retzork/terraform-journey/tree/main/11%20Multi%20Region%20Zero%20Trust%20Architecture) | 🟑 high | Provides a comprehensive, production-ready Terraform blueprint for implementing zero-trust multi-region security topologies. |
+    | 2026-06-01 | [floci-az](https://github.com/floci-io/floci-az) | πŸ”΅ medium | Radically streamlines local testing and developer workflows by hosting an all-in-one local emulator for core Azure services, including AKS. |
 
     **GCP, OCI & Others**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-14 | [github.com/GoogleCloudPlatform/k8s-config-connector: GCP Config Connector](https://github.com/GoogleCloudPlatform/k8s-config-connector) | 🟑 high | Config Connector is a Kubernetes Custom Resource Definition (CRD) controller that allows operators to manage Google Cloud resources natively as if they were standard Kubernetes objects. It bridges Git |
-    | 2026-06-13 | [Google Cloud Buildpacks](https://github.com/GoogleCloudPlatform/buildpacks) | 🟑 high | An open-source implementation of Cloud Native Buildpacks optimized for GCP runtimes. It automatically transforms source code into production-ready, secured OCI container images without requiring custo |
-    | 2026-06-11 | [github.com/GoogleCloudPlatform/cloud-code-samples 🌟](https://github.com/GoogleCloudPlatform/cloud-code-samples) | 🟑 high | Curated templates and setup workflows targeting GCP's Cloud Code extension. Helps developers structure containerized services locally before auto-deploying to Google Kubernetes Engine (GKE). |
-    | 2026-05-17 | [github.com/oracle](https://github.com/oracle) | 🟑 high | The main open-source hub hosting Oracle's cloud-native integrations, including the OCI Cloud Controller Manager (CCM) and CSI storage plugins. These modules enable standard cloud interactions and dyna |
-    | 2026-06-02 | [Android XR Developer Catalyst Program](https://developer.android.com/develop/xr/catalyst) | 🟑 high | The landing page for Google's Android XR Developer Catalyst Program, which empowers developers to build spatial computing and immersive experiences for wired XR glasses (such as XREAL's Project Aura)  |
-    | 2026-06-01 | [googlecloudcheatsheet.withgoogle.com: Google Cloud Developer cheat sheet](https://cloud.google.com/products) | 🟑 high | Google's official product portal mapping its enterprise suite of cloud computing, data analytics, and machine learning services. Serves as a primary reference for system architects evaluating Google's |
-    | 2026-06-01 | [DockerHub: websphere-liberty](https://hub.docker.com/_/websphere-liberty) | 🟑 high | The official WebSphere Liberty image on Docker Hub, providing a highly optimized cloud-native runtime designed for Java EE and MicroProfile. Live Grounding emphasizes its value for enterprise applicat |
-    | 2026-06-01 | [openliberty.io](https://openliberty.io) | 🟑 high | The project portal for Open Liberty, IBM's open-source, highly modular Java runtime designed for microservices and cloud-native applications. Live Grounding highlights its performance, dynamic reloadi |
-    | 2026-06-01 | [IBM Cloud](https://www.ibm.com/solutions/cloud) | 🟑 high | The business and technical portal for IBM Cloud. Live Grounding highlights its specialization in enterprise hybrid-cloud, secure financial cloud environments, and deep integration with Red Hat OpenShi |
-    | 2026-05-17 | [github.com/openliberty](https://github.com/openliberty) | 🟑 high | The primary GitHub hub containing repositories for Open Liberty, hosting its core runtime, tooling, and integrations. Live Grounding shows a highly collaborative community pushing frequent optimizatio |
+    | 2026-06-14 | [github.com/GoogleCloudPlatform/k8s-config-connector: GCP Config Connector](https://github.com/GoogleCloudPlatform/k8s-config-connector) | 🟑 high | GCP Config Connector enables declarative, Kubernetes-native management of Google Cloud resources using CRDs, uniting infrastructure and application lifecycles under one control plane. |
+    | 2026-06-13 | [Google Cloud Buildpacks](https://github.com/GoogleCloudPlatform/buildpacks) | 🟑 high | Google Cloud Buildpacks operationalize CNCF standards to build secure, production-ready OCI container images from source code without requiring custom Dockerfiles. |
+    | 2026-05-17 | [github.com/oracle](https://github.com/oracle) | 🟑 high | Oracle's open-source hub delivers the essential Cloud Controller Manager and CSI storage plugins required to operate production-grade Kubernetes workloads on OCI. |
+    | 2026-06-18 | [engineering.mercari.com: Kubernetes based autoscaler for Cloud Spanner](https://engineering.mercari.com/en/blog/entry/20211222-kubernetes-based-spanner-autoscaler) | πŸ”΅ medium | This real-world architecture showcases how to build a custom Kubernetes-based autoscaler for Cloud Spanner to dynamically optimize both performance and cost. |
+    | 2026-06-14 | [Red Hat's approach to Edge Computing 🌟](https://www.redhat.com/en/solutions/edge-computing-approach) | 🟑 high | Red Hat's edge computing framework leverages lightweight Single-Node OpenShift and MicroShift to bring enterprise Kubernetes capabilities to disconnected, low-latency environments. |
+    | 2026-06-14 | [A hybrid cloud-native DevSecOps pipeline with JFrog Artifactory and GKE on-prem 🌟](https://docs.cloud.google.com/architecture) | 🟑 high | This architectural reference delivers a highly sought-after secure enterprise blueprint for hybrid DevSecOps by integrating JFrog Artifactory with GKE on-premises. |
+    | 2026-06-01 | [cloud.google.com: Choose the best way to use and authenticate service accounts on Google Cloud](https://cloud.google.com/blog/products/identity-security/how-to-authenticate-service-accounts-to-help-keep-applications-secure) | πŸ”΄ critical | This guide reinforces GKE Workload Identity as the industry-standard security pattern, eliminating high-risk, long-lived service account JSON keys in containerized workloads. |
+    | 2026-06-01 | [cloud.google.com: Consume services faster, privately and securely - Private Service Connect now in GA](https://cloud.google.com/blog/products/networking/private-service-connect-is-now-generally-available) | 🟑 high | Private Service Connect simplifies enterprise multi-tenant networking by enabling private, secure service exposure across separate VPC networks without complex peering. |
+    | 2026-06-01 | [cloud.google.com: Microservices architecture on Google Cloud](https://cloud.google.com/blog/topics/developers-practitioners/microservices-architecture-google-cloud) | 🟑 high | This authoritative GCP blueprint guides developers in architecting complex, production-ready microservices systems using GKE, Cloud Run, and Anthos Service Mesh. |
+    | 2026-06-01 | [OpenShift in Azure](https://learn.microsoft.com/en-us/azure/virtual-machines/linux/openshift-container-platform-4x) | 🟑 high | Azure Red Hat OpenShift provides a jointly-engineered, fully managed hybrid-cloud Kubernetes platform that accelerates enterprise migration to Azure. |
 
     **OpenShift / Red Hat**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-18 | [Developer Sandbox](https://developers.redhat.com/developer-sandbox) | 🟑 high | Provides immediate, zero-cost developer access to an active, shared OpenShift cluster environment pre-populated with cloud-native tooling. Eliminates complex infrastructure bootstrapping for developer |
-    | 2026-06-18 | [Rancher Academy 🌟](https://www.rancher.academy) | 🟑 high | Official educational platform providing comprehensive training, labs, and certification programs for SUSE Rancher, K3s, and global multi-cluster enterprise deployments. Guides practitioners through st |
-    | 2026-06-18 | [OpenShift 4 documentation 🌟](https://docs.redhat.com/en/documentation/openshift_container_platform/4.22) | 🟑 high | Official enterprise-grade documentation for Red Hat OpenShift Container Platform. Provides comprehensive architectural guidelines, deployment patterns, security policies, and cluster lifecycle managem |
-    | 2026-06-18 | [developers.redhat.com 🌟](https://developers.redhat.com) | 🟑 high | Red Hat's dedicated developer portal providing comprehensive access to tools, sandboxes, and cloud-native frameworks like Quarkus and Spring on Kubernetes. It bridges the gap between raw cluster endpo |
-    | 2026-06-14 | [github.com/openshift/installer openshift installer 🌟](https://github.com/openshift/installer) | 🟑 high | The official repository hosting the OpenShift Installer engine (IPI/UPI), which handles automated platform provisioning on major hypervisors and public clouds. Generates ignition files, configures boo |
-    | 2026-06-14 | [AWS Account Set Up 🌟](https://github.com/openshift/installer/blob/main/docs/user/aws/README.md) | 🟑 high | This repository guide outlines the specific IAM policies, resource quotas, Route53 configurations, and networking permissions required to install OpenShift on AWS using the native installer-provisione |
-    | 2026-06-12 | [github.com/openshift/hypershift: HyperShift](https://github.com/openshift/hypershift) | 🟑 high | HyperShift decouples the OpenShift control plane from the infrastructure, hosting it as standard containerized workloads within a central management cluster. This architecture enables lightning-fast p |
-    | 2026-06-12 | [github.com/openshift/origin 🌟](https://github.com/openshift/origin) | 🟑 high | Core open-source repository for OKD (formerly OpenShift Origin), representing the upstream Kubernetes community distribution of OpenShift. Consists of cluster installation systems, APIs, and operators |
-    | 2026-06-12 | [github - using jenkins pipelines with OKD](https://github.com/openshift/origin/tree/main/examples/jenkins/pipeline) | 🟑 high | Repository detailing baseline code configurations, sample pipelines, and deployment manifests engineered to execute scripted Jenkins procedures inside early versions of the OKD community container pla |
-    | 2026-06-12 | [GitHub Quay (OSS)](https://github.com/quay/quay) | 🟑 high | Project Quay is the open-source upstream version of Red Hat Quay, providing a highly scalable container registry designed for cloud-native infrastructure. It features multi-tenancy, geo-replication, a |
+    | 2026-06-12 | [github.com/openshift/hypershift: HyperShift](https://github.com/openshift/hypershift) | πŸ”΄ critical | Decouples the control plane from the data plane, enabling lightning-fast provisioning and dramatic infrastructure cost reductions. |
+    | 2026-06-18 | [OpenShift 4 documentation 🌟](https://docs.redhat.com/en/documentation/openshift_container_platform/4.22) | πŸ”΄ critical | Serves as the definitive architectural and operational guide for maintaining production-ready OpenShift 4 environments. |
+    | 2026-06-11 | [Red Hat OLM](https://github.com/operator-framework/operator-lifecycle-manager) | πŸ”΄ critical | Provides the foundational framework for declarative installation, scaling, and lifecycle management of Kubernetes operators. |
+    | 2026-06-01 | [Amazon Red Hat OpenShift](https://www.redhat.com/en/technologies/cloud-computing/openshift/aws) | πŸ”΄ critical | Accelerates enterprise cloud adoption by delivering a fully managed, jointly supported OpenShift service natively on AWS. |
+    | 2026-06-14 | [github.com/openshift/installer openshift installer 🌟](https://github.com/openshift/installer) | 🟑 high | The core engine driving automated, immutable infrastructure provisioning (IPI/UPI) across multi-cloud environments. |
+    | 2026-06-09 | [Machine API](https://github.com/openshift/machine-api-operator/tree/main) | 🟑 high | Enables declarative node lifecycle management in OpenShift 4 using native Kubernetes resource paradigms. |
+    | 2026-06-08 | [github.com/redhat-cop/gitops-catalog](https://github.com/redhat-cop/gitops-catalog) | 🟑 high | Accelerates GitOps adoption with curated, production-ready Argo CD blueprints and deployment patterns maintained by Red Hat CoP. |
+    | 2026-06-11 | [GitHub: OKD4](https://github.com/okd-project/okd/blob/master/README.md) | 🟑 high | Provides the essential open-source upstream foundation for OpenShift, combining Fedora CoreOS with Kubernetes. |
+    | 2026-06-01 | [ARO](https://www.redhat.com/en/technologies/cloud-computing/openshift/azure) | 🟑 high | Offers a seamlessly integrated, co-engineered, and fully managed OpenShift platform on Azure to ease hybrid cloud deployments. |
+    | 2026-03-30 | [ODO: OpenShift Command line for Developers 🌟](https://github.com/redhat-developer/odo) | 🟑 high | Simplifies the developer inner loop by abstracting complex Kubernetes YAML into a straightforward, code-centric CLI interface. |
 
     **Virtualization & Private Cloud**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-14 | [**Kubespray**](https://github.com/kubernetes-sigs/kubespray) | 🟑 high | The industry standard Ansible automation framework for deploying enterprise-ready, production-grade clusters. Combining Kubeadm with highly flexible, battle-tested playbooks, it handles network policy |
-    | 2026-06-14 | [GitHub: Kubernetes Cluster with Kops](https://github.com/kubernetes/kops) | 🟑 high | Kubernetes Operations (kops) is a production-grade orchestration tool designed to configure, scale, and manage highly available clusters on public cloud environments. Its declarative structure manages |
-    | 2026-06-13 | [K0s - Zero Friction Kubernetes](https://github.com/k0sproject/k0s) | 🟑 high | The official open-source repository for the k0s Kubernetes distribution. Features active enterprise-grade developer tracks, offering built-in advanced networking plugins (Calico CNI, Kube-router), sup |
-    | 2026-06-12 | [defenseunicorns/zarf](https://github.com/zarf-dev/zarf) | 🟑 high | A highly resilient developer tool designed by Defense Unicorns to package, deploy, and manage Kubernetes clusters and cloud-native applications in strictly air-gapped, offline, or secure zero-trust en |
-    | 2026-06-12 | [krd](https://github.com/electrocucaracha/krd) | 🟑 high | The Kubernetes Reference Deployment (KRD) leverages Ansible playbooks and shell scripts to automate multi-node cluster provisioning with advanced network architectures, hardware acceleration (SR-IOV), |
-    | 2026-06-08 | [poseidon/typhoon](https://github.com/poseidon/typhoon) | 🟑 high | Typhoon is a minimalist, secure, and performant bare-metal and multi-cloud Kubernetes distribution built entirely with Terraform. It bootstraps standard, upstream CNCF-compliant Kubernetes onto Flatca |
-    | 2026-06-06 | [xiaods/k8e](https://github.com/xiaods/k8e) | 🟑 high | A lightweight Kubernetes distribution (k8e, standing for "k8s easy") modeled after K3s but strictly adhering to standard upstream components. It is tailored for low-resource edge architectures, CI env |
-    | 2026-06-01 | [Kubernetes Cluster with **Kubeadm**](https://github.com/kubernetes/kubeadm) | 🟑 high | The standard bootstrapping engine for establishing conformant clusters, maintained by Kubernetes SIG-Cluster-Lifecycle. It abstracts certificate generation, etcd cluster building, and node onboarding  |
-    | 2026-06-01 | [github.com/kubernetes/kubeadm: High Availability Considerations](https://github.com/kubernetes/kubeadm/blob/main/docs/ha-considerations.md) | 🟑 high | Official design documentation specifying the HA mechanics of Kubeadm clusters. Examines stacked etcd setups versus external etcd clusters, detailing load balancing requirements and node join procedure |
-    | 2026-05-08 | [**k8s-tew**](https://github.com/darxkies/k8s-tew) | 🟑 high | "Kubernetes The Easy Way" (k8s-tew) was a shell wrapper and declarative configuration tool designed to bypass the complex manual configuration steps associated with bootstrapping clusters via kubeadm. |
+    | 2026-06-14 | [Openshift Container Platform](https://nubenetes.com/openshift) | πŸ”΄ critical | Red Hat OpenShift is the premier enterprise hybrid cloud platform with integrated support for running virtualized workloads alongside containers. |
+    | 2026-06-01 | [ClusterAPI](https://cluster-api.sigs.k8s.io) | πŸ”΄ critical | Cluster API (CAPI) establishes the standard declarative model for automating lifecycle management of Kubernetes clusters across diverse virtualization and private cloud environments. |
+    | 2026-06-14 | [Rancher: Enterprise management for Kubernetes](https://nubenetes.com/rancher) | πŸ”΄ critical | Rancher provides a unified, highly adopted management control plane essential for governing multi-cluster Kubernetes deployments across private clouds and bare metal. |
+    | 2026-06-01 | [Kubernetes Cluster with **Kubeadm**](https://github.com/kubernetes/kubeadm) | πŸ”΄ critical | Kubeadm remains the fundamental, CNCF-approved bootstrapping standard that powers cluster deployments across almost all private cloud architectures. |
+    | 2026-06-14 | [**Kubespray**](https://github.com/kubernetes-sigs/kubespray) | 🟑 high | Kubespray delivers a battle-tested Ansible automation framework designed to deploy production-grade clusters on virtualized, private cloud infrastructure. |
+    | 2025-12-05 | [Kubeinit 🌟](https://github.com/kubeinit/kubeinit) | 🟑 high | Kubeinit specifically targets virtualized environments by leveraging Ansible to automate cluster provisioning on local libvirt and KVM hypervisors. |
+    | 2026-06-12 | [defenseunicorns/zarf](https://github.com/zarf-dev/zarf) | 🟑 high | Zarf addresses strict enterprise security demands by packaging and deploying cloud-native applications into completely offline, air-gapped private clouds. |
+    | 2026-06-01 | [Nomad](https://developer.hashicorp.com/nomad) | 🟑 high | Nomad serves as a lightweight, operationally simple scheduler that acts as a major alternative to Kubernetes for managing virtualized workloads in private datacenters. |
+    | 2026-06-08 | [poseidon/typhoon](https://github.com/poseidon/typhoon) | πŸ”΅ medium | Typhoon leverages Terraform to bootstrap secure, minimalist, and high-performance bare-metal Kubernetes clusters onto Flatcar Container Linux. |
+    | 2026-06-01 | [kurl.sh](https://kurl.sh) | πŸ”΅ medium | Kurl enables platform teams to generate custom, production-ready, and air-gapped installer scripts tailored for private cloud environments. |
 
 
 === "Last 6 Months"
@@ -342,441 +347,331 @@
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-18 | [Kubecost 🌟](https://www.apptio.com/products/kubecost/?src=kc-com) | 🟑 high | The industry-standard real-time resource cost allocation and observability tool for multi-cluster environments. Seamlessly integrates with cloud APIs and Prometheus metrics to calculate granular clust |
-    | 2026-06-18 | [Kubernetes Scripts](https://github.com/eldada/kubernetes-scripts) | 🟑 high | A utility collection of bash and shell scripts designed to simplify day-to-day Kubernetes cluster administration, diagnostic queries, and resource debugging. These community-focused tools wrap kubectl |
-    | 2026-06-18 | [bmuschko/ckad-prep](https://github.com/bmuschko/ckad-prep) | 🟑 high | An alternative preparation repository designed by Benjamin Muschko, offering structured sample solutions, resource manifests, and command-line blueprints to ace the CKAD exam. It isolates complex conc |
-    | 2026-06-18 | [bmuschko/ckad-crash-course: Certified Kubernetes Application Developer (CKAD)' Crash Course](https://github.com/bmuschko/ckad-crash-course) | 🟑 high | A repository housing comprehensive code examples, study guides, and hands-on exercises complementing Benjamin Muschko's CKAD Crash Course. It focuses on application design, deployment configurations,  |
-    | 2026-06-18 | [cncf.io: Certified Kubernetes Application Developer (CKAD)](https://www.cncf.io/training/certification/ckad) | 🟑 high | Official CNCF training and certification page for the Certified Kubernetes Application Developer (CKAD) program. Validates a developer's hands-on ability to build, configure, expose, and troubleshoot  |
-    | 2026-06-18 | [Get applied and effective apiVersion from Kubernetes objects](https://gist.github.com/ninlil/affbf7514d4e74c7634e77f47e172236) | 🟑 high | A highly specialized GitHub Gist that details mechanisms to query and extract both the applied and effective apiVersion from active Kubernetes objects. This tool is vital for API deprecation migration |
-    | 2026-06-18 | [github.com/yonahd/orphaned-configmaps: Orphaned ConfigMaps](https://github.com/yonahd/orphaned-configmaps) | 🟑 high | Orphaned ConfigMaps detects unreferenced ConfigMaps and Secrets across active namespaces. By scanning volume mounts and env declarations, it exposes abandoned configurations that increase complexity a |
-    | 2026-06-18 | [Build Your Own X](https://github.com/codecrafters-io/build-your-own-x) | 🟑 high | An immensely popular community-driven compilation of step-by-step guides for building complex software systems (compilers, databases, operating systems, Docker) from scratch. Perfect for deep pedagogi |
-    | 2026-06-14 | [Serverless Architectures](https://nubenetes.com/serverless) | 🟑 high | In-depth analysis exploring execution concepts, billing architectures, scalability curves, and performance tradeoffs inherent in Serverless patterns. Details key differences between FaaS, cloud-manage |
-    | 2026-06-14 | [Crossplane](https://nubenetes.com/crossplane) | 🟑 high | Comprehensive review of Crossplane, a CNCF control-plane framework transforming Kubernetes clusters into universal infrastructure schedulers. Permits declarative definition of cloud resources (RDS, S3 |
-    | 2026-06-14 | [Client Libraries for Kubernetes](https://nubenetes.com/kubernetes-client-libraries) | 🟑 high | Complete directory of supported Kubernetes API client libraries (Python, Go, Java, JavaScript, etc.). Details patterns for programmatic service discovery, controller building, and custom automation di |
-    | 2026-06-14 | [Kubernetes Storage - Volumes](https://nubenetes.com/kubernetes-storage) | 🟑 high | Detailed catalog explaining stateful execution patterns inside Kubernetes. Focuses on lifecycle dynamics of Ephemeral, Persistent (PV), and PersistentVolumeClaims (PVC), alongside container storage in |
-    | 2026-06-14 | [iximiuz.com: Containers vs. Pods - Taking a Deeper Look](https://labs.iximiuz.com/tutorials/containers-vs-pods) | 🟑 high | Deep technical review of the boundaries separating a standard Linux container from a Kubernetes Pod. Illustrates namespace sharing, IPC barriers, loopback network interfaces, and volume mounting mecha |
-    | 2026-06-14 | [iximiuz.com: How Kubernetes Reinvented Virtual Machines (in a good sense) 🌟🌟](https://labs.iximiuz.com/tutorials/kubernetes-vs-virtual-machines) | 🟑 high | Insightful analysis explaining how Kubernetes replicates hypervisor features through API-driven isolation, network namespaces, and cgroups. Demonstrates how K8s serves as the cloud operating system, a |
-    | 2026-06-14 | [SigNoz: Open source Application Performance Monitoring (APM) & Observability' tool 🌟](https://github.com/SigNoz/signoz) | 🟑 high | A massive open-source APM and observability platform natively integrated with OpenTelemetry. Tracks telemetry, trace spans, metrics, and application logs in a unified, high-performance UI backed by Cl |
+    | 2026-06-14 | [Crossplane](https://nubenetes.com/crossplane) | πŸ”΄ critical | It drives a paradigm shift by turning Kubernetes into a universal control plane to declaratively manage external cloud resources. |
+    | 2026-06-14 | [NVIDIA/k8s-device-plugin: NVIDIA device plugin for Kubernetes](https://github.com/NVIDIA/k8s-device-plugin) | πŸ”΄ critical | This plugin is critical for modern AI/ML workloads, enabling Kubernetes to orchestrate and schedule physical GPU hardware resources efficiently. |
+    | 2026-06-14 | [Azure/azure-workload-identity](https://github.com/Azure/azure-workload-identity) | πŸ”΄ critical | It provides a highly secure, enterprise-grade OIDC federation mechanism mapping Kubernetes service accounts to Azure Active Directory identities. |
+    | 2026-06-18 | [Kubecost 🌟](https://www.apptio.com/products/kubecost/?src=kc-com) | πŸ”΄ critical | As the industry standard for real-time FinOps, it provides critical cost allocation and optimization insights for complex multi-cluster Kubernetes deployments. |
+    | 2026-06-13 | [AWS Controllers for Kubernetes (ACK) 🌟](https://github.com/aws-controllers-k8s/community) | 🟑 high | It allows platform engineers to manage AWS cloud resources natively through Kubernetes APIs, eliminating the need for external IaC tooling. |
+    | 2026-06-14 | [github.com/akuity/kargo](https://github.com/akuity/kargo) | 🟑 high | It introduces a novel, GitOps-native approach to application promotion across environments, solving a major delivery lifecycle bottleneck. |
+    | 2026-06-14 | [SigNoz: Open source Application Performance Monitoring (APM) & Observability' tool 🌟](https://github.com/SigNoz/signoz) | 🟑 high | This platform represents a major open-source shift in observability by integrating metrics, traces, and logs natively with OpenTelemetry. |
+    | 2026-06-14 | [liqo: Enable dynamic and seamless Kubernetes multi-cluster topologies](https://github.com/liqotech/liqo) | 🟑 high | It enables unprecedented multi-cluster scalability and seamless resource sharing without complex virtual private network configurations. |
+    | 2026-06-13 | [Pulumi: Infrastructure as Code in Any Programming Language](https://github.com/pulumi/pulumi) | 🟑 high | It empowers development teams to define cloud-native infrastructure using standard programming languages, accelerating deployment pipelines. |
+    | 2026-06-13 | [k8gb 🌟](https://github.com/k8gb-io/k8gb) | 🟑 high | It provides a unique cloud-native approach to global server load balancing, ensuring high availability and geo-redundancy directly via CoreDNS. |
 
     **Containers & Runtime**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-14 | [jfrog.com: Kubernetes Helm Chart Repositories 🌟](https://docs.jfrog.com) | 🟑 high | Enterprise guide to leveraging JFrog Artifactory as a secure, high-availability Helm chart repository. Covers repository layout, role-based access control, package versioning, and integration with Kub |
-    | 2026-06-14 | [buildkit](https://docs.docker.com/build) | 🟑 high | Docker's next-generation container image building engine, designed to replace the legacy builder. It introduces high-performance features including concurrent stage execution, efficient caching via im |
-    | 2026-06-14 | [cert-manager/cert-manager](https://github.com/cert-manager/cert-manager) | 🟑 high | Consolidated record of the cert-manager repository, automating certificate lifecycles to guarantee encrypted transport paths between internal microservice runtimes. |
-    | 2026-06-13 | [containerd - An open and reliable container runtime](https://github.com/containerd/containerd) | 🟑 high | containerd is an industry-standard container runtime designed to be embedded into larger systems like Kubernetes. Following the deprecation of Docker's native runtime engine in Kubernetes, containerd  |
-    | 2026-06-13 | [Conmon](https://github.com/containers/conmon) | 🟑 high | An essential, daemonless container monitor written in C, used primarily by Podman and CRI-O. Conmon supervises container lifecycles, capturing standard output/error streams, tracking exit codes, and m |
-    | 2026-06-13 | [runc](https://github.com/opencontainers/runc) | 🟑 high | The canonical, low-level container runtime engine built in compliance with the OCI specification. Originally contributed by Docker, runc directly spawns and runs containers on Linux by interfacing wit |
-    | 2026-06-12 | [uber/kraken](https://github.com/uber/kraken) | 🟑 high | Uber's peer-to-peer (P2P) Docker registry designed for ultra-high-throughput image distribution in highly distributed, large-scale container cluster environments. Real-world grounding shows this proje |
-    | 2026-06-12 | [**GitHub build-push-action**](https://github.com/docker/build-push-action) | 🟑 high | The industry standard GitHub Action for building and pushing container images. Supports Docker Buildx, multi-platform builds, cache importing/exporting configurations, and native OCI-compliant registr |
-    | 2026-06-11 | [hadolint/hadolint: Haskell Dockerfile Linter](https://github.com/hadolint/hadolint) | 🟑 high | Hadolint is a Haskell-based linter that parses Dockerfiles and validates them against container best practices and Shellcheck rules. It ensures developers avoid common pitfalls such as running as root |
-    | 2026-06-09 | [stepchowfun/docuum: Docuum: LRU eviction of Docker images 🌟](https://github.com/stepchowfun/docuum) | 🟑 high | Docuum is a robust, Rust-based daemon designed to run on container hosts to execute Least Recently Used (LRU) image eviction. When host disk usage exceeds a defined threshold, Docuum safely removes in |
-    | 2026-06-04 | [Quay Community Edition operator](https://github.com/quay/quay-operator) | 🟑 high | The official Kubernetes Operator designed to automate the lifecycle, database migrations, and SSL termination of Project Quay registries inside OpenShift and Kubernetes clusters. It handles storage se |
-    | 2026-06-03 | [cybersecsi/RAUDI](https://github.com/cybersecsi/RAUDI) | 🟑 high | RAUDI is an automated system designed for continuous integration that regularly checks, updates, and rebuilds Docker images containing custom security tools. By automating the build pipelines of indiv |
-    | 2026-06-01 | [buildah](https://buildah.io) | 🟑 high | Buildah specializes in crafting OCI-compliant container images without requiring a background container daemon. It enables fine-grained Layer management, dramatically reducing the security footprint o |
-    | 2026-06-01 | [Dapr](https://dapr.io) | 🟑 high | The Distributed Application Runtime. Employs a highly modular sidecar design to deliver developer-focused APIs for pub/sub messaging, state management, and actor models. |
-    | 2026-06-01 | [knative.dev](https://knative.dev) | 🟑 high | The premier Kubernetes-native platform for serverless workloads. Offers enterprise-grade Serving (scale-to-zero, request-driven autoscaling) and highly decoupled Eventing models. |
+    | 2026-06-13 | [containerd - An open and reliable container runtime](https://github.com/containerd/containerd) | πŸ”΄ critical | It is the de facto industry-standard container runtime for modern Kubernetes clusters following the deprecation of Docker's native runtime. |
+    | 2026-06-01 | [podman](https://podman.io) | πŸ”΄ critical | It delivers a highly secure, daemonless, and rootless container engine framework that serves as a direct drop-in replacement for Docker. |
+    | 2026-06-14 | [buildkit](https://docs.docker.com/build) | πŸ”΄ critical | As Docker's next-generation build engine, it radically accelerates container image creation through concurrent stage execution and efficient caching. |
+    | 2026-06-14 | [cert-manager/cert-manager](https://github.com/cert-manager/cert-manager) | πŸ”΄ critical | It is the industry-standard tool for automating TLS/SSL certificate lifecycles to secure traffic between Kubernetes microservice runtimes. |
+    | 2026-06-01 | [Dapr](https://dapr.io) | πŸ”΄ critical | It provides a highly modular distributed application runtime with developer-focused APIs using a sidecar architecture for cloud-native microservices. |
+    | 2026-06-01 | [knative.dev](https://knative.dev) | 🟑 high | It represents the premier Kubernetes-native framework for deploying and auto-scaling serverless, event-driven workloads. |
+    | 2026-06-01 | [buildah](https://buildah.io) | 🟑 high | It enables secure, daemonless, and rootless OCI-compliant container image construction, significantly reducing attack surfaces in CI/CD pipelines. |
+    | 2026-06-12 | [**GitHub build-push-action**](https://github.com/docker/build-push-action) | 🟑 high | It is the ubiquitous, industry-standard GitHub Action for building, caching, and pushing container images to OCI-compliant registries. |
+    | 2026-05-30 | [crun](https://github.com/containers/crun) | 🟑 high | This high-performance, C-based OCI runtime offers an ultra-fast, low-memory alternative to runc with native support for advanced Linux features. |
+    | 2025-12-15 | [dive 🌟](https://github.com/wagoodman/dive) | πŸ”΅ medium | An indispensable utility for inspecting and optimizing container image sizes and layer efficiency to minimize production storage and transfer overhead. |
 
     **Networking & Service Mesh**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-14 | [Istio Performance/Stability Testing](https://github.com/istio/tools/blob/master/perf/README.md) | 🟑 high | The official benchmark suite for evaluating Istio control plane and data plane performance. Platform engineers use this suite to run stress tests, measure sidecar latency injection, and detect potenti |
-    | 2026-06-14 | [Envoy Gateway](https://github.com/envoyproxy/gateway) | 🟑 high | The official Envoy Gateway project aimed at unifying ingress controller configurations using the Kubernetes Gateway API. Simplifies managing edge proxy deployments, routing rules, TLS terminations, an |
-    | 2026-06-14 | [NetBox IPAM 🌟](https://github.com/netbox-community/netbox) | 🟑 high | The leading open-source IP Address Management (IPAM) and Data Center Infrastructure Management (DCIM) database. Built on Django and PostgreSQL, it serves as the programmable hardware and IP single-sou |
-    | 2026-06-14 | [NodeLocal DNSCache](https://github.com/kubernetes/enhancements) | 🟑 high | The Kubernetes Enhancement Proposal (KEP) and repository code outlining the deployment of a local DNS caching agent on each node. Running as a DaemonSet, NodeLocal DNSCache intercepts queries at a loc |
-    | 2026-06-14 | [github.com: Istio](https://github.com/istio/istio) | 🟑 high | Main repository containing Istio's unified control plane (Istiod) and orchestration engines. Configures secure high-performance Envoy proxies as sidecars (or in ambient mode) to manage ingress, egress |
-    | 2026-06-12 | [github.com: kiali](https://github.com/kiali/kiali) | 🟑 high | The source repository for Kiali, an indispensable observability dashboard. Provides real-time interactive topologies, configuration validation, and native wizard-based creations of complex traffic rou |
-    | 2026-06-11 | [github.com: Maistra Istio](https://github.com/maistra/istio) | 🟑 high | The official GitHub repository for Maistra's modified Istio control plane code. Optimized for multi-tenancy support, advanced security policies, and tight integration within OpenShift environments. |
-    | 2026-06-08 | [Flannel](https://github.com/flannel-io/flannel) | 🟑 high | A highly stable, lightweight Layer 3 overlay CNI fabric designed specifically for simplified Kubernetes installations. It provisions a simple local agent on each cluster node to manage subnet allocati |
-    | 2026-06-01 | [Linkerd](https://linkerd.io) | 🟑 high | The ultra-lightweight, CNCF-graduated Linkerd service mesh. Built on a custom Rust data-plane proxy, it delivers security (automatic mTLS), latency optimization, and traffic management with minimal CP |
-    | 2026-06-01 | [memcached.org](https://memcached.org) | 🟑 high | An industry-standard distributed memory object caching system designed for extreme performance and simplicity. Utilizing multi-threaded slab allocation, Memcached continues to serve as the default hig |
-    | 2026-06-01 | [infoq.com: Service Mesh Ultimate Guide:](https://www.infoq.com/articles/service-mesh-ultimate-guide) | 🟑 high | A highly detailed, definitive guide analyzing the core architecture of service meshes. It breaks down control plane and data plane dynamics, explaining how sidecar and ambient topologies manage securi |
-    | 2026-05-17 | [github.com/containernetworking 🌟](https://github.com/containernetworking) | 🟑 high | The foundational GitHub organization hosting the official CNI specification, runtime engines, and core plugin binaries that drive the cloud-native ecosystem. |
-    | 2026-03-23 | [NGINX Ingress Controller - v1.0.0](https://github.com/kubernetes/ingress-nginx/releases/tag/controller-v1.0.0) | 🟑 high | Landmark v1.0.0 release of the community ingress-nginx controller. Highlights include compatibility with the GA ingress API specification, significant security enhancements, and optimized resource con |
-    | 2025-06-01 | [Application Gateway for Containers with AKS Overlay Networking and VNet Flow Logs](https://blog.cloudtrooper.net/2025/04/02/application-gateway-for-containers-a-not-so-gentle-intro-4) | 🟑 high | A deep-dive technical investigation of Azure's next-generation Application Gateway for Containers (AGC) running atop AKS Overlay Networking. Details the setup, logging mechanics, and network telemetry |
-    | 2025-06-01 | [layer5.io: The Service Mesh Landscape 🌟🌟](https://layer5.io/service-mesh-landscape) | 🟑 high | An interactive tracker mapping out the diverse, evolving service mesh landscape. Managed by Layer5, it catalogues API compatibility, conformance standards, and architecture changes (e.g., sidecarless  |
+    | 2026-06-14 | [github.com: Istio](https://github.com/istio/istio) | πŸ”΄ critical | The premier enterprise service mesh, setting the standard for cloud-native traffic management, security, and observability. |
+    | 2026-06-12 | [Kubernetes Gateway API](https://github.com/kubernetes-sigs/gateway-api) | πŸ”΄ critical | The definitive next-generation Kubernetes routing standard, replacing the limited legacy Ingress resource. |
+    | 2026-06-01 | [Linkerd](https://linkerd.io) | πŸ”΄ critical | A CNCF-graduated, ultra-lightweight, and secure service mesh built in Rust that prioritizes operational simplicity. |
+    | 2026-05-17 | [github.com/containernetworking 🌟](https://github.com/containernetworking) | πŸ”΄ critical | The foundational project defining the CNI specification and core plugins that power all modern container networking. |
+    | 2026-06-14 | [Envoy Gateway](https://github.com/envoyproxy/gateway) | 🟑 high | Simplifies edge proxy deployment by unifying ingress configurations using the new Kubernetes Gateway API. |
+    | 2026-06-02 | [Consul 2.0 improves flexibility, control, and scalability](https://www.hashicorp.com/blog/consul-20-improves-flexibility-control-and-scalability) | 🟑 high | A major architectural update to HashiCorp's service networking platform, introducing crucial multi-port and multi-cloud scaling enhancements. |
+    | 2026-06-14 | [NodeLocal DNSCache](https://github.com/kubernetes/enhancements) | 🟑 high | A critical DNS optimization that runs caching agents on each cluster node to prevent coreDNS lookup bottlenecks. |
+    | 2026-02-20 | [K8GB - Kubernetes Global Balancer](https://github.com/AbsaOSS/k8gb) | 🟑 high | An innovative, Kubernetes-native Global Server Load Balancing solution that coordinates traffic across multiple clusters via CoreDNS. |
+    | 2026-06-14 | [NetBox IPAM 🌟](https://github.com/netbox-community/netbox) | 🟑 high | The leading open-source IP Address Management platform that serves as the network source of truth for modern infrastructure. |
+    | 2026-06-12 | [github.com: kiali](https://github.com/kiali/kiali) | 🟑 high | The definitive observability console for visualizing service mesh topologies, validating configurations, and debugging traffic flow. |
 
     **Architecture & Microservices**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-18 | [magnologan/awesome-k8s-security: Awesome Kubernetes (K8s) Security 🌟](https://github.com/magnologan/awesome-k8s-security) | 🟑 high | A premier directory indexing specialized Kubernetes security packages, scanners, CVE logs, and hardening guides. It collects key scanning tools such as Falco, Trivy, and Polaris, helping cloud complia |
-    | 2026-06-18 | [@jk8s' Awesome Kubernetes](https://github.com/jk8s/awesome-kubernetes) | 🟑 high | A dedicated directory listing specialized Kubernetes tools, packages, and frameworks. This resource collection focuses on developer productivity tools, testing utilities, and monitoring wrappers to op |
-    | 2026-06-18 | [mikeroyal/Kubernetes-Guide: Kubernetes Guide 🌟](https://github.com/mikeroyal/Kubernetes-Guide) | 🟑 high | A massive educational directory covering basic components, intermediate networking, storage, and advanced Kubernetes configurations. Offers structured developer pathways and hypervisor setup instructi |
-    | 2026-06-18 | [Awesome Test Automation](https://github.com/atinfo/awesome-test-automation) | 🟑 high | An extensive curated directory compiling top-tier testing tools, frameworks, and continuous validation resources. Features directories for end-to-end web tests, load injection suites, API contract tes |
-    | 2026-06-18 | [ksoclabs/awesome-kubernetes-security 🌟](https://github.com/ksoclabs/awesome-kubernetes-security) | 🟑 high | An expert-level compilation of Kubernetes security tools, vulnerability papers, threat simulations, and posture management (KSPM) frameworks. Ideal for penetration testers and cloud security engineers |
-    | 2026-06-18 | [github.com/joseadanof: Awesome Cloud Native Trainings](https://github.com/joseadanof/awesome-cloudnative-trainings) | 🟑 high | A thoroughly organized directory cataloging cloud-native certifications (CKA, CKAD, CKS), training centers, and open labs. Extremely useful for platform engineering managers designing structured learn |
-    | 2026-06-14 | [Terraform Kubernetes Boilerplates 🌟](https://nubenetes.com/terraform) | 🟑 high | A library of enterprise-stable Terraform templates configured specifically for modern Kubernetes environments (EKS, GKE, AKS). Includes pre-tested infrastructure specifications for VPC topologies, pri |
-    | 2026-06-14 | [Awesome Docker 🌟](https://github.com/veggiemonk/awesome-docker) | 🟑 high | The premier community directory compiling top-tier runtimes, base images, build extensions, registries, and runtime protection systems. An indispensable reference manual for Cloud Native architects. |
-    | 2026-06-13 | [Awesome Angular](https://github.com/PatrickJS/awesome-angular) | 🟑 high | A comprehensive curated collection of modules, state management patterns (NgRx), and testing pipelines for the Angular framework. Primarily useful for frontend web development teams constructing large |
-    | 2026-06-12 | [github.com/kubernetes: Kubernetes Icons Set](https://github.com/kubernetes/community/tree/main/icons) | 🟑 high | The official CNCF-maintained Kubernetes graphic catalog containing SVGs and PNGs representing key system objects like Pods, Services, Deployments, ingress, and Custom Resources. Vital for creating hig |
-    | 2026-06-11 | [Awesome Testing](https://github.com/TheJambo/awesome-testing) | 🟑 high | A highly practical directory highlighting testing paradigms, dynamic scanning modules, and manual/automated testing resources. Focuses on QA educational resources as well as modern test design techniq |
-    | 2026-06-11 | [ElYusubov/AWESOME-Azure-Bicep: AWESOME Azure Bicep](https://github.com/ElYusubov/AWESOME-Azure-Bicep) | 🟑 high | An index of resource libraries, module registries, and extension directories tailored for Azure Bicep DSL. Bicep has largely superseded ARM JSON templates as Microsoft's first-party IaC solution. This |
-    | 2026-06-10 | [Awesome Compose 🌟](https://github.com/docker/awesome-compose) | 🟑 high | Awesome Compose is an official, highly curated repository of declarative multi-container topologies using Docker Compose. It showcases optimal configuration patterns for databases, caching layers, app |
-    | 2026-06-09 | [mingrammer/diagrams](https://github.com/mingrammer/diagrams) | 🟑 high | A highly popular open-source Python framework that allows engineers to write cloud infrastructure diagrams directly as Python code. It supports hundreds of built-in components covering AWS, GCP, Azure |
-    | 2026-06-08 | [rootsongjc/awesome-cloud-native 🌟](https://github.com/rootsongjc/awesome-cloud-native) | 🟑 high | An extensive library mapping the CNCF Cloud Native landscape, detailing Service Meshes, dynamic storages, logging setups, and database drivers. Provides platform architects with a systematic catalog t |
+    | 2026-06-10 | [Awesome microservices](https://github.com/mfornos/awesome-microservices) | πŸ”΄ critical | The premier directory mapping core patterns, service discovery, and gateway architectures essential for building modern microservices. |
+    | 2026-01-04 | [Awesome Scalability](https://github.com/binhnguyennus/awesome-scalability) | πŸ”΄ critical | An essential blueprint covering architectural design patterns for highly-available backend systems, microservices coordination, and consensus. |
+    | 2026-06-08 | [rootsongjc/awesome-cloud-native 🌟](https://github.com/rootsongjc/awesome-cloud-native) | πŸ”΄ critical | An extensive mapping of the CNCF landscape, detailing service meshes and dynamic storage vital for platform architects. |
+    | 2026-05-25 | [anderseknert/awesome-opa 🌟](https://github.com/open-policy-agent/awesome-opa) | 🟑 high | Standardizes policy-as-code integration across Kubernetes and microservice architectures using the Open Policy Agent engine. |
+    | 2026-05-30 | [clusterpedia-io/clusterpedia 🌟](https://github.com/clusterpedia-io/clusterpedia) | 🟑 high | Solves complex multi-cluster Kubernetes data retrieval and observability by synchronizing resources into a unified search engine. |
+    | 2026-04-25 | [github.com/calvin-puram: Awesome Kubernetes Operator Resources](https://github.com/calvin-puram/awesome-kubernetes-operator-resources) | 🟑 high | A vital reference for implementing the Kubernetes Operator pattern, a key paradigm for automating complex microservice lifecycles. |
+    | 2026-06-14 | [Terraform Kubernetes Boilerplates 🌟](https://nubenetes.com/terraform) | 🟑 high | Provides enterprise-grade Terraform templates to streamline secure, private network topologies on AKS, EKS, and GKE. |
+    | 2026-06-14 | [Awesome Docker 🌟](https://github.com/veggiemonk/awesome-docker) | 🟑 high | The foundational containerization reference directory necessary for building and packaging cloud-native microservices. |
+    | 2026-06-09 | [mingrammer/diagrams](https://github.com/mingrammer/diagrams) | πŸ”΅ medium | Enables cloud architects to programmatically generate and version-control system architecture diagrams as Python code. |
+    | 2026-06-10 | [Awesome Compose 🌟](https://github.com/docker/awesome-compose) | πŸ”΅ medium | Provides official declarative templates to spin up complex, multi-container local environments for microservices development. |
 
     **Data, Messaging & Storage**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-18 | [Kubectl output options 🌟](https://gist.github.com/so0k/42313dbb3b547a0f51a547bb968696ba) | 🟑 high | A curated technical guide detailing advanced kubectl formatting options. It covers jsonpath extractions, custom columns, and Go templating recipes. This cheat sheet is incredibly valuable for platform |
-    | 2026-06-18 | [redpanda-data/kowl](https://github.com/redpanda-data/console) | 🟑 high | A high-performance web dashboard optimized for debugging and exploring event-streaming platforms. Developed originally as Kowl and later rebranded as Redpanda Console, it presents outstanding visualiz |
-    | 2026-06-18 | [conduktor.io/kafka: Learn Apache Kafka like never before](https://www.conduktor.io/kafka) | 🟑 high | Curator Insight points to Conduktor's exhaustive learning guides. Live Grounding verifies this is one of the premier visually-driven educational portals for understanding Apache Kafka cluster topologi |
-    | 2026-06-14 | [github.com/kubernetes-sigs: Local Persistence Volume Static Provisioner' 🌟](https://github.com/kubernetes-sigs/sig-storage-local-static-provisioner) | 🟑 high | The official Kubernetes-SIGs repository for the local persistence static provisioner. It automates the creation of PVs for local disks, enabling database workloads to achieve raw, low-latency NVMe/SSD |
-    | 2026-06-14 | [SMB CSI Driver for Kubernetes](https://github.com/kubernetes-csi/csi-driver-smb) | 🟑 high | A specialized CSI driver designed to dynamically provision and mount Server Message Block (SMB) shared directories into Kubernetes pods. This driver is essential for heterogeneous Windows/Linux contai |
-    | 2026-06-14 | [github.com/dolthub/dolt](https://github.com/dolthub/dolt) | 🟑 high | An innovative SQL database implementing Git-style version control concepts (clone, push, pull, branch, merge) over table structures and data cells. Perfect for decentralized collaborative data managem |
-    | 2026-06-13 | [AKHQ (previously known as KafkaHQ) 🌟](https://github.com/tchiotludo/akhq) | 🟑 high | AKHQ (formerly KafkaHQ) is a comprehensive web interface for administering and browsing Apache Kafka resources. It provides granular visibility into topics, payloads, schema registries, and consumer g |
-    | 2026-06-12 | [Zalando Postgres Operator](https://github.com/zalando/postgres-operator) | 🟑 high | Zalando's PostgreSQL Operator, which orchestrates highly available Spilo clusters on Kubernetes. Automates provisioning, scaling, master-failovers, offsite backups, and minor engine upgrades via decla |
-    | 2026-06-12 | [percona/pg_stat_monitor](https://github.com/percona/pg_stat_monitor) | 🟑 high | Percona's advanced query performance monitoring extension for PostgreSQL. Extends the capabilities of pg_stat_statements with bucket-based statistics, client IP address tracking, visual execution plan |
-    | 2026-06-12 | [github.com/vmware-tanzu/velero](https://github.com/velero-io/velero) | 🟑 high | Velero is the standard open-source utility for safely backing up and restoring entire Kubernetes cluster structures and persistent volumes. Deeply integrates with both raw cloud APIs and file-level ut |
-    | 2026-06-11 | [github.com/01mf02/jaq](https://github.com/01mf02/jaq) | 🟑 high | A modern clone of jq built in Rust, engineered for lightning-fast configuration query processing, enhanced compiler diagnostic outputs, and strict type safety across multi-gigabyte files. |
-    | 2026-06-11 | [Kafdrop – Kafka Web UI 🌟](https://github.com/obsidiandynamics/kafdrop) | 🟑 high | Kafdrop is a popular, lightweight web UI for monitoring and managing Apache Kafka clusters. It renders real-time views of brokers, topic structures, partition offsets, consumer group lag, and permits  |
-    | 2026-06-11 | [Spilo: HA PostgreSQL Clusters with Docker](https://github.com/zalando/spilo) | 🟑 high | Spilo is Zalando's container image bundling PostgreSQL, Patroni, pgBackRest, and WAL-E/WAL-G. Built for mission-critical production reliability, it serves as the stable, standard database core for the |
-    | 2026-06-11 | [Patroni](https://github.com/patroni/patroni) | 🟑 high | Industry-standard Python-driven template for high-availability PostgreSQL. Integrates with Distributed Consensus Stores (DCS) like etcd, Consul, or ZooKeeper to manage dynamic leader election, dynamic |
-    | 2026-06-11 | [openebs/zfs-localpv](https://github.com/openebs/zfs-localpv) | 🟑 high | The official OpenEBS CSI driver for ZFS-LocalPV. It dynamically provisions ZFS pools on local nodes, combining the exceptional performance of raw NVMe storage with ZFS capabilities like snapshots, clo |
+    | 2026-06-12 | [github.com/vmware-tanzu/velero](https://github.com/velero-io/velero) | πŸ”΄ critical | Velero is the undisputed industry standard for backing up, restoring, and migrating Kubernetes cluster state and persistent volumes. |
+    | 2026-06-01 | [Longhorn](https://longhorn.io) | πŸ”΄ critical | As a graduated CNCF project, Longhorn provides resilient, replica-aware distributed block storage built natively for Kubernetes workloads. |
+    | 2026-06-01 | [strimzi.io](https://strimzi.io) | πŸ”΄ critical | Strimzi is the premier CNCF-backed project for deploying and managing Apache Kafka clusters natively in Kubernetes using the Operator pattern. |
+    | 2026-06-01 | [min.io](https://www.min.io) | πŸ”΄ critical | MinIO is the leading high-performance, S3-compatible object storage solution engineered specifically for Kubernetes and private cloud deployments. |
+    | 2026-06-01 | [Redpanda 🌟](https://www.redpanda.com) | 🟑 high | Redpanda fundamentally shifts the messaging paradigm by offering a high-performance, JVM-free, C++ alternative compatible with the Kafka API. |
+    | 2026-06-12 | [Zalando Postgres Operator](https://github.com/zalando/postgres-operator) | 🟑 high | The Zalando Postgres Operator is a production-proven standard for automating highly available PostgreSQL clusters on Kubernetes. |
+    | 2026-06-01 | [**Debezium**:](https://debezium.io) | 🟑 high | Debezium is the de facto industry-standard engine for Change Data Capture (CDC), bridging transactional databases to real-time event streams. |
+    | 2026-06-01 | [OpenEBS](https://openebs.io) | 🟑 high | OpenEBS is a prominent Container Attached Storage (CAS) system that simplifies dynamic provisioning of local and cloud disks for Kubernetes. |
+    | 2025-06-01 | [Kasten](https://www.veeam.com/products/cloud/kubernetes-data-protection.html) | 🟑 high | Kasten K10 by Veeam is the preeminent enterprise-grade data protection, disaster recovery, and mobility platform built specifically for Kubernetes. |
+    | 2026-06-14 | [github.com/kubernetes-sigs: Local Persistence Volume Static Provisioner' 🌟](https://github.com/kubernetes-sigs/sig-storage-local-static-provisioner) | 🟑 high | This official Kubernetes-SIG static provisioner enables high-performance database workloads to directly leverage raw, low-latency NVMe and SSD storage. |
 
     **AI & Agents**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-18 | [docs.anthropic.com: Claude Code CLI](https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview) | 🟑 high | Anthropic's official command-line interface (CLI) tool designed for autonomous agentic software engineering. Claude Code can read codebases, execute commands, run tests, and manage git workflows direc |
-    | 2026-06-18 | [antigravity.google: Google Antigravity Agentic Platform](https://antigravity.google) | 🟑 high | Google's unified development platform and SDK (google-antigravity) for building, evaluating, and deploying stateful AI agents. Enables developers to transition from local prototype builds to secure GK |
-    | 2026-06-18 | [cursor.com: Cursor AI Code Editor](https://cursor.com) | 🟑 high | The premier AI-first code editor, built as a fork of VS Code, offering features like Cursor Tab (smart autocomplete), Cmd+K (inline edits), Composer (multi-file agentic code generation), and deep code |
-    | 2026-06-14 | [vLLM on Kubernetes](https://github.com/vllm-project/vllm) | 🟑 high | Curator Insight: Integration guides and deployment schemas for hosting vLLM on Kubernetes clusters. Live Grounding: Standardizes memory-efficient LLM serving using PagedAttention. Features rapid integ |
-    | 2026-06-14 | [github.com/openai/openai-cookbook: OpenAI Cookbook](https://github.com/openai/openai-cookbook) | 🟑 high | The official, highly detailed cookbook of integration patterns and code recipes from OpenAI. Live Grounding and Curator Insight rate this as the definitive reference for engineering structured JSON mo |
-    | 2026-06-14 | [Claude Code Best Practice](https://github.com/shanraisshan/claude-code-best-practice) | 🟑 high | Curator Insight: Curated collection of best practices, system prompts, and architecture layouts for Claude Code. Live Grounding: Explores advanced CLI-driven agent workflows, highlighting configuratio |
-    | 2026-06-14 | [Claude Code Templates](https://github.com/davila7/claude-code-templates) | 🟑 high | Claude Code Templates is an extensive community library containing structured system designs, context guidelines, and prompt schemas optimized for Anthropic's Claude Code and CLI. It helps teams confi |
-    | 2026-06-13 | [Skyvern](https://github.com/Skyvern-ai/Skyvern) | 🟑 high | Curator Insight: An AI-powered web browser automation agent designed to extract data and execute workflows on complex interfaces. Live Grounding: Translates plain-text instructions into resilient sele |
-    | 2026-06-12 | [Skills for Real Engineers](https://github.com/mattpocock/skills) | 🟑 high | An exceptionally popular repository detailing the foundational principles, design philosophies, and architectural protocols required for master-level software delivery. While the curator focuses on ca |
-    | 2026-06-11 | [Awesome MCP Servers](https://github.com/punkpeye/awesome-mcp-servers) | 🟑 high | Curator Insight: A community-curated collection of servers implementing the Model Context Protocol. Live Grounding: Aggregates verified integrations linking AI models to tools like relational database |
-    | 2026-06-11 | [Tabularis: Open Source Desktop Client for Modern Databases with AI and MCP' Integration](https://github.com/TabularisDB/tabularis/blob/main/README.es.md) | 🟑 high | An open-source desktop database client featuring Model Context Protocol (MCP) integrations. This compliance allows local LLMs to safely query, analyze, and update database schemas within strict user s |
-    | 2026-06-09 | [github.com/microsoft/ML-For-Beginners: Machine Learning for Beginners' - A Curriculum](https://github.com/microsoft/ML-For-Beginners) | 🟑 high | Microsoft's 12-week, 26-lesson classical machine learning curriculum focused heavily on hands-on project-based execution using Scikit-learn. It purposely isolates foundational ML patternsβ€”such as regr |
-    | 2026-06-07 | [GitHub MCP Server](https://github.com/modelcontextprotocol/servers) | 🟑 high | Curator Insight: Primary collection of production-grade Model Context Protocol (MCP) servers. Live Grounding: Establishes development standards for JSON-RPC 2.0 based message exchange between host age |
-    | 2026-06-03 | [github.com/jupyterlab/jupyter-ai](https://github.com/jupyterlab/jupyter-ai) | 🟑 high | An official JupyterLab extension that brings generative AI capabilities to interactive notebooks. It supports inline code synthesis, explanation, and error correction across multiple model APIs. |
-    | 2026-06-02 | [LLMs-from-scratch](https://github.com/rasbt/LLMs-from-scratch) | 🟑 high | Curator Insight highlights this acclaimed resource for building a fully functional PyTorch Transformer from scratch. Live Grounding verifies it is an indispensable textbook for AI engineers, laying ba |
+    | 2026-06-18 | [antigravity.google: Google Antigravity Agentic Platform](https://antigravity.google) | πŸ”΄ critical | Bridges local agent development with secure production deployment on Google Kubernetes Engine (GKE). |
+    | 2026-06-14 | [vLLM on Kubernetes](https://github.com/vllm-project/vllm) | πŸ”΄ critical | Standardizes memory-efficient, highly scalable, and production-ready LLM serving on Kubernetes clusters. |
+    | 2026-06-02 | [Announcing Claude Managed Agents on Cloudflare](https://blog.cloudflare.com/claude-managed-agents) | πŸ”΄ critical | Provides a secure, sandboxed serverless execution environment at the edge for autonomous AI agent workflows. |
+    | 2026-06-18 | [docs.anthropic.com: Claude Code CLI](https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview) | 🟑 high | Establishes a major shift in developer productivity by enabling autonomous agentic software engineering directly from the command line. |
+    | 2026-06-07 | [GitHub MCP Server](https://github.com/modelcontextprotocol/servers) | 🟑 high | Standardizes tool-to-agent communication by establishing Model Context Protocol (MCP) development patterns. |
+    | 2026-06-13 | [LocalAI](https://github.com/mudler/LocalAI) | 🟑 high | Enables secure, self-hosted, and cloud-native execution of LLMs as an OpenAI-compatible API gateway. |
+    | 2026-06-14 | [OpenOps: No-Code FinOps Automation Platform with AI](https://github.com/openops-cloud/openops) | 🟑 high | Combines AI agents with cloud-native infrastructure by automating Kubernetes cost optimization and resource sizing. |
+    | 2026-06-11 | [Awesome MCP Servers](https://github.com/punkpeye/awesome-mcp-servers) | 🟑 high | Curates the rapidly growing ecosystem of Model Context Protocol (MCP) servers connecting LLMs to databases and cloud APIs. |
+    | 2025-06-01 | [CAST AI](https://cast.ai) | 🟑 high | Delivers immediate enterprise cost-efficiency using real-time, automated AI scaling algorithms for EKS, AKS, and GKE. |
+    | 2026-06-10 | [Google Agents CLI](https://github.com/google/agents-cli) | 🟑 high | Provides an official Google CLI tool leveraging MCP to design and deploy structured agentic workflows. |
 
     **MLOps & Data Science**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-13 | [github.com/Netflix/metaflow 🌟](https://github.com/Netflix/metaflow) | 🟑 high | Metaflow is Netflix's human-centric framework designed for building and managing production-grade data science pipelines. It seamlessly integrates local development with enterprise-scale cloud infrast |
-    | 2026-06-13 | [github.com/VikParuchuri/surya](https://github.com/datalab-to/surya) | 🟑 high | Surya provides multi-lingual document OCR and accurate layout analysis powered by deep learning. It delivers high-fidelity reading and structuring of dense scientific papers, tables, and financial lay |
-    | 2026-06-08 | [rubrix](https://github.com/argilla-io/argilla) | 🟑 high | Formerly Rubrix, Argilla is a premier open-source data curation platform designed for AI and LLM workflows. Enables continuous human-in-the-loop (HITL) fine-tuning cycles. It seamlessly integrates wit |
-    | 2026-06-01 | [Ray](https://docs.ray.io/en/latest) | 🟑 high | Ray is the premier distributed execution framework for scaling compute-heavy AI and Python workloads. It provides low-overhead, dynamic actor execution models, powering distributed training (Ray Train |
-    | 2026-05-19 | [github.com/meta-llama/llama-recipes](https://github.com/meta-llama/llama-cookbook) | 🟑 high | Meta's core repository for scaling LLM deployments. It offers highly robust templates for PEFT (Parameter-Efficient Fine-Tuning) such as LoRA, model quantization, and optimization strategies that enab |
-    | 2026-06-18 | [mikeroyal/Kubernetes-Guide: Machine Learning 🌟](https://github.com/mikeroyal/Kubernetes-Guide/blob/main/README.md) | 🟑 high | A comprehensive reference manual mapping the landscape of running machine learning workloads on Kubernetes. Aggregates configurations, installation commands, and architecture diagrams for tooling acro |
-    | 2026-06-13 | [github.com/aimhubio/aim](https://github.com/aimhubio/aim) | 🟑 high | Aim is an open-source, highly responsive experiment tracking and visualization dashboard for machine learning. It provides a robust query language and a user-friendly UI to compare thousands of metric |
-    | 2026-06-02 | [SilverTorch: Index as Model β€” A New Retrieval Paradigm for Recommendation Systems](https://engineering.fb.com/2026/05/26/ml-applications/silvertorch-index-as-model-new-retrieval-paradigm-recommendation-systems) | 🟑 high | Meta's SilverTorch architecture redefines recommendation engines by consolidating vector retrieval, filtering, and scoring into a unified, GPU-optimized PyTorch model. Historically, recommendation pip |
-    | 2026-05-25 | [github.com/XuehaiPan/nvitop 🌟](https://github.com/XuehaiPan/nvitop) | 🟑 high | An interactive, terminal-based GPU monitoring tool that acts as a modern replacement for nvidia-smi. It provides real-time tracking of GPU resource consumption, memory configurations, process owners,  |
-    | 2026-05-21 | [tensorchord/envd: Reproducible development environment for AI/ML 🌟](https://github.com/tensorchord/envd) | πŸ”΅ medium | An innovative local development environment generator for ML engineering. Envd translates Python declarations into isolated container definitions, ensuring high reproducibility for CUDA packages, pip  |
-    | 2026-06-18 | [github: A very Long never ending Learning around Data Engineering & Machine' Learning](https://github.com/abhishek-ch/around-dataengineering) | πŸ”΅ medium | A comprehensive curated repository documenting data engineering pipelines, distributed computing principles, and machine learning foundations. It aggregates core concepts of large-scale data systems,  |
-    | 2026-06-18 | [cd.foundation: Announcing the CD Foundation MLOps SIG](https://cd.foundation/blog/2020/02/11/announcing-the-cd-foundation-mlops-sig) | πŸ”΅ medium | A curated technical resource and architectural guide covering cd.foundation: Announcing the CD Foundation MLOps SIG in the Kubernetes Tools ecosystem. |
-    | 2026-06-18 | [stackoverflow.com: How is Flyte tailored to "Data and Machine Learning"?](https://stackoverflow.com/questions/72657318/how-is-flyte-tailored-to-data-and-machine-learning) | πŸ”΅ medium | A curated technical resource and architectural guide covering stackoverflow.com: How is Flyte tailored to "Data and Machine Learning"? in the Kubernetes Tools ecosystem. |
-    | 2026-06-14 | [about.gitlab.com: How is AI/ML changing DevOps?](https://about.gitlab.com/blog/how-is-ai-ml-changing-devops) | πŸ”΅ medium | Investigates the evolving integration of AI and Machine Learning inside DevSecOps pipelines. Discusses automated code suggestion mechanisms, ML-driven vulnerability remediation, and predictive diagnos |
-    | 2026-05-17 | [marvelousmlops.substack.com: Sharpen your cookiecutter: speed up repo creation' with workflows](https://marvelousmlops.substack.com/p/sharpen-your-cookiecutter-speed-up) | πŸ”΅ medium | A curated technical resource and architectural guide covering marvelousmlops.substack.com: Sharpen your cookiecutter: speed up repo creation' with workflows in the Kubernetes Tools ecosystem. |
+    | 2026-06-01 | [Ray](https://docs.ray.io/en/latest) | πŸ”΄ critical | Ray is the industry-standard distributed compute framework powering modern large-scale AI training and serving workloads with deep Kubernetes integration. |
+    | 2026-05-17 | [openai.com: Scaling Kubernetes to 7,500 nodes 🌟](https://openai.com/research/scaling-kubernetes-to-7500-nodes) | πŸ”΄ critical | This landmark case study from OpenAI provides essential architectural insights into scaling Kubernetes to unprecedented limits for massive AI workloads. |
+    | 2026-06-13 | [github.com/Netflix/metaflow 🌟](https://github.com/Netflix/metaflow) | 🟑 high | Netflix's enterprise-grade framework dramatically simplifies the orchestration of production data science pipelines on cloud-native infrastructure. |
+    | 2026-05-19 | [github.com/meta-llama/llama-recipes](https://github.com/meta-llama/llama-cookbook) | 🟑 high | Meta's standard recipes for PEFT and quantization directly shape modern enterprise LLM deployment and optimization pipelines. |
+    | 2026-06-08 | [rubrix](https://github.com/argilla-io/argilla) | 🟑 high | Argilla addresses the critical enterprise need for human-in-the-loop data curation and LLM fine-tuning alignment in production workflows. |
+    | 2026-05-17 | [medium.com/@bchenjh: Distributed full fine-tuning of Llama2 on Kubernetes](https://medium.com/@bchenjh/full-fine-tuning-of-llama2-on-kubernetes-a983e1eb2259) | 🟑 high | It provides a practical architectural blueprint for executing resource-intensive, distributed LLM training tasks on cloud-native Kubernetes clusters. |
+    | 2026-05-17 | [medium.com/workday-engineering: Implementing a Fully Automated Sharding' Strategy on Kubernetes for Multi-tenanted Machine Learning Applications](https://medium.com/workday-engineering/implementing-a-fully-automated-sharding-strategy-on-kubernetes-for-multi-tenanted-machine-learning-4371c48122ae) | 🟑 high | This engineering guide details highly advanced, automated sharding strategies necessary for scaling multi-tenant ML platforms on Kubernetes. |
+    | 2026-05-21 | [tensorchord/envd: Reproducible development environment for AI/ML 🌟](https://github.com/tensorchord/envd) | 🟑 high | Envd solves the ML dev-to-production parity gap by translating Python declarations directly into isolated, reproducible container definitions. |
+    | 2026-06-18 | [mikeroyal/Kubernetes-Guide: Machine Learning 🌟](https://github.com/mikeroyal/Kubernetes-Guide/blob/main/README.md) | πŸ”΅ medium | A highly comprehensive architectural reference mapping mainstream machine learning tools and setups directly to Kubernetes environments. |
+    | 2026-05-25 | [github.com/XuehaiPan/nvitop 🌟](https://github.com/XuehaiPan/nvitop) | πŸ”΅ medium | An essential terminal utility that enhances developer visibility and real-time monitoring of GPU resources during heavy model training cycles. |
 
     **Python, Java & Developer Ecosystem**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-14 | [metalbear-co/mirrord](https://github.com/metalbear-co/mirrord) | 🟑 high | An enterprise-grade tool that plugs local processes directly into remote Kubernetes namespaces. It avoids image building or cluster redeployments by mirroring incoming network traffic, DNS resolutions |
-    | 2026-06-14 | [Ruff](https://github.com/astral-sh/ruff) | 🟑 high | Curator Insight introduces Ruff as an extremely fast Python linter and formatter written in Rust. Live Grounding confirms Ruff is a de facto industry standard, dramatically lowering CI run times by re |
-    | 2026-06-14 | [github.com/nodejs/node](https://github.com/nodejs/node) | 🟑 high | Core development branch of the Node.js runtime. Details foundational V8 updates, event loop mechanics (libuv integration), core module performance tweaks, and security updates essential for server-sid |
-    | 2026-06-14 | [Awesome Go 🌟](https://github.com/avelino/awesome-go) | 🟑 high | The definitive curated repository of high-quality Go frameworks, libraries, and software. Unmatched resource for identifying vetted dependencies for enterprise service development. Ideal for building  |
-    | 2026-06-14 | [testcontainers-spring-boot 🌟](https://github.com/PlaytikaOSS/testcontainers-spring-boot) | 🟑 high | A powerful open-source library that automates the lifecycle of Docker containers (PostgreSQL, Kafka, Redis) during JUnit test execution. It eliminates the need for shared database environments and moc |
-    | 2026-06-13 | [github.com/spring-projects: springboot enables these probes automatically when running in k8s](https://github.com/spring-projects/spring-boot#L73) | 🟑 high | Details Spring Boot's built-in Kubernetes-native integration features, specifically the auto-detection of container platform hosting. Once identified, it splits Spring Actuator's health check endpoint |
-    | 2026-06-13 | [codecentric's Spring Boot Admin UI 🌟](https://github.com/codecentric/spring-boot-admin) | 🟑 high | A popular community dashboard engineered to coordinate, monitor, and manage Spring Boot applications. By parsing actuator telemetry data, it displays real-time statistics including thread states, JVM  |
-    | 2026-06-13 | [pydantic/pydantic](https://github.com/pydantic/pydantic) | 🟑 high | Curator Insight: The absolute industry standard data enforcement framework utilizing type annotation structures. Live Grounding: High-density Rust-compiled (V2) validation tool that guarantees strict  |
-    | 2026-06-13 | [github.com/golang/vscode-go 🌟](https://github.com/golang/vscode-go/blob/master/README.md) | 🟑 high | The official Visual Studio Code Go extension, providing rich language support via the Go Language Server (gopls). Integrates Delve for robust debugging, automated importing, structural profiling, and  |
-    | 2026-06-13 | [GitLens interactive rebase](https://github.com/gitkraken/vscode-gitlens) | 🟑 high | Detailed documentation on GitLens' visual interactive rebase tool, which translates raw CLI rebase structures into a drag-and-drop workspace UI within VS Code, significantly reducing risks when rewrit |
-    | 2026-06-13 | [github.com/public-apis/public-apis: Try Public APIs for free 🌟](https://github.com/public-apis/public-apis) | 🟑 high | A highly curated, massive directory of free, public APIs categorized by topic (such as Auth, Data, Analytics, and weather). This repository is the de facto standard resource for engineers searching fo |
-    | 2026-06-13 | [Azure/vscode-kubernetes-tools 🌟](https://github.com/vscode-kubernetes-tools/vscode-kubernetes-tools) | 🟑 high | Developed by Microsoft/Azure, this foundational extension integrates cluster management, manifest linting, Helm support, and debug workflows directly into the editor for effortless Kubernetes operatio |
-    | 2026-06-12 | [apache/maven-mvnd](https://github.com/apache/maven-mvnd) | 🟑 high | Apache Maven Daemon repository. Drastically reduces compilation overhead by utilizing persistent background execution processes to store compiler hot-spots and plugin contexts. |
-    | 2026-06-12 | [App-vNext/Polly](https://github.com/App-vNext/Polly) | 🟑 high | The premier resilient fault-handling library for the .NET ecosystem. Enables developers to configure sophisticated reliability policies including Retry, Circuit Breaker, Timeout, Bulkhead Isolation, a |
-    | 2026-06-12 | [github: Spring Cloud Kubernetes 🌟](https://github.com/spring-cloud/spring-cloud-kubernetes) | 🟑 high | A specialized integration library that allows Spring Cloud applications to run transparently on Kubernetes. It maps Kubernetes ConfigMaps and Secrets to Spring's Environment, and translates discovery  |
+    | 2026-06-14 | [metalbear-co/mirrord](https://github.com/metalbear-co/mirrord) | πŸ”΄ critical | Plugs local developer processes directly into remote Kubernetes namespaces to streamline the cloud-native development loop without constant image rebuilds. |
+    | 2026-06-14 | [Ruff](https://github.com/astral-sh/ruff) | πŸ”΄ critical | Dramatically accelerates Python CI/CD pipelines by replacing traditional formatters and linters with an ultra-fast, Rust-based unified engine. |
+    | 2026-06-14 | [testcontainers-spring-boot 🌟](https://github.com/PlaytikaOSS/testcontainers-spring-boot) | 🟑 high | Automates the lifecycle of real Docker dependencies during JUnit runs, drastically improving Java integration testing fidelity. |
+    | 2026-06-13 | [github.com/spring-projects: springboot enables these probes automatically when running in k8s](https://github.com/spring-projects/spring-boot#L73) | 🟑 high | Simplifies cloud-native deployments by automatically detecting Kubernetes environments to configure liveness and readiness probes out of the box. |
+    | 2026-06-13 | [pydantic/pydantic](https://github.com/pydantic/pydantic) | 🟑 high | Enforces strict data validation across Python microservices with a high-performance, Rust-compiled core that dominates modern backend APIs. |
+    | 2026-06-12 | [apache/maven-mvnd](https://github.com/apache/maven-mvnd) | 🟑 high | Utilizes a persistent background daemon to dramatically reduce Maven compilation overhead and accelerate local Java loops. |
+    | 2026-06-12 | [github: Spring Cloud Kubernetes 🌟](https://github.com/spring-cloud/spring-cloud-kubernetes) | 🟑 high | Provides seamless integration by mapping Kubernetes ConfigMaps, Secrets, and discovery mechanisms directly into Spring Cloud applications. |
+    | 2026-06-12 | [github.com/bloomberg/memray 🌟🌟](https://github.com/bloomberg/memray) | 🟑 high | Enables deep memory profiling for complex Python microservice architectures, critical for optimizing container resource limits in production. |
+    | 2026-06-01 | [cloud.spring.io: Spring Cloud Vault 🌟](https://cloud.spring.io/spring-cloud-vault/reference/html) | 🟑 high | Natively bridges the Spring application model with HashiCorp Vault to automate secure credential rotation within cloud environments. |
+    | 2026-06-01 | [quarkus.io](https://quarkus.io) | πŸ”΄ critical | Redefines Java for serverless and Kubernetes by optimizing startup times and memory footprints via ahead-of-time compilation with GraalVM. |
 
     **Linux & System Foundations**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-18 | [github.blog: Continuous Delivery with GitHub Actions](https://github.blog/enterprise-software/ci-cd/continuous-delivery-github-actions-best-practices) | 🟑 high | Enterprise patterns and best practices for continuous delivery (CD) using GitHub Actions. Highlights secure credential management, least privilege, runner isolation, environment checks, and GITHUB_TOK |
-    | 2026-06-18 | [learn.microsoft.com: Use Agent Mode in GitHub Copilot](https://learn.microsoft.com/en-us/visualstudio/ide/copilot-agent-mode) | 🟑 high | Official documentation for the Agent Mode inside GitHub Copilot. Guides developers on configuring autonomous multi-file refactoring, debugging, and advanced prompt engineering patterns. |
-    | 2026-06-18 | [githubnext.com: GitHub Copilot Workspace](https://githubnext.com/projects/copilot-workspace) | 🟑 high | An agentic development environment by GitHub Next designed to orchestrate software changes using autonomous developer agents. Assists developers from specification to implementation, verification, and |
-    | 2026-06-18 | [The Art of Command Line](https://github.com/jlevy/the-art-of-command-line) | 🟑 high | The premium, single-page reference for command-line mastery. Highly dense and comprehensive, it details advanced processes, pipeline debugging, and cloud utility integrations. Live Grounding establish |
-    | 2026-06-18 | [GitHub Flow](https://docs.github.com/en/get-started/using-github/github-flow) | 🟑 high | GitHub Flow is a lightweight, branch-based workflow that supports continuous delivery by eliminating the complex branching structures of older patterns. Developers work on short-lived feature branches |
-    | 2026-06-14 | [Odoo Mergebot](https://github.com/odoo/odoo/wiki/Mergebot) | 🟑 high | Odoo's foundational merge-bot built to orchestrate massive volume commits across multi-repository dependencies. It employs highly robust state-machine mechanics to validate test combinations and keep  |
-    | 2026-06-13 | [bpftrace](https://github.com/bpftrace/bpftrace) | 🟑 high | A high-level tracing language and diagnostic toolkit built on top of the Linux eBPF subsystem. It allows system engineers to dynamically probe kernel modules, trace memory allocations, and analyze lat |
-    | 2026-06-13 | [zx](https://github.com/google/zx) | 🟑 high | A modern execution tool built by Google that lets developers write robust scripting pipelines using JavaScript or TypeScript. It automates child-process management, string escaping, and error checks.  |
-    | 2026-06-12 | [github.com/actions/actions-runner-controller 🌟](https://github.com/actions/actions-runner-controller) | 🟑 high | Official Kubernetes operator designed to manage self-hosted GitHub Actions runner infrastructure dynamically. Integrates natively with Horizontal Pod Autoscaler (HPA) targets to scale runner deploymen |
-    | 2026-06-12 | [git-lfs/git-lfs: Git Large File Storage](https://github.com/git-lfs/git-lfs) | 🟑 high | An open-source Git extension that swaps massive media elements and build binaries for lightweight reference pointers. Reduces main repository bloat to improve checkout times in large-scale operations. |
-    | 2026-06-10 | [github.com/MichaelMure/git-bug](https://github.com/git-bug/git-bug) | 🟑 high | An open-source, fully distributed bug tracking mechanism built directly on Git metadata. It embeds ticket management histories directly into the source control system itself, permitting offline bug tr |
-    | 2026-06-01 | [wcurl](https://github.com/curl/wcurl) | 🟑 high | A lightweight command wrapper designed by the curl maintainers to simplify raw file downloads. Removes the need to manually define standard flags like `-O` and `--create-dirs`, reducing script frictio |
-    | 2026-06-01 | [LWN.net](https://lwn.net) | 🟑 high | The premier journal for Linux kernel development, systems programming, and open-source community dynamics. Renowned for its unparalleled technical depth, LWN offers deep architectural analysis of kern |
-    | 2026-06-01 | [**curl command**: Understanding the Hidden Powers of curl](https://nordicapis.com/understanding-the-hidden-powers-of-curl) | 🟑 high | An in-depth analysis of advanced curl functionalities, detailing raw TCP manipulation, custom HTTP headers, proxy tunneling, and authentication. A key diagnostic asset for testing REST APIs and debugg |
-    | 2026-06-01 | [pre-commit](https://pre-commit.com) | 🟑 high | A multi-language package manager designed to configure, run, and scale pre-commit hooks. It prevents secrets leaks, handles multi-language formatters, and implements fast static analysis before change |
+    | 2026-06-01 | [redhat.com: World domination with cgroups part 8: down and dirty with cgroup v2](https://www.redhat.com/en/blog/world-domination-cgroups-part-8-down-and-dirty-cgroup-v2) | πŸ”΄ critical | cgroup v2 is the bedrock of modern container isolation, resource allocation, and memory pressure tracking in cloud-native platforms. |
+    | 2026-03-05 | [How-To Secure A Linux Server](https://github.com/imthenachoman/How-To-Secure-A-Linux-Server) | 🟑 high | Provides an exhaustive, production-ready blueprint for hardening enterprise Linux hosts against contemporary security threats. |
+    | 2026-06-01 | [LWN.net](https://lwn.net) | 🟑 high | Serves as the premier destination for deep architectural analysis of the Linux kernel, tracking core changes that shape container engines. |
+    | 2026-01-05 | [github: Safe ways to do things in bash](https://github.com/anordal/shellharden/blob/master/how_to_do_things_safely_in_bash.md) | 🟑 high | Establishes a rigorous, defensive style guide for writing reliable and safe automation scripts across infrastructure-as-code pipelines. |
+    | 2026-06-01 | [sysadminxpert.com: How to watch real time TCP and UDP ports on Linux (netstat & ss) 🌟](https://sysadminxpert.com/how-to-watch-real-time-tcp-and-udp-ports-on-linux) | 🟑 high | Demystifies modern socket monitoring using the 'ss' utility, which is crucial for routing and ingress troubleshooting in container networks. |
+    | 2024-04-30 | [termshark](https://github.com/gcla/termshark) | 🟑 high | Brings powerful, interactive Wireshark capabilities directly to headless environments and remote Kubernetes pods via a clean terminal interface. |
+    | 2026-06-01 | [abarrak.gitbook.io: Linux SysOps Handbook 🌟](https://abarrak.gitbook.io/linux-sysops-handbook) | πŸ”΅ medium | Offers a high-density, hands-on reference manual for on-call engineers resolving real-world compute, network, and storage incidents. |
+    | 2026-06-01 | [**curl command**: Understanding the Hidden Powers of curl](https://nordicapis.com/understanding-the-hidden-powers-of-curl) | πŸ”΅ medium | Unlocks advanced HTTP client capabilities essential for diagnosing low-level TCP sessions, routing, and APIs in distributed microservices. |
+    | 2026-06-01 | [tecmint.com: How to Control Systemd Services on Remote Linux Server](https://www.tecmint.com/control-systemd-services-on-remote-linux-server) | πŸ”΅ medium | Demonstrates secure, agentless remote management of systemd services over SSH, streamlining bare-metal and VM orchestration. |
+    | 2026-06-01 | [igoroseledko.com: Parallel Rsync](https://www.igoroseledko.com/parallel-rsync) | πŸ”΅ medium | Solves a critical throughput bottleneck by parallelizing standard rsync processes for high-performance, petabyte-scale data migration. |
 
     **Security & Compliance**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-18 | [PolicyHub CLI, a CLI tool that makes Rego policies searchable 🌟](https://github.com/policy-hub/policy-hub-cli) | 🟑 high | A lightweight command-line utility engineered to improve discoverability and usability of Rego-based policies. This tool parses and indexes shared policy repositories, enabling infrastructure and plat |
-    | 2026-06-18 | [Project Calico 🌟](https://www.tigera.io/project-calico) | 🟑 high | Curator Insight flags Calico as an industry-standard networking engine. Live Grounding reviews its implementation of eBPF and standard Linux iptables routing schemes to enforce high-performance networ |
-    | 2026-06-14 | [Tetragon (Cilium)](https://github.com/cilium/tetragon) | 🟑 high | An eBPF-powered security observability and runtime enforcement platform. It monitors and blocks system events at the kernel level, providing granular process execution, network activity, and file syst |
-    | 2026-06-14 | [A Kyverno policy to block custom snippet configurations for Kubernetes Nginx ingress (CVE-2021-25742](https://github.com/kubernetes/kubernetes/issues/126811) | 🟑 high | A critical Kyverno security policy designed to block custom Nginx Ingress snippet configurations, preventing exploitation of CVE-2021-25742. Demonstrates the practical power of declarative security ru |
-    | 2026-06-14 | [github.com/goauthentik/authentik](https://github.com/goauthentik/authentik) | 🟑 high | authentik is an open-source identity infrastructure built to provide modern Single Sign-On (SSO), Multi-Factor Authentication (MFA), and fine-grained user access rules. It integrates with Kubernetes d |
-    | 2026-06-13 | [Policy Reporter 🌟](https://github.com/kyverno/policy-reporter) | 🟑 high | A CNCF-recognized dashboard and reporter engineered to capture, aggregate, and visualize policy violations (like Kyverno or OPA findings) inside Kubernetes clusters. Converts abstract policy status re |
-    | 2026-06-13 | [sops: Simple and flexible tool for managing secrets 🌟](https://github.com/getsops/sops) | 🟑 high | An essential open-source tool for file-level encryption inside configuration management pipelines. SOPS supports partial file encryption for formats like YAML, JSON, and ENV, integrating natively with |
-    | 2026-06-13 | [github.com/cert-manager: Policy Approver](https://github.com/cert-manager/approver-policy) | 🟑 high | The cert-manager approver-policy extension code repository. Intercepts CertificateRequest resources before submission, evaluating requested commonNames, SANs, and key constraints against user-defined  |
-    | 2026-06-13 | [Pomerium](https://github.com/pomerium/pomerium) | 🟑 high | Pomerium acts as an identity-aware, security-oriented context reverse proxy designed to establish robust Zero Trust access policies without relying on client-side VPN installations. It integrates with |
-    | 2026-06-13 | [github.com/prowler-cloud/prowler 🌟🌟](https://github.com/prowler-cloud/prowler) | 🟑 high | An industry-standard tool for Cloud Security Posture Management (CSPM). It systematically audits multi-cloud infrastructures against CIS benchmarks, GDPR, and PCI-DSS rules, outputting detailed securi |
-    | 2026-06-12 | [hashicorp/vault](https://github.com/hashicorp/vault) | 🟑 high | The premier multi-cloud secret manager, data protection engine, and dynamic credential broker. Despite HashiCorp's BSL license shifts, it remains the backbone of enterprise Zero Trust architectures, e |
-    | 2026-06-12 | [kubescape](https://github.com/kubescape/kubescape) | 🟑 high | An active CNCF Sandbox tool providing multi-framework configuration scanning, risk analysis, and vulnerability management. It integrates into CI/CD pipelines to ensure continuous verification of compl |
-    | 2026-06-12 | [pyca/bcrypt](https://github.com/pyca/bcrypt) | 🟑 high | Provides high-performance, secure-by-default C bindings for the bcrypt password hashing algorithm in Python applications. Widely trusted for protecting stored passwords against offline dictionary atta |
-    | 2026-06-11 | [trivy](https://github.com/aquasecurity/trivy) | 🟑 high | Aqua Security's Trivy is an exceptionally fast, highly versatile security scanner for containers, IaC configurations, and software vulnerabilities. Known for its streamlined caching, wide packaging-fo |
-    | 2026-06-10 | [Cloud Custodian](https://github.com/cloud-custodian/cloud-custodian) | 🟑 high | A robust, YAML-configured rules engine used by enterprise platform engineers to manage multi-cloud compliance, cost control, and security posture across AWS, Azure, and GCP. Automates cost-saving reso |
+    | 2026-06-12 | [hashicorp/vault](https://github.com/hashicorp/vault) | πŸ”΄ critical | Acts as the central pillar for secrets management and dynamic credentials in enterprise zero-trust cloud-native architectures. |
+    | 2026-05-17 | [OPA Open Policy Agent 🌟](https://www.openpolicyagent.org) | πŸ”΄ critical | The industry-standard engine for unifying policy-as-code enforcement across Kubernetes, microservices, and CI/CD pipelines. |
+    | 2026-06-11 | [trivy](https://github.com/aquasecurity/trivy) | πŸ”΄ critical | Provides a unified, lightning-fast security scanning engine for containers, Kubernetes configurations, and software dependencies. |
+    | 2026-06-14 | [Tetragon (Cilium)](https://github.com/cilium/tetragon) | 🟑 high | Leverages eBPF to provide high-performance kernel-level security observability and real-time runtime enforcement in Kubernetes. |
+    | 2025-06-01 | [external-secrets.io 🌟](https://external-secrets.io) | 🟑 high | Standardizes how external enterprise secret management systems are securely integrated and synchronized into Kubernetes native secrets. |
+    | 2026-06-18 | [Project Calico 🌟](https://www.tigera.io/project-calico) | 🟑 high | A leading container networking and security engine utilizing eBPF to enforce fine-grained network policies at scale. |
+    | 2026-06-13 | [github.com/prowler-cloud/prowler 🌟🌟](https://github.com/prowler-cloud/prowler) | 🟑 high | An industry-standard multi-cloud security assessment tool for verifying compliance against CIS benchmarks and security standards. |
+    | 2026-06-13 | [sops: Simple and flexible tool for managing secrets 🌟](https://github.com/getsops/sops) | 🟑 high | A vital GitOps tool enabling secure file-level encryption for configuration and secrets management workflows. |
+    | 2026-06-12 | [kubescape](https://github.com/kubescape/kubescape) | 🟑 high | A versatile, CNCF-hosted Kubernetes security compliance and misconfiguration scanner for modern DevSecOps pipelines. |
+    | 2026-06-12 | [kubernetes-sigs/security-profiles-operator](https://github.com/kubernetes-sigs/security-profiles-operator) | 🟑 high | The official Kubernetes SIG operator that simplifies the management and enforcement of system-level seccomp and AppArmor profiles. |
 
     **Infrastructure as Code**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-13 | [github.com/shuaibiyy/awesome-terraform](https://github.com/shuaibiyy/awesome-tf) | 🟑 high | An extensive directory of modules, tools, linters, frameworks, and packages curated by the Terraform community. Acts as a core index for tracking dynamic tooling ecosystems like Terragrunt, TFLint, Te |
-    | 2026-06-13 | [github.com/terraform-linters/tflint](https://github.com/terraform-linters/tflint/releases/tag/v0.51.0) | 🟑 high | A highly robust framework and compiler-aware linter for Terraform configurations. Detects provider-specific errors, catches deprecated constructs, and enforces organizational standards within enterpri |
-    | 2026-06-12 | [AWX](https://github.com/ansible/awx) | 🟑 high | AWX serves as the open-source upstream project for Ansible Automation Platform/Tower. Written in Django and React, it provides a web-based user interface, REST API, and task engine to centrally manage |
-    | 2026-06-12 | [bytebase/bytebase](https://github.com/bytebase/bytebase) | 🟑 high | Open-source, web-based database schema change and collaboration tool engineered for DevOps teams and DBAs. Features GitOps-driven workflow mechanics, automated visual SQL review, and centralized secur |
-    | 2026-06-11 | [terraform-hcloud-dualstack-k8s: Hetzner Dual-Stack Kubernetes Cluster](https://github.com/tibordp/terraform-hcloud-dualstack-k8s) | 🟑 high | A community-led open-source project automating the deployment of dual-stack (IPv4/IPv6) Kubernetes clusters on Hetzner Cloud. Provides dynamic network routing, instance configuration, and cluster orch |
-    | 2026-06-11 | [github.com/hashicorp/hcl: HCL](https://github.com/hashicorp/hcl) | 🟑 high | The authoritative Go library parsing and validating HashiCorp Configuration Language (HCL). Serving as the declarative bedrock for Terraform, Packer, and Consul, HCL bridges raw JSON parsability with  |
-    | 2026-06-11 | [github.com/PacoVK/tapir](https://github.com/PacoVK/tapir) | 🟑 high | An open-source utility designed to render interactive visual representations of Terraform execution plans. Helps teams review deep changes, resource recreations, and infrastructure impacts in a browse |
-    | 2026-06-03 | [Infracost 🌟](https://github.com/infracost/infracost) | 🟑 high | The premier open-source parser for analyzing HCL variables and producing deep cloud cost projections before resource allocation. By feeding plans to a curated pricing API, Infracost acts as a vital co |
-    | 2026-06-01 | [graphviz.org](https://graphviz.org) | 🟑 high | Open-source graph visualization software. Frequently paired with `terraform graph` to render DOT files into legible visual topologies, depicting complex network, instance, and workspace dependency gra |
-    | 2026-05-29 | [github.com/terraform-aws-modules/terraform-aws-eks: AWS EKS Terraform module](https://github.com/terraform-aws-modules/terraform-aws-eks) | 🟑 high | The industry-standard, community-maintained Terraform module for Amazon EKS. Features exhaustive support for managed/self-managed node pools, AWS Fargate integration, security group orchestration, and |
-    | 2026-05-17 | [github.com/cloudposse?q=terraform-](https://github.com/cloudposse?q=terraform-) | 🟑 high | The premier repository suite of highly modular, enterprise-tested blueprints authored by Cloud Posse. These patterns are widely adopted for orchestrating complex AWS and Kubernetes infrastructure laye |
-    | 2026-05-17 | [github.com/terraform-aws-modules](https://github.com/terraform-aws-modules) | 🟑 high | The foundational registry ecosystem comprising highly standardized, battle-tested community AWS modules. Essential for orchestrating EKS, VPC, RDS, and standard IAM setups with enterprise-level securi |
-    | 2026-05-01 | [tfenv](https://github.com/tfutils/tfenv) | 🟑 high | A lightweight, highly adopted CLI utility for managing multiple concurrent local installations of Terraform. Crucial for platform engineers operating in multi-project environments where legacy workspa |
-    | 2026-04-02 | [github.com/Azure/aztfexport](https://github.com/Azure/aztfexport) | 🟑 high | The repository page for Microsoft's Azure Export for Terraform (`aztfexport`). This specialized utility automatically crawls existing Azure infrastructure, converts physical setups into clean Terrafor |
-    | 2026-03-16 | [github.com/GoogleCloudPlatform/terraformer 🌟](https://github.com/GoogleCloudPlatform/terraformer) | 🟑 high | A widely adopted CLI tool that reverse-engineers existing cloud infrastructure into declarative HCL code and states. Acts as a vital tool during migration processes from manual setups to systematic Gi |
+    | 2026-06-02 | [OpenTofu 1.12: the Feature Terraform Never Shipped](https://www.infoq.com/news/2026/05/opentofu-release-terraform) | πŸ”΄ critical | Introduces game-changing dynamic configuration capabilities to OpenTofu, successfully bypassing a long-standing structural limitation of upstream Terraform. |
+    | 2026-06-02 | [The Agentic Infrastructure Era | Pulumi Releases](https://www.pulumi.com/releases/agentic-infrastructure-era) | πŸ”΄ critical | Signals a massive industry paradigm shift towards autonomous, AI-driven, and self-healing cloud native infrastructure provisioning. |
+    | 2026-06-02 | [New in Terraform 1.15: Dynamic sources, variable deprecation, and more](https://www.hashicorp.com/en/blog/new-in-terraform-115-dynamic-sources-variable-deprecation-and-more) | πŸ”΄ critical | Introduces native dynamic module sources to HashiCorp's flagship tool, resolving complex configuration hurdles for enterprise platform engineering teams. |
+    | 2026-05-29 | [github.com/terraform-aws-modules/terraform-aws-eks: AWS EKS Terraform module](https://github.com/terraform-aws-modules/terraform-aws-eks) | πŸ”΄ critical | Acts as the industry-standard, production-grade template for orchestrating Amazon EKS clusters and associated cloud-native networking components. |
+    | 2026-06-10 | [AWX Operator](https://github.com/ansible/awx-operator) | 🟑 high | Bridges traditional Ansible configuration management with cloud-native architectures by leveraging a native Kubernetes Operator. |
+    | 2025-12-10 | [terraform-cdk 🌟](https://github.com/hashicorp/terraform-cdk) | 🟑 high | Enables developers to programmatically define declarative infrastructure assets using familiar general-purpose programming languages. |
+    | 2025-06-01 | [terragrunt.gruntwork.io](https://terragrunt.com) | 🟑 high | Serves as the enterprise standard for orchestrating clean, non-redundant, and multi-workspace Terraform executions. |
+    | 2026-06-03 | [Infracost 🌟](https://github.com/infracost/infracost) | 🟑 high | Enables proactive cost optimization by feeding real-time cloud resource pricing projections directly into development GitOps pipelines. |
+    | 2026-03-05 | [Kubestack Gitops Framework](https://github.com/kbst/terraform-kubestack) | 🟑 high | Provides a dedicated GitOps framework that seamlessly unifies Terraform-driven infrastructure provisioning with Kubernetes application deployment. |
+    | 2026-05-21 | [terraform-review-agent](https://github.com/infiniumtek/terraform-review-agent) | πŸ”΅ medium | Demonstrates technical novelty by applying agentic generative AI models to perform cognitive reviews on static infrastructure code. |
 
     **CI/CD & GitOps**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-14 | [harness.io: Intro to Deployment Strategies: Blue-Green, Canary, and More 🌟](https://www.harness.io/blog/blue-green-canary-deployment-strategies) | 🟑 high | Highly detailed structural evaluation of Kubernetes deployment paradigms. Contrasts blue-green switches, canary rollouts, and rolling deployments based on system overhead, traffic redirection latency, |
-    | 2026-06-14 | [Helm](https://nubenetes.com/helm) | 🟑 high | Deep-dive architecture portal on Helm, the package manager for Kubernetes. Focuses on structuring dry templates, lifecycle hooks, chart dependencies, release versioning, and secure variables managemen |
-    | 2026-06-14 | [Gradle Cheat Sheets](https://nubenetes.com/cheatsheets) | 🟑 high | High-density command syntax cheatsheet for Gradle, highlighting Kotlin/Groovy DSL setups, caching options, task graphs management, and daemon management to significantly improve build execution times. |
-    | 2026-06-14 | [feat(ui): Add AppSet to Application Resource Tree in Argo CD](https://github.com/argoproj/argo-cd/pull/26601) | 🟑 high | The official Argo CD feature enhancement that maps ApplicationSets directly inside the dashboard UI tree. This view simplifies managing multi-tenant topologies and nested application definitions for p |
-    | 2026-06-14 | [github: Tekton Pipelines](https://github.com/tektoncd/pipeline) | 🟑 high | A secondary reference to Tekton's core Pipeline engine. Focuses on declarative resource management via Custom Resource Definitions, detailing how Tekton uses specialized Tasks and Steps to run multi-s |
-    | 2026-06-14 | [github.com/jenkinsci/kubernetes-operator: 🌟](https://github.com/jenkinsci/kubernetes-operator) | 🟑 high | The official, production-ready Kubernetes custom controller designed to automate Jenkins lifecycle events inside Kubernetes. This system implements automated provisioning, backup restoration, plugin m |
-    | 2026-06-14 | [dagger/dagger: Dagger is a portable devkit for CICD](https://github.com/dagger/dagger) | 🟑 high | The main Git repository for Dagger, the revolutionary CI/CD engine built on BuildKit. Enables writing robust pipelines in general-purpose languages like Go, Python, or TypeScript, completely replacing |
-    | 2026-06-14 | [github.com/glasskube/glasskube](https://github.com/glasskube/glasskube) | 🟑 high | The official open-source repository for Glasskube, a next-generation package manager for Kubernetes written in Go. Glasskube simplifies package discovery, automated lifecycle updates, and dependency m |
-    | 2026-06-14 | [onedev](https://github.com/theonedev/onedev) | 🟑 high | An all-in-one, highly scalable self-hosted Git service and CI/CD platform. Features visual pipeline construction, interactive code navigation, and issue-tracking, optimized to run as a single-node set |
-    | 2026-06-14 | [pipeline-graph-view-plugin 🌟](https://github.com/jenkinsci/pipeline-graph-view-plugin) | 🟑 high | The underlying backend and visualization architecture for the Pipeline Graph View. Utilizing React components, it interfaces with Jenkins Core APIs to supply real-time execution graphs and state repor |
-    | 2026-06-13 | [Connecting and authenticating to Jenkins with Teleport Application Access](https://github.com/gravitational/teleport/discussions/8330) | 🟑 high | Explains how to secure Jenkins controller instances with identity-aware authorization proxies via Teleport Application Access. *Curator Insight*: Security gateways. *Live Grounding*: Critical blueprin |
-    | 2026-06-13 | [github.com/onedr0p/flux-cluster-template: Template for deploying k3s backed by Flux](https://github.com/onedr0p/cluster-template) | 🟑 high | A production-grade template repository for provisioning home-lab and enterprise-edge K3s clusters managed end-to-end via Flux GitOps. Fully integrates essential platform components including Prometheu |
-    | 2026-06-13 | [Prow](https://github.com/kubernetes/test-infra/tree/master/prow) | 🟑 high | A Kubernetes-native CI/CD platform built specifically for large-scale cloud-native project governance. Operating via a decentralized microservices architecture (including Deck, Hook, Sinker, and Crier |
-    | 2026-06-13 | [github: Flux Version 2](https://github.com/fluxcd/flux2) | 🟑 high | The official active repository for Flux v2. Rebuilt from the ground up as a set of Kubernetes controllers (GitOps Toolkit) to allow decoupled, highly parallel reconciliation of Git configurations. |
-    | 2026-06-13 | [Parent POM for Jenkins Plugins. Plugin POM 4.0](https://github.com/jenkinsci/plugin-pom) | 🟑 high | The standardized parent Maven POM definition used by Jenkins plugins to enforce code quality, manage shared build dependencies, and utilize updated Jenkins core capabilities. |
+    | 2026-06-01 | [Argo CD](https://argoproj.github.io/argo-cd) | πŸ”΄ critical | Argo CD is the dominant industry standard for GitOps-based continuous delivery, driving massive enterprise adoption for cloud-native application synchronization. |
+    | 2026-06-13 | [github: Flux Version 2](https://github.com/fluxcd/flux2) | πŸ”΄ critical | Flux v2 is a core CNCF-graduated project that provides highly decoupled, scalable, and secure GitOps reconciliation controllers. |
+    | 2026-06-14 | [dagger/dagger: Dagger is a portable devkit for CICD](https://github.com/dagger/dagger) | πŸ”΄ critical | Dagger introduces a major paradigm shift in CI/CD by replacing brittle YAML with portable, code-driven pipelines executed natively on BuildKit. |
+    | 2026-06-08 | [github.com/flux-iac/tofu-controller](https://github.com/flux-iac/tofu-controller) | 🟑 high | The Tofu Controller natively extends GitOps principles to OpenTofu, aligning infrastructure-as-code with the community's modern licensing shift. |
+    | 2026-06-14 | [Helm](https://nubenetes.com/helm) | πŸ”΄ critical | Helm remains the indispensable, industry-standard package manager for templating and packaging complex Kubernetes applications. |
+    | 2026-06-14 | [github: Tekton Pipelines](https://github.com/tektoncd/pipeline) | 🟑 high | Tekton provides the standard Kubernetes-native, declarative pipeline execution engine for building highly customized CI/CD platforms. |
+    | 2025-06-01 | [Jenkins Configuration as Code](https://www.jenkins.io/projects/jcasc) | 🟑 high | Jenkins Configuration as Code (JCasC) bridges legacy CI with GitOps practices by eliminating configuration drift via declarative YAML files. |
+    | 2026-06-14 | [feat(ui): Add AppSet to Application Resource Tree in Argo CD](https://github.com/argoproj/argo-cd/pull/26601) | 🟑 high | Visualizing ApplicationSets in the Argo CD UI greatly simplifies the management and observability of complex, multi-tenant GitOps topologies. |
+    | 2026-06-14 | [github.com/glasskube/glasskube](https://github.com/glasskube/glasskube) | 🟑 high | Glasskube represents a highly novel, next-generation approach to Kubernetes package management designed to simplify dependency management and updates. |
+    | 2026-06-14 | [Keptn](https://nubenetes.com/keptn) | 🟑 high | Keptn modernizes cloud-native delivery by introducing automated, SLO-driven evaluation gates and lifecycle orchestration. |
 
     **Observability, SRE & Testing**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-14 | [grafana.com: How to manage high cardinality metrics in Prometheus and Kubernetes](https://grafana.com/blog/how-to-manage-high-cardinality-metrics-in-prometheus-and-kubernetes) | 🟑 high | Crucial blueprint for managing high cardinality metrics within Prometheus. Outlines techniques like metric dropping, relabeling rules, and dashboard optimization to mitigate memory pressure and reduce |
-    | 2026-06-14 | [grafana.com: How to monitor Kubernetes clusters with the Prometheus Operator](https://grafana.com/blog/how-to-monitor-kubernetes-clusters-with-the-prometheus-operator) | 🟑 high | Comprehensive configuration guide for deploying and managing the Prometheus Operator on Kubernetes. Demonstrates configuring ServiceMonitor and PodMonitor custom resources to automate collection of dy |
-    | 2026-06-14 | [My Dynatrace proof of concept 🌟](https://github.com/nubenetes/awesome-kubernetes/blob/master/pdf/dynatrace_demo.pdf) | 🟑 high | A comprehensive architectural evaluation report and proof of concept depicting Dynatrace deployment inside complex Kubernetes topologies. Discusses performance impact, instrumentation automation, and  |
-    | 2026-06-14 | [Netdata](https://github.com/netdata/netdata) | 🟑 high | An ultra-high-performance, zero-configuration system monitoring agent boasting over 79k stars on GitHub. Netdata provides real-time, per-second metrics directly from physical hosts, virtual machines,  |
-    | 2026-06-14 | [github.com/grafana/mimir](https://github.com/grafana/mimir) | 🟑 high | Grafana Mimir is a highly scalable, multi-tenant database for long-term Prometheus metrics storage. Engineered to easily process billions of active series with fast query performance and operational i |
-    | 2026-06-14 | [louislam/uptime-kuma](https://github.com/louislam/uptime-kuma) | 🟑 high | A highly popular self-hosted synthetic monitoring tool written in Node.js. It features multi-protocol ping, HTTP/TCP checks, certificate monitoring, integration with multi-channel alert providers, and |
-    | 2026-06-13 | [grafana/agent: Grafana Agent](https://github.com/grafana/agent) | 🟑 high | An agent for metrics, logs, and trace collection. Live grounding confirms Grafana Agent is now deprecated and succeeded by Grafana Alloy, the vendor's unified telemetry collector for OpenTelemetry and |
-    | 2026-06-13 | [github.com/open-telemetry/opentelemetry-operator](https://github.com/open-telemetry/opentelemetry-operator) | 🟑 high | Kubernetes operator for automating the deployment and management of the OpenTelemetry Collector. Simplifies application instrumentation via automated inject mechanisms for Java, NodeJS, Python, and Do |
-    | 2026-06-13 | [Grafana Tempo](https://github.com/grafana/tempo) | 🟑 high | A high-scale, cost-effective distributed tracing backend designed to work exclusively with object storage like S3 or GCS. In 2026, Tempo has consolidated its position as the premier choice for large-s |
-    | 2026-06-13 | [github.com/prometheus/prometheus](https://github.com/prometheus/prometheus) | 🟑 high | Source codebase for Prometheus, the benchmark cloud-native telemetry engine. Employs active scraping mechanics over HTTP alongside a custom-built local TSDB to deliver sub-second querying speeds and p |
-    | 2026-06-13 | [Glances](https://github.com/nicolargo/glances) | 🟑 high | A Python-based CLI and web tool providing real-time system resource visualization. Glances remains a beloved utility for terminal-driven infrastructure debugging and fast diagnostics on container plat |
-    | 2026-06-13 | [Prometheus JMX Exporter 🌟](https://github.com/prometheus/jmx_exporter) | 🟑 high | A highly critical Prometheus collector that scrapes and formats JVM JMX mBeans. Widely utilized in enterprise legacy clusters running Java applications, Kafka, and Cassandra. |
-    | 2026-06-13 | [enix/x509-certificate-exporter](https://github.com/enix/x509-certificate-exporter) | 🟑 high | Highly configurable Prometheus exporter focused on scanning and detecting TLS/SSL certificates from filesystems, Kubernetes Secrets, and PEM files. Helps automatically alert on expiring network assets |
-    | 2026-06-13 | [Huginn](https://github.com/huginn/huginn) | 🟑 high | A highly versatile open-source system designed for orchestrating automated web-scraping, webhook handling, and event-driven tasks. In 2026, Huginn serves as a vital tool for engineers seeking a self-h |
-    | 2026-06-12 | [kube-prometheus](https://github.com/prometheus-operator/kube-prometheus) | 🟑 high | The reference monitoring deployment for Kubernetes. Orchestrates the Prometheus Operator, Grafana, Alertmanager, and a collection of native exporters designed to monitor master control plane component |
+    | 2026-06-12 | [OpenTelemetry Collector](https://github.com/open-telemetry/opentelemetry-collector) | πŸ”΄ critical | Serves as the high-performance, vendor-agnostic backbone for modern cloud-native telemetry ingestion and processing pipelines. |
+    | 2026-06-13 | [github.com/prometheus/prometheus](https://github.com/prometheus/prometheus) | πŸ”΄ critical | The foundational, industry-standard metrics engine and query language that powers the entire cloud-native monitoring ecosystem. |
+    | 2026-06-12 | [kube-prometheus](https://github.com/prometheus-operator/kube-prometheus) | πŸ”΄ critical | The definitive, pre-configured production stack integrating Prometheus, Alertmanager, and Grafana for comprehensive Kubernetes self-monitoring. |
+    | 2026-06-13 | [Grafana Tempo](https://github.com/grafana/tempo) | 🟑 high | Provides highly cost-effective, massively scalable distributed tracing by architecting storage exclusively on top of object storage. |
+    | 2026-05-17 | [github.com/prometheus-operator](https://github.com/prometheus-operator) | 🟑 high | A foundational project that standardized Kubernetes-native declarative management of Prometheus and custom monitoring resources. |
+    | 2026-06-13 | [github.com/open-telemetry/opentelemetry-operator](https://github.com/open-telemetry/opentelemetry-operator) | 🟑 high | Simplifies enterprise telemetry adoption by automating OpenTelemetry Collector deployment and application auto-instrumentation in Kubernetes. |
+    | 2026-06-14 | [github.com/grafana/mimir](https://github.com/grafana/mimir) | 🟑 high | Addresses enterprise long-term storage needs by providing a highly scalable, multi-tenant database for billions of Prometheus metrics. |
+    | 2026-06-12 | [Chaos Mesh](https://github.com/chaos-mesh/chaos-mesh) | 🟑 high | A CNCF-incubating chaos engineering platform enabling SRE teams to actively inject faults and validate system resiliency within Kubernetes. |
+    | 2026-06-08 | [Sloth 🌟](https://github.com/slok/sloth) | 🟑 high | Significantly reduces SRE operational overhead by dynamically generating production-grade SLO alerts and multi-window burn-rate PromQL rules. |
+    | 2025-06-01 | [Locust](https://locust.io) | 🟑 high | A premier developer-centric performance testing tool that modernizes load generation by defining scenarios in pure Python code rather than complex XML. |
 
     **DevOps & Culture**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-14 | [IaC Infrastructure as Code](https://nubenetes.com/iac) | 🟑 high | Nubenetes architectural reference portal on Infrastructure as Code (IaC). Outlines fundamental philosophies, lifecycle management, and paradigm shifts of treating bare-metal, cloud, or cluster state a |
-    | 2026-06-14 | [joplin](https://github.com/laurent22/joplin) | 🟑 high | A widely adopted open-source note-taking and to-do application. Supports End-to-End Encryption (E2EE), Markdown editing, and dynamic synchronization across private cloud systems. |
-    | 2026-06-13 | [github.com/backstage/backstage](https://github.com/backstage/backstage) | 🟑 high | Backstage is an open-source framework created by Spotify for building customizable internal developer portals. It consolidates service catalogs, software templates, technical documentation, and observ |
-    | 2026-06-12 | [Azure DevOps MCP Server](https://github.com/microsoft/azure-devops-mcp) | 🟑 high | An official Microsoft MCP server repository enabling AI Agents (like Claude or GitHub Copilot) to interact seamlessly with Azure DevOps. Allows agents to manage work items, query repositories, and orc |
-    | 2026-06-10 | [Devtron](https://github.com/devtron-labs/devtron) | 🟑 high | A comprehensive, open-source AppOps platform for Kubernetes designed to consolidate CI/CD pipelines, GitOps, observability, and cost optimization. Provides self-service deployment interfaces, security |
-    | 2026-06-03 | [Awesome Sysadmin](https://github.com/awesome-foss/awesome-sysadmin) | 🟑 high | An exhaustive curation of open-source sysadmin resources, listing production-ready system monitors, configuration management tools, security suites, and virtualization frameworks used globally by SREs |
-    | 2026-06-01 | [ASDF 🌟](https://asdf-vm.com) | 🟑 high | An extensible CLI runtime version manager that unifies environment configurations (Node.js, Ruby, Python, Elixir, Go, and more) under a single .tool-versions file. Successfully eliminates environment  |
-    | 2026-03-15 | [SQL Studio: A Unified SQL Database Explorer](https://github.com/frectonz/sql-studio) | 🟑 high | A single-binary SQL database administrator interface written in Rust. It streamlines querying, schema inspection, and data visualization across multiple RDBMS engines (including SQLite, PostgreSQL, an |
-    | 2026-06-18 | [Promotion-Based Development: A Fast Track to Mediocrity](https://vadimkravcenko.com/shorts/promotion-based-development) | 🟑 high | A thought-provoking critique of development environments where promotion tracks heavily incentivize complex over-engineering and short-term visibility tasks rather than long-term architectural stabili |
-    | 2026-06-18 | [puppet.com: The 2021 State of DevOps Report is here! 🌟](https://www.puppet.com/resources/state-of-devops-report) | 🟑 high | Landmark research report outlining DevOps adoption phases, focusing on the critical role of platform engineering and self-service capabilities in accelerating organizational maturity. Delivers quantif |
-    | 2026-06-14 | [Google Docs: doc.new](https://accounts.google.com/v3/signin/identifier?continue=https%3A%2F%2Fdocs.google.com%2Fdocument%2Fu%2F0%2Fcreate%3Fusp%3Ddot_new&dsh=S-551027576%3A1779031360486315&followup=https%3A%2F%2Fdocs.google.com%2Fdocument%2Fu%2F0%2Fcreate%3Fusp%3Ddot_new<mpl=docs&osid=1&passive=1209600&service=wise&flowName=WebLiteSignIn&flowEntry=ServiceLogin&ifkv=AWa2PasT3fzmBVDogbYOa448WODYqcNpbr94eLlOd4kL-w5BLgVa3s5bweNB_q-BV6hVUtWFJzfuoQ) | 🟑 high | Direct shortcut mechanism for instantly initializing an empty, collaborative Google Doc environment under the user's active Google account identity. Highly useful for collaborative platform runtime do |
-    | 2026-06-14 | [Spreadsheets: sheet.new](https://accounts.google.com/v3/signin/identifier?continue=https%3A%2F%2Fdocs.google.com%2Fspreadsheets%2Fu%2F0%2Fcreate%3Fusp%3Ddot_new&dsh=S338656440%3A1779029465061496&followup=https%3A%2F%2Fdocs.google.com%2Fspreadsheets%2Fu%2F0%2Fcreate%3Fusp%3Ddot_new<mpl=sheets&osid=1&passive=1209600&service=wise&flowName=WebLiteSignIn&flowEntry=ServiceLogin&ifkv=AWa2PauvFLix7FhDQsyeXMzly7IlWofT_GeExGBZD5PeXgcMI8_fmgxBG05tRNkG3ISAaCxExVB7) | 🟑 high | Browser shortcut mapping that provisions a blank cloud-based Google Sheets environment immediately. Typically used within operational engineering environments for quick tracking of cluster audits, Fin |
-    | 2026-06-14 | [blog.postman.com: What Is PlatformOps?](https://blog.postman.com/what-is-platformops) | 🟑 high | Analysis of the rise of PlatformOps as the execution branch of Platform Engineering. Explains the transition of managing dev tooling, infrastructure catalogs, and APIs as internal products to drastica |
-    | 2026-06-14 | [blog.vmware.com: DevOps: Culture – Collaboration, Empowerment, Autonomy 🌟](https://blogs.vmware.com/cloud-foundation) | 🟑 high | Explores structural and cultural transformations required to establish a high-performing DevOps initiative. Focuses on decentralizing operational decisions, psychological safety, and establishing plat |
-    | 2026-06-14 | [NoOps](https://nubenetes.com/noops) | 🟑 high | Comprehensive conceptual guide on NoOps (No Operations). Describes the strategic path to fully outsourcing infrastructure layers to automated platforms, serverless paradigms, and self-healing systems  |
+    | 2026-06-13 | [github.com/backstage/backstage](https://github.com/backstage/backstage) | πŸ”΄ critical | As the industry-standard framework for Internal Developer Portals, Backstage defines how modern enterprise platform engineering teams consolidate software catalogs and reduce cognitive load. |
+    | 2026-06-10 | [Devtron](https://github.com/devtron-labs/devtron) | 🟑 high | Devtron lowers the complexity of Kubernetes-native software delivery by unifying GitOps, continuous integration, and security gates into a single AppOps interface. |
+    | 2026-06-12 | [Azure DevOps MCP Server](https://github.com/microsoft/azure-devops-mcp) | 🟑 high | This official MCP server enables the seamless integration of agentic AI workflows directly into corporate Azure DevOps pipelines and task tracking systems. |
+    | 2026-06-14 | [IaC Infrastructure as Code](https://nubenetes.com/iac) | 🟑 high | It serves as an essential reference for teams scaling multi-cloud infrastructure state using modern continuous delivery and reconciliation loops. |
+    | 2026-06-02 | [Introducing Cursor in Jira - Inside Atlassian](https://www.atlassian.com/blog/company-news/cursor-in-jira) | 🟑 high | By allowing direct assignment of Jira tickets to AI code agents, this integration significantly reduces context switching and accelerates DevOps velocity. |
+    | 2026-05-29 | [action-tmate: Debug GitHub Actions via SSH](https://github.com/mxschmitt/action-tmate) | 🟑 high | This utility solves a major operational headache by allowing developers to instantly open secure, interactive SSH debugging sessions inside failing GitHub Actions runs. |
+    | 2026-06-01 | [ASDF 🌟](https://asdf-vm.com) | 🟑 high | ASDF eliminates environment drift across engineering teams by consolidating runtime versioning for multiple languages under a single configuration file. |
+    | 2026-01-04 | [github.com/KusionStack/kusion](https://github.com/KusionStack/kusion) | 🟑 high | Kusion introduces an intent-driven declarative approach to configuration management that simplifies cloud-native delivery across heterogeneous environments. |
+    | 2026-06-14 | [blog.postman.com: What Is PlatformOps?](https://blog.postman.com/what-is-platformops) | πŸ”΅ medium | It outlines the critical cultural and organizational shift from manual DevOps pipelines to treating internal platforms as self-service products. |
+    | 2026-06-14 | [NoOps](https://nubenetes.com/noops) | πŸ”΅ medium | Outlines the architectural trajectory towards NoOps, helping organisations transition operational responsibilities to fully managed, self-healing platforms. |
 
     **Platform Engineering & DevEx**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-12 | [apisix](https://github.com/apache/apisix) | 🟑 high | Apache APISIX is a high-performance, dynamic cloud-native API gateway built on Nginx and OpenResty. It provides dynamic routing, active health checking, security protection, and telemetry integration, |
-    | 2026-06-11 | [Azure/Draft 🌟](https://github.com/Azure/draft) | 🟑 high | Azure Draft simplifies early-stage developer onboarding onto Kubernetes. By scanning source code directories, it automatically generates containerization assets including Dockerfiles, Kubernetes manif |
-    | 2026-06-01 | [Backstage Developer Portal:](https://backstage.io) | 🟑 high | Created by Spotify and donated to the CNCF, Backstage is an open-source framework for building internal developer portals. It unifies infrastructure tooling, services, and documentation under a single |
-    | 2026-06-01 | [developer.android.com](https://developer.android.com) | 🟑 high | Google's official portal containing documentation, API reference guides, and system architectures for Android app development. It is the primary ecosystem hub for designing mobile client interactions, |
-    | 2026-06-01 | [developer.apple.com](https://developer.apple.com) | 🟑 high | Apple's developer resources hub, providing SDK documentation, SwiftUI design frameworks, and distribution guidelines. The platform provides fundamental patterns for building client-side integrations w |
-    | 2026-06-01 | [Spring Cloud Gateway](https://spring.io/projects/spring-cloud-gateway) | 🟑 high | Spring Cloud Gateway provides an API routing mechanism built on Spring WebFlux and Project Reactor. Ideal for Java and Spring Boot microservice architectures, it facilitates non-blocking, reactive tra |
-    | 2026-06-01 | [KrakenD: The fastest API gateway comes with true linear scalability 🌟](https://www.krakend.io) | 🟑 high | KrakenD is an enterprise-ready, open-source API Gateway engineered for linear scalability and ultra-high performance. By utilizing a stateless execution model, it avoids the overhead of internal datab |
-    | 2026-05-22 | [github.com/Ileriayo/markdown-badges: Markdown Badges](https://github.com/Ileriayo/markdown-badges) | 🟑 high | A massive curated catalog of dynamic, consistent, and beautiful SVG shields and badges for GitHub repositories. It supports a wide array of languages, frameworks, cloud providers, and developer tools. |
-    | 2025-08-22 | [Markdown Cheat Sheet 4](https://github.com/adam-p/markdown-here/wiki/Markdown-Cheatsheet) | 🟑 high | One of the most starred and utilized Markdown references on GitHub. Curator Insight emphasizes its extreme offline utility. Live Grounding validates its legacy status as the primary standard for forma |
-    | 2026-06-02 | [Google Developers Profile Dashboard](https://developers.google.com/profile/u/me/dashboard) | 🟑 high | An enterprise portal centralizing developer badges, certification pathways, and continuous education tracks for Google architectures. Allows developers to monitor personalized progress in platform-spe |
-    | 2026-06-01 | [Deutsche Bank API Program](https://developer.db.com) | 🟑 high | The developer portal for Deutsche Bank, providing secure and standard access to financial APIs. It supports secure OAuth2 protocols, enabling applications to run transaction processing, accounts recon |
-    | 2026-06-01 | [ING Developer Portal](https://developer.ing.com/openbanking) | 🟑 high | ING's open-banking marketplace and developer portal. The catalog details APIs for cash management, transaction services, accounts balance, and PSD2 compliance, backed by strong authentication and sand |
-    | 2026-06-01 | [Lura 🌟](https://luraproject.org) | 🟑 high | Lura (formerly KrakenD framework) is an ultra-performant, stateless API Gateway engine written in Go. It allows developers to construct high-throughput microservice aggregations, protocol translations |
-    | 2026-06-01 | [smartcar.com](https://smartcar.com) | 🟑 high | Smartcar provides a developer-friendly API platform for connected vehicles, enabling telemetry collection, remote door locking, and EV battery charging management. It abstracts away complex proprietar |
-    | 2026-06-01 | [BBVA API Market](https://www.bbvaapimarket.com/es) | 🟑 high | BBVA's commercial API platform, allowing external developers to securely consume core banking capabilities. It features REST integrations for payments, transactions, customer identification, and finan |
+    | 2026-06-01 | [Backstage Developer Portal:](https://backstage.io) | πŸ”΄ critical | As the industry-standard CNCF framework for building internal developer portals, it serves as the ultimate cornerstone of modern platform engineering. |
+    | 2026-06-11 | [Azure/Draft 🌟](https://github.com/Azure/draft) | πŸ”΄ critical | It dramatically simplifies developer onboarding to Kubernetes by automating the generation of complex containerization and deployment assets. |
+    | 2026-06-01 | [Kong API Manager](https://konghq.com/products/kong-gateway) | 🟑 high | As a highly adopted, lightweight cloud-native API gateway, it is a core infrastructure component for managing self-service developer traffic. |
+    | 2026-06-12 | [apisix](https://github.com/apache/apisix) | 🟑 high | An active, high-performance Apache-backed dynamic gateway that provides essential traffic control and security for microservice platforms. |
+    | 2026-06-01 | [Material for MkDocs](https://squidfunk.github.io/mkdocs-material) | 🟑 high | It is the de facto UI layout standard for engineering documentation, allowing platform teams to deploy polished docs-as-code portals effortlessly. |
+    | 2026-06-01 | [Red Hat 3scale API Management](https://www.redhat.com/en/technologies/jboss-middleware/3scale) | 🟑 high | Offers an operator-driven, cloud-native API management solution optimized specifically for enterprise platform scaling on OpenShift and Kubernetes. |
+    | 2026-06-01 | [readme.so](https://readme.so) | πŸ”΅ medium | Directly enhances early-stage developer experience by interactive and visual standardization of repository README files. |
+    | 2026-06-01 | [Backstage @Youtube](https://www.youtube.com/channel/UCHBvqSwbfAf5Vx1jrwkG43Q) | πŸ”΅ medium | Provides an essential learning and community hub to ease the organizational adoption and plugin development for CNCF Backstage. |
+    | 2026-06-01 | [MkDocs](https://www.mkdocs.org) | πŸ”΅ medium | Serves as the foundational, extensible site engine powering modern markdown-based docs-as-code pipelines for engineering teams. |
+    | 2026-06-01 | [Tyk API Manager](https://tyk.io) | 🟑 high | A lightweight and powerful Go-based gateway that offers platform engineers rich cloud-native clustering and dynamic rate limiting capabilities. |
 
     **FinOps & Cloud Cost**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-05-17 | [calculator.aws: AWS Total Cost of Ownership (TCO) Calculators](https://calculator.aws) | 🟑 high | The official pricing modeling platform for AWS cloud architectures. Empowers engineers to compute operational expenses and model total cost of ownership forecasts before initiating system builds. |
-    | 2026-05-17 | [cast.ai: Keep your AWS Kubernetes costs in check with intelligent allocation' (EKS)](https://cast.ai/blog/keep-your-aws-kubernetes-costs-in-check-with-intelligent-allocation) | 🟑 high | Explores Kubernetes resource provisioning on EKS using automated container allocations. Offers strategies to prevent container-level over-provisioning and dynamically handle node scaling tasks to curb |
-    | 2026-05-17 | [Visualize and gain insights into your AWS cost and usage with Cloud Intelligence Dashboards and CUDOS using Amazon QuickSight](https://aws.amazon.com/blogs/mt/visualize-and-gain-insights-into-your-aws-cost-and-usage-with-cloud-intelligence-dashboards-using-amazon-quicksight) | 🟑 high | Guide to building operational cost dashboards via AWS CUDOS and Amazon QuickSight. Translates complex billing files into detailed visualizations tracking anomalous expenditure patterns in real time. |
-    | 2026-06-08 | [github.com/mivano/azure-cost-cli](https://github.com/mivano/azure-cost-cli) | 🟑 high | Focuses on tag-based cost-querying using the `azure-cost-cli` tool. Explains how to extract billing data grouped by tags to simplify chargeback allocations and identify untagged resources. |
-    | 2026-06-02 | [Uber's COO Says It's Getting Harder to Justify the Money Spent on AI](https://www.businessinsider.com/uber-coo-andrew-macdonald-ai-token-spending-harder-justify-2026-5) | 🟑 high | This analytical piece covers the emerging industry backlash against unchecked corporate 'tokenmaxxing' and AI expenditure, centered on remarks by Uber's COO Andrew Macdonald. It examines the operation |
-    | 2026-05-17 | [Manage Amazon S3 storage costs granularly and at scale using S3 Intelligent-Tiering](https://aws.amazon.com/blogs/storage/manage-amazon-s3-storage-costs-granularly-and-at-scale-using-s3-intelligent-tiering) | 🟑 high | Details how S3 Intelligent-Tiering minimizes administration tasks by automating object data migration. Moves records between active and archival tiers based on individual file lifecycle events. |
-    | 2026-05-17 | [freecodecamp.org: How to Optimize your AWS Cloud Architecture Costs](https://www.freecodecamp.org/news/cost-optimization-in-aws) | 🟑 high | An extensive blueprint targeting cost optimization on AWS. Elaborates on compute rightsizing, orchestrating managed storage lifecycles, and identifying idle infrastructure configurations to lower over |
-    | 2026-05-17 | [infoq.com: AWS Launches Low-Cost Burstable T4g Instances Powered by AWS' Graviton2](https://www.infoq.com/news/2020/09/aws-ec2-t4g-instances) | 🟑 high | Discusses the deployment of ARM64 Graviton2-powered burstable T4g instances on AWS. Outlines the raw price-to-performance value, noting up to 40% improvements over comparable x86-based environments. |
-    | 2026-05-17 | [aws.amazon.com: Amazon S3 Glacier Price Reduction](https://aws.amazon.com/es/blogs/aws/amazon-s3-glacier-price-reduction) | 🟑 high | Analyses structural price reductions on S3 Glacier archiving solutions. Evaluates its architectural impact for enterprises storing high-volume data lakes and maintaining long-term historical complianc |
-    | 2026-05-17 | [infoq.com: AWS Announces Lower Cost Storage Classes for Amazon Elastic File' System](https://www.infoq.com/news/2021/03/aws-efs-one-zone-storage-classes) | 🟑 high | Introduces the Amazon Elastic File System (EFS) One Zone storage class, offering cost-optimized options for shared storage. Cuts storage expenses by up to 47% compared to regional replication variants |
-    | 2026-05-17 | [blog.cloud-mercato.com: AWS m6i: The why you should abandon your m5](https://blog.cloud-mercato.com/aws-m6i-the-why-you-should-abandon-your-m5) | 🟑 high | Compares AWS m6i instances to preceding m5 configurations, outlining performance benchmarks. Details compute and memory optimizations delivered by 3rd Gen Intel Xeon Scalable processors at similar cos |
-    | 2026-05-17 | [aws.amazon.com: Exploring Data Transfer Costs for AWS Managed Databases](https://aws.amazon.com/blogs/architecture/exploring-data-transfer-costs-for-aws-managed-databases) | 🟑 high | Breaks down inter-zone and multi-region data transfer charges on AWS managed databases. Presents structural models designed to minimize data transfer egress bills within multi-tier application layouts |
-    | 2026-05-17 | [AWS Announces Data Transfer Price Reduction for AWS PrivateLink, AWS Transit Gateway, and AWS Client VPN services](https://aws.amazon.com/about-aws/whats-new/2022/04/aws-data-transfer-price-reduction-privatelink-transit-gateway-client-vpn-services/?nc1=h_ls) | 🟑 high | Covers significant network-level price cuts for AWS PrivateLink, Transit Gateway, and Client VPN. Aids enterprise network architects in planning hybrid integrations with fewer concerns over data egres |
-    | 2026-05-17 | [thenewstack.io: Cloud Bill Risks of AWS Reserved Instances and Savings Plans](https://thenewstack.io/cloud-bill-risks-of-aws-reserved-instances-and-savings-plans) | 🟑 high | Details critical commercial risks of long-term Reserved Instance and Savings Plan commitments. Outlines how changing architecture styles can render fixed financial contracts inefficient over time. |
-    | 2026-05-17 | [ec2.shop: Compare AWS EC2 instance price from the CLI](https://ec2.shop) | 🟑 high | A terminal-based tool enabling fast comparisons of EC2 instance types, pricing, and configurations directly from the command line. Significantly reduces operational friction for engineers sizing cloud |
+    | 2026-06-01 | [FinOps Foundation: FinOps.org](https://www.finops.org) | πŸ”΄ critical | Serves as the foundational, Linux Foundation-backed standard for cloud financial operations, introducing the critical FOCUS open specification. |
+    | 2026-05-17 | [engineering.razorpay.com: The Culture of Cost Optimization β€” Reducing Kubernetes' cost by $300,000](https://engineering.razorpay.com/the-culture-of-cost-optimization-reducing-kubernetes-cost-by-300-000-32611cdd19d9) | πŸ”΄ critical | Provides a highly impactful, real-world enterprise case study demonstrating how architectural and cultural shifts slashed production Kubernetes costs by $300,000. |
+    | 2026-06-02 | [Uber's COO Says It's Getting Harder to Justify the Money Spent on AI](https://www.businessinsider.com/uber-coo-andrew-macdonald-ai-token-spending-harder-justify-2026-5) | πŸ”΄ critical | Signals a major industry shift and executive-level backlash against unconstrained enterprise generative AI token and infrastructure expenditures. |
+    | 2026-06-18 | [cncf.io: FinOps for Kubernetes: Insufficient – or nonexistent – Kubernetes' cost monitoring is causing overspend](https://www.cncf.io/blog/2021/06/29/finops-for-kubernetes-insufficient-or-nonexistent-kubernetes-cost-monitoring-is-causing-overspend) | 🟑 high | Highlights the CNCF's official push for solving the industry's critical visibility gap in Kubernetes cost monitoring and allocation. |
+    | 2026-05-17 | [medium.com/develeap: Cutting down Kubernetes Costs: Cast.ai vs. Karpenter](https://medium.com/develeap/cutting-down-kubernetes-costs-cast-ai-vs-karpenter-20f6788b4c67) | 🟑 high | Compares the industry's leading autonomous autoscaling solutions, Cast.ai and Karpenter, which are driving massive paradigm shifts in K8s cost optimization. |
+    | 2026-04-09 | [Cloudburn: An Open-Source Policy Engine for AWS Spending](https://github.com/towardsthecloud/cloudburn) | 🟑 high | Introduces a highly novel, open-source policy-as-code engine that automates AWS resource waste detection using declarative configurations. |
+    | 2026-05-17 | [medium.com/@danielepolencic: In Kubernetes, are there hidden costs to' running many cluster nodes?](https://medium.com/@danielepolencic/reserved-cpu-and-memory-in-kubernetes-nodes-65aee1946afd) | 🟑 high | Uncovers the hidden operational costs of Kubernetes system reserves, directly changing how platform teams approach node-sizing and cluster architecture. |
+    | 2026-05-17 | [cast.ai: Keep your AWS Kubernetes costs in check with intelligent allocation' (EKS)](https://cast.ai/blog/keep-your-aws-kubernetes-costs-in-check-with-intelligent-allocation) | 🟑 high | Addresses container-level over-provisioning and automated node allocation strategies directly on AWS EKS to limit runaway Kubernetes spend. |
+    | 2026-06-18 | [learnk8s/xlskubectl](https://github.com/learnk8s/xlskubectl) | πŸ”΅ medium | Provides a highly novel technical bridge between command-line Kubernetes configurations and finance-friendly cost spreadsheets. |
+    | 2026-05-17 | [medium.com/compass-true-north: Halving Kubernetes Compute Costs With Vertical' Pod Autoscaler](https://medium.com/compass-true-north/halving-kubernetes-compute-costs-with-vertical-pod-autoscaler-df658c043301) | 🟑 high | Demonstrates the highly effective, paradigm-shifting use of Vertical Pod Autoscalers to dramatically cut cloud native compute costs. |
 
     **Certification & Training**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-18 | [techiescamp/devops-projects:Real-World DevOps Projects For Learning](https://github.com/techiescamp/devops-projects) | 🟑 high | A stellar, end-to-end GitHub archive that compiles structural templates, infrastructure blueprints, and multi-tier CI/CD pipelines. Features real-world deployment playbooks using Terraform, Ansible, a |
-    | 2026-06-13 | [github.com/aws-samples/aws-customer-playbook-framework 🌟](https://github.com/aws-samples/aws-customer-playbook-framework) | 🟑 high | A comprehensive operational framework that helps organizations define, structure, and automate IT playbooks and runbooks on AWS. Enhances incident response protocols and disaster recovery simulations. |
-    | 2026-06-11 | [github.com/aws-samples/aws-auto-inventory: AWS Automated Inventory 🌟](https://github.com/aws-samples/aws-auto-inventory) | 🟑 high | An automated system designed to discover, track, and catalog AWS infrastructure assets across multiple regions and accounts. Leverages Serverless functions and AWS Config to maintain real-time complia |
-    | 2026-06-09 | [github.com/spring-projects/spring-petclinic](https://github.com/spring-projects/spring-petclinic) | 🟑 high | Curator Insight targets the actual source code repository for the Spring Petclinic community project. Live Grounding confirms this project is an invaluable asset across the software industry to demons |
-    | 2026-06-09 | [ref 8](https://github.com/spring-projects/spring-petclinic/issues/339) | 🟑 high | A major architectural discussion issue thread in the official Spring Petclinic repository. Explores the design decisions, trade-offs, and container integration requirements leading up to modern contai |
-    | 2026-06-01 | [cheatsheetseries.owasp.org: OWASP Cheat Sheet Series 🌟🌟](https://cheatsheetseries.owasp.org/index.html) | 🟑 high | Curator Insight: The definitive security reference series detailing modern web app vulnerability mitigations. Live Grounding: Updated dynamically through 2026, this master reference provides critical  |
-    | 2026-06-01 | [codely.tv](https://codely.com/en) | 🟑 high | Spanish-language portal dedicated to Domain-Driven Design (DDD), Clean Code, CQRS patterns, and resilient microservice designs. It details testing strategies for highly decoupled, container-centric pr |
-    | 2026-06-01 | [terraform.io: Terraform Commands](https://developer.hashicorp.com/terraform/cli/commands) | 🟑 high | Curator Insight: The definitive, official CLI reference for HashiCorp Terraform. Live Grounding: Crucial for advanced state management, covering complex commands like terraform import, state mv, state |
-    | 2026-06-01 | [git-scm.com: Git reference](https://git-scm.com/docs) | 🟑 high | Curator Insight: The canonical, official Git command-line reference. Live Grounding: Serves as the ultimate authority on version control algorithms, low-level plumbing commands, complex history manipu |
-    | 2026-06-01 | [kubernetes.io 🌟](https://kubernetes.io/docs/reference/kubectl/quick-reference) | 🟑 high | The canonical reference documentation for the kubectl command-line utility. Provides up-to-date syntax patterns for resource creation, patch edits, formatting outputs, and real-time container log anal |
-    | 2026-06-01 | [SdkMan](https://sdkman.io) | 🟑 high | The homepage for SDKMAN!, a command-line tool designed to manage parallel versions of multiple Software Development Kits, with a strong focus on the JVM ecosystem. Live Grounding confirms it as the de |
-    | 2026-06-01 | [The Linux Foundation Training](https://training.linuxfoundation.org/resources) | 🟑 high | The definitive training and certification source for open-source engineering. Directs the primary curricula for the CKA, CKAD, and CKS benchmarks, offering authoritative lessons on container network i |
-    | 2026-05-29 | [React+TypeScript Cheatsheets](https://github.com/typescript-cheatsheets/react) | 🟑 high | The premier open-source guide for integrating React with TypeScript securely. Resolves complex enterprise type-safety challenges, targeting typed props, generic components, hook lifecycles, and advanc |
-    | 2026-05-19 | [github.com/aws-samples: Guide to Resource Tagging Automation](https://github.com/aws-samples/resource-tagging-automation) | 🟑 high | Automated cloud governance solution leveraging AWS Lambda to automatically append standardized metadata tags onto AWS resources. Simplifies enterprise cost allocation and compliance enforcement operat |
-    | 2026-05-17 | [Spring PetClinic Microservices](https://github.com/spring-petclinic/spring-petclinic-microservices) | 🟑 high | The canonical reference implementation of the Spring PetClinic application decomposed into microservices. It leverages Spring Cloud Eureka, Spring Cloud Gateway, and Spring Cloud Config Server to show |
+    | 2026-06-01 | [The Linux Foundation Training](https://training.linuxfoundation.org/resources) | πŸ”΄ critical | It is the official training and certification body for CNCF, directing the core curricula and exams for the industry-standard CKA, CKAD, and CKS benchmarks. |
+    | 2026-06-01 | [kubernetes.io 🌟](https://kubernetes.io/docs/reference/kubectl/quick-reference) | πŸ”΄ critical | This is the definitive reference for kubectl syntax, serving as the most vital allowed resource during hands-on Kubernetes certification exams. |
+    | 2026-06-01 | [cheatsheetseries.owasp.org: OWASP Cheat Sheet Series 🌟🌟](https://cheatsheetseries.owasp.org/index.html) | πŸ”΄ critical | An indispensable security reference that provides critical vulnerability mitigation strategies essential for DevSecOps practices and CKS exam preparation. |
+    | 2026-06-01 | [kube.academy](https://kube.academy) | 🟑 high | A premier training platform sponsored by VMware Tanzu that offers structured, modular tracks on advanced Kubernetes administration and multi-tenancy. |
+    | 2026-06-01 | [Whizlabs](https://www.whizlabs.com) | 🟑 high | A leading professional training resource providing high-fidelity practice exams and sandboxes specifically tailored for CKA, CKAD, and CKS certification success. |
+    | 2025-04-27 | [AdminTurnedDevOps/DevOps-The-Hard-Way-AWS](https://github.com/AdminTurnedDevOps/DevOps-The-Hard-Way-AWS) | 🟑 high | An exceptional hands-on curriculum that guides engineers through real-world AWS cloud infrastructure, networking, and CI/CD pipelines. |
+    | 2026-06-18 | [techiescamp/devops-projects:Real-World DevOps Projects For Learning](https://github.com/techiescamp/devops-projects) | 🟑 high | Provides complete end-to-end infrastructure blueprints and multi-tier deployment scenarios perfect for mastering real-world DevOps practices. |
+    | 2026-06-08 | [stefanprodan/podinfo](https://github.com/stefanprodan/podinfo) | 🟑 high | The industry-standard reference microservice for demonstrating Kubernetes deployment best practices, progressive delivery, and cloud-native observability. |
+    | 2024-12-31 | [github.com: Docker cheat Sheet](https://github.com/wsargent/docker-cheat-sheet) | 🟑 high | A highly comprehensive community reference compiling container runtimes, networking setups, and storage volumes necessary for foundational cloud training. |
+    | 2026-01-15 | [knative-tutorial](https://github.com/redhat-developer-demos/knative-tutorial) | πŸ”΅ medium | Delivers highly practical, step-by-step training for deploying serverless workloads, event-driven patterns, and scale-to-zero configurations on Kubernetes. |
 
     **AWS**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-18 | [aidansteele/secretsctx](https://github.com/aidansteele/secretsctx) | 🟑 high | A Go-based runtime library designed to inject dynamic secrets from external storage layers directly into context-aware serverless pipelines. By managing runtime secret validation outside main configur |
-    | 2026-06-18 | [github: Steps I used to install Nagios in the cloud](https://github.com/andrewpuch/nagios_setup) | 🟑 high | A historical walkthrough illustrating legacy installations of the Nagios monitoring framework inside static virtual instances. Outlines core process definitions, alerting rules, and manual configurati |
-    | 2026-06-13 | [github.com/awslabs/assisted-log-enabler-for-aws: Assisted Log Enabler -' Find resources that are not logging, and turn them on](https://github.com/awslabs/assisted-log-enabler-for-aws) | 🟑 high | An AWS Labs community-focused repository offering automation scripts to identify resource endpoints that lack active logging and programmatically enable auditing (e.g., S3 server access logging, VPC F |
-    | 2026-06-13 | [awslabs/aws-cloudsaga: AWS CloudSaga - Simulate security events in AWS](https://github.com/awslabs/aws-cloudsaga) | 🟑 high | AWS CloudSaga is an open-source tool developed by AWS to simulate security events and malicious activity directly inside your AWS environment. It enables security operations teams to validate detectio |
-    | 2026-06-13 | [Ceph: A Distributed Object, Block, and File Storage Platform](https://github.com/ceph/ceph) | 🟑 high | An enterprise-grade, highly scalable distributed storage ecosystem providing object, block, and file system storage on a single unified cluster. Widely adopted as the primary storage layer backing clo |
-    | 2026-06-12 | [github.com/ministryofjustice: Modernisation Platform - Architecture Decisions](https://github.com/ministryofjustice/modernisation-platform/tree/main/architecture-decision-record) | 🟑 high | The public collection of Architecture Decision Records (ADRs) from the UK Ministry of Justice Modernisation Platform. This serves as a key reference for cloud governance, public sector IT standards, a |
-    | 2026-06-12 | [github.com/infrahouse/infrahouse-toolkit](https://github.com/infrahouse/infrahouse-toolkit) | 🟑 high | The Infrahouse Toolkit provides operational automation helpers specifically engineered to simplify AWS infrastructure deployment pipelines. It streamlines actions such as dynamic DNS configurations, i |
-    | 2026-06-01 | [AWS Backup Service](https://aws.amazon.com/backup) | 🟑 high | The main technical portal for AWS Backup, a fully managed backup hub that centralizes and automates data protection across various AWS services. Live Grounding affirms AWS Backup as the primary enterp |
-    | 2026-05-17 | [Working with PostgreSQL, MySQL, and MariaDB Read Replicas - Amazon](https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_ReadRepl.html) | 🟑 high | Exhaustive official guide detailing the design, limits, and monitoring of read-replicas for open-source engines in AWS RDS. Covers cross-region replication strategies and promoting a replica to master |
-    | 2026-05-17 | [Working with an Amazon RDS DB Instance in a VPC](https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_VPC.WorkingWithRDSInstanceinaVPC.html) | 🟑 high | The foundational AWS RDS VPC networking architecture reference. Analyzes subnet group designations, public versus private access configurations, and network isolation topologies for secure DB hosting. |
-    | 2026-04-13 | [ermetic/access-undenied-aws 🌟](https://github.com/tenable/access-undenied-aws) | 🟑 high | Access Undenied on AWS is a highly sophisticated CLI tool that parses AWS 'Access Denied' errors and CloudTrail events, pointing specifically to the policy boundary or SCP causing the block. Live Grou |
-    | 2026-04-08 | [github.com/awslabs/amazon-s3-tar-tool: Amazon S3 Tar Tool](https://github.com/awslabs/amazon-s3-tar-tool) | 🟑 high | An AWS Labs utility designed to parallelize the creation of TAR archives directly from S3 bucket structures. It prevents the network egress bottle-necks associated with downloading S3 objects locally  |
-    | 2026-03-23 | [github.com/localstack/localstack](https://github.com/localstack/localstack) | 🟑 high | Curator Insight identifies the open-source repository for LocalStack, the premier AWS cloud emulator. Live Grounding underscores its unparalleled adoption (>65k stars), showing it as a foundational de |
-    | 2026-02-09 | [github: ElectricEye](https://github.com/jonrau1/ElectricEye/blob/master/README.md) | 🟑 high | An automated cloud security assessment framework designed to continually monitor AWS environments for configuration drift, vulnerabilities, and deviations from industry standards. Outputs findings dir |
-    | 2025-12-30 | [AWS Vault](https://github.com/99designs/aws-vault) | 🟑 high | The industry-standard CLI utility for securely storing and accessing AWS credentials in local development workflows. It encrypts keys in OS keystores (like macOS Keychain or KWallet) and exposes tempo |
+    | 2026-06-02 | [Get started with OpenAI GPT-5.5, GPT-5.4 models, and Codex on Amazon Bedrock](https://aws.amazon.com/blogs/aws/get-started-with-openai-gpt-5-5-gpt-5-4-models-and-codex-on-amazon-bedrock) | πŸ”΄ critical | The general availability of OpenAI's frontier models on Amazon Bedrock ends Microsoft's hosting exclusivity, bringing major enterprise LLM choices directly into AWS. |
+    | 2026-03-23 | [github.com/localstack/localstack](https://github.com/localstack/localstack) | πŸ”΄ critical | LocalStack is the industry-standard local AWS emulator, fundamentally shifting how developers write, test, and mock cloud-native services offline. |
+    | 2025-03-25 | [aws/containers-roadmap: AWS Containers Roadmap](https://github.com/aws/containers-roadmap) | 🟑 high | The public container roadmap directly bridges developer needs with core AWS engineering for ECS, EKS, and ECR, driving transparency in the cloud-native ecosystem. |
+    | 2026-04-13 | [ermetic/access-undenied-aws 🌟](https://github.com/tenable/access-undenied-aws) | 🟑 high | This highly useful tool simplifies AWS security debugging by parsing CloudTrail and IAM policies to pinpoint the exact SCP or policy boundary causing an Access Denied error. |
+    | 2026-06-02 | [Introducing the next generation of Amazon OpenSearch Serverless for building your agentic AI applications](https://aws.amazon.com/blogs/aws/introducing-the-next-generation-of-amazon-opensearch-serverless-for-building-your-agentic-ai-applications) | 🟑 high | The next-generation architecture of OpenSearch Serverless completely decouples compute and storage to scale dynamically for agentic AI applications. |
+    | 2024-01-09 | [saml-to/assume-aws-role-action](https://github.com/saml-to/assume-aws-role-action) | 🟑 high | This GitHub Action dramatically improves CI/CD security by allowing workflows to securely assume AWS IAM roles via OIDC, eliminating long-lived static credentials. |
+    | 2025-05-01 | [Metabadger](https://github.com/salesforce/metabadger) | 🟑 high | Built by Salesforce, this utility mitigates critical SSRF vulnerabilities by automating the enforcement of IMDSv2 across legacy EC2 instance configurations. |
+    | 2024-04-20 | [github.com/one2nc/cloudlens 🌟](https://github.com/one2nc/cloudlens) | πŸ”΅ medium | An interactive terminal UI similar to k9s, simplifying real-time navigation and monitoring of diverse AWS resources directly from the command line. |
+    | 2026-06-09 | [awslabs/amazon-ecr-credential-helper: Amazon ECR Docker Credential Helper](https://github.com/awslabs/amazon-ecr-credential-helper) | 🟑 high | Ensures seamless, secure container deployments by automating Docker authentication to Amazon ECR via IAM, removing the need for fragile credential refresh scripts. |
+    | 2026-04-08 | [github.com/awslabs/amazon-s3-tar-tool: Amazon S3 Tar Tool](https://github.com/awslabs/amazon-s3-tar-tool) | πŸ”΅ medium | Solves a major data engineering bottleneck by parallelizing TAR archive creation inside S3 to bypass slow and expensive local data egress. |
 
     **Azure**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-14 | [github.com/microsoft/CBL-Mariner](https://github.com/microsoft/azurelinux) | 🟑 high | Official repository for Azure Linux (formerly CBL-Mariner), a lightweight, container-optimized OS designed for minimal footprint and maximum security inside AKS. Strips away non-essential packages to  |
-    | 2026-06-14 | [Bicep](https://github.com/Azure/bicep) | 🟑 high | The premier declarative DSL for provisioning Azure resources. Bicep simplifies the authoring experience over raw JSON ARM templates, featuring modular design structures and native validation checks. |
-    | 2026-06-12 | [Microsoft/azure-pipelines-tasks](https://github.com/Microsoft/azure-pipelines-tasks) | 🟑 high | The official open-source repository containing the task libraries that run on Azure Pipelines. Monitoring this codebase is essential in 2026 for platform engineers who need to debug execution behavior |
-    | 2026-06-12 | [microsoft/azure-pipelines-tasks](https://github.com/microsoft/azure-pipelines-tasks) | 🟑 high | The main open-source codebase behind Azure Pipelines tasks. Critical reference for developers needing to extend build steps or troubleshoot performance bottlenecks. |
-    | 2026-06-10 | [github.com/microsoft/finops-toolkit](https://github.com/microsoft/finops-toolkit) | 🟑 high | The official Microsoft FinOps toolkit. Orchestrates Azure cost management reports, optimizes compute reservations models, standardizes amortization datasets, and formats Power BI pricing governance me |
-    | 2026-06-05 | [github.com/Azure/apiops 🌟](https://github.com/Azure/apiops) | 🟑 high | The official Azure APIOps repository implementing GitOps principles for Azure API Management (APIM). Enables organizations to automate the extraction, publishing, configuration control, and deployment |
-    | 2026-06-05 | [github.com/Azure/Enterprise-Scale: ALZ AMA Update](https://github.com/Azure/Enterprise-Scale/wiki/ALZ-AMA-Update) | 🟑 high | Crucial update tracker for the Azure Landing Zones (ALZ) Enterprise-Scale repository. Outlines migration frameworks and monitoring recommendations as the platform deprecates legacy Log Analytics agent |
-    | 2026-06-02 | [github.com/microsoft/ARI: Azure Resource Inventory 🌟🌟🌟](https://github.com/microsoft/ARI) | 🟑 high | An open-source analysis engine from Microsoft that sweeps target cloud subscriptions to render Excel inventories of deployed cloud components. |
-    | 2026-06-01 | [dbatools.io](https://dbatools.io) | 🟑 high | An open-source, community-driven PowerShell module consisting of hundreds of command abstractions for automated SQL Server administration and migration. It allows administrators to securely perform co |
-    | 2026-06-01 | [azurearcjumpstart.io](https://jumpstart.azure.com) | 🟑 high | The comprehensive Azure Arc Jumpstart portal, providing automated, hands-on sandbox scenarios for Arc-enabled infrastructure. It facilitates instant provisioning of hybrid Kubernetes, servers, and dat |
-    | 2026-06-01 | [learn.microsoft.com: Configure a custom container for Azure App Service](https://learn.microsoft.com/en-us/azure/app-service/configure-custom-container) | 🟑 high | Technical reference for deploying custom Docker and OCI-compliant containers to Azure App Service (Web App for Containers). It covers crucial configurations, such as persistent storage mounts, multi-c |
-    | 2026-06-01 | [learn.microsoft.com: Environment variables and app settings in Azure App Service](https://learn.microsoft.com/en-us/azure/app-service/reference-app-settings) | 🟑 high | Official reference detailing how App Settings and Connection Strings map directly to environment variables at container execution time. It covers critical security aspects, including referencing Key V |
-    | 2026-06-01 | [PowerShell](https://learn.microsoft.com/en-us/powershell) | 🟑 high | The official entry portal for PowerShell, Microsoft's cross-platform object-oriented shell and scripting language. Built on .NET Core, modern PowerShell (v7+) functions as a highly scalable system adm |
-    | 2026-06-01 | [learn.microsoft.com: AZ-204: Implement Azure Functions 🌟](https://learn.microsoft.com/en-us/training/paths/implement-azure-functions) | 🟑 high | The official Microsoft training curriculum for implementing serverless workflows and event-driven computing via Azure Functions. It covers bindings and triggers, Durable Functions for stateful executi |
-    | 2026-06-01 | [PowerShell Gallery 🌟](https://www.powershellgallery.com) | 🟑 high | The central repository for discovering, sharing, and downloading PowerShell modules, scripts, and DSC resources. Supported directly by Microsoft, it hosts crucial operational toolkits like Az, Microso |
+    | 2026-06-14 | [github.com/microsoft/CBL-Mariner](https://github.com/microsoft/azurelinux) | πŸ”΄ critical | Azure Linux serves as the official, ultra-lightweight, and highly secure host operating system optimized for running AKS workloads in production. |
+    | 2025-01-14 | [github.com/azure/mission-critical-online: Welcome to Azure Mission-Critical' Online Reference Implementation](https://github.com/azure/mission-critical-online) | πŸ”΄ critical | This official repository provides the industry-standard architecture blueprints for building resilient, zero-downtime, active-active applications on Azure. |
+    | 2026-06-14 | [Bicep](https://github.com/Azure/bicep) | 🟑 high | Bicep provides the primary cloud-native declarative infrastructure-as-code experience for Azure, greatly simplifying ARM template authoring. |
+    | 2026-06-05 | [github.com/Azure/apiops 🌟](https://github.com/Azure/apiops) | 🟑 high | APIOps brings critical cloud-native GitOps workflows to Azure API Management, automating configuration deployment and control. |
+    | 2026-06-01 | [azurearcjumpstart.io](https://jumpstart.azure.com) | 🟑 high | Azure Arc Jumpstart is the definitive sandbox resource for testing and scaling hybrid Kubernetes and multi-cloud infrastructure patterns. |
+    | 2026-06-02 | [Azure Update 22nd May 2026](https://www.youtube.com/watch?v=pMfG-vYvnv8&feature=youtu.be) | 🟑 high | Covers key developer productivity features like native Cosmos DB integrations and automated Application Insights instrumentation for Azure Kubernetes Service. |
+    | 2026-06-02 | [From Prompt to Production: Open in VS Code for Terraform in Azure Copilot](https://techcommunity.microsoft.com/blog/azuretoolsblog/from-prompt-to-production-open-in-vs-code-for-terraform-in-azure-copilot/4494931) | 🟑 high | Enables a novel paradigm shift by allowing cloud architects to directly generate and export Terraform manifests using Azure Copilot. |
+    | 2026-06-02 | [Azure Hub-and-Spoke Generally Available for HCP Vault Dedicated](https://www.hashicorp.com/blog/azure-hub-and-spoke-generally-available-for-hcp-vault-dedicated) | 🟑 high | The GA release of HCP Vault dedicated hub-and-spoke integration establishes native enterprise secret management within complex cloud-native networks. |
+    | 2026-06-02 | [Terraform Azure Multi-Region Zero-Trust Architecture](https://github.com/Retzork/terraform-journey/tree/main/11%20Multi%20Region%20Zero%20Trust%20Architecture) | πŸ”΅ medium | Provides a practical, zero-trust infrastructure blueprint for automating multi-region networking via Terraform. |
+    | 2026-06-02 | [Azure Update 15th May 2026](https://www.youtube.com/watch?v=tfoSeH63yCg&list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9eYz&index=1&pp=iAQB) | πŸ”΅ medium | Highlights major cloud-native developments such as Azure Container Apps Express and Azure Virtual Network Manager. |
 
     **GCP, OCI & Others**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-14 | [github.com/GoogleCloudPlatform/k8s-config-connector: GCP Config Connector](https://github.com/GoogleCloudPlatform/k8s-config-connector) | 🟑 high | Config Connector is a Kubernetes Custom Resource Definition (CRD) controller that allows operators to manage Google Cloud resources natively as if they were standard Kubernetes objects. It bridges Git |
-    | 2026-06-13 | [Google Cloud Buildpacks](https://github.com/GoogleCloudPlatform/buildpacks) | 🟑 high | An open-source implementation of Cloud Native Buildpacks optimized for GCP runtimes. It automatically transforms source code into production-ready, secured OCI container images without requiring custo |
-    | 2026-06-11 | [github.com/GoogleCloudPlatform/cloud-code-samples 🌟](https://github.com/GoogleCloudPlatform/cloud-code-samples) | 🟑 high | Curated templates and setup workflows targeting GCP's Cloud Code extension. Helps developers structure containerized services locally before auto-deploying to Google Kubernetes Engine (GKE). |
-    | 2026-05-17 | [github.com/oracle](https://github.com/oracle) | 🟑 high | The main open-source hub hosting Oracle's cloud-native integrations, including the OCI Cloud Controller Manager (CCM) and CSI storage plugins. These modules enable standard cloud interactions and dyna |
-    | 2026-06-02 | [Android XR Developer Catalyst Program](https://developer.android.com/develop/xr/catalyst) | 🟑 high | The landing page for Google's Android XR Developer Catalyst Program, which empowers developers to build spatial computing and immersive experiences for wired XR glasses (such as XREAL's Project Aura)  |
-    | 2026-06-01 | [googlecloudcheatsheet.withgoogle.com: Google Cloud Developer cheat sheet](https://cloud.google.com/products) | 🟑 high | Google's official product portal mapping its enterprise suite of cloud computing, data analytics, and machine learning services. Serves as a primary reference for system architects evaluating Google's |
-    | 2026-06-01 | [DockerHub: websphere-liberty](https://hub.docker.com/_/websphere-liberty) | 🟑 high | The official WebSphere Liberty image on Docker Hub, providing a highly optimized cloud-native runtime designed for Java EE and MicroProfile. Live Grounding emphasizes its value for enterprise applicat |
-    | 2026-06-01 | [openliberty.io](https://openliberty.io) | 🟑 high | The project portal for Open Liberty, IBM's open-source, highly modular Java runtime designed for microservices and cloud-native applications. Live Grounding highlights its performance, dynamic reloadi |
-    | 2026-06-01 | [IBM Cloud](https://www.ibm.com/solutions/cloud) | 🟑 high | The business and technical portal for IBM Cloud. Live Grounding highlights its specialization in enterprise hybrid-cloud, secure financial cloud environments, and deep integration with Red Hat OpenShi |
-    | 2026-05-17 | [github.com/openliberty](https://github.com/openliberty) | 🟑 high | The primary GitHub hub containing repositories for Open Liberty, hosting its core runtime, tooling, and integrations. Live Grounding shows a highly collaborative community pushing frequent optimizatio |
-    | 2026-06-18 | [](https://www.scaleway.com/en/en) | πŸ”΅ medium | A curated technical resource and architectural guide covering www.scaleway.com in the Kubernetes Tools ecosystem. |
-    | 2026-06-18 | [Dzone: DevOps Services Pricing: AWS vs Azure vs Google Cloud 🌟🌟](https://dzone.com/articles/devops-services-pricing-aws-vs-azure-vs-google-clo) | πŸ”΅ medium | A curated technical resource and architectural guide covering ==Dzone: DevOps Services Pricing: AWS vs Azure vs Google Cloud== 🌟🌟 in the Kubernetes Tools ecosystem. |
-    | 2026-06-18 | [Dzone: 5 Hosted Kubernetes Platforms](https://dzone.com/articles/5-hosted-kubernetes-platforms) | πŸ”΅ medium | A curated technical resource and architectural guide covering Dzone: 5 Hosted Kubernetes Platforms in the Kubernetes Tools ecosystem. |
-    | 2026-06-18 | [](https://docs.redhat.com/en/documentation/openshift_container_platform/4.2/pdf/installing_on_ibm_z/index) | πŸ”΅ medium | A curated technical resource and architectural guide covering docs.redhat.com in the Kubernetes Tools ecosystem. |
-    | 2026-06-18 | [](https://docs.redhat.com/en/documentation/openshift_container_platform/4.2/html/installing_on_ibm_z/index) | πŸ”΅ medium | A curated technical resource and architectural guide covering docs.redhat.com in the Kubernetes Tools ecosystem. |
+    | 2026-06-14 | [github.com/GoogleCloudPlatform/k8s-config-connector: GCP Config Connector](https://github.com/GoogleCloudPlatform/k8s-config-connector) | πŸ”΄ critical | It enables declarative, GitOps-driven management of Google Cloud resources natively through standard Kubernetes Custom Resource Definitions (CRDs). |
+    | 2026-06-13 | [Google Cloud Buildpacks](https://github.com/GoogleCloudPlatform/buildpacks) | 🟑 high | This implementation of Cloud Native Buildpacks simplifies GKE deployment pipelines by transforming source code into secure, production-ready OCI container images without Dockerfiles. |
+    | 2026-05-17 | [github.com/oracle](https://github.com/oracle) | 🟑 high | This repository hosts the foundational OCI Cloud Controller Manager and CSI storage plugins required to operate enterprise Kubernetes clusters on Oracle Cloud Infrastructure. |
+    | 2026-06-18 | [engineering.mercari.com: Kubernetes based autoscaler for Cloud Spanner](https://engineering.mercari.com/en/blog/entry/20211222-kubernetes-based-spanner-autoscaler) | 🟑 high | It shares a highly novel, real-world engineering paradigm for dynamically scaling cloud-native database infrastructure directly from Kubernetes workloads. |
+    | 2026-06-14 | [Red Hat's approach to Edge Computing 🌟](https://www.redhat.com/en/solutions/edge-computing-approach) | 🟑 high | It defines how lightweight OpenShift configurations and MicroShift bring standard cloud-native container orchestration to resource-constrained edge environments. |
+    | 2026-06-14 | [A hybrid cloud-native DevSecOps pipeline with JFrog Artifactory and GKE on-prem 🌟](https://docs.cloud.google.com/architecture) | πŸ”΅ medium | This blueprint provides a production-ready architectural template for securing hybrid cloud deployments using GKE on-prem (Anthos) and JFrog Artifactory. |
+    | 2026-06-01 | [cloud.google.com: Choose the best way to use and authenticate service accounts on Google Cloud](https://cloud.google.com/blog/products/identity-security/how-to-authenticate-service-accounts-to-help-keep-applications-secure) | 🟑 high | It outlines Workload Identity patterns on GKE, establishing the modern security standard for keyless, least-privilege Kubernetes service account authentication. |
+    | 2026-06-01 | [cloud.google.com: Consume services faster, privately and securely - Private Service Connect now in GA](https://cloud.google.com/blog/products/networking/private-service-connect-is-now-generally-available) | 🟑 high | The general availability of Private Service Connect drastically simplifies secure, private multi-tenant service networking across distinct GCP projects and VPCs. |
+    | 2026-06-01 | [Google Cloud Build](https://cloud.google.com/build) | πŸ”΅ medium | As a managed serverless CI/CD tool, it serves as a critical pipeline component for automated container compilation and deployment to GKE. |
+    | 2026-06-01 | [OpenShift in Azure](https://learn.microsoft.com/en-us/azure/virtual-machines/linux/openshift-container-platform-4x) | 🟑 high | Azure Red Hat OpenShift represents a major co-engineered enterprise cloud-native platform that bridges Red Hat's ecosystem with Azure's cloud infrastructure. |
 
     **OpenShift / Red Hat**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-18 | [Developer Sandbox](https://developers.redhat.com/developer-sandbox) | 🟑 high | Provides immediate, zero-cost developer access to an active, shared OpenShift cluster environment pre-populated with cloud-native tooling. Eliminates complex infrastructure bootstrapping for developer |
-    | 2026-06-18 | [Rancher Academy 🌟](https://www.rancher.academy) | 🟑 high | Official educational platform providing comprehensive training, labs, and certification programs for SUSE Rancher, K3s, and global multi-cluster enterprise deployments. Guides practitioners through st |
-    | 2026-06-18 | [OpenShift 4 documentation 🌟](https://docs.redhat.com/en/documentation/openshift_container_platform/4.22) | 🟑 high | Official enterprise-grade documentation for Red Hat OpenShift Container Platform. Provides comprehensive architectural guidelines, deployment patterns, security policies, and cluster lifecycle managem |
-    | 2026-06-18 | [developers.redhat.com 🌟](https://developers.redhat.com) | 🟑 high | Red Hat's dedicated developer portal providing comprehensive access to tools, sandboxes, and cloud-native frameworks like Quarkus and Spring on Kubernetes. It bridges the gap between raw cluster endpo |
-    | 2026-06-14 | [github.com/openshift/installer openshift installer 🌟](https://github.com/openshift/installer) | 🟑 high | The official repository hosting the OpenShift Installer engine (IPI/UPI), which handles automated platform provisioning on major hypervisors and public clouds. Generates ignition files, configures boo |
-    | 2026-06-14 | [AWS Account Set Up 🌟](https://github.com/openshift/installer/blob/main/docs/user/aws/README.md) | 🟑 high | This repository guide outlines the specific IAM policies, resource quotas, Route53 configurations, and networking permissions required to install OpenShift on AWS using the native installer-provisione |
-    | 2026-06-12 | [github.com/openshift/hypershift: HyperShift](https://github.com/openshift/hypershift) | 🟑 high | HyperShift decouples the OpenShift control plane from the infrastructure, hosting it as standard containerized workloads within a central management cluster. This architecture enables lightning-fast p |
-    | 2026-06-12 | [github.com/openshift/origin 🌟](https://github.com/openshift/origin) | 🟑 high | Core open-source repository for OKD (formerly OpenShift Origin), representing the upstream Kubernetes community distribution of OpenShift. Consists of cluster installation systems, APIs, and operators |
-    | 2026-06-12 | [github - using jenkins pipelines with OKD](https://github.com/openshift/origin/tree/main/examples/jenkins/pipeline) | 🟑 high | Repository detailing baseline code configurations, sample pipelines, and deployment manifests engineered to execute scripted Jenkins procedures inside early versions of the OKD community container pla |
-    | 2026-06-12 | [GitHub Quay (OSS)](https://github.com/quay/quay) | 🟑 high | Project Quay is the open-source upstream version of Red Hat Quay, providing a highly scalable container registry designed for cloud-native infrastructure. It features multi-tenancy, geo-replication, a |
-    | 2026-06-12 | [Jenkins Docker Image for Openshift v3](https://github.com/openshift/jenkins) | 🟑 high | Red Hat maintained OpenShift integration image for running Jenkins natively within OpenShift clusters. Includes pre-configured plugins, service-account integration, and S2I build configurations custom |
-    | 2026-06-12 | [**k3d**](https://github.com/k3d-io/k3d) | 🟑 high | Curator Insight features k3d as an indispensable utility for launching multi-node K3s clusters inside Docker containers. Live grounding in 2026 affirms k3d remains the leading choice for local multi-n |
-    | 2026-06-12 | [Harvester](https://github.com/harvester/harvester) | 🟑 high | Curator Insight showcases Harvester as a modern open-source HCI built on KubeVirt and Longhorn. Live grounding in 2026 confirms Harvester has fully matured into an enterprise-stable alternative to VMw |
-    | 2026-06-11 | [Red Hat OLM](https://github.com/operator-framework/operator-lifecycle-manager) | 🟑 high | Part of the Operator Framework, OLM manages the installation, updates, and role-based access control of Operators running inside a cluster. It acts as an orchestrator for custom resource definitions ( |
-    | 2026-06-11 | [OLM Arquitecture](https://github.com/operator-framework/operator-lifecycle-manager/blob/master/doc/design/architecture.md) | 🟑 high | This repository provides deep technical designs for Operator Lifecycle Manager (OLM). It handles updates, dependency validation, and multi-tenant installations of Kubernetes Operators. |
+    | 2026-06-12 | [github.com/openshift/hypershift: HyperShift](https://github.com/openshift/hypershift) | πŸ”΄ critical | Decouples the OpenShift control plane to run as lightweight, cost-effective containerized workloads, radically accelerating cluster provisioning times. |
+    | 2026-06-11 | [Red Hat OLM](https://github.com/operator-framework/operator-lifecycle-manager) | πŸ”΄ critical | Acts as the backbone of OpenShift's operator-driven architecture, automating cluster extension, dependency validation, and lifecycle updates. |
+    | 2026-06-01 | [Amazon Red Hat OpenShift](https://www.redhat.com/en/technologies/cloud-computing/openshift/aws) | πŸ”΄ critical | Provides a fully-managed, co-supported OpenShift service on AWS that dramatically simplifies enterprise migrations and platform operations. |
+    | 2026-06-01 | [ARO](https://www.redhat.com/en/technologies/cloud-computing/openshift/azure) | πŸ”΄ critical | Offers a tightly integrated, jointly operated managed OpenShift platform on Azure, enabling seamless networking and billing integration. |
+    | 2026-06-14 | [github.com/openshift/installer openshift installer 🌟](https://github.com/openshift/installer) | 🟑 high | Serves as the foundational automation engine for provisioning repeatable, production-ready OpenShift clusters across diverse hybrid cloud infrastructures. |
+    | 2026-06-08 | [github.com/redhat-cop/gitops-catalog](https://github.com/redhat-cop/gitops-catalog) | 🟑 high | Provides validated, community-vetted Argo CD blueprints and patterns to fast-track enterprise declarative platform engineering. |
+    | 2026-06-09 | [Machine API](https://github.com/openshift/machine-api-operator/tree/main) | 🟑 high | Implements declarative, Kubernetes-native management of cluster nodes and autoscaling behavior via a Cluster-API-based operator. |
+    | 2026-06-12 | [github.com/openshift/origin 🌟](https://github.com/openshift/origin) | 🟑 high | Acts as the essential upstream community distribution (OKD) for testing and adopting cutting-edge OpenShift platform features. |
+    | 2025-06-01 | [How Kruize Optimizes OpenShift Workloads](https://developers.redhat.com/articles/2025/06/25/how-kruize-optimizes-openshift-workloads) | 🟑 high | Autonomously right-sizes enterprise container resources using telemetry analysis to improve density and lower cloud infrastructure costs. |
+    | 2026-03-30 | [ODO: OpenShift Command line for Developers 🌟](https://github.com/redhat-developer/odo) | 🟑 high | Minimizes developer friction by abstracting complex Kubernetes manifest creation into a fast, iterative developer-centric CLI tool. |
 
     **Virtualization & Private Cloud**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-14 | [**Kubespray**](https://github.com/kubernetes-sigs/kubespray) | 🟑 high | The industry standard Ansible automation framework for deploying enterprise-ready, production-grade clusters. Combining Kubeadm with highly flexible, battle-tested playbooks, it handles network policy |
-    | 2026-06-14 | [GitHub: Kubernetes Cluster with Kops](https://github.com/kubernetes/kops) | 🟑 high | Kubernetes Operations (kops) is a production-grade orchestration tool designed to configure, scale, and manage highly available clusters on public cloud environments. Its declarative structure manages |
-    | 2026-06-13 | [K0s - Zero Friction Kubernetes](https://github.com/k0sproject/k0s) | 🟑 high | The official open-source repository for the k0s Kubernetes distribution. Features active enterprise-grade developer tracks, offering built-in advanced networking plugins (Calico CNI, Kube-router), sup |
-    | 2026-06-12 | [defenseunicorns/zarf](https://github.com/zarf-dev/zarf) | 🟑 high | A highly resilient developer tool designed by Defense Unicorns to package, deploy, and manage Kubernetes clusters and cloud-native applications in strictly air-gapped, offline, or secure zero-trust en |
-    | 2026-06-12 | [krd](https://github.com/electrocucaracha/krd) | 🟑 high | The Kubernetes Reference Deployment (KRD) leverages Ansible playbooks and shell scripts to automate multi-node cluster provisioning with advanced network architectures, hardware acceleration (SR-IOV), |
-    | 2026-06-08 | [poseidon/typhoon](https://github.com/poseidon/typhoon) | 🟑 high | Typhoon is a minimalist, secure, and performant bare-metal and multi-cloud Kubernetes distribution built entirely with Terraform. It bootstraps standard, upstream CNCF-compliant Kubernetes onto Flatca |
-    | 2026-06-06 | [xiaods/k8e](https://github.com/xiaods/k8e) | 🟑 high | A lightweight Kubernetes distribution (k8e, standing for "k8s easy") modeled after K3s but strictly adhering to standard upstream components. It is tailored for low-resource edge architectures, CI env |
-    | 2026-06-01 | [Kubernetes Cluster with **Kubeadm**](https://github.com/kubernetes/kubeadm) | 🟑 high | The standard bootstrapping engine for establishing conformant clusters, maintained by Kubernetes SIG-Cluster-Lifecycle. It abstracts certificate generation, etcd cluster building, and node onboarding  |
-    | 2026-06-01 | [github.com/kubernetes/kubeadm: High Availability Considerations](https://github.com/kubernetes/kubeadm/blob/main/docs/ha-considerations.md) | 🟑 high | Official design documentation specifying the HA mechanics of Kubeadm clusters. Examines stacked etcd setups versus external etcd clusters, detailing load balancing requirements and node join procedure |
-    | 2026-05-08 | [**k8s-tew**](https://github.com/darxkies/k8s-tew) | 🟑 high | "Kubernetes The Easy Way" (k8s-tew) was a shell wrapper and declarative configuration tool designed to bypass the complex manual configuration steps associated with bootstrapping clusters via kubeadm. |
-    | 2026-05-07 | [github.com/taubyte/tau: Tau](https://github.com/taubyte/tau) | 🟑 high | Tau is an innovative, high-performance decentralized computing platform running WebAssembly (Wasm) workloads on the edge. It integrates autonomous routing, multi-tenant serverless orchestration, and d |
-    | 2026-04-07 | [dreamland](https://github.com/taubyte/dream) | 🟑 high | A developer tool designed to spin up localized Taubyte nodes on a single laptop. Allows rapid offline testing of serverless WASM routines, networking layers, and decentralized databases. |
-    | 2025-12-05 | [Kubeinit 🌟](https://github.com/kubeinit/kubeinit) | 🟑 high | Curator Insight vs Live Grounding: Kubeinit was designed as an Ansible automation tool to deploy Kubernetes, OKD, or OpenShift on VMs using libvirt/KVM. Live telemetry shows this repository has moved  |
-    | 2025-11-28 | [Ansible Role - Kubernetes (Jeff Geerling)](https://github.com/geerlingguy/ansible-role-kubernetes) | 🟑 high | Jeff Geerling's highly popular, community-standard Ansible role designed to automate core system dependencies, swap disabling, package installations, and initial Kubeadm commands on Debian and RedHat  |
-    | 2025-04-10 | [**Kelsey Hightower: kubernetes the hard way**](https://github.com/kelseyhightower/kubernetes-the-hard-way) | 🟑 high | Kelsey Hightower's legendary guide for bootstrapping highly available clusters manually without automated installers. It details SSL/TLS certificate generation, etcd cluster builds, and control plane  |
+    | 2026-06-01 | [ClusterAPI](https://cluster-api.sigs.k8s.io) | πŸ”΄ critical | Establishes a declarative, cloud-native paradigm for managing cluster lifecycles using Kubernetes-style APIs across private and hybrid clouds. |
+    | 2026-06-14 | [Openshift Container Platform](https://nubenetes.com/openshift) | πŸ”΄ critical | Stands as the premier enterprise hybrid cloud platform, seamlessly integrating virtualization and advanced developer workflows. |
+    | 2026-06-14 | [Rancher: Enterprise management for Kubernetes](https://nubenetes.com/rancher) | πŸ”΄ critical | Provides a vital unified management plane for multi-cluster heterogeneous Kubernetes deployments across on-premises and bare-metal environments. |
+    | 2026-06-18 | [cncf.io: Kubernetes Cluster API reaches production readiness with version' 1.0](https://www.cncf.io/blog/2021/10/06/kubernetes-cluster-api-reaches-production-readiness-with-version-1-0) | 🟑 high | Marks a critical industry milestone for enterprise adoption of declarative, API-driven cluster management in production environments. |
+    | 2026-06-14 | [**Kubespray**](https://github.com/kubernetes-sigs/kubespray) | 🟑 high | Serves as the industry-standard Ansible framework for deploying highly flexible, production-grade clusters on private infrastructure. |
+    | 2026-06-12 | [defenseunicorns/zarf](https://github.com/zarf-dev/zarf) | 🟑 high | Enables secure, zero-trust cloud-native deployments in strictly air-gapped and highly restricted private cloud environments. |
+    | 2025-12-05 | [Kubeinit 🌟](https://github.com/kubeinit/kubeinit) | 🟑 high | Automates the provisioning of Kubernetes and OpenShift directly on libvirt/KVM virtualization layers using Ansible. |
+    | 2026-05-17 | [**VMware Kubernetes Tanzu**](https://cloud.vmware.com/tanzu) | 🟑 high | Bridges traditional vSphere virtualization with modern container orchestration for enterprise private clouds. |
+    | 2026-06-01 | [Nomad](https://developer.hashicorp.com/nomad) | 🟑 high | Offers a highly efficient, lightweight alternative to Kubernetes for orchestrating virtualized and containerized workloads at scale. |
+    | 2026-06-01 | [Kubernetes Cluster with **Kubeadm**](https://github.com/kubernetes/kubeadm) | 🟑 high | Acts as the foundational, CNCF-approved bootstrapping engine powering custom private cloud cluster installations. |
 
 
 === "Last 12 Months"
@@ -785,550 +680,330 @@
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-18 | [Kubecost 🌟](https://www.apptio.com/products/kubecost/?src=kc-com) | 🟑 high | The industry-standard real-time resource cost allocation and observability tool for multi-cluster environments. Seamlessly integrates with cloud APIs and Prometheus metrics to calculate granular clust |
-    | 2026-06-18 | [Kubernetes Scripts](https://github.com/eldada/kubernetes-scripts) | 🟑 high | A utility collection of bash and shell scripts designed to simplify day-to-day Kubernetes cluster administration, diagnostic queries, and resource debugging. These community-focused tools wrap kubectl |
-    | 2026-06-18 | [bmuschko/ckad-prep](https://github.com/bmuschko/ckad-prep) | 🟑 high | An alternative preparation repository designed by Benjamin Muschko, offering structured sample solutions, resource manifests, and command-line blueprints to ace the CKAD exam. It isolates complex conc |
-    | 2026-06-18 | [bmuschko/ckad-crash-course: Certified Kubernetes Application Developer (CKAD)' Crash Course](https://github.com/bmuschko/ckad-crash-course) | 🟑 high | A repository housing comprehensive code examples, study guides, and hands-on exercises complementing Benjamin Muschko's CKAD Crash Course. It focuses on application design, deployment configurations,  |
-    | 2026-06-18 | [cncf.io: Certified Kubernetes Application Developer (CKAD)](https://www.cncf.io/training/certification/ckad) | 🟑 high | Official CNCF training and certification page for the Certified Kubernetes Application Developer (CKAD) program. Validates a developer's hands-on ability to build, configure, expose, and troubleshoot  |
-    | 2026-06-18 | [Get applied and effective apiVersion from Kubernetes objects](https://gist.github.com/ninlil/affbf7514d4e74c7634e77f47e172236) | 🟑 high | A highly specialized GitHub Gist that details mechanisms to query and extract both the applied and effective apiVersion from active Kubernetes objects. This tool is vital for API deprecation migration |
-    | 2026-06-18 | [github.com/yonahd/orphaned-configmaps: Orphaned ConfigMaps](https://github.com/yonahd/orphaned-configmaps) | 🟑 high | Orphaned ConfigMaps detects unreferenced ConfigMaps and Secrets across active namespaces. By scanning volume mounts and env declarations, it exposes abandoned configurations that increase complexity a |
-    | 2026-06-18 | [Build Your Own X](https://github.com/codecrafters-io/build-your-own-x) | 🟑 high | An immensely popular community-driven compilation of step-by-step guides for building complex software systems (compilers, databases, operating systems, Docker) from scratch. Perfect for deep pedagogi |
-    | 2026-06-14 | [Serverless Architectures](https://nubenetes.com/serverless) | 🟑 high | In-depth analysis exploring execution concepts, billing architectures, scalability curves, and performance tradeoffs inherent in Serverless patterns. Details key differences between FaaS, cloud-manage |
-    | 2026-06-14 | [Crossplane](https://nubenetes.com/crossplane) | 🟑 high | Comprehensive review of Crossplane, a CNCF control-plane framework transforming Kubernetes clusters into universal infrastructure schedulers. Permits declarative definition of cloud resources (RDS, S3 |
-    | 2026-06-14 | [Client Libraries for Kubernetes](https://nubenetes.com/kubernetes-client-libraries) | 🟑 high | Complete directory of supported Kubernetes API client libraries (Python, Go, Java, JavaScript, etc.). Details patterns for programmatic service discovery, controller building, and custom automation di |
-    | 2026-06-14 | [Kubernetes Storage - Volumes](https://nubenetes.com/kubernetes-storage) | 🟑 high | Detailed catalog explaining stateful execution patterns inside Kubernetes. Focuses on lifecycle dynamics of Ephemeral, Persistent (PV), and PersistentVolumeClaims (PVC), alongside container storage in |
-    | 2026-06-14 | [iximiuz.com: Containers vs. Pods - Taking a Deeper Look](https://labs.iximiuz.com/tutorials/containers-vs-pods) | 🟑 high | Deep technical review of the boundaries separating a standard Linux container from a Kubernetes Pod. Illustrates namespace sharing, IPC barriers, loopback network interfaces, and volume mounting mecha |
-    | 2026-06-14 | [iximiuz.com: How Kubernetes Reinvented Virtual Machines (in a good sense) 🌟🌟](https://labs.iximiuz.com/tutorials/kubernetes-vs-virtual-machines) | 🟑 high | Insightful analysis explaining how Kubernetes replicates hypervisor features through API-driven isolation, network namespaces, and cgroups. Demonstrates how K8s serves as the cloud operating system, a |
-    | 2026-06-14 | [SigNoz: Open source Application Performance Monitoring (APM) & Observability' tool 🌟](https://github.com/SigNoz/signoz) | 🟑 high | A massive open-source APM and observability platform natively integrated with OpenTelemetry. Tracks telemetry, trace spans, metrics, and application logs in a unified, high-performance UI backed by Cl |
-    | 2026-06-14 | [Raspbernetes - Kubernetes Cluster: k8s-gitops](https://github.com/xUnholy/k8s-gitops) | 🟑 high | A robust, real-world case study and GitOps reference repository optimized for ARM-based Raspberry Pi clusters. Incorporates high-availability deployment structures using Flux, K3s, and modern observab |
-    | 2026-06-14 | [Azure/azure-workload-identity](https://github.com/Azure/azure-workload-identity) | 🟑 high | Azure Workload Identity is the modern, enterprise-standard mechanism for mapping Kubernetes Service Accounts to Azure Active Directory (Microsoft Entra ID) managed identities. Utilizing OIDC federatio |
-    | 2026-06-14 | [Authelia 🌟](https://github.com/authelia/authelia) | 🟑 high | Authelia is an open-source authentication and authorization server providing single sign-on (SSO) for applications behind reverse proxies. It supports multi-factor authentication (MFA), dynamic securi |
-    | 2026-06-14 | [Deckhouse: NoOps Kubernetes platform 🌟](https://github.com/deckhouse/deckhouse) | 🟑 high | Deckhouse is an out-of-the-box, NoOps-oriented Kubernetes platform distribution that fully automates cluster bootstrapping, configuration management, and patching. Incorporating built-in monitoring, i |
-    | 2026-06-14 | [NVIDIA/k8s-device-plugin: NVIDIA device plugin for Kubernetes](https://github.com/NVIDIA/k8s-device-plugin) | 🟑 high | This specialized DaemonSet exposes physical GPU properties to the local kubelet node manager. Operating as the essential link for hardware-accelerated workloads, it handles task-scheduling configurati |
+    | 2026-06-14 | [Crossplane](https://nubenetes.com/crossplane) | πŸ”΄ critical | It transforms Kubernetes into a universal control plane, allowing teams to declaratively manage cloud infrastructure alongside application workloads. |
+    | 2026-06-14 | [NVIDIA/k8s-device-plugin: NVIDIA device plugin for Kubernetes](https://github.com/NVIDIA/k8s-device-plugin) | πŸ”΄ critical | It acts as the essential scheduler bridge for scaling hardware-accelerated AI/ML workloads across enterprise Kubernetes clusters. |
+    | 2026-06-18 | [Kubecost 🌟](https://www.apptio.com/products/kubecost/?src=kc-com) | 🟑 high | It provides the industry-standard real-time cost allocation and observability needed to optimize multi-cluster cloud spend. |
+    | 2026-06-14 | [Azure/azure-workload-identity](https://github.com/Azure/azure-workload-identity) | 🟑 high | It implements the modern enterprise standard for secure, passwordless authentication from Kubernetes service accounts to Azure active directory resources. |
+    | 2026-06-13 | [AWS Controllers for Kubernetes (ACK) 🌟](https://github.com/aws-controllers-k8s/community) | 🟑 high | It unifies resource management by allowing platform teams to govern AWS services directly through Kubernetes APIs and custom resources. |
+    | 2026-06-14 | [liqo: Enable dynamic and seamless Kubernetes multi-cluster topologies](https://github.com/liqotech/liqo) | 🟑 high | It introduces a paradigm shift in multi-cluster topologies by enabling dynamic, transparent resource sharing and workload scheduling across disparate environments. |
+    | 2026-06-14 | [github.com/akuity/kargo](https://github.com/akuity/kargo) | 🟑 high | It solves the complex problem of application lifecycle promotion by offering a native GitOps controller to orchestrate releases across environments. |
+    | 2026-06-14 | [SigNoz: Open source Application Performance Monitoring (APM) & Observability' tool 🌟](https://github.com/SigNoz/signoz) | 🟑 high | It offers a unified, high-performance open-source APM and observability platform natively integrated with the OpenTelemetry standard. |
+    | 2026-06-14 | [github.com/helmfile/helmfile](https://github.com/helmfile/helmfile) | 🟑 high | It serves as the premier declarative tool to orchestrate, maintain, and version complex multi-environment Helm deployments systematically. |
+    | 2026-06-13 | [k8gb 🌟](https://github.com/k8gb-io/k8gb) | 🟑 high | It delivers lightweight global server load balancing directly via CoreDNS to facilitate high availability and geo-redundancy across Kubernetes clusters. |
 
     **Containers & Runtime**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-14 | [jfrog.com: Kubernetes Helm Chart Repositories 🌟](https://docs.jfrog.com) | 🟑 high | Enterprise guide to leveraging JFrog Artifactory as a secure, high-availability Helm chart repository. Covers repository layout, role-based access control, package versioning, and integration with Kub |
-    | 2026-06-14 | [buildkit](https://docs.docker.com/build) | 🟑 high | Docker's next-generation container image building engine, designed to replace the legacy builder. It introduces high-performance features including concurrent stage execution, efficient caching via im |
-    | 2026-06-14 | [cert-manager/cert-manager](https://github.com/cert-manager/cert-manager) | 🟑 high | Consolidated record of the cert-manager repository, automating certificate lifecycles to guarantee encrypted transport paths between internal microservice runtimes. |
-    | 2026-06-13 | [containerd - An open and reliable container runtime](https://github.com/containerd/containerd) | 🟑 high | containerd is an industry-standard container runtime designed to be embedded into larger systems like Kubernetes. Following the deprecation of Docker's native runtime engine in Kubernetes, containerd  |
-    | 2026-06-13 | [Conmon](https://github.com/containers/conmon) | 🟑 high | An essential, daemonless container monitor written in C, used primarily by Podman and CRI-O. Conmon supervises container lifecycles, capturing standard output/error streams, tracking exit codes, and m |
-    | 2026-06-13 | [runc](https://github.com/opencontainers/runc) | 🟑 high | The canonical, low-level container runtime engine built in compliance with the OCI specification. Originally contributed by Docker, runc directly spawns and runs containers on Linux by interfacing wit |
-    | 2026-06-12 | [uber/kraken](https://github.com/uber/kraken) | 🟑 high | Uber's peer-to-peer (P2P) Docker registry designed for ultra-high-throughput image distribution in highly distributed, large-scale container cluster environments. Real-world grounding shows this proje |
-    | 2026-06-12 | [**GitHub build-push-action**](https://github.com/docker/build-push-action) | 🟑 high | The industry standard GitHub Action for building and pushing container images. Supports Docker Buildx, multi-platform builds, cache importing/exporting configurations, and native OCI-compliant registr |
-    | 2026-06-11 | [hadolint/hadolint: Haskell Dockerfile Linter](https://github.com/hadolint/hadolint) | 🟑 high | Hadolint is a Haskell-based linter that parses Dockerfiles and validates them against container best practices and Shellcheck rules. It ensures developers avoid common pitfalls such as running as root |
-    | 2026-06-09 | [stepchowfun/docuum: Docuum: LRU eviction of Docker images 🌟](https://github.com/stepchowfun/docuum) | 🟑 high | Docuum is a robust, Rust-based daemon designed to run on container hosts to execute Least Recently Used (LRU) image eviction. When host disk usage exceeds a defined threshold, Docuum safely removes in |
-    | 2026-06-04 | [Quay Community Edition operator](https://github.com/quay/quay-operator) | 🟑 high | The official Kubernetes Operator designed to automate the lifecycle, database migrations, and SSL termination of Project Quay registries inside OpenShift and Kubernetes clusters. It handles storage se |
-    | 2026-06-03 | [cybersecsi/RAUDI](https://github.com/cybersecsi/RAUDI) | 🟑 high | RAUDI is an automated system designed for continuous integration that regularly checks, updates, and rebuilds Docker images containing custom security tools. By automating the build pipelines of indiv |
-    | 2026-06-01 | [buildah](https://buildah.io) | 🟑 high | Buildah specializes in crafting OCI-compliant container images without requiring a background container daemon. It enables fine-grained Layer management, dramatically reducing the security footprint o |
-    | 2026-06-01 | [Dapr](https://dapr.io) | 🟑 high | The Distributed Application Runtime. Employs a highly modular sidecar design to deliver developer-focused APIs for pub/sub messaging, state management, and actor models. |
-    | 2026-06-01 | [knative.dev](https://knative.dev) | 🟑 high | The premier Kubernetes-native platform for serverless workloads. Offers enterprise-grade Serving (scale-to-zero, request-driven autoscaling) and highly decoupled Eventing models. |
-    | 2026-06-01 | [podman](https://podman.io) | 🟑 high | Podman delivers a daemonless container engine framework for executing, managing, and building OCI containers. Rootless orchestration patterns are native to Podman, allowing seamless integration with L |
-    | 2026-06-01 | [OpenFaaS](https://www.openfaas.com) | 🟑 high | An exceptionally popular, developer-friendly FaaS engine on Kubernetes. Features built-in auto-scaling, Prometheus metrics integration, and allows running any code in standard containers. |
-    | 2026-06-01 | [serverless.com: Serverless Framework](https://www.serverless.com) | 🟑 high | The premier multi-provider IaC wrapper for packaging and deploying serverless applications. Standardizes function definitions, network triggers, and permission models. |
-    | 2026-05-30 | [crun](https://github.com/containers/crun) | 🟑 high | A high-performance, lightweight, and low-memory-footprint OCI runtime written completely in C. It serves as an ultra-fast alternative to Go-based runc, offering native support for advanced Linux featu |
-    | 2026-05-22 | [Libpod: Library and tool for running OCI-based containers in Pods](https://github.com/containers/podman) | 🟑 high | The core engine library underlying Podman, enabling programmatic creation and lifecycle management of OCI-compliant containers and Pods. Libpod brings native Kubernetes-style multi-container 'Pod' gro |
+    | 2026-06-13 | [containerd - An open and reliable container runtime](https://github.com/containerd/containerd) | πŸ”΄ critical | containerd is the industry-standard container runtime for Kubernetes, providing high-reliability and ubiquitous enterprise adoption. |
+    | 2026-06-13 | [runc](https://github.com/opencontainers/runc) | πŸ”΄ critical | runc is the foundational, low-level OCI-compliant runtime that serves as the basis for most modern container execution environments. |
+    | 2026-06-14 | [cert-manager/cert-manager](https://github.com/cert-manager/cert-manager) | πŸ”΄ critical | cert-manager is the industry-standard tool for automating certificate lifecycles, guaranteeing secure transport across cloud-native runtimes. |
+    | 2026-06-14 | [buildkit](https://docs.docker.com/build) | πŸ”΄ critical | BuildKit has revolutionized container image creation with concurrent stage execution and advanced caching, serving as Docker's next-gen build engine. |
+    | 2026-06-01 | [podman](https://podman.io) | 🟑 high | Podman delivers a daemonless, rootless alternative to Docker, enhancing security and providing native multi-container 'Pod' groupings. |
+    | 2026-06-01 | [Dapr](https://dapr.io) | 🟑 high | Dapr simplifies cloud-native development by offering a highly modular sidecar design with standardized APIs for distributed application runtimes. |
+    | 2026-06-01 | [knative.dev](https://knative.dev) | 🟑 high | Knative is the premier Kubernetes-native serverless platform, providing crucial autoscaling, scale-to-zero, and event-driven runtime models. |
+    | 2026-05-30 | [crun](https://github.com/containers/crun) | 🟑 high | crun represents a significant technical paradigm shift as a high-performance, low-memory C-based alternative to Go-implemented container runtimes. |
+    | 2026-06-01 | [buildah](https://buildah.io) | 🟑 high | Buildah enables daemonless, OCI-compliant container builds, dramatically reducing the security footprint of build-time environments. |
+    | 2026-06-12 | [**GitHub build-push-action**](https://github.com/docker/build-push-action) | 🟑 high | The GitHub build-push-action is the de facto industry standard for building and pushing container images securely within automated CI/CD pipelines. |
 
     **Networking & Service Mesh**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-14 | [Istio Performance/Stability Testing](https://github.com/istio/tools/blob/master/perf/README.md) | 🟑 high | The official benchmark suite for evaluating Istio control plane and data plane performance. Platform engineers use this suite to run stress tests, measure sidecar latency injection, and detect potenti |
-    | 2026-06-14 | [Envoy Gateway](https://github.com/envoyproxy/gateway) | 🟑 high | The official Envoy Gateway project aimed at unifying ingress controller configurations using the Kubernetes Gateway API. Simplifies managing edge proxy deployments, routing rules, TLS terminations, an |
-    | 2026-06-14 | [NetBox IPAM 🌟](https://github.com/netbox-community/netbox) | 🟑 high | The leading open-source IP Address Management (IPAM) and Data Center Infrastructure Management (DCIM) database. Built on Django and PostgreSQL, it serves as the programmable hardware and IP single-sou |
-    | 2026-06-14 | [NodeLocal DNSCache](https://github.com/kubernetes/enhancements) | 🟑 high | The Kubernetes Enhancement Proposal (KEP) and repository code outlining the deployment of a local DNS caching agent on each node. Running as a DaemonSet, NodeLocal DNSCache intercepts queries at a loc |
-    | 2026-06-14 | [github.com: Istio](https://github.com/istio/istio) | 🟑 high | Main repository containing Istio's unified control plane (Istiod) and orchestration engines. Configures secure high-performance Envoy proxies as sidecars (or in ambient mode) to manage ingress, egress |
-    | 2026-06-12 | [github.com: kiali](https://github.com/kiali/kiali) | 🟑 high | The source repository for Kiali, an indispensable observability dashboard. Provides real-time interactive topologies, configuration validation, and native wizard-based creations of complex traffic rou |
-    | 2026-06-11 | [github.com: Maistra Istio](https://github.com/maistra/istio) | 🟑 high | The official GitHub repository for Maistra's modified Istio control plane code. Optimized for multi-tenancy support, advanced security policies, and tight integration within OpenShift environments. |
-    | 2026-06-08 | [Flannel](https://github.com/flannel-io/flannel) | 🟑 high | A highly stable, lightweight Layer 3 overlay CNI fabric designed specifically for simplified Kubernetes installations. It provisions a simple local agent on each cluster node to manage subnet allocati |
-    | 2026-06-01 | [Linkerd](https://linkerd.io) | 🟑 high | The ultra-lightweight, CNCF-graduated Linkerd service mesh. Built on a custom Rust data-plane proxy, it delivers security (automatic mTLS), latency optimization, and traffic management with minimal CP |
-    | 2026-06-01 | [memcached.org](https://memcached.org) | 🟑 high | An industry-standard distributed memory object caching system designed for extreme performance and simplicity. Utilizing multi-threaded slab allocation, Memcached continues to serve as the default hig |
-    | 2026-06-01 | [infoq.com: Service Mesh Ultimate Guide:](https://www.infoq.com/articles/service-mesh-ultimate-guide) | 🟑 high | A highly detailed, definitive guide analyzing the core architecture of service meshes. It breaks down control plane and data plane dynamics, explaining how sidecar and ambient topologies manage securi |
-    | 2026-05-17 | [github.com/containernetworking 🌟](https://github.com/containernetworking) | 🟑 high | The foundational GitHub organization hosting the official CNI specification, runtime engines, and core plugin binaries that drive the cloud-native ecosystem. |
-    | 2026-03-23 | [NGINX Ingress Controller - v1.0.0](https://github.com/kubernetes/ingress-nginx/releases/tag/controller-v1.0.0) | 🟑 high | Landmark v1.0.0 release of the community ingress-nginx controller. Highlights include compatibility with the GA ingress API specification, significant security enhancements, and optimized resource con |
-    | 2025-10-15 | [istio-ecosystem/admiral](https://github.com/istio-ecosystem/admiral) | 🟑 high | An active Istio-ecosystem tool that automates multi-cluster configuration management. Eliminates the need to manually configure ServiceEntries and DNS across clusters, programmatically stitching disti |
-    | 2025-06-01 | [Application Gateway for Containers with AKS Overlay Networking and VNet Flow Logs](https://blog.cloudtrooper.net/2025/04/02/application-gateway-for-containers-a-not-so-gentle-intro-4) | 🟑 high | A deep-dive technical investigation of Azure's next-generation Application Gateway for Containers (AGC) running atop AKS Overlay Networking. Details the setup, logging mechanics, and network telemetry |
-    | 2025-06-01 | [layer5.io: The Service Mesh Landscape 🌟🌟](https://layer5.io/service-mesh-landscape) | 🟑 high | An interactive tracker mapping out the diverse, evolving service mesh landscape. Managed by Layer5, it catalogues API compatibility, conformance standards, and architecture changes (e.g., sidecarless  |
-    | 2022-09-19 | [Damn](https://github.com/nokia/danm) | 🟑 high | Nokia's DANM (Damn Another Network Manager) CNI designed to facilitate telco-grade multi-network interfaces per pod inside Kubernetes, with support for SR-IOV, IPVLAN, and MACVLAN. Curator Insight vs  |
-    | 2026-06-18 | [projectcalico.org: Advertising Kubernetes Service IPs with Calico and BGP](https://www.tigera.io/blog/advertising-kubernetes-service-ips-with-calico-and-bgp) | 🟑 high | Curator Insight maps Kubernetes services straight to external routers. Live Grounding demonstrates how Calico utilizes BGP to advertise Service ClusterIPs and LoadBalancer IPs outside the cluster. A v |
-    | 2026-06-18 | [eevans.co: Deconstructing Kubernetes Networking](https://eevans.co/blog/deconstructing-kubernetes-networking/index.html) | 🟑 high | Curator Insight presents an exceptional architectural breakdown of the CNI layer. Live Grounding traces the packet path from Container-to-Container, Pod-to-Pod, and Pod-to-Service using concrete routi |
-    | 2026-06-12 | [Kubernetes Gateway API](https://github.com/kubernetes-sigs/gateway-api) | 🟑 high | Official GitHub repository for the standard Kubernetes Gateway API. This next-generation specification supersedes standard Ingress, offering expressive, role-oriented, and extensible routing APIs (Gat |
+    | 2026-06-14 | [github.com: Istio](https://github.com/istio/istio) | πŸ”΄ critical | As the dominant enterprise-grade service mesh, Istio's ongoing development of ambient mode and unified control planes is critical for cloud-native security and traffic management. |
+    | 2026-06-01 | [Linkerd](https://linkerd.io) | πŸ”΄ critical | Linkerd remains a vital CNCF-graduated service mesh that delivers security and high-performance mutual TLS through a lightweight, custom Rust-based data plane. |
+    | 2026-05-17 | [github.com/containernetworking 🌟](https://github.com/containernetworking) | πŸ”΄ critical | This repository hosts the foundational Container Network Interface (CNI) specification and plugins that power virtually all cloud-native container networking runtimes. |
+    | 2026-06-12 | [Kubernetes Gateway API](https://github.com/kubernetes-sigs/gateway-api) | πŸ”΄ critical | The Kubernetes Gateway API represents a major paradigm shift, offering a more expressive, role-oriented, and extensible standard that officially supersedes classic Ingress. |
+    | 2026-06-14 | [Envoy Gateway](https://github.com/envoyproxy/gateway) | 🟑 high | Envoy Gateway drives the unification of ingress configurations by implementing the standard Kubernetes Gateway API on top of the robust Envoy proxy. |
+    | 2026-06-14 | [NodeLocal DNSCache](https://github.com/kubernetes/enhancements) | 🟑 high | NodeLocal DNSCache drastically improves Kubernetes DNS scalability and avoids conntrack table exhaustion by intercepting queries locally on each cluster node. |
+    | 2026-06-02 | [Consul 2.0 improves flexibility, control, and scalability](https://www.hashicorp.com/blog/consul-20-improves-flexibility-control-and-scalability) | 🟑 high | Consul 2.0 marks a major architectural evolution, enhancing multi-port mesh capabilities and scalability for multi-cloud service networking environments. |
+    | 2026-06-01 | [Meshery.io:](https://meshery.io) | 🟑 high | Meshery serves as an invaluable multi-mesh manager that enables standardization, performance benchmarking, and conformance testing across diverse service mesh environments. |
+    | 2026-02-20 | [K8GB - Kubernetes Global Balancer](https://github.com/AbsaOSS/k8gb) | 🟑 high | K8GB addresses critical multi-cluster availability requirements by offering a lightweight, Kubernetes-native Global Server Load Balancing solution driven by CoreDNS. |
+    | 2026-06-12 | [github.com: kiali](https://github.com/kiali/kiali) | 🟑 high | Kiali provides indispensable real-time visualization, topology mapping, and configuration validation essential for operating complex Istio service mesh deployments. |
 
     **Architecture & Microservices**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-18 | [magnologan/awesome-k8s-security: Awesome Kubernetes (K8s) Security 🌟](https://github.com/magnologan/awesome-k8s-security) | 🟑 high | A premier directory indexing specialized Kubernetes security packages, scanners, CVE logs, and hardening guides. It collects key scanning tools such as Falco, Trivy, and Polaris, helping cloud complia |
-    | 2026-06-18 | [@jk8s' Awesome Kubernetes](https://github.com/jk8s/awesome-kubernetes) | 🟑 high | A dedicated directory listing specialized Kubernetes tools, packages, and frameworks. This resource collection focuses on developer productivity tools, testing utilities, and monitoring wrappers to op |
-    | 2026-06-18 | [mikeroyal/Kubernetes-Guide: Kubernetes Guide 🌟](https://github.com/mikeroyal/Kubernetes-Guide) | 🟑 high | A massive educational directory covering basic components, intermediate networking, storage, and advanced Kubernetes configurations. Offers structured developer pathways and hypervisor setup instructi |
-    | 2026-06-18 | [Awesome Test Automation](https://github.com/atinfo/awesome-test-automation) | 🟑 high | An extensive curated directory compiling top-tier testing tools, frameworks, and continuous validation resources. Features directories for end-to-end web tests, load injection suites, API contract tes |
-    | 2026-06-18 | [ksoclabs/awesome-kubernetes-security 🌟](https://github.com/ksoclabs/awesome-kubernetes-security) | 🟑 high | An expert-level compilation of Kubernetes security tools, vulnerability papers, threat simulations, and posture management (KSPM) frameworks. Ideal for penetration testers and cloud security engineers |
-    | 2026-06-18 | [github.com/joseadanof: Awesome Cloud Native Trainings](https://github.com/joseadanof/awesome-cloudnative-trainings) | 🟑 high | A thoroughly organized directory cataloging cloud-native certifications (CKA, CKAD, CKS), training centers, and open labs. Extremely useful for platform engineering managers designing structured learn |
-    | 2026-06-14 | [Terraform Kubernetes Boilerplates 🌟](https://nubenetes.com/terraform) | 🟑 high | A library of enterprise-stable Terraform templates configured specifically for modern Kubernetes environments (EKS, GKE, AKS). Includes pre-tested infrastructure specifications for VPC topologies, pri |
-    | 2026-06-14 | [Awesome Docker 🌟](https://github.com/veggiemonk/awesome-docker) | 🟑 high | The premier community directory compiling top-tier runtimes, base images, build extensions, registries, and runtime protection systems. An indispensable reference manual for Cloud Native architects. |
-    | 2026-06-13 | [Awesome Angular](https://github.com/PatrickJS/awesome-angular) | 🟑 high | A comprehensive curated collection of modules, state management patterns (NgRx), and testing pipelines for the Angular framework. Primarily useful for frontend web development teams constructing large |
-    | 2026-06-12 | [github.com/kubernetes: Kubernetes Icons Set](https://github.com/kubernetes/community/tree/main/icons) | 🟑 high | The official CNCF-maintained Kubernetes graphic catalog containing SVGs and PNGs representing key system objects like Pods, Services, Deployments, ingress, and Custom Resources. Vital for creating hig |
-    | 2026-06-11 | [Awesome Testing](https://github.com/TheJambo/awesome-testing) | 🟑 high | A highly practical directory highlighting testing paradigms, dynamic scanning modules, and manual/automated testing resources. Focuses on QA educational resources as well as modern test design techniq |
-    | 2026-06-11 | [ElYusubov/AWESOME-Azure-Bicep: AWESOME Azure Bicep](https://github.com/ElYusubov/AWESOME-Azure-Bicep) | 🟑 high | An index of resource libraries, module registries, and extension directories tailored for Azure Bicep DSL. Bicep has largely superseded ARM JSON templates as Microsoft's first-party IaC solution. This |
-    | 2026-06-10 | [Awesome Compose 🌟](https://github.com/docker/awesome-compose) | 🟑 high | Awesome Compose is an official, highly curated repository of declarative multi-container topologies using Docker Compose. It showcases optimal configuration patterns for databases, caching layers, app |
-    | 2026-06-09 | [mingrammer/diagrams](https://github.com/mingrammer/diagrams) | 🟑 high | A highly popular open-source Python framework that allows engineers to write cloud infrastructure diagrams directly as Python code. It supports hundreds of built-in components covering AWS, GCP, Azure |
-    | 2026-06-08 | [rootsongjc/awesome-cloud-native 🌟](https://github.com/rootsongjc/awesome-cloud-native) | 🟑 high | An extensive library mapping the CNCF Cloud Native landscape, detailing Service Meshes, dynamic storages, logging setups, and database drivers. Provides platform architects with a systematic catalog t |
-    | 2026-06-08 | [github.com/charlax/professional-programming: A collection of full-stack' resources for programmers 🌟](https://github.com/charlax/professional-programming) | 🟑 high | A world-class resource collection addressing the operational, psychological, and architectural aspects of professional software engineering. Spans topics from system design and API robustness to caree |
-    | 2026-06-02 | [@sindresorhus' Awesome](https://github.com/sindresorhus/awesome) | 🟑 high | The main index repository by Sindre Sorhus, tracking development resources and technologies globally. Highly useful for architects trying to cross-reference multiple tech stack capabilities. |
-    | 2026-06-01 | [excalidraw.com](https://excalidraw.com) | 🟑 high | A widely adopted collaborative whiteboard tool designed for rapid design sketches and wireframes. Features custom user libraries containing native cloud-native and Kubernetes icons for quick whiteboar |
-    | 2026-06-01 | [PlantUML](https://plantuml.com) | 🟑 high | An open-source, industry-standard tool allowing engineers to generate architecture, sequence, and component diagrams from simple, human-readable markdown-like text. Extremely useful for maintaining do |
-    | 2026-06-01 | [diagrams.net](https://www.drawio.com) | 🟑 high | The industry-leading, highly extensible free open-source diagramming engine. Widely used for system design, it provides deep integration with modern design elements, custom XML importing, and offline  |
+    | 2026-06-10 | [Awesome microservices](https://github.com/mfornos/awesome-microservices) | πŸ”΄ critical | It acts as the premier repository mapping fundamental microservices patterns, API gateways, and event-driven communication models essential for distributed architectures. |
+    | 2026-01-04 | [Awesome Scalability](https://github.com/binhnguyennus/awesome-scalability) | πŸ”΄ critical | This legendary reference guide details core architectural design patterns for building scalable, highly available backend systems and coordinating microservices. |
+    | 2026-06-08 | [rootsongjc/awesome-cloud-native 🌟](https://github.com/rootsongjc/awesome-cloud-native) | πŸ”΄ critical | It systematically maps out the CNCF Cloud Native ecosystem, providing platform architects with concrete guides to service meshes, dynamic storage, and infrastructure layers. |
+    | 2026-06-14 | [Awesome Docker 🌟](https://github.com/veggiemonk/awesome-docker) | 🟑 high | As the premier community directory for container ecosystems, it provides foundational knowledge for modern, isolated microservices runtime environments. |
+    | 2026-05-25 | [anderseknert/awesome-opa 🌟](https://github.com/open-policy-agent/awesome-opa) | 🟑 high | It enables enterprise architects to standardise policy-as-code across Cloud Native infrastructure using Open Policy Agent (OPA). |
+    | 2026-06-14 | [Terraform Kubernetes Boilerplates 🌟](https://nubenetes.com/terraform) | 🟑 high | Provides production-tested, multi-cloud Terraform templates that standardise enterprise landing zones and core Kubernetes cluster architecture. |
+    | 2026-04-25 | [github.com/calvin-puram: Awesome Kubernetes Operator Resources](https://github.com/calvin-puram/awesome-kubernetes-operator-resources) | 🟑 high | Crucial guide for implementing the Operator pattern, a key architectural paradigm shift for managing stateful applications natively inside Kubernetes. |
+    | 2026-05-30 | [clusterpedia-io/clusterpedia 🌟](https://github.com/clusterpedia-io/clusterpedia) | 🟑 high | Solves complex multi-cluster management and resource discovery challenges, facilitating scalable multi-cluster architecture patterns. |
+    | 2026-06-09 | [mingrammer/diagrams](https://github.com/mingrammer/diagrams) | 🟑 high | Introduces a powerful paradigm shift by enabling engineers to define, track, and version-control architectural diagrams as Python code. |
+    | 2022-11-10 | [Awesome API Management Tools](https://github.com/mailtoharshit/Awesome-Api-Management-Tools) | 🟑 high | Focuses on API management portals and lifecycle systems, which are foundational for decoupling and exposing enterprise microservices safely. |
 
     **Data, Messaging & Storage**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-18 | [Kubectl output options 🌟](https://gist.github.com/so0k/42313dbb3b547a0f51a547bb968696ba) | 🟑 high | A curated technical guide detailing advanced kubectl formatting options. It covers jsonpath extractions, custom columns, and Go templating recipes. This cheat sheet is incredibly valuable for platform |
-    | 2026-06-18 | [redpanda-data/kowl](https://github.com/redpanda-data/console) | 🟑 high | A high-performance web dashboard optimized for debugging and exploring event-streaming platforms. Developed originally as Kowl and later rebranded as Redpanda Console, it presents outstanding visualiz |
-    | 2026-06-18 | [conduktor.io/kafka: Learn Apache Kafka like never before](https://www.conduktor.io/kafka) | 🟑 high | Curator Insight points to Conduktor's exhaustive learning guides. Live Grounding verifies this is one of the premier visually-driven educational portals for understanding Apache Kafka cluster topologi |
-    | 2026-06-14 | [github.com/kubernetes-sigs: Local Persistence Volume Static Provisioner' 🌟](https://github.com/kubernetes-sigs/sig-storage-local-static-provisioner) | 🟑 high | The official Kubernetes-SIGs repository for the local persistence static provisioner. It automates the creation of PVs for local disks, enabling database workloads to achieve raw, low-latency NVMe/SSD |
-    | 2026-06-14 | [SMB CSI Driver for Kubernetes](https://github.com/kubernetes-csi/csi-driver-smb) | 🟑 high | A specialized CSI driver designed to dynamically provision and mount Server Message Block (SMB) shared directories into Kubernetes pods. This driver is essential for heterogeneous Windows/Linux contai |
-    | 2026-06-14 | [github.com/dolthub/dolt](https://github.com/dolthub/dolt) | 🟑 high | An innovative SQL database implementing Git-style version control concepts (clone, push, pull, branch, merge) over table structures and data cells. Perfect for decentralized collaborative data managem |
-    | 2026-06-13 | [AKHQ (previously known as KafkaHQ) 🌟](https://github.com/tchiotludo/akhq) | 🟑 high | AKHQ (formerly KafkaHQ) is a comprehensive web interface for administering and browsing Apache Kafka resources. It provides granular visibility into topics, payloads, schema registries, and consumer g |
-    | 2026-06-12 | [Zalando Postgres Operator](https://github.com/zalando/postgres-operator) | 🟑 high | Zalando's PostgreSQL Operator, which orchestrates highly available Spilo clusters on Kubernetes. Automates provisioning, scaling, master-failovers, offsite backups, and minor engine upgrades via decla |
-    | 2026-06-12 | [percona/pg_stat_monitor](https://github.com/percona/pg_stat_monitor) | 🟑 high | Percona's advanced query performance monitoring extension for PostgreSQL. Extends the capabilities of pg_stat_statements with bucket-based statistics, client IP address tracking, visual execution plan |
-    | 2026-06-12 | [github.com/vmware-tanzu/velero](https://github.com/velero-io/velero) | 🟑 high | Velero is the standard open-source utility for safely backing up and restoring entire Kubernetes cluster structures and persistent volumes. Deeply integrates with both raw cloud APIs and file-level ut |
-    | 2026-06-11 | [github.com/01mf02/jaq](https://github.com/01mf02/jaq) | 🟑 high | A modern clone of jq built in Rust, engineered for lightning-fast configuration query processing, enhanced compiler diagnostic outputs, and strict type safety across multi-gigabyte files. |
-    | 2026-06-11 | [Kafdrop – Kafka Web UI 🌟](https://github.com/obsidiandynamics/kafdrop) | 🟑 high | Kafdrop is a popular, lightweight web UI for monitoring and managing Apache Kafka clusters. It renders real-time views of brokers, topic structures, partition offsets, consumer group lag, and permits  |
-    | 2026-06-11 | [Spilo: HA PostgreSQL Clusters with Docker](https://github.com/zalando/spilo) | 🟑 high | Spilo is Zalando's container image bundling PostgreSQL, Patroni, pgBackRest, and WAL-E/WAL-G. Built for mission-critical production reliability, it serves as the stable, standard database core for the |
-    | 2026-06-11 | [Patroni](https://github.com/patroni/patroni) | 🟑 high | Industry-standard Python-driven template for high-availability PostgreSQL. Integrates with Distributed Consensus Stores (DCS) like etcd, Consul, or ZooKeeper to manage dynamic leader election, dynamic |
-    | 2026-06-11 | [openebs/zfs-localpv](https://github.com/openebs/zfs-localpv) | 🟑 high | The official OpenEBS CSI driver for ZFS-LocalPV. It dynamically provisions ZFS pools on local nodes, combining the exceptional performance of raw NVMe storage with ZFS capabilities like snapshots, clo |
-    | 2026-06-11 | [Apache Artemis JMeter](https://github.com/apache/artemis) | 🟑 high | The official source repository for Apache ActiveMQ Artemis. Built with Netty, this broker delivers low-latency messaging, supports AMQP, MQTT, and STOMP, and provides an efficient data distribution en |
-    | 2026-06-10 | [KubeLinter](https://github.com/stackrox/kube-linter) | 🟑 high | An enterprise-grade static analyzer for raw Kubernetes manifest files and Helm charts. Translates security benchmarks, privileged container checks, and missing resource limits into actionable DevOps s |
-    | 2026-06-10 | [openebs/lvm-localpv](https://github.com/openebs/lvm-localpv) | 🟑 high | An OpenEBS CSI driver designed for dynamic volume provisioning backed by local Logical Volume Manager (LVM) volume groups. It provides raw block or filesystem performance close to bare-metal hardware  |
-    | 2026-06-10 | [Altinity/clickhouse-operator](https://github.com/Altinity/clickhouse-operator) | 🟑 high | The enterprise standard ClickHouse Operator developed by Altinity. Automates the deployment, provisioning, scaling, configuration, and monitoring of high-throughput columnar databases inside Kubernete |
-    | 2026-06-10 | [github.com/CrunchyData/postgres-operator](https://github.com/CrunchyData/postgres-operator) | 🟑 high | The main GitHub repository containing the source code for the Crunchy Postgres Operator. Written in Go, this industry-leading project automates the deployment, scaling, failover, backup, and security  |
+    | 2026-06-12 | [github.com/vmware-tanzu/velero](https://github.com/velero-io/velero) | πŸ”΄ critical | It is the de facto standard open-source utility for Kubernetes disaster recovery, cluster migration, and persistent volume backups. |
+    | 2026-06-01 | [strimzi.io](https://strimzi.io) | πŸ”΄ critical | It provides the premier cloud-native operator pattern implementation to deploy, scale, and secure Apache Kafka clusters natively on Kubernetes. |
+    | 2026-06-01 | [min.io](https://www.min.io) | πŸ”΄ critical | It serves as the leading S3-compatible, high-performance object storage engine designed natively for private and hybrid cloud-native infrastructures. |
+    | 2026-06-01 | [Longhorn](https://longhorn.io) | 🟑 high | As a CNCF-graduated project, it provides highly resilient, easy-to-use, and Kubernetes-native distributed block storage for stateful applications. |
+    | 2026-06-01 | [Redpanda 🌟](https://www.redpanda.com) | 🟑 high | It challenges the JVM-dominated messaging space with a thread-per-core C++ engine that delivers massive performance gains and lower TCO. |
+    | 2026-06-10 | [github.com/CrunchyData/postgres-operator](https://github.com/CrunchyData/postgres-operator) | 🟑 high | It automates complex enterprise PostgreSQL life cycle management, including auto-failover, backups, and security patching directly via Kubernetes. |
+    | 2026-06-01 | [OpenEBS](https://openebs.io) | 🟑 high | It pioneered Container Attached Storage (CAS), making it easy to turn local or cloud drives into resilient dynamic persistent volumes for stateful pods. |
+    | 2025-06-01 | [Kasten](https://www.veeam.com/products/cloud/kubernetes-data-protection.html) | 🟑 high | It represents the enterprise gold standard for native Kubernetes backup, disaster recovery, and application mobility across multi-cloud environments. |
+    | 2026-06-01 | [**Debezium**:](https://debezium.io) | 🟑 high | It is the industry standard for Change Data Capture (CDC), allowing databases to stream real-time transactional data into cloud-native messaging pipelines. |
+    | 2026-06-14 | [github.com/kubernetes-sigs: Local Persistence Volume Static Provisioner' 🌟](https://github.com/kubernetes-sigs/sig-storage-local-static-provisioner) | 🟑 high | Backed by Kubernetes-SIGs, it enables high-performance database workloads to safely leverage local NVMe/SSD speeds without manual persistent volume provisioning overhead. |
 
     **AI & Agents**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-18 | [docs.anthropic.com: Claude Code CLI](https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview) | 🟑 high | Anthropic's official command-line interface (CLI) tool designed for autonomous agentic software engineering. Claude Code can read codebases, execute commands, run tests, and manage git workflows direc |
-    | 2026-06-18 | [antigravity.google: Google Antigravity Agentic Platform](https://antigravity.google) | 🟑 high | Google's unified development platform and SDK (google-antigravity) for building, evaluating, and deploying stateful AI agents. Enables developers to transition from local prototype builds to secure GK |
-    | 2026-06-18 | [cursor.com: Cursor AI Code Editor](https://cursor.com) | 🟑 high | The premier AI-first code editor, built as a fork of VS Code, offering features like Cursor Tab (smart autocomplete), Cmd+K (inline edits), Composer (multi-file agentic code generation), and deep code |
-    | 2026-06-14 | [vLLM on Kubernetes](https://github.com/vllm-project/vllm) | 🟑 high | Curator Insight: Integration guides and deployment schemas for hosting vLLM on Kubernetes clusters. Live Grounding: Standardizes memory-efficient LLM serving using PagedAttention. Features rapid integ |
-    | 2026-06-14 | [github.com/openai/openai-cookbook: OpenAI Cookbook](https://github.com/openai/openai-cookbook) | 🟑 high | The official, highly detailed cookbook of integration patterns and code recipes from OpenAI. Live Grounding and Curator Insight rate this as the definitive reference for engineering structured JSON mo |
-    | 2026-06-14 | [Claude Code Best Practice](https://github.com/shanraisshan/claude-code-best-practice) | 🟑 high | Curator Insight: Curated collection of best practices, system prompts, and architecture layouts for Claude Code. Live Grounding: Explores advanced CLI-driven agent workflows, highlighting configuratio |
-    | 2026-06-14 | [Claude Code Templates](https://github.com/davila7/claude-code-templates) | 🟑 high | Claude Code Templates is an extensive community library containing structured system designs, context guidelines, and prompt schemas optimized for Anthropic's Claude Code and CLI. It helps teams confi |
-    | 2026-06-13 | [Skyvern](https://github.com/Skyvern-ai/Skyvern) | 🟑 high | Curator Insight: An AI-powered web browser automation agent designed to extract data and execute workflows on complex interfaces. Live Grounding: Translates plain-text instructions into resilient sele |
-    | 2026-06-12 | [Skills for Real Engineers](https://github.com/mattpocock/skills) | 🟑 high | An exceptionally popular repository detailing the foundational principles, design philosophies, and architectural protocols required for master-level software delivery. While the curator focuses on ca |
-    | 2026-06-11 | [Awesome MCP Servers](https://github.com/punkpeye/awesome-mcp-servers) | 🟑 high | Curator Insight: A community-curated collection of servers implementing the Model Context Protocol. Live Grounding: Aggregates verified integrations linking AI models to tools like relational database |
-    | 2026-06-11 | [Tabularis: Open Source Desktop Client for Modern Databases with AI and MCP' Integration](https://github.com/TabularisDB/tabularis/blob/main/README.es.md) | 🟑 high | An open-source desktop database client featuring Model Context Protocol (MCP) integrations. This compliance allows local LLMs to safely query, analyze, and update database schemas within strict user s |
-    | 2026-06-09 | [github.com/microsoft/ML-For-Beginners: Machine Learning for Beginners' - A Curriculum](https://github.com/microsoft/ML-For-Beginners) | 🟑 high | Microsoft's 12-week, 26-lesson classical machine learning curriculum focused heavily on hands-on project-based execution using Scikit-learn. It purposely isolates foundational ML patternsβ€”such as regr |
-    | 2026-06-07 | [GitHub MCP Server](https://github.com/modelcontextprotocol/servers) | 🟑 high | Curator Insight: Primary collection of production-grade Model Context Protocol (MCP) servers. Live Grounding: Establishes development standards for JSON-RPC 2.0 based message exchange between host age |
-    | 2026-06-03 | [github.com/jupyterlab/jupyter-ai](https://github.com/jupyterlab/jupyter-ai) | 🟑 high | An official JupyterLab extension that brings generative AI capabilities to interactive notebooks. It supports inline code synthesis, explanation, and error correction across multiple model APIs. |
-    | 2026-06-02 | [LLMs-from-scratch](https://github.com/rasbt/LLMs-from-scratch) | 🟑 high | Curator Insight highlights this acclaimed resource for building a fully functional PyTorch Transformer from scratch. Live Grounding verifies it is an indispensable textbook for AI engineers, laying ba |
-    | 2026-04-15 | [github.com/SkalskiP/top-cvpr-2023-papers](https://github.com/SkalskiP/top-cvpr-2023-papers) | 🟑 high | A curated reference hub detailing top-performing papers and breakthroughs from CVPR 2023. Synthesizes vital engineering advancements across object detection, visual language models, zero-shot segmenta |
-    | 2026-02-05 | [github.com/mlabonne/llm-course](https://github.com/mlabonne/llm-course) | 🟑 high | Maxime Labonne's stellar curriculum for mastering Large Language Model engineering. Curator Insight and Live Grounding confirm its value, providing code-driven notebooks covering quantization (bitsand |
-    | 2025-06-01 | [CAST AI](https://cast.ai) | 🟑 high | Introduces CAST AI, an automated cost-reduction system for EKS, AKS, and GKE. Highlights how its real-time algorithms adjust cluster sizing, configure spot instances, and scale down resources without  |
-    | 2026-06-18 | [technologyreview.es: "Las empresas que empiezan a lo grande con la IA fracasan mÑs" 🌟](https://www.technologyreview.es/article/las-empresas-que-empiezan-lo-grande-con-la-ia-fracasan-mas) | 🟑 high | Analytical piece focusing on enterprise strategies for AI adoption, arguing that companies attempting large-scale, over-ambitious transformations from day one experience higher failure rates. Advocate |
-    | 2026-06-14 | [OpenOps: No-Code FinOps Automation Platform with AI](https://github.com/openops-cloud/openops) | 🟑 high | An open-source, no-code platform utilizing AI to identify and automate cloud cost optimizations. Connects directly with Kubernetes metrics to suggest sizing adjustments and automatically remove unused |
+    | 2026-06-18 | [docs.anthropic.com: Claude Code CLI](https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview) | πŸ”΄ critical | Launches a native CLI tool from Anthropic that brings autonomous, agentic software engineering capabilities directly to the developer terminal. |
+    | 2026-06-18 | [antigravity.google: Google Antigravity Agentic Platform](https://antigravity.google) | πŸ”΄ critical | Enables developers to seamlessly transition stateful AI agents from local prototypes to production-grade Google Kubernetes Engine (GKE) environments. |
+    | 2026-06-18 | [cursor.com: Cursor AI Code Editor](https://cursor.com) | πŸ”΄ critical | Stands as the leading AI-first IDE that has redefined day-to-day software development through multi-file agentic code editing. |
+    | 2026-06-14 | [vLLM on Kubernetes](https://github.com/vllm-project/vllm) | πŸ”΄ critical | Standardizes the deployment of memory-efficient, high-throughput LLM serving infrastructure on Kubernetes clusters using PagedAttention. |
+    | 2026-06-11 | [Awesome MCP Servers](https://github.com/punkpeye/awesome-mcp-servers) | 🟑 high | Aggregates the rapidly growing community ecosystem around Model Context Protocol (MCP) servers to easily connect agents to diverse data sources. |
+    | 2026-06-07 | [GitHub MCP Server](https://github.com/modelcontextprotocol/servers) | 🟑 high | Defines production-grade specifications for secure JSON-RPC 2.0 message exchange between host platforms and external agent tools. |
+    | 2025-06-01 | [CAST AI](https://cast.ai) | 🟑 high | Automates cloud-native resource management and cost optimization across EKS, AKS, and GKE using real-time AI scaling algorithms. |
+    | 2026-06-13 | [LocalAI](https://github.com/mudler/LocalAI) | 🟑 high | Provides a robust, self-hosted, cloud-native API gateway to run private LLMs locally and maintain total data sovereignty. |
+    | 2026-06-02 | [Announcing Claude Managed Agents on Cloudflare](https://blog.cloudflare.com/claude-managed-agents) | πŸ”΄ critical | Creates a highly secure, sandboxed execution plane at the network edge for running autonomous AI agent workflows using serverless architecture. |
+    | 2026-06-02 | [OpenAI and Dell Technologies partner to bring Codex to hybrid and on-premises enterprise environments](https://openai.com/index/dell-codex-enterprise-partnership) | 🟑 high | Bridges enterprise cloud-native AI workflows with hybrid and on-premises physical infrastructure through strategic hardware integration. |
 
     **MLOps & Data Science**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-13 | [github.com/Netflix/metaflow 🌟](https://github.com/Netflix/metaflow) | 🟑 high | Metaflow is Netflix's human-centric framework designed for building and managing production-grade data science pipelines. It seamlessly integrates local development with enterprise-scale cloud infrast |
-    | 2026-06-13 | [github.com/VikParuchuri/surya](https://github.com/datalab-to/surya) | 🟑 high | Surya provides multi-lingual document OCR and accurate layout analysis powered by deep learning. It delivers high-fidelity reading and structuring of dense scientific papers, tables, and financial lay |
-    | 2026-06-08 | [rubrix](https://github.com/argilla-io/argilla) | 🟑 high | Formerly Rubrix, Argilla is a premier open-source data curation platform designed for AI and LLM workflows. Enables continuous human-in-the-loop (HITL) fine-tuning cycles. It seamlessly integrates wit |
-    | 2026-06-01 | [Ray](https://docs.ray.io/en/latest) | 🟑 high | Ray is the premier distributed execution framework for scaling compute-heavy AI and Python workloads. It provides low-overhead, dynamic actor execution models, powering distributed training (Ray Train |
-    | 2026-05-19 | [github.com/meta-llama/llama-recipes](https://github.com/meta-llama/llama-cookbook) | 🟑 high | Meta's core repository for scaling LLM deployments. It offers highly robust templates for PEFT (Parameter-Efficient Fine-Tuning) such as LoRA, model quantization, and optimization strategies that enab |
-    | 2026-06-18 | [mikeroyal/Kubernetes-Guide: Machine Learning 🌟](https://github.com/mikeroyal/Kubernetes-Guide/blob/main/README.md) | 🟑 high | A comprehensive reference manual mapping the landscape of running machine learning workloads on Kubernetes. Aggregates configurations, installation commands, and architecture diagrams for tooling acro |
-    | 2026-06-13 | [github.com/aimhubio/aim](https://github.com/aimhubio/aim) | 🟑 high | Aim is an open-source, highly responsive experiment tracking and visualization dashboard for machine learning. It provides a robust query language and a user-friendly UI to compare thousands of metric |
-    | 2026-06-02 | [SilverTorch: Index as Model β€” A New Retrieval Paradigm for Recommendation Systems](https://engineering.fb.com/2026/05/26/ml-applications/silvertorch-index-as-model-new-retrieval-paradigm-recommendation-systems) | 🟑 high | Meta's SilverTorch architecture redefines recommendation engines by consolidating vector retrieval, filtering, and scoring into a unified, GPU-optimized PyTorch model. Historically, recommendation pip |
-    | 2026-05-25 | [github.com/XuehaiPan/nvitop 🌟](https://github.com/XuehaiPan/nvitop) | 🟑 high | An interactive, terminal-based GPU monitoring tool that acts as a modern replacement for nvidia-smi. It provides real-time tracking of GPU resource consumption, memory configurations, process owners,  |
-    | 2025-07-01 | [postgresml/postgresml 🌟](https://github.com/postgresml/postgresml) | 🟑 high | An extension that integrates machine learning directly inside PostgreSQL, written in Rust. It enables developers to train and run real-time inference using classic models or LLMs natively through SQL, |
-    | 2026-05-21 | [tensorchord/envd: Reproducible development environment for AI/ML 🌟](https://github.com/tensorchord/envd) | πŸ”΅ medium | An innovative local development environment generator for ML engineering. Envd translates Python declarations into isolated container definitions, ensuring high reproducibility for CUDA packages, pip  |
-    | 2026-06-18 | [github: A very Long never ending Learning around Data Engineering & Machine' Learning](https://github.com/abhishek-ch/around-dataengineering) | πŸ”΅ medium | A comprehensive curated repository documenting data engineering pipelines, distributed computing principles, and machine learning foundations. It aggregates core concepts of large-scale data systems,  |
-    | 2026-06-18 | [cd.foundation: Announcing the CD Foundation MLOps SIG](https://cd.foundation/blog/2020/02/11/announcing-the-cd-foundation-mlops-sig) | πŸ”΅ medium | A curated technical resource and architectural guide covering cd.foundation: Announcing the CD Foundation MLOps SIG in the Kubernetes Tools ecosystem. |
-    | 2026-06-18 | [stackoverflow.com: How is Flyte tailored to "Data and Machine Learning"?](https://stackoverflow.com/questions/72657318/how-is-flyte-tailored-to-data-and-machine-learning) | πŸ”΅ medium | A curated technical resource and architectural guide covering stackoverflow.com: How is Flyte tailored to "Data and Machine Learning"? in the Kubernetes Tools ecosystem. |
-    | 2026-06-14 | [about.gitlab.com: How is AI/ML changing DevOps?](https://about.gitlab.com/blog/how-is-ai-ml-changing-devops) | πŸ”΅ medium | Investigates the evolving integration of AI and Machine Learning inside DevSecOps pipelines. Discusses automated code suggestion mechanisms, ML-driven vulnerability remediation, and predictive diagnos |
-    | 2026-05-17 | [marvelousmlops.substack.com: Sharpen your cookiecutter: speed up repo creation' with workflows](https://marvelousmlops.substack.com/p/sharpen-your-cookiecutter-speed-up) | πŸ”΅ medium | A curated technical resource and architectural guide covering marvelousmlops.substack.com: Sharpen your cookiecutter: speed up repo creation' with workflows in the Kubernetes Tools ecosystem. |
-    | 2026-05-17 | [medium.com/@karanshingde: Machine Learning in Productionβ€”β€ŠYour Comprehensive' 101 Practical Guide](https://medium.com/@karanshingde/machine-learning-in-production-your-comprehensive-101-practical-guide-c7de0b5ad011) | πŸ”΅ medium | A curated technical resource and architectural guide covering medium.com/@karanshingde: Machine Learning in Productionβ€”β€ŠYour Comprehensive' 101 Practical Guide in the Kubernetes Tools ecosystem. |
-    | 2026-05-17 | [learn.iterative.ai: Iterative Tools for Data Scientists & Analysts](https://learn.iterative.ai) | πŸ”΅ medium | A curated technical resource and architectural guide covering learn.iterative.ai: Iterative Tools for Data Scientists & Analysts in the Kubernetes Tools ecosystem. |
-    | 2026-05-17 | [marvelousmlops.substack.com: Technical roles in Data Science: Who is doing' what?](https://marvelousmlops.substack.com/p/technical-roles-in-data-science-who) | πŸ”΅ medium | A curated technical resource and architectural guide covering marvelousmlops.substack.com: Technical roles in Data Science: Who is doing' what? in the Kubernetes Tools ecosystem. |
-    | 2026-05-17 | [swirlai.substack.com: SAI #08: Request-Response Model Deployment - The MLOps' Way, Spark - Executor Memory Structure and more... 🌟](https://swirlai.substack.com/p/sai-08-request-response-model-deployment) | πŸ”΅ medium | A curated technical resource and architectural guide covering swirlai.substack.com: SAI #08: Request-Response Model Deployment - The MLOps' Way, Spark - Executor Memory Structure and more... 🌟 in the  |
+    | 2026-06-01 | [Ray](https://docs.ray.io/en/latest) | πŸ”΄ critical | Serves as the foundational distributed execution engine for scaling compute-heavy AI training and inference workloads natively in cloud environments. |
+    | 2026-05-17 | [openai.com: Scaling Kubernetes to 7,500 nodes 🌟](https://openai.com/research/scaling-kubernetes-to-7500-nodes) | πŸ”΄ critical | Offers invaluable architectural blueprints and scaling lessons for operating massive-scale AI training infrastructures on Kubernetes. |
+    | 2026-06-13 | [github.com/Netflix/metaflow 🌟](https://github.com/Netflix/metaflow) | 🟑 high | Streamlines production-grade pipeline management by bridging local data science development with enterprise-scale Kubernetes and cloud infrastructure. |
+    | 2026-06-08 | [rubrix](https://github.com/argilla-io/argilla) | 🟑 high | Accelerates LLM alignment by providing an open-source platform for continuous human-in-the-loop data curation and fine-tuning. |
+    | 2026-05-19 | [github.com/meta-llama/llama-recipes](https://github.com/meta-llama/llama-cookbook) | 🟑 high | Provides robust, industry-standard templates for parameter-efficient fine-tuning and optimizing LLMs for production environments. |
+    | 2026-06-02 | [SilverTorch: Index as Model β€” A New Retrieval Paradigm for Recommendation Systems](https://engineering.fb.com/2026/05/26/ml-applications/silvertorch-index-as-model-new-retrieval-paradigm-recommendation-systems) | 🟑 high | Redefines recommendation systems by consolidating retrieval, filtering, and scoring into a single unified PyTorch model optimized for GPUs. |
+    | 2025-07-01 | [postgresml/postgresml 🌟](https://github.com/postgresml/postgresml) | πŸ”΅ medium | Enables database-native machine learning operations by executing model training and real-time inference directly inside PostgreSQL via Rust. |
+    | 2026-06-18 | [mikeroyal/Kubernetes-Guide: Machine Learning 🌟](https://github.com/mikeroyal/Kubernetes-Guide/blob/main/README.md) | πŸ”΅ medium | Acts as a comprehensive architectural and configuration reference for running diverse machine learning workloads on Kubernetes clusters. |
+    | 2026-05-21 | [tensorchord/envd: Reproducible development environment for AI/ML 🌟](https://github.com/tensorchord/envd) | πŸ”΅ medium | Simplifies ML dependency management by building reproducible containerized environments directly from Python-based declarations. |
+    | 2026-05-25 | [github.com/XuehaiPan/nvitop 🌟](https://github.com/XuehaiPan/nvitop) | πŸ”΅ medium | Provides a vital terminal-based GPU monitoring solution to track resource and memory utilization on container hosts in real-time. |
 
     **Python, Java & Developer Ecosystem**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-14 | [metalbear-co/mirrord](https://github.com/metalbear-co/mirrord) | 🟑 high | An enterprise-grade tool that plugs local processes directly into remote Kubernetes namespaces. It avoids image building or cluster redeployments by mirroring incoming network traffic, DNS resolutions |
-    | 2026-06-14 | [Ruff](https://github.com/astral-sh/ruff) | 🟑 high | Curator Insight introduces Ruff as an extremely fast Python linter and formatter written in Rust. Live Grounding confirms Ruff is a de facto industry standard, dramatically lowering CI run times by re |
-    | 2026-06-14 | [github.com/nodejs/node](https://github.com/nodejs/node) | 🟑 high | Core development branch of the Node.js runtime. Details foundational V8 updates, event loop mechanics (libuv integration), core module performance tweaks, and security updates essential for server-sid |
-    | 2026-06-14 | [Awesome Go 🌟](https://github.com/avelino/awesome-go) | 🟑 high | The definitive curated repository of high-quality Go frameworks, libraries, and software. Unmatched resource for identifying vetted dependencies for enterprise service development. Ideal for building  |
-    | 2026-06-14 | [testcontainers-spring-boot 🌟](https://github.com/PlaytikaOSS/testcontainers-spring-boot) | 🟑 high | A powerful open-source library that automates the lifecycle of Docker containers (PostgreSQL, Kafka, Redis) during JUnit test execution. It eliminates the need for shared database environments and moc |
-    | 2026-06-13 | [github.com/spring-projects: springboot enables these probes automatically when running in k8s](https://github.com/spring-projects/spring-boot#L73) | 🟑 high | Details Spring Boot's built-in Kubernetes-native integration features, specifically the auto-detection of container platform hosting. Once identified, it splits Spring Actuator's health check endpoint |
-    | 2026-06-13 | [codecentric's Spring Boot Admin UI 🌟](https://github.com/codecentric/spring-boot-admin) | 🟑 high | A popular community dashboard engineered to coordinate, monitor, and manage Spring Boot applications. By parsing actuator telemetry data, it displays real-time statistics including thread states, JVM  |
-    | 2026-06-13 | [pydantic/pydantic](https://github.com/pydantic/pydantic) | 🟑 high | Curator Insight: The absolute industry standard data enforcement framework utilizing type annotation structures. Live Grounding: High-density Rust-compiled (V2) validation tool that guarantees strict  |
-    | 2026-06-13 | [github.com/golang/vscode-go 🌟](https://github.com/golang/vscode-go/blob/master/README.md) | 🟑 high | The official Visual Studio Code Go extension, providing rich language support via the Go Language Server (gopls). Integrates Delve for robust debugging, automated importing, structural profiling, and  |
-    | 2026-06-13 | [GitLens interactive rebase](https://github.com/gitkraken/vscode-gitlens) | 🟑 high | Detailed documentation on GitLens' visual interactive rebase tool, which translates raw CLI rebase structures into a drag-and-drop workspace UI within VS Code, significantly reducing risks when rewrit |
-    | 2026-06-13 | [github.com/public-apis/public-apis: Try Public APIs for free 🌟](https://github.com/public-apis/public-apis) | 🟑 high | A highly curated, massive directory of free, public APIs categorized by topic (such as Auth, Data, Analytics, and weather). This repository is the de facto standard resource for engineers searching fo |
-    | 2026-06-13 | [Azure/vscode-kubernetes-tools 🌟](https://github.com/vscode-kubernetes-tools/vscode-kubernetes-tools) | 🟑 high | Developed by Microsoft/Azure, this foundational extension integrates cluster management, manifest linting, Helm support, and debug workflows directly into the editor for effortless Kubernetes operatio |
-    | 2026-06-12 | [apache/maven-mvnd](https://github.com/apache/maven-mvnd) | 🟑 high | Apache Maven Daemon repository. Drastically reduces compilation overhead by utilizing persistent background execution processes to store compiler hot-spots and plugin contexts. |
-    | 2026-06-12 | [App-vNext/Polly](https://github.com/App-vNext/Polly) | 🟑 high | The premier resilient fault-handling library for the .NET ecosystem. Enables developers to configure sophisticated reliability policies including Retry, Circuit Breaker, Timeout, Bulkhead Isolation, a |
-    | 2026-06-12 | [github: Spring Cloud Kubernetes 🌟](https://github.com/spring-cloud/spring-cloud-kubernetes) | 🟑 high | A specialized integration library that allows Spring Cloud applications to run transparently on Kubernetes. It maps Kubernetes ConfigMaps and Secrets to Spring's Environment, and translates discovery  |
-    | 2026-06-12 | [logbook](https://github.com/zalando/logbook) | 🟑 high | An extensible Java library developed by Zalando for logging HTTP requests and responses. In 2026, Logbook is a de facto standard for security compliance and audit logging in distributed environments,  |
-    | 2026-06-12 | [PyGithub 🌟](https://github.com/PyGithub/PyGithub) | 🟑 high | A fully featured, object-oriented Python library designed to interact with the complete GitHub REST API v3 and GitHub Enterprise instances. Simplifies execution of automated repository operations, pul |
-    | 2026-06-12 | [Awesome Python 🌟](https://github.com/vinta/awesome-python) | 🟑 high | The quintessential curated directory indexing thousands of top-tier Python packages, libraries, frameworks, and tools across data science, web development, containerization, and networking. |
-    | 2026-06-12 | [github.com/bloomberg/memray 🌟🌟](https://github.com/bloomberg/memray) | 🟑 high | Curator Insight details Memray as Bloomberg's advanced memory tracker for Python applications. Live Grounding confirms its preeminent role in tracking allocations inside complex microservice systems,  |
-    | 2026-06-11 | [Windows Package Manager CLI (aka winget)](https://github.com/microsoft/winget-cli) | 🟑 high | The official open-source repository for winget-cli, Microsoft's Windows Package Manager. Standardizes command-line app deployment, installation, dependency discovery, and workspace updates. |
+    | 2026-06-14 | [metalbear-co/mirrord](https://github.com/metalbear-co/mirrord) | πŸ”΄ critical | It revolutionizes local-to-remote Kubernetes development for Java and Python applications without requiring full container redeployments. |
+    | 2026-06-14 | [Ruff](https://github.com/astral-sh/ruff) | πŸ”΄ critical | This ultra-fast Rust-based linter and formatter has redefined Python CI/CD pipelines and developer velocity globally. |
+    | 2026-06-13 | [github.com/spring-projects: springboot enables these probes automatically when running in k8s](https://github.com/spring-projects/spring-boot#L73) | πŸ”΄ critical | It automates Kubernetes liveness and readiness probe configurations natively, streamlining enterprise Java microservices deployments. |
+    | 2026-06-12 | [github: Spring Cloud Kubernetes 🌟](https://github.com/spring-cloud/spring-cloud-kubernetes) | πŸ”΄ critical | It bridges Spring applications with Kubernetes-native resources like ConfigMaps and Secrets, eliminating boilerplate cloud infrastructure code. |
+    | 2026-06-01 | [quarkus.io](https://quarkus.io) | πŸ”΄ critical | It introduces a paradigm shift in Java, optimizing runtimes for GraalVM to achieve supersonic speeds in Kubernetes and serverless deployments. |
+    | 2026-06-13 | [pydantic/pydantic](https://github.com/pydantic/pydantic) | 🟑 high | Its high-performance, Rust-compiled validation engine provides the strict data modeling standard required for modern cloud-native Python APIs. |
+    | 2026-06-12 | [github.com/bloomberg/memray 🌟🌟](https://github.com/bloomberg/memray) | 🟑 high | This advanced memory profiler is critical for debugging resource leaks in containerized, scale-to-zero Python microservices. |
+    | 2026-06-12 | [apache/maven-mvnd](https://github.com/apache/maven-mvnd) | 🟑 high | By running a background daemon, it drastically reduces compilation overhead and wait times during enterprise Java build processes. |
+    | 2026-06-14 | [testcontainers-spring-boot 🌟](https://github.com/PlaytikaOSS/testcontainers-spring-boot) | 🟑 high | It simplifies cloud-native testing by automatically managing Docker-based service lifecycles within JUnit test pipelines. |
+    | 2026-06-01 | [cloud.spring.io: Spring Cloud Vault 🌟](https://cloud.spring.io/spring-cloud-vault/reference/html) | 🟑 high | It secure-proofs enterprise Spring applications by seamlessly automating HashiCorp Vault token and credential rotations. |
 
     **Linux & System Foundations**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-18 | [github.blog: Continuous Delivery with GitHub Actions](https://github.blog/enterprise-software/ci-cd/continuous-delivery-github-actions-best-practices) | 🟑 high | Enterprise patterns and best practices for continuous delivery (CD) using GitHub Actions. Highlights secure credential management, least privilege, runner isolation, environment checks, and GITHUB_TOK |
-    | 2026-06-18 | [learn.microsoft.com: Use Agent Mode in GitHub Copilot](https://learn.microsoft.com/en-us/visualstudio/ide/copilot-agent-mode) | 🟑 high | Official documentation for the Agent Mode inside GitHub Copilot. Guides developers on configuring autonomous multi-file refactoring, debugging, and advanced prompt engineering patterns. |
-    | 2026-06-18 | [githubnext.com: GitHub Copilot Workspace](https://githubnext.com/projects/copilot-workspace) | 🟑 high | An agentic development environment by GitHub Next designed to orchestrate software changes using autonomous developer agents. Assists developers from specification to implementation, verification, and |
-    | 2026-06-18 | [The Art of Command Line](https://github.com/jlevy/the-art-of-command-line) | 🟑 high | The premium, single-page reference for command-line mastery. Highly dense and comprehensive, it details advanced processes, pipeline debugging, and cloud utility integrations. Live Grounding establish |
-    | 2026-06-18 | [GitHub Flow](https://docs.github.com/en/get-started/using-github/github-flow) | 🟑 high | GitHub Flow is a lightweight, branch-based workflow that supports continuous delivery by eliminating the complex branching structures of older patterns. Developers work on short-lived feature branches |
-    | 2026-06-14 | [Odoo Mergebot](https://github.com/odoo/odoo/wiki/Mergebot) | 🟑 high | Odoo's foundational merge-bot built to orchestrate massive volume commits across multi-repository dependencies. It employs highly robust state-machine mechanics to validate test combinations and keep  |
-    | 2026-06-13 | [bpftrace](https://github.com/bpftrace/bpftrace) | 🟑 high | A high-level tracing language and diagnostic toolkit built on top of the Linux eBPF subsystem. It allows system engineers to dynamically probe kernel modules, trace memory allocations, and analyze lat |
-    | 2026-06-13 | [zx](https://github.com/google/zx) | 🟑 high | A modern execution tool built by Google that lets developers write robust scripting pipelines using JavaScript or TypeScript. It automates child-process management, string escaping, and error checks.  |
-    | 2026-06-12 | [github.com/actions/actions-runner-controller 🌟](https://github.com/actions/actions-runner-controller) | 🟑 high | Official Kubernetes operator designed to manage self-hosted GitHub Actions runner infrastructure dynamically. Integrates natively with Horizontal Pod Autoscaler (HPA) targets to scale runner deploymen |
-    | 2026-06-12 | [git-lfs/git-lfs: Git Large File Storage](https://github.com/git-lfs/git-lfs) | 🟑 high | An open-source Git extension that swaps massive media elements and build binaries for lightweight reference pointers. Reduces main repository bloat to improve checkout times in large-scale operations. |
-    | 2026-06-10 | [github.com/MichaelMure/git-bug](https://github.com/git-bug/git-bug) | 🟑 high | An open-source, fully distributed bug tracking mechanism built directly on Git metadata. It embeds ticket management histories directly into the source control system itself, permitting offline bug tr |
-    | 2026-06-01 | [wcurl](https://github.com/curl/wcurl) | 🟑 high | A lightweight command wrapper designed by the curl maintainers to simplify raw file downloads. Removes the need to manually define standard flags like `-O` and `--create-dirs`, reducing script frictio |
-    | 2026-06-01 | [LWN.net](https://lwn.net) | 🟑 high | The premier journal for Linux kernel development, systems programming, and open-source community dynamics. Renowned for its unparalleled technical depth, LWN offers deep architectural analysis of kern |
-    | 2026-06-01 | [**curl command**: Understanding the Hidden Powers of curl](https://nordicapis.com/understanding-the-hidden-powers-of-curl) | 🟑 high | An in-depth analysis of advanced curl functionalities, detailing raw TCP manipulation, custom HTTP headers, proxy tunneling, and authentication. A key diagnostic asset for testing REST APIs and debugg |
-    | 2026-06-01 | [pre-commit](https://pre-commit.com) | 🟑 high | A multi-language package manager designed to configure, run, and scale pre-commit hooks. It prevents secrets leaks, handles multi-language formatters, and implements fast static analysis before change |
-    | 2026-06-01 | [sysadminxpert.com: How to watch real time TCP and UDP ports on Linux (netstat & ss) 🌟](https://sysadminxpert.com/how-to-watch-real-time-tcp-and-udp-ports-on-linux) | 🟑 high | Comparative analysis of netstat and the modern ss utility for tracking socket states and interface binds in real time. Essential diagnostics for validating ingress routing, firewalls, and networking o |
-    | 2026-06-01 | [redhat.com: World domination with cgroups part 8: down and dirty with cgroup v2](https://www.redhat.com/en/blog/world-domination-cgroups-part-8-down-and-dirty-cgroup-v2) | 🟑 high | Deep architectural analysis of cgroup v2, detailing the unified resource hierarchy model, memory pressure stalls (PSI), and unified controllers. Essential reading for system engineers developing conta |
-    | 2026-05-31 | [oilshell: Alternative shells](https://github.com/oils-for-unix/oils/wiki/Alternative-Shells) | 🟑 high | An exceptional evaluation wiki comparing next-generation Unix shells (Oils, Nushell, Fish, Zsh). Outlines parsing behaviors, JSON-first architectures, and language safety enhancements aimed at replaci |
-    | 2026-05-29 | [lucidrains/PaLM-rlhf-pytorch](https://github.com/lucidrains/PaLM-rlhf-pytorch) | 🟑 high | An open-source PyTorch implementation combining the PaLM architecture with Reinforcement Learning from Human Feedback (RLHF). Crucial blueprint for organizations aiming to construct and fine-tune priv |
-    | 2026-05-26 | [github.com/giscus/giscus](https://github.com/giscus/giscus) | 🟑 high | A database-free comment widget powered natively by GitHub Discussions. Explores how mapping comments directly into static markdown contexts eliminates expensive self-hosted database servers and preven |
+    | 2026-06-01 | [redhat.com: World domination with cgroups part 8: down and dirty with cgroup v2](https://www.redhat.com/en/blog/world-domination-cgroups-part-8-down-and-dirty-cgroup-v2) | πŸ”΄ critical | Essential reading for understanding cgroups v2, the core Linux kernel feature driving container resource management and Kubernetes node stability. |
+    | 2026-06-12 | [github.com/actions/actions-runner-controller 🌟](https://github.com/actions/actions-runner-controller) | πŸ”΄ critical | Enables cloud-native platform teams to dynamically scale and manage self-hosted runner infrastructure inside Kubernetes clusters. |
+    | 2026-03-05 | [How-To Secure A Linux Server](https://github.com/imthenachoman/How-To-Secure-A-Linux-Server) | 🟑 high | Provides an exhaustive, production-tested roadmap for hardening enterprise Linux environments against modern security vectors. |
+    | 2026-01-05 | [github: Safe ways to do things in bash](https://github.com/anordal/shellharden/blob/master/how_to_do_things_safely_in_bash.md) | 🟑 high | Establishes modern, defensive scripting standards to prevent catastrophic shell expansion and execution failures in automation pipelines. |
+    | 2024-04-30 | [termshark](https://github.com/gcla/termshark) | 🟑 high | Enables interactive, packet-level network troubleshooting on headless systems and remote Kubernetes environments using an intuitive terminal UI. |
+    | 2026-06-01 | [LWN.net](https://lwn.net) | 🟑 high | Provides unmatched technical depth and architectural analysis of the Linux kernel and low-level systems programming. |
+    | 2026-06-01 | [pre-commit](https://pre-commit.com) | 🟑 high | Standardizes pre-commit hook execution across multi-language teams to prevent security leaks and bad syntax from entering source control. |
+    | 2026-06-18 | [github.blog: Continuous Delivery with GitHub Actions](https://github.blog/enterprise-software/ci-cd/continuous-delivery-github-actions-best-practices) | 🟑 high | Outlines critical enterprise patterns for secure, isolated, and least-privileged deployment pipelines on modern cloud infrastructure. |
+    | 2026-06-01 | [wcurl](https://github.com/curl/wcurl) | πŸ”΅ medium | Simplifies automated file retrieval inside shell scripts by wrapping curl with safer, cleaner default options. |
+    | 2026-06-01 | [igoroseledko.com: Parallel Rsync](https://www.igoroseledko.com/parallel-rsync) | πŸ”΅ medium | Unlocks high-throughput, multi-threaded data synchronization crucial for migrating massive storage volumes across high-bandwidth networks. |
 
     **Security & Compliance**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-18 | [PolicyHub CLI, a CLI tool that makes Rego policies searchable 🌟](https://github.com/policy-hub/policy-hub-cli) | 🟑 high | A lightweight command-line utility engineered to improve discoverability and usability of Rego-based policies. This tool parses and indexes shared policy repositories, enabling infrastructure and plat |
-    | 2026-06-18 | [Project Calico 🌟](https://www.tigera.io/project-calico) | 🟑 high | Curator Insight flags Calico as an industry-standard networking engine. Live Grounding reviews its implementation of eBPF and standard Linux iptables routing schemes to enforce high-performance networ |
-    | 2026-06-14 | [Tetragon (Cilium)](https://github.com/cilium/tetragon) | 🟑 high | An eBPF-powered security observability and runtime enforcement platform. It monitors and blocks system events at the kernel level, providing granular process execution, network activity, and file syst |
-    | 2026-06-14 | [A Kyverno policy to block custom snippet configurations for Kubernetes Nginx ingress (CVE-2021-25742](https://github.com/kubernetes/kubernetes/issues/126811) | 🟑 high | A critical Kyverno security policy designed to block custom Nginx Ingress snippet configurations, preventing exploitation of CVE-2021-25742. Demonstrates the practical power of declarative security ru |
-    | 2026-06-14 | [github.com/goauthentik/authentik](https://github.com/goauthentik/authentik) | 🟑 high | authentik is an open-source identity infrastructure built to provide modern Single Sign-On (SSO), Multi-Factor Authentication (MFA), and fine-grained user access rules. It integrates with Kubernetes d |
-    | 2026-06-13 | [Policy Reporter 🌟](https://github.com/kyverno/policy-reporter) | 🟑 high | A CNCF-recognized dashboard and reporter engineered to capture, aggregate, and visualize policy violations (like Kyverno or OPA findings) inside Kubernetes clusters. Converts abstract policy status re |
-    | 2026-06-13 | [sops: Simple and flexible tool for managing secrets 🌟](https://github.com/getsops/sops) | 🟑 high | An essential open-source tool for file-level encryption inside configuration management pipelines. SOPS supports partial file encryption for formats like YAML, JSON, and ENV, integrating natively with |
-    | 2026-06-13 | [github.com/cert-manager: Policy Approver](https://github.com/cert-manager/approver-policy) | 🟑 high | The cert-manager approver-policy extension code repository. Intercepts CertificateRequest resources before submission, evaluating requested commonNames, SANs, and key constraints against user-defined  |
-    | 2026-06-13 | [Pomerium](https://github.com/pomerium/pomerium) | 🟑 high | Pomerium acts as an identity-aware, security-oriented context reverse proxy designed to establish robust Zero Trust access policies without relying on client-side VPN installations. It integrates with |
-    | 2026-06-13 | [github.com/prowler-cloud/prowler 🌟🌟](https://github.com/prowler-cloud/prowler) | 🟑 high | An industry-standard tool for Cloud Security Posture Management (CSPM). It systematically audits multi-cloud infrastructures against CIS benchmarks, GDPR, and PCI-DSS rules, outputting detailed securi |
-    | 2026-06-12 | [hashicorp/vault](https://github.com/hashicorp/vault) | 🟑 high | The premier multi-cloud secret manager, data protection engine, and dynamic credential broker. Despite HashiCorp's BSL license shifts, it remains the backbone of enterprise Zero Trust architectures, e |
-    | 2026-06-12 | [kubescape](https://github.com/kubescape/kubescape) | 🟑 high | An active CNCF Sandbox tool providing multi-framework configuration scanning, risk analysis, and vulnerability management. It integrates into CI/CD pipelines to ensure continuous verification of compl |
-    | 2026-06-12 | [pyca/bcrypt](https://github.com/pyca/bcrypt) | 🟑 high | Provides high-performance, secure-by-default C bindings for the bcrypt password hashing algorithm in Python applications. Widely trusted for protecting stored passwords against offline dictionary atta |
-    | 2026-06-11 | [trivy](https://github.com/aquasecurity/trivy) | 🟑 high | Aqua Security's Trivy is an exceptionally fast, highly versatile security scanner for containers, IaC configurations, and software vulnerabilities. Known for its streamlined caching, wide packaging-fo |
-    | 2026-06-10 | [Cloud Custodian](https://github.com/cloud-custodian/cloud-custodian) | 🟑 high | A robust, YAML-configured rules engine used by enterprise platform engineers to manage multi-cloud compliance, cost control, and security posture across AWS, Azure, and GCP. Automates cost-saving reso |
-    | 2026-06-10 | [Azure Key Vault to Kubernetes](https://github.com/SparebankenVest/azure-key-vault-to-kubernetes) | 🟑 high | The underlying GitHub repository for the `akv2k8s` project. Features Kubernetes Custom Resource Definitions (CRDs) like `AzureKeyVaultSecret` that run-loop to synchronize Azure credentials into physic |
-    | 2026-06-04 | [Git Credential Manager Core](https://github.com/git-ecosystem/git-credential-manager) | 🟑 high | Git Credential Manager is a secure, cross-platform helper that simplifies multi-factor authentication for hosts like GitHub, GitLab, and Azure DevOps. It securely stores credentials in platform-native |
-    | 2026-06-04 | [Clair](https://github.com/quay/clair) | 🟑 high | A highly scalable, API-driven container vulnerability static analysis engine. Clair analyzes image layers against indexed vulnerability databases and is integrated as a core scanning backend in enterp |
-    | 2026-06-01 | [GoogleContainerTools/container-structure-test](https://github.com/GoogleContainerTools/container-structure-test) | 🟑 high | The official repository for Google's `container-structure-test`. Details a powerful unit testing framework that validates container image structures (checking file layouts, metadata keys, variable exp |
-    | 2026-06-01 | [deepfence/ThreatMapper 🌟](https://github.com/deepfence/ThreatMapper) | 🟑 high | ThreatMapper is an open-source Cloud Native Application Protection Platform (CNAPP) designed by Deepfence. It maps runtime behaviors to trace attack paths across networks and registries, highlighting  |
+    | 2026-06-12 | [hashicorp/vault](https://github.com/hashicorp/vault) | πŸ”΄ critical | Vault remains the definitive enterprise solution for dynamic secret management, data protection, and identity-based access control in multi-cloud architectures. |
+    | 2026-05-17 | [OPA Open Policy Agent 🌟](https://www.openpolicyagent.org) | πŸ”΄ critical | Open Policy Agent (OPA) acts as the de facto industry standard for unified, decoupled policy-as-code authorization across the cloud-native ecosystem. |
+    | 2026-06-14 | [Tetragon (Cilium)](https://github.com/cilium/tetragon) | πŸ”΄ critical | Tetragon represents a paradigm shift in runtime security, leveraging eBPF to perform real-time, low-overhead security enforcement and observability at the kernel level. |
+    | 2026-06-18 | [Project Calico 🌟](https://www.tigera.io/project-calico) | πŸ”΄ critical | Calico is the industry-standard networking and network security engine, providing high-performance eBPF-based policy enforcement for Kubernetes environments. |
+    | 2026-06-11 | [trivy](https://github.com/aquasecurity/trivy) | 🟑 high | Trivy is the most widely adopted and versatile security scanner for container images, software dependencies, and IaC configurations. |
+    | 2025-06-01 | [external-secrets.io 🌟](https://external-secrets.io) | 🟑 high | External Secrets Operator has standardized how enterprises securely synchronize credentials from external vaults directly into native Kubernetes secrets. |
+    | 2026-06-13 | [github.com/prowler-cloud/prowler 🌟🌟](https://github.com/prowler-cloud/prowler) | 🟑 high | Prowler is a premier open-source tool for cloud security posture management, automating multi-cloud audits against standard compliance frameworks. |
+    | 2026-05-17 | [checkov.io](https://www.checkov.io) | 🟑 high | Checkov is a leading static analysis tool that prevents security misconfigurations by scanning Infrastructure-as-Code files during the CI/CD phase. |
+    | 2026-06-13 | [sops: Simple and flexible tool for managing secrets 🌟](https://github.com/getsops/sops) | 🟑 high | SOPS is a critical tool for GitOps workflows, allowing teams to securely encrypt configuration file secrets directly within version control. |
+    | 2026-06-12 | [kubescape](https://github.com/kubescape/kubescape) | 🟑 high | Kubescape offers an active, CNCF-backed platform for continuous Kubernetes configuration scanning, risk analysis, and compliance verification. |
 
     **Infrastructure as Code**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-13 | [github.com/shuaibiyy/awesome-terraform](https://github.com/shuaibiyy/awesome-tf) | 🟑 high | An extensive directory of modules, tools, linters, frameworks, and packages curated by the Terraform community. Acts as a core index for tracking dynamic tooling ecosystems like Terragrunt, TFLint, Te |
-    | 2026-06-13 | [github.com/terraform-linters/tflint](https://github.com/terraform-linters/tflint/releases/tag/v0.51.0) | 🟑 high | A highly robust framework and compiler-aware linter for Terraform configurations. Detects provider-specific errors, catches deprecated constructs, and enforces organizational standards within enterpri |
-    | 2026-06-12 | [AWX](https://github.com/ansible/awx) | 🟑 high | AWX serves as the open-source upstream project for Ansible Automation Platform/Tower. Written in Django and React, it provides a web-based user interface, REST API, and task engine to centrally manage |
-    | 2026-06-12 | [bytebase/bytebase](https://github.com/bytebase/bytebase) | 🟑 high | Open-source, web-based database schema change and collaboration tool engineered for DevOps teams and DBAs. Features GitOps-driven workflow mechanics, automated visual SQL review, and centralized secur |
-    | 2026-06-11 | [terraform-hcloud-dualstack-k8s: Hetzner Dual-Stack Kubernetes Cluster](https://github.com/tibordp/terraform-hcloud-dualstack-k8s) | 🟑 high | A community-led open-source project automating the deployment of dual-stack (IPv4/IPv6) Kubernetes clusters on Hetzner Cloud. Provides dynamic network routing, instance configuration, and cluster orch |
-    | 2026-06-11 | [github.com/hashicorp/hcl: HCL](https://github.com/hashicorp/hcl) | 🟑 high | The authoritative Go library parsing and validating HashiCorp Configuration Language (HCL). Serving as the declarative bedrock for Terraform, Packer, and Consul, HCL bridges raw JSON parsability with  |
-    | 2026-06-11 | [github.com/PacoVK/tapir](https://github.com/PacoVK/tapir) | 🟑 high | An open-source utility designed to render interactive visual representations of Terraform execution plans. Helps teams review deep changes, resource recreations, and infrastructure impacts in a browse |
-    | 2026-06-03 | [Infracost 🌟](https://github.com/infracost/infracost) | 🟑 high | The premier open-source parser for analyzing HCL variables and producing deep cloud cost projections before resource allocation. By feeding plans to a curated pricing API, Infracost acts as a vital co |
-    | 2026-06-01 | [graphviz.org](https://graphviz.org) | 🟑 high | Open-source graph visualization software. Frequently paired with `terraform graph` to render DOT files into legible visual topologies, depicting complex network, instance, and workspace dependency gra |
-    | 2026-05-29 | [github.com/terraform-aws-modules/terraform-aws-eks: AWS EKS Terraform module](https://github.com/terraform-aws-modules/terraform-aws-eks) | 🟑 high | The industry-standard, community-maintained Terraform module for Amazon EKS. Features exhaustive support for managed/self-managed node pools, AWS Fargate integration, security group orchestration, and |
-    | 2026-05-17 | [github.com/cloudposse?q=terraform-](https://github.com/cloudposse?q=terraform-) | 🟑 high | The premier repository suite of highly modular, enterprise-tested blueprints authored by Cloud Posse. These patterns are widely adopted for orchestrating complex AWS and Kubernetes infrastructure laye |
-    | 2026-05-17 | [github.com/terraform-aws-modules](https://github.com/terraform-aws-modules) | 🟑 high | The foundational registry ecosystem comprising highly standardized, battle-tested community AWS modules. Essential for orchestrating EKS, VPC, RDS, and standard IAM setups with enterprise-level securi |
-    | 2026-05-01 | [tfenv](https://github.com/tfutils/tfenv) | 🟑 high | A lightweight, highly adopted CLI utility for managing multiple concurrent local installations of Terraform. Crucial for platform engineers operating in multi-project environments where legacy workspa |
-    | 2026-04-02 | [github.com/Azure/aztfexport](https://github.com/Azure/aztfexport) | 🟑 high | The repository page for Microsoft's Azure Export for Terraform (`aztfexport`). This specialized utility automatically crawls existing Azure infrastructure, converts physical setups into clean Terrafor |
-    | 2026-03-16 | [github.com/GoogleCloudPlatform/terraformer 🌟](https://github.com/GoogleCloudPlatform/terraformer) | 🟑 high | A widely adopted CLI tool that reverse-engineers existing cloud infrastructure into declarative HCL code and states. Acts as a vital tool during migration processes from manual setups to systematic Gi |
-    | 2026-03-05 | [Kubestack Gitops Framework](https://github.com/kbst/terraform-kubestack) | 🟑 high | An open-source Terraform-driven GitOps framework configured to simplify public cloud Kubernetes platform deployments and application configurations. It leverages native inheritance behaviors of Terraf |
-    | 2025-12-10 | [terraform-cdk 🌟](https://github.com/hashicorp/terraform-cdk) | 🟑 high | Cloud Development Kit for Terraform (CDKTF) allowing engineers to write imperative application code (TypeScript, Python, Java) to define declarative infrastructure assets. A strong choice for teams mo |
-    | 2025-06-01 | [Building a FinOps-Ready Azure Landing Zone: Infrastructure Foundations for Cost Optimization](https://techcommunity.microsoft.com/blog/AzureInfrastructureBlog/building-a-finops-ready-azure-landing-zone-infrastructure-foundations-for-cost-o/4411706) | 🟑 high | Details how to configure a FinOps-compliant Azure Landing Zone. Uses Azure Policy and management groups to enforce resource tag policies, mandate budget limits at subscription boundaries, and automate |
-    | 2025-06-01 | [terragrunt.gruntwork.io](https://terragrunt.com) | 🟑 high | Terragrunt is the industry-standard orchestrator wrapper that resolves complex code redundancy by establishing DRY configurations, managing dynamic state initialization, and handling cross-module depe |
-    | 2025-06-01 | [chef.io](https://www.chef.io) | 🟑 high | Chef is an enterprise-grade infrastructure configuration management platform. While traditionally targeting virtual machines, it provides robust cloud-native toolkits to manage bare-metal nodes, OS co |
+    | 2026-06-02 | [OpenTofu 1.12: the Feature Terraform Never Shipped](https://www.infoq.com/news/2026/05/opentofu-release-terraform) | πŸ”΄ critical | This landmark release solves a decade-old upstream limitation, cementing OpenTofu as a highly innovative, community-driven alternative to Terraform. |
+    | 2026-06-02 | [The Agentic Infrastructure Era](https://www.pulumi.com/blog/the-agentic-infrastructure-era) | πŸ”΄ critical | This marks a major paradigm shift in IaC, moving from static configurations to autonomous, AI-driven self-healing infrastructure operations. |
+    | 2026-06-02 | [New in Terraform 1.15: Dynamic sources, variable deprecation, and more](https://www.hashicorp.com/en/blog/new-in-terraform-115-dynamic-sources-variable-deprecation-and-more) | 🟑 high | Introduces dynamic module sources natively, solving a long-standing initialization pain point for enterprise platform engineering. |
+    | 2026-05-29 | [github.com/terraform-aws-modules/terraform-aws-eks: AWS EKS Terraform module](https://github.com/terraform-aws-modules/terraform-aws-eks) | 🟑 high | The absolute industry-standard module for orchestrating production-grade EKS clusters with security and scalability built-in. |
+    | 2025-12-10 | [terraform-cdk 🌟](https://github.com/hashicorp/terraform-cdk) | 🟑 high | Enables software engineers to define declarative infrastructure using familiar imperative programming languages like TypeScript and Python. |
+    | 2025-06-01 | [terragrunt.gruntwork.io](https://terragrunt.com) | 🟑 high | Remains the definitive orchestrator for keeping Terraform configurations DRY and managing complex multi-module dependencies at scale. |
+    | 2025-11-27 | [github.com/Azure-Samples/aks-platform-engineering Building a Platform Engineering Environment on Azure Kubernetes Service (AKS) 🌟](https://github.com/Azure-Samples/aks-platform-engineering) | 🟑 high | Provides a definitive reference architecture for building enterprise internal developer platforms on Kubernetes. |
+    | 2026-06-03 | [Infracost 🌟](https://github.com/infracost/infracost) | 🟑 high | Shifts cloud cost optimization left by integrating automated, real-time cost projections directly into developer pull requests. |
+    | 2026-06-02 | [Neo, Now in the Terminal | Pulumi Blog](https://www.pulumi.com/blog/pulumi-neo-cli) | πŸ”΅ medium | Bridges AI-driven code generation with actual cloud deployments by putting a state-aware assistant directly in the CLI. |
+    | 2026-03-05 | [Kubestack Gitops Framework](https://github.com/kbst/terraform-kubestack) | πŸ”΅ medium | Simplifies cloud-native platform engineering by combining Terraform's infrastructure provisioning with GitOps application lifecycle management. |
 
     **CI/CD & GitOps**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-14 | [harness.io: Intro to Deployment Strategies: Blue-Green, Canary, and More 🌟](https://www.harness.io/blog/blue-green-canary-deployment-strategies) | 🟑 high | Highly detailed structural evaluation of Kubernetes deployment paradigms. Contrasts blue-green switches, canary rollouts, and rolling deployments based on system overhead, traffic redirection latency, |
-    | 2026-06-14 | [Helm](https://nubenetes.com/helm) | 🟑 high | Deep-dive architecture portal on Helm, the package manager for Kubernetes. Focuses on structuring dry templates, lifecycle hooks, chart dependencies, release versioning, and secure variables managemen |
-    | 2026-06-14 | [Gradle Cheat Sheets](https://nubenetes.com/cheatsheets) | 🟑 high | High-density command syntax cheatsheet for Gradle, highlighting Kotlin/Groovy DSL setups, caching options, task graphs management, and daemon management to significantly improve build execution times. |
-    | 2026-06-14 | [feat(ui): Add AppSet to Application Resource Tree in Argo CD](https://github.com/argoproj/argo-cd/pull/26601) | 🟑 high | The official Argo CD feature enhancement that maps ApplicationSets directly inside the dashboard UI tree. This view simplifies managing multi-tenant topologies and nested application definitions for p |
-    | 2026-06-14 | [github: Tekton Pipelines](https://github.com/tektoncd/pipeline) | 🟑 high | A secondary reference to Tekton's core Pipeline engine. Focuses on declarative resource management via Custom Resource Definitions, detailing how Tekton uses specialized Tasks and Steps to run multi-s |
-    | 2026-06-14 | [github.com/jenkinsci/kubernetes-operator: 🌟](https://github.com/jenkinsci/kubernetes-operator) | 🟑 high | The official, production-ready Kubernetes custom controller designed to automate Jenkins lifecycle events inside Kubernetes. This system implements automated provisioning, backup restoration, plugin m |
-    | 2026-06-14 | [dagger/dagger: Dagger is a portable devkit for CICD](https://github.com/dagger/dagger) | 🟑 high | The main Git repository for Dagger, the revolutionary CI/CD engine built on BuildKit. Enables writing robust pipelines in general-purpose languages like Go, Python, or TypeScript, completely replacing |
-    | 2026-06-14 | [github.com/glasskube/glasskube](https://github.com/glasskube/glasskube) | 🟑 high | The official open-source repository for Glasskube, a next-generation package manager for Kubernetes written in Go. Glasskube simplifies package discovery, automated lifecycle updates, and dependency m |
-    | 2026-06-14 | [onedev](https://github.com/theonedev/onedev) | 🟑 high | An all-in-one, highly scalable self-hosted Git service and CI/CD platform. Features visual pipeline construction, interactive code navigation, and issue-tracking, optimized to run as a single-node set |
-    | 2026-06-14 | [pipeline-graph-view-plugin 🌟](https://github.com/jenkinsci/pipeline-graph-view-plugin) | 🟑 high | The underlying backend and visualization architecture for the Pipeline Graph View. Utilizing React components, it interfaces with Jenkins Core APIs to supply real-time execution graphs and state repor |
-    | 2026-06-13 | [Connecting and authenticating to Jenkins with Teleport Application Access](https://github.com/gravitational/teleport/discussions/8330) | 🟑 high | Explains how to secure Jenkins controller instances with identity-aware authorization proxies via Teleport Application Access. *Curator Insight*: Security gateways. *Live Grounding*: Critical blueprin |
-    | 2026-06-13 | [github.com/onedr0p/flux-cluster-template: Template for deploying k3s backed by Flux](https://github.com/onedr0p/cluster-template) | 🟑 high | A production-grade template repository for provisioning home-lab and enterprise-edge K3s clusters managed end-to-end via Flux GitOps. Fully integrates essential platform components including Prometheu |
-    | 2026-06-13 | [Prow](https://github.com/kubernetes/test-infra/tree/master/prow) | 🟑 high | A Kubernetes-native CI/CD platform built specifically for large-scale cloud-native project governance. Operating via a decentralized microservices architecture (including Deck, Hook, Sinker, and Crier |
-    | 2026-06-13 | [github: Flux Version 2](https://github.com/fluxcd/flux2) | 🟑 high | The official active repository for Flux v2. Rebuilt from the ground up as a set of Kubernetes controllers (GitOps Toolkit) to allow decoupled, highly parallel reconciliation of Git configurations. |
-    | 2026-06-13 | [Parent POM for Jenkins Plugins. Plugin POM 4.0](https://github.com/jenkinsci/plugin-pom) | 🟑 high | The standardized parent Maven POM definition used by Jenkins plugins to enforce code quality, manage shared build dependencies, and utilize updated Jenkins core capabilities. |
-    | 2026-06-13 | [4.0 changelog](https://github.com/jenkinsci/plugin-pom/releases/tag/plugin-4.0) | 🟑 high | Detailed release changelog outlining architectural changes, library upgrades, and toolchain standardizations introduced in the 4.0 lifecycle of the Plugin Parent POM. |
-    | 2026-06-12 | [github.com/cloudogu/gitops-playground#example-applications](https://github.com/cloudogu/gitops-playground) | 🟑 high | A fully configured local testing playground that showcases multi-tool GitOps pipelines. Includes pre-wired sample apps to help developers analyze live sync processes, drift reconciliation, and integra |
-    | 2026-06-12 | [github.com/OctopusDeploy/go-octopusdeploy](https://github.com/OctopusDeploy/go-octopusdeploy) | 🟑 high | The official Go client library designed to facilitate programmatic interaction with the Octopus Deploy REST API. Widely used for creating custom cloud-native controllers, deployment operators, and scr |
-    | 2026-06-12 | [git-plugin 🌟](https://github.com/jenkinsci/git-plugin) | 🟑 high | The core, indispensable integration plugin for Git in Jenkins. It provides comprehensive support for Git operations, including clone optimizations, polling, tagging, submodules, and branch tracking ac |
-    | 2026-06-10 | [yokawasa/action-setup-kube-tools](https://github.com/yokawasa/action-setup-kube-tools) | 🟑 high | A dedicated GitHub Action designed to dynamically download and configure vital Kubernetes operational binaries (such as kubectl, helm, kustomize, and minikube) across runner agents, ensuring strict pa |
+    | 2026-06-01 | [Argo CD](https://argoproj.github.io/argo-cd) | πŸ”΄ critical | The absolute industry standard for GitOps-based continuous delivery, automating Kubernetes state synchronization directly from Git. |
+    | 2026-06-13 | [github: Flux Version 2](https://github.com/fluxcd/flux2) | πŸ”΄ critical | A major evolution in GitOps, delivering decoupled, highly parallel reconciliation controllers as the foundation of modern GitOps. |
+    | 2026-06-14 | [dagger/dagger: Dagger is a portable devkit for CICD](https://github.com/dagger/dagger) | πŸ”΄ critical | Revolutionizes CI/CD by replacing brittle YAML with general-purpose programming languages running on a portable, BuildKit-backed engine. |
+    | 2026-06-08 | [github.com/flux-iac/tofu-controller](https://github.com/flux-iac/tofu-controller) | 🟑 high | Enables GitOps-native reconciliation for OpenTofu and Terraform, solving the critical challenge of managing IaC through Kubernetes controllers. |
+    | 2026-06-14 | [github: Tekton Pipelines](https://github.com/tektoncd/pipeline) | 🟑 high | Standardizes cloud-native, declarative pipeline execution natively within Kubernetes clusters using Custom Resource Definitions. |
+    | 2026-06-14 | [Keptn](https://nubenetes.com/keptn) | 🟑 high | Enforces enterprise-grade, SLO-driven deployment gates and automated lifecycle orchestration directly in Kubernetes environments. |
+    | 2026-06-14 | [github.com/glasskube/glasskube](https://github.com/glasskube/glasskube) | 🟑 high | Introduces a next-generation package manager for Kubernetes to simplify discovery, automated updates, and dependency management. |
+    | 2026-06-13 | [Prow](https://github.com/kubernetes/test-infra/tree/master/prow) | 🟑 high | A powerful, K8s-native CI/CD platform that excels in executing large-scale job orchestration and GitHub automation. |
+    | 2026-06-14 | [Helm](https://nubenetes.com/helm) | 🟑 high | Remains the foundational package manager for Kubernetes, essential for structuring, versioning, and deploying complex cloud-native applications. |
+    | 2026-06-13 | [github.com/onedr0p/flux-cluster-template: Template for deploying k3s backed by Flux](https://github.com/onedr0p/cluster-template) | 🟑 high | Provides an exceptional, production-grade template for edge environments and home labs leveraging Flux-driven GitOps automation. |
 
     **Observability, SRE & Testing**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-14 | [grafana.com: How to manage high cardinality metrics in Prometheus and Kubernetes](https://grafana.com/blog/how-to-manage-high-cardinality-metrics-in-prometheus-and-kubernetes) | 🟑 high | Crucial blueprint for managing high cardinality metrics within Prometheus. Outlines techniques like metric dropping, relabeling rules, and dashboard optimization to mitigate memory pressure and reduce |
-    | 2026-06-14 | [grafana.com: How to monitor Kubernetes clusters with the Prometheus Operator](https://grafana.com/blog/how-to-monitor-kubernetes-clusters-with-the-prometheus-operator) | 🟑 high | Comprehensive configuration guide for deploying and managing the Prometheus Operator on Kubernetes. Demonstrates configuring ServiceMonitor and PodMonitor custom resources to automate collection of dy |
-    | 2026-06-14 | [My Dynatrace proof of concept 🌟](https://github.com/nubenetes/awesome-kubernetes/blob/master/pdf/dynatrace_demo.pdf) | 🟑 high | A comprehensive architectural evaluation report and proof of concept depicting Dynatrace deployment inside complex Kubernetes topologies. Discusses performance impact, instrumentation automation, and  |
-    | 2026-06-14 | [Netdata](https://github.com/netdata/netdata) | 🟑 high | An ultra-high-performance, zero-configuration system monitoring agent boasting over 79k stars on GitHub. Netdata provides real-time, per-second metrics directly from physical hosts, virtual machines,  |
-    | 2026-06-14 | [github.com/grafana/mimir](https://github.com/grafana/mimir) | 🟑 high | Grafana Mimir is a highly scalable, multi-tenant database for long-term Prometheus metrics storage. Engineered to easily process billions of active series with fast query performance and operational i |
-    | 2026-06-14 | [louislam/uptime-kuma](https://github.com/louislam/uptime-kuma) | 🟑 high | A highly popular self-hosted synthetic monitoring tool written in Node.js. It features multi-protocol ping, HTTP/TCP checks, certificate monitoring, integration with multi-channel alert providers, and |
-    | 2026-06-13 | [grafana/agent: Grafana Agent](https://github.com/grafana/agent) | 🟑 high | An agent for metrics, logs, and trace collection. Live grounding confirms Grafana Agent is now deprecated and succeeded by Grafana Alloy, the vendor's unified telemetry collector for OpenTelemetry and |
-    | 2026-06-13 | [github.com/open-telemetry/opentelemetry-operator](https://github.com/open-telemetry/opentelemetry-operator) | 🟑 high | Kubernetes operator for automating the deployment and management of the OpenTelemetry Collector. Simplifies application instrumentation via automated inject mechanisms for Java, NodeJS, Python, and Do |
-    | 2026-06-13 | [Grafana Tempo](https://github.com/grafana/tempo) | 🟑 high | A high-scale, cost-effective distributed tracing backend designed to work exclusively with object storage like S3 or GCS. In 2026, Tempo has consolidated its position as the premier choice for large-s |
-    | 2026-06-13 | [github.com/prometheus/prometheus](https://github.com/prometheus/prometheus) | 🟑 high | Source codebase for Prometheus, the benchmark cloud-native telemetry engine. Employs active scraping mechanics over HTTP alongside a custom-built local TSDB to deliver sub-second querying speeds and p |
-    | 2026-06-13 | [Glances](https://github.com/nicolargo/glances) | 🟑 high | A Python-based CLI and web tool providing real-time system resource visualization. Glances remains a beloved utility for terminal-driven infrastructure debugging and fast diagnostics on container plat |
-    | 2026-06-13 | [Prometheus JMX Exporter 🌟](https://github.com/prometheus/jmx_exporter) | 🟑 high | A highly critical Prometheus collector that scrapes and formats JVM JMX mBeans. Widely utilized in enterprise legacy clusters running Java applications, Kafka, and Cassandra. |
-    | 2026-06-13 | [enix/x509-certificate-exporter](https://github.com/enix/x509-certificate-exporter) | 🟑 high | Highly configurable Prometheus exporter focused on scanning and detecting TLS/SSL certificates from filesystems, Kubernetes Secrets, and PEM files. Helps automatically alert on expiring network assets |
-    | 2026-06-13 | [Huginn](https://github.com/huginn/huginn) | 🟑 high | A highly versatile open-source system designed for orchestrating automated web-scraping, webhook handling, and event-driven tasks. In 2026, Huginn serves as a vital tool for engineers seeking a self-h |
-    | 2026-06-12 | [kube-prometheus](https://github.com/prometheus-operator/kube-prometheus) | 🟑 high | The reference monitoring deployment for Kubernetes. Orchestrates the Prometheus Operator, Grafana, Alertmanager, and a collection of native exporters designed to monitor master control plane component |
-    | 2026-06-12 | [OpenTelemetry Collector](https://github.com/open-telemetry/opentelemetry-collector) | 🟑 high | A high-performance processing engine capable of receiving, parsing, filtering, and routing traces, metrics, and logs across vendor-agnostic infrastructure. Serves as the central data pipeline componen |
-    | 2026-06-12 | [Alertmanager 0.23.0-rc.0 with awscloud SNS support is available for testing. There are also bugfixes and features for amtool](https://github.com/prometheus/alertmanager/releases/tag/v0.23.0-rc.0) | 🟑 high | Release analysis of Alertmanager's v0.23 release cycle, detailing the addition of native AWS SNS integrations. Outlines the operational workflow for forwarding alerts straight to mobile endpoints, ema |
-    | 2026-06-12 | [github.com/cortexproject/cortex](https://github.com/cortexproject/cortex) | 🟑 high | Open-source repository for Cortex. Implements Prometheus as a service, allowing isolated multi-tenancy, long-term metric durability in object storage (S3/GCS), and horizontally scalable querying. |
-    | 2026-06-12 | [TDengine](https://github.com/taosdata/TDengine) | 🟑 high | An open-source time-series database optimized specifically for IoT and telemetry data storage. Utilizing a unique 'one table per data source' structure, TDengine offers extremely fast writing speeds a |
-    | 2026-06-12 | [Chaos Mesh](https://github.com/chaos-mesh/chaos-mesh) | 🟑 high | A robust, CNCF-incubating chaos engineering platform designed for cloud-native ecosystems. Orchestrates extensive failure injectionsβ€”spanning network partitions, node failures, system call manipulatio |
+    | 2026-06-13 | [github.com/prometheus/prometheus](https://github.com/prometheus/prometheus) | πŸ”΄ critical | As the industry-standard CNCF graduate database, Prometheus remains the core foundation of cloud-native observability architectures. |
+    | 2026-06-12 | [OpenTelemetry Collector](https://github.com/open-telemetry/opentelemetry-collector) | πŸ”΄ critical | It is the standard agent for unified, vendor-agnostic collection and routing of traces, metrics, and logs across cloud environments. |
+    | 2026-05-17 | [github.com/prometheus-operator](https://github.com/prometheus-operator) | πŸ”΄ critical | This operator is the foundational pattern for automating Prometheus deployment, scaling, and configuration inside Kubernetes clusters. |
+    | 2026-06-12 | [kube-prometheus](https://github.com/prometheus-operator/kube-prometheus) | πŸ”΄ critical | It serves as the de facto reference architecture and deployment stack for enterprise Kubernetes cluster monitoring. |
+    | 2026-06-14 | [github.com/grafana/mimir](https://github.com/grafana/mimir) | 🟑 high | It addresses the massive enterprise challenge of scaling Prometheus to billions of active metrics series with high-performance multi-tenancy. |
+    | 2026-06-13 | [Grafana Tempo](https://github.com/grafana/tempo) | 🟑 high | Tempo revolutionizes distributed tracing by utilizing cost-effective object storage to store massive volumes of traces without expensive database overhead. |
+    | 2026-06-13 | [github.com/open-telemetry/opentelemetry-operator](https://github.com/open-telemetry/opentelemetry-operator) | 🟑 high | It automates the complex task of injecting and managing OpenTelemetry instrumentation directly into Kubernetes workloads. |
+    | 2026-06-09 | [Litmus Chaos is a toolset to do chaos engineering in a kubernetes native way. Litmus provides chaos CRDs for Cloud-Native developers and SREs to inject, orchestrate and monitor chaos to find weaknesses in Kubernetes deployments](https://github.com/litmuschaos/litmus) | 🟑 high | A CNCF-incubating tool that provides a fully native Kubernetes framework to inject and monitor chaos experiments via declarative CRDs. |
+    | 2025-11-25 | [OpenSLO specification 🌟](https://github.com/OpenSLO/OpenSLO) | 🟑 high | It provides the essential vendor-neutral framework to define Service Level Objectives (SLOs) as declarative infrastructure-as-code. |
+    | 2026-06-08 | [Sloth 🌟](https://github.com/slok/sloth) | πŸ”΅ medium | Sloth bridges the gap between SLO theory and practice by automatically generating production-grade PromQL alerting rules from declarative templates. |
 
     **DevOps & Culture**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-14 | [IaC Infrastructure as Code](https://nubenetes.com/iac) | 🟑 high | Nubenetes architectural reference portal on Infrastructure as Code (IaC). Outlines fundamental philosophies, lifecycle management, and paradigm shifts of treating bare-metal, cloud, or cluster state a |
-    | 2026-06-14 | [joplin](https://github.com/laurent22/joplin) | 🟑 high | A widely adopted open-source note-taking and to-do application. Supports End-to-End Encryption (E2EE), Markdown editing, and dynamic synchronization across private cloud systems. |
-    | 2026-06-13 | [github.com/backstage/backstage](https://github.com/backstage/backstage) | 🟑 high | Backstage is an open-source framework created by Spotify for building customizable internal developer portals. It consolidates service catalogs, software templates, technical documentation, and observ |
-    | 2026-06-12 | [Azure DevOps MCP Server](https://github.com/microsoft/azure-devops-mcp) | 🟑 high | An official Microsoft MCP server repository enabling AI Agents (like Claude or GitHub Copilot) to interact seamlessly with Azure DevOps. Allows agents to manage work items, query repositories, and orc |
-    | 2026-06-10 | [Devtron](https://github.com/devtron-labs/devtron) | 🟑 high | A comprehensive, open-source AppOps platform for Kubernetes designed to consolidate CI/CD pipelines, GitOps, observability, and cost optimization. Provides self-service deployment interfaces, security |
-    | 2026-06-03 | [Awesome Sysadmin](https://github.com/awesome-foss/awesome-sysadmin) | 🟑 high | An exhaustive curation of open-source sysadmin resources, listing production-ready system monitors, configuration management tools, security suites, and virtualization frameworks used globally by SREs |
-    | 2026-06-01 | [ASDF 🌟](https://asdf-vm.com) | 🟑 high | An extensible CLI runtime version manager that unifies environment configurations (Node.js, Ruby, Python, Elixir, Go, and more) under a single .tool-versions file. Successfully eliminates environment  |
-    | 2026-03-15 | [SQL Studio: A Unified SQL Database Explorer](https://github.com/frectonz/sql-studio) | 🟑 high | A single-binary SQL database administrator interface written in Rust. It streamlines querying, schema inspection, and data visualization across multiple RDBMS engines (including SQLite, PostgreSQL, an |
-    | 2026-06-18 | [Promotion-Based Development: A Fast Track to Mediocrity](https://vadimkravcenko.com/shorts/promotion-based-development) | 🟑 high | A thought-provoking critique of development environments where promotion tracks heavily incentivize complex over-engineering and short-term visibility tasks rather than long-term architectural stabili |
-    | 2026-06-18 | [puppet.com: The 2021 State of DevOps Report is here! 🌟](https://www.puppet.com/resources/state-of-devops-report) | 🟑 high | Landmark research report outlining DevOps adoption phases, focusing on the critical role of platform engineering and self-service capabilities in accelerating organizational maturity. Delivers quantif |
-    | 2026-06-14 | [Google Docs: doc.new](https://accounts.google.com/v3/signin/identifier?continue=https%3A%2F%2Fdocs.google.com%2Fdocument%2Fu%2F0%2Fcreate%3Fusp%3Ddot_new&dsh=S-551027576%3A1779031360486315&followup=https%3A%2F%2Fdocs.google.com%2Fdocument%2Fu%2F0%2Fcreate%3Fusp%3Ddot_new<mpl=docs&osid=1&passive=1209600&service=wise&flowName=WebLiteSignIn&flowEntry=ServiceLogin&ifkv=AWa2PasT3fzmBVDogbYOa448WODYqcNpbr94eLlOd4kL-w5BLgVa3s5bweNB_q-BV6hVUtWFJzfuoQ) | 🟑 high | Direct shortcut mechanism for instantly initializing an empty, collaborative Google Doc environment under the user's active Google account identity. Highly useful for collaborative platform runtime do |
-    | 2026-06-14 | [Spreadsheets: sheet.new](https://accounts.google.com/v3/signin/identifier?continue=https%3A%2F%2Fdocs.google.com%2Fspreadsheets%2Fu%2F0%2Fcreate%3Fusp%3Ddot_new&dsh=S338656440%3A1779029465061496&followup=https%3A%2F%2Fdocs.google.com%2Fspreadsheets%2Fu%2F0%2Fcreate%3Fusp%3Ddot_new<mpl=sheets&osid=1&passive=1209600&service=wise&flowName=WebLiteSignIn&flowEntry=ServiceLogin&ifkv=AWa2PauvFLix7FhDQsyeXMzly7IlWofT_GeExGBZD5PeXgcMI8_fmgxBG05tRNkG3ISAaCxExVB7) | 🟑 high | Browser shortcut mapping that provisions a blank cloud-based Google Sheets environment immediately. Typically used within operational engineering environments for quick tracking of cluster audits, Fin |
-    | 2026-06-14 | [blog.postman.com: What Is PlatformOps?](https://blog.postman.com/what-is-platformops) | 🟑 high | Analysis of the rise of PlatformOps as the execution branch of Platform Engineering. Explains the transition of managing dev tooling, infrastructure catalogs, and APIs as internal products to drastica |
-    | 2026-06-14 | [blog.vmware.com: DevOps: Culture – Collaboration, Empowerment, Autonomy 🌟](https://blogs.vmware.com/cloud-foundation) | 🟑 high | Explores structural and cultural transformations required to establish a high-performing DevOps initiative. Focuses on decentralizing operational decisions, psychological safety, and establishing plat |
-    | 2026-06-14 | [NoOps](https://nubenetes.com/noops) | 🟑 high | Comprehensive conceptual guide on NoOps (No Operations). Describes the strategic path to fully outsourcing infrastructure layers to automated platforms, serverless paradigms, and self-healing systems  |
-    | 2026-06-14 | [DevOps Tools](https://nubenetes.com/devops-tools) | 🟑 high | Catalog of modern DevOps tooling encompassing continuous integration, artifact storage, automated testing, container scheduling, and real-time telemetry pipelines to build stable, production-ready rel |
-    | 2026-06-03 | [DockSTARTer](https://github.com/GhostWriters/DockSTARTer) | 🟑 high | A user-friendly CLI utility designed to simplify the configuration and installation of self-hosted server software via structured Docker Compose patterns. Serves as a solid entry point for containeriz |
-    | 2026-06-02 | [Annotate by Dropshare: Fast Markup for Images on iOS and iPadOS](https://dropshare.app/annotate) | 🟑 high | * **Curator Insight**: An essential utility for mobile cloud architects and SREs requiring fast markup of infrastructure topologies, application bugs, or terminal screens on the go. * **Live Grounding |
-    | 2026-06-02 | [How to run a marketing campaign from kickoff to launch using Teamwork Collection](https://community.atlassian.com/forums/Teamwork-Collection-articles/How-to-run-a-marketing-campaign-from-kickoff-to-launch-using/ba-p/3183852) | 🟑 high | This practical guide outlines an end-to-end campaign coordination workflow leveraging the Atlassian Teamwork Collection (Confluence, Jira, Loom, and the Rovo AI agent). It demonstrates how to utilize  |
-    | 2026-06-02 | [MiniSim: Launcher for iOS and Android Simulators](https://www.minisim.app) | 🟑 high | MiniSim addresses local virtualization friction by providing a highly optimized, macOS native menu-bar application to launch mobile simulators. By integrating with xcrun and local Android SDK director |
+    | 2026-06-13 | [github.com/backstage/backstage](https://github.com/backstage/backstage) | πŸ”΄ critical | It is the leading CNCF framework for building internal developer portals, fundamentally redefining platform engineering and developer experience. |
+    | 2026-06-12 | [Azure DevOps MCP Server](https://github.com/microsoft/azure-devops-mcp) | 🟑 high | Enables AI agents to interact directly with Azure DevOps pipelines and work items, marking a major shift toward AI-driven software operations. |
+    | 2026-06-10 | [Devtron](https://github.com/devtron-labs/devtron) | 🟑 high | Consolidates GitOps, CI/CD, and Kubernetes observability into a single platform, simplifying complex cloud-native application operations. |
+    | 2026-06-02 | [Introducing Cursor in Jira - Inside Atlassian](https://www.atlassian.com/blog/company-news/cursor-in-jira) | 🟑 high | Bridges agile project management with AI development by allowing direct task assignment to the Cursor AI agent inside Jira. |
+    | 2026-06-02 | [Download Cursor | AI-Powered Code Editor](https://cursor.com/download) | 🟑 high | Accelerates a massive cultural shift in developer workflows by embedding deep, agentic AI capabilities directly into the core editor. |
+    | 2026-06-14 | [IaC Infrastructure as Code](https://nubenetes.com/iac) | 🟑 high | Establishes modern declarative paradigms and lifecycle frameworks essential for cloud-native infrastructure automation. |
+    | 2026-01-04 | [github.com/KusionStack/kusion](https://github.com/KusionStack/kusion) | πŸ”΅ medium | Introduces an intent-driven declarative configuration engine that eases the cognitive load of multi-cloud application delivery. |
+    | 2026-06-14 | [NoOps](https://nubenetes.com/noops) | πŸ”΅ medium | Provides a strategic roadmap for evolving DevOps culture toward automated, self-healing, and serverless infrastructure operations. |
+    | 2026-05-29 | [action-tmate: Debug GitHub Actions via SSH](https://github.com/mxschmitt/action-tmate) | πŸ”΅ medium | Drastically reduces debugging feedback loops by allowing developers to SSH directly into active GitHub Actions runners. |
+    | 2026-06-02 | [Atlassian SPM Research: Why Strategic Execution Fails to Align with Delivery](https://www.atlassian.com/blog/focus/evolution-of-spm-report) | πŸ”΅ medium | Addresses the persistent cultural bottleneck of aligning high-level business strategy with active code delivery pipelines. |
 
     **Platform Engineering & DevEx**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-12 | [apisix](https://github.com/apache/apisix) | 🟑 high | Apache APISIX is a high-performance, dynamic cloud-native API gateway built on Nginx and OpenResty. It provides dynamic routing, active health checking, security protection, and telemetry integration, |
-    | 2026-06-11 | [Azure/Draft 🌟](https://github.com/Azure/draft) | 🟑 high | Azure Draft simplifies early-stage developer onboarding onto Kubernetes. By scanning source code directories, it automatically generates containerization assets including Dockerfiles, Kubernetes manif |
-    | 2026-06-01 | [Backstage Developer Portal:](https://backstage.io) | 🟑 high | Created by Spotify and donated to the CNCF, Backstage is an open-source framework for building internal developer portals. It unifies infrastructure tooling, services, and documentation under a single |
-    | 2026-06-01 | [developer.android.com](https://developer.android.com) | 🟑 high | Google's official portal containing documentation, API reference guides, and system architectures for Android app development. It is the primary ecosystem hub for designing mobile client interactions, |
-    | 2026-06-01 | [developer.apple.com](https://developer.apple.com) | 🟑 high | Apple's developer resources hub, providing SDK documentation, SwiftUI design frameworks, and distribution guidelines. The platform provides fundamental patterns for building client-side integrations w |
-    | 2026-06-01 | [Spring Cloud Gateway](https://spring.io/projects/spring-cloud-gateway) | 🟑 high | Spring Cloud Gateway provides an API routing mechanism built on Spring WebFlux and Project Reactor. Ideal for Java and Spring Boot microservice architectures, it facilitates non-blocking, reactive tra |
-    | 2026-06-01 | [KrakenD: The fastest API gateway comes with true linear scalability 🌟](https://www.krakend.io) | 🟑 high | KrakenD is an enterprise-ready, open-source API Gateway engineered for linear scalability and ultra-high performance. By utilizing a stateless execution model, it avoids the overhead of internal datab |
-    | 2026-05-22 | [github.com/Ileriayo/markdown-badges: Markdown Badges](https://github.com/Ileriayo/markdown-badges) | 🟑 high | A massive curated catalog of dynamic, consistent, and beautiful SVG shields and badges for GitHub repositories. It supports a wide array of languages, frameworks, cloud providers, and developer tools. |
-    | 2025-08-22 | [Markdown Cheat Sheet 4](https://github.com/adam-p/markdown-here/wiki/Markdown-Cheatsheet) | 🟑 high | One of the most starred and utilized Markdown references on GitHub. Curator Insight emphasizes its extreme offline utility. Live Grounding validates its legacy status as the primary standard for forma |
-    | 2026-06-02 | [Google Developers Profile Dashboard](https://developers.google.com/profile/u/me/dashboard) | 🟑 high | An enterprise portal centralizing developer badges, certification pathways, and continuous education tracks for Google architectures. Allows developers to monitor personalized progress in platform-spe |
-    | 2026-06-01 | [Deutsche Bank API Program](https://developer.db.com) | 🟑 high | The developer portal for Deutsche Bank, providing secure and standard access to financial APIs. It supports secure OAuth2 protocols, enabling applications to run transaction processing, accounts recon |
-    | 2026-06-01 | [ING Developer Portal](https://developer.ing.com/openbanking) | 🟑 high | ING's open-banking marketplace and developer portal. The catalog details APIs for cash management, transaction services, accounts balance, and PSD2 compliance, backed by strong authentication and sand |
-    | 2026-06-01 | [Lura 🌟](https://luraproject.org) | 🟑 high | Lura (formerly KrakenD framework) is an ultra-performant, stateless API Gateway engine written in Go. It allows developers to construct high-throughput microservice aggregations, protocol translations |
-    | 2026-06-01 | [smartcar.com](https://smartcar.com) | 🟑 high | Smartcar provides a developer-friendly API platform for connected vehicles, enabling telemetry collection, remote door locking, and EV battery charging management. It abstracts away complex proprietar |
-    | 2026-06-01 | [BBVA API Market](https://www.bbvaapimarket.com/es) | 🟑 high | BBVA's commercial API platform, allowing external developers to securely consume core banking capabilities. It features REST integrations for payments, transactions, customer identification, and finan |
-    | 2026-06-01 | [MuleSoft API Manager](https://www.mulesoft.com/platform/api/manager) | 🟑 high | MuleSoft API Manager acts as a centralized control plane for securing, governing, and analyzing APIs across the enterprise. It enables deep integration with the Anypoint Platform, offering capabilitie |
-    | 2026-05-18 | [guides.github.com: Markdown Cheat Sheet 2](https://docs.github.com/en) | 🟑 high | The authoritative reference guide for GitHub Flavored Markdown (GFM). Essential for managing documentation structures, creating rich README files, formatting issue trackers, and building interactive t |
-    | 2026-06-01 | [santalucia.es](https://api-market.santalucia.es) | πŸ”΅ medium | SantalucΓ­a's corporate API marketplace, streamlining business-to-business integrations for digital insurance products. It exposes quoting engines, client registrations, and insurance claims endpoints  |
-    | 2026-06-01 | [Cecabank API Market](https://apimarket.cecabank.es) | πŸ”΅ medium | Cecabank's developer platform designed to align financial integration with the PSD2 mandate. It provides endpoints for third-party providers (TPPs) to execute payment initiations and retrieve consolid |
-    | 2026-06-01 | [TSB API Developer Portal](https://apis.developer.tsb.co.uk) | πŸ”΅ medium | A PSD2-compliant developer ecosystem facilitating open-banking integration with TSB Bank. It offers sandbox environments, sandbox mock data, and security protocols to test account information and paym |
+    | 2026-06-01 | [Backstage Developer Portal:](https://backstage.io) | πŸ”΄ critical | The industry-standard, CNCF-graduated framework for building Internal Developer Portals (IDPs) that radically improves developer experience. |
+    | 2026-06-01 | [Kong API Manager](https://konghq.com/products/kong-gateway) | πŸ”΄ critical | The world's most popular lightweight, open-source cloud-native API gateway, critical for managing microservices traffic. |
+    | 2026-06-12 | [apisix](https://github.com/apache/apisix) | 🟑 high | A high-performance, dynamic Apache-backed API gateway built for cloud-native routing, security, and telemetry. |
+    | 2026-06-01 | [docs.traefik.io](https://doc.traefik.io/traefik) | 🟑 high | A leading dynamic cloud-native proxy and ingress controller that simplifies routing and configuration in Kubernetes environments. |
+    | 2026-06-11 | [Azure/Draft 🌟](https://github.com/Azure/draft) | 🟑 high | Streamlines developer experience by scanning source code to automatically generate Kubernetes manifests and Dockerfiles. |
+    | 2026-06-01 | [Material for MkDocs](https://squidfunk.github.io/mkdocs-material) | 🟑 high | The industry-standard UI framework for docs-as-code, drastically improving developer documentation accessibility and usability. |
+    | 2026-06-01 | [Tyk API Manager](https://tyk.io) | 🟑 high | A highly performant, Go-based open-source API gateway offering stellar clustering and multi-datacenter capabilities. |
+    | 2026-06-01 | [Google Apigee API Manager](https://cloud.google.com/apigee) | 🟑 high | Google Cloud's premier enterprise API management platform that secures, analyzes, and scales APIs globally. |
+    | 2026-06-01 | [Red Hat 3scale API Management](https://www.redhat.com/en/technologies/jboss-middleware/3scale) | 🟑 high | An operator-driven API management framework optimized for scaling microservices securely on enterprise OpenShift clusters. |
+    | 2026-06-01 | [Spring Cloud Gateway](https://spring.io/projects/spring-cloud-gateway) | πŸ”΅ medium | An essential reactive, non-blocking API routing gateway optimized for the massive enterprise Java and Spring Boot ecosystem. |
 
     **FinOps & Cloud Cost**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-05-17 | [calculator.aws: AWS Total Cost of Ownership (TCO) Calculators](https://calculator.aws) | 🟑 high | The official pricing modeling platform for AWS cloud architectures. Empowers engineers to compute operational expenses and model total cost of ownership forecasts before initiating system builds. |
-    | 2026-05-17 | [cast.ai: Keep your AWS Kubernetes costs in check with intelligent allocation' (EKS)](https://cast.ai/blog/keep-your-aws-kubernetes-costs-in-check-with-intelligent-allocation) | 🟑 high | Explores Kubernetes resource provisioning on EKS using automated container allocations. Offers strategies to prevent container-level over-provisioning and dynamically handle node scaling tasks to curb |
-    | 2026-05-17 | [Visualize and gain insights into your AWS cost and usage with Cloud Intelligence Dashboards and CUDOS using Amazon QuickSight](https://aws.amazon.com/blogs/mt/visualize-and-gain-insights-into-your-aws-cost-and-usage-with-cloud-intelligence-dashboards-using-amazon-quicksight) | 🟑 high | Guide to building operational cost dashboards via AWS CUDOS and Amazon QuickSight. Translates complex billing files into detailed visualizations tracking anomalous expenditure patterns in real time. |
-    | 2025-11-02 | [github.com/dolevshor/azure-finops-guide: The Azure FinOps Guide 🌟](https://github.com/dolevshor/azure-finops-guide) | 🟑 high | A highly comprehensive community repository focused on Azure FinOps best practices. Delivers script templates, tag compliance policies, and architectural checklists to help teams set up continuous clo |
-    | 2026-06-08 | [github.com/mivano/azure-cost-cli](https://github.com/mivano/azure-cost-cli) | 🟑 high | Focuses on tag-based cost-querying using the `azure-cost-cli` tool. Explains how to extract billing data grouped by tags to simplify chargeback allocations and identify untagged resources. |
-    | 2026-06-02 | [Uber's COO Says It's Getting Harder to Justify the Money Spent on AI](https://www.businessinsider.com/uber-coo-andrew-macdonald-ai-token-spending-harder-justify-2026-5) | 🟑 high | This analytical piece covers the emerging industry backlash against unchecked corporate 'tokenmaxxing' and AI expenditure, centered on remarks by Uber's COO Andrew Macdonald. It examines the operation |
-    | 2026-05-17 | [Manage Amazon S3 storage costs granularly and at scale using S3 Intelligent-Tiering](https://aws.amazon.com/blogs/storage/manage-amazon-s3-storage-costs-granularly-and-at-scale-using-s3-intelligent-tiering) | 🟑 high | Details how S3 Intelligent-Tiering minimizes administration tasks by automating object data migration. Moves records between active and archival tiers based on individual file lifecycle events. |
-    | 2026-05-17 | [freecodecamp.org: How to Optimize your AWS Cloud Architecture Costs](https://www.freecodecamp.org/news/cost-optimization-in-aws) | 🟑 high | An extensive blueprint targeting cost optimization on AWS. Elaborates on compute rightsizing, orchestrating managed storage lifecycles, and identifying idle infrastructure configurations to lower over |
-    | 2026-05-17 | [infoq.com: AWS Launches Low-Cost Burstable T4g Instances Powered by AWS' Graviton2](https://www.infoq.com/news/2020/09/aws-ec2-t4g-instances) | 🟑 high | Discusses the deployment of ARM64 Graviton2-powered burstable T4g instances on AWS. Outlines the raw price-to-performance value, noting up to 40% improvements over comparable x86-based environments. |
-    | 2026-05-17 | [aws.amazon.com: Amazon S3 Glacier Price Reduction](https://aws.amazon.com/es/blogs/aws/amazon-s3-glacier-price-reduction) | 🟑 high | Analyses structural price reductions on S3 Glacier archiving solutions. Evaluates its architectural impact for enterprises storing high-volume data lakes and maintaining long-term historical complianc |
-    | 2026-05-17 | [infoq.com: AWS Announces Lower Cost Storage Classes for Amazon Elastic File' System](https://www.infoq.com/news/2021/03/aws-efs-one-zone-storage-classes) | 🟑 high | Introduces the Amazon Elastic File System (EFS) One Zone storage class, offering cost-optimized options for shared storage. Cuts storage expenses by up to 47% compared to regional replication variants |
-    | 2026-05-17 | [blog.cloud-mercato.com: AWS m6i: The why you should abandon your m5](https://blog.cloud-mercato.com/aws-m6i-the-why-you-should-abandon-your-m5) | 🟑 high | Compares AWS m6i instances to preceding m5 configurations, outlining performance benchmarks. Details compute and memory optimizations delivered by 3rd Gen Intel Xeon Scalable processors at similar cos |
-    | 2026-05-17 | [aws.amazon.com: Exploring Data Transfer Costs for AWS Managed Databases](https://aws.amazon.com/blogs/architecture/exploring-data-transfer-costs-for-aws-managed-databases) | 🟑 high | Breaks down inter-zone and multi-region data transfer charges on AWS managed databases. Presents structural models designed to minimize data transfer egress bills within multi-tier application layouts |
-    | 2026-05-17 | [AWS Announces Data Transfer Price Reduction for AWS PrivateLink, AWS Transit Gateway, and AWS Client VPN services](https://aws.amazon.com/about-aws/whats-new/2022/04/aws-data-transfer-price-reduction-privatelink-transit-gateway-client-vpn-services/?nc1=h_ls) | 🟑 high | Covers significant network-level price cuts for AWS PrivateLink, Transit Gateway, and Client VPN. Aids enterprise network architects in planning hybrid integrations with fewer concerns over data egres |
-    | 2026-05-17 | [thenewstack.io: Cloud Bill Risks of AWS Reserved Instances and Savings Plans](https://thenewstack.io/cloud-bill-risks-of-aws-reserved-instances-and-savings-plans) | 🟑 high | Details critical commercial risks of long-term Reserved Instance and Savings Plan commitments. Outlines how changing architecture styles can render fixed financial contracts inefficient over time. |
-    | 2026-05-17 | [ec2.shop: Compare AWS EC2 instance price from the CLI](https://ec2.shop) | 🟑 high | A terminal-based tool enabling fast comparisons of EC2 instance types, pricing, and configurations directly from the command line. Significantly reduces operational friction for engineers sizing cloud |
-    | 2026-05-17 | [May 2020: EC2 Price Reduction – For EC2 Instance Saving Plans and Standard' Reserved Instances](https://aws.amazon.com/es/blogs/aws/ec2-price-reduction-for-ec2-instance-saving-plans-and-standard-reserved-instances) | 🟑 high | Details systemic price reductions for EC2 Instance Savings Plans and Standard Reserved Instances. Highlights AWS's continuous price adjustments and the architectural shift towards commitment-based fin |
-    | 2026-04-09 | [Cloudburn: An Open-Source Policy Engine for AWS Spending](https://github.com/towardsthecloud/cloudburn) | 🟑 high | Introduces Cloudburn, an open-source command-line tool designed to audit AWS resource groups. By using declarative policies, it alerts teams to idle resources, non-standard instance types, and unassig |
-    | 2026-06-18 | [learnk8s/xlskubectl](https://github.com/learnk8s/xlskubectl) | πŸ”΅ medium | An open-source spreadsheet integration that translates raw kubectl command outputs into clean cost estimation worksheets. Helps engineers understand how container limits, requests, and node sizing tra |
-    | 2026-05-17 | [cloudkatha.com: How to Setup Budget in AWS to Keep your Bill in Check](https://cloudkatha.com/how-to-setup-budget-in-aws-to-keep-your-bill-in-check) | πŸ”΅ medium | A practical guide outlining how to implement AWS Budgets to prevent unexpected invoice spikes. Walks through setup thresholds, dynamic notifications, and SNS bindings crucial for early infrastructure  |
+    | 2026-06-01 | [FinOps Foundation: FinOps.org](https://www.finops.org) | πŸ”΄ critical | It represents the official, industry-standard FinOps framework and open standards like FOCUS, serving as the foundation for modern cloud financial operations. |
+    | 2025-11-02 | [github.com/dolevshor/azure-finops-guide: The Azure FinOps Guide 🌟](https://github.com/dolevshor/azure-finops-guide) | 🟑 high | A highly comprehensive, modern 2024 community guide containing actionable scripts and policies specifically for enterprise Azure FinOps governance. |
+    | 2026-04-09 | [Cloudburn: An Open-Source Policy Engine for AWS Spending](https://github.com/towardsthecloud/cloudburn) | 🟑 high | Introduces a novel 2024 open-source policy engine that uses declarative code to audit cloud resource spend and alert on idle infrastructure. |
+    | 2026-05-17 | [engineering.razorpay.com: The Culture of Cost Optimization β€” Reducing Kubernetes' cost by $300,000](https://engineering.razorpay.com/the-culture-of-cost-optimization-reducing-kubernetes-cost-by-300-000-32611cdd19d9) | 🟑 high | A high-impact, real-world engineering case study demonstrating how to successfully reduce production Kubernetes expenses by $300,000. |
+    | 2026-05-17 | [medium.com/@danielepolencic: In Kubernetes, are there hidden costs to' running many cluster nodes?](https://medium.com/@danielepolencic/reserved-cpu-and-memory-in-kubernetes-nodes-65aee1946afd) | 🟑 high | Deep dives into the technical details of Kubernetes daemonsets and reserved capacity, uncovering the hidden overhead costs of running too many cluster nodes. |
+    | 2026-05-17 | [medium.com/develeap: Cutting down Kubernetes Costs: Cast.ai vs. Karpenter](https://medium.com/develeap/cutting-down-kubernetes-costs-cast-ai-vs-karpenter-20f6788b4c67) | 🟑 high | Compares two leading cloud-native autoscaling paradigms (Cast.ai and Karpenter) to help engineers make informed decisions on dynamic container cost reduction. |
+    | 2026-05-17 | [medium.com/compass-true-north: Halving Kubernetes Compute Costs With Vertical' Pod Autoscaler](https://medium.com/compass-true-north/halving-kubernetes-compute-costs-with-vertical-pod-autoscaler-df658c043301) | 🟑 high | Provides concrete architectural guidance on using Vertical Pod Autoscaling (VPA) to halve compute resource waste and trim container bills. |
+    | 2026-06-02 | [Uber's COO Says It's Getting Harder to Justify the Money Spent on AI](https://www.businessinsider.com/uber-coo-andrew-macdonald-ai-token-spending-harder-justify-2026-5) | πŸ”΄ critical | Highlights the massive emerging industry shift towards AI FinOps, addressing the complex operational challenge of justifying and managing high GPU/token expenses. |
+    | 2026-06-08 | [github.com/mivano/azure-cost-cli](https://github.com/mivano/azure-cost-cli) | πŸ”΅ medium | A lightweight, modern 2024 CLI tool that simplifies tag-based cost-querying and chargeback allocations for cloud engineering teams. |
+    | 2026-05-17 | [cast.ai: Keep your AWS Kubernetes costs in check with intelligent allocation' (EKS)](https://cast.ai/blog/keep-your-aws-kubernetes-costs-in-check-with-intelligent-allocation) | 🟑 high | Outlines advanced automated resource provisioning techniques on AWS EKS to prevent wasteful container-level over-provisioning. |
 
     **Certification & Training**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-18 | [techiescamp/devops-projects:Real-World DevOps Projects For Learning](https://github.com/techiescamp/devops-projects) | 🟑 high | A stellar, end-to-end GitHub archive that compiles structural templates, infrastructure blueprints, and multi-tier CI/CD pipelines. Features real-world deployment playbooks using Terraform, Ansible, a |
-    | 2026-06-13 | [github.com/aws-samples/aws-customer-playbook-framework 🌟](https://github.com/aws-samples/aws-customer-playbook-framework) | 🟑 high | A comprehensive operational framework that helps organizations define, structure, and automate IT playbooks and runbooks on AWS. Enhances incident response protocols and disaster recovery simulations. |
-    | 2026-06-11 | [github.com/aws-samples/aws-auto-inventory: AWS Automated Inventory 🌟](https://github.com/aws-samples/aws-auto-inventory) | 🟑 high | An automated system designed to discover, track, and catalog AWS infrastructure assets across multiple regions and accounts. Leverages Serverless functions and AWS Config to maintain real-time complia |
-    | 2026-06-09 | [github.com/spring-projects/spring-petclinic](https://github.com/spring-projects/spring-petclinic) | 🟑 high | Curator Insight targets the actual source code repository for the Spring Petclinic community project. Live Grounding confirms this project is an invaluable asset across the software industry to demons |
-    | 2026-06-09 | [ref 8](https://github.com/spring-projects/spring-petclinic/issues/339) | 🟑 high | A major architectural discussion issue thread in the official Spring Petclinic repository. Explores the design decisions, trade-offs, and container integration requirements leading up to modern contai |
-    | 2026-06-01 | [cheatsheetseries.owasp.org: OWASP Cheat Sheet Series 🌟🌟](https://cheatsheetseries.owasp.org/index.html) | 🟑 high | Curator Insight: The definitive security reference series detailing modern web app vulnerability mitigations. Live Grounding: Updated dynamically through 2026, this master reference provides critical  |
-    | 2026-06-01 | [codely.tv](https://codely.com/en) | 🟑 high | Spanish-language portal dedicated to Domain-Driven Design (DDD), Clean Code, CQRS patterns, and resilient microservice designs. It details testing strategies for highly decoupled, container-centric pr |
-    | 2026-06-01 | [terraform.io: Terraform Commands](https://developer.hashicorp.com/terraform/cli/commands) | 🟑 high | Curator Insight: The definitive, official CLI reference for HashiCorp Terraform. Live Grounding: Crucial for advanced state management, covering complex commands like terraform import, state mv, state |
-    | 2026-06-01 | [git-scm.com: Git reference](https://git-scm.com/docs) | 🟑 high | Curator Insight: The canonical, official Git command-line reference. Live Grounding: Serves as the ultimate authority on version control algorithms, low-level plumbing commands, complex history manipu |
-    | 2026-06-01 | [kubernetes.io 🌟](https://kubernetes.io/docs/reference/kubectl/quick-reference) | 🟑 high | The canonical reference documentation for the kubectl command-line utility. Provides up-to-date syntax patterns for resource creation, patch edits, formatting outputs, and real-time container log anal |
-    | 2026-06-01 | [SdkMan](https://sdkman.io) | 🟑 high | The homepage for SDKMAN!, a command-line tool designed to manage parallel versions of multiple Software Development Kits, with a strong focus on the JVM ecosystem. Live Grounding confirms it as the de |
-    | 2026-06-01 | [The Linux Foundation Training](https://training.linuxfoundation.org/resources) | 🟑 high | The definitive training and certification source for open-source engineering. Directs the primary curricula for the CKA, CKAD, and CKS benchmarks, offering authoritative lessons on container network i |
-    | 2026-05-29 | [React+TypeScript Cheatsheets](https://github.com/typescript-cheatsheets/react) | 🟑 high | The premier open-source guide for integrating React with TypeScript securely. Resolves complex enterprise type-safety challenges, targeting typed props, generic components, hook lifecycles, and advanc |
-    | 2026-05-19 | [github.com/aws-samples: Guide to Resource Tagging Automation](https://github.com/aws-samples/resource-tagging-automation) | 🟑 high | Automated cloud governance solution leveraging AWS Lambda to automatically append standardized metadata tags onto AWS resources. Simplifies enterprise cost allocation and compliance enforcement operat |
-    | 2026-05-17 | [Spring PetClinic Microservices](https://github.com/spring-petclinic/spring-petclinic-microservices) | 🟑 high | The canonical reference implementation of the Spring PetClinic application decomposed into microservices. It leverages Spring Cloud Eureka, Spring Cloud Gateway, and Spring Cloud Config Server to show |
-    | 2026-04-12 | [LeCoupa/awesome-cheatsheets](https://github.com/LeCoupa/awesome-cheatsheets) | 🟑 high | An extensive collection of high-density cheat sheets targeting mainstream programming environments, databases, and container architectures. It serves as a rapid reference hub for backend engineers loo |
-    | 2026-03-02 | [github.com/ekramasif: Basic Machine Learning - Python Cheatsheet](https://github.com/ekramasif/Basic-Machine-Learning/blob/main/Extraa/PythonCheatSheet.ipynb) | 🟑 high | An interactive Jupyter Notebook consolidating standard machine learning algorithms in Python. Details array configurations, basic Scikit-Learn validation tests, and pandas pipeline configurations. |
-    | 2026-01-15 | [knative-tutorial](https://github.com/redhat-developer-demos/knative-tutorial) | 🟑 high | A comprehensive repository tutorial focused on Knative. Delivers detailed, practical instructions for implementing Knative Serving, traffic splitting, event brokers, and scale-to-zero configurations. |
-    | 2025-09-15 | [OpenShift AI Examples](https://github.com/CastawayEGR/openshift-ai-examples) | 🟑 high | A community collection of machine learning workflows and notebooks deployed on Red Hat OpenShift AI. Details deployment pipelines for distributed training, model serving, and GPU resource slicing. |
-    | 2025-06-01 | [curl cheat sheet for Linux and Unix users](https://daniel.haxx.se/blog/wp-content/uploads/2020/01/sticker-cheat-sheet.png) | 🟑 high | Curator Insight: The definitive visual sticker/cheat sheet for curl options, designed by curl's creator Daniel Stenberg. Live Grounding: An absolute authority on debugging HTTP protocols, specifying T |
+    | 2026-06-01 | [The Linux Foundation Training](https://training.linuxfoundation.org/resources) | πŸ”΄ critical | It is the definitive training authority and curriculum creator for the industry-standard CKA, CKAD, and CKS cloud-native certifications. |
+    | 2026-06-01 | [kubernetes.io 🌟](https://kubernetes.io/docs/reference/kubectl/quick-reference) | 🟑 high | This canonical reference for kubectl is the most crucial resource allowed for real-time lookup during official Kubernetes certification exams. |
+    | 2026-06-01 | [kube.academy](https://kube.academy) | 🟑 high | A premier free educational portal delivering structured learning paths on advanced Kubernetes administration, multi-tenancy, and security controls. |
+    | 2026-06-01 | [Whizlabs](https://www.whizlabs.com) | 🟑 high | Provides widely-adopted professional practice exams and hands-on cloud sandboxes tailored specifically for CKA, CKAD, and CKS preparation. |
+    | 2026-06-08 | [stefanprodan/podinfo](https://github.com/stefanprodan/podinfo) | 🟑 high | The industry's go-to reference microservice for hands-on training, showcasing cloud-native best practices in health checking, instrumentation, and GitOps. |
+    | 2026-06-01 | [edx.org](https://www.edx.org) | πŸ”΅ medium | Hosts the official introductory and intermediate cloud-native curricula developed by the Linux Foundation for global technical upskilling. |
+    | 2025-04-27 | [AdminTurnedDevOps/DevOps-The-Hard-Way-AWS](https://github.com/AdminTurnedDevOps/DevOps-The-Hard-Way-AWS) | πŸ”΅ medium | An excellent hands-on curriculum that teaches real-world DevOps practices by building complete Terraform, CI/CD, and Kubernetes environments. |
+    | 2026-01-15 | [knative-tutorial](https://github.com/redhat-developer-demos/knative-tutorial) | πŸ”΅ medium | Provides a structured, highly practical learning tutorial for mastering serverless scaling, eventing, and traffic routing on Kubernetes. |
+    | 2026-06-01 | [techstudyslack.com](https://techstudyslack.com) | πŸ”΅ medium | A highly active chat-driven community dedicated to peer-to-peer debugging and collective preparation for Kubernetes certifications. |
+    | 2026-06-18 | [techiescamp/devops-projects:Real-World DevOps Projects For Learning](https://github.com/techiescamp/devops-projects) | πŸ”΅ medium | Offers structured real-world deployment templates and pipelines that bridge the gap between theoretical training and production operations. |
 
     **AWS**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-18 | [aidansteele/secretsctx](https://github.com/aidansteele/secretsctx) | 🟑 high | A Go-based runtime library designed to inject dynamic secrets from external storage layers directly into context-aware serverless pipelines. By managing runtime secret validation outside main configur |
-    | 2026-06-18 | [github: Steps I used to install Nagios in the cloud](https://github.com/andrewpuch/nagios_setup) | 🟑 high | A historical walkthrough illustrating legacy installations of the Nagios monitoring framework inside static virtual instances. Outlines core process definitions, alerting rules, and manual configurati |
-    | 2026-06-13 | [github.com/awslabs/assisted-log-enabler-for-aws: Assisted Log Enabler -' Find resources that are not logging, and turn them on](https://github.com/awslabs/assisted-log-enabler-for-aws) | 🟑 high | An AWS Labs community-focused repository offering automation scripts to identify resource endpoints that lack active logging and programmatically enable auditing (e.g., S3 server access logging, VPC F |
-    | 2026-06-13 | [awslabs/aws-cloudsaga: AWS CloudSaga - Simulate security events in AWS](https://github.com/awslabs/aws-cloudsaga) | 🟑 high | AWS CloudSaga is an open-source tool developed by AWS to simulate security events and malicious activity directly inside your AWS environment. It enables security operations teams to validate detectio |
-    | 2026-06-13 | [Ceph: A Distributed Object, Block, and File Storage Platform](https://github.com/ceph/ceph) | 🟑 high | An enterprise-grade, highly scalable distributed storage ecosystem providing object, block, and file system storage on a single unified cluster. Widely adopted as the primary storage layer backing clo |
-    | 2026-06-12 | [github.com/ministryofjustice: Modernisation Platform - Architecture Decisions](https://github.com/ministryofjustice/modernisation-platform/tree/main/architecture-decision-record) | 🟑 high | The public collection of Architecture Decision Records (ADRs) from the UK Ministry of Justice Modernisation Platform. This serves as a key reference for cloud governance, public sector IT standards, a |
-    | 2026-06-12 | [github.com/infrahouse/infrahouse-toolkit](https://github.com/infrahouse/infrahouse-toolkit) | 🟑 high | The Infrahouse Toolkit provides operational automation helpers specifically engineered to simplify AWS infrastructure deployment pipelines. It streamlines actions such as dynamic DNS configurations, i |
-    | 2026-06-01 | [AWS Backup Service](https://aws.amazon.com/backup) | 🟑 high | The main technical portal for AWS Backup, a fully managed backup hub that centralizes and automates data protection across various AWS services. Live Grounding affirms AWS Backup as the primary enterp |
-    | 2026-05-17 | [Working with PostgreSQL, MySQL, and MariaDB Read Replicas - Amazon](https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_ReadRepl.html) | 🟑 high | Exhaustive official guide detailing the design, limits, and monitoring of read-replicas for open-source engines in AWS RDS. Covers cross-region replication strategies and promoting a replica to master |
-    | 2026-05-17 | [Working with an Amazon RDS DB Instance in a VPC](https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_VPC.WorkingWithRDSInstanceinaVPC.html) | 🟑 high | The foundational AWS RDS VPC networking architecture reference. Analyzes subnet group designations, public versus private access configurations, and network isolation topologies for secure DB hosting. |
-    | 2026-04-13 | [ermetic/access-undenied-aws 🌟](https://github.com/tenable/access-undenied-aws) | 🟑 high | Access Undenied on AWS is a highly sophisticated CLI tool that parses AWS 'Access Denied' errors and CloudTrail events, pointing specifically to the policy boundary or SCP causing the block. Live Grou |
-    | 2026-04-08 | [github.com/awslabs/amazon-s3-tar-tool: Amazon S3 Tar Tool](https://github.com/awslabs/amazon-s3-tar-tool) | 🟑 high | An AWS Labs utility designed to parallelize the creation of TAR archives directly from S3 bucket structures. It prevents the network egress bottle-necks associated with downloading S3 objects locally  |
-    | 2026-03-23 | [github.com/localstack/localstack](https://github.com/localstack/localstack) | 🟑 high | Curator Insight identifies the open-source repository for LocalStack, the premier AWS cloud emulator. Live Grounding underscores its unparalleled adoption (>65k stars), showing it as a foundational de |
-    | 2026-02-09 | [github: ElectricEye](https://github.com/jonrau1/ElectricEye/blob/master/README.md) | 🟑 high | An automated cloud security assessment framework designed to continually monitor AWS environments for configuration drift, vulnerabilities, and deviations from industry standards. Outputs findings dir |
-    | 2025-12-30 | [AWS Vault](https://github.com/99designs/aws-vault) | 🟑 high | The industry-standard CLI utility for securely storing and accessing AWS credentials in local development workflows. It encrypts keys in OS keystores (like macOS Keychain or KWallet) and exposes tempo |
-    | 2025-12-21 | [github.com/welldone-cloud/aws-list-resources](https://github.com/welldone-cloud/aws-list-resources) | 🟑 high | A targeted utility designed to list all active resources inside an AWS account, bypassing the visibility gaps of typical inventory tools. It scans all supported services and regions, returning clean,  |
-    | 2025-06-01 | [AWS Data Pipeline](https://aws.amazon.com/glue) | 🟑 high | Official page of AWS Glue, a fully managed serverless data integration service. Identifies structural discovery using AWS Glue Data Catalog, PySpark ETL execution, and schema registry controls. |
-    | 2025-05-01 | [Metabadger](https://github.com/salesforce/metabadger) | 🟑 high | Metabadger is an open-source CLI tool built by Salesforce to automate the hardening of EC2 Instance Metadata Service (IMDS) endpoints by enforcing IMDSv2. It reduces the risk of SSRF (Server-Side Requ |
-    | 2025-03-25 | [aws/containers-roadmap: AWS Containers Roadmap](https://github.com/aws/containers-roadmap) | 🟑 high | The open-source public roadmap for AWS container services (ECS, EKS, ECR). It bridges developer requirements with core AWS engineering teams, offering a transparent ledger of feature designs, active d |
-    | 2024-08-16 | [The Open Guide to Amazon Web Services](https://github.com/open-guides/og-aws) | 🟑 high | A massive, crowd-sourced encyclopedia offering highly critical, unvarnished technical reference material for AWS services. Distinct from official docs, it focuses on real-world engineering constraints |
+    | 2026-06-02 | [Get started with OpenAI GPT-5.5, GPT-5.4 models, and Codex on Amazon Bedrock](https://aws.amazon.com/blogs/aws/get-started-with-openai-gpt-5-5-gpt-5-4-models-and-codex-on-amazon-bedrock) | πŸ”΄ critical | The general availability of OpenAI frontier models on Amazon Bedrock fundamentally reshapes enterprise generative AI options by breaking Microsoft's cloud hosting exclusivity. |
+    | 2026-03-23 | [github.com/localstack/localstack](https://github.com/localstack/localstack) | πŸ”΄ critical | As the premier AWS cloud emulator, LocalStack's continued evolution remains foundational for offline cloud-native development and testing pipelines. |
+    | 2025-03-25 | [aws/containers-roadmap: AWS Containers Roadmap](https://github.com/aws/containers-roadmap) | 🟑 high | The public AWS containers roadmap bridges the gap between community feature requests and the engineering direction of core container services like EKS and ECS. |
+    | 2026-06-02 | [Introducing the next generation of Amazon OpenSearch Serverless for building your agentic AI applications](https://aws.amazon.com/blogs/aws/introducing-the-next-generation-of-amazon-opensearch-serverless-for-building-your-agentic-ai-applications) | 🟑 high | The next-generation OpenSearch Serverless architecture decouples compute and storage to seamlessly handle highly dynamic, real-time agentic AI search workloads. |
+    | 2024-04-20 | [github.com/one2nc/cloudlens 🌟](https://github.com/one2nc/cloudlens) | 🟑 high | Cloudlens provides a much-needed 'k9s' equivalent for AWS, dramatically improving terminal-based infrastructure monitoring and navigation for developers. |
+    | 2026-04-13 | [ermetic/access-undenied-aws 🌟](https://github.com/tenable/access-undenied-aws) | 🟑 high | This sophisticated security tool automates CloudTrail and IAM analysis to immediately locate the exact policy or SCP blocking resource access. |
+    | 2024-01-09 | [saml-to/assume-aws-role-action](https://github.com/saml-to/assume-aws-role-action) | 🟑 high | This GitHub Action eliminates the security risk of long-lived static keys by natively employing OpenID Connect to securely assume AWS IAM roles. |
+    | 2026-06-09 | [awslabs/amazon-ecr-credential-helper: Amazon ECR Docker Credential Helper](https://github.com/awslabs/amazon-ecr-credential-helper) | 🟑 high | The ECR credential helper streamlines container pipelines by automating transparent, IAM-based registry authentication for local and production runtimes. |
+    | 2026-06-13 | [awslabs/aws-cloudsaga: AWS CloudSaga - Simulate security events in AWS](https://github.com/awslabs/aws-cloudsaga) | 🟑 high | Developed by AWS, CloudSaga allows security teams to validate their monitoring and alerting pipelines by safely simulating malicious activities directly inside their AWS environments. |
+    | 2025-05-01 | [Metabadger](https://github.com/salesforce/metabadger) | πŸ”΅ medium | This tool simplifies enterprise cloud hardening by automating the transition of EC2 instances to secure IMDSv2 metadata endpoints, mitigating SSRF risks. |
 
     **Azure**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-14 | [github.com/microsoft/CBL-Mariner](https://github.com/microsoft/azurelinux) | 🟑 high | Official repository for Azure Linux (formerly CBL-Mariner), a lightweight, container-optimized OS designed for minimal footprint and maximum security inside AKS. Strips away non-essential packages to  |
-    | 2026-06-14 | [Bicep](https://github.com/Azure/bicep) | 🟑 high | The premier declarative DSL for provisioning Azure resources. Bicep simplifies the authoring experience over raw JSON ARM templates, featuring modular design structures and native validation checks. |
-    | 2026-06-12 | [Microsoft/azure-pipelines-tasks](https://github.com/Microsoft/azure-pipelines-tasks) | 🟑 high | The official open-source repository containing the task libraries that run on Azure Pipelines. Monitoring this codebase is essential in 2026 for platform engineers who need to debug execution behavior |
-    | 2026-06-12 | [microsoft/azure-pipelines-tasks](https://github.com/microsoft/azure-pipelines-tasks) | 🟑 high | The main open-source codebase behind Azure Pipelines tasks. Critical reference for developers needing to extend build steps or troubleshoot performance bottlenecks. |
-    | 2026-06-10 | [github.com/microsoft/finops-toolkit](https://github.com/microsoft/finops-toolkit) | 🟑 high | The official Microsoft FinOps toolkit. Orchestrates Azure cost management reports, optimizes compute reservations models, standardizes amortization datasets, and formats Power BI pricing governance me |
-    | 2026-06-05 | [github.com/Azure/apiops 🌟](https://github.com/Azure/apiops) | 🟑 high | The official Azure APIOps repository implementing GitOps principles for Azure API Management (APIM). Enables organizations to automate the extraction, publishing, configuration control, and deployment |
-    | 2026-06-05 | [github.com/Azure/Enterprise-Scale: ALZ AMA Update](https://github.com/Azure/Enterprise-Scale/wiki/ALZ-AMA-Update) | 🟑 high | Crucial update tracker for the Azure Landing Zones (ALZ) Enterprise-Scale repository. Outlines migration frameworks and monitoring recommendations as the platform deprecates legacy Log Analytics agent |
-    | 2026-06-02 | [github.com/microsoft/ARI: Azure Resource Inventory 🌟🌟🌟](https://github.com/microsoft/ARI) | 🟑 high | An open-source analysis engine from Microsoft that sweeps target cloud subscriptions to render Excel inventories of deployed cloud components. |
-    | 2026-06-01 | [dbatools.io](https://dbatools.io) | 🟑 high | An open-source, community-driven PowerShell module consisting of hundreds of command abstractions for automated SQL Server administration and migration. It allows administrators to securely perform co |
-    | 2026-06-01 | [azurearcjumpstart.io](https://jumpstart.azure.com) | 🟑 high | The comprehensive Azure Arc Jumpstart portal, providing automated, hands-on sandbox scenarios for Arc-enabled infrastructure. It facilitates instant provisioning of hybrid Kubernetes, servers, and dat |
-    | 2026-06-01 | [learn.microsoft.com: Configure a custom container for Azure App Service](https://learn.microsoft.com/en-us/azure/app-service/configure-custom-container) | 🟑 high | Technical reference for deploying custom Docker and OCI-compliant containers to Azure App Service (Web App for Containers). It covers crucial configurations, such as persistent storage mounts, multi-c |
-    | 2026-06-01 | [learn.microsoft.com: Environment variables and app settings in Azure App Service](https://learn.microsoft.com/en-us/azure/app-service/reference-app-settings) | 🟑 high | Official reference detailing how App Settings and Connection Strings map directly to environment variables at container execution time. It covers critical security aspects, including referencing Key V |
-    | 2026-06-01 | [PowerShell](https://learn.microsoft.com/en-us/powershell) | 🟑 high | The official entry portal for PowerShell, Microsoft's cross-platform object-oriented shell and scripting language. Built on .NET Core, modern PowerShell (v7+) functions as a highly scalable system adm |
-    | 2026-06-01 | [learn.microsoft.com: AZ-204: Implement Azure Functions 🌟](https://learn.microsoft.com/en-us/training/paths/implement-azure-functions) | 🟑 high | The official Microsoft training curriculum for implementing serverless workflows and event-driven computing via Azure Functions. It covers bindings and triggers, Durable Functions for stateful executi |
-    | 2026-06-01 | [PowerShell Gallery 🌟](https://www.powershellgallery.com) | 🟑 high | The central repository for discovering, sharing, and downloading PowerShell modules, scripts, and DSC resources. Supported directly by Microsoft, it hosts crucial operational toolkits like Az, Microso |
-    | 2026-05-21 | [Microsoft REST API Guidelines 🌟🌟🌟](https://github.com/microsoft/api-guidelines/blob/vNext/Guidelines.md) | 🟑 high | The comprehensive standards document establishing design specifications for REST APIs across Microsoft platforms. It defines explicit protocols for HTTP methods, error handling, versioning, pagination |
-    | 2026-04-22 | [github.com/JPCERTCC/LogonTracer](https://github.com/JPCERTCC/LogonTracer) | 🟑 high | Incident response tool mapping Active Directory authentication logs onto Neo4j graph databases. Visually identifies anomalous domain login correlations, pass-the-hash movements, and identity exploitat |
-    | 2026-04-22 | [github.com/PacktPublishing/The-Azure-Cloud-Native-Architecture-Mapbook](https://github.com/PacktPublishing/The-Azure-Cloud-Native-Architecture-Mapbook) | 🟑 high | Architectural repository covering modern cloud design topologies, zero-trust cloud network security, infrastructure redundancy, microservice distribution, and cost models mapping. |
-    | 2026-04-17 | [github.com/nicolgit/azure-firewall-mon: az-firewall-mon](https://github.com/nicolgit/azure-firewall-mon) | 🟑 high | Real-time log viewer utility for Azure Firewall. Parses JSON diagnostic streams directly from Log Analytics, providing colorized output detailing connection actions (allow/deny) on live terminals. |
-    | 2026-04-16 | [thomast1906/DevOps-The-Hard-Way-Azure 🌟](https://github.com/thomast1906/DevOps-The-Hard-Way-Azure) | 🟑 high | A hands-on, end-to-end sandbox guide mapping out 'The Hard Way' of deploying infrastructure and applications on Azure. This project details virtual network design, VM provisioning, AKS deployments, an |
+    | 2026-06-14 | [github.com/microsoft/CBL-Mariner](https://github.com/microsoft/azurelinux) | πŸ”΄ critical | Azure Linux provides a highly secure, lightweight, and container-optimized host operating system specifically designed to run AKS workloads with minimal footprint. |
+    | 2025-01-14 | [github.com/azure/mission-critical-online: Welcome to Azure Mission-Critical' Online Reference Implementation](https://github.com/azure/mission-critical-online) | πŸ”΄ critical | This production-ready blueprint defines the modern architectural standard for active-active, zero-downtime, and mission-critical cloud-native systems on Azure. |
+    | 2026-06-14 | [Bicep](https://github.com/Azure/bicep) | 🟑 high | As the primary declarative DSL for Azure, Bicep streamlines Infrastructure-as-Code authoring and native validation over complex ARM templates. |
+    | 2026-06-10 | [github.com/microsoft/finops-toolkit](https://github.com/microsoft/finops-toolkit) | 🟑 high | The official FinOps toolkit standardizes cost governance and container billing metrics for enterprises operating at cloud-native scale. |
+    | 2026-06-05 | [github.com/Azure/apiops 🌟](https://github.com/Azure/apiops) | 🟑 high | This project implements GitOps and automation workflows for Azure API Management, establishing a cloud-native standard for API lifecycle deployment. |
+    | 2026-06-05 | [github.com/Azure/Enterprise-Scale: ALZ AMA Update](https://github.com/Azure/Enterprise-Scale/wiki/ALZ-AMA-Update) | 🟑 high | This update outlines the critical enterprise migration path from legacy Log Analytics agents to the Azure Monitor Agent within Azure Landing Zones. |
+    | 2026-06-01 | [azurearcjumpstart.io](https://jumpstart.azure.com) | 🟑 high | Azure Arc Jumpstart provides the premier training and sandbox framework for engineering hybrid Kubernetes and multi-cloud infrastructure. |
+    | 2026-06-02 | [Azure Update 22nd May 2026](https://www.youtube.com/watch?v=pMfG-vYvnv8&feature=youtu.be) | 🟑 high | This major update highlights critical cloud-native advancements, including zero-code automatic telemetry instrumentation for AKS workloads. |
+    | 2026-06-02 | [From Prompt to Production: Open in VS Code for Terraform in Azure Copilot](https://techcommunity.microsoft.com/blog/azuretoolsblog/from-prompt-to-production-open-in-vs-code-for-terraform-in-azure-copilot/4494931) | 🟑 high | Integrating Azure Copilot with VS Code to automatically generate and export Terraform code shifts the paradigm of rapid cloud-native prototyping. |
+    | 2026-06-02 | [Azure Hub-and-Spoke Generally Available for HCP Vault Dedicated](https://www.hashicorp.com/blog/azure-hub-and-spoke-generally-available-for-hcp-vault-dedicated) | 🟑 high | The GA of Hub-and-Spoke networking for HCP Vault Dedicated allows enterprises to securely centralize cloud-native secrets management on Azure. |
 
     **GCP, OCI & Others**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-14 | [github.com/GoogleCloudPlatform/k8s-config-connector: GCP Config Connector](https://github.com/GoogleCloudPlatform/k8s-config-connector) | 🟑 high | Config Connector is a Kubernetes Custom Resource Definition (CRD) controller that allows operators to manage Google Cloud resources natively as if they were standard Kubernetes objects. It bridges Git |
-    | 2026-06-13 | [Google Cloud Buildpacks](https://github.com/GoogleCloudPlatform/buildpacks) | 🟑 high | An open-source implementation of Cloud Native Buildpacks optimized for GCP runtimes. It automatically transforms source code into production-ready, secured OCI container images without requiring custo |
-    | 2026-06-11 | [github.com/GoogleCloudPlatform/cloud-code-samples 🌟](https://github.com/GoogleCloudPlatform/cloud-code-samples) | 🟑 high | Curated templates and setup workflows targeting GCP's Cloud Code extension. Helps developers structure containerized services locally before auto-deploying to Google Kubernetes Engine (GKE). |
-    | 2026-05-17 | [github.com/oracle](https://github.com/oracle) | 🟑 high | The main open-source hub hosting Oracle's cloud-native integrations, including the OCI Cloud Controller Manager (CCM) and CSI storage plugins. These modules enable standard cloud interactions and dyna |
-    | 2026-06-02 | [Android XR Developer Catalyst Program](https://developer.android.com/develop/xr/catalyst) | 🟑 high | The landing page for Google's Android XR Developer Catalyst Program, which empowers developers to build spatial computing and immersive experiences for wired XR glasses (such as XREAL's Project Aura)  |
-    | 2026-06-01 | [googlecloudcheatsheet.withgoogle.com: Google Cloud Developer cheat sheet](https://cloud.google.com/products) | 🟑 high | Google's official product portal mapping its enterprise suite of cloud computing, data analytics, and machine learning services. Serves as a primary reference for system architects evaluating Google's |
-    | 2026-06-01 | [DockerHub: websphere-liberty](https://hub.docker.com/_/websphere-liberty) | 🟑 high | The official WebSphere Liberty image on Docker Hub, providing a highly optimized cloud-native runtime designed for Java EE and MicroProfile. Live Grounding emphasizes its value for enterprise applicat |
-    | 2026-06-01 | [openliberty.io](https://openliberty.io) | 🟑 high | The project portal for Open Liberty, IBM's open-source, highly modular Java runtime designed for microservices and cloud-native applications. Live Grounding highlights its performance, dynamic reloadi |
-    | 2026-06-01 | [IBM Cloud](https://www.ibm.com/solutions/cloud) | 🟑 high | The business and technical portal for IBM Cloud. Live Grounding highlights its specialization in enterprise hybrid-cloud, secure financial cloud environments, and deep integration with Red Hat OpenShi |
-    | 2026-05-17 | [github.com/openliberty](https://github.com/openliberty) | 🟑 high | The primary GitHub hub containing repositories for Open Liberty, hosting its core runtime, tooling, and integrations. Live Grounding shows a highly collaborative community pushing frequent optimizatio |
-    | 2026-06-18 | [](https://www.scaleway.com/en/en) | πŸ”΅ medium | A curated technical resource and architectural guide covering www.scaleway.com in the Kubernetes Tools ecosystem. |
-    | 2026-06-18 | [Dzone: DevOps Services Pricing: AWS vs Azure vs Google Cloud 🌟🌟](https://dzone.com/articles/devops-services-pricing-aws-vs-azure-vs-google-clo) | πŸ”΅ medium | A curated technical resource and architectural guide covering ==Dzone: DevOps Services Pricing: AWS vs Azure vs Google Cloud== 🌟🌟 in the Kubernetes Tools ecosystem. |
-    | 2026-06-18 | [Dzone: 5 Hosted Kubernetes Platforms](https://dzone.com/articles/5-hosted-kubernetes-platforms) | πŸ”΅ medium | A curated technical resource and architectural guide covering Dzone: 5 Hosted Kubernetes Platforms in the Kubernetes Tools ecosystem. |
-    | 2026-06-18 | [](https://docs.redhat.com/en/documentation/openshift_container_platform/4.2/pdf/installing_on_ibm_z/index) | πŸ”΅ medium | A curated technical resource and architectural guide covering docs.redhat.com in the Kubernetes Tools ecosystem. |
-    | 2026-06-18 | [](https://docs.redhat.com/en/documentation/openshift_container_platform/4.2/html/installing_on_ibm_z/index) | πŸ”΅ medium | A curated technical resource and architectural guide covering docs.redhat.com in the Kubernetes Tools ecosystem. |
-    | 2026-06-18 | [cncf.io: Hosted Edge vs Cloud: the battle for latency and security 🌟](https://www.cncf.io/blog/2021/12/08/hosted-edge-vs-cloud-the-battle-for-latency-and-security) | πŸ”΅ medium | A curated technical resource and architectural guide covering cncf.io: Hosted Edge vs Cloud: the battle for latency and security 🌟 in the Kubernetes Tools ecosystem. |
-    | 2026-06-18 | [engineering.mercari.com: Kubernetes based autoscaler for Cloud Spanner](https://engineering.mercari.com/en/blog/entry/20211222-kubernetes-based-spanner-autoscaler) | πŸ”΅ medium | A curated technical resource and architectural guide covering engineering.mercari.com: Kubernetes based autoscaler for Cloud Spanner in the Kubernetes Tools ecosystem. |
-    | 2026-06-18 | [kelseyhightower/cmd-tutorial](https://github.com/kelseyhightower/cmd-tutorial) | πŸ”΅ medium | An educational reference by Kelsey Hightower showcasing CLI orchestration, process controls, and shell command integration. Provides idiomatic patterns for system administrators and automation enginee |
-    | 2026-06-14 | [scaleway.com: Kubernetes Kapsule](https://www.scaleway.com/en/en/kubernetes-kapsule) | πŸ”΅ medium | Official technical guide for Scaleway's managed Kubernetes implementation (Kapsule). Describes control-plane operations, auto-scaling configuration, and provisioning persistent storage volumes across  |
-    | 2026-06-14 | [Red Hat's approach to Edge Computing 🌟](https://www.redhat.com/en/solutions/edge-computing-approach) | πŸ”΅ medium | Analyzes Red Hat's edge computing framework using lightweight OpenShift single-node configurations and MicroShift. It details how the architecture addresses low-latency processing, disconnected operat |
+    | 2026-06-14 | [github.com/GoogleCloudPlatform/k8s-config-connector: GCP Config Connector](https://github.com/GoogleCloudPlatform/k8s-config-connector) | πŸ”΄ critical | Bridges Google Cloud and Kubernetes natively by enabling teams to manage GCP infrastructure through GitOps and standard Kubernetes CRDs. |
+    | 2026-06-01 | [cloud.google.com: Consume services faster, privately and securely - Private Service Connect now in GA](https://cloud.google.com/blog/products/networking/private-service-connect-is-now-generally-available) | πŸ”΄ critical | Establishes a secure, private networking paradigm on GCP that enables seamless cross-project and SaaS connectivity without public internet routing. |
+    | 2026-06-13 | [Google Cloud Buildpacks](https://github.com/GoogleCloudPlatform/buildpacks) | 🟑 high | Implements CNCF Cloud Native Buildpacks on GCP, allowing developers to generate secured OCI-compliant container images without managing Dockerfiles. |
+    | 2026-05-17 | [github.com/oracle](https://github.com/oracle) | 🟑 high | Acts as the foundational open-source bridge for running enterprise Kubernetes workloads on Oracle Cloud Infrastructure via native CCM and CSI drivers. |
+    | 2026-06-18 | [engineering.mercari.com: Kubernetes based autoscaler for Cloud Spanner](https://engineering.mercari.com/en/blog/entry/20211222-kubernetes-based-spanner-autoscaler) | 🟑 high | Showcases an advanced cloud-native paradigm of scaling complex managed databases like Cloud Spanner dynamically using Kubernetes autoscalers. |
+    | 2026-06-14 | [Red Hat's approach to Edge Computing 🌟](https://www.redhat.com/en/solutions/edge-computing-approach) | 🟑 high | Accelerates edge computing adoption by packaging enterprise OpenShift capabilities into resource-constrained, lightweight MicroShift configurations. |
+    | 2026-06-14 | [A hybrid cloud-native DevSecOps pipeline with JFrog Artifactory and GKE on-prem 🌟](https://docs.cloud.google.com/architecture) | 🟑 high | Delivers an essential architectural blueprint for running secure, hybrid DevSecOps pipelines on GKE On-Premises (Google Distributed Cloud). |
+    | 2026-06-01 | [New Cloud Shell Editor: Get your first cloud-native app running in minutes](https://cloud.google.com/blog/products/application-development/introducing-cloud-shell-editor) | 🟑 high | Lowers the barrier to entry for cloud-native development by embedding a container-optimized IDE with GKE and Cloud Code integrations directly in the browser. |
+    | 2026-06-01 | [cloud.google.com: Choose the best way to use and authenticate service accounts on Google Cloud](https://cloud.google.com/blog/products/identity-security/how-to-authenticate-service-accounts-to-help-keep-applications-secure) | 🟑 high | Defines the industry benchmark for GKE security by championing keyless Workload Identity federation over high-risk, static service account keys. |
+    | 2026-06-01 | [OpenShift in Azure](https://learn.microsoft.com/en-us/azure/virtual-machines/linux/openshift-container-platform-4x) | 🟑 high | Strengthens multi-cloud enterprise strategies by providing a jointly-engineered, fully managed Red Hat OpenShift experience natively inside Azure. |
 
     **OpenShift / Red Hat**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-18 | [Developer Sandbox](https://developers.redhat.com/developer-sandbox) | 🟑 high | Provides immediate, zero-cost developer access to an active, shared OpenShift cluster environment pre-populated with cloud-native tooling. Eliminates complex infrastructure bootstrapping for developer |
-    | 2026-06-18 | [Rancher Academy 🌟](https://www.rancher.academy) | 🟑 high | Official educational platform providing comprehensive training, labs, and certification programs for SUSE Rancher, K3s, and global multi-cluster enterprise deployments. Guides practitioners through st |
-    | 2026-06-18 | [OpenShift 4 documentation 🌟](https://docs.redhat.com/en/documentation/openshift_container_platform/4.22) | 🟑 high | Official enterprise-grade documentation for Red Hat OpenShift Container Platform. Provides comprehensive architectural guidelines, deployment patterns, security policies, and cluster lifecycle managem |
-    | 2026-06-18 | [developers.redhat.com 🌟](https://developers.redhat.com) | 🟑 high | Red Hat's dedicated developer portal providing comprehensive access to tools, sandboxes, and cloud-native frameworks like Quarkus and Spring on Kubernetes. It bridges the gap between raw cluster endpo |
-    | 2026-06-14 | [github.com/openshift/installer openshift installer 🌟](https://github.com/openshift/installer) | 🟑 high | The official repository hosting the OpenShift Installer engine (IPI/UPI), which handles automated platform provisioning on major hypervisors and public clouds. Generates ignition files, configures boo |
-    | 2026-06-14 | [AWS Account Set Up 🌟](https://github.com/openshift/installer/blob/main/docs/user/aws/README.md) | 🟑 high | This repository guide outlines the specific IAM policies, resource quotas, Route53 configurations, and networking permissions required to install OpenShift on AWS using the native installer-provisione |
-    | 2026-06-12 | [github.com/openshift/hypershift: HyperShift](https://github.com/openshift/hypershift) | 🟑 high | HyperShift decouples the OpenShift control plane from the infrastructure, hosting it as standard containerized workloads within a central management cluster. This architecture enables lightning-fast p |
-    | 2026-06-12 | [github.com/openshift/origin 🌟](https://github.com/openshift/origin) | 🟑 high | Core open-source repository for OKD (formerly OpenShift Origin), representing the upstream Kubernetes community distribution of OpenShift. Consists of cluster installation systems, APIs, and operators |
-    | 2026-06-12 | [github - using jenkins pipelines with OKD](https://github.com/openshift/origin/tree/main/examples/jenkins/pipeline) | 🟑 high | Repository detailing baseline code configurations, sample pipelines, and deployment manifests engineered to execute scripted Jenkins procedures inside early versions of the OKD community container pla |
-    | 2026-06-12 | [GitHub Quay (OSS)](https://github.com/quay/quay) | 🟑 high | Project Quay is the open-source upstream version of Red Hat Quay, providing a highly scalable container registry designed for cloud-native infrastructure. It features multi-tenancy, geo-replication, a |
-    | 2026-06-12 | [Jenkins Docker Image for Openshift v3](https://github.com/openshift/jenkins) | 🟑 high | Red Hat maintained OpenShift integration image for running Jenkins natively within OpenShift clusters. Includes pre-configured plugins, service-account integration, and S2I build configurations custom |
-    | 2026-06-12 | [**k3d**](https://github.com/k3d-io/k3d) | 🟑 high | Curator Insight features k3d as an indispensable utility for launching multi-node K3s clusters inside Docker containers. Live grounding in 2026 affirms k3d remains the leading choice for local multi-n |
-    | 2026-06-12 | [Harvester](https://github.com/harvester/harvester) | 🟑 high | Curator Insight showcases Harvester as a modern open-source HCI built on KubeVirt and Longhorn. Live grounding in 2026 confirms Harvester has fully matured into an enterprise-stable alternative to VMw |
-    | 2026-06-11 | [Red Hat OLM](https://github.com/operator-framework/operator-lifecycle-manager) | 🟑 high | Part of the Operator Framework, OLM manages the installation, updates, and role-based access control of Operators running inside a cluster. It acts as an orchestrator for custom resource definitions ( |
-    | 2026-06-11 | [OLM Arquitecture](https://github.com/operator-framework/operator-lifecycle-manager/blob/master/doc/design/architecture.md) | 🟑 high | This repository provides deep technical designs for Operator Lifecycle Manager (OLM). It handles updates, dependency validation, and multi-tenant installations of Kubernetes Operators. |
-    | 2026-06-11 | [GitHub: OKD4](https://github.com/okd-project/okd/blob/master/README.md) | 🟑 high | The core GitHub repository containing build configurations, release pipelines, and architectural trackers for OKD4. Integrating Fedora CoreOS, this platform bridges the gap between raw Kubernetes and  |
-    | 2026-06-09 | [Machine API](https://github.com/openshift/machine-api-operator/tree/main) | 🟑 high | The Machine API Operator is a foundational component of OpenShift 4's declarative node lifecycle. Based on upstream Cluster API, it manages clusters of Machine objects as standard Kubernetes resources |
-    | 2026-06-08 | [github.com/redhat-cop/gitops-catalog](https://github.com/redhat-cop/gitops-catalog) | 🟑 high | An indispensable, community-curated collection of production-ready GitOps blueprints, Argo CD definitions, and cluster config charts maintained by Red Hat CoP. |
-    | 2026-06-01 | [**k3s**](https://k3s.io) | 🟑 high | A highly popular, fully compliant, lightweight Kubernetes distribution designed specifically for Edge, IoT, and DevSecOps CI pipelines. Packaged as a single binary, it replaces heavy etcd processes wi |
-    | 2026-06-01 | [Rook](https://rook.io) | 🟑 high | Rook acts as a production-hardened CNCF graduated storage orchestrator that natively embeds Ceph within Kubernetes. By managing disks, pools, and filesystems as declarative resources, Rook eliminates  |
+    | 2026-06-12 | [github.com/openshift/hypershift: HyperShift](https://github.com/openshift/hypershift) | πŸ”΄ critical | HyperShift fundamentally changes OpenShift architecture by decoupling and hosting control planes as lightweight workloads, drastically reducing cluster startup times and operational overhead. |
+    | 2026-06-11 | [Red Hat OLM](https://github.com/operator-framework/operator-lifecycle-manager) | πŸ”΄ critical | Operator Lifecycle Manager (OLM) is the foundational orchestrator for deploying, updating, and managing the security of custom operators that power OpenShift's automated operations. |
+    | 2026-06-01 | [Amazon Red Hat OpenShift](https://www.redhat.com/en/technologies/cloud-computing/openshift/aws) | πŸ”΄ critical | As a jointly-managed native AWS service, ROSA represents a major enterprise cloud-native deployment pattern that eliminates platform installation and operational management overhead for teams. |
+    | 2026-06-14 | [github.com/openshift/installer openshift installer 🌟](https://github.com/openshift/installer) | 🟑 high | The OpenShift Installer is the vital engine that automates infrastructure provisioning, configuration generation, and cluster bootstrapping across diverse hybrid cloud topologies. |
+    | 2026-06-01 | [ARO](https://www.redhat.com/en/technologies/cloud-computing/openshift/azure) | 🟑 high | Azure Red Hat OpenShift (ARO) provides a co-engineered, fully-managed service that accelerates enterprise cloud migrations by integrating deeply with native Azure networking and billing. |
+    | 2026-06-09 | [Machine API](https://github.com/openshift/machine-api-operator/tree/main) | 🟑 high | The Machine API Operator bridges the gap between cluster state and underlying cloud infrastructure by treating physical nodes as declarative, self-healing Kubernetes objects. |
+    | 2026-06-08 | [github.com/redhat-cop/gitops-catalog](https://github.com/redhat-cop/gitops-catalog) | 🟑 high | The Red Hat Community of Practice GitOps Catalog provides the industry with vetted, production-ready Argo CD blueprints to standardize multi-cluster configurations. |
+    | 2026-03-30 | [ODO: OpenShift Command line for Developers 🌟](https://github.com/redhat-developer/odo) | 🟑 high | Odo drastically simplifies the cloud-native developer experience by abstracting complex Kubernetes YAML files and allowing developers to push code directly to OpenShift from their IDEs. |
+    | 2026-06-12 | [github.com/openshift/origin 🌟](https://github.com/openshift/origin) | πŸ”΅ medium | As the upstream open-source engine for OKD, this repository serves as the primary community sandbox where next-generation OpenShift features are developed and tested. |
+    | 2026-06-01 | [OpenShift Serverless](https://www.redhat.com/en/technologies/cloud-computing/openshift/serverless) | πŸ”΅ medium | OpenShift Serverless integrates Knative into the enterprise platform to offer out-of-the-box scale-to-zero capabilities and unified event-driven application architectures. |
 
     **Virtualization & Private Cloud**
 
     | Date | Resource | Impact | Why It Matters |
     | :--- | :--- | :---: | :--- |
-    | 2026-06-14 | [**Kubespray**](https://github.com/kubernetes-sigs/kubespray) | 🟑 high | The industry standard Ansible automation framework for deploying enterprise-ready, production-grade clusters. Combining Kubeadm with highly flexible, battle-tested playbooks, it handles network policy |
-    | 2026-06-14 | [GitHub: Kubernetes Cluster with Kops](https://github.com/kubernetes/kops) | 🟑 high | Kubernetes Operations (kops) is a production-grade orchestration tool designed to configure, scale, and manage highly available clusters on public cloud environments. Its declarative structure manages |
-    | 2026-06-13 | [K0s - Zero Friction Kubernetes](https://github.com/k0sproject/k0s) | 🟑 high | The official open-source repository for the k0s Kubernetes distribution. Features active enterprise-grade developer tracks, offering built-in advanced networking plugins (Calico CNI, Kube-router), sup |
-    | 2026-06-12 | [defenseunicorns/zarf](https://github.com/zarf-dev/zarf) | 🟑 high | A highly resilient developer tool designed by Defense Unicorns to package, deploy, and manage Kubernetes clusters and cloud-native applications in strictly air-gapped, offline, or secure zero-trust en |
-    | 2026-06-12 | [krd](https://github.com/electrocucaracha/krd) | 🟑 high | The Kubernetes Reference Deployment (KRD) leverages Ansible playbooks and shell scripts to automate multi-node cluster provisioning with advanced network architectures, hardware acceleration (SR-IOV), |
-    | 2026-06-08 | [poseidon/typhoon](https://github.com/poseidon/typhoon) | 🟑 high | Typhoon is a minimalist, secure, and performant bare-metal and multi-cloud Kubernetes distribution built entirely with Terraform. It bootstraps standard, upstream CNCF-compliant Kubernetes onto Flatca |
-    | 2026-06-06 | [xiaods/k8e](https://github.com/xiaods/k8e) | 🟑 high | A lightweight Kubernetes distribution (k8e, standing for "k8s easy") modeled after K3s but strictly adhering to standard upstream components. It is tailored for low-resource edge architectures, CI env |
-    | 2026-06-01 | [Kubernetes Cluster with **Kubeadm**](https://github.com/kubernetes/kubeadm) | 🟑 high | The standard bootstrapping engine for establishing conformant clusters, maintained by Kubernetes SIG-Cluster-Lifecycle. It abstracts certificate generation, etcd cluster building, and node onboarding  |
-    | 2026-06-01 | [github.com/kubernetes/kubeadm: High Availability Considerations](https://github.com/kubernetes/kubeadm/blob/main/docs/ha-considerations.md) | 🟑 high | Official design documentation specifying the HA mechanics of Kubeadm clusters. Examines stacked etcd setups versus external etcd clusters, detailing load balancing requirements and node join procedure |
-    | 2026-05-08 | [**k8s-tew**](https://github.com/darxkies/k8s-tew) | 🟑 high | "Kubernetes The Easy Way" (k8s-tew) was a shell wrapper and declarative configuration tool designed to bypass the complex manual configuration steps associated with bootstrapping clusters via kubeadm. |
-    | 2026-05-07 | [github.com/taubyte/tau: Tau](https://github.com/taubyte/tau) | 🟑 high | Tau is an innovative, high-performance decentralized computing platform running WebAssembly (Wasm) workloads on the edge. It integrates autonomous routing, multi-tenant serverless orchestration, and d |
-    | 2026-04-07 | [dreamland](https://github.com/taubyte/dream) | 🟑 high | A developer tool designed to spin up localized Taubyte nodes on a single laptop. Allows rapid offline testing of serverless WASM routines, networking layers, and decentralized databases. |
-    | 2025-12-05 | [Kubeinit 🌟](https://github.com/kubeinit/kubeinit) | 🟑 high | Curator Insight vs Live Grounding: Kubeinit was designed as an Ansible automation tool to deploy Kubernetes, OKD, or OpenShift on VMs using libvirt/KVM. Live telemetry shows this repository has moved  |
-    | 2025-11-28 | [Ansible Role - Kubernetes (Jeff Geerling)](https://github.com/geerlingguy/ansible-role-kubernetes) | 🟑 high | Jeff Geerling's highly popular, community-standard Ansible role designed to automate core system dependencies, swap disabling, package installations, and initial Kubeadm commands on Debian and RedHat  |
-    | 2025-04-10 | [**Kelsey Hightower: kubernetes the hard way**](https://github.com/kelseyhightower/kubernetes-the-hard-way) | 🟑 high | Kelsey Hightower's legendary guide for bootstrapping highly available clusters manually without automated installers. It details SSL/TLS certificate generation, etcd cluster builds, and control plane  |
-    | 2024-02-02 | [llama.cpp plugin](https://github.com/samyfodil/taubyte-llama-satellite) | 🟑 high | An experimental bridge connecting llama.cpp with Taubyte WASM modules. Facilitates low-latency, localized LLM inference tasks across decentralized edge node topologies. |
-    | 2023-03-31 | [Weave Kubernetes System Control - wksctl](https://github.com/weaveworks/wksctl) | 🟑 high | Weaveworks' Weave Kubernetes System Control (wksctl) was a GitOps-based tool for cluster creation, configuring infrastructure directly from a declared state stored in git. Curator Insight vs Live Grou |
-    | 2026-06-18 | [itwonderlab.com: Kubernetes Cluster using Vagrant and Ansible with Containerd (in 3 minutes) 🌟](https://www.itwonderlab.com/ansible-kubernetes-vagrant-tutorial) | 🟑 high | Curator Insight presents an automated multi-node testing setup. Live Grounding provides high-grade Ansible playbooks coupled with Vagrant VMs running containerd. Highly useful for local multi-node clu |
-    | 2026-06-18 | [cncf.io webinar: Deploying Kubernetes to bare metal using cluster API](https://www.cncf.io/online-programs/deploying-kubernetes-to-bare-metal-using-cluster-api) | 🟑 high | Curator Insight details cluster bootstrapping mechanics. Live Grounding analyzes the utilization of the Cluster API (CAPI) declarative model to manage bare-metal infrastructure. Highly strategic for o |
-    | 2026-06-18 | [blog.kubecost.com: Kubernetes kOps: Step-By-Step Example & Alternatives](https://www.apptio.com/blog/kubernetes-kops/?src=kc-blog) | πŸ”΅ medium | Curator Insight introduces programmatic cluster deployment. Live Grounding illustrates kOps-driven state configurations and asset automation on cloud providers. Useful for architects demanding self-ma |
+    | 2026-06-01 | [ClusterAPI](https://cluster-api.sigs.k8s.io) | πŸ”΄ critical | Establishes the industry-standard declarative API model for orchestrating cluster lifecycle management across private and hybrid cloud topologies. |
+    | 2026-06-14 | [Openshift Container Platform](https://nubenetes.com/openshift) | πŸ”΄ critical | Acts as the leading enterprise-grade hybrid cloud platform, merging cloud-native orchestration with legacy VM virtualization capabilities. |
+    | 2026-06-14 | [Rancher: Enterprise management for Kubernetes](https://nubenetes.com/rancher) | πŸ”΄ critical | Provides a dominant centralized management console for operating heterogeneous, multi-tenant Kubernetes clusters across bare metal and private clouds. |
+    | 2026-06-14 | [**Kubespray**](https://github.com/kubernetes-sigs/kubespray) | 🟑 high | Remains the most battle-tested Ansible-based automation framework for bootstrapping enterprise-grade clusters in on-premises environments. |
+    | 2026-06-18 | [cncf.io: Kubernetes Cluster API reaches production readiness with version' 1.0](https://www.cncf.io/blog/2021/10/06/kubernetes-cluster-api-reaches-production-readiness-with-version-1-0) | 🟑 high | Signals a major industry milestone validating that declarative, API-driven cluster management is mature enough for mission-critical enterprise workloads. |
+    | 2026-05-17 | [**VMware Kubernetes Tanzu**](https://cloud.vmware.com/tanzu) | 🟑 high | Directly bridges traditional VMware vSphere virtualization layers with modern, cloud-native container orchestration architectures. |
+    | 2026-06-01 | [Kubernetes Cluster with **Kubeadm**](https://github.com/kubernetes/kubeadm) | 🟑 high | Serves as the foundational, conformant bootstrapping engine powering almost all private cloud cluster provisioning tools. |
+    | 2026-06-12 | [defenseunicorns/zarf](https://github.com/zarf-dev/zarf) | 🟑 high | Solves a critical deployment pain point by packaging and managing cloud-native stacks in highly secure, air-gapped private cloud environments. |
+    | 2025-12-05 | [Kubeinit 🌟](https://github.com/kubeinit/kubeinit) | πŸ”΅ medium | Streamlines local virtualization testing by automating Kubernetes and OpenShift deployments directly on libvirt/KVM hypervisors. |
+    | 2026-06-18 | [cncf.io webinar: Deploying Kubernetes to bare metal using cluster API](https://www.cncf.io/online-programs/deploying-kubernetes-to-bare-metal-using-cluster-api) | πŸ”΅ medium | Provides crucial guidance on translating cloud-native declarative infrastructure concepts directly onto bare-metal hardware. |
 
 
diff --git a/v2-docs/tekton.md b/v2-docs/tekton.md
index dd6a1701..16475405 100644
--- a/v2-docs/tekton.md
+++ b/v2-docs/tekton.md
@@ -8,14 +8,7 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Cloud Native Delivery](#cloud-native-delivery)
-  - [CICD and GitOps](#cicd-and-gitops)
-    - [Policy and Enforcement](#policy-and-enforcement)
-    - [Tekton Pipelines](#tekton-pipelines)
-    - [Tekton Triggers](#tekton-triggers)
   - [Progressive Delivery](#progressive-delivery)
     - [Serverless Canary](#serverless-canary)
 1. [Continuous Integration and Delivery](#continuous-integration-and-delivery)
@@ -26,39 +19,12 @@
     - [Hybrid Integration](#hybrid-integration)
     - [OpenShift Pipelines](#openshift-pipelines)
     - [Release Analysis](#release-analysis)
-    - [Tekton Pipelines](#tekton-pipelines-1)
+    - [Tekton Pipelines](#tekton-pipelines)
     - [Tekton Platform](#tekton-platform)
     - [Tekton UI Extensions](#tekton-ui-extensions)
-1. [Platform Architecture](#platform-architecture)
-  - [CICD](#cicd)
-    - [Tekton Pipelines](#tekton-pipelines-2)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [learn.openshift.com/middleware/pipelines](https://learn.openshift.com/middleware/pipelines)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering learn.openshift.com/middleware/pipelines in the Kubernetes Tools ecosystem.
-  - [lambda.grofers.com: Evolving Continuous Delivery in a Cloud-Native Environment' 🌟](https://lambda.grofers.com/evolving-cd-in-a-cloud-native-environment-bb64a38145ae)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering lambda.grofers.com: Evolving Continuous Delivery in a Cloud-Native Environment' 🌟 in the Kubernetes Tools ecosystem.
-  - [itnext.io: Tekton Pipelines Kickstarter. Cloud Native CI/CD with Tekton' β€” Laying The Foundation](https://itnext.iocloud-native-ci-cd-with-tekton-laying-the-foundation-a377a1b59ac0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering itnext.io: Tekton Pipelines Kickstarter. Cloud Native CI/CD with Tekton' β€” Laying The Foundation in the Kubernetes Tools ecosystem.
-  - [blog.harbur.io: The Seven Steps to build a Cloud Native CI/CD for GitHub' repos using Tekton](https://blog.harbur.iothe-seven-steps-to-build-a-cloud-native-ci-cd-for-github-repos-using-tekton-31a445a3bde)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.harbur.io: The Seven Steps to build a Cloud Native CI/CD for GitHub' repos using Tekton in the Kubernetes Tools ecosystem.
-  - [sm43.medium.com: World of Tekton 😺 (Part 1)](https://sm43.medium.com/world-of-tekton-part-1-999738d63e25)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering sm43.medium.com: World of Tekton 😺 (Part 1) in the Kubernetes Tools ecosystem.
-  - [Tekton: Concepts of Pipelines (Part 2)](https://sm43.medium.com/tekton-concepts-of-pipelines-part-2-cd86ad40bd34)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Tekton: Concepts of Pipelines (Part 2) in the Kubernetes Tools ecosystem.
-  - [devops.com: Using LLMs to Automate Pipeline Conversions From Legacy to' Tekton](https://devops.com/using-llms-to-automate-pipeline-conversions-from-legacy-to-tekton)  [COMMUNITY-TOOL] [LEGACY] β€” A curated technical resource and architectural guide covering ==devops.com: Using LLMs to Automate Pipeline Conversions From Legacy to' Tekton== in the Kubernetes Tools ecosystem.
 ## Cloud Native Delivery
 
-### CICD and GitOps
-
-#### Policy and Enforcement
-
-  - **(2022)** [piotrminkowski.com: Validate Kubernetes Deployment in CI/CD with Tekton and Datree](https://piotrminkowski.com/2022/02/21/validate-kubernetes-deployment-in-ci-cd-with-tekton-and-datree) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An in-depth guide to securing and validating Kubernetes manifests prior to production deployment using Datree integrated into a Tekton pipeline. The workflow runs automated schema validation, security compliance checks, and configuration best practices directly against raw YAML assets. This represents a robust DevSecOps guardrail pattern for continuous integration pipelines.
-#### Tekton Pipelines
-
-  - **(2021)** [opensource.com: Write your first CI/CD pipeline in Kubernetes with Tekton 🌟](https://opensource.com/article/21/11/cicd-pipeline-kubernetes-tekton) [YAML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive tutorial on designing Kubernetes-native CI/CD pipelines with Tekton. The pipeline relies on Tekton’s custom resources (CRDs), like Tasks and Pipelines, to isolate build stages in discrete ephemeral pods. Live Grounding confirms this setup decouples execution configurations from Kubernetes control plane operations, enabling portable pipeline-as-code deployments.
-#### Tekton Triggers
-
-  - **(2021)** [opensource.com: Dynamic scheduling of Tekton workloads using Triggers](https://opensource.com/article/21/11/kubernetes-dynamic-scheduling-tekton) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” This guide details the automation of Tekton pipeline runs through Tekton Triggers. It highlights the use of EventListeners, TriggerBindings, and TriggerTemplates to capture external webhook payload events (e.g., from Git) and dynamically spawn TaskRuns and PipelineRuns. It is an essential pattern for building event-driven, reactive cloud native delivery workflows.
 ### Progressive Delivery
 
 #### Serverless Canary
@@ -86,7 +52,7 @@
 #### Release Analysis
 
   - **(2020)** [**opensource.googleblog.com: The Tekton Pipelines Beta release**](https://opensource.googleblog.com/2020/05/the-tekton-pipelines-beta-release.html) [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Details the milestones achieved in the Tekton Pipelines Beta release, focusing on API stabilization, backward compatibility guarantees, and resource maturity. Highlights the design security improvements and scalability enhancements that paved the way for widespread enterprise adoption of Tekton CI/CD.
-#### Tekton Pipelines (1)
+#### Tekton Pipelines
 
   - **(2024)** [==github: Tekton Pipelines==](https://github.com/tektoncd/pipeline) ⭐ 8985  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A secondary reference to Tekton's core Pipeline engine. Focuses on declarative resource management via Custom Resource Definitions, detailing how Tekton uses specialized Tasks and Steps to run multi-stage workflows natively inside Kubernetes nodes without relying on heavy external build servers.
   - **(2024)** [==Tekton Pipelines Docs==](https://tekton.dev/docs/pipelines/pipelines) [GO CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The authoritative reference documentation for configuring Tekton Pipelines. Covers the specification of custom Tasks, input/output workspaces, parameters, and step sequencing, providing developers with the complete syntax to construct highly complex, secure, and declarative cloud-native build workflows.
@@ -97,14 +63,9 @@
 #### Tekton UI Extensions
 
   - **(2021)** [tekline 🌟](https://github.com/joyrex2001/tekline) ⭐ 11  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Explores Tekline, a lightweight community-driven visualization and command-line helper tool for viewing the status of Tekton Pipeline runs. Bypasses the complex dashboard setups, providing developers with instant, readable feedback on pipeline step executions and container build logs directly in terminal dashboards.
-## Platform Architecture
-
-### CICD
-
-#### Tekton Pipelines (2)
-
-  - **(2020)** [openshift.com: Cloud-Native CI/CD with OpenShift Pipelines based on Tekton](https://www.redhat.com/en/blog/cloud-native-ci-cd-with-openshift-pipelines) [YAML CONTENT]  [DE FACTO STANDARD] [ENTERPRISE-STABLE] β€” Introduces OpenShift Pipelines as the modern serverless, cloud-native standard built on the Tekton project. Explains how Tekton's CRD-first strategy delivers secure, isolated build containers without a centralized daemon or controller bottlenecks.
 
 ---
-πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Sonarqube](./sonarqube.md) | [Stackstorm](./stackstorm.md)
+πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Argo](./argo.md) | [Jenkins Alternatives](./jenkins-alternatives.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/terraform.md b/v2-docs/terraform.md
index 651ca4b7..da263736 100644
--- a/v2-docs/terraform.md
+++ b/v2-docs/terraform.md
@@ -14,112 +14,19 @@
   - [EKS](#eks)
     - [Networking](#networking)
     - [Security](#security)
-  - [Multi-Account Setup](#multi-account-setup)
-    - [Strategy](#strategy)
-  - [Terraform Providers](#terraform-providers)
-    - [IaC](#iac)
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Azure](#azure)
   - [AKS](#aks)
     - [Artificial Intelligence](#artificial-intelligence)
   - [App Service](#app-service)
     - [Security](#security-1)
-  - [CICD](#cicd)
-    - [DevOps](#devops)
-  - [IaC](#iac-1)
-    - [AVM](#avm)
-    - [Comparison](#comparison)
-    - [Examples](#examples)
-    - [Migration](#migration)
-    - [Onboarding](#onboarding)
-    - [Providers](#providers)
-    - [State Management](#state-management)
-    - [Updates](#updates)
-  - [Landing Zone](#landing-zone)
-    - [AVM](#avm-1)
-    - [Architecture](#architecture)
-    - [Enterprise Design](#enterprise-design)
-    - [Governance](#governance)
-  - [Monitoring](#monitoring-1)
-    - [Observability](#observability)
-  - [Networking](#networking-1)
-    - [DNS Resolver](#dns-resolver)
-    - [Examples](#examples-1)
-    - [IaC](#iac-2)
-    - [Landing Zone](#landing-zone-1)
-    - [Private Link](#private-link)
-    - [Subnets](#subnets)
-    - [Topologies](#topologies)
-  - [Security](#security-2)
-    - [Compliance](#compliance)
-    - [SIEM](#siem)
   - [Serverless](#serverless)
     - [Function App](#function-app)
-  - [Terraform Providers](#terraform-providers-1)
-    - [IaC](#iac-3)
 1. [Cloud Infrastructure](#cloud-infrastructure)
   - [AWS](#aws-1)
     - [Compute and Serverless](#compute-and-serverless)
     - [EKS and Container Orchestration](#eks-and-container-orchestration)
-    - [Networking and Core](#networking-and-core)
-  - [Azure](#azure-1)
-    - [AKS and OpenShift Orchestration](#aks-and-openshift-orchestration)
-  - [Azure Landing Zones](#azure-landing-zones)
-    - [Enterprise Architectures](#enterprise-architectures)
-    - [Legacy Migrations](#legacy-migrations)
-  - [Bare Metal and Multi-Cloud](#bare-metal-and-multi-cloud)
-    - [Kubernetes Distributions](#kubernetes-distributions)
-  - [CDN and Edge Platforms](#cdn-and-edge-platforms)
-    - [Reverse Engineering](#reverse-engineering)
-  - [GCP](#gcp)
-    - [GKE Orchestration](#gke-orchestration)
-  - [IaC Comparison](#iac-comparison)
-    - [Architectural Decisions](#architectural-decisions)
-    - [Educational Resources](#educational-resources)
-    - [Platform Engineering](#platform-engineering)
-  - [Infrastructure as Code](#infrastructure-as-code)
-    - [AWS Integrations](#aws-integrations)
-    - [Best Practices](#best-practices)
-    - [CLI Utilities](#cli-utilities)
-    - [Design Patterns](#design-patterns)
-    - [Educational Resources](#educational-resources-1)
-    - [Enterprise Strategy](#enterprise-strategy)
-    - [Foundations](#foundations)
-    - [Immutable Infrastructure](#immutable-infrastructure)
-    - [Learning Paths](#learning-paths)
-    - [Legacy Releases](#legacy-releases)
-    - [Major Releases](#major-releases)
-    - [Module Development](#module-development)
-    - [Module Registry](#module-registry)
-    - [Official Platform](#official-platform)
-    - [Practical Architectures](#practical-architectures)
-    - [Provider Development](#provider-development)
-    - [Quickstart](#quickstart)
-    - [Schema Generation](#schema-generation)
-    - [Spanish Documentation](#spanish-documentation)
-    - [Tagging and Governance](#tagging-and-governance)
-    - [Terraform Practices](#terraform-practices)
-    - [Testing and CICD](#testing-and-cicd)
-  - [Linode](#linode)
-    - [Kubernetes Provisioning](#kubernetes-provisioning)
-  - [Networking](#networking-2)
-    - [Database Security](#database-security)
-  - [Platform Engineering](#platform-engineering-1)
+  - [Platform Engineering](#platform-engineering)
     - [Application Operations](#application-operations)
-  - [Red Hat OpenShift](#red-hat-openshift)
-    - [Platform as Code](#platform-as-code)
-  - [Security and Identity](#security-and-identity)
-    - [Compliance Auditing](#compliance-auditing)
-    - [Policy as Code](#policy-as-code)
-    - [Secret Management](#secret-management)
-    - [Static Analysis](#static-analysis)
-  - [Terraform](#terraform)
-    - [CICD Integration](#cicd-integration)
-    - [Kubernetes Operators](#kubernetes-operators)
-  - [Virtualization and Compute](#virtualization-and-compute)
-    - [Cloud-Init](#cloud-init)
 1. [Cloud Native](#cloud-native)
   - [Kubernetes](#kubernetes)
     - [AWS EKS](#aws-eks)
@@ -128,225 +35,53 @@
     - [Cluster Provisioning](#cluster-provisioning)
     - [Cost Management](#cost-management)
     - [Federated Architectures](#federated-architectures)
-    - [Kubernetes Operators](#kubernetes-operators-1)
+    - [Kubernetes Operators](#kubernetes-operators)
     - [Official Integration](#official-integration)
 1. [Container Orchestration](#container-orchestration)
   - [Kubernetes](#kubernetes-1)
     - [Bare Metal and Cloud Hosting](#bare-metal-and-cloud-hosting)
     - [Edge Computing](#edge-computing)
-1. [Data Engineering](#data-engineering)
-  - [Databricks](#databricks)
-    - [Infrastructure Provisioning](#infrastructure-provisioning)
-1. [DevOps](#devops-1)
-  - [Infrastructure as Code](#infrastructure-as-code-1)
-    - [AI Integration](#ai-integration)
-    - [Pulumi](#pulumi)
-1. [Infrastructure](#infrastructure)
-  - [Cloud Computing](#cloud-computing)
-    - [Architectural Knowledge Base](#architectural-knowledge-base)
-  - [Cluster Provisioning](#cluster-provisioning-1)
-    - [Bare Metal](#bare-metal)
-  - [Infrastructure as Code](#infrastructure-as-code-2)
-    - [Newsletters](#newsletters)
-    - [Terraform Basics](#terraform-basics)
-    - [Terraform Learning](#terraform-learning)
-  - [Machine Images](#machine-images)
-    - [AWS Packer Tutorial](#aws-packer-tutorial)
-    - [Packer](#packer)
-    - [Packer and Ansible Guide](#packer-and-ansible-guide)
-    - [Packer Documentation](#packer-documentation)
-1. [Infrastructure as Code](#infrastructure-as-code-3)
+1. [Infrastructure as Code](#infrastructure-as-code)
   - [AWS](#aws-2)
     - [Arch Study](#arch-study)
-    - [CI-CD Pipelines](#ci-cd-pipelines)
     - [Legacy Tooling](#legacy-tooling)
-    - [Networking](#networking-3)
-    - [Terraform Modules](#terraform-modules)
-  - [Abstractions](#abstractions)
-    - [Legacy Platforms](#legacy-platforms)
-  - [Azure](#azure-2)
-    - [Identity](#identity)
-    - [Networking](#networking-4)
-    - [Templates](#templates)
-  - [Azure DevOps](#azure-devops)
-    - [Modules](#modules)
-    - [Providers](#providers-1)
-    - [Troubleshooting](#troubleshooting)
-  - [Azure Landing Zones](#azure-landing-zones-1)
-    - [Modules](#modules-1)
-  - [Best Practices](#best-practices-1)
-    - [Anti-Patterns](#anti-patterns-1)
+  - [Ansible](#ansible)
+    - [Image Provisioning](#image-provisioning)
+  - [Best Practices](#best-practices)
     - [Case Studies](#case-studies)
-    - [Code Quality](#code-quality)
-    - [Design Patterns](#design-patterns-1)
-    - [Enterprise Scaling](#enterprise-scaling)
-    - [Environment Promotion](#environment-promotion)
-    - [Environment Variable Management](#environment-variable-management)
-    - [Workflow Optimization](#workflow-optimization)
-  - [CDK](#cdk)
-    - [Best Practices](#best-practices-2)
-    - [Frameworks](#frameworks)
-  - [CICD](#cicd-1)
-    - [Automation Patterns](#automation-patterns)
-  - [CICD and Automation](#cicd-and-automation)
-    - [GitHub Actions](#github-actions)
-    - [Jenkins](#jenkins)
-    - [Terraform Cloud](#terraform-cloud)
-    - [Validation and Testing](#validation-and-testing)
-  - [CICD and Linting](#cicd-and-linting)
-    - [Build Automation](#build-automation)
-    - [Observability and Security](#observability-and-security)
-    - [Workflow Automation](#workflow-automation)
-  - [Cloud Security](#cloud-security)
-    - [IAM Translation](#iam-translation)
-  - [Code Quality](#code-quality-1)
-    - [Linter](#linter)
-  - [Configuration Management](#configuration-management)
-    - [Ansible Integration](#ansible-integration)
-    - [Hybrid Automation](#hybrid-automation)
-  - [Core Concepts](#core-concepts)
-    - [Tutorials](#tutorials)
   - [Curation](#curation)
-    - [Azure Ecosystem](#azure-ecosystem)
     - [Cloud Posse Modules](#cloud-posse-modules)
-    - [Community Directories](#community-directories)
-  - [Data Validation](#data-validation)
-    - [Providers](#providers-2)
-  - [Database Automation](#database-automation)
-    - [Terraform and Azure](#terraform-and-azure)
-  - [Dependency Management](#dependency-management)
-    - [Upgrade Automation](#upgrade-automation)
-  - [Design Patterns](#design-patterns-2)
-    - [Multi-Environment](#multi-environment)
-  - [Discussions and Critiques](#discussions-and-critiques)
-    - [Evolution of IaC](#evolution-of-iac)
   - [Enterprise Platforms](#enterprise-platforms)
     - [Catalogs and Blueprints](#catalogs-and-blueprints)
-    - [Managed IaC Library](#managed-iac-library)
-  - [FinOps](#finops)
-    - [Cost Estimation](#cost-estimation)
   - [GitOps](#gitops)
-    - [Alternative Orchestrators](#alternative-orchestrators)
     - [Push-Based Workflows](#push-based-workflows)
-    - [Terraform Cloud](#terraform-cloud-1)
-  - [Guides and Reviews](#guides-and-reviews)
-    - [Automated Generation](#automated-generation)
-    - [Ecosystem Tools](#ecosystem-tools)
-    - [Framework Comparisons](#framework-comparisons)
-  - [Industry Landscape](#industry-landscape)
-    - [Acquisitions](#acquisitions)
-  - [Kubernetes](#kubernetes-2)
-    - [Local Development](#local-development)
   - [Kubernetes Integration](#kubernetes-integration)
     - [GitOps and Provisioning](#gitops-and-provisioning)
-    - [Hyper-Converged Infrastructure](#hyper-converged-infrastructure)
-  - [Languages](#languages)
-    - [Syntax Engines](#syntax-engines)
+  - [Kubernetes Provisioning](#kubernetes-provisioning)
+    - [GitOps Frameworks](#gitops-frameworks)
   - [Multi-Tooling](#multi-tooling)
     - [Azure Integration](#azure-integration)
-  - [Networking](#networking-5)
-    - [Juniper Junos](#juniper-junos)
-  - [Observability](#observability-1)
-    - [Elasticsearch](#elasticsearch)
-  - [Orchestration](#orchestration)
-    - [Enterprise Architectures](#enterprise-architectures-1)
-    - [Frameworks](#frameworks-1)
-    - [Reference Implementations](#reference-implementations)
-    - [Wrappers](#wrappers)
-  - [Orchestration Platforms](#orchestration-platforms)
-    - [Alternative TACOs](#alternative-tacos)
-    - [HashiCorp Cloud](#hashicorp-cloud)
-    - [Terraform Cloud](#terraform-cloud-2)
-  - [Reverse Engineering](#reverse-engineering-1)
-    - [Tooling](#tooling)
-  - [SaaS Integration](#saas-integration)
-    - [Providers](#providers-3)
-  - [Security](#security-3)
-    - [CI-CD Pipelines](#ci-cd-pipelines-1)
-    - [Penetration Testing](#penetration-testing)
-    - [Policy as Code](#policy-as-code-1)
-    - [Secrets Management](#secrets-management)
-    - [Static Analysis](#static-analysis-1)
-    - [Workload Identity](#workload-identity)
-  - [Software Development Kits](#software-development-kits)
-    - [CDKTF](#cdktf)
-  - [State Management](#state-management-1)
-    - [Providers](#providers-4)
-  - [Terraform](#terraform-1)
+  - [Serverless Integration](#serverless-integration)
+    - [Hybrid Automation](#hybrid-automation)
+  - [Terraform](#terraform)
     - [AWS Integration](#aws-integration)
-    - [Adoption Principles](#adoption-principles)
-    - [Advanced Orchestration](#advanced-orchestration)
-    - [Azure Integration](#azure-integration-1)
-    - [Azure Modules](#azure-modules)
-    - [Best Practices](#best-practices-3)
-    - [CDK and Alternative Languages](#cdk-and-alternative-languages)
-    - [CICD and Linting](#cicd-and-linting-1)
-    - [Code Modifiers](#code-modifiers)
-    - [Deep Dive Tutorials](#deep-dive-tutorials)
-    - [Developer Productivity](#developer-productivity)
-    - [Drift Detection](#drift-detection)
-    - [Dynamic Configuration](#dynamic-configuration)
-    - [EKS Deployment](#eks-deployment)
-    - [Ecosystem Evolution](#ecosystem-evolution)
-    - [Integrations](#integrations)
-    - [Lifecycle Hooks](#lifecycle-hooks)
-    - [Migration and Import](#migration-and-import)
-    - [Modules](#modules-2)
-    - [Observability and Security](#observability-and-security-1)
-    - [Pre-flight Verification](#pre-flight-verification)
-    - [Project Structure](#project-structure)
-    - [Refactoring and State Manipulation](#refactoring-and-state-manipulation)
-    - [Scaffolding Utilities](#scaffolding-utilities)
-    - [State and Variables](#state-and-variables)
-    - [State Management](#state-management-2)
-    - [Syntax and Expressions](#syntax-and-expressions)
-    - [Tooling](#tooling-1)
-    - [Validation and Testing](#validation-and-testing-1)
-    - [Workflow Automation](#workflow-automation-1)
-  - [Terraform Engine](#terraform-engine)
-    - [Provider Architecture](#provider-architecture)
-    - [State Management](#state-management-3)
-  - [Terraform Modules](#terraform-modules-1)
-    - [Advanced Best Practices](#advanced-best-practices)
-    - [Development](#development)
-  - [Terraform Orchestration](#terraform-orchestration)
-    - [Monorepo Management](#monorepo-management)
-  - [Terraform Providers](#terraform-providers-2)
-    - [Azure IPAM](#azure-ipam)
-  - [User Interfaces](#user-interfaces)
-    - [TUI Engines](#tui-engines)
-  - [Visualization](#visualization)
-    - [Documentation Generation](#documentation-generation)
-    - [Online Editors](#online-editors)
-    - [SaaS Tools](#saas-tools)
-    - [Tooling](#tooling-2)
-    - [Topology Mapping](#topology-mapping)
-1. [Orchestration](#orchestration-1)
+1. [Orchestration](#orchestration)
   - [AKS](#aks-1)
-    - [Best Practices](#best-practices-4)
-    - [CI-CD Pipelines](#ci-cd-pipelines-2)
-    - [GitOps](#gitops-1)
+    - [CI-CD Pipelines](#ci-cd-pipelines)
     - [Masterclass](#masterclass)
-    - [Production Architecture](#production-architecture)
-    - [Terraform Modules](#terraform-modules-2)
-    - [Tutorials](#tutorials-1)
-1. [Platform Engineering](#platform-engineering-2)
+1. [Platform Engineering](#platform-engineering-1)
   - [AKS](#aks-2)
     - [Reference Architecture](#reference-architecture)
-1. [Professional Development](#professional-development)
-  - [Certifications](#certifications)
-    - [Terraform Associate](#terraform-associate)
-    - [Terraform Professional](#terraform-professional)
-1. [Security](#security-4)
-  - [Secrets Management](#secrets-management-1)
+1. [Security](#security-2)
+  - [Secrets Management](#secrets-management)
     - [GitOps Encrypted Secrets](#gitops-encrypted-secrets)
 1. [Serverless](#serverless-1)
   - [AWS](#aws-3)
-    - [IaC](#iac-4)
+    - [IaC](#iac)
 1. [Serverless Architecture](#serverless-architecture)
   - [AWS Lambda](#aws-lambda)
     - [API Gateway](#api-gateway)
-    - [Infrastructure as Code](#infrastructure-as-code-4)
+    - [Infrastructure as Code](#infrastructure-as-code-1)
 
 ## AWS
 
@@ -363,227 +98,6 @@
 #### Security
 
   - **(2023)** [dev.to/verifacrew: How to assume an AWS IAM role from a Service Account in EKS with Terraform](https://dev.to/verifacrew/how-to-assume-an-aws-iam-role-from-a-service-account-in-eks-with-terraform-28gd) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Walks through implementing AWS IAM Roles for Service Accounts (IRSA) inside EKS using Terraform configuration templates. Explains federated identity mapping via OpenID Connect (OIDC) to enable native Kubernetes service accounts to assume precise IAM roles. This guide enforces the Principle of Least Privilege for pod execution environments.
-### Multi-Account Setup
-
-#### Strategy
-
-  - **(2023)** [trek10.com: Control Tower: Then vs Now](https://caylent.com/insights) [NONE CONTENT]  [COMMUNITY-TOOL] β€” An evolutionary comparison of AWS landing zone patterns, comparing historic custom pipelines against modern managed AWS Control Tower architectures. It details best practices for organizational planning and highlights the shift toward managed control planes that simplify compliance overhead.
-### Terraform Providers
-
-#### IaC
-
-  - **(2024)** [awscc](https://registry.terraform.io/providers/hashicorp/awscc/latest) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [LEGACY] β€” The AWS Cloud Control (AWSCC) provider is co-engineered to interface directly with the AWS Cloud Control API, ensuring rapid updates for newly released services. By mapping directly to CloudFormation schemas, it eliminates typical developer waiting cycles associated with the standard legacy provider.
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [Terraform Provider for Google Cloud 7.0 is now GA](https://www.hashicorp.com/en/blog/terraform-provider-for-google-cloud-7-0-is-now-ga)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Terraform Provider for Google Cloud 7.0 is now GA in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: HashiCorp Teams with AWS on New Control Tower Account Factory' for Terraform](https://www.hashicorp.com/blog/hashicorp-teams-with-aws-on-new-control-tower-account-factory-for-terraform)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: HashiCorp Teams with AWS on New Control Tower Account Factory' for Terraform in the Kubernetes Tools ecosystem.
-  - [Terraform for Standardizing AWS Deployments](https://t.co/5E4FLUyh98)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Terraform for Standardizing AWS Deployments in the Kubernetes Tools ecosystem.
-  - [Application Network Security in Azure Subnets, Endpoints, DNS, NSGs with Terraform Code](https://medium.com/@codebob75/application-network-security-in-azure-subnets-endpoints-dns-nsgs-with-terraform-code-0bcabdb3a65b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Application Network Security in Azure Subnets, Endpoints, DNS, NSGs with Terraform Code in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Build secure AI applications on Azure with HashiCorp Terraform' and Vault](https://www.hashicorp.com/blog/build-secure-ai-applications-on-azure-with-hashicorp-terraform-and-vault)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==hashicorp.com: Build secure AI applications on Azure with HashiCorp Terraform' and Vault== in the Kubernetes Tools ecosystem.
-  - [fsgeorgee.medium.com: Growing out of Heroku to Terraform, Docker and AWS](https://fsgeorgee.medium.com/growing-out-of-heroku-to-terraform-docker-and-aws-69e66df4132d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering fsgeorgee.medium.com: Growing out of Heroku to Terraform, Docker and AWS in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: HashiCorp Learning Resources Reference Guide 🌟](https://www.hashicorp.com/blog/hashicorp-learning-resources-reference-guide)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: HashiCorp Learning Resources Reference Guide 🌟 in the Kubernetes Tools ecosystem.
-  - [Scale with Confidence Using Terraform: Better Cost Visibility, Stronger' Governance, and Less Operational Overhead](https://t.co/y414rbxM7l)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Scale with Confidence Using Terraform: Better Cost Visibility, Stronger' Governance, and Less Operational Overhead in the Kubernetes Tools ecosystem.
-  - [Terraform 1.15: Flexible Module Management, Deprecation Warnings, and Windows' ARM64 Support](https://t.co/C6uicr7ZPS)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Terraform 1.15: Flexible Module Management, Deprecation Warnings, and Windows' ARM64 Support in the Kubernetes Tools ecosystem.
-  - [The Maester - Terraform Module](https://cloudtips.nl/the-maester-terraform-module-8c68b2b68c51)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering The Maester - Terraform Module in the Kubernetes Tools ecosystem.
-  - [cloud.hashicorp.com: HashiCorp Cloud](https://cloud.hashicorp.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloud.hashicorp.com: HashiCorp Cloud in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Multi-Region Replication Now Available with HCP Vault](https://www.hashicorp.com/blog/multi-region-replication-now-available-with-hcp-vault)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Multi-Region Replication Now Available with HCP Vault in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: Continuous Integration and Continuous Deployment' with Terraform Cloud](https://levelup.gitconnected.com/continuous-integration-continuous-deployment-with-terraform-cloud-ad384f29d7a0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Continuous Integration and Continuous Deployment' with Terraform Cloud in the Kubernetes Tools ecosystem.
-  - [medium.com: Why should Terraform be one of your DevOps tools?](https://medium.com/devopslinks/why-should-terraform-be-one-of-your-devops-tools-29ae15861b1f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Why should Terraform be one of your DevOps tools? in the Kubernetes Tools ecosystem.
-  - [udemy.com: Learn DevOps: Infrastructure Automation With Terraform](https://www.udemy.com/learn-devops-infrastructure-automation-with-terraform)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering udemy.com: Learn DevOps: Infrastructure Automation With Terraform in the Kubernetes Tools ecosystem.
-  - [medium: AWS API Gateway](https://medium.com/@hashiroulap/terraform-aws-api-gateway-6d86a010f359)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: AWS API Gateway in the Kubernetes Tools ecosystem.
-  - [medium: Integration of AWS, Terraform, and GitHub for Automated Deployment' Infrastructure](https://medium.com/@akshayavb99/integration-of-aws-terraform-and-github-for-automated-deployment-infrastructure-da0a19ff4e86)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Integration of AWS, Terraform, and GitHub for Automated Deployment' Infrastructure in the Kubernetes Tools ecosystem.
-  - [medium: Automation of Cloud-Terraform](https://medium.com/@sandupatlaabhilash1747/automation-of-cloud-terraform-5a299fb785bb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Automation of Cloud-Terraform in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Custom Variable Validation in Terraform 0.13](https://www.hashicorp.com/blog/custom-variable-validation-in-terraform-0-13)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Custom Variable Validation in Terraform 0.13 in the Kubernetes Tools ecosystem.
-  - [medium: Terraform for Network Engineers: Should you be implementing Infrastructure' as Code?](https://medium.com/hashicorp-engineering/terraform-for-network-engineers-should-you-be-implementing-infrastructure-as-code-73667d27d3b8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Terraform for Network Engineers: Should you be implementing Infrastructure' as Code? in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Learn How to Import Infrastructure Into Terraform](https://www.hashicorp.com/blog/import-infrastructure-into-terraform)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Learn How to Import Infrastructure Into Terraform in the Kubernetes Tools ecosystem.
-  - [medium - Infrastructure-As-Code: But You Don’t Have to Write That Code](https://medium.com/@duplocloud/infrastructure-as-code-but-you-dont-have-to-write-that-code-87ec4fe94863)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium - Infrastructure-As-Code: But You Don’t Have to Write That Code in the Kubernetes Tools ecosystem.
-  - [Manage Active Directory Objects with the New Windows AD Provider for HashiCorp Terraform](https://www.hashicorp.com/blog/manage-active-directory-objects-new-windows-ad-provider-hashicorp-terraform)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Manage Active Directory Objects with the New Windows AD Provider for HashiCorp Terraform in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Announcing 11 Verified Providers for Terraform](https://www.hashicorp.com/blog/announcing-11-verified-providers-for-terraform)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Announcing 11 Verified Providers for Terraform in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: New Terraform Tutorial: Sensitive Input Variables 🌟](https://www.hashicorp.com/blog/terraform-sensitive-input-variables)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: New Terraform Tutorial: Sensitive Input Variables 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: Don’t Forget to Restrict Outbound Traffic with Terraform and Sentinel](https://medium.com/hashicorp-engineering/dont-forget-to-restrict-outbound-traffic-with-terraform-and-sentinel-c74a99129dae)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Don’t Forget to Restrict Outbound Traffic with Terraform and Sentinel in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: New Terraform Tutorial: Terraform Outputs 🌟](https://www.hashicorp.com/blog/tutorial-terraform-outputs)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: New Terraform Tutorial: Terraform Outputs 🌟 in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Terraform Mono Repo vs. Multi Repo: The Great Debate](https://www.hashicorp.com/blog/terraform-mono-repo-vs-multi-repo-the-great-debate)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Terraform Mono Repo vs. Multi Repo: The Great Debate in the Kubernetes Tools ecosystem.
-  - [medium: Terraform: How to Use Conditionals to Dynamically Create Resources](https://medium.com/swlh/terraform-how-to-use-conditionals-for-dynamic-resources-creation-6a191e041857)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Terraform: How to Use Conditionals to Dynamically Create Resources in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Modern Infrastructure Automation with Packer, Terraform,' and Consul (video)](https://www.hashicorp.com/resources/modern-infrastructure-automation-with-packer-terraform-and-consul)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Modern Infrastructure Automation with Packer, Terraform,' and Consul (video) in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: New Terraform Tutorials: Getting Started with the Helm and' Datadog Providers 🌟](https://www.hashicorp.com/blog/getting-started-with-the-helm-and-datadog-terraform-providers)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: New Terraform Tutorials: Getting Started with the Helm and' Datadog Providers 🌟 in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: How can I prevent configuration drift?](https://www.hashicorp.com/resources/how-can-i-prevent-configuration-drift)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: How can I prevent configuration drift? in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Share Modules Across Organizations with Terraform Enterprise](https://www.hashicorp.com/blog/share-modules-across-organizations-terraform-enterprise)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Share Modules Across Organizations with Terraform Enterprise in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Announcing HashiCorp Terraform 0.15 General Availability](https://www.hashicorp.com/blog/announcing-hashicorp-terraform-0-15-general-availability)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Announcing HashiCorp Terraform 0.15 General Availability in the Kubernetes Tools ecosystem.
-  - [medium: Terraform β€” Remote States Overview 🌟](https://medium.com/devops-mojo/terraform-remote-states-overview-what-is-terraform-remote-state-storage-introduction-936223a0e9d0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Terraform β€” Remote States Overview 🌟 in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Building Azure Resources with TypeScript Using the CDK for' Terraform](https://www.hashicorp.com/blog/building-azure-resources-with-typescript-using-the-cdk-for-terraform)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Building Azure Resources with TypeScript Using the CDK for' Terraform in the Kubernetes Tools ecosystem.
-  - [medium: Protect your Terraform State](https://medium.com/the-innovation/protect-your-terraform-state-a974027a4bb0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Protect your Terraform State in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Terraform AzureAD Provider Now Supports Microsoft Graph](https://www.hashicorp.com/blog/terraform-azuread-provider-now-supports-microsoft-graph)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Terraform AzureAD Provider Now Supports Microsoft Graph in the Kubernetes Tools ecosystem.
-  - [nitheeshp.dev: Practical CI/CD Guide to Deploying AWS Infrastructure 🌟](https://nitheeshp.dev/series/terraform)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering nitheeshp.dev: Practical CI/CD Guide to Deploying AWS Infrastructure 🌟 in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: New Terraform Tutorials on HashiCorp Learn](https://www.hashicorp.com/blog/new-terraform-tutorials-on-hashicorp-learn)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: New Terraform Tutorials on HashiCorp Learn in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Announcing Support for Amazon ECS Anywhere in the Terraform' AWS Provider](https://www.hashicorp.com/blog/announcing-launch-day-support-for-amazon-ecs-anywhere-terraform-aws-provider)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Announcing Support for Amazon ECS Anywhere in the Terraform' AWS Provider in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Announcing HashiCorp Terraform 1.0 General Availability 🌟](https://www.hashicorp.com/blog/announcing-hashicorp-terraform-1-0-general-availability)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Announcing HashiCorp Terraform 1.0 General Availability 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: terraform | git commit -m β€œall the secrets” | sops tool for managing' secrets 🌟](https://medium.com/cloudandthings/terraform-git-commit-m-all-the-secrets-5dfea9b111de)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: terraform | git commit -m β€œall the secrets” | sops tool for managing' secrets 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: Terraform Zero to Hero](https://medium.com/tech-guides/terraform-zero-to-hero-733f6860bb9a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Terraform Zero to Hero in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Beta Support for CRDs in the Terraform Provider for Kubernetes](https://www.hashicorp.com/blog/beta-support-for-crds-in-the-terraform-provider-for-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Beta Support for CRDs in the Terraform Provider for Kubernetes in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Cisco, Citrix, and Fortinet Among New Verified Terraform' Providers](https://www.hashicorp.com/blog/cisco-citrix-fortinet-among-new-verified-terraform-providers)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Cisco, Citrix, and Fortinet Among New Verified Terraform' Providers in the Kubernetes Tools ecosystem.
-  - [bridgecrew.io: Advanced Terraform security: Pro tips for secure infrastructure' as code](https://bridgecrew.io/blog/advanced-terraform-security-pro-tips-for-secure-infrastructure-as-code)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering bridgecrew.io: Advanced Terraform security: Pro tips for secure infrastructure' as code in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: AWS and HashiCorp Collaborate on New Terraform Modules](https://www.hashicorp.com/blog/aws-hashicorp-collaborate-new-terraform-modules)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: AWS and HashiCorp Collaborate on New Terraform Modules in the Kubernetes Tools ecosystem.
-  - [medium: 10 things I wish I knew before learning Terraform (Part 1) | Ian' Hancock](https://medium.com/contino-engineering/10-things-i-wish-i-knew-before-learning-terraform-f13637a01aa6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium: 10 things I wish I knew before learning Terraform (Part 1) | Ian' Hancock== in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Multi-Cloud DevOps at PETRONAS with Terraform](https://www.hashicorp.com/resources/multi-cloud-devops-at-petronas-with-terraform)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Multi-Cloud DevOps at PETRONAS with Terraform in the Kubernetes Tools ecosystem.
-  - [medium: Terraform in Real Life: Lessons Learned 🌟](https://medium.com/version-1/terraform-in-real-life-lessons-learned-2469e3fe74e6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Terraform in Real Life: Lessons Learned 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/nerd-for-tech: Terraforming the GitOps Way !!!](https://medium.com/nerd-for-tech/terraforming-the-gitops-way-9417cf4abf58)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/nerd-for-tech: Terraforming the GitOps Way !!!== in the Kubernetes Tools ecosystem.
-  - [faun.pub: Terraform-Prevent Conditionally Created Resources From Deletion' 🌟](https://faun.pub/terraform-prevent-conditionally-created-resources-from-deletion-dcec1b793565)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Terraform-Prevent Conditionally Created Resources From Deletion' 🌟 in the Kubernetes Tools ecosystem.
-  - [faun.pub: 5 Best Terraform Tools That You Need in 2022 🌟](https://faun.pub/5-best-terraform-tools-that-you-need-in-2022-a3db2334c524)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==faun.pub: 5 Best Terraform Tools That You Need in 2022== 🌟 in the Kubernetes Tools ecosystem.
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-  - [medium.com/@oamdev2020: Glue Terraform Ecosystem into Kubernetes World 🌟](https://medium.com/@oamdev2020/glue-terraform-ecosystem-into-kubernetes-world-3e5d6feb461e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@oamdev2020: Glue Terraform Ecosystem into Kubernetes World 🌟 in the Kubernetes Tools ecosystem.
-  - [faun.pub: The Lifecycle of a Terraform Resource β€” Lifecycle Meta-Argument](https://faun.pub/the-lifecycle-of-a-terraform-resource-lifecycle-meta-argument-3cc4555ec976)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: The Lifecycle of a Terraform Resource β€” Lifecycle Meta-Argument in the Kubernetes Tools ecosystem.
-  - [medium.com/@dugouchet.a: Manage your terraform like a container](https://medium.com/@dugouchet.a/manage-your-terraform-like-a-container-d2acbc46d7d4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@dugouchet.a: Manage your terraform like a container in the Kubernetes Tools ecosystem.
-  - [medium.com/spacelift: Terraform vs. Kubernetes: Key Differences and Comparison](https://medium.com/spacelift/terraform-vs-kubernetes-key-differences-and-comparison-a42847e8be1c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/spacelift: Terraform vs. Kubernetes: Key Differences and Comparison in the Kubernetes Tools ecosystem.
-  - [medium.com/nerd-for-tech: Building a Two-Tier Architecture for High Availability' using Terraform](https://medium.com/nerd-for-tech/building-a-two-tier-architecture-for-high-availability-using-terraform-ae6296fb2126)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/nerd-for-tech: Building a Two-Tier Architecture for High Availability' using Terraform in the Kubernetes Tools ecosystem.
-  - [towardsaws.com: Import Existing AWS Infrastructure to Terraform](https://towardsaws.com/import-existing-aws-architecture-to-terraform-368b66c48275)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==towardsaws.com: Import Existing AWS Infrastructure to Terraform== in the Kubernetes Tools ecosystem.
-  - [medium.com/google-cloud: Automate Terraform documentation like a pro!](https://medium.com/google-cloud/automate-terraform-documentation-like-a-pro-ed3e19998808)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/google-cloud: Automate Terraform documentation like a pro!== in the Kubernetes Tools ecosystem.
-  - [medium.com/@adolfo.diaz.zar: Secret Management with Terraform 🌟](https://medium.com/@adolfo.diaz.zar/secret-management-with-terraform-6b5e02f9437e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@adolfo.diaz.zar: Secret Management with Terraform 🌟 in the Kubernetes Tools ecosystem.
-  - [awstip.com: Refactor Terraform code with Moved Blocks β€” a new way without' manually modifying the state](https://awstip.com/refactor-terraform-code-with-moved-blocks-a-new-way-without-manually-modifying-the-state-5ed1d80ed53e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering awstip.com: Refactor Terraform code with Moved Blocks β€” a new way without' manually modifying the state in the Kubernetes Tools ecosystem.
-  - [faun.pub: Terraform null provider and null_resource explained 🌟](https://faun.pub/terraform-null-provider-and-null-resource-explained-6a8d674cad63)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Terraform null provider and null_resource explained 🌟 in the Kubernetes Tools ecosystem.
-  - [swwapnilp.medium.com: How Does Slack Use Terraform?](https://swwapnilp.medium.com/how-does-slack-use-terraform-104b1e96c97d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering swwapnilp.medium.com: How Does Slack Use Terraform? in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Terraform Abstraction Tips: Just Because You Can Doesn't' Mean You Should](https://www.hashicorp.com/resources/terraform-abstraction-tips-just-because-you-can-doesnt-mean-you-should)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Terraform Abstraction Tips: Just Because You Can Doesn't' Mean You Should in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Best Practices for Terraform AWS Tags](https://www.hashicorp.com/resources/best-practices-for-terraform-aws-tags)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Best Practices for Terraform AWS Tags in the Kubernetes Tools ecosystem.
-  - [medium.com/codex: How to Use the If / Else Statement in Terraform β€” Examples' 🌟](https://medium.com/codex/how-to-use-the-if-else-statement-in-terraform-examples-76283b593828)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/codex: How to Use the If / Else Statement in Terraform β€” Examples' 🌟 in the Kubernetes Tools ecosystem.
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-  - [medium.com/@dsdatsme: Terraform GitOps CI/CD with Approval & Notifications](https://medium.com/@dsdatsme/terraform-gitops-ci-cd-with-approval-notifications-6f0807299fc4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@dsdatsme: Terraform GitOps CI/CD with Approval & Notifications== in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Terraform Cloud no-code provisioning is now GA with new features](https://www.hashicorp.com/blog/terraform-cloud-no-code-provisioning-is-now-ga-with-new-features)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Terraform Cloud no-code provisioning is now GA with new features in the Kubernetes Tools ecosystem.
-  - [dzone: Terraform Explained in Five Minutes](https://dzone.com/articles/terraform-explained-in-5-minutes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Terraform Explained in Five Minutes in the Kubernetes Tools ecosystem.
-  - [medium.com/@willguibr: Terraform 1.5 β€” Import and Automatic Code Generation](https://medium.com/@willguibr/terraform-1-5-import-and-automatic-code-generation-caa4debfef28)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@willguibr: Terraform 1.5 β€” Import and Automatic Code Generation in the Kubernetes Tools ecosystem.
-  - [praveendandu24.medium.com: Mastering Terraform: From Essential Commands' to Effortless EC2 Instance Provisioning](https://praveendandu24.medium.com/mastering-terraform-from-essential-commands-to-effortless-ec2-instance-provisioning-d2d25659450c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering praveendandu24.medium.com: Mastering Terraform: From Essential Commands' to Effortless EC2 Instance Provisioning in the Kubernetes Tools ecosystem.
-  - [faun.pub: Import your existing cloud infra into Terraform](https://faun.pub/import-your-existing-cloud-infra-into-terraform-ca70da146152)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Import your existing cloud infra into Terraform in the Kubernetes Tools ecosystem.
-  - [ikunalsingh.hashnode.dev: Dynamic Operations in Terraform with Functions' - Use templatefile to dynamically generate a script](https://ikunalsingh.hashnode.dev/dynamic-operations-in-terraform-with-functions)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==ikunalsingh.hashnode.dev: Dynamic Operations in Terraform with Functions' - Use templatefile to dynamically generate a script== in the Kubernetes Tools ecosystem.
-  - [kkamalesh117.medium.com: Terraform Variables & Providers (Part-1)](https://kkamalesh117.medium.com/terraform-variables-providers-c66f68747050)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kkamalesh117.medium.com: Terraform Variables & Providers (Part-1) in the Kubernetes Tools ecosystem.
-  - [medium.com/platform-engineer: 26 Terraform Hacks for Effective Infrastructure' Automation (With Examples)](https://medium.com/platform-engineer/26-terraform-hacks-for-effective-infrastructure-automation-with-examples-d6d721c3d5e0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/platform-engineer: 26 Terraform Hacks for Effective Infrastructure' Automation (With Examples) in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Testing HashiCorp Terraform](https://www.hashicorp.com/blog/testing-hashicorp-terraform)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==hashicorp.com: Testing HashiCorp Terraform== in the Kubernetes Tools ecosystem.
-  - [blog.devgenius.io: Kubernetes on Proxmox with Terraform](https://blog.devgenius.io/kubernetes-on-proxmox-with-terraform-6880921af6e4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Kubernetes on Proxmox with Terraform in the Kubernetes Tools ecosystem.
-  - [medium.com/@orellanaluke: Terraform and the Art of Small: My Guide to Navigating' Smarter, Safer State Management](https://medium.com/@orellanaluke/terraform-and-the-art-of-small-my-guide-to-navigating-smarter-safer-state-management-cd156533ccf7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@orellanaluke: Terraform and the Art of Small: My Guide to Navigating' Smarter, Safer State Management in the Kubernetes Tools ecosystem.
-  - [sharmasmriti.hashnode.dev: Day 61 - Terraform Commands](https://sharmasmriti.hashnode.dev/day-61-terraform-commands)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering sharmasmriti.hashnode.dev: Day 61 - Terraform Commands in the Kubernetes Tools ecosystem.
-  - [medium.com/@ebonyymonae: Terraform Basics](https://medium.com/@ebonyymonae/terraform-for-newbies-1f4c4bcd2ace)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@ebonyymonae: Terraform Basics in the Kubernetes Tools ecosystem.
-  - [aws.plainenglish.io: The Automation Fellowship: Packer, Terraform, and Ansible' β€” PART III](https://aws.plainenglish.io/the-automation-fellowship-packer-terraform-and-ansible-part-iii-73571ef103e1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.plainenglish.io: The Automation Fellowship: Packer, Terraform, and Ansible' β€” PART III in the Kubernetes Tools ecosystem.
-  - [shrihariharidas73.medium.com: Terraform & HashiCorp Vault Integration:' Seamless Secrets Management](https://shrihariharidas73.medium.com/terraform-hashicorp-vault-integration-seamless-secrets-management-46f41cf735f1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==shrihariharidas73.medium.com: Terraform & HashiCorp Vault Integration:' Seamless Secrets Management== in the Kubernetes Tools ecosystem.
-  - [ccseyhan.medium.com: What Is Terraform Reusability and How to Achieve It](https://ccseyhan.medium.com/what-is-terraform-reusability-and-how-to-achieve-it-97d9565e394d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ccseyhan.medium.com: What Is Terraform Reusability and How to Achieve It in the Kubernetes Tools ecosystem.
-  - [medium.com/@prasadanilmore: The Magic of Visualizing Your Cloud Infrastructure:' Real-time Terraform Visualization](https://medium.com/@prasadanilmore/the-magic-of-visualizing-your-cloud-infrastructure-real-time-terraform-visualization-c85ac0ca4933)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@prasadanilmore: The Magic of Visualizing Your Cloud Infrastructure:' Real-time Terraform Visualization in the Kubernetes Tools ecosystem.
-  - [medium.com/netpremacy-global-services: The beginning of the end for Terraform?](https://medium.com/netpremacy-global-services/the-beginning-of-the-end-for-terraform-cfffcd2c5420)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/netpremacy-global-services: The beginning of the end for Terraform? in the Kubernetes Tools ecosystem.
-  - [medium.com/@hello_9187: Why We Are Not Supporting OpenTF](https://medium.com/@hello_9187/why-we-are-not-supporting-opentf-a46855f52dc4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@hello_9187: Why We Are Not Supporting OpenTF in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Terraform stacks, explained](https://www.hashicorp.com/blog/terraform-stacks-explained)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==hashicorp.com: Terraform stacks, explained== in the Kubernetes Tools ecosystem.
-  - [medium.com/@bijit211987: DevSecOps Approach with Terraform and CI/CD Pipelines](https://medium.com/@bijit211987/devsecops-approach-with-terraform-and-ci-cd-pipelines-f556c2d5b40d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@bijit211987: DevSecOps Approach with Terraform and CI/CD Pipelines in the Kubernetes Tools ecosystem.
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-  - [Testing Infrastructure as Code on Localhost](https://www.hashicorp.com/resources/testing-infrastructure-as-code-on-localhost)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Testing Infrastructure as Code on Localhost in the Kubernetes Tools ecosystem.
-  - [dzone: Immutable Infrastructure CI/CD Using Hashicorp Terraform and Jenkins](https://dzone.com/articles/immutable-infrastructure-cicd-using-hashicorp-terr)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Immutable Infrastructure CI/CD Using Hashicorp Terraform and Jenkins in the Kubernetes Tools ecosystem.
-  - [medium.com/@mike_tyson_cloud: IT Automation: 10 Alternatives To Terraform](https://medium.com/@mike_tyson_cloud/it-automation-10-alternatives-to-terraform-286107def5ad)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@mike_tyson_cloud: IT Automation: 10 Alternatives To Terraform in the Kubernetes Tools ecosystem.
-  - [kvs-vishnu23.medium.com: Is AWS CDK better than Terraform?](https://kvs-vishnu23.medium.com/is-aws-cdk-better-than-terraform-85194e7a42cd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kvs-vishnu23.medium.com: Is AWS CDK better than Terraform? in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: New Apply User Interface for Terraform Cloud](https://www.hashicorp.com/blog/new-apply-user-interface-for-terraform-cloud)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: New Apply User Interface for Terraform Cloud in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Terraform Cloud Variable Sets Beta Now Available](https://www.hashicorp.com/blog/terraform-cloud-variable-sets-beta-now-available)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Terraform Cloud Variable Sets Beta Now Available in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Terraform Cloud Adds Drift Detection for Infrastructure Management](https://www.hashicorp.com/blog/terraform-cloud-adds-drift-detection-for-infrastructure-management)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Terraform Cloud Adds Drift Detection for Infrastructure Management in the Kubernetes Tools ecosystem.
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-  - [hashicorp.com: Terraform Cloud adds aggregated VCS reviews](https://www.hashicorp.com/blog/terraform-cloud-adds-aggregated-vcs-reviews)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Terraform Cloud adds aggregated VCS reviews in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: 7 ways to optimize cloud spend with Terraform](https://www.hashicorp.com/blog/7-ways-to-optimize-cloud-spend-with-terraform)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: 7 ways to optimize cloud spend with Terraform in the Kubernetes Tools ecosystem.
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-  - [medium.com/@elliotgraebert: Four Great Alternatives to HashiCorp’s Terraform' Cloud](https://medium.com/@elliotgraebert/four-great-alternatives-to-hashicorps-terraform-cloud-6e0a3a0a5482)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@elliotgraebert: Four Great Alternatives to HashiCorp’s Terraform' Cloud in the Kubernetes Tools ecosystem.
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-  - [medium.com/@dmglascoe: Deploying IAM Users and S3 Buckets using Boto3' and Terraform](https://medium.com/@dmglascoe/deploying-iam-users-and-s3-buckets-using-boto3-and-terraform-71ec04b2e14b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@dmglascoe: ==Deploying IAM Users and S3 Buckets using Boto3' and Terraform== in the Kubernetes Tools ecosystem.
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-  - [medium.com/spacelift: Terraform Best Practices for Better Infrastructure' Management](https://medium.com/spacelift/terraform-best-practices-for-better-infrastructure-management-49e0859b5537)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/spacelift: Terraform Best Practices for Better Infrastructure' Management in the Kubernetes Tools ecosystem.
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-  - [medium.com/devops-mojo: Terraform β€” Workspaces Overview 🌟](https://medium.com/devops-mojo/terraform-workspaces-overview-what-is-terraform-workspace-introduction-getting-started-519848392724)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/devops-mojo: Terraform β€” Workspaces Overview== 🌟 in the Kubernetes Tools ecosystem.
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-  - [hashicorp.com: New Terraform Tutorials on Provisioning and Managing Kubernetes' Clusters 🌟](https://www.hashicorp.com/blog/new-terraform-tutorials-on-provisioning-and-managing-kubernetes-clusters)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: New Terraform Tutorials on Provisioning and Managing Kubernetes' Clusters 🌟 in the Kubernetes Tools ecosystem.
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-  - [medium.com/@nanditasahu031: Terraform with GCP Cloud](https://medium.com/@nanditasahu031/terraform-with-gcp-cloud-d25d60a6e740)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@nanditasahu031: Terraform with GCP Cloud in the Kubernetes Tools ecosystem.
-  - [medium.com/google-cloud: Setting up Config Connector with Terraform & Helm](https://medium.com/google-cloud/setting-up-config-connector-with-terraform-helm-8ce2f45f48a4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/google-cloud: Setting up Config Connector with Terraform & Helm in the Kubernetes Tools ecosystem.
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-  - [medium: How to Provision AWS Infrastructure with Terraform? 🌟](https://medium.com/faun/provisioning-aws-infrastructure-with-terraform-6ab885fb3fcb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How to Provision AWS Infrastructure with Terraform? 🌟 in the Kubernetes Tools ecosystem.
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-  - [medium.com/@abhimanyubajaj98: Deploying Kubernetes from Scratch with Terraform:' A Step-by-Step Guide](https://medium.com/@abhimanyubajaj98/deploying-kubernetes-from-scratch-with-terraform-a-step-by-step-guide-7d628910efd0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@abhimanyubajaj98: Deploying Kubernetes from Scratch with Terraform:' A Step-by-Step Guide in the Kubernetes Tools ecosystem.
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-  - [medium.com/aws-infrastructure: Create AWS VPC Infrastructure with Terraform](https://medium.com/aws-infrastructure/create-aws-vpc-infrastructure-with-terraform-308afed9fe31)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/aws-infrastructure: Create AWS VPC Infrastructure with Terraform in the Kubernetes Tools ecosystem.
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-  - [medium.com/cloud-native-daily: How to Securely Manage Terraform State File' in AWS Using Terraform](https://medium.com/cloud-native-daily/how-to-securely-manage-terraform-state-file-in-aws-using-terraform-7c20b211c9cb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/cloud-native-daily: How to Securely Manage Terraform State File' in AWS Using Terraform in the Kubernetes Tools ecosystem.
-  - [medium.com/@rizkiprass: Beginner Terraform Tutorial: Launching EC2 in AWS' using Terraform](https://medium.com/@rizkiprass/beginner-terraform-tutorial-launching-ec2-in-aws-using-terraform-73f6d99e6233)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@rizkiprass: Beginner Terraform Tutorial: Launching EC2 in AWS' using Terraform in the Kubernetes Tools ecosystem.
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-  - [blog.devops.dev: How to create an AWS sandbox account using terraform](https://blog.devops.dev/how-to-create-an-aws-sandbox-account-using-terraform-c3592a6d8abd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: How to create an AWS sandbox account using terraform in the Kubernetes Tools ecosystem.
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-  - [medium.com/devgurus: Building production grade EKS clusters using Terraform](https://medium.com/devgurus/building-production-grade-eks-clusters-using-terraform-df016d239a54)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/devgurus: Building production grade EKS clusters using Terraform in the Kubernetes Tools ecosystem.
-  - [medium.com/devops-mojo: Terraform β€” Provision Amazon EKS Cluster using Terraform](https://medium.com/devops-mojo/terraform-provision-amazon-eks-cluster-using-terraform-deploy-create-aws-eks-kubernetes-cluster-tf-4134ab22c594)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/devops-mojo: Terraform β€” Provision Amazon EKS Cluster using Terraform in the Kubernetes Tools ecosystem.
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-  - [medium: Using Terraform with Azure β€” the right way](https://medium.com/01001101/using-terraform-with-azure-the-right-way-35af3b51a6b0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Using Terraform with Azure β€” the right way in the Kubernetes Tools ecosystem.
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-  - [awstip.com: Deploying Azure Infrastructure with Terraform](https://awstip.com/deploying-azure-infrastructure-with-terraform-e34046c65d0f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering awstip.com: Deploying Azure Infrastructure with Terraform in the Kubernetes Tools ecosystem.
-  - [faun.pub: Azure DevOps: Deploying Azure Resources using Terraform](https://faun.pub/azure-devops-deploying-azure-resources-using-terraform-1f2fe46c6aa0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Azure DevOps: Deploying Azure Resources using Terraform in the Kubernetes Tools ecosystem.
-  - [ibrahims.medium.com: Azure Terraform Pipeline β€” DevOps](https://ibrahims.medium.com/azure-terraform-pipeline-devops-b57005a37936)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ibrahims.medium.com: Azure Terraform Pipeline β€” DevOps in the Kubernetes Tools ecosystem.
-  - [medium.com/@antoine.loizeau: Add a switch to simplify Terraform debugging](https://medium.com/@antoine.loizeau/add-a-switch-to-simplify-terraform-debugging-2d532eb889eb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@antoine.loizeau: Add a switch to simplify Terraform debugging in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Announcing Azure Stack Hub Provider 1.0](https://www.hashicorp.com/blog/announcing-azure-stack-hub-provider-1-0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Announcing Azure Stack Hub Provider 1.0 in the Kubernetes Tools ecosystem.
-  - [medium.com/@mariusz_kujawski: Terraform for a Data Engineer](https://medium.com/@mariusz_kujawski/terraform-for-a-data-engineer-553f7538fec8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@mariusz_kujawski: Terraform for a Data Engineer in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Build a Quick AKS Cluster the Easy Way with Terraform Cloud' 🌟](https://www.hashicorp.com/blog/build-a-quick-aks-cluster-the-easy-way-with-terraform-cloud)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Build a Quick AKS Cluster the Easy Way with Terraform Cloud' 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/@piyush.sachdeva055: Deploy AKS Cluster in Azure With Terraform](https://medium.com/@piyush.sachdeva055/deploy-aks-cluster-in-azure-with-terraform-2028f6c71ada)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@piyush.sachdeva055: Deploy AKS Cluster in Azure With Terraform in the Kubernetes Tools ecosystem.
-  - [linode.com: Terraforming Kubernetes Series Introduction](https://www.linode.com/content/terraforming-kubernetes-series-introduction-episode-1-6-with-justin-mitchel)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering linode.com: Terraforming Kubernetes Series Introduction in the Kubernetes Tools ecosystem.
-  - [medium.com/@eoneoff: Installing Istio multicluster deployment with Terraform](https://medium.com/@eoneoff/installing-istio-multicluster-deployment-with-terraform-59db2f9b2177)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@eoneoff: Installing Istio multicluster deployment with Terraform in the Kubernetes Tools ecosystem.
-  - [medium: From AWS CloudFormation to Terraform: Migrating Apache Kafka](https://medium.com/riskified-technology/from-aws-cloudformation-to-terraform-migrating-apache-kafka-32bdabdbaa59)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: From AWS CloudFormation to Terraform: Migrating Apache Kafka in the Kubernetes Tools ecosystem.
-  - [qainsights.com: Deploy JMeter on AWS using Terraform](https://qainsights.com/deploy-jmeter-on-aws-using-terraform)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering qainsights.com: Deploy JMeter on AWS using Terraform in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: GKE Cluster Setup with CDK for Terraform](https://www.hashicorp.com/blog/gke-cluster-setup-with-cdk-for-terraform)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: GKE Cluster Setup with CDK for Terraform in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: CDK for Terraform Is Now Generally Available](https://www.hashicorp.com/blog/cdk-for-terraform-now-generally-available)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: CDK for Terraform Is Now Generally Available in the Kubernetes Tools ecosystem.
-  - [blog.devops.dev: Terraform Modules](https://blog.devops.dev/terraform-modules-db392bb7e950)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: Terraform Modules in the Kubernetes Tools ecosystem.
-  - [blog.devops.dev: How to manage multiple environments with terraform with' the use of modules?](https://blog.devops.dev/how-to-manage-multiple-environments-with-terraform-with-the-use-of-modules-d4ca512d7b4a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: How to manage multiple environments with terraform with' the use of modules? in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Reusable EC2 Instances Using Terraform Modules](https://betterprogramming.pub/reusable-ec2-instances-using-terraform-modules-59aac51f1fb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Reusable EC2 Instances Using Terraform Modules in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Terraform 1.8 provider functions for AWS, Google Cloud, and' Kubernetes](https://www.hashicorp.com/blog/terraform-1-8-adds-provider-functions-for-aws-google-cloud-and-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Terraform 1.8 provider functions for AWS, Google Cloud, and' Kubernetes in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Terraform AWS Cloud Control Provider – Under the Hood](https://www.hashicorp.com/resources/terraform-aws-cloud-control-provider-under-the-hood)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Terraform AWS Cloud Control Provider – Under the Hood in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Terraform AzureRM 3.0 Brings Enhanced Azure Function Support](https://www.hashicorp.com/blog/terraform-azurerm-3-0-brings-enhanced-azure-function-support)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Terraform AzureRM 3.0 Brings Enhanced Azure Function Support in the Kubernetes Tools ecosystem.
-  - [medium.com/@nanditasahu031: Terraformer β€” Generate Terraform Files from' Existing Infrastructure](https://medium.com/@nanditasahu031/terraformer-generate-terraform-files-from-existing-infrastructure-5d709fedd2b9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@nanditasahu031: Terraformer β€” Generate Terraform Files from' Existing Infrastructure in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Rover - Terraform Visualizer](https://www.hashicorp.com/resources/terraform-plan-interactive-configuration-and-state-visualization-with-rover)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Rover - Terraform Visualizer in the Kubernetes Tools ecosystem.
-  - [cncf.io: Introducing Opta: Terraform on Rails](https://www.cncf.io/blog/2022/02/18/introducing-opta-terraform-on-rails)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Introducing Opta: Terraform on Rails in the Kubernetes Tools ecosystem.
-  - [blog.mineiros.io: Introducing Terramate β€” An Orchestrator and Code Generator' for Terraform](https://blog.mineiros.io/introducing-terramate-an-orchestrator-and-code-generator-for-terraform-5e538c9ee055)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.mineiros.io: Introducing Terramate β€” An Orchestrator and Code Generator' for Terraform in the Kubernetes Tools ecosystem.
-  - [umeshtyagi829.medium.com: Secure Terrafrom IaC code using Checkov](https://umeshtyagi829.medium.com/secure-terrafrom-iac-code-using-checkov-4a3e1f097f92)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering umeshtyagi829.medium.com: Secure Terrafrom IaC code using Checkov in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Writing Terraform for unsupported resources 🌟](https://www.hashicorp.com/blog/writing-terraform-for-unsupported-resources)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==hashicorp.com: Writing Terraform for unsupported resources== 🌟 in the Kubernetes Tools ecosystem.
-  - [medium: Terragrunt cheat sheet](https://medium.com/geekculture/terragrunt-cheat-sheet-bedafbf9d61f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Terragrunt cheat sheet in the Kubernetes Tools ecosystem.
-  - [medium.com/predictivehire: Why we should use Terraform and Terragrunt' to manage Kubernetes (with example code)](https://medium.com/predictivehire/why-we-should-use-terraform-and-terragrunt-to-manage-kubernetes-with-example-code-d96aac2ff25a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/predictivehire: Why we should use Terraform and Terragrunt' to manage Kubernetes (with example code)== in the Kubernetes Tools ecosystem.
-  - [medium.com/@nanditasahu031: How to Start with Terragrunt 🌟](https://medium.com/@nanditasahu031/how-to-start-with-terragrunt-5cd1a842088a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@nanditasahu031: How to Start with Terragrunt 🌟 in the Kubernetes Tools ecosystem.
-  - [medium.com/bb-tutorials-and-thoughts: 250 Practice Questions For Terraform' Associate Certification](https://medium.com/bb-tutorials-and-thoughts/250-practice-questions-for-terraform-associate-certification-7a3ccebe6a1a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/bb-tutorials-and-thoughts: 250 Practice Questions For Terraform' Associate Certification in the Kubernetes Tools ecosystem.
-  - [AutomatizaciΓ³n de aplicaciones Spring Boot con Terraform, Ansible y GitHub Actions](https://buff.ly/3sl0yYu)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering AutomatizaciΓ³n de aplicaciones Spring Boot con Terraform, Ansible y GitHub Actions in the Kubernetes Tools ecosystem.
 ## Azure
 
 ### AKS
@@ -596,315 +110,26 @@
 #### Security (1)
 
   - **(2023)** [build5nines.com: Terraform: Deploy Azure App Service with Key Vault Secret Integration](https://build5nines.com/terraform-deploy-azure-app-service-with-key-vault-secret-integration) [HCL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Highlights secure integration methods for linking Azure Key Vault to App Service. Shows how to avoid storing plain-text credentials in code by leveraging Managed System Identities to read parameters.
-### CICD
-
-#### DevOps
-
-  - **(2023)** [adamtheautomator.com: How to Build Infrastructure with Terraform in Azure DevOps 🌟](https://adamtheautomator.com/terraform-azure-devops) [YAML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A detailed technical guide on building CI/CD deployment pipelines inside Azure DevOps. Covers agent security, secure token management, state validation, and running automated Terraform configurations.
-  - **(2023)** [build5nines.com: Deploy Terraform using Azure DevOps YAML Pipelines](https://build5nines.com/deploy-terraform-using-azure-devops-yaml-pipelines) [YAML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Provides clean YAML patterns for constructing declarative multi-environment deployment pipelines. Outlines security gating, state persistence practices, validation checks, and rollback operations.
-### IaC (1)
-
-#### AVM
-
-  - **(2024)** [**techcommunity.microsoft.com: Introducing Azure Verified Modules! 🌟**](https://techcommunity.microsoft.com/blog/azuretoolsblog/introducing-azure-verified-modules/4045946) [HCL CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Introduces Microsoft's official Azure Verified Modules (AVM) framework. AVM unifies IaC configurations across Terraform and Bicep, providing reliable, enterprise-tested modules co-developed by Microsoft and HashiCorp.
-#### Comparison
-
-  - **(2023)** [blog.xmi.fr: Terraform vs Bicep: the differences you should really know 🌟](https://blog.xmi.fr/posts/terraform-vs-bicep) [HCL CONTENT]  [COMMUNITY-TOOL] β€” An analysis comparing Azure Bicep and Terraform. It covers critical decision vectors such as provider update speeds, state-file requirements, module structures, and how cross-cloud needs affect enterprise technology selections.
-#### Examples
-
-  - **(2022)** [github.com/thomast1906/terraform-on-azure](https://github.com/thomast1906/terraform-on-azure) [HCL CONTENT]  [COMMUNITY-TOOL] β€” A collection of practical community resource scripts demonstrating general deployments on Microsoft Azure. Provides hands-on references for platform engineers to quickly stand up test resources, run validation suites, and explore simple networking layouts.
-#### Migration
-
-  - **(2024)** [==github.com/Azure/aztfexport==](https://github.com/Azure/aztfexport) ⭐ 1894  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The repository page for Microsoft's Azure Export for Terraform (`aztfexport`). This specialized utility automatically crawls existing Azure infrastructure, converts physical setups into clean Terraform configurations, and constructs correct state files.
-  - **(2024)** [learn.microsoft.com: Overview of Azure Export for Terraform](https://learn.microsoft.com/en-us/azure/developer/terraform/azure-export-for-terraform/export-terraform-overview) [GO CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official Microsoft documentation for importing cloud resources with `aztfexport`. Offers step-by-step guidance on scanning target environments, planning state alignment, and resolving common resource parsing errors.
-  - **(2024)** [learn.microsoft.com: Using Azure Export for Terraform in advanced scenarios](https://learn.microsoft.com/en-us/azure/developer/terraform/azure-export-for-terraform/export-advanced-scenarios) [GO CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” An operations playbook dealing with complex scenarios when running `aztfexport`. Focuses on large resource counts, Custom Mapping files, bulk imports, and resolving complex API dependency graphs safely.
-  - **(2023)** [spacelift.io: Azure Terraform Export: Importing Resources with Aztfexport](https://spacelift.io/blog/azure-terraform-export) [GO CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Spacelift's practical walkthrough of using Azure Terrafy (`aztfexport`). Explains migration patterns, cleanup processes for generated code, and details how to integrate converted assets into active Spacelift workflows.
-  - **(2023)** [techcommunity.microsoft.com: Azure Terrafy – Import your existing Azure infrastructure into Terraform HCL](https://techcommunity.microsoft.com/blog/itopstalkblog/azure-terrafy-%e2%80%93-import-your-existing-azure-infrastructure-into-terraform-hcl/3357653) [GO CONTENT]  [GUIDE] [LEGACY] β€” An introductory guide on leveraging Azure Terrafy to modernize legacy environments. Walks through importing untracked resource groups into standard HCL formats with minimal manual adjustments.
-#### Onboarding
-
-  - **(2023)** [build5nines.com: Get Started with Terraform on Azure](https://build5nines.com/get-started-with-terraform-on-microsoft-azure) [HCL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An introductory guide tailored for operations teams transitioning from graphical administration to Azure Infrastructure as Code. It systematically outlines provider configuration patterns, state engine initialization, and early-stage deployments using simple Azure environments.
-  - **(2023)** [cloudbuild.co.uk: Part 1: Terraform with Azure - How to install Terraform](https://cloudbuild.co.uk/how-to-install-terraform) [HCL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An exhaustive, multi-part onboarding curriculum designed to fast-track engineers into Azure Terraform workflows. It details step-by-step configurations including tool installations (CLI, VS Code, Git), repository structures, and key variables administration.
-#### Providers
-
-  - **(2024)** [techcommunity.microsoft.com: Announcing AzAPI Dynamic Properties](https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-azapi-dynamic-properties/4121855) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Details the Dynamic Properties feature in the AzAPI Terraform provider. Explores how this addition replaces basic JSON formatting, allowing developers to manage atypical cloud features with clean, typed configurations.
-  - **(2024)** [build5nines.com: Using AzAPI Terraform Provider Dynamic Properties Feature instead of jsonencode](https://build5nines.com/using-azapi-terraform-provider-dynamic-properties-feature-instead-of-jsonencode) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Demonstrates the practical benefits of using AzAPI Dynamic Properties rather than standard `jsonencode` blocks. Establishes how this simplifies resource files, improves type-checking, and makes Terraform code easier to read.
-  - **(2022)** [Announcing Azure Terrafy and AzAPI Terraform Provider Previews](https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-azure-terrafy-and-azapi-terraform-provider-previews/3270937) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Highlights the debut of Azure Terrafy and the AzAPI Terraform Provider. AzAPI operates directly on top of Azure ARM REST layers, allowing engineers to configure newly released cloud capabilities without waiting for traditional provider updates.
-#### State Management
-
-  - **(2023)** [youtube: Using Azure Storage for Terraform State - Best Practices | Ned in the cloud](https://www.youtube.com/watch?v=iVyKvopGnrQ) [HCL CONTENT]  [COMMUNITY-TOOL] β€” A breakdown of state management strategies on Azure using blob storage backends. Explains setup details for secure access, container configuration, state-locking features via Azure Blob Store APIs, and backup recovery actions.
-  - **(2023)** [build5nines.com: Terraform: Import Existing Azure Resources into State (.tfstate)](https://build5nines.com/terraform-import-existing-azure-resources-into-state-tfstate) [HCL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Details programmatic methods for importing existing unmanaged Azure assets into Terraform states. Outlines basic import techniques as well as native HCL import blocks to preserve environment stability.
-#### Updates
-
-  - **(2024)** [techcommunity.microsoft.com: Terraform on Azure February 2024 Update](https://techcommunity.microsoft.com/blog/azuretoolsblog/terraform-on-azure-february-2024-update/4070567) [HCL CONTENT]  [COMMUNITY-TOOL] β€” A regular engineering update highlighting improvements to Azure Terraform systems. Details features like AzAPI provider evolution, newly implemented resource types in AzureRM, and tools aiming to simplify cloud migration workflows.
-### Landing Zone
-
-#### AVM (1)
-
-  - **(2024)** [**registry.terraform.io/modules/Azure/avm-ptn-alz: ALZ Terraform Module**](https://registry.terraform.io/modules/Azure/avm-ptn-alz) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The official ALZ pattern module within the Azure Verified Modules (AVM) framework. It combines core tenant configuration, management groups, routing, and access controls into a single package for reliable compliance management.
-#### Architecture
-
-  - **(2023)** [hlokensgard.no/knowledge-sharing: Miro Mind map over Azure Landing Zones element, Terraform modules, GitHub Code](https://hlokensgard.no/knowledge-sharing) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A detailed architectural visualization of Azure Landing Zone topologies. Maps core structural nodes directly to official Terraform modules and Git repository flows, serving as a reliable blueprint for multi-tenant setups.
-#### Enterprise Design
-
-  - **(2024)** [**github.com/Azure/terraform-azurerm-caf-enterprise-scale**](https://github.com/Azure/terraform-azurerm-caf-enterprise-scale) ⭐ 961  [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” The legacy enterprise scale module (CAF) for managing cloud landscapes. While a dominant historical template, engineering teams are transitioning toward Azure Verified Modules (AVM) for modern landing zones.
-  - **(2023)** [**techcommunity.microsoft.com: Implement Azure landing zones with HashiCorp Terraform**](https://techcommunity.microsoft.com/blog/azuremigrationblog/implement-azure-landing-zones-with-hashicorp-terraform/3241071) [HCL CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An authoritative technical summary of how to implement Microsoft's Cloud Adoption Framework (CAF) Landing Zones using Terraform. Explains deep-seated architectural principles, governance models, and scalable networking blueprints aligned with official enterprise standards.
-#### Governance
-
-  - **(2024)** [**registry.terraform.io/modules/Azure/lz-vending**](https://registry.terraform.io/modules/Azure/lz-vending) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The official Azure Landing Zone Subscription Vending module. It automates account lifecycle actions, network configurations, identity bindings, and security rules across enterprise multi-subscription landscapes.
-### Monitoring (1)
-
-#### Observability
-
-  - **(2023)** [medium.com/@noelgass: Azure Common Monitoring With Terraform](https://medium.com/@noelgass/azure-common-monitoring-with-terraform-543aee6dd1f1) [HCL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An operations guide detailing how to establish global cloud auditing with Terraform. Walks through setting up central Log Analytics workspaces, binding Azure Diagnostic settings across subscriptions, and standardizing log streams to unified platforms.
-### Networking (1)
-
-#### DNS Resolver
-
-  - **(2023)** [azureviking.com: Terraform module: Azure DNS Private Resolver](https://azureviking.com/post/terraform-module-azure-dns-private-resolver) [HCL CONTENT]  [COMMUNITY-TOOL] β€” A targeted guide detailing how to construct and deploy an Azure DNS Private Resolver utilizing Terraform scripts. Solves naming lookup hurdles within hybrid cloud topologies, replacing heavy VM-based forwarders with a secure, managed cloud native endpoint.
-#### Examples (1)
-
-  - **(2023)** [github.com/kaysalawu/azure-network-terraform: Azure Network Architecture' - Terraform Examples 🌟](https://github.com/kaysalawu/azure-network-terraform) ⭐ 96  [HCL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An open-source showcase hosting realistic Azure network configurations in Terraform. Includes configurations for multi-region topologies, peering dynamics, routing tables, and private DNS zones.
-#### IaC (2)
-
-  - **(2023)** [blog.cloudtrooper.net: DRY Terraform code for Private Link and DNS](https://blog.cloudtrooper.net/2023/08/19/dry-terraform-code-for-private-link-and-dns) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Explains advanced Terraform strategies to achieve highly reusable (DRY) code when managing Azure Private Link and private DNS assets. Demonstrates nested loops, dynamic map inputs, and structural decoupling to keep complex enterprise networking files clean and maintainable.
-#### Landing Zone (1)
-
-  - **(2023)** [blog.cloud63.fr: Landing Zone networking using Terraform](https://blog.cloud63.fr/landing-zone-networking-using-terraform) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Analyzes complex networking setups inside enterprise landing zones. Explains how to use Terraform to build hub-and-spoke configurations, manage ExpressRoute setups, and integrate centralized firewalls.
-#### Private Link
-
-  - **(2023)** [build5nines.com: What is Azure Private Link and How to Deploy with Terraform](https://build5nines.com/what-is-azure-private-link-and-how-to-deploy-with-terraform) [HCL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Provides a comprehensive tutorial on configuring Azure Private Links and private endpoints via Terraform. Details how to direct platform traffic across private cloud channels, securing resources from external exposure.
-#### Subnets
-
-  - **(2023)** [azureviking.com: Terraform Module: azurerm-alz-subnet](https://azureviking.com/post/terraform-module-azurerm-alz-subnet) [HCL CONTENT]  [COMMUNITY-TOOL] β€” Presents a custom subnet management module built for enterprise landing zones. Explores routing boundaries, Network Security Group (NSG) integrations, and automation methods to scale internal VNets easily.
-#### Topologies
-
-  - **(2023)** [build5nines.com: Deploying Hub-and-Spoke Network Topology in Microsoft Azure using Terraform](https://build5nines.com/deploying-hub-and-spoke-network-topology-in-microsoft-azure-using-terraform) [HCL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Walks through establishing a hub-and-spoke network topology on Azure using HashiCorp Terraform. Details configuration for VNets, virtual peerings, secure routing, and centralized firewalls.
-### Security (2)
-
-#### Compliance
-
-  - **(2023)** [techcommunity.microsoft.com: Simplifying Onboarding to Microsoft Defender for Cloud with Terraform](https://techcommunity.microsoft.com/blog/microsoftdefendercloudblog/simplifying-onboarding-to-microsoft-defender-for-cloud-with-terraform/3974789) [HCL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Guides security teams through automating cloud security posture management. Demonstrates how to write and execute Terraform modules to easily onboard Azure subscriptions to Microsoft Defender for Cloud and apply unified compliance matrices.
-#### SIEM
-
-  - **(2023)** [linkedin.com/pulse: Deploying Microsoft Sentinel via - ARM Template vs Terraform](https://www.linkedin.com/pulse/deploying-microsoft-sentinel-via-arm-template-vs-debac-manikandan-ychnc) [JSON CONTENT]  [COMMUNITY-TOOL] β€” An architectural comparison of deploying Microsoft Sentinel utilizing ARM Templates versus HashiCorp Terraform. Evaluates operational dynamics, configuration updates, and multi-tenant scaling requirements for security teams.
 ### Serverless
 
 #### Function App
 
   - **(2023)** [build5nines.com: Terraform: Deploy Azure Function App with Consumption Plan](https://build5nines.com/terraform-deploy-azure-function-app-with-consumption-plan) [HCL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A practical reference showing how to provision an Azure Function App under a Consumption Plan. It outlines infrastructure parameters such as storage dependencies, App Service Plans, and runtime environments in standard HCL code.
-### Terraform Providers (1)
-
-#### IaC (3)
-
-  - **(2024)** [==registry.terraform.io: Terraform Azure Resources 🌟==](https://registry.terraform.io/modules/azurerm/resources/azure/latest) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Official HashiCorp documentation registry detailing resource definitions and configuration syntax for the AzureRM provider. It acts as the definitive engineering blueprint for implementing cloud infrastructure, handling resource management, lifecycle controls, and API calls across the Azure cloud environment.
 ## Cloud Infrastructure
 
 ### AWS (1)
 
 #### Compute and Serverless
 
-  - **(2023)** [dev.to: How to deploy a serverless website with Terraform](https://dev.to/aws-builders/how-to-deploy-a-serverless-website-with-terraform-5677) [HCL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A thorough guide details the process of deploying high-performance serverless static web platforms on AWS using Terraform. Connects CloudFront distributions, S3 hosting buckets, ACM SSL validation, and Route53 DNS zones.
-  - **(2023)** [numericaideas.com: Auto Scaling Group on AWS with Terraform](https://numericaideas.com/blog/auto-scaling-group-on-aws-with-terraform) [HCL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Details the process of creating highly resilient Auto Scaling Groups (ASG) on AWS with Terraform. Walks engineers through launch template creation, scaling policy thresholds, and ELB target group registrations.
-  - **(2023)** [devopscube.com: AWS Terraform Autoscaling Group With ALB Deployment Tutorial](https://devopscube.com/terraform-autoscaling-group) [HCL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A master deployment tutorial for setting up AWS Auto Scaling Groups (ASG) in conjunction with Application Load Balancers (ALB). Features robust target tracking and multi-zone application path routing.
-  - **(2023)** [blog.awsfundamentals.com: Mastering AWS Lambda with Terraform: A Comprehensive Guide](https://awsfundamentals.com/blog/aws-lambda-with-terraform) [HCL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An all-inclusive guide detailing AWS Lambda lifecycle management and API Gateway mappings with Terraform. Deals with local packaging zip configurations, dynamic environments, and fine-grained IAM execution policies.
   - **(2023)** [dev.to/aws-builders: Deploying a Containerized App to ECS Fargate Using a Private ECR Repo & Terragrunt](https://dev.to/aws-builders/deploying-a-containerized-app-to-ecs-fargate-using-a-private-ecr-repo-terragrunt-5b8a) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A container orchestration blueprint demonstrating ECS Fargate deployment via Terragrunt. Uses secure private ECR registries, ECS Task definitions, and automated cloud network isolation patterns to run enterprise-grade microservices.
-  - **(2023)** [github.com/tokarev-artem/auto-ec2-setup](https://github.com/tokarev-artem/auto-ec2-setup) [HCL CONTENT]  [COMMUNITY-TOOL] β€” A minimal, highly focused repository designed to quickly bootstrap and configure EC2 instances via Terraform. Uses automated cloud-init configuration files to deploy runtime software stacks instantly upon boot.
-  - **(2023)** [github.com/infrahouse/terraform-aws-ecs](https://github.com/infrahouse/terraform-aws-ecs) ⭐ 1  [HCL CONTENT]  [COMMUNITY-TOOL] β€” A community-focused open-source Terraform module designed for seamless ECS cluster creation. Automates the linkage of EC2 capacity providers, CloudWatch log streams, and custom capacity provider strategy definitions.
 #### EKS and Container Orchestration
 
-  - **(2026)** [==github.com/terraform-aws-modules/terraform-aws-eks: AWS EKS Terraform module==](https://github.com/terraform-aws-modules/terraform-aws-eks) ⭐ 4972  [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The industry-standard, community-maintained Terraform module for Amazon EKS. Features exhaustive support for managed/self-managed node pools, AWS Fargate integration, security group orchestration, and direct EKS addon integration.
-  - **(2023)** [github.com/maddevsio/aws-eks-base: Boilerplate for a basic AWS infrastructure' with EKS cluster 🌟](https://github.com/maddevsio/aws-eks-base) ⭐ 629  [HCL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An open-source boilerplate repository offering ready-to-run configurations for basic AWS environments hosting EKS. Establishes robust base-layer networking components, subnets, and node group layouts.
-  - **(2021)** [garutilorenzo/k3s-aws-terraform-cluster](https://github.com/garutilorenzo/k3s-aws-terraform-cluster) ⭐ 166  [HCL CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An open-source repository containing Terraform configurations to bootstrap a lightweight K3s cluster on AWS EC2. Integrates essential security groups, network route assignments, and automatic node clustering through userdata initialization.
-  - **(2022)** [garutilorenzo/k8s-aws-terraform-cluster](https://github.com/garutilorenzo/k8s-aws-terraform-cluster) ⭐ 79  [HCL CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” An open-source custom framework designed to boot self-managed Kubernetes nodes on EC2 bare instances using custom Terraform manifests. Focuses on full certificate management and network interface manual setup.
-  - **(2024)** [aws-observability.github.io: AWS Observability Accelerator for Terraform 🌟](https://aws-observability.github.io/terraform-aws-observability-accelerator) [HCL CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The AWS Observability Accelerator is an official collection of production-grade Terraform modules. Quickly configures and installs ADOT, Amazon Managed Service for Prometheus, and Grafana on Amazon EKS clusters.
-  - **(2024)** [aws-observability.github.io: Tracing on Amazon EKS](https://aws-observability.github.io/terraform-aws-observability-accelerator/eks/tracing) [HCL CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” A specialized sub-section of the AWS Observability Accelerator focusing exclusively on tracing strategies on EKS. Details provisioning of ADOT Collector sidecars, OpenTelemetry APIs, and AWS X-Ray integration frameworks.
-  - **(2023)** [learnk8s.io/terraform-eks 🌟](https://learnkube.com/terraform-eks) [HCL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An expert-level learning curriculum detailing production-ready Amazon EKS infrastructure provisioning using Terraform. Focuses on setting up IAM policies, custom security boundaries, and Managed Node Groups.
-  - **(2023)** [dev.to/arpanadhikari: Reusable AWS iam role for service-accounts (IRSA for k8s ) terraform module](https://dev.to/arpanadhikari/reusable-aws-iam-role-for-service-accounts-irsa-for-k8s-terraform-module-2og2) [HCL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A reusable Terraform module designed to configure IAM Roles for Service Accounts (IRSA) on AWS Kubernetes nodes. It establishes precise OIDC identity providers to achieve pod-level permission isolation.
-  - **(2023)** [dev.to/monarene: Dynamic Volume Provisioning in Kubernetes with AWS and Terraform](https://dev.to/monarene/dynamic-volume-provisioning-in-kubernetes-with-aws-and-terraform-3m6h) [HCL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Explores dynamic persistent volume provisioning within Amazon EKS utilizing the EBS CSI Driver configured via Terraform. Resolves common StorageClass mapping and dynamic volume registration patterns.
   - **(2023)** [dev.to/aws-builders: My Service Mesh journey with Terraform on AWS Cloud - Part 1](https://dev.to/aws-builders/my-service-mesh-journey-with-terraform-on-aws-cloud-part-1-3hee) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Part 1 of a structured technical series exploring AWS App Mesh infrastructure configured via Terraform. Establishes core service mesh primitives, including virtual routers, nodes, and transport-layer TLS certificates.
-  - **(2023)** [dev.to/aws-builders: My Service Mesh journey with Terraform on AWS Cloud - Part 2](https://dev.to/aws-builders/my-service-mesh-journey-with-terraform-on-aws-cloud-part-2-58fd) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Part 2 of the AWS App Mesh and Terraform series. Focuses on integrating Envoy proxy sidecars into ECS/EKS microservices, implementing virtual gateway route mappings, and establishing telemetry exports.
-  - **(2023)** [github.com/aws-observability](https://github.com/aws-observability) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The main landing repository for AWS Observability engineering groups. Provides multi-faceted Terraform templates designed to spin up standardized, enterprise-grade cloud logging and analytical tools.
-  - **(2023)** [dev.to: Creating an EKS Cluster and Node Group with Terraform](https://dev.to/aws-builders/creating-an-eks-cluster-and-node-group-with-terraform-1lf6) [HCL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Walks engineers through setting up Amazon EKS Managed Node Groups with Terraform. It covers the declarative configuration of essential EKS Add-ons, specifically Amazon VPC CNI, CoreDNS, and EBS CSI drivers.
-  - **(2023)** [itnext.io: Build EKS cluster with Terraform 🌟](https://itnext.io/build-an-eks-cluster-with-terraform-d35db8005963) [HCL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A pragmatic tutorial outlining step-by-step EKS bootstrapping using Terraform. It provides direct, production-tested patterns for building secure VPCs, cluster control planes, and baseline IAM policies.
-  - **(2023)** [platformwale.blog: Create Amazon EKS Cluster within its VPC using Terraform](https://platformwale.blog/2023/07/15/create-amazon-eks-cluster-within-its-vpc-using-terraform) [HCL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Details the process of setting up a clean Amazon EKS Cluster inside a freshly declared, customizable VPC using pure Terraform configurations. Prioritizes modularity and clean, maintainable HCL resource definitions.
-  - **(2022)** [itnext.io: How to Design and Provision a Production-Ready EKS Cluster](https://itnext.io/how-to-design-and-provision-a-production-ready-eks-cluster-f24156ac29b2) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A high-level architectural post on designing and provisioning production-grade EKS clusters using Terraform. Focuses heavily on network isolation patterns, multi-AZ high availability, and dynamic scaling rules.
-#### Networking and Core
-
-  - **(2023)** [github.com/aws-samples: AWS Service Catalog Engine for Terraform](https://github.com/aws-samples/service-catalog-engine-for-terraform-os) ⭐ 147  [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” AWS-maintained blueprint demonstrating integration between AWS Service Catalog and Terraform. Empowers centralized IT admins to declare pre-approved, compliant infrastructure configurations for user self-service provisioning.
-  - **(2024)** [github.com/terraform-aws-modules/terraform-aws-solutions](https://github.com/terraform-aws-modules/terraform-aws-solutions) ⭐ 77  [HCL CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” A community-supported library of AWS solutions built entirely in Terraform. Aggregates multi-tier networking patterns, secure IAM configurations, and highly reliable VPC models to fast-track enterprise landing zones.
-  - **(2023)** [github.com/squareops/terraform-aws-vpc](https://github.com/squareops/terraform-aws-vpc) ⭐ 26  [HCL CONTENT] 🌟 [COMMUNITY-TOOL] β€” A reusable community-driven Terraform VPC module. Features automated multi-AZ public and private subnet mapping, NAT elastic IP associations, and standardized route table isolations designed to hold production containers.
-  - **(2023)** [dev.to: Terraforming AWS RDS : Scaling Postgres](https://dev.to/yet_anotherdev/aws-rds-scaling-postgres-30ic) [HCL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A hands-on guide focusing on terraforming AWS RDS PostgreSQL instances for performance scaling. Covers configuring custom parameter groups, enabling storage autoscaling, and managing failovers safely.
-  - **(2023)** [dev.to/chinmay13: AWS Networking with Terraform: VPC Transit Gateway between VPCs](https://dev.to/chinmay13/aws-networking-with-terraform-vpc-transit-gateway-between-vpcs-1ne4) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A deep-dive tutorial illustrating multi-VPC corporate networking architectures using AWS Transit Gateway and Terraform. Defines cross-VPC communication routes, security segmentations, and high-throughput connection protocols.
-  - **(2023)** [dev.to/bennyfmo_237: Deploying Basic Infrastructure on AWS with Terraform](https://dev.to/bennyfmo_237/deploying-basic-infrastructure-on-aws-with-terraform-1k68) [HCL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An introductory guide that details how to model core cloud architectures in AWS using Terraform. Deploys standard VPC network interfaces, public subnets, and essential route table entries.
-  - **(2023)** [New – Self-Service Provisioning of Terraform Open-Source Configurations with AWS Service Catalog 🌟🌟🌟](https://aws.amazon.com/blogs/aws/new-self-service-provisioning-of-terraform-open-source-configurations-with-aws-service-catalog) [HCL CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” An official AWS documentation guide introducing out-of-the-box support for provisioning Terraform open-source templates within the AWS Service Catalog framework. Standardizes enterprise deployment control planes.
-  - **(2022)** [middlewareinventory.com: Terraform import All AWS Security Groups – How to 🌟](https://www.middlewareinventory.com/blog/terraform-import-securitygroup-aws) [BASH CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A pragmatic script-driven guide explaining how to perform massive bulk-imports of existing AWS Security Groups into Terraform state. Prevents drift issues and manual translation bottlenecks during platform migration.
-  - **(2022)** [thenewstack.io: Terraform on AWS: Multi-Account Setup and Other Advanced Tips](https://thenewstack.io/terraform-on-aws-multi-account-setup-and-other-advanced-tips) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores enterprise Terraform architectures focusing on multi-account AWS structures and secure assume-role paradigms. Details how to coordinate backend state files and implement workspace isolations across organizations.
-  - **(2022)** [infoq.com: HashiCorp Terraform AWS Provider Introduces Significant Changes to Amazon S3 Bucket Resource](https://www.infoq.com/news/2022/02/terraform-aws-provider-s3) [HCL CONTENT]  [COMMUNITY-TOOL] β€” Analyzes key architectural migrations within the HashiCorp AWS Provider v4 concerning Amazon S3 resource structures. Highlights the transition from a monolithic configuration block to modularized sub-resource schemas.
-  - **(2022)** [aws.amazon.com: Save time with automated security checks of your Terraform scripts](https://aws.amazon.com/blogs/infrastructure-and-automation/save-time-with-automated-security-checks-of-terraform-scripts) [HCL CONTENT]  [COMMUNITY-TOOL] β€” An official AWS tutorial outlining security verification workflows for Terraform templates. Shows how to integrate automated scanners like tfsec and Checkov inside CI pipelines to catch vulnerabilities pre-provisioning.
-  - **(2022)** [youtube: Three tier architecture using Terraform in AWs](https://www.youtube.com/watch?v=3uDxwNOtilU) [HCL CONTENT]  [COMMUNITY-TOOL] β€” A step-by-step video architectural walkthrough showing how to build a dynamic three-tier AWS network structure via Terraform. Deploys segregated subnet tiers for the frontend web layer, application runtime, and RDS database layer.
-### Azure (1)
-
-#### AKS and OpenShift Orchestration
-
-  - **(2022)** [techcommunity.microsoft.com: Can I create an Azure Red Hat OpenShift cluster in Terraform? Yes, you can!](https://techcommunity.microsoft.com/blog/fasttrackforazureblog/can-i-create-an-azure-red-hat-openshift-cluster-in-terraform-yes-you-can/3670889) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An official Microsoft community blueprint discussing the declarative provisioning of Azure Red Hat OpenShift (ARO) using Terraform. It highlights networking prerequisites, service principal configuration, and automated cluster deployment architectures.
-  - **(2021)** [gist.github.com/chadmcrowell: AKS w/Virtual Nodes (ACI)](https://gist.github.com/chadmcrowell/4d11b8a56aba3bdc32ea73c31104357b) [HCL CONTENT]  [COMMUNITY-TOOL] β€” A practical Gist code blueprint illustrating how to integrate AKS with Virtual Nodes backed by Azure Container Instances (ACI). Provides a dynamic model for running containerized burst workloads serverlessly without additional VM node provisioning.
-### Azure Landing Zones
-
-#### Enterprise Architectures
-
-  - **(2024)** [terraform.io: Cloud Adoption Framework for Azure - Terraform module](https://registry.terraform.io/modules/aztfmod/caf/azurerm/latest) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The official Microsoft Cloud Adoption Framework (CAF) landing zones module for Terraform. Serves as a modular master blueprint for provisioning secure, compliant, and pre-configured multi-subscription enterprise topologies on Microsoft Azure.
-#### Legacy Migrations
-
-  - **(2020)** [arnaudlheureux.io: Migrating Azure CAF landing zones to Terraform 0.13](https://www.arnaudlheureux.io/2020/10/02/migrating-azure-caf-landing-zones-on-terraform-0-13) [ADVANCED LEVEL]  [GUIDE] [LEGACY] β€” A historic technical retrospective outlining migration strategies when shifting legacy Microsoft CAF landing zone modules to Terraform 0.13. Illustrates handling state file adjustments and managing module loops.
-### Bare Metal and Multi-Cloud
-
-#### Kubernetes Distributions
-
-  - **(2020)** [Global K3s Deployment on Packet Baremetal 🌟](https://github.com/c0dyhi11/k3s-linkerd) ⭐ 9  [SHELL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A global multi-region deployment playbook demonstrating K3s cluster instantiation across Packet Baremetal infrastructure, coupled with the Linkerd service mesh. Optimizes edge routing latency and inter-node networking security.
-### CDN and Edge Platforms
-
-#### Reverse Engineering
-
-  - **(2021)** [infoq.com: Cloudflare Improves Automated Terraform Generation Tool 🌟](https://www.infoq.com/news/2021/04/cloudflare-terraform)  [COMMUNITY-TOOL] β€” Highlights the advancement of Cloudflare's utility (cf-terraforming) for generating valid HCL representations of pre-existing Cloudflare configurations. Dramatically simplifies onboarding historical CDN/WAF configurations into IaC.
-### GCP
-
-#### GKE Orchestration
-
-  - **(2022)** [github.com/roib20: Terraform - Provision a GKE Cluster with Cloudflare Ingress' and ArgoCD](https://github.com/roib20/terraform-provision-gke-cloudflare) ⭐ 11  [HCL CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” An automated infrastructure template bootstrapping a GKE cluster integrated with Cloudflare Ingress tunnels and ArgoCD. Delivers a complete GitOps framework with zero public endpoint exposure to secure container ingress points.
-  - **(2025)** [cloud.google.com: Terraform blueprints and modules for Google Cloud 🌟](https://docs.cloud.google.com/docs/terraform/blueprints/terraform-blueprints) [HCL CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Google Cloud's official depository of opinionated Terraform blueprints and foundational modules. Implements enterprise-grade GCP setups covering secure VPC networking, IAM resource bindings, and hardened GKE configurations.
-  - **(2023)** [learnk8s.io/terraform-gke  🌟](https://learnkube.com/terraform-gke) [HCL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A highly practical tutorial outlining GKE provisioning via Terraform. Guides engineers through VPC subnets, NAT gateway definition, and private cluster configuration patterns to ensure robust default network security boundaries.
-  - **(2023)** [linkedin.com/pulse: GCP-Advanced-Terraform-Interactive-Learning-Challenge](https://www.linkedin.com/pulse/gcp-advanced-terraform-interactive-learning-challeng-kaan-turgut-guipc) [HCL CONTENT]  [COMMUNITY-TOOL] β€” An interactive learning challenge designed to walk systems architects through advanced GCP Terraform mechanisms. Promotes skills in multi-tier VPC configuration, state handling, and fine-grained cloud resource orchestration.
-  - **(2022)** [hackernoon.com: Exporting Your GKE Cluster to Terraform Cloud: A Guide with Challenges and Solutions](https://hackernoon.com/exporting-your-gke-cluster-to-terraform-cloud-a-guide-with-challenges-and-solutions) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Discusses methodologies for exporting pre-existing Google Kubernetes Engine (GKE) clusters to managed Terraform Cloud environments. Outlines state import patterns, resource alignment challenges, and security token configuration.
-### IaC Comparison
-
-#### Architectural Decisions
-
-  - **(2021)** [Why we use Terraform and not Chef, Puppet, Ansible, SaltStack, or CloudFormation](https://www.gruntwork.io/blog/why-we-use-terraform-and-not-chef-puppet-ansible-saltstack-or-cloudformation)  [CASE STUDY] [COMMUNITY-TOOL] β€” Gruntwork's seminal architectural analysis comparing declarative provisioning against procedural configuration management tools. Highlights the benefits of immutable infrastructure and masterless architectures, establishing Terraform as the premier tool for resource orchestration.
-#### Educational Resources
-
-  - **(2022)** [k21academy.com: Why Terraform? Not Chef, Ansible, Puppet, CloudFormation? 🌟](https://k21academy.com/terraform/why-terraform-not-chef-ansible-puppet-cloudformation)  [COMMUNITY-TOOL] β€” A comparison-focused educational resource highlighting why Terraform's declarative approach, provider ecosystem, and stateful tracking mechanism offer significant advantages over traditional configuration management tools.
-#### Platform Engineering
-
-  - **(2022)** [hub.qovery.com: Terraform is Not the Golden Hammer](https://www.qovery.com/docs/getting-started/introduction)  [CASE STUDY] [COMMUNITY-TOOL] β€” An analytical critique from Qovery discussing the boundaries of Terraform. Argues that while it is exceptional for static cloud resource layout, it remains ill-suited for real-time application deployment layers and dynamic developer self-service tasks.
-### Infrastructure as Code
-
-#### AWS Integrations
-
-  - **(2021)** [trek10.com: Beginner's Guide to Using Terraform with AWS 🌟](https://caylent.com/blog/beginners-guide-to-using-terraform-with-aws)  [COMMUNITY-TOOL] [GUIDE] β€” A practical, step-by-step introduction to establishing your first AWS configurations using Terraform. Covers authenticating to AWS providers, configuring remote S3 state backends, and provisioning modular VPCs.
-#### Best Practices
-
-  - **(2025)** [terraform-best-practices.com 🌟](https://www.terraform-best-practices.com)  [COMMUNITY-TOOL] β€” The comprehensive industry reference manual outlining community-validated coding styles, state file segmenting strategies, remote locking configurations, and automated enterprise pipeline architectures.
-  - **(2021)** [opensource.com: My top 5 tips for setting up Terraform 🌟](https://opensource.com/article/21/8/terraform-tips)  [COMMUNITY-TOOL] β€” A brief structural best-practices post detailing the absolute essentials for early Terraform setups: remote backend locking, declarative module isolation, automated syntax checks, dry-run validations, and secret scrubbing.
-#### CLI Utilities
-
-  - **(2025)** [==tfenv==](https://github.com/tfutils/tfenv) ⭐ 4939  [BASH CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” A lightweight, highly adopted CLI utility for managing multiple concurrent local installations of Terraform. Crucial for platform engineers operating in multi-project environments where legacy workspaces require older HCL runtimes.
-#### Design Patterns
-
-  - **(2023)** [Terraform Feature Flags & Environment Toggle Design Patterns](https://build5nines.com/terraform-feature-flags-environment-toggle-design-patterns) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Explores design patterns for implementing conditional environment toggling and feature flagging within HCL modules. Demonstrates how to leverage boolean variables, count parameters, and map lookups to govern multi-region deployments dynamically.
-#### Educational Resources (1)
-
-  - **(2026)** [nedinthecloud.com](https://nedinthecloud.com)  [COMMUNITY-TOOL] β€” Ned in the Cloud is a premier educational hub specialized in cloud engineering and enterprise infrastructure patterns. Curator Insight highlights its value as a deep-dive repository for platform architecture, while Live Grounding validates its active 2026 role in guiding teams through high-performance multi-cloud setups and modern state management paradigms.
-  - **(2022)** [freecodecamp.org: What is Terraform? Learn Terraform and Infrastructure as Code](https://www.freecodecamp.org/news/what-is-terraform-learn-infrastructure-as-code)  [COMMUNITY-TOOL] β€” An intensive, accessible educational roadmap introducing the principles of Infrastructure as Code. Emphasizes declarative configuration, state file mechanics, and provides a walk-through of the standard AWS deployment pipeline.
-#### Enterprise Strategy
-
-  - **(2022)** [deloitte.com: Infrastructure as Code (IaC) con Terraform](https://www.deloitte.com/es/es/services/consulting/blogs/todo-tecnologia/infrastructure-as-code-iac-con-terraform.html) [SPANISH CONTENT]  [LEGACY] β€” An analytical strategy paper discussing the cultural, operational, and fiscal impact of adopting Terraform within massive legacy enterprises. Focuses on change management, center of excellence setups, and pipeline safety.
-#### Foundations
-
-  - **(2022)** [devblogs.microsoft.com: What is infrastructure as code? 🌟](https://devblogs.microsoft.com/devops/what-is-infrastructure-as-code)  [COMMUNITY-TOOL] β€” Microsoft's foundational overview defining Infrastructure as Code (IaC) principles. Highlights benefits like traceability, scalability, consistent environments, and accelerated delivery lifecycles, establishing a baseline paradigm for DevOps practices.
-#### Immutable Infrastructure
-
-  - **(2021)** [dev.to: Packer and Terraform with Immutable Infrastructure](https://dev.to/cloudskills/packer-and-terraform-with-immutable-infrastructure-47ja)  [COMMUNITY-TOOL] [GUIDE] β€” Discusses the collaborative ecosystem of HashiCorp Packer and Terraform. Explores building gold-standard virtual machine images with Packer and instantly orchestrating them within elastic scale sets using Terraform, realizing true immutable infrastructure patterns.
-#### Learning Paths
-
-  - **(2025)** [roadmap.sh/terraform 🌟](https://roadmap.sh/terraform)  [COMMUNITY-TOOL] β€” The standard interactive learning path for mastering Terraform and modern IaC principles. Details core concepts, state management, provider development, and advanced modular patterns. Essential for training junior and mid-level platform engineers.
-#### Legacy Releases
-
-  - **(2020)** [Terraform 0.13 Beta released!](https://discuss.hashicorp.com/t/terraform-0-13-beta-released/9555)  [COMMUNITY-TOOL] β€” Historical release announcement for Terraform 0.13. Introduced paradigm-shifting features like count, for_each, and depends_on inside module blocks, as well as a standardized custom provider registry schema. Highly significant for understanding evolution of modern HCL.
-#### Major Releases
-
-  - **(2021)** [acloudguru.com: What does the Terraform 1.0 release mean for you?](https://acloudguru.com/blog/engineering/what-does-the-terraform-1-0-release-mean-for-you)  [COMMUNITY-TOOL] β€” Details the watershed release of Terraform 1.0. This release established long-term API stability, backward compatibility guarantees, and highly optimized upgrade lifecycles, cementing its status as an enterprise-grade staple.
-  - **(2021)** [thenewstack.io: Terraform 1.0 Reflects What HashiCorp Has Learned About Infrastructure-as-Code](https://thenewstack.io/terraform-1-0-reflects-what-hashicorp-has-learned-about-infrastructure-as-code)  [COMMUNITY-TOOL] β€” An executive retrospection of the lessons that shaped the landmark Terraform 1.0 milestone. Highlights improvements in state file handling, custom provider interfaces, and the maturation of HCL syntax semantics.
-#### Module Development
-
-  - **(2022)** [acloudguru.com: How to use Terraform outputs and inputs](https://www.pluralsight.com/resources/blog/cloud/how-to-use-terraform-inputs-and-outputs)  [COMMUNITY-TOOL] [GUIDE] β€” A fundamental guide to module parameterization. Clarifies how to construct flexible, highly reusable modules using input variables (with strict validation rules) and export modular properties via standard outputs.
-#### Module Registry
-
-  - **(2026)** [Terraform Registry - registry.terraform.io: Terraform Providers and Modules 🌟](https://registry.terraform.io)  [COMMUNITY-TOOL] β€” The central hub for discovering and publishing official, partner-supported, and community-maintained providers and modules. In 2026, it serves as the foundation of the IaC ecosystem, hosting thousands of modular solutions that streamline cloud deployments.
-#### Official Platform
-
-  - **(2026)** [terraform.io](https://developer.hashicorp.com/terraform)  [COMMUNITY-TOOL] β€” The official developer platform for HashiCorp Terraform. Following HashiCorp's transition to the Business Source License (BSL) and the subsequent emergence of the OpenTofu fork, this site remains the definitive reference for official provider documentation, enterprise Cloud/Enterprise workspaces, and HCL specification standards.
-#### Practical Architectures
-
-  - **(2021)** [itnext.io: How to use Terraform to create a small-scale Cloud Infrastructure 🌟](https://itnext.io/how-to-use-terraform-to-create-a-small-scale-cloud-infrastructure-abf54fabc9dd)  [COMMUNITY-TOOL] [GUIDE] β€” A practical blueprint detailing how to structure, split, and orchestrate a minimal yet secure AWS environment (VPC, EC2, RDS, Security Groups) using a single cleanly architected Terraform module.
-#### Provider Development
-
-  - **(2024)** [learn.hashicorp.com: Call APIs with Terraform Providers. Learn how to use and create custom Terraform Providers in a new collection of tutorials on HashiCorp Learn 🌟](https://developer.hashicorp.com/terraform/plugin/sdkv2) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A core architectural guide for developers looking to build custom Terraform providers using the Plugin SDKv2 (and the newer Framework). Explains API lifecycle mapping, resource schemas, CRUD operation handling, and state preservation mechanics.
-#### Quickstart
-
-  - **(2021)** [blog.teemo.co: Terraform in 10 commands](https://blog.teemo.co/terraform-in-10-commands-e737dfd8bf31)  [COMMUNITY-TOOL] β€” A highly structured, quick-reference guide detailing the ten core CLI commands required to manage infrastructure lifecycles. Covers initialization, plan, apply, destroy, and state manipulation, making it an excellent onboarding cheat-sheet for developers.
-#### Schema Generation
-
-  - **(2026)** [TerraSchema: Generate JSON Schema from Terraform Configurations](https://github.com/HewlettPackard/terraschema) ⭐ 71  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” A specialized CLI tool that parses declared Terraform configurations to generate structural JSON Schemas. Useful for running runtime validation scripts on dynamic inputs or verifying API schemas during configuration processing.
-#### Spanish Documentation
-
-  - **(2022)** [terraform-infraestructura.readthedocs.io](https://terraform-infraestructura.readthedocs.io/es/latest) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” Comprehensive Spanish-language documentation outlining the setup, management, and optimization of Infrastructure as Code using Terraform. Serves as a localized resource for engineering teams across Spanish-speaking markets.
-#### Tagging and Governance
-
-  - **(2024)** [learn.hashicorp.com: Configure Default Tags for AWS Resources 🌟](https://developer.hashicorp.com/terraform/tutorials/aws/aws-default-tags)  [COMMUNITY-TOOL] [GUIDE] β€” Demonstrates how to configure centralized tagging profiles directly inside the AWS provider block. Enables developers to inherit unified organizational compliance tags automatically across all provisioned AWS cloud assets.
-  - **(2020)** [env0.com: We’re Opensourcing Terratag to Make Multicloud Resource Tagging Easier](https://www.env0.com/blog/were-opensourcing-terratag-to-make-multicloud-resource-tagging-easier)  [COMMUNITY-TOOL] β€” Introduction to Terratag, an open-source CLI tool designed to automatically inject standard tagging and metadata into all Terraform resources before planning/applying. Crucial for establishing centralized cost allocation and organization-wide governance.
-#### Terraform Practices
-
-  - **(2026)** [Terraform Best Practices](https://github.com/antonbabenko/terraform-best-practices) ⭐ 2473  [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A definitive guide detailing patterns and antipatterns for structural Terraform designs. Features industry-accepted guidelines on monorepo layout, variable validation, dynamic module injection, and drift remediation within production enterprise clouds.
-#### Testing and CICD
-
-  - **(2021)** [scalefactory.com: Failing faster with terraform](https://scalefactory.com/blog/2021/10/13/failing-faster-with-terraform)  [COMMUNITY-TOOL] [GUIDE] β€” Discusses modern paradigms for catching HCL flaws early. Focuses on combining automated formatting commands, dynamic linters (e.g. tflint), local state validation, and policy checks directly inside developer pre-commit hooks.
-### Linode
-
-#### Kubernetes Provisioning
-
-  - **(2023)** [learnk8s.io/terraform-lke: Provisioning Kubernetes clusters on Linode with Terraform 🌟](https://learnkube.com/terraform-lke) [HCL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A step-by-step technical guide demonstrating the deployment of Linode Kubernetes Engine (LKE) clusters via Terraform. It outlines provider definitions, pool topology configuration, and secure extraction of kubeconfig parameters.
-### Networking (2)
-
-#### Database Security
-
-  - **(2021)** [prcode.co.uk: Connect Azure MySQL to Private Endpoint with Terraform](https://prcode.co.uk/2021/04/29/connect-azure-mysql-to-private-endpoint-with-terraform)  [COMMUNITY-TOOL] [GUIDE] β€” A specific, hands-on architectural walkthrough detailing how to provision and link an Azure Database for MySQL instance to a virtual network using Private Endpoints and private DNS zones in Terraform.
-### Platform Engineering (1)
+### Platform Engineering
 
 #### Application Operations
 
   - **(2021)** [shipa.io: Terraform meets AppOps 🌟](https://shipa.io/terraform-meets-appops-2)  [CASE STUDY] [COMMUNITY-TOOL] β€” Details how integrating Shipa's AppOps architecture with declarative Terraform plans bridges the gap between infrastructure deployment and application runtime operations, giving application developers direct deployment capabilities.
-### Red Hat OpenShift
-
-#### Platform as Code
-
-  - **(2022)** [Dzone: Platform as Code With Openshift and Terraform](https://dzone.com/articles/platform-as-code-with-openshift-amp-terraform) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An analytical piece detailing the 'Platform as Code' paradigm using OpenShift and Terraform. Explores enterprise automation strategies, state segregation, and declarative resource definitions for managing secure OpenShift enterprise clusters.
-### Security and Identity
-
-#### Compliance Auditing
-
-  - **(2022)** [accurics.com: Terraform Security: Improving IaC Scans with Terraform Plan Output](https://www.tenable.com/cloud-security/products/cnapp) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Analyzes how importing serialized Terraform plan files (tfplan.json) into static analysis engines (now part of Tenable CNAPP) delivers far more precise security scans than analyzing static HCL files alone, thereby reducing false-positive rates.
-#### Policy as Code
-
-  - **(2022)** [acloudguru.com: Securing your multi-cloud Terraform pipelines with policy-as-code](https://www.pluralsight.com/resources/blog/cloud/securing-your-multi-cloud-terraform-pipelines-with-policy-as-code) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Explores how to leverage modern Open Policy Agent (OPA) and Rego scripting to implement custom guardrails within multicloud CI/CD pipelines. Enables platform engineering teams to enforce automated regulatory compliance prior to resource creation.
-#### Secret Management
-
-  - **(2020)** [Terraform, can you keep a secret?](https://cloudonaut.io/terraform-can-you-keep-a-secret) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Addresses the critical challenge of managing sensitive parameters within plaintext Terraform state files. Discusses mitigation strategies such as remote backends, encryption-at-rest, and seamless integrations with external secrets managers like HashiCorp Vault.
-#### Static Analysis
-
-  - **(2021)** [Bridgecrew: Misconfigured Terraform Modules Are a Security Issue](https://thenewstack.io/bridgecrew-all-these-misconfigured-terraform-modules-are-a-security-issue)  [CASE STUDY] [COMMUNITY-TOOL] β€” Highlights the cybersecurity risks introduced by copying untrusted community-designed modules. Emphasizes the imperative for dev teams to perform automated static analysis and linting (e.g., using Checkov) in CI/CD pipelines to catch vulnerabilities pre-deployment.
-### Terraform
-
-#### CICD Integration
-
-  - **(2021)** [circleci.com: Infrastructure as Code, part 1: create a Kubernetes cluster with Terraform](https://circleci.com/blog/learn-iac-part1) [HCL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A three-part structured technical guide exploring infrastructure-as-code deployment via CircleCI and Terraform. Focuses on orchestrating declarative Kubernetes clusters, building Docker artifacts, and coordinating continuous GitOps-driven deployment pipelines.
-#### Kubernetes Operators
-
-  - **(2020)** [infoq.com: Managing Infrastructure from Kubernetes with the HashiCorp Terraform Operator](https://www.infoq.com/news/2020/04/terraform-operator-kubernetes) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An architectural exploration of the HashiCorp Terraform Operator for Kubernetes. Demonstrates how operators reconcile external infrastructure dependencies dynamically via Kubernetes Custom Resource Definitions (CRDs).
-### Virtualization and Compute
-
-#### Cloud-Init
-
-  - **(2021)** [rpadovani.com: How to make Terraform waiting for cloud-init to finish on EC2 without SSH](https://rpadovani.com/terraform-cloudinit) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Addresses a common race condition by detailing how to orchestrate Terraform to hold resource readiness signals until cloud-init scripts complete execution, without resorting to vulnerable, direct SSH connections.
 ## Cloud Native
 
 ### Kubernetes
@@ -929,7 +154,7 @@
 #### Federated Architectures
 
   - **(2024)** [learn.hashicorp.com: Deploy Federated Multi-Cloud Kubernetes Clusters](https://developer.hashicorp.com/terraform/tutorials/networking/multicloud-kubernetes) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An official HashiCorp tutorial illustrating how to configure and deploy federated Kubernetes clusters across multi-cloud environments. Leverages Consul Service Mesh alongside Terraform for secure cross-network discovery and communication routing.
-#### Kubernetes Operators (1)
+#### Kubernetes Operators
 
   - **(2025)** [hashicorp/terraform-k8s: Terraform Cloud Operator for Kubernetes](https://github.com/hashicorp/terraform-k8s) ⭐ 449  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” The official HashiCorp Terraform Cloud Operator for Kubernetes. Implements a controller pattern inside the cluster, allowing platform teams to manage external cloud resources via Custom Resource Definitions (CRDs) which coordinate plans and applies in Terraform Cloud.
 #### Official Integration
@@ -946,634 +171,87 @@
 #### Edge Computing
 
   - **(2023)** [==K3s Private Cluster 🌟==](https://github.com/inscapist/terraform-k3s-private-cloud) ⭐ 121  [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An open-source code repository outlining how to automate secure, private K3s Kubernetes cluster installations using Terraform scripts. Illustrates resource definitions and networking setups for edge deployments.
-## Data Engineering
-
-### Databricks
-
-#### Infrastructure Provisioning
-
-  - **(2020)** [Announcing Databricks Labs Terraform integration on AWS and Azure](https://www.databricks.com/blog/2020/09/11/announcing-databricks-labs-terraform-integration-on-aws-and-azure.html) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Announcement of the official integration allowing teams to provision Databricks workspaces, clusters, and notebook assets declaratively. Streamlines the delivery of automated data pipelines and data lakehouses within cloud-native platforms.
-## DevOps (1)
-
-### Infrastructure as Code (1)
-
-#### AI Integration
-
-  - **(2026)** [**Terraform & OpenTofu Skill for AI Agents**](https://github.com/antonbabenko/terraform-skill) ⭐ 2012  [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An open-source Model Context Protocol (MCP) skill set built for AI agents. Simplifies parsing, validating, and managing Terraform and OpenTofu infrastructure configurations through intelligent, context-aware LLM tool calls.
-#### Pulumi
-
-  - **(2026)** [==Pulumi: Infrastructure as Code in Any Programming Language==](https://github.com/pulumi/pulumi) ⭐ 25299  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An open-source, multi-cloud infrastructure platform that enables architects to build, deploy, and manage resources using general-purpose programming languages. Supports TypeScript, Go, Python, C#, and Java, using real language constructs like loops, functions, and standard testing libraries.
-## Infrastructure
-
-### Cloud Computing
-
-#### Architectural Knowledge Base
-
-  - **(2026)** [build5nines.com](https://build5nines.com)  [COMMUNITY-TOOL] β€” A technical portal offering architectural blueprints, deep-dives, and certification preparation resources focused on Microsoft Azure, hybrid cloud infrastructure, and enterprise DevOps patterns. Designed to help architects maintain highly-available systems.
-### Cluster Provisioning (1)
-
-#### Bare Metal
-
-  - **(2026)** [==poseidon/typhoon==](https://github.com/poseidon/typhoon) ⭐ 2044  [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Typhoon is a minimalist, secure, and performant bare-metal and multi-cloud Kubernetes distribution built entirely with Terraform. It bootstraps standard, upstream CNCF-compliant Kubernetes onto Flatcar Container Linux (and historically CoreOS), providing an excellent reference model for git-driven infrastructure without vendor lock-in.
-### Infrastructure as Code (2)
-
-#### Newsletters
-
-  - **(2025)** [weekly.tf: Terraform Weekly](https://www.weekly.tf)  [COMMUNITY-TOOL] β€” A widely read community newsletter focusing on Terraform, OpenTofu, and general IaC developments. Covers tool releases (Terramate, Pulumi, etc.), dynamic cloud configurations, LLM-based code generation, and production-tested pattern designs.
-#### Terraform Basics
-
-  - **(2025)** [learn.hashicorp.com: What is Infrastructure as Code with Terraform? 🌟](https://developer.hashicorp.com/terraform/tutorials/aws-get-started/infrastructure-as-code)  [COMMUNITY-TOOL] [GUIDE] β€” The official HashiCorp foundational tutorial explaining Infrastructure as Code (IaC) principles. Introduces Terraform's declarative syntax (HCL), resource execution graph generation, state locking, and best practices for configuring secure, reproducible multi-cloud components.
-#### Terraform Learning
-
-  - **(2023)** [techbeatly.com: 10 Free Courses to Learn Terraform](https://techbeatly.com/terraform-free-courses)  [COMMUNITY-TOOL] [GUIDE] β€” A curated list of free introductory and intermediate Terraform learning resources. Covers basic concepts such as provider initialization, configuration syntax, state file management, and dynamic modules across AWS, Azure, and GCP environments.
-### Machine Images
-
-#### AWS Packer Tutorial
-
-  - **(2024)** [learn.hashicorp.com: Write Packer template for AWS](https://developer.hashicorp.com/packer/tutorials/aws-get-started/aws-get-started-build-image)  [COMMUNITY-TOOL] [GUIDE] β€” Official hands-on tutorial guiding users through writing their first HCL-based Packer template for Amazon Web Services (AWS). Guides developers through declaring VPC variables, ami_regions, provisioners, and security credentials needed to deploy Golden Images.
-#### Packer
-
-  - **(2026)** [packer.io](https://developer.hashicorp.com/packer) [GO CONTENT]  [COMMUNITY-TOOL] β€” HashiCorp Packer is the industry-standard open-source tool for automating the generation of identical machine images for multiple platforms from a single source configuration. Supports AWS AMIs, VMware templates, Docker images, and Azure virtual hard disks.
-#### Packer and Ansible Guide
-
-  - **(2023)** [computingforgeeks.com: Build AWS EC2 Machine Images (AMI) With Packer and Ansible](https://computingforgeeks.com/build-aws-ec2-machine-images-with-packer-and-ansible)  [COMMUNITY-TOOL] β€” A step-by-step tutorial demonstrating how to build pre-configured AWS EC2 Amazon Machine Images (AMIs). Shows how to use HashiCorp Packer as the base image builder orchestrator and Ansible as the provisioner to configure software dependencies automatically.
-#### Packer Documentation
-
-  - **(2026)** [packer.io docs](https://developer.hashicorp.com/packer/docs) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official documentation hub for Packer, containing technical references for builders, provisioners, and post-processors. Details syntax configurations for HCL templates, dynamic plugins, and integrating container/VM deployment images directly into CI/CD pipelines.
-## Infrastructure as Code (3)
+## Infrastructure as Code
 
 ### AWS (2)
 
 #### Arch Study
 
   - **(2017)** [The Segment AWS Stack](https://segment.com/blog/the-segment-aws-stack) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Segment's historic architectural deep dive discussing their infrastructure orchestration models over AWS. Captures early evolution of high-volume container deployments prior to widespread EKS standards.
-#### CI-CD Pipelines
-
-  - **(2023)** [youtube: Terraform Tutorial for beginners | AWS Infrastructure as Code | Github Actions 🌟](https://www.youtube.com/playlist?list=PLlvAxgO7JdIXAzHx887zl-4no4X-CtiFu) [HCL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An introductory training playlist that guides novice developers through AWS resources provisioning with Terraform. Focuses heavily on the mechanics of GitHub Actions pipelines as the automated execution engine.
 #### Legacy Tooling
 
   - **(2021)** [**segmentio/stack**](https://github.com/segmentio/stack) ⭐ 2091  [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” Segment's production-proven infrastructure baseline template codebase for AWS workloads. Standardized on ECS, Auto-scaling, and foundational network controls, but now archived in favor of native Kubernetes/EKS methodologies.
-#### Networking (3)
+### Ansible
 
-  - **(2023)** [github.com/infrahouse/terraform-aws-openvpn](https://github.com/infrahouse/terraform-aws-openvpn) ⭐ 11  [HCL CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An AWS-specific Terraform module designed to provision a highly available OpenVPN server. Integrates Route53 DNS, Auto Scaling Groups, and AWS systems manager (SSM) configurations out of the box.
-#### Terraform Modules
+#### Image Provisioning
 
-  - **(2025)** [==github.com/terraform-aws-modules==](https://github.com/terraform-aws-modules) [HCL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The foundational registry ecosystem comprising highly standardized, battle-tested community AWS modules. Essential for orchestrating EKS, VPC, RDS, and standard IAM setups with enterprise-level security.
-### Abstractions
+  - **(2021)** [getbetterdevops.io: Build Docker Images Using Ansible and Packer](https://www.empowersurvivors.net) [YAML/HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Technical blueprint demonstrating how to integrate Ansible playbooks as provisioning engines inside HashiCorp Packer build runs. Outlines processes to construct audited, standardized, and security-hardened Docker images.
+### Best Practices
 
-#### Legacy Platforms
-
-  - **(2023)** [run-x/opta: Opta - Supercharge DevOps on any cloud](https://github.com/run-x/opta) ⭐ 912  [PYTHON CONTENT] 🌟🌟 [LEGACY] β€” Opta is an archived high-level declarative infrastructure platform that abstracted low-level Terraform details into service-centric YAML layouts. While it successfully simplified multi-cloud container orchestration, the project has been officially archived. Current platform engineering teams should look to modern modular structures like Terramate or native OpenTofu/Terraform configurations.
-### Azure (2)
-
-#### Identity
-
-  - **(2023)** [registry.terraform.io/modules/hlokensgard/rbac-administrator](https://registry.terraform.io/modules/hlokensgard/rbac-administrator/azure/latest) [HCL CONTENT] 🌟 [COMMUNITY-TOOL] β€” A community Terraform module to systematically manage complex role assignment patterns (RBAC) across Azure subscriptions, resource groups, and tenant configurations.
-#### Networking (4)
-
-  - **(2024)** [registry.terraform.io: Data Source: azurerm_ip_groups (new)](https://registry.terraform.io/providers/hashicorp/Azurerm/latest/docs/data-sources/ip_groups) [HCL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Technical schema specification detailing the Azure RM `azurerm_ip_groups` data source. Permits dynamic query and referencing of preconfigured IP Groups for use in firewall and network rules.
-#### Templates
-
-  - **(2022)** [github.com/amitmavgupta/azure-terraform](https://github.com/amitmavgupta/azure-terraform) ⭐ 29  [HCL CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A centralized repository of common Azure resource templates compiled using Terraform. Serves as a useful playground for setting up App Services, Cosmos DB, and Virtual Networks.
-### Azure DevOps
-
-#### Modules
-
-  - **(2023)** [registry.terraform.io/modules: azure-terraformer - azuredevops provider](https://registry.terraform.io/modules/markti/azure-terraformer/azuredevops) [HCL CONTENT] 🌟 [COMMUNITY-TOOL] β€” An Azure DevOps Terraform module engineered to provision and orchestrate Azure DevOps platform resources. Simplifies pipeline initialization, workspace provisioning, and repository structures using standard provider bindings.
-#### Providers (1)
-
-  - **(2024)** [github.com/microsoft/terraform-provider-azuredevops/releases/tag/v1.0.0](https://github.com/microsoft/terraform-provider-azuredevops/releases/tag/v1.0.0) ⭐ 428  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” The official v1.0.0 release of the Microsoft Azure DevOps provider for Terraform. Marks production-readiness for orchestrating Azure DevOps projects, service connections, pipelines, and repository resources programmatically via HCL.
-#### Troubleshooting
-
-  - **(2022)** [thomasthornton.cloud: Error: spawn terraform ENOENT when running Terraform in Azure DevOps Pipeline](https://thomasthornton.cloud/error-spawn-terraform-enoent-when-running-terraform-in-azure-devops-pipeline) [YAML CONTENT] 🌟 [COMMUNITY-TOOL] β€” An engineering runbook resolving the 'spawn terraform ENOENT' error encountered when invoking Terraform binaries within Azure DevOps pipeline agents. Focuses on proper system pathing, task runner configuration, and host agent optimization.
-### Azure Landing Zones (1)
-
-#### Modules (1)
-
-  - **(2021)** [github.com/kuhlman-labs/terraform-azurerm-landing-zone](https://github.com/kuhlman-labs/terraform-azurerm-landing-zone) ⭐ 10  [HCL CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” A community-focused Terraform module aiming to lay down Azure Landing Zone (ALZ) foundations. Facilitates enterprise-level governance, subscription nesting, management groups, and base platform networking constructs.
-### Best Practices (1)
-
-#### Anti-Patterns (1)
-
-  - **(2022)** [thenewstack.io: Terraform’s Best Practices and Pitfalls](https://thenewstack.io/terraforms-best-practices-and-pitfalls) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A diagnostic review examining common Terraform design errors, including monolithic state layouts and static credentials hardcoding. Provides engineering strategies to partition large state networks, establishing solid boundary scopes for cloud infrastructure.
 #### Case Studies
 
   - **(2023)** [blog.coderco.io: Terraform Best Practices Series - Lessons from the Battlefield: Part 1](https://blog.coderco.io/p/terraform-best-practices-series-lessons) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A two-part real-world post-mortem analysis exploring system breakdowns when operating large IaC topologies. Details technical remediation steps for corrupted states, uncoordinated dynamic lock releases, and scaling boundary patterns for high-frequency microservice backbones.
-#### Code Quality
-
-  - **(2023)** [build5nines.com: Terraform Best Practices for Writing Clean, Readable, and Maintainable Code](https://build5nines.com/terraform-best-practices-for-writing-clean-readable-and-maintainable-code) [HCL CONTENT]  [COMMUNITY-TOOL] β€” Focuses on formatting and clean architectural abstractions inside HCL. Identifies standards for robust variable declaration blocks, strict output typing, validation statements, and standard file partition styles.
-#### Design Patterns (1)
-
-  - **(2024)** [github.com/ozbillwang/terraform-best-practices](https://github.com/ozbillwang/terraform-best-practices) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” A granular community directory presenting opinions, formatting templates, and state handling rules designed to maximize maintainability across large infrastructure teams working on complex IaC footprints.
-#### Enterprise Scaling
-
-  - **(2024)** [developer.hashicorp.com: Part 3: How to Evolve Your Provisioning Practices](https://developer.hashicorp.com/terraform/cloud-docs/recommended-practices/part3) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” HashiCorp's official recommendation guide detailing architectural transformations necessary for scaling IaC teams. Progresses from basic single-operator CLI execution to enterprise platform governance with automated, collaborative, run-directed GitOps pipelines.
-#### Environment Promotion
-
-  - **(2023)** [build5nines.com: Best Practices to Promote from DEV to PROD Environments with HashiCorp Terraform using Workspaces and Folders 🌟](https://build5nines.com/best-practices-to-promote-from-dev-to-prod-environments-with-hashicorp-terraform-using-workspaces-and-folders) [HCL CONTENT]  [COMMUNITY-TOOL] β€” Compares folder-based structures with dynamic workspace techniques for pipeline environment progression. Analyzes structural pros and cons to isolate non-production systems from high-risk production environments.
-#### Environment Variable Management
-
-  - **(2022)** [thomasthornton.cloud: Using Terraform tfvars for environment-agnostic deployments 🌟](https://thomasthornton.cloud/using-terraform-tfvars-for-environment-agnostic-deployments) [HCL CONTENT]  [COMMUNITY-TOOL] β€” Detailed walkthrough on using `.tfvars` structures to execute environment-agnostic templates. Enables teams to deploy identical infra layouts to different environments by cleanly decoupling configuration parameters from baseline cloud code.
-#### Workflow Optimization
-
-  - **(2024)** [spacelift.io: 20 Terraform Best Practices to Improve your TF workflow 🌟](https://spacelift.io/blog/terraform-best-practices) [HCL CONTENT]  [COMMUNITY-TOOL] β€” A thorough guide highlighting 20 advanced configuration recommendations. Details robust error mitigation techniques, remote state lock handling, local workspace abstraction strategies, and dry run validation checks.
-### CDK
-
-#### Best Practices (2)
-
-  - **(2023)** [dev.to/aws-builders: Unleashing the Power of CDK and Terraform in Cloud Deployments](https://dev.to/aws-builders/unleashing-the-power-of-cdk-and-terraform-in-cloud-deployments-5680) [TYPESCRIPT CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An assessment and comparison of Terraform CDKTF versus standard AWS CDK, highlighting architectural hybrid options. Helps organizations leverage multi-cloud platforms using familiar imperative development styles.
-#### Frameworks
-
-  - **(2025)** [==terraform-cdk 🌟==](https://github.com/hashicorp/terraform-cdk) ⭐ 5077  [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Cloud Development Kit for Terraform (CDKTF) allowing engineers to write imperative application code (TypeScript, Python, Java) to define declarative infrastructure assets. A strong choice for teams moving away from HCL syntax.
-### CICD (1)
-
-#### Automation Patterns
-
-  - **(2023)** [globaldatanet.com: Terraform CI/CD Best Practices](https://globaldatanet.com/tech-blog/terraform-cicd-best-practices) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Outlines architectural patterns for executing automated provisioning steps. Discusses proper configuration mapping, plan verification stages, transient state lock handling, secure key authentication, and cloud drift assessment strategies.
-### CICD and Automation
-
-#### GitHub Actions
-
-  - **(2023)** [dev.to/bhanufyi: Effective Terraform Variable Management in GitHub Actions](https://dev.to/bhanufyi/effective-terraform-variable-management-in-github-actions-488l) [YAML/HCL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Demonstrates advanced workflows for parsing complex inputs, map variables, and dynamic configurations within GitHub Actions environments. Covers secure variable serialization using standard environment-level variables and dynamic JSON-encoded inputs mapped through workflows.
-  - **(2023)** [thomasthornton.cloud: Ensuring Your Terraform is Correctly Formatted Using Terraform fmt and GitHub Actions](https://thomasthornton.cloud/ensuring-your-terraform-is-correctly-formatted-using-terraform-fmt-and-github-actions) [YAML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Details how to configure automated linting and formatting validation directly within continuous integration pipelines. Leverages native formatting tools in GitHub Actions to validate standard code syntax rules on repository pull requests.
-  - **(2023)** [learn.hashicorp.com: Automate Terraform with GitHub Actions](https://developer.hashicorp.com/terraform/tutorials/automation/github-actions) [YAML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Official HashiCorp tutorial guiding engineers on deploying automated plans and applies within GitHub Actions. Outlines directory structures, secure state connections, and credential configuration using OIDC.
-  - **(2023)** [acloudguru.com: How to use GitHub Actions to automate Terraform](https://www.pluralsight.com/resources/blog/cloud/how-to-use-github-actions-to-automate-terraform) [YAML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A strategic guide on orchestrating secure declarative automation cycles within GitHub Actions. Outlines architectural patterns for safe plan previews, workspace permissions setup, credential management, and automated rollbacks.
-  - **(2023)** [youtube: AWS Backup Set Up Using Terraform cloud and GitHub Actions | Cloud Quick Labs](https://www.youtube.com/watch?v=4niy0_ZpQ1w&ab_channel=CloudQuickLabs) [HCL/YAML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A technical video walkthrough demonstrating the setup of enterprise AWS Backup vaults, retention policies, and asset allocations using Terraform Cloud workspaces triggered by GitHub Actions.
-  - **(2023)** [thomasthornton.cloud: Deploy Terraform using GitHub Actions to Azure](https://thomasthornton.cloud/deploy-terraform-using-github-actions-into-azure) [YAML/HCL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Demonstrates pipeline integration structures for deploying infrastructure assets to Azure. Covers setting up Azure Service Principals, configuring OpenID Connect (OIDC) authentication to avoid persistent credentials, and pipeline orchestration rules.
-  - **(2023)** [build5nines.com: Terraform: GitHub Actions Automated Deployment](https://build5nines.com/terraform-github-actions-automated-deployment) [YAML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Presents a clear blueprint for constructing basic CI/CD execution runs in GitHub. Covers step definitions, lint validations, and execution strategies designed to build solid base paths for continuous integration pipelines.
-  - **(2023)** [thomasthornton.cloud: Displaying Terraform Plans in GitHub PRs with GitHub Actions](https://thomasthornton.cloud/displaying-terraform-plans-in-github-prs-with-github-actions) [YAML/BASH CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An operations integration walkthrough explaining how to extract plan outputs and output formatted change diffs directly onto active GitHub Pull Request streams. Dramatically improves code review visibility before manual merges.
-  - **(2023)** [dev.to/spacelift: How to Manage Terraform with GitHub Actions](https://dev.to/spacelift/how-to-manage-terraform-with-github-actions-5b10) [YAML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Comprehensive architectural analysis of managing infrastructure configurations across complex organizations using GitHub Actions. Addresses complex matrix configurations, state safety, workspace locks, and automated environments alignment.
-#### Jenkins
-
-  - **(2023)** [dev.to: Provisioning AWS Infrastructure using Terraform and Jenkins CI/CD](https://dev.to/aws-builders/provisioning-aws-infrastructure-using-terraform-and-jenkins-cicd-pgj) [GROOVY/HCL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Demonstrates how to build automated deployment pipelines for AWS configurations inside Jenkins. Evaluates Jenkins security bindings, dynamic workspace configurations, and the isolation of run-time states.
-  - **(2023)** [github.com/vijaykedar/jenkins-setup-using-terraform](https://github.com/vijaykedar/jenkins-setup-using-terraform) [HCL CONTENT]  [COMMUNITY-TOOL] β€” Open-source reference repository containing fully modular files to build and deploy active Jenkins servers on public cloud networks. Configures networking rules, storage buckets, and server definitions.
-  - **(2023)** [github.com/reneaudain/jenkins_tf_repo: Jenkins Server and S3 Artifact Storage' on AWS using Terraform](https://github.com/reneaudain/jenkins_tf_repo) [HCL CONTENT]  [COMMUNITY-TOOL] β€” Practical automation code directory targeting the deployment of Jenkins configurations along with secure S3 storage setups. Integrates infrastructure definitions for continuous delivery processes on AWS platforms.
-#### Terraform Cloud
-
-  - **(2023)** [learn.hashicorp.com: Manage Private Environments with Terraform Cloud Agents](https://developer.hashicorp.com/terraform/tutorials/cloud/cloud-agents) [BASH CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A guide on deploying and configuring lightweight Terraform Cloud Agents inside secure, isolated local environments. Enables enterprises to provision private subnetworks and local systems securely without opening external ports.
-#### Validation and Testing
-
-  - **(2024)** [howdykloudy.in: Implementing Shift Left for Terraform: An Introductory Guide 🌟](https://www.howdykloudy.in/blog/implementing-shift-left-for-terraform-an-introductory-guide) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Introductory architectural roadmap to 'Shifting Left' inside infrastructure workflows. Promotes integrating semantic linters, static security engines (such as Checkov or Trivy), and cost projections (Infracost) directly inside native development sandboxes.
-### CICD and Linting
-
-#### Build Automation
-
-  - **(2023)** [buildkite.com: Manage your CI/CD resources as Code with Terraform](https://buildkite.com/resources/blog/manage-your-ci-cd-resources-as-code-with-terraform) [HCL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Explores how Buildkite resources (pipelines, agents, clusters) can be deterministically provisioned and versioned using Terraform providers. Emphasizes the architectural shift from manual web-console administration to auditable, pull-request-driven CI/CD configuration management. Live grounding shows that this GitOps approach prevents pipeline configuration drift and aligns security configurations across corporate repositories.
-#### Observability and Security
-
-  - **(2023)** [==youtube: Stop using shared secrets! CI/CD authentication the proper way==](https://www.youtube.com/watch?v=sd2wuAVush4) [YAML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A masterclass exploring OpenID Connect (OIDC) federation mechanisms to completely replace static credentials in CI/CD platforms. Demonstrates how runner environments authenticate directly with cloud APIs using short-lived tokens. Live grounding indicates that adopting OIDC-based identity federation is now the absolute industry-standard security baseline for modern cloud deployments.
-#### Workflow Automation
-
-  - **(2023)** [**itnext.io: GitHub Actions: Terraform deployments with a review of planned changes**](https://itnext.io/github-actions-terraform-deployments-with-a-review-of-planned-changes-30143358bb5c) [YAML CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Details a secure and interactive deployment pipeline design utilizing GitHub Actions to generate, parse, and review execution plans before triggering applies. Focuses on how PR comments, automated check-runs, and environment gates prevent destructive modifications. Live grounding emphasizes that this operational framework is crucial for maintaining team-wide transparency and safeguarding production infrastructure.
-### Cloud Security
-
-#### IAM Translation
-
-  - **(2023)** [bridgecrewio/AirIAM](https://github.com/bridgecrewio/AirIAM) ⭐ 824  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟 [LEGACY] β€” AirIAM bridges the gap between manual runtime configuration and declarative postures by parsing active AWS IAM deployments and converting them to structured Terraform modules. It leverages analytics to isolate unused roles and design clean, least-privilege configurations. Platform engineers utilize it to refactor legacy brownfield permissions into audited GitOps structures.
-### Code Quality (1)
-
-#### Linter
-
-  - **(2024)** [==github.com/terraform-linters/tflint==](https://github.com/terraform-linters/tflint/releases/tag/v0.51.0) ⭐ 5742  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” A highly robust framework and compiler-aware linter for Terraform configurations. Detects provider-specific errors, catches deprecated constructs, and enforces organizational standards within enterprise delivery pipelines.
-  - **(2022)** [prcode.co.uk: Terraform Code Quality](https://prcode.co.uk/2022/02/08/terraform-code-quality) [HCL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An optimization guide examining programmatic code-quality practices for Terraform. Reviews how static code validation, standard structural constraints, linting, and formatting tools improve delivery confidence.
-### Configuration Management
-
-#### Ansible Integration
-
-  - **(2022)** [ansible.com: Providing Terraform with that Ansible Magic 🌟🌟](https://www.redhat.com/en/blog/providing-terraform-with-that-ansible-magic) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Explains integration models for orchestrating systems using Terraform alongside Ansible. Recommends patterns where Terraform handles stateful infrastructure provisioning, and Ansible performs zero-downtime, post-boot configuration management across cloud workloads.
-#### Hybrid Automation
-
-  - **(2022)** [youtube: Terrraform + Ansible: Automating configuration in infrastructure](https://www.youtube.com/watch?v=DeNflzdjxVM) [HCL CONTENT] 🌟🌟🌟 [LEGACY] β€” A video tutorial analyzing the complementary patterns of Terraform (for provisioning cloud infrastructure) and Ansible (for configuration management and application deployment on those instances). Examines state handoff mechanisms, dynamic inventory integration, and run-time execution pipelines. Live grounding reveals that while native AMI/image-building pipelines are growing, this hybrid pattern remains highly utilized in legacy migrations.
-### Core Concepts
-
-#### Tutorials
-
-  - **(2023)** [env0.com: How to Use Terraform Providers](https://www.env0.com/blog/how-to-use-terraform-providers) [HCL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An in-depth conceptual breakdown demonstrating how Terraform interacts with external APIs using provider abstraction boundaries. Covers versioning lockfiles, provider block configuration, and source mirror configurations.
 ### Curation
 
-#### Azure Ecosystem
-
-  - **(2025)** [github.com/Azure/awesome-terraform](https://github.com/Azure/awesome-terraform) ⭐ 176  [MARKDOWN CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A specialized community portal tracking curated structures, provider tricks, modules, and implementation patterns optimized for deploying Microsoft Azure topologies through Terraform configs.
 #### Cloud Posse Modules
 
   - **(2025)** [==github.com/cloudposse?q=terraform-==](https://github.com/cloudposse?q=terraform-) [HCL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier repository suite of highly modular, enterprise-tested blueprints authored by Cloud Posse. These patterns are widely adopted for orchestrating complex AWS and Kubernetes infrastructure layers using declarative conventions.
-#### Community Directories
-
-  - **(2025)** [==github.com/shuaibiyy/awesome-terraform==](https://github.com/shuaibiyy/awesome-tf) ⭐ 6530  [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An extensive directory of modules, tools, linters, frameworks, and packages curated by the Terraform community. Acts as a core index for tracking dynamic tooling ecosystems like Terragrunt, TFLint, Terrascan, and cost optimization utilities.
-### Data Validation
-
-#### Providers (2)
-
-  - **(2022)** [github.com/tlkamp/terraform-provider-validation: Validation Provider](https://github.com/tlkamp/terraform-provider-validation) ⭐ 42  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An auxiliary custom validation provider that provides functions to run assertions, validate string constraints, and execute advanced checks before Terraform proceeds to infrastructure application phases.
-### Database Automation
-
-#### Terraform and Azure
-
-  - **(2022)** [thomasthornton.cloud: Enabling PostgreSQL flexible server logs and configuring a retention period using Terraform](https://thomasthornton.cloud/enabling-postgresql-flexible-server-logs-and-configuring-a-retention-period-using-terraform) [HCL CONTENT]  [COMMUNITY-TOOL] β€” Practical implementation guide for leveraging HashiCorp Terraform to configure diagnostic logging and retention policies on Azure Database for PostgreSQL Flexible Server. By defining IaC blocks for diagnostic settings and log forwarding, platform engineers can automate the streaming of engine logs to Azure Monitor, Log Analytics, or Storage Accounts. This configuration ensures compliance with enterprise security audits and automated log archival.
-### Dependency Management
-
-#### Upgrade Automation
-
-  - **(2023)** [infoq.com: Patcher, a Tool to Keep Updating Infrastructure as a Code](https://www.infoq.com/news/2023/04/patcher-iac-upgrade) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Patcher automates updates for infrastructure-as-code modules by analyzing code syntax and applying safe upgrades across repositories. It addresses maintenance debt by automating dependencies, ensuring platform layers remain secure and current.
-### Design Patterns (2)
-
-#### Multi-Environment
-
-  - **(2021)** [blog.gruntwork.io: How to manage multiple environments with Terraform 🌟](https://www.gruntwork.io/blog/how-to-manage-multiple-environments-with-terraform) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A foundational analysis by Gruntwork covering strategies to organize code across distinct environments (Dev, Staging, Prod). Contrasts workspace separation with modular folder structures and Terragrunt wrappers, highlighting trade-offs regarding blast radius boundaries, state isolation, and configuration duplicate elimination.
-### Discussions and Critiques
-
-#### Evolution of IaC
-
-  - **(2024)** [dronov.net: Terraform, the terrible](https://www.dronov.net/2024/02/22/terraform-the-terrible-en.html) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep critical review outlining inherent design limitations and architectural friction of the Terraform eco-system. Highlights concerns with state serialization hazards, syntax-level limits in HCL, and complex cyclic graphs inside enterprise multi-tenant designs.
-  - **(2024)** [nedinthecloud.com: Comparing Open TOFU And Terraform](https://nedinthecloud.com/2024/01/22/comparing-opentofu-and-terraform) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A balanced, technical side-by-side assessment evaluating the feature-level convergence and divergence of OpenTofu and HashiCorp Terraform. Breaks down functional differences including custom registry configurations, enhanced state encryption architectures, and tooling divergence.
-  - **(2023)** [blog.realkinetic.com: It’s Time to Retire Terraform](https://blog.realkinetic.com/its-time-to-retire-terraform-30545fd5f186) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A critical, forward-looking architectural analysis evaluating the limitations of declarative static HCL. Argues for migrating toward programming-language-based Infrastructure as Code (IaC) architectures (e.g., Pulumi or AWS CDK) to mitigate the cognitive load, state-locking friction, and custom domain DSL limitations inherent in large-scale enterprise deployments.
 ### Enterprise Platforms
 
 #### Catalogs and Blueprints
 
   - **(2023)** [blog.gruntwork.io: Introducing: The Gruntwork Module, Service, and Architecture Catalogs](https://www.gruntwork.io/blog/introducing-the-gruntwork-module-service-and-architecture-catalogs) [N/A CONTENT]  [COMMUNITY-TOOL] β€” The Gruntwork Service Catalog provides structured templates to accelerate developer self-service workflows inside enterprise environments. By decoupling infrastructure blueprints from daily application releases, developers can safely deploy scalable databases or microservices. It balances developer velocity with rigorous platform engineering standards.
-#### Managed IaC Library
-
-  - **(2025)** [**gruntwork.io**](https://www.gruntwork.io) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Gruntwork provides thoroughly tested, enterprise-grade Infrastructure-as-Code modules that establish robust standards for cloud platforms. Covering critical elements like secure networks, IAM, and orchestrators, it reduces custom development time. Gruntwork serves as a benchmark for platform architects designing reliable cloud strategies.
-### FinOps
-
-#### Cost Estimation
-
-  - **(2025)** [==Infracost 🌟==](https://github.com/infracost/infracost) ⭐ 12365  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier open-source parser for analyzing HCL variables and producing deep cloud cost projections before resource allocation. By feeding plans to a curated pricing API, Infracost acts as a vital continuous integration step for budget enforcement.
-  - **(2023)** [pratapreddypilaka.blogspot.com: Azure FinOps using Terraform and Infracost - Finding the hourly or monthly cost before Azure DevOps Deployments](https://pratapreddypilaka.blogspot.com/2023/11/azure-finops-using-terraform-and.html) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A specialized guide documenting how to build predictive cost checking gates for Azure workloads inside Azure DevOps pipelines. Leverages Infracost to generate budget analysis summaries before applying changes.
-  - **(2023)** [linkedin.com/pulse: How to Estimate Cloud Costs with Terraform (Azure, AWS, GCP, etc.) via Azure DevOps Pipelines](https://www.linkedin.com/pulse/how-estimate-cloud-costs-terraform-azure-aws-gcp-etc-via-kaan-turgut-msexc) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Details multi-cloud cost assessment integrations inside Azure DevOps pipelines. Outlines YAML structures to validate resources targeting AWS, Azure, and GCP, giving platforms pre-deployment visibility of expected changes.
 ### GitOps
 
-#### Alternative Orchestrators
-
-  - **(2025)** [digger.dev](https://digger.dev) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Digger is an open-source GitOps tool designed to run Terraform and OpenTofu directly within existing CI/CD runners (such as GitHub Actions or GitLab CI) rather than requiring dedicated hosted platforms. This minimizes enterprise security overhead by ensuring credentials and secrets never leave the primary CI system.
 #### Push-Based Workflows
 
   - **(2023)** [**about.gitlab.com: How to use a push-based approach for GitOps with Terraform and AWS ECS and EC2**](https://about.gitlab.com/blog/how-to-agentless-gitops-aws) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Evaluates push-based GitOps strategies using GitLab CI/CD pipelines to manage Terraform states targeted at AWS ECS and EC2. Contrasts agentless runner-driven pushes with pull-based execution models to help architects choose the ideal strategy.
-#### Terraform Cloud (1)
-
-  - **(2022)** [youtube: GitOps for infrastructure using GitHub and Terraform Cloud 🌟](https://www.youtube.com/watch?v=W_PmtDm4IXk&ab_channel=RobertdeBock) [HCL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” This visual and structural guide walks through the implementation of GitOps principles for infrastructure management by integrating GitHub Actions and Terraform Cloud. Modern architectural standards in 2026 emphasize decoupling orchestration from execution platforms, using webhook-driven plans and policy checks directly within VCS-integrated systems to reduce configuration drift.
-### Guides and Reviews
-
-#### Automated Generation
-
-  - **(2023)** [infracloud.io: 5 Tools to Auto-Generate Terraform Configuration Files 🌟](https://www.infracloud.io/blogs/auto-generate-terraform-configuration-files) [N/A CONTENT]  [GUIDE] [LEGACY] β€” This architectural review evaluates five prominent automated utilities engineered to import and reverse-engineer active cloud assets into functional Terraform files. It contrasts tools like Former2 and Terraformer, detailing critical trade-offs in HCL compliance, state mapping accuracy, and modular organization. Vital for legacy migration planning.
-#### Ecosystem Tools
-
-  - **(2023)** [spacelift.io: 18 Most Useful Terraform Tools to Use in 2023](https://spacelift.io/blog/terraform-tools) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An extensive expert compilation of 18 essential tools designed to augment Terraform and OpenTofu engineering pipelines. Focuses on orchestrators, linting engines, cost-estimation metrics, and policy-as-code validators. It aids systems architects in designing standardized, developer-friendly local workspace runbooks.
-#### Framework Comparisons
-
-  - **(2022)** [pie-r/terragrunt-vs-terraspace](https://github.com/pie-r/terragrunt-vs-terraspace) ⭐ 11  [HCL CONTENT] 🌟 [COMMUNITY-TOOL] β€” An analytical repository contrasting the structural patterns, dependency engines, and deployment structures of Terragrunt and Terraspace. Includes hands-on config templates that highlight maintenance overheads, execution speeds, and setup patterns, helping architects select the optimal orchestration layer.
-### Industry Landscape
-
-#### Acquisitions
-
-  - **(2024)** [pod.chaoslever.com: HashiCorp Under IBM’s Wing](https://pod.chaoslever.com/hashicorp-under-ibms-wing) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Pod discussion analyzing the legal, license-level, and operational ramifications of IBM's acquisition of HashiCorp. Traces the market's response, the rise of the Linux Foundation's OpenTofu project, and subsequent shifts in corporate support and hybrid-cloud automation strategies in 2026.
-  - **(2024)** [build5nines.com: Analyzing IBM’s Acquisition of HashiCorp: A Game-Changer in Hybrid Cloud Management](https://build5nines.com/analyzing-ibms-acquisition-of-hashicorp-a-game-changer-in-hybrid-cloud-management) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Strategic analysis of IBM's landmark acquisition of HashiCorp and its direct impact on multi-cloud orchestration. Examines how combining HashiCorp's stack (Terraform, Vault, Consul) with IBM's Red Hat OpenShift and Ansible portfolios shapes enterprise hybrid-cloud management pipelines.
-  - **(2023)** [opencoreventures.com: HashiCorp switching to BSL shows a need for open charter companies](https://www.opencoreventures.com/blog/hashicorp-switching-to-bsl-shows-a-need-for-open-charter-companies) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Analyzes the structural implications of HashiCorp's migration from MPLv2 to BUSL. Discusses the downstream trust shifts inside open-source ecosystems, illustrating how corporate moves catalyzed open alternatives like the Linux Foundation's OpenTofu initiative.
-### Kubernetes (2)
-
-#### Local Development
-
-  - **(2023)** [kyma-incubator/terraform-provider-kind: Terraform Provider for kind (Kubernetes' IN Docker)](https://github.com/kyma-incubator/terraform-provider-kind) ⭐ 81  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A dedicated Terraform provider to spin up local Kubernetes IN Docker (kind) clusters. Smoothly manages lifecycle stages for testing and continuous integration setups using standard IaC files.
-  - **(2022)** [dev.to: Deploy Kubernetes Resources in Minikube cluster using Terraform](https://dev.to/chefgs/deploy-kubernetes-resources-in-minikube-cluster-using-terraform-1p8o) [HCL CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A localized training guide that explains how to configure and use the Terraform Kubernetes provider against a local Minikube cluster. Helps developers practice writing manifests as code locally.
 ### Kubernetes Integration
 
 #### GitOps and Provisioning
 
   - **(2023)** [**blog.ogenki.io: Applying GitOps Principles to Infrastructure: An overview of tf-controller**](https://blog.ogenki.io/post/terraform-controller) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Analyzes the capabilities of Weaveworks' "tf-controller", a specialized Kubernetes operator designed to reconcile Terraform configurations following strict GitOps design loops. Details how this eliminates configuration drift by continuously comparing declared Git repository states with actual live environment structures. Live grounding confirms that despite Weaveworks' corporate restructuring, the community remains actively engaged in developing controller-driven reconciliation loops.
   - **(2022)** [**dev.to/kubestack: A Better Way to Provision Kubernetes Resources Using Terraform 🌟**](https://dev.to/kubestack/a-better-way-to-provision-kubernetes-resources-using-terraform-355n) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Highlights the architectural benefits of Kubestack, an open-source framework built on Terraform designed specifically for managing Kubernetes clusters and platform service deployments. Solves the traditional "two-stage apply" problem by separating cluster infrastructure provisioning from operational workload deployment. Live grounding underscores its utility in providing a deterministic GitOps deployment lifecycle for base platform components.
-#### Hyper-Converged Infrastructure
+### Kubernetes Provisioning
 
-  - **(2023)** [**thenewstack.io: Better Together: Hyper-Converged Kubernetes with Terraform**](https://thenewstack.io/better-together-hyper-converged-kubernetes-with-terraform) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Investigates the architectural patterns of provisioning and managing hyper-converged Kubernetes environments using Terraform. Demonstrates how unified HCL pipelines can coordinate both the physical or virtual computing fabric and the logical Kubernetes control plane. Live grounding emphasizes that this hybrid orchestration layer improves operational consistency across multi-cloud topologies.
-### Languages
+#### GitOps Frameworks
 
-#### Syntax Engines
-
-  - **(2026)** [==github.com/hashicorp/hcl: HCL==](https://github.com/hashicorp/hcl) ⭐ 5788  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The authoritative Go library parsing and validating HashiCorp Configuration Language (HCL). Serving as the declarative bedrock for Terraform, Packer, and Consul, HCL bridges raw JSON parsability with high-level human-readable configuration attributes and logic.
-  - **(2022)** [octopus.com: Introduction to HCL and HCL tooling](https://octopus.com/blog/introduction-to-hcl-and-hcl-tooling) [HCL CONTENT]  [COMMUNITY-TOOL] β€” An introductory guide into HCL syntax and parser tooling. Demystifies blocks, attributes, variables, local scopes, and ternary expressions, equipping developers with the core conceptual constructs needed to build complex Terraform modules.
+  - **(2024)** [Kubestack: Terraform GitOps Framework 🌟](https://www.kubestack.com) [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Kubestack is a specialized GitOps framework tailored for managing cloud-managed and bare-metal Kubernetes clusters using Terraform. Featuring a robust multi-tier environment structure, it guarantees absolute parity from local development platforms through to multi-zone production configurations. It helps platform engineers declare and provision compliant Kubernetes footprints.
 ### Multi-Tooling
 
 #### Azure Integration
 
   - **(2023)** [devopshubproject/azure-terraform-ansible](https://github.com/devopshubproject/azure-terraform-ansible) ⭐ 3  [HCL CONTENT] 🌟 [COMMUNITY-TOOL] β€” A functional integration project demonstrating hybrid automation on Azure. Illustrates patterns using Terraform to instantiate structural subnets and compute hosts, passing outputs directly into Ansible for fast runtime bootstrapping.
-### Networking (5)
+### Serverless Integration
 
-#### Juniper Junos
+#### Hybrid Automation
 
-  - **(2023)** [Junos-terraform: JUNOS Terraform Automation Framework (JTAF)](https://github.com/Juniper/Junos-terraform) ⭐ 82  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” The JUNOS Terraform Automation Framework (JTAF) auto-generates custom Terraform providers based on Junos XML schema specifications. Enables network administrators to manage hardware appliances declaratively.
-### Observability (1)
-
-#### Elasticsearch
-
-  - **(2022)** [infoq.com: Elastic Releases Terraform Providers for the Elastic Stack and Elastic Cloud](https://www.infoq.com/news/2022/01/elastic-terraform) [HCL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Announcement details for Elastic's official Terraform provider suite. Allows platform operations teams to systematically deploy and manage Elasticsearch clusters, deployments, security profiles, and data integrations.
-### Orchestration
-
-#### Enterprise Architectures (1)
-
-  - **(2024)** [github.com/cloudposse/atmos](https://github.com/cloudposse/atmos) ⭐ 1310  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Atmos is a production-grade orchestration framework developed to coordinate large-scale multi-account, multi-region cloud configurations. By utilizing a clean hierarchical YAML stack structure, it integrates Terraform, OpenTofu, and Helmfile into consolidated environment manifests. It streamlines modular patterns and enforces strict security and tagging architectures.
-#### Frameworks (1)
-
-  - **(2024)** [Terraspace.cloud](https://terraspace.cloud) [RUBY CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Terraspace is an elegant, full-featured Ruby-based framework for provisioning cloud architectures. Providing structured directory structures, integrated testing harnesses, and native generators, it converts complex Terraform structures into clean projects. It supports large-scale deployments by isolating execution behaviors dynamically.
-#### Reference Implementations
-
-  - **(2024)** [gruntwork-io/terragrunt-infrastructure-live-example](https://github.com/gruntwork-io/terragrunt-infrastructure-live-example) ⭐ 865  [HCL CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” This repository provides a concrete reference implementation for structuring enterprise-grade multi-environment architectures using Terragrunt. It demonstrates production patterns for isolated environments, centralized lock management, global provider blocks, and modular code encapsulation.
-#### Wrappers
-
-  - **(2025)** [==terragrunt.gruntwork.io==](https://terragrunt.com) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Terragrunt is the industry-standard orchestrator wrapper that resolves complex code redundancy by establishing DRY configurations, managing dynamic state initialization, and handling cross-module dependency trees. It simplifies variable inheritance structures, minimizing state bloat across hundreds of distinct directories.
-### Orchestration Platforms
-
-#### Alternative TACOs
-
-  - **(2025)** [spacelift.io](https://spacelift.io) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Spacelift serves as an enterprise-grade automation platform supporting Terraform, OpenTofu, Pulumi, CloudFormation, and Ansible. Features strong integration patterns for Rego-based open policy agent compliance, arbitrary pipeline phase hooks, and private worker pools suitable for secure architectures.
-  - **(2024)** [scalr.com: An alternative to Terraform Cloud and Terraform Enterprise](https://scalr.com) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Scalr is positioned as an enterprise alternative to Terraform Cloud/Enterprise. While initial positioning emphasized licensing differences, in 2026 it provides mature multi-registry management, hierarchical environment designs, and fine-grained Open Policy Agent (OPA) integrations, serving as a reliable control plane for large-scale enterprise automation.
-#### HashiCorp Cloud
-
-  - **(2022)** [build5nines.com: What is The HashiCorp Infrastructure Cloud?](https://build5nines.com/what-is-the-hashicorp-infrastructure-cloud) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Analyzes HashiCorp's unified platform approach, combining Terraform, Consul, Vault, and Packer under the HashiCorp Cloud Platform (HCP) banner. Focuses on the transition from disjointed CLI tools to integrated, identity-managed cloud operations designed to reduce platform engineering friction.
-#### Terraform Cloud (2)
-
-  - **(2023)** [spacelift.io: Terraform Cloud – Overview, Key Features & Tutorial](https://spacelift.io/blog/what-is-terraform-cloud) [HCL CONTENT]  [COMMUNITY-TOOL] β€” Spacelift's technical assessment of Terraform Cloud's infrastructure management ecosystem. Summarizes key pillars including native VCS connectors, remote state locking, sentinel-driven compliance, and secure runners, while contrasting the TFC product suite with alternative platform solutions.
-### Reverse Engineering (1)
-
-#### Tooling
-
-  - **(2025)** [==github.com/GoogleCloudPlatform/terraformer 🌟==](https://github.com/GoogleCloudPlatform/terraformer) ⭐ 14540  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A widely adopted CLI tool that reverse-engineers existing cloud infrastructure into declarative HCL code and states. Acts as a vital tool during migration processes from manual setups to systematic GitOps configurations.
-### SaaS Integration
-
-#### Providers (3)
-
-  - **(2021)** [github.com/circa10a/terraform-provider-mailform](https://github.com/circa10a/terraform-provider-mailform) ⭐ 14  [GO CONTENT] 🌟 [EMERGING] β€” A niche experimental Terraform provider for the Mailform SaaS API. Serves as a great programmatic example for developers seeking to build customized provider architectures using standard SDK specifications.
-### Security (3)
-
-#### CI-CD Pipelines (1)
-
-  - **(2021)** [youtube: Using tfsec and Jenkins to Secure Your Terraform Code](https://www.youtube.com/watch?v=hbMVGEw0HpE&ab_channel=CloudBeesTV) [GROOVY CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A video guide detailing the orchestration of tfsec security verification steps inside classic Jenkins pipeline engines. Employs best practices to catch infrastructure vulnerabilities early in deployment.
-#### Penetration Testing
-
-  - **(2023)** [offensive-terraform.github.io: Offensive Terraform Modules 🌟](https://offensive-terraform.github.io) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A collection of customized HCL templates designed for cybersecurity audits, simulating misconfigured cloud scenarios. Assists DevSecOps teams in proactively testing detection and response pipelines against infrastructure flaws.
-#### Policy as Code (1)
-
-  - **(2024)** [**learn.hashicorp.com: Enforce Policy with Sentinel**](https://developer.hashicorp.com/terraform/tutorials/policy) [SENTINEL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Official instructional tutorial on implementing Sentinel policy-as-code controls in Terraform Cloud and Enterprise. Ensures resource checks and cost guardrails are analyzed prior to scheduling active infrastructure executions.
-#### Secrets Management
-
-  - **(2024)** [**learn.hashicorp.com: Codify Management of Vault Enterprise Using Terraform**](https://developer.hashicorp.com/vault/tutorials/operations/codify-mgmt-enterprise) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” HashiCorp's official deployment guide detailing how to automate the complex management of Vault Enterprise configurations (e.g., namespaces, security policies, auth backends) programmatically via Terraform.
-#### Static Analysis (1)
-
-  - **(2024)** [==tfsec 🌟==](https://tfsec.dev) [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A static analysis security scanner for Terraform HCL configurations. Largely unified under Trivy/Aqua Security, it is leveraged within CI/CD pipelines to catch identity policy weaknesses, networking flaws, and standard resource exposures prior to planning phases.
-  - **(2025)** [**terrascan 🌟**](https://www.tenable.com/cloud-security/solutions/iac) [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An advanced static analysis framework for Infrastructure as Code. Scan Helm, Terraform, and Docker configurations for critical vulnerability flags, configuration flaws, and structural security compliance failures.
-#### Workload Identity
-
-  - **(2023)** [**devblogs.microsoft.com/devops: Introduction to Azure DevOps Workload identity federation (OIDC) with Terraform**](https://devblogs.microsoft.com/devops/introduction-to-azure-devops-workload-identity-federation-oidc-with-terraform) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A comprehensive guide on configuring passwordless, secure OIDC authentication between Azure DevOps pipelines and Azure using Terraform. Eliminates the need for managing long-lived secrets, enhancing enterprise-grade compliance and security posture.
-### Software Development Kits
-
-#### CDKTF
-
-  - **(2020)** [infoq.com: cdk-terraform - Cloud Development Kit Can Now Generate Terraform Configurations Using TypeScript and Python](https://www.infoq.com/news/2020/07/cdk-terraform) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A core report highlighting the emergence of CDKTF and its benefits over traditional configuration declarative languages. Evaluates how generating Terraform config files via programming loops, objects, and unit-testing libraries addresses enterprise-scale pipeline scalability challenges.
-### State Management (1)
-
-#### Providers (4)
-
-  - **(2020)** [mitchellh/terraform-provider-multispace](https://github.com/mitchellh/terraform-provider-multispace) ⭐ 148  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A highly specialized custom provider allowing interaction with external workspaces within a single run. Solves state dependency sharing patterns dynamically, conceptualized by Mitchell Hashimoto.
-### Terraform (1)
+  - **(2019)** [**theburningmonk.com: Making Terraform and Serverless framework work together**](https://theburningmonk.com/2019/03/making-terraform-and-serverless-framework-work-together) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A classic, influential case study analyzing the architecture of combining HashiCorp Terraform (for heavy resources like VPCs, databases, IAM) with Serverless Framework (for ephemeral Lambdas). Explores state output handoffs, parameter store structures, and pipeline coordination protocols. Live grounding confirms that while newer tools have merged these functions, this division of labor remains highly performant and stable.
+### Terraform
 
 #### AWS Integration
 
   - **(2023)** [**youtube: How to Deploy an E-Commerce Website to AWS With Terraform || Terraform Hands-on Project | Tech with Helen**](https://www.youtube.com/watch?v=iLgEK6A31HM) [HCL CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A hands-on, end-to-end architecture video project walking through the deployment of a highly-available, multi-tier e-commerce platform on AWS. Covers setting up application load balancers, auto-scaling groups, database subnets, and security configurations. Live grounding validates that constructing comprehensive environments like this helps engineers master real-world production interdependencies.
-  - **(2022)** [**youtube - freecodecamp.org: Learn Terraform (and AWS) by Building a Dev Environment – Full Course for Beginners**](https://www.youtube.com/watch?v=iRaai1IBlB0) [HCL CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A step-by-step video-based masterclass for establishing an AWS development environment utilizing primary HCL resource definitions. Walks developers through VPC configs, subnets, route tables, security groups, and public key authentication setups. Live grounding confirms this course continues to serve as an industry-standard baseline for cloud engineering candidates.
-#### Adoption Principles
-
-
-??? abstract "Architect's Technical Comparison Table"
-    | Solution | Maturity | Primary Focus | Language | Stars |
-    | :--- | :--- | :--- | :--- | :--- |
-    | [youtube.com: Terraform Basics | Ned in the Cloud](https://www.youtube.com/playlist?list=PLXb5972EMl4BfKVDMaJH6Pg9SI6q_HqMg) |  | Adoption Principles | HCL | 🌟🌟🌟🌟 |
-    | [gravitydevops.com: Terraform: A Step-by-Step Guide from Basics to Advanced Techniques](https://gravitydevops.com/terraform-tutorials-basic-to-advanced-2025) |  | Adoption Principles | HCL | 🌟🌟🌟 |
-    | [tekanaid.com: Terraform for Beginners – A Beginner’s Guide to Automating Cloud Infrastructure 🌟](https://tekanaid.com/posts/terraform-for-beginners-course-and-training) |  | Adoption Principles | HCL | 🌟🌟🌟 |
-    | [build5nines.com: Why HashiCorp Terraform is Essential for SREs and DevOps Engineers](https://build5nines.com/why-hashicorp-terraform-is-essential-for-sres-and-devops-engineers) |  | Adoption Principles | HCL | 🌟🌟🌟 |
-    | [acloudguru.com: 5 things we love about Terraform](https://www.pluralsight.com/resources/blog/cloud/5-things-we-love-about-terraform) |  | Adoption Principles | HCL | 🌟🌟🌟 |
-    | [dev.to: Using Terraform To Manage Infrastructure Resources | Pavan Belagatti](https://dev.to/pavanbelagatti/using-terraform-to-manage-infrastructure-resources-32da) |  | Adoption Principles | HCL | 🌟🌟🌟 |
-
-  - **(2023)** [**youtube.com: Terraform Basics | Ned in the Cloud**](https://www.youtube.com/playlist?list=PLXb5972EMl4BfKVDMaJH6Pg9SI6q_HqMg) [HCL CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A comprehensive introductory video series covering standard IaC orchestration concepts, core CLI mechanics, state handling, and simple multi-tier cloud provisionings. Ideal for establishing foundational competency without entering complex module design details immediately. Live grounding underscores its high pedagogical value in engineering onboarding initiatives.
-  - **(2025)** [gravitydevops.com: Terraform: A Step-by-Step Guide from Basics to Advanced Techniques](https://gravitydevops.com/terraform-tutorials-basic-to-advanced-2025) [HCL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An updated pedagogical guide reflecting modern Terraform patterns up to 2025. Highlights the architectural transition toward highly modular setups, automated test-driven infrastructure development, and integration with modern cloud-native providers. Live grounding validates that this guide is exceptional for onboarding engineering talent with clean, cloud-agnostic paradigms.
-  - **(2023)** [tekanaid.com: Terraform for Beginners – A Beginner’s Guide to Automating Cloud Infrastructure 🌟](https://tekanaid.com/posts/terraform-for-beginners-course-and-training) [HCL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A comprehensive starter guide and training curriculum outlining the conceptual basics of declarative infrastructure-as-code. Walks through provider block structures, variable management, and basic AWS resources setups. Live grounding shows this is highly effective for transitioning traditional system administrators to automated cloud infrastructure roles.
-  - **(2023)** [build5nines.com: Why HashiCorp Terraform is Essential for SREs and DevOps Engineers](https://build5nines.com/why-hashicorp-terraform-is-essential-for-sres-and-devops-engineers) [HCL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Assesses the architectural value proposition of Terraform from the perspective of Site Reliability Engineers and platform teams. Discusses benefits like multi-cloud portability, declarative state consistency, dependency mapping, and automation-friendly APIs. Live grounding proves that while alternatives exist, Terraform's sprawling provider ecosystem remains highly critical to automation.
-  - **(2022)** [acloudguru.com: 5 things we love about Terraform](https://www.pluralsight.com/resources/blog/cloud/5-things-we-love-about-terraform) [HCL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Outlines the critical architectural and workflow advantages that cemented Terraform as the de facto standard for infrastructure automation. Focuses on the declarative configuration model, multi-provider extensibility, plan dry-runs, modularity, and community-driven resource provider support. Live grounding confirms that despite market fragmentation, these core tenets remain essential to modern platform engineering.
-  - **(2022)** [dev.to: Using Terraform To Manage Infrastructure Resources | Pavan Belagatti](https://dev.to/pavanbelagatti/using-terraform-to-manage-infrastructure-resources-32da) [HCL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Explains the baseline principles of Terraform configuration, executing initial runs, and interpreting resource drift in public clouds. Designed as a foundational layout for operators seeking to abandon manual console configurations. Live grounding emphasizes its use as an educational framework for modern devops onboardings.
-#### Advanced Orchestration
-
-  - **(2023)** [**spectrocloud.com: Deploying complex infrastructure with a Terraform state machine**](https://www.spectrocloud.com/blog/deploying-complex-infrastructure-with-a-terraform-state-machine) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Presents an advanced design pattern where Terraform's state transitions are managed dynamically using a state machine pattern to coordinate complex multi-cloud deployments. Discusses strategies for managing dependencies, multi-layer inputs, and asynchronous state updates. Live grounding indicates this architecture is vital for highly dynamic Kubernetes environments where simple dependencies fail to capture reality.
-  - **(2023)** [**dev.to/pwd9000: Terraform Pro Tips Series' Articles 🌟🌟**](https://dev.to/pwd9000/series/16567) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A collection of advanced Terraform architectural guides addressing Azure DevOps integration over SSH, complex variable typings, and fine-tuning resource lifecycles. Discusses the utilization of attributes like "ignore_changes" and "prevent_destroy" to safeguard critical production backbones. Live grounding confirms this series is a vital playbook for operationalizing continuous delivery in enterprise spaces.
-#### Azure Integration (1)
-
-  - **(2023)** [**youtube - freecodecamp.org: Learn Terraform with Azure by Building a Dev Environment – Full Course for Beginners**](https://www.youtube.com/watch?si=zB9HD1MCp3SbLQwL&v=V53AHWun17s&feature=youtu.be) [HCL CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A comprehensive video course mapping the design and implementation of an Azure-based dev environment using modern Terraform practices. Explains resource groups, virtual networks, and VM provisioning with integrated cloud-init bootstrapping. Live grounding notes this is one of the most popular long-form video tutorials for developers building solid enterprise expertise in Azure-specific providers.
-  - **(2023)** [**build5nines.com: Terraform: Deploy Azure ExpressRoute Circuit with VNet Gateway**](https://build5nines.com/terraform-deploy-azure-expressroute-circuit-with-vnet-gateway) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A specialized case study and technical guide detailing the orchestration of high-throughput hybrid networking infrastructure on Azure. Walks through declaring virtual networks, ExpressRoute circuits, and gateway connections. Live grounding confirms that automating physical-to-virtual hybrid networking parameters significantly reduces routing errors and security misconfigurations.
-#### Azure Modules
-
-  - **(2023)** [**thomasthornton.cloud: Writing reusable Terraform modules (azure)**](https://thomasthornton.cloud/writing-reusable-terraform-modules) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Advanced extension of writing reusable modules for Azure. Emphasizes maintaining backward compatibility, configuring strict semantic versioning tags in private registries, and automating modular state tests.
-#### Best Practices (3)
-
-  - **(2024)** [masterpoint.io: Three Terraform Use-cases You Need to Start Implementing](https://masterpoint.io/blog/terraform-use-cases) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Presents three advanced structural paradigms: multi-region dynamic workspace state querying, native mock-testing checks, and programmatic policy validation integration. Demonstrates production patterns that decoupled dependencies and enforce safe execution boundaries.
-  - **(2024)** [blog.gruntwork.io: A comprehensive guide to managing secrets in your Terraform code 🌟🌟🌟](https://www.gruntwork.io/blog/a-comprehensive-guide-to-managing-secrets-in-your-terraform-code) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” The definitive Gruntwork handbook on secrets management within Terraform deployments. Details strategies for dynamic secret retrieval via external stores (such as HashiCorp Vault, AWS Secrets Manager, or GCP Secret Manager) while avoiding hardcoded variable configurations and leaking credentials in build logs.
-  - **(2023)** [build5nines.com: Terraform: Split main.tf into seperate files](https://build5nines.com/terraform-split-main-tf-into-seperate-files) [HCL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Best practice architectural blueprint for refactoring monolithic `main.tf` configuration structures into clean, decoupled, multi-file topologies. Outlines segregation of responsibilities across variables, providers, outputs, and logical cloud resources to streamline enterprise collaboration and minimize Git conflict risk.
-  - **(2023)** [acloudguru.com: How to troubleshoot 5 common Terraform errors](https://www.pluralsight.com/resources/blog/cloud/how-to-troubleshoot-5-common-terraform-errors) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A master troubleshooting reference addressing the five most common infrastructure automation faults: locking queue blocks, authentication failures, cyclic resource dependencies, missing provider plugins, and schema mismatch issues. Yields immediate solutions for system recovery.
-#### CDK and Alternative Languages
-
-  - **(2023)** [**infoq.com: CDK for Terraform Improves HCL Conversion and Terraform Cloud Interactions**](https://www.infoq.com/news/2023/04/cdk-terraform-convert) [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Reports on progress in Cloud Development Kit for Terraform (CDKTF), showcasing enhanced capabilities to convert standard HCL files to programming languages like Python, TypeScript, and Go. Evaluates how this bridges the divide between pure software development and systems engineering. Live grounding points out that CDKTF is increasingly favored by application developers seeking programmatic multi-tier infrastructure provisioning.
-#### CICD and Linting (1)
-
-  - **(2023)** [**terrateam.io: Terraform Pre-Commit Hooks**](https://terrateam.io/blog/terraform-pre-commit-hooks) [HCL CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Analyzes the use of git pre-commit hooks as a local feedback loop to enforce code formatting, syntactic correctness, and security scanning before code reaches upstream repositories. Emphasizes tools like tflint, tfsec, and checkov within the automation hook sequence. Live grounding shows that automating these checks significantly reduces CI failure rates and keeps infrastructure declarations clean.
-  - **(2023)** [thenewstack.io: Automating Retry for Failed Terraform Launches](https://thenewstack.io/automating-retry-for-failed-terraform-launches) [HCL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Addresses structural solutions for handling intermittent cloud provider API timeouts and throttling failures through automated retry mechanisms. Evaluates how runner environments and CI pipelines can safely retry specific phases without corrupting locks. Live grounding reinforces the importance of using robust, error-tolerant wrappers to maximize pipeline reliability in large-scale deployments.
-#### Code Modifiers
-
-  - **(2023)** [github.com/seal-io/tap: Terraform Advanced Patcher (TAP)](https://github.com/seal-io/tap) ⭐ 15  [GO CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” TAP (Terraform Advanced Patcher) executes fine-grained, localized modifications directly inside active HCL code blocks without resetting or breaking state continuity. Primarily geared for programmatic platform modifications, it resolves dependency-update hurdles in massive deployments by allowing targeted mutations across distributed repositories.
-#### Deep Dive Tutorials
-
-  - **(2023)** [**AdminTurnedDevOps/Terraform-The-Hard-Way**](https://github.com/AdminTurnedDevOps/Terraform-The-Hard-Way) ⭐ 342  [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A comprehensive, hands-on repository designed to teach the inner workings of Terraform without automated abstractions. Explores fundamental concepts like local/remote state locking, provider initialization, manual dependency resolution, and deep CLI mechanics. Live grounding confirms this repository is a highly valued community-driven learning path for SREs requiring direct structural familiarity with IaC.
-#### Developer Productivity
-
-  - **(2022)** [==blog.gruntwork.io: How to use Terraform as a team==](https://www.gruntwork.io/blog/how-to-use-terraform-as-a-team) [HCL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Examines the governance, coordination, and structural methodologies required for collaborative Terraform operations within growing development teams. Covers essential components like remote state management, distributed state locking, pull-request code review workflows, and decoupled environments. Live grounding highlights that without these collaborative controls, engineering organizations frequently face state corruption issues and deployment race conditions.
-  - **(2022)** [serhii.vasylenko.info: Some Techniques to Enhance Your Terraform Proficiency](https://devdosvid.blog/2022/01/16/some-techniques-to-enhance-your-terraform-proficiency) [HCL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A compilation of advanced design patterns and optimization strategies designed to elevate HCL configuration quality. Addresses the implementation of dynamic blocks, custom validation rules, and proper workspace utilization to minimize boilerplate code. Live grounding confirms that incorporating these dry-run structures directly mitigates runtime validation errors during execution phases.
-#### Drift Detection
-
-  - **(2023)** [cloudquery.io: Announcing CloudQuery Terraform Drift Detection](https://www.cloudquery.io/blog/announcing-cloudquery-terraform-drift-detection) [GO CONTENT]  [COMMUNITY-TOOL] β€” CloudQuery Drift Detection automates the discovery of structural and state discrepancies between active cloud environments and declarative Terraform configurations. Utilizing high-performance SQL query constructs, it operates as an out-of-band compliance engine. Architecturally, it replaces resource-intensive 'terraform plan' loops with scheduled drift audits.
-#### Dynamic Configuration
-
-  - **(2021)** [==blog.gruntwork.io: Terraform tips & tricks: loops, if-statements, and gotchas==](https://www.gruntwork.io/blog/terraform-tips-tricks-loops-if-statements-and-gotchas) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A technical deep-dive into standard HCL patterns for implementing loops, conditional logic, and common behavioral gotchas. Discusses how dynamic behaviors impact plan predictability and state mapping. Live grounding confirms this Gruntwork resource is a key reference for cloud architects designing generic, reusable modules.
-  - **(2023)** [middlewareinventory.com: Terraform For Each Examples – How to use for_each | Devops Junction](https://www.middlewareinventory.com/blog/terraform-for-each-examples) [HCL CONTENT] 🌟🌟🌟 [LEGACY] β€” Explores dynamic resource generation within HCL using the "for_each" meta-argument to handle maps, sets, and nested collections. Contrasts this approach against the legacy "count" parameter to demonstrate cleaner, key-based resource mapping. Live grounding demonstrates that using "for_each" prevents systematic resource deletion and recreation cycles during state manipulation.
-  - **(2023)** [build5nines.com: Terraform: How to Join and Split Strings](https://build5nines.com/terraform-how-to-join-and-split-strings) [HCL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Technical reference focusing on HCL's native string manipulation functions like "join()", "split()", and "replace()". Demonstrates their application when generating dynamic names, processing resource tags, or managing complex network parameters. Live grounding highlights that using native functions is critical to building robust, self-documenting parameters inside library modules.
-#### EKS Deployment
-
-  - **(2023)** [hewi.blog: Deploying an EKS cluster using Terraform](https://hewi.blog/deploying-an-eks-cluster-using-terraform) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Practical walkthrough demonstrating how to deploy a production-ready AWS EKS cluster with Terraform. Focuses on VPC networking setups, IAM role mapping via OpenID Connect (OIDC), and configuring managed worker node groups.
-#### Ecosystem Evolution
-
-  - **(2024)** [**devops.com: Building on Terraform: Evolution, not Revolution**](https://devops.com/building-on-terraform-evolution-not-revolution) [HCL CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Explores the continuous evolution of HashiCorp Terraform and OpenTofu within the enterprise IaC landscape. Highlights how organizational adoption patterns have shifted from manual HCL execution to structured platform engineering paradigms. While the source stresses steady progress, live grounding demonstrates that license changes (BSL) have spurred a parallel, stable ecosystem under the Linux Foundation (OpenTofu).
-#### Integrations
-
-  - **(2023)** [youtube HashiCorp: Telemetry transformed: Terraforming Grafana for next-gen dashboards](https://www.youtube.com/watch?v=qGdGMnQ83SA) [HCL CONTENT]  [COMMUNITY-TOOL] β€” A technical video walkthrough showing how to manage and deploy dashboards, alert limits, and data sources in Grafana as code. Integrates monitoring directly alongside the lifecycle of target environments.
-#### Lifecycle Hooks
-
-  - **(2023)** [==terraform.io: Creation-Time Provisioners 🌟==](https://developer.hashicorp.com/terraform/language/provisioners) [HCL CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” Documents the operational behaviors of creation-time versus destroy-time provisioners within the lifecycle of a resource. Highlights how failures during creation mark resources as tainted, whereas destroy-time actions execution must be robust against resource loss. Live grounding reinforces the architectural community consensus to treat these mechanisms as legacy design smells, utilizing native engine capabilities instead.
-#### Migration and Import
-
-  - **(2023)** [**devops.com: How to Migrate Existing Infrastructure to Terraform**](https://devops.com/how-to-migrate-existing-infrastructure-to-terraform) [HCL CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” A guide targeting the structural transition of legacy, manually managed cloud infrastructure into a declarative Terraform state. Explains standard import mechanisms, reverse-engineering of HCL definitions, and reconciliation of drift. Live grounding emphasizes that recent Terraform releases (1.5+) have radically improved this flow through native "import" blocks, reducing dependency on legacy CLI tooling.
-#### Modules (2)
-
-  - **(2023)** [build5nines.com: Terraform: Modules using Git Branch as Source](https://build5nines.com/terraform-modules-using-git-branch-as-source) [HCL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Outlines structural strategies for referencing Terraform modules sourced directly from remote Git branches, tags, or specific commits. Details exact Git source syntax structures (such as `git::https://...git?ref=branch_name`) and evaluates the tradeoffs between dynamic development agility and pipeline safety.
-#### Observability and Security (1)
-
-  - **(2023)** [overmind.tech: Is Observability relevant for Terraform?](https://overmind.tech/blog/is-observability-relevant-for-terraform) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Explores the convergence of systems observability and infrastructure-as-code deployments. Focuses on tracing how execution plans, resource dependencies, and actual run-time failures map visually to simplify debugging for DevOps teams. Live grounding highlights that real-time observation of state transitions significantly reduces mean-time-to-resolution (MTTR) when rolling back failed changes.
-#### Pre-flight Verification
-
-  - **(2021)** [github.com/jamesw4/confirm-tfvars](https://github.com/jamesw4/confirm-tfvars) [GO CONTENT]  [COMMUNITY-TOOL] β€” confirm-tfvars acts as a tactical CLI guardrail that intercepts execution workflows to verify designated variables inside active tfvars files before applying. It serves as an architectural firewall during production execution runs, reducing the risk of human-error configurations causing cascading resource destruction.
-#### Project Structure
-
-  - **(2023)** [**spacelift.io: Terraform Files – How to Structure a Terraform Project**](https://spacelift.io/blog/terraform-files) [HCL CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A modern reference examining directory-level, workspace-based, and multi-repo architectures for Terraform projects. Analyzes the engineering tradeoffs associated with monolithic files, environment-divided directories, and terragrunt-managed remote state configurations. Live grounding emphasizes that decoupling configuration layouts is critical to minimizing blast radiuses in enterprise operations.
-  - **(2023)** [**build5nines.com: Terraform: Code Project Organization Strategies (based on team, workload, or monolithic)**](https://build5nines.com/terraform-code-project-organization-strategies-based-on-team-workload-or-monolithic) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Evaluates different configuration topologies (monolithic, team-separated, workload-divided, and resource-type-grouped) to determine the best organizational layout for scaling enterprise IaC. Addresses how code structures directly map to blast radiuses and speed of deployment. Live grounding confirms that using decoupled directories is superior to giant state frameworks for limiting accidental infrastructure destruction.
-  - **(2023)** [**build5nines.com: Should .terraform.lock.hcl file be added to .gitignore or committed to Git repo?**](https://build5nines.com/should-terraform-lock-hcl-file-be-added-to-gitignore-or-committed-to-git-repo) [HCL CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Resolves the common configuration debate regarding the governance of the provider lock file (".terraform.lock.hcl"). Explains why committing this file is critical to enforcing deterministic provider versioning and cryptographic checksum verification across diverse execution environments. Live grounding confirms that omitting this file from source control introduces catastrophic, untraceable drift in CI runners.
-  - **(2022)** [**digitalocean.com: How To Structure a Terraform Project 🌟**](https://www.digitalocean.com/community/tutorials/how-to-structure-a-terraform-project) [HCL CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Explains foundational directory layout designs and file separation protocols for building robust, scalable codebases. Highlights best practices for segregating development, staging, and production environments via directories instead of simple workspaces. Live grounding validates that this file structural layout remains the base standard for enterprise repository templates.
-  - **(2022)** [github.com/DhruvinSoni30/Terraform_multiple_modules](https://github.com/DhruvinSoni30/Terraform_multiple_modules) ⭐ 4  [HCL CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A repository demonstrating practical multi-module project structures designed for AWS environments. Shows how to pass variables between custom local modules to construct a cohesive multi-tiered architecture. Live grounding confirms this repository serves as a baseline boilerplate for students studying modular code layout mechanics.
-#### Refactoring and State Manipulation
-
-  - **(2022)** [==terraform.io: Refactoring==](https://developer.hashicorp.com/terraform/language/modules/develop/refactoring) [HCL CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Official reference for Terraform's native refactoring features, specifically the "moved" block introduced in version 1.1. These blocks allow engineers to rename resources or transfer them to nested modules without manual, error-prone state surgical operations via CLI. Live grounding highlights its role in continuous integration pipelines, where state migration must be safe, declarative, and collision-free.
-  - **(2022)** [**infoq.com: Terraform 1.3 Release Introduces Simplified Refactoring Experience 🌟**](https://www.infoq.com/news/2022/09/terraform-simplified-refactoring) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Chronicles the landmark Terraform 1.3 release, which introduced support for moving resources across modules natively via declarative "moved" blocks. Explains how this release mitigated complex state surgical tasks and enhanced overall ecosystem maintainability for enterprise-scale platforms. Live grounding highlights that this feature laid the groundwork for robust modular lifecycle refactoring frameworks in downstream iterations.
-#### Scaffolding Utilities
-
-  - **(2022)** [badarsebard/terraforge](https://github.com/badarsebard/terraforge) ⭐ 64  [JAVASCRIPT CONTENT] 🌟 [COMMUNITY-TOOL] β€” Terraforge functions as an intuitive visual scaffolding platform engineered to streamline the baseline authoring of complex Terraform configurations. Developers can sketch resource boundaries visually and export clean HCL and variables. Though limited in enterprise scaling, it remains a valuable accelerator for rapid prototyping.
-#### State and Variables
-
-  - **(2023)** [**devdosvid.blog: Hello Terraform Data; Goodbye Null Resource**](https://devdosvid.blog/2023/04/16/hello-terraform-data-goodbye-null-resource) [HCL CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An alternative analysis regarding the architectural shift from the null_resource community provider to the built-in "terraform_data" resource type. Outlines concrete migration examples and explains why leveraging built-in state structures improves performance and execution safety. Live grounding validates that standardizing on "terraform_data" reduces external module lookup latency in air-gapped runtimes.
-  - **(2022)** [**nedinthecloud.com: Replacing The Template Cloudinit Config Data Source**](https://nedinthecloud.com/2022/01/18/replacing-the-template_cloudinit_config-data-source) [HCL CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” Addresses the deprecation of the legacy "template_cloudinit_config" resource and maps the clean migration path to the built-in "cloudinit_config" data source. Explains how this restructuring improves parsing performance and removes external module overhead. Live grounding confirms that keeping cloud-init resources modern is essential to prevent deployment blockages in current provider runtimes.
-  - **(2023)** [bitslovers.com: Terraform Output – What you should know](https://www.bitslovers.com/terraform-output) [HCL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Analyzes the lifecycle of Terraform output variables as a mechanism for exposing resource attributes to CLI commands or parent modules. Emphasizes the technical value of outputs in decoupling infrastructure modules and enabling downstream execution layers. Live grounding confirms its vital role in orchestrating multi-tier architectures via remote state backends.
-#### State Management (2)
-
-  - **(2024)** [dev.to/env0: Terraform Destroy Command: A Guide to Controlled Infrastructure Removal](https://dev.to/envzero/terraform-destroy-command-a-guide-to-controlled-infrastructure-removal-4af8) [HCL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Comprehensive safety-first guide for managing infrastructure lifecycle terminations using the `terraform destroy` command. Highlights critical prevention mechanisms such as the `prevent_destroy` lifecycle hook, target-specific destructions, and mitigation of resource dependency graph breakdowns.
-  - **(2024)** [nilebits.com: Understanding Terraform Drift Detection and Remediation 🌟](https://www.nilebits.com/blog/2024/07/terraform-drift-detection) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Architectural playbook on detecting and remediating drift between active cloud infrastructure and version-controlled declarative states. Analyzes manual and automated feedback loops, the state refresh phase, and systematic remediation options.
-  - **(2024)** [spacelift.io/blog/terraform-backends](https://spacelift.io/blog/terraform-backends) [HCL CONTENT]  [COMMUNITY-TOOL] β€” A granular comparison of storage backends (including AWS S3, Google GCS, Azure Blob, and managed cloud environments like Spacelift). Highlights critical differentiators around locking, automated encryption-at-rest strategies, and credential injection security.
-  - **(2024)** [bejarano.io/terraform-plan-light: terraform plan -light 🌟](https://www.bejarano.io/terraform-plan-light) [BASH CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Investigates wrapper optimizations and command hacks to achieve rapid, low-impact infrastructure calculations (`terraform plan -light`). Designed to reduce API rate-limiting fatigue and calculation lag in huge enterprise accounts by selectively executing plan checks.
-  - **(2023)** [build5nines.com: Terraform: Remove Resource from State File (.tfstate)](https://build5nines.com/terraform-remove-resource-from-state-file-tfstate) [BASH CONTENT] [ADVANCED LEVEL]  [GUIDE] [LEGACY] β€” Deep dive into executing `terraform state rm` to securely untrack infrastructure resources without triggering physical cloud deletion. Explains use-cases like decoupling legacy modules, refactoring workspace states, and manual migration of shared components.
-  - **(2023)** [build5nines.com: Terraform State Management Explained](https://build5nines.com/terraform-state-management-explained) [HCL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Detailed exploration of state file engines in Terraform, covering single sources of truth, remote backend storage strategies, concurrent state locking mechanisms, and the state mutation lifecycle commands crucial for multi-user pipelines.
-  - **(2023)** ["Have you used the taint command in Terraform yet?"](https://www.youtube.com/watch?v=v_T1fuYGjV0&ab_channel=NedintheCloud) [BASH CONTENT]  [GUIDE] [LEGACY] β€” Explores the transition away from the deprecated `terraform taint` pattern in favor of the modern `-replace` parameter. Outlines historical reasons for marking resources and the safer, planning-phase alternatives available in current releases.
-#### Syntax and Expressions
-
-  - **(2023)** [build5nines.com: Terraform: How to for_each through a list(objects)](https://build5nines.com/terraform-how-to-for_each-through-a-listobjects) [HCL CONTENT]  [COMMUNITY-TOOL] β€” Detailed architectural guide on leveraging the `for_each` expression to iterate over a list of structural objects in Terraform. Explains how to programmatically transform a list of objects into an uniquely keyed map using a inline `for` projection, which ensures deterministic and stable resource provisioning without relying on unstable index-based `count` loops.
-  - **(2023)** [build5nines.com: Terraform IP Functions for Managing IP Addresses, CIDR Blocks, and Subnets](https://build5nines.com/terraform-ip-functions-for-managing-ip-addresses-cidr-blocks-and-subnets) [HCL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A deep dive into built-in network calculation functions like `cidrsubnet`, `cidrsubnets`, and `cidrhost` in Terraform. Explains the binary arithmetic of CIDR division to construct clean, dynamic, scale-ready VPC and subnet topologies across public cloud platforms.
-  - **(2023)** [build5nines.com: Terraform: How are Data Sources used?](https://build5nines.com/terraform-how-are-data-sources-used) [HCL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Technical guide outlining the architectural use of data sources in HCL to securely fetch real-time metadata from external resources. Minimizes hardcoded identifiers by query-filtering configurations directly from dynamic cloud registries at run-time.
-  - **(2023)** [build5nines.com: Terraform: Conditional If Variable Does Not Exist (try function)](https://build5nines.com/terraform-conditional-if-variable-does-not-exist-try-function) [HCL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Practical tutorial exploring HCL error handling utilizing the native `try` evaluation function. Demonstrates writing resilient, defensive code configurations that gracefully fall back to defaults when encountering undefined object keys or missing input fields.
-  - **(2023)** [build5nines.com: Terraform: Output URL to Azure Portal for Azure Resources](https://build5nines.com/output-link-to-azure-resources-from-terraform-project) [HCL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Presents a DevOps efficiency hack that constructs active Azure Portal resource URLs dynamically inside Terraform output manifests. Streamlines operations by offering direct dashboard links within CI/CD runner logs for newly provisioned clouds.
-  - **(2023)** [build5nines.com: Working with YAML in Terraform using the `yamldecode` and `yamlencode` Functions](https://build5nines.com/working-with-yaml-in-terraform-using-the-yamldecode-and-yamlencode-functions) [HCL/YAML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Comprehensive guide on parsing and serializing configuration data structures between YAML schemas and native HCL objects utilizing `yamldecode` and `yamlencode` functions. Crucial for integrating complex external declarations (such as Helm value trees) directly into modular deployments.
-  - **(2023)** [dev.to/spacelift: Using Terraform YAML Functions](https://dev.to/spacelift/using-terraform-yaml-functions-3ade) [HCL/YAML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Demonstrates the architectural patterns unlocked by parsing decoupled configuration schemas utilizing YAML functions. Shows how to feed dynamic variable trees to modular interfaces, improving clean separations between system configurations and infrastructure-as-code files.
-#### Tooling (1)
-
-  - **(2023)** [==github.com/PacoVK/tapir==](https://github.com/PacoVK/tapir) ⭐ 237  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An open-source utility designed to render interactive visual representations of Terraform execution plans. Helps teams review deep changes, resource recreations, and infrastructure impacts in a browser dashboard before approvals.
-  - **(2024)** [terraform-docs.io](https://terraform-docs.io/user-guide/introduction) [GO CONTENT]  [COMMUNITY-TOOL] β€” Official user guide for `terraform-docs`, the standard utility used to auto-generate markdown-formatted documentation from HCL module files. Highlights support for custom templates, flexible output schemas (JSON, YAML, XML), and continuous integration pre-commit hooks.
-#### Validation and Testing (1)
-
-  - **(2024)** [mattias.engineer: Terraform Variable Cross Validation](https://mattias.engineer/blog/2024/terraform-variable-cross-validation) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Outlines progressive methodologies for variable validation block declarations. Discusses cross-variable dependencies and structural validation patterns that ensure dynamic validation constraints are applied before triggering execution phases.
-  - **(2024)** [mattias.engineer: A Comprehensive Guide to Testing in Terraform: Keep your tests, validations, checks, and policies in order 🌟](https://mattias.engineer/posts/terraform-testing-and-validation) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An outstanding, comprehensive architectural exploration of HCL validation layers. Compares variable validations, dynamic resource checks, state-level policy engines, and the native `terraform test` testing suite to build reliable codebases.
-#### Workflow Automation (1)
-
-  - **(2023)** [**dev.to/grrywlsn: Self-service infrastructure as code**](https://dev.to/grrywlsn/self-service-infrastructure-as-code-23bl) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Outlines platform engineering strategies to enable developer self-service infrastructure deployment via pre-approved Terraform module registries. Discusses how to build abstraction templates that allow development teams to safely deploy standard resources without deep IaC expertise. Live grounding highlights this approach as a central pillar of modern platform teams looking to eliminate operations bottlenecks.
-  - **(2023)** [build5nines.com: Terraform Workflow Process Explained](https://build5nines.com/terraform-workflow-process-explained) [HCL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A structural breakdown of the standard write-plan-apply execution loop that forms the basis of all infrastructure automation pipelines. Examines the operations performed during each phase, including dependency mapping and state-lock resolution. Live grounding shows that understanding these core lifecycle phases is vital before adopting complex CI tools like Atlantis or Terraform Cloud.
-  - **(2023)** [youtube: Transforma tu EMPRESA con Terraform: CatΓ‘logo de Servicios | Nito Moreno](https://www.youtube.com/watch?v=IORvnr4u8z8) [HCL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A Spanish-language technical resource focusing on shifting enterprise IT from manual ticketing workflows to a self-service infrastructure catalog powered by Terraform. Discusses how pre-approved configurations can align with security protocols and automated budgets. Live grounding highlights that catalog-driven provisioning drastically increases velocity while enforcing enterprise guardrails.
-### Terraform Engine
-
-#### Provider Architecture
-
-  - **(2021)** [phillipsj.net: Dynamically Loaded Terraform Providers 🌟](https://www.phillipsj.net/posts/dynamically-loaded-terraform-providers) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An in-depth investigation of how Terraform loads and resolves provider plugins dynamically. Covers binary dependency management inside isolated, non-internet-connected execution nodes and air-gapped registry mirrors.
-#### State Management (3)
-
-  - **(2021)** [devclass.com: Terraform 1.1 moves forward with refactoring helpers and native Terraform Cloud integration](https://www.devclass.com/devops/2021/12/09/terraform-11-moves-forward-with-refactoring-helpers-and-native-terraform-cloud-integration/1621944) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Details the architecture of the Terraform 1.1 release, focusing on native `moved` blocks which revolutionized configuration refactoring. This shift eliminated manual, error-prone `terraform state mv` CLI runs in CI/CD pipelines, allowing developers to declaratively trace resource migrations directly inside codebases.
-### Terraform Modules (1)
-
-#### Advanced Best Practices
-
-  - **(2022)** [dev.to: Terraform Modules for Advanced Users](https://dev.to/gofirefly/terraform-modules-for-advanced-users-4n56) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Explores complex patterns inside Terraform configurations, such as structural dynamics, dynamic code loops, complex variables, validation blocks, and semantic version tagging frameworks.
-#### Development
-
-  - **(2022)** [digitalocean.com: How To Build a Custom Terraform Module](https://www.digitalocean.com/community/tutorials/how-to-build-a-custom-terraform-module) [HCL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An educational workflow outlining step-by-step module construction in Terraform. Details module inputs, outputs, structure conventions, and guidelines for publishing modules to external registries.
-### Terraform Orchestration
-
-#### Monorepo Management
-
-  - **(2024)** [mineiros-io/terramate](https://github.com/terramate-io/terramate) ⭐ 3598  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [ENTERPRISE-STABLE] β€” Terramate delivers powerful orchestration, selective change detection, and modular code generation for multi-directory Terraform and OpenTofu monorepos. It optimizes large-scale continuous deployment pipelines by executing runs only in directories containing modified plans. By generating dynamic DRY configurations, it ensures strict state isolation and mitigates workspace blast radiuses.
-### Terraform Providers (2)
-
-#### Azure IPAM
-
-  - **(2024)** [==Terraform Provider for Azure IPAM==](https://github.com/XtratusCloud/terraform-provider-azureipam) ⭐ 10  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Custom open-source Terraform provider built to automate cloud IP address allocation directly from centralized Azure IPAM solutions. Ensures smooth networking configuration inside containerized setups.
-### User Interfaces
-
-#### TUI Engines
-
-  - **(2024)** [github.com/idoavrah/terraform-tui: TFTUI - The Terraform textual UI](https://github.com/idoavrah/terraform-tui) ⭐ 1284  [PYTHON CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” TFTUI (The Terraform Textual UI) is an interactive, console-based monitoring utility designed to query active Terraform state graphs. Developed in Python, it allows platform administrators to navigate complex resource matrices, track active drift, and trigger targeted states without leaving the terminal console. It streamlines high-velocity manual debugging.
-  - **(2024)** [github.com/leg100/pug: PUG](https://github.com/leg100/pug) ⭐ 682  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” PUG (Pug User Interface) is a terminal-based UI designed to control terraform commands and monitor output states. It presents interactive visual representations of active plans, deployment structures, and error pipelines. It elevates standard log streams into dynamic terminal dashboards for faster local troubleshooting.
-### Visualization
-
-#### Documentation Generation
-
-  - **(2023)** [github.com/RoseSecurity/Terramaid](https://github.com/RoseSecurity/Terramaid) ⭐ 5  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” Terramaid auto-generates structured markdown document files by translating HCL topologies and complex dependency trees into Mermaid.js format. This allows systems teams to embed auto-updating, declarative system models within active Git code bases. It prevents outdated repository diagrams by tying documentation directly to code pipelines.
-#### Online Editors
-
-  - **(2024)** [edotor.net](https://edotor.net) [JAVASCRIPT CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An interactive, web-based DOT language editor. Serves as a streamlined sandbox to drop `terraform graph` outputs and tweak rendering settings without local Graphviz runtime dependencies.
-  - **(2024)** [dreampuf.github.io/GraphvizOnline](https://dreampuf.github.io/GraphvizOnline) [JAVASCRIPT CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An online editor to render and preview Graphviz graphs interactively. Widely leveraged by cloud engineers to paste Terraform DAG configurations and visually optimize infrastructure topologies on the fly.
-  - **(2024)** [graphviz.online](https://graphviz.online) [JAVASCRIPT CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An alternative web interface facilitating online rendering of Graphviz constructs. Standardizes the design and inspection of infrastructure dependencies dynamically computed via declarative schemas.
-#### SaaS Tools
-
-  - **(2025)** [**Brainboard 🌟**](https://www.brainboard.co) [TYPESCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A collaborative visual cloud architecture platform that lets teams design cloud topologies visually and auto-generate corresponding, clean, production-ready Terraform code configurations synchronously.
-#### Tooling (2)
-
-  - **(2026)** [==graphviz.org==](https://graphviz.org) [C CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Open-source graph visualization software. Frequently paired with `terraform graph` to render DOT files into legible visual topologies, depicting complex network, instance, and workspace dependency graphs.
-  - **(2023)** [**Rover - Terraform Visualizer 🌟**](https://github.com/im2nguyen/rover) ⭐ 3308  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An interactive Terraform visualizer that parses local plan files to construct interactive, searchable web topologies. Accelerates architectural validation and configuration review workflows.
-#### Topology Mapping
-
-  - **(2024)** [cycloidio/inframap: Inframap 🌟](https://github.com/cycloidio/inframap) ⭐ 2035  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Inframap compiles native HCL files or existing Terraform state inputs directly into comprehensive node-link visualization graphs. By executing clean AST parsing, the tool extracts backend dependencies, service connections, and active endpoints. It outputs directly to DOT format to enable programmatic generation of up-to-date cloud deployment maps.
-  - **(2023)** [github.com/inkdrop-org/inkdrop-visualizer](https://github.com/inkdrop-org/inkdrop-visualizer) ⭐ 512  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Inkdrop Visualizer maps active Terraform states or complex HCL patterns into detailed node-graph visualizations. It generates structured, scalable diagrams designed to support continuous integration systems and design audits. By mapping exact dependency chains, it facilitates code review understanding across collaborative engineering teams.
-## Orchestration (1)
+## Orchestration
 
 ### AKS (1)
 
-#### Best Practices (4)
-
-  - **(2024)** [techcommunity.microsoft.com: How to deploy a production-ready AKS cluster with Terraform verified module](https://techcommunity.microsoft.com/discussions/azurepartners/how-to-deploy-a-production-ready-aks-cluster-with-terraform-verified-module/4122013) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An article walking through Azure Verified Modules (AVM) standards for AKS deployments. Promotes Microsoft-endorsed configuration architectures optimizing cost, security, performance, and maintenance.
-#### CI-CD Pipelines (2)
+#### CI-CD Pipelines
 
   - **(2022)** [thomasthornton.cloud: Building and deploying to an AKS cluster using Terraform and Azure DevOps with Kubernetes and Helm providers](https://thomasthornton.cloud/building-and-deploying-to-an-aks-cluster-using-terraform-and-azure-devops-with-kubernetes-and-helm-providers) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A tactical guide focused on end-to-end GitOps deployment. Integrates Terraform provisioning of AKS with the Helm and Kubernetes providers within Azure DevOps pipelines to automate application layer deployment.
-#### GitOps (1)
-
-  - **(2023)** [thomasthornton.cloud: Deploying Azure AKS GitOps Flux extension with Terraform](https://thomasthornton.cloud/deploying-azure-aks-gitops-flux-extension-with-terraform) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Illustrates how to leverage Terraform to programmatically install the managed Azure GitOps Flux v2 extension on an AKS cluster. Automates cluster synchronization with target configurations directly from repository state.
 #### Masterclass
 
   - **(2023)** [**github.com/stacksimplify/azure-aks-kubernetes-masterclass 🌟**](https://github.com/stacksimplify/azure-aks-kubernetes-masterclass) [HCL CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A highly comprehensive masterclass repository containing declarative HCL files and manifests to deploy AKS with Azure Disks, Azure Files, Application Gateway ingress, and active Azure AD integration.
-#### Production Architecture
-
-  - **(2022)** [itnext.io: How We Used Terraform to Create and Manage a HA AKS Kubernetes Cluster in Azure](https://itnext.io/how-we-used-terraform-to-create-and-manage-a-ha-aks-kubernetes-cluster-in-azure-812f64896c08) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An in-depth case study analyzing the construction of a Highly Available (HA) AKS deployment using Terraform. Outlines real-world structural hurdles, private endpoint architecture, multi-region routing, and node pool segmentation strategies.
-#### Terraform Modules (2)
-
-  - **(2024)** [github.com/Azure/terraform-azurerm-aks](https://github.com/Azure/terraform-azurerm-aks) ⭐ 388  [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” The official, production-ready Microsoft Azure RM module to deploy and configure Azure Kubernetes Service (AKS) clusters. Implements best practices for network profiles, identity, node pools, and integration with Azure Monitor.
-#### Tutorials (1)
-
-  - **(2023)** [**learnk8s.io/terraform-aks 🌟**](https://learnkube.com/terraform-aks) [HCL CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An educational deep-dive into provisioning and bootstrapping an Azure Kubernetes Service (AKS) cluster using Terraform. Covers declarative infrastructure configuration, state management, and basic cluster connectivity verification.
-## Platform Engineering (2)
+## Platform Engineering (1)
 
 ### AKS (2)
 
 #### Reference Architecture
 
   - **(2024)** [**github.com/Azure-Samples/aks-platform-engineering Building a Platform Engineering Environment on Azure Kubernetes Service (AKS) 🌟**](https://github.com/Azure-Samples/aks-platform-engineering) ⭐ 155  [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The official Microsoft reference architecture for building enterprise platform engineering environments on AKS. Demonstrates internal developer platforms, cluster bootstrapping, policy control, and automated fleet management.
-## Professional Development
+## Security (2)
 
-### Certifications
-
-#### Terraform Associate
-
-  - **(2023)** [tomwechsler/HashiCorp_Certified_Terraform_Associate](https://github.com/tomwechsler/HashiCorp_Certified_Terraform_Associate) [HCL CONTENT] 🌟 [COMMUNITY-TOOL] β€” This laboratory and practice repository contains practical resources for preparing for the HashiCorp Certified: Terraform Associate syllabus. It provides direct exposure to essential state management commands and variable configuration setups through reproducible workspace examples.
-  - **(2022)** [itnext.io: My Journey to HashiCorp Certified: Terraform Associate](https://itnext.io/my-journey-to-hashicorp-certified-terraform-associate-f91f397a01e0) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An educational guide tracking preparation strategies for the HashiCorp Certified: Terraform Associate exam. The article breaks down foundational concepts like provider configuration, local state operations, modules, and execution commands, serving as a structured roadmap for engineers.
-#### Terraform Professional
-
-  - **(2024)** [Teaser: Chapter 2 of Terraform Authoring and Operations Professional Study Guide](https://mattias.engineer/blog/2024/terraform-professional-chapter-2) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” An advanced study guide segment detailing the Terraform Authoring and Operations Professional Certification. Focuses on advanced deployment pipelines, complex state lock paradigms, deep provider configurations, and collaborative enterprise orchestration patterns.
-## Security (4)
-
-### Secrets Management (1)
+### Secrets Management
 
 #### GitOps Encrypted Secrets
 
@@ -1582,7 +260,7 @@
 
 ### AWS (3)
 
-#### IaC (4)
+#### IaC
 
   - **(2024)** [**serverless.tf: Doing serverless with Terraform**](https://serverless.tf) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The serverless.tf project offers structured Terraform blueprints for designing robust, production-ready serverless applications on AWS. By standardizing execution patterns for AWS Lambda, API Gateway, and Step Functions, it eliminates raw boilerplate while preserving native HCL flexibility.
 ## Serverless Architecture
@@ -1592,10 +270,12 @@
 #### API Gateway
 
   - **(2024)** [learn.hashicorp.com: y Serverless Applications with AWS Lambda and API Gateway 🌟](https://developer.hashicorp.com/terraform/tutorials/aws/lambda-api-gateway)  [COMMUNITY-TOOL] [GUIDE] β€” Standard HashiCorp tutorial teaching developers how to architect, deploy, and configure high-performance serverless endpoints using AWS Lambda and API Gateway, entirely declared via modular HCL files.
-#### Infrastructure as Code (4)
+#### Infrastructure as Code (1)
 
   - **(2023)** [==AWS Lambda the Terraform Way==](https://github.com/nsriram/lambda-the-terraform-way) ⭐ 1260  [HCL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A widely starred open-source template repository outlining best practices for packaging, versioning, and deploying AWS Lambda functions natively using Terraform. Eliminates dependencies on external serverless frameworks by leveraging HCL zip archiving capabilities.
 
 ---
-πŸ’‘ **Explore Related:** [IaC](./iac.md) | [Chef](./chef.md) | [Crossplane](./crossplane.md)
+πŸ’‘ **Explore Related:** [Securityascode](./securityascode.md) | [Ansible](./ansible.md) | [Devsecops](./devsecops.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/test-automation-frameworks.md b/v2-docs/test-automation-frameworks.md
index 9df3ad12..37d189c3 100644
--- a/v2-docs/test-automation-frameworks.md
+++ b/v2-docs/test-automation-frameworks.md
@@ -8,80 +8,19 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Cloud Operations](#cloud-operations)
   - [Infrastructure Validation](#infrastructure-validation)
     - [OpenStack Testing](#openstack-testing)
-1. [Continuous Integration and Delivery](#continuous-integration-and-delivery)
-  - [Static Analysis](#static-analysis)
-    - [SonarQube Integration](#sonarqube-integration)
 1. [Quality Assurance and Testing](#quality-assurance-and-testing)
-  - [API Automation](#api-automation)
-    - [Low-Code Testing](#low-code-testing)
-  - [Acceptance Testing](#acceptance-testing)
-    - [Keyword-Driven Frameworks](#keyword-driven-frameworks)
   - [Containerization](#containerization)
     - [Docker and Selenium](#docker-and-selenium)
-  - [Continuous Integration](#continuous-integration)
-    - [BDD Integration](#bdd-integration)
-    - [Build and Deploy Integration](#build-and-deploy-integration)
-    - [Build Tooling](#build-tooling)
-    - [GitHub Actions](#github-actions)
-    - [Parallel Testing](#parallel-testing)
-  - [Framework Design](#framework-design)
-    - [Open Source Architecture](#open-source-architecture)
-  - [Mobile Automation](#mobile-automation)
-    - [Appium Core](#appium-core)
-    - [BDD Automation](#bdd-automation)
   - [Orchestration](#orchestration)
     - [Kubernetes Grid Deployment](#kubernetes-grid-deployment)
-  - [Technology Evaluation](#technology-evaluation)
-    - [Framework Comparison](#framework-comparison)
   - [Test Automation](#test-automation)
-    - [Best Practices](#best-practices)
     - [Containerized Testing](#containerized-testing)
     - [Distributed Testing](#distributed-testing)
-    - [Framework Comparisons](#framework-comparisons)
-    - [Prototyping Tools](#prototyping-tools)
     - [Test Observability](#test-observability)
-    - [Web Testing](#web-testing)
-  - [Test Management](#test-management)
-    - [Jira Integration](#jira-integration)
-  - [Web Automation](#web-automation)
-    - [Configuration Management](#configuration-management)
-    - [Debugging and Troubleshooting](#debugging-and-troubleshooting)
-    - [Design Patterns](#design-patterns)
-    - [Element Identification](#element-identification)
-    - [Migration and Upgrade](#migration-and-upgrade)
-    - [Network Interception](#network-interception)
-    - [Playwright Setup](#playwright-setup)
-    - [Scripting Basics](#scripting-basics)
-    - [Selenium Framework](#selenium-framework)
-    - [Selenium Java](#selenium-java)
-    - [Selenium Python](#selenium-python)
-    - [Technology Evaluation](#technology-evaluation-1)
-    - [UI Interaction Techniques](#ui-interaction-techniques)
-1. [Web Scraping and Automation](#web-scraping-and-automation)
-  - [Data Extraction](#data-extraction)
-    - [Python Bots](#python-bots)
-    - [Selenium Bots](#selenium-bots)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [Dzone: best practices for selenium automation](https://dzone.com/articles/best-practices-for-selenium-automation-one-must-kn)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: best practices for selenium automation in the Kubernetes Tools ecosystem.
-  - [Dzone: top 11 challenges in autmation testing using selenium](https://dzone.com/articles/top-11-challenges-in-automation-testing-using-sele)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: top 11 challenges in autmation testing using selenium in the Kubernetes Tools ecosystem.
-  - [qautomation.blog: How to run selenium script in JMeter](https://qautomation.blog/2019/05/07/how-to-run-selenium-script-in-jmeter)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering qautomation.blog: How to run selenium script in JMeter in the Kubernetes Tools ecosystem.
-  - [medium: Testing APIs with Python 🌟](https://medium.com/python-in-plain-english/testing-apis-with-python-4ca51d604ffe)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Testing APIs with Python 🌟 in the Kubernetes Tools ecosystem.
-  - [testinglpoint.com: Cucumber Interview Question](https://www.testinglpoint.com/cucumber-interview-question)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering testinglpoint.com: Cucumber Interview Question in the Kubernetes Tools ecosystem.
-  - [dzone: API Testing With Cucumber](https://dzone.com/articles/api-testing-with-cucumber)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: API Testing With Cucumber in the Kubernetes Tools ecosystem.
-  - [Dzone: 14 of the best automation testing tools available](https://dzone.com/articles/14-of-the-best-automation-testing-tools-available)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: 14 of the best automation testing tools available in the Kubernetes Tools ecosystem.
-  - [Dzone: The power of automated testing and test management](https://dzone.com/articles/the-power-of-automated-testing-and-test-management)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: The power of automated testing and test management in the Kubernetes Tools ecosystem.
 ## Cloud Operations
 
 ### Infrastructure Validation
@@ -89,157 +28,32 @@
 #### OpenStack Testing
 
   - **(2024)** [**Tempest Testing Project**](https://docs.openstack.org/tempest/latest) [PYTHON CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Analyzes Tempest, the comprehensive open-source integration test suite designed specifically to validate OpenStack cloud deployments. Evaluates how Tempest performs API validation and functional scenario testing across core OpenStack components (like Nova, Neutron, and Keystone) to ensure infrastructure conformance and stability.
-## Continuous Integration and Delivery
-
-### Static Analysis
-
-#### SonarQube Integration
-
-  - **(2022)** [**automated-360.com: How to perform Code Quality Check for Selenium Test Automation? (SonarQube)**](https://andara88.it.com) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Examines integrating SonarQube static analysis into Selenium automation codebases to ensure high structural quality, maintainability, and clean code practices. Focuses on identifying code smells, security vulnerabilities, duplicate code segments, and improper exception handling in test code. Validates that automated tests themselves must meet production software engineering standards.
 ## Quality Assurance and Testing
 
-### API Automation
-
-#### Low-Code Testing
-
-  - **(2022)** [tutorials.virtualan.io: Idaithalam - Lowcode Test Automation](https://tutorials.virtualan.io) [YAML CONTENT] [DOCUMENTATION] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Introduces Idaithalam, a low-code, metadata-driven API testing framework built under Virtualan. It details how to leverage declarative Excel spreadsheets or Postman collections to generate and execute complex integration test suites, reducing the necessity for heavy programming while ensuring high test coverage.
-### Acceptance Testing
-
-#### Keyword-Driven Frameworks
-
-  - **(2024)** [==Robot Framework 🌟==](https://robotframework.org) [ROBOT CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An open-source, keyword-driven acceptance testing and robotic process automation (RPA) framework. Built on Python, Robot Framework provides an abstraction layer over Selenium, Appium, and API clients, enabling non-programmers to define readable testing scripts while keeping underlying code highly modular and extensible.
 ### Containerization
 
 #### Docker and Selenium
 
   - **(2023)** [==lambdatest.com: How To Run Selenium Tests In Docker ? 🌟==](https://www.testmuai.com/blog/run-selenium-tests-in-docker) [DOCKERFILE CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” Expounds on Dockerizing Selenium test runs to eliminate 'it works on my machine' environmental discrepancies. Demonstrates using pre-built Selenium Standalone and Hub-Node Docker images to run tests headlessly inside isolated containers, which simplifies grid infrastructure management. It details mapping ports and configuring environment variables to enable scalable container-native test execution.
-### Continuous Integration
-
-#### BDD Integration
-
-  - **(2023)** [**lambdatest.com: How To Integrate Cucumber With Jenkins?**](https://www.testmuai.com/blog/cucumber-with-jenkins-integration) [GROOVY CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Orchestrates Cucumber BDD tests in a continuous integration environment managed by Jenkins. Details how to parse cucumber JSON test reports, configure the Cucumber Reports plugin to render detailed feature execution graphs in Jenkins, and manage build failure conditions based on step failures.
-#### Build and Deploy Integration
-
-  - **(2023)** [**lambdatest.com: How To Integrate Jenkins & Maven With Selenium?**](https://www.testmuai.com/blog/selenium-maven-jenkins-integration) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” This technical guide details the integration of Jenkins, Maven, and Selenium to form an automated QA pipeline. It details how to declare dependencies within pom.xml, invoke browser drivers via the Surefire plugin, and orchestrate automated test suites from Jenkins CI servers. This represents a traditional enterprise continuous testing workflow.
-  - **(2021)** [automationreinvented.blogspot.com: How to run selenium tests from Jenkins? Maven and Jenkins Integration with Testng-Selenium? Run selenium maven project from command line? 🌟](https://automationreinvented.blogspot.com/2021/02/how-to-run-test-selenium-tests-from.html) [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Explores building a continuous integration loop using TestNG, Maven, and Jenkins for Java-based Selenium suites. Focuses on setting up TestNG execution profiles in pom.xml and designing clean Jenkins pipeline steps to build and run test suites from the command line. Provides robust configurations for handling target environments dynamically.
-#### Build Tooling
-
-  - **(2023)** [**lambdatest.com: Why You Need Build Automation Tools for Selenium Automation Testing?**](https://www.testmuai.com/blog/why-you-need-build-automation-tools-for-selenium-automation-testing) [NONE CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Analyzes the essential role of build tools like Maven, Gradle, and Ant in managing external dependencies, orchestrating test execution, and generating unified reports for Selenium frameworks. Highlights the risk of manual dependency management and how build tools standardize QA pipelines across teams.
-#### GitHub Actions
-
-  - **(2023)** [**lambdatest.com: Complete Guide To Selenium Testing with GitHub Actions 🌟**](https://www.testmuai.com/blog/selenium-github-actions-example) [YAML CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Demystifies the deployment of browser-based automation tests within GitHub Actions runner environments. Evaluates the configurations needed to run headless Chrome or Firefox inside Linux containers, specifying steps to checkout code, cache Maven artifacts, and publish execution reports. Establishes a modernized, Git-centric continuous testing practice.
-#### Parallel Testing
-
-  - **(2022)** [**automationscript.com: Parallel Execution In Selenium Using Jenkins**](https://automationscript.com/parallel-execution-in-selenium-using-jenkins) [NONE CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Details how to configure parallel execution of Selenium test suites on Jenkins nodes to dramatically reduce execution feedback loops. It outlines distributing tests across multiple Jenkins executors or external grids using frameworks like TestNG or Maven Surefire. Highly useful for high-throughput enterprise continuous delivery systems.
-### Framework Design
-
-#### Open Source Architecture
-
-  - **(2022)** [**opensource.com: Why we built an open source testing framework**](https://opensource.com/article/22/1/open-source-testing-framework) [NONE CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A design-oriented case study examining the architecture and philosophy of building a customized open-source testing framework. Outlines the balance between ease of use, extensibility, speed, and reporting capabilities, illustrating how standardized open protocols form the basis of flexible enterprise testing infrastructure.
-### Mobile Automation
-
-#### Appium Core
-
-  - **(2024)** [==appium.io==](https://appium.io) [MULTI-LANGUAGE CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An open-source, cross-platform mobile automation tool implementing the W3C WebDriver protocol for native, hybrid, and mobile web applications. Establishes a standard interface to control iOS (via XCUITest) and Android (via UIAutomator2) devices without requiring recompilation of the target mobile applications.
-  - **(2023)** [==automationqahub.com: How to get started with Appium 2.0==](https://automationqahub.com/how-to-do-mobile-automation-using-appium-2-0) [JAVASCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” Evaluates the decoupled architecture of Appium 2.0, where mobile drivers (like UIAutomator2 and XCUITest) and plugins are installed independently from the core CLI. Explains the command line utilities to manage drivers, configure server execution parameters, and adapt existing test scripts to the upgraded ecosystem.
-#### BDD Automation
-
-  - **(2023)** [**experitest.com: Start Automating your mobile tests with Cucumber and Appium**](https://digital.ai/products/continuous-testing) [JAVASCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A step-by-step guide illustrating how to integrate the Cucumber BDD framework with Appium to execute mobile tests written in plain-text Gherkin syntax. Demonstrates mapping steps to mobile element drivers, handling mobile gestures, and generating rich HTML reports for stakeholder review.
 ### Orchestration
 
 #### Kubernetes Grid Deployment
 
   - **(2022)** [==linkedin.com: Selenium 4 and Grid Integration with Kubernetes 🌟==](https://www.linkedin.com/pulse/selenium-4-grid-integration-kubernetes-rishi-khanna) [YAML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Presents a cloud-native architecture for running Selenium 4 Grid at scale within Kubernetes clusters. Details how to deploy the Selenium Event Bus, Router, Distributor, Session Queue, and dynamic, autoscaling browser nodes as Kubernetes Pods. This setup drastically optimizes resource utilization in large-scale concurrent testing environments.
-### Technology Evaluation
-
-#### Framework Comparison
-
-  - **(2021)** [**lambdatest.com: Selenium vs Cypress – Which Is Better in 2021?**](https://www.testmuai.com/blog/cypress-vs-selenium-comparison) [JAVASCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Compares Selenium's architecture with Cypress's modern in-browser execution architecture. Contrasts Selenium's out-of-process driver modelβ€”which supports true multi-tab and multi-browser scenariosβ€”against Cypress's highly synchronized, in-browser execution context which excels in fast, deterministic single-page application unit/integration tests.
 ### Test Automation
 
-#### Best Practices
-
-  - **(2022)** [lambdatest.com: Top 27 Best Practices For Selenium Test Automation](https://www.testmuai.com/blog/27-best-practices-selenium-test-automation) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Compiles 27 core design patterns for Selenium test suites. Focuses on adopting the Page Object Model (POM), managing implicit and explicit wait times, and stabilizing element selector strategies.
 #### Containerized Testing
 
   - **(2022)** [dev.to: Using Selenium With Python in a Docker Container](https://dev.to/nazliander/using-selenium-within-a-docker-container-ghp) [PYTHON CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Step-by-step tutorial on building containerized Python Selenium testing environments. Outlines headless browser configurations, Docker optimizations, and shared memory allocations.
 #### Distributed Testing
 
   - **(2022)** [lambdatest.com: Why Selenium Grid Is Ideal For Automated Browser Testing?](https://www.testmuai.com/blog/why-selenium-grid-is-ideal-for-automated-browser-testing) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Examines the system architecture of Selenium Grid. Discusses distributed, concurrent test execution across multiple OS systems and browsers to scale continuous regression pipelines.
-#### Framework Comparisons
-
-  - **(2020)** [opensource.com: 9 open source test-automation frameworks](https://opensource.com/article/20/7/open-source-test-automation-frameworks)  [COMMUNITY-TOOL] β€” Overview evaluating nine open-source test automation engines including Selenium, Cypress, and Robot Framework. Reviews test speed, language support, and integration overhead.
-#### Prototyping Tools
-
-  - **(2022)** [lambdatest.com: Selenium IDE: What Is It? & Why Is It Must For Every QA?](https://www.testmuai.com/blog/selenium-ide-what-is-it-why-is-it-must-for-every-qa)  [COMMUNITY-TOOL] β€” Evaluation of Selenium IDE as a record-and-playback utility. Explores its application in rapid prototyping, script generation, and functional testing setups for QA teams.
 #### Test Observability
 
   - **(2021)** [youtube: execution test Selenium + Grafana + Jenkins](https://www.youtube.com/watch?v=vDj5IsWjU0A) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Video walkthrough showing how to build a unified QA feedback loop. Demonstrates integrating Jenkins CI runs with automated Selenium tests and Grafana telemetry for visual analysis.
-#### Web Testing
-
-  - **(2025)** [selenium.dev](https://www.selenium.dev) [JAVA CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official web portal for Selenium, the industry-standard cross-browser web testing suite. Outlines standard frameworks like Selenium WebDriver, Selenium Grid, and Selenium IDE.
-  - **(2023)** [intellipaat.com: Selenium Tutorial – Learn Selenium from Experts](https://intellipaat.com/blog/tutorial/selenium-tutorial)  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive training guide covering Selenium's operational APIs. Instructs on building maintainable testing frameworks, executing Grid-driven runs, and using element locators.
-  - **(2022)** [lambdatest.com: Complete Guide To Access Forms In Selenium With Java](https://www.testmuai.com/blog/complete-guide-to-access-forms-in-selenium-with-java) [JAVA CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Technical tutorial showing how to automate web form interactions using Selenium WebDriver in Java. Explores accurate dropdown selections, checkbox states, and reliable form submissions.
-### Test Management
-
-#### Jira Integration
-
-  - **(2024)** [==Atlassian Marketplace: Zephyr==](https://marketplace.atlassian.com/apps/1014681/zephyr-for-jira-test-management) [NONE CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Details Zephyr for Jira, an enterprise-grade test management solution natively integrated into the Jira workspace. Examines how QA teams define, execute, and track test cases directly inside Jira issues, ensuring traceability across user stories, automated test runs, and dynamic bug tracking workflows.
-### Web Automation
-
-#### Configuration Management
-
-  - **(2023)** [**automationqahub.com: How to Configure multiple environments in Playwright**](https://automationqahub.com/how-to-configure-multiple-environments-in-playwright) [TYPESCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Details how to configure and switch target execution environments (such as Dev, Staging, and Production) within a Playwright testing suite. Covers utilizing environmental variables, configuring distinct Playwright project definitions, and injecting custom base URLs dynamically to avoid hardcoded endpoints.
-#### Debugging and Troubleshooting
-
-  - **(2023)** [**lambdatest.com: 49 Most Common Selenium Exceptions for Automation Testing**](https://www.testmuai.com/blog/49-common-selenium-exceptions-automation-testing) [JAVA CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A comprehensive troubleshooting guide cataloging the most frequent runtime exceptions encountered in Selenium WebDriver (e.g., NoSuchElementException, StaleElementReferenceException). Evaluates why these failures occur under dynamic rendering conditions and delivers programmatic strategies (like Fluent Wait) to mitigate flake.
-#### Design Patterns
-
-  - **(2023)** [==automationqahub.com: How to build a Playwright Page Object Model==](https://automationqahub.com/how-to-build-playwright-page-object-model) [TYPESCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” Focuses on implementing the Page Object Model (POM) pattern in Playwright to decouple test cases from raw element selectors and action logic. Demonstrates structuring page objects using TypeScript/JavaScript classes, showing how Playwright's auto-waiting capabilities drastically simplify clean structural design.
-#### Element Identification
-
-  - **(2023)** [**lambdatest.com: Selenium Locators Tutorial 🌟**](https://www.testmuai.com/learning-hub/selenium-locators) [NONE CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A deep dive into Selenium locator strategies, covering ID, Name, ClassName, LinkText, CSS Selectors, and XPath. Compares the performance and stability of CSS Selectors against complex XPath queries for navigating nested DOM trees. Guides engineers in writing resilient selectors that resist minor UI structural changes.
-#### Migration and Upgrade
-
-  - **(2022)** [**lambdatest.com: How To Upgrade From Selenium 3 To Selenium 4?**](https://www.testmuai.com/blog/upgrade-from-selenium3-to-selenium4) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [LEGACY] β€” Provides step-by-step technical blueprints for migrating enterprise test suites from Selenium 3 to Selenium 4. Focuses on swapping deprecated classes like DesiredCapabilities for specific BrowserOptions, fixing broken Actions chains, and addressing changes in package naming conventions. This migration ensures compatibility with modern browser drivers.
-#### Network Interception
-
-  - **(2023)** [**lambdatest.com: How To Modify HTTP Request Headers In JAVA Using Selenium WebDriver?**](https://www.testmuai.com/blog/modifying-http-request-headers-in-java-using-selenium-webdriver) [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Introduces request modification techniques utilizing Selenium 4's Chrome DevTools Protocol (CDP) integration in Java. Demonstrates how to intercept outgoing HTTP requests to append custom authentication headers, user agents, or custom cookies before hitting target test endpoints. Bypasses the traditional limitations of standard WebDriver protocols.
-#### Playwright Setup
-
-  - **(2023)** [**automationqahub.com: How to Configure Playwright**](https://automationqahub.com/how-to-install-playwright-tool) [TYPESCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Details the initialization and low-level installation of Microsoft Playwright, a modern end-to-end testing library. Outlines how to install browser binaries, configure the playwright.config file, and set up headless and headed runs across Chromium, WebKit, and Firefox with single-command ease.
-#### Scripting Basics
-
-  - **(2022)** [testrigtechnologies.com: Selenium Automation Testing: How to write automated test scripts using selenium](https://www.testrigtechnologies.com/how-to-write-a-test-automation-selenium-test-script) [MULTI-LANGUAGE CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A structured introduction to designing robust automated test scripts with Selenium WebDriver. Emphasizes separating the execution steps from test assertions, selecting stable locator strategies, and using structural setup and teardown methods to keep browser state clean between runs.
-#### Selenium Framework
-
-  - **(2021)** [==lambdatest.com: Selenium 4 🌟==](https://www.testmuai.com/learning-hub/selenium-4) [MULTI-LANGUAGE CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Analyzes the architectural advancements in Selenium 4, specifically the absolute deprecation of the JSON Wire Protocol in favor of native W3C WebDriver compliance. This change provides direct communication with browsers, eradicating translation latency and resolving session instability. The architecture also introduces the Chrome DevTools Protocol (CDP) for capturing network events and console logs directly.
-  - **(2021)** [**lambdatest.com: What Is New In Selenium 4 And What Is Deprecated In It? 🌟**](https://www.testmuai.com/blog/what-is-deprecated-in-selenium4) [MULTI-LANGUAGE CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” Provides a comprehensive architectural mapping of features deprecated or completely removed in Selenium 4 (such as DesiredCapabilities, Actions class modifications, and the legacy Grid). Explains the technical motivation behind transitioning to modern, type-safe alternatives aligned with W3C standards. Vital for engineering teams modernizing their testing codebases.
-  - **(2023)** [lambdatest.com/selenium: Introduction to Selenium Basics](https://www.testmuai.com/selenium) [MULTI-LANGUAGE CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Covers the fundamental building blocks of the Selenium ecosystem, including WebDriver, Grid, and IDE. Details the client-server interaction model, browser drivers, and basic element locator strategies necessary for automating modern web pages. Serves as a fundamental reference for structural testing concepts.
-  - **(2023)** [lambdatest.com: Selenium Automation Testing: Basics and Getting Started 🌟](https://www.testmuai.com/blog/selenium-tutorial) [MULTI-LANGUAGE CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Provides a high-level overview of the Selenium test automation suite, illustrating its evolutionary history and cross-browser execution capabilities. Outlines the prerequisites, driver setups, and sample execution flows across major browsers, establishing a standard onboarding path for engineers new to test automation.
-#### Selenium Java
-
-  - **(2023)** [**lambdatest.com: Selenium Webdriver Java Tutorial – Guide for Beginners**](https://www.testmuai.com/blog/selenium-java-tutorial-how-to-test-login-process) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A practical walk-through detailing how to write automated login process tests using Selenium with Java. It emphasizes proper page-load strategies, locating dynamic input fields, handling synchronization with explicit waits, and verifying authentication states. Demonstrates clean Java-based web element management.
-#### Selenium Python
-
-  - **(2023)** [**lambdatest.com: Selenium Python Tutorial 🌟**](https://www.testmuai.com/learning-hub/python-tutorial) [PYTHON CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A technical manual for setting up and utilizing Selenium's Python bindings for web automation. Discusses structural components, installing the python bindings, organizing test execution via unittest or pytest, and writing declarative, readable browser scripts. Promotes clean Pythonic testing patterns.
-#### Technology Evaluation (1)
-
-  - **(2023)** [lambdatest.com: Debunking The Top 8 Selenium Testing Myths](https://www.testmuai.com/blog/debunking-selenium-testing-myths) [NONE CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A critical assessment of the modern state of Selenium, countering outdated myths regarding its speed, setup complexity, and flakiness. The analysis emphasizes that performance issues and instability are frequently the result of poor test design patterns, lack of framework synchronization, and misconfigured grid infrastructures rather than the core engine itself.
-#### UI Interaction Techniques
-
-  - **(2023)** [lambdatest.com: How To Scroll a Page Using Selenium WebDriver?](https://www.testmuai.com/blog/scroll-down-in-selenium) [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Highlights techniques for manipulating scrolling actions within Selenium WebDriver by executing JavaScript commands via JavascriptExecutor. Examines how to scroll by coordinates, to specific elements, and dynamically to the bottom of the page to trigger lazy loading. Addresses a common issue in automating modern single-page applications.
-## Web Scraping and Automation
-
-### Data Extraction
-
-#### Python Bots
-
-  - **(2023)** [lambdatest.com: How To Create Automated Web Bot With Selenium In Python](https://www.testmuai.com/blog/automated-web-bot-with-selenium-python) [PYTHON CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A practical guide to building custom web bots and browser automation routines using Selenium and Python. Demonstrates handling programmatic navigation, login sequences, web element interaction, and dynamic pagination loops, while highlighting strategies to prevent automated script blocks.
-#### Selenium Bots
-
-  - **(2022)** [freecodecamp.org: Use Selenium to Create a Web Scraping Bot](https://www.freecodecamp.org/news/use-selenium-to-create-a-web-scraping-bot) [PYTHON CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” An engineering guide demonstrating how to leverage Selenium for scraping complex, dynamic JavaScript-rendered single-page applications where simple HTTP libraries fail. It outlines managing browser sessions, interacting with dynamic elements, bypassing basic detection systems, and extracting raw DOM data systematically.
 
 ---
-πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [Developerportals](./developerportals.md) | [SRE](./sre.md)
+πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [SRE](./sre.md) | [Performance Testing With Jenkins And Jmeter](./performance-testing-with-jenkins-and-jmeter.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/testops.md b/v2-docs/testops.md
index 41c16f20..6bdd98c2 100644
--- a/v2-docs/testops.md
+++ b/v2-docs/testops.md
@@ -8,83 +8,24 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [DevOps and Quality Assurance](#devops-and-quality-assurance)
   - [Continuous Testing](#continuous-testing)
-    - [AI-Powered QA](#ai-powered-qa)
-    - [Database Mocking](#database-mocking)
     - [Microservices Testing](#microservices-testing)
-    - [Performance Testing](#performance-testing)
-    - [TestOps Strategy](#testops-strategy)
-    - [Testing Frameworks](#testing-frameworks)
-    - [Testing Methodologies](#testing-methodologies)
 1. [Development Methodology](#development-methodology)
   - [DevOps](#devops)
     - [Testing Strategy](#testing-strategy)
     - [Validation](#validation)
 1. [Development Tools](#development-tools)
-  - [AI Assistance](#ai-assistance)
-    - [Automated Testing](#automated-testing)
   - [Testing Tools](#testing-tools)
     - [API Mocking](#api-mocking)
-1. [Kubernetes Platform](#kubernetes-platform)
-  - [K8s Security and Compliance](#k8s-security-and-compliance)
-    - [Static Analysis](#static-analysis)
-1. [Security](#security)
-  - [DevSecOps](#devsecops)
-    - [Application Security](#application-security)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [guru99.com: What is Continuous Testing in DevOps? Definition, Benefits,' Tools](https://www.guru99.com/continuous-testing.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering guru99.com: What is Continuous Testing in DevOps? Definition, Benefits,' Tools in the Kubernetes Tools ecosystem.
-  - [guru99.com: What is Test Driven Development (TDD)? Tutorial with Example](https://www.guru99.com/test-driven-development.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering guru99.com: What is Test Driven Development (TDD)? Tutorial with Example in the Kubernetes Tools ecosystem.
 ## DevOps and Quality Assurance
 
 ### Continuous Testing
 
-#### AI-Powered QA
-
-  - **(2022)** [**Diffblue**](https://www.diffblue.com) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Looks at Diffblue's AI-driven approach to automated test generation. Utilizes automated analysis algorithms to maintain Java unit test blocks and reduce manual developer test-writing burdens.
-#### Database Mocking
-
-  - **(2020)** [**copyist**](https://github.com/cockroachdb/copyist) ⭐ 853  [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Details copyist, a Go library developed by CockroachDB to automate SQL mock generations. Records and plays back transactions to let developers perform database testing without spinning up full DBMS clusters.
 #### Microservices Testing
 
   - **(2021)** [**Cicada: A tool for testing microservices**](https://cicadatesting.github.io/cicada-2) [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Introduces Cicada, a continuous test suite optimized for microservice applications. Streamlines complex assertions across concurrent API and event stream networks in Kubernetes-native topologies.
-#### Performance Testing
-
-  - **(2020)** [**thenewstack.io: Removing the Roadblock to Continuous Performance Testing**](https://thenewstack.io/removing-the-roadblock-to-continuous-performance-testing) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Presents options for automating continuous load and performance tests inside active pipelines. Looks at scaling out containerized, ephemeral mock testing endpoints to mimic production conditions.
-#### TestOps Strategy
-
-  - **(2021)** [**opcito.com: TestOps: How to automate your software pipeline at the speed' of DevOps**](https://www.opcito.com/blogs/testops-how-to-automate-your-software-pipeline-at-the-speed-of-devops) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Focuses on incorporating high-frequency test automation steps into standard continuous delivery environments. Details patterns for dynamic mock environments and rollback automation based on test feedback loops.
-  - **(2020)** [**devops.com: Shift-Right Testing: The Emergence of TestOps**](https://devops.com/shift-right-testing-the-emergence-of-testops) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Outlines Shift-Right testing methodologies and TestOps workflows. Advocates validating configurations directly against production deployments under active user loads, supported by analytics and monitoring tools.
-  - **(2020)** [devopsonline.co.uk: DevOps and the emergence of TestOps!](https://www.devopsonline.co.uk/devops-and-the-emergence-of-testops) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Addresses operational alignment challenges between DevOps deployment speeds and QA operations. Argues for the programmatic codification of testing metrics and test configurations directly within target pipelines.
-#### Testing Frameworks
-
-  - **(2020)** [**opensource.com: Cerberus - An open source solution for continuous testing' at scale**](https://opensource.com/article/20/8/cerberus-test-automation) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Highlights Cerberus, an open-source low-code platform for pipeline test integration. Manages automated test scripts for cross-browser, visual, API, and mobile environments within unified delivery flows.
-#### Testing Methodologies
-
-
-??? abstract "Architect's Technical Comparison Table"
-    | Solution | Maturity | Primary Focus | Language | Stars |
-    | :--- | :--- | :--- | :--- | :--- |
-    | [xeridia.co.uk: The Importance of Testing in DevOps](https://www.xeridia.co.uk/blog/importance-testing-devops) |  | Testing Methodologies | English | 🌟🌟🌟🌟 |
-    | [xeridia.co.uk: Benefits of Test-Driven Development in DevOps Environments](https://www.xeridia.co.uk/blog/benefits-test-driven-development-devops-environments) |  | Testing Methodologies | English | 🌟🌟🌟🌟 |
-    | [opensource.com: What you need to know about automation testing in CI/CD](https://opensource.com/article/20/7/automation-testing-cicd) |  | Testing Methodologies | English | 🌟🌟🌟🌟 |
-    | [functionize.com: Testers vs TDD](https://www.functionize.com/blog/testers-vs-tdd) |  | Testing Methodologies | English | 🌟🌟🌟 |
-    | [gcreddy.com: Domain Knowledge for Software Testers](https://www.gcreddy.com/2016/06/domain-knowledge-for-testers.html) |  | Testing Methodologies | English | 🌟🌟🌟 |
-
-  - **(2021)** [**xeridia.co.uk: The Importance of Testing in DevOps**](https://www.xeridia.co.uk/blog/importance-testing-devops) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An exploration of testing methods within continuous pipelines. Outlines ways to automate execution steps for integration and compliance scans to ensure consistency across active clusters.
-  - **(2021)** [**xeridia.co.uk: Benefits of Test-Driven Development in DevOps Environments**](https://www.xeridia.co.uk/blog/benefits-test-driven-development-devops-environments) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Highlights the compatibility of Test-Driven Development (TDD) with rapid iteration cycles. Details how creating early test layouts facilitates modular software designs and cuts post-deployment regressions.
-  - **(2020)** [**opensource.com: What you need to know about automation testing in CI/CD**](https://opensource.com/article/20/7/automation-testing-cicd) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Presents strategies for continuous integration-driven automated testing. Highlights the parallel execution of functional tests and dynamic environment teardown approaches to accelerate release cadence.
-  - **(2020)** [functionize.com: Testers vs TDD](https://www.functionize.com/blog/testers-vs-tdd) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Examines structural differences in perspective between dedicated QA testers and developer-focused TDD processes. Promotes unified test-authoring strategies to combine unit assertions with broader system workflows.
-  - **(2016)** [gcreddy.com: Domain Knowledge for Software Testers](https://www.gcreddy.com/2016/06/domain-knowledge-for-testers.html) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Underlines the value of vertical-specific domain expertise in the software testing lifecycle. Points out that technical automated tests must be paired with functional understanding to capture logic-level bugs.
 ## Development Methodology
 
 ### DevOps
@@ -97,31 +38,14 @@
   - **(2021)** [softwarebusinessgrowth.com: Parallel System Validation – The End Of DevOps](https://www.varinsights.com/doc/parallel-system-validation-the-end-of-devops-0001) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A strategic discussion surrounding 'Parallel System Validation', exploring how real-time replication of production traffic to test stages replaces older, sequential Dev-Test-Deploy loops with continuous assurance environments.
 ## Development Tools
 
-### AI Assistance
-
-#### Automated Testing
-
-  - **(2020)** [theregister.com: Coding unit tests is boring. Wouldn't it be cool if an AI could do it for you? That's where Diffblue comes in](https://www.theregister.com/software/2020/09/21/coding-unit-tests-is-boring-wouldnt-it-be-cool-if-an-ai-could-do-it-for-you-thats-where-diffblue-comes-in/318634) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Highlights Diffblue, an AI tool utilizing reinforcement learning to write functional Java unit tests. It helps teams clear technical testing backlogs automatically with zero human developer input.
 ### Testing Tools
 
 #### API Mocking
 
   - **(2020)** [==Smocker (server mock) is a simple and efficient HTTP mock server==](https://github.com/smocker-dev/smocker) ⭐ 1281  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Smocker is an execution-efficient, REST API-driven HTTP mocking utility designed for microservice local integration testing. It allows defining dynamic request matches and custom mocking scenarios via direct YAML configurations.
-## Kubernetes Platform
-
-### K8s Security and Compliance
-
-#### Static Analysis
-
-  - **(2020)** [**developers.redhat.com: Static analysis with KubeAudit for Red Hat OpenShift**](https://developers.redhat.com/blog/2020/10/09/static-analysis-with-kubeaudit-for-red-hat-openshift) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Walks through deploying KubeAudit to analyze deployment files for Red Hat OpenShift. Demonstrates scanning manifests for security misconfigurations, path privileges, and resource constraints before cluster deployment.
-## Security
-
-### DevSecOps
-
-#### Application Security
-
-  - **(2021)** [synopsys.com: How to integrate automated AST tools in your CI/CD pipeline](https://www.blackduck.com/blog/integrating-automated-ast-tools.html) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This article describes how to integrate automated Application Security Testing (AST) scanners (SAST, DAST, SCA) inside CI/CD pipelines. It explains how to establish automated quality gates to prevent vulnerable code from progressing to integration and production staging layers.
 
 ---
-πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [Developerportals](./developerportals.md) | [SRE](./sre.md)
+πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [Test Automation Frameworks](./test-automation-frameworks.md) | [SRE](./sre.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
 
diff --git a/v2-docs/visual-studio.md b/v2-docs/visual-studio.md
index 49c5ca68..72b65516 100644
--- a/v2-docs/visual-studio.md
+++ b/v2-docs/visual-studio.md
@@ -8,21 +8,10 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [CICD Pipeline](#cicd-pipeline)
-  - [Jenkins Tools](#jenkins-tools)
-    - [Monitoring](#monitoring)
-    - [Syntax Highlighting](#syntax-highlighting)
-    - [Validation and Linting](#validation-and-linting)
 1. [Cloud Infrastructure](#cloud-infrastructure)
-  - [Infrastructure as Code](#infrastructure-as-code)
-    - [Azure](#azure)
   - [PaaS](#paas)
-    - [Azure](#azure-1)
+    - [Azure](#azure)
   - [SecOps](#secops)
-    - [AWS IAM](#aws-iam)
     - [Security Code Scanning](#security-code-scanning)
 1. [Cloud Native](#cloud-native)
   - [Containerization](#containerization)
@@ -37,203 +26,41 @@
   - [Go](#go)
     - [Kubernetes Integration](#kubernetes-integration)
 1. [Cloud-Native Development](#cloud-native-development)
-  - [Azure](#azure-2)
-    - [Remote Debugging](#remote-debugging)
   - [Kubernetes](#kubernetes-1)
     - [Local Development](#local-development)
-    - [Remote Debugging](#remote-debugging-1)
+    - [Remote Debugging](#remote-debugging)
     - [Traffic Mirroring](#traffic-mirroring)
-1. [Collaboration](#collaboration)
-  - [Agile Management](#agile-management)
-    - [VS Code Tooling](#vs-code-tooling-2)
-  - [Continuous Integration](#continuous-integration)
-    - [Azure](#azure-3)
-  - [Documentation](#documentation)
-    - [VS Code Tooling](#vs-code-tooling-3)
-  - [IDE Customization](#ide-customization)
-    - [VS Code Tooling](#vs-code-tooling-4)
-  - [Remote Development](#remote-development)
-    - [VS Code Tooling](#vs-code-tooling-5)
-  - [Version Control](#version-control)
-    - [VS Code Tooling](#vs-code-tooling-6)
-1. [Developer Environment](#developer-environment)
-  - [IDE Tooling](#ide-tooling)
-    - [Visual Studio Code](#visual-studio-code-1)
-      - [Ecosystem and General Productivity](#ecosystem-and-general-productivity)
-      - [Extension Development and Integrations](#extension-development-and-integrations)
-      - [Language-Specific Tooling](#language-specific-tooling)
-      - [Remote Development and Collaborative Coding](#remote-development-and-collaborative-coding)
-      - [Version Control Integration](#version-control-integration)
 1. [Developer Productivity](#developer-productivity)
-  - [Editor Tools](#editor-tools)
-    - [VS Code](#vs-code)
-    - [VS Code Plugins](#vs-code-plugins)
   - [Short Videos](#short-videos)
-    - [AI Tooling](#ai-tooling)
     - [API Testing](#api-testing)
-    - [Architecture Design](#architecture-design)
-    - [Configuration](#configuration)
-    - [Debugging](#debugging)
-    - [Documentation](#documentation-1)
-    - [Formatting](#formatting)
-    - [Git Integration](#git-integration)
     - [Java Development](#java-development)
-    - [Markdown](#markdown)
-    - [Tips and Tricks](#tips-and-tricks)
-    - [UI Customization](#ui-customization)
-  - [Version Control](#version-control-1)
-    - [GitHub](#github)
-1. [Developer Tools](#developer-tools)
-  - [IDE](#ide)
-    - [VS Code](#vs-code-1)
-1. [Development](#development)
-  - [DevOps](#devops)
-    - [IDE Integration](#ide-integration)
-1. [Development Environment](#development-environment)
-  - [AI-Assisted Engineering](#ai-assisted-engineering)
-    - [VS Code Tooling](#vs-code-tooling-7)
-  - [Cloud IDE](#cloud-ide)
-    - [Code Browsing](#code-browsing)
-    - [Microsoft](#microsoft)
-    - [Platform Engineering](#platform-engineering)
-    - [Trends](#trends)
-  - [Configuration Management](#configuration-management)
-    - [VS Code Tooling](#vs-code-tooling-8)
-  - [Debugging](#debugging-1)
-    - [VS Code Tooling](#vs-code-tooling-9)
-  - [Documentation](#documentation-2)
-    - [Python](#python)
-  - [IDE Customization](#ide-customization-1)
-    - [VS Code Tooling](#vs-code-tooling-10)
-  - [IDE Enhancements](#ide-enhancements)
-    - [VS Code Tooling](#vs-code-tooling-11)
-  - [IDE Extensions](#ide-extensions)
-    - [Git Integration](#git-integration-1)
-    - [Project Management](#project-management)
-  - [Language Tooling](#language-tooling)
-    - [Go](#go-1)
-    - [Python](#python-1)
-  - [Linter and Formatter](#linter-and-formatter)
-    - [Python](#python-2)
-  - [Next-Gen IDE](#next-gen-ide)
-    - [JetBrains](#jetbrains)
-  - [Operating Systems](#operating-systems)
-    - [Chrome OS](#chrome-os)
-  - [Productivity](#productivity)
-    - [Community Resource](#community-resource)
-  - [Release Updates](#release-updates)
-    - [Microsoft](#microsoft-1)
-  - [Version Control](#version-control-2)
-    - [VS Code Tooling](#vs-code-tooling-12)
 1. [Development Environments](#development-environments)
   - [Cloud IDEs](#cloud-ides)
     - [CDE](#cde)
     - [Online Sandboxes](#online-sandboxes)
-    - [Web Editors](#web-editors)
 1. [Development Tools](#development-tools)
-  - [AI Assistance](#ai-assistance)
-    - [Copilot](#copilot)
-    - [IaC](#iac)
-  - [VS Code](#vs-code-2)
-    - [AI Assistance](#ai-assistance-1)
+  - [VS Code](#vs-code)
     - [Architecture Visualization](#architecture-visualization)
-    - [CICD Extensions](#cicd-extensions)
-    - [Collaboration](#collaboration-1)
-    - [Customization](#customization)
     - [Docker Deployment](#docker-deployment)
-    - [Git Extensions](#git-extensions)
-    - [IaC Extensions](#iac-extensions)
-    - [Kubernetes Extensions](#kubernetes-extensions)
-    - [Language Servers](#language-servers)
-    - [Productivity](#productivity-1)
-    - [Release Notes](#release-notes)
     - [Serverless Debugging](#serverless-debugging)
-    - [Version Control](#version-control-3)
-1. [Documentation](#documentation-3)
-  - [Developer Tooling](#developer-tooling)
-    - [IDE Platforms](#ide-platforms)
-    - [IDE Troubleshooting](#ide-troubleshooting)
-    - [Web Debugging](#web-debugging)
-1. [Engineering Productivity](#engineering-productivity)
-  - [Architecture Documentation](#architecture-documentation)
-    - [VS Code Tooling](#vs-code-tooling-13)
-1. [Frontend Development](#frontend-development)
-  - [Local Server](#local-server)
-    - [VS Code Tooling](#vs-code-tooling-14)
-  - [React Utility](#react-utility)
-    - [VS Code Tooling](#vs-code-tooling-15)
-1. [Kubernetes](#kubernetes-2)
-  - [Developer Experience](#developer-experience)
-    - [Web Console](#web-console)
-1. [Learning Resources](#learning-resources)
-  - [Tutorials](#tutorials)
-    - [IDE Platforms](#ide-platforms-1)
 1. [Software Engineering](#software-engineering)
   - [API Testing](#api-testing-1)
-    - [VS Code Tooling](#vs-code-tooling-16)
+    - [VS Code Tooling](#vs-code-tooling-2)
   - [Databases](#databases)
     - [NoSQL](#nosql)
     - [ORM and Tools](#orm-and-tools)
-  - [Python](#python-3)
+  - [Python](#python)
     - [Static Analysis](#static-analysis)
-  - [Testing](#testing)
-    - [Unit Testing](#unit-testing)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [Flexible layout 🌟](https://code.visualstudio.com/updates/v1_120/v1_46)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering code.visualstudio.com in the Kubernetes Tools ecosystem.
-  - [docker.com: How to Develop Inside a Container Using Visual Studio Code Remote' Containers 🌟](https://www.docker.com/blog/how-to-develop-inside-a-container-using-visual-studio-code-remote-containers)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docker.com: How to Develop Inside a Container Using Visual Studio Code Remote' Containers 🌟 in the Kubernetes Tools ecosystem.
-  - [visualstudiomagazine.com: Code with Fire! Top VS Code Tips](https://visualstudiomagazine.com/articles/2021/01/29/vs-code-tips.aspx)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering visualstudiomagazine.com: Code with Fire! Top VS Code Tips in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: How To Update Your GitHub Repository in Visual Studio' Code](https://betterprogramming.pub/how-to-update-your-github-repository-in-visual-studio-code-7bb9e8549cea)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: How To Update Your GitHub Repository in Visual Studio' Code in the Kubernetes Tools ecosystem.
-  - [levelup.gitconnected.com: 12 Visual Studio Code Shortcuts That Every Developer' Must Know](https://levelup.gitconnected.com/12-visual-studio-code-shortcuts-that-every-developer-must-know-8d6ce5fc3631)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: 12 Visual Studio Code Shortcuts That Every Developer' Must Know in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Generating Class Diagrams for .Net Core](https://betterprogramming.pub/generating-class-diagrams-for-net-core-c4913db9398b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Generating Class Diagrams for .Net Core in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Learn to Code Remotely With VS Code And SSH](https://betterprogramming.pub/learn-to-code-remotely-with-vs-code-and-ssh-68c630759279)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Learn to Code Remotely With VS Code And SSH in the Kubernetes Tools ecosystem.
-  - [gijsreijn.medium.com: Optimizing Your DSC V3 Authoring Experience in VSCode](https://gijsreijn.medium.com/optimizing-your-dsc-v3-authoring-experience-in-vscode-bd8e90c52312)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering gijsreijn.medium.com: Optimizing Your DSC V3 Authoring Experience in VSCode in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: The Best VS Code Extensions to Supercharge Your Git](https://betterprogramming.pub/the-best-vs-code-extensions-to-supercharge-your-git-5d5ab3f64f64)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: The Best VS Code Extensions to Supercharge Your Git in the Kubernetes Tools ecosystem.
-  - [dzone.com: 10 VS Code Extensions to Fight Technical Debt](https://dzone.com/articles/10-vs-code-extensions-to-fight-technical-debt)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: 10 VS Code Extensions to Fight Technical Debt in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Terraform extension for VS Code speeds up loading of large' workspaces](https://www.hashicorp.com/blog/terraform-extension-for-vs-code-speeds-up-loading-of-large-workspaces)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==hashicorp.com: Terraform extension for VS Code speeds up loading of large' workspaces== in the Kubernetes Tools ecosystem.
-  - [dannys.cloud: Autocomplete your CloudFormation Resources in VS Code](https://dannys.cloud/autocomplete-cloudformation-resources-vs-code)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dannys.cloud: Autocomplete your CloudFormation Resources in VS Code in the Kubernetes Tools ecosystem.
-  - [hashicorp.com: Supporting the HashiCorp Terraform Extension for Visual Studio' Code](https://www.hashicorp.com/blog/supporting-the-hashicorp-terraform-extension-for-visual-studio-code)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Supporting the HashiCorp Terraform Extension for Visual Studio' Code in the Kubernetes Tools ecosystem.
-  - [blog.stackademic.com: Debugging Microservices Locally with mirrord](https://blog.stackademic.com/mastering-local-microservices-debugging-with-mirrord-0a99443c1544)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.stackademic.com: Debugging Microservices Locally with mirrord in the Kubernetes Tools ecosystem.
-  - [visualstudiomagazine.com: Bridge to Kubernetes Simplifies Microservice Development' in Visual Studio/VS Code](https://visualstudiomagazine.com/articles/2020/10/07/bridge-kubernetes.aspx)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering visualstudiomagazine.com: Bridge to Kubernetes Simplifies Microservice Development' in Visual Studio/VS Code in the Kubernetes Tools ecosystem.
-  - [evaizik.medium.com: Setting up a remote debugging for Java microservices' running inside Kubernetes pods](https://evaizik.medium.com/setting-up-a-remote-debugging-for-java-microservices-running-inside-kubernetes-pods-d4aab1ff4efa)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering evaizik.medium.com: Setting up a remote debugging for Java microservices' running inside Kubernetes pods in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: My Top 7 Most Underrated IntelliJ IDEA Features](https://betterprogramming.pub/my-top-7-most-underrated-intellij-idea-features-572b0b706bd6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: My Top 7 Most Underrated IntelliJ IDEA Features in the Kubernetes Tools ecosystem.
-## CICD Pipeline
-
-### Jenkins Tools
-
-#### Monitoring
-
-  - **(2022)** [Alessandro Fragnani: Jenkins Status](https://marketplace.visualstudio.com/items?itemName=alefragnani.jenkins-status) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Embeds dynamic Jenkins job status tracking into the VS Code status bar. It fetches remote build parameters via API to display build pass/fail statistics, keeping developer feedback loops tight during active coding sprints.
-#### Syntax Highlighting
-
-  - **(2020)** [ivory-lab: JenkinsFile Support](https://marketplace.visualstudio.com/items?itemName=ivory-lab.jenkinsfile-support) [GROOVY CONTENT]  [COMMUNITY-TOOL] β€” Delivers visual formatting and basic syntax detection for scripted and declarative Jenkins pipelines in VS Code. Standardizes syntax structures across shared team code repositories.
-  - **(2019)** [secanis.ch: Jenkinsfile Support](https://marketplace.visualstudio.com/items?itemName=secanis.jenkinsfile-support) [GROOVY CONTENT]  [COMMUNITY-TOOL] β€” Provides basic Groovy and Jenkinsfile-specific syntax highlighting within VS Code. While older, it remains useful for developers deploying simple pipelines who want instant visual structure validation without configuring complex API linters.
-#### Validation and Linting
-
-  - **(2021)** [Jenkins Pipeline Linter Connector](https://marketplace.visualstudio.com/items?itemName=janjoerke.jenkins-pipeline-linter-connector) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Connects local VS Code configurations with a remote Jenkins server's dynamic pipeline linter API. It validates declarative Jenkinsfiles against active plugins and system schemas in real time, preventing syntax-driven CI pipeline failures.
-  - **(2021)** [JM Meessen: Declarative Jenkinsfile Support](https://marketplace.visualstudio.com/items?itemName=jmMeessen.jenkins-declarative-support) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Provides targeted code snippets, auto-complete utilities, and syntax validations optimized for declarative Jenkinsfiles. It dramatically reduces developer syntax errors when managing complex multi-stage pipeline steps.
 ## Cloud Infrastructure
 
-### Infrastructure as Code
-
-#### Azure
-
-  - **(2026)** [**Azure Resource Manager (ARM) Tools 🌟**](https://marketplace.visualstudio.com/items?itemName=msazurermtools.azurerm-vscode-tools) [TYPESCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Provides language server support, validation, and autocomplete for Azure Resource Manager (ARM) JSON templates. Although Microsoft Bicep and Terraform are often preferred for new projects, ARM tools remain critical for maintaining enterprise deployment patterns.
 ### PaaS
 
-#### Azure (1)
+#### Azure
 
   - **(2026)** [**marketplace.visualstudio.com: Azure App Service for Visual Studio Code**](https://marketplace.visualstudio.com/items?itemName=ms-azuretools.vscode-azureappservice) [TYPESCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Simplifies deployment, configuration, and monitoring of applications hosted on Azure App Service. Useful for deploying monolithic apps and APIs, though complex architectures have shifted toward Kubernetes and Serverless.
 ### SecOps
 
-#### AWS IAM
-
-  - **(2026)** [**IAM Legend**](https://marketplace.visualstudio.com/items?itemName=SebastianBille.iam-legend) [TYPESCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Provides autocomplete and inline documentation for AWS IAM policy documents inside VS Code. It helps platform and security engineers configure precise, least-privilege cloud permissions, reducing misconfiguration risks.
 #### Security Code Scanning
 
   - **(2026)** [**snyk.io: Securing your open source dependencies with the Snyk Visual Studio' Code extension**](https://snyk.io/blog/securing-open-source-dependencies-snyk-visual-studio-code-extension) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A technical article demonstrating how to find and remediate open-source vulnerability risks directly from the editor using Snyk. This guide helps engineers implement continuous dependency scanning early in the development lifecycle.
@@ -272,335 +99,29 @@
   - [blog.getambassador.io: Debugging Go Microservices in Kubernetes with VScode](https://blog.getambassador.io/debugging-go-microservices-in-kubernetes-with-vscode-a36beb48ef1) [EN CONTENT] [ADVANCED LEVEL]  [ENTERPRISE-STABLE] [GUIDE] β€” Explores techniques for real-time remote debugging of Go microservices running inside a Kubernetes cluster using Telepresence and VSCode, bridging local development environments with cloud resources.
 ## Cloud-Native Development
 
-### Azure (2)
-
-#### Remote Debugging
-
-  - **(2018)** [kenneth.io: Introducing remote debugging of Node.js apps on Azure App Service' from VS Code](https://kenneth.io/post/introducing-remote-debugging-of-nodejs-apps-on-azure-app-service-from-vs-code-in-public-preview) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” A technical guide demonstrating remote debugging for Node.js workloads deployed inside Azure App Service from local VS Code setups. Illustrates configuration of secure web sockets for remote diagnostic channels.
 ### Kubernetes (1)
 
 #### Local Development
 
   - **(2024)** [==Bridge to Kubernetes 🌟==](https://github.com/microsoft/mindaro) ⭐ 304  [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” Formerly a popular Microsoft tool for redirection of Kubernetes cluster traffic to local workstations. Live Grounding indicates this project has been retired and archived by Microsoft. Teams seeking similar workflows should look to solutions like mirrord or Telepresence.
   - **(2020)** [piotrminkowski.com: Development on Kubernetes: IDE & TOOLS](https://piotrminkowski.com/2020/08/03/development-on-kubernetes-ide-tools) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An architecture review by Piotr MiΕ„kowski evaluating toolchains for Kubernetes development. Compares local compilation and sync speeds using Bridge to Kubernetes, Skaffold, and Telepresence within modern developer pipelines.
-#### Remote Debugging (1)
+#### Remote Debugging
 
   - **(2021)** [developers.redhat.com: Remote debugging on Kubernetes using VS Code](https://developers.redhat.com/articles/2021/12/13/remote-debugging-kubernetes-using-vs-code) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A detailed architectural guide by Red Hat outlining remote debugging topologies for containerized apps on Kubernetes using VS Code. Instructs on configuring port-forwarding and Delve/gdb configurations inside remote pods.
 #### Traffic Mirroring
 
   - **(2026)** [==metalbear-co/mirrord==](https://github.com/metalbear-co/mirrord) ⭐ 5128  [RUST CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An enterprise-grade tool that plugs local processes directly into remote Kubernetes namespaces. It avoids image building or cluster redeployments by mirroring incoming network traffic, DNS resolutions, and environment variables dynamically to the local environment. Highly effective for rapid microservices testing.
-## Collaboration
-
-### Agile Management
-
-#### VS Code Tooling (2)
-
-  - **(2026)** [**Jira and Bitbucket (Official)**](https://marketplace.visualstudio.com/items?itemName=Atlassian.atlascode) [TYPESCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Integrates Atlassian Jira issue boards and Bitbucket pipelines directly into the developer's workspace to reduce tab-switching during agile workflows.
-### Continuous Integration
-
-#### Azure (3)
-
-  - **(2026)** [**Azure DevOps 🌟**](https://marketplace.visualstudio.com/azuredevops) [TYPESCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Extends the VS Code platform with deep Azure DevOps integration, providing real-time pipeline status checks, work item tracking, and Git repository links.
-### Documentation
-
-#### VS Code Tooling (3)
-
-  - **(2026)** [marketplace.visualstudio.com: CodeSnap](https://marketplace.visualstudio.com/items?itemName=adpyke.codesnap) [TYPESCRIPT CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Creates highly customizable and beautiful screenshots of code blocks for architectural reviews, presentations, and tutorials. It is a utility for developer advocacy and engineering onboarding workflows.
-### IDE Customization
-
-#### VS Code Tooling (4)
-
-  - **(2026)** [Discord Presence Theme](https://marketplace.visualstudio.com/items?itemName=icrawl.discord-vscode) [TYPESCRIPT CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Integrates active VS Code workspace and language context directly with Discord's active presence, ideal for developer networking and student teamwork.
-### Remote Development
-
-#### VS Code Tooling (5)
-
-  - **(2026)** [==Remote Repositories 🌟==](https://code.visualstudio.com/blogs/2021/06/10/remote-repositories) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official VS Code documentation introducing virtual file systems and remote repository integrations. It explains how developers can navigate, edit, and search remote codebases instantly without clone overhead.
-  - **(2026)** [==marketplace.visualstudio.com: GitHub Repositories 🌟==](https://marketplace.visualstudio.com/items?itemName=GitHub.remotehub) [TYPESCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Allows developers to browse, search, and edit GitHub repositories directly inside VS Code without local cloning. Crucial for navigating monorepos, performing rapid hotfixes, and reviewing multi-repository structures.
-### Version Control
-
-#### VS Code Tooling (6)
-
-
-??? abstract "Architect's Technical Comparison Table"
-    | Solution | Maturity | Primary Focus | Language | Stars |
-    | :--- | :--- | :--- | :--- | :--- |
-    | [GitHub Pull Requests and Issues 🌟](https://marketplace.visualstudio.com/items?itemName=GitHub.vscode-pull-request-github) |  | VS Code Tooling | TypeScript | 🌟🌟🌟🌟🌟 |
-    | [GitLive](https://marketplace.visualstudio.com/items?itemName=TeamHub.teamhub) |  | VS Code Tooling | TypeScript | 🌟🌟🌟 |
-    | [dev.to/gitlive: GitLive now works with any Git repository in VS Code!](https://dev.to/gitlive/gitlive-now-works-with-any-git-repository-in-vs-code-304o) |  | VS Code Tooling | English | 🌟🌟🌟 |
-    | [c-sharpcorner.com: The Best VS Code Extensions To Supercharge Git](https://www.c-sharpcorner.com/article/the-best-vs-code-extensions-to-supercharge-git) |  | VS Code Tooling | English | 🌟🌟🌟 |
-    | [dev.to: Top 5 Best Git Extensions For VS Code (You must have)](https://dev.to/thenomadevel/top-5-best-git-extensions-for-vs-code-you-must-have-40b6) |  | VS Code Tooling | English | 🌟🌟🌟 |
-
-  - **(2026)** [==GitHub Pull Requests and Issues 🌟==](https://marketplace.visualstudio.com/items?itemName=GitHub.vscode-pull-request-github) [TYPESCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Enables developers to review pull requests, address comments, and track issues directly within the editor. This minimizes context-switching, streamlining code reviews and collaboration within distributed DevOps teams.
-  - **(2026)** [GitLive](https://marketplace.visualstudio.com/items?itemName=TeamHub.teamhub) [TYPESCRIPT CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Integrates real-time visual indications of branch drifts and file conflicts directly into the IDE. It aims to reduce integration friction across distributed engineering teams by exposing parallel work before standard merges occur.
-  - **(2026)** [dev.to/gitlive: GitLive now works with any Git repository in VS Code!](https://dev.to/gitlive/gitlive-now-works-with-any-git-repository-in-vs-code-304o) 🌟🌟🌟 [COMMUNITY-TOOL] β€” An explanatory article detailing GitLive's capability to integrate with arbitrary self-hosted or cloud-based Git providers. It highlights practical ways to maintain collaborative development loops across complex deployment layouts.
-  - **(2026)** [c-sharpcorner.com: The Best VS Code Extensions To Supercharge Git](https://www.c-sharpcorner.com/article/the-best-vs-code-extensions-to-supercharge-git) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Evaluates major Git extensions that optimize repository navigation, branch visualisations, and commit tracking within large enterprise repositories.
-  - **(2026)** [dev.to: Top 5 Best Git Extensions For VS Code (You must have)](https://dev.to/thenomadevel/top-5-best-git-extensions-for-vs-code-you-must-have-40b6) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Evaluates the top 5 essential Git extensions for VS Code, helping developers transition from command line to rich visual git workflows.
-## Developer Environment
-
-### IDE Tooling
-
-#### Visual Studio Code (1)
-
-##### Ecosystem and General Productivity
-
-  - **(2023)** [code.visualstudio.com: keyboard shortcuts for Windows](https://code.visualstudio.com/shortcuts/keyboard-shortcuts-windows.pdf) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official PDF reference manual containing native Windows keyboard shortcuts for VS Code. Establishes critical key combination patterns for navigation, terminal toggles, multi-cursor editing, and refactoring commands.
-  - **(2023)** [code.visualstudio.com: keyboard shortcuts for macOS](https://code.visualstudio.com/shortcuts/keyboard-shortcuts-macos.pdf) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official reference guide mapping out macOS keyboard shortcuts in VS Code. Highly useful for standardizing mouse-free developer environments and boosting engineering execution speed on Apple hardware.
-  - **(2023)** [code.visualstudio.com: keyboard shortcuts for Linux](https://code.visualstudio.com/shortcuts/keyboard-shortcuts-linux.pdf) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official documentation highlighting native Linux keyboard configurations in VS Code, detailing shortcut bindings optimized for desktop environments running across various Linux distributions.
-  - **(2023)** [marketplace.visualstudio.com](https://marketplace.visualstudio.com) [N/A CONTENT]  [COMMUNITY-TOOL] β€” The VS Code Extension Marketplace, serving as the central hub for discovering, validating, and installing IDE extensions. This core infrastructure enables developers to scale VS Code capabilities dynamically.
-  - **(2023)** [Microsoft 🌟](https://marketplace.visualstudio.com/publishers/Microsoft) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Microsoft's official publisher hub on the VS Code Marketplace. Features foundational tools including Remote SSH, WSL, Python integration, and essential debuggers that form the core of most developer workflows.
-  - **(2023)** [Red Hat 🌟](https://marketplace.visualstudio.com/publishers/redhat) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Red Hat's publisher hub on the VS Code Marketplace. Delivers key language servers and syntax schema validators for industry-standard configurations including XML, YAML, Ansible, and Kubernetes resources.
-  - **(2023)** [AmazonWebServices](https://marketplace.visualstudio.com/publishers/AmazonWebServices) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Amazon Web Services' publisher portal hosting development kits, AWS Toolkit, and Cloud9 connectors. Enables deployment, serverless testing, and IAM integration directly from the IDE interface.
-  - **(2023)** [Google Cloud](https://marketplace.visualstudio.com/publishers/GoogleCloudTools) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Google Cloud's extension ecosystem hosting Cloud Code. Delivers developer-focused tooling for writing, testing, debugging, and deploying cloud-native containerized applications directly on GKE and Cloud Run environments.
-  - **(2023)** [Oracle](https://marketplace.visualstudio.com/publishers/Oracle) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Oracle's publisher page featuring integrations for Java development, enterprise runtime setups, database connections, and GraalVM support, facilitating high-fidelity enterprise software engineering.
-  - **(2022)** [blog.openreplay.com: 8 Cool VS Code tips to make your workspace more personal](https://blog.openreplay.com/8-cool-vs-code-tips-to-make-your-workspace-more-personal) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Explores workspace personalization strategies within VS Code. Outlines customizations for custom layouts, performance optimization settings, and UI modifications to support intensive, multi-hour coding sessions.
-  - **(2022)** [freecodecamp.org: Best Colorful VSCode Extensions – How to Personalize Your' Editor](https://www.freecodecamp.org/news/best-colorful-vscode-extensions-for-productivity) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Assesses visual customization extensions in VS Code, analyzing the correlation between structured semantic highlighters, high-contrast editor themes, and the mitigation of developer cognitive fatigue.
-  - **(2022)** [freecodecamp.org: VS Code Extensions to Increase Developer Productivity](https://www.freecodecamp.org/news/vs-code-extensions-to-increase-developer-productivity) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Evaluates productivity-centric VS Code setups, analyzing the correlation between structured lint configurations and reduced delivery cycles for engineering teams.
-  - **(2021)** [freecodecamp.org: 10 VS Code Extensions to Increase Your Productivity](https://www.freecodecamp.org/news/10-vscode-extensions-to-increase-productivity) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A curated evaluation of 10 highly utilized VS Code extensions that optimize developer workflows. Evaluates their impact on formatting automation, code snippets, and directory navigation in enterprise developer setups.
-  - **(2021)** [dev.to/jcofman: Make VS Code better by editing and updating some settings](https://dev.to/jcofman/make-vs-code-better-by-editing-and-updating-some-settings-4m9a) [JSON CONTENT]  [COMMUNITY-TOOL] β€” A programmatic guide to tuning `settings.json` in VS Code. Outlines precise configuration keys for optimizing render engines, tuning auto-save policies, modifying telemetry preferences, and managing resource consumption limits.
-  - **(2021)** [dev.to: VSCode Extensions I'm in LOVE with | Tina Huynh](https://dev.to/tmchuynh/vscode-extensions-im-in-love-with-oab) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A personal review of custom VS Code plugins that accelerate individual development loops, highlighting tools for formatting, CSS generation, and dynamic file tagging inside the IDE window.
-  - **(2021)** [dev.to: Superb VSCode extensions changing your coding life](https://dev.to/duckinm/superb-vscode-extensions-changing-your-coding-life-2cmb) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Analyzes transformative VS Code extensions that significantly alter code execution and formatting paradigms, showcasing how choosing the right workspace helper utilities impacts output speed.
-  - **(2020)** [thenewstack.io: This Week in Programming: All Hail Visual Studio Code](https://thenewstack.io/this-week-in-programming-all-hail-visual-studio-code) [N/A CONTENT]  [COMMUNITY-TOOL] β€” This programmatic review explores VS Code's ascent to market dominance. It analyzes the underlying lightweight Electron architecture, dynamic ecosystem scaling, and multi-language support that enable the platform to function effectively across diverse programming environments.
-##### Extension Development and Integrations
-
-  - **(2023)** [Better Comments](https://marketplace.visualstudio.com/items?itemName=aaron-bond.better-comments) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Better Comments organizes source code documentation by applying distinct semantic colorizations to comments. Classifies tasks into alerts, queries, warnings, and TODOs, significantly improving overall team readability.
-  - **(2023)** [Markdown All in One 🌟](https://marketplace.visualstudio.com/items?itemName=yzhang.markdown-all-in-one) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Markdown All in One automates common formatting tasks in markdown files. It manages auto-updating Tables of Contents, controls formatting short-keys, and handles list-generation systems in technical documentation.
-  - **(2023)** [Auto Markdown TOC By AX1](https://marketplace.visualstudio.com/items?itemName=livepdm.auto-markdown-toc-ax1) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Auto Markdown TOC automatically scans, maps, and structures dynamic directories in technical readmes and document structures, applying updates on file save actions to ensure navigation accuracy.
-  - **(2023)** [Prettier:](https://marketplace.visualstudio.com/items?itemName=esbenp.prettier-vscode) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Prettier enforces unified formatting across multi-developer configurations. This AST-based code formatter eliminates layout debates by structuring code uniformly on save across all major web-oriented files.
-  - **(2023)** [EditorConfig:](https://marketplace.visualstudio.com/items?itemName=EditorConfig.EditorConfig) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” EditorConfig establishes consistent layout properties across different IDE instances. Enforces styling metrics (such as tabs vs. spaces and encoding) based on a root configuration file, minimizing style deviations.
-  - **(2023)** [Polacode](https://marketplace.visualstudio.com/items?itemName=pnp.polacode) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Polacode generates visually appealing, stylized screenshots of designated code blocks. It is highly valued for code-review processes, technical books, and slide decks.
-  - **(2023)** [ESLint:](https://marketplace.visualstudio.com/items?itemName=dbaeumer.vscode-eslint) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” ESLint embeds static linting analysis into the active editor, identifying syntax defects, security code smells, and configuration errors in real time to prevent issues prior to container compilation.
-  - **(2023)** [Indent-Rainbow:](https://marketplace.visualstudio.com/items?itemName=oderwat.indent-rainbow) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Indent-Rainbow applies subtle color transitions to code indent blocks. This visual separation is highly effective at reducing cognitive overhead when editing nested YAML patterns or deep JSON profiles.
-  - **(2023)** [SVG:](https://marketplace.visualstudio.com/items?itemName=jock.svg) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” SVG adds structural vector graphic manipulation tools, allowing engineers to preview, manipulate, format, and audit XML vectors directly inside the workspace layout.
-  - **(2023)** [Prettier ESLint](https://marketplace.visualstudio.com/items?itemName=rvest.vs-code-prettier-eslint) [JAVASCRIPT CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Combines ESLint configuration checks and Prettier formatting systems under one seamless runtime integration. Minimizes config conflicts between syntax checker specifications and styling layouts.
-  - **(2023)** [Rainbow Brackets](https://marketplace.visualstudio.com/items?itemName=2gua.rainbow-brackets) [TYPESCRIPT CONTENT]  [LEGACY] β€” A legacy brackets colorization extension. Note that native VS Code bracket pair colorization has superseded it, offering vastly superior performance and rendering speed on complex source files.
-  - **(2023)** [TODO Highlight](https://marketplace.visualstudio.com/items?itemName=wayou.vscode-todo-highlight) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Scans and highlights markers like TODO, FIXME, or HACK within source code comments. Helps developers maintain high visibility over technical debt during iterative sprint cycles.
-  - **(2023)** [Todo+](https://marketplace.visualstudio.com/items?itemName=fabiospampinato.vscode-todo-plus) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Todo+ manages task lists within the VS Code workspace, enabling inline timer tracking, markdown task tags, and task dashboard trees directly inside active repositories.
-  - **(2023)** [Todo Tree](https://marketplace.visualstudio.com/items?itemName=Gruntfuggly.todo-tree) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Todo Tree consolidates comment tags (like TODO, FIXME, etc.) across the active codebase into an interactive workspace folder tree. Highly useful for pre-release audits and team technical debt reviews.
-  - **(2023)** [Babel JavaScript](https://marketplace.visualstudio.com/items?itemName=mgmcdermott.vscode-language-babel) [JAVASCRIPT CONTENT]  [LEGACY] β€” Provides ECMAScript syntax highlighting support for older JS parser platforms, helping modernize legacy JavaScript code bases within VS Code's editor structure.
-  - **(2023)** [Error Lens](https://marketplace.visualstudio.com/items?itemName=usernamehw.errorlens) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Error Lens improves dev speed by outputting warning and error diagnostic texts directly on the code line. Eliminates the need to hover over syntax errors, reducing debug-cycle latency.
-  - **(2021)** [dev.to: How to configure VSCode Bracket Pair Colors Natively](https://dev.to/amanhimself/how-to-configure-vscode-bracket-pair-colors-natively-3nl) [JSON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Provides deep details on configuring native bracket pair colorization in VS Code settings. Highlights the migration from resource-heavy third-party extensions to the built-in, highly optimized AST-based rendering engine to lower CPU utilization.
-  - **(2020)** [blogs.windows.com: Bringing the browser developer tools to Visual Studio' Code](https://blogs.windows.com/msedgedev/2020/10/01/microsoft-edge-tools-vscode) [JAVASCRIPT CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Introduces Microsoft Edge Developer Tools integration directly inside VS Code. This allows engineers to run element inspection, network profiling, and DOM debugging natively in the IDE, reducing context-switching latency during web application development.
-##### Language-Specific Tooling
-
-  - **(2024)** [==Python Visual Studio Code==](https://github.com/microsoft/vscode-python) ⭐ 4623  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official VS Code Python extension repository. Serves as a primary integration layer for code-formatting, Jupyter Notebook systems, pytest architectures, and type checker implementations.
-  - **(2022)** [freecodecamp.org: How to Use Markdown in VSCode – Syntax and Examples](https://www.freecodecamp.org/news/how-to-use-markdown-in-vscode) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A technical guide to writing, parsing, and rendering Markdown natively in VS Code. Highlights capabilities for inline previewing, styling syntax, and utilizing the editor for software architecture decision records (ADRs).
-  - **(2021)** [realpython.com: Advanced Visual Studio Code for Python Developers](https://realpython.com/advanced-visual-studio-code-python) [PYTHON CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An in-depth guide on advanced VS Code customizations for Python development. Focuses on setting up testing frameworks, optimizing linting utilities, configuring type checkers (Pylance), and managing complex virtual environments natively.
-##### Remote Development and Collaborative Coding
-
-  - **(2023)** [developers.redhat.com: Remote container development with VS Code and Podman' 🌟](https://developers.redhat.com/articles/2023/02/14/remote-container-development-vs-code-and-podman) [SHELL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Analyzes the configuration of VS Code Remote Containers utilizing Podman instead of Docker. Discusses handling rootless execution models, matching host/container UIDs, and configuring SELinux policies in secure enterprise architectures.
-  - **(2023)** [visualstudio.microsoft.com/services/live-share: Visual Studio Live Share' 🌟](https://visualstudio.microsoft.com/services/live-share) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Introduces Visual Studio Live Share, a collaboration service allowing engineers to securely share workspace contexts, co-edit code, exchange terminal executions, and co-debug servers across different OS platforms in real time.
-  - **(2023)** [Live Share:](https://marketplace.visualstudio.com/items?itemName=MS-vsliveshare.vsliveshare) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” The Live Share VS Code extension installs collaborative workspace capabilities, establishing secure shared dev contexts, collaborative ports, and integrated voice/debug sessions directly between remote environments.
-  - **(2021)** [dev.to: My Top 5 Visual Studio Code extensions for Azure Developers](https://dev.to/azure/my-top-5-visual-studio-code-extensions-for-azure-developers-1odo) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Details 5 core extensions for Azure Cloud Architects using VS Code. Outlines features in Azure Functions, Resource Manager (ARM), and App Service extensions to sync local workspaces directly with cloud provisioning pipelines.
-  - **(2020)** [c-sharpcorner.com: The Best VS Code Extensions For Remote Working](https://www.c-sharpcorner.com/article/the-best-vs-code-extensions-for-remote-working) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A deep dive into VS Code extensions geared toward distributed development. Discusses Remote SSH architectures, container setups, and real-time developer sharing tools optimized for remote setups.
-##### Version Control Integration
-
-  - **(2023)** [GitLens 🌟](https://marketplace.visualstudio.com/items?itemName=eamodio.gitlens) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” GitLens supercharges Git capabilities within VS Code, providing instant code authorship visibility, interactive file histories, branch comparison matrices, and commit-level analysis directly within the editor workspace.
-  - **(2023)** [Git Graph](https://marketplace.visualstudio.com/items?itemName=mhutchie.git-graph) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Git Graph provides an interactive graph visualization of repository histories. It simplifies advanced operations such as interactive branch cherry-picks, rebasing, and merges through a graphical workspace context.
-  - **(2021)** [39digits.com: How to sign your commits to GitHub using Visual Studio Code' on Windows 10 and WSL2 🌟](https://www.39digits.com/signed-git-commits-on-wsl2-using-visual-studio-code) [SHELL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Presents a technical guide for configuring GPG commit signing within WSL2 using VS Code on Windows 10. Addresses cross-runtime credential sharing challenges by bridging Windows GPG-agent configurations with Linux subsystems to enforce commit origin verification.
-  - **(2021)** [youtube: Source Control Tip 9: Dealing with Merge Conflicts in VS Code](https://www.youtube.com/watch?v=ybCxPHzRJfA&ab_channel=VisualStudioCode) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Examines VS Code's integrated 3-way merge editor. Detail is provided on visual layout resolution strategies, allowing developers to isolate changes, analyze core differences, and resolve Git conflict markers safely prior to upstream branch integration.
-  - **(2021)** [austingil.com: VS Code Timeline Restores Lost Work That Git Can’t 🌟](https://austingil.com/vs-code-timeline-restores-work-git-cant) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Highlights VS Code's Local History/Timeline feature, which functions as an independent tracking database. It enables structural code recovery for uncommitted files even when Git staging lists are purged or reset.
-  - **(2020)** [dev.to: Using VS Code to git rebase](https://dev.to/colbygarland/using-vs-code-to-git-rebase-1lc) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Illustrates how to utilize VS Code as the default editor for interactive Git rebasing. Replaces traditional terminal editors with a graphic UI to ease tasks like commit squashing, dropping, and message rewriting during history cleaning cycles.
 ## Developer Productivity
 
-### Editor Tools
-
-#### VS Code
-
-  - **(2023)** [New VS Code features](https://www.youtube.com/shorts/8iVaeLjzY6s) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Examines recent visual and functional updates inside Visual Studio Code. Highlights incremental layout improvements, productivity-focused shortcuts, and key performance tunings designed to optimize workspace velocity.
-  - **(2022)** [Vertical rulers](https://www.youtube.com/shorts/cTE0ec3IurE) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Demonstrates the configuration of vertical rulers in VS Code to assist developers in maintaining line-width constraints directly within their workspaces. This setting is crucial for styling compliance across multi-developer setups.
-  - **(2022)** [Time Travel!](https://www.youtube.com/shorts/0h1xNFsEZBU) 🌟🌟🌟 [LEGACY] β€” Introduces VS Code's Local History timeline, which acts as a localized rollback mechanism independent of Git commits. Highly effective for safe experimentation and recovering legacy structures in active code sessions.
-  - **(2022)** [Screencast mode](https://www.youtube.com/shorts/KZHI5RMmFk0) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Highlights the utility of VS Code's Screencast Mode, which visualizes keybindings and mouse clicks directly on-screen. Essential setting for preparing technical demonstrations and team onboarding videos.
-#### VS Code Plugins
-
-  - **(2022)** [Master Git with Git Graph](https://www.youtube.com/shorts/OfsixF-splk) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Walks through the visual layout capabilities of the Git Graph extension for VS Code. Explains how to interactively perform Git tasks and inspect branching and merging histories directly in the IDE workspace.
 ### Short Videos
 
-#### AI Tooling
-
-  - **(2023)** [Copilot Unit Tessts Like a Boss](https://www.youtube.com/shorts/AGFvs2pT1VQ) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Demonstrates techniques for utilizing GitHub Copilot to dynamically generate and execute unit tests from inline comments and active editor workspaces.
-  - **(2023)** [Copilot writing Markdown](https://www.youtube.com/shorts/70voiUcMk_I) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Showcases using GitHub Copilot to write technical documentation and structure layout outlines within VS Code markdown canvases.
 #### API Testing
 
   - **(2023)** [Extension of the week: Thunder Client](https://www.youtube.com/shorts/X3wgBid4gO8) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Highlights Thunder Client, an extremely lightweight REST API client embedded natively in VS Code, offering a fast alternative to Postman.
-#### Architecture Design
-
-  - **(2023)** [Create diagrams in vscode](https://www.youtube.com/shorts/0N-NFIfy5lI) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Demonstrates diagramming directly within VS Code using lightweight file-to-architecture tools like Draw.io integration or Mermaid.js markup.
-  - **(2023)** [Write slides in VS Code](https://www.youtube.com/shorts/cLokEWqTuds) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Shows how to leverage extension frameworks (e.g., Marp) to compile markdown documents into enterprise-grade HTML or PDF slide decks natively.
-#### Configuration
-
-  - **(2023)** [VSCode Profiles](https://www.youtube.com/shorts/WzlpGnbNPH4) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A visual guide illustrating how to configure, save, and isolate VS Code settings Profiles. Enables developers to separate extensions and UI styles across distinct roles like backend, frontend, and cloud-native development.
-  - **(2023)** [Changing Font in VS Code the RIGHT WAY!](https://www.youtube.com/shorts/Q2RrAdWmn_M) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Instructs on configuring custom fonts and visual typography options in VS Code, detailing ligature settings and visual styling rules for complex layouts.
-  - **(2023)** [Take your extensions with you](https://www.youtube.com/shorts/HyhSDvaaRwM) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Details the native Settings Sync feature in VS Code, synchronizing keybindings, themes, and global packages across local and remote development systems.
-#### Debugging
-
-  - **(2023)** [ErrorLens! Catch Errors on the Fly!](https://www.youtube.com/shorts/uzC1PP73d9I) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Showcases the 'ErrorLens' extension, which prints diagnostics and error messages directly inline with source code lines for real-time validation.
-#### Documentation (1)
-
-  - **(2023)** [Create guided walkthroughs of your code](https://www.youtube.com/shorts/KQB8FRoJaH4) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Details using VS Code's native schema files to build interactive, contextual guided walkthroughs for onboarding new engineers to complex codebases.
-#### Formatting
-
-  - **(2023)** [Extension of the Week: Prettier](https://www.youtube.com/shorts/dDtueNAFELo) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Highlights configuration settings for the Prettier formatter to achieve clean code style formatting automatically on save events.
-  - **(2023)** [Rainbox CSV](https://www.youtube.com/shorts/y55a7NAiHiI) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Details Rainbow CSV, an extension that colors columns in flat-file schemas to simplify parsing database exports within VS Code.
-#### Git Integration
-
-  - **(2023)** [How VS Code Makes Branches](https://www.youtube.com/shorts/-hvEdSI8ziE) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Visually instructs developers on creating, checking out, and upstream-mapping branches directly through the built-in VS Code status bar and source control manager.
-  - **(2023)** [Navigate your code's history](https://www.youtube.com/shorts/6IwjxcDbVW0) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Explores how to use the 'Local History' view in VS Code to compare and restore files from automatic, local timeline snapshots.
 #### Java Development
 
   - **(2023)** [Try Maven (and Java) in VS Code!](https://www.youtube.com/shorts/t322UnzV9vM) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Shows how to quickly spin up Java and Maven development workspaces using the official Microsoft Extension Pack for Java.
   - **(2023)** [Java, Gradle, and VS Code](https://www.youtube.com/shorts/0xq_ZYfl6Vk) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Visual guide to configuring JVM microservices compiled with Gradle inside the Visual Studio Code workspace for optimal build orchestration.
-  - **(2023)** [Change your Java versions in VS Code!](https://www.youtube.com/shorts/p-H7Q9PtSc8) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Demonstrates quick configuration modifications required to switch active JVM runtimes and compiler compliance levels seamlessly.
-#### Markdown
-
-  - **(2023)** [Markdown Header Magic](https://www.youtube.com/shorts/G5580-DxQuw) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Demonstrates rapid markdown structural heading manipulation and navigation techniques in VS Code to streamline documentation processes.
-#### Tips and Tricks
-
-  - **(2023)** [Visual Studio Code - Shorts](https://www.youtube.com/@code/shorts) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An official repository of short-form video tutorials from the VS Code team. Covers fast tips, newly added features, and productivity configurations for modern software developers.
-#### UI Customization
-
-  - **(2023)** [Pin VS Code Tabs](https://www.youtube.com/shorts/6NFR5MsHM_4) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Duplicates technical concepts of workspace optimization, showcasing pinned tab features for streamlining file switching during rapid refactoring runs.
-  - **(2023)** [STOP Creating New Files This! But Do THIS in VS Code!!!](https://www.youtube.com/shorts/VqOVb76IyI4) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Highlights advanced keyboard shortcuts and interactive UI configurations to accelerate dynamic file creation and namespace generation within the editor.
-  - **(2023)** [Minimap Makeover](https://www.youtube.com/shorts/t5vXCNIBVYw) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Shows customization options for the editor minimap to emphasize error markers, highlights, and structural complexity indicators.
-### Version Control (1)
-
-#### GitHub
-
-  - **(2022)** [Hacking GitHub?](https://www.youtube.com/shorts/nMJBbH7g1M4) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Covers high-impact shortcuts on the GitHub interface, focusing on the browser-based VS Code environment launcher. Streamlines remote file traversal and light code reviews without requiring a local clone.
-## Developer Tools
-
-### IDE
-
-#### VS Code (1)
-
-  - **(2026)** [==Awesome Visual Studio Code==](https://github.com/viatsko/awesome-vscode) ⭐ 28747  [N/A CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A massive directory of extensions, themes, and configuration recipes designed to turn VS Code into a productivity powerhouse. Highly relevant for cloud-native developers seeking extensions for Kubernetes, Terraform, Docker, and remote workspace development. Serves as a daily driver resource for developer enablement teams.
-## Development
-
-### DevOps
-
-#### IDE Integration
-
-  - **(2022)** [gitlab.com: VS Code extension development with GitLab](https://about.gitlab.com/blog/vscode-extension-development-with-gitlab) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Explores how developers can construct VS Code extensions integrated with GitLab CI/CD and APIs. The post showcases best practices for extension design, testing automation, and deployment mechanisms, streamlining local-to-cloud workspace automation.
-## Development Environment
-
-### AI-Assisted Engineering
-
-#### VS Code Tooling (7)
-
-  - **(2026)** [==GitHub Copilot 🌟==](https://marketplace.visualstudio.com/items?itemName=GitHub.copilot) [TYPESCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier AI pairing assistant, providing context-aware suggestions, testing scaffolds, and architectural refactoring directly within the IDE. In 2026, it is integrated into standard enterprise workflows, accelerating software delivery.
-  - **(2026)** [**code.visualstudio.com: GitHub Copilot in VS Code**](https://code.visualstudio.com/docs/copilot/overview) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The official guide detailing configuration and prompt engineering practices for using GitHub Copilot inside VS Code. Essential for developers optimizing their generative AI workflow.
-### Cloud IDE
-
-#### Code Browsing
-
-  - **(2021)** [github1s.com 🌟](https://github1s.com) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” A popular community utility that opens any GitHub repository inside a lightweight, browser-based VS Code interface by appending '1s' to the github.com URL. Essential for fast, clone-free codebase assessments.
-#### Microsoft
-
-  - **(2021)** [vscode.dev 🌟](https://vscode.dev) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” The official cloud-hosted, zero-install iteration of VS Code operating inside modern web browsers. Employs HTML5 File System Access APIs for direct local workspace folder manipulation and remote repository synchronization.
-#### Platform Engineering
-
-  - **(2021)** [Gitpod Open Sources a β€˜Holistic IDE’](https://thenewstack.io/gitpod-open-sources-a-holistic-ide) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Chronicles Gitpod's transition to open source, highlighting pre-configured, ephemeral development environments running as secure containerized workspaces. It serves as a core model for modern cloud-based development environments (CDE).
-#### Trends
-
-  - **(2021)** [thenewstack.io: Are Cloud-Based IDEs the Future of Software Engineering?](https://thenewstack.io/are-cloud-based-ides-the-future-of-software-engineering) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Analyzes the shift from high-compute developer laptops to cloud-hosted development environments (CDEs). Evaluates performance gains, corporate IP security improvements, and simplified onboarding pipelines.
-### Configuration Management
-
-#### VS Code Tooling (8)
-
-  - **(2026)** [**DotENV**](https://marketplace.visualstudio.com/items?itemName=mikestead.dotenv) [TYPESCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Provides syntax highlighting, syntax validation, and basic formatting for `.env` files. This lightweight extension prevents parsing and configuration errors before environment variables are deployed. Although basic, it remains highly useful for local environment orchestration and credential preparation.
-### Debugging (1)
-
-#### VS Code Tooling (9)
-
-  - **(2026)** [Turbo Console Log](https://marketplace.visualstudio.com/items?itemName=ChakrounAnas.turbo-console-log) [TYPESCRIPT CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Automates the insertion of descriptive console log statements to speed up debugging in JavaScript and TypeScript. While useful for local exploration, production-ready microservices should prioritize structured logging using standards like OpenTelemetry over unstructured print statements.
-### Documentation (2)
-
-#### Python
-
-  - **(2026)** [**marketplace.visualstudio.com: autoDocstring - Python Docstring Generator**](https://marketplace.visualstudio.com/items?itemName=njpwerner.autodocstring) [TYPESCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Generates structured docstrings for Python methods and classes dynamically based on various standard formats. Simplifies documenting APIs and data models within Python microservices.
-### IDE Customization (1)
-
-#### VS Code Tooling (10)
-
-
-??? abstract "Architect's Technical Comparison Table"
-    | Solution | Maturity | Primary Focus | Language | Stars |
-    | :--- | :--- | :--- | :--- | :--- |
-    | [Dracula Official](https://marketplace.visualstudio.com/items?itemName=dracula-theme.theme-dracula) |  | VS Code Tooling | TypeScript | 🌟🌟🌟🌟🌟 |
-    | [GitHub Theme 🌟](https://marketplace.visualstudio.com/items?itemName=GitHub.github-vscode-theme) |  | VS Code Tooling | TypeScript | 🌟🌟🌟🌟🌟 |
-    | [Material Icon Theme](https://marketplace.visualstudio.com/items?itemName=PKief.material-icon-theme) |  | VS Code Tooling | TypeScript | 🌟🌟🌟🌟 |
-    | [Monokai Pro Theme](https://marketplace.visualstudio.com/items?itemName=monokai.theme-monokai-pro-vscode) |  | VS Code Tooling | TypeScript | 🌟🌟🌟🌟 |
-    | [Dracula Pro Theme 🌟](https://draculatheme.com/pro) |  | VS Code Tooling | TypeScript | 🌟🌟🌟🌟 |
-    | [Codey Midnight Theme](https://marketplace.visualstudio.com/items?itemName=salesforce.codey-midnight) |  | VS Code Tooling | TypeScript | 🌟🌟🌟 |
-    | [1984 Theme](https://marketplace.visualstudio.com/items?itemName=juanmnl.vscode-theme-1984) |  | VS Code Tooling | TypeScript | 🌟🌟🌟 |
-
-  - **(2026)** [==Dracula Official==](https://marketplace.visualstudio.com/items?itemName=dracula-theme.theme-dracula) [TYPESCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” One of the most popular and cross-platform dark color palettes in software development, providing clear syntax highlighting and contrast.
-  - **(2026)** [==GitHub Theme 🌟==](https://marketplace.visualstudio.com/items?itemName=GitHub.github-vscode-theme) [TYPESCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official GitHub visual styling for VS Code, including both light and dark modes modeled directly after the GitHub interface.
-  - **(2026)** [**Material Icon Theme**](https://marketplace.visualstudio.com/items?itemName=PKief.material-icon-theme) [TYPESCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Enhances the IDE visual interface with recognizable file icons corresponding to languages, configurations, and cloud-native templates.
-  - **(2026)** [**Monokai Pro Theme**](https://marketplace.visualstudio.com/items?itemName=monokai.theme-monokai-pro-vscode) [TYPESCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A highly structured color palette designed to reduce eye strain and optimize visual parsing of nested structures and syntaxes.
-  - **(2026)** [**Dracula Pro Theme 🌟**](https://draculatheme.com/pro) [TYPESCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Premium implementation of the Dracula design system, featuring custom variants, optimized fonts, and cohesive configurations for high-efficiency programming environments.
-  - **(2026)** [Codey Midnight Theme](https://marketplace.visualstudio.com/items?itemName=salesforce.codey-midnight) [TYPESCRIPT CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A dark Salesforce-developed theme intended to optimize developer focus and provide accessible contrast levels during deep development sessions.
-  - **(2026)** [1984 Theme](https://marketplace.visualstudio.com/items?itemName=juanmnl.vscode-theme-1984) [TYPESCRIPT CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A retro-neon vaporwave theme that provides a distinct high-contrast palette for custom development aesthetics.
-### IDE Enhancements
-
-#### VS Code Tooling (11)
-
-  - **(2026)** [**Path Intellisense**](https://marketplace.visualstudio.com/items?itemName=christian-kohler.path-intellisense) [TYPESCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Provides dynamic path autocompletion during import statements and file references. This capability reduces import failures across large directories. Although modern language servers have improved built-in path resolution, this extension remains popular for deep directory layouts.
-### IDE Extensions
-
-#### Git Integration (1)
-
-  - **(2022)** [BABA-Git Flow](https://marketplace.visualstudio.com/items?itemName=Fatih.baba-flow) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” A specialized variation of GitFlow UI extensions for VS Code. It provides custom hooks and automated prefix tagging for releases, features, and hotfixes. Highly specific to groups utilizing git-flow alongside strict release conventions.
-  - **(2021)** [GitFlow 4 Code](https://marketplace.visualstudio.com/items?itemName=GreatMinds.gitflow4code) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” An alternative wrapper for GitFlow commands within the Visual Studio Code environment. It automates common tasks such as prefixing branches and formatting merge requests. Best suited for teams maintaining strict GitFlow topologies who want to reduce terminal context-switching.
-  - **(2020)** [gitflow by vector-of-bool](https://marketplace.visualstudio.com/items?itemName=vector-of-bool.gitflow) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Integrates the GitFlow branching model into the VS Code status bar. Designed for local branch lifecycle management, it allows developers to execute flow starts and finishes. Live Grounding notes it remains an active community convenience tool, though many teams have migrated to unified trunk-based development or native git extensions.
-#### Project Management
-
-  - **(2021)** [JirAux (Jira integration)](https://marketplace.visualstudio.com/items?itemName=SemihOnay.jiraux) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” A Jira integration extension designed to embed issue tracking directly into VS Code workspaces. It surfaces task lists, changesets, and assignees. This keeps software engineers aligned with project management pipelines without leaving their code canvas.
-### Language Tooling
-
-#### Go (1)
-
-  - **(2026)** [==github.com/golang/vscode-go 🌟==](https://github.com/golang/vscode-go/blob/master/README.md) ⭐ 4252  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official Visual Studio Code Go extension, providing rich language support via the Go Language Server (gopls). Integrates Delve for robust debugging, automated importing, structural profiling, and diagnostic testing.
-#### Python (1)
-
-  - **(2022)** [realpython.com: Python Development in Visual Studio Code](https://realpython.com/python-development-visual-studio-code) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive deep dive by Real Python into configuring Visual Studio Code as a professional Python development IDE. Covers workspace setup, linters, debug configurations, and unit testing frameworks.
-  - **(2021)** [Python in Visual Studio Code – January 2021 Release](https://devblogs.microsoft.com/python/python-in-visual-studio-code-january-2021-release) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Reviews the January 2021 releases for Python in VS Code, emphasizing Pylance type checker improvements, multi-root workspace support, and simplified Pytest test discovery structures.
-  - **(2020)** [Python in Visual Studio Code – September 2020 Release](https://devblogs.microsoft.com/python/python-in-visual-studio-code-september-2020-release) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Highlights the September 2020 updates for Python in VS Code, detailing enhancements to Debug Adapter Protocol (DAP) implementations and environment discovery. Streamlines the execution of local virtual environment packages.
-### Linter and Formatter
-
-#### Python (2)
-
-  - **(2026)** [==marketplace.visualstudio.com: Ruff extension for Visual Studio Code==](https://marketplace.visualstudio.com/items?itemName=charliermarsh.ruff) [TYPESCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Integrates the ultra-fast Rust-based Ruff linter and formatter directly into VS Code. In 2026, it is the standard for microservice backends, replacing flake8 and black with massive speed enhancements.
-### Next-Gen IDE
-
-#### JetBrains
-
-  - **(2024)** [Fleet](https://www.jetbrains.com/fleet) [KOTLIN CONTENT]  [COMMUNITY-TOOL] β€” JetBrains' polyglot, lightweight development editor designed with a distributed, collaborative architecture. Supports local file editing or remote backend offloading, providing competition to VS Code's remote development extensions.
-  - **(2022)** [softzone.es: Conoce Fleet, el nuevo IDE ultraligero de la mano de JetBrains](https://www.softzone.es/noticias/programas/conoce-fleet-ide-ultraligero-mano-jetbrains) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An early assessment of JetBrains Fleet, detailing its modular UI and hybrid mode. Focuses on the IDE's rapid start times, remote engine execution, and embedded collaboration features.
-### Operating Systems
-
-#### Chrome OS
-
-  - **(2023)** [Linux on Chrome OS, sometimes called Crostini 🌟](https://chromeos.dev/en/linux) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Documentation on Crostini, the native Linux container ecosystem on ChromeOS. Enables execution of heavy developer tooling, full-scale IDEs, compilers, and container runtimes (Docker) on lightweight Chrome hardware.
-### Productivity
-
-#### Community Resource
-
-  - **(2026)** [**freecodecamp.org: VS Code Extensions That'll Boost Your Development Productivity' 🌟**](https://www.freecodecamp.org/news/vs-code-extensions-to-boost-your-development-productivity) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A compiled developer resource listing standard VS Code extensions that optimize local productivity and minimize development friction. The guide serves as a solid starting point for configure environments suitable for modern software engineering.
-  - **(2026)** [freecodecamp.org: Increase Your VS Code Productivity](https://www.freecodecamp.org/news/increase-your-vs-code-productivity) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Blog outlining critical keyboard shortcuts, configuration profiles, and tools inside VS Code. Helps developers build efficient engineering workflows for local and cloud environments.
-  - **(2026)** [blog.logrocket.com: Top 10 VS Code extensions for 2021](https://blog.logrocket.com/top-10-vs-code-extensions-2021) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Retrospective review of key VS Code extensions from 2021. Offers context on how tooling has transitioned from simple local execution helpers to advanced cloud-integrated platforms.
-  - **(2026)** [dev.to: VS Code extensions to increase your Productivity](https://dev.to/harishash/vs-code-extensions-to-increase-your-productivity-eeb) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Community-curated resource listing standard extensions designed to minimize cognitive overhead and speed up microservice coding loops.
-### Release Updates
-
-#### Microsoft (1)
-
-  - **(2023)** [VS Code February 2023 Release Highlights (v1.76)](https://www.youtube.com/shorts/hdmaP4ibJ4I) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Overview of features added in VS Code v1.76, including improvements to active terminal profiles, visual profile configurations, and keybinding adjustments.
-  - **(2023)** [April 2023 Release Highlights - Profile Templates](https://www.youtube.com/shorts/ToGRhGvo62k) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Showcases the release of profile templates, providing predefined setups for Python, Java, Node, and Web developers in VS Code.
-### Version Control (2)
-
-#### VS Code Tooling (12)
-
-  - **(2026)** [**Local History**](https://marketplace.visualstudio.com/items?itemName=xyz.local-history) [TYPESCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Maintains an independent local timeline of file changes, acting as a fallback when code modifications have not yet been committed to Git. This local safety net helps prevent accidental data loss during local refactoring.
 ## Development Environments
 
 ### Cloud IDEs
@@ -611,123 +132,24 @@
 #### Online Sandboxes
 
   - **(2016)** [Repl.it](https://replit.com) [POLYGLOT CONTENT]  [COMMUNITY-TOOL] β€” An interactive, collaborative cloud workspace supporting over fifty languages. Replit incorporates instant deployment engines, hosting layers, and AI pairing models to democratize software construction.
-#### Web Editors
-
-  - **(2021)** [github.dev](https://github.dev/github/dev) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” A fully web-based implementation of VS Code launched instantly from any GitHub repo by pressing `.`. It operates purely in the browser for code browsing, quick patches, and pull request reviews.
 ## Development Tools
 
-### AI Assistance
+### VS Code
 
-#### Copilot
-
-  - **(2023)** [Learn with Copilot](https://www.youtube.com/shorts/rjmXBs5l_7M?si=UlQ4q1-B-JOiYwrn)  [COMMUNITY-TOOL] β€” Explains how to leverage GitHub Copilot as a learning tutor inside VS Code, instructing it to break down unfamiliar APIs, debug output stacks, and explain complex shell code.
-#### IaC
-
-  - **(2024)** [techcommunity.microsoft.com: Unleashing GitHub Copilot for Infrastructure as Code (powershell, terraform, etc)](https://techcommunity.microsoft.com/blog/azureinfrastructureblog/unleashing-github-copilot-for-infrastructure-as-code/4124031) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” Explores how AI pair programmers like GitHub Copilot can be leveraged to draft secure and high-quality Infrastructure as Code templates, specializing in Terraform, PowerShell, and ARM templates.
-### VS Code (2)
-
-#### AI Assistance (1)
-
-  - **(2023)** [ExtensiΓ³n de Visual Studio Code que genera tests y mejora tu cΓ³digo](https://www.youtube.com/shorts/hmq195GRYCI?si=8knOM1y50V6JcRlk) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” A Spanish-language short format video discussing AI-driven extensions that automatically write unit test suites and suggest refactoring operations to optimize runtime efficiency.
 #### Architecture Visualization
 
   - **(2022)** [dev.to: Video: Visualize the architecture of your Java app, in VS Code, in 2 ΒΉ/β‚‚ minutes](https://dev.to/appmap/video-visualize-the-architecture-of-your-java-app-in-vs-code-in-2-minutes-568j) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” An introduction to AppMap for VS Code, illustrating how to automatically record and render execution paths, database queries, and architectural layouts of Java applications in real time.
-#### CICD Extensions
-
-  - **(2022)** [GitHub Actions 🌟](https://marketplace.visualstudio.com/items?itemName=github.vscode-github-actions) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” The official GitHub Actions extension for VS Code, enabling developers to build, validate, monitor, and run CI/CD workflows natively within the IDE with real-time log streaming.
-  - **(2019)** [GitLab Workflow](https://marketplace.visualstudio.com/items?itemName=gitlab.gitlab-workflow) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Integrates GitLab's merge requests, issues, and CI/CD pipelines directly into VS Code, allowing platform engineers to monitor CI statuses and conduct code reviews seamlessly inside the workspace.
-#### Collaboration (1)
-
-  - **(2018)** [github.blog: VS Code: Now creating pull requests 🌟](https://github.blog/news-insights/product-news/create-pull-requests-in-vscode) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” Highlights the native evolution of the GitHub Pull Requests and Issues extension, allowing developers to create, review, comment, and merge pull requests directly within the editor workspace to minimize context switching.
-#### Customization
-
-  - **(2023)** [File Icon Theme](https://www.youtube.com/shorts/i0V1bHybv5w?si=y42F3QjNFVouu3s8)  [COMMUNITY-TOOL] β€” A quick video tutorial showcasing customization of file icon themes in VS Code to enhance visual identification of complex microservice structures and directory components.
 #### Docker Deployment
 
   - **(2021)** [A multi-step tutorial that covers the basics of working with Docker with Visual Studio Code and deploy on Azure](https://learn.microsoft.com/en-us/visualstudio/docker/tutorials/docker-tutorial) [MARKDOWN CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” A comprehensive learning pathway walking developers through building, debugging, and running Dockerized applications inside VS Code, followed by direct container deployment to Azure App Service or Azure Container Apps.
-#### Git Extensions
-
-  - **(2016)** [==GitLens interactive rebase==](https://github.com/gitkraken/vscode-gitlens) ⭐ 9841  [TYPESCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Detailed documentation on GitLens' visual interactive rebase tool, which translates raw CLI rebase structures into a drag-and-drop workspace UI within VS Code, significantly reducing risks when rewriting commit histories.
-  - **(2023)** [Visualize your git repo in vscode with Git Graph extensions](https://www.youtube.com/shorts/vpFF1XSqWjw?si=Zr2eW_C3_3hQoXAa)  [COMMUNITY-TOOL] β€” Highlights the Git Graph extension in VS Code, allowing visual tracking of branching strategies, commits, and tag histories to keep distributed teams aligned during fast deployment periods.
-#### IaC Extensions
-
-  - **(2020)** [Terraform](https://marketplace.visualstudio.com/items?itemName=hashicorp.terraform) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” The official HashiCorp Terraform extension, offering syntax highlighting, autocompletion, real-time dry-runs, and direct module documentation linkings to enforce clean IaC creation.
-  - **(2019)** [CloudFormation Snippets 🌟](https://marketplace.visualstudio.com/items?itemName=dannysteenman.cloudformation-yaml-snippets) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive collection of AWS CloudFormation snippets formatted for both YAML and JSON, offering platform engineers rapid, boilerplate-free template creation for AWS infrastructure stacks.
-#### Kubernetes Extensions
-
-  - **(2017)** [==Azure/vscode-kubernetes-tools 🌟==](https://github.com/vscode-kubernetes-tools/vscode-kubernetes-tools) ⭐ 762  [TYPESCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Developed by Microsoft/Azure, this foundational extension integrates cluster management, manifest linting, Helm support, and debug workflows directly into the editor for effortless Kubernetes operations.
-  - **(2018)** [Helm Intellisense](https://marketplace.visualstudio.com/items&itemName=Tim-Koehler.helm-intellisense&ssr=false) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” A standard-setting VS Code extension that enables autocompletion and path matching for Helm chart values files inside template paths, eliminating common typo bugs and deployment failures during manifest compilation.
-#### Language Servers
-
-  - **(2021)** [blog.golang.org: Gopls on by default in the VS Code Go extension](https://go.dev/blog/gopls-vscode-go) [GO CONTENT]  [COMMUNITY-TOOL] β€” Announces the standard integration of Gopls, the official Go language server, into the VS Code Go extension, ensuring native refactoring, precise definition hopping, and autocompletion for Go developers.
-#### Productivity (1)
-
-  - **(2024)** [How to be a professional (un)wrapper #vscode #programmingtools #coding](https://www.youtube.com/shorts/yuzKp_KsGIk?si=ooaqRJzW2cmf6Z2M)  [COMMUNITY-TOOL] β€” Explores shortcut combinations in VS Code to efficiently wrap and unwrap block tags and brackets, improving the speed of drafting and editing structured YAML or JSON templates.
-  - **(2020)** [dev.to: Visual Studio Code - Tips & Tricks - Command Palette and its friends](https://dev.to/playfulprogramming/visual-studio-code-tips-tricks-command-palette-and-its-friends-2bhi) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” A structural guide detailing productivity hacks with VS Code's Command Palette (Ctrl+Shift+P) and keybindings, designed to facilitate fast search, configuration changes, and command executions for power users.
-  - **(2020)** [dev.to/this-is-learning: Visual Studio Code - Tips & Tricks - Snippets](https://dev.to/playfulprogramming/visual-studio-code-tips-tricks-snippets-5041) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” Teaches developers how to write and configure custom user snippets in VS Code, allowing rapid injection of frequently used code patterns and structural templates into diverse codebases.
-  - **(2016)** [Integrated Terminal](https://code.visualstudio.com/docs/terminal/basics) [MARKDOWN CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Comprehensive documentation of VS Code's integrated terminal, highlighting support for multiple shells, profile configurations, and task automation without leaving the application window.
-#### Release Notes
-
-  - **(2026)** [VSCode Updates](https://code.visualstudio.com/updates/v1_120) [MARKDOWN CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official release notes detailing the latest features, UX enhancements, and API updates of the monthly VS Code release cycle, highlighting ongoing integrations with AI agents and modern platform tooling.
-  - **(2024)** [New VS Code Release Highlights v1.86](https://www.youtube.com/shorts/bVlIo4H0IDU)  [COMMUNITY-TOOL] β€” High-speed video digest covering release highlights of VS Code v1.86, pointing out user interface improvements, native Git revisions, and terminal auto-completions.
 #### Serverless Debugging
 
   - **(2021)** [serverless-stack.com: How to debug Lambda functions with Visual Studio Code](https://guide.sst.dev/examples/how-to-debug-lambda-functions-with-visual-studio-code.html) [TYPESCRIPT CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” This guide explains how to leverage the SST (Serverless Stack) framework in VS Code to live-debug AWS Lambda functions locally. It enables breakpoints and live state evaluation against real AWS services without redeploying.
-#### Version Control (3)
-
-  - **(2015)** [Using Version Control in VS Code](https://code.visualstudio.com/docs/sourcecontrol/overview) [MARKDOWN CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The official guide detailing VS Code's native source control integration, enabling developers to execute Git workflows directly within the editor. It covers staging, committing, branching, and resolving merge conflicts without switching to an external terminal.
-## Documentation (3)
-
-### Developer Tooling
-
-#### IDE Platforms
-
-  - **(2026)** [code.visualstudio.com: Visual Studio Code](https://code.visualstudio.com) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” VS Code stands as the preeminent local-to-cloud development environment, offering comprehensive extensibility for managing containerized applications and cloud infrastructure. By integrating terminal shells, GitOps pipelines, and YAML linting directly into the UI, it accelerates standard development workflows. It is the core platform around which modern cloud-native developer environments are built.
-  - **(2026)** [vscode.github.com: GitHub and Visual Studio Code 🌟](https://vscode.github.com) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” The GitHub integration for VS Code provides seamless connection to remote source control hosts, automated testing pipelines, and real-time pull request reviews. It bridges the developer's local coding workspace directly with collaborative version control and continuous integration systems. Platform engineers use this integrated workflow to execute continuous GitOps deployments directly from their workspace.
-#### IDE Troubleshooting
-
-  - **(2026)** [VScode run from WSL in Linux: Cannot activate the 'Atlassian for VSCode' (Official)' extension because 'git' extension is not loaded](https://bitbucket.org/atlassianlabs/atlascode/issues/112/cannot-activate-the-atlassian-for-vscode) [MARKDOWN CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” This troubleshooting guide addresses common extension loading failures in VS Code, specifically resolving Git integration issues within WSL environments. It provides developers with step-by-step solutions to fix filesystem access problems, path discrepancies, and workspace synchronization errors. Applying these recommendations restores full extension compatibility inside hybrid developer environments.
-#### Web Debugging
-
-  - **(2026)** [With the Edge (Chromium) Tools for VS Code you can see the browser's Inspector and Dev Tools within VSCode, to debug your front-end code](https://gist.github.com/hxlnt/60d0e62efdb973e221e585e2b990bfd6) [MARKDOWN CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” This reference Gist documents configurations and methods for integrating Edge browser tools and frontend debuggers directly inside the VS Code editor. It enables developers to debug application user interfaces, run JavaScript profiles, and inspect network requests without leaving their IDE. This configuration streamlines development workflows when creating microservice management dashboards.
-## Engineering Productivity
-
-### Architecture Documentation
-
-#### VS Code Tooling (13)
-
-  - **(2026)** [==Draw.io Integration==](https://marketplace.visualstudio.com/items?itemName=hediet.vscode-drawio) [TYPESCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Embeds a Draw.io editor directly inside VS Code, allowing users to store diagrams as XML, SVG, or PNG inside project repositories. It supports a 'Diagrams as Code' methodology, aligning software design documents directly with git commit histories.
-## Frontend Development
-
-### Local Server
-
-#### VS Code Tooling (14)
-
-  - **(2026)** [**Live Server:**](https://marketplace.visualstudio.com/items?itemName=ritwickdey.LiveServer) [JAVASCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Launches a local development server with live reload capability for static and dynamic frontend web pages. Ideal for rapid prototyping and mock integrations. However, in enterprise microservices, developers typically rely on reverse proxies or HMR-integrated bundlers for local testing.
-### React Utility
-
-#### VS Code Tooling (15)
-
-  - **(2026)** [React Pure To Class](https://marketplace.visualstudio.com/items?itemName=angryobject.react-pure-to-class-vscode) [TYPESCRIPT CONTENT] 🌟🌟 [LEGACY] β€” Converts pure functional React components to class-based components. With the widespread adoption of Hooks and functional architectures in modern UI development, this tool has become a legacy helper primarily used for maintaining older web codebases.
-## Kubernetes (2)
-
-### Developer Experience
-
-#### Web Console
-
-  - **(2020)** [openshift.com: Visual Web Terminal - A Turbocharged Command Line for Kubernetes and OpenShift](https://www.redhat.com/en/blog/visual-web-terminal-a-turbocharged-command-line-for-kubernetes-and-openshift) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Introduces Red Hat's Visual Web Terminal, combining standard CLI controls with graphical elements for OpenShift. It maps cluster payloads dynamically to decrease complex command cognitive loads.
-## Learning Resources
-
-### Tutorials
-
-#### IDE Platforms (1)
-
-  - **(2026)** [devblogs.microsoft.com: Need an Intro to VS Code? Let Tech with Tim Help!](https://devblogs.microsoft.com/python/need-an-intro-to-vs-code-let-tech-with-tim-help) [MARKDOWN CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” This introductory tutorial provides developers with a step-by-step onboarding guide to master the VS Code environment, emphasizing performance tuning and shortcut configurations. It simplifies the setup of extension ecosystems, debugging configurations, and integrated terminal sessions. The resource acts as an essential bootstrapper for engineers preparing for complex, cloud-native development.
 ## Software Engineering
 
 ### API Testing (1)
 
-#### VS Code Tooling (16)
+#### VS Code Tooling (2)
 
   - **(2026)** [**dev.to: Thunder Client - Http Client Extension for VS Code**](https://dev.to/ranga_vadhineni/thunder-client-http-client-extension-for-vs-code-30i9) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Explores Thunder Client, a lightweight, rapid rest API client integrated natively into VS Code. Offers a fast local alternative to bulky testing platforms like Postman.
 ### Databases
@@ -738,17 +160,14 @@
 #### ORM and Tools
 
   - **(2026)** [==prisma.io: Improving the Prisma Visual Studio Code Extension with WebAssembly' 🌟==](https://www.prisma.io/blog/vscode-extension-prisma-rust-webassembly) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A deep dive explaining the compilation of Prisma's core engine to WebAssembly to optimize VS Code schema analysis and validation. It demonstrates how WASM can be used to improve tool startup performance and runtime efficiency.
-### Python (3)
+### Python
 
 #### Static Analysis
 
   - **(2025)** [==Ruff==](https://github.com/astral-sh/ruff) ⭐ 47969  [RUST CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight introduces Ruff as an extremely fast Python linter and formatter written in Rust. Live Grounding confirms Ruff is a de facto industry standard, dramatically lowering CI run times by replacing several older style checkers with a single compiled utility.
-### Testing
-
-#### Unit Testing
-
-  - **(2026)** [**Jest**](https://marketplace.visualstudio.com/items?itemName=Orta.vscode-jest) [TYPESCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Integrates Jest unit testing workflows directly into the editor. It offers real-time inline test failures, active watch mode triggers, and visual coverage reports. This setup simplifies local feedback loops for enterprise microservices developed in TypeScript or JavaScript.
 
 ---
-πŸ’‘ **Explore Related:** [Angular](./angular.md) | [Python](./python.md) | [Dom](./dom.md)
+πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Embedded Servlet Containers](./embedded-servlet-containers.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Cloudflare](./cloudflare.md)
 
diff --git a/v2-docs/web-servers.md b/v2-docs/web-servers.md
index 84e3e6ef..5db2aa64 100644
--- a/v2-docs/web-servers.md
+++ b/v2-docs/web-servers.md
@@ -8,71 +8,41 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [Architecture](#architecture)
-  - [Infrastructure](#infrastructure)
-    - [Load Balancing](#load-balancing)
-1. [Infrastructure](#infrastructure-1)
+1. [Infrastructure](#infrastructure)
   - [Web Servers](#web-servers)
-    - [Apache HTTP Server](#apache-http-server)
     - [App Servers](#app-servers)
-    - [CICD Integration](#cicd-integration)
-    - [NGINX Handbooks](#nginx-handbooks)
-    - [Reverse Proxy](#reverse-proxy)
+1. [Infrastructure Security](#infrastructure-security)
+  - [Inbound Traffic Management](#inbound-traffic-management)
+    - [Traefik](#traefik)
+1. [Networking](#networking)
+  - [Multi-Cluster](#multi-cluster)
+    - [DNS](#dns)
 1. [Traffic Management](#traffic-management)
   - [Kubernetes Ingress Controllers](#kubernetes-ingress-controllers)
     - [Alternative Ingress](#alternative-ingress)
     - [Traefik Ingress](#traefik-ingress)
-  - [Load Balancing and Reverse Proxy](#load-balancing-and-reverse-proxy)
-    - [HAProxy Administration](#haproxy-administration)
-    - [Nginx Playground](#nginx-playground)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [nginx.com: The Complete NGINX Cookbook 🌟](https://www.f5.com/products/nginx/resources/library/complete-nginx-cookbook)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.f5.com in the Kubernetes Tools ecosystem.
-  - [Koa.js](https://koa)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Koa.js in the Kubernetes Tools ecosystem.
-  - [nixCraft: 9 Awesome Open Source Web Performance Software For Linux and Unix-like' Systems](https://www.cyberciti.biz/open-source/http-web-performance-proxy-load-balancer-accelerator-software)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering nixCraft: 9 Awesome Open Source Web Performance Software For Linux and Unix-like' Systems in the Kubernetes Tools ecosystem.
-  - [Dzone Refcard: Essential Apache HTTP Server](https://dzone.com/refcardz/essential-apache-http-server)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone Refcard: Essential Apache HTTP Server in the Kubernetes Tools ecosystem.
-  - [nixCraft: How to secure Apache with Let’s Encrypt Certificates on RHEL 8](https://www.cyberciti.biz/faq/how-to-secure-apache-with-lets-encrypt-certificates-on-rhel-8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering nixCraft: How to secure Apache with Let’s Encrypt Certificates on RHEL 8 in the Kubernetes Tools ecosystem.
-  - [Dzone: Nginx Reverse Proxy Ubuntu 18.04](https://dzone.com/articles/nginx-reverse-proxy-ubuntu-1804)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Nginx Reverse Proxy Ubuntu 18.04 in the Kubernetes Tools ecosystem.
-  - [How To Use the Official NGINX Docker Image](https://www.docker.com/blog/how-to-use-the-official-nginx-docker-image)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering How To Use the Official NGINX Docker Image in the Kubernetes Tools ecosystem.
-  - [medium: Using Nginx-Ingress as a Static Cache for Assets Inside Kubernetes](https://medium.com/@vdboor/using-nginx-ingress-as-a-static-cache-91bc27be04a1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Using Nginx-Ingress as a Static Cache for Assets Inside Kubernetes in the Kubernetes Tools ecosystem.
-  - [Wikipedia: HAProxy](https://en.wikipedia.org/wiki/HAProxy)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia: HAProxy in the Kubernetes Tools ecosystem.
-  - [dzone.com: How to Configure HAProxy as a Proxy and Load Balancer](https://dzone.com/articles/how-to-configure-ha-proxy-as-a-proxy-and-loadbalan)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: How to Configure HAProxy as a Proxy and Load Balancer in the Kubernetes Tools ecosystem.
-  - [High priority request queue with HAProxy](https://medium.com/swlh/high-priority-request-queue-with-haproxy-9efd639a8992)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering High priority request queue with HAProxy in the Kubernetes Tools ecosystem.
-  - [medium.com/beyn-technology: Is Nginx dead? Is Traefik v3 20% faster than' Traefik v2?](https://medium.com/beyn-technology/is-nginx-dead-is-traefik-v3-20-faster-than-traefik-v2-f28ffb7eed3e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/beyn-technology: Is Nginx dead? Is Traefik v3 20% faster than' Traefik v2? in the Kubernetes Tools ecosystem.
-## Architecture
-
-### Infrastructure
-
-#### Load Balancing
-
-  - **(2021)** [opensource.com: A beginner's guide to load balancing](https://opensource.com/article/21/4/load-balancing) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An essential guide outlining fundamental load-balancing mechanisms. Investigates Layer 4 vs Layer 7 routing protocols, round-robin algorithms, and performance implications across scalable microservice configurations.
-## Infrastructure (1)
+## Infrastructure
 
 ### Web Servers
 
-#### Apache HTTP Server
-
-  - **(2025)** [Apache](https://httpd.apache.org) [C CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The main technical site for the Apache HTTP Server, the industry-standard web server. Continues to power global web networks with highly stable modular routing rules and robust security mechanisms.
 #### App Servers
 
   - **(2025)** [unit.nginx.org](https://unit.nginx.org) [C CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official portal for NGINX Unit, a dynamic, lightweight application server designed to run polyglot microservices simultaneously. Dynamically configured on the fly via JSON REST APIs without service disruption.
-#### CICD Integration
+## Infrastructure Security
 
-  - **(2020)** [Apache Reverse Proxy for Jenkins](https://github.com/nubenetes/apache-reverse-proxy-jenkins) ⭐ 1  [APACHECONF CONTENT] 🌟 [LEGACY] β€” A historical configuration repository detailing reverse-proxy deployment configurations for Jenkins behind Apache. Due to more than 4 years of inactivity, it is maintained as a legacy setup reference.
-#### NGINX Handbooks
+### Inbound Traffic Management
 
-  - **(2021)** [freecodecamp.org: The NGINX Handbook 🌟](https://www.freecodecamp.org/news/the-nginx-handbook) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A master handbook exploring NGINX server architecture. Reviews custom security header injections, performance caching designs, proxy configurations, and advanced debugging processes for production environments.
-#### Reverse Proxy
+#### Traefik
 
-  - **(2025)** [Apache Reverse Proxy Guide](https://httpd.apache.org/docs/2.4/howto/reverse_proxy.html) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official engineering handbook illustrating the deployment and configuration of the Apache HTTP Server as a reverse proxy. Details mod_proxy directives, buffer limits, and load-balancer grouping policies.
+  - **(2020)** [blog.tomarrell.com: Kustomize: Traefik v2.2 as a Kubernetes Ingress Controller](https://blog.tomarrell.com/post/traefik_v2_on_kubernetes) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Technical integration blog detailing how to deploy and customize the Traefik v2.2 Ingress Controller using Kustomize configurations. It illustrates how to define overlays for environment-specific network values, secure SSL contexts, and service exposures. Useful reference for managing non-trivial ingress manifests programmatically.
+## Networking
+
+### Multi-Cluster
+
+#### DNS
+
+  - **(2022)** [nginx.com: Automating Multi-Cluster DNS with NGINX Ingress Controller](https://www.f5.com/products/nginx) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Technical blueprint showcasing DNS synchronization and traffic routing automation across multi-cluster environments. Demonstrates leveraging NGINX Ingress for global load balancing and resilient geographical failovers.
 ## Traffic Management
 
 ### Kubernetes Ingress Controllers
@@ -85,17 +55,9 @@
   - **(2026)** [Traefik](https://traefik.io) [GO CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The canonical repository and site for Traefik, a modern cloud-native reverse proxy and ingress controller designed for dynamic service discovery. It automatically listens to platform API registries (such as Kubernetes and Consul) to dynamically update routing tables without manual reloads.
   - **(2020)** [opensource.com: Directing Kubernetes traffic with Traefik](https://opensource.com/article/20/3/kubernetes-traefik) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An introductory engineering guide outlining the mechanics of deploying Traefik to route internal cluster traffic. The resource demonstrates how Traefik processes Custom Resource Definitions (CRDs) to define advanced routing rules, headers, and SSL termination points transparently.
   - **(2020)** [thenewstack.io: Using Traefik Ingress Controller with Istio Service Mesh](https://thenewstack.io/using-traefik-ingress-controller-with-istio-service-mesh) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An architectural examination of combining Traefik's edge ingress capabilities with the granular micro-segmentation of the Istio Service Mesh. This dual-layer approach optimizes ingress pathing while maintaining strict mTLS and telemetry enforcement across internal pod networks.
-### Load Balancing and Reverse Proxy
-
-#### HAProxy Administration
-
-  - **(2020)** [tecmint.com: How to Setup High-Availability Load Balancer with β€˜HAProxy’ to Control Web Server Traffic](https://www.tecmint.com/install-haproxy-load-balancer-in-linux) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive hands-on tutorial detailing the implementation of high-availability load balancing using HAProxy. It guides administrators through configuring active-passive failover and traffic scheduling algorithms, serving as an operational reference for classical infrastructure paradigms.
-  - **(2020)** [Tecmint.com: How to Setup HAProxy as Load Balancer for Nginx on CentOS 8](https://www.tecmint.com/setup-nginx-haproxy-load-balancer-in-centos-8) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A targeted administrative blueprint for deploying HAProxy as a frontend load balancer to manage multiple backend Nginx web server nodes. While CentOS 8 has transitioned to stream variants, the underlying architecture pattern for proxy pass and upstream failover remains structurally sound and highly applicable.
-#### Nginx Playground
-
-  - **(2021)** [jvns.ca: New tool: an nginx playground](https://jvns.ca/blog/2021/09/24/new-tool--an-nginx-playground) [N/A CONTENT]  [EMERGING] β€” An interactive configuration testing platform designed to simplify complex Nginx rulesets. While the curator positions this as an experimental learning aid, live evaluation shows it has become an indispensable debugging tool for platform engineers needing to validate route maps, regex rewrites, and upstream headers safely outside production environments.
-  - **(2021)** [nginx-playground.wizardzines.com 🌟](https://nginx-playground.wizardzines.com) [N/A CONTENT]  [COMMUNITY-TOOL] β€” The live application corresponding to Julia Evans' Nginx configuration playground. It delivers a sandboxed, browser-based runtime that dynamically executes and reports Nginx behavior on arbitrary configurations, bridging the gap between theoretical syntax and actual routing behaviors without local environment overhead.
 
 ---
-πŸ’‘ **Explore Related:** [Cloudflare](./cloudflare.md) | [Caching](./caching.md) | [Kubernetes Networking](./kubernetes-networking.md)
+πŸ’‘ **Explore Related:** [Cloudflare](./cloudflare.md) | [Kubernetes Networking](./kubernetes-networking.md) | [Servicemesh](./servicemesh.md)
+
+πŸ”— **See Also:** [Postman](./postman.md) | [Angular](./angular.md)
 
diff --git a/v2-docs/yaml.md b/v2-docs/yaml.md
index 567ab1bd..d72f0ca3 100644
--- a/v2-docs/yaml.md
+++ b/v2-docs/yaml.md
@@ -8,95 +8,26 @@
 
 ## Table of Contents
 
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
 1. [Cloud Native Operations](#cloud-native-operations)
   - [Kubernetes](#kubernetes)
     - [Advanced Templating](#advanced-templating)
     - [CLI Operations](#cli-operations)
     - [Configuration Management](#configuration-management)
     - [Validation](#validation)
-1. [Configuration](#configuration)
-  - [YAML](#yaml)
-    - [Pitfalls](#pitfalls)
-1. [Configuration Management](#configuration-management-1)
-  - [IDE Integration](#ide-integration)
-    - [Validation](#validation-1)
-  - [Python Integration](#python-integration)
-    - [Libraries](#libraries)
-  - [YAML Processing](#yaml-processing)
-    - [CLI Tools](#cli-tools)
-    - [Tooling Catalog](#tooling-catalog)
-  - [YAML Syntax](#yaml-syntax)
-    - [Advanced Techniques](#advanced-techniques)
-    - [Basics](#basics)
-    - [Validation](#validation-2)
 1. [Data Architecture](#data-architecture)
   - [JSON and YAML Serialization](#json-and-yaml-serialization)
-    - [Configuration DSLs](#configuration-dsls)
     - [Data Modeling](#data-modeling)
-    - [Editor Tooling](#editor-tooling)
-    - [Performance and Parsing](#performance-and-parsing)
-    - [Standards and Specifications](#standards-and-specifications)
-1. [DevOps](#devops)
-  - [CICD](#cicd)
-    - [Automation](#automation)
-1. [Developer Workspace](#developer-workspace)
-  - [Command-Line Tooling](#command-line-tooling)
-    - [JSON and YAML Manipulators](#json-and-yaml-manipulators)
-  - [Diagnostics and Debugging](#diagnostics-and-debugging)
-    - [Visualizers](#visualizers)
-1. [GitOps and Configuration](#gitops-and-configuration)
-  - [Helm Chart Generation](#helm-chart-generation)
-    - [Migration Tools](#migration-tools)
-1. [Infrastructure as Code](#infrastructure-as-code)
-  - [Ansible](#ansible)
-    - [YAML Syntax](#yaml-syntax-1)
-1. [Kubernetes](#kubernetes-1)
-  - [DevSecOps](#devsecops)
-    - [Linting](#linting)
-1. [Networking and Security](#networking-and-security)
-  - [Security Compliance](#security-compliance)
-    - [Config Validation](#config-validation)
 1. [Platform Engineering](#platform-engineering)
   - [Kubernetes Manifests](#kubernetes-manifests)
     - [Alternative Manifest Engines](#alternative-manifest-engines)
-    - [Reference Architecture](#reference-architecture)
-    - [Validation and Linting](#validation-and-linting)
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [dex.dev: YAML Templating Solutions: Helm & Kustomize](https://www.dex.dev/dex-videos/templating-solutions)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dex.dev: YAML Templating Solutions: Helm & Kustomize in the Kubernetes Tools ecosystem.
-  - [medium.com/geekculture: Convert Kubernetes YAML Files Into Helm Charts](https://medium.com/geekculture/convert-kubernetes-yaml-files-into-helm-charts-4107de079455)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/geekculture: Convert Kubernetes YAML Files Into Helm Charts in the Kubernetes Tools ecosystem.
-  - [wikipedia: YAML](https://en.wikipedia.org/wiki/YAML)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wikipedia: YAML in the Kubernetes Tools ecosystem.
-  - [kubernetestutorials.com: Kubernetes : Introduction to YAML 🌟](https://kubernetestutorials.com/kubernetes-tutorials/kubernetes-introduction-to-yaml)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kubernetestutorials.com: Kubernetes : Introduction to YAML 🌟 in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: YAML Tutorial: Get Started With YAML in 5 Minutes](https://betterprogramming.pub/yaml-tutorial-get-started-with-yaml-in-5-minutes-549d462972d8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: YAML Tutorial: Get Started With YAML in 5 Minutes in the Kubernetes Tools ecosystem.
-  - [abhisheksaini.hashnode.dev: YAML For Data Representation?](https://abhisheksaini.hashnode.dev/yaml-for-representation)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering abhisheksaini.hashnode.dev: YAML For Data Representation? in the Kubernetes Tools ecosystem.
-  - [javascript.plainenglish.io: Everything You Need To Know About YAML Files](https://javascript.plainenglish.io/everything-you-need-to-know-about-yaml-files-5423358cc5c9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering javascript.plainenglish.io: Everything You Need To Know About YAML Files in the Kubernetes Tools ecosystem.
-  - [blog.devgenius.io: YAML with Python](https://blog.devgenius.io/yaml-with-python-d6787a9bd8ab)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==blog.devgenius.io: YAML with Python== in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: 10 Things You Might Not Know About YAML](https://betterprogramming.pub/10-things-you-might-not-know-about-yaml-b0589da547c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: 10 Things You Might Not Know About YAML in the Kubernetes Tools ecosystem.
-  - [medium: Don’t Repeat Yourself with Anchors, Aliases and Extensions in Docker' Compose Files](https://medium.com/@kinghuang/docker-compose-anchors-aliases-extensions-a1e4105d70bd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Don’t Repeat Yourself with Anchors, Aliases and Extensions in Docker' Compose Files in the Kubernetes Tools ecosystem.
-  - [jsonformatter.org/yaml-validator](https://jsonformatter.org/yaml-validator)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==jsonformatter.org/yaml-validator== in the Kubernetes Tools ecosystem.
-  - [medium.com/@slashben81: How to write a YAML file for Kubernetes? | ARMO](https://medium.com/@slashben81/how-to-write-a-yaml-file-for-kubernetes-armo-76f29e533b1f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@slashben81: How to write a YAML file for Kubernetes? | ARMO in the Kubernetes Tools ecosystem.
-  - [wikipedia: JSON](https://en.wikipedia.org/wiki/JSON)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wikipedia: JSON in the Kubernetes Tools ecosystem.
-  - [dzone.com: The Ultimate JSON Library: JSON.simple vs. GSON vs. Jackson vs.' JSONP](https://dzone.com/articles/the-ultimate-json-library-jsonsimple-vs-gson-vs-ja)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: The Ultimate JSON Library: JSON.simple vs. GSON vs. Jackson vs.' JSONP in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: How to Make JSON and Python Talk to Each Other](https://betterprogramming.pub/how-to-make-json-and-python-talk-to-each-other-41531d58e59d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: How to Make JSON and Python Talk to Each Other in the Kubernetes Tools ecosystem.
-  - [betterprogramming.pub: Exploring JSON, JSON5, and Circular References](https://betterprogramming.pub/exploring-json-json5-and-circular-references-2b5b0c5de532)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Exploring JSON, JSON5, and Circular References in the Kubernetes Tools ecosystem.
-  - [blog.mariano.cloud: Do you even JSONPath?](https://blog.mariano.cloud/do-you-even-jsonpath)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.mariano.cloud: Do you even JSONPath? in the Kubernetes Tools ecosystem.
-  - [medium.com/@jonathan_37674: How to validate Kubernetes YAML files? | ARMO](https://medium.com/@jonathan_37674/how-to-validate-kubernetes-yaml-files-armo-e45dd006d633)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@jonathan_37674: How to validate Kubernetes YAML files? | ARMO in the Kubernetes Tools ecosystem.
-  - [ketch: Getting Started](https://learn.theketch.io/docs/getting-started)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ketch: Getting Started in the Kubernetes Tools ecosystem.
-  - [base64encode.org](https://www.base64encode.org)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering base64encode.org in the Kubernetes Tools ecosystem.
 ## Cloud Native Operations
 
 ### Kubernetes
 
 #### Advanced Templating
 
+  - **(2022)** [**Kapitan**](https://kapitan.dev) [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An open-source configuration management engine built to generate clean declarative configurations (Kubernetes manifests, Terraform, Ansible) using Python and Jsonnet. Kapitan simplifies managing configurations for multiple environments by using a single source of truth.
   - **(2022)** [**ytt**](https://get-ytt.io) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A structured, command-line template engine designed to process YAML files as semantic AST objects rather than raw strings. Developed by VMware Carvel, ytt uses Python-like Starlark code to safely patch, template, and validate complex cloud-native resource manifests.
   - **(2021)** [**itnext.io: Python, YAML, and Kubernetes β€” The Art of Mastering Configuration**](https://itnext.io/python-yaml-and-kubernetes-the-art-of-mastering-configuration-cd60029b3f62) [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An ITNext article demonstrating how to programmatically read, validate, and alter complex Kubernetes manifests using Python and PyYAML. It explains how to build custom pre-deployment filters and automate manifest adjustments. This is an excellent read for platform teams building GitOps validation steps.
 #### CLI Operations
@@ -111,191 +42,24 @@
 #### Validation
 
   - **(2021)** [**instrumenta/kubeval**](https://github.com/instrumenta/kubeval) ⭐ 3226  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” A historic CLI tool used to validate Kubernetes configuration manifests against JSON schemas. Although it is archived and has been largely replaced by Kubeconform, Kubeval remains an important reference point in the evolution of Kubernetes configuration testing.
-## Configuration
-
-### YAML
-
-#### Pitfalls
-
-  - **(2023)** [ruudvanasseldonk.com: The yaml document from hell](https://ruuda.nl/2023/the-yaml-document-from-hell)  [COMMUNITY-TOOL] β€” An analysis detailing edge cases, confusing specifications, and common syntactical pitfalls inherent to the YAML standard. It highlights issues such as Norway country-code confusion (`NO` parsed as boolean `false`), string coercion, and massive object graph vulnerabilities, promoting defensive configuration practices.
-## Configuration Management (1)
-
-### IDE Integration
-
-#### Validation (1)
-
-  - **(2020)** [**developers.redhat.com: How to configure YAML schema to make editing files easier**](https://developers.redhat.com/blog/2020/11/25/how-to-configure-yaml-schema-to-make-editing-files-easier) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A Red Hat developer tutorial detailing how to configure local JSON/YAML schemas inside IDEs like VS Code and IntelliJ. It shows how pointing schemas to cloud sources enables real-time syntax checking and autocomplete. This is a highly practical way to speed up Kubernetes engineering tasks.
-### Python Integration
-
-#### Libraries
-
-  - **(2021)** [**realpython.com: YAML: The Missing Battery in Python**](https://realpython.com/python-yaml) [PYTHON CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A deep-dive Python guide focused on processing and parsing YAML structures. It compares the standard PyYAML package against ruamel.yaml, focusing on safe deserialization techniques using safe_load. This is an essential reference for building secure, YAML-driven internal tools.
-### YAML Processing
-
-#### CLI Tools
-
-
-??? abstract "Architect's Technical Comparison Table"
-    | Solution | Maturity | Primary Focus | Language | Stars |
-    | :--- | :--- | :--- | :--- | :--- |
-    | [yq 🌟](https://mikefarah.gitbook.io/yq) |  | CLI Tools | Go | 🌟🌟🌟🌟🌟 |
-    | [yh - YAML Highlighter](https://github.com/andreazorzetto/yh) |  | CLI Tools | Go | 🌟🌟🌟🌟 |
-    | [onlineyamltools.com 🌟](https://onlineyamltools.com) |  | CLI Tools | N/A | 🌟🌟🌟🌟 |
-    | [dev.to: yq : A command line tool that will help you handle your YAML resources better 🌟](https://dev.to/vikcodes/yq-a-command-line-tool-that-will-help-you-handle-your-yaml-resources-better-8j9) |  | CLI Tools | N/A | 🌟🌟🌟🌟 |
-    | [dotnet-helpers.com: How to Convert YAML to JSON / JSON to YAML using PowerShell](https://dotnet-helpers.com/powershell/convert-yaml-to-json-or-json-to-yaml-using-powershell) |  | CLI Tools | PowerShell | 🌟🌟🌟 |
-
-  - **(2022)** [==yq 🌟==](https://mikefarah.gitbook.io/yq) [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A highly popular command-line YAML, JSON, and XML processor written in Go. yq allows operators to search, filter, update, and convert files directly within shell environments. It is a critical component for shell scripts and automated deployment pipelines.
-  - **(2022)** [**yh - YAML Highlighter**](https://github.com/andreazorzetto/yh) ⭐ 427  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A specialized, terminal-based syntax highlighter designed explicitly for YAML configurations. Unlike generic highlighters, yh identifies YAML indentation rules and formats outputs from standard pipelines. It is highly useful for reviewing massive Kubernetes manifests directly in terminals.
-  - **(2022)** [**onlineyamltools.com 🌟**](https://onlineyamltools.com) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An online suite containing helpful tools for mining, converting, and editing YAML payloads. It enables rapid translation between YAML and formatting targets like JSON or CSV.
-  - **(2021)** [**dev.to: yq : A command line tool that will help you handle your YAML resources better 🌟**](https://dev.to/vikcodes/yq-a-command-line-tool-that-will-help-you-handle-your-yaml-resources-better-8j9) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A step-by-step tutorial and cheat sheet showcasing how to query, patch, and restructure complex YAML configurations using the yq command-line tool. It details common filtering syntax and show developers how to use it for editing Kubernetes objects programmatically.
-  - **(2021)** [dotnet-helpers.com: How to Convert YAML to JSON / JSON to YAML using PowerShell](https://dotnet-helpers.com/powershell/convert-yaml-to-json-or-json-to-yaml-using-powershell) [POWERSHELL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A practical guide showing how to convert configuration formats using PowerShell script pipelines. It demonstrates how to parse and map structures between JSON and YAML, helping administrators automate tasks in Windows-centric environments.
-  - **(2021)** [azohra/yaml.sh](https://github.com/azohra/yaml.sh) ⭐ 34  [BASH CONTENT] 🌟🌟 [EMERGING] β€” An experimental, pure Bash-based YAML parser designed to extract configurations without external runtime dependencies like Python or Node.js. It is a lightweight helper for minimal edge installations, though mostly inactive in terms of recent development.
-  - **(2021)** [avencera/yamine](https://github.com/avencera/yamine) ⭐ 19  [RUST CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A fast, Rust-based CLI processor built to parse and validate YAML file structures. While development is inactive, it serves as a lightweight local tool for querying configuration nodes in resource-constrained container images.
-#### Tooling Catalog
-
-  - **(2022)** [github.com/topics/yaml-processor](https://github.com/topics/yaml-processor) [N/A CONTENT] [DOCUMENTATION] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A curated GitHub topic index tracking popular open-source YAML parsers, processors, and linters. It acts as a helpful starting point for developers looking for specialized CLI libraries, Python engines, and IDE validation tools.
-### YAML Syntax
-
-#### Advanced Techniques
-
-  - **(2021)** [==yaml.org: Anchors and Aliases==](https://yaml.org/spec/1.2/spec.html) [N/A CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official YAML spec documentation for anchors and aliases. It details how the reference symbols & and * let you reuse data segments directly in configuration files. This is a crucial concept for keeping complex Kubernetes and CI/CD files DRY and readable.
-  - **(2021)** [**thoughtworks.com: Templating in YAML**](https://www.thoughtworks.com/radar/techniques/templating-in-yaml) [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A Thoughtworks analysis of the architectural risks and syntactical flaws associated with raw string-based YAML templating (e.g. Jinja). It proposes using semantic, structure-aware AST overlays such as ytt to ensure configuration reliability. This is a helpful resource for teams designing massive Kubernetes deployments.
-  - **(2021)** [support.atlassian.com: YAML anchors and aliases](https://support.atlassian.com/bitbucket-cloud/docs/yaml-anchors) [N/A CONTENT] [DOCUMENTATION] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Atlassian's reference guide to using YAML anchors and aliases to optimize Bitbucket Cloud Pipelines. It demonstrates how to reuse complex deployment step structures and reduce boilerplate. This is highly useful for CI/CD pipeline administrators.
-  - **(2019)** [Steve Horsfield: DevOps tricks - Templating YAML files](https://stevehorsfield.wordpress.com/2019/08/13/devops-tricks-templating-yaml-files) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A DevOps blog detailing handy techniques and shell scripts for templating configuration files. It explores quick string replacements, bash substitution, and tool-based schema construction. This guide is helpful for engineers looking to dynamically build runtime parameters inside pipelines.
-#### Basics
-
-  - **(2022)** [spacelift.io/blog/yaml](https://spacelift.io/blog/yaml) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A detailed Spacelift blog covering modern YAML conventions within Infrastructure-as-Code platforms. It walks through syntax basics, list representations, and multi-document parsing. This is a handy reference for platform developers setting up CI pipelines.
-  - **(2021)** [redhat.com: YAML for beginners](https://www.redhat.com/en/blog/yaml-beginners) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An entry-level Red Hat tutorial introducing the foundational rules of YAML syntax. It covers arrays, mappings, multi-line scalar parameters, and standard key-value conventions. This is a critical starting point for developers working with GitOps templates and automation tasks.
-  - **(2021)** [linuxhandbook.com: YAML Basics Every DevOps Engineer Must Know 🌟](https://linuxhandbook.com/yaml-basics) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A comprehensive reference detailing common YAML errors and formatting rules. It walks through complex structures such as lists of mappings, inline JSON arrays, and multi-line literal vs folded strings. This is a core reference for resolving linting issues.
-  - **(2021)** [opensource.com: Make YAML as easy as it looks](https://opensource.com/article/21/9/yaml-cheat-sheet) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A practical cheat sheet on opensource.com highlighting common YAML syntax formatting traps. It shows how data types are implicitly parsed, how lists represent objects, and how to format clean nested dictionaries. This is a quick-access tool for system administrators.
-  - **(2021)** [w3schools.io: YAML - yaml vs yml file](https://www.w3schools.io/file/yaml-vs-yml) [N/A CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An article detailing the historical background and OS-level implications of choosing `.yaml` vs `.yml` file extensions. It clarifies naming behaviors across modern orchestrators and configuration parsers to ensure consistency across teams.
-#### Validation (2)
-
-
-??? abstract "Architect's Technical Comparison Table"
-    | Solution | Maturity | Primary Focus | Language | Stars |
-    | :--- | :--- | :--- | :--- | :--- |
-    | [yamllint.com: YAML Lint - The YAML Validator](https://www.yamllint.com) |  | Validation | N/A | 🌟🌟🌟🌟🌟 |
-    | [23andMe/Yamale](https://github.com/23andMe/Yamale) |  | Validation | Python | 🌟🌟🌟🌟 |
-    | [redhat.com: Understanding YAML for Ansible. Validating YAML files with YAMLlint 🌟](https://www.redhat.com/en/blog/understanding-yaml-ansible) |  | Validation | N/A | 🌟🌟🌟🌟 |
-    | [codebeautify.org/yaml-validator](https://codebeautify.org/yaml-validator) |  | Validation | N/A | 🌟🌟🌟 |
-    | [yamlvalidator.dev: YAML Validator](https://yamlvalidator.dev) |  | Validation | N/A | 🌟🌟🌟 |
-
-  - **(2022)** [==yamllint.com: YAML Lint - The YAML Validator==](https://www.yamllint.com) [N/A CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The web-based standard for pasting, formatting, and validating raw YAML payloads. It provides immediate visual feedback on structural bugs, key duplicates, and spacing issues, serving as a quick helper for DevOps engineers debugging pipelines.
-  - **(2022)** [**23andMe/Yamale**](https://github.com/23andMe/Yamale) ⭐ 765  [PYTHON CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A schema validation tool written in Python. Yamale validates YAML files by checking them against defined schemas, making it easy to enforce structural constraints, verify data types, and run assertions in configuration testing pipelines.
-  - **(2021)** [**redhat.com: Understanding YAML for Ansible. Validating YAML files with YAMLlint 🌟**](https://www.redhat.com/en/blog/understanding-yaml-ansible) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A practical guide on how to parse and construct valid Ansible YAML blueprints. It explains YAMLlint configuration options and how to include validation steps in pre-commit git hooks. This is highly useful for maintaining clean syntax across large development teams.
-  - **(2022)** [codebeautify.org/yaml-validator](https://codebeautify.org/yaml-validator) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A versatile online conversion and code-beautifying utility. It formats, lints, and transforms nested JSON and YAML configurations, helping developers quickly test structures from web browsers.
-  - **(2022)** [yamlvalidator.dev: YAML Validator](https://yamlvalidator.dev) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A web-based verification environment designed to check the syntax of YAML configurations. It highlights incorrect indentations and missing properties, helping developers quickly resolve syntax errors before running commits.
 ## Data Architecture
 
 ### JSON and YAML Serialization
 
-#### Configuration DSLs
-
-  - **(2025)** [Jsonnet](https://jsonnet.org) [C++ CONTENT]  [COMMUNITY-TOOL] β€” A powerful, Turing-complete data templating language that extends JSON with variables, functions, conditionals, and object inheritance. Eliminates configuration duplication by generating clean JSON configurations programmatically.
 #### Data Modeling
 
-  - **(2023)** [thenewstack.io: Why (and How) You Should Manage JSON with SQL](https://thenewstack.io/why-and-how-you-should-manage-json-with-sql) [SQL CONTENT]  [COMMUNITY-TOOL] β€” Explains the paradigm shift of managing schema-flexible JSON payloads directly inside relational database systems using standard SQL queries. Evaluates performance compromises, indexing techniques, and JSONB implementation within modern Postgres engines.
   - **(2022)** [automationreinvented.blogspot.com: What is Json Schema and how to perform schema validation using Rest Assured?](https://automationreinvented.blogspot.com/2022/03/what-is-json-schema-and-how-to-perform.html) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Outlines strategies to implement dynamic JSON Schema validations inside automated REST API testing pipelines using the Rest Assured Java framework. Assures structural contract compliance for microservices.
-  - **(2022)** [jsoning.com](https://jsoning.com) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” A lightweight document database framework designed to run basic JSON persistence and configuration-driven workflows inside modular serverless functions.
-  - **(2021)** [opensource.com: 5 ways to process JSON data in Ansible 🌟](https://opensource.com/article/21/4/process-json-data-ansible) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Highlights native Ansible filters, query structures, and jinja2 manipulations to clean, filter, and iterate over complex JSON payloads during Infrastructure-as-Code deployments.
-#### Editor Tooling
-
-  - **(2024)** [yamline.com](https://yamline.com) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” A lightweight web-based playground and conversion utility designed for instant linting and refactoring of YAML/JSON documents. It provides interactive syntax visualization to ease the maintenance of complex deployment configurations.
-#### Performance and Parsing
-
-  - **(2025)** [==buger/jsonparser==](https://github.com/buger/jsonparser) ⭐ 5629  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An ultra-performant, zero-allocation Go JSON parser that bypasses reflection and standard serialization libraries. Reaches nested values directly from byte slices, outperforming standard library structures by up to 10x in high-throughput data pipelines.
-  - **(2022)** [dev.to: The JSON trick 25% of Python devs don't know about](https://dev.to/codereviewdoctor/the-json-trick-25-of-python-devs-dont-know-about-including-devs-at-microsoft-sentry-unicef-and-more-4h10) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” A developer guide illustrating lesser-known configuration features of Python's built-in JSON module. Demystifies performance optimizations, indentation strategies, and default-handling serialization interfaces for large application states.
-  - **(2022)** [pythonspeed.com: Processing large JSON files in Python without running out of memory](https://pythonspeed.com/articles/json-memory-streaming) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” A rigorous guide covering memory-efficient streaming parsing of massive JSON datasets in Python. Discusses memory-mapped files and iterative parsing libraries (ijson) to prevent Out-of-Memory (OOM) situations during batch processing.
-  - **(2021)** [dev.to: Convert nested JSON to simple JSON in Javascript](https://dev.to/urstrulyvishwak/convert-nested-json-to-simple-json-in-javascript-4a34) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” A hands-on guide outlining recursion algorithms to flatten complex nested JSON trees into simple key-value payloads. Useful for preprocessing high-dimensional data before loading it into tabular systems or relational engines.
-  - **(2020)** [Building a high performance JSON parser](https://dave.cheney.net/high-performance-json.html) [GO CONTENT]  [COMMUNITY-TOOL] β€” A seminal technical deep-dive into the design of high-performance JSON parsers within the Go runtime ecosystem. Discusses CPU caching strategies, memory allocations, and custom scanning to optimize serialization pipelines.
-#### Standards and Specifications
-
-  - **(2024)** [json-schema.org: Understanding JSON Schema 🌟](https://json-schema.org/understanding-json-schema/reference) [NONE CONTENT]  [COMMUNITY-TOOL] β€” The official validation vocabulary specification for JSON documents. Enables programmatic enforcement of structural constraints, data types, and required fields across distributed microservice payload interfaces.
-  - **(1999)** [json.org: Introducing JSON](https://www.json.org/json-en.html) [NONE CONTENT]  [COMMUNITY-TOOL] β€” The authoritative reference specification for JavaScript Object Notation (JSON). Outlines the fundamental grammar, parsing tokens, and universal data structures that underpin modern web APIs and state distribution layers.
-## DevOps
-
-### CICD
-
-#### Automation
-
-  - **(2022)** [about.gitlab.com: Tips for productive DevOps workflows: JSON formatting with jq and CI/CD linting automation](https://about.gitlab.com/blog/devops-workflows-json-format-jq-ci-cd-lint) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” Technical walkthrough on improving pipeline developer velocity using GitLab CI/CD, JSON manipulation with `jq`, and linting tooling. It focuses on isolating syntax-checking phases to fail fast, validating config schemas before they are applied to running stages.
-## Developer Workspace
-
-### Command-Line Tooling
-
-#### JSON and YAML Manipulators
-
-
-??? abstract "Architect's Technical Comparison Table"
-    | Solution | Maturity | Primary Focus | Language | Stars |
-    | :--- | :--- | :--- | :--- | :--- |
-    | [github.com/01mf02/jaq](https://github.com/01mf02/jaq) |  | JSON & YAML Manipulators | Rust | 🌟🌟🌟🌟🌟 |
-    | [github.com/tomnomnom/gron 🌟](https://github.com/tomnomnom/gron) |  | JSON & YAML Manipulators | Go | 🌟🌟🌟🌟🌟 |
-    | [github.com/ynqa/jnv 🌟](https://github.com/ynqa/jnv) |  | JSON & YAML Manipulators | Rust | 🌟🌟🌟🌟🌟 |
-    | [kislyuk/yq](https://github.com/kislyuk/yq) |  | JSON & YAML Manipulators | Python | 🌟🌟🌟🌟🌟 |
-    | [github.com/ilyash/show-struct](https://github.com/ilyash/show-struct) |  | JSON & YAML Manipulators | Go | 🌟🌟🌟🌟🌟 |
-    | [github.com/JFryy/qq](https://github.com/JFryy/qq) |  | JSON & YAML Manipulators | Go | 🌟🌟🌟🌟🌟 |
-
-  - **(2025)** [==github.com/01mf02/jaq==](https://github.com/01mf02/jaq) ⭐ 3642  [RUST CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A modern clone of jq built in Rust, engineered for lightning-fast configuration query processing, enhanced compiler diagnostic outputs, and strict type safety across multi-gigabyte files.
-  - **(2025)** [==github.com/tomnomnom/gron 🌟==](https://github.com/tomnomnom/gron) ⭐ 14456  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A CLI utility that flattens JSON documents into raw path-assignment patterns. Simplifies schema manipulation by allowing developers to query and filter JSON structures directly with classic grep, awk, or sed commands.
-  - **(2025)** [==github.com/ynqa/jnv 🌟==](https://github.com/ynqa/jnv) ⭐ 6044  [RUST CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An interactive, terminal-based JSON parser and path finder built with Rust. Provides instant autocompletion of JSON pointer selectors and real-time validation feedback to accelerate complex pipeline debugging.
-  - **(2025)** [==kislyuk/yq==](https://github.com/kislyuk/yq) ⭐ 2951  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A Python wrapper adapting standard jq queries for YAML and XML schemas. Translates input formats to JSON under-the-hood, enabling powerful jq syntax across hybrid multi-format configs.
-  - **(2024)** [==github.com/ilyash/show-struct==](https://github.com/ilyash/show-struct) ⭐ 132  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A structural inspection CLI tool for high-dimensional JSON and YAML files. Builds map architectures of configurations, allowing site reliability engineers to immediately decode unfamiliar schema configurations.
-  - **(2024)** [==github.com/JFryy/qq==](https://github.com/JFryy/qq) ⭐ 725  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A versatile, multi-format query engine supporting YAML, JSON, TOML, and XML processing within a unified execution context. Streamlines data conversion and extraction tasks during schema migrations.
-### Diagnostics and Debugging
-
-#### Visualizers
-
-  - **(2025)** [jsoncrack.com: JSON Crack 🌟🌟](https://jsoncrack.com) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” An interactive data visualization platform that constructs graph representations of nested JSON schemas. Helps platform engineers conceptualize structural relationships and analyze nested configurations in high-density graphs.
-## GitOps and Configuration
-
-### Helm Chart Generation
-
-#### Migration Tools
-
-  - **(2021)** [arttor/helmify](https://github.com/arttor/helmify) ⭐ 1738  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An automation utility that converts standard declarative Kubernetes manifests directly into valid, paramaterized Helm charts. It simplifies migrations and accelerates the distribution setup of packaged deployments.
-## Infrastructure as Code
-
-### Ansible
-
-#### YAML Syntax (1)
-
-  - **(2022)** [**docs.ansible.com: YAML anchors and aliases: sharing variable values**](https://docs.ansible.com/projects/ansible/latest/user_guide/playbooks_advanced_syntax.html) [YAML CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Official Ansible documentation showing how playbooks use YAML anchors and aliases. It demonstrates how to share variable lists, task setups, and connection settings across playbooks. This is a core best practice for maintaining massive infrastructure inventories.
-## Kubernetes (1)
-
-### DevSecOps
-
-#### Linting
-
-  - **(2021)** [thomasthornton.cloud: Analyze your Kubernetes YAML files and Helm Charts to ensure best practices using KubeLinter in Azure DevOps Pipeline](https://thomasthornton.cloud/analyze-your-kubernetes-yaml-files-and-helm-charts-to-ensure-best-practices-using-kuberlinter-in-azure-devops-pipeline) [YAML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” This post walks through embedding KubeLinter in Azure DevOps CI/CD pipelines to audit Kubernetes manifests and Helm charts. It highlights security and performance check validations, such as identifying missing resource limits, root privileges, or improper security contexts before deployment.
-## Networking and Security
-
-### Security Compliance
-
-#### Config Validation
-
-  - **(2026)** [==Polaris==](https://github.com/FairwindsOps/polaris) ⭐ 3367  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A widely adopted configuration validation engine designed to audit Kubernetes manifests, charts, and running pods against dozens of best practices. Identifies issues including lack of resource limits, security context issues, and networking misconfigurations.
 ## Platform Engineering
 
 ### Kubernetes Manifests
 
 #### Alternative Manifest Engines
 
-  - **(2024)** [==naml: Not another markup language==](https://github.com/krisnova/naml) ⭐ 1261  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An innovative manifest generator replacing YAML markup with type-safe, compiled Go programs. Introduces compiler safety, automated integration testing, and clean OOP abstractions into GitOps deployment pipelines.
   - **(2024)** [ketch](https://theketch.io) [GO CONTENT]  [COMMUNITY-TOOL] β€” An application-delivery framework built to abstract away raw YAML configurations. Enables developers to deploy services via simple command structures without writing detailed manifest boilerplate, though adoption has plateaued due to native GitOps standards.
   - **(2021)** [shipa.io: DevOps Challenge – Kubernetes Deployment: Ketch vs YAML](https://shipa.io/devops-challenge-kubernetes-deployment-ketch-vs-yaml) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A comparative study analyzing Developer Experience (DX) benefits of abstracting infrastructure definitions via Ketch versus handcrafting raw declarative Kubernetes YAML.
-#### Reference Architecture
-
-  - **(2023)** [Kubernetes examples 🌟](https://k8s-examples.container-solutions.com) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive curated collection of real-world Kubernetes deployment blueprints compiled by Container Solutions. Offers foundational reference templates for multi-tier microservices, storage configuration, and workload orchestration.
-#### Validation and Linting
-
-  - **(2025)** [==KubeLinter==](https://github.com/stackrox/kube-linter) ⭐ 3469  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An enterprise-grade static analyzer for raw Kubernetes manifest files and Helm charts. Translates security benchmarks, privileged container checks, and missing resource limits into actionable DevOps signals.
-  - **(2024)** [==github: Kubernetes JSON Schemas 🌟==](https://github.com/instrumenta/kubernetes-json-schema) ⭐ 337  [NONE CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An archive of automatically generated JSON Schemas extracted from official Kubernetes API definitions. Historically key for linting, now superseded by modern integrated IDE validation engines and CRD schemas.
-  - **(2024)** [Validating Kubernetes YAML for best practice and policies 🌟](https://learnkube.com/validating-kubernetes-yaml) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive operational guide detailing static analysis, policy enforcement, and structural schema validation of Kubernetes manifests using tools like Kube-score, Conftest, and Polaris.
-  - **(2024)** [Kubeval](https://teresaforcades.com/pensament/medicina.html) [GO CONTENT]  [LEGACY] β€” A comparative index of leading static checkers (including kube-score, Conftest, and Polaris) built to validate Kubernetes YAML files against resilience, security, and schema configuration standards. Note: Kubeval is deprecated; modern workloads favor Conftest or native dry-run commands.
-  - **(2023)** [kubevious.io: Top Kubernetes YAML Validation Tools](https://kubevious.io/blog/post/top-kubernetes-yaml-validation-tools) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A market breakdown contrasting modern validation utilities for Kubernetes platforms. Reviews differences between structural validators, OPA-based policy enforcement engines, and semantic layout detectors.
 
 ---
-πŸ’‘ **Explore Related:** [Newsql](./newsql.md) | [NoSQL](./nosql.md) | [Crunchydata](./crunchydata.md)
+πŸ’‘ **Explore Related:** [Databases](./databases.md) | [Crunchydata](./crunchydata.md) | [NoSQL](./nosql.md)
+
+πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)